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2   "cells": [
3     {
4       "cell_type": "markdown",
5       "metadata": {
6         "id": "khOTxJsYc91W"
7       },
8       "source": [
9         "# Kalman Filtering and Recurrent Neural Networks for Fuel Moisture\n",
10         "## Jan Mandel, University of Colorado Denver\n"
11       ]
12     },
13     {
14       "cell_type": "markdown",
15       "metadata": {
16         "id": "sXaqfI-EdCEk"
17       },
18       "source": [
19         "## Abstract"
20       ]
21     },
22     {
23       "cell_type": "markdown",
24       "metadata": {
25         "id": "ZbtSiYm4dF7B"
26       },
27       "source": [
28         "''Fuel moisture is an important factor of the spread of wildland fires. Some weather stations have fuel moisture sensors and data are available online. We review a simple model of fuel moisture from atmospheric conditions, and show how to adjust the model using the weather station data."
29       ]
30     },
31     {
32       "cell_type": "markdown",
33       "metadata": {
34         "id": "eZ6dfHlZ63j1"
35       },
36       "source": [
37         "## Table of contents"
38       ]
39     },
40     {
41       "cell_type": "markdown",
42       "source": [
43         ""
44       ],
45       "metadata": {
46         "id": "Snyr0_3sGxty"
47       }
48     },
49     {
50       "cell_type": "markdown",
51       "metadata": {
52         "id": "WHIgN2uZ689b"
53       },
54       "source": [
55         "1 Introduction\n",
56         "\n",
57         "2 Background\n",
58         "\n",
59         "2.1 Imports\n",
60         "\n",
61         "2.2 Kalman filter\n",
62         "\n",
63         "2.2.1 Overview\n",
64         "\n",
65         "2.2.2 Formulation\n",
66         "\n",
67         "2.2.3 A Kalman filter tester\n",
68         "\n",
69         "2.3 Fuel moisture model\n",
70         "\n",
71         "2.3.1 A simple time lag model\n",
72         "\n",
73         "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n",
74         "\n",
75         "3 Methods\n",
76         "\n",
77         "3.1 Kalman filter demonstration on the simple model\n",
78         "\n",
79         "3.1.1 Creating synthetic data\n",
80         "\n",
81         "3.1.2 Running the Kalman filter\n",
82         "\n",
83         "3.2 Acquisition and preprocessing of real data\n",
84         "\n",
85         "3.2.1 Acquisition of fuel moisture observations\n",
86         "\n",
87         "3.2.2 Acquisition of weather data\n",
88         "\n",
89         "3.2.3 Preprocessing and visualization of the weather data\n",
90         "\n",
91         "4 Results\n",
92         "\n",
93         "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
94         "\n",
95         "4.2 Model with an augmented state\n",
96         "\n",
97         "4.3 Kalman filter on the augmented model\n",
98         "\n",
99         "4.4 A comment on the information flow in the Kalman filter and in neural networks\n",
100         "\n",
101         "5. Conclusion\n",
102         "\n",
103         "Contributions of Authors\n",
104         "\n",
105         "Acknowledgements\n",
106         "\n",
107         "References\n",
108         "\n",
109         "\n",
110         "\n",
111         "\n",
112         "\n",
113         "\n",
114         "\n"
115       ]
116     },
117     {
118       "cell_type": "markdown",
119       "metadata": {
120         "id": "ZFafUPCTO1N1"
121       },
122       "source": [
123         "## 1 Introduction"
124       ]
125     },
126     {
127       "cell_type": "markdown",
128       "metadata": {
129         "id": "4_RcdWybPFks"
130       },
131       "source": [
132         "The Kalman filter is at the foundation of many technologies in daily use, from GPS to weather forecasting. No model is completely accurate. Think space navigation: the movement of a Apollo 13 between the moon and the earth, subject to gravitational forces and propulsion, with the position ascertained by visual measurements. No matter how accurate the model of spacecraft motion is, the measurements are always burdened with noise. The idea of Kalman filter is to evolve a quantification of the of the state (here, positin and velocity of the spacecraft) in the form of a covariance matrix, and, using an estimate of the uncertainty of the data, adjust the state to split the difference every time measurements are taken. \n",
133         "\n",
134         "Here, we use the Kalman filter to estimate the evolution of fuel (dead wood) moisture content from a simple theoretical model, adjusting the state of the model hourly for measurements from fuel moisture a sensor in a wood stick exposed to the elements. This is needed for forecasting of wildfire progress; for this purpose, we also want to have the filter adjust the model from the data, so that it gives more accurate data for future when we only have hourly weather forecast but no actual data - because the future has not happened yet. "
135       ]
136     },
137     {
138       "cell_type": "markdown",
139       "metadata": {
140         "id": "M2kbwDPBTB7A"
141       },
142       "source": [
143         "## 2 Background"
144       ]
145     },
146     {
147       "cell_type": "markdown",
148       "metadata": {
149         "id": "ar1BbXac49hO"
150       },
151       "source": [
152         "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter."
153       ]
154     },
155     {
156       "cell_type": "markdown",
157       "metadata": {
158         "id": "_5F5CuRqc91X"
159       },
160       "source": [
161         "### 2.1 Imports"
162       ]
163     },
164     {
165       "cell_type": "markdown",
166       "metadata": {
167         "id": "K6sWUMf0c91Y"
168       },
169       "source": [
170         "We may need the pygrib package to read weather data, but pygrib requires current numpy while google colab is using an old numpy version for compatibility with tensorflow. We will upgrade numpy and restart the runtime then the notebook will need to be run again. If numpy is current, we just download and import packages we need."
171       ]
172     },
173     {
174       "cell_type": "markdown",
175       "metadata": {
176         "id": "X9rvlymMZdJg"
177       },
178       "source": [
179         "### 2.2 Kalman filter"
180       ]
181     },
182     {
183       "cell_type": "markdown",
184       "metadata": {
185         "id": "x5E2UE3F5gf2"
186       },
187       "source": [
188         "#### 2.2.1 Overview"
189       ]
190     },
191     {
192       "cell_type": "markdown",
193       "metadata": {
194         "id": "NPgTHlCLAlA-"
195       },
196       "source": [
197         "The Kalman filter provides an estimate $u$ of the time evolution of some unknown process, called \"nature\" or \"truth\". We do not know with certainty what the nature is, but we can observe it at regular intervals (steps) with some error. In each step, model $F$ advances the model state $u$ in time, $ u \\leftarrow F(u)$, and attempts to reconcile the state with an observation $d$ of the true state, so $u \\approx d$. The filter modifies the model state $u$ to balance the uncertainty in the model and the data (this is called *analysis*) and the cycle continues. For that purpose, the filter evolves also an estimate of the uncertainly of the model.\n",
198         "\n",
199         "More generally, instead of $u \\approx d$, only a part of the state is observed, and $Hu \\approx d$ where $H$ is a matrix, or observation function. Basically, $Hu$ is what the data would be if the model was completely accurate. \n",
200         "\n",
201         "See Kalman (1960) for the original publication, Kalnay (2003) for a gentle introduction, and the [Wikipedia article](https://en.wikipedia.org/wiki/Extended_Kalman_filter)."
202       ]
203     },
204     {
205       "cell_type": "markdown",
206       "metadata": {
207         "id": "y6j34L5s5pEL"
208       },
209       "source": [
210         "#### 2.2.2 Formulation\n",
211         "\n",
212         "---\n",
213         "\n"
214       ]
215     },
216     {
217       "cell_type": "markdown",
218       "metadata": {
219         "id": "b3GZW5vP5_o8"
220       },
221       "source": [
222         "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n",
223         " Consider a discrete time model of some natural\n",
224         "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n",
225         "can be approximated from the previous step $u_{k-1}$ by applying the model\n",
226         "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)\n",
227         "$. We model uncertainty in the model itself by adding normally distributed\n",
228         "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n",
229         "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n",
230         "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n",
231         "model is differentiable and quantify the uncertainty of the state by a\n",
232         "covariance matrix. That is,  assume that at step $k-1$, the state has\n",
233         "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n",
234         "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n",
235         "$u_{k-1}$, $\\mathcal{M}\\left(  u\\right)  \\approx\\mathcal{M}\\left(\n",
236         "u_{k-1}\\right)  +\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  \\left(\n",
237         "u-u_{k-1}\\right)  $, where $\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  $ is\n",
238         "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n",
239         "forecast has then (approximately)\\ normal distribution with mean and\n",
240         "covariance\n",
241         "$$\n",
242         "u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)  ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n",
243         "u_{k-1}\\right)  P_{k-1}\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  +Q\n",
244         "$$\n",
245         "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n",
246         "given observation operator, and we want to find $u_{k}$ so that both\n",
247         "$$\n",
248         "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n",
249         "$$\n",
250         "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n",
251         "matrix $R$: assume that the observation error has normal probability\n",
252         "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n",
253         "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n",
254         "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n",
255         "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n",
256         "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n",
257         "state has (approximately) normal distribution with mean $u_{k}^{f}$  and covariance\n",
258         "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n",
259         "of the state after taking the data into account has density\n",
260         "$$\n",
261         "p_{k}\\left(  u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n",
262         "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n",
263         "{P_{k}^f}^{-1}  }^{2}}{2}%\n",
264         "$$\n",
265         "where $\\propto$ means proportional.\n",
266         "Note that the probability density at $u$ is maximal when $\\left\\Vert\n",
267         "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n",
268         " is minimal, which quantifies the statement that $d_{k}\\approx\n",
269         "Hu_{k}$ and $u\\approx u_{k}^{f}$.  By a direct computation completing the\n",
270         "square and using the Sherman-Morrison-Woodbury formula, \n",
271         "$$p_{k}\\left(\n",
272         "\t\tu\n",
273         "\t   \\right) \\propto \n",
274         "e^{-\\frac{\n",
275         "\t\\left\\Vert u-u_{k\n",
276         "\t         }\n",
277         "\t\\right\\Vert_\n",
278         "\t\t{P_{k\n",
279         "\t\t      }^{-1}\n",
280         "\t\t}^{2}\n",
281         "\t}\n",
282         "\t{2}},\n",
283         "$$ \n",
284         "which is the density of the normal distribution with the mean\n",
285         "$$\n",
286         "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n",
287         "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n",
288         "$$\n",
289         "and covariance\n",
290         "$$\n",
291         "P_{k}=\\left(  \\left(  P_{k}^{f}\\right)  ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n",
292         "^{-1}=(I-KH)P_{k}^{f}.\n",
293         "$$\n",
294         "\n",
295         "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n",
296         "formulated for a linear process. The extension to the\n",
297         "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966),  and is\n",
298         "still a de-facto standard in navigation and GPS.\n"
299       ]
300     },
301     {
302       "cell_type": "code",
303       "execution_count": 1,
304       "metadata": {
305         "id": "-bvUtJ_OLwQA"
306       },
307       "outputs": [],
308       "source": [
309         "import numpy as np\n",
310         "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n",
311         "  \"\"\"\n",
312         "  One step of the extended Kalman filter. \n",
313         "  If there is no data, only advance in time.\n",
314         "  :param u:   the state vector, shape n\n",
315         "  :param P:   the state covariance, shape (n,n)\n",
316         "  :param F:   the model function, args vector u, returns F(u) and Jacobian J(u)\n",
317         "  :param Q:   the process model noise covariance, shape (n,n)\n",
318         "  :param d:   data vector, shape (m). If none, only advance in time\n",
319         "  :param H:   observation matrix, shape (m,n)\n",
320         "  :param R:   data error covariance, shape (n,n)\n",
321         "  :return ua: the analysis state vector, shape (n)\n",
322         "  :return Pa: the analysis covariance matrix, shape (n,n)\n",
323         "  \"\"\"\n",
324         "  def d2(a):\n",
325         "    return np.atleast_2d(a) # convert to at least 2d array\n",
326         "\n",
327         "  def d1(a):\n",
328         "    return np.atleast_1d(a) # convert to at least 1d array\n",
329         "\n",
330         "  # forecast\n",
331         "  uf, J  = F(u)          # advance the model state in time and get the Jacobian\n",
332         "  uf = d1(uf)            # if scalar, make state a 1D array\n",
333         "  J = d2(J)              # if scalar, make jacobian a 2D array\n",
334         "  P = d2(P)              # if scalar, make Jacobian as 2D array\n",
335         "  Pf  = d2(J.T @ P) @ J + Q  # advance the state covariance Pf = J' * P * J + Q\n",
336         "  # analysis\n",
337         "  if d is None or not d.size :  # no data, no analysis\n",
338         "    return uf, Pf\n",
339         "  # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n",
340         "  H = d2(H)\n",
341         "  HP  = d2(H @ P)            # precompute a part used twice  \n",
342         "  K   = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T  # Kalman gain\n",
343         "  # print('H',H)\n",
344         "  # print('K',K)\n",
345         "  res = d1(H @ d1(uf) - d)          # res = H*uf - d\n",
346         "  ua = uf - K @ res # analysis mean uf - K*res\n",
347         "  Pa = Pf - K @ d2(H @ P)        # analysis covariance\n",
348         "  return ua, d2(Pa)\n"
349       ]
350     },
351     {
352       "cell_type": "markdown",
353       "metadata": {
354         "id": "Uvsbbv2XZ2Hd"
355       },
356       "source": [
357         "#### 2.2.3 A Kalman filter tester"
358       ]
359     },
360     {
361       "cell_type": "markdown",
362       "metadata": {
363         "id": "gcmGBqPOU1e5"
364       },
365       "source": [
366         "It is a very good idea to make write a simple tester for every piece of code. How else would we know it actually works, and that something basic did not get broken inadvertently, perhaps as a side effect of changing something else? A simple tester may save a great deal of time trying to debug cryptic errors later. And, what better place for a tester that right after the code it is testing so that it gets run every time?"
367       ]
368     },
369     {
370       "cell_type": "code",
371       "execution_count": 2,
372       "metadata": {
373         "id": "OsOqvQk6ZXZV",
374         "colab": {
375           "base_uri": "https://localhost:8080/"
376         },
377         "outputId": "b5beea21-ece2-4c2d-c200-ee4437c3d47f"
378       },
379       "outputs": [
380         {
381           "output_type": "stream",
382           "name": "stdout",
383           "text": [
384             "ua= [ 5 11]\n",
385             "Pa= [[15 18]\n",
386             " [18 25]]\n",
387             "ua= [4.66666667 7.66666667]\n",
388             "Pa= [[13.93333333 18.73333333]\n",
389             " [18.73333333 23.93333333]]\n"
390           ]
391         }
392       ],
393       "source": [
394         "# a basic ext_kf test\n",
395         "import numpy as np\n",
396         "u = [1,\n",
397         "     2]\n",
398         "P = [[2 , -1],\n",
399         "    [-1 , 2]]\n",
400         "A = [ [1 ,2],\n",
401         "      [3 ,4]]\n",
402         "u = np.array(u)      \n",
403         "Q = np.array([[1,0],[0,1]])\n",
404         "A = np.array(A)\n",
405         "def fun(u):\n",
406         "  return A @ u, A\n",
407         "F = lambda u: fun(u)\n",
408         "H = [[1, 0],\n",
409         "     [0, 1]]\n",
410         "d = [2,\n",
411         "    3]\n",
412         "R = [[2, 0],\n",
413         "    [0, 2]]\n",
414         "H = np.array(H)      \n",
415         "d = np.array(d)\n",
416         "R = np.array(R)\n",
417         "ua,Pa = ext_kf(u,P,F,Q)\n",
418         "print('ua=',ua)\n",
419         "print('Pa=',Pa)\n",
420         "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n",
421         "print('ua=',ua)\n",
422         "print('Pa=',Pa)\n"
423       ]
424     },
425     {
426       "cell_type": "markdown",
427       "metadata": {
428         "id": "A9ZpmNcdRpmp"
429       },
430       "source": [
431         "### 2.3  Fuel moisture models\n",
432         "\n",
433         "\n"
434       ]
435     },
436     {
437       "cell_type": "markdown",
438       "metadata": {
439         "id": "eZL8gN7ISGVh"
440       },
441       "source": [
442         "#### 2.3.1 A simple fuel moisture model"
443       ]
444     },
445     {
446       "cell_type": "markdown",
447       "metadata": {
448         "id": "1XvOC4kYSQgH"
449       },
450       "source": [
451         "First consider a simplified fuel moisture model without considering the effect of rain.\n",
452         "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n",
453         "t_{0},t_{1}\\right]  $,\n",
454         "$$\n",
455         "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n",
456         "$$\n",
457         "where the initial fuel moisture content $m_{0}=m\\left(  t_{0}\\right)  $ is the\n",
458         "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n",
459         "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n",
460         "t_{0},t_{1}\\right]  $, NS the characteristic decay time $T$. \n",
461         "\n",
462         "We can build the general model later by calling this simple model with different\n",
463         "equilibria and time constants (drying, wetting, rain).\n",
464         "\n",
465         "Since $E$ is constant in time, the solution can be found\n",
466         "analytically,\n",
467         "$$\n",
468         "m\\left(  t\\right)  =E+\\left(  m_{0}-E\\right)  e^{-t/T}%\n",
469         "$$\n",
470         "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n",
471         "$$\n",
472         "m_{1}=E+\\left(  m_{0}-E\\right)  e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}%\n",
473         "$$\n",
474         "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n",
475         "with respect to the input and the parameters. Compute\n",
476         "$$\n",
477         "\\frac{dm_{1}}{d_{m0}}=e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
478         "$$\n",
479         "$$\n",
480         "\\frac{dm_{1}}{dE}=1-e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
481         "$$\n",
482         "$$\n",
483         "\\frac{dm_{1}}{dT_{1}}=-\\left(  m_{0}-E\\right)  \\left(  t_{1}-t_{0}\\right)\n",
484         "e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
485         "$$\n",
486         "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n"
487       ]
488     },
489     {
490       "cell_type": "code",
491       "execution_count": 3,
492       "metadata": {
493         "id": "wuVIAGLiSeR8"
494       },
495       "outputs": [],
496       "source": [
497         "import numpy as np\n",
498         "def model_decay(m0,E,partials=0,T1=0.1,tlen=1):  \n",
499         "  # Arguments: \n",
500         "  #   m0          fuel moisture content at start dimensionless, unit (1)\n",
501         "  #   E           fuel moisture eqilibrium (1)\n",
502         "  #   partials=0: return m1 = fuel moisture contents after time tlen (1)\n",
503         "  #           =1: return m1, dm0/dm0 \n",
504         "  #           =2: return m1, dm1/dm0, dm1/dE\n",
505         "  #           =3: return m1, dm1/dm0, dm1/dE dm1/dT1   \n",
506         "  #   T1          1/T, where T is the time constant approaching the equilibrium\n",
507         "  #               default 0.1/hour\n",
508         "  #   tlen        the time interval length, default 1 hour\n",
509         "\n",
510         "  exp_t = np.exp(-tlen*T1)                  # compute this subexpression only once\n",
511         "  m1 = E + (m0 - E)*exp_t                   # the solution at end\n",
512         "  if partials==0:\n",
513         "    return m1\n",
514         "  dm1_dm0 = exp_t\n",
515         "  if partials==1:\n",
516         "    return m1, dm1_dm0          # return value and Jacobian\n",
517         "  dm1_dE = 1 - exp_t      \n",
518         "  if partials==2:\n",
519         "     return m1, dm1_dm0, dm1_dE \n",
520         "  dm1_dT1 = -(m0 - E)*tlen*exp_t            # partial derivative dm1 / dT1\n",
521         "  if partials==3:\n",
522         "    return m1, dm1_dm0, dm1_dE, dm1_dT1       # return value and all partial derivatives wrt m1 and parameters\n",
523         "  raise('Bad arg partials')\n",
524         "  "
525       ]
526     },
527     {
528       "cell_type": "markdown",
529       "metadata": {
530         "id": "dOARZlj-RUCi"
531       },
532       "source": [
533         "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain"
534       ]
535     },
536     {
537       "cell_type": "markdown",
538       "metadata": {
539         "id": "AJp6FTpTSx5B"
540       },
541       "source": [
542         "Here is a little more realistic fuel moisture model from Mandel et al. (2004). A rain-wetting lag time $t_{\\mathrm{r}}$ is reached for heavy rain only\n",
543         "asymptotically, when the rain intensity $r$ (mm/h) is\n",
544         "large:\n",
545         "$$\n",
546         "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n",
547         "\\right)  \\right),\\ \\text{if}\\ r>r_0, \n",
548         "$$\n",
549         "where $r_0$ is the threshold rain intensity below which no perceptible\n",
550         "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n",
551         "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n",
552         "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n",
553         "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n",
554         "$r_{\\mathrm{s}}=8$mm/h. "
555       ]
556     },
557     {
558       "cell_type": "code",
559       "execution_count": 4,
560       "metadata": {
561         "id": "ITsKE0psRblG"
562       },
563       "outputs": [],
564       "source": [
565         "### Define model function with drying, wetting, and rain equilibria\n",
566         "\n",
567         "# Parameters\n",
568         "r0 = 0.05                                   # threshold rainfall [mm/h]\n",
569         "rs = 8.0                                    # saturation rain intensity [mm/h]\n",
570         "Tr = 14.0                                   # time constant for rain wetting model [h]\n",
571         "S = 250                                     # saturation intensity [dimensionless]\n",
572         "T = 10.0                                    # time constant for wetting/drying\n",
573         "\n",
574         "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n",
575         "    # arguments:\n",
576         "    # m0         starting fuel moistureb (%s\n",
577         "    # Eqd        drying equilibrium      (%) \n",
578         "    # Eqw        wetting equilibrium     (%)\n",
579         "    # r          rain intensity          (mm/h)\n",
580         "    # t          time\n",
581         "    # partials = 0, 1, 2\n",
582         "    # returns: same as model_decay\n",
583         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
584         "    #              ==1: m1, dm1/dm0 \n",
585         "    #              ==2: m1, dm1/dm0, dm1/dE  \n",
586         "    \n",
587         "    if r > r0:\n",
588         "        # print('raining')\n",
589         "        E = S\n",
590         "        T1 =  (1.0 - np.exp(- (r - r0) / rs)) / Tr\n",
591         "    elif m0 <= Eqw: \n",
592         "        # print('wetting')\n",
593         "        E=Eqw\n",
594         "        T1 = 1.0/T\n",
595         "    elif m0 >= Eqd:\n",
596         "        # print('drying')\n",
597         "        E=Eqd\n",
598         "        T1 = 1.0/T\n",
599         "    else: # no change'\n",
600         "        E = m0\n",
601         "        T1=0.0\n",
602         "    exp_t = np.exp(-tlen*T1)\n",
603         "    m1 = E + (m0 - E)*exp_t  \n",
604         "    dm1_dm0 = exp_t\n",
605         "    dm1_dE = 1 - exp_t\n",
606         "    #if t>=933 and t < 940:\n",
607         "    #  print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n",
608         "    #        t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE)   \n",
609         "    if partials==0: \n",
610         "        return m1\n",
611         "    if partials==1:\n",
612         "        return m1, dm1_dm0\n",
613         "    if partials==2:\n",
614         "        return m1, dm1_dm0, dm1_dE\n",
615         "    raise('bad partials')"
616       ]
617     },
618     {
619       "cell_type": "markdown",
620       "metadata": {
621         "id": "JDLU3B_jV42l"
622       },
623       "source": [
624         "## 3. Methods"
625       ]
626     },
627     {
628       "cell_type": "markdown",
629       "metadata": {
630         "id": "hLPJT3FcA2a7"
631       },
632       "source": [
633         "### 3.1 Kalman filter demonstration on the simple model"
634       ]
635     },
636     {
637       "cell_type": "markdown",
638       "metadata": {
639         "id": "kIA3X8vluFdd"
640       },
641       "source": [
642         "We demonstrate the Kalman filter for this model on a simple artificial example. The model is solving the differential equation for one hour. The equilibrium $E$ is constant during the hour, but it changes over the day so that it is higher at night and lower during the day, with a 24-hour period.  First, we create the \"truth\" by choosing the equilibrium $E$ and solving the differential aquation every hour, with a small additive noise. The synthetic data is obtained as the values of the \"truth\", with random noise to simulate observation error."
643       ]
644     },
645     {
646       "cell_type": "markdown",
647       "metadata": {
648         "id": "bBv10PTiChhm"
649       },
650       "source": [
651         "#### 3.1.1 Creating synthetic data"
652       ]
653     },
654     {
655       "cell_type": "code",
656       "execution_count": 4,
657       "metadata": {
658         "id": "my6nnrk1iQo8"
659       },
660       "outputs": [],
661       "source": [
662         ""
663       ]
664     },
665     {
666       "cell_type": "code",
667       "execution_count": 5,
668       "metadata": {
669         "id": "-_pz-wXnCMnP"
670       },
671       "outputs": [],
672       "source": [
673         "def create_synthetic_data(days=20,power=4,data_noise=0.02,process_noise=0.0,DeltaE=0.0):\n",
674         "  import numpy as np, random\n",
675         "  hours = days*24\n",
676         "  h2 = int(hours/2)\n",
677         "  hour = np.array(range(hours))\n",
678         "  day = np.array(range(hours))/24.\n",
679         "\n",
680         "  # artificial equilibrium data\n",
681         "  E = np.power(np.sin(np.pi*day),4) # diurnal curve\n",
682         "  E = 0.05+0.25*E\n",
683         "  # FMC free run\n",
684         "  m_f = np.zeros(hours)\n",
685         "  m_f[0] = 0.1         # initial FMC\n",
686         "  process_noise=0.\n",
687         "  for t in range(hours-1):\n",
688         "    m_f[t+1] = max(0.,model_decay(m_f[t],E[t])  + random.gauss(0,process_noise) )\n",
689         "  data = m_f + np.random.normal(loc=0,scale=data_noise,size=hours)\n",
690         "  E = E + DeltaE    \n",
691         "\n",
692         "  %matplotlib inline\n",
693         "  import matplotlib.pyplot as plt \n",
694         "  # fig1, ax1 = plt.subplots()\n",
695         "\n",
696         "  plt.figure(figsize=(16,4))\n",
697         "  plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
698         "  plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n",
699         "  plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
700         "  plt.title('Synthetic data')\n",
701         "  plt.xlabel('Time (hours)')\n",
702         "  plt.ylabel('Fuel moisture content (%)')\n",
703         "  plt.legend()\n",
704         "  return E,m_f,data,hour,h2,DeltaE\n"
705       ]
706     },
707     {
708       "cell_type": "code",
709       "execution_count": 6,
710       "metadata": {
711         "id": "GfRxLp4HkcVz",
712         "colab": {
713           "base_uri": "https://localhost:8080/",
714           "height": 295
715         },
716         "outputId": "d15d2217-7b1d-48a3-ec65-55b8dde1f3e2"
717       },
718       "outputs": [
719         {
720           "output_type": "display_data",
721           "data": {
722             "text/plain": [
723               "<Figure size 1152x288 with 1 Axes>"
724             ],
725             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7oAAAEWCAYAAABIRevRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3gU1frHvyeVkhAIJXQCiLQQA4aqKIiICIKKoiheohSvivwsoGCDa0HELioi4qWKBQtFRJCuXLoBAYFQIi2EmhAgCSnn98e7QyabaQvZOWfxfJ5nnyQ7J5s3++7MnLczzjkUCoVCoVAoFAqFQqG4UggSLYBCoVAoFAqFQqFQKBSliTJ0FQqFQqFQKBQKhUJxRaEMXYVCoVAoFAqFQqFQXFEoQ1ehUCgUCoVCoVAoFFcUytBVKBQKhUKhUCgUCsUVhTJ0FQqFQqFQKBQKhUJxRaEMXYVCoVAoBMEYS2WM3VxKr1WXMXaWMRZ8ma8TyxjjjLGQ0pBLoVAoFAoRKENXoVAoFAodjLHrGWNrGGOZjLFTjLHfGWOtS+F1pzLGXisNGT2vV8xI5pwf4JxHcM4LSutvOJChE2PskFt/T6FQKBQKpyhvrUKhUCgUHhhjFQAsAPAogG8AhAHoCCBXpFwKhUKhUCh8Q0V0FQqFQqEo4moA4JzP5pwXcM6zOeeLOedbGWNhnghvC20xY6waY+w8Y6yqFt1kjD3DGDvGGEtjjD3kWTcEwAMAnvWkF8/X/c0ExthWTwT5a8ZYGd3r92SMJTPGMjxR5njP8zMA1AUw3/N6z3qnHDPGohlj/2WMHWGMnWaM/Wj0DzPGghljbzPGTjDG9gHo4XX8IcbYX4yxLMbYPsbYI57nywP4GUBNjwxnGWM1GWNtGGP/88icxhj7iDEWdrmKUSgUCoXCF5Shq1AoFApFEbsBFDDGpjHGujPGKmkHOOcXAHwFoL9ufT8ASznnxz0/VwcQBaAWgIEAPmaMVeKcfwZgFoDxnvTi23Wv0RfArQDqA4gHkAQAjLGWAL4A8AiAygAmAZjHGAvnnD8I4ACA2z2vN97gf5kBoByA5gCqAXjP5H8eDKAngJYAEgHc7XX8mOd4BQAPAXiPMdaKc34OQHcARzwyRHDOjwAoAPAUgCoA2gPoAuAxk7+tUCgUCoVfUIauQqFQKBQeOOdnAFwPgAOYDOA4Y2weYyzGs2QagH6MMeb5+UGQQamRB+AVznke53whgLMAGtv82Q8550c456cAzAeQ4Hl+CIBJnPN1nujyNFAKdTu7/4MxVgNkhP6bc37aI89Kk+V9AbzPOT/okeEN/UHO+U+c872cWAlgMSid2xDO+SbO+VrOeT7nPBVkoN9oJ7NCoVAoFKWJMnQVCoVCodDBOf+Lc57EOa8NIA5ATQDve46tA3AeQCfGWBMAVwGYp/v1k5zzfN3P5wFE2PzJoybr6wF4xpMCnMEYywBQxyOPHXUAnOKcn3awtiaAg7qf/9Yf9ES213rStjMA3AaK1hrCGLuaMbaAMXaUMXYGwFir9QqFQqFQ+ANl6CoUCoVCYQLnfCeAqSCDV2MaKH35QQBzOOc5Tl/Oxz9/EMDrnPOKukc5zvlsB693EEA0Y6yig7+TBjKMNepq3zDGwgF8B+BtADGc84oAFgLQItpGMkwEsBNAI855BQDP69YrFAqFQuEKytBVKBQKhcIDY6yJp5lUbc/PdUB1uGt1y2YCuBNk7E734eXTATTwYf1kAP9mjLVlRHnGWA/GWKTd63HO00CNoj5hjFVijIUyxm4w+TvfABjGGKvtqUkeqTsWBiAcwHEA+Yyx7gBu8fqfKjPGonTPRQI4A+CsJ+r9qA//s0KhUCgUpYIydBUKhUKhKCILQFsA6xhj50AG7jYAz2gLOOcHAWwGRTNX+/DaUwA086QhG3ZA1sM53whqFPURgNMA9sDTqMrDGwBe9LzecIOXeBBUM7wT1FDqSZM/NRnALwC2gP6v73UyZAEYBjKGTwO4H7pUbU/EezaAfR45agIY7lmX5Xntr+3+V4VCoVAoShvGua+ZVAqFQqFQ/LNhjH0B6jb8omhZFAqFQqFQlCREtAAKhUKhUAQSjLFYAHeBxvEoFAqFQqGQEJW6rFAoFAqFQxhjr4JSmd/inO8XLY9CoVAoFApjVOqyQqFQKBQKhUKhUCiuKFREV6FQKBQKhUKhUCgUVxRXTI1ulSpVeGxsrGgxFAqFQqFQKBQKhULhBzZt2nSCc17VydorxtCNjY3Fxo0bRYuhUCgUCoVCoVAoFAo/wBj72+lalbqsUCgUCoVCoVAoFIorCmXoKhQKhUKhUCgUCoXiikIZugqFQqFQKBQKhUKhuKK4Ymp0FQqFQqFQKBQKhcKMvLw8HDp0CDk5OaJFUdhQpkwZ1K5dG6GhoZf8GsrQVSgUCoVCoVAoFFc8hw4dQmRkJGJjY8EYEy2OwgTOOU6ePIlDhw6hfv36l/w6fk1dZozdyhjbxRjbwxgbaXD834yxPxljyYyx3xhjzXTHRnl+bxdjrJs/5VQoFAqFQqFQKBRXNjk5OahcubIyciWHMYbKlStfduTdb4YuYywYwMcAugNoBqCf3pD18CXnvAXnPAHAeADven63GYD7ADQHcCuATzyvp1AoFAqFQqFQKBSXhDJyA4PS0JM/I7ptAOzhnO/jnF8A8BWA3voFnPMzuh/LA+Ce73sD+Ipznss53w9gj+f1FBoZGcDUqQDntkuFsWED8PvvoqUIbJSe/xkoPZcOX34JHDsmWorARun5n4HS8+UTCNftQEB2PefnAydOKD0HKP40dGsBOKj7+ZDnuWIwxh5njO0FRXSH+fi7QxhjGxljG48fP15qggcEjz8OPPQQsHataEnMufNO4PrrRUthzunTwN+OZ06LYehQ0vO6daIlMadNG7n1DJCu//pLtBTmPPUU6fnIEdGSmCO7ns+eBR54ABg8WLQk5mzdCqSmipbCGtn1nJJCeu7XT7Qk1mRk0HVHVgJFz/ffL1oSc+bNk//+/P33wKFDoqUwZ/du+fV84ABdt8+dK7WXDA4ORkJCwsXHuHHjLvm1OnToAABI3bsXcXFxAICNGzdi2DAyqcaMGYO3337bp9e6khA+Xohz/jHnvCGA5wC86OPvfsY5T+ScJ1atWtU/AsrKli30dfVqsXJY8dxz9FXWjd233wKxscCiRaIlMUfT86lTYuUw48KFou9l1XN6OnDbbcCAAaIlMefgQaBFC6BWCX+eHJw8WfS9rHqOiKCNu8zOgmeeAW6/XV4DSK9n2WXcuFGsHFYsWwZUqgR8/rloSYzR3sNXXxUrhxXLl9NXmfXctSt9lXUfdvIk0KcP8MUXQF6eaGmM0fR84IBYOawoU4a+nj1bai9ZtmxZJCcnX3yMHFmijZFj1qxeTffl7dsvRp0TExPx4YcfOn6N/Px8eq01ay5ZDlnxp6F7GEAd3c+1Pc+Z8RWAOy7xd/9ZFBYWbUJOnBArixn5+UDnzvS9diGTDU2uHj2AzEyxshiRmwvs3QsMG0aGmoyEhQF//knfy6rnJ5+kzIdNm+TV8++/0/mSmytaGmN27y76fvt2cXJYkZlJ7+HmzXLreds2imDIyMqV9HX1ajLUZKRdO+Cll2jTKauee/Sg72W9Jmp67txZ3nTMrCz6mpsLnD8vVhYj8vKAggKgcWP59Tx6NDBrllhZzFi+nJyUu3aJlsScmjXJ2NU+k35k0aJFaNKkCVq1aoVhw4ahZ8+eAEpGZePi4pDqcTpHREUV2QKFhQCAFStWXPxdANiyZQvat2+PRo0aYfLkyRfXdOzYEb169UKzZtRCKSIiwvD3hw4diqlTpwIAYmNjMWrUKCQkJCAxMRGbN29Gt27d0LBhQ3z66ael/6ZcJv40dDcAaMQYq88YCwM1l5qnX8AYa6T7sQeAFM/38wDcxxgLZ4zVB9AIwHo/yhpYBAWR9+v0aWD8eNHSGPPUU0D//kCVKnLeBDgnuWrWpAvDqlWiJSrJ1q1AdnbRZkTGDQnnQPPmQNWqcnreNT3XqEF6ltHzvm4dkJMDrF8PVK8up+e9fXuSKyuraBMvE5wDTZpQKqGsel6/ns7nmjVJPhn1vGMHUL48pbXKCOf0vnXqRHqWscZUO59r1ZJXz8uXA+XKUUR34EDR0hjzzDOUyXTiBMkqG2vXAnXqUFaTzHouWxaIipJzHwZQ1Ll3b0Bkc6hOnUo+PvmEjmVl0c+DBlG5hHbcY/ThxImSv+uA7OzsYqnLX3/9NXJycjB48GDMnz8fmzZtwtGjR53JzznZBcHBFw1db7Zu3Yply5bhf//7H1555RUc8WQ+bd68GR988AF2653ZDqhbty6Sk5PRsWNHJCUlYc6cOVi7di1Gjx7t0+u4gd8MXc55PoChAH4B8BeAbzjn2xljrzDGenmWDWWMbWeMJQN4GsAAz+9uB/ANgB0AFgF4nHNe4C9ZA5LgYKBiRdFSmLN8ORATQ0bab7+JlqYkO3dSSuuoUUB4uJw3gdatScaKFWlzLGMdUIcOFF3ZuhX46CPR0pQkEPS8ahXd5B96iOr6Nm0SLZExISHkeZeRnTuBo0dpMyKrnpcvJz2PHk3RSBn1/OKLlPo9aRJFTmVzru3cSZHmM2fo++7dRUtUkkDQ84YNlOYfGQksWSKfnjV5KlUix4uMLFtGeh45Ul49L18OdOxIKdbLl8unZ4A+f9Om0bX7jTdES1OSY8dIv2Fhpepw8U5dvvfee7Fz507Ur18fjRo1AmMM/fv3d/ZinNO9OSKCsgwM9Ny7d2+ULVsWVapUQefOnbF+PcUO27Rpc0kzanv1IjOuRYsWaNu2LSIjI1G1alWEh4cjIyPD59fzJyH+fHHO+UIAC72ee1n3/f9Z/O7rAF73n3QBzKBBlC7zf/8H3HQTcMcdwPDhoqUq4tgxSm/s358eUVGiJSqJthHu3h347js5N8YAUK0afT16lGRs106sPHqOHSOvdu/eFImUEb2ev/9eTj2PHAn06kVR50cekU/Px4+Tl/rdd2nj+fTTtDFp2FC0ZEXo9XzttYCnIYdULF8OJCRQkz4Z9axRoQI5UtetA/btk0/P585RPbtMculZvhxo2ZLuy0OGyKnn336jSNp33wFz5lCJzFVXiZaqiIkTgQkTKGI/fz5FTGWrd9b0fM89QO3a9JmUiZMni/ZhFSqQnmU7nzWCg+kzuHkzOaXdZsUK82P5+cD06UAz7+moHqpUsf79UiIkJASFumjtxdmyWiZBZCQ5ADk3LIHyHtOj/VzexJFk+vc8hIeHAwCCgoIufq/9rNX7yoLwZlQKH8nNBWbOJMMnLIxqlJYsES1VcbQ04M6d6QYQGSlWHiP69AG++QZo0IDk3LJFruYrubm0UVq5kozd5s1duZj6hF7PZ88C//oXNfiSiZUr6TPYsCGl+c+cKVqikoSEAPHxlP4dFyefnleupJTWqCg6l3//XT6HwcqVlEbYoAGlWct4zfnyS2DKFHn1vGAB0LMnZUDI2l9hxYoiPScnU4M5ma7bOTnk/OvcmfQ8YwbQt69oqUoSElKUcQXI91lcsYIcGpUqUZOdL76QU8+dOpGMt90mX+S5cmXKzhg4UF49DxpU1CW/c2c6p2XSc2Eh7W20+0lGBu29/USTJk2QmpqKvXv3AgBmz5598VhsbCw2b94MgNKN9+/fTwe0uuHISHqEhpLjwIu5c+ciJycHJ0+exIoVK9C6dWtLWerVq4cdO3YgNzcXGRkZWLp0aSn8h2JQhm6gcegQGUGa97BFC2DPHrEyeZPiKbXWZBw1Cvj6a3HyGBETQ55YxshA++EHchzIwsGDwNy5RR1u4+Pl1nP58sBXX8mXvvX448DkyaTn1q3NvbKiOHqUIqTbttHPMus5Pp7qYEND5ZSxRQvSc2oq8Mor8nXxrFGDIkAAMG4c8NhjYuXx5s8/gZ9+os2SrHres6dIz/v3U6RF2/DJQFAQdfEfOpR+7t9fvgjanDlkYBQUyKvnlBS63jBGXzmXS8/aPiw+nn5es4aMcdmoUYMcLk2aAC+/LN/9b9MmIC2Nvm/RQj49X7hAMpUtSz+fOkUZTqWAd43uyJEjUaZMGXz22Wfo0aMHWrVqhWpaRh+APn364NSpU2jevDk++ugjXH311XQgKoquO+XKUdlOSAid017Ex8ejc+fOaNeuHV566SXUrFnTUr46deqgb9++iIuLQ9++fdFSu3cFIH5NXVb4gfR0+hoTU/RVe04W2rYFnn22qJ5hxgza0N97r1i59MycSVGVhAQaMRQbK1qi4gSCntPTqSZE03O1avLJeMMNRd+fPk2pep06yZOmt28f8N57wC230Oexb18yyGUiEPT89NNFXve0NKqPbN0aqFtXrFwaqan02evXj+rtZWzoFQh6Tk8vchZo10aZZAwLK96MZs8eilLdfbcwkUrw22/keNZSgZ94Qs5rTqtW9L2Meq5alboYt29PP3/7LTlUH35YrFx6vv2W0oFHjiSHwX/+I1qikuj1rJU/yaRnLQVXMxxDQ0ut6VhBgXHboVtvvRU7d+4EQJ2PtU7LZcuWxeLFiw1/56xn7FFsbCy2bdgAZGejU6dO6OS5Fo0ZM8bw9/RrvF8LAMaPH4/xBg1vU3UjBpOSkpCUlGR4TBaUoRtoaBcB7aIQE0MpPufOyZM6c9NN9NCQzUgrLKTGP8OHk6F74QKwdCkZP40a2f++G3gbup06kQe+oMAwLUUIrVoV7/AXE0N1u7JQWEjRlfh4Sl8+fZrSpP77X3kMXW899+4tThYz0tOL12DLpmeAImcaMm6M//iDrjc33USG7qlTwF9/kYEhSyZJenrRewdQLXGDBuLkMeKRR4oyhWTU85491H2+Z09yGsyZQxlNZ8/Kc3/21vM774iTxYjCQrq+6J28gFx6jooC7r+/6GcZ92Hff09Nx7T5rCdP0uewXj2xcml467lWLWpuqav3FE5oKO0dtIhuSAjJLdM+7PRpijpHR9PP+/eT3LLsZSVApS4HGqGhtHGvUYN+vuYa4K67qGZEFo4eLT73TjZD9/Rp8tRpF9i8PKqx+e47sXLpMTKAPvxQnosrQCnf+oHkMuq5Rw/abAJybpi89XzhAkX/ZDqfmzShiLNG+/ZyZUDk5lKNvVarFAh6njuXut4eOiROJm/0m06AmgE99ZQ4eYx4+WUywAE59bxkCUXtz5yhn2WU0dvQ5bxIXhm4cIFqr7UGXjExZJyJHD/jzb591KNCi/hp76dMDkBvPT/4IPUmkYXTp8lg1GSsW5f6P+iDJKIJDycnr+aM1CK7LjVb6tSpExYsWGC96Nix4p+7Uow6XykoQzfQ6NmTNnVahEXrGly5sli59Nx8c8kIi2w3eqDoAlu+PD1kukkVFlJ6VNWqRc/l5tImQBa8L6ZXXy1Xh20zPcv4WdT0vHQpUL8+RQBlYfRo4OOPi37+6KPiP4tm717KzPjpJ/q5fHlKv5VZzzIaQDVr0vuoR6ZxJLm5VB+nZZFERNDotexssXLpMdOzTPcWb4fGoEFy1W6WKUNN2zzjSxARQc6/AQOEilWM6dOBG28sOj9kPJ+9DV3Z9mEXLgDdupEjVVYuXCjudNYMXZkMybw8ijRrhIS4ZogHCsrQVZQ+3hfY6tWLivplQNt0yHwTePxxklO7sCYn0wbg55/FyqWnZs3iEZ/33ydDTRa8DV3te5n0nJlJTipNz1rzCZlklB0zPctkXKSnF9ezjBvjGTOKOzDeeIMMSVmu22vW0PmxcmXRc6dOASb1Z0I4dkx+PYeHF69dr1qV5JZFzyZzQKUiEPRsZOjKpOcaNai0qFu3oud69Chq5CYDaWk0r1sjMpJKtmSaJ5+fX7z5lBbRlUXPEqAM3UBj6FDggQeKfk5PpxvV5MniZNKTn0+1IPoL7NixdIGVJfUoEAwgb6pUoa+yyJifD5w4IVcE15tA0PO77xZ1nQTk2zDl5dH15aOPip6bPZs6ycoyBkJ7r3QdKrF5M0VdZMFo06k9Lyvh4ZTSmpEhWhLC6HyW5Z6iEQh63rSJnJIaMTF0nsui52+/pc/e7t1Fzz39NPDoo+Jk8sZbz3FxVJ+tN9pEkp9PpRzen8ULF+TRsxGnThU3LEXjHS0NCqKHLBQWljR0Q0LIyDVpdvVPRCKNKRyRnFx8Y1ypEhkc+udEcvw4nWQyb0Z69KD0b31DItkMoMcfLx6pkC3Sp7XY1+v5t9+Ajh2pfkkGjDbGX35JhppM6G9SMur5xIniteGFhaRjWWQ00nPFinJtSGbOLJ7tIJue09Op98P8+UXPyWakGen544/pWikLRtlMK1cW1RXLiIx6zssrXo61bx/Vb8qCt57Dw8n5V6aMOJn0hIRQyu3zzxc9J5ueJ06kXg+ZmUXPybYP8zYiOafRj7I4ebUUZb0xXrEi7W1luv8JRr0TgYb3BTYsjIxdWS4ORpuRlBTgvvvIuJSBiAja1Om7+736Ko0LkIUlS4p7NgNBz7m5ZOwePChGJm/uvhtYuLCoGyFAN1Z93bNohg0Dpk4t+jkQ9Czbhik9nQxxvZ7nzaMokCyULVu8c3VYGEWuZBm5lpZGc3T1tWcy6jkkhM4Pja1b6X2UhVmzgE8/Lfo5JIRGnMlyzdm1i/p66Oedy6jn4ODiepbNAPLehwHAJ58AP/4oRh4jGCve0b1dO/psatlhojl4kJrxaWPhAPn0nJdX3NBljBy/WuPDy+Dhhx9GtWrVEBcXV+z5U6dOoWvXrmjUqBG6du2K0yZGdWxsLE5kZlJDWr1TqEyZYo7efv36IT4+Hu+9957PMqamppaQT3v+yy+/9Pn1AOD999/HeV2z2ggX0sCVoRtoGF1gZbo4xMTQuAL9cOncXJrbt2uXOLn0zJtH9Wh64uKKhr/LgOx6DgQDqFYt2tTpPZsbNtA8QVmaNUydWrLx1Ntvy2MAGaUFy6bnvn3pfdTreeNGSs+URc/PPQf8+mvx5+6+G2jcWIw83gTC+ZyeTp9DvZ5jYmjjKYue69Wjpnx6Fi4E7DqnukVqKtVF6hvsNGlC3axr1RImVjGs9CxLOua0aXRO65kwQR5n+ebNwMCBwIEDRc81aEDjuWQxdANBz96py0CpdTVOSkrCokWLSjw/btw4dOnSBSkpKejSpQvGjRtn/iKMkTzeGVcZGUBuLo4ePYoNGzZg69ateKoUO+hbGbr5Ntdib0PXDZShG0hkZ5MnSb/pBORqvFKjBkVS6tcvek62DdPkyVQbqWf/fnpehjELOTkkh7ehO3SoPClwtWsDzzxTfM6mbHr+5ZfijWsAYP16Sgk/cUKISMXQzmdvPT/8MEWBZMCscRsgj54TEop3eQdIRs7l0fP48fTZ05OcLE/zNiNDt3Zt6sirb1wkknvuIYNMj6bnkyfFyKQnN5ecVNu2FX9+/Hh6yICRnmvVIuefTLPFjZy8hYVynM8AzXv17lAukyN62zbgiy+KT2koLCSnqt74FYmRnlu1IgegDJ3UOSfHlfdEk5CQUjF0b7jhBkTrs5A8zJ07FwM8HcYHDBiAHy2yBCa88w5atWiBFi1aYKeWAVhQQPXiGRm45ZZbcPjwYSQkJGD16tXo1KkTNm7cCAA4ceIEYj1jAgsKCjBixAi0bt0a8fHxmDRpkqXsI0eOxOrVq5GQkID33nsPU6dORa9evXDTTTehS5cuWLFiBXr27Hlx/dChQzF16lR8+OGHOHLkCDp37ozOnTtfPP7CCy/gmmuuQbt27ZDuh3MoxH6JQhqys2neq3cqwZ130qByGTh8mGRp1KioNrdyZfI4yXITMLrAbt4MDBkCtGlDqSAiMdqMAHLVojVvTps6PdHR5J2VRc8vvUQy3Xhj0XN6I02fSioCMz0fOUKPxET3ZfKmdm0qO9DmdgN0Pt92G3XdloHffiPnnz6Sph/rIque33iDjF0ZMl2MZKxUSZ4mhwBw660ln9Ofz97vr9ukpQEjRtA1R3+PjokhPcuA2WdR68Yr+j0EaGa8t6Fz1VXAddfJMV88I4Oi9J06Fb8Gyq5nzumeMmoU8NprYuTS4z3mCgDuuIMeLvLkk08i2Re9ZWeT06B8edMlCQkJeF/f8M0H0tPTUcNzv61evbql4VclIgKb//tffLJ2Ld5++218/vnnRRHo/HzMmzcPPXv2tP3/pkyZgqioKGzYsAG5ubm47rrrcMstt4CZ9NcZN24c3n777YszfqdOnYrNmzdj69atiI6OxooVKwx/b9iwYXj33XexfPlyVPFkFpw7dw7t2rXD66+/jmeffRaTJ0/Giy++aCmvryhDN5CIji6aFann//7PfVnMeO89qlXRG95BQVSjJIsBlJ4ONG1a/DmZmsPk5JCx7fG2FXv+6NGSz4vg9Gmq/9Ff7IOD6eYvy0xnIz3LFI00ipYCZADNmCFHd8ybbqKHnuBg4+uQKO6/H+jcmdIJNWTSs5lxIVMEqHp1oEuXkmMzCgvpulOunBi59GzbRoaFPgpSqxZdD2WIAAWCntPTqV7cW8/XXAP07CmHY2Pw4JLPdesmT0fjXbto8sWCBcUN3WrV5NZzcLBc+7AuXUpmJ8oE53T9Cwoq3lA1KKholrefYYyZGpsAcNcttwBBQbg2MRHfa5FfLZ3Zh6jz4sWLsXXrVsyZMwcAkJmZiZSUFFztXYZhQdeuXQ0j1HaEhYVdjP5ee+21WLJkic+vYYcydK8UcnPpwy2605rmWfc+OZs2Ld78SRScm6dGAXLcBBo3NvYMv/02RSmzs8V3dxw2jCJp+/cXf16WVMxA0PP587Tx8I44xsRQJ8qcHPF6LigoXv8jG5wbRwZiYsgRI0MpgpUBJIueH3yQHt60bk1R/blz3ZdJD+fAtdeSU1efBty+fclrkCiM6tkBufRcoQJlLXnfn2Ux0jinTu9aFpiM2J3Pubni9zpm+zCZnC5vvFHyuf376TyfMKH4GE0/Yhp5zcigFOCmTYs79Dn36ySRmJgYpKWloUaNGkhLS0M1z/WkW7duSE9PR2JiIkVuAYQzBoSEILiwsHhtbEgI9S3wqi8OCQlBocdIz9FlR3DOMWHCBHTzcialpqY6lru87j3S/x3vv+VNaGjoRWM+ODjYtvTeiMwAACAASURBVMb3UlA1uoHEtGlAnToU1fN+vkwZ6mAnGq3BgDfLlhWfxSmKM2foRiSzAWSGPh1TNDKkCloRCHru1Il06Z2iLJOeb7utZEQXoJrYTp1cF6cEZnpu1IgMiz59xMil59Qp+mr2WZRBz2ZUrizHuZKZSfWGMl9zrAwgQA49v/wyYJRWKIsBpPWm8DY+zp8HWrQo3tFaFGZ6fuopklO0kathlPkli545p4c3lSpRtpj3HlcEWkTUuxmVn8dl9urVC9M82UnTpk1D7969AQC//PILkpOTLxq5AEqOP9IwiejGxsZik6fjuha9BciInjhxIvI8v7N7926csyiHjIyMRJZF5+l69ephx44dyM3NRUZGBpbqAiB2v+sPlKEbSBw6RI+KFYs/r6ULyHABk90AqlCBGlp4p0dVqEA3KBnew4kTaRSAt2dLJiPNTM//+Y8cjZTMNiMVKlDEQKbRM97Ipmej9v+MAX//7b483pjpmTF55ncnJZExXrt28edl0nOnTsBjj5V8XpaNsZmeAarp++ADd+Uxwiyi26cPsHevPDXtRsiu57Jlgd275ZjRbqbn8uVJThmYMQNYvrzk87LoOSWFMm50xhYAICqKnpdBRs1Q9DYks7PpfL7Mcol+/fqhffv22LVrF2rXro0pU6YAoEZPS5YsQaNGjfDrr79i5MiR5i9SUGBs6NaubejoGD58OCZOnIiWLVvihK6x26BBg9CsWTO0atUKcXFxeOSRRywjq/Hx8QgODsY111xjOLaoTp066Nu3L+Li4tC3b1+01E1hGTJkCG699dZizaj8jUpdDiTS0+lC4J3+JNOGKT2dUqO8mTaNHkuXit2AMmZcQ8oYNaTSN90RxV9/0Qxdb0+ibHpu27bk81lZNMLHz+k9ttSrRzM2vTeXjMkzXuGDD+gzp68tBeSKAKWnU/qqN9qGSbSerQygZ5+ltHAZnBr6eZYaHToAq1aVrCMXwc6dFAX3RjY9G2UL/fEH3RdFM3w48K9/lbw/V6pUfCasSDp3Bm6/veQ5IZuejRxXshhp6ekUbPCO3KalAW++SZ+BVq3EyGbHE0+U7FAvgvR0cuR7n7cy6Tk/n9LnvcsBCwoo6ly58mU5NmbPnm34fOXKlYtFQM1ITU29GBlPDAoq3gDK01MhNjYW23Rd4Js0aYKtW7de/Pk1T1OyoKAgjB07FmPHji32N6Kioor9vkZoaCiWLVtW7LmkpKRiP48fPx7jDbrNP/HEE3jiiScu/nz27NmL39999924++67jf/hy0BFdAMJsyiaTAbQxx/TeBRvjh0jD6PLKQsl2LQJeOEF43EUzZrJsSGRXc8FBRQVNdp0xsRQyqhoPYeHU6qbkVNj0qSSqXEiWLMGWLu25PNNmgCzZxefRS2CwkLSs9lnMTsb0N2khBAXB/z8M9V1ebNiBbB4sesileD994HXXy/5fOXKQMeOxhFzN9HOZ5n1bNa4TXtO9DURIAPXaBTTuXNUV7xunfsy6SkoIMeKlkqv5667gA8/dK3JjilWjitZ9Pz888a9KHJzyXnpPRfdbQoKqOTku+9KHmvTRo6mXnZ6lsHJm5dnnhYMyDG7mzHjvjw5OXRNF30+S4IydAMJ2Q0ggNK02rcv+bwsMq5bB4wda9yR7uefKW1YNGZ6rlEDeOcd40iqmxQUUGOs224reUwWPa9fT92/9XMENRYsKBlFFYGZnqOiaKSP6FTHkydJ1zJfcypVorEzRt0eZdkY//gjzXT2hnNg5syS83Xd5tQp2hAZ6bljR2D0aON6OjdJTASmTCk+t1tDFj1/9BEwa1bJ54OCgOeeE9+oz0rPHTpQOY/oBlCBYOjWqGEcsZXlmnjqFO1ljhwpeez4cWD+fPEd/a30fO+9QNeu7spjRI0axo4rzdAthVm6l0V+PpCaauyEPHuWSouM9j//QJShG0h06kQjALwpU4Zmo4k2gLKyKGpr5DHWImunT7srkzeabEYb46+/BsaNc1ceI06dMpYvPJxSzrznKLtNWBg13ujQoeQxWfS8eLH53OHKlY0/o25z6pT5KKaVK2mcikiCg4FnnjEuRYiLAwYNEt94ZcsW4PvvjQ0x2fXMGM3u/vZb92XSo71HRjK2aweMGUO17SKJjaVMocjIkseio8VfbwDgs89K1hwClN5Ytqx4Ga30fO4cZTuJ7lLepg3NeDW6/91wg7ET3W2mTwd+/bXk84Gg53XrgF69qN5ZJFb7sOHD5Sg3KVfO+LqnjRsSHdHNy6N+M7m5JY9pZW8FBe7KJCmqRjeQGDPG/JhXbr0Q/vqLOrQuWAD06FH8mFaLkZnpvlx6MjPpZmRUMxcVJV4+gLzFV11lfCwlhQwQo8iGW5w9Cxw+THWw3vVodepQpFd0U45A0HNmpnlt4X33US3dZ5+5K5Oe6GiK3BvRqpUcMzdnzqRyifPnSx4LBD3LIGOZMkC/fsY1uvn5FAWqUKH4iA232bWLHKneHcoBSvUXHUUD5Nez9veNZPzjD4reL14sNprWurVxTwCAau5l4MUXaZ9z880lj8muZ62RqWgZExNpRKFRajAgx4imjAzaPxjNEC9bVvwoT82I9e7lAhRlZihDF4CK6AYWVuljZ86Qd0ckWjqMd1dogOo5ExLML2xukZFhLB9Az585I76uYepUupka0asXYNWFzw3WrKHNpadNfTHi44GffqL6WJEEgp7r1jV3WFSsKD69LDeX3iez605hoXivtpWea9akqIbotNuMDGsDSLSe69UDvvzS2MDYuZPex4UL3ZdLz1tv0bXPiFGjgEWL3JXHCNn1HBYG3HgjUKtWyWOa3KJlPHyYHjJj5dCoVMk4wuYmVvswWQIO3bubd0ofM4YMSdH35/37zffUzZoZn0duohmxRuUG2nOi78+SoAzdQKGwkDxcRkO2AWowcP/97srkjZUn8eqryWssevZmVpb5xjgqijbFohspWSGDAWSlZ1mwi66EhopvsLN6Nc21NEKGjfG8eSTH9u0ljx0+TJ7kqVNdF6sYmZnm5/Nzz9EYCJFdZDmnTZtZp28ZzmcrZNkYW53PMlBYaH1vkUHPCQnUoC0hoeQxWSJ9Tz5pHCkFKIMkOlqsjHZ63r5dfP+HoCDKzjBKXdbkFv1ZPHvWvMY1MlL8PoxzMiRF16xb4cTQVRFdAMrQDRyysujCYJbOIUPKjJUnURZmzzbviijDTSAzk9J/zW6Wsuv5/HnydE6Y4K5M3lhF+p58krzuousOrZBdz9pmRPSGySqKJgOMAUePAi+9ZHxcBj1//jl1fjZqXiNLpM/KobFgAdWMHzrkrkx6srLofDD7LC5cCMyd665MviCLnq2u24xR/avI80XLcDHTswyzu2++mWpwmzQpeUwWx9Wdd1LNtREyOF2sjEiAHL2XOUf+4YcfRrVq1RDn1XPl1KlT6Nq1Kxo1aoSuXbvitEnNd2xCAk5kZhrLGBYGNG8OREejX79+iI+PN5x3a0dqamoJ+YxISkrCHKP+BDqmTp2KI0b3GBdQhm6goN2AzC6wMniMrSJ9nFNjE7N0FbdgzNxZcO+9lKpSp467MunJyKANm5knTnY9ly1LG3vR4wG++sp4vAIgvrYGIKOibVvzlEvZ9RwRQe+j6A2TlQG0bh1wyy1U1y4rEycC33wjVoaMDGpGZNToSRY9WxlAubkUSRPZeCwqijqcDh1qfDw6Wnzfgk8/pcwqo3r2iAi6N4rWs1XkXhZHtF4WbyZPJkeqrEREAEuW0F5HJHYZV9oaUVjVvwKlMkIxKSkJiwzu/+PGjUOXLl2QkpKCLl26YJxZg9SgIOCaa4z7kDAGlC2Lo8ePY8OGDdi6dSueeuqpy5L3clGGrsIeuwusDJGBu+6iURpGcyEZo4Yie/a4L5eeUaOAGTOMj5UvT+k+Ig0hu7RgGfSckUHvkZmeK1QQb6RFR5uP59m9G0hKMk7JdYsTJ2iszLlzxsdfeEF8CpyVnoOC5NDztGnAu+8aH8vKok3d0aPuyqRn716KXmzcaHy8QQOqkRVJIOhZ9o0xQOUQRptOgEa6mEX13eLQIfo8GhncQUHU2O2ee9yXS4+V40qGSF+tWhTJu/tu4+MbNpCTVSSffEJRXaPeBEFBdKx2bffl0uNEzyKvOV4R3VmzqPF7UBB9nTW/wmWnBd9www2INug6PXfuXAwYMAAAMGDAAPz444+mrzFhwgS0atUKLVq0wM6dO4sfPH4ct3TpgsOHDyMhIQGrV69Gp06dsNFzLzpx4gRiY2M9/24BRowYgdatWyM+Ph6TJk2ylJ1zjqFDh6Jx48a4+eabcUwX2HjllVfQunVrxMXFYciQIeCcY86cOdi4cSMeeOABJCQkIDs723Cdv1CGbqAQCBHdBg2A3r3N03cqVhS/Gfnvf4HffjM+dvQoDYPfutVdmfTYpX8/9BDNaxTJHXdQN2CZ9Tx2LHUQNeLMGTKQ9u1zVyY9dnqOj6cMCJFoxoXMem7SBGja1PiYDBumw4fJ+Wf2Pq1bZ97Z2i3s9Pz662Ssi+TTT2nUlREyGLo7d9I4s717jY+vXi2/nu+/n647IrGK3Mug55AQaiJoVvYiwzVxxw5g82ZzPS9cSLXaIrEqObnqKuqvUKOGuzLpCQ+ne0tkJGbNoilwf/9NvoO//waGPF8Zs+YbZMCUAunp6ajh+d+rV6+OdLOO8oWFqBIUhM2bN+PRRx/F297Xl7Q0zPv0UzRs2BDJycno2LGj6d+cMmUKoqKisGHDBmzYsAGTJ0/G/v37Tdf/8MMP2LVrF3bs2IHp06djzZo1F48NHToUGzZswLZt25CdnY0FCxbg7rvvRmJiImbNmoXk5GSULVvWcJ2/UIZuoFCtGqVFmXVp7dGDNvciO9X973/WF1AZGuxY3UizsqjZl0hD1y6i266duTfZLRITgYEDzY/LoOdXXgGWLjU+JsOGyU7PKSkUYRE5lP622yiybMa//w3ceqt78hgxcaJ5zX0g6PnXX4ERI8R2arW6JgLAY4/ROBWRdO5sPnZGBodGSgpF0sxmqEZFUbqjzHpOTjbPPHCLt94CHnjA+FjNmsCDDwIxMe7KpGfHDnL8HD9ufFwGPVtFSwFy5l9CvWapYiVjbCwwbpz5iEU3CA6mDJeQELzwQsls//PZQXjh41p+328zxsDMHBaFhbjruusAANdeey1SU1OLHw8Odhx1Xrx4MaZPn46EhAS0bdsWJ0+eRIpFyc+qVavQr18/BAcHo2bNmrhJd39Yvnw52rZtixYtWmDZsmXYbpI553RdaaDm6AYKTZpYN/i54Qbz4n63eOMN4OBB62ZPIjed2g1I5hqgKlUoBbx6dePjx44B27YB7duLq/nato3S9Bo3Nj7eu7fYmZt2epah8YpdRHfxYnJs3XILOblE0L07Pcx47jn3ZDEiJ4eMsNdfB1q2LHk8EPSsT8cUpefOnYGGDc2PHzlCKfZGc3bdIC+PGk61bEmbYG8qVwa6dDHuMusWgaBnu87V//d/9HXlSnfkMeJf/zI/VqsWMH26e7IYsWkTjf67916gatWSx2XQs12DPtHlT4WF5EDt0MH4OOckX3Cwcd8AN8jOpmtepUo4cMC4IdWB9DCgsKDUS91iYmKQlpaGGjVqIC0tDdU8n6Nu3bohPT0diYmJ+PzzzwEA4Z49YHBwMPK9RwkZGLohISEo9BjnOTk5F5/nnGPChAno1q1bsfUljGcbcnJy8Nhjj2Hjxo2oU6cOxowZU+zv+LqutFAR3UAhJ4eaXZhx/jylT2VnuyeTN3YX2HbtxM5XdVL/ql8ngvbtqYmSWQ3NkiW0qTt40F259Dz2GPDII+bH//Mf4Nln3ZPHm0DQc1QUnQ8GNToXjwNijbRDh6wb/OTmim0A5KRvQdOmYp0uTj+LIvX88MM0u9KMRx8Vm0Vy6hQ5/8xm+UZHU2TcyinjbwLhmpOYSI4zM0Q7onNzKZXfLCquITJrzU7PVaqQk9qo4Zdb2EV0RZe5BQVRvXqXLsbHL1ygecQiJzdkZQGpqUBhIerWNV5Sty4zb1Z1GfTq1QvTPP05pk2bht69ewMAfvnlFyQnJ180csG59fijkJAShm5sbCw2bdoEAMW6JHfr1g0TJ05EnieDbPfu3Thn1j8EVF/89ddfo6CgAGlpaVi+fDmAIuO5SpUqOHv2bLG/ERkZiSxPAy+rdf7AkaHLGKvGGLuTMfY4Y+xhxlgbxpjt7zLGbmWM7WKM7WGMjTQ4/jRjbAdjbCtjbCljrJ7uWAFjLNnzmOfbv3UF8vbbVDdglhKzbBlt6rZtc1cuPXYX2HHjxNaXap1FzWQMCwPKlBGfdmuFDBsmOz0Dxo0w3MLOAAoPp82ISBl79aJUfzNDV4bGKz16kBFkxuDBQKtW7snjjd2mMzycUg0fesg9mbwJC6OaPrssEpF6zs62PhdER4ACYW63kx4aAPUHEMXLLwNvvml+XHTJyd9/k/PPzKEBUNR+ZImtpHvY6fnee4G0NOPMA7do1Mh4VrKG6PM5N5cc9WaBm/Bw8fswLToaHIzXXwfKlSt+uFw5SiS6HPr164f27dtj165dqF27NqZMmQIAGDlyJJYsWYJGjRrh119/xUirz7tVNNkgojt8+HBMnDgRLVu2xIkTJy4+P2jQIDRr1gytWrVCXFwcHnnkkZIRYh133nknGjVqhGbNmuFf//oX2rdvDwCoWLEiBg8ejLi4OHTr1g2tdeUmSUlJ+Pe//42EhASEh4ebrvMHlu4IxlhnACMBRAP4A8AxAGUA3AGgIWNsDoB3OOclrt6MsWAAHwPoCuAQgA2MsXmc8x26ZX8ASOScn2eMPQpgPACt73k259zibP2HkZlJJ7/ZaBwZ0m5ln2nZoIH9RqNiRbGbkVGjqMXfgQPGxwNBz889B0yZQp2FRWC3GQFoMyIzMjg07PQsOgLkRM+iGTKEHmbIoOemTYFOnYCpU42Py6JnK+dau3bAddcB77zjjkze5OVRgyKzrsvdu9Pm2SoCI5pA0HNoqHinS9my5nqWAY/BZIroiO6WLTRab8ECcqYaIfqzWOBJSQ4Kulgy/sILtC2rWxd4fXQuHmi5Fzhb17hbvQNmz55t+HzlypWx1Ky/iI7UZcsulq8lJiZihXd/nDp1EFunDrbpgl9NmjTBVl0Pmtdeew0AEBQUhLFjx2Ls2LHFXiIqKqrY72swxvCRSdDqtddeu/i6evr06YM+ffrYrvMHdlHZ2wAM5py35pwP4Zy/yDkfzjnvBeAakKHa1eR32wDYwznfxzm/AOArAL31CzjnyznnWo7HWgCCe55LjF0UTYYUOLsaoAkT6CohMvXIjv37qcOnKE6csG5AJMPG2E7PYWGUbihKz61bU+qRVZqeaEaNMk/dAuRwaDi55mRmitOzXeQeAPr3p2ZPstK6NXVmvvFGcTI4remTWc/a/HFR/Oc/1udqcLB4I7duXWD0aPPjUVHk5JVZz6KNNLuGXocOUbaOyDpnO0aMAH7/Xdzfd5KhITq7oKCg2Pn6wAMXM5mRmgo8cG8BpadblRP6m8aNYZpXDVDqsh9SqwMRS0OXcz6Cc24YWuKc53POf+Scf2fy67UA6AsJD3meM2MggJ91P5dhjG1kjK1ljN1h9AuMsSGeNRuPm3XBu1JwshkBxBpAS5YUNbQw4sIFSlm5zEHbl8xvvwH9+lFzFTPKlDFvy+8GTh0aovRcWEibIbvNCOfA2bPuyaWHMfKyWnndX3yRuk+KYu9e68/hVVfRTMabb3ZPJj2anu0iuiL1fP31NBPZKn06JUVsF/UXX7SO6JYpQ91kQ0Pdk0lPIOjZSeRedAQIsL5vZGZSl3JPLZvrFBaSEWaVov7gg8CiRe7J5E0g6Pnjj63LwwoLaWbynj3uyeT995s2pfF/ZtSpAzRr5p5M3jiJ3IvWs5ehWwLt2GXO0vUr587ROS+zjC7hUzMqxlg7xtgixtgKxlipDdZjjPUHkAjgLd3T9TjniQDuB/A+Y6xEW0jO+Wec80TOeWJVow54VxJOGgwAYr1grVtbd+8UbaTt3EnD3C1qDzBpEvDqq+7J5I1dtDQmBpg7V1y0knPg+++pFskM0dkFq1bRzE2rFPQNG8zHD7mBneOqbFlqHmNXC+0vsrJI106ca6L0XLYs1aN5F1DpER0BWr/e2tDOy6NRWKLmWjrR8623UlqzKGO8c2d6f8xG6wHiI0CvvGJdtMcY3Vs2b3ZPJj2anq2uJ1dfDXTtWupdZB3jJKIrWs9hYeZ9FQDx+7CsLNrnWDmlUlKADz8UJ6MTPQ8d6vfeCtzK6VO3rvV4Iy1SKsqILCgAdu2y1uH588DRowFv6FrqySGWVzTGmPeMk6cB3AlKaX7F5rUPA6ij+7m25znvv3EzgBcA9OKcX+y0xDk/7Pm6D8AKAAbzI/5B9OsHDBpkfjwigmZKijKAMjOBL76gvA4zRDdeceJJXLqUamRFYWcAhYdTalSdOuZr/ElwMHDHHUDz5uZrROt5/Xrg3Xet14huyOGkodcXX4hLMQsNpeiFVXp127Y0u/sSa5Qum99/p5pMK8eV6MiAnZ6Dg6nj8bJlrolUDCfXxObNgQEDxI0zq1KFUrvtHBoi9fzTT8Dq1ebHIyLI2BV977O6t6SnA3PmiOukftNNwJdfGo/t0ejTB7jnHvdk8uattwBPR1xDZNGz1fm8ZQtl3oma3ODks9i/v7Uz/TIpU6YMTp48aW5EhYZSto0ZmjNIlBGZn09ODat7nxZ1tlojOZxznDx5EmWsdOEAuwTuTxljmwGM55znAMgAcDeAQgB2HXs2AGjEGKsPMnDvA0VnL8IYawlgEoBbOefHdM9XAnCec57LGKsC4DpQo6p/LklJ1seDgig1ShR//w0MHAh8+615x0HREaDMTHqfrDbmoiNAPXvaG0C//kprEhPdkUnP6dM0AqJ1a/O5lU2akEe2QgV3ZdPIzCxKXzZD9MY4I8O+M+czz9BcSc9QeFcpV47GSFnRooXYcWGLFpGh/fTT5mtEOzTs9BwUJDZKVb48dVmxSv8+e5ai0k2aWEez/MX69dQ7wWrj27GjuLmlgPx6dlIXuXUrGZGrV1NZgNs0aGAdtQesywDc4PPPaZ7zgAHGxwNBz6Iz6zp3pikiVvfn06eB48cpy8AP1K5dG4cOHYJpyWNWFkVtrZx7585RfwURzUsvXKB+LozR+2REdjat2bXL2miXnDJlyqC22bhNh1gaupzzOxhjtwNYwBibDuBJkLFaDtR52ep38xljQwH8AiAYwBec8+2MsVcAbOSczwOlKkcA+JZRfcsBT6OrpgAmMcYKQVHncV7dmv95HD5Mm3OrmZDbt9OFtmlT9+TScJKOUqcOzUMUaQBVqGCdmiXaAHrpJfs1gwYBN9wATJ/uf3m82baNOoguWWJePxoXJ3YGnpb+badnkQ6N666j98kK0Rum1FTaaJjd7PPy6LoUHS3mnNayH6xqI+PixDYpchK5F2mMV6kC2HW+/Osv+rzOn0+OOLeZMYOybKwM3aFD3ZPHCNn1HBFBqaCNGpmvEZ12++efZGB06GC+prCQ1ojqtG5XWgQA8fHi5HMS0RUdcLj2WnpYMXYsZRT5aR5xaGgo6tevb76genWgd28qNzBDxD5bY9Uq2of9+qv5e7l+Pa0Rdd2WCNuWXJzz+YyxhQAeA/ADgNc556ucvDjnfCGAhV7Pvaz73nCnzDlfA0BgqEBCrroKeOIJYLxFYPuBB4B69aiG022cpKM0aQJ8Z9a7zAXKlLGuuwBI/pwcmvVmNsrJn+Tn23fKE2mMOx3pcuEC1YSJeA/tOmMC5HSJjXX2fvuDL76wXyPSGF+1ilLk16+n6L0R+/dT58eZM3FxBoObONl0DhtGD1E0bmxtXABi9XzuHG0mo6PNm6+IjgA50bNonIzWEzm7u0ED+2uOaD2/9RZFk/fvN1/zxhvU4C03V8yIHyd6FtlxuXx5oFs3anBnhujSon37yDlpZWhWrEgRyQsX5NWzSAIhci8RdjW6vRhjywEsArANNOO2N2PsK6PmUAo/kZtLxpfdiSc6AgSIa57jhPHjqQmRFZUqUXRKRGfonByqDXnzTet1suv52DEycD//3B2ZvMnNtf8cPvEERapkbr8vMgLkdNQHIPazKPNmBKBN7/Dh1mtE6vmHHyjld98+8zWi9exk0/nFF7TJP3bMep0/yMuj9zAmxnrd2rVisnAAqiW0M7Jl0LOTqDgg5nzRHOAy73GuvZZKOqyijaIjuk8+SZl9VgSCnpOSxNWLh4VR2ZBZ+RhADtbsbDFOaMmwa6/3GoDuAPoCeJNznsE5fwbASwAsWgwqShWnRqTISJ8TD1NeHqXK2RlyInnsMfpfqlRx/29r76Fdcx/Z9Szak/j118CmTWL+thOOHaON8YwZ1utERvqcRO5F69nJxnjhQrrhWxlyolm4UFwH8EDQs5O04LAwikyLkDE0FDhwgGrqZWXiRHqPTpwwXyODnp048wEx18WsLMp6sJPx5ZflNi6qVKHxdnZ9X/yF7Hp2sscBqGlbSor/5TGiWzeqqbeKigcFBXRtbmliZ+hmArgLQB8AF12lnPMUzvl9/hRMocPpiScyMvDAA3TiWXmYQkMpVe7kSffk0jNoENV+yEog6NnJxjg8nC6wImtg7UZkbNhAnVy3b3dHHj0ZGdRAwm5e8yefAD//bL3GXzj5LIrW808/UZdYKwoKaKaliE6y+/cDCQnA4sXW68qXt57Z6E8CQc9OIrqijTQnfPYZMHiwmL+dmUllGla19OHhlDrs57EupjjRs8i026pVyVlv1/QzNRVYs8YVkUrw7rtUvmbXjbdBA+t+L/5Edj073YeJ7ufihGefBb75RrQUwrEzdO8EUBlUy3u/zVqFv3DSYEA7LmozUrEipVLYbdhEGmlLl9KMOSv27KFRTn/84Y5MepxG7p9/LDjQIgAAIABJREFUXlytc//+wC+/2NfeitTzsGHWIyAASk9atQpIS3NHJj1O9VyrFlCjhv/lMSIzk4wbmfUcEWGfeSEyHfP4cRrlceGC9br58607R/uTjAxnev7qK/NOs/7m+++djQsDxOh5xw7gttvsZ+T++ae9Y8ZfZGRQUzm7esfrrxd7zXGauixqn8OYsz2OKPnS0ui6Y1eS88knVLYgAid6TkigRlAixig2bEijtu6803qdSD2/8w6N47Jj2jRx2UISYWfo5nDOJ3DOP+WcG/bQZowJGqL4D6JWLbrR23VpfeghYOpUV0QqwcKFzv626HRMuwvs+fO0qROR6ui00VOTJtbjQPxJvXrOZjWL1POMGfapyyIjQE71vHYt8OqrYhrY9OsHTJliv27cOForghdfJKeLFYEQGVi/HvjgAzF6drLpBKgDqdXsbH/SsCE9rBCp58OHKfPi3DnrdRUr0iiSwkJ35NLjtJ59/nyq8RTBjBn26d8NGwKjR9N9yG22bKGsMKtmWYBYPTttovTBB7TPEYETGevUoVFSdnXv/iA4mEqL7CLeUVHi9LxrF/UYsUP0dAlJsDN05zLG3mGM3cAYu6h1xlgDxthAxtgvAG71r4gK1KwJPPWU/dzNli1pQyKCadNo02uHqAhQYSFdlJxExQExF4fatalxjZ2ed+8mIyQnxxWxirFiBbW0t+Pxx+09ov5A07PT1CiRNUB2n8Xff6d6r7Nn/S+TNy1bAvc7SOJJSgI6dfK3NCUpLKQOrL/9Zr1OhlovJ1GqwkIxeu7Thz5jdmzcSJ9HtyksJCevneOqenVKCxYRAQoEPTs1dF97DXj/ff/LY0THjjSax4patYAxY+w7mfsD7b5rp79A0LPItNtPPrGvYc7PpwwJERlXf/xBYx6t6tkB4JprqKmWXcaOP3AStAHEz5GXBEtDl3PeBcBSAI8A2M4Yy2SMnQQwE0B1AAM454Jycf5BHD9OHpyCAut16enOPMv+wOmJd9dd5vNX/cnZs3TzkbkJQtOmNGLBbrO2ahV5ls0GhfsTbbyDHU88AdwnoIxf07NTh4aIm0DNmhQFtfNWi/wsbtpEM5PtOHDA2brSxqmeo6MprVREOqbTyL1Ip0u3bsCjj9qve/55Mc2WsrLo765YYb2uWjWqgW3TxhWxiuG0tEhkFkn37sDAgfbrRKVj5uRQhNEuWso5cPQocPq0O3LpcerQqF+fZgHLbgCJivTdfz/Qtq31mnPnqIP07NnuyKRn0yZy+GRnW6+75x7g22/FNHxyGrlXEV0A9hFdcM4Xcs4f4JzHcs6jOOeVOecdOOevc86PuiHkP57p0yld1c5DuGoVbepEpN069SQ+95z9uA1/kJNDHrjata3XRUZSHY6Ii8O5cxSNtEthFB2lcqLns2fF1r/ayRgRQVFLEaMiOnQAvvySNudWiNTz4487M2yGDwfuvtv/8njji55/+omui25TpQo1PKtUyXqdSD3v3etsJI+ojbFTPQN03czL8688RjiVsVo1ytYRkYmTlASMGGG/TpSejx0j559dPSHn5Ch87z135NLjVM99+lD2g4jJDR07klPDDlF6Pn+e9ql2DUlF7sN8ueaIwuk+LDraPkD2D8DW0FVIwBlPeXRkpPU67YMvYgbsmTPWHR31WHUE9BfVqgHJycC991qvCwoCrrrKvjmLPxg/nnRoZ+hq77PMen7ySSAx0f/yeJOdTd0xo6Ot1wUFUWrUww+7I5cep7WYgaBnUTOntWuizJuRO+6gSKTddbtChaLxOG5z++3k1LAjKkp+PUdHOzPmSpuICKBxY/uxcL17U8RSRNptRoYzJ4Dseg4KovNJpIx2ehbJSy9RDbMdoq7b+/aR82/ZMut1QUH0Psus51WraMrI2rX+l8mbFi2c7a+++oomTPzDUYZuIHDmDJ10diNTtA3VGcO+Yf7F6cZ4xAj7CIdodu92lp5b2mRlOdOz9j6L0rPdxh0QdyO9+mqKDtgNpBfJM884S6UNhPM5MlKMfNpny8lnMTGRUull5ZZbgNxc+3Q+f+D0fBZlXPii53LlxMj4yCPUzd/uui2SuDj7sTiAuPPZqTNfWyNCRoCu23Z6/vNPer9XrnRHpkvh/fdpn+M2vpzPIu8tkZH2eg4JobF1IkoRPv8ceP119/9ugCLxlVlxEe3Es0NbI+Jm/8cfFJG0o2zZovo6N1mzhjaSIuoJnRIIevZFxqwsMR0JndK3L0We3ebMGfsZugAZaCdOiKlp90XPIs7ndu0oQuXkvTl3jvoXuM2IETSuxQ4nnwV/kZXlW+TebT37sjEW5VxzysGD5NSwi2b5A6fn87PPihmt56sBJELP//kPcOSIs7XbtzsrCShtqlWjeno7IiPFzNH1xaEh6nwOhH2YU+bOpV4pMu/DXMCRocsYm+HkOYWfCIQTr2pVSuOwQ5PR7YZZaWk0xsPJCT9iBNUSu41TPV91FXmNbxXQ8Hz1amczP0XpefVq6vZ88KD92tRU+7nK/sCpnsPC6Jyym4lY2nBOxqsv1xwRDfBCQpy9N6I2xgcO2HfuBKixTlKS+waQL3oeMEBMhOrGG4G//6bGNHaIigCNGgU8+KD9usJCYMkSuu64iS96rlGD7i9uEwiGrlNElZxwTtcbuzm/ANUQP/WU++US2nvixLn2zjsko9tMmgSkpNivE6nnhg2Bjz6yX5uSAnz9tZiyGIlwGtEtNkCPMRYMwMGdR1EqPPqoszSF6tVprqTbBlBODqX6rltnv1bUxcGXG+kff9iPLfEHTtNFy5Sh1Cgn/0tpEx/vbIahKKfLnj3Ajz86qwOX3WOcm0ve+eXL/S+THs6BBQvsR0AAQM+e1BkzLMz/culZvZpqS500KxGZdutEz5zTeLY///S/THrOnyfjy4mMDRoAN9zgfnpueDhQt66zzqai9LxlizOHmahroi963rGDOv+77TDo0oVqHZ0Y2U8/TTNW3WbMGGclTaL0fO4cXUuc6PnPPyl92e1mT77sw267DWjf3r/yGBEURGUQdogqLTp/nmqdnRivIsufJMLyrsUYG8UYywIQzxg743lkATgGYK4rEipoTqWTzqbh4ZQaVbOm30UqxunTZIhv3my/VtSJ52sNkIgN07/+BTz2mP06zoEJE9w3xs+epRl4Tmp7OnSg+Zdup0cFQmTAqQEUFORsVmxpExREnTubNLFf27QppUa53bztjz/os+iko2SFCmJrvewQtTEODqZaLyeO0UOHgFmz3B/r8vvvdG9x0qn4/vudzX4ubWTXsy9RtORkSl92u2N+pUpUWuTEwLjvPjEz2n/9lUqg7BCtZ6dpwfrfcYsuXYDvv6egjB07dpBD023Gjwc+/dR+XWQk7dkaN/a/THq0e5nTHhqA3BkQLmA3R/cNznkkgLc45xU8j0jPiKFRLsmo2LSJxkA4Ye5cYONG/8rjjS8X2Lg4GknitENzaREIBtB99wEPPWS/jjHajMyb53+Z9KSlURRt/Xr7tS1aUNqR211xA0HPd9xBIyjsCA0lA9JtGTMzKSp+1MH0uIwMSrl12wDyRc9duogZL+S00VNoKEUs3TbGy5Sh2arx8fZr//gD6N+fMibcZMUKiqI5qWMeONBZB+nSxqmhq53PIvT86qvOZgyL2hhv2AB88YWzjvTp6VQD6za+6Ll7d8pEcBNf732A+5/FunXJSeEkQ2PcODIk3WbWLGDRIvt1oaGUieN2BuWl6Pkfbug6Kv7inI9ijNUCUE//O5zzVf4STKGjb19K4Zg5037t4MG0iXZztIsvJ158PKVGuU316jRjzknkSVStV2oqzXV1MttVhJHmS2QgJ4f+n5o13XVqnDlDabRO9NyyJXDhgv9l8sbJfFoNEXres4c2Iz/+SCNRrEhOJkNy2TKgc2d35APoPQkLc5YyPXSo/+UxolMnoE4dZ2tF6PnMGUq5bdrU/totasPky/mcm0vrq1b1v1x6fBmt17q1s14WpUnFis6nCIjS83ff0WxcJ+PeXnmF6g6d1L+XJk4NXQBYuNC/shhRvjyVuTVtar9WlJ7//JMcqF272q+VPeNKo7DQ3ZIOX/bblSpR3b2IkZ4S4cjQZYyNA3AfgB0AtFwxDkAZum7gy4knwkjz5cQrLKQU2LAwZ1690mLgQHo4ITaWatLcpnVr4J57KCXTDlEbY+1v27F9OzlbnBhLpUlkJNCsmbO1IhpdAFRbU7assyiViLRbXxwaokZd+boZ4dz97sYffOB8bZ06FCFwk82byTnhxEkhMh3TqZ5Hj6ZyCbedVy1aOL/miEjFPH8eOHmSnL12nzGRPTR82eOIMoDczkTzhVq1nO0dAHFNBCdOBL75xpmTIhAM3WbNgFatnAWhSoty5WhP5SRj4PrrnXcKv4Jx6oa4E0BjzvltnPPbPY9e/hRMocNpChwgpsGOL4bu3r2Uzvrtt/6V6XIYMULMkG3Zb/aBUAP04otixmP4QnQ0MHKks7WRke5vRgIhNaqw0Hlk7J13qDtzbq5/ZbocNm0CPvzQ3b8ZCHr29ZqYl+e+nufOpc7LsrJ0KW2Kt261XysqpdUXIzIykpwZbus5JsZ5/5MePZx14i5N8vOd9SwAKJupoAC4/Xb/yuRNIOjZl2tOWJj718SmTSmAkJDg7t8NYJwauvsAuOxuVgAounH7cnFw+8Tr2ZOitC1b2q8VtWF65BFndZGi0PR8pTg0AqE2ZOZMiqS5mQKn3bid6nn9euCHH/wrkze+Nm4D3NfzxInArl3O1oaFkWHspox5eeTQe/999/6mrwTC+eyroav9jqw8/jiVF7mJL+dz/frA4cOUWeQmvjrzAff1vG2b8xTwM2eogZubfP01OfScNIsMCnK/gzog//mcn09N+mTeb/tCZiY5M+b+s3sHO/2knweQzBibxBj7UHv4UzCFB182I9o6t088xqg+xOlMS0BM3aGT5joAjWhq08bdG5Wvev7mG2DOHP/JY0Tv3nQTrV/ffq2oyMCwYc7m/AJ0Uzt0yF0ZfdVzWJj7Kbe+pC4HwvgCEdecrCx6T5zq7o03gCee8K9M3vhiAFWtSlkuffv6VyZvvv7aebqvCAPo9GnqTj57trP1qalU1+4mvlxzQkIoaul2F3XZDSBfEZlxFRFhvzYvj5z/Cxb4VyZvfNFz797A4sXujlEMCaEMquefd7ZehJ6/+IKyC44ds18bEkI6duoUvkJxVKMLYJ7noXCbcuWoHXuLFs7Wv/OOs86Fpckvv9DjzTfta4DKlSNPooibQHS0s7Vnz9Km7tQpoHZt/8ql4asB5KQ9f2lTvjzQqJGztaL0vHat85RWUQaQ/m/bMW0a3aTGjvWfTN7ccQelR1WpYr+2XDnyFsfF+V8uPc89Rzd7J04NkXp2GhnYssX9lHtfZAwJcbfBoUZ4uHOjS4TTJTOTzs/sbGfrIyPd71zt6zXntdeAa6+lzsFuMWOG8xTVjh2BqVOd389Lg7Q0miv+/PPAzTfbr4+MdD4po7TwZexMSAiNFqtWjTLy3MKXZnH16tFDBE4dlBUq0ExbNzl5koxcJ6O4RO3DJMNRRJdzPg3ANwDWcs6naQ//iqYAQA2b7rzT2SB1gLzLTrrulSa//04pesHB9msZE+ftdLrpFBEZiIoCPv6Y5s864ZdfqP2+myxbRs1enMAYMHkyGU1uIntkwNdN52+/0abOTapXB2680VlzJMaAXr3cb942dy45NZwgQs++REu1dW5fE3v1Ar780tmGCQCmTweWL/evTN689przaGl8PDmEqlXzr0x6AiHjKiurKOvKCW+/7Wy8SmlSs6azTCEAaNgQGDDA3dF1J07QZz8jw9l62fXMGEV+3Zbxs8+cO21PnqSstfR0/8qkJzWVxqht3uxsfc+etN5NLkXPMmdcuYAjQ5cxdjuAZACLPD8nMMZUhNcNTpwAfv7Z+ZzKjRuBSZP8K5M3Z87QyeS05uOll9z1FgO+1QCJiAxUrAg89hg5KpyweDFtAt1k/nxgzBjn6x9+2P0o0KXo2c2bfXQ08MILziOgIjZMa9b41ixu2TJg3Tr/yWOELw6NBg0oLdjNsTOBYAA1bgz06+f8uv3CCxR5c5OJE4Fff3W2tlEjagpVo4Z/ZdITCHru3p0c0U6jVCJk/PBDuo444fx5ukYdP+5fmfT4qucOHaghlZtkZdE+zBc9u20AtWzpvInS7t1UK+5mpsuRIzRH1+lnq39/53XbpYV27/Ml6qwiuo4YA6ANgAwA4JwnAxAwf+UfyKZNwG23AX/95Wz9/PnAv/9NzVfcwtdRH8884/6Q7c6dKR3LCSIMoNOnKX0xJ8fZeq0br8x63rGDHm7ii4w1alCDMjfnWtaqRQ4Kp1kXkZGUSu+mnqdMAZ580vn6oUMpCuQmvmRoXHUVbaSvvtq/MumJjgYeeohGlTmhQgX39ZycDPzvf87Xixpd51TP+fkUkcnM9KtIxfA1Rb1pU6BtW3fLi9q3p94FThFh6L74Iu1dnLBvH3Ddde5mF/hq6D78MGU0uclNN/k2o12EATRrlrPu34CYzDpfM3EKCuh64+b57IszHwCaN3d/drdkODV08zjn3ncPF+/I/2B8vcBqF4ezZ/0jjxG+GkAnTlBnRzeZOZMipk6IjqbNgZsz85YuJU9nSoqz9dr77baefXlPHnrI3Vm1nNNFvWFDZ+tjYyk1qk0bv4pVjHPnqL7G6RgIUXr25Xx2e2PMOb0fvsiYm+vumIomTahpSOPGztbXrEm/47TWszQYO5Y25E5xW89ap2ynej5yhNJf3WzSV6ECOW1jYpytHzyYItRuNpjbtw/Yv9/5etnP50AoRRBBr140S9op1aq523m5sJAioE7PTxGZdb46rt57j7Lx3PwstmsH3Hef8/WLFgFvveU/eQIAp5/y7Yyx+wEEM8YaMcYmAFjjR7kUGpeSGgW4e3HIy/PNAOrXz/3xBb5QowalRrkZdb6Umj7A/Zu9zAYQYxShcrt7rS988w1tig8edLa+YkU6t9ycpeuroet2ZCAnh5rEOa3FPH2aeh1MnOhfufQUFvrm5R8yhLJ2nNZRlgayOzS0z7zM18T27am0yKlzTQSPPw7ce6/z9W6fz+fO0bkis57LlqUa8EqVnK2fPp3OZTcd+idP+uYQXbGCupq7RSCcz5e633ZTxsGD3c+gCnCcGrpPAGgOIBfAlwAyAfyfv4RS6AiEE++HH3yr0XN7w5SWRpviWbPc+5u+Egh6ln1j7CsFBZTS42ZHY18dGoMGUWqU23WHvjiu3E5pLVsWOHCAUqadIML5N2ECNfNy2ltBBLKfz+fOUYNDma+JvrJoEdUSu9l52Vc9z50LrFzpP3m88TWKJuJ87tmTSoucTmEIDaVaYjc/i71700NWAmGPwxhNG5C5camvadKjRwP33+8fWQIEp4ZuD875C5zz1p7HiwB6+VMwhYdAuDgAvqViub1hOnPG98YVbdrQbEu38FXPd91F3lunqZGlwaJFvjUpclvP+/dT+veSJc7WBwfTZsRNY8RXPYtA9si9r4SEUETXbadQQYGzmZYAsH49cMMNwLZt/pVLj68G0McfU7d3t6henbKFhgxxtl7Ts5sG0DvvAHXrUn2wE/Lzych185rj6/lcrhy9l27hq/MvNNT989lXRKXd+qLnSZMoOugWvt77QkJoosfAgf6TyZuHHqK9otPIvYj9dkKCb6nL+/dThuI/GKeG7iiHzylKm/79aXMRFuZsfadO1K3ummv8KlYxnnoK+O9/na93OwJ0KcbF33/Twy2ysmhepFM9h4dTapSbtV4REb7NLqxQwV09nzzpW0MvwP00PV/1nJJCN7UtW/wrl54ffnA+Rgqg2ZLff+8/ebzZuZM6yW7c6Px3ROnZyYgmgGpzV692d5SGrxvjmjXp4SaM+VZH6Lae09Op5t6pYSgiAuRrhsaPPwLDh/tPHm+uuoreR19G0X31FZCU5DeRSvDeezRyzSmBUFr055/uXrd9jdwD1L3a7WuOL4jSs9P9AyC/I9oFLO8gjLHunnrcWoyxD3WPqQAcujAVl0W9esAttzhfHxFBqVHh4f6TyZuZM4ENG5yv1048tzrVXYqh6/bF4b77qHmNU9LSgKefdrf1/ujRwMKFztcPHAhMc3Hc9qXq2U1j3NfNyNmzVEflSzOZy6VhQ9/m4jZuDLRq5T95vElLo+wCX85Pt8/nS0n/1n7PLaZPB0aMcL7+99+B11/3nzzebN9O1xBf0nzffJN6QLjFpaR/A3JH+tatoy7lbt2fg4OptMjpPGeAUnSbN/efTN6kpDiffAGIKy3y9ZrjpnzNmtF+pWNH57/z4480StEtPvyQorpOadiQ9kV16/pPJm8utYeGm52hJcPOVXoEwEYAOQA26R7zAHSze3HG2K2MsV2MsT2MsZEGx59mjO1gjG1ljC1ljNXTHRvAGEvxPAb48k9dUaxe7Vu62JkzVKjuZgTozBnfLrC9egEffOC+oeuLjG5HBlq29K2O4tw58jK7meo4bpxvtVstWwK33+4/ebwJBIfGnXf6NotYxIbp/fcpldYpf/1FI4ny8vwnk55LOZ+feMLd+rVLSf8G3NXz9ddTgx2nrFxJY2Dc6l69dy85/3wZF5SU5Fvk7XK5VEPXTT1//DHw4IPO10dG0rnslp7//BN46SXfshnWrft/9s47vqr6/OPvk4QsIIS9CSpLCHskIMpwoYJabas1xVlt1bpaRyut1oG2Veq2jhY7SGsd+Kt7VEAZMgQJQ0kMewhBVhIg+/v747knd5157zk3Ufm8XvelnHvOvZ+c9z3nfMfzfR53pbHildvruWtXCQt2uqbXC8XyW0wk58xMCbvNznZ+zD33wJNP+ucpUsuXu2vj9Oghz/M+fXyzFKXmzrkZyjLeRilVBBRpmvYvpZSrVoymacnAU8DpwA5ghaZpryulQgtrfgaMUkod0TTtWuCPwEWaprUD7gZGAQpYGTi2GWf28EmzZkltwDNtxxVER4/KKP1TTyUmfLmmRl5uLryxY+WVKHXpIp1IpyUgIPEzfZ99JiF6TpklusGkc3bTudi1SwZcJk6UBEJ+K5aO7oUXOl9H6YXOOMNdhEaiOVdXy1KE++93Xnbpww+lI3nuudCxo7/+ILZSHzclOHfimWe6m3FKdEhrXZ2U+Rg1ynkjTfdYXt58OW/eLM/AgQP98RQpt43Odu3gnHPkmZQoucm4DOG/xfR07/1EqqhI7jfTpzt/Rt92mzwvFyzw1Vqj3HLu2hWee84/P5FqaHB3z4bwZ0siIgDXr4ePP5bleG5yzjTnhJsNDTJAk5HhrgMfq6qr3bfDjjtOQsCrqxNzPTdDOV38MkbTtA80TSvRNG2TpmmbNU3bZHcMUKqU2qSUqgFeBMKG1JVS85VSRwL/XArow19nAh8opfYHOrcfAAms9dKM1NxnBmLpXJSXw+rViasZOWaMZFx2M7p68snSCEyUfvlLKQPhVIkOgYuF8wcfwNlnS4c3EWrXTjrVThNJgMxQ3Xyzb5aitHmzhN461Tfhev4meKyogN27/fFjpOnT4dcu0lhkZUn4d5s2/nkK1aFDEuLrZilCU3F2O3PvZvYyXo0bJxl5napdO3jzTTj9dP88haq6WjoXZWXOj/kmcG7uHSCQTlCiolySkqTz7yaaoVMn6QQlaqbv44/huuvclcpLdGSd2+jEqipZQ/zss/55ClVDgwxE5+U5P+ZHP5JlJ4l6tjRDOU2t91fgFiRsud7hMd2B0GKROwArOlcB71gc2z3yAE3TrgGuAeiVyBj5RKqiwt3oeUaGrHlJVAfo6FHx5yZJ0YcfStbg1asTM+uslPukTfff748XM8XKuTl3LhLdYDrrLHm5VV1d4rKM/vCHwtlpByMjA7p3d57UKF59Ezi3bAn9+rlrkFx9NaxaJYn6EqHychk9d5o0JCMDVq7011Oo9OdDc15HHOtvMVGMAe64I3HfFYt27ZLOz+zZztcetm4tv9sjR+z39UKxcv7yS3/8GGnQIHcJgJSS6//22xPTlqiultrs3bo5X+t80UXuZ/vjUSwRGom+nisqnNdnB7lvJyUlrr2dkeEuUeQxAc5ndA8ppd5RSpUppfbpL69MaJr2YyRM+SE3xymlnlNKjVJKjeqYiFCqppDbkURNS+xoZ48eMlr84x87PybRDaa775YGXXNejO925l7T5G9yk2E4HsU66h56bHPUdddBz56J+75YrucdOyTxWCIUS6Mz0WG3l14KxcXS4XWqRM8MjB6d2JlFt4pnQCNRjTqlhJubJEXfhAyjAwcmroMcC+fvfU86Trm5/niKVEWFdBaaM+cnnpBlZE6lafL3JMpjcbEkIX3nHft9m0rfBM5du7pLxJjo9nZdnQxAuWnLLl8u17KbhLHfMjnt6M7XNO0hTdPGapo2Qn/ZHLMTCG1B9ghsC5OmaacBM4BzlVLVbo79TiiWkJlEry91q0Q3mMrL5YbkZlZ35kzJeJ0oxcL566/dPXzj0eDBsjbETUKfphjQGDnS3TEZGc0/BC6R+iZ0gGJRU5Q0c8t52jR34c7xKBbOp5wi95xx4/zxFKk77pAQ6+Zco/34490vfaiocBdKHI9iGaBMZMk6CF4rbr430aXrYlEiPcZyPX/5peSLSFSN1YoKyYfhhvPdd0vYbaL0xhvuk18l8p6zbJkM8H7wgfNjGhpkffTevf75auZy2tHNQ2ZcHwBmBV4P2xyzAuiradpxmqalAhcj2ZobpWnacOBZpJMbeud/DzhD07S2mqa1Bc4IbPvu6b33YMYMd8esWCHJqBKhFSuk/p2bEhBNEQLnttFZWwvbtkG900j9OBWLRzf1Jb1QixbuQnwTzXnHDvcNyNatZc1QIjm7aXSCrDu8+25//ERq9Gj53bspATF4sGROPeUU/3yF6p574Ac/cHdM69YyEt6cOW8FW+T0AAAgAElEQVTalLgwvVgaxmlp0L69LJlortKv54aGxHzf3r3u78OJjC6IJVx092647LLEdTD+9CfY6XIe42c/kxJjiVJuLjzkKuAwsR2gWK7n2lrpMG3fbr+vF4qljdO9u7sZ1qZQIjnHGv4NzT/SxUc5ukMrpSYZvCbbHFMH/BzpoH4BvKSUWq9p2r2app0b2O0hoBXwsqZpqzVNez1w7H7gPqSzvAK4N7Dtu6fcXEkY4EadO7sL64tHW7bAf//rKoT2tf/JhfeTiytISZEBvt69JV+UL3IZFlxYCPc9Lo3UdqmV/vsDePllqRnpUIWF8GDbP/Jr7cHEnMNlyyTM10UJiBeX9mZ6p/fofPHEY5xBGt8uH/aFhbDquU95796liTmHqakSyu0ivKzwtUx6T81Fa90qMR7XrXNVVquwEO5/XM55wjhXVrrm/Flpa96fm6B74tixUp7FTXhqRYXMOCdqBuj3v3dX5xcki/qLLyZmmUoMnIHm3wGqqZEay27qxsajpCT37ZW+fd0NxsUjfUasstLdcYmMIvkm5FZ4+GFYtMjdMUVFMsCQiMSlDQ1w0kny23ejX/9aypolQt8Ezs1Qjjq6mqa10TTtT5qmfRp4zdI0zTaFl1LqbaVUP6XUCUqpmYFtdyml9A7taUqpzkqpYYHXuSHHzlZK9Qm8Xoj1D/xGq6oKnn5abrJuNGeOrClJhFxeeIWFcNWvOnI5L/ARExonWLZuhWuu8alh56JzUVgoPrYdaE0DkNlQ4b8/gClTHDc6dY8jD77PGbxGfb3y3+O6dfDnPzse0CgshKtubMmcskmUkd2sOR8FMhoO+u9PKfjLX6QMjwuPe2ta0YIDieG8YoUkT3H4UCwshOuuruXsrY8yioXNlvPcA5O4gd9ztCHJf396VlGXHvfWtCKFg4nh3KYN5Oe7azDV11P7+99TnaiZvgULJFOrGw0ezNFzz3WcMTMuueSsS7VuzeEDB1CJ6IyfdBLMnetuGU5WFrVA9YEEVXN89FF47DF3x2zdytHZs6k/eNAfT6HSObuM0FCXXsrhc89NDOcYc2gklHO7djJ650bLlnH09tupT0Sof2WlDOK5/C714x9zeNKk5ss50ddzc5RSyvYFvArcAxwfeN0NzHVybKJeI0eOVN867dypFCj1zDPujrvgAqUGDfLHU6QefVQ87tvnaPecHNkdnlRwo4IHFRwObJP3Pdfjjyv18MOu/E3mbtUClEaqgrMU1Pnnr7JSqblzldq+3ZXHszheAQpSFMzy9xw+8kgMnA+rTDoGPHZS8Jm/HseNU+rUU134U6ovTytNanUrmKCg1j9/LqV7nNIUnPfvd+wxiUMqp/EcNk/O8KECLTGcKyuVuu8+pZYudeUxoZxXrVLqr39VqqbG8SGHDwU5d+rUSX322Wc+GAuRC866Ppw7V2macJ4wYYKqra31yZxSaseOmJ7P148bpwCVkpKiZs2a5ZO52JVwzmPHuuc8Y0bjfTthnJ991tVh119/feI4f/65Uk8+qdThw44PSTjnv/xFqZdecnVIk3B2ez1fcUXiOLt8PisV4JyenjjOCRLwqXLYP3Ta0V3tZFtTvr6VHd0NGwRRYaG74y67TKlevXyxFKV77xWPDhtMmqYUrFCA0sgINOzuamzUgc9+bSQeGlQrhqtsMlRLfhDw+LdGf3PmePylX3zhmPOcObrHjSoJTU0gXcEpCjIU7PLPowvOQY+z5AHFKAXtFZzuL+fbb5cOhgPpnCFPQQ8F1wc4P+/fOayslM7PwYO2uwbPYWkI5wmJ4+ygQdFknHNzlTr/fEe76pw1RqsUuqgUrvGfswuFctZIUoPpnljOLjq6s2YJ51tHjVLt27dXp59+usemIjR4sGPOSinV0NCg8vr3Vz1AXf/97ytAPf/88/75KytT6tprlVqyxPEhpaWlKjk5WU2ZMkVNmDBBZWRkqF27dvnncf16pd5+W6mGBseHRHI+44wz/POnlKvrWakm4Kw/n//1L8eH6JzPOu00dcopp/jPOQY9/PDDwnny5MRwbu7Xs4t2mK7S0lKVrGnqrPT0xHBetEipO+909HzW1cj51lsTwzlB8qOj+wkwPuTfJwGfOP2SRLy+lR3d5csF0euvuzvu5z9Xqm1bfzxFatYspfr1c7TrnDlKJScrBVNVNpp6hMsV/EBBSwV7FEhH2PNG3eHDjh70c+boHfH/BRrDTwY6QyMV5CioUqBUZqbHHh1ynjNHvlsav1eoFJLVerIUlAZmga5tbBh77vG225RKS7PdLeixUkFHdQqp6hmuaewMwTz/ODtUkPPbClBpPKZacFTB2ECn96i/nN94w9ZfkPPlKoUU9Qp5CjYmhnN6uu1uTcr5oouU+u1vHXkM5fwcqMm87z/nI0eU2rZNqepqW3+hnCFdwc5mxVlXZWWl6tixozo9NVWpa65p7AzNmzfPQ1MR6t1bqUsvdbz7228HOTd88IEaO3as6tGjhzp69Kh/Hl3q8ssvV+np6Wrnjh1q48aNKiUlRV177bX+feGtt8bGOTNTqTvuaOQ8f/58/zzm5Cg1fbrj3d96660wzvn5+f5y3rRJqfPOU+qTTxwfcvnll6v05GS1q00bVVpa6j/nzZuVWrvW8e6NnAODVQnj7OJ6Tjhnh8/nUBlxvu666/zxF4OahHOC5EdHdxhQBGwJvD4Dhjr9kkS8vpUd3Q8/FEQLFjg+ZM4cpZ7IulPVkKKSkxqUHvrWlLMWui9p1Mls7i20U4X8SMEGBckKbmhs1Hkeqte+vVLXX2+7WzDM8aRAQ7gq8O/3A433J/zx6JBz0N9GBckqjzy1k66Bzvi1gcbxZn88/uIXSnXrZrtb0ONDClD/oXuA89HAOR3rH2eHCnoco1LppmpAnc9cBfMDnB9pJpxLFSQpuKXRT5DzJn88/vSnSnXsaLubPedxxzg3Z84/+5kjzroeekg4L+neXamCAnX06FHVo0cPNW7cOA9NRWj0aJm9cKgxY8ao3t2Es5o7V82fL5wfeeQRf/zV1rqaWSktLVVJSUnqlrFjZdCwoUFde+21KiUlRW3atMkfjw6vZ12NnAOz1Anh3K6dUi46B6NHj1bHde/eyHnevHn+cnapRs6jRyuVkpI4zp06Od69yTg7aIfpSjjnVavknrN8uaPdwzgnJ4dx3rx5sz8e9+5V6uuvHe/eyHnECKV+9rPEcE6Q3HR0nWZdXq2UGgoMAYYopYYrpYqcHHtMcSiGRE/XXAM7yluTQh0pDSVAlf+JlBxoxgyp7gGPAdmcR09aUwH0By4DngMkq+G2bR5/ucPkNfK9O4HFZFNAJe2Yzj+A05DqWv+M2NcjOUwZH/zO/wPqWcZLdGcXoAF3AHXAS/54nDXLUQmI4He+DOTTh05kUQ6kAzcjwSGbvPcH0KEDPPCAQ4/bgOW04jJaQOC3OBGppFYYsa9Hcng9h3NuAG4JeVfn/LLB/h7I1bUCOucT6Bw4hzrnJcBm7/25UJNxdn09vwY0cDGd2UZP0jmK75zLy10lNHn55ZfJz89n7KZN8M9/kp6ezs0338ySJUvYvHmzh8ZCtHy51DN3oG3btrF8+XJuuEw4U1HBxIkTycvLo9CvB99bb0nJtc8+c7T7a6+9RkNDA7ecfDJUV0NVFXfccQd1dXW8/PLL9h8Qi1xmeW/kPHYsQGI4K+X4t7ht2zZWrFgRxnnSpEmMGTPGP84u1ch50iSoq4Pq6ubL+fnn4cYb/eeslCuPjZxvuokWO3fCOef4z3n4cLnnjB7taPcwzvX1ibmeb7oJxoxxvHsjZ6Vgx47EXM/NUE6zLj+gaVq2UqpcKVUeqG97v9/mvvM6/XSpqzhwoKPd9c7kw/QkiS5UMwAoAGT7ZZf50Nm94w64/nrb3aSRpoD/AWehyA50gAh4rAakCHavXh76q66WcgkObrDyvfMD/zqdlhwJeNSA84DlwG7vPTrsAAW/cx7QD5ANUtYyBwm8eNNg/8RJvrMcWAmcRgWtA50LkHMIukfPOe/b58KjcFacDhDh8VNgl/ceXXOeD/TnXFaxlDw6Ju0jyPkNg/090AsvwMqVtrtFcp7GG1yKXpbBZ84DBohPRx7DOQfvOc2Pczta0ZMdZCdV4DtnF43O8vJyVq5cyWmnnSblpzQNgPPOE85vvvmm1eEJ0fz5wvm004WzzuC8887j008/ZdeuXd5/qc65VStHu8+fP5/+/fvTs2fPxuNzcnIYNmwYb7zxhvXB8Xh02IkM4/y738HttwMJ4Lx/v6MBSgjhfMEFkiF+2rRGj75xfvFF6NRJSik69Ni/f3966hdsojjHcj1v3Ahr1gA+c66ulrq9Dj02cp4yBbp1k/sOPnN2qW/U9RxS0qw53bcTJaeVzs9SSjXmcVdKHQDO9sfSMTUqM1PqxaWnO9pdOpM11HMb0B7pQM5Fb3DW1/sws7t8Oaxda7ub3PNLkI7ipMYOkLSZTgbaAG+Qmel4EN+ZXMyKz5wJycnzgbYcJR+A7KSKwD12WmCvt733OGWKlNLQb5gW/jIy6oCPgUmMYzH/Tf4et12yM1D2dCqwGNjnvce774YHH7TdbeZMSEtbCNQDk7iWP3NdyvOBc9gHGAC82Uw4t+cIMjoa5Dw1sNdb/nm0eVBFcm7DIfJYzs8uPhjgPA2ZMfWBc2oqZGfb7hbJ+Su6cbhF2wjOPl3PxcWOalo2OWeb32KQ80L0eyLA1RdX+M/52Wfh1Vcd7bpw4ULq6+uZNGkSPP883HMPAH369GHAgAH+NOoOHIDJk2XW1IHmz59P+/btyR03Tuq6TxW+UwP/ffvtt733qM/cO2h41tXVsXDhQjmHEXUtp02bxpIlS9jncKDOtUeHnYswzp9+Cv/7H+AzZ12BwRM7zZ8/nw4dOjBo+HAYNQratgXkHIJPnPfvh717ISPDdldDzoHfia+cXXR0wziH1Prt06cP/fv394dzWhocOiQzkg7UyHnAABl0+fBDwGfO//oXDBsm9x4bhXE+7TT4298aa0FPmzaNxYsXN6/rOVGcm6mcdnSTNU1L0/+haVoGkGax/zF5oUWLpFh2vX1VwMJCqbsOrwBfcS059OIuYCDwc+AIIDO7M2Z46NHhDXbmTGjRQp8tncRMZvCrtEf52c8gJ6cFcBbwFkeONDBjhoedcRcdoIICaNduPhkZE6ghkzqSuficCmbPhl69hgA9gTcaz6FnHjt2hAkTbAc0CgrgjjtWAhXAJHI7lnFu/f/x4C1lPPccZGVNQ0Jd33XyTHanN990VOy9oABOPXU+kAqM5UjOQO78Wz9mz9ZLOU4FFnDkSLm359BhuCjAJZcosrPnkZk5kRoyqSWFH03VOecis2k+cD79dHmYBhpnZorknNFR/qZ7b6sIcJ6KcH7He84PPQT/+IftbpGcr+z4Bp/84E/+c3ZxPUdyvrPdM4y77yz/OTv02KScu3aF4493tOv8+fNJTU2VcNb586VOe0BTp05lwYIFlOvXn1c6cEC+6+uvbXdVSjFv3jwmTpxIUlqa1KkO1I3Nzc0lJyfHn0adi9/iypUrqQiE2UZ2dKdOnUpDQwPvvPOO9x4ffxweecTRrmGcQ2aAdI++cN69Wy6ETz6x3TWMc1IS/PWvjc+k3NxcevXq1bw4jxwpM9Vt2gA+c3bR0Z03b16Qc1ZWGOdp06b5w1nT5LsCnUErhXFOSZG67oGOrq+ct2+HoiLplNsojPOAARIuGfjbmiXniOvZN87NVU4W8iILhhYBVwVei4DbnS4ETsTrW5mMasYMpZKSbDMGh2fvHKMy6aHqQZ3MRyqYQXh2Y1ITTfPQY79+kgXVxp8kXvmhgu4KGsISZM2Zo1RqamHA5yfK0yyjZWVyHlevtvXYvfsWBai2bR+T787OlgzWgfdTUq5VkKk8z9a6fLlS//637W5z5iiVnf2gAlSPHrvV/371gQD96CM1Z45SGRn1CjoruMhbf0op1bevC84jVFraRPnuTz6Rep2B99PSPgpwfsVbj6tXy7l49VVbj926lSpAtWv3lHz3Aw8o9b//Nb6fknK9kvIuR7w/jw4UznmPCecu/nB2dT2HcL7mGqU6d25833fOr7xi6zGKc8T7vnFesUKy0Tu4bzcZ5z//Wal333W064gRI9TEiRPlHyGclVLqo4+E8ys2PFzL4fWslCSFAdRTTz0lG957TxgEdP3116vMzEx15MgRbz06fD4rpdSDDwrnPXv2KLVunVI33CCZcpVS9fX1qkuXLuoim+vObzUpZwefG8W5bVs5jwE1O84R8pXzu+8q5TCT7vDhw005L1iwwB/O27dLBvAvvrDdNYpzSDtMqWbIubxcyv7s26eU8pmzg3aYrjDOTz0VlgjMN84JFF5nXZbPZArwcOB1ptPjEvX6VnZ0b7xRqaws292C2Tslo3EvblUK1Nm8qSQjb46Cqf5k7+zaVamf/MT07WAnvEFBJwU/VpmZSv33oWKl/u//QvzvV5J9+U5/fFoo6PGFQON8rcrMVGrd1Nsba+eJx7cD77/rrccbb1SqTRuHHs9QMEiBUqekLRUTb74Z8hu4UkEbBXXensMuXRxy3qdAU3CPysxUav3Zv5Q3lH4OaxW0VXCFt+dw40alrrjCckAj6PH5AMfPozoP4vHdwPtve+tx7VqlFi603MWI88lpyww4X+UP565dlbr6agf+DDhnZCilfOa8cKF82PvvO/AYzvmNB9c2NrR85exAQY+nK8hVoNSw9C/U1tEXKrV6tf+cba5nXfv27VOapql77rlHNvwyeD0rpVRtba1q27atuuKKKzwyFpADzrqef144f/7557KhVy+pJR/Qu+8K53feecdbj++84zgr9Omnn65yc3NN37/qqqtUmzZtVF1dnVfuRP/5j1IrV9ruZsg5cD0r5SPnjz9u/pxvuEE6Ww4UxrmmRkoTlZc3vu8bZ4eK4vzYY0qdc07j+7W1tSo7O7t5Xc89eyaOs007TFcY56WBdthbbzW+7xvn2bPDvsdMUZwj5BvnBMpNR9dp6DJKqXeVUrcGXu+5mjY+ptjkcOF5MBunJHNK4wJAEuxkZmrABcD7QLn3a70GDJB1xCYKZlv+AigDJnHkCGy8/99w/vlQVxfw3xbJhDrf4O+KQ0eOQFmZZfh30OMCoCMwiCNH4Jy1f4Af/SjEyylAMrKmzkOPDsJRxGMdEkwxEYCy6qzG44M+TgUOAWu98+fAY/AcLkKSjgnndxdnyRv19QEvKcAEPD+Hxx8Ps2fD0KEOPC4AOgMDOHIEZv1qL3z1VYiX8QGfHnucNavx92TtUec8CYAd1R1YmTYWWrYM8TEZXzjbrAEy4/ze4tZw9GjI9ewT55YtZU17164OPC4glHPfuy5uXLfhK+ctWyTJi4WCnBejc15dNYBTyl6BoUP95+wwBG7RokUopSRED+SYwPUMkJKSwoQJE1i4cKHFp8ToT/8+Gy1YsIDOnTszYMCA4DEhYXrjx48nJSXFe49Tpjh6mNbV1bF48eLgOYRgksSAJk+ezKFDh1jrIN+FK115paOY/CjOPXpI+HdDA/Ad5zxypIRX2yiKc2mpPJdC1pn7xvnDDx0ly1q4cGE45xtvlGVJAX2nOTu8J0ZxjliKAD5yvuIKONs+PVIU5wj5xrmZynFH95iaQA4XngezcS4CBnIESWrUu52+1usCoAZ4y/u1XvPmNWZnNFKwYaavwTkZgO2HAp20ysoQ/ycjmVCPAh5lGX3zTejcGTZscODxM2A0kmUZtm1VUFUV4qUlMAI5z3jn0QFn8fglstZaEuscog1byIHk5BAf4wP/XeSdP6WgfXs5j5b+QM6hhpwn2HEo+BAI91iKpxmsGxrEp4WCHlcTyvnJHefBpZeGePGJs4MHaThnKXOwmeMZXbMEJk70l3NDAxw+bOnRlnPY9ewD5+HD4Z13IDfXgcdwzvtrgw0mXznfemtjNlhrj+GcQ703NWddn332GZqmMWKEcCY7WwZfDx9u3Gf8+PGUlpaye/duD8wFlJYGQ4bIfcdGq1evZvTo0Wh6QqOIhnHLli0ZMWIEixzkGHClAwccJUUrKSnhyJEjjNbLluzYIfkY/v73xn3GjxfOnnqMh/PNN8MXX+iJPxo9es7ZRQeoyThfdhk8+aTtblGcDTpAvnCurw8mRLLR6tWrwzkbyFfODiZuojhHrCP2jXP//pIAz0amnEPWu/p2Pa9bBwcP2u4axfmZZyS57aFDYR4959xMdayj25zlItFTRkYDMjswngpaU0MLLpwmI8a1teOALsBc9u1LbE3dYMNsDdAKOAGAFu2CD4GZMwlkGR0P1ALLvZt5dvAgFY81yKzzkMbtC9KnwMSJABEelwE13nq0eQCIR710tXj8im5MzNkCP/hBiL9eQA9gkXf+NA22bpVSUpb+QDj3RToRVpwBFnvncfZsqWm5fbuNxypgAxCc+a1LDzaYwj0uB6qbkPPQiO1EcO6Jp5wPH5ZaVbbXCjQZZwcy41ybHsw82Rw5t6KCfVp7ePxxfznrnTMHjc41a9bQt29fWupJZG66SRpLIcfqjbrFixd7YC6gyZMlMYxFtBBAVVUVGzZsYGhoJEdWVlijU/e4fPlyqqurvfN48cXSwbDRmkD5lkaPBg3jXr160bNnT28bxjpnB22IKM4G8oUzSP1zm9+iIeeIjq7u0XPONgOoukw5h3hsas5FRUXhnOfOhT59YOfOxn184ewwWaQh5//9DyKyLPvC+Ve/Cht8MlMU56xgZJ0uXzhXVMDgwZKEzUZRnFNSJOLKYNDF8+u5GcpxR1fTtAxN0/r7aeaYIvTqq1EXuJEKCuCuu9YjIW4n0bZXFi/PqWH0365nxgw4ejQJOB94G6jxLvPy7t0SKvrf/5ruEmywFQGDgSQyM2HaJcGHQEEBPPcc9OgxDoDs7EU895yjaCF7ORhJnDkT0tM3IJ1suXllZkLvwcEHqe6xY8fxQBVduqzy1qODUiQpKWuQUMsTGz3qDV/dnyQbHU9y8kKefVZ548+BwjkPafRnxLlXr+FAOq1be8y5vt6ypqVw/gIpiRP0aM65ms6dVzYhZwndapnRwOr6wfDYYxGcT/KWc+vWUuvw5pst/RlxHvrwdGlw9ejhL+dnnpEyXBEN3EiPzjmfhOecHURoBDm3QOdMRiZtG/bDgQP+cnaRobyoqIghQ4ZY7jN8+HDS09O9n2FxoC+++IL6+vpwjwYdoJNOOomqqipWrVrl3Zc7HIguKiqiRYsWwVBM/R5l4FEPOfRE8XBeuBBOOQU2bWrc5Avniy6S0j02pfUMOc+eDa+9FrafL5zHj7eN0IAm5OxiVnzNmjXh57CmRpZZhMz0jRgxwnvOspbE1qMh55YtpaMWIl84O5QbzvqSAE8UD2eDwTVfODdTOeroapo2DYkDezfw72Gapr3up7FjQi4gB6FbhYXw0EMyKtOt23hmPqA1NoiCYXynI2FyKyK2x6EDB6TYuH4TM1BBATz7rCIpaQ0whJwcacCNPzvQ8QxceAUFsH17O3r0GERV1SKmT4fevT2YedYvbIsOUEEBXH55cLZU99hrUOuwG0NBAfzudycBsHv3Iu9KkhQWwp//bLlLQQHk5q6hRYsBaFpao8eCl8+HJ55o3GfLFrjssvHU1+9i+vSt3pzDrVvhrLPAYuSvoAAef7wS2AgMDXKeeRaUlMiocWC/rVtTGTAgj+pqDzk7eAgUFMCllwZn0cI4hzykQjnv2bPYO84OGsYFBTBoUBEtWpzYyPnZ55PI3r+p8aL1jTPI7H1ysqU/I84/uiJdGiSBcLNwzou941xWJqGfFmswzDlnNVPOqeTkwDPPJ8s5DOmM+8K5WzfYswcuucRyt8rKSjZu3Bg+u7J2rcxkhiwFSU1NJS8vz9uZgWeegfz8xjWiZioqEs5hHu+9V8p4heikk4Sz5zMsDhudJ554IqlSwFmur8xMw9nIXbt2sXXrVu/8ga1HQ84VFdLZ3bu3cZMvnB3KkHOPHtClS9h+vnA+dEiihWxkyDnketblG2ebWfGKiopozgazzr5wvvFG6VQHSi2ZyZDzSy/BnXeG7ecL58mT4ec/t93NkPMrr8igTYjGjx/Pzp072eZVYgUfOI8ZM+bYjG6IfocsDDwIoJRaDRznk6dj0jVzJvzf/1nuUlgoocj79y8CurJr13Fccw1smHIzPPNMSKjhKYH/fgR4uOYQbB+kEyfupKHhAE89NYQtWwKzJnl58NFHMHBg2N+ye/d4qqqWoFQ9W7d6EGZdUSGN4ogRwUi1arWGtLQ0amv7BT1GzAwUFsJtt3VGQjYXe+MP4LjjGjuCVvr66yJ++MOhNDQQ9LhsmTQ+Qzz+5z/BdX2eeCwrg3fftS2kPnCg+Pjvf0M4Z2VJ+KH+UAh4LC0dT03NZyhVmVDOLVuuIT09nbq6PjacOwH98OwcgvS2fvtb29327VvDD384JJyzgUfPOZeWwlVXweefW+5myHnbNrjlFli/PsyjcF6FUoebnvN110kHKsRf8Hr2kLPDDtC+fWu46CIDziGDa75wTkqCTp0sB/+AxkQqYTMDBw/Cf/4TtURg/PjxrFq1isMha3fj0saNMoiaZN1EWbNGOPcJvX8OHBiVlK5z58707dvX+46ug/Bvw1lxk7Bb8LDxftxx8NlncOaZlrsZcjZoGOsePeX8/PO2CfrAhPOCBfDHP4bt5xvnWKMfHnkEvve9sE2ec3bYDlu3bh0QwTkrfMIh1KOnnEEGC/R1tyZas2YNGRkZ4ZwXLYqaCPCF88aNjtbcG3K+8EJJzBoizzk7jNAw5Jyo67mZymlHt1YpdShim0fz8cdkqlmzZH2ChcKzoI4HNI4cgdQP34aPPgoJNewADAI+8n79q83DXl/TEHbhtWsnoVEhx86YAXV1JwPl6FlG4w6zPuccKdpuo6KiIgYNGkRKaANab/UvI4EAACAASURBVIwEQk+C5/ok9KyznoSBP/UULFliucv+/fvZsWOHbYNpxgyoqsoFstAT2MTtUb/BxsJ53z546KGwzpNwHo+Eli71zqPDxkhubi7JobOW3/8+/P73Yf6E83g85Tx2rCRTspDOeWhk9uiIhBzhnCVzYtwet26VcMCvv7bczZDz/v3w6KNQXBzm0XPOLhqdUZxHjw7LWOkb51mz4OqrLXeJ7Xr2iHNxMfzmN5br2cGEs0WDqb6+nqVLl8ZhLETxXM9r18o6toiQwfHjx3sbSujA4759+9i5c2c051/+Mip7am5uLllZWd5lQk1Ph2HD5FlrIUvOBh0gTzmvXCkJLW1kyPmDD2Smz2/ODu45ppyvvhoCs4+6POfcr59kdh492nI3fba0Sa7nv/0talbWzGMU54h2WKjHZsN5yRJYsSJsk+ecHQ5oGHLu2VN+ixEJRT3n3EzltKO7XtO0S4BkTdP6apr2BGDdMj+m+KSUiyyt+4Ct6Nl4AQ7UycxA+FqvCcBijhyp9SZMz+GFpz9IBw8eHNx45IgYCGkYy9+iPxQWR2yPURMnWq45LCyUkMoPPlhDcfGQ8HMyaZLcnAOlNII+xgFfI+GbcfpTSvyFpPg38jhwoJzDWbOGhnuMmAESL8lAPsFM13F6dMC5sBBuvbUIyGLChJygx0OHJCt3yENAvOQH/rU0YnuMmjxZZuws/OXkKObNK2LDhohzeMop8NOfGvgYB+xHsuN6wPnFFy2zf4dyfvhhN5w9OofxcDZIyOELZ5t7oiXn7dsl50FtbYQPDzmDDJyMH2/6tiXniy+W32NAvnD+/HMZ6bQZ0CgqKiIrK4sceXiIDDgD5OcLZ88aTA5mS5VSFBUVRQ8KvfUW/OQnknwlROPGjWP//v18+eWX3nj87W/hvPMsd4lKXKPrttukvF6IkpOTyc/P9+4cfvklPP20bSROk3J2MFhgyrl1a3k2Byoj6PKUs94OczjIG+Vx06awNg74wDk7WwZNOnWy9RjFuWNHmQzo0CFsX885v/8+vPyy5S7NgrPDtmyUxxtugHvuCdvkOecBAyQCor91qiRDzr17S0cgtA2OD5ybqZx2dG9ApgOrgX8hWY/Mew/HFL+qq6GuzvbCkxBkPVww+COuSQvOABUUSLsmNXUicBhY5U0IXJs20hmMuEmGqrAQ7ruvCMhh6NA2we87fBh+/GO5AYb9LTlI7ctlEdtj1NatsGuXqbdrroGtW/cAezh8eGj4OTntNLjvvsYwyaCP8MZ7XP5sOOse9+yRG2xZ2ZBwjxEzQEEvecA6oDJ+jzYhM7rHykpZh71tmxb0aJh5EiAbScLjEeeLLoK777b0t23bbmAflZUR5/DQIVi9urGuZfg5pNFj3Jx/9CPJcmnh0ZTzxIlhs8G+cLaJ0HDEOSyTLHjOecyYqA5CpD9Tzm+8IY26/fsjfHjIua5OlmSYlGyw5XzvvXDttY37+8rZQaNuyJAhwTIfocdEdICys7MZMGAAy5YtwxM5aHTu3r2bffv2Gc+KG3jMyxPOnnm85RbbrMuGs6Ug10lZWdT+eXl5rFu3jkoHIZS2WroUrr++8fdu5TGKc3Y2jBgRxcAXzjadSFPOJmG3nnJuaJB1mxYDV2DB+cor5YKPkKecN22SJW4RAztGHqM4d+8ug+whg2vQTK9nPzk7bG+bcjZYiqB7XLt2rTehwT16yACeRZlH3WMUZ5Dfcl1d2Ka2bdvSv39/7zg3U9l2dDVNSwbeUkrNUEqNDrx+o5Sqsjv2mOKQw7DgmTOhRYt1gX8NAiRUuefA6BC4mprwdbpxh8BNmiRhRyYZE/VG3ZEj0jAO61wbNEYkzFpDOpLLGv+WuMKsL7tMZkkMFAxdXBPYMiT8nNTWSmMkMAMUDAMfiJRKWha/P5tGZ9BjEdAR6BLuMTdXRusCCnrMBxqAlfF7zMiQUUSTRBLiUSHnUUY6Gz0azAyEe1wKqPg9lpc3dlSN/UFoOZewc/j669KJDEyTBf2dCLQGlnrjD0yv53CPnYjiPGsW3H9/4/7RnD/1zqPlb9GEs+n1rHv0iPNNN8HDD1v4A1POER6jr2cPOB84IIMSr7ziwKMBZ2iMIAn36CFnBx1dpRRr1qwxDqHv0sVwjbQ+e+FJKOGAAZKMykKGiWvAtKM7cOBAWrVq5c3sRW2tzJjaNGCLioro1KkTXSKSJlFQAFOmRO2fn59PQ0MDn376afweHazpM+Xcrp2EFV9wgaFHzzg76AA1KefkZFlnGxFmbuTRkHNEJI4uTzm/846sAzb4Hl2mnC3UrDinpkZda55yrquTwfKIGU8jj6acDTq6nnLesQOWLw97PkTKlHN1tdyzH3rI0KNnnJupbDu6Sql6oEHTNOt0acfkrRyOuhcUwIQJ69G0LKB7Y4bRHqO7hh0rbfjOyOzKxxHb/ZE06qqBYvQyH42NurQ0ufAisqA+9xxkZ+cBJfTosS/+kh8WI8bBv11fP5obvv2tt2T0LLC4PxgGngyMJjV1mTf+wJRz0OMXyECGFr79ySfhH/9o3D9YqknC2LOzl8bv8Qc/kJDbjh0tPO4EKtAHWxq3p6VJEoqI7NXPPQft2uUBX9Ot2+b4PU6caNgoC/oDOYc0emzcHtFgah6cI7eHK5qzBx6VEn+WHm04h4SXhXPeS7duW7wr4WPqD77RnC+/PCw0zRfODp4tO3fupKKigkGDBoW/kZYGX30FP/tZ1DF5eXns3buXLVu2xGEuoIcekrBbC33xhXCO8mgSdpucnMzo0aO9mb3Ytk3WRpoMaIR6jPKnezTomIwZI5w98RgPZwt5yrlTJ9tEjKacTTq6nnKur5cOlk0nwJKzQQeoWXHu3Tsq7BY85uxg5t6U8/Tp0lE7/viwzZ5ybtVKlhZNnWrr0fAcmnR0PeU8Z44kcTUZ0AcLzqmpMmhjMuvsGedmKqehy5XAWk3T/qpp2uP6y09j33kdf7yMGtuUgACorV3P2LG5KKUFs3c++yx8HOzQBkPdxiFrN1XE9hj0hz/AiSeaPgSk8bYRSUZzYvh2TTO8ORQUwNy5MpL/3HPL428UW4wkBv/2YiTEsmP4doMHqV7y41e/ykOp1Vx4YZyBDTYPqXCP/Q22R0tKNXWgT58+TJq0zPdauuJFX4dk4NGE84cfCueHHlqaQM7tkMRsBpwjOuNbtsCdd+bT0FDEBRdYh4U58hf6XZYeDc7hb34TlqFc96hznjjRg3P485/LOTAp3WPJWdOkk3vvvVEedc4PP+yBx8GDTRM9OeZscD3/+tcecbaZubflnJ5ueK14yrmiQho9FiWaigPrCvvbrAcLVaLXexUXF9OuXTs6RC6dMQl1BPFYVFTEUZswT1s5nBUvLi42PocmDeMOHYSzJ+dQ55yebrqLJefTTguLItHlKeeXXpLEYRYy5TxliiQ7NKjz7BnntWulE2RR/aLJOZeXx3c9l5eHlZHS5Snn5GTbpGjFxcW0b9+e9pElNS0yNXvG2YEsOZsMaDSb61nTTD1+F9bpOu3ozgV+i0wFrgx5HZOfSkmxrd+mlGLdunW2I7LBEDg98UpJ/CFwO3fKWjSTG5E03koC/+oXsR3TC2/jxlFAEmefvSz+upEWHaDgOSkJ+NPCz4nJGiCAqqo8amtrycj4LD6PAwdKz9+kBMTMmZCRsQ9hJucwzOPTT8u6RQN16pTH668vRdNUfB4ffhimTTN9W8Ln9Q6Qgcf166PKQACsWZOLpmVSUJAozsXG/kxmgACOHs2jrq6OzMxV8Xm0aRgL568x5VxdDZs3Gx7bqVMeb7yxLH7ONrLlbFIKRud8ySUecN671/R7bDmbzACBXM/NgrNJwxg85Hz//VImyKIBqTeY+vXrF/3mT34SlqVcV25uLpmZmd7MXowZYzjLFOnRsNE5Zox0UAyy0OblCedVq1bF58/B0qJ9+/Zx4MAB43NowTkvL49ly5bFH0qo3xNj5VxaKuHZEfKUswOZck5Pl86TQd1vzzg7CP/++uuvv9mcTTx6ynn5cvj73y13KS4uNva3dassQTMI//WM8+LFsjTLIkOyJeebb4ZXXzU8Li8vz5vQYD1xmwPOpoMuBm3ZwYMHk5GR8a1ep+uoo6uU+rvRy29z32kVFUkWWZsSEGVlZezbty+6o/vqq3DWWY3rS/UQuG7dxgHQvv2S+EPgbDImSsM4vKMb1qh7662onnZhIdx0U2skrG9p/EmzystNGyP6OUlOltkVPey78ZyYNIwLC+HZZ/UENnF6bNFC1ji3bGnq8bbbgrNoUR737ZOMxhFJBgoLYcWKfOrrvwJ2xOdx/Xr5PZqooAAmTy5B01oSGj7f6LFLF70HEubv2mtTUGoksCx+zhYd3SDnEtxyfuaZYKKiuDwOGybJYUwGJYSzfq2YeKyq8pfzo4/CjTeavm3L+b77ZD1bhL8gZw+u53g4DxgA770n4V8RHj3jbNPRteWclSVJZfzkrGm2NXRLSkpo2bIl3bt3j35z2TJpuEYoJSWFkSNHetNgWr/ecs2h7tG04Z6bG3XPAQ8T2DiY0bVtdBpwBplh+eqrr9ixY0d8Hu+9F2w6AJacTTpAnnKePFkyydp4NOS8bx/86lemHSBIDOeSErmeDTlfcgm88IJh1FteXp43nB2sf21yzg5UUlJifA6PHJHlWaWlUW95xvnQIbnfpKVZ+gMTzgMGRJWRCvXoGWeb8G+dc7du3aLftOA8atSoYx1dTdM2a5q2KfLlt7nvtDZskCLZJqOBII2cIUMk4/IDD+SGN3q2bYN33w0rgC0hcP3Jzs7me99b4mu4qP5948YVk5TUGU1rE92oGzRIMsmFKJisJR9YDjTElzTriSek3IeJzj//MPX1O7jvvn7BsG9dJh2gGTPg6NGuQC/0pFkxeywqkhkWi8yYvXtLg+nLL/u78lhbG+yMx+XRwYNU04oZNqxfePi8rtmzJZQ+wl+Q82dAdez+6uvlwyw8nntuBfX1u3jgAYNz2L27NEYikt8I585Ab+I+h61bSwfLJKEXBDmXljYR54UL4cMPLXex5PzOO1K+J8Jfs+GclQVnnBGVJV44d0Eyvsd5DkeMkMzaFiG/Tc75mWcMk5KESp9dicrcqXs06YTm5+ezatUqqqurYzAWkM7ZolFXUVHBrl27jBudR4/C448bdvK6dOlCTk5O/GF6DmZ0LTu6Z5wBf/qTZEKNkN54j9tjdjYcd5zlLracTdofnnGeP9+0KgI44PyHPySGc6wDGsOHS5Ijg/PrWcjoXXeZziaGejTlbBJZp3v0hPP3vw///a/pLpacLSLrPOPsYObekvPGjbKGtip6KZvO2ZNBF5t2mCXnn/zEtBxaXl5e/JybsZyGLo8CRgdeJwOPA3P8MnVM2N5g9YzGZWWSKKmsbFD4CL9JOGZSUhI5OWP5+98/ISmJ+MP0bC68+voSTjqpHw0NGDeMI748mKwlHzhA3LUtr7zSMnunXoPN8ObVrh088EBUCFy4xzhrW65YIfUYpTdgqJKSElq0aEHvkOzKjTJpGIuXoUAaoaVdYvLocCTRcNQd4D//kc5ulD+Qsik1wOrY/dXXy2zi5Mmmu+icTWeALr88qlEY7jHOc7hunaxFs1hLpHMOq38X6hGaN2eDDpCnnPVBO4t7jiXn+npJHrRuXdjm8Os5znPYpYtkQM3ONt3FkvPo0XDrrVHhmJ5ynjvXtMxVqEdLzhbhmDU1NY0ZVGOSg86FJefaWsnOPW+e4bH5+fnxNzpHjJBEgEYzJwFZcs7Pl/JEqalRbw0dOpS0tLT4Pf7jH/Dvf1vu0qSc472eLZacgEecHc7omnLeu1d+hwbPd884H3+8YZh+pEdTzlOnSgUNA3l2Pb/6qnQGTWT7fNY/x0DNgvOCBZI0y6BkmM457s747bfL4JiFLDnfdJOEgBsoPz8/fs7NWE5Dl/eFvHYqpR4FzvHZ23dbjkp9gNTQbQd0Ni6lEdHwLCyEzz8fR23tepQ6GF8IXH6+bR1B03AUkM5PRLKL6NqWcdSqPXpUwkUtZkv1cBTDm0NGBvz612H1S6M9bgV2x+7R4UjiCSecQIpBSQ+zh4B4SQVGENoZj9mjhb/q6mq2bNliztlgxNjTmsSpqZKsKaIWYKhsk+t88klUaFS4x23AV7F7fP99GVG1GDEtLi6mT58+xpwHDJBRoog1+55ythm48oZzHLVqNU1qzEZcj6Gy5KxpkkE8IlNu+PUcJ+eSEhnAsygBYcn5pJNktjViwKFZcbaZ6YM4Z6ninUXTw7ItOmnbtm3jq6++it1j375So9YiQsOS85Ej8MUXhh2g1NRURowYEX/D+M9/lkgVE9lyzsszvda+M5yHDZNGlUUiJUvO8+bBqaca5lfwjPNrr8nMuIlsOd95p7wM9J3h7NCjKWeLzrjOOe7OeF6eRIKYyJZzVZWE+xt+tEdRJM1UTkOXR4S8Rmma9jPAgPYxeSb9gjFZSxUcyd+AZDSOKDtjGQI3LvCvOEPg7r3XMCujroMHD1JWVuZqxDi8hmkWcdWq3bwZxo6VToaJ9Bts3759jXfYulXKaRh6DDbeY/ZowxlsRul69JDSOhE336DHPCRvXG3sHgcMAIv6exs3bqShoSFGzt0DrzjOYXW1/PAtOpElJSVomsYJJ5xgvMPpp0eVMwk/h8TnMV7O48dLaFTXriYe84mbs00HyBvOcdSqzcoSRiazD2DDOSlJzn/E4J+n1/O//21bc9OSc0ODrBeLKCHRrDj36WPaw+7evTvdu3ePr1GXnCwhdhZlZ3TOfYz2SUqSnAc2nfG4PG7fDmvWWO5iyfmjjyQRocln5Ofns3LlSmoDOTZikk2Ehi3ne++VzrKBPOHsIPzbEWeLMHqIk/Po0dLGMcmhoXs0PYc2s855eXnxc/7NbyS6wES2nMG0ckaiOZvet3v0ME1C6AnngQPhiitifz7bzDrn5eXx6aefxsd5wQLJXWAinbNpR/faa2XgxkA9evSIn3MzltPQ5VkhrweRYeUf+mXqmJAZgezsqA6MrmA740sMMxp36CDrxCJi9aUjPAZB/0nEdm9lOVsKpmVnpLZlElLbMo46sA7Cv//wh2KgJwMHZhrPao8dK2tgDDz27DkcSCErK47alhUV0oI1yBxZWAg5OfWsX1/KggX9jf2NGyejuRE3N91jhw75QBVduqyN3eMLL5iu6SsshIkTZbDg1ltNPFpyBsgnJSUOzkVF8kEm60sLC+GPfyxGqRxOPDHDtcdevYYDLcjKivO3mJlpeD2Hcp4/3+QcmijIOQ/hvCZ2jx06SGI0Azni3KFDVDKPaM5xXCv19YbJe0I9NhvONtezKeclS+S+v2CBoUdPONtEaNhGP/z+95L/wUT5+fnxzQx06yblXCwGNIqLi8nJySHdrNSGxazz8OHDadGiRXweH31Ung0mqq+vp7S01HpWHCwbxlVVVayx6UxbKl7ONoqbs6ZJcr6IwbtQ2XLOypI6twbyhPP+/fD116ZvO+Zs0RmPm7PNwJUt5zvugI4dTY+Pm7PD2dLevXubc96+PaodpssTzlOmSIShwX0b4r+edc5r166N3eOll0oFDBNZZtYGy7XYEMwO/W2U047uVUqpSYHX6Uqpa5AFV8fkl+69Fw4cMH1bylRUImF2MtoZNsI/erQktIpYnyod4VbAEGBJxHaX6t1bRhMNVFgIZ58tHd3rrrPoAFVWRo0m6rUtZ8zIp75+Dd/7nvn6VUtZ3GD1Nc6HD0uGVtMQbpMGU0EBbNuWwahRwxg5Mo7aliYPKd3ftm3bgGrKy/u7DjEvKIAVK2Q28re/9aD+ponHvXvlBrt7dz9jj/oN1oTzH/+YR13dZs44I7qWnyNZhH/rHo8ckZIzppxNHgIFBbB1azqjRw9jxIg4ahKbNDqDnLcinE3O4eefy6yCwdrKcM5xeFywQBrwJh5tOf/xj4aZMcM5b4qd8/z5ErptUALCMWeL63nr1nRGjRoaH2fb69mGs0WDyTPODQ2OkihZzgBZKC8vj02bNrHXoDanVzItOaPLolGXnp7O0KFD45+lsmi4b926lZqamrhm+iDOWSqHHSBTj489JiNUJrN9cXMeMEAyeNssObHkvHmzJFczkCecf/1ryeBtoi1btlhzdjCgAU3MuUULaWv6xbmhQWZk27a19Bjr/cYTznV1pn8/eMc57gGDeDjrzz6/ODdjOe3ovuJw2zElSAUF8Jvf6I3KvtEZjU0UXk93KVAfWwicUlJH1yBrpN6o27evBEhi167jzRt1DQ2miZiqqvKpr6+nZcuVsSXNsujoyhpnhdTclAepYQi3xcwAQNu2eSxYsAJNq4/N4xNPyICEoT8C/gD6GfvbtUvWi730kuHHL1qUQ1JSZ66/PsYapkpJduyIsN5wjyVAFyDL2ONvfiNhxSb138rL5SHQqVOMHh1xlgENsOBsUc4kOzuPjz6Kg7PJQyr8HAL0N/aXkSE7mniMm7OFHHO2UbPhbHk958fP2aAT6ZizTQfIE847dkgnxkQlJSV06dKFLLPO8IsvykycyX1bb9QtNyhB5Eivvw6dOsngjoGUUtZhhCBrI006QCAzLCtWrKDeYi21peKdRbOZ6cvJyaFz586xN96VsvVoy1lfEmKSQC9uzjZyxDktzbKuaNycLcoTgk3JGbDtAOXk5NCpU6f4Odt4tOSst8P84jx2rMzImkRA6JwtBzR+/WvTGV3wgPP06RK+bCJbzv36SZmrU081fNszzvFczzac9RBwv67nppRlR1fTtAGapl0ItNE07YKQ1+WASYxB2PFTNE0r1jStVNO0Xxm8f4qmaas0TavTNO37Ee/Va5q2OvB63eXf9c3Xgw/C735nuUvfvpKp7rPP+kZnNK6okJHSF18MO0YPgWvffixQSdeu62ILgauullEwy0ZdMXAckGrcqJMpDmnER6iwEJ5+Os5atRZrQyRUuwwoJzT0OyqE22JmoLAQPvooD6Uqgc9j85iaapihNegjWEPX0F9amsyi7dlj6O+nP9VoaMgj5nNYVSUNToMGWbjH/gbbQzyahOAXFsKsWSOB5Ng9WszoipevgEprjxYdIOGcj1KHgfWxeXzkEUlSZOgPbDlbNJg84Xz0qISKvhI9fumY84cfwvnnGya8COccY61aLzj/7W+mnbzg9RwHZ5OZ+2bDWZdF58B2Fm3/fskWb9JJGzlyJMnJybHPXhw4INlqTWpafvXVV1RWVlp77N7dMvN1Xl4ehw8fZr3FmjdLOWh0QuwdIE3T4g8l1OvMmsiWs01nPG7Or70mawZNygs54vzkk9JWMpHfnG0HNLp2lYEbk6SdmqbFFxp89Kgs6bDx2KScbeSI89KlUcs5QuUJZ4N2qC5bzhkZMHKkaXI6nXPMHd2qqvg5W5RpAv85N6XsZnT7A1OBbGBayGsEcLXVgZqmJQNPAWcBA4EfaZoWOWSyDbgc+JfBRxxVSg0LvM618fnt07vvWl7YEEzJbpioITVVQvwMUroXFMDy5ZKQ6q67Pol9nRfYNOqCsyvh2wNq21bWBBokGZDalh2B44m5Vu0pp0hyGIM1QBKqHd7oDG4PkcVM34wZUFMTnk3WtcfHHoPnnzfxB3IO2wAdzf2BocfwGqYlwH73/ixm0cI9GqwT1/XZZ3DddVFJvXSPR4+2BAYT8zm09ajPoll4vP9+qcloIOEcTEgVk8cuXQyT64Sfw2ygg7E/i4axJ5zLy+V+YzBg4pjzV19JrUSDLOfhnGNMgmcxcOWYc26uaZIjT67n3//ecCax2XA+cEAeABbPFttZNJtZ55YtWzJ48ODYG3U2yWtsO5EgIf4WCXriTmDjoAOUnZ1Nh4iazY1q00Z+JxYl0fLz8ykpKWG/RdUAU2mafIdNZ9ySs01nPG7OO3dKfoWITPKh/sCG8/vvS/k6E/nNuaSkxJpzRgZMmyahuybKy8uLnXNammTvvvJKS49NynnuXEnQZ9KOss3lonu0iMTxhLPNrLgl54YGmUGy+P68vDyKi4s5YLEk0dIf2P4WLa+VsWNlUMikQx8352Ysy46uUuq/SqkrgKlKqStCXjcqpZZYHYtkPCpVSm1SStUALwJh1YqVUluUUmuA6PjX77oc1Kj98ssv6dq1K62MMsWlpUln1+TmsGTJcSQldebaa5d4HkYojTc9jNCi0blpk9Q/3bEj6jM8qVXbuzdcfLEeqx2mmTMhNTW8YWwYwn3ddabrkMVLH6S8U4y1Lf/+dxnxNfAntvVZNM3YX2qqKefwGqYAy937sxjQkHXi+4Gv0QcLDD1u2ybZOw1G7sM5L0e/FbjyOH48zJplOIMzcya0aBE+oGHo8aSTJLGXgcTLCUB7Yv4tzp4Nb75p6M8R57Q0aRBazqzHwdnienbM2aLB5AlnG4+OOC9aBP/8p+HHe8I5N9ewpqUrzr/7nfymDf1BXJz37YN//cv0oP379/P11187mwGyaXguW7aMBoOlLbayadQ5WkM8d65EUZjohBNOoH379rHPXtx1l9Q/N5He6NTMZs5btICf/lSWhZgorpDRsjK47TbTrM7fGs42CXbi5uwgoZclZ5BIHov6pHGFjCYny1rnTp0M33bEedAguOEGy8zScXEuLpZzYFAzWt52kBTNZmlRk3PWNPj5zyWJnoni4tymjURMnWs856dztrxWhg2TCA+Lkmh5eXmxc27GcrpG93uapmVpmtZC07QPNU3bq2naj22O6Q5sD/n3jsA2p0rXNO1TTdOWapp2vtEOmqZdE9jn02/dAmqHHV3TsjhgenMIhsCNBZbEFgKXkSGjiAMGRL01cyakp+8CjmDZidyyRRoMgZnpUIXXttyJ/HxcJs364gsp42CgggI47bRiIA3oZb7G+cwz4fvfN/gE3YsW8BhjbUsTznqIeXKyzIpbrsE24Rz0MTrgM4YaphaNkYICuP32S4IVzAAAIABJREFU4BpiU48Ws87hnMuRclkuPQ4bBr/4heGDtKAATj21GE3LAHqYe9ywwbAjGvSic14Wsd2hHnxQOhgG/oSzJFGy5HzddbI20tAffOs55+VJ490gpNUx58JC+a0YyBPOr74qYb0G/hxzvvtuwwQ9fnMGh50Lm1BHkAZTeXl54+e5UkWFLHUwCV0uLi4mIyODHhazZHYNYz00OObZi1NPtawh7yi5ztq1hs8+XaNHj0bTtNg87twpGVoNIrp0f2DDOScHLrzQsgP0ref8i19I/XMTOeL84x/LxW6iUaNGxc75q6/gT3+SMogm/sCG84gR8Pjjku3cRIng3L27RffAb84OIjQsz6Gm2XrUOcfUGU9Lk+gPk6oIjgYLamokeVtlpeku+fn5sXNuxnLa0T1DKVWOhDFvQaaxbvPLVEA5SqlRwCXAo5qmRRXYUko9p5QapZQa1dEiPfo3UocOWY68gHR0DcOWdbVpYxPSOg7YCJS5D4Hr1g3++lfDhndBAdxyS3B2xbRRp/99Bh49qW355JNwwQWmb6eklDBoUB+USo5e46xrzx7TcJTwOqvrgQr3Hi04n3/+Yerrt3Pfff3M/YHUnDSYGQj6aw0MIqYapmlpknrfpDV93HEyK15c3N/coyPOwfXYrj1u3WqY7VdXcnIJgwf3Rakkc48vvCC/FYOMhOEePwfKfeC8g/vvtziHIBmRDX7PnnA+dEj+a+LRe84xXM+TJ0tmZ5NRdUecTe6J0R5j5HzttTJ7byDHnPfuhd27Lfz5x9lRuGiXLhIGZ1YKhDizjA4ZIjUtTTiXlJTQt29fkkzqagKWnEM9fv7555Tb7GeoefMkIslAhw8fZseOHfZle847T6ormKh169YMGjQotnPoBedhw2TNvsU+cXHW74nNmfP06cLJQJWVlezcudOec5s2QR4GysrKYuDAgbGdw+Ji+OUvTX+LjjiD5FyJqN0dKr859+vXz5pzr16y7t5CcXG+8koJMTeQK84W361zjqkzvmuX5NsxyH8BDsO/166F44+Xe5eJPMkO3QzltKOrL6I4B3hZKWV+1Qa1EwgdfugR2OZISqmdgf9uAhYAw50e+61QdrY0KAxUWAi9epVTVlbG3Ll9zWdix4wxHAEKRq3poZqfRGx3oIYGy3TsvXrJhbd9u0UnTX8IGzwEgrUthwFpsdW2tBkssF28D9Jozc+XZAAmHjt1ygcUnTqt8NRjaaDzZuvxr3+F66839afXME1KWs6zzyp3/gYOlLCjkSMN3y4uLiYlJYXjjjvO/DMcce4PtKFVqxjqrM6YAWecYfq2o1H3Nm2gtrZJOOtr7W09KmXpL8h5mXvOKSnSwTAZMHTEuV07WS5g0KCJ5hzD9XzggOVotGPONTXNm/OZZ8LV0SkwPOFs0wFyxHngQKn3G1G6LlT9+/enTZs2sTXqLr7YcgbM0X3bgrOu/Px8lFKsMJiBt5RSMvhn4tEx5zZt4OBBy130kFFl8aw1lBecHSguzn362N63bTm3bSvRZdXVprvEzBlg3TrTMo+uOFt0dHWPTca5tFQGrSISl4YqLs4O2mG25/DOO2H1astd4uJ8553wox8ZvtUsOK9YIf4sZu7jaYfpiotzM5bTju4bmqZtAEYCH2qa1hEwf4KIVgB9NU07TtO0VOBiwFH2ZE3T2mqalhb4/w7AScgQ+3dHJSUSwhYhvXTP9u3SCTp4sK952PG//22YkTA4OTcSGcNYErHdgebMkXVGFiOJmZmZdLMIh7G78KS2ZSr5+cMZMiSGOrAWN9ja2lo2btzo7OZl4/G++2RWu6xsGTNmuAgBr66WAQOLhxTEXs9S97dlC1x1VR4NDfuZPr3U0/IzJSUlHH/88bQwSSgCyN/XooVpY0Q4J5GbO4bq6qVMn447jxaca2pq2Lx5s7OGsf5ZJh6DnJe641xVJY3ueGZXQMIlzzzT1F+Q8wGmT//S3TkcP17WkQ0ebOrRlvNxx0lolMnIeDjnZe45X3qpac3NbxVniwZT3JwbGqBDB9OMxI44O1BSUhJjxoyJbWbAohHomLOeWMaiUTcmEI3k2mNVlQyK+chZV15eHgcOHGhsbDuW/rnxcN6/Xwav/vxn013i4nzLLYbLOcAF5zvukMECk7BYiJPz4MGmZaqaFWeL36ItZwfXSlycO3aUQVQDOebsQDFzbmiQmdK6OsO3vea8f//+xkkMx3LA+YQTTrBvh4V+loF0zt/Jjq5S6lfI9N8opVQtcJiIxFIGx9QBPwfeA74AXlJKrdc07V5N084F0DRttKZpO4AfAM9qmqbnBj8R+FTTtCJgPvB7pdR3q6NromDYsX5D7Os67DgYApeOJND+JLYQOIt058XFxc7CjvTPslB2dj6LF69E02rdd4BMHvRbtmyhrq4u7oZxYSHccktbZC2yy5IfaWnSML79dsO39Y6u5TpsgKuukmRKJioshMLCGEs1/eUvMgJiMqrtaDS2Qwfp5BrMUoV63LAhn9radShV6c6jRUd306ZN1NfXxz2gIZyzgQG4Lo+jz9rYDGhYLkMAudYsZoCEczDUP67yMwYe4xlw0RXkvPbbx9nB7Ao44GzTYIqL8/e+J6HRJ0StBGr0aHsO6+ok6dYTT1julp+fz9q1azl8+LADYyGaOBHOOsvwLcecr7wSDh82TdIDkJ2dzYABA9w36hLEGeLIJqtHPlh4tD2HrVrJfd8mG3DMnC3kmLMDfas5659rkjHYcZRL6GeZKGbOjzwipaQM5Jjz/Plw8smmM5oQB+eyMmmjmERoOOb8z3/CSy9Z7qJzdt0Zd/Bb9JLzmjVrPL2em1p2dXQnB/57ATAROC/w/1MIxr2aSin1tlKqn1LqBKXUzMC2u5RSrwf+f4VSqodSqqVSqr1SalBg+xKl1GCl1NDAf/8a11/5TdO2bRIatXCh4VsivaN7QsT2EP3ud4blC8JD4MahaSt4+ukaT0PgbFOdgyQP+vpry1p/hYUwb14+Sh0F1nrWMHY8W2pzcwgv+bEMUO4GHjRNMicaqKSkhF69epFpkDU6THV1knzERDNmQFXVQKAVrsum7Nkjxd4NEpI0NDTw5Zdf2nPWNMu6nbrHuro8JBvvSnceLTi7Go3VP8vEn3DWExW54NypkzxMp0839eiIs02DSTifSEycn31Wkj0ZjGo75gyyns2irEuTc546VRIAmYR4xcXZwT2xyTlbyDHnlBRJcmSz1iUvL4+GhgZWrlzpzsjBg6YZWh1zzsiQ0Vyb+46ewMZVKKGDRqcXnAFOPPFEWrVq5b7xft11Mojavn3UW445p6ZKSKuDWaqYOJ92mvg0kGPOa9fCRRfJWlUbj15zdnw9P/CAaaZ3XQMHDoyNs4VHx5zT0uTlF2cLOeZcWSkZ88vKLHdrUs49e0Lnzpa7NClnv6/nZiy7Gd0Jgf9OM3hN9dHXd1t79sB77xnO3gTDi0uBbkDLiO0h2rdPapgaSA+Bu+GGsShVxeWXr3Y/W5qeHtUgKSyEnJwaSks38957/ew/r317aTiZKLy2pawldtV4v+uuqM2FhXDppXKDveii/tYebTpA4WVT9gCbI7ZbqLRUZh4+jw5WKCyEl14qZtu2fvZcbBpM4iUZqfi12MC7hSw49+q1jerqal54weYcgoSpWYTAiRd91jkGjwYPgMJCuOwyaQB9//s2v8Vx4yRD94knWvgD4VyGJHFz6C8pScK3DKIfgpz7Ny3n0lIpRRJxLbrmvGyZND4tPTYh5zZtZG2gSYhXXJxzcmQd2ZQphh4dc87K8o/zc8+ZrkXbtk04OxrQcBimB7B48WLL/aLkxQDltm1yz1m/3nK3/Px8ysrK2GiSndjUH8Q3yAtSjsTingiQnJzMmDFj3J9DkN+4QUe/2XAuLZVZdwM55nzwoMyibd9uuZsfnB2tIQZJFGkSuqsrOTmZ0aNHuz+Hv/iFzHIaDAw1G87nnCP1xQ3k1YSDriblvGAB/OEPlrvEzPnQIRm8M3hu6ZwdRT889hicb1jEplE6529T+LJdHd27A/+9wuBlXqH6mOKTxYUXDDsuRZJfm5Tu0Y8vLzdd81RYCM8/Pzbwr0/ini3V1w9v27YZqOfQoX72n/foo6ZZSkFvvPVCcpl9HLHdRvn5kjrfwOOBA8VAO3bsaG/tceBAWeucm2v4dnCAQV87+FHEdgtt2SLZfiMy6RUWwtVXK2pqpLSQLRcbzuEei4CDzj1acN65Ux5S+/c74Pz22/IgMJF46QAMJJSzI4+zZokhA48HDxYDHdmxo621x/btZf2nSSh+NOePnfvbsEFqMUfUiw5ylpIz3wrONgl24uJs4dEx5/374aGHTDtAcXFOS4OhQ6Nm0Vxz/sEPTBuG0R5dcv70UwkDNJCrnAAOGsYdOnRg4MCBfPzxx5b7Rcmmo9upUyeyTZakNOrAAXm2bNhgudspgTXfrjz26yf3M4OKA0op52H+Y8aYhmhHeiwqKuKgTeKqMM2ebToa/K3i7LADFBNni3aYK87r1skSIJtZxpg4Z2aaXviuON96K5x9tuUuMXNevFiyBpt4/NZw/t//5Jrzg/Mtt4DJ3+SotJCua66RQX0LdejQgfXr13PLLbc499fM5WiNrqZpbTRN+5Nes1bTtFmappmnUTum+GRx4elhx0lJpUBf63qMbdrIQnuTTKUSAtcD6UjKCJPj2dLJk6PCjoJhf8HSQraf969/wcsvm74drG05AelEqpDtFlJKOqiB0Bhjj3JjsPTYvr1kATXJgB0ceDgRaA985Hy9swnnGTPg6NEy4BB6HWJLjzacgx4nIOdvkTuPBv7kHOrntp89Z5sGU7jHxUCdc48XXijJlEw9OjiHR49Kz+OLL2z8nQh0xBXndetkx4i1bkHO5c48Tpok2SFNkmZ86znfdVdUqQ/XnCsqZE28bcmwGDhv2ABPPx3V0XfN+ZRT4Kc/Nf0arznrclSiQpeDDhDAhAkTWLRoEXUmv9koNTTIYI6FR8f+wFFocMeOHfnIpN66obKzpYNqsP63rKyM8vJyZx537pQOs0VZF5BzqJRi0aJFzj2+957UdDaQK84XXwwTJtju5pqzUs2f84knSgfVoAOxZ88eKioqnHl85x3JT2GRMR5i5FxYKJFrBnLF+bbbbGf6dI8xXc8ma4ibBWeLxG2uOLdpI3lrbNa2xsS5WzcYNcrwLVecN20ybeOEauDAgaRYRFp+0+Q06/JsoAL4YeBVDrzgl6nvvGxCKaZNK6ehYQ8PPtjHuh6j47Db8cjMhYrYbqGLL44KCw4ep3d0+9l/ns0MUHijbg9Q4qxRV1kJl1wCr4cn+g562YAknIncHqH6epkBMcmSF1zvnAScQnLyR85Lkvw/e9cdHkXVvd9JIRCQEBJ6CShdFFCpUkQFBUFREUuwAkqTz9674mdD/cSuP0ElIIgVkN4sdAgiSChCIICUxEAIIf38/jg72ZItt8wMG+R9nn0gszOz7867c+ece849J4DOzMUcjFr7bPeD9u25IFVpaVCOjRp1BlAJ1atLcOzcuZxz4eaxFUAcgLrB+QEhDWOTY2JiLwC5qFs3VYxjURGnHB86FISjwDXMzweGDmWjJAi/pCQDp0znyy4DXnwxYNpteZ1/luPol5/J8RTrDPCs9mWXBeEocA0Fqi4r67xiBbf58jm3tM45ObzkJEBrHKt1NrF161bExcWhboBJPS9ccgnQoUPI3Xr16oXc3FykBlhCUw4lJcB//lNu4sqTY+sAywu8IGgYG4aBnj17yhnGO3YA33/vV5+tLiNSiOOcOZzWeeRI0N06d+6MSpUqyUeprND5+ee5N3QISOucmxu040BY6NygAT9X/UxoSOkskXYrrfOXX3J7QT+Q0jknx2/vbl8o6Uykr3N8PI83ATKuTJg6S13D1q25n7WfPr1KOgu0DJPW+fvvgdmz/b61detW1KhRA3VCrA8GwBOow4aJf+5pAlFH9xwiepaIdrlezwM4205i/2pUrszpUQHSOcz1ByGrwJ1zTtDUKHdUtDfYiUzz2R4Ex46Vm4l2H5cGNoprhD6foGFco4Y5q7wcVaoI8jPPX45jNvj7tvbZHgCXXsrtlIJwTE8Hhg7thZKSdAwduldsvXNQjmbKXSuf7X5w+eU88xykV11yMrB3bxW0bNkZ+fnLxVu73H8/8NprfviZHFuDI+56Opscn3uOdT54cLlYa5dDh9jo/uEHPxwzXS8BnQVaLJg633ZbL5SU7MHQoXvkdPaZ1fbWWYBjcTF/3yARIGWdW7cu1xdVSee2bfkDg0BJ58JCdjA4fOvDUUJn01CyU2e/93N5Rzcgx3nzeMlFkHVmps49enRGq1bLxQsJBnGA0tLS0Lp1axghCjgB4DHBT+s6X/RyRQOFHYzoaODNN/2uc87MzERmZqaY0SlwP3ty3LNnD/YEqejqhVmzuHq1rqMraBhXqVIFnTp1ko9SWaEzEDCDxBPSOpeUcBEpP0uCpHQ+6yygXr2gdT48OUrpvHcvsGaN3wnkNFdKvJWO7inV+c47/RYu9YW0zkGCNlI6x8UBGzbwsg4Bjunp6dgrFLEBr6F++mlupeWDsNH51VeBd97x+5aUzoKZOKcbRB3dk4ZhlE2xGoZxMYCT9lA6A9xyC1cRDODomj24Qjq6l13GqVENG/p92x0t7e3askQ8Ba5rV+bp93zuaGnI8wneeAUFzQHUA7AcWVkCa4kDDLDjxwMxMd5OZFCOkZH8MA3BMSUFmDnT7YwLrXcmYoPMZ5Zy/HggKmoruNBYw9AczXMFiOh6cvzrr54oLNwAouPK7WfcOm+FsM7163O7ihD8HnmkLjgTQPAangKdZ8yQ1DmAo+vWuRqABqE5LlrEKfTr1oXk+NdfvVBYuF5c57feKvcgVdL5rbd4yUAIftI679jBk38+s9phqbPf+zkNwjoLGkwAG3Xr16/H8ePHQ+4LgH8/AZ4bW7duRatWrfy+p4q6deuiRYsW4kZdcbE7CuQD0+gU4hgZyffbydBmirLx7ie6lJaWhmrVqqGBn+hQOdipc4iIrrDOI0eGnLgCFHSuUQP46iu/ExrSOh84ANx7b8hdpXX+7DPOaPLzW9y6devppXONGkL8pHUm4qUY3OLDC1I6S0Ba5yNHytXPMHHa6XzG0Q2KUQDeMwwj3TCMPQDeBTDSPlpnEAxmU/GQjm4ImNHSxo3PBtAIsbFLtVLgkpOBjz4iRESwYRx0/bCJuLhyURpf8Bo373W6IdcKBnCAkpOB225zR9GEOYYYHHi983ngKDYPsCE5PvAAn9envVByMtC6dRoqVWoFwzBCc1y7liMh8+eH5Fhc3AtACYTXZJ99NjBuXDl+b711FMBBCF/Dd97h2fEQ/Pin0BPALwBKtHQeOtQdRRPWOScnJMf8/LYA4iGsc04OO/l+dG7Vaqu4zoIPUta5J1jnFWIc/UBJZwGEhc5C97OkzseOsfOjq7NENLJnz54oKSnBihUrQu4LgPtZ+qn0e/ToURw8eFAscgGwly7gAJkcf/nlF5SUlITeefVqvoZ+xjKpaCnABalCVEEFgLZt2yI+Pl7O0fWjs8mxVatW4tEV83wh0KtXLzmdIyP9thaS1jk2VtgwltI5CKR1FkRF0Fn6fg7gAEnrLOEASencuDEvLbriinJvSes8YADXqAgBaZ3Hj+eorh9I6dy7NxcW7dw55K4VQefTCUKOLhFtJKJ2AM4HcB4RdSCi3+2l9i/Gc88FTdHYuXMn6tati2ohImT46y/u7fXttwF3SU4G9uwx0L17b+TnL8PQoaXiaXp+bry+fY+gtDQbb7/dKvj6YROvvRayIb07A6UXgP3gitMh1goGSZmpUWMrKlWqhOLipmIcQ6wjdnOJBBvvS322y+Po0a0YMqQ1SksRmmO1apwKFmIAYy7dAEQDWCLG8cgRv2lh55/PkwU//CCoswDcPC4BF+JKDc0viM5xcWmoXLkySkqSxHUWuoa8HpuvocC69jffDLj+6dixNAwZ0kpMZ0GDSUnnNm2AN94ot1la50mTuPJwkHTHU67z+vVBe/26uUjqHGTWne9na3UGgG7duiE6OhpLliwJuW8wSKXoAazvnj1Caa2XXHIJjh07JrauL4jOaWlpqFKlChoLra0Bt/US2i0CPXv2xJIlS8T6b1oZXTHPFwJdu3aV0/mPP4APPyy3WVrnuDiOsFut8/z5PKGzYYNfjlI6jxvnt42gL6zUOS0tTVzndu1Yj549Q+4qfT8H4Kik84kTbEeEgJTOQSCt8+7dIfslA946C0Eg/VsIMTGc/uxnYsQXVussNebk5grpfDpBtOpyDcMwxgF4DsBLhmG8YxiG/4TxM9DHpk1+e6sC7IBOnboTBw82C+2QVq7MKRkhil2kpABr1lyK0tIsAJtDp+kVF/OgaMWNFxXlt9efJ9zj4OWufxf6bPeDbt2AVav8rgHaunUrWrRogUiBAQmAkAPk5tIHwC6Y/TeDchw/Hnj00XKbc3NzkZGRYbnBxFyqgp2ghT7b/aCkhAdFPzpLz8b+9BOnqQXhqKRzEMN469ataNmyJSIEDV58/TW3JAkCb53TIaSzYQBVq5bbbOosZYwA1utcXMyVGP1kVkjrfOwYj19BIuOnXOfatc2cbAGOEjpPmAD88ku5zcePH8e+ffss1xkAqlatim7dumHhwoUh90VxMY+LfuoNmDpLjzkhMiAA4PLLWWchjlbq/PrrgutwgD59+iA9PV2s/2YAo1Na5yZNgAULOBIUAtWqVUPXrl3FrmEQhI3O2dlcAd1PwQ1pndev50JwAjglOsfGsh3i5xngC2mds7KAl14qtzlsdP7hB6BVK57d88NRSmeJaGSfPn2we/duS3QWvoa5ucBjj/l9BvhCSucg9rb08/m664Dp00O2QDrdIJq6/BOAJgD+ALDe43UGdiDAjWf2jCwo4NZCIR1Sc42vQJpeYaH5sF0MIESanjkYWnHjrVkD3HVX0Ip/7rWC5wBoCmCB2Nrfzp39rguVmqUD2ID1KcgUmGMf15aFoTkuXQr4KTFv9kWz2jB2c+wLYCOAw8E5BtE5LS0NlSpVQtOmTcU4HjrEs/hBovdufnUAtIPQNezRgzMWAqwBktK5dWvOgAgC72sIMY4TJviNIJo6Wz2h4c0xFcAR53QW4Kikc4hIn5TO06aFnNBQ0jk+3m86r7TOiYnA5MlCxWEAoG/fvkhNTcWREBOayMkBVq4EMjPLvWWHzibq1KmDdu3aaTu6UlE0AFiyhKuVCqBvX9ZZiOOrr3K1Wx9I6xwbC/TpA4hUS4WkztdfD/j5LqelzhIOkJTOAewwaZ1LSnjpzsqVwhyFdAY4iuhn0k5a5169uL5CgIr+npDS+e+/OQpbqZJfjhVBZ6lny6uvWq9zZCRHs33aeQJunZsILiPBeecBQ4YIFW87nSDq6FYmogeIaBIRfW6+bGX2b0aAG4/XtuUC+BsAr88N6pDGxvJNIpTq2BjcV3aBz3Y/iI7mWcSLLy73VlpaGmJjY9EwQAGscti3j9Mdgzi63i0/+sIwluD994uCp/+tW8dl9z1SNFJSgKSkfOzcuQsLFrQSL8LUpQtw4YVBd3Gvd24BoDFiYxeGXivoR+eUFOCKK3iyYOxYQY6COpsc69ZlZzwxcXFwjgGMkZQUYOLErSgsbI5mzaLEOAoYTG6dAZ4w+BXvvHMi+DVs0IAroHrMlqekAI0bn8Tu3emYO1dC56VLA7Zq8OXYuHEzAEmoUkVA52nTOKLtAU+d7723tRjHqlWBl18OmQJXXudFFV/nHj2A997zWneorPOPP3K/2yBQ0vnDD3kNrAdSUoArr5TUOSYGuP12oHlzgZ05egEAixYtCr5jiGhp8+bNxXsnSjhAJsdff/0VJ0L0mAzE8eTJk0hPT5czOgUL7ABc7yIpKUnMMG7e3G9rJaW1pd99xxFJAQjrnJXFk3/79/vlKKVzu3bcYzVEBoQnx99++81ZnSUcICmdn3/e78yWtM4REVyPI0B7GF8I63z4MBfh8pP+La1zhw7AffeFLBjpybEi6LxgwYLQOwewt6Wj4lWrCtlhJoR1NgyeQE1M9MuxRYsW4jpnZwOLF4dcinfagYhCvgDcD2AEuOxtTfMlcqxTrwsvvJBOGzRrRnTjjeU2GwYRsJEAEDCdOP+AtwdEzZpEY8YE/bikJHKd6z8EVCYgjwDeLoMpU4gqV76SgA6UlMR/h8SiRfzhy5YJfca4cTNd3//X4J/xxBNEkZFEpaVl3GJjiYA/XMdPpdhYQY6bNhHNnCnEj4ioV69hFBFRg4Ci4BybNye66aayP90cnyQgkoACcY4PP0w0a5YQvy++KKaIiHgC7gjO7++/iUaPJlqzxg/H5gRcTwCJcZTU+dFH57t0+ik4x99/J5o3zw8/930ifA3vuYeoVi0hfkREl1wynAyjemidmzWzTmcJuHW+Mzi/1FTW5ttv/XAME519oK1z7dpiH0QSOge8n5+Q13nNGqItW4T4FRcXU3x8PN15553BdzR1/uYbP9Sb0+DBg4U+j4iINm4kSk4m2rFDaPf581nnn376KfiOP/9M9OSTZeO2++NY5+nTp4tzlNR5+PDhVL16dSoqKgq+Y0oK0W+/ldv8xBNPUGRkJBUUFIhzjI8P+Xw2Ia2zx/1sQlpnSQjr7PN8NhFWOgdA2Oi8YYN19/PJk0R//kl07JjQ7sI6P/64dTq//jqPOYIYPnw4xcXFhdZ5+nS/ttMTTzxBUVFRVFhYKM7RDp337yd6+WWiv/4q95a0zubzefly8WPCFADWkaB/KOrojgFwFLxYabfrtUv0Q5x4nVaO7rXXEr30UrnN7JCajt76Mkc3qEM6ciTRxx8H/Ti3QTbXde65wQ2y3FyiPXuIPAYA9zmSCLhZ3DBeu5a/xA8/hNiRz1Wlyj8ERBDwTPDPGDOGnXzZMabhAAAgAElEQVQX3M78DNd3TBV35h95hKhSJYEdmUulStNdn7EyOMfatfkhXY7jdQS0FNNXEm6dbiCgAQGlUk4Wc8x3afCUOEdpnfMIiCHgvuDXcPRofrh48SMCprk02CSnc0yMwI6mzuZvaUVwjrVqWadzRgbR3r1C/IR1TksjGjSIaP16H44KOm/ZQtS7N9Hq1UIchXXeuZNo82YffhVF52vldW7ShGjoUCGOREQ33HADNWjQgEp9DEovLFvGBBYt8tqcn59PERER9PTTTwt/nizy8vIoJiaG7rvvPqXjp01jnTdt2iR+kITOREQzZrDOK1asCL5jrVr8XPXBtddeSy1bthTnR2SvzosXe21W0rm0lOjoUaK8PKHdTZ3vv//+4DvOnOnXIVDS+dVXiTp3Ft5dWOe5c4m2bSu32QmdBw8eHFrnpUutu5/N5/OPPwrtLqzz6NFedpgJJZ0lIaxzAFx77bXUqlUruYPs0NnK+1lS53CGjKMrmrr8IIBmRNSEiJq6XmfLRo/PQBDffus3H3n8eCA6eofrL05dDrlu7IMPgBEjgn6cmaZXs2YvAJUBzPNXI8KNxYs573DTprJNnFadB2APAE5HEWppIpECx22G4gF0AjA/+Gf4pKO407C3gDP2W/hsD8GxsBDIzxfiWFh4GQAjNMc6dbx6HLu5bIZ5DYU5FhZycQ8BflxzqC+4gvWfgfkVFfHLA8wlDUApgDbiHBMSgJYthdaGsM5VwBVv5wFQ0XkzuAp2czF+AJ+noIBfAhzdOutwlLiGALdYGDNGiJ+3zlsC82vZklMoL7jAh4uCzm3a8NrITp2EOArr/NxzwMCBfnho6Cx9Pzuos2QbiL59+2L//v3YsmVL4J0qVWJdfNaEpqWlobS0FG3atAlwYBDwRHhIVKlSBT179sS8efOC73j4MKfe+mDz5s2IjIxEc8F0bgBArVrusVsAl112GQzDCM0xQKrj5s2b5a+hHToHSBdV0nnnTk4BnzlTaHdhna+/3m/dAiWdH3mEC08KQljnQYP8LmU5LXWWXIogrHPr1l7jtgklnSUhrPO6dX4LtirrnJsrvHu463y6QNTR3QkgeLPTM7AdyclAt247ERFRG4ZR3bK+liby86uAW/jMQ1ZWkEJXfm48Nt7Mm1XCqKtRg3vVCbQvcJ+rH4A1AA4H/gwfY8RdLTUVvBY51md7EEgMDswlAUAXALP8cPfApk3AU0/5cMwFsANAB5/tIdC3LztBQvwAvoYo4+iX3/TpbBzv3OnDxWwrIMGxaVMgLQ3o31+CY3+ws/VXYI5BdW4DnrixS+eaALoCmO2z3QOFhbym3SwMB02dBQ2m8jrP9s8vAJR1lsAp11mgwqiwzvn5rHU5jsdhp84m+vVjnWcHWwfYtSv3qfWpRG+2CengZ91pQGRl8Zq0994TPqR///5IS0sLXgl12DDg8svLbU5NTUWbNm1QuXJlcY4PPcRF8PwUwvGHmjVromvXrsGvoR+dAa7QumPHDrlrCNijM8ATqPHxXpuUdFYwjPv374+tW7di165dgXcqLPQ7SaKksySEdS4oCG+dAzhAYaXz2LFcWM8HSjpPncq/a5EiXZDQuWNH4NNPvTYr67xmTdB2nr6oCDqfDhB1dE8A2GgYxkdma6Ez7YVswpEjHGGZMSPADjvRpUszsX6MAHDrrXwjh4A7AnQlgG0AdgWPXAB+jLqNrr8kjLpatdjgvPPOkBzd5xoI7ms5J/Bn+BjG7iqqqQDaAxCIhpuQGBy8Oa4HcCAwRx+MHw/ExPwO/m4d5DlK8WsA4AKYxrtffmbBgurVvThGRaWCJwqay3EUhPc1BExnPHx13gCOmvrhWKmSu+2AB0dlnQUL7JTXOcg1/OgjbrnjURFbWeeiIi7W87//SXDU1VnyGo4YwTxr15bkGERnP2OiW2fIc5Q0jBs0aIALLrgAs2bNCr2zD1JTUxEbG4tmzZqJH1StGj8wJDgOdEV2gnIMEC1NTU2VNzoVMHDgQGzYsAH7/RRyAuD+vh5jIgD8/jvrbLcDJKTz1VcDGRnA2d5Jd0o6KxjGQjr36RNwQkP6Gi5axDaOnxY2wTgK6ezzW1TWefp04QrgANCwYUN06NAh+DXMz+dCV34coLDROQCUdC4p4QJrEoWUdHVu3769HMdKlUK2y/SEkM5BHN2qVavKRcXNc/zLilGJOrrfAxgPYAXOtBeyF9nZwPbtAdOtdu7cKffDNgy/7SR84Y5QmFHBH322e8DPw95tGFcHd6Ky3gFyG7ftATSEaRjn5vqJPE+b5jWTmJwMTJiQBSADQAe5aLjEQ8DN0TTeZ8Mw/AQy9+7l/onLl3txvPFGdxRNmqMUP5PjSgCZ/q+hnwE2ORk455xUxMS0g2FEynG84oqQbV28OZ4DTuFmZzwgRx9+r79+CFyZXPIaXnMNG4gCLRnK6zzHv84mPB5+YadzZiZPsHlU3FTWOTqar2Egw8IvR4d1rlRJuL2CsM61azNHjwk7J3T2xMCBA7Fy5UpkBhrv338faN++XPZMamoq2rVrJ95XHODK0DExUhzPOecctG7dOnT0wsegO3ToEP7++295w3jjRr6nXb3dRWAa73PmzAnMD7AmugJwr9+vvpI6JKTOAeC0ziGNd58Kv8o6nzzJ6acS18NxnevWLRdhF+EYVOe77+Z7uVatchzD5n7u2RMYPtxrk7LOGs64YzpPmcKZJBIIqXMQju3atRPvQwywxrNmATffLMWxokPoCpFHSyE6017IXgRpAZGXl4f9+/fLz9RJRYCaAWgLntsIEl0xB0YXkpOBpk03IiamPQwjQs6oGzUKmDgx5G7mWuKEBAPskC8AkO8/zbp+/XI9LZs148Fr4cIOYtFwE927c8qfwFqI5GTuDAKcC3b4Z4EI+PxzH36HDwPLlpVLn4yKSkViYiJKSxvIcRTU2X0NAb6GpQB+8n8N/ehcWlqKAwc2YtiwDuJZBSY2bgRcJfvFOQ4EsBzAMf8cJ0/mVlceOPts1nnpUkmdzzqLU6MEnCC3zm3AvZ0D6Lx9O3DLLcAff3gdHxWVilq1aqG0tL5DOhOC6ly5sleKp5bOShxD6OzHATJ1XrZMUuf0dB5zNm8W4ujWuQkC6mwYPPHn04YlKmqjms733x+y1ZUvBgwYACLCTz6trMqQns5On8fvu7S0FBs3blSLlio648uXL8exQMf50VnZ6MzJ4VZSApMuJtq0aYMmTZoEdtKaNOFr6LNMJDWV7+f69evLcWzZEpDpJQoBnd9/H7juOq9NYafz0aPW6azgAIXUOYhzoaTzokXAiy9KHTJw4MDgOgM87nhMomrp/NFHwODB0hyXL1+OnEDLQPbuLRe0UdbZXP4TzjqvWgV89pnUISF1fvhhbr/p83xW1nnAgHLZHqc7JKYCzsARBHF0zbVN0o5uTk7IoiHeEaBBAH4BkOU/unLNNdxc3AMlJSXYv/933HNPe3nDePFi4LffhHZNTjYnggeCM+qXAfBTIGbCBODnn72OVR5g4+O5iItHr9Zg4PHKcHFcBCCvPD8zdcTPANuhQwcYEukvANjIPnZMqDiM+xpeAO4Yxg+Bchz9GJ27du3C8ePHbTeYvHUuRsDCXh06AOef73WsqbN02lFWFhsjHkXWgkFI5717ObsgO7scRyWdb7653L0XCKeVzhMnAqNHex2rrPOxY9zzdts2od2FdN66lWfyfVJglHW+4ALg0kslD7kA9erVC27UWa2zwDpnTwwcOBDFxcWYP3++MEdlnRUcIMMwMHDgQCxatMhVXNEHlSqxc+qx5t7kqKTzxo28zlmwqBcgoPPvvwMrVnht0tL5iSc4HVoCFV7nli25qF7XruU4Kum8dCn35bVS548+Ah580GuTls633y60zM0TAwcORFFRUcXVOYijq6SzoL3tiZA6V6pUroCgls7LlgG//ip/XAXGGUc33BDE0d3pKgok7eiWlAAhGnt7R1euAUf6ZvuPrlx8MUdEfLjl5eU5MmPMtuSlAKoC+M5nO3iQefRRwKNZeEoK8NxzqQAa4cILE/wX2QqEvDyOrghEgLx44BoA+TCNdy8b2EfnlBQgKakQqambsXp1Bzl+ABejeuEF1lqYYwSAqwHMBXCyPMcrruDIkgspKUDXrvyQevrp9vIclXTuCqAWgG99toN1njwZ8KhYmJICvPRSKoCmaN++hhzH48eBZ57hNDhhfoBb53k+2xFU51WrFK5ht25miFGCo6fOef45eow32joLriP25hhEZ4Bnobt08eJo6tyuXZwcR0mDSUjnrVt5cs01oaGt8549XNREsGIwAERERODqq6/G3LlzAxt1VkXRAP4dXnaZ1CFdu3ZFrVq18G2ggi3jx3NFXh+OTZs2RZyfZ2JQKBZeueaaa5Cfn++/WuuffwJvvuk1cVVYWIgtW7bIG+4AP6PGjg35fPaE4zr/5z/AVVdJHRJUZyJ2BvxwVNLZXEJlpc7Vq/PSosTEsk1aOgvaYZ4IqfOSJZyG6gEtndPShCd5TTiqc506HHH2cfpCIajO557L6cat3V0uTJ2VbVmrdf78c+Ad75JIypMFAEeIrVxTWBEg2oco3F+nTR/dpUuJrrySm0R7YMoUoho1XiUA1KhRtnDfU1qyhHuZ5eQI7c69H0tdvTev8d/7cds2ovR0L26JidwXrV69VHFuJi67jKhrV+Hd3f0pbyIggYAib47Hj/MOr71Wxo97irYi4OrgvTD94Z9/+HxvvinJr4iARAJuLH8N/+//eKfduz34pbr6dU6T46cAN8dFrs+cGbTHp5vj4wREEnBSnqOyzvcQEEvACW+OOTm8w6uv+nBs5upR66TOtZzR+Z9/iFauFO5rKaTzxIlETz5JRBbp/OSTRM8+K7x7SJ0LCojmzSsbE8NS588+s1bnDz/k8+3bJ3EQ0aJFrPPMmTPLv3nllUQXXeS16fHHH6eoqCjKz8+X+hwd3HPPPRQbG0snTpwQ2r9Zs2Z03XXXyX+QqfNbb0kdVlRURLVq1aIbb7yx/Jvm/ezx/NuwYQMBoGnTpslztEvnjh29NmnpnJVFtGeP9GEBdS4sJHr8caKFC702K+t89ChRt25E334rdVhQndPSiKZN8xpnw07nK66w9n6WfD6buOeee6hq1arldTafzy47zISyzooIqrMfmDp/9dVX8h/20Ufhfz8r6hxugFV9dA3DmGUYxo+BXrZ53/9mXHIJMHcurzF1ISWFo6pHj+4EkIiMjBqBW//4ondvTo066yyhj+cohQHgOnDkIsdjuwt33MFtIDy4ZWZuBBCNv/9uI87NhGQEyJ1mfSOALABLvAvE+ETRuKL0CXA1aZ4BE+rxa0JyxtjNLwrA9eCU0TzvNPBq1YB27YAaNTwqXrsL10jxA7gVwt69Qr1BvTn2AlAbAFf59uJ45EjZzKQ3R27nIs2xQwdOCROEm+MQcCTyJwGdc8Dd0Hg21nmdT3hfQw+Olui8YAGn0+3eLckxiM5jx5atc7ZE55de4r63ggip85EjwJVXAq6iJ+Ghs8/97LEUwRKdFaORvXr1Qu3atTHDX9X+88/n4jAeMNt8xHiswxcGkflFpTBkyBDk5eWVX5NWUMBr2T36gefk5GDnzp1q0ZXq1XlNrWSrmqioKFx//fWYNWtW+QiLn0KMWlE0DZ1r1arlX+cAEV1lnUeMAPr1C72fDwLqHB0NvPyyV9VlLZ3j4njp07XXSh0WVOeffuJlIh7P09NeZ4W12ADrfOLECcydO9f7jdJSzvpo165sk5bOigiq865dvMTNIxNOS+f4eL6OEhFdoGLoXKERzAsGW0cBX6LetBOv0yai6wfuiMIlBHTxH2UNhsJCoqIiyc9a4YpGfF7+s9q0IXLNyLn370tAe3luREQPPEDUs6fEAUSjRhEBJwk4i4C7vKM6mzczCdfMq2EQAYtd32dWGUfDkPjAatWI7rtPePcpU4gSEjw/9+uAkSfmR67vEU9AsTy/n37ik/z2mwLHUa5IWq43Rw+dmWMRAXEEDFe7hgpgnYsJqE3ADQI6z3Vd7/kO67zU9bkzvDn+739EtWoRFRf70blEnt/cuXySFSsUOAbQuaSkbN+w1HnLFibhmmH31nmBGseEhLIotgjc13CJ//v52WeZhFU6m/ezhM4mRo0aRbGxsZSbmxt0v6KiIoqLi6Phw4dLfwYREd11F1GDBtKHFRcXU+3atemGG27wfsO8nz0iKXPnss4LFixQ46iIJUtY56+//tr7DQ+dTdx5550UHx9PJR73kTDs0PnGG4nuvbfsT22d77zTWp0LCogyM72u4RmdAyOgzq1blz2fiU69zkOGDAm5r7bOjRsTPfyw9GGO6ayBoDpff33Zn6bOI0aMUPsgRZ3DDbAqoktEy80XgDUADvpsOwOr8eST5ar7uqOpf4LbcPhuD4LVq3kx+8KFQh/vjl50AVcZnQYA5aNUrhkm5lAMYBWATnLcTEyY4NVmRwQ8SVwZvG7uOwCF7qiJOVvlKhjClaMXgSMyvcrOIdLbtgw1akj1HnMX2TEjadMB+I88MQ8CsBC89jhSjR+gyNGMpM3x5uihM3NZB+AYAPdMvBRHBbDOkQAGg9vP5JbX2YvjQgCVAHRX46iscw8AdVBO53HjuMJ2ZKQfnSPk+Sn0wQupc1JS2Zp7S3R+7jmgXj2JA0Lo7FO4za1zDJR1zswsV607GNzXsCf86pyXx1kzVumscD+bMCNpAVtquLBu3TocO3YMl/vpZyqEuDglfpGRkRg8eDBmz56N3Nxc9xt+6lMsXLgQMTEx6N69O5xEz549UadOHUyfPt37DbMtjqt1CxFh4cKFuPTSS+XafJiwQ+evvvJa06ets+SYaCKgzuvW8dpXD5tEW+fLL+e1h5JwTOfLL+con0edAVEE1LlqVW5b5EI46HzCM5JZWlquKJO2ziUlUm2kTDimswYC6uwT0T1VOldkCClpGMZAABvhqsJhGEb7M6nLNiEjg/vCeYANpCMADoNb/3huD4GaNfnfrCyhj/du4XMz2Fg74i5KNYX4XK4iDW7DOAeAuzCJ3Q6Q25G+CUA2TON9714AnTsDhw5xGjjYeY+IWAR23jmFW7rHb0IC8M8/ChwjwQ7GLHCatWv7o4+WtYAYPx6oXHkHuMfv5er8AEWOPQDUB+DuGLZ3j7fO48cD0dGLXO9epsZx0iSgeXNOUZTiB7DOJwHMdG83f9MeHA1jEdj5iVXjuGkT8MknEgeE0NkD3jr3UeNnh86ZmWVLGyzROTqa2yE4onMVNY4KCKrza6+VGWCnUmcA6NGjB+rXr4/PP/foAEjEg/Lrr5dtWrSIdb5MsqCUF8cTJ6R0NnHTTTfh5MmTmDlzpnujj84mx+7du6NKlSpqHEePlu5rCbDxPmTIEMyaNQtZns9OjzERALZv3459+/ahT58+avzatwd27OAlRpLwq7Mf/Ct0PnKEW7lJwjGdo6N5EJCt4osgOq9dy8vSXNDWuWZN1lmiAJ6Jm266CXl5ed46z5nDywZSU8s2aeusYIcBDup8+DBw443cSUQSAXU+dsz9PABfQ8MwcKlkVf4yjB3LlZf/RRCdsngOHK47CgBEtBHcPPIMrEZmptePGmADKSbGrCzLjq6w4WSeS9DRBTyjF7cAKIG5ri8vD3jpiTxet+I6LxvG5k19qRw3EwsWAL16sXMqCLcjfQWABgA+dm+PjARq1y5bm9Wv3z8gWoe4uMthGJDr8Wvim2/4IAm4OQ4HUADgSwBARASwf/5mL08oMtJ0Li5HQoICP3OwlpztZI6RAIaBq/LuAQA0rOnWOSWFo1ZFRYvAayIT1a5hQQGwc6fUb9F9DbsDaAlT54gIYPrh3tye49xzkZICPPbYIRBtgmHwZIESx/h4oT66/jmOAFAI4IsyjlsGPsaTGi5ERppRjFOtM//2bNFZYcwJpvPKWZll57VM5zfeAB57TOIAX50L4KlzSgq8+hxq69y4MWe5XHGFFEf+7EgMGzYMc+fOxV5zjMnL40nU0tKy/RYtWoQOHTog0cPQk4KCzia6d++Oli1b4mPPMTXTrTMAHDp0CJs2bVKPXADcQmrVKqVDR4wYgYKCAnzxxRfujR984NW6x3QulDlWqQI0aya9jhhgne+66y5vnU+cYOf5q6+8OJ72OicmKkX6gAA6Z2aWc8QBDZ0LCoAHHgACteEJAr86+4G2zoMHAz/8oOSMmzp/9NFH7o2Zmew0u7IWLNE5IUFb5y+//NKbo48TCWjoHBkJzJgh3KHD+9AAOufkeGUfLVy4UE/ns88GLrpI7diKCpH8ZgCrXP+memzbJJof7cTrtFmj26kTV9PzwW23TXStDdtPSUkSFTxLSogiIoieekqKhnudWQcCziOuxExUGSeJpk4l2ryZpkwx1+heUrY+V4qbia+/5g/7/XfhQ9yVTYmAZwgwCNhNCQlEix5byOvvCgtdFaFnEgCqU+dXWysZB+fYmbjqM1/HNRGdaP95fT32GURAEwJK1SouK+o8ZQpRdDQRkO66hk8RQHRO9B4igFYO/9TFL5eAaAIeUa8Ibeq8aZMUP/c1nOC6BzZ5rY907zPV9f5adY5ffSVVMbg8xy4EtPTR+QprdZ46lWj7dmmO3jo/TQBRs+j0sNf57Mr7aclDc2jqpHzXPin6Og8ZQtSypdQhwXT+b9RTtPqO963TWRPp6elkGAY9/fTTvGEP38/06adERJSbm0vR0dH0yCOPqH+Igs6emDCBdd5kHv/663y+Y8eIiCglhXVeu3atOscbbpDW2RNdunShli1bUmlpqd/3Bw0aRE2bNlU+PxFx9W/FNYvldE5Pt17nP/8k+uADrm6sgIA6uzpBhKXO6elcG8AFbZ2Li5WezybK6XzgAFH//kTLlhGRRTprwrH7uVUr5cO7dOlCrVq1cuvsY29borNhEJk6SaKczj44fvy4vs779hF9/DHRoUPq5wgDQGKNrqij+3/g8N4mAM0BTATwoeiHOPE6bRzds88muuWWcpvvueceio+PD/jADYqEBK72IgF3kalPXEblzwTwqYg8jb4TBFQi4EF1g27JEv6wJUukDnMXiNlLQAQBTxJA9HrUY1QSGUVTvix1cRxJXLSqUJ3j8uXlyuSLcoyMJAI+87qOO3AOfRd7i+s6ly/+I1XMy8TEiUrFLvgaEgH9CahHQBHFI4tejH+DLq+32fXeTy7+C9T5aejM1zCTgBgCxhJA1BuL6ZGan3j8Vu8kz2JeShxHjSJKTJQ+zM1xkus6LSeAaCfO9tG5ur7OinDr3I+A+gQUUQesJwJoeK3vrdN56VL+oKVLpQ4LpLPJw63zHdbobA5mShwd0Pnbb6WvoSf69etH9evXp6KiIqL1rDN99x0REf30E+usVfwnLY0NuowMpcMzMzMpJiaGxo4dyxs2b2YHzfWMu+OOOyg+Pp6KPQrFSEPxfjYxaRLrvHz5ct4wfjzRDz8QEReFqV69unpRGBMKz2dPeOm8bh3r/P33RGSRzpoop/Ojj/Ksm9U6K9zPJsrp7IGw1NmO+/nYMaLZs9mJVoAjOn/2GdETT2gcznbYzz//zBtWriRatYqIwlTnnTuJhg0rm3SZM2eOvs6LFys9n8MNdji6sQDGA1gLXpA5HkBl0Q9x4nXaOLrjxhF98km5zRdffDH16NFD7ZwvvyzdY84dATpBQA3inrVEDaMP0oInllKrRrkuI26By+D7Sd2g27SJf4q+FfEE4DZ+BxD3uMyhjzCCDkXWdb1X4DLqr9YzOp9+mmdkFQZpjo7nuq7jAAKIshFH7+Be13uzXddwRhlHu6vcludHBPzo4jGpjIf7dRtxxd48dX4aOrs5DiWgGgEH6WMMpwOo69qeS9xTeYjeNXzqKdZZoeIiczTvl/5lOr+NcS5Os1zXd6YexzVryh7O8vyIgB9cPCZTE+yiCbifWiDNOp137+aHs0Kkz5/OF+MX6ot51ups3s8W6vw/3Gutzi1bcgRDET/8wDpPnjyZI4YA0S+/EBHRbbfdRrGxsZQn2I/ZLgwdOpSqVatGBw8e9Nqem5tLCQkJQpVcg0LjfiYiOnHiBNWoUYP69+/PG6pX52c0Ec2axTr77X0pg5YtOcNAEV46z59vvc4FBUSpqVoRIC+dlywheuMNIrJQ588+42uoEgggPzpPnEi0ejURWayzVfezHTprPJ9NeOk8fDhR3bpE5NZZtJetXTB1vuqqq8q9Z5nOLVpYfz//+isREd166636Ov/+u7bO4QDLHd2K8DptHF0/KC0tpbi4OBqlMUukAncE6H4CogjYRzdiGhFArfGn6717iKMvx9UNuv37+YM++ED6ULdhvNplXD5J3+Ba+gPnurZ/6tqu2G7GxNtv88GZmdKHup3xV1xcFtMc9KPh+IQiIoiAiwloTEChnjO+d69XupU8vxICOhLQgOKxl5phO0WiiIDdBEQScJ8ev8OHufn5okUaHLe5fosj6RtcS5vQ1rX9bde1/U2Po6lzVpYGx1cJAEWAH1JP43niFNeuBCTp69ytG9Gll2rwM3Vu6HLYzO0W6ayBQDq77+e3/j06X3yxks4mSkpKqGPHjtSwYUM68euvRDfdRJSeTrt376bIyEi6T6KNll+UlrLzk52tfIpt27ZRVFQUjRw5kmjDBo7qEtFbb7HOv0m0S/OLzz8n6tqV6Phx5VO8+irrvNg0Op9/nkpLS6lr166UlJREhYWFehwV72cTXjp/9hlz3LrVOp3N5/OHHyqfwktnD1imswWwXWcL7ueLLrqIdZ40yT6dFewwE146p6QQPfccEbl1XqGQcVYO+fnKE1dEHjovWMCtCf/6y1qdBwzgFj6K8NLZjvt53z7t+zkcYEdEdymAJb4vgeOuBLANwE4Aj/l5vyeADeD+NIN93rsdwA7X6/ZQnxXOjq65ltUwQqxhLS0tNyM5ZV5o4r4AACAASURBVApRgwYZBIBq1nxPLe32xAmldBS3E/kX8bq922kMJhIB1CT2EAGHCKhMwAg9gy4/n+i884i+/FL6ULfRSQTcTEBlmoFOtBS9iFMbmxNwIZlr6ZQ5fvklH7xtm/Sh7jTvPAIaEXABmb01OZUZBEws46ecXn311UTnn6/Bj4hTMUFdMIAIoEQcJmCMS/8MAogqVXJ+zaE3x7EERNLnuMClcwEBDQjopX8NLdH5JAFJFIHzKRVt6VZ8TsAyl87vhonO/LuLxjMUi1zX/WGhzqWlHAnS4uirc751Os+YwQPBnj0aHFnnKJxHJQCNxrthobMnli/n+/mll14q2zZmzBiKjo6mDMWU4zLk5/MXfPFFrdOMHTuWIiMjacsFFxBdcgnl5+dTgwYNqFevXnr8LMLJkycpKSmJOrRtSyUA0Xvv0bJlrPO7776r/wFXX03Urp3WKcp0vvVWoh49iLKyrNfZ4zekgjKd584lOnw4fHU+77xyOr/33nv6H3DNNTypoYEyna+6ijU5fDhsdf7zzz9dp7VQ56lTlZ/PJoLdz5bobAHK6XzkCI0ePdoanU+etETnUw07HN0LPV4XA3gTwGshjokE8BeAs8GNLX8H0MZnnyYAzgeXrxzssb0mgF2uf+Nd/48P9nnh6uh6G24hDJ8tW4iiooi++cbn2Hku42mZmtF0111KDaK9nchHCQDdheFEgCvS9xRxYZu0MHGA0gmIoTaoQu/hCgJeJN8UQmWjc+5cPoHijKR7bd8UF6cbCFjrcsJrk5kqGhmpcQ0VdTb5ubW+liIQQR8AZGAqccTevd5QYymUFtwcDxMQRw0QTS+gl8tBc0ftta7h3Lmcs+9KW1PnaBbGup6AVa7JDYt01mj47k/n9+3QOT6eSHHm2c3xiIfOPQkYbZ3OmvDVeQAqUW+MJy7ed+rvZ08MGjSIoqKi6P3336fp06dTTEwMDR8+XPu8RERUrZqyziaOHDlCcXFx1CQ6mn7u1YtGj2ad58+fbw1HCzB1Kus8GKBVL75IHTp0oNq1a1uT+q1xP3vCdp3vv1/rFLbqvHw5D1grV2qdxp/OderUsUZnxbRqXwwaNIiiIiLo/Vq1aPrUqWF7PzdNSqKfly61VmdNO8yEl84vvWStzhahTGeApk+bZq3OVatq38+nGo6kLgNYE+L9rgDme/z9OIDHA+w72cfRvRnARx5/fwTg5mCfF66OrttZXEu8dov/9htVXL6c31y40OfY11wG3pHAxwbDww8TxcRID7TeTmQOAfWoPhJoE6oTsIO4IMy1YeQAEQHfE6/tM1zX7ApyR081jM41a/gEP/6ozJMj5KXUGKMpAnDxO4uAaWX8tNbmKupswv17y6Y2aOziBwLOJS74ZQHHiy8m0ij24Oa4muoiwoPjMDKj9lr8Skq0DRLmWErAG4QyjtUJmB6GOid5XMO21umclER0661ah9uqswVwROfKlbV/j9nZ2dQvya1z27Ztae/evVrnLEOTJlo6m1i9ejXVj3DrPGzYMLXCi75IS+NsIdczVRWlpaX0xmj3uF29enWaMWOGPj8irmacm6t9muzsbOrXr589OmvezyZs09l8Ps+apXWa0tJSen3UKHt0tgi26hzu97MFdhiRzTpPnkzUu7c14/Y559ij89atSst2wgl2RHRrerwSwc1Lt4U4ZjCATz3+vhXAuwH29XV0HwLwlMffTwN4yM9xd4OLY61r3LixbRdUB+70397Ea+IKAxtA337LO2/Y4HPsdQScrW48vfoqH6jwMPV2In+iyoiisxBBXGn5LAJSrTHq7riDixcowjv6/CcBycTFlTRTlk0UFPAaU42KgSbHa/ENLQKoDkaSOXlhCcdXXlHWmch7YmMKhtCTSCTgSzKr21rC8cILifr1Uz7ck2NN/EFVcB8BG6zjZwHMe+ZyLKB30Ypq4H4CssJc5ylhqnMpZSCCeqGbtTofOcJtJTQMY++xcQlxBomFOh84QLRjhyWRoOIhQ+jtxERKSUnRq3rqC02dy1BaSn9HRtIT3brRBtfzzxLs2sVCTJpkyemWzJtHLz7/PGWFqZFYfPfd9HarVvbobBZq0kFpKf0dEWG9zn/9ZZ3O33xDSwB6cfRoa3VesICLFJ04oX2q4uJievvtt63XecUKrbTgMrh0fjyc72dT5zFjrNVZ8/nsCdt0Pg1gh6O72+O1A8ACAN1DHGO7o+v5Cv+IrllZdwoBAVLaPv6Yd3bN2rgjBnWJq5AqGk+ffsoHpqdrfgeiFphFNdCegFsJOGCdUXfFFdzTTBGmYVwNOfQp7qIerrYfnk74qUpz9ORoGETDwTo39IieARpp1SZMnRXWHXpyjIwkWoDLaQW6ePGzhKOmzp4cfblZonNhIacSuto2qCIhwUadd+/m7A+NohnmNZyPPvbo3LevJTpHRZTQ+dhY7hpq63zsGJ/o9de1OCYkEF2FWTQT11Ecsq29hlaiTx+iLl2sP68F9zMRcVQT4J6yVsIinW1Faiqnix4+rH8uu3SeN4/IbMmig+xs1mPCBP1zecJKnfPz2VbKz9c/lyc++UT7+VyGkSOJ7r1X/zx2oSLobNrbumtefWGBHWY7fvyRv38FhoyjG4EgMAyjMQAQUVOPV3Mi6ktEvwY7FsB+AI08/m7o2iYCnWPDCuPHA7GxANAPQGsAEwAQSkqAu+8GUlI8ds7K4n8TEsqOrVw5HcBBAN0A8LnGj5ckkZjofX7l7wBsxwAcRSp4WXW9sn2UeHkiIQHIzFQ+PDkZ+PhjoGWNwxiGz9AE6WXvGQYwciTvo4UXXgC+/16L48iRQC3w98xCQtl7CQnMX4tj797AtGlAfLwWx88/B96NeQgv4wmv9yzhqKmzyfGrdw7jlain0Bp/lm23ROeoKGDKFGDVKi2O//sfUC+a7zfLdW7SBOjZE4iOVj6FqXNtI9OLn2UcExMt0XnyFxHYGdsO+zweB5bofNZZfP0Ux0QT//sfcGH0H7ge36IAMWXbLbmGe/cCb7wB7NunxREAa2E+B6zEyJHA/ffrn6dyZWDOHODqq/XP5QmLdAYA/PgjcO+9QEmJ/rk8sWcP8PbbQEaG/rkyM8vsB0txxRVAjx765zF1sPq3eNZZPHZboXNMDJCUxP9aCfM7a46LAIDVq4Hdu/XP44u1a4GvvtI/j506P/wwcNFF+ue69lrgt9+AOnX0z+UJ8/6zQudx44C33tI/jy+++gp45RXrzxuuCOYFA9jg8f9vRL1n1/5R4CJSTeEuRnVugH0no3wxqt3gQlTxrv/XDPZ54RrRJfKMQH3iiuou9h8FnTuXyGy27cKoUWbxoo3BKzYHw+7d3Ldu/36t75CQQHQNvqO22OQVuUhIsCByMW4cUVyc5kmI+4sCdEet2aGrXMuibl2t9GoTW/o/SCeMWOv5WQjhSuGyuPdea3RevbpC6JxnVLGeX3Y2t25QzNDwxMphn9CoxBnWc5wxg/t362LfPlp9x/t0UYMDYa2zLffzL7/wALtggf65Gjcmuv12/fNURNStq1UXoAwPPkhUpYr+eXxhpc6NGtmj8+7dbJ/o4p9/OOK1Y4f+uXwxciRX5dXFjz9an1lAxBHxcNfZquezyw6j2bP1z1XRYN7PVhTfCnedTyEgEdGNCuEHGx7/P1vSgS42DGMsgPngCsyfEdEWwzBecBH80TCMjgC+czmzAw3DeJ6IziWifwzDeBHAWtfpXiCif2Q+P5yQnAzceisADAVnYY8HcCkAnrQvw5VX8suFlBTgyy9/A3AWGjdui/HjFSMETZoADz6oyJ6RnMyv4srJmFRpJO7JnYDGjaHOyRcJCcCxY0BRkVakypxJnDQrEZM6W8DLExZEqQCgzfVtgHo3o/RTCzh5oqAAWLkSOOccoFGj0PsHQXKjn5G8ohlQv75F5Fzo3h04eZLnSAwj9P6B4NJh0o8JmNTFIm4mEhMtiQy0qZ0FNExE6d7Q+0rh4EG+6aZO5ciDBrp8OhxdPgXet4haGW64wZrz/P47Ok0ejbWrLgA61wu9vwws1TnBep2tjAwMHQq0bat/Hl8cPQqkpwPnnQdERqqfJyMD2LABuPRSjtpYiX79gObN9c9jV1TcykhfVpY9Ed0vvgCefRYoLNR7PsfHA8OGWcfLEx98YM15vvkGWLLEmkwFT1QEna2yw+rWBZ5/HmjTxjpuJnJz2YaoVUvvPPPnAydOANddZw0vE3XrAu3bc4aBLrKy7BtzrNC5giBo6jK42pe//wuBiH4iohZEdA4RjXdte4aIfnT9fy0RNSSiqkSUQETnehz7GRE1c70myX52uKFxYwCoDOBRcBviXwAANWt67JSTAxQXA2An9+67gdzcFQC6YO/eyPKpzqIoLQV27GADWQcnTyKqIA8jHk9EaSnbN5Y4uQBw7rns5J88qXce8yFi10PAitSou+4CPrXaywX/fnr31kqvBgDk5wO9egGTJ1tCywtDhgCffKLn5AL2pUYBlqRXA2AntGdP/fP4wioHqKSEx4W8PH1O/s59+DA/SHVg5/3coYM1aWt2O0BWjDnjxwM336x/Hl+kpPB11P0tLl0KDBoEHDpkDS9PfPYZpzvqwk7nwjy/DkpKOPXbirROX5i/xX804w0HDnB6rO64EAgu+0kLdjoXtWvrp76fPMljtp1jjq7OSUnAM88ATZvqc/LFgAHA4MH653n3XeCll/TP44tmzYDUVJ6004Gps51jjq7OFQShHN12hmHkGIZxHMD5rv/nGIZx3DCMHCcIni4YP96cOLkHQB0AzwMAjh/3cF6vvJJnnwE8+SSQl3ccwB8w1+fm5fF2aZSWAi1bAh9+qPUdfNcQW4rrrwfmzgWqV9c7T0EBULWqPRwtiuiCpOeMxGCuzdU1mOx0IgH+/qWleuew0wFq3Nia9VnPPcfrfa2GVTr//TfQooU9HGfOZCdy+3a989j5W/ziC2uiQDVrAq1a6Z/HF6bOumNOcTFHLuwYd6xyxu18tlgFuyY04uOBiAg2BnQQGck1GuyY0LDKGf/qK6BTJ/49Wo3kZKBdO/3z2LXOuVYtnsgZOlTvPCdP8nppK7IUfGGVzpmZPKlhx5hj1US0XTpbBTuffVZmF1QABHV0iSiSiKoT0VlEFOX6v/m3pkfy70JysunDVQFHdRcDWIzCQg/n1ePG45TmnwCUAuhddp69KulxUVFAjRrh7wBZgREjOLVFoyBTQCQkcNRUF23bcrjeakRF8ffWHbzsdCKXLwcqVQJ+DVXLLgT++YcNu7g4a3h54osvgIULrT+vVTB1Duf72SqDKSvLPp2twuefcxq51bBK5y1bgGrVgO++s4aXJ6zKLsjMtE/np58GWrfWP09pKUfkrEZUFE/QPv649ee2ClYZxnbez9WqhXdasFWoWRP4+Wdropq+sErnt94y0xith0VLTmyL3ANAnz5cvFQHeXm8DM3q5WMAMHAga2zFuFgBECqiewYWwp0lMApAEoAHAJRgzx5XVNdjxpjHiBQADQC4qx0qjx1WzILZ6QBt28ZfbtYs689tFSZOtKYy5sGD9q2LsCK92tTZjodAXBxHmHR/iy+8AGRncyQkXNGunX2VDcP9frbKYDIn/3RT3f3h0095LZVdGRZWYMsW4LXX9M7hhM5WTGgkJNhzP5sp+ro6r15tT/YDYM16vsWLeXxdvVr/XL6wcuLKrvs5IYGNLF2d7XSAxozhtavhis6dgT/+ADp21DuP3TpnZenrbGdENz0dSEvTO0eLFsDOncBVV1lCyQuxsfaNt2GIf8e3DBO4ndTKAF4FsAkALz8eNaIYdPQokJCAlBQgJycLwFwAN8OUSauFjxWzYJ06cduVDh30zuMPsbHsROquIx4/Hnj0UWs4+aJSJf2Bu6SEHTS7HqRWpFfbmUZolWFsGNYXrTExdy4vI9CJ3peUsMGgu+Y8EL7/nlvP6KAiRHRfeYULrNmBnBzg99/1de7aVbF4ggDq1QOqVNE7hxM6WzWhYQcSE1mnY8f0z2WH4Q7wvazVnw98DXNyOLJpNZo1A+bN42KCOrBb5+Ji/ayrAwfsm6DcsIFb2ujgxx85EmdHe6GzzuKMM90xJ9x1Li7mQnp22WFWpVfbhdxc4IkngF9+OdVMHMEZR9dBePajBYaA194+DuAgYk5mwyDCjCWJuPtuIDt7JoBiALcAsKAvoxU33lln8Yyf7jpaf7DKYFq0CFixQp+PP6xfz4WkDhxQP0d2Ns9E2vUQmDBB/yF98cVcebJJE0soecEqnV97TX/NeSAcOcIVGY8cUT+HqbNdD9JzzwUaNNA7h50TGlY5ujVqAGdLFfwXhxVR5+xsnvyzq6jHjBn6Exp2RnRr1+ZiT5dconeeV14BvvzSEkrlYMVvMTub60gsWWINJ18sW8Zjrg7snNCoVo176epWurUzLdiqZ0tMjD2TBYA1dti+fRwt1HVG/YGIizTpLi2yMyreuzenRutUeY+M5ImCMWOs4+UJKwJLX38NXHaZNcvlfBERAfz3v/qTLhUEZxxdB5GczM4qwwDwCYBcAHeiANF4Ei/h1V+7IS+vBMD/AWgNoD0AHne1Khzfd59+ysyqVVyJ145Uv9hYHritSI2ya4A9eBCYNIkfNKqwMy0YALp1Ay68UO8cDRpwyX07HvZVqrDWujp/+SU7o3bACoPJTucC4JlYXUe/Rw9Ox7eDY2wsP0h79dI7z8SJ9i1nsMIBslvnOXP4GujAzgmNmBjgzjv1C+M0a6Y/bgWCFRMahw4B336rn3EUCFYuOfFq5WAhZs3ST4t+8UV+2YH27YGHHvKMJshj/37g3ns5G8cOWKGznfezYQCPPKLfucHOiG6HDmzP6tgnhsGVoXUnbgLBigmNtDSeWLNjQsMqe7uC4Iyj6zCSkz1bX7YBMAHAPBzHm3gZT2ADLgTwX3AL4YdgtjJWKkLlicsv5wXoOpg2DRg3zr70rcREvSgaYH/KDKDHMTYWGDWKI3J2YNs21klnMmL9em73YRf+8x92yHVgZ2TACsPY7iqyP/wAPPCAns5t2wJjx9q3XvyxxzitVwf//S9/Vztgxf1st87mmKijc/fu3APVLp1TUzkFXAeTJwPr1llCpxzOPhu45Ra9pQ52T2hYoXNWFmdb2aXzmDH6Vcq7d9eP/gdCu3bA669zur8qdu/miKZO1lYwWKFzZqa9Olux/OnJJ+0puAlw2vG2bXpO2q5d/GzRCVoEw0UXcfajDpzQWdferiA44+ieAninMI8CcBuAF1EZ/cHO7bPglOU7y47RLmD3zz88O6SzZnD/fnsqwJm44Qa9Wf2iIp55t4ujeV6dh2DjxsD771vTBsEfZs9mo05nPdp//8vOuF14+WW9Ju0VQecqVbinpV1pt/Xq8b2so/OmTcBff1nHyRdHjrBBogq7dW7UiPsc60aAAHt/i7o69+7Nra7swqhRen1qi4qAYcPsi9y3bs1rqNu0UT9HRdC5c2f7nAuAOeqMicXFXPnbLucC4LWHOtfQbp1btODfY36++jnstsN0dQaAm24qa5VpOQ4c4HZuOqn+a9fyGtWjR63j5Yl77+VlJzqwW+d69eyb0AkznHF0TwHMFGZeYmAAmIzu6IcizAPwNoCLAXwEM5qrVYTKxKJFnO+/Y4f6Ofbuta9kPMDrS8eNUz8+O5tT6Jo1s46TJ+rV47UNOuH13FxrmtoHgqmPDke7dS4pAQ4fVj/+wAFu9dGokXWcPFGvHhskOmuALriAI5F29DoErNF5xAh7JzRGjwauuUb9eFNnu36L9etzu6vevUPvGwiVKvHknF0czd+4TrX33bt53LELjRrp/Q7tvp9N6Iy75vezS+ekJO47rRNJu+UWjmjaBV2d9+/nCc5586zj5IniYq46rbOm3W6d77mHM6Z00lHPOw8YMMA6Tr7Q1Tk3F1izxr4xp359tsN0xkTz+9k95uhg7157+TVqdCaiewb2IjmZ2y9yMMHAYDTHAVQDUAjgZwC8/iAyUrMIlQlz4NYZHDIy7B8YSkrU03pq1+Z1DbfdZi0nE1FR7EQXFKif48kn7VsXAlhjGNut8yOPcKErVZ0zM4GqVe3jGBXFkci77lI/h90ta6zS2c4JDdNgUr0W5ncLZ2Nk0CBOubWrz2/jxrxURGdtaLduvKbNLjRqxFqFs87nngsMH65+vGHw2G+XzoMHs8Y6k7THj1vHxx/CXeeoKHaCdMfEs84K777dzz5r/4SGjs6pqZxdYFehI6t0rl7dPp3/+INrncydq36OJk2404ldSEnhKuD/ApxxdE8hzMhuQgLQCBk4gsbwlKRSJXaGtZ1cwP1wUZ2pKyzkNEI7jZFPPuHiJnZVMLUCaWl6fS0zMvSr5QaDrgPkhM4NG3KanqrOF17IRl3fvtbyshI33KAXKQwFK3Q+eNBenRs31tPZTCO0k2NyMqeYhysuuojTHPv0UTu+oMAZnfPyOKNGBeZv2M5Jl7g4PcP4oYf0sqHsRkEBG+7aqV9BUBF0Np00VeTm2tNtwER2NjuBqv2YieyfRH3ySc6yUK3FUhF0tnsyv2ZNvoZ79qifY8YM4KWXrOPki5gY++rthBnOOLqnGMnJHKDq1XQvDka7b7yEBO7aYImTCwB16/JMmOrgEB3Nx9pVjh3gwaGkRJ3jp58Cl17KRrxd0B0Y7E5H0dV5/35+kNr5kLIiu8Aw7G12/vLL3EtXFenpQOXKltEph3r1+CGqGqVyQmddZ/zGG3kNVYsW1nHyRXExsHWr+vH9+nFxNbsQFcUznqpwYrJAdxLViTRC3XRMu0HEv3fVYk+mzjqFmELh5puBzZvV2wtWBJ0/+wzYuNE6Pr6oXp1Tl1XHnN27OeI8c6a1vDyRkKAX6XQiQ6NxYz37Yf9+e599unaYE9iyhbMfw3kCzyKccXTDBAknMnDZ7Y3KJuwyMy10cgHOgW7QQP3GMww+3om0W9UH1caNnDajYxiGwowZ7ADppG/Z+QCIjARWrlRPVaxXj1tIXHWVtbw8oavzO+/YO+EC8Mz7smXqOts9oRERwQ/qqCi1450yOgG9h31cnPp3FIFpMKnqvH69XoE/EbzwAvD222rHOhFd6dEDWLAAOOcctePHjgX+/NO+3qUAf/99+9R17tuXiwjaBcPg9n2qPeCd0LlOHU4BV70fMzK4L3Y46wzYO4Fq2mGqz76MDODECb6OduHIEeDxx9XTWp3QecwYrumiihUrgKlTrePji8hIvfTq337jglt2phafOMFtGtPS7PuMMMEZRzdc8MYb9q0tNfHZZ9zyQwWrV3NalJ3rgHQjfU6sIT50iPu3qiziz8/nIkx2GiMApzuqTkhUrszrQurUsZaTJ3R1XrSI+8jaiUaNOB1QVecjR+zXeepUdQfo3HO5L2iHDtZy8kTLljzmtG+vdvybb/Kkhp2oCDovXKje19KJ6Ert2pxardq+p2pVrkRrJxo1Yr1Uij3l57MGdvec1EnHdELnwkJuvbNypdrxjz7KfaHtxKBBvLRIpfBYfj4Xz7OrWJYJnWikEzqXlACvvKKus93FLAGeXNNplxkVZe9kAcDXQHVCY9curhNStaq1nDyhG3CoQDjj6IYLbr2Vb147ceml6v1blywBnnrK3tnO2rU5RVonBc5uR1cnSlVSwimxl19uLSdf/PorGySqx06ebO86oNq1gRdfBLp0UTveiQkNHWfcbJ9hN8fZs4GJE9WOTUwErr3Wvr6gAEdj77xT/Tp8+SVPKtkJnfvZKZ11HKBOnXiywG7Dc/Zs9WjkW2/x8Xaia1d2tFSWnpg6230Nw90Biori3t2qfa0bNdLvnx4KF1/MrV1Ueo/u2wf8+CNPZtsJnfRqJzJxTDtM9bf41FN60VYRHD/OE94qE1f793NHgM2brefliUGD1Ot0OHE/16mjp3MFwhlHNxxw6BDPntmdArdzJ1e3Ki2VPzYjg9fQ2jnDFBHB/RhVH4Z2V5EF9AzjqlU5JUjVwRPF7NlskKjonJICPPigvUUKIiL4YajaMzncdY6J4dQqO6OlgNswVtF5xQrg55+t5+SLTZu4Z6EKnNC5dWteI6LS7sOpqtA6OrdowYa/TjsTEYwbB7z3ntqx48fbH+nr2JGjVImJ8sc6pbM5oaGic7duXI1Xpyd0KEREcCFBVcP4ww/tXf8KuNfcq7Svc6rlTLdunHWlgowMnpwMZ507dbJ/Mn/7ds4i+fVX+WO3beO18Ha31nnwQb4nVVARdK5AOOPohgPmzePBz85G6gBHR+64Q/0hYLfRCbDRo9J7s6SEHQu7nQuddI8jR9QNGRk0agQUFanp7ES0FOBr8eef8sfl5XEKod0ck5KASy5Re9A0asQR9fPPt5xWuc9R1fnll/V6Voti3Dh+4MvCKZ1bteIKqG3ayB9btSrP2tvVt9uEjs4bNnAanN1QjVI5pTMA5OSoVQy2u7eqidatgXbt1JYH9eoFPPec5ZTKQUfnUaP02q2I4J9/+F6ePl3+WCfWOQO8Jn3GDLVju3XjXrx2Q1XnggLgm2/cxdHsgs5EtJNt64qK2DaVhRPZiYD9S0bCBGcc3XCAeeM1bGjv5+ikYzrlAJWUAH//LX9cZCSvo7r7bus5eaJWLU7/Vil49dFHrIGdVaEBfZ2dmNB44AGgf3/547Kz2Tmx27lITASWLlVrYZSTww84u6H7sHdCZ1WDyUljhEjtnuzUCfjuO/uvY1ISF4lTWSN6553A/fdbz8kXqmm3TulMxKl6//2v/LFVq3IEzu7n8x13cPaDSsXbnTvt76MLhL/OtWpxRo0KR3OcsltnHdx6q70tpEw0aqTWFi49nXtCL11qOSUv6OjslL09fz5zVCkodcEF9hYENTFnDmfxneY44+iGAzIy+Ma1O71MJxr599/OGJ3PPMOfozIL5gQMg9d2jBwpf6yps51tZwA9nZ2aSWzUiGd9ZXVu0IBTqx/DXQAAG5RJREFU04YMsYeXFXj4YeeuYUSE2poyp3Ru3FhN56wsLm7khDN+wQVsQMrC7swMEwMGcE9GlfoK4X4/OxVFMww2bFXGxMGD2QG1e9zWQceOvCzGbujqbPdv0TDUJ9ciI4HzzrNf5+3buSLvd9/JH3v0qP19dAEuIqiyhtVJnVXv5717nbHDatdmrVSc8RdftLeH7r8MZxzdcICTxgigduP9/TdXM7QbppN78KDccSkpQPPmatFgp+CkcwHI63z8OD9InYr0FRfL6+wk7riD1wHJYu9edsjtxvnnc6XQAQPkjqsIOnfrxpHxnj3t4eWJ+Hi1MfHqq4ErrrCej1XIzWWdnXq2qOh84ID7eLuhU9TLCZw4wQ7rp5/KHeekzo88wpNQkZFyxzm1/tX8DBWdn3iCawrYjZo12U7Zs0fuuNxcHqvsLvQEcMaaSp0OJ3VWzS7IywOaNrWejy9UAw5mj1EnsGQJF8wKZzvMApxxdMMBTqUF16zJaw5VBofISHsLUZlQdcb/+otfNWtaz8kXr73Ga6Jk4VS6aHw8D65jx8odV7UqG54jRtjDyxOqzvh773H1cCeiaURqPeac0jkyUq26qJNpwbq9dO0simZC1TBOT7e3WIgnbrlFvpWUkzoPHsxr7mXbkt12G3DsGNCkiS20vKCqc+/ewEMPWc/HF7GxwJYt8rULnIqKA9ySpXp1+eNMjk5MAIb7hEZCAmfvyXI0969f33pOvti2DRg6lH+PMsjI4DHbCZ1fe02tt/WUKeqtk2SgqnNaGvcgnjXLHl6eyMsDli2Tn3SpYDjj6IYDPvyQZxPthmFwI2rZFKc1azhV1+4CAwCvRwPkC6js3g3UrctrIuxGbi5X+8vPFz+mtJQNYyeMETN9KypK7riICF4L6MRkgXkdZHVet44fBHa2uTKRlMSOf7jqDHBRqZdfljvm7LM5FVNl/bEsunThtfOyRS9eeQX4z3/s4eQLVZ337HFO59RUYPlyuWN27+Z/neBYqxZrLDvmAOw4OXU/798vr/O6dc6suTcM5mjqJgondc7O5jZNstVuH36YnScnns8jR8q31yst5dZEstF0FRgGa6Vi4wBuG8lOFBZyltzvv8sd56QddtFFXLxNBU6MNzo65+U5Y4ep2tsVDGcc3XBA9+5c2MQJtG8v32Jh/nzg4495zZzdaNlSbQH/+vX83ZxA+/b8YJR5CJSUAP/3f9zKxAksWCDvKHz9Nc+SOpE206oV/6Zke0eHu87bt3MKolMc//iDi5zJoHJlNhJUWq3IIiGBW03IFtiZOhXYscMeTr4wdZZJW9y+nSe8nNK5XTv5MbFzZ2DmTOc4TprEY4gMxo4FvvrKHj6+uPpqdoBk1pdWBJ3Xr2ej2u4q7wBHmv73P+D77+WOi43lVldOoGtX1loG27dzyzXZlGxVtG8f3jq3aqVmh73yCldddgJHj7JN9ddf4sds3w7068cTh07g3nu5X70MKoLOFQxnHN1TjfXr2ThwYsYY4EHhmWfkeoitWcM3hErKkiyiozlFb9Ag8WNOnOAUm44d7ePlCXNSYs0a8WOio4Ebb3RuQmPzZuCdd+TWXnzxBTB5sjPpotHRnCItk1aZmxv+OsfF8cNetVG8LDp25DR1mYJUn35qf5sPT6xaxU6QKMz72al7pWtXjlLJzKCbvYGd/C3K6pyQAFx/PTsnTuDjj+Uiabm53M9SZXmACi66iFvcyCzBMe99p36LKjoPGgR88okzE9HR0dzCT2ZMzM1lg9/uHromiIDFi9m2EoXTOl9/PXDDDbyuXRRr1nDWhFM6t28v3wO9bl0eT53A8ePA8OFyz7JVq7idp0rXDBWMGcPLM2Rg2tvhej9XQJxxdE81Jk/mFhBOpFIAXAThxRf5hhcBEQ92Thl0AKcede8uvn9uLnDXXfY3KTfRoAEP6DIPgZ9/dm4WEXA/sEU5EvFg59SDHuB00S+/FI+wbNjAkTenODZowM548+bix9Srx06TE2sOATWdn3rKuSgawNHZsWPFjTpTZ6fGnHr1eHJCpmVV8+b8nZzqQ6ii8wcfcATDKXTsyM6F7P3s5LNl1y659Xlr17Jj3KqVfZw80aMHO0G5ueLHnHceMGyYfZx80bEjayej87vvOrP0ycTQoRx5FsXatTwh5JTON9wAvPGGXKr/XXc5U1nbRKdOcvfzli38nVTaoKmgYUN5O8zp+5mIl7iIFkk9FXbYlVeGd0stC3DG0T3VWLsWuPBC51JmOnRgp1p0cNi3j2eXnTRG8vPZMRSd1a5Th2e0ZdNgVWEYwO23c2N6UTz8sDP9LE3I6pyRARw+7KzOS5bwbOfWrWL7R0TwZIZTHA2Do1RXXil+zK+/ymVL6MLUWXRGNiOD7ysnH6SdOvGaI1Gdze/i5G/x5Em5CFCXLsDEic6O2x07ii8ryMgARo/m9dFOoVMnjsaL6ux0VBwA7ruPHQZRtG/PURmndO7YkdPNzzlHbP+sLE4jPnbMXl6e6NgxvHU2DP4sGQdozRpn7TAAKCiQ6xJx7bXswDuFrl158u/wYbH9585lO8ep1pCmzjLRyDVrOLPDKZ3z8rgmxocfiu1fXMzZD062T3z22dO+l+4ZR/dUorCQ03mcNDqrVgXathV/CBw4wNEpJznu2cNVjefMEdv/4EHnelqaeOUV4LHHxPY1dXbSoDN1Fn0InAqj0/wsUY7du7PhXru2fZz8QbSATWEhO+JOtOEyUbUqcMkl4vufSp1Fx5yYGE79dlLnCRPYABJxGIqKeGmAk72+q1bl+2TgQLH9K8L9vGYNF0NxUueOHbkokqhjOGwY8Oqr9nLyh5wcsf2WLWMHaNs2W+l4oVMnrr4sWk32VOjcqROnxIvq3L49cM019nLyRbdu4pMuu3ZxRpiTY87NN7PdUq+e2P5r154anbdtE7tfTpUddu654mNidDRnXPXvby8vf3Dyt+Uwzji6pxJ//MGzek46kYB7FkwkOtC5M1eBc5Jj8/9v796DrKjuPIB/vwwgKw/l4VrKQ0TA50YUHB+QjdFkS8UY18It4iOyujFkY8o3pdZWRJIpd7d04/rcbERFFxRLUJH4WCO4ohUfA4IgqKCCYFAYEBmRxzDz3T9Ot3NnmJl7B+d299z5fqqm5t7uM7d/079z+/Tpx+lh4V7HQjcOp5zS+vsg2kJNTTiync/SpWEjm3SeTzyxsPiAcECjZ8+9H8Vwb8R5LrQD9PXXxY2nKfPmhct6Xnstf9n4+5xkQwqE+9GmTCms7JtvhsY06Tz36lV4nq+4Iqz3JMU5K+Ss7pIl4XLR2bOLG1NTamsL226nlef99y98cJhOnfbuMW3fRnl5WH+F5Hnr1sI7nG3p+uvDWaCs5nn48HAm+cwzCyuf9K1PQOu+z0AY0C/JK66A+nsjC8nz738f2vPW3NObtKQvuQXqr3IpZCDBqqqwr5jUlX+x1uxvr1wJbN5c/JgaGzkynEkuUe7opim+ZzONRmDXruw+JLpTp3B2pZAd46qq0BFPYoS6XNXVoZN21135y6ZxKSYQLpdZsKCwsr/6VdjAJvFYgFic50IOaFRVhc7S1KnFjytXPNpqIXUxLpN0Y98aK1eG/ynpPJ9wQmGjV9fVJTPqd2OtOeucxtlSAHj66bDNKeTxM2+9FTo/Sed53TqgoqKw8o8+CkybVtyYGhs1KvwuJM/Tp4eO+7p1xY2psaFDQ0cyq3kmCx9TZNu2cEA46W1ia/K8bVt625zNm7ObZwCYNAk4/fT85TZuDI/VS3qb+L3vhWUXMqbLwQcD8+e3fkTub6u8vPA8X355626Vaiu9e5f0gFTu6KbpssvC0e8knouWa8KEMDR7vktSqqvrHwOTtPLycJQu3/2O8+fXl09Sz55hsKJCzjy9/XZ4zmTSeY53RvJddltTExr6vXkG5rdVXh4GzMkX4/z54WxWofeutZU+fcKOZyF5njcvnTyvXRsGRSrkIMCsWcCf/lT8mBqbMSPcd5/PrFlhu7RsWfFjyhXn+aWX8pdNK8+DBoWd8nwx1tUBq1alc8AlHtE4360k1dXFj6UpffuGbUghA1LNmxcewdW/f/HjyhXnLV+eq6tDByiNPM+eDRx/fP72uXv3sH265ppk4or17RsuUy3kLO2ECeHy0qS1hzx37hy22/nyvHZteGxd0h3dbt0Kf0xeWid24ry9/HLL5aqrwzO7k16HQIhxyZJkxxdJkqSS+Bk5cqTaldratCOQdu6Uamqan//b30qA9OabycUUW7FC6tRJuv325svU1UkjRkiHHdby/1Esha6fHTuk115LJqbGfvMb6fDDW14/FRXSCSdIX32VXFyxNWuktWtbLtMe8rx+vdSli3T99cnFFYvXz9ChLa+fHTuSi6k5u3c3P6+2Vjr22PTzvHx582WWL5dI6brrkosrVmieJWnLFmn16mTiyrV7t3TOOdKkSc2Xqa0N/8fEicnFlevll6XNm1suE+c5y9/n6dPTa5/j9ZMvz1u2JBdTc+rqmp+XhTwPH97y/mCa+2GF5Dn2l7+ks91euVI65ZSW18/y5VLnztKMGcnFFaurkx56SPr665bLtZc8ZwSAShXYPyxq5xPAGQDeB7AKwA1NzN8HwMxo/hsABkfTBwPYDmBx9PNf+ZbV7jq6F10k/eIX6S3/k0+kQYOkBx9sev6WLVLv3tLZZycaVgOVlS03Ui+8EKrwtGnJxZTryy+lPn2ks85qvkxLO/ZJeOqpsI6ynOfYrl1NT589O908b90a8jx+fMvlVqyQqqqSiamxQvJ88MHS1KmJhtXAM89IAwdKn3/e9PxZs9LP8yuvtFzmyiul7t2lDRuSiamxfHnesSP9g6gXXijtu2/+PD/8cLJxNdZS2zJ+fMjzxo3JxZMrzvP06S2Xa+mgTLFdcEH+PO+/v/TOO8nGlauiQjr//Obnp53n11+Xli5tfn5trXTkkem2z/nyXFXV8nep2ArZD0s7z/lkYT8sznNabVsrZaKjC6AMwIcAhgDoCmAJgKMalfnnuBMLYDyAmarv6C5rzfLaTUe3pibspJDSDTekF0ddnXT88aGz2/hsY1WVdPHFoXpUVqYTX645c8LRwlx1deHnuefSOYoYu/XW0Jhv3dpwepznQw4JjVlaWsrzxo3ZyHNNjfSDH0jnnbdnniXp0kvDUe808/znP0vV1eF1bqNeUyM99li4OiJNuXluXN9y87xwYTrxSdL774erNJrK8+LFIcdp51kK6/KJJxrmNO481tSk+12J89zUTl2c52OOqa+raWgpz5WV2cjze++Fs2l3373nd3f79nBVQdrt88yZTR/827gxfwc4Ce+9V5/n9esbzstKnm+9NWz37rlnzzw/8kj6+2Gxqqo92+d4vW3bJq1bl3xMsTjPd96557w4zxMmJB9XrubynLu/feONqYUnKezHnnJK01f3zZwZYkyzff7gg3BwKu0DpQXKSkf3ZAAv5Ly/EcCNjcq8AODk6HVnAFUAWLId3SOPlPr2Dav9uOPSO/sTe/VVqV+/EM+AAdKvfx2mf/BBuMzj6qvTjU8Kl9P26iV17SodemjYqA4YIN13X9qRBdXVocGUwpHFoUPDT1bzfNttYdqaNdI++4SNaxbyfPPNUllZwzzHZ/ZWrJCefz7V8L7x2WfSQQftmec0LolqLM7zlCnh/cKFYV126xbyfM016cYn7ZnnuXPD9IceCgeMspDnV14JOe3du2Ge0zwzlevVV8Plt5L04ovhu5LVPHfpUn/gZcaMsF6zkOfq6rDTmZvnYcNCJ10K9TLt7Xbsj3+U+vdvmOeysnQ7P7E4z/Pnh/f33huu2shynr/4Isy77LJstM+SdMst9fthw4dLQ4aEXG/fnnZkQUVF/XqqqAgxZjnP8cHon/2sfj9s06Z0Y1ywoOH+9vDhUm6/5eOPUwttD48/nnYEebWmo1vM0Wf6A8h90No6ACc2V0bSbpJfAugbzTuU5NsAtgL4F0l7DB9L8nIAlwPAoEGD2jb6YjjxxDBA0I9+FEZ+K3TkwmIZPTqMlHf//WHApCFDwvRhw4BPPin8+WnF1L07sGgRcN99wOefh9Giu3UDunZNO7KgR4+GD3GPh7vfd99s5nnYsDCtZ09g4kTg5z8PAxmlbfJk4OKLG+b5gAPCvCOOCD9ZsGkTMHZs/UiduXlOW5xnRSOI7rdfeJxCv37ZzXOc4wsuAM49N8SctjFjgGefDQPu5OY5jcdbNWX06PrXvXqFUbS7dMlunuPBYgYPDs+knTgxxJ2mHj2AV18Fnn++YZ7jdmXs2HTjy7V9e3g+9/btDfOc9CBZTZk8OQyqOWBAeD9wYHgG9tFHZzvPAHDHHeF7nXb7DADXXhvW1eLFDfNcXR32d9J20031rw8+OGxzunXLZp6feSaMDA6ERwmddVY29sPGjAnt8x/+UJ/nnj3r5w8enFZke8pCG9KGqPhL39YfTI4DcIakf4reXwzgRElX5JRZFpVZF73/EKEzXA2gh6RNJEcCeArA0ZKafajdqFGjVFlZWZT/xczMzMzMzNJFcqGkUYWULeYhjk8BDMx5PyCa1mQZkp0B7Adgk6SdkjYBgKSFCPf6Di9irGZmZmZmZlYiitnRfQvAMJKHkuyKMNjUnEZl5gC4JHo9DsA8SSJ5AMkyACA5BMAwAB8VMVYzMzMzMzMrEUW7Rze65/YKhAGnygA8IOldklMQbiKeA2AqgEdIrgKwGaEzDAB/C2AKyRoAdQAmStpcrFjNzMzMzMysdBTtHt2k+R5dMzMzMzOz0pWVe3TNzMzMzMzMEueOrpmZmZmZmZUUd3TNzMzMzMyspLija2ZmZmZmZiWlZAajIrkRwJq048ijH4CqtIMwa4HrqLUHrqeWda6j1h64nlrWNVVHD5F0QCF/XDId3faAZGWho4SZpcF11NoD11PLOtdRaw9cTy3rvm0d9aXLZmZmZmZmVlLc0TUzMzMzM7OS4o5usv477QDM8nAdtfbA9dSyznXU2gPXU8u6b1VHfY+umZmZmZmZlRSf0TUzMzMzM7OS4o6umZmZmZmZlRR3dBNC8gyS75NcRfKGtOOxjonkAyQ3kFyWM60PyRdJrox+946mk+SdUZ19h+Tx6UVuHQXJgSTnk1xO8l2SV0bTXU8tM0h2I/kmySVRPb0lmn4oyTei+jiTZNdo+j7R+1XR/MFpxm8dB8kykm+TnBu9dx21TCG5muRSkotJVkbT2qTNd0c3ASTLANwD4EwARwH4Ccmj0o3KOqiHAJzRaNoNAF6SNAzAS9F7INTXYdHP5QDuSyhG69h2A7hW0lEATgLwy2h76XpqWbITwGmSjgUwAsAZJE8C8G8AfidpKIAvAFwWlb8MwBfR9N9F5cyScCWAFTnvXUcti74vaUTOM3PbpM13RzcZ5QBWSfpI0i4AjwH4ccoxWQck6RUAmxtN/jGAadHraQDOzZn+sILXAexP8qBkIrWOStJ6SYui19UIO2j94XpqGRLVt6+it12iHwE4DcAT0fTG9TSuv08AOJ0kEwrXOiiSAwCMBXB/9J5wHbX2oU3afHd0k9EfwNqc9+uiaWZZcKCk9dHrzwAcGL12vbVURZfOHQfgDbieWsZEl4QuBrABwIsAPgSwRdLuqEhuXfymnkbzvwTQN9mIrQO6A8AkAHXR+75wHbXsEYD/JbmQ5OXRtDZp8zu3daRm1n5JEkk/c8xSR7IHgFkArpK0NffEguupZYGkWgAjSO4P4EkAR6Qcktk3SJ4NYIOkhSRPTTsesxaMkfQpyb8G8CLJ93Jnfps232d0k/EpgIE57wdE08yy4PP4so/o94ZouuutpYJkF4RO7nRJs6PJrqeWSZK2AJgP4GSEy+jikwi5dfGbehrN3w/ApoRDtY5lNIBzSK5GuGXuNAD/CddRyxhJn0a/NyAcNCxHG7X57ugm4y0Aw6KR7roCGA9gTsoxmcXmALgken0JgKdzpv80GuHuJABf5lxGYlYU0T1hUwGskPQfObNcTy0zSB4QnckFyb8C8EOE+8nnAxgXFWtcT+P6Ow7APEm+KsGKRtKNkgZIGoyw3zlP0oVwHbUMIdmdZM/4NYC/A7AMbdTm03U4GSTPQrhXogzAA5IqUg7JOiCSjwI4FUA/AJ8DuBnAUwAeBzAIwBoA/yBpc9ThuBthlOavAfyjpMo04raOg+QYAAsALEX9fWU3Idyn63pqmUDyOwgDpJQhnDR4XNIUkkMQzp71AfA2gIsk7STZDcAjCPecbwYwXtJH6URvHU106fJ1ks52HbUsierjk9HbzgBmSKog2Rdt0Oa7o2tmZmZmZmYlxZcum5mZmZmZWUlxR9fMzMzMzMxKiju6ZmZmZmZmVlLc0TUzMzMzM7OS4o6umZmZmZmZlRR3dM3MzPYSyb4kF0c/n5H8NHr9Fcl7i7TMq0j+NHr9MslRxVhOM8u+guSlSS3PzMxsb/nxQmZmZm2A5GQAX0m6rYjL6AxgEYDjJe0m+TLC8zHb9NnBJMsk1TYxfV8Ar0k6ri2XZ2Zm1tZ8RtfMzKyNkTyV5Nzo9WSS00guILmG5Hkk/53kUpLPk+wSlRtJ8v9ILiT5AsmDmvjo0wAskrQ7Z9r5JN8k+QHJ70af1Y3kg9Ey3ib5/Wj6BJJ358Q5l+Sp0euvSN5OcgmAk0n+K8nlJN8heRsASPoawGqS5W2/1szMzNqOO7pmZmbFdxhCJ/UcAP8DYL6kvwGwHcDYqLN7F4BxkkYCeABARROfMxrAwkbTOksqB3AVgJujab8EoGgZPwEwjWS3PDF2B/CGpGMBrADw9wCOlvQdAL/NKVcJ4LsF/M9mZmap6Zx2AGZmZh3Ac5JqSC4FUAbg+Wj6UgCDARwO4BgAL5JEVGZ9E59zEEInNNfs6PfC6LMAYAxCxxmS3iO5BsDwPDHWApgVvf4SwA4AU6Mz03Nzym0AcESezzIzM0uVO7pmZmbFtxMAJNWRrFH9ABl1CG0xAbwr6eQ8n7MdQOMzszuj37XI367vRsOruXI/a0d8X250/285gNMBjANwBcIZ6fhvtudZjpmZWap86bKZmVn63gdwAMmTAYBkF5JHN1FuBYChBXzeAgAXRp81HMCgaBmrAYwg2YnkQABN3mtLsgeA/SQ9C+BqAMfmzB4OYFkh/5SZmVlafEbXzMwsZZJ2kRwH4E6S+yG0z3cAeLdR0ecAPFLAR94L4L7oUundACZI2knyNQAfA1iO0Gle1Mzf9wTwdHRfLwFckzNvNIDJBf1jZmZmKfHjhczMzNoRkk8CmCRpZQrLPg7ANZIuTnrZZmZmreGOrpmZWTtC8nAAB0p6JYVl/xDASkmrk162mZlZa7ija2ZmZmZmZiXFg1GZmZmZmZlZSXFH18zMzMzMzEqKO7pmZmZmZmZWUtzRNTMzMzMzs5Lijq6ZmZmZmZmVlP8H6hFTQjAqZwAAAAAASUVORK5CYII=\n"
726           },
727           "metadata": {
728             "needs_background": "light"
729           }
730         }
731       ],
732       "source": [
733         "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.000,process_noise=0.0,DeltaE=0.0) "
734       ]
735     },
736     {
737       "cell_type": "markdown",
738       "metadata": {
739         "id": "z-3WLAEpD2yJ"
740       },
741       "source": [
742         "#### 3.1.2 Running the Kalman filter"
743       ]
744     },
745     {
746       "cell_type": "markdown",
747       "metadata": {
748         "id": "T4g-RrrYAlBD"
749       },
750       "source": [
751         "We have used the same code for model and for the truth, and run the Kalman filter for 10 days. The graph below shows that the model state was remarkably close to the truth, even if the model is fed only noisy observations. This is because the dynamics of the model and of the truth are the same. After 10 days, we let the model continue without any new data to simulate forecasting the future, and the agreement with the truth was still very good."
752       ]
753     },
754     {
755       "cell_type": "code",
756       "execution_count": 7,
757       "metadata": {
758         "id": "_-CjONZkD18n"
759       },
760       "outputs": [],
761       "source": [
762         "import numpy as np\n",
763         "import matplotlib.pyplot as plt \n",
764         "\n",
765         "# using global E, m_f\n",
766         "\n",
767         "def plot_m(m,Ec=None,title=None,):  # global hour\n",
768         "  hours=hour.shape[0]\n",
769         "  %matplotlib inline\n",
770         "  plt.figure(figsize=(16,4))\n",
771         "  plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
772         "  # print(len(hour),len(m_f))\n",
773         "  plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n",
774         "  plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n",
775         "  if m is not None:\n",
776         "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
777         "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
778         "  if Ec is not None:\n",
779         "    plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n",
780         "  if title is not None:\n",
781         "    plt.title(title) \n",
782         "  else:\n",
783         "    plt.title('Kalman filtering and forecast on artificial data')\n",
784         "  plt.xlabel('Time (hours)') \n",
785         "  plt.ylabel('Fuel moisture content (%)')\n",
786         "  plt.legend()\n",
787         "\n",
788         "def kf_example(DeltaE):\n",
789         "  hours=hour.shape[0]\n",
790         "  m = np.zeros(hours)\n",
791         "  m[0]=0.1             # background state  \n",
792         "  P = np.zeros(hours)\n",
793         "  P[0] = 0.03 # background state variance\n",
794         "  Q = np.array([0.02]) # process noise variance\n",
795         "  H = np.array([1.])   # all observed\n",
796         "  R = np.array([0.02]) # data variance\n",
797         "\n",
798         "  for t in range(h2):\n",
799         "    # use lambda construction to pass additional arguments to the model \n",
800         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n",
801         "                    d=data[t],H=H,R=R)\n",
802         "  for t in range(h2,hours - 1):\n",
803         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n",
804         "  return m, P\n",
805         " "
806       ]
807     },
808     {
809       "cell_type": "code",
810       "execution_count": 8,
811       "metadata": {
812         "id": "d0EFhTPZAlBD",
813         "scrolled": true,
814         "colab": {
815           "base_uri": "https://localhost:8080/",
816           "height": 295
817         },
818         "outputId": "f442b3fa-19f6-4af7-fce4-02ebd1754f64"
819       },
820       "outputs": [
821         {
822           "output_type": "display_data",
823           "data": {
824             "text/plain": [
825               "<Figure size 1152x288 with 1 Axes>"
826             ],
827             "image/png": "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\n"
828           },
829           "metadata": {
830             "needs_background": "light"
831           }
832         }
833       ],
834       "source": [
835         "DeltaE = 0.0          # bias\n",
836         "m, P = kf_example(DeltaE)\n",
837         "plot_m(m)\n"
838       ]
839     },
840     {
841       "cell_type": "markdown",
842       "metadata": {
843         "id": "vqyB2Yz3uCsD"
844       },
845       "source": [
846         "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. "
847       ]
848     },
849     {
850       "cell_type": "markdown",
851       "metadata": {
852         "id": "Dl7pBZ9B3Nox"
853       },
854       "source": [
855         "Let's have a look at the evolution of the filter's estimate of the variance $P$. A common problem with the Kalman filter is when the variance converges to zero over time, then, since the filter trusts the model too much, it ignores the observations. Of course, once we switch to forecasting mode, the variance is not of interest. We could keep evolving the variance to bridge over periods when there are no observations, but not in this simplified version."
856       ]
857     },
858     {
859       "cell_type": "code",
860       "execution_count": 9,
861       "metadata": {
862         "id": "wRJgbmGLc91g",
863         "colab": {
864           "base_uri": "https://localhost:8080/",
865           "height": 313
866         },
867         "outputId": "816886cd-fe35-443b-9409-25577acfb9ca"
868       },
869       "outputs": [
870         {
871           "output_type": "execute_result",
872           "data": {
873             "text/plain": [
874               "<matplotlib.legend.Legend at 0x7fbbe3b94490>"
875             ]
876           },
877           "metadata": {},
878           "execution_count": 9
879         },
880         {
881           "output_type": "display_data",
882           "data": {
883             "text/plain": [
884               "<Figure size 1152x288 with 1 Axes>"
885             ],
886             "image/png": "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\n"
887           },
888           "metadata": {
889             "needs_background": "light"
890           }
891         }
892       ],
893       "source": [
894         "%matplotlib inline\n",
895         "plt.figure(figsize=(16,4))\n",
896         "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n",
897         "plt.title('Kalman filtering and forecast on artificial data')\n",
898         "plt.xlabel('Time (hours)') \n",
899         "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n",
900         "plt.legend()"
901       ]
902     },
903     {
904       "cell_type": "markdown",
905       "metadata": {
906         "id": "Ccr-uKbmAlBE"
907       },
908       "source": [
909         "Now what if the model is wrong - different from nature? That is always so in reality. Now suppose that the model and the truth are not the same. That is always the case in reality.  Consider a simple case when the model thinks that the equilibrium $E$ is too high."
910       ]
911     },
912     {
913       "cell_type": "code",
914       "execution_count": 10,
915       "metadata": {
916         "id": "spMdGW8oAlBE",
917         "colab": {
918           "base_uri": "https://localhost:8080/",
919           "height": 295
920         },
921         "outputId": "485fea06-430d-402f-ab9c-84e4683a61dc"
922       },
923       "outputs": [
924         {
925           "output_type": "display_data",
926           "data": {
927             "text/plain": [
928               "<Figure size 1152x288 with 1 Axes>"
929             ],
930             "image/png": "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\n"
931           },
932           "metadata": {
933             "needs_background": "light"
934           }
935         }
936       ],
937       "source": [
938         "DeltaE = -0.05\n",
939         "m, P = kf_example(DeltaE)\n",
940         "plot_m(m)"
941       ]
942     },
943     {
944       "cell_type": "code",
945       "execution_count": 11,
946       "metadata": {
947         "id": "Z_INvPNGCmM2",
948         "colab": {
949           "base_uri": "https://localhost:8080/",
950           "height": 295
951         },
952         "outputId": "97e7bbc9-e8e8-4d22-fb0e-16eeef3a6d2d"
953       },
954       "outputs": [
955         {
956           "output_type": "display_data",
957           "data": {
958             "text/plain": [
959               "<Figure size 1152x288 with 1 Axes>"
960             ],
961 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i1K/dYqsjOnfzz/Hm5cthx9Wru76pO4E+fBjp2BJ54QrYk9hw7BkRFAZU81vPUICkp93dV9Vy8OE/cVV4sGDEC6NxZXQPIrGfVZdy6Va4cTvz6KxARAXzyiWxJrDGO4b//LVcOJ+Li+KfKem7Thn+uWSNXDjuSkoBHHgFmzgQyM2VLY42h5z//lCuHE3Xq8M+1a+XKYcfFi8BTTwHh4cAff8iWRjn8aegeB1DF9Hdl1zY7vgHw0A2+928DEWHI4MGo06kTHnj2WXTs1Qvz588HkNcLunXrVrRs2RIAe4eHDBni8Vn9+vW79l4AmDhxIqKiotC0aVMcOnTo2phBgwbhzjvvxAsvvJDns9zfX7x4cQDAypUr0aJFC3QdMAA1unbF6FGjMHv2bDRt2hRRUVE4fPiwhyxJSUlo27YtIiMjMXDgQJApROShhx5Co0aNEBkZiY8++ggAMHr0aFy5cgWxsbHo3bu37ThHUlP555kzQEqK9/GBJiMDOHwY+Ne/2FBTkUKFeLEAyH1gqcawYcDGjcC2berqed06oFUrdSMMDhzI/X3PHnlyOJGSwsdw+3a19bx7N3swVGTVKv65Zg0bairSrBnw6qu8yKuqnjt14t9VvScaem7VSt1wTOP5nJEBXL4sVxYrMjOB7Gw2glTX89ixwOzZcmWxIy6OFyn375ctiT1jxqit5xUrgI8/5t9VlVEi/jR0twCoJYSoLoQoBC4utdg8QAhRy/RnJwAHXb8vBtBDCBEmhKgOoBaAzX9ZopYtPV/vv8/7Ll+23j9rFu8/d85znw8Yxpjxmjt3LgBg+PDhebZbhTbPnTs3z74rV67g+++/x/4DB7D30CF8MX8+1m/f/teOiYnw8HDs2rULQ4YMwbBhw65tT0xMxPr16zF58mSfP2tnfDxmjByJ37//Hl9++y0OHDiAzZs3Y+DAgXjvvfc8xr/22mu49957sWfPHjz88MP407S6N3PmTGzbtg1bt27F1KlTkZSUhAkTJlzzls923cCtxtlCxA9So3/u6tU+/28B47ff2NtsTEZUnJAQAZGRQLlyaq68E/GNv0IFICdHzZX3TZuA9HRg82aOglBx5f2uu1iu1NTcSbxKEAF163Iooap63ryZr+eKFVk+FfW8dy9QrBiHtaoIER+3li1ZzyrmmBrXc6VK6uo5Lg4oWpQ9ugMGyJbGmhEjOJLp3DmWVTU2bgSqVOGoJpX1XKQIe/pUNYCSkoCuXQFVC4OmprKOW7ViPWdlyZbIk4KgZ4n4zdAloiwAQwD8BOB3AN8S0R4hxHghRBfXsCFCiD1CiHgAzwN4wvXePQC+BbAXwHIAg4ko21+y+hP30OXu3bsDAKZMmZJnu1Vos3vocpEiRbB69Wr07NkTwSEhqHjbbbj//vvzTdaerpynnj17YsOGDde2P/roowgOvr6i103q10eFihURVqYMbq9UCW3btgUAREVFIcEi9HH16tXo06cPAKBTp06IMHkTpk6dipiYGDRr1gzHjh3DwYMHPd5/PeMA8EQkM5MNICHUvDk0acJht6VK8eRYxfyQu+9m78pvvwHTpsmWxpN9+/gYvvQSEBampp5Xr+ZzsH9/zuvbtk22RNaEhPDKu4rs2wecOgUMHKiunuPiWM9jx7I3UkU9v/IKh35/+CF7TlVbXNu3jz3NFy/y7x06yJbIk4Kg5y1bOMy/RAng55/V07MhT0QEL7yoyK+/sp5Hj1ZXz3FxQPPmHGIdF6eengE+/z7/nO/db70lWxpPpkwBypYFnnmGFyuvcy4cEAqCniUS4s8PJ6KlAJa6bRtj+n2ow3vfAPBGvgq0cqX9vqJFnfeXLeu8/zoZPnw44iwmYz169PCeA3vuHE/qbrmFV5uSkwEAISEhyMnJAYAb6g1rbrVj/r2YzYPG/H05OTm4auRrZmUhLCSEH6JlyiCoeHGEhYUBAIKCgpB1HStiK1euxIoVK7BhwwYULVoULVu2tPzffB13DSMsqmRJdSfGAOsYYH3HxfHkUxXOnOFV7a5dc/OxVcPQa4cOXJRDRT2PHg106cKLLk8/rZ6ez55lD9rkyTzxfP55npjcfrtsyXIx67lRI6BBA7nyWBEXB8TGAg8/rKaeDUqW5Mncpk3AkSPq6fnSJc5nV0kuM3FxQMOGwEMPcd6cinpeu5Y9aQsWAPPnc4pMzZqypcrlgw+A995jj/0PP7AnTbV8Z0PPjz4KVK7M56RKJCVxmkmfPnxNz5+v3vVsEBzM5+D27bworRJxcXxtREfLlsSaM2cKjp4lIb0Y1d8VXzy6Vtx3772Y+/33yE5Px8nTpxG3efO1/JVq1aphm2tVccGCBdctkxFWPXfuXNx1111ex5u/b/Hixcg0QneMfJoSJTiH04eQlPvuuw9z5swBACxbtgwXXIVQUlJSEBERgaJFi2Lfvn3YuHHjtfeEhoZe+06ncZZERAA1arCRGxbGRZ9UKr6SkcETpVWr2NiNjMzXhZZ8wQj3btWKV7QffxyYN0+uTO6sWsWTkNtvByZOBL76SrZEnoSE8EO0XDk20FTT86pVHNIaHs7X9Lp16i0YrFrFYYQ1anCYdYkSsiXyZM4c4NNP1dXzjz8CDz7IERCtWvE21fS8cmWunuPjucCcSvft9HRe/GvVivX85ZfAY4/JlsqTkBCgfPlcPat2Lq5cyQsaERFc/G7mTDX13LIly9ixo3qe5zJlODpjwAB19TxwYG6V/Fat+JpWSc8ZGcCGDbnH74cfAFfXEmUwz8M6dQKmTuVnteYa2tD1M+45utdTddk9R3f9+vV4uFMn1KpSBfUfeACPP/447mrY8FpuyNixYzF06FA0btz4ukONAeDChQuIjo7Gu+++iylTpngd/+STT2LVqlWIiYnBhg0bcj2/hsFbpAj/zMjwWjRk7NixWL16NSIjI/Hdd9/htttuAwC0b98eWVlZqFevHkaPHo1mppXxp556CtHR0ejdu7fjOEtCQ4HSpdkIL14c+P57NspV4dgxYNGi3Aq30dHcrkkljNDwqCh+yH/zjXrhW4MHc5EGITgU3Fy5XAVOnWIP6e7d/LfKeo6O5jzY0FA1ZYyKYj0nJADjx6tXxbNCBfYAAcCECcCzz8qVx51du4AlS3iRQFU9HzqUq+ejR4EvvuCfqhAUBCxfzm3hAPayqOZZmT+fDYzsbHX1fPAg32+E4J9Eauk5MZHnNYaXb/16NsZVo0IFXnCpW5cLKqn2/Nu2DTh5kn+PilJPz8eO5dXz119ztIFKtG3LnvA77gCqVgWee44jUDW5ENFN8WrUqBG5s3fvXo9tBZ7UVKItW4iSk4mI6Ilu3Wjef/4jWSg3UlKIjh3L/Ts+nujIEXnyWHHuHNGlS0Sk6Hmydi2Xn1q2jP8eNoyoWDG5MrkzdChR8eK5f1eqRNSvnzx5vHH+PNHHHxMdPChbklzWrcur54ULiaZMkSuTOwVBz19+yceOiGj9ej6mS5fKlcnM0aNEkyYRHT8uWxJ7CoKeK1Yk+uc/+Xfj2lFJz+4cPEg0b55sKfLirufnnyeaP1+ePFZUqKC2npOTiWbPzp3XqPh8/vZborfeki2FM2Y9q3jfNuZhy5fz3yrq2Z09e4h275Ythd8BsJV8tA/9mqOr8QOGt9SoFhwUxKtg2dnqJMmXLMkvg9BQtSrVEbHXp3x5zs0mApYt4zyMWrW8vj0gnD7NP8uX558tW7KOVdLzHXdw5VOD8uU5X0QVcnLYuxIdzeHLFy5wmNRnn6mTj+au565d5clix+nTeXOwVdMzwJ4zA+NYGsdWBXbsAEaOBO6/nwvLnT8P/P47RxmoEkly+nTusQM4l7hGDXnyWPH007m5kCrq+dAhrj7/4IMcKTR/PuccpqWpE9rqruf//leeLFbk5PD9xZBRRT2HhwO9euX+Xb48h1pfuqSOnr/7jouOGVGESUl8HlatKlcuA3c9V6rExS1d9VyUoEoV4O23OXUMUFfPmZmAq9At+vbl5/WSJXLlUggdulzQEIJDgl2G7qyPPkK3Rx5Rq8qa0V/OIDRUrdL72dl8vIzFAiLOsbmBvGa/YWUATZ2qjpELcE7u1Km5f5cvr9Zk5MIFzlkxej2rOGFy1/PVq7wIcwPF5PxG3bocHmVw111AtWrSxPEgI4Nz7I0CcwVBz4sWcdXbxER5MrljnnQCXAxo+HB58lgxZgwb4ICaev75Z6BnT64KDagpo7uhS5Qrrwpcvcq510b6UfnybJyp1H7myBHOjTQW8I3jqdICoLue+/YFHnlEnjzuXLjAczFDxttu4/oP+dhJ5C9z2228QFm5Mv+top6nTeN7tYFq8zAF0IZuQaNUKV5dMoy08HD2ToUo5Jw/cCBvnkVIiFqGriGLccyCgnh1TqWbV04O59aUK5e7LSODJwGq4K7T2rXVKoLgblwUK8YvlR4ChiyGnn/5BahenT2AqjB2LDB9eu7f06bl/Vs2hw9zNWNjBbtYMY7UUFnPKhpAFSvycTSj0gJqRgZXADeiSIoX5+fhlSty5TJjp2eVni3uCxoDB6qVu1m4MBdt6+LqQlm8OC/+PfGEVLHy8MUXQIsWudeHitezu6GrmgF09SrQrh0vpKpKYiI/XwxUvJ5V17MCaENXk/9kZuYa4gD/zpkO8mQyY6zCmmVU7eYweDDfTA0Z4+N5ArBsmVy5zFSsmNfj8847bKipgruha/yukp5TUrg6pqFno52USjKqjp2eVZuMmPWs4sT4yy/zLmC89RYbkqrct9ev5+tj1arcbefPA+PGSRPJgzNn1NdzWBh7qgzKlWO5VdGzEXGlMgVBz1YGkEp6rlCBU4vatcvd1qlTbiE3FXjjDeDOO3P/fuAB7ipi3iab06dz5w0A/66SnhVAG7oFjT//5LAZg8xMNoLOnpUnkxkiNiTNRmSlSuwpUCX0yD3PGVDPAHLHqKKnioxZWdzPWSUPrjsFwdCdPDm36iSg3oQpM5MnwtOm5W77+muuJKtKGwjjWJkf9tu3s9dFFawmncZ2VQkL45BWV5926Vhdz6o8UwwKgp63beNFSYPy5fk6V0XP8+bxuXfgQO62558HnnlGnkzuuOu5QQPOzzYbbTLJyuJUDvdz8epVdfRsxfnzwL59sqXIxV3PhQrldhNRgcxMzr0uaHoOMNrQLWhcvpw3ZDQ4mG9qqoQGu4cFA+pNRsLDOVTLXPRANQNo8OC8ngrVPH3Gwor5Brt2LdC8ed6FGJlYTYznzGFDTSXMCy4q6vncuby54Tk5rGNVZLTSc6lSnJKgCl99lTfaQTU9nz7NRdt++CF3m2pGmpWep0/ne6UquE+Mb72VPdBGXrGKqKjnzEz2mBocOcL5m6rgruewMF78K1xYnkxmQkK4zsP//V/uNtX0/MEHXOvB3HpStXmYVT77889zO0oVsJqHde3K93GVDHLJKDQT0PiEe1hwUBBPQlUxdK3CgtPTOc/h8mU5MrkTHMw5fOaJ8L//DcyeLU8md37+Oe/KZqFC3JhelYeA1aQzI4ON3WPH5MjkTrduwNKl3C/ZoFq1vHnPsvnXv4BZs3L/Lgh6Vm3CdPo0X9NmPS9ezBMSVShSJG/l6kKF2HNlVMqUzcmT3EfX/BxRUc8hIXx9GPz2Gx9HVZg9G5gxI/fvkBDgvvvUuefs3w906JC337mKeg4Ozqtn1Q0gAHj/fWDhQjnyWCFE3oruzZrxualKj9VjxzgHtkSJ3G2q61kI7tqgSorWrbeyjL175267/Xau+q7KoosCaENXUTIyMvDAAw8gNjYWc+fOzd2RmelZeCo0FPv278ddd92FsLAwTJo0Kc/u5cuXo06dOqhZsyYmTJhg+X0rV67Egw8+6FWuffv2ITY2Fg0bNsRhc5K+QUgIV6grWjR3GxGHOaanY9y4cR7yAcDChQuxd+9er9/vTkJCAubMmXPt71mzZmGItxyP5GQO9zDToEFuU3AVsHqQqvQQKAgGUKVKPKkzL2hs2QK89po67a5mzfIsPDVpkjoGkFVYsGp6fuwxPo5mPW/dyuGZquj5xReBFSvybuvWDahTR4487hSE69nIRTPruXx5jjhQRc9Vq3JRPjNLlwI//ihHHncSEjgv0lzVvW5drmZdqZI0sfLgpGdzNweZfP45X9Nm3ntPncXy7duBAaesoikAACAASURBVAM41c2gRg1uz6WKoVsQ9Kz6PCwoiI+huZ3nlSt8vzEXhP2bow1dRdnhmvzGx8ejuzHpzcnhl9lbCgChoShdrBimTp2KkSNH5tmVnZ2NwYMHY9myZdi7dy++/vrrGzIoDRYuXIhu3bphx44duP322z0HFCrEq0zmsGDDMHfwOjsZulkOkxh3Q9cnzp71vFEdPQp8/LEabRbS01kO9xvskCHqhMBVrgyMGJG3z6ZqE+OffspbuAYANm/mkPBz56SIlIcrVzzzqADgn/9kL5AKGAWdVDaAYmPz9tEFWEYidfQ8cSKfe2bi49XxDFgZupUrc0Vec+EimTz6KBtkZgw9uy9cyiAjgxepdu/Ou33iRH6pgJWeK1XixT+VeotbGRc5OWpczwD3e3WvUK6SAbR7NzBzZt4uDTk5vKhqNn5lYqXnO+7gBUAVKqkTAR99lNdbCqil5w0b+J5onrempgKdO6uzuKYACvWk8S/DhvG8Ij+Jjc1b08GdhIQEtG/fHs2aNcP69evRpEkT9O/fH2PHjsWZM2cwe/ZsNG3a1ON9Z86cQZ8+fXD27FnExsZiwYIFbFTm5HB+qXvsfalSuKVkSdxSoQKWuDWJ3rx5M2rWrIkaLoOkR48eWLRoEepbtBNIS0tDt27dsHv3bjRq1AhfffUVhCm/dunSpXjnnXcQHByMX375BZ999hkefPBB7HY92CdNmoS0lBSMe/llHE5MxOAhQ3D27FkULVoUHw8diroVKlgep/Xr12Px4sVYtWoVXn/9dSxYsAADBgxAbGws1q5di549e2LXrl148MEH0a1bNwBA8eLFkZaWhtGjR+P3339HbGwsnnjiCURERODEiRNo3749Dh8+jIcffhgT3ScZWVmeXvHt24GnngKaNgViYizlDBhWkxFArVy0yEie1JkpXZpXGFV5CLz6KsvUokXuNrORZg4llYGdnk+c4FfjxoGXyZ3KlYEePbhCpkGZMtx3umJFeXKZWbuWV7XNnjRzGwhV9fzWW/xQ2r8/8DK5YyVjRAQv/qlC+/ae28zXs/vxDTQnTwKjRvE9p0GD3O3ly+f/5ONGsTsXjSqtso8hwDmG7oZOzZrAPfeo0V88OZm99C1b5r0Hqq5nIn6mvPQS8PrrcuQy497mCgAeeohfKiAE98R2p3x57tuuAmvWcNrdqFG528qU4XmYSl0HJKM9un7m0KFDGDFiBPbt24d9+/Zhzpw5WLt2LSZNmoQ333zT8j233HILPvnkEzRv3hzx8fG4/fbbMXz4cMQ2bozYRx9FbMuWiI2NRWxsLIcily+fdyJq4vjx46hSpcq1vytXrozjx49bjt2xYwfeeecd7N27F0eOHME6t+IPHTt2xKBBgzB8+HDExcVZ/8NpacDevXjq6afx3nvvYdu2bZg0aRKenTjR1qN79913o0uXLnj77bev/b8AcPXqVWzduhUjRoyw/i4AEyZMuHachrta3cTHx2Pu3LnYtWsX5s6di2PuOaPuec6AWsVh0tPZ2K5WzXN7QoIMiTy5cAG4dCnvtuBgfvibi4jIxM4zYOyTjZW3FGAD6IEHAi+PFfffz8W7ihfP3RYczD1rH3lEnlxmevXiNhBmVNKznXGhkmfg1luB1q3z6hngxVVVaivs3s1VWc1UqsT3SRU8QAVBz6dP80K5u55jYoBXXpEjkztPPsm1C8y0a8cLWlWrypHJzP797OVzTzm55Ra19RwczLniqsjYurU6VaqtSEriiLDU1Lzbb71VnZo4Z86or2cF+Nt4dJ08r/6kevXqiIqKAgBERkaidevWEEIgKioKCddhtEyZMsV5QE7OX65u3LRpU1SuXBkAEBsbi4SEBNx7773X9yE5OUi7ehXr16/Ho48+em1zRmrqdVdB7X6DeYqtW7dGuKvtTf369fHHH3/kGvtE1oauShPjOnWsV4YnTWIv5ZUr8gsN/OtfPPFwzwNRJRSTSH1D9/JlfiC5exzLl+dKlOnp8vWcnZ234rJqEFl7BsqX5zQKFVIRnAwgVfTcty+/3GnShL36ixYFXiYzRECjRsDQoXnDgO+6S51cNKt8dkAtPZcsyVFL7nMFVYw0Ik4tKlNG3fuOt+s5IyNv6pYMjGefu55VWnR56y3PbUeP8nX+3nueIcOBZt06ji7YsiVvdNW77wJTp8qTy0xB0LMCaI+unwkz3fCCgoKu/R0UFOSYe+rO8OHDEdugAWLr1kVsTExej+65cxx6a87HcFGpUqU8Hs3ExERUqlQJmzZtuvYZixcv9pA1ODjYq3whISHIycm59nd6ejqQk4Oc4GCUKlUK8fHx116/Hz583blexYoVs/yunJwcXLX4Xw0c/w+jGb176LJKBpAd5nBM2agQKujExYs84VDZ0G3ZknXpHqKskp47dmSvrjt9+rD8srHTc61abFio4HU2vJB256IKerajTBk1rpWUFH6+qXzPcTKAADX0PGYMsHKl53ZVJsZGbQp3z8Tly0BUVN6K1rKw0/Pw4SynbCPXwD0iDFBHz0T8cicigqPFTp0KvEzu2C1cqdQu024epoqeFUEbugWEKVOmIP7nnxH/1VeI37HjmgE5evToXKPNwjBt0qQJDh48iKNHj+Lq1av45ptv0KVLF9x5553XPqNLly43JFP58uVx5swZJCUlISMjAz/++COQnY2SpUqhevXqmOdq+0BE2Oklp6FEiRJIdQ8RMVGtWjVsc7VEWLx4MTJdoSPe3udBcDAnV7u3eyhZkh9QKtwcPviAWwG461MlI83uBvvaa2oUUrKbjJQsyR4DlVrPuKOant3DHAF+2P/xR+DlccdOz0KoMyHp14+NcVe0zDVU0nPLlsCzz3puV2XCZKdngHP63n03sPJYYTcxfuQRbq+nSk67FarruUgR4MABNXq02+m5WDF1epd++SVglV6mip4PHuSIm/nz824PD+ftKshop+fdu7kwnrn9oyzOn7e+J06aBHz6aeDlURRt6BYkMjPZUHMPAQ4Nxalz51C5dm1MnjwZr7/+OipXroyLFy8iJCQE06ZNQ7t27VCvXj089thjiIyMzBdxQkNDMWbMGDRt2hRt2rRB3bp1r1WFnj17Nj799FPExMQgMjISi77+mnNbrFbxwEWy3n77bdu2RU8++SRWrVqFmJgYbNiw4Zq3Nzo6GsHBwYiJifEe3g3w5DckxDMsSgj2ipsbrMvi99/5Jqqy19nO0E1N5VAfGz0HjKpVucdmhw55twvB7RWuM4zeL7z7LvDEE57bVfIAeVsxlq1nJwPohReAyZMDK48dhQp5nnN33w2sXg3UqydHJjP79lnnnammZ/dJJ8C5ktu3B1YeK0aO5MUf9/DkiAiuTu9+P5dBq1bW14RqerZauFLFSDt9GihVytNze/IkVz1V4Vy047nngA8/lC0FH8OsLDZszaik5zNnWD736/nSJTbQrdprBpotW4BvvvHcHh3NBUM1DBHdFK9GjRqRO3v37vXYVqA5dIho1y7P7enpRFu2EJ05E3iZ3Dl/nig11XP7yZMsY1ZW4GUyk5ZGlJhIlJl5bZNy58ljjxHVru25/ehRDvj55JOAi5SHrCyioCCil1/23DdxIsuYkhJ4uXxlxgyiKVNkS2Gv5+Rkoq+/Jjp+PPAymcnOJgoOdtbzxYuBl8vM+fNEy5YRJSV57mvShKhdu8DL5M6UKUSvvy5bCnt8uZ5l63nePJYjPt5znyp6tiMtjeg//yHauFGuHE56XreO6KOP5D+fDT3v3Om5r3FjNfR84gTRtm2e21V6PnfoQDR/vlw5nPCm5/btAy+TO97mYZ9+GnCRfObAAZ7nXL4sWxK/AWAr+WgfKuDW0PiMVVscILew0nXk/PqNiAjrUEcfeukGhEuXeOXVauV62TIOG5aNnRetQgXgv/8F7rwz8DKZyc7m0JiOHT33qeJ13rwZeP99y7x1/Pgj8PnngZfJHTs9h4dzSx/ZoY5JSaxrO48uIF/PERHcdqZ0ac99qngGFi7kns7uEAFffeXZXzfQnD/PkThWem7eHBg7Vr6nr3FjDsUz9+02UEXP06YBs2d7bg8KAl58UX6hPic93303VzuWXQDKKUJDFT1XqMD9Xt1R5Z54/jzPZU6c8Nx39izwww/cIkkmTnru3h1o0yaw8ljx8svWOeGq6PnCBeCf/+Reuu5s2AAMGgTYdFj5u6ENXcl89tln14pCGa/Bdv1SS5TgkBl3goK4cqupeJMUsrO5mISVwW0YutnZgZXJHUM2qwf63LnAhAmBlceK8+etJ+5hYZxbau7RKINChbjwxt13e+4zWgtduBBYmdz53//s+w6XKePZpkQG58/bt2JatYpzgWQSHAyMGMFVWt1p0AAYOFB+4ZWdO4HvvrM2xFTXsxDcu9tVy0AaxjGykrFZM2DcOM5tl0m1ajypK1HCc1/p0vLvNwDw0UeeOYcA520WKSJfRic9X7oEbNsmv0p506bc49Xq+XfffVxlWzZffAGsWOG5vSDoedMmoEsXzneWiSGjlZ5HjlSjhkZ0NIf6u1OkCIczy362nD4NfPaZddV547jKllERFEga+XvTv39/9O/f37fBTh4e90InMkhP5xtozZqeBrlhWMo2dLOzeWHAKkczPJyre8rmjjv4GFpx8CAfSyvPRqBIS+OVwqpVPfNXqlRhT6/sohwpKSxDoUKe+1TRc0qKZ46SQY8eQOfOPHmWRenS7Lm34o47gI8/Dqw8Vnz1FTB9unWv14KgZxVkLFwY6NmTK1W7k5XFXqCSJeUupO7fz/n/7hXKAaBuXfneFUB9PRvfbyXjjh3svf/f/+R605o04ZcVL7wQWFnseOUVrkRv1etcdT0b8zLZMjZuzC0K3ds8GqjQomnxYl5gi4723Fe3rhpzHMDa+aWKnhVBe3QLEk7hY9nZ8sOCDW+pXXh10aLyK6E69QUtVYpXtE0tk6QwaxY/TK3o0gUYPTqg4niwfj3f6F1VsPMQHQ0sWcKtIGSSnGz9AADU0fNtt9kvWJQqJT+8LCODj5PdfScnR366hJOeK1Zkr4bssNvkZGcDSLaeq1YF5syxNjD27ePjuHRp4OUy8/bbfO+z4qWXgOXLAyuPFarruVAhoEULoFIlz32G3LJlPH5c/XBLpwWNiAi+b8rE0KHVfdGQW7YB1KGDfaX0cePYiJT9fO7b175y8Y4dwPjxgZXHHUPPVueiKnpWBG3oFhSIuJrfyZPW+w8csA5hCCSGt9bKkCxcGKhf3zr0LJA4Gbrh4Xycr6ddUaBRwQByWjFWBW/eldBQ9kzLZM0a7mtphQoT48WLWY49ezz3HT/OC1qzZgVcrDykpNgbui++yJUxZS6uEfGkrWxZ6/0qXM9OqDJhcrqeVSAnh58bTotrsvUcG8s9dGNjPfep4gEaNszaUwpwBEnp0nJl9KbnPXvk138ICuLoDKvQZUNu2ediWpq9Y6ZECfnzMG96VgGneZgqC1eKoA3dgkJ2Nl/8dpO24GA1woINWVSlRg02uK1Q4SGQksLhv3YPSxVCo5xWjC9fZo/Be+8FViZ3nDx9w4bxqrvsvEMnVNezMRmR/SB18qKpgBDAqVPAq69a71dBz598wgUErYrXqDJhclrQ+PFHzhlPTAysTGZSU/l6sDsXly4FFi0KrEzXgyp6drpvC8H5rzKvFyPCxU7PsiPWAF4oOHCAo67cUWXh6uGHOefaChUWXbzpeexY4OmnAyuTO1ev8n3bSsaKFXnR5bHHAi+XgmhDt4AwdepU1Hv0UfQePBiLFy/GBFfRpHHjxmHSpElAcDBmLViAE1aTlXwgISEBDbwVQXIydIm4P6zsXCoh7Huodu8OnDvHhqYskpN5wma3aKGCZ8BpJbFIEZ7Yy+4B+803wIIF1vtU6KF74gRXz7YLuVRdz8WL83GUPWFyMoA2bQLatuW8dlX54APg22/lypCczMWIrKJtVNGzkwGUkcGTOpmFV8LDeeI5ZIj1/tKl5ef0zZgB1K5tnc9evDg/G2Xr2clzr8pCtFkWdz7+mBdSVaV4ceDnn3muIxNvEVfGGFl40/O+fVwwUiZ9+vACm9V8NSSEHToqL+YHEAVmfBpfeP/DD/HztGmY/ckn6NKlC0a752mGhGDWwoXXbehm5WeOXUQEF1GyMiSE4GJVsvNXEhO5bYoVxYpxuI9MQ8hbWLAKHqDkZD5GVm2khOCbq2wjrXRp++JtBw4A/fpZh+QGinPnuK3MpUvW+19+WX4InJOeg4LU0PPnnwOTJ1vvS03lSd2pU4GVyczhw+y92LrVen+NGpwjK5OCoGfVJ8YAp0NYFb8DuKWLnVc/UCQm8vloZXAHBXFht0cfDbxcZpwWrlTw9FWqBPzxB9Ctm/X+LVt4kVUm77/PXl2r2gRBQbxPdvFSX/SswoKGyjn33vjwQzVqFyiANnT9TEJCAurWrYt+/fqhdu3a6N27N1asWIF77rkHtWrVwmYfeigOGjQIR44eRYehQzFlxgzMmjULQ9xWjucvX46te/eid+/eiI2NxZUrV7Bt2za0aNECjRo1Qrt27XDSld/bsmVLDBs2DI0bN8a7775rO27btm2IiYlBTEwMpk+f7v2fDQvjm5TK4dVJSfa5madOAf/3f8BvvwVWJjNO4aIA0L8/92uUyUMPcTVgOz2XKiV/0vnmm1xB1IqLF9lAOnIksDKZ8abn6Ghu7SITw7hQWc916wL16lnvU2HCdPw499G1O06bNtlXtg4U3vT8xhtsrMtkxgxudWWFCobuvn3czuzwYev9a9aor+devawrzAYSJ8+9CnoOCeEignaeMhXuiXv3cj0XOz0vXcq52jJxSjmpWZPrK1SoEFiZ3GXYsAFo2dJ6vwp6njHDOXz6rbeAr78OnDwK87dpLzRs2DDEx8fn62fGxsbinXfe8Tru0KFDmDdvHmbOnIkmTZpgzpw5WLt2LRYvXow333wTQ4cOxfDhwz3eV7RoUaxfvx4zZszA8mXLEDd/PsrWq4dZFidvt169MO3zzzHp3XfRuEkTZGZm4rnnnsOiRYtQrlw5zJ07Fy+//DJmzpwJALh69Sq2bt2KzMxMtGjRwnJc//79MW3aNNx3330YNWqU9wOSlsariHYFp4KD5VdpzcqyzyFOTeWbQ/368h743lYSZRs/ALcGsGrzYaDCauf48cDQoRy66o4KEyZvej54kI2g7t3tWzD4m44dub2CHYMGyQ3zBzj0t1kzoGFDz30FQc8rVnCF9eeek9dOw8m4AIBnnw2cLHZY9bM0UGFB4+BB9qTZtQoMD8+NaFJVz/Hx/Hx0urf7m7ffBqpXt95XsSJXwi1fPrAymdm7F/j+e+5/Xa6c534V9OzkLQV4Mb9qVXsjLhA4yVitGuBKzZNG0aLOcy0V9LxuHb/sUCH9SRH+NoauTKpXr44oV7uVyMhItG7dGkIIREVFISEhAa1atfJuhAvB4SZ2F1WJEhw25VrF279/P3bv3o02rp542dnZqGBaIevuytGwG5ecnIzk5GTc5yoY0LdvXyxbtsxZxpMnuZKeXbGnkBC5Ht2cHDbEndoLAXJvDmXLAv/4B3Drrdb7z5wBdu8G7rpLXs7X7t1sfNWpY72/a1e5PTeNB5C3UEeZevbm0f3f/zjfr21b4JZbAieXmQ4d+GXHiy8GThYr0tPZCHvjDWdDV2U9m8MxZem5VSvg9tvt9584wSH2Vn12A0FmJhecatjQeuGlTBmgdWvrKrOBoiDo2Vvl6qFD+afM3MPHH7ffV6kS8MUXgZPFim3beGGqe3drQ1cFPXsr0Cc7/Sknh1Nz7r7bej8RyxccLK9Lx++/s0e3e3fruUzVqtxL/soVuQtXKutZIf42hq4vnld/EWa6EIKCgq79HRQUhKysLMTFxTl6dK/h1FcsO5v3u8YQESIjI7FhwwbL4cVcF6/duOQbmRw6te7hL5XbG81bVWgVPEB33WVfRAngnMM+fYD9+7mwiAyefZZzfezCn157LaDieOBLfo15nAzCw3nFuHRp+/0AP8xkTZgSE3ll207GjAw2gOz2+xtvBUPCwzmsWeaii6/nokw9//OfzvufeQZISAB27gyIOB6cP8+Lf9OnW3uXS5dmz7hMrueeI0vPjRvbh/kDfB398Ufg5HEnI4O9yrVrc70PO3Jy5NXR8KbnsmV5kdqq4Feg8ObRla3noCDnfPWrV1n/b7zB3mcZ/PILR9l07mz9/OjTh18yUV3PCuHT3UIIcYsQ4mEhxGAhxD+FEE2FEF7fK4RoL4TYL4Q4JIQYbbH/eSHEXiHEb0KIX4QQVU37soUQ8a7X4uv7twoWhkfX/ZXHyM3O5txRO0MxNRUliJB67hwAoE6dOjh79uw1AzYzMxN7LIrv2I0rVaoUSpUqhbVr1wIAZs+e7f0f8WboVq7M+S2yMB6QdjIWKsT9flUO91DBSPN2gwWsC2EECm8GUFgYT0ZkytilC68Y2xmJKhRe6dTJ2Qh68kle1ZaFt0lnWBiHGtqFkwaCQoX4nuetkqxMPV+54nwtyPYMFIS+3cYzw5ueL14MjDxWjBkD/Oc/9vtlp5z88Qcv/i1daj+mTBnAvRBnIPGm5+7dObLNKeXD39SqZd0r2UD29ZyRARw7xgatFWFh8udh3vSsAt4iNGTrWSEcjVUhRCshxE8AlgDoAKACgPoAXgGwSwjxmhDCMitfCBEMYLrrffUB9BRCuMe07gDQmIiiAcwHMNG07woRxbpeXW7gf7v5cGqNExyMfp07Y9DQoYiNjUV2djbmz5+PF198ETExMYiNjc1rOLsoVKiQ7bjPPvsMgwcPRmxsLMgXo8CboSubsDCemDuFuJUqJXcy8tJLzosBKoRXewuZefFF67CuQOHLQ+rkSQ5BUxUVFjS86Vl2QY6CMBl56imewNtV41VBz/XqOS8GqKJnp8W1Zs3si1UFgsxMLlBkp+cOHTj/tVGjwMp1PRQEPYeGyl90KVLEXs8q8OmnwJQp9vtl527u3MlznJ9/th8j+1z0pudduzhCwmJOHTAiIpzniu+8A+zYETh5FMZb6HJHAE8S0Z/uO4QQIQAeBNAGgFWsZVMAh4joiGv8NwC6AthrDCCiONP4jQAkxwLkP9WqVcPu3buv/T1r1izbfU4krFlz7cLv168f+vXrB4D76AIALl/GI/ffj0cGDrzmJYqNjcXq1as9PmulW8ip3bhGjRphpylcbeLEiR5j8uDN0D19ml9RUWo0Vrfi6FF5ORcAt53JzLTfr8LE2NtKYqFCHG4oK8SsSRMuLKbyZOSll7i90C+/WO9XYUHDm+feWDGWpWdvnnuAw8sqVOAiNyrSpAlXZpa9MOSLZ0BlPRv9x2Xx2muA8Sy2QoUF4Ntu4wUNu9SS8HBe5FVZz7KNNG8FvRITObx+xAigRYvAyXU9jBrFhQRl4UuEhuzoAm96Bjhf+zrbeeYr3ipny0opUhDHuxkRjbIycl37sohoIRHZJRRWAnDM9Heia5sdAwCYqx0VFkJsFUJsFEI8ZPUGIcRTrjFbz5496/DRNwHejEhjn8xiT7VrO+cfEXG4iiwZU1O5pYxdyAzAITMyjXBfjAtjnAxycngy5G0yQmTfxsnfCME9QZ0M3VdekZf/A3AbEqeHZM2a3JPxgQcCJ5MZQ8/ePLoy9XzvvdwT2Sl8+uBBue3CXnmFvbp2FC7M1WRlVdYuCHr2xXMv2wMEOD83UlLYuIiLsx/jT3Jy2Ahziszq21du382CoOfp07kYox05Odwz+dChwMnk/v316nH7PzuqVLEvGBoIfPHcy9azL2HBxjhV2byZF9Rl5osrwnUt2wkhmgkhlgshVgoh8q2xnhCiD4DGAMzL7lWJqDGAXgDeEUJ4lIUkoo+IqDERNS4nc0U8EHgzdENCcsfJolgxnrjZIdsYT09nT6PTw/7DD4F//ztwMrnj7QZbvjywaJF125xAQAR89x3nItkhu9rt6tW8ou4Ugr5li703NRB486IVKcKhUd5Wlf1Fairr2peHvSw9FynC+WhFi9qPke0B2rzZ2dDOzORWWLL6Wvqi5/btgVmz5BnjrVrx8alRw36MbA/Q+PFcPMcOIfjZsn174GQyY+jZ6X5SuzbQpo38Qk/eFnpl6rlQIWdPmexInNRU7unstCh18CAwdao8GX3R85AhcmsrTJ0KLHYoDaSCnlu14rmgHb/9xm2akpICJ5eieMvRde9x8jyAh8EhzeO9fPZxAOYmi5Vd29y/4wEALwPoQkQZxnYiOu76eQTASgAW/SP+RpQuzRX97AgKcm5k7m+ysjjsNiPDfoxsQ9f43hCHiP1ffgF8KbzlL7wZQGFhXMhIVv/S4GDgoYeAyEj7MbIL7GzeDEye7DxGdqEGXwp6zZzp3CfPn4SGsveidWv7MXfeCbz5JnvPZbBuHfDf/zr35lbBM+Ck5+BgDnn99deAiZQHX7wrkZHAE0/Ia2dWtiyHgXpb0JCp5yVLgDVr7PcXL87GriwZffGWnj4NzJ/Pi8EyuP9+YM4c5zD+Rx4BHn00cDK58/bbwOef2+9XRc9O1/POndxK6tgx+zH+xJdzsU8f58V0f3Prrc7t1GTr+fx5XvxzMmJlL0QrhLeluxlCiDFCCMNNlwygG9jY9VaxZwuAWkKI6kKIQgB6AMizRCKEaAjgQ7CRe8a0PUIIEeb6vSyAe2DK7f1bUras8wNACA4bdpoM+JOrV7kFxaVL9mNke52N73VasZbtAXrwQX45sWIFsHVrYORx58IFDm9zusHWrcsrsrIWXVJScsOX7ZA9Mfa2oAGwV/rbbwMjjztFi3KumVP1zqgoDo2SlQu0fDnwwgvOkS6yFzS86TkoSK6Xqlgx7mnpFP6dlsZFV2QZQJs3A3PnOo9p3lxemD+gvp59yYv87Tc2IvdKmmrVqAH07OlcI+Opp+QWHfvkE2DZMvv9BUHPssNuW7UCJk1ymbQekAAAIABJREFUfj5fuMBpKbKYMYN72dsRFAS0a8e9nWXgi55lOxwUwluO7kPgysg/CiEeBzAMQBiAMgAs82ZN780CMATATwB+B/AtEe0RQowXQhhVlN8GUBzAPLc2QvUAbBVC7AQQB2ACEf29DV1fcluvXOGXDHzxloaG8sUnqzCHEf7tlEsl2wB69VXu3+bEwIEcWiOD3bu5gqhTNb8GDYD33uOm6jIwwr9VXtC45x72iDohe8K0c6fz/SQzkxe3ZFUpN4wLp+u5QQOgocRgIF889zKN8bJlgddfdz5Gv//O56usCqNffsm9fJ0YMoTvObJQXc/Fi3MoqJOXSnY45q5d3s+xnBz5ERreFiijo+VVgvfFoyvb09eoES9WON2333zTeZHV34wbByywKz/kYtky4OmnAyKOBwVBzwrhreoyiOgHIcRSAM8C+B7AG0TkWaLX+r1LASx12zbG9LvlEiwRrQcQ5ct3/G3YtYvzMytXth9z5AivhtasGTi5DAxD18mILVJEjmwGQUHeKyqHh3Mub0aGnOrLWVnOiwWAXGPc15YuV69yTpiMY+hLxcQqVbjXoS/H2x/MnOl9jExjfPVqDpHfvJkrA1tx9ChQpw7w1VdA796BlQ/wbdL5r3/xSxZ16jgbF4BcPV+6xMVKSpe2v3fL9gD5omczV6/yJDokJHCFBX2J0DB6d2/dypPokiW5AJTTMz2/qFHD+z3HrOf33uP5RNWqvMgQiPv4229z+PfRo/Zj3nqLC7ydOsX5hyEhHNbuLQoqv/BFz6tW8c+1a4FvvuHxAwY455jnF8WKsaexYkX7MWZP39SprOfbbuMIHqcaK/nFkSN8XVav7izjlSscTq+qng1k6Pl6Pfcy9KwQjjM8l+d1OIAsAG8C+BLAq0KIZwG8TESH/S+iBjk5mPr11/hg0SLc0bQpZtvlkAYHO+er5SMLFy5E7dq1Ud+o3ueLoSsbXyYUERE8AUlNDbyRlp7OiwETJnAvWjtke/oAZ0PyzBlelJk2DRg8ODBymcnI8G7oPvecd8+5bGR6gHxt9QHIPRdV7qEL5E56nZCp5++/Z2PrwAF7g1y2nn2ZdM6cydfz7NlAt278PLrzTl6w8XebscxMThsqX9553MaNLFdkJLB/P2/7/ntg0yb/G+TZ2bzQ6y2aCQDi4zm0NCyM76WXLwemQr0vC5TGefDaa8AHH7CMkyezI8DflYSNBXBfCgRmZnJe+7FjfOyXLOFCZP4u9NWokffK2cYx3LGDaxwULsz/25UrnMbgb4YN4+PiFBVWEPTcrx/PE+Pjc/W8dCm3HfK3ngsV4tShMmXsx9SqxTqNj+ec50DrWSG8aeN1AB0APAbgP0SUTEQjALwKwKHEoCZfyc7G+/Pn4+d58+yNXIBXvVwGZ5afDd6FCxdirzmXxxdDNyeHL7qTJ/0q21/i2Wd50ulU+MtfGJNdb8V9ZHp0C0IO0Ny5/LBRlTNneGL85ZfO42R6+nzx3MvWsy8T46VL+YF/5EhgZLoRli6VVwG8IOjZl7DgQoXYIHv9dTY4hw1jA/Ljj/0vX2go8OefvuWOfv01G7nz5wOffsrV37//3v8yfvABH6Nz5+zHGHpetIiff2fPAp07AxMnBiY/25eFK2P/Z58Bjz/OLZOKFgXGjHF+X36QmsrzG28yjhnDOeNHjnCHgs8/5zSQefP8L6MvlC3L7e127szVc5cu7FHXevZtjgPwsdq8Oa+e4+MDo+d27Tin3skrHhTExu24cXL0rBDeDN0UAP8A8AiAa8WiiOggEfXwp2A3CwkJCahbty769euH2rVro3fv3lixYgXuuece1KpVC5s3b/b6GYOefRZHjh9Hh169MGXKFJw/fx4PPfQQoqOj0axZM/zmal8x7r330PfFF3HPPfegb9++OHv2LB555BE0adIETZo0wTpXBde0tDT0798fUVFRiI6OxgJXLsIzzzyDxo0bIzIyEmPHjr32/aNHj0b9+vURHR2NkSNHYv369Vi8eDFGjRqF2NhYHD58mEPf6td3DgMNCmKDWFYxqoQEtY1sX2+wMj1AvkyMw8L4BiszN8TbiuqWLRwKtWdPYOQxk5zMDx1vXpz333cufOJPfDkXZet5yRI2GJzIzuaeljIe7EePcp6ZU1ETgMMNZUXCFAQ9++LRNfZv28bex8mT+foeP15e/193PviAI1xiYoCHH+YJfN26HIrr72diSgpHezkVCAwL43vOwYPAqFFAiRLcMuniRTZ2/Y0vejYWPDIzuZ5F2bK8wLBggf8LNJYrx987aJDzuMOH+Txs0gTo1IkLbDVowPJmZvpXxsmTOdzcydERHMyh3ytWcDG/4sW1ns34Og8rUYKPo5WeAxRZ6ZXevYGffpKjZ5UgItsXgLIAngMwCEBJp7GyX40aNSJ39u7dm/vH0KFELVrk72voUI/vdOfo0aMUHBxMv/32G2VnZ9Mdd9xB/fv3p5ycHFq4cCF17dqVfv31V4qJifF43XXXXfwhaWlUtUIFOnvoEBERDRkyhMaNG0dERL/88gvFxMQQEdHYYcPojrp16fLly0RE1LNnT1qzZg0REf3xxx9Ut25dIiJ64YUXaKhJ9vPnzxMRUVJSEhERZWVlUYsWLWjnzp107tw5ql27NuXk5BAR0YULF4iI6IknnqB58+Z5/f89iI8nSki4/vflBzt3Eh054rE5z3ly8CBRjx5E27cHUDAXmzcTAUQ//OA87vffibZtC4xM7iQkEP30k/dx5csTPfWU/+Wx4rnniGbNch6zejUf659/DoxMZnzVs0xGjSIqXNj7OJl69gWZet60yTc9L15MNHx4YGRyZ+RI3/S8cCHR7t3+l8eKQ4f45cSqVXysy5YlunKFt23YwNvefNO/8u3ZQ9Shg/d7cseOLM933+Vu+/Zb3rZokX9lHDmSqEgR7+O6dycqU4YoLS13W69eRMWK5R5Xf1G1KtHjjzuP+d//+Hi1aZO7LSWFqHRpfm6rQPv2LOOPP+Zu+/573rZggX+/21c9N2pEVLKktZ5d80e/4YueDxwgCg0leuyx3G2B0nNWFtHp03mPjRVOejZf4/5g0iSiVq28jwsL4/u7DD37GQBbyUf70JtHN52I3iOiGURkWVpTCCGpiWLBoXr16oiKikJQUBAiIyPRunVrCCEQFRWFhIQEtGrVCvHx8R6v9UYFwtBQXoVzJZCvXbsWffv2BQDcf//9SEpKwsWLF4GiRdHloYdQxNXvcMWKFRgyZAhiY2PRpUsXXLx4EWlpaVixYgUGm3InIyIiAADffvst7rjjDjRs2BB79uzB3r17ER4ejsKFC2PAgAH47rvvUNSufVFKinNYlEEA84g9MKouO3H5MhcWkBHq6Guhp7p1nduB+JOqVYG2bb2Pkxl2++WX3kOXZYZj+qrnjRuBf/+bC9gEmp49ObTSGxMm8FgZvPIKr1Y7IbPFgq+egc2bgXfflaNnX8KCAaBrV+fe2f7k9tv55YThKWvbNrfQSrNmwH33cbiwPzl+nCMvnFrrAZyyAHDVeoOuXdnLunix9XvyC1/CRXNyOL8zNpajDAz69uX/LS7OvzJ++aX38O8LF/hnt26520qW5OO4bJl/PaY7d3LHA6diWUCuns3trjp14uvshx/8Jx/gm7fUSCGLiLDW88qVfhXRJxkTE1mXrnkugMDpOTiYU4vMx8YKmXrev5+r4TuRk8Nz7fLl5ehZIbyVG10khIgHsAjANiK6BABCiBoAWoFzdz8G4CV+TAHeeUfaV4eZihoFBQVd+zsoKAhZWVmIi4vD8OHDPd5XtGhRNnYLFeKLz1txpNBQFDPld+bk5GDjxo0o7EOFtaNHj2LSpEnYsmULIiIi0K9fP6SnpyMkJASbN2/GL7/8gvnz52PatGn49ddfPT/g3DlOcveW2xocLCd0mcg3Q1dm4ZXKlYGRI7kasBMHDnB1yt69A189b+VKvnl661k5eLBz32d/kZPDoTm+hkbJ0LMvhZ4AYN06zkkaNozDpAJJw4a+teXp18/voliSk8MVWIXgfCU7ZLZY8FXP4eH8/6SlBV7Pjzzim563buUCLYmJ3Ev0t984l7NZM//Kl5PDz+4WLbjQjh0HD/JP90W4Ll34nvrHH/5rd+arno8d459Xr+betwsVAtq3B378kf9XfxWx8cXQ3bOHx50+nXd7y5Y8Uf7hh7xGen7TvLn3Mbt38zHq3j3v9s6dOZ9z7Vru0+oPDhzgxb+hQ53HGXo2d24IDeVjt2SJb/OQG8VXPWdne95rAqXn99/3vnD1yy+sZ/cCeYHQ844dnHM7dKjzfPbUqdxK6gZmPfvzevalPoVsPSuEtz66rQH8AuBpAHuEEClCiCQAXwG4FcATRKS+kas4Xj26mZl8MbkuqObNm18rSrVy5UqULVsWJUuW5JM6Pf2aIdm2bVu8Z+otGB8fDwBo06YNpk+ffm37hQsXcPHiRRQrVgzh4eE4ffo0lrlyA9PS0pCSkoKOHTtiypQp2LlzJwCgRIkSSE1Nzf0nfL15lyrlnCfkL3Jy+Kc3GWVOjOvV40IBVao4j1u9mleWz54NjFxmjPYO3njuOaCHhDT+tDTWtbeHgExPX8WK7AX1VqVV5rm4bRtPKr3x55++jctvfNVz6dJAx45AhQqBkcuMr557mYsu7dp571ELcN7r4MF83h49ygsMAwey0eZPUlPZy+fN+7B9Ox/nPn3ybu/ShX/608PiS0/LM2dyDUj3e07nzrzPnwX0OnTg1idOGB5b9zobhQsDbdqwMe6vqIP0dI6k8uYtjYvjPrXG89ygTRteNPjxR//IB/i2oHHiBD+Xq1b1vDY6d+Z9W7b4T0ZfDCCZegaAXr2895D/9VfW8ZIlebcHQs/btnFRO6ce8idO8GvECE9nQ+fOfL37UH/nhvHFKy5bzwrhdbmBiJYSUW8iqkZE4URUhojuJqI3iOhUIIT825OUxMauy4AdN24ctm3bhujoaIwePRqff/45j7t6lW+kGRkAgKlTp2Lr1q2Ijo5G/fr1MWPGDADAK6+8ggsXLqBBgwaIiYlBXFwcYmJi0LBhQ9StWxe9evXCPffcAwBITU3Fgw8+iOjoaNx7772YPHkyAKBHjx54++230bBhQy5G5auhW6ECr4IFmpwcbt3jrdVEiRI8iZMx6bx0ib2R3m4+sr1UvrR0SUuTU/jL13DR4sXZk+VL2GZ+c/fdwJw5HB7lhEw9Dx7sWxXZkSPzhhEGiuvR85IlbOwGmrJl2RPpSg2xRaaeDx/ODcFzIjycFzWCgtjo/OQT9hhMmuRf+XzVc1wchym7G0C1anEvY38aur7IaBjqFSqwUWemQwc+rv6UsV8/LjDlRFwce3qsJvidO7On0lX4Mt85c4YXUZyqj1+6xJW04+OBKVPy7itenD18quh5wQJPb2D79jxH8qeMzZt799L9+qt3PbscGvnO5cu8UJ+UZD/m0qXcglPu90TV9GzlVQ6Enn2Zhxl6tioQ6289q4avybyqv7wWoyrIJCYSbdlC5CoIZUtyMo9LTQ2MXGZ27fJeMMTA2/8RYDzOk1q1iP7978ALMmYM++2zs53HLV/O49atC4xcZurVI+rWzfu4AQOIKlb0vzzu7N9PVK6c/4t+/BV8Pf+1nu3ZvZuPzbffBv6785vly4kKFSLauDHw3+2rnp94gkiIvGP/8Q+iokW9F235K+za5V3Px47xmMKFrQtEjhzJhW1SUvwj44wZRHXqON+3Bw0iKlGCKDPTev+99xLFxvpHPiKiCxeIrl6135+dTRQRQVS7tvX1fOoUH2N/PRd90fNPP/GYokWJhg3z3D9tGu/ft88/MvryfB44kKhUKS5oZEWLFkRRUX4Rzyeyslg+Oz2fPMn/4/jx/vn+69FzkSJq67l4cb5mNmzw3O9vPQ8YQPR//2e/39DzgAHW+/2t5wCAfCxGpVEBI9bfWzsSw6MqIwfWV4+ut0bhKnDggG/huflNaiqvWHrL6zBCvy9a1ofzLxcv+pZHWLIk/z+BpnZt9g784x+B/25fGTHCt1Ba4zjL0rMvKQYlSsiRzzi3fDkXGzfmUHpVaduWo3C8hfP5A1+v58REjjQxH8fBg9lDs3y5/+TzRc+Gd6VECet7TufOHBHlr17FTz8N7NvnfN/+9Vf2ONu13+vYkT2VvhR0vBEaNHBui7NzJxd6qlHD+nouX55zpP11DI3vdNJzXBwfv/BwaxkNT6ZVDZH8okIF73pu2JBbSK1a5bm/Qwdg1y45aUcA6zk5mb37Bw547r/1Vi506a9j6Mv1LFvPqaksny96vnDBOv3J33r+5BNuFWSHoWe7PGZ/61kxtKFbEPDViJRp6Navz8WUvBEUxIZ7oHMD0tK4Sp1T3oVsjBusN4wxMgzJ65ExNdUzlFAlHnuMCz0FmosXvS9aAWygnTvnvfCXP7gePRv5soGkWTM2Xnw5NpcueRbYCQSjRgH33ut9nC/ngr9ITfVtQSMhgX+6UloAsOFWtqz3XsZ/BV8mxqtWcQpC6dLW98Q77+SiQGvX+kdGb5w/z0ZFVBQvalhNLo1CTEZdjvzG2/W8cSP/HD/efiG6eXMOHfZHXrYvet64kY2L8HBrPVevzvUP/KXn117jvEw7zp3jbg0NG3JYv1VKgKHndev8I+Mtt3A+vR2Gntu0sa8q7E89+7KgYei5VCk5evZ2rRh6btIkd7w7/tazNww9X77MtVKsns/+1LNi+GToCiG+9GWbxk/4augaK1AyjIvQUPvVajPG/xFoGTMzecLri4E9ahTw4ov+l8kdX42LmjV5tbB9e//L5M6aNcDzz3sfZ/wf3lpu5Ddr1gAPP5xb+dKJhAT2xAQaX/VcqBBQpoxv11V+QuR7BWBZegb4uPhybOw8ff7mzz9989BduMA5lIFeXf9/9q4zPIpqDb+ThDRICL2FjtJDDQkhdAtIE1FBoqIgWLFjQ0VErnqVK2IHRVFiQUUsgIgUpUkzCQECGAihiWCAFErquT++PdmZ2Slndmc2EXmfZ5/A7Nndb+fdM/P1T5Tn0lJyFAwfrjTKg4Jor/3wg2fdqV3o25c6Jht1XP79d6BHDzLYtSJAISFk7DqlGD/5pHIMihq8rrVtW2DlSrfTQI7u3Wm/OyGjCM87dpBh0b073V+0kJhIjmInMrLMDF3GSMbOnfX3sySRjBXl0OA889F/WjJ26+ac04Uxut4Y6Yqc58OHgYceIkNIDX/wrOdck/M8axbJqIbTPL/3nruLuxYqA88tWwJvvmksIx/x+MUX/ue5kkE0oqsYoCdJUiAAgzvPJdiKunXJg2WGKlWo+Ya/uxqXldEswYIC87UVFXXmnyfiMEhJqZibpWi6aGgopaL5exQJQB0vRcZ0VFTUOTMTWLJEbFZzRaVXixq6hYXknXd6fqUajJHxkpRkvnboUJpTatbkzW6sW0epsyINnCrK0BXlmTFgwQJyXvkT587RtdtMxp076dp+ww2e6XzXX0/P/fSTMzKGhABNmuiPUSspoehZTIwxz4mJZBA74ZBJSzN2mHHF2CgCFBpKzztx3xHhOS2NzmFGBnX+13IY8Gi+EzIOHEhRKD0j++hRiozHxJCjddIk7XWJieRgOnTIfhmfe864pIk39unenf5q8RwSQk4ZJ84hd+SL8LxzJ43t0rp+OsmzmUOD89ypE6Xz9+ypvc5JngMCgPBw/efVPOs515zi+dw5iihrGa9yGWNijMvcnOS5ksHQ0JUk6UlJkvIBxEiSlOd65AM4AZqtewn+QEQEpWWZISCA0nr8rXSWlFCHXaONx8EVpYoydEXmmlWUYnzrrcA995ivYwx44w3/X6AKCmgGnlZtjxoJCcD//mc+dN1uWKndrOwGUEAAjXPyN88BAVRj1KaN+dq2bSk1ymzGt91ISaHfosh1RC/S5zQqeylCYCDVepllhvD0u5MnKfosR//+1FX6m2+ckXHDBqpF04sY79tHDqGYGBpbMnas9rrERLpPbd5sv4xmPKel0UxxPjvUyBjfts3+8hqzKFpZGTlZOnWiOuHHHtPumF+/Pn0HJ9Ixa9SgqLuegcGdBZ060fVm5EjtdVx5d0LGn382Ti1PS6Nz1KIF/V+P5169aISNiL5kBWb3PjnP/LegJWODBsSzUw6NxYv1J29wnmNigN27yaGpBSd5/u9/AdeEEk3Ieb71VurqriejEzzze5nIfja6tzRoQN/h327oMsZeZIxFAHiFMRbpekQwGjH0pJ9kvISzZ8VTw86c8X8aoeiMWoBG/NSr59zAdD1YkbGiDKAxY4DbbzdfJ0mkjHz3nfMyyfHnnxRFE5kP17EjpR2JjCKyE/8EQ/faa4FRo8zXValCBqS/ZczNpaj4cYHpcWfOUMqt2gByGlZ4HjiwYsYLiTZ6qlKFInr+NsZDQ2m2akyM8bqNG8nR+vDDlDEhR5UqwIABzmUdrF1LUTS9Oma5YjxhAl2ftNCzJ72HU1Eqs7TgTp3IAR0Sos9zr15UYmP3nNXQUGDGDIowaSEri5yYPCoOGBvj69fb32Nj61Zg/nz99+VRtI4dKY1+1y7tdTEx1NCxoniOiaE9MXgwZSJogTtd7J6zanZNPHCAdEM5z3q/xcREMiLt5rlJE3JS6GVocJ5jYoCXXiJDUgtO8pycbNxgT87zggX6jkLOs9372RuejfazEzxXMgilLjPGnpQkqZEkSQmSJPXhD6eFu9jw3HPP4VWTuYNLlizB7t27lQcPHDBugiDHwYPldWGDBg1CVFQUhg4dqliSlZWFuLg4tGrVCqNHj0aRTjF6tWrVTD+usLAQVwwejM5jx+KLbwWC/OHhQOPG5VHntWvXesinhX79+mEbn62mg9mzZ+OcnvcsKEisozFQcZ1kDx4Un6VZEUaaWWRAjgsXKJ3P3+cxL8+tUJqhS5eK6XT7yCPAffeJra0InjMzSRkRiX6lppIhmZrqvFxy5OcTzyLZK/fdR0qTv9Gvn7spiRkqgue8PFK2zT53wwYqlQC01/brR3W0WrWnvsJsP+/YQdf2Nm0osqvX5TQqihQ/vQiRrzLqXRNLSihNlDsTYmOp7l4LCQn0127lPSqKnAW8plANebRURDE+edK4htEbfP01cPfdxg6Npk3puzz/PNVuayEoiJwa/jZ0i4vJ+O7Uif6/bJm+keYUz1Wr0jls21b7+crAc3o61anrgfNcvbrxNbGy8Azo95tximczQ1fOc40aFLnVK+VyiudKBtFmVC8B2ADgaQBTXI9HHZTrXwtNQ1e0GRVA61zpfFOmTMEnn3j2DHv88cfx0EMPITMzEzVq1MAHH3zgtbwprkL21E8/xejrrzd/AWMknwPNqAwN3Tp1xFIxAaBZM3f6kT8RG2vcMVGOilKM+WebYdcuuuH6u740IoI6gIvgoYeAzz93Vh4tnDsn7kGtiLRbKw6Nihp1JZoWzFERHuvXXwceFbxNNm5MEQJ/4vffydFj5EA8dowMWN4MSuuaw40OrXEqvkIkitamDRnC06YBjRrpr01MBDZtEqvft4KOHfWvOZmZ5PTjhu66dfqNDmvVomum3YrxuXPUfKi4WPv5tDRyALdvb5zSCjiXMioaLQXM7329epFBpTX2xVcZ9a6J+/ZR91qz7AiAjI/27e0/h40aUTmHXuO2HTvcPJs1EXSK53feAW66Sf95nv0AVCzPer9FNc/t2uk7NJziOTwcGDFCP2NAznNiIl3D4+O11zqZAl6JINqMaiSA1oyxaxhjw1yP4U4KVhFITiYbJyCA/iYn+/6eM2fOxOWXX47ExETs3bu3/Pi8efMQGxuLTp06YdSoUTh37hw2btyI7777DlOmTEHnzp2xf/9+WpeUhE6DB5evM4TM0B04cCAiVBuWMYbVq1fjepdROm7cOCxZskT37aZOnYpOnTohPj4ef6lGdJw4cQI333wztm7fjs5jx2J/djaaNWuGv10R5W3btqFfv34AgLNnz2L8+PHoERuLLu3a4VuTk3v+/HmMGTMGbdu2xciRI3FeVrd09913o3v37mjfvj2mTZsGAJgzZw6OHTuG/v37o79rdpjWOiFMmWJ/uokIrCjvFRnRFZ2jK3+Nv/D005W/i2DNmsATT4itjYjwfymC1fRv+Wv8hbIy/ciYGrNmUQSgsNBZmXzB9u3AnDn+/UzRkS6AuymMFs/t2xMXfJ6tnbBqABUX6/PcsyftJb20V2/x7bfUeVkLPBVTHgEyQs+eFGW30zGzahUpxTzSo8aOHdTEMjzcPKW1dWuKttld62xkRF64AOzdqzSAioqMeWbM2IHjDerV028KquZ5yBDjTtzx8XQO7eS5pMS4Z0FampvnLl1o7bBh2mv/zTwbXXPUPAcHG9/7nOC5bVsqLercWV9GzrMZ2rRxhudKBlFD9wAAP7ub/YvkZGrkl51Nv8nsbPq/L8bu9u3b8fnnnyM1NRXLli3DVpnxdN1112Hr1q1IS0tD27Zt8cEHHyAhIQHDhw/HK6+8gtTUVLRs2RLXXXstti5YgLSffy5fR/Imo3Pnzh6P6x96yDBampOTg6ioKAS5xnJER0fj6NGjmmvPnj2L+Ph4pKWloU+fPpg3b57i+bp16+L9999H7z59kJqRgZY8vU0DM2fOxIABA7Bl0yasefddTHnuOZw1UODfeecdhIeHIyMjA9OnT8f27dsV77Vt2zbs2LEDv/zyC3bs2IH7778fDRs2xJo1a7DGFUVUrFuxAjt++EH38yocXEETNXQromPwP8EAsoKFCymSJjICxi7wG7coz1u2ONfoRw9WIvcVxfM775BSJILgYLom+lPG4mJSIGbP9t9nWoXIfk5Pp3RSo1EaAQEU1fW3oXv6NEUq5YaunoyAO6rBjXd/gKdW83TSe+8FJk7UXx8XB+TkAPv32yeD2X7mHVoBmlF69Ch12NZCQADJaPc5NKpn372bjDL82BTbAAAgAElEQVQuo5kTldci2y3jzp36XZd37KCMDN6YKC8POHJE/73i4+n3a2fK6Bdf0G9Nr1mk3CkUEGBcxuUUz0b7Wc2z2X52gueSEgoW6Rnjap7NAg7x8dRFWt3bwEnIec7NJWeGXllhQACdR39eEysAoobuOQCpkiS9J0nSHP5wUjB/Y+pUz+Zo587RcW+xbt06jBw5EuHh4YiMjMTw4e4g+M6dO9G7d2907NgRycnJ2KXjZd6Zno7eEyei48CBinVJSUlITU31eHz15pu2dTQODg4ur5/t1q0bDhrVYAUG6tfXAPjpp5/w0ksvoXNsLPrdeScuXLiAQwat4X/99VfcfPPNAICYmBjEyFKCFi1ahK5du6JLly7YtWuXZ6q31rp9+7BbVDFesYI2v9GNym5YMSIBYNEi4KuvnJNHCyNG0E20eXPztWaRAadw//1ic34BuqkdOeJfGa3yHBxsuK8cgZXU5Yri2QoqwhjPz6dzIsrdiy8Ckyc7K5MaIg6NXbuojKNpU8pyufFG7XV9+1KKc3a2vTJ+8YV+XS0fx8SjK2YGUIsWQO3a9kYvTp+mqMhnn+nL2Lq1u8b44EHjenZujNspo9E15+xZ6gHC769BQRS1NOpxEBdH38vOTBMjA4jzLGoARUXROfdnlCo9nZwZvGeAmQHEe0M4wbNWb5WCAiXPxcXAnXfSGDkjGSuS5xEjaGyZ3noneA4Kou+rV0JWGXieP5+yC06c8HxOzXNQEHFspPs6wXMlg6ih+x2AGQA2Atgue1w00LO5nBjTBQC33XYb3nzzTaSnp2PatGm4oNNV+bYJE/DmnDlIT0lRrNON6D72mKEhUqtWLZw5cwYlrjqlI0eOoFGjRigtLS1/j2effRYAUKVKFUguRS0wMLD8NR4oKSHPelkZgoKCUOaKKMu/E2MMX3/9NVJTUpD66ac4tGUL2uo1TTBAVlYWXn31VaxatQo7duzAkCFDNM+dx7q+fXFBr0ZJjYICUupOnbIsn9ewagDVry82cspOVK1KKTEiDYDCw8lb6O9I32+/0SxIEVSUAST/bDMsWCBet20Xrr2WonO1a5uvDQ8nb7FeBMgpPP44ja8SQUXyLDrTPC3NuVm0ehCRcdcuSk0OCqK5kXrp4rxO99df7ZUxJES/czt3DrdvT3/NnC6SZH+UKjeXlEi9kUB79yp7Q5g1Omzfnq6zdspodM3h0T+5jC+8ACxfrv9+8fGUIWFnyugnn9BDC3v30u+P983o3Rv46CPj+198PJ1Du1JG//yTuov//LO+jGqeja437dqRQWonz0ZjZ3jkmMsYFESjxYwMMCd4NmrctncvRUs5z02bAldeaex0sZtnDj0HpZpns8w6J3jOySEjVys1Wc2ziB7mBM+VDKJdlxcAWATgN8bYAv5wVjT/Qq+uW++4CPr06YMlS5bg/PnzyM/Px/fff1/+XH5+Pho0aIDi4mIky/KjIyIikC/7Uebn56NB69YoDgxUrNON6H7zDY3w0YEkSejfvz++ckUDFyxYgBEjRiAwMLD8PZ5//nlrX7SkhFr+SxKaNWtWnmb89ddfly+5+uqr8cYbb4ABQGAgUnitgw769OmDTz/9FABFv3e46ovy8vJQtWpVVK9eHX/99ReWy27I8nPnse7XX8U6LgMVU19avTrw1lvuTn1mWLHC/51kV68WNy4kCZg3j4wmf8JqnTN/jb9g1dBdv56UOn+ifn0yXESaI0kSMHy4/5u3ffutuPJQETxbSf/m6/ztFBo+HPj0U/1arqIiMoS4Ifnxx/rN5Tp0oOum0ZxRb/DCC/rR0n37SPboaPp/TAzwn/8Adevqv198PDnCRLvbm8FoPxcXU3RFPmfTjOfAQGpKaHekT5K0Z5pzQ/fyy93HXn3VeLwKTxm1U8aGDfUd9Hv30lxXfj1q2RIYN854dF1cHHWTtasT+N9/029f63dTWEgjmiozzzyix2WUJDLAjGR0gue5c2mPaoHz7CqrQ04OZa2pesMoYDfPBw8CN99MjfrU0OJ56FBar4fKwrORc80JnisZRLsuDwOQCuBH1/87S5Lk5yGezmLmTM/7fXg4HfcWXbt2xejRo9GpUycMHjwYsbGx5c/NmDEDcXFx6NWrF9rIPERjxozBK6+8gi5dumD//v2Y8dxziIuNRa+EBMU6XZw9Wz5ioXfv3rjhhhuwatUqREdHY8WKFQCAl19+Gf/73//QqlUr5OTkYMKECd5/SYC8aQEBgCRh2rRpeOCBB9C9e3cEyjpFP/PMMyguLkZMTAzajxmDZ0war9x9990oKChA27Zt8eyzz6Kbq5Ngp06d0KVLF7Rp0wZjx45FL941DsCkSZMwaNAg9O/f33Nd587ihm5FpGNGRQH33CPeGfqnn0gJ9Ce+/x547jnx9ePHUxTInxCdXQpUjAFUsybVQxjUsytQEQbQxo3Al1+Kr1+92v83SSsOjRYtKC24Th1nZZLDqkOjInhu3Zo6oOpdF//4g5yY3NCdOlU/6hYYSEak3YbuO+8YR9Euv9wdfbnsMmoK1aCB/vvx1GC7mg0a8ZyVRefPigEEkPKemkrNeezA4MFUK64Vpdq7l45fdpm4jLVrA61a2bvn58yh64gW9u1TGuLnztHvTG+UFGB/PbYRzwcOUERMLmNCAjWkMkJ8PGVy6GUDeCNjtWraPO/bR8dbtXIfM8su4DzbGY3s0kW/iZKa5337KFPIqLmk3TwfO0aNebR+W1o833yzft22XMbUVHt5jogQ59ks6lynDjkYLuY6XcaY6QOUplwdQIrs2E6R1/rr0a1bN6bG7t27PY4ZYeFCxpo2ZUyS6O/ChZZe7gzOnGFs61bG8vPF1h85QuvLypyVS46sLMZSU/33ed5g/37G/vpL8ymP38nOnYwBjH3xhR8Ec+HUKTqH58+LrZ82jWQsLXVULAUmTGCsYUPx9bt20cOfiIhg7IEHxNZmZTE2ahRjmzc7KpJPePZZ//M8frw1ntu2Zez6652TRwsREYw9+KB/P9MKMjIYu/12xvbsEVtfEfs5JYWxjRv1n//iC5IpJYX+37Yt7Rc9PPcc3Txzc+2T0Yjnli0Zu/FG9/+Li2lPnzmj/35nzpCMzz9vj3w//kjnaMMGz+e++46e27TJfWzuXMYGDjS+P3/zDb3OiBu7MHYsKTtyiOznpCRr1wgz6PFcUsJYSAhjjz7qPpaebn5/Li5mLCxM/F5gBiOeOV9btlh7zyVL6HXr19sj47ff0h7Ugi88N2hgnz65cCFjaWmexznPU6a4j3E9bNEi/fezm+fly63xXFJC1xSj88N51npPbzB+PGONGmk/p8Xz1Vcr94/e6+zcz34AgG1M0D4UrdEtZoyph1XZPwi1gpGURJkLZWX0NympoiWCu7GUaDSSR1EdmFOrCytzfgFK6Soqck4eLbRoYZzSJkfNmtS6XrS+zg6sWkWeTtEujNyzXFDgnExqGI0G0MLtt9OsWn+BMYo+tWwptr5ZM0qN4qk7/sDZs1RfI9owrqJ4tjKj1t/RSMbofFiRsbDQv+OF2rShpiHyaJ4RGjak19jl9RfBf/5DWRd62L2b7juiHUYTEogbuyJ9vFO2Fs9FRZ5phMeOUfqrUZO+6tWpmYxd0YvISGDQIGoOo4ZWWvDEiRShNmpSxhvY2CXjgQN0rrSgjqIB4lHnY8fsadhotJ8PH6Z9K5dRJBOH15TbdQ6NShG0eBaB3TwPH06zpLWgxXPduuZ6ZVwc1SfbwXNZGUVAtfanEc9GUWe7eTbqW6DF82uvUTaeSEMqu2SMjwfGjNF+TovnH38EXnnF/D3t2s+VEKKG7i5JksYCCJQk6TJJkt4ANaa6BKfBDVZRQ5Kvs6nzshAYs2boZmXZOz7BbjRoQKlRgwb57zO9qekD/F93WJkNIEkCNm3yf/daK1i0iJTiw4fF1kdF0U3Xnx0RrRq6/h51deEC1WWKOq5OnwZCQykN1l8oK7PWIGXSJKod1aq7cgpmPPOOy7zng0iHUUmyL32Z/+a1ZNy/3zONUPSaaOdsy549qXGTlnNt715K/7TaNLBBA2oOYpfD4N57gdGjPY8zRjKqnTEi+9nOlNGzZ0kWLZ7VNYeAOM9xcZT2aoeDKyyMasBr1NCWsV49Zc3wxx/TXtYZ3QiAeiE0bWofzzk52g5RPZ7XrqWu5kawswu40X6uLDwbpahr8Swio908T5xIdfRq6PEsAruN8UoGUUN3MoD2AAoBfAogF8ADTgllJ5jd3dj8DW6wihqS3EPnT0O3VSvx2lKAZPRnxLmoiGokcnI8nqo0vw9vavrkr/MHKnukzypKS6mLrF5zDCdg1aFxxx3U2dWo7tBuWI3cm9V62Y2wMGqHf999Yusroub+jTeoec7p0/77TKsQMXR5fS5gvp8jI4GOHe01dAMDxaNoVhRju2fVamHfPk+l88cfqR7WbK6mnd2h9Xj+6y96Th0B+vZb4JdfjN+zUyfqhmuH8m4URTMygMz2c3w83ftNGl8KYehQeh/e+Ewto/ocVqlCtcQiv0W7DKARI+ihxvHj2jyLwAmejQxdbx1XdvEsSeSc0vstqs+haONSO/ezns7KeVZfc6ZNA8aONX7Pzp3t47kSQtTQHcIYm8oYi3U9ngYw3PRVFYzQ0FDk5ORUHmPGG3CDsDKnLgPWZn0GBvrXEC8ro6YgKjDGkJOTg9DQUM/X9OhBsy39BauG7nXXkffWG++dt/jxR2tNivxt6GZl0QV75Uqx9YGBpIz40xixynNFoLJH7q0iKIgiuv52CpWWas+01MKWLUCfPsDOnc7KJYeRoVtcTGUUckP3rbeo27sREhJIobPj+l6/PskxaZLnc1qGLudZxAAC7FE8Z82i6KvW6D0txbikhIxcs2tOfDzNJD5+3HcZ9fazlhEJUBdO3vlWD8HBQNeu9pxDs7TgyEhl9kaVKmL72V9RKi2HhhVj/NAhSg/2FXr7me8VtYzvvUfRQSPYybPZmKvq1ZU8BwUBGzYAZs1S7eT59tupEZVW5N6IZxFj3C6eO3fWTl3WS6HPyjJ3PgYHU6OwizSia3I1K8eTANQartaxSoXo6GgcOXIEJ42681V2lJSQkWs08FmOsjL60WZnWzM+fcGpU/SZokrdqVPkrRcZX2IHCgtpPIAkeQzZDg0NRbSWlzY7mx7+Qn4+edREZtQCtNZovpwTEOWXIzLSv1G0nBzy6lrpVurvtFurPP/xB/DMM9RNtlMnZ2Xj+OYba9eOp54CHvBjgs+ePVT7PWOGeFfviuJZ9Bp3/jywbh1F2UQ7cvsKI0NXq2Nww4bm75mQALz7LtX3duzou4ySpN9dtG5dSu2XQ4RnPqt282bj0SAi+OsvuqeoDcO8PDJStdKCAXEjbfNm7SidFehlaOgpxkuW0FgzrfRItYzvvUfOCF/u5a1a0XnUur/wVEz1b+Dzz5WdZbUQHQ00amRPlOq11+i8qCPdp0+TYaRV5wxY49nXUXxmDg21jOnpwOLFNAbQTEY7eDaL3Ms7qHOIjFu0k2c9VDaetfQHPceVqCM6Pt4enishDA1dSZIGA7gGQCNJkuTzYCIBaLgwKxeqVKmC5nqz2S7BPtSpQ23g335bbP2TT9JNtKjIP8b4mjU0YmH1asA1psgU/o5SjRljzZD5809qMHDLLeSJ8wemTaML9jXXiK2fMAG4+mpnZZLDm2ipv9NurUZLCwqojsrq78MXiDbz4vBnVgFAv/0ffwQee0z8Nf7ez96kf/PX+Qsff6wvI0+tlY+d2bCB6vqmTtV/T66Ybtzou6G7axfN7X7ySU+jRitaCgAvv6w/j5WDz7a0K0plpUGRaKSva1cynu0ydPUMoJAQikjLsXkzjft55RXzplmzZ1MWgi/3oMBA/Xr7ffuA3r09j4ueE7tSRv/4g2ro1dCLloru5y5dyKj47TffDSAjh0ZoqCfPVgyg2bPJMO7a1Xv52rWjWtpmzbRl7NPH8/iSJZRhcNVVxu9tF89z5pCMH37oKR/gyXPLlqQXqc+tGpxnOwxdo2tOaCjQuLHyOHf+MSa2n33luRLCLB/2GIBtAC6ARgzxx3cATDVYSZIGSZK0V5KkTEmSntB4/mFJknZLkrRDkqRVkiQ1lT03TpKkP1yPcVa+1EWFdevM08XkyMsjI9KOegUrn2lFqRs+HHj9dXuagYjAyJOoB39HgLp0Ma+jkOPsWfIy+zPV8aWXzGu35OjSBRg2zDl51PDW0PUnzyNHWptFXBEG0OzZlEoriowM4IMPyBPsD3iznydP9t1gsAJv0r8B//KcmEgNdrTAu7/LDcxffqGZkUZNX1q0oIYtdtTp7t9Pnatz1QMfoJ1GCAC33Qb07Wv+3nbNtrSaLirKc1gYObbsUN7feoscomrs3UuODHVZVEQE7WWz5j52pYCnp1PWyl9/KY+fO0fpnlo8b95MjQfNEBdHXad9zeqzmv7doAGlBWtli8nBebarBlZPRl94lkcjfUF4OKXdqrMwjHiePh14803z946Pt4fnLVu0dRw9nqOj6X5ull1g536u7DxXQhgauoyxNMbYAgCtGGMLZI/FjDHDIhNJkgIBvAVgMIB2AG6SJKmdalkKgO6MsRgAXwH4r+u1NQFMAxAHoAeAaZIkaSTN/wswaxbw+OPi68+fB6ZMIe+7P1BURA8rSl3PnsA994jXHfuK+vXJiNQaAaEHf0f6UlKsOSf8rRhznq0YF8eOUUdSf41M8cbQHTUKGDjQGXm0cNVV1AVVFP7mubCQ0oJF65wBGo11xx3AmTPOySWH1YZeAKVW33ijM/Jo4eqr6ZyIQjSl1S6UlFD6p15TpMxMkql2bfcxLqPRdVGSKKprh6Grx3NuLhlFWhHdrCxKmzZDfDydg5QU32Q0UjoDAjyzI2rWBIYMoXuSiIxbt/pe7zx6tNsolUPPWSD6W2zalCKxvirGaWnACy94OjT4b1NLxilTKNJvBru6Bhs5NAIDPbMIGjQA5s4VK62Ii/Od57IyOoeDB2vLqLVXRO8tnGdfjbRdu6jzvfrzOM96MopcE+0y0qzyXFZGGUYi9z47eC4s1NfD9PZz8+Z0TTYzdJs1s2c/V0KIWho9JElaKUnSPkmSDkiSlCVJ0gGz1wDIZIwdYIwVAfgcgMKlzhhbwxg75/rvbwC4++tqACsZY6dcBvVKAH6c9VKJUNkjA94YF3l59njTRdGjB5CcbO5dlaN3b/H6PzvwyCPeGUD+Msa94XnlSkpzPnbMGZnUqFkT6NdPu5GEHp5+GnjwQcdE8kBWlrWGFP+E/fxPkDE/357GPqK45RYxRZwjMpLSxeSjK5xEbi5w003AsmXaz//xB0UH5KluojwnJJDyqo7QWYVe5N5obunkydrRSzXsamCTkEAdedXYt48UR3UfhZo1gR9+AK68UkzGggLtlFlRFBYCv/7q0ZsCxcUUAdNSjEV5liQyJH09h3o869WWchlFrjfdupGB4pQBtHcvZTFo1UyWlYllucTHU4bWrl3eyxcQQMa/OpvBiOe6dckIMjOAOM++nsNff6UAh3pUnl60FBDPrLOLZ73sRD2eL1yg3gXvvWf+3nbwXFZGjmh+/eLgPGvtlZtuosCX2b1FkuztDl2JIGrofgDgfwASAcQC6O76a4RGAOTDIo+4julhAoDlVl4rSdIkSZK2SZK07R/dcMoIVke6hIXRhveXAXT+PNXoWpkVuGoVpbVyhcVpeJMi/cIL5s047ITVmj7Oc2U2LvxtAA0eTPXYdepYe51Wx1SncOON5l0k5QgLo0Yb/moO8U/guWpVuqFb2S8TJ2rXgDmFvDzyvIsiLAzYvh1ISnJOJjn4/cGoRledjmfF0AXEUkuNoPdb1EsL5mtFfod8tqWvSt3jjwMzZ3oe16shtgI7jPFjx8j4WbpUeZw3G9MzIoODKaVURMa9e33rXK/HMzeA5HXichlFeK5alWrFfTWA2rcnh7kaejwzRvWS06ebv7cd0cjCQtqzas4OHNDnefRoer6RkVouk9FXnvUyNDjPWum/opl1dvFs5NDQOodhYeRkEJHRDp7DwqhvgToLjfPsa7+M+Hjfea6EEDV0cxljyxljJxhjOfxhlxCSJN0MMp5fsfI6xthcxlh3xlj3OlaV238KrBq6kuTfusPoaPIWW+le6W/FeNo0Uugq85gpq5F7SaLvZKXDsC/wpi6yIuoOreKeezybNzgJb/bzkSPAww87J5Mc3hi6/k67vfVWuhlXrSr+Gn/X3MfGikUWKwpGPBcXAwcPehoYVhopBQf7nr7MGPEWHq48vm8fKZctWni+xsq9z44olRYY008jBKgpj0g50mWXUXaKLzKaGZFaMo4cSYaTSPdvnhpspaZfS8aAAG2eo6O197kVnvmsWl9GLr7xBpWRyVFWRpkPWudQkuj7iMjYqhUFCnxxaPD6zOXLlceNnEJW4DTPjRv7zjPfz77w3KCB53XFjGdRGe3guaSEnBlqXdYoy2XLFtrLW7eavz83xn3huRJC1NBdI0nSK5Ik9ZQkqSt/mLzmKAC5BhntOqaAJElXAJgKYDhjrNDKa/8VsKoYA/6vL7UKf6fd5uXpj6nQw8yZ5PH3F7zh+e+/PW++TqFjR4pQWWnoUxEODdGu2hxhYf7vxluZZ+j6EtGt7Nccf8rnDc/DhllLd/YFRjwfPEh1ZOoIS58+dM0xG/kRGkr70FdD9/HHKcVafd3WSwsGrCvGhw75VlrRooVn6cOxY5SiqBfRzc/3TCXWgh2phN6kf1u5T3bvTut9NcYjIjw/l48W0oKV0XXx8bRWdESjKA4fJkezHs+iMnKenXRoaMn4xx/UM0Jkn9rFc7Vq2jzrncNp08T7zcTF+c7z9997Nr8y41n0mmMHz5s3k0NA3UPDyHFVVkbp0iJZr7GxvvNcCSFq6MaBIq7/ATDL9TDL69wK4DJJkppLkhQMYAyoW3M5JEnqAuA9kJErv/KvAHCVJEk1XE2ornId+/dhxQrjcQ5a2LqVOi36A1u3Urt0vaYmWqiImj6rSmdxMSlBvjYCEYU3MvqrmRdHlSqe8yKN4G+ejxwRUyDliIggpdSfPFuJigNUdzhtmjPyqBEbS797rZEeeujYkTqn+is1ePp0GmdmBRER5AmvzDwfOOC/cg4jQ5d3XFZHdENCgFq1qGTCDAkJwLZt5vV/3sDIAOL7WSSqY0cq4cmTntdhsyialeyC+HhSUr29hhqli9aurV1ydPw4MG6cmIERGUkRal+M8f/9DziqimOYRcXvuotGjInAjhTwDh1o3JIcZjxbdbrs3u29M84ozV+P5+JiMpgOH/Z8To3ISErf9tXpopbPjOdGjbQzN7RgV929GpWJZ739vG8flWxp9SexoofZsZ8rIYQ0ZcZYf43HAJPXlAC4D2SgZgBYxBjbJUnS85IkDXctewVANQBfSpKUKknSd67XngIwA2QsbwXwvOvYvw8dOpjPBVSjXj1raX2+4OBB4NtvLaXQfvMzbbw7xuQjKIgcSM2aUb8oR2AxLTg5GZgxh5TUmsEFzssHAF9+aal2MzkZeLHGf/Gk9KJ/zuHmzZTma6HBzOe/NcMtdVeg3ph+l3gGSPm26NBITgZ+n7sNK57/zT/nMDiY0sjU6WVGMn4TjmZDO0CKqOYfGXfutDRWKzkZeGEOnXO/8VxQYJnnlMwI/LTYT9fEnj2phlYrPZU7LdUR3fx8ijiLRIB4l09fuhq/9BI12JGDK8Z60ZVRo6ibtEiZiny2pTfQ49kougJYT7tlTCztUAtGkT69c1hURDOWRZtgxcdTqqO3pUEBAZ76ysmT1MlWT8bLLhN3xrVuTY14fOF51y7iWg4RnkUNGid5NpJP/loRGTdv9p7nV18F1q9XHuM868mYlkYOBpHGpXbw3KsX/fblMOP5ySdprJkIKmI/W+XZ1/1cCSFk6EqSVF2SpP/xxk+SJM2SJMm0PSRjbBlj7HLGWEvG2EzXsWcZY9ygvYIxVo8x1tn1GC577XzGWCvX40O9z7ioceEC8Pbb1ru0LVxINSX+gMVUx+RkYMITdXAbPsRa9EZp6UoA25GdfQ6TJjmk2FkwLpKTgUmTgEOnI1AGCVLZ5wCuQXb2Q7jjjr3OKZ6DBonVRMlk7HZmJa7EjygtnQBgCLKzn8XEiWedkXHnThoNIOjQSE4GJtxfFQtPXIUTOIfS0v4AxiA7O7nS8XweoWBlHwHoh+zsO3HHHenOyMcY8P77NEfagowniyIQhEKUlo4H/RafwcSJBc7IuHUrNWITvCkmJwP3TCzGNdlvoSO+qbQ8Lz7dH5PxOgrKvoTjPPOuohZlPFkUgUAU+Yfn6tVJodGL6EZGejZ1Ky1F8UuvonDDNvP379mT/vqSvrx2LXVqlePPP43Tgjt2xPnho1EKgahzaCgZu95GL/R43rePHEUNG2q+jEVE4uzpIjE9kjdA8lZ579ULWLzYswzHKIoWGYliBKHwtEAzKoCU95wcmnvsDWbPBl5/3VM+QF/G7Gycn/8ZSs8IXKcCAug8+sqzVvp3tWq6o6LYreNwdvhN1nj2VkajFHUDA8gyz6dOWcvek6NmTfLeqeUD9GXcvBnnH3sWpScEWgL5ynNBAV2v1FlhZjzffAvO9h9a8TxXlv1cGcEYM30A+BrAdAAtXI9pABaLvNZfj27durGLDkePMgYw9u671l533XWMtW/vjExqzJ5NMubkCC1v2pSW0+NtBsD1aMqAXNa0qQMyzpnD2KuvWpJvAFayIBxlQA0G1GRACAPasSZNiu2Xr6CAscWLGTt82JKMg7GUAZ+4zl9L19/HnTmHr73mFc/hKGDAMAaEMaCRS8YtzsiYkMDYwIGW5LsMexhwjAGRDGjAgKoMuIw1aVLkgIDWwGUchGUM+Nh17lq5/j7mLM+nTgnLGIBi1hRZlZpnehz3D88FBYzNmMHYb79Zknju5v4AACAASURBVHEQlmrw7NB+/v13xj74gLEije8/aBBjXbp4HD6by3lmrG5dxlJSTD6jeXPGRo3yXkYtnlevppO1cqXmS1YtPsMkqYwBjPXty1ix2eV68mTGwsMFFmrgyBHt+/M11zDWubPuy+5N+J0BjAUFMTZrlsDnXH45Y8OGWZdPD7m5JPeLL2o+bZnnHTvo/T7+2Dt5evb05Pn99+k9DxzQfMmqqauYhFJxnp95hrGAAMby863Lx3l+7z3l8auuYsxA77z3XmaN59atGRs61Lp8jDG2ezdjb77J2Nmz7mOc55de0nyJ33l+/33GFi3yPFbZeFbvZzOeby/wH89a92fO88sva77kbG4xaxr6p3WeP/nEOxn9BADbmKB9KGropoocq8jHRWno7tlDFCUnW3vduHGMNWniiEgeeP55klFLYdKAJHGlM4cBtRjQmwEfuJS6qfSLrEBwpbga8lgwbmdAIAPSGfC1S8b32cKFNn9oRoYwzwsXumWUcJoFoxYDYhlQyoCbGRDKgEP2y2iBZ7mMwDLXeXuZAbkMqMOA/gwos1lAxthjj5GBIQC3fIwBtzOgCgP2MuA7l7zv2H8OCwrI+DlzxnSpJ881GdDDxfMtLseLgzwLKP7aPP/XeZ47dGDs2muFlrrPYSmTMM4/PFuA8hyeYUGoreK5AvZzq1aM3Xijx+FZs+glj3Zfw2rVYuzKK00+IymJsfr1GSvz8jfQsaMnz+++S0IcOuSxvKyMsbjWp1g0DrF7rz/OAMbmzTP5jM8+o/fbutW6fCdOMHb33Yxt3Kg8rnP+GGMsM5OxwEDyJfTty1hYGGPHjpl8zu23M1azJmOlpdZl3LWLsWXLlBxs3UrfefFizZeoeb7qKpPPKClhrHp1xiZOtC4fY9r7ecoUxkJC6L1V8IrnH3+kL/XTT9bl4/fnTz9VHm/alLGbbtJ8CfFcxgZfUcj69BHkefx4xmrU8I5nLWzZYsjzq6+6eB6w3T88a+3nysizWg8z41kqYYNDV/uH5/XrGXvqKeX9mfP8zTeaLynn+VEmzvOttzK2Zo11+fwIJwzdTQASZf/vBWCT6If443FRGrr8B/zdd9Zed999tJH8gVmzyOMsgIUL6SYPMBaMSUyCxIBUl5J3E6No0BH7lbqzZ4WUrYUL5Yb4bgZIDLjf9f8yBvRkQEMWFnbWXhkFeV64kIIPbuX9aZey/pvrWBYDghlwOwsPZ/bKyG9IJlDKWMbC0ZTVQ3UGFLqOzXHJvLzCDAwlz2kMAAvAIzKeezOgHgsLy3eG5++/N5VPyfNU1znb7B+eQ0NNl1Uoz6NHk+deQEY1z01wo4znRGd4PneODLHCQlP55DwDz1Y8z0VFFJp46inF4YICxurUYezK4DWMTZpUbgytXm3wGW+9RYuysryTsVkzUrjkePhh0iY1lMRly+jj5uIOVrbyZ9azJ2PR0YydP2/wGTxrSjDjxxSFhXST0/l93nYbnfajR8rY/v10qu++2+Q9P/qIZNyxw7o8jz7qyTP3ruzc6bG8nOfwdYw9/ng5z6Y675AhwnqAB5o2ZeyWW5THRozQzUpbulTJc3y8AM95ecTL1KnW5TtwgOTZtMl97Nw5urg895zmS267jbHQwEJ2rHoblpkpyPOCBfTF0tKsy5iVxVh6uvIY53nXLo/l5Ty7nFXCPA8d6hvP6v3sFM9PP21dPq37sxc833OPyef4wrMWOM+7d3s85TXP/wA4Yeh2BpAG4KDrkQKgk+iH+ONxURq6q1YRRWvXCr9k4ULG3oh8ihUhiAUGUApX06Y2K0leQKnU5bNABLJ+aCFT8g64lLp77U/Vq1WL8ohMoExznOFSOo/Ljq11HfvAXhkFeVbKx1gYmrNEBLuUdn78fkZR6L/tlfHhhxlr2NB0mVLGnQwAG49Y2bFCRmnqVzmTkikAuYwBmMokgA3GRzIZ17t4nlcpeAbaMeAK1TGHeL7zTrozmkCL5wn/OJ7X/Xt5vusubZ4zM+mD589XHH7lFTq8sdH1jCUlsfPnSelMSDD4jJQUepG3N5/YWA+Dmw0ZwlhMjObyHj0Ya9bwAitCEGOLF7M1a+jjX3vN5HMuu8y71ODiYs/Mh1276EM10v4yMymr8qGem8hpWFbG7r6blGOdzE1CVha95xtvWJdRaz8//TQJcuGCx/Jynl1BaiGeGWPsv/+lF5qGszRQs6anddC6NZVgaSA2lrHmjdw882x2U55jYxlLTLQunxbS0uhDP/vM46lynmPXEbmiPB88SO85Z451ee68k/JS5XCCZ/5Cb3lW62FO8NyjB2O9e1uX7/ff6UO3bHEfE+U5MFDBs6FvzxeeT55k7O+/lceefpo+34jnrvcydtdd4jz/A2DF0BXtupzKGOsEIAZADGOsC2MsTeS1l+ADvGj0NGkScCQvAkEogVT2KYBxyM4egjvuOOBs12ATTJ1K0z0Ia1GKUgxEXdmK5gBGAvgS2dk2jwARbF5z6JD734H4Hl0RgFsUU636AGgK4BvFWp+h1zLeQD7gEM4jC+vxIgD5XLpbAJQC+N5eGWfN8hwBYSojjX9IhPx7BQMYDWA1srPP2CggaIzCf/5jukwuo4TliANQW3EOE0C/R5t5FtzPap6B3QCuUa1yiGcv9gqwHACQAHmDDAd5FoQ5z70ANENl2c/AbjyLrQiFvMOoQzzn5WmPP9LpuPzll9S7queBZOCTTxAaSuNjN24EsrJ0PqNjR2p6tXatdzJu2ULzzOXYuxdo08Zj6aFDtHzyuHxUQQmQn49+/aiviul9r29fYN0666Onli6lrs3yztJ79tDftm09ln/zDTV2fai3a+zShQt4/HGgpITOry6aNqVO6L/8Yk0+QHs/79lDI1s05hCX8+zqJSbEM0DnEPBsHiYCxpS/xeJiaoSjcQ4PHaJ+eZPH5ZXz3L8/9fgR4nnLFrEOvmbgHamNeO6fSuQWForz3KSJfTxnZAAtWxrzPG88cP/94jzzEXJWeWbMU8aiIrreGPH8QCCqHM0GhgwR57lPH2reZpXnLl3o9xEb6z4mynNpqbX97C3PDzzgbmgll9GMZ7YROHJEnOeLDKJdl/8jSVIUYyyPMZbnmm/7gtPC/etx5ZXUTa1dO6Hl3Jh8FY8iALtRgltAxsYaXLgwCbfeyuw3dh9/HLj3XtNlagMoFAGIg3om63UATqBePR86dapRWEgXVAHlvUkT/q9TKMU2DEEZIiEfDyABuBbASkRH2zgbVtAAcssHcCMSGKwaa9kNQGMA36jW+wfKz1yOZghHC5SoVo0EUIJatZba98GFhdQpUABuGU+iFCkYBCACcj4ll4w/Izray3l3WvCKZzIiP8OHqBMg/34O8fzhh8D27abL1DIGoTUegfru7hDPbdqQnMIyunn23M/XoTLxPAa5iAqQ/xYd4lnPoaFh6Obl0U/iiitA46ckchaMGEHP//CDzmcEBpJxsWaNPTIXFtKsYQ1Dl3/EFVe6HBkuDkaMoHG+x44ZvG/fvjTiJD3dmjyc52rV3Me4YqzRAXXNGjrcuLH79U2bAp07A99/b/A5kkQy/vorGQxWZVQ7NDIyNBV3Bc/PPQc89hgAAZ4BoGtXOg/eKO+nTikdlJmZZC0Y8XxddbKEhg0rl1GI56Ii6x1vP/8cqFuXRily7NlDvGh0Cy7nuYn7tyjEM5fRW561HBoa51DB8/79wI4dABzmubCQHBhyGffvJwPRiOdBQdS9PDi4XEZhnn2Zj80hwrPV/cxltGs/i/AsG2kmxPNFBiFDF8Bgxli5W54xdhqeIYZLsBvh4TQvLjRUaDk3JksRBOA/AMIApAN4DcAqlJV9bP/Ijy1bhBQEtZHWEbVRC2e5zuTCYAAh6NLlG/vksxAVnzkTLqNxJYAyDAIQFZDPr7EujARQiGuvFRxWL4JBgyjqUX7F1JcvLIz/bzlCUB9LAp7ElLFHZWNPuTH+E5555qx9Mk6bBrz4oumymTO5Y7EAwDrkYTTuCZqnOoc9IEkN0KLFYvvk84rnnwAwDIYez0UYPnyZ/TJqRdJU8sl5roraGI103DXmjIrnkbCd5+BgICrKdJmb53wA61CCYThbpYZ/eN6713OmpY6MFcqzyW9Ri+c2ACaOyXee5/feA77+2vN4Zibdd2SjNHiws39/APPmAdOnAyBbuE0bE6VuwABSaLOzrcl3+jS9dqnMSZKZSSEUHcW4Vi2gQ0IkzXUfOhRA+R8sM6KXRyOtRp555F6+nzMy6DouN35Bdtu6da5zqJprOWwYRVgM/XR9+9LYEz7T04qM8t9hSQmNj9IwdBU8b9sG/PwzAEGeg4JolJE3hi4AhSJgEEVbs4YSd9p3CQa6dwdq1ABQbu8a85yYSJ9jVcZTp2jeq3uzkozNmimPQYdn1+9EmOeTJ8VnGHOoDd2SEgqSmPEsm/XbqhUZbo7wHBIC5OZSRJJDhOc2peR0WbUKgMM8f/opWamnTytlNOP5iiuAjz4qnwU9bBiwYYNDPGvtZyd4vsggaugGSpJUHheXJCkMgGec/BLsxfr1NCxbIKUqOZnGiBH+gIRkRGAsgLoAJgJIBPAIzp0rxNSpNsoomOo4cyZleQGZAPbjBG7BEyGzcddd8hF/EQCuxMqVi7FwoUVPl5F8gJCMSUk06i0w8EcANdANARgzJB/z58sN9UQAtfHBB9/Y5zCoU4cufCYOjaQkCqADRQB+RovQThhR9i1efOgE5s6V61sjAVxAevoKvbeyjh9+8Bz2riPjwIEAsAZAEYLq3oynProc8+fLeQ4AY9di27Yf8eGHNqSRAcLpogAwdizZcsRzbXRCIG4aqua5J4C6+PBDG3m+8kq6mbqUMz0oeV6FJqHdIAF4fkq+Js87dtjodHnlFeDjj02XKXkuxqDq1bHphv85z7OF/azm+ZsabyNhxmDneRaUsUJ5btCA0lfV2L+fNCGZ4bFmDfk/evZ0/WfhwvLnhg4l+zBPLyA+YID7Tazg9Gl6zd9/u49xpVBl6DIGrF4N9OsHBIRUoTnVrh9hhw70T0OlrnFjoHlz64qxFs979mgqndu303ItQ3foULLfly83+CxvjfE5c4DXXnP/PyuLol06zoJynmURIC6jIc9cxt27PeeQGuH4cdoImza5j/H0b1VUXMFzAIAPPii/J3XoQHvakOeoKDJk7OJZ4xwqeO7WjSLV1asDsMizNzLK5cvKogiqxm9x9WoZz5GRCp6HDXOIZ0miz3IZgwDEeA4KoLnuLkPXUZ4PHwbS0pQpwCL7uU0bYNy48u9WITxr/BYVPKv2sxDPFxFEDd1kAKskSZogSdIEUMhrgXNiXQIA4McfgSeekFuwmuC1udweDsKrCAFDu/KgewCAqQByAKzwe01fcjKlVRcXAzzltrjh3Rj3QR+8/TYZwe4oy3UoLc3GxIkp9iie1arRh3fpYipjdDRw8iRDWdkKxMdfhZCoSHRomo+kJLpfBQUBQCCA4Th3bikmTiy2R8atWyk9ygTJycDs2QA1QS/AmGsS6AnXBYzOLwD0BlALb775rb3KuwDPzZqRtzUgYAVCQqri8FdVkFQ4H0lJ8iggAIwEY+dw110/2yOjYLSU85yTQzwnJFyNkP/MQIf7B2jwPALnzi3DxIlF9sjYqhVw001QhRQ1ZZTzfNMQF8+uu5Kb50QAtfDWWzby/P77Ju5ybZ6/vf4guq36r/M8Czo0tHh+8dTduOapzs7zPHAg1bS7w7K6MlYYz+++C6zQcIRlZlK9lwxr1gAJCa6ghobCVFwMrFyp8znt21Noxqqhq2dcAB5phAcOkI7KbWr89BNFJEH69dChFJw0LNkbMIA0vxJ1mYWJjAEB7mhPWZmuAcS/fr9+IMV+8uTyzInu3SmAbphK2KoV/aBdUVZhxMSQwcVhUEOs4FnDADLkGeCeL9KwRfHXX+T8k+ei6kTFOc/9+7sOTJkCLFoEgHgeNkyA54EDKax61kJ2hJrn0lKKrOucQ8DFc/v2wJNP0u8fgjy3bEmWnFWeZ86k88Gh4xTiMurt56FDHeL5yBGSj//+uIxmPEuSQkZLPG/YIG8MYw49ns32c34+fdapUwAc5lmth5lExct57t0buPrq8ueEeL6YINq1CsAgAK+6HleLvs5fj4uy6/L99zMWGWm6TN29MwjN2FCAXYMfZMeLGM2tvcne7p0NGjB2xx26T3uO0LiOSVIL9u0rexlbskRD/r9cnVBf9Fu3VqWMBxkAVqXKW2zn0MfKZ+cpZVzkkvE3e2S8/36aTycs48sMAOsZvIIO/PCDRgfX0QyIZk2a2DTHtH59izx3ZwEBA9muax6hJ5j6HJ5nNCP0IXvO4f79NG8yNVVQxgMunt9VNIVVyviVi+eN9siYns7YunWGS7R4jg/+yX88N2hgOCfRk+dubp7DwhhjDvO8bh29scGcRD2ev38xnWYleshoM88C0OK5Q8gmlh07irHU1IrZzyUljAUH0+ghF3JyaLrG9OmuA4+49zNj1HS4Rg3aerq44QZq9Wllnq4Wz0lJTIugefNoafl0jSZNaJa8C3y05vLlBp/3+ee0SD5CxgzLlyu7Qh86RO/xzjseS6+8ksbF6mHCBLoFaIwTdWP8eMaiokwWqfDFF4xt3+7+/8svk4ynTyuWafLs2s+MCfJcUiKwSIVff/XkuXt3zSHNtvC8wnXPXLZMXMbJk+m8cxw4QO8xd67HUgXPRUW0Ni+v/HkhnvkigVnmuuA8q2a2e/D8+uvUydyF4mL6qrbzrLWfRXlu3Nh7ng0XqTB5slIP4zxrDO9V8Pzbb7Ru6dLy5x3jef58xecI86yCEM+VHLC767LLIP6RMfao62FjTuQl6EKr8FwDygjtYZTgIAaAGuy4gwpVAIwC8B2efdaCl8sMbdpQHbEOlN2WAWA7GOuB/S98Blx7LVBSopK/LoD2ANbaE3k+d45SbAzSv5UyUiOe4uJuGJL+MkXgoD7HrrQTu2QUiJZ6ytgMp4sal7/eU46+AI7g0KEDNghoLqNSviIAO1BW1g0/boikJ0pLVTKGAoiHbeewRQtg/nygUydBGd08z3riJPDnnwDUPLs6TNol46xZ5b8ncRmb46+iltge0hOoWtV5ntU1QIbyFQFIR1lZN6zYEEEudo/9bDPPVatSTXuDBoIyunm+7Nkx4HUbjvJ88CClABtAi+edhfHoc+IroFOnitnPR49SWqusEdX69WRml0fRIiLK9zNAUXHetFgXAwZQRGffPmvy8c/j0ImWrl0L1Ksne0oVpUpMJDkNZRw4kMJFP/0kLuOgQcqu0DpRtJISCviUn0PA3STRhQEDqITRsN3FVVdR0yxXtFoI48crm3JkZFC4SVWH78FzdDTlfJeVARDkOTCQzuPKleJNdtQ8M6abLmoLz717U7qJlVBWt26UXs2hE0Xz4Dkzk+5LsjpzYZ5zcynTSxSrVimbZWVk0DXSlTbNsW6diuf771eEHi86nq3sZ8FoqQfPqlIEwEGeb78duEbWHkmUZxWEeL6IIGzoXkIFwETp5FA2eqKcioEAmtVU13qNAXAWqak2dkFdvbq8O6MWlApbDoBsAF1xONclVEGBRjfRfgDWo3HjYvUT1vHDD3TVlKfMGMr4OyidMQaHshlw4QIA9TmuC6AtgLX2dEIV4Fkp43YA3ZCL6jiIpkBgoM45BGrV8rI5iByMUaeXevUE5dsFMoK64kiu+yagLWMqoqNtGD9TVmZ60/U8h1UAdMSbR0YAt94KQM1zHZDT5Rd7eBZwaHjK2BVZaIHYoo1Av37O8lxWRil9BjIq5dsJ4rmbm2fd/WwTz126UPFThw6CMrp5PlXsVpgc5fnRR91dU4Rl7Ko4XiE8a3RcTkkh+69rV9eBqCi6ochSPxMT6aXHj+t83lVX0V+tVGk9hIRQ2m2tWvR/rhhrGLqpqTQRpLysWKUYV61K8hu2GKhdmwwaKwbQ6dPKpmg6ivG+feQbKJ9acuQI9WNY4K7+Skykv4YycmNcVEYtnnWMCw+eH3yQvo+sbMqUZ4D6EBw5It40S20AHT1K59QpnsPCyAiyYgCNGwe8+ab7/1yXUMnowbOGAeQIz6Wl7oZIchl1zqGCZw1Y4tlAr1JAXVpkhWdVGr0lnq3s59atZfUPsM6zrODVsf28cyc5u+QyivD87rtUSpObq5DRlOeLBJcM3coMC42e3E3hVkNCLVyOIIwaRh5jd61XHwD18fbbX/ptpq5SYfvd9bcbqtR03wRmzlSXs/UDcBbjx5uPOTGFQGMYpYzbQUpvGNaGDnIVYUBHxvV4/nkLNV1GMppE7t0yngGwH0A3/ImG6Nf0IHDDDRrytQFQF23brvVdPkmirqnUOcdEPoBH0cR4ZrjhBhvcivPnU7ezw4ctyNgBQAhKQt0Kkx7P06fb4HTxkmf5cUd5PnuWvPWW9grgV54FoMdzcai782Rl5Lka8pEj1QLmzHGWZ26cqWXUMHR37KCEnfIeMg88QMqS7LVcqduwQefzWrSgulrD7iwqDBhAjWF4ttCRI/T7VCl1Fy6QrqdI5IiM9OiykphIAwIKCw0+88orqSmSaIeWMWNcsztc2LOHHAF16yqWuaa3uGXUUIybNKFyRVNjvGtXcSON8yyPomVkaCrGHjxrwJRngM4hYM2QrF3b/XvScRZo8qwydLmMpjxfdRWwa5fJjBoZ1A7UjAyS2VV7y6HLs0xGIZ5r1SKni688azg0+JYq53nxYtrvR4+Wr7HEs6iRpu6tYIXnn3/26BshzPPOneI8P/GEwvmEjAxqFMqdbS548Mx/u07znJ9Ps8k/+ID+b4XnoCDKuNJwuhjyfJFA2NCVJClMkiTP4XCX4By+/tq0MQxAWTXPPgsADMAqhIUPwNcLixH70b2YOlVetB8I4GqUlq7CU0+V+S7f8eO027/9VneJUmEjxTgsrAuGjXXfBJKSgLlzKVsKACIjKZUwJGSt7zIKNCmaOZM3PGbg0dLwcKBZR/eNlMtYpw69pnr1fgAK0KbN75rvaVlGgVEk1DzH7SwID3dnznH5eMfbwEAJPXr0RXb2Wl5j7yg8ea6OsLCWmjxzJb9atThUqRICYK3vAuTnk2db1dhCLaOS564CPPcFcLZCea4aVobU0o7A6687y3NEBHnFHnzQUD5Pnlug06u3kMIVHe0sz+++SxqESsFVy1ihPAtkaGjxjLBw1Cg7BZw+7SzPeg29MjMpksovxCCFKSbG+O26dKHzbajUDR5MOYmGHWQMoBNdycigba+QUcMA6tWLlOjfjei96ip6M9HOxlqpjm3aQDUzD2lp5IMrF51fozRk5CmHhjKKGuNqno8fJyeFjmKsOIfr1gF9+lBnIBeEeG7enAwnUeV99Ggas8JH6+mkf2vyPH8+8I1yFKEQz1aNtMREZYaGjrPAVp6vvJLm/coicLpQO/M5zzoODcU5LCqiMgvZ53Tt6gDPvE5DbeiK8Fy1Kr9YlsMRntWwgWdeEmAooz941nCuCfF8kUDI0JUkaRiAVLha5kqS1FmSpO+cFOwSQBtI5U3SQnIyTQWh0T1HMHr0gPKSEs9arysAnMKhQ6m+y3f6NO0og852SUk0spEyoH5HUFALzJtXA4nXuAxP18ZLSqJgXHQ0UFRUF0A7TJ++1vfIM9/YBgZQUhJw220AcATASdSo0ZUU9fYRigtDUhKNdAOA3Fwyxl97ba2PAoIIfOcdwyVJSZStGRBAzoLoaJIx6ctrgTfeKF9z8CBlWpWWAlu29MPhw4cxe/ZB3+TLziZF1cD1l5REkywI2xES0hXz5klInDmYcn1cUaKkJHq7Nm2AoqJQFBfH4803f/GdZ4HIfVISz1DOBnAKNWt2c/Msu0kpeaZ6bFt4FjB0k5KoWaeb5254b14Aok4dKN/Mnjz3tYdngJR0Gj6rK58WzzfdHkoKiUvJd4znEycouqeaa6iWUZvnyErN87vzAukcyoxxR3hu2JC63Y4dqzzOawpd6aoFBaQDK6Ir6ekUyZSlLAYHA3FxJpGBQYNIMxUdp/Huu0B8fHmNqJ5inJZGfxUyPv88dfKVoVcv+muo1CUk0H1CwLkMQMkzY7pegR07yLYsb7YeGEjeIo1o5LFjJiOHr76aigRFurWqr4mprnu+SkZNnvPzyRo7ebL8kBDPAHG9erV3To3UVIqIq8pkNHmOjlbMewYEeY6JodeJ8pyby2cj0u8xLU2zF4Qmz7L9zCHE86BBtOlFjDS1M5/zrJIxP1+DZ42osyM8338/GdW8ltQKz4sWAU89pVjnCM8DBgD33Uf/tsrzV1+R00aGxEQKlBv2fahgnnv0uBTRleM5AD1AeVZgjKUCaO6QTJfAMXMmsGSJ4RI+Wog6m28EAHz2WR/sGfQg8O67GrVeVIMQFbXKd/kE50X260fXjdq1t+Paa7uSER4XR0pPu3aK73L8OC+L7YcLF9b7PsInP5+UYpVHUI1q1YCgIFI6ly7tRjKqIgPJyfIO/vUBtMaiRTYo79w7aoK//wYaN96OJk2a4PDh2iTj5s2KjgfJycAXX/D/kfL+xBM+ynjiBI26kg9S1wBRWYwqVXZg8mTXOYyMpBwa2Uid5GTSqakXS18UFaVg4sRcv/BctSpQpQrxvHy5CM9Uj/3ll7/6zvPcucAzz5guy8khnps2bYrDh2vpymg7z5mZwIQJNCPRAMRzEYKCZDwfOgQ89BClBMpkrFQ833MPGVAy+RzhWbDkRJdnmXPNEZ4DAkjJVDv/MjMV1yF+WVHYRWfOkECqEoHERIqu6E5t4XPCfxScBbx/P2mUvEY0LY3C7yrFeMcOelvF5bNdOw/lr149ugwZKsbBwRQx/eEHsSY78hT1gwfp3GiMsdO0f3XSbgETGXv1ojnchoNEXWjenIpv+ViRlBT627mzYpkmzxqKMZfRkGeAZpecPy82fmbePGWDvpQUOoeqFVYbVAAAIABJREFUqLgmz2vXAv/9r2KdEM8BAcCQIfRblDUE04V8P+/fT54BUZ5few0YOVJxSIjnhARxntV6mA7PO3fSX4WMkcqAg1xGW3kGyFnAeTXgOSxMxfP69R6BAEd45tzK/y3K86hRHk4423lWZ2hY4dmX/XwRQNTQLWaMqWPrzudD/tsxa5ap51bZvTMNQBguXGiN4FXLgF9+0aj1aghJaovGjW00dE3q0aim4TT+/vsAuvLq+Jo1KTVK9tqpU+VjDHsDOIvz53fwRqneYcgQGpppgrQ0MsQDAgLQiStJXBlxKT2eHaQTUVa2yfc08Lfeotl+Bjh1igJZBQXb0U0+F1GlME2dWt4/C9QwqwaKijb6dg75BVaI510oLi5085yTQ+kGMuNJyXMigDKcP7/FdxkFjIu0NKBWre0ICgpCDL8TXH898NJLCvkc4blnT9N5znKeu8o7hqgacih5bgcgynees7MpHfDvvw2XcZ5LSorcv8VTp2gorKwJjSM8CxqRmjzHxio6VjrG86xZwMSJhkt0eTbczzbxvHcv8PTTSmOVMQ9Dl9eiiSpMpaWUhaeJsDDyeC5dKmZEqvezjmKclkaZLookhPR0qmNTfU5iokAq4bBhFIbhSqSojHy9an/n5NDbeSjGjzyi7J4K+h6RkSadUIOCKLtm6VLDSQIAyDLs3JnutVzGFi08OrQa8qxhABnyDBDP1aqJKe/bt7sNpaIicpTpGBcePK9cSZE+b3nOyxNrOyu/5ljleeJEd/jRBUs8L1tmzvPll9PvgXdHSkmhOa2q+zWPltqynwFrPH/0kTsqa5VnlR4ml7HS8Lxxo0f3ZNt51nJoiPLcuDH9FlWOQiGeLwKIGrq7JEkaCyBQkqTLJEl6Azx8eAnOgDEvurSmgRqvBOJ0CUUG1LVe9NYDsXPnOnz0kVElvwAEI7p0I6U0i3LF+Nw5ClfIFGPld+E3h42+jfzo18+w5jA5GWjWjO6ZJ0+momHDtgjnnoH+/eni7LoAecqRAOA0Dh0S7DCpBcZIPoPp4snJPIpWgJycTAQEyC6+qgiQUsYAAD3h8zkU4Dk5mZrN0m8QOHLEJWNuLnXllt0ElLLEAZB8l3HAAIrYGcjXtCnpVCdPpqFBg7YIpUJOcrjceaeOfIBtPH/+uWGXyn8iz4cPu2TUaMjhCM8m10RDng8fJoXC1Z3PEZ4Bcpxwd76OjLo8jxlDv0cXPHmOB7DJt3O4ezdlC8kdGn/+SdGZli3LD6WlEa3ye4cWzwBlGQMmCtOIEWRMm2QMlL8//yyuGKsiFzxb2CO7cOlS4I47PFIqExLIwfDHHwafe801ZEyLKO/PPEPfCSClMyCAmsXI4NG4hmPKFBqvJ0NgIJ1HU6Vz6FBKKd6yxXjdH38Ab7/tzsThzgIVbOc5JEQ8Mi53FuzaRXtTJaMuzxERdG92e4IACPJ8xRUkpxnPXA/j5yMlhYyT9u0Vy3R5PnDAowO1MM/DhtEeNVsYFUW/W94ELSXFY69wGT14rlOHggGqxlq28/zTT8CXX9K/KzPPciMyKEiRcQgY8Dx5MjB9uuKQ7Ty3aUMZEK1bu2XU2M+aPDdrRoaA6vokxPNFAFFDdzKoFW0hgE8B5ALQtx4uwXcUFlI4xMSIdKcmM5DySTuwKMQdAUpKIr3GnT06EIydw113/eZbClz16mQMqi6SciQnAzNmAADlR/3xh8vNdPYscPPNimYGyjTrxgCiAWz0beRHdrZu1z2e9s1rZUpLM/Dnn+3d5+SKK0h4V5qkpxwJAICaNX3w+ZjwzGX86y8AICPp++9lMqoiQNoy7vJttIte8xqVjJT1sxtAMKZNa0Uy6nSedCMSQEf4zPPo0cC0aYbyceOgtHQ3jh2TncPcXKp3caU3OcbzTTdRl0sDGXV57tdPcVNzhGeTDA1tnlsqeVZ1knXDJp579PAwENTy6fL8/fek1FGdhzM8l5RQSYbOzAZtnju4ZXz+eeDuu8vXe8rYE8SzQPMSPWg5NPjcX1VENyZGFUTViQBFRZEetnmzwecOH05/Tcpxyt+ff9aePbQ3Vcr78eMUYdFMC9aQMS6O/hrKWLcuaX8ihu5DD7m7Lqem0glQpk9pR0sB2icnTni8ZVwcpR7KpxZ5YNAg0qLNZPztN+Dee+n3nptLHOsoxh48R0VRtxrVNV+IZ0A8Mq42IgEPGXV51km7FeK5alVyjn7/vbGRVlZGdZvccZWSQkZuSIhimS7P48fThldBmOegIEMnOAAyppcsIceOVZ4bNaL3lznXAC945vWiehCIlpruZyd5VuthVnnWKEXgMqanm6QGi/IcHU0OvHr1rPMM0G/ZnWIFgLKmW7cW4PkfDlNDV5KkQABLGWNTGWOxrsfTjLELZq+9BB8gmBY8cybvk3AMNKe2E8LDgcbtPFPg3GUK/QBIKCz8xbcUuP79KXTCOyaqwJU6Sg/MAFADU6bU0zWAPNOsEyBJG8o7C3uFceMoSqIBZerieQAHUFrazn1OiotJGXFFgDzluxxATXTs6INibBJFU8pIDVmKimQyduhA3joXtM4hAIwZ44PLLiyMroaqlDdtGXcDuBznzweRjBqRAW0Zf8OMGSapO0bIy9Otw1HKdxbAQSXP331HNwyXheQp32UAavnGs0n6t+c5VPE8axbwwgvl6x3h2cSh4SljazfPgvvZZ54feAB49VUB+TR4VsnoCM+nT5NT4quvBGTkPLdVXodlKWyeMvYEwDB2rA+aidY1RzVaiDFSmDwiF5GR1OBFo0aaRy909cmGDUnzEzF027Rxhxt0atE0G9cAuoZuu3aUaSkUYdm+nXLL9VBcTKEkrsEaREvr1vXomUTe50GDPNbz/lvbthnIV6MGzQg1mHYAQLmf+cnSiKJp8lyzJp2D667TlNGQZ4AcSpJkLqPaAIqIUGQVAA7zfOCAcYZBYCDV2V5zDX1hqzyrMnE4hHiOihLjeflyqgPOy7POswEqFc/BwR7Woq08l5SQs7xjR+951jB0beX5yBHK4igttc5zYSFds6lrrYeMpjz/w2Fq6DLGSgGUSZKkreVegjMQTAtOSqI+HzyVsF69TjSqJ7aB4rXKVLcoUHRlvW8pcCbwVOra4vx5iZS6kBDaeKouqHPn0r4HgOrVE8DYYfTpoz8b1RQGMy2V330vKCre1n186VLynrmq+9Vp4MHBAejSJQF//eWcoauUcTeAIAAt3cfffBP4+OPyFepRTdWrxyIgIBChoT7IeMMNFFXhs1gMZcwA1RK6joeEkCdG1b167lx36VhUVAKAPHTuLJDSqId+/TSVMk/5eBpZO/dxlcLkybPkZ54zAFSBgmcVPHnuAUkK8I1nxkg+YRk1eJallznCswEuCp5vu82dmgYtnuMgSRLCwjbZK2NmJl2PXSfj6FFapsrQJJ7//BO46y6Pt42Lo4zagwcNPvvaa0nrM5h3DYAUsrffpn+nppKz7fLLFUt4I2YPGXXSbgMDqYzRNHrBryNff62/5tAhkuerr+hLHz2qqRhnZGjIx2XUMIB69KC/pjKOGkWKu5HyLudZJ4qmy7MBhHiuU4eihF9+aaxB163rziJISSENPUCpluryrGPoCvN87bVkpPGUWi2UlpKBxRj97k+csM6zhgFkieeMDEWTPw/4ynOzZh5pt4AXPBtBHbm3wvMtt5Ch1qKF4rCtPFerRqVFQ4d6x7OOoWsrzwsXEilFRdZ5Dg6mE6YTdTbl+R8O0dTlAgDpkiR9IEnSHP5wUrB/PVq0IK+xegSEBoqLgSZNyNDduzeGune+9x7w66/lazxT4BIBbELjxiXqJ8Tx8svUZ13nRuap1LV1H5ckzYtDUpI7u3P6dKrT3bTJR6VOR+lUnhPXVRbt3Mc1bqR85McTT9DXHjkyAXv27EFOTo738sk/y1BGipYCVQzTP/moplatgAEDqqFz507YaNLsyhe4ZaGoOOdZcR41eF7l6of27LMUjfRJRmGeuWLY1pNnlTF+8CCVaJeVVQTPl0HB89NPe9QLyXnu398Gnu+7j86BzugeJc9ZUPAsSWTkPv+8h4yc52nTbOC5Y0fdRk/CPGvs5yeftIlnk8i9Kc+hoZp7xc1zJDp06OD7NTEwUMlzZiYpvK5ILS8rlNncphCq9+Jp5yJRXY7UVMrFU4292ruXnCgelTM6qY5cxrQ0k4korVvT5y1apL9GwLhgjGTUPIc6inHt2sSzaZRq1Cjac2YyBgbSbyolRTMUZcjzFVcoskg4hOv6brzRXHlftIgah/FxLhrGhS7Pgwbp5LoK8tygAUUJFi3SN8bT08kIWrKk4ngOCDDmOS/PvZ9TUsg536CBYokhz3l5ijFSHJZ43r3bmOfAQCLRhOdatTQmanrk4CpltIVnObzhWcehYSvP6v1cv774fpYkXRn/DXW6oobuYgDPAPgVwHbZ4xKcRFCQe36bDhijgGNQUBqaN2+O6jrppZ4pcL0BFGDixDTv5Tt6lAordC5EbqXubwAnwSNA5cd1Nh4vF3vwwU6QpDDMn++MAaQ8J7sBBCAs7DJ3qrRODRBAOn1xsdtIe/FFL68S7dqR5c9HQGjI6NZHKYoWHg63jG+/7XYbqlC3LmXl/v57Alav3oyPP/bSqfHqq5T+owN3+vw+UFRcJeOuXR5jIABKsZEk4OGHWyAgoC4WLvQHzxkAghAW1sqTZ43f4vnzlNXk5tlLA8PE0DXlubAQyMrSfG3dulSClJLiI88mcPPMsx9UMgZo3044zw89ZAPPJ0/qfo4pzzoRIID2c6XgWUcxBtw8p6f3xE8//YZPPvGyO/QLL9AoHPl1W9VxmStMqiAq4Y47FF3KOTp0oPNvGL1o04bCDe6ZSdro0YOiTIyRoavRXEdX6ezRgwwU3oVWhrg44vn3340/HqNHUydVvcizvLSI5yWqZMzJoUx2zXNowHNcHJ1DQ528QQOKpBkp7/yaKEkkY9euHvdqQ54zMzU7/QjxDIgp7xx79uiOc9HlOTSUjCeNud/CPJsZ4/L0761b6fyp8kL//ttBnuvXNzfS5Dxv3ap7DgFrMtrK85YtwIIFpjxrypedTSVoGvm/tvG8YQOVZq1b5x3PDz6omwESFyeQGizCM2/cJsCzrtNFQ5ft2JHuSRdzna6QocsYW6D1cFq4fzXS0qiLrEmK14kTdEMtKEh1j8UBaNMNHlxeX8pT4Bo2pKejoqi5QkSE0ZAvE5iMdHErxjxa2lap1C1dCnUBbnIyleERqoCxHli5coP3TbPy8nSjK/yc0H0yA0FBrTBvXghFxAFdxTg5mQLmhFgAgXj99Y3eyVilCtU4V62qKyPN+rwAYD+qV2+LuXPhljEnhy56qiYDycl0mMr9EsBYAe68c6d3Mu7a5a4J0ZFxwACAR9EaNGinlLF+fY8mLcnJ1HOHrukSysoSsGGDl+cQMDR0lTzvdvEcLMSze+xqdwBB3vPcuTPd7XScEqY8R0S4rTGVjLbxPHs2cP/9uk978qySccYMqmdTyVdpeG7TBlixwt3FRCajbTybGLqePKv2SmSk27uiktHNc08wlotJkzK8k1GSlDN0NUYL7dtHl6RGjTRev3mzZsffoCCgW7f/s3fd4VFU3fudTSMBUggdpLdE/ahKL4pioVhQRGL5REHF9sMuoKJ+2D5RBP3sYCECduxItyACgiAkIYQWmnQCAdJ2z++Ps5Pdnbkzc+/sBgL6Ps8+gdmZ2Xfn3Ttzzj3nniNhMA0bxoalXa7cunV87960ybI/bW6ujeGuW+kGSBWwAdgwBqzTHYN1XrCArUU9R98PR6NToDPAEZZdu+yXCJdztDPen3ySPYC//uJ9+vQx7WKrs4UDJK1znTr8mXbG+/nncyVZPe3jvPOEHIU679/PqVUWDhAgmaZu56QF6zx/Pn9xgz2Rm8t/hToPGwZMmyb8/p07K+ickxNokCriWL06nywry/IanlSddTjoLLyGx47x8iy9jkAQIqZzQQHfb+Li3Oncpo2pjVQwx4jpnJgopbNu54fARudOnf5xdKFp2mZN0zYZXxVN7m+NnBxukm0xGwiw8cNZO0XYs2cDNC0ohSc/nxtlB5X101PgkpOBq65qiCZNmuAnmf5iVnBo9ZGRwSXgNY0d3QYNDIbxmWcGFp/5Ye5t2R0+3yo88ojLjtZTpnC7Dwtcfjkbj7VqZaF//7QAN8DSARo7NjhVJgFAe5SVuextuXo1R1j8lWBF4FpTGwD48Prr6dIc/XMc0AsVFRW55CjR5krTgDp1suDxeLB5c8tQjlOnBs8MlPML1bkbiPLw8MPmSqSO8Hr5ZDYcBw3i3WrWzMagQYZr2KABGyN6Dk8Qx4jpXL06P/EsMi4AXedcnDSdf/opYIhYgHXORlRUlFnn777j9j0GfpVG58REbodhyIGMqM4dOvDaC5uc31Cd5e85Zp1/dcfx9ddDi5Ls3ctGXlBxGD26IkzWsYgMADyEVq7kBARLXHst/505U/y+rnNiIrBwIW/r2TNklyNHuJi+8DIfPw5MniwM89Sty8uQHdP0WrRgLWfMEL+v6xMby8089erLQbB1dPv1A158kVM5DdCNd+l0xw8/FL+fnAw0bRoY0xYcbXW2sD+kdAbYeF+/Xlx92etlfXfuBObN499fUGFFQELn554LT+c6ddhhmDFD7KTp39/j4ZOp6ty+PWcHCC6wdMqo7qRZ6fzYYxzYcKuzRWadzlFa55wccfVlr5dtsNmz3elsk1kXMZ31c7vVeeNGXkNraIEEBHSWdsatdNbtMLc633JLoB2aAZ07S+p8ikI2dbkTOHR1DjjndTKA6RVF6h/AMTKgVzTmDgUbAfjwzTdtAjP8FumYHg/fGN57D9iypQc+//xnTJ/ustyahAPk9QL16mUjISEB+fmNzIaxISQh7m3pxbZtdmXrbDB8uMmBCQZnZpXiwIENSDesgUSNGsDTT5tS4MQcl2Hr1lLjG85Yvpz7MYZ6AyHIzQWiojiKlpaWFvqmhWEcyrERgPpw3cPUpqBXMMeYmGy0aNECcYaS/Jg1i51dS36Abrxv3+4iZdTr5WgihxuFYJ2LceBAnlnn6tW5CFDTphIcXeq8di2vRbNZTMQ686SQkCPgoHNjAPVQ8TpniXUWOEAR1VmftLO559jq7PVy8SDDjHlEda5blyug6hX1BLDV+ZxzuFGxIR0zlCNXh3at82efhba50qvABN1bLKNogGM6ZkmJbQIIj7OuXe0NOv1z5s/nNF3DfU/PqBVyLC3ltKAFC4Sn79JFMnpx/fUcLRR9mQ4duBBgfj5bhwKjk8eKoZ9lMInRo4N7/pWjbVsOLElF0i65BHj33eBZkADef58N+7lz+VmmEhUHwtcZYAeoShWO2hqhj+eEBHZ4BdfQVmebJSeAgs433sjRwkWLzO/p5163jqPvqjrv3cu/Q8HzXVrn2rW56rOVzs2a8X1j3jxe4CpI87fVecAAYXQQiJDOR46wI56b605nmyUnQCXRedEivl8IWobpOjs64046P/ggT47Nncs6C0po2+p8zz18DQTo0kVS51MUsqnL+4NeO4hoEoD+Fczt7w2lVh881VRS0trcSsNgeGZmctYDj6Oe8Pl2Y8SIPHcpcF26CG8IwcjNBTQtC23atIHHuLZu6lRTsQtzkSV2UpOTXazrO36c7y420VJOR8mD11tmNjrj47lKjcFAEPffPIa6ddeoc3TQGeBZuuTkbHg8HrQy3sUsHgKhHDU/R5c9TB1S1IuLOQuxqCjLfA0B4YyxmUdHALFITHShc2wsF2sy9AIMBs/GboDP5zVPFgDAr7+aUqPEOh9H3boungY//MAzqjZTpuvXAykpWWKd27ThVAjDmn2zzt3hWmeHiatgnYXXUFrnGHc6axrnQQsMdh22OmsaVxA3tP6JqM65uTyBF9QiSMTRUufu3TnaaphwMOvcBcCvkdFZd/z9pTp1nS2D0g6RPkDCqMvI4HW0ogiQfu5q1dhJOP98y7WlQo56WraNk5afzxmAtrjhBrZQ33zT/F7Lltyj9tdfeUwK7j3r13NgWNCJiR/e2dlCByg2lv1oqeIwI0fyFxH14HztNX7GzpsH9O1rWtvuqHPnzpZjTVrnlBR2gjIzzU1jdX327+d/q0bRIqXzVVcxT0PWEQB2GseO5QnpKlWE6am2Oi9YwNdeUF9BSedbb+UUdFHv5M8/58+ZO9edzmPG8EsAZZ2nT6/8OovGs37upUvd6WzjjOs6Sznjdjp37gxceKH78VxUxBoIIJ1FcopCNnW5Q9Crk6Zpt4H7nPyDikLww16A0Jl8/+IBtLRspaEjNAWO1+kWFf3sLgXuySeFVRl1HDrEE1xHj2aLDWOBwWQumpUKTWuDpk1dGMabN3Pk4IcfLHfhG6xFtBTgQgiGO6hVD9N+/VxwdNAZYNs5Li4LzZo1Q7yxIm7Dhrw+xnD3FXPcjPvvd3oaCNCmjW0Dvo0bAZ+vFAcPbghD5yrweDqibl0X17C4OBBZsQBPaFhE0QB+gOjtTCw5dvPvWnE6x8ayzlWqVAl9s0cPNiIM1TQjqrODo8s6l+DgQUG0FKh4nRMTWSOL6APgoLPHw9ffMPkXUZ1nzOBZeRvY6uzz8XoxQ09oMcccPPKI9SSeJYw6r1vH19a/gI91tokMtGghmh0AwKdo0EDCqLv2WjYoX3vN/F5UFKfYRUXxA6RvX9MuPIEasqw4AI+HF6o5OOOOHGvUCBjvhh6e2LaNq6zNm8fPGMG4to2uLF7MhQjXiCdHu3ThNraiwE4ILr2UL7iV8a5pXDTywgtNbzvq/OSTYn2goDPAzviRI+YCZLo+GzcyT0FGjpTONmn0gATH+Hie1PjsM3NE7pxz2MZZvJjT543jFQ46O0SdO3eW1Pnii/lZL3LGx40DnnmGc38FTqSjzoDl2lpXOhuXJCjobGity/B4+LtbFCFU1vnTT81VptPTgZtu4uU7bnR2iDp37szJIWHpvGgRO8A7d9qOZ0tH9/bbhdF+gD9SWudTELKpyxODXs8A6ABgSEWR+gfgiEByssX0kdHOWA9OTa0e2F6zJv/iDTPhoQ5yGwA1APxUIf102eg8gkOHtkkbxubelkCvXt2xdesS+ATrmWwhkf793HOAbhj/8Ucb805du/IaGAHHM87g/ycmnoEaNRqipMSlA5SQIKwcmZnJ12HdOuCvv7JQvbrAiezWjdOBDHc3naO+HLFGDTbe69d3kTI6bZqw0bjOkWuccFT84EF3OkdHAxdf3A1bty5HicHId8Tq1Xwii/WlmZl60ecsABpWrRI8CWw46mMqMbEhUlPPCE9nwXgO1TlbrLMFIqpzzZqBH7WAY7DOBw4IONasyREwAb9gnS+6yKXOXq+weE8wx0qjs+N4zkZiomCsLFnC931Dep1R55SUrgCAM85wMQVvzNBYt46juf5nhWNroWef5foPFujSRSIyUKMGF+qZPp1nRINRvz63c9F1Eji669fztRTYowybqHP79hyElY6kHT5sTrOeNCmwgFHgXHi9nCBiGxUHbA3joiJLPziA6Gjg5pu5yJqxWM/hw4FrqxpFk4CUzgA/o848kyepgh0qTePifFlZXPzHUMxL52irc2KieRLCDyWdR45kL+Sdd0K3HzjAz5d164TOhbTONs64tM633MKT9sZK2EeOBHQWcHTU+aGHuB+uBcLWWf+Nr11rq3OTJjY6b9tmssN0RETniy/mKu/h6mwzuVZUxEkstrDT+YYbAoElm/FsO+liU/NHrw59WoKIHF8Amgm2NZU59kS9OnbsSH8nTJ9OFB9PxHeUbgT0oYQE3m6Hxo31Y/TXIAJaUuPGLkg0bkw0dqwlv9RUImAZAaB77vnMvNPYsUQeD5HPJzzH2LFEUVFE//vfOwSAsrOz1fjNnctfcvFiIb+EBP0aXEtAY/H1a9WK6JprLD+iUyei884jGjJkCDVq1EiNHxHRyJFEdeo48CslIIaiox9y1NeIzZv5HC+/XExxcXF03333qXO0QCjHTwgAVamywsxx3DhbnZ9/ns8xdeqnBICWLl2qRkTX+ccfHTheQ0AzVzqfcw5Rnz5E11xzDZ1xxhlq/IiIRowIT+d163jHTz8Vnv7E6/y78m9R1/mddz6ptDp36hSmzuGO5z/+4J0++UR4el3niROPkMfjoXHjxqlzbNCA6K67+N8+H9+oR4wof/uZZ/gzCgrUT00U0HnPHocdf/+dd3zpJfH7/fsTtWwpfKtDB6KLLrI5t6TOjvD5iDp25Gfd8eOB7SNGEFWtyvzXrjUdtnEjv/X22xbnXb2ad3AYz6++KsFx507+cRm/b1ISUWIi0bnnCg9z1HnSJKJGjRzv2446ExG98w7v/PHHodt//ZW3v/CC8DBHnYuKLPkRKehMRHTxxUTJyUT79we2jRzJ1zYqimjTJtMheXkOOkuOZymdd+1iLldfHbpd17lzZ+Fhjjo72GGudP7oo8C2JUuIatXSb1zCwxx1doCyzikpoTqXlhLde2/4OkdiPJ8knZ97TkHnSgAAK0jSP5R1dFcKtv0u+yEn4vV3c3SJiCZM0A2nVKpW7VYpwzPU4CICnicA9Moru9Q+3Ocjio4meuQRh894z28YZ5v5Pfss71RYKPyI++7Tz5FNAGjEiHfUOH72GZ9g5UrTW6EOfzsCLiGAzA5/x45El15q+REXXkikaUTAJAJAL7+8TY1jcTHRwYMO/HIIAAHvmvnt2EHUogXRrFnC03/wAd/bAKK4uB7UsmVXNX4+H1F6uvAOHcrxKT/HQjPHoiJ+kFhg3Dj9HDsJAGVkvKjGUdd51SoHjmcTMMBa50susfyIgM4v+3XOV+M4dCjrZMtP1/k9M79Nm3inadOEpw9bZxuEcnySAI2Ao8qTYwGdd5xcnaXGs0udr71W6JxVhM6xse3pzDP7qvHToRs7f/3FJ5s0qfyYl+rDAAAgAElEQVStm24iqlvX5tgZM3jm5+hR4duLF/Mpv/5agkfXrkTNmvF9UMfs2UQ1avDz5d57hdSrVQv46kJs3y68r+q48072U8vKJDjOn89f6NlnA9sGD2YhBg4UHvLtt3zITz9ZnNNBZ5+P50tuuEGCHxHRY4/x+X79NXAC/iETffGF8BBHnXXLNxI6l5URnXWWWetBg9jpOHLEdIiUzg5Q0nnNGtZ09OjAtiuu4Ot43XXCQxx11mc8bHSuXVtB58cf5/MtWRI4ga7z7NnCQxx11u2wSOtcVBTYPmgQj2kbne++2+a8Dz9M9Oijlm+70jn43hKuzseOEa1YQXTokPDt007nSoCIObrg3NbB4LK+Vwa9/g1gnePJgYvBebV5AB4WvN8LwEoAZQCuMrznBfCH//Wl02eddo7u00/zj90GH31EBOwjADTROFN2+DBRz55slBgQiLYSpab+SgDoE4sZR0scP84neOYZ01uhRt3DBMQQUGI26g4cIMrPJ/J6hRwDEWsvATUoKupmtSjSe+/xCfLyTG/p9wygjIAqBNxLAG8PwXnn8XUUYPp0othY/TwcuY6N/Ug50iVCgB8R8LnfMF5m5rdvH+80ebKQX+ikxoMExNLUqcdN+1ri2DFLnUM5XktAE/E1tEGozkRAU4qKukrtGr77roTOpQTEEvCAmGOfPkQ9elhyDOi83K/zLDWOu3YRbdhgw48I+Mxa5717K17nPn3MERcTx6HWOs+bR3TZZfybFHAM1bnJydH5zz+FOugcw9a5f38OT1jyC9Z5eZg6f05xcd+Ed7/Rnbi5c8s3detG1Lu3zTGvvsrH7BJPjhYWcmBEKtj8/fd8rueeC2zTdY6KItqyxXTIjh389iuvSJzfAh98wOdYvVrygAEDOJqi//bS0kIdSwMmTeK3LaMjNjrrGDSIA9NSOHKEPeOOHTlSVVLCE5RpacLnK5GEzv/7X+R0Jgpo/cADbLhPnMj/t8g+kdJ5yhS2lSygrPPNNxPFxAQ8mhYt+ASCqD0RJyPY6nzsGNGXXxJts54AV9a5bl2i9u35PnvoEBOoU8e9zpEcz0RmnfVo5xNPCHfXdbaNdvbpY2mHEVUCnSUwaBBR69aSOxt1LigIX+dIj+eTjEg6upcBmAZgv/+v/poMoJvDsVF+B7kZgFgAqwGkG/ZpAuBfAN4XOLqFsl+CTkdHt1cvh1+tHtFdQgDoa+M0TFERy/uf/wiP1Scap0wppvj4eLrnnnvU+O3ebfkUCjXqBhGQruwAmVOsBxDQRi2KtHkzO/qCGazA+Tf6jc63SRgBGjSIqG1bCY4lBMQT8H9qHCdNInrzTYdzT/BzPGw+d3Gxpc7ma/gFAaA6dX6R52ejc+j525JlVHzlSqLbb+cUO0eOGQTUp0aNrNPRTJgyhQ/evdvm/Ln+azhNzPHnn4l+EV8Xsc73uEv3tz33f6x11sfzhAkO53Cpsx7Zk9L5UvE11K2N3FwJjsPc6yywNqR1tkFEdP7zT6JlyxzOret8JEydSfk70oEDRMOGES1cyP9/+WU+SdDYrFkzJJPZDBuddbRrx9FxKQwaxCGdHTv4/3okcfBg4e4LF/LbQb65GZ9+yr8XC2zYwOcQ3HrFyMnhtNaUFKLhw/lhlpRkufvtt/Pullm1JSVEr79uaVgTsf8GhGZY2uLTT9l4b9aMLWpAONGt44TrTMTXDmCrXJ9VWr9euKuUzgMHWj6fiVzovGsXOz0xMWx/AXyhLOCoswT0zDxpnb/4gq9dkyYBB83mCzrq/P77FatzXBxnZ2zeLNxVWud27SzfPuk6e71Eb7xBZLMcR9f5wAFJjsE6N23KBw8fbrl7zZqcaW+JVas4YGERdSZyofNJhIqja1uMiohmE9FNAAYQ0U1Br7uJyKlSx7kA8ohoExGVAJjpd5yDz7+FiNYAUKwy9DeARI/aDRuApCRegW5qUxEXx5WcLBafL1nCRezuuisWPl9nfPnlz+r8ACHH0EJZ2QDSBNsBbNrE/U+3bzedQ9zbMgdbt4rLowvRpAkwdKixXCkArmLKLQyz/FvSkJDA20MwahRXNRQglGMMuM20Ym/L994DvvxSyC9AOxvAGUhIqG7mFxtrqbOZBxew2b1bociOTfujCRO4kCEnX6wHkC6+hvn5XL1z504Jjt0A7ES+ykXs0QOYOFHYu3TCBL0jj4PO3btzMQ0BzDqfC2Wdp04VtgCR1jkujr+IoKhJRHS2Gc+hOufA8hraFOSIiM4OHKV0/vln4IMPhKePiM5nnWXqu63zC9W5ERISqol1Hj+ef9O2/Jy3C7F/PxdW0g9at45bbtStC4Br7+zb51CgyKHwChDobSlVP/DFF7nK9CWXcGG9d9/l7Q8+KNzdsegKwBV0X3rJ8u3mzbkVpXTxldatuWxqw4bM7+KLxT1D/cjNFdaCDCAmhgtd+Vs6iaC3/Fi2TJLjlVdydeCiIv7/ZZdxNVkBTorOAPD221zYcPlyruYPWFbwltLZocCOss516zK3fv249VW9ekCnTpa7r1/voDPA7cZsGpTqVYOldb7sMuDHH7kwX3w82w8jRgh3ldL5zDOBu+7iCtY2HJV1fuEFHjOtWzNX/z3GCKmiaIIe7cEIS+fVq8PXWdOAO+/kInoWCEvnqlXZVh4/XrirrrPtWGnXDnj4YSApyXKXzp0VdT5FIFt1+QpN0xI1TYvRNG2+pml7NU27zuGYBgC2Bf1/u3+bLKpomrZC07SlmqZdLtpB07SR/n1W7DWWCz/VIenoJibmIjo6Gk2bNjXvYHFzyMzkZ6z+Yy4u7oHNm1fh7betHxgmxMcDw4cHHlZBmDBBr55XDA7qWzhAW7ZwJT1jdTlY9bYEatVSKAuXnc0PfgEyMvTCdVxxuWHDNLz5Jm8PwUUXcf81AcQcV6Jhw+PyHC101quscvHWLFSpki7mB1jqbOZXG0ALxMdHxgHKyNBt0S0AilCjhsU1tKk8aaVzzZoKHNu1A+69V5+5MHHkoq2s8xlnWHDMyRH3orTkuAoNG5p7YFrimWfMlVuhqPOoUVyl1JFfRepcjNRUC44VrXPnzsADD5gqO+scpXTOzOTfigAR0fnTT9mAEvAL1dmCHwA8/riwL6tVz1ylXrpGndeuFVZctjWYHCrJAizV4cOB89mieXPuBbpzJ7ceyc3lWVjBhIHOMT6efU5bjjb8NC1g1EmjeXPWdts24NtvuSezBdavd7iGAJdgFTz7dJxzDvNU4ti1Kz9XP/wQmD2be45Y8AMcODZuDAwebOsAKekM8Be6/37uH9y/P1eZFYxnneNJ0Tk5mdu47NvHbRluu81yVymdr7tO3P7Jj06dXOjcuTO3T/z+e/4Nbd1qyQ9w4NihAzB5Mlc7t/k4ZZ3vu48rYkvq3MDOO6hInffu5VnIlBTLXR111jRHjrrOSpWNdZ3XrOGAi0VXBKnJgpISPpexz3EQunRR1PkUgayj24+IDgMYALZ2WgB4oKJI+dGYiDoBGAZgkqZppg5bRPQmEXUiok61bMqjn5IoKLCdeQH4/ubxrEfz5s0RLWpDlJQkHHhjxxr71PcE4MPYsQojsH59LtEuMLwzMoDRowFgAwAfata0MOr07yfgaO4beQ6AaHTtqmAYv/IKz3JbIDoaSE7OQr169bBtW4rY6Ny92/LuKe5tWYYbb1whz9FG58svB7xeH2JisnHbbWlifgDP/AkiA2Z+QFRUN8TGLtGXBzgjLo6jFxbWNM+vsHPx9dfpYo5KOp8FoBrat1fQeetWc2uNIERFsc4NGzZEfn6imOO0afxbEVyXE6dzDm6/3eIaAtzSRPB7jojOBQX814Ij68zR0sjofDaAqmo6n38+9w+ymFaX0tninijm6ELn22/n6L0A0jrv3Qv89ZcEP4gnEO0QrHNpKbBqFbf88CPX35Ld1mCqW5cdKsteIIFopLRRd+ml7Pg98QRnZ9x8s6XOublAy5aWbTUZNjoHc8zKctwtFHFx/OxbsIAzkgQ4epSTlBzb9lx2GfeqtUD16nxbV275EZz5YTGepXRu1w745BPbnZR11hEdHbgnVkadNY05Xn896yRAYSG3KHbUOSkpMO4ESEzkwLura5ibyw6lxW9RSmeAe9DbtHuraJ1btXLQuVEjB084TJ2HDwcGDhTuoqSzzYfrOiv3qo2OBnbt4v7E+8UZjbrOts74n38CzZrxvcsCrnWu5JB1dGP8f/sD+JiIrEdtADsABE8/NPRvkwIR7fD/3QRgEYD2sseeFkhOtkz1yMzkcb9nD7BtWy6qVrUYgeeeK5wBMqe6dQHgwZ49P8nz8/mEToEO9ovYMJ4718JJ0x/CgoeAubdlApo1a4+Cgl/kOTpMFqxfD2haFtLSbPqWTp0aaIJmwbF2bf5/zZqcMlqtmoLxbsORfbd8lJYeF/ch1vHOO8Add1jy03uYejzADTd0Q0HBbmzevFmOX3o6p14FGcPBWL8e8HhYZ8vrqKBztWrROPPMzti/X+Eajh3LKUgWYJ2z7XXWDX8pnTkHqWrVyOjMQZ2tKC09bs+RyJZfWDpHRwP/+pdlP0XWmSc0LDnWqMHLBQQGjUjn9HRFnQ8etJ2Nlta5pOSk62w7ni+6SJiKKNL5jTeAjGFkey828QOY45o1wPHj7LT6sX49/xRECULlSE/ntS96Lp4ArVvzRygZdXXrcobPPffYRsD0NEJb2Oiso0sXvmyCALw9iHjyz4KjHqR1jPQlJZl7CAs4/vabvLzlcJi4ktJZAq501tGiheN921HnlBQOBxYXW+7iWmeAMx4OHhS+paSzjaOrczxpOufl8aTVzJmWu4Sls4Qd5ngNx4zhVHIbhKXzmDHAtdcK36oUOi9fzvxsIveOOtvYYTrC0rkSQ9bR/UrTtBwAHQHM1zStFgDrJwhjOYCWmqY11TQtFsBQAObFiAJompaiaVqc/981AXRHYPHV3wO5uZzCZkBmJve83rYNALzw+TZgzZpWyMwUnGPGDE6ZNMAcnEsE0A5xcQrrdKdP55ljm5nEmJhsaJqG1lZPK4eBl5HB47pLF7bBBw7shmXLlqG0tFSOo80NtrQUyMsjHD2abW90SnB86in+9759NREd3QqzZkk648XFPGFg85DSf/a2xrsNMjI4k+3mm/mjpk3jlNH//ldhwsAGublAtWocFU8WrJEFwN8vJsbSGNF1Puss3mXdum5YuXI13nnH2qkJgY3OJSXApk0+FBZGWufW+OgjyWtYVMREbKMrrLMtx7592Qmy4BeWzj168Fqls8+25FitWhbq16+PJCujpWlTTo2ymBk36pyVpajzDTcIU3qBU09nR2fchl+wzg9fvx2rq5yLxffOluPo8wE1a/JE6q+/8rYgRzc3lyf9Y2IsjpeEx8PzrK4iAzZWoJ595+gAJSbyXxujTk9GUuZYVMQPkHCipYCUYdy5M/tZNhnOYujntbgnS+l84ABPXr32muUuYek8erRwOQegoPNDD/FkgUVaLBCmzmefDbz+uvDtSqWzzW/RUWeJsRKWzrVqsQEngLTOEnCts8/HkdKyMuHbkdb5wAHbBDQxJHRu3txBZwlHV9f5b+noEtHD4DyuTkRUCuAoDIWlBMeUAbgTwBxwbuNHRLRO07QnNU0bBACapp2jadp2AFcDeEPTtHX+w9MArNA0bTWAhQCeJaK/l6NrgdC0420AilFW1hpjx8qfQ5QCFx3dA0RLUWKTvhKCggLA67VcR7x+PVC1ajaaNm2KeK5kY4bEwAP4Wf3LL8DLL3fH8ePH8fTTv8tztHjQb9kCeL07UFJyxNnotOGYmamnaTPKynpg1aqf8cEHEqv54+L4Tm9bdMUhigaw1du9u+XbmZkImgg5E0AK3nrrR/HkiBFvv80zIxaz2nqkz9a5qFmTPRuLghk6x5wcth+BHgC8uOOOJXIcbRzdTZsAn28bSkuPRljnnn6dvc789KiN7YSGhM7Vq9tGgMLS2QFS2Q8SCNW5J04rnSWiK1I6OxhMwTr/hbqILylA8stPIHO6RJjgiis4Nbp5c3Z069cPyfqRiq6UlfFsxZQptrt16cLZckePOtMKQZ8+XJhKgE2b+LHjyHH4cP5gPTwvQHIyl5hQNuqkdOaApS0kI0CAC4565oMNR8drWK0a3/cPHHDk6EpnG0jrLIHTWmf9vLqzaoCUzpJ2mGudX3qJ1+ALIK3zwoVAz56WEU0gDJ337GEbxSJDQ1rnDz4APvrIdhddZ2VnXOK3GEmd16yJ7Hg+2bB1dDVNO9//90oAfQBc5v/3xdCridiAiL4lolZE1JyIJvi3PUZEX/r/vZyIGhJRVSJKJaIz/duXENHZRNTW//edsL7lqYb8fE6N+smcShyadqyvGG8lrrw5fjyvazPAmAKnacCtt/ZESclxrFq1So6jxAwTkYNhHBvLBR8efthyl8xMXlLAk/y9AQATJiwO2zAONjrDiQCZ1zv3AXAQDz20RoIg+OJzhRoTcnOBqlWzUKdOHaSmplqfo6yMF5FYYOzY4Aw+D4Be8HoXyU2O7N7N6QOCgiQ+H5CbSzh6NMv+GmqaQ1lK5hiYUO0GIBrFxZIcbXTm2diK0vmQnM61a/PD9PrrLTnqOteoUcOeo81DKiyd33iDp5sFs9q6zseOOUxoALye7ZVXbDmeVJ0HDOCwiUWOV1g6S9wTq1bNQt26dSOmsxfReAqPoi39gR/vta74KcTSpRzN9Y9Nn48vjWPkIjqaixw5lHvu3JnP+bvkvGQ5Dh0SFpYDFKIr8fE8m+tw39EL2CilEkoYnY0aCYv9h0LCAUpLY39T2XgfNYonUQXPDWmdY2M5pVUiSuVK5wsuYJ4CSOv855/ANdc4Vs+pCJ1zcyV1fvppy0rvOtLTXepsw1Fa57g4flWUzjaQ1rmwkCvm79lju9tJ1fmMM4A6dWx3Oak6V/R4rsRwiuj29v8dKHgNqEBef2/s3g3MmSOM3oSmHfvvEmgtrhW0fz8XGxFAT4G76y6+Kbz6KrezmDTpRzmOBQU8aAwGSWYmO9B5eV4UFOQCcDCMU1PZcLLA2LHBNRJqAzgTpaUL5Y33xx4zbc7M5CxIPY0wK8t9BMhs6/UBAOzatciZX14eRx6yzMkKmZk8OXj0aBYOHUqzd+wdDCYxxzxs3Wpu62SCjc6NGgElJdtRWlqII0ccIn2jR9umwIVyrAYuPrZIrnWKhQOUmQnceCOg67xunQ3Hbt24QrfFxIyZB98apXT2eDh9S5D9UGl0zsvjaVzDWFTW+bff2PiU4ngSdE5K4ql5ixyvsHRu3JjXkV18sZCjrvPBgw46JyYq6TwD1yIXLTFq73jnvhBvvslrvfbs4XBK0Drb/HxOvJBKI5RM0wM4G0cJjhOUEtGL/Hy+56xbZ7tbly58KSyKE1vzA2wNY6lreOedtvdEgOdAzz3XxTUE+DcucPQrjc55eZZhI2mdDx3igbVtm+1uFaGz1BpigCuKWaTu6oiK4irbytfw3ns5yimYGKo0OvfvDzz7rPAtaZ0VopEnTedFi7hKtw1c61xQwJN3gueWrrNU9sPLL3NVRBvoOp9O6ctOfXQf9/+9SfAafmIo/g1hM/BC047XA0hCfHxtceVNvQqcxfRWZmZwK8C6ANrgo48WuI6W6uuH2RDbDKAYc+c6GHWTJllWKQWsjPefsXWrxDrdLl24dL6AI2fiZgOogfvvr23NMT2d1zqfdZbwbfMEwxkAmiM+fpEzvy1buNqvoZJeZiZn+ZaUEIBsFBenY+RIWHN00NnMsQ8AIDVV3HopBDY6cxCZo2gzZqTb6/ztt/wgsICY43I0bCixfnPiRCYk4MhzRdkAauG++2pac0xN5fWfFqn4Zn4NwS18Fjnzy8nh1gCGftGnpc4OBXbC0tmGo7TOBw5wH08LBygsnePigLZtTVE0ZZ2vvtrSMBRx9CIaT+BxtMUaYNYse44rVnAaoGB9rrTRCUgZxjVr8u3zR8m503I4OLq1a1uuSAng4EF+tuTk2O6mL/lW4tiqFd/PBB0HiCTTCAE+3iJF28hx9WrHulWhmDoVVrPBp5XOkg6QK51t7DAlndeu5SVADmFGVzonJITXh1jH/fdz5XMbuNb5l1+4dZgFx9NG53nzeMxVhM6jR1t+KanWQjpGjuRJfRvUrMmPx+AlPKc6pNboapqWpGnai3rPWk3TJmqaZl1G7R+EB5uBp6cdcyn29YiNbYW33tKsqxr7fJaVSkNTHQGgL3y+nzBmjMQ63fPPN6Udhab9cXSlpCTNPvr64YfAxx9bvi02jI+ibl2HvAoidlD13BhLjuk4flyz5piaCgwdalkBW9zapQ88nh/hc4quWOg8diwXQwV2ASgAkIZjxyztFkedzRz/BSAFZ5+9yJ6fzlHAz6hzcbGDzg4Gk5ljHwBlGDZMouLt4MFcTMmWY7r9NTx+nD2P7GxJfqyzpv0Ir9dh/ebatXwCw1q3gM47ARx25njeeVwd0qJoxonROf3k6fzYY6ZWH8o6HznCa+KlW4Yp6JyTA/zvfyYLxqyzw3ju1YsbnVtAxHF2/LU40Lgd8MgjtpWGy3VeuJAdc0FroUg5QADQuzdnHFr8ZM3w+XgyxyZaKs0PkEoNrlXLst26GMnJ7KAK1v/u2cP0pTju2MEOs0NdjN69+XH2s0KtSMyZwz2dBVDSeehQJuAAZZ2JKr/OaWnsoAo8iN27+VYixfG773imy6ZiPOBS58xMzlwTQEnnBx5wjPTpHF2NZ4s1xJVCZ5vCbUo6JyXxgmOHxa2udK5fnxvxCqCk86ZNljZOMNLTbRMtTznIVl2eCuAIgCH+12EA0yqK1N8eDqkUAwfy/SM5ORdDhrS27seonHZ7PoCjyM9f5sxx6FBTWnDo+fTBlGaflugQATIbdTxl16vXQnt+hYXAsGHAl6GFvs0c0wTbg+D1slFoUSbPuN45KgoYMaIPjh49iDVrHNb1Wegc4KJfw3R7ju3aBcqw2nDUa84kJnrQsWMvbN++yJ4fwHksBufCfA1TAdRy1tnmIaVzrFmT/1+7djdERUXD43HgWFrKT7Xduy04EtgBctC5qAi47jo2Smz4Bes8cmQfHDt2KII6O3Ds25dLAluk3Yals8DRDeWRhZOqM8BTzH37WnCU1Fmi6rJrnZcs4TZfhnMrj+fDh3nJiYXDatYZeOMtD2pMnchpjJMnW3MsKOADPv6YnbWgXrjZ2Xx5LOb0QtGnD9C+veNuvXvzrVi29AO8Xm4vZJi4CuYoVQ9N0jDWNJ5XUDKMN2wAvvhCqI9uQ0px/OYbTuvcu9d2t86dOTNVOUplYT8o6fzEE9wb2gHKOhcW2nYcqBQ6N2jAz1XBhIaSzgppt8o6f/ABtxcUQEnnw4eFvbuNcKUzUfg6p6Tw/cYi40qHrrPSNUxL437Wgj69rnSWaBmmrPMXXwBffy18KzubfXSH5cGMW2/l3/TfDLKObnMiepyINvlfTwBoVpHE/taoUoWnZyzyOXj9wTEcOpSPVnbTOM2b26ZGiaOlGpKS5jtzLCgwzUSHni8bQH0ASVaZNQxJwzhwKWojKupMZGU5OLoWzkWAy14A+6AbnbYczz+f2ynZcNyyhf0krxd4/fU+AID//te6MbccR33trgPHCy7gmWebXnUZGWxYt27N9tnvv/dBXl4eJk+2X9uE0aOB55+34KdzTAeghaWzznH8eP73nj3VEB19Dj76yOEa7t7NRvfs0PYqAS67ARyC4zWUaLGg63zDDazza6/1AQC88ILkb9Ewq62sc1kZf1+bCJBrndPSTH1RzeNZYqycdRb30rWBK51LStjBCK0Upa6zbihVpM7hjufvv+clFzYLzXSde/bkSqMZGeD71IABPBlitWaxoIANz507uYhPEHJy+GfgUL+J8fzzwtZ1RujBQGkHIyYGePFF4Trnffv4JWV0SoznYI5bt9oWdA3FV19x9epwHV1Jwzg+nrOclaNUFs8DJZ0BqfCdss5eL//+BEuClHSuXh2oV08q/KSsc34+sGyZcAJZz4iPpKN7UnW+6SZh4VIjlHW2Cdoo6ZyUBKxcycs6JDhu2eJYKy+AM88EHn2UW2kZUGl0fu45ywlMJZ0lM3FON8g6usc1TSufYtU0rTuA4xVD6R9g2DBOvLdwdDm4yBFGyx61AEc/vv0WaNhQ+LY5WloDmtYe9eo5GJ0Ar+0aNszmfBxdSUiAeP2wDsmBF9yC1evti7Vrf8a0aQ4pevr5DRy55Z5udDpwjIrih6kDx8xM4JNP9P81BNAKM2fOs1/PSMQGmWGWcsIE/bmdDSAZQB3n60jkWIgmM5NtZ/aTLgAAPPCAA0cBAjoHomiO/OrX53KDDvyCOy0VF1+AjRuX4803bQzBk6BzoINAAwBtnHW2cHQDOmdBSud583h6fsUKR47KOr/0kulB6krnl17iJQMO/JR13rCBJ/8Ms9qVUmfL8ZwFIAVAbXuOkgYTwEbd779zeh0A1tDr5UJHorVideuygxYfz05xELKz2WmOJOrWZdmkjbqyskAUyADd6JTiGBXF4+24s5ni2ngXRJdycvg2JwgOmRGOzjIcbaJo0jrfdpvjxBXgQufkZGDmTOGEhrLOO3dyVU0HKOs8dSqH0wW/xezs00zn5GQpfso6E3GIVU+RCYKSzgpQ1nnvXlP9DB2nnc7/OLq2uB3Aq5qmbdE0bSuAVwDcVnG0/oEduKk4r0C3jeg6QI+W6pGFhATg0kv7YuPGX3HUqYmWYOBlZPByEU0jADmoXj0Nb74J69RqgM9hiNIYEVjjpqMfgON4+GGbRQ4WDlBGhl5xmafeGzRIl+PocHMwr3e+CD7fIowZU2x1CFdMLCgwtRfKyNBn6Dha2rixZs9x+XKOhMyZ48gxMDl/JoB6KCmZY7/mslkz4O67TfxeegngqPgBpKRIXMPJk3l23IFf6E+hHwAfxo2zmZc5/hIAACAASURBVHix0fm66wBlnQ8fduQYqnM/v842ky6HD/PTUqBzmzaApnG01FFnyQepK50FcKWzBCqFzsrjWULnggJ2fsLVWSEa2asX+7VL9CXOTZtyGt6XX4p7On78MRt2AwaETDwdOsSZi9JtkidMkHKAdI4//cQ8HfHbb3wNBfcypWgpwAWpHKqgAhxUTElRdHQFOuscWWuJ8ygaxiE6OyEqSthaSFnnhARpw1hJZxso6yyJU0Fn03iW4ShwgJR1VnCAlHRu1Igv+EUXmd5S1nnAAK5R4QBlnSdM4KiuAEo6n3ceFxbVyxbb4FTQ+XSClKNLRH8QUVtwdZOziag9Ea2uWGp/Y4wfb5uikZcHVKvGK9BbtmxpfZ6NG3kh12efWe6SkcGpPD16sGH3zTcXoLS0FOPHO9wlLAZev34A0Q4AR/Dcc+nORvHzzzs2pBdXXo7Bnj0/2PMDhByTkwGPJwvVqlXDtm0NnTk6rCMWc2RnPD/fTV8IvZVkFm6+OQ1btjgY7tWq8V3T4QYWylHzc5yLrVttnlh79wrTwrhbAkfRZs2S0FkC5mvYGUB17N3rTuekJCAqKgtJSUnYtq2enM5K1xCQ0vnFFy3XPxUUsM633JLurLOkweRK5/R04IUXTJuVdZ42jSsP26Q7nnSdf//dttevmKOEzjaz7vp4HjEicjoDXEAzJoZ7jZfj//6Pc+NuucXcuuztt7li0rXXhmxWStEDWN+tW6XSWvv04a8ita7PRuecHA5E26bOB8MjN4/v8bDhGejXLsExUtEV/XwO6NpVoLMd/vwTeP1102ZlnZOSOMIeaZ3nzOEJnZUrhRyVdL77bmEbQSMiqXNOjoLObduyHnpJYBsIx7MLjq50PnpUyntV0tkGyjpv3uzYLxkI1VkKEunfUoiL4/RnwcSIEZHWWemeU1gY/mzUKQbZqsvJmqbdDWA8gP9omjZZ0zSbihf/ICysWSPsrQpwSt2HHwKFhesRFdUQX3xR1fo8VapwSoZDsYvMzOClKL0AxGPSpO+s0/TKyvimaDnwmHuazB0iOtpxusx8I6wKoAdiYmwM427dgKVLhWuAsrOB+PgstGnTBprMVJ2EAyRe7xyDxEQbjhMmAA89ZNpcWAhs27YPxcV7kZ7u0IdY5we44NgPwAHUrWvxxPJ6mYxAZ56N5RYtUjp/+y2nqdlwNPOLAXA+oqLmgKwsExvDODsbqFJlHdLS0uR0/vhjbkliAzPH3nDUWdOAquZxyjrvQXHxPrlrWFE6l5XxxRJkVijrXFDA9y+byPhJ17l2bXPZYkeOEjpPnMihDgOOHAG2b4+8zgD/rLp1A+bODdoYHc0Vd6tW5UJyW7bw9pwcLpZ11lmmCqt6dEXZSXPIgAC4hABg4GgFB51bt5b2X7mNlG2efQAXXsiXSar/poXRyTorGMZNmgA//MCRIAdUq8bOrtQ1tEGl0fngQb5g8fFCjko6//67dGjspOickMBjTvAMMEJZ5/37gf/8x7S50ug8ezaT0O9BQVDWWSEaeeGF7BdHQmfpa1hYCDz8sPAZYISSzjb2tnJU/MoruQWd1EzP6QPZn9i3AJoA+BPA70Gvf1ARsBh4es9IXq+aC6+3tX0/Rn2Nr0SaXqC+TRUA56Gs7HvrVEf9ZujgAEk5acuWAcOH21b8E7XTiInph9LS1fjL6rikJE4hEawLzc4mlJauQrt27Zz5AWzAGgoyOXOsBo+nG1JSbAzjhQuFNeZ50pKdEimOkoaxmSM/sXr2tOBoo3NODuDxrEJqaioayCxg2b2bZ/FtovdWOnu9W7DR6onVsydnLAjWAGVnE0pK/pDXOS0tUMpWmmM1eDzd7XWeOFEYQTwtdZbg6EpnWwdIUecZMxwnNFzpnJIiTOdV1rlmTeDdd6WKwwCcRbNqlWE+s2FDdnZ37wbOPpvvsf368Wzm4MGmycWcHK4E2rSp1EcqOeN16nBQK1xHVymKBnC45IsvpHbt14//SnF87jmudmuAHmyS5piQwBa5VLlUC51FOHyYNRZ8mdNSZwUHSElnCztMWWevl5fu6L2rJThK6QxwFFEwaaesc+/evE7FoqJ/MJR03rWLL1hsrJDjqaCzUgr9c89FXueoKPbaDe08gYDOkqtI+FkwZMjp1TtIArKObhUiupeIphHRe/qrQpn9nWEx8AJr2wi8RreVfT/GhAQeJMrpmJcAyMPWreKWOoiJ4VnE7t1Nb+XkAFFRq1CvXj3UFpTlN2H7dk53tHF0jS0/NA0YN47XfMy1upOtWMFl94NSNDIz+RwbN25DSckBlJV1cOYHcDXaoH6TdhyD1zsPHtwPW7euwm5D65tyCHTOzNSXs3BKV16ecwsPWZ11jnq7gZo1a6Nx4/bYvdtiba+FMZKZCUyZAvh8q3D0aAd8+KFkVDz4nDb8gn3W8eP5iTXHav1xgwZcATVotjwzk3XYsmUzSksLUFoqqfPChZatGowcdZ3j44GrruqHrVv/sNZ5xgyOaAchoDM7QFI6V60KPP20Ywrcaalzz57Aq6+GrDt0rfOXX3K/Wxu40vn114HPPw/ZlJmp19thnTdskNA5Lg648UbAbllKEC68kP/Om2d4o3t3Tpns3p2zFfSihMJJIf44aftHwQHSOf78s2OLScvf4vHjHBRSMjolC+wAQIsWfFmkDOOWLYWtlVytLf38c45ISsBSZyP27+fJvx07hByVdG7blnusOmRABHP85ZcTrLOCA6Sk8xNPCDMClHX2eLgeh0V7GCOkdd6zh4twCdK/lXVu356XPDgUjAzmeCro/IPNvGQIR5toqbQzXrWqlB2mQ1pnTWNPVu/JZ+DYqpWCzgcPAvPnOy7FO+1ARI4vAKMBjABQD0AN/SVz7Il6dezYkU4btGhBdM01ps2aRsQ5B7sJAAGTCODtlqhRg+iOO2w/rnFj/bz6K48AUErKZCXa06cTValCBJxF8fGX0vTpEgfNm8cfumiR1GfcfbfO0UseTx3q0mWoeMcxY4iiooh8vnJuCQn6sZ8TAIqLWyrHcc0aok8+keJHRNS7N5HHQwSsJAA0cuQ08Y4tWxINDfAP5TiEgKaUkEByHB94gOirr6T4vf++zo8oMXEMeTxRdODAAfOOu3YRjRpFtGyZgGMxATEEPCjHUVHnhx7Sr4OPoqNbUNu2l4h3XL2a6PvvBfyIgI8JAFWpskLuGt56K1GtWlL8iIj69NHH5CoCQCNGTBXv2KKFjc5Xq+msAGmdV63inT77TMBR1/mhk6uzAWHrXLu21OcQKehsO56vJqCZvM7LlhGtWyfFr6yMKCWF6KabbHby+QI6f/qpkPpVV0l9HOOPP4gyMog2bJDafc4c/uhvv3XY8ccficaOLb9vB38cQDRrlgJHRZ1vuYUoMZGotNRhx8xMol9+MW3WHznFxQocU1Icn886pHQmEo5nHco6K0JaZ8PzWUel0tkClUbnlSsjN56PHyfKyiIqKJDaXVrnRx6JnM7//S/fcyRxyy1ESUkSOs+aJbSdxowhio4mKilR4FgROu/YQfT000QbN5reUtZZfz4vXqxwUOUEgBUk6R/KOrp3gJsUbgGw2f/aJPshJ+J1Wjm6V1xB9J//mDYHHNKf/I7utwTwdkvcdhvRm2/aflyoQUZ+59nG6CwsJNq6NeQOEDjHMQKiCBgrZ9QtX84fOHu2w458rvj4YJ43E5BE774reOLccQc7+X6EOvOP+jkes792Oh58kCg2VmJH5hgbGzDegYYUFXWF+DrUrs0PaSHHlgRc6ayvIsxa/0oAaNSoTKnjAxxX+n+DM+U4hqXzaAJi6e23j5h3HjWKnxYmfkTAIwREE1Akr3NcnMSOIp3PoKioy8U616plo3NzAgbL67xtG1F+vhQ/aZ1zcoguv5zo998FHBV1XreO6LzziH77TYqjtM55eURr1wr4naY6N2lCdN11UhyJiK6+mqhBA5M9GYpFi5jMvHkhm4uKeELk0UelP04Zx47xJf+//3N3/IwZTH3NGoWDFHQmIvroI/6MJUscdqxVi5+rBlxxBVHr1gr8iCpW5/nzQza70tnnIzp0iAWUgK7z6NEOO37yidAhcKXzc88Rde4svbu0zt99R7R+vWnzidD5qqskdF64MHLjWX8+f/ml1O7SOo8aFWKH6XClsyKkdbbAFVcQtWmjeFBF6BzJ8ayoc2WGiqMrm7p8H4AWRNSEiJr6X83CiyX/A0t89pkwH3nCBH0JhV55rrVzX8vXXgNGjLD9OD1NL7hfdlxcf2RlLUBhYaH5gPnzOS9kzZryTYG06rUAvADa26dV61BIgTO3GRoEoAAPPihY/G9IRwlNz14FoA2AeLmm4klJvIi5yKa1SBDHwHpnDcBAeL0/iNuS1KkT0uM4wOUwgA0AOgi4W6CkRKopm7m1y7kAauPdd78y71xayq8gBLjo6VKSHFNTufKERI6NWOcSPPKIIN/MVueVAM4CECevc3FxaNNmG47SOltyLACwEUo6DxjABYUk+Enr3Lo1p1B2CKT+utY5PZ3XRp57rhRHaZ3HjwcGDhTw0zm60NnVeB5wYnRWbAPRrx9nqq5bZ7NTbCzrYlgTmpPDS3dlSiqYwBPhjoiP54z777932HHPHk69NWDtWs4KlMzmZtSqFbh3S6BvX84SdORokeq4dq2La1gROluki7rSOS+PU8ADTeJtIa3z4MHCugWudH7wQS48KQlpnS+/XLiU5bTUWXEpgrTOaWkh920drnRWhLTOK1YIF8q61llkM1ugsut8ukDW0c0DYN/s9B9UODIyuMImkAsgFo0aNY5IX0sdwXZfUdHlKC0txtixgjVzgoEXMN70yq6SRl1yMveqk2hfYD7XBQCqYM+eL8Ucg/iFVlFdWc5PqrS9ws3BzHEggKPIz19o3nnNGmDcOAHHP/x/FTj268dOkDI/D4ABOHbsO5QanFrMmsXGcV5grXaAyyoA1QE0l+PYtCnfmS+91AXH7gBSsHevis4E1rm9HD8gTJ0HATiG/HxDv4CSEp6d0gvDQaSzIkdX/Gx0FsC1zgo46TpLVBiV1rmoiLUWcnQxnhUN40su4b+2ywC7duU+tYZK9HqbEMGyU2vs389r0l59VfqQSy/lW4BtJdSbbw6UdTVwTE/nRgLSuP9+LsYlKIQjQo0afIlsr6FAZ4DnGDdsULyGQMXoDPAEakpKyCZXOrswjC+9lNcObtpks1NJiXCSxJXOipDWubi4cuts4QBVKp3vvJML6xngSucPP+TftVSVLgWdzzmH264FwbXOy5bZtvM04lTQ+XSArKN7FMAfmqa9obcW+qe9UAVh716OsHz0keUuNWqsR3p6C2zdGuXs5F5/PQ9kB5gjQD0ApOKddz437ywYeAHjbSWAZHCRbgmjrlYtNjhvusmRo/lcCQAuQFTUl3qKfSjHIH6BKqq7AewE0ME5Gq5D4eZg5ngegKqoVk0QSTNgwgSuQxMcRVPi6IofwM54AX4ylsXXCxYkJoZw5KDsSgDtAHjkOUpC3H7mEng838Br7P9mqfNOAHtx4nTuA6CaWefY2EDbgSCOrnWWLLCjpPMbb3DLnaCK2K51Li3lafqXX3bB8QTpPGIE85QolifWWTCeBfdEs87tIz6edTRowAH5r5xvMyasWsXXskULhYOqVeMHhgJHPbBjy9EiWrpqlQuj0wUGDuTaPoI6Tgz9+wbdEwFg9Wr+W9EOkJTOgwYB27YBzUKT7lzp7MIwltL5wgstJzSUr+G8eWzjCFrYWEFaZ8Nv0bXOs2ZJVwAH2J9r397hGhYVcaErgQNUaXS2gCudvV4WTKGQUrg6yxbyL0dsrGO7zGBI6Wzj6FatqhgV18/xNytGJevofgFgAoAl+Ke9UMXi4EEgN9cy3SovD/B6c9GqVSu582kasG+f427myEU0gIE4evRrcwRI8LAPGMarwIaxFnEHSNSWBBgEr3cLnnlmTejmGTNCZhIzMrjLix5xrlOng3w0XOEhYOZYBcBFIJoNHzcqZuTnc//ExYtDOF5zjc6xPho3rqPG0RU/ALgQQBU8+6xhUkNwg83IAJo184KjVB3QuDHkOV50kWNbF2uOg+Dz7cX48YZ+iQbDOCOD22fqzoWSzpddxgaiRE8GM8c4ABfB55ttdtKAkIdfQOeVqBQ679vHE2xBFTdd6xwTw9fQ0rJw4ngCdI6NlS5TaTWeTTrXrs0cgybsToTOwRg4kDtbWN7u//c/ttwM2TOrVnFx3agohQ+Li+OXAsfmzTmT0TF6YTDodu/mLiXKhvEff/CY5ubuUtCN92++seEHRCa6AvCPeOZMpUMcdbbAidbZ0Xg3VPh1rfPx45x+qnBBTrjOdeuaIuxOcNR55Egey7VqmThWmvHcqxdwyy0hm1zrHIYzfsJ0nj6dM0kU4KizDce2bRX6EAOs8VdfAddeq8TxVIfUJaKglkL0T3uhioVNf7ljx4AdO8pQWJiH1q1by50vrEjfFQAKsGjRIjNH/cboR0YG0KRJGYA1ANqrOUC33859TBygryUO6jAC4HIAUXj88Vmh/YTr1zc1F+MZzt+gaRpyc9vJp3z36MEpfxKLITIyuDNIKK7G0aM78fjjQT1z9+wBFi0ypU9GRwMez68YOLAjtmxRSEuX1Fl8DasC6I+5cz/G++8HGcECnX0+YPv2PwEcx/vvK3L8449AzX5ljv0BxOPZZ2eG6vzuu9zqKggcyFgKjycKGze2ledXvTpPsUo4QWKdh+DYsV147LGgiGluLjBsGLd5CUJ0NBAVtRSDBnWqHDpXqRKS4hms8wcfnEiOFjoLHCDXOm/ZwvectWulOErprGk88Wfw3F3rPHq0Y6srIwYM4GxQQyerALZsYacv6Pft8/GwdBUtdemML15sc5hAZ9dG5+HD3EpKYtJFR3o6PzYsnbQmTfgaGpaJrFrF/kb9+oocW7dWbCYqofP//gdceWXIpkqn86FDkdPZhQPkqLONc+FK53nzgKeeUjpk4EAHnQG+7wRNooal8xtvAFddpcxx8WKbVSD5+aagjWud9eU/lVnnpUuBqVOVDnHU+YEHuP2m4fnsWucBA0zZHqc7VOYC/sGJgI2jy2ubNsHrLVVzdA8fdiwaYh0BqopnnjEUorjsMm4uHgSvF9i+fQ2AImRmKhp18+dzUzYJZGQYJ4JrAbgAZWUzMWZM0HecOBH48ceQY/kGOx9t23ZEoiH1zBYpKVzEJahXqx3MN6yBABIwadKMwCY9dcSg82+/bYPPtwHnnXeePD+AjeyCAqniMOZrCABDAezGAw8EIswio3PTJuDYsfkAgPPPP1+No4LBZOZYDcBAlJV9jDFjgpy09u2Bf/0r5Fhd506dOqOqpGYAeN3hU0+FFFmzg1nn/gCqYvLkoAhNfj5nFxw8GLLnb7/lw+vNU9f52mtNY88KkdJZmWNF6DxlCjBqVMixus7nnKOoc0EB97xdv955X4h0HgAgIVTn7GyeyTekxrjWuUMHQHF8degA1KvnYNQJdD5yJAwHSGKdczAGDuQglFW7ZDtHVzmN0IUDpGnMcd4841IeP2Jj2TkNWnOvc2zfXilrkfHHH7zOWbKoFyCh8+rVwJLQjIiwdB4zhtOhFXDK69y6NRfV69rVxNGVzgsXcl/eSOr8xhvAffeFbApL5xtvlFrmFoyBA3kVyCmrs42j60pnSXs7GI46x8aaCgiGpfOiRdzU/G+EfxzdygYbR5drAnEU4uyzz5Y7X1ISe6EOnb3F0ZV4AJdj4cKP8e67QZVou3fniIiBW1ERF2jp06ePHLdgjgo3L3Oa9VAAm5Gf/xv/lwh46KGQbuGZmcDjjx8FsBSbNvUNjRY54dgxjq5IRIDE/KoCGITCwk8CaeAGnTMzuZD1unXsXBQV9VUgCC5G9eSTrLUrjv0BVMOePUHG+0UXcWTJj8xM/bk/H1FRrbFoUQM1jhHReW+gEBARR3SDShZmZgJPPVUAYDnWr1fU+cgR4LHHOA3OFb8ToHO3bqIQowJHgc4GYyRsnSXXEVtzNOgM8Cx0ly4hHHWdc3IUdVY0mMQ6Xxaqc3Y2T675JzTC1nnrVi5qIlkxGOAUtkGDgO++szHqIhVFA/h32Ffte3XtypESy3otEyZwRV4Dx6ZNhY9Ee7gsvHLZZbz8UVitNSsLePHFkImrkhK+BSkb7gA/o+680/H5HIwTrvM99wD9+ysdYqszETsDAo6udNYnrSOpc2IiLy2qWbN8U1g6S9phwXDUecECk3cUls45OdKTvDpOqM516nDE2eD0OcFW5zPP5HTjtLTyTbrOrif/Iq3ze+8Bk0NLIrmeLAA4QhzJNYWnAP5xdCsbUlOBiy82rbvIzASGDweAPwFoWLNGsqZ4p04cCXEd6bsOwEE8+OB3gU25uWyIBXHr0QMAFiAqqg0WLlTM91B0gMxp1lcAiEP16n7j/ehRvtkEORcjRwLHj/8EoBSHD/fFyJGQN46Li3mdyVxB2xMpfgAb7/uwYIHfeA9ygHR+bFDPB1ALTz11lprx3rs3VxSTXHto5siTGh7PpyjRjesrrywvoqRz3LevBMCP8HoVryEQAZ0vAZCIqlX9kfHCQl4T6V+AE9B5MQAfCgoUOSoaxmKdrwWwH/PmzQs9l1Dn2njySUWdDx7k9KjQvjwKHAU69+gBXH01gAjp3K8f0Lmz9O6OOpeUcMhg584QjidX56GoUJ2//54dPskKozquvppvf999J3jTwgGKjjYVYpbD2LGm9XdOiIri28pXX1kYdaNGAYaJUteFqFw6ur178+NXWA9y6VKOogVFstet46jWieR4QnU+cECyJ1YAtjqXlfFEdKR0rlGDJwANUXYn2Oq8fj2vnQ66z572Ot95J3DbbUqH2OpcWMg5thbRUmXUrQt8/DEHWhRgq3O9emz4Bk1ohKWzi/RqwEHnmTPZGQ9CWDq7WIpwysOuyS6ArwB8afWSbdZ7Il4dO3aMQAviyonp04kSErjPM3AVAS0oIYG3Rxqapn+O/ioloDYBgwM7de1K1LevgVsJAVUJGKXObfBgovR06d1Dr4f+uoLi42tTcXEx0fbtvPGNN4iIqHFjfZ/7CYgl4CgBvF0KZWV8gscfD4NfEWlaMnXpcg3vNGsWUdu2RAcPBvHzEVCPgGvU+BFx9/CtW4mOHw+D4zcEgO6++2Peac8eosJCIgq+hj8RAAI+Ved4//1E//639O5ijv+mmJjqdPjwYaJt23jj668bON5NQDwBRSdJ5xTq3HkI7/Tii/zGgQMGnesSMFT9Gs6cySdZty4MjgadgxARnRXhqLPleD6NdZ4xQ0lnHaWlRLVrEw0ZInjzwQeJ7r03ZNPFFxP9619KHxGAz0d09KjyYfPn81f72PjzKyoiWrOG6PDh8k0FBbzvU0+54FdWRtSkCdFrrykfetttrLnp6wXprOOdd3hTTo4LjmHoXKuWhc5duxJdcEHIprB0vvJKpeezDkudBQhL5zBwSuvcpUu5HabjZOr8ySeGNw4dIrrxRqI5c8o3VTqdN24kWryY7xV+6DqvX+/igz76iCgpSfngU2E8VzYAWEGS/qGTo9vb7iX7ISfidTo7ugHDiQhoTcAVaoZTSQmPJOXP0l/3EBBLB/Sbfno6D5aQ/X/xG8afqBt1995L1KuXwgFEt99u5PgdAaBRozKJ1q7ljTNmEFGw896egN7lx2iawgdWq0b0f/8nvfv06USpqUaOowmIpilTdoTsG+CX5b+Gb6rz+/ZbPskvv4TBsYyAJuTx9OaJiiCdAxzHE6ARsF+dowuYdV5KAOjGG1+x0TmdgAtPos73ERBFkydvJ3r5ZX6ClZUF8VvnXufvvuOTLFkSBkeDzl5v+b6VUud163jjzJkGjmHonJpKNHas9O7WOvvH8+OP88ZI6ayPZwWdddx+Oxt1/jkqS5SWsk12yy3KH8EYPpyoQQPlw8rK2Bm/+mrDG/p49utMFPi5//CDS44usWABiZ20IJ113HQTUUpKyDCSR0XofM01RHfdVf7fsHW+6abI6lxcTLRvX8g1/Edna1jqnJZW/nwmOvk6C500A8LWuVEjogceUD7shOkcBmx1HhwINOk6jxjh8oNc6lzZoOLo2qYuE9Fi/QVgGYC/DNv+QaQxdqypum8ga6gIwAYAZxu22+C333gxu2Tarbgo1Y0ASnDXXe/yf4NSZgIc9PV0feS56Zg4MaTNjgzMBWL6AWiJt9+eHEjL8KeRcOrhHnCrlMCaMscev8FITlbqPSZOA78DgBfjxr0RsjXAQ6/o0NcdPyBMjlEARsHnW4wHHlgTonMoxw4AaqhzdAGzzucC6ITMzFdAhoJezGUbgCycXJ1HAfDh0UdfB+6+mytsR0VFRmcXffAcdW7cuHzNfUR0Hj+eU8IUYNa5M4BzWGd9PWQkdd63z1St2w7WOnsxbtzrnLdXvXrkdHYxnnUMGcJ0LFtq+LFiBQ9xQTtTOSQlueIXFcVL7b7+mrMbyyGoTzF3Lhd956UxJw69evFSwFmzDG/obXH8vVuImOP55yu2+dBRETrPnBmypi9snRXviTosdV6xglNFg2ySsHW+4AJee6iIE6bzBRdwbmpQnQFZWOpctSqn8/pRGXQOWZrq8/GFC0LYOnu96n21cAJ1DgOWOhtS1E+WzqcypKTUNG0g2Ev43v//dpqmfVmRxP622LbNtP4uYCBlA/ABOMuw3QY12FDF/v1SHy8uStUeQE98+OHLeP+9Uj6Xf01DgMNcAG0BpMpzCwNmR9oD4E6UlPyG5R4PN2vzrwGaMAHQtLcBEABuu6Dc4zc1ldcqhcWxOYBLUVDwBkruv7+8BcSECUBcnA/A6wDOAdDMHT8gAhxvBlAFu3ZNCdGZ+yT/AeBX8PpEF9dw2jTubl5c7LyvJT8NwF0oK8vBvPlc6CeYI19DD4Ah7jiuWQO89ZbCASKOzQD0R0HBRqsKlAAAIABJREFUmygO+q6VT+d41nnfPnbSECGdY2K4HUJYOgPAnRWnswtY6/wGip96qtwAO5k6A0DPntwW473gBoBEfFPm5sMAuBIpoFxPKpTj0aNKOusYOpQfc58EF/TXn1FB6+XmzWOjOD7eJcdRo5T7WgJs9w4ZwmsPQx6dQfdEgMtVbN8OXHihS37t2gEbNnDhI0UIdRbgb6Hz3r0shiJOmM4xMXyTUi7ja6Pz8uVcsduPsHWuUYN1ViiAp2PoUHbSQnT+5htuW6dXTkIEdHZhhwEnUOc9e7h5uv7MUoClzgUFIQb5vHn8M1JtelGOO+/kyst/J8iEfQH8DiAJwKqgbX/Kho1PxOu0SV2+5BIiw3eZPp0oLo4IeN+fCpctvw52/35OzZg0SYmGOYX5cwJA9VM/4A3PPlvOLTo6x8/rSQJIfY3unDmcuvzXX2HwIwIKSNOq04ABA8jn85Xv+9dfJQQ0oOjoC0jT+Fjl9c15eUr8rDnOIQD0eP20cp1Z32/91zCTUlNd8NN1fumlCHAcQUAsrffrPH26vt+/CUgg4IC7a/jaa/wBO3Y472vLr4iAOtSy2TnkXbmS6OhRmj6dqEGDYwSkEnA56enzFbGOXY7jXAJA96X14bWRpOv8TWR0Dns8EwEjTwmdz6zdnLwA0aZNkdP5v/8leughpUPsdB427IXy/SKi8/HjvHZs717FAxmPPsqp0lu3+jcUFobct4mIevcmat/e1ekZLnTW4fMRtW7Ny8/KMXUqn2/TJiLi2y1A9MwzYXA8/3yi7t1dHbpmDX/+iy8GbSwsJNq5s/y/r7zC++TlhcExDIwbJ9C5bdvy5RxEfyOdu3VzdahQ50suIerUqfy/YetcVEQ0ejTR99+7OtykswBh65ydTTR7Ni91U8QJ0/m888IezyEmksHeDlvnfftcPZ91CHX2ejnd349evYg6dHDJ7zQCIrVGt3wnYKn/b7Cju0b2Q07E67RxdM89l+iii0ybb7iBCHiAgDhq1KhU3nDyeok8Hh5BCjAXpSojoBlp6ETe6dOJ1q4NMozvIiCGgL/cGZ0ff8wfsnq19CHiAjFECQkvEAD6ZPBgopISmj6dqHr1GQSAkpO/PiGOjz1HHwGXUjw89FvrnkH7XERciKrYXaExlzpPn04UE2PkuIs8SKTzAFpy81t+fn8RF/JyUWxMh67zmjVK/EQ665M+N974atA+b/mdi4XuOc6cKV2kyJ6jj4ABVAUeWtq6V9A+FxJQPzydP/yQKDdXmaNY5+qnhM739L2dPpxWZNB5kXuOQ4awZaYAO51jEEOfD34qcjqHiS1b+B7+6KP+DVu3MuG33yYi9odiYsrnYNzBhc7BmDjRcPh//8sbCgqIiCgzk/+7fHkYHK++WlnnYHTpwocHzZuG4PLLiZo2dX16xosvul60aNJ5y5bI65yVxc7uoUOuDrfU2V90rFLqvGVLSOGosHUuK3P1fNZh0nnnTqJLLyVatIiIIqRzmDhh47lNG9eHd+nCh5frbLC3I6JziFBqMOlswJEjEdB5+3aiN98k2r07jJOcfFSEo/sOgGEA1gBoCWAKgNdlP+REvE4bR7dZM6Jhw0ybb72VKDr6YmrXrp36OVNTeaW7AsTRi6kEgF59Ndi5OExAdQIy3Bt0eqWABQuUDhMXiCmlBqhDdQGa+MIGqlJlEwGtCGhJgNc9x8WLiZ5/Xvmw6dOJoqKMHLdQPDQ6y1OHGjbcRcAUv+H+VPk+rqrcTpniqtiF+RoSJeBFAkDNqo0iYC8Bl/o55rjnF4bO5mvooxR0oFgtnurU+ZGAFX7H4l9+58Mlx9tvJ6pZU/kwMcetlACNzvTUpgYNdhAwyX8N/xOezi4h0vkMjCUA1CFhaOR0XriQT75wodJhVjoDfUnTEg06tw1f59RU5cNOqM6ffaZ8DYNxySVE9ev76xD+/jsT+fxzIgrUxgmr+E9ODltk27a5OnzfPs5UuvNO/4a1a9lB81uh//43F4UJqhOjDpfjWce0aXydFi/2b5gwgaNexNc1MTGMojA6XDyfgxGi84oVTPiLL4goQjqHCZPODz3E1nqkdXYxnnWYdA5CpdS5IsZzQQHR11+HZCyo4IToPHUq0ZgxYR0OEP34o3/Dr78SLV1KRJVU57w8optvLp90+eabCOisl8kO49lSGVARjm4CgAkAlgNY4f93FdkPORGv08bRvftuorfeMm3u1s1H0dE1afjw4ernfPppNpoUII4A+ShO60NVYqpQs3p/+g3Ne/1G3VL3Bp2eUyLTh8AAkUM+FldQAjQCoglIJCCZgAXhGZ2PPsozsi7u0uboONFkxJMHHj9HEDCAgMLy9yu6yq0TP8BLwGV+btH+1yvh8QtDZxHHCRhC9eDxc4wioBEBq8LjOG4c6+yi5KKI4yuIp6gQnQeFr/OyZeUP53D5NUYenYXmkdV582Z+OLuI9Ik4dsBMikNNg85/hMdRH8+VWefWrQUla+UxezZ/9rvvEltGANFPPxERZwglJBAdO+b69BHBdddxoXPjqpDCQrYXZSq52iKM8UzE7UiSkzl4RkRsCd99NxERffUVX1JTWxVVtG4d1hcN0XnOnMjrXFxMtGpVWBGgEJ0XLCB6gVP9I6bz1Kl8EqvQuwNMOk+ZQvTbb0QUYZ0jNZ4rQucwns86QnS+5RaiunWJKKDzNdeEwS8C0HXu39/8XsR0btUq8uP555+JiOj66yOg8+rVYetcGRBxR/dUeJ02jq4APh9RtWq5BIDeEjjBFQVRBGgAplB1gDyoSkBPv1F3C+nRFVcG3Y4dfHIX/Q5FRuenuIIWoBUBtxPQh4C8kPddcZw0iQ/et0/5ULMz7qNvcAldjQnE6yGf8TuWQQ5IYxcc8/OV+/SJ+RGlYB81x3ry4EvidlY/hs9vzx5uADdvXkQ4foor6Dek+6/fDcQRyTA56jrv3x82Rw9KiQC6A/cQMJyA5yOjc7duvCYtTH7Bv0furRshncOAlc7LkObX+ca/j87du7vSWYfXS3TOOUQNGxId/fl3oqFDibZsoc2bOSqt0EVLDJ+PnZ+DB12fYv16ouho7nNJK1dyVJd4HR2g1C1NjPfe44WDR464PsVzzzGX+XNYZ3riCfL5+LSNG7ta0hgKl+NZR4jOU/19trOzI6ez/nz29yt3gxCdgxAxnSOACtc5AuO5Uye/ztNmVZzOLuwwHSE6Z2YSjR9PRAGdXSScmVFUFFbvn3KdfyjjtewbN0ZW5wEDuIWPS4ToXBHjWe9LH8Z4rgyoiIjuQnD/mJCXxHEXA1gPIA/Aw4L3ewFYCaAMwFWG924E99LZAOBGp8+qzI6uvpb1/9s78/Aoquzvf28WQMKesARIQAVEUAGBIIujqOOoOIojjkt0RHBBwX0ZF14XMMrP0XFfRlFBBlRG1AEcxAUQV3aUHVSWsBPWBBLIct4/ThfpdDpJV917qzvhfJ4nTzrVVdUn/a2qe8+9555TZSKkkpJyI5KcfIUIGEcAaMyY5e4NOHjQUzhKOCdyOF6mZQAlxV9GvJZv9FEn13OHrqCA6NRTiSZMcH1ouI7xZFxOs4Pq5Yb+eLJxQiAJl4cq4hWvPwz/4zm8+pJLPFURD2ffGfiBCKAU7CxnX61a/q85DGfjeFxboc6ev0ODOsehkJbgNLoO42NW50QUUF3klbmHjehcUlImgYaOjVZ0njyZHwSVZXeJ0MYEHKFiKLotaCY8mjoH8803bMOTT5ZuGz6co3U8RhyXUlDAJx89Wus0I0ZwB27F6dcSnX02FRRwm3fWWZr2GSI/ny+VbqewzvTqqzRnDv/rr7xi4AMuuYQTSGlwVOfrVhOdeSbR7t3mdQ6+iDxwVOcZG4l27oxdnU8tr/Orrxr4gEsv9Zwwy+GozgO4faadO2NW55UrS09rTOdJkzy3zw6V3c9GdDZAOZ137aLbbjOkc36+EZ2jjQ1Ht3vQT18A/wTwTBXHxAP4DVyDoRaAnwF0CtmnLYDTALwX7OiCizf+HvjdOPC6cWWfF6uObriOW4UdnxUreDhsypQwx95CQEM67rhi952mIUM8FYgO50QOwVtEAMWjkDhBVew5QJ2wjF7FMLOdTqfSucchyfBr+8r/xMdrfIcedXbsC7YjDkX0Om4hFaIxoLUUSotQG1shm0ZhpNnvcMYMbk0CYWu6NlrRWaPgezidX8Mw8zo3bux56Dm8zo+Y/Q41CbXxYkyl/vgqZu7nYAYOJEpIKKHXXiP68ENeR3fjjdqnZerV055i2LWLqGFDoraJ2TT3rJF022383c2cachGAzj960GYTD+N/oK6dSNq1sxQ6LfG/RwM60z2dL77bq1TWNX5m2/4gfXjj1qnCadz8+aGdPYYVh3KwIFECXHF9FrTR+nDSUUxez8f36aI5s4uMquzZj/MoYzOT35pVmdDsM5F9BpupQ/fLzarc1KS9v0cbXwJXQYwv4r3ewOYGfT3QwAeqmDfcSGO7tUA/hX0978AXF3Z58Wqo1vqLH5JwHgCJhKwP/ysojOM8+WXIccScZKd8wnwMCN5//3c6rl80IZzIltiM/2CzmE777HiAPHsVPkZKkCj0zl/Pp9g6lTPdjoz5OlYT3FhHAtAc22uR50dgq+3TlheoZOmZWPfvlrZHoJtbIGt5u0rLtbukFQcInwM6dymDS8o0jjcqs4G8EXnOnW0r8e9e4kubFOq8ymn8CoHI7Rtq6Wzw7x5RC3jSnUeOtSQX7B6NUcLBdpUr5SUED17229Hn9sNGnBQgBH27eNFjJrs3cuJbKzorHk/O1jT2Wmfp03TOk1JCdE/brWksyGs6hzr97OBfhiRZZ3HjeMySCae2yeutqPzqlWelu3EEm4c3ThEgFKqSdBPilLqT+C6upXRCkB20N+bA9siIaJjlVI3K6UWKqUW7tq1K8JT+8umTc6rZ8HR2JkALsbGjYXld3YqWQeKQ5cemwtgOXjsIHh7hKSkcLH3Q4dcHZaZCbz5Ztlte9AEffFD2P091PEu5YYbgJtu8nRoZibQpk3wFhX4KUubNryvJ7p04WLgF13k8QRAejr/7o7F+ALnozm2VbiPJ5KTPenskJXFNe0B4GFk4RE8GXY/LRsLCrgiu0eCbTyCRByHg+X20bIvLo6rsWuQlcW/z8OXeAW3oRHK3xg1XueUFCAnx/PhpTYSFqAHzsLscvto2ZeTA1xwATB9uudTODpXhpaNd98NLFumcQKmUSNgWq8svJDyJCZOBJYuBdLStE/LJCdr6eyQ0ZOwSPXEw33mYPFiYOxY7duQqVWLv0ONZw7Attz76gn46vNijH6iGOvXA1dcYcA+AGjYEEhK0j5No0bAtLTb8ELHN8zrnJJS2j/RIKMnYRF6mNc50GfSvRaVAu47bym+wnkYfds2szp/+SVw5ZWen9sOjRoB06YBL7wA8zpPmgSMHKl9Gkfnh0zrnJLCvzWvxTI6Dzes8/btwOzZZnRec5IdnTt2BJo0MXSy2CciRxfAoqCfHwHcC2CoLaMihYjeJKIeRNSjadOm0TYnLKUdnXfBkdxvAfgWSt2PiRNDdnYe0oGbufTY+QBK4Di6rjtPGo1AqBOZjo2IR3HYfbU6ddu2Ab/84vlwp2NcD7kYi6E4E3PLvK9UZB3TCqlVC2jaFIiP17JRKSAZu3EuZiERRWXer1tX00bNRsAZ2IiPB5phFwbgs3L7GLFRo5EKtnEPUpCPsh1EbZ0LC4EhQ4BPP9WyMTkZaIsNGI7XUS/EGdf+Dq+8EvjmG74mPdrnfIdNkWNH5+RkIzonxBEG4H/4De3KvG/kfp45E1i9WsvG5GRgAKbjI1yOhthX5n3t7zA1FWjXzkgPMX5vDu5s9xmuuUbrEVYeQw4QDhxAi+ItyBq0BN266Z/uKIYcIIf+f6qFkY/Gm+0jLl3KgxoGBuvj1/+KOxuNN69zVhbw4IP659m/Hy1KtiLr8sVmdXbaPhM6DxiA/hvGYeQ/m5jVeeNGYPJkIzbGj7gVd/52h3mde/cGOnTQP09A56dM62zyft69G/0xByMfLDarsyFnHGBt77wT5nWeNg146y2DJ4xtKnV0lVLpAEBExwf9tCei84nouyrOvQVA8PhD68C2SNA5NqYonZlIBS9XvhHAXSB6EUOHflbW2Q2Z0c3KAurUAYA5YKl6ees8ad54wTNAa9ER+9C43D5GOsYaDy+nY3xSo50YinfQFhuOvqcUMGyYxmyuw6hR2g7QsGHsXADAbiQffS85me3XsrF/f+D994HG5fVxY+P48cArte/DU3i4zHtGbDQwA5SZCXzw0k6MSRiJk7Hy6HYjOickAP/+N/DTT1o2vvgikJrI95txndu2Bf7wByAx0fMpHJ2bqZwy9hmzUXNG17Fx3Htx+LVuF2wOag6M6Fy/Pn9/mp2RF18Euicuw+X4GIdR++h2I9/hpk3As89qz0YCYC2cdsAkw4axk6ZLnTrAZ58Bl1yif65gDOkMAJg6Fbj9dqA4/ECvZzZu5Om57Oyq962KnJxSZ8Akf/oTcOaZ+udxdDB9Ldavz89uEzrXrs2j+7VrV72vG0w64/PmAevX658nlAULgA8+0D+PTZ3vvx/o0UP/XJddBnz/PdC8uf65gjHpjN9xB/D88/rnCeWDD4AxY8yfN1apLK4ZwOKg11MijYcO7J8ATiJ1PEqTUXWuYN9xKJ+Maj04EVXjwOsmlX1erK7RJQqXiOgwAZ0ISKe0tKCyBzNmBFXbZm69lQg4mYD+lWdsroz167lu3ZYtWv9DcjLRpfiETsEv5dbmaieFueMOzmCgy08/EQE0uOn0qrNcu6VFCyPZAFZcdC8dVHXN22eQiDOFu+X2283oPG9etdD5kDrOvH1793Lphg0btE/149C36NaUyeZtnDyZ63frsnkzzRv8GvVotTWmdbZyP3/7LT9gv/hC/1zp6UTXX69/nupIixZaeQGOcu+9RMcdp3+eUEzqnJZmR+f167l/osuePURjxxKtW6d/rlCGDeMsQ7pMnUr0z3/qnyeUuXNjX2dT7XOgH0bTp+ufq7rh3M8msm/Fus5RBC7W6CZU4QcHx0yd4NKBLlJKjQAwE5yB+R0iWqGUGhUwcKpSqieATwLO7J+VUk8QUWci2qOUGg1gQeB0o4hIZwVoVMnMBK67LnhLLQBvAuiH7OzHADzHmy+4gH8CTJwIjBu3AsAqNG48AllZHmcI2rYF7r3Xo/VMZib/FNXJxLu1huGWvOeQng7vNoWSnAzs38+hoxozVc5I4rvTUvBuLwN2BWNglgoAOl3eCUi9GiVjDdgUzOHDwI8/AieeqL2YIzNtLjJ/aAe0bGnIuAD9+gH5+TxGohOSGdDh3anJePcMQ7Y5GArH7NRsN9A6BSVu19RXxfbtfNNNmhS6ON01Z4y9EWeMBV4zZNpRTC14+vlnZIy7DQt+Oh3olWrmnA5GdU42r7PJmYFrrwVOOUX/PKHs2wds2ACceqpebF12NrB4MXDOOTxrY5ILLwTat9c/j61ZcZMzfbt325nRfe894LHHgCNH9Nrnxo2BoZZWvb3+upnzTJkCzJplJlIhmOqgs6l+WIsWwBNPAJ06mbPNIS+P+xC6yxVnzgQOHgT+8hczdjm0aAF07coRBrrs3m3vmWNC52pCVWt0qYLXEUFE/yOiDkR0IhFlBbY9SkRTA68XEFFrIkoiomQi6hx07DtE1C7w867bz441yq9f7QvgFgAvYPHixbzpwAGgiNdtTpwI3HwzkJ//HwAKe/f+BTffjPLreiOhpARYt447yDrk5yPh8CHc9FAKSkq4f2PEyQWAzp3Zyc/P1zuP04jYagRMhEYNGcLZGUxz4ACHL2uEVwPghFFnnQWMG2fErDL89a+8NkR33aGt0CjAWIIdtGnDIcamMeUAFRfzc0EzaUaF5965kxtSHWzez926mQlbs+0AmXjmZGUBV1+tf55QJk7k71H3Wpw9Gxg4ENixw4xdwbzzDoc76mLTuXDOr0NxMYd+mwjrDMW5FrUyTgLYupXDY3WfCxVRVFT1PlVh07lo1kw/9D0/n5/ZNp85ujq3aQM8+ihw/PH6NoVy8cXAoEH653nlFeDJ8IkYtWjXDliyhAftdHB0tvnM0dW5mlCVo9tFKXVAKZUL4LTA6wNKqVyl1AE/DKwpZGWFGzgZA6AZLr/8JhQVFbGjd+GFAIBHHnH6n/8BcCaAFjh0iLe7pqQEOOkk4I03NP4DlFtDbJTLLwdmzAAaNNA7z+HDnMHSho2GZnRBrseMIsNZm6vbYbLpRAKBClAleuew6QClp5tZn/X447ze1zSmdN62jROP2LDxo4/YiVy7Vu88Nq/F994zMwvUpAlnsTSNo7PuM6eoiGcubDx3TDnjNtsWU9ga0GjcmLO95+bqnSc+nnM02BjQMOWMf/ABkJHB16NpMjO5OoIuttY5N23KAznXXqt3nvx8Xi9tIkohFFM65+TwoIaNZ46pgWhbOpvCZttnMrqgGlCpo0tE8UTUgIjqE1FC4LXzt6ZHcmyRmRnOh2sE4CVs2LAY//jHP8rceFxC6HsAKwGUhgG6Li0EcAhFo0ax7wCZ4KabOLRFIyFThSQn86ypLqecwtP1pklI4P9b9+Fl04l0sgV/V1UuuyrYs4c7dg2rqnLmgffe41IQsYqjcyzfz6Y6TLt329PZFOPHcxi5aUzpvGIFUK8e8MknZuwKxlR0QU6OPZ3/3/8DTj5Z/zwlJTwjZ5qEBB6gfegh8+c2hamOsc37uV692A4LNkWTJsDcuWZmNUMxpfPzz2uW4agEU5nebc3cA8Af/8jJS3U4dIiXoZlePgYAf/4za2ziuVgNiLS8kGCA8FECgwD8FY88MhIztm07euOlpRUCGAZOPn390b09PztMjILZdIDWrOF/bto08+c2xcsvm8mMuX27vXURJsKrQ8pcGaVhQ55h0r0WR40C9u7lmZBYpUsXe5kNY/1+NtVhcgb/jBRhDGHsWF5LZSvCwgQrVgDPPKN3Dj90NjGgkZxs5352QvR1dZ43z070A2BmPd/XX/Pzdd48/XOFYnLgytb9nJzMnSxdnW06QMOH89rVWKVXL6473bOn3nls67x7t77ONmd0N2zQKl0HgKOtfv0VGDDAiEllqFvX3vM2Bjk2/ssYIbyTqgC8A4VTcVVeHj7asQPjxh3Gzp2PAlgO4BUAnJxDq4SPiVGwjAwuu2K0MFqAunXZidRdR5yVBfz972ZsCqVWLf0Hd3ExO2i2GlIT4dU2wwhNdYyVMp+0xmHGDF5GoDN7X1zMHQbdNecV8emnXHpGh+owoztmDCdYs8GBA8DPP+vr3Lu3x+QJEZCaChx3nN45/NDZ1ICGDVJSWKf9+/XPZaPjDvC9rFWfD/wdHjjAM5umadcO+PxzTiaog22di4r0o662brU3QLl4MZe00WHqVJ6Js1FeqH59jjjTfebEus5FRZxIz1Y/zFR4tS3y8oCHHwa+/TbalviCOLo+ElyPtixJaEjvoi2AKz76CDfc0AgFBWMAXAmA6wpq12U0cePVr88jfrrraMNhqsP01VfADz/o2xOORYs4kdTWrd7PsXcvj0TaagSee06/ke7blzNPtm1rxKQymNL5mWf015xXxK5dnJFx1y7v53B0ttWQdu4MtGqldw6bAxqmHN1GjYATXCX8jxwTs8579/Lgn62kHpMn6w9o2JzRbdaMkz2dfbbeecaMASZMMGJSOUxci3v3ch6JWbPM2BTKnDn8zNXB5oBGvXpcS1c3063NsGBTbUvt2nYGCwAz/bDNm3m2UNcZDQcRJ2nSXVpkc1a8f38OjdbJ8h4fzwMFw4ebsysYExNL//kPcO65ZpbLhRIXBzz9tP6gSzVBHF0fycxkZzUcRTgBF+EJpOEhcKjy5wBKw6Tq1dPMcHzXXfohMz/9xJl4bYT61a3LD24ToVG2HrDbtwPvvssNjVdshgUDQJ8+QPfueudo1YpT7tto7I87jrXW1XnCBHZGbWCiw2TTuQB4JFbX0T/zTA7Ht2Fj3brckJ51lt55Xn7Z3nIGEw6QbZ0/+4y/Ax1sDmjUrg3ccIN+Ypx27fSfWxVhYkBjxw7g44/1I44qwuSSkyZN9O0Jx7Rp+mHRo0fzjw26dgXuu6+i2YTI2LIFuP12jsaxgQmdbd7PSgEPPKBfucHmjG63btyf1emfKMWZoXUHbirCxIDG6tU8sGZjQMNUf7uaII6uz2Rmhi99mYuGGINHkY2nALwB4E9AUJljT0mogjnvPF6ArsP77wN33GEvfCslRW8WDbAfMgPo2Vi3LnDrrTwjZ4M1a1gnncGIRYu43Ict7ryTHXIdbM4MmOgY284i+9//Avfco6fzKacAI0bYWy/+4IMc1qvD00/z/2oDE/ezbZ2dZ6KOzv36cQ1UWzovWcIh4DqMGwcsXGjEnHKccAJwzTV6Sx1sD2iY0Hn3bo62sqXz8OH6Wcr79dOf/a+ILl2Af/yDw/29sn49z2jqRG1Vhgmdc3Ls6mxi+dMjj9hJuAlw2PGaNXpO2u+/c9uiM2lRGT16cPSjDn7orNvfriaIoxsFKgphroN8VFSuWDuB3Z49PDqks2ZwyxY7GeAcrrhCb1S/sJBH3m3Z6JxXpxFMTwdee81MGYRwTJ/OnTqd9WhPP83OuC2eekqvSHt10Pm447impa2w29RUvpd1dP7lF+C338zZFMquXdwh8YptndPSuM6x7gwQYPda1NW5f38udWWLW2/Vq1NbWAgMHWpv5v7kk3kNdadO3s9RHXTu1cuecwGwjTrPxKIizvxty7kAeO2hzndoW+cOHfh6LCjwfg7b/TBdnQHgqquOlso0ztatXM5NJ9R/wQJeo7pvnzm7grn9dl52ooNtnVNT7Q3oxBji6EYBJ4Q5eIlBP8xFIcKP3GgloXL46iuO91+3zvs5Nm2ylzIe4PWld9zh/fi9ezmErl1A5ue9AAAgAElEQVQ7czYFk5rKaxt0ptfz8swUta8IRx8dG23rXFwM7Nzp/fitW7nUR1qaOZuCSU3lDonOGqDTT+eZSBu1DgEzOt90k90BjdtuAy691Pvxjs62rsWWLbncVf/+3s9RqxYPztmy0bnGdbK9r1/Pzx1bpKXpXYe272cHneeu8//Z0rlNG647rTOTds01PKNpC12dt2zhAc7PPzdnUzBFRZx1WmdNu22db7mFI6Z0wlFPPRW4+GJzNoWiq3NeHjB/vr1nTsuW3A/TeSY6/5/tZ44OmzbZtS8tTWZ0BbtkZnL5RWcyYRCmYCtSwVmYS4mP10xC5eA8uHUeDtnZ9h8MxcXew3qaNeN1DX/7m1mbHBIS2Ik+fNj7OR55xN66EMBMx9i2zg88wImuvOqckwMkJdmzMSGBZyKHDPF+Dtsla0zpbHNAw+kwef0unP8tljsjAwdyyK2tOr/p6bxURGdtaJ8+vKbNFmlprFUs69y5M3Djjd6PV4qf/bZ0HjSINdYZpM3NNWdPOGJd54QEdoJ0n4n168d23e7HHrM/oKGj85IlHF1gK9GRKZ0bNLCn87JlnOtkxgzv52jbliud2GLiRM4Cfgwgjm4UcWZ2k5OBNGRjF8oWo69Vi51hbScXKG1cvI7UHTnCYYQ2OyNvvcXJTWxlMDXB6tV6dS2zs/Wz5VaGrgPkh86tW3OYnledu3fnTt3555u1yyRXXKE3U1gVJnTevt2uzunpejo7YYQ2bczM5BDzWKVHDw5z/OMfvR1/+LA/Oh86xBE1XnCuYZuDLg0b6nWM77tPLxrKNocPc8ddO/SrEqqDzo6T5pW8PDvVBhz27mUn0Gs9ZiL7g6iPPMJRFl5zsVQHnW0P5jdpwt/hxo3ezzF5MvDkk+ZsCqV2bXv5dmIMcXSjTGYmT1CddfwmbE8svfGSk7lqgxEnFwBatOCRMK8Ph8REPtZWOnaAHw7Fxd5tHDsWOOcc7sTbQvfBYDscRVfnLVu4IbXZSJmILlDKbrHzp57iWrpe2bABqFPHmDnlSE3lRtTrLJUfOus641deyWuoOnQwZ1MoRUXAqlXej7/wQk6uZouEBB7x9IofgwW6g6h+hBHqhmPahoivd6/JnhyddRIxVcXVVwPLl3svL1gddH7nHWDpUnP2hNKgAYcue33mrF/PM84ffWTWrmCSk/VmOv2I0EhP1+s/bNlit+3T7Yf5wYoVHP0YywN4hhBHN0ZIPpiNc69POzpgl5Nj0MkFOAa6VSvvN55SfLwfYbdeG6qlSzlsRqdjWBWTJ7MDpBO+ZbMBiI8HfvzRe6hiaiqXkBgwwKxdwejq/NJLdgdcAB55nzPHu862BzTi4rihTkioet9w+NXpBPQa+4YNvf+PkeB0mLzqvGiRXoK/SBg1CnjhBW/H+jG7cuaZwBdfACee6O34ESOAlSvt1S4F+P/fvNm7zuefz0kEbaEUl+/zWgPeD52bN+cQcK/3Y3Y218WOZZ0BuwOoTj/Ma9uXnQ0cPMjfoy127QIeesh7WKsfOg8fzjldvPLDD8CkSebsCSU+Xi+8+vvvOeGWzdDigwe5TOPq1fY+I0YQRzdWePZZe2tLHd55h0t+eGHePA6LsrkOSHemz481xDt2cP1WL4v4Cwo4CZPNzgjA4Y5eByTq1OF1Ic2bm7UpGF2dv/qK68jaJC2NwwG96rxrl32dJ03y7gB17sx1Qbt1M2tTMCedxM+crl29Hf/Pf/Kghk2qg85ffum9rqUfsyvNmnFotdfyPUlJnInWJmlprJeXZE8FBayB7ZqTOuGYfuh85AiX3vnxR2/H//3vXBfaJgMH8tIiL4nHCgo4eZ6tZFkOOrORfuhcXAyMGeNdZ9vJLAEeXNMpl5mQYHewAODvwOuAxu+/c56QpCSzNgWjO+FQjRBHN1a47jq+eW1yzjne67fOmgWMHGl3tLNZMw6R1gmBs+3o6sxSFRdzSOx555m1KZTvvuMOiddjx42zuw6oWTNg9GjgjDO8He/HgIaOM+6Uz7Bt4/TpwMsvezs2JQW47DJ7dUEBno294Qbv38OECTyoZBOd+9kvnXUcoIwMHiyw3fGcPt37bOTzz/PxNundmx0tL0tPHJ1tf4ex7gAlJHDtbq91rdPS9OunV0XfvlzaxUvt0c2bgalTeTDbJjrh1X5E4jj9MK/X4siRerOtkZCbywPeXgautmzhigDLl5u3K5iBA73n6fDjfm7eXE/naoQ4urHAjh08emY7BO7XXzm7VUmJ+2Ozs3kNrc0Rprg4rsfotTG0nUUW0OsYJyVxSJBXBy9Spk/nDokXnSdOBO69126Sgrg4bgy91kyOdZ1r1+bQKpuzpUBpx9iLzj/8AMyda96mUH75hWsWesEPnU8+mdeIeCn34VdWaB2dO3Tgjr9OOZNIuOMO4NVXvR2blWV/pq9nT56lSklxf6xfOjsDGl507tOHs/Hq1ISuirg4TiTotWP8xht2178CpWvuvZSv86vkTJ8+HHXlhexsHpyMZZ0zMuwP5q9dy1Ek333n/tg1a3gtvO3SOvfey/ekF6qDztUIcXRjgc8/54efzULqAM+ODB7svRGw3ekEuNPjpfZmcTE7FradC51wj127vHdk3JCWBhQWetPZj9lSgL+LlSvdH3foEIcQ2raxTRvg7LO9NTRpaTyjftppxs0q9zledX7qKb2a1ZFyxx3c4LvFL507duQMqJ06uT82KYlH7W3V7XbQ0XnxYg6Ds43XWSq/dAaAAwe8ZQy2XVvV4eSTgS5dvC0POuss4PHHjZtUDh2db71Vr9xKJOzZw/fyhx+6P9aPdc4Ar0mfPNnbsX36cC1e23jV+fBhYMqU0uRottAZiPazbF1hIfdN3eJHdCJgf8lIjCCObizg3HitW9v9HJ1wTL8coOJiYNs298fFx/M6qptvNm9TME2bcvi3l4RX//oXa2AzKzSgr7MfAxr33ANcdJH74/buZefEtnORkgLMnu2thNGBA9zA2Ua3sfdDZ68dJj87I0Te7smMDOCTT+x/j23acJI4L2tEb7gBuPtu8zaF4jXs1i+diThU7+mn3R+blMQzcLbb58GDOfrBS8bbX3+1X0cXiH2dmzbliBovNjrPKds663DddXZLSDmkpXkrC7dhA9eEnj3buEll0NHZr/72zJlso5eEUqefbjchqMNnn3EUXw1HHN1YIDubb1zb4WU6s5HbtvnT6Xz0Uf4cL6NgfqAUr+0YNsz9sY7ONsvOAHo6+zWSmJbGo75udW7VikPT/vpXO3aZ4P77/fsO4+K8rSnzS+f0dG86797NyY38cMZPP507kG6xHZnhcPHFXJPRS36FWL+f/ZpFU4o7tl6eiYMGsQNq+7mtQ8+evCzGNro6274WlfI+uBYfD5x6qn2d167ljLyffOL+2H377NfRBTiJoJc1rH7q7PV+3rTJn35Ys2aslRdnfPRouzV0jzHE0Y0F/OyMAN5uvG3bOJuhbRwnd/t2d8dNnAi0b+9tNtgv/HQuAPc65+ZyQ+rXTF9RkXud/WTwYF4H5JZNm9ght81pp3Gm0IsvdndcddC5Tx+eGf/DH+zYFUzjxt6eiZdcAvzpT+btMUVeHuvsV9viReetW0uPt41OUi8/OHiQHdaxY90d56fODzzAg1Dx8e6O82v9q/MZXnR++GHOKWCbJk24n7Jxo7vj8vL4WWU70RPAEWte8nT4qbPX6IJDh4DjjzdvTyheJxycGqN+MGsWJ8yK5X6YAcTRjQX8Cgtu0oTXHHp5OMTH201E5eDVGf/tN/5p0sS8TaE88wyviXKLX+GijRvzw3XECHfHJSVxx/Omm+zYFYxXZ/zVVzl7uB+zaUTeasz5pXN8vLfson6GBevW0rWZFM3Ba8d4wwa7yUKCueYa96Wk/NR50CBec++2LNnf/gbs3w+0bWvFrDJ41bl/f+C++8zbE0rdusCKFe5zF/g1Kw5wSZYGDdwf59joxwBgrA9oJCdz9J5bG539W7Y0b1Moa9YA117L16MbsrP5me2Hzs8846229b//7b10khu86rx6NdcgnjbNjl3BHDoEzJnjftClmiGObizwxhs8mmgbpbgQtdsQp/nzOVTXdoIBgNejAe4TqKxfD7RowWsibJOXx9n+CgoiP6akhDvGfnRGnPCthAR3x8XF8VpAPwYLnO/Brc4LF3JDYLPMlUObNuz4x6rOACeVeuopd8eccAKHYnpZf+yWM87gtfNuk16MGQPceacdm0LxqvPGjf7pvGQJ8M037o5Zv55/+2Fj06assdtnDsCOk1/385Yt7nVeuNCfNfdKsY2ObpHip85793KZJrfZbu+/n50nP9rnYcPcl9crKeHSRG5n072gFGvlpY8DlPaRbHLkCEfJ/fyzu+P87If16MHJ27zgx/NGR+dDh/zph3ntb1czxNGNBfr148QmftC1q/sSCzNnAm++yWvmbHPSSd4W8C9axP+bH3Ttyg2jm0aguBh4+20uZeIHX3zh3lH4z394lNSPsJmOHfmacls7OtZ1XruWQxD9snHZMk5y5oY6dbiT4KXUiluSk7nUhNsEO5MmAevW2bEpFEdnN2GLa9fygJdfOnfp4v6Z2KsX8NFH/tn47rv8DHHDiBHABx/YsSeUSy5hB8jN+tLqoPOiRdyptp3lHeCZphdfBD791N1xdetyqSs/6N2btXbD2rVccs1tSLZXunaNbZ07dvTWDxszhrMu+8G+fdyn+u23yI9Zuxa48EIeOPSD22/nevVuqA46VzPE0Y02ixZx58CPEWOAHwqPPuquhtj8+XxDeAlZcktiIofoDRwY+TEHD3KITc+e9uwKxhmUmD8/8mMSE4Err/RvQGP5cuCll9ytvXjvPWDcOH/CRRMTOUTaTVhlXl7s69ywITf2XgvFu6VnTw5Td5OQauxY+2U+gvnpJ3aCIsW5n/26V3r35lkqNyPoTm1gP69FtzonJwOXX87OiR+8+aa7mbS8PK5n6WV5gBd69OASN26W4Dj3vl/XohedBw4E3nrLn4HoxEQu4efmmZiXxx1+2zV0HYiAr7/mvlWk+K3z5ZcDV1zB69ojZf58jprwS+euXd3XQG/Rgp+nfpCbC9x4o7u27KefuJynl6oZXhg+nJdnuMHpb8fq/VwNEUc32owbxyUg/AilADgJwujRfMNHAhE/7Pzq0AEcetSvX+T75+UBQ4bYL1Lu0KoVP9DdNAJz5/o3igiUNtiR2kjEDzu/GnqAw0UnTIh8hmXxYp5588vGVq3YGW/fPvJjUlPZafJjzSHgTeeRI/2bRQN4dnbEiMg7dY7Ofj1zUlN5cMJNyar27fl/8qsOoRedX3+dZzD8omdPdi7c3s9+ti2//+5ufd6CBewYd+xoz6ZgzjyTnaC8vMiPOfVUYOhQezaF0rMna+dG51de8Wfpk8O11/LMc6QsWMADQn7pfMUVwLPPugv1HzLEn8zaDhkZ7u7nFSv4f/JSBs0LrVu774f5fT8T8RKXSJOkRqMfdsEFsV1SywDi6EabBQuA7t39C5np1o2d6kgfDps38+iyn52RggJ2DCMd1W7enEe03YbBekUp4PrruTB9pNx/vz/1LB3c6pydDezc6a/Os2bxaOeqVZHtHxfHgxl+2agUz1JdcEHkx3z3nbtoCV0cnSMdkc3O5vvKz4Y0I4PXHEWqs/O/+Hkt5ue7mwE64wzg5Zf9fW737Bn5soLsbOC223h9tF9kZPBsfKQ6+z0rDgB33cUOQ6R07cqzMn7p3LMnh5ufeGJk++/ezWHE+/fbtSuYnj1jW2el+LPcOEDz5/vbDwOAw4fdVYm47DJ24P2id28e/Nu5M7L9Z8zgfo5fpSEdnd3MRs6fz5Edful86BDnxHjjjcj2Lyri6Ac/yyc+9liNr6Urjm40OXKEw3n87HQmJQGnnBJ5I7B1K89O+Wnjxo2c1fizzyLbf/t2/2paOowZAzz4YGT7Ojr72aFzdI60EYhGp9P5rEht7NePO+7NmtmzKRyRJrA5coQdcT/KcDkkJQFnnx35/tHUOdJnTu3aHPrtp87PPccdoEgchsJCXhrgZ63vpCS+T/7858j2rw738/z5nAzFT5179uSkSJE6hkOHAv/3f3ZtCseBA5HtN2cOO0Br1lg1pwwZGZx9OdJsstHQOSODQ+Ij1blrV+DSS+3aFEqfPpEPuvz+O0eE+fnMufpq7rekpka2/4IF0dF5zZrI7pdo9cM6d478mZiYyBFXF11k165w+Hlt+Yw4utFk2TIe1fPTiQRKR8EimR3o1YuzwPlpY/v2vNYx0odDnz7u10GYoLCQR7arYtkyfsj6rXOvXpHZB/CARv363rMYesHROVIH6NAhu/aEY9YsDuv5/vuq93XuZz8bUoDXo40aFdm+8+dzY+q3zg0aRK7ziBH8vfuJo1kks7o//8zhoh9/bNemcBQXR/bcjpbOjRpFnhwmLs5bmTYdMjL4+4tE5wMHInc4TXL//TwLFKs6d+jAM8kXXhjZ/n4vfQLc3c8AJ/TzM+IKKF0bGYnO//oXt+du1vT6jd8ht0BplEskiQRzcriv6Ffkn4Ob/va6dcCePfZtCqV7d55JrqGIoxtNnDWb0WgEjhyJ3SLRcXE8uxJJxzgnhx1xPzLUBZOby07ayy9XvW80QjEBDpf59tvI9r39dn7A+lEWwMHROZIBjZwcdpbeftu+XcE42VYjuRadffxu7N2wbh3/T37r3LNnZNmrS0r8yfodiptZ52jMlgLAf//Lz5xIys8sWMDOj986b94MZGVFtv/77wPjx9u1KZQePfh3JDpPnMiO++bNdm0KpV07diRjVWelIs8pcvAgDwj7/Ux0o/PBg9F75uzZE7s6A8ADDwDnnlv1frt2cVk9v5+JZ53Fnx1JTpeWLYHZs91n5NYlIyNynW++2d1SKVM0blyjE1KJoxtNhg7l0W8/6qIFM3gwp2avKiQlN7e0DIzfZGTwKF1V6x1nzy7d30/q1+dkRZHMPC1ZwnUm/dbZ6YxUFXZbWMgNvZcamLpkZHDCnKpsnD2bZ7MiXbtmiiZNuOMZic6zZkVH5+xsTooUySDAlCnAV1/ZtymUSZN43X1VTJnCz6Xly+3bFIyj89dfV71vtHROT+dOeVU2lpQAv/4anQEXJ6NxVUtJcnPt2xKO5GR+hkSSkGrWLC7B1aqVfbuCcXSrSufcXHaAoqHzxx8Dp59edfuclMTPp3vu8ccuh+RkDlONZJZ28GAOL/Wb6qBzQgI/t6vSOTuby9b57ejWqRN5mbxoTew4us2ZU/l+ublcs9vv7xBgG3/+2d/8In5CRDXip3v37lStKC6OtgVEhw8TFRZW/P6TTxIBRPPn+2eTw6pVRHFxRM89V/E+JSVEXbsSnXhi5f+HLSL9fgoKiL7/3h+bQhk9muikkyr/frKyiHr2JMrL888uh40bibKzK9+nOui8bRtRYiLR/ff7Z5eD8/20a1f591NQ4J9NFVFUVPF7xcVEXbpEX+eVKyveZ+VKIqWI7rvPP7scItWZiGjfPqING/yxK5iiIqJLLiF64IGK9yku5v9j2DD/7ApmzhyiPXsq38fROZbv54kTo9c+O99PVTrv2+efTRVRUlLxe7Ggc4cOlfcHo9kPi0Rnh61bo/PcXreOqE+fyr+flSuJEhKIJk3yzy6HkhKiceOIDh2qfL/qonOMAGAhRegfWnU+AVwAYA2AXwE8GOb92gA+DLw/D0DbwPa2APIBLA38vFHVZ1U7R/faa4luvTV6n79pE1F6OtG774Z/f98+osaNiS6+2FezyrBwYeWN1MyZfAmPH++fTcHs30/UpAnRRRdVvE9lHXs/+PRT/o5iWWeHI0fCb//44+jqfOAA63zVVZXvt2oVUU6OPzaFEonOLVsSvf22r2aVYdo0orQ0oh07wr8/ZUr0dZ47t/J97ryTKCmJaOdOf2wKpSqdCwqiP4iamUlUt27VOr/3nr92hVJZ23LVVazzrl3+2ROMo/PEiZXvV9mgjG2uuaZqnRs1IvrlF3/tCiYri+iKKyp+P9o6//QT0bJlFb9fXEx08snRbZ+r0jknp/J7yTaR9MOirXNVxEI/zNE5Wm2bS2LC0QUQD+A3ACcAqAXgZwCdQva5zXFiAVwF4EMqdXSXu/m8auPoFhZyJ0UpogcfjJ4dJSVEp5/Ozm7obGNODtF11/HlsXBhdOwLZupUHi0MpqSEf2bMiM4oosPTT3NjfuBA2e2Ozm3acGMWLSrTedeu2NC5sJDovPOI/vKX8joTEQ0ZwqPe0dT5xx+JcnP5dXCjXlhI9MEHHB0RTYJ1Dr3egnVetCg69hERrVnDURrhdF66lDWOts5E/F1+9FFZTR3nsbAwuveKo3O4Tp2j8ymnlF6r0aAynRcujA2dV6/m2bRXXil/7+bnc1RBtNvnDz8MP/i3a1fVDrAfrF5dqvO2bWXfixWdn36an3uvvlpe5wkTot8Pc8jJKd8+O9/bwYNEmzf7b5ODo/NLL5V/z9F58GD/7QqmIp2D+9sPPRQ184iI+7F9+oSP7vvwQ7Yxmu3z2rU8OBXtgdIIiRVHtzeAmUF/PwTgoZB9ZgLoHXidACAHgKqxju7JJxMlJ/PX3q1b9GZ/HL77jiglhe1p3Zro0Ud5+9q1HOZx993RtY+Iw2kbNCCqVYvo+OP5odq6NdHrr0fbMiY3lxtMIh5ZbNeOf2JV52ef5W0bNxLVrs0P11jQ+bHHiOLjy+rszOytWkX0+edRNe8o27cTpaaW1zkaIVGhODqPGsV/L1rE32WdOqzzPfdE1z6i8jpPn87bx43jAaNY0HnuXNa0ceOyOkdzZiqY777j8Fsioi+/5HslVnVOTCwdeJk0ib/XWNA5N5c7ncE6t2/PTjoRX5fRfm47fPYZUatWZXWOj4+u8+Pg6Dx7Nv/92msctRHLOu/dy+8NHRob7TMR0RNPlPbDOnQgOuEE1jo/P9qWMVlZpd9TVhbbGMs6O4PRN91U2g/bvTu6Nn77bdn+docORMF+y/r1UTOtHJMnR9uCKnHj6NrMPtMKQHChtc0AelW0DxEVKaX2A0gOvHe8UmoJgAMARhJRufSxSqmbAdwMAOnp6Watt0GvXpwg6M9/5sxvkWYutEXfvpwpb+xYTph0wgm8vX17YNOmyOun2SQpCVi8GHj9dWDHDs4WXacOUKtWtC1j6tUrW8TdSXdft25s6ty+PW+rXx8YNgy45RZOZBRtHn8cuO66sjo3bcrvdezIP7HA7t3AgAGlmTqDdY42js4UyCDasCGXU0hJiV2dHY2vuQYYOJBtjjb9+gH/+x8n3AnWORrlrcLRt2/p6wYNOIt2YmLs6uwki2nblmvSDhvGdkeTevWA774DPv+8rM5OuzJgQHTtCyY/n+tz5+eX1dnvJFnhePxxTqrZujX/nZbGNbA7d45tnQHghRf4vo52+wwA997L39XSpWV1zs3l/k60efjh0tctW/Izp06d2NR52jTODA5wKaGLLoqNfli/ftw+v/VWqc7165e+37ZttCwrTyy0IQZR5Nz0pk+s1CAAFxDRjYG/rwPQi4hGBO2zPLDP5sDfv4Gd4VwA9Yhot1KqO4BPAXQmogqL2vXo0YMWLlxo5X8RBEEQBEEQBEEQootSahER9YhkX5tDHFsApAX93TqwLew+SqkEAA0B7Caiw0S0GwCIaBF4rW8Hi7YKgiAIgiAIgiAINQSbju4CAO2VUscrpWqBk01NDdlnKoDrA68HAZhFRKSUaqqUigcApdQJANoD+N2irYIgCIIgCIIgCEINwdoa3cCa2xHghFPxAN4hohVKqVHgRcRTAbwNYIJS6lcAe8DOMAD8AcAopVQhgBIAw4hojy1bBUEQBEEQBEEQhJqDtTW6fiNrdAVBEARBEARBEGousbJGVxAEQRAEQRAEQRB8RxxdQRAEQRAEQRAEoUYhjq4gCIIgCIIgCIJQoxBHVxAEQRAEQRAEQahR1JhkVEqpXQA2RtuOKkgBkBNtIwShEuQaFaoDcp0KsY5co0J1QK5TIdYJd422IaKmkRxcYxzd6oBSamGkWcIEIRrINSpUB+Q6FWIduUaF6oBcp0Kso3uNSuiyIAiCIAiCIAiCUKMQR1cQBEEQBEEQBEGoUYij6y9vRtsAQagCuUaF6oBcp0KsI9eoUB2Q61SIdbSuUVmjKwiCIAiCIAiCINQoZEZXEARBEARBEARBqFGIoysIgiAIgiAIgiDUKMTR9Qml1AVKqTVKqV+VUg9G2x7h2EQp9Y5SaqdSannQtiZKqS+VUusCvxsHtiul1EuBa/YXpdTp0bNcOFZQSqUppWYrpVYqpVYope4MbJfrVIgZlFJ1lFLzlVI/B67TJwLbj1dKzQtcjx8qpWoFttcO/P1r4P220bRfOHZQSsUrpZYopaYH/pZrVIgplFIblFLLlFJLlVILA9uMtPni6PqAUioewKsALgTQCcDVSqlO0bVKOEYZB+CCkG0PAviaiNoD+DrwN8DXa/vAz80AXvfJRuHYpgjAvUTUCcAZAIYHnpdynQqxxGEA5xBRFwBdAVyglDoDwP8BeJ6I2gHYC2BoYP+hAPYGtj8f2E8Q/OBOAKuC/pZrVIhF+hNR16CauUbafHF0/SEDwK9E9DsRHQHwAYBLo2yTcAxCRHMB7AnZfCmA8YHX4wEMDNr+HjE/AWiklEr1x1LhWIWIthHR4sDrXHAHrRXkOhViiMD1lhf4MzHwQwDOAfBRYHvodepcvx8BOFcppXwyVzhGUUq1BjAAwNjA3wpyjQrVAyNtvji6/tAKQHbQ35sD2wQhFmhORNsCr7cDaB54LdetEFUCoXPdAMyDXKdCjBEICV0KYCeALwH8BmAfERUFdgm+Fo9ep4H39wNI9tdi4RjkBQAPACgJ/J0MuUaF2IMAfKGUWqSUujmwzUibn2DaUkEQqi9EREopqTkmRB2lVD0AUwDcRXP45qcAAAWLSURBVEQHgicW5DoVYgEiKgbQVSnVCMAnADpG2SRBOIpS6mIAO4lokVLq7GjbIwiV0I+ItiilmgH4Uim1OvhNnTZfZnT9YQuAtKC/Wwe2CUIssMMJ+wj83hnYLtetEBWUUolgJ3ciEX0c2CzXqRCTENE+ALMB9AaH0TmTCMHX4tHrNPB+QwC7fTZVOLboC+ASpdQG8JK5cwC8CLlGhRiDiLYEfu8EDxpmwFCbL46uPywA0D6Q6a4WgKsATI2yTYLgMBXA9YHX1wP4b9D2vwUy3J0BYH9QGIkgWCGwJuxtAKuI6J9Bb8l1KsQMSqmmgZlcKKWOA/BH8Hry2QAGBXYLvU6d63cQgFlEJFEJgjWI6CEiak1EbcH9zllElAm5RoUYQimVpJSq77wGcD6A5TDU5iu5hv1BKXUReK1EPIB3iCgryiYJxyBKqfcBnA0gBcAOAI8B+BTAZADpADYC+CsR7Qk4HK+AszQfAnADES2Mht3CsYNSqh+AbwEsQ+m6sofB63TlOhViAqXUaeAEKfHgSYPJRDRKKXUCePasCYAlAK4losNKqToAJoDXnO8BcBUR/R4d64VjjUDo8n1EdLFco0IsEbgePwn8mQBgEhFlKaWSYaDNF0dXEARBEARBEARBqFFI6LIgCIIgCIIgCIJQoxBHVxAEQRAEQRAEQahRiKMrCIIgCIIgCIIg1CjE0RUEQRAEQRAEQRBqFOLoCoIgCIIgCIIgCDUKcXQFQRAEwSNKqWSl1NLAz3al1JbA6zyl1GuWPvMupdTfAq/nKKV62PicCj57hFJqiF+fJwiCIAhekfJCgiAIgmAApdTjAPKI6FmLn5EAYDGA04moSCk1B1wf02jtYKVUPBEVh9leF8D3RNTN5OcJgiAIgmlkRlcQBEEQDKOUOlspNT3w+nGl1Hil1LdKqY1Kqb8opZ5RSi1TSn2ulEoM7NddKfWNUmqRUmqmUio1zKnPAbCYiIqCtl2hlJqvlFqrlDozcK46Sql3A5+xRCnVP7B9sFLqlSA7pyulzg68zlNKPaeU+hlAb6XUGKXUSqXUL0qpZwGAiA4B2KCUyjD/rQmCIAiCOcTRFQRBEAT7nAh2Ui8B8G8As4noVAD5AAYEnN2XAQwiou4A3gGQFeY8fQEsCtmWQEQZAO4C8Fhg23AAFPiMqwGMV0rVqcLGJADziKgLgFUALgPQmYhOA/Bk0H4LAZwZwf8sCIIgCFEjIdoGCIIgCMIxwAwiKlRKLQMQD+DzwPZlANoCOAnAKQC+VEohsM+2MOdJBTuhwXwc+L0ocC4A6Ad2nEFEq5VSGwF0qMLGYgBTAq/3AygA8HZgZnp60H47AXSs4lyCIAiCEFXE0RUEQRAE+xwGACIqUUoVUmmCjBJwW6wArCCi3lWcJx9A6Mzs4cDvYlTdrhehbDRX8LkKnHW5gfW/GQDOBTAIwAjwjLRzTH4VnyMIgiAIUUVClwVBEAQh+qwB0FQp1RsAlFKJSqnOYfZbBaBdBOf7FkBm4FwdAKQHPmMDgK5KqTilVBqAsGttlVL1ADQkov8BuBtAl6C3OwBYHsk/JQiCIAjRQmZ0BUEQBCHKENERpdQgAC8ppRqC2+cXAKwI2XUGgAkRnPI1AK8HQqWLAAwmosNKqe8BrAewEuw0L67g+PoA/htY16sA3BP0Xl8Aj0f0jwmCIAhClJDyQoIgCIJQjVBKfQLgASJaF4XP7gbgHiK6zu/PFgRBEAQ3iKMrCIIgCNUIpdRJAJoT0dwofPYfAawjog1+f7YgCIIguEEcXUEQBEEQBEEQBKFGIcmoBEEQBEEQBEEQhBqFOLqCIAiCIAiCIAhCjUIcXUEQBEEQBEEQBKFGIY6uIAiCIAiCIAiCUKMQR1cQBEEQBEEQBEGoUfx/BrUtAjY6EooAAAAASUVORK5CYII=\n"
962           },
963           "metadata": {
964             "needs_background": "light"
965           }
966         }
967       ],
968       "source": [
969         "DeltaE = 0.05\n",
970         "m, P = kf_example(DeltaE)\n",
971         "plot_m(m)"
972       ]
973     },
974     {
975       "cell_type": "markdown",
976       "metadata": {
977         "id": "DQeF7J8T4j2i"
978       },
979       "source": [
980         "We have found a good estimate of the state $m$, while data is available. Also, the estimated state variance $P$ converges with time - we have *learned* the variance that balances the noise. But for forecasting fuel moisture, we need to continue the fuel moisture model into the future, and we can't have any measurements from future. We only have the equilibrium from weather forecast. And the forecast and the truth disagree - as soon as there is no data to attract the simulation, the model is doing its own thing."
981       ]
982     },
983     {
984       "cell_type": "markdown",
985       "metadata": {
986         "id": "-WMWCDz4DX45"
987       },
988       "source": [
989         "#### 3.2 Model with an augmented state"
990       ]
991     },
992     {
993       "cell_type": "markdown",
994       "metadata": {
995         "id": "jivOYEhiXMi5"
996       },
997       "source": [
998         "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n",
999         "generally does not agree with the data. We want to add a correction $\\Delta\n",
1000         "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n",
1001         "Because the Kalman filter identifies state, add the parameter to the state.\n",
1002         "Define augmented state $u=\\left[\n",
1003         "\\begin{array}\n",
1004         "[c]{c}\n",
1005         "m\\\\\n",
1006         "\\Delta E\n",
1007         "\\end{array}\n",
1008         "\\right]  .$ Since $\\Delta E$ is constant in time, it satisfies the\n",
1009         "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n",
1010         "state $u$ governed by the\n",
1011         "$$\n",
1012         "\\frac{d}{dt}\\left[\n",
1013         "\\begin{array}\n",
1014         "[c]{c}\n",
1015         "m\\\\\n",
1016         "\\Delta E\n",
1017         "\\end{array}\n",
1018         "\\right]  =\\left[\n",
1019         "\\begin{array}\n",
1020         "[c]{c}\n",
1021         "\\frac{E+\\Delta E-m(t)}{T}\\\\\n",
1022         "0\n",
1023         "\\end{array}\n",
1024         "\\right]  ,\n",
1025         "$$\n",
1026         "which we write as $\\frac{du}{dt}=F(u),$ where\n",
1027         "$$\n",
1028         "F(u)=\\left[\n",
1029         "\\begin{array}\n",
1030         "[c]{c}\n",
1031         "F_{1}\\left(  u\\right)  \\\\\n",
1032         "F_{2}\\left(  u\\right)\n",
1033         "\\end{array}\n",
1034         "\\right]  =F\\left(  \\left[\n",
1035         "\\begin{array}\n",
1036         "[c]{c}\n",
1037         "m\\\\\n",
1038         "\\Delta E\n",
1039         "\\end{array}\n",
1040         "\\right]  \\right)  =\\left[\n",
1041         "\\begin{array}\n",
1042         "[c]{c}\n",
1043         "\\left(  E+\\Delta E-m(t)\\right)  T_{1}\\\\\n",
1044         "0\n",
1045         "\\end{array}\n",
1046         "\\right]  ,\\quad T_{1}=\\frac{1}{T}.\n",
1047         "$$\n",
1048         "The Jacobian of $F$ is\n",
1049         "$$\n",
1050         "\\left[\n",
1051         "\\begin{array}\n",
1052         "[c]{cc}\n",
1053         "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n",
1054         "}\\\\\n",
1055         "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n",
1056         "\\end{array}\n",
1057         "\\right]  =\\left[\n",
1058         "\\begin{array}\n",
1059         "[c]{cc}\n",
1060         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1061         "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n",
1062         "{\\partial\\Delta E}\n",
1063         "\\end{array}\n",
1064         "\\right]  =\\left[\n",
1065         "\\begin{array}\n",
1066         "[c]{cc}\n",
1067         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1068         "0 & 1\n",
1069         "\\end{array}\n",
1070         "\\right]\n",
1071         "$$\n",
1072         "Here is a function that implements the augmented model $F$. The input is\n",
1073         "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$."
1074       ]
1075     },
1076     {
1077       "cell_type": "markdown",
1078       "metadata": {
1079         "id": "MJ1C_1Omc91s"
1080       },
1081       "source": [
1082         "\n",
1083         "Define augmented model function. Also, add use drying, wetting, and rain equilibria"
1084       ]
1085     },
1086     {
1087       "cell_type": "code",
1088       "execution_count": 12,
1089       "metadata": {
1090         "id": "GHtAaGp9WSHT"
1091       },
1092       "outputs": [],
1093       "source": [
1094         "def model_augmented(u0,Ed,Ew,r,t):\n",
1095         "    # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n",
1096         "    # \n",
1097         "    m0, Ec = u0  # decompose state u0\n",
1098         "    # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n",
1099         "    # arguments:\n",
1100         "    # m0         starting fuel moistureb (1)\n",
1101         "    # Ed         drying equilibrium      (1) \n",
1102         "    # Ew         wetting equilibrium     (1)\n",
1103         "    # r          rain intensity          (mm/h)\n",
1104         "    # partials = 0, 1, 2\n",
1105         "    # returns: same as model_decay\n",
1106         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
1107         "    #              ==1: m1, dm0/dm0 \n",
1108         "    #              ==2: m1, dm1/dm0, dm1/dE \n",
1109         "    m1, dm1_dm0, dm1_dE  = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n",
1110         "    u1 = np.array([m1,Ec])   # dE is just copied\n",
1111         "    J =  np.array([[dm1_dm0, dm1_dE],\n",
1112         "                   [0.     ,     1.]])\n",
1113         "    return u1, J"
1114       ]
1115     },
1116     {
1117       "cell_type": "code",
1118       "execution_count": 13,
1119       "metadata": {
1120         "id": "1No3g6HyAEh_"
1121       },
1122       "outputs": [],
1123       "source": [
1124         "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n",
1125         "  u = np.zeros((2,hours))\n",
1126         "  u[:,0]=[0.1,0.0]       # initialize,background state  \n",
1127         "  P = np.zeros((2,2,hours))\n",
1128         "  P[:,:,0] = np.array([[1e-3, 0.],\n",
1129         "                      [0.,  1e-3]]) # background state covariance\n",
1130         "  Q = np.array([[1e-3, 0.],\n",
1131         "                [0,  1e-3]]) # process noise covariance\n",
1132         "  H = np.array([[1., 0.]])  # first component observed\n",
1133         "  R = np.array([1e-3]) # data variance\n",
1134         "\n",
1135         "  # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n",
1136         "\n",
1137         "  # print('initial u=',u,'P=',P)\n",
1138         "  # print('Q=',Q,'H=',H,'R=',R)\n",
1139         "\n",
1140         "  for t in range(1,h2):\n",
1141         "      # use lambda construction to pass additional arguments to the model \n",
1142         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1143         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1144         "                                  Q,d[t],H=H,R=R)\n",
1145         "      # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n",
1146         "  for t in range(h2,hours):\n",
1147         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1148         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1149         "                                  Q*0.0)\n",
1150         "      # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n",
1151         "  return u"
1152       ]
1153     },
1154     {
1155       "cell_type": "code",
1156       "execution_count": 14,
1157       "metadata": {
1158         "id": "9vUv1Uc5OfPI"
1159       },
1160       "outputs": [],
1161       "source": [
1162         "def augmented_example(DeltaE):\n",
1163         "  hours=hour.shape[0]\n",
1164         "  h2 = int(hours/2)\n",
1165         "  m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours)  # data, E, hours are global\n",
1166         "  return m, Ec"
1167       ]
1168     },
1169     {
1170       "cell_type": "code",
1171       "execution_count": 15,
1172       "metadata": {
1173         "id": "QQnRlereDHbf",
1174         "colab": {
1175           "base_uri": "https://localhost:8080/",
1176           "height": 295
1177         },
1178         "outputId": "ef0725fb-828c-4f31-b1d6-bcf7abf6523b"
1179       },
1180       "outputs": [
1181         {
1182           "output_type": "display_data",
1183           "data": {
1184             "text/plain": [
1185               "<Figure size 1152x288 with 1 Axes>"
1186             ],
1187             "image/png": "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\n"
1188           },
1189           "metadata": {
1190             "needs_background": "light"
1191           }
1192         }
1193       ],
1194       "source": [
1195         "m, Ec=augmented_example(0.1)\n",
1196         "plot_m(m, Ec)"
1197       ]
1198     },
1199     {
1200       "cell_type": "code",
1201       "execution_count": 16,
1202       "metadata": {
1203         "id": "ZOC6bplsIRCx",
1204         "colab": {
1205           "base_uri": "https://localhost:8080/",
1206           "height": 295
1207         },
1208         "outputId": "f4775cab-d89b-4146-f9dd-ac756d1d627c"
1209       },
1210       "outputs": [
1211         {
1212           "output_type": "display_data",
1213           "data": {
1214             "text/plain": [
1215               "<Figure size 1152x288 with 1 Axes>"
1216             ],
1217             "image/png": "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\n"
1218           },
1219           "metadata": {
1220             "needs_background": "light"
1221           }
1222         }
1223       ],
1224       "source": [
1225         "m, Ec=augmented_example(0.0)\n",
1226         "plot_m(m, Ec)"
1227       ]
1228     },
1229     {
1230       "cell_type": "code",
1231       "execution_count": 17,
1232       "metadata": {
1233         "id": "xuMx41fXIejB",
1234         "colab": {
1235           "base_uri": "https://localhost:8080/",
1236           "height": 295
1237         },
1238         "outputId": "8178c343-9d66-448e-e3cc-6e652fc9973f"
1239       },
1240       "outputs": [
1241         {
1242           "output_type": "display_data",
1243           "data": {
1244             "text/plain": [
1245               "<Figure size 1152x288 with 1 Axes>"
1246             ],
1247             "image/png": "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\n"
1248           },
1249           "metadata": {
1250             "needs_background": "light"
1251           }
1252         }
1253       ],
1254       "source": [
1255         "m, Ec=augmented_example(-0.1)\n",
1256         "plot_m(m, Ec)"
1257       ]
1258     },
1259     {
1260       "cell_type": "markdown",
1261       "metadata": {
1262         "id": "ejlc1sbENm6R"
1263       },
1264       "source": [
1265         "## From Kalman filter to neural networks"
1266       ]
1267     },
1268     {
1269       "cell_type": "markdown",
1270       "metadata": {
1271         "id": "6zeGArbmNkAW"
1272       },
1273       "source": [
1274         "In the Kalman filter, at each time step $k$,\n",
1275         "\n",
1276         "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n",
1277         "* the model is applied to external data $e_k$ and the input $u_{k-1},P_{k-1}$ produce the forecast $u_k^f$ and its covariance $P^f_k$\n",
1278         "* the new state $u_k$ is found by minimizing $|| u^f_k - u_k||^2_{P^f_k} + ||H u_k - d_k||^2_{R}$   \n",
1279         "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n",
1280         "\n",
1281         "Here, the state consists of \n",
1282         "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n",
1283         "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n",
1284         "Thus, the dimension of the state is 2 + 3 = 5. The first component of the state, the fuel moisture, is the quantity of interest, the rest are auxiliary.\n",
1285         "\n",
1286         "\n",
1287         "This can be understood as:\n",
1288         "\n",
1289         "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n",
1290         "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n",
1291         "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n",
1292         "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n",
1293         "* training consists of fitting the hidden state to minimize a loss function\n",
1294         "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n",
1295         "\n",
1296         "Note that in the augmented Kalman filter above, the mapping $M$ is fixed and it has a one component of the hidden state as a parameter. To get a better fit, we could increase the number of parameters, e.g., by modeling the moisture in multiple layers, as in van der Kamp et al. (2017) two-layer model.\n"
1297       ]
1298     },
1299     {
1300       "cell_type": "markdown",
1301       "metadata": {
1302         "id": "fk72YB2mjuGk"
1303       },
1304       "source": [
1305         "Building and evaluating RNN"
1306       ]
1307     },
1308     {
1309       "cell_type": "markdown",
1310       "metadata": {
1311         "id": "svt8wUAsSA67"
1312       },
1313       "source": [
1314         "A recurrent neural network (RNN) has a similar information flow but it can be more flexible and look for the best model automatically, i.e., build the model from data. \n",
1315         "\n",
1316         "We'll start by how to evaluate the map, then actually create it later.\n",
1317         "\n",
1318         "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n"
1319       ]
1320     },
1321     {
1322       "cell_type": "code",
1323       "execution_count": 18,
1324       "metadata": {
1325         "id": "H3RTQCDG9q-4"
1326       },
1327       "outputs": [],
1328       "source": [
1329         "import numpy as np\n",
1330         "import tensorflow as tf\n",
1331         "from keras.models import Sequential\n",
1332         "from keras.layers import Dense, SimpleRNN\n",
1333         "from keras.utils.vis_utils import plot_model\n",
1334         "from sklearn.preprocessing import MinMaxScaler\n",
1335         "from sklearn.metrics import mean_squared_error\n",
1336         "import math\n",
1337         "import matplotlib.pyplot as plt\n",
1338         "import tensorflow as tf\n",
1339         "import keras.backend as K"
1340       ]
1341     },
1342     {
1343       "cell_type": "code",
1344       "execution_count": 19,
1345       "metadata": {
1346         "id": "pcIU5lWhVEAy"
1347       },
1348       "outputs": [],
1349       "source": [
1350         "def create_RNN(hidden_units, dense_units, input_shape, activation):\n",
1351         "    inputs = tf.keras.Input(shape=input_shape)\n",
1352         "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1353         "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1354         "    x = tf.keras.layers.SimpleRNN(hidden_units, input_shape=input_shape,\n",
1355         "                        activation=activation[0])(inputs)\n",
1356         "    outputs = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1357         "    model = tf.keras.Model(inputs=inputs, outputs=outputs)\n",
1358         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1359         "    return model"
1360       ]
1361     },
1362     {
1363       "cell_type": "code",
1364       "execution_count": 20,
1365       "metadata": {
1366         "id": "lphzeucMfI7L",
1367         "colab": {
1368           "base_uri": "https://localhost:8080/",
1369           "height": 687
1370         },
1371         "outputId": "dd987593-b3fe-40b9-aa18-df10e47d85f6"
1372       },
1373       "outputs": [
1374         {
1375           "output_type": "stream",
1376           "name": "stdout",
1377           "text": [
1378             "Model: \"model\"\n",
1379             "_________________________________________________________________\n",
1380             " Layer (type)                Output Shape              Param #   \n",
1381             "=================================================================\n",
1382             " input_1 (InputLayer)        [(None, 3, 2)]            0         \n",
1383             "                                                                 \n",
1384             " simple_rnn (SimpleRNN)      (None, 5)                 40        \n",
1385             "                                                                 \n",
1386             " dense (Dense)               (None, 1)                 6         \n",
1387             "                                                                 \n",
1388             "=================================================================\n",
1389             "Total params: 46\n",
1390             "Trainable params: 46\n",
1391             "Non-trainable params: 0\n",
1392             "_________________________________________________________________\n",
1393             "None\n",
1394             "0 : wx shape= (2, 5)\n",
1395             "1 : wh shape= (5, 5)\n",
1396             "2 : bh shape= (5,)\n",
1397             "3 : wy shape= (5, 1)\n",
1398             "4 : by shape= (1,)\n"
1399           ]
1400         },
1401         {
1402           "output_type": "execute_result",
1403           "data": {
1404             "text/plain": [
1405               "<IPython.core.display.Image object>"
1406             ],
1407             "image/png": "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\n"
1408           },
1409           "metadata": {},
1410           "execution_count": 20
1411         }
1412       ],
1413       "source": [
1414         "# Demo example\n",
1415         "hidden=5\n",
1416         "features=2\n",
1417         "timesteps=3\n",
1418         "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n",
1419         "                        input_shape=(timesteps,features), \n",
1420         "                        activation=['linear', 'linear'])\n",
1421         "print(demo_model.summary())\n",
1422         "w = demo_model.get_weights()\n",
1423         "#print(len(w),' weight arrays:',w)\n",
1424         "wname=('wx','wh','bh','wy','by','wz','bz')\n",
1425         "for i in range(len(w)):\n",
1426         "  print(i,':',wname[i],'shape=',w[i].shape)\n",
1427         "wx, wh, bh, wy, by = w\n",
1428         "plot_model(demo_model, to_file='model_plot.png', \n",
1429         "  show_shapes=True, show_layer_names=True,\n",
1430         "  expand_nested=True,)"
1431       ]
1432     },
1433     {
1434       "cell_type": "markdown",
1435       "metadata": {
1436         "id": "uFVQdXL0fODX"
1437       },
1438       "source": [
1439         "The input layer here is just a formality. The input of the hidden layer `simple_rnn` consist of vector passed by the input layer, followed by its own output from the previous time step.\n",
1440         "\n",
1441         "Now let’s do a simple experiment to see how the layers from a SimpleRNN and Dense layer produce an output. Keep this figure in view.\n",
1442         "<img src=\"https://machinelearningmastery.com/wp-content/uploads/2021/09/rnnCode1.png\">"
1443       ]
1444     },
1445     {
1446       "cell_type": "markdown",
1447       "metadata": {
1448         "id": "TcxvQPo1hYip"
1449       },
1450       "source": [
1451         "We’ll input x for three time steps and let the network generate an output. The values of the hidden units at time steps 1, 2 and 3 will be computed. $h(0)$ is initialized to the zero vector. The output $o(3)$ is computed from $h(3)$ and $w(3)$. An activation function is linear, $f(x)=x$, so the update of  $h(k)$  and the output $o(k)$ are given by\n",
1452         "\\begin{align*}\n",
1453         "h\\left(  0\\right)  = &0  \\\\\n",
1454         "h\\left(  k+1\\right)  =& \n",
1455         "x\\left(  k\\right) w_{x}\n",
1456         "  +h(k) w_{h}  + b_{h}\\\\\n",
1457         "o(k+1)=& h(k+1)w_{y} + b_y\n",
1458         "\\end{align*}"
1459       ]
1460     },
1461     {
1462       "cell_type": "code",
1463       "execution_count": 21,
1464       "metadata": {
1465         "id": "fqL5TEfpml7q",
1466         "colab": {
1467           "base_uri": "https://localhost:8080/"
1468         },
1469         "outputId": "af1ea3e4-2c47-4edb-f53e-3cec658d7c9a"
1470       },
1471       "outputs": [
1472         {
1473           "output_type": "stream",
1474           "name": "stdout",
1475           "text": [
1476             "test input x= tf.Tensor(\n",
1477             "[[[ 0  1]\n",
1478             "  [ 2  3]\n",
1479             "  [ 4  5]]\n",
1480             "\n",
1481             " [[ 6  7]\n",
1482             "  [ 8  9]\n",
1483             "  [10 11]]\n",
1484             "\n",
1485             " [[12 13]\n",
1486             "  [14 15]\n",
1487             "  [16 17]]\n",
1488             "\n",
1489             " [[18 19]\n",
1490             "  [20 21]\n",
1491             "  [22 23]]], shape=(4, 3, 2), dtype=int32)\n",
1492             "model.predict start\n",
1493             "model.predict end\n",
1494             "Prediction from network  [[ 1.4757648]\n",
1495             " [10.03252  ]\n",
1496             " [18.589275 ]\n",
1497             " [27.146034 ]]\n",
1498             "Prediction from our computation  [[ 1.47576458]\n",
1499             " [10.03252027]\n",
1500             " [18.58927596]\n",
1501             " [27.14603165]]\n"
1502           ]
1503         }
1504       ],
1505       "source": [
1506         "# Reshape the input to sample_size x time_steps x features \n",
1507         "samples=4   # number of samples\n",
1508         "x = tf.reshape(tf.range(samples*timesteps*features),[samples,timesteps,features]) \n",
1509         "print('test input x=',x)\n",
1510         "print('model.predict start')\n",
1511         "y_pred_model = demo_model.predict(x)\n",
1512         "print('model.predict end')\n",
1513         "\n",
1514         "o3=np.zeros([samples,1])\n",
1515         "for i in range(samples):\n",
1516         "  h_0 = np.zeros(hidden)\n",
1517         "  h_1 = np.dot(x[i,0,:], wx) + np.dot(h_0,wh) + bh\n",
1518         "  h_2 = np.dot(x[i,1,:], wx) + np.dot(h_1,wh) + bh\n",
1519         "  h_3 = np.dot(x[i,2,:], wx) + np.dot(h_2,wh) + bh\n",
1520         "  o3[i,0] = np.dot(h_3, wy) + by\n",
1521         "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n",
1522         "\n",
1523         "print(\"Prediction from network \", y_pred_model)\n",
1524         "print(\"Prediction from our computation \", o3)"
1525       ]
1526     },
1527     {
1528       "cell_type": "markdown",
1529       "metadata": {
1530         "id": "6qdqOFCvhQL1"
1531       },
1532       "source": [
1533         "The result is the same."
1534       ]
1535     },
1536     {
1537       "cell_type": "markdown",
1538       "metadata": {
1539         "id": "AkyiGlZF0WrM"
1540       },
1541       "source": [
1542         "#### Training and forecasting with the RNN"
1543       ]
1544     },
1545     {
1546       "cell_type": "markdown",
1547       "metadata": {
1548         "id": "e265QFwlw22_"
1549       },
1550       "source": [
1551         "We are given a sequence `x` of inputs size `[train_steps+forecast_steps,features]` and want to train a model so that at step `i` in `range(train_steps)`, the model returns close to `features[i,:]`. The trained model then returns for `i` in `range(train_steps,train_steps+forecast_steps)` a forecast `features[i,:]`."
1552       ]
1553     },
1554     {
1555       "cell_type": "code",
1556       "execution_count": 22,
1557       "metadata": {
1558         "id": "owX7OTg-RnMA"
1559       },
1560       "outputs": [],
1561       "source": [
1562         "def staircase(x,y,timesteps,trainsteps):\n",
1563         "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1564         "  # y [trainsteps,outputs]\n",
1565         "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1566         "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1567         "  print('shape x = ',x.shape)\n",
1568         "  print('shape y = ',y.shape)\n",
1569         "  print('timesteps=',timesteps)\n",
1570         "  print('trainsteps=',trainsteps)\n",
1571         "  outputs = y.shape[1]\n",
1572         "  features = x.shape[1]\n",
1573         "  forecaststeps = x.shape[0]-trainsteps\n",
1574         "  samples = trainsteps-timesteps+1\n",
1575         "  print('staircase: samples=',samples,'timesteps=',timesteps,'features=',features)\n",
1576         "  x_train = np.empty([samples, timesteps, features])\n",
1577         "  y_train = np.empty([samples, outputs])  # only the last\n",
1578         "  for i in range(samples):\n",
1579         "    for j in range(features):\n",
1580         "      for k in range(timesteps):\n",
1581         "        x_train[i,k,j] = x[i+k,j]\n",
1582         "    for j in range(outputs):\n",
1583         "      y_train[i,j] = y[i+timesteps-1,j]\n",
1584         "  return x_train, y_train"
1585       ]
1586     },
1587     {
1588       "cell_type": "code",
1589       "execution_count": 23,
1590       "metadata": {
1591         "id": "FzOotSFf-tPR"
1592       },
1593       "outputs": [],
1594       "source": [
1595         "def seq2batches(x,y,timesteps,trainsteps):\n",
1596         "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1597         "  # y [trainsteps,outputs]\n",
1598         "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1599         "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1600         "  print('shape x = ',x.shape)\n",
1601         "  print('shape y = ',y.shape)\n",
1602         "  print('timesteps=',timesteps)\n",
1603         "  print('trainsteps=',trainsteps)\n",
1604         "  outputs = y.shape[1]\n",
1605         "  features = x.shape[1]\n",
1606         "  samples= trainsteps - timesteps + 1\n",
1607         "  print('samples=',samples)\n",
1608         "  x_train = np.empty([samples, timesteps, features])\n",
1609         "  y_train = np.empty([samples, timesteps, outputs])  # only the last\n",
1610         "  print('samples=',samples,' timesteps=',timesteps,\n",
1611         "        ' features=',features,' outputs=',outputs)\n",
1612         "  for i in range(samples):\n",
1613         "    for k in range(timesteps):\n",
1614         "      for j in range(features):\n",
1615         "        x_train[i,k,j] = x[i+k,j]\n",
1616         "      for j in range(outputs):\n",
1617         "        y_train[i,k,j] = y[i+k,j]  # return sequences\n",
1618         "  return x_train, y_train"
1619       ]
1620     },
1621     {
1622       "cell_type": "code",
1623       "execution_count": 24,
1624       "metadata": {
1625         "id": "Kg7wSrkk-HrE",
1626         "colab": {
1627           "base_uri": "https://localhost:8080/"
1628         },
1629         "outputId": "a013f36d-d69d-41ad-add1-22db157baf9e"
1630       },
1631       "outputs": [
1632         {
1633           "output_type": "stream",
1634           "name": "stdout",
1635           "text": [
1636             "test preprocessing for RNN\n",
1637             "x= tf.Tensor(\n",
1638             "[[0]\n",
1639             " [1]\n",
1640             " [2]\n",
1641             " [3]\n",
1642             " [4]], shape=(5, 1), dtype=int32)\n",
1643             "y= tf.Tensor(\n",
1644             "[[0]\n",
1645             " [1]\n",
1646             " [2]\n",
1647             " [3]\n",
1648             " [4]], shape=(5, 1), dtype=int32)\n",
1649             "shape x =  (5, 1)\n",
1650             "shape y =  (5, 1)\n",
1651             "timesteps= 3\n",
1652             "trainsteps= 5\n",
1653             "staircase: samples= 3 timesteps= 3 features= 1\n",
1654             "x_train= [[[0.]\n",
1655             "  [1.]\n",
1656             "  [2.]]\n",
1657             "\n",
1658             " [[1.]\n",
1659             "  [2.]\n",
1660             "  [3.]]\n",
1661             "\n",
1662             " [[2.]\n",
1663             "  [3.]\n",
1664             "  [4.]]]\n",
1665             "y_train= [[2.]\n",
1666             " [3.]\n",
1667             " [4.]]\n",
1668             "shape x =  (5, 1)\n",
1669             "shape y =  (5, 1)\n",
1670             "timesteps= 3\n",
1671             "trainsteps= 5\n",
1672             "samples= 3\n",
1673             "samples= 3  timesteps= 3  features= 1  outputs= 1\n",
1674             "x_train= [[[0.]\n",
1675             "  [1.]\n",
1676             "  [2.]]\n",
1677             "\n",
1678             " [[1.]\n",
1679             "  [2.]\n",
1680             "  [3.]]\n",
1681             "\n",
1682             " [[2.]\n",
1683             "  [3.]\n",
1684             "  [4.]]]\n",
1685             "y_train= [[[0.]\n",
1686             "  [1.]\n",
1687             "  [2.]]\n",
1688             "\n",
1689             " [[1.]\n",
1690             "  [2.]\n",
1691             "  [3.]]\n",
1692             "\n",
1693             " [[2.]\n",
1694             "  [3.]\n",
1695             "  [4.]]]\n"
1696           ]
1697         }
1698       ],
1699       "source": [
1700         "print('test preprocessing for RNN')\n",
1701         "trainsteps=5\n",
1702         "features=1\n",
1703         "outputs=1\n",
1704         "timesteps=3\n",
1705         "x = tf.reshape(tf.range(trainsteps*features),[trainsteps,features])\n",
1706         "y = tf.reshape(tf.range(trainsteps*outputs),[trainsteps,outputs])\n",
1707         "print('x=',x)\n",
1708         "print('y=',y)\n",
1709         "x_train, y_train = staircase(x,y,timesteps,trainsteps)\n",
1710         "print('x_train=',x_train)\n",
1711         "print('y_train=',y_train)\n",
1712         "x_train, y_train = seq2batches(x,y,timesteps,trainsteps)\n",
1713         "print('x_train=',x_train)\n",
1714         "print('y_train=',y_train)"
1715       ]
1716     },
1717     {
1718       "cell_type": "code",
1719       "source": [
1720         "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.00,process_noise=0.0,DeltaE=0.1) "
1721       ],
1722       "metadata": {
1723         "id": "rHWxqARpSO_f",
1724         "colab": {
1725           "base_uri": "https://localhost:8080/",
1726           "height": 295
1727         },
1728         "outputId": "d64bd078-7995-43e9-f01e-a5114129c3b7"
1729       },
1730       "execution_count": 25,
1731       "outputs": [
1732         {
1733           "output_type": "display_data",
1734           "data": {
1735             "text/plain": [
1736               "<Figure size 1152x288 with 1 Axes>"
1737             ],
1738             "image/png": "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\n"
1739           },
1740           "metadata": {
1741             "needs_background": "light"
1742           }
1743         }
1744       ]
1745     },
1746     {
1747       "cell_type": "code",
1748       "execution_count": 26,
1749       "metadata": {
1750         "id": "vfcxN9JCH5Ku",
1751         "colab": {
1752           "base_uri": "https://localhost:8080/"
1753         },
1754         "outputId": "2922a668-3c0c-4899-db05-cb83f810ea58"
1755       },
1756       "outputs": [
1757         {
1758           "output_type": "stream",
1759           "name": "stdout",
1760           "text": [
1761             "shape x =  (480, 1)\n",
1762             "shape y =  (480, 1)\n",
1763             "timesteps= 1\n",
1764             "trainsteps= 240\n",
1765             "staircase: samples= 240 timesteps= 1 features= 1\n",
1766             "x_train shape= (240, 1, 1)\n",
1767             "y_train shape= (240, 1)\n"
1768           ]
1769         }
1770       ],
1771       "source": [
1772         "scale=False\n",
1773         "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
1774         "Et = np.reshape(E,[E.shape[0],1])\n",
1775         "datat = np.reshape(data,[data.shape[0],1])\n",
1776         "if scale:\n",
1777         "  scalerx = MinMaxScaler()\n",
1778         "  scalerx.fit(Et)\n",
1779         "  Et = scalerx.transform(Et)\n",
1780         "  scalery = MinMaxScaler()\n",
1781         "  scalery.fit(datat)\n",
1782         "  datat = scalery.transform(datat)\n",
1783         "x_train, y_train = staircase(Et,datat,timesteps=1,trainsteps=h2)\n",
1784         "print('x_train shape=',x_train.shape)\n",
1785         "samples, timesteps, features = x_train.shape\n",
1786         "print('y_train shape=',y_train.shape)"
1787       ]
1788     },
1789     {
1790       "cell_type": "code",
1791       "execution_count": 27,
1792       "metadata": {
1793         "id": "PaHfJW7mSJE1"
1794       },
1795       "outputs": [],
1796       "source": [
1797         "def create_RNN_2(hidden_units, dense_units, activation, stateful=False, \n",
1798         "                 batch_shape=None, input_shape=None, dense_layers=1,\n",
1799         "                 rnn_layers=1,return_sequences=False):\n",
1800         "    if stateful:\n",
1801         "      inputs = tf.keras.Input(batch_shape=batch_shape)\n",
1802         "    else:\n",
1803         "      inputs = tf.keras.Input(shape=input_shape)\n",
1804         "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1805         "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1806         "    x = inputs\n",
1807         "    for i in range(rnn_layers):\n",
1808         "      x = tf.keras.layers.SimpleRNN(hidden_units,activation=activation[0],\n",
1809         "              stateful=stateful,return_sequences=return_sequences)(x)\n",
1810         "    # x = tf.keras.layers.Dense(hidden_units, activation=activation[1])(x)\n",
1811         "    for i in range(dense_layers):\n",
1812         "      x = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1813         "    model = tf.keras.Model(inputs=inputs, outputs=x)\n",
1814         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1815         "    return model\n",
1816         "    model_fit=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n",
1817         "                        batch_shape=(samples, timesteps, features),stateful = True,\n",
1818         "                        activation=activation,dense_layers=dense_layers)\n",
1819         "    print(model_fit.summary())\n",
1820         "    # same model for prediction on the entire dataset\n",
1821         "    model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
1822         "                        input_shape=(None,features),stateful = False,\n",
1823         "                        activation=activation,dense_layers=dense_layers)\n",
1824         "    print(model_predict.summary())\n",
1825         "    return model_fit, model_predict"
1826       ]
1827     },
1828     {
1829       "cell_type": "code",
1830       "source": [
1831         "# the simplest model possible\n",
1832         "activation=['linear','linear']\n",
1833         "hidden_units=1\n",
1834         "dense_units=1\n",
1835         "dense_layers=1\n",
1836         "features=1\n",
1837         "hours=Et.shape[0]\n",
1838         "# statefull model version for traning\n",
1839         "model_fit=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n",
1840         "                        batch_shape=(samples,timesteps,features), stateful=True,\n",
1841         "                        activation=activation,dense_layers=dense_layers)\n",
1842         "# same model stateless for prediction on the entire dataset - to start onlg\n",
1843         "# the real application will switch to prediction after training data end\n",
1844         "# and start from the state there\n",
1845         "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
1846         "                        input_shape=(hours,features),stateful = False,\n",
1847         "                        return_sequences=True,\n",
1848         "                        activation=activation,dense_layers=dense_layers)\n",
1849         "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
1850         "#                        activation=['linear', 'linear'])\n",
1851         "print(model_predict.summary())\n",
1852         "from keras.utils.vis_utils import plot_model\n",
1853         "plot_model(model_predict, to_file='model_plot.png', \n",
1854         "           show_shapes=True, show_layer_names=True)"
1855       ],
1856       "metadata": {
1857         "id": "ZjJxHiEVL5sJ",
1858         "colab": {
1859           "base_uri": "https://localhost:8080/",
1860           "height": 598
1861         },
1862         "outputId": "813d50b2-ae8e-426a-bcdd-36e172f11c3e"
1863       },
1864       "execution_count": 28,
1865       "outputs": [
1866         {
1867           "output_type": "stream",
1868           "name": "stdout",
1869           "text": [
1870             "Model: \"model_2\"\n",
1871             "_________________________________________________________________\n",
1872             " Layer (type)                Output Shape              Param #   \n",
1873             "=================================================================\n",
1874             " input_3 (InputLayer)        [(None, 480, 1)]          0         \n",
1875             "                                                                 \n",
1876             " simple_rnn_2 (SimpleRNN)    (None, 480, 1)            3         \n",
1877             "                                                                 \n",
1878             " dense_2 (Dense)             (None, 480, 1)            2         \n",
1879             "                                                                 \n",
1880             "=================================================================\n",
1881             "Total params: 5\n",
1882             "Trainable params: 5\n",
1883             "Non-trainable params: 0\n",
1884             "_________________________________________________________________\n",
1885             "None\n"
1886           ]
1887         },
1888         {
1889           "output_type": "execute_result",
1890           "data": {
1891             "text/plain": [
1892               "<IPython.core.display.Image object>"
1893             ],
1894             "image/png": "iVBORw0KGgoAAAANSUhEUgAAAesAAAEnCAYAAACJ2WtuAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzde1xU9bo/8M8gw9ycARS5iKJcvOQlrbQE5ZjVtoytqYDgpba2MzGN8EIIiJGiibiVI8pupx47W0sBNS2U2ifdaublZb80DdOMQvGCgCLXQW7P7w8P6zgODDPD3MDn/XrNH675rrWeNd+v8zDr8n1ERERgjDHGmK3KsrN2BIwxxhjTjZM1Y4wxZuM4WTPGGGM2jpM1Y4wxZuPsH11w8uRJrFu3zhqxMMYYY4+9rKwsrWVav6wLCgqwe/duiwTE2ubUqVM4deqUtcNoV65fv87jm5kMjydmSrrGk+jRR7cyMzMRFhYGfqLL9oWGhgJo/q8w1jwe38yUeDwxU9IxnvjRLcYYY8zWcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGWSVZHzx4EI6Ojvjqq6+ssXuTSU5ORv/+/SGTyaBQKNC/f38kJCSgvLzc2qEZpKP0B2OMdVRWSdYd5TGH7777DrNnz8a1a9dw+/ZtrFixAsnJyQgJCbF2aAbpKP3BGGMdlVWSdVBQEMrKyjB+/Hhr7F6DWq1GQECAUes6ODhg3rx56NatGzp37ozQ0FBMnDgR//M//4Nbt26ZOFLz6Sj9wRhjHZXWdKOPm61bt6KoqMiodffu3au1zNPTEwBQWVnZprgeV23pD8YY66gs/sv6+PHj8PLygkgkwsaNGwEA6enpUCgUkMvl2L9/P8aNGweVSoUePXpg586dwrobNmyAVCqFq6srIiIi4OHhAalUioCAAJw+fVpoFxkZCQcHB7i7uwvL5s2bB4VCAZFIhJKSEgBAVFQUFi1ahLy8PIhEIvj5+bX5+K5cuQInJyf06tWrzduyhPbQH19//TVUKhVWrlxpiY+EMcZsDz0iIyODmllsUgUFBQSA0tLShGXx8fEEgA4dOkRlZWVUVFREgYGBpFAoqLa2Vmg3Z84cUigUdPHiRaqpqaHc3FwaPnw4KZVKunbtmtBu+vTp5ObmprHflJQUAkDFxcXCsuDgYPL19W3T8dTW1tL169cpLS2NJBIJbd++vU3b01dISAiFhIS0eTu23h/Z2dmkVCpp+fLlbT5WS4xv9vjg8cRMScd4yrS5R7cCAgKgUqnQrVs3hIeHo6qqCteuXdNoY29vjyeeeAISiQQDBgxAeno6KioqsG3bNqvE3LNnT/To0QOJiYlYs2YNwsLCrBKHOdhCfwQFBaG8vBwJCQkm2R5jjLU3NpesH+bg4AAAqKur09lu2LBhkMvluHTpkiXC0lJQUICioiJ8/vnn+O///m889dRTHfK6a3vpD8YY62hsOlkbQiKRoLi42Cr7FovF6NatG8aOHYtdu3YhNzcXq1atskostsKa/cEYYx1Nh0jWdXV1uHfvHnr06GHtUODn54dOnTohNzfX2qFYjS31B2OMdQQdIlkfOXIERIQRI0YIy+zt7Vs9XdsWd+7cwbRp07SWX7lyBQ0NDejZs6fZ9m3rrNEfjDHWkbXLZN3Y2IjS0lLU19fj/PnziIqKgpeXF2bOnCm08fPzw927d7Fv3z7U1dWhuLgYV69e1dpWly5dcPPmTeTn56OiokLvhKJQKPCvf/0Lhw8fRnl5Oerq6nD27Fn85S9/gUKhwMKFC011uDbP3P2Rk5PDj24xxh5rFk/WGzduxPDhwwEAMTExeO2115Ceno7169cDAJ588kn8/vvv2Lx5MxYtWgQAeOWVV3DlyhVhGzU1NRg8eDBkMhkCAwPRt29f/Pvf/4ZEIhHavPPOOxgzZgymTp2Kfv36YcWKFZDJZAAAf39/FBQUAADmzp0LV1dXDBgwAK+++iru3r2r13FIpVKMHDkSb731Fjw9PaFUKhEaGorevXvj1KlTGDRoUNs/LAvoKP3BGGMdmYhIc2LozMxMhIWF2ex80REREcjKysKdO3esHYrVhYaGAgCysrKsFkN76w9bH9+sfeHxxExJx3jKapenwRsaGqwdAnsI9wdjjJlXu0zW5nLp0iWIRKJWX+Hh4dYOlTHG2GOkXSXruLg4bNu2DWVlZfD29sbu3btNuv3+/fuDiFp97dq1y6T7ba/M3R+2IiIiQuOPtRkzZmi1+fbbbxEbG4s9e/bAx8dHaPv6669rtR07diyUSiU6deqEgQMH4scff7TEYZhMTU0N+vfvj6VLl2q99/nnn2P48OFQKpXo1asXZs2ahcLCQq12x48fx8iRIyGXy+Hh4YGYmBjcv3+/TXE1NjZi/fr1zVZt+/LLL5GcnKx1Fmjfvn0afevi4tKmGPTB40kTjyc9GTA3KbMxppob/HFizPieM2cOdenShXJycujy5ctUU1Oj8f6yZcto/PjxVF5eLizz9fWlrl27EgDKzs7W2mZOTg699tprxh2ElS1cuJAAUHx8vMbyXbt2EQBKTk6me/fu0dmzZ8nHx4eGDh1KdXV1Qruff/6ZZDIZJSQkUGVlJZ04cYJcXFxo1qxZRsf066+/0siRIwkADRkypNk2qampNHr0aCotLRWWNTY20vXr1+nYsWP06quvUteuXQ3aL4+ntuPx9H/a1dzgjNkimUyGV155BX379tW4y3316tXYtWsXMjMzoVQqNdbZsGED7OzsMGfOHJSVlVk6ZLM4ceIEfv7552bf+8c//oHu3bsjOjoajo6OGDp0KBYuXIhz585pVGFbsWIF3N3d8eGHH0KhUMDf3x8xMTH49NNPjZqi9qeffsKSJUswd+5cDB06tMV27733HoYMGYJXX30V9fX1AACRSARPT08EBgaiT58+Bu/bWDyeHuDxpD9O1owZ6bfffkNCQgI+/PBDSKVSrfcDAgIQFRWFGzduYPHixVaI0LTUajWio6ORmpra7PsFBQXw8PCASCQSljVNDtT0TH19fT0OHDiA0aNHa7QbN24ciAj79+83OK4hQ4Zgz549mD59ukbia05iYiLOnTvX4jFYE48nTTyeNHGyZsxIGzZsABFhwoQJLbZJSkpC3759sWXLFnz77bc6t0dEWLdunVDBzNnZGRMnTtT4daBvrXHgwV36y5Ytg5eXF2QyGZ588klkZGQYfbzx8fGYN28eunXr1uz7Pj4+WgVsmq4v+vj4AAB+//13VFZWwsvLS6Odr68vAOD8+fNGx6cPZ2dnjB49GqmpqTb3uBWPJ008njRxsmbMSAcOHEC/fv0gl8tbbCOTyfDpp5/Czs4Os2fPRlVVVYttExMTERsbi/j4eBQVFeHYsWMoKChAYGAgbt++DeDB5DILFiyAWq2GUqlERkYG8vLy4OPjg9mzZ2vMwLdkyRKsWbMG69evx61btzB+/HhMmzYNP/zwg8HH+v333yMvL6/ZKXabxMXFobCwEGlpaaioqEBubi5SU1Px8ssvC1PPNn3ZPnqKVyqVQiaTCcdpTk899RRu3LiBn376yez7MgSPJ008njRxsmbMCFVVVfjjjz+Ev+B18ff3x4IFC5Cfn48lS5Y020atVmPdunWYPHkyZsyYAUdHRwwePBgff/wxSkpK8Mknn2ito6vWeE1NDdLT0zFp0iQEBwfDyckJS5cuhVgsNrjOuFqtRlRUFNLT03W2Gz16NGJiYhAZGQmVSoVBgwahoqICW7ZsEdo03aHbqVMnrfXFYjHUarVBsRmj6VrihQsXzL4vffF40sbjSZN9S288fP6f2TbuK8srKioCEen8FfSwpKQkZGdnY9OmTQgLC9N6Pzc3F5WVlRg2bJjG8uHDh8PBwUHjhprmPFpr/PLly6iurtaY9lYmk8Hd3d3gm27i4uLw9ttvw9PTU2e7+Ph4bNmyBYcOHcJzzz2HoqIiLFmyBP7+/jhx4gR69uwpXIttuiHnYbW1tcIUtObU1GeW+NWlLx5P2ng8aWoxWbflWgSzjKb5uxcsWGDlSNqPkydPmuRmkJqaGgBo9QaUJlKpFNu2bcOoUaPw5ptvIjk5WeP9e/fuAQA6d+6sta6TkxMqKioMiq/p9OjSpUu1nl/18PDQezvHjx/HhQsXsG7dOp3tbt26heTkZMTGxuKFF14AAHh7e2Pz5s1wdnZGSkoKNmzYAHd3dwBAeXm5xvrV1dWoqakxKDZjNX2BN/WhLeDxpInHk7YWk/WUKVPMumPWdk1zgnNfGcYUybrpP6ghU636+/tj4cKFWLt2LVasWKFxU4yTkxMANPslakxt8KabdtavX4+oqCiD1n3Y1q1bcejQIdjZaV8xW7lyJVauXIkzZ86guroaDQ0N6N69u0YblUqFLl26CPXdvb29oVQqtSqu/fbbbwAeFI4xt9raWgCwyK8uffF44vHUGr5mzZgRXF1dIRKJDH7edcWKFejfvz/Onj2rsXzQoEHo3Lmz1s06p0+fRm1tLZ555hmD9tN0ivDcuXMGrfeobdu2ac3gV1xcDODBaUoiwrBhw4Qv/1u3bmmsX1FRgbt37wqP3Njb2+PVV1/FsWPH0NjYKLTLycmBSCTSeSe0qTT1mZubm9n3pS8eTzyeWsPJmjEjyOVy+Pj44Pr16wat13T68tEbYqRSKRYtWoS9e/dix44dKC8vx4ULFzB37lx4eHhgzpw5Bu9n1qxZ2LlzJ9LT01FeXo6GhgZcv35d+AIMDw+Hm5ubSaan9Pb2xpgxY7B582YcO3YMarUaBQUFQtx//etfhbYJCQm4ffs2PvjgA1RVVeHkyZNISUnBzJkz0a9fP6GdKeN7WFOfDR482KTbbQseT5p4PDXDgOnOmI3h6UYNZ+z0kJ6enlrLIyMjSSwWU3V1tbBs79695OvrSwDIxcWF5s+f3+w2o6OjtaaHbGxspJSUFOrTpw+JxWJydnamSZMm0eXLl4U2mzZtIrlcTgCoT58+lJeXR5988gmpVCoCQL169aJff/2ViIju379PMTEx5OXlRfb29tStWzcKDg6m3NxcIiKaNGkSAaBly5YZ9HkUFxc3Oz1kSUkJRUVFkZ+fH0kkEurcuTONHDmSvvjiC61tHD16lJ599lmSSCTk4eFB0dHRWtNu6hvfyZMnaeTIkeTh4UEACAC5u7tTQEAAHT16VKt9UFAQeXp6UmNjo8by9957z2LTjfJ4+j88nv6PrulGOVm3Y5ysDWfKL9crV66Qvb09bd++3VThWVRDQwMFBgbS1q1brR1Ks8wRX0lJCUmlUlq7dq3We9ZO1jyezKudjyeeG5wxfajVanzzzTe4cuWKcEOJn58fli9fjuXLl6OystLKERqmoaEB+/btQ0VFhU2WfDVXfImJiRg6dCgiIyMBPJjl6+bNmzh+/LhwU5Il8HiyrI4wntqcrE+dOoUnnngCdnZ2EIlEcHNzQ1JSkiliM5lHy8y5u7s3W5aOsZbcvXtXKLzw5ptvCstjY2MRGhqK8PDwdlVc4ciRI9izZw9ycnL0frbXkswR37p163Du3DkcPHgQYrEYALB//36h8MKBAwdMsh998HiyrA4xngz4Ga7Tyy+/TAA0yoXZGl9fX3J0dLR2GCbDp8ENZ67LPN988w3FxMSYfLvMNPbt20erVq2i+vp6k26Xx9PjyQrjqWOeBler1c0WDGemZ4nPuj3059ixY7F69Wprh8Fa8NprryE2NrbZaSltEY8n22aN8dQhk/XWrVu1qrUw87DEZ839yRh73JktWetbem3Dhg2QSqVwdXVFREQEPDw8IJVKERAQoDF/bWRkJBwcHITp5QBg3rx5UCgUEIlEKCkpAQBERUVh0aJFyMvLg0gkgp+fn1Hxf/fddxgwYAAcHR0hlUoxePBgfPPNNwCAt956S7j+7evrK0xIMGvWLMjlcjg6OuLLL78EoLus3Jo1ayCXy6FUKlFUVIRFixbB09MTly9fNipmfZAeZfPa8llbqj+//vprqFQqrFy50myfFWOM2QwDzpnr1Nw16/j4eAJAhw4dorKyMioqKqLAwEBSKBRUW1srtJszZw4pFAq6ePEi1dTUUG5uLg0fPpyUSiVdu3ZNaDd9+nRyc3PT2G9KSgoBoOLiYmFZcHAw+fr6asVoyDXrrKwsSkxMpLt379KdO3doxIgRGrfhBwcHU6dOnejGjRsa602bNo2+/PJL4d+LFy8miURCu3fvptLSUoqLiyM7Ozs6c+aMxmf03nvvUVpaGk2ePJl++eUXvWI05pr1smXLyMHBgbZv30737t2j8+fP09NPP00uLi5UWFgotGvLZ22J/szOzialUknLly836Pj50URmSjyemClZ/Zq1rtJrTezt7YVfewMGDEB6ejoqKioMLr9mKiEhIfjggw/g7OyMLl26YMKECbhz544wNd7cuXPR0NCgEV95eTnOnDmDV199FYBhZeVWr16N+fPnY8+ePejfv79ZjsmYsnnGMnd/BgUFoby8HAkJCSbZHmOM2TKLX7N+tPRaS4YNGwa5XG5w+TVzabo1v2mi/RdeeAF9+/bFf/3Xf4GIAAC7du1CeHi4cNOBKcvKmUJby+a1ha31J2OMtSc2fYOZRCIRfsla2oEDB/D888+jW7dukEgkeP/99zXeF4lEiIiIwO+//45Dhw4BAP75z39qzFn7cFm5pmvcIpEIV69eRXV1teUO5n+ZumyeoazZn4wx1p7ZbLKuq6szqpSbsY4dOybUh7527RomTZoEd3d3nD59GmVlZVr1YgFg5syZkEql2LJlCy5fvgyVSoVevXoJ7z9cVo4eqTRz8uRJixzXw0xdNs8Qlu5PxhjrSFqsZ21tR44cARFhxIgRwjJ7e/tWT58b6//9v/8HhUIBALhw4QLq6urwzjvvwMfHB8CDX9KPcnZ2RlhYGHbt2gWlUonZs2drvG+qsnKmYkjZPFN/1pbuT8YY60hs5pd1Y2MjSktLUV9fj/PnzyMqKgpeXl6YOXOm0MbPzw93797Fvn37UFdXh+LiYq2i4wDQpUsX3Lx5E/n5+aioqNCZEOrq6nD79m0cOXJESNZNRdy//fZb1NTU4MqVKy1ez507dy7u37+P7OxsjB8/XuM9fcrKWZIhZfPa+lmbuz9zcnL40S3G2OPDgFvHm3Xq1CkaOHAg2dnZCaXEVq5caVDptTlz5pBYLCZPT0+yt7cnlUpFEydOpLy8PI193blzh8aMGUNSqZS8vb3p3XffpejoaAJAfn5+wmNBP/74I/Xq1YtkMhmNGjWK/v73vwtl5nS99u7dK+wrJiaGunTpQk5OThQaGkobN24kAOTr66vx+BER0VNPPUWxsbHNfj66ysolJyeTTCYjANSzZ0+Dq+0Y8+iWPmXziIz/rAsLC83en4WFhXTw4EFSKpWUlJRk0PHzozbMlHg8MVPS9eiWiOh/b2X+X5mZmQgLC8Mji80qIiICWVlZuHPnjsX2aUpBQUHYuHEjvL29Lbrf0NBQAEBWVpZF99saW+5Pa4xv1nHxeGKmpGM8ZdnMafCmR6Lag4dPq58/fx5SqdTiidrWtaf+ZIwxW2ezN5jZspiYGMydOxdEhFmzZmH79u3WDokxxlgHZvVf1nFxcdi2bRvKysrg7e2N3bt3WzukVsnlcvTv3x8vvfQSEhMTMWDAAGuHZDPaY38yxpits3qyXrVqFe7fvw8iwh9//IGQkBBrh9SqpKQkNDQ04Nq1a1p3gD/u2mN/MsaYrbN6smaMMcaYbpysGWOMMRvHyZoxxhizcZysGWOMMRvX4qNbmZmZloyDGeH69esAuK8M0VRAhT8zZgo8npgp6Srw1OIMZowxxhizvOZmMNNK1oyx9ounv2SsQ7Kd6UYZY4wx1jxO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2ThO1owxxpiN42TNGGOM2Th7awfAGDPO9evX8Ze//AUNDQ3CstLSUiiVSjz//PMabfv164d//OMfFo6QMWYqnKwZa6d69OiBq1evIi8vT+u9o0ePavz7P/7jPywVFmPMDPg0OGPt2BtvvAGxWNxqu/DwcAtEwxgzF07WjLVj06dPR319vc42AwcOxIABAywUEWPMHDhZM9aO+fr64sknn4RIJGr2fbFYjL/85S8WjooxZmqcrBlr59544w106tSp2ffq6+sRGhpq4YgYY6bGyZqxdm7q1KlobGzUWm5nZ4cRI0agd+/elg+KMWZSnKwZa+c8PDwwcuRI2Nlp/ne2s7PDG2+8YaWoGGOmxMmasQ7g9ddf11pGRJg8ebIVomGMmRona8Y6gJCQEI3r1p06dcJLL70EV1dXK0bFGDMVTtaMdQDOzs7405/+JCRsIsKMGTOsHBVjzFQ4WTPWQcyYMUO40UwsFmPixIlWjogxZiqcrBnrICZMmACJRAIAGD9+PDp37mzliBhjpsLJmrEOQqFQCL+m+RQ4Yx2LiIio2TdamBGJMcYYY6YXEhKCrKys5t7K0ll1KyoqCv7+/uaJitm0sLAw7n8DrV+/HgCwYMECq8XQ0NCAjIwMTJs2zWoxsObZwvhgtqtpfLREZ7L29/fHlClTTBoQax/CwsK4/w3U9BextT+zSZMmQSqVWjUGps1WxgezTS38ohbwNWvGOhhO1Ix1PJysGWOMMRvHyZoxxhizcZysGWOMMRvHyZoxxhizcRZJ1gcPHoSjoyO++uorS+wOALB27Vq4urpCJBLh448/tth+rWX58uUYMGAAVCoVJBIJ/Pz88P7776OystKqcVmj7xljrKOxSLJuYd4Vs1q8eDFOnDhh8f1ay+HDhzF//nzk5+ejpKQEq1atQmpqKkJDQ60alzX6njHGOhqdz1mbSlBQEMrKyiyxq8dW586dMWfOHKHq0pQpU7Bnzx5kZmaioKAAPXv2tEpcttT3arUaL7744mP1RxxjrGOwSLJm5pedna21zMXFBQBQXV1t6XBs0tatW1FUVGTtMBhjzGAmOw1+9OhRPPvss5DL5VCpVBg8eDDKy8tx/PhxeHl5QSQSYePGjQCA1NRUKBQK2NnZ4ZlnnoGbmxvEYjEUCgWefvppBAYGomfPnpBKpXBycsL7778v7GfDhg2QSqVwdXVFREQEPDw8IJVKERAQgNOnT7caZ0NDA5YtWwYvLy/IZDI8+eSTyMjIMOhY16xZA7lcDqVSiaKiIixatAienp547733oFAoIJfLsX//fowbNw4qlQo9evTAzp07hfXT09P1atdWN27cgEwmg7e3t8m2aYjm+l7fY9e3nyMjI+Hg4AB3d3dh2bx586BQKCASiVBSUgLgwdS5ixYtQl5eHkQiEfz8/AAAX3/9NVQqFVauXGmJj4QxxoxDLQBAGRkZLb2tobKyklQqFSUnJ5NarabCwkKaPHkyFRcXExFRQUEBAaC0tDRhnQ8++IAA0OnTp6mqqopKSkrolVdeIQB04MABKi4upqqqKoqMjCQAdO7cOWHdOXPmkEKhoIsXL1JNTQ3l5ubS8OHDSalU0rVr14R2V65cIQD097//XVi2ePFikkgktHv3biotLaW4uDiys7OjM2fO6HWsTeLj4wkAvffee5SWlkaTJ0+mX375RVh+6NAhKisro6KiIgoMDCSFQkG1tbVa67fWzlhVVVWkVCopMjLSqPUN6X9dmut7fY9d336ePn06ubm5aew3JSWFAAhjkIgoODiYfH19NdplZ2eTUqmk5cuXt/lYQ0JCKCQkpM3bYR0Tjw+mSyvjI9Mkv6zz8/NRXl6OgQMHQiqVws3NDXv27BFOw+oyYMAAyOVydO3aFVOnTgUAeHl5wcXFBXK5XCj1d+nSJY317O3t8cQTT0AikWDAgAFIT09HRUUFtm3b1uK+ampqkJ6ejkmTJiE4OBhOTk5YunQpxGKxzvV0Wb16NebPn489e/agf//+wvKAgACoVCp069YN4eHhqKqqwrVr17TW17edoVatWgUPDw8kJSW1eVvmos+xG9PPhggKCkJ5eTkSEhJMsj3GGDMHkyRrHx8fuLq6YsaMGUhMTER+fr5R23FwcAAA1NfXC8vEYjEAoK6uTue6w4YNg1wu10rqD7t8+TKqq6sxaNAgYZlMJoO7u7vO9dqq6bhaOwZ927Vm7969yMzMxDfffAOlUtmmbVmKvseuTz8zxlhHY5JkLZPJcPjwYYwaNQorV66Ej48PwsPDoVarTbF5vUkkEhQXF7f4flVVFQBg6dKlEIlEwuvq1asd5iasXbt2YfXq1Thy5Ah69+5t7XDMorV+ZoyxjsZkN5gNHDgQX331FW7evImYmBhkZGRg7dq1ptp8q+rq6nDv3j306NGjxTbdunUD8KBuKBFpvE6ePGmpUM0mLS0NO3bswOHDh9G9e3drh2MW+vQzY4x1NCZJ1jdv3sTFixcBPEiIH330EZ5++mlhmSUcOXIERIQRI0a02KbpDvNz585ZLC5LICLExMTgwoUL2LdvHzp37mztkMymuX62t7dv86UDxhizZSZL1hEREbh06RJqa2tx9uxZXL16VWfibKvGxkaUlpaivr4e58+fR1RUFLy8vDBz5swW15FKpZg1axZ27tyJ9PR0lJeXo6GhAdevX8etW7fMFqu5Xbx4EWvWrMHmzZshFos1TvGLRCKLnuEwNX362c/PD3fv3sW+fftQV1eH4uJiXL16VWtbXbp0wc2bN5Gfn4+KigrU1dUhJyeHH91ijNm+lu4ThwGP7uTn51NAQAA5OztTp06dqHv37hQfH0/19fWUlpZG7u7uBIDkcjlNmDCBUlNTSS6XEwDq3bs3fffdd7R69WpydHQkAOTm5kafffYZ7dq1i9zc3AgAOTs7086dO/ZFT3IAACAASURBVInowSM9YrGYPD09yd7enlQqFU2cOJHy8vKEmP72t78J6yoUCpo8eTIREd2/f59iYmLIy8uL7O3tqVu3bhQcHEy5ubl6HSsRUXJyMslkMgJAPXv2pO3btxMR0aZNm4Tj6tOnD+Xl5dEnn3xCKpWKAFCvXr3o119/1budvi5cuEAAWnylpKTova0mhvR/S5rre0OOXZ9+JiK6c+cOjRkzhqRSKXl7e9O7775L0dHRBID8/PyEx7x+/PFH6tWrF8lkMho1ahQVFhbSwYMHSalUUlJSUpuOlYgfzWG68fhgurT26JaIqPnJm0UiETIyMjBlyhSz/aFgrIiICGRlZeHOnTvWDqXDsoX+b2/93DQPe1ZWlpUjYbaIxwfTpZXxkdVuS2Q2NDRYOwRmAdzPjDHG9awFly5d0rrW29wrPDz8sYyHmd+3336L2NhY7NmzBz4+PkIfv/7661ptx44dC6VSiU6dOmHgwIH48ccfrRCx8WpqatC/f38sXbpU673PP/8cw4cPh1KpRK9evTBr1iwUFhZqtTt+/DhGjhwJuVwODw8PxMTE4P79+22Kq7GxEevXr0dAQIDWe19++SWSk5Ot9gckj48HHtvx0dIJcphouklTi42NJQcHB+F6d1ZWlrVD6pCs3f/tsZ/bck1y2bJlNH78eCovLxeW+fr6UteuXQkAZWdna62Tk5NDr732mtHxWtPChQsJAMXHx2ss37VrFwGg5ORkunfvHp09e5Z8fHxo6NChVFdXJ7T7+eefSSaTUUJCAlVWVtKJEyfIxcWFZs2aZXRMv/76K40cOZIA0JAhQ5ptk5qaSqNHj6bS0lKDt8/jQ388PrRktrtkzSyD+99wxn4Zf/TRR9S3b19Sq9Uay319femzzz4jOzs78vT0pHv37mm8316/jL///nsaO3Zss1/GY8aMoe7du1NjY6OwbOPGjQSAjh8/LiwLCwsjb29vjXYpKSkkEonol19+MTimc+fO0eTJk2nHjh00dOjQFr+MiYgiIyPJ399fIznog8eHfnh8NMs0c4Mzxozz22+/ISEhAR9++CGkUqnW+wEBAYiKisKNGzewePFiK0RoWmq1GtHR0UhNTW32/YKCAnh4eEAkEgnLmmqxNz2OV19fjwMHDmD06NEa7caNGwciwv79+w2Oa8iQIdizZw+mT58OiUSis21iYiLOnTvX4jGYEo8PTY/z+OBkzZgVbdiwAUSECRMmtNgmKSkJffv2xZYtW/Dtt9/q3B4RYd26dULxE2dnZ0ycOFFjLnVDSrSaoqTsw+Lj4zFv3jxhNsFH+fj4aNUcb7oe6ePjAwD4/fffUVlZCS8vL412vr6+AIDz588bHZ8+nJ2dMXr0aKSmpoKaf5jGZHh8aHqcxwcna8as6MCBA+jXrx/kcnmLbWQyGT799FPY2dlh9uzZwhz3zUlMTERsbCzi4+NRVFSEY8eOoaCgAIGBgbh9+zYA4J133sGCBQugVquhVCqRkZGBvLw8+Pj4YPbs2RqzwS1ZsgRr1qzB+vXrcevWLYwfPx7Tpk3DDz/8YPCxfv/998jLy8O0adNabBMXF4fCwkKkpaWhoqICubm5SE1NxcsvvyxMstT05fxokRqpVAqZTCYcpzk99dRTuHHjBn766Sez7ofHh6bHeXxwsmbMSqqqqvDHH38If/Hr4u/vjwULFiA/Px9Llixpto1arca6deswefJkzJgxA46Ojhg8eDA+/vhjlJSU4JNPPtFaR1eZUlOWlFWr1YiKikJ6errOdqNHj0ZMTAwiIyOhUqkwaNAgVFRUYMuWLUKbpjt6O3XqpLW+WCy2SAGhPn36AAAuXLhgtn3w+ND2OI8Pe11vdoTiFsx43P+GuX79ukEFRoqKikBEOn81PSwpKQnZ2dnYtGkTwsLCtN7Pzc1FZWUlhg0bprF8+PDhcHBwwOnTp3Vu/9EypaYsKRsXF4e3334bnp6eOtvFx8djy5YtOHToEJ577jkUFRVhyZIl8Pf3x4kTJ4T5/QHNUrpNamtrIZPJDIrNGE19Zs5faTw+tD3O40Nnsk5NTbXITRTMNnH/Gy4kJETvtjU1NQDQ6g0rTaRSKbZt24ZRo0bhzTffRHJyssb79+7dA4BmC7k4OTmhoqJC79gAzZKyjz7v6uHhofd2jh8/jgsXLmDdunU62926dQvJycmIjY3FCy+8AADw9vbG5s2b4ezsjJSUFGzYsAHu7u4AgPLyco31q6urUVNTY1Bsxmr6wm/qQ3Pg8aHpcR8fOk+DZ2RkaJWS5Nfj8eL+N/xlSKIG/u8/tCGTKPj7+2PhwoW4cuUKVqxYofGek5MTADT7pWtMWVFTlZTdunUrDh06BDs7O2Eij6Ztr1y5EiKRCD/88AOuXLmChoYGrfKuKpUKXbp0QW5uLoAHX9BKpVKrWMtvv/0GAHjyyScNOk5j1NbWAoBZf6Xx+ODx8TC+Zs2Ylbi6ukIkEqGsrMyg9VasWIH+/fvj7NmzGssHDRqEzp07a93cc/r0adTW1uKZZ54xaD+mKim7bds2rS/z4uJiAA9OaxIRhg0bJiSLRyvgVVRU4O7du8IjOvb29nj11Vdx7NgxNDY2Cu1ycnIgEol03jltKk195ubmZrZ98Pjg8fEwTtaMWYlcLoePjw+uX79u0HpNpzsfvYFGKpVi0aJF2Lt3L3bs2IHy8nJcuHABc+fOhYeHB+bMmWPwflorKRseHg43NzeTTGfp7e2NMWPGYPPmzTh27BjUajUKCgqEuP/6178KbRMSEnD79m188MEHqKqqwsmTJ5GSkoKZM2eiX79+QjtTxvewpj4bPHiwSbf7MB4fmh778UEtAM9g9Vjj/jecMTNURUZGklgspurqamHZ3r17ydfXlwCQi4sLzZ8/v9l1o6OjtWaoamxspJSUFOrTpw+JxWJydnamSZMm0eXLl4U2hpQpba2k7KRJkwgALVu2zKDjLi4ubnaGqpKSEoqKiiI/Pz+SSCTUuXNnGjlyJH3xxRda2zh69Cg9++yzJJFIyMPDg6Kjo6mmpkajjb7xnTx5kkaOHEkeHh5CaVl3d3cKCAigo0eParUPCgoiT09PjRmyWsPjQ388PrTwdKOsedz/hjPmy/jKlStkb28v1ERvbxoaGigwMJC2bt1q7VCaZY74SkpKSCqV0tq1aw1aj8eH7WlH44OnG2XMmvz8/LB8+XIsX74clZWV1g7HIA0NDdi3bx8qKipssvqbueJLTEzE0KFDERkZabJttoTHh/m0t/HByZoxK4uNjUVoaCjCw8MNvpnImo4cOYI9e/YgJydH72eBLckc8a1btw7nzp3DwYMHIRaLTbLN1vD4MI/2Nj4skqx/+uknhIeHw9vbGxKJBC4uLhgyZAiSkpI02h08eBCOjo746quvLBEWAGDt2rXCXZcff/yxXus8Wk+26SWVSuHt7Y0333wTf/zxh8519K1B+zjUrmUPHlGJjIzERx99ZO1Q9Pbiiy/is88+E55rtTWmjm///v24f/8+jhw5AmdnZ5NsU188Pkyv3Y2Plk6Qw0TXLM+fP09yuZzee+89+uOPP0itVtPly5fp/fffpxdffFGjbXZ2NqlUKvryyy/bvF9DXLlyhQDQ3//+d4PW8/X1JUdHRyJ6cO3j9u3b9M9//pPkcjm5urpSSUlJs+sYU4PW0rVrTdX/j5O21CtmHR+PD6aL1a9Zr127Fk5OTkhNTUXv3r0hlUrRt29frFixQuuB8aCgIJSVlWH8+PHmDsvk7Ozs4Orqitdffx3z589HUVFRixVwNmzYADs7O8yZM8eg01rGrtceqdVqBAQEtPt9MMaYKZg9Wd+5cwdlZWW4e/euxnIHBweLnu62JD8/PwD/V/3lUcbWoO1otWt12bp1q1YpvPa4D8YYMwWzJ+vhw4ejqqoKL7zwAr7//vsW2x0/fhxeXl4QiUTYuHEjgAdzUysUCtjZ2eGZZ56Bm5sbxGIxFAoFnn76aQQGBgqz6Dg5OeH9998XtrdhwwZIpVK4uroiIiICHh4ekEqlCAgIaHXCeqBtdVqvXLkC4EHB8pYYUoPWFOuZG1HrdXIjIyPh4OCgcY1o3rx5UCgUEIlEKCkpAQBERUVh0aJFyMvLg0gkgp+fn9792ZZ9AMDXX38NlUqFlStXmvXzYowxg7R0ghwmumZZXV1Nw4YNEx4kHzBgACUnJ9OdO3e02hYUFBAASktLE5Z98MEHBIBOnz5NVVVVVFJSQq+88goBoAMHDlBxcTFVVVVRZGQkAaBz584J686ZM4cUCgVdvHiRampqKDc3l4YPH05KpZKuXbsmtGvumvXixYtJIpHQ7t27qbS0lOLi4sjOzo7OnDkjtHn4mjURUWlpKX366ackl8spKCio2c/D19eX/vjjDyIiOnHiBNnZ2VHv3r2psrKSiHRfszZmPWMZ2v/Lli0jBwcH2r59O927d4/Onz9PTz/9NLm4uFBhYaHQbvr06eTm5qaxbkpKCgGg4uJiYVlwcDD5+vpqtNO3P9uyj+zsbFIqlbR8+XK9j70JX5NkuvD4YLpY/Zq1TCbDiRMn8J//+Z/o378/Ll68iJiYGDzxxBM4evSo3tsZMGAA5HI5unbtiqlTpwIAvLy84OLiArlcjhkzZgCAVmk2e3t74dfegAEDkJ6ejoqKCp31Vg2p01pWVibcqe3s7IxZs2YhLi4OX3zxRavHpE8NWlOuZy7G1Mk1ljH9aYigoCCUl5cjISHBJNtjjDFTsMijW2KxGJGRkfjll19w6tQpTJw4EUVFRQgNDUVpaanB22uqq/pwvdKmZ9qaaq22ZNiwYZDL5TrrrRpSp9XR0VGYfD46OhpEBEdHR72fsUtKSkK/fv2wadMmHD9+XK912rKeObS1Tm5b6NOfjDHW3ll8UpTnnnsOX3zxBebOnYvi4mL8+9//tnQIkEgkQlWX5jxcp/Xh56ivXr2K6urqFtdLSEiAu7s74uLiUFBQoFcsTZPui0QivPnmm1Cr1WZdzxxMXSfXUK31J2OMtXdmT9bBwcEav4CbNE3uoSv5mUNdXV2rtVuNrdOqVCqxevVqVFRU4J133tE7Jl01aM2xnqmZuk6uIfTpT8YYa+/Mnqzv37+Pixcvai2/fPkyAMsUAn/YkSNHQEQYMWJEi23aUqf1jTfewHPPPYfs7GxkZmbqvV5LNWjNtZ4pGVIn197evtVLFYZorj9NvQ/GGLM2i5wGnzRpEjIzM3Hv3j2UlZVh//79WLJkCV577TWzJ+vGxkaUlpaivr4e58+fR1RUFLy8vDBz5swW19GnTmtLRCIRNmzYAJFIhMjISL2vybdUg9Zc65mSIXVy/fz8cPfuXezbtw91dXUoLi7G1atXtbbZpUsX3Lx5E/n5+aioqBCSrz792ZZ95OTk8KNbjDHb09J94jDRo1v/+te/KCwsjHx9fUkikZCDgwP169ePEhMTNWqLpqWlkbu7OwEguVxOEyZMoNTUVKGuau/evem7776j1atXk6OjIwEgNzc3+uyzz2jXrl3k5uZGAMjZ2Zl27txJRA8e9RGLxeTp6Un29vakUqlo4sSJlJeXJ+z3b3/7m7CuQqGgyZMnE5HuOq3ff/899e3bV3gcrXv37hQREaFx3DNnziQA5OTkRB999JHRNWjbUru2LQztf33q5BIR3blzh8aMGUNSqZS8vb3p3XffpejoaAJAfn5+wiNYP/74I/Xq1YtkMhmNGjWKCgsL9erPtu7j4MGDpFQqKSkpyeDPjB/NYbrw+GC6tPboloiIqLkkLhKJkJGRgSlTppj/LwYziYiIQFZWFu7cuWPtUNodW+x/W+/P0NBQAEBWVpaVI2G2iMcH06WV8ZHV4UtkNjQ0WDsEZkLcn4yxx1GHT9aMMcZYe9dhk3VcXBy2bduGsrIyeHt7Y/fu3dYOibUB9ydj7HFmb+0AzGXVqlVYtWqVtcNgJsL9yRh7nHXYX9aMMcZYR8HJmjHGGLNxnKwZY4wxG8fJmjHGGLNxOidFGTFiBBdIeEzt3r2b+99Ap06dAgCd886zxxePD6bLqVOnMGLEiBYnRWkxWTfNpsIYaz8KCwtx9uxZjBs3ztqhMMYM1FRJsRktJ2vGWPuTmZmJsLAw8H9rxjqUjj/dKGOMMdbecbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbBwna8YYY8zGcbJmjDHGbJy9tQNgjBmnrq4OlZWVGsuqqqoAAKWlpRrLRSIRnJycLBYbY8y0OFkz1k7dvXsXnp6eaGho0HqvS5cuGv8eM2YMDh8+bKnQGGMmxqfBGWun3Nzc8B//8R+ws9P931gkEmHq1KkWiooxZg6crBlrx15//fVW23Tq1AmTJ0+2QDSMMXPhZM1YOxYcHAx7+5avZnXq1AmvvPIKunbtasGoGGOmxsmasXZMpVJh3LhxLSZsIsKMGTMsHBVjzNQ4WTPWzs2YMaPZm8wAwMHBAX/+858tHBFjzNQ4WTPWzv35z3+GXC7XWi4WizFp0iQoFAorRMUYMyVO1oy1c1KpFJMnT4ZYLNZYXldXh+nTp1spKsaYKXGyZqwDmDZtGurq6jSWqVQq/OlPf7JSRIwxU+JkzVgH8NJLL2lMhCIWizF16lQ4ODhYMSrGmKlwsmasA7C3t8fUqVOFU+F1dXWYNm2alaNijJkKJ2vGOoipU6cKp8Ld3NwwatQoK0fEGDMVTtaMdRABAQHw9PQEALzxxhutTkPKGGs/LFrI4+TJkygoKLDkLhl7rAwfPhw3btxA165dkZmZae1wGOuwAgIC0KNHD4vtT0REZKmdhYaGYvfu3ZbaHWOMMWYWGRkZmDJliqV2l2Xx82QhISEgIn6Z6JWRkQEAVo+jvb2AB//ZrB2HOV5ZWVlWj6G9vzry+OBX21/WwBe1GOtgQkJCrB0CY8zEOFkzxhhjNo6TNWOMMWbjOFkzxhhjNo6TNWOMMWbjOFkzxhhjNq7dJeu33noLSqUSIpEI586ds3Y4Rlm+fDkGDBgAlUoFiUQCPz8/vP/++6isrLRaTAcPHoSjoyO++uorq8XAGGOsee0uWW/ZsgWbN2+2dhhtcvjwYcyfPx/5+fkoKSnBqlWrkJqaitDQUKvFZK1nBxljjLWu3SXrjqBz586YM2cOunTpAqVSiSlTpmDSpEn4+uuvrTYda1BQEMrKyjB+/Hir7P9harUaAQEB1g6DMcZshkXnBjcVkUhk7RDaJDs7W2uZi4sLAKC6utrS4dicrVu3oqioyNphMMaYzbD5X9ZEhJSUFPTr1w8SiQSOjo6Ijo7WatfQ0IBly5bBy8sLMpkMTz75pDAVZ3p6OhQKBeRyOfbv349x48ZBpVKhR48e2Llzp8Z2jh49imeffRZyuRwqlQqDBw9GeXl5q/toqxs3bkAmk8Hb29sk2zPE8ePH4eXlBZFIhI0bNwLQ/zPbsGEDpFIpXF1dERERAQ8PD0ilUgQEBOD06dNCu8jISDg4OMDd3V1YNm/ePCgUCohEIpSUlAAAoqKisGjRIuTl5UEkEsHPzw8A8PXXX0OlUmHlypWW+EgYY8y2kAWFhIRQSEiIQevEx8eTSCSiv/3tb1RaWkrV1dW0adMmAkBnz54V2i1evJgkEgnt3r2bSktLKS4ujuzs7OjMmTPCdgDQoUOHqKysjIqKiigwMJAUCgXV1tYSEVFlZSWpVCpKTk4mtVpNhYWFNHnyZCouLtZrH8aqqqoipVJJkZGRBq+bkZFBpujGgoICAkBpaWnCMn0+MyKiOXPmkEKhoIsXL1JNTQ3l5ubS8OHDSalU0rVr14R206dPJzc3N439pqSkEADhMyYiCg4OJl9fX4122dnZpFQqafny5W0+ViIiAJSRkWGSbbGOh8cH08UK4yPTpn9Zq9VqrF+/Hi+99BIWLlwIJycnyGQydOnSRaNdTU0N0tPTMWnSJAQHB8PJyQlLly6FWCzGtm3bNNoGBARApVKhW7duCA8PR1VVFa5duwYAyM/PR3l5OQYOHAipVAo3Nzfs2bMHLi4uBu3DUKtWrYKHhweSkpLatB1z0fWZNbG3t8cTTzwBiUSCAQMGID09HRUVFW3+bJoEBQWhvLwcCQkJJtkeY4y1JzadrH/77TdUV1fjxRdf1Nnu8uXLqK6uxqBBg4RlMpkM7u7uuHTpUovrOTg4AADq6uoAAD4+PnB1dcWMGTOQmJiI/Pz8Nu+jNXv37kVmZia++eYbKJVKo7djKY9+Zi0ZNmwY5HJ5mz4bxhhjD9h0sr5+/ToAoFu3bjrbVVVVAQCWLl0KkUgkvK5evWrQDVsymQyHDx/GqFGjsHLlSvj4+CA8PBxqtdpk+3jYrl27sHr1ahw5cgS9e/c2ahu2TCKRoLi42NphMMZYu2fTyVoqlQIA7t+/r7NdUzJfv369Vt3RkydPGrTPgQMH4quvvsLNmzcRExODjIwMrF271qT7AIC0tDTs2LEDhw8fRvfu3Q1e39bV1dXh3r176NGjh7VDYYyxds+mk/WgQYNgZ2eHo0eP6mzXs2dPSKXSNs9odvPmTVy8eBHAgz8APvroIzz99NO4ePGiyfZBRIiJicGFCxewb98+dO7cuU3bs1VHjhwBEWHEiBHCMnt7+1ZPnzPGGNNm08m6W7duCA4Oxu7du7F161aUl5fj/Pnz+OSTTzTaSaVSzJo1Czt37kR6ejrKy8vR0NCA69ev49atW3rv7+bNm4iIiMClS5dQW1uLs2fP4urVqxgxYoTJ9nHx4kWsWbMGmzdvhlgs1jilLhKJsHbtWr23ZUsaGxtRWlqK+vp6nD9/HlFRUfDy8sLMmTOFNn5+frh79y727duHuro6FBcX4+rVq1rb6tKlC27evIn8/HxUVFSgrq4OOTk5/OgWY+zxZcl7z415dKuiooLeeust6tq1K3Xu3JlGjRpFy5YtIwDUo0cP+umnn4iI6P79+xQTE0NeXl5kb29P3bp1o+DgYMrNzaVNmzaRXC4nANSnTx/Ky8ujTz75hFQqFQGgXr160a+//kr5+fkUEBBAzs7O1KlTJ+revTvFx8dTfX19q/vQ14ULFwhAi6+UlBSDPh9TPLqVlpZG7u7uBIDkcjlNmDBB78+M6MGjW2KxmDw9Pcne3p5UKhVNnDiR8vLyNPZz584dGjNmDEmlUvL29qZ3332XoqOjCQD5+fkJj3n9+OOP1KtXL5LJZDRq1CgqLCykgwcPklKppKSkpDYdaxPwozlMBx4fTBcrjI9M0f/u2CKa5r7Oysqy1C47vMzMTISFhVl1bu+IiAhkZWXhzp07VovBUCKRCBkZGZgyZYq1Q2E2iMcH08UK4yPLpk+Ds/ajoaHB2iEwxliHxcnaBC5duqR17bm5V3h4uLVDZSbw7bffIjY2Fnv27IGPj4/Qv6+//rpW27Fjx0KpVKJTp04YOHAgfvzxRytEbLyamhr0798fS5cu1Xrv888/x/Dhw6FUKtGrVy/MmjULhYWFWu2OHz+OkSNHQi6Xw8PDAzExMa0+4dGaxsZGrF+/vtmCL19++SWSk5Ot9gckj48HeHyYmCVPuhtzzZrpZqrpRo0VGxtLDg4OBIB69+5NWVlZVovFEDDymtOyZcto/PjxVF5eLizz9fWlrl27EgDKzs7WWicnJ4dee+21NsVrLQsXLiQAFB8fr7F8165dBICSk5Pp3r17dPbsWfLx8aGhQ4dSXV2d0O7nn38mmUxGCQkJVFlZSSdOnCAXFxeaNWuW0TH9+uuvNHLkSAJAQ4YMabZNamoqjR49mkpLS43aB48P/fD4sJhMTtbtnLWTdXtlzH+2jz76iPr27UtqtVpjua+vL3322WdkZ2dHnp6edO/ePY332+uX8ffff09jx45t9st4zJgx1L17d2psbBSWbdy4kQDQ8ePHhWVhYWHk7e2t0S4lJYVEIhH98ssvBsd07tw5mjx5Mu3YsYOGDh3a4pcxEVFkZCT5+/trJAd98fhoHY8PnhucMZvz22+/ISEhAR9++KEwWc/DAgICEBUVhRs3bmDx4sVWiNC01Go1oqOjkZqa2uz7BQUF8PDw0ChX27NnTwAQHserr6/HgQMHMHr0aI1248aNAxFh//79Bsc1ZMgQ7NmzB9OnT4dEItHZNjExEefOnWvxGEyJx4cmHh+mx8maMT1s2LABRIQJEya02CYpKQl9+/bFli1b8O233+rcHhFh3bp1QvETZ2dnTJw4UWMudUNKu5q6fGt8fDzmzZvX4lS/Pj4+WjXHm65H+vj4AAB+//13VFZWwsvLS6Odr68vAOD8+fNGx6cPZ2dnjB49GqmpqWZ/WoLHhyYeH6bHyZoxPRw4cAD9+vWDXC5vsY1MJsOnn34KOzs7zJ49W5hPvjmJiYmIjY1FfHw8ioqKcOzYMRQUFCAwMBC3b98GALzzzjtYsGAB1Go1lEolMjIykJeXBx8fH8yePVtjNrglS5ZgzZo1WL9+PW7duoXx48dj2rRp+OGHHww+1u+//x55eXmYNm1ai23i4uJQWFiItLQ0VFRUIDc3F6mpqXj55ZeFWeuavpwfLVAjlUohk8mE4zSnp556Cjdu3MBPP/1k1v3w+NDE48P0OFkz1oqqqir88ccfwl/8uvj7+2PBggXIz8/HkiVLmm2jVquxbt06TJ48GTNmzICjoyMGDx6Mjz/+GCUlJVoz9AG6y5SasnyrWq1GVFQU0tPTdbYbPXo0YmJiEBkZfWMRtAAACqFJREFUCZVKhUGDBqGiogJbtmwR2jTd0dupUyet9cViMdRqtUGxGaNPnz4AgAsXLphtHzw+tPH4MD17S+/w1KlTwuQorO2aKpPxZ2o+RUVFICKdv5oelpSUhOzsbGzatAlhYWFa7+fm5qKyshLDhg3TWD58+HA4ODjg9OnTOrf/aJlSU5ZvjYuLw9tvvw1PT0+d7eLj47FlyxYcOnQIzz33HIqKirBkyRL4+/vjxIkTwlz6wINrk4+qra2FTCYzKDZjNPWZOX+l8fjQxuPD9PiXNWOtqKmpAYBWb1hpIpVKsW3bNohEIrz55ptavxDu3bsHAM0WcXFyckJFRYVB8ZmqfOvx48dx4cIFvPXWWzrb3bp1C8nJyXj77bfxwgsvQKFQwNvbG5s3b8bNmzeRkpICAHB3dwcAlJeXa6xfXV2NmpoaeHh4GHKYRmn6wm/qQ3Pg8aGJx4d5WPyX9YgRI3i6URNqmm6UP1PDPHz3aWua/kMbMomCv78/Fi5ciLVr12LFihUaN9E4OTkBQLNfusaUFX24fGtUVJRB6z5s69atOHToEOzstP+GX7lyJVauXIkzZ86guroaDQ0NWqVdVSoVunTpgtzcXACAt7c3lEqlVrGW3377DQDw5JNPGh2rvmprawHArL/SeHzw+LAE/mXNWCtcXV0hEolQVlZm0HorVqxA//79cfbsWY3lgwYNQufOnbVu7jl9+jRqa2vxzDPPGLQfU5Vv3bZtm1at9uLiYgAPTmsSEYYNGyYki0erzVVUVODu3bvCIzr29vZ49dVXcezYMTQ2NgrtcnJyIBKJdN45bSpNfebm5ma2ffD44PFhCZysGWuFXC6Hj4+PcH+AvppOdz56A41UKsWiRYuwd+9e7NixA+Xl5bhw4QLmzp0LDw8PzJkzx+D9tFa+NTw8HG5ubiaZztLb2xtjxozB5s2bcezYMajVahQUFAhx//WvfxXaJiQk4Pbt2/jggw9QVVWFkydPIiUlBTNnzkS/fv2EdqaM72FNfTZ48GCTbvdhPD408fgwE0tOwcIzmJkez2BmHBg4A1FkZCSJxWKqrq4Wlu3du5d8fX0JALm4uND8+fObXTc6OlprhqrGxkZKSUmhPn36kFgsJmdnZ5o0aRJdvnxZaGNImdLWyrdOmjSJANCyZcv0PmYiouLi4mZnqCopKaGoqCjy8/MjiURCnTt3ppEjR9IXX3yhtY2jR4/Ss88+SxKJhDw8PCg6Oppqamo02ugb38mTJ2nkyJHk4eEhlJV1d3engIAAOnr0qFb7oKAg8vT01JghSx88PvTD48NieLrR9o6TtXEM/c925coVsre3p+3bt5sxKvNpaGigwMBA2rp1q7VDaZY54ispKSGpVEpr1641eF0eH7alvY8PE+DpRhnTh5+fH5YvX47ly5ejsrLS2uEYpKGhAfv27UNFRYVNVn4zV3yJiYkYOnQoIiMjTbbNlvD4MJ+OMD5MoV0n60dL0DW9HBwc4Orqiueffx4pKSkoLS21dqisA4iNjUVoaCjCw8MNvpnImo4cOYI9e/YgJydH72eBLckc8a1btw7nzp3DwYMHIRaLTbLN1vD4MI+OMj7azJK/4811GtzX15ccHR2J6MG1ntLSUvr3v/9NM2fOJJFIRB4eHnTmzBmT79cW8Glw46ANp7G++eYbiomJMXFEzFT27dtHq1atovr6eqO3weOj47L2+DBSxzsNLhKJ4OTkhOeffx7btm1DZmYmbt++jaCgoHb11257olarmy3y3t72oa+xY8di9erV1g6DteC1115DbGxss9NYWgKPD9tm7fFhrA6XrB8VEhKCmTNnoqioCB9//LG1w+mQtm7dqlVhpz3ugzHGbFWHT9YAMHPmTAAPHrZvoqtknCGl544ePYpnn30WcrkcKpUKgwcPFqbPM3VZOlMhPcrvRUZGwsHBQZgSEADmzZsHhUIBkUiEkpISAEBUVBQWLVqEvLw8iEQi+Pn5YcOGDZBKpXB1dUVERAQ8PDwglUoREBCgMa9xW/YBAF9//TVUKhVWrlxp1s+LMcaszpIn3S1xzbo55eXlBIB69uwpLFu8eDFJJBLavXs3lZaWUlxcHNnZ2QnXtuPj4wkAHTp0iMrKyqioqIgCAwNJoVBQbW0tERFVVv7/9u4mFLo2jAP4fxgMmgmJQmRYiLKY0ISNpWxEPoqVzdgoGykiTT4SZWdrYTWGEsJKdt4VpUxSalDTlMbXEPm63sX7dMrzPHlnuM0c4/9bnzPXfWbuumbOmfv+34rFYpHJyUm5v78Xv98vTU1Ncn5+HlINFT7yzHp4eFgSExNlfn5erq6uZH9/X2w2m2RmZorf79eO6+jokOzs7DfnTk1NCQDtGkVEmpubpaio6M1xDodDUlNTxePxyMPDgxwcHEhlZaWYzWY5PT1VUmNtbU3MZrM4nc6wrl8kKs+c6Bvh/KD3RGF+xN4z678xm80wGAzaXrvhRMa9Fz3n9Xpxc3ODsrIymEwmZGdnY2lpCZmZmUpj6VT6SPzeRxmNRu3Xe2lpKWZnZxEMBpVdf0NDA25ubjA0NKTk9YiI9OpHNOu7uzuICCwWC4CPR8b9Hj1ntVqRlZWFzs5OjIyMwOv1aseqjKVT6bPxe59RUVGBlJSUqF4/EdF39COa9dHREQCgpKQEgLrIuOTkZGxtbaG2thZjY2OwWq1ob2/H/f29shqqqY7fC1dSUpK2+T8REYXmRzTrzc1NAEB9fT2At5Fx8luKzM7OTlivXVZWhtXVVfh8PvT398PlcmF6elppDZVUx++F4+np6ctrEBHFophv1n6/HzMzM8jLy0NXVxcAdZFxPp8PHo8HwH9fACYmJmCz2eDxeJTVUC2c+D2j0ajd8ldhe3sbIgK73f5lNYiIYlHMNGsRwe3tLV5fX7WcVZfLhZqaGsTHx2N5eVl7Zh1KZFwofD4furu7cXh4iMfHR+zt7eHk5AR2u11ZDdXCid8rLi7GxcUFlpeX8fT0hPPz8z+C4gEgIyMDPp8PXq8XwWBQa76vr6+4vLzE8/Mz9vf30dvbi/z8fG0p3WdrbGxscOkWEf0MkfzvueqlWysrK1JeXi4pKSmSmJgocXFxAkAMBoOkpaVJVVWVOJ1OCQQCf5z7XmRcqNFzXq9XqqurJT09XeLj4yUnJ0cGBwe1bez+L5ZOhY8s3Qolfk9EJBAISF1dnZhMJiksLJSenh7p6+sTAFJcXKwtwdrd3ZWCggJJTk6W2tpa8fv94nA4JCEhQXJzc8VoNIrFYpHGxkY5Pj5WVmN9fV3MZrOMjo6G/b6BS3PoHZwf9J4ozI8Fw6/CEdHS0gIAcLvdkSoZ8xYWFtDW1oYIfowh6e7uhtvtRiAQiPZQ/spgMMDlcqG1tTXaQyEd4vyg90Rhfrhj5jY46c/Ly0u0h0BEFBPYrImIiHSOzZqUGxgYwNzcHK6vr1FYWIjFxcVoD4mI6FszRnsAFHvGx8cxPj4e7WEQEcUM/rImIiLSOTZrIiIinWOzJiIi0jk2ayIiIp1jsyYiItK5iO9gxmU8RET03UV6B7OINuudnR2cnZ1FqhwREdGXqK6ujmTcb2SbNREREYWNe4MTERHpHZs1ERGRzrFZExER6ZwRAMOliYiI9OuffwH2maQBpX+bxgAAAABJRU5ErkJggg==\n"
1895           },
1896           "metadata": {},
1897           "execution_count": 28
1898         }
1899       ]
1900     },
1901     {
1902       "cell_type": "code",
1903       "source": [
1904         "# fitting\n",
1905         "w_exact=  [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-DeltaE])]\n",
1906         "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([0.0])]\n",
1907         "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n",
1908         "model_fit.set_weights(w_initial)\n",
1909         "model_fit.fit(x_train, y_train, epochs=1000, verbose=0,batch_size=samples)\n",
1910         "w_fitted=model_fit.get_weights()"
1911       ],
1912       "metadata": {
1913         "id": "dE0OHg0tGVE9"
1914       },
1915       "execution_count": 29,
1916       "outputs": []
1917     },
1918     {
1919       "cell_type": "code",
1920       "source": [
1921         "for i in range(len(w)):\n",
1922         "  print('weight',i,'    exact:',w_exact[i],':     initial:',w_initial[i],'    fitted:',w_fitted[i])"
1923       ],
1924       "metadata": {
1925         "colab": {
1926           "base_uri": "https://localhost:8080/"
1927         },
1928         "id": "H2Fi9eoiHhdd",
1929         "outputId": "ea2a09aa-2d46-401d-98e8-4ea60bb87c9a"
1930       },
1931       "execution_count": 30,
1932       "outputs": [
1933         {
1934           "output_type": "stream",
1935           "name": "stdout",
1936           "text": [
1937             "weight 0     exact: [[0.09516258]] :     initial: [[0.09516258]]     fitted: [[0.09286956]]\n",
1938             "weight 1     exact: [[0.90483742]] :     initial: [[0.90483742]]     fitted: [[0.8413877]]\n",
1939             "weight 2     exact: [0.] :     initial: [0.]     fitted: [0.00982183]\n",
1940             "weight 3     exact: [[1.]] :     initial: [[1.]]     fitted: [[0.94054127]]\n",
1941             "weight 4     exact: [-0.1] :     initial: [-0.1]     fitted: [-0.08905093]\n"
1942           ]
1943         }
1944       ]
1945     },
1946     {
1947       "cell_type": "code",
1948       "source": [
1949         "out = np.empty((hours,1))\n",
1950         "w=w_exact\n",
1951         "h=0\n",
1952         "for i in range(Et.shape[0]):\n",
1953         "  h=np.dot(Et[i,0],w[0])+np.dot(h,w[1]) + w[2]\n",
1954         "  out[i]=np.dot(h,w[3]) + w[4]\n",
1955         "if scale:\n",
1956         "  print('scaling')\n",
1957         "  out = scalery.inverse_transform(out)\n",
1958         "out=np.reshape(out,hours)\n",
1959         "plot_m(out,title='Hand computed RNN prediction with exact weights')"
1960       ],
1961       "metadata": {
1962         "id": "PZw7DNQD4Inr",
1963         "colab": {
1964           "base_uri": "https://localhost:8080/",
1965           "height": 295
1966         },
1967         "outputId": "520689c7-31cc-470a-9a1e-66793d0ad7b9"
1968       },
1969       "execution_count": 31,
1970       "outputs": [
1971         {
1972           "output_type": "display_data",
1973           "data": {
1974             "text/plain": [
1975               "<Figure size 1152x288 with 1 Axes>"
1976             ],
1977             "image/png": "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\n"
1978           },
1979           "metadata": {
1980             "needs_background": "light"
1981           }
1982         }
1983       ]
1984     },
1985     {
1986       "cell_type": "code",
1987       "source": [
1988         "def model_eval(w,title):\n",
1989         "  # prediction on the entire dataset from zero state\n",
1990         "  model_predict.set_weights(w)\n",
1991         "  x_input=np.reshape(Et,(1, hours, 1))\n",
1992         "  y_output = model_predict.predict(x_input)\n",
1993         "  m = np.reshape(y_output,hours)\n",
1994         "  print('weights=',w)\n",
1995         "  if scale:\n",
1996         "    print('scaling')\n",
1997         "    m = scalery.inverse_transform(m)\n",
1998         "  m = np.reshape(m,hours)\n",
1999         "  plot_m(m,title=title)\n",
2000         "  return m"
2001       ],
2002       "metadata": {
2003         "id": "-T8lCS6nBHCj"
2004       },
2005       "execution_count": 32,
2006       "outputs": []
2007     },
2008     {
2009       "cell_type": "code",
2010       "source": [
2011         "m_exact=model_eval(w_exact,'RNN prediction with exact weights')\n",
2012         "print('max abs diff',np.max(np.abs(m_exact-out)))"
2013       ],
2014       "metadata": {
2015         "id": "bO1ewTj9gGvg",
2016         "colab": {
2017           "base_uri": "https://localhost:8080/",
2018           "height": 331
2019         },
2020         "outputId": "8c3f55e9-60e7-41f1-ec33-6c731b4138a3"
2021       },
2022       "execution_count": 33,
2023       "outputs": [
2024         {
2025           "output_type": "stream",
2026           "name": "stdout",
2027           "text": [
2028             "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([-0.1])]\n",
2029             "max abs diff 9.792852370682503e-08\n"
2030           ]
2031         },
2032         {
2033           "output_type": "display_data",
2034           "data": {
2035             "text/plain": [
2036               "<Figure size 1152x288 with 1 Axes>"
2037             ],
2038             "image/png": "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\n"
2039           },
2040           "metadata": {
2041             "needs_background": "light"
2042           }
2043         }
2044       ]
2045     },
2046     {
2047       "cell_type": "code",
2048       "source": [
2049         "m_initial=model_eval(w_initial,'RNN prediction with initial weights')"
2050       ],
2051       "metadata": {
2052         "id": "henChC0cmbuy",
2053         "colab": {
2054           "base_uri": "https://localhost:8080/",
2055           "height": 313
2056         },
2057         "outputId": "85c3af4e-5663-45eb-e5a1-bd4b1d115a68"
2058       },
2059       "execution_count": 34,
2060       "outputs": [
2061         {
2062           "output_type": "stream",
2063           "name": "stdout",
2064           "text": [
2065             "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([-0.1])]\n"
2066           ]
2067         },
2068         {
2069           "output_type": "display_data",
2070           "data": {
2071             "text/plain": [
2072               "<Figure size 1152x288 with 1 Axes>"
2073             ],
2074             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7wAAAEWCAYAAABFW5uWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3hU1dPHv5MAARIBaZoAoaNCEEHAhqgoIIpiRcXeECsqNtSfvXdFUVFU7GJHsYugIFIUpCpggIQkdOktkPP+MXvfbJYtt5xyg+fzPHkgyd27k53dmTPnTCEhBCwWi8VisVgsFovFYtnTSDMtgMVisVgsFovFYrFYLCqwAa/FYrFYLBaLxWKxWPZIbMBrsVgsFovFYrFYLJY9EhvwWiwWi8VisVgsFotlj8QGvBaLxWKxWCwWi8Vi2SOxAa/FYrFYLBaLxWKxWPZIbMBrsVgslv80RCSIqFXk/y8R0f983mcTEbWQK5285yeiJUR0nMt7nUtE38m4loiOJKK/Xd7rIiKa6OZavxDRXCI62uW1rl8zi8VisYQTG/BaLBaLxRWRxf/WSGC1nIjeIKKsqN+/EQkeu0b9rBURiajvxxPRNiJqEvWz44hoibY/JAlCiEFCiPtTXRf5Oy6LeWyWECJfnXTJiX7+iC4eCHCvd4QQvfxcG72BEPn9L0KI/fzKIhshRDshxPig9yGio4lomQSRLBaLxaIQG/BaLBaLxQsnCSGyABwEoCOAoTG/XwsgVaC1GYCvU9RUEFEVFfe1WCwWi8VSObEBr8VisVg8I4RYDuBbcOAbzSgABxLRUUke/hyAc4iopZvnipwYXkdE+US0mogeJ6K0yO8uIqJJRPQ0Ea0BcA8RZRDRE0RUQEQrImnKNaLudzMRlRBRMRFdEvNcFU5GiagfEc0kog1E9A8RHU9EDwI4EsDzkdPu56PkdFKjaxPRm0S0ioiWEtGdMTJPjMj4LxEtJqI+Cf72i4noi6jvFxLRh1HfFxLRQdHPT0QDAZwL4JaIfF9E3fIgIppFROuJ6AMiqp7geSukFkfuPSjy/OuI6AUiothriejnyEP+jDz3WbEnoUR0W+S13EhE84jo1HgyxJFpFBENify/UUSmqyPftySitVGvcd+I3tYR0a9EdGDUff4/TZmIakTu+y8RzSeiW+Kc2u72mhFRJoCvAeRE/s5NRJRDRF2JaHrk/bKCiJ5y87dZLBaLRR024LVYLBaLZ4ioMYA+ABbF/GoLgIcAPJjk4UUAXgFwr4enPBVAZwCdAPQDEB2oHgIgH8A+ked9BEAbcDDeCkAjAHdF5D4ewE0AegJoDSBhfSZxavabAG4GUAdAdwBLhBB3APgFwDWRNOJr4jx8GIDaAFoAOArABQAujpH5bwD1ATwGYKQTQMYwAcCRRJRGRDkAqgE4LCJfCwBZAGZFP0AIMQLAOwAei8h3UtSv+wM4HkBzAAcCuCjR3x+HvgC6RB7XH0Dv2AuEEN0j/+0Qee4P4tznH/CGQW3we+BtIsp28fwTABwd+f9RYJ13j/r+FyFEGRF1BPAagCsA1APwMoAxRJQR5553A2gG1lNPAOfFuWa310wIsRn8/i+O/J1ZQohiAM8CeFYIUQtASwCjXfxdFovFYlGIDXgtFovF4oXPiGgjgEIAK8EBQywvA8hNdGoZ4WEAJxFRO5fP+6gQYq0QogDAMwDOifpdsRBimBBiJ4BtAAYCuCFy/UZwAH525Nr+AF4XQsyJBC33JHnOSwG8JoT4XghRJoQoEkL8lUpQIkqPPN9QIcRGIcQSAE8COD/qsqVCiFeEELvAp+LZ4IC9ApGa3I3g4L07+FS9mIj2R1SQl0qmKJ4TQhQLIdYC+AK7n9An4xEhxLqIDn7y+Nj/RwjxYUSGskhAvBBA11SPAwe83SKnuN3BGwVHRH53VOT3AOv/ZSHEFCHELiHEKADbARwa5579ATwkhPhXCLEMnH0Qi5fXrBRAKyKqL4TYJIT4zcXfZbFYLBaF2IDXYrFYLF44RQixF/ikbX/wCWUFhBDbAdwf+YqLEGIVgOcB3OfyeQuj/r8UQE6C3zUAUBPA75F01nUAvon8HJHHxd4rEU3Ap5FeqQ+gasy9l4JPmh2WO/8RQmyJ/DcL8XFONrtH/j8eHOBFB3luWR71/y1JnlP2Y/8fIrogKt14HYA8xHkfxSKE+Adc/30Q+IT4S3Dwvx8qvhZNAQxx7h95jiao+J5xiH0/FMa5xsvffSk4u+AvIppGRH1T/V0Wi8ViUYsNeC0Wi8XiGSHEBABvAHgiwSWvg9OAT0tym8cBHAPgYBdP2STq/7kAiqPFifr/agBbAbQTQtSJfNWONNoCgJI490pEITgtNR4iwc8dGUrBgVf08xQleUwynID3yMj/JyB1wJtMPmMQUVNwOvs1AOoJIeoAmAMgXjp3PCYAOANANSFEUeT7CwHsDWBm5JpCAA9G6b+OEKKmEOK9OPcrAdA46vsmca5JxG6vsRBioRDiHAANATwK4KNIva/FYrFYDGEDXovFYrH45RkAPYmoQ+wvIunFdwO4NdGDhRDrwKm+t7h4rpuJaG/icUaDAcSrDUUkvfcVAE8TUUPg/xscOfWmowFcRERtiagm4qdkO4wEcDERHRupoW0USSUGgBXgus94MuyKPM+DRLRXJMi7EcDbLv7OeEwAbwzUiKTd/gKuKa0HYEaCxySUTwPJnjsTHCiuArgpF/iE1y0TwMGy0xxrfOT7iZHXHWD9DyKiQ4jJJKITiWivOPcbDWBo5L3VKHIvt6wAUI+Iajs/IKLziKhB5H24LvJjLynnFovFYpGMDXgtFovF4otIWvKbiDSEisN74BO0ZDwLYFeKawDgcwC/g0/xxoKD0UTcCm6m9RsRbQDwA4D9IjJ/DQ7Ux0WuGZfoJkKIqeBGU08DWA8OtpxT22cBnBHp7huv7vNacPptPoCJAN4FN1LyjBBiAYBN4EAXQogNkftOigryYhkJoG0kpfczP88bgHsAjIo8d//oXwgh5oE3OSaDA8b2ACZ5uPcEAHuhPOCdCE5hd76HEGI6gMvBKfP/gvV8UYL73QdgGYDF4PfJR+B635RE6rnfA5Af+VtzwBsRc4loE/g9crYQYquHv89isVgskiEhQpn1ZLFYLBYLAB6JA6C1ECK2I7TFIhUiuhIcpCYbq2WxWCyWSoQ94bVYLBaLxfKfhIiyieiISMr6fgCGAPjUtFwWi8VikUcV0wJYLBaLxWKxGKIaeIxWc3DN7fsAhhuVyGKxWCxSsSnNFovFYrFYLBaLxWLZI7EpzRaLxWKxWCwWi8Vi2SPZ41Ka69evL5o1a2ZaDIvFYrFYLBaLxWKxKOD3339fLYRo4ObaPS7gbdasGaZPn25aDIvFYrFYLBaLxWKxKICIlrq91qY0WywWi8VisVgsFotlj8QGvBaLxWKxWCwWi8Vi2SOxAa/FYrFYLBaLxWKxWPZIbMBrsVgsFovFYrFYLJY9EhvwWiwWi8VisVgsFotlj8RowEtExxPR30S0iIhuS3Ld6UQkiKizTvksFovFYrFYLBaLxVJ5MRbwElE6gBcA9AHQFsA5RNQ2znV7ARgMYIpeCS0Wi8VisVgsFovFUpkxecLbFcAiIUS+EGIHgPcB9Itz3f0AHgWwTadwlYY1a4BXXgHKykxLkpjJk4GffjItRWKEAN54AyguNi1JYqye5TBqVLj1bPlvUFk+z+PHm5YiMdZuy+HXX62eg1IZ9Bz2z7PFohiTAW8jAIVR3y+L/Oz/IaJOAJoIIcYmuxERDSSi6UQ0fdWqVfIlDTNDhwIDBwKffGJakvhs3Qqcdhpw6qnA+vWmpYnPjz8CF18M3HCDaUkSc8klrOePPzYtSWJ69wZ69AivngFgxgzglltMS5GckhJg5kzTUsRn+3Zgxw7TUiRn3Djg5puBjRtNS5KYyy7jz/OGDaYlic/WrcDhhwPHHBNeGX/4Ifx22/HPn35qWpL4OP75lFPCa7cdPZ9xhmlJEvPEE+FehwHA0qXA+eeHV88AsGkT8NlnpqVIzPbtpiVIztatwNVXA//8Y1qSUBLaplVElAbgKQBDUl0rhBghhOgshOjcoEED9cKFhaVLeecTAEaPNipKQl59FVi+nI3ssGGmpYnPww/zvx9+CMybZ1aWRBx9NP/7wAPh3UV2do/DqmcAqFkTePfdcOq5sBD47jvghBOACy8Mp55HjABatQL+9z9g+HDT0uyOEMBddwHvvw9Uq8YLqLCxdCkwdiwvTOrUMS1NfF59lf+9+WZgr73MyhIPIYB77+X/T5oUzs2NaP98333h/DyPHAmsWBFu/ywE/zt5cjjtNsB+uXp14P77w6lnAGjTBli2LJx6FoJt4iOP8AZMGPW8dCnQuDFw3XXAOeeEU8+vvMJ+edkyYPVq09KEDpMBbxGAJlHfN478zGEvAHkAxhPREgCHAhhjG1dF8eij/O+kSbzACyN//AF07847tGFd3L3xBvDRRxwMPfSQaWnic8MNwFtvAbNmAWPGmJamItu3A+vWAZ06ASedBDz1VPhOhcaP593tCy5gPT/wgGmJduehh4C+fYEBA8Kp523beEHSvDnw55/AnXeGU8+TJgG33gr06cOnLmHjkUf431tvBebOBaZONStPLI6ejzoKeOwxgMi0RLvj6Pnhh4GFC8MZlI8fD1SpAjz+OG9YbgthVdb553PQe9JJwNNP8wlR2OjVC1i1CsjMBB580LQ0u7NhA5CezpuBYbXb55zD/w+zf+7bF6hVi/1zGPX8yCO8MbTvvrzeDqOeH32U7fbEicB++4VzI9AkQggjXwCqAMgH0BxANQB/AmiX5PrxADqnuu/BBx8s/jO8/74QDz5oWorUbNpkWgJ3fPyxEPn5pqWoyMaNQnzyiRCrVglRWipE69ZCDBhgWqqKvPmmELVqCbF4sRDTpgkBCDFsmGmpKnLSSUJkZwuxdasQt9wiBJEQRUWmpSpn3TohqlUTYuBA1nOrVkIceaRpqSry5pus2++/L9fzc8+ZlqoilUnPZWVCtGkTXj3/8IMQu3YJMXSoECNHmpaqIlOnCnH66axnh7Iyc/IkYs0a0xK4Y+5c/kyHjYkThVi6lP9/661C7L+/EOvXm5UpmnXrhMjKEuKtt9hut2wZ7s9zWP1z374V7XZaWnjttqPn7t1NS1WRyqBnBQCYLlzGncZOeIUQOwFcA+BbAPMBjBZCzCWi+4joZFNyVSrOOgu4/Xb+/8sv845OGNMsMjP5340bgfx8s7LEMmgQp9IAnErTvLlZeWKZMYPlmjqVTwvmzwfeece0VBWZNo3fd7m5QOfOwLnnAvvsY1qqikybxjXG1asDJ5/MKVR//GFaqnJmzeLa2H79WM8nngj8/nu4Ps/TpvFnuUcP1nN2NjB9ummpKhJPzzNmmJaqnMWLOdW6Xz8+Oe3TJ3x67tMH+Oorrt9NS+MMmAkTTEtVkS5dOCunenU+JW/UqNyOh4m6dfnfjRu5OVSY9PzWW+XprW3b8mc6bJx+OnDPPfz/hx9m/1erllGRKjBrFpdN1K3Ldvu224CePU1LVZFp04CsLP48O3Z72jTTUlUk1m6XlYXLblcW/xyr57D5Z8MYreEVQnwlhGgjhGgphHgw8rO7hBC75QoIIY4WQljtOSxZwoXpTn1LlSrAggW8oAoLJ54IXHRR+fdnnAGceaYxcXZj9WreKPjrL/7e6Qb5449GxarAnDn8b/v2/G96ujlZEjF7NtCuHS+OAeDtt8On5+XLy1/DDh1Yz506GRWrArF6bt8e2LIFKCgwJ1Msc+YAeXnlem7fnnUfFkpLgeOP5xRIgGUFwiXjQQdxWlzv3vy9o+cw2e369Tnojdaz8/4MA1u38uvlLDYbNeIOvmGS8bXXeNG5bh1//8EHwBFHhEvPr73G/Qwcvv2Wmy+FhVWruL7Y+RyHMbU+1m5fdhn3NwgTs2dXtNujRnFgHhYcPTuvYV4e63rpUrNyReP4kGj/vHkzr8PDQqNGvMYOq38OAaFtWmVJweOPAwcfXP694xTC4vSF4FPJqlXLf9a+PTcj2LXLnFzRxDorIm5489pr5mSKZfZsoHZtbpYAcDOCE08Evv/erFwOQrCMzmvosGlTeHY/HT07n5GsLG4KlZNjTqZY5s+vqOezzuJToWbNjIpVgTvvBO6+u/z7o48Ol3xVqwKvv15er1a7NmcdhM3pp6WVb1yF0W4/80zF1ywvL1x2+7ffgBYtuHsvwL0hmjQJl56nTwcWLeL3IFBuH8OkZycQcvjuOw7WwqLnuXP532jfcskl4erKHeufAbbbzkaHaeLpuWdP4IADzMkUS+w6rHZtXj9cdZU5mWLp1o37GTh67tyZm0uGqS7/1lvZ/zmEzW6HABvwVlYcI+bserZrV/7zMLByJZ+sRRvavDw2EGFpme68VtEyhu00wzlVc/RcuzanG06ZYlYuhxUreAZh9Gs4ejQ3kVm40Jxc0ZSWAh07Vlw4LVoEfP65OZlieeYZdk6OnrOy+CtM9OjBJ38OQ4eGawzHli3lGS8Od9wB9O9vRp54DBpU3mwQCJ/dXrGCA4roedrt24fLbscukJ3/h8lux/rntm3Lfx4GHLsd+xqGSc/x/POKFTx2LCzE+uctW3gD5vnnzcrlsHkzB2nRhyOrVnGG0/LlxsSqQPfuvFY4/PDyn9WsaU6eeBx4IHesd/R80EFcQuF8rk1TVra77zv7bODFF4GdO83IFEJswFsZibdrl5XF9adhcfqxKSDR/w+L0589m2tvsrPLf5aXx6dtpaXm5HKIp+e99mI9h+U1rFKFOyr26FH+sxYt+N+wvBd79uR63Wg9v/oqp12HQc8An/rFnjg//TRncoSBJUv4BCjejnasozXFDTfwyKRoBg7kuqswIASntkanwWVlce3V4MHGxKpAbDYEwHY7J4eDjTDg2O199y3/Wdjs9pw5FX2fY7fDYhPjBZNhKwGYMye+nv/6Kxx6BrjG+OKLy7+vWRNo2jQ8es7K4pnugwaV/6yggGWeNMmcXNGkp7Pddnq9AMDXX3Mtbxj0LASXua1du/vvwiAfwJtAdetyXbFDly5cUpiRYUyssGED3spIcTGnzMSmkZ57Lu88hYF4AW/btrxDFhaHun0773xG1wa1b89GLCynk1OnArfcUvFnYTrNqF+fG6eFWc/xyMsLj56XLwcuv5xH/UQzfnz5HE/TfPop151Gj7PYuRPYf//wjHiaPZtTW6PZsYMXfP/+a0amaBy7HR1kAJweF5axOvHsdqdOQFERcOSRZmSKxQkmo+12r16cAhmGsTpFRfH1nJcXHptYVMQlAPHsdlh8y9ChwMcf7+6fd+wIh90GeKPq0ksr/ixMeo7HAQeES8+PPsr+JZo1a4AvvgiHnouKgOOOA957r+LPBw4MTx+Q2bPZ5uTmVvz5zJnccMsCwAa8lZN4ixKAh56HpRlB69bsCBo0KP9ZjRrcMCEsDY1GjeJGHdE4r+n8+frliYWIX0fnxNQhL48blG3fbkauaObP3/3kp2ZN3rENg0MVgnfcn3qq4s/DlG0wcyafOMfWfeXlAX//HQ49z54NNGzIXw5VqnAqVWygbgLnVC02yJg/n9PZv/vOjFzRJLLbs2ZxfXQY9DxnDus42m6HqVlQIj0feyyXBYShg+/27ezjDjmk4s/vvBN45RUzMsVy0UWc7hqt55o1gZYtw9MsqFkz7hMQTZhq3teu5dKtWNq3D4/dvvFGPoWOxvHPYfB9QnCGWGyaepj0HK+EAuDPzl9/hUPPjn+O/jwDbIfuv9+MTCHEBryVkYMPBj78kBdysZSWhuMD2LcvL+JjOf/88rq1MBC7mGvXjgO4WCdhgu+/51qg2OZPXbtyvUu8FBvdXHghZxbEkpcXDmdVUMBf0elSAJ9MpqeHQ8Z4aaQAO9hdu3jxZJrYFE2HsJxmFBRws5hYGcOk53hppADXbj/4YDj0PG9efD0/8QQ3aTHNrl3AyJFsd2LZsYPrE03TsiX3MYgd8+PY7bAQ3VDSYcaMcDRtXLkSGD6csyKiOeAAHrsShhrPkSN5/F6sH87LC4/dnjiRu8LHEja7HWsTHbsdBhkT2e28PM5yCoOeE/ln26m5AjbgrYw0aMDtx2PT4BYt4oX9Rx+ZkcuhrCzxwmPlSk5TMt3d7ocfePc4dkxElSoVT7FM8vbbPHswLeZj2q8fz8WMrkk1QVkZd9KMdQQA1whdd51+mWJJ5KwyMoA2bcITCGVnA/XqVfx5WGrqkum5fXu2O6ZTSVPp2fRrCPCMyW7dymezOoRFzwCn0b/99u4/37iRs2FM67lKFT616NJl99917sylAaZJ9Bpt384b1aYzIsrKeHxXvIZzYWmUN3UqcPXVu/vnjAw+Dezb14xc0cyezbXtsZ/nbt14o9r0LPpkdjsvL1x2OzZYq16ds9vCYBMT6TksWWKp9LxwoXk9hwQb8FZGPvuMm/DE0rQpv/lNp+MWFHDQGK/+cPx4DtZN74rNmMFB49577/670aO5I59p5s8PTxfAeBQUcFfKeDKedFI4xgo4n4V4WQUffAC89JJeeeIxf358+fbbjxdNputPHT3Hk7FtW7Y5Cxbolyuapk15pFi8Xe62bc3bRAC49lrgl192//l++/FpRhhkzMio2CTIwdGz6Zq6efPYbsdrlNamTThew6OOit8ZPC2NR2Z9+KF+maIpKODNizVrdv/d3Lksu2n/nMxuA+FolJfIbjdpwsG66YA3md2+9lqgpITLzEzi6DneGuKoozjwNU0iPbdpEw67vXUrHy6cfPLuv2vXLhx2OyTYgLcyMmhQ/IV61arcgr6gQL9M0TjP36jR7r9r3rziNaYoKODxAXXq7P67adOAYcPMO9WCgvLXK5bevSt2XjSBo8N4Mu7cyUHQ6tV6ZYqloIBHOcXTc/v25hclDq1b7/6zqlW5odU11+iXJ5qcHN4gitftuEMHPlUznWLYvj1w773xazibN+f3genPcyKqVmVbadomzp0LXH99fDmcz7jp+s4XXwROOSV+XXFY9Lx0aXx7Ezb/HM9ub97MAbnpBbLzGsZ7HR9+mE/bTOu5oCDxHPK//zZ/ku98VuPpuUGDcGSyrV3Luoyn55deAt5/X79MsYwYwe+5WKpV4545hx2mX6ZoMjNZvuhJGQ5hsdshwQa8lY1t27jGNLYbm0Nurvk3t+NQ48nodFENg9OP7ejqkJvL6Wcm68FS6XnrVm6YYJJkel6zhk+uPvhAr0yxdOwIXHJJ/N8tWMAdImObRelm6lSuVwsr1apx9/d4C6T99+cFQbyAXSf5+Ylr2i+8kNM3Y2vhdbJtG59CJ+q6nZu7e72ibmbMAJ59Nn76m/MZD4PdTub7tm0za7e3buWynUQyNmkSjtfQkSUWR+4wrCESvYZZWWyzTW6mptLzZZeZHzVWowZnWrVsufvvtm8H7ruv4rxtEzz8cHjGnSWiY8eKc4yjeeAB4MQT9coTy/r1FacnRNO2LY9U6tZNr0whxQa8lY1ly/jfZE4/zA61YUNeQIdBxmSvoXONKYqKKsoSSxg2Nrp3B955hxfysTRoEA49X3LJ7h2aHebP5x3aRYv0yuSFYcOAU081K8OECdxdNtGJSlkZsGmTXpliOf30+I2MAK5j6tOH089MUVjIn4XYenyHr77iJnUmSWW3u3ePXwKik6VLw223K4N/dvyG9c/BeO01DijjEQY9d+0KjBkT/4S3alVulPfNN/rliqVKlfg/nzKFg02TJ+WrV/M0j5KS+L8vLWXbbpIXXuAstngblVlZfPJr2m6HBBvwVjYcZ5XIGZxxhvnayYICns8aL80xLY0drelgrU2b3cdGOITBobZsyelliUY45eby4mrXLr1yxcowYED8OhtHz6adfrJmDWHQ85QpHIwlqoEtKQHGjjWr5/fe41nLicbTtGtnvllQsgXy1q080/Gff/TKFE2ybAiAGxCaHv+Tym5PmMCfd5Mk03PHjtxNOl4Nsi5S6TkMdrt6dW7wlcw/m7bb48cDL78c/3dhOIWuUYMbM3boEP/3YdBzspTvsOh5wIDENe3VqvHIvvx8vTJF8+efPMIrkX++6y5eq5nUc0EBHzAkqsf+7jveULXYgLfSkcqhnnKK+YZL/foBd9+d+PfvvRe/JkInH3wA/O9/8X+Xm8uLgXjt/HVSs2ZiI5aby3Wyy5frlSma8ePZISXC9C73pk38Gj7zTPzfhyHgnTePd9kT7XLn5vIussm0r2RBBsAdpk3ree3axDJu2cINPb74Qq9c0aSy29OnczZCvLmeukilZ9Ns3MgN3JIFk0OGcJ2sKbKzgZtu4nKOeFx7LZeiJDrp18GQIdynIhF5efFHFumkTh3uHRCPMNjtpUv5M5so0AmD3T755OSjxEz7540beS2YKKANg56TZb0A4dBzsqwXAHjkEeChh/TJE2JswFvZOP10dlaJPoBlZbyzuHGjXrmi6dMneaOdLl0SN2MKA3Xr8iL64ovNyfDRR7xxkWiX9qCDeP6tybrEa67hRkGJMO1QnVSjRI2p6tblgNi0QyWK3+ANCMdpRqpAyLSeUwWTlUHPK1cCr79u9jRj06b45QkOd94Zvwu2LqpXByZNAs4+O/E1ixebPclv2xZ4/PHEI+NycoAWLcyf5ifjs8+AN9809/zLlnFGSaJSk7p1OaPkgAP0yhXNG29wyvDOnfF/H4ZgbfHi5F2OTdttxz8ns9s1aoTbbodBz278s+mMypBgA97KRq1anI6UaAd23jwOhk2lMAgBzJqVPOCeP59rE0tL9ckVzQ8/8KIj0fw0IvMLkm++4frYRHIceijPy0y08aEaIdiIJlsgX3EF8Nxz+mSKJVUgRGTe6RcUcApmRkb835t2qI6eUznU4mJzn+fKoOcWLXgkTVj1DAA//5x8ZE5aGvsXU3quWhU4/PDkNueEE7gu3xQrVnApSiI2bACefDL+WEEdCMHrhxdfNPP8bpgzJ3kzIyJulNe7t165oklltw85hDNKEp30q8at3V69OnHQrhq3dtv0Zm/Y/bObgNekfw4RNuCtbLz5JvDll4l/b/oDuH4917WMGJH4ml9/5Su/7AYAACAASURBVLlhprqSLl7MX/Fa4Ts88QRw5ZX6ZIollbNyMOWs1q/nE6FkMh52mNmGS6nq3QGuS3zvPT3yxMONs+rY0VyKoRs95+ZypoGpz3O7dtxUK9mJj+mA9/zzeQMrEabttkOyxl6m9TxzJr+GO3Ykvsb0Avm884Bjj01+zU03AePG6ZEnlvXrgd9/T97bYNw44Igjyhtw6SZVIATwQt/kfPJUdrt+faBvX3PNgtatS223b7+dN2cSldOoxo2ee/fmfiumcOOfnetMUFbGKcunnZb4GtN2O0TYgLey8dBDydONatXijm2mPoBujJhpI1FQwAu7RGlnAM/R+/RTfTLF4qaeLjcXuPFGPfLE4kbPmzdzS3xTdcZOV9xkem7Y0Gy92j778IlLImrV4tOgZA5NJbVr8ynApZcmvuaww3jERbL0OZU0acJjQOrWTXyN6YA3VelBrVr8ZSpYW7iQy2WSdUQ1bbc//pg7cSerfzWt51R229FzmP3zzp28Kb14sR6ZYnHjn6+8ktPHTeHGP//4I6fgm8CNnqtXN1tLvmsX19sn0/Ozz5qtP33rLf5KRO3afDhyzDH6ZIomPR24+mruoJ8I03Y7RNiAtzLhJn0BMOv0nedNlnZm+gNYUMA1Gcl2NnNzOaVq2zZ9cjm41XOdOuYWyG4c6rJlwHHHseM3wZFHcmOyZHr+9VeuRTahZ4DT0p9/3sxzu4EIqFcveTZEu3b8OieqlVbNH38Ac+cmv+bWW7mUwQRC8Ot3//3Jr2vTJvnppUr+/ptnFW/fnvga03Z76dI9w26HwT+HfUM6lZ4bNeKN1GTvV1W41fP113M9twkyM3laR7Ka+7VrgYEDzWUbXHkl1/GaOmF2w777pp4xP2RI4jm9qlm5kn1fsky/ww/nLtOJppL8h7ABb2Vi9WpORarsDtWpOzUVrLlJF3Z+byKta/16dljJNg0As3ru1o3Tgdu1S3yNo2dTMvbuDdxzT/JrFi7kOXam0vfcMGQIN4IzwbhxPHohVQCxfHniWYWqGTIEGDQo+TWtWnH3WROsXs09DWrXTn7d1KmJR7Goxq3dPvvs5CcyKnEbTAJmPs+rV/PnJMz+2U2Zh2m7vXKlez2bmIEqBNfnpmpqaVLPrVqxX0tWQ5yRwaUgU6bok8srY8ZweniiBmYqWbcOeOAB7jmTjOXLzdXkf/gh+7XVqxNfk5XFQXu1avrkCik24K1MuFmUAJzicPvt6uWJR0EBf7AaNkx8Tc2afGpkyhkccQTX1yTD5C53nTpswJJ1ugbMOtQ6dTiNJjMz8TWm9bx4cepAzaSe//yTndWvvya/buvW5GNEVPLdd8Cjj6Z2lnl5nNZsAjcbWGvWAMOHm1k4ubXbJhvlubHbmZlc796jhz65onET8B59NI+ca9BAi0gVcKtnk3a7fn3WXyo9m7TbX3/NdicZJu12WhpnLiXb7AXM6nnDhtT9PUzr+eSTgaefTn7NXnux7TaxsfHPP5y5lGgGr8O99wK9eumRKRY3dhvgjY2PPtIjU4ixAW9lwq1D7dMHOPNM9fLE46yzgJEjU9eGTJ3K3SpN8OCDnOKYjGbNeHfUZGe7VAvg3FxOS9q0SY880XzxBTB2bOrrTDn9sjLWX7KxSYDZhVN+Pqcjpap9zc1lp5+s+6sqCgr4xCfV59mUnnft4tO8VDZx3TreCJw4UY9c0bi12199BfTsaUbPS5e60zNgJo3U0XOqrJemTYH+/VOfpqsgO5tnfnfqlPy6Rx4Bior0yBTLWWdxiUkqPR97rLkSBaLE8+cdTNrtRYs4/X/LluTXmbTbV1zhrsbZpN3+5pvUc8dN6tnLBlbY/fOLL/LYu/84NuCtTPTrx+kTqVLzNm0CJk/mRZ5uOnbkTpWpaNEi+emgKsrKEs+2jaZ5c+Cvv8yMPvjwQ16YJOukCXCN6m23menU/Oij7uqTTHVNXb6cNytSjW1q3Jj/NSFjqqH2DqadvpvRV6b0vGLFnqPndeu4ztiEnmvW5NneqTj3XDP1amlpfOJy3XWpr/35Zx6Np5ucHGDw4NQL5Nq1E485CQsffJC6HEQFq1ZxR/NUabaNG3OpxYEH6pErmrFjucGbm4AXMGe3E82Ojcba7cRY/7zHYQPeykRaGu+6pkov/OMPLlSfPl2PXNGMGwcsWZL6uvHj2WHp5vff+UQtVcqUSaZNAz7/PPXJ3xFH8LzCZA2FVFFU5M7Q3nsvMGqUenlicU5QUsmYkcGNKTZsUC9TLEVF/Pz16ye/zlm4mBgrUFRUvuhIRuPG5uQD3Om5YUMzMrZrxw1aUunZeZ1NyDhypLuUt733NiMfEet4331TX3vmmVy/qJt//kmd/ghweubgwWaC8vbtgZtv1v+8blmyhBv5pTr5y8hg35LqNF0Fjt2uVy/5dccfD8yYwZv7unHrn1u2NNM0qjLY7aIiXoOl0rNJu+1Wz6b8c8iwAW9lYuRIbtOeCqepiO43uBCcTu1mqP2vv3LX0lSnmLIpKeFOqMlGmDgMHMidDnVTXMw6TJXSLASfCukO1oRgGXNyUl/boYOZEyHnve+mwU5RkZn0erd6bt6c652ysvTI5eC8v9zoOTub52Lq/jy3acOpcYcemvra7GwzTv+447h+OJWeTdltL5jS86xZvLm3dm3qa03p+e67OchJxbZtwHPPJR8BpQIhOCB3k7b+xhucHq5bz17s9urVXBaiG7d2u149zprQfZovBK9z3LyGTz7J86114+jZjW+58MLko/tU4VbPJu3288+7W6Oastshwwa8lYl33wVGj059nfMB1N01de1aDibdGFpTMnoxtMuWca2xbkpK3Mm3ZQufuLjZYJCJFz0XFfEJr5uFqkyc95Wb19HULMIDDgBOOCH1dbm5fOKve6wAEest1TgdgJvAvfaa/sZLtWtz2YGbJkU5OWY6Sf/7L9espcLUwmntWn5vffFF6mudz5Pu2dqTJnEjRjfjhkzp2Vkgp8KknnfscGcTndE7uvXsxW5fcAHXa+vG7WZvWRl3XdfdN8CLnk2RkQF07eou7fqxx3jOum5GjXLXLDI3l9fmyWbhqqJvX3ebvabsdsiwAW9lwq2hzcri4fa6HaoXZ+Vco1vG4mIOcFJ1tQNYRhO7dm71nJkZfj3PmQNcdBEwb55SkXbjiCOAp55yp+d33mEZdXPHHd5SL93UnsuGyN04gw4deExHqjR82UybxqMr3DBypJlZvIcfzuN8UpGVxSdCqRr2yKaoiDf23Oz+m7LbJSXht9tuNyqzsrj7rO6g3Hk+N0G5Sf9MFG49u/XPaWmcPq67O256OvDQQ+4CsLlzOStvxgz1ckVz/PFcp+2mRAEw0ygvPT11OjPAPu+cc1I31JPN2rWc3eSmV8/ZZ3NTrebN1csVYmzAW5lwa2gBM87Ay+mpqRPekhJ2pm7qVrKzubmCm9MZmdSvD+y/v7trs7P1v4b778+pZG7S95z3gm4Z27cHbrjBnZ7//ht46y39evbCkUeyU9XJ77/zRoCbZhc7dnDQpNvmjBjBHUndkJ1tpt7dbXohwAtPN42ZZOJlA+uAA3gR7yYgkUlxcfjt9p7kn00FvGVlPEM2zHoeM4YnPbjBhJ7r1AGGDuUGoqkoK+OgycS4Nrc88ABv7uvW8+DB/Nq4Yfp0zkLRyfTpvFkxZ07qa2vU4MaE/3FswFtZ2LyZazXdLpyGDeMOvjrx41BXrFAnTzyOPtp9XW5ODjuEVA00ZPPLL+7SSAEzDrVKFd4prFUr9bWm0vdmz3bXPA1gGXXrefNmXpiMGOHu+ipVOMVeJ3PmcFqXmy7gGzZwWqzu0wwvQcbs2ZwWqzO9fvNmYP36cKcXeqmbzM3lFMPWrdXKFIvb01OAN2l++UWpOLvh1T83aqR/jEm9etwB2c0pj6kN6QcecNf4CzDnn9u04S83mPDPq1dzOnpZWeprTen5ggu447sb6tXjYFe3f/ZSZ3/zzalHXcrGy3p7+3bgxht5xvV/GBvwVhZWrQKqVnXv9I87Tn+zoN69uWW/m66u9eoBGzcC11yjXq5ozj2Xh4m7Yb/9+HU0kU7jFhMnvD/8wIteNym29erx+1a3jBde6P69ZeI0o6SEAyG3KcAmT4TcLOIdPZtIdXUbZPzzDzc+crsRIgMvp6cApyLqHoXmJdUVYLu9Zo06eeLhRc8tW3IaeXq6WpmiqVIF+Phj4JRT3F3//ffu5pjL5OCDgTffdFc3Wa8ej0F048tNYcJur1rFgZDbES8m/POIEZxe62bdYspuz57tvtmmiU1zrzbRRN8AL/65WjVucDVhglqZQo4NeCsLzZqxARswwN31ixfzPFeddX/Z2dyEx03NH5H+rrMAOyw3O58A0KMHL0yaNVMqUgWmTePFmtudxfPO07+z+PnnHDi4aVBEZKZrqpeTPxMO1YuzAsodqs7Pc3Exn0K7SYVy9GzC6XtJI3Ueowuvev73X54jq1PPdesCRx3lPuUtL49PC3QyZQrX2rthwwYuUdCZppmRAZx2mvtSFBON8nbscP++IgI++4z/Jp2cdhrX2rvh4IOBV17RG5TPn8+prgsXurve2ag0Ybfd9AIgMreZ6tVu6/QtXk5PgfI1Tpj1bMI/hwwb8FYmiNzPTPvsM+5g6KagXRbff+9tB+mFF/hEQxelpTzH+L779D2nV/LzgcmT3eu5Tx8en6QTL6ctAKfRPPGEOnliKS3l9Ce3zqpRI/4qLVUrVzReT/6ys7lDrc7Ps9uusw66F05e9Wwi4G3ShNM027Z1d70JPV9xBc9Fd4uJBXLVqtyR2w0bNnDK5LhxamWKZskS9n9us4HGjQNOP52zPHRxzjnex7voXMCXlvK6pbDQ3fWNG3P33n32UStXNF43sG67TX8pipf0f4C7JbsZ0ygLx267fQ1Nbkh78S267bZXPZtq8hYiXAW8RNSQiE4loquJ6BIi6kpENljWyWefAZde6t6hmjASd9/tvvYUYKfvdtdeBitWsAN3a2jLyjit+ZFH1MoVjVdDu20bd1rcuFGdTLF42Z0FeLGvs8mNVz03asSLEp2nGV713LUr1567zU6QQXo6N5Bxi26Hmp7OqXGXX+7u+n324U1DnTI2b87duN2kkQLmmrx5QbeeV60Crr4a+OMPd9eb0POnnwK9evGoODesXAl88gl3yNZFcTGPsXPL5Ze7a3wkC8due/Etf/zhvuZXBl43KuvV4y+d49q8blSOHg0884w6eWJx+ra4fQ333ZczSvLy1MkUy/r17F+8ZGABem3Ogw8Cr77q/npT88lDRNKglYiOIaJvAYwF0AdANoC2AO4EMJuI7iUiF51rEt7/eCL6m4gWEdFuHZaIaBARzSaimUQ0kYhcbpPvgUyaxMGhm3RhwFz6Xph3nLw6q7Q03rHTOdy+uJjT49x2k506lR3Bb7+plSsar3qePJlrfnXhVc8maNOGT6Hc6rlbN86IcDMmQRajR7sf+QMAt9wCDB+uTp5Y0tKAdu3cB5NVq/K83lWr1MoVzbJl3mycCbt92GHu+xoA+hdOixfz+8ptcOjoWXcKZPXq7j/PpvoGeLGJGRnua1Vl4LVuEuAMpyefVCNPPLz655IS/mzNnatWrmi8+mfdlJVxdkO7du6ur1qVdXz44WrliuaKK7gEwK2ee/TgRnk6y9/2359tt1tycsLdj0YDqfImTwBwuRCiIPYXRFQFQF8APQF87PWJiSgdwAuRxy8DMI2Ixgghogd2viuEeCly/ckAngLgYhbKHojjrNzuFOruvieE91TX7GwOKLdu1TN70uupmnOtzoWTVz3rPhESgoeXe9Hz+PHcHffaa/XouUULDta6dHH/mOuv59f86afVyRXNiSfylxdKS7ljsu45rW455BC9zzdvHmeJnHee+4VJfr7e8Qy33Qb8+qv7TbOmTYFjjuFFtQ6E4FMyNzM7HXJy9NptPxtYujdTnVM1r/5Zl4yOf/b6GlYG/2xi08Ctnjdt4pKG1q3dB3hBefRRb/75vff4tHDaND16zs313s1/yxYuVXA7t1cGXursGzbUm8UmBNe6d+vmvm/AsGF6Mw1CSFKNCiFujhfsRn63UwjxmRDCc7AboSuARUKIfCHEDgDvA+gX8xzRbdwyAWgsKAkZXtNUdDvUtWt5R8yrswL0BWuVwaHm5vLoJLfo1jMROx6vJ0KAPj3XqweceaY357hgATcL0oXXndYtWzgIeu45NfLE8u+/3KH822/dP8ZJ09RVx/Tzz7yJ4jaNFOB5jrrTC73Ym6ZNOYg/8kh1MkXjx2736gU8+6y++k6vdZOAuUDILbptoqNnr68hoE9GIp7zHGb//NJL3vqUmBj7c/bZ3ITOLdu38wm0zk1zr5xxhvcN4iDcfru3rDQhgHff5Yw7HaxZwyUH333n/jH/8WAX8Ni0iogOJaJviGg8EZ0a8LkbAYjuTrAs8rPY57yaiP4B8BiA6xLINZCIphPR9FU609V04nXhlJXFhvnii9XJFI2fYDI7m09m/v1XjUyxdOkC3HOPt5043Z3tHnoIeO0199dnZvI8XJ0yVqvmrcO27vS9P/8EfvrJ22N0L5wOOohPJt1Ssyaw1176ZFy2DPjxR/ejIwBgxgxOVdOVvldczLvwXj7PH3+sdxSa16wX3fix2507A9ddp++kvKTEu56ff95bOn5QvG5IZ2V5q48PChEwdKj3FEhAn805+WTO2vC6sa/T92VlcSM6L9fXqqXvNVy3jjNKNm1y/xjdm+b33MPP6aUfhe5Mu08+AaZPd389EXDllfp60vhJ///rLz4ImDVLjUyVgFQ1vLFHJDcCOBWc6qyl1a0Q4gUhREsAt4Jrh+NdM0II0VkI0blBgwY6xNJP9eruBsZH0727vg6GbdpwoHHcce4f06sXB7u65gV37syNtbzMZ+zenUct6exW6RWdNXUzZ/Ji10vnSd273MOGuR9q75CTwyeUO3eqkSmW4mLv9bg6F3d+HKruBXJxMds3tx3NAbZRL74I7NqlTq5o/NTT9emjb6PSj5537uTxLCtXqpEplk2b+DX0oufmzd3Xdsvg3XeBu+7y9piFC/WNlKtblzdTu3Z1/5g2bYBBg/R28PVKTg43QdJlt++4w1tHc0DvZuqUKcARR7gfawjoP8kvKuIA0UvKcHY26znMdlunf/azUVlayqnkf/+tRqZKQKp33EtEdBcRVY98vw7AGeCg18PWf1yKAERvlTWO/CwR7wNwOdV9D2TmTO+Nf8aPB95/X4k4u5GRARx4oLcukLpTLBYt8r5Iu+AC7oSnQ9bNm3n3eNQob4979FEOQnUwcyYHlDt2uH+M7kDIz6mas+OsYxG/eTOfnHp1qDoXTn7T/6Mfq5qw63nTJn963r7d/ZzPoNSqBZxyirdmK+vXc+f1995TJlYFnnrKe/Okv//mWeG6soc6dQLat9fzXH5Yv57Tmr1s3DZrxptDbkdqBWXgQG4W5IUBA4CvvlIjTyybNvGmwZQp3h6XnQ2sXq1Gplj8pP/rPuH1mg0BsA3Vabc3bvQno/XPoSZVDe8pAGYA+JKILgBwPYAMAPUQPPicBqA1ETUnomoAzgZQIQeJiFpHfXsiAE2rgD2EV1/lWgQd/PwzO0evJ6EXXQS8/LISkXbjzDN5tJNXhNAzDqa4mE9OvQbX/frpq/nz41Dr1uXH6Uol9bM726oVN13aulWNTNH4OVUDzDhUr3quVk2vjH42DZzHqiY9HXjjDc4Q8YJOPR96KI/UadzY/WMcPetMMfRyGgRw+t7tt+vpsL96NfD6695HDD39NHBq0Mowlzgd3r32Dti1y1t6bBCmTvX+vt9/f6B3b2+n/37x2/1/7Fh9M6H9+JZ69bjLsK7sSL+np85jVeNXzzoz7YL45zCPvFNMSi8ihPgCQG8AtQF8CmCBEOI5IUSgYlkhxE4A1wD4FsB8AKOFEHOJ6L5IR2YAuIaI5hLRTHA69YVBnrPS8vvvbNTnzUt9bTTOwklHOu6HH/ICw2uwNn48MHGiEpF2w4+h/fNP7lw4dqwamaLxa2iLi4FvvtGj5+Jirrv20s2RiA2zl1TyIPjRc8+ePNqpZUs1MkXjZ3cW4A0bXZsGmZlcAuBHz7oc6vjx3uYQAnoD3ho1gAsv9H7y5yycdHye/TyHo2ddi7sLLvBeG6dTz3PnApdcwmneXtBtt/fem0ujvNCmDc//1oHXxl8AZ8t89hmPrlKN343KGjX0ZbP59c8//sin5Trw4587duRMDx39EDZt4uaBXmq1gfI6Yx2f56uv5mw7L59n3XY7hKSq4T2ZiH4C8A2AOQDOAtCPiN4nosArQyHEV0KINkKIlkKIByM/u0sIMSby/8FCiHZCiIOEEMcIITQOMwsRCxdyNzavH6TsbN7R1ZHW5Xf2m65mBKWlnA7j1WDWr8+voQ4j4TcQGj2a6/506NnPogTgExAdI3/86lkn++7LtXv77eftcf36ATfeqEamWAYP5jEVXvnoI+D+++XLE4/atb33KMjJ4eZfOk6tli3jTRQv6f9A+bxEHd2u+/f3NpLIQdcpdGkp8Pbb3lO8TZwI+cnY2LZNj579pJEC/PnSpWc/dvvff/mU3Eu3Wr/49c+TJnEm2/r10kXaDb/+WRdCcH8NL71eAA5Ab7hBz9/WsSOwZIm3aRkA+2avm15+qVMH6NDB++Py8sI71lADqU54HwDQB0B/AI8KIdYJIYYA+B+AB1ULZ4ng19DqbEbg16HqWjitWFH+fF7YZx/eGQtzwKuzKdS2bd7SHx2+/BJ45RX58sSSlgZMnswna14oK+MTzaeeUiNXNG3aAI884n0HubSUaxm9jOHRTefOvDhRzerVPON2zhxvj2vUiOtqzzlHjVzRfPghd8XdvNnb4zp2BM4/n/WtmmXL/M381XVSsGIFL5L92m1dvg8Id3q930BIp56BcOvZmQDidZ1TWMh9Obw0evTLHXf4G103eLC3Dt5+cWbdn3mm98cuWMCBaFjJzua6dx2n+a+84q92/csv9ZUQhpBUAe96AKcBOB3A/1eLCyEWCiHOVimYJYqSEk5dqFPH2+N07nL7PeHVlQLpd1FSpQqPw9AhY9OmvFtdu7a3x+lcOI0dy2l4XtG1sZGeznWJXjuap6XxwuSvv9TIFc3q1d7G/ThMnswO9ddfpYu0G8cey01/vDJjBjB8uHx5YsnP52ZtOlIZ/VJc7M9uH3008Oab3sbw+MXv2KTBg4HHH5cvTyx+7XbVqvz6ea2r9YNf/6zTbgfZkNaVgdWrl/esF0fPOl7Da6/lzasw67lTJ7bdXikr0+P7duzwXkfu0L07Nw1TzTPPAKed5v1xK1dyY1kdr+MDDwAffKD+efYwUgW8p4IbVFUBoCnB37IbjrPyunPUpQt3JvYyhNwPQvhfOLVuzSeGqk8zmjYFRo5kh+AVXbvcp5/O89+86ln32B8/O5g5OZzSpfp0csEC3k33E1DqWtwNHsyneF7RtXASAvjlF38peN98w/VFqpt/+a13B4A779TTzM/ZBPTzeRFC/QgOIfxvVHbvDpx4onyZYvGbLgzwvMkXX5QrTzz86rlJE86I0NHb4M47vc39dsjJ4ZRr1Xa7eXPg22/9rVV0NnmrWdO7nnVl2gnBQZCfRm3Z2axn1Xb7q694c2jmTO+P1XU4Mm2at7FODhs2cKnS1KnyZYrGWW/7sduffAIcfni4s8QUkirg3SaEGCaEeEkIEXcFSURZCuSyRNOggbf5eQ41anATnmrV5MsUy4oV/mYKXncdMHs279SqZJ99uLGIHyNx0UVA377SRdoNv80OdJ3kO/VSP/3k/bG6gvIff2R9eU0jBfQtnPxuDunS85o1vAHlN2MDUK9nvyd/AJ9Cf/utXHni4VfP27YBWVnqT1CD6HntWuD779XXJZaW8oaoHxkbNtTTvfeZZ/w1NWzWjBfXPXpIF2k3Lr+cT1C9cswxfJqkY0qBX3QFQvffz92uvaLTbp99NqetekVXUO68Bl57LwD6/HOQbEXn8Spx7LYf37JhA2eK/Uc7NacKeD8noieJqDsRZTo/JKIWRHQpEX0L4Hi1IlrwzDP+5+kOH85jJ1RCxB0gwzyg/q+/gOnT/T128GBg0CC58sQjL49nEXolM5MXXKq7LC5bxh0x/cwUzMnhxafqeYTFxZye7CcdNOwONTOT56aqdlZBTtV0nULvyXquXp0/KzoWJddcw5lAXpk+nQOo2bPlyxTNGWdwqYGf9+LYsf42Yb3SoAGPxwkrGzawnvyc3h16KNeFZik+13jgAe5t4GfT9/HHgXfflS9TLG+/DUyY4P1xmZnlDURVEmQTUFewVlLi327rLH/zY290+ecgetbZ1yeEpJrDeyyAHwFcAWAuEa0nojUA3gawL4ALhRAfqRfT4pthw7yPdPDK7NnsFJcv9/7YZcuAbt3UD49/4gng5JNTXxcPIThQU73LXVjIKVN+OOEEIDdXrjyxBDG0xx7LDv+QQ+TKFEtJCe8e+0kTPPRQnmeseqyA30AI0BOsyXCoOna5/eo5O5szUnbulC9XNCNGALfc4u+xOvRcvz77Bz/NanTWJfplyhS2+6r1/PDDfGrih/791W+m/vorcOCBwB9/eH9sWRn7aNUTABYv5qwcP+n/bdt6r/31Q5AOyMXFwN13y5UnliAbla1bc/fkWrXkyhRLcbF/u52To8duB/HPOsrfKsPGRkhxM4f3KyHEuUKIZkKI2kKIekKIw4UQDwohfEQ4Fk9s2gS0a+f/hFdHXeL06dxMwE9dQM2a3LZ/wQL5ckUTxIiNGMG7+Cpfx02bgI0b/Y/TmTIFGDNGrkyxBDG06em8s6uaIHq+9FIe8aSyy2JQPd99N3DZZXJliqVGDd6g8LOBoiulefhw4J9//D02J4c3NVauTH1tELp35xpNP+gIeLds8T4yyUGXnq+7vPhqCQAAIABJREFUjseR+CEnhwM2lXretInrwX/+2d/j16xRf0oeJBD691+uNX7zTbkyxeI3/R/gmtXnn1c73imo3dZBEP/cogWfYB94oFyZYgmyaXDmmVyjrHJDescOHvfTtq2/x+tYb/fqxR3DDz7Y+2PtCa8l1JSUAPPm+W/qpGPhFMSh7r03j8XQsSvm11npWNwFacID8EnN4MHy5ImHoyO/r+O11wJvvCFNnLgECXh1QMS66tnT3+PPPhvo3VuuTLF07w788IP3sUkAlzX8/TfXDKrG7zzB5s15QaNyFu/atTyT2G+wpeOk4JlnOH162zbvj61bl3tDqJbx55+58aIfdJxCB7XbOk+E/NhtXXoOYrfnzGHf4vd94oagen7pJX9Nw7wQZB3moPr09Jxz/Gc0tG/PJQ4q+71UqwZMnOivtAxgmz9unFyZYklL4+wcP+Pk6tblfkCqT/JDig14w07QIMOpe1C5K1ZczK36/SxAifTUZgRNI3XuoYogu7PO44qL1eq5ShXggAN4keyHL77gplIq+eorf3MIAV44NWjgr+mHWzIzuW7ST7dwgFPrJ01Sn3btFyKuxfObmu+WK68EPv7Y32N79wbmzmU5VTF7Np9IzJrl7/Enn8zN11Ti2G0/n2cifZupQYJJQI/d9uufnRMhlZ/nkhLeWPbrn3WVUQTdkFYp47p1/Br6fS/m53MwpFLPl17KwZpf/9y+PXDxxXJliuX88/1nKG3dyusHHfOM/eJsEKnk3Xd5JJ8fiDgbULWeQ4oNeMNO0J3FnByunVRZgxNkUQKo3+UuLeUUkDCf8NavD1x1FdfS+CEnh9NxVOr51ls528AvOtJ9cnK4+6kf9t6bA0qVsztXrOBgy+9O+ltvcc27Sj2ffz7XhPvlgw/UDrcvLeUTkzlz1D1HUILa7f791df8Bc2GGDWKezeoorSUT8iD+L60NPW+z3kuP+jwz0H1rNo/C8EbPN27+3u8jjTNLl04a8PPjFugvGmVSj3vsw9wxBH+H7/XXmpfw127uAzFT0YJwK//ccf564julk8/5cC/oMDf46dN42wDld3rP/qI1wEWz7gKeIlot1c33s8sCgi6gzxwIO+MqeygvGZNMId6xBH+Az23fPut/y7G++zDO2MqnX67djzywG/jqcrQjED1ScGaNcCDD3JKrR906Pmdd7gbt990Wh2Lu0WLgs3F/vBD4Nln5ckTi9Mcz6/NEYLHrQwbJk+mWIJmbAjBCzyVnV2D1E0CHKCo7E4cVM/OJuCFF8qTKZagem7fHjjlFLV6vvFG4JFH/D9e9UYlEfDqq9w0yQ867HZQdNjtd97xNzLQQbV/Li4GWrXyH6zp0HN+Pm+k+k35derJCwvlyhVNkGwIALjtNj2j0EKI2xPedtHfEFE6AB8V0xbP7Lsv1/vVqePv8TVr+k9xcctPP3G6ql8ef5xPbFRRtSoX+vtNYaxShRcMfnd33bBxY7D6GR0O9aSTuO7PL6od6j//AHfeCSxc6O/xVarwuASVr2FxMacW1q7t7/G60uuDbGCp1nPQWjUiYP58tc2Cgup54kSgXj3/zZDcEFTP8+apPWnYvp07p7ds6e/xRP66wXph8GAOzP3q+dhj+VRJZTOkbt2CzZG/4grgrrvkyRPLrl3BUn0du63S5gwfHqzEQMeG9NChwXpkqC4tC7o5pMM/l5TI8c+qX8cgdnvzZn8d2/cAkga8RDSUiDYCOJCINkS+NgJYCeBzLRL+1xkwAPjuO/+dY9evB66/3t/8OLcQqQ+qg5CfD3zyCX/Q/XLLLf5TrtwwaFCw05JOnYAZM4DDD5cnUzRC8Cm5n9FTDk2b8saNqtOMoA7VeazqYDI72//nWXXAK4ScEoX16/11bXdDZdCzc3rqV886FsiDB3MTGL98/jlwwQXq9NyqFY/7CXIa8fDDwH33yZMplvT08pOnMCIE9zUIUqbRsyc3y1PFmDG8fgiyATV5MvDUU/JkimXiRP7yS+PGvOGuarRhWRn75qA2cd069XY7yOaO6vR6J5gMq3929Bz0NVTpn0NMqjm8Dwsh9gLwuBCiVuRrr8hooqGaZLQEoWpVTi/89Vc19//3X170TJrk/x5jx3IwlJ8vT65ovvkGOP10YMMG//dYu9Z/qqwbgqapZGYCBx3E/6pgzRpOcw3iUIcMAZYs8ddd0A0yHGr//pzuqgoZwaRzHxU4eg7yGqre5d6yhXfgg8qocuH08MOc2u0XHX0DbryRszb8UhlGXEycCHz2mbr7P/kk8Prr/h+/fTtncT32mDyZolmzBjjxRP8N3gDOPvrtN/5XBSUlnHreoIH/ezRvzjWoqgjqn1u04PWDqg77Muz2kUdynw5VnZqD1rs7j1V9eho0mHTuo4J167gvQdDXEAi33VaEq5RmIcRQImpERIcTUXfnS7VwFnCzhOuv9//4mjV5cajqA1hYyGltQe5frRo3CVDVfa+khI1Ew4b+73HrrWpPeIPW0wE8K/Grr+TIE4uMYFI1MvR8220cmKsiqEOtWZObQp12mjyZotm1i2seO3b0fw/HoQbJBkjGgAHs+MMc8Obm+u/EDfDGVe3a6hqobd7Mm08yyihUyfjYYzzHOEi6q2o9jxgBfP21/8dnZHATH1U1fzLs9m+/AYcdxhlEKigp4ZPyIAHvjz8C998vT6ZYZPhnlcgYSdStG5duqRpZU1wcXM/338+fOVV07hwso6RmTW5+qWpzqG5d7slz1VX+76GjLCqkVHFzERE9AuBsAPMA7Ir8WABQWGBkgRBcJxU00GrcWF0w6ThqPzM7HRo35n9VypiTE6yeq0kT7hi6fbv8E0ohWMYTTwx2n8ce4+ZfQTrsJkKGnles4Dqoa69VI+OyZcH1DLBDycjg4Fk2Tz8dfEHRv78cWeKxzz7BZyUfdRQ35VKVbSCDTp34PV1WJl/PQnBWzTHHAB06+L+PSrs9fjzXdU6ezHWyflBtt+fNY5sbJF24cWO2OyrtdpD6WMD6Zxn+eeJE4N57eWNa9lgYWXq+/HJ+Dz7/vBy5opGhZ4BTXYnUBL0nn8zvpSB6DrKJ6IYnngh+j5Urud5YFUTB7t+qFWf2+J1jX4lx6+lPBbCfEOIEIcRJka+TVQpmAacLb9kS3Ig1aaJuB1mGoXUeq1JGGa8hoOY0Y+1aeXr2204/FVWqcLZB06b+75GZyenlqpoFvfpq8FOIt9/mXdolS6SItBsnnMA76UGYO5dfRxWUlgafFVmtmtpg9/rreXEbhEGD+GROxabG2rXADTcE65gKADfdxCOiVODYCWu3/bN2LW+OWf8cjIKC8qDaL02asN1SoectW7j+dr/9gt1n2TI+LVdBr17ctPGgg/zfY+NG7rHx4ovy5Iqma1e2u0EoLuYN2bVrpYhUAVkzklUGu19+yTN0/U55ADi9fswYPs3+j+HW2+cDqKpSEEscZCxKAA5S/M4+S0VhIX/A993X/z2ystjQqgrWZC6cVDj99HTgoYf4ZCwIKhdOvXsDU6cGS5ly9KxKxvR0nmccBOd9rELG1as5UA06o+/ZZ7luXgX33MM6Ctpc5Z57gNdekyHR7owdy12Ww4qs05aLLlKXui7Lbv/+O3fxVUFBQfDXsFkzDqZUzMWU5Z9VB7yy/LMqGU87Lbg9c3SgYg2RmQnMnMkjHoOgUs9Vq3IgE6R56F57cRmFKhknTw5eNzp3Lgd8Kmawz5zJ7/Pvvgt2n/ffV+efJ0/mTXkZp7OyAvxKhNuAdwuAmUT0MhE953ypFMwCeQun4cPVGAiAT4TatAmeRnrOOTyLVgVffgk88ECwe6gMeOvU4ZECQeomAZZx1Sp1mxsyyM1V8xoKwXUtP/wQ7D4q9Tx5MtCnT/DmZyr1XFDA78egJ5+ffMJdfGUjBJ+UBLWJhYW8QPzgAzlyxd4bCC7j5s3An38Gm4mcCBlppACnGPodmZcMWXru0YP/1qC2NR6rV3OgEVRGpwuyigXowIHc1yGonlUGa9dcE/zkT/UptAyiy6Jk89ZbnOEUFJX+uUeP4J20VW5sFBbyxlhQe7ZwIetDlX9u1Cj45/m447iR638Mt6uaMQDuB/ArgN+jviwqadgQOO887kAYBBVpew6PPca7bkEZPjxYIX4y2rTh2tYgNG3KzRIOO0yOTNGsWMHGNuiCJzeX/1VRa3XGGVyDFBRVaderV3Mq1rx5we6jcuEkKxByHq9CzzKyIQB1C+TVq3khEVTGunWBxYvVdIaXpeePPuIUxaVLg8sUiyw9f/+9mhTIbdu4zqxrV/n3lkXPnixn0NTAM8/krA0Vo42aNmU5g/L008D//hf8PrGUlnIQGNT3Oe9lFY3y3n6bx/0FmfIAqPXPI0cCo0YFv49K/yzDblv/LMduV6umrmwrxLjt0jwKwGgAvwkhRjlfakWz4JBDeKcoSFc7AFi0iHdzpk+XI5cqdu1KfY1XCguB554L3pGuenUO+Fq2lCNXNE8/zfcN6vRPP51P/lTIOGNGsDnGDp06yTHYschKL6xZk4MhVQ61alVuDBUE1U5fhn5UnRTIWpRkZrKeVSzuCgrCr+ebbuLZ4kH5+GM1gVCNGsDo0RwMBuX883lMlArS0uRsKO/YoeZE6J135HRXPvZYNTV/s2fz5yTo6KjMTA5Ib7pJjlzRzJnDa6esrGD32X9/fh1VZWyEeaPSuacT9PslM5O7IFv/HAxV/jnkuLLURHQSgJkAvol8fxARjVEpmAXsAGWkOQnBKYYyTmKjKSvj3WMZaYHDhnFQKXsY9h9/AIMHy2lmMX8+MGVK8PvEUljIaSpBF05ZWVzDKvukoKxMTnohANx3HzdMkI2sQAjg0UQq5iUWFnI9YVA9O4sG2Q5Lpp6bNOFdfdmf5+3bufQhaNYLoG5xd/fdnLYeVM8qF059+3LX1KA0acIzQGXrWWZ67+zZaubQP/YYcMcdwe+Tn8++T3Z6fVkZcMklXFMYlGXLeANCdjquTLutag6vLLt9yCFccrP//nLkcpBpt/v354aAstPrZW1IO/dQFUyG2T8LwRvyrVoFv5cq/xxy3Gr2HgBdAawDACHETAAtFMlkcejVCzj++OD3cTogyv4ArlrFBnzVquD3qlOHZ0LKTgNxDG3QnUWAT0SCNq6IR2GhHPmEAO66C/jii+D3imbVKj6BUHEyKwuZC6ebbwb69Qt+n1hkNOEBOE1xwoTgYzJiKS3l93ivXsHv1aQJn6DKsA3RHHYYn7gE6UbqoGrhVKOGnIBcld3esgX45ReeZRwUVWmazz/Pm3cyurGqStP88ksehxOU7Ozy0TcyWblSnt0eNw446yz56fWyTv4ATum97bbg94lF1qmaKmT65x49gKuvlr9pLtM/jx4tp145liOP5Bn0QWncmD/TQWacx4OIN+/uuy/4vVSmXYcYtwFvqRAits1hwDaelpQUFgbvOgvwAqx+ffkOVaYRU3WaUVjI9QpB08IBtWmaMl5DIuCll3ghJhOZep49G8jLA36WPMJ7wwZOd5Kh523beMSDbIYPD960A+D3c/fuHFDKJCMDuP9+bmgRlPPO45O/IGOsVNO7N6cYyua++3jkUVBq1OD3s2yb48x2nzAh+L1UNZEpLCwfkxIUlSdCMmzif9k/FxSw3ZFht6dOBV55Jfh9YpEZ8B5+OI9Vk4lTriVDxtJSzgRcsyb4vaI56STOYJCh5/32C552HI9Bgzg7Jyg1arBOLrkk+L1UcdBB3DNH9mzykOM24J1LRAMApBNRayIaBm5gZVFFWRmn4crY+QTUOH2ZDlVVGoisNBWA/85//w02Ay0WR8+yHKoKPWdk8OiIoHMIAU7JmTtXfkB5xx0c9MrQ8zPPcNqQjJrlaPLygIMPlnOv77/npkYy2bCBFzoy0tlUNOABeLE4YICce11zjZwNiGh27eJNA1kbOi+8IH/hJDu9EFBjt5s0kWu3ZX6eK4Pdrkz+WYa9aNKEMwJk2+2OHTkdWQbbtgELFsi5l0PHjnzfPn2C36uggP2U7CyxZs04XVqGnmfP5qkbMtNxheANtjDzww9cQihjc/HAA9m3hHlDWgFuvcm1ANoB2A7gXQDrAQxWJZQF3Lm3tFSeQ+3QQX6Ni8x0pEaN+F8VJwUyFyXOPWWxaxfPKz3jDDn3U7Fwat+em9PIqD1SlaYJyOtGrkLP69dzGpas9/cLL3CtlUzeeINPmmTs7peV8aiV118Pfq9opk8PPssxmrIyuc3yVqzgVDZZNufMM+V3KpYZCDVrxp1xZaQCRiMr/R8ADjiAU+FlzuJ1/LOsDWkV2UMy9ezYbdn++bzzgDvvlHMvVZsvn3wCXHutnHupyjbIyODMn6Co8s9ff81zbmUwaxY3ypP5XiwpAWrVkpch8PDDXAIgk7lzOeitWVPO/XbuDH+QLxm3K8QThRB3CCG6RL7uBCCh44UlITJ34QFeeMpuilG9OgfS9eoFv1dGBjBkiLwTMIdvvgHee0/OvVQ41KpV2enL+rtVONQyidULGRmcjiRbxosu4oBNBirSNP/6i7t8//mnnPup0HNBAX+mZXye09KAn36S3yxIZiA0ZQqnn40bJ+d+gNwgA+AaKxnp0dEUFrKeZZTLpKfz51n26DuZG5WnnMLvw5wcOfcDuP65eXM5tdoA+4Cgs2hjueQS7tAsQ88ZGTwmUbbNOfFEtt0yqCyzeGXL9+abwK23yrmXKj1fcYW8bBoVenbulZ0t535FRcC338q5l4NM/wzwJtuQIXLuVUlw66WGuvyZRRYNGgBDh/LpWlgZOJB37WSlLz7xBDtAmWRlyTNiHTrw4lPmeIbCQl6M7dgh5365udxJU2Za14ABcucPy3b6u3bxrMSFC+XcT6VDlZltsH693B1aJ8iQ9XlWoefiYnmvYcOG/LlToWdZJ3/vvguccEK49fzqqzxaTSbnnMN/d1g54ADuriyjqSTAGT5XXy3nXg577cW1erL0/OWXcmocHXbtAn7/Pfh8W4cmTYDateV+Vj77jO+7aJGc++Xmst2W9TcDwNixwcc6RSO7yZtsu239s5z75eSEe3NIAUkDXiLqE6nXbUREz0V9vQFAcgsySwVatAAeeohTxmQwcSKnxsmuH5HJrl3cWVIWq1dzx93Zs+Xcr3ZtXuDIbBb00UfAEUfIM4zXX8+1LZmZcu4HsPOTlUYDcLOgDh3k3W/5cn7vyAoyGjVipxLmQEhFTZ3sbqSy0zRLStToWebizrFfYV7c3X478OKL8u731Vfyu6Y++iinxMugrIznfz/xhJz7qWDnTmDxYrkblS+/zMGQLLp0KU95lUFJCW8ev/uunPs1a8Yn76edJud+AOtk2TJ5Pr9LFz7RljneSbbdlr1RqcpuhzngVeWfZb2GAN9LRff6EJPqhLcYwHQA2wD8HvU1BoCCQZWW/6eoSO7uUFoaMG2avJ1KAOjWDXjkEXn3u+kmDvRlzYBbuJAXOTKNzrhxwHffybufE0zKcqhVq8pvGCQzjRTghhOPPirvfrLT/6tV4xpZmdkGjp733lvO/Zy/VeaYENl6dhyqrM/zzp284XTAAXLuV60aZ3/IfA2vuoo3nGTp2VngyJSxQwe53all63nLFrkNadLSeFNM5hz6xx6TG1hNmcK+T2b3+vvvl9vYbtYsTkuVpWeZIwMBNY3yZNvtY47h8jIZ3YodZNvtG24AnnxS3v1U+Od995U7Uke2nlXY7ebN5Zb8ybbblYAqyX4phPgTwJ9E9K4QolSTTBaA63kKCuTV/LVsyf/KCng3bwYmTZLTGdChZUu+74oVbNCC4qS4yhjU7XDPPWwgZMwqBVjG1q3lOett23jRfcIJchphbd7Mmy+tWwe/VzRC8JeM2j9HzzJlvPJKefcCWMZWreTpuVMn7nQta7EoBDfBkpVRAnC3z9ateeOuVq3g92vWTH49a8uWcjcBAa4LloVju2TJuHUrN6A7+mh5p3WtWnHnell2+8MP+RRs0aJyvxWU1q3l6vnnn+UuuGXrWYXd/vlnrvkbMECuf5Yp40MP8Qa3rAwG2f4ZYFu7bZscO+HoWeYap3t3efcC1Oh55kw5tekOvXpxiq8sPbduzaf5MnsbyMqEcJBttysBbrXRlYi+J6IFRJRPRIuJKD/okxPR8UT0NxEtIqLdJoYT0Y1ENI+IZhHRj0T03+mhvWAB0KaNvPs1bMiLTlkpzY5jlimjcy9ZMi5YwE1VZDUWAVhGmWnhsvWckcEL2vHj5dzP0bNMZzV5Ms/XnDhRzv1KS7m9vsxgbdUqbroki7feknvaUqMGnwhVSbpn6R4i4NJL5Z78XXYZ8McfcoJdQM1O9EUXcSdkWVx1FfDOO/LuJ9tuL1gAnH8+fwZl4dgG2XZbZvpe69by7bZMm6jKP8uUUZV/lmm38/OBTz+Vdz/Z/hngjaZbbpFzr5ISDlZkyrh5Mzf7lLWhc8op7OtlrsMaNpQbTPbpw+VvsmjYkOdC9w5xIuxRR3E3aVlriEqA23fMSABPAegGoAuAzpF/fUNE6QBeANAHQFsA5xBR25jLZgDoLIQ4EMBHAB4L8pyVhtJSNtwyjRiR3GDNuU/YA94WLTjNVxZt2nCdnowRF46eZS5KZOs5Kwu47jo+UZTFvvty0w5ZMl56KbBkiVw9v/EG0KMH14TJYO+95Z+Sv/8+8Nxzcu61bBlnk+wMcWuGAQOA446Te89LLuH3twxKS4ERI4D58+XcD+DP8+efc7mHDFTZ7WrVOG1YBirttozPsyr/LDMo/y/75xUr5I2gOuEE+c3TcnLkvYatWnHQK2usIcCfkz595HUZrl2b+5TIDKymTuWpBzKaf+3cyeUOMuuqZfPJJzwWcskSefds3x647Ta5J+Uhx23Au14I8bUQYqUQYo3zFfC5uwJYJITIF0LsAPA+gH7RFwghfhJCOMU8vwGQ2DEhxCxZwh9C2TuLPXvKW3Q7BltmKk2TJnxCKcsZrFolP8hwdCKjIzARnyLKGsvgIDPgbdkSePZZuXrOzeUFcpgbqDnvGxl6LiriuYH//BP8XtGMGSOvO+6oUdzRVabTF4JPjB94QM795s/nsQwyEYIXyDL6JSxezM1ZZNvto4/mDAYZqLDbzZpxzW3//nLup+JUrWtXlk9GbbAqPcu02/mRBDzZ/lmm3b7lFuCZZ+Tcy0GmfwZYvjD7ZweZKdey/fOLL8qtTQe46/Orr8qRMT+fy2/efz/4vaL53//k1dzOmwf8/bfc2m+AX8f8wMm6lQa3Ae9PRPQ4ER1GRJ2cr4DP3QhAdDehZZGfJeJSAJILuEKKit1ZgOtbXnhBzr0aN+ZUQJndgNPTuclU375y7vfTT3LTmwC5u9xVqgBHHqkmKC8o4DqhoCxfLm9kkkN6Oi/EZLyGZWXsVF57Lfi9opG5cJo5k4M+mR3IAZZx6VI5el6wgD/TMj/PRBxMTp8e/F5lZawL2TZx/nzOOPjii+D3ct7Psj/Pixax3Zal50aN5Os5PV3OvVTp+eijeQ69jFm827ZxnWNeXvB7RTNokLxO0rfcwlMKZPtnWXYb4BpH2aenMtPrt25Vk/Ei027fdReXUchEtn8eMkTu2CRA7jpM1Xo7PZ3nYMvYRF64UL5/BvgQ7D80i9dtwHsIOI35IQBPRr609fgnovMiz/94gt8PJKLpRDR91apVusRSR14eL3DaxmZ4S0JGLdyFFwKjRwe6xTvv8OEAEcd+RECzJ67BO4USmyZUqyZVvlZ9WuPLh2fL6dA5ZQq/hmVlUmW86vm22LBPazkB1mmnBW5MFk/Gbxe3wbrpEoLJ4mKuEw0QlMeTr02flhBEoXGo8WS87oU2/FmWcXIs4VQtrp7zW8vT85YtgYLJSqvnw6YC11wTGj3H5eWXgYsvDn6fnTu58/+ppwa/VzxKJfTePPBAYMIEuR1TAQ6iTz9dzr2IgHr15Nwrmu++C+z3AXBq+SefcFAuk5Ytef0ko77zxRe5V4KsshaH1q3l2e3vvwf++iv4fWKRlV5fVMQbB7JtTsuW/B4Pid2OS5tw+ee4qMg2CDGurIIQ4pg4Xz0CPncRgOg+5Y0jP6sAER0H4A4AJwsh4m6VCCFGCCE6C/F/7J13eFTF/sbfs5tNJYTeEkINAUIJVbqAioAUUZoiCD8EBRHFgrGCBeQqImJDREAIeLlXBZGLBQWUYqH3jnSkFyGBlH1/f8zZzSbZTU7bTSLzPs95gN0zc96dD+fsfHe+M8OmZa0e8i8IVakifrWLirK23r17xTYcVvzalplpqvj8+cDw4Vmrtruqu3DkCj4dug4L5pmrH+vXA/36GU7X8OXv4FEH+r1WD/O/tCC1cs4csRqwwS9nXx4/OtcHFa/sxfzVFiz6YnJxFl8e56b2xvtn+ppf38fkl5Uvf/uPhuAwquLwDxZ9oZYqZbgD6svjunPiM//8iQUeXauRGpQvj1tSayHsxAHz97MfOR9BFWs4p6WJkZHCzPnLL4Hp083Xk1OHDolVRE1+LyA4WMypbtvWGl+eatpU/FBbWJWWJlI/rZinN2yYtXvwuhQdbepHZLc2bRLB/bZt5uvyVGgosH27NXs479snFhIrUcJ8XZ5q3lyku1qxmJ8/A6EDB8zfz64MKas9hoSIXwatCnhNfD/7lNWj0IWZcxGRpp62oihRiqJMcY2iKorytqIoZqOx9QDiFEWppihKMID+EPv7el63EYCPIYJdi/MBC7HWrrUsr941YmCzAfXvqCBSVM3egOfPiz3LDKaRzp8v+h3eplP1wX+x4kZrTB5tckPsTZvEL9EGF8QYPTodKSnPAegLYASAU+73bk1Zhs0Dp1gTrJnowA8atA4pKa0g1o97BEDW70EpKaKNTXk8f14cBj0mJxMDB05ESkoDiCn7s93vLcAAvJQ+Do8/bsIfYPoL9bHHLiIl5W4AiQBuB5C1V+f/8VN0+/0lazgbDCYF59WD1cfrAAAgAElEQVRISbkFQGMAwyC2RQf2Iw5OKPjvtFOFgPMEr5z3oRZCkGb+fi5VSqz6bDDrJS/Oe1kL537dZ55zUpLhFPj8OAPAt9P2m/dYqZLxjhMJTJiAzIQG2F+qOV6uPBsdO6o759WqJQK2oyY5Hz0q2tBoFtLFi8Ddd+NarUSsj7odvevsxJAh6ndN6dLWdD67dQMeeMB4+dWrgVtuwenoxviy1DC0aXodM2ZAjITdeqv5EdTz58X8xr17jZXPi/Pu3cDjj4uMCzMym/6fF2erZDa13hfnmjWBV181vy/t+fPAhQv+uZ9HjBALQ5mdG2x29DQvznXqWAPcLOdffvHO2ar0+vR0oGdPsYezEQXiuV1URDLfA8CXAF4BUF09xgH4SkvZfOrtCmAfgIMAXlBfexUiwAWAHwGcBrBFPZbkV2eTJk1Y5BUTQw4caKqK5GSydGnXZqdZx18oz/23/p85f7/+Kir75htDvsLDSSCTwJ8EthC44fbXHKLuTviOyckmPD75JBkWRmZm6i762WfpBO4lAAK1CISofx4jQE7GGF5GJMPDnOY8GuScnEyGhKwjUIxALIE7VK+dCaQQIBegPyciieHhNO7RBOd585wMCnpB9dWaQEP17++6WUfiMovhSoFx/vjjiwSaEggm0INAOQJlCGzNds+YakOSjI83wXk1gQgCVQl0IaAQ6OTmHIJU8x5TU8nvviMPHtRdVHB+3oNzYjbOtbGTX6M7a2GPuTY0ofw4v4UnrbmfDUoL51Moz08w1BznffvIiRPJkyf1l3U6yeefJwFuiWzNzUgkAb4Q+S5LlSI3frJR3CzffWfQnKonnxT/mQ3cz7x4kWzalJmOYC4N6sEztnK8FFyGDbCVHTqQVx9+koyMFJ/FjMx8P69eTUZE8EKJqvwfujATCtdFdmIoUvjmmyTLlyeHDjXnz8RzWzPn778353HMGMPPbW+cLwaXzeL85gdk7drWcB40yFjZHJwJZOd84QJ56JA5f/7kvNGcNbeeesrS+zkb579N8nXpp5/Ib781VjY/zoMGkf/9rzU+jShQ93MBCsAGao05NZ0EbNHyWmE4inzAe+2awPLaa4aryAoqcx8/oy1Xo425jt1nn4nK9uzRXbRKFaoB7p1qxxgEGhM4RYC0I43XEcxRmMYqVUx47NaNbNDAUNHIyMdVX1PUdltDIJJAPIFU1sJuEmB5nDLu0QTnmJjzBEoSqEnguOpxptpJHiKqxQv8GW0J0LhHF+e9e3UXLVPm32obDlN/3LhBoJf62lIqyOR5lDTPecoU8oEHDBUND7+HgIPAErUN9xGIIVCBwCWG4RoHYxajcNGcR6dT8NapmJhzBKLUH1tOqh5nq5wfzHVvm/JoUHlz/sY6f2fPGus00ZPzN145l8ZZDsIc2pFu7n5u2pT86ivdRbM4x7ufgzk5v4bnC/R+5r//TQL8qcYwBtky+dW/b5C9epEAh5T9hmVKifuZ06YZNKfKxHOb99xDp8PB+yK/YY0a5Klf9pHR0UwpUYEllEvs33iv+PynThn3Z+b7+dw5MiqKV6LjWR6n+OCDZOans+lUFK6qKjh/WecFsm1b4/5Ic5w//9wn58GenN97z5zHu+7yP+e//jLu7+pVaznPnJWbc7t2xv2R5C+/iGfO/v36y+bJeSnLlHHy/DufkWvWmPOYmWnsBzbSN+colXN/c9ZMSwvnLy24zvXrxn+8yY9z6Uyen/4fc8/EApY/At5fAbTx+HdrAL9qvUggjyIf8G7ZIrAsXGioeHIyabd7D3YB8hMM5V8oZ26k4IUXxEVu3NDtTXSKB6gd4nEEPiQQTjGycYIA+Qpe4jSMImDCY1wc2bu37mJTpx5RO8fDcrTd96rniQTI1WjNtvjZuMetWw1zBl5SvWzN4XGs+vpvLI2z/BOx7vcMadcu8q23dHOeOzeDQG0C9VTeLn831NdrEkjlMEw3z9mgJkzY7PF/0LMNN6iBxlMEyFVoZ46zCQGuEfLtOTwmqa//ynBc5WwMMsd5zRpy2TLdxfLnXIPAdQKkQ83iMHU/9+unu1gW5/F5cvY8DHk08dzWwtmOdEbgijnOzz8vnttpafrKZWSQtWszNa4ebchkUpL6+o0bZO3avB5bk6FKKkeVnk++/75Bc6oMPre5eTMJcFUHwdk9QrV+PakoXNsy637mzz8b92fm+/mFF0iA99Tazlq1yPR09fWkJBLggBq/skqxs0wpV8W4P9Ic5/h4N+fnnlNfz8nZMZ0cNcqcx8LO+fJl8o03yN9/119W5dwrzs+cjSqQnI1KK+fmz5B//GH8OqdPi9HdK1f0l9XCuQqZcvaqcX+kuJ+jogQ3PdLE+XqBIbZK/gh4EwFsBXBYPTYDaKj1IoE8inzAO2uWwLJzp+6ieY3suo4O+JFv4SkGIc34SEGXLmTduga9zVI7cRM8fP1BIJRAPwJkGK5xMXoQMJiqmZ5O3nILOWGCbo9BQSPUgPeIl/brRSCCCo6wETbyMUw17tHpFCmkFy7oKibSM4sTuMeLvysUo1bNCWTyVbzISjhORQlcsJacTAYHu0b9Fnrx+J363r9oRzrnYoDxNszI0P8lQNePQveo7XjBi8ehBIKoYAcbYrM5zosXk0OGiA6UDn388QWKrILePjhXJNCMQCZfwUvmOHfpQiYk6CoiOH+ugfMk2pDBz/CA8Ta8dIlUFHL8eN0eBecoAhd9cgZ2MxTXWE/9AcmQR4PPbT2cXa8b5ty5s27OJN2jBFNbL2REhBhsd+u770iAX7X8F+12cvt2A75cunzZEGeSYjQoKopVoi6ye/cc7/3f/9EZFMRby+1kwzLHmbHLwMinS0a/ny9cICMjebyl4Dx3rsd7V66QFSvycu1mVNTnNk+cMO7xiSfIxo31l9PCuYV4bm9PNJZV49bhw+SOHfrLaeIsntsZb08159GIzp8PHGeTo36aODccYNzf5cvkgw+SGzboL6uH85R3jXt03c+7dukrF0jOpp/b/8mbs93J7e8sN+6vgGV5wOs+GSgOoLieMoE+inzAO2wYWaKEofQ9kS6s7zCk6dPJjz4y4C2TIm2vEQGn24PDQdrtr6od5B+oIJOlcdb9fqBSNaOjj1HM8xueq50cDtLhOEQxn/f/CJAPYlbAPUZFvaK205Zs/hSFHDGCBOYQACPwKcNxlXep6bq6/WVmkkuX6g7IY2OdBBII1GX2UT/RhsHBJNCdQCRDcZJdsdQ9+qfb4/LlYk7e+vW6ilWsuE1tw5d8cP5LDYbvJUCOwPvGORu8n6Oixqket/ngPFfl/Il5ziVLkg89pKtYQDn/8IOoWOc8oyzOLxd5zjYk04EbbIG1xjmXKKGbM51OMiGB12vWpQ2ZHDvWyznduzOzWCRjS1xit246fXlq+XJDnLltGwlwdUfBOVf/+q+/yOLFefQWwfmzz0x6HDhQ//fzuHEkwD61t7FmTY/RIJfmziUBvt1oHsNDM3julM7R2ZzS6y8zk6xb18352We9nOPiHHyS3SJWGJ5iYFg6Oc+9xUS2wdatYvRPr1TOvePz4Zwwk+G4ynOzlxjzl5lJxsaKDCy95fLj3K1bFmfbUt0ZXm65nts//KCvXCA5G+1vB5Kzge9nN+e4BP9zLmD5Y4R3IoASHv8uCeB1rRcJ5FHkA94TJwyn4mgNcu1IZwyOBnTkT1FI4Ct6GxFKTiZnzUqlSHWtRSA9l+dA+AReoUhzPOj1+iIlexTFCPDRXOfoUlKSCCh1KDMzk0BlisWpcnMVnyFDbcemBJyMwx5jbbhbzFPmzJm6PAJrVcaz82jDTQTAcmo6aX2P4F2Xx1dfFf+xLl3S6fFxih82zuXhMYmAwgr4hbWxyzjnevXIO+/UVURwjibQNR/OcRTz3528E8vMcf70U10etXHeaA3nV16RnM1yPnyYDAnRzZlr15IAF3aZTbvdx7TIjWLhk++bv0CA3PX5Fn3XcOnCBfKLL/SnFz7+OJ3BwUyMPc/bbvNxTlISnYrCzjX3sX7NFNPrGelSZiYZHc1LrQXn6dO9nJORQcbF8Vq9ZgScZpbwMKY1a9ycg4J8xHouzrdNEpx1Doq5tWgR+cEH+kco9XAu9TsbVDxtnHO9emJkTY9Uzhe1cE4Q38+vtdY/lYSk4ee2Ls4NnjJ3Pxt8buviXOwXNnDslJxzSuX8765ztHP+91ZjHgtY/gh4N3t5bZPWiwTyKPIBr0ElJ7uCytxHztdDkcJv1E6W7pGCI0cMTXAXI0LNKeb1Zbi9eF6/bNkv1U70AgKZrOyRVqwrzbB3b/L/9K1E7XQ6GRQUT+DWXO3n6bFSpYMEbASezdXGmv0ZTN37+eefPdrHu0cxkv6het7P2c7R1YYGU/eKFRtJkZ5+xWcbCo+3UUFF2nCNYbhmzKOBVNyMjAzabOUp0tN9c46OPknAwcroToCMUlOfdXE2mIq7cuVKld/n+XCeTgCsi/dZEufNcdbZe9XOuSNtqMgQXGKCxyimLo8GUrqMci6lBse6OGdmioXTdM5f1c/5A+OcSfELfkqKLo8cOZLO0FDWjr7Crl3zOK9jR2aUq8hIXOJDLbbpu4YZZWSQ5cvzXHsxxWPOHB/nnTxJOhzcFSc4fz//rI8T81BqqrHUxJUrSYCfdf2cDkceSTPTp5MAn6mzhOWKXWNqqv5Lcf58sk0bsaCOHnlwvuuuPM7r2JEZFaMZGXJD96CTW0ZSNPVy7vgoAf2DiySzntuvvKKvnFbOH30kONf8iuVKpxvjbDQVd+RIOsPCtHF23c9tdxswSGOc09MN3c8/fK7z/ztpCefgYA2ci33Aco7zhZ9zCzPzUQpO/gh4twEI8fh3GICdWi8SyKNIB7xbt5JTp+r/RYy+05ldHbdsryGTSZhobCGZ4cMNpYD07etKL3zPZ4dt7txMKko8gYbsiiUMx1WfHVWfMpgC8tprG1V/H+cZJIq27EMFxRmFI8ZSrw2m7nXs+DDFAl9XfXpMTibDwlIotl3p5uat26OBVJ+0tDSGhpYh0DffNgwJ+VZt78/yDEh8yiDnpKTl6nW/0MB5CIEwAn/p90caTsXt0GEYxRY1WjiXZTQaquc49XscMcLPnJcRAFtiOIOQZqwdv/9e93KXejnbEMLy2M5yHqz9PU1BL+dY1CMgMnQC4jEtjSxThmc6CM7z5+dx7rJlJMDZwcMZbEvT/5toZqZY4VnvirPqs/STzl8wNDSfqfJDhtAZEsIEbOft9Q2s4Ou6n1es0Fdu2DA6IyJYvfxV9uyZx3kpKWTZsjxbUXCe8WHOPElt19L9/WyEc/QLDLalG+NsJLVeL+ewMCaUO8M72htIDTeaiquHc5kyPNtCfD/PmKHfoinOHftp59zmEwYHGxjjMJqKq7a9rvvZsYd3tPxbp0Fawvnuu/M4z8XZzP28ZQv58suGOJ/Ww9noc7sQyB8B77MA1gAYqh5rAIzVepFAHkU64DWYokn6Ht0FxPueAXElHGMULrIx1nvtBOap+vV1p4CIxaBepBgZPe0OxEeMyH3usGFiUatBOTrTrjL5ykAKiPD3FEWqclb6Y+nS3tsF+J0A2AV36vdHGuI8Z84NAqUI3J/tmt48ik78OIpRocXZRlA1ezSQ6vPMM8vUIOPrbNfzxnnePCeBegxC/WyBmr852+1DKOZtpmrgvEP9PG8Y47xokdiDVwfn2bOvU2w59YBGzuNVj/uMeUxPJw8c0OyPNMI5gSVR1RhnAzLK+XZ0MObv6lXd6ZlGOdfBImP384AB+nvWamfow85fMzyc/DuvPqU61ze1eFkCTv3rTu3apft+Jik6vcWLM6ZMKvv0yefcHTtIgCsVwVn3mklGUjSvXydLluSp2wXn//wnn/PHjycB9sBiJlS/pj9V00iKZg7OV/NaVLYocbZ3JGBg/c9AcFbngPaIXs+EuBuFl3PdRsY4//WX2At51ix95QYP1s/5zjeMcc7IEINMerYMNMq5wm9MqJMZmKkUKuf371zi//u5EMgvi1YB6AxgsnrcqbVcoI8iHfAaSNF0ydcIr2sEwHMF5zJq0NkKa3Kdl6dcqbg6U0BEOnMtArd79eapGzdu0G6PYQzi2ALraPcYFdLk0UAKSGysay5d93z9ka62voXRiGCQR4fabtf4w4EBzmXLLqVrD1stHkWqZhA7oW628zV5NJjqExHxgNqJv6HJY6lSIlWzBSbT5pHmXrq0hosdPUq+9BJ56JBmf7Gx19UgaIgOzh0ZhjK0I0U/ZwMqW/ZrlfMyTR5jYk5R/FDzhH7OBqWf80fqZ1qXK7jLV9u2if0mdfzCbZRzMCoQHs8bzW3YuTPZsaNmf6Rxzu3RwPj9rLc388ADdJYsyfIlb/D++zWcr6bwjcFkViiXoW8NlE8/1f3c5vXrZPHiPNZJcF60SEOZjh2ZERzKcFz1+gNNnjKSovn11yTAdzotY7FiGjLKT50iHQ5uV5/bK1fquJbRFM1/OOeRI3X4IwPD+eRJMijIGGenUzDOc+jOi4xyLjlLP2dPr1qVmkpGRurnHBPL8OA0/ZyNyINzZKQOzp3G6Od89Sq5apW+gJw0zrnpz6xQoeitXeW3VZqLwlFkA97UVLHXlsGJMcnJpM2WPdj1nr4njrZYxZIeo5maRgqWLBEn60wBAVx7Yc7I5s/XNfv2fYMA+IbHYi6+RpByaeBA3ak+rhFbsSJq/v7ElizzCIAdMZaeI1eaRss7ddLNWewLHJkryMjLo93en8VhYzGczPP/RS5lZopfT48d0+wvPT1dDYIGZbtWXh5nzvybdhRje1TMdn5wsH+Ctay9lJfq4CwWWrsVj+njfOOG6Kjp9jhUDdbSdHC+j+Fw6Oe8ahX56KM+ViLyLqOcgeIMyTGfVhNnQ/ezcc7AIn1t6HpuDxum2Z/waIyz2GLJdwq0Vxl5bqeni5GMOwVnTRnlf/9NFivG4xWbECD//W/tl+MDD+hP0fz+exLgB12XMjyc2ubIffUVCfBd5TFGRDi1D+IZ5MyhQ+ksXpyVyqZp30b6vvvoVGyMCTrJe+/Vca1Aco6I4HH1ua2L86RJZKlSAeQ8Wh9nktyzh1y9WkcBGuPcv78xzkbk5vxgYDgbiZrUrXIMcbY9rv9+Hj2a/PVXfR49OPfvr7FM//50RhZnTMR5fZzV4NrY/ayTc/HiPN7+fv2cC4FkwFsU5YpGf/zRUNGYmKwOk2ukwFsnyDUS3NJjdFfzSMHdd5Plyul+mBUv/hwBO+Ex3zWv0Yxz587Rbg9lH0QxEpf0BZMzZujef1dsDaJo9keKlMQglGQ7lMjV8dc0Eq1j8Rin00m7PZqu7VO0Xuvll9cQADvhXuZMJ7V67t/q1avpa0/WvK4VGjKaDoDlsVm7v4sXxZdBrr0A8lZk5GiKhZauab7WZ5+lMxjl2QyR+jjPm0eWKSP2WtYowbkive3JqoXzHbhHH+cePXTfz8Y5P6af84ULZFgY+fDDmv2RxjkDlVkRdfRz1vncNstZLGLlX85cvZoEOK/7QjocOhZOHj2aToeDzWL/Yps2GssY5MzRo+kMDWV85Wu59+r0pfR0dY/M5gTEtGFNMsCZTidZsSLPd/SyV2deUldY/SJsAO12p/bfHVeuJLt3Dwznxx6jE2CzkM1s21b75Ujq3urOMOfy5XlZfW5r5mxEZjnjXn2cly/Xv/icynluj//4n/OFC+K7b948fR4feyxwnC24nzV/PLXtdXPu0YMsX97Q/Ty3u07Oo0fTabezWcQO/fdzAUsGvEVRzz0n5vvpXAzKM1VZS2Do7XzNAeWpUzpzMoQqVarDnOnM+V2rWLGH1E6r9iDUqKpVa0pFaamvLUgCL1ABWAIbs5XNc7Rc75YbJLds2UIAtNlm6fLodDoZjNqsDQdz7pXq0+PRo2SfPuTevbo8JiUl0WazE7ioyyOwlwDYGa20t+G774qTNm3S7M/pdLJcuRq02boa4DyBABiHRdkCjTw9tm5NxsXpup83btyocp5tgHMdxuvlbLOJ544OGee8pwhwfr3Qc1bQgNVQzO+cmZRE2u28Jf6i761BvGnPHhLg6pZiq4stWnY0+e47sWWSDs50OskaNXilbR5bg/jShAkkwH4NdrFWLY3oLl8WS8bq+X5Wt/1Y1HM2FYU8c0ZjOaeTbNCA12s3oAInX3xR+yV1yyznagO1czYy6mcF55BFjI93asuuHTNG/z7QZjjXrs3rcFBBpjbOrvv5pZf0eUxKIoOC2Dz+kjHO6nNbE2cDz206nWT16oHjbOC5nZPzWa0LvZvh/Pzz2v2Rbs7NagWAcyGRv+bwhgGI13p+QR1FNuAl9f9qx/zn7nqTSI8Ti1cBpM2Pq35OnXqYYlTinXxHnz0FuFZ1nqSt8+l0kgsW5DNDP7dOnTpFAHQ4Xndfw9fiNjkVHX2UYuR6bLa29zlavn27GMlYpm9Ptj59JqhtcSobJy0eS5X6hAAYjOXZPPqcP/nyy6KRdcyNJcnY2AYMDr7VzUirxypVSAc6sCJstHuMyPlsQ6eTrFOHbN5cl789e/aonD/QzTkm5jRtCOIdqKWdM0BOnqzL4733vqpy/ssA55kEwKaYnO1+sZpz5cr1TXBuz4qwMcgjJTdfzrfcosvfzcK5iVbOe/eSvXrp5sz69Zl6i+A8ZYq+ouzQgZmwMdJ+VXsG8MWL+q6hdtC+v1twPnpUR9nTp8ngYO6uLH6ENbR1jRa9+ioJsFPDv9iihc6yM2eSAJ9tuYrlyjnznx2xZo2OSMtDZjh36sTMitGMDE3Ln7PTKRa81PvDi1nODgd3txxMQAyM5qlt2wzdz6Y4f/KJ4FxyOsuV0zALxuBzm/XrM6VFe2Oc27fXfj8bfG67FqE0zDkoiLvV53YgOLdsqa+om3Pw29ruZxfnP//Udx0LOBezX9M9c6Mg5Y9VmrsD2AvgT/XfiQCWaL1III8iF/BmZIi5dAaV1967+ZXrjsUsifOsjgN5lzt6VKRX6BzdTU4mHQ7XgjV7qHWkhXQF8h0YgVLsgkXuRY18dj7nzxcfQOeqgMOHz1b9bXK3gVaP4oeDewmUYgjOZdv+J1cdGRnkPfeIkQzNPw265ma3ItBUtz+S/PTTawRKEOiX7f+H1/mTR4+K1McuXTT7I8l33z2qtuGbhtowOHiJWv6/2Tx6rcMg5/vvf1u9xmFDHkPs9zEMdgblyDiwlnMLAs0Mc3agGG9F+fw5nzxpiPPUqUcs4XwrHs37XiFFAFSpEjl7ti6PVnCOAFgcR/L3mJYmJknp2PPUKs7ttHA2qiNHSIBr7xacdSZ7uOeSfmh/lGGhmXlnsK5frzuriST59tskwL63HGaDBvqL87776ITCqkFH2bN7HtfPyCCfeEJ0WPWqRQveSBScX3tNZ9lr18jixXnKEUMgH7au53a3bvquYRXnBh8yPCwfzq7nts772TTngQPpjIxk1dKX8+fcq5fu5zZJ85xLlOCpdn21c9b53HZxXnP3W+Y4157K8PB8MtILirPrfg45nveWUE6ncc633OLm/PrrOv1du0ZGRPCU+tzO91l9zz3Me+NzL7KKs/3R/O/nQiR/BLwbAUQB2Ozx2natFwnkUaQC3qtXycGDRZS5ebOhKoyM8LrK2ZHOvvg3bchgH/XPXCMFBw6QNWuSxYvrS1Fxe+tOoBr17hEqOsiLCYBjIRZBqYjjuTuImZliln1QENmqlcaVDrIUHt6bQCUaneP6/PMrCIB34R4qyGA4/s5dx7VrgjNA/utfuvzFxJyj2M7pZUP+SDI09EkCQayMdSyL0+4fD7LVsX+/Yc6u1ZaBnYY8zp2bQaAqgVsJkOVzjGS79fXXhjmHhnYkkKD7PnFp/Pjf1M/4PgEnI3DFex0//WSQ8xmKeeTjDXMOCx1DG2wEjhFweudMimGEgQMNcP7INGcHKrFBXvPeMzOztgM5dKjAOHdCt2wBb7Y6rl7V3XYuWcXZDoXV8AvL4Iz3Og4cEAHQyZP6Taqrdg5vs5M1a+ovzowMslIl/m2PIkC+/YyXzR09n9s67xWSYnXW2gm02/UPGpIkf/uNBPg1utOGDP653cueS67vZwP3M8+cIRWFm3oKzob+u4wZQ6eisDV+YYvqp0W75tSBA2SNGoae25Zwjo52c54yNh/OrVvrvp8t41x6CG3I5OEdXjhfu0YOGlRwnJ96is6gILaOPsQWNc5453zihHnObXcZ51ylCv9uIr6fp7zqY3+yy5dFqklBcm4/hTYbeXh/HvsvT5xomrOh7voTT4j7OXKr70wA18bDV6+KUW89soJzpUq8EiS+n6e8aWDf4AKQPwLe39Q/PQPebVovEsijSAS8bduSDRuSDodAMG6c4arEHrLZO3eugHDPnj186623OHnyZO7ZsydXOYeDDEUKbcjgU3iLFxHFMEe6CCbfeIOsXl1UGBmpfzU7ksB1AhEERmbzp3XvSBEIVWM4GrMudjARm3gQVdkLX4rO3c6dYnNzQKTQ5LlLeW6lpaVRrJT6UK4OslaPTqeTQF2WQiwVpPNZvMFtqMfZeFDU4XSS0dGGOQPJapDxuyF/oo79BBQ2QxcC5Eq04wY05no0yVpU6YUXTHDurgasxvdZFaOGYALmswb28wCqcT2aCI+u3JwdO8iePXVzvnz5MoEg5kw918+5KYE6BDL4DP7FbaiX5bFXr6yTN27U5Y8kxQrhINS9sY214QE1mHo5N+cmTUSHac0a3d6y6u9mAed/qZ9zOwFyLgZktWHjxmIF14EDDfmzknNxVKJrnuyDmJ3lsUED8eAMDjbwE7q1nJuq9zNAlsCFLM6ez+0//tDtkd26MbNKVYaGOPn44/qLkxQdSoAP2JNZQznAzBQ1h++JJwRn13O7RQvd9zMvXxYpjD0EZ0P/pZ1OsmlTppWpSBvS+azyr6wlTVesyOIM6N/OiRQrFwEc23E9K1XSvX2UrVEAACAASURBVE2z0IEDpKLw11KC84Zi7cixY7PeT0w09f1sOWfsZ2aVauL/oGtq0ZAhhYpzkjJJ7GHbpImYAkWKzLXCwLlCzyzOjRsLj66lgC9dIu+80zjnqtWs4Ry7MjvnJupz+5T6Y8eWLQXLuWYd2pRMJhX/IItzE/W5rXMx02z67DM35+hog5z37xec7xTfzxuenJ/F2fX9XKGCwcppLefqa1ijhrHkm0BLT8BrgzbtVBTlfgB2RVHiFEV5D8A6jWWlcioqCoiJAcaMAX76CRg3zlA18+cDL7wAZGRkvValCjBjBtCgwXa0atUKzzzzDJ5++mk0bdoUS5cudZ83YABQvDhwHWEAgGkYjbkYiBvpCl54AeLNRo2AyZOBzZuBFi10+ytXbjWAawC6ZHs9NlZb+YED7QBGIQWbcAxnsAWNkIwHkIJwHDkCLPnWAfTqBcydK9qxeHFd/tauXQvgCoC7cr2n1aOiKChVahQu4CiK4Ue8h8ewD3E4j9IoVQqAogCTJhnmHB7+PwDlADQ15A8AqlSpCaAL1mMz7LiGFzARp1ARp1EBi74JEic99JAhztevX4ei/ATRhophjzEx/wcgFAewHAdREzPxEP5CBZxGBfy2M1KclJAALF6sm/Py5csBZMAs59KlRwHYjeJYgg/wKPYhDn+hAi44Koib8MYNcXLjxrr8AS7O5QFkL6uPcw0AXQHMAHA9G+cTmRWAxETAbtftDQBSU1Mt4jwUQCiADwAAW9HQzfmEsyJw993APfcY8mgl5ys4CWAVAOAKIrM4x8aK5/a33wJxcbo9Wsl5AzYDuA4AcMKWxdnzud2smT6DqanATz/haL27cP2GgrtyN6U2DR0KhIbi5ZY/4iBr4PtVIeL1kiWBihWznts//qj7fsby5UBGBr66cRdKlTL01SSey6NGwXHuFF5ssBQzQx/F9YQm4r3QUAHkySfFc/vll/XX/7//geXLY/ofjdG1q7icbtWoAXTtiuZBm1Ei+Bo+qDQRKFEi6/2GDY1/P/uDM2rih9ihQIUKWR940KBCxfmT0FG4XjlOeAwPF+e0aAGsWFHwnJ2/Z3GuWFF4LFNGnBMVBXz3nWHOR6ziHPtZds4VKgivx46J8xo2LFjOB3bjxVYr8En6g1mcK6jP7XLlDFSsygrONWsCXbqg+ZYZKBGehg/WNMziXEH9fn76aSA9XX/dVnOuPh8HDwI//GCwnsIqLVExgHAAEwCsV4/XAYRqjaoDeRSJEV4LlNfqzEePHmX58uVZqVIl7t69m4cOHWKTJk2oKAqXLl3qrsPo/F+t6tLlSQLB9Nw3Us98NZKsXPmiOko8OJdPvXXlVNeuTxNwEB7pqUbqde0zCtyfrR6z8+rS09MZElKSwIOm/CUnkyEhy9SRpX9b2obPPPOtWu8y0x7t9iEEwql3BeD81K7dECpKCcJjcTYj9c6alUqgNGFkP9k8lJ6ezuDgEgSGWMj5c4s5L7OQ82DJuZBy5rJlJMD3ui5jRIShraSzNHgwneHhjCt7Ufd0tDw1ZAidJUqwQpl03n+/iXpSU8nSpXm67T0ExCLMlig9nSxRgic6C86LFpmoS+XxyW2fMyRE13RxTfVazfmuuyzyR0rOVkitd1rXbyVno0pLI6Oi3JwXLzZR1//+VzQ4R0Qwrtwlazn7SbAypRmAHcBKrRUW9HGzBLx5zd0dNWoUHQ4Hd+3a5T7/2rVrbNiwIcuWLctTavqJrzo07cmbj0TKdF0Cd2TzprdekbI9Ug2cT3v9vEb9KUru7ZK0ruiaU6Gho9Xg+ZQl/kjypZdce57+x12fopAjRuiva+7cTAI1CLSxtA2DgkYRCCOQYroNX3tto/p5p1rmUXzu8sy5aJdxzs9SzKk+YhnnF1/8Wf3cX1jIubXFnB+1kPMGybkQciZJPvoonWFhrBmdwrvvNlEPSW7YQAJcdudUKorI3DStzEyyfHmeu11wnj/fZH3PPkunzcYONY+yaVML/JHkzz+TAGd3+4LBweTfPqY8alJmJlmjBq82EpyNTHf2Kj9y1rH1uG9JztbIxTkmVXI2qlWrrOVcvXqR4Py/O9+1jrMfZWnAK+rDTwCitFZakMfNEvD6Gp0FzjE8PJxDhgzJVWbnzp0MDQ1lly5d6HQ6ze3Jm4eSk8nQUNeKrlNM1/fmm7vVul7N5dPoaHSlSofUOt+xpLPo2k8WeNESfyRZvHgSxZzESxZ5nKJ6ND4f2FOxsU6KBcm6WdbhBlqqdaZb4rFChfXqZ/7MojY8rAZCT1rIeazFnN9RP/NvFnKuKjn/wznT6SSrVuXldoLzjBkG6/FUy5ZMj63G0KB0PvqoBfWtX08C/KLHZ7TZLBghOXyYtNm4+Taxb/DPP1vgcexY0uFg45qXeccdFtT3zjskwBGNf2NMjLHtbLPJz5xHjbKgvhycz583WZ/kLDkb1TPPWMt5ypSiwblKdYbY0/nmmxbU50f5I+D9GsBRAJ8CmOY6tF4kkMfNEvD6Gp2NinqNALhjxw6v5aZNm0YAXLhwIcmsPXm91WW0Iya8fax2xnZZ0kEODe1MoCw906NdIzhGJFbbhRqomu8sis/ci0AUgcvu+syMlgP1CLTPxcWox8qVrxAoSaBntvqMehSr9YLAR5YFBWXLLlbrTLaI8ziKhZzOWOJRcB5AkWZ/ziLOdQl0sJDz3xZz3iE5FyHOhp+zO3aQAL/tKTgfP26wHk8tXkwC/PjWZIaGkn/9ZbK+ceNIRWGHemfYqpUF/khywAA6IyIYX+YcO3e2oL66dXmtZUcC5NSpFtT3999kyZL8q6Xg/OmnJusrYpxbt7bAHyk532Sca5U5bw3nOnWs5XzlSpHhfOKt+YbX0AqU/BHwPujt0HqRQB43S8Ar5nFl7ziFhaUzKqo8u+SxT1tGRgYbNWrEmJgY/q3mZvgeLTbWuRP19SIQS88VXc10kLPSe6dk82d0Xl1oaCdC3ajcis6i4OEaZZqUrU4jo9sHDx70+nnNegwKGqfWu920xxIl3lDrOm5Nh5uuVM16FFvLZJrm7HAk0ur03tDQ7ernHme6Dffv30+r03vFdILxFnKe6CfOCZKzZZy3qd8BJqajTJxIAuzW6Lh16YCZmWRCAq/HJdCGTCYlmawvMZGpTS1OB9y+nQS4+jbB2cAi61nav58EuOLudwmInbUs0fjxJMA+dbYzLs77zjWaNWFCkeJs2QiT5GxeRYjzL7eNN8953z4S4E89LeY8blyR4MyEhEK/VLPlAW9ROm6mgDcsLKvTVLp01hyxL774Is+ya9euJQA+p2545mu02GjnLjb2BoFIAg9b1kEmyaCgDgQqEkg1Ve+lS5dotztosz1j+rN6KjmZBDoRKMecI9F6PU6ZItKPFeWApR4/+ugcxajVfaY73jVrtqCiNLXUH0kWKzZf7cR/ZcrfkSMird5m+5cfON9NMbp22ZTHyZMnq5wPWepx+vTzlnGuUeOWQs358OHDfuTcs9BzVpQIuhbMM5U2fMstvNFQcH71VRP15NT8+STAt1p9xchIE2mLhw+TANf0FJz1blOZp3r2ZGaJkowpfpn33GOinsmTSYB9m//J+vUtcycaLSKCR9qI+/nzz03U1bx5keKcY0dFc5Kczesm5Nyn2U3IWXwBmlyly//yxwjvnwAO5Ty0XiSQx80Q8Ppaoblr16fpcDh45cqVfOt48MEH6XA4uHfv3jzn8hrp3PXsuUrtyC6ytIMMrFDrfTeXRz11jxq1UK1ndbbPaNaf8LhGrfsNUx7r1GnPoKAEAlkj8NZ5fJYi/XNbLo9aderUKSqKQofjNXdZowsE5faXTjH6Xo9AhuE2HDToPZXFHj9wdi289LIpzrVrt6PDUd9PnJNMcz558iQB+JlzguRsQq+//jpff30C69Z1slYtsXisbp08SQJc31Nw3rrVvC+30tPJWrWYWiOBdmTw2WcN1vPeeyTAIa32sFYtC/2R7oVaVrZT98jcYLCedu2YntCANhv54ouWOiSTkuhUFN5dY9tNwzk+3kJ/pORshYoS51vHmePctu3Nzfnuu8mffrKwUuvlj4C3tMcRDeAJAK9qvUggj5sh4PU1IhsUFM87NM6qP3XqFIsXL87OnTu7F7DyFfDq6SCLtFnXYkuX3R08IyuR5pRYPKcjxVxeY1sJiTnL9xMo4+5kWxGMuyTY3EWgBIELhjyK0Tk7ged1l9WimJjzFHONu2fzpyjarzF06Aw1ENhquUfRhq4fJeYZ5myz3U4g3i9tKDz2JlCMOeeNar3ORx+dpVgY6UU/cb5gIedtfuY8txBzvrdQc3ZJnXbFTz4xUHjGDBLgyLbbWLUqrZ+3tXAhCfDDlnMZFib6abp1++3MiIunwyHWkbFc995LZ7FirFXyDDt1MlD+7FnSZuOWni8REOvxWKrz58moKJ5s1t04548/LlKcx4612B/p5hxXQnI2rJuJc4+bmHMRUEBSmgFsNFrWn8fNEPB6n3O7jwA4bdo0zfW8845Y5XOxmrLgK5DW00EWdTRkzsWWzKYzk655sn/Q27w6rdeIjU1Tg9HBlvtzeQwN3aJ6fM6Qx9Kl59LbaspWegQmqNdYa+gaYWF3Uazc67Tco0jXzySQSLGS7w3d1xD7NwcRGOtHzrvUQOZxg5xnqwzWB4DzGoOcu6oM/M25KoHrkrNRnT1L5/338//q/sqYGDIlRWf5rl2ZWbUaQ4KdfPxxC325lJlJJiYyLaYqw+3X+cgjOstfvEgGBXFnd8F5zRo/eNy1i7TZuKGt4Lxihc7ys2eTAJ9uv57R0X7qfL7+OgnwobprjXHu0kVydnFuIzkbVhHivL7tE6Y4P9l+w83LuQjIHyO8jT2OpgAeAbBV60UCedwMAa/3wFTM+fzzzz8115OWlsaEhARWrVqVKSkp6t603oNerZ0z4AS9LdxkZsEqT4lOfF+K+YkncvnMLzAH/qf6+9ov/rI83k8glMCfuTzmJ+BOigW/Mv3mUcwxrkigea7r5NeGZ86cUYOMp3N9Nms5f6+yetMAZ9cq4X/4mfNQiv2X9+bymJ/EHtC5fzTwD+dmJjg/k+uzSc6FizOvXCErVuTl2s2oIJOvvaaj7JkzZFAQt3cRnFevttCXp77/ngT4Vcs3abeLtWU0Sx3JeKL1H6xUyeQiL3lp6FA6HQ7eWnEvExN1Xuf225kRW5XBDidHj/aTv7//Vjk318/59GnJ2SWVc7sKkrNh3Qycq1STnAu5/BHwrvQ4lgOYASBe60UCedwMAe+8ebkDU5utE6Oj6+qua+XKlQTA8ePHk2SuzpyezidJli49izlTXa0ezahU6QCBELoWavE88ksVDA/vR6A0jYwa6lF09FEC4RTpkNk7uXn5O378OHOmP/rDo/jR5DOV1RxdbTh16lR6WwHYPx67USyAdkqXx5CQVgTq5AoyrOYcE/MXgeIEuurifPToUYr5tbnnhlrfhq6MgdkGOe+QnAs5Z5Lk3LkkwPeazGZ4OHnsmMZyU6eSAIc038EaNfycFtetGzOLRTI+6hRvu03HtVq1YnpcHdptTuNzBrXor7/I4sV5opHgPH26xnJHj5KKwvVdBWdTK8Pmp88+M8ZZ3edVcmaR4jyt6RzJ2ahycP74Y43lVM5/dB0nORdy+SPgre7ltWpaLxLI458e8CYnk5UqZXW2ADI2Np2hocU4cuRIQ3X279+foaGhPHTokKkVm5OTyeDgvhQjSk7N5fRKzBN+Se2Mr9Lckbx48SLt9hACo3R9LqMegddVj8s1d3T79ZukltnnV49Z6aS3EChP4JJmj1WqNKLd3lj3/w8jHkND9xMIJjBIM+d9+/bRqu2htHgEJqvX+0ZzG/bt69rqx9pVuL35E5xbGOTcRHJm4edMUqQZtmjBjDLlWS7kEvv101iuUSNery84v/KKxZ5yav9+MjiYu5sLzvlsKCCkbg3yy12C865dfvaorsyaVO8bli5NnjunoYy6pdO9iQdYr56fO59GOScmBo7zvn2kw1EkOD+bULg5p5etIDmbkQfnMmU0riqtcu7V8KDkXMjlj4B3k5fX5BzeAMvX6syvv76JALhgwQJD9R47dowRERHs2bOn4RWbRcf6GsXiLsPc51u1omtOffrpNQJVCNRlzm2KAO9lshbgyUp/tGpBLW8SvmoSqM6c2xR5a5N585xUlDoEWmU7119tKDrx6ylGlIflakNv13zjjW30tlK2fz0+r17zB02ce/Z8Uf1MWfvG+pfzDfX/YWXm3L7GN+d4Am0D2IYbdHGeOHGr2ubTJGdVhZ0zSbEcqc3GDU0E52++yef8rVtJgN/eJTjrmBFjXM8/TwJ8uPoPrFiRvHAhn/NffJFOm4231T7O5s0D4O/GDbJuXd6oUJkl7Zc5aFA+5zudZHw8rzUVnN96KwAeiwLn556TnM3KzXm4Ts7vSc4u5eD84IP5nC85FylZFvACqA3gXgAHAdzjcQwGsFPrRQJ5/JMDXl+jryVLTiMAHj161HDdkyaJkcVly5blu2Kzt86a8PZftcP6k/tcy9P2PFSu3DL1eknZ/HlLM3Q6nQwObkGgNv2d/uiSaBPXFk1jsl3T2whP+fIr1XM/Doi/LI/PqNf9MV+PxYo9TDGX8UzAPMbGpqrcqtBzdW5vnFNSUmi3V6LYD5kB5PybGnw9km8bliu3XG3vmQHmPJbeMg68cx6ucj5byDnfKTnn1NixJMCHqv3ISpXE+jA+NXw4nQ4HG0afZfv2fvblUmoqWbs2r1eswijbFQ4Zkse5KSlkxYo831xw/uCDAHn87TfSZuPvTQTnZcvyOHf5chLg/I4zabcbXLHWiIoC5/h4ydmsnnmGBDi0quRsWG7OIyTnf5isDHh7ApgN4Lz6p+uYBqCV1osE8vgnB7y+FpQC+rFy5cqm6r5x4wbj4+NZtWpVXr58WVdqc1aAfA+BCvTcU9PShVlyKGsxGRuBX7N5tNuze3z2WdfCOB/k+jz+8pg1Wj6CYh7fjz49Op1OAm0o0sFTAuLP5TEsLIVAHMVCWdkDnNKls86dMuUgxSJGIwPWhi6PwDq1DQfT8weLnJzvv/9tlfPKAuD8pHrtpflwbkEghjkzEwLHuXIh5rxWcjarlBQyLo7XK8SyrHKW993nIyXv4EEyKIjb2grO333nZ1+eWruWVBRuqC84f/mlj/PefpsEOLrBSpYvT169GkCPTz5JAnyk8lJWqiSmA+aS0ynSESvGMNKRyqFDA+jvH8q5QgXy2rUAepSczUtyNq+iwLkQyh8pzS21VljQxz854PUehDppt1fifffdZ7r+tWvX0mazcdCgQfmmNrs6yFnnXaZYSGp0tvP8PZoh5iRWUTvxZ7z6fOQRJ2225mpAdz3XOf70KDrxf1OkQpYlcNSrx7vu+pa+AnJ/t2FWanMwxchoRi5/I0aQdvuDFCtP514d2/+cSbHwT+4RcJfHoUOvUOyvfLvX/7P+55xCoBHFtlcHvXrs0uUbn58hMJw3aOA8qIA5v+SzjYoe5xkBb0OSIkUuOJgHanaiDRn0ulvdwIF0hoayYdkTbNu2ABY9eeklEuCEqjMYGUnu3Zvj/StXyDJleK6R4Kxjxz1rlJJCNmrE9MgSrBNykO3bk+npOc755hsS4GdtZjA4mDxyJMAe/4Gc33svwP6KAuf167Nx9tpGknPekpz/kfJHwPsmgOIAHAB+AnAWwANaL5JHvZ0B7AVwAECSl/fbAdgEIANAby11FuaANzlZdHYURfypZx5XcrLoSOXsPIWG/kkA/MCi3JCXXxZBxYIFC/JNbS5dmixWzPXvOWoHL2uk1S8Ls+SQ+BFgo9pBb8+cqy+L4yt6Sy0MrMfdFKvQNiZwLoePywQSKLYuye5fzx7I5j26tnh5lDm3sBGp2TYCTxVgG2ZQpLAGE1iWw4eTYjGy3PsXB9bjQTUQSmDOFYeBCxQpuzUIpBUgZ9dc9pFeOK9UOefeciqwnDtJzmY1YwYJcGnVkXTYM/n11x7vrVhBKgpXNhWcf/klQJ48lZFBdupEZ3Aw+0R+y/h48vhx9T2nkxw1igTYv/rvjI0lr18vAI8HD5IlSvBCdALL4xQfeshja5MLF8jatZkSXYMhtjQ+9lgB+CMlZytUFDirW/lIziYkOf/j5I+Ad4v6Zy8AnwKIMrsPLwC7Oje4OoBgAFsB1M1xTlUADQDMLeoBr68Fp7R0fnyNtooRmWQC4JYtWyzxmZ6ezjZt2jA8PJw7duzIM7U5eyc0kTnnxwaiY5fVNvPUTvDtzL6gzCaKQLN+rs5n4D0uoxgFr8Os/TxTKAL1IALfeW3fQEj8uOGkCGhB4AG1406KUcFI1feFAm7D8xSja0EUP2BkqL4nqL5He23DwHpcQbFPdA0CW1QPf1MsRhZMzznuBcf5abW9BngwXa9yrlsIOJ+TnM3K6SSffpoEuKz0AJa2XeBHH5Hpv66nMzKSZ8vXZQlc4MMPB9BTTp07RzZqxEx7EEeGzGS12Axu3OAkX3+dBPjf6McZFFTAaXsrVpARETxXsgYbYAv79iXPHf6bbNWKmY5gdo/4ibVqkWfPFpA/jZwfeaSA/JHZOI8I/bRwcv7ppyLHefp0yVm3ihLnUh6c1/3h5hyFiwXLuRDJHwHvTvXPmQA6q383G/C2BPC9x7+fA/Ccj3PnFPWA11fgmHNump6yVaqQY8aMYVhYGNNz5WYY18mTJ1mhQgXGxcXx449zd3xzH675sZ9m8xYoJSeLdhT7jNrVDuibBF6hSCOOpedKrgXrcZUaVIBAM4q9PUFgvk/GgZLIIHASeE31FEagnvr3KgSOFZI2vESgneorhmLesyt4yzliWVAefyVQSvVVT21LG4EvCxFn17ZZoRQjlS7OheVekZxNy5nV2bxuC+V2JJAAj9qrsBKOs08fjxGOgtKlS2S7diTA47YYnkBFEuAC+wO0IZMGNx+wVr/+SpYqRQLchnq8hjBmwMZe+JIxMeThwwXsLx/OffsWLs7HbJUlZyOSnK3Rr7+SJUsWOc5H7FULD+dCIn8EvJMA7AGwWU1rLgvgd60X8VFnbwAzPf49EMD7Ps7NM+AFMBzABgAbYmNj/dCk5uV7wan8R3p9lVUU8tZbb2WLFi0s97t69WoGBwezXbt2LFUq97zX7EcHAtH0nB8bsLQ9VVmjLssJtFQ7oArFaMtu3W3uX48nCIyjCHiHMeequQXlMXsmwRYCDxO4Qw2McgdBBcs5nSJVvRuBfhQ/duQewS9YzucIvEUxgj+awJpCyHkrxYrDnShGTwsr5+6Ssxlt3crMhx/h6cROnFdnAod3O85PPxU7dhQKpaeTX33FG527c09iP74RP5ujR6Rx1aqCNuahc+fIt97i1WbtuaLBaD7ebA1ff500sTmC9ZKczUtyNi8vnB8fmcaffy5oYx6SnP8RsjzgFXWiFAC7+vdwABW0lvVRn2UBr+dR1EZ4XYfnKqk55W3uLkDGxmayePHiHDlypF88L1iwgADYrNm9DAvzNjeWFCuVgsBkTZ/Fn8o+z/kggdNePWsZVQ+MR99HQXnU6q/wcC58bVgUPErON49HKSkpKSmpf6L0BLyKON+7FEXpSHKFoij3eHuf5Fc+C+cjRVFaAhhP8k7138+pdb7h5dw5AJaS/CK/eps2bcoNGzYYteU3zZ8PDB8OpKT4Pic5GRgwIHe5IUOA9PTsrwcHA2+8cRBPPVUTM2fOxNChQ603DWDq1KkYM2YMGjbsgmPH/osLFyI83j0KoBGAygB+BRCG8HBgxozcnyOQmj8fePxx4Pz53O8FBwOzZhWsPwAYORKYPl10h3OqsLchUPg9Ss7aJDlbo8LOWUpKSqowKz09HcePH8f169cL2opUIVRoaChiYmLgcDiyva4oykaSTTVVklc0DOAV9c/ZXo5ZWqNqH3UHATgEoBqyFq1K8HHuHBTxEV7Sc96XtlGAvM4vXZr8z3/+QwDcuHGjX31/8skntNlsrF69OseM+ZolS16iWM01gWI+6j63p8I0ipFz9KUw+nON/Ls46129298qKh4lZ3MqKh4lZykpKal/ng4dOsSzZ8/SebPvsyOVS06nk2fPnuWhQ4dyvQerRnj9LUVRugKYCrFi8yySExRFeVX9AEsURWkGYBGAkgCuA/iLZEJedRbWEV6X5s8HHngg73Mi1EHUa9d8n6MowLPPPoe3334bf//9N0JCQqwz6UUrV67EyJEjsWfPHvdrdnsMMjM/RZUqnTBhghzBkJKSkpKSkpKS0qfdu3ejdu3aUBSloK1IFUKRxJ49e1CnTp1sr+sZ4dUU8CqKEgVgHMS+uADwM4BXSV7WZ9n/KuwBLwCUKeM7hVCrqlQB4uPvxNmzZ7Fp0yZrjOWjtLQ0/O9//8PBgwdRrFgxPPjggwgLCwvItaWkpKSkpKSkpP552r17d65gRkrKU97+j+gJeIM0XmcWgB0A+qr/HgiR1ux1bq9U3nr33fzn8+al8HDg9deJMWM2oWfPntaay0PBwcHo1atXwK4nJSUlJSUlJSUlJSVlRjaN59UgOY7kIfV4BUB1fxr7J2vAALGIid2uv6zdLsreeutxnDt3Do0bN7beoJSUlJSUlJSUlNRNIrvdjsTERPcxadIkTeXmzJmDsmXLZiu7a9cuQx6WLFnivu748eMxefJkAMDLL7+MH3/8EQBQtWpVnDt3Tldd/pQWPxMnTvS7j/ykdYQ3VVGUNiTXAICiKK0BpPrP1j9frvmuekZ6PVf7XLJkMwDIgFdKSkpKSkpKSkrKhMLCwrBlyxZDZfv164f333/ftIcePXqgR48euV5/9dVXddWTkZHhs66C0MSJE/H8888XqAetI7wjAHygKMphRVGOAHgfwCP+s3VzyDXSW7p0/ueWLp19a4tNmzbBZrOhQYMG/jUpJSUlJSUlJSUlFSi1b5/7+PBD8V5KDl7MYQAAIABJREFUivf358wR7587l/u9AhBJjBo1CvHx8bj99tvRtWtXfPGF2F3Vc1R0w4YNaK96nDNnDkaNGpWrrsGDB7vLAsCbb76J+vXro3nz5jhw4ID7nEceeQS33HILxo4dm62unOWLFSsGAFi1ahVuvfVW9OzZE9WrV0dSUhLmz5+P5s2bo379+jh48GAuL+fPn0enTp2QkJCAhx56CJ5rQd19991o0qQJEhISMGPGDABAUlISUlNTkZiYiAFqEOPtPH9LU8BLcgvJhgAaAKhPshHJrf61dnNowABxbyYnew98FQUYMUKc47kK8qZNm1C7dm2Eh4cHzqyUlJSUlJSUlJTUP0yuoMx1LFy4EAAwZsyYbK97S3leuHBhtvdSU1OxaNEi7N27F7t27cLcuXOxbt06y7xGRUVh+/btGDVqFJ544gn368ePH8e6deswZcoUzXVt3boV06dPx+7duzFv3jzs27cPf/zxBx566CG89957uc5/5ZVX0KZNG+zcuRO9evXC0aNH3e/NmjULGzduxIYNGzBt2jScP38ekyZNco+ez58/3+d5/pamlGZFUUoAGASgKoAg17LhJEf7zdlNpgEDxDF/PvDCC8DRo0BsLHxu97Np0yZ06NAh8EalpKSkpKSkpKSk/KVVq3y/Fx6e9/tlyuT9vg/5Sml+55138i3rLaX5l19+wX333Qe73Y5KlSqhY8eOuj350n333ef+c8yYMe7X+/TpA7vOBYKaNWuGihUrAgBq1KiBTp06AQDq16+PlStX5jr/l19+wVdffQUAuOuuu1CyZEn3e9OmTcOiRYsAAMeOHcP+/ftR2stontbzrJTWObzLAPwGYDsAp//sSLkC37x0+vRpnDhxQs7flZKSkpKSkpKSkvKTxowZ4zXw69+/P5KSkgzVGRQUBKdThFPXr1/XXd5zv2LPv0dEROR7PafTibS0NPd7ISEh7r/bbDb3v202GzIyMjR7WrVqFX788Uf8+uuvCA8PR/v27b1+Nq3nWS2tc3hDST5JcjbJz1yHX51J+dTmzXLBKikpKSkpKSkpKSl/6p133sGWLVtyHfkFu+3atcPChQuRmZmJU6dOZQuaq1atio0bNwIAvvzyS92eXOnWCxcuRMuWLfM93/N6S5YsQXp6uu5rutSuXTssWLAAAPDtt9/i4sWLAIDLly+jZMmSCA8Px549e/Dbb7+5yzgcDvc18zrPn9I6wjtPUZRhAJYCuOF6keQFv7iSylOugDcxMbGAnUhJSUlJSUlJSUkVbbnm8LrUuXNnzdv6LFy4EGvWrHH/+8MPP0SvXr2wYsUK1K1bF7GxsdkC03HjxmHo0KF46aWX3AtW6dHFixfRoEEDhISE4PPPP8/3/GHDhqFnz55o2LAhOnfu7HMkWIvGjRuH++67DwkJCWjVqhViY2MBiPaaPn066tSpg/j4eLRo0cJdZvjw4WjQoAEaN26MWbNm+TzPn1I8V9fyeZKiPApgAoBLAFwFSLLQ7cXbtGlTbtiwoaBt+FV9+vTB5s2b3SuzSUlJSUlJSUlJSRVF7d69G3Xq1CloG37V4MGD0a1bN/Tu3bugrRRJefs/oijKRpJNtZTXOsL7FICaJPPf6VjK79q0aROaNGlS0DakpKSkpKSkpKSkpKQKtbQGvAcApPjTiJQ2Xbx4EYcOHcKwYcMK2oqUlJSUlJSUlJSUVD6a49onWKpApDXgvQZgi6IoK5F9Dq/clijAci2ZLheskpKSkpKSkpKSkpKSyltaA97F6iFVwHItWNWoUaMCdiIlJSUlJSUlJSUlJVW4pSnglVsQFR5t2rQJMTExKFu2bEFbkZKSkpKSkpKSkpKSKtTSug+vVCHRpk2bZDqzlJSUlJSUlJSUlJSUBsmAtwjp2rVr2LNnjwx4paSkpKSkpKSkpKSkNEgGvEVIW7duBUkZ8EpJSUlJSUlJSUkVsG7cuIHbb78diYmJWLhwYb7n79mzBy1btkRISAgmT56c7b3vvvsO8fHxqFmzJiZNmuS1/KpVq9CtWzdN10lMTESjRo1w8OBBbR/GQ+PHj8/lDwAWL16MXbt26a7v8OHDWLBggfvfc+bMwahRo3TXY1R5zuFVFOUbAPT1PskeljuS8qlNmzYBkAtWSUlJSUlJSUlJ/fP0xBOAuiGJZUpMBKZOtbZOl1yLyW7RaLpUqVKYNm0aFi/OvhZwZmYmHn30USxfvhwxMTFo1qwZevTogbp16xrytXjxYvTu3RsvvviiofJ51dutWzevvjIyMhAU5D20dAW8999/v6V+tCq/Ed7JAN7O45AKoDZs2IDy5csjOjq6oK1ISUlJSUlJSUlJFXkdPnwYtWvXxuDBg1GrVi0MGDAAP/74I1q3bo24uDj88ccfXsudOXMGDzzwANavX4/ExERNI6nlypVDs2bN4HA4sr3+xx9/oGbNmqhevTqCg4PRv39/fP31117ruHr1Knr37o3atWtjwIABILOPTS5btgxTp07FRx99hA4dOuDw4cOoV6+e+/3Jkydj/PjxAICDBw+ic+fOaNKkCdq2bYs9e/b49L5u3TosWbIEzzzzjPvztm/fHk888QSaNm2Kd999F4MHD8YXX3zhLlOsWDEAQFJSElavXo3ExES88847AICTJ0+ic+fOiIuLw9ixY/NtOzPKc4SX5M+uvyuKEgYgluRevzqS8qn169ejadOmUBSloK1ISUlJSUlJSUlJWSp/jcTmpwMHDuC///0vZs2ahWbNmmHBggVYs2YNlixZgokTJ+YakQVE8Dpz5kxMnjwZS5cuBQCMGTMGK1euzHVu//79kZSU5PP6J06cQOXKld3/jomJwe+//+713M2bN2Pnzp2oVKkSWrdujbVr16JNmzbu97t27YpHHnkExYoVw9NPP43Dhw/7vO7w4cMxffp0xMXF4ffff8fIkSOxYsUKr+e2atUKPXr0QLdu3dC7d2/362lpadiwYQMAYPDgwV7LTpo0KVs7zZkzB1u2bMHmzZsREhKC+Ph4PPbYY9nawEpp2pZIUZTuEKO9wQCqKYqSCOBVmdIcOF29ehW7d+9G3759C9qKlJSUlJSUlJSU1D9G1apVQ/369QEACQkJuO2226AoCurXr59nwJhTrtFLf6p58+aIiYkBACQmJuLw4cPZAl6tunr1KtatW4c+ffq4X7tx44buevr166e7DADcdtttiIqKAgDUrVsXR44cKdiAF8B4AM0BrAIAklsURanmF0dSXrVp0yaQRLNmzQraipSUlJSUlJSUlNQ/RiEhIe6/22w2979tNhsyMjI012N0hDc6OhrHjh1z//v48eOIjo7G77//jocffhgA8Or/t3fv0VVVZ7/Hvw8JyEUkKNWDpBReUQmRXDRBaoARQCD6MqAiQjQit1MGjtYL9vXVHlTwgm1fOJQCWgcWhdJQVFIhtUVFCMpFSxINqAkcuUlFJBRBEiBCyDx/ZJGGkJBAdrJ2kt9njD32WnPNNeez95i6eTLnWuuZZ7jsssvOijUkJKTa+EJDQykpKSnbLyoqAqCkpISwsLAaX39clTZt2lTaV0lJCSdPnqzyvAv9HLVR04T3lHPuuwpLaau8mZUEXmZmJgBxcXE+RyIiIiIiIhVd7AxvfHw8X3zxBbt376ZTp04sW7aMpUuXEhkZeVZCum7dugtu+6qrriI/P59Dhw5x6aWX8tZbb5GUlMRll11G165deeONN7jrrrtwzrF161aio6OrbKtt27YUFBRUebxLly5kZ2czatQo0tPTOXXqVI3Oq2s1fSzR52Z2DxBiZtea2TxgUx3GJRVkZWXRuXNnrrzySr9DERERERGRC/TNN98QHh7O7Nmzee655wgPD+fo0aOEhoYyf/58hgwZQkREBKNGjSIyMjIgfTZv3pynnnqKXr16MWjQILp37152LDU1lYULFxIdHU1kZGSVN8o6Izk5mZkzZ1b5uKOf/vSnvP/++0RHR/Phhx+Wzf5GRUUREhJCdHR0vSz7rsgq3tmr0kpmrYGpwGDAgHeAZ51zRXUb3oWLi4tzZy6cbky6detGTEzMWXc+ExERERFpyPLy8oiIiPA7DAlilY0RM8t2ztVo6WuNZnidc8edc1Odc/HOuThvO+iS3cbq22+/ZefOnVrOLCIiIiIicgFqepfmDCq5Ztc5NyDgEck5PvroIwBuvvlmnyMREREREWlaXn31VX73u9+dVZaQkMALL7zgU0RyIWp606r/KrfdErgTqLtbaclZNm7cSEhICL169fI7FBERERGRJmX8+PGMHz/e7zDkItUo4XXOZVco2mhmm+sgHqnExo0biY2NPeu23yIiIiIiInJ+NbqG18wuL/fqYGZDgHZ1HJsAJ0+eZPPmzSQkJPgdioiIiIiISINS0yXN5Wd4i4HdwMTAhyMVffLJJ5w4cYI+ffr4HYqIiIiIiEiDct4ZXjPrDOCc61ruda1zbrBzbkNtOzezJDPbbmY7zOzxSo5fYmavecf/YWZdattnQ7Nx40YAzfCKiIiIiASxuXPnEhERQUpKCunp6fz6178GYPr06cyaNQuARYsW8fXXX9dJ/3v27OGGG26ok7YbsupmeFcANwKYWZpz7s5AdWxmIcALwCDgKyDTzNKdc7nlqk0EDjvnuplZMvAbYHSgYmgINm7cSNeuXenYsaPfoYiIiIiISBVefPFF3nvvPcLDwwEYNmzYOXUWLVrEDTfcwNVXX13jdouLiwkNrenCXKmoum/Oym3/R4D77gXscM7tAjCzZcBwoHzCOxyY7m0vB+abmTnnznlEUmNUUlLC+vXrSUpK8jsUEREREZE69fDDD5OTkxPQNmNiYpgzZ8556+zZs4ekpCR69+7Npk2biI+PZ/z48UybNo38/HxSU1OrfVrK5MmT2bVrF7fddhsTJkygffv2ZGVlMX/+/LI6y5cvJysri5SUFFq1asWHH35Ibm4ujzzyCIWFhXTo0IFFixbRsWNHEhMTiYmJYcOGDdx9990kJiZWWi87O5sJEyYAMHjw4Np/YY1QdTetclVsB0In4J/l9r/yyiqt45wrBr4DrqjYkJlNMrMsM8s6ePBggMP0z9atWzl48CC33nqr36GIiIiIiDRaO3bs4Be/+AXbtm1j27ZtLF26lA0bNjBr1iyef/55MjIyiImJOed1yy23APDSSy9x9dVXk5GRwZQpUyrtY+TIkcTFxZGamkpOTg6hoaE88MADLF++vCxxnTp1aln9kydPkpWVxYMPPlhlvfHjxzNv3jy2bNlS919SA1XdDG+0mR2ldKa3lbeNt++cc5fVaXQ15JxbACwAiIuLazSzv6tXrwZg4MCBPkciIiIiIlK3qpuJrUtdu3alZ8+eAERGRjJw4EDMjJ49e7Jnzx769+8f8Nnn7du389lnnzFo0CAATp8+fdZljKNHjz5vvSNHjnDkyBH69esHwJgxY1i1alVAY2wMzpvwOudC6rDvfcAPy+2He2WV1fnKzEIpfRTSoTqMKaisXr2aHj160KlTxYlvEREREREJlEsuuaRsu1mzZmX7zZo1o7i4uMqZ29atW7Np06aL6tM5R2RkJB9++GGlx9u0aXPeekeOHLmofpuaGj2Ht45kAteaWVczawEkA+kV6qQDY73tkcDapnL9blFREevXry/7S46IiIiIiPjjzAxvxdeFJrtt27aloKAAgOuvv56DBw+WJbKnTp3i888/P+ecquqFhYURFhbGhg2lD89JTU2tzUdstHxLeL1rcn8OvAPkAa875z43s2fM7MwtzRYCV5jZDuAR4JxHFzVWGzdupKioSAmviIiIiEgjMW7cOCZPnkxMTAynT59m+fLlPPbYY0RHRxMTE1NpAt2iRYsq67366qv87Gc/IyYmhiYyL3jBrLF9MXFxcS4rK8vvMGrtscceY/bs2Xz77be0bdvW73BERERERAIuLy+PiIgIv8OQIFbZGDGzbOdcXE3O93NJs5zHypUrSUxMVLIrIiIiIiJykZTwBqFt27axfft2fvKTn/gdioiIiIiISIOlhDcIvfnmmwAMHz7c50hEREREREQaLiW8QWjFihXEx8cTHh7udygiIiIiIiINlhLeILNv3z42b96s5cwiIiIiIiK1pIQ3yLz22msAjBgxwudIREREREREGjYlvEFmyZIlxMfH0717d79DERERERGRGpo7dy4RERGkpKT4HQpQeplkbm6u32H4TglvENm6dSs5OTncd999fociIiIiIiIX4MUXX2T16tWkpqbWqH5xcXGdxqOEt1So3wHIvy1ZsoTQ0FCSk5P9DkVEREREpH49/DDk5AS2zZgYmDPnvFX27NlDUlISvXv3ZtOmTcTHxzN+/HimTZtGfn4+qamp9OrV67xtTJ48mV27dnHbbbcxYcIExo4dy4QJE9i1axetW7dmwYIFREVFMX36dHbu3MmuXbvo3Lkzc+fOZfLkyezduxeAOXPmkJCQQGFhIQ888ABZWVmYGdOmTePOO+/k/vvvJzMzkxMnTjBy5EiefvppAB5//HHS09MJDQ1l8ODBjBgxgvT0dN5//32ee+450tLSuOaaawLznTYwSniDRHFxMX/605+4/fbb6dChg9/hiIiIiIg0GTt27OCNN97glVdeIT4+nqVLl7JhwwbS09N5/vnneeihh5gyZco557Vu3ZpNmzbx0ksv8fbbb5ORkUGHDh144IEHiI2NZcWKFaxdu5b77ruPHC+Zz83NZcOGDbRq1Yp77rmHKVOm0KdPH/bu3cuQIUPIy8vj2WefpV27dnz66acAHD58GIAZM2Zw+eWXc/r0aQYOHMjWrVvp1KkTb775Jtu2bcPMOHLkCGFhYQwbNoyhQ4cycuTI+vsig5AS3iCxZs0avvnmGy1nFhEREZGmqZqZ2LrUtWtXevbsCUBkZCQDBw7EzOjZsyd79uyhf//+ZQlrTWzYsIG0tDQABgwYwKFDhzh69CgAw4YNo1WrVgC89957Zy07Pnr0KIWFhbz33nssW7asrLx9+/YAvP766yxYsIDi4mL2799Pbm4uPXr0oGXLlkycOJGhQ4cydOjQ2n0ZjYwS3iCxZMkSwsLCNEBFREREROrZJZdcUrbdrFmzsv1mzZpRXFxMRkbGeWd4L0SbNm3KtktKSvjoo49o2bJlteft3r2bWbNmkZmZSfv27Rk3bhxFRUWEhoayefNm1qxZw/Lly5k/fz5r1669oJgaM920KggUFBTwl7/8heTk5LP+YxMREREREf+dmeGt+Koq2e3bt2/ZzavWrVtHhw4duOyyy86pN3jwYObNm1e2f2YWedCgQbzwwgtl5YcPH+bo0aO0adOGdu3aceDAAVatWgVAYWEh3333Hbfffju//e1v2bJlCwBt27aloKAgMF9AA6aENwikpaVx4sQJxowZ43coIiIiIiJSS9OnTyc7O5uoqCgef/xxFi9eXGm9uXPnkpWVRVRUFD169OCll14C4IknnuDw4cPccMMNREdHk5GRQXR0NLGxsXTv3p177rmHhIQEoHTybOjQoURFRdGnTx9mz54NQHJyMjNnziQ2NpadO3fWzwcPQuac8zuGgIqLi3NZWVl+h3FBBgwYwN69e/niiy8wM7/DERERERGpF3l5eURERPgdhgSxysaImWU75+Jqcr5meH32z3/+k3Xr1jFmzBgluyIiIiIiIgGkhNdnqampOOe49957/Q5FRERERESkUVHC6yPnHEuWLOGWW25psg+CFhERERERqStKeH308ccfk5ubq2fvioiIiIiI1AElvD5asmQJLVq0YNSoUX6HIiIiIiIi0ugo4fVJcXExf/7znxk6dCjt27f3OxwREREREZFGRwmvT959913y8/P17F0RERERkSAxffp0Zs2add46K1asIDc3NyD9JSUlERYWxtChQ88q3717NzfffDPdunVj9OjRnDx5stLzL7300mr7+P7777n11luJiYnhtddeu+AY161bd058lUlMTKS6x8POmTOH48ePX3AMtaGE1yd//OMfufzyy7n99tv9DkVEREREpEFITYUuXaBZs9L31NT6jyGQCe+jjz7KkiVLzil/7LHHmDJlCjt27KB9+/YsXLjwovv45JNPAMjJyWH06NEX3U4gKOFtIgoKCli5ciWjR4+mRYsWfocjIiIiIhL0UlNh0iT48ktwrvR90qTaJ70zZszguuuuo0+fPmzfvr2s/OWXXyY+Pp7o6GjuvPNOjh8/zqZNm0hPT+fRRx8lJiaGnTt3VlqvpgYOHEjbtm3PKnPOsXbtWkaOHAnA2LFjWbFiRZVtTJ06lejoaHr37s2BAwfOOpafn8+9995LZmZmWbxdunThX//6FwBZWVkkJiYCcOzYMSZMmECvXr2IjY1l5cqV5439xIkTJCcnExERwR133MGJEyfKjt1///3ExcURGRnJtGnTAJg7dy5ff/01/fv3p3///lXWCzQlvD5YtWoVRUVFJCcn+x2KiIiIiEiDMHUqVMwljx8vLb9Y2dnZLFu2jJycHP7+97+TmZlZdmzEiBFkZmayZcsWIiIiWLhwIbfccgvDhg1j5syZ5OTkcM0111RaDyA1NZWYmJhzXmcS2aocOnSIsLAwQkNDAQgPD2ffvn2V1j127Bi9e/dmy5Yt9OvXj5dffvms41deeSV/+MMf6Nu3b1m8VZkxYwYDBgxg8+bNZGRk8Oijj3Ls2LEq6//+97+ndevW5OXl8fTTT5OdnX1WW1lZWWzdupX333+frVu38uCDD3L11VeTkZFBRkZGlfUCLTTgLUq10tLSuPLKK0lISPA7FBERERGRBmHv3gsrr4n169dzxx130Lp1awCGDRtWduyzzz7jiSee4MiRIxQWFjJkyJBK26iqXkpKCikpKRcfXA20aNGi7Pram266idWrV190W++++y7p6ell1zAXFRWx9zxf7gcffMCDDz4IQFRUFFFRUWXHXn/9dRYsWEBxcTH79+8nNzf3rOMXWq82lPDWs6KiIv72t7+RkpJCSEiI3+GIiIiIiDQInTuXLmOurLwujBs3jhUrVhAdHc2iRYtYt27dBdVLTU1l5syZ59Tv1q0by5cvr7LfK664giNHjlBcXExoaChfffUVnTp14vTp09x0001AaWL+zDPP0Lx5c8wMgJCQEIqLi6v9XKGhoZSUlACluckZzjnS0tK4/vrrz6pfcZl0dXbv3s2sWbPIzMykffv2jBs37qx+LrRebWlJcz1bvXo1x44dY8SIEX6HIiIiIiLSYMyYAd5EbJnWrUvLL1a/fv1YsWIFJ06coKCggL/+9a9lxwoKCujYsSOnTp0itdyFwm3btqWgoKDaeikpKeTk5JzzOl+yC2Bm9O/fv6ze4sWLGT58OCEhIWVtPPPMMxf9mbt06VK2/DgtLa2sfMiQIcybNw/nHPDvm11VpV+/fixduhQoneU+sxz56NGjtGnThnbt2nHgwAFWrVpVdk757+589QJJCW89S0tLIywsrOxCbRERERERqV5KCixYAD/6EZiVvi9YUFp+sW688UZGjx5NdHQ0t912G/Hx8WXHnn32WW6++WYSEhLo3r17WXlycjIzZ84kNjaWnTt3VlmvJvr27ctdd93FmjVrCA8P55133gHgN7/5DbNnz6Zbt24cOnSIiRMnXvyHrGDatGk89NBDxMXFnbXi9Mknn+TUqVNERUURGRnJk08+ed527r//fgoLC4mIiOCpp54qm32Ojo4mNjaW7t27c88995x1GeekSZNISkqif//+560XSHYmg28s4uLiXHXPf/LTr371KwoLC5lRmz9FiYiIiIg0Anl5eURERPgdhgSxysaImWU75+Jqcr6u4a1nv/zlL/0OQUREREREpEnQkmYRERERERFplHxJeM3scjNbbWZfeO/tq6j3tpkdMbO36jtGERERERGpe43tEksJnECMDb9meB8H1jjnrgXWePuVmQmMqbeoRERERESk3rRs2ZJDhw4p6ZVzOOc4dOgQLVu2rFU7fl3DOxxI9LYXA+uAxypWcs6tMbPEiuUiIiIiItLwhYeH89VXX3Hw4EG/Q5Eg1LJlS8LDw2vVhl8J71XOuf3e9jfAVbVpzMwmAZMAOtfVk6dFRERERCSgmjdvTteuXf0OQxqxOkt4zew94H9Vcmhq+R3nnDOzWq1hcM4tABZA6WOJatOWiIiIiIiINA51lvA6526t6piZHTCzjs65/WbWEcivqzhERERERESkafLrplXpwFhveyyw0qc4REREREREpJEyP+6IZmZXAK8DnYEvgVHOuW/NLA6Y7Jz731699UB34FLgEDDROfdONW0f9NoMZh2Af/kdhMh5aIxKQ6BxKsFOY1QaAo1TCXaVjdEfOed+UJOTfUl4mzozy3LOxfkdh0hVNEalIdA4lWCnMSoNgcapBLvajlG/ljSLiIiIiIiI1CklvCIiIiIiItIoKeH1xwK/AxCphsaoNAQapxLsNEalIdA4lWBXqzGqa3hFRERERESkUdIMr4iIiIiIiDRKSnhFRERERESkUVLCW8/MLMnMtpvZDjN73O94pGkys1fMLN/MPitXdrmZrTazL7z39l65mdlcb8xuNbMb/Ytcmgoz+6GZZZhZrpl9bmYPeeUapxI0zKylmW02sy3eOH3aK+9qZv/wxuNrZtbCK7/E29/hHe/iZ/zSdJhZiJl9YmZvefsaoxJUzGyPmX1qZjlmluWVBeQ3XwlvPTKzEOAF4DagB3C3mfXwNyppohYBSRXKHgfWOOeuBdZ4+1A6Xq/1XpOA39dTjNK0FQO/cM71AHoDP/P+f6lxKsHke2CAcy4aiAGSzKw38Bvgt865bsBhYKJXfyJw2Cv/rVdPpD48BOSV29cYlWDU3zkXU+6ZuwH5zVfCW796ATucc7uccyeBZcBwn2OSJsg59wHwbYXi4cBib3sx8JNy5X90pT4CwsysY/1EKk2Vc26/c+57PQxfAAAFwUlEQVRjb7uA0n+odULjVIKIN94Kvd3m3ssBA4DlXnnFcXpm/C4HBpqZ1VO40kSZWTjwn8AfvH1DY1QahoD85ivhrV+dgH+W2//KKxMJBlc55/Z7298AV3nbGrfiK29JXSzwDzROJch4S0VzgHxgNbATOOKcK/aqlB+LZePUO/4dcEX9RixN0Bzgv4ESb/8KNEYl+DjgXTPLNrNJXllAfvNDAx2piDR8zjlnZnpmmfjOzC4F0oCHnXNHy080aJxKMHDOnQZizCwMeBPo7nNIImXMbCiQ75zLNrNEv+MROY8+zrl9ZnYlsNrMtpU/WJvffM3w1q99wA/L7Yd7ZSLB4MCZ5SDee75XrnErvjCz5pQmu6nOub94xRqnEpScc0eADODHlC6vOzOpUH4slo1T73g74FA9hypNSwIwzMz2UHop3QDgd2iMSpBxzu3z3vMp/eNhLwL0m6+Et35lAtd6d8ZrASQD6T7HJHJGOjDW2x4LrCxXfp93R7zewHfllpeI1AnvmrGFQJ5zbna5QxqnEjTM7AfezC5m1goYROn15hnASK9axXF6ZvyOBNY657RKQeqMc+6Xzrlw51wXSv/dudY5l4LGqAQRM2tjZm3PbAODgc8I0G++aQzXLzO7ndJrKUKAV5xzM3wOSZogM/szkAh0AA4A04AVwOtAZ+BLYJRz7lsv8ZhP6V2djwPjnXNZfsQtTYeZ9QHWA5/y7+vO/g+l1/FqnEpQMLMoSm+kEkLpJMLrzrlnzOw/KJ1Nuxz4BLjXOfe9mbUEllB6Tfq3QLJzbpc/0UtT4y1p/i/n3FCNUQkm3nh809sNBZY652aY2RUE4DdfCa+IiIiIiIg0SlrSLCIiIiIiIo2SEl4RERERERFplJTwioiIiIiISKOkhFdEREREREQaJSW8IiIiIiIi0igp4RUREaklM7vCzHK81zdmts/bLjSzF+uoz4fN7D5ve52ZxdVFP1X0/XMzm1Bf/YmIiFwsPZZIREQkgMxsOlDonJtVh32EAh8DNzrnis1sHaXP1wzos4fNLMQ5d7qS8tbARudcbCD7ExERCTTN8IqIiNQRM0s0s7e87elmttjM1pvZl2Y2wsz+x8w+NbO3zay5V+8mM3vfzLLN7B0z61hJ0wOAj51zxeXK7jKzzWb2/8ysr9dWSzN71evjEzPr75WPM7P55eJ8y8wSve1CM/u/ZrYF+LGZ/drMcs1sq5nNAnDOHQf2mFmvwH9rIiIigaOEV0REpP5cQ2myOgz4E5DhnOsJnAD+00t65wEjnXM3Aa8AMyppJwHIrlAW6pzrBTwMTPPKfgY4r4+7gcVm1rKaGNsA/3DORQN5wB1ApHMuCniuXL0soG8NPrOIiIhvQv0OQEREpAlZ5Zw7ZWafAiHA2175p0AX4HrgBmC1meHV2V9JOx0pTUbL+4v3nu21BdCH0gQa59w2M/sSuK6aGE8Dad72d0ARsNCbqX6rXL18oHs1bYmIiPhKCa+IiEj9+R7AOVdiZqfcv2+kUULpb7IBnzvnflxNOyeAijO133vvp6n+972Ys1d5lW+r6Mx1u971wb2AgcBI4OeUzlCfOedENf2IiIj4SkuaRUREgsd24Adm9mMAM2tuZpGV1MsDutWgvfVAitfWdUBnr489QIyZNTOzHwKVXotrZpcC7ZxzfwemANHlDl8HfFaTDyUiIuIXzfCKiIgECefcSTMbCcw1s3aU/k7PAT6vUHUVsKQGTb4I/N5bQl0MjHPOfW9mG4HdQC6lyfPHVZzfFljpXfdrwCPljiUA02v0wURERHyixxKJiIg0QGb2JvDfzrkvfOg7FnjEOTemvvsWERG5EEp4RUREGiAzux64yjn3gQ99DwK+cM7tqe++RURELoQSXhEREREREWmUdNMqERERERERaZSU8IqIiIiIiEijpIRXREREREREGiUlvCIiIiIiItIoKeEVERERERGRRun/AynebNwfh/gvAAAAAElFTkSuQmCC\n"
2075           },
2076           "metadata": {
2077             "needs_background": "light"
2078           }
2079         }
2080       ]
2081     },
2082     {
2083       "cell_type": "code",
2084       "execution_count": 35,
2085       "metadata": {
2086         "id": "R2jkoZlAIaSb",
2087         "colab": {
2088           "base_uri": "https://localhost:8080/",
2089           "height": 333
2090         },
2091         "outputId": "0c18dc65-74ac-4aa0-b74b-0262aa869452"
2092       },
2093       "outputs": [
2094         {
2095           "output_type": "stream",
2096           "name": "stdout",
2097           "text": [
2098             "weights= [array([[0.09286956]], dtype=float32), array([[0.8413877]], dtype=float32), array([0.00982183], dtype=float32), array([[0.94054127]], dtype=float32), array([-0.08905093], dtype=float32)]\n"
2099           ]
2100         },
2101         {
2102           "output_type": "display_data",
2103           "data": {
2104             "text/plain": [
2105               "<Figure size 1152x288 with 1 Axes>"
2106             ],
2107             "image/png": "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\n"
2108           },
2109           "metadata": {
2110             "needs_background": "light"
2111           }
2112         }
2113       ],
2114       "source": [
2115         "m_fitted=model_eval(w_fitted,'RNN prediction with fitted weights')"
2116       ]
2117     },
2118     {
2119       "cell_type": "markdown",
2120       "metadata": {
2121         "id": "6uXVJj9koGF2"
2122       },
2123       "source": [
2124         "### 3.2 Acquisition and preprocessing of real data"
2125       ]
2126     },
2127     {
2128       "cell_type": "markdown",
2129       "metadata": {
2130         "id": "glIkYrvdhXo6"
2131       },
2132       "source": [
2133         ""
2134       ]
2135     },
2136     {
2137       "cell_type": "markdown",
2138       "metadata": {
2139         "id": "ZUluRmF9tqko"
2140       },
2141       "source": [
2142         ""
2143       ]
2144     },
2145     {
2146       "cell_type": "markdown",
2147       "metadata": {
2148         "id": "q3BpOBuzc91i"
2149       },
2150       "source": [
2151         "Data assimilation for fuel moisture from Remote Automated Weather Stations (RAWS) was developed in Vejmelka et al. (2016). First, they use regression from all RAWS in a given area to extend the data spatially from RAWS to a grid in the whole area, then they run the extended Kalman filter at each grid node. Here, we are interested in a simplified problem: estimate future fuel moisture at a single RAWS location from weather data.  "
2152       ]
2153     },
2154     {
2155       "cell_type": "markdown",
2156       "metadata": {
2157         "id": "c8Y6bL1Yc91i"
2158       },
2159       "source": [
2160         "#### 3.2.1 Acquisition of fuel moisture observations"
2161       ]
2162     },
2163     {
2164       "cell_type": "markdown",
2165       "metadata": {
2166         "id": "0CuXyWBFc91i"
2167       },
2168       "source": [
2169         "We try to load the data from a saved file first. If that fails, retrieve the fuel moisture data from sensors on weather stations in the Mesowest network. Get all stations with fuel moisture data in a spatial box within one hour, then pick one station and retrieve the whole time series."
2170       ]
2171     },
2172     {
2173       "cell_type": "code",
2174       "execution_count": 36,
2175       "metadata": {
2176         "id": "LFrlbbMmc91i",
2177         "colab": {
2178           "base_uri": "https://localhost:8080/"
2179         },
2180         "outputId": "ae75b90a-70ef-4fcf-8177-8262d5b20cf7"
2181       },
2182       "outputs": [
2183         {
2184           "output_type": "stream",
2185           "name": "stdout",
2186           "text": [
2187             "loaded from  raws.json\n"
2188           ]
2189         }
2190       ],
2191       "source": [
2192         "import json\n",
2193         "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n",
2194         "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n",
2195         "def json_w(j,f):\n",
2196         "  print('writing json file',f)\n",
2197         "  json.dump(j,open(f,'w'),indent=4)\n",
2198         "try:\n",
2199         "    #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n",
2200         "    j = json.load(open(jfile,'r'))\n",
2201         "    print('loaded from ',jfile)\n",
2202         "    # Take the first station in the boulding box that has data between time_start and time_s2.\n",
2203         "    # Then retrieve data for that station between time_start and time_end\n",
2204         "    time_start = j['time_start']      # start of data time series\n",
2205         "    # time_s2    = j['time_s2']         # end of segment to read coordinates\n",
2206         "    time_end  = j['time_end']         # end of data time series\n",
2207         "    meso_ts  = j['meso_ts']           # get meso observations time series\n",
2208         "    obs_lon =   j['obs_lon']          # where we retrieved observations\n",
2209         "    obs_lat =   j['obs_lat']\n",
2210         "except:\n",
2211         "    print(\"can't read\",jfile,', creating')\n",
2212         "    # set up bounds\n",
2213         "    time_start = \"201806010800\"  # June 1 2018 08:00 in format yyyymmddHHMM\n",
2214         "    time_s2    = \"201806010900\"  # June 1 2018 09:00 in format yyyymmddHHMM \n",
2215         "    time_end   = \"201907200900\"  # June 20 2018 09:00 in format yyyymmddHHMM \n",
2216         "    #time_start=  \"201810230100\"\n",
2217         "    #time_s2=  \"201810230300\"\n",
2218         "    #time_end  =  \"201806022300\"\n",
2219         "    !pip install MesoPy\n",
2220         "    from MesoPy import Meso\n",
2221         "    bounding_box = \"-115, 38, -110, 40\"  # min longtitude, latitude\n",
2222         "    meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\"       # you should get your own if you do more of this\n",
2223         "    m = Meso(meso_token)# create a Meso object\n",
2224         "    print('reading MesoWest fuel moisture data')\n",
2225         "    json_w(m.variables(),'variables.json')\n",
2226         "    meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n",
2227         "                             showemptystations = '0', vars=vars)   # ask the object for data\n",
2228         "    json_w(meso_obss,'meso_obss.json')                        \n",
2229         "    # pick one station and retrieve the whole time series.\n",
2230         "    station=meso_obss['STATION'][0]\n",
2231         "    json_w(station,'station.json')\n",
2232         "    lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n",
2233         "    print(station['NAME'],'station',station['STID'],'at',lon,lat)\n",
2234         "    e = 0.01   # tolerance\n",
2235         "    bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n",
2236         "    print('bounding box',bb)\n",
2237         "    meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars)   # ask the object for data\n",
2238         "    json_w(meso_ts,'meso_ts.json')                        \n",
2239         "    obs_lon, obs_lat = (lon, lat)   # remember station coordinates for later\n",
2240         "    j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n",
2241         "       'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n",
2242         "    json_w(j,jfile)\n",
2243         "    print('done')"
2244       ]
2245     },
2246     {
2247       "cell_type": "code",
2248       "execution_count": 37,
2249       "metadata": {
2250         "id": "3bXopS3btyz0",
2251         "scrolled": true,
2252         "colab": {
2253           "base_uri": "https://localhost:8080/",
2254           "height": 313
2255         },
2256         "outputId": "0aeb4539-7966-4d06-99f2-90e85b7435a5"
2257       },
2258       "outputs": [
2259         {
2260           "output_type": "execute_result",
2261           "data": {
2262             "text/plain": [
2263               "<matplotlib.legend.Legend at 0x7fbbeae345d0>"
2264             ]
2265           },
2266           "metadata": {},
2267           "execution_count": 37
2268         },
2269         {
2270           "output_type": "display_data",
2271           "data": {
2272             "text/plain": [
2273               "<Figure size 1152x288 with 1 Axes>"
2274             ],
2275             "image/png": "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\n"
2276           },
2277           "metadata": {
2278             "needs_background": "light"
2279           }
2280         }
2281       ],
2282       "source": [
2283         "# process the data retrieved for this station\n",
2284         "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n",
2285         "from datetime import datetime, timedelta, time\n",
2286         "import numpy as np\n",
2287         "import matplotlib.pyplot as plt\n",
2288         "import pytz\n",
2289         "station = meso_ts['STATION'][0]\n",
2290         "time_str  = station['OBSERVATIONS']['date_time']\n",
2291         "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
2292         "start_time = obs_time[0].replace(minute=0)     # remember obs_time and start_time for later\n",
2293         "end_time = obs_time[-1]\n",
2294         "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
2295         "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n",
2296         "# display the data retrieved\n",
2297         "#for o_time,o_data in zip (obs_time,obs_data):\n",
2298         "#    print(o_time,o_data)\n",
2299         "%matplotlib inline\n",
2300         "plt.figure(figsize=(16,4))\n",
2301         "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
2302         "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
2303         "plt.xlabel('Time (hours)') \n",
2304         "plt.ylabel('Fuel moisture content (%)')\n",
2305         "plt.legend()\n",
2306         " "
2307       ]
2308     },
2309     {
2310       "cell_type": "code",
2311       "execution_count": 38,
2312       "metadata": {
2313         "id": "lJQFB4rAYu9P"
2314       },
2315       "outputs": [],
2316       "source": [
2317         "# %debug"
2318       ]
2319     },
2320     {
2321       "cell_type": "markdown",
2322       "metadata": {
2323         "id": "F7bvUGx993Ae"
2324       },
2325       "source": [
2326         ""
2327       ]
2328     },
2329     {
2330       "cell_type": "markdown",
2331       "metadata": {
2332         "id": "pY4hPeATK9wZ"
2333       },
2334       "source": [
2335         "#### 3.2.2 Acquisition of weather data"
2336       ]
2337     },
2338     {
2339       "cell_type": "markdown",
2340       "metadata": {
2341         "id": "xhyjXqxVN6B2"
2342       },
2343       "source": [
2344         "Our weather data are results from atmospheric models, with assimilated observations from weather stations, satellites, radars, etc. The models can be run in reanalysis mode (for the past, with data for the period modeled)  or in forecast mode (for the future, with only past data assimilated - because future data are not here yet). We use the Real-Time Mesoscale Analysis ([RTMA](https://www.nco.ncep.noaa.gov/pmb/products/rtma/)) interpolated to the RAWS location. RTMA is a real-time product, posted hourly, and available only for few days in the past. We have our own collection of selected RAWS data over past few years, obtained as a side effect of running the fuel moisture modeling software [WRFXPY](https://github.com/openwfm/wrfxpy).\n",
2345         "\n",
2346         "First try to read the data already extracted for this RAWS and staged for download."
2347       ]
2348     },
2349     {
2350       "cell_type": "code",
2351       "execution_count": 39,
2352       "metadata": {
2353         "id": "WlqJRP8Vc91o",
2354         "colab": {
2355           "base_uri": "https://localhost:8080/"
2356         },
2357         "outputId": "72ae0b87-88bb-457b-fba2-0b03ab295cd9"
2358       },
2359       "outputs": [
2360         {
2361           "output_type": "stream",
2362           "name": "stdout",
2363           "text": [
2364             "File ‘rtma.json’ already there; not retrieving.\n",
2365             "\n",
2366             "loaded from  rtma.json\n",
2367             "\n"
2368           ]
2369         }
2370       ],
2371       "source": [
2372         "import json\n",
2373         "jfile = 'rtma.json'\n",
2374         "try:\n",
2375         "    ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
2376         "    j = json.load(open(jfile,'r'))\n",
2377         "    print('loaded from ',jfile)\n",
2378         "    if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n",
2379         "      print('lon lat doesnot agree, need to load original RTMA files')\n",
2380         "      read_rtma=True\n",
2381         "    else:\n",
2382         "      read_rtma=False\n",
2383         "except:\n",
2384         "    print(\"can't read\",jfile,', creating')\n",
2385         "    read_rtma=True\n",
2386         "\n",
2387         "print('')"
2388       ]
2389     },
2390     {
2391       "cell_type": "markdown",
2392       "metadata": {
2393         "id": "THI6gElyHOOc"
2394       },
2395       "source": [
2396         "Next, functions to get the files, open as grib, and interpolate to the station coordinates"
2397       ]
2398     },
2399     {
2400       "cell_type": "markdown",
2401       "metadata": {
2402         "id": "2iBNHQg5hPxB"
2403       },
2404       "source": [
2405         "####<font color=red>Note: If read_rtma==True, the notebook will say it crashed when run the first time. This is because it needs to install different version of some python packages and restart runtime. Simply run it again.</fonr>"
2406       ]
2407     },
2408     {
2409       "cell_type": "code",
2410       "execution_count": 40,
2411       "metadata": {
2412         "id": "mxZABVDxt0gd"
2413       },
2414       "outputs": [],
2415       "source": [
2416         "# Set up environment to read RTMA gribs\n",
2417         "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n",
2418         "if read_rtma:\n",
2419         "  import subprocess,os\n",
2420         "  def load_rtma(path,file,reload=0):\n",
2421         "    url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n",
2422         "    if os.path.exists(file):\n",
2423         "      if reload:\n",
2424         "        print(file + ' already exists, removing')\n",
2425         "        os.remove(file)\n",
2426         "      else:\n",
2427         "        print(file + ' already exists, exiting')\n",
2428         "        # add checking size here\n",
2429         "        return 0\n",
2430         "    try:\n",
2431         "      ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n",
2432         "      if os.path.exists(file):\n",
2433         "        print('loaded ' + url + ' as ' + file)\n",
2434         "        return 0\n",
2435         "      else: \n",
2436         "        print('file transfer completed, but the file is missing? ' + url)  \n",
2437         "      return 1\n",
2438         "    except:\n",
2439         "      print('file transfer failed: ' + url)\n",
2440         "      return 2\n"
2441       ]
2442     },
2443     {
2444       "cell_type": "markdown",
2445       "metadata": {
2446         "id": "dQ-uJI2sy6I3"
2447       },
2448       "source": [
2449         "Create a function to transfer RTMA files in GRIB2 format from the stash. The function returns zero if the file transfer succeeded. If the file is not available, it returns a nonzero value. Note: if needed, maybe in future add more sophisticated checks, check the return code of wget and if the file size is correct."
2450       ]
2451     },
2452     {
2453       "cell_type": "code",
2454       "execution_count": 41,
2455       "metadata": {
2456         "id": "PL3gxK67AlBI"
2457       },
2458       "outputs": [],
2459       "source": [
2460         "if read_rtma:\n",
2461         "  def rtma_grib(t,var):\n",
2462         "    tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour)  # remote path on server\n",
2463         "    tstr  = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour)  # time string for local path\n",
2464         "    gribfile = os.path.join('data',tstr + var + '.grib')\n",
2465         "    remote = tpath + '/' + var + '.grib'\n",
2466         "    if load_rtma(remote,gribfile):\n",
2467         "        print('cannot load remote file',remote,'as',gribfile)\n",
2468         "        return []\n",
2469         "    else:\n",
2470         "        try:\n",
2471         "            gf=GribFile(gribfile)\n",
2472         "            v = np.array(gf[1].values())\n",
2473         "        except:\n",
2474         "            print('cannot read grib file',gribfile)\n",
2475         "            return []\n",
2476         "        print('loaded ',gribfile,' containing array shape ',v.shape)\n",
2477         "        return gf[1]   # grib message\n"
2478       ]
2479     },
2480     {
2481       "cell_type": "code",
2482       "execution_count": 42,
2483       "metadata": {
2484         "id": "OY1oTYKlfd17"
2485       },
2486       "outputs": [],
2487       "source": [
2488         "if read_rtma:\n",
2489         "    times = pd.date_range(start=time_start,end=time_end,freq='1H')\n",
2490         "    varnames=['temp','td','precipa']\n",
2491         "    j =    read_interp_rtma(varnames,times,obs_lat,obs_lon)      # temperature\n",
2492         "    for varname in varnames:\n",
2493         "        j[varname]=j[varname].tolist() \n",
2494         "    j['obs_lat']=obs_lat\n",
2495         "    j['obs_lon']=obs_lon\n",
2496         "    json.dump(j,open('rtma.json','w'),indent=4)\n",
2497         "    print('done')"
2498       ]
2499     },
2500     {
2501       "cell_type": "code",
2502       "execution_count": 43,
2503       "metadata": {
2504         "id": "ccp10kurAlBI"
2505       },
2506       "outputs": [],
2507       "source": [
2508         "from scipy.interpolate import LinearNDInterpolator, interpn\n",
2509         "from scipy.optimize import root\n",
2510         "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n",
2511         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2512         "    interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n",
2513         "    return interp(lat,lon)\n",
2514         "def interp_to_lat_lon(lats,lons,v,lat,lon):\n",
2515         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2516         "    points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float))  # uniform mesh\n",
2517         "    def res(ij):  # interpolation of lons lats on the uniform mesh, to noninteger coordinates   \n",
2518         "       return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n",
2519         "    # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n",
2520         "    result = root(res,(0,0)) # solve res(ij) = 0\n",
2521         "    if not result.success:\n",
2522         "        print(result.message)\n",
2523         "        exit(1)\n",
2524         "    return interpn(points,v,result.x) \n"
2525       ]
2526     },
2527     {
2528       "cell_type": "markdown",
2529       "metadata": {
2530         "id": "jvnpq6S5AlBI"
2531       },
2532       "source": [
2533         "The interpolation function needs to  be tested."
2534       ]
2535     },
2536     {
2537       "cell_type": "code",
2538       "execution_count": 44,
2539       "metadata": {
2540         "id": "NVMJBYI7AlBI"
2541       },
2542       "outputs": [],
2543       "source": [
2544         "def interp_to_lat_lon_test(lats,lons):\n",
2545         "    print('testing interp_to_lat_lon')\n",
2546         "    vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n",
2547         "    i, j = (1,2)\n",
2548         "    lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n",
2549         "    vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n",
2550         "    vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n",
2551         "    print(vi,vj,'should be about',i+0.5,j+0.5)\n",
2552         "    test_slow = 0\n",
2553         "    if test_slow:\n",
2554         "        print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n",
2555         "        vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n",
2556         "        print(vi_slow)\n",
2557         "        vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n",
2558         "        print(vj_slow)\n",
2559         "        \n",
2560         "#gf = rtma_grib(start_time,'temp')      #  read the first grib file and use it to test interpolation\n",
2561         "#lats, lons = gf.latlons()\n",
2562         "#interp_to_lat_lon_test(lats,lons)\n"
2563       ]
2564     },
2565     {
2566       "cell_type": "code",
2567       "execution_count": 45,
2568       "metadata": {
2569         "id": "vt-Mk8fIc91m"
2570       },
2571       "outputs": [],
2572       "source": [
2573         "#%debug\n"
2574       ]
2575     },
2576     {
2577       "cell_type": "markdown",
2578       "metadata": {
2579         "id": "LQbWB_3GAlBI"
2580       },
2581       "source": [
2582         "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates"
2583       ]
2584     },
2585     {
2586       "cell_type": "code",
2587       "execution_count": 46,
2588       "metadata": {
2589         "id": "b3JJH3XPAlBI"
2590       },
2591       "outputs": [],
2592       "source": [
2593         "if read_rtma:\n",
2594         "  import pandas as pd, json\n",
2595         "  def read_interp_rtma(varnames,times,lat,lon):\n",
2596         "    # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n",
2597         "    ntimes = len(times)\n",
2598         "    time_str = 'time_str'\n",
2599         "    j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n",
2600         "    for varname in varnames:\n",
2601         "        j[varname]=np.full(ntimes,np.nan)  # initialize array of nans as list\n",
2602         "    n=0\n",
2603         "    for t in times:\n",
2604         "        tim=t.strftime('%Y-%m-%d %H:%M')\n",
2605         "        should_be = j[time_str][n]\n",
2606         "        if tim != should_be:\n",
2607         "            print('n=',n,'time',tim,'expected',should_be)\n",
2608         "            raise 'Invalid time' \n",
2609         "        for varname in varnames:\n",
2610         "            gf = rtma_grib(t,varname)   # read and create grib object, download if needed\n",
2611         "            if gf:\n",
2612         "                lats,lons = gf.latlons()    # coordinates\n",
2613         "                v = gf.values()\n",
2614         "                vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n",
2615         "                print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n",
2616         "                j[varname][n] = vi\n",
2617         "            else:\n",
2618         "                print(varname,'at',t,' could not be loaded')\n",
2619         "        n = n+1\n",
2620         "    return j"
2621       ]
2622     },
2623     {
2624       "cell_type": "code",
2625       "execution_count": 47,
2626       "metadata": {
2627         "id": "bMpYIZT6c91o"
2628       },
2629       "outputs": [],
2630       "source": [
2631         "# %debug\n"
2632       ]
2633     },
2634     {
2635       "cell_type": "markdown",
2636       "metadata": {
2637         "id": "KVXBjGA0CiXr"
2638       },
2639       "source": [
2640         "#### 3.2.3 Preprocessing and visualization of the weather data"
2641       ]
2642     },
2643     {
2644       "cell_type": "code",
2645       "execution_count": 48,
2646       "metadata": {
2647         "id": "fNA3Vbo1c91o"
2648       },
2649       "outputs": [],
2650       "source": [
2651         "rtma = j\n",
2652         "td = np.array(rtma['td'])\n",
2653         "t2 = np.array(rtma['temp'])\n",
2654         "rain=np.array(rtma['precipa'])\n",
2655         "# compute relative humidity\n",
2656         "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n",
2657         "Ed = 0.924*rh**0.679 + 0.000499*np.exp(0.1*rh) + 0.18*(21.1 + 273.15 - t2)*(1 - np.exp(-0.115*rh))\n",
2658         "Ew = 0.618*rh**0.753 + 0.000454*np.exp(0.1*rh) + 0.18*(21.1 + 273.15 - t2)*(1 - np.exp(-0.115*rh))"
2659       ]
2660     },
2661     {
2662       "cell_type": "code",
2663       "execution_count": 49,
2664       "metadata": {
2665         "id": "tZIK59bJAlBJ",
2666         "colab": {
2667           "base_uri": "https://localhost:8080/",
2668           "height": 313
2669         },
2670         "outputId": "0fc847cb-4d63-402b-edad-555f4eaa54f3"
2671       },
2672       "outputs": [
2673         {
2674           "output_type": "execute_result",
2675           "data": {
2676             "text/plain": [
2677               "<matplotlib.legend.Legend at 0x7fbae809cb50>"
2678             ]
2679           },
2680           "metadata": {},
2681           "execution_count": 49
2682         },
2683         {
2684           "output_type": "display_data",
2685           "data": {
2686             "text/plain": [
2687               "<Figure size 1152x288 with 1 Axes>"
2688             ],
2689             "image/png": "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\n"
2690           },
2691           "metadata": {
2692             "needs_background": "light"
2693           }
2694         }
2695       ],
2696       "source": [
2697         "%matplotlib inline\n",
2698         "plt.figure(figsize=(16,4))\n",
2699         "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n",
2700         "plt.title(station['STID'] + ' Temperature')\n",
2701         "plt.xlabel('Time (hours)') \n",
2702         "plt.ylabel('Temperature (K)')\n",
2703         "plt.legend()"
2704       ]
2705     },
2706     {
2707       "cell_type": "code",
2708       "execution_count": 50,
2709       "metadata": {
2710         "id": "LbyqcuXYAlBJ",
2711         "colab": {
2712           "base_uri": "https://localhost:8080/",
2713           "height": 313
2714         },
2715         "outputId": "a46085c7-14ee-4303-d0e4-147a547a49dd"
2716       },
2717       "outputs": [
2718         {
2719           "output_type": "execute_result",
2720           "data": {
2721             "text/plain": [
2722               "<matplotlib.legend.Legend at 0x7fbad21aef90>"
2723             ]
2724           },
2725           "metadata": {},
2726           "execution_count": 50
2727         },
2728         {
2729           "output_type": "display_data",
2730           "data": {
2731             "text/plain": [
2732               "<Figure size 1152x288 with 1 Axes>"
2733             ],
2734             "image/png": "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\n"
2735           },
2736           "metadata": {
2737             "needs_background": "light"
2738           }
2739         }
2740       ],
2741       "source": [
2742         "%matplotlib inline\n",
2743         "plt.figure(figsize=(16,4))\n",
2744         "plt.plot(td,linestyle='-',c='k',label='Dew point')\n",
2745         "plt.title(station['STID'] + ' Dew point (K)')\n",
2746         "plt.xlabel('Time (hours)') \n",
2747         "plt.ylabel('Dew point (K)')\n",
2748         "plt.legend()"
2749       ]
2750     },
2751     {
2752       "cell_type": "code",
2753       "execution_count": 51,
2754       "metadata": {
2755         "id": "dfoOK2kSc91p",
2756         "colab": {
2757           "base_uri": "https://localhost:8080/",
2758           "height": 313
2759         },
2760         "outputId": "5e8a42ad-f80d-4c3d-984c-3f2b7fcf8e27"
2761       },
2762       "outputs": [
2763         {
2764           "output_type": "execute_result",
2765           "data": {
2766             "text/plain": [
2767               "<matplotlib.legend.Legend at 0x7fbad2126cd0>"
2768             ]
2769           },
2770           "metadata": {},
2771           "execution_count": 51
2772         },
2773         {
2774           "output_type": "display_data",
2775           "data": {
2776             "text/plain": [
2777               "<Figure size 1152x288 with 1 Axes>"
2778             ],
2779             "image/png": "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\n"
2780           },
2781           "metadata": {
2782             "needs_background": "light"
2783           }
2784         }
2785       ],
2786       "source": [
2787         "%matplotlib inline\n",
2788         "plt.figure(figsize=(16,4))\n",
2789         "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n",
2790         "plt.title(station['STID'] + ' relative humidity')\n",
2791         "plt.xlabel('Time (hours)') \n",
2792         "plt.ylabel('Relative humidity (%)')\n",
2793         "plt.legend()"
2794       ]
2795     },
2796     {
2797       "cell_type": "code",
2798       "execution_count": 52,
2799       "metadata": {
2800         "id": "MWTJ5b2kc91p",
2801         "colab": {
2802           "base_uri": "https://localhost:8080/",
2803           "height": 313
2804         },
2805         "outputId": "701106f7-f3d8-49a2-c8ad-0d558ee5c95f"
2806       },
2807       "outputs": [
2808         {
2809           "output_type": "execute_result",
2810           "data": {
2811             "text/plain": [
2812               "<matplotlib.legend.Legend at 0x7fbad20f6710>"
2813             ]
2814           },
2815           "metadata": {},
2816           "execution_count": 52
2817         },
2818         {
2819           "output_type": "display_data",
2820           "data": {
2821             "text/plain": [
2822               "<Figure size 1152x288 with 1 Axes>"
2823             ],
2824             "image/png": "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\n"
2825           },
2826           "metadata": {
2827             "needs_background": "light"
2828           }
2829         }
2830       ],
2831       "source": [
2832         "%matplotlib inline\n",
2833         "plt.figure(figsize=(16,4))\n",
2834         "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n",
2835         "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n",
2836         "plt.title(station['STID'] + ' drying and wetting equilibria')\n",
2837         "plt.xlabel('Time (hours)') \n",
2838         "plt.ylabel('Fuel moisture contents (%)')\n",
2839         "plt.legend()"
2840       ]
2841     },
2842     {
2843       "cell_type": "markdown",
2844       "metadata": {
2845         "id": "jY3_eeBRc91p"
2846       },
2847       "source": [
2848         " "
2849       ]
2850     },
2851     {
2852       "cell_type": "code",
2853       "execution_count": 53,
2854       "metadata": {
2855         "id": "PQKSRvRSAlBJ",
2856         "colab": {
2857           "base_uri": "https://localhost:8080/",
2858           "height": 313
2859         },
2860         "outputId": "c0b4718d-b13f-47f4-b21e-146f18c6f8df"
2861       },
2862       "outputs": [
2863         {
2864           "output_type": "execute_result",
2865           "data": {
2866             "text/plain": [
2867               "<matplotlib.legend.Legend at 0x7fbad20a4f50>"
2868             ]
2869           },
2870           "metadata": {},
2871           "execution_count": 53
2872         },
2873         {
2874           "output_type": "display_data",
2875           "data": {
2876             "text/plain": [
2877               "<Figure size 1152x288 with 1 Axes>"
2878             ],
2879             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA78AAAEWCAYAAACubCCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3debhcVZnv8e/PJBgCyJiGQMBExQHDIEaGph1BJhW4Nk6tTCK0t7WvtNcGpG1BFJRuRFvtRlFEUC9IIy2IKM2oditIGK5M0uQqShgkJkwySeC9f9Q+dBHPOamcnDrnVJ3v53nqqb3XXnuvt052quqtvdbaqSokSZIkSepnzxrvACRJkiRJ6jaTX0mSJElS3zP5lSRJkiT1PZNfSZIkSVLfM/mVJEmSJPU9k19JkiRJUt8z+ZUkSSQ5KslXRrtuh8fbLMnvk0wZrWNKkrQ8k19J0qST5PYkjzYJ131Jvpdk07btX0vyibb1lya5O8mHmvUXJvnXJL9L8kCSnyf5YJIpSV6TZNEgbV6R5D3N8rwkFzX7VwfxVpKHm3jvTHLSaCeKVXV8Vb1nZesmmdPEN7XTtpq//y5tx/tNVa1ZVU+ufOSSJHXG5FeSNFm9qarWBGYBvwU+P1ilJC8DLgc+UVUnJnk+cBVwB7BlVa0NvAWYD6zVYdtPAGcDB69EvFs38e4M/AVwyCCxdpyASpI02Zj8SpImtap6DDgH2GL5bUm2Ay4Gjqqqf26KPwb8pKo+WFV3N8e4tar+oqru77DNW6vqVOCmEcT7C+DHwLy2q64HJ/kNcFkT97uT3NJc1b4oyXPbXtNLk1ycZGmS3yY5qik/Jsk3muWB4x6a5K72q97L1wV+1Dzf31yZ3jHJ85NclmRJc3X7m0nWafb9OrAZ8N2m/uHLXz1OsnGS85sYFyY5ZLm2z05yRpKHktyUZP7K/h0lSZOPya8kaVJLMgN4G3Dlcpu2A34A/E1VtY9v3YVWsjwukmwBvBK4rq341cBLgN2S7A0cBbwZmEkrUT6z2Xct4BJar2tj4AXApcM091pgc2BX4Ij2rsptXtU8r9N0Xf4pEOCTTRsvATYFjgGoqv2A39Bcea+qfxjkmGcBi5r99wWOT/K6tu17NXXWAc4HvjDMa5AkCTD5lSRNXt9Jcj/wAPB64B+X275Ds+37y5WvD9zd/fD+yLVJ7gO+C3wFOK1t2zFV9XBVPQq8F/hkVd1SVcuA44Ftmqu/bwTuqapPV9VjVfVQVV01TJsfa457Q9PeOzoJtKoWVtXFVfV4VS0GTqKVoK9QM/Z6J+CIJsbrm9e7f1u1/6iqC5sxwl8Htu7k2JKkyc3kV5I0We1TVesA04H3Az9MslHb9n8GFgAXJ1m3rXwJrXHCQ1kGTBukfBqtsb4jtW1VrVtVz6+qj1TVU23b7mhbfi7wT0nub5L7pbSuxG5C6wrs/1uJNtuP+2taV2JXKMmGSc5qJud6EPgGsEGHbW4MLK2qh5Zre5O29Xvalh8BpjveWZK0Iia/kqRJraqerKpzgSeBP2vb9CStiaV+A1yU5DlN+SXAnw9zyN8AGyRZc6AgSWglpb8ezdjbtM8YfQfwl1W1Tttj9ar6SbPteStx3E3bljcD7lpB2wOOb8q3rKrnAO+ilYAPt8+Au4D1mi7a7W3f2VHEkiQNweRXkjSppWVvYF3glvZtVfUErZmcfwdcmGQN4GjgT5P848CV4iQvSPKNJOtU1W9ozQZ9QpI1kzwb+FtaV32vbGtzOrBasz69qTcavgh8OMlLm2OvneQtzbYLgFlJDkvy7CRrJdl+mGP9fZIZzbEOAr41SJ3FwFM8M6leC/g98ECSTWi9/na/ZYgkvKruAH4CfLL5u2xFa1bsbwxWX5KkTpn8SpImq+8m+T3wIHAccEBV/dHsy1X1B1qTRz1Ga7ztXcCOwBzgpiQPAN+m1UV6oKvu24A/ARbSumK5M/CGZmZpaF0FfpT/nu35UeDW0XhRVfVvwAnAWU2X4xuBPZptD9Ea3/wmWl2Hb6M1qdVQfti8hkuBE6vq3wdp7xFaf7//bLpa70BrRuxtaY2Z/h5w7nK7fRL4SFP/Q/yxd9D6+94F/BtwdFVdsuJXL0nS0FI1XM8jSZI02SSZA/wKmNZMmiVJUs/zyq8kSZIkqe+Z/EqSJEmS+p7dniVJkiRJfc8rv5IkSZKkvjfpbgi/wQYb1Jw5c8Y7DEmSJEnSKLvmmmt+V1UzB9s26ZLfOXPmsGDBgvEOQ5IkSZI0ypL8eqhtdnuWJEmSJPU9k19JkiRJUt8z+ZUkSZIk9b1JN+ZXkiRJklbFE088waJFi3jsscfGO5RJa/r06cyePZtp06Z1vI/JryRJkiSthEWLFrHWWmsxZ84ckox3OJNOVbFkyRIWLVrE3LlzO96va92ek3w1yb1JbmwrWy/JxUlua57XbcqT5HNJFib5eZJt2/Y5oKl/W5ID2spfnuSGZp/PxbNOkiRJ0hh47LHHWH/99U18x0kS1l9//ZW+8t7NMb9fA3ZfruxI4NKq2hy4tFkH2APYvHkcCpwMrWQZOBrYHtgOOHogYW7qHNK23/JtSZIkSVJXmPiOr5H8/buW/FbVj4ClyxXvDZzeLJ8O7NNWfka1XAmsk2QWsBtwcVUtrar7gIuB3Zttz6mqK6uqgDPajiWpyy6//HI++tGP0vrvJ0lS/1q2bBmnnXYaTz311HiHImkVjfVszxtW1d3N8j3Ahs3yJsAdbfUWNWXDlS8apHxQSQ5NsiDJgsWLF6/aK5DEj370Iz7+8Y+PdxiSJHXdSSedxLvf/W5OO+208Q5FeoYpU6awzTbbMG/ePN7ylrfwyCOPrPIxP/rRj3LJJZcMW+eLX/wiZ5xxBgBf+9rXuOuuu1Z43OXrvec97+Hmm29etWBHYNxuddRcsR2Ty0ZVdUpVza+q+TNnzhyLJiVJktQHBi6cLF26fIdGaXytvvrqXH/99dx4442sttpqfPGLX3zG9mXLlq30MY899lh22WWXYeu8973vZf/99wdGnvx+5StfYYsttljp+FbVWCe/v226LNM839uU3wls2lZvdlM2XPnsQcolSZIkaVJ55StfycKFC7niiit45StfyV577cUWW2zBk08+yd/+7d/yile8gq222oovfelLT+9zwgknsOWWW7L11ltz5JGtqZgOPPBAzjnnHADmzJnD4YcfzpZbbsl2223HwoULATjmmGM48cQTOeecc1iwYAHvfOc72WabbXj00Uc59thjecUrXsG8efM49NBDqapB673mNa9hwYIFAJx55plsueWWzJs3jyOOOOLp+NZcc03+7u/+jq233poddtiB3/72t6v8dxrrWx2dDxwAfKp5Pq+t/P1JzqI1udUDVXV3kouA49smudoV+HBVLU3yYJIdgKuA/YHPj+ULkdSaZt7JHiRJ0mR22GGHcf3114/qMbfZZhs++9nPdlR32bJlfP/732f33Vvz/1577bXceOONzJ07l1NOOYW1116bq6++mscff5yddtqJXXfdlV/84hecd955XHXVVcyYMWPIng1rr702N9xwA2eccQaHHXYYF1xwwdPb9t13X77whS9w4oknMn/+fADe//7389GPfhSA/fbbjwsuuGDQegPuuusujjjiCK655hrWXXdddt11V77zne+wzz778PDDD7PDDjtw3HHHcfjhh/PlL3+Zj3zkIyv9t2zXzVsdnQn8FHhRkkVJDqaV9L4+yW3ALs06wIXAL4GFwJeBvwKoqqXAx4Grm8exTRlNna80+/w/4Pvdei2SnsmEV5IkaXw9+uijbLPNNsyfP5/NNtuMgw8+GIDtttvu6Xvf/vu//ztnnHEG22yzDdtvvz1Llizhtttu45JLLuGggw5ixowZAKy33nqDtvGOd7zj6eef/vSnK4zp8ssvZ/vtt2fLLbfksssu46abbhq2/tVXX81rXvMaZs6cydSpU3nnO9/Jj370IwBWW2013vjGNwLw8pe/nNtvv33Ff5QV6NqV36p6xxCbdh6kbgHvG+I4XwW+Okj5AmDeqsQoSZIkSaui0yu0o21gzO/y1lhjjaeXq4rPf/7z7Lbbbs+oc9FFF3XURvsFjxVd/Hjsscf4q7/6KxYsWMCmm27KMcccs9L34W03bdq0p9ucMmXKiMYwL2/cJrySJEmSJHXPbrvtxsknn8wTTzwBwH/913/x8MMP8/rXv57TTjvt6Rmih+r2/K1vfevp5x133PGPtq+11lo89NBDAE8nuhtssAG///3vnx47vHy9dttttx0//OEP+d3vfseTTz7JmWeeyatf/epVeMXDG+sxv5IkSZKkMfCe97yH22+/nW233ZaqYubMmXznO99h99135/rrr2f+/Pmsttpq7Lnnnhx//PF/tP99993HVlttxbOf/WzOPPPMP9p+4IEH8t73vpfVV1+dn/70pxxyyCHMmzePjTbaiFe84hVD1hswa9YsPvWpT/Ha176WquINb3gDe++9d3f+GEBaPY4nj/nz59fAzGKSRubYY4/l6KOPZtmyZUyZMmW8w5EkqWs+9KEP8elPf5oTTjiBww8/fLzD0QRxyy238JKXvGS8w+iqOXPmsGDBAjbYYIPxDmVIg/07JLmmquYPVt9uz5JWmhNeSZIkqdfY7VmSJEkawsAPvv7wq8lmNGZXnmi88itJkiRJK2myDR+daEby9zf5lTRivulLkqTJaPr06SxZssTvQuOkqliyZAnTp09fqf3s9ixppdn1S5IkTWazZ89m0aJFLF68eLxDmbSmT5/O7NmzV2ofk19JkiRJWgnTpk1j7ty54x2GVpLdniVJkiRJfc/kV5IkSZLU90x+JY2YkzxIkiSpV5j8SlppTnglSZKkXmPyK0mSJEnqeya/kiRJkqS+Z/IracQc8ytJkqReYfIraaU55leSJEm9xuRXkiRJktT3TH4lSZIkSX3P5FfSiDnmV5IkSb3C5FfSSnPMryRJknqNya8kSZIkqe+Z/EqSJEmS+p7JryRJkiSp75n8ShoxJ7ySJElSrzD5lbTSnPBKkiRJvcbkV5IkSZLU90x+JUmSJEl9z+RX0og55leSJEm9wuRX0kpzzK8kSZJ6jcmvJEmSJKnvjUvym+RvktyU5MYkZyaZnmRukquSLEzyrSSrNXWf3awvbLbPaTvOh5vyW5PsNh6vRZIkSZI08Y158ptkE+B/AfOrah4wBXg7cALwmap6AXAfcHCzy8HAfU35Z5p6JNmi2e+lwO7AvySZMpavRZIkSZLUG8ar2/NUYPUkU4EZwN3A64Bzmu2nA/s0y3s36zTbd05rwOHewFlV9XhV/QpYCGw3RvFLwgmvJEmS1DvGPPmtqjuBE4Hf0Ep6HwCuAe6vqmVNtUXAJs3yJsAdzb7Lmvrrt5cPss8zJDk0yYIkCxYvXjy6L0iahJzwSpIkSb2m4+Q3yRqj0a04ybq0rtrOBTYG1qDVbblrquqUqppfVfNnzpzZzaYkSZIkSRPQkMlvkmcl+Ysk30tyL/AL4O4kNyf5xyQvGGGbuwC/qqrFVfUEcC6wE7BO0w0aYDZwZ7N8J7BpE9NUYG1gSXv5IPtIkiRJkvS04a78Xg48H/gwsFFVbVpVfwL8GXAlcEKSd42gzd8AOySZ0Yzd3Rm4uWlv36bOAcB5zfL5zTrN9suqNdDwfODtzWzQc4HNgZ+NIB5JI+SYX0mSJPWKqcNs26W5MvsMVbUU+Dbw7STTVrbBqroqyTnAtcAy4DrgFOB7wFlJPtGUndrscirw9SQLgaW0Znimqm5KcjatxHkZ8L6qenJl45G08hzzK0mSpF4zZPJbVU80Y3xvqqoXD1VnJI1W1dHA0csV/5JBZmuuqseAtwxxnOOA40YSgyRJkiRp8hh2wqvmSuqtSTYbo3gkSZIkSRp1w3V7HrAucFOSnwEPDxRW1V5di0pST3DMryRJknpFJ8nv33c9Ckk9xTG/kiRJ6jUrTH6r6odjEYgkSZIkSd2ywuQ3yUPAQN/G1YBpwMNV9ZxuBiZJkiRJ0mjp5MrvWgPLzX159wZ26GZQkiRJkiSNpmFne15etXwH2K1L8UjqIU54JUmSpF7RSbfnN7etPguYDzzWtYgkTXhOeCVJkqRe08lsz29qW14G3E6r67MkSZIkST2hkzG/B41FIJIkSZIkdcsKx/wmmZ3k35Lc2zy+nWT2WAQnaWJzzK8kSZJ6RScTXp0GnA9s3Dy+25RJmqQc8ytJkqRe00nyO7OqTquqZc3ja8DMLsclSZIkSdKo6ST5XZLkXUmmNI93AUu6HZgkSZIkSaOlk+T33cBbgXuAu4F9ASfBkiRJkiT1jE5me/41sNcYxCKpxzjhlSRJknrFCpPfJDOBQ4A57fWr6t3dC0vSROaEV5IkSeo1K0x+gfOAHwOXAE92NxxJkiRJkkZfJ8nvjKo6ouuRSJIkSZLUJZ1MeHVBkj27HomknuOYX0lSvxv4rPMzT+p9Q175TfIQUECAo5I8DjzRrFdVPWdsQpQ00TjmV5IkSb1muG7P61fVH8YsEkmSJGmCGfjB1x9+pd43XPL7kySLgB8AP6iq28cmJEmSJEmSRteQyW9VzU8yB9gd+GySTYD/AL4P/LCqHh+TCCVJkiRJWkXDTnhVVbdX1Rerah/gT4HvArsAP07yvbEIUNLE5eQfkiRJ6hWd3OoIgKp6ArisedBcCZY0CTnuSZIkSb1mhbc6SvLGJNcluS/Jg0keSvJgVd05FgFKkiRJkrSqOrny+1ngzcANZR9HSZIkSVIPWuGVX+AO4EYTX0nL821BkiRJvaKTK7+HAxcm+SHw9AzPVXVS16KSNKE55leSJEm9ppMrv8cBjwDTgbXaHiOWZJ0k5yT5RZJbkuyYZL0kFye5rXlet6mbJJ9LsjDJz5Ns23acA5r6tyU5YFVikiRJkiT1r06u/G5cVfNGud1/An5QVfsmWQ2YARwFXFpVn0pyJHAkcASwB7B589geOBnYPsl6wNHAfKCAa5KcX1X3jXKskiRJkqQe18mV3wuT7DpaDSZZG3gVcCpAVf2hqu4H9gZOb6qdDuzTLO8NnFEtVwLrJJkF7AZcXFVLm4T3YmD30YpT0oo55leSJEm9opPk938CP0jyaPutjlahzbnAYuC05hZKX0myBrBhVd3d1LkH2LBZ3oTWpFsDFjVlQ5X/kSSHJlmQZMHixYtXIXRJ4JhfSZIk9Z4VJr9VtVZVPauqVq+q5zTrz1mFNqcC2wInV9XLgIdpdXFub7NodWUeFVV1SlXNr6r5M2fOHK3DSpIkSZJ6RCdjfkmyFTCnvX5VnTvCNhcBi6rqqmb9HFrJ72+TzKqqu5tuzfc22+8ENm3bf3ZTdifwmuXKrxhhTJIkSZKkPrbCK79Jvgp8Ffhz4E3N440jbbCq7gHuSPKipmhn4GbgfGBgxuYDgPOa5fOB/ZtZn3cAHmi6R18E7Jpk3WZm6F2bMkmSJEmSnqGTK787VNUWo9zuXwPfbGZ6/iVwEK1E/OwkBwO/Bt7a1L0Q2BNYSOuWSwcBVNXSJB8Hrm7qHVtVS0c5TknDcMIrSZIk9YpOkt+fJtmiqm4erUar6npatyha3s6D1C3gfUMcZ+CqtKQx5IRXkiRJ6jWdJL9n0EqA7wEeB0IrJ92qq5FJkiRJkjRKOkl+TwX2A24AnupuOJIkSZIkjb5Okt/FVXV+1yOR1HMc8ytJ6ncDn3V+5km9r5Pk97ok/wf4Lq1uz8Aq3epIUo9zzK8kSZJ6TSfJ7+q0kt5d28oKMPmVJElSXxv4wdcffqXet8Lkt6oOGotAJEmSJEnqlmcNtSHJR5KsN8z21yV5Y3fCkiRJkiRp9Ax35fcG4LtJHgOuBRYD04HNgW2AS4Djux6hpAnLyT8kSZLUK4ZMfqvqPOC8JJsDOwGzgAeBbwCHVtWjYxOipInGcU+SJEnqNZ2M+b0NuG0MYpEkSZIkqSuGHPMrSZIkSVK/MPmVNGKO+ZUkSVKvMPmVtNIc8ytJkqRes8Ixv0lmAocAc9rrV9W7uxeWJEmSJEmjZ4XJL3Ae8GNatzZ6srvhSJIkSZI0+jpJfmdU1RFdj0RSz3HMrySp3w181vmZJ/W+Tsb8XpBkz65HIqlnOOZXkiRJvaaT5PcDtBLgx5I81Dwe7HZgkiRJ0ngb+MHXH36l3rfCbs9VtdZYBCJJkiRJUrd0MuaXJHsBr2pWr6iqC7oXkiRJkiRJo2uF3Z6TfIpW1+ebm8cHknyy24FJmvic/EOSJEm9opMrv3sC21TVUwBJTgeuAz7czcAkTVyOe5IkSVKv6WTCK4B12pbX7kYgkiRJkiR1SydXfj8JXJfkciC0xv4e2dWoJEmSJEkaRZ3M9nxmkiuAVzRFR1TVPV2NSlJPcMyvJKnfDXzW+Zkn9b4huz0neXHzvC0wC1jUPDZuyiRNUo75lSRJUq8Z7srvB4FDgU8Psq2A13UlIkmSJGmCGPjB1x9+pd43ZPJbVYc2i3tU1WPt25JM72pUkiRJkiSNok5me/5Jh2WSJEmSJE1IQ175TbIRsAmwepKX0ZrpGeA5wIwxiE3SBOfkH5IkSeoVw4353Q04EJgNnNRW/hBwVBdjkjTBOe5JkiRJvWbIbs9VdXpVvRY4sKpe2/bYq6rOXdWGk0xJcl2SC5r1uUmuSrIwybeSrNaUP7tZX9hsn9N2jA835bcm2W1VY5IkSZIk9adO7vP77SRvAF4KTG8rP3YV2/4AcAutbtQAJwCfqaqzknwROBg4uXm+r6pekOTtTb23JdkCeHsT18bAJUleWFVPrmJckiRJkqQ+s8IJr5pE9G3AX9Ma9/sW4Lmr0miS2cAbgK8066F166RzmiqnA/s0y3s36zTbd27q7w2cVVWPV9WvgIXAdqsSl6SV45hfSZIk9YpOZnv+06ran9bV148BOwIvXMV2PwscDjzVrK8P3F9Vy5r1RbQm26J5vgOg2f5AU//p8kH2eYYkhyZZkGTB4sWLVzF0SY75lSRJUq/pJPl9tHl+JMnGwBPArJE2mOSNwL1Vdc1Ij7GyquqUqppfVfNnzpw5Vs1KkiRJkiaIFY75BS5Isg7wj8C1QNF0Vx6hnYC9kuxJawzxc4B/AtZJMrW5ujsbuLOpfyewKbAoyVRgbWBJW/mA9n0kSZIkSXpaJ1d+/6Gq7q+qb9Ma6/ti4BMjbbCqPlxVs6tqDq0Jqy6rqncClwP7NtUOAM5rls9v1mm2X1atgYbnA29vZoOeC2wO/GykcUlaeY75lST1u4HPOj/zpN7XSfL704GFZnKpB9rLRtERwAeTLKQ1pvfUpvxUYP2m/IPAkU0sNwFnAzcDPwDe50zP0thwzK8kSZJ6zZDdnpNsRGsCqdWTvIzWTM/Q6qY8YzQar6orgCua5V8yyGzNVfUYrRmmB9v/OOC40YhFkiRJWt7AD77+8Cv1vuHG/O4GHEhrLO1JbeUPAUd1MSZJkiRJkkbVkMlvVZ0OnJ7kz5vxvpIkSZIk9aThuj2/q6q+AcxJ8sHlt1fVSYPsJmkScfIPSZIk9Yrhuj2v0TyvORaBSOodjnuSJElSrxmu2/OXmuePjV04kiRJkiSNvhXe6ijJ85J8N8niJPcmOS/J88YiOEmSJEmSRkMn9/n9P7TupzsL2Bj4V+DMbgYlqTc45leS1O8GPuv8zJN6XyfJ74yq+npVLWse3wCmdzswSROXY34lSZLUa4ab8GrA95McCZwFFPA24MIk6wFU1dIuxidJkiSNm4EffP3hV+p9nSS/b22e/3K58rfTSoYd/ytJkiRJmtBWmPxW1dyxCESSJEmaaBzzK/WPIZPfJK+rqsuSvHmw7VV1bvfCktQL/CIgSZKkXjHcld9XA5cBbxpkWwEmv9Ik5bgnSdJk4ZhfqX8MmfxW1dHN80FjF44kSZIkSaNvhbc6SnJ8knXa1tdN8onuhiVJkiRJ0ujp5D6/e1TV/QMrVXUfsGf3QpLUKxzzK0mSpF7RSfI7JcmzB1aSrA48e5j6kvqc454kSZLUazq5z+83gUuTnNasHwSc3r2QJEmSJEkaXZ3c5/eEJP8X2KUp+nhVXdTdsCRJkiRJGj2dXPkFuAVYVlWXJJmRZK2qeqibgUmSJEnjbWB+C+e5kHpfJ7M9HwKcA3ypKdoE+E43g5LUG/wiIEmSpF7RyYRX7wN2Ah4EqKrbgD/pZlCSJjYnvJIkTRYDn3l+9km9r5Pk9/Gq+sPASpKpgJd7JEmSJEk9o5Pk94dJjgJWT/J64F+B73Y3LEmSJEmSRk8nye8RwGLgBuAvgQuBj3QzKEm9wTG/kiRJ6hXDzvacZApwU1W9GPjy2IQkaaJz3JMkSZJ6zbBXfqvqSeDWJJuNUTySJEmSJI26Tu7zuy5wU5KfAQ8PFFbVXl2LSpIkSZKkUdRJ8vv3XY9CUk9yzK8kSZJ6xZDJb5LpwHuBF9Ca7OrUqlo2VoFJmrgc8ytJkqReM9yY39OB+bQS3z2AT49Gg0k2TXJ5kpuT3JTkA035ekkuTnJb87xuU54kn0uyMMnPk2zbdqwDmvq3JTlgNOKTJEmSJPWf4bo9b1FVWwIkORX42Si1uQz431V1bZK1gGuSXAwcCFxaVZ9KciRwJK3bLO0BbN48tgdOBrZPsh5wNK0EvZrjnF9V941SnJIkSZKkPjHcld8nBhZGs7tzVd1dVdc2yw8BtwCbAHvTutpM87xPs7w3cEa1XAmsk2QWsBtwcVUtbRLei4HdRytOSZIkaWB+C+e5kHrfcFd+t07yYLMcYPVmPUBV1XNWtfEkc4CXAVcBG1bV3c2me4ANm+VNgDvadlvUlA1VPlg7hwKHAmy2mXdtkkaLXwQkSZLUK4ZMfqtqSjcbTrIm8G3gsKp6sH0CnaqqJKP2rbqqTgFOAZg/f77f1qVV5IRXkqTJYuAzz88+qfcN1+25a5JMo5X4frOqzm2Kf9t0Z6Z5vrcpvxPYtG332U3ZUOWSJEmSJD3DmCe/af1sdipwS1Wd1LbpfGBgxuYDgPPayvdvZn3eAXig6R59EbBrknWbmaF3bcokSZIkSXqG4cb8dstOwH7ADUmub8qOAj4FnJ3kYODXwFubbRcCewILgUeAgwCqammSjwNXN8LAZKAAAAvrSURBVPWOraqlY/MSJIFjfiVJktQ7xjz5rar/oDVp1mB2HqR+Ae8b4lhfBb46etFJ6oTjniRJktRrxmXMryRJkiRJY8nkV5IkSZLU90x+JUmSpCEMzG/hPBdS7zP5lTRifhGQJElSrzD5lbTSnPBKkjRZDHzm+dkn9T6TX0mSJElS3zP5lSRJkobgmF+pf5j8ShoxvwhIkiSpV5j8SlppjnuSJE0WjvmV+ofJryRJkiSp75n8SpIkSZL6nsmvpBFzzK8kSZJ6hcmvpJXmuCdJkiT1GpNfSZIkSVLfM/mVJEmSJPU9k19JkiRpCAPzWzjPhdT7TH4ljZhfBCRJktQrTH4lrTQnvJIkTRYDn3l+9km9z+RXkiRJktT3TH4lSZIkSX3P5FfSiDnmV5IkSb3C5FfSSnPckyRJknqNya8kSZIkqe+Z/EqSJEmS+p7JryRJkjSEgfktnOdC6n0mv5JGzC8CkiRJ6hUmv5JWmhNeSZImi4HPPD/7pN5n8itJkiRJ6nsmv5IkSdIQHPMr9Q+TX0kj5hcBSZIk9QqTX0krzXFPkqTJwjG/Uv/o+eQ3ye5Jbk2yMMmR4x2PJEmSJGni6enkN8kU4J+BPYAtgHck2WJ8o5Imj8cff3y8Q5AkSZI6kl4es5dkR+CYqtqtWf8wQFV9cqh95s+fXwsWLBijCFfOxz72Mc4+++zxDmNM3HzzzQBssYW/VfSigX8/gOc973lMnz59HKPRRLHPPvtw3HHHjVl7J5xwAmecccaYtdeJRYsW8eCDD5KEl7zkJeMdjvrcYYcdxiGHHDLeYXTk4IMP5sorrxzvMEZk4DNvxowZzJkzZ1SOed999/Hoo48ya9asFdbt5Lt6p9/nR7Pe/fffz/Tp01lrrbWeUX7ppZey0UYbddTOaDn++OP55je/OaZtdmK//fbjyCPHtmPqq171KpYsWdLVNg466CA+9KEPdbWNVZHkmqqaP9i2qWMdzCjbBLijbX0RsP3ylZIcChwKsNlmm41NZCMwa9asSZMM3nzzzUydOnXSvN5+s/766/PjH/8YaP2AYfIrgI033nhM29too40m3HvIwP+Nbbfdlrlz5453OOpzG2ywwXiH0LHnPve5PPjgg+Mdxoi8+MUv5txzz2WPPfYYtXG/jzzyCFdccQXz5s3rqH4n7XYa22jVW7p0KUuXLuW5z33uM8qnTZvW0fFH00T8PADYcMMNx7zNF77whTzwwANdbWM8Xtdo6fUrv/sCu1fVe5r1/YDtq+r9Q+0zka/8SpIkSZJGbrgrvz095he4E9i0bX12UyZJkiRJ0tN6Pfm9Gtg8ydwkqwFvB84f55gkSZIkSRNMT4/5raplSd4PXARMAb5aVTeNc1iSJEmSpAmmp5NfgKq6ELhwvOOQJEmSJE1cvd7tWZIkSZKkFTL5lSRJkiT1PZNfSZIkSVLfM/mVJEmSJPW9VNV4xzCmkiwGfj3ecQxjA+B34x2ENEKev+plnr/qdZ7D6mWevxotz62qmYNtmHTJ70SXZEFVzR/vOKSR8PxVL/P8Va/zHFYv8/zVWLDbsyRJkiSp75n8SpIkSZL6nsnvxHPKeAcgrQLPX/Uyz1/1Os9h9TLPX3WdY34lSZIkSX3PK7+SJEmSpL5n8itJkiRJ6nsmvxNIkt2T3JpkYZIjxzseKcmmSS5PcnOSm5J8oClfL8nFSW5rntdtypPkc805/PMk27Yd64Cm/m1JDhiv16TJJ8mUJNcluaBZn5vkquY8/VaS1ZryZzfrC5vtc9qO8eGm/NYku43PK9FklGSdJOck+UWSW5Ls6HuwekWSv2m+P9yY5Mwk030P1ngy+Z0gkkwB/hnYA9gCeEeSLcY3KollwP+uqi2AHYD3NeflkcClVbU5cGmzDq3zd/PmcShwMrSSZeBoYHtgO+DogS9r0hj4AHBL2/oJwGeq6gXAfcDBTfnBwH1N+WeaejTn/NuBlwK7A//SvGdLY+GfgB9U1YuBrWmdy74Ha8JLsgnwv4D5VTUPmELrvdT3YI0bk9+JYztgYVX9sqr+AJwF7D3OMWmSq6q7q+raZvkhWl+6NqF1bp7eVDsd2KdZ3hs4o1quBNZJMgvYDbi4qpZW1X3AxbQ+wKSuSjIbeAPwlWY9wOuAc5oqy5+/A+f1OcDOTf29gbOq6vGq+hWwkNZ7ttRVSdYGXgWcClBVf6iq+/E9WL1jKrB6kqnADOBufA/WODL5nTg2Ae5oW1/UlEkTQtP96GXAVcCGVXV3s+keYMNmeajz2PNb4+WzwOHAU836+sD9VbWsWW8/F58+T5vtDzT1PX81XuYCi4HTmq77X0myBr4HqwdU1Z3AicBvaCW9DwDX4HuwxpHJr6QVSrIm8G3gsKp6sH1bte6X5j3TNOEkeSNwb1VdM96xSCM0FdgWOLmqXgY8zH93cQZ8D9bE1XSt35vWjzgbA2tgjwONM5PfieNOYNO29dlNmTSukkyjlfh+s6rObYp/23Slo3m+tykf6jz2/NZ42AnYK8nttIaSvI7W+Ml1mi548Mxz8enztNm+NrAEz1+Nn0XAoqq6qlk/h1Yy7HuwesEuwK+qanFVPQGcS+t92fdgjRuT34njamDzZga81WgN7D9/nGPSJNeMtTkVuKWqTmrbdD4wMFvoAcB5beX7NzOO7gA80HTNuwjYNcm6zS/BuzZlUtdU1YeranZVzaH1nnpZVb0TuBzYt6m2/Pk7cF7v29SvpvztzUykc2lNJvSzMXoZmsSq6h7gjiQvaop2Bm7G92D1ht8AOySZ0XyfGDh/fQ/WuJm64ioaC1W1LMn7aX0YTQG+WlU3jXNY0k7AfsANSa5vyo4CPgWcneRg4NfAW5ttFwJ70pqM4hHgIICqWprk47R+5AE4tqqWjs1LkP7IEcBZST4BXEczmVDz/PUkC4GltBJmquqmJGfT+tK2DHhfVT059mFrkvpr4JvND+O/pPW++ix8D9YEV1VXJTkHuJbWe+d1wCnA9/A9WOMkrR9UJEmSJEnqX3Z7liRJkiT1PZNfSZIkSVLfM/mVJEmSJPU9k19JkiRJUt8z+ZUkSZIk9T2TX0mSuijJ+kmubx73JLmzWf59kn/pUpuHJdm/Wb4iyfxutDNE2+9P8u6xak+SpE55qyNJksZIkmOA31fViV1sYyqt+2pu29xD/grgQ1W1YJTbmTLYvTaTzAD+s6peNprtSZK0qrzyK0nSOEjymiQXNMvHJDk9yY+T/DrJm5P8Q5IbkvwgybSm3suT/DDJNUkuSjJrkEO/Dri2qpa1lb0lyc+S/FeSVzbHmp7ktKaN65K8tik/MMkX2uK8IMlrmuXfJ/l0kv8L7JjkU0luTvLzJCcCVNUjwO1Jthv9v5okSSNn8itJ0sTwfFqJ617AN4DLq2pL4FHgDU0C/Hlg36p6OfBV4LhBjrMTcM1yZVOrajvgMODopux9QDVtvAM4Pcn0FcS4BnBVVW0N3AL8D+ClVbUV8Im2eguAV3bwmiVJGjNTxzsASZIEwPer6okkNwBTgB805TcAc4AXAfOAi5PQ1Ll7kOPMopWYtju3eb6mORbAn9FKpqmqXyT5NfDCFcT4JPDtZvkB4DHg1OYK9gVt9e4FXryCY0mSNKZMfiVJmhgeB6iqp5I8Uf89KcdTtD6vA9xUVTuu4DiPAstfwX28eX6SFX/2L+OZPcPaj/XYwDjfZjzxdsDOwL7A+2lduR7Y59EVtCNJ0piy27MkSb3hVmBmkh0BkkxL8tJB6t0CvKCD4/0YeGdzrBcCmzVt3A5sk+RZSTYFBh27m2RNYO2quhD4G2Drts0vBG7s5EVJkjRWvPIrSVIPqKo/JNkX+FyStWl9hn8WuGm5qt8Hvt7BIf8FOLnpZr0MOLCqHk/yn8CvgJtpJdLXDrH/WsB5zTjhAB9s27YTcExHL0ySpDHirY4kSeozSf4NOLyqbhuHtl8GfLCq9hvrtiVJGo7JryRJfSbJi4ANq+pH49D264Hbqur2sW5bkqThmPxKkiRJkvqeE15JkiRJkvqeya8kSZIkqe+Z/EqSJEmS+p7JryRJkiSp75n8SpIkSZL63v8HF+yGBURzOg0AAAAASUVORK5CYII=\n"
2880           },
2881           "metadata": {
2882             "needs_background": "light"
2883           }
2884         }
2885       ],
2886       "source": [
2887         "%matplotlib inline\n",
2888         "plt.figure(figsize=(16,4))\n",
2889         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2890         "plt.title(station['STID'] + ' Precipitation' )\n",
2891         "plt.xlabel('Time (hours)') \n",
2892         "plt.ylabel('Precipitation (mm/hour)')\n",
2893         "plt.legend()"
2894       ]
2895     },
2896     {
2897       "cell_type": "code",
2898       "execution_count": 54,
2899       "metadata": {
2900         "id": "Dwbt4UXfro5x",
2901         "colab": {
2902           "base_uri": "https://localhost:8080/"
2903         },
2904         "outputId": "7c91c42b-e372-47c6-b4cc-fee1d3499178"
2905       },
2906       "outputs": [
2907         {
2908           "output_type": "stream",
2909           "name": "stdout",
2910           "text": [
2911             "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2912             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2913             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2914             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2915             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2916             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2917             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2918             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2919             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2920             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2921             " 0.00000000e+00 0.00000000e+00            nan 9.99900000e+03\n",
2922             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2923             " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n",
2924             " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n",
2925             " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n",
2926             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2927             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2928             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2929             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2930             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2931             " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2932             " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n",
2933             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2934             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2935             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n"
2936           ]
2937         }
2938       ],
2939       "source": [
2940         "print(rain[1900:2000])"
2941       ]
2942     },
2943     {
2944       "cell_type": "markdown",
2945       "metadata": {
2946         "id": "_yRu_7WvHc6P"
2947       },
2948       "source": [
2949         "Precipitation from RTMA is in kg/m${}^2$. 1m water depth over 1m${}^2$ is 1m${}^3$ with mass 1000 kg thus 1 kg/m${}^2$ is the same as 1 mm of precipitation. RTMA values are accumulations over 1 h so these are values in mm/h. So 9999 mm/h = 10m/h makes no sense. Replace anything over 1m/h by nan and try again."
2950       ]
2951     },
2952     {
2953       "cell_type": "code",
2954       "execution_count": 55,
2955       "metadata": {
2956         "id": "XPYO_Iuvc91q"
2957       },
2958       "outputs": [],
2959       "source": [
2960         "rain[rain > 1000] = np.NaN"
2961       ]
2962     },
2963     {
2964       "cell_type": "code",
2965       "execution_count": 56,
2966       "metadata": {
2967         "id": "GYWTfbBBc91q",
2968         "scrolled": true,
2969         "colab": {
2970           "base_uri": "https://localhost:8080/",
2971           "height": 313
2972         },
2973         "outputId": "092866f6-0627-45f8-9456-d58ba61a6c4c"
2974       },
2975       "outputs": [
2976         {
2977           "output_type": "execute_result",
2978           "data": {
2979             "text/plain": [
2980               "<matplotlib.legend.Legend at 0x7fbac7fdbc50>"
2981             ]
2982           },
2983           "metadata": {},
2984           "execution_count": 56
2985         },
2986         {
2987           "output_type": "display_data",
2988           "data": {
2989             "text/plain": [
2990               "<Figure size 1152x288 with 1 Axes>"
2991             ],
2992             "image/png": "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\n"
2993           },
2994           "metadata": {
2995             "needs_background": "light"
2996           }
2997         }
2998       ],
2999       "source": [
3000         "%matplotlib inline\n",
3001         "plt.figure(figsize=(16,4))\n",
3002         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
3003         "plt.title(station['STID'] + ' Precipitation' )\n",
3004         "plt.xlabel('Time (hours)') \n",
3005         "plt.ylabel('Precipitation (mm/hour)')\n",
3006         "plt.legend()"
3007       ]
3008     },
3009     {
3010       "cell_type": "markdown",
3011       "metadata": {
3012         "id": "Q_L0R2Njc91q"
3013       },
3014       "source": [
3015         "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap."
3016       ]
3017     },
3018     {
3019       "cell_type": "code",
3020       "execution_count": 57,
3021       "metadata": {
3022         "id": "_tkU7UJic91q",
3023         "colab": {
3024           "base_uri": "https://localhost:8080/"
3025         },
3026         "outputId": "9feb6133-df0e-4aa7-b31a-f3c2cc22dbd3"
3027       },
3028       "outputs": [
3029         {
3030           "output_type": "stream",
3031           "name": "stdout",
3032           "text": [
3033             "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n",
3034             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3035             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3036             "(array([], dtype=int64),)\n"
3037           ]
3038         }
3039       ],
3040       "source": [
3041         "# fix isolated nans\n",
3042         "def fixnan(a,n):\n",
3043         "    for c in range(n):\n",
3044         "        for i in np.where(np.isnan(a)):\n",
3045         "            a[i]=0.5*(a[i-1]+a[i+1])\n",
3046         "        if not any(np.isnan(a)):\n",
3047         "            break\n",
3048         "    return a\n",
3049         "\n",
3050         "rain=fixnan(rain,2)\n",
3051         "t2=fixnan(t2,2)\n",
3052         "rh=fixnan(rh,2)\n",
3053         "obs_data=fixnan(obs_data,2)\n",
3054         "Ed=fixnan(Ed,2)\n",
3055         "Ew=fixnan(Ew,2)\n",
3056         "\n",
3057         "print(np.where(np.isnan(rain)))\n",
3058         "print(np.where(np.isnan(t2)))\n",
3059         "print(np.where(np.isnan(rh)))\n",
3060         "print(np.where(np.isnan(obs_data)))"
3061       ]
3062     },
3063     {
3064       "cell_type": "markdown",
3065       "metadata": {
3066         "id": "XqQYnyI9DIy1"
3067       },
3068       "source": [
3069         "## 4 Results"
3070       ]
3071     },
3072     {
3073       "cell_type": "markdown",
3074       "metadata": {
3075         "id": "2tIC_Tqnc91r"
3076       },
3077       "source": [
3078         "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
3079         "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n",
3080         "After 150 hours, we run in forecast mode - the RAWS data are no longer used, and we run the model from the weather data without the Kalman filter. The weather data are taken to be RTMA interpolated to one RAWS location.\n",
3081         "In a real forecasting application, the model would be run from weather forecast rather than data."
3082       ]
3083     },
3084     {
3085       "cell_type": "code",
3086       "execution_count": 58,
3087       "metadata": {
3088         "id": "aXnSQM7wc91r"
3089       },
3090       "outputs": [],
3091       "source": [
3092         "# run KF on an initial data seqment\n",
3093         "import numpy as np\n",
3094         "import matplotlib.pyplot as plt \n",
3095         "\n",
3096         "hours=1200 # total simulation\n",
3097         "h2 = 300\n",
3098         "m = np.zeros(hours) # preallocate\n",
3099         "m[0]= obs_data[0]             # initial state  \n",
3100         "P = np.zeros(hours)\n",
3101         "P[0] = 1e-3 # background state variance\n",
3102         "H = np.array([1.])   # all oQ = np.array([0.02]) # process noise variancebserved\n",
3103         "Q = np.array([1e-3]) # process noise variance\n",
3104         "R = np.array([1e-3]) # data variance\n",
3105         "for t in range(hours-1):\n",
3106         "    # using lambda construction to pass additional arguments to the model \n",
3107         "    if t < h2 and not np.isnan(obs_data[t]) and not np.isnan(Ew[t]) and not np.isnan(rain[t]): # advance model and run KF\n",
3108         "        m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_moisture(u,Ed[t],Ew[t],rain[t],t,partials=1),Q,\n",
3109         "                    d=obs_data[t],H=H,R=R)\n",
3110         "    else:  # just advance to next hour, no process noise\n",
3111         "        m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_moisture(u,Ed[t],Ew[t],rain[t],t,partials=1),Q*0.0)"
3112       ]
3113     },
3114     {
3115       "cell_type": "code",
3116       "execution_count": 59,
3117       "metadata": {
3118         "id": "peMi-OF3c91r",
3119         "scrolled": true,
3120         "colab": {
3121           "base_uri": "https://localhost:8080/",
3122           "height": 313
3123         },
3124         "outputId": "bdafac54-ef91-475d-d978-c8a2a4b6bced"
3125       },
3126       "outputs": [
3127         {
3128           "output_type": "execute_result",
3129           "data": {
3130             "text/plain": [
3131               "<matplotlib.legend.Legend at 0x7fbac7f728d0>"
3132             ]
3133           },
3134           "metadata": {},
3135           "execution_count": 59
3136         },
3137         {
3138           "output_type": "display_data",
3139           "data": {
3140             "text/plain": [
3141               "<Figure size 1152x288 with 1 Axes>"
3142             ],
3143             "image/png": "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\n"
3144           },
3145           "metadata": {
3146             "needs_background": "light"
3147           }
3148         }
3149       ],
3150       "source": [
3151         "%matplotlib inline\n",
3152         "plt.figure(figsize=(16,4))\n",
3153         "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n",
3154         "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n",
3155         "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n",
3156         "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n",
3157         "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n",
3158         "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n",
3159         "plt.xlabel('Time (hours)') \n",
3160         "plt.ylabel('Fuel moisture content (%)')\n",
3161         "plt.legend()"
3162       ]
3163     },
3164     {
3165       "cell_type": "markdown",
3166       "metadata": {
3167         "id": "3TnwXYcLc91r"
3168       },
3169       "source": [
3170         "Clearly, there is a problem - the forecast fuel moisture is too high. We need to assimilate also some parameters of the model, not just its output state. "
3171       ]
3172     },
3173     {
3174       "cell_type": "markdown",
3175       "metadata": {
3176         "id": "8SuVNg8TsW4d"
3177       },
3178       "source": [
3179         "### 4.3 Kalman filter on the augmented model"
3180       ]
3181     },
3182     {
3183       "cell_type": "markdown",
3184       "metadata": {
3185         "id": "FYAbWNCfk2wD"
3186       },
3187       "source": [
3188         "Run augmented filter and plot the result:\n"
3189       ]
3190     },
3191     {
3192       "cell_type": "code",
3193       "execution_count": 60,
3194       "metadata": {
3195         "id": "Q3NHr3oBsDg6"
3196       },
3197       "outputs": [],
3198       "source": [
3199         "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours)  # extract from state"
3200       ]
3201     },
3202     {
3203       "cell_type": "code",
3204       "execution_count": 61,
3205       "metadata": {
3206         "id": "hlkby_oTlB_f"
3207       },
3208       "outputs": [],
3209       "source": [
3210         "def plot_moisture(hmin,hmax):\n",
3211         "  print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
3212         "  plt.figure(figsize=(16,4))\n",
3213         "  plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
3214         "  plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
3215         "  plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
3216         "  plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
3217         "  plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n",
3218         "  if hmin>=h2:\n",
3219         "    plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
3220         "  h1 = np.maximum(hmin,h2)\n",
3221         "  plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
3222         "  plt.title(station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2)\n",
3223         "  plt.xlabel('Time (hours)') \n",
3224         "  plt.ylabel('Fuel moisture content (%)')\n",
3225         "  plt.legend()"
3226       ]
3227     },
3228     {
3229       "cell_type": "code",
3230       "execution_count": 62,
3231       "metadata": {
3232         "id": "q-h5omKgnow2",
3233         "colab": {
3234           "base_uri": "https://localhost:8080/",
3235           "height": 313
3236         },
3237         "outputId": "fc2c2701-b591-43ea-be8d-1a0d3979d933"
3238       },
3239       "outputs": [
3240         {
3241           "output_type": "stream",
3242           "name": "stdout",
3243           "text": [
3244             "training from 0 to 300 plot from 0 to 1200\n"
3245           ]
3246         },
3247         {
3248           "output_type": "display_data",
3249           "data": {
3250             "text/plain": [
3251               "<Figure size 1152x288 with 1 Axes>"
3252             ],
3253             "image/png": "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\n"
3254           },
3255           "metadata": {
3256             "needs_background": "light"
3257           }
3258         }
3259       ],
3260       "source": [
3261         "plot_moisture(0,hours)"
3262       ]
3263     },
3264     {
3265       "cell_type": "markdown",
3266       "metadata": {
3267         "id": "0w0YtHtqnza5"
3268       },
3269       "source": [
3270         "A detailed view of transition from training to forecast:"
3271       ]
3272     },
3273     {
3274       "cell_type": "code",
3275       "execution_count": 63,
3276       "metadata": {
3277         "id": "B7sXGUotc91s",
3278         "colab": {
3279           "base_uri": "https://localhost:8080/",
3280           "height": 313
3281         },
3282         "outputId": "c4bad727-7eca-4fe2-8984-87875e7bb6ea"
3283       },
3284       "outputs": [
3285         {
3286           "output_type": "stream",
3287           "name": "stdout",
3288           "text": [
3289             "training from 0 to 300 plot from 0 to 600\n"
3290           ]
3291         },
3292         {
3293           "output_type": "display_data",
3294           "data": {
3295             "text/plain": [
3296               "<Figure size 1152x288 with 1 Axes>"
3297             ],
3298             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7gAAAEWCAYAAABMsDvsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3xUxRaAv0kIECD0XkMXkkCAiDQFpIpIsdBRVFD0IYIdGyioiKCgqIhPjFgQBcEuioKU0CF0H81QQ6ghCSF93h9zd7MJuymQzQZyvt9vk7132pm7c++dM2fmjNJaIwiCIAiCIAiCIAjXOl6eFkAQBEEQBEEQBEEQ8gJRcAVBEARBEARBEITrAlFwBUEQBEEQBEEQhOsCUXAFQRAEQRAEQRCE6wJRcAVBEARBEARBEITrAlFwBUEQBEEQBEEQhOsCUXAFQcg3lFJaKdWgAMjRWCkVrpSKVUqNVUrNUUq9ZIV1Ukody+PyflVK3ZeXeboDpVSEUqqrizBfpdSPSqkLSqlv81s2T6GUqq2UilNKeWcRp0C062sJpVSoUmqKp+XwJEqpEUqpNbmI7/L+vFaw7qV6eR33ekApNUkp9YWn5RCE6wFRcAXBw1idlkvWy/y8UupnpVQth/AMHUGlVIBSKlIp9ZR13Egp9a1S6oylfOxQSj2hlPJ2pawppVYqpUZa3wOVUsus9NlujJ25M6+UesqSJ+Bqr0U+8gywQmvtp7V+V2s9Wms92VnEvOhUaq1v01p/djV5FADuBqoAFbTW93hamOzIKwVKa31Ea11Ka51q5Wu/dwoznlLqc1tuYf298ur3UUrdbL2b4pRSF6184xw+tXOTn3UvHcrruLlFKTVeKXVSKRWjlJqnlCqWRdwVSqnTVtztSqm+mcKHKKUOW9dnqVKqvENYeaXUEivssFJqiDvqIwhCRkTBFYSCwR1a61JANSAKeM9ZJKVUC2AFMEVrPV0pVR/YABwFgrTWZYB7gBDAL4dlJwPfAA/mVmil1IvAOKCj1np3btN7kDqA2+VVhuvlOVsH2Ke1TsltQqVUETfIIwgepTC0a631akvRLAXYBjHL2s5prY/Y4l4r10Mp1QN4DuiCea7VA17JIsnjQDWtdWngIeALpVQ1K68A4CNgOGYAMB74wCHt+0CSFTYU+PAaGwwWhGsTrbV85CMfD36ACKCrw3EvjCJhOw4FpgCtgTPASIewL4Cfs8i7E3DMyfmVjvlY5xqYR0K28mor7hRL9noOYa2BdUA0EAnMBopmTutQrw+AX4E4YC1QFZgJnAf+AVo4pH0OOAjEAnuA/g5hI4A1wHQr7b/AbS7k/wtIBRKschvZrnHmawZ8DqQBl6y4z1jn2wBhVj23A50yXdvXrPpcsq6V/XpnJytQF1hl1XM5poP0hYu6lAN+Ak5bef0E1Mwky2RLlljgd6CiQ/hw4DBwFniBTG3RId4rmE5asnUdHsQMkL5opT8FzAfKWPH9rd/6QeAIsMo6/wCw15J1GVDHoYwA4A/gHGaQ5/ns2hSggHes8mOAnUAgphOabMkcB/zook7vWd99gIvAW9axL6Z9lHeoSxHrd3VsO7Md2vVoYL8l5/uAcvGbZVUfe1nO7lXAG5iBeQ78C4xxjG/FnYJpm3HAj0AF4Evr+mwC/B3yvsHhmv8PGJDpufM+8DOm7WwA6lthq6xyL1rlDLTO9wbCrbqFAc0c8msBbLXyWgh8jXXPOblGDYC/gQtWXRe6Kpcs7oEsfi+X9c7h8+8/1m/9bw7qne1zK4uyXN6f2bSjXF2nXNTdP1N7mwQswryHYoCRWcnl4h3gtI1dQdzu1m95AfNe+ZtM7ziHuF8BrzscdwFO5vAatLbaU2vr+HXgK4fw+pjnjh9Q0vreyCH8c2Cqi7wnYQab51t13A2EOIRHAE8DO6zf9hOM4vwr6e+Lcg7xvwVOWtdkFRBgnS+Kaa+POTxX1gIv56Y9yEc+BfnjcQHkI5/C/snUaSkBfAbMdwgPxSgm54DhmdKeBO7PIu9OuEfBXYTp4NXOFNYKo/wVwXSG9gLjMqV17LCcsdIUxyie/wL3Wi/cKZhpxLa09wDVMYrVQOsFX80KG4FRaEZZaR8BTuBaychQf1wouJl/H+u4BqbD2cuSpZt1XMkh7yMYha0IRnmyl5edrJjO4XSrE9IB03F0peBWAO6y2o0fpkOzNFM9D2KUeF/reKoV1hTT+b0FKAa8DaTgRMG14k9ylAOjrB7AWD9KAd8Bn1th/tZvPR/TyfMF+lrxm1jX5UUgzIrvh+kMP2m1BT/gpuzaFNAD2AKUxSi7TUhvE/bf1EV9bgV2Wt/bWddpg0PY9kx1cVQiM987GqMwlAVqY5SIni7Kzao+GcrKXB5Gid4D1MQoLMudyHYA08kuY8XdB3S1ypsPfGrFLYmZ+XG/FdYCcz82dbh+ZzEd+iIYJflrZ/eyddwCM9BwE6Zd34e5d4ph2vJhYDzmfrgbcw+4UnAXYBQ6L6s9dMii3JzcA473epb1zuHz7w/M4IdvVvXO4XPLqYJLNvcnuXjW5uQ65bDu/lyu4CYD/az6+eZGrty0saziAhUxz8k7rbDHLblcKbjbsQZlHNJrzPILMPfyc5nS/IRRbDXwG+Blnf8eeDZT3DjrOrQA4jOFPYWTATeH65mAebd4A28A6x3CI4D1GKW2BqbdbbXKsb1DJ2Z6RvtZ7WcmEO4QFogZ6GiCudfWA965aQ/ykU9B/lwvU+cE4VpnqVIqGjPS2g14K1N4Gyvs10znK2AUg/ymO/CbdpieBqC13qK1Xq+1TtFaR2CmbnXMIp8lVpoEYAmQoLWer816x4WYF7ct72+11ie01mla64UYBbu1Q16HtdYfW2k/w0z3rpIHdc3MMOAXrfUvlix/AJsxnRIboVrr3dZ1SHaSh1NZrfVsN2JG0pO01muAH1wJorU+q7VerLWO11rHYixWma/3p1rrfVrrSxjrQLB1/m7gJ631Kq11IvASxlqdU4YCb2utD2mt44AJwKBM0xQnaa0vWmWPBt7QWu/VZprz60CwUqoOxgJ2Ums9Q2udoLWO1VpvsOqYVZtKxnTgbsAMEOzVWuf0flgHNFRKVcAoEZ8ANZRSpaz8/87FtQAzcBBt3RMrSL/OGbiCe8SRAcAsrfUxrfV5YKqTOJ9qrQ9qrW3Pi4Na6+XWNf+W9HuqNxChtf7UkmUbsBijkNlYorXeaKX90lWdLB4CPtJab9Bap2qz5jwR8+xqg1FsZ2qtk7XWizDWZFckY6aOVrfag0tHTDm8BxzJSb2z4w2t9TmrXWdV75w8t1yR5f2Z23Z0Bdcpp6zTWi+16nfpCt8BOW1jruL2AnZrrb+zwt7FDP66ohTmfWrD9t0PQGvdW2ud4d7SWve2wnsBv2utbb9F5rxs+flZYTEuwlyxxnq3pGKsvc0zhb+ntY7SWh8HVmMG5bY5vEMd35nzrGdpIkZ5bq6UKmOF7cIMIi/FKN3DrTIF4bpAFFxBKBj001qXxYzCjgH+VkpVdQh/H6NE/aGUKudw/ixGOXJFCqZjmRkfTCfyShkE3K2UyrBuyXJ49ZPNeQdGiamYRT5RDt8vOTku5ZD3vcp4Po62BgMCM+Vt79BoreOtr6XIe+oA99jksGTpQMbf4Wg2ebiStTpwzuFclnkppUoopT6ynJfEYKahlVUZPf46dvTiSb8m1R3z1lpfxLSnnFIdY5WzcRhjPXEcVHCUvQ4wy+GancNYXWsAtTAW1MvIqk1prf/CTIF8HzillJqrlCqdE+Et5WQzpvN9C0ahDQPac2UKrqvrnOP65IAMvxnO20ZO76k6wE2Z2vFQzDIBGzmqk0N+T2bKr5Ylc3XguNZaO8Q/7CwTi2cwbWOjUmq3UuoBVxFzeA9kljO7emdH5nbtqt45eW65Isv7M7ft6AquU07J0AavoH3npo3l9Fmmgaw84ccBjs8J2/fYLNJgDc78CnRXSvVxkZctv9hswlyRuY7FMw0a5uj+VsbJ5FSl1EHrd4iw4jj+Fp9h2u8vWuv9WcgkCNccouAKQgHCsgB8h1k31sEhKBUYgpn6usyhE78cM+3MFUeAipZVCjCOjzAvtaw6mNlhm/b4qFLqOYfzH2LWzjbUxiHH85iO6lVhWfk+xij/FazBgF15kXcO0JmOj2Km4pZ1+JTMNOKfOU1OiQTKK6VKOJyr5SoyZkpvY8x03tIYRQ1ydl0iHfO2yqyQC1lPYNqRjdqYARXHDpfjdTgKPJzpuvlqrcOsMFfbgWTZprTxgt0KM6WzEWaNWuayXfE3ZjpyC4xF8W/MtOfWGAXAGVf629rIqj4Xrf+Ov7+j4hWJmZ5sI6u2kR1Hgb8z/R6ltNaPXEV+r2XKr4TWeoEldw3r2WPDpfddrfVJrfUorXV14GHgA+XaI3B294Cz+/dq6525XTut91U+t7K7P3P7rL2aZ0VWZL6+bnkHZEOG+8JqZzVdR2c3GS2jzYEorXVOB/iKYJYBXJaXMtsaFcO8I/cBRZRSDTOVlR8OGYdgloV0xSxX8LeJ6BDnA8zU6x5KqQ4IwnWEKLiCUICwvO72xayv2+sYps1U13sw68V+UUqVBCYC7ZRSb9ksvkqpBkqpL5RSZbWZLrkBeFMpVUqZrRCexlhv1zuUWRyzTg6lVHGVxZYJDvLsxrw8n1ZKjbNO+2GmZMUppW7ArC/NC0piOlKnLRnvx1hC8oMoMipfXwB3KKV6WKPkxZXZjimrDlWO0FofxlgVJymliiql2gJ3ZJHEDzNqH63M1hQTc1HcIqC3UqqDUqoo8Cq5eycsAMYrpepaAyivY5wBufKyPAeYoCwPokqpMkop27TQn4BqSqlxSqliSik/pdRNDnV02qaUUjcqpW5SStmcRCWQPo0z8+/mjL8xa773aK2TsNZrYpwHnXaRJif5ZoXL+lhlHgeGWW3rAdI70mCmmD+ulKqhlCoLPHsVcvwENFJKDVdK+VifG5VSTXKYPvN1+BgYbf0eSilVUil1u1LKDzMdPAUYa5VzJ1lM01VK3eNwP53H3Puuftfs7oHM8bOstzJ700bk8BpkV++reW5ld39m96zN7XXKK9z1DsiKn4EgpVQ/y9r5H7K2yM8HHlRKNbXuoxcxa3wvQyl1g1LqNmX2AfdRSg0jfcYHmKnSdyiznVJJzO/0nTU1+CLGN8GrVrtoj1E6P7/6KmeLH2aq/FnMgNnrmeo1HLNOeAQwFvjMcSBcEK51RMEVhILBj0qpOEzH4DXgPu1k2x2rE34npiP/I8aK1hYzOrtbKXUBs55sM+nToAYClTHOZ45jPEbebq3ZAWOFu0T6qPIljDfKbNFab8dYvCYqpUZj1vIMscr+GLOO9qrRWu/BeI9dh+m4BWG8PuYHbwAvKjPF8Cmt9VFMJ+V5TMf1KGbQIK+ep0Mxv+lZzBqphZiOijNmYhy7nMEMWPyW00Ks9vUfjEfRSIwikdW0vszMw3TUVmGcgyUAj2VR3hLgTeBrZabM7QJus8JiMWvP78BM0dsPdLaSZtWmSlvnzpPubda2fv0ToKn1uy11IVYY5vrZrLV7rHq4st4CzMJMzz+vlHo3i3iuyO4eGYVpT2cxjsrCHMI+xjic2wFsA37BKI65XjtnXfPumOUGJzDX/U2M9SknTMJ0iqOVUgO01pst2Wdjfo8DmM6z43NrBGZq+kBMx98VNwIbrGfiD8DjOn0/1Azlkv09kOH3ykG9a5GLZ0s29b7i51YO7s/s2tEkcnGdlFJzlFJzciJbNrjlHZAVWuszmMHfaZj7pinmHej0uam1/s2KuwIzy+kwDgq/UupXpdTztkPMtTyFed4/jnFQtdXKazfGv8CXVhw/4FGH4h7FXPdTmEHBR5y9293AfEy9jmOea+ttAcr4epgJ3Ku1jtNaf4W5Xu/kg1yCkC/YvHYKgiAIBRCl1ELgH621uywuwjWKUuo2YI7Wuk62kYUcoZT6HaNQ7802slAgUWbv8WPAUK31Ck/LIwhC/iMWXEEQhAKENV2yvlLKSynVE2MtdmWBFAoR1jTJXkqpIkqpGhir0xJPy3U9obXuLsrttYe1ZKSsMstrbOt+12eTTBCE6xRRcAVBEAoWVTFrQeMw2108os1WJoKggFcw01W3Ydbpv+xRiQShYNAW44n9DGapQz/LU7ogCIUQmaIsCIIgCIIgCIIgXBeIBVcQBEEQBEEQBEG4LiiSfZRrj4oVK2p/f39PiyEIgiAIgiAIgiDkMVu2bDmjta7kLOy6VHD9/f3ZvHmzp8UQBEEQBEEQBEEQ8hil1GFXYTJFWRAEQRAEQRAEQbgucLsFVyk1D+gNnNJaB1rnFgKNrShlgWitdbCTtBGYzcJTgRStdYi75RUEQRAEQRAEQRCuTfJjinIoMBuYbzuhtR5o+66UmgFcyCJ9Z631GbdJJwiCIAiCIAiCIFwXuF3B1VqvUkr5OwtTSilgAHCru+UQBEEQBEEQBME5ycnJHDt2jISEBE+LIgh2ihcvTs2aNfHx8clxGk87mboZiNJa73cRroHflVIa+EhrPddVRkqph4CHAGrXrp3nggqCIAiCIAjC9cqxY8fw8/PD398fY4MSBM+itebs2bMcO3aMunXr5jidp51MDQYWZBHeQWvdErgN+I9S6hZXEbXWc7XWIVrrkEqVnHqMFgRBEARBEATBCQkJCVSoUEGUW6HAoJSiQoUKuZ5V4DEFVylVBLgTWOgqjtb6uPX/FLAEaJ0/0gmCIAiCIAhC4UKUW6GgcSVt0pMW3K7AP1rrY84ClVIllVJ+tu9Ad2BXPsonCIIgCILgWX7/HbZv97QUgiAI1wxuV3CVUguAdUBjpdQxpdSDVtAgMk1PVkpVV0r9Yh1WAdYopbYDG4Gftda/uVteQRAEQRCEAkOPHhB82U6KgnBd4u3tTXBwMAEBATRv3pwZM2aQlpaWqzw2b97M2LFj80SeSZMmUaNGDYKDg+2f6OjoK8przpw5zJ9vNpUZMWIEixYtAmDkyJHs2bMHgFKlSuU6r7xm5syZ9ryfffZZmjVrxr333msP/+KLL5g5c6b9eOfOnYwYMcItslwp+eFFebCL8yOcnDsB9LK+HwKau1U4QRAEQRCEgorW5v8TT3hWDkHIJ3x9fQkPDwfg1KlTDBkyhJiYGF555ZUM8VJSUihSxLkaExISQkhISJ7JNH78eJ566qmrzmf06NFOz//3v//NVT4pKSku87paUlJSmDdvHlu3buXChQts3bqVHTt2MHLkSHbu3EmDBg349NNP+e23dJtjUFAQx44d48iRIwXG0a+nnUwJgiAIgiAIzoiLM/+rVvWsHILgASpXrszcuXOZPXs2WmtCQ0Pp06cPt956K126dOHee+9l6dKl9vhDhw7l+++/Z+XKlfTu3RswFtgHHniATp06Ua9ePd599117/MmTJ9O4cWM6dOjA4MGDmT59eo5lu3TpEoMGDaJJkyb079+fm266ic2bNwMZrbCLFi2yWzcnTZrktIxOnTrZ04JRqAMCAujSpQunT5+2xxk3bhwhISHMmjUrQ16O6c+cOYO/vz8AoaGh9OvXj27duuHv78/s2bN5++23adGiBW3atOHcuXOXyfLXX3/RsmVLihQpgpeXF8nJyWitiY+Px8fHh+nTp/PYY49dtmXPHXfcwddff53j6+duRMEVBEEQBEEoiJw6Zf5/+y0ULQoXLnhWHqFw0anT5Z8PPjBh8fHOw0NDTfiZM5eHXQH16tUjNTWVU9a9sHXrVhYtWsTff//Ngw8+SKhV3oULFwgLC+P222+/LI9//vmHZcuWsXHjRl555RWSk5PZtGkTixcvZvv27fz6668ZFMzMvPPOO/bpyZ07dwbgww8/pESJEuzdu5dXXnmFLVu2XFH9MnPx4kVCQkLYvXs3HTt2zGC5TkpKYvPmzTz55JM5zm/Xrl189913bNq0iRdeeIESJUqwbds22rZt63SK89q1a2nVqhUAfn5+9OrVixYtWlCtWjXKlCnDhg0b6Nev32XpQkJCWL169RXU2D2IgisIgiAIglAQiY6GIkWgRg1ITobYWE9LJAgepVu3bpQvXx6Ajh07sn//fk6fPs2CBQu46667nE5bvv322ylWrBgVK1akcuXKREVFsXbtWvr27Uvx4sXx8/PjjjvucFnm+PHjCQ8PJzw8nBUrVgCwatUqhg0bBkCzZs1o1qxZntTPy8uLgQMHAjBs2DDWrFljD7Odzw2dO3fGz8+PSpUqUaZMGXs9g4KCiIiIuCx+ZGQkjtutPvPMM4SHhzNjxgxeeuklXn31Vf773/8yYMAApkyZYo9XuXJlTpw4kWv53IXb1+AKOUBr+OYb6N0bSpb0tDSCIAiCIBQEWrWCpCRYsACWLoWYGE9LJBQmVq50HVaiRNbhFStmHZ5DDh06hLe3N5UrVwagZKZ+8r333ssXX3zB119/zaeffuo0j2LFitm/e3t7k5KSctVyZYXjtja53b81q7wy191GkSJF7I64MpfnWHcvLy/7sZeXl9Pr4Ovr61Tmbdu2obWmcePGTJgwgWXLlnH//fezf/9+GjZsSEJCAr6+vrmvoJsQC25BYNs2GDQInEyrEARBEAShEKMUlC1rvosFVyhEnD59mtGjRzNmzBiXe6GOGDHC7tG3adOmOc67ffv2/PjjjyQkJBAXF8dPP/2UK9luueUWvvrqK8BMA96xY4c9rEqVKuzdu5e0tDSWLFmSq3zT0tLs3pW/+uorOnTokG0af39/+xRpW9orpUmTJhw4cOCy8y+99BKTJ08mOTmZ1NRUwCjJ8fHxAOzbt4/AwMCrKjsvEQW3INCwITRrBn//DRs2eFoaQRAEQRAKAosXw4MPGmsZiAVXuO65dOmSfZugrl270r17dyZOnOgyfpUqVWjSpAn3339/rsq58cYb6dOnD82aNeO2224jKCiIMmXKOI3ruAY3ODiYiIgIHnnkEeLi4mjSpAkvv/yyfd0qwNSpU+nduzft2rWjWrVquZKrZMmSbNy4kcDAQP766y9efvnlbNM89dRTfPjhh7Ro0YIzZ87kqrzM3HbbbaxatSrDuaVLlxISEkL16tUpW7YswcHBBAUFkZCQQPPmZsObFStWOF3/7CmUtrmgv44ICQnRWS0WL5DExECDBmYR/jffeFoaQRAEQRA8zZNPwpw5sGcPvPkmPPooFCAriXB9sXfvXpo0aeJpMXJFfHw8QUFBbN261aWC6oq4uDhKlSpFfHw8t9xyC3PnzqVly5ZXJEenTp2YPn16nm5P5Cn69+/PtGnTaNiwYY7iJyYm0rFjR9asWeNy66arxVnbVEpt0Vo7veBiwS0IrFkDf/0FQUFw/LinpREEQRAEoSBw+jRUqgR16hjvtaLcCoKd5cuX06RJEx577LFcK7cADz30EMHBwbRs2ZK77rrripXb642pU6cSGRmZ4/hHjhxh6tSpblNur4SCI0lh5oMPYP16mDwZrnIxuiAIgiAI1wk2BReMF+W0NHBwGiMIhZmuXbty+PDhK05vW0ObF6zMA4daBYXGjRvTuHHjHMdv2LBhjq29+YVYcAsCx45BrVowdKhZayMIgiAIgmBTcBMTzT64M2Z4WiJBEIQCjyi4BYFjx6BmTWO9PXQILO9kgiAIgiAUYooWNQPgxYqBj484mRIEQcgBMkXZ06SlpVtw58+Hhx82xzVqeFoyQRAEQRA8SVhY+vfSpWWbIEEQhBwgFlxPc/q0WVdTsyZYm1hz6pRnZRIEQRAEoUAwezZ8/z3g5ycKriAIQg4QBdfTVKgA+/bBoEGi4AqCIAiCYDh2DHr25PVJiQwbBkeKN5IpysJ1zfjx45k5c6b9uEePHowcOdJ+/OSTT/L222+7TB8aGsqJEyfsxzNnziQ+Pt5+3KtXL6Kjo69azoiICHx9fTPsjTt//vwryuvEiRPcfffdgHFU1bt3bwB++OEHpk6dCsCIESNYtGhRrvLKayIjI+2yrV27lmbNmhESEsL+/fsBiI6Opnv37qSlpdnTdO3alfPnz7tFnuwQBdfTFCkCDRtCxYrpnhJPn/asTIIgCIIgeJZVq0hb9juno32Ii4NHvT+Cu+7KXxk++QReeil/yxQKLe3btyfMmpaflpbGmTNn2L17tz08LCyMdu3auUyfnYL7yy+/ULZs2TyRtX79+oSHh9s/99577xXlU716dafKa58+fXjuuedynE9KSorLvPKCt99+m1GjRgEwY8YMfvnlF2bOnMmcOXMAmDJlCs8//zxeXumq5fDhw/nggw/cIk92iILradasgbffhqQkseAKgiAIgmAGuseNI7XFjUx9XXPPPXC6pD9pQ4fnrxylSsFbb8HGjflbrlAoadeuHevWrQNg9+7dBAYG4ufnx/nz50lMTGTv3r20bNmSLVu20LFjR1q1akWPHj2IjIxk0aJFbN68maFDhxIcHMysWbM4ceIEnTt3pnPnzgD4+/tz5swZIiIiaNKkCaNGjSIgIIDu3btz6dIlADZt2kSzZs0IDg7m6aefJjCXe09/+umnNGrUiNatWzNq1CjGjBkDXG6FLVWqFGCswc7KCA0NtacFs+dvSEgIjRo14qeffrLH6dOnD7feeitdunTJkFfm9L1797ZvZVSqVCmefvppAgIC6Nq1Kxs3bqRTp07Uq1ePH374wWm9Fi9eTM+ePQHw8fEhPj6e+Ph4fHx8OHjwIEePHqVTp04Z0vTp04cFCxbk5vLlGeJkytP8/LNx+z9unHEg8c470LGjp6USBEGA8+ehbFlQytOSCELh4q23IDoan78+4clAb3MuPh5Ox0KVKvknR69epm/y3HPw55/yLChkZNJXABgwAB591DTHXr0uDx8xwnzOnIHMs2Wz2yq2evXqFClShCNHjhAWFkbbtm05fvw469ato0yZMgQFBaGU4rHHHuP777+nUqVKLFy4kBdeeIF58+Yxe/Zspk+fTkhICADvvPMOK1asoGLFipeVtX//fhYsWMDHH3/MgAEDWLx4McOGDeP+++/n448/pm3btllaUA8ePEhwcLD9+L333qNBgwZMnDiRLVu2UKZMGTp37kyLFi2yrnQOiYiIYOPGjRw8eJDOnTtz4MABALZu3b5eXJQAACAASURBVMqOHTsoX748EREROcrr4sWL3Hrrrbz11lv079+fF198kT/++IM9e/Zw33330adPnwzx//33X8qVK0cxaw/uCRMmcO+99+Lr68vnn3/OU089xZQpUy4rp1y5ciQmJnL27FkqVKhwdRcgl7hdwVVKzQN6A6e01oHWuUnAKMA2F/d5rfUvTtL2BGYB3sB/tdZT3S1vvnPypHlZ2Uz648Z5Vh5BEASA7dshOBi++goGD/a0NIJQuNiwAUJCiKkdSNR+qFMHij7+uBkUd5iC6XamTTOFr1gBf/0FXbrkX9lCoaRdu3aEhYURFhbGE088wfHjxwkLC6NMmTK0b9+e//3vf+zatYtu3boBkJqaSrVq1XJdTt26de0KaqtWrYiIiCA6OprY2Fjatm0LwJAhQ+zW0szYpig7snTpUjp16kQla8nhwIED2bdvX65lc8aAAQPw8vKiYcOG1KtXj3/++QeAbt26Ub58+VzlVbRoUbs1NigoiGLFiuHj40NQUJBTJTkyMtJeJ4Dg4GDWr18PwKpVq6hWrRpaawYOHIiPjw8zZsygijUQV7lyZU6cOHH9KbhAKDAbyLz6+h2t9XRXiZRS3sD7QDfgGLBJKfWD1nqPuwT1CDYFF9AaVMS/ZlgsIMDDggmCUKj56ivzf906UXAFIb958knQmuXLzbLbt9+Gz76fxMKLW2icn3J8+qkx4504AZMni4JbyMjK4lqiRNbhFStmb7F1hm0d7s6dOwkMDKRWrVrMmDGD0qVLc//996O1JiAgwD6V+UqxWSMBvL297VOU3UWRIkXsDpjS0tJISkrKVXqVafaE7bhkyZLZlgeQkJBg/+7j42NP7+XlZb8WXl5epKSkXJaXr69vhvQ2tNZMmTKFr7/+mscee4xp06YRERHBu+++y2uvvWYv19fXNzdVzRPcvgZXa70KOHcFSVsDB7TWh7TWScDXQN88Fa4gEBUFVarw6afQty/oh0fDAw94WipBEAo7P/9s/ufyJSwIQh7Qpw/07Wv3OVmmDGw/XYOz8cXBodPqdmJijH+QZ58164LPXUl3ThByTrt27fjpp58oX7483t7elC9fnujoaNatW0e7du1o3Lgxp0+ftiu4ycnJdkdUfn5+xDpspZX5ODvKli2Ln58fGzZsAODrr7/Olew33XQTf//9N2fPniU5OZlvv/3WHubv78+WLVsA4yE5OTk5V3l/++23pKWlcfDgQQ4dOkTjxlkPdfn7+xMeHk5aWhpHjx5l41Wso2/UqJFTy+78+fPp1asX5cuXJz4+Hi8vL7y8vOyOvbTWnDx5En9//ysu+0rx5BrcMUqpe4HNwJNa68x+pGsARx2OjwE3ucpMKfUQ8BBA7dq181hUNxIVRXxgaxIS4Mcf4bO2dzHi1BuelkoQhMKM1sZz6vHjZjGVIAj5x6FDZnZX69acOmW6aXXrmqBY/CAuzqyLdTepqWbf3dKl4ZFHYMyY9OVUguAmgoKCOHPmDEOGDMlwLi4uzr6WdtGiRYwdO5YLFy6QkpLCuHHjCAgIYMSIEYwePRpfX1/WrVvHQw89RM+ePalevTorVqzIUfmffPIJo0aNwsvLi44dO1KmTBmn8TKvwX3ggQcYO3YskyZNom3btpQtWzZD+KhRo+jbty/NmzenZ8+eLi2vrqhduzatW7cmJiaGOXPmULx48Szjt2/fnrp169K0aVOaNGlCy5Ytc1WeIyVLlqR+/focOHCABg0aABAfH09oaCi///47AE888QS9evWiaNGifGXNANuyZQtt2rShSJH8VzeV1tr9hSjlD/zksAa3CnAG0MBkoJrW+oFMae4GemqtR1rHw4GbtNZjyIaQkBC9efPmPK2D24iP563pimcm+lK9OgQX28PPp1qbF5ggCIIgCIWLiRNhyhSIjWXscyWYPx9Wr4ZmzeAb7uGeo+9AzZrul+PCBeNkbsYMeOIJ95cneJy9e/fSpEkTT4vhUeLi4uwejqdOnUpkZCSzZs26orxCQ0PZvHkzs2fPzksRPcKSJUvYsmWLU2dSrnj88cfp06cPXfJgaYOztqmU2qK1DnEW3yMWXK11lO27UupjwNkK7uNALYfjmta564sSJTh6xgyQNm8Op3aWg4sXzaipn5+npRMEoTDyv//BsWNmi5Bly4w1V7ynCkL+sH07NGoEJUpw+jRUqpRusI2550FzX+YHFy+afoit8D59oHZtuA4664Lgip9//pk33niDlJQU6tSpQ2hoqKdFKhD079+fs2fP5ipNYGBgnii3V4JH5poopRzdnfUHdjmJtgloqJSqq5QqCgwCnG/OdK1y9Cg88QRH98RSs6ZZ5nIqwXqRWO6/BUEQ8p2PPzad2XXrjDVJ1t0JQv6gNWzdaka8gYcegtdfN4bUTp2g4tCe5iA/qF7drMEdOdIcR0V5rm+SnAxOnN8IQl4zcOBAwsPD2bVrFz///HMG78G5ZcSIEdeF9dbGSNuzIIeMGjXKTZJkT35sE7QA6ARUVEodAyYCnZRSwZgpyhHAw1bc6pjtgHpprVOUUmOAZZhtguZprXe7W958Zf9+eOcdjjWeRC1/6NoVyhcDun4DHliQLQiCABjHUsWKme1BAA4fhnx28S8IhZI9e8zgd8eOAHTunB604rdEOHIEYqt6ZoZX2bIQHZ3/5QL07Ak+PvDrrzKbRBCEbMkPL8qDtdbVtNY+WuuaWutPtNbDtdZBWutmWus+WutIK+4JrXUvh7S/aK0baa3ra61fc7es+U6Umal99EwJatWCYcPg7Y9Kwj33QLlyHhZOEIRCS2IiFC1qpiOC6VQLguB+frAmqvU1m0asXWt8vQHwzz9m6vLy5fkjy9atMGQIHDxojj2p4O7ebZZLfPyxZ8oXBOGaQtzheZKoKDTw5GNJ3HmnOZWSAqlhG+Dvvz0qmiAIhRhnFlxBENzPU0+ZpQHVq5OWZqYlv/++Ceow6gaeZarxsJwfHDoECxaAbX9QTym4qanY90t6+mkzXVkQBCELPLlNkBAVhfLx4emXfUHBH39A9+4Q1mI+bYtvg7AwT0soCEJhxGbBrVABSpQwUyYFQXAvWptpuG3aAEaXTEkxTqYAos4X5ai3PxzclD/yxMSY/zYnU61aGc/K+Y3WxrJdoYKxYHtgyxFBEK4txILrSWJiuFCpAf9GKFJSoHx5c/pUxaZmfa4gCIInmDAB5s0za92OHIG33vK0RILgGVavNs6WGjQwo9DuQmu4+254+237KZvRsnJl8790aUVsiSr55+gps4L70EPw9df5U7YjRYrA7bcbxb98eVmDe53j7e1NcHCw/TN16tQrzqtdu3YAREREEBgYCMDmzZsZO3YsAJMmTWL69Om5yiuvOXnyJIMGDaJ+/fq0atWKXr16sW/fPreU5YzQ0FBOnDhhPx45ciR79uzJk7yXLl3Kq6++CsB7771HYGAgvXr1IikpCYA1a9Ywfvx4e/zTp0/Ts2fPPClbhsE8yfvv83ObVIbWM34lbC+x06Xrw5kzZvg2v7wlCoIg2AgKSv9eoYJZg7dokengin8AoTDxww9w9qx5J//xB3Tr5p5y5s2D776DW26xn/ryS/O/USPz388PYopWyn8F19NbFh47BuHhUKsWLFxonkPiiPO6xdfXl/Dw8DzJK8zJTMiQkBBCQpxuneqUlJQUihQp4jSvq0VrTf/+/bnvvvv42ho82r59O1FRUTSy3fg5kM3VcU4IDQ0lMDCQ6tWrA/Df//43V+mzYtq0afxg+RX48ssv2bFjB6+//jrLli2jd+/eTJ48mQULFtjjV6pUiWrVqrF27Vrat29/VWWLBdfDHIv0Bsye7bZpSKeKW45dxIorCIIn+PvvjH4ADhyA556DHTs8J5MgeIKNG6FFC1iyBB580H3l/Pwz1K8PlmUpNhbmzIF774UbbzRRSpeG2PK14Y033CeHIz4+nK0VzOtvevP55xhlv3Jls092fvLnn3DHHWZ/4DfekL5RIeW3337jhhtuoGXLlowdO5bevXsDl1thAwMDiYiIAKCUkz2jV65caU8LRqFs27YtDRs25GPLidnKlSu5+eab6dOnD02bNs2QV+b0Y8aMse+V6+/vz4QJEwgODiYkJIStW7fSo0cP6tevz5w5cy6TZcWKFfj4+DB69Gj7uebNm3PzzTejtebpp58mMDCQoKAgFi5c6FS2zMepqak8/fTT3HjjjTRr1oyPPvrInvebb75JUFAQzZs357nnnmPRokVs3ryZoUOHEhwczKVLl+jUqRObN28GYMGCBQQFBREYGMizzz5rz6dUqVK88MILNG/enDZt2hBlOc11ZN++fRQrVoyKFSsCRplPTk4mPj4eHx8fvvjiC2677TbK26avWvTr148vbaN7V4FYcD3JI49w/NDj+PndYB8gLV0aTqkq5mD//vQ3myAIQn4xcSJpafDx0JUMGgRlrBc8e/bYty8RhEJBv35QqpSZIutOTp0yXsut6bd+frBtG5QsmR7lllvgWD0/o+zlBxMm0O3bCWx7AapWhTvfL0bJ06fh/Pn8Kd+GzalW48bmv6c8ORdCOoV2uuzcgIABPHrjo8Qnx9Pry16XhY8IHsGI4BGciT/D3d/cnSFs5YiV2ZZ56dIlgoOD7ccTJkygb9++jBo1ir/++osGDRowcODAXNfFFTt27GD9+vVcvHiRFi1acLt1r2/dupVdu3ZRt27dXOVXu3ZtwsPDGT9+PCNGjGDt2rUkJCQQGBiYQZEF2LVrF61atXKaz3fffUd4eDjbt2/nzJkz3HjjjdxizfBwlG3lypUZjufOnUuZMmXYtGkTiYmJtG/fnu7du/PPP//w/fffs2HDBkqUKMG5c+coX748s2fPZvr06ZdZtU+cOMGzzz7Lli1bKFeuHN27d2fp0qX069ePixcv0qZNG1577TWeeeYZPv74Y1588cUM6deuXUvLli3tx2PGjKFNmzYEBATQvn17+vbty7Jlyy6rd0hIyGV5XQmi4HqSL78kqtooqlVLP/XUU9CsSWn4zzoICPCcbIIgFF4SEzngdQOjR5u+5cSXa5pO/t69npZMEPIX2/qwnTvh33+hTx/3lHPqFDh0BgFq1MgY5amngPh4+HMd3HDD5RHcQGyscaZ++DDMWdGYJyH/FcyTJ83zp2ZNcywK7nWNsynK4eHh1K1bl4YNGwIwbNgw5s6dmyfl9e3bF19fX3x9fencuTMbN26kbNmytG7dOtfKLUAf6xkRFBREXFwcfn5++Pn5UaxYMaKjoymbw6WHa9asYfDgwXh7e1OlShU6duzIpk2bKF269GWyOR7//vvv7Nixg0WLFgFw4cIF9u/fz/Lly7n//vspUaIEwGWW08xs2rSJTp06UcmaXjp06FBWrVpFv379KFq0qN2K3apVK/5w4p8gMjLSnhZg+PDhDB8+HIBXX32VsWPH8uuvvzJ//nxq1arFjBkz8PLyonLlyhnWBF8pouB6irQ0iI3lZPnyVKmdfvqllwB8gDYeEkwQhEJPUhL1qpzF29vsGIRS0LSpseAKQmHh+HEoXtysQ587F774wn3Wy/vug3r1AHPPdexodsSxbSFo59Qp6NrVyDNqlHtksTFhAheOv8Bd95XiwAGYtqAmj+BLifz2pBwVZUzINsXAEwru3r0webKZIm3bPq0QkJXFtYRPiSzDK5aomCOL7dVSpEgR0tLS7McJCQm5Sq8yOS2zHZd0nD6Ri/KKFSsGgJeXl/277TglJSVD3ICAALsimhsyy+Z4rLXmvffeo0ePHhniOLOWXik+Pj726+Tt7X1ZvcAMVFxw8qw4ceIEGzdu5OWXX6Zjx4789ddfTJkyhT///JNu3bqRkJCAr6/vVcsoa3A9RWwsAE913cbTT6efTkiAyEjgr7/MAhxBEIR8JvFSGvuT/alZ02EL3KZNIR89OwqCx3n1VeM9WWvjSTk62lhQ3cELL8DgwYAZR1q//vLtXmfOhDLN65DsU8I4fnM3q1cTk1iU0qVh4kQ4dbYI87nXMxbcKlXMlmXe3vm/VdHFi8bD9YIFZqq6J7ZKKuTccMMNREREcNBq946Oifz9/dm6dStgpu7++++/ucr7+++/JyEhgbNnz7Jy5UpuzGZpYJ06ddizZw+JiYlER0fz559/5rI26dx6660kJiZmsEbv2LGD1atXc/PNN7Nw4UJSU1M5ffo0q1atonXr1tnm2aNHDz788EOSrQfIvn37uHjxIt26dePTTz8l3nqGnTt3DgA/Pz9iLZ3EkdatW/P3339z5swZUlNTWbBgAR1zsUSpSZMmHHDiEO+ll16ye1a+dOkSSim8vLzscu3bt8/u8fpqyJGCq5SqrJTqr5T6j1LqAaVUa6WUKMdXg+WdsHebsxmW04wda/xZsHixceqitWfkEwSh0LIs+iaaLn+Xw4cdFNy3386fTrUgFAS0huXLoV07M4PBtpYoMjLvy0pOhnPnzMwujMNgAIdliIARIyZGEVsnMF88KSdGXyIxrShlykCHDvDsk8nU7eQPVzBt86r44AOYPdtcgNhYY0nNTyZNMhbcSZNg927I4bYywpVhW4Nr+zz33HMUL16cuXPncvvtt9OyZUsq27YdAe666y7OnTtHQEAAs2fPzpH3YUeaNWtG586dadOmDS+99JLdm7AratWqxYABAwgMDGTAgAG0aNHiiuoJxlq8ZMkSli9fTv369QkICGDChAlUrVqV/v3706xZM5o3b86tt97KtGnTqFq1arZ5jhw5kqZNm9KyZUsCAwN5+OGHSUlJoWfPnvTp04eQkBCCg4PtjrlGjBjB6NGj7U6mbFSrVo2pU6fSuXNnmjdvTqtWrejbt2+O63bLLbewbds2tIMes23bNgD72twhQ4YQFBTE2rVr7dsDrVixwr4O+qrQWrv8AJ2BZcAmYC4wBZgO/ADsBl4BSmeVhyc+rVq10gWefft0UqXqevWUlfrMmfTTL7ygtbe31qkz3tEatD51ynMyCoJQKHn5oUgNWg8erHWtWp6WRhA8wMaN5h08b545XrbMHK9enfdlbdli8l6yRGut9eOPa12ihNYpKRmjzZtnov3bfqjWbdrkvRyZuFS7kX69xTd67Vq3F1Ww2b1b68WLzfdVq7T+91+PiuNO9uzZ42kRcsSKFSv07bff7mkxhGwYO3as/uOPP3KV5uabb9bnzp277Lyztgls1i50weyssL2AUVrrG7XWD2mtX9RaP6W17gM0B7YBbtoU7jqnYUMiNx/n5hc7smRJ+ukaNSA1FSIrWOZ5cYcvCEI+k1C2KsWKmTWA8+dbJy9ehMceg99+86hsgpAvfPMN+PgYL8qQbsHNA+cnl3HqlPlfxeygEB4OzZqZ2biO2HZbiC1X2z2W5EwUjz3NhParaNfOHMfHG0Nzvs4sS0oyy7X++cccv/OOmaudnzRtmr4Y+uabZQ9eQcghzz//vH3qcU44ffo0TzzxBOXKlbvqsrNUcLXWT2utj7gIS9FaL9VaL75qKQopNs/3jjMObDMr9inLHb4ouIIg5DNJ2/dSrEgKLVpAp07WyaJF4f33zeJAQbie0Rq+/Ra6dwdbR6thQ1i3DjI5bskTbAquNe0yIAA6d748WunS5n/swJFGPjdzqXZjIvyCSEw0x7fdBnfV3gRDhri9bDtRUfDIIyx59yh//onZL/gKnPJcMWFhsHAh2JzorFoFS5fmX/mCUzp16sRPP/3kaTGEbKhSpYrdq3ROqFSpEv1sg4pXSa7W0Sql2iilflNKrVRK9c8TCQorK1cSNfY1wD5oC5h3KMC+uOpm+FbWvAmCkM8k/rmGomkJxMQYdwBHjmCsWZUru8eCJQgFCaWMo8epU9PPFS8ObdpAmTJ5X14mBff99+H11y+PVqcO3H8/lGtVD7JxhJMXbJy1jrpvPERYmDkuWxbOp5XJXydTliVg3uYgunaFo0Xr52/5H35oZq7YzOmzZxv/KIIgFGiyVHCVUplXMz8B9MdMXX7VXUIVCvbv5+SGCCCjBbdmTXjzTWjbwRuOHjVODQRBEPKRYfpzZnb9mago4zx0xQoroHp1UXCFwkG9epDZk+eSJfDjj3lfVlSUUaBLlSIqyvUM4MaNYd48aFI2EkJD0xVjN2H5wrRbjsuWhWhd2iMK7qznT1GiBIze+Z/8K19rM9Bx661m0APMllFnz+ZP+YIgXDHZWXDnKKVeVkoVt46jgbsxSm6MWyW73rlwgSiM6dbBGRxeXvDMM2b9DdWqmROCIAj5RVoa7VJXM7TlXmrVMqfsnpRFwRUKA2vWGM+9mffpmTYNZs3K+/J69oQpU0hNUzRvbnZTcIXWcGnnAWPK3bkz72Wx8dVXXBg/Ccik4Kb65a+CGxVFCt4UqVqRxx6DX441I+Z8av6UfeqUed61bZt+rkKFDB6vBUEomGS3BrcfxpHUT0qpe4FxQDGgApCjSdJKqXlKqVNKqV0O595SSv2jlNqhlFqilCrrIm2EUmqnUipcKbU5p5W6JoiJYQDf8u03God9oAHzTF23DvNnxAhwcNstCILgVpKT+R+N2HW+BsWLmxkmdlcAtWpJx064/vn2W3j2WShSJON5dw3wdOkCTz7Jb78ZY67NqZMz6taFcZ8EmQN3OprauJGYI0aRdVRwY5J9SYs4kr4m1d2cPMm/1KVO2+r25f/RXuXzp3ybY6smTdLPVahgnoExYuMRhIJMtuZBrfWPQA+gDLAE2Ke1fldrfTqHZYQCPTOd+wMI1Fo3A/YBE7JI31lrHay1DslhedcGFy7QqEwUd9+jLgt65x3o2BFSjkfBZ5+5d5RWEATBkcREnmEawxaZ/e5uugm++AJuvx1S3v0gfZNOQbheOXAAGjQApVi6FJ54AuNoqWZNs3Qor70IHzjA6X3nGTkSbrgh3XGzM6pVgwMnS5kDdyq427cTU9U4BbEpuN27w5ujDpL62DhISHBf2Y6MHcvJ+X8AxplxmTKauA27Lx98cAf79pn/N9yQfq5CBfP/3Dn3ly8IwhWT3RrcPkqpFcBvwC5gINBXKfW1Uqp+TgrQWq8CzmU697vW2jb8th6omWvJr3VKl2Z5jfuw9jzOQMOGZmbU4YqtzAlnkQRBENxByZIkdehC0SrGe+yXX5pBt4cfhjR9+YCcIFx32BRczLLbr76Czz+H72M6Q1wcXLiQt+V17szkfls4dw6+/hp8fV1HbdAADkR4Q4kS6Vsx5DVaw44ddG0VzTvvmOXBAO3bw9NzG+Iz7TUoVco9ZWemdGkii/kD8OijEB2taNo0f4pm5Ehjsa/p0EXt3Rt27854TshTvL29CQ4OJjAwkDvuuIPoTFPig4ODGTRokP24f//+LHXwbN24cWOmTJliP77rrrv47rvviI+PZ+jQoQQFBREYGEiHDh2Ii4vLUpbQ0FDGjBmTZZyVK1cSZvPElgu2bdvGgw8+CMDixYsJCAjg5ptv5qy1xvvgwYMMHDjQHj8pKYlbbrmFlPyaPXGNk50FdwpwGzAAeFNrHa21fhJ4CXgtj2R4APjVRZgGfldKbVFKPZRH5RUMJk/mkaRZvPnm5UH2rYLia5o5QaLgCoKQX3h7k+hTimIlfQAoWRLGjYM+faDovl3GvLRrVzaZCMI1SkoKHDpk39JgwwZo3dpsvfrZbmsi2dGjeVdeWhqcOsW/SdVp1gyaN886esOGcPSoIqGyG/fCPXECzp0jpEsZxo1L96+UkGA2dog/FWe5Vs8HPv6Yk7/vACyHnDt3wuDB6dZVd6LU5b5Qypc3puSiRd1ffiHF19eX8PBwdu3aRfny5Xn//fftYXv37iU1NZXVq1dz8eJFANq3b29XMM+ePUvJkiVZt26dPc26deto164ds2bNokqVKuzcuZNdu3bxySef4OPjc9XyXqmC+/rrrzPWWnD/3nvvsWnTJh5++GG++uorAF588cUMinrRokXp0qULCxcuvGqZCwPZzfG4ANwJlADs7vq01vuBQa4S5RSl1AtACvCliygdtNbHlVKVgT+UUv9YFmFneT0EPARQu3btqxUtXzh3Ln22iyM2BXf/AcVtwcGi4AqCkH9ER5P4bzy+1coAJe2n//oLSh7z4abvv4f77rvcw6wgXA8cPWqU3AYNiI6G//0Phg83yt2J89VMeLVqeVfe8eOQlMQPT60mfnj2pskGDYyB9dC7P9G0tZusqJcuwZ13crDGLeh0Yzbr1hmHwitueJpO1fdhNqZ1M9OmEekznSJFmqE1DHy8KqNWnKbrg0fSO0vuYvx4syGx4z6esbHGlXXnzpY30OuXcePyfkVKcLAZLMopbdu2ZceOHfbjBQsWMHz4cPbu3cv333/PkCFDaNeuHc888wwAYWFh3HHHHfz6669orYmIiMDX15eqVasSGRlJnTp17Hk1btzYaZmffvopb7zxBmXLlqV58+YUsxzl/Pjjj0yZMoWkpCQqVKjAl19+yaVLl5gzZw7e3t588cUXvPfee0RHR18Wr4rjfqBAbGwsO3bsoLk1ouXl5UViYiLx8fH4+PiwevVqqlatSkPb3qEW/fr1Y8KECQwdOjTnF7GQkp0Ftz/GoVQRIE939lZKjQB6A0O1dr6gRWt93Pp/CrP+t7Wr/LTWc7XWIVrrkEqVKuWlqG5B3/8AMdGpTrfUq1TJrHnZtw+z111aWt6v+REEQXDGyZMkRRynaHzGaZijRsHbi63OgXhSFq5X6tY1U5AHDmTTJnPqppss/1JR3mZqqm1P1LzAskSqxo0oWTKbuBhr8ssvQ+kW9SFTpznPaNAAFi/midBm3H13+umyljvQ87Wawdat+dMvOXmSO4IimDnTXPZvVlRiD03zfpp4ZuLjjSa2fTsAqalWlRMSjea3cqV7yy+opCRbC9LdT2pqKn/++Sd9HAYYFi5cyKBBgxg8eDALFiwAoFWrVuzatYukpCTCwsJo27YtjRs3Zu/evYSFhdHOB6EZQgAAIABJREFU8tr2wAMP8Oabb9K2bVtefPFF9tu9J6YTGRnJxIkTWbt2LWvWrGHPnj32sA4dOrB+/Xq2bdvGoEGDmDZtGv7+/owePZrx48cTHh7OzTff7DReZjZv3kygwyDxhAkT6Nq1Kz/++CODBw9m8uTJvPTSS5elCwwMZJPtwSRkSXYW3ASt9XtZRVBKldJaZz2J/fI0PYFngI5a63gXcUoCXlrrWOt7d66jvXcvrdlCSpq3UwVXKViwwGzDR+M30+cH5SXr15u1RF275n3egiBcuyQl8QYTKHrXS0B1++mAANhzqJhx7nL8uOfkEwR3cumS3avSuXNGhwwJMcbKkych7Y038QpoktGqdzXs24cGRs1tzV0JcNttWUdv0ABeeQXzDv9qldlX0E3ExKQ7mIJ0BTe66g1mq6DDh8Hf323lExcHcXG0a5lAu/+kO04+r8rDe+8Zb5wVK7qn7EwOpiZMgLfegkkvl2MiFAonU5dZWhMTzW8eE2NeCFktFr8KLl26RHBwMMePH6dJkyZ069YNMEphxYoVqV27NjVq1OCBBx7g3LlzlC9fnoCAALZu3cr69et55plnOHToEGFhYWzbto327dsDZu3uoUOH+P3331m+fDk33ngj69ato4mDl+wNGzbQqVMnbIaygQMHss9qC8eOHWPgwIFERkaSlJRE3bp1ncqfk3iRkZE4GuO6detmr+f8+fPp1asX+/btY/r06ZQrV45Zs2ZRokQJvL29KVq0KLGxsfj5+eXB1b5+yc6C+71SaoZS6hZLyQRAKVVPKfWgUmoZl3tIzoBSagGwDmislDqmlHoQmA34YaYdhyul5lhxqyulfrGSVgHWKKW2AxuBn7XWv11RLQsgF6LNyKczBRegVy/rueoO5TYtDQYNgh494FdXy58FQSiUJCbSlT+5pUVshtNNm8L//qdIrlpLLLjC9ckff5hFrtYa84EDzTLXsmWNBTc5Gc7OXgCLF+ddmV26ED1jHp98XZK9e3OW5OxZiPhuq9nKKN6pjeDqePllqFyZmBidQcEtZ/zOEe1nbZB98GDel+1IVBQA25OacPKkGVvz84PobgNg9WrjBMpd7N5t/jduzC+/GOW2Rg1Yucqb5DIVzY9Q2IiKMsqtUnA6pxup5B7bGtzDhw+jtbavwV2wYAH//PMP/v7+1K9fn5iYGBZb92L79u1ZtWoVsbGxlCtXjjZt2hAWFpbBggtQqlQp7rzzTj744AOGDRvGL7/84lQGZzz22GOMGTOGnTt38tFHH5HgwpN4TuL5+vo6PR8fH09oaCj/+c9/mDhxIp999hkdOnTgyy/TV3ImJiZS3Ob5TXBJdvvgdgH+BB4GdiulLiilzgJfAFWB+7TWi7LJY7DWuprW2kdrXVNr/YnWuoHWupa1/U+w1nq0FfeE1rqX9f2Q1rq59QnQWueVU6sCQfm4I6we9L7LQeAjR2D+fEg8cdbskZeXL9QVK8woXOnS5g1+/nze5S0IwrVNUhKr/s/emcdFUfdx/DPLcosoKMipqShqIN63kkfemqmZR5plPZqlZndZavXY6VEemVmPZl5JeWaamveRIocpCKigcgrIfSzs7u/54zuzu8Aes7CLCvN+vfYFOzuzM7s785vf9/p80Q+xGW4VFrdvTxP8mwHDaJYpIVHXWLiQ7ouPPQalkjJwBR/zzJk0t2/awtmyIlNt2uDeyJkAxGccDx8O/OdPauNlFWdTTg6gVCI/n6tg4DZsSN9HLuM981Y0cgBoVKKHrhyKjz6iRY0aAbne7YFz56BXpdNSnDpFH7h9e3z5JUXOY2OBQ4cA2yau9dPAVSgoamtrSznbVsbJyQnffvstli9fjrKyMvz666/4999/kZSUhKSkJOzdu1eTpty7d298//33mprW4OBgXLhwAXfu3NGkAp89exY5/Hy3rKwMMTExFWpyAaBHjx44efIksrOzUV5ejl27dmley8vLg4+PDwBg8+bNmuUuLi4oKCgwuZ4u7dq1w40bN6os/+qrrzBv3jzY2tqipKQEHMdBJpOhmHdkZWdno0mTJhYRx6rriOmDe5AxNpUx1oIx5soYc2eM9WaM/ZcxZiWN+jpOeTnsS/PQt/19eHvrX+XsWdJxuZnZkGo9+DoQi3DqFN0lTp2i3gfShSIhISGgUOBZ7MCK3RXTqjp0oL/X5q6j9EAJibpETg5FbqdMAZydsXUr0KqVNhu/QQPer+PnZ1kD99Ah3LtCUymxBq63N5BWxFue1igXyM8HXFyQn18xy0wmA9atA0ZNcgY2bCCNEGvSuzeUWbm4l2un0fUKCCBld/ToARgQCbIIOTnAwIFgNnI0aEDCzS4ugL09oHarpxHcsjJSj7axoUzAWqBTp04IDg7GZ599Bh8fH3jrTJr79++PmJgYpKWloXfv3rh16xZ69eoFAJDL5fDw8EDXrl0h41Wwb968iQEDBiAoKAidOnVC165dMX78+Ar78/LywpIlS9CrVy/06dOnQvrykiVLMHHiRHTp0gVNdFLjR48ejd27dyMkJASnT582uJ4ugYGByMvLq2AYp6am4uLFi3iKb4T92muvoVu3bli/fj2mTCEZpOPHj2PkyJE1+UrrDZwBfadHmq5du7Lw8PAHfRiGKSjAnQHP4WT3tzByWR+4uVVdJTyc7h27dwNPzfMnxT4DnqBqkZlJalYSEhISuigUcG8mx+RJDGvWy3UX49o1oF07q5VeSUg8OA4dotDo0aPAoEEYMQKIiQESEylqWVAAfPwxMOrudxiwdyGlBte0hKi8HHB0RNjYLZj4+2RER4sT5p0zBwjbqURmji01qp5iUQ1Q4Omngfh4hC25Cj8/siUfFGlpZNCvW0efW0N6OrBnD9VCG4oU1BSVqoqg2NChgLJYgWN/KCoWKNcRYmNjKxh1FYiMpNYfKhUFRqRewDVi5cqVcHFxwSwzUu2ffvppfP7552hjbQXxhxB95ybHcZcZY131rW8ygithBVxccPH9PZj+fR+DzldBGTwhAUDz5kBSkmWPoWlT8sAdPiz1tJSQkNBib48ypQ3snOSVF6NzZ8Bx/69Aly7Wqf2TkHhQnD9PIcru3ZGfT+W4kyZpbVhbW+Drr4HTBSFkmFpCZCgxEVCpUOzuCycn8RFcLy8gK0eOMthaJ4JbUAC4uGDChKrG7Y0bZPjjyhVtnaq12L0b6YvWAOB74OqSnEwW7z//WG//NjYaYSsBBwcgK9+esupWrqw1ReEHjlJJhq2dHSmNS8ZtjZkzZ46mBZEYysrK8NRTT9VL47Y6SAbuA0JQuDckMuXqCnh48EJ+LVpQzawluH4dGDWK9O45Dhg3Dti0yTLvLSEh8ehz9SoUJSrYq6oasL/+Cuw47knjR1raAzg4CQkrMWIEsGIF4OKC69dpPq+jTQMHB8DNDUjz605NcfU1sTcXXp11+vM2KCqie74YhHTdjEt3qW7Y0gwbhqyhU3HkCAkZ6zJrFjB7NoCpU4FFiyy/b13+/BNpv58HoP3Mq1YBzzyDSlEAC/PSS5STDDoHZs/WvuTuzmcn//03ffdHjlh+/w8jMhkVIgtS2vUVlYrm42lplLJdAxwcHPDcc8+JXt/Ozg7Tp0+v0T7rE6IMXI7jtohZJiGSCxeQ9+HXAAwbuACVl8TGgnoUBAZapufc3bvAH39o06t8fckTKiEhIQFAHRmNcpUN7NUlVV77/nvg21Mk4iEpKUvUKXr0AObPB6C1mQQbSkDTC1duqsOiSIRaXr6NiNiM5wEDgI0bgYYBnpbtySvwxhs43uFVPPmktluOQKNG1CEITZvWishUiPc9bN2q6daDxETepnR1pWOwhoF76hRQWoqiIioX042sawzcuXNpgR6hoDqJTEY/voMDzRmt8b0/ChQW0nmfkgLcu/egj0bCCGIjuB10n3AcZwOgi+UPp56QmIi8tCIAxsVIN2ygGlzMn0/1QZZoGSQIIwjeZ8nAlZCQ0EWhwGE8ianjq7Yw8PEBUnKc6Ilk4ErUFbKzgZMngSK6L7dpAyxYwPei18Hbm88IXriQLMyakpoKyGT4+HtPvP+++M3atAFefBFw3f+LdZSEy8sRHU12fPv2FV/y8KDDZk09rD/BT0+Ht58NpkzRBg4bNaIMOLUa9EVUtsBrSmEhGW+dOuH6dYor6NZFu7tTAL/Y0Z0mcLduWXb/DyslJfTFM0Yp+iVVHaD1AiFq+/jjUpr2Q45RA5fjuPc4jisAEMxxXD7/KABwD8DeWjnCukhKCvLgChcXBpmRXyAw0Ao6UELdkKBsJRm4EhISOsiUZXgSRxDQturg5OMDpGbaQg1OMnAl6g4nTgChoVTCAxJ4XLmSglW6+PjwKbt//QXs31/z/b78MnD0KP46KsOFC+I3U6kosnj798ukvmRpPDwQte0aAgOrfgchIeQPSHYMsH4ENyMDkbbdK3w3jRqRjZWfDwqxWzqSeOUK7SAkRNOXWFfXplcv8m+o1BzJbFu7F/DDQlaWNlotk9WaivJDh0JBwSYzamclHgym+uB+xhhzAfAVY6wh/3DhWwW9V0vHWPdITcV7Tt/i7BnjqxUWAsuWAWd2Z1K+8o4dNd+3YOAKHdt9fcklXV8HKwkJiQqUFioRhvFITK8qlezjAyiVHDJ7jIZe+XcJiUcRwZLh82ATE/VrB23YwAsstW/P/1ND/PyAJ55ARob4+luA7K/u3YEfM0aRo8mS92/GgIICRGf5gG8pWoHOnelvZPnjlKtcwzpEo8dRVIRlCRMwc6Z2sRDJzc0F8NlnlvkddImKor+dOiE2ljLAW7fWvjxgALB8OZ9917u3eT/co0x5OQlMcVz9NnDt7OgkzMysP86NRxRRKcqMsfc4jvPhOK43x3H9hYe1D67OkpICT19bBAUbTzm2tweWLgX2nWlMd9zLl2u+b2dnICiILlKAPMjWVCGUkJB4pMjOtcFEhOHoGYcqr/G965Gybi816rYmGRk0qXqQpKbWH5XU+kxsLODvDzg7gzEy4l5/vepqmtLb9u0pNbWmaZo7dgAXLuDePfEKysJxeHgAaawZqWFZMpJaWor7qoZILmik18Dt2BHYtQvo9WoX0vOwROmUPjgOyMpCmnuQRmAKIJ98p070sdGsmeVFj7y9gYkTAV9fdOsGvPGGdroEkN1dWMgPC2vXAv/7n2X3/7Ci2zJJMHCt1GbUxsYGISEhePzxxzF69Gjk5uaiR48eCAkJgb+/P5o2bYqQkBCEhIQgKSkJLVq0QL9+/Sq8h7C9LgsWLICPjw/UNTHOPTyAVq3Qe8QIrVqsSBYsWIBTp05Vf99GSEtLw5NPPokTJ05g1KhRetd59tlnkVCPaqfFikx9DuAsgEUA3uIfb1rxuOo27dph52PvYq+JJG9bW7JFI6LllBfz99813/frr1MKjkCLFnQ3N5YrLSEhUW9QTH0BAGDnUjUFa+hQylTr1KkWDmTZMuDVV2thR0aYNYvEhyr3CpGoW8TGavJQs7MpOlhZYAqgbNjJk4Eop940wa9p/ee8ecj9fify87XOI7F4eQFpZbyWhiVbBeXnoyHyEfHOTr3tdR0dgQkTgKa9WpPytK2t5fath/QMrkKLoCFDSMS9dWtQO6NFi0gUylI89RTJxXMcnnqqaonztWsUvd23z3K7fCRQKqGW2yIzE1DbO5LIl5UMXEdHR0RFReHq1atwc3PD2rVr8c8//yAqKgoff/wxJk2ahKioKERFRaFFixYAgIKCAtzlRdtihYwMHdRqNXbv3g0/Pz+cPHnS5DEoTYz55/bvpzFApRL1mbKzs3HhwgX072+d2OChQ4cwdOhQo+vMmTMHX375pVX2/zAi1qoZB6AtY2wEY2w0/xhjzQOr0yxZgq+zZ2L9etOrdu5MgzkbOIiabAsiUZaioIDEMvQMCBISEvUPBciwtXeoGplxciKRFe6dt4E+fax7IDY2wA8/aFMGa5voaODPP+nvyJEP5hgkrI9aTbW3vIEr2Kz6Wk2qVBR0vaZuR+nFNemFW1YGZGYis2ErtG0LdOhgehNdvLyAtEIXCudmZVX/OCpTUAA5VOjUXmHQ6I6LA374toSsPGv04QXoups2Delp6goR3ArY2wOff0410Zbg3j3Nb6pSkTxJZRtOqMzIzgaNTe3bA2dM1Js9oixYQKXpoaFA6HQ/9J/WHMOGAb1HuSH0pQCEDpRpXxf5WLDAvGPo1asXUkScY8888wx27twJANi+fTsm822eBE6cOIEOHTpgzpw52L59u9732LRpE8aMGYOBAwdi0KBBKCwsxKBBg9C5c2cEBQVh7+7dNA/PyEADPm/9xLFjCA0NxYQJExAYGIipU6eC6TH8f/vtNwwbNkzzvEWLFnjvvfcQEhKCrl27IiIiAkOHDkWrVq2wnjcOTpw4gQEDBmDs2LFo2bIl3n33XWzduhXdu3dHUFAQbuqkSB86dAjDhw8HABQWFuo9nn79+uHo0aMmjfe6glgD9xYA67rp6hl5ecZbBAmEhAA5OUBy0HAaaY8fr9mOX3gBeOstHDgAbNkCSrF66SXg6NGava+EhESdoOwoebcNaWgsXgzsjg2kCag1PPj375Nh+eGHNJt8913L70MMgojQsGGWV2qVeLj4+29Ns1OhpFNfBNfPj/7eYX7AnTvAE09Uf5/p6bSfIAdcv26+D8XLC0jLd6Jc2SefrP5xVMbFBf9MW43vrj9hsMzyzz+Bl+c7In3sy6Q+bQ1iY1GwdS+KimUVIrhZWSQC9tJLgFJmR0JPlnDQx8XRhMvPD4iORkIC/bt1a8XVhAYU2dmgSVxsbP0YHxwdwWwoR7+83GrB2wqoVCocO3YMY8aYjqeNHz8ev//+OwBg//79GD16dIXXBaN33Lhx+OOPP1BuoPwlIiICYWFhOHnyJBwcHLB7925ERETg+PHjeOPNN8GUSsp4FFLzVSpERkZi1apViImJwa1bt3D27Nkq73v27Fl06VKx+Yy/vz+ioqLQr18/PP/88wgLC8OFCxewePFizTrR0dFYv349YmNjsWXLFsTHx+PixYuYNWsWVq9erfme4uLi0J6XPDd0PDKZDK1bt0Z0dLTJ77MuILaZWzGAKI7jjgHQFCQxxuZZ5ajqMvfvA61bI0+VAlfXqiIulWnViuo/0pp1gt+LL9Zclvz8eZR3CMHor4EpU4DnpjahSeSlSzV7XwkJiTqB4uxlAAMq1J3p8sMPwHDfrhhXVEQZIA0bWvYADh4EnnuOPOUTJgC//WbZ9xdLcjLQpAnQsydw+DD1BqksKSvx6COT0W8MykT/4gtKf63cIgggCQs3N2372hohqJB7e1dr87lzgUmTOEBm4RpYT0/s838VX3wBzP6v/lWE0sbrCEQza7UKSk+HPRQ4uT8f/o9rx5gmTbRCT7a2wLp27Sxj4G7eTLXM4eFAx46IIVtJ039XwN6ezoPsbJAFLJfXWbGhVat0n9ng7l2SRgjwLkTDzJvg2ra1yphYUlKCkJAQpKSkoF27dhgyZIjJbdzd3dG4cWPs2LED7dq1g5OTk+a1srIyHDx4ECtWrICLiwt69OiBw4cP661VHTJkCNz4MD1jDO+//z5OnToFmUyGlNRUZGRno1nbtrSyI83hu3fvDl9+bi7UBfft27fC+6alpaFppbYoguEeFBSEwsJCuLi4wMXFBfb29sjNzQUAdOvWDV58CkOrVq3wJO/MCgoKwnE+4PXPP/+gR48emvc1djweHh5ITU2tYmzXRcQauPv4h0RNSUkBcnKQZ2snKoI7eDAFWWUyOdDbzL57ubnkWezeXbvs/n0cLKQagMmTQTf3ESNoUqkrIiAh8SBhzHriJRJGadfgLs64jkS7Xn/ofd3HB0hR8DfqO3e0s93qcPgw/c66EaikJPrbti3NZu/fpzTS2tYJSEmhD9umDZ2PN2+an0cq8fBz9iydc5MnQy6XISyMbBa5gdmRvz+d9pgzh6ydilaAeHgD97Wfu6EoDPjpJ/M2F9SM8dprVBT/wgvVO47KlJaiIItDw4Z24AyMwUJE9R7XzHqtgtLTYWcL9B/pAlQ6jK+/po41R44AmNCO5i/l5TWrB758mcYyXlnr9Gmy3fQNb+7uvIErl5ORK4xZdRW1GsjOhou9K2y87eDqpKTv20pKykINbnFxMYYOHYq1a9di3jzT8bRJkyZh7ty52LRpU4Xlhw8fRm5uLoKCggAAxcXFcHR01GvgOjs7a/7funUrMjMzcfnyZdja2qKFvz9Ky8q0qmMdOgCZmbDXSXeysbHRmwLs6OiI0tKKveWF7WQyWYX3kMlkmveovFx3G2GdP//8s0L6s7HjKS0thaOj6eBaXUCsivJmAL8CuMAY2yw8rHtodZTUVChgB0W5jajAh42NzryuvJwmWWJzQ159lQRShMGXMeD+ffx0awCaNaPSkfnzgasdp9Joff58dT6RhITlSE8HDhwgdTUzFQolLIMLy0efBtEGuwB5ewOpRbx3LjGxZjsbNoyUq3S5fZuUKh0dafx6/nnrtSIxxuLF1AxVKMb85x9g+/bayc2TqD127gReeUVzo+3Y0bgfo0MHPmh18ybMal5bmWHDgGvXcDrWHRkZ5m+ekwPs2QNk7D5HfXwtxZ49yN+wHS4Ohuv0hM449xq0pLpVa5CRgTj33ti+g0NRUdWXH3+chp+ygA7kaKhJX27GyMDViWodPQr066c/QPnWW6RFBYBvDl7He4KXlwO3b6ORLB/e3sD9IjvkwtXqrYKcnJzw7bffYvny5aLqRseNG4e33367itjS9u3bsXHjRiQlJSEpKQmJiYk4cuQIiouLjb5fXl4ePDw8YGtri+PHj+O2kLphKL3JCO3atcMNoY+whTl27BgGDx4sat34+Pgq6tJ1FbEqyqMBRAE4xD8P4ThOiuhWh5QU2KEMKefvYO5ccZu88w6wYgUoN7B1ayAtTdyGghz4hg30t7AQBUoH/HEzEM89R2PWt98CUQ370wUbHm72x5GQsBinTwPNm1Mt1LVr/EkvUdvcyXHBJsVkg3p2Pj5Ayn0HYPx4bT/t6qA7KeTTsQCQgdu8Of0/ejTw448PJjW4a1eqsWzTBpg3j1Sdp0yh81Si7pCWBnh5ITwcGDTIdFvVX34BwsJAVl5NopdOTlAHtkd8ggxCxqM5JCYC48YB5+0G1EzsqjIFBSiAi1EHvLs7+QMyHJpbL4Irl+NwwwmYMkV/N6Y2bSjpLLHHs0B+vnbMqA75+TS36tULAJ0SV69SBp0+Xn2VvnsAlH3StWv19/0owBuXCmYHtRpIz7FHJjxEKwjXhE6dOiE4ONigMJQuLi4ueOedd2CnY4AWFxfj0KFDGKlT5O7s7Iy+fftiv6CzYICpU6ciPDwcQUFB+PnnnxHYpg3VKAhRp+vXRV97I0eOxAlLOqJ4MjMz4eDgABcXF5PrZmRkwNHREc10i9rrMowxkw8AlwG4AojUWXZVzLYP4tGlSxf20PLJJ4wBjJWWit6kVy/GBg5kjB06RNueOiVuww4daP3kZNpfRgZL7DaRNXJWsC1bGCsqopeXLWOMZWdX6+NYhBMnGBs+nLGffmJMpXpwxyHxYFm0iDGZjE7MQYMYCw5+0EdUL/m991cMYCwyUv/rn37KmKOjWUOYfvbtowHI05OxW7e0y9u0YWziRO1ztbr2x4WyMsZ27mTs9m16fuUKHSvA2MyZtXssEtalb1/GQkPZ8uX086alidzu9dcZa9Cg+vvdtYvdWbGLAYx99535m6en0/GubruasZ49q38clVm+nA3GX6xX93Kjq129yljO8UjG4uMtt+9KvPsuY7a2+i//ggLGsrKss9/CQsZ27GDs5k39r+flMRYWxtjff9PwVJeIiYmpujAvjykvXWaXLjGWmspY7DUlu34pn7H792v/AB8moqIYS0oSvXqfPn1YTk6ORQ9hy5Yt7LPPPhO17ooVK9jGjRstuv/aRN+5CSCcGbAFxRY1lTPGKucLis5N4DjuJ47j7nEcd1VnmRvHcUc4jkvg/+oNBXAcN4NfJ4HjuBli9/nQ0q4d7k56E0s/t8etW+I2adGCzzJu1YoWiElzYIzEXxYvppDLhx8C8+ahxcVfkVNoh2nTtC0/7t4FquQjXrpkflFQdfn1V5JlfOEFYN262tmnxMNHbCyd405OVOhm6ZZYEqIoe+0NAIZVlN95Bygq4l+vSerw6NGkWJKcTNGXZcso62TrVuCDD2idS5cou+Tw4ervpzqkpgKTJmnbjwQFUa3mc8/ReFVYWLvHI2E9+AjuuXMkLGUquHH+PKWuxnNt6TwwkeZokB9+QNz3JwCgWhHcpk2p5DSZ87PsWFlQgG2Ygl9/Na6B0KED0Cg0RL/cdA33jylTAIUC6emAp6f+8vsGDbSKxli4kNoFWQhnZ7r89QmNATRNmTABGDhQR0S6LpcuKJUoA0VF7ewAGxsOKhtbq/dAfqhQqyntkScrCyiSNaiwzBTLly/HnTt3LHpY06ZNw7siOw00atQIM2Y8+maUWMQauNc4jpsCwIbjuACO41YDOGfGfjYBGFZp2bsAjjHGAgAc459XgOM4NwCLAfQA0B3AYkOG8CPD+PG4/uJXWLJEfPu4Fi1I1ELl25yKcsUo9nEccO4csGQJPS8upolZJePYj+92gDNngDFjNK0L0L078OKLVq+xAABMnEhp1F270t+6fKOQMExMDBWGAzRzsWTanYRoFGU0sTVUZiSX8/pfM2aQuE1N8PCgN1y/nozat96icYAXeoGrK6XH1fa5IAzOugq3vXuToM+rrz6YmmAJy8MYkJYG5tkMZ8/ST2wKe3u6Xf4r6wj07Qu9BaJiSE2FbdNGGDJEf89dU8hkfLkA50tOQUuRn4+mziXwbW5ccHLfPmDjR3eodMqSHDlCte4nTgi+B4N8/TVVMODSJRKaqi4TJwLTp2ue/vyz8VT1d9+lFGYAiNnsgxMbAAAgAElEQVQeDbi4aEvC6iJKJcqE/uj2gEwug9rWgbwM9YWSEmqNx5fT3L0LpKuaatK3xdCjRw8EBwdb6whNMnPmTMgNqefVQcQauK8B6ABqEbQNQB6A+WJ3whg7BaDyDGUsAEGoajOAp1CVoQCOMMbuM8ZyABxBVUP5kUOYOxlqol6ZFi3oGkrNtKVIR3UK1T/4AGAMRwLmYNKoQk1feH9//v5cWEh9Hyu/t7WauOsSGkpN7WbNIreYYGRL1B/Ky2mCIBi4fftSRL8WanwkKqI4cASA4QhuZibZtseLewC3bpnvkLp4kSRgu3Uj4aa5c6ERJBg8mGaXQkRKyCypbQNXqA+uPEh360aRIkMKXBKPHtev4/aU95CerinBNEpgIDl4rrn0pHrsSq0/RJOaigHBOfjrL/Fzgcr4+ADJnl2AqKjqvYE+hg3D8icOaJIXDLF9O/DFugbAyy9TL15LIViWffsiPd14RP333/k+tQEB1Tcw1Wrg2DGNR6+ggHTtwsKMb9a+Peng3bzfiOZPYrVRHkXc3KDwohpnOztyrtRG7OOhgs/UyFM6ITmZZCGUsDXLwK0RpaWUyinNiUQj1sAdyRj7gDHWjX8sAmC687JxPBljwoiQDsBTzzo+AHQ7ziXzyx5pkpPpr9j2d61aUapMTg6A//6XjEFT/PADuaMF77KXF+Dmhqt4HL/+0UDTDWj3buD4cWjTn4Xo8LFj9NfaXsmyMnKH5+fTXeXOHeMuW4m6SXk5NTYUGrqPHQusWSO1rXoAlF3+F4BhA9fWlmzQCFVHuumaO7HbtYvCH6GhwGOPaaO1589TRHfGDK1jrVEj+lvb6erGvJA5OSQuIvHow3GAnx+KnZti6FAS7TaFkxOdtteu1WC/paXktKlmD1yBdessH0DFkCFYejIUf/5pfDVPT+BeER/Bs6TQVGwsed6dnbFnDwmZG6JNG+qEiIAAcowXFJi/v2vX6JruT+0To6PJZ6dpw2QAjqNp041s3tlVl5WU5XKUMTtwHI3/vj5qtFNdrV/BiOJiwMYG+cW2uHePvgclJ7ds9oQxbG0pinzzJp1r1hJ3q0OINXDfE7msWvCFwjXKS+U47mWO48I5jgvPfMh/+JQUysAUKww6aBCd08HBAJ59lhaY4vJlmoTpXnxXriB72FTIZND04NXUtjRvTk+EwuCAAHKdVueGYQ7x8VTQdPAgzajrUfqEhA5OTqRU27Ondll5ee15RyU0THY9iOg+cwwKJLu60s+VIvgaxYoJCNy4QePLV1+RQTtrFg2KPXpoHWuCIqpcTkbug0hRtrfXKfLT4ZVXAD39EyUeQRISgP/+F+0bpeLQoQpdYozSoQNwLbqc/tmxw/z98k6hCbunanx61SE4GGh97xy1HLJQL1b13RQUFjKTbQw9PID8UjuUwt7yBm67dgAoe03wveujTRu6VAt9A2lBdbLbTp2iv7yBGxFBT00ZuADJlGjE/uuygZubC1fkwd8fvJHLwVZVWr+iicXFgJMTFGWcZqqqhK3hQm1LY2NDfeHz8+lcu3OHHGUSBjFq4HIcN5yvt/XhOO5bnccmADWdeWZwHOfF78cLgL5maikA/HSe+/LLqsAY28AY68oY69q0uilDtUR6OuDrW82Nc3Op550pYYu4OFKu0G3U7uOD7BZdK6icR0QATz8N3Eq2o4LcW7eAb74hkYfbtymSZg1SU+n4fvmFngtCFcuWkey+RP3ixo2KteUnTlAu1NmzD+yQ6itu6iwEu6ca9DVxHF/7V8obf+YauAkJFYVpZDKKZKlU2pZmrq5QKIDISFDdKz/5rDVefx04cQIRkVzVdsxt2lCPFkumZUo8GC5fBhYtgjo7x6zNQkOBdu04sJgYuk+aS4sWQF4ebpT510hy4sYNYM0vjVBw+KzFDKyiZ2aCMQ6muo4IvXAz0dRyvXAZo2hq+/bIzSUfWHy84dUDebs2zi6IjOLq1EOfOkVzH96pFhlJ0WkxiWTdugGtOjagXOW6nKKclQWXvGRNNn5BIYdUzgesvuQpl5XRnNvZGWVlNDWRy8kHzxgjo9Oa2jFlZXSfbdCA7j+BgXQA+vpnSWgwFcFNBRAOoBTUKkh47APVx9aEfQAEOa8ZAPbqWecwgCc5jmvMi0s9yS97pPntN63TUCyffkqKfTh9mnozRkcb3yAmRjv665CdXTEoUVxMacoJCSBhKScnShlOTa1WM2vRHDlCd64vv6TnwoT3/n3avyQ0Vb9YvLhiZsKDSk2VwPncdlhzd4zRS9DHB0jJdQbmzzdfArZDB6qxroxcTrNK3in3n/9QSW7O6x+TZGlt4uWF8i49MX48nYoVgnRt2lABmrmGvcTDB2+U9J7ZFjNnit9s4UJg1245OCen6hl3HAc0bIjUdFmNspQjI4HXvmuPRDxmsbGyIIOc52IiuABwDzXsB6wLx5Hz6IsvkJgIvP228VTw9u1pypLq1JrmPPrGFVM88QRlD/HjTkQERW854yLSACiItmYth/vPLxQf/n8UUalQzDlpfHqFhUAq84JaZZ15mo2NDUJCQjSPJAtlJ1QbuRzw98eqHTuQm1sMe3tyggQFgYJO8fFAfj4mTJiAW7duQaFQYNiwYXj88cexTqczyMsvv4wIIUUAwJo1a/CTmG4lBQU0Nxa6ozRoQDuvSR/6eoDRfFDGWDSAaI7jtjHGxGthV4LjuO0AQgE04TguGaSM/DmAXzmOexHAbQDP8Ot2BTCbMTaLMXaf47hPAFzi3+pjxtgjL60qk5m+eVTGxoZqZTO+6EjFyv/+a1gRIz2dbrohIVVecnGpqNjox8fH794FqSyXl1NOUM+eZHyeP08WsKWJi6MP9eyzlJYofCHNmpFXqqDA/C9J4tHlyhUyfAQEL4ykpFzr7C8ehK/uzMCrRiZ4AQHAzZsyYNUq83ewc6fh1+LjoSxVIiGWgqg//wx8slSNFYvzavdm/uOP2HW3H5KSaLBctYqGKgDaATQ+XpNKKfGIkp4OtZ0D/o21Qa9+5m/OmnqAq46Be/gwFH+dRGbmMvMFpmJiSDr41i0MULohGPOQDF8EW8jAzc+gqJCpCO6TTwL308vQKPsXoLm/RfatwdZWExA1Fklt25amCvraCIlm9uwKT8+c4fVORBAXRwkmwSc/rfUkk1pFqcRNxWNwTqGMXEEaQ61isIZKhqOjI6KqIZymVCqtoxIskwFNm2LVmjX4qfPzsLNz0nZIsnUFOA7XwsOhUqnQsmVL7Nu3D3379sX777+PPn364JVXXkF0dDRUKhU66+S+v/DCC+jTpw9eeOEF4/vPzycj29Gx4jFJGEXsmdCd47glAJrz23Cg0llRyeeMsckGXqpSTMoYCwcwS+f5TwBqqSGr9VEoqITruecozUksQ4YA778PHIv3wxQXFzJwDVFYSGI9uvWMPD/+WPG5tzeVmgmS93j3XbJ2v/mGjNuDByl10NJiP1eu0OQwJaWi0IZwN0tLkwzc+kJBAbnpx4/XLntQ6rkSUDw3C/bfG19HyCRGaSk50/wtNMFt0AB/HqfKiPPn6ZTYuSEXK/Z3E9cezRIwBsybh+j2+2Fn1wYzZ5JNzhgf1RGyTeLiaud4JKxHWhpuN+mC4lROI+AuhvJy8nO8oHwXH9773fz9/v030lbvBmCmgbtvHzBuHN2PAwPRJPEYovETjmOAZSK4BQVoUxyJ3KXfwH6c8UYZDg6Ag4Md4GlBJ88vv1A3hy1bkJ5OGWTGVJQ5TifS+sYbVIf822/i95ebSzoP7u44dZpDo0ZU12zKuBcQ6oNvJDD071xU99rmLFhACt1FRWihdoKtHQfYA43LAcdSwMa+HLCRmTc/DAmplmM0KioKs2fPRnFxMVq1aoWffvoJjRs3RmhoKEJCQnDmzBlMnjwZoaGhWLhwIQoLC9GkSRNs2rQJXl5euHHjBmbPno3MzEzY2Nhg165d8PT0xNixY5GTk4Py8nJ8+umnGDt2LIqKivDMM88gOTkZKoUCH77+OjIUCqSmpmL+/CfQpEkTHD58HNnZQOPGMjg4OmLrhg0Yy5f02draori4GOXl5ZTCDODDDz/E+vXrK3wmJycntGjRAhcvXkT37t0Nf/iCAjopddMKCgupRqFlS2mubACxLoAfAawA0BdANwBd+b8SZpKaSsIE5ma3depEc/4jRzlKTbhyxfDKrVsDe/eKkoS0tSXjec8egJ0+Q4oJkyfTTTQggHL/BdlnSxIdTeqpoaHUDkZAuJvVJ3W++k5EBFkPugO8kxOlyEspyrVOWZlhBeUqzJ2r15FmkB9/JGM4IwMA2caVA2BxcXQ6tG1L9+4sRUOw7Fp0dOTlAcXFSFZ5wdeXKj1yc3WyMBs1AjZtQo3UgSQeDtLTqd0PKiaQmEIQNL3btLM4NaLKpKbCxrMJXnhBKyJukitX6N7cpQvdk69cQVn8bZxHT3TnLovLqRVxXDIwuLZ0NymCqVKR0/3P1/+yXJbXkSPAyZOAnZ0mgmvMwAWA778HJk0CXaTnzpm3v82bqc1TVhbCwuh9zCkr9fenwNrNH/6mA62jpVVkpHHQnGH8P0xmQ3Vu5dVO8NRLSUmJJj153LhxAIDp06fjiy++wJUrVxAUFISlS5dq1i8rK0N4eDjmzZuH1157DWFhYbh8+TJeeOEFfPDBBwCAqVOnYu7cuYiOjsa5c+fg5eUFBwcH7N69GxERETh+/DjeeOMNMMZw6NAheHt7IzoiAle3b8ewHj0wb948eHt74/jx4zh+/DiUSorPlJQAcHbG2fBwdOHHgiFDhiApKQk9e/bEvHnzsG/fPnTu3BneeuoRunbtitOnTxv+MhQKuilXdp7IZOScqU9CX2YiNoKbxxgzIRovIQZze+AK2NiQzsq5cwAGBlNRmCakUAmFwuAMddAgYNo0VKg3mjiRnEE5LbvAbdMmuokCFVsHCaqmlmLfPpolPP54xeXNm1OxsTXrfyUeLi5epL/du2PLFprjfPcdB+f33iMVD4naQ6WC4uAJ2LE+AAzPcCMjgTffBFZ16ImgtJ80CpMmiYsj47ZJEwBUxySTVbxHJyaSDdmoEWWql6nlKMorRwOlsnZU1vlBOrnEHX5+2hLjuDht3SFmzNC/rcSjxR9/IGZZObDE/GxzDw8gw78b8Fk1xqjUVPj5c1Uyqozy9dd0X9y7V3MiOng1xlsOa3CqtJvGaVQjmjRB1KIwbDs1CAsHGzcubWwo0UvhnI7hN8PIKV4TGAP+/lsjKJeeTmOAKUM7LY161pZ80BqO6elkceimchojPp5KH5o0QXg4fa3mZH7ypZlILPchgavsbM3YVifgI62q0nLEXbWFnx+N2UW5FDxs1zQLzplJ9CN16GAZJwuqpijn5eUhNzcXAwYMAADMmDEDEydO1Lw+adIkAEBcXByuXr2KIUOG0HGrVPDy8kJBQQFSUlI0xrIDf1KVl5fj/fffx6lTpyCTyZCSkoKMjAwEBQXhjTfewDsLFmBUcDD68fUpajUlCbi5aW9FSiUAZ2ekZWWhKR/6l8vl2LZtm2YfQ4cOxd69e7Fw4ULcuXMH06dPxxjeQerh4YHrxtrOlZfT91s5rUCImksGrkHEXsrHOY77iuO4XhzHdRYeVj2yOkp1DVyA0vZGjQIJIhw5YnjFkBDgP/8BY2S4Cq1si4vp/lE5ODp9OtX3uvk40sRNMC4Fb5MlbpyV6dSpqnELUPT52DHD9cUSdY9p04C9e5Erb4I336Tz1cEByH5tCTBy5IM+uvpFUREUt5JhD+MKwTIZjSXXZXxeZ2KiuPe/cYMcZzY2yM+nRWp1RUHipCTqMwoAL74IJC3ZBCcUU4SmNuAH6U1LkrBunVarb8cOqsMtKQF93gMHaud4JKyHrS2CujthwQLzS7w9PfnsA8bMj9ylpUHh4Sd+M6WSyoVGj65SlPrztS5QTXgWWL/edHcFU7i740rAeHz1QyNRgsQeHsA9ubdlRKbi4ykyPXgwALLnxfQabt+expB4+yBacOeOefsMCIBSxSEyEuja1fzD9vEBUhS8vHBtlVHUMkpQwalg1DVsCIQ0vAmnzCS6GZSWQjOgPwCcnZ0BUKS5Q4cOiIqKQlRUFP7991/89ddfBrfbunUrMjMzcfnyZURFRcHT0xOlRUVo4+aGiMuXEeTvj0Xff4+P+V5QjFGCD8dVMnBdXeHYsCFK9VzQ69atw/Tp03HhwgW4urpi586dWL58ueb10tJSOBpzyDRoQHPlyg5kycA1iVgDtwcoLXkZgOX842trHVRdRsj2rU6boOefB5YvB7mau3bV7y0rKqJQg48PBg0ip48QbBDKGfW1dgT0XCeenmRo8oOHxThzhlKD+B3yoomIjbXsbiQeEby8gDFj8MsvNGFcs4YcOTOmqSzXfkJCHIWFWIGFOPWWceNNMEBvKfnaW7E1FzExmhpWoQPUtm0VE04SE6mLCkBjVfPWtpCB1V66Ot9u5bGu7mjfnpJKkpKAP/6gWtzffgONX2PGUOqYxKPJ/v3ASy9heO88rFxp/uaenkBGUjE1hjamiaGPwkIsuv0SGjcWaRufP0/n/+jRVV5q2RKwZWVkYISFmXcclUlMRP61uwDE1aF6egL3mIdlxumjR+kvb+Da20OUwrRQOx1T3pr+EetsA8jAbdMG166RjVYdA3f7dmDfRv7z10VldaUS8sxUtPRVaLJkZTJAbgNwDg4UUHnsMfGFy9XA1dUVjRs31qTybtmyRRPN1aVt27bIzMzE+fPnAVD09Nq1a3BxcYGvry/27NkDAFAoFCguLkZeXh48PDxga2uL48eP4/bt28D9+0i9dAlO5eWYNnAg3po7FxGRkQAAR0cXqNUF4Dj6DmQyPjvb1hbtOnTAjUq/f05ODg4cOIDp06ejuLgYMpkMHMehRKe9T3x8PB7XF+wRMDRACKkGkoFrEFEGLmPsCT2PgdY+uLpIcTGlN7i6Vm/7sjKgpJgBW7dS2LUysbF0QQQFacp0z5+nst3XX6fn+gzcZcsoHUioPykqAtJKG1NOtKVrzb77DnjnHc0FunYtaVu1bw8cOgSS7X/1VcvuU+LhJDUVWL0aSE3FlSt0bnbuTOdi/OkMzWRHopYoLIQ77pvUjGrYkDLxbhXw6XhiJnapqeR841t5nDhBVQpjx9KQ9cMPpG+3ZAkwZw5tkp4OfBY+BHHz12lbR1mbyZORF3kLK3e3QEICDVOuruTra9qUNBTQogUd9N27tXNMEpbn11+BPXuQVdqAojBmMngwMHZgIQnACGlSYrlzByltn4C7u8isTqGkZ2jV7oy//w6sSxhCmVcbN5p3HJVZvRoFK+k9xOjWeHgA91RudKHWtP7U0ZGkmVu2xC+/AFOmkA/CFAEBdI3G5vvS9yM2PbmkhKK9bdogPJwWVTeC69qxBT2pixHc8nLIM1LhZlekcUSWlwN3S5qgSGVPX767u9VVfTdv3oy33noLwcHBiIqKwkcffVRlHTs7O4SFheGdd95Bx44dERISgnN8XfaWLVvw7bffIjg4GL1790Z6ejqmTp2K8PBwBAUF4eeff0ZgYCDg5oZ/b9xA99BQhEybhqWrV2PRokVgDBg37mXMnj0MTzzxBAC6JIWxY+TAgThx8GCF4/n444/xwQcfQCaTYejQoTh9+jSCgoLw3HPPadY5e/asJqW6Ckol6dXoE9uUyegmLPZ8r48wxkw+ALiCRKbC+cdyAK5itn0Qjy5durCHGbW6etvdu8eYTMbY6tWMsZYtGXv66aor/f47YwDLPBbNAMaWLmVs3DjG2rUT8qgYO3686mbr19Nrd+7Q827d6LnFUakYa9KEsWnTNItGjmQsIICx/fvpZdatG2NDh1ph5xKiCAuj3+fePevva/FixjiOsZs3Wa9ejPXvT4tfeYUxN/sCxry9rX8MElouX2bb8CzbNO+yyVW7d2ds8GA1YytXMhYVZfq9b9+mH/bqVcYYnV7HjjH244+MjRlD482sWRU3iYmh5du2VefDVJ/wcNrv7t0Vl3/6KS2/+cs5+ufYsdo9MAnLoHMf8vNjbMaMar5Pfj6dB59/bvamAwYw1q+fyJUDAxkbMkTvS5MnM9aq4T3GHB3pWBISzD4WDZMmsXcbr2dyubh5yosvMvaYWw7tNze3+vvV4cwZervgYHHDCmOMDR7M2BdfmLmjoiLGNm5kLDKSZWXpzD/MJCKCsXffZSz/g8/1T64eMWJiYiouKChgpZeiWV5qoeb7KS1l7NIlxjIv3WKsrIyug6ys2j9YSyN8wBs36OTTuQhKSugz606Lysu1mxTHxrIeQUFMqVSK3l1ERASbpjMXrkJBAe3UQtfWo06Vc5MxBiCcGbAFxbpcfgJQAOpV+wyAfAD/s7SxXV+obh2+4Ky5cQOkkPzPP1VX4nOgY4soBNOtG3l49+2jl+3s9PeVa81n99y4QX8v8Z2H74+dWVHluKZERgJZWRU80XFxlOUyahTvBGzWTFJRfpBERVG7BiO1KxZBqaSw3dChQMuWGDWKvPYAOYRzFE5QZddS3aUEoVLhJ7s52HCslclV+/QBfH05aiUhRgrW3x9YuxY37DtgwQKKhg4cSLW8+/bRuPTpp5RxImRwCdkm2akKWqk2VEp//BHJWyg7pnIpyYwZwH//CzQM5HMnk5KsfzwSlic6GsjKgvrJYUhLM95r1RgqJxeoPLzMi+DGxgJTpyIlsUxUCi6Sk4Hr14Fhw/S+3KQJkFXmor1ofv1V/LEAlC3VujVlat2+jWIndzRsKG6e8t13wM1EG0qPrm5aGkBplvy1ffkyLTp0SLzC9JEjwNtv80/EjhFOTlTkHxICd3ed+YeZxMUBn38O3J3yjnm9Hx8VVCrkohHiU5w1GX7C96SGjIpR79+vG9kst27Ro3FjClMXFmpeUqlo/q1bsSeXa78LR1dXLH3pJaSYUQOelZWFTz75xPAKpaX011hbgzqq3G0JxF7OrRhjixljt/jHUgCieuBKWA6Oo/tQQgLIwE1J0apWCQQHAwsW4Hoa3WwEZcjWrek6UCi0qqC6VDZwX3qJ/iakOtPN1VIcPkx/+ZQMxqifYO/e9P977wHL0mZKBm5to1RSCxe1Gli0iEZta/f5/OMPSludPRsAtZz4z3/oJXd3gEGGXIWDduImYX26dYOiR3/YNTU9WV2xAvjf/0AypkJBrSEYI+eWSoX//Y/UVwU9nIED6XT77TdKW+7dW5vxLLRDzj7xL+Uyaxp2W5HvvkPyERIEqGzg+vrSedok2JsOWjJwH034G122b0coleJqPStz5AilKF5qNto8AzchAWzbNqRk2IgTmzx2jP4OGqT3ZXd3IK/UAeWQUwuhnTvFHwvjy52Kiykf+MIFfNP/d9G3X1tbgGvoUvP6y+PHKSf60iVcu0b2han2QHqZMQPo10/cugkJwOXLyMsjA/X27WrsD9pzJ+VmiThVrEcApms0qVRQQg6AaXSNNAauj79WcUmptJ6xpVBQnbe1jTmFgixZwVlTUKB5ydmZhKJ1tZ5yc3W6aNrbY2ivXvA348QdMmQIWgiCE4aOBwDs7FBSQjY3Y3RYxcWgubm55RGPKKwav71YA7eE47i+whOO4/oAkGadD4CAAJ0ILlA1ijtgALByJVq15vDCCzBZSyfg60vRXcHAfeMN+hsn72BZoZ+YGArXenoCoLHxjz8oCMRxNE8+mNGZlJtVKrqiayqcIWGab74BZs0iC8PenmoM4+Otu8/z52mGNHIk8vMr3EvQowfwztAoyKDWX39iTW7eNG+SWMcw0mVMPytX0uTbWAPJxEQqrv7xR0HXRTNRmDGDXm7XjlSKAW1XMrmc5hrZnu1ogNi1q1qfySxSUpAsbwG5XKctkA7JycC5S7YUeuadMxKPGHI5EByMVDndIKtj4Lq50WQzo/c4veJPBrl3DyrY4K3ZhfpKaqty7BiFaYOC9L4sdKW533s0MGIE9csV65TOzKRZ+ptvarOqvLxgaytu86goYMaUMtyZ8xlgrJenKWJiKFrm54dr18zvOLNvH92yUpUe4u9bq1YBgwfj9GlyrJujTaWL4KRI3XSE1G4fcYesg4MDsrOztQaFWg0V5LCx0f4mGgOX8QsqSApbgbt3qV5ad5JgDcrLaSJsY0PpAyZSOwoLaaqqVEJ701QY70BgFqWl9L4yGe7coVNb0JGNjwc5HuqByBRjDNnZ2Zr2TmIR21RwDoDNHMcJbv0cAM+btScJixAQAOzZAygfD4Hc1pbUG59+WrtCWhrQuDEGDnTAQDNkwGxsgLfeIpGFS5foIkpMBPxWxAObLGjg/vKL0UHK1xf4J96dmvMyRnlKn30GTJhguWOQqMidO8CHH1KKGi+egLZtrR/BBWjSJpdj40ZyqmRn08SxZ0+g55cyYMgiy6t4m2LZMlISCgwUnyNXVzh8GGXXW8O+ty8A41ZudDRdlj+M6YdQxVeUTeLnp39lwcvcvj3i15KBK2BjQ444XftYt6e9uzuQXeJMLaNWryZvmBDatTTl5UBGBpKb+sDHR3/K4qefUhZodvYAS7V9lKhtxo0Dxo1D6p/0tDoGruD8yOg0DHhZf/qwXjIyIIcKSz+3N9ZqmmCM1IUHDTKYP6tJ4//hd3g2SqUTdNcuGtNN4eZGWRHu7nRdHT6ML/4Kgd1KrSilMbKzgZ+32+FF/Al/PyY+elqZ2FgK23p64uBB832aTk4UgY0fEgLvzK/J8tAdRPSRng54eWl8uj17Vu/QNRFcuY6ifIcO1XuzhwBfX18kJycjU6f1U1Yxg6Isu0Kni+xsEj3NywNNGLOy6HcU6x0xB8bo/fPzKbRvjYGXMTonSkqqtNtSqynZrGHDiuJrZWXkI/rnH8CtkZqOUaUSp9BWGYWCHrrb5ucDajXU12Jx9y69dO2a9usolhejMVc/yrgcHBzga2b7GVEGLmMsCkBHjuMa8s8fXIE2ShAAACAASURBVMOres7IkXx5gI0D5MnJVUMM/foB3bsj5att8PY2bxz49FP6O3EiEBHBCwJ6NiGDtLTUdMd1UwihIT6d6eRJqrl0diY73d6eHGZp+Q3ANm0GJ5dTWmNkJA04lfuASViGvXtpUF++XHvCTJlCzhJr8vnn9ADNsTw8tHYLY0CefzDs5gTX/s8uZEUsW1b/IrkJCVDk+8FOxBylUSPK+LiB1ggF6IkhA5dP5VX7t8CNG/rFsWUy4KmnqrbUvHiRHzLilpHD4bPPgK++Ev+ZzCElBWAMG14OR/ZT+p0bbdsCOTlA1rFoNE28qK3nkHjkaNWK7ntCiY45CLfee/dAUVA7O3H3qHv3UODijZJ8BzSxM1H3GRtL47CB9GSArpnCQn7XnDdZavv2iTNw5fKKxtjw4fjlbfpejBq4ajWQkAC/vHLYIBD3nFtWLZcyh5gYaqPAcVWMCDEIDrM41obGosREgxFvDXzx9YkT9JVVd3rj6EhzsnscZaXh5s1H2sC1tbXFY0IfOJ5hr9OYp5swGBCgDdzi6FFg+HDKANPTvsci/P47ndPe3hT4CAio+ZxUl9u36TNs3Ei12Tp8+CGNE5GR2rI/ge+/BzZsoDlsu6BGNImtTjG3MPe6f79KU+4DByhJRPB1AcBzzwFh28uQ4tkFbilmtimrJ4j6FTiOW8ZxXCPGWD5jLJ/juMYcx31q7YOTqEqfPhRpdXREVeOWMSA5GffdA+DrC7N7+6nVdJGeOgV07w7s3g18EjuBwjRCsXt1ycmhye/mzQBIWyg0lLxiCQna7A4vL7K18st56fPHH6fPJTXJtR6nTlFOqO4sb9o0OtFqiStX6KcWEHQedq3J0PQlrRWKiyly7edHYcX6JuBQWIgL6IkfN5r+3JqyhmI+hCHUN+gjKQmwtUWWLaV86UZwddm9m9pk6+LuTvtBUBA1A9fXHs1SXL0KODrCcUB3g73KBQ2DuC0XKUW5vNx6xyNhHYYPB95+G23aAB98QIJn5mJvT06ejPg8Gqw2bRK3oY0Nwtz/A09PESXcYWE08R0xwuAqDg6As6Ma3OMdyPEzZgwQHi7O4DxwgO97pSUlBcZrg7dupXtFYCDajA/CGfRFXgPvmhu47dohOpp+D3Oronx9aU4UX8pHUY2NRQJpachzb4nIyJprQ929C6xaw3sF61ov3F278LnXN1i1quJiuW54rFcvypmtbhjcEIyRp+Xdd6l3XM+e1EoqOBi4cMGy+5LJgJkz6b11yMykbPZnnqHqusp89BEFbfftAwym/Yjhv/+lvxcv0t/ycs28+9AhcmD17atdffx4oFRlh9u5NRB3q+OI/SWGM8Y0cXDGWA4AwyOuhFVJTuYz/goKqGht61Z64f59QKFAlJouUFMOzMqsXUvX9r17JPZz8iTwxZ62YL/uqnkPyr/+opGCnx3+9pt+XYoWLWjym5fHLxA8obUhLlNfKSjQpiYLMEa/l+aHsDBqNdC/P7BtG0pKKN1VKCsHdNLu3vsaWLPGOsegDycnuo6io2myWN9yUAsL0VBWhIZNTRfh2tgALVsCCRkNyQI11gMyKQnw94eHlw0KC80TZv/9d5pEAKDJuNC00hqMGgV2KxFvbg7CqVP6V9EYuFwgncc1mdhLPBguXACKinD7ds38ZwsXAk+MbUgXwp9/ittoxQqkzqIT2qR6886dlJVlxOIsLATeeEuGEykBZFwJfesPHDB9LBs3UuYOT3Ex+aIN7u6bb8j52bQpsGED1Cu/QSdEYljuDh21HTNRKsl4GTsWJ05Q4oy5fkWZjAJ68dnuNLiY+mIZA9LScMO+A2Qy6jZRE5ydQTethg3rXi/co0cRcnAZevWquPiTT4B16/gnzs70A5gl3mAExmgCOnQoWZcFBfT9nj8PfP01rXP+vGX2JeDnR/eXSifD2rV0jS1Zon+zZs1ovhwQAPLQvvde9fb/6qs03xDC5P/8Q/ORv//G0aMUGNf9ekeNApS796PTq33qnyNeJGJrcG04jrNnjCkAgOM4R5gq0JKwGoMHU3ngnt0NaLKXnQ1Mnaq5wUQWBgAAOnUy73179SIv6P/+Rx7NmBgqrUhLq16NUgXCw+nq7NxZI6g6YQLNC3RVnSdMqFRu26oVbVdH1AkfSg4dqioQlJpKbvG1a4FXXrH8PjMySJRk0iSEh9McR/cG6upKBlS2c3Pgrp52WNZE8LyUlZEXtbZrgB8khYV4R74cg49yMNR7Xpc2bYD4BI6sUH3y7AJz52rCMhxnXpnWqVM07/j4Y/HbVIv0dKBpU2TLPbF8Oc13+vevulqLFmTPx5Xw0aKkJFpoLS5epAm7ofRvCfPIz6eU4ubNMX8+2YRXrlTvrSgLmANOjCAVepGlPCkpVI7h6GhkpatX6Sa8dq3R95LJSNG8iecTCE07TjmUrVpRSEmQpTdEXFyFnEvBV6PXwE1JIYt+zBiq8bWzgwzAm597YXXGM8DdIuP7MoRcrrm4o2aSaJY+cTdTTJgAqNVyYPGPpldmDNi7F118fVH8k+nVK3P9OrBjB/1+8+eTL+HkSQ6r16+vXr77w0xBAXZwkxF0rWLm9d69dI/esQP4bh1Dh8MrKMRpJJ1eNF98QYZi48bk4J4zR/uauztNgM+dq/l+dCkr42XBtU5tpRJYv56MycqpybqsX8//895Fchh98kmlELcJLl6keXzbttrI9PXrdJ42b479+6tql8nlAJ4aTQ8JvYiN4G4FcIzjuBc5jnsRwBEAm613WBLGCAkh9UJwHEVw//4b+PZbzV06It0bvr5adUWxdO1KnqpJk+h5ANnJiA8cA2zZUrODvnyZ6ufs7JCWRnPdkBDqSDNxopHt5HKaHNc3sZ/aQhg1K6fVeHuTYWctoSmhZ56fH1q1Iu2g3r21L3McTQCzHX2rHxmoDp98QgcD0I1UEzqsH5S7uOHLsgV6W2zrY/hwvuRq5EjjE7u+fYGnn8aaNeb7S9zdyYFfVga66Q8apL8HeE0ZOBCYNElzuhlKUbaxIdthzmzea17d/iKm2LOHxr0ePYDXXrPOPkzBGE28HiTXrlUtzK4JQp/K5s2Rmloz521ZGfnqMHw4jaWGwv66jB2L1HNJplsE7dxJ4/L48UZXc3KiR7aDNzlpOI6M0GPHKvTxrIJSSdFGHcdUbi5db3rP/V9+IUfo11/zNQPE6rQJ5BFXqSj8ay5paUBuLhijRK/Q0Oolznz4IbB4MegYTZ0vMhlFBzt0gK2t+bpIS5cwbF2agJh3N+Pq/B9w73Ak1q0DyidMrnk4+CFDnV+IyRmrqrRXdnIiu+z0aSAikqMi1T17LLBDNRW1PvkkOVXmzq06P+nViwxcS0YuP/yQMhV13lMup8/3xRemN8/MBAr925NT3FxJ7m+/pcyDH36g2sJ9+0h109cXaN4cAQFVMqeRkwPM/g/DqT+LrKde/YgjysBljH0B4FMA7fjHJ4yxL615YBKGCQmhOVVuLoCXXyZv1vz5VA+2dCkikxqbHb0VkMmoxE23DietwJm/i1cTtZoM3C5dAPDGOfRHmEtLaZ758886C5cvpwi1hOVQqaiuy8mJ1Aoqw3EUXrfW5F3HwPX2puwcIS1ZwN0dyLZrVnsGblERpeAJNTAeHvWuH3PhQjLoTQmQCsyezWeQ37hBqR/6JhwKBWUJZGbi8GHTLXMrI5wX9++Dzsu//xZXY2cOpaXkzGnf3qSBC9Dc+LHeXnQ81uqFe+wYGSCvvELpr8baMFmLWbPIU/qgjFzGqHxi2DDL1TrzY1q5TwvExdUs+P42L8jEBoRS5HbfPuMbKJXA/v1IybQ1blgzRlLdoaGalnrC4j/+qKoy7O4OZNk0045XY8bQdXfkiOF9JCbSd6pTEN+tG6mzVgnCMUY35d69tZ5vAY6jNNL797Xpo+bw0UdA69a4dpUhNZV+6uqiUgGq2XMrCjroIzkZ2LMHH72jwGefmbEDxoCPP8ZXv7dEAtpgM55H1w0v45WNnXFIPQS3TyRSOLcOtW4pyCHjybVSqaeQ2OTmxk/Pmja1jCNKJqP54vr1hlMcevSg882SY29qKuDmBpWaw6VL2sUBAaR/ZgxBJPNANl+DHBNj3r7PnaNShL59adwfO5Z2fPYsNv0ix/btVTdRq4HvN3CIGvGe+LZg9QzR1dCMsUOMsTf5x2FrHpSEcYRgZnQ0SAjn2jXg4EEqxl+0CEs/tam2w7+8nOye0aNp4JLJGPLl7jXrhatQUAuCceMAUIaYl1dVjxRA2cjnz5PYVQVycvgQjoRFOHmSJs0vvWRYLtPb23oCT7wVwXz9EBamX7D5zTeBKZ3jaN3aqDFZs4Ym8kI6VLNmNXPsPIIIHbz01ccbQq0Gyg78RR5ofeNEYiIwfDjYocOIijKe6qUPTT12NrThNkuflzEx9EGCg0UZuPHxwMYt9lDHxpGVYw1OnSKDIjBQ24+iNlGpoAnb6M74apNbt+hzR0RYJjoE0Mk9ciTO3GuD/PyaGVQBAeQXS893oginqfq77GyAMSx88lqFrMsqXLlCJ5mQTsVz8iSlS3bpQmU+Ak2aAFnOzbXy5H36UDTKmMEtTML1KedUJiKC1p8xo8pLq1cD0z9qTin0K1eaf55GRwMdO+LmLQ6urhDXG1gPp0+TPXTWpj+NQ7lG2qecOAGMG4edv9JHE83Bg8Dixbhe3goHRqzD1E4xGN85EYmvfIUncByNXnyaJk+1mXVkZfLLKOW+srK1IBjevz/95EfsRtRsnqhL48ZAJSXnCowYQY6E6qjDGSIlBfD2xsqV5Li9f58Md8HfbYzAQPo+zqfwDdzNKalTq+l8ETKgQkNpDnL6NODvj88/B7Ztq7qZ8HvkwdV6WimPONWU+6o5HMe15TguSueRz3HcgkrrhHIcl6ezTv3KFzSAcD/SvcFh+HBKEZHJMHEiRNXP6SM2loIZkZFU91ZWxuE/3vtr1jLG0RFYulRzUM8+S/PTyh5BgJzBXl6VdnfwIFnbQuhXouZs305hulWrgM6d9a/jXUNlTGM0aAB064brme6YOJFKOCvz4ovAuMXBFDmwdvQqPx/48ku6cQq50s2a1b8I7ttUCyc2gnvvHq278TY/4Pz1V9WV+IhZnKwdkpNhVn9ugE5De3v6ieDiQju0tIErFGEGByMri9KQmzUzvPqRI+QbymgYYKKQsprcv09evv79tbW3QtZDbWFjo52oPygDV9jvpk0malnMoH9/4MAB7D/TGHZ2+ltWiUXTniYOlEpsKu+YNwAmj8zH2LFG1tu1i75/3iksEBZGgWKlkuwoYV7btClQ6uFPolEA5dwKRoChaOLYsRSu1fE0f/ONAQG4XbsoX1NPP/qEBGDPMRdK/S4tpXFULEolnecdO2oOx8xWlxq8vMhBf8u2rfbADJGWhjLY4uZdO6PSARUoKwMWLkSJfxuMwEEoX5oDr4Ht8Me1FrB9703MwkY0ucvPUeqQ0FTe/+jmXNnAFVrF9u9Pp9LyzOk1d8KlpJBzxpSAlJ8flcWIvVGJITUVam9ffP89DemXLpFhKSbrXi7nSwdj7Cilw5xGzjk5dOIKmRrt25N6l6MjMjJobNHXecnWFnByUCEXjSQD1wAPzMBljMUxxkIYYyEAugAoBrBbz6qnhfUYY9aWGXkkaNaM7BN99/u7dynbobrBzuho+tu1K+k+xMeDLtiapAQmJGguQLXadDCuioHbnPeKWTotsb5SVkYy1k89ZbBvY3ExUDxxhrY5sqV58UXg4kWs+46DnZ3+czk3F4hz6kQv2thY5zgEtm2jm9Lixdplnp4P1sC9elVcTZ8FKbpCEzOx84amTckplcBa0415+fKqFzifRvbXzVYAzHe+9exJ8yaNCJk1MguuXKFZTatWWLSISheNnXJCcCFxxz/a9g6W5MwZ+h779XtwBm5GBo0PgYHWVa42RkoKOTWmTLHce/L1aq+/TnZbTebIgoEbH88vOHyYhJgMkZGBEjggIrelJluiCkJ68hNPVIhQqdXkCBwxgobvtDRt8sDBg9QjE4xp6/EEi9HYGOLuDoXSBmlpZJueOmXAtti7l2bZQqNyHXx9gYIiG+Q3aUkZZRs28N4oESQk0I75tDRzdHkq4+9P2a23lPz1ovlR9JCejpv2HaBScQgMFLmDn34C4uNxcvRylMMOHTvS2KRQ0HD0l9fzuB4wita9fLn6H+QhQ/gpKwckNm6kToLDhlEGwT1Vk5obuH/+SRNYMSlEhw9btlVQSgqOKJ/AjRtUmTF/Pt0D+vUTt3lAAO/XiIszL1VfmGPo8aiaSrJo1FBNEVyx11s9Q7SBy3GcI8dxYn1d5jIIwE3GmJUK/uoWgraUPmdxWBg5wAzePE0QFUXzvL17qcZi2DDgY+fPyVtWHdRqcpFPngyAssxatTLeKq6KgduqFT+LNuKRlRCPSkViSpVy5M6fp/LGxESa9P2aMYD6wlkDxpCXR4GZZ5/Vr5r56adAp06MisKtnfIVGEhiFroCIWPH0gzyQUnwBwXpd91akW7sIpQTJolO2+Q4vj1HAkeiGNHR/Exbh8REwNYWskYNMXCg8cwzfdjaVprv9OplPLxaHSZMoPAVb9WaEsLVGLjHk6h/hKVr7ho0oDG3Z0+SLo2OJtGV2oJX78QHH9AF+qBE/t54g9J6IyLI0WWJjBJes8LPT9tRp7r4+VF2gcaW+ucfStM1FPbhOFxvPRpdXupsuDw2Oprudc88U2Hx+fN0X5wwgfrUv/Ya2ZJCxgFu3KAw22+/0QajRtHzzXr0QBUKig4fO4YhQ8hn5OtLPrUqEdTr1+nx1FN6D1dYP6X7OJp45OdX6a1rEN6jntC4O4KDKQVbNEolWeQrVgBffw271csxockJJOb+n72rjpOqfL/P7NIg3SUpICklSEgJgoSCIIIgII2goKQoGKiIiAEiCgqigGIHktIo0g2ydMcC2zVzz++Pc9/JOzP3zgyg35/n85nP7s7ejvd94jznyU9PN1Ad5IULciQv+9KZyuBmZIi8+abIvffKT46HJHdu1m6rtq9bt/LRrPzrO/zC6Jr/S1HjgwGy7c01Pi1uS5Rgsr5KFcaCL2ctGX4P4GXL+FK5yzX7w9ChHLMjAYdDZNQomX+9kxQqRBv4yBF+7ScH4IOKFfkMJKdZDMZXrMj3y4CbrzQ+/T2jhQtBILb/Mrj+ACDoR0Q6iMgRETmh/11LRH4ys67J7X8qIk8bfN9MRGJFZI+I/CYiVQNsY6CIbBeR7aVLl8b/Oi5eBObMAa5c8fx+5Egge3ZA00LbbosWQP36/H3+fEAEqFAhjANdu5YbWbQIANCvH5AnD5CR4X+V118HHn4YiIkB0tP1L0uXBp54IowD+Q+BcPUqUKwYULkykJICZM4MjH0uHdi+Hbh2LbI7S08HSpfGRz3WQQTYts14sddf56OTLNmA2bMjewwAX5ImTYBBg9weND6bcXGR350lJCby5EUAh+PW7bdUKaBvX0urdO0KVKwIIDUVKFECmDLFzwKhIyYGqFcPWLEirM2YwogRwIIFgZdJTuatebXjX/zl9Ombf2C3Ejdu8Lzefvt2HwmxbBmP548/wttOfDwggv3DP8Ls2ZF5z2fPBjZu1P9Q892yZX6X/+03LrJ5s58Fxo8HoqN9JvcJE4BMmVzHvGIFt7N+PT/dutgRK/mByZNdKw0YAOTIwfN2x9atgAjsS5YiWzagShWOt/nyAU8+6XU8b74Z8Blfv57/XjFSP7HatYGyZc2NWydOAB99hG+/SocIpxtTuHYNqFPHNUa6fb4oPprP7ZYt/tdv1gwLK76MMmVMPgOffsrt//ILGjYEmjZ1/atYMaBXL7dl8+WLzLP6T0B6Os/llVcCLjZuHG2GUO1OAEBaGpArF+djL2zfDgwc6DFNAy1bAvfeG8YOfVG7NtCuHW2gokWBjz4yv+6ePcC8eUDSur94bMeOhX08L70E5MwZ4FVKTuZCf/0V9r7+rRCR7fDnF/r7h8dCIjtEJI+I7HL7bp+ZdU1sO4uIXBWRIgb/yy0iufTf24nIUTPbrFOnTuSv4j8Mf/zBu/ftt57fP/oocNddoW1T04D8+TmQAHzJo6M55iAxEUhKsr7Rfv24gaQkpKYChQvT3g2GzZuBqCigWjXgk09AzzvCg9n/W2zfDvz9t8dXPXrQeNq1i39XqQI83OwaH7Iff4zs/v/8ExDBhEcOIm9e/4vNmcPdn8lcFhg1KrLHAPAaKMNID8AAwOjR/OrapXQaYAkJkd93MCgreOhQwG6/ZbvddMeDGFxto0/gLBAmTOA4kZ4OYwvnyBFoGzeFdVwpKcAddwCPPRbWZoyxbRuwZg3gcEDT6A+YedyKFgX6tTnD+7RhQ+SOJzGRESd3LFkCLF4cuX0Ew5EjPK+FC/m33c7jupU4cgS4/37en+3bIzMW6RPnu/33QsQ3QBw2EhP5Mkyc6HeRzz7jqcTEGPxT04Dy5YHWrX3+9eCDQM2arr9Pn+Z2Zs8Gvv6av+8p0Rbo3t210ObN/Me8eZ4be/99QATHN52DCOdYu52HPmGC144bNwbuucfv+Zw8yfli2WcXeYCTJnGfv//udx1vvPwyYLOZNDESExmFz5KF53XlCh342FgcajaI+/YOsnnj77+BvXvNHVxGBqP899yDtFQNOXIwCKbQujV97aVLGS9N/3EZUKQIjzEsj+8fgNhY7JHq+PixVUhO9r/YO+/oc+agcf4j1sGgntXvvvP5V82a/NelSxySliwB0L8/DcpI4NAh4No1TJpkzak1hG7f4IcfzC2/YQMvoJ+sT0pKmMfzP45ADq5ZinIGAO8ceKR4e21FZCcAH7lSAPEAEvXfl4lIZpvNZrG76/8GYmM9WXD33ENqlHfLjTNnWIsSCs6eZRmi4vtny0b6UVIiBLlykf9sBQDpUp07i+TIIQsXUmMjWO/51FQKXWgaRa9ee01IRxk2LKTz+g9eGDrUg568aRNLUF980XXvK1USOXJOL06LdL3junUiIjLlowIBS3aU5sKFu1ta7y1jBqpR/OTJHuc4Zw5/znzxIrmolnhzEcIdd1C0Ztq0m19/7Ia9RR+Qj/Y3ttRWr00b9rNOTxfjBpZ33SXfXGgkhQqFXmWQLRtbSX31lcjut1byAQ2l56YR3niDNZ6A3LjB+nMzQjdr14q8/YreRzqS7bS+/561l+4Uyzlz2CvxVkHVhRUpwgE5d+5bu38R1jGuX8+eq6oWNVyV1v37RUTkpKO05Mzp25rMFACOHe+8IzJ5siR99LlsWOvgO5MzJwdRf+PViBFy6V32/HDr/uPCrl0s5POiJ4uwfMi9Fq9kSTLZDx5kWY+IyIXidTxbhjRsyNr4mTM9Sy0OHhTJn19OphWTqCjSTBMTeUwe7P+EBNY5BpA2vvNObq5tnyI8yLFjOX4tXOh3HSdWrhQ5dkz272dXuqB0UECkTx/WhH/9NQ2FggW5v/z5pfLvs0mpf/FFnrM/saeKFVkCYgZLlpD+/dJL8tc2myQne1aO3H037ZS4OArfnq7alnX5f/3FOtF/M+LjZZU8IAO/ahVwTujUSWTZ4jjJPmdG6HN1lizckFf/yPh4UnWHDePj1bu3yLhxwgfm8uXAvZ7Nom9fkfbtZfLk4PZpIOzcKXI4k96i6tAhcyv9/LPIhAnyxeJoadfOtyIqULnMhx+KDBvs4GTkveJ/MO3gHrDZbD1EJNpms1W02WwfiMiWCB3D4yJi0OVJxGazFbXZaDHZbLb6wuO9zV3nbz1UXczs2a7vsmalEJSRg6s0SaxCdRRwH1+qVhWB2OSorVJg0QYjXLzIUb9+fXE4WK9Rt25wFdUFCzigtWtHp/7UKZG4Vl2M+7X+L0HTeJFuZr0pQAPITVnjt9/oQ7l3C6pUSSTmZCax2zLfHAf37rtFChcOKCri1NYp34zGblJSZI9jyxYa7i++yFo/HUpn6t2vi0uC5Lo9QlONGlE9etMmqpPeIiQOoECOFeGdpk0ZI8iZU2iBNGjgEllJSBD5+GM5sfO6XL3qx6g3iTFj2D3ihcXVOBaF+1wePizy+utsLNq9u0h0tHz1Ff9Vrlzw1StXFslXvSSd+kg52yI8nnz5PN5RKV361opMqfZYRYrQwsqW7daLXO3bR9WhypUj5+Du2yeSM6ecvJZbypQxjscERHo6W+U0asQx4+WXJeeQJyV3izpyfq1eMNe4MYMCRgbnjh1yKTaT5Mzp5x376iues1e966VLHIbcS6FtNg6jBw+6umddyF+Vk6dSnbfZOLDv2uUMLIoIhd/KlJHmLeiw3Xsvh8IPPqD/6MT69ax1tSI1nTUr66WXLnVJ7RoBYB3wrFly4EDw1rUiwtreb74RmTpVjGSoITa5+MrHopW+k0XKKlrpjjFjRJYskV69RCZMCLI/h4MR9urVRTp2lDVreEmbNXMtcvfdPE2lExATI/TUc+dmgDLSAAJf10giIUHiJbfYbHD2vTVCuXIibR/LLdny5Qi9J2vduhRp8WpM/eOPfJ0ef5zTSvbsfHzP5tab04bbCzcpSWT7dslo1ExSU8Pb1IMPikz/KCcjTmbt5YsXRYoUkV9+tclvv1GyQoRl8g8/bNyYQGH3bpFvF6fRqPbprfkfzDq4w0WkqoikicgiEYkTkWcDrmECNpstp4g8ICLfuX032GazDdb/fFRE9ttstj0i8r6IdNdT0v9vYLczSJmayiCNOx54gEFCd7tj8WKqv1nFmTNs4deyJSc7hUaN+HN5gR7WHdxCheidd+0qUVFMAEybFtyo+OsvrvrBB67v9u/K4AtsRX49GOLj9eaawklDVfTfLmzcyOi3QfQ+Yrh0ieftplpw113s++Yu5NOpk8i0aTbJKFIysq2CMjLotDVrJj160Abyh4oVGdSp1b4kX4RIKiaK0LH94QcKkrhh1CgeYpGiNtkl99xaBzc5V2FCCgAAIABJREFUmS/8gQN0mtq0YQTiFiEhge+nWWENEb46V6/qlylvXiquqOaBhw6JDBokx3fFSf78vq0mrCBvXl6alfuKiia28BzcrVspKPbCC7SY+vWTbdtERozgJW/fPvgmdu4UeemN7JJx7rKE3HjcG2fP0oDv1UskKkpOnNBt2VKleL5WUuvhoGpVOv9Kwb5UqVvv4O7dS+c2SxanwrX3u2oZzZqJjBsnJ0/ZvO1ocxg4kJnJSZPobGuaHH19qRSX81LkkYYcOGbMYPDMaKI7d0561dhjrMEEMFvYpo1Pall1N/BWU1UOrsrgni9Rlw3E09JcCz3xBCfUd95xfZc7tzOSnTUrfWqbjWQrD0G31asZ3FCGgB8MGsS2WfLFF5Tb7dSJmbVAfXgvXxZJThaUKSv33muy/+2CBXw23QKS7ti1S6TYXXfIxj76BfbOIp86RaX3fftk/XoTQ8g339AuePFFkagoWbOGXfXcxaRVX++MDP48elQ4viQlUbUxkorKZ84w2FC8eOhKolaQni5x2YvJHdkdAV+95GSRn362yYkyzUN3cA2E+gA+tnfeSTJC3ryuW7o5W0u+GBUrhrY/hT/+ELHbZWvhDpI9u69GohVUqKAHOO66y7w9efGiSNGizhbaKml17Bid+0Axvbx5ReLS9TZ1P/8c8nH/z8Ifd1l9RCRaRNYGW+6f9PlfqcFNSGDNmQhQsiRQvLjn/2NiWKf65Zfh76tXL9aeedfF2+1A3rxA/1K/eRYA3UTUqQM88AB/r1aN5//pq2f5yxdfRG5HPXtymzNmUNUqWzbW5iQnh1ZvHC6eecZVE+otChIpKBGUlSvNLV+3Lou/IoVr14DRoxH/2yaIAFOnmlgnMZGiKB4KEzcHJ08CsbFuX+TNCwwfftP368TUqXAWxWVk8AUPUM8XUZw7h5EF5iNXtgAKcAbQNF6mIUPgKuR/6in+c/FiQASt70tA3brhH+KOHcDn71xBumQCPv449A0lJlIf4MwZ51e7dlGfx+P+B8DcubxVx4+HfhhOXLzIn888w2LEEycAUA+hTRtA+0gvSD91KgI7CwHt2wM1atzafZYuDTz++E3ZdN68wLBhFlfauZP3YOxYj6/tduCevMdxLnclKsJs2uT6hzscDirxjBtnvP0tWzzrnt2ghgXvZ/Ott/Tax2ss3fVbejp5Mhc8fNjj6+eeA2bO9HfCAKpWdU3GAdCpE+dqrFzpml+KFQM6d/a/kjrfX34Jun0AwPnzfDdeftnvIgkJbiW4DRrwj7lzXQuMHw9ERcFx4hQyZeKffuFw8PzvvhtwOJCYyNs3ZoznYlevcjfTplFu5JlnwIJcEdoUAwb438f69cDly2bOnujXz2Uj7N5tfj0rSEryeHb79qX9GQgXLvCQZjVYQHGCUHDffRSR8cLkycBXX7n+zshgnWzEdP1mzABEsPjjOIgA+/eHvqnevfVrNWGCObEZAKheHWda98P27Rw+Bg/m199/z2saSD/qtde4TGrdRlQIve3qmLceEk4NLgCHiGg2my1PsGX/Q+Rw4AATDEuXMpA+ejSjje7s1fLlGfxRLQLPniXD6cYNa/tKTWXZV48evtS86GgyDv9MrsHQpKI+mcHKlSIffSQiDIRu2xZ8lYwMJn1VpHqwnsuv1KggQ8xWs8iB0LQpf44cKbJmDaPyuXIxffXZZ5HbjxkAbHJYvTpD8mb6wIUCFV3V6Y9XrvgPBMfEiBwf8S6j15FCvnwib70lp0sxIxCsXvzIEZEdh3OyL0bmzJE7jm3bWKPl1T9uzBivEqCiRSObwQ4EgLTkhg3ZiC9TJqZmbtX+4+IEsdek4B3WeFo2GwPWR4/qf9SpwwyWw+GsgTtxOYfl9kBGqF1bpNeIfJI5S1R4fbFz5hSZN8+j2LZWLQ4BBq0+DeFsFbT5PPvNqKx1MCQleVIMf/qJG9u0ieNO+/ZOml6NGizjm39Y79Fxq7KoJ096Tja3OoObkcFMXZMmpnqnm0JKCtuYaJocP+7Z8toUxo/nw6FSLTqio0WqdSgrD0SvFZQowfZOI0fyYXU/8CtXRDIyZG3yvcbT2JIlzJYa9C7avZtjpfezqbKHhw7xdZgwQchy8k77DB3KVO2MGR5fL1jgyg774NAhGiImUqslS+qPixo89+yhhsCyZf5rJHUuZlqJcubu73ff8Xo++qjfRXLl4rEcPiw0OqKiSGlLT2dWe+5ckQ4d5GqO0mK3u6jdhli8mOf/wgsiUVGyfj0fy5YtPRcrUIBM/kOHyKrLl09cfOt69Xhf/ZXXvPsuaSlmMW8exwmRm/c+zpjBh01Pb8fH+/bA9UZB3Ty7nFM3IEOhUMfEMCUpJMSoDkCTJnmS2jJlImOgVCnhtRgxIrwB4to1EZtNzt5gzYAZ/QV/qFCB70HyC1NYI24GFy/K59c7SN26JNZt3ky7/r33+PiqXttGUPcl7pmXeP1atZKwedb/S/Dn+bp/RORHETktIvOEVOH3ReR9M+vejs+/PYN79SoVQ4sUcQkR/qV3o1i61Hd5TQOaNQO6deMyBw5Y299PP3G95ct9/xcfzw4fNpuGuKmzKeVuFr17A6VKQdOAQoWAPn2Cr7JvH49FZaUTEhht79YNPJBAEeFQkJbGSLLK2Goao67PPRfZ/QSD3c5s19q1N3c/Fy5QidThwNKlFHrMkcP4thYqRKHCiOLiRSAx0dn1w2+rDB0PPKCLZ2/aRDn8SKFNG75gqanOr5KTKcqolHq7dQPGdTwArFoVuf0Gwu7dehh8luu7+vVNZVAiApVR+fVXy6v27MmEGwBXanPUKIb/ixXD+PHA55+Hf4ipqXxmznYZAXz4YWgb2bqV19iNpZGRwbHWSgD8+HE9QfReAjNLQVppOJE/P9sxKdx/P8e2tDS2l9EVlE+f5jPZuDFQvJjG9N2tUmXt0AGoWRMbNlBhPf2n35g5u5Utq3TUrq0nwaZM8erHYhGrV/OGhfI+HzvGdV9/3fDfX33Ff29fepx98MqU4RfuirKnTwNt26JgnjTfTih2OzNfXbr4bFvTgHLleEv8HZZT+VXTgNy5gaef9l14wADObb//DtStiysrdkCEAq6G6N+fy5vIML7xBo8jIQGuzLvqH7RkifFKevpp1PB0lCpl4tFq1ozZ1CBo1YotxQDQ6BDh3PHjj87s8q5dMOxC4cTFi0CBAhx/9WzmU0/RLjNStW3enAljJzIyqPL8+OPckb++Y0pxes+eoOflxLlzvvNEJFG1KrdfowYwfTouPToUx48FH3cKFgQGDwpxfNLbd+GNN3DsGIlLXkQJD1y+zEsaP0OfawK1hAqGw4eB77/Hs88yAx/OEPvNN76vfVAkJOCB5umoXp0K62PGsGlItmzsJBEIX38N3HmnTuxZvJhGy9GjoZ/AvxASgTZBTxp9zKx7Oz7/dgd3yRJf4z8tDcia1djvunGDKv6hslt792brNiMGaEaGa7urV1vbLho3Bu6/HydOcH0z9ujChfChiXTuTPvxYrs+YffTdCIlhXxHo9YXlStH3pG2ghUrjA2UCCImhte5aFH/DNh69YA2rTLYQseNyhkWunUDKlTA7Nnc/9mzgRfv149MN7z9NpxcvHChoiivvurxtdqFCirVq2fYrePm4bnn2KvJvXdJ587swXEroF6+gwctr6rafDhbSUyfztYLTZtyHIgQzp+PgG03diy5hm5Rnf374Y8d6hcZGWyr8sILoBd2//3BV3I4XANqerpvbzY3tGrFCoEpU7j4Le3SU78+TjftiYIFEZQmd1OgW5mK+igC/PjAB6HTHwHg3XcBEWxfcRUTJlhsEaSva9zbh3Putm26k/bdd1w2Kkrnq7qQns73ZNIkrw38/rvfCLbqd2vkI2kaL8njj7PzT+fOAGrVAtq29V348GEeU7t2gAhWz/4bIn56S1+6RIPDoCepEdTQcfgwWO5TqVJApx0AX+Y1a9CsmYkOgNev82ULyCkmhg2jI6pp4DveuDHf9zff5LE5HNi5ky19VFs8DzgcwEMP8fz1sTAjg/5ujx7+95krl0e8lC/v4MFsMWQ0NmzZwvZXZvufffYZB4W4OEbXrCQbzGD0aN43ESB7dp5/q1Z8nkzg7rvDMJtUcPfrrzFsGG/XuXP+F1f03W3rEnnhn3gixB278OijPP1wcOUK36f4vy/QjjRZP1iggCeTPSaGZsp/CI5ADq4pxQYAC4w+kc4m/wdizRpSD9zFnrJkIeNpi4F2dZ48ZGq0aEF6hRV26+bNpCd36mTMAM2UyaV3sfXXq9YUXY8dEylfXrZu5Z/u5+MPu3eTSeWmgSSlS9PEWZW1PWkYkVDTPXCAVEojibqyZV1SdrcKK1e6VPD27SN9NpKCWiKkl7/3nsjRo7JgAekv27eLvPqq8eIlSoicPa2Ru75kSWSO4fBhkUqVRNNIMfJoSWGA0qVJ10kvXYFf+Gv7YAVTp1K0xq1VUnw8u8U88IBI8+b8rlgxkYvnHVQSjb0F4u2NG5ObVdCtE9rkyezhdCtw5Ii8JK/IG99aF+246y6+o3v36l+MGkUa/PffS8rHCyUlJTKHWLgwKaHnzomEzF3dvZvqPFmyOL/atYs/vTpUBESmTHyGT58WPjR//ukp7mOE48f5U9FQL17ke+4lIZuWxjG9USOXztOZiXMo4nMrcOmSjDjxrHOo/WurJnLhgg+l/6ZhxAiR+vWdc0fPniL3VY0jzddKmYw79u0TKVRINh0qIK+/bnHdn3/mM1O+vOG/77iDIrBRUUJl4F69+GzOn+/xTFy5wq991MSXLCG/tl07n22/9x6Xf+wx3/3abJz3f/+djNVffhFBufLG42SlSlSCWr5cRET+PEsuZv36Bif0zjuk9bpL6wdApUocOx0OoahVt268GJ07k6ZsNGcXKyZasxaycydtm4BYvZobN7g+3ujZU2TWLP1YsmQhtTlPHl7jxYtFoqLknntENmzwFe0SEbb4+fVXKmLqHHA1BfhjRytNrQkT+L6eOCEsWZg9my1o1q/3vSeDBrHfzWOPBZbKVVi7ls/wHXfQRnEbvyKCIkVYE1S6NOedtDSR1avlw2wjTekcFikicvkyaC/MnGlt3/q4mFayvHz+ORWTA9HHVSndsYs5+UwvWkRjJhRs3Ciydat07sxhJxwULCjSurXIHWUK0FbdsEFk1Sr/K5w4IWnPjpXYWM/uJ+XLm1QVN4KBWNf/W/jzfN0/InJCRI57f8ysezs+//YMbrlyFG3wxqRJjP5euGC8nt3OQKcZaBqTLJkyUZzi77/9L3vvvUCOHBo6RP1inrqblMQQ22uv4dlnSbcIphGkadyX9+1TAfHB3a+RwucRJg0RSgTCKIQ7dCh50bcSZcroPGy4qFRbt0Z2H4cOASLQ5s5DuXJk6QbC00+TbYfatb34VyHC4bBM//70U16K478d5i+LF4d3DIqG68V/+v57vlt//OH6btAgoFC+dC5v0Hz+ZmPnTvNaYBHBRx+hdr5jeOgh66vGxjLJZZRlnD+fl9BbwC5UlCoF9G4Uw2fp0iXrGyhSBHjySY+vnnuOm8uwpq+Fa9f0TNEPP/AkN24MvIIazFRKVInyrFnjsZhid/7wA3DkCDPkpyq2wENFtvmnlEYKepnGoJpbMGEC8PPPwOVtJ3lA8+bd5J3raNAAuP9+TJjAOSo5Ga4sqk7htoz69YEWLTBiBMVcTFMRb9zgQQTiTIJZ3AEDSBvE1aucQ9zrbSZPxs6SHXypscnJzOL37OmzzT17uIkAukqYN4/LjBmjX57hk0mP9Ra5Aki9zZwZiIrCO8+eQqNGBhs8f54ZPIPjAUhpzp+ficmgzFolauiuEqTwySeI+WEvlKZeQPTrx+vp9oI6HKRG169vQhjul194HEOH+r/xmuZS7XniCY/lBg9mKY8/7UlNYwazYkX4ZsXPnPEVC7x0CU7K++uvB6ZoXLnCceOuu1w89SVL+D7cLKh5UgTFcieYKlXau5cmBipVsp7K3b4dGD4cy79NhAjHnEBQYmKvvw6+n0WL0nA0euaDoWFDZqojhE2bdDPlrrtc9JOdO40X/uEHnJTS5t4BA5w8SZaZs7KtVq2IZLP/TZBwM7giUldE6umfJsIa3FsUSv7/hZMnGczyFjIQYfQQYGcTI0RHO2v0g2LUKCrtd+hAFftASuuVK4sANvnT1lBwxKTI06lT/FmunKxdyyhzMI2gzz+nun7fvp7fqwjz3tP5RNq2ZYo3FPz2G6PJIq4MrZHyTZcuIi+9dOsiYdev88ar9JG6GUePRnY/epsdW8MGsnGjj96ID0qWZBvjxPbduW64/XlPn6YAgnt6PghUVPO0TU9jhZvBzZKFIjATJ3p8/fDDzIC4swyKFRO5cj2zZEgmCn/dLJw8ydYVXr1Ua9dmNFjmzWPq52Zj0CBJLFQuJH2z/Pmp5WLUK/HECWaawhHvcEeJEiLnEvPwWbL6PFy8yFZZXqmbXbuo7xaoL7MR8uXTu8E0akRxMNUrxB+aN6dqlMPBbFKVKhTi80odr1jB8bxZM2bHX3pJZLGtp/x6qa7Mm2ftGC0jPl4kNVU+6rVFpkyh5lWhGsV4ordCaMpup0hR7doyfjy7eFy/LrLoaD2Jk9yh9cLVNFHNVvfvZzLWdA/c5ct5TB06BFwsZ04m6mbMENKeVA9WpeJ04oRcSqUqjAdzZd48ZvEHDvTYnt1OrblChUSGDfO/X2UrKJLJiVzVmH01EqcrUoTMJREZOa+abCr1ONNW6jNsGNkFGRkiL79suL9vvmESMS6O+kjunaucgoU3bvA5atKE+/TuB2e3iwweLDs/3y8iQTK4AOfuBx7weEGHDqXe119/UTtKQdOoIegh5PXQQzR4PvxQZNIkGf08nBqTIsLr1a8f54WePblB/QFxOJgEfugh/+3TbDaOf2rKjokRqmW2aMHxpk0bZvOVTaGoeM2bc5CfMcM/G0X1cPz7b4pWiVCY7t13A1w0i3A4+AyqY1DqZSISn57NVHu36tV17crKla23XKxTR+T996XgnTnlySeN7V935MrFx+rYMWF2fv589jIPhd137ZpoefNLTExk9JnmztWJD9260XidM4cXxwhHjkhhuSxrfkyUtm2t7wtg8t9JOMydO/y+wP9L8Of5BvuIyI5Q173Zn39zBldFY42kyjWNwbGWLcPbx4ULDOL26WMuij1zJrPKIsCxshZ2fuMGkJSE1NTgtZaxsawDbtzYV2xC0xgALV4czHSoIkmrUCdht7OnSb58oW0n0lD1V0rlKyXFT6FWmBg8mAIkJoViDh2iaELKniM8vg8+CG//y5cDIsj4fQNq1TLX8Sk2lsH32FiwGFdp6EcAmsbgbe/expH5pUup73S9ZDX/xVeRgKJmuLWAUa0nRACH2G5+KlfTAIcDxYuHJyy2YAFrAd3RoweFMCKFLl2AyuVSeXGsKldt3MjBxE3MLTGRGT3LbWMAbNjAcdRZe2wWw4Zxp0aKNSBpokkT1987dgBZo9Jxhy0eIv5ZPBFBSgqLKvX03IkTrE+/Ubiiq/3TzYSqkXcbIH7+WU98V+7FVJFVZGQAS5dC27YdBQpYfMZ79qSCjonskErGOXWZOndmLeOePUD16oit2xorV7qJmaWlkZJgUKf+wQf+k5/eKF+ewjQiwIKpF6hO40+vYNQoDnr9+nFSzZfP9cmfn6nI994zXNXh4GM7YoSLBDV9Ov/3ySdMdF8+cJn/UNsYMoQZYfcM5UkyAna/9C1Gjw5Cytq+ndv77DOP1aOiuOkWLXgJVXJX03gqPo+qw+Fss7OheDf0L7eGgnrz5rlETCZN8jGKFJsi2H24coXLZc4MPPssXApgn3ziulhqjp85k3+r9mCBoGnAb7+xSFQJCI0bxx1FSvRNKeZ9+qnru/vug12iIMJWPcFw7BhveeLIiWQQWKHDHD5sOfvasCF1x8JG4cI40HWSz+mHCqXlYarG/6mnqGwZIq5d475mzNC/0IVd/z9BIiAyVdvtU1dEBovIHjPr3o7Pv9nBHTyYtFB/jueECRzYLQlkeOGll2hPB6Ile0OpDi6K6mmdx2cCb77J7fujPBUrRjtBq1uPM1ooUOpd69axt2vt2sbL2e28OKHQH0PB9Ok8Lvf9lS/vI1ASNu65B2jVCnPmuKlumkXFilTEDQcnTwLvv48tK+L96akERnx86BKHa9dyMnEzsg4edDmRFSsGsBUefJDX7mbA4SA93YsitWiRbm89cx0ZEh0af8kKTp0CsmfHHdnTaZyFiPvu87XV69ULnwF24QLQvTsd6G3bgI1r0kIPAl254iHQomkc36yMhwpffAFPXa6UlMBG54cf0ltV1M0mTQwb6f75J51nhQIFuPg86evBer1ZOHqUvs/PP7tEjlZXGnprVNd0TvvxlUfxwgsUH966Faaoi8EQG8sYn3cQxi8yMugtuVHaf/qJz7N7OYPC5s3wrGi4cIE7VAONd1Rv1ix+b6Bc3rQpGYdmhryBA7mbmjX9BA5Xrya3WN/YF19Quy6QkI8R/v4bHkz1li35nKSnu+7R4kUavWA1f61bpxsPi1wbUl6jmcDdc8/RmXPjIY8eTc2pU6dcFT1ff+1apXNnijn7XDuHA5gyBem2zK57oiYAPx7s8OEsX0hICH6ohQrxXW3SBLQjsmYFnn+eHnyBAq4ypBdf5Phlt/OYjhwhNdwIBw74yrur58bfOlaxaZOnA67Dx4EKAFV9se1F/YaYVfONiwNsNlybMA0HD5pvd3/woJf25dmz1luIaBqQOTNmPfA9AmjIWYIaL515mCNHGPEwCjg1bow9tZ/E11+bP2932O30B5yttV98kV+EsrF/KSLh4K51+6wSkY9FpJKZdW/H59/s4OqlR37x55+8a/6U94MhIYEBo/btra2XkQHkyJKOEfKuuYFr+nRkvP0uqlVj2WwgpKezOXagzLQqv7o47BVODGYsnQMHOGCfOcMLl5DASPKwYbREDOUj4RrV3347+D4igSee0NPTboh0O460NKo1vvAC6tQxZ6emp9MuiomBiSIn83hFv4VmS+m2bw/ToL96FShRgjUxblaKUnKeOzdIae+oUbRwQqnvCQZl/HlZpZs3M8tkT9Wlev1JXUcKK1dCE0GZosl4443QN/Pss3zF3GNg+fIx0xIqzp1jgEuEt8HpiN55J+VjbyOUQ/Prr+BAlyWL/wyjKhxT7YS6duXfjz4adD8lSrBVW2r2vMib245+/SJ3Dj7Ytw8bPjrg9D8Um2Ba9QWRU7EPhA0bgAED8Pl8h5PNpCf8MHduiNv86Sen3oKmWRCgVe/nN98AcI0Z0dHMVn7/vefiqan0aUaOdPvyrbeg6jrXrmUyDgCd3zx5GLD18sQSE+nTjRlj7jBVm6I//9S/2LfPZexv3swXR4RpL4cDI0fyPbU6pH39NTezYwf/VqWtixZxW/nzM0mKGjVc9aIOBx9g9z5Huuzy/p+PB+76oNZ1M1iSk1mO27Ur/7bbGQ++7z7Xauo+HTniu8nTp4HyUccx5/G1vGD79vmdbx0OTs0PPxz00gCg7VauHBMRmgagWjWgY0f+85lnOD5cvcpBTdXrp+nBOqM0qeYVLFBQvR0jpdOhHiCvsUu9d2ZK7w/rMhnzXzpGBWlDiWoD6DoEi8bv9cteNIWGDc0p2bsjMREQQdfqh1CqVGS6sCmlf2cQTU0SRgGUatUwsdZPiIoK3by47z63XI2igBoETf9XEQkHt5zBd2XNrHs7Pv9WB9dup5BBoMRdRgYjte6S4lYwYgTHUittwzSNWZgyJTNQv2KsuWaRVaviWIv+poySGTMQNDqvtFh+/y2Vb3Pu3MHpPTVqwCNKO3UqjUkRv5wo5wCXNy+Wd5iJUaNuQevJa9eAPXuQkMAxOlQGdlAkJMBx4RJy5ICpLF1yMi/VlCkR2v/mzcDJk2jSxFdILBAGD6ZvnrF6Hfmu/pQ+/KF/f1qL27d7fP3GG6T8+7u/ly/TWPnstbO06G7Gg6Airm6ZZfVoJifTjjlWvFF4/T/NQFHmrKZ0vKAyz7t382+7ncEpLw0lS/joI27z22/pDzRuTFvhyovvWRM92rKFzoQeoFu9mnTnTp3Mxex272b3lebN+ZkyxWXMzJwJFyXAH21aUS2VwtCZM/Tcf/zRY7FZs3yvV9GiQJYsGqBpeOSRyFK+fdCnD77KOxAirlYVuXMDT3c8Za6uIEIYOdIl/JWSoo9FVRaaG7zcoXrpqOyZFTz3HJ0S3QurX5/Tz4UL9F0qV/b1jfr0gWeQSNPo3GXOjHEN1qJmTVANsmVLbvvwYZ/d6tUcfmOw3rh82WusrlCBrWdSU3nu6m8RYOFCdOrEdqdWoUS/FLPe4WDMQ7X5addO3+7DD3v2rPXOwk6ZArtEIUsWDaNHB9ihQfZXZYrdhbpUAFxptx096vZeemHcOA65J04EP1+ltWT2sR8yhM63c6ro3NnVe0a1wjFKhxYtakz/VwOMW3mQpgEpW3X1Ma+xI2QoI8wrkO1w0B83M+VmZFgLyjih95ibPD4FNpvfqg0fnDxJ5p9zyho4kNFUK/N0Rga0jZtQqIA9YlOspnGecgZ17XaO83762T/V1xF297Nq1fSuh3v38l0LVhNoBprG4Jylpr63HpFwcHcafPdfDW6EoSJgbqUmhujYkYa3VWzaROd2+HDr61aqxIksc2Z9AAoUdk1NBaKjsaL7pxAhG8kfxo3jObdqFThpqWhIL7wAF53mp5/8r+BwMJTepQst5NmzWRO8ahVVVL2K2M6d4/iTOTNQvTpw5u7WqJLrFES4u1sBTSPFqVIl0MJt0yZ0xVA/UKU2H39sbvn8+d0G6qFDSbcKFcWKIaHnIDOCpB5wZide1bk/VhvE1apFy8sAgebCtDSYrj8KGc8/z0CMjk2b6LxcueIyWt8r9y75ijcTw4eYast8AAAgAElEQVSH3+Uerv7KZp8vM+jTh++FpgHTprniVWaNfyeef54ORVwc3nuPRm6hQhx7gtkDKSmkdObPT/rhXXcxi3fyJC/bkCGghacoiUZYvBhGWRKAsbq336aBLuKZsNc0Bj4Vo/Gdd7iMmfK9kNCwId6t8AHc68jcE1E3FbGxzkBU8+Z0KBVy5wZGFF9qva/yzp3OiXXiRIsG+F13Oekudjuznsq//vxzGLE6jXHtGksRRHA1q173mimT36K/0aM5F1mJ5dWsyWe0WDEguWV7epqaxizlnj18PtetAxwO1KhhncUFcBitXt3zO1VzGBPDioGoKCBh+HhGJ9R4smMHF1K1MUlJOPV7DERYLuwX3bszg+kWAPzsM/hkZ+PiGARVArKaxsv9yCO+m1yxwqcFul+MGsUh48YNc8uruukzZ/Qy/+nTeaHVdbjvPqBsWY4F7pFsf03XFZVbf8gOHeLjnzevhvgrEegmoTB6tF4DFt74X61aCM/Vgw8C1aqhZ0/Sys1CJUYHDdL7oqsgrUXn7sABmM5Sm4VPm2JVnG9Qg9euXegVUJrmytlER7vV/kcCDgdl/M1m4m8TQnZwRaSyiHQRkWMi0tnt00dEDgRa93Z+/q0OrjLkgz1P773H5cxEIBWSkzlXlyljrpbEGw8/TKaQCLBlxOLAVBA9Ujmr3/aASaHr1zmJd+8evKxXGX6VK4PGQqtWTMH4Q0YGo75eWTt3jBzJBFp6Og3dHDmoJyICTKz0tdOQNsEgDB1r19KD0m+KMhZ2zf4jRCveAAkJnFhXrnRSyjZvNreqO9PM0Loxi7g4QARnx89Ev37WGASqo8Ibw8/BL9UnEAoVYnQ3BBQsqOtarV+PsLi7geBmVDz6KG3fS5f4ddaswPMDrkd45jJAmzY4U+1BtGkTOCAVDJpGA1u1NTl3jpTicBj3lSu7nsFTp1wO7uzZ4IUywygBGMGqXx8pKRx32rTx35nDGy+95OnMnDpFg2LMGOChh5gcA8D0nj/+/6uvciMGXouK2WXJQnveXWPh3DnXOZ/u8ix+H78yYkODIfLnx7hay5Apk+u+PfQQULOGgwNxpOr+jKAXV2qnzyBvXhqvCjt2AOe7j4TldMeUKbx4Fy6galULBriKOOtpQL3LGubP579TUxkrNbrdGRkGVR2XL+O57LPw5129WNMbYBCuXdt6TGvkSD7XIsDuiTqX2EDoQNMYLLAa6NY00nW9u5AoGuvUqbRdPvgAiF/5B19QVQuoafR+6tVzrrdmDdfzO43v38+ojlc0dMwYYw2jvn0ZgFLD6b59odk67udburQ1h02d09Ch/Onzqnz7Lf9RpAjw+OO4elWnpnbpwuiENxTlVO+xVqcOL4kZO9ESVq92lmQdO8ZbFx/Pazh+vPlX/rHH9OTL00+bU0N1OJjyHjAA9etb02pQyW1VupLw20b+4awBMIEzZ5D48Zf4+csbNy9gCHAwyJHDsz3dr78CXbvinuoZ/uLvQaGYCl26uMWPkpIinhj5JyMcB7eTiHwmIrH6T/V5X0TuC7Tu7fz8Wx3c8eM5QQWrD9q/H5azJOPHc51Vq0I7tnHjGHDOkgUYeu82buzkSeOF9dD2s72vInt2/0FBFQE3Euvwhu4fQSRyjIkKFVx1PLNn04CJi6PvXq/IKRSRi3j2GQ1RUf5PNWwMGQLkyoXrVzLQqxfLz3LkAPo9odflBGqAaBYff8wLt24dPvmEz5g/gU1veEQX1UNguoDNDSpC8cMP1tcFkxGtWznoVbzwgvkVNY2OxS+/eHw9dSozHsFKi2vW1JO/Sun4Jk4cV67w3rjX75UvzwDQTccHH2DnmMUQCb/lr7vhqRjYoTwygKsc/rXXXN/dey9vxci+1/lPs9KXFSsCjz3mTCZZETmrWtWXYda1K4MRHv71k0/6d8B696bYgB8sXcqAxoQJnt//+iuPd9w44EaBcojtOdzpUEQcuhTsgseXedT5Xr4MJP99hgfy4Yc3Ycdg2itbNqB3b1y8SCds9myvZVQmxIrnUrcuULeuIhb5XF+/UHQBffBXCXhFvwdc5bXudFlNY1DGm/Kol/uxd2cAqN6306aZPE4df/zhmiMXfeHgc+jmHCmkpfFRdBdlMgOVTDTSu6tXz8N3NYaKzO/eDUydio+H7/VvRmgao+q5cvkoarZvT1/ZG598ws17i8UpAaxLl+jDmU3wqSkrGKPOHcrpGjHCMyDmhN1OD9BmQ2rfwRDRs8zPPutqzrxlC+n0Dz7IyF6mTEBGBuLiOJZ27Urm875nPuEDGGEo/atz51zlIWbtnwsX9KDhSy/xYIOlvu12YNkyaNt3IG9ea1oNe/fy2PLk0ePe8xJgeWD8/nuuo4rKI4SdO/kMeJz+2LGkD2ssNcGwYUB0NIoW1UIWp1f3R5VkFy0KOEqW5gseLs6eZbDAbBT4NiESFOWGZpb7p3z+rQ5u27Y0qINB0xjsu/NOc/N8WhqDZKGUICnowpbo3BnIkd2Ba5LX/0z9/vtAoUKY8qodXbr432bHjrT3zGZ3SpbkWO+MIAda8e+/KeLgJzWckcFtjR/v+7/4eCBTJg1jOx3CyWN2Zg9vUvIOVaoAbds6nf0//+SEV6kSWMMUamhP4cABTpyNGjlVDKwI7A0c6KZib2ThmYV+gjf+OhISC8p5HHffHTZXMjmZAfQ2bYIv+/jjer2jsh4jWYMYE8PMus6BV/afO4P1/vuBxnWS6GBHMou7bRsLmNwoU0oFMxK6JZpG56RNGzLyQoVTwdcty6OcihbNNVfPkmBwOBid07NB58+b95HS0xl48KbVKyFkD0LBr79yXDRSDElNpcKNF5Ytc7FxbtzwDQi+9hr3c+MGWDBcvDhKl9Zujr6WSiV7BYQA8Bpmy0YjLdJwOJgKzZ7deTEcDs/AyLp1wNxBf1kbgy5fZsRw2jRnJwDTAo1Nm3qUD4wd6xuATk9nBUSRImQkKQwcyN26V/KoDPDChYF3268f1w1F169/f+6jXz/wXlap4tF+LBx07swMqRFtWnVBOHGCu/tjs4PpP3eaWWwsIzhDhwI5c2Js3dXInNmPuM6kSX6jAeXKGdsyqruUewm8u9OfIwc8MvDB0L8/H3ezwWCA727evCyrEAHeei2NkfR333UtpNOoknIXxYOyDE2baHSwli4layBvXrKO8ublpKfPOampHCuc1GydkRIRHDwIXL8OTeN4LcLzHzDAelkrAFfrQ5Oy5w4Hy9ACEO58oOquRfhcdu0KTmJWBJY+/RR/Sn38/EnofddSUzTM6rkZXzV4B0e7TwReew1bJ/yALJLqEn1zx9WrvHciwIMP4u+/rbEx3dHtUTtKlOD9adSIm1x29yjrYltGULUAXgGyfxoi4eC+JSK5RSSziKwRkSsi8oSZdW/H59/o4F65wsF06FBzy6t62qefDr6sEqwIVLIaDHv3kn7yww/c1rQyMzl5+hv5goyIcXGc66x0wunYkWN+rlxA+vPjAxdsjB/vjHwaQdWiGglgKRqvEnq5915rokimcfEiVMRx4ECem8PBsp0OHQCtT1+2FginLqZ1a06SIYoHHTrk5vCoYhWrvUcBZl0zZUKz+x1o3tz66tev64blk09a44wlJPDc3YIhSmHTjJjXwoWkSTrS7eTndepk+dj9Qr1Mf/6JlBSWD9St67nIE08AdxbW1b6U6mYk0Lw5txkVxdTMlSuY8poGkcDl9WZx8CD9SZHwOsuMG8dxzj1LqlqVFC6M4LLzCnFxNCoCymUbQzkmCxZ4fm+307Hp2pUGt5mxOz2djNcHH6TDGqxs9/p1Ur7r1WNG6fBbFCPo0CjWkNEYNhISgHXr4LjqadUfOUJmwckKLSP7Dii88gpcHDtjDBkC5M+Twf376ydnhIQEID7eGaQ9dMjEOlev8t1wY4u0aUNn1hvKlncnpyhxIndyQVoah9BAjuvly3weQm33rXdcQfny/pfJyLA+pZw44dWOxAvHj3O/EyfSES5fXjNWHOrThycogl3PLTSOF6oWOH37+hxoUpJ/wWG7nXW47v2sY2MZj5k/n7Wr5coF6bmrQ9ljoYh5tmxJ06hkSZY8oUABzxKZEycAEVzPzgx7RlOX8B0qVODyx4/T2wvQD9LR9ykODpFArlwYXms9ChbkpdeTzKhc2RzTWCEujlUGa1ek8T4HC4b98kvIIicdOtAZL1KE01mOHNb1JzF9OnrLfNxZKsQamthYHK/7qNPTtkuU8/c/pT6+mn7Gc3lNo0EZHU0uf6gtN1NSoD09HHaJQnLmO4AuXbB20lqIaBhScVVkVAhVZNWs6tdtQiQc3N36z0dEZJ6I5PmvD25kocqErLTxUjSYYHZv//4c+CP1nN5/P3BngXj25wyxYG/kSFimG7//PhNeIsCmQXrK01/9XbduAWf5Vau4+tq1vv9jnYuGlOXrgJgYJ1Mt4srrqh5n82bVotYTCxfSKDercGGEsmX1WZaTfZMmxudsChkZDBNabmALcpx++w2FChmLRQbCokXW7FkPqL4W+gZiY+kYNWwYQtzg2WfptbmnasLBG29ApeY0jY+D97t85Aiw78djiGj2ODGR59GrF63Wu+8GRNCzbWxEe8Tv20fR4oAiMgHw8svGDrKqBWzTBsEbhxtg3Dhrj7B6TY3GqiFDaFh17OjWd/PiRd9MbVwcMGIEdi066Mw6/PCDq9zEX1avXz/aQtu3M0sxuB8NxxfrL0dUFNkINwPFilFgR0EJuiy7d3Jo8rvBMHUq3y/9Po4Y4VudMXkyj8E0A0XTPAJbn39OhpQpm1JvY+NOZyhSxLOETkHR6N0pxZpGFk7DhiaPVYcq03b2VQ4BFSvSR/KHt94i8cEKy/u55/gcnjnjf5mOHalZoJKvCZXr+rJtzp/nzkV8OdIOB51bm43ei8GNUnph/ujVLVoEDkabbcWibPtQWtYo/7xJE12yolEjzwdB7/XYpNIFvFVmFhx35EZq7oLQzp2nmrEfuuyXX7raQDVqBDx6t16jHGr9h4JelrB31Gdo3JgO7YIFTj/NkihbWhrzChMmgIais3+NH+gstUOH2CnD7LutuokMHMh9qi4by+acthbEnDgR7eUn3HNPCEmEs2eh3X030m2Z8W7hKVj95UWIAIvnJsK+cBHiJReSsuXzHNyPHOHN0536M2eY0Aj0XvkgLo7Pkwg+lT443HwwJwcR7JYaaF9wC1/WUJ1nhSFDAg8k/xBEwsE9oP+cKyIP6r//5+BGCImJNNj8qIgHXK9sWYpH+fPzkpM56USKzpac7Cpb+KbT576G3JUrQN26ODF/HYoVM84ar1/PcTmU3phXr+qlqY/p2UR/nJYgzV6XL2cdj9HAUrgwIKIhTTIDr77qzPZGvC3urFlA/vxIuZHqly4dNlavdvZO+PlnnofVmMS6dSFI/xtAqQJPn25+HUUrzJqV70cgXTFDqPYHeu3spEkc+62wrE+f1jMxW7fyRY1U78HevancFgyqeC9S/Zpu3KBz/ddf9PQGDgRE8PSgtIiU7kQCim74+OPGTlzfvmQ82GfpRUgmOV6pqdZbWSinw8ghWL2a/xswgD9jYsB76s1/11sEfTZsm9NwHDaMRqs3LV1B0bNV1uyee/SKhYED8W13iuCptigRw6JFyFj5O2w2ltEpnD3LY5ndcilpxJHo052eTgfIK+Km1OT79PFcXDEvzp2Dub5Oy5bRgA6FYtetm17QxvNUVFd/wRrvJB3golAqMaBVq4zb1iikpXGXDz5o/XCN9uuvbnLIENJOzSIhgTGkYFoASmBp8GD9vFs+Z9w3WedRX67YENenzOI8+OqrTI+riJafVNwXXwR2PFUbI8uZPDecPs2EQNu2oa1//jxtlP79dR0xxSZTRlpaGuyHj6J+HTsmTgQWjDuIJMmOtGatDd+rH39kYCZnTldGuXVroF7Zy+FH3h0O1jqrKJoOxZIxS+n//XdXc4MqVfS+wQsXcs7yF3y8rmsovPoqXniBh2DWwd2o60mp8pDkZF2/osEWXnwzaXoAGDYM90X/aSlLDYDXrUYNZGTPhftlLebO5VeVKpGFpWlAs+JHsFF03vD48YbXQQVPTVOzExKARo2gRUfjrfpfI2tWvSFIcjIwbx5iJR8O2qpYmhP9omPH0EVFbyEi4eC+KSKHRWSXTlMuJCJbzaxrYtsnRWSfiOw2OlARsemiVjEisldEagfb5r/FwV23joHrqlX5Tlo23sFJJTqa84h3lismxjVnREJxs2NHBo7sdjrWht0a9Flu1dQdhhnS+fPprJQrZ1781Bu1agFN6+pGv1t/PA8YKBYEGvNWrKDhpJwwEeDvgg2hlFaqVTNXs2kZDgeOHePAqMR9EhPJVHrvPX2ZxYs9rc0QoWrIrGZ9lI/obNdo1bh9+WXg9dexbi0psKbaaujo25cZsgYNeAxjn0lhaNwsTfr55z3aH6SnW8tgaxqpaiLAX1u10Luxaxqj2Uo1JzWVnOTWrTF7Nuc/o8t66RLtv5Ml7tOthpuAJ5+k4/4PQv/+9KP8aXrNmcN7svjdi6wVCpZVf+stoEIFbP8zPWAGyAjOOmwDZGTQuWnfnsfz8cdwZebdAyFLlgAiGNHjCnLkoBNTsaJLEdbbsLt2jfusVMnFvHHvXaqCbhHXeypTBuc6DfHZtt1OG31c/yucqEJ9D9yhXxPvel+lyut9bqpGfOdzX/Cddu8T4w1NY33inXdaz3ClpdHDcaOadO/OjJE/+n7DhvApvbhxg/OKeq+feiqwALSiUFsRgTWCCg75E6Fs2zZ4Ys0dqvtKMDFIJa5Vvz6X/7rzYhon3hPvzJmIl5yIl1yuyVaEBzV/vl+HyOFg8it/fv+3VJUXhdpLXtOoGJ4jR3ilh40bu5Vvq2J9g561mkYmxyCZ7TeIqeqqRVzJyQEDgMJ500grsFK46g09YpA09QN8/LHrnN1bYgVLBO7bR7uiaFGOW126MOkSFCrtumoVHnjAvC/1++9M2uTJ45ofVDCwYhFdjdRUHQKAixdRuWyKU2zUNPS6v/ktFiBXLpdN9eGHUKQ8fPopMGKYHen9BvFLN4aKggqemtJxSkykLkB0NLaMZIDzzTc9F/l68BqkSyYk1LwvIL3dFOrUCT/adgsQtoPLbUh+EYnWf88hIkXNrhtkuydFpGCA/7cTkd90R7eBGcf63+Dg7tzJsV+EY9TKlaFva8MGUsqyZSONa+ZM2lh58jBSa6QXEgoGD3YJDqhejNvf3+xpLere0IxX4iHi2W72r7/IiGzRInS9nGrVGM3MnFlDkuQwdvwUZ8wt5bpjByfGDRtcY8yRI6yVUpHn2rVd1GkR4LfKzzqtlj59rHenCAcFCri1yHjsMc42ZqOSClevcvbUZ4FGjegoWoXK3rz2Gpjxy5nTPHdLSYI++SQ+nEUH10BnxxCXLtH4HzLENYE1bqz3uDBbrN6jB1C2LM6eDe2ZO3vW1ZZBZ3r7UB9NYetWeKSArl4FHnkEjt9WoGxZ/2WkSilyyQNzGRUKN3PmcHBAULT31FTuIFu28LYbQaj6t0CdnZQRb7ocu39/oEgRpwivlVaJtWoFzuaoEpCiRfV2QfHxHGweesi1kF5j2rSRHQ0buvpl2my+dZ07d/JWZ8rkWZ42YoSrVbFmd6BwQYchZTZkJFCFdG2/zyHiOyeVLcvXKWIYMoTvstczraoKvCnhSv9q2RexnNxatvSfHVIDhu7lnT/P+2NKIVzVr+hFtWfOcK52p2x7Q5ExLl7kHOONuDhmdvwpDc+ZQyehVq3wX3HFKjDKSmkag6edO/v+z26nAzVzpstnio2lfWKWav3ss66A4JSuOv3GYK7YtjYB2SQZy+Zf4kBvogzn/fe5uUAiUXFx1oX23aEyg+GytdSxvvkmsOuvdAbKVcBrzRry2fVnl10VNZxq3IMDgpcwU6dOjOkeP+563BWFevv20DQfnXjjDaBgQRw8oPnkC1q1cvV89oeMDD7T+fLxuvft61LOT0kB76s/vr3O5U47cQ45cphrW3X+PHMXVaq4BdzhslFEgCtSwJLRW7iwZzsyU2jXDihaFPVrpXm8Z4mJPD53h/mZERqWFNHrCb2Kx3v0MNn7V9O40agoOL5cjAoVjMst9u0DpspoaDZbmA8GaLuFu41bgHDaBLXQf3Y2+gRa1+zHhIM7R0Qed/v7iIgUC7TNf7qDm5rqUl48dy58qjzAibVlS9dLLsJIargsBXco6pOaj3LlAnoVX0XLR428/foBhQv7dMtIS6NzWqJEeCWlTZuytFYE+Kn9HONwd1oaZ6pTp5yJhv796Sw1akRjpGVLGqUiHJzz5XNdN9ULd1bdT5llczt3d4c9ZPTo4SoW8lNc6pERUBrwVsPSKkK6YQOSknj+/sRs/OHCBSbIypfXo/5XrnBDZpRrAVcfv5gYbN/O8d1suaTKHOzf71KyzZcPvImG9AED3H8/0u+7Hw0bclK0mniaMIHHkCUL939u2W4+2FYFn4YMoeXn9fArY/TLL41Xi4/n/9+YlBK+5atpPA4RV1f7jAxABMvrvoCKFcOr/YsUBg+mgRRIj0DTuEzx4uBBK0U4f2jVCrj3XtSubS3IY7cHFw7+7Tde0t69adgCcBUiqhqILl3gKF/RGZtJSSHlfsECz36Wn37K5GSJEr5tUqdP5yavXQPQpAk6FNxCtfVIQe+LMnPALsMgQLNmus9+8CBvktWAmzdq1TJsfPn883zfvLN0ycnM7trtcF0MI243QA5nsWLOjajyDFPsjWHDGFDU0yrjx/NZC8QEVZmYLl147O4U2U8+ceoqYdYs33X//pt+TevWoSknG21PzWVjx/IV37SJ2SVVXuSt5XXxIqcktV50NM9bdakxa+eq6/z668CZHZeoKm6Q9l66lMuZ3e7x44yrPvhg8PmjQYPQArkA71++fOFRnAGXfWSzGQhzjRiBGVnHolEjnoti6s6YksRJNksWHyfX+11QJeIFC5KkEI4OJTTN3VSwBEXC+PJLvrcinLfz59fLNVq2dOsz6IXnngOyZcPmjQ6IBA8+aRo7TGTN6uncqv+pdkFfy6NuA3EQzJ+PfbM3WmN56y9Y2sSXDduO6a28neLlU6cCNnEgsWsf/UbPcC57zz0mmYFTp3LdqVOd75gRdXzVKqBIlmtIyJyXUZH/BwjHwX1Z//mZwefTQOua/YjICRHZKSI7RGSgwf9/EZHGbn+vEZG6BssNFJHtIrK9tKmQyO3ByZMuCk+4/Sa9oWn0Py5f5iesQc8ASo1ZUamHDwcyR9txXoq6+Et16wKtWqFmTU92g2rFasDSsQSV+cie3VjwwxtZsnBZVROjJPBV9uSRR7jM+vX0O8uX54TTpw+wvN9XTiNVsYys0GsNkZzsSt3rHnOTJr6CKk8+6Vaeyb5F/iUs/UFx3mJicPIkB1Ir9Ny1a1U9sutz+jTI2cyb15wVoDiYIVAaH3nEc/LWtZCQMmC4eWGhb77BpK4H4E7vMgtNoxJmtWqu52Xic8n85ZVXzG8oJYXXS7V16N3bKSSiyrMC0caN6vtCgrJux471vHbnz+Pt19Mgcvv7wytF2kDZMoWSJbnsxY4DgvciqlABSV16oUEDazXgKqMTiBGv2rB5jEfKa1EPXdOmsHfphlWr/Bv1R49yFX8Ml+PHacCkpgIYNQpToie6HN5IQG8Lsfbz0xg+3Pf1chrZKjsaipq6QkICvcYXX/T512uvIThl8NIl/01tldq7W/NkvTNNcKFFh4OOsZ7iTEqisf7II4FXU4a+Ynu4x7927wZKlfL/3A0fzuBZRIKnYDAwKorGs4jrZ+3avGyTJnkG1d0ZYHPnMibTtatrzH/1VfP7NpVBHTwYb/XcDRFzen2axjhIrlzmOh6pek6rJVAnT/K6ebcDCxXDh/P6OaVAtm6lc9OgAQbkXowiRVzL5s2rqz/HxjLwnTmzZ3NlL+zfTzq4ukdWxDqNoOLQVst5GzQgI8DhICNO+W/OseOVV/hSGEVukpOBo0edFR3B5h7F7PDX5rZFCyAqSsOwTB+Zb89Rrpx1WsrYsUB0NP747jwTLV46M6rEQrWWVCr8703PYARFDzBrGpMs7n3vDaEbz/YuXfHtNxoaNKBtaFSvrDo5TrJN4i/eUVKzuH6dkbkItRi7mYgIRflmfUSkhP6zsIjsEZGmXv835eC6f/7JGdwePcjKCjB2/WMRG8voZp06HMCOHuWA0j9qnqvetXdv4K23MHasK0mkaawdq1UrfKdb9X+32Xgd046d8VVa+fVX4PvvoWnMGI4ezYTj4cOurK2Iy2hRRo+meSUlzp/nzKFpTtazd82DZRw9ytFp1Chg1iycPs3tehs/ikrpFLZp0sR6ryK1kRDC0enpjA5XqsR5uWhRGogbN4LF4yLkqQdDp070TEEFSLNGh93OSV8vgQbgSj5+2kv3gkwOvnXrhtYW7vBhl50swme4UCEgpea9TGeZxfr1ruhOgQL8Xaevtm8fXJS2bl3dSJozh5nrUDO5w4bxJhpQRnTixW3F4sU8vAoVzD2y3bvzUn7YUU+h+qOGZGQwyKIrS1kZgx59lM9hsBqpPn04tpw+TScCANNi7jCwSPbvd217xAjatefPmziwFSuwRppHJuimMGYM0yPBglGqEXvt2qEP6CdOkKKyapWl1RYudEvOtG5tnB1KS2NtoV6DpmmkAZoqYVc86C+/xPbtnDtEggvzKXVf9XFXVFbHYAQnE6qXiWOzgAoV6KR++imPJ2dO34y8pvE4o6O5vHfg5fx5k8+iFxo2JH3yk0/AC+fePyklBbDZMLTuVuTNa257v/4KZ2bQDFSQzGpbxOef57UwW0ITDCqTXrCg/oVqjhsVhfZVj3uUJqxd61bze+MGL2J0NE68/iUeecQ3Y3n0KDc1qMDXyCTpGPvgrtDexW7dgI8/dirWWyFl6BNhA5EAACAASURBVGLQ+HBaIhkdDRpgW86mWFnocZfc84YNXOj77/1uJyMjeJeEK1c4P9Wp45/x+PzztAtrV04yHam9lrMkZjZfar7eOiODxlCHDs7uGs7x3g3VqrnIKaozUJkyQHpCKsetqChgwQKkpHgFeZKS+MWVK3yARo3iTtq2xVNPpPodXxRUJVQOSURGpmyhCcdomiubZbKP8e1EJESm8ojIOypDKiLTRSSPmXWtfERksog87/Xd/xRF+epVcwKQ/1SsW+epnTJmDJ+ij2Qgto8z7r2hSpo++ywyx8CaFX6WVxrhW8TWogXs9Rr42JOffMJ1fv+djlag+UDTfDMjd94ZXEnSNPSdq8ipUiBUWL+eQhLOwXPaNA5WpntkgCHkPHmQmGi9Da66Z4pl8OST9M0cDv3Y27VjFjUY33zSJGDiRNWJwHT2bNs2p53pREYGE3WNaiZw/8GEJJKTgT/+QNEimuXWRICr3cPRo7z86vn5tPViOgJm+2ysXEmH4PhxZobcJo6nnw5OG+/aVRcjVeHZUD2amjUNKaEA7SkrPnukoeygxo3N18eqPvSNqsTyF3/8uuvXSd9YtszSMZ06RTvEjOKyMiyyZDGoJdMDEtu309ZX8Yn9epePKlUY8MyVi32P/cFu53K7dgFITES8LTds4jDsCRoS7Hbg1CkcPWrs4x48SId/3z6Q4+qdqowA/vgjcPymWzc3Yd7Tp31TsgaRCCUDYNTz3AcjRwJZsmDVt3HOOUapogaCKiXInZvZ2kcfNbEvuObPcHSCjNCuHZNTan6JiuLzvGkTE/DLl9PhF2FSKZyyIW+oGkwRIK7fs/Qa1QSnZ9dPzPjeNB32gQdYimBWKywlhVNT6dLmVcYTEhjI6tbN3PJmoeKZKSng3D19OvDXX6hbN4h+T3w8cP/90Gw2zJShuPDuEnJ+dXre2y8nQgTY230KWstyVJC/oW3eYu3gMjKc6fYBA6wHOIcOBe7McRn2GrWc1JOTdzbFZSkIhy0KvzR5kx6zUYsITWMm1ORD0LMng3/+KhIAjk89elhQ0U5Oxg65ByKeMZiAUOViP/yALl34jhnhmWfIiFDDk6IVz58PjlGqHqBXL2ZNXn7ZpQjr/Rk2DCt+THEym44e9T9GKjtLBNiUvRV/sdr14bnnABFclzz4cebpsLWqbjYi4eB+KyIvi0g5/TNJRL4zs26Q7eYUkTvcft8iehsit2Ue8hKZ+ivYdv/JDu7/GpKTgcqVNOdLNXAgo74qErh+PQNeRYtGrg9vejqNwzx5gAcqn4Im4ooYAkChQtjSfgqio110atVSyWwWecwYKilqx0/QOD50CJ060RiNJB57jPSwSNPJAdByqVIF06Zx/rHS02/QIEb9FXVW9cXbsUM/1itXLDWnVUlfswqhb77J5b2TYErR2RQla8sWpElm2GxaSE5Aly5uvU3Bn9WrA/WrUozHh1duBsuX02O1QNm+cEE3QFNTmUIOxpc0gsNB7+mDD3z+peqXQmnbFQkkJ9NpKVvWpJqk23rMumi4KvmDRk8aNDDPXDt8mJn1zJnNs7QaNqRR06iR/oXDwXt1991A584YOiAdefO6nqcBA7i8exlAIEdH0xhXcQZEatRAjVzHIhOYWL8e0DSnirxbmZgTivn75ZegBZkvH1+SUGAQqNuzh/b266/7X23iRC7j4ewkJvJaHzzIdJmXOtaxY/Rbg2Yj9VRv+oPtUaoUx/qdO807fxUqkAnRvTvp88GwbRsdwVCCb8Hw448MANWvTyM8KopzsLvdnCkTtSUiPffs2OH2PK++Ro53kyYuyWAR056n6hNttUPatm0MSOfJYy64q4KZWyz6iMHQqpXxe12ypGcbrIMHSdDRND5zmgYgKQk7qzyOZMnm4/Sk2bJgVtTTGNjtOua+w2DMj939dJTwhzNn9OzER7h2zTdLHAwNayTiYO76HMT04OHBg0BuuYEVebsBItBefIly0t4qfbondnDcfIwY4b+lFeByDidNCn5MP/6ox92e/CS4wXnqFFZJy4CxUR+0bAkULYqU+HQUKOA/IKn8YFUSpml8xpxJk7Q0xLR9GimZ3ZTEa9RgPcA775Cm8vnnwI4dcDhIR69cOXiGXdGec2dNwWOyiBE3K1Gbq1c5yXTsiPUfsWd7OAK4twKRcHB3m/nO6kd3lvfonwMi8oL+/WARGaz/bhORWSJyTNhOKCA9Gf85uDcdycm021Qbh/h4Uv1VNLpqVUZD33zT1cIoUOQtVCgRos+yDXJJ3F68CIjg857LIeIatJ95BpYGMrXt87svMbXSqhUmT9IQFRWmEMjjjzuVnx0ORnj99R51OAyyWVboqceOYdPcQ8iUiVRYs4aM3U6j231cVCqFOXIYGAz+ssoZGc7jVfL5ZuhfaWl8hpxtFtzQvz+djieeCLBfhblzARHE7zluOUPhcNAu69uXf9vtzGo//TTP4+S42b5pd4swez88avPGjOFLZTUl74VXXnFp8KSk0DD/5hvz6zscvsGHUHD2LB1CkdDapOntZTGv4BhjaVgAuHQJmt2BbNnM1fYuWcJX3sBXCoiv9JL9rFndXlNFS8yfH61aaahfn19fvUq7cMAAJpg3bw4sqqVQs6abvtr332Nij2OIigpdlR4AWyjpNEKlNWDUVi41lYEyp6H55pvmLqg3NI0Pnz4Oahp91CpVKLwYKGPw+efwGNdx6hRTpi++SP5igQKhF7PqIlsLmn8Gmy14WxxvXL5Mv18JEhr1WFdYvZqxquLFzdWhhgJNIzP0hx84lmfOzBjQ5s38BHIqwt1viRK8BosWwdXT66efgGnToIlg1rSkoM/7gQM06rNnD63jyd9/8x3r2DHwWPvdd/QD7r038s6+Cgx72x0PP+yiXCcluZioS5Yw8PDOO67250XypzNqMHcuMHMmrkyeiU/kKWRINLbmbY20ZDuqF7uM4oXSrD1LW7ZwByG02Ug6fhGbpBEctiif9GfTpkDhAnbMk77c/vjxvsFwnd88a/AeiPgXQ/36a47F1aqZy+Cr8eFtGRU8iLJtG5ZIN4iYDP6r8oXp053MCH+6n6oWfeJE4/9/+SWHwBLF9cEvgDOuRAz9CVF6o0ULoHq5ROSWG8jo8DCjW2bVZtes4cuwZ4+z57TZjku3C5FwcP/wqoNtJCJ/mFn3dnz+c3BvPurUobHlPSEoJT1V69q1a+j9bgPhp59oHzVpAuTNmoTzmUpxxtZlaV984jiiojgobtpEw2zYMPPbX7YMLgae7p1te+F7hEW1djiYFtU5jAkJ9Ff8ZTUHDqSj6bzGXbta6ItCNGnCSLaViU9pyHj3Ci1TBr50ni5d/Is0/PwzrZNduzBsGMdNMwbE5MlwZ/F6oEMHJo4yR2XgfIUmgTc4ciT3H4LAlaLMqknFbqcxqphFZsqPnejc2VCGd84cbtOohkdBOU333KPXyKm+QYF6ZRghPt55rVRNooi1TShcuUJ6XaZMlpL4Pli1ikZ+zpzWBcAUZs7kc9W20Q3/dVdVq+J8u6cgEriOLy3NJQxz332BHRQjOBwM5om4tfc5epSWTosWKF3aVWupxkmrMRKl1qsCRbv0TiyffGJtO06o1FX37oDd7gzs+Tv3smUZowsLMTFwzxyVLMlLZKYX/B9/uHwlALzorVvDmQXxitLExJA9YiYumDBsLBzRmZBPYoMLvwSAoqsvWsR3zT245nDwHtpsTOzfKtXyxETrz3M4UA7bqFFgILJcOdZsv/oqLt1ZDyKBhW4vXWKAqXBha8KI3nj7bR6Hv/FFqdjXq3dz9HRiY3mvA5F9unVzPb4inGf/+MM1D7vrR5w/zzndZgNm1dQDB5MmYft2+jGWSEVKtWnPHrz2moVqA01DQvkaSJLs2DbmK59/f/stNxstGThZrjmjDN4TxaJFgAieaH8dRYsaT+PKsWvQwOvZ/fZb2kElS3ICLV6cEZVKlfBKsVnInS0Vj8rXvlLh3rDb8eEbNyBiMibWqhVQuDC0xCRUr84AfCDzo2FDMr7cl1H3VD1zZogMbdp4CMKbwi8/ZEAEWDPzICdqK4FInbanxL+ssKpuByLh4NbSs6wnReSUiOwSkZpm1r0dn/8c3JsPVYK1bp3n94mJHHyjooD33rtJ1Fu4xHkPHACyZXXg4Uw/Q1v4BWfDO+5A94dTULYsA2OVKtHJM+hW4BdKEXD+fNAqqVULWoOGuPNOz/aWlqD4Vkp9KwjUNY6J0b/o148ZCjMXVdOAmTNRski6BxXKDNq1YybFmw6jInoeZZzPPONfAlRZF7GxaNYseOsGd9ETfz7zSy/x+bLZNLwoLweexNq0weaKT2L0aOtKs0biQs8/z7mialWdhrp7Nx/EYPejcGGm6rzw9NOMTrsb35rGrObJk/y9bl0uowyf4zEOTlZW62ratHEKTiiq6Zw5NL5XrLBGDGjenO9e1qyuDLdV/Pkn73PVquFFiIcP5z3JnFkP4tjtntHquDjAZsPGvvMQjCLfr5/LKLdS6u6O775zGS/Ox+Kzz5C8bC1E6NyofuAGj0RQKHGZadMA2O3Q1q5D+VKpIWmJOFXWO3Z0nvCgQfCgUXujTRsvrTu73XoKUvU42bMHaWnMKvbuba6rQGwsr51qJw2AD+/evYatop55hs9qMNbN72s0HJXyWC6tUa5ceG1i7HaOn48+Smpt5sycCw8eJFNThISjf7rhGA6Uk+8s6Vm0iIpdKSlOcaJAIlCPPcb7ZqWsxgh2O2naBQvyEVE2QFIS5/iyZRmUCrctUCCULcsgnJEDeeIEn+eePamBoFS41efVV11knd9/53OVIwfn4hcmaFhg682ep7/8gvpV4tCotoUTWboUqFQJCaevQSRwaYAH9AlkiMwyDM7a7ZyrsmUDHrnvIqOYFSp4RnN05cby5RyG4m9xcXCWCTiTm8nJ5POrybBXL1K6nnqKn/vuA0TwY6bOyC9XcbVXkCa+rsMILq6lOMfvvON04IOZcUqzw91G1v16jBkTPO5ut9PeEfEQhDeF1FQ+c337gsbUHXcEr7W4eNFj4B86VG/L+A9HxFSURSS3iOS2ss7t+Pzn4P4fe+cdHkX19fHv3XQSkhBIgVCF0DuhhiIgiIiKUpQiVcBCUURR7Cior72iKCj+FAs2LCgooCJK771ILwmkkp7dOe8fZ2Z3k+wmG9jsQjif55knuzOzMzezd++9p5c/2dk82FpT4OsYyvmylBa4GIwEM/v32zzs7r1XH6jefZfateMJ4/rryanLXUnk5RWpYvHww0R+fjR9aj75+V1EUg6LheM3KlWyqop37y55YDWSo1gz5s2bxztcyeV//jxZoCiiUnaZit4bgr2zmNXKlfm5WOPZjA84KpszYYI1heT69cWVIUWZM4cvddttzpURRghX1wSNov2TyeIfyL5ojqhZk15s8zkBrik30tJYTt+2zXFyIcN4euON/HfbbD3gp6RU/Bf0eF29ZoB9PG98PLvFGWRk8MLOWNwY5T3eeIP/BgayJveiXOQbN7bGSxrZH48fZ68GwC7TZykY8XUvv8wxuwEBLKCWRbucm8vWq5o1Lz25jSGjAUQfDPyJlQlK8QqQyGqiWfTgdut44QhDs17WSlxFyc3l8A2Are8Gxm/5s88uvR54fDwnJyezmSg4mB5uu4J8fct4vePHWfLq3buQe1ynTiVnHH/00SLJyBo3LjkzliPuvZe1NhfhWUHkel/LzOR+XVrCp8xMov6xnLlw48T3S/SocJV77uGh3vBQMPqovz/r5MpL8Xu5oGns7RLoYHg2cuUVNeplZ/O88sAD7l1D7NrFXd3wLHv2Wf5ejO+krLVfy0q/fqzM8/HhcfP333ns27KleObmzZvZsPrVVxyKEBrKCk9DIdi4sU3onz+fKAhZlNe4BVFEBL1oeoR8TeYyKfKJOHu7I2OFU/QJJKG283ijr7/ma3buTKS9qdd2TEjgm504QfTuu5QU1YyA4mV/7K3U1pjo48d54AO4NJijVMqaRj/14MXgXDxCd0aU4nr922+U8ehcOrDHSVpmg+xsFqibNqXks/kUE8O5XEpTgmZnsz2iaMoMV0vxGV4+o0eXLX/Nr7+yEnLQjdkUUSmbCn7WJ7eSclRoGi847MJ8BgxwHCZ2ueEOC244gKl6JuU3jc2Vz3pjEwHXMxi1p+0TKBgD26XWZSsNQ0P8/fe8TtITv1H79mz9euUVnkT8/Yto+8vA88/buUetW0f07LP0z4oLZTHC2kZBo1Ci3hiLhbVjd93l/KOLFtmyUU6dSraAwy+LuwUVw/Cx/fFHl9aRWVmcjKVLF35mzuIrBwzgy+rhc8z117ObUNERv3t3u4w7JbN7N993yJCSF3/HjvH977yT/25FK+eq5z/+oCm3J1JoaOn3X7aM728seuwLtdvTqhVbBKKiiNq2MlNBYAgv2J1hSMVffkmPPmqrvW7E8Bhx7ERsOTeZWIiYM4cXh4YVuUULnn98fYlG32nhlVBJxXPt0TRebet+lz172iYuww0McO1So0axbJKWZqvvB/DX7+pC8Ykn+DNlTGrskJ07+Vo1a2rUEts44Vzt2mwazs9nd4PwcPp9aSbdfntxhVJ6us1VunFj9yTCKyjgcSgy0hY7mJ/Pz2vmTOvP8qIpVOO8Rw9a3WgShSGV9o541rmyxyA93abt+eWXYvEjP//seiI4IuIFkbNUos5o25aoVy9asoTnkIsR9iyW0r0yDOtMaaUg77+f6Bk8QZrJVHK8QBkwXF8B7l8//sjKGE+5JF8OnDzJAlqjRoX/72eeYeHF3mq6dCmPdcYzmzLFeTmYi2HLFlaKd+zI12/WjMdgdyeVcoThsNCzJ/9t147/vvUWD8vOcgAdOsQRNq1a8dhUq1ZhJdaePSwwJ687QBQaSmkBUeSP3DKF1BrVElxNvkdElN+tJ+3yaVFq+dhBg1gBmnzOUnhy1RMbrFu4m2JjC5fgunCBh5NKlexiTtes4Qm3cmXuKCXw4QcafYDxZIGizlhLG9eVsPiZMYMn2dIGoKeeIgLo3JLVlJDAa4MtW0r+iMGsWdzXXS5DpLNunc3Lp6zjozGnP3/fCX7cj67itVjt2s5/VEZHWLjQuuvgQfdndy8P3CHg/qMLt2MBjDY2Vz7rjU0EXM+Qns7aUPvslEZJFXdlTC7p3kXdar75hidUI7nnpS4kHaFpbH1yKRvz+vXckPx8Hrkfe4xI02jaNFsNz0WLHH9Ur+1NLVrYav5uXpfPI/8NN5R+81df5QuUElxiNnOzDEG6UqWS5eePPiJq2FCvB2t8x0aawyVFykRFR9P3vd+kNm1Kjm/avZuvWbVq6etLwzJgJHJ5ufrLxTM02jFwYOl1ZtPS2KLWtCkbyefNc16e87HHOBupYYWY3+49fhjOtAi6yTl7zSbrgvvAAc7u2aMHL9Q1zea9bu+KtH+/XhKGWKFgMvFiHCD6Bdc7dMl0iFE74PXXiYgnLSPWMSfHtugqjYMHeZ0yebJt37JlHNfaoAFP/C+9xEKkM5fnbdtYSHdX3c+CAl4E9u7N/8fqYe+zAJeYaEvd7SBzNJHNcgHwArKsWURLwnC1HzbMZnHcvp3/dyMfnlt4+GHK9Q2muoGnqcDkp2vCSmD8eHYJuESsC23DHaAsGcfefJPoiy/o+uutJbLLzM038+/H2TCYlMTr4dJq3/7zD4+vp6s0cWudrIICth43b17xrbXOOHGC+3/VqmzFNgSWYcPYIGZguHy2bcsKP2eJe9xBXh7fz5Pu4efO8dj95JM8LRtzLcDK0pLKoi1bZhP8S1Q86Q/xBTxMD9zvYocbOpRmdlhJfn5lqH+blkYFypeexyOlGjGMnEwffEDsRqEUW2FL0LhPnsynWYXeefN40IyLc0k79OefRMG4QJlVa9FuNKE5T5bwj40eTZ9UnUaffFLCBQ8dIgoIoLxBw6hWLe7HX3xRajOsnDzJzS9LTP+mTSyL1qx5cflrDKe6D+dbKBgXaGLjP22ub84Wd8bi5AqMm3CHgLvFlfMul00E3KuDpk2LJ446eJAXFYDz7MSuYjYXSVCSmkq0fr1V+LTXPDrk+efZN6qIqcFwYQQcZ7I8doytZL1780Lpn394sAsIINr8xHeuZT0cPpz+iryNhg8vuTzG6NHcjhEjuDSIMxdOe1aupMLKPrOZ39jP1BYL0TPP0NPD95FSzo2Nn37KQnVUlAvPswgNGxL175ntWCu5ZQvR119TfDtLifGJ586xkc9kci3hg1GRhIhjq26J10stWLMKFeH338nS53qKq2+2CmGffsqC63//sbtidDQbugMDnbsvbdvGC8UVK4iaNDRTLRyj9Mf/r/QGE1n9iguWfOfw8I4dpWcptVhYoAgLc7wgS0uzlfgF+NnYV+4iYiG+QQP+fy8pE3kRbr6ZBf+qVfm7tAoUmsa+xwUFxebtFSu4nUOH8hrK1ZLGrjJ+PAu4xvNo1IifSVSU6y5qJfH443p8lb6w7dMhjX4IG8lSXUmrovr1+YE5YP9+9lgpzfVuzhzW6WRlkc2rpIxZrvLy+HdvrywpC2++SSV6Cv3xB3sVlLQmzslhxUbPmD18sZIykF0E69Zd/hlIyxMjXOmll9jdFmBnl+RkW16J8+d1b5i25a8U9yYJCTYl4vDhrChcsMA1wfLYMefeLocP260hOnakPPhRn3qleHEY1KlDn3V91+XfoMVC9M2o74gAem/YH6Wen5/Pwl2VKmRbIxS1StixZg1ZrfeUm8tZNgF2bXIxzj87m8exgp9+JQLo49hHnSv5b7iBEoK3Us+eTi6maXzvkBCafscpMpnKnlmdiBU6oaGuhUlt2sTrvFq1Lt56amS7f/ppottr/EmRPufJnGfmybdDB8cat1GjCtU2y8nh4dCV9aC3cYeA+wCACQCqA4gwNlc+641NBFzPYTazW7LhyvvLL5dYsqIMOBswjJjcgwcv7fqGV7HV9fLee4mCgyk7nWugtW1bsvaVhgzhVa0DvvuueIzR0aOs2VaKNYX2uXLOnuWFQKtWLibAadqU3mz5AQHOvw/D8Fq0BntpFBSwhtEV68TQobymdoSxSO3WrexVbywWorvvZkWAw+cxdixRlSrUsKHmtM7kunU8kRiLjbIyfjxRWJhGBbF1iqectsOQARYuZKuOYb08fJgX+QEBfHziROf30jSbHP/vv0QKFnqwuot1A/77j+ihh+j+ManUokXZEkoZGAnGPvyw5DZ+/jkrg42M20bsmSHsRUc71wVcKkZ/cuQVUb26zZP8wgVOOtewoete3mXFyG48bBj/vozkMSV0kzIxZQpbrrMPsILl+QF/Uzy4zI3T9LSJiXz8/xwrRmbN4u/JmaBhNrO3ntFfhwwh/tIbN7b53pdGYiLRsWP09xqune5KYilHpKZyO/SE9A4pzcV11iz+Pw6MfIZfXGLpLaEwFguPb9Om8RhtxBQqxePgwoXstuvrq2eIr8C88AJRnz78TNq3dz4nlpXISLtkdT/+SPnwpc8wrNRIBWtR7aKJJkpg6lSi1zCNcn2CKCfNNZNv48b8nZ84od/z9tv5C//3X7rrLg7ZIOJxuGFDnjcyD562JoyiWbMuOlZ/U5ORlA9fyu7pxMMrPp4aVDpJd9zh5AJ6Ud39E18mwNbWsmKE0+lpOJySl8ceezVqXPoaumZNllmXjP6RPZu+TLRlzHc0AXfqRPaSvmEFLtG6fZngDgH3PgBpehblI/r2nyuf9cYmAq7nsFhYhmvUyBZbV1p2dndTVMAZPZrdSC+VCxd4grYKHkaA8V9/0XffsRAaHV2ChbR+/WIZTk6dcmxg0TSeAIODeUwvmnHRSKAMED07W+PR1lkmKCKinByaOfkC+fs7FkLXreO2u1pfzp4tW8hqmbLGKCcns/RjSPxJSURJSdS8uUY33VT8GkaNwgEDyh5rtWIFC7ZGkubVIz8srBU26uDoCROKXl/TWAbw8+O+W1ZN6XvvsXXdyIi4fl0JUn5BgVU43LPH5l2wdy8rSEJD2Zoxf75rtR4tFracjWy7iyojndI3uaitJ3ar79XL5dML0a8fx0a56m6ZksJfyWOP2bbZs0v2JrhULBa2lISFFfbeTkmhQoYDww2uvARtg9at2WpjyJXDhrnPXdVIirVsGRFt2EAb1uSyMqt+J3bnc6TFMDKBOqkH0r8/909nTJrEH7/1VjYUK6XXN1+2zPUaI3omudmP55JSl2bJHzKEBaWi49e2baWPKf/7Hwvzo0dp/Lzc6J4s2OjalZVJhofE4sW28ikAy1jOwnQqEhkZNiPk22+zrOEO4uM5vGbaNKK8jFxKGzyOLFD0wbRS6o+lphIBlDnXtXAFoz72iWqtSOvd2+X2GblRrPmNUlOtriwJNf6jkSPZK4pLJWm0dfYPtlTRF6kN/PJLfsYrvzpPiYikNIQ6Tsddrx6F+GbT/Y6SLWdkENWpQ+bGTal+7fxLVobefDOvd5wZXbKzWSAFSs4u7ioTJvB6PPPfHRSELJrU7yg/6PBwx0Hfy5ZxdirinAX9+hVZ313GuEPA/Q9ANVfOvRw2EXA9y6pVtrq3t9560Qq3i2LuXJYj7YXcVq34B+oOhg9nF5vcXOLB2ceHjLTE27fzoDVwoIOFqz6BFHXHGTWKrUlEPKbExbEW1hBenXnJGSnn+/VjwWxX/xks5ZUQ+zZiRHEDsqZxSKKfH2tLL7YMw4QJ3J64OF3buEd38zNcFR97jApM/uTnpxXTfJ44wQmTwsIuzmhiJDeaN4+vcXvsXzzLG4t6wzfOwSoiPZ0XxgBPOmUtH0RkLYtsjR17/nniexd1KbBYiMLD6amef5JSbBl7+mn+2gIC+DdTlhjxnBzWcj/6KNGmX5MIIHrtehcyAiUmUvKxC6SU42TXpZGSwv3loYfK/llPcOoUWwr+9z82Vjdpwi7nc+bwV/Dzz/w9UVKLCwAAIABJREFUrVrFOhilSrb8uQsj+/XcufzX5SylLpCVxd+JkfXZYmEPtCfjFttJvkV49FG2nhRZqRUU2OqWOqsVbsSS3X03jyGGt2Ht2o7DLJwydixR9eo0dWrpZcMccfw4KwIjI1nhUjTPwsqV3E5nbpc5OTZBvXt3oowVemFdu+QqgvtYs4Z/b4b3hFFfftUq/n1UdMttefPGG7z+AXT55Px5yjSF0IoqTjJXGezdS3nwI6U0mjPH8SmaxspcIzyqXb1kLklUhvTWhjK8kOfQnj2kValCqQijHU1vp2+qTqD5mEBnYtvyyS1b6pqzi2PYMFaqZGYSDffRk2XExxc770K6hYDiWZyJiGjUKNJMJprVfQ0pVYYawU4wEq61bVu8HvWhQ6wMBUq2WVwUFguNGpZPwcG6gsVI2+2kKLbhnVelCqc2cUc4TXnjDgF3BYBKrpx7OWwi4HqeHTtYY1ReLn/OMNxsP/qI3+fm8gLnUst9GBgTstUqnZBQaLA03KHnzi0i5G7dytKXrhUz2hoQwK6FtWrx55o355IS99zDsUrO3EeN+pcvv8zCcJfWWaQFBvHKfuHCwhko3nuPaMYM6tFDo65dbbszMmxF5QcMuDjhziA31+aGGhtL9Pcajc3mRmrFwYMppV5buv32wgvQFSvY6hIScvEJwPTqKDRlij5emyw0HS9Tv06pHBeoB0kv//AYDRtmc/fZsYMFRB8f/t4u1pqWnc0TaIsWnMCqRQuNkhp345WzPfqXNqLjQapTx+aS3KYNa9wvJr7l1lv5+8/OJkpomU5162ilx64NGkTf1rivJONdiSxaxN9zWUvvegqLhSgiwlaT98IF7oZG+Na0afydG5m3e/d2f8ytI5KT2dPOKCt1MQlDSqJTJ7aQUXIy0Zgx9OaMY+SHPMqrVt2xhu/ddx0WLp42zSbcOosJnDWLlQZGhTKzmV3pfHz42e//6QBPAKX9qLp2ZcmSyv77O3mSBduQEPaqqVWLx3pjiD1wgBdmTZs6ftZ5eTbPx5kzdSvvvfeyltLdX45gZdYslok0jS15gGveKoJrZGfzmuK554ho61b6t9YQskDRH+/udv6hPXvocJeRTnU7mZlc/csIIZo8mejYGxx/W5ZJRNNYoQ8UFpgOfr2NPsYoSgyqTadQnbKrVGfp7513yu5SVgRjTZaURHTXeI2W4iayQHGmJ7tBx9CDF/Mg0BMyzYt6kkymkqvrlIUff+SxKziYhUhjCwricass2a9dwWLh8dwo7ffKK2QrvGy/QD5zhrNOZmbSkSOsIP7+e/5806Zlr8Hradwh4H4H4ACA96VMkHA5oWlssW3YkBddhsawLJnuSsJiYbfOLl30sXH2bNvoSbxIMiyCt95aJBeCptHxI2a68UZ24Tbcelu3JhozhrMqlqXSS2Qku19bQyne3moznU+ZwiedP8/7br2V+vWzlSHauZPbYDJxPNDFxGEWxUhHHxXFC82vu73O0ld+Pkt/N95oPddsZu2kUiwUXmrG2i5deK189CiRyaRZn+306cTm5erV6bFZGvn48Lq7cWNbHdmyJrNyxLff8v0mTWKlRWylZFob2KvwQnnJEiKAPp19mF5+mftR5cq2mocXg5HN/7vvbK9LVebEx9PU2t9SUNDFrR369mVh4nLOBnvbbYUzs2oaW/j9/blv+vpy33viCc96mBBxd2zUyP3Xfe01vbxHWhpRTAxltOlOoaEafd5UH6OKFhp1wuHDhctVbdjAv6/GjVmQXLeOhdiiGYl37WI37/Bwoq4Nz/IisrSaPDExHG9xEcycyeOXYdw5f54XY7Vq8WI8KIh1infeSQ7dDo2h2yiRTOfPs1mltHonglswm7l6gKs1twXXsSoMvviCzqMKZalgWow7bKV2HLBqFf8eiibj37OHBRvDWGtdK0ydyj8yl1MuM7/+ynokf3/+rf75J9FNN5E1R8OYMWW6XKn8+Sdf+6efeD3WJuoEZajKZIm1m8S2biWaMIEurN9deA2Wl0fUoAGdiWhKPihwexWOvXvZC2bMGNt2771l9IJxgeRkXpe98QYRJSZSt9CtVLtaJivDBw/mhYihbfjkE35g+qJM0/g7NyJaXKlK6U3cIeCOdrS58llvbCLgXl189RX35AkTON7ts89KrY5TJpKS7Mb0kyd5hWW32tc0Xmz6+nL4SLt27Ab8yy8s74WEsBBsZNG1M+qWiVtuYUHeCKXo14/ozqG59PnrZ20+2g8+yDOTne/xJ5/wvBQd7d6YCk1jN+glSzg5X9XKuZSISFYJ+/tT3oOcvSopiYUkgBef7shEP306u2hu2cKlhT9r+QLdjXfJZCL6eolGdPo03XQTa0gBXrDffbf7+oWmsSdVu3bchmtic8gX+bSk+dMc4Hv6NKe69fEhys62Zt6+1Pj03FwW1I2yA2M77SEfZabNm0v4UFQUfdP7HaNKUJkwws5feOGimusx3nqL22lYGA02bmQLREICx616i3LPEKsHhD81aCeFI4Xyg8N4wDDIzi6k3SgoYAVAUaXF0qX8u6pVi134jeRYMTHOvQY//pjPecvvgeJeDPZkZBAB9O4tv1KXLmUbBzIzbeXf7Pn3X1sbi26vvcb/Q5s2vPn5UeGEMg8/XGysFMoHY44EnNd9FdxASgqRyUT5HbuSBYrGdHSeRvyjj/j7sI8LXbyYLYyRkQ5K5TVuzBP5RbJpk83rC+A1zF13XZonmSMuXLCVZSJia+REvMc3ffdd/id793aYcX7VrZyp8Eb8RPfc4952eZq4OL2CosVCv0cNsynDd+7kcc/QjD/+OJHJRIf25BV6HL16sXu6S0lNvcglC7hX2iYC7tWFpnF4WaNG5buQzM8vYvkssjpcu5YXYO3b2wbx5s1ZMZaaylaQ2267eOvp6tVsudM0XpsZ94iNJcrP02xqUTsLycyZvKtHj/JN8LNnD5G/v0b1TEeoH5bRVlNbGjYggxo35vYFBLDnsLusgMnJ7PpmVTysXEnp/YZShw78/7Zvz/f09+d+UR6u8ytX2soGpKZo1KnmcapiSqUziGYz2IABlNu4Ff3wAxuKrr3WPZbza69lby4iopRHXqTqOEUtG+Y4ts6mpfEDcSFu6tQpXnz+8Qdnle7alS1ibdpc/pOcUUd4wQIW3NyVrfhyx2zWFfEWC1FoKOVOnELNmhG9WPlZfiBGrab33mPNiB70bsTcrl7NCpqBA1lRFRnJfctI/vT77yyzOlMMvfsuu/j160cU7JtDRyq3cG7hycoiWryYBvdNpzp1XP8fNY3XYM68I99/n93v9u/nUI+ff2bFE8Br2AEDeGgcO9bO0nXqFD8PdxVkFkrEYuFYx6+/LrMBUHCB7GxeeyxYQDxwt2hBuX7B9LlpOB05wscKhV0+8ww9Xe0tAvj7yM1lSyLAHy9WHeLoUZvWqIxoGltVv/+ePWjuuotflyetWhWOxrhjqIWWq75kDgiypvT/7dZ36MEHbWuDdcvT6Byq0vqQXjRxgnbFRy0YmfZzcoho1iwai4Xk46NxUs1hwzheSp/0tWvqU+fOrETs0oUTwV0Jim0iEXCFq4Tlyy85fMMpq1axJXbLFmLzxx138KrLARazRq/6z6R7mv9FkyaxNwwRL8BcqYXmCmfPsnvL88/zr/jzF49Rtk8IPdhyOfXuZaF+/djaC3A5m7JmKi4LKSk8sX72GdF11+ZTdJSFAv3NFBLCisJ69ahkC6Mbyc1lxeS11/L/3qiR7fmXN/v2EQUEaBRXr4B697JQ7yanKL52IgHslnf4sHvus2yZ3QLh7Fn6vjLHUk0bl15cgP74YyqAD+1dvKXYwnLDBl74X3cdyz+GfsTYWrRgC1hJtUQvFzSNBbGVK9li6+NjK1lUkau/tG/PAhwRcZmH+HjasoWoTkQGnUM1OtPiOj42Zgxp1SLpySc0iojg77dmTdbSG2V/AD2BXRkMml27EnXsqNfuDiqgejhMA9qfcVo+zYjJc+YVnJzM41Xv3rbNEFaHDHFdQbZ3L4dzOC2Xcs897HLjrh+lIHiZmjV1DwU9q92h/pPJDBMNbnWA54dpfF5yMtGYBn/Rq2FP0VNPcVhmfDz/xmbMcKLMfP99PuEiJgNNY+8x+7mlPJXtRMWVKElJRN0bnKLziKBTlerTQTSgJvU583yvXjzOvBnM1oCsNR5arJQzP/3Ez/q334joxAlK8alG1YPTqGVLorw9h1j7P2YMUXQ0rerxtPW7ufZaXhPcdpvL5Ye9igi4gnCJnDrFvxZrCcnhw9kCcOyY05MXjFhJAJUYB1NWjh5la7UhyFgsLMjGxhI1jOOsgJ068UIV4Eyj5Z34y4gJNmJbExPZdVkpFpLKc5BctMjmrmvPgQOsxb1Yd3BX2bWL728sChYv5kV/QgJvhpKhtNDES2LzZrrXbz4BRNdfXySBy4kTdOCxjwlgV9LUVE4mdOON3EdiYjjeypjcnnmGXbnnzPF8rKq7uHCB8xgZ/5OzsrAVgfHj2TPEYiFehOopy48fJ3q9Dmf0eaDNaropeCV1DN9HALvv1a3LmvqEBI5f/e8/1vg7rHO8eTP/kCMjeatRg1X8jzxCr03YTT4+/My/W1JA3QLXk6/J4vA3STt20PFvN7I781u869w5thz9+CMrXOrU4XWX0TZje+UV93g/EBELtb6+dMX7IAqCHYMG8XxP27YRRUbShc+WUjYCaQHGklI2j1yjHI0PCuiGG9hqFxrK3mFOufVWjve5SBesceN4LvzhBxac3B3b6ghNK1yG7MIFole7cszNc5hF/v48ByYkEE1utoryTAGU1K/ieHRkZvJYOmOGvmPUKPrefwgBer6tB2dY4zvu7XuQgCszHYEIuILgBpo0YQGCiFiwDQxkV4+irFxJBNDdA05QaKgbF2ZkizV84gnbvm+/ZbfCzp1t1UF69OBYGk9kvs3K4snTWnCebFmfy7v6xsyZvFb1lqZRT7hYKIm1Pc88Q9YSQe5k48bC8dTaE0/S+2oS+ftrFBvLrsbGZgh7PXuyYOPry4nORo7kBYDFwhm8x427coXaomRmcgbl/v3d+/u73DDi6HY7SJial5ZNaSE1aEdQe2qHDdSuxmmKieHv3WX+/JNd2WrVsqV7HzuWzeS+vmTx8aWH8CJ9sVh/yJpGw4Y5DG8jGjOGfo24gwDOVzN0KFudDEWEry8LuBs3XtyzcIn8fDbXBAVVbNO+cNXx4ov8O0pK1KyD3pfVp1I+fOnDx48QQNYQnumRn9DQ6n9Sq1Y8Rh46VMKFs7OLT/BlxGz2fJLCadPYg8u+1I2mEe3rPIYsUPR086+odWvi2IygIM5+aZRcqCC89RbRX3/pb/buJZo3jyaNZct17/g0Sg6KpezI2lQ7LJVMpkurS+4tLlrABfAjgB+cbSV91pubCLhCeTB5sl1MAxHXw3XktqMXSm3XIo969XJvGzSNXe9MJueZiDWNXWIdVAQpNwYNYiuyMYktXUqFQgDLi3/+4ft8/nnh/Z4S1HJzOU511CjHx61adTdz/fUsHFhdz8+eJTp4kDZvZo1048ZEjWNSqXHNDIqJ4WfUoAG7k5arNVnwKAcO8Hf7/vv6jry8wiu6Tz+1SZArV5KmlSFMIiWFO1nDho6DcJOSSLttEBFAy6PvtLoxrF+nWV3/Ro/mTMy7dhFRQgL90uxBa3+sV4/76tq1vBgdNsyFBVZGBseV5+SUXXORn89aHE9o3gTBw/zxB3dta7kZTaPv3jxO+SZ/0iZOonHjeF4YNIgoJ6o2BfnkctWB0jCyyLkzQ6UH+OsvDr8oltQsK4soIYHylR8dCWlG1qQdiYleaaen0TSid55LoebVTlP/kD8oH760Fp1pRNz6y7tUghMuRcDtUdJW0me9uYmAK5QHRlkc6wSSlMQ+LlOnFj5xwQLKaZdAvr6a2+rx2pOYyNZZZ9kojUXv/Pnuv7czFizge27bxu+3beNENuWdqMFs5nT4gwfb9uXksCflvHnle2+DsWNZwe3IFbx2baLbb3f/PY0yRUuXFjmQlcWCydmzHDQ+cCDNnMmuShXFOivY0DTu/9ZcSbVrE/Xpw14kzz7L5tA+fdg8Wtb6WMOH8+dKMqlqGv3ZhxNamW+5jTUu7dvTiGv+oTp12CIbEsJG4LuC/kd1Q5LIz48tC2VaS/30E6/Oi6ZK9vNjd4R77mEpf/Fi/nH88AP7QRrbvHm27H+PPVa25yAIVwAXLnB40s8/E0/Adeqw1DtpEk8AdlmmUkZOIcDFGq+dO7Mp9AoUfp54gn/yxfJwpKTQ1+HjaUutmziRyeWeRfEi0TQ2AmzZou9ITeWEG+3aEfn6UtoHX9G8bp9RRkBVflB163KM1bXXshtgkyaXfaYpt7goAwgC0MjV8124Xi0AqwHsAbAbwDQH51wLIB3ANn170pVri4ArlAe5uZy5t1Dikm++cZgx4cQJHiPcXbzbwMgq6sgFeccOTjyzd2/53NsRZ86wVdlhDF85M3Uqz99GuYHly/nZ/PyzZ+6/erVjhYKmsfeTO+ruFiU/n5P13HBDkQMjRxLVr88TmI8P0b59NHQolwwQKiaffsrrWCLi4Cp7ATAwkOvhxsVRnn8wfX7tPNe0Tp9/Tq5m37ZYiOjVV/n8iRNZoxMVZbWwnj5NdEOffIrCWWoRnVh2r47jx9lNokkTzhr2yiu8KH3mGaKHHuKMKEY98JK22NirJ722cHWTns7Knwce4CxSvr6FFPE7d/JP4osvSrmOYRZ+9dVybW55kZrK5Yj69nUsw1bk8BUiW1I/a8W4ffts46H9giU9nZWAgwax60337hyGMmgQKw0vY9xRB/cmAPsBHNHft75UF2UA1QG01V9XBnAAQNMi51wL4KeyXlsEXMHjWCws7MbGEs2eXe7azowMTjZluKgOGVK+mZJdwb6e3YEDHqj9qbNlC8eXGi7bU6fyuj4ryzP31zRWZrikDXcjTz7J8b2FFC5//82xRC1aWDP5/PEHl+cQrhIOHGAL5n//2VawZ87QzmA9AC8oiLPAvf8+a+BWreJ6V+vX8/bWW5x1plOnMg0qmVMf5esbWWw2bLAd3LyZCKBqobn04INl+F80jVenwcElBwqazZwXYd8+tl5t3Fh4+++/K9ICJQhlJStLF+YGDSKqWpUn4rFjeVI8c4YoP59+XcYJKR2V3SIi/sz77/NYcc017i9W60HeeIOTKZ496+2WeIeHH2ZdtzWzffv2nMVPl+737GGjblqa99p4KbhDwN0MIAzAVrt9O135rKsbgKUA+hTZJwKucFlRUMAWwkJht/v2EbVsyVaEmBiigADSvvnWY23av5/dAD/+mGjFCseJnT3J2bMc++JSfI+bGTSIhb5bb/XsfY218+nTnJb/zBmOPzbq5JYHZ85wBsxStfBChefwYS4R4myRcuECka+PRu+MXs9pso1aQc62hAS2/LjIrl1E/r4WOtF6AFuLAKKnnrKdkJlJST/8S0AZS2l+9x1V+FTYguAmNm9mmfTnn4knIoBdPA4eZBerBx8kWryYFvhNIoD1PsU4cMCW/a1LlwoRm2rkjtq5k+j++4k++IDXCO4q23g5c+gQWSskEBH/03baf8P55krNr+UOAXed/tdewN3hymddvH5dAMcBhBbZfy2AZADbAfwCoFkJ15gIYBOATbVr1y6XBykIFy5wAqeuXe0MAufOseW2ShWu45OWRp06ajRpkmfapGnskRoZya661kzPHkbTWMAMDbV6x3qc2FjOrOwtbeQbb/CoqhR/H02blu/9SrOSnznDmZ4raIiRoLN+PZXoSWjkD1i+XN+haby63bCBTfzLlvGq+OefeV8ZrZ2axrmo+nZI5TjgwECiNm0KnWN4O7pcuisvjzOjNW3qffcUQbgCyM1lZffEicQWurg4FlKJOFA/KIho+nTao5rSm6/mF6sXS8eOcexutWo8WFQwr4dFi2xOLO3bV7h/zyl9+rDOIi+v+LGJE9nQf6XiDgF3AYDhAHYAiAPwFoD3XPmsC9cO0S3Etzk4FgogRH/dH8BBV64pFlyhPPnwQ/7lLFpkt/PkSTajEHvLBQZS2VzxLhFjAduvX+Ekqp5mzBhuh6eE+8uNlBTO72Mkax03zjP3fecdx4lu58zhdhw86Jl2CN6jfn2igQMdH3v4YQ7Jy8wsv/u/wmV36fAHXCaNbrzRdnDpUpp373YCOKTWJYxEA+VdzFoQKhBDhxJFR+seqN9/z25dmsaTgI8PC7316xf/4K5drCEODSXatMnj7fYEZjNRq1bkOEFjBWbZMo5Ftiab0tE0oubNOcTqSsUdAm4lAHMAbNStpHMABLry2VKu6wdgOYDpLp5/FEC10s4TAVcoTywWDk+rWtVxXMf+/fzL+ugjz7br0CHvJ03Ys4e1hQ7ybl11/P23Z+J+jh3jLLV9+xbeb7HwOuZKnrwE1xkzhsckR2PA3LnswlyenD/PoQn33UfsBm0ycfrS1FSiuDiaUuNrCglx0Wqybh0vxseMKd9GC0IFY/Fich5fO348kVJ0sPlAQx/PbN/Og0f16vy6ArN5M+cv8fZayZNomuPcgnpqBHr3Xc+3yV2UJOCa4AJElE1EjxFReyKK11/nuvJZZyillG4Z3ktErzo5J0Y/D0qpDgBMYJdlQfAaJhOwcCGQmQlMnMhBa/bs3Ml/W7TwbLvq1+e2eZMmTYAVK4Dq1b3bjsuBhAQgOrr871O7NvD44/zcjb4HAKtXA4cPA+PHl38bBO/TvTuQnAzs21f82KOPAp9/Xr73r1oVGDIE+OwzIO+puUB4ONCvH9C1K3D0KPqOq4knnwR4Ri+BAweAm28GatYEXn+9fBstCBWMAQOAwEDgq6/0HefOASNHAo0bA82aAQCid6/Cuc43AzfdBPToAXTpwh9aswZo2dJ7jfcAbdsCc+d6f63kSZQCQkMBTQPOnrXt//dfoFIl4I47vNe28sSlr1gptVoptarodon3TgBwJ4BeSqlt+tZfKXW3Uupu/ZzBAHYppbYDeBPAHbrELghepUkT4O23gf79iwu4u3bxgNKkiXfaJlx9TJrEE9Vrr/F7sxl46CEgNhYYNMi7bRM8Q/fuvH49f77w/v37gYICz7Th6aeBLVuAgJgqQKtWQGIicOIEsGwZBjzbEQ89VMoFli3jBTcR8OuvQFiYJ5otCBWGypWBDz7gOQEA/5YyM4H8fOCpp4B77sFWn7aobjkBnD4NWCzA8OHAn3+yllyosNx2G3DjjawI//tv4L77gFOngCpVvN2y8kG5Ii8qpdrZvQ0EMAiAmYgeLq+GXQrx8fG0adMmbzdDuEpZupTnilcd+iUIQvkweTLw3nvAggUsI/Tpw5rqIUO83TLB03z7LbByJQu9M2awN8EXX3i4EUlJwC23AFu2IO+v9ThcuTXi4gA/Pwfnbt4MPPkkC7jNmnFjmzf3cIMFoQLz229A377IW/gZAscNxzPP8E9OuHp4+21gyhQgKgqYMAF47jlvt+jSUUptJqJ4R8dcdVHebLetJaLp4AzHgnBVk5cHvPsua8N27QJGj+bBQ4RbwdPMnQuMGcPCTN263B8HD/Z2qwRPk5sLjBoFfPghu56dPAlMm+a5++/axXLtqYIo4IcfgMhIYOBA9Gh2DsuWFTl5+3Zg4EAgPh5Ytw54/nkWdkW4FYRLYu3aIuuQ3r2BqlVxZv6PANi7R7i6GDECCAjgUJb+/b3dmvLH15WTlFIRdm9NANqB6+IKwlWN2Qy89BJ7APn7c3zD6NHebpVwNRIaykKNQUCA99oieA9fX2DrVqBOHbbo+/oCnTt77v7+/izXdu8OPPhgJPD99/Dp0g1b0QbBPw4DtlRit8m1a4FVq9gNefZslsJDQz3XUEGowHz7LfDGG8CttwL16oGDTufPx55XOUg/Ls677RM8T5UqwDvvAMHBHHZd0XHVRfmI3VszgCMAZhPR3+XVsEtBXJQFT3LwIFvN8vI4R0Pz5ldXAgNBEAR7OnbkkL+tW/n9u8P/RtwXz+I6/AZlrDnq1wfGjgXuvbfiBoEJgpc4dYoF2wkTWKgxOH+eQ6iuvx4ICfFe+wTBHZTkolyigKuUqk1Ex8utZeWECLiCpzl5kgVcydEgCMLVzltvAVOncjKT5s2BG27gMXLnDnIhjbIgCO5g4kRg0SJg717gmmu83RpBcD+XEoP7vd1FvnFrqwShAlGzpgi3giAIAHD77YCPD5cM2r0bWL4c6NULItwKggd5+mlO6jZjhm3fokXAnj1ea5IgeIzSYnDtZyPR/wiCIAiCUCJRUVympFYtToq8fDnQs6e3WyUIVxc1agBz5nDiOaNa0JgxwLPPAk2bert1glC+lCbgkpPXgiAIgiAIDrGP++vTx3vtEISrGSOD+uHDQIMG/Lp1a++1RxA8RWkCbiulVAbYkhukv4b+nohIUh4KgiAIgiAIwmVKVJTtdZs23muHIHiKEgVcIvLxVEMEQRAEQRAEQXAvlSsDn38OfPkluy4LQkVHipkIgiAIgiAIQgXmjjuA776TXG/C1YEIuIIgCIIgCIIgCEKFQARcQRAEQRAEQRAEoUIgAq4gCIIgCIIgCIJQIRABVxAEQRAEQRAEQagQiIArCIIgCIIgCIIgVAhEwBUEQRAEQRAEQRAqBCLgCoIgCIIgCIIgCBUCrwq4Sql+Sqn9SqlDSqlHHBwPUEp9qR9fr5Sq6/lWCoIgCIIgCIIgCFcCXhNwlVI+AN4BcAOApgCGKaWaFjltPIBUImoA4DUAL3q2leVLgaUAFs3i7WYIgiAIgiAIgiBUCHy9eO8OAA4R0X8AoJT6AsAtAPbYnXMLgKf1118DeFsppYiIPNlQd3L//cDSP44iqyAbyTnJICJUDqiMuuF1USWwirebJwiCIAiCIAjCVU7r1sDrr3u7FReHN12UYwGcsHt/Ut/n8BwiMgNIB1DGnuTGAAAcI0lEQVTV0cWUUhOVUpuUUpvOnTtXDs11H8k5KUjPTUNUpUjEhsYiz5yHC3kXAAAWzYx8Sz6AK1aGFwRBEARBEARB8AretOC6FSKaD2A+AMTHx1+20uHrrwOvv9620L48c00QCIG+wMfbPsXYpWMR7BeM+Brx6F6nOzrX7Iye9Xoi0DfQS60WBEEQBEEQBEG4/PGmgHsKQC279zX1fY7OOamU8gUQBiDZM83zHAG+AdbXnWt2xhv93sDB5IP49+S/mLNmDjTScP6h8wj0DcSZC2cQFRwFH5OPF1ssCIIgCIIgCIJw+eFNAXcjgDilVD2wIHsHgOFFzvkBwGgA/wIYDGDVlRx/6wqNqjVCo2qNrO8z8jKw/ex2RARFAACGfj0UZy6cwcyEmRjValQh4VgQBEEQBEEQBOFqxmsxuHpM7WQAywHsBfAVEe1WSs1WSt2sn7YAQFWl1CEA0wEUKyVU0QkNCEW3Ot2glAIRYXqn6agSVAUTf5qIa968Bs/99RwOJB/wdjMFQRAEQRAEQRC8jqqIBtH4+HjatGmTt5tRbhARVh5Ziblr5mL10dV478b3MCl+Eo6lHcPCrQsRXyMe8TXiUb1ydW83VRAEQRAEQRAEwa0opTYTUbyjYxUmydTVhFIK111zHa675jokZiZak09tO7sNz615DhppAIAalWsgvkY8Xu7zMuKqxmHb2W3YcmYLaoXWQp3wOqgdVrtY4qrj6cfx0daPcCLjBHxNvqhfpT4eSnjI4/+jIAiCIAiCIAhCWREB9wonOiTa+vqWxrcg45EMbDu7DZtOb8KmM5uw6fQmBPsHAwB+/+93PPRbYWE1JiQG2yZtQ3RINGasmIFX/n0FJmVCTEgM8i35iAiKsAq4s1bOQnRwNO5ofkeh+5YHOQU5WHdyHTrEdkCwfzDMmhk+ygdKqXK9ryAIgiAIgiAIVy7ionwVkV2QjaSsJBxPP46jaUdxLO0YjqUfw3sD3oOvyRe/HvoVOxJ34PZmt6NOeB0AgFkzw9fkC4tmQdePumLdyXXwUT7oXKszEmolYGDjgehUsxM00pBrzoWvyRf+Pv4O76+RhrTcNBRYCuBj8gERIdg/GJX8KiElJwUbT21ERl4Gfjr4E5bsXoIccw6OTjuKOuF18Mo/r+DTnZ9iZIuRGNBwQKFEXIIgCIIgCIIgXD2U5KIsAq5QJnYn7cZnOz/DqiOrsOXMFjzZ40k83v1xHE07inpv1AMAhAeGIyIoAkSE2T1nY2TLkdh8ejM6fNjB6j5t8OXgLzG02VCsPrIavT7pBQAI8Q/BiBYjcFPDm9Cnfh/4+/hjye4leP7v57H17FYAQFxEHAY3HYy5veeW2/9KRFBKIdeci6X7lqJRtUZoGd0SJlW23Gw5BTk4mXESSVlJOJ99HvmWfBRoBejXoB8igiKw7/w+/H3872KfG9x0MMIDw7EjcQfWn1xv3V85oDIiK0WiS60uCPILsraTiJCZn4lz2eeQnpuOVjGtYFImHEo5hGNpx5BdkI3sgmwA/Iz7x/WHUgrnss6BQIisFOnQQp5dkA0igkmZEOgbKFZ0QRAEQRAEwatIDK7gNppFNbMKlTkFOci35ANgofaF3i+gQCvAmQtnkJ6XDqUUYkJiAAC1wmrh0a6PolqlavD38YdFswAAWkW3AgC0rd4Wa8etRbBfMOpH1EeIf0ih+w5pNgRDmg3BsbRj+OnAT/jxwI/YmbTTejxhYQKy8rOs7tgKCr3r9cYzPZ8BAHRd2BXpeekosBTAQnzvoU2HYk7vOQCAhm81BMGm7DFrZtzd7m7M7DoTiZmJuOObOwAAVYOqonud7mgZ3RIjW45Eg4gGOJxyGJ9s/wQX8i8gKSsJ57LPISkrCe8PeB8dYjvg273fYuR3I4s9y40TNiIiKAJ/HfsLk36aVOx4t9rdEB4Yjt8O/4YZv80odvz09NMI8gvC7D9n44W1L8CiWVCgFViP5z2eB38ff7y+7nW8s/GdQp8N9A1EzmM5AIAHVzyI/+34H0L8QxAXEYfY0FjUDauLt/q/BQAYsHgAVh9dDYCzereMbokedXrguV7PAQDSctMQGhBaouBv0SzIt+TDQhb4+/jDz+QngrIgCIIgCILgdkTAFS6aIL8gBPkFAWABd2bXmU7PjQqOsgpEjggLDEOXWl1KvWed8Dq4r8N9uK/DfbD3PmhXvR2OpB1BrjkXRAQCwddk6961wmoh2hINX5OvNZa3bnhd6/EOsR0KCbgAJ+kCgOqVq2PnPTux5cwWrD66GmuOrcH3+75Hk2pN0CCiAY6mHcXsv2Yj2C8YUcFRiAyORGzlWKvAl1A7AZ8M/ARRwVGoVqkaAnwD4Gfys7qBD28xHP3j+hf7X6ODOc55YruJuKM5C9gEQkZeBs5lnUNkcCQAoGPNjpjSYQpMyoSqQVURGRyJ8MBw6/8/pcMU3N7sdlTyq4RKfpVAIOQU5FjvM77NeMTXiMfhlMM4mHIQJzNOIj033Xp8UrtJuKHBDbCQBcfTj2NH4g4cTj1se/bz2+F4+nFUq1QNwX7ByLfko39cf7w34D0AQPgL4UjPs10PAMa1HocFtywAEaHrR10RExKDhhEN0TK6JVpEt0Cjqo3g5+OHtNw0rDi8AueyzgEAqlWqhkbVGqFxtcbFEqSVF5n5mdh7bi+UUogKjkJs5Vj4mHw8cm9BEARBEAShbIiLsiBcBHnmPABAgG+AVdC+Wi2S8zfPx7G0Y0jKSkK2ORsBPgHoGNsRk+LZKj3nrzlWy61JmVBgKUCrmFYY0HAAsguyMWTJEBxOOYzDqYdh1swAgEcSHsHz1z2PXUm70GJei2L3XHDzAoxrMw5nLpzBqiOrEBsaiwJLAQq0AhRYCtCjbg+EB4Zj3/l9+OvYXzBrZpg1MyyaBRayYFybcYgIisC/J/7F8sPLrfstmgURQRGYFD8J4YHheHzV43jpn5esngoAEFkpEmdnnIVJmbDpNI8z4YHhCAsIQ2hAKCtRdAF465mtSMxKRHJ2MlJyUpBrzkW9KvUwuOlgAMDr615HRl4GACApKwmnLpxCm5g2eLLHkwCAYd8Mw77z+6yu/X4mPwxvMRzTO0/nutjLpyMsMAxhAWEICwxDgE8AmkU1Q+uY1kjMTMR9y+7DmcwzyCnIQYFWALNmxiMJj2B069E4mHwQvT/pDY0062ZSJrzU5yWMaDmiPLqKIAiCIAiCWxAXZUFwMwG+AdbXV6tgazCx3cQSjz/W/TGnxyr5VcLPw38GAORb8rHv/D7sTNyJppFNAQBNI5ti04RNqBVWC0SEpKwk7D2/F51qdgIALD+8HGOXji123Y0TNiK+RjzWHFvj0P37poY3ISIoAv+c+AfP/PkMFBR8TD4wKRPyLfm4q+1dAIBmkc0wuf1kdKvTDT7KB2cyzyArP8tqnZ+8bDLWn1pf6Npda3fFmrFrAAAjvh2Bvef3FjreP66/VcB9+Z+XcerCKQAsJNcMrYn46jxWa6ThYPJB1AytabXG55nzEODDfS+rIAsfbv0QmfmZha4/q+sstI5pjQDfAOw5twcxITGICIqAn8kPviZfVKtUDQDHYfe5pg9MymTdcsw5iKsaBwA4nHIYGXkZaFO9jdPvTxAEQRAE4XJDLLiCIFyxWDQLdibtRGpOKvx8/KxZvBtVbYRg/2Bk5mciPTcdviZfq2XVR/kg2D8YJmWCRhoUVCElRUZeBir7V3ZJcbEraRf+S/0P6bnpSMtNQ2Z+JqpVqoYJ7SYAAP458Q8UFCKCIhARFIFKfpXga/K1KkiMWPSiLvVlfQYZeRlIz0tHnjkPMSExCAsMu6hr2XPbl7fhxwM/YkbnGZjVbRYqB1S+5GsKgiAIgiC4A8miLAiCIJSJlJwUPLD8AXyy/ROEBoRiVMtRuLf9vWgS2cTbTRMEQRAE4SqnJAG3bPVOBEEQhKuCiKAILBq4CBvu2oCbGt6E+Vvm44f9PwAAzmefx4ItC5CSk+LlVgqCIAiCIBRGLLiCIAhCqZzPPg8/kx/CAsPw3d7vcNtXt8Hfxx8dYzuifY32iK8Rjxsb3ojQgFAUWAqsMc2CIAiCIAjuRpJMCYIgCJeEkZwKAAY2HojNEzdj8c7FWHtiLd7Z+A7yLHk4Mu0IQgNC8X9r/w+Pr34cANekDvANQFRwFLZO2oqIoAj8sP8HrDu5DtHB0YgOibb+bVKtSbHYZ7NmxubTm5Gam4p+DfoBAH499Cuig6PRIrrFRccul4Vccy4smgXB/sFIyUnBH0f/QHhgOFpGtyz0XARBEARB8D4i4AqCIAhlQimFttXbom31tgCAAksB9p7fi9phtQEA3ep0w9M9noZGmrXuclJ2EkIDQgEAa4+vxSv/vgILWazX9DX5Iu/xPCgozFgxA9/u/RZBfkE4feE00nLTUDe8Lo5MOwIAmP3nbPx78l+E+IegU81O6FKzCxJqJ6Bv/b4AgN1Ju5FvyUeBVoB8Sz6yC7IRExKDltEtYdEseH3d60jOScbZzLNIzEpEak4qhrcYjskdJiMjLwN1X6+L8MBwRAVHoXJAZfx74l+80e8NjG87HgeTD2LQV4Os7a5RuQZaRrfEk92fROdanZFrzgUAp3WacwpykJKTgsz8TGQVZCEzPxP5lnx0q90NAb4BOJh8EAdTDoKIrM+PiHBjwxvha/LFrJWzsProarSr3g7ta7RHh9gOaFStkVjLBUEQBEFHBFxBEAThkvDz8UPL6JbW993rdEf3Ot2dnv9inxfx/HXPIzUnFYlZiUjMTER6XrpVSLumyjVIqJ2AnIIcdKnZBX3r90X72PbWz38x+AusPb4Wa0+sxd/H/8azfz2Loc2GWgXcTgs6FSufNL7NeHx484cwKRMe+u0h+Jh8EBMSg6jgKGuGawAwKRNGtBiB1NxUJGUlITknGXe2vBPxNdgLqkV0C2y/ezsSMxOxI3EHdiTtwPaz2xHkFwQAWLJ7CUZ9PwrVKlVDeGA48i35yMzPxPq71qNBRAO8veFtPPz7w8Weyanpp1Cjcg18uuNTzP5rdrHjGY9koHJAZVQPqY5A30B8sv0TvLPxHW5TVAvsuGcHAKDnop7458Q/hT7bvkZ7/D3ubwBA/Px47EzaWeh4r3q98MuIXwAAjd9ujCNpRwodv7nRzVgyZAkAIPbVWJzPPl/o+IgWI7DwloUAgLAXwqxCvsHd7e7GGze8AbNmRvDc4GL/24OdH8Tc3nORmpOKmFdiih1/usfTeLTboziefhxxb8UVO/5K31cwucNk7Dm3B23eL17W6v0B72NM6zHYcGoDun3UrdjxxbctxqCmg7Dyv5Xov7h/seNL71iKfg36Yem+pRj69dBix1eNWoWE2gn4dMenGP/D+GLHN07YiJbRLTFv4zzcv/z+Ysf33rcX11S5Bi//8zIeW1W8rNrJB04iMjgST61+Ci+sfaHY8bSZaQjyC8L05dOtfcLAR/kg+7FsAMDEHydi0fZFhY6HB4YjcUYiAK67/e3ebwsdrxVaC4emHgIA3Pz5zVh+eHmh402qNcG2u7cBkL4nfU/6nj0Vpe9dqYiAKwiCIHgckzKhaqWqqFqpqrXuscG97e/Fve3vdfrZ2mG1UbtFbQxrMQwAkF2QjeyCbOvxz277DERcesnPxw/BfsGIDY0FwNbn1JmpqBxQ2aHVM8Q/BG/1f8vpvSv5VWJhPhroU79PseOtYlph9rWz2fKcl4ZA30AE+wVbBei+9fsiLDAMIf4hCPYLRoh/CPx9/FE1qCoAYEK7Cegf1x8mZYJSylrGyvj8lI5TMKXjFFg0C/Yn78eGUxuQnptuvf/tzW5Hp9hOhdpUK6yW9fWdLe/E2cyzhY7Xj6hvfT2uzTik5qQWOm7//dwTfw+y8rMKHbevlTy1w1SYNXOh40bdagWF6Z2mF3tm3Wrz4ivQN9Dh8Y41OwIAQgNCHR5vE8P3rxpU1eHx5lHNAQAxITEOjzes2hAAUCe8jsPj9cLrAQAaRDRweNzoW00jmzo8HlkpEgDQOqa1w+PhgeEAeEHu6LihPEmonYDpluLHDTf9nnV7WutkG9j38b71+1r7mYG9p8GAuAGoG1a30HH7kmO3Nr4VzSKbFToeFRxlfS19T/qePdL3Kkbfu1KRJFOCIAiCIAiCIAjCFcNll2RKKfUSgJsA5AM4DGAsEaU5OO8ogAsALADMzv4JQRAEQRAEQRAEQfBWVorfADQnopYADgB4tIRzexJRaxFuBUEQBEEQBEEQhJLwioBLRCuIyHBWXwegpjfaIQiCIAiCIAiCIFQcLoe6AuMA/OLkGAFYoZTarJSaWNJFlFITlVKblFKbzp075/ZGCoIgCIIgCIIgCJc35RaDq5T6HUDxvNfAY0S0VD/nMQBmAJ85uUxXIjqllIoC8JtSah8R/eXoRCKaD2A+wEmmLvkfEARBEARBEARBEK4oyk3AJaLrSjqulBoDYACA3uQklTMRndL/JimlvgPQAYBDAVcQBEEQBEEQBEG4uvGKi7JSqh+AhwHcTETZTs4JVkpVNl4D6Atgl+daKQiCIAiCIAiCIFxJeCsG920AlcFux9uUUu8BgFKqhlJqmX5ONIC/lVLbAWwA8DMR/eqd5gqCIAiCIAiCIAiXO8qJd/AVjVLqHIBj3m5HCVQDcN7bjRAuW6R/CM6QviGUhPQPwRnSN4SSkP4hOONy7ht1iCjS0YEKKeBe7iilNkldX8EZ0j8EZ0jfEEpC+ofgDOkbQklI/xCccaX2jcuhTJAgCIIgCIIgCIIgXDIi4AqCIAiCIAiCIAgVAhFwvcN8bzdAuKyR/iE4Q/qGUBLSPwRnSN8QSkL6h+CMK7JvSAyuIAiCIAiCIAiCUCEQC64gCIIgCIIgCIJQIRABVxAEQRAEQRAEQagQiIDrYZRS/ZRS+5VSh5RSj3i7PYJnUUotVEolKaV22e2LUEr9ppQ6qP+tou9XSqk39b6yQynV1nstF8obpVQtpdRqpdQepdRupdQ0fb/0DwFKqUCl1Aal1Ha9fzyj76+nlFqv94MvlVL++v4A/f0h/Xhdb7ZfKH+UUj5Kqa1KqZ/099I3BACAUuqoUmqnUmqbUmqTvk/mFgFKqXCl1NdKqX1Kqb1Kqc4VoW+IgOtBlFI+AN4BcAOApgCGKaWaerdVgof5GEC/IvseAbCSiOIArNTfA9xP4vRtIoB5Hmqj4B3MAB4koqYAOgG4Tx8fpH8IAJAHoBcRtQLQGkA/pVQnAC8CeI2IGgBIBTBeP388gFR9/2v6eULFZhqAvXbvpW8I9vQkotZ2NU1lbhEA4A0AvxJRYwCtwGPIFd83RMD1LB0AHCKi/4goH8AXAG7xcpsED0JEfwFIKbL7FgCL9NeLAAy02/8JMesAhCulqnumpYKnIaIzRLRFf30BPMnEQvqHAED/njP1t376RgB6Afha31+0fxj95msAvZVSykPNFTyMUqomgBsBfKi/V5C+IZSMzC1XOUqpMADdASwAACLKJ6I0VIC+IQKuZ4kFcMLu/Ul9n3B1E01EZ/TXZwFE66+lv1yl6C6DbQCsh/QPQUd3Qd0GIAnAbwAOA0gjIrN+in0fsPYP/Xg6gKqebbHgQV4H8DAATX9fFdI3BBsEYIVSarNSaqK+T+YWoR6AcwA+0sMbPlRKBaMC9A0RcAXhMoK4bpfU7rqKUUqFAPgGwP1ElGF/TPrH1Q0RWYioNYCaYI+gxl5uknAZoJQaACCJiDZ7uy3CZUtXImoLdjG9TynV3f6gzC1XLb4A2gKYR0RtAGTB5o4M4MrtGyLgepZTAGrZva+p7xOubhINFw/9b5K+X/rLVYZSyg8s3H5GRN/qu6V/CIXQXchWA+gMdhHz1Q/Z9wFr/9CPhwFI9nBTBc+QAOBmpdRRcOhTL3BcnfQNAQBARKf0v0kAvgMryGRuEU4COElE6/X3X4MF3iu+b4iA61k2AojTMxv6A7gDwA9ebpPgfX4AMFp/PRrAUrv9o/SsdZ0ApNu5jAgVDD0GbgGAvUT0qt0h6R8ClFKRSqlw/XUQgD7gOO3VAAbrpxXtH0a/GQxgla6JFyoYRPQoEdUkorrgdcUqIhoB6RsCAKVUsFKqsvEaQF8AuyBzy1UPEZ0FcEIp1Ujf1RvAHlSAvqFkTPMsSqn+4FgZHwALiWiOl5skeBCl1OcArgVQDUAigKcAfA/gKwC1ARwDMJSIUnSB521w1uVsAGOJaJM32i2UP0qprgDWANgJWxzdLHAcrvSPqxylVEtwsg8fsHL6KyKarZS6Bmy1iwCwFcBIIspTSgUC+B84ljsFwB1E9J93Wi94CqXUtQBmENEA6RsCAOj94Dv9rS+AxUQ0RylVFTK3XPUopVqDk9P5A/gPwFjocwyu4L4hAq4gCIIgCIIgCIJQIRAXZUEQBEEQBEEQBKFCIAKuIAiCIAiCIAiCUCEQAVcQBEEQBEEQBEGoEIiAKwiCIAiCIAiCIFQIRMAVBEEQBEEQBEEQKgQi4AqCIAjCJaKUqqqU2qZvZ5VSp/TXmUqpd8vpnvcrpUbpr/9QSsWXx32c3HuyUmqcp+4nCIIgCK4iZYIEQRAEwY0opZ4GkElEL5fjPXwBbAHQlojMSqk/wPVP3VqTUCnlQ0QWB/srAVhLRG3ceT9BEARBuFTEgisIgiAI5YRS6lql1E/666eVUouUUmuUUseUUrcppf5PKbVTKfWrUspPP6+dUupPpdRmpdRypVR1B5fuBWALEZnt9g1RSm1QSh1QSnXTrxWolPpIv8dWpVRPff8YpdTbdu38SSl1rf46Uyn1ilJqO4DOSqkXlFJ7lFI7lFIvAwARZQM4qpTq4P6nJgiCIAgXjwi4giAIguA56oOF05sBfApgNRG1AJAD4EZdyH0LwGAiagdgIYA5Dq6TAGBzkX2+RNQBwP0AntL33QeA9HsMA7BIKRVYShuDAawnolYA9gK4FUAzImoJ4Dm78zYB6ObC/ywIgiAIHsPX2w0QBEEQhKuIX4ioQCm1E4APgF/1/TsB1AXQCEBzAL8ppaCfc8bBdaqDhU97vtX/btavBfx/e/fPGkUUhWH8eQU7JZVYxUpWwUJthKCd+A3SieAHsDGFtR9BLLSyshYJBNMn2FoZ/5DC2NpZJatJToqZ4CbEzFaTZHh+zS7MnXN2qsvLvXcW7tEEZqrqW5KfwKjjN+4A79rvv4Et4E27Er00Me4XcL2jliRJvTLgSpLUnzFAVe0m+Vv/XoSxSzMnB1irqrmOOpvA4ZXYcfu5Q/f8vs3BXVyTtbb2z92253vvAPeBeeAJzQr0/j2bHX0kSeqVW5QlSTo9vgOXkswBJDmf5MYR474CV6eotwo8bGuNgCttjw3gVpJzSWaBI8/SJrkAzFTVB+ApcHPi8gj4PM1DSZLUF1dwJUk6JarqT5J54GWSGZp5+gWwdmjoMvB2ipKvgNftluht4HFVjZN8BH4AX2jC8qf/3H8RWGzP7QZYmLh2F3g+1YNJktQT/yZIkqQzKMl74FlVrZ9A79vAQlU96ru3JEnHMeBKknQGJbkGXK6qlRPo/QBYr6qNvntLknQcA64kSZIkaRB8yZQkSZIkaRAMuJIkSZKkQTDgSpIkSZIGwYArSZIkSRoEA64kSZIkaRD2AJRF8L3k+wc/AAAAAElFTkSuQmCC\n"
3299           },
3300           "metadata": {
3301             "needs_background": "light"
3302           }
3303         }
3304       ],
3305       "source": [
3306         "plot_moisture(0,600)\n",
3307         "\n"
3308       ]
3309     },
3310     {
3311       "cell_type": "code",
3312       "execution_count": 64,
3313       "metadata": {
3314         "id": "xy7sIs0z_Kk6",
3315         "colab": {
3316           "base_uri": "https://localhost:8080/",
3317           "height": 313
3318         },
3319         "outputId": "aef17803-48d1-41d9-a305-40bf8f189549"
3320       },
3321       "outputs": [
3322         {
3323           "output_type": "stream",
3324           "name": "stdout",
3325           "text": [
3326             "training from 0 to 300 plot from 300 to 800\n"
3327           ]
3328         },
3329         {
3330           "output_type": "display_data",
3331           "data": {
3332             "text/plain": [
3333               "<Figure size 1152x288 with 1 Axes>"
3334             ],
3335             "image/png": "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\n"
3336           },
3337           "metadata": {
3338             "needs_background": "light"
3339           }
3340         }
3341       ],
3342       "source": [
3343         "plot_moisture(300,800)"
3344       ]
3345     },
3346     {
3347       "cell_type": "code",
3348       "execution_count": 65,
3349       "metadata": {
3350         "id": "TvlCtT0X2ejp",
3351         "colab": {
3352           "base_uri": "https://localhost:8080/",
3353           "height": 313
3354         },
3355         "outputId": "77fefb3a-908d-4928-a710-b75b5c47c256"
3356       },
3357       "outputs": [
3358         {
3359           "output_type": "stream",
3360           "name": "stdout",
3361           "text": [
3362             "training from 0 to 300 plot from 800 to 1200\n"
3363           ]
3364         },
3365         {
3366           "output_type": "display_data",
3367           "data": {
3368             "text/plain": [
3369               "<Figure size 1152x288 with 1 Axes>"
3370             ],
3371             "image/png": "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\n"
3372           },
3373           "metadata": {
3374             "needs_background": "light"
3375           }
3376         }
3377       ],
3378       "source": [
3379         "plot_moisture(800,1200)"
3380       ]
3381     },
3382     {
3383       "cell_type": "markdown",
3384       "metadata": {
3385         "id": "7W03QTo3c91t"
3386       },
3387       "source": [
3388         "Filtering by extended Kalman filter using RAWS data until 150 hours, then forecasting mode - running the model from interpolated RTMA only. For the first 60 hours the forecast is good, the equilibium correction made the model quite close to data. But then the big spike in equilibrium moisture around 230 hours attracted the solution, and it took a while for it to get back. The spike in the RAWS measurement is there but much smaller. The model becomes inaccurate during periods when the fuel moisture equilibrium is large.\n",
3389         "\n",
3390         "Possible reasons include: 1. There was something in the data we do not know about - maybe it rained but RTMA did not tell us. Try comparing with data from the RAWS itself? 2. The model is too simple, assumes the whole depth of the wood stick is wetting and drying at the same time. Perhaps the moisture got stored in the inside layers of the measurement stick. Try a two-layer model as in van der Kamp (2017) and make the state larger? "
3391       ]
3392     },
3393     {
3394       "cell_type": "markdown",
3395       "metadata": {
3396         "id": "owEI4EtTo7Ek"
3397       },
3398       "source": [
3399         "A detailed view of rain episode:"
3400       ]
3401     },
3402     {
3403       "cell_type": "code",
3404       "execution_count": 66,
3405       "metadata": {
3406         "id": "C_hoDjgtpMEJ",
3407         "colab": {
3408           "base_uri": "https://localhost:8080/",
3409           "height": 313
3410         },
3411         "outputId": "6a8e8f0d-6cc7-450f-db2b-a06e49e31d78"
3412       },
3413       "outputs": [
3414         {
3415           "output_type": "stream",
3416           "name": "stdout",
3417           "text": [
3418             "training from 0 to 300 plot from 900 to 1100\n"
3419           ]
3420         },
3421         {
3422           "output_type": "display_data",
3423           "data": {
3424             "text/plain": [
3425               "<Figure size 1152x288 with 1 Axes>"
3426             ],
3427             "image/png": "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\n"
3428           },
3429           "metadata": {
3430             "needs_background": "light"
3431           }
3432         }
3433       ],
3434       "source": [
3435         "plot_moisture(900,1100)"
3436       ]
3437     },
3438     {
3439       "cell_type": "markdown",
3440       "metadata": {
3441         "id": "DRraWhwdpSkV"
3442       },
3443       "source": [
3444         "It seems there is some rain that the model does not know about."
3445       ]
3446     },
3447     {
3448       "cell_type": "markdown",
3449       "metadata": {
3450         "id": "gVQxv9Blc91t"
3451       },
3452       "source": [
3453         "### 4.4 A comment on the information flow in the Kalman filter and in neural networks"
3454       ]
3455     },
3456     {
3457       "cell_type": "markdown",
3458       "metadata": {
3459         "id": "CZmR4HPAc91t"
3460       },
3461       "source": [
3462         ""
3463       ]
3464     },
3465     {
3466       "cell_type": "markdown",
3467       "metadata": {
3468         "id": "_g_OTEg6ePb9"
3469       },
3470       "source": [
3471         "## 5. Conclusion"
3472       ]
3473     },
3474     {
3475       "cell_type": "markdown",
3476       "metadata": {
3477         "id": "aNxw7xI3FqFt"
3478       },
3479       "source": [
3480         "We have shown how to combine a model and data for improved forecasting of fuel moisture from weather forecast using the Kalman filter. Augmenting the filter state by a model parameter and joint estimation of augmented state resulted in an improvement of the forecast."
3481       ]
3482     },
3483     {
3484       "cell_type": "markdown",
3485       "metadata": {
3486         "id": "IWpmDwUPGElR"
3487       },
3488       "source": [
3489         "## Contributions of authors "
3490       ]
3491     },
3492     {
3493       "cell_type": "markdown",
3494       "metadata": {
3495         "id": "jujW1VFgGOCn"
3496       },
3497       "source": [
3498         "Not applicable."
3499       ]
3500     },
3501     {
3502       "cell_type": "markdown",
3503       "metadata": {
3504         "id": "HWslw7HmGZmP"
3505       },
3506       "source": [
3507         "## Acknowledgements"
3508       ]
3509     },
3510     {
3511       "cell_type": "markdown",
3512       "metadata": {
3513         "id": "xubqDAV2GjkZ"
3514       },
3515       "source": [
3516         "This Math Clinic was sponsored by the team of investigators of the NASA grant no. 80NSSC19K1091 *Coupled Interactive Forecasting of Weather, Fire Behavior, and Smoke Impact for Improved Wildland Fire Decision Making* under the NASA ROSES18 Disasters program. The author would like to thank Brian Zhang from the Math Clinic class for bringing the reference van der Kamp et al. (2017) to his attention."
3517       ]
3518     },
3519     {
3520       "cell_type": "markdown",
3521       "metadata": {
3522         "id": "ZsNZxOv7c91t"
3523       },
3524       "source": [
3525         "## References"
3526       ]
3527     },
3528     {
3529       "cell_type": "markdown",
3530       "metadata": {
3531         "id": "vFY-iS1Wc91t"
3532       },
3533       "source": [
3534         "J. Mandel, S. Amram, J. D. Beezley, G. Kelman, A. K. Kochanski, V. Y. Kondratenko, B. H. Lynn, B. Regev, and M. Vejmelka. *Recent advances and applications of WRF-SFIRE.* Natural Hazards and Earth System Science, 14(10):2829–2845, 2014. [doi:10.5194/nhessd-2-1759-2014](https://doi.org/10.5194/nhessd-2-1759-2014)\n",
3535         "\n",
3536         "R. E. Kalman. *A new approach to linear filtering and prediction problems.* Transactions of the ASME – Journal of Basic Engineering, Series D, 82:35–45, 1960. [doi:10.1115/1.3662552](https://doi.org/10.1115/1.3662552)\n",
3537         "\n",
3538         "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n",
3539         "\n",
3540         "D. W. van der Kamp, R. D. Moore, and I. G. McKendry. *A model for simulating the moisture content of standardized fuel sticks of various sizes.* Agricultural and Forest Meteorology, 236:123–134, 2017. [doi:10.1016/j.agrformet.2017.01.013](https://doi.org/10.1016/j.agrformet.2017.01.013)\n",
3541         "\n",
3542         "S. F. Schmidt. *Application of state-space methods to navigation problems.* volume 3 of Advances in Control Systems, C. T.  Leondes, ed., pages 293–340. Elsevier, 1966. [doi:10.1016/B978-1-4831-6716-9.50011-4](https://doi.org/10.1016/B978-1-4831-6716-9.50011-4)\n",
3543         "\n",
3544         "M. Vejmelka, A. K. Kochanski, and J. Mandel. *Data assimilation of dead fuel moisture observations from remote automatic weather stations.* International Journal of Wildland Fire, 25:558– 568, 2016. [doi:10.1071/WF14085](https://doi.org/10.1071/WF14085)\n"
3545       ]
3546     }
3547   ],
3548   "metadata": {
3549     "colab": {
3550       "collapsed_sections": [],
3551       "name": "fmda_kf_rnn.ipynb",
3552       "provenance": []
3553     },
3554     "kernelspec": {
3555       "display_name": "Python 3",
3556       "language": "python",
3557       "name": "python3"
3558     },
3559     "language_info": {
3560       "codemirror_mode": {
3561         "name": "ipython",
3562         "version": 3
3563       },
3564       "file_extension": ".py",
3565       "mimetype": "text/x-python",
3566       "name": "python",
3567       "nbconvert_exporter": "python",
3568       "pygments_lexer": "ipython3",
3569       "version": "3.8.5"
3570     },
3571     "accelerator": "GPU",
3572     "gpuClass": "standard"
3573   },
3574   "nbformat": 4,
3575   "nbformat_minor": 0