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2   "cells": [
3     {
4       "cell_type": "markdown",
5       "metadata": {
6         "id": "khOTxJsYc91W"
7       },
8       "source": [
9         "# Kalman Filtering for Fuel Moisture\n",
10         "## Jan Mandel, University of Colorado Denver\n",
11         "### Instructor for MATH 4779 - Math Clinic\n",
12         "### December 2021"
13       ]
14     },
15     {
16       "cell_type": "markdown",
17       "metadata": {
18         "id": "sXaqfI-EdCEk"
19       },
20       "source": [
21         "## Abstract"
22       ]
23     },
24     {
25       "cell_type": "markdown",
26       "metadata": {
27         "id": "ZbtSiYm4dF7B"
28       },
29       "source": [
30         "''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."
31       ]
32     },
33     {
34       "cell_type": "markdown",
35       "metadata": {
36         "id": "eZ6dfHlZ63j1"
37       },
38       "source": [
39         "## Table of contents"
40       ]
41     },
42     {
43       "cell_type": "markdown",
44       "metadata": {
45         "id": "WHIgN2uZ689b"
46       },
47       "source": [
48         "1 Introduction\n",
49         "\n",
50         "2 Background\n",
51         "\n",
52         "2.1 Imports\n",
53         "\n",
54         "2.2 Kalman filter\n",
55         "\n",
56         "2.2.1 Overview\n",
57         "\n",
58         "2.2.2 Formulation\n",
59         "\n",
60         "2.2.3 A Kalman filter tester\n",
61         "\n",
62         "2.3 Fuel moisture model\n",
63         "\n",
64         "2.3.1 A simple time lag model\n",
65         "\n",
66         "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n",
67         "\n",
68         "3 Methods\n",
69         "\n",
70         "3.1 Kalman filter demonstration on the simple model\n",
71         "\n",
72         "3.1.1 Creating synthetic data\n",
73         "\n",
74         "3.1.2 Running the Kalman filter\n",
75         "\n",
76         "3.2 Acquisition and preprocessing of real data\n",
77         "\n",
78         "3.2.1 Acquisition of fuel moisture observations\n",
79         "\n",
80         "3.2.2 Acquisition of weather data\n",
81         "\n",
82         "3.2.3 Preprocessing and visualization of the weather data\n",
83         "\n",
84         "4 Results\n",
85         "\n",
86         "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
87         "\n",
88         "4.2 Model with an augmented state\n",
89         "\n",
90         "4.3 Kalman filter on the augmented model\n",
91         "\n",
92         "4.4 A comment on the information flow in the Kalman filter and in neural networks\n",
93         "\n",
94         "5. Conclusion\n",
95         "\n",
96         "Contributions of Authors\n",
97         "\n",
98         "Acknowledgements\n",
99         "\n",
100         "References\n",
101         "\n",
102         "\n",
103         "\n",
104         "\n",
105         "\n",
106         "\n",
107         "\n"
108       ]
109     },
110     {
111       "cell_type": "markdown",
112       "metadata": {
113         "id": "ZFafUPCTO1N1"
114       },
115       "source": [
116         "## 1 Introduction"
117       ]
118     },
119     {
120       "cell_type": "markdown",
121       "metadata": {
122         "id": "4_RcdWybPFks"
123       },
124       "source": [
125         "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",
126         "\n",
127         "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. "
128       ]
129     },
130     {
131       "cell_type": "markdown",
132       "metadata": {
133         "id": "M2kbwDPBTB7A"
134       },
135       "source": [
136         "## 2 Background"
137       ]
138     },
139     {
140       "cell_type": "markdown",
141       "metadata": {
142         "id": "ar1BbXac49hO"
143       },
144       "source": [
145         "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter."
146       ]
147     },
148     {
149       "cell_type": "markdown",
150       "metadata": {
151         "id": "_5F5CuRqc91X"
152       },
153       "source": [
154         "### 2.1 Imports"
155       ]
156     },
157     {
158       "cell_type": "markdown",
159       "metadata": {
160         "id": "K6sWUMf0c91Y"
161       },
162       "source": [
163         "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."
164       ]
165     },
166     {
167       "cell_type": "markdown",
168       "metadata": {
169         "id": "X9rvlymMZdJg"
170       },
171       "source": [
172         "### 2.2 Kalman filter"
173       ]
174     },
175     {
176       "cell_type": "markdown",
177       "metadata": {
178         "id": "x5E2UE3F5gf2"
179       },
180       "source": [
181         "#### 2.2.1 Overview"
182       ]
183     },
184     {
185       "cell_type": "markdown",
186       "metadata": {
187         "id": "NPgTHlCLAlA-"
188       },
189       "source": [
190         "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",
191         "\n",
192         "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",
193         "\n",
194         "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)."
195       ]
196     },
197     {
198       "cell_type": "markdown",
199       "metadata": {
200         "id": "y6j34L5s5pEL"
201       },
202       "source": [
203         "#### 2.2.2 Formulation\n",
204         "\n",
205         "---\n",
206         "\n"
207       ]
208     },
209     {
210       "cell_type": "markdown",
211       "metadata": {
212         "id": "b3GZW5vP5_o8"
213       },
214       "source": [
215         "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n",
216         " Consider a discrete time model of some natural\n",
217         "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n",
218         "can be approximated from the previous step $u_{k-1}$ by applying the model\n",
219         "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)\n",
220         "$. We model uncertainty in the model itself by adding normally distributed\n",
221         "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n",
222         "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n",
223         "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n",
224         "model is differentiable and quantify the uncertainty of the state by a\n",
225         "covariance matrix. That is,  assume that at step $k-1$, the state has\n",
226         "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n",
227         "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n",
228         "$u_{k-1}$, $\\mathcal{M}\\left(  u\\right)  \\approx\\mathcal{M}\\left(\n",
229         "u_{k-1}\\right)  +\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  \\left(\n",
230         "u-u_{k-1}\\right)  $, where $\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  $ is\n",
231         "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n",
232         "forecast has then (approximately)\\ normal distribution with mean and\n",
233         "covariance\n",
234         "$$\n",
235         "u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)  ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n",
236         "u_{k-1}\\right)  P_{k-1}\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  +Q\n",
237         "$$\n",
238         "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n",
239         "given observation operator, and we want to find $u_{k}$ so that both\n",
240         "$$\n",
241         "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n",
242         "$$\n",
243         "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n",
244         "matrix $R$: assume that the observation error has normal probability\n",
245         "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n",
246         "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n",
247         "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n",
248         "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n",
249         "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n",
250         "state has (approximately) normal distribution with mean $u_{k}^{f}$  and covariance\n",
251         "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n",
252         "of the state after taking the data into account has density\n",
253         "$$\n",
254         "p_{k}\\left(  u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n",
255         "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n",
256         "{P_{k}^f}^{-1}  }^{2}}{2}%\n",
257         "$$\n",
258         "where $\\propto$ means proportional.\n",
259         "Note that the probability density at $u$ is maximal when $\\left\\Vert\n",
260         "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n",
261         " is minimal, which quantifies the statement that $d_{k}\\approx\n",
262         "Hu_{k}$ and $u\\approx u_{k}^{f}$.  By a direct computation completing the\n",
263         "square and using the Sherman-Morrison-Woodbury formula, \n",
264         "$$p_{k}\\left(\n",
265         "\t\tu\n",
266         "\t   \\right) \\propto \n",
267         "e^{-\\frac{\n",
268         "\t\\left\\Vert u-u_{k\n",
269         "\t         }\n",
270         "\t\\right\\Vert_\n",
271         "\t\t{P_{k\n",
272         "\t\t      }^{-1}\n",
273         "\t\t}^{2}\n",
274         "\t}\n",
275         "\t{2}},\n",
276         "$$ \n",
277         "which is the density of the normal distribution with the mean\n",
278         "$$\n",
279         "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n",
280         "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n",
281         "$$\n",
282         "and covariance\n",
283         "$$\n",
284         "P_{k}=\\left(  \\left(  P_{k}^{f}\\right)  ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n",
285         "^{-1}=(I-KH)P_{k}^{f}.\n",
286         "$$\n",
287         "\n",
288         "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n",
289         "formulated for a linear process. The extension to the\n",
290         "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966),  and is\n",
291         "still a de-facto standard in navigation and GPS.\n"
292       ]
293     },
294     {
295       "cell_type": "code",
296       "execution_count": 1,
297       "metadata": {
298         "id": "-bvUtJ_OLwQA"
299       },
300       "outputs": [],
301       "source": [
302         "import numpy as np\n",
303         "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n",
304         "  \"\"\"\n",
305         "  One step of the extended Kalman filter. \n",
306         "  If there is no data, only advance in time.\n",
307         "  :param u:   the state vector, shape n\n",
308         "  :param P:   the state covariance, shape (n,n)\n",
309         "  :param F:   the model function, args vector u, returns F(u) and Jacobian J(u)\n",
310         "  :param Q:   the process model noise covariance, shape (n,n)\n",
311         "  :param d:   data vector, shape (m). If none, only advance in time\n",
312         "  :param H:   observation matrix, shape (m,n)\n",
313         "  :param R:   data error covariance, shape (n,n)\n",
314         "  :return ua: the analysis state vector, shape (n)\n",
315         "  :return Pa: the analysis covariance matrix, shape (n,n)\n",
316         "  \"\"\"\n",
317         "  def d2(a):\n",
318         "    return np.atleast_2d(a) # convert to at least 2d array\n",
319         "\n",
320         "  def d1(a):\n",
321         "    return np.atleast_1d(a) # convert to at least 1d array\n",
322         "\n",
323         "  # forecast\n",
324         "  uf, J  = F(u)          # advance the model state in time and get the Jacobian\n",
325         "  uf = d1(uf)            # if scalar, make state a 1D array\n",
326         "  J = d2(J)              # if scalar, make jacobian a 2D array\n",
327         "  P = d2(P)              # if scalar, make Jacobian as 2D array\n",
328         "  Pf  = d2(J.T @ P) @ J + Q  # advance the state covariance Pf = J' * P * J + Q\n",
329         "  # analysis\n",
330         "  if d is None or not d.size :  # no data, no analysis\n",
331         "    return uf, Pf\n",
332         "  # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n",
333         "  H = d2(H)\n",
334         "  HP  = d2(H @ P)            # precompute a part used twice  \n",
335         "  K   = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T  # Kalman gain\n",
336         "  # print('H',H)\n",
337         "  # print('K',K)\n",
338         "  res = d1(H @ d1(uf) - d)          # res = H*uf - d\n",
339         "  ua = uf - K @ res # analysis mean uf - K*res\n",
340         "  Pa = Pf - K @ d2(H @ P)        # analysis covariance\n",
341         "  return ua, d2(Pa)\n"
342       ]
343     },
344     {
345       "cell_type": "markdown",
346       "metadata": {
347         "id": "Uvsbbv2XZ2Hd"
348       },
349       "source": [
350         "#### 2.2.3 A Kalman filter tester"
351       ]
352     },
353     {
354       "cell_type": "markdown",
355       "metadata": {
356         "id": "gcmGBqPOU1e5"
357       },
358       "source": [
359         "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?"
360       ]
361     },
362     {
363       "cell_type": "code",
364       "execution_count": 2,
365       "metadata": {
366         "id": "OsOqvQk6ZXZV",
367         "colab": {
368           "base_uri": "https://localhost:8080/"
369         },
370         "outputId": "316ccba3-673a-4e0d-e1ae-83e26aeae60d"
371       },
372       "outputs": [
373         {
374           "output_type": "stream",
375           "name": "stdout",
376           "text": [
377             "ua= [ 5 11]\n",
378             "Pa= [[15 18]\n",
379             " [18 25]]\n",
380             "ua= [4.66666667 7.66666667]\n",
381             "Pa= [[13.93333333 18.73333333]\n",
382             " [18.73333333 23.93333333]]\n"
383           ]
384         }
385       ],
386       "source": [
387         "# a basic ext_kf test\n",
388         "import numpy as np\n",
389         "u = [1,\n",
390         "     2]\n",
391         "P = [[2 , -1],\n",
392         "    [-1 , 2]]\n",
393         "A = [ [1 ,2],\n",
394         "      [3 ,4]]\n",
395         "u = np.array(u)      \n",
396         "Q = np.array([[1,0],[0,1]])\n",
397         "A = np.array(A)\n",
398         "def fun(u):\n",
399         "  return A @ u, A\n",
400         "F = lambda u: fun(u)\n",
401         "H = [[1, 0],\n",
402         "     [0, 1]]\n",
403         "d = [2,\n",
404         "    3]\n",
405         "R = [[2, 0],\n",
406         "    [0, 2]]\n",
407         "H = np.array(H)      \n",
408         "d = np.array(d)\n",
409         "R = np.array(R)\n",
410         "ua,Pa = ext_kf(u,P,F,Q)\n",
411         "print('ua=',ua)\n",
412         "print('Pa=',Pa)\n",
413         "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n",
414         "print('ua=',ua)\n",
415         "print('Pa=',Pa)\n"
416       ]
417     },
418     {
419       "cell_type": "markdown",
420       "metadata": {
421         "id": "A9ZpmNcdRpmp"
422       },
423       "source": [
424         "### 2.3  Fuel moisture models\n",
425         "\n",
426         "\n"
427       ]
428     },
429     {
430       "cell_type": "markdown",
431       "metadata": {
432         "id": "eZL8gN7ISGVh"
433       },
434       "source": [
435         "#### 2.3.1 A simple fuel moisture model"
436       ]
437     },
438     {
439       "cell_type": "markdown",
440       "metadata": {
441         "id": "1XvOC4kYSQgH"
442       },
443       "source": [
444         "First consider a simplified fuel moisture model without considering the effect of rain.\n",
445         "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n",
446         "t_{0},t_{1}\\right]  $,\n",
447         "$$\n",
448         "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n",
449         "$$\n",
450         "where the initial fuel moisture content $m_{0}=m\\left(  t_{0}\\right)  $ is the\n",
451         "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n",
452         "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n",
453         "t_{0},t_{1}\\right]  $, NS the characteristic decay time $T$. \n",
454         "\n",
455         "We can build the general model later by calling this simple model with different\n",
456         "equilibria and time constants (drying, wetting, rain).\n",
457         "\n",
458         "Since $E$ is constant in time, the solution can be found\n",
459         "analytically,\n",
460         "$$\n",
461         "m\\left(  t\\right)  =E+\\left(  m_{0}-E\\right)  e^{-t/T}%\n",
462         "$$\n",
463         "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n",
464         "$$\n",
465         "m_{1}=E+\\left(  m_{0}-E\\right)  e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}%\n",
466         "$$\n",
467         "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n",
468         "with respect to the input and the parameters. Compute\n",
469         "$$\n",
470         "\\frac{dm_{1}}{d_{m0}}=e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
471         "$$\n",
472         "$$\n",
473         "\\frac{dm_{1}}{dE}=1-e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
474         "$$\n",
475         "$$\n",
476         "\\frac{dm_{1}}{dT_{1}}=-\\left(  m_{0}-E\\right)  \\left(  t_{1}-t_{0}\\right)\n",
477         "e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
478         "$$\n",
479         "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n"
480       ]
481     },
482     {
483       "cell_type": "code",
484       "execution_count": 3,
485       "metadata": {
486         "id": "wuVIAGLiSeR8"
487       },
488       "outputs": [],
489       "source": [
490         "import numpy as np\n",
491         "def model_decay(m0,E,partials=0,T1=0.1,tlen=1):  \n",
492         "  # Arguments: \n",
493         "  #   m0          fuel moisture content at start dimensionless, unit (1)\n",
494         "  #   E           fuel moisture eqilibrium (1)\n",
495         "  #   partials=0: return m1 = fuel moisture contents after time tlen (1)\n",
496         "  #           =1: return m1, dm0/dm0 \n",
497         "  #           =2: return m1, dm1/dm0, dm1/dE\n",
498         "  #           =3: return m1, dm1/dm0, dm1/dE dm1/dT1   \n",
499         "  #   T1          1/T, where T is the time constant approaching the equilibrium\n",
500         "  #               default 0.1/hour\n",
501         "  #   tlen        the time interval length, default 1 hour\n",
502         "\n",
503         "  exp_t = np.exp(-tlen*T1)                  # compute this subexpression only once\n",
504         "  m1 = E + (m0 - E)*exp_t                   # the solution at end\n",
505         "  if partials==0:\n",
506         "    return m1\n",
507         "  dm1_dm0 = exp_t\n",
508         "  if partials==1:\n",
509         "    return m1, dm1_dm0          # return value and Jacobian\n",
510         "  dm1_dE = 1 - exp_t      \n",
511         "  if partials==2:\n",
512         "     return m1, dm1_dm0, dm1_dE \n",
513         "  dm1_dT1 = -(m0 - E)*tlen*exp_t            # partial derivative dm1 / dT1\n",
514         "  if partials==3:\n",
515         "    return m1, dm1_dm0, dm1_dE, dm1_dT1       # return value and all partial derivatives wrt m1 and parameters\n",
516         "  raise('Bad arg partials')\n",
517         "  "
518       ]
519     },
520     {
521       "cell_type": "markdown",
522       "metadata": {
523         "id": "dOARZlj-RUCi"
524       },
525       "source": [
526         "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain"
527       ]
528     },
529     {
530       "cell_type": "markdown",
531       "metadata": {
532         "id": "AJp6FTpTSx5B"
533       },
534       "source": [
535         "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",
536         "asymptotically, when the rain intensity $r$ (mm/h) is\n",
537         "large:\n",
538         "$$\n",
539         "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n",
540         "\\right)  \\right),\\ \\text{if}\\ r>r_0, \n",
541         "$$\n",
542         "where $r_0$ is the threshold rain intensity below which no perceptible\n",
543         "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n",
544         "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n",
545         "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n",
546         "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n",
547         "$r_{\\mathrm{s}}=8$mm/h. "
548       ]
549     },
550     {
551       "cell_type": "code",
552       "execution_count": 4,
553       "metadata": {
554         "id": "ITsKE0psRblG"
555       },
556       "outputs": [],
557       "source": [
558         "### Define model function with drying, wetting, and rain equilibria\n",
559         "\n",
560         "# Parameters\n",
561         "r0 = 0.05                                   # threshold rainfall [mm/h]\n",
562         "rs = 8.0                                    # saturation rain intensity [mm/h]\n",
563         "Tr = 14.0                                   # time constant for rain wetting model [h]\n",
564         "S = 250                                     # saturation intensity [dimensionless]\n",
565         "T = 10.0                                    # time constant for wetting/drying\n",
566         "\n",
567         "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n",
568         "    # arguments:\n",
569         "    # m0         starting fuel moistureb (%s\n",
570         "    # Eqd        drying equilibrium      (%) \n",
571         "    # Eqw        wetting equilibrium     (%)\n",
572         "    # r          rain intensity          (mm/h)\n",
573         "    # t          time\n",
574         "    # partials = 0, 1, 2\n",
575         "    # returns: same as model_decay\n",
576         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
577         "    #              ==1: m1, dm1/dm0 \n",
578         "    #              ==2: m1, dm1/dm0, dm1/dE  \n",
579         "    \n",
580         "    if r > r0:\n",
581         "        # print('raining')\n",
582         "        E = S\n",
583         "        T1 =  (1.0 - np.exp(- (r - r0) / rs)) / Tr\n",
584         "    elif m0 <= Eqw: \n",
585         "        # print('wetting')\n",
586         "        E=Eqw\n",
587         "        T1 = 1.0/T\n",
588         "    elif m0 >= Eqd:\n",
589         "        # print('drying')\n",
590         "        E=Eqd\n",
591         "        T1 = 1.0/T\n",
592         "    else: # no change'\n",
593         "        E = m0\n",
594         "        T1=0.0\n",
595         "    exp_t = np.exp(-tlen*T1)\n",
596         "    m1 = E + (m0 - E)*exp_t  \n",
597         "    dm1_dm0 = exp_t\n",
598         "    dm1_dE = 1 - exp_t\n",
599         "    #if t>=933 and t < 940:\n",
600         "    #  print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n",
601         "    #        t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE)   \n",
602         "    if partials==0: \n",
603         "        return m1\n",
604         "    if partials==1:\n",
605         "        return m1, dm1_dm0\n",
606         "    if partials==2:\n",
607         "        return m1, dm1_dm0, dm1_dE\n",
608         "    raise('bad partials')"
609       ]
610     },
611     {
612       "cell_type": "markdown",
613       "metadata": {
614         "id": "JDLU3B_jV42l"
615       },
616       "source": [
617         "## 3. Methods"
618       ]
619     },
620     {
621       "cell_type": "markdown",
622       "metadata": {
623         "id": "hLPJT3FcA2a7"
624       },
625       "source": [
626         "### 3.1 Kalman filter demonstration on the simple model"
627       ]
628     },
629     {
630       "cell_type": "markdown",
631       "metadata": {
632         "id": "kIA3X8vluFdd"
633       },
634       "source": [
635         "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."
636       ]
637     },
638     {
639       "cell_type": "markdown",
640       "metadata": {
641         "id": "bBv10PTiChhm"
642       },
643       "source": [
644         "#### 3.1.1 Creating synthetic data"
645       ]
646     },
647     {
648       "cell_type": "code",
649       "execution_count": 5,
650       "metadata": {
651         "id": "-_pz-wXnCMnP",
652         "colab": {
653           "base_uri": "https://localhost:8080/",
654           "height": 312
655         },
656         "outputId": "2be9f974-b0fd-4a1c-cc49-b11149453672"
657       },
658       "outputs": [
659         {
660           "output_type": "execute_result",
661           "data": {
662             "text/plain": [
663               "<matplotlib.legend.Legend at 0x7efef4cac510>"
664             ]
665           },
666           "metadata": {},
667           "execution_count": 5
668         },
669         {
670           "output_type": "display_data",
671           "data": {
672 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\n",
673             "text/plain": [
674               "<Figure size 1152x288 with 1 Axes>"
675             ]
676           },
677           "metadata": {
678             "needs_background": "light"
679           }
680         }
681       ],
682       "source": [
683         "import numpy as np, random\n",
684         "days = 20       \n",
685         "hours = days*24\n",
686         "h2 = int(hours/2)\n",
687         "hour = range(hours)\n",
688         "day = np.array(range(hours))/24.\n",
689         "\n",
690         "# artificial equilibrium data\n",
691         "E = np.power(np.sin(np.pi*day),4) # diurnal curve\n",
692         "E = 0.05+0.25*E\n",
693         "# FMC free run\n",
694         "m_f = np.zeros(hours)\n",
695         "m_f[0] = 0.1         # initial FMC\n",
696         "for t in range(hours-1):\n",
697         "  m_f[t+1] = max(0.,model_decay(m_f[t],E[t])  + random.gauss(0,0.005) )\n",
698         "data = m_f + np.random.normal(loc=0,scale=0.02,size=hours)    \n",
699         "\n",
700         "%matplotlib inline\n",
701         "import matplotlib.pyplot as plt \n",
702         "# fig1, ax1 = plt.subplots()\n",
703         "\n",
704         "plt.figure(figsize=(16,4))\n",
705         "plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
706         "plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n",
707         "plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
708         "plt.title('Kalman filter example on artificial data')\n",
709         "plt.xlabel('Time (hours)')\n",
710         "plt.ylabel('Fuel moisture content (%)')\n",
711         "plt.legend()\n",
712         " "
713       ]
714     },
715     {
716       "cell_type": "code",
717       "execution_count": 5,
718       "metadata": {
719         "id": "ECsvw2KJ7tAX"
720       },
721       "outputs": [],
722       "source": [
723         ""
724       ]
725     },
726     {
727       "cell_type": "markdown",
728       "metadata": {
729         "id": "z-3WLAEpD2yJ"
730       },
731       "source": [
732         "#### 3.1.2 Running the Kalman filter"
733       ]
734     },
735     {
736       "cell_type": "markdown",
737       "metadata": {
738         "id": "T4g-RrrYAlBD"
739       },
740       "source": [
741         "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."
742       ]
743     },
744     {
745       "cell_type": "code",
746       "execution_count": 6,
747       "metadata": {
748         "id": "_-CjONZkD18n"
749       },
750       "outputs": [],
751       "source": [
752         "import numpy as np\n",
753         "import matplotlib.pyplot as plt \n",
754         "\n",
755         "def kf_example(DeltaE):\n",
756         "  h2 = int(hours/2)\n",
757         "  m = np.zeros(hours)\n",
758         "  m[0]=0.1             # background state  \n",
759         "  P = np.zeros(hours)\n",
760         "  P[0] = 0.03 # background state variance\n",
761         "  Q = np.array([0.02]) # process noise variance\n",
762         "  H = np.array([1.])   # all observed\n",
763         "  R = np.array([0.02]) # data variance\n",
764         "\n",
765         "  for t in range(h2):\n",
766         "    # use lambda construction to pass additional arguments to the model \n",
767         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n",
768         "                    d=data[t],H=H,R=R)\n",
769         "  for t in range(h2,hours - 1):\n",
770         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n",
771         "  \n",
772         "  %matplotlib inline\n",
773         "  plt.figure(figsize=(16,4))\n",
774         "  plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
775         "  # print(len(hour),len(m_f))\n",
776         "  plt.plot(hour,m_f,linestyle='-',c='b',label='10-h fuel truth')\n",
777         "  plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
778         "  plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='filtered')\n",
779         "  plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='forecast')\n",
780         "  plt.title('Kalman filtering and forecast on artificial data')\n",
781         "  plt.xlabel('Time (hours)') \n",
782         "  plt.ylabel('Fuel moisture content (%)')\n",
783         "  plt.legend()\n",
784         " \n",
785         "  return E, P"
786       ]
787     },
788     {
789       "cell_type": "code",
790       "execution_count": 7,
791       "metadata": {
792         "id": "d0EFhTPZAlBD",
793         "scrolled": true,
794         "colab": {
795           "base_uri": "https://localhost:8080/",
796           "height": 295
797         },
798         "outputId": "db512c35-8567-4ac7-f51e-381619d458f5"
799       },
800       "outputs": [
801         {
802           "output_type": "display_data",
803           "data": {
804             "image/png": "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\n",
805             "text/plain": [
806               "<Figure size 1152x288 with 1 Axes>"
807             ]
808           },
809           "metadata": {
810             "needs_background": "light"
811           }
812         }
813       ],
814       "source": [
815         "DeltaE = 0.0          # bias\n",
816         "E, P = kf_example(DeltaE)"
817       ]
818     },
819     {
820       "cell_type": "markdown",
821       "metadata": {
822         "id": "vqyB2Yz3uCsD"
823       },
824       "source": [
825         "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. "
826       ]
827     },
828     {
829       "cell_type": "markdown",
830       "metadata": {
831         "id": "Dl7pBZ9B3Nox"
832       },
833       "source": [
834         "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."
835       ]
836     },
837     {
838       "cell_type": "code",
839       "execution_count": 8,
840       "metadata": {
841         "id": "wRJgbmGLc91g",
842         "colab": {
843           "base_uri": "https://localhost:8080/",
844           "height": 312
845         },
846         "outputId": "ea365855-8ebb-469b-9678-a25fce39eb97"
847       },
848       "outputs": [
849         {
850           "output_type": "execute_result",
851           "data": {
852             "text/plain": [
853               "<matplotlib.legend.Legend at 0x7efeec7c2a50>"
854             ]
855           },
856           "metadata": {},
857           "execution_count": 8
858         },
859         {
860           "output_type": "display_data",
861           "data": {
862             "image/png": "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\n",
863             "text/plain": [
864               "<Figure size 1152x288 with 1 Axes>"
865             ]
866           },
867           "metadata": {
868             "needs_background": "light"
869           }
870         }
871       ],
872       "source": [
873         "%matplotlib inline\n",
874         "plt.figure(figsize=(16,4))\n",
875         "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n",
876         "plt.title('Kalman filtering and forecast on artificial data')\n",
877         "plt.xlabel('Time (hours)') \n",
878         "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n",
879         "plt.legend()"
880       ]
881     },
882     {
883       "cell_type": "markdown",
884       "metadata": {
885         "id": "Ccr-uKbmAlBE"
886       },
887       "source": [
888         "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."
889       ]
890     },
891     {
892       "cell_type": "code",
893       "execution_count": 9,
894       "metadata": {
895         "id": "spMdGW8oAlBE",
896         "colab": {
897           "base_uri": "https://localhost:8080/",
898           "height": 295
899         },
900         "outputId": "d9aff0ea-93f7-4475-b24d-973f71fa9670"
901       },
902       "outputs": [
903         {
904           "output_type": "display_data",
905           "data": {
906 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\n",
907             "text/plain": [
908               "<Figure size 1152x288 with 1 Axes>"
909             ]
910           },
911           "metadata": {
912             "needs_background": "light"
913           }
914         }
915       ],
916       "source": [
917         "DeltaE = -0.05\n",
918         "E, P = kf_example(DeltaE)  "
919       ]
920     },
921     {
922       "cell_type": "markdown",
923       "metadata": {
924         "id": "DQeF7J8T4j2i"
925       },
926       "source": [
927         "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."
928       ]
929     },
930     {
931       "cell_type": "markdown",
932       "metadata": {
933         "id": "6uXVJj9koGF2"
934       },
935       "source": [
936         "### 3.2 Acquisition and preprocessing of real data"
937       ]
938     },
939     {
940       "cell_type": "markdown",
941       "metadata": {
942         "id": "q3BpOBuzc91i"
943       },
944       "source": [
945         "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.  "
946       ]
947     },
948     {
949       "cell_type": "markdown",
950       "metadata": {
951         "id": "c8Y6bL1Yc91i"
952       },
953       "source": [
954         "#### 3.2.1 Acquisition of fuel moisture observations"
955       ]
956     },
957     {
958       "cell_type": "markdown",
959       "metadata": {
960         "id": "0CuXyWBFc91i"
961       },
962       "source": [
963         "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."
964       ]
965     },
966     {
967       "cell_type": "code",
968       "execution_count": 10,
969       "metadata": {
970         "id": "LFrlbbMmc91i",
971         "colab": {
972           "base_uri": "https://localhost:8080/"
973         },
974         "outputId": "1c945cfb-020d-44ec-af9f-612d8fa27ffa"
975       },
976       "outputs": [
977         {
978           "output_type": "stream",
979           "name": "stdout",
980           "text": [
981             "can't read raws.json , creating\n",
982             "Collecting MesoPy\n",
983             "  Downloading MesoPy-2.0.3.tar.gz (7.2 kB)\n",
984             "Building wheels for collected packages: MesoPy\n",
985             "  Building wheel for MesoPy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
986             "  Created wheel for MesoPy: filename=MesoPy-2.0.3-py3-none-any.whl size=7792 sha256=8a9058308b0e356faffebfd6325f8b55559f31e0d382e689ddc87930dba56df0\n",
987             "  Stored in directory: /root/.cache/pip/wheels/53/08/18/c50a32a8845ad0083fe4a45f2c445e8025e6d11af89184357f\n",
988             "Successfully built MesoPy\n",
989             "Installing collected packages: MesoPy\n",
990             "Successfully installed MesoPy-2.0.3\n",
991             "reading MesoWest fuel moisture data\n",
992             "writing json file variables.json\n",
993             "writing json file meso_obss.json\n",
994             "writing json file station.json\n",
995             "BLACK CEDAR station BKCU1 at -112.238864 38.979242\n",
996             "bounding box -112.24886400000001, 38.969242, -112.228864, 38.989242\n",
997             "writing json file meso_ts.json\n",
998             "writing json file raws.json\n",
999             "done\n"
1000           ]
1001         }
1002       ],
1003       "source": [
1004         "import json\n",
1005         "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n",
1006         "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n",
1007         "def json_w(j,f):\n",
1008         "  print('writing json file',f)\n",
1009         "  json.dump(j,open(f,'w'),indent=4)\n",
1010         "try:\n",
1011         "    #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n",
1012         "    j = json.load(open(jfile,'r'))\n",
1013         "    print('loaded from ',jfile)\n",
1014         "    # Take the first station in the boulding box that has data between time_start and time_s2.\n",
1015         "    # Then retrieve data for that station between time_start and time_end\n",
1016         "    time_start = j['time_start']      # start of data time series\n",
1017         "    # time_s2    = j['time_s2']         # end of segment to read coordinates\n",
1018         "    time_end  = j['time_end']         # end of data time series\n",
1019         "    meso_ts  = j['meso_ts']           # get meso observations time series\n",
1020         "    obs_lon =   j['obs_lon']          # where we retrieved observations\n",
1021         "    obs_lat =   j['obs_lat']\n",
1022         "except:\n",
1023         "    print(\"can't read\",jfile,', creating')\n",
1024         "    # set up bounds\n",
1025         "    time_start = \"201806010800\"  # June 1 2018 08:00 in format yyyymmddHHMM\n",
1026         "    time_s2    = \"201806010900\"  # June 1 2018 09:00 in format yyyymmddHHMM \n",
1027         "    time_end   = \"201907200900\"  # June 20 2018 09:00 in format yyyymmddHHMM \n",
1028         "    #time_start=  \"201810230100\"\n",
1029         "    #time_s2=  \"201810230300\"\n",
1030         "    #time_end  =  \"201806022300\"\n",
1031         "    !pip install MesoPy\n",
1032         "    from MesoPy import Meso\n",
1033         "    bounding_box = \"-115, 38, -110, 40\"  # min longtitude, latitude\n",
1034         "    meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\"       # you should get your own if you do more of this\n",
1035         "    m = Meso(meso_token)# create a Meso object\n",
1036         "    print('reading MesoWest fuel moisture data')\n",
1037         "    json_w(m.variables(),'variables.json')\n",
1038         "    meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n",
1039         "                             showemptystations = '0', vars=vars)   # ask the object for data\n",
1040         "    json_w(meso_obss,'meso_obss.json')                        \n",
1041         "    # pick one station and retrieve the whole time series.\n",
1042         "    station=meso_obss['STATION'][0]\n",
1043         "    json_w(station,'station.json')\n",
1044         "    lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n",
1045         "    print(station['NAME'],'station',station['STID'],'at',lon,lat)\n",
1046         "    e = 0.01   # tolerance\n",
1047         "    bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n",
1048         "    print('bounding box',bb)\n",
1049         "    meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars)   # ask the object for data\n",
1050         "    json_w(meso_ts,'meso_ts.json')                        \n",
1051         "    obs_lon, obs_lat = (lon, lat)   # remember station coordinates for later\n",
1052         "    j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n",
1053         "       'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n",
1054         "    json_w(j,jfile)\n",
1055         "    print('done')"
1056       ]
1057     },
1058     {
1059       "cell_type": "code",
1060       "execution_count": 11,
1061       "metadata": {
1062         "id": "3bXopS3btyz0",
1063         "scrolled": true,
1064         "colab": {
1065           "base_uri": "https://localhost:8080/",
1066           "height": 312
1067         },
1068         "outputId": "c3ce5271-60a9-4184-8354-4667996184fc"
1069       },
1070       "outputs": [
1071         {
1072           "output_type": "execute_result",
1073           "data": {
1074             "text/plain": [
1075               "<matplotlib.legend.Legend at 0x7efeea4f6ed0>"
1076             ]
1077           },
1078           "metadata": {},
1079           "execution_count": 11
1080         },
1081         {
1082           "output_type": "display_data",
1083           "data": {
1084             "image/png": "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\n",
1085             "text/plain": [
1086               "<Figure size 1152x288 with 1 Axes>"
1087             ]
1088           },
1089           "metadata": {
1090             "needs_background": "light"
1091           }
1092         }
1093       ],
1094       "source": [
1095         "# process the data retrieved for this station\n",
1096         "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n",
1097         "from datetime import datetime, timedelta, time\n",
1098         "import numpy as np\n",
1099         "import matplotlib.pyplot as plt\n",
1100         "import pytz\n",
1101         "station = meso_ts['STATION'][0]\n",
1102         "time_str  = station['OBSERVATIONS']['date_time']\n",
1103         "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
1104         "start_time = obs_time[0].replace(minute=0)     # remember obs_time and start_time for later\n",
1105         "end_time = obs_time[-1]\n",
1106         "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
1107         "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n",
1108         "# display the data retrieved\n",
1109         "#for o_time,o_data in zip (obs_time,obs_data):\n",
1110         "#    print(o_time,o_data)\n",
1111         "%matplotlib inline\n",
1112         "plt.figure(figsize=(16,4))\n",
1113         "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
1114         "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
1115         "plt.xlabel('Time (hours)') \n",
1116         "plt.ylabel('Fuel moisture content (%)')\n",
1117         "plt.legend()\n",
1118         " "
1119       ]
1120     },
1121     {
1122       "cell_type": "code",
1123       "execution_count": 12,
1124       "metadata": {
1125         "id": "lJQFB4rAYu9P"
1126       },
1127       "outputs": [],
1128       "source": [
1129         "# %debug"
1130       ]
1131     },
1132     {
1133       "cell_type": "markdown",
1134       "source": [
1135         ""
1136       ],
1137       "metadata": {
1138         "id": "F7bvUGx993Ae"
1139       }
1140     },
1141     {
1142       "cell_type": "markdown",
1143       "metadata": {
1144         "id": "pY4hPeATK9wZ"
1145       },
1146       "source": [
1147         "#### 3.2.2 Acquisition of weather data"
1148       ]
1149     },
1150     {
1151       "cell_type": "markdown",
1152       "metadata": {
1153         "id": "xhyjXqxVN6B2"
1154       },
1155       "source": [
1156         "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",
1157         "\n",
1158         "First try to read the data already extracted for this RAWS and staged for download."
1159       ]
1160     },
1161     {
1162       "cell_type": "code",
1163       "execution_count": 13,
1164       "metadata": {
1165         "id": "WlqJRP8Vc91o",
1166         "colab": {
1167           "base_uri": "https://localhost:8080/"
1168         },
1169         "outputId": "2cf39cdb-8c39-4aa3-b277-e72ea3f31a6e"
1170       },
1171       "outputs": [
1172         {
1173           "output_type": "stream",
1174           "name": "stdout",
1175           "text": [
1176             "--2022-03-04 21:53:29--  http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
1177             "Resolving math.ucdenver.edu (math.ucdenver.edu)... 132.194.174.10\n",
1178             "Connecting to math.ucdenver.edu (math.ucdenver.edu)|132.194.174.10|:80... connected.\n",
1179             "HTTP request sent, awaiting response... 200 OK\n",
1180             "Length: 835460 (816K) [application/json]\n",
1181             "Saving to: ‘rtma.json’\n",
1182             "\n",
1183             "rtma.json           100%[===================>] 815.88K  1.16MB/s    in 0.7s    \n",
1184             "\n",
1185             "2022-03-04 21:53:30 (1.16 MB/s) - ‘rtma.json’ saved [835460/835460]\n",
1186             "\n",
1187             "loaded from  rtma.json\n",
1188             "\n"
1189           ]
1190         }
1191       ],
1192       "source": [
1193         "import json\n",
1194         "jfile = 'rtma.json'\n",
1195         "try:\n",
1196         "    ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
1197         "    j = json.load(open(jfile,'r'))\n",
1198         "    print('loaded from ',jfile)\n",
1199         "    if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n",
1200         "      print('lon lat doesnot agree, need to load original RTMA files')\n",
1201         "      read_rtma=True\n",
1202         "    else:\n",
1203         "      read_rtma=False\n",
1204         "except:\n",
1205         "    print(\"can't read\",jfile,', creating')\n",
1206         "    read_rtma=True\n",
1207         "\n",
1208         "print('')"
1209       ]
1210     },
1211     {
1212       "cell_type": "markdown",
1213       "metadata": {
1214         "id": "2iBNHQg5hPxB"
1215       },
1216       "source": [
1217         "####<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>"
1218       ]
1219     },
1220     {
1221       "cell_type": "code",
1222       "execution_count": 14,
1223       "metadata": {
1224         "id": "mxZABVDxt0gd"
1225       },
1226       "outputs": [],
1227       "source": [
1228         "# Set up environment to read RTMA gribs\n",
1229         "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n",
1230         "if read_rtma:\n",
1231         "  import subprocess,os\n",
1232         "  def load_rtma(path,file,reload=0):\n",
1233         "    url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n",
1234         "    if os.path.exists(file):\n",
1235         "      if reload:\n",
1236         "        print(file + ' already exists, removing')\n",
1237         "        os.remove(file)\n",
1238         "      else:\n",
1239         "        print(file + ' already exists, exiting')\n",
1240         "        # add checking size here\n",
1241         "        return 0\n",
1242         "    try:\n",
1243         "      ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n",
1244         "      if os.path.exists(file):\n",
1245         "        print('loaded ' + url + ' as ' + file)\n",
1246         "        return 0\n",
1247         "      else: \n",
1248         "        print('file transfer completed, but the file is missing? ' + url)  \n",
1249         "      return 1\n",
1250         "    except:\n",
1251         "      print('file transfer failed: ' + url)\n",
1252         "      return 2\n"
1253       ]
1254     },
1255     {
1256       "cell_type": "markdown",
1257       "metadata": {
1258         "id": "dQ-uJI2sy6I3"
1259       },
1260       "source": [
1261         "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."
1262       ]
1263     },
1264     {
1265       "cell_type": "markdown",
1266       "metadata": {
1267         "id": "THI6gElyHOOc"
1268       },
1269       "source": [
1270         "Next, functions to get the files, open as grib, and interpolate to the station coordinates"
1271       ]
1272     },
1273     {
1274       "cell_type": "code",
1275       "execution_count": 15,
1276       "metadata": {
1277         "id": "PL3gxK67AlBI"
1278       },
1279       "outputs": [],
1280       "source": [
1281         "if read_rtma:\n",
1282         "  def rtma_grib(t,var):\n",
1283         "    tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour)  # remote path on server\n",
1284         "    tstr  = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour)  # time string for local path\n",
1285         "    gribfile = os.path.join('data',tstr + var + '.grib')\n",
1286         "    remote = tpath + '/' + var + '.grib'\n",
1287         "    if load_rtma(remote,gribfile):\n",
1288         "        print('cannot load remote file',remote,'as',gribfile)\n",
1289         "        return []\n",
1290         "    else:\n",
1291         "        try:\n",
1292         "            gf=GribFile(gribfile)\n",
1293         "            v = np.array(gf[1].values())\n",
1294         "        except:\n",
1295         "            print('cannot read grib file',gribfile)\n",
1296         "            return []\n",
1297         "        print('loaded ',gribfile,' containing array shape ',v.shape)\n",
1298         "        return gf[1]   # grib message\n"
1299       ]
1300     },
1301     {
1302       "cell_type": "code",
1303       "execution_count": 16,
1304       "metadata": {
1305         "id": "ccp10kurAlBI"
1306       },
1307       "outputs": [],
1308       "source": [
1309         "from scipy.interpolate import LinearNDInterpolator, interpn\n",
1310         "from scipy.optimize import root\n",
1311         "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n",
1312         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
1313         "    interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n",
1314         "    return interp(lat,lon)\n",
1315         "def interp_to_lat_lon(lats,lons,v,lat,lon):\n",
1316         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
1317         "    points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float))  # uniform mesh\n",
1318         "    def res(ij):  # interpolation of lons lats on the uniform mesh, to noninteger coordinates   \n",
1319         "       return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n",
1320         "    # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n",
1321         "    result = root(res,(0,0)) # solve res(ij) = 0\n",
1322         "    if not result.success:\n",
1323         "        print(result.message)\n",
1324         "        exit(1)\n",
1325         "    return interpn(points,v,result.x) \n"
1326       ]
1327     },
1328     {
1329       "cell_type": "markdown",
1330       "metadata": {
1331         "id": "jvnpq6S5AlBI"
1332       },
1333       "source": [
1334         "The interpolation function needs to  be tested."
1335       ]
1336     },
1337     {
1338       "cell_type": "code",
1339       "execution_count": 17,
1340       "metadata": {
1341         "id": "NVMJBYI7AlBI"
1342       },
1343       "outputs": [],
1344       "source": [
1345         "def interp_to_lat_lon_test(lats,lons):\n",
1346         "    print('testing interp_to_lat_lon')\n",
1347         "    vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n",
1348         "    i, j = (1,2)\n",
1349         "    lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n",
1350         "    vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n",
1351         "    vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n",
1352         "    print(vi,vj,'should be about',i+0.5,j+0.5)\n",
1353         "    test_slow = 0\n",
1354         "    if test_slow:\n",
1355         "        print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n",
1356         "        vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n",
1357         "        print(vi_slow)\n",
1358         "        vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n",
1359         "        print(vj_slow)\n",
1360         "        \n",
1361         "#gf = rtma_grib(start_time,'temp')      #  read the first grib file and use it to test interpolation\n",
1362         "#lats, lons = gf.latlons()\n",
1363         "#interp_to_lat_lon_test(lats,lons)\n"
1364       ]
1365     },
1366     {
1367       "cell_type": "code",
1368       "execution_count": 18,
1369       "metadata": {
1370         "id": "vt-Mk8fIc91m"
1371       },
1372       "outputs": [],
1373       "source": [
1374         "#%debug\n"
1375       ]
1376     },
1377     {
1378       "cell_type": "markdown",
1379       "metadata": {
1380         "id": "LQbWB_3GAlBI"
1381       },
1382       "source": [
1383         "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates"
1384       ]
1385     },
1386     {
1387       "cell_type": "code",
1388       "execution_count": 19,
1389       "metadata": {
1390         "id": "b3JJH3XPAlBI"
1391       },
1392       "outputs": [],
1393       "source": [
1394         "if read_rtma:\n",
1395         "  import pandas as pd, json\n",
1396         "  def read_interp_rtma(varnames,times,lat,lon):\n",
1397         "    # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n",
1398         "    ntimes = len(times)\n",
1399         "    time_str = 'time_str'\n",
1400         "    j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n",
1401         "    for varname in varnames:\n",
1402         "        j[varname]=np.full(ntimes,np.nan)  # initialize array of nans as list\n",
1403         "    n=0\n",
1404         "    for t in times:\n",
1405         "        tim=t.strftime('%Y-%m-%d %H:%M')\n",
1406         "        should_be = j[time_str][n]\n",
1407         "        if tim != should_be:\n",
1408         "            print('n=',n,'time',tim,'expected',should_be)\n",
1409         "            raise 'Invalid time' \n",
1410         "        for varname in varnames:\n",
1411         "            gf = rtma_grib(t,varname)   # read and create grib object, download if needed\n",
1412         "            if gf:\n",
1413         "                lats,lons = gf.latlons()    # coordinates\n",
1414         "                v = gf.values()\n",
1415         "                vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n",
1416         "                print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n",
1417         "                j[varname][n] = vi\n",
1418         "            else:\n",
1419         "                print(varname,'at',t,' could not be loaded')\n",
1420         "        n = n+1\n",
1421         "    return j"
1422       ]
1423     },
1424     {
1425       "cell_type": "code",
1426       "execution_count": 20,
1427       "metadata": {
1428         "id": "OY1oTYKlfd17"
1429       },
1430       "outputs": [],
1431       "source": [
1432         "if read_rtma:\n",
1433         "    times = pd.date_range(start=time_start,end=time_end,freq='1H')\n",
1434         "    varnames=['temp','td','precipa']\n",
1435         "    j =    read_interp_rtma(varnames,times,obs_lat,obs_lon)      # temperature\n",
1436         "    for varname in varnames:\n",
1437         "        j[varname]=j[varname].tolist() \n",
1438         "    j['obs_lat']=obs_lat\n",
1439         "    j['obs_lon']=obs_lon\n",
1440         "    json.dump(j,open('rtma.json','w'),indent=4)\n",
1441         "    print('done')"
1442       ]
1443     },
1444     {
1445       "cell_type": "code",
1446       "execution_count": 21,
1447       "metadata": {
1448         "id": "bMpYIZT6c91o"
1449       },
1450       "outputs": [],
1451       "source": [
1452         "# %debug\n"
1453       ]
1454     },
1455     {
1456       "cell_type": "markdown",
1457       "metadata": {
1458         "id": "KVXBjGA0CiXr"
1459       },
1460       "source": [
1461         "#### 3.2.3 Preprocessing and visualization of the weather data"
1462       ]
1463     },
1464     {
1465       "cell_type": "code",
1466       "execution_count": 22,
1467       "metadata": {
1468         "id": "fNA3Vbo1c91o"
1469       },
1470       "outputs": [],
1471       "source": [
1472         "rtma = j\n",
1473         "td = np.array(rtma['td'])\n",
1474         "t2 = np.array(rtma['temp'])\n",
1475         "rain=np.array(rtma['precipa'])\n",
1476         "# compute relative humidity\n",
1477         "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n",
1478         "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",
1479         "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))"
1480       ]
1481     },
1482     {
1483       "cell_type": "code",
1484       "execution_count": 23,
1485       "metadata": {
1486         "id": "tZIK59bJAlBJ",
1487         "colab": {
1488           "base_uri": "https://localhost:8080/",
1489           "height": 312
1490         },
1491         "outputId": "ce15cadd-e1f0-4e1e-c16e-d3fac81466b1"
1492       },
1493       "outputs": [
1494         {
1495           "output_type": "execute_result",
1496           "data": {
1497             "text/plain": [
1498               "<matplotlib.legend.Legend at 0x7efede37d5d0>"
1499             ]
1500           },
1501           "metadata": {},
1502           "execution_count": 23
1503         },
1504         {
1505           "output_type": "display_data",
1506           "data": {
1507 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\n",
1508             "text/plain": [
1509               "<Figure size 1152x288 with 1 Axes>"
1510             ]
1511           },
1512           "metadata": {
1513             "needs_background": "light"
1514           }
1515         }
1516       ],
1517       "source": [
1518         "%matplotlib inline\n",
1519         "plt.figure(figsize=(16,4))\n",
1520         "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n",
1521         "plt.title(station['STID'] + ' Temperature')\n",
1522         "plt.xlabel('Time (hours)') \n",
1523         "plt.ylabel('Temperature (K)')\n",
1524         "plt.legend()"
1525       ]
1526     },
1527     {
1528       "cell_type": "code",
1529       "execution_count": 24,
1530       "metadata": {
1531         "id": "LbyqcuXYAlBJ",
1532         "colab": {
1533           "base_uri": "https://localhost:8080/",
1534           "height": 312
1535         },
1536         "outputId": "3386fbb1-c522-439c-95a9-12bd8d472dfe"
1537       },
1538       "outputs": [
1539         {
1540           "output_type": "execute_result",
1541           "data": {
1542             "text/plain": [
1543               "<matplotlib.legend.Legend at 0x7efede5d7f10>"
1544             ]
1545           },
1546           "metadata": {},
1547           "execution_count": 24
1548         },
1549         {
1550           "output_type": "display_data",
1551           "data": {
1552 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\n",
1553             "text/plain": [
1554               "<Figure size 1152x288 with 1 Axes>"
1555             ]
1556           },
1557           "metadata": {
1558             "needs_background": "light"
1559           }
1560         }
1561       ],
1562       "source": [
1563         "%matplotlib inline\n",
1564         "plt.figure(figsize=(16,4))\n",
1565         "plt.plot(td,linestyle='-',c='k',label='Dew point')\n",
1566         "plt.title(station['STID'] + ' Dew point (K)')\n",
1567         "plt.xlabel('Time (hours)') \n",
1568         "plt.ylabel('Dew point (K)')\n",
1569         "plt.legend()"
1570       ]
1571     },
1572     {
1573       "cell_type": "code",
1574       "execution_count": 25,
1575       "metadata": {
1576         "id": "dfoOK2kSc91p",
1577         "colab": {
1578           "base_uri": "https://localhost:8080/",
1579           "height": 312
1580         },
1581         "outputId": "d61828cf-8595-4e56-ddba-0d5a1ef54772"
1582       },
1583       "outputs": [
1584         {
1585           "output_type": "execute_result",
1586           "data": {
1587             "text/plain": [
1588               "<matplotlib.legend.Legend at 0x7efeeb20c0d0>"
1589             ]
1590           },
1591           "metadata": {},
1592           "execution_count": 25
1593         },
1594         {
1595           "output_type": "display_data",
1596           "data": {
1597 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6dO6N69eo47LDDIuNd33333YiV1oaqVati586diZxuFCxmGYZh0sD8+fMBAC1btoxEvK1QoYIxrexUL1q0yFWo/vvf/8Zjjz2WMV+Jc4n8/HwA8YlZSWFhoWOHgUkeM2fOjGs/2QlkEkO1rH7//fd46qmn4s5r+/btqFGjBr7++msAid2PQSGf5UywlJSUpPQebN++PTp16pSy4wXBnj17IlPzdO/eHWeffTYGDhwIALjppptw3HHHoV27dmjVqhVuvfXWyP3SpUsXlJSUoEWLFmjXrh22bNni+G6qUqUKZs2ahVatWuHrr7/Gww8/DAB4++23cd9996F169aYO3duZL0NPXv2xEcffZS1AaAYhmEYhd9//z3y20nMhkIhbNq0CS1btsQNN9yA119/3ZhOvvjl11cmOOSYvCeffBJXX3113PnMmjUL27dvLzdT9owdOxadO3dGgwYN0l2UKNavX48GDRrgk08+wXnnnWdMc+DAAVSuXDnFJcs9ZIAZyYIFC7B48WIce+yxvvP66aefsH37dgwaNAjdunXLCDErvTb8IoRgN3YXmjdvjk2bNrGnkQtu3iN5eXkYMmQIhgwZErPtxhtvxI033ggg3O/w6jM888wzMevatGmD77//Pmb9W2+9FfmtemF06NABU6dOBQAcddRR+Pnnn12P6Qe2zDIMw2QI0vqnEwqFsGHDBgAwvjwkibjCMu6sWrUKQDBWmBo1aiScR7rYu3cvHnnkEQwePBiXX365a2dq9+7d6N27t3HMVjpQLYRSXA8dOtQxPQeMSg7ffvstjjvuONc0Y8aMMa6X11sQnhJB4fTc9oKj1LtTVFRkFQAsXtavXx95r6pks6txeYXFLMMwTIbgJmblWMtDDjnEcX8pZtk9Mnhk0KeGDRumuSTp5dFHH8WgQYMwcOBAjB49OsbqpiKvw2S5YQ4cOBDvvfeedXpTICG3+2np0qVxlYuJJh7ro4yeqiPFrHzWxetCbkv//v3x6aefuqaJV8zymOz00qBBA9SvXz9mPQfri6a4uDjdRfCExSzDMEyG4CZmbSKyyqjHPJVP8MjxROecc45nWr3+N27cGHjgp7Vr1+LYY4/FypUrA83Xi02bNkUt//jjj45p4/2oMnLkSKtxVIMHD/bl8i3bZcuWLZF1MvgakzyCdKWVltiCggI8++yzSR+vOnToUPTs2dM1TbzR5lnMZiZ+2oXftcETT52ymGUYhskQnDpFtmKWX6zJQ35osOnomNph9+7dgZbnrbfewpIlS/DSSy8Fmq8X+rnNnj3bMW28Av7vf/87unbtap3eVizJsqtt2KFDB8f06vRKTPzYtA8RoU+fPp7p1La766670Ldv34TKFgTxWmYzwUWaicXW/btSpUrYvHkzv3cDRAiBzZs3o1KlSr724wBQDMMwKaRHjx6oW7duzPoffvjBsdMXCoUinTjbjiGTGDt37kS7du3w7rvvomPHjtZiduHChTj99NNj1k+ePDnQ8skPH+ked+c2HUOmTkOk1lmrVq1itlevXh3bt2/HgAED0L9//1QWrVzz8ssvGz/OzJw5EyeffDIAdwH4+OOPo3///il//sV7PLbMZia2z9RGjRqhqKgoxluFSYxKlSqhUaNGvvZhMcswDJMi9uzZg0mTJhm39ezZE2+//TaA8Hgxdc7ZUCgU6cTJjtOOHTuwe/du45gf/lKcOLNnz8avv/6KBx98EFOmTLEWs8OHD8cff/wRs75KlSpxl2X79u2oWLFi1NdqKWZXrVqFihUr4ocffghsnsvFixdj165dRquln2tLFbPr1q1LS0RjtWMqy66uM3Vca9Soge3bt1u5lDPeJPo86tixYySPjRs3AoDRcvPQQw/hnHPOQbt27RI6nsRW1LCYzS0mTpxola5ChQpo3rx5kkvD2MBuxgzDMCnCLfz9hg0bIp2na6+9NmpbaWlpZPyhTHP88cfHiAO2yAaHLl6leExHB7RGjRoxwlK29YQJE7B//368+OKLgR3vuOOOw4knnmiVtrS0FFOmTEHXrl1jxsiqYrZFixZW+anCx01MLFu2zHE/FfXDgknMmvaT6z7//POkj0l+/vnnHSP35gpBeg9IV+RDDz3UuD1e190tW7ZEIpZLbD0L4n3upturgjEjp2FjsgcWswzDMCnCq6OlR+qUhEKhiFCQAXf0jhfAFtkg0cWrSQj5IdEI0wsXLoxaluVLdQRr/RorKSnBeeedh2nTpuHXX3+N2qaKAdsxw2r+06dPd0z38ccfRy1Lrwa3dLLtvCyzKnq9B80dd9zhGLk3V3Cq43ieV/J6dxKze/bs8Z0nEP7Y0rRp06h1ttPCsJjNbYqLi/ndmuGwmGUYhkkRXp0XuV0PKBIKhVyjxuqwhdadoUOHYu7cua5pZBvobeZlmXXq9AQxfrRHjx6R40srv+zcJ2N8qk0HrrS0NCJU9YBJuhjYuXOnZ35qfbsJE70dnKZPUc/hww8/jDmG6Z5U9+FObOI4PffimUP05ptvBuB8H5rGq9uwdevWmHVsmWU2b96MqlWrYvDgwekuCuMCi1mGYZgU4WWZdROz/fr1sz4Od8Dd6d+/P9q2beuaxsmtOF43Y91yGs/cfZMmTcL69esBhOdYBQ5eK7pVNAhMY3/1a0utj+7du2PDhg2RZV0MPP/8857HVDv4bmJCb4eff/4Z11xzTYyLoOleUPd1czMGgH//+98sOhLE6XkkP4L4eV7JZ2g8Qtgvtvd6tWrV4sqfr6vM5V//+hfq1asXGaP9wQcfpLlEjBssZhmGYVKEV+fFzc2YCQbbjrM+ZtbWzdhpOhddmNmM7Ttw4ABmzpwZtU63bkqr0IwZMzzz88vUqVNj1unnp5/Hm2++Gfmtn7ONpUutXzfXaV1oLFu2DKNGjcIXX3wRtd7U3n7cjL/88kt89dVXrmkYd2Qd6xFKpZj183yT7b53796ASueM7bOisLAwqfkzqefBBx/Exo0bI89XbqvMhsUswzBMikjEzfiuu+6yPg67GTtj23F2il7sZa1xioSpC7mHH37YMY8+ffpg3Lhx6N+/Pzp27Ojr+EFimvdYF4t6eVQBqotRm/GM8VpmJTVr1oxajkfM6vvYuEczsWzcuBGbN2+O1PHjjz8etd2PmJ0zZw6Ag+3uNAb7qquuiru8OrYCJl6hwx8pMx8Ws9kBi1mGYZgU4fVClB01k5h1cmXjDpE//E63oaePN1qqLuxGjhzpmPbll1/GpZdeinnz5nnmo18rQdK4cWPPNMOHD49aVsun151fMetmfTvppJOM6/X2Oeyww1yPYSNm423z8k69evVQu3btSH3qH0f8iNn58+cDQMyY8WTCYjZ9ZIp45A/D2QGLWYZhmBRha5nV3YxLS0sjL3ddYJhcMTOlI5CJ2HYgZR0GFc3YZGX0aidTJN1x48ZFLatiVh2vGgT6dQgAF1xwAYDwvMgAYtyg3cSsjWuouo/buOLKlSsb1+vCU3dt1Y/hNWYWSF2k6FxF1rcuZouKigDYeRvINF5iNtFAaIsXLwYR4ZdffmExm0Yy7Z7jd2pmw2KWYRgmRSTiZuyURzKi2OYy8YpZSbxuvqZ20q2aOqbxt7qrppqvKWBTIpjqqmLFimjUqBFGjBhh3MdNzI4fPx7vvfee9TGle+/+/ftjOpNyuVmzZlHrd+3aFRX523QOfsbMMokj61i3cskPImobeAV2kh8rnNyME30eyutzzJgxSb82+NpzJllidvDgwTHPUDfYzTg7YDHLMAyTImzdjE0BoJwsg6bOG7tGOWMrRmU9JyuaMQBMnjw5rrxU1PIE3Tk2nasQAoWFhY6ut+p56tf7hg0bcPXVV7seUz2H0tJS7Nu3DxUrVoyJ5i3z1u+Vyy+/HO3bt49EH41HzOrllhblGTNmoGLFiti0aZPrOTDRdfj9998DMI/BBqLbYPXq1a75ymvSSfQG9XGPiOKyzPoRYSyQnFHbMch6GjhwIB566CHr9CxmswMWswzDMCkiXsusm2DJNHesTMd2TKYuZpPhZhwPlSpVAgC0aNECANC8efPItqDFrJPQIyJUqFDBuI9ap/GUR3cBlha4V155JaYcgNkVGgBuv/12xzLYiNn69etHluXcpk8++ST279+PadOmWZ1LeUYV/NLaaSNmDznkEGMaKSrcohkTUcL3WTxzDKvp/Ey5xZZZZ9TnSzqFJIvZ7IDFLMMwTIqIV8yqwYJ0a9nAgQMjgXWCeOF++eWXICJPF9hsRW2DH374wTFd0G7G8qND165d49pfcv/99wM4OK+sm1tvojhZZokoSkSrqO6f8ZRHndrHbX/ZPk4BsLZu3eqYh82YWbcoyMkMupUrqMJ1y5YtAJw9RtTrzOnjhH4/msRs5cqV026Z9fN8YDHrTGFhIQYNGgQg8ffa3r178emnn8b17GYxmx2wmGUYhkkRphdi7dq1I7+d3IxnzZrlaBl85ZVX8OijjwZWxptuugkA0Ldv38DyzCTU+nMTJTJdUNGMZSf7iCOOiGt/iS4IVHfLoDtcTp1tvQzt27eP/FbFbDzl+e9//xu1v1MZvMSsRO7frVs3AGFhZTNm1tTOToGMmFjUa0SNZjx9+nS8//77UWnVNvAaIuHmZnzooYemxTKrsnHjRuu0LGbd0YXkmDFjQETYvn27r3zatGmDnj17OroXT5o0ybHdXnrpJQA8PVemw09khmGYFGHqvFSvXh0A0Lt3byvLTygUiumwbdu2DUAwY2Vzfbyt2gZOViA1XaJuxrNnzwZwUMx6CSEv64HbmOlUWWZ11HNSp9+Jpzzq9RcKhRw/Hji5GTdt2hQAcNttt0WVQUZ6vvTSS63cjFnMJoZ6nci6zMvLQ6dOnXDxxRdHpfWylKu4WWYrVaqUdstsy5YtrY/BYtYdXcw++eSTAIBly5b5yueXX34BAPzvf/8zbu/RowfOOOMM47Zhw4YBADZv3uzrmExq4ScywzBMinBzeVStUCYxq7rZjRo1KmqbdDVlVyhv/Fpm9U6zX1c1KXxkG6lCyPThYMGCBa75pVLMuo2ZBRCZ+1g9j88//zwqrV/UfWzE7L333hu1fuXKlQCAKlWqRJ2DrP/ly5dbuRmr1mbJjh07AABr1qzhzq0H6n0i54idOnUqAHOAO9NvFXmNyevBdB8GIWbldEEAzzObbuSzUp+yLl7vGLf9lixZYlzP79TsgMUswzBMinCb01IIEZk70ctiqAd94ul57FE7wW5iVraLPp9lvGL2xRdfdDyGipcLnW4dVN0tUy1mL7roIgCxonzOnDnYuXNnwuVxE7My7+bNm6NixYqO2/X/+/fvjyrXE088ge+++y5qXyEEjjnmmJg8p0+fDgC49dZbo4YHMLGY2l4KRd2yrd5TtpZZExUrVkz4Wfjuu+8CAAYMGOB7Gi+/sFByR7fMJipm4413wGQ+LGYZhmFShJtlNhQKRYL7uFlmQ6FQjHjgiMb22I7P00WQrZux3lHXjyGD4Thx2mmnuW6X0zSp4kwvc1C4BYACDl6n+jl26NABF1xwQSBi1qkDKtuDiIztOHfuXNx///2R/WXArLVr18aUa+zYsTH757q7fbIxtb1TncbjZmwiSDdjm7IkCltm3dHFrHzexCtmneYmVo/FZCfOn/8ZhmGYQPGyzErcLLOlpaWOYpZfyN6oHUinuSrVdHqbeX3dr1SpUlSnqUaNGlHbDzvsMOuymigtLY06h2RGM/Zy+ZTC3XTdTZkyBd27d0/4+LLjqreDKmZNY1gnT56MyZMno0mTJsZ8TXk5LTP+sZm/15T2hRdeQKdOnRzzdbv/gggApcJuxulFF7OJvt+8hnAw2QtbZhmGYVKEl2VW4mWZVcd1AcGOmc2Wjvzy5ctRp04drFixwtd+aj2fe+65julMHxkA9860Oi+qRIrXypUrAwBOPPFEx/1t3OBCoVAkmBGQXDdjrwBQ8jpVxaT6e8CAAcZ8bctpM2bWyTIrmTt3LoCDY2ibNWtmJWbj7TiHQiHH8XflCdO149Tuutv3+eefH5NGzj/rdo/UqVMn0HuAxWx6kc8Sp2dxkPCH4OyGxSzDMEyK8AoAJZHCR+Xbb7+NpB88eHDUNt3NuDy8mN9880388ccfeOutt3ztp7bBH3/84ZnOj5uxHjlXDhsAACAASURBVCzqkEMOiRrnRURo27ZtZLveTkOHDrUqvzqNhB8XTb94jZk1WWZtOui2bvGqm7GbN4Lb9f76668DOOjtULdu3bjFbKVKlTzLPGTIEBx77LH4+eefPdPmMqbrwMnjxOaakeOiTR837rvvPkyaNMnYtonAbsbpRd6Dej0l4/0Wr+sykxmwmGUYhkkRps6RyTIrO32nnHJKZN2MGTNi0kl017pEOmHZJoQHDRrkK70fq6AJN8vQp59+GrX8zDPPRNrywIEDICJXy+xPP/1kVS45nZNpW5DEO2ZWp3///qhZs2Zk2Y+YdepkqsGniouLPfNSo4F7iVmZ7xdffBG1TloH3ZDBpFavXu2ZNpcxBTKTMQF0bDwS1PbTqVWrFs466yzk5eUFeg/YuqVyAKjkoLsZc30xTrCYZRiGSRFu48j0F/Uff/yBSZMmWeUbZACobOkwxFtO24iW8YjZunXrRi0TUZQ1KogPBW6d9UwaM6ty2223RY0ddrte1byc5nt1Sm+TziRmncTtSSedZFzvRlDj+7Id0wcGNeq0+kHG5rp1E7PyOszLywv0+fXNN99YpWM34+Sgi1mGcYLFLMMwTIqwHTMLhK0NhYWFVvlKcSDzKA8d6XinWYh3ug23zrREdw/XXWD1dlm+fLnrMU2UlpZaBdIJAtsxs17XGxFFjQN3E7O1atWK/A6FQti5cycAZxdfG2spcPBcQqGQtZuxvt5P/ZaHe9ANUxur19NVV12FWrVqoVevXujTp49nfrLuvcRsKBTCOeec4+i94IcXXnjBKp1+nbhFzVVhMeuOPmY2UWzfp0z2kRYxS0T3ENFCIlpARB8QUSUiak5EM4noVyIaTUR2byiGYZgswTaasV+km3EQnaNs6YTHO8YpmW7G+jZZl40aNYpalujRlG3KJqfmMRH0uC/bMbOmaMIqeXl5UZY6NzHbrVu3qOP37NkTgHkcOQBUqFABXbt2dT0+cNBSaGuZJaIYAa3X+6JFi2KOw5bZMKY2btmyZeR3fn4+SktLMX78+Eg8ADf8iNmJEydix44d8RY9YfQI5k6wmHUnlWNmvejdu3fKj8nYk3IxS0QNAfwdQAchRCsA+QAuB/AEgOFCiBYAtgK4MdVlYxiGSSZ+LLN+0C2z5cEtK9mWWafASvGIWSd3XH3Zpt1CoVCMRdembPEQ1JjZvLw8rFu3LrLsJmbVOgiFQhErl5MFtkKFCq5TWUmOOOKISJ76eTmNma1cuTLat2+PNm3aAIi1uKniTM+LxezBNq5WrRoqVqyIChUqRNZJMWuLvB9NH2x0MZtq9OvHz5hwxpmgx8zaXG8y6rmO6jHCZB7pcjMuAFCZiAoAHApgHYBuAMaVbX8bwIVpKhvDMExScAsAJbfVqVPHd77SMlseRKwk3o5gPGJWde11299JzOr/69WrBwBo2LBhVHqb9hs7dizOPvts47ZnnnnGc38/xBPN2IRTJGITupiVqEJIpWrVqsaprEzpZJ5+5pmtX7++a/4ffvihcV8iwpdffhnoePZsQg1Kt2PHjhgvBFsxe8sttwCwHzNrumZnzZqFhg0bYtu2bfYn4AM/z12n65uJRRez8mPS4sWL48pvz549nmmc7nVuq8wm5WJWCLEGwDAAqxAWsdsBzAGwTQghP7kVAWho2p+IbiGi2UQ0e9OmTakoMsMwTMKEQiHcdtttxvVA+IVdt25dXHzxxb7zVscDAuXDKpRsN2O106kKEj+WWYku+tauXQsA6Nixo+MxnXDrkE+ZMsVzfz84nU88llkVN4Gnto8pwrfkyiuvBBD++GNjmVXdVP1MzUNECIVC2Lp1qzHfSy65BFdccQV+/PHHqLxmzJiBs88+G/379/csWy7iJeJtxay8dtzcjOfNmxdJa7q/H3nkEaxduxb/+9//PI8XD6b7Vp+my5S2PH18jAd9zKy8x+6+++6kHdPJPZ3FbGaTDjfjwwBcAKA5gMMBVAHwZ9v9hRCvCCE6CCE6xGPBYBiGSQcLFy7EL7/8ErNedTMuKSmJ6ZirEUCd0K2G5aGTFK9LbTzRjFUrUxBuxnl5eahSpUpM+qKioqjlFi1a4IEHHgAQnoqmadOmVmUPCrfo20D0ec2fPz/ijquji123jqGT5Uq3mFSuXDli2f78888d89Pz8hMACghPt/TTTz9h7ty5jnn/5z//Qfv27aPyknMBL1u2zLNsuUhQYlYfN2naR841nS43YxNjxowxrlfLnyllzVScxsx6jdG3wW/dc1tlNulwM+4O4HchxCYhxAEA/wXQCUCNMrdjAGgEYE0aysYwDJMUnKxX6nggk5hVA+I4oVtmWcw6E4+b8YEDByJ1unPnTsdopU6BSkzuuAUFBTHWZd2aU1BQEJkeJhQKebrTtmvXznW7X7zGzKqdylatWuH000835qN3Pt2uT3Xbf//738hv3c04FAr58kBws8yargk9bxvr765du7B+/XoAB88jiI53NqLPfa0T75hZ0z7q9WjTlkHjdD2ffvrpuPfee6PWsZi1x2lqniDa0+87ktsqs0nHU3YVgI5EdCiFr8gzASwCMAXAJWVprgMwIQ1lYxiGSSlSGDlZZq+77jrPPGQHqTxNLp/KqXn0fZzGrNqOmQXMYtYkhqWADYVCnsKoS5curtv94jVmVpZNBqQaMWKEMR8/gk6t923btuH6668HEBsASi2HDVdddRUAoHbt2kar4bBhw3DyySfHlEFiMy63W7duWLhwYdQ62zLm2j3rZZm1nRNWdzV1u3+lS7hOsuvWlP/8+fPxzTff4Omnn45az2LWHicxG8QHIhazuUU6xszORDjQ048A5peV4RUADwDoS0S/AqgF4PVUl41hGCZZeHVqpZjVLVCXXXYZGjdu7Lpv7dq1I3mo/3OZVFpm9WM5jb3zE83YJGb1ACV+xWzQ0YxtA0D99ttvrvno135paamj5U4/phSxel0JIXx1ah988EG0b98e1apVixkXR0S47777MGvWrEje8Vhm5f4yD5m3Dbl2z9q4Gdugj5l1ijwt03qJ3WRgKtOwYcOMaVnM2uM0z2y1atUSzpvdjHOLtPi/CCEGCiGOEUK0EkJcI4TYJ4RYLoQ4SQjRQghxqRBin3dODMMwucH69euxf/9+bNmyJWab03QBkp9//hlr164tV2I2lfPMus3tqiI7qqYxsuoyYBazO3fujMlT7ltaWuop3oKeZ9YrAJReHhmUSUdP17t3b8ex4E6RhU1WbF2cuAkkIsKyZcswZcoUz6imqpjt27cvCgsLrcWXXm5bwZ1r92xQYlbi9myTcxF71bWtNe5Pf/qTr7L5Qb2ncs0aHzT6mNlLLgk7b95///0J581iNrewFrNEVIWI/D19GIZhGADeVgEZKOaVV16J2eYWBKpdu3Y4cOAAOnXqVK7EbKqn5tEhopjOqEwnretuYjYvLy8mX33MLBFFWaYyQcyaAkBJDjvsMGM+eXl5aNCgQWTZLSiSk5g1zQ2r31NeH32kRdamnmTeGzduRHFxse+6lVPRlFfLrG55P/HEE6OWnaZa0jHNNapbyaW40a/HeIYUAHZB99z2d4Mts/bobS/b3WnOaT/4vZ+5rTIbxzcjEeUR0ZVE9H9EtBHAEgDriGgRET1FRC1SV0yGYZjygclisWaNczw82YFbsWJFIGNms2Van2RHM7aZD/K9994z5q13tpzErN5O+lycupj1smYly824tLQU99xzD1atWuUYAAoAWrdubcyHiPDoo4/GrH/11VdBRFEiXtZJzZo1Ua9ePUfLrMnN2CkwV61ataKW9bz0a15tl1GjRgEAxo8fb8zbCRlht7yK2X79+kUtV65cOWrZxm0biHUzDoVCMUJYLuvXg1c7S/T70G9bsJhNDk5jZoOwaLNlNrdw+8w7BcARAB4EUF8I0VgIURdAZwDfA3iCiK5OQRkZhmHKDSbB8scffzimnz17duR3ebLMyii/fgnSzXjVqlVRy06WWVMAKDVYzXfffYe5c+dGjtGjR49IOnk9pNPNeNasWRgxYgSuueYaVzF70003GfPJy8szup0OHToUQPTHGlkHJ554Ipo0aeIoZt97772YsbpqmhtuuCHy+5NPPolKp1sN1XYRQhitvvHeU+XVzVjiZE3za5lVx8zq+8p7RK/rKVOm4MILL/T8yKPf25s3b7YqWzywmLXHacxsEPXmdE04TS/GbZXZuH0a6142dU4UQogtAD4E8CER2T2NGIZhyjm2VjO/Y8lUypOYbdSoUVz72X7V93IzBsyBjQA7N2PVTblTp05R+ajp/bgZB22Z1fNbs2YNmjRp4ihmncrnJGZlIBc1IJOs9/z8fOzcuROvv/66sSxevP7663jjjTcAAKecckrUNrcxs/LDhd628X4o0C2SbsfNRWS96UF7EhGzuhuwFMz69dezZ08cOHAgxsVZR697t4+HJtgymxxMba8uJ4LT86R69erG9dxWmY3jm1EXskRUiYhuIqI7iaiWKQ3DMAxjxvZlGISYdetcvfTSSxg9enTcx8gU4nU1i0fMOrWd03ylfsTshg0bYvI1pVfXOxG0ZVY/v99++y2q/mxdaInIKGal0CsuLo6sk/nn5+djyZIlkfVu59a5c2cAB6N633HHHa7l2bt3b5SY0i2z+jrAe95UJ8qrmNUFpJMA9UK2wz333IN9+/YZ3YydLLNy2SsYVaJuq372V9v51VdfTei4uY7uZiyHIyRTzDpdK7l2f+YafqIZ/xvAfgBbAfgbPMIwDFPOse3wJDKHns2X67/97W+4/PLL4z5GphCEmK1Xr55VutLSUuPx9HqWHSTZUbcRs8cee2xkXWFhIQCgZcuWMcfIy8tLm5uxKjxUq6WtmHWyzJo+vqhiVsXt3C666CIA4WjKL774ouO0KJL169dHnZMaOEq6Get4CSIn5By8XuRaZ7lOnTpo3759ZFlvT9uPduo1tmvXLgghYlyWnSyzcl+vtku07uO1zH755ZcJHTfXke03ffp07Ny5E7t27QIQzJhZFrO5hVsAqA+I6AhlVU0AYxF2MTaHLGQYJispLi7G2LFj012MnMb2BWxrsQCAd955J2q5PLkZByFm3dwPbSyziUQzlmJ269atkXW9evUCAFx44YUAwtYseWx1zlkngnIzdnLvk2NYbUWCmp9JjJr2l4GddGHidm4y70MOOQR9+vRxjEYryz169GhPMRuUZfbzzz+3SpdL9+zatWvx2WefxQQ8U1m/fr1VXup+0jKruyw7WWbl8b0iS6dyipyghwLkMrI9r7vuOpxxxhkpcTNmMZuduH3mHQDgUSJ6mohqABgG4CMAnwN4JAVlY5icY/To0Z4ucOmgT58+6N27N3766ad0FyVnse0w+XEzPuuss6KWy5OYjfccbaIU69sSFbNOAaD0/UtKStCiRQu0bt0arVq1wsiRI6PmKw3aMrt69WrjvMb6dDhSyMkIzPI8Bg0aZH0sU9nkOr1NTMLd7dzkNq8PQUcffXTkd4UKFXDyySfHHD9oMWtLLs05ev311wOIDk6nt+eECROs8lLbYciQIRBCxIxr1D0hJNLTQY7JdqrjVLoZs5i1R23POXPmsJhlHHEbM7tcCHElwgJ2NICTAZwrhDhdCDEuVQVkmFzi8ssvx/PPP5/uYsSwcuVKANFj15hgCVrM3nzzzahfv37UOpsxs7lCEJZZtzzUbfv27fPlZizdIG0DQElKSkpQoUIFVKlSBfPnz8fJJ58ccTm+4YYbAg8A1aRJE/zpT3+KWqe7VwMHO3jy2pTnsXPnTutjuVlm9TZRA1+57a9v8xKzqiAtKCjAjBkzUFBQENWBVS3htscPglzqLJumSArCzXjr1q2+ohnL68HrQ4Re9yNHjrQqm4TFbHJwmjKL3YwZHTc348OI6HYAxwG4FOGxsl8QUc9UFY5hGCZXCFrMHnfccTHr5Au3qKgITzzxRE6L2iDE7Oeff24V3Omf//ynVRl0y6y+fuPGjZF1JjE7duxYLF68OGpdw4YNIYTA5Zdf7jlG1UZwjR8/HkSEpUuXAgC2b98etd1kkZaBV/S5cS+++GLP47mVzWSZlWJ20aJFnvvr27zuHdX9uEKFChEL8LhxB7/PO42ZTbYIyaXOshQEan07CU0v1Gteut3r95fTmFndU8XWzVj/SOgFi9nk4CRmg7hXnJ4nTu2TS/dnLuL2mXc8gG0ABIB3hRDvAugJoC0RfeKyH8MwWUoui590Y1u3I0aMsEpn6rjLF+7XX3+Nfv36YcGCBfYFzFC2bduGwYMHx3Qygopm/NFHHxnTqZ2XL774wpimdevWUct6wCTZuZaBS1R0YWhDEG7GMpL1PffcY9xumpLo7rvvBhAWKaoL7q233updaJeySdGjHlPmX1RUFJXWTQSYAlWZeOGFFyK/VdfUSpUqRR1frgeADz74AADQokUL17wTJZc6y7KtVTEbhGW2UqVKEELEtLOTZVZeF151m8q6ZzFrj96eqXAzdnom59L9mYu4vRlrARiHcNCnhgAghNgjhBgM4JYUlI1hGCZnsH0ZNmnSxCqdqTOoz48oA5/4IdM+aNx5550YOHAgJk6cGLU+KDErrY46enuZjqd3qmUHSbaN/G9yXSMi3x0k3VKhR3X101H+7LPPjOtNlllpxd2zZ0+UmPUTedskZk2dUzmfrhoYCwiPe5w2bZpr3l5itmbNmpHf6geHOnXqxJRJnmPTpk0BxC9CnOat1Fm6dCk2b94c1zEyDXm9qxbUIMTs0Ucf7WqZ1e8P3bPACf3e9ntfsmU2OTi1ZzLdjJ1gMZvZuL2JBgKYiLCg7aduEEKsS2ahGIZJD7ZTbTD+sX0Bm9pg8ODBMetMHXddNMUzzi/ZgW78smnTJgDOLoR+0dshkQinTp1g3VJk+qhgcjP2wmveWZv29urEmcbM6svxPCdMZVu1ahUAs2XWRNeuXV3z9hMJXAa+ysvLizpP3SVV/o93zOxRRx1lle6MM85IuvU3VZjqShevprY69thjceqpp0atU6/xu+66y7ivk2VWtrFenpkzZ0a52utjv/3el17p582bF/nNYtYep+dAEMLSNqhfkMdkkodbAKgPhRBnCCG6CyG+SmWhGMaGlStXYsyYMekuBsNYkYiYVaOwStzcjCUzZ850PM4333xjXB+PNTeZmKw8QHCWWSfrok3nxWueWdlGpg8E8YhZvawDBgyIWrYRXH6C4egd71AoFHe9u5XNNGZW5dprr7XK208kcGn51S3kepvKOg9ahPTv3z/mPLdt2xboMdKFqa31a9fUVp9++ik6d+7smb/TRwsvT4FZs2ahQoUKeO655wAcHGKgD+1YtmxZzL62weJMtGnTJhK9mcWsPckcM+vXzTjTPJaYaNwCQL1KRK0ctlUhohuI6KrkFY1h3DnllFNw2WWXZeVDJtPLvG/fPgwaNMjTPYvxZtOmTdiwYUNCYtbUSZOdwU6dOkXW6ceQYx1N208//XTj8fXotulGd/vU1wPAa6+9hrVr1/rKT2L79d9PNGPd7dFUtiAss26RiJ3w+ljhJuwaNGjgajl1w218rZdltnnz5q55O1lmH3vsMbRt29Z132RbZp3aZOjQoXHllw2YolTbWGbz8/NjPlrpy/q61q1b49BDD405nokRI0agpKQEM2bMAHDwXtA/8Hz77bcx+yb6zpZWYLbw2ePkjZNMN2OnvKdOnZrwMZnk4fYZ63kADxPRYiIaS0QvENEbRDQNwHcAqiLsgswwaWHdurC3e7KnTEgGmSpmZbmee+45PPLIIxg+fHiaS5T91K1bF/Xr1w9czJrGiXl1lGzuFTlmt1mzZp5pU4HNl/Kbb74Z5557blz5JeLK5iVm3do8CDGrCoI6depYlTkRy2zz5s2NYlP9MOJ0jbVp0waff/655zGFEFZWPBWnAFADBgzAjz/+GJW3zvbt2zFr1qyYsujjguO1qGXqsz6ZmKJU24jZvLy8GPGqBpGSyDSHHnoo5s2bF2kjW6Eo21amtwkul4hlFnC+jubPn++5b3klkyyzAKKinjOZhZub8VwhRG8AJyIsbKcB+BjATUKIE4QQ/xZCZJY/GlMucZoXLJPJ9K+zcgxRprmcZjPJsszqQsANr3tl1KhR+O9//2uVV7KYNGkSXnnllZj1TsFAJGvWrLHK39bN2Ob8H3vsMdxwww2RZdlBsgmM5CRmL7vsMsd99HzVAFDt27e3eq4kYpmVbsZuY3f9uPo6HdNNtJuIZ8ysV1mSbZnNZdT269WrFwA7N+O8vDxccsklUes6duwYk06KWRvvCTecxKxbWhOJiNkTTjjBc9/yiv4ckHU3YsQI3HzzzQnlHY+YvfTSS9lNPEPxfOMKIYqFEFOFEB8IIcYLIX5JRcEYxhYWs8ETZOeQCePXaqDiZplVXcG9juF1r6hT0KSrE96jR48ol1TbMUy2z4Eg3YwXLFiAN998M7JcWlqKvLy8SJ7JtsyqVqyCggKrjlYillk9AJRfd2ObYFsmsRyUmI0nqJcsi20ntlGjRr6PmasIIXDMMccAiBWvpmdaXl5eVHyA999/H127do0ZS+zk+WBb17qwPOusszzzSbQd5fkHNcVYecBJzO7YsQOvvfZaQnnHI2ZttjPpwT6uPsNkKJkWfdWGTBezMspoPFYWxoz6EhwyZAi6d+9uTGfq8JvWybbp27dvZJ1fMTtlypSo5VGjRhnLm05kOZzmHJQkU8zaWk9KS0uRn59vJfKcxKxbG+rTE6niraCgwOq5YhoH72SNNYnZRK4Lm7o2iVmv59CDDz6I1q1b44ILLnBNZ1N2XbD7dTPu379/lLU+U+6jdCHrT29D05j9/Pz8qHR169YFEDu9kZOY1a//qlWrRi3rzxKZXo657dChA4DY+aNNeZvydSNZgcRyGS9vnETgYQO5BYtZJuvJRstspj4Q5cvj3XffBeBvHknGHbXNH3zwQXz55ZfGdH7djK+66mAcPl2c6uj3Srdu3azKm4no5du1a1dc+zld47KzU79+fbRv394q71AoFNUZd6vDvLw843Y/7qzqsWzF7O7du2PWqXO6+nEzDmoqL68xs7/99lvU8vTp06OWjzrqKMybNy9qHlkTNtd0om7GehCjTP9wmQxMngl6m95yyy047LDDotapXg2mfSSmIRZA7HXi9AFMF5Yyn4ceeggNGzbEbbfdFnPMZI2ZZZzR2y/IunPKq6ioKGad9C4Ayuf9nA149lSJ6PhUFIRh/CIfdGoHfdOmTZF5KTOZTH0gZrqAyWaef/55q3R+3Yz94MeLIVOuUXlNellh/OYncRJkBw4ciEzbsmXLFmurnt4hd0KfEkbiFblXRb0G8vPzrerkwgsvBBCOTCx56KGHIr/dLLNCCKxcuTJubxgby6xpzOySJUuilhcvXhzX8W1INABUQUFBVLuUZ/HiJmaJCD169Ihap6fxK2Zff/31qOXt27c7lkddlvk0btwYRUVFxvl+2TKbevTnwM8//xy1rM8P7Ac/Hw3VqPHcR8pMbMwuLxDRLCK6jYiqeydnmNQgX2iqmK1bt27ENSmTyRSh4EW2lDMbsI2E6Ncy6wc/XgyZ9tIOaqyZrWX2wIEDqFChAjZu3Ijx48dH1v/1r391LaOtZdbJzbh///6O++iooikUCuGXX37xvGdllGrV2vDHH39E5WP6LZc3bdqEyZMnAwhHUAbMbpkm4h0zG9SHDN1d1YScRikoy2x5Fy9u94DuNq/fi04f7OR6/Tqw/ciil0nOAeu2f6LPQ13MBuXVkMt41ZEaqdwvfu5LNdBepr0XmTA2AaC6ALgKQGMAc4jofSI6y2M3hkk68oW2YsWK9BYkDrLlgZgt5cx10iFm161bhx07dvg+RtA4TccQlJh1s8ya5rh0w++YWZMoM01F4oRavrFjxwIA3nnnHdd95DHVY6tCzSYAlKRVq1b43//+hyeeeMK6zG5lAsxi1iSq4+GII47wTCPd1eX95WZRu+uuu2LWFRQURLWLrNstW7bguuuuQ3FxsbVLfLZiEwANQExgJ5vpewDz3LOA/XWhe3u88cYbAODq1RW0ZbZx48ZWZS3PeD1HE+mf+BGz6jOZP/BnJlYD4oQQywA8BOABAKcBeJaIlhDRRcksHMO4IV90eiTCbCBbHohVqlRJdxHKHcl0M/Y7vlzvbKaDTBGztm7GfiyzpvbwM07ddA1s2bLFdR9Zj6qAVcvhJmZNz61TTz01ynIBRNepOrVKPAGg+vbtG1OPyRxKUlxcDCB2HmdpvVMx1X9+fj727NkTWZZ1O3jwYLzzzjt49dVXHS3ZXgGsch3b+YX1603iNS+6vI6cxLbbB8JEx8zqrtEcXNGbZMbsiNcyW949LTIVmzGzrYloOIDFALoB6CmEOLbst/uTg2GSSDa76WS6mJWBgQ4//PA0l6T84TT/ok06L/yKWadOYzqwEVY2+HUz1nF77vi1zCYqZk3XgNexTWJ2zZo1McFw9N+AfUfuyy+/RO/evTFv3jxMmjTJM71bAKj8/PyYNhs4cKBVOeJBBsiSdetWnybX44KCgqjy6nVGRFi+fLkxv9mzZ/subyaiikUZKVh+JHDD1s3Y6R5Rx4GbcBp/L3FzJQ/aMstzuHuTzD6ebIdjjz3WM636HrQdLsSkFpu35kgAPwI4QQhxuxDiRwAQQqxF2FrLZDg7d+7Myoi/XmTzF7JMc9/VXxqyA2IjGA4cOMAvZh+o09+YMLmZellmP/jgA6tj+w3c49fNNhlkimXWBr+WWVN7JGqZ9ULWo3rsuXPnRoJAuVlmZ86caXWMM888E6NHj0br1q2jpkexGTMrA0BddtllAMKiUi9H5cqVAQBXX321VXlMDB482Lhe1ovuZmzCJH706WX8vKeycZo5N4QQkbayeUfo94t6fV9zzTVR28466yyMHj3ad3nclps0aeK472OP4yWCxQAAIABJREFUPebrWABwxRVXRH7LYEXyepBjsxlnghKz1apVi1knn3M2H8ZUMWvzUYZJPTZvzY+EEO8KISJ+M0R0FwAIId5NWsmYwKhWrRr+8pe/pLsYgZNpgtAPmWaZdapLm3K2atUKlSpVCrpIOYsaGVEyZsyYyG+TNdTLMuvWCVNhy2xq3Iz1PE855ZSYtPFYZu+9996oZb+WY+Bgvf30009R66UF1U3MJoqT2/qOHTvw/PPPQwgRcTNW5/Zt27ZtVHpZxoYNG8ZdFqd3oi5m3eqzTZs2ePDBB7FgwYLIOl3M+omammtiFnCeJ9qEFL4S05yzkkmTJqF3795xlUVf/vvf/w4g3J5OPPPMM9b5SuRHYQC48847AWT3R/hUk4oxs27XpezXqB+Ys7nfmcvYiNlrDev+GnA5mCTz1VdfpbsIgSMnOHebKzNTyTQxK9HHFNmUc+nSpUktU65hekGr7nEmAWnaR+3o2bocm8STWxtnsmXWVO6+ffta5yexdTO2GesWCoWi8pPHMs0pvGjRohhB6VYeIPY6MFlmZZqtW7di3bp1xjK64eZmnCj6VCmSO+64A3fccQe++OKLmDGzQoiYdpUd0UTGHTrNHSwtiLJu3dqjVatWGDJkCFq2bBlZV1BQELVPeRQvqpuxvIZsxKx+favLNtei376A+mzR57w1zTXrlY+O6ZzL4/UQL17XjK2wNKVziyo9YsQIFBYWRq459Z2cqX238o7jlUJEVxDRJwCaE9HHyt8UAO4RJhgmBUgBYDPmIdNI1wNx+fLlru5N+hyL/OAOHtPLU/3yaxIoXm7Gtq6puqseALz88suO6bNNzHoFgFHzkzh9/dddhuWHAJsxs08//TQuuuginHvuuQDMgdScrJRu+duMKZRpGjdubBzz7kfMBt3xVgMjmSguLo6MmVXrwSm6cTICxEgx62WZXb16dVRwKznVUX5+flTb2lhm69evDwD4xz/+EV+hMwyTCPXjMnrkkUfG7GMjXHRB6oSel36vA/4s6ixmk0NQbsZuYlZvo3vuuQd33XUXdu7cGdmPoxlnPm4Dbr4DsA5AbQBPK+t3AvjZuAfDpBCnTm42kC5XFTk1hdPxg5rPkXHGS8zGEwDKtlNvstS5RYbNpIibyZpn1i3Crlqve/fuBeBe17JT3LRpU3z44Ye+y0ZErh04P5ZZp+lf0mmZ9XJzLy0tjYyZVdHPM5liVgaAkvek0zEaNWoUtSzTFRQU4PXXX4+stxEvp59+Ov7zn/8kNAY4k1ADLflxM7bJU//tB/1jiszHJGaDiDNiupdZzNqTigBQ6jG2bNli/CDC0YwzH8enixBipRBiqhDiFCHEN8rfj0II+09WDJMkZIcmGx8umSYSdUssW2aDwdTpMnXq1DHHyRKzH330kXG9zCfTxgLpkUeDmmvUj2ua2tGRc+7aWGbjxasdbcQsAPTq1csxD696M0Xi9YoSa4uXtSsUChnnmZVzctaoUSNqfRBitl+/flHLupi17VDLsujtL+vQ7bp77bXXMHnyZDRv3tyu0BmOeu8G9eEhyHeR/p4rLS11/GCisnLlSmN+bJlNDkGNmbW1zOrHk/uxm3Hm4+ZmPL3s/04i2qH87SSiHakrIsOYUb+qZgN6xM5MQhcMLGaDwVR/QVlm/boZX3SReVpwua9qiciEuZsnTJiAxx9/PLKcrABQbl4KalvJaKQ2ltl48eq82czDSUQYP368Yx5O9Sbb3+RmHNRzwMva5SRmgfD126hRo6j2CkLM6seSYlZ2YP2K2YKCAtxwww2R9VLAu1koq1SpkpWxH5wwWfdN9WgKhqfi183YFl3IlJSUxNxLTz75ZMx+TmO+Wcwmh2TOMyvvSzcxKyNYq2I2kaBzTPJws8x2LvtfVQhRTfmrKoSIjXPtAyKqQUTjiGgJES0molOIqCYRfUlEy8r+2w1+YMot8iWZLYIrCDepZMNuxsGSTDEbj5uxCZmPWtb/+7//i1gi00WvXr3w0EMPRa7Ja665BqtXr45sT4WYVetVdn6SaZn1ei7YBK9yci+WONXb/PnzY7YH7f3y5z//2TONXu/ynOUUPWodBOEGr9ehLmZt7y3VMtuuXbvI+pKSEqxcuTKusaPZyEknnRSxYI4ePdpVxE+bNs2YR5cuXQAA1atXj6xLhphVLbP6tVS3bt2Y6OF+cROzufTxIlmkYsysegy9vR544AEIIaJiR5im+WHSj5tltqbbX4LH/TeAiUKIYwCcAGAxgH4AJgshjgQwuWyZSZBMFU1BoFtmM/1ckzkWLSiWL1+Of/3rX2yZDQhbMataWYMUs61atfIso8nNuEKFClHzg6YTtVwPP/xw5Heyxaw+dtNPAKh48XqGDRkyJGrZ1O4PPPCAax5+xsxOnz4dQHBiVp/6xDQ+Tda7Xs95eXkIhUJRZUmGmJXjKv26Gct0JtdvOYevnl9+fj6Kior8FTjD+eGHHyK/zz//fFc348MPPzxK+EteeOEFLFy4EPXq1YusC/JdpEftd7pvn3rqqajxz7axJiSmc5bnceGFFwJAJEgcE0u63Ywl6j3tJzBYJlFaWop+/fq5xsjIZtwCQM0BIAAQgCYAtpb9rgFgFYC4BncQUXUAXVE2vY8QYj+A/UR0AYDTy5K9DWAqAPe3MuNJLosR3WoQT8AVlbVr16KwsDBpX96yQczK6QhkZM5MLWe2YHqJml6Y6pdf03YvN2MnbOaJlXlnQ1sH4XYYr5uxjWU2FAo5Cqxx48ZFTeHitL8f4rHI+xGzTuuCinKt1xUROboZm8SsSQj5JWjLLBHFzLutW5Rr1qyJLVu2oG3btjnvtuhlkR41ahSOO+64qHUVK1aMWZdMN2PTmFmJTfs7lc00JaI+rVTt2rW9C1xOsZ0zOx5sLLMS9TmVrW7ikyZNwhNPPIFly5Yl3FfORNzcjJsLIf4E4CsAPYUQtYUQtQCcB2BSAsdsDmATgDeJ6Ccieo2IqgCoJ4SQoTbXA6hn2pmIbiGi2UQ0O1e/MARJtt54XkyaNAnFxcUADj7QEnWLbNiwIf76178mWjRH1AdvplmR9ZfG/v37AWSHwMlk4rHMmvCyzDpdT/L+X7FihWfemdrWarn8zjtpwq+YffbZZwEctMx6jZl12n7xxRdHPhLFy6uvvhq1rNZHkyZNrPKIR8zq7xHV/TMRdDGbl5fnKWbV8gUxtls/lrTMSsGubndzk1a9Wa699tqobSUlJVHWQBlV/r777kuw9JmPVwAo26n1gnxn6l4WpjGzEhvLvF62fv364frrr8eCBQti0jpNCcPE4lVHtu+ARC2zpinasg15vjIqf65hczd1FEJ8JheEEJ8DODWBYxYAaAfgRSFEWwC7oLkUi/CVZ3xyCSFeEUJ0EEJ0qFOnTgLFKB/kophduXIlevToga+//hqA++TXfnGK+BoE2WCZlWS6wMkWTPUXj5XVSwA7tZNc7xS4BDCPmc0k5LyfOqkaM9u0aVMA9mI2mdMZ6VGF1bL89NNPAOA5zi8IMRuUNUm/7lUxKyMXS1fk/Pz8GMtsEOjtKT/kyXZUt7u53qvPTN1yrYvZ6tWr49RTT0Xv3r0TP4EMQr12TjrpJADuga9UOnXqZJ13omzcuDFq2e2+NY3f9mLo0KF44403jNvk9Sstz+pcxUw0ybTM+hnDrl4bW7ZsifuY6USe59SpU9NbkCTh7acGrCWihwCMKlu+CsDaBI5ZBKBICDGzbHkcwmJ2AxE1EEKsI6IGADY65sBYk6kd1ETQOzNBitlkopY709uFxWwwpMoy69TBt3lhZ+rUPBJVzL733nuRMWypGjMr28bNzVgKsGSLWV0kqddFYWEhgNjpa3Seeuop1+02YjYoNzUnN+O8vDzcdNNNEELgxhtvBBA+19LS0qR/oJWWWVM7urWt2zNTdTMmopg5jHMFdTzhrbfeCsBuTuDNmzfj0EMPdc07GQEU1TYLwjI7b948rFq1KrL+5ptvjvKmGDlyJP75z38CADp37oylS5eiRYsWcZc/1/Eb3d2JIMfMOn1czRZ2796NzZs3o1atWukuSqDYXAlXAKgD4KOyv7pl6+JCCLEewGoiOrps1ZkAFgH4GMB1ZeuuAzAh3mMwB8lFy6w+DjCIKJGp6MhnspuxXh4OABUMtmNmvV7KXmLWyzLrdm/IvC+//HLXMqQL9dzUjkSqxszKenazzKrj95MpZk2WTH2bnwAlcv5WwP2el9ZKideUKraY3IzlR4T8/Hz06dMnIuDltqDd/PT2nzFjRlTZ1GvORsyarie1TcqLmJXYPINq1qwZM85Yx+/9ftNNN1mn1YO9qfgZM9u8eXOcd955kfXdu3ePSqdONZaXl4cjjzwy4z/CpxOvuqlSpYpVPrbRjJ2uQZt3baajnucPP/yQtYGsnPC8S4UQW4QQdwkh2pb93SWESNTOfieA94joZwBtAAwB8C8AZxHRMgDdy5aZBMlFMas/mIKwzKainrLJzZjFbDDYWmbj+QKtChuvMbNuyBf1F1984Zk22ci5XFW8hLpfZF09+uijUcumdKqYNc1LqOeZTsus/D1q1KioNG4iQJ3qSKabNCk6JIbJLS2oc4wnANSiRYsCObbEKxKtGqDJ7bylC7Lp+vjss88wb968yPHcxFM2o3aQpfXe1s3YC7/3u7SA2uSpTwelYhN0To+OLNGvl0z7iJ3pmNrkuuuui7jnBxEAyua6zDUxe84556BChQppn34vSBx924hohBDibiL6BIbxq0KI8+M9qBBiLoAOhk1nxpsnYyYXxaz+MAni4VLexaz+EpYv3UwrZ7axbNmyQPLxssw6dYxt2i+TLERPPvlkzDovF2q/yGtbThPj1MGcOHEiAMSIWbeylJaWelqYTNx5550YOXKkZzo3y6zk119/jVp2i9SqIqdBGTx4cNT6yZMnx6RNlpgVQjiKWTlm9vTTTw/k2Oox3comoxPv3bvXtR7ffvttvPTSS45jIL///nsAiASxCioidCah3iPbtm0DYOdmbIPaTm73foMGDbBu3Tqr+lXnqncqn7re65nDYjZYTM+BK664AhUrVsSYMWMCCQBl81FJvQZyqU89ceLEnBm37/aGe7fs/7BUFIRJDrkoRvRzCsIymwqXi0wWszrqS56Jn4ULF8asi6dD4yVmnaYoke23bt0643Y9n3Sju7MCybPMurmFqsj6kWPhkuFm/Nlnn3knQqxl1uaZV1JSYiVmN2zYgK1bt8asN51vUB9A9LoKhUKOVjJpmQ0apzxNY+nc2rZevXoYOHCg5/HmzJmD6dOno23btj5LmrnMmTMHEyZMwJVXXhlZ17p1awDOVku/qPfpe++9FzXntF6WZcuWWU1LJvsObmLWND2XW9lUWMwmhum5lZeXZ/3sltiOmXUiiCj66SYXPUFUHN9wQog5Zf+/SV1xcounnnoKxcXFGDRoUNrKkEtfkST6w2T27Nl49dVXjR1hW1ItZjP9pcaW2WAwzSsaT53aWGaPPvpo/PLLL1Fp5P3fo0cPx7wzScy6dTps0vo5hu3LXXao5PRGbm7GboFk3LCNkGljmdXx82wzBXZK5rPKJGadXHBlAKigcRKVJs+HIO6VN998E8DB6NPZyooVK/DAAw9g1apVEauz2j7PPPMMgODErPrc1OegVWnQoAEaNGhgHLKgI8df246Z7dixo/F+cDpHGdFZT8fYISOZq6hiNpH+iduwEdMxJdnaJ8p1MevZikR0Xtl8sFuIaAcR7SSi3HG0TiL3339/jMtWqikPYnbTpk245ZZbcMcdd8Sdp9d0FkGQTZZZFrPB4PRl2S821jE3i6EbmfSSs4mk65bWhngtsxJTfamW2aDa10Q8rqm6mG3WrFlMMBCJWhdyTtVkdsD185GWWbcxs0HTq1cv43q13WX7+BGzQgicffbZiRUug5k/fz7GjBkTEbJA9HVcuXJlAMlxMzaJHB2be+WTTz6J5G1jmfUqm562Xr16mD9/fkw6xg5TG+bn5/uO6RGkm3G29oky6T2fDGyeLiMQji5cSwhRTQhRVQhRLcnlYgIiW288N5JxTq+99lrgeepkk5hlN+NgMAkxG/c3Hb9fjyWm9qtYsWLUsv6i1yNwphJTpNpsELOJBoCS41W9sHEX1tHFrBAiMq7zyCOPRIcOB8NXqHWaivmHndyM3cbMBkH9+vU905jcjPX5Sb2Ip72yhd27d8esk67FKkHMNgBEt4eNt4GNmF25ciWAsGuyycVeP64Xbs8G/TfjjdNHXL9uxibefvttx2PoqO2arQYi07X56aefpqEkycHmLl0NYIHguzArydYbz41svRTZzbj8Yaq/atXM3wIfe+wxvPDCC8Ztfr8eq8eXgVgkXuO4Lr74Ys9jJQtTJ9Wp4+p2bbZt2xbXX3+9cVuyLbPxiFk3t0kVW9Gron8gKCkpiZy7fs2odbF06dJI+mSRl5cXiSoNeFtmgyjL1q1bY4JkrVmzJiqyMxDd7tJldezYsb6Olcti1nSd79q1K2ZdnTp1AISn30mEYcOG4fzzw3FH//a3v1mV7/zzz8dVV13lmXbbtm2OUbL9WGb9bmPcMV1j8bgZm9pg8+bNAOzaNxfGzJp49913vRNlCTZP2vsBfEZE3wCITLgmhHgmaaViAiMXxWy2PkzYMlv+0OvvjDPOcBQkAwYMcMzH79djAGjRogV27NgRExxKz0sKCEk6nxmmY8czZnbu3LmYO3duZHyiaT9bMWszTjVRy6yt6AnCzbikpCRyrThFMQcOnqcpwnRQEBG6desWmUaltLTUcdxxXl5elDC/7bbb4jpmjRo1YtYdfvjhxuMlSiaNRw8a07mZPiDdf//9aNCgAa6++uqEjlenTh1MmDDB1z4TJkxAcXEx3nvvPeN2U0wDHT/zzHoJo0TiepRHnGJFBOFm7HYMnVwQs+xmDDwOYDeASgCqKn9MFsBiNnPIJjErr5sDBw7gH//4B9asWZPmEmUn+v0X77Qi6gu3cePGnmkAoHr16ti1axd+//33qPVOrp3qcrowWd78uhl7lV/vePq1zCYjmrGtmI1HYOkdaDfLrLRWALHu6MkgLy8vyl01FAo5jjvOy8uLOhcbi1siBCFEc9ky63Zu77zzTuT3IYccghtvvDFtU4AdeuihjttsrKaJjJnVj2+yXDPOeFlmg7B6l5epeXJdzNo8aQ8XQrRKekmYpJDpoikesvWcssnNWD6wp06dihkzZmDBggX44osv0lyq7EO/VuPtIKsv0zlz5hg/LuidxR07dhg7T05ze0rS+bK2EbPSDdXpObBkyRLXY8hzlfWQCWNmBwwYgFGjRnmmU9v4lVdeifw+99xzHfcxiVkpRPTx26r7rV4vt912m6MbfLwQETp37hxZlmLWVId6eydbKAYhZnPZMnv00Uc7btuzZ08KS+KOm4i26Uv4aUPTs6FFixbW+zPReI2ZTYdl9rfffrM6ZqaR62LW5lPZZ0SUuyH5cpxs/Yqksnv3bvTt2xfFxcUAckPMZvo5SFGxb194ZEGmlzdTCer+U1+4derUQZs2bVzTAIjcL17pMt0y6zSvtFM5vSyKcr94xWwyLLO2Y2HVY998880AgL1797q6X8p7WFJSUoITTjgB99xzD8aNGxe1Ta2LSy65JGqbPF6Q5OXlRYlSNzGrXxvJFrNBWBJz2TJ71FFHOW5LhVU/CGw+KusffEzPKK985Fhfxh9OllkpzJYuXWr1EdANv2NmP/roo4SOly6c4hDkCjZn8jcAE4loD0/Nk32onenVq1djx47sa7pnn30Ww4cPx/DhwwEkv7P97bffoqioKPB8s0nMqm7GQG5bGJKJ3s4jR46MK594ohlXrWoeDSLTyY62nNtTks5r02bMrOxMOnUgFy5c6HoM1YoKAOPHj3dNr177BQUFrgGgQqFQXB0E2RZe95kp74oVK7ruZ6q/Qw45BM888wyOOOKIqG1qneqByvLy8lwtwLZcddVVEYFARFFll9eijZhNdkfMVIbq1av7yiPRcaJMcrF51uliVvZDVLzGzPL7Mz6cxszK9ffddx+uueYaq7y6dOlifYx40mQjtWvXTncRAsOzhcqm4skTQlTmqXmyD/Vh3aRJE8cJ4jMZGY3V1pJim8aJ0047Dcccc0zc+zuhdirTIRj81AmL2WDQ21mf/mHatGn4+OOPPfOJJwCUU5vJvGQnTXczzjTLrH7dellmL7jgAtdjyPzk+ND333/fNb1qXSOipAaA8rpH4+lUmcSsjcXQdKxPP/004SESo0aNwtdffw0gLA7V63bKlCmOY2ZN0zYlE1MZXnrpJV95qNMe6fz444++y5QtZPrHWonNtazfKwsWLHBMy2I2WJzmaffzHJRt3K1bN+N2v5ZZANi+fbv18dMBEcWU2XSeNlHBswXPK4KIupr+UlE45iArVqzA7Nmzfe+nd2SWL18eVJFShjwH1ZLkRaJjdpIRqCHdY2b9dDCkqJDj7XLZXS6Z6PefXo+dO3dGz549PfOJ5+ux0z4jRowAcDAybiZFM7YRLPLaTHSeWdvIwGpH1NRJUMsSr5i13SeecU9qewohUFpa6ng/q2n160efuiYRTj31VAwdOhRvvPFG1PoxY8ZYuxknWyCY8q9QoQJOPfVU6zyc2qtixYpZ+WHZlmw5N5v3sH4fmCISJ+MjFOPtZiyxeW843YvxfCjOxvGnpmu0YcOGaShJcrC5w+5T/v4J4BMAjySxTIyB5s2b48QTT/S9Xy6MmdVdeGw6sU4ToKeTdLty+rkW2DIbDHo7xzO1ChCfmDW12ddffx2ZjkIVs3IeTbmcLmzmEU1UzMr9bDskaj3m5+dHOup33nlnZH0iltlHHnkkIi7PPPNMX/vqDBs2LGadWk/6h0Edtf6T2WEjIvTr1y/Gze3uu+92rEO9w5rsZ5KTS/e3334bMw7ZTx5A/M+BbICIjGP6M4XCwsLIb/1Dng1unhlsmU0+JsusW2A6vX1tplrTsfV6yjRGjBiBmTNnAjCL2UwPROoHT3OLECLKbEBEjQGMSFqJmMAoKSnJCTH79NNPA/AnZjPRzSkdYvbAgQNRosWJadOmRS3L60Z2bm0e+MXFxVEdBSa4CKw2nV8bMZuXlxdpW9XN+N57742kybQxszpeY2a9kPvZnqdajyeccALOPvts/P777ygqKoqMgU7EMjtw4EAA4bG+TZs29bWvzkknnRSzTq1TWXdO16FqfU2HNamgoMB6zGyyo8SayrB582bk5+dbt3F5FLOmeXwziapV/7+98w6Xosja+Hu4AS5wQTJIDgIqAgaCoqhI0JUkKmICVAQVRFHURVARV10BUVFZgrCLyIcCBlBMLCC6BgRUQJAcJEfJ8UJ9f8xU09PTobqnJ/Tc83ue+9zpng411dXV9fY5dU6uFhxPCKGcyktiF808Fusfo0ZGRkbUNVFx+yUifP/99zhz5kzE/FkvbsZBuZ79+vUDED2VSJJOYtbLFdkC4Hy/C8L4ixACWVlZaeUT76eYPXLkCAYOHKj8ht0PjGI23sG4Fi9ejOzsbHz55ZdR53fCi2VWb91jQji5GauiMvg1Ppis0hqUKFECAHDttdcCCLUL/fy9dLfMuhWz+mtWqFAhAEC1atUiXLRinTMLABdccAGKFCniaV+JWU7NESNGaJ+dxOyPP/6ofVYNKOYHW7ZsQUZGBk6fPm0ZREtvmR0/fnxUYB6/MSuD2csCO6wGyuk8bSMVf9uff/6pfdZbja0G+XYYr+mcOXO0udRsmfWfjz76KCKyupmbsd1zQ399r7jiiihvkAIFCmDt2rXYvn275TFUXhSnOmbPu1Q0+nhFZc7sm0Q0Mvz3FoDvAKRv5II0QSaiX7p0aZJL4h9+itlXX30VL730Et5++21fyqaCvkyDBw9G8eLFbTvQWJk9ezYA4I477og6vxPyASAHkCoDlFTvGE+fPu3rvD8VEpkb83//+1/EspVltkqVKli+fHlEdHD94CDV8sxabROrmJXu1gDw9ddfm24DRNajflBTvXp1PPvssxFliUXMqtKsWTNMnDjR9DszMTtjxgxs3LgRkyZNwvjx4wFEt0OrQCt6rKKB+kHFihWRm5uLvLw8JTGbiMGkmTDJyclxdYz8aJlNRTFbuXJl7bP+mhgjuZvhJHZbtmyJnTt32m6jGs+Aieamm27CO++8oy2buRmriFl5Pxv3JSLUrFkT5cuXtzxGKrgZ79u3D3Xq1HGM1m9FultmVXodfdShPABThBDfx6k8jE8kOvJjIpAdisoNqDrQTeTcWn2ZfvrpJwDAzp07UaFChbicTz5g5W/0IlJksAuVzjvVxezTTz+NoUOHYuvWrTj33HMTck6/5sx6wcoyC4SsgNI1a/DgwahWrZq2TcuWLRNSPjNU2qhsk17a26+//oqBAwcCCEV3l7Rp08YyorMxAJSe6tWrA4i09sZ7oGN8aaHHTMwCocFe165dtWVjGbOysqIGhIkOeuLGMutWVPqFWxFiVWcsZpOHvu17scx66XeM91sQAwglE33eYrP+VeW5Ievci8twKrgZf/HFF1i9ejVeeuklTJ482fX++d4yK4SYqPubzEI2GKhYOIKGn5ZZ2SEm8mY2O1c8XeWMHbyX3+rkZpwqKV1U+PzzzwEAe/bsSdg5/XIzdsvf/va3CGuExMzKeODAASxZsgQAcP3116N58+QFq1fpt+68804A3t4qX3LJJdpnIkKlSpVMt9MfWz+QefHFFyO2k1MF5s+fDwCWaWUShZWYNeLFMhtvnMTsbbfdpn2W7t6Jxm2dWG2f6oIvFuKRo91PYrXMli9fHvv27YuaJmQnUI3t4KuvvlItLoPI51ZOTo4ny6zEzDLrRLpGM071MZsbVNyMmxHRbCJaTUTriWgDEQUvv0s+Ix0ts5J0CAAliaeYNXZeXupEPiSsxGyyIzSnOsY6kVaHsru0AAAgAElEQVTBeJKbm4tZs2Y5ChSzB3KyB9kqqQIWLlwIQL29rVq1KmIuqISITAU/EHnvFCpUCG3atMHnn3+OJk2aRGwnXwIMGDAAQGLcjO2wmtdqTCdivM5m/VCqidm7775b+8yW2dQl1V0X9dfQi2W2QYMGKFWqFMqVKxex3k7gGPuEWKOW5zf09VewYEFPc2Zjscwar3UQYTdjYDyAfgAWAwh+aNwkIIRI+JsctsymnrBKdJkaNGgAAChbtmzM51fJS5nqkbOdIk7GA2OdWyVu9xPpkmX2O/X5l80e4sm+hpdffjmmT5+utK1Key5RogT2798PwPwNvb4ONm3apEUTNlpmZRA1I1IEynpzI2ZzcnJizodtxMpi2bp164hl4/08derUqAF2osVsZmYmTp8+rWTdDrplduXKlX4Uh/GAUcy6tczK7Y8fP658znQSDclAf83OOeecKKu4ipiVx/BiZa1VqxZ+++03HDhwIGlW9VjbUL53MwZwQAjxhRBilxBir/yLe8nSiGQ0GLube/r06RgzZkwCS+MPiRCz8RwkmZUpnuJBRka9+uqrYz4XEWHEiBFaYDFJkCyzyRCzyXAztrP2HzlyRPtsNtBO9ksw1Ta0Y8cOpW2lkDWDiCKEp3RDd1MOMzd7VTG7ceNGrFixQmnbWNm6dWvEsrEdmqW5SfQL2IyMDC0AlFMdJsvNzy/LLJM8jG7GbkWC1fZ21zrZ/Wq6YbwP7fprY15xr8G4GjRogObNm0dNNUk0XvuUfGuZJSI5uWgeEQ0D8BEALY+JEIIjGivip+uZlQuWEbvO89ZbbwUA9OrVy5cyJQqZJ0zljahXYRXPVD2JfjPmx5xZySeffIIdO3Zg1apVES9CgjRnNhUss8kWs/rzm9VDjRo14lImVVTb0Pfff+/Lg9iqL1U9tr5NyftNta8vW7as5jXhJ/Pnz8fGjRvRrVs3y22M7dAq8nUicXIz1hMUMauv12nTpqFz585pNYAMIvq2o2KZNbY1q+3t2mSyPV7SDWNd29WvH27G6UC6W2btRlavGpYv030WAOLvL5cm+NlgDh8+jGLFijlul45zZleuXIm+ffuiZs2ajtsePXoU+/fvj0rgfvz4cTz11FOWA/54DjQSbZn1U8xKi+zYsWMDL2YTOZhMhmVWH/nRiP63mz3EZbqeZPHUU08pb+tHe9PXgTHKqQr67dyK2XjRvHlzxzmlqSpmT506hXXr1uGKK65w3DYZxGKZ1efKTDfOOeccWy+IVKBv3744fvx4RBod/ZzZ559/3nS/pk2b4t5778WECRO0fcywE7Op/mwMGsb70GocNW7cOMyaNQuAtWU2KPPXYx23pHsAKMuRlRDi2kQWJJ3xs8GoNuh0dGvZsGEDAGDdunWO23bq1Anbtm3D0aNHsXfvXi1q6cSJEzFy5MiIbUeNGuV/YU1IlmXWjXu2FVb7mg3mU51EljMZltk+ffoAMB9cOYnZZAXW8YLfYlafIkse2ymys+xnvVhm44mT6DK2Q+MLkJdffjkpYnbatGkAgLlz59puq/JCMx7kFyuOW/7666+Ud6l+4403AACtWrUCELqW+mjGxYsXN90vIyMDI0eO1MTs/fffb7qdnQEhnURDKqDqZtyzZ0/ts5VlNihiNlbS3c2Ye+YE4OfgWbVTVBGzx44dw65du2ItUsL44osvlLfdtm0bAKBDhw4REUuNN++OHTvQu3dvfwrogFk7SKSbsV07LFmypO2xrAYqfltmN2zYgF9//TXm45ghy5qoFz0LFy6MslYkQsx27tzZ8jurlDNBg4h8F7P6upGf27VrZ7u/HMDqy5MKgsdpgGYU3CVKlIhYbtGiRVICQEl27Nhhu22ZMmXiUgYn66mXOpkxYwZ++OEHAOk1eAwqMm5AsWLFIiyzdtc21nuBr7u/qFpm9VhZZuOZUcJPYn1ep7ubcfKfuvkAPxuM6rFU3Ixvu+22tAg5bsfs2bMjlr2IibZt2+LCCy+MuSyJdDOeOXOm9tD2wzJrNZfSbzFbo0aNiFygfiLLlwjL7JEjR9C4cWM88cQTEesTYbWzO4fe7T7IYhYIXc/GjRtj6NChltYSI8ZAR8ZgMBKVAS4ADB48GEAor28qWWadBmhmruj6+y4jIyPh7UMvwJP1QsCpn/dSrvbt2+Pyyy/3WqTAIHMcy9RZqYqMIL5//3789ddf2LRpEwD7/jDWe0H2J4MGDYrby9r8hJvUPMZ92DJrvy6osJhNAH4OnlWPpXJzf/rppwCC3aBVow9bDU5V6mnWrFm+RB1N1Juxr7/+Gh06dMALL7wQsf7QoUOej1mqVCkAiBKaQZozK0mEmLWaP5YIy6xVCoK2bdtG5EkNupgVQiArKwtPPPEEihYtqryPHisxa4yAaUXNmjVRvHhxFClSJKXErN28acBc7OrbpjFtUSL45ZezMSWTle/Y6VnoV52kgvXeD+bPn4+xY8cCOHuvWLnrpgrG/n/GjBkA7K+JX1axCy64AA0bNozpWPmZ22+/HUD0tXr//ffRuHFjLFmyBIULF46K3g7k7zmzQgh06dIlav3vv/8OItI8R4KMY49KRIWJ6BkiGhdePo+I2sa/aOlDMiyzblwpgyJCzJAiy4nt27ejd+/eUdGKEzm3OFGW2WXLlgEA9u3bp62bO3eubXAdp45SX/Y333wT3333XdR+qT5nNpFuxlaeEYkYxFqJqfbt28f93IlEH/VWVUAa70EnN2OVQWxWVhby8vLSSsxmZGQkVXAlqw6dnoV+1YlqLuVUp3nz5ppXhLxnUl0cGJ9T0lJrd6/Het3luMPpvmSsEULg//7v/wBEXw8hBBYuXIjhw4fj2LFjEWnWJFaW2VTor93g5cXKypUrTcdnsp4+/PDDmMuVbFRef/4bwGIA0k9mK4BpAD6LV6HSjVS1zEqCbJlVfYP/4IMPYubMmfjb3/4WsT7ZYjYeLxLkgzM7OxsnT54EEeG6666L2EYIEdEpOpVD1pMQAn379tU+B8kyK8uaCNFt1a4SYQ21ejinizUIODtH1coKbYWxr9PXlRc3YyDUB+Xl5eGvv/4yPUcycBo0m32vr4v8KmYvvvhiANaDO7/qJNVf/MVCqotZ43NK9tVeLbNlypTB7t27bc8pswFIV2wmNqyu1XvvvQfAvA+W+6TTc1AVq5STKm0/KKj8gppCiKEATgGAEOIogGD7pyWYVJ0z6/aYqYiqmJXh+IsUKRKxPtliNh6DGuMxzR7ExrI4tQF5TONDgsWsOfFoVz169MBVV13luF1+ELNAqL0Z37a3bNnScR89+jrZt2+fFild1c0YOCtmhw0bBgCYMmWK4i+IH06CwuxeNboZJ9oNvV+/ftpnqzb873//G3//+9/jVoZOnTph3bp16NSpk+n3ft1Dqd5XekG2l2S5iKti7P/1EcmtsLvu1apVczynrBPV6RCMPV76JivLbLphJuStYiikk5hV6XVOElEOQrllQUQ1AZjLfMaUVLfMpuqDdd++fZg3b57tNqoPTmk1yc3NjVifyHy8ibLMyjZy8uRJAGfdqPQYOzxVMWuXuzZV25EkkW7G8TjHuHHjlLazEgJBc6dyQgjhev5TiRIl8Oeff2rL+v379OmDvLy8CI8DN2L2wIEDAEK5wJONk2XW7DmSbMusPqK6VVvt3r173MthFewOYMusHfLeS3Uxa3xOyTGAV8usSpsYO3YsRo8e7Zg/mVHDqc7Nnr9BF7OqHj9m4zCrfdNJzKr8gsEAvgRQmYgmA5gD4Ml4Fird8HNgqyoYjh8/7vsxE02XLl0cUyWoDtDNBB1gf238dhdMtJiVmAVDsLPMFitWLGp7WU/GYwdxzmxQLbOqyAeTsQ9IhweWHjM3Y/nf6IEhMa7X14neld6Nm/HGjRvx7rvvasupMFgqWLCgNq/dDLMy/ve//9U+Jzuacaq+ePGrTlK9r/SCnJOf6qlOjHU/evRoAN6iGevjUthx7rnnYsiQIWnXBycLp3o8ePBg1Dp5DVO1b/ELNx6Acn06tEvHXyCE+BpAJwDdAUwBcJkQ4pv4Fiu98NP6pyp+3FgHUlXMbty40XEb1bfAcs6Am9yrfg44Pv30UwwdOjSu57A6ppm1ys4ya/YiRA70jSKN3YzNSQUxq49cDKhH/g4KejHbpk0bAKH8qID54PP06dNRffG0adOitjt16pQrN2OJbF+pMGcWAK688krL74xtw0gy3IxTITWPE37VSar3lV4YN24c1q5dG+X9lGpY9f9e2tyff/6Zltcy1XG6VmbeFfLeTfX2qcLLL7+MRYsWmX73448/Rq1zGvOkg8BXiWb8KYDWAL4RQnwmhNjjx4mJKIOIfiWiz8LL1YloARGtJaIPiCi1X++5wM+BrepA3GrCtxn6Qdj27ds9lSserFmzxnEbVTG7a9cuANbzZYx8++23Uce2G6Ru3rzZ9jq3b9/etPNJhGXWrC3YWWbN3qzLYxr3i5eYjYcgCLqbsSryof3YY49hzZo12L9/P55//nncdNNNSStTPNDPmb322mtx6tQpLZ+n2WDn1KlTStflxIkTrtyMJdKjoWLFisr7JAun38WW2fhStWrVZBfBd7Kzs1GzZs1kF8MRq+eUl/YuhGAxmwSsrlWJEiUAmI8Lg+5mrC/3008/jUaNGplud/XVV0etc9INqfry0A0qv2A4gKsArCCi6UR0CxH58Yr/EQB/6JZfAfCaEKIWgL8A3OfDOVKCZFhm3XSwcts33ngD5557LlauXOmpbH6imtfV7aDHOJjVL+tvaLPO0Epg7d69G1WqVEH//v1dlQXwt20cOXIETzzxRJRV3szSameZNbPkys4wUZbZeFhPE2mZTeRcbCsKFCiAWrVqoXjx4nj22WfTTiDoLbNA6J6tVasWAODJJ6Nnwpw6dUrpupw4cUJry24e8nIQ8frrryvvk2iGDx8elX/ajGSIWWNqoHTGbMDJJAarF1peB/QsZhOP1bWSz/bDhw9rEaQlQRWxEi/eQhKnl7j5QswKIeYLIR4CUAPAGACdAeyK5aREVAnAjQDeCS8TgBYAZPK1iQA6xnKOVMLPga3qQNzNgF3eJDLYUrLF7OrVqzFixAilbd0GmzDWi/7a6AdQZvNGrcTsnj0hZ4WvvvrKVVmM54+VoUOHYvjw4Rg1alTEejMxa2eZNRtIJmLOrL4u4mnZTHc34/zC6dOno9pq2bJlIYTA7bffHrX9xIkTlcWsbCNu+pdVq1YBSO2IpY8//jgGDRrkuF2y3YxTPYgQE1xkGh3jS1uvltl0nP+c6jiJ2W7dukXFRwi6mJVjCi99Y6LyZycTpV8QjmZ8M4AHADRCSGzGwusIBZGSNVwKwH4hhBwBbgFg6qtFRD2JaBERLXLK7ZUqJMMy66aDlTdJTk4OAOtgSYniggsuwPjx45W2dXtjGwWp3gVXPzAuXrx41L5WdR/LJPpY2sZdd90V0UFbuZabrdfXgzFfrNnvsIpm7KdlduDAgVHn85P84macHyAiUzErMVv/8MMPK4tZef3cWAiXL1/uep9EUqlSJeVtk/Eb8pObMZM8nn76aQDRL+2dnt9btmyJSsPToUMHtswmASthajduCLpgk88uL30juxkDIKKpCLkDtwDwFkJ5Zx/2ekIiagtglxBisZf9hRBjhRCXCSEuK1OmjNdiJJRkzJl108F++umnAM426GR3zm6EjNsb2/jb9EJPL4xVgiZJZHmJCA888AB+++035fLI9DlemDx5MgBg5syZICLs3bvXdLstW7ZErdPXg7G+zTo2FctsrO1GigH9+fxEls+LUN67dy8WLlyovD2L2fhz5swZy/vf7CVX/fr142qZjWWwkQic0hbpSfac2XS1zP7666/4+uuvk12MfM0LL7wAIURUkCCn9l6xYsWooJRbtmxJ+ngpP+JFzKaLZdaL8GQxG2I8QgL2ASHEPCFErHduMwDtiWgjgPcREslvADiHiOQTrBKA6HwiASXVLbPSCukl6EmykQNHlcTlQHS96MWkfhDqRszKjmDbtm0YM2YMbrjhBuzZsweHDh1yLM9dd92lVG47hg0bBiBSDDph5x5sFQnWbFs7MXvw4EG8/vrrym3WLE1KPPAiZq+++mo0btxYeXsWs/Hn9OnTlg9hvyyzLGYTRxCiGcdKw4YN0apVq2QXgzHBa3tnN+PUIZ0ts3PnzgXAYtYKy19ARC3CH4sA6EBEnfR/Xk8ohBgghKgkhKgGoAuAuUKIOwHMAyCTinYDMMPrOVKNVBezlStXBhBMMSsHm3Xr1lXa3ngt9JZZpwBQqnWfl5eHMmXKoE6dOkrbx4oceLu5bnaWWa8BoIzHGTJkCPr164fp06dDBX39Hzp0CJs3b1baT5VY3IzdvCjweo5YGTZsGC6++GJX+7z33nvKLv2php2bsbx/9feEECKubsZe9ok3etf9AQMGKO9nnDMrc3HGk1QOALVkyRLNg4lJT1Se72Zz8dkymzrYXQuzPuWvv/6KZ3F85eOPPwbgPM4z+95p6mCq9bdesJPjMtxeO5O/tnEoy1MAHiOitQjNoQ3mCMuEZASActPBGgfesYjZ48ePY/Xq1Z73d4vbcOvG3+rkZvzLL79o66zq1LheniNRaY68uJ/YiVA5d9rsHMZt9b/dWA/SMq36wNCXv3Xr1qhSpYrSfqr4Ec1YNWVQMsRs//79I9qrCnfeeSfuvffeOJXIPbm5uejXr1/U+ubNm0csnzlzRmnOrL5f6NmzJw4cOOBYhuPHj3tyM05FMasv/6233mq77cyZM7XPRstsr169/C+cgf/973/a51RzM65fvz7ato3HsIdJFVSeC2b9OovZYGDWL59zzjlJKElsGMe6QgiMGDECO3fuxJIlS0zTfnXv3t3VMYOI5ehXCPFc+OMQIcQ9+j8AzrH9FRBCfCOEaBv+vF4I0VgIUUsIcasQQj1RaoqT6pZZ2UH7kduzR48eqFOnjtKg0U+8ill9pF8zN+MdO3Zo6+bPn296TKNISrTbkRcxa2eZNcPstxER/vzzT9Nj6pftyvXNN99o+YT126nkGHaLVzGrbzOq+7KbsTesXIfnz5+POXPmaMuqYrZQocgscqp5Zr0IU9nPp5LLlv6eLFiwoO22hQsX1j5nZ2drfapVPkO/ad26tfY5lV4IMOnL5MmTIWOvqPTtZmO5devW+V4uxn/SpU8xjtOXLVuGxx9/HHfccQcaNmwYNa8bgGk8Ff1zKh1eyKg8dT80WafmN5iP0Te4ZASAcjNgV5kzqYr06zfmOo03XsWs1ZxZ+Vl/w5uluAHOdgTyQRcEMWtnmTV7qWFlmZXpnABvYvbaa69F7dq1Lbfz4wWL8Vhu70e99Z7FbHyxC+pkbLPGPLN65MsoM7dAJ7wGgEpFy2yLFqHZQkTk+FuMAZhkn+pmrm0syOku8vwME2/uuOMOtGvXDoB3yywTDFKpX44FY3YK+VzcuXOn4776+fr6PjYd5n1bPjGIqC6ACwEUN8yRLQagkPlejEQ/8EqGZdaLm7Efc2aTFRFZVcjZzZnVd3Zm7svZ2dnYtGlTlBuHUSQl+oHn95xZs2unEgDK6jhW5frpp58ils22O3XqFLKzs033d4tXy6wXMevnPZ+fsAvqpGfKlCm2ltmcnBxs374dpUuXRrNmzVy5Up88edKTMF26dKnrfeLNNddcgxMnTijdQ/rBjf5eTJQLGqfmYZKBbPcsZtMbfZ9Srlw57SVG0ChWrFjEsuzbVeJ6XHzxxZg9ezaAyPpIBzFrN2qog9Dc2HMQOV/2EgD3x79owcZvMSsHePGwzKaDmPVqmdWX02wApT/ukCFDUK1aNRw5csT0GF7F7KJFi1xtb8TLA9ZMhN58880YMmSIqTVUJQCU8Zo7tSej64tZm/VTFHoRs8uXL49IbcSW2fghAzRZCa8rrrgCF154IQBgxowZtmIWAMqXL4/MzEx07NjRchuz+UVCCFeW2cceeyxiOZXcjAEovwwyWmDdxiOIFSsxzTDxRN4fTkFygPRwx8yv6J8VO3bswLhx45JYGu8Yx59uXvZPmzZN+5xvxKwQYkZ4fmxbw5zZvkKIHxJYxkDit5iVD/d4zJn1syHLGyRRg3m3bqh25TIbGOsHpjLP6MGDB03LIP+7feA1atQIn332mat99Mjf5Oa8ZpbZNm3a4JlnnrF1MzaiImZVBve//PILFi+OTj0dDzG7ePFiVK9eXam+6tWrhwYNGmjLqu06aGJ2xIgRmDVrVlLLIOssOzsbHTp0wPPPPx/xfU5ODn7//XcAIfdhJzErMba/Bx54QHPJ0s/DlQghXFlme/bsGXGuoAoxo3BP9O9g12ImGZQsWRKAWqBCFrPBJdVeMnpFTuEzi9jvhH7bfONmrONXIuqNkMux5l4shEidEJgpiL7T69GjB7766itMnTrV8/EKFCigzRNze34n/AwA5VXQxYpXy6weJzErMQosP35rLEEkrOaz2mFmmZW/Xx/IRv42q98oBb7ZNipzZiWXXnqp6Xr9nOZYkb/5gw8+AAB89tlnaN++vatjeLHMZmZmpry4NYsgnGikO3d2djY++eQTAMBzzz0XtV3VqlWRnZ1tO79Wj7H9lS5dGmXLlgUAlChRImp7GVwKUBNY5cqVAxAKNhXkQYHVb02Gm3FQXwgwwUO2O5U+Wj5DKlSokLBsBYw/pMvUBSlmZXBDN+N2s7gwQHqIWZVXFZMAlAfQBsB8AJUAHIpnodIBYwPTm/e9EE83Yz8DQCVazMp6Ub2h7Sx9ZoM5s7qwc7X1Six17sW92U7MyvyuKtfw888/1z5biVmr36bym+NhmZWYCRknvIpZxpnTp0+jTp06KF26tO128uWA6vxa4zUzi1qux61lVm5z8uTJQA+YjHXpZ/A1FdjNmEkGbubMynuC0zQFjyD3zXqMYtbNWFtfB+lmmVURs7WEEM8AOCKEmAjgRgBN4lus4OO3mIunm7HVnNlTp06hQoUKroS4H7k83SCj6epzJNrh1jJrFZRIjx/X2g8x66bOzdyMY+3spcCQGN2v7cpgxbp16/Dyyy/7MrC2EttmrF+/3jQ6IIvZ+FG8eHGsXLkS99xzj+12ejGr0maLFy8esWz1QJecOXNG609U2p08nqqlOFUxy19otj5esGWWSQZupkbJZ4ZZv2CcO8+kFkHumwFoL3mlmJWp1tyMP6tUqaJ91s+1zS9iVo7c9xNRPQDFAZSNX5HSA7/faru1zPoRzXj37t3YsWMH+vbtq3ysRFtmrdLlWBEPN2O7a/3mm2/GbJV3wm83Y8lFF13kqhy9evWKEAdmLzY2b96M06dPY8GCBdiwYYPjMW+88UY8/fTTvuTyM143u7ZQs2ZNlC9fPmq9FzErB+lFihRR2pc5S4cOHaIGiZmZmTh16pSymCWiCHdlFcvs6NGjAQD79+93PL7+eEGel5VsMcuWWSYZXHXVVQCA6667znFbq2f9k08+iVdffdXXcjH+EnQxK59VcjqO/D1utEb16tW1z/pnVTqIWRWTwVgiKgHgGQAzARQF8GxcS5UG+C3mjGL25MmT+OOPPyKC0+jx4mZsvCnkb3DTCSRrzqyEiGxvbjsBk5OTY3o8p2PY/VY3LwK8Ei/LrHzz5xV5Dnn8jRs3onr16hg8eDAGDx6sdAz5FtKP9mS8bl5cmNkym1jk3Fk9bi2zAJCbm6t9tpo3JNG3NZVrpz/GoUPBnYFj7Ov88thQhcUskwyaNm2KI0eOoHDhwo7bWllmL7nkkriUjfGPoItZ2ebkuMWtt6Z+HyD9xKzja2QhxDtCiL+EEPOFEDWEEGWFEKMTUbggEy/LrBwkt2rVCg0bNsT7779vur0XN2OJbPByvRtrw9atWwF4myM8e/ZsPPus9/ckn3zySURAIjPsBIzZQNSso3BjmVUl0W7G99xzj5ZA22rQGuvvMorZ9evXAzjrGu4GP+rY2M69BGXykmc26A/RVCMrKwsnTpzAiRMnlK/Hww8/rH3W39NEhIMHD6Jly5baOn1bU7kvg2yN1WP8HYkWs+xmzCQLFSELnO07mjdvHrG+c+fOvpeJ8ZegP4f9ELP6HLX6PjatxSwRPWb3l8hCBhG/LZPyRpSN7ttvvwUAS9cWP6IZS3cGL5Yl1Tmselq3bo0XXnjB9X6SDh06RMwJMMNOwJjVmdk6N5ZZVWIZvMk24aZD+vbbb/Hf//43Yj/ZxqS7VawCUt/5Llu2TGtPVi9P4sWuXbswfvz4qOvkxTKruo/+N6aL2EkVMjMz8dVXXwGw7v+M6OcHTZgwIeK73NzcCMutPkWHyr2dLte3atWqOP/887W6TbSY1ddjnTp1EnJOhnGDfKbVqFEjYgoCv3xJfYIuZuWYwihm3YzT9NNt8pNlNtfhj7HBb8usVZACq0YYi5uxvEmMvvluiJebcZMmkbHHjPManQaWbt2Mg2CZleXxmv7FOGidNWsW9u7dG3MHJ+vlrbfeQv369TF//nwA0Um/VcRALHV84403okePHlHrvdSXyhxK47GlxalSpUquz8dE89NPP8W0v4wCqUf/wu7RRx/VPl9xxRUxnStIFCxYECtWrEDr1q0BJF7M6hk+fHjCz8kwqhCR6Xx7JnVJNzErUR1r9+vXL8IDId9YZoUQz9v9JbKQQcSrmBs1ahRWrFgRtd5omXU6jx/RjFNRzDZs2BBAyM2nVKlSeOeddwAAF198MYDYxKw+12m/fv2wbds203qMRzRjswG2W7x2SMZBa8GCBVGyZMmYf5fcf+XKlQCAVatWRayXeEmv4oZFixaZrvdimZUBx/7zn/+gUaNGlnWkb2e5ubmYPHky5syZ4/p8jP+YeX9Y9XFFixaNd3FSFje5dv0m1vn6DBMPJk2ahF69eqFJkybKrslMahB0MXvgwAEA0ZZZ1ZfyxvZ68uRJ7XOyYtz4ieMokohqE9EcInnci4MAACAASURBVPo9vFyfiAbFv2jBxosl6cCBA+jduzeefPLJqO+sLLOxpD2RWLl9yoG7l06gWbNmrvdRoWTJktiyZQvmzJmDPXv2oF69egDOWlCcyqq/gY3Url0bjz/+OG6//Xa8/vrr2LVrl2k9tm7dGlOnTtWW/bDM+vFg9EvMSmLN8Wrl1mtsbypi1qvV2e9jyrrq2bMnFi1apL3wsTt2gQIFcMcdd6BixYreCsr4gnQ1lpZHPUEf6MQDeb9yADOGCVGjRg2MHj1auyfatWuX5BIxqgS5j5exaIBoMbt3796o7c08/Yyeh/rxYlpbZnWMAzAA4RQ9QoilALrEs1DpgBeBc+zYMQDQ3DH1WIlZKxHkxc1Yig+ZMiUWy2yDBg2wevVq1/s5kZmZiYoVK2oPk6pVq2Lp0qUYMWIEAGdh5CTQhg8fjttvvx1AqK6t5tHedtttmsXPj7daflgi/HIzlkiLqlus8svOmjUr4nzG7e2IVVib4aW+jK4+ZuUiIrz11lvacrrMqQw6J06cgBDCtM8M8kAnXsi2nUh3yv/85z/47bffEnY+homFGTNmxOVFK+M/Qe7jDx48qH02tjczMWs2ZU6u+/PPP7Fs2bKI6V75RcwWFkL8bFjHd68DXgSOtBra5TuVja53794AQkGPzPDiZizFi5wzprc6vfjii1qaFDP++OOPiDmBH3zwAerUqWOaWiMWzOrmoosu0qwusQgH+TZL79Jtdx0XL14MwB/LrJtj7Ny5E3Pnzo1a77dl1iuyzlRd4FV+ezwGDH6k5lEpV5AfoqmInFrgJ2x9jCYZYrZbt26W6eYYJtUgIu7fA4L0NAwi+jGS0TIrjWB69AEPJfIlbuXKlVGvXr2IQIf5RczuIaKaAAQAENEtALbHtVRpgNkA3WwurB4pZs0GVrLD/O233/D111+jSJEiAPydM2u0Dkoxu2zZMgwaNAhPPfWU5TFGjhwZ4Qohg7QsW7ZMuRwqOD04/BCzsv5Pnz5tW4+x5tTVuzu6OcaVV16plOBdFSsx26WLNwcMq7zFxu+tls1IFcusFzHLlll/KVOmjO/H5AFpNDKNg1OEeIZhmFQnyBZ0/bhD6gQ5XjUbG5lpCDNrrdnxg4rKKKs3gDEA6hLRVgCPAnggrqVKA8zEyebNm22tUHZuvXJAPG7cOLRp08a2IdutN8NKfBjfZG3bts3yGMa3927mWw0ZMgT33XefUlmXL19u+70fwkHW/44dO7B27VrL7azcaVXR5/xS6Uw2bNiAVatWWZbJa0RkKzHrdYAvHxpWAt24XkXI5+XlYcGCBb5GCfcikJ1y1Zr9Fhaz/qJvl35FvWUxG03Hjh0xadKkmHJ/MwzDJBMZvyXIgk0/rjAGajWLA2P2PLOLyzJlyhTNQBZUHEdZQoj1QoiWAMoAqAvgagBXxrtgQad06dKaG6qke/futgNbOzdjoyiUjdsPMSsH5MaBuTG4jd5v38ibb75pul5lkPjcc89F5X60YtOmTbbf++lmfPPNN6N///6W28dqmdXXjcoxatSogbp161p+77eY9VqXViHkjedzw/Tp09G0aVPldqJyLn17nzVrllLaHSfL7NGjR6P2YTHrL/q+8Mor/XkUxSpm77nnHgBA+/bt/ShOSkBEuOuuu0xd1hiGYZLJoEGD0LdvX9ttrrrqKstMIEHCbHx48uRJ9OrVy7QOzJ5nTm7WZmOXIGE5yiKiYkQ0gIjeIqJWAI4C6AZgLYDOiSpgUMnKysIll1wSsW7Hjh0ArC15dmLWuE4KzXiK2UmTJkUs24lZK/y2eDhZ5vx0M3ZCdjCq1sLly5dj9uzZ2rJbMRsv4mWZtXLr8fJQkUHR3AYVs4o2DJy9R3bu3Im2bduic2fnbi0vLy/i3jL+RrO5zIy/6NulXy8KYp0zW6dOnYj/DMMwTPx44YUX8MYbb1h+P2/ePHz77bd45ZVXcN555+Gyyy5LYOn8xWzMtHHjRowdO9Z0e7PnmXEspE9FmQ7YjQQmAagDYBmA+wHMA3ArgJuEEOZRhxglrAIpSTFrNkAzrpNvWfx0MzbeMPPmzTPdzg1+i1kn0efVOqnfV7XMa9asARHhv//9r9L2NWrUQMuWLbVlfYfjh5j1Oq80XmLWGKhAsmfPHtfHlO7lbt2MjW8j9fNGZDnl71eZ3923b98IS5VRzJYsWTJqHz9do5nI+8YvMRtrPyXLkQ75+hiGYYKOjAHTtGlTrF69OtA5w90+V8yeZ8aYOGZuxV4MVqmC3UighhCiuxBiDIDbAVwAoI0QguPmx4iVuV8O/s0GaMmwzBqxGzhWrVrVdL3fkTCdhEEsYlaiOrD99ttvAQATJ070dFz9sh8uMF6j9W3ZsiWqPIB3obBs2TI899xzWhs0dqKxBHOS1//kyZO44YYbtPRIVhjfRurFrLEcdjmIJbt3745YNt4zZteRxay/xMMy65eY5WvNMAyTfPxId5gquBWzZpZZ43QRs7F5kOfN2o0EtJGeEOI0gC1CiODGtk4hrISLlSULsA7O5Kdl9qabbgIA3HLLLabb2QnFjh07mq7XBznyg3jOe3DrZixRLZOdWPTDoqPPG+aGPn36ADgraiVeB/gtW7bEkCFDsHPnTgBqIlEVWU+///47vvzyS/To0cN2exXLbCxRDo33mVlbYGudv+ivV6qJ2SDPy2IYhkkX0knMun2umD3PatWqFbFslzUliNiN2hsQkbQ5E4Cc8DIBEEIIf1VKPmLLli0oX7581Ho5SDMboBnFrMwt5adlVg70K1SoYLqd3cDRSgD6HQ49ETeb23OodDREFFV/+vmVfgieWI9hFMOx1rV0WfFTzMn7QFpcnR5YRjFbqFAh7bO8R2RQsX379rkuj/E+M2vvLGb9RZ8fL55i9tdff1Xen8UswzBM6pBOYtYPN+OLL744Ytlomb3wwgvdFyyFsBwJCCEyhBDFwn+5QohM3WcWsjHwyCOPRCyfPHkSbdu2xYIFCwCoWWZl5DE7MatqYZQDcHmOvLw800TMdpZZq+/8FrO1a9f29Xh6rOaOWiF/s8oA1uyY+msXL8Gj0kHJSKxXX311xPpYxeyhQ4di2t8M+aJFWnudIq3aWWZl/U+ePNlzeZxS9QAsZv2mVKlS2me/xKxZoLCGDRsq71+jRg0AwHnnnedLeRiGYRjvsJiNxPisNOoDu9Q9QYBzRiQBo/hZsmQJZs2ahRdeeAGAmmVWxc1Y1cVXlkfeMP/6179MG7admLWaKxbL/EhZlhkzZqBy5coAgOeffz6m49khhYjbaMZexazeShgvweOUl1cIoaX7MQZIkO1QLx7cEA8rlSyLFLNOc7LtLLOyfNddd53n8qi4GfM8Sn/Rv3SJV9qj3r17u9q+Xbt2mDdvnuayzzAMwySPdBKzbsdS8rkoNYUZxrFTrBH9kw2L2SRgFIXG6MYqlllpObWyfJ46dQrFixd3LEvBggWjLLNW2IlZKzEWq2W2V69eEbkb43nDybKqWiTl9ipC1Mzyo7cSxss9sUyZMrbf//jjjxg3bhyAaGEgxW3ZsmXjUjYvGOe5Ol0ruwBQss6NYt2N+FSxzLLrafyIV2qe++67z/UxrrnmGs4pzDAMkwIE3dKox62xQwgBIQQGDRpkuY2xfoKeT5yfvEnAOADXzwED1CyzixcvBmBvmXUrZo03jFG82g3UrAbsZoP76dOnRwUbskKWwY8oxU7IulQVs7FanfVzk+Nlmb322mttv2/WrBnWrl0LIPr6DhgwAM888wwefPDBuJTNC8a0P07XymiZ1b+ttXqJ4+ZaqMyZZTEbP+IlZuvVq+fLcRmGYZjEo39xHXRUxyTyOabyQv6f//wn7r33Xlx++eUAWMwyHmjWrFnEsnFuoZlws2rMsboZFypUSBtsG28A47IfltkzZ87g1ltvxZVXXulYNj3lypUDkBjLrOo5YhWzepHjt5g955xzALib92q8voULF8aQIUOSFq7dTKg45bA1YhSz+mtr9RLH7FpYJVxXcTNmMRs/4iVm/U4pxjAMw8SfESNGYNiwYYGOzGtEdQzh5nlYvnx5jB8/XjN6Bf2Zx2I2CZQsWTJi2egKqWKZlYP477//HlWqVMGePXsivo+Hm7Efllm5LCPIqjJz5ky88847qFixoqv93ODWzdhrXldJgwYNtM9+i1n5G9xYtK2ubyLnUujDx5tdB1nndpG/zbY3w+oljrEtDx06FJ999pnpMewss/LhwGI2fvglZoP+IGcYhmFC46r+/fsnuxi+YhwfWsUxkdvpxzSjR4/GlClTLI8tx1lsmWVcYxSvxmWVObNy+cCBA9i8eTO+++47rFmzJuKYJUqUcCxLoUKFlOd+qlpmc3Nztc/Gwb5Xa2b58uU9zWPT4yRSEy1m//nPf+KDDz4AYF/3+/fvd51DVs6HMA727X6b1fVNpJjt0qWL9tmsrezcuRMTJ07U6sNOzLz77ru4/fbbI9bp69nsJc6dd94ZdS2aNWsW9QLKqox6MSuvAUczjh9+TT/gua4MwzDBo2PHjhHL6WSRlRjHEPpAlvplszFNr169IsZVRuT4jsUsY0vPnj2j1slIrBIzMdu2bVuMHDlSW+dkNZ02bRpq166NWbNmAQil7rEagOspUqSIpYXKiJ2o0Vuf9O7NKnMKE4WxA5Cce+65ANyn5jHOdXZLVlYWbrzxxohzm1GiRAnXKT/Gjh2Lfv36oWXLlgDOpg6R8yPMsBrQW633+6Gxd+9ex2jVU6ZMQffu3W0jf0u6desWtU7f/sw6/v/7v/+LenBkZGRY/lYVN2MWs/4j+yK/RGjbtm21z506dfLlmAzDMEx8mTJlSoQhJ+hRec0wjiuMkZqNXphuglhKERt076SEi1kiqkxE84hoBREtJ6JHwutLEtFsIloT/u9sVgwAY8aMwerVqyPWGcWs0cJHRJg1a1ZEPlqnxrl06VIAwHfffYfGjRvj9OnTSmI2MzMTP/30EwDnQXdGRgbatWuHjz/+OOq7eFtm/cAoZps0aQIgOr9qIjtDKZKc6n779u2ujnvuuedixIgRWgfVpEkTzJkzB2+99ZblPlZWLivBULVqVVdlcqJkyZKO4kTWw86dO23LZoX+oWD1Esd4LTIzMy3PY/eyRn7Hbsb+I9u1X2K2Xr16EEJg27Ztti5ZDMMwTOpQqFAhx+lJQcfJMhuLmJXCmC2z7skD8LgQ4gIATQH0JqILAPwdwBwhxHkA5oSX0wKjOHKyzBq/B9Stpr/88gsWLlwIQC00+aJFi7B79258/PHHjuf4+uuv8dlnn5laLqwss8bfkkzLrPFt1k033YSjR49GzF0FvHWGXjsCORg/evQo7rnnHmzbts3TcYwYo0CfOXMGLVq08BSuft26dabr4yX6P/jgA7z55pu228igVG7FjJll1ikAlF17sGvfsu5ZzPqP32JWUqFChcA/1BmGYfIr+UHMGp9RxnGdF8ts0J97CRezQojtQohfwp8PAfgDQEUAHQBMDG82EUBH8yMED+PN5SRmzeZHqopZ/bHtQpNff/316Ny5s7a8evXqmNwhrSyzhw8fxqBBg3Do0CGUL18eEyZM8HyOWDFG5S1QoIBpHXlxt/CaoFu2jQ8//BD/+c9/0K9fP0/HMSIH+dKS+eWXX0aczw1W9VG7dm3ts1s3aDs6d+6MPn36KG2rFzO33norxowZY7u9k5sxEC0+7US79KrYu3cvOnXqFGFBl22Cxaz/yGsWdNcohmEYxj/yg5uxcRwXSxqidHEzTupVJ6JqAC4GsABAOSGEHAnuAFDOYp+eAHoCQJUqVeJfSB9wK2Z37Nihff7zzz+1BMh2mLk05uTkoFOnTqhcuTLeeOONiO3fffddlClTBlOnTgUA/P3vf3d8M1O8eHEcOHDA9Dsry+w777wDIBTEaOfOnRg4cKDtOSTnnnuub1ZKidGKs2zZMgBnI8MVLVoUgLebulChQlEpllTIyMhAgQIFtDbgV0AbeRzZ1uTcWS8d/WOPPYb58+cjOzsbH330EW644QY899xzWLp0qRbld8mSJVi5ciUuueQSV8fOzMxEXl6erXgtUKBA1IsWeT/o62v69OmYPn06evXqFXWMJ554AqVLl8a0adO0dapuxnb3xbFjxwCE7qePP/44wgVfPmBYzPpPyZIlcejQIe2eZRiGYfIvcpyQHyyzxt9odDtmy2wCIaKiAD4E8KgQ4qD+OxG6EqZXQwgxVghxmRDisjJlyiSgpLFjbHhG8WqcM6sXu1WrVkW1atUcG6e0MhnF7IcffmgqFMxEjZl7sx4v0Ywl+/btM91v7NixpuvXrFmD/fv325ZHlfPPPx8AsGrVqoj1kyZNAgB0794dQ4cOxeOPPw7Am/Uy1jdjsk0IIdC5c2fMnz8f69atw8GDBx32NkcK97p16wIAbr75ZgDexGyBAgXw6aef4sILLwQQelnRpEmTiHrKysqyDLBlR+nSpbFt2za8/vrrltuY5bmV7Vz+Tqf7Y+jQoXjyySeVLLPGB0elSpUsj3v06FEsWLDAVLCymI0fc+fOxbhx42K67xiGYZj0QIqx/CBmjeM4o2egm7Ezi9kYIKIshITsZCHER+HVO4moQvj7CgB2JaNs8cB4c61Zs0azCgLR4tYMJxdgK8ssYN5IvYiao0ePWn5ndl49hw8fNt3vscceM11fuHBhpTy5KowbNw5ffPEFrrnmGtPvMzMz8cQTT2hWHi/WUS9zUSXZ2dnaC40FCxZg2rRpuOaaa1CrVi1cd911no4pRV7Hjh2xZMkSLUVNLB29PKa0XOuPlZGR4akzPHr0KCpUqGBbLjMxK+tL7mc3F1vf1mU7LVSokKVl1vjiRV7b+vXrRx37+eefR9OmTfHjjz9GfSf3YzHrPzVq1ECPHj2SXQyGYRgmBTAbl6QLTlOfjGMvvXenE+niZpyMaMYEYDyAP4QQI3RfzQQgc2l0AzAj0WWLF8aba8GCBahfvz527dqFUaNGWYpEfWJkVcus2ZxZM1c8Lze8neVWL7bNhLKVmE1Ex5Obm4vrr78eDzzwQMR6lTy8qsRiISpYsKAmzjZt2hTx3aJFizwdUy/I9SIslvkkUszKa6a/dkTkad6wV8uz0ZvB7oWQvpzyPilatKhlAKgrr7zS9DgLFy60zPdrFm2axSzDMAzDxJ90FrNuLbNWYxgzjOO6oJIMy2wzAHcDaEFEv4X//gbgnwBaEdEaAC3Dy2mBVSPp0KEDevfuHTGPzwrVObN6wSkH0yVLlsRLL72kBQEC1EVNnTp1TNdv2LABW7du1ZbNUp7oWb9+fdS6gwcPehYzdmzcuBF//PGHtizfPBl/87hx4yyPMX36dLz88svaspO11k7M/vbbb1EiVU92drZ23WTO21ixivIai5iVFlJZVuM54uWmItPwmCHbmqqYldvn5ORYuhlbucRnZ2dbWuCNbT43NxeDBg0yPT7DMAzDMP4hxyNeg3GmMk5i1jjFq2zZssrHNma+CCoJDwAlhPgfAKta8+ZTmeJYiVmntBL6xiWEwC233IKnnnoKjRo1itrWTMzqBdaAAQMirFmqb2GsAqzUqFEDADBjxgwsWLAg4mYzuym2bNkSta5cOdMYXzFjzH8q39gZRYWZ+6rk5ptvxoEDBzBgwADtGHaWaTsxa0z9Y0QvZnftCnnXZ2RkxGTRs+qYYnn7Jt2+pXA0HktFzBYtWtTSSm+FnRiUdbRhwwbLbczcjLOzsy3djL1gvLcOHjyoWXHvvvvumI/PMAzDMIw5xmlQ6YSTm3GDBg1QsmRJ1KlTBw899JDtlMB0JWkBoPITxkA5EqcGpw+kJIRA8eLFI5JD65FWJr2Fyiiw9OdWzc/oFC20Q4cOeOmll7SbbdSoUaZCykyYGV1F44X83UbrnZOw04szp7mra9euVS5Pnz59tKBUxvOYBfLyQjwss/KNp3xxYaw/lTeibsT0wIEDcd9999luI+tJ/4Jn5MiR+Oijj7RlfXvUi1kry6wX9PeyrOMiRYpg27ZteOutt2I+PsMwDMMw5qgGgwwiTtGMCxcujNdff10L+OlGzKrEHQkCLGYTgL7hSQsq4Bz4SS9Izpw5gwIFCliKEWnZsxOzxjmOKqhud+bMGTRq1AgPPvhgyrkrSDFrdHV2EnZ6kTlt2jQsWbLEcls3IvHNN9/EihUrTM/jFaOQjKeY9eJmLL9z0zb+8Y9/aKmdAPOy5+XlYe/evRHrHnnkES16MxD5YkBaScuVK6d13nZuzKro0zLpy1mhQoW0zHvHMAzDMKnChAkTUL9+fQQly4kbjGLWaOyQ4lWK2S5duigfW7ooJ8q4FC9YzCYAK7cHp1Q4f/31l/b51KlTyMrKihgY68WDzHdpJ2a9cMUVV2DIkCF46KGHbLc7ffq0Jm5iEbMPPfQQnnzySc/7myHr/6GHHsJtt92mpZhxshLqvy9SpIhpNFtJLPku/RCzxjkTVmlyYhFWUoB//vnnAKLrz64+5VzTWNqGWXTr5cuXo3Tp0rb76Tv+wYMH4/DhwyhVqhSOHDmCJk2a4Ouvv/ZcJok+/3LQAykwDMMwTJC44YYbsGTJkrR0M+7evXvES3fjFLmaNWsCCL08P3nyZFSwUzukTmAxyzhiNYB3ErP6QDR5eXnIzMyMGCibuadazZn1SlZWFp555hnHCeX6ZNWqLsxmvP3223jllVc872+GrKdSpUrh/fffxznnnAPA3wnvyRazRstsPPJvSrf3jh07AnAn2rxYZo2YiVmzwGJG9GK2QIECKFKkCDIyMrBu3Tr8/PPPmDlzpucySfQPArbEMgzDMAzjBzk5OShbtiyqVKkC4GygUBm1uGnTptq2WVlZrsZZcuwqDWJBhUddScRJzOqRllmr+bcSfYP0Q9BIYeo0QD958qS27aBBg3DixAls2bIFs2bNUjrP3LlzfU2Vo8dYT3JOhZ9iNpacuH5E35PHmDBhAqpWrRox39ovZH3J4F8qYrZu3bpYuXKlL2LWLmCXHWbzj1UFp5f8wbHkHGYYhmEYhjHy2GOP4dFHH0X//v1Rt25ddOvWLeZxfpcuXTB37lw888wzPpUyObBlNom4EbMnTpxAVlZWhNXTyaKn4m7x6aef2n4vBYvT4P/YsWPatmXKlMHo0aNdCbxrr70WDRs2VN5eBSno4ilm77nnHgBA165dPR/DT8tssWLF0KJFi5iPZ0bFihUBQHs7qGKBl5GljRGmJW6s+MuWLVPeVo+KmC1ZsmTUNn369PGU55fFLMMwDMMwftK3b18cPnwYlSpVwgMPPOCLwapw4cJ47733tHFdUGExm2D0g2g3OVZPnz4dJcqcGrKKWLvmmmsilo3nUBWzR48ejdo3XnlHVVm8eDFGjRoVVXY/xewLL7wAIQSqV6/u+Rh+1JM8hjFQgJ907twZM2fOxMMPPwxAzTL76quvYtq0aWjWrFnEPhdddBEAd+X1UyQay56Tk4Mff/wxIs/v/fffHxF1WpV4uHgzDMMwDJN/ISLPHmrpDovZBKN3KXWbfuWbb76JWLYa3NepUwcrV65UOmbRokUj5uYaB+KqbsZHjx6N2kZVpMXLvfi8887Dgw8+GLVeCqhY5vZK5PWMJeiAnwGgYk3pYwcRoV27dlq9qYi2EiVK4JZbbtHErPxvFaDKDq9iVlqU9Rjb6tatW9G0aVO8+OKL2jqv14UtswzDMAzDMImBxWyCkANcq0G8ijD47rvvIpalhcx4zFq1aqFOnTquy2Z2LDeWWS9idv369RFiOhHI9Egq5du9e3dU6hc9sr6CJGarVKmC8uXLx3xOlXm58re1b98e27dvR+vWrQG4q6/58+dj4sSJWuAuN0ycOBE//PBD1Hqr9qwvl9V1kQGwrGAxyzAMwzAMkxhYzCaITz75BP3790fLli1Nv/cyUL/rrrsghNDCckvcCiv99lZi1klwHTlyJEogqLihVqtWTbGU/iEjP6vUU+nSpSPmU/7000/4xz/+oS37IWa9RL8dM2YM9uzZoy136tQJAGzTB0k2btyIzZs3uz6nERUxq/dEKF++vCb03CQ2b968Obp27arVtZsoyjfccIPpXBDj+W+88UYAamJ26tSpEWmzjLCYZRiGYRiGSQwsZhNEq1atMGzYMPz73//Gxx9/HDE3D1ATs8YASdKaaxx0u7X06d1trdyMnSzHZpZZFfyMKKzKtGnT0Lt3by3frBuaNGmCgQMH4tZbbwVwVojGIma9uAaXKlUKpUqV0pa7du2KQ4cOaXNR7SCiCEFYv359rFq1ynUZ7MSsnIttjNQsw8BL67gbZJnd1JdVuz106FDEsryOVnmc9WRlZdneryxmGYZhGIZhEgOL2QSTk5ODjh07Rg2yjYNjM5H3ySefRCxbWU1jEVZ169YFEIqKC5y1YDnNcTxz5gyWLl0asc6POanxoE6dOnjrrbdiKt97770XkcQ6FldhL2LWWPbs7GxXuW717atp06aoXbu26zLYidmZM2dixYoVUfUihZ60jrvBySJrFpHYqt1anV/FMusEi1mGYRiGYZjEkJpqIx9gHGQbxayZ5adChQqmxzIKX7tB+NNPP63NtTWjZ8+eeP/993H//fcDOJu3VmVO7+rVqyOWU1XM+kF2djbKli2rLcs0RG4EpcRLdDqjGIvlBYYbl1890upq1p5yc3NNIwHLduTFMivbU+/evU2/118PiZW3gLH+ZsyYASCyHp3y/xrbtzwXi1mGYRiGYZjEkL5qI8UxikNjTlazCL9yoP3HH39g06ZN2nqjxcpO2Lz44osYOXKkbbluu+02LS/oxo0bTcurgpVIUplrGTRyc3MxceJEzJs3z/W+UszGEnI9FstwLOJLCGHbnozIdt2gQQPX5+rVqxcA4PLLLzf93s2LBCtruN38cSMyKrasP3l+M1HNMAzDMAzD+A+L2SRx4sSJiOUjR45ELJsJKI9Z7QAAD41JREFUPmmBrVu3bkRQG6OVKxZhY7QunTx5EoA3MSsj19aoUQPAWdFtFO7pQteuXXHeeee53k9eSzciyCofsBf0Aa1i5b777rP9vn79+vj8888xevRoAMD111/v6tiHDh3CHXfcgYkTJ+KVV16J+H79+vXKxzK+aBk4cCCAyHp1ms89fPhwAGdd8qUlly2zDMMwDMMwiYHFbJIwWoaM4tWNOJFiVgaV8iOybuPGjQEA7dq1A+BNzLZp0wbHjh3TxJp0nfbiihsUvORP7du3L8aMGYObbropYr2duJUvLFq0aAEgtkBafl6Pd955x9Ft+YYbbkBubi6WLl2K6dOnKx+biFC0aFEQEbp27YoyZcoACKWiAuAqxZPxfpNCVLZ/K5d+PY8//jiEENr9Jq+9lzbAMAzDMAzDuIfFbJKQYlXm+2zatCkAoHLlymjcuLEr182jR48COBsAxw8xe9FFF+HYsWOawFIRsyNGjIhaV6hQIXzzzTcAoOVrTWfLlRSZ8nqqREwuWLAgevbsGSWw7ESRFLofffSR5goeNC666KKYXKtlLmXpAeCGVq1aAThbx/K6yXvHTWRu6b1gPBbDMAzDMAwTX1jMJgk54H3ttdewbt06zQLapUsXLFiwAM2aNVM+lkyrIi20fuU81YspFTErB/VWVKxYMeJYzz77rJcipjREhE2bNmHevHlYsGABfv75Z+V9Zb1IC7ZdnV966aUAQi7bcn6zW1577TVMnjzZ076pwBVXXIFFixbhtddew/XXX4+pU6cq73v33Xdjw4YN2n0m7xn5f9u2bcrHklGt161bB+DsXFqGYRiGYRgmvrCYTRJSzBYsWBA1atRAtWrVsGLFCrz88svaNgsXLsTy5csdjyWjycqgOl6j0wLW7s1ykG8WmEpiFr0WAH7++Wc0atQI/fr1AxCKAnvmzBkMHjzYczlTmSpVqqBQoUJo3LixKyu0tMxKEbt161bLbf3Iz/voo4/ijjvuiPk4yeTSSy9FdnY2vvjiCy23rQpEhGrVqmn1KO/HgwcPAnCXLqlnz54AQm71bvdlGIZhGIZhvMNiNknItB769B/nn39+hJi87LLLcMEFFzgea+TIkdi3b58mZmOxDFm5V0proZ011SrKbKNGjfDzzz9rczPPnDkDIvJFkKUTd911F/r3748BAwYAAA4fPgwg5I4r+eGHH6LyDTMhvMxVlfehFLNXXXUV7r33XmzevFn5GGPGjIEQAl27dgUApXuWYRiGYRiGiR0Ws0ni+++/BwAsWLBAaftq1arZfl+iRAltYB4PMZuTkwMhBB599FHLfZ3EhPw+FstxOlOsWDEMGzYMV155JYCQpX369OkRrsqXX345OnTokKwipjTGvLAyirabfYkI48ePR6VKlVyf/5ZbbsGqVatw7bXXut6XYRiGYRiGcY96lBPGVy655BL88ssvSgPfvXv3KkU3jqeYVcEoJqy+5zmF9tSrVw+dOnXCM888g4YNGwIIuRzHkn4nP6CfK/7FF19o0Y7tOHbsGICzwdNioUCBAqhdu3bMx2EYhmEYhmHUYDGbJH744QesXbtWKdqt6kBbih0vc/YKFSqE48ePKwmmESNGoHr16lGpZJwCT0nLLItZe7KysvDhhx9GrJNplxhriAjDhg1Dq1atNJd7J+S9kq65jxmGYRiGYdIZFrNJomDBgkpC1g15eXkAvInFMmXKYPPmzUr7ykBORpzmwLKYZeJN//79XW0v53HHEgGcYRiGYRiGSQ4sZtMI6bJ85513ut5XRtB1Sq/jB4sWLYr7ORhGhQkTJuDtt99GkyZNkl0UhmEYhmEYxiUsZtOIxo0ba5GC3TJp0iQ8//zzroLmuOXEiRMAzs7tZZhkU7FiRbz00kvJLgbDMAzDMAzjAVYVaYbXdDeNGzfGrFmzPLlb9ujRA1WrVnXc7tJLLwUATJ8+3fU5GIZhGIZhGIZh9LBllvHM3LlzsXnzZi2/phOVKlXitDwMwzAMwzAMw/gCi1nGM5xPk2EYhmEYhmGYZMFuxgzDMAzDMAzDMEzgYDHLMAzDMAzDMAzDBA4WswzDMAzDMAzDMEzgSCkxS0TXE9EqIlpLRH9PdnkYhmEYhmEYhmGY1CRlxCwRZQB4G8ANAC4AcDsRXZDcUjEMwzAMwzAMwzCpSMqIWQCNAawVQqwXQpwE8D6ADkkuE8MwDMMwDMMwDJOCpJKYrQhgs255S3hdBETUk4gWEdGi3bt3J6xwDMMwDMMwDMMwTOqQSmJWCSHEWCHEZUKIy8qUKZPs4jAMwzAMwzAMwzBJIDPZBdCxFUBl3XKl8DpLFi9evIeINsW1VLFTGsCeZBeCYTzC7ZcJMtx+mSDD7ZcJMtx+GT+pavUFCSESWRBLiCgTwGoA1yEkYhcCuEMIsTypBYsRIlokhLgs2eVgGC9w+2WCDLdfJshw+2WCDLdfJlGkjGVWCJFHRH0AfAUgA8CEoAtZhmEYhmEYhmEYJj6kjJgFACHE5wA+T3Y5GIZhGIZhGIZhmNQmcAGgAsjYZBeAYWKA2y8TZLj9MkGG2y8TZLj9MgkhZebMMgzDMAzDMAzDMIwqbJllGIZhGIZhGIZhAgeLWYZhGIZhGIZhGCZwsJiNE0R0PRGtIqK1RPT3ZJeHYQCAiCoT0TwiWkFEy4nokfD6kkQ0m4jWhP+XCK8nIhoZbsdLiegS3bG6hbdfQ0TdkvWbmPwHEWUQ0a9E9Fl4uToRLQi30w+IKDu8vmB4eW34+2q6YwwIr19FRG2S80uY/AYRnUNE04loJRH9QUSXc//LBAUi6hceO/xORFOIqBD3v0yyYTEbB4goA8DbAG4AcAGA24noguSWimEAAHkAHhdCXACgKYDe4bb5dwBzhBDnAZgTXgZCbfi88F9PAP8CQuIXwHMAmgBoDOA5OQBjmATwCIA/dMuvAHhNCFELwF8A7guvvw/AX+H1r4W3Q7jNdwFwIYDrAYwK99sME2/eAPClEKIugAYItWPuf5mUh4gqAugL4DIhRD2E0mh2Afe/TJJhMRsfGgNYK4RYL4Q4CeB9AB2SXCaGgRBiuxDil/DnQwgNpCoi1D4nhjebCKBj+HMHAO+KED8BOIeIKgBoA2C2EGKfEOIvALMReigxTFwhokoAbgTwTniZALQAMD28ibH9ynY9HcB14e07AHhfCHFCCLEBwFqE+m2GiRtEVBxAcwDjAUAIcVIIsR/c/zLBIRNADhFlAigMYDu4/2WSDIvZ+FARwGbd8pbwOoZJGcIuPxcDWACgnBBie/irHQDKhT9btWVu40yyeB3AkwDOhJdLAdgvhMgLL+vbotZOw98fCG/P7ZdJBtUB7Abw77Cb/DtEVATc/zIBQAixFcBwAH8iJGIPAFgM7n+ZJMNilmHyIURUFMCHAB4VQhzUfydC+bo4ZxeTchBRWwC7hBCLk10WhvFAJoBLAPxLCHExgCM461IMgPtfJnUJu7J3QOilzLkAioA9ApgUgMVsfNgKoLJuuVJ4HcMkHSLKQkjIThZCfBRevTPsvobw/13h9VZtmds4kwyaAWhPRBsRmr7RAqE5iOeE3d6AyLaotdPw98UB7AW3XyY5bAGwRQixILw8HSFxy/0vEwRaAtgghNgthDgF4COE+mTuf5mkwmI2PiwEcF44wls2QhPdZya5TAwj5xeOB/CHEGKE7quZAGREzG4AZujWdw1H1WwK4EDYHe4rAK2JqET4bW3r8DqGiRtCiAFCiEpCiGoI9atzhRB3ApgH4JbwZsb2K9v1LeHtRXh9l3C0zeoIBdj5OUE/g8mnCCF2ANhMRHXCq64DsALc/zLB4E8ATYmocHgsIdsv979MUsl03oRxixAij4j6IPRwyQAwQQixPMnFYhgg9Bb1bgDLiOi38LqnAfwTwFQiug/AJgCdw999DuBvCAVoOArgHgAQQuwjohcQenEDAEOEEPsS8xMYJoqnALxPRP8A8CvCAXbC/ycR0VoA+xASwBBCLCeiqQgNxPIA9BZCnE58sZl8yMMAJodfdK9HqE8tAO5/mRRHCLGAiKYD+AWhfvNXAGMBzAL3v0wSodBLEoZhGIZhGIZhGIYJDuxmzDAMwzAMwzAMwwQOFrMMwzAMwzAMwzBM4GAxyzAMwzAMwzAMwwQOFrMMwzAMwzAMwzBM4GAxyzAMwzAMwzAMwwQOFrMMwzAM4wIiKkVEv4X/dhDR1vDnw0Q0Kk7nfJSIuoY/f0NEl8XjPBbn7kNE9ybqfAzDMAyjCqfmYRiGYRiPENFgAIeFEMPjeI5MhHI7XhLOY/4NgP5CiEU+nyfDLN8jERUG8L0Q4mI/z8cwDMMwscKWWYZhGIbxASK6hog+C38eTEQTieg7ItpERJ2IaCgRLSOiL4koK7zdpUQ0n4gWE9FXRFTB5NAtAPwihMjTrbuViH4motVEdFX4WIWI6N/hc/xKRNeG13cnord05fyMiK4Jfz5MRK8S0RIAlxPRP4loBREtJaLhACCEOApgIxE19r/WGIZhGMY7LGYZhmEYJj7UREiItgfwHoB5QoiLABwDcGNY0L4J4BYhxKUAJgB40eQ4zQAsNqzLFEI0BvAogOfC63oDEOFz3A5gIhEVcihjEQALhBANAPwB4CYAFwoh6gP4h267RQCuUvjNDMMwDJMwMpNdAIZhGIZJU74QQpwiomUAMgB8GV6/DEA1AHUA1AMwm4gQ3ma7yXEqICQ09XwU/r84fCwAuBIhcQwhxEoi2gSgtkMZTwP4MPz5AIDjAMaHLcyf6bbbBaCuw7EYhmEYJqGwmGUYhmGY+HACAIQQZ4jolDgbpOIMQs9fArBcCHG5w3GOATBaWE+E/5+G87M8D5GeWPpjHZfzZMPzcRsDuA7ALQD6IGRZlvscczgPwzAMwyQUdjNmGIZhmOSwCkAZIrocAIgoi4guNNnuDwC1FI73HYA7w8eqDaBK+BwbATQkogJEVBmA6dxXIioKoLgQ4nMA/QA00H1dG8DvKj+KYRiGYRIFW2YZhmEYJgkIIU4S0S0ARhJRcYSeya8DWG7Y9AsAkxQOOQrAv8JuzXkAugshThDR9wA2AFiBkDD+xWL/XAAzwvNsCcBjuu+aARis9MMYhmEYJkFwah6GYRiGSXGI6GMATwoh1iTh3BcDeEwIcXeiz80wDMMwdrCYZRiGYZgUh4jqACgnhPg2CeduBWCNEGJjos/NMAzDMHawmGUYhmEYhmEYhmECBweAYhiGYRiGYRiGYQIHi1mGYRiGYRiGYRgmcLCYZRiGYRiGYRiGYQIHi1mGYRiGYRiGYRgmcLCYZRiGYRiGYRiGYQLH/wN9SF6AlxHYiwAAAABJRU5ErkJggg==\n",
1598             "text/plain": [
1599               "<Figure size 1152x288 with 1 Axes>"
1600             ]
1601           },
1602           "metadata": {
1603             "needs_background": "light"
1604           }
1605         }
1606       ],
1607       "source": [
1608         "%matplotlib inline\n",
1609         "plt.figure(figsize=(16,4))\n",
1610         "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n",
1611         "plt.title(station['STID'] + ' relative humidity')\n",
1612         "plt.xlabel('Time (hours)') \n",
1613         "plt.ylabel('Relative humidity (%)')\n",
1614         "plt.legend()"
1615       ]
1616     },
1617     {
1618       "cell_type": "code",
1619       "execution_count": 26,
1620       "metadata": {
1621         "id": "MWTJ5b2kc91p",
1622         "colab": {
1623           "base_uri": "https://localhost:8080/",
1624           "height": 312
1625         },
1626         "outputId": "6d45f1ed-5105-4d88-d30a-316a27c79402"
1627       },
1628       "outputs": [
1629         {
1630           "output_type": "execute_result",
1631           "data": {
1632             "text/plain": [
1633               "<matplotlib.legend.Legend at 0x7efede263fd0>"
1634             ]
1635           },
1636           "metadata": {},
1637           "execution_count": 26
1638         },
1639         {
1640           "output_type": "display_data",
1641           "data": {
1642 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\n",
1643             "text/plain": [
1644               "<Figure size 1152x288 with 1 Axes>"
1645             ]
1646           },
1647           "metadata": {
1648             "needs_background": "light"
1649           }
1650         }
1651       ],
1652       "source": [
1653         "%matplotlib inline\n",
1654         "plt.figure(figsize=(16,4))\n",
1655         "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n",
1656         "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n",
1657         "plt.title(station['STID'] + ' drying and wetting equilibria')\n",
1658         "plt.xlabel('Time (hours)') \n",
1659         "plt.ylabel('Fuel moisture contents (%)')\n",
1660         "plt.legend()"
1661       ]
1662     },
1663     {
1664       "cell_type": "markdown",
1665       "metadata": {
1666         "id": "jY3_eeBRc91p"
1667       },
1668       "source": [
1669         " "
1670       ]
1671     },
1672     {
1673       "cell_type": "code",
1674       "execution_count": 27,
1675       "metadata": {
1676         "id": "PQKSRvRSAlBJ",
1677         "colab": {
1678           "base_uri": "https://localhost:8080/",
1679           "height": 312
1680         },
1681         "outputId": "683e7781-567e-43d6-ac16-4f2f9616403c"
1682       },
1683       "outputs": [
1684         {
1685           "output_type": "execute_result",
1686           "data": {
1687             "text/plain": [
1688               "<matplotlib.legend.Legend at 0x7efede1eb9d0>"
1689             ]
1690           },
1691           "metadata": {},
1692           "execution_count": 27
1693         },
1694         {
1695           "output_type": "display_data",
1696           "data": {
1697 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fSiDnmV5IkSb3C5FfSSnPMryRJknqNya8kSZIkqe+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",
1698             "text/plain": [
1699               "<Figure size 1152x288 with 1 Axes>"
1700             ]
1701           },
1702           "metadata": {
1703             "needs_background": "light"
1704           }
1705         }
1706       ],
1707       "source": [
1708         "%matplotlib inline\n",
1709         "plt.figure(figsize=(16,4))\n",
1710         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
1711         "plt.title(station['STID'] + ' Precipitation' )\n",
1712         "plt.xlabel('Time (hours)') \n",
1713         "plt.ylabel('Precipitation (mm/hour)')\n",
1714         "plt.legend()"
1715       ]
1716     },
1717     {
1718       "cell_type": "code",
1719       "execution_count": 28,
1720       "metadata": {
1721         "id": "Dwbt4UXfro5x",
1722         "colab": {
1723           "base_uri": "https://localhost:8080/"
1724         },
1725         "outputId": "d6e3737c-9e28-4528-94c4-572744e0843a"
1726       },
1727       "outputs": [
1728         {
1729           "output_type": "stream",
1730           "name": "stdout",
1731           "text": [
1732             "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1733             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1734             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1735             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1736             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1737             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1738             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1739             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1740             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1741             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1742             " 0.00000000e+00 0.00000000e+00            nan 9.99900000e+03\n",
1743             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1744             " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n",
1745             " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n",
1746             " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n",
1747             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1748             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1749             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1750             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1751             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1752             " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1753             " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n",
1754             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1755             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
1756             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n"
1757           ]
1758         }
1759       ],
1760       "source": [
1761         "print(rain[1900:2000])"
1762       ]
1763     },
1764     {
1765       "cell_type": "markdown",
1766       "metadata": {
1767         "id": "_yRu_7WvHc6P"
1768       },
1769       "source": [
1770         "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."
1771       ]
1772     },
1773     {
1774       "cell_type": "code",
1775       "execution_count": 29,
1776       "metadata": {
1777         "id": "XPYO_Iuvc91q"
1778       },
1779       "outputs": [],
1780       "source": [
1781         "rain[rain > 1000] = np.NaN"
1782       ]
1783     },
1784     {
1785       "cell_type": "code",
1786       "execution_count": 30,
1787       "metadata": {
1788         "id": "GYWTfbBBc91q",
1789         "scrolled": true,
1790         "colab": {
1791           "base_uri": "https://localhost:8080/",
1792           "height": 312
1793         },
1794         "outputId": "74b085ef-958b-4286-f2ae-482f03c2db33"
1795       },
1796       "outputs": [
1797         {
1798           "output_type": "execute_result",
1799           "data": {
1800             "text/plain": [
1801               "<matplotlib.legend.Legend at 0x7efede1d0350>"
1802             ]
1803           },
1804           "metadata": {},
1805           "execution_count": 30
1806         },
1807         {
1808           "output_type": "display_data",
1809           "data": {
1810             "image/png": "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\n",
1811             "text/plain": [
1812               "<Figure size 1152x288 with 1 Axes>"
1813             ]
1814           },
1815           "metadata": {
1816             "needs_background": "light"
1817           }
1818         }
1819       ],
1820       "source": [
1821         "%matplotlib inline\n",
1822         "plt.figure(figsize=(16,4))\n",
1823         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
1824         "plt.title(station['STID'] + ' Precipitation' )\n",
1825         "plt.xlabel('Time (hours)') \n",
1826         "plt.ylabel('Precipitation (mm/hour)')\n",
1827         "plt.legend()"
1828       ]
1829     },
1830     {
1831       "cell_type": "markdown",
1832       "metadata": {
1833         "id": "Q_L0R2Njc91q"
1834       },
1835       "source": [
1836         "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap."
1837       ]
1838     },
1839     {
1840       "cell_type": "code",
1841       "execution_count": 31,
1842       "metadata": {
1843         "id": "_tkU7UJic91q",
1844         "colab": {
1845           "base_uri": "https://localhost:8080/"
1846         },
1847         "outputId": "3a33d77e-937f-4da6-de0a-7d89f14e2efe"
1848       },
1849       "outputs": [
1850         {
1851           "output_type": "stream",
1852           "name": "stdout",
1853           "text": [
1854             "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n",
1855             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
1856             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
1857             "(array([], dtype=int64),)\n"
1858           ]
1859         }
1860       ],
1861       "source": [
1862         "# fix isolated nans\n",
1863         "def fixnan(a,n):\n",
1864         "    for c in range(n):\n",
1865         "        for i in np.where(np.isnan(a)):\n",
1866         "            a[i]=0.5*(a[i-1]+a[i+1])\n",
1867         "        if not any(np.isnan(a)):\n",
1868         "            break\n",
1869         "    return a\n",
1870         "\n",
1871         "rain=fixnan(rain,2)\n",
1872         "t2=fixnan(t2,2)\n",
1873         "rh=fixnan(rh,2)\n",
1874         "obs_data=fixnan(obs_data,2)\n",
1875         "Ed=fixnan(Ed,2)\n",
1876         "Ew=fixnan(Ew,2)\n",
1877         "\n",
1878         "print(np.where(np.isnan(rain)))\n",
1879         "print(np.where(np.isnan(t2)))\n",
1880         "print(np.where(np.isnan(rh)))\n",
1881         "print(np.where(np.isnan(obs_data)))"
1882       ]
1883     },
1884     {
1885       "cell_type": "markdown",
1886       "metadata": {
1887         "id": "XqQYnyI9DIy1"
1888       },
1889       "source": [
1890         "## 4 Results"
1891       ]
1892     },
1893     {
1894       "cell_type": "markdown",
1895       "metadata": {
1896         "id": "2tIC_Tqnc91r"
1897       },
1898       "source": [
1899         "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
1900         "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n",
1901         "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",
1902         "In a real forecasting application, the model would be run from weather forecast rather than data."
1903       ]
1904     },
1905     {
1906       "cell_type": "code",
1907       "execution_count": 32,
1908       "metadata": {
1909         "id": "aXnSQM7wc91r"
1910       },
1911       "outputs": [],
1912       "source": [
1913         "# run KF on an initial data seqment\n",
1914         "import numpy as np\n",
1915         "import matplotlib.pyplot as plt \n",
1916         "\n",
1917         "hours=1200 # total simulation\n",
1918         "h2 = 300\n",
1919         "m = np.zeros(hours) # preallocate\n",
1920         "m[0]= obs_data[0]             # initial state  \n",
1921         "P = np.zeros(hours)\n",
1922         "P[0] = 1e-3 # background state variance\n",
1923         "H = np.array([1.])   # all oQ = np.array([0.02]) # process noise variancebserved\n",
1924         "Q = np.array([1e-3]) # process noise variance\n",
1925         "R = np.array([1e-3]) # data variance\n",
1926         "for t in range(hours-1):\n",
1927         "    # using lambda construction to pass additional arguments to the model \n",
1928         "    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",
1929         "        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",
1930         "                    d=obs_data[t],H=H,R=R)\n",
1931         "    else:  # just advance to next hour, no process noise\n",
1932         "        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)"
1933       ]
1934     },
1935     {
1936       "cell_type": "code",
1937       "execution_count": 33,
1938       "metadata": {
1939         "id": "peMi-OF3c91r",
1940         "scrolled": true,
1941         "colab": {
1942           "base_uri": "https://localhost:8080/",
1943           "height": 312
1944         },
1945         "outputId": "77d8d3f5-2324-46c6-f313-e3c9b02e5d0f"
1946       },
1947       "outputs": [
1948         {
1949           "output_type": "execute_result",
1950           "data": {
1951             "text/plain": [
1952               "<matplotlib.legend.Legend at 0x7efede1469d0>"
1953             ]
1954           },
1955           "metadata": {},
1956           "execution_count": 33
1957         },
1958         {
1959           "output_type": "display_data",
1960           "data": {
1961             "image/png": "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\n",
1962             "text/plain": [
1963               "<Figure size 1152x288 with 1 Axes>"
1964             ]
1965           },
1966           "metadata": {
1967             "needs_background": "light"
1968           }
1969         }
1970       ],
1971       "source": [
1972         "%matplotlib inline\n",
1973         "plt.figure(figsize=(16,4))\n",
1974         "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n",
1975         "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n",
1976         "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n",
1977         "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n",
1978         "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n",
1979         "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n",
1980         "plt.xlabel('Time (hours)') \n",
1981         "plt.ylabel('Fuel moisture content (%)')\n",
1982         "plt.legend()"
1983       ]
1984     },
1985     {
1986       "cell_type": "markdown",
1987       "metadata": {
1988         "id": "3TnwXYcLc91r"
1989       },
1990       "source": [
1991         "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. "
1992       ]
1993     },
1994     {
1995       "cell_type": "markdown",
1996       "metadata": {
1997         "id": "-WMWCDz4DX45"
1998       },
1999       "source": [
2000         "#### 4.2 Model with an augmented state"
2001       ]
2002     },
2003     {
2004       "cell_type": "markdown",
2005       "metadata": {
2006         "id": "jivOYEhiXMi5"
2007       },
2008       "source": [
2009         "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n",
2010         "generally does not agree with the data. We want to add a correction $\\Delta\n",
2011         "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n",
2012         "Because the Kalman filter identifies state, add the parameter to the state.\n",
2013         "Define augmented state $u=\\left[\n",
2014         "\\begin{array}\n",
2015         "[c]{c}\n",
2016         "m\\\\\n",
2017         "\\Delta E\n",
2018         "\\end{array}\n",
2019         "\\right]  .$ Since $\\Delta E$ is constant in time, it satisfies the\n",
2020         "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n",
2021         "state $u$ governed by the\n",
2022         "$$\n",
2023         "\\frac{d}{dt}\\left[\n",
2024         "\\begin{array}\n",
2025         "[c]{c}\n",
2026         "m\\\\\n",
2027         "\\Delta E\n",
2028         "\\end{array}\n",
2029         "\\right]  =\\left[\n",
2030         "\\begin{array}\n",
2031         "[c]{c}\n",
2032         "\\frac{E+\\Delta E-m(t)}{T}\\\\\n",
2033         "0\n",
2034         "\\end{array}\n",
2035         "\\right]  ,\n",
2036         "$$\n",
2037         "which we write as $\\frac{du}{dt}=F(u),$ where\n",
2038         "$$\n",
2039         "F(u)=\\left[\n",
2040         "\\begin{array}\n",
2041         "[c]{c}\n",
2042         "F_{1}\\left(  u\\right)  \\\\\n",
2043         "F_{2}\\left(  u\\right)\n",
2044         "\\end{array}\n",
2045         "\\right]  =F\\left(  \\left[\n",
2046         "\\begin{array}\n",
2047         "[c]{c}\n",
2048         "m\\\\\n",
2049         "\\Delta E\n",
2050         "\\end{array}\n",
2051         "\\right]  \\right)  =\\left[\n",
2052         "\\begin{array}\n",
2053         "[c]{c}\n",
2054         "\\left(  E+\\Delta E-m(t)\\right)  T_{1}\\\\\n",
2055         "0\n",
2056         "\\end{array}\n",
2057         "\\right]  ,\\quad T_{1}=\\frac{1}{T}.\n",
2058         "$$\n",
2059         "The Jacobian of $F$ is\n",
2060         "$$\n",
2061         "\\left[\n",
2062         "\\begin{array}\n",
2063         "[c]{cc}\n",
2064         "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n",
2065         "}\\\\\n",
2066         "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n",
2067         "\\end{array}\n",
2068         "\\right]  =\\left[\n",
2069         "\\begin{array}\n",
2070         "[c]{cc}\n",
2071         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
2072         "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n",
2073         "{\\partial\\Delta E}\n",
2074         "\\end{array}\n",
2075         "\\right]  =\\left[\n",
2076         "\\begin{array}\n",
2077         "[c]{cc}\n",
2078         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
2079         "0 & 1\n",
2080         "\\end{array}\n",
2081         "\\right]\n",
2082         "$$\n",
2083         "Here is a function that implements the augmented model $F$. The input is\n",
2084         "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$."
2085       ]
2086     },
2087     {
2088       "cell_type": "markdown",
2089       "metadata": {
2090         "id": "MJ1C_1Omc91s"
2091       },
2092       "source": [
2093         "\n",
2094         "Define augmented model function with drying, wetting, and rain equilibria"
2095       ]
2096     },
2097     {
2098       "cell_type": "code",
2099       "execution_count": 34,
2100       "metadata": {
2101         "id": "GHtAaGp9WSHT"
2102       },
2103       "outputs": [],
2104       "source": [
2105         "def model_augmented(u0,Ed,Ew,r,t):\n",
2106         "    # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n",
2107         "    # \n",
2108         "    m0, Ec = u0  # decompose state u0\n",
2109         "    # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n",
2110         "    # arguments:\n",
2111         "    # m0         starting fuel moistureb (1)\n",
2112         "    # Ed         drying equilibrium      (1) \n",
2113         "    # Ew         wetting equilibrium     (1)\n",
2114         "    # r          rain intensity          (mm/h)\n",
2115         "    # partials = 0, 1, 2\n",
2116         "    # returns: same as model_decay\n",
2117         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
2118         "    #              ==1: m1, dm0/dm0 \n",
2119         "    #              ==2: m1, dm1/dm0, dm1/dE \n",
2120         "    m1, dm1_dm0, dm1_dE  = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n",
2121         "    u1 = np.array([m1,Ec])   # dE is just copied\n",
2122         "    J =  np.array([[dm1_dm0, dm1_dE],\n",
2123         "                   [0.     ,     1.]])\n",
2124         "    return u1, J"
2125       ]
2126     },
2127     {
2128       "cell_type": "markdown",
2129       "metadata": {
2130         "id": "8SuVNg8TsW4d"
2131       },
2132       "source": [
2133         "### 4.3 Kalman filter on the augmented model"
2134       ]
2135     },
2136     {
2137       "cell_type": "code",
2138       "execution_count": 35,
2139       "metadata": {
2140         "id": "1No3g6HyAEh_"
2141       },
2142       "outputs": [],
2143       "source": [
2144         "u = np.zeros((2,hours))\n",
2145         "u[:,0]=[0.1,0.1]       # initialize,background state  \n",
2146         "P = np.zeros((2,2,hours))\n",
2147         "P[:,:,0] = np.array([[1e-3, 0.],\n",
2148         "                    [0.,  1e-3]]) # background state covariance\n",
2149         "Q = np.array([[1e-3, 0.],\n",
2150         "              [0,  1e-3]]) # process noise covariance\n",
2151         "H = np.array([[1., 0.]])  # first component observed\n",
2152         "R = np.array([1e-3]) # data variance\n",
2153         "\n",
2154         "# ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n",
2155         "\n",
2156         "# print('initial u=',u,'P=',P)\n",
2157         "# print('Q=',Q,'H=',H,'R=',R)\n",
2158         "for t in range(1,h2):\n",
2159         "    # use lambda construction to pass additional arguments to the model \n",
2160         "    u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
2161         "                                 lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
2162         "                                 Q,obs_data[t],H=H,R=R)\n",
2163         "    # print('time',t,'data',obs_data[t],'filtered',u[0,t],'Ec',u[1,t])\n",
2164         "for t in range(h2,hours):\n",
2165         "    u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
2166         "                                 lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
2167         "                                 Q*0.0)\n",
2168         "    # print('time',t,'data',obs_data[t],'forecast',u[0,t],'Ec',u[1,t])\n",
2169         "m,Ec = u  # extract from state"
2170       ]
2171     },
2172     {
2173       "cell_type": "markdown",
2174       "metadata": {
2175         "id": "FYAbWNCfk2wD"
2176       },
2177       "source": [
2178         "Plot the result:\n"
2179       ]
2180     },
2181     {
2182       "cell_type": "code",
2183       "execution_count": 36,
2184       "metadata": {
2185         "id": "hlkby_oTlB_f"
2186       },
2187       "outputs": [],
2188       "source": [
2189         "def plot_moisture(hmin,hmax):\n",
2190         "  print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
2191         "  plt.figure(figsize=(16,4))\n",
2192         "  plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
2193         "  plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
2194         "  plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
2195         "  plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
2196         "  plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n",
2197         "  if hmin>=h2:\n",
2198         "    plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
2199         "  h1 = np.maximum(hmin,h2)\n",
2200         "  plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
2201         "  plt.title(station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2)\n",
2202         "  plt.xlabel('Time (hours)') \n",
2203         "  plt.ylabel('Fuel moisture content (%)')\n",
2204         "  plt.legend()"
2205       ]
2206     },
2207     {
2208       "cell_type": "code",
2209       "execution_count": 37,
2210       "metadata": {
2211         "id": "q-h5omKgnow2",
2212         "colab": {
2213           "base_uri": "https://localhost:8080/",
2214           "height": 312
2215         },
2216         "outputId": "f059b27f-2cb4-4c34-aa24-e7beb49a9d04"
2217       },
2218       "outputs": [
2219         {
2220           "output_type": "stream",
2221           "name": "stdout",
2222           "text": [
2223             "training from 0 to 300 plot from 0 to 1200\n"
2224           ]
2225         },
2226         {
2227           "output_type": "display_data",
2228           "data": {
2229 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\n",
2230             "text/plain": [
2231               "<Figure size 1152x288 with 1 Axes>"
2232             ]
2233           },
2234           "metadata": {
2235             "needs_background": "light"
2236           }
2237         }
2238       ],
2239       "source": [
2240         "plot_moisture(0,hours)"
2241       ]
2242     },
2243     {
2244       "cell_type": "markdown",
2245       "metadata": {
2246         "id": "0w0YtHtqnza5"
2247       },
2248       "source": [
2249         "A detailed view of transition from training to forecast:"
2250       ]
2251     },
2252     {
2253       "cell_type": "code",
2254       "execution_count": 38,
2255       "metadata": {
2256         "id": "B7sXGUotc91s",
2257         "colab": {
2258           "base_uri": "https://localhost:8080/",
2259           "height": 312
2260         },
2261         "outputId": "f8933f05-4c37-45be-94f6-36d551aa1d71"
2262       },
2263       "outputs": [
2264         {
2265           "output_type": "stream",
2266           "name": "stdout",
2267           "text": [
2268             "training from 0 to 300 plot from 0 to 600\n"
2269           ]
2270         },
2271         {
2272           "output_type": "display_data",
2273           "data": {
2274 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\n",
2275             "text/plain": [
2276               "<Figure size 1152x288 with 1 Axes>"
2277             ]
2278           },
2279           "metadata": {
2280             "needs_background": "light"
2281           }
2282         }
2283       ],
2284       "source": [
2285         "plot_moisture(0,600)\n",
2286         "\n"
2287       ]
2288     },
2289     {
2290       "cell_type": "code",
2291       "source": [
2292         "plot_moisture(300,800)"
2293       ],
2294       "metadata": {
2295         "id": "xy7sIs0z_Kk6",
2296         "colab": {
2297           "base_uri": "https://localhost:8080/",
2298           "height": 312
2299         },
2300         "outputId": "7f6d0e1b-bfea-43d2-d4f1-6b7a174635aa"
2301       },
2302       "execution_count": 39,
2303       "outputs": [
2304         {
2305           "output_type": "stream",
2306           "name": "stdout",
2307           "text": [
2308             "training from 0 to 300 plot from 300 to 800\n"
2309           ]
2310         },
2311         {
2312           "output_type": "display_data",
2313           "data": {
2314 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Nu1snKdjPi9nisfR4DHrKurUe5diMNpor5s0qpykqpAOA/15GPRUBtpdTDSikf69VIKRWUxfWdz8PnwCDr/VBKqeJKqU5KKT9MdfAUYIi1n3vIoJquUup+h8/TWcxn3937mtlnwDl9hsetzNi0MVk8B5kd9/V8b2X2+czsuza75ym35NVvQEZ+AkKVUt2t0s6nybhEfjrwmFKqrvU5Golp45uOUup2pdTdyowD7qOUeohrNT7AVJXuosxwSsUx79MPVtXgS5i+Cd60rotmmKDzm+s/5Ez5YarKn8Y8MPuv03E9jGkn3A8YAnzt+CBciBudBLhCFAwLlVIXMTcGbwOPaBfD7lg34fdgbuQXYkrRmmKezu5USp3DtCfbwLVqUL2AcpjOZ45heozsZLXZAVMKl8i1p8qJmN4oM6W13oop8XpdKTUI05ant7XvzzHtaK+b1noXpvfY1Zgbt1BMr4/54R1gpDJVDF/QWh/B3KS8jLlxPYJ5aJBb36d9MO/paUwbqdmYGxVXxmM6donDPLD4Jas7sa6vpzE9isZiAomMqvU5+wpzo7YC0zlYEvBMBvubB7wLfKdMlbkdwN3WsguYtuddMFX09gGtrFUzuqZusead5Vpvs7b2618Cda33bb6bbEVjzp+ttHaXdRzuSm8BJmCq559VSn2UQTp3MvuMDMRcT6cxHZVFOyz7HNPh3DZgM7AYEzhmu+2cdc7bYZobHMec93cxpU9ZMQpzUxyvlOqptd5g5X0S5v3Yj7l5dvze6oepmt4Lc+PvTiNgrfWd+CPwrL42Hmqa/ZL5ZyDN+5WF465CNr5bMjnuHH9vZeHzmdl1NIpsnCel1GSl1OSs5C0TefIbkBGtdRzm4e97mM9NXcxvoMvvTa31L1bapZhaTodwCPiVUj8rpV62TWLO5UnM9/2zmA6qNlnb2onpX+BbK40f8JTD7p7CnPeTmIeCT7r6bc8D0zHHdQzzvbbGtkCZvh7GA3211he11jMx5+vDfMiXEPnC1munEEKIAkgpNRvYo7XOqxIXcYNSSt0NTNZaV8s0scgSpdQSTEC9O9PEokBSZuzxo0AfrfVST+dHCJH/pARXCCEKEKu6ZA2llJdSqgOmtNhdCaT4F7GqSXZUShVSSlXGlDrN83S+biZa63YS3N54rCYjAco0r7G1+12TyWpCiJuUBLhCCFGwVMC0Bb2IGe7iSW2GMhFCAW9gqqtuxrTTf82jORKiYGiK6Yk9DtPUobvVU7oQ4l9IqigLIYQQQgghhLgpSAmuEEIIIYQQQoibQqHMk9x4ypQpowMDAz2dDSGEEEIIIYQQuWzjxo1xWuuyrpbdlAFuYGAgGzZs8HQ2hBBCCCGEEELkMqXUIXfLpIqyEEIIIYQQQoibQp6X4CqlvgI6Aye11iHWvNlAHStJABCvtQ53sW4MZrDwq0CK1joir/MrhBBCCCGEEOLGlB9VlKcBk4Dpthla6162/5VS44BzGazfSmsdl2e5E0IIIYQQQghxU8jzAFdrvUIpFehqmVJKAT2Bu/I6H0IIIYQQQgjXkpOTOXr0KElJSZ7OihB2RYsW5dZbb8XHxyfL63i6k6k7gX+01vvcLNfAEqWUBj7TWk9xtyGl1OPA4wBVq1bN9YwKIYQQQghxszp69Ch+fn4EBgZiyqCE8CytNadPn+bo0aPcdtttWV7P051MPQjMymB5c611A+Bu4GmlVAt3CbXWU7TWEVrriLJlXfYYLYQQQgghhHAhKSmJ0qVLS3ArCgylFKVLl852rQKPBbhKqULAPcBsd2m01sesvyeBeUDj/MmdEEIIIYQQ/y4S3IqCJifXpCdLcNsAe7TWR10tVEoVV0r52f4H2gE78jF/QhQsx4/D9OmgtadzIoQQQgghRIGU5wGuUmoWsBqoo5Q6qpR6zFr0AE7Vk5VSlZRSi63J8sBfSqmtwDrgJ631L3mdXyEKrPffh0ceMUGuEEIIIcRNxtvbm/DwcIKDg6lXrx7jxo0jNTU1W9vYsGEDQ4YMyZX8jBo1isqVKxMeHm5/xcfH52hbkydPZrp1D9evXz/mzJkDwIABA9i1axcAJUqUyPa2ctv48ePt2/7Pf/5DWFgYffv2tS+fMWMG48ePt09v376dfv365Ulecio/elF+0M38fi7mHQc6Wv8fBOrlaeaEuJEkJJi/vXplnE4IIYQQ4gbk6+vLli1bADh58iS9e/fm/PnzvPHGG2nSpaSkUKiQ6zAmIiKCiIiIXMvTsGHDeOGFF657O4MGDXI5/4svvsjWdlJSUtxu63qlpKTw1VdfsWnTJs6dO8emTZvYtm0bAwYMYPv27dSsWZOpU6fyyy/XyhxDQ0M5evQohw8fLjAd/Xq6kykhRFadOAGhoVC0qKdzIoQQQgiRp8qVK8eUKVOYNGkSWmumTZtG165dueuuu2jdujV9+/Zl/vz59vR9+vRhwYIFLFu2jM6dOwOmBPbRRx8lKiqK6tWr89FHH9nTv/XWW9SpU4fmzZvz4IMPMnbs2CznLTExkQceeICgoCB69OjBHXfcwYYNG4C0pbBz5syxl26OGjXK5T6ioqLs64IJqIODg2ndujWnTp2ypxk6dCgRERFMmDAhzbYc14+LiyMwMBCAadOm0b17d9q2bUtgYCCTJk3igw8+oH79+jRp0oQzZ86ky8uff/5JgwYNKFSoEF5eXiQnJ6O1JiEhAR8fH8aOHcszzzyTbsieLl268N1332X5/OU1CXCFuFHExkKlSvDyyzBsmKdzI4QQQoibWVRU+tcnn5hlCQmul0+bZpbHxaVflgPVq1fn6tWrnDx5EoBNmzYxZ84cli9fzmOPPcY0a3/nzp0jOjqaTp06pdvGnj17+PXXX1m3bh1vvPEGycnJrF+/nrlz57J161Z+/vnnNAGmsw8//NBePblVq1YAfPrppxQrVozdu3fzxhtvsHHjxhwdn7NLly4RERHBzp07admyZZqS6ytXrrBhwwaef/75LG9vx44d/PDDD6xfv55XXnmFYsWKsXnzZpo2beqyivOqVato2LAhAH5+fnTs2JH69etTsWJF/P39Wbt2Ld27d0+3XkREBCtXrszBEecNT4+DK4TIqh49oEwZWLDAdDglhBBCCPEv0rZtW0qVKgVAy5Yteeqppzh16hRz587l3nvvdVltuVOnThQpUoQiRYpQrlw5/vnnH1atWkW3bt0oWrQoRYsWpUuXLm736aqK8ooVK+ztfMPCwggLC8uV4/Py8qKX1RTtoYce4p577rEv65WDJmqtWrXCz88PPz8//P397ccZGhrKtm3b0qWPjY0lKCjIPj18+HCGDx8OmLbCb775Jl988QVLliwhLCyMkSNHAqa0/XgBujeVAFeIG8WIEebvihVgdUYghBBCCJEnli1zv6xYsYyXlymT8fIsOnjwIN7e3pQrVw6A4sWLp1net29fZsyYwXfffcfUqVNdbqNIkSL2/729vUlJSbnufGXEcVib7I7fmtG2nI/dplChQvaOuJz353jsXl5e9mkvLy+X58HX19dlnjdv3ozWmjp16jBixAh+/fVX+vfvz759+6hVqxZJSUn4+vpm/wDziFRRFuJGkJIC58+bIYICAiCHPfgJIYQQQtwITp06xaBBgxg8eLDbsVD79etn79G3bt26Wd52s2bNWLhwIUlJSVy8eJFFixZlK28tWrRg5syZgKkG7FgaWr58eXbv3k1qairz5s3L1nZTU1PtvSvPnDmT5s2bZ7pOYGCgvYq0bd2cCgoKYv/+/enmv/rqq7z11lskJydz9epVwATJCVYHqHv37iUkJOS69p2bJMAV4kawYwf4+8O8eSbAPXcOstltvhBCCCFEQZaYmGgfJqhNmza0a9eO119/3W368uXLExQURP/+/bO1n0aNGtG1a1fCwsK4++67CQ0Nxd/f32Vaxza44eHhxMTE8OSTT3Lx4kWCgoJ47bXX7O1WAcaMGUPnzp2JjIykYsWK2cpX8eLFWbduHSEhIfz555+89tprma7zwgsv8Omnn1K/fn3i4uKytT9nd999NytWrEgzb/78+URERFCpUiUCAgIIDw8nNDSUpKQk6tUzA94sXbrUZftnT1Faa0/nIddFRETojBqLC3HDWbwYOnWC6GjYuRMmTTL/Fyvm6ZwJIYQQ4iawe/fuNO0vbwQJCQmEhoayadMmtwGqOxcvXqREiRIkJCTQokULpkyZQoMGDXKUj6ioKMaOHZurwxN5So8ePXjvvfeoVatWltJfvnyZli1b8tdff7kduul6ubo2lVIbtdYuT7iU4ApxI4iNNX8rVoQBA2DLFgluhRBCCPGv9fvvvxMUFMQzzzyT7eAW4PHHHyc8PJwGDRpw77335ji4vdmMGTOGWNt9ZxYcPnyYMWPG5FlwmxMFJydCCPccA1whhBBCiH+5Nm3acOjQoRyvb2tDmxuW5UKHWgVFnTp1qFOnTpbT16pVK8ulvflFSnCFuBEcPw6lSkGRIrB5M9xxB6xf7+lcCSGEEEIIUaBICa4QN4JOncD2dCw1Fdatu1aqK4QQQgghhAAkwBXixtCpk3mB6UUZZKggIYQQQgghnEgVZSFuBPv2sWvDJV5+GZKLWwHu2bOezZMQQgghhBAFjAS4QhR0qalQty4fP7GNd96BF94uaeZLCa4QQgghbhLDhg1j/Pjx9un27dszYMAA+/Tzzz/PBx984Hb9adOmcfz4cfv0+PHjSUhIsE937NiR+Fy4d4qJicHX1zfN2LjTp0/P0baOHz/OfffdB5iOqjp37gzAjz/+yJgxYwDo168fc+bMyda2cltsbKw9b6tWrSIsLIyIiAj27dsHQHx8PO3atSM1NdW+Tps2bTjrocIYCXCFKOhWrICUFC4XNV3gN23mBXfdBRUqeDhjmOC7Xz+TRyGEEEKIHGrWrBnR0dEApKamEhcXx86dO+3Lo6OjiYyMdLt+ZgHu4sWLCbA187pONWrUYMuWLfZX3759c7SdSpUquQxeu3btyksvvZTl7aSkpLjdVm744IMPGDhwIADjxo1j8eLFjB8/nsmTJwMwevRoXn75Zby8roWWDz/8MJ988kme5CczEuAKUZAdOQK9ekHt2sSWqEWDBvDAA8Aff8ATT3g6d3DqFHz9NbRsCRcueDo3QgghhLhBRUZGsnr1agB27txJSEgIfn5+nD17lsuXL7N7924aNGjAxo0badmyJQ0bNqR9+/bExsYyZ84cNmzYQJ8+fQgPD2fChAkcP36cVq1a0apVKwACAwOJi4sjJiaGoKAgBg4cSHBwMO3atSMxMRGA9evXExYWRnh4OC+++CIhISHZOoapU6dSu3ZtGjduzMCBAxk8eDCQvhS2RIkSgCkNdrWPadOm2dcFM+ZvREQEtWvXZtGiRfY0Xbt25a677qJ169ZptuW8fufOne1DGZUoUYIXX3yR4OBg2rRpw7p164iKiqJ69er8+OOPLo9r7ty5dOjQAQAfHx8SEhJISEjAx8eHAwcOcOTIEaKiotKs07VrV2bNmpWd05drpJMpIQqyoUMhMRGWL6fwCB9q1YK//oKLF8H6nvGspKRr/7/8Mkyc6Lm8CCGEECLXOMUrAPTsCU89BQkJ0LFj+uX9+plXXBw415bNbKjYSpUqUahQIQ4fPkx0dDRNmzbl2LFjrF69Gn9/f0JDQ1FK8cwzz7BgwQLKli3L7NmzeeWVV/jqq6+YNGkSY8eOJSIiAoAPP/yQpUuXUqZMmXT72rdvH7NmzeLzzz+nZ8+ezJ07l4ceeoj+/fvz+eef07Rp0wxLUA8cOEB4eLh9euLEidSsWZPXX3+djRs34u/vT6tWrahfv37GB51FMTExrFu3jgMHDtCqVSv2798PwKZNm9i2bRulSpUiJiYmS9u6dOkSd911F++//z49evRg5MiR/Pbbb+zatYtHHnmErl27pkn/999/U7JkSYoUKQLAiBEj6Nu3L76+vnzzzTe88MILjB49Ot1+SpYsyeXLlzl9+jSlS5e+vhOQTXke4CqlvgI6Aye11iHWvFHAQOCUlexlrfViF+t2ACYA3sAXWusxeZ1fIQoUrc0vxe23M2+emdWtGxxaeZgO7YbDd995NHtUq2byOGQITJ4ML70ElSt7Nk9CCCGEuCFFRkYSHR1NdHQ0z3zD6eQAACAASURBVD33HMeOHSM6Ohp/f3+aNWvG//73P3bs2EHbtm0BuHr1KhUrVsz2fm677TZ7gNqwYUNiYmKIj4/nwoULNG3aFIDevXvbS0ud2aooO5o/fz5RUVGULVsWgF69erF3795s582Vnj174uXlRa1atahevTp79uwBoG3btpQqVSpb2ypcuLC9NDY0NJQiRYrg4+NDaGioyyA5NjbWfkwA4eHhrFmzBoAVK1ZQsWJFtNb06tULHx8fxo0bR/ny5QEoV64cx48fv/kCXGAaMAlwbn39odZ6rLuVlFLewMdAW+AosF4p9aPWeldeZVSIAueHH9LNKlkStiYVgf/9zwMZcmP0aFNlWoJbIYQQ4qaQUYlrsWIZLy9TJvMSW1ds7XC3b99OSEgIVapUYdy4cdxyyy30798frTXBwcH2qsw5ZSuNBPD29rZXUc4rhQoVsnfAlJqaypUrV7K1vlLK5XTx4sUz3R9AkkONOx8fH/v6Xl5e9nPh5eVFSkpKum35+vqmWd9Ga83o0aP57rvveOaZZ3jvvfeIiYnho48+4u2337bv19fXNzuHmivyvA2u1noFcCYHqzYG9mutD2qtrwDfAd1yNXNCFGRa2/89ccL0K/XHH2YY3LMpfgVjmKBff4XWrU2d6eBgM+/0ac/mSQghhBA3pMjISBYtWkSpUqXw9vamVKlSxMfHs3r1aiIjI6lTpw6nTp2yB7jJycn2jqj8/Py44NAfiPN0ZgICAvDz82Pt2rUAfJfNWnJ33HEHy5cv5/Tp0yQnJ/P999/blwUGBrJx40bA9JCcnJycrW1///33pKamcuDAAQ4ePEidOnUyTB8YGMiWLVtITU3lyJEjrFu3Llv7c1S7dm2XJbvTp0+nY8eOlCpVioSEBLy8vPDy8rJ37KW15sSJEwQGBuZ43znlyTa4g5VSfYENwPNaa+e79crAEYfpo8Ad7jamlHoceBygatWquZxVITzgmWdg715YsoQjR2DpUhg2zAS455OLcfXsebw9ncf9++HPP8HbysnQobBnD/zyi2fzJYQQQogbTmhoKHFxcfTu3TvNvIsXL9rb0s6ZM4chQ4Zw7tw5UlJSGDp0KMHBwfTr149Bgwbh6+vL6tWrefzxx+nQoQOVKlVi6dKlWdr/l19+ycCBA/Hy8qJly5b4+/u7TOfcBvfRRx9lyJAhjBo1iqZNmxIQEJBm+cCBA+nWrRv16tWjQ4cObkte3alatSqNGzfm/PnzTJ48maJFi2aYvlmzZtx2223UrVuXoKAgGjRokK39OSpevDg1atRg//791KxZE4CEhASmTZvGkiVLAHjuuefo2LEjhQsXZubMmQBs3LiRJk2aUKhQ/oebSjuUEuXZTpQKBBY5tMEtD8QBGngLqKi1ftRpnfuADlrrAdb0w8AdWuvBZCIiIkJv2LAhV49BiHwXGgq33go//8yPP5q2t+vXm06mhg2DM5Si5NU48PJgZ+hvvw0jR8Lly1C4sOlx4uRJkM+fEEIIcUPZvXs3QUFBns6GR128eNHew/GYMWOIjY1lwoQJOdrWtGnT2LBhA5MmTcrNLHrEvHnz2Lhxo8vOpNx59tln6dq1K61bt77u/bu6NpVSG7XWEa7Se6QEV2v9j+1/pdTngKsW3MeAKg7Tt1rzhLj5nTsHO3fC/fcDYBvWrVIlM0xQVPJvlFjV2gSWHmjbYHf2rGmIU7iwmS5dGnbv9lx+hBBCCCFy6KeffuKdd94hJSWFatWqMW3aNE9nqUDo0aMHp7PZBC0kJCRXgtuc8EiAq5SqqLWOtSZ7ADtcJFsP1FJK3YYJbB8AertIJ8TNZ/Vq0wbX6skvNhaUgnLloFAhqPBiW3ixrYcziQlwHQdNL11a2uAKIYQQ4obUq1cvevXqlSvb6tevH/369cuVbRUEAwYMyFb6gQMH5lFOMpfndRuVUrOA1UAdpdRRpdRjwHtKqe1KqW1AK2CYlbaSUmoxgNY6BRgM/ArsBv5Pa70zr/MrRIEwezb4+UGzZgDccgs0b26C25MnzYg8WRzuLG9VqACNG1+bLl0aLlyAbPYOKIQQQgghRG7I8xJcrfWDLmZ/6SbtcaCjw/RiIN34uELc9Nq0Mb0SFysGwPPPmxeY0twnn4S5t/QncGF/aNHCc/m0uoG3a9gQHnnEBLi2asueFhtrqnx/+CG89ZYpBhdCCCGEEDclT/aiLIRwp08ft4tsNYLjzys4csRtOo/o2NG8CpJRo2DKFChaFBIS4JtvPJ0jIYQQQgiRRzzY/aoQIh2t4bvvIC4uzezISHj/ffO/LcA961XadETlSW3bmlJRR1qnGcPX444ehfr1zUDC0gGWEEIIIcRNTQJcIRytW2eG5wkLg2+/zf/9jxsHDz4IM2bYZ6WkwJo1cPGimfbzMx1OxZeq4fkAd906rvzjMIT1jh2mV+d58zyXJ2dHjkCVKtIBlhBCCFHAeXt7Ex4ebn+NGTMmx9uKjIwEICYmhpCQEAA2bNjAkCFDABg1ahRjx47N1rZy24kTJ3jggQeoUaMGDRs2pGPHjuzduzdP9uXKtGnTOG4bqgPTkdSuXbtyZdvz58/nzTffBGDixImEhITQsWNHrlj9tPz1118MGzbMnv7UqVN06NAhV/YtAa4Qjho3hrFj4dgxU5Kan37+GYYPh549wfryBfjsM1MgWqeOmfbyMqW48QHVTEDpKVevcvl8EhW/Gs0771jz/P3N0EUFKZA8etSMJywBrhBCCFGg+fr6smXLFvvrpZdeyvG2oqOj082LiIjgo48+yvI2UlJS3G7remmt6dGjB1FRURw4cICNGzfyzjvv8M8//2S+skPe3E1nhXOA+8UXX1C3bt1sb8eV9957j6eeegqAb7/9lm3bthEZGcmvv/6K1pq33nqLV1991Z6+bNmyVKxYkVWrVl33viXAFcJZ+/amy+JDh/J3vzNnmg6Qpk0zUSywbBk8+yx06WLGv7VZvx7eHH7JjJPrqerA585xirKcSSzG669bsXbp0mZZQQkkL10yQxlVqQLVqplANwc/AEIIIYTwnF9++YXbb7+dBg0aMGTIEDp37gykL4UNCQkhxhpmokSJEum2s2zZMvu6AFu3bqVp06bUqlWLzz//3J7mzjvvpGvXrvZgz7Yt5/UHDx5sHys3MDCQESNGEB4eTkREBJs2baJ9+/bUqFGDyZMnp8vL0qVL8fHxYdCgQfZ59erV484770RrzYsvvkhISAihoaHMnj3bZd6cp69evcqLL75Io0aNCAsL47PPPrNv+9133yU0NJR69erx0ksvMWfOHDZs2ECfPn0IDw8nMTGRqKgoNmzYAMCsWbMIDQ0lJCSE//znP/btlChRgldeeYV69erRpEkTlwH53r17KVKkCGXKlAFMMJ+cnExCQgI+Pj7MmDGDu+++m1KlSqVZr3v37nybCzUopZMpIWy2bYMnnoBPP4WqVWH58vzd/7FjULOmqeJree01E5fNmGGPeQGoUQOocR9wX/7m0dHZs5ylJADJyTBiBCxcWMx05lRQAlylYOpUaNDAVDsfOtTTORJCCCFuCFHTotLN6xnck6caPUVCcgIdv03fqWS/8H70C+9HXEIc9/1f2nuUZf2WZbrPxMREwsPD7dMjRoygW7duDBw4kD///JOaNWvm2ji1ANu2bWPNmjVcunSJ+vXr06lTJwA2bdrEjh07uO2227K1vapVq7JlyxaGDRtGv379WLVqFUlJSYSEhKQJZAF27NhBw4YNXW7nhx9+YMuWLWzdupW4uDgaNWpEC2vUDMe8LVu2LM30lClT8Pf3Z/369Vy+fJlmzZrRrl079uzZw4IFC1i7di3FihXjzJkzlCpVikmTJjF27FgiIiLS7P/48eP85z//YePGjZQsWZJ27doxf/58unfvzqVLl2jSpAlvv/02w4cP5/PPP2fkyJFp1l+1ahUNGjSwTw8ePJgmTZoQHBxMs2bN6NatG7/++mu6446IiEi3rZyQAFcImz/+MI1dy5SB8HAT8F6+DEWK5M/+mzWzDwtks3ChGff2llvSJp07F+Lj4bEHE0weS5bMnzw6UorAqNv4tfN2EmuGXhutqCBVBS5WDG6iQdaFEEKIm5mtirKjLVu2cNttt1GrVi0AHnroIaZMmZIr++vWrRu+vr74+vrSqlUr1q1bR0BAAI0bN852cAvQtWtXAEJDQ7l48SJ+fn74+flRpEgR4uPjCbD1FJqJv/76iwcffBBvb2/Kly9Py5YtWb9+Pbfccku6vDlOL1myhG3btjFnzhwAzp07x759+/j999/p378/xaz7TOeSU2fr168nKiqKsmXLAtCnTx9WrFhB9+7dKVy4sL0Uu2HDhvz222/p1o+NjbWvC/Dwww/z8MMPA/Dmm28yZMgQfv75Z6ZPn06VKlUYN24cXl5elCtXLk2V6ZySAFcIm2XLTAnqrbfCY4+ZV35y7o0Y06TV3z990m+/hX37NI8NLm3a6777bj5k0En16vgt/ZF2DrNSUuByv6cpXufW/M+PK4cOwT//mBLc3bvh6afhgw/A6Umlx+zYARMnwptvQvnyns6NEEIIYZdRiWsxn2IZLi9TrEyWSmyvV6FChUhNTbVPJyUlZWt9pZTL6eLFi+dof0WsQhEvLy/7/7Zp5zaywcHB9kA0O5zz5jittWbixIm0b98+TRpXpaU55ePjYz9P3t7eLtv++vr6cu7cuXTzjx8/zrp163jttddo2bIlf/75J6NHj+aPP/6gbdu2JCUl4etQkzGnpA2uEABXr5oqyVFRntm/1uDwhQmmI+JRo0zWnJUsCfHxCmrX9mhHU/v2mdLkpCRTTblJExh5aQRYT+k8bvp0uOMOE3lfvQorV8Lhw57OlZGYaMYMnjIFWrY0VdSFEEIIkcbtt99OTEwMBw4cAEzbUJvAwEA2bdoEmKq7f//9d7a2vWDBApKSkjh9+jTLli2jUaNGGaavVq0au3bt4vLly8THx/PHH39k82iuueuuu7h8+XKa0uht27axcuVK7rzzTmbPns3Vq1c5deoUK1asoHHjxplus3379nz66ackJycDpi3spUuXaNu2LVOnTiUhIQGAM2fOAODn58eFCxfSbadx48YsX76cuLg4rl69yqxZs2jZsmWWjy0oKIj9+/enm//qq6/ae1ZOTExEKYWXl5c9X3v37rX3eH09shTgKqXKKaV6KKWeVko9qpRqrJSS4FjcPJYtg3PnzLiuYOr/hoTAl1/mz/7/9z/TdvWHH+yzZs40/U15e6dPHhBg+k4iONhzQwV98w2LmozmvvtMrObjY5oPb9qk4fx5z+TJ2dGjULasObcFrQMsX19Tevv553D8ODz+uKdzJIQQQniUrQ2u7fXSSy9RtGhRpkyZQqdOnWjQoAHlypWzp7/33ns5c+YMwcHBTJo0idq1a2drf2FhYbRq1YomTZrw6quvUqlSpQzTV6lShZ49exISEkLPnj2pX79+jo4TTGnxvHnz+P3336lRowbBwcGMGDGCChUq0KNHD8LCwqhXrx533XUX7733HhUqVMh0mwMGDKBu3bo0aNCAkJAQnnjiCVJSUujQoQNdu3YlIiKC8PBwe8dc/fr1Y9CgQfZOpmwqVqzImDFjaNWqFfXq1aNhw4Z069Yty8fWokULNm/ejHboCHXz5s0A9ra5vXv3JjQ0lFWrVtmHB1q6dKm9HfT1UDqDHliVUq2Al4BSwGbgJFAUqA3UAOYA47TWBeRu1oiIiNC2HsCEyJJVq+C992D2bBMMpaaaAGTo0Pyp/vvHH9CmDSxdClFRaG1qSrdsaQJdZ2+9ZTqguvLyKHzGvGXa4RbK5xYH777Lay9dZrR6lZQUhZcX3HMP7F12nB2Fwk3jYU/r2NFUUd64ERISoHhxeOcduI5hB/LEgw/Chg2mSFwIIYTwgN27dxMUFOTpbGRq2bJljB07lkWLFnk6KyIDzz77LF26dKFNmzZZXqdFixYsWLCAkk59y7i6NpVSG7XWLtucZXZH3BEYqLVOV6dPKVUI6Ay0BeZmOedCFETNmsGCBdemvbzM0DL5NVSQrUF95coAHDliZrkbV9zWR8G50tUpk5pqEletmg8ZdXD2LGe9quB/y7UenkuXhtNX/OD8GVPt2qltS747ehRsHTEUK0A9PI8ZA9u3wzffmJP35JMFI19CCCGEELng5ZdfZu3atVlOf+rUKZ577rl0wW1OZBjgaq1fzGBZCjD/unMghKetWgXVq0PFimnnV62af+01be0vraoxf/5pJt0FuI89Bo88An7HGkOhCeBirLc8d/YsZ30iKFnyWhBbujScTiqGvnoVde7ctUjcU44cgTvvvDbdooUZa9jTZswwVadtTwbsXVALIYQQIiNRUVFEearPFJFl5cuXt/cqnRVly5ale/fuubLvbNVpVEo1AUZhqilP0FrPy5VcCOFJQ4eaqqvLlqWdX60aLFmSP3k4dsx0l2z1hHf0KNStC+6adthHE7rldgi6PX/y6OzMGc54l00zQtGdd0LCxr2k/F4In9OnPRvgag1z5pB4S3mKpFqxZC72Iphj+/ebdtMffnht3pkzZliqiAjPPKwQQgghhLhJZNhRlFLKuTXzc0APTNXlN/MqU0Lkm9RUE2y4iiRbtIDWrU2glNfuvNMM92MZORK2bnVfw/foURg+3Opfas8eiInJ+zw6a9SIjx5ax9Sp12Z16gQfPXsAH1I8X+VWKWjdmldmheDvD4MGmR6fPc5WFd6xs4a//oJWrcxQRkIIIYQQIscy6wl5slLqNaVUUWs6HrgPE+QWqI6lhMiRv/82XQC76pK8f38zzEx+tCPt2dOMhYrpzBky7jMqNRXef9+MekPTpmD1hpevhg+n5mcvEhaWdnZSzRCSXy0A47oePgxz5xKzL5ny5c0oUBOfOwhWT30es3KlGd7JcQB527kqCB1zCSGEEELcwDIMcLXW3TG9Jy9SSvUFhgJFgNJA7lSSFsKTbGPIWgFuUhJER8PFi9ZyrV0PRJvbTp2C1FTOnjVZee65jJNXqQJ+flb287OtsM2FC5CczJdfgmP/AWvWgG9QIH9EvmqqeHvSH3/AffcRczCVOnXMiEqnLhQFa7w8j4mIgD590s6ztQv+55/8z48QQgghxE0k07FstdYLgfaAPzAP2Ku1/khrfSorO1BKfaWUOqmU2uEw732l1B6l1Dal1DyllMuGekqpGKXUdqXUFqWUjPsjcp9tDNm6dQEzgkyzZtZoLceOmTak06blbR5SU6FSJa6MeJ177jExzr33ZryKUiZg81iA+8EHaP8AnnpKOw7dS6lS5u/pIwmmjrUnHT0KQExsYQIDTQdYcZdvMe1d86PauTsjR5oxnhzZAlwpwRVCCCGEuC6ZtcHtqpRaCvwC7AB6Ad2UUt8ppWpkcR/TAOc6gb8BIVrrMGAvMCKD9VtprcPdjXMkxHXp1w9++cUUh2L6lPL3h1q1MNVGExLgwIG8zcOpU5CSwrs7O7NsGUydaoLszISEmABX31rF9Bacn9auJTEwiCtXVJpOpkqXNn/jPpsLd9/t2UDy6FHOlanB2bPKHuDaeni21wPPbwkJkJycfn7x4uYlJbhCCCH+xby9vQkPDyckJIQuXboQHx+fZnl4eDgPPPCAfbpHjx7Mn39tUJc6deowevRo+/S9997LDz/8QEJCAn369CE0NJSQkBCaN2/ORXt1PdemTZvG4MGDM0yzbNkyoqOjs3OIAGzevJnHHnsMgLlz5xIcHMydd97Jaav/kgMHDtCrVy97+itXrtCiRQtSUlKyva9/o8xKcEcDdwM9gXe11vFa6+eBV4G3s7IDrfUK4IzTvCXWMEMAa4Bbs5VrIXJLpUrQvj1gat2uXw+DB5tC2/sfLGSq2eZ1gGsNEbQ5rgp166avvepOSIiJH8+Vq2VKJS9dysNMOtAa1q3jbL0ogDQBbkCAKV0+Xe52iI31TOdXNkeOoCtVZtQoaNnSNHkNrhxPAsU81wHW55+bXpLPnEm/bM4c0xOWEEII8S/l6+vLli1b2LFjB6VKleLjjz+2L9u9ezdXr15l5cqVXLLueZo1a2YPME+fPk3x4sVZvXq1fZ3Vq1cTGRnJhAkTKF++PNu3b2fHjh18+eWX+Pj4XHd+cxrg/ve//2WI1bnoxIkTWb9+PU888QQzZ84EYOTIkWkC9cKFC9O6dWtmz5593Xn+N8hsmKBzwD1AMcBed05rvQ94wN1K2fQo4O7d0sASpZQGPtNaT3G3EaXU48DjAFWrVs2lrImbWnIyfPIJdOwItWqxcqVpbtuqFfz+u+nsNjWqJl55HeBaPecmFfajSpWsr/b006bjZfW/uyE8ELy98yZ/zg4cgNOnOVunCZA2wPX2NtWUT/tZHSitWpW2M6X8dPQoAdWr8/rrZrJxYxhYdzf8Nyp/Og5zZcsWc4JsdbkdebrzqxvJ2bPwxhvw6qvXqg0IIYTINUOHmp+s3BQeDuPHZz1906ZN2bZtm3161qxZPPzww+zevZsFCxbQu3dvIiMjGT58OADR0dF06dKFn3/+Ga01MTEx+Pr6UqFCBWJjY6nm0DdInTp1XO5z6tSpvPPOOwQEBFCvXj2KFCkCwMKFCxk9ejRXrlyhdOnSfPvttyQmJjJ58mS8vb2ZMWMGEydOJD4+Pl268k6dbl64cIFt27ZRr149ALy8vLh8+TIJCQn4+PiwcuVKKlSoQK1atdKs1717d0aMGEGfrJaE/ItlFuD2AB4EkoHeub1zpdQrQArwrZskzbXWx5RS5YDflFJ7rBLhdKzgdwpARESEB+tFihvG/v3mG7x0aahVi927oWhRiIw0bXCTkyG2Qn0qr5+ct/nYvh18fFj8R1F0NkamtveyfPvt5pVfrI65zlY2HXM5Brhghi+qU6sk/HKLCXAfeij/8ubohx84eUrBSShb1oppmzWDn37yTH7A3C2Eh9sntTa1y6tWtZYdOQJdungufzeKH3+ECRNMh2ErXP4kCCGEuIFdvXqVP/74w16NF2D27Nn89ttv7Nmzh4kTJ9K7d28aNmzIjh07uHLlCtHR0bRs2ZKDBw+ye/duNm/eTGRkJACPPvoo7dq1Y86cObRu3ZpHHnkkXQAZGxvL66+/zsaNG/H396dVq1bUt4aRbN68OWvWrEEpxRdffMF7773HuHHjGDRoECVKlOCFF14A4OzZsy7TOdqwYQMhDqN3jBgxgjZt2lCpUiVmzJjB/fffz3fffZfunISEhLB+/frcOcE3ucxup5O01hMzSqCUKqG1zrgSu+v1+gGdgdZau26op7U+Zv09qZSaBzQG5G5G5I5ffzV/g4MBeP55ePxx8PW91gHwodDOVK4MpKRkPG7P9ejY0VSV9vEhu+WKTz8Nlcpf5ZWmf5ooyc0TyVwVHAzjxtG4czn27YOKFdMuNg9SvWFyE9MltafUrMmYT+Czz0yv2Hv2mJGf3h2jabH8LRgwwJz3/HLliunUzCqp1dq8f59+Ct98Aw+t+MQEbidO5F+eblSHDpm/vXP9uasQQgiyV9KamxITEwkPD+fYsWMEBQXRtm1bwASFZcqUoWrVqlSuXJlHH32UM2fOUKpUKYKDg9m0aRNr1qxh+PDhHDx4kOjoaDZv3kwzq1OT8PBwDh48yJIlS/j9999p1KgRq1evJigoyL7vtWvXEhUVRdmyZQHo1asXe/fuBeDo0aP06tWL2NhYrly5wm1uaqdlJV1sbKx9HwBt27a1H+f06dPp2LEje/fuZezYsZQsWZIJEyZQrFgxvL29KVy4MBcuXMDP6jtGuJZZG9wFSqlxSqkWSqnitplKqepKqceUUr+SvgOpTCmlOgDDga5a6wQ3aYorpfxs/wPtMB1dCXH9fvgBXngBWreGsDB7X0i27wtbLfdDtzYzXSvnVXAL0KIFJx8YQvfu2S+M2rEDFv+iTDvib91VhMhltWrBc89RpGIpatY0fSM5unTJalY8dixMzuPSb3dOnIDx44nZlUBgoCm99fY2wxgdij4GY8ZAkyb5MwSUzY4dplqAVSXpv/81wS1A586YnpSt4aJEJvbtM2NlSZtlIcTN5sKF/OtTowCytcE9dOgQWmt7G9xZs2axZ88eAgMDqVGjBufPn2fu3LmAaYe7YsUKLly4QMmSJWnSpAnR0dFER0fbS3ABSpQowT333MMnn3zCQw89xOLFi7Ocr2eeeYbBgwezfft2PvvsM5KSknKcztfX1+X8hIQEpk2bxtNPP83rr7/O119/TfPmzfnW4f7u8uXLFC1aNMv5/rfKbBzc1sAfwBPATqXUOaXUaWAGUAF4RGs9J6NtKKVmAauBOkqpo0qpx4BJgB+m2vEWpdRkK20lpZTtaisP/KWU2gqsA37SWv+S4yMVwubiRVNttlEjmD8fvL0ZP950+puYaJJUq2Y6cSpUCDh/Pu963U1IgOhoDv0viQULTNPC7AgOht17vKBy5WulWnnt+HHYu5dVq+D9903BpKPBg6FpUyA01PrHA7Zvh2HDiDl4lcBAM8vWVPO0762meuuRI3DwYP7lqUIFePNNaNmSU6fMSEG9epl4NiAA02t3aqrrDqhEWvHxULs2bNwI0uGGEOJmMnWq6YwwPDz9D+y/SLFixfjoo48YN24cV65c4f/+7//Yvn07MTExxMTEsGDBAmbNmgVAZGQkn332mb1Na1hYGGvWrOHw4cP2qsCrVq3irHWTdeXKFXbt2pWmTS7AHXfcwfLlyzl9+jTJycl8//339mXnzp2jcuXKAHz99df2+X5+fly4cCHTdI6CgoLYv39/uvnvv/8+Q4YMwcfHh8TERJRSeHl5kZBgygJPnz5NmTJlcqVzrJtdVsbBXay17qO1DtRa+2utS2utI7XWb2utM61Lp7V+UGtdUWvto7W+VWv9pda6pta6ijX8T7jWepCV9rjWuqP1/0GtdT3rFay1zlKvQWEr0gAAIABJREFUzUJkKjUVRo+Gjz+GEiVITTUlaRcumOrJYH5btm+H+zteMuMGOfTil6s2boRmzTi2xIzHa30nZllgoAmKL9waBH//nfv5c+W996BRI5YsMdWRnfu2Kl0a4uIwY7rOmOGZKre2MXBPFrMHuAEB4OVldaBsawe7fXv+5alSJdMpUsWKLFxoLsPhw03p8sSJ0OHL+0w6GSoocwsXmuG9vvnGtCsQQoibha351Natph+Lf7H69esTFhbGO++8Q+XKlank0KyoRYsW7Nq1i9jYWCIjIzl48CBNrYfqhQoVoly5ckRERODlZUKdAwcO0LJlS0JDQ6lfvz4RERHce++9afZXsWJFRo0aRdOmTWnWrFma6sujRo3i/vvvp2HDhpQpU8Y+v0uXLsybN4/w8HBWrlzpNp2j22+/nXPnzqUJjI8fP866devo3r07YEqCGzVqxOTJk+ltNcdZunQpnTp1up5T+q+Rh/UuhSigbrkFnnvOPvnnn6bGo6233TSKFzcla3nVk7LVO+CxItWB7Ae4tqrUR8o2oO6WmbmZM/fOnYOAAM6cMbG/qwA3MRESd8fg+/DDsGgR5PcX8pEjXKAEZ89528+Rl5fpvDguDqhb10SWO3bAPffkfX5OnDD1o9u3B19f2rQxQa3VdwX//AO/by9PKgqvkyft7cJFBgoVMm0KLl40DZo91TO2EELklsuXYdkyeOQRmDkTfv7ZDO3wL+I8Nu3ChQsBeN3pJs3b25sTDg/QnbvzWbZsWZrpvn370rdv30z3379/f/r3759ufrdu3ejWrVu6+bVr107T07MtbWYeffRRZs+ezYABAwCoVKkSPzl0gnn//fdz//33p1ln5syZjBkzJtNtiyyU4Apx01m8OM04qF98AWXKwH33pU328svQrh1Qo0beBbjbt0NAAMcuBeDtbZphZkeNGqYwMqlCoGn4mh/VmeLjwd+fs2fT96AM5lyCVRUYTJXm/HbkCN7lyvDFF6YPL5tWrUzTTYoXh65d82+ImblzoUcPOHwYMA8mBg++FpOVLw9XU704/csGiIjwbOdcBd22bdC9uxleq0QJUxTupi2UEELcUP76yzRduvdeuPNOU1NF3JSefPJJ+xBEWXHlyhW6d+9O7dq18zBXNw8JcMW/y4kTpjTxiy/ss1avhrZtwfl75tIls0zXqGmKePPC9u0QFkaRoor69bM/lG2jRrB5MzR4uQOsXZs/Y+HGx0NAAAcOwK23pl9sixnjlNVDYGxs3ufJ2dGjFKtSmsceM02Bbf7v/8yDC8C0v3766fzJz/z5ZiinOnVYswZmzTL9TdnYhsj7p3ID0wa3Vau8a/d9o9u61QxSrZQJcPl/9s47PIqqC+PvJCQkgVBCJ4SEXlMoEnrvCEhRVFABFUEUEZSiKPVTUVCkqigKqIhSFKRJ7y2NQAIJLQkpJCGk9+ye748zs7tJdpPZllDm9zz7bHbqze7M3HvuOec9YC+ugoKCwuPO4cOAnR33AUOG8BihPPpQBavj4OCAV155Rfb29vb2sjzQCowsA1cQhK1ylikoPPIcPcrv/fsD4MjGqVOBF18svqm7O4+bk5v7shcyIcHy7bl5E2jRAgsXAmaVNvPwYM9fGRm4BVVcEBLCQsRFadeOywvUdbPjArTl4cHdsQP3NvwLPz+u8GQQIkB/lTLLkZfHs/JieaCNG9mu1o2olQzchARwPdy8PPZQKhQnPJzjzRs31hq4OnlMCiVw5gzg6wuEhpZ3SxQUFPQxbhxXRKhcGejalcPInmJFZQUFU5Gbg1soIUwQBFsAHSzfHAUFK3PsGCdiismPggDMn69/U0lcL6r1YLisXw/Y21u+PX/9xe0xgzFjALf6BVjVbguXoOlg5Vtz8WJUcHJC4k6OpCpKo0bAe++JH+rXLx8Dt1Il/HqkEj76iMcGUpWnxYuBffuAS5cAHDnCX97Jk1rRKWsQGMghtN27A2BdsU6dCleeatCA7Y4KFcDy3QAbIfpmEJ52bt7km9PenusrBQUZn7z+tHLtGl/8f//N135QUPHQFQUFhfKjXTutOEPXrlrBKQUFBaMo0YMrCMJ8QRDSAXgJgpAmvtIBJAD4p0xaqKBgSSTrQlTVi41lgR99TjypNvcdNAamTRNruViYXr0AT0/06gX88INph0hIAAKv2LKa7O7dlm2fPkaMAPr3R8WK+nNwARYxvnwZwB9/lH0t3MxMYPZsxAQmoFo1wMmp8KrgYPH3rl+fS0Bds3J57YsX+b1LF+TmAiEh2vGLRJMmrEHVsyfYG1+xouJlM8TNm1wiCOB4eG9vxUiTy82bgIMDJ8rfuKEodisoPEoQcfqFWAVAQUHBdEqrg/s5ETkD+IqIqogvZ7FUkAG/l4LCI4oe6+Lzz4GmTfUbuE2acApMlSrgeqlnzli2PXfvAtu3IyMuHadOGV8DV8LdHbgXLbB6UkSERZtYDCLg5Eksmp2O5csNb/bWW8DEieC8Ux1Z/zIhKgr4+mvE3M0t5tirUYMvg6wsAM2asRfQ2qWC3nkHCAsD6tdHSAiHTBc1cAtha8vfmxKirB8XF04+B4DERGD9+rKtZ/w4c/MmP/Cke1LJ7VNQeHRISGABvV27tMs6dAA++KD82qSg8JgiKweXiOYLguAqCEJXQRB6Si9rN05BwaLY27NXbNo0zaJr1zgi1EbPnVC1Kgsu9+8PYN48wNLJ/YcPAy++iJgbnD9oapRlw4Y84atyb2z9Wrjp6UDv3vh5EyEw0PBm3bvzV510PJhnEVQq67ZLl3v3AAAxGdWKfaeSwvODB2Ahj1atWLTImtjYaDyOkrNYn4E7aJDOOObll1lBU6E4hw8DS5fy33FxnNBc0sWooOXmTZ7YqVePP5dHjWoFBQX9SP23FD4GsB7DrVvl055ywtbWFj4+Pmjbti2GDx+OlJQU+Pr6wsfHBw0bNkStWrXg4+MDHx8fREREwMPDAz2K9JfS/rrMnDkTrq6uUKvVZrexa9euRu8zc+ZMnDp1yuxz6yMuLg4DBw7EiRMn8Oyzz+rd5sUXX8RNawmmPoLIFZn6AsBZAAsAfCi+lCklhccLQeDBnZsbAHZGXr2qTXk0hFoNoH177nxMdbPqIzISsLXFnUxWGJJyfo2lYUNW5I2v6219D25KCmJRD1EpVUpMDxXTTXHuz2iWLbaGQJchxPCumGRHvR5cQKdKVLt2bBxZS2gqOhp4/XVNuPErr3A1pyZNim+amMhRowCAOXN4UkVBLyoVp6apHBWRKaPw8eG0iLp1+bPiwVVQeHSQDNzGjbXL3Nw0k7ZPC46OjggKCsK1a9fg4uKCdevW4eLFiwgKCsKSJUswbtw4BAUFISgoCB4eHgCA9PR03BO/p+t6op/UajV2794NNzc3nDx5stQ2FJSoTgmcM7KUX1JSEi5cuICePa3jGzx48CAGDRpU4jbTpk3Dl19+aZXzP4rIFZkaBaAFEeVaszEKClbl9995NnTiRACcfpaUVLiMTFFmzmRRopvrReGmwECgb1/LtCcyEmjQAFeusfJxSe0oibZtgeHDgbx67pxUnJPDeXbWIDUVgWD3Y6dOhjd75hl2mJ++3wzDAW6X5DWyNmInt3mTGi51C69q3BgYOVLn6xk9ml3nBQXs0bU0+/YBmzZxmDJ4jsVQxHadOkVSIrOz+d3R0fLtelwJCwNefhl7x2zFqI9bY/a0ulgBKGWC5LJtG7/n5wP9+rHKuYKCwqOBZOCKRhsAViD08yuX5sycyTp0lsTHh6ssyKVLly4IDg4udbsXXngB27dvxwcffIBt27bhpZdewtat2mIvJ06cQJs2bTBu3Dhs27YNffr0KXaMX375Bbt27UJGRgZUKhX27duHkSNHIjk5Gfn5+Vi2bBlGjhwJAKhcuTIyMjJw4sQJLFq0CDVr1sS1a9fQoUMH/PrrrxB0yyQA2LlzJwaLlRQAwMPDAy+99BIOHDiAChUq4IcffsD8+fNx69YtfPjhh5g6dSpOnDiBhQsXolq1arh69SpeeOEFeHp64ttvv0V2djb+/vtvNBFnyw8ePIiFCxciISEBGRkZGDt2bLH29OjRAxMnTkRBQQEqVJBr/j2+yK2DeweAFUZ/CgplyJo1wM8/az6GhfF7SYZl1aqc3pfXtj0vCAiwXHsiIwF3d1StyhVkTNWw6t4d2LMH8FgwgUMOrSm4k5KCB+A437p1DW/m4MBVi87cLgdPUVISUKcO+g+1R/v2hVd5ebGAbOvWYtT08OHAsmWWN26JeHQwbRrn03p6Qq0GXnuNxZv1UcjAvXkTqFSpcC6WAru/AwIQHsnX+MoNTghDc8XAlYNulIKdnVZFXEFB4dHg7l2gdm2gUiWsWCEal25uHN6Tk1PerStzVCoVjh49ihEjRpS67ZgxY7BL7C/37t2L4cOHF1ovGb2jRo3Cvn37kK9biF6HgIAA7NixAydPnoSDgwN2796NgIAAHD9+HLNnzwbpifYKDAzEqlWrEBoaijt37uDs2bPFtjl79iw6FKlw0bBhQwQFBWkMzx07duDChQtYuHChZpsrV67gu+++w/Xr17F161aEh4fj0qVLeOONN7BmzRrN9xQWFobWrVuX2B4bGxs0bdoUV6ydlvWIINeEzwIQJAjCUQAaLy4RzbBKqxQULI1KxfK5b76pWdSzJ7BkCYoZQbo0acIhyhHpNdC8enXLhgBHRgK9e2PatEJpwSZDLjVQZNLQ8qSkwB55aNIgB9Wrl+wlXrsWcMnNALqgbEsFrV6N+7O/wvndQO/e+pWed+5kbaIjRwAhIx1ITeWZcksREAB8+y0weTK/V6iAm2HAli3cJn3UqcOR3ESA4O7OYlOKknJhEhMBAC+MUaGSF7BgAWFmyrc4kGFhAbgnkfXrgf/9j/MypFh9BQWFR4cFC4BJk3D3LvDhhxyddfXrzpzmYs3ILAMY42m1JNnZ2fDx8UFMTAxatWqFAQMGlLpPjRo1UL16dfzxxx9o1aoVnHTKJ+Tl5WH//v34+uuv4ezsDF9fXxw6dEhvruqAAQPgIpZuJCJ89NFHOHXqFGxsbBATE4P4+HjULTK736lTJzQQxw9SXnB3KU9LJC4uDrWKRMxIhrunpycyMjLg7OwMZ2dnVKxYESkpKQCAZ555BvXE6LcmTZpg4MCBmn2OHz8OALh48SJ8fX1ltad27dqIjY0tZmw/icg1cPeILwWFx5PwcJbObdcOajVHpNrbA598UvJuTZvy++3bQPO9ey1rBJ08yU4VgtmGadu2QL9uOfi23hfslbTWw+uZZ/DSrgK81DcXqFpyZ9uuHYD8mvzPlXEt3HP+FTFmDNuZ+gxcf38uiRwbC7j26cCu3R07LNeAkBD+vxcvBipznqhUzrBIv6ehfXsu65qXB1SsaM+zK5qkXAUAGgPXw6capg8EatUS8OB6e2Bml3Ju2GNAeDiXxZLqbk+axJNsx46Vb7sUFBQYd3fA3R0HN/DHHTsAtBgAyDDwniSkHNysrCwMGjQI69atw4wZpfvTxo0bh+nTp+OXX34ptPzQoUNISUmBpxiul5WVBUdHR70GbqVKlTR///bbb0hMTIS/vz/s7Ozg4eGBHD2e9Io6UXO2trZ683cdHR2L7SvtZ2NjU+gYNjY2mmMUXa67j7TNgQMHCoU/l9SenJwcOD4laU9yVZQ3A/gTwAUi2iy9rNs0BQULIsUjt2kDf38e44mTXyUiiQHdugWgWzfTlaD00agRrqQ1gosLcPSoeYeyswNu3RYNqvPnLdM+fdStC4waxbHbpRATA6z5zg6xfrHAxx9br01Fee01xOznEBxDytRSX3D1KriOqqVVeF99lQXJdCZEdu3iiYhmzfTvMm4cD2g0fZOHBxsgCloSEgBBwK8HayIsDHjhBeDthbVlXY9PPVKJIGk2jeipU2dVUHhkUak4jerGDRw4wELKUrlvqNVc3+4pw8nJCatXr8bKlStLFX0CgFGjRmHOnDnFxJa2bduGH3/8EREREYiIiMDdu3dx+PBhZGVllXi81NRU1K5dG3Z2djh+/DgizeiPW7VqhVtWet4ePXoU/fv3l7VteHh4MXXpJxW5KsrDAQQBOCh+9hEEQfHoKjw+SCq+7u44fBjIzATatCl9t9q1gbff5pxN+PuzYJAluHkTWLkSV06nISXF9BJBEo0aAXdj7bkkTSGlIgsTEoJFE27h5ZdLVx2OigJmzACuxNe1joCTPtLTgS1bEHs7G3Z22rJARZHyroODwa7mO3c4TNmS6BhdCQnA6dM8NyAbd3fFwC1KvXpI7/ccXnnNBrt3c+rt3eV/grb/Wd4te/QJDeV8cIm6dTln31oK4goKCvKJjgZmzEDusbM4downYV9+GVi6MJ+FBt97r2zL7RmCiKNByignuF27dvDy8sI2SSCvBJydnTF37lzY29trlmVlZeHgwYMYNmyYZlmlSpXQvXt37N27t8TjjR8/Hn5+fvD09MSWLVvQUvf5aSTDhg3DiRMnTN7fEImJiXBwcICzs3Op28bHx8PR0bFYiPUTCxGV+gLgD6AqgECdZdfk7Fserw4dOpCCQjGys4nUaurVi6hdOxP2//hjIltbooIC89uyeTMRQLMmPSQHB6L8fPMON2sWkaMjkbpWbaI33zS/fYaYPZtG2uwhL6/SN42IIAKINk65RPTZZ9Zrky6hoUQAvdL9Drm7l7xpgwZEEyYQ0f793NCTJy3Thlu3iAYOJPL31ywKDORrLjDQ8G43bhDVqEH0xRdECQlEdOgQ0cqVRGq1Zdr1hODvzz/Xzp18WQFE2YNGlnezHm2io/mL+uYb7bJVq3jZgwfl1y4FBQVG7Ice7D5F06YRHTtG1LcvUZs2xB0DQDRuHFFkpFWbERoaWvIG2dlEly8TxcURpaUR5eVZtT1PEt26daPk5GSLHnPr1q30+eefy9r266+/ph9//NGi5y9L9F2bAPzIgC0oV0U5n4iKujfMr5SsoFCWODggI1PAuXPGpbQQsTcS9evzDKqYB2gWomcuOLIK2rQBzFVsb9SIq8rE12htXQ9uSgpSKtSQpfgsVQWK8YsDVq+2Xpskfv9dE3t8L6dmqenSY8aI5QYld+7Vq5Zpx8mTwH//FRIE8fHhfGAfH8O71a7NKZLz5nFofHaPgcCsWeYnaD9hhIfze/PmgDRpnZ6qdEclQgTMmIGUTgMxciRHpRxJ9OZ19++Xb9sUFBSAw4eBihVRY2AHrF8P9OkDDB3Kcg6xdUUlzDNnDIs4lBVpafzu6MipX5aOfHqCWblyJaKioix6zAkTJmDevHmytq1WrRpee+01i57/UUaugRsiCMLLAGwFQWgmCMIaALKrHAuCsEkQhARBEK7pLHMRBOGwIAg3xXc9UjCAIAividvcFATh6fllFCzL/PnAhg04eZJLQIpCdLJYtowNyEwXN15gCcGkyEigbl3cCLeVFSpdGp068aCVatUGHjww/4CGSE1FiuCiV7ipKPb2XGYzFvXZ6JaRQ2MWP/3Ene6//2LjNmesX1/y5qtWccoyXF2B774DZOawlMqZM6xS26oVAJ4TycsrfTdJpHvZMo60DgtVsbrZw4eWadeTQK9eCF99EILAkwAaAzdNCbMtkQYNgG+/xdnk1tizB9iwAfj6ZAeuW1XGyqwKCgp6+O8/oGdPxKU6afoLLy9+v93tVeD991la+d49FrgoL9LSuHMXxRNhoNyOQnF8fX3hJf2o5cCkSZOeivq3EnIN3HcBtAGXCPodQCqA94w4zy8ABhdZNg/AUSJqBuCo+LkQgiC4AFgIwBdAJwALDRnCCgolsnUrcPkymjdn5eRu3eTv6u3NGg9B6aLilCU6l8hIUEN3TJjAyrnm0qkTsG4dUO/AJk72tBYpKUimarJr9rq6AjF5tdiDZE3PMsBKXTduAMOGoWlT7eCgJIiAApUAvPUW0KKF+W0g4pn4nj01nlc/P07HlSNqVr8+8Nxz/Hfo2WQWBdq50/x2PSmEhCD8gQsaNuS5DGmMlZ6heLlLJDQUyM/XeL/v3wf2nXIGfvlFq6RXHsTFAStWPJU1PhWeYtLTWTZ/jyhl8/AhC74NHIg+fTj3FgAaNuT3qJ4TgK+/Bjp35gUXL5Z9mwHu39LTgSpVuIydra1i4Co8ssg1cIcR0cdE9Iz4WgCg9MrLIkR0CkBRN8RIAJIS82YAz+nZdRCAw0T0kIiSARxGcUNZQaFk8vPZ69qwIZo149q3xjgtpIo7/nH1+Q9LeHCjoiB4uOPzz4Hnnzf/cAA7SNNUlVhoylqkpKBN1XsQ64mXyt69wLaPxcCNuDjrtUuH1FQWo7x9u+Tt7txhr+mff4J/0127zBfcuXaNxUJ0BC3OnuXxu1x9iubNgaAgYPTkajyAUISmGJUKePgQ3448hn37eJHkwc3IVAxcg2Rl8SzdokUID+drvnZtcf6FqHwHqIsXs1cqNJTvweXLlYgFhSefqChW7h85kvtFFxfg4UOo35iCu3fF1BkAbm6cTqWZUPbxYe+pNSsllER+PgtGSg9eOzt54UkKCuWA3JHwfJnLjKEOEUkj3vsA6ujZxhXAPZ3P0eKyYgiCMEUQBD9BEPwSLZEjqfDkEBMDEKHAlRWUjU0ZqV8fqFMH8L9VhQdiEyaY36YrV5C5YgMyMsw/lESjRsD7L90H3niDB7XWYONG7D9sjzlz5G3eoAHg3LQOG93WDJ1euBDo2xcgws2brN5cWkptgwb8NQUHA/j7b07KNdc7n5kJ9OihrUMEjlhu3Fibk1wadnZsjzhUrsAucMXAZZKSACLU8HDWhPW3bg18uzwHHmd+Ld+2PcpcvsyzX1264PXXORo/MJAjHC7WHg4MGVI+SspEwL59gK8ve7OIOAH9nXfKvi0KCmVJmzbA9es80z5qFNeHc3JCbEYV5OVpDVwnJ45c1syXVqzI98qFC+XTbnt7rnUn1dK2s1M8uAqPLCUauIIgDBHzbV0FQVit8/oFgMUS6kQlLLN6WCL6gYg6ElHHWrVqWahlCk8EYlL/dWqJgQOBf/81bndBADp2BPwDbDivUqcQuMk4OOCP/1zg7Gw5+8XNDbh7hzgX1VrCMT4+bH3J5OJFYO729sjPzCtk9FmcM2c4dEoQcE+cEnNzK3kXe3s2kIKCwJ02wB5Yc+jcGTh1SlP3icg0XZBjx4D//Q9cKsjCohSPLQkJKIAtlp3qCT8/XtSgATBjjgNcW5ZeIuGpZft2nmDq0gUdO3LtYDs7ngCKfHY6h/b/8EPZt8vPj6Mdpk3jz66uwJw5wLZtwIEDZd8ehaeTf/4BVq4s+0meli15tun6dQ4rO3QId+7wKsnAlSjUtEWL+FWWqFSs7ifV4pWED11dS+9oTcDW1hY+Pj6aV0REBLp27QoAiIiI0NRxDQoKwv79+y1+fonevXvDT+psFB47SvPgxgLwA5ADLhUkvfaAw4fNIV4QhHoAIL4n6NkmBoDu3dNAXKagIJ+MDKB2bfgneQDQhhwbw8yZLP6DP/80vxZuWBgwcyYigpJha2t+DVyJRo2Au8li7VVr5Lvm5iLqi9/RummeJkS0NIKDgS9X2CAuwdby7ZEgYpdUu3YAINvABXgyPCAAoDYWMHCzs4uFB9y6xaLbxhq4J08Cn34K5DRoqnhwJSpWxINnJ+GTPz1x6RIvKigAQn4NROL0RUoepz78/YHvvwemT0e2Uw3s3cvXoxRNEOc9iGMgZ80qezXlXbs4BH/4cO2yJUt4EvE9YyQ+FBTM4LffgA8+EEN5wC5TyZCzFj178rX+2mtASgpw4gTQv79eA3fqVNbY0DBoENCvn3XbV5TkZBaXyswsvLxyZa0QggVxdHREUFCQ5uXh4YFz54rr2ppi4BZYW+xS4ZGhRAOXiK4Q0WYATYlos85rl5gTaw57AEiqyK8B+EfPNocADBQEobooLjVQXKagIJ+hQ4H4ePjH1kPlypzjaCz9+4viP7/+an7Jm6Ag4Ntvcfcue6BMFrU7e5bD+Xr2BHr1wlsR8yEkspfLKgZuVBQezF+B67ftZQsiS8Z77CcbWAXLGkRFcQfcnksp3LvHkVxyAjnat+cBf0y2C8eim1MqaP9+oGZN7UAJ3PcvW2a8QHPr1ixsFjbwXRYXUQCaNUPC/zYC4JQBgOcT2r7SDtvWP+SBokJhNm3ihNulSxEWBowYwZMnNWqwFzc2zobzXrOyeGBflri7A1OmaMMdAb5xx40Dbt60vuq6ggLAaUcA8NFH3KcOGsQiDtYiI4PDeiQEge8BW1s88wzw5ZdacSmAI41u3tTZPyeH71XJGi4LUlK4IUXLJ+Tlcc68SmX1JlQuYkjn5eXh008/xfbt2+Hj44Pt27cjMzMTkydPRqdOndCuXTv88w+bFb/88gtGjBiBvn37ol+/fga3y87OxosvvohWrVph1KhRyM7Otvr/pWA95A6tOwmCsAiAu7gPy1MQNS5xLxFBELYB6A2gpiAI0WBl5C8A/CkIwusAIgG8IG7bEcBUInqDiB4KgrAUwGXxUEuISFGgUDAJf3928pmiwUTEfZ9zxWfgHWtm/ovokYtIckajRibsT8TiLIsXs5Rsx45AQQG6n/8S1+lrJKAW6ifoC4gwk8hIpIDVLuSqKNcXdbliTt8BHoQC06dbvl0BAfyu48Ft0EBe+dg+fbiClI0NOEzZHAM3IIB/mxYtkJcHHDrEzqmPPzb+UFKOaYh9O3iPbmd6m54kiJCQwD9q7dq8SFMmCM6waEL7k8KaNeydqloVYWG8qHlzvjfq1RN137y92eI1NzzfWKZO1b+8e3dg9mw2cJ+ikhYK5UB+vraw9vnz7M0FOEz+gw+sc84rV7ifECdkdWnTBsXKBjZsyBN5qamsxo/sbDbCv/rKem0UmTlzJoICA/nZam/PE1C6FBRweyrJF7f08fHBqlWrStwmOzsbPmLR+EaNGmH37t0OMxLOAAAgAElEQVTFtrG3t8eSJUvg5+eHtWvXAgA++ugj9O3bF5s2bUJKSgo6deqE/uLsckBAAIKDg+Hi4mJwu++//x5OTk64fv06goOD0V7Pb6Tw+CC39/gJwPvg8GSjp2qI6CUDq4rFWRCRH4A3dD5vAmBmTKjCU82sWSiwsUdQ0Bd46y3TDzNsGPBaq4FYnfgpz1za25t2oMhIoFo1RNyrgAEDTNj/s8/YuJ04kQew4szmnaORqDm2N2qnRLNH09LoGLhy6uACWg9ujGNTIO6o5dsEAHXrcn6vpycA4Mcf5QuxtmnDXycA4JtvinfgxnD1KpcaqlgR508C48ezzdu0qfGHat6cozdDAvOAemc5bLNuXdPb9iSwZAkSVsQC+F5j4NrbA3YV1Egv0DFwc3KU2q4qFXtdatSANIsmjeOl63HIEJ4Igo0Nx9LLnbWyBPfucYiFvt+pX7+yD8FUeDq5eZON3H79OBc9MZEtyoAAvmFMCfcqjSITsrr4+XGfqStIKKXa3LsnGriSDPqNG5Zvmz4k76y+ySZpFlmttmj1BilE2Vj+++8/7NmzBytWrAAA5OTkIErUsBgwYABcxGgRQ9udOnUKM2bMAAB4eXmVa81aBfORa+CmEpGi+qDweHL4MGwaN8WZM1qPj7EIgljTNV8cWcfGAh4eph0sMhJwd8f8N00wflJTOeZ1zBgWk9LpVJr2cwf2bAF69bKOMFFkJJLBHYTcsbAUCplY0dUy5ZX00aVLIVEaY9OCMjJ48NBKbu0jQ1y9qqlTePIkH7dGDdMOZW/P10bUzVxWh/7xR+D1181r3+NOUhISCvj6kwxcAHB2LEBGemUWGXv5Zc4T+0dfxstTxB9/sIf0wgWNSyg8nMfuTk68yXff6WxflsYtALz5JpCQoB3s60LEN0/FiqZPIiooyCEykmcSp0xhA3fgQGDtWg7X0o0TtiTnzvHkjhTepMPQoZwKpav5pqmFG6XVQkTLlmVi4K5atYonyhITuUMqGhaVm8v9nocHp+eUM0SEnTt3okWRmvYXL15EJR1xUEPbKTxZyJ1yOS4IwleCIHQRBKG99LJqyxQULEF8PBAaChuvtmjfHmjWzPRDuboCMTmixXLrlukHyswEPDwwfTpHGhnFzp3sofrww2IzpkRAhFsPZE16m3tISxu5kZGo45KPAQPke3BtbLh/XDrCjwe0li4pkJRUKN9YpQLmzjWuisLbb4s5sg8fAt9+y6qWxpKWBkREaLzIp05xGRa535M+goKArTudeKBvSpueNFJS8G7dvxAfX9gec65EHKLcsyeLje3ZwwPUp43AQG3kxurVnOPaqpVmdVhYCQ6ptDRg9GgOzbQ2WVksqtO7t/71Fy4AVaqwlLiCgjUZMoT749Gj+aESHs4J/qNHWy8K5IUXOHeliLGYns52ZFEF5SZNgEmT+JaYPVus796iRdl5cKtV44GTvpwfOzt+L6dSQc7OzkhPT9d8HjRoENasWQMSZacDAwP17mdou549e+L3338HAFy7dg3BOnoaCo8fcg1cXwAdAXwGYKX4WmGtRikoWIwdOwC1GudbTMSmTeZpIbi6AjFpzmyxGasapMvx40jauAvXr5vQL2zdyp1NIVlFRq3mznDDjT784ZtvTG+jPr75Bs+enY///jPOE+7kBJ6GdnW1fOj0jz/yTLiYcxwXxyIdV67IP0T79uxcvh+Vx3LZpg6sv/0WGDoUeXk8Sd+rl2mHkXBwAHsXWrbUCqE8zSQnw7Z6FdSuXXistXJ1BUxZK5aumjePB6grnrLuKTKS68nOnMm1nC9dYm+2ziTY9u2sJyXx3XccYZCTA76hz583voaaKRw/zp6fIUP0r5dmheTmGSgomEPFihx+O28eP2sBNnoXL+Zr1VJInf1zzwEbNxZbbahEUO3arBW3fz/rDX79NbidSUnWrS0PcI5tkUFTQQH3l+npQFS0DbJtK3HKVjnQp08fhIaGakSmPvnkE+Tn58PLywtt2rTBJ598onc/Q9tNmzYNGRkZaNWqFT799FN0MKXkhsKjAxE9ca8OHTqQggIREXXrRtS2Lc2YQVS5MpFabfqhPvqIyNaWqKDA/GZt3EgEEEVEGLFTZCTvtGSJwU3q1CF6s/ER/mednIgePDC/sWaydSvR++9b6eC+vkQdOxIRUWIi0dy5/BX9+6/8Q5w8yfvs36fm7+3dd81q0vnzfLwdO8w6DB0/TvTii0RpYycRububd7Ange7daV3zb2jDBj3rFi4ksrEhSkoiGjGCyNOzrFtXvkydyhedoyPR55/z3yEhJe7y44+82d274oKxY4kaN7Z6U+mdd/jZlJOjf318PDds7Vrrt0Xh6eb11/lGKEpODlG9ekT9+lnuXM8+SzR8uMHV69bxZR8WVnxdSAivA7iPo5gYosBAorw8y7VPJDQ0VPshOprIz6/QoCcpiejyZaKEBH5Pis0mys21eDsUFIpS6NoUAeBHBmxBWR5cQRCqCoLwtSAIfuJrpSAIVa1seysomIdaDTzzDDBtGqKiOGJPjrKuISZPBk6fBntRZ8827SC3bwNjxiDiQpzxNXD/+IPfJ0wwuEmdOkC8TV32kGRlFU7mMQeVCli0CFPHJBjtmfTz0zthbT737wMXLwKjRgFgReTly9m5bkwbxahiXL0mcOiXJDdrDMHBHKIMDgP99VfDEZhyuX+ff/LIur7soStag/BpY9gwbM55EUUFNcOu5MB/8V6+313Eck/Wyvd+VPnoI5brzs5mWfBmzQqFJ+/Zw48CMSIPgDYFMC5OXNCmDXD3Lh/Dmvj5cQSKIUE3xYOrUBbk5QGbN4sxv0WoWJGjIY4e1Z8nbixqNZcGkuqb6eHgQdaD05dG1acPv8fHA198Ab55fXy0IcLWIi2NQ7BsbQstsrXVponk2zgoufIKjyRyQ5Q3AUgHl/J5AUAagJ+t1SgFBYtgY8Nhum+/Lek6mUWTJqxnZBscCGzYYFq8861bwK5diIiyhZubkVUwdu3ikkAl1BaqUwe4n1+Dw6G6dQO+/970uOxvvmHVi8mTOb9v8WJEh2cbXY3F1ZU1Y9IGvwD8bMHHxqVL/N67N9LTueP9/HPg8GHjRKaqV2elyuBgsHVqioH7zjuaiQcXF1ZQNlVgSkLSMItoN4oNeXMUnp8E5s1Dgk3dQgJTAPDRInu8hs1c5BXgL3/FisLW3JOOmxuwdCmLz82Zw0I5OrN5GzZwWq7uBJ+k1KoxcFu35u9Mklu2Fl9/DSxZAoBPV6x8sZ0d38DWUIJXUJCQai0Xrcsj8dZbfB0WUmMzkWvX+ELv0aPQYt1H1KpV3D3qm4Q/cYI1GQo9+7ZuBfbtM79thigo4EnVKlU0i4i4n61ShccuggDkZ+XzbKyCwiOGXAO3CREtJKI74msxAFk1cBUUyo34eE1uiCUM3PR07lPCa3ZlL8fdu8YfJCYGABDxsIpxIswxMYW8lYaoWxeIzxI7pOHD+R8/dMj4dgI8VXz5MnuDo6MBAClqZ6MFVzWlgi7c0xqlliAggHtYb284O/O/OmeOaYdatw54/32wB/fePTExUSZEbB17eiIzkw0JS/T30vURmV2bPV5Pe03Q3FwkJKCYgetc1Qbp9Vtyvj3AdVQnTjQvXMMUysug/v57fjAJAn8Hy5ezGqyISsU54d27F96tmIHr6Ql07WrctW8KXbpoBvo//sgTQikpPJ6WSoTi009NUOBTUDCCkBB+N2TgVq3KCvYnTph/rtOn+V3HwF27lueOpcdG48aGI49ateJy1SkpLF743XfgOrgbNpjfNkOkpfF7VW2wZk4OD6mqVOHHjb09kJddwOODggLrtUXB+sTGcl73E4RcAzdbEARN9ygIQjcAVo5jUlAwkzFjgIEDkZHB0W7mGriZmcCrrwKHkzvygmvXjD+IZODer2icgbtnD78/91yJm73+OvDFrAR2Nz/zDLt0TZmBvn+fhZsWLAB++43DnQGk5DkZbeBKoZCxtX00YbwWYeJE9mrryP+bWopv+HCgQwdwWFp6unEKmsnJXL6peXMcOQK8955lNKFq12anbUQEWCHI1ImKJ4H8fGQ6uCArq7iBW7kykJFTQRuul5XFEyllGeJ6+zZbkH5+ZXdOiXXrtMa9Hq5e5bFqEecRatUCXnpJJyCkVStWn/b1tV5bw8NZCV58nmzcyAP8atV4YsjHR6xL/eGHioGrYF1CQgAbG6TUaYFffzUwPzVsGE/8mCuidOYMz/TqdPqpqcAvvwDr17Pn9rffSj9M1aqsK3XmDLhmkCljELlkZHCHqtO/5uSwYSs5de3sALVQQbtS4fGEiA3cJ+w3lDscnAZgnSAIEYIgRABYC2Cq1VqloGAJbt4EmjZFpUpsr735pnmHq12bnWgxJFps0gywMcTEADVrYv16AW+9ZcR+u3dz+KxOXp0+evUCXpznwaHQffuyxbtvn8YDKxtJHl8qdL51KwAgOdPeJA9utWpARk0P07zehvDw0Bj8U6cCs2aZfqjUVB53x2ZW1RYKlYtUjqlhQ/z7L3f+Rb1lpmBjw2MrtRoc0mnN2fpHndRUJKEGKtiointwnXlOQsONG2yknTxZdu2rVYuNt7lzOdm1rMo6EfEMSAmzZZIwctFr0sYG+P13zkKwOCoVu2dFQ1bD7t3A2LFAfj6iozlAZNkyXjVuHOfPL1kChJ5P5UgKBQVrYWsLdO2K9+Y54pVX+FosxpQp3DGYm2P63HOcJy9GlRw/zhNO/ftzdsvkyayUXBqCwEEW586BDdzISK2n1dLUqsWzXzqRMNWrA+3aabNlWrQAmnqIntvcXOu0Q8H6SIbtE5YGJcvAJaIgIvIG4AXAi4jaEZERhTgUFMqYtDT2QDZrBkFgR6aLi3mHtLHhsL6YRHs2/EyZ7XJwALy8MGIE0LmzzH2SkrhHHDWq1LDLtDR2wmj6vIkT2UISa7vJxs2NxWp8fPhz27aAtzdGPmeDrl1lHiM5GTh7Fs0SzyE5OhMjuz3gDtkSoZzJyTyAFuMr9+7VVAoyiehoHncfP0Yc5/zXX/J3Fgfi6gZs4A4ebDnNjcuXgZUrwfmRT3OpoJQUNMQ95P38O155pfCqypU55VwzviqmnmRldu0C/vyTRZ6OHePcPUuX6DJESgpb9wbCU6To+eHDDUewJCRw1EFuLlg8T08JMqPZvZtnFKXQTIlr1/jZUrWqxun8/PP87urKXqzKlYGpw2MMlxFSULAEn34KnD6tucz0GrgSRSdqjGXcOC64rnPq+fP5Ntm6lbMKVq2SdyhfX54nTnJvzwtMmWiXg6OjRvAtJYXncVWqwlFSggCtUfSEef+eKqTr+8GDJ+p3lKui/JkgCNWIKI2I0gRBqC4IwjJrN05BwWRu3uT3Zs1w/DiXtLPEfevqKkYZX7nCoi7GsmoVojcfxX//GdFnbt3K+S0vv1zqppcusacm6MUvgA8+YEnGzp35GMYYlq1acaygpGj61VdAUBDWr2encImEhXEOYK1a3Jhu3XjaV5r+LeRuM5HLl3kAfeMG4uI4uqZjR9MP17w5h1sFXxXzGHftkr9zp07A7t0IyGmN+/fZmLA4rVtzGOwT1PkYhahEJFSvViwVeexYjuDXDLxq1WLvTFkoKRcUAIsWsXf97bd5ImjQIDZy16+3/vmlkH8DHlxB4Oh2SYBdH6dPc3jwsWPgwWpgoAkFuotw4gRHQhRNKrx2jb8j8ByStzffexK1a7PT7ExSS6iTFJEpBeszbhz362fOcKRXixZiCLDEK6+YF5ITHc3jEbH/Van4FuvQgSdzJkzgOVVJzb80Wrfm9xv2YnSVKaKIpZGbyykeokDlgwc8p1w0BSgtDbh1xwaqio6KB/dxRhqMZmQ8UdUa5IYoDyEijdYhESUDsEZgk4KCZdAxcA8dAv73P8t41TQGroQJwgqHDvEYWJbHkYhDHn19teHCJSBVIbgfmQucP88fXnmFB5ZXjAi6uHIFReWS8/PFcNmS2L+fc38DA4F58/jztm1Ii01H7qLPeNCvo8poMlLpBh8f+Pvzn+bUZLez44FDcDB4pCGFaMuhTh3guedw5VYlCAIwYIDp7SjKnj08tspsLMYqW1vh9lElORmH0R9vfP8MUlMLr2rRgicVNBUzbG35N7GmBzczk6MivL05yfXdd/kBExAAHDjAN/n06eaFFchBMuL1uGevXGH7VxBKjrofOpTt2qNHwTdBQQGnOJgKEadF9OvHv4H00Cgo4NBt0cD94gv2XBWld2/gvQ5nkZ9spFy7goJcQkOB1q1RcPw0LlzgedfTpzknNjy8SJ5/48Z8M5kaCvz990DLlpryW2Fh/PgwdULW25u79MpN6/LzZeJE0w5UEikpwJ07gEoFlYpTeKpXLx5Alp/Pm+Z5NC+xuoOx2NrawsfHR/OKsKR2hxmsWrUKWSV4JsaOHYs7d+4gNzcXgwcPRtu2bbFeZ6JzypQpCNApO7V27VpskhObbm2ysriTEATzoxUeIeQauLaCIGiCswVBcATwZAVrKzxZ+PgAX34JNG2KyEiOijNVgEiXlSuBI0fAg7h+/TiBRi75+UDnzrj7bwhsbYEGDWTsc+4cDwqnTJF1irp1+T2+UmNtDtu4cTz637JFXjvz8rj3/d//Ci3eto31Jgz2NVlZrMLVqBHg78/JdUOGAC++iCnt/ZEOZ15viZnewEA+T/XquHiRn8tSNLWpeHqyrQIvLx6FyG3nsWPA2bN4/XWeEyih1GGpnDzJ0a7nzvHnzEwOOY+sIk7vl1Vu56OGmxsu95iNn/bVLTZRlZjIIeqXLvHtmJMD69fCff55LkdUUMAe/9de4+V2dig0y3H0qPXaALAITnY2j3p1IALeeIMDKUqblHJ05Ly+I0egdQ+ZEw5//To/JDIy2DiQhHBu3+Z7SjRwe/TQryM1aBDwzdizqJibZv2avApPJ1evAtevIzy5Frp2ZY2IuXO5i+zcuXBUAbp145vIVAE5Pz9WahZnmcydkG3QgNvp3c6Go1WsQWYmT9jZ2yM1lZ8nUjCXLtKzOJ/sLKpa7+joiKCgIM3LQ6YiZ4GVlZxLMnBDQkKgUqnQuHFjHDp0CN27d0dwcDC2ivolV65cgUqlQvv27TX7TJ48GWvWrLFqm2Xh5sYvJ6cnysCVW3fiNwBHBUGQilhOArDZOk1SULAALVvyC5YpESShPY6Y2PvXX8CaNfIKrsfFARcvIsLXXn4N3B9+YBWdceNkta9GDXZg3bdz4wG+SsULhw1jj9OXX5Z+4hs3eOBeZNB89y6PT6XyIsXYupXzhXftAho2LLTKoXF9zA7diM1Xh3NbjhyR9f8Y5NIlzRR43boc5uXsbN4hW7cGfv0VSG/aDs4qFQ/U5VjNn3zCLrBjx4zWp9Ll7l1gZO8UdMF5tBTC4LmI4O3cGrbohzs2TdE6OlqbX/q00bIlHnRsiUoBbJDpEhDAJXDd3HhOp2FDYM7y5caLhRnDRx9xXGGPHnzDFaV9ex4R/vcfSxVbEz2K37t387j655/lTez1788pxIk1WqKWjQ17rMaMMa09+/fz+7JlbBwcO8azR82asZFbvTo2beIxvyHB5uxKNVEBFWCXnFz8B1dQMBdRQflqJle7/OADtmFnzOAyzfPn87X53HPQCjuGh7NwozEQsUX77LOaRX5+/GgShycmIdWPrn5uH/e3P/1k+sH0kZnJs9kzZ8LxfBBaqoBKemrLV1IDLTIBh4pqQJ3H/WBphq6Pj/yEYx2CgoIwdepUZGVloUmTJti0aROqV6+O3r17w8fHB2fOnMFLL72E3r17Y9asWcjIyEDNmjXxyy+/oF69erh16xamTp2KxMRE2Nra4q+//kKdOnUwcuRIJCcnIz8/H8uWLcPIkSORmZmJF154AdHR0VCpVPjkk08QHx+P2NhY9OnTBzVr1sTx48cLte+3337DyJEjAQB2dnbIyspCfn4+SAxN/+STT/BdkYoWTk5O8PDwwKVLl9DJEtoHpiL1lU5OHJpOVPZl9qyAXJGp5QCWAWglvpYS0ZfWbJiCGRCxK8PXt/xqM5Y3ly8DcXHIz2c7pUkTyxw2JoYdm3fvAnjxRX4YyC3fInqUItJryCsRlJzM7rzx4wtJ9UuEhWlSZDTY2HB4VTzq8EopTPPVV7kusBzDUgplLhISHRHB9pVeoT21mjut9u2L1yMB7/dbyrOgig484DUmBLgoiYncmC5dAHAkqFzndElMmsSRmZU6tuJJAbnFbKOikOfaCMOGcXSqSWzahOo92uIhXHAAQ/ENvQ/nhbPQetZg3IMbsvcd4/j4J6DTMYm0NCTH58LFpfjzrLI48JICFmxswANR2SpuRnDzJruIu3fnWFp9xi3Ayy1VQ7MkPv+cJ63AEZTS82DlSvZCFRXkMkS/fuzFCrvnxH2H6GU1iSlT+Ebo2hVo2pTbN3ky/zCNGyPboTreeYcnk/Rx/jzgNOMNHH17l97nnoKC2YSHA40aIfiGPWxt2dhcuZJXvfoq561rROtdXXmSRUp7MoZ797i/0olHXr6chyeGHh1ymDyZu1rcusXyy/Hxph+sKJJin3jvCYIYmKJnU6k7UqshM4dJHtnZ2Zrw5FGjRgEAXn31VSxfvhzBwcHw9PTE4sWLNdvn5eXBz88PM2bMwLvvvosdO3bA398fkydPxscffwwAGD9+PKZPn44rV67g3LlzqFevHhwcHLB7924EBATg+PHjmD17NogIBw8eRP369XHlyhVcu3YNgwcPxowZM1C/fn0cP368mHELAGfPnkUH0S0/YMAAREREoHPnzpgxYwb27NmD9u3bo76eCeqOHTvidFExvrIkK4sdE2o1G7i2tk9OTWMieuJeHTp0oKeaBw+I2LQlunWrvFtTnMGDiebPJ7pwgSgpyTrnqFGDaMoUCgoiqlKFaM8eyxz26lX+Wn/9lYhyc4nq1yfq3Vvezjt2EAHkWjuXJk6Usf2aNXwyf/9iq44d41WdOhEFBxded+AA0ZWfLhP16kV08yYvzMkhql6d6KWXSj/vW2/xl5afX2hxr15E3bsb2OfAAW7Q1q16V69dy6vvt+1LZGdH1LUrkUpVelsM8eAB0cOHdPs2UV6e6YfRi1rNLznk5xPZ2FDQm2sJINq2zYTzXbxIZGtLEbU60BL7pZR38Ci5V35A772SRLR7N4VU8KR8GzuiDz4gmjvXhBM8AXz0EY3AP+TlVfx3uXJF+7hbu1ZcGBVFtHOnZS8OtZqoTRui/v3lbb90KZG9PVFWluXaUBRvb6Jhwyg5mf//GTOIoqP572XL5B9GpSIqKLBC+6ZP58a8/rrmebJ3Ly86dEj/Ljdu8PrffrNCexQUiIh69CDq1YuGD+dbmojonXeI3n2X//7kEyIbG53h0xdfEO3bZ/x5du7ki/nCBTp4kOi77yxzny1eTCQIRJn7jvPxjxwx/6AioefP85hD5rPz6lWi2Hv5RJcvE8XHW6QNlSpVKvQ5JSWF3NzcNJ9v3bpF7dq1IyKiXr160YkTJ8S2XCVnZ2fy9vYmb29vatu2LQ0YMIDS0tLI1dW12Hny8vJo+vTp5OnpSd7e3uTg4EBxcXEUFhZG7u7uNGfOHDp16pRme3d3d0pMTNTb5mbNmlFcXJzec/Tp04fS0tLo/fffpzFjxtA///yjWf/DDz/QrFmzjPh2LEx0NP92KpX8cU85ERoaWmwZAD8yYAtaICvRNARBaCEIQpDOK00QhJlFtuktCEKqzjaflld7Hytq1NDKAJ46Vb5tKUpGBnD4MHsn+/VjpV5Lk5zMM1LNmsHbmx1xlqo40aIFz2ZevQpOQPngA/bSSEmTJSGqU+35PRNz5pSyrSQu1aGDOFVbmO++Y62mO3fYUXLjhnbd4MGA1+SO3K6mTXlhxYoc5vz336WrGB87xuqnRUKZSyy3+eOPnA/0wgt6VzdqxE6hdA8vniU8d848t2uNGkD16hgxQlMK1yKsXw/8s0eQ7ymNjQXUagTltwFQLKq7dLKz2WVQvz4m1DmCUz0XwG5QX3j3rYG9Z12A557DuhdOIbpeJy49s2KF+Qq3jyMpKbC3JzRoUPx30Q1NHzaMgyrCfznHIbZyvfByuHCBQxvHj5e3/axZHOpnzRBbMf8iWRQcXr2axXLs7Y2LMLaxKeJRevDAtFysggK+Rq9e5c+ffcbRGj/+qHme7NvHXveiAssSUjm3h1djuB0KCpamUyegf38EB2vVi9es4fsHAKZN48t1xQpx+7lzTSsY3bMnhxB7e+OHHzjgwhzPrUSrVjxECKsoRllJ95slqFqVO2s7OxQUlB4E2LYtUM/VllMlkpIs1w4jqCR6m4kIbdq00eTuXr16Ff/995/B/X777TckJibC398fQUFBqFOnDnJyctC8eXMEBATA09MTCxYswJIlS0ptg6OjI3L0VDlYv349Xn31VVy4cAFVq1bF9u3bsVIKFwCQk5MDx/JMw8jN5fGhjc0TFyFWbgYuEYURkQ8R+QDoACALwG49m56WtiOi0q+yp53kZC5Y5usL1KzJqjWPEufOcRzdqFEsQGKOWqchxPBXVYvWIOLxpax8VxnY2XHnoomwnTKFY5natSt956pVAV9ftO9bTZPWY5BLl7jT0iMu9eAB59hNmsT5h46OwOjRWrv15k1oakwW6p1ee40NKkOxgRJbtgALFhRb/MYb/LMVIymJ5X7HjzcoVT10KP87TZ9vx5KMbdpw7qopZW/mzwd+/RW3b7O9oU+oxlTWrAE2bwZPLvTrV/oOUVEAgCupHnB0LCJOIofPPgPCwpC1dhPOhVaToq7Rrx9PXkREAOt+qwaPwN1sFUi5wU8bKSn4y2029u0rvkoKUV69midgZs0C+q0ewQstqaS8bRsPBEaPlre9k5PlHjz6SEnhl4cHGjViMTKAb68HD4zP8fvzT36M5Z7148kqU/Lk4+KADz/UTuw1084AACAASURBVPhVqVKs/smlSxw9rjfVAVoxm4dffM/qYQoKlmbFCmDBAmzdynPURalXj7vLn38Wo39zc1l4rWhOUGnUrAmMGgWq6IBTpwxP6hiLNH64Hu/C96ok5GYu0oSS2I/fuCGmY5WGIHA7MjOtIlJUtWpVVK9eXRPKu3XrVvTS82W2aNECiYmJOC9WkMjPz0dISAicnZ3RoEED/P333wCA3NxcZGVlITU1FbVr14adnR2OHz+OyMhIAEBsbCycnJwwYcIEfPjhhxrlY2dnZ6QbcBC0atUKt4qMZ5OTk/Hvv//i1VdfRVZWFmxsbCAIArJ1xPPCw8PR1pyUEHORDFyJO3csOzFcjsg2cAVBcBQEoYWV2tEPwG0iirTS8Z8etm9nJaTERFbyfNRqk508yVOYXbvqqbljIcSK7b9GdEebNpa/V728dCZMK1UCpk6V56V57TVE/HEBP20SSp/oXL+eR+56BGq2bGEn3htvsLDO9u2cjyum4mH7dhZ5zR4ymr2DEr6+XMLnm29KzpXp3JlnuEVWrWJDesECA2P7P/7gBskpV/Dss1y4dMYMrg9obK3QvDxNgy5e5EUmDRqIeJZi3TpgyRKuabxsGSY578D1UOLZgmPHSs9tat8e8PND0IMGaNvWyNn5yEgeaL30Ei5U7g+1GoUMXECsTQrw4GHRIv5ben+aSEnRL+MJXnzkiNZj6eoKxCU7QAUbyykpq1RsAQ4bJr/MFRFf55utpMcojjwPp3ZCZCRfO+3aAWvXao1+Y1CrgaAgINyuDc/mS3KvxhAdze9ubgbPERVVcqRDhQpAlSqEh3CBxjVdnixcCLz//tOrZ/EE06OHYTXjDz8ERo4U52B//50nZY0pV0PEN2NYGEJD2Xa0lIHbrBnfotevg/tqS0T1XLvGEs2igZqby/97aWnwiYlsCFONGuzFtVKE0ebNm/Hhhx/Cy8sLQUFB+PTT4gGd9vb22LFjB+bOnQtvb2/4+PjgnDjZtnXrVqxevRpeXl7o2rUr7t+/j/Hjx8PPzw+enp7YsmULWoqzglevXkWnTp3g4+ODxYsXY4E44T9lyhQMHjwYffr0KXbuYcOG4UQRzYUlS5bg448/ho2NDQYNGoTTp0/D09MTr+iII5w9exYDLFlb0FhEA1etFh9x2dnFSkQ+thiKXdZ9ARgOIAzAXfGzD4A9cvaVefxNAN7Rs7w3gCQAVwAcANBGzvGe6hzcjz8mqlCBEz0exXj6bt04cZSIaPJkzmG1NM8/T+TuTlOnctqppb+G5cuJKlYkSksTF+TkEK1cKSsP5rffOGXm+vUSNkpM5BO8/bbe1e3aEfn6Fl7WsSNRv37895YtfI4b/d4matGi8Ibbt/PKv//Wf+5ffyX67z9SqTidNjKSj+vlxek1er/Ljh2JfHxK+IeYESOIPvpIZ8GgQUQuLjpfpAwuXeL2//knzZxJ5OBQLFW4dDIyiEaO1CZuFnkdE/pQ3u5/+fOWLbIOOXo00ezZRrZj3DgiR0eiqChatoxP9/Ahr1KrierUIZowgXNM3dyIDv2TzRsJAtGZM0ae7DGnSxcaWesM576Xwrp1/DXFoi7nzlmCEyf4oH/9Zdx+TZvy88ga7NtH5OJCowZlaPII168nqlTJNGkDSV/g99+JqG1boqFDjT+I9Hy5csXgJioVUWZmyYf54nMV/Ss8y/1ZedOwIf9PP/9c3i1RsARhYUTOznTpqxP0118yc2JPn+ZrYP9++ee5c4f3+e47zTPJkpIoy5cTnTpFlhvgjB1L5OxModeuERH395cvE2Vnl7zb/fu8XV6eBdtiDnl52o60DMnKyiJfX18qMCLJOiAggCZMmGDFVpVCvpg7HRdHISFEMTFEFB5OJF4DjxrWysFdBKATgBTRKA4CYJGqzoIg2AMYAeAvPasDALgTkTeANQD+LuE4UwRB8BMEwS8xMdESTXs8iY7m+BpbW208/aM089y3r7ZmZP367F41NuynNJYtA37+GWFhnDNr6bSCd97hCS5N7p+dHfDFF1wlviSeeQbRPx8GwF4mg/z0E8+qTZ9ebFVaGntZiqYDtW/PXlYibYWeqHq+rBaZmandcPRojuP86qvi1wURMG8esHEjbt9mBdYjR9jhGhzMVZGKTWDfvMl1D2TItcbG6pQSvHOHvVsPHxrn4RK98/D1hZ8fe6yMigKVptH37uXw4IgIzhsUlSPPT/we7ckf9N5MlqMuLURyxw5g2zbs3KmTryWHM2fY1T5nDuDmhtOnOaRUclIKAjvc/f35dr53Dwi948ALK1dmz7zu7/qEk/fmdPyT2E2WA0W6t2LqdNAqgptLz56cgztsmN7Vv/zClzTAE+B//ik+1lq2LJwgb0mGDgUSEnA3vpKmfNnUqXzLS3msxtC8Od9L166B3Vr+/sb3HZKUtQEPLsCep9IqOM2dZ4NhtS5pUgDKjbw8fl7WqMHPY1OUdBUeLWJjgfR0/HyqCd54o+QyWmo13w9ZDcTcE2N+f6mz69gRd+7wLdG4senNLopUpcwiAxx/f+7LZs7UfCEZGTy0MZRKICFVKcvJEdtCZDE1ZaMpKOCowNu3+d4tQxwdHbF48WLElBaVmJOjSc168OABli5dWgatM4CtLeDlBVX1GtrI8ooVy/y7sxZyDdx8IkotssxSVtMQAAFEVCwWkIjSiChD/Hs/ADtBEGrqOwgR/UBEHYmoYy1rFb9+HIiO5jATiSFD9CeZlBdLlgBvv81/T5jAJXYsbYA3bw706YPwcDZwzSY1lZNely4F5s2D0zf/Q4UEndBHGxsuJHn4sOEHe34+EBCA6NTKqFKlhJqtKhUrSPXpw4VZi3DxIn9dUiirRPv2HM2nW/M3soonb6ybn1OhAsdenT1bvLxRbCxfPz16ICiIF/n4AK+/rt2k2Lh11y5+HzvWwD+kpXFj0Qi4f5/rNoWEsMH27bfyO8Tr1/nLc3PD55/zTyKbhw85bD8kBPjnH87ldXfnh3yFCoC9PSq8PQVDcBC28TH83R04YDjMPz6eDU1jawOp1TyQaNAAmDMH6enA8ePFhdDat2fbyMmJU7lCQ8HCYXv38hf59dfGnfcxJnkoCzsZiFIuhFSJIfbDb4ycdSgBacZBTypCVBTfIz/8wJGMY8eyntv27WADNzzc8pN4YjwZ2djizh0WcZOaaWqpZHt7fnSGhIAvvvh443OYo6M5prFaNb2rv/uOH/+lPfLT0oCYni9xbr8pefqWwt6e02quXOHnvJ7yIAqPGeI1fTXGBZ6eJduHJ05wCvnJ0FqcmhAeLv88fn58/bRtixUrOI3IkpPt2dk8Hsi+EcmWrtxyhUXJzeW6Q3XqcCg+OLIzI4PnUktrcyEDNy8PCAwsN7EpjQABUC7pDYMGDUJDycNgiNhYHseo1RgwYAA8ZNWMtBKCANjbIyvPDgCPNcjenvurR6xUEJlgJ8g1cEMEQXgZgK0gCM0EQVgDQIZsrCxeArBN3wpBEOoKAt9egiB0Are3nO6cx4SiBm58vDgyfgSIjy88WGnRgg1DSwqxBAcDP/2EjPsZiIkxQfSnKKdOsUzg6NGci7VqFbBgAfIbNsal3nO0xs/Agfz/GVIzvHcPUKsRrapX6OcpxoED7FWUJgGKcP68dqytiyS07O/PHiwbGyDKVhz1StaqxBtvsLU5b15hw1KanW7ZEkFB/LO0acOzuBcusIhPsZ9q1y7O6y3toQ4+ZUQEoKpVl3+Y06fZ0Lt1C9i/v9T9AXB7O3YEBAHdu8vTgdLwyit8L/z9N+cC66FdO+BIZhfY/vkHd5R16nCnqY+vvgJyc3Ggx2fw9DRicn/zZv6hli8HnJxw8CCPC4qqQbdvz4ZAUBDPdYSGgkcTvXoBw4dz0rUl6x8+wjz0Y/eoHAO3eXM2Nr3HNjPd2tOFiFVUDdQq/P57fm/ThnXW9u/nSfDAQLCBm5treU/k338DzZohOeAu0tIs5xl69llReH3IEI4kMbYO7eef84UqjoqLBhns3cvBC6UNmqdMAfpcXq79MssbV1c2jPSI/ik8ZsTFgQBcveVYVP+sGJ07c/938pTADxZjPbheXprr19JCuYcPc/uComvyTWVKzjzAnfv168DGjUD16nBwcMCDB0lwdSXUrl367vb2fD/n5EAsmCtYRWhKFllZfH4Hh0cjf78oeXk80V6z5qOhWJyaCsTFITOTjcdbt4B0ctYKWj4iEBGSkpLgIM2myESuZfEugI8B5AL4HcAhAMuMOpMeBEGoBGAAgLd0lk0FACL6DsBYANMEQSgAkA3gRTLFjH+aWLq0cHxakyaWC9MzlxkzOI5W6iSkkkE+PloXhLns2gUsXYqsWy9i0iTWsjKZY8fY49e4Mbeza1ee4rpzB0e7LcXgk18BnQ9zaI8kEnD4sH4FFVEQJibLBQ1KsgU3bOCY1JEj9a4+f57t7aI6N56ebHwGBLDYzpkzQJPGVYGMScVHv/b2fJ2MH88CUS+/zMul2enmzRH4DRtV0tjS17e4UY1791gS9fPPS/iHtDRuzJOC0dGAe/fuPEj/6y8ePK5ebdDoLMS6dQD4/4yJ4XG4rPmR27d5sLx4cYmyyxUqiMcbMYInNBYtAnbu5LoRuiQksEDWyy8jPKsBrl0z6LQqzMOHHFvWtatGQOzvv7m/K3qtSpMWAQH8W/zxB9tawpbNPFuvVnNEhPidWIWAAG6vhweXeikriNh4r1sXyM1F8rMTAJyTZeBWrQq8+SZ4/xVbeeZAKpdlCvHxPJnQoIEYE6jl6lUeFz77LM+fhIVxUMDYsaIxfq4Vhz0kJlruGQdwrZ0HD3C3gGfLLHXo5culv5qxko2xODgADRvi7bf5UdajR+FKdcHBQO/epR+mRg3gYUZFMx/gFmDGDHZpHz2qVe7KyzOoFq/wGBAXh3sVmyE1TYCXV8mbOjnx/O2JE+C+QO4Am4jHXc8/j3//5a7i5595vtRSSG2/cqsSunh4mF4qqFcvjggSZ94bNGiA6Oho5OTIT/XLzOT+OCMDbDQlJ5ePkRsfz/2ikxMLE+bnW1fJ3liSkzk85cEDHj/J6dCsSVISkJWFRIcUZGfzZVtQwH2oJufmEcHBwQENSvQO6cFQcq70AmAL4Hhp2z1Kr6daZKooc+cS2dlZprq4ubi7E73wgvZzdLRGhMFiDB2qrdxuDpmZRI0bEzVrplcEafVqomexh/KruhDVqMFqDz4+RB98oP94GzcSARR/OZIiIgyc884dFhD69FO9q1UqoqpViaZM0b+7tzfR4MEy/jfpYD4+RI0aEeXm8rK5c1ncSqWievWIXn21lGOsXs2/X1iYrFOeP080ZAhrGNCmTbxvaCjRokX89507MhvP+lvOzvxvyGLePCJbW77mSmHrVqI33iA++NChLNqmU5idiPh3trEhunGD3n+ftaJk6WtMmcLtEEV4cnP5N500qfimktDUxIl8+nfeEQU/zp3j72vgQCJ7e6LY2JLPGRvLQmjGcv48X48AX+Nlydy5fN74eKL4eDqDrtSsdjL5+8vb/epVosB/IvkYGzea15ajR/k4hw8XWnzrFn89VaoQXbhg3imMpnlzoueeo7Q0bl5iouUOrVaL3cX168aLmS1YQHl7D1LVqvyVVahAlJrKq5KSeNmXX8o6DNnYEKlu3uabPSTE6P/DInTuTNS7t/bz+PH8EFN4fNm2jfaO3EiAvMt7/nx+ZKenG3mezEyihASaPZu71bw8k1prELWa+45p04ho+HAWtDN2nGfgwXHsGFFgoIkNe/99E9UfzUStJqpZk+j117l/BYh27CjbNpREQQFRrVqsSOnmJmOAVQb07UvUuTP168caY+7urH35OIESRKZkGYwAjgKoKmfbR+H11Bq4ycn8xNZ9Ev/wA//Md++WW7OIiKX2AKIVK7TL8vNLNOiMRq3mB8jEiZSZaaag35w53N4TJ/Sujo/nTu+rt27yYLNixZJVlP/9l5V7S3roz53LB713T+/qkBAqUcxz0iT+99VqtoE2bCD+EBOj3xI8cIAPuHo1f1ar+XcitolKvGQKClhp1dOzhI1KICyMz/3DD0RRUTyaLSSxrIegIB5w+vlRhw6Fx50lkpfHluKIEbI2X7SIL8uMDNJaMY6OfC0cO8bf04YNRLNmERH3Vy1byjjw4cP8P+vILUs/wZ49+ncZMoQVrAuRmcnXydSp3Lb58w2fU6XiCa4+fWQ0sAhz5vC+Z8+y0mJZKWSqVKRRtd6/nxUdNfK+8ujUiWjgADVR5co8M2AOa9fy+WNiiEhrsKnVRN98o1+xOD+fBwzSrUXp6UbMxsigWjWid9+13PFEoqJ4LuPnn4knd4pdfCWQl0ckCHT8lZ8IIJoxg782aW7o66/588GDpR9K2jY58C43qGpVov/+M+E/MgOViiWpZ8zQLvv4Y35WyZgoKzPUaqLNm02Tzi4rHrG2qVT8aC9NIZhI+4w+fpy4DzhwwKhz9ehB1KWLSc2UdeyuXYlnZQF+ZsslP5/I1ZXovfeKrfL05PlTY1GrSVvGoayVeCWHyZo1/APHx5ft+UsjNJT7099/5w5qwIDybhFbtOPHExFfDqNHEzVpQnxhlTSueISwhIH7D4AoAD8BWC295OxbHq+n1sCVnsRnztClS0TbthGXVRkzxrL69Kawdy+37dQpImLV/bQ0IqpbV3SXWYC7d/kc69fT+PFErVqZeJzUVJ6BLGWGbfBgfj6o4hO5HE+1amyFGujMExPZeNJbIignh2cfR40yeL4NG/jfu3FD//o1a3h9VJTWca/a9AsZrE+gVrOVWKuWdtQul82b+bjbtxu3n3ja/7N3nWFOVG30bmHpRXpXEAREBBWQIiAKSlHpIipNUHpVFBUB+ZRiAwsifCiIIKCIAiodRERp0nvdpS7LLttrkjnfjzN3MslOkpkku4ufnOeZBzbJTGYmd+59y3nPC0VhyxW5CHXsyLHgLcy9eDEgBJJ3H0NYmIUOIitX8lx//tnUx3/8kR/XsnJDhzodLiGAvn1dPv/AA+x45BXnzrElUt26LgGonj3ZysqTofXmm/Rl09J4a7ShVb8+LZBu3TjuvLVaev11nvf27T5O0g2DBjHCm9s4eZKDVwjgnXeAhQstG0ydO6tEjmbNgIceCux8hg5lmlZREBtLf+vzz33v1qAB0LIl+MCWKuXXs2KIrCzej7ffxoYNpoe1Kdjt9OlGjABZD/nyORkevnDhAiAEXm57ABERHKuFCzu7nf30E38XM4dbqJ+2zp9nBKlGDT+vyk+cOcOTmD/f+drp03xt6tTcPRdvSEnhOQ0bltdnYoyzZxlomjAhr8+ESEmxFKxLSGCcLT4enEt8tcRTFAaHli2DzQYUKmToQwYFw4bx1joc4Fx54ID5neW66NYy8OJFxk2nTDF/qHXraL4cPQo+r2+/7TFQH3Skp5MZtWgRsGwZx9vNiuRkLuadOjFBkJdIT2ewTpdgmjqVQ+LG3c2BJ57Iw5Mzj2A4uH2NNjP75sX2r3VwVRrszh+vaLa4Wdskx/HWW3yYUlJw5QoTnp07A477HvCv36IRVq/mRe/Zg0aNgDZt/DzOggU8zp9/ev3Y99+zT2lCAjiply/PWT5/fi0TqsFm05ilv/xicDDVefOUpbDZyJauV8/z2ixZOfPm0QAXArj8k9o3ds0a45327OHv8tJLpPZs2YJly5hB8WgDpKezN2TDhpazUi1b8p5lw6pVPM8ff/S884QJQFgYNv2aCSEsBNK7dwfKljVNmZJxkrlz1RcyMphKFYJRDbcU1JAhPmiXcXFczEqUoIGs4vp1Moz1CSJ3/PADv3bHDjLm1WArf6uSJUkjFoKpRE9ITSUlqkED6xQ2h4MG4Vdfkfebk1i2jCUMMTEcY+PGAevXA4MHY26BkWjdWjFtlw4bxtttnctugG7dyBwAMHo0HxczvvaoUUz8O7LsjLbdc09wsrgpKQw+rFuHxx9ngCWYaNlS7bP97bccW4cOmdtxxw5ACNx3Z4LWk7tNGw5Tqzhxgtnv2Fj1hUmTaHX7Q7X3F999x+vfvdv19ZYtORnfDD0/Je6/3wKlJRehKOxJ2q0b9CyIPEXx4pjVaiWWLPFj3/fec0aRPUH2zP76a21NNtO/2x8cPszMsl8VaL17M7jtti4OHMh1yQrpb88eXufKlX6cR6CQPYrdDb6dO+lIBrN+I1gYMiT3y37csWcPULgw5ow8hk6dOIZ27ybDPPqx3nnvgJtEwA7uP2371zq4kybhuiiNkiUVVKzotpbkdj2EOw4eBL78Eg4HbbxZszj6Pqn7he+IqBXExEDJsqF48QAC2o88Qp6GVQNmxw4WnQmRnW5boQK+67gQQmjll65o1oxGkwcDeP58uND9jKAoLKnt0IFZHSGAv9Yn8j8zZnje8ZVXoEVE/vtftGoF3Hefl+v8z3/4WW+UbA949FGgUSP1j6goWrE3bnB8Vqzovb6te3egZk288w5t3YQEE1+YlEQvw8JgcKlt0uPFF3ndixaZPhYSE0lHiojIdr9mzvTtP8TFMULfvbsbXXnTJkYhMjNpcFepkj377XAw47BkibPmec8e8+cukZTEfadNs76vFTzyCL/Hfa7atw+j2p9EsWLmDyUj0amfzmcK3JtBagbp6VpAYsAAc7vI6pBz50A6ja/n0A/cdRfHRjDxyiu8zsz9R61Z58uXA0LglX4xWob7zz8ZlwrYF1yyhOeSm7W4e/YwCuvuVMsAqNX65JzCvn2cm/LnN8e5zU107syJVAafd+3K2/NJSwOEQPWSN/DMM+Z327GDwUacOMHrmD3b84efe44LSGoqdu0CWrVyiWvmLG7coOPqlpU1RP362dbb48cZwLOacU5O5vCTbA0kJmYPDOUUJCXaPXv9++++jabcQnQ0eeqSRbVqFW3EvA6SRUejb1+gQgW316WwSDDLanIIwcjgnhdCnHPfzOybF9u/1sEdMADrb+uZPRHYtGnwrSA/8ccfDFzt3Ekfske7RFV1KHiQ5b4ff+zHzpKfM2mS6V327dPZXZInnD+/0wNTF9WZ7ddDCAMG8241y/rhh4bHT0qi//Lgg77nwzFjaJzKxN6yZWBmuV8/zzulpQGVKwNCIP31yciXj8kzQ5w8yWvTi4W5ITkZ6NGDAdVRo1z9FSnYERsLZue04ibQEg4JoeNrhHvuAZ58Eg6HhSEjDWMDem5MDLOnRlHnTp0MfOLMTHro4eFa+tjr77F3L4MWYWHZDA5FAe6+W82U+cDEibyEPn3IGM3G4pb0f3dHRFIGvv2WoX4h1LoFL0hNBSIj+Vu0bu1c4MqWDV4pgSfUqOGqcGG30+JKS0Pv3iwHMAtJcT19KC1oRr8sxTUMUBlAJhZ++QX8wbt359j566/ATsRmAxwOOBx81q2U3ZmBTFzu3Znl/ILERN8pndmzLUSevCMri1nymBj1hevX6RzdDA5ccjIXl5uhrlRR+Gzedht/tC1b8vqMnEhLY6nP6NHA338j71J8Opw9C0UI5A+366UQfKJXL+COO9Q/7rrLc01KWho5yYMHB3yqZrFqlU4qxG5nlLtZM+87ZWVxMXntNZeXly6lXIX23FlA794kyyQlgQtrwYLBV9YyghTNcJ8b0tM5f3k0ZnIRX37J8b9vX16fCXHwoPbbNGvGIIxEWhpwfaZa053XpY0mEAwHt5RuqySEGC2EmGJm37zY/rUO7uOPY/7tUyA1pWbMYAAV7dr5SMnlMC5coIGfkoIpUzgXxcUxYeNrHjYNu51O1/r1+PVXV7/JEmbMUC1jcyHX9HSykjWWtaI46axSGvfYMUAIvNzhKAoUcHOKFIVZtrJlDetgpV0cGmouYSCDlrJE9p13wBvduLH3HaWSsRA4Lmrh4mP9uUjrt7596YQULw5cverxUDJYX68e/9Ub4NLO+fJLaDV7Wrrn/HnvomM9e3oMAnjEk0/SeXeLRP7+OwMtQvD381bC6oKEBEa+w8OBuXOxdi1vh8u65XBwHOXLRxEPg4EofU8zAr8JCaR51q8P11LUixfpuDocpMDWr+86uN54g+cZH0/n/Phx3xTPceP4JQUKuNauNm3qn1CVWRh5a1JTYNQoPNHebonocekSd7esfOqOvXtJrzx1Cg8+yFtsFnFxvIXr16svxMeTZx5ooGD5ciA0FBe3nIIQqphcEHHpErO4p0+DD0p0NM/biz6AhC0+OSiC/deu8af/7LPAj2UZGRmcD1V9gHXrglvnHFTIjOIHH3CReOutvD4jJ9atg1ZLIn9QTXUtj7B9O2JFSQhBAoxZSB8qLQ18OCpUMHbe5OKnZhhyw7+76y63R1MG2b1lLjMyGPg0kEr2N4a0cyecye1ly9Qo2V7/DmYFfftynVXx66+6xg7NmuWcwpdZpKdz/qxTx7k+S+p+Wlrun09KCm0TVUSqTBnXJalmTeDpx+Jpb5nskJGXyBGKshDib3/3zentX+vg7tmDqz/swK+/cmKdOJFrXvzAVzSRlDyBTH1ERuLhh52+dv/+wIMN0hkN14qt/IRUWv36axw/TtvetNMioSjMElqcEKdM4VdrmgqpqeSVhoZS8ECtr+3VNia7TopMl8ybZ3jsjz/m22ZaawD080uXZsT5zBm1NmfVKn6PN4wYARQujB/azMa6kHZwlC1Hp1u/Va5MfrEPys/rr9OvSksjO01fWitp1O3bq3+4q9y2a8fFygOl/sgRsvFM1QfFxHAiV9WOJex2ChBVq+YMBHgS1DBk6CQmakGMqLrt0F78guuLfmV2YuZMUu6FoCShhyzPCy9QgMfsGH31VSf7XUvCNm7sDL3KCLGeutGjB60fK2jVisZbrVqu7buef5511zmFy5ddgx2Ak4ohBJo/mOW/f/3++/4b/jIiFxuLixeDwLAMxhyszqcbv7vhb6WAdYwcSeaGDzG6X3/lOA2UnajT0XJixYrcIBFm6gAAIABJREFUyQCOH88v//VXAGRa5Mvndk2nT1OEIa8hefAnT3IOMFsvnRt46SWOmdRUTqR79wYlux8Qvv0WB0U9CGFN8036awcPgs+Ap5Kv7dvpGGRmIjWVScygBmmk/PPmzXzwjx3D093tqF5d95nMTNaylC9vmmWgKAygBzI9KQowfbrqE0WpLdo+/dT/A5rFihWseQN/FlltBYB2TZEieUsFfucdnpC+zdy+fcgzRoMMPK1fj/j47PZl27aUV/mnIBgZ3Pt1W0MhxGAhxEEz++bF9q91cN2wdSt/4dUDfuJ/8qrYvmdPoHJlpKUqiIhwdklRFEBLt1pVeHXH3Lk8zrFj/h/jwAG419coChe3adM8B9sk+9MlG7d1KyfW++8nb6dmTTiSUqjEKBEbS6fx3nsNVSIUhbTM1q2tzc8vvMB4hk+BsXXrnJ7i6NFAs2YYMCAAcS4VDz/snCAzMpj1uuMO5/l8843O327UCJoiDeCUMP7hB9eDqjdg9mwtVuIbshDTbUzIjgrSwOncmfdLbwtkZlK8Z/JkD8e224GPPkJa/uLOFVVu991Hz9nDj5aYSBablUTeihU89NChOhXuQYNITVQU3ugKFVx/vGbNXLOuP/zgO4Ny+bJxnWNOi/xER9OLd290q97Tvn2zxSl8YtMm1fnr2dMav1mPFi0CVnEKum2lsi2UzCwcPZozrN30dLfkjqQceKo/z8gAnngCX4w8CiECL3kG+Ey6lAm0aMEtJ7F9OwOT6sOZmso/heAQ0uYIqUOQFxkYPbp3J6c0r2v53CEzmWYL1nML+/Zh4zP/RUiIYqmEev9+1zXDDP74A8ErAVUULlxlymRbb9ILFMdAMQ+JCboxsH8/I02eWqTt2uUSsZEaj8uWBeFc5flWrAg8+2yQDmgOslOQEKrO58KFrANyMbxyGBkZTGcrCpluhQox2K3i5EmgWaNMXBSVvNdyBxsff8z1ddw4sqVSU3H+PFlGet3MQYN0+lepqbl3fn4iGA7uVt22UQgxTwhRy8y+ebH9Kx3cCxeAJUvw05JkzVfUShC6qK0NduzI/fOSE12vXpq4oIug79mz8JbBNI22bYHq1aE4FGzfrvYwtYqXX+aioGaT09KcbGMhyM41CpArCv1U3RxGSAnctm2zZ6gVhX1Z8+XzSOORQb4vv7R2GdK2+PxzBtFjr2ZxMdOrjr37LjR+rnQqVOstEF0B2RZB36JTMk0N5/I+fTg+9AeoWjV7e5o5c4DKlTG0f5o5MoLdbnicrCyyhRo0cF7n4cP03dzKkdCihfc2vw4H0KJuHPpV38YFbf9+U6llGYvR2hCZwLlz3EdTdgac3r70JqZPh0udz/DhrqnpPn1cqFyWcP06F+vcNqRnz6aR4gcaN1aFZadN432xauQkJ3M+GD8eM2b4Ll82wrvvMu6g3bakJGbJrT7UegwfzsBGDuLtt/lMaAwDReHz5EnxXvUA3uxyBGFhfqq6uqFNGwbGtPlowAA6czmFTZvoVVevrl14ZiaTZYsX09HVfjYpGpbbvT71OH+e4/OVV/h3QgI9lZuh/6fdTgaIPtO5Zo3fz3KwkZVlTXczNRWuTJ8lSxic1R/k0iUX/QjZy/nKlQBP9tgxMpuEILts/nwG0LdtAxYswPV6rQEhcK1db1fDZ/lyz0mN9u21eovoaPrN994beNeNzEwOwUOHwOCLVricQ7DZ6DHqTvyoqo3nlwZLoHA4aAgKQTaXDEzoxsWYMXz7m5DeFnodBoirV52G7P33uxbdukGaEYk9Bljrg55HCIaDW93gtWpm9s2L7V/p4KoqqXfdkYkePZwv160LPNU2jRk6Tw1UcxLSMp89G8ePcy2WUfADB4AnOio4WuD+wBrFXbtG6+ONNxAZ6cWZ8ga7nZboU09pL6mioJg+nczPsmXZLcTIxn/xRe6ezTlUsy2ZI17G4OeTGWNITnYq8qrUGiNIirlVwYe0NNJfn3iCX7Hhuxuu3yVrdLp1Y1rCipykD8ga22+/db4my4wrVHAGBE+cUBk7165lL5SUmVd9JnHsWKBgQbRqpZhjkP+kshbcMsG7dmU/P4DClwULuhojUunbk6CVpK19842J89GhUSMy4a34iopCn+all1gPuG4dnCpGskAwPp6sAU8CYG+/Da9Zp8OHOdgDLRfwB7GxQSiYdcWQIfRXHD+rLBFNicUkpBT5pk0oU8a/ZJSsztBiS4pCJ81Hj22v6NkTh6t2QO/eqkJzDkDqlrlkuWTtgZHFrnL9ez+V4Hey3B2yc9qIEar9KvURcoLmeukSJ6i6dT2mn126Esi+KGbUanMSf//tnFTl5LtiRd6ekyf06MECv7zE+fPWe76rOHZMx5aQpUW//+78wIgRzCio89gzz1AcMiCsWgUlLAyZhYrj7z6zoNiyR46iztkxUUyGEhJCPr27nRcbS+0KfT1MpUpav76nniKTPBixmsxMna7T/v3ZGTnBhqxBd2OW1K/PMq1cw549DC6MHMnzqVWLaVCD69fK0Yu9SbpdbkAG5JYvZ+TSpfbDFXJoH+g/iz9mbhSSB4BgOLj7DF67VYN7M2HUKCgFC6FgQcWFyjd+vFZLnjf45Rc4i1dcodkId44NjBd78CBpKAcPag+n5W4oGzZwR11d1ejRrkKAstxp9ersu1+/7oG9qShaIWqWCEdKmTvYoDMkhKuAFy/n3nv9Z+R160Y7Wghg+jSFk62cTHv0YGbT4aDVphpI339PVmsgCQBdubULtmzh6199xb+7d+fib3j5MTGcWPVKlE8+CdSrZ87RsNvJka5SJVuYXvYHdj+/06dpu+spkbKMaPp046+5do0ZOivZKsmC9ye6LFss3XsvNyU+gQebOtX5oQkT+JoRK0B6DJ5arciCb/cezgAfgrff9tinOWC48KI4LmRNe3o67QWryR+1LThO77jm301fvRpo0gTRkem+YlEesXkzv3rJEnaXcTjAsVy7tvWDSXzzDf7T7g+EhBj/VMHAxYs8b5cSuuvXs7fikBg7FihQAK1aKkFjEc+ZQ60zbd6Q5Qv+tLoyA0XJFvz55RedSJjuY7ihBg0/+CBnzsUXjHjpyck8p3ffzf3z0aNXL2Np7zFjSO/JSzr13XdjTv05gSfOEhPJvpLZ89RUqg3qvKrq1bkO+424ODjKlsOZog1QWsRACK4B7gFvRWES075uI1OxpUu7qh7KFnGVK9PJjY3l3++9h717+d9gdoBr2DA7ASvHIOlhaiTuySc5FcXF6YZZ27bO3yknkJHBCMGoUdS8GDyY88iTT2ZbLyMjuQbkyweML/+V97aIwcRLLzHam57OQK8aGR04EOjY0fWjkZFMPl/5VK2LCqTsLxfgt4MrhKgthOgmhDgrhOiq2/oJIY562zcvt3+lg9u6Na7f19azIZaRYa1zdzCxfTscdgV//unqBF65whE4u/FC/6mTbpDlBZapNr17c4HSGQ6NG7PFqERWFmnKHkpmPUNR8PukTXhXvI7Yjr2pruWjAEgyt62KBkvIOtMKFdSE3nPP8cbIQINBbYVM0AQSsHv2WTdKpgpFoZMiVbOlI3zuSCq5we5KOQMH0rqVFnydOkh+sheqVzfhaEgv1j1Nqx62VCljG6tvXyZA9dffuDHbWQWrznH4cK6F/nQYGTeO+8rLO3AAzCDp2yolJvICmzThv3phC9k7yihCA5BVULq0dnPOn+c4nDULaNRIFQQbOdL6iZtBu3Yuta4vv8xTvXrVqT9lVS1YJrSWL1MHn58Krhs3QiZyLUMywyIi4Ey2y/rNADKRTZuaazHlLxSFQ8FjgsF9gm3TBnjgAXz+ORmUgSIhgUbgQw9xzm3SBE7uocFznVNo0sR1DRg4UEt88fnKxXYwGhSFi5AR66lSpcDYAYHCbqfmhFHf8Q8+gF+lAsGCogCFC6PDHUf9aipx8iT9BM3BfOwxp4ifdCK3bdO+6v33A0zw9+0Le2g46ov9mDWL8194ODy2N3I41JOsUoW2jN7GkHVLc+c6jYPNm7FhAyUj/JqKFIXP5N693P7+G4iJwaCXFBQvri4jK1bkLMtBlulcvgy7nfGTbEtU06ZeKbkBQxZb//gjDQW9UrLO0MjI4KPxn/+w2qN387O+xT+DhRo1SOlzQ8OG9P8NIQvPc+sc/UQgDm4nIcQCIUSc+q/cPhFCNPO2b15u/zoHV1GAkiWxr8sUI1YmFAVw9O4bNCfSNC5d0v57/Diy1ZPa7WwR+sboFP/FOmJjGU1X0aoVs1yWkJJCTq9O9Sc93bBNnEZbNhJl/eknfreRM/Tee9Zs2pdfJj3Z35jEjRv0R0qWpIOGmBhGd8uW9ej9d+1KP8BfxMUxSOhJV+L996ElEKUw14L5duNedSdPMsv9+uscKLoWMl4TAJGRzJA/8ojhB++/3/OE/v33PCd9qfrWrbQHFIUGRHo6F6pu3azV0AIc4iVK+E+dkiwjyZzVixy7YOZMaPU2+p6rMTF8TSoVx8YyRTduHCP+bobA8OFkMEgRyPh7Hsoe7g0WatfWitj1Sph79jhp5e7zmi9kZuqeYatZI/lDw3k7/WE2SNGTIkX46HXqBCdbxF/54+holCun4MUX/dvdLNq04fOSDWPGcJzo72mXLoGVmbhBjvU//iCFUgjg19U2RkVzIgP4zjvZnFVpMOsva9QoTkXXr4NGfU6l0L1BRm7U5zg5mcGO334D572cjHz4ggxCfP21y8sJCcCVz9UMfF7VLauZy/oVY4xsfZ+QmhhaAEdGaU+cYHDu7ruDNzZV52JhhfEuHf66d2fgyZ0tlpBAvYHFi8GAZ82aHLwygyiDIvfdxzRw3bqBiW0oCinZcqLWbcklq6Cb+B6nTylcU5o39/97fOHllxkIdziyDb3Bg9VgwAsvcPLNKciiVR+1ZFK8eM0aMkNyo4MSAP7On3ySLbCtKIyDDB2afZezZ4HjBzIoQmJFWS0PEAyKclMzn7tZtn+dg6taUT+9+DOEcG1nsHs3nY6NA5Za87ACxfz5DDeqGaT5851rgR5VqgQYcH71VV5gUhKysmiQW7azJHVTjb4CzqCce/BRUZiAlROVHpKOaJTBGDSIzqYZXLzITF3fvtYuwx2Srl2smLogrl5N68xDK4m6dV1KkC3jtdfokx4+bPz+tWvOrj0OBxfqvn3BSdRIvKZ7d578pUvMCKhtOzzi6FHSsIoVM6w3d3F4DHD9Ou+XUcugCxeYsClQgA6yENmpi74gS5/96s8M+vwySFSmDNCvH+jQz5njGlXJzKRnIgQyHnoEyWu2YsN6Bbt3Kc46rOvXWQgsBKMyaWnZZGtr1WJiVZYz7354XGDUWk9QFD64am2FVIyWraWkg6mLl5nGyZNujASz9IRFi3hOZ87g9dfJSvAHc+bw3CdOJEsuLAy4cvQGo+lWa4IBQFHgCI9AaIgjaPokGSk2bHx1A/7qORNXB05g9O6LL7Bv7m6XEkMNkkKwZo0LXTgjg9n2QOxmiWd7ZKFsWTqZcvzlpI2KRx7J1h5OlvctWOB87dAhvjZzZg6eiy+MHMl5XA3syuBxjRqgtVqiRN7RgGUmU5V6T0jgeBgyBKhQKgNpooD1iTNYUPm4pYtlYNAg67vLFnfaUhUVxXT+1q10JnXCH99953epL9G9OxxFi6G4iHepQJFOkntSLTOTDm6+fGpDiuhoOrT58zudXPnc/v47cOoUoqL8aKUI8EaMHQsIgd/vGYInxWo8U3g1Uhb/CMyahdTa9wFC4Gyrfqzzyp8/cPUqT+jaVVuT7rvPNX7SpQtp4lp2wR/alBk88YSpdXHoUA4TLZeTmclARkADxX9IQpcRsalBA896gjcbguHgvieEKCaEyCeE2CyEuC6EeN7Mvnmx/escXLVgLe1SHA4fdk2GylqqOUMP8j9//plz5xEby5DZK6/QuX3sMa0G8oUX6OC5r7tdugAjhti4ny8Hxh3p6fQ61EIXu50PrdZGxSwef5ycEZ1lJudEo6xNWhqDte69whSFE4NRILdvX/OBzEGDuFAFQ0BGBlnPnFFf8CAvbfeQSDWLq1fpDzz3nPfPPf00o4ZxcVybqlcHjQQjdsH+/fQIevUCFAVTpnjRw/rrLw6w8uU91gnKCLy3gGSDBqryrhsUhQtUr148xsMPW7MhU1JYE92ypf+2p8NBoalevVje07o1nGlndzGLCROAkBCk5S8BCIG/wxuhT+VNDHS8+Sat4QKqsSnbGYSHazzgCxegUeRlZHxxx29prATDg9FDZpbVGtlnnqEhKcsAunbl3wHBbqfyiNkB3rs3IzDqtVpRXNXj8cd5q2WdXMD1bomJSBRFUbfcdde2ZP5i82ZcK1sXMvviECHa/yEE74O7YShrNYoUcYnYyE5CUvPMLxw5AkcrqsKm5yvCbNOXX+KBGgkQAkhf9J3/PY29oXr1bNQK2VpaX84I6ETijhxl9ianWmcZISWFa55eSRJ8RqpUAZQzZ7kA5pWDO3gwJ3j1uenXj4Ey6fce+/168OcPs/jhB2SICAhBmqg/ePllrs3Z8gT79mkTlgyC+F2effQoEBKCPe3ehHsJpGwO8Nhj2Xe7cYOakQ0bqj9/bCyd3AIFyBZJTKSQiCqC1a6dJqRsHorCCLEQON52BIRQtDVRBtyy0my4PuQtvtiyJf+1Sncyi82bgRUrkJLCrylVyjlXf/ghX7u8UGXM5EQXEbko++j5JzttdOnCv8+dA36cpkamPJUMBQMyOeA2R2VkcMq7/XYXAqSGrl2BOnVy7rSCiWA4uAfUf7sIIb4UQhS/1Qf3nwGHg/Pb2AGqIE1QrCIPePNNpvBCQ0nZ0dXa1KxpWAJAKGp9n763jBmoyp3YvNn/c756VVNg1qNLF5Xa6wGqpkq2WtxFizzPWWZsDiOxo0Bgtpb3xg1mb63SQCWGD6cvevq0988dPMghMn48J/m4ODhrs4woPpIfO3cuWrc2YN/ZbEyZFyrEH+zsWY/fLVkE3s7x5Ze1FnEecfKk9WCwZDEF2u5Z1vBq2UzpNbk/1y+8AKVCRdxbIxUf1vkvUkpXBYTAyTcW8kF88EHX+lyAjosaHZMG6aFDjCOFhACTOu7hzQm474UbEhKATz/FoR9OITqaw2HOHCYc6tRhRt0oq24GJ07wnl28CKbezWSgFYUp2549/ftSFbKOVGrJzZlDo0IzHPzJapw5wx8m0HYrdjsdRSFwLqQ63ntgGbYuvwYhFLw9yQFERcH+xltwhIXDVrwkEid/5Orl//QTx8KkSdrrsnzDE4PDJ+bPB/LlQ2aR2zBdvIrzT47gMy0EssLyY7YYgm8fnc+1IpgOnN3OSddNjbFzZ5JL3Od42eZr12RVndtyRDUAyN4zuokkM9OZnPOk+J5r+PBDrQjS4WDWvVcvkqOEyDmNOlM4exaX3/kK5cs5/H58duzgdSxZ4vkzQ4ZwjvZbjP6ZZ4DChdGt1XXcdVf2oS7F8A10OzVhvbVr1RdiYhiNKVgwG3WofHmLLDGbjRlZIYDBg7VaW4eDU2Xhwm6Mfak1EAzKw4kTrL3fvp0Oev/+mqz52rU03+LjXb9/9241oD37OpMgOcEJdjj4RT5o91LMS7JBpD2QLArTxskJnDxJD7ZIEbem5sSaNa4VTHq89hrXrptcQBlAcBzco+q/84UQ7dT/33JwbxbMnAksXIilS431N+65B3jqSYVOwJgxOXceNhu5vXa7y6ws69C8RjQbN1ZTUiaRkcEsQt262nd9841rw2pTkAaDLkx64waD0P36ed5twQLudvKk6+uyz+p99/lngxm1qwkUJUogaK07jHD+PCfDl14y9/lnn+VQvHpVfWHzZkZB9dx6CbudqQkh8FP+p7Go6ee05mbPZkCkenX+EM2a+ayH09rGeEkg/Ppr8A2xY8e4xgSD8pNNhVlReH/cueXz5uHoizMhBG/VuWPp2CgehT0snylqbK9ezDjLMfz008B/59iCn33ROU133MHxLx0KmUFzf8Z84do1p3Ep63dXrAC5WGa8gCNHIGsNzp2jX7xrl7VzAJx1pDt28D5268ZAgRDAySEz/aOSSl7ZL79YPyE9XnkFEAK77+mPgiLNhdZXtCjvn90ONMx/CBtDHwOEwPW6LXUPLbJZP7K1tmXao8PBKIAQcLR5DO0bxjj1/hQF2LULlzuyrdr24h34JcGcIKVcukuTaV6/ES0+MZHd366sVR/G3KxRi4934UzfuMH14o03eCqff5LF2tC86HnvBvnsLVniDLR++fQ6633VbiI4HKz+cBsqGjIyaDv07u3nF6i1t+efewOhocYdMKR9YlROlJnJ5aBTJ92L166RVlaokFaGJcXvTPudsbEsyheCAQyHA/XqkaECcI4OC3OWh+3eTc1C+/N9uU+gi9+UKU5nuXJlJiW2bAFAM6Bo0exTaVYWL3n48MC+OhhITGQlnFyXpM7XycqPeG7rFwj27iUDqUwZvxz7JUucAe6bHcFwcKcLIU4IIfarNOUyQohdZvY1cexIIcRhIcQBoxMVQoSoolZnhBCHhBD3+zrmv87Bvf124Omn0by5Mb2ySxc1a7BwoX+Wmhl4MdQyMzmvyrYfeqxYQZpM4khSKk0Lr/z8Mz+vq+epWtWPueL++13UWwGnsWAUIZWQLY6MMp6//MJN3pLISBrJvmyOw4d5SUYdFgJBpUrwSLeWCCQh0q8fI9ZGv68RTp/m+jRhAtetNasc3k+gfXuklq6CVFHQucgJQcuubVtmk3xcQHQ0I9aPPur93JKT6ax7Uqq0isREUvTKlvWvhtQIDRsyaPXMM7RlMWoUfwA3z0K2E750icZ6mfAbuFayNq0jg4guwFKCZ57hWMkVG7lTJ+Cdd5CVRQNpwgTnW5Lqpxem84UrV5h8rVqVZcbp6aqQ3RtgJMYMnUG2S4qMxMKFMKSpeoOicKotWZK2mHTYExL4txDAjE47nD+OFaxZg3XiMTS/N8lFPNsSLlwAIiJgf74vChdSXEThjhxxdjADqI/QsCEwpOg3yAgtCFSs6HHsdO+ulhxYQWoqFyghgCFDMGKIDUY1hmlpwMdVqFKnCOGilxAwjh5lRFIN/ERGmhQUk6IPo0cH71wsQnZO2raNfva1qyplK1gTmBVERblQIceP5zwfF8eXhQDerjAnF3vIuGHv3hxPccuuiH7T9Dt0gKP4bbizVDxq1/YcLJLBJKMM3KFDBpqd0dFkrxQuDGzbptXymtKDOHCANSIREVqfv8REzhOTJzs/9sIL/EhUlHNc7lifTPpe+fLWBdkUxUmVunKFk9P773Nife897WPt2nkQwwPLirTEypkzwW958+mnPm1WI9NE6rVsaT4hZ3Qt6tThImgQHT54kEEBl77ebpAx3sWLg39qwUbADi6PIUoKIcLU/xcSQpQ3u6+P40YKIUp7eb+DEGKt6ug2MeNY/6scXFUZUJnxHm67DYbKmosXu05EQUdUFK1Ky+lTZ6To2N5UPpTlypmfCHUPr6w1ttSrUhYX6naKjmbUz5fSbWqqs1+23e7ZIEpPd4qkeLPJfviBt7B48QCoTR7QuTNkQsojBg2C19YJ6eks8/z7b1c9o82bacRYtfFatiT9r0IF75lyAMAdd+CvNhNQSKRg/aJo/kjR0aYpnllZ/L6CBb0HLSQef5zMyGCwIEeM4P3xV1jKCJIiefvtamD899/pxemp+mlpWi2rRJ06wMvdIxniL13aMDxbs6YmZpwNDgfgGDIMcbMWBedCbDZSQ4cP1zI8sk8ywOdKxjLM/BZZWWwrU6gQDa22bXmMe+91Zhpwzz3GUUA99u/XUuTdunGMWklcz5oFjVTgzl5Vy9fwYB21ZMSdJu4LJ0/is6fWQ4gABHxfegmIiMBfy6MgRHYhveefp4+kN4DefReY+sxBKJUrM11icN533mmx72dGBn+kkBBg1ixs3qRACLj0cdfjiy+AOWIQHdwcau6elcUa29q1vbeCu3JFXe5atMgd1WJF4Q/jlrkfMYLzmkuJXYMGxkWaOY1WrdR+Thw7+fNTK0BiwQLg4HMz+Ia/XRMCQYMGmHfPx+jaNXAiiqIY63VOmsQ13K+y7DVrACHwaZUZKFLEuy+WnMzknKzpNEJSkpsTc+UKo6358mF9p88QITK8d2w6d46Mv/BwBrZ0dbSydZpeLywykvPugAFOwcapU8F1pkABMvSs3Hip8rZsmevrbotBjRqeExtZWaqGk83GibxdO/Pf7wsZGXz4vKSI7XZOce6kBSkMt7jL9zQQgvk8ZGRw4ffQD3vKFE651697PoTNxoCZnrBzsyKQNkGPqP92Ndq87Wt2M+HgzhVC9NL9fVIIUcHbMf9VDu769YAQOLd4B4Tw0jpE4rffSMsNJubN41A6etTw7alTXcQ2XSCFSVatAlOYkyb5lFs3Cj0tW8bjGLFcPWLcOE7eOktx5Ej6CmYCvTVqMGsxaRJtPvdo67vvkhlUrBj9dk8C1pIW26BBdq2gYECysEuX5qTl7ixERpJC27mz8f4bNzqZwEJw7ly1iutdmTJ0nKzSEqUybvPmagL944/deFUqkpIAIfDnoIVo0UInlmUBquCjaWacVL71u5ZQRWSkNeq2WaSnMytfpgw3xWZ3jYqkpgJC4NDLC12Cy1o84NQpGixFi7oEpVJSnEEbdyxcSBulX9EVKBSWjgsXgnAh585Bpmg3bYJhRuHhh42HhRGmTYNGiZS1aPPns1yrTBl13C9bRu6wCWRm8rmw0o7n9985pXTqZGzLrVrF8woJUXBFlNdxzc1j4kT+Tn4JX507pwUV3nqLtpW7kXvmDD9i1D4Cly451VndnK1lyyzIIWRkOCNvCxZAUegnVq7suef0ypVAMZGARFHMa7szf2G3M9AnBLXbvEGOtaTRb5FqntPFajt3ZotSHj5M+1oGFS5dYjlC9LNjPDf7zilcuaIW6k/SXlqS3hShAAAgAElEQVS3TtMzckIudn4EwwNCVhZQuDD61tkZcLdEKSbpSVDRL7HeyEjgtttwoVQD5BfpPscfQJ2OggWN9SIcDq6rjRq5vX/jBtC+PSAEHKFhzPLdcUf2rUIFOVFxAnSzyd5+m2+52zQjRtB+io6mXdC+vfrGgAE83vjx5u+JjOQadESQkMwfNwkVAJxHGjemvZKUBCelyYMIpWXIRWv1aiQkIBujxm4HZszgR9yXHNWswXvjrtGGzwmVad3zn5bmFJNq3jy7QOo/GYE4uG+r/y4w2L7ytq/ZTQhxXgixTwjxtxDiJYP3fxZCPKT7e7MQoqG3Y/6rHFyVq/L9whQI4dmRTEhQDZkRI2i9BEOiV6JbN1omBguqzKx68qkTE/m+6Tr7EyfoNSxyzSJ160abx7TRl5nJHXQhUBmB9CGIp0EKUcm1wL0s7tdfebz69bNPfhIOBxfL6tVzToxTzsN33cV/n3iCLEVFcWZuixTh9esRG0sRCiGY2Vu8mM6DPI4Q9JG8rD8eIX0bmVm1vzWZK6a7yrOsOVy1yq9rl4EPK3U4ly9zH3+VNiX697dG3bYCufYLoYv3pKeTV7x9O9/wpqRy4QIdldBQrsKK4vVWq8kFbTNygi1DpgG2btViZP7SbuPj6WfINr2KwvL8Bx8ki6xSJZOGp6KwADsmRmtXa1bk8soVMvFq1vQczIqJoSCLEMB/C42E5X4lkZEY0jsZpUtb203DsGGcPy9dQrNmcOmxqcegQVwm9FF+RSFVW4mNo/WcL59ryt0sYmOZ+RQC+OQTXLnirEnzpoEo2RAja6iDccYM699thLFjkflkN3TsyMN6aiOmxw8/8LN7f0vOHSWWIUMYYdINrMceY+BUZllka7ufh6o8WX+bqFtFaiqjIWqQ25NA39mzwNa16ZwUc1ILREJRnGl4dXJrUScGLVoEfuj+/XXt9wJFUhLwwAPIKlQM1cUZ00Lvcvp0Z2BI/PQTl9QuXdzYCA4HOcRvvMEaBKOtXz9qFnhQZGzXjmQYd0iNiHnz6BcXK6Z+94ULfHjDw82Py2efdRWCMMCFC7Rd9K28JAYOdK5X/fuDC0DBgnS2g4FXX+UcmJyM557jf4cO5XSweTMd/IgI2qaeaMq5lSFdsYK3X2rHmGkxd/Kkd9bfzYKgUJRzahNCVFL/LSuEOCiEaOn2vikHVwjxkhBirxBib9WqVYN/F29WjBkD1KmDd9/lA2Y04SaobLjp08Ewb4ECATaf1cFmIyfHw6Qhs2HeatiqVdMJlioKrQejIhZF4WxduLALJ9hmo1Gpijeag7RQfv4ZDgcP16cPJySz2SlVhFTbjKh1Fy96XwRlr9qc1N2IjqY9uWEDyw8jIljGcuECnWv3zL+iUKysTBmuR2+84cqgSU/n+rhsWWAlTfXrO53l03PU1dq9jVVUFDB9OpTL1kVloqO5+DVrZj1A2qRJttJsSzh+nAtKTtlxWVnO2mqtH/PEifzSsDDYi5bANx9ecxGV3rOHj4/mRCYlsd2IEEDXrpj/USLU0tNskMZz3ZKX8UjYb6haIdMrhdMUpJceFYVz5yiK7u8xJ0zgoQ7+kcSa5ObNcanaQ1gtnsC1vuNcMxBnz3oWabpyRXO8tmwhvcyborZEVhYj44UK+c78ayLN9Y9Zly3v2RPdiqzF3Xdb2w0A70HBgsALLyApyVA4WIO76ifgbBe+ciUYUZCiM0OH4tDOVOzc6WbI2Wy8eUlJTB+cO8egS7lydHKWLnWZQ2vU8O4rzp7t/Gxa26e4DgSjsP3hh/FznVcghPnWLocP8zwWBYmt7xU3bjj7g+lw/bprQFutVsL7Iy9oa1uO4/p1Z2G5Wsz98MPGHROGD6epgA4dWLCZkzh4kLW+0pJXU+6VK9oD7i8P8NYK4drZ8MUX/ehdn54OPPIIlLAwjKi2BtWqmV+rsrJ8i2FK9laNGtRmBLiWf/+9b6KcEex2lmDkz8+OUO7Q9wpetIgJAC3A27w51yc9b90TFIULnAlRFUXJntiQQX1VSw+FC6tsgpdeov0baB1YTAyzEq1aQVFoKxUuzO8aOJBMvKJF+brP+7x3b3C7m7z1VrZB8dJLPJ9HHuE5GvY3d4McO6b0CPIQwRCZKi6E+Eg6kEKID4UQxc3sa2UTQkwWQrzi9totirIvqFaht3qKKlV0lJrXXmNoz4NYiCVI3Xx3VRAws3TbbUDTpt5LL8aO1VFMJP+nXr3sYS+p/mTQSNLhMKBDeUP79kClSkhPtqFZM6fhZKWWVDqn5cvTgbTaUy4+notB3br+G/ZWkZzMRVFmKNPTuRgkJfG906e5OAlBepOZmlV/MWkSh2H+/MCm7284RaMMBkujRtbVECXd3KoKL+CkFk2Y4Jky6Q1PP03n2h8jwiwmTnRzQpKTaWWNHImLB2IhhNbWFgAXNSF0LSQAPmMffgiEhSG5Yk18V3cylB9WciDcuKFtU6dQ/Gdwi8NYLnoEh2W4ciVTAQEO/tRU3utX2+7jAxUSArRqhcyHWmN/SAPYQ8OZSpBqVX37eqZwSvUPi7WxI0fCkIpmBLudmeYyZfyoBWzRAi9XXmaaZeICOWCOH9cMdE/6KEbi3DYbszbVqqnPhM2mWZCXi9XCR4Un0CqaMYMeTr58rhFAuTVuDPz9tyZE8/TTTAT7CpZt2eI8xMJqkzlx6BWyrGLjRtaQhIbiUtcRWLTIfKlFWhrPIywM+G3gN8FXBtTj3ns5plURLEXxnNQqUwYY0N/hmUIQbCQlcSFUPT2pXGsUbJZzalJCDvfBTU52DpTwcEYjHn8c6Xffn00YyV9kZHBKkX76lSsc7paC7IqiNVbfOXyRX4Hu555z7f1q9BXLlpGl9dRTnCulEJY/pKhRo7hv+/aes49jxjCInpjo9obam91r2llCijLMnm39JEGHrkgRzlOSYffRR+BYiIjQRYX9RFQUqdxr1+LMGV7Wf//LwIGMuZ086X1O27ZNLS+Wvf+MGtL6g8aNXXQmFIV6HZ0789FYutRc9YKfS2GuIxgO7g9CiLeFENXVbZIQYqWZfX0ct7AQoqju/38KtQ2R7jMd3USmdvs67r/CwbXZaLCZNA47dKDPCICeVcmSdCYCxbFjpE+58f8UhUZcgQJ+OBiyCad+cpPKpi++mO3ptGwkXrjAGWnCBK00ZNIkJpSs1JJKDYTx453tWs06NA4HbcDw8Nzr6BAVxfYFQtAhL16c0Ua55sitcGHWyOa0033qFL9P00KQGT29UtiePbBfuYb8+WlLm0VUlDW6uTtSUpz3qnlzaxngffu431tv+ffdZiE10mRkXg9Z265P4ly75np7T5ygwTJ4MPDXjG2MtLgPBnWLCyuN6WFvoH/nOGRs24nSt9nQqlXwxsjatR5L+H1iwwagudiOrELFWFP2xx/ae888AzQqehxn72jNaxk1inQFIYwnps8+A4RA0onLpu0NKZRnNjgmv14I4OCq89ackTvv9K2AZ4ToaFrkaqH9oEG+tX5GjOD8ra8akJmRqVN1H9y4EWfz14ZdhDovrEoV3uvp05kWnTmT8/rGjYDDoZ1Oo0bmaZ6ytUn54ml4RGxilkII/wK1ikIO4e23M+DrR52FzNg0KXMaSvES5lL9/mDdOhdxhh076PMaPS8tW5KxkleQ3QXcdYEAsoKE0Ikn5VSNsEyvf/YZ7ZzWrYFLl3B17X48+KDaMiwIeO45Hj4ri3N9SIjvPvAuUPvEHu09DeXK+RfoXrGClzpkiHfbRd5qRWHCoUoV66yms2dprwwc6P2nkz2Ps+U8ZFStWjXO0+7lSHrExTE664POPGtWdq0Ah4MkkR49+PcTT3Aea95c/UCwHEndxBUXZ12HpHdvkh9kayh8+mng52S3M1Eg+zWBy5wnO8EbpFBYsCV7go1gOLgHzLxmdVOd5YPqdlQI8ab6+mAhxGD1/yFCiNlCiLOC7YS81t/i3+Dgxsc7uQarViEqisqn3gSKxo9nhFGb1BYvpleWQ/VDisJE6yefmP+8FoV0OBgijIhg1FpRaEX26pVtBTh5khlUS9kktVP60qnnYLYewRNWrODEJusXzbREjI6mOFWw5jSzkGVvjz9OYcOQEDKGBg+m+v7773MyM6Ko5hRataLN7nCAv/OMGa6cmDJlcK7HqxDCPIvnxAnWXsqWBYFA0jKHDTP3+b17mRS67bacT6IoCqn5RnGq5ct53nqhZEVhUEMaBPPn8zNFi3IsfPUVaHTs2sXg2axZwKxZOD1sJn4UneAQIbhW7UEgORnz59ohBPBGrwBq+XWRqdKlrZejymOsaf0h0kV+OGrWylZfIA3utq1tmCnU9IN8+IxqlIcNA4oWxby5CkJDvdtXdjvjbgUK0LEwO5UePOj0Az8Sozm3mYGi0HjxpwVMv35cAE6eNK01ICP4K1e6vi6rRC5f5hifNk1t8fS6ncZjcrJP52XUKO5jxa+U4/eBe7MQJmy4PnQiHzR/lVHPndN6RG7ZYq3n440bvIeyTGC1eCK4NEOAk5eBE9C/P7NTRoylQYPodClrfmbxX7D7Vrtj+XKXGyfj0Ea6A5JBsn496H14UmkKFFIwYOdOWvVC+FYN8wN79rA+/8QJZs6N+tJ6hBop+q1qbwihoF49/3qO2mxMAIaEkPjm6+eWJWN6Zo9Z9OmTXV3dCHY770fPnoxrNWigTgc3btDgWbmSJxEg6+HSJZYRuXd/kMFdOa2+9hrtnJCQAJTn9fjqK/PtLL1AMhri4sA+Rw0aBH5uMuui00aQ/eT9EeiMjMxdrTp/EAwH9y+3OtjmQoi/zOybF9v/tYMbFcVQX758Gjfx++/5S3pTEM6Rxs1paZzlVafz1Clmiq3W8EdF0XBxsTdjYmg9FCjg1XIcOpSGhumJy24HqlZFQuM2iIigUEcwslA2mytlyQiKwnnnttt4zu++m7uTx5EjjO7LeujVq3NGtdkKpAOZTfhDUfijCoF1g1ZCCHOtLzdtYmaqRAnTYrk+Iet4fNXbLV3KhdRywCUAPPGE8eL1wQd8XZYtbNnidGSFcNbuSWp6rVquRoHEyZM0IooVAzKWruQFPvYYkJaGgUW+hRAuCVPzkIVLEydqQnN+aQaNGQMIgd9LPuWRPtG1qzPbtqutWuaQP7+xvPUjjwCNGuHppzn9eHo+7XbnvW/Xzq1O6epVRhRbtGCGUG6qQqmjXXt0CF+PEsUd6Bi2lukXM4iPR5YIR7WS8dZ8KVlGoqonvfACL9+X1oDNxrnKvQzu7FlezrZtTsGsxx8nTdMMJLvCH62Xy5edAYIPK6pROSGs9eEy4PjWqmWtxZGa6MeuXUDNmgrqFTgJx70NgjuhP/kkT0yHa9dIAfZ0765dUzNJ0qr1RwHQLGy2bNminj2ZHTSCbEP95ZdgwOW223KGJvTJJ/yi6Ggev1w5ysbm0GLboQPnVtMdHBISYKtYBadCa6F4RBrefTfwPIMU6duyxfNn5DwrhDVxLJuNVSyhoeZZVJJ1Kx/PbM5V//5O+rg7zpwhe89LhvfLLxkgCwlxaYkLwKn9JAPMv//u1ECbNw9c/Jo08d8YLldOM/QUhWPerBChHlLEcNMmOAMx27f7d04SMrKtM+yysnK2giKvEQwHt4GaZY0UQkQJIfYLIeqb2Tcvtv9bB3ffPmezVF0/BvlAe6sVvHCBz5CLIZaYaLGvjhvkE7p2LRwOUkCKFrVuuNhsHnrTX73qtVAkNlbTTDGNL3uyrdKzYctw++3B7TnbuzcdgZQUTrpNmjg1k06fdibdH3oo+P3G/6lIS+NvL4ROsTUmhjfpjjsAIfDxsBOaveINUVHMBN59d3DVCW02lrQUKOCZDXnoEA3Phx7yXgsfbEhbrkMHV4bkqFHM8khb/oEHSIdq147XERLCIIDcBg0isUGee2YmCR4yWPDddzxO0qwvNY8mdfAYFBIpGDrQjxYHcXGql/KhprxpUMbvHRkZcBQrjqWiJyZN9Gy8Hj3K6y1ZEniouULHVgh6ae44cgSOHX+hVCnvgjFvvslDzJyps5sdDk6yxYrReHvwQU4Kffs61Umff54RECHwdeEhKBqajOjarcxdb2oqrny6whrdLDmZCjNVqgDJyfj7b2viZ+PG8d4dOeL6umTbnD9PJ88soqLI2giUXdH09kuoI45COX6CA7txY/MOzMKFfBDUwW6383zMGoGKQr2Fe+5hJky2pPpWPGNOvcUXjh9neip//my899GjTeoKSF6irm1P0CEjDbqo2KpVnpVXs7LIUr1yBYwGyixrsDF2LA0DOR6OHwcWLMDkyQaB1CAgMtJ3VlODWnfrCAlFs7CdQdO4SEvjPO2rJP2778wFiiUOHGBsQAgG9MyykuScPn48XMkyV686Fa5KluQP4v7cjh7N+VONmB0+zGm0eXPaUzt38u1HH83uOO/YwenVvQ20XvxKy3JKTQYriImBnrcr+9n6Q96QFOD33weNxho1qLQYCH74gcZKejq+/vrmF4gKBoKmoiyEKCaEKGZln7zY/m8d3D/+ICfRLerVsqXndg9eMWAAZ0V/o6ivv86ZJjlZo7740zUCIEOjTRtr+0yZwu90N748YeFCYJl4Gon5SuKVERk4ftz6eXqDrD2ZOpXrq6TFVKxIA6pYMRpEOc0a+6dhyBDeNy0wYrezkeijjwKzZuGX1Xb07+/dft2/n8SGYsX8E5XyhehoZvQKFeLv2acPgxT9+vHvQoUYe8rtxuhxcc6sbLVqjDkBXNhU9qUmGC6NjPh4PjsjR3KT7Ug/+4zvp6SwNlIIMgnlNa1bx9dOvTafX9qkCbqJ71CpZKr1Mb17NyAEHCt/wtNP87iWn8effgKEwONirU+/Qk30Qgjgyrl0oHZtRkOOHmXUOzNTK0iVNdRGGfusLGe9vUsg7/x51voJwXHrbRBmZOCXu18GhMAXIYPwsNgMW4y5ujBpOJquI3zxRU2gKDaWMaMqVcwH9mJjGbTs2tXk93nBtm3MpBcu7P86sXcv4xOfvnUNQgA7vjnj5Nq7c6mNkJjIDEyTJtpEHBXF3efONXcOkvY+fDj/3bgRqFfXgRrFopH1117/Lkzi8mWuqXKw6ugRFy9yHfEW0E1P57K8fj34YBcvnnMRN+nZ+yOlf/2656bbgWL3bkNHoUsX+Kc+Hkyocu8TQt8x7jMdAGTW1K8+vAZYtIjBlLJlOUVaTYA3bMggUIkSurlSZipPnnSOH71Ue0oKx6yqMzB7Nsd8iRKkgNvt/Mjo0a6ltImJzNKGhLC81z1vk5LCxyEiQhU5K1rUfN2RHlu3wsmzZ4BTCP+7brqIvwaRzaB2D7XUdvifimBkcEsIIUaqSsqfyM3Mvnmx3dQObkyM9nCYQmwsFRskh8VNLi8rKxtLyCPOntWEGAkZRbUSgtejSROgaVPYbFTya93afxbQ6NF0CF3OzwtiY2koqZopPrFvH1Ap/3VkheSDY6QFqWQLUBRn25vwcDpdkyez1u3ll4PT0eL/EbKNVUgIS3TMOks//8zMZI0azoU4JxX/Dh1ivfKzzzoFYsPDuRYPGhS8/vFW0aED2b5y7PXp43Rg9qnCwrVre14/9YJnc+fyekJCsgvFnD6tC2KpEa1joXf7LI8whNqg+OKGY6hY0Xx7Fhf07InE/KVRrGCWT8GUrCyOlfBwlVVx9CitwYgIXlStWgz9b92q0ercszKJiTyGEKTtpqeDD/3cuUyXFy1Ko83EJLjzLwVnur0KCIFh4lO8/ZyJqExkJDbMPAIhTCYKZWTj1Vdx9izLEyIirE/3kyfDv99Yh0uX+HzWqhVYjb8sr9y0ibe8Xz9wTaxdm5uvRuivvsrBrbsYqc5sdu4YNIhrbmQkDzVlCimKnsq6LWPXLnqx/fu7TIZ2O50Ob/fP4eC6OGoUnJGaKVOCcFIGePFFeh7qeF+50ndw8cgRXUu6hg1zVRGrfn3j9kW5BlVdbuMdA1GwgGKa0m8WMviliTYGgL17OT0+/LD/DrPUjGzenGuQ3Q5GafLl40PkcFDxqnRp54Illci2bUNysjNT60288+xZkjhCQmhHGtWmyzpcjSnUsiXtV6uQtQnq4vDoowysW0V8PB1yqWytwW63qFSWHQ4HA/0dO/qeDv8fEAwH90/Vue0vhOgrNzP75sV2Uzu4vXpx9JlRcjtzhqu4F27+pUvM3pqJ6I8YwblFizZJuoU/M2JSEr2KN9/E9eu8LE+tJc0e7q67aACZDWRt3WosZuGOuDhOsJOLq429fDWqDADvvcevMOoRdwuecddddNKE4Jons/IOR3ZqsqI4s761a9PhHDcueJFrMzhyhM9TUGva/YSsr9+wgdTZ8HAa4HfeyUe0XDnfDlF8vDMB6WlKsNnceqeqadHe4muP/VQ9YupUflFKCm7c8CMwlpwMW0RBzBZDTKsXnzvHr5wxA/zCTp34wgMPsKfhPfcAJ07g5Mns7TpkC+6wMJ1ezYULVPiSWVurnpvDAXTogKyQfOhSbrvvezBtGhaLZ82VVkZF0flo2BCrvs9EwYL0v43UbX0hMZEBTHfan1mcOEEhmMKF/VfKlpBBli+/pH9VqKADCVdSncI1nvixEjVqZPNyZALYTBYmJYX3UdLX69XjEFAUoHRpBQO73bDAV80ZlC/PZx8Aiyb9KRA0g/vu0xTuUlN5X7z1ZAWYsA0JUamTixfnjETr+vXZCsJTUhjcsaLEH1SsXg2EhuL83R0QJmyuKuRBROfOnKP90kVQ8eefzCxWqRJYm7ukJPqu997LuJJW9zt4MA3RqCjS3MPC+DDLC6hYEXA4tMCTZCUZITWVgYsSJbyz3a9eZWmO1lls9GguklY9wOHDWTuuKEhI4L1WpQ1MIyqKlygdbpf1a/RoTpT+FmU/+ihO93jdb9r0PxHBcHD3mfnczbLd1A6urFuZONH3ZyX/YePGoNAXLl3iQ96nj+7FBx7QydxZwG+/8dz0nc4DxNGj5thOVroxOBwst8oXriC12t3+Re0s4MYNRub+DbUPwcQrrzDTvWgRjel8+fiIyFY4+szIp586FwarrQ7+H5GSQuabrGncu5f3p04dlqOZ7YqgKGSLTZzoOYtesyZFiAFwTmrWDMnhxdGi+iVrU8jPPyNr+Bi/egwDwJ5X2YR6yN2/WRoDDzxAPzYuDoxSyPTk6697pQ5Mnw5ZMuxUiytWjMbI559bnj8dDtrhB3+7gcQy1XFRVMLh5T68vxEjsL5QZ9+1cDYbi8GLFMHptadRpAgp52aCgZ7gj5YTQB9G1nEH2noS4JDLn58Brd3fsDb/i4F7eP+bNGEdgafeRykpMGqEGhfH6/Jl69psNGb18eZhwzgEbDagRZNMNBfb2f7FH5w+zZSZQaH/jz8y6ORrrEulYks0dn+RnAycPw9FcYra+Roff/+dfT4PKiQdyE15SPZ+tUKeCxqWLwcKFEBS7YYoHpaMJ5/MuTKl+HgGN8qXt+7kJiZyPIeE0LkNhgDlhx8ajIuoKC7wslfr2LFOW7J1axeP78IFY0GsP/9kZrhGDZ6vmeSKFIssWhTI/H4VnWmrIiwOh1azc/IkE8FW7/P48XRud+4kSUMIlgrZbGB6OZDa9EqVsKzV5xDCKSb6/45gOLhjhBAvCiEqCCFKys3Mvnmx3dQOLsBUgJnamKee0oVijWHWrkpLY6+2qlX5q2sZClkHYXU2S0oCNm2CEp/gl/y4L3haAFJSeA0zZ5o7zsSJvLwfX/kDpiL8t5DniIlhXYoQzqxu9+4s21qyhFHTnDQS/smIjaXx7V7aFCx07MiIuYZTp5CVryB+Ee2xa6c1J2/TJhonVoQjHQ5mz74WvXEjrBQuRVkL/A0b5mb/KjrRqXnzkJVFlpw+CbdpEw2Sp58GlEuXyQkXgmpJZ89a+n4JRaHGyksvAXGb9yNNFMBZUd27Aky3boxa+MKkSYAQSJv3DWrXJjU4EOcW4PpRsSJ1s8zGWnfvZtasZcvg1qbXq8ckrGKz496ww3igpPobyKCru6yqREoKaaJ+9M3dt89JT+/Rw7nuLl/OMXzoEJNQpcLj/Q+iyiiKgfpWs2Zkq3hb7xWFcY0SJXiYwoXVrHR8PL1jq406TUBP22/Y0PecrCgcR5pi9bVrwVV6PnAAihAY3u40RoxgRllR6Ph36eK977NH2Gxs1L10KSfVL75gicaXX3LMRUby3qanu25nz2oTTmaj5qhb7jpq1Mh5EcLDh6mfJ+nBbdtyTvM2dlavdtJ8R44M3lCR80azZgx2aWvSxIlsBQkwY3HPPVzsL1/2OYgUhWOtVCmqt5s16a5edZa350mgA0zMli9P+wVwKosLwbk15Sw7R2D6dOsHdziA8HB832UJGjb89wT/g+HgDhNCJKgqyufV7ZyZffNiu5kd3M8/B15vrzZ29pbFtdvpBPtoVlivHvDGG96/8/x5RrqEoJhTSIhOxTItza8FX+LQIR7322/9PoQL0tMZxPNE4XnrLX6fVCf2BFkaJ4S6yPXowZXfqEDjFm4KOByugcu1a0ktl7WuUm25cePcVSr+p+DkSVY0hIQwuZgTgac1a2ioxMerpUJ2O9LvuhcQAp+3+cH8ga5fx5zZDgjhu12NHpMnA6HCjpSCpWB/rrfl85fzlYufmJVFmkdICC699QWE4DUC7G9dujRQv3YGMt55nze2YEE2/AwwwtKqldMXmnqnGmgsX97zcZs2hfLIo94PunEjEBoKpU8fdOtG9p/VrKsnfPMNtGS3Lxw4wCxQ1ao6dfQg4ZlnqEgPAJ88+A3js7tUSt/jj9PyTUz0eZyUFGYSX3jBM4U/NZX0Skn1dxfbSU11ZtM/UitgrovS/l30ww9zgdbh8GGenxC+69TXruXn3n6b80BEhCpgs2sX33DLXAeEL74A3nlHq4n++GPzrMoXX+T5ZWaCBszjjwfvvH78EddFKQjhdPK0ml9/cPkyI6/vKs4AACAASURBVDTSC7G6hYfD/tJgPNo8HQUL5l5JS3Iyx22LFk5thvbtnVUUdjsFnDp2pBMsBH3MnBC1VkuP0bChQXzu4kWmVv/8k/Pq/fcDMTGIiWEQxCjvIqsR/BGq69uXz3LnzqqGwunT5rNEV67wYdy/H/PnWzOb//qLzL7Zs3nusmpAUViWJ+2cr74CI1nS+beCa9d4kE8/tb6vG375hUHEjh39E5vOTQTDwT0nhCht5rM3w3YzO7iS6hXTqjtDrJ5C2+npXDU8RPQlnUQI32UszzxDlVfZm3r8eDoM99/vFtm3QrP7+mtg+3b85z80qAOJ0NvtdPy7d2eWpH59Rv3co62yz6gvKfwzZ1gSJwSd5fQTkdxx3Dj/T/IWchzTpnFc6od8hw5ceA8dIqFh5sycaZ34/4DERBo1b74ZfKfCHZs2MeIMALjnHlwIr4aokKpIvmayfqBECYytvwkFCvj2E0+dogpn586ca/7zuJqiXr7c8nkrCuOGISFu9yg9nau5ENgjHsD1HoOx44ER+ESMwA+FnoO9mJoW69DBP9VYAwwfTkPf4aDzMk8M5Hd4Ugy8/Xa0KncMPXt6OODRo0Dx4lDurou3RidBCLUFRRAhk91z5hgvF2lpXF+k6JtU8g4m9OPlxqI1KCoS0aW5WhOiqnMbCivt3++SLeze3emHGAVUN20igUoIjj9fVP9ff+Vnt4vm/vGxK1RwKWLNyqJTXbgw49zeYrOKwvX8jjtI6XQ4SKcOCVElJ3r2JC00WH1pGjfWeu5ER1srZVy1ir7M/v1gPWbRosGZ1BMSgAYNsLNAKwjB72nTxlxA3AjJZ6IRX7QysiIKwTFvPmXez52j03v1KjO069bRA3jvPS5g+u2jj4ALFzB6NM/Bvcd4bsFuB2bNciqYd+3KqjQh6Fw1bGiO/u4vsrIocVChAr/TpXxLKmM98ghttIgIoFYt/PrhsWxM3ZUr+cxWqsTz9jjmFIWG7fr1fCi3bWOWR1GQmakJWaNWxURcEJXNT1KqANbCSee0OcEM7HYKUcm5pmJF13OXrf7uuEPVXJPPhNX6YJW94PgusNqEAwf4fFaqRHbGrFkBHS7HEQwHd4MQopCZz94M283s4Kal8UF/5oFTUMLC4I9W/OHDXHhDQmgLeatjk/OHPsurKM5FpmhRYNlShZGpbI1oPUBRWGg/eDCaN+cE6S9iYmgoC8FJsGJF50SgF6yQzm3Llt4X+nnzmOlzackzbhwtrkAaL95CjiMhgQtX2bJOcYuKFdkD7xZuLkybxmf03DkAQ4bgcMT9gBD4o/UE33Gy5GRACDxZ5xTuucfzx7Ky6Hjkz09H8O67GdXPGvMqIyFmmzK6YfBgnnu5cm4SApmZWNt6On4XLZBe6DbEiduQEnEbHGXLcRBu2eLX93nCokU8j/37aY+VKpyG46F1oIgQBjfdsX07qpbPdNVQkEhKAqpXh710ObS/OxJCcEr3V9XeEzIynP28mzd3tveVm2QK9e+fS6Jvqal4u8BUCKETRu7UiQuA+wk8+iiLkeFs9fPaa8zkxsZS2FVehxrrQI0avn/2P/6gryfX2v+GvMgokxWoz4Re3S06mkE9M77yihXcXd8dJy6Ot6FzZzCaU7YsPZtApVWTkzWBSX+g68jlpAUEIkG/ZAmjEVu3AkWLYslrByEE4z2RkU57woo47ZqVWdgZ0QKpoiDuF3vRooUfbczgFAUeOdL6vsFGZCQdxLvvZjDkm2+CPz94gvyZhaC4uwsaN+YbDz3E37BkSdhC8+G/EUNhX7AI+P13/L30JEqGJaBCeQX16pGt4AJF4Rz47bc0Ioyy6ZUrUxny3DmsWQOEhip4M2yaeUXQgQOBEiXQ82kHqlb1HZP59ltmbBcsgFY50aNH9sxzQgIDD7Lf8JEVxxk4sfqcnjiBs53GoFgRO1atsrarRGIi7fBKlbKLe96sCIaD+6MQ4pQQYu6tNkGBQ7YCO99+CA01I2nJrVsN06J2u7Ojhb643WajgvngwXR6jx8nfapNGzJz3aPPisIA1wMPMLC7s90kPmVmuJ+XLwNCIOH9eYGscwCYhQ4PJyVQUWjUyh5e0gCZMIGZiIcfpmHtqWZv3To6/Y89pmvJc/EireOnn/b/JG8h13D4MIO4XbsyOLFwYfAolrcQPMjaoWnTAKxfD0UIbCzRDRkiAi89ctq7eNTx44AQqF0xAV26GH9k926qbwpBo8xFFLVOHTorfiI+nseV9d3PPsusQnQ0HZrbbuOc2KFDztZ5X7zI75cR8u+/B+4Q55ASUoT8SukFqJaU3U6/wrAkZehQKCEh6FdjO4oXN9cS1l84HFzDatVi1kG/NWzoZArlJPr1o5I6ACSu/g2lSjrQpo1qsB86xBs1aJDrTmXLak1k3ZnMsk2dvI7q1UnFNlOzuX+/81koUAB4uedF69795cs8qWyWu29kZvKRqFPHaXT//DOZUG+8wXPbtQtcZIUANm+2/B0u2LCB6/8Pm9C5M7BjRwDHktLms2f7f4yqVbW+qYiLw5QptAPkHLRsGVlsZpy5zEx+dqoYDwiBU5OX4KuvOCdERFgTfT58mMy55s3/PfWQnmC307EOCaGP6YKffiIt9/x5AMDVg9ewMKQfbKH5sjmpSv78/L1r1uRWowYzRrLdmxBcOD7+mPXRO3dyvM6ZwyLs/PlhDw3H+2GvoeVDDtQtfpGUHjMMgmrVgM6dUbs2Y2jesGGDUyVZCMaVvK0lr73GIEi+fDDdFcAIUqPKX+aMLAEMRIU7txEMB7ev0WZm37zYbmoHV1GQeSoStWoBd5eJgaNESUau9KM/M5POplzBuZs2Qe/f79pT9dQpKvYLwXqxAgX4vFepwtc++yz7aSQk0AYYPZrPbaWymbgmyphrSLl+PSAEVv7nMITwroviDefPO1uiuUOqVcpJIjzcWVNTvDijsb/8wk4lY8bwOkqWZElPSoruQJ07M1XtbyfuW8h1zJjB3/nnn/P6TG7BG5o2VQWnbDagTBnYOnZCRkQRrBZPeG9Hs3EjIAQ+G3UKP/7o+lZystPZqFSJto8LjhxBMOqM9uzhHDh5MuegkiVpxArBjPFDD5lXnw4E+/e7BurHjQPaC1XytVcvFkKNHw/MmIHLi7do9GA9Ts9jP43vq4z51zw3ffowcCsdB6msrjkgY8bQmv7rL/4drYq3qOqEBw86x1ZUFNdL1ff1C23akG1Srx6zv4Hg8mUGYVR73ydGjoRLXR+gPWJYtIg2Qdu2oDc/aFDghaATJgChoVj7QyqE8C+gsXs3s4jHjyl0WPypOQSc0app07SXxo5lkMIffPYZcI84BHtoOOx9+mmvR0c7u4r5arW1bBmHX/XqTEQEu9/tPxU//sj758s8l07WnVWzUFscQ/fiGzCuwje4PPYDTpB9+nBulNuAATQY33uP1ERvnuSlS7jQltLFu2r1Rpiw4ZSogWUzIr0/FmogJu2D2QgN5Tm6IzWViZgxYxg8q1uXz1+DBvS1zaBXL5r+13475lkszxNsNkycyGnPSHnaF2JimAvq0cP6vnmJgB3cf9p2Uzu4qm76kT/iUagQ8O6dX/Jn0EvBSTVIdQVWFEaTX3nF6eT++itL0BITGUkvVcpJ/YiOZlbi3nu9Z79atuRn9u2jU9y6+N+wVa3uO5qlXsON07FYutS/ll12OyOl+fO7Ouv697t1Ix3ur79Ieatblxm9kiXp5ArhpFkXLUoxBRcakpxRZ8ywfoK3kGew24Hnn/erxPIWchEff8zH69gxcDGeOROO99gvZFrLX6EoLE/L9nx/9RV3dFPBWrvWGcQaOtSDTtCkSYEX/euQlkaGY+vWTApv2ZIz4lxmYbPxXCaGvwMt9B8RAYSHY2e397I5sBeOp+B8aDWcEjVQvliqZZvonwopbiTbgyjb/0CXsn8gLEyhMZmUxAjJvffSC1Y9PmXjJmRlse7tzTe5Pfwwb7GpNsaxsfwBFiygiuGCBUBkpCbw1LgxcOcdNuCdd8x7qIC2sJ87x4CLVHv1lIk5f55iUpJu7571ycpigqtePWcLn6Ax7MeNA1q3xhtvMEjuj26jpA5/8AFo7xgZAWawbRsP5Nau0J+S3tRUoEI5Bw4VawalVKlsQgaZmayRLFxYzYirSEwkC+PMGSdVvGBBMmKtKMT/v0OqH1eqxOdu6dLsWfWMDNL9hWAZXk6wQWKvK3hT/AcQAl+L3mgtNkEIJpE9soJ37ADuugsXN51AixbZg4h//cWAhhC0RWvWpOijFSgKS+xCQ4ExrdR+WlYOMmwYXii0FBUrWvtegDGBQYP43f5Q8fMStxzcmwl/qO1qVq7E8uVAaIiCPyNaIrPIbc7qe3XlSLiQiBEjnAXqjRpx3ezcGRr1oUwZ/5UyZabswgXW7ggB9BDLMbX3Me/P1YABDE2awLlz/J5333XdGjXi902YYP28169ntHzqVC/OdWKi08Dxt2n2LdzCLXjE5cs0rF2CSpmZiC5WE8dD6+Cn77MghCudy2YDFrwdhcNDZ+PM0QzY7YwcP/ss54M6dbzQoxSFH2jVKuBzj46mcLKcR2+/PbAyQH9x8SLFpvTaP9euAXfcruAb8TwgBNLyF0d6gRKYNDYRjRpRKkHOo9+WGQGHCEHUYg8ywP+nyMhgkFPTaThwAImiGGqVvIayZVV/SXrB0pMNDcXEV1K1Er2wMOfmqxMBzp5lxDVfdtokhIDy0EN4vsIm3Hkna/vSRX5rfboGDABatMA7alzjxReZUXZPRtntzFIXKuS8ho4djZe4pUv5mQULuFw/8QR4wP37/eyXo4OioEULraTZNH77zcn4qlEDXmvwTUGm7v11kHWYPBnoIn7g8TxIx16+TMc1LIzBhcmTaWZIp7ZwYWqK+JNB+zfgt984diUzr3VrzmNz5/KeyYDNq68y4JBTqFED+LbOFEAIfCDGokolO4Qwp8wcFUW2v3SGz59n0qVaNfOZWiPExHAM1agB5M+vIEpUcanJ94muXfFY4e1o3Nja91696hQK90MSKM9xy8G9mZCZyVGsKmXu3Qt0rXMMmSIftlZ+DjNnAjOrfIhpt89B6dKGaykKFqRz99lnzNwa6ZEAoHf55JNcReTWuDELHN97D6dXHYUQThn9l8c4tO948EEvNSs2Gy7suoIPP3SKAQGk9C1aRIqwzcZEr1yI3bdy5UjlyTGRgxEjmOnJCd37W7iFW8iO1FRg2zbsmfATIAReLvAZQkL4vMvHcOxY5xwmBFkppUrRb5g82YdhePgwAq7XUxEX55yLpk5ltiAvxMwkc9ZdxTchARjxYjr+EM2QJgqia+nfss2hgwXFHM52dC9q+3fAnaaMvn1xNF99FC7kQNOmai/P/v1pTW/YAKxdi3LleO8sif7Mn0/PpVgxRhe2b2e67vJl6mdMn06vRwjsrdULhUQKJuR/j5LTZtG0KfDww6hfXxMn1pCURAfgo4+cgeEnnvDdXsvhIAHgzjvJ4AwNBS4t3soDbNxo4QbooC7YKSl8Zl95xfyuO3c64wOtW0ObG77+GvQMnn/eetH74MGcQHTn1a4d9TjMIimJsQshFJwt3oBUMC8p4Bs3GI+QTlr9+szodenCQFmgPaf/3zF3LstBPvjA2bNZCO0RwtixOX8Ozz8PVCiv4EDL4YAQiJu3Ag0bki2fbQ1KTdUCQlIIU1KtP/qIz5gsmwsUL7zADHDBgkDLovuQVd+CgmvTpviw5ueW6sQBBhPCwznN5ZboWDBxy8G92fDoo2rxGmGzATseZeFBe/GL9sCXLw8tOJmZ6dz0c6/HAbl6NZ+UYsU483btyq1tW/In1C/5vnBf9Gnn1G3PyiJNQgh4VWKT0eFffuGE9f770IyH229nfY0Q9K/Pn3c9/8zMnBVvwbffcvUcNiwHv+QWbuEWsrLYgsNmA1fKfPmQfikWv4W2xnVRCv99Px5lyrDfq2zP8PxTiahc0a7Nc82bG+vsZcOrrwaVnrx/PxmnwP/au+/wqKr0D+DfN4UShICAwIIs4AKuIERkWRF+Sl9gxYogygqWBRVUbKhrw7UDKioiKirGVZqoq0ixgQgqbOggJSAtIKEYQkmbzLy/P947ySSkTNrMZPh+nuc+TO69c+cknLn3lPecY/fRCr0nFaFzZ6s/FVTn+PnzZN0b3Ux/jzhTvx//s6alqWbuP6zZN9uSQu5+/Su2qyOEff+9LSWfE8q+Z49qtWo6u+dUFbE5KF5/9qim1muh2XXq6poZtvRI06Z+TvrjdlueA2yQbVE1yvR01SefVI+I7qnTTuvikM6NGlT0Q9RX3bqqI0bokSMWPj11qm0vv5w7l0ZpGoZ/+MHmlNq+3d7/1KMZfnZZF+LZZ1Xj4jRxU4Z26uR/PfngQavANGtmle2qVW3YLWDDo9aOt3k9/JoDxJfbbQ0NjnXr7DIlGd7iXaZl1tDP7cX06X69LyvL8pHv/0VlrCAE2ubNlgW7drV+iC1bbHhK06Z2ew/Eao4LFliZ1ZWWpZ527VRjYvT7yWutF/OmfPfTF1/UlbG9dOqEVK1b19L45JO55fNq1fKOfy+LWbPsmo8/7jTEYZJ6Vqws/o2q9uUaOrTEn9m1q8+Sf6o25iA+3sKzxozx/x4WJKWu4AL4AsDnhW1FvTeYW8hXcL2Lx/rOtJieru7z26m7dh1N/fIHTdlyQBMTS7l2WkKCNQFdeGHhA4v27VN98EF1R0XbMhg+Myu6FnytLRuk6nnnWT6Pj7d0HD6s1jx5xx16/02HNDIytyfG26L1wQc2lqFBA5vRza8bvstVPqVL30EMl1ySb7YpIipv3gfyihVq9x1A9e239bEBa9QNUfc99+VEEQIWXZx5Xpxe0fAnPfdcaxH36x6RkmKNdQMHVvBvFHj791twTZUqecf2ebkTd6inRQtNj4zR/1X/P+v+iIiwyhcXhc7r5ptVa9TQH78+oeeda40o5yBRD6CB/hbRSEdgqn70dhHPhexsm5Ti6act5hCwXkI/l+z4/cP5mh1dVVfX6KJVkKG3yRt64qtiphn+/Xf7nAkTcuZQ893OO0916VL7CpRltE2PHlYGdv21S/Ez/RSmTx8b2FtC3tDrVavsZ5fLOsX697fwzqpVPfpsmw/ULZGl713W3DGwJZlF9rbbVOvU9qinY0cbSMkhTRXu+edt8uPIyNwFLrwNDWWdA63Epk+3D65SRR/CMwrYJFLx8arx0936z5of5fk+du5sb3O57DtZqmj/vXutpu/dnEbKw4dzK9B3jsy0Z2br33THjmKu5/FodpXqevzuki1pkplpFfScMfzLl9tzFrDwy1q1SjeOMIDKUsG9tKitqPcGcwv5Cu62bbYmxMmTVrFbtcqaWDdtspiNtm3ztEqWyP79NiikaVP/FrLasEH1z39Wj4jdYVRVBwzQOWeOOOVBW6+e6msj1ulHuE5rxrjUO75u82brVPEWVLOz/Wgh93isFdl3zbKICPu21axpd79evSwkbPp0m3Br/nyriC9Zknf79lubWtQ7O0HPnqzcEgWAN8T2uefUvtMtW6r26KFut6r7pltUo6PVsy1Rk5Pt1uR2q2rt2tq+7t6SzTb7lE0KomvWVNBvElxHjtht+5prCjnht9/0q7qDdXWd7qqDBwehFBiaMjKs9yTnebNunTVyHjmi7jbn63401PVoqyOafKkJsLAiT3S0DdXp29difa+4wp4ZbdpY16Jva8ycOSXqlhs1SnVo9ExVQBNaDtYIZOs1V7uLvsSKFaqAPnBVog4ZYh+9erV9X3K+M2WQnW0zuw61Id3aockBXYfz8w78Ls66ddb1Wr266qhRJR5j2r+/VdQLsn+/N0RY9cn6r6lfi4yqWmjYrbc6s9xZEerss60zvCSP/27dVMecuyCncY4C55FHbKjBsWNWFPQJbKxwqakWiajHjuXEy7sv6KC9e7rzlHsjkK33Ddiqy5dr2UfIeDy53bN5PiTCGo6eekr7t0/KWaLu7akujY21dpciZ/XPytJNt76kQPGzfPtaudI+fvZstc6w+vVtEPCyZZUmHKFcQpQBVAfQ2t/z/bje2QAWA/gFwCYAdxdwTjcAqQDWOtvj/lw75Cu4XllZ1nwJWBB8hw42zVyNGppVt4EuHTVT0w+X4E6dlmaDdGrUKNHDa9OK4/rNGc4c+I88krM6+d7ZP+r27fbgWL7cwhi830cRj/bsWYbvwJNP2oX69LEWonHj7LPHjrXmpGHD7O/hW+AobmvQwAo3wYo1JDoNtWljX2NV1Zx1CpKSrNXrjDMsFtF7ozh+XD2A1qqaoaNH+/kBO3daqbWs66+EuI0bix6D3KSJ3RYpl3ceqVOWk7rjDjsQH6/6yy/qcWXr9Pc8+q//W6qesQ9areYvf7FnTLt2Nj3uFVfYoNL4+FI3MHtnU04cbl2Wy/uMU0D1hXFpBa6Nu2mTatqW3eoeeqPWiHFr8+ZWvixvgwdbb9nzz6s2OMutdXBEf721BBPYXHKJlVHat9fkBau0enWbaMcfbrcFHdx6a8HH9+2zqMgbb7RyxXz0tZkki+Pt8tu4UVVVb7jBbhMlbQNr2MCjifU7lyB2ncqLd/nL66+3x0YZOu9LzLsKQEKC2sDfgQOtAey++3X717/q9jPa6/ZGXfXgqHGqLlfO0D0nu5VcVlbuLFpDh1rtesYM+yI98UTOTE/umrXUHZ/75frpR49GR3u0f/+i232c1Tt1aQnmG5w0yd6zd7fb7oexsZVuGuXyWAd3AICtAHY6P8eVNUQZQCMAHZzXNQFsA3BevnO6AZhX0mtXmgpucrI9iOPjbTpIwB6wGzZocp1W9mWrVs0Gsk6ebFMlb9hgo9n37rUC5IEDtn3/vcUgiRTwtC9aaqpqvdouXdTUxnXpww9bJTnfJBnZ2aq/9L9PvznrOhVRnTKllL/3ZzYJjd54Y/E1ZJfLpkpftcrmYl+yxNY78N0WL7bWp0rS4kQUTu66ywIvUlPVZpuNiMiNBvE+QefMsZ83bVI3RGeNXqorixtadPSoRWbUqmXb6tUV+WuEjP37rcdtw4bc8DeXy/6sIR4tFnBZWVYv6dzZ5/afmmqFxXvuCXh6jh2z/6fHHvVYawSgr3R838q05yzPeVx9913uI3/YMJuZ1TueryRzU/nLGyHQurVVqmPPcOkFcW7/wyu3bMmZKc47/0ax31/H5s12fkETE3tHNXgD2tq3c2vtGpm6Y3MxFU1nRnVPx79o//6WpqlT/RzL7yMlRbUbbB3p0hdoqCxOnrSi69NPB/Zzjx61Ym5Oo6HHYyEYgJW33e48ZcqrrrIIgVIVM/fts4gQwDpxCrvItm02KQVglW6PR/Xuu3VKjfsVsDrovHlWDM7z3U1K0ncmpylgc8v6a/Bg+528nVoaH1+KXy64yqOCuwpALIA1Pvs2+PNefzcA/wXQO9++8K7g5rdzZ07vY7vzXHpvh8VWemzaVP3qwaxd2wqEpfDkk6oCtx65whbB1gsvtGbX/C2azkr2J06Ubv07PXDAmlk7dLCJOYioUvvxR7tlvP++s8O3BdjlUr3gAlvXKzXV4qf8CTWePNlK+95BTyV5aldy77+fO8NsbKwF4yxcmO9vTDlef93+NjnrvLpcNjGKz1jK7OzAPW46dnRWssrMVL30UvVUqaLT2r6k0cjM87iOilK9sF2Winh06tTc/RW1/rd3Wfgvvsjt+S5yWa5CDBtmgWf+Dv/2LnvtRBLnkZVlbVfeGcx37LBiR1yc1ad37y7kokuWqAK6e8KsMoWN/vST6ke4TjNrnsnySBCV1zQsJTVypAUJ5lQWs7OtQ0nklC/itGm2KlWJ7NtnkYkxMfY886cC6XLpik42u7PeckvOF3fm2FVav37ufeLmm33eM2SIPhk7UQH/lqhKSbGREU2aqA65JtPmG2jfvlJGP5ZHBfdn51/fCu56f97r5/WbAdgDoFa+/d0AHAGwDsACAG38uV4oV3CTkqwls6hWoB077H/m5ZedHR6PzeD41VcWLB8fb6G4U6bkbjNmlGk2Te8cLtdenW1NVRERNujW96nkdtsYu4ceKt2HeDwWBla1asmbWokoJHk8Ngz+lAKvt8C4YoUVGO66S3X3bt31/AxdvCiz4AdxdrbdXwALbf7pp9MyMmPrVmtUP+ssawtMTraJT7i+5qnS021G0+7dC88qa9daiO68eRWfnnvvtUdcRoZa12mrVqpnnqlJ9drr4j8O08WLMnXxYmuzOfzgeK2JVG3TKiun4Oq79F55ysiwHivvWpcLxizQP9Y4qFFRxYQ1fvedle6zs9Xttjw5ZIj/n/vPf1qltbCy86hRNsGad8qQ+V9kq4hHAfs/KzBsdfBg1dq19ZMZGQqUfjXAD19P0XRU1ZSh/o6XoHAyb55953zmWLVydNeutqZVaW4YbreNVbjySsvAgOXX7dv9vsSYuz36TISz7MCIEfYFGjJEjx61CJDhw62IvmWL84aWLfWfzRbpWWcVfs3kZIsKmjbNLue93yy7aqK9KMnaWiGkPCq47wC4HsB6AC0BvAZgqj/v9ePaZzg9xFcXcKwWgDOc1/0BJBZxnREAEgAkNG3atIL+lGX39tv2V9+wofBzvFF9Jfg+lItHH7Vy6JaE4zYuKTa2wEQ8/phHJ00qxQe89JL9YiVdCoCIKpf4eIvU2L/ffr7jDnsiJyToROd5mpKS7z3JybaMmfeh7ufMteHs44/tnvzVV8FOSWh75RWbvd+77FN+U2zJ4IAML9u7N9+KQomJ1uXZuLEl4r77bL/LpdqihY5r9l5OYfOCC8rwwYcPWwP4zJm2zZ5tlVOfbtCPP/b5G4wfrymI1VbNMrRhw9yv6iluuMEiMDwe/d//LJ0ffOB/stq0sbaqwmzZYtccNy5334b2N+i8hrdo27YerVu3gJ7chx9Wff55feQRq0OUaiZbVZ37N+s67VK50QAAHMhJREFUd/1cgmmXKWykplr+OWXt2JQUi2KMjladM0dXrfJjztb9+1WfecamKgdswqaxY0u1QO7ataqARxN6OcuUdehgvcBO2GRysjVWDRrkpBXQ/w6dndsp5iMjw4b4etegBiwK+tNPVX94f4d6qle3+S0qaUNyeVRwYwA8A+B/TiXyGQDV/HlvMdeNBrAIwL1+nr8LQL3izgv1HlxA9YUXCj/nppsKn3GwIh06ZOPdXS61cOnatS3eyhuLvHmzqsejjRvbM69EFiywAu4111TKMAgiKpzHY2XOnIavxESLwRw50n5OSbFutgYN9LFrNmpsbL4LrFtng4GqVau8K85XkIJCOykvl6vw3m2320Jx4+KCmK2WLrVuyj/8wWZuzs62EC1AM2d/pp99ZvXRYpcDKYjHY0OTfLtl8m8tW9oX1LfBOjlZNTpaN/7jeY2JsXL5l19aOT3P37JFi5zpvffutbGS/vQyp6dbdCZg5f6i9Otnn59TNHDWH9v6xrdaq5bdGgrqTOvb19riS2tznc66tWpb3m9OY4U1iunRo6pduqhHRN+teadefunRgs9LTLRJo6KiLLP36GH5t4wTlrVvr3phB49VCLzf42nTco5715UffeUePYYzCpyYbdkyu/cBFnUxZ46d5nar3YN69LBVS/buLVNag6lcZlEu7w2AAIgHMKmIcxoCEOd1JyeMWYq7dihXcFUt4156adHnHC3kuxRQ3mbvXr1smY7ISE1+zca8vPhiCa4zd64VXNu35/I9RGGqXz9b3Stn6OPo0dY8/sADquPHW+kZ0INRDfWLOv+wQsH111tsaUyM9XCdJhNJUcVITc0Xbqg52c7vWX/Lw8yZNmvwoUM+Oz/4wBIyfLi1dNesaTW0slauvLXIHj2sRPvLL7Zt2GA9uC+/rPq3v6lGRKgnIkI3XPOEfjXfiY649lrVM8/U5V+maKtWueXoJk0siZqcbDsmTFDVooMqUlNt83jsHtCtm+ZMonXsWNG/QmJivkqzy2W12s6ddeWM7dqmjeZEeh5YuTsnIcOG2e2lVNavVwX0vfNLUpihcOVy2dclT730xAnd1PNOdUPUExFh4QgXXWTbX/9qeRSw5bPuuccmiSon3vXjlyxMt9mlqlfPszpKerrqnXfazOPtsUbXLP49Z5Riaqrq7bfb+5s2tRU288jK0pw1ySr50ljl0YO7GMB3+Td/3lvENbsCUCfs2bsMUH8AtwG4zTlnNGwJoXUAfgZwsT/XDvUK7sMPW7mvoEpsamrg05PfSy/ZpFPqdtsyH96n3sCBunDuibwTehTl8GHVu++2GLuLLsr3tCeicPL553ab+PhjZ0dysi3dBVhp35k9/ZfodnogpplNbNGihU0idfPNpV/7m8hx660WuufbK9O7t1XYfOacqnBffmltui1bWjBUjieesO/D7bfbdyMxUQ8ftmV5Fywo4Ye4XLnj1UeMKL6inJRkszkBmlCnpxU21qyxAcOXXabp6dYI8Mor9jfs3Fk1c8ZcVUA/e+4Xbd3alq73frT37+nx5BamAVuO3jtD9HvvOZ995IgNTbr1VqtUe7fbbrNf3Kmwulw2AZaqas5YhjFjNDNT9d//tk7wOhFH9d24V8rcLnB08D/1JKrr0/eeunwTnT727FG9/HLrfwFsmS5v1IzLZT9f3zpBPY8/YSf26ZO7DR2q+uyztqJJOUtPt6/1tm1OIuvXt3EY3krCvn2qbrd+MTUpZ8z6U0/ZY7ZxYwuYHDOmgMlgMzNtnh3A1g2r5Mqjgnuhz9YFwEsAxvvz3mBsoV7BXbo0d1zV8eM2tnvFCsuvDRqUeiLkcjN0qE04dfy4WlN048b2ZFm2TJ97TgseP+dr2zabUKZmTfuWjRxZpgmwiCj0ZWdba3HPnj47vQsdqqqOH68eQGNiPMFYwYVOAxs22PNp5MjcyYmSkmwVvUBbtsxG+TRrZqvYqWruop+AFYzVygNAAb0sRdmxw9bu9TYelWDYz2dXvqtZiNL0P8fZwMIZM6wA4sOJENbezbbpzjM7aJvzPNq8ueqbb+auWQpYJ9a//mWvb7zRxtF6I6XvvNO52LFjNoYQsBmq/vzn3M3bgH7uuaoLFuiECTZWcP9+td9pw4bcAc2ffaab73hVu2KpAjYPUGk7zE7sOaJpUl2nV/1n7v8NnZZOnLA8FxGh+uCDFuyQlmZfVWdpWv3kk2CnUm12qYgIq+gmJdnkdc704yNG5DYwAbbYSb6vtDl50sbbAtaSFQYqJEQZwMrSvreit1Cv4Lpc1rmhapOEejNl3boWqRfsMVfeZT+mTnV2HDyoes45qrVq6dsjVmqBf163257Qffvam6OjbaBuUbNpEVFYeeYZ+/qvX1/AwUaN1A3Rn36yWYKJKsJll+U+T4sLja1oCQlWyW3RwqdROD3dZnmJjladNSunUzcpyY8LZmfbOLyaNW0SyI8+KnGakpNV/x69UDOiYlTbts0bWXX//arTp6t6PPrmm3kDuCIich/td95ps3p7ly3p2zd3FvUDB2xpoMxMtcJO794WspbTNesjPd0GH//pT6qAnri0v7bC1pye4jwGD1YF1A3RKY/ty0lPZKRt0dEWslzYmMqMDNXHH7fe6QcwXhXQZW8UdKOi0018fMGzdY8daxGNwZw2Zt06nwnYRo60TF+liv37zTeqah2xgAV0TJtWSLTKDz/Y90zEWqrCRHn04J7ps9UD8DcAW/15bzC2UK/g+srIsDw6caI9BAM5TqgwHo9NyNGunU/U0+7d1hQdE2NPkcmTbZDAa6/Z2APvzHENG1p8cwWEbBBRaDt8WPW66wqYfN3ttpJl//5BSRedPhISLDTYKfsF3fLlFoGfp7KdkqLatat6RHTCGeP08j5FrMGanW2DVCdOzKkI6iWXaFm6Hm++WbVf1W/VU62aTd2ckmKFEW+vcLduqgcP6u7duUP1brzRKoi+DfBHjqi++moREV0PPGBvfuedohOUmWnjfGvV0vTIGL2pxqxTp+vIzraZda6+Wj/9xEIyBw2yIciPPGK9WFFRFgW3Y4fqxo3WLl+zpm3eZbWHXJmmx2o01EPtupf670cUKK++avn255/VCuTewe0+z9IBA+yeV6hp06wVqHlzP8cXVh7lUcHd6bMlAvgKQFd/3huMrTJVcEPVW29Z7sgT2rV7t83oVqtWbrOutzWpf39rTS7jzHFEFKbS0nThPJfOnBnshBAFR56eoJMndVcXqz1m1KpntbE//tGGBDVoYF3QsbG58cDemOC5c8vcpbR+vTWob5+8wLo+L7rIauButz38vbXBW27Rl16yntwSr8E818bv5iy86499+zS1rVWyf+77RKHjirt0sbJ6/kmv1qyxHvO4OIvgbNDA2t+926JFaqGZgIV8EoW4Y8esyJ2z9vTx4xaDXK2a6rffqtttwwJuuaWAN6em2nBBwGKvgx3SUgGKquB6ZygukIg0VdU9hZ4Qojp27KgJCQnBTkallpYG3HQT8OCDQIcOtm/ZMuCOO4AP38vC+U1TbacIUKMGUL168BJLRCFlxw5g0iTghReAmJjc/X//O7BrF7BpU9CSRhQUv/4KXHMN8NZbwF/+YvtWrACW/fs73FvnPQgUiIrKu0VGArVrA3/4A9C7N9CiRbmlx+22y+Ozz4CBA4EuXYAFC+wLu2KF7bvrLuCBB5CRAVSrVoKL//AD0KcP0L498P33QNWqfr9VM7Mw/4+34e/J7wG33gq88Yb9LRzbtwMtWwLjxwMPPHDq++fPt/tMZCTw3XfAJZf4HMzIAM45xy6wZEkJfiGi4LnnHmDyZGDnTqBJEwCHDgE9egA7dsA9ey6WVO+HunWBuDjnDW43MH068OijQHIyMGoU8NJLQHR0EH+LiiEiq1S1Y4EHC6v5OhXf1T6v5xZ1biht7MEtf5s2WatoVFTu+GEiooJ8843mnWhGteiWZqIwd/CgjeRp1KiAEP4gSUtzJqOZMcMG2fbubeNiVfNOEFcSa9ZYl1Pr1v4tmFuAg8ke9fzLWf5owIA8k1Q++6zt3r278Pd/+GEhEwN5p3tm7y1VIjt3WqDksGE+O5OTbXhBVJSt23nkiD1kFyywHl7AIjNWrgxSqgMDRfTgRhRXOfZ5XX5Nh1Rp/Por0KoVcP75wL59wCefAGedFexUEVEo69kTuPtu4LXXgI4dgQEDgJUrgZQU4OKLg506osCrXx/44gsgM9O+A8OGAYcPBzdNt91mHa3bOlwHvPsu8PXXwLXXAllZgAi++lrQvbuVA/yyfTvQty8QG2vXql+/VOmqf5ZAnnkaS659HZ4v5mFzw+5YszAZgHUqL1oENG1a+Puvvx646qp8O19/3XqDx44FunUrVbqIgqFZM+Chh6z31ht0uzXlLPzj7CVYHdsduO8++65FRQH9+gEnTwJz5gA//pgbLnIaKi5EebWqdsj/OtQxRLn8PPwwMG+ePSxGjQIaNAh2ioioMkhPt3vG/v3A+vXA5ZcDb74JbN4MnHtusFNHFBxbtwJ/+xtw5Ih9L5o3D15aEhMtMrlaNYskbr5oKnD77cDVVwMzZ+LqwdH44Qdg714/QpR/+gkYNMjCgJctA1q3LnP6liwBEid8hhvm34BDqIf4a+dhzDvno2ZNPy9w9KilZfJkqxX362etDJGRZU4bUbDs2mWNyL//Dvy1k2LUxWswwPNfq/22aGEtPFWqBDuZAVFUiHJxFVw3gJOwntzqANK8hwCoqtYq57SWC1ZwiYhCR2amtUDHx9vwoYjiYoeIwtjRo7Y1axbslABr1wLdu1uD1NChwOSWr6DaQ2OQ3ucKnPn1LNw9tiqef76ICxw7ZoPtx48Hzj4b+PRTG3tbjk4sXQ13/wGQk8fxfq//YPSiAZAIKfwNa9YAEycCs2cD2dk2jvmxx4DRo0+bgj+Fp5UrrVEqMtIapf7612CnKLhKXcGtrFjBJSIKLarWa1WvXrBTQkS+fv0VmDDBIhpXrwYi35gM3HknVuMCNJrzGhpd0enUCWqysoCpU4GnnrJY66FDbUxC7doVk8ikJJzsOQA1tq21mS8vu8wmjMpfYV22DJgyBahZ02bKvPJKqwVwIkwKA3v22OSvgwYVEIZ/GmIFl4iIiIgK5Z1ZOS0NuKHGp3i76mjUy9xvqyU0bAg0bmyxyidOANu22Yk9elgPbseCJzItV+npFgYydarFd3s8p54TEWFjI556ysYCE1HYYgWXiIiIiIqVmWmrB118/nGc/fMcYPduICnJZpp0uayS26oV0L8/0KuXVYCDkcg9e6xW7is2FmjUKPDpIaKAYwWXiIiIiIiIwkJRFVxO9UFERERERERhgRVcIiIiIiIiCgus4BIREREREVFYYAWXiIiIiIiIwgIruERERERERBQWglrBFZG+IrJVRLaLyEMFHK8qIrOc4ytEpFngU0lERERERESVQdAquCISCeB1AP0AnAdgiIicl++0WwCkqOqfALwM4IXAppKIiIiIiIgqi6ggfnYnANtV9VcAEJGZAK4A8IvPOVcAGOe8/hjAZBERrcSL944ZA6xdG+xUEBERERERFSwuDpg0KdipKJ1ghig3BrDX5+ckZ1+B56hqNoBUAHULupiIjBCRBBFJOHToUAUkl4iIiIiIiEJZMHtwy5WqvgXgLQDo2LFjyPbwVtaWECIiIiIiolAXzB7cfQDO9vm5ibOvwHNEJApALIAjAUkdERERERERVSrBrOD+D0BLEWkuIlUAXAfg83znfA5gmPN6IIDvKvP4WyIiIiIiIqo4QQtRVtVsERkNYBGASADvquomEfk3gARV/RzAOwA+EJHtAH6HVYKJiIiIiIiIThHUMbiqOh/A/Hz7Hvd5nQHg2kCni4iIiIiIiCqfYIYoExEREREREZUbVnCJiIiIiIgoLLCCS0RERERERGGBFVwiIiIiIiIKC6zgEhERERERUVhgBZeIiIiIiIjCAiu4REREREREFBZYwSUiIiIiIqKwwAouERERERERhQVWcImIiIiIiCgssIJLREREREREYYEVXCIiIiIiIgoLrOASERERERFRWGAFl4iIiIiIiMJCVLATcDrqNr3bKfsGtRmEO/5yB9Jcaej/Yf9Tjg+PG47hccNxOO0wBs4eeMrx2zvejsFtB2Nv6l7849N/nHL8vs73YUDrAdh6eCtGzht5yvFHL3kUvVr0wtoDazFm4ZhTjj/b81lcfPbF+HHvj/jXt/865fikvpMQ1zAO3/z6DZ5e+vQpx9+87E20rtcaX2z9Ai/+9OIpxz+46gOcHXs2Zm2chTcS3jjl+MeDPka9mHqYvnY6pq+dfsrx+TfMR0x0DKb8bwpmb5p9yvElw5cAACb+OBHzts3Lc6x6dHUsuGEBAOCp75/Ctzu/zXO8bkxdzB00FwDw8DcP46ekn/Icb1KrCf5z9X8AAGMWjsHaA2vzHG9VtxXeGvAWAGDEFyOw7ci2PMfjGsZhUt9JAIChnwxF0rGkPMc7N+mM53o9BwC4ZvY1OJJ2JM/xns174rFLHwMA9PuwH9Jd6XmOX9bqMtx/8f0AmPeY95j3fDHvMe8x7zHvMe/lxbzHvOfNe96/ZWXEHlwiIiIiIiIKC6KqwU5DuevYsaMmJCQEOxlERERERERUzkRklap2LOhYUEKURWQCgAEAsgDsAHCTqh4t4LxdAI4DcAPILuyXICIiIiIiIgpWiPLXANqqajsA2wA8XMS53VU1jpVbIiIiIiIiKkpQKriq+pWqZjs//gygSTDSQUREREREROEjFCaZuhnAgkKOKYCvRGSViIwo6iIiMkJEEkQk4dChQ+WeSCIiIiIiIgptFTYGV0S+AdCwgEOPqOp/nXMeAZAN4MNCLtNVVfeJyFkAvhaRLaq6tKATVfUtAG8BNslUmX8BIiIiIiIiqlQqrIKrqr2KOi4iwwFcBqCnFjKVs6ruc/49KCKfAugEoMAKLhEREREREZ3eghKiLCJ9AYwFcLmqphVyTg0Rqel9DaAPgI2BSyURERERERFVJsEagzsZQE1Y2PFaEZkKACLyBxGZ75zTAMAyEVkHYCWAL1V1YXCSS0RERERERKFOCokOrtRE5BCA3cFORxHqATgc7EQQgXmRQgPzIYUK5kUKFcyLFApCOR/+UVXrF3QgLCu4oU5EEriuL4UC5kUKBcyHFCqYFylUMC9SKKis+TAUlgkiIiIiIiIiKjNWcImIiIiIiCgssIIbHG8FOwFEDuZFCgXMhxQqmBcpVDAvUiiolPmQY3CJiIiIiIgoLLAHl4iIiIiIiMICK7hEREREREQUFljBrQAiUk1EVorIOhHZJCJPOvubi8gKEdkuIrNEpIqzv6rz83bneLNgpp/Ci4hEisgaEZnn/Mx8SAEnIrtEZIOIrBWRBGffmSLytYgkOv/WcfaLiLzq5MX1ItIhuKmncCEitUXkYxHZIiKbRaQz8yEFmoi0du6F3u2YiIxhXqRgEJF7nPrKRhGZ4dRjKnVZkRXcipEJoIeqtgcQB6CviFwE4AUAL6vqnwCkALjFOf8WACnO/ped84jKy90ANvv8zHxIwdJdVeN81tR7CMC3qtoSwLfOzwDQD0BLZxsB4I2Ap5TC1SsAFqrquQDaw+6NzIcUUKq61bkXxgG4EEAagE/BvEgBJiKNAdwFoKOqtgUQCeA6VPKyIiu4FUDNCefHaGdTAD0AfOzsfx/Alc7rK5yf4RzvKSISoORSGBORJgD+DmCa87OA+ZBCh2+ey58X45176c8AaotIo2AkkMKHiMQCuATAOwCgqlmqehTMhxRcPQHsUNXdYF6k4IgCUF1EogDEAPgNlbysyApuBXHCQtcCOAjgawA7ABxV1WznlCQAjZ3XjQHsBQDneCqAuoFNMYWpSQDGAvA4P9cF8yEFhwL4SkRWicgIZ18DVf3NeX0AQAPndU5edPjmU6LSag7gEID3nGEb00SkBpgPKbiuAzDDec28SAGlqvsATASwB1axTQWwCpW8rMgKbgVRVbcTetIEQCcA5wY5SXSaEZHLABxU1VXBTgsRgK6q2gEWajdKRC7xPai2Zh3XraOKFAWgA4A3VPUCACeRGwIKgPmQAssZ13g5gDn5jzEvUiA447yvgDUA/gFADQB9g5qocsAKbgVzwp8WA+gMCymJcg41AbDPeb0PwNkA4ByPBXAkwEml8NMFwOUisgvATFi4yStgPqQgcFqJoaoHYWPNOgFI9obZOf8edE7PyYsO33xKVFpJAJJUdYXz88ewCi/zIQVLPwCrVTXZ+Zl5kQKtF4CdqnpIVV0APoGVHyt1WZEV3AogIvVFpLbzujqA3rCJLBYDGOicNgzAf53Xnzs/wzn+ndNyR1RqqvqwqjZR1WawEKjvVPUGMB9SgIlIDRGp6X0NoA+Ajcib5/LnxRudmUMvApDqE7ZHVCqqegDAXhFp7ezqCeAXMB9S8AxBbngywLxIgbcHwEUiEuOMpfXeFyt1WVFCME2Vnoi0gw3AjoQ1IsxW1X+LSAtYT9qZANYAGKqqmSJSDcAHAC4A8DuA61T11+CknsKRiHQDcL+qXsZ8SIHm5LlPnR+jAHykqs+ISF0AswE0BbAbwCBV/d15yE6GhUmlAbhJVROCkHQKMyISB5t0rwqAXwHcBOc5DeZDCiCnsW8PgBaqmurs4z2RAk5sOdPBALJh5cJbYWNtK21ZkRVcIiIiIiIiCgsMUSYiIiIiIqKwwAouERERERERhQVWcImIiIiIiCgssIJLREREREREYYEVXCIiIiIiIgoLrOASERGVkYjUFZG1znZARPY5r0+IyJQK+swxInKj83qJiHSsiM8p5LNHi8jNgfo8IiIif3GZICIionIkIuMAnFDViRX4GVEAVgPooKrZIrIEttZ1ua6NKSKRquouYH8MgOWqekF5fh4REVFZsQeXiIiogohINxGZ57weJyLvi8gPIrJbRK4WkfEiskFEFopItHPehSLyvYisEpFFItKogEv3ALBaVbN99l0rIitFZJuI/J9zrWoi8p7zGWtEpLuzf7iITPZJ5zwR6ea8PiEiL4rIOgCdReR5EflFRNaLyEQAUNU0ALtEpFP5/9WIiIhKjxVcIiKiwDkHVjm9HMB/ACxW1fMBpAP4u1PJfQ3AQFW9EMC7AJ4p4DpdAKzKty9KVTsBGAPgCWffKADqfMYQAO+LSLVi0lgDwApVbQ9gM4CrALRR1XYAnvY5LwHA//nxOxMREQVMVLATQEREdBpZoKouEdkAIBLAQmf/BgDNALQG0BbA1yIC55zfCrhOI1jl09cnzr+rnGsBQFdYhRmqukVEdgNoVUwa3QDmOq9TAWQAeMfpiZ7nc95BAOcWcy0iIqKAYgWXiIgocDIBQFU9IuLS3IkwPLBnsgDYpKqdi7lOOoD8PbGZzr9uFP98z0beKC7fa2V4x90643s7AegJYCCA0bAeaO970ov5HCIiooBiiDIREVHo2Aqgvoh0BgARiRaRNgWctxnAn/y43g8AbnCu1QpAU+czdgGIE5EIETkbQIFjaUXkDACxqjofwD0A2vscbgVgoz+/FBERUaCwB5eIiChEqGqWiAwE8KqIxMKe05MAbMp36gIAH/hxySkA3nBCorMBDFfVTBFZDmAngF9gleXVhby/JoD/OuN2BcC9Pse6ABjn1y9GREQUIFwmiIiIqBISkU8BjFXVxCB89gUA7lXVfwT6s4mIiIrCCi4REVElJCKtATRQ1aVB+OzeABJVdVegP5uIiKgorOASERERERFRWOAkU0RERERERBQWWMElIiIiIiKisMAKLhEREREREYUFVnCJiIiIiIgoLLCCS0RERERERGHh/wHRMrWLdBelmAAAAABJRU5ErkJggg==\n",
2315             "text/plain": [
2316               "<Figure size 1152x288 with 1 Axes>"
2317             ]
2318           },
2319           "metadata": {
2320             "needs_background": "light"
2321           }
2322         }
2323       ]
2324     },
2325     {
2326       "cell_type": "code",
2327       "source": [
2328         "plot_moisture(800,1200)"
2329       ],
2330       "metadata": {
2331         "id": "TvlCtT0X2ejp",
2332         "colab": {
2333           "base_uri": "https://localhost:8080/",
2334           "height": 312
2335         },
2336         "outputId": "b5ad6509-46bb-4a72-eea3-a6cb70a276ad"
2337       },
2338       "execution_count": 40,
2339       "outputs": [
2340         {
2341           "output_type": "stream",
2342           "name": "stdout",
2343           "text": [
2344             "training from 0 to 300 plot from 800 to 1200\n"
2345           ]
2346         },
2347         {
2348           "output_type": "display_data",
2349           "data": {
2350 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\n",
2351             "text/plain": [
2352               "<Figure size 1152x288 with 1 Axes>"
2353             ]
2354           },
2355           "metadata": {
2356             "needs_background": "light"
2357           }
2358         }
2359       ]
2360     },
2361     {
2362       "cell_type": "markdown",
2363       "metadata": {
2364         "id": "7W03QTo3c91t"
2365       },
2366       "source": [
2367         "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",
2368         "\n",
2369         "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? "
2370       ]
2371     },
2372     {
2373       "cell_type": "markdown",
2374       "metadata": {
2375         "id": "owEI4EtTo7Ek"
2376       },
2377       "source": [
2378         "A detailed view of rain episode:"
2379       ]
2380     },
2381     {
2382       "cell_type": "code",
2383       "execution_count": 41,
2384       "metadata": {
2385         "id": "C_hoDjgtpMEJ",
2386         "colab": {
2387           "base_uri": "https://localhost:8080/",
2388           "height": 312
2389         },
2390         "outputId": "7abcf3e3-a0c7-4b22-fda4-d8382a0edd68"
2391       },
2392       "outputs": [
2393         {
2394           "output_type": "stream",
2395           "name": "stdout",
2396           "text": [
2397             "training from 0 to 300 plot from 900 to 1100\n"
2398           ]
2399         },
2400         {
2401           "output_type": "display_data",
2402           "data": {
2403 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a8dA3tWAhUU0r1VUoFWFs9pVQNL893vg4fA0Os30MppQorpe5VSgUh5teXgaFWPf/Bg1msUup+h+fpFPLsu/tdM3oGnPN77LeS2KjxXl6DjPp9Le+tjJ7PjN61vl6nrCK7vgGeWASEK6W6WtrIJ/CsMZ8FPKyUust6jkYia2TToZS6Uyl1j5I41AFKqQe5apEBYprcSUn4n8LI7/StZYp7Hlnb/4Z1XzRBhMj/u/YuZ0gQYpqeiEyAve3Ur77IOtv+wFDgC8eJbYMhL2MEVoMh+/hRKXUO+dC/BTykXYSJsQbV/0EG5j8iWq5GyOzpLqXUv8h6rBiumh31BMogzliOIB4R77XWvIBoyS5wddb3AuJtMUO01tsQjdRrSqkhyFqY3lbdHyPrUK8ZrfVuxDvqemQgFo54NbwejAVGKjHpe15rfQgZdLyCDEQPIZMAWfWO7IP8ponIGqO5yMDDFZMRRycnkAmIJd5WYt1fTyAeMxMQwcCTGZ0znyEDr9WIs6xk4CkP9X0HvAPMUWKithO4x0o7i6zd7oSYxO0HWlinerqnbrGOneKqN1Xb+u9Pgbus322Bm2ZFI9fPpk3dbfXDnXYVYApiDn9KKfWeh3zuyOgZGYzcT4mI465oh7SPEQds24FY4CdEEPR57Zl1zdsi5v1Hkev+DqId8obRyCD3tFKqh9Y6xmr7NOT3OIAMhh3fW/0RU/CeyEDeHfWAjdY78QfgaX01Hmeaesn4GUjze3nR79vx4d2SQb8z/d7y4vnM6D4ajQ/XSSk1XSk13Zu2ZUC2fAM8obU+gUzmjkeem7uQb6DL96bWeomVdwVihfQnDgK8UmqxUuoV2y5yLf9B3vdPIw6btlpl7ULW539l5QkCHneo7nHkuv+DTPI95urbng3MQvp1BHmvbbAlKPGVMBnop7U+p7X+Grle716HdhkM2Y7Ng6XBYDAYrhNKqbnAXq11dmlEDHkUpdQ9wHSt9R0ZZjZ4hVLqZ0RA3pNhZkOuREns68NAH631ipxuj8FguL4YDavBYDBkM5Z5YmWllJ9Sqj2izXWnITTcRFhmiR2UUvmUUuURrdB3Od2uGwmtdVsjrOY9rCUaxZQsZ7Gtm92QwWkGg+EGxAisBoPBkP3ciqylPIeEZ3hMS+gNg0EBryPmobHIOvdXc7RFBkPuoBHiafwEsrSgq+UJ3GAw3GQYk2CDwWAwGAwGg8FgMORKjIbVYDAYDAaDwWAwGAy5knwZZ8l5SpUqpUNCQnK6GQaDwWAwGAwGg8FgyAa2bNlyQmtd2vl4nhBYQ0JCiImJyelmGAwGg8FgMBgMBoMhG1BK/enquDEJNhgMBoPBYDAYDAZDrsQIrAaDwWAwGAwGg8FgyJVkm8CqlLpdKbVCKbVbKbVLKfW0dbyEUuoXpdR+62/x7GqDwWAwGAwGg8FgMBjyLtm5hvUy8JzWeqtSKgjYopT6BegPLNdaj1NKDQeGAy9lYzsMBoPBYDAYDIabipSUFA4fPkxycnJON8VgSEPBggW57bbbCAgI8Cp/tgmsWusEIMH6/6xSag9QHugCRFnZvgBWYgRWg8FgMBgMBoMhyzh8+DBBQUGEhISglMrp5hgMAGitSUxM5PDhw1SsWNGrc67LGlalVAhQG9gIlLWEWYC/gbJuznlEKRWjlIo5fvz49WimwWAwGAwGg8FwQ5CcnEzJkiWNsGrIVSilKFmypE+a/2wXWJVSRYD5wDNa6zOOaVprDWhX52mtZ2itI7XWkaVLpwvHYzAYDAaDwWAwGDxghFVDbsTX+zJbBValVAAirH6ltf7WOnxMKVXOSi8H/JOdbTAYDAaD4YYgORlmzICLF3O6JQaDwWAwXDey00uwAj4F9mitJzkk/QA8ZP3/EPB9drXBYDAYDIYbhl9+gUcfhalTc7oldq5cgZSUnG6FwWDIrfj7+xMREUFoaCi1atVi4sSJpKam+lRGTEwMQ4cOzZL2jB49mvLlyxMREWHfTp8+namypk+fzqxZswDo378/8+bNA2DQoEHs3r0bgCJFivhcVlYzefJke9kvvfQSNWvWpF+/fvb0L7/8ksmTJ9v3d+zYQf/+/bOlLZklO70ENwH6AjuUUnHWsVeAccD/lFIPA38CPbKxDQaDwWAw5Em0hpMnoWRJ64DNn8PYsTB4MBQtes11nDkDBQtC/vze5b94EVasgOhoWL8eNm6E0qVh717w0tmjwWC4iQgMDCQuTsSAf/75h969e3PmzBlef/31NPkuX75MvnyuxZLIyEgiIyOzrE3Dhg3j+eefv+ZyhgwZ4vL4J5984lM5ly9fdlvWtXL58mU+++wztm7dyr///svWrVvZvn07gwYNYseOHVSpUoXPP/+cJUuW2M8JDw/n8OHD/PXXX1SoUCFb2uUr2aZh1Vqv1VorrXVNrXWEtf2ktU7UWrfSWlfVWrfWWp/MrjYYDAaDwZBXWbAAypaFpUutAydOyN+TJ2HixGsuPzUVateGhx/2Lr/W0KkT3HMPvPWWyM8tW8Lvv8OPP15zcwwGww1OmTJlmDFjBtOmTUNrzcyZM+ncuTMtW7akVatW9OvXjwULFtjz9+nTh++//56VK1fSsWNHQDSkAwcOJCoqikqVKvHee+/Z87/55ptUr16du+++mwceeIAJEyZ43bYLFy7Qq1cvatSoQbdu3WjQoAExMTFAWi3pvHnz7NrH0aNHu6wjKirKfi6IgBwaGkqrVq2wOZKNiorimWeeITIykilTpqQpy/H8EydOEBISAsDMmTPp2rUrbdq0ISQkhGnTpjFp0iRq165Nw4YNOXkyvUj166+/UqdOHfLly4efnx8pKSlorUlKSiIgIIAJEybw1FNPpQsv06lTJ+bMmeP19cturouXYIPBYDAYDL6xZo2Y3PbtCwkJQGKiqELvvx8mTYJ/rs0FRGysCJtffQWW9ZpHZs4Uq+SxY+H0aYiLg/nz4fbbYfr0a2qKwWC4HkRFpd8++EDSkpJcp8+cKeknTqRPywSVKlXiypUr/GO9v7Zu3cq8efNYtWoVDz/8MDOt+v7991+io6O5995705Wxd+9eli5dyqZNm3j99ddJSUlh8+bNzJ8/n23btrF48eI0AqMz7777rt0cuEWLFgB8+OGHFCpUiD179vD666+zZcuWTPXPmfPnzxMZGcmuXbto3rx5Gs3ypUuXiImJ4bnnnvO6vJ07d/Ltt9+yefNmRowYQaFChYiNjaVRo0YuTYrXrVtH3bp1AQgKCqJDhw7Url2bcuXKUbRoUTZu3EjXrl3TnRcZGcmaNWsy0ePswQisBoPBYDDkQrZuhZAQOHcO+vSB1BOJYh/85pvigOntt6+p/IULQSkIDIQxYzznPXYMnnsOmjaFF1+EoCA57u8v1sm//AIHDlxTcwwGw01ImzZtKFGiBADNmzdn//79HD9+nNmzZ3Pfffe5NBO+9957KVCgAKVKlaJMmTIcO3aMdevW0aVLFwoWLEhQUBCdOnVyW+ewYcOIi4sjLi6OFStWALB69WoefPBBAGrWrEnNmjWzpH9+fn707NkTgAcffJC1a9fa02zHfaFFixYEBQVRunRpihYtau9neHg48fHx6fInJCTgGG3lxRdfJC4ujokTJzJq1CjeeOMNPvnkE3r06MEYhw9BmTJlOHr0qM/tyy6ycw2rwWAwGAyGTJCaKhrQPn2gXj0YOBD2HT3BnaVKQfXq0L8/fPghDBsGd9yRqToWLoSGDaFZMxg/Hl59Fe6803Xep5+G8+fFSbGf01T3ww/D669L2vjxmWqKwWC4Hqxc6T6tUCHP6aVKeU73kt9//x1/f3/KlCkDQOHChdOk9+vXjy+//JI5c+bw+eefuyyjQIEC9v/9/f25fPnyNbfLE44hWHyJHZpRWc59t5EvXz67Yyrn+hz77ufnZ9/38/NzeR0CAwNdtjk2NhatNdWrV+fll19m6dKlDBgwgP3791O1alWSk5MJDAz0vYPZhNGwGgwGg8GQy/jjD3GIVKeOyKYPPgjHf0vklL/lgem110Q96uS4xFsSEiAmBjp2FM2pJy3rokUwdy6MHOlaoA0Ohi5d4LPPTMQdg8HgnuPHjzNkyBCefPJJt3E4+/fvb/dYe9ddd3lddpMmTfjxxx9JTk7m3LlzLFy40Ke2NWvWjK+//hoQs9vt27fb08qWLcuePXtITU3lu+++86nc1NRUu/fgr7/+mrvvvjvDc0JCQuwmybZzM0uNGjU44ML8ZdSoUbz55pukpKRw5coVQITepKQkAPbt20dYWNg11Z2VGIHVYDAYDIZcxtat8rdOHZFLP/wQyuVPZN2ekpw+jSwcffxx+OIL2LnT5/J/+kn+duokXn4ffxxmz4Z9+9LmO3sWHnsMQkPhpZfclzdkiCyxnT/f56YYDIYbmAsXLtjD2rRu3Zq2bdvy2muvuc1ftmxZatSowYABA3yqp169enTu3JmaNWtyzz33EB4eTlE3ntQd17BGREQQHx/PY489xrlz56hRowavvvqqfd0nwLhx4+jYsSONGzemXLlyPrWrcOHCbNq0ibCwMH799VdeffXVDM95/vnn+fDDD6lduzYnbM72Msk999zD6tWr0xxbsGABkZGRBAcHU6xYMSIiIggPDyc5OZlatWoBsGLFCpfrh3MKpbXO6TZkSGRkpPa0eNpgMBgMhhuJl1+GCRNk/arNAuxSsTJ89u9/qLBoOh06IE5Q7rwTKleGdevATUgIV3TrJkJxfLwIxMeOQcWK4s/piy8kz65dMHy4aFijo8V82B2pqVCtGpQvD6tWZbrbBoMhC9mzZw81atTI6Wb4RFJSEuHh4WzdutWtwOmOc+fOUaRIEZKSkmjWrBkzZsygTp06mWpHVFQUEyZMyNJwOjlFt27dGD9+PFWrVvUq/8WLF2nevDlr1651G2ooK3B1fyqltmit0110o2E1GG5QrlyB7t0dQmIYDIY8Q2wshIVdFVbRmoBzJ0mk5FUtaKlS8P77sGmTT2FukpPFSVLHjiKsgoTPeewx8Rj8xRfQvr3Uv3w5vPOOZ2EVZF3rI4/A6tXeeRw2GAwGZ5YtW0aNGjV46qmnfBZWAR555BEiIiKoU6cO9913X6aF1RuNcePGkZCQ4HX+v/76i3HjxmWrsOorRsNqMNygrFwJLVrA0KEwZUpOt8ZgMHiL1iJAduoEn35qHTx9GooXZ2TgRE72f9YeiQKtZWZq4UKRcr1Y87VkicRS/ekn+Wvj779Fy5qcLPU/9ZSY+pYs6V27jx8XDetjj5l3jsGQG8iLGlbDzYPRsBoMBmzxnnORV3KDweAFR46I8Fe7tsNBax1TQLlSadeZKiVxFIOCYMAA8MJb5sKF4hDUCj9o59ZbxbnSF1/An3/CiBHeC6sga2G7d5ewjYcPe3+ewWAwGAyeMAKrwXADkpICNsdyRmA1GPIWsbHyN401W2IiAEXuKJnOMRJly8K0aWIaPGmSx7K1FoG1dWsoWDB9eufO0K+fgymyj4weLcsRevf2SnY2GAwGgyFDjMBqMNyALF8u49vSpY3AajDkNbZuFcWp5axRsATWElVLcuiQxERNQ8+e4knp1VfFQ5Ibdu0S7WnHjlnfbhDHS9Onw5o18MYb2VOHwWAwGG4ujMBqMNyAzJkDRYuKluPoUdGqGAyGvMHWrVC9OqSJKW+ZBJcNLQVAurB69tg35aB5cxg7VlSdTthCE2ZntIIHHxTr5DFjZPLMYDAYDIZrwQisBsMNxsWL8N13omypWBEuXYKTJ3O6VQaDwVtiY53MgcGuYb09QhaVpjMLBjENjo2F++6DV16BNm1kQawDCxdC3boQHJwNDXdg6lSJuNOnjzhzMhgMNx/Dhg1j8uTJ9v127doxaNAg+/5zzz3HJA/LGGbOnMlRBzOxyZMnk5SUZN/v0KEDp0+fvuZ2xsfHExgYmCY266xZszJV1tGjR+nevTsAK1eupKNlzvLDDz8wbtw4APr3788827otL8vKahISEuxtW7duHTVr1iQyMpL9+/cDcPr0adq2bUtqaqr9nNatW3Pq1KlsaU9GGIHVYLjBWLIEzpyBXr2uDkqNWbDBkDc4fhwOHXIjsPr5UTFCQj24FFgBihWD2bPFvfDGjWJX/OWXoDX794u1cJcu2doFQLTD//ufvCJQTlMAACAASURBVIv69JF4sgaD4eaiSZMmRFtLFFJTUzlx4gS7du2yp0dHR9O4cWO352cksP70008UK1YsS9pauXJl4uLi7Fu/fv0yVU5wcLBLYbRz584MHz7c63IuX77stqysYNKkSQwePBiAiRMn8tNPPzF58mSmT58OwJgxY3jllVfw87sqKvbt25cP7C7qry9GYDUYbjDmzJHwjC1bGoHVYMhr2BwupfEQDGISXLIkRW7xo3x5DwIriHnwwIFiW1y5MvTtC02bMn9kLAEBYI1RhD/+EKkyGwgLEyvlFSugZk1YtSpbqjEYDLmUxo0bs379egB27dpFWFgYQUFBnDp1iosXL7Jnzx7q1KnDli1baN68OXXr1qVdu3YkJCQwb948YmJi6NOnDxEREUyZMoWjR4/SokULWlguzkNCQjhx4gTx8fHUqFGDwYMHExoaStu2bblw4QIAmzdvpmbNmkRERPDCCy8QFhbmUx8+//xzqlWrRv369Rk8eDBPPvkkkF5LWqRIEUC0ta7qmDlzpv1ckJizkZGRVKtWjYXWWo2ZM2fSuXNnWrZsSatWrdKU5Xx+x44dWblypb3uF154gdDQUFq3bs2mTZuIioqiUqVK/PDDDy77NX/+fNq3bw9AQEAASUlJJCUlERAQwMGDBzl06BBRUVFpzuncuTOzZ8/25fJlGUZgNRhuIM6fhx9+kNASAQGynA2MwGow5BXcCqyJifYYM9WqZSCw2qheHdavh08/JfW3fbz4v7osqTiEW7UVQP7AAahUCSIjxbV4NvDQQ7B6Nfj7Q1QUPP20C4dRBoPhuhAVlX6zKcySklynz5wp6SdOpE/LiODgYPLly8dff/1FdHQ0jRo1okGDBqxfv56YmBjCw8NRSvHUU08xb948tmzZwsCBAxkxYgTdu3cnMjKSr776iri4OJ5++mmCg4NZsWIFK1asSFfX/v37eeKJJ9i1axfFihVj/vz5AAwYMICPPvqIuLg4/P393bb14MGDaUyC16xZQ0JCAq+99hrr1q1j7dq17N69O+NOe0l8fDybNm1i0aJFDBkyhOTkZAC2bt3KvHnzWOXDDN/58+dp2bIlu3btIigoiJEjR/LLL7/w3Xff8eqrr6bL/8cff1C8eHEKWO7gX375Zfr168fYsWN58sknGTFiBGPGjEl3XvHixbl48SKJ1hKV60m+616jwWDINhYulI9Or16ybwRWgyFvsXWrrD0vXtwpITFRTCcQgfWbb7ws0M8PBg5kcvx/UG++zjMHpsLtn0CnThK/pkIF2L9fXPq++WaW9sXG3XdDXJwsq33vPVi6FGJiwFJIGAyGG5jGjRsTHR1NdHQ0zz77LEeOHCE6OpqiRYvSpEkTfvvtN3bu3EmbNm0AuHLlCuVsgxcfqFixIhEREQDUrVuX+Ph4Tp8+zdmzZ2nUqBEAvXv3tmsznbGZBDuyYMECoqKiKF26NAA9e/Zkn1ezhRnTo0cP/Pz8qFq1KpUqVWLv3r0AtGnThhIlSvhUVv78+e3a0vDwcAoUKEBAQADh4eHEx8eny5+QkGDvE0BERAQbNmwAYPXq1ZQrVw6tNT179iQgIICJEydStmxZAMqUKcPRo0cp6UuQ7izACKwGww3EnDliBnz33bIfGCgDXyOwGgx5g9hYF9pVEPVGpUqAKE5PnkyjdPXIpUsw4ZNihLV5l2EfPAEffyxqkwULRGCtWxfeegs6dABrYJfVFC4MU6ZIVQ89BJs3g2XVZzAYrhOWBalLChXynF6qlOd0d9jWse7YsYOwsDBuv/12Jk6cyC233MKAAQPQWhMaGmo3Hc4sBRyCR/v7+9tNgrOLfPny2R0SpaamcunSJZ/OV0q53C+cxj286/oAu0YWxKTXdr6fn5/9Wvj5+XHZRUDswMDANOfb0FozZswY5syZw1NPPcX48eOJj4/nvffe46233rLXGxgY6EtXswRjEmww3AAkJMCIEbBoEfToIeZ3NoKDjcBqMOQFzpwRZWc6h0uQziQYvDQLBubOlXfEs88CVaqIC/FSpUSCrFoVtmyRda8PPABnz2ZJX9xhE1J/+y1bqzEYDLmExo0bs3DhQkqUKIG/vz8lSpTg9OnTrF+/nsaNG1O9enWOHz9uF1hTUlLsjpmCgoI46/BOct7PiGLFihEUFMTGjRsBmDNnjk9tb9CgAatWrSIxMZGUlBS+cTBtCQkJYcuWLYB4AE7xcVnFN998Q2pqKgcPHuT333+nevXqHvOHhIQQFxdHamoqhw4dYtOmTT7V50i1atVcal5nzZpFhw4dKFGiBElJSfj5+eHn52d3dKW15u+//yYkJCTTdWcWo2E1GPIwO3bAxInw9ddw+bKMQ52d0BmB1WDIG9is0dIJrFqnMwkGEVgzUohqDZMmwV13Qbt2iLveBx+UF8ZDD8HQobBhA7zwAqxdCyEh8v/TT4uJRhZTvrxocizrN4Ph5uL8eZkUuvXWnG7JdSM8PJwTJ07Qu3fvNMfOnTtHKeudNm/ePIYOHcq///7L5cuXeeaZZwgNDaV///4MGTKEwMBA1q9fzyOPPEL79u3ta1m94dNPP2Xw4MH4+fnRvHlzihYt6jKfbQ2rjYEDBzJ06FBGjx5No0aNKFasWJr0wYMH06VLF2rVqkX79u3dakbdUaFCBerXr8+ZM2eYPn06BQsW9Ji/SZMmVKxYkbvuuosaNWpQx+XMpncULlyYypUrc+DAAapUqQJAUlISM2fO5Oeffwbg2WefpUOHDuTPn5+vv/4agC1bttCwYUPy5csB8VFrneu3unXraoPBkJY1a7T299e6UCGtn3xS6wMHXOd76CGtb7vtujbNYDBkgmnTtAatjxxxSjh7VhLeeUdrrfWlS1rny6f1K69kXOby5XLqJ59orS9flheCUlqvXp0+86ZNWnfoICfcdpvWn30m52QxtWtr3b59lhdrMOR++vWT56tnT603b8726nbv3p3tdeR2zp49a/9/7NixeujQoZku6/PPP9dPPPFEVjQrx/n222/1iBEjfDpn6NChetmyZVnWBlf3JxCjXciCxiTYYMghzpwBh3BkPnHxooSmuO02+PNPmDpVole4IjhYzAEdlj4YDIZcyD//yF/Lt8VVbB4ZLZPggABZzuqNSfCkSVC6NPRpZ7n4/OILWT/QtGn6zPXqyQsjMFDiuQ4cCBERsHixqGozw7p1orF1WN9VvboxCTbcpEybBvfeK89UvXpiI792bU636oZm0aJFREREEBYWxpo1axg5cmRONylX0K1bN59Ne8PCwmjVqlX2NCgDjMBqMOQAS5dCaCjUqiVhEF2RkiLfNBfr5Xn7bTGpmz7dbiXoluBguHIFjh+/9nYbDIbs49QpKFo07Rp04KrA6vCwexPaJiFB1rUPGQIFby0GQUHwf/8nHoHd8dprIhifOAHvvw8XLogzplatxLWvr+zdCxMmwCef2A/deSfEx0vRBsNNgdYy0xwUJO78//pLnoudO2H06Jxu3Q1Nz549iYuLY+fOnSxatCiNd1xf6d+/P9OmTcvC1uUsgwYN8in/4DRBvK8vRmA1GK4jZ87AI49A+/YS0kFrcdjpiilTZJzYrZuEqrGxaxeMHQt9+kg5GREcLH/NOlaDIXdz+rSLcDYgwiOkcQlcrZo4aPJkOfHrctGKdml2CvLlE+n1wQfFwZI7brsNliwRaXLaNNH+vPeeLJivV08cM/3+u+eOaA3btsn/AwdC48YSMscKwFq9umQ5cMBzMQbDDcO338pDe/Cg7BctCs89B8eOwbJlOds2gyEPYARWg+E6ERcH4eHw6afw0ksSvqJjR/jsszTWcoBoV997D26/XcaYrVqJkiU1VUyBb7kF3n3Xu3qNwGow5A1OnXIjsDqZBIOMfS9cgMOH3Ze37PvzFOckEVs/kwOeBFVHQkPh++9lcD14MDz1lPw/YoQcr1YN+vZ1vabhyhUYNkw8R23cKHWOHw9//y0vNUTDCsbxkuEm4fJleXaKFBGnZo74mWG4weAN5kkxGK4TNgXDunUwbhwULCimeseOyRjQkfnz4dAh+OADmDdPhNsmTWDUKFi//uq6NG8wAqvBkDfIUGB1MgkG92bBWsPyVf60YAX+DSJ9b0zz5hLY2Yq9x5kz8PzzohYdOlQ0RmFh0LWraGHnz4eHHxYN7ZQp4mW4Xj05t0kTmZ175x04dYqqVeWwWcdquCmYOVNu9rfeSm/vf/y4WCD873850jSDIa9gBFaD4Tpw8SL8/DPcfz80bHj1eNu2cMcdshbVhtYSqqZaNTEJ/s9/4JdfRLB9+21o00aUG95i855vBFaDIXdz6pT4OkqHzSTYQZrNSGA9cAAOHQ+kFcuvZvaVbt2gZk35/5VX5GUydKjMlvXoAc2awerV4sCpVy+Jr9WwoQivkyal1R6NGwcffghFi1K4sFiPGIHVcMNz4YKsUW3YELp0SZ9evDhs3gzbt1/3phkMeQkjsBoM14FVqyT8YceOaY/7+8ua1l9/vTp4W7tWfJsMG3Z1vNe0qRzv3VvWvHpr2QeQP7+ML43AajDkbjxqWIsVk3WoFsHBEs/UncC6fLn8bV14g8eYjxcueOlB/Omn4dFHYc0aEV5/+EE0vn/9JTNu1apBcrLMzP3wA3zzjXTIRmiorH+1Xmp33mlMgg03AXPnwpEjMmHj6sOdL5+YCd/AC7r9/f2JiIiwb+PGjct0WY0bNwYgPj6esLAwAGJiYhg6dCgAo0ePZsKECT6VldX8/fff9OrVi8qVK1O3bl06dOjAPm9cumcRM2fO5KjDgG/QoEHs3r07S8pesGABb1hO+6ZOnUpYWBgdOnTgkrWube3atQwbNsye//jx47T3xtmKFxiB1WC4DixcKJEiWrZMnzZwoHyzZsyQ/UmToEQJ6Ncvbb7QUPjqK9HI+kpwsBFYDYbcjlunS4mJ6dyBK+XZU/Dy5XBb4AmqVvfzOMM1f768azKMWlO3rpj6Hj0qs2+JiXJykSIiyO7cCZs2iVC6YIFoYEuVgkaNYMwYcVkM8oIbPtwe2iaz0XIMhjzBQw/JjHXz5u7zVKkiHtRuUAIDA4mLi7Nvw4cPz3RZ0dHR6Y5FRkbynrU+3hsuW6EXXJV1rWit6datG1FRURw8eJAtW7YwduxYjh075lPb3O17g7PA+sknn3DXXXf5XI4rxo8fz+OPPw7AV199xfbt22ncuDFLly5Fa82bb77JqFGj7PlLly5NuXLlWLdu3TXXbQRWgyGb0VoE1tatRWh15tZbxfJu5kwZ833/PTz2mGhPsgojsBoMuZuLF0Xb6dZLsIPDJRvuBNbUVFixAlr1KIlavcpjvefPw+zZ7r2Vp8PfHwoXTn9cKVmz+skn0t5168TRTGoqvPoqVKggrs3Xr4cJE7izdCJnz4ovJoPhhkRreS6aNfOcr0oV0bDeZLM3S5Ys4c4776ROnToMHTqUjpYJmrOWNCwsjPj4eACKFCmSrpyVK1fazwXYtm0bjRo1omrVqnxsvdhWrlxJ06ZN6dy5s114s5XlfP6TTz7JzJkzAQgJCeHll18mIiKCyMhItm7dSrt27ahcuTLTHddyWaxYsYKAgACGDBliP1arVi2aNm2K1poXXniBsLAwwsPDmTt3rsu2Oe9fuXKFF154gXr16lGzZk0++ugje9nvvPMO4eHh1KpVi+HDhzNv3jxiYmLo06cPERERXLhwgaioKGKskGSzZ88mPDycsLAwXnrpJXs5RYoUYcSIEdSqVYuGDRu6FLD37dtHgQIFKGVNnmqtSUlJISkpiYCAAL788kvuueceSpQokea8rl278tVXX6Urz1fyZZzFYDBcC3v2SKxVT5OKjz4qFnRduoi29YknsrYNwcHipdhgMORObNazbjWs5cqlO1ytmjhlu3RJTP9tbNsmp7RqpVwLl0g41vz5xQnwvHmyBCEqKvPLXdOQL584kmncWGK+HjggIXI++wzOngWg3tpJwFvs3euyawZD3iY1VawLBgwQ74qeaNhQTOuTk13PamchUTOj0h3rEdqDx+s9TlJKEh2+6pAuvX9Ef/pH9OdE0gm6/697mrSV/VdmWOeFCxeIiIiw77/88st06dKFwYMH8+uvv1KlShV69uzpc1/csX37djZs2MD58+epXbs29957LwBbt25l586dVKxY0afyKlSoQFxcHMOGDaN///6sW7eO5ORkwsLC0gimADt37qRu3bouy/n222+Ji4tj27ZtnDhxgnr16tHMmsxwbNvKlSvT7M+YMYOiRYuyefNmLl68SJMmTWjbti179+7l+++/Z+PGjRQqVIiTJ09SokQJpk2bxoQJE4iMTOts7+jRo7z00kts2bKF4sWL07ZtWxYsWEDXrl05f/48DRs25K233uLFF1/k448/ZuTIkWnOX7duHXXq1LHvP/nkkzRs2JDQ0FCaNGlCly5dWLp0abp+R0ZGpisrMxgNq8GQzSxcKH+td6ZLWrSAqlUlvGHv3lk/gAsOFqdNmbAuMRgM1wGbwOrS6VJioksNa/XqMi52DotqW7/a6tsnxGzDif37ZQxtWw//xRfitbxPHwmpleVUqQKTJ8tavvfeg4IFqffL20zjCf6I+zcbKjQYcpgffhATeZczUE706SOmVdksrOYUzibBPXv2ZO/evVSsWJGqVauilOLBBx/Msvq6dOlCYGAgpUqVokWLFmzatAmA+vXr+yysAnTu3BmA8PBwGjRoQFBQEKVLl6ZAgQKcPn3a63LWrl3LAw88gL+/P2XLlqV58+Zs3rzZZdsc93/++WdmzZpFREQEDRo0IDExkf3797Ns2TIGDBhAIcscz1mz6czmzZuJioqidOnS5MuXjz59+rB69WoA8ufPb9cy161b167RdiQhIYHSDuEp+vbtS2xsLF9++SXvvvsuQ4cOZfHixXTv3p1hw4aRajlHKFOmTBoT5cxiNKwGQzazcCHUrg3ly7vP4+cnWtVnn5UtqwkOloHtP/9cDXNjMBhyDx41rG5MgkND5e+cOeKI1MayZVDjtjMEL/gARgxIc05KioyPCxSQZQhKyTvho4/Ei/lnn4nFR7YQFCQxXYODoXt3hjCdc6O+g9umQPfuvnmTMxhyM//9rzhTuu++NIcvX5ZQxQUKuDjHZkKcjXjSiBYKKOQxvVShUl5pVK+VfPny2YUdgOTkZJ/OV07X0LZf2I21SUb1FbB+LD8/P/v/tn3nNaahoaHMmzfPp/a6apvjvtaaqVOn0q5duzR5XGkzM0tAQID9Ovn7+7tcOxsYGMi//6afYDx69CibNm3i1VdfpXnz5vz666+MGTOG5cuX06ZNG5KTkwnMgskYo2E1GLKRkydlKZezd2BXPPWUaD5sUSSyEhOL1WDI3dgm6tMJrBcvykJTJ6dLABERIny++ab4dQExD16zBlrdbjlxcbLxHT1aomjMmCEhU2107y5KoUGDsqY/HunWDfXII/S7YyX/+JcTB0333SczagZDbmL9enn+fCE6WrZnn03j2RvEwVnp0vDcc2IFDIgEW7EivP561rQ5D3DnnXcSHx/PwYMHAVlbaSMkJIStW7cCYir7xx9/+FT2999/T3JyMomJiaxcuZJ6tnjQbrjjjjvYvXs3Fy9e5PTp0yy3mahkgpYtW3Lx4kVm2LxoIibKa9asoWnTpsydO5crV65w/PhxVq9eTf369TMss127dnz44YekWOYv+/bt4/z587Rp04bPP/+cpKQkAE6ePAlAUFAQZ62lF47Ur1+fVatWceLECa5cucLs2bNp7skZmBM1atTggAtv1qNGjbJ7Dr5w4QJKKfz8/Ozt2rdvn92j87XglcCqlCqjlOqmlHpCKTVQKVVfKWWEXYMhAxYvFs2mNwKrnx9UqpQ97TACq8GQu3GrYU1MlL8uNKxKSWjTKlVkKcHx47BhAyQlQatC68Wj2y232PPHxUks5wEDREB1plMn8an055+y7j7b8PODjz5CN25KhxIbYfx4WLRIVMaZ0E4YDNnC4sWyDjujNajO/Pe/4up/4MA0h0+flvB0lSqJw+1KleS5PXfBXx7mG9RTsG0Nq20bPnw4BQsWZMaMGdx7773UqVOHMmXK2PPfd999nDx5ktDQUKZNm0Y1HxfW16xZkxYtWtCwYUNGjRpFcAZmZbfffjs9evQgLCyMHj16ULt27Uz1E0Sb+91337Fs2TIqV65MaGgoL7/8MrfeeivdunWjZs2a1KpVi5YtWzJ+/Hhu9RByzMagQYO46667qFOnDmFhYTz66KNcvnyZ9u3b07lzZyIjI4mIiLA7qurfvz9DhgyxO12yUa5cOcaNG0eLFi2oVasWdevWpYur2MBuaNasGbGxsWgH52CxsbEA9rWtvXv3Jjw8nHXr1tnD2axYscK+jvia0Fq73YAWwFJgMzADGANMAH4AdgGvA7d4KiMrtrp162qDIS/Sq5fWZcpofeVKzrbjyBGtQesPP8zZdhgM143Zs7U+eFD+T03N2bZ4wdSp8oweO+aUsG2bJHzzjdtzY2O1LlBA6/bttR41Sms/P61PNWindbNmWuurl0FrrX/8UetLl9y348oVrcPDta5aVevjx6+hQ1rrlBTZJk7U+n//S58++qkTWqlUnZSktd61S+vISOlrr15anz59bZUbDNfC6dNaly+vtb+/1krJQ+Ytmze7vuG11klJWp8/r/Wff2r93HNaR0VZr6c2bbSuXz9r2u7A7t27s7zM7GDFihX63nvvzelmGDJg6NCh+pdffvHpnKZNm+qTJ0+6THN1fwIx2oUsmJGWtAMwWGtdT2v9iNZ6pNb6ea11Z6AWEAu0uXax2WC48UhJgSVLxNmSXw7bI5QpIxO4RsNqAAmFcv/90LXr1a1/f9HM3RDExort3Wuvyf4DD4i32osXc7ZdHshQw+rCJNhGRAS8+668b/77XwmZWqzQJahZk2HDxDmTNRFOx44QEOC+HX5+orU9dEjy+moNaWPWLIiMhDNnJH70Cy+kv/zVY75Ca8WBHRfgrrvEjPLNN0XL2qyZeWEZco4rVyR26k8/iSe0//s/787TWm78++9Pc/iPP+T+DwyUkHUVKsCECfDrr9ayVVtoG4MhF/PKK6/YTX294fjx4zz77LMU98b5WAZ4HEZrrV/QWv/lJu2y1nqB1nq+q3Sl1GdKqX+UUjsdjo1WSh1RSsVZW3r/2QbDDUJ0tJgAeWMOnN3kywdly5rxn0GYN0+2+HjZ9uwRT7Fr1+Z0y7KApCRZ2FmqlHimtUlJr70mC8Rz6TrJU6ckAk06YdKDSbAjQ4bIGDk5GVq1An79lSPDpzJ5ssjrNWp435YmTeDrr2Wta69evnkX1xrGjIGHHpIm+/vDuHFiZuwctvDOgY0B+O2LDXIgIABGjhTz4N9/F3PM337zvnKDIasoUUJmWtq2lQfBIS6oW777Dv7zH3voJhupqRJrvYOLEe/ff8Nbb8H+opHi9MJah3izERUVxUJbSAVDrqVs2bJ2r8neULp0abp27Zoldfuk91FKNVRKLVFKrVRKdcsg+0ygvYvj72qtI6ztJ1/qNxjyEosWSZzDNrnEBiE42AisBmH/fgmdFBcn2/r1ctymhcvTvPjiVQm8ZElxxzlnjgwm9+0Tz0K5kNOnPXgIhgwFVqUkTM3AgbJGFa7Kev36SdgaX+jWTUKnLlwowqs3jB4ty1BHjYK+fWUJYNGi0Lo1tGwpgqzjWL5qL4lXuPd7J6G0bVtYuRIuXBDpecMG3xpvMGSWs2fFAdiePVePVa4sD9iJEzIj44rffpNZmiNH0gZFRl4/27bBww+7rm7kSFgf0FRCBZjYcwaDSzwKrEop59XAzwLdEFPhNzydq7VeDdycU0UGA7B7t2g1goJyuiWCEVgNNvbvl7i/NkqUkAgMlmPGvMsvv8D778Mzz6SfKerSRUz7rJh8uY1Tp9wIrF5qWEGEw08/hWq7voPmzdkXcwYQk+DM8NhjMHHi1Uv5zTfwyCMSAmfkSBGEe/S4mn/7dgnfNWOGzBfYxu1KiZb1xAmYNOlq/sJFFBWKn+G3I4VFunWkbl0xUylWTKTdX37JXCcMBl948UVYsACcw3ds3y6efF05BTt3TjSrBQrA/PlpYtZcuiQTOBERYq3gTEiImOEfoKrMEDk4HzIYDFfJSMM6XSn1qlLKNjd7GuiOCK1nMlnnk0qp7ZbJsFujZqXUI0qpGKVUzPHjxzNZlcGQcxw6JOtUcgtGYDXYcBZYAerUuQEE1kaNRM03dmz6NKUsW9ncyalTIpulIzERihRxE7jRDbGxsHYt+44UplAhzzGgM+LZZ0UbD2I+/vXXYn48bpyE0jl+/KrSaf58kSsHD04fTrJePXj1VZE9HaleuzC/Faot2m9nKlcWobVaNZlwsILcGwzZwqZNYrc+bBg0bJg2LTRUpMtXXhEHFTa0llhQe/eKKvX229OcNmOGWLePHeval0X+/HDHHdby1ZSUq/GtDAZDGjJaw9oVcay0UCnVD3gGKACUBDJjlPwhUBmIABKAiR7qnqG1jtRaR5YuXToTVRkMOctff6X7duUowcEyuLx0KadbYshJzpyRZZzOAmvt2jJoOpPZqcjcQJEislbVnf3rvHkygsyFuNWwnjjhlXY1Dfv2QcWKjJ/oz969Wef07YUX5N75809ZK/vnn7BixVXh1FlIdeb116Fp07THqt/lz17/UPTQp+WAs8llmTLw888yqu/YMddqyA15HK1h+HAJkmpz1uaIbTH2gQMizPboAQkJcPiwPARvv+1yQmzJEvEf1q6d+6qrVrUE1urVYejQrOuTwXADkeFnTGv9I9AOKAp8B+zTWr+ntfZZ7am1Pqa1vqK1TgU+BjKOmGsw5EHOnZOJ0twmsII4eTDcvNgcUbrSsIKsac2TvPOOLOLMo3g0CfbgIdglv/0G1aqRL1/Wv4NsHk7z5cvc+SdOwNNPyzgfEpsTRAAAIABJREFU4M474exZJe+lX3+Vkb2za+IyZWDZMhEm2rcX80yDZyRAUE63Iu+wbJkIniNHul/H06GDWHAEBck9GBAgD9jOnWJK7IIffxQLY0+TOVWqyAQ3ISHGU7DB4IaM1rB2VkqtAJYAO4GeQBel1BylVGVfK1NKlXPY7WaVaTDccBw6JH9zm0kwGLPgmx1bbHp3AmueNAvWGqZMEUc9njh3Tjr6wQfXpVm+4NbpUmKibxpWrWHfPi5VrsHjj4tFbW7i7FmYOvXq3EJoqPyNiUEE1eXLxcvzlStpTyxfXtIKFxYvTsZ7sHsuXpQ1laVLw4gR4gjI4JnGjSU21KOPus+jlGhfV64UE2DbRFLp0ukk0tRUeaaVcvNcO/DOO9ZPdIOGtvH39yciIoKwsDA6derEaSez54iICHo5LPDt1q0bCxYssO9Xr16dMWPG2Pfvu+8+vv32W5KSkujTpw/h4eGEhYVx9913c+7cOY9tmTlzJk8++aTHPCtXriQ6Ey/O2NhYHrY8a82fP5/Q0FCaNm1KouWH4ODBg/Ts2dOe/9KlSzRr1ozLxtGWV2SkYR0D3AP0AN7RWp/WWj8HjALe8nSiUmo2sB6orpQ6rJR6GBivlNqhlNoOtACGXXMPDIZcyF9WMKjcqGE1AuvNjU1grew05XjrrbLlSU/Bf/0l5nmNG3vOV6SI2LTmMinu8mUR5LLEJPjcOWjenN/vaMGHH8LBg1nWzCyhYkVRkn78sSzZa9xY+v2//wGdOolXpu+/h7lz058cEiKaMIDOndM7xjGIZ+WuXUWtFxYmiycfeiinW5U7SEkRr2TOkyEgEyHPPOPbWnEPLF4s339vJgCLFBGLY6pUkXU7N9h9HRgYSFxcHDt37qREiRK8//779rQ9e/Zw5coV1qxZw3nLsqJJkyZ2gTExMZHChQuz3ubKHli/fj2NGzdmypQplC1blh07drBz504+/fRTAjwFmfaSzAqsb7/9NkMtk+6pU6eyefNmHn30Ub623KyPHDkyjeCdP39+WrVqxVxX7zpDOjISWP8F/gPcB9iD12mt92utXfg7u4rW+gGtdTmtdYDW+jat9ada675a63CtdU2tdWetdcK1d8FgyH3YNKxGYDXkNvbvF2VVoULp0/Ks4yXb4KJRo4zz1quX69ZB2hQObp0u+WISHBQEP/3Eb1UlAHRmPQRnJ0OGyPzCDz+I05n77hP56sIF4Kmn5AZ1N4irXl3WIv/+u2tNbG7mn39kIW+rVvJjf/ll1tdx+LA8xB9/LJrAAwfE1TPIepDu3fPorFQWsGiRaEgTHIaeKSli6rt0aZZWNX68TMSEh2ec9/RpeSaWJ1nvr2yaZXrmGYiKytrtmWd8a0OjRo044qDxnz17Nn379qVt27Z8//33ADRu3NguMEZHR9OpUyeOHz+O1po//viDwMBAbr31VhISEijv4FGuevXqFHAx4fD5559TrVo16tevz7p16+zHf/zxRxo0aEDt2rVp3bo1x44dIz4+nunTp/Puu+8SERHBmjVrXOZz5uzZs2zfvp1atWoB4Ofnx8WLF0lKSiIgIIA1a9Zw6623UtXJtKlr16589dVXvl3Em5SMBNZuiIOlfEDv7G+OwXBjcOiQmAJdi3fOrKZ0aZnFNQLrzY0rD8E26tSRcExJSde3TdfM+vUigdesmXHeevXkIpw6lf3t8hJbU9JpWC9fltGsrybBXHW6W63atbcvq7n3XpnM+/BD2e/VSxTDixcjHqK6dxcBwp0HsGbNxATcJoDkFbSGN96QH7xsWRntn8yi6H8XL0r5VavKjz9okByvVAmsQTQ7dohZdZ06Mkuwa1fW1J1XOHhQbG8LF5ZJrtdeEydsixen9fzrQGysOBjzhQ0bxKH1s8/KMldPREfD559LM9b8W1McO92goW2uXLnC8uXL6dy5s/3Y3Llz6dWrFw888ACzZ88GoG7duuzcuZNLly4RHR1No0aNqF69Onv27CE6OprGliXNwIEDeeedd2jUqBEjR45kv818yIGEhARee+011q1bx9q1a9m9e7c97e6772bDhg3ExsbSq1cvxo8fT0hICEOGDGHYsGHExcXRtGlTl/mciYmJISwszL7/8ssv07p1a3788UceeOAB3nzzTUaNGpXuvLCwMDZv3pz5i3oTkZHbhGSt9VRPGZRSRbTWno3GDYabjEOHJBREFlinZI7Ll0Xz4DDb6Ocng8Q//sihNhlyBfv3Q7durtNq15a1Vzt2QIMG17dd10RSkrif9cYTUH3L119MTPpYrTmEW4HVJsz4omF98UVYsoTf6m+nTBnlWmubw/j7iyJ1xw55VUVFifw2Z44sveSJJ0SgKlLEfSGPPSbSxFtvSZDL7t2vV/N9Z/9+MfOsU0cmIIKCYNs22Z8xQ7zTZpbUVIknNGqUeK594w0JyOuKNm0kNtG774rp9eLFV00ubgb++EOuTfHisHDh1fBXd98tsyhOLFsml6x/fxEqveW//5UqbHMG7vj3X7ltjx2D226DA8eLwrsveV+Rj0yenG1Fe+TChQtERERw5MgRatSoQRvrvRsTE0OpUqWoUKEC5cuXZ+DAgZw8eZISJUoQGhrK1q1b2bBhAy+++CK///470dHRxMbG0qRJE0DWvv7+++/8/PPPLFu2jHr16rF+/Xpq1Khhr3vjxo1ERUVhizbSs2dP9lmzeYcPH6Znz54kJCRw6dIlKlas6LL93uRLSEjAMaJJmzZt7P2cNWsWHTp0YN++fUyYMIHixYszZcoUChUqhL+/P/nz5+fs2bMEuXP2ZYD/Z+86w6OouvDZBAIBQu9IkV6T0HuXKkjvICAKAgJSJSpNURFpYqFIFRCkfkgXqQJCCJBQAqEllFACIb1uds73493ZOrM7m+wmG9j3eeZJdubOnTszd+6955z3nEPWLax7VSrVYpVK1UqlUuUVd6pUqooqlWqUSqU6QkSdHdtEF1zIfsiylDb//ougEaVK6elmBpS5atVcsUreZERHwyXSkoWVKBsyBtes0ZrnzLFpE9Kv6NCgARb2TrQ4ECnBZgKrNliHTRbWmzeJ3N0pJlZF1avbpXkOwfTpRL//Dh2DuztRv36QIeLiCB20ZUvL+XhUKqKff0aKkREjIP06K375BVZhjUbf73x8MF7LRJe1CmZYmOvXR392d7fuw00EgW3uXNCGU1KgJXhTEBoKJ2oipKH54w9E/VqyxCxoUlwc0ahR6IIbN4KBrgTh4aC3jxtnWd9CBD3F06fQOZQooY23FB6OgE6vEUQf1gcPHhAz63xYt27dSrdu3aIKFSpQpUqVKDY2lnbt2kVE8GM9ffo0xcXFUaFChahJkyZ07tw5IwsrEVG+fPmod+/e9Ouvv9LQoUPp4MGDits1YcIE+uSTT+jatWu0atUqSpYxpSsp5+npKbk/MTGRNmzYQOPHj6c5c+bQxo0bqUWLFkY04JSUFMotl4rNBR2s5WFtT0THiGgMEd1QqVQxKpUqkog2E1FJIhrOzDsd30wXXMheePQokwVWZmjYW7Ui2rIFUTSrVYOPV9u2umKiwCoImdg2F5wGciltRJQvD6EpW/qxGiw4r10D1S4mBpa8GjXAtEtNJfgO/vknBB0ngWhhNbOGvnyJv7YIrLdvE1WtSjt2IEuMsyMoCL6rAwbg77592gN37iD/TVyc/Mm5chHt3g0hcNAg27mbmYULFyBYmlJumjWDRBQVJZ2C5vBhY39LQ8yYgby0sbGQ/K9eRTQrpahcGZqpKVOUn5PdYSiwEqHPXL8ONwETfPYZ5vG//kIa4IoVlV2iTBmiS5fQdS3hzBmilSv1xABPT21AvMGDiT76SNnFshny5MlDy5cvp8WLF1Nqaipt376drl27RmFhYRQWFkZ79+7V0YKbNWtGq1at0vmEent70/nz5+nhw4c66u3Zs2cpSjt4pqamUnBwMJUvX97omo0bN6ZTp05RZGQkqdVq2rFjh+5YTEyMzgd248aNuv1eXl4UZzDuyJUzRI0aNeiuRITnH374gSZOnEg5c+akpKQkUqlU5ObmRolav5vIyEgqWrSoXYJFve5Qkof1IDMPYeYKzFyAmYswczNm/oaZXRkdXXDBBMyY6DI1pc2MGUTz5xN98AGiDG7dCppToUJIrKmVUKtXB3vSleXgzYRcShsRKhVowdlKYF22jKh5c1iLCELPoEEwOuXOjXV8ly5Efn5gjr4QM4g7UUJiWUqwKKwopQSr1TAFaR1X3d3t0z5Hwd8f72THDshub71lYPB7/pxo+XKYXS2hVCnwNW/cQA5NZ0NKCgRDOQXJrVsQHrdsweQRFIT9SUmgRZcpA6Xjr79inBc/4l69iFatwvnDhqXvZXt746N/UzSYI0dCM6IAo0ZhaHn3Xeh/iazH9xLjQ/j6ImaEHFJSIJNWqEC0YQNR4cL4dPPnJ0ooX1P/jl9D1K1bl7y9vem7776jMmXKUGkxGiQRtWrVioKDg+np06fUrFkzun//PjXVBtLLkSMHFS9enBo0aEBuWubFvXv3qHXr1lSnTh2qW7cuNWjQgPr06WN0vVKlStHcuXOpadOm1Lx5cyO68Ny5c6lfv35Uv359Kmowxnbv3p327NmjC7okV84Q1atXp5iYGCNB98mTJ+Tv7089e/YkIlhqGzZsSCtXrqTBgxEW6MSJE/SuBB3dBQkws9Nv9evXZxdcyC54+RIZ25cuzcSLXr/OvHAhsyAY71+9Go25f5+ZmY8dw8+jRzOxbS44DebNY1apmJOS5MtMm8bs4cGcmpp57coQ3nuPuUoV3c8JE9DHDx82LrZjB/avWcPMK1fiR3h45rZVBt9+i+YkJhrs/Osv5oIFmYsWZY6JUVbRyZPMRHx1wQHu1o352jWHNNduEATmatWYmzTB76lTmXPmZH71ipk1GubSpZl79VJW2dix6NwnTzqsvenChQt4uTt2SB/XaJgbNmQuWZK5UydmNzfmq1dx7MYN5jlzmKtXRx3u7szr19u3fb/+yuzjw5yWZt96syk0Gun9CxYwt2hhPsWKuHmT2cuLefly69eYPdt4jGrfnrlBA+3BX37BQSUVKUBwcLBd6nHBOpYsWcK//fabTef06tWLQ0JCHNQi54dU/ySiAJaQBa1aWF1wwQXbkGk5WOPiEHCEGX4406eb+eHooqZevUpEpPNpe81cZFxQiDt3YMWy5C5Trx6oswbBFJ0XzIgQrPVpOnSI6KefQMfr1Mm4aJ8+iEZbujTpc004SXTGqCiwWz09CVGI/PyQZ7RSJbQxf35lFRUtSjRiBAUVe4f273d+C6tKhXQe588jKPDAgbA07dlDoMr26YOXaokWLOKHH/C8hg+Xjy6cFbhwAX/lLKxubvBxff4cPPalS8FhJyKqWRP+psHB2B49gr+uPVGyJKy6e/bYt15nQ1wcWBVS1GsDfPIJwkCYFitRAjReA0apUdW9e2Nc1RrTZHHjBmI9DRmiH6Pq1cMUrVYTLt6zJwYxqYu54LQYO3asZFodOaSmplLPnj2pqjOGcndCuARWF1ywM8QcrA6nBO/aBQrc9evyZWrXxqpQSzMrVQqBIFyBl95MWEppI6JuXfzNFrTg+/fB8W3alF68AOOvdm34q5pCpQJTvksXwk26uzuNwBodraUDR0URdeyIGxg9GivkChWUV1SrFtH69XQ7zIPc3JT73WUlPvwQ70ykcFeqZEAL7tcPfqnWaMFESFWyaRMGYFuTQzoSw4cTnTgBTZEcGjaEsHr7NtHEiebRrlUqCLGlStm/faJiRMzV+rrir7/w/G7elC3i749US/nymet+hw2Dnuvzz7W+8FowY9wJCYFrvDVF9fTpcLleulS/r25d1PnOO0QrVrsjGFSrVs6leHHBKnLnzk3Dhg1TXN7Dw4Pef/99B7bo9YIigVWlUm1Sss8FF1zQC6xmE9e2bZjZ7IU//sCK1CD3lxny5oXfU4MGRIRJ2BUp+M3F3bvWBdYqVdBtskWkYG1yedL6OX3zDT4zSxbkyEgidQ5PrD79/TOhkdYRFaUNuLR6NYSb9evhn2hL5MitW3Vm8du3IefaoOzPMuTLh2C3JUvCyDhgAIJFRUQQfJNr11aeM7dJE1in169HqFZnQP78yNtjDU2a4CFkNtzdIeCfPw+2wusKMZ+bjAKIGYGWihWDUdsU7u7QI927h+lUS1qi9euhO/7+e6P4hpK4cQOEgcmTjX1cxejs169rX4GnJz6CUaNwQCZHrAsuvElQamGtZfhDpVK5E1F9+zfHBReyPx4+RDBIs9zfs2fbL5jC8+dIAD9woLkq2BQLFhB17ar7Wb26ixL8JiIqCsKaNYHV3R1BQ7KFhbV4cYTZrFWLihXD+q5WLfnif/8N1uzFiwSr1sWLVimCmYGoKK2FNTgYlrgRI0BfVBoY6tUrmCoXLSIiKKSqVXNYc+2OcuWwmG/fHgGzNBrEICI3N0gG48Ypr2z2bJisxozRpwXKKrx6Benn3r2sbYc1jByJDujsVtYvvkDE7PR8s6GhUAjkySN5+MgRopMnEWxfLuNVly5QiolMJSKihAQY0adOtd6EZcsgi378sfH+KlVQn6enPpK7LqXToUMo8OuvCMTlggtvKCwKrCqVyk+lUsURkbdKpYrVbnFEFEFEezOlhS64kM3w6BHWnEYpBO/fh7Dauzd+f/EF0dGj6b/Ijh2I7DhokPWyzJistVFUq1VDGxMS0n95F7IfrEUINkTduggubS0qZpajUyeiHTuI3dxp82Y9u0EOouuqvz9BKFy+HD6jWQydwHrrFqLCjhiBHEPffKOsgtWrEf578mQigr9do0YOa65DILJgT5xA1NRVq7RyiUqFf169UlaRhwfMXq9eWc8t4micP080b571julAHD1qkodYCnnzog85Y5RlQ3z7Ld5rehS/piltTPDVVzg8Zox8FSoVKMFHjujp9uPGIdKvNb1xRAQY68OHmwf9dnNDWt60NAOBVUT58pCQx49HA7//3kUVduGNhLU8rN8xsxcR/cDM+bWbFyO1jV8mtdEFF7IVJFPaiMET+vQhio+HT1bXrpjp0oMrV0CVs0QHFrFvH2ZXLcdTtLzcvp2+S7uQPWGLwFqvHhQaTp1dISVFl6c0LAw+ZkoyoLz1ltbC2qwZTkpMzPKPISqKqFBBBifwwgWMFx99BH/GyZMt+2SmpiLSVIcOOon88GFpWmN2gCBAJgkJITp1SruzWzeMnUrh4wPha8sW+C5mFc6fhzSidcnIDCQk4HH98w8UTiNHYvjv25fo7FkLJ/btC2qFIDhv3jORIq9UeWEIKwLrjh3wsvHwsK1apYHNfv0VQ5bcp1yvHsaBFy+QP1qHmjXh+nDiBPr1zJlIgxQRYVtDXXAhm0MRJZiZ/VQqVRmVStVMpVK1EjdHN84FF7IjHj2S8F/duRMUxPLlwf3591/4NY0cCdWurRSntWutrD4MIJqVTCIFu/xY3yzcuQMrgJJAPFqXUDpxwrFtyhDOnoUj2MmTOldWbbBgi2jY0MR19auv8I3Mm6djIWQ2oqOJyud6BuE5Rw6ix4+Jfv4Z2oXISKLNm+XN3du3IwHklCmZ22gHYcIERHLOmRNWViJCAJqTJ23zZfDzQ5T0jz9W7gNrb1y4gL6VLx8lJECInD1bn2rV3oiLA2310CGwyd3dIetMmwaXyBYtoNcIDLRQybRpMM+L4e6dBcwYwKZMkY+4bAlff03CiA+ICC6h4pghCKi6TJn0VasESUkQWLt1k6fqi9HZ69fHeGAElQrrhSNHEIjt1CnLiV6dDO7u7uTr60u1a9em7t27U3R0NDVu3Jh8fX2pXLlyVKxYMfL19SVfX18KCwujChUqUMuWLY3qEM83xKeffkplypQhwQ55hJspmTxM8Omnn9Lp06czfG0pPH36lDp27EgnT56kbt26SZYZOHAg3XFqrbJ9oTTo0gIiOktEXxLRdO02zYHtcsGFbAmNBmtNI4E1ORlOMQMH6vflz49II8OHE82Zg1WaUojCrdJUFxUq4PraVVKVKpj/XAJrJkKtznI/tjt3YPlXEoinWjUEDlUSnDXLcOKEjkt37hz0QEoIB40agXanM9JMnw7r3dy5EHAsRBF1BAQBC9SKau0HWa+elh+sRbduEFrF9CimeP4cFjxtjowNG0DpzioZLaNwc0PEYI0GwWwiIgiKvZw5iVauVF6RSA2OiNBRpTMVggDNSOPGFB4O98kOHcDy9veHJXTuXPu52UZHI8D0uXOwFA4div3lyoFF+ugRXFSDgiQEIkOMHAkWUJcuzteJQkLgLJqUZLu/wtChtCSoPRUpgrQyzZvj01+6FMGSHMmy3bIFllNLOiUxOvvUqdBry6J5c0SMtsZBdiJ4enpSYGAgXb9+nQoXLky//PILXbhwgQIDA+mrr76iAQMGUGBgIAUGBlIFbVCsuLg4eqSl0t+UGJMFQaA9e/ZQ2bJl6ZSOiiGPNCuuH+dEDYZCREZG0vnz56lVK8fY7g4fPkydTHOzmWDs2LG0cOFCh1zfGaE06FIvIqrGzF2Zubt2e8+RDXPBheyIZ88wjxpRgnPnhnrbdNEkLqhmz7YeXtAQzZrBGmQBRgZblQoLca2F1dMTE6Ir8JKDoVbDEi4I8F3u1g3/ZxGUpLQRoVKhuceOOamvMzPCAbdtS1SoEJ07B+uIJXre3btg1Hl7E/32m0HmkJIlscI/cgQL9KFDM9WvNTYWt1M+SftB7tplXKBjRzRWTnswdSqEWe0CNigIDOcCBRzYaAejf398Kmo1hkgqXhxKhY0bYYVWinr1YGnduBEKwsxEeDhuoEkTOn0aMuD69RAWP/oINPb58+ETmVFERqJfX7oEauuAAeZl8uaFwPTgAYx18fEQ1sz8W+vUQYTlu3eRD9Qwh0tWQqWCJvjePSh0bIlo/Pw50cWLFHpXQ8wwIn/8MWKUTZsGJYlcoKWMgployRKwrS0Fi65ZE0sCRdHZL1xAhDkbowd/+inaYM/N1gxSTZs2pXAFlPP+/fvTn3/+SUREW7dupUEm8TpOnjxJtWrVorFjx9LWrVsl69iwYQO999571K5dO2rfvj3Fx8dT+/btqV69elSnTh3au3cvJjiNhvJpo2idPHmS2rRpQ3379qXq1avTkCFDiCUYcLt27aLOnTvrfleoUIH8/PzI19eXGjRoQJcvX6ZOnTpRpUqVaKVW0Xby5Elq3bo19ejRgypWrEgzZ86kLVu2UKNGjahOnTp0z0CpffjwYerSpQsREcXHx0u2p2XLlvTPP/9YFcZfFygVWO8TUU5HNsQFF14HSKa0ER1SpDSiKhWET9E/688/EQjGLPKCFsHB8IsqXNjsEDPWGf36IbUeEdiOy5cTVupXr+okWVdqGwcjMpKoc2dEbj16FMGxbt0iOngwy5qkJKWNIbp1A0P2+HHHtSnduHQJNzRwICUkoGtbY3T98APKXbuG12JGUOjYEUkYY2NBk8gkiEasUjG3IFWUKWNcoGBBcDmlBNYbN/BNG0R4u30b79lN6ezuhGjcGHHpGjYELVgQCBJGdDTcK2zBl19CCBs+HMHvMgtly6K9gwfT+fMITjt0qF4wqlULMaF++y196YA1Gv15RYro0wH16mX5PE9P/I2KQsazH3+UKNS2LdG6dUSnT9tm1XYkLlxAxPsKFSCo2RK0cN8+okaN6P6tFHr7bbyLFSuI9u5FX1uyxHEGyyNHQNqYOtXyNXLmhNJh7VqisWOtVPrkCd5PNktDpNFo6NixY/Tee9btXX369KHdu3cTEdG+ffuoe/fuRsdFIbZXr1504MABUssI75cvX6adO3fSqVOnKHfu3LRnzx66fO4cndi1i6ZOnUp8965+baRVzly5coWWLVtGwcHBdP/+fTor4X519uxZql/fOFlKuXLlKDAwkFq2bEkjRoygnTt30vnz52nOnDm6MkFBQbRy5Uq6efMmbdq0iW7fvk3+/v704Ycf0k8//aR7TiEhIVSzZk2L7XFzc6PKlStTkKN8DJwMOawXISKiRCIKVKlUx4hI5+TDzBMd0ioXXMimMBNYHz4Et3LjRqLBgy2fHBMDvti1a1jJVK1K9O67CAwj8oW2btVz5gyQlob4LCtWIEJo//4Yf48fByN54k8joA7VaIhy5KBq1eBGKwjZe2HrlHj0CM/68WPwMzt1wgJr5kyo9GX8URyJyEgsUG0RWFu1As12/34ik7VC1mPrVqzw+vShvHmJnj61XPzFC6Lff8f/p04hvsyDB0Tt2pkUFC3hmZjAVBRYi764iX6yYYN5vuYRI5BnKC1NbxoOCQEH+tdfjVa4ISHwg8vOcHOD9bFOHXhSHD1K1KljK2jkDKwaipArF9Hu3eCCd+8OzmxmmZ9z5CDKkYOGD8flc5isuObMgXF/3DjoIUWGwMuXGCry5MFYLsYdIAKVfcMGyJFhYdDblCsHhYwtKFsWQu5vv4HkU7CgSYEhQ+AvWbWqjTftIPz9Nxo6aRIe5t9/W2Ua6RAaSuTuTvefepK3t373e+/plbuOQHw8DPylS5tN2ZIQo7NblT/at0dnOnQIA7VCLFumuKhdkZSURL6+vhQeHk41atSgDh06WD2nSJEiVKhQIdq2bRvVqFGD8hikI0pNTaWDBw/SkiVLyMvLixo3bkxHjhyR9PXs0KEDFdYq+JmZPv/8czp97Bi5CQKFh4fT83z5qCQO6gwFjRo1orfeeouISOdX26JFC6N6nz59SsVM/IhFQbxOnToUHx9PXl5e5OXlRbly5aJoLQ+/YcOGVKpUKSIiqlSpEnXs2FF3zglt0IgLFy5Q48aNdfVaak/x4sXpyZMnZsLz6wilS9W/iOhrIjpHRJcMNhdccMEAYpwKncC6axcWmUpyTBQoAE3f3bswi1asSPTLL/pIwoKAVUm7dpBKtYiLwzpsxQpozMPDcbpKBRrStWsGB2CeAAAgAElEQVREmnoNYXrVrpiqVwezzlmDQTodlAbFiouDwPPyJSSj4cOxP2dOcKdOnUqfOSWDsCVCsAgPD8ja+/c7RapSY0ybBu6j1tezeHGJvMcGWLECipu2baGomTsX+iOz+1KpIOAkJkIQzIQbF/0JC4QHQ8MvZYYZPhymMEOJZ9kytFVMlUU4PTTUeWSMjIAZ6T8KFdIa+VQqoh490qdMqFwZY/Ht25CAM4NCN2wYxm8CM3nIEPMi+fNDMA0I0HsPrF4NBsyiReinokyWnAwqcZkysNYVKwbfSO06Nl2YOhVC1W+/yRRYscJ2BYGjEBoKyc/TE87A/v5WnHGNzxXKlqewMJWlQMF2hVoNxdi1a3inSqIP16uHrhkSYmXoyZ8fvqyHD9utvY6E6MP64MEDYmb6RftdWMOAAQNo/PjxZnTgI0eOUHR0NNWpU4cqVKhAZ86ckaUF582bV/f/li1b6EVEBF3asIECDx+mEiVKULK7O4wKKhXGfY2GchmMMe7u7pKUW09PT0pOTjbaJ57n5uZmVIebm5uuDtP9hueIZQ4dOmREN7bUnuTkZPIUaROvOZRGCd5IRNuJ6DwzbxQ3xzbNBReyHx49glVKp63euRNSY+XKyiupVAlBmA4dgu+N6OR0+DA4miaDNzOKrV6N4BqGfnw+PhiD790jWBYCAohIH6nQRQu2gogICAS5c8PKdeOG5fJBQTB77NhhHnLyo4+glNi2zVGtlUV6BFYiyN5PnliJKqoUycnof6K/qIjjx20P7lKqFIQXgiVOtJ7KXfaXX5BFavRoLNBLlcI3I8v83bULeQ/XrrWtXelAVBSRJyVSrkit9kgu4opGA5cAIihENm4Ex9RAeZWSAnlMJGRkd4wcCe+HffsMlGtLlyq3rBmibVtEXj58GNF2HInERLAAnj6lsDBk1pFzvR08GL6lzZqBYDNmDCzLQUHon19/jXIPHqDKESNw7OxZ6CAzwpCpWxfGuh9/tOCqGhsLyTmr06jcv69PS9OxI6R7pWHMQ0MppXxVmjSJ6J13HNdEEcxwOzhyBMqWd99Vdp743b56pSAFc+fOGJit0UucCHny5KHly5fT4sWLFfld9urVi2bMmGEWfGjr1q20Zs0aCgsLo7CwMAoNDaWjR49SohX/9piYGCru5UU53d3pxM2b9MDQgVulgkJQoc92jRo16K6c61YGcezYMXpHYUe9ffu2WfTk1xVKowR3J6JAIjqs/e2rUqmyMLmZCy44J8SUNioVYbVx7hxWFelFwYL6BamPDxapw4YRkXGwYH9/yEOm8PHB36AggpVmwQIi0lPMXIGXLODgQVAuDxyAcLR9u14y0mikAyi1aAGBVUvzMYKXF6yrixY5tNlSCA3FX0XWBUFAO1esoK5tEkmlgsCQISQlgafasCFMTT//jP0xMXhWRYsil84ff1iv65dfdOUEAZFPLWV4+uMPrLWnTiVq3VrfHCKT9DaGGDIEtO5p0yCxOxBRUURV6A6pxA9aTmD9/HM8w8REOHYmJZkFcvPygtXNwOiabaFSYeh8+FAfMZiIwEJZtAhsBlsxZgwopcuWQcPnKPj7o9GNG9P//ofhQ84YqFKhD9euDTfdLVsgh9WqBYOiqOssXRpB/VasICNaa0YxbZqVtJ7PnkErNH9++i6gzZWcYYSG6nNyNW4MiU5M2abgXM8qb9HChdJDs73xxReYKubNg+CqFN7eUDjXqUM0a5YuTqI0unSBBtLZ0g9ZQd26dcnb21vWImoILy8v+uyzz8jDwDydmJhIhw8fpncNtAB58+alFi1a0D4rE9WQwYMpICCA6gweTL/v2EHVDbn2RFgwKbRWvvvuu3Ty5ElFZW3BixcvKHfu3OSlIArY8+fPydPTk0qWLGn3djglmNnqRqD/FiCiKwb7ris51x5b/fr12QUXsgMaNGDu2FH7Y/VqZiLmkBCHXOuXX3C9qCj5MklJzKVKMa9dy8x9+jBXqcLMzILAnC8f8yefOKRp2QtqNfN//zGfPMl89CjzjRvYf+AAc716zNev4/eLF8wvX+L/vXuZS5RgHjUK/y9bxrxqlW3XzESMHctcpIiFAoLAfOgQ8+jR6DDQhzD37s1NG2u4YcMMNmDuXNT36694vklJ2K9WM585wzx7NnPNmsw5cuiftxRSU3EjAwYwM6oiYl6/Xv62atVi9vHB/8zMVasyd+nCnDMn84wZFtp85w5zrlx4Jg7EwoXM/Wmb/pmnpEgXPHoUx//6i7lOHeZOnYwO37/PHBTk0KZmOs6fxy0XLMg8bJjJTlu+N0Oo1Xh2OXOi7zkCkyej78TG8oABzOXKOeYymYbRo/G87t1Tfk54OPOXXzJ7eDA/fZqx66emop7Zs9N3/rFjHH06iOPiMtYMaxAE5kWL0D0/+kg/5tiC2rWZu3bFcGz1YgoQHBxseyNeV6SkMF+7hrncDmjevDlHWVqApQObNm3i7777TlHZJUuW8Jo1a+x6/cyGVP8kogCWkkWldpoVAhWYTATWq0rOtcfmElhdcDSio5nnzdPLKulFiRLMH36o/ZGYiAlbi/RMXpbQvDkmN8WYN49ZpWKOj2dm5vr1mTt0sG+bsh0Egbl7d72wQGQsoKSlSZ937hxz//7M+fPrz+veXdlL3r6duXRp5shI+9yDAvTuDXlQFn/9hXvImxeKjd9/Z/7mG2YiPtvyMybKwJozKYm5ZEmdkCmLiAjmQoUgTcrh4EG083//Y2bm336zrBM6fBjHN27U7xs9Gq+tQQPmNm2stP3DD5k9PR36rvz8mOeq5rKgUjH36ydfMCUFWqYxYzC2PHxodHjkSOY8eZhjYx3W1EyHIEDYK16cuUYNg53VqjG3b5/+il+9Yq5UCQP248d2aasOgsD89tvM777LzMzly2OocHY8ecJ865bMwfBw5ty5mYcMUV7hF1/ox8avv854A9VqFuLi9bq+hAQoCxUOTLNnM7u5yeuDMorHjyFoEjH37Jl+neSwYdAZivj3Xyt6lbQ0Zo1G9rBLYDWBIMjP069eQaCVm/dNcP78eQ7KQi3hunXrWJ3Jym97wxEC61oiGkxEV4moChH9REQrlZxrj80lsLrgSPz9N3PZsvgaatVK/4SWnIw65n34EAOfAQSBuVkzaF8jIjAJZQShobjWt9/acNL//oeTzp9nZqw9ypbNWDuyPbZuxTOZOZP52DHm06dhWVOKlBRYvhYuZMXq+6AgXLNpU+YrV6Tr3LOH+fZt5e2wgubNmdu2tVBANAtEROj3CQLzxx8zE/FIWgsrfXrx/Dnzs2fWyx05wvzggfzxYcNgbktOZmYIaUWKyK8/OnbE4s/wm96yBbe6bRsW6RZx9SoUEbZYlmzE2LHMuzwGQsgxwM2beC1G6N0bN2Ryw0+fwgA1bpzDmpllmDoVcrpKZSCM+/kxu7vrGQ/pwfXrUNA0bqzrT3ZBXBzzoEHMmzfzkyfoa0uW2K96R0CjgWBtYrQ3xmef4SVcuqSs0jZtoBXq0IH5rbfswioZO9bAWn3rFh7uypWWT7p7l3nnTh42KNUhlm5BgH6vYEHotn780aL8aBXLl+O2wsJQj7c3s5cXSCpmerNz56DkO3tWtj6XwKqFWm1dEI2OZr54kTkmJnPa5IJDBNY8RPQNEV3UbvOJKJeSc+2xuQRWJ4cgYDLbsSOrW2ITYmNhrCBirl6d+bvv8P9XX6Wvvnv3cP46jzHMQ4caHbt6lXWMyGHDsLjcujX9bf/2W9QXGmq97L59EMRfXgrDSatXMzPuk0hncH0z8fIlLM8KNap2w++/MxctCpX/2LH6lcg338AaSQSTUmqqXS5XuTLzwIEWCkyYgFWRqeSXmspCx46cSjl4Vovjtl/4wYP0rd4EwVxzlJiINn7wgW7XwIEwCEvh+nU8xm++Md7/+DH2L1qEy9jpEacbAwcyX89Vl7lzZxYEKNC6dEEbPTxMDKnLlhkpnUR88QVkCVt0LdkF0dEwpBExnzql3Xn5MsxYGb3hXbtQ8Qcf2J8Cw3od4blzdq/a7tASKnjbNpkCUVH42JQo0lJSIL19+imUb0T4m14cPMg8bhy3bZXGdetq9wkCNK69e1s+VysBNm+Ywq1bp78JUtBomAcPxu01b24fHaOozxRZIWFhzO+9pyfATJlioGiLjMQcMmuWbH0ugVWLx4+hILY016elQWC1N+vCBVk4QmDtp2SfozaXwOrkEGdlIubvv3fIxG9vJCTAnVOlYp42DWthZrAWPTxg3bAVJ5ZfZSLmo+U+MLMmzZqFeeXZM8wxLVvicf3wQ/r9XJo3V1ZWpEWeOC6AW6S1BP75J/ZLGfneCGREDW4PvHoFQdHdHZZdZnAHO3dmnjMHL+fHH+1yKS8v5kmTLBTo0UOeXx4dzeGFanIkFeKUKzZw5hMTmStUYB4+3JamYtHQubO5g/Xt28y+vrBoG0Du+5k8GW53Uu5KlSvDcLp5M6jS4uOXxd27EJIcgM4dNZzoloc5Z07eNnAPE4GpOm8exou7d8HYZmYIAps3G1mr4uNhZOnVyyHNcwo8e4bPYfFiB1QuUld//tk+9d2/r/tXo2EODnYcDdWeSErCvOThwXw8HbopI4h+xjt2oK++9Ra+6fRixgxmDw+uVk0wVlCNGgUe/MaNlgcCT08uXVrgkSPT3wQpLFiA25wzx346T42GuXBhNmvrtWtgRbm7mzC0mjWDJVsGLoGV8QFevqxMwXXjhgVuvAv2hiME1stK9jlqcwmsTgxBwCKyalVIe0TMf/yR1a2yCtEVztTK+ewZFn8tW9ooz6jV/HuxKfCnOxNhdEh0uWrXTr8vKYm5b1+0YcwY26w8Gg189/buVVb+6VNcZ9kyg53r13PQ+4skn8Ebgf374cT76FGmXC4oyMKCxtCEJgoiggAfuPSa+w2QmChtaTSCry8csGRwbG0oh1MpTipYQrmj9+zZWk3JCZvay8wQ5N3cIKnNm4eAWCIUaHhSU+H3KGd8+fBDUPgOHADFUDSySTJMBQESbosWtt+HAnT3eaBT+E1ud4U9PY0Zqh99BIWDnNDz77+wvFhgBWZ7BARgoW5GWQ0LyzhFJC0N35pKJR+9SylEX430BoTKYrx6BQVO/vwWYgU+fQrJyRK9R3QxEE2BZ87ALSC96NePNVWqsYcHqtWxRUJDQekmgvQohZ49ObF63Qyxp6Rw9iz6ZL9+9tfR9+zJXLGi9DEz49/XX+P+ZZ7vGy+wCgI686VLyqj/Dx6gbFYrtN8Q2E1gJaIuWn/V50S03GDbQET+ls615+YSWJ0ct29j9NZomNesyXqOnQJMnYogjqJl1RBr16ZjzbFxI39DfkwE660hRIqPqauNRgMmdaVKjo+/U7y4icZ2+nROpNysIg3Pff9etrCK2w0xMdD4Z8RhWSFSUnRuoDx/vo0n22nCDAvD9S0GEyxcGNRkGaSkMLd/6xZH5CjJQokSMBtZwsuXoARa5CFbQHQ0zIwic2PePLMi06fDPU7qMYkxpOSUOps24fjly5B3ZszA4rNIERnBb8kSnKDUf88GjCh9RHefkX8cNov0K96LiWHZCK+7y1V0NN5P/vwGOy9dktY6pgcJCehMGRU2Rcr2nTusVuPbzw50YEM8fIj5UXYaDwuDhqRLF/l548kT0K3thfr1+VHrIUyE2E+5cxvM3RoN87p1eirFs2fG47qPD8d36s3Ll4PtaQ9ERoKNXLEi+qa9IXYjk7hqOjx/zvzPP9ofAQFsFlnOAM4gsLq5ubGPj49uCw0N5aZNmzIzc2hoKNeqVYuZma9cucIHDhyw78WfP8eLf/6cW7duzRe1nSA1VWb6j4kBSyIbrGNfB9hTYPUhouFE9ED7V9x6E1EhS+fac3MJrE4KS0LOhQswXzgpfH3lg9AIAo7lzw9q1IULCrb/PeG+NW9wkSLmz+TePRiM5BTMYiCRlBTL8WaY9dbViAjL5UzRoQMytBjh6FGu4P6Q+9GfzE2aOC7Fg7Nh6lRYU/77z6GXef4cRjkixMkpUSKdc+DRo+CDpRMXLqAN+/bJFIiLQwErofS3b2euRjc5oUBJ3IylhdD336POq1fT3e74w//y8xmLJAMeqdVQwvTtK31unz7MxYrJP++HD9G8pUv1+65eRbaYTZskToiORuSf99+3/UaswC/vj3rBXOJ5JSRggT5xovm5kZFvjq6pfn3WBaNhZgyGJUvKdwJbkZSkD/P600/pq6NNGx21PjAQVW3ZYp/mZQWeP5eJOr10KVt2eJXAv/+CFmyq0VWCQoU4sN98LlcOPpxE8PU2Q2oqPuI2bWAuFgTQE+yYv00Q4FOaM6cdBGBBgEZq0iR84NotYtBEXkYT+WZH7b5JkxAY8KuvmH/4gbe0X8tlcz2H0K7RgNYuE63WGQTWvHnzyh4zFFjXr1/P48ePt6luq1FyQ0NhYRUEncAqCIhxcPEippc3Oo5HFsMRlOCcSso5anMJrE6KX37ByC0VHbVbN9CEnRAREdYtXrdvY5FomO1Eyda4cfrbNWEChOQhQ7DIkaInnj6dvkXQsmWgFppiUP80LlUgnoXyFSybcF4XpKYi2JGl9CF2woYNMDJu3YrJMT1+0RwXB7NfmzbplkxEC52/v0wBMZmpFSq/ICCwcYuiN1lTQiu0yik5WrRQkDNGHkeOwAieL5/0wlT0y9692/xYZCT88Cz67DKsIz16GO+z6If2ySeoWEm0Y4UQBOZfVeM4MYcXMxF/NydJ0sL77rsIImzaBZo1e719Vw3x009450br2bFj4cMoRZVJD5KT0SlE/qi4kj14EMHqLH2DL1+Cxq5NZbZyJapxYIBphyIlBXEeDDKz6ZGWBr/J4sXN6UGPHsEf2FSreuoUW6d6SCAhAYOBNmR2fDw+w6lTZcpv3gxpskYNnbDy4OwjvnnTPsodUVY3crFJD06fxgdMhD5csKBuEwoW5ChVQY730O7z8sI9GSw2UikHP2/cnXnnTotUV2cVWMV9osCakpLCZcuW5aJFi7KPjw9v27aN4+PjeeTIkdywYUP29fXl/2nTma1fv567d+/Obdu25VatWsmWS0xM5AEDBnD16tW5Z8+e3KhRI7548SLHxEBYDQkBy+biRZP1llTQPxccAkcIrM2J6CgR3Sai+0QUSkT3lZxrj80lsFrBmjXQXKZrRZxOxMdDu92ypfQsIFpY7Li4sxfEYEPWDGz37sFIbHHbp+EDnZfzgWW3+cABcwtpWBjmJSXsztu3EVy4aFG0T6VCWg7Dx/vxx5jb7JUAfdUqXCvkhhoXSkrCyvB15RgeOoQb1k5ojoChVc+axVwRfv0Vbd65M12ni7lKZdsiOnQrsLCfO4eiy8fd1OeCGjzY3BdYrUbuRhsRG4s8qWLk7tq1mXPkwBrUEO+/z1yggPQ67ZdfWFEwsQ8+gL+66bcppqm4cMHkhJAQ+BHYUbETF8f8D7Xj8GI+HD96MhNJp6pauRKUWEO3Qd27WG635jg1XrzA/RYvbjAmHj2KnRmJQGuK1FR9PIYCBSAht2tnXQG7YQPOCQhgZuYRI2Dlz84W8AEDMN9Ipn+6cgUC+rRpxvvXrcNzMPV1F+NdvP12+tIIGTzI9u1hSJXFiRMQ9EqUYA4I4ClToDzM6Lvw94fc2KNHBuq6cQMaKCLk4161SpIK8t57cJ03glrNHBvLSReCeJH7DI7KWxr1FCmC9yCxBjQUCCZNmsStW7e26zbJmmaQjSnBPXv2ZGZzgZXZ3MLq5+fHm7SUl6ioKK5SpQrHx8fz+vXruUyZMhypVZZIlnv4kBcvWMAjtb5QQUFB7O7uzhcvXmS1GuwBjQa6l2fPTLIuPXgASTY7f7zZBLYIrG6kDGuJaAkRtSCihkTUQPvXBWdAmTJEhw8T1a1LtHw5kSDoj50/T9SjB1HevEQVKxK1bk00b56yel++lD/2009Ez54RffcdkUplfrxlS/z991/l95FJOHaMKH9+ogYNLJerWJGoa1crW/Ju6np4InUtcYm6diUqV864jt9+I2rTRuZRCgJReDhRbCwRM1WpQrRpEx7rhQtEc+YQNW+uf7zjxhH9+SdeZ758tt83M1FKivG+1q3x99TZHLjQjRtEEyYQLVli+wWyA1q2JNq6lahzZ4dUHxJCVL26vtsb9ofISKI+fYj27rWx0o8+IqpVi+jrr9PVpufP8bd4cZkCDx/ib/nyVutq2pSof3+iz9ZXpyfHbhLNmkW0ezdRtWpoX0wMUVoaUY4cRKVL29TO48eJ6tTBNzN9OtGVK3iOzZsTDR1KtHgxyiUl4ZJ9+xLlymVez8aNRN7eRL6+lq/XujVRVBTRtWvG+xMTiT7/nGjkSJPvpWpVonv3iN55x6b7soSoKKLqdIviK/vSg0n45qRew+DBRBERRBUq6PctXkxUsCDa+SagaFGikiWJqlTBWEZEeImFCxPt2mW/C+XMiTHi9Gmibt2I1qxB54yMJPLzI3r1Svq8Hj0wQNerR0SYeps0kZ4eswvmzydKTZVZMvj6YsKaPt14/5kzeCfVqxvvV6mIvv+eKDSU6NdfbW7LTD8VjR6N/99/H0O4RiNTuE0borNn0VFmzqTQO2n09tsZexfR0UQDBhCVKkW0bl066kpOJpo9G8/t7FmiBQuI7twhGj0afU7iFu7exRJBhxw5iLy8KHcjbzre6XtqXPIh1n41axItWkTUoQPR/fvpv0kHwdPTkwIDAykwMJD27Nmj+Ly///6bFixYQL6+vtSmTRtKTk6mh9r5qkOHDlS4cGH5cv7+dPqff2jo0KFEROTt7U3e3t5EhMdYvDiRmxuRuztRiRL4Py6OSK0mojx50LmSkuz7IFzIGKSkWNONiC4oKeeozWVhVYAnT/T+N+3a6c0p3bsjoMrHH8MS0rKl3p9DdIhMSsLv2Fi9r9yWLdAum2quBQGaZC8vaAnlIOZhk3K8ymJUqgTtZYYhZvWuVk2SSygIoFS1by9zvhgTn0gf8aVyZeZGjRAOc+BA5nHjmOfP59jl63lwsb+5Fl3jf9fcQth1pVtSks7da8YM8zaWKIGuoUPv3uBi2uoo+xpCNDTHxuK1rFghzz6MiADNtFgxaRqgWg3jgjbWhG34+WdlZkMJiFRzWfj5wYypMC/D/fug5I0Yod0RGgqKNRHq8fDAd2+SQuDqVeMgrO++i+9j1CgQRIjw25QSm5Skr37qVLyLxYslLKAMt1rZ9CcpKXAs9Pdn9vfnZ/v8uSH588pR/rp9Yg6+A/s0TGQhveHRoyYq+fTh2tkYZiIO6j2HD+7HNZVE+717F8YtP78MNyFboW9fieipJ09mLAKtNYSEoFN5euJv7doGjrTSSE5GX7YYmTsLIQig3c+di8Bklob6Tz7B9GQx04ehJapqVaw7GOOlWVDxjh1BbXj1SlljN25k7t6dmzTWyM+lcnj2jHnrVvbxEbhbNxvPNYAgoO/lyJHOIFqnT2OdQIRE7FK5tkwgxhSTc/8RKfKhodoG1q4NWlaePOAta6kj2YUSzGxuYa1Xrx7fkuh4Vsvdu8ccEMA9unfnY8eO6XbXrVuXjxy5KPn4ExIw/L94wfiAtYGaXHAsHEEJXkBEPxBRUyKqJ25KzrXH5hJYZSAI8OsQJ09BgJ9NvnzIf8YMqp4cf1SkU5Uvj0RiJUtilk1Lw6q0QQMcnzxZz+fXaBCgp0kTy2HtmRG5qFEjO9yo/SBmHbBLeksx/+zvv0seFoNuSAadTE6GpNikCZKxfv45/LEGDoSw2rAhhNdChfRCbXo3Dw/mZs14XfEZPKfuXiSAN8CAAcxlyhisOYKDsRqeMsUOD8mJcOwYlAQKgn7ExYEJWLYsHldIiP5zKFoUgkxQkP6ZJSZCEM2d2zLVXFxk2Bzf6uVLfJsHD9p4It5vlSoWCgwZgnypNmDaNKyNvvoK7Lv4eMYE7+ODA2Lf8/Jirl6dk5q34z9yDOUlOWewsHQZ8/bt/NdnZ7h33fuci5J1xYcPl2ZhaTRYOBMhi4McPvsMi+tnzxgC5enTaGT79ljIKf1mPD35UYFa/D9VDw6fvtSY3ixycb//3qZnJoVLK/2ZiTgwVyNe0WYbE8nnrD93DrrIFy+geMqZM12s62wNUcc3ebIMTdUREB2mDxzAmEwEavhnn+lf1qpVmItNxpYsz4yRmIgIY5cvMx89yqnbdvGJsX/y9LJbeTBt5mG0kUfQOh5Fv/EXxVbx1jYrOPWnFZA0V6xgXrOGX+09zWXyRvEXX8hc4+5d+GIGBOgDRHz/vS53bseOJuWvXkXdShU+48YxFyrExYsbx2FISVHmBSXGXcqI7lx0M1i40MYT793DoEaEMfbIEcWnpqXBZiAVe4IZrsNGSzDRdaRVK/zt3Zs5ISFbCaw7d+7k9w0C2/n5+fH48eNZ0E4Kl7W5sKWow7pycXF8efNm5sePefHixTxq1ChmZr527Rq7u7vz5s0X+e5d8zYKAj4TnQIgMJAlC7pgV9gisKpwzDJUKtUJaeMst7OTodciGjRowAEBAZlxqeyFM2dAcVy5kmjMGP3+iAgL/D8THDtGNHUqUVAQ+Es//kjUqBGOpaSA7vPTT+DQ3r4N7sSLF0RFioBDYQmPHhEVK0aUO3f67s8BWLuW6MMPia5fB8syQ2jVCnydkBBwTEwwdizojU+f4jEYYcMGcPmOHrVOMUxKwnXCw8HvlOVBSSAtDZzHM2co7UIA5RDU4MA0bQpOVZcutOI/Xxr3iRvduUNUubL2vJEjQYu7c4eobFnl13Nm9OsHml94uOT7evkSLC21mmj/fjDXJk0i+uYbMISYQVFdtIho3z6cc+cOUaVKYHWtXUu0Ywdov3JISADls0ULov/9z8b2M6eL09a2LbqBLDu/VSvUe+qU4jqjo9F9LlzAb3d3It/aafTdzZ7U4f1SoE4eOoQH9OQJ3ToeTrlfPaFyOZ6QmzrVrI4yjncAACAASURBVL7EfMUoMncZ4qrVqeywNqRq1xbcT4P7ZQY1dts2MArHjjWuQ6MhertsGg0rd4q+8dkO3vDLl6jD2xv00WbNjPj0588TfT2f6Msv8EmQRkP0+DHRvXuUevMePTxykyoLt1FH69ZEAweiH330EdGBA0SBgebURxtwafJmqr9sGF2nmvRH27W06EwTSk6WHloDAogaNiT6/XfQsv399Z4XbwqOHdMPl999RzRzpvbAunUYJ8ePt/9Ff/6ZaOJEUIGvXcP30rAh0cWL6Pj16uH/Pn2Itm8ncnOT/1RTUjCGR0RgHk1LS3+7mMHXTUzEwJKQgHpDQ0ELDQ0F59xO4LJlSeXjQ9SxI+jPor9DTAwmDm9vfPcdOxKdOUO7nzXTjYW3bsFrIF3o2pXin8SSV9AZo3c+ahTRX3/hcVpaikRGgk6+dCnRp5/afvnAQKLGjYnat8e8YG3ZQ0REDx5g4li/Hn1k4kT4+OTNa9O1u3fHsiskREHhR4/wTr7/HvPbtGlEjRrRzTVrqEbt2jZd197Ily8fxcfHS+4LCwujbt260fXr1+nVq1fUqVMnUqvV5OfnR++99x59+umndO7cORIEgd5++23av38/bdiwgQICAujnn38mIqKkpCR9uaQkert0adp/4gQlpabSyJEjKSgoiGrUqEEPHoTTpEm/UK9eDcjLy7ydd+9iGKlTh/ANxcbih7t7JjylNxM3b96kGjVqGO1TqVSXmNncaU9KinW2zWVhlUHfvrDApSdMvCHS0nRhvyWxfTusrzJ5vrITBg3CrWTYl14QkBtSJuJhXByYUR9/LHNunTrYMtGp/8cFidySTnH8p1/oc0QQsbpICd5A7/Px0Vv1ER/DwkAfz0BaEqdCbCzMnyYh8xMSEMtIEHDLefJAq+3tjaCWcggPNw6qO2gQDOVKMHs2Hr1cjj2LSE1lfvrUplNq1ECaF1mUKweaWjrw8iXz/v3IqlC1aCTnoXi+sPm2URnRQPX118wsCJwc/pKndbrKnegQb2i1llO+/Ip5zBhwhEuX1ls5S5eGeXjBAlgmIiJ0RgR3d23WrORk5nPnOHbeYg6s2pefUzEUyJsXbIWdOy1SD9VqsAs6dZI+vmYN8+FlN8GdFCl9efPC7FGgAMzqCqnUUrjRYRKnUE6+RxVYs/VPi9RMkdafCQGunRavXuEVvPUWhjAdevXCTkeNp2KyTUGANbF8eTBRBg0y7q9Nm7Kmcxfem3cQBzf/EB9eixagOBQokHG2jLUtVy70086dmceO5RdTvuXNbX7j/h57uDn9yx83C+Izq2+wEHwTUf7u3YNJ6eFDFh6H87v1nnD9Mk855cFTjDP37+NDW7CAecgQVleqqr9W3br4Lh48AGWJCEHtoqKYU1P59Gk8Hg8PmYi669bBX8EaqlXjq+8gINmff+p3i7mUraVGTkiAZ5OJh4IiREbi1ZUurcBDJjUVg92IEaA/eHiAFiJHmVCARYtwj3JsgvPnMUTq3FR8fPDumRFC3dOTg48etV8UbWeHRgNWoURiezGVzfXr8sPE06cgCqWkMDpOVJQr8JKD4QhKcAFC0KUA7baYiAooOdcem0tglUBYGGibpk6JzoYvvwRN2QkgCIgwOWSIY68j0sBevJBZy/7zDz69desc2xATHDuGy+rShDx7xrxxIwuDBnGkqjAOurkxv/MOFilZzmezIzZvZikurpjTLx2uoUa4f1952YgIyIfiPGg6H0rmPRQL+viY52KxgsKFwaqThFoN6U+W76cQGg0/K9uAK+Z+zEWL6heHajVYlFWrQraMjoanABEEfLO1gCDw2s9CeHenlViJlS9vtCCPcy/AUW6FONq9EEdSIU5z16d6CKXyfLrsYE7dutMmJd7cuajCavoRQQDtcehQOLO5ueHEmTNteVJ6JCdzQt6ivJN68ysqqCgv8Pvvs9nC/U1D5cpw1yMy+O7WrMGOwEDHN2DvXghrhw4hEm3VqogFMWAA8zvvcEzVBnybKnNSwZLMNWuiww8YAE7q/Pkou3cvON4BARnbgoJAW3z6FAOHRsOCACZ8jx5g53t4MI8cqSyVsxhEXcqNxd8fCr3Dy0PAjW3eHBdwd4dyqEwZKGFNJj1Zee2LL3Ax2XxbjDnIw4Mvvb+Mmzc3fr0i5VgqqrY9kJiIW/TwQApZSbx6hQTXo0ZhoBXdID7+OJ0aSWNcvIgqt26VPi4qA3WeIqGhxhGHL1zg4CNHwHW1V2qBbIrYWAMfVRnEx6OMmbzrElodBkcIrLuIaB4RVdRuc4hot5Vz1hFRBBFdN9hXmJAe5472byEl13cJrBKYPh0ThV3yZtgPZqmrGjeGhtkJcPWqiZwoJhZPD65dk9RazpkDrbJF95yuXeG/mp7Q/hlAZCTcrqRcWvr3TePuxc+z8OUsLDyIYJpbvJh57dpMbadD8O67cEg1EML/+w/rLUkruIMhdrs7d5hr1cL6dcsWLJC8vXFcrZZYY0yfDmFJYTCI1FS8ynnzZAo8eIACGVUqpaUxHznCt3cEctGiCIwjZrT691/oCcLDcW85csA6Iodx4yALarODoOMeP86vZi3m5TSBzzeewPGjJvD6/BP4W5rJ/XPu5mlDn6Q7q9ejR7jeZ59JH3/5EsFzjDI9PXwIbUfOnDh58mTbU0Ft28ZMxJ3oEKeRG3/6URzv3Wv5lL178br27bPtUq8TBgzQG+J1rIYnT7DD3lGOIiMRoc8wEpYgYFuzBg0xieUwfjziM2WU+GQrUlMh2Ii+9oULQ19sCyFDEBB2onx587k8NRVZaUqVMgiD8OABvoN8+fSKpQ4dWD12AseOnMj86afwrQwKYnWyifY2JgYR6iwlEo6KAotBJk6Er6/15cWVKwjXYctUn5aGZqlUIJjp8Pw5qDVjx+q1JqKQOmQI4lqIQSztALUaAfPk5qikJPQ1S4bq4KtXsfi5fFmfVzg7IjbWMpvl+XM9E0Lm9JAQy3p4QdDpffR48iT7JlPOBnCEwBqoZJ/J8VaE4EyGAutCIpqp/X8mEX2v5PougVUCn3xiEto163DgAMaK5csxWRpNkNOnQ0Vpx0E8vRATfj94wFiIeHhgJrBVaBUEzNoDBxrtFuk7I0ZYGFfFMKayEkTmwN/f+JWIQWjv32esTDZvZq5XTz8h//VXlrU1w9BomLt1MwqpmpSEPJ9ly2Ztyll/fz3TlAgRrMXYLb6+WBcZ4fp1FFyyRFH9jx+j+IoVMgX+/VdvUmnb1i5RfC5cgCWmfn0s9qZMQWwxDw+waa3FHYmOBvW1fn39d5SaiuAtRHrrbWgomIj2CGbdowfWzlK54gMCcN2lSyVOfPkSdGaVCo3evFn5eNK+Pb/IW57LFE3i5NnfMBEUXtZgB8NNtsYPP+B9NGqEWHU61K8Puq498fffuNg//0gfN6FDaDSQYS3JYPZCTIyejt+2Lb4tIlBYf/01/QLzgQOoR8rbJSAA+pnRo00OREWBNly0KHOBApyaryBHUQFW586rG9xi3fKz0LkzIhiJNP2xY9HwdCpvv/ySrbpXfPQRmFVKIQhQmhEx/7hMQFS5adPAbjEUUDt1gp/DiRMOXd907Yq5Sg7vvot5Q4dvvzXSvgUHB2NgE4XWzNak2AOieTQoyCxoJKemYjK4eNE2qpNSPHmCul/X3PRZDEcIrP8RUQuD382J6D8F51UwEVhDiKiU9v9SRBSi5PougVUGTkBTePoU882wYdD658kDl7jr17UF/voL3cySQ2AmoVs3g0TcIteGyHY6ZFCQiakWi+a8eRHN36JL2+jR8DPKwpQx0dFwp6peXc9CFOUgI5ayIOjD2hJBW56dfWEMvhc/P9zS4cNZ2B4tUlJgQDhyxFizO2ECFodmdOWGDRX7P4upEXbvlikgUqX79sXfAQPSdxM//2zU0P379cGCc+eGFWT6dGW0RGad8dEoc1bPnmBUOgIiFXLbNunjLVogJZHkt52cDFpw3bqo5J13rJu17txhJuI1Fb7mZs10P43S/rggjRMn8KwOHDA5MG8eKAqGlMiMQgxLLOETJ4Xz51FcxiBoF9y/D3axKKC6u0O3+MknmIMz6skhCFA8v/229KOcNg3XPXlSvo5ZszB2xcYIzPfu8akPf+cVNIbjy1Vnna/toEEQ+IhgArWA/v3N9MPMDDnRMHD6X3+ZK53eeQdEL6X49ltmIoHX9/5Lb67OmZO5TRtY8P39M+S3bitEBY1ZeiAtRGVzSIh2x8iRoKprX55OIEhOxtrlypXsN4+HhWEyu34df1NT0VGfP4cQHhAArYXEe0lNBYtG6StLSkJ5HUtOo4Gwf+2aU6y5Xzc4QmD1JaIgIgrTbleIyEfBeaYCa7TB/yrD35Y2l8CqRXQ0BB65xFxZgHHjQPG7rY2zEhAAQ0P+/FoWVWQkupmjVpoKkZoKpeiYMdodYkqali1tslgxM9JZEBlZoz77DAt0ixHkX7zA6v3DD9N1D/bEkSOwLrq5wch8/z6U48OHmxQUBFCEK1TAPVevbsDVzCaQoAnt3g0Bypnx6hXeSYsWJvOkmGNBgeOtKIjJ5vbE6gydgQh124qICHR+A9aAaJX85BNpq6U1CAIsCx4emaPY1mjQxdu0kT6+a5cFwV/UCsydC9OWpydMOpZMydr8O43KPOYh3aL4n13RTMR8/Lhdbue1RkwM5hyRJqlbeztiMdmvHyQ3hbh7F4wCpSlGlSIuDsbevn0xZufIASXxsWOOYXnu2yehwNQiIQEWPUvppdq2hRAtIjERFOU+fRgCxoQJ+pRthQoZR7AzxA8/MNerx9WqCdy3r+U2iy4/NWoYp7upWFFa2JXC2VNq7k07ObSQVvn09tvwOc5CKm1EBNZTcmnvQ0PhVqLzs929mw0HEyOBICkJjsCBgU7BelMEwxQzGo3+XcTEwPBw65asAC4IWJsGBCiX0UVjrpEh99Ur7DSMfpWQkP0EfyeE3QVWXWGi/ESU34bysgKr9neUhXNHi0GeypUrZ98nlB2xfz8EBzc3yzNFJuLOHUycprTFBw/QVDFYHbdurYzr5kCIC2idBUVc9D96hFmUiHnDBmWVtW0LZzwtUlNhVR40yMp5s2bhOjrzc9YiJgb+Vjlz4j127QrfJTNMmQLJYfduvNhcuRB2MTvg5Uu0XZYT69xYvRpdxmg9FxUFM5MCU8qGDThfNp3cmDHQxmckCNjvv+N8A0XGsGFwa7PgUmQViYl6P9jMwHff4TakfGHT0iDQtmwpc3KPHqAtREXh+65ZE5XNnGlupkpJYS5enDXde7CbG/OX+ZbymubrWFHgJxeYGXOOuztYM2Y+jErzeypBxYrMffuaRQXPDBw7hvv09dXH9ypY0Dj9q6MgCBA4K1WSlmssxe9JSYHOZtIk4/0zZuCdPXqk3ZGUhLGjWDGM0d99Z/7uBg9mTZmy7OGhLL7k/v2orkAB6IvEmHJG1HEphISwMOMzfpGzJDMRaypVxuBpT2t9BiDqyOWY6UaIjwfVTavRMRMIEhOh7Lx61WnuzyrUamnaeGysRUVVRATkTFvmEY1Gb7DVQRAgGBtShG7cQOUuoTVDcISF9VsiKmjwuxARzVdwnosSbA+IeTBq1YKDmAliYvQWzszEwIEYF6XYbxs3ytPrsgLr17MxbcbPD1JaWhoGwvbtMbNt3my5othYSHgms2dsrBUWYGgorKv9+2fgLhyDR4/gwrh8uYw17vx5rJgOHYIA2LgxfjtJ9GeLEF/8xYvMjHe0cKHlSIHOhLQ0uObplD+msBJ0TVzoyC4wu3QBvXjePH1Y699+k+BbWsDAgQgiphWgnzzBJzJxovIqnAHPnqFby3kILF0KAUlyfXLlChs5oSYkgElBBL9Kw/e0cyczET9ZcwC+gjSKF3c8zLlzp88a/Sbi+XMwZqpXh3FfR3ZZtAjxBewhtKak4N0tXco9e+JVmgQZN8LDh9Aj2ePSly9jOsqXD5TWWbMw/GZmoFfRl7VGDflAvhcumFNV//sP5+3cabw/NBTvyiCUABARgXGICHNLUBD2x8Yy58vHj/pMYiLmlSuVtTssDPpkNzewaIgwpBkhOhoS7ezZoJETscbNnfdSd/7nkz32VXrYAUlJUCb7+MhTW5OTDWS6gQOZixRhTk2VFAg4Ph7MkODgzKE3azSZ7jublIRbvHXLdvLFrVsSFOyUFGPXgNhYXMClZcwQHCGwXpHYd1nBeaYC6w8mQZcWKrn+Gy2wJiRg1urZUzYwQd++yhi3d+7AlfT+fesLI2tKo7Q0WBRnz7Z+XR2ykP8/dSoMg7qx+f33QYMUERvL3KoVPolp0+QnLI0Gwo92kEpMVDje9+4N6d6JI6aIrrkqlYkRWPQVEREfr19gfP21c/t1vPce3rO2jcuWodkWqdtOhsePZbrj9u2wTFgQLqdMQbeTRc2axhFi1GooxipVUhYIRa0GpW/ECN2uWbPQh9KT9zCr0bIlLFpSsNrNe/cGd8+QD/rHH5CsChWCGwIzokeVLcvH/k5jIuZj1JZ53brXKotUZkC0iBPBj4+ZmXfswA7ZPCTpg+jK2LWrfJmvvkK/l8uZqRRqNZRUxYsrdp11GA4fBqlGtFIaDgnJybBmvvOO8bcRGQm978uX5vWtXi3xfEJD8XCHD9enhmnSBEElifjUymAm0qZjU6uhoTfc4uLMBsi4OJAeVq+GtezZUwET3KxZkPpEB3s3N+a6dTn16wXc8K0n7O2dqe6pNmHrVpb1c797F8tEXfT1Q4cQjyAiQlpgZQYb5OJFDNQOnsPd3NzYp1o19vHxYR8fHw41iawtC40G0mM6/EJu3YLix9Jad+nSpZwgIUg/foxH07t3H7537x4nJydzp06duFatWvyLgdvMR4MH86VNm3Q0hJ9++onXvg5ZFTIRjhBYrxJRLoPfnkR0w8o5W4noKRGpiegxEY0ioiJEdEyb1uYfIiqs5PpvtMCalgZukAyN9O5dvEVRa7ljB4RSQcBpXbvqZSQx7RkRKDt+fuaUvfBwrD1VKriZSI1jhgsrS+PcrVtaZWlcHFThkmE2MwedOiEmig7t22NSNERKCjiy2tD8SlYLfn5Y31sU8I8cQZ2OShhnJ2g0WFfnzAk5zyJSU/VJIUePds4IevHxsGobxPxv2NCkH2QjJCWZMLiio8Hb8/SUXaAPGQIqqyQEAZFbunUz5v2Jyf0WLbLeqOBg1GGQ++Hu3exhfJeCaJHW0RYlcPu2jI4gKAiSjalq/s4dfcTt4cNZ9HcVU4fepwoYrF2wCUlJcMXInRteJ8yMbyJHDvkcRenEli36LCZXr0qXqVvXPkGKFy9miwHAMhtRUYjjQwQyhiG9UlQAHjqUwYtUrQoayYsXeAAipV6l4vjajfmJVxVOK1BIv4CR2nLkgHKodGnmRo1Y6NMHgQKnTkXoZFFAbd0a/uZ//62bt8TARlZiP2UpxJRDpUubu9RqNCAW9Otnfp6swMqMl3nxIhggjhJa1WrO6+mpt0TacB318+fpjtCblGTdJaV8+fL8QoJuFRPDvHPnde7WrSczM+/du5e//vpr1mg03ES7bgwMDOQPRowwsrImJCSwr5zG0wVJOEJg/YyIzmiFzlHa/2coOdce2xstsFrBxIkQMMLDMWiJgSrFVBklSuj9Hh4/xhi9dq1OecnVqun92OfNgzXGwwOCrqmrrCAgCl+1asrcMCtVMhB8KlVC47KI71+mDPzqdKheXRsBQgJr1uAhvP22sSAgCJBQtbTsly+h1bQYWDUlBQ+scuVMz7uaHog0bzP6W2Qkc7t2xuEvBQE+ekRQtf/8s3P5xGipl3ziBDND0FAqhzkbgoPhv7Zjh8mBiAj0rwIFJIMwWYyQKQZEIzJ3iuvSBXUq4U4nJ782XNYbN9gq/bBzZxhSJYVaucVYcjKc+sRF88OH/OWXzG4qDadSDh7aI0YyjYgLlrFli54VohOk2raFdJlRjBgBq7kWUVFw3ZeyhN+7h3bo8sKmE/fvY/zt1s35iCv79sHSOm2afl9KCqb2WrVg5NRo8O1YMqCFhYHMJEaoZ2YIlrly6WmjajXoW507YxAbOBAR3ObOxQC+eLF+W7gQ5m0/P9QzciQUztWrQ5nm7o7fq1ZJ5q9+8QJDnSXrubPgzBn0M6mseKNHQ143WmbcvMnBhgq0SZMgsBtuTZpAoda0qfkxJZups7Ipnj6FwJqQgPXB9evMr17xlStXuHHjxlynTh3u2bMnv9IyU1q3bs2TJk3i+vXr86KZMzngjz+4VatWXK9ePe7YsSM/0Zro79y5w+3bt2dvb2+uW7cu3717l+Pi4rhdu3Zct25drl27Nv9Py2qJj4/nrl27sre3N9eqVYu3bdvGP/74I+fMmZNr167NbUyi7WFp48frtebsgwcPsp+fHycnJ3Nj7YTavXt3Dg8Px8BjQCfo2bMnX5Bw3XNBGg4JukREnYlokXbrpPQ8e2xvrMAaF4fZQSZiSlQUBCZDQSw+HmN248YYny0Fgrt0Sc9SE6Ng9u1rfrkjR6BJ7dyZdT4tSr7HDz6AxU6jYQTsUalwgUzmvkVFod0LFhjs9PKyPND+9x+kXCIIasePIxoLkS6Az+efS9BnTbFwIc4xjL3vxBD9lgoWNIlOKwhwopGa1QMCEF6VCJpyZ8nZ+uQJhGgtXWzOHLwvRwcscQTS0pjfegtypBkePADtuVQpsxx1depYsJaLfpdVqpgfu3EDgpW1xYgBBAEKtPPnFZ/idBAExNmRi8jJjPExTx6Mh5JCxcuX8vmSDh2Cgz/D+l2+TCqrf1vPOXII1gPDuGAGjQayaaFCBgKrmBDbin+3VVSuzNy7N9+7hzFebtpKSMCaP1cuy4KaNQgCmED58jmv50j//lDWGKafFfWCq1frFT6W4rfFxSGTQJMmBt+PmO92/36z8hnS8wqCVSXqhAmQaeXSxjgb+vSBHG6aGW//fjxCXXDyc+eYiThYG7+BmaUF1tatYbqtVw/+vPYUWDUa5qAgUIK1dOCe7dszBwRwnZo1+aQ2N9KsWbN4krae1q1b89ixY5nVak49f56b1qvHEdqb3bZtG48cOZKZmRs1asS7tWHbk5KSOCEhgdVqNd+4EcN37jBHRLzgSpUqsSAIvHPnTv7QIDtDtNb0KmdhZWZu1aoVBwaCTqFWq3nQoEHs6+vLW7Zs4b179/IcmUCi8+fP50XZUSueRXBYlOCs2t5YgfWPP/CKZHKYijSWy5czfilBkM9WIqZozJ8frF6lRrSNG3GeGENBx3XK5HwiolZSNxfGxGDHwoWWT4yPR5tLInIgv/02iw5Twr9nuFGx+zy08wssUKW2W7ew+rDKr3UeqNW4XW9vTIpGfojTp8OcL5WzQRCggq9e3T6mBgdg9Ggo2rMrvvwSMqSkZS8oCCtGEwmqRAnmjz6SqVAMQWxAmTbC/PmWgy89fgyJWLvoOH4c1WV3F56JE0EztRQjRAxQJrkwf/996RWlCZo1w3rvwQPUtWpVhpr9xuL0aZPh/N495MuUsKYpRnQ0Kv3mG540CQoK0U3y22+ZJ0/WFw0NhZUxo4HTxZTIy5dnrB5H4sIFtHHZMv0+QYDy5qefYF0lsu6/vm4dyukiLycn4yGPGwdF48KFOuVb06bwR3UEjh41TpGUHSDGmjDNQJaYCO+Q8eO1O9LSmEuW5GCZ9aMR0tIgsV+6ZF8WnDYdTN68efX71GqOPn+ey5YooYsidvfuXa6r9dVp3bo1BNkXL/ja1q3s5eWlE3Zr167NHTp04NjYWC5TpozZ5WJiUrlfv/FcrVod9vHx4dy5c/PTp085JCSEy5cvzzNmzODTp0/rylsSWCtXrsL//PPUSDnDzJyamspt27bl2NhYnjx5Mvfp04f37tmDiI5JSbx69WqeMmVKBh/cmwOXwPq6oEcPOCzIqHZDQzFJOBpqNaiItqaYCAszmYAFARNS586ZSh0VJ9GwMO2O4GDsUJrPNikJlrrcudmiD43UlitXtosiN20aJnEzy7G/P8tGfRCRmgqOtMhbyipeW0AA2mlCMXCy4I82QfRXtxpgTet7nZYGAffLL2XK9eqFCtNrEhUFXm2o//feQ97Y7JLeTw6isWffPvkyGg1ojZLU4OBgmPKt5OEoXTSZRzS7xaf/SWEieaOsC9bRuDEIBoqj6AqCZabPiRMsOmc2bw7Dk4gJEzA+hoXph7eMents3w5WS5Mmzhv0R0Tz5vCLN2yn+ByGDIGSzNqwL7ovlS1rIB8dPw4lz9y5ePZaqlfx4haUbhnA5s14j3XqZJ+o8SJq1pROsbVxo4nhYeJEDj58WNnEl5KCfKdBQfZbnwkCc1SUscDKzNEvXnDZkiVxvZQUM4H14sWLzNHRfPXgQZ3PqCGkBFZBYP7uu/XcoUN/TkhA+8uXL68L8BQZGcmbNm3iVq1a8Twtp9qSwOrt7c0HD4by9evG/XnZsmW8fv16/vvvv3nu3LmclpbGrVq2hLB//z4vX76cv5ALNe+CGWwRWN3IBedETAzRoUNE/fsTuUm/pgoViD75xPFNyZGDqG9fohIlbDuvfHmicuWITp3S7lCpiH78kWjfPqKcOe3eTjlcv06ULx/aQkRE4eH4W6aMsgpy58YDUKuJxo8nunr1/+ydd3gUVdvG70PoSG8WQEAFKQJGFAQLRREFBBERRWkqYgMUKyrYy/thw+5rBVHRF0REiqAgKIpACEWQTugSAghppMzz/XHvZHuym2x2N9nnd11z7e60PTNn5pzznKfh5HfzsXb0R0h9YTIwOZ9l6VKgadNiua7iYuhQICcHWLSIUrd9u9C+PR+6r7/2f3C5csC0aTzJxInA+PE8Sbj54APgvvvyfmZk8LNs2YIPPX4cSE4ObXH27AHWrnUu69fzcQqGs84CunQBPv4YsCw/Oy1fzjpasAApKdyvXj0/+27YwHfyoov8/+mJrspkbAAAIABJREFUE8ATTwDr1nlvmzsXaNgQaNUKhw7xtR45kq9LSeayy9hezJnjf58yZVgPt98O1KzpsbFFC+Dmm4G33gIOHfJ5fGYmsP9wBTRJnIWk3QYAq00pHB07AgcOAB9+6FiRm8t2asUK3weMGgV07+7/RVq5EgCQ0yYea9aw6bN56CF+dukC3HEH/6pChcKV+/BhYNAgdvNnnw188QUQF1e4c4WLBx4Adu0CZs1yrjOGzfy0aWynjMn/HGXKAK+9xnbx9dcdK7t2BWrUAN5/H+jZEzjrLKSm8hUKdRf6yivALbcAnTuzi65TJ7TnL24GDQKWLQP27nVfP2QIcMEFLituuokVc+xYwSctX54PYXY2sH17Pp1MEBjDOvWgep06qFm3LpatXw8AmDp1Ki6//HLnDpYFVK+O5t27Izk5Gb///jsAIDs7G3/99ReqVq2KBg0aYJbjITx58iT2709HcvK/aNiwHipXLofFixcjKSkJALB//35UrlwZt9xyCx566CEkJCQAAKpWrYoTJ074LHqLFi2QmbkNGRnO8cDRo0cxZ84cDBkyBOnp6ShTpgyMMcjIzATq1gVSUrBl0ya0bt266PdO8caXFOtrASMDNw90/1AuMalh/fRTzjK6RSYglkWTpPxywkULK1f6mb3cu5ea1jAkkO3SxSMgsH1vg8m7sWQJbWU3bQp5+aKR+HjOgN9xB2P65M0wvvuuyBtvFHyC3FzaWQG0sQynpjUnh9P8jpCJ2dk0VPAVqEKE/lhTprC4dv6+smU50R+KiebJk51ZFFyXBg3cLN8CYvlyNgl+b2daGlUGderIuh8PCCAyfbqffW+4gbaM+XHkCFU/nr7Ltrn7nXeKiDPdbSjcE6KB/v3pwl7ox3bzZj5I48b53Pz3EtbNZ72my5Qp9DbQ/POFZ+9ePn9t2zpWZGSwDfDnA2D3Af7s15csEbnhBlm/nrvlpQtxMGIE199+e+GfkVmzqD0sV44WzCXF+iMnh37eF1/svn73bt4Tr5yn+TB/vku8mtxcBk5wMW9Yt07yb8OCJDeXYyeAzV9JtQbZvJnX8Oqr3tsWLnQJmWFZsnHhwuDGWSkpHLjt2FG0fnvXrjyzPE8Nq4i4BV3q27evHElJEcnJkcs7dpSV06fn/feaNWvk0ksvlTZt2kjLli3l3XcZgn7Lli3StWtXOe+88yQ+Pl5++mm7LFuWLB07dpTWrVvLsGHD5Nxzz5WdO3fK/Pnz5bzzaCbcvn17anBFZPLkydKsWTOvoEsiIlOmTJHx4x/PS4+TlSUyduxYWewI4piRkSFXXnmltGzZUiZPnsyHaeVKOb91aznsK6eT4pPiiBLcB8BmADsdv9sBmB3IsaFYYlJgfeUVjp59NBi//SY+fRhKFLt2MedamzbFmlDaspg/28XfnjaVQPAjRMeI4sgRCjN5JsalkDfe4C2aMIGfq1cHeOCbbzptkuyZFYCSb7iCbdlOy19+KSLOLC0zZnjvmpVFX0LbR7tHDwZnsqNon3++iw92kLgGUb72WsYds5cpUxjLC6DcN2aM77yFhcIhTC5sfo8AeS6mTrKyaN590UWBOfXagcMcHbVkZ9MmsGbNvAdjyhT6Y0ZbZNPCYvvY+Qi87MXChQx058WQIUxW7eOmzB88RQCRpV/tK3phFRGhfBoX52Kqaucocg06k5PD59ey+OLXq5dvygz7OfCcpzx8mMHkCytkTpnibF/8pcmJZmwf7uXL3denpRWxDbBn8xyVOGuWdxUWheeflzy3/ZKe9zg+nk24J506MY+vzcbExOAf1H37eNMPHChc4TIzeXx++cFscnOpPNi2jSbCK1fS383F5vzECVosHz7MNjk5mc9ZerozQH16emiHkunp6dKhQwc5cSJHVq4MzCUu4X//k1v69AldIWKA4hBYVwOoDmCNy7r1gRwbiiUmBVYRny3/779T41WzpncurmgkK4vjBp9BcufNo+ppyJBiG+kePCheQSLkrrsoLAeKY+bP5quvfHfWpYnkZM783303tY1ucbL+/dd3wjr7ZrtGuLIsZwLgW28Njxph5EimJXIMRIcMYdoCX7PptkD58cfevmMzZzo1IE8/LV7BF/LDNU3tnXf690tLSBC55RbeY1859HyxZQsf4XxzzM2aJZ+XHcrB9m8u+YRPnGCo4YoVmYrotttEhGV87DH+9LrO9HSqg6tXd6qcf/2VwVFKKQcPsmnyTO3lCzv4ndfEgL9nPTtb3q3+iACBjeeUwLjjDnF3sf/3X1oHuKSmkffeY2A4O7+jMe55WhIT6Xvs6FxTUqjsC6Vws2AB3/euXUtEpjOfnDjB5iDQNssfubnUEuZNJm7aRB9wB4mJ7HuCsULxx9KlNHrwM4dU4rDnET1DZLz0kri1LfnmYfWHZVGAXLmycDd/714eG0i6M8uigLpyJQM/eTiiWxbDJGzaRIF040buumED58aLEpnblYwMCsQZGc7nY/78+ZKUlCTp6YE9Mz9Ony47f/op+h3Ro4jiEFj/cHy6CqzrAjk2FEvMCaw+Rsa2ssoYBiooKXnmLYvmmIMG+dnBDrBQTCEyFy3i6e1ctCJCddd55zGSlEMLly+DBtHWzNFiDR1Kebe0t0n9+lFrcfXVfObyBm2PPMIRl6dK0FbLArSZc8XWag8YEPqcnSdOMESnfd7RoxlQSDggrFaNKRU9sTWvI0f6P3VysjOGVLVqHNsWlHLixAmmpwCYHjCQju7hhzmYCqTztWNfFfTKvDImSQCRIymOAvzzj0j79vyjt9/OK+ChQ1x15ZVc5TNW0EcfOS/Ig6NHS445YzB06JBPDlsX0tPZxnXu7Keu16zhpI39Au3eLY+c9qmUK5srOTm0ti4wkJZSIHYu1O7dXVY+8QQ7zY0bKcDWrctoNXZFjRhByevYMdZPx47cJyXF538UldWraVHRpk0BE04lALvN8pN1L2BatvSos2IgOZkm/mefna9CvURhB7V84QX39Xb2PdtzZ+PGjWKlpAQf/NE1cnCwqsstWwrI9+eBZXHc66MBTUujgGoH/bYs1uf69ewvQ+G2k5bGyeOVK7msWUOlr2czsHu3c05lwwaaZpd0TX0ksSyrWATWjwDcDGAdgHMAvAngvUCODcUScwLrFVeI+DAruP9+hiwPRtMTDdx0EyM4+hzM5eZydH/eecUy6n39dT7lbuYcF1zAEJ9XXMGksvmRnExt3ejRecWtV4/XVNr59lveu3Hj+JnnM716NVd8+KH7ARddJNKuHX2TzzvP+4SvvsrjevUK3YDQTsQIMMqkCM2ZHC+JnZvOMzvLvn0cl7ZuHZhl+IoVFFzj4iir33ILz+GJq0wYjC/Xnj08r2u6DH9YFsvdpEn+FluPPELtsGWJMxdCpUpUGW3dyt+ffpoX7DcxUWT4cB6zebPHyXJyaFrgI1XL6NF8v0ub0Prss5R1AjEFe+cd3kOfliRPPsmNgwblqdQGDhQ5+2xLLIvKbj+urkqQXHWVx+TaoUNsk5YscZpTuNqXHjrkzNf6/vvcPmWKiDitg7zehUKyfTsnABs18t12lDT27GH2prZtiyZ8P/ww2z5PQdKyaMhTVIEgN5ddTvnyQbi2lBA6deLkhyft2jnNhXfs2CHJ27aJtXJl8IJnYSMHr10bsuwIu3dTk1pc/UtmJi8xMZHDhkOH6L67di2bClfLrKQketxs3szFr6lwVlbpUOMXI5ZlSXJysuzYscNrmz+B1XBb/hhjKgN4HEAPx6oFAJ4TkcxCR3sKgvbt28uqVavC8VeRJzOTUdXuuQd45RWIMEpe/fpUXRUUfS8aee894K67gK1bGYTOiyNHGL61WrWQ//cddzCa4aFDLveufn2Gfatdm2Eat2/3H4bw1VeBceMY1rV1a6xaBVx4ITB1KqMMlmaysoDTT2fU1BtvBHr3BqpUAR/Ec85hOMgFC7jz1q1As2bA//0fw+w+/zw/q1RxP+l77/HZrl4dePJJ4O67gwqxKQI8/jjQqhUDsZpfl7GAkyYBo0d7RZ8+cACYPp3Pn/03ubkMELpyJbBqFYO6BkpSEoM/v/suo+FOngwMHsxna/t24KqrgP37+Z99+gR+XoDP0+zZjJxZvXr++/7+O3DllYwsu2SJ7yiXw4cDCxc6Ikk+/TQjJ8+YwZCqP/0EXHEFsHgxerzQBTt3Alu28D1p1ozRM3/4oeD2RoSPQcuW+UfVLYkkJgLnn88gyq6Rlu++G7j6avd9s7KA5s0ZMXjVKo/A7iJ8Lx55BGjdGvjuO1w0qClq1GA7cuqpfI5cglorhWTaNL5Hv/7KZxgA739SEnDuuQzHO2WK94F2J9ulC/Dzz4AxWLMGiI8HvvqK7V9R2LePQXAPHwZ++y24NieamT+f7dxllzGpQfnywZ9jmaMJ/+YbBuO3WbgQ6NGDbenAgYUv46RJjOz85pvhyaoQTt58k93exo3uz9SkSVw2bQJOOSUbe3fuROb27Rxj1aoV3J9kZQEHD7JvrV/fb9aKPESAlBR2kKecAgBIS2Pii7p1g0sQIY4sBeXL5xPtvghYFi8tJ4ftsOvzm5vL/65ShUNFX6SmApUre9yS9HSOL087rXAvRAxRsWJFNGjQAOU8HgpjzGoRae91gC8p1nUBEAdgcUH7FecSUxpWO/+bI0reH39QW+Nz5r6EYKc99VTIeZGeHvKp544dGSU4j6wsZ8jWGTP46S9Tu2XRYdglHOK0aZxV9qFoKpXcey81QF5a/cceo7rRDgE9ezajW+3dy++AyLJlvk+6di2jGwEMN/nNNwHPRk6fLnlWx9deK3Jg6CPUGgacgFFk/Pg85WKh2bLFGaypb1++n/Xq0VTcR2Bvd9LTOW28eTPtitasEVmxQja/+5P0xbcy98ZP+Uy+8or78vbbIl98Qd/vP/6QX6fvlYoVLL8mzVdfzcAcebje40ceEQHkyKrtEhfH6rSxFeH55SG1sd/td98teN+ShmVRKRof71zq1KGGzJdV+4wZ1LT6dRWYNi3v4a1bJ1fuuIPtO8BXRik6Bw6wv+za1WPD1Kk0/fVnz3/FFeIZXcm2PCiqyevGjdT6nnJKyYjsHyx2wOWbby6cNjQ7mzE5hg51X9+7N9vUovj5fvkltbf9+5dOhZf9vE+c6L4+Pd2HRnLQIN7owoRGnjmT46Z+/YL2hbKjSgO0MAgm0UJCAq8vVFGiXcnIYFDq8uWdxlmejB7NYU5QyuLkZD50BeThVvyDIpoE/wSgeiD7FscSUwLrxIlsGByO7qNHi1SoULL9XSyLGWE8UwN47dSsmXuAjBD8b9WqFLrySEriY9+oEX83b047Ml/Y0WbzoniQULtgRjP2LfjvfxnMIU8YW7NGXCPxioizhzxwgA6fX3+d/8nnz3ea8/boQTucfMjMpBlsmzYikyaJVKxoSS2TIl90fMPnYGTVKlr3ufbPttWfW9ToQpKTw3JUqMBznnmmj854+3ZGx+jShb121apOiTsES3aVapLTvgNteSdPZgEcNyM+nkKrG5bl9Bu/6SbZttWSvn3do+FmZbEZCiRqsR34I1aCB82bx+v94INCnuD33+XE1G/zfM/sCZjCRqJWvDnlFA5C3Qbsn3wi8tln/g/avt1rgm3kSMZsKoqg89tvlBHq1y89KZ988cILfI5d41cFw5Ah7l3/tm0cBj35ZOHOd+gQA0IB9EM/cqRw5ykJdOvmkXrOhdxcl/U//sgb8tVXhfsjO0bFfffl/1K4Ri1ylGHOHPa99esHL7Tu3x/69EM5OSLXX1/w7di3j/27IzahT377jRNkbibtV1/NMWZpnCUJA0UVWL8DsBv0ZZ1sL4EcG4olpgTWyy/PU4tkZ3OG8frrI1ukUFCALEIeeojTWSHSstqy6Xvvuay0E0bedRd/P/AAhSZfs4Y5OXR+LAnhmIuJ3FxqB665hrJWXiwly6Izh4j4DKEX6FR7djYFrVNOEalcmeo9PzO4djRWO0Dxpj+OSYd62wXgYMcOymBz++0ss93ZffcdZ2uvuSY0gRpsNm3iQG3fPmHZV6xgWOG2bZ3CZbt2VEGMGcPcCh98IPL555RYZs6kOnPxYlnyWoI0wXaZ+UEye0B7OXaMEwEbN7KH/P57alzvvVekWzfJrVff+V8NG4rcdpuMrPWN3DnYRfNsWXzHAEahCkHUsEsv5aXFCpZF37DGjX0/Qzk51Db7SqFkY+f2/OILDuQuu6xkT0hGG336SEi01vHxVLwWllmzaJ1yzjkB9n8lGMtiRHmgcNowz+7i/vuppCrMUGDGDMYnKF9e5MUXS59vvSf2JKynZc/KlewK/vjDsSI3l0EPFywo/J/Zaep8JYC1GTXKb37vTZs4gRDJ98Gy2G0WdBk2997LZ9FfQMSVK8U7HqGdt+q330JR5JijqALrUF9LIMeGYokpgfWrr/Ja/AULJM9ytbSwYEE+psF2IBgfkUgLww8/iLdlqj2aWbqUv4NQl37xBQcxpTibh08efJCBeG68kVZ1XiZaY8YwyFJRBKDduxkZAxC58EIvlVNyMv/bU2OYk8PAKOXL01zTVupmZdFC+eab+Xv5cloOX3hhiOcf0tOpyn3vPQ4GatbkNRjDsLGvvhpU3P3cXA5wL7wwuMnZ2bNFGmOHfNXtfZH+/cWqXl0EkKyyFWnGNXUqJ2kARm7LzZXjx/PPJbxmDSMH56dpXbqUWsdYwm5XfLVjubnMrdm4sf+m5fvvfQ8wldBg95vt2xdewZGVRdePRx8t3PGLF3Ny7KKLYsd9JCeHbdfllxftHJZFK5pgAhvm5rINvPxy1v0FF3BiKBb491/2fZ55sI8do3bwvvtC+Ge5udSgGONfNdm5M21thf3uo4+6T8jZZbSs/PuWGTPY/wQS9C4Y7LQ/gQa627OH44s77vC/T9++HJ/kafL//ZezVW7mfUqgFElgjfQSUwKrC0OH+s8fWVLp148dud/Z7x49mPMxBNOidt54N3Mg24bRs6X0HNncdRc1YS4MHsyZ21gLY75qFW/ZmDH8/O47x4bUVIY7tVWcrsydSw1jMNGALYudYN26nNIcPz7v4R89ms9NXqT89HROHTvq7a+/OEAFWCQ7OvRLL9HyuHZtpjTw1MIGRWYmpYxJk2hv1rw5C2VrNhs0oGnul18WaZRqR5z15wLsj7Fjedznn4uk/JMtl2OxJFxyL3Ou2GV86KG8e/bxx1zlb2D311+8vDFjCn0ppRLL4rPWpIlvLevcubyv77zj+/jJk7l93TrVrBYH2dmcnCqqb3VmZuFSUKans60566ygXOtLBXb2ssJo0O6/n++VCOswkK4jM5N13KyZ5Hn6vPZaaC1oSgJvvcXrnzXLff2AAexO3e5HcrKL2rUQpKdTIDWGygXXAZFlcdDqsGC79lr2vb6CE48ezS7UXz1fey2jz4cyfaCt+LzpJpdi5+ZSsh43jgoNH8vaxn1ktukjaVd4bLvhBpHx4yXp2c/kQqyQ5x52sQueNavgHHiKT4qqYd0JYIfnEsixoVhiRmD980+OEh3s3l2ygy35IjWVnVKlSn7azJkzxc3uswjceitzr7nx4IOcdnQVUCdPplmwvS4xkY2xi9N8WhrbYc/AELGAZXEA1r07O5+8nLqW5RSEPM0A7AS4BZkf2ffcdYLi8GGarAIizZrJ7qlLpGxZkTvvdDnum2+4/Zdf8lZlZ3OOoVw5Z7HspW7dQgRPycmhgDpxImeNbWdVgCq0fv1EJkwQ+d//GIUpRP4qaWm8z82b568B9SQri+allSo5UxJ9/rk4O+QFC9zKeM019LvNr9h33sm5gy1bvLdNncrTxiJ2XDEP93YR4f3s3JnzBL5SJj3wAOvo9tv5XMaST3y4ePllkXPP5SubmOi9vaBXtSiv8mOP8dlwy/0dIyQlset86qngj7XnkgNtp7OynPmu27fnPGFpN//1R1YW+4tmzdyF01mzeH/cxpE9erD/KsrMe1oaB1gALaNsrYDth/XOO/L33/zqzw956VJqLi+7zNtqa9Mm9uOhTPc1fz77sm7dRDIzLA5Ax4zhRDPAwrRtSxMZj+Vk6/MlAedLUh2Pbc2a8aSOcUEWysrJfgOZRkv9VwtNUQXW2i7LGQDGAngmkGNDscSMwNqli0dYz9LJwYOMP1O/PoPKupGdTSEhBC/7+ed7xFO6+27aWjZt6r7jZ5/xVbCTtF19NU07XVSzH34obpbEscYTT1DbNmIELYLyqueJJ+h37NCEJiQ4lHhHjvKGPfdc/iceOpSztW3begu9CxeK1biJCCD/KztQkn9xTubIddf5nX7dvp2nu+wydtRz5+afr9SN/fsphdx4o9O817btGzeOZQz4ZIVn6VIGfDntNN8Dbn8cPEhBqVWr/Od9jh4NbEBw4ADdiz0V6Lt3s3zDhgVettKEZbGpPuss34PkJUt4/ydN8t523XUc59hCq1I8/PMP359mzdw1natXM/C7P8EoK4u+2V98Efx/JiayOYzV90KEE5tNmwbfhdsRxwMJQmZZDNRkx6hQ2cA5ifbmm851J0+yG7NdY0TEGa28qDMqlkUzknLlWOFLljgVDsuWyR13cMIoP6umL79013haFk2Iy5Vj3EY7TEZROHnSOUzp0OqEpL3+PgMvACxg376cfS3A3GXUKJZr61aPDVlZIn//LUlvzpL1PR4Qyx43tGxJob6wQa5imJCbBANYXdhjg11iQmDNyODL88ADIkJNUZ7pZSnkr784EH722eI5f06OSIUKlozr/Tdbq2uvpeDRsCFHI64cOsRp4aefZnxzgBF+XLjgAgoBsdox2oFi3nrLY4NluU3pDhrE9t+yhCPFvn39nzQri1LP4MGcXahXLy9NTkoK34Gm9VPlGTwhJ8ufwjoaNIgzo+XLF2ir6ku75bMMS5awl7Q7MYBhrYcNY2cTSLjcYmD9eloIVKvmP+y+LxISaCZnm516YlnO2BmBWIY9+6zkxY/IyXHGyKpUKbZjStjaC38Rg8eM8T1h0K6dSIsWPNY1OrMSWrKymL2pTBmRW27hc29ZnB+rW5cTWb16ebcTtllrsP1vTg7nQ+vWjViTERXYZpfBTu66GuwUlMrG1mI//XThy1nasCxGq61d292U/aOPPAyd0tOZfy1UGRmWL3e6nZQpI1KjhmR07yVvxo2Wha3H0ldl7FiObcePZ4cyaRIbzkWL5O1HksQgV8aP5+lGjmTXG4p54cQ/T8qNZ6+SO/GuLD1rmFhVq7Gc551HYdsttG/+7N9Pv/YBAwrYMT2dk94XXsj/qlo1OFMppcga1niXpT2AUQDWBnJsKJaYEFjtKfnZs+XIEY7H778/0oUqXvxaUdohBwsjzR45InLsmGzezNv5CYZyaq1lS07JNm4sctNNYlmcaMxTonbsyAamQwcKtS6Ow7m57IRnzizMVZYeWrVyyvq+fLtSUjgDOXasY8XgwezI/GHnHJ4xg1Pq5crJkf63yX33MWAwQOulBQtErEPJFCqrVHHm0e3dmw5LP//M3s2y5PjxAvynMjMpCb7/PlVddpqZsmUZteLFFylFRMnMxO7dfHTLl/f2T8oP20/yrru8Z4T/+Yfy+MiRgV1mWhpn7Y8f52sCiPTsWfojnxaEZVFTZ/t3+/LTsvdzpUYNTkJ07lz8ZYxl9u/nHHB8POvo44+daYQ++EDkp5/43dV8ddMmvms33BD8/732Gs9XGM1saSI1lRNa+aUC8ceyZW5eHj6x/TUDbb9iiYQEL28m34wfzx2LmmTYJiWFL9eECSIDBsjJs1tIWrlqknNKNTZ21aqx746Lc85KuCxZZSvKiUYtRC6/XKzr+jPC0cMPs5yBLo89xnHjwIFide8uB09tIxlwceOpXZtjkl9/LfSD8/TTPJW/fMpHjzL7T57rar9+PKB69dIVPbWYKarAuthlWQjgAwDNAzk2FEtMCKxPPZWXf9U2P125MtKFCg+bN/sIhd+vH21ZkpICO8mhQzS/qFhR5KWX8sxj/vjsb6fwaVkcwTz4YJ4i9dZbHcfbaqT585mvTPHCvkXPPEPtmqfQagcL6t2bcp9MnUpbH39Rwx54gKNDh73enMFfyGnYJ3FlcmXYMN/aQUlOprNOpUrUyLp0eulxVWQdzpPZcf1ky6UjaL88YgQDIfXuTUdc1yBJDRty1DNzZlAzreEmJYUK6DPOCNzfcfx4XmrNmhSQ5s3jJdpuS/v3F67PfvJJDsh1oEhSUxmFE2CEVM+BjGWxjfm//+P3o0edj59rCmOleLj3Xo6RL7qISqUGDeguYHsSDBrELmHbNr4bl17KdybYyKSrVnE8fs01+m6IUENWtar/SZzCMmcOh0l9+sSuv2pBDBnCbtV1QnHrVndT4bwEo0WJSuaL9esLrvSsLHZGSUmcNXrvPfqmXHcdX8CWLekvVr48J5KDWWrXFuucZrKlXif5Dn1k9rkPyomPpvNmhODFTE3lHHyHDr5Pt3072/YXX3SssGfFzj6bn/fcU7D5gFJkgbWpj3VNAjk2FEtMCKxdu+b5r3bvzsFPrHR8AwdSM+cWwGXzZs7KtW9fcJhky6LKp0IFzrCtW5eX49rNf+LwYa587TW5+WbnIFNEGH72gQe8Er8dOULrldKceDxQtmxxapNsjYUrF1/M2FU9e9LipkDOOUfkqqvk6FHKlIBI64pbZHWHu/I/LiODDk8ikrXnoNxUe4Hcgzfls1pjZcNZfST1zJZiNWjA0am9tGnDB23CBKrWN24sUS+YnUrl888L3vfoUfruXXQR++m2bTnIa9iQJpJK6Fm8mMYbxrjn9jt5kto6gP6qK1bw+yuvaLClcLB7N/uWAQOchhlLlji3791LbeA11zjjxHm2a/lx8iSblLg4DmTV8o/YBmOBtFfBcOGFnK8MtSBcmtizh5MnPXs6uzg7Y4Kj2yShzheTlcWX7ZFH8iaAwk1qKkPUqT1FAAAgAElEQVSQ2ObixdHF29H188vq07Kl478zMpzpbcaN44EdOvgI3qK4UlSBNcHHOvVhDSVHjohs2CCpqXznH3oo0gUqPDk5FED69BF54QV2Xvl1MCkp9Nlv2tQjhs533/ERHTEi/5bHthFycbAcO5ZmpW6HrV3L/b7+WpKSGC2uoBD8tpmX+pqRCy6ga2qjRjTXtbGF2f/8h0F1jaEJqViW78Sn2dkiL78s+z+aKw0bUhs4frxI5rY9zpF8QoJTw75yJaMoeaSLSUmh9VAw5rIlkdxcRj2Njy+4E77zTt7PVav4Oy2NQTdq16ZgpRQPx4/znahWzd0vMjdX5PHHJc91CnDWjVL8jBxJZc2AAVTCbN/uvn3SJNbJjz8GF+8vMdHp9n7LLcFl8Crt5OZyAufKK0N3zr/+ck72KPljT9hPm8bf//zDcaVPN7NQSf+OQBcp732dNxYIJ4cOcUKjTBn/cQVCQU4OJ4EbN/atS7HjR+SNGa+8khaDIjQLPuUU+uT4sytWCiewAjgXwPUAtgPo77IMA/BXfseGcimVAmtODqdoPHrHzZv5MhSUDSSaeeYZPlmNG0ue+VtcXP5+FXaWEq/8rE8+SduinTt9H5iZydwcHrZY/fpxlssNO0GiQ5W7bRt9/Pyd2rI4m9uxYz4XG2PMmcPZ2/LlKZTak7Q5ORzwHTzovM0//yw0F3CVbD2YMIHn8dl2d+zIXrZ/f342bBhcyNxSxgcf8L7mJ3QuXcp9HLHb3AhlPjvFN7YFmC8/RjsYORDbQXnCzc6dnOiZN4+TmJ7+qVlZIp9+Gtz78f77bJLq1WMKKcUbu23fsyc053v4YY4jQq0YLI3k5FCR5xoAbOBAmsW7CVnPPsvxUygS137xhQggiz/cluddFS62b6fVbcWK4QlWaltj+BLKDx9m2/Dgg44VnibAGzawsOXK0Rxa8aKwAmtfAJ8ASHF82stkAJ3yOzaUS4kSWHNz2fsdP+57+8cf03bSjorSr5/I22/TZqMEmSj647dZh2SwmSZLmw4Vq1cvOXllLzl4YS9ZdVov+R69JLljL4Zm7NWLU9533SUycaLkvPGW3FR7gVzT3ePlzsnxL1HaHDzoFTu9bVv+hRuOEf8jNye5mYX5wx58fvZZwfvGEjt2OAPgtWzpPSCxLa9ffFFoB1mrlvezvXChZB8+JqefThMenyQlOWPJ9+3rpcI4fpypi0vBaxMQ6ekiderQcsEXmZnUwjZu7FuprRQ/ubm0PnBLp+XCtdfS/TpWntloY+JEyYt47Uqg9WFZznP07JkX1FzxwbZtvE9DhhR9siwnhybXvXuHpmyxwLp1tCiwc8fbQpatdRURzkCHKlLYo4+KlC0rr0/KFiB8EwurV3PiqFat8Eat79WLsZR8BaDs188lX70vjhxhA2JHRgzFhEEpoqgmwRcHsl9xLSVKYLWdzfxFuO3Xj5qi3Fzam5Yrx/3PP19ESqgWJClJ5KmnJKtde8kFHYVya9Wm/ahjyT3/AllXgUvu+Y71555LO0WXwDkZ5auKNeAGtqquLYFlibz0Em2vvvySL/yiRT5vmGXRLO/eez02TJwoljFSFlny0UdclZvL1B6+Yu4MGOBjRlIREd63wYM5+K5Th36trlqjyy5jdclHH7FuXWcSDx8WKVNGvr1hmgABmPOmpfkcUdq+JLFkXjlhAq9582b/28I5s614Y+cs9nCHlwMHqAGwB5BK+ElNpX93x45sUk6cYDCas86iq7uXhY8L2dl0PwDo8qJjzIJ54gner+uuCzDNmB/mz+d5vvkmdGWLBcaP531buJB9dqtWLgGBRLiyeXPGCinqLFqvXiKtWsnw4YyZFA5+/JEWto0aMcJ3OElI4L31yIAoIj4Cgg0f7m2PnZNDNSwgcsUVGijFhaIKrP8BUA1AOQA/AUgGcEsgx4ZiKVEC63XX8ba2bu29LTOT9pSjRjnX/fknA8K88oqkpFDQmjo1fMUtNNnZlDSuuUbEGLGMkQ01OsnEuGdl8+d/+hQkbY3lY4/5ONfBgyLff0+NXP363LFCBTrfLV7M0d7gwU4B1w6P7sMm48gRbpo0yWPD7bfL0Yr1pWpVpwbqjz98zDoKi9+7d8n2JQ4HP/7orCqfWr3MTD4jgOTNEjgS9V3V8ZiccUbhoz1260bLmljSVh08yHt9l0dcqvXrOfc1eHBkyqU4sf25X37Zff0DD1CQ3bIlMuVSiB2Ff8AARgQGaPRk+xcPHeqtNTlwgJYNAP2RY6nNKSqTJ9M0uHPnwvv53nQT60oDrAZHRgZjTjRtynlfn33te+/xwQ42ca4ny5eLzJ0r8fH5egGFjM8/pwa5TRvvycFw0bUr9U/+Jq/yJmn696dU7avh+Ogjdt7Nm2vn4KCoAmui4/M6AB8BqK55WH1w4ADfoM6daRbsGSZt4ULx7ahJZszg5mXLwlDWYLEsRj14+206Q9gpRU47TeSJJ+Tth3cJUHCU9OHDKWv6c0XMyRGZPStXUhcuZwjw6tUlL5zvyy8zH8fy5Rw1DB3qU0pavZqHeKa9yrriallt4t0G+7m5vJQbb/RdHp1F949lOVPZ1Kvnfx/JyGAPNnw4V9xwg2yvc5EAnBC46ioKXMGwZw8HQa45FGOF226jZvvwYc4qjxxJzV3t2l4xqZQI0amTS6RI4URDpUouabSUiGEHTSlTRuT6653R6U+epEYwLo4ppF54gfOlTZqwjTOG3Z8SPF9/zbgHLVoEH0n52DG2b3ffXTxlK+3YEZtdJ9/dPKjS0mgmFSJ76zlzijcz4LFjjMMJiHTpwt+R4vvvWQ5fKcpef50WeunpwoYD8E6KbvPLL+zAa9Z0BP+IbYoqsP7l+PwQQE/HdxVYPcnMZEJRzzCENmPH5qOKonxWpUqUpDtITmb0nKeeooasTh3JM9094wz25LNmydHkbBk2jKsHDix45jklhcLNhRf6Nn/+80+eK29gkJZGJ9JLLuGGsmU5ypg/32/cdFvwT0jwuKTT28gsXOu1/rbbqNm27/uqVflHDlacuFhzy9q1zvU7dnCg9/XXjhUZGayvkydFKlSQR9rMlbg4Pl4AYzMFgx2mP1R5z0sSGzbw2u3UbhUq0FTRX1+ohJ/332fd2Lm0H3yQApIvU24l/Bw+zJQ3vli5kpMN9nzs9dfTWse1fVOCZ/Fizj9Xry7yySeBa6n/+1/WxYoVxVm60s3tt3MiJiGBZsK1a3u4Ov38MxUuhSUpiRZ3jpzqxcWPP0peVoFHH428xj03lxpsXxbVbvqpv/8WL9coT7Zt44xO2bLFG+a4BFBUgfUlAH8DWOMwC64LYEUgx4ZiKTECqyv797OldX2Kp03jFK4fzj03nwA0xY1lUTX51FN8+2wpxBg6PgwfTtOFbdvyrmnePMqucXFUeAbaeHz5JU/92mu+i9G+Pd9brw5t40ba1dlmwWecQc/2119nPgJHAew0BZ4uAZlVasn8s7xzfM6ezf1//JEmMy1b8pLV7Ktgpk+n8tROgWvjkEtl3DiPA9askZMoJ3WrZ0q/fpwhLVMm+EmaTp1oxherXHcd55AmTvSKN6ZEAUeP8vm/5x7WT+XKaq5dksjO5vhd+4DQsm2byKWXsr/t3TswU85LLuHYSOui8Bw5Qk+r+HinP7DPHLmWVTgfHYdZ8aZFe2Xx4sK7+fji6FGW2daqnnsuXbmiBTuNjadFdWYm2/177hHe1zPOoB9Cfhw7RpMzgD6vJTKoTdEpksDK41ELQJzje2UApwZ6bFGXEiGwrlgh8txzzug9dg4KT3WeH/buFb8O3MVGaipjgN9xB0Pw2QJqx44MGrVkicjx45KcTL/TUaOcS79+khcl9s8/g/tby6LStkoV3+ZBdvqHn37yc4LMTKYEGjCA0222cF22rEiLFrKmaX/5T/nHZdYNn8v4bsulc9P9smdzGvd57jmv06Wl0Vxv9GinievMmcFdU6wzZAizD7lOsF58MQcbbqSmylcPrRKAVVimjHMO58iRwLPWpKfHpnbVJicnZvuyEsONN9IkbOxYNqvhDgqiKNFIbi7nmCtVogXk00+zr/elnNu6VZwR55Ui8fXXzjFm8+aM8+k2CXDiBDvtwiRQHTVKpGpVeehBS8qXL7or1Z9/Mp94q1ZsO+2wJePGFS14V3GQlkYdip1q1ZVevWgJJSIcUwfyIGdnczAKcKDsKyJoKaewaW26OT77+1ryOzaUS4kQWG+9lXaltrnv4cMUoOzko5s25etgduAAU44W56Dm2DGRRd+lyszrpkjiGVdLdtkKIoBYVatS+Pv0Uy91zbff0oQ3Lo6f9nLaaSKPPFL4CLpJSRRYr77ae+Y0I4Pao2uvDfBke/fSDvjRR+VY176ypUwzyUacU5AFJLdceX7/5BOfp1i1in5mdeowwq3O5gbH8uW8va6WLGPHclDi2Xl16cLUK7NmsTNavZrru3fn/IOvMPGKUtKYN8/ZBN10U6RLoyjRxebN7Avsd6RMGZF27Wg90r8/l/h4rt+7N9KlLflYljOt1ksv8Z4vWOCxU69eHMcGY7aTlcVBYb9+0qNHXsKLoMnJ4XjT9v465RSOD595hgkh/GWKjAaeeIJjGU+3HDt7pT8vwXx5910OvFu1ijkftcIKrE87Pj/xsXyc37GhXKJeYD16lK2Aa/RfEb5tZ57JluLKK6mODDMpKSIvPp8rw5sslo8xTI7jFBFAdsU1kVcxVrphkVQpd1I6dqS17Tff0EwnJYUmbHbGnXXrQl+2N97g+X2lAHv6ac4CBttI2VFU27Y4KYd+2cg0Q2+/TSey4cPz9dN4+GE2OrGUJiVUWBajbMbHO9d99RXr1xZIRZxp3+yJRlezuxUr2D7nZzq5ciUNAP73v9Bfg6KEkpwcTuwZw3h1iqJ4c+QIw2U8+SSze7Ru7b54ZgNRCs+ePbSE6t6dRnVeSoFNm6houfPOwE86a5bYzpr164sMGxZ8uX74gXE1AQ6ZX321ZCkWDxxgULF77nFfv3MnFdZ58n92Ns34AvWBWrRIpEYNalKiMhpr8VBkk+BILlEvsNp2pJ6Szqefcv2iRXyavRz6iGXRJMZPLKZCsW2byEN3HJUHy70um8GWILNCVdnb8zZJnbdUxLLkwAGavj70EAMbV6jgnO0sX57t1lNPFV+k3JwckQ4dROrWdc/hKcL3OtDob/v2cVZ2zx7ey8qVg+/kLIs+NTffHNxxihM7EJ4daGbPHkaw3biREw8jR3J7ixbe9W1jB2EaPNh9kJ+TI/L883wmGzQQWbOm+K9HUYrK55878hEriqJEAW+9JXkukj5jJI0ZQ7V2oFqK++4TqV9fDu7N9hubxB+uEX9btmRMjFD6v4aTYcM49sw344Gd2/HRRwM/8ebNlObLlfNrIVjaKGrQpeoAXgWwyrG8AqB6IMeGYol6gTU+nrYsnnakx45R83rFFWI7ZWZlMW/U6NHO3Ww/jVCEzD9+XOTZG9bK+xgpqagsAkhqm4uZ3DUtLd9jT56kluu115jn0VUzVlysW0chZOhQ39szMtgeJiX53p6TI3L55WwoNm7kTBZAU4xgWbs2+vwjShL//ksz7+HD2enYy6JFnDU1hpMjGRmcKOnRgxpxV7KzuU/lyoxsKEI/ZztQx403an5tRVEURSkMubnOGCTjx/tItpCSQuf7ESMCO6FliezbJwsW8JyBZmVZsICTz2XKMEZKpCP+FpXt22lRU6MGs9TYHD1K/+E8xc9tt3EwFEze2yNHqBYHqPgqqVJ9gBRVYJ0B4GkATR3LRAAzAzk2FEtUC6ypqVTNuSQgTU52kV2PHWNQo6pVRU6ezJtgsTWAluXM2/z330UoR1aWbHjyK1lRgSP7k3EVJXXQiPBInUVk/Hhe/8KF3tu2bmUY/LZtfc8GTpzIYz/9lL//+EOcocSVsHPHHU4tvetyzjkiv/3m3O+mm6hZ9xc4KDnZab29cCFfnylT1LdYURRFUYpCdrazr65Rw0fKphUrAktR49Ihp6dz/FWQpaCrtdW555audEW7dtGVrUIFhlUR4eQ84CLEHj8u0rQpZ/GDsXvOyhK5917JywOYnBzq4kcNRRVYEwNZV1xLVAusHmzYQI3htGmOFXY46+uvFxFqCytWdL7Udk6sM84o5GA8LU1SJ7wsxyqfJgJIUrmmsuPu/+MsWQkhI4MCTZ06zpfclXnzOAvXowe1dbb5/88/c6JqyBDnvrbfZL5mGUqxsX+/yAsvMCDes8/SdRtwN+HNzKQAetttgZ1z5Ur6giiKoiiKUnQsi9ZMdoZAn4LmiRMctPryz7IsBpQIIqrwTz95W1uVNg4fZrBlY+gteOwYY3OMH++y0/LlHNQOHx78H3zyCSXiRo1KhEKqMBRVYP0dwCUuvzsD+D2QY0OxlCSB9Z57eFe7dnVZuWOHyMaNYlmMgurq6D5hAp9b2/wxEP75R+TDd7Pk007vy8GyTEezAFfK+31/kLQTnvYdJYNNm2hZbUfU9PRxfOcd+tXaZiyWRTPR5s3dJwJffJH7FHP+aiVAtm/nRET9+s5JhLlzWUdz5kS2bIqiKIoSy3Ttyv64XTsfiSyWLKHvZMeO3hEwV6wQ19QAkyZxd1+cOOEcG3taW5VG0tJE+vTh9dqRj73EmLfeCj4npM3KlRQmKlYU+eijUmd6VlSBtR2AtQB2AUgCsAZA20CO9XO+XQDWA0j0VzDXpaQIrKmpjAheqRJnVDxf/tWrecc//th9/c6dgUfD3bDsiDxY/YO8QEp/1ewkU27/pVRMtGRlMTpw2bIUcDwFmhMnaOprm04fO+YdRnzkSApISvSwcSMjEtaqxXb2jjsYsr40zq4qiqIoSklh1y4qTeLiKEx6pWCZOZMb27VjZ24zahQHu//+KxkZPrSIDn75hRawxjDVXQGhVEoNdrya008XefxxXr/fzJaFCZ7yzz8i3bpRqOjf338kS5vNm4NLVxRB/MmFhtsCwxhTDQBE5HjAB/k+zy4A7UXkcCD7t2/fXlatWlWUvyw+9u0D3n0XqFULUrMWNh2qjZNV66DuVfFocFYFt12zsoAlS4D27YFatYL4j7Q0YM4cHJ78Baotn4fyyEba2W1Q+ZXnYPr0BowJ6SVFmsREYOhQYONGYOlS4OKLAz/2qquAo0eBP/8svvIpwbNjB9C9O5CdDTz4IHDkCPDMM5EulaIoiqLENmPGAJMnA9WrAxUrAvPmAeef77LDDz8Aw4YBqanAF18APXsCp50G9OkDTJ2KhATggguA6dOBgQN5SHo6MH48z9ukCfDJJ8Bll0Xi6iLHn39y/HrddcCMGcA33wADBnjs9MQTwPz5wG+/ARUq+DyPX3JzgVdfBR5/HKhThzf5qqu89/v7b6BrV6BVK2DRokJfT7gwxqwWkfZe6wMRWI0xNQAMAdAYQFl7vYiMLmRhdqG0CKzLlwOXXgpYlvv66tWB/v2BG28EunUDypUL7rxHjwJz5gAzZwILFgAZGdiH07Gw1iD0/OwmnNrrglInqLpy7BgbTMuiAFuzZmDHNWvG46ZPL97yKcGzdy+QlAR07hzpkiiKoiiKAgD//gt8/z2Fzp49OaH83XccuuZx8CBw//3Ayy8Dv/4KDB4M/Pwz0LUrPvkEGDGCclHz5hwWDxsGbN0K3Hsv8NJLQJUqkbq6yHL//cDrrwPTpgE33eRj2D5rFiXaMWO4Y2FITARuuQX46y/e+EceAc49l9tsYVWE9dWyZVEuJywUVWBdDuAP0Iw3TzITkc8KWZidAI4CEADvi8gHPvYZCWAkADRq1OiCpKSkwvxVeLAsJC47gRn/PYKxQ46gdvoeHJ8yC3Hff4sqOceB2rWRVec0HDkC1K7lkF0rVQKqVeNStSqQkwOcOAEcP87WY8MGrjvjDKxr2g9jl12P3M6X4dvZccFpZ0swf/4JXHIJ0KsX5faC5HPL4m0dO5ZtqqIoiqIoihIYSUlA797Azp3AL79QiPXi77+Bzz+nmVSZMhg9GvjwQ+DQIeDpp4FXXgHOPBP4+GPKSrFMairQujXHpomJfpSotor722+Bfv0K90eZmcCTTwJvvcXvffoAN9xAkzZjgMWLgRYtinQt4aKoAmuCiMSHsDBniMg+Y0w9AAsB3CciS/3tH9UaVge33w589RWwfz9l0JQUoPGpmXjjmgUYUWsWtiYcx7p11NafUlmAjAwKp/ZSrhwFV3s57zxIv+sw/tsL8dJ/yqBfP1piVKoU6SsNL6+9BjzwAPDGG8DoAvT5+/YBDRrQQnvUqPCUT1EURVEUpaTz3XccZ82eDfTty2Hq778DTZvmf9xll9E69cgRyrKjRgH/+Q+HsgpNrK+5BjjvPODTT4F4T2nq5Emanm3fTtPgomhBk5OBd96h4Hr4MBAXxwoZOZIFKAGWmUUVWO8HkApgDoCT9noRORKCgj0FIFVEJvnbJ9oF1mPHgDPOoIXEBy664uuuA/74A9izB7jiCr7M69YFds7sbArBU6bwWXvrLT53sYYIG87582lm0t7rEXby66+0zp43j2YtiqIoiqIoSsFs3gy0aUM/1McfpwxVqxbHXnXrcp9166hAWL/eeZwIkJDAcfBHHwFXXhmZ8kcz119PS8GzzuK981I+bd8OdOjAAeyFF/KmFkW4zMgA3nuPQsTatTxfkybU4L70ElC+fJGupzjxJ7CWCfD4LAD/B6a3We1YCiVBGmOqGGOq2t8B9ACwoTDnihY+/5wO5nfe6b7+1ltp9j99OrBsGQWvQEhNpTZ/yhTg2Wc5WRKLwirA9/XTT4FTT+ULn18wpV27+NmkSThKpiiKoiiKUjpo3hx4+GGOaffvp1/r3r10y5ozB+jRA2jbltaENWsyzk+tWhRmx4yhIKbCqm/eew84/XTKpf37+9jhrLNoh33hhfxta0X/+Sf4P8vNpe3x/fcDa9YABw5Qm9aiBf1Yo1hYzY9ANaw7AFwUaJCkAs7VFMC3jp9lAXwhIs/nd0w0a1hFaJ9epYq3MHXyJAWtY8f4e9UqP/4ADjIygKlTgUmTGFX1/feB224rvrKXJFat4ku+bx/9ySdO9PYFePZZYMIE3seKFSNTTkVRFEVRlJJIRgYtR48eBX78kQJr//6MEXLaacB991E5U6sWNbKdOlEpc8UVkS559JOcTA32wYOURd9/38+OIsC4ccDbbwMNGwI//USn4ED5+GOqwRcuBOrVy1udkwPs35OLRk2iWwNWVA3rNgDpoSiIiOwQkbaOpVVBwmq0k5FBM9SxY723VajA2aqGDTmx4WW37uDQIQpgjRqxIahalVYBKqw6ad+es3fDhwMvvkjB33MOY+dONqgqrCqKoiiKogRHpUoUVKtVY1rBvn3p2zp1KsdYjz3mTMv4wQcMwdK6dWTLXFKoW5fpGmvU4L2bMIHKKXvZvZuyKoxhupplyxgQ59JLGXI5EE6eBJ56igKIbccNWoH27w90viwOx4uUmDRyBKph/RZAKwCL4e7DWqi0NsESzRrWQPFljr5pE5/JqVP5jPXpw0mVyy4rEX7REWPePPr3JicDc+c6Z/a6deN9/O23yJZPURRFURSlpPLvv8zOCFAx4+lzmZFBn9UrrgC+/jr85SvJ7NrFHLVffum97YYb6A6Yp3hJTKSddc2alHbLlvU+yJU33qAGbeHCvMFxSgojP69YwXg4d98d0ssJOf40rAVceR6zHItSSGwB1E6F9MorFLwqVqTWcOxY+g8oBXP11dS2dunCGaOlS4F27Tj7pzk+FUVRFEVRCo8trK5dyzHX++9TqWLzzTc0G77rrsiUryTTuDHzsg4cSG12x45c//fftCA8dIjpWWvUAAe3S5dSQ1O2LLUy5cv71mqlpgLPP0/tjUNY3bWLQUh37eLEwoABYbrIYiAgk2AR+czXUtyFK01kZVGTGh/P52j1aqaw2rOHaVhUWA2OWrUo8NeowcZ02zbey8aNI10yRVEURVGUks/ppzMWy7XXAiNGUEgFGESoeXMqDpTgMYYxWd59l1lBhgwBXniBAa+WL6el5b59jp1btOAKgMFaWrdmNNYTJ7guK4ufH31EwfZ5elouX04f44MH6Zr444/hvcZQE6gPq1JIjh5lBOkmTfhAZmUxwXJSEnP81qkT6RKWXM44g+luMjOByy9nYDSNEKwoiqIoilJ06tal4PPYYzRVbdkS+PZbWgm+8Ya6rxWFUaMYefnuu5kCE2B6zLlzaTHYqRMjMu/Z43JQu3a0z77nHg6CzzyTwgUA3H03rO9/wOxDHXH55bQ4NIZxl/bs8ROduAQRkA9rpIlmH9bkZDpOX3wxH66zzuIDsmMH8PrrDNaVlkat6rhxwFVX6QseapYto4n/yZMMptatW6RLpCiKoiiKUnpISGAw0C5dgNdei3RpSgdHjjCTTUYGLS9PO43rExJogr1/P383aEA54/TTQd/Cfw4C6zcw9G+jRkCrVrAsKnG2buWq226jn+yuXcDs2SUn5ZA/H1YVWIvI8uU0SbWjbtWtCzRrBvz+O3On3nwzUyG1bRvZcpZ2vv0WeOIJmvrXrh3p0iiKoiiKopQusrMpI3kGYVIKz/r1TqWXq9ludjZ9iH//nbLGH384TbL90aIFY+Jcfz21tytWMIdu167Few2hpFACqzHmewB+dxCRa0NTvPyJZoEVoCnqpk3Oh2rDBs5k3HuvYzZEURRFUULA1q3AOedEuhSKoihKqJg7l1rR1q1puVmlClC5ctHO+euvDOBU0kyBCyuwXp7fSUXklxCUrUCiXWBVFEVRlOJmyRLOlCcmqtWOoihKaWTECOD774HRo4ExY5gTN5YoVFobV4HUGFMJQCMR2VwM5VMURVEUJR/WrePnxo0qsCqKopRGRoygZnTCBAZdmjuXsZUC5bXXmDnj9deBcuWKr5zhJqAowcaYPgASAcx3/G5njJldnAVTFEVRFMXJjvFrtJwAABcdSURBVB383LUrosVQFEVRiolLLqHf6U8/MehShw70ZQ2EQ4eAiROZiaQ0CatA4GltngJwEYBjACAiiQA0gYiiKIqihAlbYN25M7LlUBRFUYqXbt0YF6dVK2f04IKYMIERhydNKt6yRYJABdZsEfnXY130hxdWFEVRlFKCalgVRVFihxYtqGmtV49Rg19+2eka4sm6dcB//8u8rueeG95yhoNABda/jDE3A4gzxpxjjHkTwPJiLJeiKIqiKA5EVGBVFEWJVWbMAJ58kvEL4uOBN98EvvmGfQMAPP88UL06TYJLI4EKrPcBaAXgJIAvARwHMLa4CqUoiqIoipODB2nqVa0a/ZMsK9IlUhRFUcLFoEHAgQMUVMuUYRThgQOB3bu5fdQoYN48oFatyJazuMg3rU20oGltFEVRlFjmt98YjKNPH6Y82LdP83wriqLEKps2ASdPMndr2XxzvpQsCpXWxuXgxfDhsyoi3UJQNkVRFEVR8sE2B+7enQLrrl0qsCqKosQqLVpEugThJVCZ/EGX7xUBXA8gJ/TFURRFURTFk+3bAWOALl34e+dOoFOniBZJURRFUcJCQAKriKz2WPWbMebPYiiPoiiKoige7NgBNGgANGvG3xp4SVEURYkVAgq6ZIyp5bLUMcZcBaB6MZdNUYoNywJefJF+YIqiKNHOjh1A06ZApUpA/foqsCqKoiixQ6Amwa4a1hwAOwHcFvriKEp4WL8eGD8eyMlhmHBFUZRoZscOoGdPfm/cWAVWRVEUJXbIV2A1xjQSkd0i0iRcBVKUcLDaMQWTkBDZcihKNGBZwMqVQIcOkS6J4ov0dKYzOOss/m7SBNDA+YqiKEqsUJBJ8Cz7izFmRjGXRVHChi2orvb0zlaUGOTLL4GOHfV9iFZ27uRn06b8bNyYuVhzcyNWJEVRFEUJGwUJrMble9PiLIiihBNbYN2zB0hOjmxZFCXSLFrEz19+iWw5FN/YKW1cBdbsbGpdFUVRFKW0U5DAKn6+K0qJJTcXSEwEzjuPv9esiWx5FCXSLFnCz19/jWgxFD/4ElgB9WNVFEVRYoOCBNa2xpjjxpgTANo4vh83xpwwxhwPRwEVJdRs3gxkZAC3387f6seqxDK7dnGpWJECq+jUZNSxfTtQtSpQpw5/q8CqKIqixBL5CqwiEici1USkqoiUdXy3f1cLVyEVJZTYfnrduzN4iQqsSixja1dHjqR5/NatES1OTLNsGTBgAJCV5b7eTmljHE46Z57JTxVYFUVRlFggoDysilKaSEhgLsPmzYELLtBAM0pss2QJNXd33snfv/0W0eLELCLAuHHAjBnAwoXu22yB1aZiReC005zBmBRFURSlNKMCqxJzJCQA7doBZcsC8fEcDB49GulSKUr4EQEWLwa6dAFatABq11Y/1kjx009MLQQAX3/tXG9ZFEybeoQ91FysiqIoSqygAqsSU1gWgyzFx/O3/ZmYGLkyKUqk2LUL2L2bAqsxQOfOKrBGihdeoNb05puBWbOAzEyuP3CA3+0crDYqsCqKoiixggqsSkyxbRtw4oS3wKp+rEossngxP7t25WfnzsCWLcChQ5ErUyzyxx+si3HjgCFDgOPHgQULuM0zQrBN48acbNBcrIqiKEppRwVWJaawBVNbUK1bF2jYUAVWJTZZsoTvQIsW/H3JJfxUP9bw8uKLQM2a9CPu1o2m2dOnc1t+AmtODrB/f1iLqiiKoihhRwVWJaZISADKlwdatnSui49XgVWJPUQosNrmwACDkFWooAJrOFm/Hpg9GxgzBjjlFKBcOeD667kuPZ0Ca5kyzsjANnZqGw28pCiKopR2VGBVYoqEBKBNGwqtNvHxzM164kTkyqUo4WbHDmDPHqc5MEBh9aKL1I81nLz0ElClCnDffc51N94IpKUBc+cyB2vDhu5tFsCUXID6sSqKoiilHxVYlZhBhAKrbQ5sEx/PbWvXRqZcihIJ7PyrXbq4r7/kEqZ6Sk8Pd4lij+3bga++Au66C6hVy7n+8suBevVoFuyZ0samUSN+qsCqKIqilHZUYFVihl27mL7GU2C94AJ+hsssOCcHWLYMePxxDlTtaKCKEk6WLAHq1wfOPdd9fefOfEb//DMixYoZRICxY2kCfP/97tvi4oABA4AffgD+/tu3wFqhAnD66SqwKoqiKKWfspEugKKEC8+ASzannQacemrxC6wrVwIvvwwsWgT8+y8Hpbm5NEWeOtXpR6goxY1r/lXP565TJ37++qu39lUJHa+8AsyZA7zxBgVPT268EXjnHSAjwzuljY2mtlEURVFiAdWwKjFDQgKFxPPO895W3IGX5s2jmd/SpdScfPMNcPgw8NxzwLRpjBKqKOFi+3Zg3z7fAmnNmkDr1hp4qThZvhx49FEGV3L1XXXlkkucgqwvDSugAquiKIoSG0REYDXG9DTGbDbGbDPGPBqJMiixR0IC0KoVULGi97b4eGDjRmozQs3nnwPXXsvUIRs2AB9+SKG1Rg1g/Hjg5ptpHjxzZuj/W1E8SUgAhg/n927dfO9zySUUqjTHZ+g5fJja0zPPBD76yL9lRZkywA038Ht+Auvu3TThVhRFUZTSStgFVmNMHIC3AVwNoCWAm4wxLfM/SlGKhggDydj+qp7Ex3Nwvm5daP/39deBW28FLr2UJpj16rlvN4aD1g4duN+aNaH9f0Wx2bsXGDoUaN+efpEffgg0a+Z730suAY4fBwYN4vOpqVNCg2UBQ4YAhw7RyqJ69fz3HzsWGDUKaNvW9/YmTdhu7dsX+rIqiqIoSrQQCR/WiwBsE5EdAGCM+QpAXwAbI1CWIrN2LXDLLZEuhVIQlgUkJ3v7r9rYguwNNxQ8iAyUnBwKBtdfTy2rL80uwPWzZjGdSNeuTGGhKKFm+3a+Bw8/DDz2WP7Pee/enED58Ufgf//jugYNaBWgFJ6TJ4GtW4G33/bfFrnSuDHw7rv5bweA7t2BSpVCUUJFURSltFKzJl3TSiKREFjPALDH5fdeAB08dzLGjAQwEgAa2fH7o5BKlfxrKZTool07oH9/39saNgQeeoiD+lBy8800+42Ly3+/U0+ln+vzz3NQqyih5tJLKazaQk5+VK8OTJlCy4RNm4CffwZ+/10jWoeC4cMZHTwUXHwxMGwYteGKoiiKkh/VqkW6BIXHiEh4/9CYAQB6isjtjt+3AuggIvf6O6Z9+/ayatWqcBVRURRFURRFURRFCSPGmNUi0t5zfSSCLu0D4Gr02MCxTlEURVEURVEURVHyiITAuhLAOcaYJsaY8gAGAZgdgXIoiqIoiqIoiqIoUUzYfVhFJMcYcy+ABQDiAHwsIn+FuxyKoiiKoiiKoihKdBOJoEsQkbkA5kbivxVFURRFURRFUZSSQSRMghVFURRFURRFURSlQFRgVRRFURRFURRFUaISFVgVRVEURVEURVGUqEQFVkVRFEVRFEVRFCUqUYFVURRFURRFURRFiUpUYFUURVEURVEURVGiEhVYFUVRFEVRFEVRlKhEBVZFURRFURRFURQlKlGBVVEURVEURVEURYlKVGBVFEVRFEVRFEVRohIVWBVFURRFURRFUZSopGykC1Ba6PJpF691A1sNxN0X3o307HRcM+0ar+3D2g3DsHbDcDj9MAZ8PcBr+13t78KNrW/Enn/34NZvb/XaPu7icejTvA82H96MO+fc6bX9icuewBVNr0DiwUSMnT/Wa/sL3V9Ap4adsHzPcoz/abzX9td7vo52p7bDoh2L8NzS57y2v9/7fTSv0xzfb/4er/z+itf2qddNRcPqDTF9w3S8u+pdr+3/G/g/1KlcB58mfopPEz/12j538FxULlcZ76x8B1//9bXX9iXDlgAAJi2fhDlb5rhtq1SuEuYNngcAePaXZ/HTzp/ctteuXBszBs4AADy26DH8vvd3t+0NqjXA5/0/BwCMnT8WiQcT3bY3q90MH/T5AAAw8vuR2JKyxW17u1Pb4fWerwMAbpl5C/Ye3+u2/eIGF+PFK14EAFz/9fVISU9x2969SXc8efmTAICrp12NjOwMt+29m/XGg50eBKDPnj57+uy5os+ePnv67Omzp8+eO/rs6bN3OP0w6lSu47W9pKAaVkVRFEVRFEVRFCUqMSIS6TIUSPv27WXVqlWRLoaiKIqiKIqiKIpSDBhjVotIe8/1qmFVFEVRFEVRFEVRohIVWBVFURRFURRFUZSoRAVWRVEURVEURVEUJSpRgVVRFEVRFEVRFEWJSlRgVRRFURRFURRFUaISFVgVRVEURVEURVGUqEQFVkVRFEVRFEVRFCUqUYFVURRFURRFURRFiUqMiES6DAVijEkGkBTpchRAHQCHI10IxQ2tk+hE6yU60XqJTrReohOtl+hE6yU60XqJTqKxXs4UkbqeK0uEwFoSMMasEpH2kS6H4kTrJDrReolOtF6iE62X6ETrJTrReolOtF6ik5JUL2oSrCiKoiiKoiiKokQlKrAqiqIoiqIoiqIoUYkKrKHjg0gXQPFC6yQ60XqJTrReohOtl+hE6yU60XqJTrReopMSUy/qw6ooiqIoiqIoiqJEJaphVRRFURRFURRFUaISFVgVRVEURVEURVGUqEQF1gAxxowxxmwwxvxljBnrWFfLGLPQGLPV8VnTsd4YYyYbY7YZY9YZY+IjW/rSi596+T9jzN+Oe/+tMaaGY31jY0yGMSbRsbwX2dKXXvzUy1PGmH0u9/8al/0fc7wvm40xV0Wu5KUXP3Uy3aU+dhljEh3r9V0pRowxHxtjDhljNrisC7o/McYMdey/1RgzNBLXUpoIsl4GO+pjvTFmuTGmrcsxuxzrE40xqyJxLaWJIOulizHmX5e2a4LLMT0dfcw2Y8yjkbiW0kSQ9fKQS51sMMbkGmNqObbp+xJC/NTLDY6+3zLGtPfY3+f4K+reFxHRpYAFQGsAGwBUBlAWwCIAZwP4D4BHHfs8CuBlx/drAMwDYAB0BLAi0tdQGpd86qUHgLKOfV52qZfGADZEutylfcmnXp4C8KCP/VsCWAugAoAmALYDiIv0dZSmxV+deOzzCoAJju/6rhRvfVwGIN71HgfbnwCoBWCH47Om43vNSF9bSV6CrJdO9v0GcLVrPw9gF4A6kb6e0rIEWS9dAMzxcY44R9/SFEB5R5/TMtLXVpKXYOrF47g+AH52+a3vS/HXSwsAzQEsAdDeZb3P8Vc0vi+qYQ2MFmBnlC4iOQB+AdAfQF8Anzn2+QxAP8f3vgCmCPkDQA1jzGnhLnQM4LNeRORHx28A+ANAg4iVMDbx9774oy+Ar0TkpIjsBLANwEVhKGcskW+dGGMMgIEAvoxQ+WIKEVkK4IjH6mD7k6sALBSRIyJyFMBCAD2Lv/Sll2DqRUSWO+47oP1MsRLk++KPiwBsE5EdIpIF4CvHOZRCUoR6uQna1xQbvupFRDaJyGYfu/sbf0Xd+6ICa2BsAHCpMaa2MaYyOOPdEEB9ETng2OcggPqO72cA2ONy/F7HOiW0+KsXV0aA2gmbJsaYNcaYX4wxl4aroDFGfvVyr8OM7mPbVAj6voSDgt6VSwH8IyJbXdbpuxJegu1P9L0JD/7qxZXb4N7PCIAfjTGrjTEji7uAMUp+9XKxMWatMWaeMaaVY52+L+Eh3/fF0f/0BDDDZbW+L5GjxPQvZSP55yUFEdlkjHkZwI8A0gAkAsj12EeMMZojKIwUVC/GmMcB5ACY5lh1AEAjEUkxxlwAYJYxppWIHA9z0Us1+dTLuwCeBTunZ0ET1BGRKmcsEUAb5jnjre9KBNH+JDrxVS/GmK6gwHqJy+pLRGSfMaYegIXGmL8dWg+lGPColwQAZ4pIqmGchFkAzolc6WIXP+1YHwC/iYirBlDfF6VAVMMaICLykYhcICKXATgKYAuAf2xTX8fnIcfu++CuvWjgWKeEGD/1AmPMMAC9AQwWh6G+w+QhxfF9NWif3ywiBS/l+KoXEflHRHJFxALwXzjNfvV9CQP5vCtlQfPg6S776rsSfoLtT/S9CQ/+6gXGmDYAPgTQ135fAEBE9jk+DwH4FuriUBz4rBcROS4iqY7vcwGUM8bUgb4v4cLv++JgEDzMgfV9iSglpn9RgTVAHDM/MMY0Agd3XwCYDcCOzDgUwHeO77MBDDGkI4B/XUwklBDiq16MMT0BPAzgWhFJd9m3rjEmzvG9KTjruiP8pS79+KkXVz/u60AzVYDvyyBjTAVjTBOwXv4MZ3ljAT9tGABcAeBvEdnrsq++K+En2P5kAYAexpiaDvP6Ho51SmjxWS+O92gmgFtFZIu9szGmijGmqv0drJcNUEKNv3o51eGTD2PMReA4NwXASgDnGGOaGGPKg4LT7LCXuvTjrx2DMaY6gMs91un7Eln8jb+i7n1Rk+DAmWGMqQ0gG8A9InLMGPMSgK+NMbcBSAKDlgDAXNBHbBuAdADDI1HgGMFXvbwFRjxb6Oi3/hCRUWDktGeMMdkALACjPMxSlNDhq17eNMa0A02CdwG4EwBE5C9jzNcANoIm3PeISK6f8yqFx6tOHOu9Zryh70qxYoz5EoxmWscYsxfARABB9ScicsQY8yw4sACAZ7SOikaQ9TIBQG0A7zj6mRwRaQ/67H3rWFcWwBciMj+c11HaCLJeBgC4yxiTAyADwCCHlVWOMeZecFInDsDHIvJXeK+kdBFkvQCcqP5RRNJc1un78v/t3U+oVGUYx/HvLxWkP7gICRdFUGhgZWZcEBOsiBZBUNgiopC2uTCJtrkoiDCIDFtVSG0rAkujRZa4KLxmmVq5SBdRtAiCS3rz6tNiXmmSuc0t7517gu8Hhnl55z3Pc84Mw5mH9z1zZtk0n8uvwA5gKfBBksNVdd8//f7q2vclbbWkJEmSJEmd4pJgSZIkSVInWbBKkiRJkjrJglWSJEmS1EkWrJIkSZKkTrJglSRJkiR1kgWrJEkDJLk6yeH2+DnJj609kWTnHOXckuTx1t6X5I65yDNN7s1JnhhVPkmSZsLb2kiSNESSbcBEVW2fwxwLgUPA7VU1lWQf8HRVHZzlPAsG3es4yeXAgapaPZv5JEm6FM6wSpL0LyTZkGR3a29LsivJ/iSnkjyU5MUkR5LsTbKojVuT5NMk40k+SrJsQOi7gUNVNdXX93CSL5J8n2R9i7U4yZstx5dJ7mr9m5K82refu5NsaO2JJC8l+QpYm+SFJMeSfJ1kO0BV/Q6cTDI2+++aJEn/jQWrJEmX5gZ6xeYDwNvAJ1V1C3AauL8VrTuAjVW1BngDeH5AnHXA+EV9C6tqDNgCPNv6ngSq5XgE2JVk8ZB9vAL4vKpWAceBB4GVVXUr8FzfuIPA+hkcsyRJI7FwvndAkqT/uT1VdTbJEWABsLf1HwGuB1YANwMfJ6GN+WlAnGX0isl+77bn8RYL4E56BTBV9W2SU8DyIft4DnintX8DzgCvt5ni3X3jfgFuGhJLkqSRsWCVJOnSTAJU1fkkZ+uvP4c4T+88G+BoVa0dEuc0cPFM6WR7Psfwc/YUf1851R/rzIXrVtv1sWPAPcBGYDO9GeIL25wekkeSpJFxSbAkSXPrO2BpkrUASRYlWTlg3HHgxhnE2w882mItB65rOU4CtyW5LMm1wMBrUZNcCSypqg+Bp4BVfS8vB76ZyUFJkjQKzrBKkjSHquqPJBuBV5IsoXfufRk4etHQPcBbMwi5E3itLUGeAjZV1WSSA8APwDF6xe+haba/Cni/XfcaYGvfa+uAbTM6MEmSRsDb2kiS1BFJ3gOeqaoT85B7NbC1qh4bdW5JkqZjwSpJUkckWQFcU1WfzUPue4ETVXVy1LklSZqOBaskSZIkqZP80yVJkiRJUidZsEqSJEmSOsmCVZIkSZLUSRaskiRJkqROsmCVJEmSJHXSn3zJV9vwyN78AAAAAElFTkSuQmCC\n",
2404             "text/plain": [
2405               "<Figure size 1152x288 with 1 Axes>"
2406             ]
2407           },
2408           "metadata": {
2409             "needs_background": "light"
2410           }
2411         }
2412       ],
2413       "source": [
2414         "plot_moisture(900,1100)"
2415       ]
2416     },
2417     {
2418       "cell_type": "markdown",
2419       "metadata": {
2420         "id": "DRraWhwdpSkV"
2421       },
2422       "source": [
2423         "It seems there is some rain that the model does not know about."
2424       ]
2425     },
2426     {
2427       "cell_type": "markdown",
2428       "metadata": {
2429         "id": "gVQxv9Blc91t"
2430       },
2431       "source": [
2432         "### 4.4 A comment on the information flow in the Kalman filter and in neural networks"
2433       ]
2434     },
2435     {
2436       "cell_type": "markdown",
2437       "metadata": {
2438         "id": "CZmR4HPAc91t"
2439       },
2440       "source": [
2441         "At each time step $k$,\n",
2442         "\n",
2443         "* input state $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n",
2444         "* 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",
2445         "* 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",
2446         "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n",
2447         "\n",
2448         "Here, the state consists of \n",
2449         "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n",
2450         "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n",
2451         "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",
2452         "\n",
2453         "\n",
2454         "This can be understood as:\n",
2455         "\n",
2456         "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n",
2457         "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n",
2458         "* taking the output (the quantity of interest) as the first component of the hiddent state\n",
2459         "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n",
2460         "* training consists of fitting the hidden state to minimize a loss function\n",
2461         "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n",
2462         "\n",
2463         "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",
2464         "\n",
2465         "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"
2466       ]
2467     },
2468     {
2469       "cell_type": "markdown",
2470       "metadata": {
2471         "id": "_g_OTEg6ePb9"
2472       },
2473       "source": [
2474         "## 5. Conclusion"
2475       ]
2476     },
2477     {
2478       "cell_type": "markdown",
2479       "metadata": {
2480         "id": "aNxw7xI3FqFt"
2481       },
2482       "source": [
2483         "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."
2484       ]
2485     },
2486     {
2487       "cell_type": "markdown",
2488       "metadata": {
2489         "id": "IWpmDwUPGElR"
2490       },
2491       "source": [
2492         "## Contributions of authors "
2493       ]
2494     },
2495     {
2496       "cell_type": "markdown",
2497       "metadata": {
2498         "id": "jujW1VFgGOCn"
2499       },
2500       "source": [
2501         "Not applicable."
2502       ]
2503     },
2504     {
2505       "cell_type": "markdown",
2506       "metadata": {
2507         "id": "HWslw7HmGZmP"
2508       },
2509       "source": [
2510         "## Acknowledgements"
2511       ]
2512     },
2513     {
2514       "cell_type": "markdown",
2515       "metadata": {
2516         "id": "xubqDAV2GjkZ"
2517       },
2518       "source": [
2519         "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."
2520       ]
2521     },
2522     {
2523       "cell_type": "markdown",
2524       "metadata": {
2525         "id": "ZsNZxOv7c91t"
2526       },
2527       "source": [
2528         "## References"
2529       ]
2530     },
2531     {
2532       "cell_type": "markdown",
2533       "metadata": {
2534         "id": "vFY-iS1Wc91t"
2535       },
2536       "source": [
2537         "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",
2538         "\n",
2539         "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",
2540         "\n",
2541         "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n",
2542         "\n",
2543         "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",
2544         "\n",
2545         "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",
2546         "\n",
2547         "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"
2548       ]
2549     }
2550   ],
2551   "metadata": {
2552     "colab": {
2553       "collapsed_sections": [],
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2555       "provenance": []
2556     },
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2563       "codemirror_mode": {
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2570       "nbconvert_exporter": "python",
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