adding outputs, check5 different
[notebooks.git] / fmda / fmda_kf_rnn_orig_output.ipynb
blobee747dacd8a713f25b0de16930ab27f3f796793f
2  "cells": [
3   {
4    "cell_type": "code",
5    "execution_count": 1,
6    "metadata": {},
7    "outputs": [
8     {
9      "name": "stdout",
10      "output_type": "stream",
11      "text": [
12       "setting TF_DETERMINISTIC_OPS=1 PYTHONHASHSEED=0\n"
13      ]
14     },
15     {
16      "name": "stderr",
17      "output_type": "stream",
18      "text": [
19       "2023-02-19 20:13:48.299746: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
20       "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
21      ]
22     },
23     {
24      "name": "stdout",
25      "output_type": "stream",
26      "text": [
27       "resetting random seed do 123\n",
28       "call set_seed() or set_seed(seed=value) to reset\n"
29      ]
30     }
31    ],
32    "source": [
33     "import reproducibility"
34    ]
35   },
36   {
37    "cell_type": "markdown",
38    "metadata": {
39     "id": "khOTxJsYc91W"
40    },
41    "source": [
42     "# Kalman Filtering and Recurrent Neural Networks for Fuel Moisture\n",
43     "## Jan Mandel, University of Colorado Denver\n"
44    ]
45   },
46   {
47    "cell_type": "markdown",
48    "metadata": {
49     "id": "sXaqfI-EdCEk"
50    },
51    "source": [
52     "## Abstract"
53    ]
54   },
55   {
56    "cell_type": "markdown",
57    "metadata": {
58     "id": "ZbtSiYm4dF7B"
59    },
60    "source": [
61     "''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."
62    ]
63   },
64   {
65    "cell_type": "markdown",
66    "metadata": {
67     "id": "eZ6dfHlZ63j1"
68    },
69    "source": [
70     "## Table of contents"
71    ]
72   },
73   {
74    "cell_type": "markdown",
75    "metadata": {
76     "id": "Snyr0_3sGxty"
77    },
78    "source": []
79   },
80   {
81    "cell_type": "markdown",
82    "metadata": {
83     "id": "WHIgN2uZ689b"
84    },
85    "source": [
86     "1 Introduction\n",
87     "\n",
88     "2 Background\n",
89     "\n",
90     "2.1 Imports\n",
91     "\n",
92     "2.2 Kalman filter\n",
93     "\n",
94     "2.2.1 Overview\n",
95     "\n",
96     "2.2.2 Formulation\n",
97     "\n",
98     "2.2.3 A Kalman filter tester\n",
99     "\n",
100     "2.3 Fuel moisture model\n",
101     "\n",
102     "2.3.1 A simple time lag model\n",
103     "\n",
104     "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n",
105     "\n",
106     "3 Methods\n",
107     "\n",
108     "3.1 Kalman filter demonstration on the simple model\n",
109     "\n",
110     "3.1.1 Creating synthetic data\n",
111     "\n",
112     "3.1.2 Running the Kalman filter\n",
113     "\n",
114     "3.2 Acquisition and preprocessing of real data\n",
115     "\n",
116     "3.2.1 Acquisition of fuel moisture observations\n",
117     "\n",
118     "3.2.2 Acquisition of weather data\n",
119     "\n",
120     "3.2.3 Preprocessing and visualization of the weather data\n",
121     "\n",
122     "4 Results\n",
123     "\n",
124     "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
125     "\n",
126     "4.2 Model with an augmented state\n",
127     "\n",
128     "4.3 Kalman filter on the augmented model\n",
129     "\n",
130     "4.4 A comment on the information flow in the Kalman filter and in neural networks\n",
131     "\n",
132     "5. Conclusion\n",
133     "\n",
134     "Contributions of Authors\n",
135     "\n",
136     "Acknowledgements\n",
137     "\n",
138     "References\n",
139     "\n",
140     "\n",
141     "\n",
142     "\n",
143     "\n",
144     "\n",
145     "\n"
146    ]
147   },
148   {
149    "cell_type": "markdown",
150    "metadata": {
151     "id": "ZFafUPCTO1N1"
152    },
153    "source": [
154     "## 1 Introduction"
155    ]
156   },
157   {
158    "cell_type": "markdown",
159    "metadata": {
160     "id": "4_RcdWybPFks"
161    },
162    "source": [
163     "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",
164     "\n",
165     "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. "
166    ]
167   },
168   {
169    "cell_type": "markdown",
170    "metadata": {
171     "id": "M2kbwDPBTB7A"
172    },
173    "source": [
174     "## 2 Background"
175    ]
176   },
177   {
178    "cell_type": "markdown",
179    "metadata": {
180     "id": "ar1BbXac49hO"
181    },
182    "source": [
183     "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter."
184    ]
185   },
186   {
187    "cell_type": "markdown",
188    "metadata": {
189     "id": "_5F5CuRqc91X"
190    },
191    "source": [
192     "### 2.1 Imports"
193    ]
194   },
195   {
196    "cell_type": "markdown",
197    "metadata": {
198     "id": "K6sWUMf0c91Y"
199    },
200    "source": [
201     "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."
202    ]
203   },
204   {
205    "cell_type": "markdown",
206    "metadata": {
207     "id": "X9rvlymMZdJg"
208    },
209    "source": [
210     "### 2.2 Kalman filter"
211    ]
212   },
213   {
214    "cell_type": "markdown",
215    "metadata": {
216     "id": "x5E2UE3F5gf2"
217    },
218    "source": [
219     "#### 2.2.1 Overview"
220    ]
221   },
222   {
223    "cell_type": "markdown",
224    "metadata": {
225     "id": "NPgTHlCLAlA-"
226    },
227    "source": [
228     "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",
229     "\n",
230     "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",
231     "\n",
232     "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)."
233    ]
234   },
235   {
236    "cell_type": "markdown",
237    "metadata": {
238     "id": "y6j34L5s5pEL"
239    },
240    "source": [
241     "#### 2.2.2 Formulation\n",
242     "\n",
243     "---\n",
244     "\n"
245    ]
246   },
247   {
248    "cell_type": "markdown",
249    "metadata": {
250     "id": "b3GZW5vP5_o8"
251    },
252    "source": [
253     "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n",
254     " Consider a discrete time model of some natural\n",
255     "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n",
256     "can be approximated from the previous step $u_{k-1}$ by applying the model\n",
257     "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)\n",
258     "$. We model uncertainty in the model itself by adding normally distributed\n",
259     "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n",
260     "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n",
261     "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n",
262     "model is differentiable and quantify the uncertainty of the state by a\n",
263     "covariance matrix. That is,  assume that at step $k-1$, the state has\n",
264     "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n",
265     "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n",
266     "$u_{k-1}$, $\\mathcal{M}\\left(  u\\right)  \\approx\\mathcal{M}\\left(\n",
267     "u_{k-1}\\right)  +\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  \\left(\n",
268     "u-u_{k-1}\\right)  $, where $\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  $ is\n",
269     "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n",
270     "forecast has then (approximately)\\ normal distribution with mean and\n",
271     "covariance\n",
272     "$$\n",
273     "u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)  ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n",
274     "u_{k-1}\\right)  P_{k-1}\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  +Q\n",
275     "$$\n",
276     "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n",
277     "given observation operator, and we want to find $u_{k}$ so that both\n",
278     "$$\n",
279     "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n",
280     "$$\n",
281     "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n",
282     "matrix $R$: assume that the observation error has normal probability\n",
283     "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n",
284     "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n",
285     "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n",
286     "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n",
287     "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n",
288     "state has (approximately) normal distribution with mean $u_{k}^{f}$  and covariance\n",
289     "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n",
290     "of the state after taking the data into account has density\n",
291     "$$\n",
292     "p_{k}\\left(  u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n",
293     "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n",
294     "{P_{k}^f}^{-1}  }^{2}}{2}%\n",
295     "$$\n",
296     "where $\\propto$ means proportional.\n",
297     "Note that the probability density at $u$ is maximal when $\\left\\Vert\n",
298     "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n",
299     " is minimal, which quantifies the statement that $d_{k}\\approx\n",
300     "Hu_{k}$ and $u\\approx u_{k}^{f}$.  By a direct computation completing the\n",
301     "square and using the Sherman-Morrison-Woodbury formula, \n",
302     "$$p_{k}\\left(\n",
303     "\t\tu\n",
304     "\t   \\right) \\propto \n",
305     "e^{-\\frac{\n",
306     "\t\\left\\Vert u-u_{k\n",
307     "\t         }\n",
308     "\t\\right\\Vert_\n",
309     "\t\t{P_{k\n",
310     "\t\t      }^{-1}\n",
311     "\t\t}^{2}\n",
312     "\t}\n",
313     "\t{2}},\n",
314     "$$ \n",
315     "which is the density of the normal distribution with the mean\n",
316     "$$\n",
317     "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n",
318     "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n",
319     "$$\n",
320     "and covariance\n",
321     "$$\n",
322     "P_{k}=\\left(  \\left(  P_{k}^{f}\\right)  ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n",
323     "^{-1}=(I-KH)P_{k}^{f}.\n",
324     "$$\n",
325     "\n",
326     "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n",
327     "formulated for a linear process. The extension to the\n",
328     "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966),  and is\n",
329     "still a de-facto standard in navigation and GPS.\n"
330    ]
331   },
332   {
333    "cell_type": "code",
334    "execution_count": 2,
335    "metadata": {
336     "id": "-bvUtJ_OLwQA"
337    },
338    "outputs": [],
339    "source": [
340     "import numpy as np\n",
341     "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n",
342     "  \"\"\"\n",
343     "  One step of the extended Kalman filter. \n",
344     "  If there is no data, only advance in time.\n",
345     "  :param u:   the state vector, shape n\n",
346     "  :param P:   the state covariance, shape (n,n)\n",
347     "  :param F:   the model function, args vector u, returns F(u) and Jacobian J(u)\n",
348     "  :param Q:   the process model noise covariance, shape (n,n)\n",
349     "  :param d:   data vector, shape (m). If none, only advance in time\n",
350     "  :param H:   observation matrix, shape (m,n)\n",
351     "  :param R:   data error covariance, shape (n,n)\n",
352     "  :return ua: the analysis state vector, shape (n)\n",
353     "  :return Pa: the analysis covariance matrix, shape (n,n)\n",
354     "  \"\"\"\n",
355     "  def d2(a):\n",
356     "    return np.atleast_2d(a) # convert to at least 2d array\n",
357     "\n",
358     "  def d1(a):\n",
359     "    return np.atleast_1d(a) # convert to at least 1d array\n",
360     "\n",
361     "  # forecast\n",
362     "  uf, J  = F(u)          # advance the model state in time and get the Jacobian\n",
363     "  uf = d1(uf)            # if scalar, make state a 1D array\n",
364     "  J = d2(J)              # if scalar, make jacobian a 2D array\n",
365     "  P = d2(P)              # if scalar, make Jacobian as 2D array\n",
366     "  Pf  = d2(J.T @ P) @ J + Q  # advance the state covariance Pf = J' * P * J + Q\n",
367     "  # analysis\n",
368     "  if d is None or not d.size :  # no data, no analysis\n",
369     "    return uf, Pf\n",
370     "  # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n",
371     "  H = d2(H)\n",
372     "  HP  = d2(H @ P)            # precompute a part used twice  \n",
373     "  K   = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T  # Kalman gain\n",
374     "  # print('H',H)\n",
375     "  # print('K',K)\n",
376     "  res = d1(H @ d1(uf) - d)          # res = H*uf - d\n",
377     "  ua = uf - K @ res # analysis mean uf - K*res\n",
378     "  Pa = Pf - K @ d2(H @ P)        # analysis covariance\n",
379     "  return ua, d2(Pa)\n"
380    ]
381   },
382   {
383    "cell_type": "markdown",
384    "metadata": {
385     "id": "Uvsbbv2XZ2Hd"
386    },
387    "source": [
388     "#### 2.2.3 A Kalman filter tester"
389    ]
390   },
391   {
392    "cell_type": "markdown",
393    "metadata": {
394     "id": "gcmGBqPOU1e5"
395    },
396    "source": [
397     "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?"
398    ]
399   },
400   {
401    "cell_type": "code",
402    "execution_count": 3,
403    "metadata": {
404     "id": "OsOqvQk6ZXZV"
405    },
406    "outputs": [
407     {
408      "name": "stdout",
409      "output_type": "stream",
410      "text": [
411       "ua= [ 5 11]\n",
412       "Pa= [[15 18]\n",
413       " [18 25]]\n",
414       "ua= [4.66666667 7.66666667]\n",
415       "Pa= [[13.93333333 18.73333333]\n",
416       " [18.73333333 23.93333333]]\n"
417      ]
418     }
419    ],
420    "source": [
421     "# a basic ext_kf test\n",
422     "import numpy as np\n",
423     "u = [1,\n",
424     "     2]\n",
425     "P = [[2 , -1],\n",
426     "    [-1 , 2]]\n",
427     "A = [ [1 ,2],\n",
428     "      [3 ,4]]\n",
429     "u = np.array(u)      \n",
430     "Q = np.array([[1,0],[0,1]])\n",
431     "A = np.array(A)\n",
432     "def fun(u):\n",
433     "  return A @ u, A\n",
434     "F = lambda u: fun(u)\n",
435     "H = [[1, 0],\n",
436     "     [0, 1]]\n",
437     "d = [2,\n",
438     "    3]\n",
439     "R = [[2, 0],\n",
440     "    [0, 2]]\n",
441     "H = np.array(H)      \n",
442     "d = np.array(d)\n",
443     "R = np.array(R)\n",
444     "ua,Pa = ext_kf(u,P,F,Q)\n",
445     "print('ua=',ua)\n",
446     "print('Pa=',Pa)\n",
447     "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n",
448     "print('ua=',ua)\n",
449     "print('Pa=',Pa)\n"
450    ]
451   },
452   {
453    "cell_type": "markdown",
454    "metadata": {
455     "id": "A9ZpmNcdRpmp"
456    },
457    "source": [
458     "### 2.3  Fuel moisture models\n",
459     "\n",
460     "\n"
461    ]
462   },
463   {
464    "cell_type": "markdown",
465    "metadata": {
466     "id": "eZL8gN7ISGVh"
467    },
468    "source": [
469     "#### 2.3.1 A simple fuel moisture model"
470    ]
471   },
472   {
473    "cell_type": "markdown",
474    "metadata": {
475     "id": "1XvOC4kYSQgH"
476    },
477    "source": [
478     "First consider a simplified fuel moisture model without considering the effect of rain.\n",
479     "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n",
480     "t_{0},t_{1}\\right]  $,\n",
481     "$$\n",
482     "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n",
483     "$$\n",
484     "where the initial fuel moisture content $m_{0}=m\\left(  t_{0}\\right)  $ is the\n",
485     "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n",
486     "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n",
487     "t_{0},t_{1}\\right]  $, NS the characteristic decay time $T$. \n",
488     "\n",
489     "We can build the general model later by calling this simple model with different\n",
490     "equilibria and time constants (drying, wetting, rain).\n",
491     "\n",
492     "Since $E$ is constant in time, the solution can be found\n",
493     "analytically,\n",
494     "$$\n",
495     "m\\left(  t\\right)  =E+\\left(  m_{0}-E\\right)  e^{-t/T}%\n",
496     "$$\n",
497     "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n",
498     "$$\n",
499     "m_{1}=E+\\left(  m_{0}-E\\right)  e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}%\n",
500     "$$\n",
501     "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n",
502     "with respect to the input and the parameters. Compute\n",
503     "$$\n",
504     "\\frac{dm_{1}}{d_{m0}}=e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
505     "$$\n",
506     "$$\n",
507     "\\frac{dm_{1}}{dE}=1-e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
508     "$$\n",
509     "$$\n",
510     "\\frac{dm_{1}}{dT_{1}}=-\\left(  m_{0}-E\\right)  \\left(  t_{1}-t_{0}\\right)\n",
511     "e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
512     "$$\n",
513     "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n"
514    ]
515   },
516   {
517    "cell_type": "code",
518    "execution_count": 4,
519    "metadata": {
520     "id": "wuVIAGLiSeR8"
521    },
522    "outputs": [],
523    "source": [
524     "import numpy as np\n",
525     "def model_decay(m0,E,partials=0,T1=0.1,tlen=1):  \n",
526     "  # Arguments: \n",
527     "  #   m0          fuel moisture content at start dimensionless, unit (1)\n",
528     "  #   E           fuel moisture eqilibrium (1)\n",
529     "  #   partials=0: return m1 = fuel moisture contents after time tlen (1)\n",
530     "  #           =1: return m1, dm0/dm0 \n",
531     "  #           =2: return m1, dm1/dm0, dm1/dE\n",
532     "  #           =3: return m1, dm1/dm0, dm1/dE dm1/dT1   \n",
533     "  #   T1          1/T, where T is the time constant approaching the equilibrium\n",
534     "  #               default 0.1/hour\n",
535     "  #   tlen        the time interval length, default 1 hour\n",
536     "\n",
537     "  exp_t = np.exp(-tlen*T1)                  # compute this subexpression only once\n",
538     "  m1 = E + (m0 - E)*exp_t                   # the solution at end\n",
539     "  if partials==0:\n",
540     "    return m1\n",
541     "  dm1_dm0 = exp_t\n",
542     "  if partials==1:\n",
543     "    return m1, dm1_dm0          # return value and Jacobian\n",
544     "  dm1_dE = 1 - exp_t      \n",
545     "  if partials==2:\n",
546     "     return m1, dm1_dm0, dm1_dE \n",
547     "  dm1_dT1 = -(m0 - E)*tlen*exp_t            # partial derivative dm1 / dT1\n",
548     "  if partials==3:\n",
549     "    return m1, dm1_dm0, dm1_dE, dm1_dT1       # return value and all partial derivatives wrt m1 and parameters\n",
550     "  raise('Bad arg partials')\n",
551     "  "
552    ]
553   },
554   {
555    "cell_type": "markdown",
556    "metadata": {
557     "id": "dOARZlj-RUCi"
558    },
559    "source": [
560     "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain"
561    ]
562   },
563   {
564    "cell_type": "markdown",
565    "metadata": {
566     "id": "AJp6FTpTSx5B"
567    },
568    "source": [
569     "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",
570     "asymptotically, when the rain intensity $r$ (mm/h) is\n",
571     "large:\n",
572     "$$\n",
573     "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n",
574     "\\right)  \\right),\\ \\text{if}\\ r>r_0, \n",
575     "$$\n",
576     "where $r_0$ is the threshold rain intensity below which no perceptible\n",
577     "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n",
578     "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n",
579     "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n",
580     "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n",
581     "$r_{\\mathrm{s}}=8$mm/h. "
582    ]
583   },
584   {
585    "cell_type": "code",
586    "execution_count": 5,
587    "metadata": {
588     "id": "ITsKE0psRblG"
589    },
590    "outputs": [],
591    "source": [
592     "### Define model function with drying, wetting, and rain equilibria\n",
593     "\n",
594     "# Parameters\n",
595     "r0 = 0.05                                   # threshold rainfall [mm/h]\n",
596     "rs = 8.0                                    # saturation rain intensity [mm/h]\n",
597     "Tr = 14.0                                   # time constant for rain wetting model [h]\n",
598     "S = 250                                     # saturation intensity [dimensionless]\n",
599     "T = 10.0                                    # time constant for wetting/drying\n",
600     "\n",
601     "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n",
602     "    # arguments:\n",
603     "    # m0         starting fuel moistureb (%s\n",
604     "    # Eqd        drying equilibrium      (%) \n",
605     "    # Eqw        wetting equilibrium     (%)\n",
606     "    # r          rain intensity          (mm/h)\n",
607     "    # t          time\n",
608     "    # partials = 0, 1, 2\n",
609     "    # returns: same as model_decay\n",
610     "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
611     "    #              ==1: m1, dm1/dm0 \n",
612     "    #              ==2: m1, dm1/dm0, dm1/dE  \n",
613     "    \n",
614     "    if r > r0:\n",
615     "        # print('raining')\n",
616     "        E = S\n",
617     "        T1 =  (1.0 - np.exp(- (r - r0) / rs)) / Tr\n",
618     "    elif m0 <= Eqw: \n",
619     "        # print('wetting')\n",
620     "        E=Eqw\n",
621     "        T1 = 1.0/T\n",
622     "    elif m0 >= Eqd:\n",
623     "        # print('drying')\n",
624     "        E=Eqd\n",
625     "        T1 = 1.0/T\n",
626     "    else: # no change'\n",
627     "        E = m0\n",
628     "        T1=0.0\n",
629     "    exp_t = np.exp(-tlen*T1)\n",
630     "    m1 = E + (m0 - E)*exp_t  \n",
631     "    dm1_dm0 = exp_t\n",
632     "    dm1_dE = 1 - exp_t\n",
633     "    #if t>=933 and t < 940:\n",
634     "    #  print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n",
635     "    #        t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE)   \n",
636     "    if partials==0: \n",
637     "        return m1\n",
638     "    if partials==1:\n",
639     "        return m1, dm1_dm0\n",
640     "    if partials==2:\n",
641     "        return m1, dm1_dm0, dm1_dE\n",
642     "    raise('bad partials')"
643    ]
644   },
645   {
646    "cell_type": "markdown",
647    "metadata": {
648     "id": "JDLU3B_jV42l"
649    },
650    "source": [
651     "## 3. Methods"
652    ]
653   },
654   {
655    "cell_type": "markdown",
656    "metadata": {
657     "id": "hLPJT3FcA2a7"
658    },
659    "source": [
660     "### 3.1 Kalman filter demonstration on the simple model"
661    ]
662   },
663   {
664    "cell_type": "markdown",
665    "metadata": {
666     "id": "kIA3X8vluFdd"
667    },
668    "source": [
669     "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."
670    ]
671   },
672   {
673    "cell_type": "markdown",
674    "metadata": {
675     "id": "bBv10PTiChhm"
676    },
677    "source": [
678     "#### 3.1.1 Creating synthetic data"
679    ]
680   },
681   {
682    "cell_type": "code",
683    "execution_count": null,
684    "metadata": {
685     "id": "my6nnrk1iQo8"
686    },
687    "outputs": [],
688    "source": []
689   },
690   {
691    "cell_type": "code",
692    "execution_count": 6,
693    "metadata": {
694     "id": "-_pz-wXnCMnP"
695    },
696    "outputs": [],
697    "source": [
698     "def create_synthetic_data(days=20,power=4,data_noise=0.02,process_noise=0.0,DeltaE=0.0):\n",
699     "  import numpy as np, random\n",
700     "  hours = days*24\n",
701     "  h2 = int(hours/2)\n",
702     "  hour = np.array(range(hours))\n",
703     "  day = np.array(range(hours))/24.\n",
704     "\n",
705     "  # artificial equilibrium data\n",
706     "  E = np.power(np.sin(np.pi*day),4) # diurnal curve\n",
707     "  E = 0.05+0.25*E\n",
708     "  # FMC free run\n",
709     "  m_f = np.zeros(hours)\n",
710     "  m_f[0] = 0.1         # initial FMC\n",
711     "  process_noise=0.\n",
712     "  for t in range(hours-1):\n",
713     "    m_f[t+1] = max(0.,model_decay(m_f[t],E[t])  + random.gauss(0,process_noise) )\n",
714     "  data = m_f + np.random.normal(loc=0,scale=data_noise,size=hours)\n",
715     "  E = E + DeltaE    \n",
716     "\n",
717     "  %matplotlib inline\n",
718     "  import matplotlib.pyplot as plt \n",
719     "  # fig1, ax1 = plt.subplots()\n",
720     "\n",
721     "  plt.figure(figsize=(16,4))\n",
722     "  plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
723     "  plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n",
724     "  plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
725     "  plt.title('Synthetic data')\n",
726     "  plt.xlabel('Time (hours)')\n",
727     "  plt.ylabel('Fuel moisture content (%)')\n",
728     "  plt.legend()\n",
729     "  return E,m_f,data,hour,h2,DeltaE\n"
730    ]
731   },
732   {
733    "cell_type": "code",
734    "execution_count": 7,
735    "metadata": {
736     "id": "GfRxLp4HkcVz"
737    },
738    "outputs": [
739     {
740      "data": {
741 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\n",
742       "text/plain": [
743        "<Figure size 1600x400 with 1 Axes>"
744       ]
745      },
746      "metadata": {},
747      "output_type": "display_data"
748     }
749    ],
750    "source": [
751     "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.0) "
752    ]
753   },
754   {
755    "cell_type": "markdown",
756    "metadata": {
757     "id": "z-3WLAEpD2yJ"
758    },
759    "source": [
760     "#### 3.1.2 Running the Kalman filter"
761    ]
762   },
763   {
764    "cell_type": "markdown",
765    "metadata": {
766     "id": "T4g-RrrYAlBD"
767    },
768    "source": [
769     "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."
770    ]
771   },
772   {
773    "cell_type": "code",
774    "execution_count": 8,
775    "metadata": {
776     "id": "_-CjONZkD18n"
777    },
778    "outputs": [],
779    "source": [
780     "import numpy as np\n",
781     "import matplotlib.pyplot as plt \n",
782     "\n",
783     "# using global E, m_f\n",
784     "\n",
785     "def plot_m(m,Ec=None,title=None,):  # global hour\n",
786     "  hours=hour.shape[0]\n",
787     "  %matplotlib inline\n",
788     "  plt.figure(figsize=(16,4))\n",
789     "  plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
790     "  # print(len(hour),len(m_f))\n",
791     "  plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n",
792     "  plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n",
793     "  if m is not None:\n",
794     "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
795     "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
796     "  if Ec is not None:\n",
797     "    plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n",
798     "  if title is not None:\n",
799     "    plt.title(title) \n",
800     "  else:\n",
801     "    plt.title('Kalman filtering and forecast on artificial data')\n",
802     "  plt.xlabel('Time (hours)') \n",
803     "  plt.ylabel('Fuel moisture content (%)')\n",
804     "  plt.legend()\n",
805     "\n",
806     "def kf_example(DeltaE):\n",
807     "  hours=hour.shape[0]\n",
808     "  m = np.zeros(hours)\n",
809     "  m[0]=0.1             # background state  \n",
810     "  P = np.zeros(hours)\n",
811     "  P[0] = 0.03 # background state variance\n",
812     "  Q = np.array([0.02]) # process noise variance\n",
813     "  H = np.array([1.])   # all observed\n",
814     "  R = np.array([0.02]) # data variance\n",
815     "\n",
816     "  for t in range(h2):\n",
817     "    # use lambda construction to pass additional arguments to the model \n",
818     "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n",
819     "                    d=data[t],H=H,R=R)\n",
820     "  for t in range(h2,hours - 1):\n",
821     "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n",
822     "  return m, P\n",
823     " "
824    ]
825   },
826   {
827    "cell_type": "code",
828    "execution_count": 9,
829    "metadata": {
830     "id": "d0EFhTPZAlBD",
831     "scrolled": true
832    },
833    "outputs": [
834     {
835      "data": {
836       "image/png": "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\n",
837       "text/plain": [
838        "<Figure size 1600x400 with 1 Axes>"
839       ]
840      },
841      "metadata": {},
842      "output_type": "display_data"
843     }
844    ],
845    "source": [
846     "DeltaE = 0.0          # bias\n",
847     "m, P = kf_example(DeltaE)\n",
848     "plot_m(m)\n"
849    ]
850   },
851   {
852    "cell_type": "markdown",
853    "metadata": {
854     "id": "vqyB2Yz3uCsD"
855    },
856    "source": [
857     "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. "
858    ]
859   },
860   {
861    "cell_type": "markdown",
862    "metadata": {
863     "id": "Dl7pBZ9B3Nox"
864    },
865    "source": [
866     "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."
867    ]
868   },
869   {
870    "cell_type": "code",
871    "execution_count": 10,
872    "metadata": {
873     "id": "wRJgbmGLc91g"
874    },
875    "outputs": [
876     {
877      "data": {
878       "text/plain": [
879        "<matplotlib.legend.Legend at 0x7f9018613100>"
880       ]
881      },
882      "execution_count": 10,
883      "metadata": {},
884      "output_type": "execute_result"
885     },
886     {
887      "data": {
888 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889       "text/plain": [
890        "<Figure size 1600x400 with 1 Axes>"
891       ]
892      },
893      "metadata": {},
894      "output_type": "display_data"
895     }
896    ],
897    "source": [
898     "%matplotlib inline\n",
899     "plt.figure(figsize=(16,4))\n",
900     "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n",
901     "plt.title('Kalman filtering and forecast on artificial data')\n",
902     "plt.xlabel('Time (hours)') \n",
903     "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n",
904     "plt.legend()"
905    ]
906   },
907   {
908    "cell_type": "markdown",
909    "metadata": {
910     "id": "Ccr-uKbmAlBE"
911    },
912    "source": [
913     "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."
914    ]
915   },
916   {
917    "cell_type": "code",
918    "execution_count": 11,
919    "metadata": {
920     "id": "spMdGW8oAlBE"
921    },
922    "outputs": [
923     {
924      "data": {
925 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926       "text/plain": [
927        "<Figure size 1600x400 with 1 Axes>"
928       ]
929      },
930      "metadata": {},
931      "output_type": "display_data"
932     }
933    ],
934    "source": [
935     "DeltaE = -0.05\n",
936     "m, P = kf_example(DeltaE)\n",
937     "plot_m(m)"
938    ]
939   },
940   {
941    "cell_type": "code",
942    "execution_count": 12,
943    "metadata": {
944     "id": "Z_INvPNGCmM2"
945    },
946    "outputs": [
947     {
948      "data": {
949 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\n",
950       "text/plain": [
951        "<Figure size 1600x400 with 1 Axes>"
952       ]
953      },
954      "metadata": {},
955      "output_type": "display_data"
956     }
957    ],
958    "source": [
959     "DeltaE = 0.05\n",
960     "m, P = kf_example(DeltaE)\n",
961     "plot_m(m)"
962    ]
963   },
964   {
965    "cell_type": "markdown",
966    "metadata": {
967     "id": "DQeF7J8T4j2i"
968    },
969    "source": [
970     "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."
971    ]
972   },
973   {
974    "cell_type": "markdown",
975    "metadata": {
976     "id": "-WMWCDz4DX45"
977    },
978    "source": [
979     "#### 3.2 Model with an augmented state"
980    ]
981   },
982   {
983    "cell_type": "markdown",
984    "metadata": {
985     "id": "jivOYEhiXMi5"
986    },
987    "source": [
988     "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n",
989     "generally does not agree with the data. We want to add a correction $\\Delta\n",
990     "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n",
991     "Because the Kalman filter identifies state, add the parameter to the state.\n",
992     "Define augmented state $u=\\left[\n",
993     "\\begin{array}\n",
994     "[c]{c}\n",
995     "m\\\\\n",
996     "\\Delta E\n",
997     "\\end{array}\n",
998     "\\right]  .$ Since $\\Delta E$ is constant in time, it satisfies the\n",
999     "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n",
1000     "state $u$ governed by the\n",
1001     "$$\n",
1002     "\\frac{d}{dt}\\left[\n",
1003     "\\begin{array}\n",
1004     "[c]{c}\n",
1005     "m\\\\\n",
1006     "\\Delta E\n",
1007     "\\end{array}\n",
1008     "\\right]  =\\left[\n",
1009     "\\begin{array}\n",
1010     "[c]{c}\n",
1011     "\\frac{E+\\Delta E-m(t)}{T}\\\\\n",
1012     "0\n",
1013     "\\end{array}\n",
1014     "\\right]  ,\n",
1015     "$$\n",
1016     "which we write as $\\frac{du}{dt}=F(u),$ where\n",
1017     "$$\n",
1018     "F(u)=\\left[\n",
1019     "\\begin{array}\n",
1020     "[c]{c}\n",
1021     "F_{1}\\left(  u\\right)  \\\\\n",
1022     "F_{2}\\left(  u\\right)\n",
1023     "\\end{array}\n",
1024     "\\right]  =F\\left(  \\left[\n",
1025     "\\begin{array}\n",
1026     "[c]{c}\n",
1027     "m\\\\\n",
1028     "\\Delta E\n",
1029     "\\end{array}\n",
1030     "\\right]  \\right)  =\\left[\n",
1031     "\\begin{array}\n",
1032     "[c]{c}\n",
1033     "\\left(  E+\\Delta E-m(t)\\right)  T_{1}\\\\\n",
1034     "0\n",
1035     "\\end{array}\n",
1036     "\\right]  ,\\quad T_{1}=\\frac{1}{T}.\n",
1037     "$$\n",
1038     "The Jacobian of $F$ is\n",
1039     "$$\n",
1040     "\\left[\n",
1041     "\\begin{array}\n",
1042     "[c]{cc}\n",
1043     "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n",
1044     "}\\\\\n",
1045     "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n",
1046     "\\end{array}\n",
1047     "\\right]  =\\left[\n",
1048     "\\begin{array}\n",
1049     "[c]{cc}\n",
1050     "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1051     "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n",
1052     "{\\partial\\Delta E}\n",
1053     "\\end{array}\n",
1054     "\\right]  =\\left[\n",
1055     "\\begin{array}\n",
1056     "[c]{cc}\n",
1057     "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1058     "0 & 1\n",
1059     "\\end{array}\n",
1060     "\\right]\n",
1061     "$$\n",
1062     "Here is a function that implements the augmented model $F$. The input is\n",
1063     "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$."
1064    ]
1065   },
1066   {
1067    "cell_type": "markdown",
1068    "metadata": {
1069     "id": "MJ1C_1Omc91s"
1070    },
1071    "source": [
1072     "\n",
1073     "Define augmented model function. Also, add use drying, wetting, and rain equilibria"
1074    ]
1075   },
1076   {
1077    "cell_type": "code",
1078    "execution_count": 13,
1079    "metadata": {
1080     "id": "GHtAaGp9WSHT"
1081    },
1082    "outputs": [],
1083    "source": [
1084     "def model_augmented(u0,Ed,Ew,r,t):\n",
1085     "    # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n",
1086     "    # \n",
1087     "    m0, Ec = u0  # decompose state u0\n",
1088     "    # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n",
1089     "    # arguments:\n",
1090     "    # m0         starting fuel moistureb (1)\n",
1091     "    # Ed         drying equilibrium      (1) \n",
1092     "    # Ew         wetting equilibrium     (1)\n",
1093     "    # r          rain intensity          (mm/h)\n",
1094     "    # partials = 0, 1, 2\n",
1095     "    # returns: same as model_decay\n",
1096     "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
1097     "    #              ==1: m1, dm0/dm0 \n",
1098     "    #              ==2: m1, dm1/dm0, dm1/dE \n",
1099     "    m1, dm1_dm0, dm1_dE  = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n",
1100     "    u1 = np.array([m1,Ec])   # dE is just copied\n",
1101     "    J =  np.array([[dm1_dm0, dm1_dE],\n",
1102     "                   [0.     ,     1.]])\n",
1103     "    return u1, J"
1104    ]
1105   },
1106   {
1107    "cell_type": "code",
1108    "execution_count": 14,
1109    "metadata": {
1110     "id": "1No3g6HyAEh_"
1111    },
1112    "outputs": [],
1113    "source": [
1114     "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n",
1115     "  u = np.zeros((2,hours))\n",
1116     "  u[:,0]=[0.1,0.0]       # initialize,background state  \n",
1117     "  P = np.zeros((2,2,hours))\n",
1118     "  P[:,:,0] = np.array([[1e-3, 0.],\n",
1119     "                      [0.,  1e-3]]) # background state covariance\n",
1120     "  Q = np.array([[1e-3, 0.],\n",
1121     "                [0,  1e-3]]) # process noise covariance\n",
1122     "  H = np.array([[1., 0.]])  # first component observed\n",
1123     "  R = np.array([1e-3]) # data variance\n",
1124     "\n",
1125     "  # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n",
1126     "\n",
1127     "  # print('initial u=',u,'P=',P)\n",
1128     "  # print('Q=',Q,'H=',H,'R=',R)\n",
1129     "\n",
1130     "  for t in range(1,h2):\n",
1131     "      # use lambda construction to pass additional arguments to the model \n",
1132     "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1133     "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1134     "                                  Q,d[t],H=H,R=R)\n",
1135     "      # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n",
1136     "  for t in range(h2,hours):\n",
1137     "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1138     "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1139     "                                  Q*0.0)\n",
1140     "      # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n",
1141     "  return u"
1142    ]
1143   },
1144   {
1145    "cell_type": "code",
1146    "execution_count": 15,
1147    "metadata": {
1148     "id": "9vUv1Uc5OfPI"
1149    },
1150    "outputs": [],
1151    "source": [
1152     "def augmented_example(DeltaE):\n",
1153     "  hours=hour.shape[0]\n",
1154     "  h2 = int(hours/2)\n",
1155     "  m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours)  # data, E, hours are global\n",
1156     "  return m, Ec"
1157    ]
1158   },
1159   {
1160    "cell_type": "code",
1161    "execution_count": 16,
1162    "metadata": {
1163     "id": "QQnRlereDHbf"
1164    },
1165    "outputs": [
1166     {
1167      "data": {
1168 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\n",
1169       "text/plain": [
1170        "<Figure size 1600x400 with 1 Axes>"
1171       ]
1172      },
1173      "metadata": {},
1174      "output_type": "display_data"
1175     }
1176    ],
1177    "source": [
1178     "m, Ec=augmented_example(0.1)\n",
1179     "plot_m(m, Ec)"
1180    ]
1181   },
1182   {
1183    "cell_type": "code",
1184    "execution_count": 17,
1185    "metadata": {
1186     "id": "ZOC6bplsIRCx"
1187    },
1188    "outputs": [
1189     {
1190      "data": {
1191 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1192       "text/plain": [
1193        "<Figure size 1600x400 with 1 Axes>"
1194       ]
1195      },
1196      "metadata": {},
1197      "output_type": "display_data"
1198     }
1199    ],
1200    "source": [
1201     "m, Ec=augmented_example(0.0)\n",
1202     "plot_m(m, Ec)"
1203    ]
1204   },
1205   {
1206    "cell_type": "code",
1207    "execution_count": 18,
1208    "metadata": {
1209     "id": "xuMx41fXIejB"
1210    },
1211    "outputs": [
1212     {
1213      "data": {
1214 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\n",
1215       "text/plain": [
1216        "<Figure size 1600x400 with 1 Axes>"
1217       ]
1218      },
1219      "metadata": {},
1220      "output_type": "display_data"
1221     }
1222    ],
1223    "source": [
1224     "m, Ec=augmented_example(-0.1)\n",
1225     "plot_m(m, Ec)"
1226    ]
1227   },
1228   {
1229    "cell_type": "markdown",
1230    "metadata": {
1231     "id": "ejlc1sbENm6R"
1232    },
1233    "source": [
1234     "## From Kalman filter to neural networks"
1235    ]
1236   },
1237   {
1238    "cell_type": "markdown",
1239    "metadata": {
1240     "id": "6zeGArbmNkAW"
1241    },
1242    "source": [
1243     "In the Kalman filter, at each time step $k$,\n",
1244     "\n",
1245     "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n",
1246     "* 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",
1247     "* 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",
1248     "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n",
1249     "\n",
1250     "Here, the state consists of \n",
1251     "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n",
1252     "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n",
1253     "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",
1254     "\n",
1255     "\n",
1256     "This can be understood as:\n",
1257     "\n",
1258     "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n",
1259     "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n",
1260     "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n",
1261     "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n",
1262     "* training consists of fitting the hidden state to minimize a loss function\n",
1263     "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n",
1264     "\n",
1265     "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"
1266    ]
1267   },
1268   {
1269    "cell_type": "markdown",
1270    "metadata": {
1271     "id": "fk72YB2mjuGk"
1272    },
1273    "source": [
1274     "Building and evaluating RNN"
1275    ]
1276   },
1277   {
1278    "cell_type": "markdown",
1279    "metadata": {
1280     "id": "svt8wUAsSA67"
1281    },
1282    "source": [
1283     "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",
1284     "\n",
1285     "We'll start by how to evaluate the map, then actually create it later.\n",
1286     "\n",
1287     "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n"
1288    ]
1289   },
1290   {
1291    "cell_type": "code",
1292    "execution_count": 19,
1293    "metadata": {
1294     "id": "H3RTQCDG9q-4"
1295    },
1296    "outputs": [],
1297    "source": [
1298     "import numpy as np\n",
1299     "import tensorflow as tf\n",
1300     "from keras.models import Sequential\n",
1301     "from keras.layers import Dense, SimpleRNN\n",
1302     "from keras.utils.vis_utils import plot_model\n",
1303     "from sklearn.preprocessing import MinMaxScaler\n",
1304     "from sklearn.metrics import mean_squared_error\n",
1305     "import math\n",
1306     "import matplotlib.pyplot as plt\n",
1307     "import tensorflow as tf\n",
1308     "import keras.backend as K"
1309    ]
1310   },
1311   {
1312    "cell_type": "code",
1313    "execution_count": 20,
1314    "metadata": {
1315     "id": "pcIU5lWhVEAy"
1316    },
1317    "outputs": [],
1318    "source": [
1319     "def create_RNN(hidden_units, dense_units, input_shape, activation):\n",
1320     "    inputs = tf.keras.Input(shape=input_shape)\n",
1321     "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1322     "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1323     "    x = tf.keras.layers.SimpleRNN(hidden_units, input_shape=input_shape,\n",
1324     "                        activation=activation[0])(inputs)\n",
1325     "    outputs = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1326     "    model = tf.keras.Model(inputs=inputs, outputs=outputs)\n",
1327     "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1328     "    return model"
1329    ]
1330   },
1331   {
1332    "cell_type": "code",
1333    "execution_count": 21,
1334    "metadata": {
1335     "id": "lphzeucMfI7L"
1336    },
1337    "outputs": [
1338     {
1339      "name": "stdout",
1340      "output_type": "stream",
1341      "text": [
1342       "Model: \"model\"\n",
1343       "_________________________________________________________________\n",
1344       " Layer (type)                Output Shape              Param #   \n",
1345       "=================================================================\n",
1346       " input_1 (InputLayer)        [(None, 3, 2)]            0         \n",
1347       "                                                                 \n",
1348       " simple_rnn (SimpleRNN)      (None, 5)                 40        \n",
1349       "                                                                 \n",
1350       " dense (Dense)               (None, 1)                 6         \n",
1351       "                                                                 \n",
1352       "=================================================================\n",
1353       "Total params: 46\n",
1354       "Trainable params: 46\n",
1355       "Non-trainable params: 0\n",
1356       "_________________________________________________________________\n"
1357      ]
1358     },
1359     {
1360      "name": "stderr",
1361      "output_type": "stream",
1362      "text": [
1363       "2023-02-19 20:13:57.760555: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 FMA\n",
1364       "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
1365      ]
1366     },
1367     {
1368      "name": "stdout",
1369      "output_type": "stream",
1370      "text": [
1371       "None\n",
1372       "0 : wx shape= (2, 5)\n",
1373       "1 : wh shape= (5, 5)\n",
1374       "2 : bh shape= (5,)\n",
1375       "3 : wy shape= (5, 1)\n",
1376       "4 : by shape= (1,)\n"
1377      ]
1378     },
1379     {
1380      "data": {
1381       "image/png": "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\n",
1382       "text/plain": [
1383        "<IPython.core.display.Image object>"
1384       ]
1385      },
1386      "execution_count": 21,
1387      "metadata": {},
1388      "output_type": "execute_result"
1389     }
1390    ],
1391    "source": [
1392     "# Demo example\n",
1393     "hidden=5\n",
1394     "features=2\n",
1395     "timesteps=3\n",
1396     "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n",
1397     "                        input_shape=(timesteps,features), \n",
1398     "                        activation=['linear', 'linear'])\n",
1399     "print(demo_model.summary())\n",
1400     "w = demo_model.get_weights()\n",
1401     "#print(len(w),' weight arrays:',w)\n",
1402     "wname=('wx','wh','bh','wy','by','wz','bz')\n",
1403     "for i in range(len(w)):\n",
1404     "  print(i,':',wname[i],'shape=',w[i].shape)\n",
1405     "wx, wh, bh, wy, by = w\n",
1406     "plot_model(demo_model, to_file='model_plot.png', \n",
1407     "  show_shapes=True, show_layer_names=True,\n",
1408     "  expand_nested=True,)"
1409    ]
1410   },
1411   {
1412    "cell_type": "markdown",
1413    "metadata": {
1414     "id": "uFVQdXL0fODX"
1415    },
1416    "source": [
1417     "The input layer here is just a formality. The input of the hidden layer `simple_rnn` consist of vector passed by the input layer, followed by its own output from the previous time step.\n",
1418     "\n",
1419     "Now let’s do a simple experiment to see how the layers from a SimpleRNN and Dense layer produce an output. Keep this figure in view.\n",
1420     "<img src=\"https://machinelearningmastery.com/wp-content/uploads/2021/09/rnnCode1.png\">"
1421    ]
1422   },
1423   {
1424    "cell_type": "markdown",
1425    "metadata": {
1426     "id": "TcxvQPo1hYip"
1427    },
1428    "source": [
1429     "We’ll input x for three time steps and let the network generate an output. The values of the hidden units at time steps 1, 2 and 3 will be computed. $h(0)$ is initialized to the zero vector. The output $o(3)$ is computed from $h(3)$ and $w(3)$. An activation function is linear, $f(x)=x$, so the update of  $h(k)$  and the output $o(k)$ are given by\n",
1430     "\\begin{align*}\n",
1431     "h\\left(  0\\right)  = &0  \\\\\n",
1432     "h\\left(  k+1\\right)  =& \n",
1433     "x\\left(  k\\right) w_{x}\n",
1434     "  +h(k) w_{h}  + b_{h}\\\\\n",
1435     "o(k+1)=& h(k+1)w_{y} + b_y\n",
1436     "\\end{align*}"
1437    ]
1438   },
1439   {
1440    "cell_type": "code",
1441    "execution_count": 22,
1442    "metadata": {
1443     "id": "fqL5TEfpml7q"
1444    },
1445    "outputs": [
1446     {
1447      "name": "stdout",
1448      "output_type": "stream",
1449      "text": [
1450       "test input x= tf.Tensor(\n",
1451       "[[[ 0  1]\n",
1452       "  [ 2  3]\n",
1453       "  [ 4  5]]\n",
1454       "\n",
1455       " [[ 6  7]\n",
1456       "  [ 8  9]\n",
1457       "  [10 11]]\n",
1458       "\n",
1459       " [[12 13]\n",
1460       "  [14 15]\n",
1461       "  [16 17]]\n",
1462       "\n",
1463       " [[18 19]\n",
1464       "  [20 21]\n",
1465       "  [22 23]]], shape=(4, 3, 2), dtype=int32)\n",
1466       "model.predict start\n",
1467       "1/1 [==============================] - 0s 288ms/step\n",
1468       "model.predict end\n",
1469       "Prediction from network  [[  2.31191  ]\n",
1470       " [ -2.013578 ]\n",
1471       " [ -6.3390675]\n",
1472       " [-10.664555 ]]\n",
1473       "Prediction from our computation  [[  2.31190998]\n",
1474       " [ -2.01357799]\n",
1475       " [ -6.33906596]\n",
1476       " [-10.66455392]]\n"
1477      ]
1478     }
1479    ],
1480    "source": [
1481     "# Reshape the input to sample_size x time_steps x features \n",
1482     "samples=4   # number of samples\n",
1483     "x = tf.reshape(tf.range(samples*timesteps*features),[samples,timesteps,features]) \n",
1484     "print('test input x=',x)\n",
1485     "print('model.predict start')\n",
1486     "y_pred_model = demo_model.predict(x)\n",
1487     "print('model.predict end')\n",
1488     "\n",
1489     "o3=np.zeros([samples,1])\n",
1490     "for i in range(samples):\n",
1491     "  h_0 = np.zeros(hidden)\n",
1492     "  h_1 = np.dot(x[i,0,:], wx) + np.dot(h_0,wh) + bh\n",
1493     "  h_2 = np.dot(x[i,1,:], wx) + np.dot(h_1,wh) + bh\n",
1494     "  h_3 = np.dot(x[i,2,:], wx) + np.dot(h_2,wh) + bh\n",
1495     "  o3[i,0] = np.dot(h_3, wy) + by\n",
1496     "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n",
1497     "\n",
1498     "print(\"Prediction from network \", y_pred_model)\n",
1499     "print(\"Prediction from our computation \", o3)"
1500    ]
1501   },
1502   {
1503    "cell_type": "markdown",
1504    "metadata": {
1505     "id": "6qdqOFCvhQL1"
1506    },
1507    "source": [
1508     "The result is the same."
1509    ]
1510   },
1511   {
1512    "cell_type": "markdown",
1513    "metadata": {
1514     "id": "AkyiGlZF0WrM"
1515    },
1516    "source": [
1517     "#### Training and forecasting with the RNN"
1518    ]
1519   },
1520   {
1521    "cell_type": "markdown",
1522    "metadata": {
1523     "id": "e265QFwlw22_"
1524    },
1525    "source": [
1526     "We are given a sequence `x` of inputs size `[train_steps+forecast_steps,features]` and want to train a model so that at step `i` in `range(train_steps)`, the model returns close to `features[i,:]`. The trained model then returns for `i` in `range(train_steps,train_steps+forecast_steps)` a forecast `features[i,:]`."
1527    ]
1528   },
1529   {
1530    "cell_type": "code",
1531    "execution_count": 23,
1532    "metadata": {
1533     "id": "owX7OTg-RnMA"
1534    },
1535    "outputs": [],
1536    "source": [
1537     "def staircase(x,y,timesteps,trainsteps,return_sequences=False):\n",
1538     "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1539     "  # y [trainsteps,outputs]\n",
1540     "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1541     "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1542     "  print('shape x = ',x.shape)\n",
1543     "  print('shape y = ',y.shape)\n",
1544     "  print('timesteps=',timesteps)\n",
1545     "  print('trainsteps=',trainsteps)\n",
1546     "  outputs = y.shape[1]\n",
1547     "  features = x.shape[1]\n",
1548     "  forecaststeps = x.shape[0]-trainsteps\n",
1549     "  samples = trainsteps-timesteps+1\n",
1550     "  print('staircase: samples=',samples,'timesteps=',timesteps,'features=',features)\n",
1551     "  x_train = np.empty([samples, timesteps, features])\n",
1552     "  print('return_sequences=',return_sequences)\n",
1553     "  if return_sequences:\n",
1554     "    print('returning all timesteps in a sample')\n",
1555     "    y_train = np.empty([samples, timesteps, outputs])  # all\n",
1556     "    for i in range(samples):\n",
1557     "      for k in range(timesteps):\n",
1558     "        for j in range(features):\n",
1559     "          x_train[i,k,j] = x[i+k,j]\n",
1560     "        for j in range(outputs):\n",
1561     "          y_train[i,k,j] = y[i+k,j]\n",
1562     "  else:\n",
1563     "    print('returning only the last timestep in a sample')\n",
1564     "    y_train = np.empty([samples, outputs])\n",
1565     "    for i in range(samples):\n",
1566     "      for j in range(features):\n",
1567     "        for k in range(timesteps):\n",
1568     "          x_train[i,k,j] = x[i+k,j]\n",
1569     "      for j in range(outputs):\n",
1570     "        y_train[i,j] = y[i+timesteps-1,j]\n",
1571     "\n",
1572     "  return x_train, y_train"
1573    ]
1574   },
1575   {
1576    "cell_type": "code",
1577    "execution_count": 24,
1578    "metadata": {
1579     "id": "FzOotSFf-tPR"
1580    },
1581    "outputs": [],
1582    "source": [
1583     "def seq2batches(x,y,timesteps,trainsteps):\n",
1584     "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1585     "  # y [trainsteps,outputs]\n",
1586     "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1587     "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1588     "  print('shape x = ',x.shape)\n",
1589     "  print('shape y = ',y.shape)\n",
1590     "  print('timesteps=',timesteps)\n",
1591     "  print('trainsteps=',trainsteps)\n",
1592     "  outputs = y.shape[1]\n",
1593     "  features = x.shape[1]\n",
1594     "  samples= trainsteps - timesteps + 1\n",
1595     "  print('samples=',samples)\n",
1596     "  x_train = np.empty([samples, timesteps, features])\n",
1597     "  y_train = np.empty([samples, timesteps, outputs])  # only the last\n",
1598     "  print('samples=',samples,' timesteps=',timesteps,\n",
1599     "        ' features=',features,' outputs=',outputs)\n",
1600     "  for i in range(samples):\n",
1601     "    for k in range(timesteps):\n",
1602     "      for j in range(features):\n",
1603     "        x_train[i,k,j] = x[i+k,j]\n",
1604     "      for j in range(outputs):\n",
1605     "        y_train[i,k,j] = y[i+k,j]  # return sequences\n",
1606     "  return x_train, y_train"
1607    ]
1608   },
1609   {
1610    "cell_type": "code",
1611    "execution_count": 25,
1612    "metadata": {
1613     "id": "Kg7wSrkk-HrE"
1614    },
1615    "outputs": [
1616     {
1617      "name": "stdout",
1618      "output_type": "stream",
1619      "text": [
1620       "test preprocessing for RNN\n",
1621       "x= tf.Tensor(\n",
1622       "[[0]\n",
1623       " [1]\n",
1624       " [2]\n",
1625       " [3]\n",
1626       " [4]], shape=(5, 1), dtype=int32)\n",
1627       "y= tf.Tensor(\n",
1628       "[[0]\n",
1629       " [1]\n",
1630       " [2]\n",
1631       " [3]\n",
1632       " [4]], shape=(5, 1), dtype=int32)\n",
1633       "shape x =  (5, 1)\n",
1634       "shape y =  (5, 1)\n",
1635       "timesteps= 3\n",
1636       "trainsteps= 5\n",
1637       "staircase: samples= 3 timesteps= 3 features= 1\n",
1638       "return_sequences= False\n",
1639       "returning only the last timestep in a sample\n",
1640       "x_train= [[[0.]\n",
1641       "  [1.]\n",
1642       "  [2.]]\n",
1643       "\n",
1644       " [[1.]\n",
1645       "  [2.]\n",
1646       "  [3.]]\n",
1647       "\n",
1648       " [[2.]\n",
1649       "  [3.]\n",
1650       "  [4.]]]\n",
1651       "y_train= [[2.]\n",
1652       " [3.]\n",
1653       " [4.]]\n",
1654       "shape x =  (5, 1)\n",
1655       "shape y =  (5, 1)\n",
1656       "timesteps= 3\n",
1657       "trainsteps= 5\n",
1658       "samples= 3\n",
1659       "samples= 3  timesteps= 3  features= 1  outputs= 1\n",
1660       "x_train= [[[0.]\n",
1661       "  [1.]\n",
1662       "  [2.]]\n",
1663       "\n",
1664       " [[1.]\n",
1665       "  [2.]\n",
1666       "  [3.]]\n",
1667       "\n",
1668       " [[2.]\n",
1669       "  [3.]\n",
1670       "  [4.]]]\n",
1671       "y_train= [[[0.]\n",
1672       "  [1.]\n",
1673       "  [2.]]\n",
1674       "\n",
1675       " [[1.]\n",
1676       "  [2.]\n",
1677       "  [3.]]\n",
1678       "\n",
1679       " [[2.]\n",
1680       "  [3.]\n",
1681       "  [4.]]]\n"
1682      ]
1683     }
1684    ],
1685    "source": [
1686     "print('test preprocessing for RNN')\n",
1687     "trainsteps=5\n",
1688     "features=1\n",
1689     "outputs=1\n",
1690     "timesteps=3\n",
1691     "x = tf.reshape(tf.range(trainsteps*features),[trainsteps,features])\n",
1692     "y = tf.reshape(tf.range(trainsteps*outputs),[trainsteps,outputs])\n",
1693     "print('x=',x)\n",
1694     "print('y=',y)\n",
1695     "x_train, y_train = staircase(x,y,timesteps,trainsteps)\n",
1696     "print('x_train=',x_train)\n",
1697     "print('y_train=',y_train)\n",
1698     "x_train, y_train = seq2batches(x,y,timesteps,trainsteps)\n",
1699     "print('x_train=',x_train)\n",
1700     "print('y_train=',y_train)"
1701    ]
1702   },
1703   {
1704    "cell_type": "code",
1705    "execution_count": 26,
1706    "metadata": {
1707     "id": "rHWxqARpSO_f"
1708    },
1709    "outputs": [
1710     {
1711      "data": {
1712 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\n",
1713       "text/plain": [
1714        "<Figure size 1600x400 with 1 Axes>"
1715       ]
1716      },
1717      "metadata": {},
1718      "output_type": "display_data"
1719     }
1720    ],
1721    "source": [
1722     "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.1) "
1723    ]
1724   },
1725   {
1726    "cell_type": "code",
1727    "execution_count": 27,
1728    "metadata": {
1729     "id": "vfcxN9JCH5Ku"
1730    },
1731    "outputs": [],
1732    "source": [
1733     "scale=False\n",
1734     "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
1735     "Et = np.reshape(E,[E.shape[0],1])\n",
1736     "datat = np.reshape(data,[data.shape[0],1])\n",
1737     "if scale:\n",
1738     "  scalerx = MinMaxScaler()\n",
1739     "  scalerx.fit(Et)\n",
1740     "  Et = scalerx.transform(Et)\n",
1741     "  scalery = MinMaxScaler()\n",
1742     "  scalery.fit(datat)\n",
1743     "  datat = scalery.transform(datat)"
1744    ]
1745   },
1746   {
1747    "cell_type": "code",
1748    "execution_count": 28,
1749    "metadata": {
1750     "id": "PaHfJW7mSJE1"
1751    },
1752    "outputs": [],
1753    "source": [
1754     "def create_RNN_2(hidden_units, dense_units, activation, stateful=False, \n",
1755     "                 batch_shape=None, input_shape=None, dense_layers=1,\n",
1756     "                 rnn_layers=1,return_sequences=False,\n",
1757     "                 initial_state=None):\n",
1758     "    if stateful:\n",
1759     "      inputs = tf.keras.Input(batch_shape=batch_shape)\n",
1760     "    else:\n",
1761     "      inputs = tf.keras.Input(shape=input_shape)\n",
1762     "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1763     "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1764     "    x = inputs\n",
1765     "    for i in range(rnn_layers):\n",
1766     "      x = tf.keras.layers.SimpleRNN(hidden_units,activation=activation[0],\n",
1767     "              stateful=stateful,return_sequences=return_sequences)(x\n",
1768     "              # ,initial_state=initial_state\n",
1769     "              )\n",
1770     "    # x = tf.keras.layers.Dense(hidden_units, activation=activation[1])(x)\n",
1771     "    for i in range(dense_layers):\n",
1772     "      x = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1773     "    model = tf.keras.Model(inputs=inputs, outputs=x)\n",
1774     "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1775     "    return model"
1776    ]
1777   },
1778   {
1779    "cell_type": "code",
1780    "execution_count": 29,
1781    "metadata": {
1782     "id": "ZjJxHiEVL5sJ"
1783    },
1784    "outputs": [
1785     {
1786      "name": "stdout",
1787      "output_type": "stream",
1788      "text": [
1789       "shifting inputs by 0.0\n",
1790       "shape x =  (480, 1)\n",
1791       "shape y =  (480, 1)\n",
1792       "timesteps= 5\n",
1793       "trainsteps= 240\n",
1794       "staircase: samples= 236 timesteps= 5 features= 1\n",
1795       "return_sequences= False\n",
1796       "returning only the last timestep in a sample\n",
1797       "x_train shape= (236, 5, 1)\n",
1798       "y_train shape= (236, 1)\n",
1799       "model_fit input shape (236, 5, 1) output shape (236, 1)\n"
1800      ]
1801     },
1802     {
1803      "data": {
1804 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\n",
1805       "text/plain": [
1806        "<IPython.core.display.Image object>"
1807       ]
1808      },
1809      "execution_count": 29,
1810      "metadata": {},
1811      "output_type": "execute_result"
1812     }
1813    ],
1814    "source": [
1815     "# split data\n",
1816     "return_sequences=False\n",
1817     "shift = 0.\n",
1818     "print('shifting inputs by',shift)\n",
1819     "x_train, y_train = staircase(Et+shift,datat+shift,timesteps=5,trainsteps=h2,\n",
1820     "                             return_sequences=return_sequences)\n",
1821     "print('x_train shape=',x_train.shape)\n",
1822     "samples, timesteps, features = x_train.shape\n",
1823     "print('y_train shape=',y_train.shape)\n",
1824     "# the simplest model possible\n",
1825     "activation=['linear','linear']\n",
1826     "hidden_units=1\n",
1827     "dense_units=1\n",
1828     "dense_layers=1\n",
1829     "features=1\n",
1830     "hours=Et.shape[0]\n",
1831     "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
1832     "# print('initial state=',h0)\n",
1833     "# statefull model version for traning\n",
1834     "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
1835     "                        dense_units=dense_units, \n",
1836     "                        batch_shape=(samples,timesteps,features),\n",
1837     "                        stateful=True,\n",
1838     "                        return_sequences=return_sequences,\n",
1839     "                        # initial_state=h0,\n",
1840     "                        activation=activation,\n",
1841     "                        dense_layers=dense_layers)\n",
1842     "# same model stateless for prediction on the entire dataset - to start onlg\n",
1843     "# the real application will switch to prediction after training data end\n",
1844     "# and start from the state there\n",
1845     "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
1846     "from keras.utils.vis_utils import plot_model\n",
1847     "plot_model(model_fit, to_file='model_plot.png', \n",
1848     "           show_shapes=True, show_layer_names=True)"
1849    ]
1850   },
1851   {
1852    "cell_type": "code",
1853    "execution_count": 30,
1854    "metadata": {
1855     "id": "ipX9EJqz17Lr"
1856    },
1857    "outputs": [
1858     {
1859      "name": "stdout",
1860      "output_type": "stream",
1861      "text": [
1862       "model_predict input shape (480, 1) output shape (480, 1, 1)\n",
1863       "Model: \"model_2\"\n",
1864       "_________________________________________________________________\n",
1865       " Layer (type)                Output Shape              Param #   \n",
1866       "=================================================================\n",
1867       " input_3 (InputLayer)        [(None, 480, 1)]          0         \n",
1868       "                                                                 \n",
1869       " simple_rnn_2 (SimpleRNN)    (None, 480, 1)            3         \n",
1870       "                                                                 \n",
1871       " dense_2 (Dense)             (None, 480, 1)            2         \n",
1872       "                                                                 \n",
1873       "=================================================================\n",
1874       "Total params: 5\n",
1875       "Trainable params: 5\n",
1876       "Non-trainable params: 0\n",
1877       "_________________________________________________________________\n",
1878       "None\n"
1879      ]
1880     },
1881     {
1882      "data": {
1883 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\n",
1884       "text/plain": [
1885        "<IPython.core.display.Image object>"
1886       ]
1887      },
1888      "execution_count": 30,
1889      "metadata": {},
1890      "output_type": "execute_result"
1891     }
1892    ],
1893    "source": [
1894     "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
1895     "                        input_shape=(hours,features),stateful = False,\n",
1896     "                        return_sequences=True,\n",
1897     "                        activation=activation,dense_layers=dense_layers)\n",
1898     "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
1899     "#                        activation=['linear', 'linear'])\n",
1900     "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
1901     "print(model_predict.summary())\n",
1902     "from keras.utils.vis_utils import plot_model\n",
1903     "plot_model(model_predict, to_file='model_plot.png', \n",
1904     "           show_shapes=True, show_layer_names=True)"
1905    ]
1906   },
1907   {
1908    "cell_type": "code",
1909    "execution_count": 31,
1910    "metadata": {
1911     "id": "dE0OHg0tGVE9"
1912    },
1913    "outputs": [
1914     {
1915      "name": "stdout",
1916      "output_type": "stream",
1917      "text": [
1918       "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[0.06692421]]\n",
1919       "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[0.844844]]\n",
1920       "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.00657201]\n",
1921       "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[0.9189179]]\n",
1922       "weight 4  exact: [-0.1] :  initial: [0.]  fitted: [0.00781407]\n"
1923      ]
1924     }
1925    ],
1926    "source": [
1927     "# fitting\n",
1928     "w_exact=  [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n",
1929     "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([0.*DeltaE])]\n",
1930     "model_fit.set_weights(w_initial)\n",
1931     "model_fit.fit(x_train, y_train, epochs=1000, verbose=0,batch_size=samples)\n",
1932     "w_fitted=model_fit.get_weights()\n",
1933     "for i in range(len(w)):\n",
1934     "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
1935    ]
1936   },
1937   {
1938    "cell_type": "code",
1939    "execution_count": 32,
1940    "metadata": {
1941     "id": "-T8lCS6nBHCj"
1942    },
1943    "outputs": [],
1944    "source": [
1945     "def model_eval(w,title):\n",
1946     "  # prediction on the entire dataset from zero state\n",
1947     "  model_predict.set_weights(w)\n",
1948     "  hours=Et.shape[0]\n",
1949     "  print('Et.shape=',Et.shape,'hours=',hours)\n",
1950     "  x_input=np.reshape(Et,(1, hours, 1))\n",
1951     "  y_output = model_predict.predict(x_input)\n",
1952     "  print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
1953     "  m = np.reshape(y_output,hours) - shift\n",
1954     "  print('weights=',w)\n",
1955     "  if scale:\n",
1956     "    print('scaling')\n",
1957     "    m = scalery.inverse_transform(m)\n",
1958     "  m = np.reshape(m,hours)\n",
1959     "  plot_m(m,title=title)\n",
1960     "  return m"
1961    ]
1962   },
1963   {
1964    "cell_type": "code",
1965    "execution_count": 33,
1966    "metadata": {
1967     "id": "R2jkoZlAIaSb"
1968    },
1969    "outputs": [
1970     {
1971      "name": "stdout",
1972      "output_type": "stream",
1973      "text": [
1974       "Et.shape= (480, 1) hours= 480\n",
1975       "1/1 [==============================] - 0s 250ms/step\n",
1976       "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
1977       "weights= [array([[0.06692421]], dtype=float32), array([[0.844844]], dtype=float32), array([0.00657201], dtype=float32), array([[0.9189179]], dtype=float32), array([0.00781407], dtype=float32)]\n"
1978      ]
1979     },
1980     {
1981      "data": {
1982 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\n",
1983       "text/plain": [
1984        "<Figure size 1600x400 with 1 Axes>"
1985       ]
1986      },
1987      "metadata": {},
1988      "output_type": "display_data"
1989     }
1990    ],
1991    "source": [
1992     "m_fitted=model_eval(w_fitted,'RNN prediction with fitted weights')"
1993    ]
1994   },
1995   {
1996    "cell_type": "code",
1997    "execution_count": 34,
1998    "metadata": {
1999     "id": "bO1ewTj9gGvg"
2000    },
2001    "outputs": [
2002     {
2003      "name": "stdout",
2004      "output_type": "stream",
2005      "text": [
2006       "Et.shape= (480, 1) hours= 480\n",
2007       "1/1 [==============================] - 0s 46ms/step\n",
2008       "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2009       "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([-0.1])]\n"
2010      ]
2011     },
2012     {
2013      "data": {
2014       "image/png": "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2015       "text/plain": [
2016        "<Figure size 1600x400 with 1 Axes>"
2017       ]
2018      },
2019      "metadata": {},
2020      "output_type": "display_data"
2021     }
2022    ],
2023    "source": [
2024     "m_exact=model_eval(w_exact,'RNN prediction with exact weights')"
2025    ]
2026   },
2027   {
2028    "cell_type": "code",
2029    "execution_count": 35,
2030    "metadata": {
2031     "id": "henChC0cmbuy"
2032    },
2033    "outputs": [
2034     {
2035      "name": "stdout",
2036      "output_type": "stream",
2037      "text": [
2038       "Et.shape= (480, 1) hours= 480\n",
2039       "1/1 [==============================] - 0s 44ms/step\n",
2040       "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2041       "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([0.])]\n"
2042      ]
2043     },
2044     {
2045      "data": {
2046 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\n",
2047       "text/plain": [
2048        "<Figure size 1600x400 with 1 Axes>"
2049       ]
2050      },
2051      "metadata": {},
2052      "output_type": "display_data"
2053     }
2054    ],
2055    "source": [
2056     "m_initial=model_eval(w_initial,'RNN prediction with initial weights')"
2057    ]
2058   },
2059   {
2060    "cell_type": "code",
2061    "execution_count": 36,
2062    "metadata": {
2063     "id": "PZw7DNQD4Inr"
2064    },
2065    "outputs": [
2066     {
2067      "name": "stdout",
2068      "output_type": "stream",
2069      "text": [
2070       "max abs diff 9.792852370682503e-08\n"
2071      ]
2072     },
2073     {
2074      "data": {
2075 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2076       "text/plain": [
2077        "<Figure size 1600x400 with 1 Axes>"
2078       ]
2079      },
2080      "metadata": {},
2081      "output_type": "display_data"
2082     }
2083    ],
2084    "source": [
2085     "out = np.empty((hours,1))\n",
2086     "w=w_exact\n",
2087     "h=0\n",
2088     "for i in range(Et.shape[0]):\n",
2089     "  h=np.dot(Et[i,0],w[0])+np.dot(h,w[1]) + w[2]\n",
2090     "  out[i]=np.dot(h,w[3]) + w[4]\n",
2091     "if scale:\n",
2092     "  print('scaling')\n",
2093     "  out = scalery.inverse_transform(out)\n",
2094     "out=np.reshape(out,hours)\n",
2095     "print('max abs diff',np.max(np.abs(m_exact-out)))\n",
2096     "plot_m(out,title='Hand computed RNN prediction with exact weights')"
2097    ]
2098   },
2099   {
2100    "cell_type": "markdown",
2101    "metadata": {
2102     "id": "6uXVJj9koGF2"
2103    },
2104    "source": [
2105     "### 3.2 Acquisition and preprocessing of real data"
2106    ]
2107   },
2108   {
2109    "cell_type": "markdown",
2110    "metadata": {
2111     "id": "glIkYrvdhXo6"
2112    },
2113    "source": []
2114   },
2115   {
2116    "cell_type": "markdown",
2117    "metadata": {
2118     "id": "ZUluRmF9tqko"
2119    },
2120    "source": []
2121   },
2122   {
2123    "cell_type": "markdown",
2124    "metadata": {
2125     "id": "q3BpOBuzc91i"
2126    },
2127    "source": [
2128     "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.  "
2129    ]
2130   },
2131   {
2132    "cell_type": "markdown",
2133    "metadata": {
2134     "id": "c8Y6bL1Yc91i"
2135    },
2136    "source": [
2137     "#### 3.2.1 Acquisition of fuel moisture observations"
2138    ]
2139   },
2140   {
2141    "cell_type": "markdown",
2142    "metadata": {
2143     "id": "0CuXyWBFc91i"
2144    },
2145    "source": [
2146     "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."
2147    ]
2148   },
2149   {
2150    "cell_type": "code",
2151    "execution_count": 37,
2152    "metadata": {
2153     "id": "LFrlbbMmc91i"
2154    },
2155    "outputs": [
2156     {
2157      "name": "stdout",
2158      "output_type": "stream",
2159      "text": [
2160       "loaded from  raws.json\n"
2161      ]
2162     }
2163    ],
2164    "source": [
2165     "import json\n",
2166     "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n",
2167     "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n",
2168     "def json_w(j,f):\n",
2169     "  print('writing json file',f)\n",
2170     "  json.dump(j,open(f,'w'),indent=4)\n",
2171     "try:\n",
2172     "    #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n",
2173     "    j = json.load(open(jfile,'r'))\n",
2174     "    print('loaded from ',jfile)\n",
2175     "    # Take the first station in the boulding box that has data between time_start and time_s2.\n",
2176     "    # Then retrieve data for that station between time_start and time_end\n",
2177     "    time_start = j['time_start']      # start of data time series\n",
2178     "    # time_s2    = j['time_s2']         # end of segment to read coordinates\n",
2179     "    time_end  = j['time_end']         # end of data time series\n",
2180     "    meso_ts  = j['meso_ts']           # get meso observations time series\n",
2181     "    obs_lon =   j['obs_lon']          # where we retrieved observations\n",
2182     "    obs_lat =   j['obs_lat']\n",
2183     "except:\n",
2184     "    print(\"can't read\",jfile,', creating')\n",
2185     "    # set up bounds\n",
2186     "    time_start = \"201806010800\"  # June 1 2018 08:00 in format yyyymmddHHMM\n",
2187     "    time_s2    = \"201806010900\"  # June 1 2018 09:00 in format yyyymmddHHMM \n",
2188     "    time_end   = \"201907200900\"  # June 20 2018 09:00 in format yyyymmddHHMM \n",
2189     "    #time_start=  \"201810230100\"\n",
2190     "    #time_s2=  \"201810230300\"\n",
2191     "    #time_end  =  \"201806022300\"\n",
2192     "    !pip install MesoPy\n",
2193     "    from MesoPy import Meso\n",
2194     "    bounding_box = \"-115, 38, -110, 40\"  # min longtitude, latitude\n",
2195     "    meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\"       # you should get your own if you do more of this\n",
2196     "    m = Meso(meso_token)# create a Meso object\n",
2197     "    print('reading MesoWest fuel moisture data')\n",
2198     "    json_w(m.variables(),'variables.json')\n",
2199     "    meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n",
2200     "                             showemptystations = '0', vars=vars)   # ask the object for data\n",
2201     "    json_w(meso_obss,'meso_obss.json')                        \n",
2202     "    # pick one station and retrieve the whole time series.\n",
2203     "    station=meso_obss['STATION'][0]\n",
2204     "    json_w(station,'station.json')\n",
2205     "    lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n",
2206     "    print(station['NAME'],'station',station['STID'],'at',lon,lat)\n",
2207     "    e = 0.01   # tolerance\n",
2208     "    bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n",
2209     "    print('bounding box',bb)\n",
2210     "    meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars)   # ask the object for data\n",
2211     "    json_w(meso_ts,'meso_ts.json')                        \n",
2212     "    obs_lon, obs_lat = (lon, lat)   # remember station coordinates for later\n",
2213     "    j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n",
2214     "       'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n",
2215     "    json_w(j,jfile)\n",
2216     "    print('done')"
2217    ]
2218   },
2219   {
2220    "cell_type": "code",
2221    "execution_count": 38,
2222    "metadata": {
2223     "id": "3bXopS3btyz0",
2224     "scrolled": true
2225    },
2226    "outputs": [
2227     {
2228      "data": {
2229       "text/plain": [
2230        "<matplotlib.legend.Legend at 0x7f9000b9b190>"
2231       ]
2232      },
2233      "execution_count": 38,
2234      "metadata": {},
2235      "output_type": "execute_result"
2236     },
2237     {
2238      "data": {
2239       "image/png": "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\n",
2240       "text/plain": [
2241        "<Figure size 1600x400 with 1 Axes>"
2242       ]
2243      },
2244      "metadata": {},
2245      "output_type": "display_data"
2246     }
2247    ],
2248    "source": [
2249     "# process the data retrieved for this station\n",
2250     "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n",
2251     "from datetime import datetime, timedelta, time\n",
2252     "import numpy as np\n",
2253     "import matplotlib.pyplot as plt\n",
2254     "import pytz\n",
2255     "station = meso_ts['STATION'][0]\n",
2256     "time_str  = station['OBSERVATIONS']['date_time']\n",
2257     "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
2258     "start_time = obs_time[0].replace(minute=0)     # remember obs_time and start_time for later\n",
2259     "end_time = obs_time[-1]\n",
2260     "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
2261     "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n",
2262     "# display the data retrieved\n",
2263     "#for o_time,o_data in zip (obs_time,obs_data):\n",
2264     "#    print(o_time,o_data)\n",
2265     "%matplotlib inline\n",
2266     "plt.figure(figsize=(16,4))\n",
2267     "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
2268     "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
2269     "plt.xlabel('Time (hours)') \n",
2270     "plt.ylabel('Fuel moisture content (%)')\n",
2271     "plt.legend()\n",
2272     " "
2273    ]
2274   },
2275   {
2276    "cell_type": "code",
2277    "execution_count": 39,
2278    "metadata": {
2279     "id": "lJQFB4rAYu9P"
2280    },
2281    "outputs": [],
2282    "source": [
2283     "# %debug"
2284    ]
2285   },
2286   {
2287    "cell_type": "markdown",
2288    "metadata": {
2289     "id": "F7bvUGx993Ae"
2290    },
2291    "source": []
2292   },
2293   {
2294    "cell_type": "markdown",
2295    "metadata": {
2296     "id": "pY4hPeATK9wZ"
2297    },
2298    "source": [
2299     "#### 3.2.2 Acquisition of weather data"
2300    ]
2301   },
2302   {
2303    "cell_type": "markdown",
2304    "metadata": {
2305     "id": "xhyjXqxVN6B2"
2306    },
2307    "source": [
2308     "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",
2309     "\n",
2310     "First try to read the data already extracted for this RAWS and staged for download."
2311    ]
2312   },
2313   {
2314    "cell_type": "code",
2315    "execution_count": 40,
2316    "metadata": {
2317     "id": "WlqJRP8Vc91o"
2318    },
2319    "outputs": [
2320     {
2321      "name": "stdout",
2322      "output_type": "stream",
2323      "text": [
2324       "File ‘rtma.json’ already there; not retrieving.\n",
2325       "\n",
2326       "loaded from  rtma.json\n",
2327       "\n"
2328      ]
2329     }
2330    ],
2331    "source": [
2332     "import json\n",
2333     "jfile = 'rtma.json'\n",
2334     "try:\n",
2335     "    ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
2336     "    j = json.load(open(jfile,'r'))\n",
2337     "    print('loaded from ',jfile)\n",
2338     "    if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n",
2339     "      print('lon lat doesnot agree, need to load original RTMA files')\n",
2340     "      read_rtma=True\n",
2341     "    else:\n",
2342     "      read_rtma=False\n",
2343     "except:\n",
2344     "    print(\"can't read\",jfile,', creating')\n",
2345     "    read_rtma=True\n",
2346     "\n",
2347     "print('')"
2348    ]
2349   },
2350   {
2351    "cell_type": "markdown",
2352    "metadata": {
2353     "id": "THI6gElyHOOc"
2354    },
2355    "source": [
2356     "Next, functions to get the files, open as grib, and interpolate to the station coordinates"
2357    ]
2358   },
2359   {
2360    "cell_type": "markdown",
2361    "metadata": {
2362     "id": "2iBNHQg5hPxB"
2363    },
2364    "source": [
2365     "####<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>"
2366    ]
2367   },
2368   {
2369    "cell_type": "code",
2370    "execution_count": 41,
2371    "metadata": {
2372     "id": "mxZABVDxt0gd"
2373    },
2374    "outputs": [],
2375    "source": [
2376     "# Set up environment to read RTMA gribs\n",
2377     "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n",
2378     "if read_rtma:\n",
2379     "  import subprocess,os\n",
2380     "  def load_rtma(path,file,reload=0):\n",
2381     "    url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n",
2382     "    if os.path.exists(file):\n",
2383     "      if reload:\n",
2384     "        print(file + ' already exists, removing')\n",
2385     "        os.remove(file)\n",
2386     "      else:\n",
2387     "        print(file + ' already exists, exiting')\n",
2388     "        # add checking size here\n",
2389     "        return 0\n",
2390     "    try:\n",
2391     "      ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n",
2392     "      if os.path.exists(file):\n",
2393     "        print('loaded ' + url + ' as ' + file)\n",
2394     "        return 0\n",
2395     "      else: \n",
2396     "        print('file transfer completed, but the file is missing? ' + url)  \n",
2397     "      return 1\n",
2398     "    except:\n",
2399     "      print('file transfer failed: ' + url)\n",
2400     "      return 2\n"
2401    ]
2402   },
2403   {
2404    "cell_type": "markdown",
2405    "metadata": {
2406     "id": "dQ-uJI2sy6I3"
2407    },
2408    "source": [
2409     "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."
2410    ]
2411   },
2412   {
2413    "cell_type": "code",
2414    "execution_count": 42,
2415    "metadata": {
2416     "id": "PL3gxK67AlBI"
2417    },
2418    "outputs": [],
2419    "source": [
2420     "if read_rtma:\n",
2421     "  def rtma_grib(t,var):\n",
2422     "    tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour)  # remote path on server\n",
2423     "    tstr  = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour)  # time string for local path\n",
2424     "    gribfile = os.path.join('data',tstr + var + '.grib')\n",
2425     "    remote = tpath + '/' + var + '.grib'\n",
2426     "    if load_rtma(remote,gribfile):\n",
2427     "        print('cannot load remote file',remote,'as',gribfile)\n",
2428     "        return []\n",
2429     "    else:\n",
2430     "        try:\n",
2431     "            gf=GribFile(gribfile)\n",
2432     "            v = np.array(gf[1].values())\n",
2433     "        except:\n",
2434     "            print('cannot read grib file',gribfile)\n",
2435     "            return []\n",
2436     "        print('loaded ',gribfile,' containing array shape ',v.shape)\n",
2437     "        return gf[1]   # grib message\n"
2438    ]
2439   },
2440   {
2441    "cell_type": "code",
2442    "execution_count": 43,
2443    "metadata": {
2444     "id": "OY1oTYKlfd17"
2445    },
2446    "outputs": [],
2447    "source": [
2448     "if read_rtma:\n",
2449     "    times = pd.date_range(start=time_start,end=time_end,freq='1H')\n",
2450     "    varnames=['temp','td','precipa']\n",
2451     "    j =    read_interp_rtma(varnames,times,obs_lat,obs_lon)      # temperature\n",
2452     "    for varname in varnames:\n",
2453     "        j[varname]=j[varname].tolist() \n",
2454     "    j['obs_lat']=obs_lat\n",
2455     "    j['obs_lon']=obs_lon\n",
2456     "    json.dump(j,open('rtma.json','w'),indent=4)\n",
2457     "    print('done')"
2458    ]
2459   },
2460   {
2461    "cell_type": "code",
2462    "execution_count": 44,
2463    "metadata": {
2464     "id": "ccp10kurAlBI"
2465    },
2466    "outputs": [],
2467    "source": [
2468     "from scipy.interpolate import LinearNDInterpolator, interpn\n",
2469     "from scipy.optimize import root\n",
2470     "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n",
2471     "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2472     "    interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n",
2473     "    return interp(lat,lon)\n",
2474     "def interp_to_lat_lon(lats,lons,v,lat,lon):\n",
2475     "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2476     "    points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float))  # uniform mesh\n",
2477     "    def res(ij):  # interpolation of lons lats on the uniform mesh, to noninteger coordinates   \n",
2478     "       return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n",
2479     "    # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n",
2480     "    result = root(res,(0,0)) # solve res(ij) = 0\n",
2481     "    if not result.success:\n",
2482     "        print(result.message)\n",
2483     "        exit(1)\n",
2484     "    return interpn(points,v,result.x) \n"
2485    ]
2486   },
2487   {
2488    "cell_type": "markdown",
2489    "metadata": {
2490     "id": "jvnpq6S5AlBI"
2491    },
2492    "source": [
2493     "The interpolation function needs to  be tested."
2494    ]
2495   },
2496   {
2497    "cell_type": "code",
2498    "execution_count": 45,
2499    "metadata": {
2500     "id": "NVMJBYI7AlBI"
2501    },
2502    "outputs": [],
2503    "source": [
2504     "def interp_to_lat_lon_test(lats,lons):\n",
2505     "    print('testing interp_to_lat_lon')\n",
2506     "    vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n",
2507     "    i, j = (1,2)\n",
2508     "    lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n",
2509     "    vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n",
2510     "    vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n",
2511     "    print(vi,vj,'should be about',i+0.5,j+0.5)\n",
2512     "    test_slow = 0\n",
2513     "    if test_slow:\n",
2514     "        print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n",
2515     "        vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n",
2516     "        print(vi_slow)\n",
2517     "        vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n",
2518     "        print(vj_slow)\n",
2519     "        \n",
2520     "#gf = rtma_grib(start_time,'temp')      #  read the first grib file and use it to test interpolation\n",
2521     "#lats, lons = gf.latlons()\n",
2522     "#interp_to_lat_lon_test(lats,lons)\n"
2523    ]
2524   },
2525   {
2526    "cell_type": "code",
2527    "execution_count": 46,
2528    "metadata": {
2529     "id": "vt-Mk8fIc91m"
2530    },
2531    "outputs": [],
2532    "source": [
2533     "#%debug\n"
2534    ]
2535   },
2536   {
2537    "cell_type": "markdown",
2538    "metadata": {
2539     "id": "LQbWB_3GAlBI"
2540    },
2541    "source": [
2542     "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates"
2543    ]
2544   },
2545   {
2546    "cell_type": "code",
2547    "execution_count": 47,
2548    "metadata": {
2549     "id": "b3JJH3XPAlBI"
2550    },
2551    "outputs": [],
2552    "source": [
2553     "if read_rtma:\n",
2554     "  import pandas as pd, json\n",
2555     "  def read_interp_rtma(varnames,times,lat,lon):\n",
2556     "    # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n",
2557     "    ntimes = len(times)\n",
2558     "    time_str = 'time_str'\n",
2559     "    j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n",
2560     "    for varname in varnames:\n",
2561     "        j[varname]=np.full(ntimes,np.nan)  # initialize array of nans as list\n",
2562     "    n=0\n",
2563     "    for t in times:\n",
2564     "        tim=t.strftime('%Y-%m-%d %H:%M')\n",
2565     "        should_be = j[time_str][n]\n",
2566     "        if tim != should_be:\n",
2567     "            print('n=',n,'time',tim,'expected',should_be)\n",
2568     "            raise 'Invalid time' \n",
2569     "        for varname in varnames:\n",
2570     "            gf = rtma_grib(t,varname)   # read and create grib object, download if needed\n",
2571     "            if gf:\n",
2572     "                lats,lons = gf.latlons()    # coordinates\n",
2573     "                v = gf.values()\n",
2574     "                vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n",
2575     "                print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n",
2576     "                j[varname][n] = vi\n",
2577     "            else:\n",
2578     "                print(varname,'at',t,' could not be loaded')\n",
2579     "        n = n+1\n",
2580     "    return j"
2581    ]
2582   },
2583   {
2584    "cell_type": "code",
2585    "execution_count": 48,
2586    "metadata": {
2587     "id": "bMpYIZT6c91o"
2588    },
2589    "outputs": [],
2590    "source": [
2591     "# %debug\n"
2592    ]
2593   },
2594   {
2595    "cell_type": "markdown",
2596    "metadata": {
2597     "id": "KVXBjGA0CiXr"
2598    },
2599    "source": [
2600     "#### 3.2.3 Preprocessing and visualization of the weather data"
2601    ]
2602   },
2603   {
2604    "cell_type": "code",
2605    "execution_count": 49,
2606    "metadata": {
2607     "id": "fNA3Vbo1c91o"
2608    },
2609    "outputs": [],
2610    "source": [
2611     "rtma = j\n",
2612     "td = np.array(rtma['td'])\n",
2613     "t2 = np.array(rtma['temp'])\n",
2614     "rain=np.array(rtma['precipa'])\n",
2615     "# compute relative humidity\n",
2616     "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n",
2617     "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",
2618     "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))"
2619    ]
2620   },
2621   {
2622    "cell_type": "code",
2623    "execution_count": 50,
2624    "metadata": {
2625     "id": "tZIK59bJAlBJ"
2626    },
2627    "outputs": [
2628     {
2629      "data": {
2630       "text/plain": [
2631        "<matplotlib.legend.Legend at 0x7f90007164d0>"
2632       ]
2633      },
2634      "execution_count": 50,
2635      "metadata": {},
2636      "output_type": "execute_result"
2637     },
2638     {
2639      "data": {
2640 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\n",
2641       "text/plain": [
2642        "<Figure size 1600x400 with 1 Axes>"
2643       ]
2644      },
2645      "metadata": {},
2646      "output_type": "display_data"
2647     }
2648    ],
2649    "source": [
2650     "%matplotlib inline\n",
2651     "plt.figure(figsize=(16,4))\n",
2652     "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n",
2653     "plt.title(station['STID'] + ' Temperature')\n",
2654     "plt.xlabel('Time (hours)') \n",
2655     "plt.ylabel('Temperature (K)')\n",
2656     "plt.legend()"
2657    ]
2658   },
2659   {
2660    "cell_type": "code",
2661    "execution_count": 51,
2662    "metadata": {
2663     "id": "LbyqcuXYAlBJ"
2664    },
2665    "outputs": [
2666     {
2667      "data": {
2668       "text/plain": [
2669        "<matplotlib.legend.Legend at 0x7f9000716b90>"
2670       ]
2671      },
2672      "execution_count": 51,
2673      "metadata": {},
2674      "output_type": "execute_result"
2675     },
2676     {
2677      "data": {
2678       "image/png": "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\n",
2679       "text/plain": [
2680        "<Figure size 1600x400 with 1 Axes>"
2681       ]
2682      },
2683      "metadata": {},
2684      "output_type": "display_data"
2685     }
2686    ],
2687    "source": [
2688     "%matplotlib inline\n",
2689     "plt.figure(figsize=(16,4))\n",
2690     "plt.plot(td,linestyle='-',c='k',label='Dew point')\n",
2691     "plt.title(station['STID'] + ' Dew point (K)')\n",
2692     "plt.xlabel('Time (hours)') \n",
2693     "plt.ylabel('Dew point (K)')\n",
2694     "plt.legend()"
2695    ]
2696   },
2697   {
2698    "cell_type": "code",
2699    "execution_count": 52,
2700    "metadata": {
2701     "id": "dfoOK2kSc91p"
2702    },
2703    "outputs": [
2704     {
2705      "data": {
2706       "text/plain": [
2707        "<matplotlib.legend.Legend at 0x7f90678c2c80>"
2708       ]
2709      },
2710      "execution_count": 52,
2711      "metadata": {},
2712      "output_type": "execute_result"
2713     },
2714     {
2715      "data": {
2716 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\n",
2717       "text/plain": [
2718        "<Figure size 1600x400 with 1 Axes>"
2719       ]
2720      },
2721      "metadata": {},
2722      "output_type": "display_data"
2723     }
2724    ],
2725    "source": [
2726     "%matplotlib inline\n",
2727     "plt.figure(figsize=(16,4))\n",
2728     "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n",
2729     "plt.title(station['STID'] + ' relative humidity')\n",
2730     "plt.xlabel('Time (hours)') \n",
2731     "plt.ylabel('Relative humidity (%)')\n",
2732     "plt.legend()"
2733    ]
2734   },
2735   {
2736    "cell_type": "code",
2737    "execution_count": 53,
2738    "metadata": {
2739     "id": "MWTJ5b2kc91p"
2740    },
2741    "outputs": [
2742     {
2743      "data": {
2744       "text/plain": [
2745        "<matplotlib.legend.Legend at 0x7f90679412d0>"
2746       ]
2747      },
2748      "execution_count": 53,
2749      "metadata": {},
2750      "output_type": "execute_result"
2751     },
2752     {
2753      "data": {
2754 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\n",
2755       "text/plain": [
2756        "<Figure size 1600x400 with 1 Axes>"
2757       ]
2758      },
2759      "metadata": {},
2760      "output_type": "display_data"
2761     }
2762    ],
2763    "source": [
2764     "%matplotlib inline\n",
2765     "plt.figure(figsize=(16,4))\n",
2766     "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n",
2767     "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n",
2768     "plt.title(station['STID'] + ' drying and wetting equilibria')\n",
2769     "plt.xlabel('Time (hours)') \n",
2770     "plt.ylabel('Fuel moisture contents (%)')\n",
2771     "plt.legend()"
2772    ]
2773   },
2774   {
2775    "cell_type": "markdown",
2776    "metadata": {
2777     "id": "jY3_eeBRc91p"
2778    },
2779    "source": [
2780     " "
2781    ]
2782   },
2783   {
2784    "cell_type": "code",
2785    "execution_count": 54,
2786    "metadata": {
2787     "id": "PQKSRvRSAlBJ"
2788    },
2789    "outputs": [
2790     {
2791      "data": {
2792       "text/plain": [
2793        "<matplotlib.legend.Legend at 0x7f9067918910>"
2794       ]
2795      },
2796      "execution_count": 54,
2797      "metadata": {},
2798      "output_type": "execute_result"
2799     },
2800     {
2801      "data": {
2802 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2803       "text/plain": [
2804        "<Figure size 1600x400 with 1 Axes>"
2805       ]
2806      },
2807      "metadata": {},
2808      "output_type": "display_data"
2809     }
2810    ],
2811    "source": [
2812     "%matplotlib inline\n",
2813     "plt.figure(figsize=(16,4))\n",
2814     "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2815     "plt.title(station['STID'] + ' Precipitation' )\n",
2816     "plt.xlabel('Time (hours)') \n",
2817     "plt.ylabel('Precipitation (mm/hour)')\n",
2818     "plt.legend()"
2819    ]
2820   },
2821   {
2822    "cell_type": "code",
2823    "execution_count": 55,
2824    "metadata": {
2825     "id": "Dwbt4UXfro5x"
2826    },
2827    "outputs": [
2828     {
2829      "name": "stdout",
2830      "output_type": "stream",
2831      "text": [
2832       "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2833       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2834       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2835       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2836       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2837       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2838       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2839       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2840       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2841       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2842       " 0.00000000e+00 0.00000000e+00            nan 9.99900000e+03\n",
2843       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2844       " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n",
2845       " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n",
2846       " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n",
2847       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2848       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2849       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2850       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2851       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2852       " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2853       " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n",
2854       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2855       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2856       " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n"
2857      ]
2858     }
2859    ],
2860    "source": [
2861     "print(rain[1900:2000])"
2862    ]
2863   },
2864   {
2865    "cell_type": "markdown",
2866    "metadata": {
2867     "id": "_yRu_7WvHc6P"
2868    },
2869    "source": [
2870     "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."
2871    ]
2872   },
2873   {
2874    "cell_type": "code",
2875    "execution_count": 56,
2876    "metadata": {
2877     "id": "XPYO_Iuvc91q"
2878    },
2879    "outputs": [],
2880    "source": [
2881     "rain[rain > 1000] = np.NaN"
2882    ]
2883   },
2884   {
2885    "cell_type": "code",
2886    "execution_count": 57,
2887    "metadata": {
2888     "id": "GYWTfbBBc91q",
2889     "scrolled": true
2890    },
2891    "outputs": [
2892     {
2893      "data": {
2894       "text/plain": [
2895        "<matplotlib.legend.Legend at 0x7f90307c3820>"
2896       ]
2897      },
2898      "execution_count": 57,
2899      "metadata": {},
2900      "output_type": "execute_result"
2901     },
2902     {
2903      "data": {
2904 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2905       "text/plain": [
2906        "<Figure size 1600x400 with 1 Axes>"
2907       ]
2908      },
2909      "metadata": {},
2910      "output_type": "display_data"
2911     }
2912    ],
2913    "source": [
2914     "%matplotlib inline\n",
2915     "plt.figure(figsize=(16,4))\n",
2916     "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2917     "plt.title(station['STID'] + ' Precipitation' )\n",
2918     "plt.xlabel('Time (hours)') \n",
2919     "plt.ylabel('Precipitation (mm/hour)')\n",
2920     "plt.legend()"
2921    ]
2922   },
2923   {
2924    "cell_type": "markdown",
2925    "metadata": {
2926     "id": "Q_L0R2Njc91q"
2927    },
2928    "source": [
2929     "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap."
2930    ]
2931   },
2932   {
2933    "cell_type": "code",
2934    "execution_count": 58,
2935    "metadata": {
2936     "id": "_tkU7UJic91q"
2937    },
2938    "outputs": [
2939     {
2940      "name": "stdout",
2941      "output_type": "stream",
2942      "text": [
2943       "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n",
2944       "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
2945       "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
2946       "(array([], dtype=int64),)\n"
2947      ]
2948     }
2949    ],
2950    "source": [
2951     "# fix isolated nans\n",
2952     "def fixnan(a,n):\n",
2953     "    for c in range(n):\n",
2954     "        for i in np.where(np.isnan(a)):\n",
2955     "            a[i]=0.5*(a[i-1]+a[i+1])\n",
2956     "        if not any(np.isnan(a)):\n",
2957     "            break\n",
2958     "    return a\n",
2959     "\n",
2960     "rain=fixnan(rain,2)\n",
2961     "t2=fixnan(t2,2)\n",
2962     "rh=fixnan(rh,2)\n",
2963     "obs_data=fixnan(obs_data,2)\n",
2964     "Ed=fixnan(Ed,2)\n",
2965     "Ew=fixnan(Ew,2)\n",
2966     "\n",
2967     "print(np.where(np.isnan(rain)))\n",
2968     "print(np.where(np.isnan(t2)))\n",
2969     "print(np.where(np.isnan(rh)))\n",
2970     "print(np.where(np.isnan(obs_data)))"
2971    ]
2972   },
2973   {
2974    "cell_type": "markdown",
2975    "metadata": {
2976     "id": "XqQYnyI9DIy1"
2977    },
2978    "source": [
2979     "## 4 Results"
2980    ]
2981   },
2982   {
2983    "cell_type": "markdown",
2984    "metadata": {
2985     "id": "2tIC_Tqnc91r"
2986    },
2987    "source": [
2988     "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
2989     "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n",
2990     "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",
2991     "In a real forecasting application, the model would be run from weather forecast rather than data."
2992    ]
2993   },
2994   {
2995    "cell_type": "code",
2996    "execution_count": 59,
2997    "metadata": {
2998     "id": "aXnSQM7wc91r"
2999    },
3000    "outputs": [],
3001    "source": [
3002     "# run KF on an initial data seqment\n",
3003     "import numpy as np\n",
3004     "import matplotlib.pyplot as plt \n",
3005     "\n",
3006     "hours=1200 # total simulation\n",
3007     "h2 = 300\n",
3008     "m = np.zeros(hours) # preallocate\n",
3009     "m[0]= obs_data[0]             # initial state  \n",
3010     "P = np.zeros(hours)\n",
3011     "P[0] = 1e-3 # background state variance\n",
3012     "H = np.array([1.])   # all oQ = np.array([0.02]) # process noise variancebserved\n",
3013     "Q = np.array([1e-3]) # process noise variance\n",
3014     "R = np.array([1e-3]) # data variance\n",
3015     "for t in range(hours-1):\n",
3016     "    # using lambda construction to pass additional arguments to the model \n",
3017     "    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",
3018     "        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",
3019     "                    d=obs_data[t],H=H,R=R)\n",
3020     "    else:  # just advance to next hour, no process noise\n",
3021     "        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)"
3022    ]
3023   },
3024   {
3025    "cell_type": "code",
3026    "execution_count": 60,
3027    "metadata": {
3028     "id": "peMi-OF3c91r",
3029     "scrolled": true
3030    },
3031    "outputs": [
3032     {
3033      "data": {
3034       "text/plain": [
3035        "<matplotlib.legend.Legend at 0x7f9051466050>"
3036       ]
3037      },
3038      "execution_count": 60,
3039      "metadata": {},
3040      "output_type": "execute_result"
3041     },
3042     {
3043      "data": {
3044       "image/png": "iVBORw0KGgoAAAANSUhEUgAABRsAAAGHCAYAAAAwUIWbAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1gUVxfA4d/SOzYQUBAUa8QWNXbA3qMmRmPsmsSS+GliiTH2lmjsscWeXoyaqLErdiN2E3tBxYqN3pnvj2EXlibI4iKe93n22d2ZOzNnlwVmz5x7r0ZRFAUhhBBCCCGEEEIIIYTIJRNjByCEEEIIIYQQQgghhCgYJNkohBBCCCGEEEIIIYQwCEk2CiGEEEIIIYQQQgghDEKSjUIIIYQQQgghhBBCCIOQZKMQQgghhBBCCCGEEMIgJNkohBBCCCGEEEIIIYQwCEk2CiGEEEIIIYQQQgghDEKSjUIIIYQQQgghhBBCCIOQZKMQQgghhBBCCCGEEMIgJNkohBBC5MLq1avRaDR6NycnJ/z8/Ni0aVO69hqNho8++ijd8vHjx6PRaBg4cCBJSUkAhIWFMXXqVGrWrImDgwOWlpZ4enrSt29fTpw4odt2woQJaDQaHj58mGGMlStXxs/PT2/Z3Llz6dSpE15eXmg0mnTrsxIQEIBGo2Ht2rV6y6OiomjVqhXm5uZ899132d4fpLyPQUFBOdouv/j111957bXXsLa2RqPRcOrUKd3PJTU/Pz+99zoqKooJEyYQEBCQJ3Fpf1Z5tf/8onfv3nh6ej6zXVxcHAMGDMDV1RVTU1OqVauW57EZ27Rp09iwYUOeHiOj39+ffvqJuXPnpmsbFBSERqPh66+/ztOYDCG3vz+5+bv2999/M2HChOc6rhBCCGFskmwUQgghDGDVqlUcPnyYQ4cO8e2332Jqakq7du3YuHFjltspisKQIUOYNGkSn332GYsXL8bExISrV69SvXp1vvzyS/z9/fn555/Zvn07EydO5P79+7z++uuEhoY+d7xLlizhxo0bNG7cGCcnp+fej1ZoaCjNmzdnz549rF27lp49e+Z6ny+LkJAQevToQZkyZdi6dSuHDx+mXLly9O/fn8OHD2e5bVRUFBMnTsyzZGCNGjU4fPgwNWrUyJP9v2wWL17M0qVLGTNmDAcOHOD77783dkh57kUkG9u0acPhw4dxdXXVLcss2Siy5++//2bixInGDkMIIYR4LmbGDkAIIYQoCCpXrkzNmjV1z1u2bEnhwoX5+eefadeuXYbbJCQk0LdvX77//ntmzpzJ8OHDAUhMTKRjx448fPiQw4cPU7lyZd02vr6+9OrViy1btmBubv7c8Z47dw4TExNd7Lnx4MEDWrRowdWrV9myZQv+/v652t/L5tKlS8THx9O9e3d8fX11y21sbChZsqRRYoqPj0ej0eDg4ECdOnWMEkN+9O+//2JtbZ1hdfHzio6Oxtra2mD7exk5OTkZ5KLF84qOjsbKyipdJbEQQgghjEMqG4UQQog8YGVlhYWFRaYJwZiYGN566y1++uknli9frks0AmzYsIGzZ88yevToTBOBrVq1wsbG5rnj0yYac+vGjRs0aNCA4OBgdu/enS7RuGPHDt58801KliyJlZUV3t7efPjhh5l2+U7Nz8+PypUrc/jwYerVq4e1tTWenp6sWrUKgM2bN1OjRg1sbGzw8fFh69atettfuXKFPn36ULZsWWxsbChRogTt2rXj7Nmzeu20XSV//vlnxowZg5ubGw4ODjRt2pSLFy9mGWPv3r1p0KABAF26dNHrkp5RN+rUgoKCdAmaiRMn6rrh9+7dW9fm8uXLdOvWDWdnZywtLalYsSILFy7MMP7vv/+eTz/9lBIlSmBpacmVK1cy7Abau3dv7OzsuHLlCq1bt8bOzg53d3c+/fRTYmNj9fYdHBzM22+/jb29PYUKFeK9994jMDAQjUbD6tWrs3xvQkJCGDRoEJUqVcLOzg5nZ2caN27M/v37070P2m61s2fPxsvLCzs7O+rWrcuRI0fS7Xf16tWUL19e935kt8u+RqNh+fLlREdH695r7WuIiYlh9OjReHl5YWFhQYkSJRg8eDBPnz7V24enpydt27Zl3bp1VK9eHSsrK1312b179/jwww8pWbIkFhYWeHl5MXHiRBISEvT2ERsby6RJk6hYsSJWVlYULVoUf39/Dh06pGuzcOFCGjVqhLOzM7a2tvj4+DBjxgzi4+P19nXy5Enatm2r+3y4ubnRpk0bgoODda85MjKSNWvW6F5zVkMm1KpVizZt2ugt8/HxQaPREBgYqFu2bt06NBqN7ncpbXdhPz8/Nm/ezI0bN/SGmEgrOz/vtLTH2r59O3379sXJyQkbGxvdZ/fXX3+lbt262NraYmdnR4sWLTh58qTePo4dO0bXrl3x9PTU/V159913uXHjxjOPn5kjR45Qv359rKyscHNzY/To0el+Xtr4mjdvjqurK9bW1lSsWJHPPvuMyMhIXZvevXvrfs9Tv3/a9ze7nw8hhBDCWKSyUQghhDCAxMREEhISUBSF+/fvM3PmTCIjI+nWrVu6tuHh4bRq1YpDhw7x66+/8tZbb+mt3759OwAdOnR4EaE/t/PnzzNs2DAA9u3bR8WKFdO1uXr1KnXr1qV///44OjoSFBTE7NmzadCgAWfPnn1mdea9e/fo06cPI0eOpGTJkixYsIC+ffty69Yt1q5dy+eff46joyOTJk2iQ4cOXLt2DTc3NwDu3LlD0aJF+fLLL3FycuLx48esWbOGN954g5MnT1K+fHm9Y33++efUr1+f5cuXExYWxqhRo2jXrh3nz5/H1NQ0w/jGjh1L7dq1GTx4MNOmTcPf3x8HB4dsvX+urq5s3bqVli1b0q9fP/r37w+gS0CeO3eOevXq4eHhwaxZs3BxcWHbtm0MGTKEhw8fMn78eL39jR49mrp167JkyRJMTExwdnbm3r17GR47Pj6e9u3b069fPz799FP27dvH5MmTcXR0ZNy4cQBERkbi7+/P48eP+eqrr/D29mbr1q106dIlW6/v8ePHgDoeqYuLCxEREaxfvx4/Pz927dqVLum1cOFCKlSooOt6O3bsWFq3bs3169dxdHQE1ERTnz59ePPNN5k1axahoaFMmDCB2NjYZybQDx8+zOTJk9mzZw+7d+8GoEyZMiiKQocOHdi1axejR4+mYcOGnDlzhvHjx3P48GEOHz6MpaWlbj8nTpzg/PnzfPHFF3h5eWFra8u9e/eoXbs2JiYmjBs3jjJlynD48GGmTJlCUFCQLkGekJBAq1at2L9/P0OHDqVx48YkJCRw5MgRbt68Sb169QD196Zbt2665Ofp06eZOnUqFy5cYOXKlbqfT7NmzfDy8mLhwoUUL16ce/fusWfPHsLDw3WvuXHjxvj7+zN27FiALD+fTZs25ZtvviE+Ph5zc3Pu37+vqwbdsWMHtWrVAmDnzp0UL14cHx+fDPezaNEiPvjgA65evcr69eszbJOdn3dW+vbtS5s2bfj++++JjIzE3NycadOm8cUXX9CnTx+++OIL4uLimDlzJg0bNuTo0aNUqlQJUBPc5cuXp2vXrhQpUoS7d++yePFiatWqxblz5yhWrNgzj5/auXPnaNKkCZ6enqxevRobGxsWLVrETz/9lK7t5cuXad26NUOHDsXW1pYLFy7w1VdfcfToUd3ncuzYsURGRrJ27Vq9oRi03dSz8/kQQgghjEoRQgghxHNbtWqVAqS7WVpaKosWLUrXPnWbb7/9NsN9tmzZUgGUmJiYbMUwfvx4BVBCQkIyXP/aa68pvr6+mW7/rPVp7dmzR/caTE1NlXPnzmVru6SkJCU+Pl65ceOGAih//vmnbp32fbx+/bpuma+vrwIox44d0y179OiRYmpqqlhbWyu3b9/WLT916pQCKPPnz8/0+AkJCUpcXJxStmxZZdiwYeleT+vWrfXa//bbbwqgHD58OMvXpd3+999/11uu/bmk5uvrq/deh4SEKIAyfvz4dPtt0aKFUrJkSSU0NFRv+UcffaRYWVkpjx8/1jt+o0aNMo1tz549umW9evVSAOW3337Ta9u6dWulfPnyuucLFy5UAGXLli167T788EMFUFatWpXueFlJSEhQ4uPjlSZNmigdO3bULb9+/boCKD4+PkpCQoJu+dGjRxVA+fnnnxVFUZTExETFzc1NqVGjhpKUlKRrFxQUpJibmyulSpV6Zgy9evVSbG1t9ZZt3bpVAZQZM2boLf/111/T/Z6WKlVKMTU1VS5evKjX9sMPP1Ts7OyUGzdu6C3/+uuvFUD577//FEVRlO+++04BlGXLlj0zVq3ExEQlPj5e+e677xRTU1Pdz/3YsWMKoGzYsCHL7W1tbZVevXpl61g7d+5UAGXfvn2KoijKDz/8oNjb2yuDBg1S/P39de3Kli2rdOvWTfc8o9/fNm3aZPgzye7POzPaY/Xs2VNv+c2bNxUzMzPl448/1lseHh6uuLi4KO+8806m+0xISFAiIiIUW1tbZd68ebrlGf3+ZKRLly6KtbW1cu/ePb19VqhQId37kpr2b+LevXsVQDl9+rRu3eDBg9P9/chIZp8PIYQQwpikG7UQQghhAN999x2BgYEEBgayZcsWevXqxeDBg/nmm2/StW3YsCGFChVi4sSJXLlyxQjRGkbbtm1JSkpi8ODBREVFZdjmwYMHDBgwAHd3d8zMzDA3N6dUqVKAWhn5LK6urrz++uu650WKFMHZ2Zlq1arpKhgBXVVl6m6QCQkJTJs2jUqVKmFhYYGZmRkWFhZcvnw5w2O3b99e73mVKlXS7fNFiYmJYdeuXXTs2BEbGxsSEhJ0t9atWxMTE5Ouy2naCtmsaDSadGOJVqlSRe+17t27F3t7e1q2bKnX7t133832cZYsWUKNGjWwsrLS/fx37dqV4fvfpk0bvQrStO//xYsXuXPnDt26ddPrkluqVCldReDz0FaTpe6+DtC5c2dsbW3ZtWuX3vIqVapQrlw5vWWbNm3C398fNzc3vZ9Vq1atAPW9BNiyZQtWVlb07ds3y5hOnjxJ+/btKVq0KKamppibm9OzZ08SExO5dOkSAN7e3hQuXJhRo0axZMkSzp0799zvgZa2G/DOnTsBdRgEPz8/WrZsyaFDh4iKiuLWrVtcvnyZpk2b5upYz/p5P0vaz/u2bdtISEigZ8+eej8DKysrfH199YYSiIiIYNSoUXh7e2NmZoaZmRl2dnZERkZm6+9SWnv27KFJkyYUL15ct8zU1DTDKuBr167RrVs3XFxcdD9b7Viv2T12dj4fQgghhDFJslEIIYQwgIoVK1KzZk1q1qxJy5YtWbp0Kc2bN2fkyJHpxn2rUqUKO3fuJCoqCl9f33RfDj08PAC4fv16to5tZqaOipKYmJjh+oSEhFxNJpOZXr16sWzZMgICAmjTpo3emGMASUlJNG/enHXr1jFy5Eh27drF0aNHdUmy6OjoZx6jSJEi6ZZZWFikW25hYQGoSTqtTz75hLFjx9KhQwc2btzIP//8Q2BgIFWrVs3w2EWLFtV7ru06m504De3Ro0ckJCSwYMECzM3N9W6tW7cGSDfuZeqZgJ/FxsYGKysrvWWWlpZ679+jR4/0kidaGS3LyOzZsxk4cCBvvPEGf/zxB0eOHCEwMJCWLVs+1/v/6NEjAFxcXNJtm9Gy7Hr06BFmZmbpJjjRaDS4uLjojquV0ft8//59Nm7cmO5n9dprrwEpP6uQkBDc3Nyy7PJ98+ZNGjZsyO3bt5k3bx779+8nMDBQN4af9v1wdHRk7969VKtWjc8//5zXXnsNNzc3xo8f/9xj91lZWVG/fn1dsnHXrl00a9YMPz8/EhMT2b9/Pzt27ADIdbIxt79vaX8O9+/fB9RxJ9P+HH799Ve935du3brxzTff0L9/f7Zt28bRo0cJDAzEycnpuX7fHz16lK3PZUREBA0bNuSff/5hypQpBAQEEBgYyLp164Dsvfbsfj6EEEIIY5IxG4UQQog8UqVKFbZt28alS5eoXbu23rrXX3+dnTt30qxZM/z9/dm9e7duDMEWLVrw7bffsmHDBj777LNnHkeb/Ll9+3a6RJCiKNy9e1dvpmxD6tevHyYmJvTv35/WrVvz999/Y2trC6gz/54+fZrVq1fTq1cv3TYvqprzhx9+oGfPnkybNk1v+cOHDylUqNALieF5FS5cGFNTU3r06MHgwYMzbOPl5aX33NAz8RYtWpSjR4+mW57ZOJBp/fDDD/j5+bF48WK95drxBJ8nnsyOn92YMttvQkICISEheglHRVG4d++ebpxCrYze52LFilGlShWmTp2a4TG0VbhOTk4cOHCApKSkTBOOGzZsIDIyknXr1umqgAFOnTqVrq2Pjw+//PILiqJw5swZVq9ezaRJk7C2ts7W346MNGnShHHjxnH06FGCg4Np1qwZ9vb21KpVix07dnDnzh3KlSuHu7v7c+3fUNL+HLTjLK5du1bvfUsrNDSUTZs2MX78eL33KDY2VjfOaE4VLVo0W5/L3bt3c+fOHQICAvRmrk97QSorOfl8CCGEEMYilY1CCCFEHtF++UtbMaVVo0YNdu3aRWxsLP7+/ly4cAGAN998Ex8fH6ZPn86///6b4bbbtm3TdV1u3LgxGo2GX3/9NV27rVu3EhYWlusqpKz06dOHFStWcODAAVq1akVERASQkgxIPbkGwNKlS/MsltQ0Gk26Y2/evJnbt2+/kONnR2bVXDY2Nvj7+3Py5EmqVKmiq5pNfUtbGWZovr6+hIeHs2XLFr3lv/zyS7a2z+j9P3PmjN6EFzlRvnx5XF1d+fnnn1EURbf8xo0bejM551STJk0ANTma2h9//EFkZKRufVbatm3Lv//+S5kyZTL8WWmTja1atSImJibLmbwz+r1RFIVly5ZluU3VqlWZM2cOhQoV4sSJE7p1lpaWOap2a9q0KQkJCYwdO5aSJUtSoUIF3fKdO3eye/fubP09yelxc6tFixaYmZlx9erVDH8G2gsuGo0GRVHSfTaXL1+eaXX4s/j7+7Nr1y5ddSWoleZp/ybn5G9iZn8bnufzIYQQQrxoUtkohBBCGMC///5LQkICoHapW7duHTt27KBjx47pKtBSq1atGrt27aJJkya6CseKFSuyfv16mjdvTt26dRk4cCD+/v7Y2tpy48YN1q5dy8aNG3ny5Amgzqj70UcfMXPmTJ4+fUrr1q2xtrYmMDCQL7/8kpo1a6abFfvYsWMEBQUBEBYWhqIorF27FlC7IWZVGZSR3r17Y2JiQp8+fWjVqhVbtmyhQoUKlClThs8++wxFUShSpAgbN27UdcPMa23btmX16tVUqFCBKlWqcPz4cWbOnEnJkiVfyPGzw97enlKlSvHnn3/SpEkTihQpQrFixfD09GTevHk0aNCAhg0bMnDgQDw9PQkPD+fKlSts3LhRN9ZgXunVqxdz5syhe/fuTJkyBW9vb7Zs2cK2bdsAnjn7c9u2bZk8eTLjx4/H19eXixcvMmnSJLy8vHS/KzlhYmLC5MmT6d+/Px07duT999/n6dOnTJgwIVfdqJs1a0aLFi0YNWoUYWFh1K9fXzcbdfXq1enRo8cz9zFp0iR27NhBvXr1GDJkCOXLlycmJoagoCD+/vtvlixZQsmSJXn33XdZtWoVAwYM4OLFi/j7+5OUlMQ///xDxYoV6dq1K82aNcPCwoJ3332XkSNHEhMTw+LFi3W/71qbNm1i0aJFdOjQgdKlS6MoCuvWrePp06c0a9ZM187Hx4eAgAA2btyIq6sr9vb26WZiT+3111+ncOHCbN++nT59+uiWN23alMmTJ+seP4uPjw/r1q1j8eLFvP7665iYmORZhTWAp6cnkyZNYsyYMVy7do2WLVtSuHBh7t+/z9GjR7G1tWXixIk4ODjQqFEjZs6cqftd27t3LytWrHjuiucvvviCv/76i8aNGzNu3DhsbGxYuHBhuqEl6tWrR+HChRkwYADjx4/H3NycH3/8kdOnT6fbp3am76+++opWrVphampKlSpVsv35EEIIIYzKWDPTCCGEEAVBRrNROzo6KtWqVVNmz56dbkZpQBk8eHC6/Zw+fVopVqyYUrx4cd3MtU+fPlUmT56s1KhRQ7Gzs1PMzc0VDw8PpXv37srBgwf1tk9KSlIWL16s1KxZU7GxsVEsLCyUsmXLKqNGjVLCw8PTHU87I3FGt2fNMpzZ7MuKoijff/+9YmpqqtSrV08JCwtTzp07pzRr1kyxt7dXChcurHTu3Fm5efNmuhmYM5uN+rXXXkt3jFKlSilt2rRJtzzte/vkyROlX79+irOzs2JjY6M0aNBA2b9/f7oZoTN7PdpZc5/3/cjObNSKos4AXL16dcXS0lIB9GYOvn79utK3b1+lRIkSirm5ueLk5KTUq1dPmTJlyjOPn3pd2tmo087InFm8N2/eVDp16qTY2dkp9vb2yltvvaX8/fff6WYTz0hsbKwyfPhwpUSJEoqVlZVSo0YNZcOGDUqvXr30ZinWvs8zZ85Mt4+0nxNFUZTly5crZcuWVSwsLJRy5copK1euTLfPzGT22qOjo5VRo0YppUqVUszNzRVXV1dl4MCBypMnT/TaZfbZUxR1ZvEhQ4YoXl5eirm5uVKkSBHl9ddfV8aMGaNEREToHWvcuHG611C0aFGlcePGyqFDh3RtNm7cqFStWlWxsrJSSpQooYwYMULZsmWL3s/ywoULyrvvvquUKVNGsba2VhwdHZXatWsrq1ev1ovr1KlTSv369RUbGxsFyNbM8x07dlQA5ccff9Qti4uLU2xtbRUTE5N070tGv7+PHz9W3n77baVQoUKKRqPRfbZy+vNOS3uswMDADNdv2LBB8ff3VxwcHBRLS0ulVKlSyttvv63s3LlT1yY4OFh56623lMKFCyv29vZKy5YtlX///VcpVaqU3u9fdmejVhRFOXjwoFKnTh3F0tJScXFxUUaMGKF8++236d6XQ4cOKXXr1lVsbGwUJycnpX///sqJEyfS/a2JjY1V+vfvrzg5OeneP+1+svP5EEIIIYxJoyip+qEIIYQQQgiRhWnTpvHFF19w8+bNfFUlKoQQQggh8gfpRi2EEEIIITL0zTffAFChQgXi4+PZvXs38+fPp3v37pJoFEIIIYQQGZJkoxBCCCGEyJCNjQ1z5swhKCiI2NhYPDw8GDVqFF988YWxQxNCCCGEEPmUdKMWQgghhBBCCCGEEEIYRNbTCAohhBBCCCGEEEIIIUQ2SbJRCCGEEEIIIYQQQghhEJJsFEIIIYQQQgghhBBCGESBnyAmKSmJO3fuYG9vj0ajMXY4QgghhBBCCCGEEEK8VBRFITw8HDc3N0xMsq5dLPDJxjt37uDu7m7sMIQQQgghhBBCCCGEeKndunWLkiVLZtmmwCcb7e3tAfXNcHBwMHI0QgghhBBCCCGEEEK8XMLCwnB3d9fl2bJS4JON2q7TDg4OkmwUQgghhBBCCCGEEOI5ZWeIQpkgRgghhBBCCCGEEEIIYRCSbBRCCCGEEEIIIYQQQhiEJBuFEEIIIYQQQgghhBAGUeDHbBRCCCGEeB6JiYnEx8cbOwwh8oSpqSlmZmbZGndJCCGEECInJNkohBBCCJFGREQEwcHBKIpi7FCEyDM2Nja4urpiYWFh7FCEEEIIUYBIslEIIYQQIpXExESCg4OxsbHByclJKr9EgaMoCnFxcYSEhHD9+nXKli2LiYmMriSEEEIIw5BkoxBCCCFEKvHx8SiKgpOTE9bW1sYOR4g8YW1tjbm5OTdu3CAuLg4rKytjhySEEEKIAkIuYQohhBBCZEAqGkVBJ9WMQgghhMgLcoYhhBBCCCGEEEIIIYQwCEk2CiGEEEIIIYQQIu/ExcHhw5CQYOxIhBAvgCQbhRBCCCFEtmg0GjZs2GDsMAzGz8+PoUOH6p57enoyd+5c3fPUrzcoKAiNRsOpU6dyfJwJEyZQrVq1XMUqhBAvtUGDoF49GD/e2JEIIV4ASTYKIYQQQhQAvXv3RqPRoNFoMDc3p3jx4jRr1oyVK1eSlJRkkGPcvXuXVq1aGWRfWdG+jrS3X375xaDHWbduHZMnT850vaFe7/Dhw9m1a1eu9yOEEC+tFSvU+2nTjBuHEOKFkNmohRBCCCEKiJYtW7Jq1SoSExO5f/8+W7du5X//+x9r167lr7/+wsws41O/+Ph4zM3Nn7l/FxcXQ4ecqVWrVtGyZUu9ZYUKFTLoMYoUKZLl+ty+XkVRSExMxM7ODjs7u1ztSwghhBDiZSGVjUIIIYQQ2REZmfktJib7baOjs9f2OVhaWuLi4kKJEiWoUaMGn3/+OX/++Sdbtmxh9erVunYajYYlS5bw5ptvYmtry5QpU/D29ubrr7/W29+///6LiYkJV69e1W2XtlvxunXr8Pf3x8bGhqpVq3L48GG9fSxbtgx3d3dsbGzo2LEjs2fPzlbSsFChQri4uOjdrKysdOtXr16Nh4eHbr+zZs3S22/v3r3p0KGD3j6HDh2Kn5+f7nnabtRpZdRt/MKFC9SrVw8rKytee+01AgICdOsCAgLQaDRs27aNmjVrYmlpyf79+9N1o87ouB06dKB37966556enkyZMoWePXtiZ2dHqVKl+PPPPwkJCeHNN9/Ezs4OHx8fjh07lmn8QgghhBDGIMlGIYQQQojssLPL/PbWW/ptnZ0zb5u2W66nZ8btDKRx48ZUrVqVdevW6S0fP348b775JmfPnqVv37707duXVatW6bVZuXIlDRs2pEyZMpnuf8yYMQwfPpxTp05Rrlw53n33XRKSJwA4ePAgAwYM4H//+x+nTp2iWbNmTJ06Ndev6Z9//qFv374MGjSIU6dO4e/vz5QpU3K93+wYMWIEn376KSdPnqRevXq0b9+eR48e6bUZOXIk06dP5/z581SpUuW5jzVnzhzq16/PyZMnadOmDT169KBnz550796dEydO4O3tTc+ePVEUJbcvSwgh8tYzKsmFEAWLJBuFEEIIIQq4ChUqEBQUpLesW7du9O3bl9KlS1OqVCn69OnDxYsXOXr0KKB2rf7hhx/o27dvlvsePnw4bdq0oVy5ckycOJEbN25w5coVABYsWECrVq0YPnw45cqVY9CgQdkeA/Hdd9/VdT/W3q5duwbAvHnzaNGiBZ999hnlypVjyJAhtGjRIofvyvP56KOPeOutt6hYsSKLFy/G0dGRFdqxyJJNmjSJZs2aUaZMGYoWLfrcx2rdujUffvghZcuWZdy4cYSHh1OrVi06d+5MuXLlGDVqFOfPn+f+/fu5fVlCCJG3JNkoxCtFxmwUQgghhMiOiIjM15ma6j9/8CDztiZprvWmSQLmBUVR0Gg0estq1qyp99zV1ZU2bdqwcuVKateuzaZNm4iJiaFz585Z7jt15Z6rqysADx48oEKFCly8eJGOHTvqtdfu+1nmzJlD06ZN9Za5u7sDcP78+XT7rVu3Llu3bn3mfnOrbt26usdmZmbUrFmT8+fP67VJ+94+r9TvbfHixQHw8fFJt+zBgwcvdDxNIYTIsdTJRkWBNP+ThBAFiyQbhRBCCCGyw9bW+G2f0/nz5/Hy8kpz2PTH7d+/Pz169GDOnDmsWrWKLl26YGNjk+W+U08so01oame/zijJmd0uvy4uLnh7e2e4Ljv7MDExSdcuPj4+W8fOqbSvMaP3NrXsxpbRe5vV+y2EEPlW6mRjRATY2xsvFiFEnpNu1EIIIYQQBdju3bs5e/Ysb6UdVzIDrVu3xtbWlsWLF7Nly5ZndqF+lgoVKui6ZWsZYkKTSpUqceTIEb1laZ87OTlx9+5dvWWnTp3K9bFTHychIYHjx49ToUKFHO0jbWyJiYn8+++/uY5NCCHyLUvLlMchIcaLQwjxQkhloxBCCCFEAREbG8u9e/dITEzk/v37bN26lenTp9O2bVt69uz5zO1NTU3p3bs3o0ePxtvbW6/L8PP4+OOPadSoEbNnz6Zdu3bs3r2bLVu2pKsEzMjTp0+5d++e3jJ7e3tsbW0ZMmQI9erVY8aMGXTo0IHt27en60LduHFjZs6cyXfffUfdunX54Ycf+Pfff6levXquXtPChQspW7YsFStWZM6cOTx58iTHSdnGjRvzySefsHnzZsqUKcOcOXN4+vRpruISQoh8LTEx5XFICJQubbxYhBB5TiobhRBCCCEKiK1bt+Lq6oqnpyctW7Zkz549zJ8/nz///BPTtONKZqJfv37ExcXluqoRoH79+ixZsoTZs2dTtWpVtm7dyrBhw7Cysnrmtn369MHV1VXvtmDBAgDq1KnD8uXLWbBgAdWqVWP79u188cUXetu3aNGCsWPHMnLkSGrVqkV4eHi2Eq7P8uWXX/LVV19RtWpV9u/fz59//kmxYsVytI++ffvSq1cvevbsia+vL15eXvj7++c6NiGEyLfSJhuFEAWaRsnuwDkvqbCwMBwdHQkNDcXBwcHY4QghhBAin4uJieH69et4eXllKylW0Bw8eBA/Pz+Cg4N1E5AY0vvvv8+FCxfYv3+/Qfe7evVqhg4dKhWCOfCqf9aFEC9Qixawfbv6eOVK6NPHuPEIIXIsJ/k16UYthBBCCCGIjY3l1q1bjB07lnfeecdgicavv/6aZs2aYWtry5YtW1izZg2LFi0yyL6FEEK8JFJXNqYZIkMIUfBIN2ohhBBCCMHPP/9M+fLlCQ0NZcaMGQbb79GjR2nWrBk+Pj4sWbKE+fPn079/f4PtXwghxEsgdbLxzh3jxSGEeCGkG7UQQgghRCrStVS8KuSzLoR4YRo1Au3wGR07wrp1xo1HCJFjOcmvSWWjEEIIIYQQQggh8o5UNgrxSpFkoxBCCCGEEEIIIfJO6mTj7dvGi0MI8UJIslEIIYQQQgghhBB5J3Wy8e5d/edCiALHqMnG6dOnU6tWLezt7XF2dqZDhw5cvHhRr42iKEyYMAE3Nzesra3x8/Pjv//+M1LEQgghhBBCCCGEyJHUycXERAgJMV4sQog8Z9Rk4969exk8eDBHjhxhx44dJCQk0Lx5cyIjI3VtZsyYwezZs/nmm28IDAzExcWFZs2aER4ebsTIhRBCCCGEEEIIkS1pKxmlK7UQBZqZMQ++detWveerVq3C2dmZ48eP06hRIxRFYe7cuYwZM4ZOnToBsGbNGooXL85PP/3Ehx9+aIywhRBCCCGEEEIIkV1pk4137sDrrxsnFiFEnstXYzaGhoYCUKRIEQCuX7/OvXv3aN68ua6NpaUlvr6+HDp0KMN9xMbGEhYWpncTQgghhBB5a/Xq1RQqVMjYYRhMUFAQGo2GU6dOARAQEIBGo+Hp06dA+tc7YcIEqlWr9lzH8vT0ZO7cubmKVwgh8jVtstHZWb0/f954sQgh8ly+STYqisInn3xCgwYNqFy5MgD37t0DoHjx4nptixcvrluX1vTp03F0dNTd3N3d8zZwIYQQQggjW7JkCfb29iQkJOiWRUREYG5uTsOGDfXa7t+/H41Gw6VLl56538wSiBklx7p06ZKtfebW6tWr0Wg06W5WVlYGPY67uzt3797VnZemZcjXGxgYyAcffGCQfQkhRL6kTTbWqaPe//OP8WIRQuS5fJNs/Oijjzhz5gw///xzunUajUbvuaIo6ZZpjR49mtDQUN3t1q1beRKvEEIIIUR+4e/vT0REBMeOHdMt279/Py4uLgQGBhIVFaVbHhAQgJubG+XKlTNoDNbW1jhrK1bymIODA3fv3tW73bhxw6DHMDU1xcXFBTOzjEcdMsTrjYuLA8DJyQkbG5tc7UsIIfI1bbKxfn31/vBhUBTjxSOEyFP5Itn48ccf89dff7Fnzx5KliypW+7i4gKQrorxwYMH6aodtSwtLXFwcNC7CSGEEELkVmRk5reYmOy3jY7OXtucKF++PG5ubgQEBOiWBQQE8Oabb1KmTBm94WcCAgLw9/cH1GTXyJEjKVGiBLa2trzxxhu6fQQEBNCnTx9CQ0N11YMTJkzAz8+PGzduMGzYMN1yyLxb8ffff4+npyeOjo507dpVb5K/8PBw3nvvPWxtbXF1dWXOnDn4+fkxdOjQLF+vRqPBxcVF75b63DAyMpKePXtiZ2eHq6srs2bNSrdfjUbDhg0b9PZbqFAhVq9eDaTvRp1WZlWfS5cuxd3dHRsbGzp37qzrdg3Qu3dvOnTowPTp0/USvqkrRTM67tOnT9FoNHo/G41Gw7Zt26hevTrW1tY0btyYBw8esGXLFipWrIiDgwPvvvuuXqJZCCGMRptsrF0bTE3h7l0IDjZuTEKIPGPUZKOiKHz00UesW7eO3bt34+Xlpbfey8sLFxcXduzYoVsWFxfH3r17qVev3osOVwghhBCvMDu7zG9vvaXf1tk587atWum39fTMuF1O+fn5sWfPHt3zPXv24Ofnh6+vr255XFwchw8f1iUb+/Tpw8GDB/nll184c+YMnTt3pmXLlly+fJl69eoxd+5cvSrC4cOHs27dOkqWLMmkSZN0yzNz9epVNmzYwKZNm9i0aRN79+7lyy+/1K3/5JNPOHjwIH/99Rc7duxg//79nDhxIucvPo0RI0awZ88e1q9fz/bt2wkICOD48eO53u+zXLlyhd9++42NGzeydetWTp06xeDBg/Xa7Nq1i/Pnz7Njxw42bdqUq+NNmDCBb775hkOHDnHr1i3eeecd5s6dy08//cTmzZvZsWMHCxYsyNUxhBDCILTJRnt7qFpVfXzggPHiEULkKaPORj148GB++ukn/vzzT+zt7XUVjI6OjlhbW6PRaBg6dCjTpk2jbNmylC1blmnTpmFjY0O3bt2MGboQQgghRL7i5+fHsGHDSEhIIDo6mpMnT9KoUSMSExOZP38+AEeOHCE6Ohp/f3+uXr3Kzz//THBwMG5ubgAMHz6crVu3smrVKqZNm4ajo6OuijA1U1NT7O3t0y1PKykpidWrV2Nvbw9Ajx492LVrF1OnTiU8PJw1a9bw008/0aRJEwBWrVqliyUroaGh2KXJyNarV4/t27cTERHBihUr+O6772jWrBkAa9as0es9k1diYmL0jrVgwQLatGnDrFmzdO+Vra0ty5cvx8LCItfHmzJlCvWTuyT269eP0aNHc/XqVUqXLg3A22+/zZ49exg1alSujyWEELmiTTaamoK/P5w4ATt3wrvvGjcuIUSeMGqycfHixYB6cpzaqlWr6N27NwAjR44kOjqaQYMG8eTJE9544w22b9+uO2kVQgghhHgRIiIyX2dqqv/8wYPM25qk6VcSFPTcIenx9/cnMjKSwMBAnjx5Qrly5XB2dsbX15cePXoQGRlJQEAAHh4elC5dmt9//x1FUdKN3RgbG0vRokUNEpOnp6feOZurqysPkt+ca9euER8fT+3atXXrHR0dKV++/DP3a29vn64C0traGlCrKePi4qhbt65uXZEiRbK139zy8PDQS2rWrVuXpKQkLl68qEs2+vj4GCTRCFClShXd4+LFi2NjY6NLNGqXHT161CDHEkKIXEmdbGzWDGbNgh071HEbM5mPQQjx8jJqslHJxoCw2vGBJkyYkPcBCSGEEEJkwtbW+G2z4u3tTcmSJdmzZw9PnjzB19cXUMfA9vLy4uDBg+zZs4fGjRsDatWhqakpx48fxzRNtjRt1eDzMjc313uu0WhISkoCUs4DM5oI8FlMTEzw9vbOcF12ttceN23b+Pj4bG2bXdrXlvo12j7jB26SnI1OHVtmcaV+fzUaTZbvtxBCGMuTJ08onDrZ2LAhioUFmlu34OJFqFDBuAEKIQwuX0wQI4QQQgghcs/f35+AgAACAgL0eo74+vqybds2jhw5ohuvsXr16iQmJvLgwQO8vb31btoqPAsLCxK1XxBTyWx5TpQpUwZzc3O9yruwsDAuX76cq/16e3tjbm7OkSNHdMuePHnCpUuX9No5OTnpjTd5+fLlXE+mcvPmTe7cuaN7fvjwYUxMTHI087eTkxOAXmyZTVIjhBD53YYNGyhSpAjR2pnPTE3BxoYzxYoB8GTePBRFYfHixUyfPp2IrLoRCCFeGkatbBRCCCGEEIbj7+/P4MGDiY+P11U2gppsHDhwIDExMbpkY7ly5Xjvvffo2bMns2bNonr16jx8+JDdu3fj4+ND69at8fT0JCIigl27dlG1alVsbGywsbHB09OTffv20bVrVywtLSmW/KUxJ+zt7enVqxcjRoygSJEiODs7M378eExMTNJVO6alKIpurO/UnJ2dsbOzo1+/fowYMYKiRYtSvHhxxowZo6sY1GrcuDHffPMNderUISkpiVGjRqWrDMwpKysrevXqxddff01YWBhDhgzhnXfeeebYlqlZW1tTp04dvvzySzw9PXn48CFffPFFruISQghjGT58OAAJMTHqguRK+h+trakKWP30E994ezMkud0777xjsOp6IYTxSGWjEEIIIUQB4e/vT3R0NN7e3hQvXly33NfXl/DwcMqUKYO7u7tu+apVq+jZsyeffvop5cuXp3379vzzzz+6NvXq1WPAgAF06dIFJycnZsyYAcCkSZMICgqiTJkyukq85zF79mzq1q1L27Ztadq0KfXr16dixYpYWVlluV1YWBiurq7pbtrxIGfOnEmjRo1o3749TZs2pUGDBrz++ut6+5g1axbu7u40atSIbt26MXz4cGxsbJ77tYBaVdmpUydat25N8+bNqVy5MosWLcrxflauXEl8fDw1a9bkf//7H1OmTMlVXEIIYSyXL19GURTsk8fV1SYbb1SpQoiJCdZhYWxJTjT27dsXS0tLY4UqhDAgjZLdgW1eUmFhYTg6OhIaGoqDg4OxwxFCCCFEPhcTE8P169fx8vJ6ZtJLGFZkZCQlSpRg1qxZ9OvXz6D79vPzo1q1asydO9eg+32ZyWddCPHCWFpCXBzcuAEeHuqywYNh0SJ2eXnxfaNGrF692qghCiGylpP8mnSjFkIIIYQQRnHy5EkuXLhA7dq1CQ0NZdKkSQC8+eabRo5MCCGEQaWaICYpKYmePXvy+tOnDAOahIfTZPlyo4YnhDAs6UYthBBCCCGM5uuvv6Zq1ao0bdqUyMhI9u/f/1xjQAohhMh/vv32W3Uc3lTJxqioKH788UdGbt6MUrgwPHwI//xj3ECFEAYlyUYhhBBCCGEU1atX5/jx40RERPD48WN27NiBj49PnhwrICBAulALIcQLtnfvXvSm/DI1xdTUlPbt25MAnHF1BWDbsGE4ODgwa9YsY4QphDAwSTYKIYQQQgghhBDC4Lp160bNatVSFpiaYm1tTffu3QH4+tw5AFxPniQ8PJynT5+++CCFEAYnyUYhhBBCCCGEEEIYXJs2bTh6+HDKguTZqGvWrMmiRYvYBiQBVRISuLp/PyNGjDBKnEIIw5JkoxBCCCGEEEIIIfKGdrxG0I3ZaGZmxrvvvsvpO3eIeu01AEpfuvTMGW6FEC8HSTYKIYQQQgghhBDC4O7evcuZkydTFpiasn//fjw8PPD398fV1RW7t99W123ZYpwghRAGJ8lGIYQQQgghhBBCGFy7du3wbdgwZYGpKbGxsVhYWHD37l2OHDlCXNOmAMRu2sSPq1YZKVIhhCFJslEIIYQQQgghhBAGp9FoME29IHkm6tjYWO7fv0/dunU5BsQWLYplTAwHJ040UqRCCEOSZKMQQgghhMg3PD09mTt3rrHDEEKIFyImJgYHBweKFCnCw4cPjR2OwQUGBhJy927KApOUFETTpk2xtrbG2cWF6JYtAehjZ/eiQxRC5AFJNgohhBBCFAC9e/dGo9Gg0WgwMzPDw8ODgQMH8uTJk3Rto6OjKVy4MEWKFCE6Olq3fMmSJdjb25OQkKBbFhERgbm5OQ1Td4MD9u/fj0aj4dKlSwCcPHmStm3b4uzsjJWVFZ6ennTp0iXPvzyvXr2aQoUK5ekxhBAir4SGhhIeHs6TJ08IDg42djh5QpOUpD4wMQGNRrd848aN3Lx5E29vbwq9/z4AtYKDIdX/JSHEy0mSjUIIIYQQBUTLli25e/cuQUFBLF++nI0bNzJo0KB07f744w8qV65MpUqVWLdunW65v78/ERERHDt2TLds//79uLi4EBgYSFRUlG55QEAAbm5ulCtXjgcPHtC0aVOKFSvGtm3bOH/+PCtXrsTV1VVvGyGEEPpsbGx0j62trY0YSR7SzkZtqnaoXrduHQMHDmTLli0UK1ZMXdegAZQqBaGhkOr/khDi5STJRiGEEEKIbIiMjCQyMhJFUXTL4uLiiIyMJDY2NsO2SdpqDiA+Pp7IyEhiYmKy1fZ5WFpa4uLiQsmSJWnevDldunRh+/bt6dqtWLGC7t270717d1asWKFbXr58edzc3AgICNAtCwgI4M0336RMmTIcOnRIb7m/vz8Ahw4dIiwsjOXLl1O9enW8vLxo3Lgxc+fOxcPDI9N4Hzx4QLt27bC2tsbLy4sff/wxXZvZs2fj4+ODra0t7u7uDBo0iIiICF0Mffr0ITQ0VFfVOWHCBAB++OEHatasib29PS4uLnTr1o0HDx7k6P0UQoi8Zm9vj6IoKIpC+fLljR2OwX388ce0at4cgPjk/58HDx5kyZIlHDlyJKWhqSn07QuAsmQJpPpfK4R4+UiyUQghhBAiG+zs7LCzs9PrFjxz5kzs7Oz46KOP9No6OztjZ2fHzZs3dcsWLlyInZ0d/fr102vr6emJnZ0d58+f1y1bvXp1ruO9du0aW7duxdzcXG/51atXOXz4MO+88w7vvPMOhw4d4tq1a7r1fn5+7NmzR/d8z549+Pn54evrq1seFxfH4cOHdclGFxcXEhISWL9+vV4y9ll69+5NUFAQu3fvZu3atSxatChdQtDExIT58+fz77//smbNGnbv3s3IkSMBqFevHnPnzsXBwYG7d+9y9+5dhg8frotx8uTJnD59mg0bNnD9+nV69+6d/TdQCCFErn377bdcunABgITk/w8tWrRg/PjxNE2ehVqr/+HDxAKaAwfg779fdKhCCAMyM3YAQgghhBDCMDZt2oSdnR2JiYm6CsrZs2frtVm5ciWtWrWicOHCgNr1euXKlUyZMgVQk43Dhg0jISGB6OhoTp48SaNGjUhMTGT+/PkAHDlyhOjoaF2ysU6dOnz++ed069aNAQMGULt2bRo3bkzPnj0pXrx4hrFeunSJLVu2cOTIEd544w1ArbisWLGiXruhQ4fqHnt5eTF58mQGDhzIokWLsLCwwNHREY1Gg4uLi952fZMrZABKly7N/PnzqV27NhEREdjJBARCiHwiNDSU+/fvU6RIkZQuxQXIuHHjeHjoEPz9N2aWlgA0b96c5snVjqk9tLRkLjAK4IsvoE2bFxmqEMKApLJRCCGEECIbIiIiiIiI0PsyOGLECCIiIvjmm2/02j548ICIiAi9LsSDBw8mIiJCr9syQFBQEBEREXpJtuetwPP39+fUqVP8888/fPzxx7Ro0YKPP/5Ytz4xMZE1a9bQvXt33bLu3buzZs0aEpPH1PL39ycyMpLAwED2799PuXLlcHZ2xtfXl8DAQCIjIwkICMDDw4PSpUvr9jN16lTu3bvHkiVLqFSpEkuWLKFChQqcPXs2w1jPnz+PmZkZNWvW1C2rUKFCusle9uzZQ7NmzShRogT29vb07NmTR48eERkZmeV7cfLkSd58801KlSqFvb09fn5+AHrVpkIIYWybNm2ifPnyODk5ERgYaOxwDG7MmDHM+fprAMyTk42Z+frrr3nn2DEUCws4dQrOnHkBEQoh8oIkG4UQQgghssHW1hZbW1s0qWbStLCwwNbWFss0X6C0bU1MUk61zM3NsbW1xcrKKlttnzdGb29vqlSpwvz584mNjWXixIm69du2beP27dt06dIFMzMzzMzM6Nq1K8HBwbqxHb29vSlZsiR79uxhz549+Pr6AmpXaS8vLw4ePMiePXto3LhxuuMXLVqUzp07M2vWLM6fP4+bmxtfJ3/JTEvb3Tr1+5nWjRs3aN26NZUrV+aPP/7g+PHjLFy4EMh6XMvIyEiaN2+OnZ0dP/zwA4GBgaxfvx5Qu1cLIUR+kXq83idPnhgxkjyUZoKYhw8fEhoaqrvIpeXt7Y3X66+jadtWXfD99y8ySiGEAUmyUQghhBCigBo/fjxff/01d+7cAdRuyl27duXUqVN6t/fee0+v4tLf35+AgAACAgJ0FYEAvr6+bNu2jSNHjui6UGfGwsKCMmXKZFqBWLFiRRISEvRmvr548SJPnz7VPT927BgJCQnMmjWLOnXqUK5cOd1rSX2ctF9YL1y4wMOHD/nyyy9p2LAhFSpUkMlhhBD5Uo8ePdizZw9//fUX1apVM3Y4BpWYmEhISAiPQ0IASEhe3qZNGwoVKsTmzZsz3rBbN/X+r7/yPkghRJ6QMRuFEEIIIQooPz8/XnvtNaZNm8b48ePZuHEjf/31F5UrV9Zr16tXL9q0aUNISAhOTk74+/szePBg4uPjdZWNoCYbBw4cSExMjF6ycdOmTfzyyy907dqVcuXKoSgKGzdu5O+//2bVqlUZxla+fHlatmzJ+++/z7fffouZmRlDhw7F2tpa16ZMmTIkJCSwYMEC2rVrp5vBNDVPT08iIiLYtWsXVatWxcbGBg8PDywsLFiwYAEDBgzg33//ZfLkyYZ4S4UQwuBSX9QpSIKDg/H09KQ6cAJ4+OQJLkBUVBQARYoU0Wv/9OlTfv31V6Ju32aYRgOXLsH9+5DJ2L9CiPxLKhuFEEIIIQqwTz75hGXLlrFo0SJsbW1p0qRJujb+/v7Y29vzfXKXNX9/f6Kjo/H29tab4MXX15fw8HDKlCmDu7u7bnmlSpWwsbHh008/pVq1atSpU4fffvuN5cuX06NHj0xjW7VqFe7u7vj6+tKpUyc++OADnJ2ddeurVavG7Nmz+eqrr6hcuTI//vgj06dP19tHvXr1GDBgAF26dMHJyYkZM2bg5OTE6tWr+f3336lUqRJffvllpt25hRBC5I3Y2FgATJOfK8nDhZw9e5ao06epc/euXnuNRsPAgQP5ZPJk4itUUBceOPCiwhVCGJBG0Q6Ykw2KorB37172799PUFAQUVFRODk5Ub16dZo2bap30plfhIWF4ejoSGhoKA4ODsYORwghhBD5XExMDNevX8fLyyvd+IpCFCTyWRfC+BYtWsTy5ctp3rw5//vf/3B1dTV2SAaVlJRE/P79WPr5gacnXL+urtCO17ttG6Sambp37944Ozsz/sEDbNesgSFDYN68Fx63ECK9nOTXslXZGB0dzbRp03B3d6dVq1Zs3ryZp0+fYmpqypUrVxg/fjxeXl60bt2aI0eOGORFCCGEEEIIIYQQBdnu3bs5efIkX331Fbt37zZ2OAZnYmKCpVny6G2mpukb7N+v93T16tXMmDED25YtM1wvhHg5ZCvZWK5cOU6cOMGSJUsICwvjyJEj/PHHH/zwww/8/fff3Lx5k6tXr9KwYUO6dOnCsmXL8jpuIYQQQgghhBDipdarVy/d4wLbEy/VbNT3799nwPvvM1G7LrOOlg0bqvenT0NYWF5HKIQwsGxNELNly5Z0A4mnVapUKUaPHs2nn37KjRs3DBKcEEIIIYQQQghRULVr144cjGz2Ujl//jzffvst1Z48oRdw+/597gUHs3T5ckrY2zM+PDxdIlFRFOLj40koXBib0qXh2jU4dAi0lY5CiJdCtiobn5VoTM3CwoKyZcs+d0BCCCGEEEIIIYR4uV25coW5c+eyfcsWAB6HhuLk5MSECRMYrJ2B+/ZtvW2OHj2KpaUlr732Wkp14759LzBqIYQhPPds1AkJCSxcuJDOnTvTqVMnZs2aRUxMjCFjE0IIIYQQQgghCqSEhAQ2bNhQYL9HlylThs8++4wO7doB4OLmRsmSJRk/fjyj+/ZVGz19qreNhYUFAHFxcVCvnrrw2LEXFbIQwkCeO9k4ZMgQ1q9fj7+/P76+vvz000/06dPHkLEJIYQQQgghhBAFUkBAAB07dsTa2hp/f3/Wrl1r7JAMqlKlSkyfPp3OnToB4OTigomJCcycCYMGwZgxsGuX3jY+Pj48efKEy5cvQ5Uq6sJ//33RoQshcilbYzYCrF+/no4dO+qeb9++nYsXL2KaPKNUixYtqFOnjuEjFEIIIQqKoCAIDoYGDYwdiRBCCCGM7MmTJ7i7u3Pr1i0CAgJol1wBWOCkmiAmNDQULlzA4e5dNCbpa5/MzMwoVKiQ+uS119T7u3fh0SMoWvTFxCuEyLVsVzauWLGCDh06cDt5TIUaNWowYMAAtm7dysaNGxk5ciS1atXKs0CFEEKIl16zZur4Q3//bexIhBBCCGFknTt3JigoiG3btvHLL7/Qpk0bY4dkUAkJCcTExJAYFwdATEICEyZMoNDKlYwAKFky6x3Y24Onp/r4v//yMtTc2bAB3n4bzpwxdiRC5BvZTjZu2rSJrl274ufnx4IFC/j2229xcHBgzJgxjB07Fnd3d3766ae8jFUIIYR4uV25ot5Pn27cOIQQQgiRL5iYmNC8eXO6dOlC+fLljR2OQS1evBhra2vmzZ4NwLGTJ7l06RIARQBWroTmzeHECd02kfPmMaF3bz7//HN1lm7tZLVnz77g6HNgzRr44w/45RdjRyJEvpGjMRu7du1KYGAgZ86coUWLFvTo0YPjx49z6tQpFi5ciJOTU17FKYQQQhQcBw6kdCkSwkAUReGDDz6gSJEiaDQaChUqxNChQ3XrPT09mTt3rtHiy4hGo2HDhg3GDkMIIUQeSEw+1zHVaNQFJiZ8M2kSUcBQgJgY2LEjpWpxxw5ihw5l4po1TJ8+Xd1em2zMz+M2dumi3hewMTeFyI1sj9moVahQIZYtW8a+ffvo0aMHLVu2ZNKkSVhbW+dFfEIIIUTBoCj6z69cgQJWwSCMa+vWraxevZqAgABKly6NiYlJludnGo2G9evX06FDhxcXpBBCvMJWrFjBd999h5eXFxEREZw5c4bq1aszY8YM7ty5g5ubG6VKlTJ2mAYzaNAg+vbti8Uff8DBgzTw9YU7d9SVFStCzZpw+jRcvaou++8/bIBBFhaYDxyoVjZWqKCuu3zZKK/hmTZtgiFD1Mc3bhg3FiHykWxXNt66dYsuXbrg4+PDe++9R9myZTl+/DjW1tZUq1aNLVu25GWcQgghxMvvv/+gXj3o3RtsbY0djShgrl69iqurK/Xq1cPFxQVnZ2fs7e3z/Ljx8fF5fgwhhCgIgoOD2bdvH2vWrOGPP/7g8uXLnDx5krlz51KvXj2WLl1q7BANysLCAgcHB6zMzdUFpqZw+LD6uF49KFNGfaxNNgYFYQUsHDyYuXPnYm5uDuXKqeuSu1/nO9evQ0iI+jg+Pv3FZSFeUdlONvbs2RONRsPMmTNxdnbmww8/xMLCgkmTJrFhwwamT5/OO++8k5exCiGEEC8vjQYqVYKDB2HVqmcPii7yDUVRiIyMNMpNyeaXlt69e/Pxxx9z8+ZNNBoNnp6e+Pn56XWjTs0zecD9jh076tprbdy4kddffx0rKytKly7NxIkTSUhI0K3XaDQsWbKEN998E1tbW6ZMmZKt7S5fvkyjRo2wsrKiUqVK7NixI2c/CCGEeIklJibSqVMnfv31V+rVq4etrS3du3dn9uzZODk5Ubp06ZRZmAuaVLNRf3n0KJ+VKsW1mjXB21tdrk02asdl9PFJ2VabbLx1C6KiXky8OfHwYcpjRZFhcoRIlu1u1MeOHePUqVOUKVOGFi1a4OXlpVtXsWJF9u3bx7fffpsnQQohhBBCGEtUVBR2dnZGOXZERAS22aiCnTdvHmXKlOHbb78lMDAQU1NTOnfunGn7wMBAnJ2dWbVqFS1btsTU1BSAbdu20b17d+bPn0/Dhg25evUqH3zwAQDjx4/XbT9+/HimT5/OnDlzMDU1feZ2SUlJdOrUiWLFinHkyBHCwsIyTYQKIURB9O233zJt2jQGDhzIwYMH9da1bduWzz//3EiR5Z2AgAB27dpFp9BQqgNnzp1j9K1bALTz8aG0dqiPtMnG7dtJ8vVF4+WFpmhRKFIEHj9Wh6CpUuXFv5CsaKsateLjwSzHo9UJUeBk+7egRo0ajBs3jl69erFz5058Ul9tSKY9qRRGdOUK3L0LDRsaOxIhhBCp3bsHixeDvT3066d2o7awMHZUooBwdHTE3t4eU1NTXFxcntleO6lfoUKF9NpPnTqVzz77jF69egFQunRpJk+ezMiRI/WSjd26daNv37665z169Mhyu507d3L+/HmCgoIomVzVO23aNFq1apX7Fy+EEC+Ba9euERwczKNHj4wdyguzf/9+pkyZQrmGDakOBN26RevWrSlfvjzu7u7g6Kg2fPBATTQmJ+6K/PILT375hatXr1K6dGm1uvHIEbUrdX5PNsbFgcxnIUT2k43fffcdn376KcOGDaNatWoFbjyJAuPNNyEpCQICoHhxY0cjhBBC69YtmDRJfTxiBPz5J7Rvb9yYRLbY2NgQERFhtGO/SMePHycwMJCpU6fqliUmJhITE0NUVJQunpo1a+Zou/Pnz+Ph4aFLNALUrVs3j1+NEELkH//73/9o3rw59+/f5/PPP6do0aLY2trSunVrPDw8jB1enqhVqxYfffQRFaKiYP9+ylesyMKFC/WG7sDDQ734OmeOblHy3NXExcWpD1InG/MbbbJx2TLo3h0sLY0bjxD5RLaTjaVKlWKtTOWe/926BeHhEBYmyUYhhMhP0iarYmONE4fIMY1Gk62uzAVBUlISEydOpFOnTunWWVlZ6R6nfT+etV1GY09qNJp0y4QQoqAqWbIkjx49onnz5nrLR40aRc2aNVmzZg1Nmzblf//7n5EiNLyWLVvSsmVLWLgQVq6kfKVK8N57cO4c/PEHNG4Me/aAp6c6tnXnzvDZZ/x75gxmn39OYe2YjtqJZK5fN9pryZQ22ejlBan+TwrxqstWsjEyMjJHJ9k5bS8MJDFRTTRCSkm6EEKI/CEyUv+5JBuFkZmbm5OYZiD7GjVqcPHiRby1X/Cy6VnbVapUiZs3b3Lnzh3c3NwAOKydkVQIIV4RRYoUwdramujoaECtEh86dChr1qxh06ZNuiEuCpzk/zWKqSmRjx9j/fQpptoLTqVLp7Rr1Qp278b1zBmIjk4Z+1BbCRkU9MJCzjYHB/W7d0H92QnxnLKVbPT29ubjjz+md+/euhPEtBRFYefOncyePZtGjRoxevRogwYqskGbaAR4+hQKFZLxwIQQIr+QZKPIZzw9Pdm1axf169fH0tKSwoULM27cONq2bYu7uzudO3fGxMSEM2fOcPbsWd2s0xl51nZNmzalfPny9OzZk1mzZhEWFsaYMWNe4KsVQgjj2rZtG6GhoVy+fJkSJUrorWvZsiXFihWjfPnyRooujyUnGyOionC4cAGAFTuKsXsFrFiRpuexNmmXeizE/Jxs1F44+/hj9Tv4jBng6mrUkITID0yy0yggIICTJ0/i5eXFG2+8weDBg5k6dSqzZs3iiy++oFOnTri5udGvXz/at2/PyJEj8zpukZHQ0JTH5ctD8h9yIYQQ+YAkG0U+M2vWLHbs2IG7uzvVq1cHoEWLFmzatIkdO3ZQq1Yt6tSpw+zZsylVqlSW+3rWdiYmJqxfv57Y2Fhq165N//799cZ3FEKIgm7ixIl06dKFwMDAdOuqVq1Kv379aNCggREiyzsjR47ExMSEzX/9BcCGTZsANQnRb3plfvwRVq5Ms5GTE6uAqUeOcF3bbVqbbLxxQ52fID/65Rf44Qd11mwhRPYqG8uXL8/vv/9OcHAwv//+O/v27ePQoUNER0dTrFgxqlevzrJly2jdujUmJtnKX4q8kDrZCOnHBxNCCGE8kmwUeWzo0KEMHTpU9zwgIEBvfVCaipB27drRrl27dPtp0aIFLVq0yPQ4GY2/mJ3typUrx/79+7O1LyGEKGiqV6+Oubk5rq9Q1VtSUhKKoqBJ/lufCCxwcKBLWBjOydPAVKqUZiMnJ+YBp69codbly3h5eYGbm9qlOj4e7t6FNJWh+YK2R6F2UhshXnHZniAG1EFthw0bxrBhw/IqHpEbaZONab/YCiGEMB5JNgohhBCvrIULFwJQrFgxHj16xLvvvstPP/0EwJMnT7h16xZ2dnaUTj2G4Utu/PjxDB8+nEKLFsHevfTq0wfNX38RQjFdm7p102xUpw4d33uPWlFRKYlZMzNwd1cniAkKyj/JxjNnoG9fqFAhJdkYH2/cmITIJ3KUbBT5nCQbhRAi/+rTB/z9Ye1auH0bKlY0dkRCCCGEeMEePXoE6Fefr1u3jv79+9OuXTv+Su5yXBDY29tjb28P5uYAaMzMIC6OYNTZpYsXz2CKgWLFGP/DD+l3VqpUSrKxfv28DTy77t6F48chIUH3GqWyUQiVJBsLEl9fOHUKWrSA+/elG7UQQuQnxYurtzfeMHYkQgghhDCSmTNncujQIbp3765bZmtrS/HixXF0dDRiZHkoeYKYp+HhzChalDAbZ7ivfmXdtw8aNcrGPvLjJDHa8RmLFFETjiCVjUIkk2RjQWJvD1WrqrXoGzZIZaMQQgghhBBCGFlSUhIVK1bExsaGPXv2MHz4cL31Xbt2pWvXrkaKLu9s3bqVU6dO8V5QEO7AX3//zfSwMDw9nXVtBg+Gs2dTbaQosHq1OrPzgAFgba0u13advn37BUWfDamTjU+eqI+lslEIQJKNBZOtrXovlY1CCJF/rFsH165B8+ZqF2pFyaDvkBBCCCEKmsjISC5dugSApaWlkaN5cdatW8eyZcto2KgR7sCTsDAA6td/m/BwePQIgoPTbKTR0K1/f/5MSmJ+fDz9Ro5Ul2uTjXfuvLD4nyk52Rhi7QGacJxAko1CJMtxsvHmzZu4u7uj0Wj0liuKwq1bt/Dw8DBYcCKHtmyBEyfUL68ffgg+PsaOSAghhNaaNcz7y5M94+7xfXR97Pt1geXLjR2VEEIIIfKYlZUV+/fvJyIiAisrK2OH88LUr1+fxMREXJLHqaxRqxbbpkyhefPmhIWBo6NawBgRAXZ2KdvFm5sTFRtLzNOnKQvzaWVjLBZU3TCB0CR7Qm4+xsbFwdhRCZEvmOR0Ay8vL0JCQtItf/z4sTotvTCejRvhiy/AwwOWLFGrZ4QQQuQPkZEMZR5/RjdnPBNlNmohhBDiFWFubk6DBg1o2bJluqIdgOPHj9O1a1c+//xzI0SXd3r16sWKFSsoExMDQMOuXWneoweULImDVRz29mq7tNWN80uW5DrQM/Vgjvk02XgHN+5GOBAVpWHL0aIpE8UI8YrLcbJRUZQM/0C+aldp8iXtbNQOcjVFCCHynVTj6P5CV0k2CiGEEAKAe/fu8euvv7Jz505jh2J4igLHjgGQULEiiQ8e8Ph2FJibU6qU2iTtnC8uRYvhCdinPldyc1Pv799PmYzF2CwsCLEvo3u6dq0RYxEin8l2N+pPPvkEAI1Gw9ixY7GxsdGtS0xM5J9//qFatWoGD1DkgDbZaGurP1itEEII44qKgn//1T29ixuPwi0oasSQhBBCCPFi3L9/nwMHDuDs7EzDhg3TrX/ttdeYN28eLi4uRojuOVy6BIUKQbFiYPKM+qWbN9XBGc3MmPjnn0wB4D1er6WhTBn19OjqVbXptWvqXKdJT7YSQmG1j7WWszOYmqozW9+/n1Lp+KJ16wbbtsG4cbBsGSEdgLbqqqXWQ2H/W5DBz1iIV022KxtPnjzJyZMnURSFs2fP6p6fPHmSCxcuULVqVVavXp2HoYpn0iYbf/0VihaFDz4wbjxCCCFUf/1FYkQUVhq1G5Ed4TyMkN4AwrAUReGDDz6gSJEiaDQaTp06ZeyQhBBCoH6XfvvttxkyZEiG6z09PRkyZAjvvPPOC47sObVqBcWLw6FDWTbr3bs371WoAIDi48OUpUuT19zHzg7KJBcFXrmi3js4wIMH8DD+LLMxYf/x4yk7MzUFV1f1sbG6UkdEwM8/q4U9584BoB1hroXzSRxWzYP//jNObELkM9mubNyzZw8Affr0Yd68eThIV938R5ts1JaYp+qyJ4QQwoh+/x1Tkoj+fAqJlXwwea8rGjM/w+z7wIGUK+jffQc9ehhmv+Kls3XrVlavXk1AQAClS5emWLFixg7puXh6ejJ06FCGDh1q7FCEEMIg7OzsaNiwId7e3sYOJfcUJSXZV7Jklk2jo6MpnTxeo8bHB7fbt7nz4AHQn3r1oE0b8PJSqxlB7ZRnYgJJSRv4lCRGnjiBXo1giRLqAI/GSjbevZvyOPl1mZurSVMvHsIDID7eOLEJkc/keMzGVatWGSzRuG/fPtq1a4ebmxsajYYNGzbore/duzcajUbvVqdOHYMcu0AKD1fvtVd8JNkoRNbGjYP69dUurkLkJe0l+wYNMLW2QAOGG7PxwYOUx3//bZh9ipfS1atXcXV1pV69eri4uGBmlu1ryoBaGZmQX8bBEkKIAqRBgwbs27ePlStXZrg+JiaGq1evcu3atRccGQQHB3Pv3j0SExOzt8GjRynnMFOnwr17mTZdsGABIz76SH1iZ8e59etpxhagORUqqKfhH30Er7+uNnn7bUhKAqhBq5pNqfr22/o71BbV3LmT3ZdnWKmPe/s2+Pjw3o+tORcYScXC95jFJyRES7JRCHiOZGNkZCRjx46lXr16eHt7U7p0ab1bTvdVtWpVvvnmm0zbtGzZkrt37+puf8sXqcxFRKj32rE+tM+FEOklJcHkyWr3j82bjR2NKOgCA+HGDWjUSK0CaNfOcOP5JF9ZB2DnTu1ZujAkRVEv4BnjpijZCrF37958/PHH3Lx5E41Gg6enJ7GxsQwZMgRnZ2esrKxo0KABgYGBum0CAgLQaDRs27aNmjVrYmlpyf79+1EUhRkzZlC6dGmsra2pWrUqa9OMev/ff//Rpk0bHBwcsLe3p2HDhlxNHnQrMDCQZs2aUaxYMRwdHfH19eXEiRN620+YMAEPDw8sLS1xc3PTdS308/Pjxo0bDBs2THehWQghCrrTp0/j7e1N06ZNX/ixy5cvj6urK35+ftzJThIv9dTRy5fDmTOZNnV2dqaInZ36xMICR0tL4rEEIO3csvHxsGmT9tl7fPrlDrqlrXA39ozUqd+fEyfUAScDAkiwsOF/x3ownFnERMl5mBCQg27UWv3792fv3r306NEDV1fXXJ0EtmrVilatWmXZxtLS8uUZKNfYdu7ko4lO7FtoTwBTKSKVjUJkLvW0dzms/hEixywsuBLnwdB3YPPmWtSs+RezR4BB0o2pKyQfPoRTp6BGDUPsWWhFRYH2y9KLFhGhTvz2DPPmzaNMmTJ8++23BAYGYmpqysiRI/njjz9Ys2YNpUqVYsaMGbRo0YIrV65QJNUEciNHjuTrr7+mdOnSFCpUiC+++IJ169axePFiypYty759++jevTtOTk74+vpy+/ZtGjVqhJ+fH7t378bBwYGDBw/qqiLDw8Pp1asX8+fPB2DWrFm0bt2ay5cvY29vz9q1a5kzZw6//PILr732Gvfu3eP06dMArFu3jqpVq/LBBx/w/vvv58EbKoQQ+Y+FhQV2dnZ6k7C+KKampgAcOHCAhw8f4qatHsxM6mQj6F/0zEhcnHpvYQEWFsTZFoZI9Smo12MvXVJPYVL3QNaOhagnPyUbnzxR7z08sLBMyYnExUiyUQh4jmTjli1b2Lx5M/Xr18+LeNIJCAjA2dmZQoUK4evry9SpU3F2ds60fWxsLLGpvniFhYW9iDDzh6pVWbhefTiVMcyKnGPceITIz86eTXksY9CKF+DevZQi2mPH1JNqg0h7kr9jhyQbX0GOjo7Y29tjamqKi4sLkZGRLF68mNWrV+su7C5btowdO3awYsUKRowYodt20qRJNGvWDFB7ncyePZvdu3dTN3kQrdKlS3PgwAGWLl2Kr68vCxcuxNHRkV9++QVzc3MAypUrp9tf48aN9WJbunQphQsXZu/evbRt25abN2/i4uJC06ZNMTc3x8PDg9q1awNQpEgRTE1Nsbe3l4vNQogCY9myZSxdupS33nqL0aNHp1tfvXp1wrVDYr1gYWFhLFiwgJiYGIoXL/7sDdImG6OjM236559/4nnsGFVBzS76+BBXETimjnUI6qhGW7em3zZk4xEwvQWdO6cs1CZC80OyMVn7x6sIrp3yPD4mm93RhSjgcpxsLFy4sN7V8LzUqlUrOnfuTKlSpbh+/Tpjx46lcePGHD9+HEtLywy3mT59OhMnTnwh8eU3qXtaJWAm3aiFyIq2y0fPntCkiXFjEQXbhQswdSqR5m2BLrrFsTEKYIAuomnHfjxwAEaNyv1+RQobG+P9T33OKperV68SHx+vd3HY3Nyc2rVrc/78eb22NWvW1D0+d+4cMTExuuSjVlxcHNWrVwfg1KlTNGzYUJdoTOvBgweMGzeO3bt3c//+fRITE4mKiuLmzZsAdO7cmblz51K6dGlatmxJ69atadeuXY7HmBRCiJfF7du3OX78uO7CSn7z8ccfZ79xDiobly5dSod9+9RkY/L3d19fNWeonWbgf/9LSTYWLw69esGfP3/D2J+Gc3qTJctTJxu1lY35YczGZGejyxJ0MuV5XGz2hj8RoqDL8Vnd5MmTGTduHGvWrMnzMu8uXVK+lFWuXJmaNWtSqlQpNm/eTKdOnTLcZvTo0XzyySe652FhYbi7u+dpnPnC06dEz1sGqJUKU94+DcXeNW5MQuRnFy6o9z4+xo1DFHwXL8IPPxBZxpXUycaYD/8H787P/f61yUZbW3WMv1epov9F0Wiy1ZU5P1GSr0CmHe5GUZR0y2xTvbak5DE/N2/eTAntl7pk2gu91tbWWR67d+/ehISEMHfuXEqVKoWlpSV169YlLrkrnbu7OxcvXmTHjh3s3LmTQYMGMXPmTPbu3ZtpAlMIIV5m3bt3p3bt2gXje2mDBjB0KMydqz7PItnYqFEjyp0/rw5flNxv+uuv9ds0bw7duqndphcuhLJlwcsxjIFjYnkcHgeJiZDc1dvo3aibNVN7RHXvDitXwurVPIjV7yEVP+Aj48QmRD6T42TjrFmzuHr1KsWLF8fT0zPdSWHaAcANydXVlVKlSnH58uVM21haWmZa9Vig3bvH0wlzgBGYmIDdbysNUjAjRIH1/fcwaZLxxmETr467dwGIdHDVWxwbn+M52jJmaqqe+JYsqZ6QF4QvMiLXvL29sbCw4MCBA3Tr1g2A+Ph4jh07xtC0A+6nUqlSJSwtLbl58ya+vr4ZtqlSpQpr1qwhPj4+w+Tg/v37WbRoEa1btwbg1q1bPEwzboC1tTXt27enffv2DB48mAoVKnD27Flq1KiBhYVF9mdFFUKIl4C3tzfe3t6Zrg8JCeGzzz7DzMyMpUuXvrC4IiMj+fTTT4mMjGTq1KkULVpU7wJUhlq2VG/37sEvv2SZbPzss8/U3kTaZOO2bTBwINSurW4LmJjAjz/qb9e5f38ajB9PoYQEtZKyVCl1hTbZGBam9jh40efxffuqN4Dx44nBkqh4NYlqYqLO0RdnKcMzCQHPkWzs0KFDHoSRPY8ePeLWrVu4uro+u/GrJiKCUBwB9TunTN4oxDOYmMDu3TBxIrRvD4sWGTsiUVBpk412+uMNGyzZOHy4ehMiFVtbWwYOHMiIESMoUqQIHh4ezJgxg6ioKPr165fpdvb29gwfPpxhw4aRlJREgwYNCAsL49ChQ9jZ2dGrVy8++ugjFixYQNeuXRk9ejSOjo4cOXKE2rVrU758eby9vfn++++pWbMmYWFhjBgxQq8acvXq1SQmJvLGG29gY2PD999/j7W1NaWSv0x6enqyb98+unbtiqWlJcWKFcvz90sIIYwpKiqKlStXYmVl9UKTjREREbrj/fDDD/z22290Tt1tOSva6aRzMkFMaCjK9etoPDyy3KSoszNFvEqjuXwJrl1LSTba26sJxogItbqxfPnsxZoXevXi8eVICFav+xYtCg8epLxcIV51OU42jh8/3mAHj4iI4MqVK7rn169f59SpUxQpUoQiRYowYcIE3nrrLVxdXQkKCuLzzz+nWLFidOzY0WAxFBgREZiSiJ/NPwQ8fQNvb4XvFoRRr4l1ylRfQgh9CQnqicq9e8aORBRk2mSjtZPe4thEU3WwXbk6JPLIl19+SVJSEj169CA8PJyaNWuybds2ChcunOV2kydPxtnZmenTp3Pt2jUKFSpEjRo1+PzzzwEoWrQou3fvZsSIEfj6+mJqakq1atV040OuXLmSDz74gOrVq+Ph4cG0adMYniohXqhQIb788ks++eQTEhMT8fHxYePGjRQtWhRQJ6z58MMPKVOmDLGxsbou4UII8bL677//CA4OpmzZspQuXTrd+sKFCzN9+nQsXvD3NhsbGyZNmsS4ceMwNzcnPvV00JlJHn+XTz6BDz8ET8+s26dONsbF4cpdHu8ryol/oXLl9M3/+UetA3CO2spZSqvJRn//lAYlSqhD1Ny582KTjUlJcPUqODmBoyN4evK4ciMIhsKF4ZfRp0k8eASvfxyhStcXF5cQ+ZXyHJ48eaIsW7ZM+eyzz5RHjx4piqIox48fV4KDg3O0nz179ihAuluvXr2UqKgopXnz5oqTk5Nibm6ueHh4KL169VJu3ryZo2OEhoYqgBIaGpqj7V46GzcqCihKrVpKzZrqw420UZRDh4wdmRD50/jxilKsmPrL4u9v7GhEQdaihaKAMvnNQEXNLipKUUKUOfxPUWJjjR3ds506pShTp74csRpIdHS0cu7cOSU6OtrYoQiRp+SzLsSLMWDAAAVQJkyYYOxQMpSYmJj9xlWrqiczW7c+s2m7du2U3RYWavvvvlOUFSuUwjxSQFEuXMh4m5MnFQWCFUeL+crPoCiff67foHHjlP3lVFxczrfRevhQ0Z3IJZ8T7d2rPi1XTlGU2bPVJ++++/zHECKfy0l+LceVjWfOnKFp06Y4OjoSFBTE+++/T5EiRVi/fj03btzgu+++y/a+/Pz8srxavW3btpyG9+oKD1fv7eywS35LI7GFR4+MF5MQ+dl334F2DLGnT40aiijgzp0D4IsRsYz6HRLDo7AqmlzlGDs599XnM2bAzp3qrOo//gjW1mpZgKG0aaNWAF+/DsuWGW6/QgghxCuiRIkSVKtWDTc3N2OHkiETkxwM7RIdrd4/Y7IwQB2vN3VlY2QkcVjonmakUCGAi4TGDWEy0PXqVf0G2krKoKDsx3z5Mnz0kXruf/x49rdLLSREvXd01AWflATe3uDlRcoLyk51qBCvgBwPGPXJJ5/Qu3dvLl++jJV2nAagVatW7Nu3z6DBiRyIiFDv7ex0E2ZGYJeSTBFC6EtISHksyUaRV6KiUk5OK1XC3BysHFNNYqadSTo3zpyBHTvg1i04e1aX3DQY7YyPy5cbdr9CCCHEK+KLL77g5MmTvP/++xmuT0pK4t69ewQHB7/QoSMSEhJ49OgREdrvktmhHaPxv/9g1iz4++9Mm/7www/UrlZNfZLcjTp7yUY3oA2+bd+EtMO4PSvZGBamZgFTK1oU9uyBEyfg338zjTdT27ZBxYrqY6eUYXH8/NQ85tatsOE/b5bwITefygQxQsBzJBsDAwP58MMP0y0vUaIE92TcM+OJiGAeQ3Da/gObN6uLpLJRiCyknun0yRPjxSEKNhsbtfL88mV1QB9QRxFv1AjatVMnKsotbcLSUZ0kTFdxYChFiqQ8vnbNsPsWQgghBNHR0bi6uuLu7k60of+PZ+H06dMUK1YMe3t7Bg0axKZNm569kTa+I0fUCep+/TXTpqVLl8bWLLkzpYUFSmwc8c9INqqTnVYANjFhxYaUJJ9WVsnG06fB3R3efDNlWVwc/PGHOrkMwG+/ZfXqMtY11RiMTk4ZNpmy5XUGsoR/n5TI+f6FKIBy/C3HysqKsLCwdMsvXryIUya/eOIF6NKFhz0+4WFsypUUqWwUIgupKxtDQ9NfARXCUMzMwNubGTOgWzd4/33wN9nLzIZ/6Sfynpe2wkAtBVAT6ak/37llY5Py+L//DLdfIYQQQgBgZmaGRqPJ/iQtBhKXaurkxYsX8092hmHRJhu1F1FzMBt1vF3KBGWZJRtNTNSEI2TS+cjLS72/fl1/uaKoF3PDwiB10vTqVfjgA3j8WH2+cWPW8WakatWUx5nkPMxMY4AE6UUtRLIcJxvffPNNJk2apPsjqNFouHnzJp999hlvvfWWwQMU2eTmRmihUnqLJNkoRBZSVzbWrfvsEyUhnkeqrlB79sDPP8PBgxAQYMDeztrKRm2yEQxb3Xjhghr42rVQq5bh9vsSeJFd2YQwBvmMC/FijBkzBl9fXzZmkuiytLQkKSmJuLg4HLU9FV6AunXrkpCQwLp16xg/fjz+qWd9zoz2HEN73pHFOfS6det4+uCB+sTSkrge/XTrshqyWrvrp6vWw5Il+iu1lY23bulfXL16VU00amnjunAhZTuNBk6dUrfNCQ8P3cNd8Q0ZNEgdKWfMGKhRA5Yvj+R4UFXAj1T5WyFeaTlONn799deEhITg7OxMdHQ0vr6+eHt7Y29vz9SpU/MiRpFNoaHqfeHC4O30FEdCpRu1EJnRJhsvXlSzP6mrt4QwBEWB11+Hfv3g3j0iI9XF2mLG2FjFMBW1sbEkYJpSBgCGTZ7b2qrdh956C1xcDLfffMzU1BTQr/gQoiCKiooCwNzc3MiRCFGwnT17ln379nH//v2MG2zYAIsXv9CYtExNTenYsSMTJkygcePGWTeOj085h9ae0GRxzjF+/Hgea4daS84utmqlzmmXVbLxjTcUrK3K0/rLd7g/fLj+Sjc3MDdXE43acaUhZcJULW2SUztGY4MGUKeO+nj37swPnpFU5YpNtwxn8WKYPVv9GnHyJJw7d4qExMfAQeISNDnbtxAFVI5no3ZwcODAgQPs3r2bEydOkJSURI0aNWjatGlexCeya9MmQk9VAkozbRoMqHgaFgVBnYbGjkyI/El7JTQ5qSCEzp076n3x4rn7fBw4oJ6BXr6MMm++brfa3jexv26ARvdhwIBchfsgwoaK3Kf1kii+Tx58XSp1c8fMzAwbGxtCQkIwNzfP2SydQrwEFEUhKiqKBw8eUKhQIV2CXQiRNz777DN69OjB66+/nn7lzZvQsaP6uE0bvSq6FyouDnr2VJN5s2dn3CYpCYYMYV5gPb6d0YItfI1HFuccfn5+OFy5op6XWFhgZ5flfDI6v/6qwdHhLo9iEgiLTKC4oqhViaD2sy5VCq5cUcdtLJXcu8/UFF57TR3y5c8/U5Kh27er93XqqNsePgyZJX0zk8HFxytXUnpme3qWpLTnCK4FWRA/YEjO9i1EAZXjZON3331Hly5daNy4sd6Vj7i4OH755Rd69uxp0ABFNq1cSeiZj4HSatm5r696E0Jk7N9/1auUHh5qUuj2bWjaVJ2tTrzaxo2DFSvUx0uWQAaTomWLtqvUW29x8pItV6+ClZX6p3nDBohNMjdI9fnteGceU5QfAoqyqGxl7BOf6g8TkBtPn8LQoWqf748+UvsKVa5smH3nYxqNBldXV65fv86NGzeMHY4QeaZQoUK4vCIVy0IYU7169TJfOWcOAKOAsBEjmDB/PsWLF38hcZ05c4Y1a9bg6elJv8hIbLSTvUyerPZsSMvSEubNY2hy3u8jvuGv6CmZ7n/BggXqBDLJyUamTVOHZhkwAAYPzjK2HRs3YuXnhwdAZCTY2aWs9PRMSTZqv/NWqZJ+pulHj+DQIfVx27ZqsjE6Gry9szx2OsmVjYnlKsIldZG5eUqysXz5UvhUncG1IIizz9muhSiocpxs7NOnDy1btsTZ2VlveXh4OH369JFko7GEhxOKOr7HCxzmQ4iXV6lUY5z27avOFrx3rzqwtHi1BQenPF679vmTjdoz0HLl+OEH9WH79imVjTFYGSTZWP3MGsp4q0MVBcw6Trt2ud5lisePYc0a9XGvXvDll69EshHAwsKCsmXLSldqUWCZm5tLRaMQxqYo8NNPAKwAHv32Gx+PH//Cko0XL15kdnIVYzvAU7vi+vVs/b8/Rs0cTRDDrVtqQjAb8wrUbtRITQ4mJaldpFMnGzObJEYrIQFmzlTPs5KSwMdHPfcfOFC95VTVqhAVRUjfz+E9dVHTprBtm/q4cGGFyMiTQCwxMTUBGZpCiBwnGxVFQaNJPw5BcHDwCx3MVqQRGUlFzoNXac6eLcTnn4NP5SS+m/tELSHP4GcmxKtuxw44fhxGOTmjuXw5ZWwX8WpLPWh42vF/ciIiQr23teVwcpFjx47q5NQAsVgabFzd5s3VoZ62b8ewyca0r/8V655tYmKClZWVscMQQgjxkjt58iRRUVFUrFiRItruvaB2533wADQahk+YQKyiUPQF9rIpV64cI0eO5MDWrXieOZOy4tq1jJONcXFE33oIuAHwfvcYGLoq64NoJ7KztOT8g6LUJAK3BbFcHp/5JlOnwty5GgaYTWdy3Cj1fMTVNaWBdpKYoKD0G58/D4MGqbPxaXXokHWMzzJ5MgDxt9QLx7Gx8M470Lu3utrCIpSdO9Uu8m9cngGMyN3xhCgAsp1srF69OhqNBo1GQ5MmTTAzS9k0MTGR69ev07JlyzwJUmRDTAw/0h0WbWFTQktOnQLzU8fghzfUypTChY0doRD5h6LAqFE0nzkDgNoNGtOYg5JsFKrUlY2GSDba2VGoEBQrpl6If/gQLM0SMEtIMEiy8dGjlGpJ7bBEBqN9DVqGnOVaCCGEeEUMGDCAo0eP8tdff9Eu9VXBs2fV+7Jl+WzcuBceV9WqValatSrxn36qjlWtde1axhv89x+3a3QGrmBrCxO+Kw1Z1LQ0bNiQgJgYTAEsLIiNUYjClqj4rCfIS0iAhw/3s9/iMheACmnPxzJKNv75J3z2Wcrs06A+b9wYypdPWZaUpJ7PZNRN/Bnc3dXDgPq1ISZGremZMKGvrk2JP+bAAkk2CpHtZGOH5KsBp06dokWLFtilKmO2sLDA09OTt956y+ABimzSVptYWWGrqA8jNA6goH4TlWSjECkSE3kwczWgJhsfW5dUl0uyUYSFqbfUz5+XdvppOzu2bNFfFfPbRujUCR7Vef79J9vUehGTjg4C4NIlCHqtDZ5LR6uzLuZW2mTjK1bZKIQQQhiCu7s7T548wd4+zYB+np4wceJzJb4MKV2n38y6J0dHE4x63lyixLM7z90KCkI3WIOFBXHR6pjSFuZKltsVKgQwl71x69hDBsnGjLpRP3yon2gEddrr1BPZ7tgBLVuq3aJPnMg6+CzExakjMFWsqCZGHz0KAWAdUDI8XC1skJ6FL49//gFn55TPlTCIbCcbx49X65w9PT3p0qWLdCvKb1KVp9sl/1QjTOwhEfUPb04HwRWiIEtI4Cw+uqfxdsnJeEk2itRVjZC7ykYnJ/USeEYXe7RdpAxQ2Rhz8rze8x3n3Hg/G2MhZcsr3o1aCCGEMIS1a9dmvKJsWXViuvbtiZo6ldjFi7Ht2BELC4sXEld8fDxJSUmYx8ZiknpFZpWN0dH4speHFRpwa/k27s5Yh4N5NLbDPsiw+Z+//w5166pPLCyIC1V7SJg/Y0hD9dSpJsUcw3Ab1kCd/CU1bWVjcLA6eYu5eca9L9JOzOPgoFY2asfVzi5fXzhzhviffueKZ1MqVVJP5bSnW0lJe9mz7R7XWw/nRMQFaoSEqMkrkf9dvKjOVO7oCCEhz/5wimwzeXYTfb169cLKyoq4uDiCg4O5efOm3k0YR3iUKcW5R5l3aujGA4sk+QqZgcYEE6LASDNT71Pz5D6okmwU2mSjNhmovTr9PH77DW7eVAdUTMvNDerXhzfeeL59pxKbkDLBQ3GLx2oi3VBJwbzsRv3332pZgBBCCPGqCwuj4ZMnFOnald27d7+wwy5YsAArKys6tW+vvyKLZKMGKGoXy4jRZriN6sGG4Qcy3X/VihVTnlha6pKNFpZZV/2pw1qOxr30Dt4cP167IEXx4urM2ElJKedu2nOURo3AygrefhtsbDLacc6TjaGh8PQpA+dXoFIlddGjR2pVI6hjPG/a7sb7/MRvvKPOlC1eDtqxSkNDYdMm48ZSwOQ42Xj58mUaNmyItbU1pUqVwsvLCy8vLzw9PfGSslOjiVi4hgcUJ+iOhe5vaERS8h9XQ1W4CFFQJCbShN1MYzStWybi5pGcoQ8JMW5cwvi8vGDUqJQRv5OSICoqV7sMCIDXXoMPki/6BwVBu2HedC15AL7/Plf7JiGBGEWtfujZJZZ7Tbozn/8ZLtmYV5WN8fHqe1yunDqzzZdfGma/QgghxMvk+HF1dmZAW8sYq+2x9gLEJc8UHZa2OOXq1XQX54GUhJ61NVY2asIwJsk8JeuWVurXYm5OnL16MdfCKus0RFbzvwDqLNXa3IM2sac9R6lQQS0g+PHH9NtpvyiHh6vnItmV/D7dfWKttzj127Z//zCgHXcIkWTjy6RzZ/jkE/XxihXGjaWAyfFs1L1798bMzIxNmzbh6uqa4czU4sULr6yWp9vZadAOpxmnWBCPGeZS2SiEvuQTotF8CRsnQ3BJKLsUypQxcmDC6MqWVRNfigI9e6rdbaytn71dFm7cgHPn1LGNQD1P37TJQEPpxsaqs1oDVjYmEG+dchBD+OADtTLgyhV1lm5DXVS8dCkluT9okNrd/LPPDLNvIYQQIp/p2bMnDx8+ZO7cuZQrVy5lRfPmapWdtzd7ALPFizFNW2WYhz799FMGDRrE/YAAePNNYqyssEpKUpOEN2+m/78fHc0MRnArqD7nzdVUQgxWaqIv1ZwOWpvXr6cNoJibo9FoiJ80HdqDRaGsx6jUHvbJE3gydw2FG7wGNWvqNypfXh2j8cIFaNZMLxFK2rExtdTBIFVPn6bMsPcsyYnJB6H63dtdXODHH+9z7NhXHD8+V90tA9VkrXh5dOoEs2fDf/8ZO5ICJcfJxlOnTnH8+HEqVKiQF/GI56Tt6WZvr/6dL1wYnJT7xD61xFwqG4XQl/pKrampevn0g4zHmhGvKI0m/fhAOfX662Buzp2mOwE73NzUxZZqbhCDFC7Exqon+YCVrSnEJo+nbKgKREtLcHVVb4akPQm3tFTfCJnlWgghRAG2e/dubt++zZQpU1IWKkrKRHROTlhduaJeEH+BxTzm5uaYm5vjkFxKaOXgoI41+O+/ahIvbbIxJoadNGXHreZoNOowM9FYZ5psHDNiREqyETXX17Ahuq7ImbG1hXLl1hJ8bQSDhoXw89hP0icbK1ZUp4bWTgqTasLUTJmaqmPzhYaqSd6sko3nz6uv38pKl2wMeZp+LM2QkJvMmTMn+dlyHLgPVyRp9VLRDp/09KlRwyhoctyNulKlSjyU5FX+kphIxE9/AWBnq2Bpqf7tvLhgB3Zd24GPzzN2IMQrJiGBuhyiOPc4fERDUpKxAxL5gqLA7t2GGbszPl6d5fCff7gbol7X0+brtOfAsVEJ6lhCyd2nnktMjK6y8fJVExrtGk9nfsv/E7lok42VK6v3ueyqLoQQQuRn8+bNY9WcOZQyMUn5nxcbm9L9WJv0eoFdqPVo4zA3VysGQZ04I61y5Ygu7glA4cLJ3ai1lY0ZqKdNECZPutGwIezbB0uWPDukceNiiUoIIoTIjCfs044HeT55ojwHByhV6tnVitkZt3HzZjUj2rix+lyXbFTP6VauVIeNtLKCunWdGDVqFE0aj+cDEuhRJhiKFYOlSyV5ld+dO6cmsT/8UH0eGop8MTScHFc2fvXVV4wcOZJp06bh4+ODeZrZehwcHAwWnMimmBjCZy0F2mNvlwQkTxbQvbt6E0LoK1aMhx5FeHDTknr1oGlT2DFiu3p1uU2bXHebFS+p4GBo0gTMzCAyElatUpNi/furYwvmRGSk7uHtB+pVcG2yUVvZmIgZidGxmOZmxuvYWJqwCwszBeu6Ixi3pRweJtZgeev595naypUEHwjin6Kt6FT3HhpbG2jRIvf71SYbfXzU8aqiotRkrwzNIoQQogB66623oH17GDZMXZCUlFLVCFCsGD8CpzZsoEOdOtSvX/+FxLV582b++ecf2hcvTk0gycwME20PRm3FYGp+fkSXBO6rObvHj7NONi6aOxeqVsUkPl4dE3vzZvDwUCeJe4amTZuyt18/XFesyDjZqI1Tm2ycMEG9PUvLluqcBhlUYupox+47fFi9j48nEhuiYtTv2W+9Be++q/YuLFbMk9q1v+Snjw/TbXc9uArMT97Pxo0y6Uh+FhKinod6eqpJ9kKF1M9y2omFxHPJcbKxadOmADRp0kRvuaIoaDQaEjMaSFbkrdhYIlD/WNrZyxc1IZ7J3JzElAl81YuOHTuqCY/r11NGpRavFm2FYfnyYGGhXrY+elS9DJ/TZKN2bAtzcy5cUjsRlC2rLtImGwFiscQm9ZeNnPLyolXiZlrFxnL2CowbBzHF3FMGus6tv//mvT8+Zh91mcRYxlbeYPhko1ZMjCT6hRBCFFypJ1G5cydlCBE7Oyhblr8KF+a3AwfwOHHihSUbt2zZwsKFC7Fr146awJUbNyhbvjwayDjZSEphpnbsaV036oxoKzWjouCHH9TXneqCbFaKFy9O8apVicNcrThLS5tsvHdPPZlPPR5jJsLDwX7Romcf3CJNd+latQi5YwGn1FX29ur10dQ9tj3O/AzAVUcfyrxVSz2P3LwZLl9OOQkU+Yv2c+XsDP/8Y9xYCqAcJxv37NmTF3GI3IiJwZZIqnGScuWrA+o4+9u2wbgvEunYOMxAMxEIUXCkPt978gT1rCEqSv8qs3i13L+v3pcsqd5rBxd/ns9E8ol0nE0hLl1SF732mnqfLtmYm8pGUGdktLbW5ekMOvxhRAT78AVgHJMZG/OLYfabths1qIFLslEIIUQBdPz4cUwfPaISybNOnz2rJjhA7f772We0K1mSUmfOUL169RcWl6+v+j++hqMjbNxIApBQrhzmAKdOqSfMZqlSBhERREfaACY0agSVCwVTq0YTtftyRlKfQ925w3L6MSb4KzoOeHZX6g0boN/oD6iNN1tC56Rv4OCgFggEBcHOneqEdpmIiFBX79+vdmR55ldjbRft5ATm/ZWbWTADfB3Vw6buiBEVFYWZmRkup74H4IiPN2Xi4tSZAW/fhm+/hZkzn3FAYRTaz6f0zs0TOU42av8giXwkJoa2bKatbQAsVatpbtxQ/z/ceHs4FP9ZveIjhFA9fEjiUwtA/cfy9ClQxEFNNkmy8dX16JF6X6yYeq898XieZGByZeMjG3eql1NPbN3d1VVmZupJqoUmjrgki1x/5m7e1B/2yaDJxvBwrIgmBjUJeC/CDhdD7HfWLHVG6urV1XGc4uPVZL92HCUhhBCiAKlbty7x8fHcAkqCmmysXVtdmXy+0d0Iw1917tyZzp07o2zfDtOmUaFyZTSvv64m2Z4+hWPHoE6dlA1Gjyb65hjAhR49oGrVkiS/ogz179KF5UACauIhHHseJBTVdQDJSmxsHI8j/+YygShPnpBh/71334Xp09Vuzzt3EhX4H5+6/ki9Lh706KE2URQYO1YtxAFYtw769UpQX5/2nC8t7flIs2aAOqTfn3+qPbD/+ku/6dixY/lx9mzuAUlAfIWisHx5SgJ2x45nv1hhHNrKRkdH48ZRQOV4ghiAp0+fMmvWLPr378/777/PnDlzCM2otFm8GNry9FTlMtq/mw8pqo5JIQOdCpEiJISE8JSMzNOnoNgnJ5Yk2fjq0k5+pp2RTlvZmItko6tjFEePqhe2tVfBNRp1dcw7vSjOg9x95jZu5KM3AilXLuXkNyEBEsZOfP59phYRgRMhAHzIEhJj4g2z33bt4NNP1UHc581Tr/rLVWUhhBAFlJubG25mZug65549q16FnDgRBgzIuwMnJcGWLVlPhgJokq9YmlhaojEzS5kYJW2iLCZG7TZN9joj3Eq+kKskP49LfgfS9lLOiLV1PNCJq0wn8smTjBv17aveb9sGp07x/okBLNnsQc+eKU3u3IG5c1Oe/7k8RA0+q2FhLC3VytPkEsitW9G7T+3Jkyc0Sn5sUq0avXv3Vp9oT/zOnJGJYvIr7Tm4o6M614WHh/r7Igwix8nGY8eOUaZMGebMmcPjx495+PAhs2fPpkyZMpw4cSIvYhTPoh0jI9WgESnJRidITFQHPxVCqBISSCRl0MbERIi0Te7KktsureLlpa1s1CYbHXKZgC5RAlzUOsC0857Y2JC7ZKbW6dPE3lO/QKQeqijm5Pnn32dq4eGEo8Y5lLmUiLtumP2mNnAgvP++JBuFEEIUWEFBQdx2ccFZu+D332HSJHViwv/9D5YuRfHwIG7IEOLi4gx34LVroWtXmD8/w9WKkpwGTJ5tWTtrtLaijz//VEsDtaKiuEh5ro1ZgYcHRDyOI2zpz/DBByn7SGVm8+aAbvrSHCUbnZxsgAZYW7Qgbk4G3agBvL2hRg1QFMLvRvAT7+lWaaeSSDv05M5TRYlOMFOHdEn92lLr2RMWLoT69SEhgX9s/AGwt1NIO0XF8uXL+a5/fwCulPBlz7ni6orYWDU+RYFDh579gsWLpy2Yc3BQiw5u3ZK8iQHlONk4bNgw2rdvT1BQEOvWrWP9+vVcv36dtm3bMnTo0DwIUTxTTAyfM5WyDw6yeLG6SJdstCyhPrhzxzixCZEfJSZSldNUNzurW3TTrLT6QCobX13Jycbriif160PTTf/jJNWe7zPh6wvBwdxYncU4xxUqQIMG4Ob2fPEC3LunzgKJmmy0sUygKA+JvfPo+feZWkQE6+jE+vGncOeWenErsxPz7LpzB9avB7lAKYQQ4lWS+uJiTAysWQM1a0KnTkSv+JF9t+7x8YIFjBkzxnDHPHxYPY/JpLKuQ4cOmJmZsTu5j/H14GBu3boFHTqohSzHj+vPHB0ejgv38fJU+PVXWFL0c+IGfAzLlkGTJumG7qqSXBmoTTrkJNno4KAB9mNtt5Ui7dpl3jA5oZnwRP98TXsNWTtZdfv2auFadIwJu2msJpoyq/iMjobOnaFXL4iK4rUn+9WXH6Hh3Xf1m5qYmGCVPLnIqM0NGbsk+ft3RIR6ngdw4MCzX7B48czM1OrVIkVSrtpLFarBPFdl46hRozBLNVCsmZkZI0eO5NixYwYNTmRT+fIE+/XgSoKnbvwLbWHOI/Pk0bUk2ShEisREdtGUE65taNBAHYelolvylS1JNr66unaFzz/n1xB/Dh2CXUHeLGbgc590XL6sjlvesGH6i/1z50L7gE/YNGo/9Ov3/DHfvUss6hAa1tYQuf8kD3GiaEjGM0jmWHg4/gRQ1seKg9TnRlLJDCsXcuTAAejUCYYNU5+fPAnbt8ODB7mPVwghhMivPvhA/3++aXK93/r1WAfux5d4lgKV/vvPcMc8dUq9r1Ytw9Xx8fEkJiZimnwh8XpwMEFBQWrPjI8+Uht17QqLF6ulgqkm1PC8sJXhzKIYyVm9/fvVi62pKzPTVGnG2arJx+wlG9X7Z3YASU422kU+oAS3dIu18/7t26feV6+SyHDXH9jAm9Q0OakufO+9jBOOtrYpj0NDMSOlnFE7G7fOgwdqt3hgPz9wO2S1ujwyMmVczpMnn/EiniG3F3pFxqZMUX/+Y8dKsjEP5DjZ6ODgwM2bN9Mtv3XrFvbaLmHixSpShIjC6swD2h+BrrJRk/xAko1CpNDOpGFqyrp18M03oOnTW70qm9X4LaJg69wZpk7lluKuW/S02TswY8Zz7e6X5Imb7e1TeiVpnTgBGzfCuXPPG2yye/d0yUZLS1KqJO/eNcxYvVevwsWLTP7FmxZs58/3fldnv84NbfcUJyf1fuBA9fcuuSpACCGEKEgiIiLo2LEjna9fJ3HpUqhcWV3RuTMARz07M46J/E4HAHoHBhom4aEoKcnGKlUybPLTTz9x+/Zt6rz+OgBuHh64JA8BwxdfqMnDiAgYNAjq1CHiXjgfM59Rv9ag2pohAKw176S2d3BQJ39LPgFKTEzkRHLeIMnZGUJCiHtfTWBmJ9mo/V4bHw+xi1ZkXhBQrx7Y22OeFEswHtzYdIbw4FB8HG4Qd/kG57bcoAqnGba9FR//04M3+YviSXfVbbdtU6s4td8NtFasSHn89CkTGK97+uWX+k3Xv/8+AFcdnQlhA2ERx9UVSUlqLxZQx218HklJMGYMlCsnE77mNUk2GlyOvzF06dKFfv368euvv3Lr1i2Cg4P55Zdf6N+/P++mrSkWL4z2io+dnXrv5KRWAzvaJP/hlGSjECm0g62YmuLkpFbQ06QJ9O+fcgIoXlm3ki+KN2kCI6cVguLFc76TlSsJ/mYDoD+Jo5au+jy3vZ1TdaO2skKNVaMx2Fi9T6zdWLK7HJu2qL0Zon1qJ//C5IK2glGbbNSOMJ+uVEAIIYR4+UVFRbFhwwbWrl2LiYlJyjhxydVqfSMXMJlxvMevRFsXRvPwIUyblvsD37iRkjipVSvD6rhChQrh5uaGZfKFxAo+PpQtW1Zd6egIu3ap4z06OMCxY5hfv8QiBnF5w7843r3MU2CsWUW1fb166v2sWaAoREdHs+S4mnhLsrODYsUoUUIdYrFk5hNY69jbg7Pzx9jgwdrBH0FwcMYNLS3V6stkHr/Nws7LCTw9sSjnyb8RnpymGo5Hd5BgYcO6KhM4VCZ5qmorK7Ui88cf9fd59WrK46dPCaQWACtXpv+qYLJpEwA3qzYC5mHvkCon4ump3t+583wnfYsXq5+FK1fUabRF3tHOSC3JRoPJcbLx66+/plOnTvTs2RNPT09KlSpF7969efvtt/nqq6/yIkbxLNeuEXlD/VKpTTZWrar+PTvw5QH1j2+lSkYMUIh8JjGR0lyl9M09PHignmMsW5Z+AGnxClEUtbLuyhVu3VJPxocNU4dSei6XLhHxIBJIuTKfmi7ZuOBHaNny+Y6hKOkqG/u8b4a/2X7+o5Ja3ZhLN26ohYeR6kvRzUeWK2krG21s1HtJNgohhCiA7OzsWPLNN3wzeTKa1OMEPn5MBLace6hOGxOPBTeKv6Gumz8fgoJyd+DU1XRJSVn/n9UOkZL2gqKpKXz8sbovBwcs4yIYxVdMYBwAS4DHmuQTnVKl1JORM2fg33/RaDRUSu5up3FWX+Pw4eowkIMGPTt8U1No1OgeUdziCTFZJ4G0s1IDfPcdxMcTjRVRWBOFNdHm9tC8OWaH99Pp9Hjq+SZ3OfH1Ve8nT0Zv5pfUQ8aEhhKP2j5tT5XEu3dpldwd3vbdocAQzM2bqNWgiYng5aXeQNfVOkeSE5kAXM+DSfpede+9B02bqhXAUtlocDlONlpYWDBv3jyePHnCqVOnOHnyJI8fP2bOnDlYWlrmRYziWQ4cIOayWoqjLRDR6d0bfv5ZV6YvhAClajWuU5rr8e5oNOoF2A8+gIDF5+HIEWOHJ4whMlItQSxbFjvrJOztwd3mEUydCtOn53x/jx4RgXr1R3sRKDVdsjHaJmVQoeeJOSGBfqxgyMB43NzUceAD4uvzqGh5dIP4Pq87d4iYOk9vUfTZy7kf11SSjUIIIV4hNjY2fFivHoPHjoWKFVOu4O3YgRUxHB35B9YWifgxgwURN7j32mvqTMZffJG7A6euzoMMxyZcsWIFM2bM4FHyuYhiZkZC2i7FoCYSk4eVmcYYqiSdJdLKljkMx8ryw5T9ay+g/vortra2DE0e99E0Lk7teVG+fI6SZl988QX7ypWjM2SdBHrjDS73msITs2JcsqxMK/7GhmjKlYgi8kEUIVfC1C7TNWqo7evVUwtyevRQJwi5ehUCAlL2lzrZ+PRpphPbmE6ZgkV8PNSogaZGvZRNbW1Thp3RdmF/nq7UT56kPDb0edLNmynd7F8mjx6p3fUN4eBBtXo3NhZcXdXPp6urYfYtcp5sDA0N5fHjx9jY2ODj40OVKlWwsbHh8ePHhMnECsYRE6PfjU4IkaVEm5RSMzMzSL7YyoP5P8OECcYJShjXw4fqvaUl+w+acPMmXDgZza9fnIGvv36u/WmTjanHGNfSjqv7iKLZGPk8E3Z2EBPDmMfDmbfIHA+PlAtO0T+uS5kB8Xndvk342q16i2L+2Jz7K+upko1370KoWXLm9WVJNi5erFZCaEecF0IIIZ5F+79ee4FNowHAjERqut0hatdh3nWdy6KH55mhPUn49deU85Psio9XJ2EbPhyuXdNfl0Gycd68eYwaNYpHyeMB/vzHH3yd+rwnKUm9EB8bCx98wL23BquL0RAy9TseMJPYpOQvoHfvQpcu6uPff1fvtQlCbfehS5dyNBxL1apVaejuTvHU+8qIRsMB3zEUSQihfOxZttIKgJkz1WubHh4pTWNj4XHHfmpBznvvwdtvqyuWLEkZ7zp1sjE2lnjbQkCaysaLF2HpUvXx11+jEA1cJywszfwW2n7XzzNQd+rXHB2d8+0zoyhq4rtx45Ru/S+LSpXUpOCNG7nfV3L+Ks7Kgfg2HdTP6cKFud+vAJ4j2di1a1d+0Y56n8pvv/1G11RjJYgXKCYGD27ibXdXr7tejx7qxGMnAxMynmUrOx4/zn11jBD5TOoLtqamKUPy3ae4zEb9qtKOo1O0KGg03LkDXT4tySAWqSdhOZ0F8OFDIlGzjFlVNj6kWO4+cxqNekU+mfaCk0G6O4eHE45+H/BorHM/a3RysvF6gjtly0KD7WNJwPTlSTYePqwmGv/+29iRCCGEyK9STdIWGxvLuf/+4yqk/KMuVEgdHBrA35//s3feYU5UXRj/ZXthl6UsvfcqvQkISLcgoqKioKIgKioKYhfsIgqiqGBFKQpWEKV3EOm9984WtveSfH+cuTOTbDab7C4fKHmfB7KZJJNJMnPvue95z3vo1InGP/3EY489RoNBg6BFCwlYf/7Zs/ddtw5++03Kdh56SIhCJcdzsh7s378/Dz74IBFaZjQbaWijf4YHH4QOHaSJis3GgYfepxLnuKHuRQLuGcBdd8lD/POPkKM33yzB9eHDopxzIEvv4QfqdK3MH3+493FuvhlKrf2dJfQqsLzVWezTtav9/Q0b5Cdo1860ceBAuf35Z/HPSU83yMbmzeGmm8hu1BxwIBtfeAFyc8nt2xe6dePQob+AWlSseD+2V16V/e7aBcoD8+hRtz6zHS6XsvHAAdlfRoaT0sirGAcPGnFoURsL2myQlEQMZal8Yz369PE2/S5ueEw2btq0iW7duuXZ3rVrVzZ5O0leGWRmspi+HLnjRV0ZDpI82bULzre9zT0XXkdcugR16ojM3Jmc3gsv/qXIPWyUldgpGynnJRuvVaxYIbe1agHigw6QTBi23Fyj5MldxMZyIyu5vXMMVavmfViRjamEFvmcO3HCaD6tKxuLI/mdkpKHbMwgCJ5/3t7XyFO8+y588gnTNjYjNRX2xlXmN27/d5CNcXHGom3Roit7LF544YUXXlydSEsTgkkT4hw5coTGjz9OBxBPQ5BE4Z9/8uEr8Xy+vinR0dCxY0c+/fQzhg8fDoMGyfPmzvXsvevUMf5euVJYtTbS3MQZ2fjGG2/w7bffUk5LXA68915effVVeXDpUpg5U/5etQo2byb9lju5QCVSQgL58cdJwEBu6PWrvE+lShJAaYbXyfPns2rePOM7AU5Sg2PHfcxcrEvExp4kIXspm8h2TTZeukT6BLF+qVjRYIwcK2JVfjY+HlnfXrpk36l7xw6pclJk45AhULGiflcnG9etg99/J9diocmiRXz44YeULh1MSEgIlSoFYlm2VNSdp08bv4mnZKPNZk82FqeyUVVndOjgXmtwTxEXJ4b4xeAfbocFC4y/i5pZT0uD3Fz+4FZi43xZubLo/KUX9vCYbMzMzHTq45CdnU16cV4AXrgPdaE5eGbalemlp4tm3BOsXy8D3J498MsvxXCgXnhxdSBnr9EJxtfXgWwsbEmrF/9e5OZKaSzwY6M3aNZMym5AzNozCfS8xCQ2lnd4mV8/i6JFi7wPN2kCqWfiOEUNGZuzsjw/7iNHyLnjbmrVkvg+Pt6kbHz1bXj5Zc/3aUZysl4KXrcuTH49ifsDf5ZAvDClQAr9+pEzYiTf/2pIPqfWmgy33lq04/1/YOtW+Ppr+Xvv3it7LF54URyYOROmTs1bbumFF14UHhs3yjU1d65OWpUJDaUUGGxV6dIQGMj0uRE8/rhUhfr6wqxZ2j5uu01u//7bszVctWrw2Wfy9+zZQliVLi33XVW6aev74PBwow/DkSNyW7KkkHKhobp1V2rqr4wePZqffvqJv//+235fN94IgO+aNdgc4ps4Susf3x2kpy8D7uBXjrkmGxMSSD8lirebbrLw88/Obf0MstGG1T9AiEaVQNVK2/noI9kWGqpncRU5qpONr0mDnCVVqnAQqFChAjfffDOpqaksW7bMKGtJSTHIxtOnPfstzQpLuzcvBqxZI7c33FB8+1Q4cUKy6sOHw7hxxbtvleitW7cIXRw1aETuWktXfdP0vr/hNHD3olDwmGxs06YNX3zxRZ7t06ZNo1WrVsVyUF54CEU2Ohg2KrIxFu0PTzsrbd9u/H05BiIvvLhCyM020ql+fkYZtVfZeI1i927p+BgezuaATuzebVf9JOo+T8hGm01aUIeEGBJGB/j6Qkh5k2qwMCR3VBSZvxpdCoOCTMrGo2dh3z7P92mGSdnYtSuMei2cnrU1QqKIpdSHD4NmDwXAyZwqRfeY/H/API9arUVTeHrhxdWAt96STrOjRl3pI/HCi/8OVFdbgJMnadKkCbFvvMEhMJqGaGybCi9KhmZjtULmK29is9mEoIqMlGSkeU3mCjNnwp9/Go1Bd+6Efv2ElOnd2wh4nSGPdA9joh48WIi3pCR6s4TD1XrwwAMGidi3723YpnwML70k8YFWBRm0eTOtHIyrPSUbS5WqDHSkTOMb4YEH8n9icrJOhAYHwx13GNXL9vuTW6vVQhLhYu2iBFPBwdJAJitL1KB//y2KhJkz2ZVSm9xefeWjXbyok3U3bdjApUuX6N+/PyA8208/wT9ZWrlhaqrso0QJiQ89SewoVaOvr8QcnpbUu8LmzXI7fjzMmVN8+wX46ivj7+JWNp7W/DBnzBDvxqJAI993+Boc1rqEpkVLqHthB/fdWTW8/fbb9OjRg127dtFd85lYsWIFW7ZsYenSpcV+gF4UDFtGJk3YS8CPESx/zVjb6p5gAZUhC1kkuZpkHLFtm9x+/LG3K5MX/y3k5tKIfeQGh+HjU01XNuqejTabkd304r+PkyfltmFDdh+QILtFC4kLU1IgiXAiPUnWWCxw/DiZmVKZku+Z5O8vwWxgYOGsKjIz9cAaZDdBQRDon4s128fz0m9HJCdzN3Np3CWSqsOflm26ZP5S4fZ5/Dhs3Uq5ys348sv6HD8uhL/a7VUPczkTyOLM1/fKHIsXXhQHlPTnjz+8c58XXhQXzBnLo0eF9VIkiRKHaKyXynFHls7l1LnVPHp6PJ+1+o3t27eLldX8+aKU7NDB9Xump8PQoVK63bu3sG2//AILF+LKILF27drExsZy9K67iAQ27djB4ZkzGTx4MGgdqqlQAXWwoaRRt2w8r7zyKC+88Cj+/rnccosvcZWeodT5fdKcpl07sFjwOXOGkqZmMFYsxIu+022ysUGDm1i79ia6DAQau3hiSor4SuPagjAoSHLBaWlCfEZkJxqkaloa3HuvkLvffSe+hl9/DT16wPHj+AQFSVC3YIGMl23bQtWqmD/KjBnwxhswrHZf2vOBBJIWi5wDO3bI+dCwoXsfvmJFIW8TE4t/bDbHcWfOFO++zZ7WZmVmceDhh+V4q1cv+r7S06F0abaXv4fZL+zhgQcggQghm7Ozi1dJeo3CY2Vjx44d2bhxI1WrVmXevHn88ccf1KlTh927d9O5c+fLcYxeFICcu+9jP43ZGV1ZT5aBSdkYoBGFjoukgqDIRq9i1Yv/GEoHp7OPJhzs8BAWi8xXc77J4BfukADx3+Ad50XxQQvmba+NY9cu2XTddegNtzxWNiLcYVCQxCn58XJPPAH9K23m1Kx1niWCFDIzpcQb4bv8/KT8KuOnhTzBZ0UnG1NSqMtRbm90iNq1JcG/zUfzfSos2bh4Mdx9N2XfH8sjj8A778AbT8XyVJuNojC92uFIOhd3EO2FF/9PONofeRoneuGFF85hnhtUKXLHjjzbeDHvre8o90uXJivLKFCLLAvgixUrWar0WBGMGzYU/J7nz0vwMWuWBAVffAG33y6+eS6QlJREUlISFi3puWbDBr799lt5UJFwVivccgvcdJPc1wIkPz/w1RJuGeFa5j4+XnwbGzSQ+9p+JzGKnTTHijzf1NvOJfRYrKACkJQU/Mgh3CfZaWM+M/Sq8qDK8oe5q7FaQO/ZQ8dfn2E6w425X5FPyl5MUzMqnD9/nrVrhwOPczStkmxUsVhhfBt9fETdavbhLA5YrfaVXMU99n/xhaE6LJaOhSa89BK89x6cPWuoMwuLdu3g0iV89+3m7rth99YsdqCVUBc1hvYCKATZCNC8eXNmz57Nvn372Lp1K9988w11nemUvfi/IKOh4StgrqTWBSi+2iLWE2XOpUvGBJOaKhkKb5MYL/4rUOeylm0NDYV7Hwyk2we3wPTpXqXStYby5aFfP6Ja9iU2VmK7Ro2MJjFJX/8MHibTVIySm+u8GzXIsDp/vn05sUcwKRuVvZLFgpzQINn0ouDpp6WU5MUX+ftv6NgRRsS9LUrQhx4q3D6Pac2Zatc2ti1aJITvc88V7Xj/HzDPoyVLeslGL/7dUEorBaXy9sILL4qExQsNixOOHGHv3r3cP38+K3zXEZqjJS9LlbIj0MpGAlzP8zzBmpUrZWPbtnK7c2fBb6rKVWvVkmCgdGn49Vd45BHZbrOJSq9+fckeati6dStHjhwhQgtWGl13HTfffLM8OHgwvPiizNF//gnASrrx0rknWLAAsrKyCAyMAqJIDzORjWA0pdEwkbHcUUW6b4SE5HH/yhc62bjzmOvGbMnJvMeLJHa8Wdkp5gvdtzGipvxhJhutVqhXD4CI+JOMYDokJPAg3zLw9ETObzwFy5YB8HVSEg8//LDuWZmWlsbq1V8Cs9h2qTpZ+BuxWGGbxKjX9O0Ld9/t+WudITnZvu1ycZONbdrAlCnymStXLt59g5Swt28vFiDFAYuFwEBo2tKfqr7adeQlG4sFhSIbvbi6YE4YmHvElCsnpdTBgZqU39OB5L77xPOjVy+4+WbXpsJeePFvgvJZM5OKFguMHi1mxu5GQF78p7Bnj9zWqSOB8Hvvibd7g1vq5M8YOsPKlaTc2A+QUyy/Jn9uZ+vzg0nZaHfKKrKxqIFSqVIsPdOQOeuq6haN6bmBIgUu7DWikY2LM7uxZo0k1g/ElWc7LchduhwOHSraMV9uqHl0/HghHt2tA/PCi6sR5gU2eMlGL7xwhf37RQllJhLzwfrVq/W/s/bv59y5c8yePZtTp/6kPFKanBFeTheXBQdDiTAfIIggylJGxRxNmsjt8eMFz+mKbKxUKe9jiYlQtaoQj4cPwzPP6A9Vr16dOnXq4KeVft9y++2MHj1aHrz7bilB6NZNV/WtozPvHr2Lt956m6pVq5KWVgEYQEYJTeWi5klFlGpIIIKTZ/1p1QqaNXP9UcywWHYREtiC1ct7u242okg9FVy5QPfu8OCDUKGctkY+ccJ4MD5esqvA9WikbGIiC+jHT/E9CZgxXYi67t35avVqvvnmG45rPoyRkZG88cabhIW9QVJWMCvonlfZqJSu7mD9eimDmTZNKkNWrXL/ta4QFibny+OPy31P+zq4gx495LPOnl18+0xPl32q0vwi+oeDFHIOHQqTJyNrweKKob0AvGTjfwKZG7YCEBBgsyujvvNOiI2FWU9uEv8JTzILZcqIDH/ePGPQ9rQbqxdeXKU4HR1EQ/bTfuNkfdvChZLwLYZ5y4t/G7Sx7sIRCVRr1JDN/fvDwIFGt3K3cfIkKduFNCtRIn+bHV05edfDoj7wFJmZYm6OERvNnQu3vtCYqTxRLIHShAmSd1Le9EWuhtHIxid/v5GuXWHLFmg0qhet2C4+OWqBc7VCBeRm8/9/A/75R/ynvMGzF2Y4kovmBbcXXnhhj6eekrLNW28t8Km3m55jPXCA+hUr8uFzz1Gl8lM62XgivYJONoaHQ2CIJMAzCTTVVkcaQUhBTSvOn5dbZ2RjyZLG4+Dc1NBZgxgFHx/d7iU9XG7PnFlAtB40W0kJyV/ZmImFDILo2RO2brUTVhaIvn2zSMvcSTrHXFds2GzyOUuWLHCfkyfDt99C0zqmxjAKCQmi5AS6spr6HISEBLLxpyH7KT1jkjzv8cd55plneOutt+imNcQpWbIkr776CoMHjwLglyHzNRaLwikbt2+XzuKKZHS0vigsfHzEh7N9e7lfXMrGrVuFgFi7tnj254ht20R1qpS3MTFF299nn3HogXf49ltZB370EYzOncBZKnvjpWKCl2z8DyDjE/HiCPLNp5zrlVeky1RhO0qrQdtLNnrxH0F6+24cpCGHrUYp5+jRkvA9NHurl3G81vDcc3D33QQnR9O0qV49I9i0SbL68+e7v79Ll0hF2D9XgsjrLHvYTBv6JXwHb7/tedlzZialieOpWn9w//2y6dgxWLg2nJ1+rQ0GsrD46itSDp4FZL0DkJ6cDWPHwqRJhdvnyZPk4MvJ6BBAqrkCAqSUJ40QOHeuaMd8uTF4MLz77r+jc7YZ99wjMo7q1SEz80ofjRdXCxw9HGJjr8xxeOHFvwEeqL9aXXed/nfQhQvU2L6dZydOJPx0ayog193BhArUqSPitblzoUEjH7r4/cERfmfS+PHGzpS6cd8+12+qlI35NfXs1cv4++uv9T8/+eQTpk6dSrbyK/fzk27YGRnCCqruyVqTmPQufQBo02Yk48aNo127w8BGtqdrTU8UcdWsmU5cJlKWEiUsfPih64/gDPXq1ePPjz5iNriOk4YOZezwBHpfmoOqQi8QXbqIIKd3b3j5ZdmWkAB9+mDDQkf+ZjDfQ3Y29TjEh4zGJytTvCtvv52BAwfy8ssvU9lB0KO+6p37AowqKmU5d+qUNCBxB2qMrlVLbtPS7Mufiwq9nryYyMbdu8XP8q23imd/jlB+4arBTmpq0Xz29+whcZ80xylZUnjdSakjOFm1kJyJF3ngJRv/A8hIEf+5QH9rAc/0ADk5MhDabCb5TZLr13jhxb8EOWUkK+sbYHTI00/zZ8d5lnL14t+NzEw9mLvr4XB274ZPPpGH9uyBn6deZO/LcwwzcHeQlEQKwjLmSzYmJDBhc1fasBU/ciV7PXiwZ8f+8MPUTd7BlF3deOcd2aSS8xl3P2j4IxYWs2eTfF7GfSWsSE+zwcSJ8MMPnu8vORlSUoghkpwcCz4+siYKCRHpZxohV79dx803wwsvwAcfyGrCsQz1aoTNZhznpUtXP6Hrxf8Pw4fLfHfnnXK/qD6vXnjxX8bnnxt/F0Q8Ovrca40sknwjdLJxx4XyhIZKxW6XLvDoCAtfd/+UX9jMeBMZqJONe/e6fk9XykaQph333Sf7Mfkmjxo1iieffJIcTU354muvERISgu3oUTk4pVBUZGOCJKzath3M+PHjuekmIdHWxDiQjYGBer10AhH06wdNm7r+CM5QsmRJburdm05QoO/M5s2wdKl7grfMTDjd/ykR5PTtaxBvCQlQpQoXgsTP8WXeBWAbbejLYmwWC3z8cb5lK7GxsWRmngZy7MVxFSqIR4/V6r5lhZqvlSrSai0er+gdO0Sp+9tvclxlyhR9n2CUiNetK0r55s0N9WRxQJGNNWoYHkVFEYjEx5OIiKpKljSKVuI/nQMtWuT/Oi/cRqHJxqNHj7JkyRLSNTmvrThZdi88Q2oqNThB1Uj7+jabTdZFTZrAhTM5nsmBV66USaJVK6+y0Yv/HJRlo5/BNepkYyIli2Ci58W/DiqQCwrKE2xNnw53zbqNeQz0LJhJTi6YbPzyS8Ky4jhIfRZwi2xbsMAzZZGvr7yB6U2U60Wx2O+kpEgnbgxlY0a2lqEvTDdqbSEUHSoZ+rJl5SOEiMjx30E2KqxaJQbx/4Z50bHsylsa5IVChQrS7fb112X8Uf5dXnjhRV60aSO+h+BSZZiWlsZ5h+ZLmQcOcArIyEmkJJLE++dEhTyvLfn99wwZMoT7H3jA2KjIRuVnkh969IBhw/I0ZtFRrZrYxjRubLf57rvv5q677sJXW8unZGWRkZFBqiLEtPJpNe+nJwrZpZKbPXtKZXmPwZXEG+WNN4yda76NtVpGMG2alKnWqQNvvun6o5hx8CDU7FWHhuyXhIgLzkFVnzurEjdj9255Trt22oboaCMe1MjSn3zvIQdfoiiHzcSSZt1+D9SuTUxMDHv27CHRIQ6oWbMmd99dnbnvreaXhq/I+ApCTnrq2+hINkLRlHwKe/dKZv3sWVHELl5c9H2C8bnq1ZPfadeugklyT6BixDJljJi9KKrMuDinZOPlsLC8VuEx2Xjp0iV69OhBvXr1uOmmm7igSbYfeeQRw0zWi/8rmuTs5AS12PbNbrvtFotc4/v2wblq7aWEyl2ogSww0Es2evGfQ84+8dPzzTEIel3ZSLhXxXstQZGI5cvnyVLbEdCekI1JSZQmjn4NDztvYm2zwdSpAEzgeTbQSdg8q1VaVHuAc+fk0DRfd716SlVTFQnJyXnIxvRMX2xQOLKxQgX45RdinhgPGGpJnWxs3lHUgtZiVOkXN9atE0WAWuz8G7pRmwPxjAxj4eqFFwqNGglboErTvPDCC+dQ46fqKOcE27dv55mnnrLbdu7AAWoAEdYHAcggkI37S7JtmzTtXbFCnle2XDm+++47PvvsM+PFygZrwwbXyaIhQ0S9qPkHOkV2Nnz1ldjDaPPXnDlzmDdvHqqX3UuvvUZsbCyhai1YVmv80r8/AMnx2YCVzMyTnDhxgh9/fJqqVZ/g4edKQ+vWugIS4HzNmtp3spW5bxxi3DgpuvAkzPbxyebkmZUcZy9WVXnnDG+/Tfo+qegoiGysVk2m8YsXISUhR6oVlLfiY4/JsftVozLnqMZpMjbtpiXbeIuXyZo4BYDffvuN6667jvuVj42G4OBgAgMDaRJ+hEa/vQ1//GE86Klv47lzXKACj8/vzTGL9tri8G1UbJob/pYe4fBhua1b1/gR0tOLr/RbxZ6lSxcPMxgfr3uflyxpL271onjgMdn4zDPP4Ofnx+nTpwlRKwQkK7K4uFhxLzyD2V3YAUpJf55KnjH/aiALCTGtuL1koxf/DeT+swUAv3RDwajmWy/ZeI1BkYjlyjFggKy1ly+XTXqexVOyMTmZ9mxi/hPL9NjVDlFRcPo0Nh8fPn/xDO/xAlSpIo8tWOD++/z8MyPa76R8eVk7gDHmn9sXLwuUIpTM2pINZWOVKiJWmDg+FSs+co246zmkULIkDBhAdLOegEFg6mTj+1OlXN3nKnZ46dEDWrY0suv/BrJRRc1ly0oCMb+ORV5ce5g1SxbYnnRH9cKLqx2jR8Ojjxavtx3IRJudLcS8i7LTnJwcwh3YrnLx8QQB3SolABBFeVJSLXzzDYwaBd9/D998I9PkoEHImkvVAterJ2WjWVlg6nLtLh5+WIb9fv2QcoIRI8Sf0LHWWJvPKlatSpkyZbA4NkR78kn49VeSajUHEnj55ZrUqlWLjz/+mM8++8xplePp9u15DBiND8M+qK+H16VLu3/8wcGZQG+yGEgS/nntHqxWWbfu3KlbiwUFud5nRIRxDMdLtRJ7GJDzRms+EmzJIJryPHxnIjk5sIOWvMpb+FWU4CUrK4syZcpQrVo1u31fvHiRjIwMGjVqJBvMx6u8F91txnXuHC/wHp//UYU6tiPywYrcqQ9jTV+cze6sVoNErVvX+BGKq/QbDLKxTBnpqD5pkvGdFgb5KRvfmirl9V4UGR5H9EuXLmXChAlUUQsjDXXr1uXUv8G76L8Id8lGT2h6lc0KCREfscmTxVDECy/+A8jJloDI18cIjLzKxmsUKtguV44jR6RcR0EFHTrZ6O7Cxd9f6pnzyxgfOACApWZNgipEYAEjnbpunfvvs2ULF85KYK0UjcqjPDqzJNnrNhapvCQ9OQcrUjYdGQmvvgpjXgnCV0UOhSx5Nn3lgIlsLIbKoMuK7GyDYFUnh6eE65VAvXoiJVHdLL3wQuGzz+DZZ8USYOZM+PXXK31EXnhRNCQkCAHxxRfF66lrs8HIkZKN/OQTuOuufJ/atWtXvtSUiauALH9/SmRlkQ5MvO02AJJCRP23dau8JixMOJmkJEjeeVQmyPfflwctFugjTVlYsiT/4zt5UsgYUwxhswmJCZrAzsfHyPRFRdnvQ/lMqm7UKn5Q8UlwMNx+OzO+92XhwhSCgoKwWCy8+OKLjBv3Jsc3R3Fp3MfGcQN1GzYkJKw7Gbxk91aekI3lygUBzYB2xH38vRE0KPTpI+TT6dOkE6wfakHQRJecwkQWml6Y9djTAPiXK02J/j3IIJDksW/qHNrIkSOJjY3lE2X0rcHHx4esLPhofk3e4mWyU0xN2RQxppruuEJyMiQnc4aq+iZrarpx4EWBWdl4yy2ibneXAM0P588L6evrK+S4+UcoDoIU7MnGYcOEcKxevfD7M5GN4eEmz8boLPvu7V4UGh6TjampqXaKRoXY2FgCAwOL5aC88AC5uSxPbU8bNvPEW3m7j6mF53kqeaZwUcrG4GAZhEaNEpNXL7z4D8CfbGpwgiqhBhFTrGTjyZOXj7D0KoyLFyZlozmGAVOGkwghmtz97ufMwZaYBA6lNTo0spGGDSUj1LSpeCj5+cnxnD3r3vtkZnIBGfcV2Vi2rOymhCWVWMoWvuGDzYZfSgK/MIAZHyUYja19fY2Fh6eda9etg59+omeDM3zxBQwdKpsHDxaRRZ068r5XbRm1uXRJEcn/BmWjv78scJYulXNy/forfUReXC1QY9rZs1KCOW7clT0eL7woKsyEiYMwpkhISZGOImCUFbuCRtxZwsPJ7tHD2K6RPCE1yrNkidE7IzxcCcFsLDncjuCsLC789JPxOuXJkp9vY2qqkFBly9pl7hz5EpsNI9MXFUVycjLlypWjYsWKWLXPt/vAAd555x02Kq89bc6fOnUqX331FUFB0dx8czXS09PJzMzknXfe4dChV6jTvgLfvXESvWMdUKZMGfxsA9iKyccRz8jGwEA/SpbcCfxDTu978jKJy5bJ/Lx5MxkIE1iQshHT1xBjKW9s3LNH5kqM6T0hEXJWriGQLErs/SdPcYBPPtUYz0yuxqu8ZR+GKaLQHWKvRAmIj6fCTa0A+PDDYiz8MCsbDxyQf0VtHqfI/WrVJO4w80LFUfoNoip+9FG98VChMGGCEPhz50KJEvzIPZzdE8/AgQ5xv9ffuljg8Sl7ww038P333+v3LRYLVquViRMn0s2VR4QXlwc2G1EjxrOVNhw+nZfs1UvqqCzGFO5eOGZloxde/MfQusJZTlCLNbcZNa4DB8K8+xcwjC+L1iBm/35REg0YUAxH6oALFyToa9Hi36Go+jfgnntg/nxsj47QuTO1jtDLqH20qNiDUuoXX5Q46+WXnTyokY1RpRvywB938vKtu6WzofKC2rLFrffITc8iCgmSFdno4yNrmaRGHaiIB2O+I9LTCbBlMoDfeOBhP3x8xON782ZIL6VNLJ76Nn7+OQwcSKN9PzFsmNgzgvSkeOstaDymr3QXXLiwcMd8uWEOllUnnn/TdbhyJcyeDYcOXekj8eJqgVpwqsy0txu1F/92KMVYu3b2XQCLCiXJDw4WIqUgKb5GNnbt0YPQRx4xtmsyw9odK9CrlxFuhocrbsZCri2TDCD91ClDbahKcg8ccF79oBLcPj52a7ddu+yflp6O0fAlOprs7GxiYmK4ePEiFu29NmzezMsvv8wqNVeUKoXNZuPNN99k2LBhHDHZLvhrKki7SrrERLtu3Nm5eekGlbN0Fy7t+Vq21P+0iKu0W8pGJfCMLmEqw12xAnr3hrQ0nWz8frYfB9D8bM3lL/ng008/5emnH8PPTzqQp6Sa2EmzsrGgKhaLBSIiiLdKMOrpd+YS5hJ5FUBevFi0fXboIHGy8iKyWAzWt7iUjQ8+CNOmQadOsib65x/3/S9B5rhXXpG/77kHevQg9MspVG5SivBw2f3uIR8wgee982ExwWOyceLEiUyfPp2+ffuSlZXF2LFjadKkCWvXrmXChAmX4xi9cAU/PzJadwIgKDjvz6kP/n6axNgd2TYYk2hwsCwo//4bdu4s4sF64cVVAhUEmQLR666Du56uRNOJD8B99xV+399+K+nQFSuKf6Jau1aCk507jdobL4qGmjWhXz9SGrXVA8s8ysby9aV1oQelGjExwkPpikAzNLIxukxDvv/e1BOmdWu5dfO3vZQcQC5+WCw2PUMP2nuqNy4s2RgYKN3FNm3SFy5dusj67eTHCySDff31nu1TSSzUxOQIi0WuzcI0n/l/wKz4DwiQ8UO1tr+asXq1sN9qAXDV16t78X+DIigU2ViURJsXXlwNUIqxwvq4zZgBt98uUvuHHxbiLCoKzpyRx9PTZX68/fZ8d7Fo0SJmzZghd/z85LkffUR2mfKkE0ScpYyekDY7YSkhWOPG2zgJUtyr5sP69WWOjIvL67UIxrVbooSdL6+jHWtcHHZkY3h4OHv27GHnzp16bNygSROGDh1K0z59hJjp0oWsrCyGauUIL7ywiDffTNPfMi0tjfDwWCCbC2jzu5a9TUhI4HTOCcC+iaknykYwlbf+sT6vXNPknxlFBazr/3br59eVjUFOFLAxMWQvNHpRnKAm9zGLx46PAcBqtdKnTx+GDh2apxv1ggULmDZtGgEBEuul5AQaicnq1eX3SUtz/js6geIFS/3xnVQbbt7s1uvc2ekln0hOh2uJ7qKSjapE3/zl16gh/y5HrPTxx0Jwfvqp+69ZtMhYA44dK3YLpmRAxYrQtEYykcR6lY3FBI9TPo0aNWL37t18/vnn+Pr6kpqayoABA3jiiSeoWDFvGa8Xlx9K1e9MMl65sgzoIVYfSEB8m5o2LXin9eqJk3Dz5vDnn/DAAyJDyc8rxAsv/k1Qk56vr/321q0NwqewUGnkjz6SoK84sXat8fd333lO9niRL5SqMSjIEAXUqQPTp2t+Qe6Mmwq9exO7YzzQwXm1lZYZtzVoAJgq7tu0EQN6N8nGpFQ5f0MDsvH3D7B/UJ17hSW8fX25WLoRa/ZAhXQhGvUEdYUamC2O3EJKiv65l51rhM8KaNVKFhBxcfL9R4TUoBwU2gvyskMj6Rb53sIP9edy/5sWXZ15VWP9enjvPeO+N4D2AmQeVGyBl2z04r8CJar44QchZgYN8uz1K1bA77/L38eOSWfiTp3yNtZykbTZsWMHMZs2cT8I2WixwNNP80/Lp7nhBqhbBw73kUvwl1/kNTk5Btno41Of6mXKCNEYEyPkYHCwkDYnTkjC0pxhBDuJZG4uPPGE8FqO/FFcHFQxyQT9/PxooqoqNBKmW69edLvlFv01Nhsc3Q9vvvkuX3/9NevXv8369ZEcP36Ajh1b89prr3HhwgVgO+cDqkMWQghWqMDWrVv5Jft9YDFgyCzdqUQ3Iz7+LkJ9DhP1ViC0eknvjA3kYS4t4WHgRh+0Dh3goYeg7ZbT4Mj7RUfz8PFX+Azxyjx303Dm/HUzEcEZfA7ExMSwZMkSLBYL06dPt3vpfffdx/XXX8/nn19HWhqkEirzbkCA/MiVK4t1xfHjeX9HMxYsgEWLiD/9PhDG7b89wCjimPxwEcqd4+Nhxw6x+4m9RK129UlKHsgl5lH6woXC7zc/KNug4kBurrDn5ctzKjGC6qr8yJOeFMqXeOxYKadGrFj9/aUSqWxZip6s98IOHikbs7Oz6datG0lJSbz++ussXLiQv/76i7feestLNF4pxMSQsW0fYG+NoNCrl8xVvzy9VoyxXA1qZgwaBPPniy+CbmbnbZrhxX8D609WoTVbeGi5oWCMiYGff/asGXAeZGYafmhmj57igtnjxc2MqBcFYPZs+OEHoo9IZtocAJctC8OH28e0BcJmg+XLiYmx5dkfIAsUzRfHv1E9AJJOxQmZqXxxd+/GHWSmi7dhoJ99xvjHH+GWve/xKY8XKVjavl2qTJ59Vu6rymHHsiy38Oqrog6pUoXHP29Cjx5ijaQeql8fPjtzq2y4WslGTdm4mN7MnGnRF4lXPRwDcW8A7QXYJyIU2ZiV9e+yBvDCC0eY46Qff/TstQkJ9uxc69YwZYrEdo5loC486Lp160a/vn3ljr+/vPbQIZLPyTpKzaW+vsa037mzkdDLzMSo8TV7IzfUSnmdETiKbAwLY/16SZS+9FJei964OAyPGMe5QZV3qAYxSEjz+OPi8jJwINx88x3AEOAQM2ZMZ9GiRYSpD0Qa5y2aSlBTHwYFBRHmVwlMTU7++Uds/TyBn992Uq27qcsW+7ErNVW89xR8fNxO9A8YIFXtd18n3+d7vMD7PCcPXrxIS9s22vEPAAnXy+/pX0IW2yEhIXz33Xd8+OGHeim5wpAhQxg3bhylS7cAIOWP1fZdn931bVy3DqZN47Vm83X70YtUKFp1wqhR0L07TJrEEd8GJCULK3uAhkVXNn71lXQsNwsjihMXL0LDhpwo24YaNS00m/oI2fh55mV/8qTcamapNps4/Hz0kUx9Z8/CG2u78AGjvbFSMcEjstHf35+9e/dicczueHHlsH07Gd/MBgowwx0/Hr7/vnBKKDXhebsyefEfQVzHW9lGaw76NdG3HTwozQXHPpUutgGFwYEDEoCWLm346xQnzIS/p805vHCO556DQYMIijtPhw5CeuXB0qXw9tvuBVBpaWC1SnMWjOFTh1JdREQQWlWy8cm5IaKgaNxYFBBRUXm7RDpBhC2ex/mUBzva10kdPw5/Rrdhu2+bwpeuHD9O8jfzAGNhNHiw3D43KovUp1+yD/ALgvJhnDKFmFgJPdR3o3ej9tMSW1cr2VixIrtGfsnHKQ8DUo3zr4BjR3JvAO0FGAs0f3/7gcrrU+XFvxlmY7vTpz177cGDht0EwGuv5SWE2raVWxeET4cOHeimGrr4+YmXd4MGJD3+PGBoOAA2bJCHW7SQ0LFDB4iM/JXJWVkcBfvEstm30REmsvGff4zNjv1kEhKQarXly+HZZ0lKSuLLL79k5syZecjGnK1bWT7jLNOmARzgt99yadfuc+A7AgMfYvz48dx1111s3bqVfftygI5cyLVfM3bq1InbB50DFtKjh8ybTuOsAvDpp58yv3176oP9GGX6HeIfepabeudwx5gaBdoh2qFzZxLveoQXeZfneZ8ESupJ4VBkvkxIlLjF3184kLCwMIYMGcIzzzyT726VQC4F+9J2tztSaz7hg7qc47XXZFMaIUUjG1XfjR9+YM1q40tKI6ToZOOff8LUqWLBg4idpk8vRvpAi4t/DxWhSOmSufiT45myUZ3jmkIrNdXoSViypLzFuD/bMcXnGbvyfC8KD489G4cMGcLXX399OY7Fi8IgKcmjzltuw2pl8WKxQ1h6oSnf8JBM2t5Fyr8Xe/ZA166wceOVPpIrjpwKkiL0DTNMtHUB76l4uOMO93eWkWFMdMpbJy5OlI333lsMR2uCl2wsXthseiDfrGMJ/v4bfvvN/imrVsHPH54i+ZX3pLyqIGi/kSIb8ygbjx2T29q1CS8pwWcmQWSm50qZVO3a8riS/blA5V8/4dMLd/DBr7XttityMOWOB2HEiIKP2RkOHSL5l6V2+3vuOeEkYhMD2P/xMvfZNptND9yTajXXOQ5VEKGTjb7aG12tno2VKnG2j+Htc+YM2JYsvYIH5CbU+FShgtx6PRu9AKl02bCBQZ1O066TP6v8NU8Abym1F/9mzJkj3czAc7LRnJhp0ECYvw0bjG233CIVX1Bwd12zN7gWryWHyBisCwGR+U8JFps2lVy3zTaZZ48fZ1fXrvYdtdUT9+/P+34mstGcL2/QQKoRzpwRxWT//kDduqJuq1WL6Ohohg8fzhNPPKETMafPn6dUqVKEtWnD1qHjgHigEVCaTz+VGCciog3jxo3jnnvuISwsjKpVxdYlOSeEZErYMUyK37n5ZujTx17k5y769OlDv7p1KQ32ZKNJcRrfpDOLFllYvNiSp+pd4ejRowwePJjFi8WPMS0Nztw8gvSPv9Sfk0Q4nDvH33RgJd0BYxp1EDE6RXZ2NvHx8QQFyXeVJ3/jLtmoks7ly+sNb9IJLnxnZ/MaYts2Vq+RL6lB1RSalrlgz4IXBqbjPXpU4t8RI2Bcs9+KR+2o7X+h7SYAurVMIpFwz8jGtm3l3NcqPdUl7+8v16JeQV2ysjClXhQZHns2ZmVl8dVXX7Fs2TJat25NqIP7/aRJk4rt4LxwA0lJBJBFGf8kSpZ0Pkj06iXX5+LfM6hYItmJ1MYJBgxg5oK7mWO7FwinguVdhtq+lS6Wpq5fXvyL8OSTsGaNkBgdOlzpo7miUGIvc6NCNccmUlJmH5str0ePM7RuLbL8c+fso5GVKz1qKOIWvGRj8cLcMVEbF82LAJCyodjYYexhCk3cSbYkJ5ONH/ESEuclG1XXvNq17d4rmTACMzKkU9HRo3KdFlSKHxaW94AxZdOLIlBKSSGZMP1tQOyGqlQRfjaWsu6TgklJ+oLgWLqYx5cta1RyqSA6jRDj+VcpHGPa3CPH8et9RQ7FfaiDrlRJlAvepKEXIBnq66/nh1Vy90aWYPt9vudmal54cbVBNSGLj5fayIAA189XUMxDly6wbJm9qnH2bEnYq9jLRdImOjqa4Lg4mUH9/HS1fnKgXFtOpm079OjRg2rVqlFp5Ej7eN1VGXWtWuL7Ur8+t0XIsL92rSzbrFZ7ztKMkJAQ+vXrR1BQkO4XXblGDapUqUJ0QgKH8QOOAGFAeY4fl2C5RIlMwPDvCgsTHjYsOw7rkLXQ1Ih/P/sMJk4UwVvt2qLi/Pln19+BI6ZPh/d+n8QdXMcHzsjG8HBSevTXji3//fz444/MmjWLWbNm0alTT9avf4zAwNs5sPQMqtS7PFFw7hwTVUk1xjSqTqWDBw+SnZ1NzZo1KeHwhq+++ioTJkzg3ntHse7RVjT4cxs0G278fu6WUUdFkUoI6882Zr92uqURUviEkEpiV64MZcqwaZPc/eSbElTosVf2++STYqj94IPu7/fsWRg61BCzlC/PV18ZD1+M9Sse6ydN6XkqV36ncbPqksaLvJfwhfv7+Owzu7uqkKZ0aVnyFdXu3Iu88Jhs3Lt3Ly01sunw4cN2j3nLq68AkpJ4hbd55a4T8PZsp0/ZuVNbHNZqQ8XK8TIoOMPBg9K1smVLSE9nq80gFRMtJcGmPcdLNv77kJUlhsDgWaOL/yhy9h8G6uGbngwaoaLIxjRCycnMwS893ZBc5YeUFL1cgE2bpONgXJzUrfToUfwKou7dJRjcvVsu6hdflPJeH49F6l6AXkaY5F8GsoIId6IOj4iQtUUCEe5FH5ra/PagRcS26WtX0QUYysY6dfD1hdBQG6mpFpIIp2xampCNv/7qlm9jRobwciEh9sG1+rtInFJysk42mvetqkpiKQuxR93bV8mSIqmIiuLoRvmS69QxHrYro+7WzTCxutoQG0v87nTM3lNZ6bmeB1L/b6hV0gsvyPdb0ErXi2sGqnxMISskgoARI6S7Z1FVLgpbtgjh0qJF8ezPCy+cYcoUYaR++kmaXCqkpLjf+liRjWXKSNK4Xj3Ytk0atChfUxXXuVCXjRgxgta//cZLIOe+FjuUD0+nbVv7+c8Zxo0b5/wBRVadOyeTv/ka7dBBJyaHItzP99/LZZcn7L9wQQzKAwOp9OCDzJ8/X7ZrRoq+QUH8/O23lG7Thn0covrLLWnYNJ4mTS6wZctpHnqoPceOXSA+Po7w8HAWL17MihUruOmmrvTr1w8wvu+/V67k7Z49aeLri/XxFI4fD3DHJSYPjh3bx8nkKI4RBCmmcl9FNiYlkfzASGCqyynupptuIjo6mhkzZrB+/TKgG5mZEHP3SGA+ZULSCHzjHahZk6xvDZJa8YNK2Thu3DjmzZvH5MmTGTVqlN17hGhBTcmSGXTaPFnWBPf2NH4/D5SNx6lFn1fb6JvSCCk8cafiymbNAFG9hoYan40//pAy6LAwz8jGqCgh5xXKl+fPP4272fhDuge+iq7eB4jNKalviiHSM89GB5jJRjCS9dnZ8s8dJasXruFxjLxq1arLcRxeFBZKAeIiKIyIkHEpnlJwycXi8OOPxSX12WdJSbZxGMNUI90aRBb+BBRnVykv/n9Ys0bOlfLloV27K300Vxy5q9cB9fCLiwYH9RaIyqxUXFzBZOOpU8bfSUlC+pUqZczcxU02fv21EMeqG9R774nJ8W23Fe/7XCvQssPT/J/k+ZLw8MPYZWPBUN8lUtI99i45mTBS+LXWGFjbN+/jpjJqgBMnLJSoEkFQVqKcL40by+POyqQcsPThudw2527aXZfOP7uC9e16ZnbnEXj/N+m65ymcKBsB3n8fsjbvpN6IhXDJDZW8gr8/VKmiCzvr1jUe0snGEuVgwUrPj/X/hQULiH//BPCmvik7o5CemP9PKAVqtWpe1ZoXBvbtI+rnDcBwfdPpXg9Th2NCrJg7mBcWVqssQidMEFVtcHDBr/HCi8Jg6lSpCmjSRIQRgYGS5CoM2WjOEjoKLCIioF8/l0kbq9WKzlH4++uxw331t3Kfi541UVHydjk5Gq+Sni5xgcryRUSIHcbFi/IZlX+k/r6izlLanyFDjMeWLIFZs6BNG3iqzUmpb61Vy55UMnk21teCn66B/9D1LUUXVGHHjkxAyL7SpUszY8YM9u/fz+TJk7FYLBrZaOD82bP8ZbWSbLWyboqQd4VJhC5aNBb4i5M8CSmmJlaZmfqfKTvFv9oV2diyZUtatmzJXXfdxcmTJxk2rDWZmXDqohxbcJgfjB4NZ8+SjcRhM2dK1e377xvkU2hoKKVKlaJq1ap53uOFF17gxRdflMYxXbqQ50OrNcKZM/kzWlYrREeTgL1NTjrBhZfdqe5+Gtm4cCEcPiyipLg4aNOtmzyenCzv766QwaHk43RWBd3JoHXJI7RM3A4ZbjaodYWoKLLxIzHbqKqNqdcRHn+t0LvMj2wESG3anohda5x34PXCbXjlMP92uEE2qjkznlKSAXJGgOTmGqm2zZuJS5aBz8/XSHsnvvOZdNDw4t8HrTSCypWly3ih2sn+d5CTK5GYr2kEDAgwfE+TCHevSUWdOobT9ZkzxnbdXCUdz1yq3UBAALzxhnFfKSu98Bwa2XjaVwK/ck5iIeUt5LayMTNTopX8xuQjWjMXjWyMjITgUB8sIGOzuUyqgHMnc624wAdi3yUzNBTKc5E7E78W/6rClNwkJ4upOfaBe4sW0K5zAKVIKFQpv0nYqUMnG692K8H0dJlHTcjKsObz5KsI69eL8rpJk4Kf68W1g/XrOTn+W7tNJ6khfxTXvGWxyHyVlJS3UZEXXhQnVHOLe+6RbFZh6iGdkY2OKFtW4uhZs/J9yu+//84YpXbz8zOIJgfrMUf4+orVYXQ05M6ZK5PjwIH2T8qvSUxCAhsWJREUZNP5LTOio+WQn34aOjzWjO20yKsIU2Sjn1++38UttwTyzTcbqFSpOhaLhZ49e9K1a1fGjh1Lhw43cmp3IglvTUV1NGndtCn3cSOleISioGLFmkBjcio1lgY3CibPRmfVGPmhc+fODB48mPLlJeZSY9/ZqABpqlO5MtldxMrG31+KAi5dMqy7v/nmG+Li4hgwYECefQcEBODv78+mTfBxzL2spov9eVihgiw4rNb8fUXj4yE3V485goKgQX0rtfrUz5sVdxelSknsaZK6/vgj3Hmntkvzb+2JnY0D2VixTihz58Izz8CW3q/wDi8X3mfSjKgo4rBPHESXaiAntbuoXVsCe23t5Eg2BgSAn5/MfymHzl69HuL/InhMNnbr1o0bb7wx339e/J+RlMSrvEG3nx5DqeAdoZONPpqiwRmJcvasZHIA1q8nba+sCMNCcvWFZuJdj0iJnxf/Pmg+F2zfDgMGwHffXdnjucIIsGVSlhgiQjLttutNYtwlGwMDxTAchGz89lvJFq9fL9usVlEiFgdsNqPm7dVXJcUKeVsNeuE+NBLuFOIt5MxiU5GNbisb+/QhNzEF2wYnHc2Tkw2PHqVgBKllUffr1pUVR3JygS38MrLEkN0x6Rp5djt7acILTJDEwrPPFnzcjjhzhof4lm96/oCDUMFQxyUkGJ6XrjB7NgwaBPPm8cQT8OWXcOutxsMNG8JTT3nWl+mKwEQ2PtdsKcmUoGzA1esvqaNKFc5Xacu2xTHYRjwm44cXXpw9q499CifQFDcTJhTPe1gsxgDlNcHy4nLBZjNIp4kTRZG1dKl41KmSVXeg4r58yMYtW0Qg7oJn1GExN4hJScGKhexg19YExlw+jgqPjxANvWPJrEpIOooGxozh/C3DyMqyOM0VKNEawD+7QpjF/ZCYyK6dO6lZsyZdunQx5nN/f0hOZjxQ51I6FouFZ54ZzZNPpvPQQ9C7dwfOnTvJiRMnqFSpEn379mXChAnMnHkzNZqVZN6ru+GttyA3lxoVK3KOV1iA0YDFFZebH558ciqwl5Aqj9r7WJq8IJwlSBVsNhtTpkzhiEr4alCN6mpwkh5IKfCamadhxQqysn30t8jOFkLKsUGxKwu5P/6Apw+M4FcG2I9/Pj5Qo4b8nZ9vY+nSEB9P/HviR9ilCxw46MOfi4qgE3v3XVH/mppX6hxBPMJoquyvJ8khM9n411/4B1gYOBAmTcJQcWRkOHulZ7jxRnweHspj/S/oTgkeV5QnJAjJrqk2hwwRCsRs5ViihPymqYR6/fGLAR6fsc2bN6dZs2b6v0aNGpGVlcX27dtp6qEX3Nq1a7n11lupVKkSFouF33//3e5xm83G+PHjqVSpEsHBwXTt2pV9XhWPPQYPZnfT+1l9oobOJzlCDSQJIZphsjOW3uFqVUb9IUE2vYxQH0vWrZPMwF9/Fe3YQdyL//5bFtYqo+ZF8UOdHGoGLo4M078Yg6pvIIZyzBm82G77xx/D3HqvUoWz7k+0qoRi8mQxyZk+3d6HpbjkWocPS9CqGLFWreR227bi2f+1iObN4fffOV1WyqQ0uyI7KLIxnlJuL5a//BICgyw89JDDA6qupFIlnbCbOhUerPc36z7fK6RjQIDRkboA24pMLRAODDQFu1YrDaeMoCymcf6bb4z3dgc2G1y6RFu28NADVrsqskOHYNJ3ZZjNIHmeO9fJ33/DDz/A7t20aAGPPGJv39aihdhtPXb7RfleQkOLXxFcHNDGzUDfbGqViqcEqViyiymZcJnRqxe0vrMGPaffgXXuT1f6cLy4GnDqFKexH/TOUsX9ktOCcPiwDHBKIeNtTOTF5UJamkGUqUm7ZUtRcyuywx08/LCwDn36OH141CjJKw8ejFSEuZqnzGRj+/bsu/tNQqZ9SPv2+b/EONQMYhMTiIe8ZEenTnK7fLn99uRkLiDMmeqPY0aVKpLHVBjNh5CTQ1p8PCdPnuTs2bN2ZdSkpHACOJYt6sevvvqSBQuC+P13Q4xX3SFDa1dJZ7PJwjE7Wzz7gNdfF9ef1avz/w7yg1q+5CnUuOEG/btOR6qKnCkbt23bxqhRo2jevDnp6emkpaWxY8cOgoK2AOL9VxchIhM++hZuv13/OgYNgmHD3D/WvXv38txzz7Fz5xRAI0Edx7/8fBvT0+H66+H55yEigrgA6WBeGILWFfbsEYHlU0/JfV1fod7IHcGFgiII7r8f+jrYB5krvYqKoUOJ/OpdPvutIgsXyqboKKtwCebqMlcwn+MIwV+5sn0DpaVLYWetAVTnVPE0trnG4THZOHnyZLt/U6dOZf369YwaNUq8CTxAamoqzZo1Y+rUqU4ff//995k0aRJTp05ly5YtVKhQgZ49e5Jc2C5M/0XccANp5SUTnZ8Vjj74B2npG2cDiMNkppONITZD2bNmp6Rpli+XwfHjj4t48Ag507GjSMqeeKLo+/PCORTZqDJpV3294mWGs3bUwN13w8CX6lBq4stGqYorfPmlGHU7mENTrpxkB0uWLJ5sHsiCzRzYKgbo5EmvzL+wKFcObruNU3ESxTpTNmpNqom+43G3S1fi4yWeyZPwVubcJoX4ihUiNLazaFTKhQJ8GxXZGBRseqM//sCyZYsxIURESFr+++/dOnZADnzOHJgxQ6JsE3btgtFjffmi1XTxLHWHmDh3Tm6VwX5+CAmRczktrfium+JEejrfMpSMJ8cyvIUsUK76JNnu3TB2rO62sIIenEkq6fo1XlwbOHWKYNKpU96IqZPCq9ob/RcF69ZJZ1MFL9noxeWCIjuk61rh99OpEzz2WL6NMNXU/VLQhxI/njzp9HnPPfccf69dK3f8/aFfPw7e8TI5uT554wIT/P2FAIKnmPH+cl6EvOWsPXvKHL1nj331Q3Iy5xGW0RnZCMKhBpPGrSXXUNlyQT6TxcKmTZv4ad48oxLH3x9q1eLeu0cAXwOv8tpr46lYUQ7+mWfgn3/s952VlUVwsCQf4wOFICM2ltjoaBI4AZxW+d1CFcnpVfGx6eDYP8LXF+69l8c67CI3I9tpuFOpUiV69OjBLbfcQnBwMNu3b6dly5bs3CkxzvmnJlDqMVH8qeRy9pGT+uvnzJFu21OnwqJFi7jxxhuZkI8C/MSJE3zwwQfs3TsH0BRyjsnq/DpSr14tXZ0nToT0dP0nrlgRiY3uv1+yh+5UlZjh0A0sLg67Rj163ljFdIUhGyMiWLNGhPEbN8opWvLbj6jpc9L9jvBuQtkepaT6kN6lN/mWdzrCfI7ngzZtoFmVSwSR6VU2FgOKzbPx/vvv55tvvvHoNX379uWtt95y6ndgs9n46KOPePnllxkwYABNmjThu+++Iy0tjTlz5hTXYf8nUJBtY7ly8s8vRLvQXSkbe/SA0aNpxi420p6ZnyTy+OPwzovJ1Bhzh6SkKmiTiCfZwvxgvoi3bCn6/rxwjscfh3fekQwgeMlGNUmb07wKDzwAY8YYXoz5Yc8eGD5cAgJHlW9EhCysEhKMGo2iQl3oSmocEWHs29yoxguPkJho2BY5UzbedhtMmwb3P1/ZbQI66at5gPFT6dizR25NVQB66b55PWH2bXSBzBytjDrItHpRkoFeveRWlcQsWlTwsZvh78/yyg/w1yKL3ZShKqhj00vIF+bsGnKElnFOjKjO99/nXSeAeDm27BpGGzbLhqsxqajGzeBgnuc9Hhqcw5nH372yx1QQtm0jfeIndptS0oop9FuyxDDh9OLfgYwMsf6YOBFOneJJpnLk1z18+aWIaao/3V/kR2afg8LCUWniLaP24nJBkR0lSxpZvp9/Fr/QHTuK7W0UIRPpoxEx+ai1vv32Ww6pZKGW1D57Vu6qnH9+6NgRoDLnE9oRCRJLmomiMmWgdWv5e8kSY3tBZGNaGj+WHE6SpSQLErvqyevQXr1oe+oULcuXl9jYYpGEfIMGVHrpc2AokZFv8Nxzz+rz/z//GJ9H7v9DYGAgc+dKxU1cgBabxsbyy59/so8hwNNF6uy7bNnXhAR2IyjmRRg5Mu8T5syBv//GJ9Df6fK0UqVKLFmyRBc4RUZGUqFCBcqXL8fQoZDmG8Y7n4s6J4EIAMYnPM2rJafo+/jiCwn3d+3axapVq9ibT8VI3bp1GTNmDJ06SYcej5SNZsPNZs04ty8BkJC/abtgas9+nYxlaz1X3M2aJQGcJmV0sFnMSzZ60uFZJYcjIliwAF54AebNk1M/KSuIpIjqsrGouHCBpKPRXLqYTYkS0kZiRLONopx1KI/PFypBrJGfU6eK05BqbaBDD3a9ZGNRUWxk48aNGwkqDvJJw4kTJ7h48SK91IIJCAwMpEuXLvz9txMvLA2ZmZkkJSXZ/fuvw5GDcMT48ZK9eHXYRTEncDYLqYspMhKGDiVs0U+0T1hCu1vL8dhj8OL4QGpzXCYnpQYrqpoqO9t+MNu795ov771suP12ePFFI1t7jX/Pc0+1pwureWdpa7vtO3dKfHrokBs7efhh429HYlLJgYsT6loxZxXee08Ua0664XnhBnbs4Nz0PwD5yZyV3rRvL9nsNm3c3Ofu3SQdlyAwTwLIibJRlQYlTfjcyMy6TTZqZdTBpqlcW1h9frQH/ZhPEmHiTbN3r/tlJhqefBJuvtm+ArtQ8Zem/jhkq8cDD9h3yFQICIBzO6Lpyips4OZF+H+GGjeDg5kz148ZM32JjbvK++ydP68vnACmM5wK6fl4RHmC3btFJlOnTvH50npx+bFoEfz5p3SoV0mq6tV55BHYsAFGDUuFBQtg8eI8ShiP4dj4wKts9OJyoUYNWLNGul0ozJwJ48Y5YRFc4K+/JGGXT0JeFQlFBiXJPJXP81544QVaqoZcfn4QFUXsKTn/VbVEflBV0hu2m8rVHIn6nj3lds0aY1tSkmuy8fXXKTHnS/xsOcRbSvErt8v27GypYFBGlDabPjYo5Vv58nJrFuGZvZxLagvQzMwEAOL9tQ8ZG0tQaCh+lnJAGcdiIo+QknKctMzV9GGK/fexcKEIZcyNE/OBj48PkdoPUL9+fS5cuMChQxv4+mt7a0/lzXwbC3gjcqrubAMiiLvjjjv4/vvvedi8DjChQYMGTJw4kX79pGIvpV13ePNN+yflp2wMCZEyK4AjRxja8wwTJkDv3rB3r4Xj1JZycbMs0R0cOiTrdk1sochGRX7rZOP8+dLo8M473d/3xImy31df5fBh2VSvnqFJKrYlZ8+efF73Q8pW9GfoUCE0P398D+Eku0c25uYa85rGfP/6q7hgmV/+00/w1pkh7KGJl2wsBngcJQ8YMMDu3+2330779u156KGHePTRR4vtwC5qXcXKqxFOQ/ny5fXHnOHdd9+lZMmS+j9nLen/a3CjIbXglVekXu/66/M+pjIkZcuKeqdPH3v2MiDAWIlPny63jtkYT6HISotFMnU5OYbyx4vLg39N29fLi9Nt7mAtXTjk29Bu+4cfSqbsj8/OFNzlWRE3X38tizNzp/biNlcB5xf6kCFiHlRQ9OqFc8ybR8jzTzKsyd9mv+y8SE6GTz6BDz4oeJ9JSdJgCIcx2WZzSjbqysZLWcY47A7ZaLPRJGcXQ/iOju01WwCrVScbvzrUiT/oR0J2CWjXTh43qyBcoVcvaNSI5EvSQMlstq7IxkuxVqxjxkqppCskJenlOOctUkadZyFks1F+2uscpxYTeV46c/frd/U1P7rpJvrWOshti0fogflVz7NduKAvnEqXsjKcLymTE1X08m/zAl6tLry4/CjIJ64gOK76/P3t1fcq5s7JKXpC2Uw2hoZ6XvbnhRfuIjRUKncUCQeed6OOiZHsWrdu+bIjaoq+P+4TpvB0vs8bM2YMzVTTNz8/GDSI2ClC5qk5ND907gxNmhwHn29YoDWxyKP0V+o3VaqtPSdfsjEuTu+AkTz5K0rb4riDX8n+cynp3bvLtfnii8bzo6Ol8+8+qeFVTVHGjpXb116zr4qtW7cucXFxTJ8uX1CcxchKPjB6NHXqRwFfFUnZ2L9/f2ZNmMBwsP9NT50SP5q9e/noI+HpzIUccXFxfPHFF1wqYDwzL4vifUxdYPz9Mfe/9feXzzt48GC6du3qcp/qFEzNCcqbzc5P2Qh2AoYeT9Rn7FgJ41QhSRoh9r+9O1Anr3ZyKLJRcZ6JiRoPV7Jk4UqefX0hIMCObDTbNRaLDXdGBpeQ30Zv1FO3rty6Qzaa4x5/fxITDbcisyPQt9/Cq1tuY1v4jXnstrzwHB6TjeHh4XZkXunSpenatSt//fUX48aNK/YDdOzyZLPZXHZ+evHFF0lMTNT/nfFQyfFvhBI85adsdAtmZSOyXp00SZLbsbGi+DoZri2QVUOKAjqluv2eZcoYo11+XW68KDwyMsRnc/duY+S/xsnGnCo1APCNsGfodeLn428lI54fbDbj/FXBrdnjJyJCZGE9exYfYaKRjX+mdOG++/KWQHhRCCQnU4NTfNF/kV0nOjMyMmDl0mx+eWq1RNoFqX2Sk52TjWfOyGDt5yeNYDSo5yQTZlyX6vHoaJe+Obee/pTvjnRk6JOaR9Xx43KeBAZyNkxKvlNWbzXM7t0tpT50CA4cIDlNIltzjKwCvFyrD4kffpnXuMkRytOqTBnOx8v4k8e6cf58At4ZTyhpbKcF2fjJCe7ohXqFYet3G4uP12fB35H4WyRozZ732xU+qgJw/jx1OcLx12eydmWuETjn4zXmNlQN3aBB0oTBi8uPtDRZWPXvX/h9qAVn7dqwfTv3XH+KFq18DIFUQIBxkbtI7BcIq1W6ngKsXCnkgFLreOHF/wOeko2qaq5Ro7wthzWYK1ePUsd1LG3u7JyaqpMkBZGNrVrBK69s4c+/hjM5MlKSyo6ER4cOQu6cOGEkvpOTacEOurROzes/PWGCfA/XXUfok0N10iq6WU/+vv9+8nyK6GiYOpW4Z0SNp/LngweLc8b48fZP9/Pzo1SpUpQpIzuOt2kLUi1OdujJUSi0adOG+wYNognY/6YZGeTgS4pPOOvXi9rNzN999NFHPProo/Tu3Tvffael2ed2EyzygZfTncUZXe08Jt39DFarlZycWCDH+Smo1r2XLtn76KxbZ8R9Y8faEX9KL5JOMDz9dMHxlxlKWa55mqo1RK1aYhX0449FF7NnZxvfff369r0kMod40GEnP2RkEItcQGXKyPEmlKtHGsFyLRSU0LLZhM1v355cv0A6dDAEomayUdm+prw9BV5+uejHfY3DY7JxxowZfPvtt/q/r7/+mvfee8+u3Lk4UEHzBXRUMUZHR+dRO5oRGBhIeHi43b//MqxWkSn7+eWvbNy3D7p2Fe8xMjKc+zC0aSOBYPPmgIx1o0dLf4BJk6Rb6EdZjzs/gMJg82b0lmxlyrhoM+ZFkXHqlJBeN9wgv+/06aJyvYaRT38Yg2wk3LU5cnKyMampoNRMjERESBCwfDlcuFAch6wHI1+d7sWcOdLclxMnpCSuGD2Jrimo8cYs3XNAYiJ0v7M0d/ETOTafgutB8lM2KtW26jitwe6cUwuXsDCjND4/daPFIs+pU8c4kXfulNumTQkKk/dITcXoDrh8ecGKNpsNoqOxASnpvvrhKAQGGvdjKVtwicmFC7IoqllTz0/lUV38JoTdzJBHacU2DtJAPtO6dbB+vev9/x9h7lkTESjnQdYu16XuVxynT+NPDjWblsDm58/SJs9y1q+Gca4UFqr0q1EjScw0bnz1KVH/a1izRr73BQuMScxTKLakb19o0YJ9lyqyc6f4qFaurJVwKqVjUeauTz+V2CM0FJo1K/x+vPDCHWzbJuZr5rJiT8lGNdd07uz0YZvN3iEnjRCn8YDVaiUmJoZsNWH4+UFqqh1JUhCqVavGrbfeSsdHHpGKNMd1b1iYLMzAqC64+25+uGcBqxem6DwWIDHERx/J3++8g4+vRS+GiYqC0AYNWOhoWB0dDamphipeI2J8fIScyk/zU7u2OAwNfChUfhOthfPKlZLDzKfvjttof3sFanOU01nljbKCjAy6sIawuV/p05I5ZrnxxhupVq0aY5Us04TRo0fTtWsvQkO3M2OGbGvcGGaVGw3Afcym74nP7H53Pz9YtWoVO3bsIMtFaUNkZCS33RbJF+PXM6PFFHj/ffsnhIcbJ4OZHV21Ss7l4cNJGzeBhQuN6VovTtOauHo0jyuyUduJIhsjI8UqaOBALZRctkya0Khzxh2MGAF3383J5UfJyZG3qFTJnmzM2LTL/f3lB5OysWxZsR8u1aQy8xgoc2JBPpPBwaII3biR83FBduG1+bpUZKPX+aN44DHZWKtWLadS5ISEBGqZDQ+KiJo1a1KhQgWWmbriZWVlsWbNGq53VgZ8jcLHR9Z6WVn5T2ChoTL/Lv4rl9zgUElNOWLYMElraKbgas0bEmJMrgl+TtJxnhjImnHHHcZVXLasl2y8nFBq0XLlpN3u8OEyQl/DyDl6EgC/DPsgVKmDCyQb1RgYHGzM/oGBEBfHiTWnORFXsvhL1qtXh169CCojs2BGBhKE3nKLuFZ74TmSk4kngiS/0vmWeJQpAxaLDRs+EuQUFH1o6oKuTWOpUsW03UkJNeRDNoJbpdRpaXI4Ou+gSv+vu85+ndWqlYyzSUnSItAVUlMhI4N0grFaZUXhyMXqvo2ULbjUsndvOVkXLXJONubmCmEOrCx/L2Ah6rpe8jqQc/wqQdr+k/rfJYNlkZGdVRy1QZcJCQlGIqJ1a154AXrvnMCSSfvsbR8KA7U4qlVLFjz797tfpu9F0VFYHylzPIARwpUuLcUqFy4Yj3ncgMAM5Z339tvudaz3wouiYOlSqSb5/nuOHhXx7x1/PcxRartPNm7YAMDJ+r2duuhYLHDwIEzR+oWkEeI0vouKiqJcuXIs0+Y1/PwgJYXm7KRTsySnjegc0a5dB778cgGDBr2V/5NUw0dVTjt1qmShzcRkXJzEiFlZMqfedBNgPCXqmz9pn5DAQEeFXEwMpKRwA2sZ322NnT9jfpg4cSJffDGG118/xwsfRAqzWLo0c994gzF1A9lwSz078slTZGZmcujoTo5zhkRKGr9rRgZ/0xEw8l3maoyuXbty4MABBg4cmGefe/bsYc2aZVgsxue/7TZo/sot0KyZNB7BPmyzWKz06tWLli1bEu2iGq+MtihvHL6D9j+OkgY2jlDl0uYTzmSZdPSoLMuVnuuu3B85T0UaBh6X82rCBNjlJonnoGwsX14+Vx4V7LFjMHu2PXFfEP78E+bN4+wpCUarVhV+wt8ffHwkRkq/VAxrIQdlo85P+Gtzlgd9OqpWNQo0SpWydxPxko3FC4/JxpMnT5LrJKOamZnJuXPnPNpXSkoKO3fuZKfGzJ84cYKdO3dy+vRpLBYLo0aN4p133uG3335j7969PPjgg4SEhDBo0CBPD/s/D4sl/0xT1apywWfl+HKWKm4FkGayUREwCT4OPnQvvJD/mxYEcxuzxx+XEa9rVyPI9aL44LC48AJyV0tw5httr9xwW9kYEiLSeq2rGyDXQqlSTPyxKrVqW3jt7HDZXlzOyIMHw5IlRHasB2hrTW+3tKIhOZkXeI+Sox/hrXxiej8/KFtWxrkoyhe8cElKYhKjWfXxXq2rpIZ8yMb+/eHCY2/wO/2dk43KUMYRUVE82eYfSpQwJczVcxs1MspAnn9TCMHu3WVDQR6L2niRHCyrEYvFCLwUZs6ETc//SlP2uOfrJl8iKkSwK6PetEn2UaoUp6vKF3bppQ8NpfAffxS9tqeYkPaIXO/+flaCAyQOuqo9G7dvB5uNlVWG8PzUqixfLptTbSFF37eZbFS+VZ40YvDCc5iTu4W1sWnUSEgHzU9O7VIlRpKTMchBvWNAIbBhg+zsscdkwOjbFz7/vPD788ILV1AyrYgINm6UHhe/HmzEWm5wn2zU1iX1n7+NJk2Ec3FWCKDnkcvVzKs4BF3t5q/8FjVl40c8w7qZp+jQoeBDiYuDChXkMs1OTJOGHY5QZKOrOf2pp2SsrllTrkNtzaYVDxL16U+S0KtY0b7iSVM2dmID427dLpVxBeCzzz7jww8/5Kx5fQfsPnSIn7Ky2OkqpnYD586dIyGhDXCzdHc2kY2OcEyQhoQ4n/NGjRrFrFmzKFfudtNzkXXpww+ThVSIhIYazkoBAWk0atSIChUq6M1mnGHjxo1kZWVxvfrBnRFhSuqp7MnAEN2Eh+tL5cqVgawsXk4YQ0Uu4p+ZKtVVJ09KbOdOsxgVX2oB3QsvCE85YoQU3vz0k2a/rMZ/T34v7fqLyhDCQJ1fFgt0vT6LG1mBJe5S4RX5ChkZEodr76GTjd1uh48/dqs559mz0jP1xx/lez1/Xr4HMxGuJ+u/mVd0Oa4XuO16uWDBAv3vJUuW6J2nAHJzc1mxYgU1VEsjN7F161a6deum33/22WcBeOCBB5gxYwZjx44lPT2dxx9/nPj4eNq1a8fSpUsJc1Hy5kVe+PrKeuDQIfEYqX7RwYxWK5sjMlJSEThXNiaWqQ3lW4hS4qab4N13C39QERFGcDBggNGyyovihyqFKldOiK8NGySCUqWV1yByciTg8nPwXnGbbCxfnvzYqRUr5LZxmYscOV6HusXoj7lwoSF0i4kBmnrJxiIhOZlohIR31WOnXDn5vqMpV3CqU5XXO/paKLKxaVO7zSVKQIlyViDdnmxUpYf5laaeP0/m/qNAewIDtW0mslE3Jt+yT0iDjh1h7tyCy5IV2ViqGqTL8TnmlDp2BM7nAqkenXsqhrZTNq5cKbfdu1OthB91L2ilPDfcIN9hVJSQWG3buv0+lwvpaZKhDwnMJcBf/s7KLmTC7f+BG2+E2FjWv5xpV8FV5Gy9zSa/R+nSElyoQanYWk564RTKaA3ET9Fm8zzhO2qUTuRbrcY1aUc2liolC9KiNhFSg9CxY2IAblfb6YUXxQi1nihZ0q4i9TTVIMXNxpNJSWQQSFa2rIPq1BEy4ocf7Cur9aYX17WD7nl3U716dXJzc7F17y6drTXPRiBv5i4flC4tyzGrFWIjalPxuwni3WiGalu9fz9cuMD+kyG0ujGc6tUtHDyI2KbMni07+uEHuyBHaQ+iKQdHtDnY5CVNdLSx+HNsbJIPhg4dSnJyMuHh5Ti29hyV1/5AUEQQt7Zpw/Y58cRZmxAbW7BnZX4oV64cfn6VyMkpx6UnXjCUMJmZ9GIJSzE8GRVNcPHiRQICAihVqpTTfg83aUrPDz4w+Lrff5ef7KEHniB7jAWyxPlm9GgpEQ8OLkHZsgWrCcuUKUNODsxYWY0UnuDRhJ/IY/fYqpXcrlolZct9+hikZFiYnqCtVAmYM4cKOeeI8q3ImW+W07pFLtx7r6giv/vO6N6TH+rWlfPQSbD7zjtCvk2aBPWaaMIid5NNKSk68Xtzf392dLWfllas9IGAHnInLq7wDS1zciA3Vycby5c3kY0NO8CTbrD4J0/yS5Mv+T31bWJi4J577BWNCrqy8Vw8nNshn8/N68CLvHBb2di/f3/69++PxWLhgQce0O/379+fe+65h2XLlvHhhx969OZdu3bFZrPl+TdDM06wWCyMHz+eCxcukJGRwZo1a2jiNSK3w86dsp543Imdohl16sjtUeoYQapCcrKkCAIC9MWuM7LxEmXQ9f+NGhXtwM0ZNK/f3OWFSo1VrSoBRM+ekta5huFnzSKEVAKD7IMPO7IxNdV5NtkFzp0zGrPes2U0D/Ft8ZVR22xMnYquTvIqG4sBycl64OJK+KuXHLmjbDxyRBbpmv8tIOfRoUPyt4OyEZDfsVo1e4JSBaE7djhX9iUnk4mwjIGBSCCm3sNMNhIq57JamPz9t+vsskY2li3vy9dfS/CZB6tWSVocJHlxxx35qw9HjZKAeOdO/vpL1kt2Fm6KbLzxRr79Vq6fO+5A5iPV2MaU7LySSEuX8SIkyMqvo9ZxkfLcUmrDFT6qAlC6NPFB9tF06vxl0s20sB6LFgv88ovIASIjjWShh+OlFx7irrskdnv9dUn4PvZYkXaXnGyEgopszMiA7E+myTj3zDNFPGANnnrneeGFpzApG81k46mbHhcmqSDYbJqtin0F17lzMh/l5Eildps20okZXId2Pj4++Ko50ccHW1oaNnCbbDx9+iRQG6hPDJHOLabKlDGac82ZQ9L1vcnIsMgwbLUa5NMTT0grYxOaN4fu7VOozDn+2L+fJk2aMGL6dGO/334LqanspTH74yu6Fca++uqrvP/++/TsWZM6XSqz99UfYcoU2tepwzrmMSv+/UI7bwGUKFGCtm3PATvIuvE2g2y02ShjiXN4rvroT1CmTBk+L0BVreK/ceMkjHr+eTj6xwG7xjbKSttTsvShlyvxJFOFQ3T061Fx3p49Mt6uXm1XRq0I0IoV0e2Syr/1FK2HNJLEtaoA+e67gts9z5gBO3eywdKJYcPs8852Nr2eKhs1+wGqVyesRhmaN3eI8fz9jQ5DRVmrWK3kDhvBQw3+4a4BufbKxgQ395GRwaJUyRzceWf+T9PJRj/tHCsu7/1rFG6TjVarFavVSrVq1YiOjtbvW61W8VE4dIhbrnEfuCuB8+dl3bd5s+vn6Z3hqSvRpFnOrS6ikBC9PsBMNqpk9NGjNqwrVsmdgQNFmu9OCZ0zjB4t7czGjzf01l5cHqhOdVWqGPUfmZlXTWnilcCb5T4hlRK8N/yE3fbmzeGLaVbG8YZsyC+zFxUlpJJDAOjY4NWuw3BR0bUricuNCz0mBi/ZWFRMmkR0OQnWXfQds/coLGDBnJUFgaF+RJb3MQLrAweE4CtVKk8r5thYePLQSEbeegree894oFEjIXGSkkQZ5IikJHuy8ehRITlDQ6FqVX74ATJrN+JhvhGysWlTiZaTkmDv3vw/gL8/NGtGRNOqDB0Kjzzi8Pj58+T2vdkoo7XZ4NdfYfJk5/tbvFhS5omJRERITKwTuxkZRgdQVeUwcaIQWM89p3sIXy1kY1aGlQAyCQ6CyLI2yhNN4Iq/YMyYK31oLqGGMaU2SD0TLz5fR44Uzxsoaa2TcjYvLgNUUuH336UJiycw1f2r8cnf315skpzqscOSPWbOlKSmIi+8BlheXG6ok9mRbEwv556i1maD+fOJf/8rfZPq6RYTI/Z1u3eLyD4hAWrUgAoVbK7V3KrKwceH4/e+QpBPFnU7uqfq8vf3x2o9DhwjmrL5+9n30BRjK1ZIvImm6vvhB0lUhoXBq6/medmzz8LyVX7cZ/mBuPR09u3bx2lluXTTTaJYT0nhfmbR+PlbCnRfMUNVLpyjsgQ42dm692FRulHrnw37MCz3o0+I7XGv0+cla99bBRfrzC1btpCR8TtwgRIlDIHnhWGvYrNZCn3cGzZs4KWXxuLn9z0AqbmBec+Xhg1l/lQJ4H/+Mc5lE9nY2O+Q+G37+sKDD8oJWb26EIhBQaJuPXjQreN6/HH46itR6yqxrB3ZWMpDZePq1XJrqlTNAzXBFMUHOCAA3y8+5+MDPZn3iy9hYSay8Vyq2AkUZC+SlUUC8qLatfN/2sCBsrs3qnwpGwprW+IFUAjPxhMnTlDWgdZPcJtS9qK4YRqTXEJXNvppPmDmLt8a2WitWFkfB81kY+3aMhamp1s4sfYMzJsncu/atYtm3j9unPyrWVNGvrJl4aGHCr8/L5xDUzauTGxFhSZl+I3+sv1aLnlTChxTV2AQcdmwR33o+3p7IT3yK+//7DOoVw/GjuXnnw2exXFuTiPECDiLioQEEnMNGX8esrGgrKYXedG7N9HpMni6UjbqKsFHRkHr1i53mZQk6/nYWJOIwezX6FDKk5Ehvu55evz4+RnpYbOfj+mNMpDzMzAQI9Bs0AB8fAgNhYAwjQRKSZH9qWN3tj+Fvn1FMp/f2P7uu/hmprOTZrzQfZOorADefNM5sa6IcGdygI0b5VqsWNEwSs/JkdfExsqix9dXVn2OTP4VQNvcjWQSxOFFx+xXHx9+ePURbatXi5fi5Mn6uKTUa6nB2m+hElGeIjPTfrxR4+TV9h38V6HIxqioghs+mZGRIYNFRAQkJZGVJbFh7dpyOivOuMh9+rZuFQm+SpJ4yUYvLjcUGVCmjF1u7vRpN1/v4wO33EJch5sBuS6aNIG775aHe/SQ/BeIXfeJZz7ml0WhTtW/x44d45lnnuGCGl+Dgrg06k2yrP56iXZBKFeuHC1arAd25K9sBHQzxQ0bSNLIxjIlMuUgQSoQ8itbDQqCqlXpBayYMoW3P/wQFi0y1HL33kt8mFSzlSrlfBeOyMrKomJFSWicpxIkJHDh/HmyOAkkFJlsVLFY8paD+tr10iVpoAwi5kxIMOa6pUuXkp6e7lIM9dRTT7F27e3AJqKjjcTzOYzEsPm4582bR48ePZicX4JVw/bt25k4cSI+Pn8AiM+ko2+jn5+RVAWJu1R8ppONNm79R/s9+/QRgY6/v5zc58+L3BZgyxaXxwMybatwFIxTQ3GxdsrGtHy8Qh2xShMhde3K9OnSs+boUePhnj2h9PEtrCx5e7HHCDrZuOOEWO+opkz5ITtb9+F0dS5WrSrFQLWqaySwV9lYJHhMNk6YMIG5c+fq9++66y5Kly5N5cqV2eVuRyQvig1q3DJZaDpF7dqSbQoM1ha6ZrJRm6TvS5hK+fLCTY0fL40lb71V1novvSQd2MKrhEspT2EMZBVSUvKqwmw2mTEKq5T0In888wy8/TY3f9CVqGgfBjJPtl/LZKNSdziQjTpee03USvmZDWvnqbV0We66S7LEu3YZZKPiVdIq1ZGLqTiQlCQd+LTDbt0aowV9Tk7hO8Nfw0hPN4YhV2Tj4MFCBt48sqbrqDsmhqS7HgYkUeOnXJHz8WsEYx2ene3EIk2Rg86k645l1Cq6q1cv787VIr9FC7l1w7rizBkRJdqJIGNjJTEEjOZD9oe0FUuMmjXl/PvpJ/ud5OZCXBzJlKDfs3V47DEH7t1UQo3FwsKF0OLzYQxnulxMpUujd9lZtKjAY77s0AJl39AgZsTewsiH01kTpPlEuSJwrwTWrJF/27bpJUZKVJsaoJ3DhSUbX34Zu85EoaFyXXj9tC8vHnlEkhXmc00Rj+5AyWTS0iAsjDp1JBRTlptt20KHDmDbuUs62Ba2TFuNRSrL7S2j9uJyIi1N9ys+HN7ajhc4czIH2ydT3d5VWJi4DKl+anZN3jR0744oPNLTsZNRajh16hQfffQR8UrF5e+v59xUyFYQ/P39qVOnI9CUWMrl32W3UyeZJ5OSiETeb1D8p6J4rlTJIA7zQ506VARujIigxc03C5m1ZYvErUOGEI+s9dwhGx944AECAwOJjZXv+xzC+L303XdAA2BakcnGixffJ9inIwemPq6TXIq/CgwUoqtkSXt726CgIALyi/WBZs2aUa9eeyCEX381SnIvUYZPeZyPhmy3ax6yb98+VqxYwWHlmZQP2rZtyzPPPENYWH9As7Rx9jvef7/9/YwMGTMnTeLJlf3ZSmvq7PoF/P35otJ4mjeHGWtraQd5yYgTC2rQVqMGZ2reoN8dMMDgpJWy8eJF5NxWSXF31I0JCXKCXH89r74q/La5aCIpCeJzwkn5/lejrXZhkJND8slLxJxM1QvzatcWSqJ75YPGm7mCiWx0cUoIcnONGNpVNZAXBcJjsnH69OlUrVoVgGXLlrF8+XIWL15M3759eU6lfbz4v8Fk7eASffqI98jcEatFgm2eObSZ+cfo7iQnSyVfo0YyJlSvLk957TVpaqYnyJxp2d3F+vWyIDY7LnuD0cuH/v1JfvIlMjLlct/mr5noFmPjkn8bPr50HzfxJz+uti+tsFqlwcu8eQV0mdXIxov+VfVN584Z87Ja1KelFWPziKQk8ZJE4urBg+G9KcHYPv5EsqEFzpxe2CE+noSpMwERNbgaQ7uW28+wuT1o1tpfyovyyyDHxpK0WogAu/2peiwnfo3mJolpgxxqlq+/Xm6dNXUxlVEHBZFngT9/Ptx37A2+YJhnZKOmWFu8WESOL75oeuzLLyEjg/jarVjJjbKA8vExaq2//tp+X/HxYLNxlir8sTSQOXNMBCzYk43IkLTzTFkOUd9IZGmPeVTHdbmgsvyBgSxe4c+nXwexq95dsq2gxjv/L1itcr6phUe7dvq41L+/iDCHdNNIRoeuoW7j+HH5sVQgfsMN8nupciovLg+cLXg8IRuVV3aDBk4by6xdKyr9id+UIfXPVYW/5k5o9iS1avHnn3Df1PZMZIxX2eiFPXJzxUbjk0+KNn4GBUm2d9YsVu2TrKFqAJyV60faW86Mhx0QHQ3ff0+zi0v49VeYNk02DxkC7dvbP7VpUyQOAKdkY7Vq1XjhhReINK2z4k9LVlPpNNyBXnnqStno56cnBa5nI5MZxX3HtGqDN96wDzBM+OsvOZZu+zUi1px4evVVeP11so+f0d/WneMO0hTuQUGyjjsfWEMOEV8gDAguMtlYr95B0q1/U5lV+neS8Y78vkH+hasimjZtGocObaRJk14cO2bE/vGU4nE+5+n7Yu2O++6772bWrFkMHjzY5X7btWvHpEmTKF/+PgBSflhonDdmmAkyX19ZgKekwJIldL40n1Zsx+bnB1Onst2nNbt2wcn4ksZrXVXAKGRnw6lT7DwVAUgo+ssvxu+qyMZ9+8CKj7COmZnu2ZwdPAhxcQx4vq5eJW1+md5Qqaj6lkOHmFPzJcrVDGXAANnUqpWs117tpKkrCyIbs7LcKulP2nyQ1NJV5EIBePttox25O9i8WRQKZhnpNQy3u1ErXLhwQScbFy5cyMCBA+nVqxc1atSgnYMBrReXH0rMVJCyUYe5JaXChQuYCzALSNYIilIWo1SV2mhktYKPYbDh+f68KBBLlsht3brQNPoYJHJNk427Wz3IopW16Jhi/x1YLNC7t8TAZxfupHKLcg6tczVoZOPxnGr6pubNZeJ+9VUhmnbtKsav2GYjNzGFFK1Mxtw7o/mikfrfXniA3bvxG/ssD4cFkDPg7vybumZmitRBDYwnTkh5786defwXSU7WCWE7stFcRu2AgADw8bFhtVpI3XsCu6FcNXXZvl3GWrO5fHIy3VlBldqBVKnSIg/ZeOAAzLl4IwGcYrg6ERXZuGuXNvA6yTfWqAFhYaT0XwOUsRerfS/eQ9EDn4R3LcQeS4AxbwmLZbEIOXHmjNSggF5CfS60PqQapU3q+HXFpiYjsWvQpFTuN2iZ+LVrC9d9t7hgs7H09s/5dFt7rv+6rM7tZ8dpc9a6deIqf6Xx/vv2DHGDBqrnD716aafA71b4jMIrG9UC29nCyYvLB2eVH+4qLs6fh1mz5Pr57LN8nybEShUieY7xcY7eDm7AZtMtD6xVq3NPa0hJqcQcJjIs83rNLcsLLxDv9ilT5O8xY4z5zlP4+EDjxtC4McNtcEMXmS5PbooibOQQApLdqJjatw8eeEA89DSVJMjaauNGGfI6dYJHHxVe8paR7bGyje2n2olc35RFq1OnDu+++65k/C5cgGPHSHniV2C6Rw1tIyIW0b3+JuofWgvJLqSFr78OCxbgt2cPo5gC2Ygk84EH8n2Jv7/kAi/VrcGxyT+wNyuLqlOn0jIkRJf2JazaAVynHUvBxzthwgTee+89fvmlBCtXwjlfUatMfv19vrqps/6+RcHw4cPpcegQzf7+2yAbt0gyNzHFjwEDoF8/0dScPHmS119/nbp16/LSSy8VuG9FhlWvLqFJNFq5i8OHb9SoEY08aJKq2/CUKO+cdTFXCObmihfvoUNG6a6vL5bu3aF6dcprfFdUYpDRrlx5ku7cmedc1KGt1RtwkLffyKFkafvnqFA2MlILsVyV+jhBTIz9VGT2QFdkY5ErqDMyuEiFPPsHTMFj8SgbLZ9+QmiScBU2Hx8sVquQ9zfcYMieXeGXXyQWGzlSkinXODxWNpYqVYozWoC6ePFiemjmtDabjVxXHS69uCxwV9noEhcu6IapIPLnWbNExKLGuuRk8a1VXv5FUiKqnVaowPvvy2T+3oJGQnh6ycbiRXQ0LF7MvjWy6O/SBSyhWqbzGi6jzqkqi2S/cPusr8ViZPou3TIETJYRdjh3DoDjmTJDd+8unGT79jIfKevRrCzIGf9W0Q84PZ2kXONYzQKinTuLvvtrEocOEUksX3X6jhkzXDzv00/h8GGyAsPYTwM5QWJjnZcnmdSnegIoOloSLBaLLIgcYLFAaJDMnWmpDr6b1aoJcZebC5s22T/27LO8feAOfl4dScuW5CEb9QD3jiEwYoTcqV9fVCApKfamOgqJieIDtG8fyTbZgU42pqXpKipLX2G3Yy9ZRCqXmGgo1c2l1BrZeDZU/BjtuNl16yQwrlVLl9CreSyZMCMAb9dOVijnzhmKqSsBi4Wj3Yax4ERTtuwOxD9DJt+ss1ppqqeNOi4X7KSoQO3abN8uiydlfK+TwYUhG202L9l4paDIxq+/Nrwa9+93L6ulzs9q1XRSZ9YsaNnSEGyY+4xdpIL7DQLMiI3VY4vowKp2IWLS4r/zeZEX1xxsNiFVFIpB9XrxolwKDRpIZemdgwLozVL805MKKFVBX3tkh0Y4tb+uVUv4+nHjNCeDPQHsoCW2nJz8x1Hli5KdLX594BHZOH/+c6w49DqVOmbl6SZtB19fuPNO9tCE4751OdBikCiynJFOGlR8kpgZzPzz5+n/wAN8+O678PDD+nHHP/e2PDfcaleWnB8iIiIoVaoU1aoJo3gekctlRxvjSFHJxvbt2zOoeXMag8QdVqsdifXbb5JLBdi/fz8zZsxgzpw5Be7XZkNPytWoIbenqM5KuvH3iYqFPt6cnBwCAhIAF8tlx3H20Udljn3wQRg2DIYO1WMkRbJFRZsWKxERcmKlpeXfJEa7vur5neClV/144gn7hyMiJJR78025n5TkmQ38li32pdNmm1Bl6Zz+9qSiJWQzMohCvgAz2Wi1QoJ/pHscQmgoO5s9SFS/YXruPQ8yMynxxw8A9GERSXG58puA8QUVBJWw8ICU/i/DY7JxwIABDBo0iJ49e3Lp0iX69u0LwM6dO6mj/Fm8+L8hJ0fmmYKUjTabeMU3bAgXT2bYd4Rq25bom4fqd1esELuO4cONtd2OHVKW8OCDMg9tuFCLTAIKFyCooLdKFX75RQbgF7+sxTJ6esnG4sa6ddC3L1HzVgNCGA+ptppv71+RV5V1DUHlRZwFUMpT5xJlnHuSWq36YluRjbVqSYL+S61xWWgo3NbyNPcyh5w1G4p+wElJBJLJdB7lg4lWvYMcwPZVCbBwoQdO6F4ARvmhakySHzTCeVTmezzHB7KK8fWFn38WtZ0ZzpSNqoS6Vq18VxohwRLV5SEbwSDxHEsaIyJkVVWliqgv1e/vQDampJlOcj8/cb0H5+UdmrN+RmRVVv0daP859u+XiaRsWUrVl6x3fG5JcvAVEkQ56f/4o7G/xESwWDgXKJl3uyHHoYTa/F66stFmkzIw5Um0oRiupSJA5WdCQiAgV+6oLPlVUSLqmPD184Nq1ahUSTzkc3JkDth0vqqcwz4+njeWiosz5mnls3LhgmRciuLH5IVr5OYaZmI33yzkQ/nyst0dv3TVQMN0Ee7ZI7GdqpAxd+esyQmRonialFTxXYUKnLxo32DN65LjhY69e+0TNEUZPz/6CCZOpG4dKyVKGH2J7FQYBRHnmnLj2YtjCQiAd97J/6nmyuQMgvKUUmdnZ5Oeni5EJEBmpvj1YV+cUBA6d+7MzTffTNhHH0nnE1do0oSmdzem1ufP0XD77AIVKDrZmCidmtu3b09dRU5q1QPxiJrSHVWjGXXrSsL9voeDYft2wm7tyu7dUqDhgv90Cz//DC1+eYVRTIa33oKyZck4ZJ/oU1REo0aNeP/99xk2bJjLfc6fP59WrTqQnPwsIPYxi59exEu8Q3dW0vthY8xMTU3lp59+4qAbnZ/Pnj2Lv78///xTjj/GrOGG1W+YFDsmqHVGx44Sy69aBU8/TVKKD3/+ae96o0i2ixcxzOHj4oyqlfxKqc1dX/PBs8+KI05goJwfl+4aIY2+XOHUKWjfnoRXP9Q33XijPamsl1EfOeOWX3i+yMjQ1abqe8jKknOq1JvPimiqIGVj+/aU3LmGcvO/zF/ZuHw5lvh4zlkqs4yeQpe88oq8keaDXSAU2diwoTuf7D8Pj8nGyZMnM3LkSBo1asSyZcsooa1oLly4wOOPP17sB+iFa3z2mZB/zz7r+nkWi5z7Bw9CTM02MGiQ8eDTT1Pjlw/ZtUtsU2rVyjsu6QTMJVHsd5pwK88yqXDRo0p/1K3LhAnG5tV09UajIOUcqkNPUaENitEhNeQ2Gmb+U5d/Qm70WCb/X0LOKVEm+pHX40Wd63GUdk42XrggizA/P04lRgDiGTJqlBD0W7ZolRAfn2EO9xF0bF/RD9hmI6RnJ4Z3O8LoMT52ybVt69Olk9PSpUV/n2sJhw6RQSBJ1ZroZtN5cOmS7s84n9tEnZCbK9lmEHdtM1mTkkIp4ulSahfNm2vbXPg1KqhxNjXFCfGjSsuceFplZ2tvf+KE/BEWpqeU1aImz5CqjkMdlxnaKu3rEk+xerVkpBWHqNfING1KqdIWvZo5Dk3peeedQl5t2WIsvm6+GbKzOddLkll2ZdSuyEZLSfncSo2iui1eySYsOTmknZMFa0gI+PvJb6X8f64KstFU/geIVYlpdbdnjyQNB42KlJPn3DnPy9JVk5HSpQ3JgtUqv6fXs/HyISHBGGtKl5bfzd3GAKCr8c22IKrBu1LyqORbkyY2nvf5QO54qm5MTJRFcI0ahIYaoWaDBp7z2l78hzF7tv39IpKNOWNfJCVVlrTKKnHRUl++Dh7JOSoVfB5rCZQ4S2lycoyhzRnMzULSCMGu/TXw3XffERISQqyyjEpPpwpn6Vxqj6EudwNTp37OV18tJDxcu86PHMlfoTlggCT6CiDWFBSBmJRk456EJDb26MF4FfxqWYcKXGQcr/PEE+7NEbt27eKNN95g3brv+eYbeOHjStCiBZN7d2dShxJkLHi9yC4oUVEJ7Iw6yza0wSo+noxcewZTDXE1atTgueee4+mnn3a5z6SkJHbs+AeQGKdcOejdL5A6SPWHf4Bx0Lt27WLgwIF6VacrhGllITk52fQ8OZVK08c5H6sbNRJrnscfN0qiS5TgwGFfbrnFaDgOhhdiVBRCMKrKDzUX5BcjpaaSiw8LfG/n8OH8x2JfXyMejftlpfM40Yy4ONi0iYRjorq/7TajM7iCTjYSbC908hQZGTpprypuAgKMuPE8lQomG92BRghvCO2FFV9R/FepAnfcIY8XpJTNyDDUzl5lI1AIstHf358xY8YwZcoUWpg0qKNGjeIRZRLvxf8VFotzhZYj1DwSS9k8sv/AQFmDduwoygdV6exINsbHG/PqvKAh4tXlKZT3Wb16dO0K06fL3c1h3cXt9VqOSM+fF+XR66/DvfcWfX9a6eVDt8Ty9tvQs6dsvobtGsFqJXedKKR8s/OaiBSobAwIkFrpUaP4ZoYP8+bZN4Ju21ZrnKsmmTNnij4BVqwoZKJG0LzyilyLr70GH7X9QcoHClPydi3j0CHmMZCSzz6MJtDPi2XLwGYjqUZTzlNZyMbYWPkBAgOFADQ3i0lJoS+LWd3tDT7Q1uqu/BoVVi9I5hyVaJ21waFdMwbZuHGj/WPTplGxZCo+PnB2wXbZ1rChTh7pZdT7Tth7xqiO2M6UjZr66aCvqB+fftqIYfWgs2lT/PykgczmgR8QQYKQsuXKGcSh2X7A15ez0ZJC1kVVFy8a9f/duulPVQFkpi2QzEUrtTbbFBxI/z9w7hxpk6VrQHAwBCClZlkESIfuzz+/csemkJVlry6sW5fNm8UObe5cs9WypfDel87aqqrfKTs7OTUjKgABAABJREFUr7rSi+KBKqEODzdkI+PHy+J1+PCCX9+rlxjWP/ywvkmRjUqg+ttv0oR64UKLwdh4Oq907y4LyrVradpUOCVbVjYHmt9L4zF9r/HgwwtATryPPpK/b79dbgtLNtpscP68nRWUUu299BI8kv4Je2jqNtkYb5UXu+q+7OdnXILpfQbkqRLK0ghBnQJLS2Mo37K219s884w7H0qwf7+Efp062UTSV6+ePfOUD5YvX06iOSh1AvUd2WwWkp94XlSCal2o2WNU5zTjS3zAc2PdJxvHjRvHbAciecnx48xITeWEIl+LgOPHlwNt2c1X+raqnOFpPtLvK77OXXTt2pXff/+dFi0mUK+efM1Ur27y9jM+f3Z2Nm3btqW9Y9cgJwgPDycmJoaMjAwCVcmzs99lxAj480/JzKjqjRYt9PyQuWRYL6OOQkivf/6RhXurVvJAfomn1FROUoPb4mfQrBn5J9gxqrPjKF3wdaNls+P9JMldtmxeK/DataFNo1TKE1U0sjE9XZTE2CcD6taV28P3jreb3/LDE0/IP2fLO0BfNx8tI79x7NCxkqW98055/I8/XL9BUJCMJ3v22NeTX8NwS9C8YMEC+vbti7+/PwsWLHD53H79+hXLgXlR/LAjUc5sNsz24+NlZarNngcOGK9RixM1+NhsQqb8+CO06hImLao9QVqa0QFTGyHatpW7WyztsC5fic8V8v+/KhAXJ5PGtm3yuzg2hfAEubk6EXLzsErcfJ2sh2fPhrRT0XA+x3nzk/86srLI0YY+v8C8LL3u2UgZiHPiwxYZKV1gAAvOrXRKlZL/cipUwefiOXwOHHDtueMGLlwQ0WulSsJjRkQIJ81TJ2E1XrLRU5w5QzJCzORbcaSpCZPa9oCTCNl46ZIsLu64Q4K9774zBjG1kDaXS7tBNlZrGApoGZ6UFPu6pcaN5X5CgpRLNmwobNf335OZLl0Ow3ZpqkeTwb5eRh2XJeXeTz5pfxzOMtaaaVGyn6y07IYH9XytDLtXL2BjKpBtEFD33CNlN3Pn2nkHqqBOWQUyd65MJh062LUtDAsTzjI8XKo3FYelB9Lbt8u45k52rbiRmSmZeSQJZ6spC8zs1tfDw4VsbFDcaNXKXhGflcU/08SL6c474d13ZXORRJglSoiSWrWvBPvIPzPTZamWF4VEZqaQAOaOTXomwA00aAANGpCYCO0aCCfoqGzs0kX+ATKJZWQU/mQx19H5+QlZkpMjg8G1fH4cPCjzh13nrWsIubnix5SZKYmmQYOE5S5sVdOlS5CdrZONYWGGmFt9xSmUcLuMOi5HWLiCui9XDYrhzuxvCKpbVRSHsbF6Wevw4cMZPHgwoTVq2F9DHtYj6x7GMRlw111yZ/Fi509OT+fmO4LYui2H5OQBlC0bwfr166lWTZoYTps2jXPnzlGhQgX27t3Liy++SEBANbKyILFMbUpe2mHM42YvXn3SLhgNGzbk0UcfpUmTJiQnQ8y6g1TY9if3xmVioTs7ovoyqODduES5cmWAavgEVYUMia0acpCPeIbmnw7nYlIIzZvDpUuXOHLkCHXq1KGsKjfOB1WrVqVq1ar06yenp9UKX66oxZqBW2Ge/VDWpUsXNjn6Z+cDi8VC2bJl2bULdp7uRn120d6V8ODCBSNx1K2bXsxi9hYsX17W8uXLyyWUJ0bKr0mMvz8Hq/eBU0KmugqhSpeWYpl8q7vM0M7tBF8hGJyd4i89Es1LJ16G/d/ABR+JiV3Ew/kiI0OPwcwhR716wrEeaX4X3FXAPn75hS8+60cO/jjtGZSbqzcuPFelHZyCmAMxYNkkap2AALneDx1ybcEUGGhYFnnhHtnYv39/Ll68SLly5ejvQslmsVi8TWKuYtiRjWlpMvmWLg2VKrEsoxObx8yj862l6NjReI2KCQMCZOI2WyqazcTdRk6OtJA/fZq04DL8Nlti2qAgmesPH8ajMoP/HJo0EYJQpYZiYwtPNh46JD9YSIiuslO/Z9q6bbDkotHJ5FpCVhY2hNH2Dcw7BNpdJ866f2pYvlzW3U2aCPeTni7cvc0m53SdOnDs4hk204Y2+/YVmWxcsQIGD5ZFop2NikrBKz8vLwpGRgZkZur+ivmu+7Sy1NzGzQAT2QiyYJozB374ASZNkuBi9GiRAyoFYm6uMMRgKAqdISBAFipBQXlb9vn4SOb6zz/lJOjcWU4yf38ykUgzZJvm52giG/UyakrYK2vVcRw7Jgs8MzGqZZ1nDFrK9LHt7LPfyqPIXBZi9tcAUamMGCGk6MGDkgHeto314x4mvnVPI0BUyodB9ksPPz+jStcO9evLB0pNlXHtSpSmZGZKyRxyvY8Y4cPDw6BUqWIgGpOSpIRqyJDi9T0MCNCt+ipVMisbwfbMs1h27hAG0g2Vho6WLcGUdE5IgE8/CeYWrqMZu71k4+VC06Z5yjULg2XL5BJSlrVgkI0gYWHv3hCdfZhjiZYi8foxMTI9+flZZBUaGysnjJ2fwjWELVskMdW4sftdxK8W/P67BDVFXUAvWya+Z6GhUtakzunCktqa/Cu+VG2Ityc79ITbS+/C9QUojFQZdba8yJWyEeCzrEfozQJQRQNvvCHJyUaN8PPzkxJatR5Wn60gc30HzJw5CficDB4kC39R0+c3Vt96K1Er3iOayoSG+nLu3DkSEhK4ePEibdu25fvvv2ejaiqFdMy+4YbR2Gww62AO84G7gQu8z8H9w/mgWRyld60kpvFdRMa4J9Bq06YNbTTLk0aN4MCBBqzgca6nKo+wnO0rspno0TeQFx07dgNOEVnFCkdNg1NQEA8+FowW2rNy5UoGDhxIhw4d+NuZT6ITWCwSg6Snw/BHLaApG4va1Oann+DtxffwJNG0T3Ry3StyUJusl9KT3m+8rj+sKtJAYlWna+969YwY6ciRvF6Bbdty8Mm2MKbgNba94KIAslFLEiT4yAXj9Lp5912p/gBhclu0kC9lwADX+3ZE9ercdN1Z6vrspVo1YxyqV09uVdGkK9jiE8jRrG+cejYePKivm1NrNIYNWjWozSbXc7duktCdO1dKyxzxzz+SMfc2z7ODW2XUVquVcpq/m9Vqzfefl2i8uqGSO5dCJNPFmTNSdpWRwZ/czCsflGLRIhEcDhsGDzxgP3CodaVSEF84Z/W8m2V4uNQ2TJvGmbMW7r9fqoUHDpQ1Vvq2/dL9deHCon3YfzMsFqMso1CMrgatu092/SYsW+XH7t2Gd0YaIcVbznTkiH056dWMrCx+YwBWLDzyaN6V1B13wPSxx7ibuc7Jxp074fBhbrvNRocOIgbbs0cUwSrLWLq0EaCkEZLXS81TzJpF4rAxgH28euAALDzfkmPU8iobPYGvLyxaRFK/wYALZaMm87Y0ksAthRISiaalSclw5cryvZvKKh59wo/y1YPEHuLoUSEPQ0JcBh/fz7Qw6r4Y1v9wxk7pp6OPdH/mjz/k/TMysCankE0AEcTjf0gLYE2ZoqZNIfb7vzhGbXuyMTLSeA9FhCpUqSJkUq1aBAaavKlSU42xXsvmrloFH/7TkU20Na6T0qWFqQCRv2/cKEHZsWOUKqXtb/duGSv8/Ay1hiPuv1+O85df5L6vr5Hed8ef7nLAQdlYtqyUB5UujahNfv7Z82YaCh98IATsJ5/Ye/MVA1QpVuXKBtlos0Haln3isVjIxlI2mxxq06bwymu+PIrmh+JIlntx+ZCWBhMnSpKjoHPm999h5UrS4jMBQ7AUFmZP0ISFSWHFqVOWwlW8DRokq+Pt2+neXebE1q2hadJ65nHXtT1PqeZZjuPu1Y5//pFEkquEmbvo00eUjF9+KYuNVq0k3p82rXD70wiahNJSO+uUbKxYt2BV4UMPkTtzDhcyZNHjklxbu5bemQvIwZfY2x+Riyk+XuxVFGw2g2Rs2pQ7qm6iwvTX9SnNHWRlJQFHgXMko2VE8xtfk5O151Rk0aJ4PvnkE5o1a8aYMWO0j/cQw4YNY+LEiYwcOZLatWuzbJkkrlPK+rAZOA0s8+vLwrUlOZFZiZkMpvHPr3tU+q2g1puxlNV9jYtK2oHxmyYn2SQYDgwkKcHKuR3RJCUbZXFZWVlUqVKFuqrG1gVycnJYs2YNv//+O7m5uQQF2ZcC59tIxA1MmzaNdeueB47kTfwqVKsmH0wrv1cdlxVMTjOA8DAAvPeevPbNN+WA1fWZT8Mw1fC1oF6+VUPj+IzH6Mw6SXC7ahKjyqht+TQTstnkegdDTmm1SrmzCk7cRefOvLbrTmbuaGJ4omMqo96RIjGnC2SnG1ZETs9H1cCmRQvGvODHunUwJES7aC9dktgUpKLJcc5NThYfkvbt/33JpMsMjz0bvfj3QvdsDNUMes6c0f0jVIenyEjhur74AmbMcP76Vavk9vxFHyOl4CFOnjQ6yUdGynW7JLUTLe5vDCNHSmBzrQWlq1YZsh41UxfF30JTul0IrkWvXhLw68pGQoq3oUGDBpKx18owr2pkymLL4ueHj1/eIbBDBxj+TChtXuwpZmeOGDWKtPrNSUuTwEaRDgEBRhxYqpTpu/Yr6dogxR0kJJCYIRGPmWx880249avbWEC/a+96KQr8/aFPH5KrikLOKdmYkKC1/IOA6yQVnOITjm3NWnm9ry96W3DTYBkTI5eBzYZRQt2kicu6lYULpZu5sjHMg5tukltTIKX8hLqhDcj169s1ffL3hzJVggkiM2+Aq4JSx1Lq114TpuG+++y3HxWjdEqX1sem2bNhzOwWLH/id3vDbOU1+913xvua1ZOffSa3t99ub0ZkRmqqJFrM49+V9m3MzOR7hpBZuxEjRzo8dscdQpwW1pNKjZsHDsjgYfbY9AR33y0Ttckzy0w2hoUZX/nfXC9/uFBv60hMNM4BTbU7dqwcqnJF2UR7YijrJRsvIzIzRVTx/ffaBh8f+SEmTXI9/ttsskjq3p3oo3JNhoaKwK5xY3v7Tj8/YxhR3t0eYf16WL6c5X+HsGePTH0BAbA3qz4XqHhtK/D/raXTKi71pGzfFfr3N+aJyEhpJKasSDyFIhvDZV1jFkjoxFSy44ucoHlzdje+l5Q0X8LDC1jaaH6TfoMHUXbRLKPR1m+/wd69LFmyhFeHDSNXVTjceScxNdoSlRjkUR7poYceICBgHfCCa7IxKwtOn7ar1OjRowcBAQFUrFgRm83GsGHD+OKLLxgzZgyffPKJXZXikFtu4Q+gT3BdduWIYiyq692ktOoK2E/f7iA3N1cna2OI5AI24Dy+ftme7cgJ9NL4FCSRGRfHt1/mUKVhmL6mBLjvvvs4c+YM3377bYH7tFqtdO3aldtvv53ExEQsFvvPbCal2rRpQ9euXTnjptDmq6++Yu3a94HD8hs682xMT5eYp1Qp2L+fpHGT9Ic6dzaWg1arlY8++ogbb7yRefNyePSn7qSeuWRcn82kAie/QFJdBy4Fthcv8uaaG3iMadTglMQmDzyQ/7yurSNH1F/Fxx/DDTc4PL5zJ5w6RbolmLsDfpXJpXFjmQc+/NBxb4WCulaPbE+W6h4XF1lWhrEWc0oiK6K2WTOaNJHdlY/UXnPpksStYWHSBNFRMbtnjzzHYvEqGx1QKLJxzZo13HrrrdSpU4e6devSr18/1q1bV9zH5kUxo2JFKaUKjtDkV6bGFTE+onRxlc0bOTJvo7P0DDwzhF+6FI4e5fnnbaxZg/173nuvqGpAFjRqFXOtYOBA+YG2bzdcdgsweXaJTp1gzhyi7hZfzXLlDGVLGiHF07ULZNZXZJq5Td/VCtXNz1W6skIFeOcdcRF2RFyclBcgCzMV/Jh5m7AwE9k4Y54sBouCpCQ9kDQHCubssZds9BzqEnC6BlTmtZUrE1EtnA8+gM8+s2Dt2NmIPh94QG4XLxZibNIkkv6WEyE8HCNwKUARop8r+YmNa9USQl+Ntb6+ulF2bzSPPmflt3p7Z4drXfnlOGkSk50t4pMhQ0xCPVNTLwX93POvaO/fN2CAnKQnT8K5cyyhF7dM6cGUKUjJ3HffyfMef9zpRx0xAlqu+4hVdLUv4SnIAP1yIzMTCxAQ5ENAgPC+zz8Ps2bhovW3m1CDhyopHDWqcPu5dEm+M02WkZNjJOrr1pUY+NZb5f78uM7yR0FlUiDffd26QjgOHw7BwRxeLB3Hn3/esC5aEnibnEBeFD8mTyar/Q306SPDTkoKYrugssCuVCLJyfqiMCpDJpCbbhLxhTMhiPJqPT98PEyd6v4x2mw64f7SV6I0GzlS1pbgpnfefxlq/HYWV1zNUKzz1ejxrZGNVapaeOghowgATMrGlZvz9zo0ISBA5r277nKRG4yKMioZxowxTP6Uov+LL1i2bBlvff01Ooefna1PDZ64ItWsWZOIiE5ANT3+0+1MzPjiC7h4kWSLPCc8HOrWrUt0dDRz587FUkAzsAZ9+3ILUDGsur4tulZ7Um6UHgzuko0nT54kODiYiIgIO7JxBEeByuTiWnXmDvz80gkMHEBuWmcy+vSB0FAyXnkLcN5B3MexW4kTBAQEUL9+fbp06UKORhCrz3zvvcZ0nJ6eztatW1mzZg0l3PxS7rnnHvr0eRb9N3S27tIEEAQGQsOGJAXKl9e2rSEKBIiOjmb8+PGsWbOGu++ezRfb2zCf24x9KrmfM2Xj11+T+qtcA/megxcuQLduVIrfx6WACmymjVHercqgnSEigh71TvPkk05CXe0DLLL14UiDW+X6magV03/1lWfr0KwsEmOyyEi32fGJ9erB/ffkMIBfybXismrPrGwsiGzUoebYuDj58lSTJsceJmq9Xrmy10rGAR6TjbNmzaJHjx6EhITw1FNPMXLkSIKDg+nevTtzCmoH7sUVxTPPSDz69tPR4tVXt65+cURpZKNJGJMHDz5oNGMCGMRsUde4q5DLzRVCrW5d0i4YA4xONj7xhKhWVGTq1LzrP4r4eFHyWK2ycvv9dyHF7r678PusXh3uvZeoWh0AUbRcfz1Ej3qHzbQtGpFphsrwhYf/OzL3WVmMYzx3Zc9xutBKTpbKgUWL8nl9XJyQewjhouK4nj2FE+rVS9b6uj9arpMIyFMkJpKILBLNZKMe0HW4Dedux144xYkT8M03JB0X5ZxTZaMiGxs2JChIKhUffdRhEVK/viRIcnMlqFq7lqSodGOfqrOg5mOUH3Sy8eOvDOm4I8y1TBUrktPzJvrzG4/yhWxTix0NNhuM+KAOg/mepESHTG9+ykaEM12yRMSKuvm4MngzGWLrZKOj00NwsOHFePYsO2jBn1srsG2rTZiHjAzo0cPUicIeR4/CjkvVuUgFeyJMqWqUAfr/G+YFAULivf++DNV2ZoiewmbLW3Kjmfp7DAf2fOtWERBERBhc7dChkvsY3UkzuXeHbFQk6MqV8oNnZHAsLgKQEi/VUHb5PV8VutrBiwJw+DBhO9dRIkDOw7//1pIBOjN4Pv/XqlgqNJSoeFlh5ScqBmNeubT1uCQ/3UVcHGRnY8XC7oPyPqNGmUifa51sVApmV4H21Qiz8WtRMG2aLNR/+MHYlp4ulQFK8e4pnnwStm+nw8QBfPONXV8yQwW3XLPzcIVFi2h8+De++yDGJa/ClCky/7RtK0k75UfQo4fczpxJ59atefKhh4wFdmwsqSkyB3tqwa7nC3EWpGiYM4dcfEi1hQKf8tprj7B69WpKasHimTNniDFVCdhsNtLS0hg5UniUT/5uBRYLydGGDUhUlDGduXvMwcHBZGRkkJqaSpkyIkCIDayMBR/AB3//ItQja6hSJYDMzN9IZyMqtZehTc3OyEZ3cfDgQVavXq1bxqnP/NhjRoNjPz8/1q1bxw8//ECEm81+xowZw4gRHwJNSWzaWbwKHeEQW6hp/PrrDZ4LoEKFCvzyyy98/PFcQCxzoihvvEARZM7IxgsXXJ+DWVlyDh88CFWrUmbHCtpG/ykWLyBJJ2eKwSeekDH9yy+dfwG//y439Cc6Wlss9e4tsWRyMh75Crz5JtXKpRMcYrGzLw4Ph5lzfPnU5yl8sbokMM3KRqcJBRPZGBUlw9InKVpvA1UFcsstcuto96be10Nv1msBHpONb7/9Nu+//z5z587lqaee4umnn2bu3Lm89957vPnmm5fjGL0objzxBHzzjQws2sVxwSZkY0GxhLJ36tPHxmyfIZQkyf0F1r59QnCVKMGFVGPiLFtWKoFKlpTeMXoUfC2RjaotpJIflihRbB1X1ddYvrzMZZGV/AklrfjJxqpVZcIqRr+xy4Jy5VhZezg/Z9/mdH124oRcGg8M1rqSOdbgxMfbkY0KISEiAFMJ9ALVau7CZoPFi3Wy0UyM6dX25ZsY2TYvCsbGjfDww3SK+oW77sqHHzGRjTq2bJHFhpmlHjhQbufNg5QUQ4EamGE8z9F0xwE6V3UuPn+F0iOPGGTf2bOUXfYDv6EZbAcGQteudk+3WOC738OZxWASkn3tS/nNykZ1vaanQ8mSRLWX8ygy0uRbpJSNzsjGzcdE4WE+0Z99VjLiKSn4IUq3WzJ/kYsjIEB8efNRW6gFYhLh9iW+9erJuJiW5lzdcblRpQpjmy3h/twZ7NljZMWzsyka2Xj6dN7g2K26PydQ+9EGiV275Gvu0cOYTjp0EN66Zm3tx3WnjFqV3OXkwKVLWLFwLFbGozp1DA8od3blRSERF8dm2pCSJQvS3r2hXz8Mf2dXykZTEOAO36UaBMRR2rMfVVM1ninZlMxMC/7+kvPULw9CC6/+/S9AffmbN/87LGcUVKA0bVrR/Ca3bhU1kJkpyMwU8cMTTxhVJ+7gm29kINu7V/x8nUziAwfC3EeW8TBfF0xyP/+8qPLz8bsDJDmnkS/fV36R9u1hQcg98li5cpIkSkjgNquVj6dPN17XoQOpR+T69IRsjI2NpUWLX7g5dBTl0M4Xs1mdQlycEPkALGH27K85bOqWMXbsWMqVK8fEiRPZtWsXAQEB1K1blxIlJD+wccdxlk+cyJGPPtVfEx1tXKruKhvLli3LqVOniImJITJS5veYMg35mrZALmFhRW+m5uvry/Tp05kFKO2YqvJQZGNGRgbt27dn0KBBpBfSR1l9ZvOU7u/vT6dOnbjnnnsKVIuaobinxOyQvIvsnBwjNnMgG82xfk5ODjNmzCAgIIDHH7+DJ5+USTeWska80LSpTPgXLuS14EpL4zE+54NOvzt3LPjpJ/GWj4wUL+dGjeTvoUNlMXPokEs/xMWLxUFD8aaAXOd79mDz9WUhtxATo4WbPj6GjYJGRrqFfLpRA/K59fbt+cdP2RmiLg/wyc4bgl68KCe+xQJNmhAVJcPSm6eH2P9uvXtLQLV/v2GECc5/OC+AQpCNx48f51ZVh2NCv379OGH+0r34dyAxkUwCiM2V6NIV2Rgba1S+NW1q8bx0TGsnT/v2nL9gXOW5ufIvKUnjv1QUfC2RjeraqVmz+Pa5cSP89htndkuQpRKw+kBY3GTjvn3iOXK1B9GlSpFZWso+deWWCbpi/pINW7t29v4nmZmQlqaXUZvJRpD5R01gdp2/69UrfOnUxo2wezeJPnKNOlM2FqWPkI6VK6+cH97/G5pv2JjrljFvXj5coAPZuH07rHhrI4mjXoP5843nqSYnq1ZBQoJONlY4tUnOl4oVDQfrfGDnpZpfoOTjI/JykBPv+uvl3+23S+MBJ6sYfYjeccTe8bxhQzlZ4+KMErmYGEhKIvq8qAbtlE9qgemMbDwSL9475uu+Th0hR4Enmcp3DGHA79KMh+efd6l+s1NymFV3Pj6GzcaVOE+bNuWvnF7M3tWU2Fijkj4ri6KRjWpRet11sMmkNiwMKeMQ7D76qEyj773n5Lk6o+SGslFNHmfOwKVLXKAiGVm++PrK+tpY5Hl+yF64iUuXWEF3u03Ll4Otkhtko7o2y5enfn0RCZs7UDsismQW9zOT9vwj85+7XqTa846UFBVy7dqSc9CVjQ+MhJdfdm9f/0Wo+O7PP41r/d8Ac1bW06aQZiji2hw4mectT8a8BQvEO1GzAklMlOHXnOtu1gwG9oznOvYUTDampRFFOVItJZzny9PThSDJzobbbmO+pT+bNsG5QM2bLS5OiBmQ8lCz+t5m08lAT/wPDx8+zE8/3ckB32+pxxHZ+MYbeZ+YnEw2/nRukUKtWsMYP/51OnSQiqY777yTH7XGRHXr1iU8PJycnBzi4+P1aXjt2o/pOWYMizYYcU1UlOdko6+vL9WqVaNMmTI62RgbUFFvEBMQ4D5B5wrDhw/nPvInG48dO8amTZtYuHAhQYWUO6rPvHy5a9G4e/vKBTKdL7kyM7FiYRNtOXImCKvVOWd1+vRpHnroIXr27InFYrG3UDJ7Y9euLX87kubp6fTjD0Z3/IdGjZwch+ZDylNPQa1aRn+jsDAjoT5hglMxSU6O2K527uwQTmgl1NbOXYmnNFlZkNz5JtmPKodYutTtuCk3LZNszavc8WfNzISYkOpkEuBS2VixegBna93AoaecKKnVd1a3LoSG6nxITEY4WSfOwWAtho2IEJsykLFcQf3AXrIxDzwmG6tWrcqKFSvybF+xYgVVdTbDi6sRiYli3lq/PuSmZ8kkHRHBxVuHA6LUUOsPZ5gyxbBjevppyA6NkAvb3QWWJovMrV3PjkcMDTWpWZKQLq9Dh9oriv7rUGSjWgGsXSsD/Lhxhd/nJ5/AgAGc/kdmymrVhMd4YtUdDG21C9vQh4t2zApmb820tMKrcv6PcGXbqMjGXPzyqqu0gDUWYfkcyUYzWrYUtX2NkvHSrfvUqcId7F9/AfBo5/1MmADt2hkP6crG02ki6fdEGWDG+fPQvbusQq8F5YlqUmB2k3eEIhsbSHOYO++EHgue4gANjbJikNr5Vq0kO33hgk42lt2xTB7v0iVfFZ+CW2QjCEl3222yYN+wQf79+quhPHNAiRLyvilZDid6UJBB+CnfRi0THhUuGXNd+ZSTY5CNJh8bnej20Z7oqIB6910AAsliCDPxy86Avn0LLPfPl2yEK+7bqMSbwcHFpGxMS4OZM+Xv55+X0rw77hDjysJcy05WKZGRxvpDYdMm+HZnCw77Niy4edWJEwbBoJGNR5FzpEYNIV3794ezw17n59zbjaSiF8WLS5d0Rb0Z0RHadeymsnHKFBFoOwihDdhsPLXyNmYyhPZskritcWP3SCYtcXEkWJTTKseiq4TSr/GelJMmyaocrv6krBlmtqUomU31WnNtqL+/kbnxZPxU1UAagTtihJxnU6Y4PE/N8W6QjTU4SYke7fUKLjtMnizzYIUK8MUXxpwdoGV/ExJk3WKxwKpV2ExNukBT9eKZsrFcuXJ06tSJdjffbCT6HIiMixcv8m3Pniy8oytrl2Zw7NitjBv3Gtdp1QvZ2qLtrbfeok+fPlStWlUvq1YhQEpKZZo2bUpQUAV9v0lJnpONCrNnz2b79kkMGZJA/wdL0W7dh2xck4UbvVrcwh13QCu2sh9ZIzqSjVWrVuW3335j8uTJbisQlyxZQvv27XlYq5l+910RzH74oWExuHnzZubPn89Jde65gVdffZU2bfzo22ss3/SYA889Zz/nZmaSRDjt2US9FqFkZQmXVa2afQ+FzMxMevToQcuWLdm8eTNJSaIytFM2Qv6l1CoT6MxX/8wZial8fODRR/nnH/D3t9G8crSYmD71lGSNFiywT7QDjB/PtuufxGqV47ZTzGtk44bI0gQFScwcveGwJLCaNpVrNyNDfHvcQGaqQeA7ko1t2kC58ztZR2eXZKPv0yOpfGwtNSY/nfdBB7/GMmWMOC9Pvk2N4+ZSaq+yMV94PPOPHj2ap556iscee4yZM2cya9YsRowYwdNPP80YZ51bvbhqUKKErE0PH4aYOh3kggoKotIvn7Bvn2RwXI3LgwYJuTFhgqwXAy6e5kuGuU9OaKRUdEQ9fawdORJef90gG5OTkS40X38tC9NrBQ6BExcviqw9P/82d6BlWU4nS7BVrZrMcZ/NLcu3264jq0+/IhywCY6LkKudbLx0icx4CWqdKRuDggzy5xJl7EkUjfzoHL6LyZOlwWd+ePZZ8REf0E0Lcgv7vbRpA48+Sr8nqjJ2rDQ2VtA9G0+nS+eHwi5gzGWpTiPt/xg0sjElpJxzriU93UgAaEkPO98xM9kIeubXdimOVmyjeb1Uwpf/Ko+poMQF7MhGV+PpgAFSdjJqFFZrwY4FzkqBdDj6NmrnztkgIZL0ni+HDknauEQJO+W1nlm3aQtHx0VoRAScPMmk8HG8xcscfX22BKtOlAYpKSkMGDCAdevWGWRj2dp5FaFXsiN1aippKXKyBAc7KBtdftEuEBICP/8sbeWVz+XPP8Pnn7vO/DlDbq7x/gUEu2+/DUM/a82qqfvy+g45YvZso9Tp1CmIi+MYwl4qEjM0FCrvWUzJVb8XsoWxFwUiH7LxYK52jbgigcxeKgVh+nRqH15s1N37+Mi89/zzBb82OxsiI7m50Ql+/FHs9EBO5UqVvGswwJi0/01ko3ksKg6y0TFLW5hkjYqZtQS9yh+arfQuXoSft9diEX0KVHBnpWaToZVo5jlPExIMxumDD6BcOWPO9tPIxvh4UYBrTeOSTd00c7HQjk00vy7XI1vzOnXqsHTpOj78cA4JcVqgcvKkXVPOadOmMfS773h71y6n2e8333yT/fv38+KLLxIUFISfnx9VqlQhNDRUJxuTkl5l06bdtGwpwpN+/aSg5q67pFJd2ei7i9GjRzNp0mieffYUT44rzeu/fsvsn0ZTuXLxnPM7dpxiOzaO12gGc+eS0Vb8n1VoER4eTv/+/XXi0B3k5uayadMmtmqJzI4dDattxVe/9dZb9O/fn19//dXt/QZr5F6lion0mXmfnD/m89xiIa5zf/3u9u2iEzl1Sng+hYYNG7Js2TLefPNNOnTowNy5cn7FBlezzyaqMnvHjtTp6aynI/9E1yJPZfnatXLbsiVERhIeDrm5FuISfSUZWq2aLGggrzfj9u0s3yIXzI03mty/Ll7Uy64H/fQTvr5vADHEECkxgsViqBvdLKVOjzMO3DGMDA+HZuwkjCRjbPAUDmSjxeLCEln5Nq5aZcTs3buL8tiNmP9ag8dk42OPPcaPP/7Inj17GDVqFE8//TR79+5l7ty5PGruO+/FVQdfXyPrcKGaJo+aMQN/f7Fn6NzZ9esbNpT4aOxYIzkS27K3a3mXGVrm/UKQLFgrVpRBNTLSLauF/zYcy6h1FinG+fPdgRZ9PXXbKd5+W0Qz5gZZRfYSVHD80a52Zdy2bWSdljRVfg2p8/WsKlUKxo2j2egejBrlpk2inWy3ELjtNvFKUuW6JlStKmKJj0topWkq4vYU6vzr0wfnNRZXKeLjC2e3oKkcKk4fh58fHD/u8Pjhw8LkRUToC3Q7svHoUbuAX5GNlswM1tCVHRNX4Hv4gDBSKihxgUGD4OAjHzCVkW4Pgt98I7tXHJUz6Mf8xqS8PofKt1GRjaoE0kcUFMqHTw/ArrvOrhS7ShVporSy5XPYwLm3W/XqvJI9nld5C5/7B0l23AmWLVvGb7/9xtKlS3WbgISbBsmHNONKNon55hsyYuQaNisb4+MRF/kvvyx4EnWGdu3glVeKfnyZmRLtt24NYWF8+qnYAzjr26f6z5w+44bqw2yPs349WK2UDM6mcyerfd8jby315YUTsrFVKyjZr4tcD666Rg8YAF9+ie3eQa4TFDt3Gq1XX3tNbm02WXX98IP8/q7w0EMQHU21XyZz993SNA1kjDr3x3a+TLlXlD3XMlQQ/m8iG1euFGUAFC0mdVZGDZ6TjfHxRslidemgrMgAs2hyxw6464XavMJbEie4UHEnpxtzUx5C8IMPJLZq3BjuEY9GNU9dKlFdyh6UomzKFM6HhNi1c/HFxnrfruzY6eNx74jRo4XwmBKnZbYffFCPEaxWK6+//joA7du3Jy4ujr1795JmCu6vu+46GjZs6LQrc2SkfA6bTez1IiOhfXujgOCRRyS+VO4l7qJfv37ce++9OtH2xRdfMHXqVFKKaW0QE/Mg0IZ1A2+DgQPp8lgjHnnEuZ2lu2jbti2//PILs02KVCWGVWRjo0aNaNKkCZ1UCa0bGDlyJDExMXw2fboR/5jrqUuVIm7SDP3uxx+73l+5cuWoXr06VapUoXNnaD6sjX0prwtl4638QYfPBuctslqzRm61pn1q/RNPKaxYZE2nkegsX24fo6ak6PYe3c0uHwsWgM3GhSpVOAekps6hdqXf8MFqXKyqIuePP4yySRfIOC8JAz9fq30oabMx6vxYdtKCdmyROSyf6pfTp+Xhd95x8qCTTtQ62fjQy/q1D0jFU506km3+H3tXGV3VtXXnjRNHAsGDuwenSHEtXtyltFhboMWKF22BIsWKQ4u7FHd3dwIJIe4ud30/1tnnnKu5N0m/19fXOUZGkiP72Ja1155rLpEyvFEjYOpUoE2bDJ/lfw2Zimno1KkTLl26hPDwcISHh+PSpUv47N/kBP8VEGyVj6Ua8h+rVgFr1lh8vmA+igEztnF7OcwwQ0jMxnj3/ChUSDfhpg6zEWCjw1xY0D8NAwdyGj0RIyt6+6wo7ksDWodmCZg0iaMw7O0BOzuebSSczSbNoB07eIIplj//7h7j5GQkgymNxpiNgGKwGjAb8+cHpk9XJmIWgNwEVSuTzkYJ587x+KmOrnR355Xn3vnP8IbMZvoU3rbixbN0j0axfz9PsE6cyN5yidgyLl7c+olbVBRSYYe4FEcQGZlcqPUapU5P9hnb52bDSL166uPDacgFhA5fs2a6VAsTyJ0bKOOTDC+EmW8/SUkynTEmhv2d5vJIyZqN524aMlYFs1GEUUuMtGhbrvyyrKIRAwzgttOqFVCzWBg0gNG+Sr2Crg4J0oeTkxOqV6+Op0+fwsuL56JGpZZKluRKn5hoNJP2X4rkZJ1wLcFsfPQIqDapNV41HqKjaZkhAgONT36JuO+2duHA2Rk4fZpjZB0dce4c9xlqlQsBoXhjEYlZ7WyUspJ0WVAbFy7aYPZs3vzuHTD27Rj8gBl6CvH/IluQmgrkyYMwOw5z7NSJP/OtW0DVT3Nx2/T2Nn1+5crAkCFY+7wh3NxgPEEAwAzb5GRmZkyYwNucnRUK/9ixliWAMxYiEx7O2rIWhsz94/D+PXstFizg//+bnI2AisqeSWajVquMEWqPIGC9s1GMvfnyAc7OSEhQlD7UDiedBcK0NNP3npaGmFTu252dSdeRER6u6NnNmiUPuELxyM+hNEchDZQy1rq7w+3KFZD+wOzpmaGcijHIdke6Kv5aWtCJj4+HT9GicHZyQseqk1GixGlUqlQJzURmbBPYsGEDpkyZgtevX8nj/IsXQO/eTEazwrw1ijVr1mD79u3w9i6N16+BQYMmoWnTKbh82Uq2vgnkyFEAQGGkpPA7HjCA1/patuT9u3fvxu3bt+UQckuQJ08edO7cGRWl0KHbt5XE0cLZOG/ePDx8+BC1THaghnB3d0eePHlw8pQjNjsNRRQ8DOYCatJtRrnvKlWqBD8/P1y9ehwXLhiRDRB22tOnumNx7tymQ/mFs7Eh+wXE9JNgw4kp4+LYFi5dmicgIgsmAMTH4xZ81aczJAdc/i+/xJQpU1CsWDEM7/MatXFDiX6oV4/7lago8xq2f/wBjBuHpNuPAABOjnpj0LZt6PqWmcfpNnZsQ/fsadS++jB9LZYuBX5bojcfS0pSXr4xZ+OzaB50BTQaxQH722+m7/1fAMiks1EgLi4OMTExOj//4u8N2dlYrwuPLAAODD+C2Z+ewbVrGZ9//fp1uLu749kzdlBatVA1axawYAE+6VkI/v66ia10nI137rCVYEWH/l+PLl14qUV0crI3NwuOO7F6preUmsOJO+rE7v2zL3O0o6NijP7dmY0pKUiRRIZNMRvlJDEmsnFeu8Y/5rq8FSuYAdV3rsQUzOy3fPUK2shofPopoWZNE/5nS3WJTOGvcjYS8cw4NNSyMDxrEBnJFnJCAod6WoOoKDkU1MXFCDnbSCZquU54SYsrwkknMGKE8vfRo2yMWJMMwcODHWkm2H8AuH9wdgauXLFIi1qO7oWLYUIowWx8+pQNSMkA3NtnL+LjVaxdYQSaog2YmoS+fo0cA3sgYeQExMeb131q3bo1bt++jd27d2PgQK4u6mSeMmxsOJ0ywJog/4+gxCQkS85GR0cOsxIEh3v3TNyvOdSuze9Ovx7NmsUT00y2lytXmJmyezf/r5ZdEBALff5/PubVeEtCcE+f5knG/v0Gya7CwoCl7zpiIwb8y2z8K2BvD7x7h/CiTDn69luF5Gsp4uI4Ei4+3oRCDZEcTvem52TUqO+Exp+k84mLFnEDvn2b6cymQAQiJlkeOqQnO5rVMeq/HSEhugsI/y3ORmEjZjXaJjZWMbikwfT2bSZjH0yTmEDWOhslj9+dO7zwlj8/M+4FxLwiLldRHsdMLfwlJspay+76C49btvB9Vamio40sgpAMoiIAuFWpAo1+KKW1lEYJO3c2AlAaH6BqTNIqnpubG94ePYr4pCTETluOqKg42Nl5oqQclmAcq1atwpw5c/DkyRM0aQKULDkds2Z9igOSHt+YMRyQceIEL1ZlNoigQAFeH3RxmYTTp2dhxw7PzBWkh1q1tgF4j0qVDKN9kpKS8Pnnn8PX1xfhWSBrCEcjYF7a21IMHQr0j1sJP/iYdTa+eME+uNq1ddezP/nkE1SvXh137941f6HChbmep6UpdiyA1CUr5OQqOs7Gjx/5ohqNHJnh4KDYaxHIxWOARqPUf1XYc3psAmKltiOrdERHs70AAJ06YdasWXjz5g3GT53K2+LiuD+wtVXEg0UotzEcOwb89BOckIQe+c+hU2uVEzU1lRkXAKZiJhZ9H84N/9Uro0z81I9s6zhAzxF97x53Irlz63QisrMRBQyjqAYM4Pdy/jy/68ePeRE8Lg4PHgB79mQ+ovufBqudjW/fvkXbtm3h4uICDw8P5MyZEzlz5oSnpydyZkeL/Bd/KYSzMTDUXmY07kVnTD37qby4YQ4//fQTYmNjcfAgh8zHRSRbbiB07swhNNJNqBf5vL25c61cGbphJhmJ1/+3w5TwmvAgJCVZRC83iuhohMALx+4X0JGYk7Vm0h1gKN5hJdT3bkBP/ZsiJQUBKITYRu1M5iAaORJY3fMcauKmriXw8SPw9Cn6901H3brm81TY2vLnS0iTDOzMLMakpwNlyyI+VyEQcYPRt1nv3AEOp7ZECLwyH0YtLOZx43hSkV0x9uoXZI1YkSVQa8NZoaEDAJg5E8++5v6vbFkjhIMnT/i3SqxI9qnllZzH+okwPvsM775agGiNB4eeTJ7MHqkM8PLlS/j5AVODR2LhlGhmmxsDEeujJiUBefNapEW9bh0Q0rw3+mGzYf0rWpSt6JQUpucVKMDxUqVLw9lZYhbGx7P3CjCasvvAAWDRiw54iZKGXvCAAGY9HzgAZ2fLSB19+vRB3bp1ERgYyINBnjyGiZVEqPLFixkXmI1ISdAVJ3d313WgXj0aaeg4NIXAQH4/MTGG2Vuy6JRp1Ij7BAFj8045jDrchY18c1IEoj+XKhpBg+QU3Y8pR1DD6V9n418Ifcm71FTg3sVY0JwfzdOR9u/Hq63XEB/P5xo99NkzvkCOHEipVAN37gAPHklThLx5ObU5YCK1uXRz3t4IadUPo0bp5qx6+RKo/0VFtMCfbNf9f0sg/B2gPzZndqz+/8ZPP7F27ubN7PTO7AK1hwfbm/HxckjJunUsefbZm8U4PeuKEr+bEcQMXgqhFuthtWrpjjOif45JceKdplaXHRwQM4UZp+5q+4pIkfIYPlyn8GLF2JZ2cZGO058HqTzt91AFBYLv6DK/LERk5CsAL6EzGqj7WGlcj3LIDaAxOneOxLp168yW2aVLF4wcORKFCxfG/PlA5coPce/eWR53weTjI0eYKVi4cOZzG4p+6qWUSDu7XATiu4qhSUTVp6UBUVFRqFOnDipUqIB8lmjUqnDp0iXs3r0boaGhOmO7pydnuKZM1P3w8HDMmzcPKSnTAYCZguqF3zt3EDHga/nfxEQm4ty4oajWEBHu3r2Lu3fvwkWPlkjVa4CKFFVCGDQaZWFYFUqtrp46RQgnX+XKOh9IR0pKvGjRqR85ItfvhBilL5ff2dGjQGoqtGXKIF2tu+3qqhwk7HfRKMw5GyWDpiAC8XtgY2zerdIDu3gRCAtDrHNezMVEhAYkK5qJRjISpaTwN7S30/MtiMXr+vV12vmIEcClEwkYg6X8EtVkmkKFWOAUYIrpoEH8Hs+eRYECbBe9eGH6sf6XYLWzsXfv3oiMjMT69etx+vRpnDlzBmfOnMHZs2dx5syZv+Ie/0U2QmY2fgSPlNu2IciVZyPmonAENm3ahGfPnmHKlDsARiN491bzWkEWokYNZoqtXw9lBTUtzZCN80/DlSvcq6u1IABdx0xmnHfp6UBsLM6jEdoMKaAjNOzswh1pApyzHNqLr77iZbjjx9nwK1NGVxjy74iUFDggFa7OWpMhqJ06AcO+sEHJse11WTyrViGtfCXZN6efv0IN4QQKj3XgFfjSpa2fZIWFAenpiIYnACa96SeTGzoUaH93JocyZJY1UrCgspoXFpZ97U4v3CJboVZsvnTJOidH3bp46sVGjlEVCCPMRtnZWKouz26mT9c9R6PBk7bjkZMiULtqCjPUTCA0NBQvX77EjBkzUK5cOVy79gyzZwMrV5q554gIZXGgUCGLnI1eXoBXfjtexdV3KGk0Cj3q5k2Wcbh9WwkNAdiQS03ltm3Ea7VkCTD+dCvcnnvS8H2IfssKJ/Ply5dx7do1zvYYFsYOTH1hf0EnvHQp+5jZFsAhLQHxcEbEl1Pkd66OMA57Epyx4JKAqF8lShjGNMlWvvmEBgY4eRLIk0eni7GxUcL91BCr9R9JGvTNsaz0UpJGRHAfVKyYsg6m42z8N4z6L8OZM9ylFinC7z53bqBaQzf4T1nFWX9MLc7264eAERzzXqSICekFMdmrUwe5vNkpExWlkqb9+mt2Nl28qBuWInDtGhASgrfPeRJasKDi29Emp2Li7a7Ygr48Sf3kE/OTy38ihHOxcGGemE6a9B+9HYtx7x6zhNq25bYt9MkyC8k+1Gp180LsCayrl8rWDEaMYI3hFSsAKNGNQoVIQBAZ4+IyWLN3dERMHY7BdXdXeStv32amkpMTh2WqUKYMl3t1+W02zFQLk6tXr8a8J08gfHTRA7/Gx3iPTJFZv/hiG4CLIJRWNl68yKtKN28CMTEIBDAxaiGA4nB2ToGDKaeqhAkTJmDZsmWoVq0aAE7o8scff+Do0WYoVMgw/5212agXL14Mb29vJCWNA0B4+jQcQAw8PLJnvNaXQW/Thr/10aOAt7c3Ll++jEePHlmciVpgxIgR6NatG+7fv6/zzBpNBMqWLYsyZcogyspFgvj4eEycOBEREXMBEDsb1fOuxEREJBtPUa627a5fv44DBw7Ax8cHX3zxBRo2bAgfn4dwvHsVL/0ddW12I7qNwvy2tdXzuYt+WNJrFNBxNgoboHZtpi9GR7NGCwDHqGAcRHts/+mjIn0j9RH3ixeHs7Mzhg0bhs2b2YwcZvcbOyLEOxDOxsuXTc+P1Jo6+u//0CEAwOsybZEOO8Rs3qfMBQ4e1NVWB5AqrQE42OnVRcGCrF8fgYGB+PLLL9GtWzeUKUOo3ywH8jlL70DfjpZYldi8WbHZPDyQJw93mWp1pf9lmInXMo4HDx7g9u3bKGONNtG/+NugUCFu53JH2qsXIpcAuGlZ8sscOXKgYMGCWL26EgA/3EJlUHhLZNilf/jAqxMlSqDt+PKIiWF7y6jwsKMj32BcHE82/8mM2fv3ufNUrZYcPAicPm2PpvZd0CF1D3fK1mYmJQK2b8eN9eWAU4BkUwAAnJ1VzsboaMu8zKZw+jQv3aSlZYvT2SSCg9kQzYTmjQHEZDgDgwwNG8JgKToiAu9QFGlaWzg58YTKFEQX+eSFHRD61vSB5iAl7YjOVQyIYOND/xXoGAWZZUsIZmCuXMoysZyOOAsQBlDhwpxhNztRvz5PBmrU4Bl0QoIJoT/jEPIsBuzW1FRlOVKVLKd5c3ay1KiRy7jEw4cPiJ2zB4TRcPEwv463fft2jBWJGADcvn0EQFnz6woi67uXF+DkZEolwRCCOff6teG+mjXZSXXzJjB8OA4dYiJLu3ZMcpWFx5s1M9r2ZAesqw8MEuXGxuIYWmGl31Q0+VlJZmgMbdu2RUREBHr06IHy5X3x3XelERd5GrdQEbb6Trdatfg7BwZyeM3/kxi3JiUZzkiEs4cW0PCCnXpSFg8Xyx3q4kRjdlRmmY2RkQgM1+3TfHyMd3NCEiCJnJCAHHA2FRpJZOA0DgpSNgvdStHsEpEj80z8f2Eajx4BgwahevHirF8loWRJToJxC74oovXnj6LfISQmArGxCAAvJqnDTHUgmMKffCJXQSIgumV35BrbjzuFPn2YLTJ/vmEGUckB6efTGHin6+TOc3k/ykCVxODaNS7vwQPj3vB/IkSHXbkyMHr0f/ZerMEj1klDlSrZY39JuH5dNm8AWKm+4+SkM9a3bs192qef6h7m6QnUxRX0wB9I970G+2rlgdmzjTYCb2+OilRrycusxs6dDUKw5Vfh5saeU5XttWTJEjx7/x51ABQFEBvNiwDWOu0AoFatxgCABKhCQiWW8b569bClenW0AKDR2AE0Es7OiQAysG31UK9ePcTHc1CFMal8a+9bq9UiODgY+fMHAYjDkydsHLi5JQDIYfZcy3AfDg6z8csvOXHt2hrZNDKlwW4pqlevDk9PT+TIkUPnmV++PIP09HTkyJEDnhZocKuRN29eDBgwAGfPeuHduzRDZmNyMj7BRUzJswqzw77QOVc4VTUaDSpUqIAKkkP7xo0buHv3Lry9A5CKSgiFF0qrHZjC2ajKSB0/4CsAK+DilMZ1RUCQxPScjZ9+CpQIvIicIZFK47SxYX2dNWu4/2/SBA6OGrRPOAIMcAQ0YEff0aMAgOv58yMlJQV+fn64dasj3r/PgfcttwPHuysXqlSJbZ7ISLZDhUyOGpITMh02oNfvYFfDU9kn2ahprdqhj+YJat+5zgsanp7s/Lt5k7XdJaSkcsO1VzsbiRRmY4MGmDRpEjZt2gSAmal58uRhJ+vbtzwXVUejNGzIE+y7dxVHpDkGwP8orGY21qxZE/6iZf+L/zoMH85zNKFRDSj9nqV96KpVqxAa6sfn4gH23b6d8UnHjwMdOoDGjMWlS7yIYHZgkDN0ZCFByn8D9JIvxMQA/foxQaZvjl2gtPTMGeN2dkDPnriSUBWAbv/955/Ax4K+aIBLWWOwxcUp8RF/pb7m3r1sCUpZ97KKtMRU9MZWDLw/xmS0cHAw+1ENNIsjIvAKzPAqUUInOa8BRG6RsLAsyDMJZ2NOHwDGHUuyb6LzkKw7XuRUwFFZK0dg9GheOT1zJvvriLMzr1YQcZyPpQ75lBRg7Vo8u8rOHANm4+vX7DBxcVEyaYDb0PjxhhMaGSEhiLt8D0DGZL6YmBg4OTmhZcuWuH79OkaOZE9cbESqCUE1yM7Gva790KMH68EA5u2aM2eALy/0wG8YZNrZCMjUkBcvWH7m7l1w3yvCULp2NVq+2ZwBsbF4gvI4HF4PGQ0Rt27dwrVr19CjRw/06NEFly7lwb2kcoiCp+EYkCOHkhl17Nj/P+0zsUghDVwiIYFAHFytdzaWLm24L7PMxpgYXIcutceUdJebG3B86mW8z1sDTkgCNm40rsVGxMbCjBlyR6Mfygso834NCGnjJ1p336bw5AlrBf7rvOSXfvOmQYZRmZhsKw3wxvptaQL0wYa9KCadjYLh0rAh7O2VPizi9B2FiSsySR88aNifCGdjLl5BVpstHpuY8bsEY5AER564xcZm3en26tV/T/2weHXobwS17ptIKJZZLF3KVB9p4NJXC4l/+o71ETOB/v2Z5KjPbLT78A4X0BCjsQxOD24Cmzbx4qR+pt6ICNT4cBAbBl9SzMzERGD7dv570CDTFxcTp5gYmVnctWtXDGjUCAUl1np0eJrOodZAVieCoVFxPy0N+27cwD0AdXMOBVANefJYVr/S09MRHByM16/5vgoVUtaV1G1XozGMpskIvXr1wr1799CgwWJApY2XO7fV/CajGDIkCSkpuxEWdhxHjyoOUivWmo1i06ZNuHjxIurXry87G5s0Afr374qEhAScPHnS6jKdnJywYcMG1Ky5AIA9oifOB7qptCaTk9EIFzCr8Bp8ofI1urqaTv43Y8YM7Ny5E/nyVQUgJbJUT2ZEGPXdu3L0R/xzDrN2cVKx3x8+5FV3BwcDmZyffgJ2PyiNWsGHge4q56AIpT5wgG8wPJz7YDER+f13toOKFMHgX3+Fn58fJkyYgLt3DwD4E6GhegsWNja8mA2YTh4mjWtH0Qb2vlVQr560PTxcnoP6TvgUW4ZfwmCs5+s3b87H6GkMC3UDB3uVs/H+fbZ/mE2AMMnIqVGjBqKjHfDLL8BS7Sg+1liEkFhJlxpQgr0Hpk9n3ex/uhKcpbDa2bhu3TrMnz8fmzZtwu3bt/HgwQOdn3/x3wdrbKAxY8Zg48aNOttOGVNI1ockahtcsj5iYrh/UU+EkpMVXduYGPzvOBuFNpxkyLm7K/J5MTEaxCdmPodTcjLkSb7cOYPZeN65OJQ4S87G+/d5ICtQwPLwl8xAGHrZ5GxMrtkA29EbG/2amIzCPHaMx7/pU9NZVEiIHUdG4iU4dtpcCDXAvjCRb0WQA6yGcDa6s9PLWBuVfROVGyvOI2ugfgniAtkVRl2kCIfMZSBY/v+Kjx+BYcPQ4fVidOpEcp4UGaJNlitn2pu8ZQtPlNXieHFx8oQgIybA1KlTERcXhz179qBWrVpy6FYK2SP51EXj4cGSs3Fs0HfYsYM35cqlx8TQw6NHwK+nS+MEWhinLIjZ2cOHgIsLgmevBSAJfS+VNGqqVVPSPOpBdjaevGuY0CQ2FqFgSQxzmagB4MCBA9izZw9KlCgBe3uVBAFyG3e6TZ7MzNuXL1lg/P9B/+xj2SboX/wivr7NmXnr1OFuT1TtOLiCYiyUvDDHbMysszEiAg+hOATU96YPzfFjaDn7ExQOuQMbEHd4n35qGAJtY8NhQj/8IIc/Cp+k+ps6OQE9sR2JyAHbAvnYk5DVEPc2bdi5ZY4S+7+C+Hi8QgksiB2hE8UqIkMe2EmhC8bYsJIzPsCJK4NRNv67d9y/2NnJLBAdxryww8qV4xT0RMCyZcr5aWmyhq2fHV9HdljcuQO7q5eQCjvMx3cIt80HNG3Kk7RDhwxjNi3F4cM8CIsswH93iD7K1ZVZNMeOGYT4/e0QGMizc3t7Hmg6d+bx3Nq+CeCwy6NHgYAAXLzIUYeAolITd+uZWekRHaxeDYwaZTQBhA727YMd0pFm54REOLLnLiSEvZPq/unRI2ZsDRmicy6iozn204heMcAyIlWb58EyjOTyJHbZrFmzsOHcOZSaNg0AEHX+HoDMORsTE++jcb3f8YnnTu7Uv/tOZot8VrEiVnbtis8B5HftCGCQRaSqq1evws3NDY0aNZKiYh8hKuoq/P25navHDWdn84vqxpA/f35UqVIFhQt7AcgFIA1AInLlyh5nY+nSpbF06VLkz68bTZU7NzB//nzUqVMH6wUrNZMQ6iaC1Ofk5IS8WZjnyKa1SwFdQ161iNmvn0IwVEf97dq1C5s3b0aQNB9o3749unXrBi8vjj6KhZvuQmfFirwoGhUlLwp5p/pjAcbj+4EqZ5lwprdpA+TMiTlz5mCHMC4BNgTz5tUNj/j0U+7DAgOBW7cQGAhs2W6LU6c17FkTTKaRI2Hv4ICiRYuiTp06+P77VQDWGF8bbtWKf6tll9SQ5iNJUoI++XbEBLdkSW5covLHxChl6sn7pSaz909EZQBgxynADkpHRxw8eBCBgYE4ffo0kpLcMWYMMPPjEB48jYV6d++uEwXlULcGRs3IjU+754ZNrx6Gx/8PwmpPRmhoKF6/fo2BAweiZs2aqFq1KqpVqyb//hf/fRA2UEbOxvT0dCxfvhyP9Sgdt81lshSQnI3Pc7PXy8dHl9no4MA+gOjoGLx/H644Gy0p+78ZYpVENQPImVNZocv0479+jfs/n0JyMjsEDCad2eFUEo4Wqd1rt2xjp+m4cZkv0xiyWbczuWwV+W9T7FrZ1/0inAfXn3/mDRERsrPREv+ZyAT76OvfmEInxIUshSQKF+POdBSzzMbMJvlcvJiXtWfMUKzh7NZKPXWKqQfZmZpt/XpOViDioS2F1OYmF9yIvXs1hk5jI3qNAM+5bt2SbJedO3myrU6AExvL7DZYFnZka2sri33rSLSmORl///7+IABByYqsxPTphpH+asjNvNFnxif1+fMzPYoISEhAcDzfeGGPGMWZMGmSyfA52dl45TkbmeqEU7GxCJNiqzNyNtapUwedO3dGWloarly5AldXdlyEI7dxxp2nJ1MwCxbk72WOeZJNCGv6OTa/aYDt1zmExtWVfTSC/ZwGe6SEWaiBq+dsDAnhxY0dO6A06JgY6zRe/fxQCQ/Rv9IdbN7M1dyohGR4ONC3L39zEQ5kb88TbmlybA7GmI2O719iLYbCFlpowkJZU23YsKyxzkRWgr9SnuO/BfHxuItq+O7DaHkoAhSHngiRNsds7FfoNBYuVEgkOhCsxho15Fm2bIIhj64hMmYM/16/XtHdevSIJ7tubvCLzqlzb6ISHnDsjiDkR8T1l8C2bRxGDci6e1Zj7lz+vW1b5s7PCOnpVsb2ZoC8edmD4OPDurNt2mRdM/uvhrqx29rywuulS5ljkz98CABILVdZlgUeMkSJFIiHCztGLNFePnqU+4UnT5CYyEUbtX+kUH+7/r2RA8nMJHdx4YVyNYsqgfV4E5xyKT5I4awaONCkty08HLj/wAaPbSWbUrQ/UYjUlqIkze3MKELt27cE5670QlIXNwzvGIxN5ebJHqlqUVEYUbkymgAo5BmHypXNS/sI+Pj4IDExEQEBAXBwSIGd3WgA9RAScgqArm1rkgltAZQxwhaAE3Llyp4w/Jw5c2L06NGIj++gsz1/fuDRo0e4fv26zE7LLAQjLbs4VK6uqQCSDU275GQ8QTm8TC+OatUUW6lpU+WQBQsWoH///jgn6SQKyL41uOsyG+3tFXajNOfIn/IO47EIowdJfZpWyyxEAOjVC+np6Vi2bBn69OmDBKksIiMSzI6OSgTV/v24d4+j8b7/HjyOPHvGNyYSigFwdXXFF18MB9AVocHpoIaNFJY8oCxm37hhaO8RyfZwohSCLzNYhbNRSiyVksMDkfDkflUspN+7p0MvbF/6OZ7lbYh13zxRriGcjZ99BgCwsbFB/vz54eHhIY+DkaluSH8XoMtKFXBw0JE3sYuNRG5EIBdF/P0Tpv4/wWpn46BBg1CtWjVcvXoVb968wdu3b3V+/4u/Pzp2ZMbVkyfckYjOJCNnY1paGubMmQNHyUMza/BgAMD9+HikmptUaLVy2MIzW9ac0Cd0aDSAq6sWwCeoUaMUdnv35AlksWLWPt5/F1Q0kYgIflUajTJIhw6ZCIvShOvj2DEETuJJWsmSur6CbduA0U5rcHbINh1Ra6vw4YMSAlWuHNq0ASpOaI2kRy8VaubfFKK+29gwkcMYxPsPT5a8RoIVFhmJN2C6oiXOxqZNmQzgE/eIHQzWGkBSu6lc1xnz5wNSk9OBzEB5FmJcuD8jvHrFz5eSkv1h1Nu3s9NqwAAOfdXP4JwVrF3LSU3q1eMQ7WvXLDtPCEWZylQomI2qlUqAm2rNmiz4rC3iwxvVaRpjYqxyNgps27YNc+fOgqPjewDSKrUxB1u5ckhp1wU96irXzCghs+xsTHYyTU/o3Fn+M9iBZxatLkzkOlC2rM5+fcjORltJ91XtTLaxsXqSdfr0adSvXx/R0Sy6HY7cpplPpUoxM8rGhlkoQtLhL4KYA6tDtURW6qlDP2I+JljWvomAzz/nLIaSQ/vXX5k8ffo0sOdsLkS168OZn1QZTTPE27fohP3YOPoO+vblTUbDsGbMAMLDEV+iEjb5/sJjsvBYz5/PIbICsbHcpwgHPJSqqXY22k2bDBckINkzH7St2vA3WbeOFzKyA/9fofJ/V8THy4579XsXjoAP6VL7M+ZxkZyNTUoGYNw4E2oWKr1GgWLFgJJe0sxYHWHSogUbcLGxHH4PKONO7doI/KhR7u3NG5k9syMv2wuR8RIt5csv+feOHZlj+Kk7lb8iUVSzZvwQmWHxGcPIkbiz9jaWu03ERQfJk/Bf4mxMyFUIdesCEyE5eE1pvJpCfLxsF9pXq4jNm5U1XJlBZuvBBrAli4eCxeXqigcPWAazShW9Y0JDlXotOREQGKg4QdTM3MRETMKPcLl/BZMnQ9HRAXQTpulBTE/e2krGoLCbhg8Hpk6VjUQxDmaG2ViuXDnUr18fsbHeWLNGui3hUfz4kZn9c+Zg3hwt7t83zDVpDN7e3nj+/Dmio6Ph4OAAd/f8AIoDUmSG+l1mJoN2QkICNm3aBH//JRgyhDBhAktDqyOssoIXL1iyW918HBzYFp44cSL27t2Lz8Q3twJr1qxBjRo1MG/ePNSrx11Mp06EQYMGYerUqYjO5CJ87969sXSpAwZ2+Al9EtYojEIASElBN+xC6ZvbcOUKK0bly6csChERmjVrhrp166Ke9ALDwsJw9epVpKezAz8aHjDQhNKTyJEXgoUBc/Uq26+urkC7drCxsUFwcDDatm2LxMRELFvGGZuHVrmuOCUFRCj1tm2I+57ZyK6uUBZ+unUDublh4sSJWL58ORITE2UnanKqLWIv3oWOtk7BgkxaIZITvujg7Vvg2jUkjRyv8whqZ+OtW4Bjx9aogvtcMcqUYcdoXJzOnNRt32aUCb4An0HSKkdQEJOhNBplAQxASkoK3r59i+jot9J3yGBaJDEGjtq1R1k8RTk8xf0/nhrqRfyvgqyEs7MzvXz50trT/mOIjo4mABQdHf2fvpX/KF68eEFVq1aln376iapUIQKIjh4lSksjevCA6MIFovT0jMsJCwsjAASAnJ2iCXAnAHT//n3TJz1/zhd0cqIB/dIJIPr+e8PDypZNlsu2tT1OkZGZfdr/EiQn83sBiMLCqE0boqJFiU6cIKpWjTcfQWuiNWusL/vrr2kD+hNA1KqV7q5+/bjsBQuycO9JSUTOzkQAJe0/RgCRp3MShSI3UfPmWSjYCDp14htu2DBbivO7+J6ro6PW5DEvXvAl3V3T+I88eXhHnjx0As1o2cQP9PSpFRdt1IjL+eMP6252yxaiwYOJbt40ecjatVx0OxwkqlTJuvKJiFq25ALWrSMaN46oalWi33+3vhxjqFmTy3Z15d8//ZQ95RJxYxHtByA6cMCy89asoWTYU3Dz3pSSYmR/1apGy0tKUi4VMW0J/9Gnj3LAqlX0M8ZSFfc3tHix6csHBATQZ599RmPHjiUioipVqhAA8vA4TgDRfVQiunzZ7COcP8+X9/Ym0pquxnTmDB9XrpyZwl6+JLKxIQLoT9tW3OeIBz10yOx9/PknH1bF6Rn/cfiwzv4WjZMJINq82XQZT548oR07dtDTp0/pypUrVKxYMcqXrysBRBsLTDQ+WKjRpg1fe8IE88dlERdPJBBAVKqUkRfu78/3YGdn/oOYwIABulV5zJhM3GCZMnzyqVOmj4mNJbK3JwLoh/qnCCBasVy637Fj+XwfHx6biIiuXCEC6GGhVrRrF28aPZp0x/A7d3iDRsO/P/mE6Ndf+e+CBcl4I7MA798rL2TnzsyV8U/BsmU0E1MIIBoyRNkcEaG8ogQ4Ea1fb3ju7Nl8wMCBpssXdefgQd3tO3fy9gYNdLevWMHbS5Zkw3HvXqK6dYlmzqTr14l27CAKCSGiHj34uObNqXFjogIFVNUzJYUoZ07ef/689e9k8mTl4QMDrT/fHOLilLL1+rSsYNYspdg02LDx/XfGmTNENWrQulqr5fsmgL+3Nbh+nc/Ll89g16VLUlVyktr71q0Zl1e7tjxG79nDf9apo3fM+vVEACWUq0a7NsTSQ1TgA+/e5d+2tkTBwXzs1q00AOsJIJo7l4g2bOBjatQwextnz/JhpRze8h9nzxI9f07uALkB9GXXO7TY/Qeaj/FUuVQ8LVuW8aPpQ6slio9XmlL9GolEDRvSMYB2A5Tw5o31hepBPf7kycO2ztGjPCQcPWp9ecnJyeTk5EQA6MKFC/TNN9/Q9OnTs3yfAs+eEQFBBFwm4B0BbA5mFbNnzyYANHjwYCLi9xAaqsx5ExISMlXu0KFDCQDN/OwzyVhvp+w8coTy24cSQHT7Nm/Sas3Px5ctW0YAqGRJtpMm5lplaLNv2qT03VotBSEf3YAv+d2Q6vyXX/L+fv2MXmPdOt7dFoeIhg3T3RkVJdsRu9GJAKLuLSKJPD35pDNnKDg4mACQRqOh5ORkevXqFTk5XSEgkl6hOI85aojOsW1bk8+9dCkf8vnn/H9i/vxEAO0dOVJ2M7gjiihvXj7A15c3CuPFGLZt42OqVSMiIj8/Pxo7diyVLl2aAFCPHj3I3Z0Pef7cdDEUGkqhU5ZQDju2eb/+2syx/xBY41+z2tnYrl072r17d6Zu7D+Bf52NROnp6VS2bFkCQIULF6b27bnh/Pqr9WVduXKFAFCBAoWkwakRAaCNGzaYPungQbkxFyvGfx47ZnjYnTtEffs+JGAKAePo3j0LvJ//zYiMJGrcmKhSJUpPTScnJ343jx4RtWjBf29CX6JFi6wv+7PP6C2K0h8Dj9PJk7q7Ro7ksqdMyeR9JycT7d5NtH8/0c6d9PqVlp13DmmkNWr1/b3wfPB8Aog8HE0bDupJXDJ4UKWkJB4QR48mCguz7qKi0WXGcZwBHj8mWvLNOzqGlkSFCllfQKlSiqGc3ShXjsuuWDGLlU4PWq1s7Mj3v22bZefOnEk34EsAUeHCevvS0khuiEYW1dzceNeLnw8pjhWBBQt4W9++Zi9/6dIlAkDFihUjIqJp06bR0KFD6Y8/7tDTil0pCQ7ctswgIUGpn7Gxpo+7fZuPKeAZR9StG7dbY+jYUcfbpbWxIVqyxOw9EHEzOHaM6N6nX/O5S5fq7K9Thzebe5wff/yRAFBf1Xvr1csK3/S+fXxw3ryKk+wvwMlq4wkgqlQ4wnBncjJ//w0biFJTrS5bLC6pf6xG9+4UUb4exT/xM+3vFLPjwoVpyBD+c+ZMaV98PJFkvMuzYsmbLO7p0iWuFo0a8VyGiHjiBPCqlnq2mi8f/58Ve3HQIC5j2rTMl/FPwLx5NBpLdJ28xN3giBFEM0aGUMzlBzwJ1MfDh5S4aiMd/vE+3bxpxBceFKRUuvBw3X2mVitiY4k8PAwXJNSF37ihOKHv3lW29+rFE2B/f8XLMWqUFS9DheLF+fxz5zJ3vilcvqy8k9Ons63YUaOUYoOQl+jixWwr+6/EwoV6TtLVq60rQKyINmtmsCsykuj4caLrnebyMRMnZlxehQrywopwQHTpondMhw5EAO33nUkA0YwcUvn37imLoGK8WrOGOmM3AexHp27deP/UqWZvw8+PD3OwSaX0zl2J7twh7fjxsnMK+EgAsV38/r1Fr0of6elGxgaA2krX+GnBAgoNJesWv/Xwyy9K2QbvMZMYOHAgDRs2jPbv308AKI9YsM8GhIYSAT2ld7yIAF4nzyqeP39OR44coSdPnsjbIiIiaMGCBTR+/PhMlxsSEkKhoaGUvmsXv+R69XT2izUXS7/hnj17yMfHhxo0GEaNGpmYyz9+zIU6OxPFxdGvGE4AUad2KdxPi7H+6FHy8/Ojw4cP01PVDezdy7vr4jL32fqQFnnvoAoBWrpQtA+fUKYMUVoaBQcH05gxY2jAgAFEpCyqly1+kJ6hNJG7u255jx5JjcmBKCbG6HPPm8eHDBhAbHxKlXZY9+708aM03CCd0ufM5ROEkTN5slzGhQv875490oaBA0ldgfbt2ye3X0dHR+rRo4fst7hccZjuap8eLlzg4woVypQZ+F8Ha/xrVqu1tm/fHl9//TUePnyISpUqwV5HZRPo0KGDiTP/xX8KAwcOxDMpNMHf3x/Nmn0EkF8nAtAS3L17F9clgaoyZUojMPAYRKax1+ZCZ6UwlKTcBVG5CLOa69c3PKxaNWDBgjzYsmU2AOD3TSVRZVIX3bihfxI8PVkDB0BgAIfp2dkx+7tFCyD/u6so+vwdEJOJUPK3b+GDd/DppgX0NJrkSNlXYcDFpzqhUxbh3TvOTuviAsTG4t05DpsqkjcJmgBkr87RX4DkRNbvcLQ1Hbrl4cEhiOnpQLhDAeRPecchOFOmZOqarzUlkYCKqGSpfkdqKrByJdCnD5A7N1av5s+kF9kLgLeV/zIV+PlPINLFuhtLSVFCX/8KyQJRFwoWZF2v7ArPFhnwANade/nS8kzAwcGIBIfgGYT3+vlxQ3R0NPo+8uTh6MEwl6Ks3Pn+vbJTxPRkoEdRrFgx/Prrr7CVYlynT5+u7NycADxKMR6OGx+PJBtnaGw0yJGDI9Lj482HbAtNn+h4O2DXLg7r6tLF8MC6dUH792O+3WREp7li7Il2yNe0otnnAFjXrVUrAGfsgDMwkFAQkTvmROvz5s2LevXqobpKET1vXiu6/bZtOfYoKIhDcIw9XzYgWYpodnIgg32v/R0Q9el4lCoFuGdkVSUm8ofz9ATs7JCaapjZulgxAqJjODbM0lSgO3agZS3gZnmWIDJqigmBydq1DXOwOTtzIpgRIzhRw4ABQFwcUqE80K1bLNknZPtw6xYn6rC1xbpyi/DseFOMDvsFRWJjgd69OU7y2LHMf5ORI4FevYzESP6PwdYW4Q75gRTddqHR8DABeEk/RlCxIt47VES7MoDbXCORuyLJRqVKiiaHgKgk+jp6rq4suPfTT6yb27Yt34zQa0lL40zxAOuDCv0wgENb/f15PO3ShUOx9+7lbBvWZqL44Qc+p2xZ687LCGrpBkvHlYzQtCnCbowBwA0zBHmR7+8eRi1BLcUbjtzIa40cTHKyLJ/yu0N/HO7NfdPnn/NuT09Jsu2FC7APhp2hMUh2xcE7hTBmAm/S0RaMjwdOnAAAvK3cEbgFRHj4AIlg2Zh+/Ti8dOVK7mMSEhADHwBALvtYJVGF0KYzgUKF2GZPSbND4NJdfA8dOsAPwNVvtqHnz9xYk+CEHBkJF5uAjQ03N32zuiKAdyVKoGHhwpj3TQgWb/PCjz9qDPK0mcLZs2dx5MgR+Pr6olo1jr0uWJAz6GYHRIKWFy8+oly571CkiBPS0kxLF1kDttuKAPAB4Ah3d2DhQiAmJgY7duxA/fr1Ud6YsZwBSpcujdKlS+tdKyfGq/UFMwEvLy+EhgKHnpWBA1qhdaTu5Ft0r8Y05KOiouDh4QGNSgurc+fO6GxG3gYATyRFxXn0CHEehYBowMXNhvX2P37kOdynn+L4xo344osv0L59exyUZFSEGRsDd+NzujFjgKNHUQ33cQrN8Mm7M1xZ168HbG2RN29eLFmyRD68aNGiiImJweKFqSjT5QUQA26nQkehfHnWVH3xgjVZRQfx8iUnhCpRAklJIwBIYdRSzoBwT0+4FS6MFy9uAKgFgg3iRn4Pd0AZd+7dk+/j6pB1mPNiCPp3ikHnTm6KXIIUt168eHFMmDABefLkwbfffgsbGxvUrMmR3OGPAgHHjyZfuYiy9/bOnnr+j4K1nkyNRmPyx8bGJlPe0b8S/+vMxo8fP8p0dvEzaNA+XuHoxLTgWbMsi5qsW7euXMa4ceMIKCz/39ccm8fPj8NxJIqdMdZFeno63bp1i1auXCmXWQCg1EaNMvfg4kJr1hCZC/HOLBITmeZx6VK2FHfunBRKUlK18bvveKMUbmkxtFolbPXZM4PdYpW6DzYTFSli/c2eOqXDdti4UVkVrYgHFFk4E6G8prB8Oa94ZSNudfmRV5/cjbBAVMibl5/pQSGJsXPxIqWnM5Hq/HnLV64WLeLTB2Ot5QydKVP4pKtXyc9PjnKlt29NHB8bq3wEa/QHrl7lc3LnzlT4Z4YQS7aDB1vE+rMY9+9zeV5eRD178t8//2zZuV260B/oTgAztHRwSGIsVq5s9NRatXj33rXSqqqtrVIRUlJ4tTXCCPPNUgwYwCu+K1ca7nN1pTU2vDrdrZtlxYWEKNUiFbYmQ2Zo0iSZYZSamomqIMJm27fn/3fuJGralGjtWkpKyoZV3ow0PiZO5Os3bpz99VirJYqLo90lvyOAqEF5Q1Zz+fJ8+TNnLChv924+uH59IuJISvGNcuTg3442yZQOjeVsXQkiGtYk0UtIUixYIBNx+xQ+xxIVaWlch0uU4B1z5xJt3EivUUy+PwNCd//+UiF9qGRJif2IerzEf/y4zKK0+pu8eUM0fjzRqlXWnfcPhlC72LjR+nMF40LHvhDoIzFSRo/W2Xz4MFH16loaOijNeKEBAUqF/eYbolOnKHDLKdo/6hR9aN6ft7u5Eb17p3te9eq87/BhZsAKuviVK9Y/2F8JQTfevj17yitWjD7FKbktnUTT7JMr+Yvx1VdKHxUML8tt0sREpvkARE5ONLrZYzJJXjx92kwl1UOePHQIbXXYfgsXqvaL2OrixWnBfI686dsqhOjWLQ6Rj4khOTZywgSi2bOpNq6yvTfoZ95eurRF2lKCXHvhgvS80g2d2Rcl31sIMs/qO3PmDNnb+xLQTy5P/uPZMyIfH6qOWwRYp9Izb948AkD9+/enVq3akZdXJxo+3D/bGVkuLsrtWiLVZSn02Z4JCUTHjx8nAFS8ePHsu1A2QUybKuChgZyAsO+NqUH4+vqSu7s7nbHIuNCDkG9av56mT+c/hw8nkv/p1ImIiLZu3UrVqlUjJycnKlGiBE2bNk1WPigCPx7DAwLYRhDQajmKQf0R5s2z7L5EpdCPHhJzXhEnTaTY5L6+tHUrB1KsXElsnwD0oHx5AkBffDGC7Oz4UH9/6Vyh0VCggFzc7ByzCSAa0jWCrw9wlFRcnMnbFWPvBvRnmRljePiQbmx/ST27pdKkSZa9hv92WONfszpBjFarNfmTnhmR53/xl2Lz5s1ISkqCr68vhgwZAgBITORECnfucKatqVMzTgiYlJSk830HDRoER8dWAFiE1s8cs7FoUc7gJK0cGEtsGh4eDl9fX3wpRMMBBAK47O+f8UOqQcRssNatgUWLOCPmX8G027yZMwpakL3TEojXV7y4aqOgA1mbzSosDIiLwwV8gj13ihkkAJaTRsADCAiwPmOooMQWLQpAl9z1CJUQGZtNSzr37wOjRnG2XAcHXgIXiVqygKpurxGOXLgzcoPZ42bN4hwk3gWl53nxAtHXn6FTJ04GaGl3J8SMY+BuGbPv/XtO1AAA/v74/XfWTf/0U1WGTxVSU4ErD1xxxL0nb5AyWGeI5GRFQL1BA26Y+/dz4o1+/SwrIyOItidoB9mV5TowkH8XKKBQ+yxloEyahMhBnDHdgNloIjmMgEgK9CIsJ9fJ9HTlXuzt0XFwbpSunVNeLLUGu3en44dC63Htz2hml6mRmgrExSFEy0wjSxPQ5M7NC8Mhy3bAFqp71Ye3N7ezEiVgZ2cy+bRRbN0KLLzTFGHIrXRk587xivHTp3B0tG6Vd+jQoahfvz4ePXrECYBcXYEffzR/0vDh/D3OnZMZLQCY7lC3LrDBfFs3i2++AXLlQtKrAACAkxH2gZzk4PxtZm2Zg0g4kSsX4uOBr77if5s25eZhYwMkax0QgrxWJ6cQzcskuVbFbJST+/gncBbJ8HDOYvnDD7xj6VIgIgJvwQzfsmW5PhFJZYWFKRkYR46U+7kkOHFCmU8+YaqGv7/pJD+m8Pw5f7t/xdVlGMsCDnC39+ykP959t9J4+vGDBxF0ghONeXvr7YuNZVYhwAxSFZKSgDt3NHjy3FiWITANahz3o/j5Z6BZM+Tv2wyfLWuGAic38fbffgOKFAHAuQM++QSYEysllgsJ4frRvj3/L+7DUlSowH2WqT4tq5g1i/sNkdU0q4iORjCUpGQhyPv3TxAzeDBQsiS+K3cQJ08CT8evR16HaGauWoLXr9nGBICnTxGWhxmo6jqcns65pJberIeU/UeBU6cyLjcuDqmwR4/2cShYkJOi9Oyp2i9loUbHjsgpZUCOtPNSsq27uTGjEQAWLACuXkV8/lKwRwpKHZLSvY8bZxHTtkYNJpHFRacrrEwnJ8RqFDp/JZc3KFtWzvdnFRITE5GaeguAEcbn5MmAnx/blrAuc3TdunUxbtw4tG7dGidOHEVo6D5Mm2ab7Yys/PmVJGfWEpfNoVQp3f+DggA7Ozs0btwYzZs3z1SZMTExOHnyJP5UZSqPjo5GWFiY+SSoGSAkJAT79s0DMJPnXRER8kCa9uMCOVmyPrORiPDy5UvExMSgoKk04+vWcYYkY3NRVZIYkT/G2RlKXyv1vb1798adO3cwbdo0vH79Gm/fvhX5Tjjpob8/V66lS5WyNRqgenXsQlcsw0jsbb8BmMA046ioKJw7d860Tyh/fv6t33d36sS/jxxR6J4qo6Z3bw5eGTECcnKY9CpVUK9ePRQr5qNk5779ks+vXJnvMzBQTjKXksaV0MHJVulr6tZVjDgj+PFH4NLv/miPQ7rJ0tSYMAE1e5XC9uYbMGeOyaL+Z5GNTf9f/N1ARDKVffjw4ahTpw4A4MMHzk717p0yN8woE7WTkxO6d+8OAPjkk09Qrlw5eHuvAcDGrZ8FkwlzzpmoqCjkz59fDi0UOCRlUrQYcXFs1R4/Lnd8RjM0ZgVEgPQucf165jIpAhzCkTcv8PXXRp2NiU45EY5c1hukkkPuZ4eJ6NrLQWfuDSgZ8aI0udiLpfYWWgJxvDSJ0D89Nk82heOePs3vukkTdrxGR2eLs8o2LRm5EAmv3Fqzxw0bxpFiXuMH8IBOhPB6nK3MxcV4yIMxyKGsTvks8xLdusXOpapVga5dZd+hqWj3xESWJWgXsx2JcLLM2fj4Mae8mzWLHY3NmuHkSaDf4qp49MoRBh7qzCA5WXFkC0Mpu5yNH6VQhgIFVJ4eCxcVqldHVCk2wgyyQ2bgbBTRes+e2wCXL/PzSO0A4Ff/8qX5LuHly5d49eoVkiRjaufOnXB3d8fo0e0xa7bGeEJx6b2FSqGSlkZk2diwg9SrbG5oANMT81GjOKxMjo+1HBMnAhPWlsLbVSfk0BY5M7joJ63ArVu3cOXKFfj7+/MDxMfLGXVlEAFffw05ZqxoUSW77XffQbbe37/ne3n92ur7kLFkCZCSgq7YhWDkxfZphmOdaNZxMxYBqomKUQhjNXduvHjBr93dnf1E9vbA6NHAtBqHYYc0pZ5nhN9+Azw9EROWDMBE2HpAAH9/W1ugRg0ljNpWcoCIDLM9enC7CgoCLl7EG/CgVKwYv3Z3d3ZaxU7/idt4jRpArVq6zsY//+RZjei09AehjKBOeb1nD1cySxdR/qHYuJFfq3426TlzgHItCmPRgnQRU62ACOjfH8Gz1wLgLl8He/dyFtPSpQ0KFn2MnHjYmIPphx+UylaiBELzV8IDVMITr4b8zbt1kw8NCeGI7ceppXULFs5Ga+pIUhL31bdv84KZsQymWUXbtiwloLMCnEkQAdHRCILi7Q3u+AVPcv/O8PMDXr9G4ZxxaNYMKDu3P797dSZncxD9dtmygI8PQsN5yqkevzQaYOhQYOz3Toiu11pexDaL16/R6cUC/L7HEQEBnCxX9sWkpbG0AwB07CgrAxis28ycqYT6HzmCSvFXMRRr4RQawB1c374mL3/r1i2cPn0awcHB2LkTeLb0T7Tu5AT4+iIRwM8uLnj5ajkOHSKcPg0k2bnh+fPMhVb6+vqiVKnDAH413LlnDwAg2pYf0pxciT4aNmyIhQsXonPnzti1axeWL18Or0yGehtDaGgonJyc8OqVI4AEANlLRhLjl8D8+UDTpk1x9uxZrMrkItWrV6/QokULDBo0SN62YMECeHl54dtvv830vcbExGDFiokA5iMK7mwXS96/5DCFTKI/p9BoNAgJCcHDhw9RokQJeXtaWho6d+6MKlUawmtsO9R/+Ktxm10slJw5g8QEdm4WSXjGLCM7OyVLu4SePXvi4sWL+PHHH2WbJlbKUA4AOH9e/8FQAq+Ra2x/FJsxQF6lPnXqFJo0aYIWLVroHP7rr2wuf5P0I9sYan0GgJ2jBQuyLS9W7AVBQ89JkSYZym5NmuDy5cuYMGGCQqTp2I8NcTc3hSEgefplZ2MOG4MQ6rS0NDx//hxp0li3bNkydOjQAeHhJ1G/hQtyI4IX6FIUB7oMPRLOv9DFv87GfzA2b96M58+fw8HBAd27d0cVSffo6dOHqF6d2VnCfjeYdBvBsWPHAABdJP0l7ox8AAAfwsORYqwBAsCZM8CePWjfPBFeXsC+fYaHlCpVCq9evYJWmiTmy8MrU4fj41VUCgug71j8/PMMdVesxoMHQOPG/HdcnOKgsBZBQWxwJyXJc2Fh1x44ADh/O4JXUqx1NhYtCuzejagSNQAYfltZs9FBMiysdSyJSmPK2bhxj3XlmYLQ2ahbV3XTUVkvN5kn5HBwsOz4Ll14hd/DAxFgo07f0DEHebWtaiNg9uyMTxAOhuLFAY1Gx69mDG5u7D8AwPdnalKu1fI+InbIR0czXfLiRWDkSKxYAWy54IPt6JU9TkG1869lSzaMBWMzq+jWjY2HBQtAHp5MUbTCkhfdhLXMxlat+BEGDQKzatTW/Zw5iPPjCbSbm9HTAQAjR45EqVKl8IfECnN2dkZsbCxSU3nl1SiRWbrhUDuuBHnzmi7fKMRMzAwL6PBhrg5z51pXtJifhBWpzgbe558Dd+4gATnw2dp26NvXuG0GAE+ePEH+/PnRRtVHz5o1Cz/9tAdz5lRHt6MDeKO+s/H9e3YCLlig1PfJk/l73L/P9XvdOtapBDLfb6jagSNSkBeh8Cpgb3CYh3MqvsQKlMILNmBNPTCgw2ysVg3Yvp1lDUWVW7wYmD4kAHkQzp5ISxAbi9ToeCSk8WzF6OKhpJuGihUBFxfF2Wgj0YyE88fBQWGsnToFfzBd5vRp9kPGxQGOwe/hulFyOPzwA6DRKM5GGxcedNLTWXwYyNgBqw81jW/RItYFtPRdWIL4eKBhQ8v6Y2vx++/sXLl8OfvKnDgRFcc0RYv0YwYLDYKtGIx83Ba0qkW04GAgKgpByK9zrIxNEgOxXz8DOrNgn4V+TOUx2NhCRHS0Yp/cvYsFvR+gCh7gt77nAT12kehrIyS9XME0QdOm/PvBA8N2bgqyBxRcKUeNsuw8SxAVxTbjV1/pvsusID4eqekahEOh9IWUbcg6mX9nqJz+REBMvC1i46ygvQcF8W+JySSKU9dhGxuJbQUr5DELFGBqm71hX4zr13m8zJULqFdPdjZGhqYyW/pnibloa8vjh9RxbY9pjxWQ2I5jxyohKUawaNEiNGvWDNu3b+cNefPKzvjoAgXwbXg4xo8fg3btNGjSRBnTDewNC5A3b14ULtwWIooMAL4AUADAWun/GC17hqxxNgrY29ujc+fO+Oqrr2CXjbRGNzc3JAtbGy4AqmVb2QCg1b4F0BlAVwBAx45ZLzN37tyoVKkSKlZU9KoTJYeYR0aMHDMoUKAAPv+8P4DRiIML0mEj2wE2qcn4HnPxte9Fo1XOwcEBFStW1CHi2NnZ4fjx43jw4CLC4hOZJS2oi2q0aMEezOfPkXsbsxKrv9yh7NPT6C1atCgaNGiAggULwtMTaNaM0M7mGN8vAEh6jjLS0lBdcw+9OyWgmurzRkREwNPTE+XKlZO3Xbx4EatWdYK//wS8q9WVSTEtW+qWZ2OjfEjBvpRs33SPXEhMlNwB79/D7sMHpAEY/ttv8unt2gG93A7CA6pxSa3bmJaGVOL3aO9oy5EwgDwG7du3D2XLlkWhQoVARLh+/ToOHTqEO3fusE0jqLn6jAAi4P17JMIJaQX/dTYaw7/Oxn8o0tLSZFFbDw8PTJs2DS1btoRGo0FoaCiOHg3GuXPKoJ9RPxobG4sLFy4AAFq3bg2A2VQtCwTDERpoiZiJYgzz5wNdu8L/ZRLCwkyzlZ8/fw4igptbHgSHbeNtAJKsYTfGxysd6O7dTAcYP56dReYmgNbg8WNdp6ZE57YaKsurUiUm8FWuzJvEI4QWr82UcmuQMyfQpQuiHNgjoe9srFePo9RO15GSnVgbmixYS5LzeswYdlCIPAbWRn2bhHA2Vqumiv3OuhPsbkgBDMNq/HS+htnj3r9nlr2sVx4ZKTsb9XX0zUEWWrbUZyy8i5KBLvxDIvJAHxqNYsRGTlyoTPD1MWECOzB//50FmAE59sjfnxcfAGAfOmWPU9fNjQfzI0fYMd25c/aFpLm6ApUro8U3FVF13zQkBERY5jhITgbWrEHkPT8AesY/EYd/AoDKSFKjZk1+jUZZpvv2IS5GK9+eKdjb28PZ2Rn5pQ/aqFEjvHjxAj178iprzIY9wMCBuidJ3yPUlr0F1hAQliwBvvq5OJ6hDJdjzCgF+1nPnrV+7UQOxw0DT7h27gTAMg0HT+bA9u3G54QA8OjRIwQFBSFCRTtp164dGjfujMuX8+HKO8lJqj8GqJmKUpIt5MnDDDiAEznNmqWcl9l+48EDw20GHhugr98srMBI+OIOhxZ37GjaUaFyNgIcOVSvnt4xop3cuGGZwyMxUYeBYHTSqQqhBriKb90KrCv7E28Xzh+A45SKFAFiYzGg8l10qBOMBimnUXXnRCzGWNx1rgdNfDzfuMRMk52NS1cz09LWVplMnDunLPJYAuFs9PJSvLCWJI6wFNu38yLL1KnZV6bA1Kk8wDZokH1M7jt3eNFW7WSTIDtTNLnYxlEvKDx6BAAIcmc2oU7VffdOaTt9+hiUK/qYyFh7pF27yeOGfiihaB/FiwNubvLCo7GFMXmMSpcqp9rzJGaqloTQxsYaJgwKDLRuUdoc3r5l7//Klfz74cOslxkdDRtocdnmE/j68n1aG7TzH0FYGFJhh5n7KiFHDrZlhK/OIujZMqakAOTghJNXgRkzlHppAunpbJ8ZjSCQSBFo0QKwtZUXVUJDNTx4L1igFPLkCVPJ1WjVSmHJm0CBAgVQtmxZFChQAOHh4TpsJofr19G7d2/0lGyruDilC7eE1GEM+v35B9jgIwBtiRJIhgOSycwikxmkpaXx/f8FcHJywtu3b7FlCztky5QxYQRkEoMHE4B9cHQ8irNngebN01nNMgsoWrQoHjx4oBNG/fPPPyM1NRVTMpkcEuAF5U2bNgKYC8AOsZceyDTzHOlxmItJ+LnNKegF9pnFqlWrsHDhTgB5OIzemKfe3V0m21SLZPuy/GO2z+QELAAaN26MTz/9FG9VRAU3N+DkSQ323isOW2iV8tS4eZNtvgYNdDYPGzYM4eHhmDdvnrwtMjISDx7sB3AWHz6YWbAQiW8OHuSyIyJwBG3gtmUFnJ25r7ixmBfyXri4oKyvr3zqL78A20rNQHk8NXQ23rwJJCUhBUwyyZ/0hjskR0cmDoCZpB4eHhgwYAA0Gg369u2LlStXomrVdli2wgYbc4wQL0xJrAawXR0Xh2/wM+wrlsGsWaYf738V/zob/6HQaDToJoWwNGvWDGlpafJqAwA8lAyoDDWeJJQrVw6pqakoUqQISkliGcOG3cbL+EbgfC6AnymGnDS58o/kGbgpXZEn0izXx6ccgDzQgGcvAdYInZQrx2FqWi0z0uzt2Tpavz77wqn1Jz3qSZo1UE2oJk7kuYSYmwkDKSLKFlaNQCoIf5G+gePqylFTXvmlVUxrdMGCgzlbmEYjpxRv0wb4/ntFHiRbnI0iTArgwSIbnY2va/bAWgzDgdfms+2uWsXkjDVrwCv0w4YhHPxhrHE2ymHUlt66nncxI2YjoJrIte5lmi3xk+RUmDlTcTBLE/np01maDgACUCh7JskODuzBzG5msYSYGODkSZ7vnjxp4UmBgcDw4ahzZi569SKdJKkICOCZgZ2dEnphDhER/NI++0wOk4sD93HmnI2HDx9GXFycHGLi5uaGUqVKIU8eruOxfmGKlqaA1HeFaHgBwRpn4/btwMp1jnjpUJGfzdgst3ZtBM5myQ1z9cwYdJyNFSrI22Na8Pjj5mZaA7J9+/a4desWfhJ1U4Lo/8LinHh0EQwZAbWz8cwZ5e8xY3iAef9el3JtrfavQNmysiPkGFrhqyIHseOCntf/+XN0eMJ00I8iTPLYMV19IzWk/jbQppBR/0hcHPDCsRL8HMtwO7RE7zAxkbWgwIs+Rp27es7GXLk4YXSTUpKmmtqR5eTEjEIAxR8cwN7Y5jiNZpiIeRiLpciV8IE7ti1b5I8rOxtzqDz4lSrxpCohwZANYA5qr4SoU9npbFSv/FjjBLUE6kVNizsm84iPScdP+AarL1c0qDNy3+8gxUir9bMlZ2OwM0ub6IRRb+MFXTRpYjT0K2dOpd2GuxfnPkgqT4YYoyUmkCDPGhuC5HDWZBeuoOqwbMGCtOR9nTtnaMulpip1JqtQRwa0a8eO86zi+XPYQot63m/w++8anNgZhSmtb2ePI/OvAhEQFoYPKIhpq/LLzSR04xF2yFkC0W97e4PIOLMRUJyN8SevsDFirh4EBcF/yAwULcq2rUEfKpyNEinCxwdYvhxYuzCKtwu9vIkT2bZUjy0zZ/L55kITwA6oCRMmoEePHmjevD8qN86JsfYsfJ8rLg5bt25F167bkD8/IKJf7e2VBXlr4esbgnr1tqFkgTWYU/sgflm8HHfv3kWnI0cQs26XfFwGt62D9+/fw97eHnny5MGVK1fw0VLJDivg4+ODPn16Ij4+HufPH83Wsvv2zY+VK1di27YtaNSIcOTIEXh6emLAgAHZeh2AmYSOluommYCjoxJMFV2ogvKPGC+MlP/TTz9hypQpeCoWwVXo168funbtBsCNnY0mFpHRuzcAoCX+xCrP75An+AlfWwqhDgsLw/nz53H27Fm4ublh3759WLlypRKpqDZmjdzjiVM2OHDIxmAabGNjA1fVuTVq1MC4ccsB/Gie39KwIQ8WYWHs0IuIQC9sR2Iav6/ERKDAG3b0lR82DMuXL0fr1q1RuHBhPHv2TBVKJo3xghlw/jyQmCg7G4uFSvZQzZryt+jatSsePnyI6dOn8ztr2RIjRoxAenoFjB4N/JKm0lKXJOoAyJO0GHs2hs3IP/7P4l9n4z8Utra2iJYcBpUrV8bXX3+N+/fvo4G0AiGcjUJPXF86QY0DBw7gg9Q7fP/999BIFqibmxveREdDmIzmnI2xcEV0PM+AChc2PGTZsmX4UUoCULZsOQCx0Ehi2v5GOtoMIaxkW1vFUZVdzkb9MNXMGrnCqWSEKaPuL61erLtxA9i1C1ERvOxrcjVVWP/WrGx6erK20pIlBjEhwtCJHTtVoadnFg8f8spz7twcApqNYdTJVVlHzjG3ectMx4kiMQGzFEb9Md5QcMsYVGyA9HTFN2SK2QjAtC6RGmXK8O+FC5VvLs0+X71SDouDG9Ki47MlhCwxkX14O7en4dD4C8Dq1dkTmrZoEQKmrZX/1ZOeMQ3pZQ4q+Ce2bdPIcmEAlIlzqVJmQ+wDAoAdO4Dn/s7cgR48CAQGIj06DglgKyMjaU6NRiP3owJy+4GbYZuU6n1AGvcV1gjBy8zapRvYsVLMiKaqnx8CY/mms+RsFM7MyZMRM5Q1jsyFduXIkQM1atRAfWnhAgBSU1Px9u0NAIeRkmqDeLiYZzaqk+nkyMFOPn0l+vPnme1oTWeamMgN68wZ4ONHXJ9yGCvft8f5y3qhZvPmwY7ScBht8QtGKUy8WbOM91cREUiCI4r90AeFCxuuVa1eDZSpYIcp7tLgfOVKxveakAAHpKBf+VtqwoKClBQlDFmfXWwgzieha1eZ+Wz7mO2F7eiJV90mcv//4IGOnp1wNsq+OyIeh4XkiL4D3RyELeHtrbzPzMqVGIMQnweyJemYDMlBA4AX5bp2zZZiQ6MdMA4/4etNVQwc97Kz0UYalNRtQ7Lzvvr0KRYtUjFoiTjJHWAyGZidnVJ2WDlpwqYfxSHaZcGCCAjgz2ZjY1yKUJQVnurOlUQ4OwFdZ2NGbbRhQ+UC3bsrmhLZlShG376zOLbXDIj4nlu3RsmSQPOw31G8u2+2JRj8SxAbC6Sm4jEq6GwO9YtjWQRLksSonI3x8UrfoM9slDVvPSQmu7k2+fEj3m48B4DHKp32EBSk6AZLK/dubhwR37Gn5OmTkq1h4UL+f/NmEIBkOIDeW74oJfQNo6PD8fChBi+dJA+7pGt3+LCilASw6WxN4jU1SpW6hCtX+iCefsM35zqg2NgRqFq1KvKWKQPbTh3w1Vcs7WINLyGnyn6vX78+pv4VLG8Jzs7OyGcgGJs15MiRAyNGjECXLl2g0Wjw6NEjxMTEyHp7f0e4uycDSNRZy09OSMcrlMCHJMNJxYYNGzBnzhwdxqFuefw7CTmQEmcicq9jR6BgQTgiFcOjJFZvq1ayYejp6YmbN29iw4YNyJ07N3r06IGvvvpKdj7Tu/eQe2QjuujffceXEIFoplCwYEGMHfsVgOb4+JGg/aSR8bHHzk7R8d23DwgPZ/1qFbweSQvMkiMxICAAAQEBePfuHVJdcyIJjoqzsVYtNk5CQoCnTzElz2rc9myK5s7S4qdeWEnhwoXhpBfPLqboQTlVEU/q+a80DkZL0mRZiLj/x8IiZ2NMTIzFP//i7wPBFCxfvjyKFy+OypUro3r16gAUZ6OIuDSXvOs3aWW3YcOGGKGa2Pn4+ODihAkQcxtzzsYASffJ3d346tv58+fl+61atTyAvNCCBVffZzWbtEWeGCsgGDOCFpXZMAR/fzxAJbT8qbmBTprorNLSgMSWHa1LcLB+PdK790B0LFse+s5GrZYjvUZ9+A5xs5dYxzxzdOTKIoWebNjAif/i4iQGE7RIDIzIPJNIQDgr69VjC008RDYw7sSCXUaSjcIg/vgRHNZaokSmwqi9vIAR/ePxlfYX0K3bGTvbxo5lNq40CJ45wxFs5nT65AnnrdccxmnsGuLd2dry5MfGRvaaqp2NABAN96xTVP38sLzXFRQuDHze2w5zF9kBX3yRPdnhly7FhyUcDlKxeDwLPOtncDYG1eTHABnoNQqMG8cyYbsPOynH3rmD+GjFILI0W7TAwYMHcebMVAAPlKzl6hixfPmQ3rELOlZ4hebNdXLSZAh5rSXNzXg6SCIgMhIfwBM9U0kPTUHH2QhwRZ09G7G5mC1lDdsCAK5evYomTWoDGAaAmE0cHa3rIGralOUxDh2SGdYyOneWhfN1MGcOJw6zFL17s+G7ezfg7Y2kVO5PdezQt29lp0lA0wFognN8QPnyvLhlLJFCy5Z43PJbpKTZIjnZkOUjD1depbkvsGSBIjERBRGITV0OGk+8fe0aMx/y5tWp32fOAL8FtMQHu6K67xfgfnfqVLyauwuBczfi9a47KHZlO0ru/JEZpHpsuAULmPjW02EPD/RiwiCYBZIMS4bQajlJFsCOUcFsfPky+6RQ1GFfWR2r1AgLU1ZurWmkGSAunr0UrjkM40bl+pIuNXQjzMZWHZ3w7bcq4vHt28yYzZGDI0BMoGRJ/kkuU1k5Tw0VA1X4xKtWNd7mRXWJjNQgNEzP69KgAbebwEDg2TOT9wOAO7TLl9lGWLlSWR3JLqexsGMFDS07xqumTfH0tytYXmUN58GRB+xsWgD/KyB923v2HLIihg6RpMyie+/enY3NBg3g6srN9+NHQ+aPHEbtIjmkzDmO4+LwFrxgZrBuJvr3GjUMsyE5OyvMrPBwHYMqCp5wQjLs1q82UAowhWbNmiEyMhILF3LFj8wtURi/+AK4ft3AVM2MXqNA3rwlALTGx48NDKSpc+Vi5qa1BFxXV1eEhoZi7ty58PHxgY+PT+Zv0AR+//13zJw50ygzLztw5coVdOjQAfv27cO4cePw8OFDTJ48OUtl/vrrr6hUqRIWSOH2M2fOxLfffotX+kaylRg6dCjCwpzQs9FkFPp9oSxH9TQsD0rhFXyXGkpZfPXVVxg6dCiq6oTgMAIDA/H48VUA7Ig0aa7b2gK9ein/Ozuz7STBzs4Ovr6+cuhw69at0bFjRxARqlcH7D9tgKuQFncSExUpjehooEULxL5km1q04a1bt6Jhw4ZYqZ+sDNwkbWyA9HQNQi49V6jw+hBj0tatwOLFyF1EMaiLwg+Ob56BbG1ZZBz8za5du4Z9++rD4fBezMVExdno6KgsTj16hEKhd1E98jRc7ksDljTPijJBZAkMDMTz5ycARCMk1AbpC38WO5SDhLNRStT0r7PRCMgCaDQasrGxMfsjjvm7ITo6mgBQdHT0f/pW/l/x559/kr29PQGgly9fytt37NhBAKhevXpERJSSQnTvHpFWa7wcf39/srGxIQD05MkTnX3TpxO5OKVSY7QkANS7d2/DAtLSiAD6E80JIKpQwfh1Tp48Sblz5yYAdOzYCQIKE2BHAGjmzJmWP/jmzUSffkr0yy/Ktho1iACiw4ctL8ccihTh8latIlq3jujaNevLSEsjsrWlNRhCAFGzZrq709OJNBq+zEfkI9q71/KyO3emCHgSexGIkpIMD3Fy4n1v31p/62oULszlnDlDlJxMlN6rD29YtChrBaenE12/TnTjBqWkEO3rs4siqjfl953Fcn8d94oAok4dTVR6Cffv86O4uHA7obg4urXgNC3/OZlOn7byuklJJH+QiIhM374p9OrFRf+k+Yb/+PBB94C0NCIbG9537Bj/zpePiIji4pRbEz+vyrYlCgrK2k3t20fjsEAuszDe8R/v32et3PR0IltbWo8BBBC1rB7C5VavnvG5q1YRARTcsi+lpurtGzKEy5k61WwRixfzYe3aEVH//vzPxIkUitxUGfeoZPE0k/1p//79qU2bNnRNr89o3749ASBgJTXEOS4zLCzj57EAY8dycd98Y+IAqQL44A0BRJcvmy8vPT2devXqRa1bt6aUlBRasYLL79xZ97h9+3h7nTrGy0lISKBZs2bRvn37KD09XWe7t7c3OTq2IyCWblfqT9S+vXXtRlzcxobI3Z3rOkDUtq3lZTRtyuds20YUF0djv0ohgOj776X9Wi1Ry5Z8TNOmPA4APD5s28Z/FyxIhhWNaMsW3t2woeFl9+8nyoUwmlJiO9HGjUSbNhGdPWt6kCYiGjiQC/zxR+P7f/iB9/foobNZDI2HdiYQXbxI9OefuufVq0cuiOU+4ZXpy+tgzx4utG5d/l/dkRp5F0YRF0d06hT3W1otkZsbl6Fng2QJv/1GtHo1UUBA9pV58ybfZ/782VcmEV3N044AomIFDQfzoCC+pEajpXRoeDAg4vfm4cE7Hz7UPWnyZN7erZtlN7BjBx9fs6bu9t27iUaPJjp+nNLSiO7eJTp/3nQxpUoRlSxJ9OCBkZ3Nm/M1li617J4E2rbl89aute68jMrz9eXf7dtnS7Fr13Jx9esTrR7zmFbiC6KKFbOl7L8Ez54R+fpSt9ynCCBq0YLvv4LNY/7j2bNsu5Tc1U58yH+UK2f64KNHaRYmE8BDtg66d+fzp0zR2Xz/PtEffxA9z9uA99++rfTdAAWgAAFEdnYZ3+v169epUqVKNES6+Jkz0i2XTSeyt6f7AOXy9CRX16o6NlWnTla+FBVevVLKubP4LP0MR5pRrSNFRsZmvtD/BzRp0oQAUMmSJenSpUvZXv7XX38t2U2gn3/+OVvKnD9/PgGgHtJYWbx4cQJAlzMyjDLAN998QwBoXPny/CEXLCAiomu9lxJA5OMVZ1V5X375JQEgO1tuC29q9zB98ObN9AZFKahoTUp49Nria1Spwrd63LmTUgHDw3nnmzdEAOVBCAHcxoiIRo4cyc85bpxBef7+/pQr13kCPtJtVONx3RhSU4nKlOHrTZ5MERHK5b+yWUkE0BU7O2rWrBnFxMTIp333HR8zFj+zzSMwb54yLoeEkE6BISGUlpZG7u7uVKxYMXr37p3OrZQrV06qY8cJIApevc/QeHv0iOjHH6lSoXACiE6csPgV/1fDGv+aRamnzmYg1vsv/n6YN28eUlNTYWdnh2LS8t+ePXtwShLgfvHiBQDWEdHX2hYgImzevBlarRa1a9fWySwF8IJJfJIdbLxqAqF/Gmc2Sst7L8AC5aYWz/LmzYvw8HA4Ojqibt1ayJ37BcLD5wOYbjrxjBqpqbxs+vQp0zVU2mHZuoqclqasoLdvb33MoUBcHPDpp7h9qzkQyQuxatjYMDkkOpoTLXg/ecKZBCxBaCickIQ/Rl9BdIV6xmQ24OHBRBariIKPHzOToFs3oHFjhIYqpBBfX4kpmE9a9c6sjqWAjY3M6Jn1AzBra1e0bNkVxwdnrVhERSF50S8AlsLBXgvAdNxJxYq8ahwRwYSOOnVcUGP8pzCfVsYEHB156S8+nlfVs7LMbQS9ezMJqOG8p8BHMONKXTfDwhS2Y9u2TD+RqCaCCJMzJ99iQMB53Jv9E0pkNewlNlYnaUUgCiAdNrCNijKupWApQkOB9HR8kNjSf97xQi9sw+LoFcjwjiVmY4kzaxDvwGQpoamUUXIYAbFIeu0aQFOqQ7NpE3DuHPIgHPdRFXieChgJl0pMTMSuXbuQkJCAmTNn6uxr06YNcubMj9q1y6LVhFFAPLjiWROvL+HIkSM4f/48mjZtipYtW0KS2MXLM/5At2+Y+SeFxwIAIiNB4O8DZNyl2djY4OnTp7h79y5u3ryJtm3roUQJQ9k3sdJuKoz62bNnmDp1KnLnzo1QVQhvjhw5EBgYiMqVNXj0CAj/aSNginl/6xa/p/r1dekyAZIOYatWnKDoxQuWETh6lBNjGNGoM4BYGbexAVxdkYSVAEYozManTzmc0MEBWLGCv9WCBUwN7dKF2X8fPvD19eL8zVW1Es+PwA894PY6Dhig2jFuHJdvLBaveHEk1WoI8i4GJzJyyGkWhxdMAAHRxENuvgMWfsKNQcXgSA8JR7ykQ2oxQ1V/vK1YkZnpUVHA3buKuK85uLggtHJT3DvDpGVNvnxcobIzmcGgQdlXlkCuXMwa2buXv3nLlhkmm7AEcYlMK3M1ogWVMycwciSQ0y4OaX0fwKG0j7Jz/34kPnuH0y9KwztJ1sHnGE8AujoSZiAMlAcP2HAQjaBLF5mFYgvACAFHB48eAQ72xMkJPnzgsAhB7W3WjMOoT540TNqhxokTnHG+QQPujLOT2UiksGpr1OC/sxpGLTGGo6L4nWm1wPCl5eGKBRgRXiZrZf+VKFMGuHkT90oDCOfPc+IEEAqJEZhdkUJg6ePvJ2hRWxPHOTTMfcv4eNmu0BlbIiKY6Q6w1qYKs2YxQX1p/rYojUvcj6iM33hJ/sQSrbXXr1/j4cOHchiy3N1F2QDv3iHpxAlEDBgABwdlvjF1KstBZhbz5yt/V/+6IYAU4O5+BE+Ox8KFroiP53eRRVnBbEe7du1w9uxZvHr1CteuXdORS8kO2KvEiceNG4chQ4bAzdpQCj107twZFSpUQBVpYjxy5Eh8/PgRRS2xGcxg0qRJmDRpEnLNns1RNJLNkzxsNLANcMxlndBfoUKF4OPjA1tbV45G2fi76YMTE/EZDuLhu8o4+RFoJk2Pk5OTMXfuXNSrVw/NmjWDjV7kiyzts3EP0M+Z+7KYGB7noqORDhs52kt046NHj0adOnVQtmxZg9sYOHAgIiJOoVSJ9aDXGh7T4+IMQ4Hs7LjBfP45MGcOcjo5YYJ7HrSO+QN1tKy1eCgtDY8ePdLRhZQlgyrWA+pFKeWNGgVs2gQ8fYqw+h1w0fcbdAJYMsnLC08ePkRycjKioqJQQM8ArlKlCogIHz8mIzoa+OhQlHtAdR9VoQJQoQKiV+nex79Q4S93ff6H8b/KbOzatau8oiRQqlQpeRUIAEVkwBR58OABaTQaAkATJ0402P/rr0TAdSpR4lsCQAULFjQs5OVLIoB2OfWhZs3kxRwDfP/99wSAOknLf2XLEmk0vxEAatmkScYP/PnnRK6uyqq0elVDrHZau2JuDBERRI0bE5UuzayLLKJePb6133833Dd4MFG/ag/oHQoTGWONmkK5clyoGfqdWDQ6t+ppxlQmgSlT+KSOHSksjOjrr/nf0qVVx8ydyxsHDLD8fjOAo6OyCJVlPH9OCzCOAKJ+/TI+vFMn84QhSxEWRvQqfwNKgBMzNk0hJoapTTdvEhH/WrmS6OpVCy/UpAnf8ObNutvv3dOlLt65I+/au1chrfj7a6l06bIEgPbt22fdQ+pj5Urqha06lw1AAWZQZQV37xIBNDzHRp2yH+ZrmvG5I0ZQLFzkc2IFMUCrJcqZkzfeu2e2iKQkpU6+2nFL9726uJg998mTJ7Rw4ULSmmOp+fhwWWr2Y0oKRUdpKT4+40ccM2YMAaAJEyZQcnIy7d8fQwBR2VwSBUp/xfnhQ4qCO3lrgsjGxjgTWh8jRoyg7t270x1VPdKHYDx26WJ8/6NHj6hfv340bNgwo/ubNiXy8jJCSE9L4/r74gVRnjx8EX2q1NKl0hL3WN0CjbBeTEJ0kidOEAE0EL8RwF0cERHt2sX7a9emuDii5895uJPxjcQyVvfdKSlEHz5Qx8+0xockf39Kc+d6+NqmBFGjRkRVqyr16/hxk7e7fLkJslpIiMJq9vPT2TVggNS/fR+tMEGTk+X9UZ5F5EsnJpp/XWfOEE2bRnTkF4mG4+2t7GzXTqJe/2S+EBXat+dTliwhZg68eJHxTViKq1eZ1p8NY7hRzJ7NN29Avcoc9rv3JYCobg0LGqceHktEtJw5pQ1+fsq3Dg21rBCtlll4PXoQBQZafQ8GyJuX7+HuXWXbnTu8zdVVCiUwgS++4OOmTeP/r1xh9q9RuqSV+PCBmcnOzkQ7d8rtO0vYvp0IoMml/iBI5GLRptLsncwzlq3Bhg1E1apxR5RNiItTImzE57FFKjNoDx0yf3JqKtGFC9xutVpauZJNcaMBRr/9xgx09VhaqBAbwfqRQxs20JdYbmDm0/z5fF7VqgbvdPRo3vVd4W2KwS0ilAC6iyoy8SkjBAcH07Fjx+jMmTO0dOlS6tNnBAGvyNGR9yckJNDjx4+pSJEn8qN8/XXG5ZrD4MHqV5NIQHcCWhKQKLPkmze3vtyVK1fSN998Q7dv387aDZrBli1b6KuvvqJz585le9larZbi4uKodOnS9Pnnn1NkZGS2XyM78egR0YG+u+g5SnFUDMnmBVWurHvs3bt3KTg4OHsuvHYtlbThiC41wfTKlSsEgLy8vIzapK1b872tXy/d6MWLRAkJvPP8eQpDLrleqswGkxg1ahSVKFGC1q9fz/08wP2DMWi1SsPV+9HWqkUPL16kY8eOERFRSEgI7dq1iwYP3mXa5nz82LCPkb4BEVFUVBRduXLFyG3we6lcWTLBtocTffst0bJlfI9t23JUVUKCHEjw9GnG7+KfAGv8a5mavl+4cIF69+5NdevWpQApBGXz5s10MauTyL8A/6vORkEF79mzp7zt+++/p8GDB5OXlxcBoOvmnB5E9Ouvv8qOyT/1w6uII2iAr+RjNBoNJenPVKOj2WjbssXkdVatWkWFChUiALRz504iYifAiW/HEQAql8EEnpKTDTukJUuU/cOH87bp082XYy0SEjjsbPfuTBdRvDgZDAA6OHCAD6hWzfJCTU3AVahdmw85gPZERYtmXGZ6umKc/f479e2rvGoRmXf8OFHXGm9oPsYTtWlj+f3qY/Vqtq4kZ6n6s2YZly6ZDsExAhEy27Ej/3/2LIeJWdudlCjB5VxGXaKjR00fePWqYmiT4q8YOdLCCw0axCfMmKG7PTJSqUsAO0okLFjAm3r2JIqJiaE2bdoQAPL19aVt27ZZ96BqzJlD7XFA5/tdQ62syxkcOUIE0OVS/WWfEkB01bVZxud26kQvUcLQL/jxozIBF8aUGVSsKBke+xMVTYLDhw2cOZlC9epsFJ05o2z7/HP6QTPTwH9mDAcOHKCxY8dSq1atyNPTk8aNm0MAkaNdKqXBhuuIGhcu8P2XKmVxlKsl0GrZN6SKcrH6fB2IUOuwMOWjiw70wgXdY2/cIOrbV3fiLZwH3t7mnRkC+fMrDhGAemIbAdwnEJHiUOrXT3bY64SMX7rEGz08FEtcCikuY/eShB9T54El6/4GfMkByZQ+eiyXUb06/27RwuTtTpzIh3z5pd6OdetMjiFy2NEYrWL8i1DllBTyR0ECiOzstBn6RMRa1Mj+kuNSzL6JFEeA6EhNISGBY7snTJA/cY4c5k+xGsnJigdl507u1LMbS5boDo5ZxNatwqFgvWNKDvMUkamzZvGGRo0yPPe337jaTJtGxp1iT58SBQXRxfPpNGCAFaaQiM9Tj4Xp6by6YKw9q9GzJxFASQuWkkp9Ifug1bLT8eRJvpeshjpLdf/LUifY4fWd0n1FwDPzHaQ+RKH6Xoss4MULxf+bnMzNd2jBI5QIR3bwmoO/P0mdB1F6OnXsSLr9p0BqKvfJRpwKBBDZ2+s6JH75hfqBFxpl8kJqqmKfrl9vcCui++nbNpxXcKOilEU9gC6jLgFsp1mDatWqSfOfwwToroUIMxwgGjrUunL1sWyZloDyBOQjIJAckUgAR4dmtKhnDmLu9tVXX2XtBv/DuHv3Lm3atElHjuXvCLG4NxffEbVqRUREBw/ytlq1dI8V4bvG5t6ZQYECfB21X/nevXvUp08f+lJlNGzYsIGKFy9OX375JXXrxueoVclkHDxIz1BaNnGsRqlSXLi58VcKd36HwvTctiytK/QDbRlwykCO5ezZswSAvL1LS+OkifIWL6ZU2CoNc/Vqi29XyEhs3Ki3o3593rFoEfX+PJXatLF8De+/Hdb416zORr1nzx60bNkSOXLkwJ07d5AspReLjY2Vswn/i/881MlhBObOnYt169ahghRiLEKpTaFZs2YAOLN1Pb2MTYCgTdeGs3MnONjbg4jwXiRPEXB357DbPobitwCg1Woxfvx4BAQEwNbWFi2lDHKXL/+J324wXfptQgLS0w2F0WU8fmy4TR2mOn06J3WZMMF0GZlBZCSHSXXvbn2GXel4EW1sMmJVfL+nT3UTRphCejoQHo7rqIVd1wrpaMWrISeNQE7LwmHOnOF36OkJdOyo8zkrSUn43r0Ddt8uhsuon7Uw6oMHWe1aqsOCnn8+bzcOAc4KwsIwBkvxvmoHWNJdtWvHyVlE0sihQ4FGjeQknxniyZMnaNKkCWJixgIIRjQ8zL9vEV8pZY6+e5f/rVbN/HWiolgz/7q9lPhAP3udpyfQoQMwfDj/f+aMvKt2bY7QbN+eM8wf8fGBq0aDW7duoXfv3tBmNnt0aKhOGDUAThSV1SQ/kjBzvdJhGD0aqFiGBavjEzRsQpjDlCn4OG01AL3s3lIiBRQvriQGMAMhB+EX5MShHgUL4uRNT5RuXhQDBljxLCpotYQffwzHpBY3ERsQDTRpwuHAP/wAXLgAf+LMLfqZPPXRoUMHLF68GO3bt0dUVBSePLmChw+ByJ83whZaw/pnZ8fxlZUrG4jP6+Py5cvYsWOHnKlQYOdOjnpRF63RcLRlZqKaTp06hapVq6BHjx4cY+fiAixaxDtFwgYnJyU7hrpOTZ4MzJvHjbV0aQ5nrVOHw3fz5eNQ+oMHM74JEUYtxeolg2PU5FC158/5d5kycq6B0A/JwLFjLFtQty5fLzoaEFI0798jFXZ4leYDQC+MeutW4NgxkIMD+mEzUuCAaE8pyYiPD4dznzjBIeFGIJq8LAsgsG8f/zYiwyHuOyRUw+8KUMqPiJDbr5tbxplURWRtolaVllokSxFJYi5eND9Wnj7NmhW/KyFhJ06Yv67V+PBB6Se6d+fOLzsQEsIZbmNjVel1syG5iKoYV1fjHyE8nPOqRC1axwkqXr/mOrduHYJusaRAvnzgd79+PZ9kQRi5iHx/8QKGFYAIqFwZ8PbG0Z1x2Lgx42bl78/NsNJrqU6q+xEbG078BHAotSlIbf27E01ha8sRbJkdonTK3LSJ66xGw6HZ5coBv/zC/W9WIGnNRNmzIZMvH+DkxPUvGh7ZIw0gsoIDHOqub4dnBrNnw6dlGTz/bj3OnGG1iH37gDWfbIGTI5S2bQoiGZuUFeL+ff7XQLbpyBEgKAipji6YPi4O2p+XsLbL8ePch6am6rbR0FA0wCX0K3NNtj1x8CA/c548uhIhEkRkZGBSLh7rPDw4rlpCvJ0nAM6dYQ0GDBiAKVOmwsurOMqWVSLuibjtCKxdq3TDmcEXX2iQI0cQgGAAkUgDD9QeHgbDlFU4cOAAGjZsiG+++SbzN2cBMm1DWoiqVauiX79+BmHAmYWfnx9Wr16NAwcOICwsDKmWZg0yg5iYGLx4MRfAeG730hwpeRpPRByTFBsmOTkZtra20Gg0clJXk0hIYBmZatUMk7ypIJqr2rytUqUKtmzZghUrVsjbtFot3rx5g7dv3yph1MaSz8TEyMmihE165MgRbN26FbEWJJekwpJtYyqxLABERkILDXzghzLpT9H25gz02dAU+oZqsWLFUK9ePZQvz36KmLBknpDqo2RJLMQ43EdlfKjThW13C/Hjj8CVK0aUR8RkYNw4bO1zHEeOZGyj/y/C6pY5e/ZsrFq1CmvXrtXRS6hXrx7u3LmTrTf3LzIPY85GgdLSpOK5mCyZwKVLlwAANWvW1NFFEGAnUF/YJ25ACakzfmPEu5WczP2hMcTExKCM5FipV68e3KUR8+HDh9hx8SJsACQR4b05x6jQ2FFD7Wz09maNOAucCBlC7cwQemparfUOlK+/RkLuwvIkwlimYSIgIV8xJDm48yBirPPUR0QEQISNGIDuw3Iaz0wKxbn5Efl5JMkoy6coqGdPwMkJzZuz/9jRUZnDygOTfe6saRKKjJc1aiAhQZY2QYWQM1nPHBoWBjfEoXBBrUEWWGMoWZIzD+snHrc0G/WSJUtw7tw5hIYuBeCLl565zc/aVRmRiRRnozl7Y+nSpahZsyYaNPgCo05KWkX6zkaBjh3596+/yukLGzbkOXLPnsCOHcCwox1hR0rffvny5Ywf1BhCQmRnhdBC8kdhXSs8MxBZ4KQZhKsH627GaXMolrcpVK+OoAo8odVJSP3gAf82IWD79u1b9OvXD3FSg5WdjX7gzOF+fgguWR8vXxqXm0pPT8fcuXOxY8cOo4Zreno68ub1wuTJeTB3XrBSRr9+LDj18SP8wcaZpXKXnTt3xo0bN7B//z5UrAjk8JZWGPQnt3XrAjdv6ky+TGH16tXo0aMHVq1icZrIyEjExcXhu+/YIS+qryUwZ5BqtVo8ePCAs1ja2ECnI1A8L8az1J89y5p54vhr14Dr17luDB4sHsT8zaWnKzNHNzdg9Gisdp+A1xcDlbmsyJqrcjaGfEgF2rTh92ljw/qYADsSAeD9eyTBCYOKnkGXLqrM38HBnHkagGbaNLQcUw5TpwI2+aSC4+N5YQvgbPP6aNECb/ZwZ6GToTU2VnHcmHE2BgdDcTYKuyAsTOVszMDTCOVZ/ALtldS1oq3XqMHjr/CKmYI0zlC79rLzslAhsDbm5MnWZRM3Bf2s2NmlPbd+PS9odu2a7c7Gdu3Y6TppkvH9Xbqwb+zPX99w3X74ENiyBRg6FEFnuFF6e4Pbxtu37Jno2jXD64oxUpZUJWK9RD8/rltSX3boHD+vtD5tEs7ObK49iiuGZDgYZh1uLomzmnM2Sn18UALbik+eAO83nmGnVWbxxRfAgAHA99/Lm0bMLojmB0fhcflumS8XkB1/URq2iTw9AXd3bk/RE37MnJdIH0Q6946dO7Ne5vv3sH/7AqVdPujKrG7ZwvaoWLg0BeFs9PZGdLRikhgMsevWAQB+SfsSMxa54G2HMdyJtWzJbcrWlp2Jkt48xo/H0GfjsOlkQbRqBb4XsRo8fLiy6qGC6Jt0zEfVKliCI38bc5qNWq0W06dPx9ChQ+W57ujRozFr1kyEhJTD06c8JRCOql9+OYTDh5XLWMIVMAU7O+Ds2aOoUeM+gOJIl5yNrq5ZczZ26NAB58+fR/HixTN/c2awYsUKaDQaDMjsCux/CPv27cMXX3yB7777Dl5eXsiTDd4jIsKVK5MALEIIXBRnYwjbLo52afKxjo6OePjwISIjI01e+927d+jYsSOKlO2FfFf24o97ZczqyxpzNhpDmzZtcOnSJaxZs0bX2Xj8OC++CHJPdDRK4wW21VyMOXN407x589C3b1+sXbvWZPmHDrEN+9mbn7lhmnPkhocjFm4gyVXl6cl244wZM7B7926QNB8vWrQoLl++jKlT2X6IvvuGJ276SErCbnRDVdzHgx92Ax4e2LZtGzp37ow9e/YYvYUnT56gdevWWLDgc9StK839goPZxgsKUhZSAb1Jxb9Qw2pn4/Pnz9GwYUOD7e7u7iZTh/+L/1/8+eefuCU54Iw5G0XCmPtiqdEEzp8/DwBo3Lix0f3CEI0mD5SRMiI81mcZ3riBgxOvwsVFWbRWw9PTEwUlS0CwGgFAq/0E5cpNg4eGJ8hP16wxfaPC2ThunELrsNQbZC3GjAEKFEDy0lW499QR5CJNKqxdnX79GhERBBfHVDg6Gmf/9O0LuLjbYnWeydzL6hvmxuDiAuzZg1flOgAwwnKRIGyL1yjJf5hLnhMVxZN3ABg4EAD7yzZv5jm+YOeI+VVslQaZp6MEBfGPjQ1QuTLCwtjRVzhfMnIjIuusODFrssTTqIf0dGXubGnejunTp8NOXoULwN4q7kCvXqZPEO2nQgX4+fH1HBwUgqsaRIRt27Zh7NixePXqFoDVCIp/yTv1VwvPnQO2bweKFFG2icmACpcvA2v9PkWiKsPJH8acG5YgNBQ5EQkvt0TMmAHsn/MYn61sxc6YrGDMGKTceoA9lWfg2jXA2ZWHsTgX74ydjVDINDrMRtEXVq5scLxWq0W7du2wZcsWbN68GQDPS/ftA4YNA/c1dnZy3RD+LzUCAgIwadIk9O3b1+jqu62trbzQAvgpxODx4+VjQu35hs3l7SEiBAcHIz09Hd7e3qhZs6ayKCj6RCPOlV27OHfIwoWmywY4kVejRo3QtGlT9OvXD7ly5cLu3btRUupGVLlF0L49kwtFrhY1YmJi4O7ujiJFiiDRCEOmRo0a2LjxOFxctqHmH9/yxrAw/q12NgqKttr2EH2xaKTig0RF8Q1pNOzMMLdwkZLCrLdWrXgWt3Qp8oQ/R/EGBbg4IqPMxlitKxLhpPQz/fvz7z17uO96/x5uiMOaz45g927VusPIkfxdqlUDxo/HkiXMFPUoLj1DUJCyCr9jh+H9BgbiTSonTNKZNx47xs9SsqRu0jQJcoKYECjORsGuVjGTLZnIij7qyRMND/atWimUMwcHZpcCzG40hvv3eZzRaBA3cJRM0vDyAn+vH39UEt1kBcIp1U1yImVH4jiAs00BnLgkO52Nz56hYP9maL5zqJLgRQ9ibS/CU/r4b94wuxFAkB3XC29vyAtM6NXLJI1L3R7FPFc0PYwbxwPy0qXyxjc5KuDRYxvY2mYceJAzp0JKCYWXLrMRUJyNN26YXpSSbIDwROX+nw1eYD6pjDnExioO/CVL2PEIHgtPnTI6TFqGd+94QUyie0amc1vy9FQlMmjXK3tsVW9vYO5cYNky/l8kSskKxEdXOTuIgJgEO5PkAR2onI1iLa9wYb3HDQjgpF0ALpXmhSARZIDVq3lgEgtE48bxDbi5ceSHWHWbMYNPypuX7XMjEOPTmzeEtLkLuQ9VdWpeE4fgs890/Qb6ePPmDY4fP46tW7digpkoqXv37mHEiC+wefOPaNtW6WOzmm+vdu3a8PKqDOAUgAIAemLwYGV8/TsmpRCMxi1btvxX+QcaNGgAHx8fDBkyBADgkQ0v193dHXXrDgbwPcIFs5EIpeg5RmIZOjQytF0zuu6BAwfw4cNxhCAvR6mZaJg04Tt5PBXOxpcvXyLQyJzS29sb9evXR6FChVC+PA/lxYqBk4OOGcP0PgBITEReTRh6VXiAzz/nb12nTh3Url0bn5tgDN64cQNz5nRAQMAo+LlV4so7dKjpB4yI4OcCryE4ObGPYfr06RgzZgw0esSNAgWAtrXD0BSnjc8FkpKQBCe5PAA4duwY9u3bh4cmwtXS0tJw/PhxnDt3Ttk4ejQnMM2fX7b1kuCIRPcsNvJ/MKx2NubPnx+v1DMKCZcuXfrLVkf+hXW4cOECiAh2dnYoKUZZAHFxcciTJw8mTpwIALh+/bq8MqCP3377Dfsk3r8pZ2OuXByC2TbnFZQGT2gfyZaChI0bEb54EwDjE5a4uDj8+eefAIC2KkvV1rY2nj6dDlf32gCAZ/v3m37g4cOZXdS1K8/ebGxk6zsyEoi7/Rx3+/aFk709Zs2aZbocS/DuHfDxIyYdqotq1YANTmyYKta4hXj0CIXwAXEnriIiwjjZTcxXogeM5ologwYZl+vsDHTujFeJ7MBVfX4dDB3Kc8plnlN5gzln6dGjvHpcoQLg64tnz9jZsnSpbvY7s5R7SyEsp/z5ARcXFCnCc9M2jRPRE9uhjcyiszEsDDvQHd88HCgvlGeEY8c42ezr1wqx1VLi5sWLF5GWpqxYPn9uYqItIDkb33hWlyfvFStKmb710KlTJ/TRkycIiznMRoGYdAisXcspq48d49SGpUsDAwciJoY3iW929+4UAL5IRrJ86gMxU7AWixbh5IFEhDwOw7ffAp9NqoBiI1qZTklvKTw88CFXJXQdlR+NGyv1Lu6n1eZpf2/eAMuWIegGM02MMhv1nI0XL17EqVOn0LNnT/Tr109mYdeowSRRNYtM+MGN2YdEhH79+qFLly6wtTWeAf3s2bOoUyceQF2EjJ7NYcOtW3MnCyDShZ/NXN2LjY2Ft7c3HB0dkaAyPI8eBYauqILN6GvU2fjiBZOeMiC7Y9GiRTh37hwaNmyI/JK39vnz5wbOxrAwTni7bp1xn8Yzid2m1WqRw8hSe+7cudGhQ0tcvVoRtz7kRyQ8jTMbxctWL0KonI2pqcB9e1+QOMbHR0knfuyY6QfNkYMnpMeOKZ2cOnQnJISNWY0GKFkS7u5KGw1BXuVea9Xi1ZjERJ44C3a62um/dy+zSu3smMmjihiRK2lQEFc4BwemcumNs7HxNgiTQpp0mI1i3OzY0eggU6UKsG0b929yxuFr1/h34cIoPKoTJja9YZE0gFh0+vgRiNxxgt+dTN2Ebii1MQgHyWefITS3kslyyhRgzj3JNsjqhDU1VVkIE31nVFTWaEcCIpQ1f/7sdTYGBbGTVYo0MQbhwIl0k/q/16/lsSSY2BNezDlYWTSUJtH6mDhxIkqXLo0wyZ4xYDYKW3DdOrn9HHZihmTDhhn7zWxslDKDkc/Q2Vi4MDuStFqYHKClth4Sq/Qbz1A28wxVEUkhcO8eLl1SpFLiLtzJWJ7DGPz9dZ7vl6lhOHCAfe7Guq1sgYjxi4jIOFpFjfR0HgTUzxkWhmNohamnGsk+/m7d+N63bLGgTNWqnskQ6o0b+Vs3bAg3Xx5b5a7thx/4p3dvHkTu35dZyVFRbJLSs+fATz/x8atXm1xELliQnQtpaRq8m7SK00OrVhvrjamJ/fuBBQtMP07JkiVx9uxZTJgwAT+JawJISEhAsCqMXav1RocOHWVSjlg4NBa9ZC3YQRIG4COAKKSkKOvT2UGQzW40U1Gd3f+ON2gCvr6+ePDgAcaNG4fU1FSTjihroNFoMHLkOgBzEVutgxy2VCvxApZhNEYN4UWeR48e6dhuppAvXz78+uuvqF9/KwDijOomxpukG4oNL8ytqVOnolChQli5cqXJawwbxt3wsGFQKphw4n37LZCWBkhRLjY2Nli4cCGuXbsmE4j0ERMTg+vXDwE4j8DAjKMlEB6OKHgCUOxeFxcXDBw4EF26dDE4vHRp4PCv/liOUcbHAyPOxrFjx2LevHn47LPPjN6Cj48P1q9fj9mz12PpUqnvU2dVv3wZqF8fh4uPgXOZwlnmUvxjYa0g5Pz586l8+fJ07do1cnNzo4sXL9LWrVvJy8uLli1bZm1xfzn+FxPEjB49mgBQy5YtDfblzJmTAJCdnR0BoDdv3hgto2xZzkhrY2NDMWYErNPT06lkrlxkJwkN+/r66h7QqZOckGPwYN1dJ0+epBkzZhDAWbPV2bA2bZL0/wtOIAA01JhK/MSJnOxAPxFKejqRVku3b3MSCHu7dKqGSrIYcpYgZQYV+rKLCy3iPzLKzKdGdLRKIdx0RvDx4/mQb76x7haTkpTkox8/ZnBwyZIZC7Jv2cKZWUeNIiIlz0K9erqH3ZIS8xYoYN396uDoUYNkBvHxyuuKhjtlSRX+xAkaVPU2AURz5lh2inhFIs+Cm5vll/vyyy8JAJUu3VuufyazwMfEyA/ao3OS/MzGulWtVktTp06Vy5w7d6X0dxnjST5atuTCNmyQN129StS5M28uX563lSvXVi7Tw8GBAJC3Oqvs3wQXL/J9lyhB1KePrM9sHhs2EAH0R8VZ1Ls3JwklIk4W4uDAhej1h02aNCEAFiXKyWx7VUNkP1+BEZwIgYgToqxfT66unMFYJ+OxHl6+fEkajYbcpEr68OFDmjZtGn322WoCiAZgPWfcUCd7mDSJvnFfSwA/g6X4+PGjnC1xkdQNdu/O+0QuIjkphRFERkbSo0ePzF5DaPifRSMlK+z+/Uo2FpFBacIE3peWJnd+iW8/UrVqvPsA2itJymbO5I2dOln+sNIzTpgg5Zy5coXLKFJE3l+4MG+6AV/OAiEgMjDVq0dUrx7FwZmiNu7lTxAeTpQvH++fPFn1boi2bbtI3dt3pWCAnyktjahDBz5WL6P2/TyfEkCUx1OV+CY5Wcm+ePlyxg8YEcEPmUHiOHPgd6Clo0fDDHeKhBuqd6aDb7+Vv+W7d1z9c+WS+idvKSmQQaptK/HwodKJJyYqA0t4eNbKJeLENsIWEIOhJcnXMsKBA3QKn9Ianzkmc76JV/dtC05AJGcwt7Ghls3SCCB61GIsb6td22iyl7Nnz5KjoyONGzeOYmNjiYgTdgOc60erJRbmb9xYJ4FHn1xHCOBmZQnErR21bUf02WemH6ZXL+MFSCk/vfOkyrfxBVbyH9ZmF+/fX3mWYsU4mcnFi/K4CBBtRS82QqyFlIVa/lFlyr1wgejk76EUeviawZhjNc6e5YRvIglVZpKUiXcu0iZLNupoLCGA6PvvefOQIXzYrLJbMs5a9+WXRAA9G7GEmjUz6OLYjhMd/ObNcjf5+efS/jJllAQSIslj585EM2dSMc9wArQUWVvK2tC2rdFbmD9/Pi2RkkVu3Eh0eMYtioWL7ncBjGZY12q19FFlQCeqs79IOHjwIAGgggVrU/nynMipbl1ODnPmDI/VFpj6FuHatWs0ZMh66t37PP3yy11ycnpMgJKfbs2arJX/VyE+Pl5OJPu/juPH+VtVqSJt0GqJbKWEJQEBpNVqqXjx4uTi4mI0M7IxiKYxA1N1kwqqkFi5Fk3EHBrb8a08P2jSpAlpNBo6Y+ScAwcO0PLly+Xs3qGhRD/UOEyvUUwnBfz162zrWdqFffz4kRYvXkMAjxlGmpQuvv+ezqBxhrYkEWe6Lly4MG1bvpxfiK2t4Vxx2TLKjw8EcN4/ayDMztq1SRnfhe2p1dLCBWyfq3Ly/uPxlyaImTBhAjp27IgmTZogLi4ODRs2xJAhQzB8+HCMHDkya57Pf5FlEBFOSCv3xnQyrl27hpiYGFSVROiuX79utAyxv3HjxnAzo/BvY2ODJCcnCO7W44cPdcWAg4IQDg4F0w89XbZsGaZJWivdunXToURz5EYKElJ5+eFpUhIMVpf372cmiD6r0MYGL15q0K4dS1ikptkgBr8j3MsLAcZi+qzB+/fQQgNnJ37G1sWfy89pMcRSZMGCZmlKcqhNxpGhOmW/X3UUWi0vBmcYuiFCZGTqghH06cM6W7/8AkDR3tFh0EDFbAxP5iUmc6HvpiCWgb288PQpE84cHAD2jQPRcM8adbJ5c6RUZAFENSvTHARZTpDfLA2hHjVqFLZv3w4AcHfPBYDf9ZUWLYyfIETdc+bEqvWOGDmSq4qxblWj0cBXiqmrUKEChg/vBUAD4Dnu3jXyLfVCS5OTOZpZEF0E6ah799kAWPfRSWqPQUFBiDejBWMJ/P2B7csjcOS7C1nT1goLAzp3RsAmploULMjVMiLCgig6Sff1808CsXWrSkf++XNmgbi5AUWL6pxSokQJVKxYEUX1tmu1TEZbuFDR5Bakq6xE3Mjaf8jLSTIWLwacnZHaZyDi4vh7mGM2lixZEikpKXL0waNHjzBjxgw8fszs8oDGfXj1W81y8/dHZAybAtZE9Hl7eyOvdMOlSvE2odkoIm3UC8D68PT0lJOVGcO5c+eQK9dWAGF4hIrGmY3t2vFHEIyeqCg5dHfBhjyy5ukTlFc+UKtW/PvUKdPsn/R0uZzISB56Nm5k5ou/PyBn3lJ1gjrfTp0gq08f1h27cgV4/Rqb0B+eAzpxFO833zAjrlw5ZttIGDYM6N37NHYe2o2VAN9LaKhuKLVqPMyRHIXhWIUebVXMhjNnePDw9lZCmM0hZ05mK9SqlfGxRhAZGQlv7wsAPDB4sJF4xLp1mb35/r1x/WFB83J3R5EirPpw7x5vehGakzX+sspsFBW0QgWmNgiRtuwIpVaFjaJqVe5kzYnfW4rYWGzEAAzzm2RSnaSc/SscRHt8c1HSCBUvLm9ezK/6O852WIzyZ6UkADNnGmW5RkZGolOnTnBwcJA1ugVRLDlZanZ2dpxIRYV7KUzBzyiJmYCwSYLXHlSYt2oILclDh4wnPDh5EtrjJxAaqTDE/SEN0tbWD8FYWruW2aApKUCDBlArDMXDxawWmkkIW9PRkdurSl/jk0+AZuenIk+7Ogbv0yoQAV9/zZRDoYGhN1ZZBJHAShhx0ncJAXdqom8T9SHkWYRyjikEBSEa7vBdPwKnTjGrVYfZePo0tw8PD6BrV1SsyJtlZqMY6CIj2QjSaNhgmT8f2qhofI4d8Lx+gg3EJUsMLh8dHY3vvvtOkpl5hf79gbZdnOAKw29Jxwy1YG/cuIFy5crhjz/+wKFDh1C0aFFc0NN7FeNfXFwEnjzh7uXWLTZTfHx0CejG5FWswZo1a7Bu3SCUL38Jo0ZVRePG3O5q1mQ5XlNRTP9pODs7m2S6/a+B7atkhIZK43R8PGLSnRGEfIi380BwcDASExORnp6OykYkfYxBDGHxcDGuWQPAKToYP2IyFn8fLAdonDlzBrGxsWhgJGJuxIgRGDlypGxH9u0LzLzdFm1wVCcZ1YoVnH9v507g/fv3oAwY4N7e3hgzZiicnJj+F9hyIIsym0podf26AbPRFKKjo+Hv7w//6Gikwg7adK3Rcf2wUzecbzXX6vaiIymi/jbe3oBGA793PKZmNXDrn4pMpW6aM2cOwsLCcOPGDVy7dg2hoaFZD0/9F9mCy5cv49mzZ3ByckIrMalSoXTp0nBzc0MdafJxyUhojkajkbUXe/funeE1Dx89ileNm8AJQGJysm6SGDPORgcHB9nB2Lp1a5193LCrIChkJgDgmYuLYcpBQZPWmyETcYSPOkInEt64FxmJIkWKYLxKB80qxMcDERF4g+JISLKBkxNQsrTUhKxJXCIZuJtyjkW7dkpySH0I1np0QCyHU5qgeetg714EjZ0LgKNEzOUiWbQIGGS/GQFTV0O29CyAcDbqd6rCTo1PsQe9fGldtggBMTjkzYv589k4nTMH8PDgB4mBe5YnnMlShLCx0GRjKMSSV/IExFKHzOnTp2Wdmlu3loHDX4DrQhNNHwUL8qRk+XJ4eHAktDGtRoEbN24A4AROQUGBsLPjhCmnNx3m0V9teOjpLx05ojsON2nCvytXrgqAQwqDxYsC8FrS/7IYCQmIX7AC1YtFoFEjwoULQO9RuTBvgYYTnmQWJ08C+/Yh4Mg9APxtcuYEcm5cDPvWzYzr2QmIGGGhTSegDqHW01Ncu3YtHj58iPqS1ywwMBDPnj2DRsNSUhMmKMl7zYVRR1rgzPD398eTJ9MAjJcnefjmG8DeHikpLP/XoUPGzkw7Ozt5EuTr64uBAweiXbt+AICAIHuDZ0RkJCLAldqcQXfv3j0ULlzYoK8GFF/Wo0dsi4qcQvXqmb9Xc/jiiy9w505fAI8RiAJKHS5fHpg4EYtzzsSKJ01Yy6tBA3YQSm0Cbm64dZet6p9q7cD3mK98oBo1uB3ExgJXrxq/+OnTgK0tqG49lC7N9qSYODo6QnE2qqRj+vUDpnz2EMXwVteZlj8/O0UBwNsbYRUaAwCaR+5kR4NGw1p6qtUPntTz/4lNmijx6O3bs5Ps5UvFoQSgVMpjrMIILJujWpkSKwmffWb4zVU4cYKLVye0BQC8fo3gC8/x8m6cRV3uyJEjcfNmIwCxiAp9iVQ3N2D5cuUAFxcl05WxUOqSJTkWVyU0XKgQj4Np6TZ4gdJZdzbWrw9s2wbtt+MxbRpwxEkKxcqqs1GrlV/g6VdF0e4zWzx/a+EAkxFiYhAHdv4ZydMHaLXovKc32uMwCiTq9dNBQaiyqC8aH/wGmtRUFs0Xuoh66NSpE37//XfMkdT+iQjOzvzZmjThiDkAvPomeU7SYQNNDkdoNEoStYygkwHdGGrV4g8fG2s8hW/Nmoio0Rzp6cr5H2wkZ6O1odRCs6xGDW6HGg3S0nR9xHFwzdwCp7AJx45FSsfuWL6c80TJEfvCILZWgkeNgwe5H3B1zThhiykQKf1Zly7cT9auDZQujVB7dhLpOxtD4WWkw9BDnz54O2we4pId4OrKShIdOqj2iyQSffoAOXLIJqhY+9NxNlasCHz5Jf8fH4+nKI8/IK0Wjh9v1NPm4eGBli1b4pNPPlH0AoUxp4dpU9Ph4KCb9HrXrl2IiorC4cOHsXbtWoSEhGDmzJk651WvXh1RUVH4/nu2La5dY6UGGxtuJsKPU6yYeVvcElSrVg2tW7eGj2R4CyWOWrW4qxc23L/4+2LbtokAnOBbaAQv+pw7h8X4GvkRhHHTXODt7Y0PHz7g7du3cDGXrUhCeHg4QkLOAXhn1tkoj296Bp6Li4tOol+Bli1bolOnTnj1yhF58yp52Z6jrGIvT5uGsBOcKMnDIwmlSpWCl5eXjqSAMWg0irpK4NtkzqhoJLEsAODECURNWQSAh5wLFy7g6tWrRskP3333Ha5du4Z5C4fDAam8AKV/LyNHonriZTQ8NhFabQy+/fZb/Prrrxk6SZ8/f47Xr88BCOc1b3t7ztZWrRqExowYM8S8ODQ0FNevX4d/VpOa/lPw15Is//P4Xwuj7tGjBwGgxo0bU0hIiMnj9u7dSwCodOnSBvv8/PwIANna2lJ4BuFFX35J5OxMtLTlYaophV/+8ccfvFOrJcqRg9rgMIkwVDVevnxJAMjBwcEgROH1ayKgJwEc9g2AQkNDlQO0Wg55AYj8/eXNiYkcutCpE1Hv3grbWYN06imVA4AOHjxo9rmM4ulTIoD25OhNAEde/vzVK7o68QCHZ1mKQYOIABpb4zwBuhF3aohQ8hYN4iyP3x01inajM4moPXMoX56L/fNPy2+dSIkW048sTU/n6Jv0VWv4gNatrStYICGBKDKSKlbkYg4eJCpeXIoGLDuIK0dmcfMmdfg0hgCi1astO2XSJL52o0ZEK1Yo0ZgZYdmyZQSAcuXKRR06dKC6NWoQAOoKkPFYZ8vh7+8vh/hOmjSJAJBGY08AqFPutnzDoh0SEbm50Rv40I/fhFB0NNHu3RzhB3DIj2jmp08TAUUJAP3g6yvLKezZs8e6G3zxggLhTSIC9MQJvlZFPOC49MxCCnsbW+MCQR32K2JJpk0zfW6pUkQABf5+jlJU0aY0YQKfO2KE2Uv/9ttvpNFoqK0UstWokW5k+ogR/E5//133PK1WS97e3lS4cGF6+vSpyfJDQ0PJxsaWAFALLFXCNLIBz59zUS4uRiIoGzSgT8B90c6dpss4evQoAaCqVavK23799VcaOnQo3bt3j6pX52ts385hl4AUcqwHrVZLX375JS1cuNDsuDxgwAAqUaIZAVdpkNdBovbt5bCYwEDl9bx7RxzvWayYstHHh6pUkcI1O6/lvlMd59m7N+8U8YH62LWLCKCAWp3kiBwRaf/0KRENHCjFE87SPe/yZfn6Orh0icSgcbjOTJqKGZRsl8PkPfz2GxGQSA0bGpGM6NKFdAaO9HTluaWwdkpIkMNN6dQpk++YiMOT5MOionjgmT2bqGNHmoTZBBCNHm22CCIiatSoEQGgmTNnUsrgwVJs1wzdg0S45rBhZstKSFC6yHr1+JTf8Tm34WzAvn2q5rVqFVFQUNYKDA2VC6xeLZ0Ay8eJDDFvHjXDCdNl/v47EUDJsKd+OXaQ1sZWebiSJYlatOCfiRNJt+MzjsuXL1PFihWpUaNGRGTi1TRsyOW7uxOdPUtxcUYjs2VERUVRrVq1qF27djR1qpZKlCBautTMTcyYocQbGin440eOqC9USGpumrf8x7VrGT6fjJQUIo2Gz1M95Js3uhG2MzCV6OZNy8sVEJoYy5fL/ZWNDTfXO3eIVvc4Q+fxCUsjZBaSLamj3XH8OFGTJkRjx1pWhqruUny8Ev5dsyZVqpCuYyNu2cK7muIkv7sM6pNQxZHDRgVCQojs7XnnvXtExJ9ZdFn37xOH0QOKPkpMDNHAgaRVfZzkNh3N2lIpqvsLDSXa8YeWtjoOMgij/rbMIV17gogSEhJo9+7ddOPGDYqJiaGRI0fSgQMHjF5nxw4uiqckm8jWtgh9+eWX8nUzDBe1EB8+xNOAAd9S3bp7qEQJ/jbFi5tve//i74MVK1YQAOohOq5vv6XvvdYRQDRmjPXldenSRZrT/kwDcvxONHeu4UGpqZQAJ3qOUvThoXVyIfp9IUBsRKanEzVsSLVwjQCipUsfkJOTE+XNm1dHDs0Ynj59SlWqXCIggf4oO40L3bHD5PFaLXdLkZFEtWrVIgC0a9cuk8fnzctFPkBFlmAQ2LuXDfSLF4mI6Pbt2wSA8ubNm+F7qCHN3QDuJ4RihRpivqo/nzYmv/BPgTX+NatnMo0bN6YmTZqY/Pm74X/J2fjx40eyt7eXHWqXjeg0xcbG0s8//0xt27YlW1ue2PqpNF5iY2Ppq6++IgBUp06dDK8pybLQlEEf6Kt69QgAffvtt7xT0n2pjasEsIGvxsaNGwkA1TPiFWOdvmgC0qlwYXZ+XJQ6CSLS0bdT6+mIOV2JEvx/cjJRjRq7qBCqkCcUZ2P79u0zfDYD/PknEUDTvZbrdL4//2xlOZs3E1WtSj0/DSKA6KefjB8mJkR1aqYpF4uLM192jx4UCG/aO+AAHTtm/lAjMn7G8eWXRJUqEe3eTVFRih6kyseri3PnSLaCMom4OOU6Hz6QrL129GgmCgsPZyfUxYtEbm7UABcydKyoceaMYkg+e2b5ZceNG0cAqF27dkREdOzwYQJAFcRDmcCOHezDuHXL+H6tVktOTk5yXb5y5QrlzZuX8uQpQgCobX5J60jSKqLkZCKASuIFAYp2qlbLA7ioUrGxsTRnzna53LCwMOrZsycBoPnz51v+4EREly/Tc5SS56M3b/ItFcJ7opw5rStLQOVA6dooRDJyuLoNr3adVuIL0zpScXFEGg2lwYZsbLS688tWrfjmfv3V7OUfP35MAKhRo0aUlpZGX3/Np2UkXRUQEEC2trZkb29PCQkJZo8dOfJ7mjBhFT35ZTcXvmCB+cL1MHjwYPruu+/og179iotTupCoz/rxbFegQgWqgIcZ+qViYmLo5s2bdE01oW/atCkBoM2bN9P162ycXr3K13F1NT4Jevv2LQGsG5zR+1i7lsvSl+S6cEF5nhXj3xL5+iob7O2J3r+nnDn530cPjdzE1q0mZsES2NtHh3ynGxjb0dGkeJq3btU9Lzyc6McfjXcubdoYWu5t2xqdLO/adZuAYMqRQ2u4W4jm+vjwC05Kovhq9SmmbE1KjWStPeGAoiJFMtS4FRJ827cT672p7m8UlhKgp7VmAkLjLDY2VnHgCw04ASF8lIEA07ffsi9jyhSioUP5lMmYReTllfGNWADx+Rs3zpbiuG/av5/ot99kB9ifn85lTcKoqKyVPXky1cEVozYUEbEjEaCD1X+gBQuIUu8/5oZ4+jS9Pv2WduwgevXK/CXS0tIoKSmJiIgePHhAAMjd3d30xPGrr/ghVfpd5tC/f39ydXWl5cuXKxsHDWKBO2MrEuHh3IEAuquCHz7Q6+9W06qB1+jPP4linn2g1xXbK3W2WDHK0PAR8PdXBnZVGxHSogCRDdJoCmZaXqYaok86cEDur0T1nTqV/x+BFYYLE9ZArKioK8aePZLhmLH9TkTKAknhwixkJh6+Xz9ZTlbomx07JnWbuKsYZ2YgdaPUqpXejp9/5h2+vhQYGEjr16+nbdu20a1bRC9eSJN5UcfUnc+TJxQFN6qBm+SLG5SUaLmXTSx4VnJ8ptPH7UcHsrdh/c/p0y0uTgc3bqiLXEoA6HNZfDL70K/fJQIKElCAAK18TWv15/7FfwaRkZGscy0EvkePlu1IU6QTc5g+fTp5eRWjAgWW6Ms4KwgNpWuoRQBR0aLcXhYtWkSff/45/ZkB0yQlRZmHiR8CmNGTL588p7h4kSg5OZlevHiR4T3nzp2bAFD16o/pUL0fubxffrHoeTt37kwFCxakJ0+emDxGaOxf6rlcWhkmtrEASoEdLSi4mH75hejJk5f09ddf03gLhMp79OhBZcuWJY2GtSavXtXdr9Uqw5Wx4eyfir9Us7Fq1aqoUqWK/FO+fHmkpKTgzp07qFSpkrXF/YtsxNq1a5Gamgpvb29UrlwZhYyEDNjY2GDq1Kk4cuQIyksxmsdUWTnv3buHFStY20edScwUOKwiHRdfH8MDKcuqCO8UGkZNHK6gQwdDjb/z588DgFHNCGdnwMPDHQ4ONvDJVxQA8FQd8iY06JycdNKd6kdWOzgAzZrdQgDuI0pV/oULF5BubQZKR0egcWO89tAVJ7I6CqZvX+DOHXzUcmyKTlZcFfLnB1q0ADp2tlGeUT97oz7CwpAfQejUNAZGouh1IGtQ3PVXwg+N4eVLDv1OSMDlyxwxVqKEyYgUJS3p27eZ0zoCcOcOX8fbGyhQIIvZG9evB2bMYKGk2FgDHaKM0KQJ0LYth5H1729ZkseoqCisXr0aADB8+HAQAfkLcZzQCwBpxqj1jx8De/bgjzXRmDpVSQqrj/j4eB1d1HLlyiEoKAibN3NWuNdJkl6c0BCTGsUrsLDezp28WaPh0AQRrXH58mVMntwLAJAnjxdy584tZ7O3Oow6JASx4Lh6NzcleiMKnpnL/vrmDcfUR0cDRYviQwpX3kKFWE509d1aOIEWprOqP3oEECHEqyK0Wg1sbJT6L4eF6KXKvHHjBipVqoRBgwYBAMqXL4+AgACcO3cOtra2cvLeO3fM33rBggURFRWFy5cvG828rMayZXMxf/5wlBvVhZ/l228BcOh/YqL568TGxmLDhg2YP3++wb6kpHC4u/M3/HDgphL7DQCRkdCAYGNDZiUC3Nzc4Ovri9pSdmyAZTamT5+OypUro1Yt7uM9PTlatWFD46FjOXLkwJw5czBy5MgM30fBghyOpiPB8fEjXl1WwmMOLXzKQlkAZ8u9fBmxHoXkyKHxEzSYPFmvYKGbev++8XDAmBicQRO0vzVNZ7OrqyRvYSSMOjEReBmeCy+6TGQNNX389hswaxbOePfCNvTCjZ6LgQMHdLNcA0hLS0PPnrUB5ENi4gc8PBbA+pIvX/IBbdtyo/Xz437b0RHz21+C+7MbGDNZirP9P/auMjyKq42eCAkJAYIT3N3dpbh7KVq0UKBACxRpsVKgUKRQXAsUWiju7u7uEAIED4QkRHfnfD/u3JnZzW6yG6h8bc7zLGFnZu/Ojty5933Pe46UE+jcOVYJtZTAiYmJAaD3g8+fQ+i9GfQlQouJZ3Mcss0aXFxckDFjRmzc6IPKq7/AeIyIXZ4sn/U3bsSpE/zihZja+PjoCh9Xq/XVxUATgpgYYMYMYM8ePH4o+s+4zOudgpcX0KwZ2LWbNgbJefRXcX7ft/Q7Otp+GfXz55prc5PVnTBkCOBerJC4ET/6CFuv5kDbtkKNIS5cv34dXl5eKFGiBPLnz49t27bFcmANDTVUE48YIU7S2LHx7r50nK9ataqlDtmpU0LGwJZeV+rUwJgx4v+9egkZgu++A9q0wa1J6zFvqQcuDPgFyRtUQa6rW/TP+fsLyZlFi+LdL62E2s/P4h6Rt3b9+oCpdgOMw6iElTo3bixOWNasWjW47HY0PW6kEPdxQq6RyEhd/1vKEwC6ZqMtXVRbkM+C/Pl1qREASvac2s+WfYTsh4NcpaW4nZJJsxk4cQJPL4r1BuNngV9/FX+7dsXRo0fRrVs3/PjjjyhdWuj/enhAHzTIGyoiAnj8GGFIjnMog4vuZeHhab82ecKECahZsyZWq32hiHEAryge/BFIit2og4kYjhhF9MGGqYTDWLBgAebM+RzABXXJJ6hd+/SfIi2WO3c5AE0B1ICnpwtUw2ucOfPBvyoRfwJ8fX3x4EF6bAqvjddIBdy6pck6mc1BKFWqFL744gtL34M4MGrUKLx4cR+BgQPsqxOFhSEiuRDK9fYW98vq1auxevVqBAYGxtl+kiT6M7JAAWDVkAtiLujhATx/jrcQHVnKlEIWLa8U744DuXLlQu7cubF4cTQal1DLvo0a1xJz5giton37tEXr1q3D48ePUVDOMQ0ICQnBmjVrEBOzFADwtmNfsdOAmEy2aoV3SIavAweif38gd+48mDZtGibHZUGv4rfffsONGzeQNq3QmqxY0VKB580bXUo8WzY1JJsIS3yoCOfo0aN1Rts/CP8lZmPevHkJgCviqd/5/vvvOWvWLI4ePZoAWKxYMS2D/ccff2iMx4MHD8b7ncL4SWHSpH6Eyojy9vZmTEyMyOivW2ez9mfEiBGaI/ZeO3Sa4GCRMRiYXTAbvzK6a587J9IIVtbHquEsjZteunSJfVKmJACmTZmS3t7eBMCz9qhj8eCHH8hatfTE9WeNHgmrOydrGaQR39GjDmycOze1FFJckJluBzLxAwaoGTVMJMuVs79h+fJiw40buXSpcL/r1s32ptOniyq/fanUUj/rFJAjO/Xppxzc9SUB3ZBSmrDOm+dccyT1UiP1lQpBBMhr1xxvwt9fEPIaNXKMqCJdqAsWLEiz2ay6epoJJCMA3rTFohs9mgRYLv19+ywWFZcuXSIApjKwBJ8+fUoAdHFxYRhAdukiVrx7R27apLM1XG1fqnv37qWfn7iPW7duzZs3b/KLfv0IgHXr1o3/RxuxYAEPoDoBskABYagsvz8GbmKBM5ClowD57bfcsUOwGh880FlKtbFbsHxsYf58EuD5Cp8TIDWDbVnf5uIi2NIGrFmzhgBYpUoVm01evy4+6u3tvAmqs1i5Mna/Zo3Q0FAuXrw41nN4yZIlBMDkyRsRIHehjqXFuZco5zXfufdeRu8SgYFk795addx7w4JdpSjk55/zG4zTLodSULUyypbVLuzHjwVpSm5js3uTfaVRbkBi7Fh2wAqLjD4gDFIZFaWXXxrcSqXsRZ06dn7IBJHFL51G3N9bt9re7MmTJ8yaNStdXb0JzGD+lMW4FbCUCPjkEwvm4ODB4u3gwSQjI0WpEyCek1aQFQU1VFrfF1+ITYcPVzdQmXJ0d2fLFoI9M3u2nd9kA0OGXCEwnKXQ0bbbcOHCov316y2X588vaqAuXdI2WbdOSjuI0/tekJoqvr7s20f8ruF9gsUXOENZjwPPnunXyuGUjfkA2ch4HNcdQY4ciu3H6bx5cR4cWc1ul/WiYuPGjQTAsnba6dFDXPLWz99x4wSBbtkyB3+IEXXqiJ2z92GzWdjbW9+E1q/06UVn8+KFKM8HhO7B6dNxf//69WJb6XKvQpJy+/ensBYFxMAmIXj9mkqMSZMskc/0RYvE+4Ze6sV96JDzbUs6Xdq0lg90Y1m0IyV8w4eLbfv0ER2n+tlXExdozciywcBAUR3eL82quMeZ6j70xc8EhBSNBvngdHen6dkzbtiwgQULFuSIESMs+/q7dwWFPSBAvJ80iQR4E/nkbRwnWrZsqc1JfH19uXjxZgKkRxIzlW7d2S3Z77EuJVlIMH/+fM6ZM8chF+W6desSAD08FmntDB4c78cShClTSOAwgWdMm1Y4XK9dGy95PRH/IOTLJ66Rg6hG5syp9dGdOm0hABYoUOCDf6eUMyhVSry/cOEChw0bxmd25EM2bNjAnDlz8uOPP9aKOCxkszZvpgLQwyWKAPnwYQJ3bMwYdRJtQ1aliWCsj296kp9+KgjYceHu3bsEoI6blFhyRoyM5FNkEMN9mBMkPVCggN5X9OypL3/+XCjrtGkj3i9atIi5c+fmCIuO79+HP5XZaA8dO3bEEntOF4n40/Hw4UPcuXMHbm5uaGqhwhwb33zzDfr27YsBAwbA29sbly9fxr59+2A2mzFz5kyYzWYUKFAAFStWjPd7BbPRBenT98Kwfv3gkzQpwsPDcf36dZHuaNlSCEAbQBILFy6EyWRCypQpUb16dZttp0wJfP31EGxTM5s3jZlame20cp2xtbhYsWJI2vJjAEDzVq3w0UcfARBupwnB0KGCTNC1q3j/cttpIRLriMh8QABw+zZMb0I1LV+H3Ksk/TE+ZuPLl9iOBlh9IZ9drWAJwex6Jwx84nLTlnbYKVOiSxdBSJGkA2scPw6sWwdczVBLLDDaOjqCjRvBZcuwfregcLRUzTUXLQKC+oxE9wm5BUPIGVgJIF9PWx2XLln4EMSLHDkEEWPz5vgNOl69eoVFKrMiX758cHV1xb17JyHcqAWj77pk0xmhXj+BEYJeFpeBn7/q0pPLwKxKmzYjUqfOAJK4DOjXirc30LSpRgpSFEGMksw8iapVq2psp67Jk2NiqVL4WTV4CHCUJSFhxWw0HrO3SGmfgWgP0tSlZElg0CDUry/cp7Nn19k+YfCxbxDQoQNw8iSefiwsqzU28Z494m/p0rHoWzVq1MCuXbvsMhTy5RMfCQ8XxMkSJYRYe3y3aFyIiABGjgxAx477ERGhO7HKrsWmQQTkOh9069YNU6ZMsVheRKWGFSjwBqHdB6IO9uisMpNJOPPmzg3XNKni8hHB7t278dtvv+FBPA67mTIBc+fGIoo6jVu3bqF06dJi/9u1E9fxr78CYWHoiYXY8OlGnDkDnJt/Dpg2Ddi1S6NSpkkj+iKVPI/gq4+BHj0sv0B9DmD//thf/uqV5oJo/dtw/z402p201oXB+OJxtHDStWKGSQbXK5Ovto+24Ofnh4cPH+KHH94AOIdbby/jEmB5bUtX6jVrALMZ4eHirZcXhPnKu3eCTmTDIjg0NBSpU6fG8+fP0bZtWzx+vNS4e8DUqUD79sCVKwhVHdDjYzYeOXIE/fr1w5o1axAZeRfARNzFKduMrapV5Ycslz97Brx4gRfvkmmErerVhcnQs2ei/30vSKp4hQp49Fj8rolzUmJ9rVnOP1Osce4c8PvvuL/PX1tU7e0WLEIPnfLwHnj3TuxvrPt/1y7xt1kzRESIS87oPyYfv/Hdi02bNsWzZ8+wcuVKm+vTpxeXvHUBxNWr4rA60p2HhIRg6dKlGDBgFMqVA4qdUY+5vQ7T1VUwdI8ft6CchbmnxDNkwJ30lYHevXF34QGsu1scd9+mA+bNE27WZjPw/fdx75Cbm2C+WJmLdO8unNA7dID4Z8aMhLtvpEqFR0/cEBAghiH16onFklUflFR9yBvMnhxGypTioVOqlCWFPE0avVzBked2q1biuLVvbzHo8C2bF3fuCAaPJDtnygSs/zUcP/tNEIzss2cFK2nZMmidEKCVoDxxy6Z9ToO8xho0wKOICLRo0QL37t3Dd999h8uXXTBqlEpMzZ1b9BXSCUW9yLwQgY6lb2hjQ2uMHDkStWvXxueff45ff/0VxYoVQ3BwMF69Esz+6BhXhP20CEvetY312QcPxPxk4sSJ6NOnDy7bGqdZoXXr1hg9ejRy5hQuaRUrinHAnwFB9qwKIAN8fMT7Vq3i9P9KxD8MLi6bAPTCbkQD/v6I/G0DACBv3opYvXo1Ro0a5XyjERGij8qTx2YJjFwkC0lKlCiBiRMnIoNh/GKEq6sr/P39cf/+fa0i0WLYt3kzIpEU0fQAsB8ff1wFv/zyi9O7zXRy0GSD2ahSzHfez4tly06idet8WLZsmd22MmXKhEqVKsHPrymAaLz1f23Jmvf0RATEAfByj8GrVy8dZpBKLFqkF2cY/XvSpxcFdLJqbMOGDbh37x584hqw/9fwoSKcy5cvp5+f34dq7oPhv8JsXLp0KQGwdOnSTn3uiy++IACmS5eOPXv2JAD6+PjwpoOZfqlnV6AAyTFjWEvNJC5cuJCkYPzYEg9v3rw5AfCzeITiK6k6kACYM2VKfYWiiIZVQXxFEa9vvhH7Y9RRE1JZlQmAS5cu5dixYwmA3ezR8+zBir4kpbOquh93XDilTRsSYMDYpQSEvFh8WcmgIPJFk27xa1soCunh4ZAmYVhYGIsXb0EgOf1QniFJkthnZmbObJclY41+/UhgEzsWnSmcZJxRyVcNha6hIAHBoLSQqJQMxe+/d7xNCZlNBwSz5k/Eo0ePmCyZYDBK1u7du/fU69iVADi+RYvYH+zUiSa40s1VCH/HlVSfNm0aAbCNmkq7du0aq1evSSA1AXASksfSzDQSHoDYsmnr1q1T738/9ih7mt8gOYuqjOCkSZPGK/xsgQEDuBLtCJAffSQWSU2Tu8hFHj/ueFvxYO9e0W4RXI5X/0pqSGneRdIoxMEM5O+//85mzZpxzpw5JMnatcXHBcNbvIykzeDgYLZs2ZJTpkyh2QH6QXg4tXN47Nhlbfm4caLtHj0c2k0LxMTE6OZao0aJhuIxw7GFBg0aEACXLFlisTw0NJT3HDRtevLkCXft2iWY7/Hg1atXWt8f0rmz2O9Ro3TjBTsam1u2CGJTv37k5csq+QnPVFqi1YZAbMOi6GgyUyYGICtPjdvFU6f0c3vrFslNm8SbkiVJCublokWL+PvvlwmQfsmCxfqvv7ZsV9VsHFj7Mlu1ikPzVsXDh2S7dvs4qk533gB0mjcpGEu+vuJ7Fi9m12SrCaj68AMHiuVxPN8UReHIkSMJgKVKtdZ+nzVDV7L34/NT69Wrl/Y8nz//HoE+zIGhZLFisTeWNN0yZYw7pLFFV89/Q8DGRxcvFsJW/v5x74w9yHt9zBhNAxggJ2Jowm4sIz7/nAS4spklW2oApgvm5Htizx7BYLIgX8fECEFcgDx9mpMni/9+8olYbdSRikPiyiZevXrFRYsWaVq98pK3fnR+9JFYbi1daoR8bjx79oyAYN4D4hxHwsMxZwTJJAY4tPVdArocqDqk4oze18W1dfOmvr0z5QtWOHqUbNnSwPh1FFu3CmMC9XcfOiR2ReqIy7YBMleGUNGPOcCgs4nVq4UGuDUkrTshpSBXr9ofPPr7C21H40WeLp34+8UX+nbnz5MAO3r9wbRpDSRms1kv6Vm9mmfPnmXmzJlZUB2MyCoFm/L/Doz/FEVhqlTCVLJXr14kxdjoypUrDA8PlyR+m8YXgC5lvGbNGmbPnp3BTuitPnokTvn58+e5YsUKnnNgvOwspLwmIGTUE/H/h5w5BxIAa7sVJwG2xhptDJkQtGnTj56epVnC5WdxYdjQTdSqf2o71uarV6945MgRPnr0SNP2B8RzwLT3AJkzJ6OQhCs67mSlSj0cmssbceGCMPfKnzlEmLZYj1UURZQMASyYO5LA5wTATz/9NN625VBxMgaTzZuLhffvk1ev8vpioX2cyjeGqVKloqenJ686UHlw7949NmnShB999BF/+km0L1mMtmAymbh48WKHxrn/z/hTmY0tW7a0eLVo0QIVKlRA165d0atXrwSGPBPxvtin6hpcuHABWbNmdUhjbc+ePXjy5AmSJ0+Oly9fYuHChQCA6dOnI3/+/A59bzpVuuXFCwBVqkAm9E6fPg0cP467P++Aj4+lZsvTp0+xbds2AMBnn31mt+2NGwFFGYLWhfsAAB68fYsImaJxcRGpBZVO0rWrSOhKMknq1EBYWBiCgoIQErINgBA1KViwoNaGZIc5jMKFYfbLgqgTQqRN0zz0UH/c6NGiT44LKkvwJdMiRQqhhxFXVnLYMPG7pgR+IjLZKvPMLi5exAtfwQKzk7QCAERGRuLKlc0AQvEUp7A6Jsa+bpC6z8+jU8X93QCSJXsBoBl+vdIf0cePx2K12sTAgSIV/Pw5EBGBHHiAvVsisHChZfZIowLZyoLFBwMDEE5ms5xFUFAQ3r17B29vb1RVWTw5cmRHunSXAIwEAFy3JQ705g1eID3MiitcXe2fv71792oscslsTJYsGQ4dOgCoyqTHkUxkBh8+FLpOK1ciTcB5dOqkM2mNWqEXL17EYpXd4+raGYvOlEUz5MfZHDng4uKCyMhIvHDmuKvbpk0Wrt0nixcDG4edRPpfp+tMxQTg2TNg7VpdK9GC2Zg2bZyimpLAmzEjxHUgmY1STCse3Lt3D5s2bcJZVSPwhx/E4TVK9BlZnCdPnsT69esxZ84cuDpAP/DyAlxdCwHIh8DAUG25JLWlsnMLms1mrF+/Hs9sMJTd3d2RVp4Eiw5b4O5dQfKzJv5Zo1mzZihatCgyGi6cmzdvInny5ChZsiQYX98HYMWKFahXrx5at24d77Zp0qTBli1bUKXKHRTfMg13kEfoFkqmmJ2s8YEDgth06pTQjwSEViiDrQRfq1UT7Ka7dy0z4CYTMGAAspXPhHJDqsMoM5cuHXSNM/Ua/vXXX9GjRw906VIeAPEywgcKXHTxNwmVZTR9yFOsXWtb81ZRFNxQqWlZswKrVn2Ese2roABgyWxMmlRnN65di/B3ok/z9gawfbtY3rChzeMDCH3FNm3aYPz48ejfX+iCliihk9gl5GUS17MEALp3747+/fujY8eOKFQoF4DZcPfsKxq1hhQaO39ep8S9e6c9O/edEp1+jRrq9iYTMHIk8PnnwKRJQrPSSN9zFJLZWLGiBev/IbLZZ0Q7CvWa8Hez1KwKg8/7azb274/ac1uhVa4LlgzTM2fECUudGihVClIu6+5d8ff5c3GruLpaPv4cwdOnT9GjRw+MHTsWMTExkDKt169bSm3K/8tuxRZmzpyJFClSYMKECWjbti0GDx4CDw/RRz9BJl07MS78/rtg0mXOjGDfHAD0e1uy5gLnbRZjiXz5gGbNxMJ58xz6vbbw7Bmwfj1w+LCTH5wwQbCMVAafZARJKUVAP14vw32A3r3jLmOICx9/LDTArdGkifi7aZPzbRYubFtzFhBanY8eQUmdBspHqqa7vAiMrFi1I1mRfSRevgRatFCXHzokDkjy5ECTJihdujQeP36MS5cuQVEUvHp1GIAZgYEQnc+sWYCqIa/1FfYo4RD92p49ezBo0CDMmDEDgNBaLlKkCLy8vHTNyaDYFUXnz+tE8DZt2uDOnTtIGV8ZiwFZsohpyZo1a9CpUyesWLHC4c86CqNU3Z88jE3En4TcuRsB+AY5U1UHAHyE/ehS4CRUCwWnERBwE1FR5/DIRdVBty5pW7kSEeOnARDjywULFmDfvn2IkmKRNpAmTRpUqVIFWbJkwYgR+vJmzYBgkw9QvDg82rVGx5nlsGbNGEybNg09e/Z0aH+PHDmCwYOb4vHjAQgISg76PxCUwaFDgcGDxTjgxQvBlHZxQVCoB4CBGDp0Jjo6MJ8sVQpoVPopsiNA15QdMgQoUgQRt8U4z8PzCUwmE9zc3JDPgblIsmTJsGXLFhw4cADp0gkGt/Ewh4RYEkrd3NzQrVs3uFvpcf+n4Wwks0uXLhavbt26cejQofG6GiUEUlPQ+MqQIYNTbfwXmI1v3rzRmFQ+Pj6sXbt2vCykoKAg+vj4EAC7d+/OkiVL0sfHh0mTJuXOnTsd/u6XL4XkTdOmZMybYE5zcSEAFi9UiOzShUdRSWRwVZKVoigcP348Adsu1EZMnSoyCG1L32Iq9fxftCEEpprtWrzGj3/BdOnSWVw7yZKk4pzPPtPe53DGBVBRyKRJeQWFCZXJKVkz6VJFk56e4s2ZM3G3IzPOaqo3PnPpOXPE5g0bOM4qUw17NSMua5jNZgYEBFgcmxb26A9mMwkwCkmYPq2ZpUoJnTx7WLBAIZCWABzP7MqT9umn4q90WTXgyBGyd/XrnIl+cQvXxYVevXgZRTggz1YuWpSwJhzBsGHDCIDNZVZNRbFiJLBBZROViv3BKlU01zgrKVILfP/999p5m686dSqKwmXLljFXrokEwFxpCwib5qgocuJEnkUpNsl6nmPGkD/+KA6zJEoFBgZauFvny3eDALkbtUkfH2bJkoUALFyI48W1ayINeueO45+xh6AgwTZTIV3apQ7f1avifdrUdoQTDxwQAitbt6rMW5WtIp03kyXTRalUvHnzhpMnT+ZxKwbm+fPnOXfuXB61Elq9e1dvyoj79+9z0qRJ/Ek6gzuArFmFPtupU/qyLl1UFtZE2585f/48ATB58uQ02RGQ3L2b7F7zHufhM7JaNW25ZN5YE//swcjQDA8PJyC0Qx1hgUyePJlp06bVrltHkDev2L+DqEaWLcvoClX5M/ryly/Osm1bcV8Z5Xe7dhXbT5ggmGCye3nnacMFvUIFsfKXX+LcB4s+VdojjxxJUugcA2DHjp2173qF1LpAkkTatGLlpUt2v2fJkiVMkiQJp06dqi+UtDJr4cnjKqM+aVK2xW8EyN+/vyOWubs75YIcGGhbd/T774X+pkGaMl5cuyZ2IXXqODYSnaHOfA8MJAGaXd3p5yeu/+3bKZ4DtnT7fH3tP+Bs4e1b7bPKqyCOH6+7bDbClve3pVbZXrd/P8dffyVbtxZtf4zfhbjs+6BgQdHYgQOWyyWVUWXJX7ki3qZMKQ7bkSP64zQuLF26lC1btrTQzjabzWzQoAGHDx/OEJVOWaqURqTVkDGjJSPMFoYOHUoA7N+/v7YsZ07xuSOoLI6dI6z5Bw/IJ0/Ytq3KZFQPqyqFyq4uS8V//P3JXbv0g/HuXfxtq9iwQfSxt26RO3eKJkrkDY1fK9sIydxTBTYjI8XzwXi5BgXpl7JqAu44Tp0SGpIGvTVFEfqmksDOa9fEb+/aNf5j+/vv+ljBgIMHhdbntm3qghs3tJ0ujgvcs4f6YAIQdHJ5IdjqsxSFrFJFLFdZh/oqhcWKFVPHIIeYLBmpXFIH2GnTio3Uz0at+oORkU5LpJMkS5QQTe7YobO25evJE+fbk4iOjuaZM2f44MEDLlq0iHXq1OFcO8z794WxC0zE/x+kvvJX7Z6QjRuTAO/07s1ffvnF4QoRI5Ys2U9gM1O5qy7r1hq4vXpxJvoRIJs3f6ON851h7YaGakRDJmAXLbBz5051H0QF2+vXJJcs0S/slSu1sY05a3a6uYnF8RjfW0Irdyoi3tevTwI8NmIrAcEyN5lMvOPE/GT+/Pk8ePAgjx6NJiAeWxLSUfybb5zYx38BnImvORxsvHfvnnNldB8Ao0ePZuHChfn06VPt9eLFC6fa+C8EG3/88UcCYNGiRfn48WMGOnhXzp8/n3369GFYWBifP3/OypUrM1WqVA5/3hqyzA4A3VxdGVa7Nv9AKwJk5cpim0aNGmllDrLU2h5WqRrU1Qu9YCW13d+lmP+SJWIgtXWrar4hXl5eZLFiQ1m1anOLYBoAFkUV7mjcmLlz5yYAurq6MtoQxIgT6gxqJ+oREHOl0FAxwDt8mKLuA7Bd0mJEkSJiOzumONY4fFhsni2bY7sZEaEfi6Ag29uMGzeOadOKgKCXlxcB0AdglK2EQVgYmS8f1/l2IyAmF3Edss2bSWAvkyTJwurVq/PNq1fx14lLQwL5smE0JZ9FDbBN0O4dxZo1QpF50CDy1Cn+2mItAWHw82cgJCREM1lZY1WKJErObhEQJkqxymoLF+YSdCGglx7bwsGDB5k8eXIC4AGrCWibNqJ9d/ekOoX/q6+0kuYaNcivvrI8zGfPntWSFbVq1WK1amL9Ghcxya9ctiwBcPXq1e95dBKI6tVFZGDdOpJ6yXLLlmL1gwfivYeHnc8PGiQ26NmTy5eLasoNG6gJzrNx41gf2bZtGwEwb968Du2inJhmzuz0r4sFWeK5fbu+rEEDscxYFTd+/HiWLFmSffr04YEDB1i8eHE2s2XIQfLIkSMsVeoTAiPZBqv1Qdi2bdyQricBEXdLCN68eePU9jExMYx0YoYt56er0Yb09eWLgtW0rkJOHo1mK+r4nQsXigmpm5tC4Dc2QVKGWXeKI0aIjTt3jvW9338v5tLBwXrX9McfFDeRMVCmwmw2a5XN11HAcjYodoRvkZyvrjyxO1Hu2LEjAXDChAkkydu3Ff7YZxcnohgjrWQRqChaJHYyBougzyfqNW2zDpE8evQoq1evblO4fNUqUYHtbMmtNZ4+JQGFwDO+eGHHCErqnXz8sXivBjKifdNxyRJRohQZSa3kOtolCbthETehsai/AkTGzypAYheyFt4g9SNF84vjAlmoUMJ/sNA+EC812iOfVw2x9b1nIK/9CnEhunP9j3ctV0jTLLXU2Xo35D7EVzpXs2ZNAuBk6Y5hB1LKQXaXiiJi2kDckgChoaG8efMmA6TRBw33dJIOIurz+nXsDz5+TFaqJDpsA2RZn5xTjx59jUAjVvdZKFb8/rtlue7atbZ3rHBhEUG9d49hYSL/Kz1rJk/Wg7V5cDu25khckOZMd++yVi1xi1p5j9FsFru5bx8Zff+RcGBSn2/xQiZlDQE7GQf08hL3TUy0EvdATcKYjbHaSendoH3N99+TAI+nbigOc+nJQqtClvID4t4MDBR9I2DpliXlE7y8eO/wYdasWZPXDGXuDRo0UMejInHy5lqgHsRUFC3ovvCr6wRse0/ZGs9HRUVx+fLlHDNmDLduNXHTJqG+1LOnHkAHxHj+7t273LBhA/2dlGpo3bo1AXC2M05aCcSIESL5aJ17SMT/B4TJj5rs79SJBDi1cWMCYJMmTZxuT85/k7qprJvx4y03qF6dR1CZ/ete5w8/PGSLFi1YzZBstoe9e/dy5syZvHtXPHf8/CwTS4GBIqcQH7/GGi9fvuSsWbOYPLmQ+7py4KUuCSMnu2r/8bpyY22xI0PGqVOnMnPmzPxGZudz5hQrqlYlAe4deZDGGGRCID203Nz0BK306xs37jUrVarEIUOG2E36/5vwpwQbXV1d+VzVxyPJjz/+2K6T0YfC6NGjWbx48fdq498ebFQUhfny5SMALnpPupbJZLJ4+DuLESNGMHmSJBoLcXuuXJyBLwiIyYPU7JGvJ/GkEg8cIAETs/ld0LQgR48aJVZ27KiPCilifABZsuQVAtCCJ/qrGD/GIvKTT2g2m+np6UkAjmWSLl7UOsJFKQaKoFcDq20k20Xunz1kyya2M9KW4sDr1yQQRmAn/f3tRA9JMVIaMoQPh88hICYB9ia0rVq10o7LhAkTmD5JEgLgIZWpYwsy2DFsWNz7K+Z0v2rtN3Rxid+Wtndv7fhGwJNDOgRyzRpLpo1ks1WAyuZxhK1gzKSrAk/Tpom37drF//GEoHfv3pSB7PDwcIt1depcIDCKrqpuY6wBbaZMjIEbb6y9Gqf85+XLlykDxRFWbpPjx+uO19q93K4dp+ArbYAjY7uSJXf79m3Ngf748eOa8/fMNINYA6CPGpCObzIaH86eJVf9EsVrM/eSY8c6/kGNBiPYJcOGibdSIiomRjBHpHs9zWbLi790afEBa2GxWrXUHxpbB/XIkSNs3rw5v/rqq3h3TzKcAXEpvy/khHfKlHu8f9+fkZG69ppxYBcUFMTGjRvT3d2dp1XnVetrTmL9+vXqPVmWH1WL1o/PokVcjK4iMNLQ9v6YzWYeP37cIc3JD43Q0FCWLbuCwCjBagZ4z6cYAdI7qUk7hcZTW768WCadX9OkUQiI/v6nceMsv0BmwLNk0Y+Jvz+V23fUIKVgvEyeLAKbr15R0I7t9OEWTpOAHkRRmXWz0IcA2bat7d+rKAovXLigJVV/+kkhkELczylSxP6AGgAIQFZ2TL2F0b7p9EirDSxatIgAWL9+fZJkZGQkjx07xt27d2v6e0uX2t43e1i/fj0vXryoDa4jI0k3N6H//O2342x/6ORJ8WXJkokghwwGGhNJERHasV5T9DsC5FR8KZKMGTKI7R1lDS5dKrY3ZHGkmW9WBJBp0jj3o42QHUCqVNo1pOk5V07ghOP8eeE+Hh7Oc+5lCZB+6a30n2TQ9eDBWItOnBCTwXXrBMkvLly8eJHDhg2zCAbagmROeniIRKYYmzg+EZQwmUxs3PgBAXLaxDg+KJm7VsnFM2fE75IVFjlzlhLPQ7dcYnuplSqTTB07xm5bzcoGIRVHDnrHli313wKIUyqJ7xnxROgSOgJDxDc08K3Wnt176tYtoRcqO4X4CB2hoXow08Cu//lnfd9z5rTPgLf5/YB4wFihTx+xShsWqh3rnJLCpXo2PhfCgfLeSppU/C1YkPzhB95EPhZK/pCtWqnfIwMK333Hr7/+WhsjnlVp6TJQmCqVeg0fNlQMXbokXMcBTh4YaPO0HjhwgClSpGDt2rUZZEgqmUwmenh4xBpzBQUJV/B27UQSyWzWtbBbykymg+jfvz/TpEnjVAVDIv6bEPqJUSxX7iqf16vHYKTggo49WbFiJU5PgOv9ixf6vW+Ca+xBqKSfq2NERyGTUL+qgyvpxCyD3OIZt5YFC252iiUpUbSoaG8H6ul9kPwhahL4dqthBO4wadK1Ds3VJ0+eTADs0LAhzXAR4wRSmwME/b6b+/Y5R1S3hskkckObN+su3DL/3LfvSgJ/jqP4PxF/SrDRxcXFItjo4+OTIMqvMxg9ejS9vb3p5+fHHDlysG3btvF+Z2RkJN++fau9Hj165PDB+H/E8ePHCQjR7f379/+t+xISEkrTDz+wpzqIGOjtzWGYQIDs319MpEaNGkUALFu2bLztPX1KuriEaoMSAPxYqrLWqcMV6MDUySK5Zg15+bJCwabYpTEnAbB169acNu0xgSjWx3atfLBAgQIEYFE6ZBcGVeYxGEXAhp68LGmyKg+JBXXA1breWzZpIga1ceH69et0dU1DAPwoczEx8LZVznpHlM+dSVqFQNxluAEBAVowtnbtn5gqmQhWT7QTWHn4UNdbj4t1/vbtW+bMmZdAbu34uwB8GlcQ/Px5fVQL8GpKUXYvS8EkDh4Um+RzVcsEHTHjkefN01MTYJeBKkc06Z3FixcvtHLkGjbK8tq3nysmRRCBve1afZKK9esFdc0Wy8MA+UBtaBUdCgoK4uDBGwiI8/nr558LQ4Xy5fkVphDQ51/GeXqHDh0IgI0aNSKpCyxPyruAnoZ7r0+fPo4dCEUhf/qJ3arfZc3qZu3BLgkZP7ioJ0E+qeOC2SxclABSnQyryWBJ6LH83po1xaBFzcYyOFivlzTSbwID9XYdNMMiBSvv8uXL3LhxI8+fP8/AwECeOCGacXe3LPUYM2YMly9frpUhOgqRJd1KD49k9PWtzN69TezTRzCUrON9P/74I8/HVcOo4uHDh+zR40cC2y2NNyZN4o8YZHdOTgo2HAAWKVLkvaobEpLpffnypXb9feUj6iUvlviUAJkhnUkrV/35Z/0zuXJZzsXfvCHHeiRlA4A7rPui8HARPQFU9xeSDRsyFMm0+8RC6sLoshQczCdPnjAmJobR0dH89ddf+dFHI/jNNybeSauWZ8v67uBgcuBADi6ynYBgEDqCP/4ggRr0TpKfJ20x5B49olZnJCf7efLYZTU9ePCAq1at0qRS1q5dSynr0LevZawmJETcGnERV6OjozV2/A1Dnei4cePoAvDLJElsCtZTUUTdPiD6vAsXxLO5dWt9G0kByZqV/XtFEiC/xXdC9H3+fLEuQwbHGFxhYWKydfIkFy0Sv0tKH/hAZXc5WuVgDbUEY06OSRw6VDzSduwQTaoeQs6jWTPRQL9+PIDqBMgC+Q33nlp2TldXEYBS4WiBhaMwmUx8bXge9eolJssREaI7zp5dzGUdRXh4uBb4AV7bKmLQISO2sizGDhYuvESgIzP7qi4IdeuKFbIsJFWq2OdWDbKNSTKOgN4FyEtKUbQhFZPjrTjOjiRbHj4UH0qShFevKFqbgJUUQUyMrvdgfHXsKA6uLcTE6LPa3LktBkjyvMtgswWxOa791gZW+WKtsuhbnz6log4CB7cXwb6xGCkCgAEBYua9dau+A3ny8MDHswmQVfK/0E1lypcno6MZExPDPXv2cO7cubHYiNLwp04dUst8jh4tTCQaNuSg3mHaWMaIPn360MXFhT179oz1Wzp37szu3bvzgUEDSAbPjXHkRYsWsVSpUpzocLRW4O9IxCXi/xN37pBFizYjAM4GWALnCYjqmITg6dO3BA4Q2MMQ+FhW6hjLMpyMgYwdO5YtW7bknj17SApFBECwGUmRzxSl0OAmudAJNG8u2puZc5qgZJ89Kx6cFy6I/vrdO57YGUxAzHdatWoVb5uPHj3ipEmn6JX0GT/CXj2JYoiURkVFsWHDhhw8eLDd5LwtBAYGcufOnTyhymMoipCKUXMgBMgtW95y+fLlWoD2345/TbBx+/btXLt2LS9fvsw9e/awevXqzJAhA18Z7T6tYEvn8d8cbGzfvj0B0NPTM87j8mfik0+EnsPMmSR37eIa9ZgXBNgZvxDQM63NmolO9rvvvnOobVESV4ypU4tOLZusJy5alI2xmQA5ZAh58+ZdChfX2syQISONTCwpH1MWp0SwT1G0ku8FCxY49iNVBknnfCcI6Ez17dtFliPgaojFoN8m1FI6M1yYzFs4DsdVsqYoCsuVK6ddw0ldPWmynllLqBGPbem7xDvJOXv2LAEwRYoUBDJo7duj8C9YII5flSpx/zzZrqurq8W9NzeuLLF8ggFkhQrcu0PoYVhXtWn6mB7BYsDtCHdf1tsa6m2koaF1pcGHgNRSLFGihEVmXeLChQvs0rkzy6jHZYoz7D4V0dHRmrbRDCtWz759+9RjLphQg6X1IsBOWEZAxMQ3bhQMx3v3nnLt2rXa+ZIam/37q8nFyge5sVAh/tK3L9esWaOVU8QLlfJSCFcJ6IoBMtA5OP0y8R8piRAXnjzRJ9VqWbicWNl8nsu6KFmStm2beJ8rFyMixEDPZKIQo3JgImuNp0+fWlzbUltv0yZNooukKC12UfVrna0AELqS/nRzS06gGj08XmkTVZPJxFMOsqKtceaM+MkWpd5DhnA4xhOwNBM1Yvny5UyePDk72yg1JkXCq2fPnppzrT3UrVuXJUqU4OHDh53a7yJF2hL4iu3zbCRbteKR1Y+1+bYklBsfJ8mTW8YOSYrJbvLktpMUcgIvNbYqV+ZjZCKgV/BpkLW3qsBlpUqV6O3tzW3btmlBt1u3bonyTyCWq6ucSNsiwNgK5Gqutblib69B6gADIivkxKzl5s2bzJkzJ1u0aMF580QTMk8iJDHIuPKCT548YZ06dZgjRw6LCXdoaCgjZeDBHqNC0syzZiX9/bl/P/nDD+Th3RFiwCCTBHPnalXXffGzFrDQ2I2SwuoAJAvExUUEHNOmVZgv7SvGzFuUAPE8FSozv1qmOwTI334TulYjR9olmMaP774TO5ojBzeiqRan0bB+vVhvZdntaIGFI9i6dSs9PDxY2ck+0oiIiAiOHj2aCxYsYKg6PsqYMSPd3T2YJcvluAnu8vqQpfZ2cOmSOjZIFa1HjxRFdPTSKdmos0AKe2+ALZLvFs+6EfotVL262OTJEzIvbrETfqECiGdJfMmWc+dEI5ky8coVPZ8FCENUDXPnkgDNLq6MSp3BMuBoL2G9b59YnyyZqt0jIDVSXV11oraHBxk2ebb4/XFlVjWtouqxVlWvrj+mw9Ua+hMAixYVyZ7++ElscOWK0I9UFJFYUJlUr7KXZCNs4YVUNfSApgMyWP7+Im8yaBBFrTxgYb1sN9lI8vHjx3HO9W7fFuOG/ftFjBQQuegPiaFDh7JgwYJcsmTJh204Ef8afPXVV0yePDknFyvG/Lgh42AJwqFDh9XxaB4+TV/MMmusVgw8Sl+Kv/66jceOJWzsSOoVNzKRNXmyiUB3pkhRgC81sVjH8OzZM37yyR4CZ9nns2gL/VlrzJmziMWLl+a0adMcanvrVrGfZXBadIqKoic7Tp/m1atXCQh9c2eS53PmzCEAtlA1kmWy0vhyRkb634A/rYzaqJfo4+PD+xZPzz8fYWFhzJAhg6V4uhX+a8zGjz/+mAD4ww8//G37MH26uNEKFCDNr4MZtGIF3dWyzCL4hoAYM0RERNDb25sAeMERZhr18tk8ecLo7u5OrRQifXpWxDECQt5h+fLlFAxPURLs6+urBV8vXSKbNDJxqIvQs+rQooWmWfi1pHE4gvPnWbmiySJOIkv2VL+XuGEykSNG8E6nsdogJybG9qY7d+7UtCWNr7OA7XpHdWb4rHhdbtgQe2xtxJQpUwiAjRs3ZvLkPQnUIwCmSZMmdud7+DB/yDidgGCmxYU3b95w7ty5lExbuc/1jEq61sicWe+p06fXZH2sJccePRLL4yoPjwWpxKyWUJOWem5x4cSJE05pl4aEhDBTpkwEwBVWWm7WGKUGJbqrDy2J16/FQHrSJPu/8ddf9RL1R1ZCWUFBQSxQoBBz565KAPxI1iMBbIBtBETF0549e9i/f3/+/PPPWltVq1bV92+U+Njnnzv88y2hskbSuLzS5iKkiB8AZJeCKhXQYBhgF7LcUr2GYmJENhGwDO7Nnh7FJTWWMbCAWgvaoIGIrn3xhXjftaumwVUzx31dZ+qPPyy+LjQ0lO3bt49lDCMRFRVlcT9OmTLF5nbPnz/noEGDHMrGWuP2bfGza9W6QsBswaKeOFEYAI2MQ/LAHjRtH/doKi1aikxHt27shbkEBHnEHiIiIuwGTX///XcCiFMHyGQyaYZkl+IwSLEFSWJr0lgEs2S8r0QJwcIz3uJms5B4q1tX90cxm81xs3tkYEey5osU4TVVvDyWycno0WLbTp1oMpmYIYNI1ty5c4fdu3dn7969RRJ240YRdVIZ1RJly9qOj929e5e5cuXiyJEjLfrge/fE9l5ecfR7U6fS7OFJxdvbdiLKQUjdN09PQa5atEi8t1deb4TNQbusk7JXxxscLFiYAOntTX+/ijyGioxIYiin6tGDNJl0nSv8qgsYDxmiXhjx6Fw9faoFOWQwJk+e+H+TwzCZyMmTmTe3GBscOqQuj44W2a1ateJ3grOGpEsDXIZOBHTCHknBWAdEdNGAHTtEP3v4sNBY3LrVtvGPxKxZs3jkyBGbWndnzpwhAGbJksW5fTdg8ODBBMCMGTNqOq3Pnj3TWc4XLwrtxIoVY39YZqesKi4WLBDjL0kADA4WCd8/VkbqAWr57JbK/dYJz88/JwE2zHCWgLjW580TsTkZGw8JDOFLpLGcTdapY3BhsQEp3qvKP8XEiMRv8eJWYz114DgEk/jzIH89SCpLSGwl4mTytGlTi8WSINm8uegjpFLP/gEbxH+M4oZr1ohybRkxkC6MNnRl5Px8/z5dL7EnwMKFmxEwsQNW6MfFyPy8dk0P8sqXp2ecxlikKOfv1asXx4wZwxMn1PPw7JnehnrCpWans3IPpCBEAJb5GVv98ftAEkAcDY4k4r+HqKgo8cw0mZgh3VsC5jhNtuLC/fv36eGRjz4+DayHG1oyoVrKCwTa0NXVLUEsRJKxqkhGjhTvHS14MkISM9Kn/5R2htAJhiS050nxTPT/JpM2abi84S4nTXrBgQPn2x2728O2bdtYvHhxDhw4kC9f6sxMWaABxNbm/bfjT2M2NmzYkC1atGCLFi3o7u7OunXrau/l689G7dq12dsJYax/u2YjKcpioxwVSv8T8PatziZZtOgCa9SowbRqQMXLNRlr137M7dufs127dtrg1dGMwu3bgtVRp2Y0KxYU7MalixaRLi7Mh5va4D4qKoqzZ8/WAl03bKUY1MlPsRw5tGCBPUMFCwQGaqxFKX8hiXUtWlh2wI5g7VrxmdKl7W8jgwoAWLx4dWbOXJ0AOFUO7KwV2TUHFWsxSUvcu3ePWbNm1QZDglgYRQ93oWl207qkdPVqrRTekdLjJUuWEADz5MnDz6qLfU7p7m6/zMTAviPAqRMibY59w8L0zeIjkGqQT0cDA9C6FMAWZMC0cOHCDl+nLVu2pGTe2rsXFUWUJE7PWIIAWNEoOh8YyEuTdmhzDnuoU6cOAdDPYHRgDanp6O3uzij1oJXBaQLkli1ktWrVOGrUKH700UfaNfaLwY33xQsRmErwg/PIEUbDXTtfcm62UNXvb1zqcfw3gIRVKZ0MGKZObZi8RUTwVvJSFteRxSQIIMuV44PiTbkJTRicRJ1AVqoUayZuDOYOHz7c5i4pisLHjx87LSLvLKRRjDEe2q9fv1jny1EEBoYQOEHgDsPgLaIRTZuyOxbSzdWcYNPcq1evskGDBnwca6Rr/f2B/OOPP5wup966VUygu3QR7zU9vKq6E61cZ43IyEh6evrQ17cEV658w4iICN04SULSB9OmFRPmrFl5AuUJ2HDyleK1aodvNpt59epVrZ94907E2mORgN++JQMDmT69KK20zrVNmDCBQtbC0s3DaPrxZv1+u4EOaXR99art4yCxZ88enjt3zqZBj6Loz7f9++M/tnHJA4wYQVZKcZnb0ICMy1jq0SNd6NL4yppVPNPU46oFPiu91uUXZHTUzS1uK9natcXN9OYNf/pJD8x8SCiKLqVnITUikxrOuu7ExGgW6NJJVMbCSepsXDsSJZJgZ5CRjIXAwEDKSgRb5zIyMpL+/v6x7teQEBG/ypUrfjLouXPnOG3aNK0ULxbkObSlRyptpw1BG6MBXnCwmLT269ePe/bs4d69e3ly4kQRwJT3uKyVTZJEZ9UFBGjONsVyhxKwTQZWJglpHMVD1Q2UbjglStgvuX/4UDzoVq7UFsUa+qjJOJOLG9PjGUcPeCPa9fDQKZbJk8fWrJGJsyFDtEWXLunxSZkfk13Uwn8SIHkAAIt7SURBVC8u6fsrIcsW5EBKTcgurvu7qNBRZTuvX9c3u7tCyNEo3t58/eABf/lFjbsmOWB5z86apX/PgQO8mK0xA5CVt7PXshBJ27p1K0ePHh0roSddai10+hVF13JTo8DyuWitQuMIli8PJxDNFCmeWex65sx2EiYOIjQ0lF26dGGdOnV47do1HjhwgA8dkYlJxH8SJ0+K4pvgYNLNrR2B5Jw4MaE0+DiwYgWZIQOLpHxI4BN6enrxkJYNcwwBAQE0mUzculXc4lL6S3YldobJcWLdunUsUKBAbLLPmTN68rd7d/uSEnHg55/XE5jK5MkNclTffUd+9RVnThQSDPGQ5eOFZE8Cgoh+6hQ5adJmrly5kk8t9DL+3fhTgo1dunRx6PVnIjIykpkzZ+ZYJ8oP/wvBxn8CZFxn2LAHBMDWrVqxjMrMa9iwIX/44QdtEj8oTqEeO9i5k4PVz3dWa9FS45XFBGvgwIEEYP86VE1ldvTooWVWHBJyVUszzVu2sXt3UV4iZYwGDjSM/4YMEfQDSeWyA1nB2a2b/W2ePHnCQoUKERCu3dJxvEkaNVBirSkjnXU7dYrzu4cPH65NMF6+fKlJQ+WBcFCOVfoxezZ3ozZH5PsjTrakRI8ePQiAefN+zRHdHjCpes5u2TomxplDoUJkvXr8epBgh1hrmimKrqsUEEDh1BCfTk6ZMuIDGzdqi6TXiB3iGu/du6ddpwB4xAEl4fPnz2vbfxzHU0zOq7xddxMAfb299QHu2rW6NpedSzIoKEgr1dwWx0jbbDYzXbp0BMDD6vHNn/ENAXLXrtcWvw8Ay5Urx3d2DHcCAwO5acMG5/Rgv//eogxVnqYtK99yBr5goEd2/bzXq6fPcGxBUprU6HNUlGAnWWiSqdF7M1x4vUBzfXIpxeVtvbJnFxFVG7h69SoHDRrkdGnIh0RYmJTiU7hp0wkL5tGpU6cSNDH67LNe6jkfzgfIJmZtlSuLieQfa+2yrB3B+0zUHG1fasctXqwGnhqKWEv69KLb69RJEI+Mt4YMvAMpmTN9Wbq6uPCANSs0KkqPFF26RKZIwZ2oS0AjKAk8e6ZPfO2UssugWL16VivmzuU7eGmXn7UOYlhYGFevXm0zKOPjc4ZAPTZDCrtZEm9v0W5cyjYmk0nrP+7YEd9t1060M3KkTgqzRf6/c+cOPTw82KZNG5vnXhhuTGRp5OHd+NyY1YfopGwz2Qp/8LehF2L17bNm3SEwgPnyWWknqNevXUcMs1nXsjx+XPPi+PZbwzb374uy2veQBVL9fwiIe9dkEgGb03naCaH6HTuca9Aglj+u1gECBp1ok0lfb2esIa9Dgx+OjX1+y969e7OEMRjlABRFN/Fwc9NlMhIEo6aY9TNIs6zWg9XC6VwE2MxmapIi9evXJ2DH2EOOA6T5gsxWlCqlseRjBelDQnQxLlkO0aaNMBIChE19PLArAapGvO/krEOA7NsrRj8GL15ozqksWdIymjt9urjef/tNW/TDD+IcGAn0Unt1eI8XesRZokMH/btu3tSElItkeEFAXKb+/oJN7ukp8gBhbdXPqKUtJ0+KJPv4DDNiP1dlcKBJE36M3wnElozo1q0bAXC0FZU+ICCAY8aM4TLVZnzJEkFuvbTxvk5vb9pU8+eScrjh4eHMmTMn27RpwzA7DOIjR44wderU6rPAhUBei93OlIncvHkzs2bNyn79+tk5cfZhMpk0k734km6JSIRkDQsW3moC4PLljpTHOQBFiaXPqHvaRTuV7G3UqBEB8ICNGu9PPnlNQPRBHwxyHgvQ7O3DUqXC2LOnQmcU4jJnzqre5ydpLckorRXsKAI5DONjS0r4VFfJNQsTrJ3y/4c/Jdj4d2DQoEE8ePAg79+/z5MnT6pln8ktRH7jQ2Kw8a/BDz/o47EffviB06dP582bN7UHcL16olQ3ZcqUTjtXmUwmftyiBT3U4Eh6X19Gw4UuELqHQi5GYa5cuQiA66RemxXe3XxI0xOhOxoQEEAATJIkSWymizX8/MSPUzXtjJCyQm3bUqfN2avJePeO5pu3mTdXDAG7pAR103dMorpE37lzh6dPnxYBKi8vodtozWBUS8p2tpzP337TnRqtUbZsWQJgmTJlSOreLGVRgQDYw9r5RtbUOsAm3rFjB3NorNFNrFRJYUW19P3XESNif0Dq8bm5iYfjq1eaOYmtB9j9+2TQK4XmosX1wXJcGDOGbNmSwWduc+hQMZd8/lzMz+yZWY8ZM8YiENcpnuAtqRusuLi48A+rslwjxIRUtO+itq9lwaZP5zq0ICAId7YgjWGKFy8eZ3Dn/HmybNnmYkCvHl8l+C3DwsjQ0EiuX79eu7amT59un3X6+jVXqGZL9StUECnM+GilDx+SXl48i1LaIF7iRa1PbAf+/Pzsm8Vs2SKSBPPm2f9O1Ur0B3zNb0eY9RKujRuFvMDs2eTChZxeeCG7YyF3fbY24fpsDuDy5cs8d+7cewXgpEYd0JkieJ/3vffr559/ZoYMmTis/yAqLirjs2JFIX5ocDY1YuTIkaxRowbXrl37Xt8dbx8bB86dO0dvb2/mUGmGjx6J02rc5fHjLS8n+XVms5k9etwlcIiF0oiAxBRbJZv164sPT5tGurhwNdoQ0PzExPUiMzOlS9tNdBw4oBC4z5zZY0RgUD4Lxo/ndRQgYJvEFReyZxcmcOnhSc6ZE2u9oujspriS6s+fP2eNGjWYMWNGiwnH3LlzWbJkSf7444+aPm+7djpr31ZcZenSpbSWXzBCBPVKEwA3qsZTdqHqW9YpIownbJmb/PLLSq1PtnDslJHnvHltU/iM+hsxMVr5pKxS/fxzsniqB9yDWrZF4OLD0KFkvXq8ufCwxbl9906/HkPgo+uBOoLoaIv+cXBWEbTRcrSSrefjY7NG+vp1fTLrSF43IUyM2rX1XXRSgpW3b9/mwIFf0c9vBP38FAYlzWQ7Ul6njhgbGDKDMmHn6yveL1++nEOHDuU33yxmpkz52b27DeHZOXPEh4oUEdfIqVNkr158N26q9htiDUllB5wnjzCamzFDRLfk9ZYqVbyl8RUritjk7t1WK1q1IgGebCYqRurXp+7UfP26kF6QVGUHrsl372gxGZf5ubYtDddRcLAozc+RQ1+2bx957Bhj5iygRxIxlvb31/vS6tXJkOs3GKZ2LiHbt2vfoSiK5UUgX/Jaql6dVXGIQGxi82+//cauXbty3759cf4uqRG3YgX1DH2PHuzVS8R/5VcdOnSIstrD3jNXsnj1V0oKQ0nRbIYMOru8Q4cO8R5zW/jpp5+4fPnyxLlmIuKFkFP5goUK1SGwl0AXvnv3Acaka9eKQbdh3qIoet7didAJSbJ79+50cXGJVXIcFRVFNzcvAjn5ww/vx+QzmQxVSlJDFuD5Ut0JfEYXlwxctOgXh9vr3ftzurp+QuAy/Y8/EclkFcOGvSawmF26xG3C6QgaNxaFefKxNXz4cJYtW9Z2VeW/FP+aYGPbtm3p5+fHJEmSMFOmTGzZsiWvXbvmVBuJwca/BlILKWdOfVl0NNmsWWuLh/waK8F8R1GzZk0C0JhyuzYd0gYK06fPZOfOYlKeLFkyTYjcCJmklsaYZrNZY3nctuWWKWEy6aWYNkq1ZEl0hQrUgh52a6oPHOBu1NYmJXHFbTZv3kxZcn7/vj9/+mkJPT3F/l6Qo23jhFcV7qmT5z4BoZFpDSmM6+LiojFbhO9NW+38FLJ2ZlHF7x1RnPfz8zOc65dMkSKCn+QTzsgDbGgC8epV0XbatNqiunXFIltVomazmadOnWKUnDE6aLk5caI43vHJhCqKwjx58hCAVq7q4uLCY8eO2f3My5cvtcDdvn37bJYnGuHpKSbp3i4iCK+5oX/1FReiOwFLMzmJkydPqoY+4KI4otSvX7+mt3dOiuw9WEGOMjZv1raR+qb58uWzOTgPDRVx2nafKLzk7s5iAO/KAF58Nrrq9bKt0GACghRMkgwIoKLeR129f9eNXKRmZ5kycbrBhoaKnxCLbBgSoo2kiuGiiIl/9plo01D3ryh6H2DUekwowsPD2alTJ9aoUcPinIeGhmpJjzFjxiS4/UaNJONiId3c3Bw3sooDFkFleQ8tXmx3+8jISC15sDquUlgVN27c4JAhQzh79myL5Tt37mTBggV5xhFTJxt48uQJZWLIlrZcTAyZKlVUrHmvhOrtxdal9zAAUG1OrSBT3mrQ8TV8efJQpK6jpAYI6OamsRpXrlzJr776igcPHlT3I4aZM2dT+437jEIS/YE4aBD9kZ1flDpCI3EmOjra5vPKiLVr37B/0Q5cjxRWlDyBiAFDtd/syDDHOrkgJ9mdOnVicLCIdSxdqh9HW8w1WT5uz6xIaGnOYzU04T1rAV4joqM15mG5YuEEbJM3z5w5w6JFixIAc6RIISYlpOgYJMvPVnnY/v1aMFJRdLkXyWST+m+/oHMsbUCHUK0aCXD/t/sI6Kx0RTEMG5CRHDbM8TaDgiwu5KvuxblmheFa/O03sc6OcYvRWVkepvdB9+7dmSNHDouyVyNBzl7ibs2aNdyzZ08stplMnLq4pCdAXsmsngRbCY+ICG0mqiiisg6IbZ5cooRYvn32faFDaEw4v3mjy7UYIqO3b4tFyZJZxan37NEc3td3WMsWLQy7ZjLpdvc2Av88dYrcvZsR959o7E8LfyRF0YyNrs0/QkD1s9m6TVy/8lhJYxQfH4dMVYw4NvMsz6T4iFFJvPUshIw+G1/qIFG6bidNqueWAYUz62xmiGrydMHDg2+Dg2kymVi1alWmTJmSzx8+1OV75EtOtEuUYBNsYrqUkXSgOMQmZBX9jBkkW7SgCa4cVe9krMskPDycBw8ejDchdvLkSXXMn5KAv8Vup0tHBgcH8+jRozyfUPE8FYcOHeKGDRtiaWonIhESTZqQQC51rnTI6QSkNTp0mE8Pj+KsUWK4uKDTpNE6NZH4Es9WZ6WRHjx4oGnXx8SIvmzRIvLixUt0cXGht3dqXrmS8KR6vXriOak986XgIsAFvc4SEJJTG5wUVZW6tSdQXuz0jRs8sfEZGzXaQABMn75U/I3YQP369VmkSBE+fvyY79453TX/6/CvCTZ+CCQGG/8aqAa0BPQs6/z5x7TOAgA/+eSTBLF92rcnM2Q4yXmVv2Qrta0vvviGpUuTRYrojEYA/NSOi4lM6J44IQYnhw4dYrZsYmK4ZcsW+19ucMN9/dIUi5Z9+rQMClAXsbA3sdi0iSvRjvVSHue4cfa/8sGDByxfvjwBsH///ly+fIX6+0SwaXqePEJrxzjKf/6cPH+exQoKN2dbGkQygGbUVhVjxf7a8QOglSuSJFu25E3k4+1RK+KUzzCbzVrZd/nyFVQXxkpamyVt2WPLB4th5nDnjpjc2vJmkWZIhXx9eRsQETEHoFbPc8KEuLc7efIkZcA6LCyMXbp0oWQS2mP/zZo1iwBYqpRjD6+8eUMJBLNatVYEoDv4tmnDSRhCILYRT1RUlGY+kzp1apsBFyPSpStLIIl27J8AFu4fsuTMnhxFdLQ+YfXPqpZ0SbqEi4t9J3BFEZQmV1euH3eVGTIYAqcqUySw4Eci7nntmjjZN2/qji9xCDarev784gur6mfVQepN2twEFLZuTcFASZbMIo0bGKjdxnYnxyVLluQXX3zhkDGQoiia2dUtg+1xeHg4Bw4cyOzZszvN4DYiKEiwkm7dYrwB7ARBqnu3a8fGjUUszZb/y8uXL/nDDz841G//8ssvBMCCBQtabF+xYkWtL0sIFEVhxYq3mCNHVGwtRJIbNmyip6cffX2PahWPjRoJdrjJZOLs2WJZy+ovxX9iCTFSF7lLkUJEyvr21ddJoVA3N4uOVWoQG7P+gjmehMB23kQ+MYNXFN3Fwarcd926dcydO3ecCQ2SesTUhvbG68adtGdvPF2DTdy6dYubNm0SxjYUu/uR6rNki5DuCGSlw6dptsRNr5PH3deX+fMLppE9SamQkBA2L1yYkwGaWrfWV8gIlK1nvyy/bNiQN2+K/3p66mQHWTY+DQNFBM1ZqOrwK7+5RsDS2EzKNd5CXpsGHHZx/774oJeXSCqmS2cpNSHvXStzGAlpAg4w1niFJM+ePcvRo0fzqB02szXk82L+/PnaMqnb5+Ji+zO3bt2ip6fQgbbWCAsLC+MXX3zBzJnnEzBzZ8GBorE4qgJIfbjg6hrbP6VWLbFuxafCZTqWKKe06TbUGz95IoJrFppju3bpkgqdO7NhA3FNWuRkpPBn/vyxGc6qa8DPHwuma5YsFsQaPcLp4cGINxGaDGQsYr/ZLBjUgDjfZnMs5q403LbAnj2xdLDtvnLkIOfN49YNYsxYqlgML/RZwOOoIDR91e1M3t48ZyjdlgnZDRv2MXrydMs2ZSZPBmSt9Gpu3Lih9TO2EBISwrt37/Ldu3faM39UD/HwXoPW2tc4KftLUjhVizGRG4FIi92Oz2PKGUhixG+GY5aIRBgxYAAJLGGZMkv48cdP2L37+7XXvLmQ2cqcqbWWKOHjx2TnzrxRugmBFHRxacTg4ITHQd690xNojx+L2Mr7BOYHDx5MH59CBDZRe7S8eSNY44UKccggM4EItmp11OmxdJcuZBPvvTyPEuTy5QyBD1MhiICZQEpWr25HdiUeyHnYORtVjv9FJAYbDUgMNv51GDBAjO1l9mTQoD8IgF5ehXn06FH75ZrxQJZTLP/8OFepAZSMGTIwMjKSJpOJCxYs0Mq17WnLSSLVttGneEMtJZafidPJW06G/Py0kuPx4/XV0izPxYWMmqAGZDp2tN3Wr7+K9VYmANaYPn26Fig6evQoX7x4QQ+PogRqEwCbx6FuLwX+rZ8BJpOJKVOmJGCp9/f6NXn0aCAf5CzE7Op3WkwOKldmUVwiYKMcyAB/f38teLtkyRJVxLsnvb1Tas7UsbRs7t4VTJ3Jk+M8HlJLxxgQzQPwdVyTw3fvBA0uJkZzgJ00ScSDjTrmRvTs2VO9Xr348OFDvnr1SmMT/vrrr7G2VxRFc6O1KO2LA3IS37btJALQ3YorVOBQTCRgYZ5NUrCfpHv6jw5oRfXpc41AMNOnFwHrMZlKsGmF5+zRw59Dhw7Vrvu4GL2SKbKx8AidItO+ve2JnDUMMydtflSsmPisjeOolab5+MSmLj58SCUqWlMySJLEKtioTiJv1u9PQPgmkBTBdwNUs3YWKWJ7l6Ojo1msWDG6ubk5rNU4Z84crlmzhsHBwVy+fDmfGJjPcZln/J1Ys0bEq34fdYEEGJM+kzbhet8sbXBwMD/55BOuX7/eoq/39/fnpEmT3ks4O3dusY9Hjohg1LJluueGNGeaMmUPIyMFsTwggPz0009ZuXJlTp9+jwD5UZVIPVphHcA1mXQhOiNbT1F0XcBevSw+smbNGn711VcWgcL79++zaFHBItgClZ765o1egm0I2JBkmzZtCCC2ULo1JIMolhgk+bhaOwKku5v956uiKE5dkzEx4hjbemSH24pgWUGWY1sZ58aGDNzUry8JX7x4MfZmUVFiAtGs4nNGwNOS2nb8uPigt3dsaqdqgMEBAxgRIRJZxsCR1Lf7Ft9ZGmk4CtXEJfryDQYEWBoDSdL2OZS0r41hCxcvig9mzCgomNaMLcmytfPMWb1aEJelkL81Ro0aRWfKRY8dO8ZDhw5ZTPgURRxHe743YWFh7NevH+vWrWs3USGVCxaXVrMBM2fGuR+SsC4luVetWsWTJ0+SFPI9ADmjm3rsrI+3LD13dRXJqNevY1/cU6boTMC6dcmICClpyIlDgkSE9eRJMcCVkWRr7eTq1RkJD2ZO/Y6AUPCwgCzpVvUZihcXb9fbkmv74w+xMlUqIabo6irqLynUATJkEAUBWoX+nTv6ftWvL0o5hg4Vx8LaHdrwepkqD1egAx8nz2+xPMbdU8jzWGkbHzp0iFmyXCIQxTPd5li2t327GBTLigqD1M2WLVvo4uLCIQaDG2vkUyth9u3bp1Wy96srDHVm43Pta+wZ3McFRVH49OlTlihxNNZh+MJG9X1C2r9x4wbTpEnDihUrxlsmnoj/LubNE9ddPH6eTrR3h8AmFi0aoNsj795NFizIyciqznfzvre2dpEioukEGlpbQJI5gLG04D28fk2GhGhuz/E8FuxCkXOOKVM4B70N9/tCfvON88YzpDC32r17t0U8KTw8nCdPnvzTdcv/iUgMNhqQGGz8+zB1aiSBtsyff8R73YiyZGfKJBOj8+RhJjXgtFAte5LOzUWLFrX7PVJeZkXfE4wBmM/LiwUKFCAAtm3b1v6Xy1lThQpayZWxilVRxOD+xAkyZoVa3qRFPKwgB5q2RMxVxMTEsFy5cpQsNjlpr16dFE6ylsuNiIqyTGoZIRl4Li4utjVPx41jY/W4zjJG4xo1YjbXh7Hm4Ebcu3ePGTNmJABmypSJoaGh7NaNBCI4YoTC8urvmWdwlTTi6VP7k5aDBw/S1dXVEGhMT19vEeAbbouhJPH77yRApXoNbfytzgtZtGjszWNiYujr60up/WM2mxkaGqqVGObIkSMWw2z9+vXafjnChiN1lmXPngcIgFnd3ERwLnNm9sR8AozFej1+XGi2eXt7OxQwkGSeAgWEKVOpUkKIPkOGCdr+llUnLfYgtTPHFlurRWrNsuzdxUVQ7hyFpBW6uNh20zWb9WyAkWaiWvFeQjEtlmDBrjWbtRn9uQk74wwm3rghyJ1xxYS7d+/O76TasxMYNmwYAbCnHabRPwnNm28kUISlS31JZsjAl3kraoMwo6zis2fP/lGDJ+kVsWDBC7ZuLZxE+/Y9wYCAAL548YK1atWyKNN+9OgRfXx86OLiwh9/FJPLkiUVbkqalF0A/moraC9FCidO5KhRQr4x5DfVdjBp0tidqh1Is7TpSYeJ/1y7RlatSn9kZ9CSjRYEpadPn3LmzJlxysPcukUu+fIsJ6Aof8uaNdb626XaEiCTe9mnNZ48eZKenp7s/J7K6GazmWXLlmWvXr3iLP+WcZIKFV7z8OHD9jU7mzbV+pfz50Uw0FoKLzIyknfv3qOrq9CVC4Sf6EtkZ6AoZMGCNoO58UmbTPjqJWfjc15BIbHdl18KZqEjMBqcGasBVBQoIFYdRDUrp6F4YMX437xZJAk05rH8rQmJuFAEfTp06PCXMK/iYuGLMQI5rtpu0XEbo8C9epHlynH5Vxc4dqwY2wwbJkjw+/YJ5qSXlxddXV154sQJNRE8imlT5ufvgMhOWEPSHyXrzjiQk+Lb4uGsXVuqFDa/LHlAjXypGghffWU7WlCmjBYUy5zZhjSwqJ/Uyiz27RPxy4ird0XU0MjuNJl0p3ZZU1y+PElda9vFRVVIefxYz8hUrkxGRfH1a4OWo5y5G1958sReliYNV5aeypJJerFwpix2nwHSc2fziBM6ExQQ0jb9+on/lytnwcaUmtOxdMENaNasGX19fblmzRpOnSqaaV/vFQlwIoZa7CpJrlixgt99912cbElrjBu3iXny9GeKFNs0aZVatabwu+++Y0BcZnXxIDg4WEus/5ccaRPhPA4dEtddXFMYZyDzU+nSUb/XZ8wg06blbWRlx0ZH2Lnz2QS1vWrVKnbu3Jl79uxhly6i6bJlRTLS0UelLZw5c4bt2+8i8IKffx57feHC4rtsVenFhUOHDjFz5sysIOVVhg7lZxhNqB4PgCCLfyisW7eOAFhNE/j+7yAx2GhAYrDx78Pw4Zbjs4RCd3w2c/rnn9MLOrvx+vXrGvtsmS2hQhVyrPbTl/7iP1mzcufOnZTadXYhZ7mTJmljMxvGXAJykpAnj+31EydSAWyXe1FkRlu3FhqXHh4eWtaelOVe0fTwSEYAvHTsmKXG0YgRXNF2MwFBiLAuM5GljLltDcJJMjCQw9Tj2svKFEUG6Wz5sRiNeYoUKaIFMn/+WXymYUNyXPbsBMDW6kDZGrKKdscOwV4wCs5Lhy8AzJu3LYF3bFFlPgEwtaurXRdlmTp8Wr+LNiiXDxpbD/hTp04RAH19fTl37lymSpWKFStW5Lt37zQtSuuy465du1IGWB3F0KEksJN5XUprJjFPmjUjXV35Fsl559hzC1KeyWRilSpVGJdEgDW2bZNzqlsUGU13Aq9ZpMhmLaAaHxNTDvRb5rvCFQBzJE/Ozz77TJ8sWRsGbd6s6zVZQwrAlS3LI0cEufHRabWGTTrVSuph8uQ6NVotOfvRYwQBURprAVnemjw5w15F8N49xzTrPjSuXLlCb29vu2Xp/yR8+ukGAqCPTy4qgYG8eeCJdtglIiIimCRJErZp08ZSUsEJ3L9/nwC46UOkwCmrkPcxWbL0zJChIQGFadOKfsfo4BwcHMxffvmF+/bt4/3797lo0SIeOyYuk5w5yTEqQ7i7LUqB2mnFFCzCpJ5musDMsLzF5cPH4X2Vz73PfVUm++rVZIoUrIDjBOywmOKAIP+J85bF1TVWoulhwbpsibX8pHpsTWGJ7777jgDYvn17m+sDAgK4ePHiuCVFSJ44IRJeyZIlizPBsm8fmTSpmW5u4nl1045rsua8G4eep5S3cHPLTYA86lmeZ6wfSFLmoVw5yw/Lel9bLiZmM/3z140dcPHyUl0p4sGDB2J7Dw+b5jRaQOYPJ2UQtmwRH1RN3OSka98+iqibrL39P9aEUxSF/fs/JHDVtvecSvnLnl4wBGUMOSpK5Jhev37N9u3bs1atWjSbzZw7lwR6EFBN0YwdmoR8xqi1gFdn7OXt22TMeN0BlVbO6T/+KBZ3rOKvz7JJvRza1dXSlalgQe0+t3ZhZmSkHpizLj2RGo3W9uHSOVsyBevXZ0SE7iezZQtFW7J2PmdOMjCQ334rEs/aIylvXn3mvnmzaK9CBRLgz+jLLzGVRzovIIODGRYWrulQ20soyGHA/Llm3lp9gUMLbeILpBVj29SpeR85WCRnqDC/MeD06dOMiEOP5/Xr1zSbzTx27Bj79VsvfzK5eDEHtX2onabFi0VfL8czc2zpZ9rBwIEDCYCDBw/hhQvkqlUmpksnxnjx9X/xoWrVqqxYsSIv26MVJyIRFFUk8lp++dK2t5kz0GXMrnJpo5Z8BTVp4ohzXDzo0UP0qyNHjlSDpA8IfExgjnWxh9PQJG6s+Dd//LGOLi4lCIyL5RsWH27evCnmh+7uDIE7X7ZvTy+kIJCJvr776O6u9pvvgePHj/Pjjz9mdHQ0Z86cyWTJksXJ2P63IjHYaEBisPGvxbVrogN5+5ZaCUp8WnnxYcIE0U6XLgrr1KlDUerqq05AhC5QuXLlLBw2raHpv3wVqg0Snz96pAWy7DLGtmwhW7dmzIPHdvV1oqOj2ahRI/qlS8f5AJVMmWw/PQYMYGUcYXKPiFjVNyS5bds2LdBoPUkfNIgEzMyUSeggzpQRtOBgMQIHWAanCQh5LyOuXLlCyWq0xaD57juyevWVrJivCAGwUoUK2rr4nE6lEyAAlihRQitBPXJEMNEaNCB3NmxIACyQJo3lhx894osTd7WHbs6c1IJKN27c4A8//KDtt9BObEWAbFrrLXOr37nYnlmKKhp2sP5ENfCmP9xtzUMmTRJlzc2aNeO+ffsI6HqK0nkVAH9RnWsePnzIVKpT8yonVPi3biUrVpxCAEyhtvmbi4sQ/R871uK6MZlMLF68uBoc8qG/VTmTPQQFkS4utwk0p5eXt7rvK9igwX3teD6xYXZkxK5d4lgVzBjEZep+fvTRR3pKNmlSvVR5zx49Iq1O6jt3FgTfY8dIfqK6UH/7rVaRunraY/EfqYytKHr5h6wLU12nOqQUQXQruTud3uFgENYWHj58yJ9++slhZqoRMTEx3LBhAzds2MAnT57Elgn4B2Lx4ggCi1mtmggiynitdQ7Czc2NefLkiWXu4Cg6duxIAKxQocIHYUhOmiQG0q6unkyWrAiBZ6xYsR1dXV355s0bbTvpJl+oUCFGqWJpUVHinoiJIY+XKcNxAPfZMFrhixdUxWa5HB25K4VKUUyZUjRgQGBgIC9cuGDzt/3881Hmzl2PbZBdfH7mTHLpUmZO+pKAlWGEAxDqGxFM5VWRHStV4gsriQAtCxaHBp+iKLxw4QKvSmcUK8ycOZMA2CCeui6z2cwjR45o/aD97xN/y6ZNy2wAj8RlkPLiRZwibOvWraOnpyeTJ69NIJBucKUbQNPWrfpGz5/rQThjYPPOHXLjRoaGKBw2jFy50tDFqvTLd/DiTJ/hlg8hIF4NQZ46RQJUsmZj+/ZC39IoLSUDMk7EQQQOHRIsPJXuIeNIZ89SLwdOnvz9Z6hO4PLlyxwxYkS8z6ATJ06wX79+FolSW1i9erX6XCoX26/JbCa9vRkBT+1UGN2WjZAl/ULt5hyTeW/jI/kh63J/s1kz9CHAA77NuQt19PP9/fexjqmMAdat8i52YFkN1nHqVP0D2bIxKwII2KgEkYFDP7/Y505KAVgzlxVFD8gDZJs2XL3KxCSIYu0Ml2keMlQMtADx/PT3Z3R0NJs3/57ADWHQZmTgPnki7rXwcE0iKDBdcR4/ro/voqOjuWvXLnbp0sVm/6YoCuvW3UhgCIcPD9GMs9tXvC/kax494umBKwmQmTOHO80WlEaG4uWv5Q/27RNjVUNuiTt37mTLli3tM6dtYNu2bRw6dCh3qczg6Oho/vLLL2zZsqX2zEhEIv5s/PST3h117fp+bSmK9EkTc7htAFmokH7fJ0TMWcX27dv53Xff8YSqx1qokPQQKG9TFckZrFsndq9SJfEbZHfz5ZffqPP7nnTi1tbw5Zdb6OUaxBZYxx3lytELqQgU4oQJEY4WqNjFu3fvmCZNGgLgejVz/O7dOwZZjRH/C0gMNhqQGGz8ayHH6nv3xu0s7AwWLdKDUI8fP+b8+fPZtOlv2oAkSZIk8bqUa/ovfRXN/ZJ37zJz5swEwMO2mA8G+PvrCWYjsURRFDZq1MgwOAJH2XNubtWKhXFFOz5GhIWFaYYTn9vglIsqnzzad7SSA8zdu8nAQMbAjS4qTdw6GCon/q0M4uhGZM9OAl21tlOkSKENMkNC9OeVLakuycQsXLiwhYC81DPfv38/i6nH2M3FxXIw9/nn3IF6Wvvy9euv5MiRI7X9adu2LSdOnMgVK4T2WpbMp1hBZbN+ZK9kfZgoYRxRdrd27cj2bZXaShH86dOnU1EUTp06VbsmFEXh0KFDCYBJkybl6NGjtRL8smXLxmvYYo1r165xdKlS/ETVTuxsPWFRYQxyWjv8xoeyZZ8TMJaf52axYoMIgLVq1Yr385K0k8TdzMflKvFI58589uyZOKnlyomVAweKSI6kWZQoodXiyuqvA3tNOnX16FH26CH++/WXUfoJkTP06dPF+2LFxPeoOnWVfK8SEHM1De/eCcc9IFadhfX86MIFETcwxKQ0yCBzzbgcc+3gkSFZ4UwZ19+J3bst74H168V7Q36BJDlo0CDesMdUdQDPnj3j6NGj+TCW80HCsGmT2M+8eQ+xTJkIAmKZtUD5y5cvmS9fPi5btsx2kPP167gH3pLJbnxJEycDZFDTVun8/PmCed1QWiJ+/DEVRScnPXggmIZNmjTRnKzjwo4d+u1lE1Ko98KFeNuyhwsXLrBatWocbxQk/gCIkje8reCuAS9fisNsb6wQExPDevVeEoiiTNS8sTaUkmXwX34pWNbZsmn6sidPilUZMxq2V2d6k5OOZPPKAYLN+OCBnsTw84ubKr1vH5kqFZ+WqE+I/KXFM3LFCnLc0FBe+fWCODdOTEbu3xeBrpgYWiY5V6wQb6pUcbgtI44dO+awJq0RtWrVIgBOjJXxsYRk+3ezYWRkxP379+nm5kZ39wrs0UMdUEVFCfbfo0ckwDuu+QiIWFp8cVWDqTlvJSms32jW8Pe3LHOQLztO5Js3RxPYyRzZ1+jbSnFbKYtjvDHTpOFBVOOqyQ8tnzeKQk082mp8uHcv2bV9BDegmVhvXa1x546WBLH7qltXe8Dt2LFDfS6lI2Di01tvybRpRTDSeCB37hSftaUrEw9SpsxOAGzUaI9WnW7M++7ZQwKRTJIkB6tWrcrn1gmSOPDmzRs10ODGo0ff2jQL/CejRYsWLFOmzHu7Wifi3w9ZBTFgwPu3JRjwn7FQrpLcmT072acPQwD28cjAOXNW0Wz+MMmpQ4dusEGD79m586IEBQKNmD//JIE5TJPmPosWFQohb9+Kef7GjRt54oSTmVkVa1X1p0o4SpYvz8bYQOAVFyx4v/2VmDJlCgcNGsRLly59mAb/T5EYbDQgMdj410LqVU2erIvJJlBaSMPWrbHHRJ06BRMo5tAAmBSVbE2aqKSpAgUYCLBU3rz08PCgpIhruHNHiCQaOOKrV+vjOomoqChOmzbNENBJo/3/oi2V+2XLmNUniEBsdsuGDRu0z7az4Vx54AAJNCWQlACY1tNTlGRPnkxeukQF4NM0hXnpkmUw9OTJk5rm4dmztjU7KlYkgc1s3XqkVj5z79498tIlPsr3kQg6JYk94N+7dy8lU85ep7t161YCoKv62yyYNW3bchy+0eJLAOnubmLPnn2ZXS29NpZJSjMeYKi2zsXFhY9slZP17k0CvNR7Dhs0EBm048cFYcR6V4OCgpg0qTiuX1q7s5B88eIF69SpozmEy1fGjBl5584dm787XigKD2zfTgBM5+tLs9nM4cMFO0Zqc0kWb0K0QPbsIb/6ahH37j1MH58cFvsdl9yAhNksqgk9PGzM2WTEKkkS8uBB/cYwsOAk0fH+74L9w5QpyZgYjSlSoQKpUSKks9vr13pE5tw5zYG3Rsbr9PKyumdmzhTb5cypBThfvBDmAdbG51JCylbJx5o1a1ipUiUuSMAoRFEUdu7cmR9//HGCza/+aly+LI5F2rTiff/+OwmY2LQpnWKH/NW4JTwC6O2ta+HZ8QJ7v9/xzTc8gOpcg9Y8V6aniFLbiHQMGjSInp6eNu+l27dvc8GCBTy5fbuInkVFMSxMv01CQxXN0dURVvSZM+JzWbLYXq+ULEXFLxNt1RtFREQ4nQyxhwQxVCdPVmlPtsu3JeL7jaRenTCstDogGDrUcgM5UEibVp9tqJ2BTFhq3mwqk0xxd2e3+vWZKlUqvbohIkJni44ZE+9P3LcrhoANmcBFiyydgT08RALFAcjnoTTadndXyZ+ixCFB2jQmk4l+fn50c3PTWCqOYtmyZWzWrJnGBrOHu3fvsmrVqvEyG4VhUag+VpECjuXLa5mF/Zk7EhD3u9z/jh07sk6dOjafu0uWiOfeu0zqubNFIY6JIQHGwI39XX5iX/zMl7tjB4UiIiLYvHlzZssmDEvc3XPSJAX+ZBDp1Ss9CCjLZmXE05oBaqsiQIWUCfrSc7ZlW0bIQLrhZfbwFIPatWstmMHHjh1jo0aNmCLFAAKqu/vjx7GD3dKwsGrV2N8XD+rVG06gJ2vUuMDy5UUzGzbo6wVpOJCpUzclELdOoz1Ya2T/vyB37twEYGEclohE2IJ8po0e/f5tdewo8hl7dqsUwXXreEIb92eykMRNCEwmEy9cuPBBYykffSSJOqO1ru1DBF737RNtFU71mGzThh9hLwHhc/mh8Ntvv7FOnToOzaf+rUgMNhqQGGz8ayFLntu2FTJXTZuK2N37ICCATJ9etCXnOw0bkkAEhw8/4fwkqH59xgBM5umpBWDy58+vtyPSsiJVpKJBA7GocWO9mdq1a2ufr1FjLAEyRw7hLtqlUyebVp7SrMTaX0My6z755BObu/zuHdmu3QvOmvWOXl5eInAHiKeVWm7KQoUsPqMoCvPmzUtAmJ7YgzS3nDn2NUurjtJr1qwht2zhVRSyCE5InD59mp7q8evTp4/dtl+9esVNK1awmHqcVhs75jp12AwbCOj+IAUK7GSGDBk0lmfmzJm18nhFkWS2y2zc+FMWKSJKBmbZspeWpbuqcFJcl8jgwYO18zh48GCLdQEBAZrLdsuWLTls2DAWK1aMXl5eTJYsmdPaPIoiYmpXrpCRkdGa3uihQ4co9Yzv3hXGEdI1+qYtsUwnULy4zgIuVKiQw8GYhw/jqG6UFvGS1mDQKTVWbUX0UYX0VVEWyRB2dyfDqqk3lXEUJMVV+/YVDCWA/PprKorhdvL31wOVhhrFN2/07zXOq6TmmbWpqxH/JDOUPxPPn4tj4eJCdusmtHhcXX9h164xzJYtG1u3bu0UC+WvQnS0CERVry4qSO3FEuxhwABxaT19Kkovz507x1e2ajO/+Yat8AcB+671Em/fvrXrzOzvL4hD8iskU9jTU/QBV69e5ciRI+M0WTG2JeIUCpU9e2nq0cPixly9WrDq6taN/dm5c+cybdq0nDx5crzfExeeP3/OXLlycciQIXHKlRjRsiVZKf9LYehiS693yRLB0PvpJ+0RZs06v3PnjsaGV3MP7NL2nTiR1vdsTAyZKZPYqFMn8ffjj0kaAjpfUlxMajRP6dJFc8BdbxTTVA3GmCqVriFrAzExciwiDMc1hIXpF6p0bZOvzZvjPXZWcSVdZ9gWjcxBPH78mKVKlWKqVKn+1HLRBPWlX3yh/1g10PtL8akEqJVZP3z4UBtzFS9ePNb3KIrC/fv3c+GQIQw7dCi20xCpiaXdgdD/9PKyPTa4cOECAdDT05OpU6fhmDFjGSMHKcbzJ4OAUq9r3jyhH2p9X8uaehsZL+lN80kaVbukePHYZSRCtJu3BsxigXSv2LJGkG2reBXBwcEsXfoIgaP2K4sAPkN6fu0zm/PmiUWHDh1imzZt4mW/btggdrVcOT0ubywOWrhQHy9/qGTHyZPCnD0qSjCL5s2bl2BNYZPJxFu3bnHv3r1cvXq1fe1vJ3H58mVtrJXQfUvEfwPv3um5iXgk1BOG06fp7+fH5Em6EehiU7bYGRQtWjT2c/I9sWrVKtaqVZulS6/Xun8Pj/eq+iYpKxk2EQDnf/01l9X9ld82Okd70tEJQffu3QmAQ62Tnv8hJAYbDUgMNv61kFpvefN+uDaNWg4SJUuK77GlfRgvPv+czJSJ+wcN4vXr17WgmcbOk6Ly6uzt/n2hRfndd7oHxosXL7TPVa9enStXihLmYsWEmL0HwFdW1Buz2bb+4ZkzZyjLRhwpx5QlTTMAsl49fWJUvXqsbSVDcJy1xbEBcpw/7ON77KUOlIYOHUrOmMHHyMTh+dZaV/4wZ86clGXFwUahKgOmTxds1J9/JrupzMFRxgx3iRKsgsP0cDdr+uVlyuiBv5QpU/KUlfBRtWriGK5dS04aN452dcbq1xcNxlPDHxAQoJ3HESNG8JZVFFhRFO7cuZM//PCDxl5TFIXly5dns2bNnJ5YxcRIfXqFu3df0Ix7PvmkvfawPX/+Hr/99lsCQvPufVG8+BUCuZksma/TjBaJQ/v3c/qUKbwin9bnz1vOhg3C9jKwkj1JIBXJ7Nm2jZGRkYyJMTFrVrFoX+s5emBRQpZ2pUol2FCAZRlrSIhOmS5RwsqeWtfmlDIFMrgG2DbC/q/BZNJjHz/+uJCCbXyNx46dpZubG9OmTfvBJod/BhRF17BzpspbVhpf/OM2K6dLR7uswv79WQt7CPC99IhKlLCMS5w9K95nzux8W6Gh8hreST8XV35kFWldvFisb9gw9mebNhXMIkeDjTExMTYTKLNnz6aUjXAUGTKQQDgbw5el3N1jG0N8/bXY8a++0oiIlSvrq0NCQpgjRw4WL16c9+/f13ymLIJ61hgxQmwkOxnV8KN2bUNeQ3X9UFKn5sW9e7lz505eunSJyvnzQs7i+HFLJ+A4ZoIy6OLlJSY4GlQJiBi/rNzXerYeRAKE7ERcNp4DB7Ks21mL7rV6dRqzbaqAY8KQkDJqI4KCgtizZ09N5zYqKop3795NcHuKQob7P9MzseprXMVtBAS7U8JsNnPnzp12EyJpVQMouyWsN26QAHd7NyNi52c1PHnyhDNnzuSkSZP08Y10TjeKcEodikyZSJOJAQHkggVWMjmS/e/iIoxlVERHRzMiIkIbvlXL7q//fuv79fvvRaB5yxbeuGFwJreDlStXquOoahasqZAQEX//4w+SCxbwMKoQ0Fm5ZcqUIQAOHDgwzvavXhVx1pEj9V029j/Sr6ljx7j30x7CwsJ44sQJTplygG3akNu365fHlSuRTJkyJWWSNiGoUaMGpQQTAH7xxRcJ21Er3L59mwDo7e39n0lgJiJhMJrE2FBRei/cvn2bly5d4ruAl9p3SPWHhKJ79+708fHh9u3bP8xOGqAoQj9cFDZdZKFCP7FEiSeO5OVs4upVEphMQHgJ/Bm4fv06Z8+ebbdi8L+AxGCjAYnBxr8WL1/qHaiTutBOQU4enZVFefqUDAuxzAg3b96cAPit1JXSHWlI6np/stIyJCSErVq1IgCmTZuWQUFBvHBBziPuMZMavPrZaLEVHs63J65px0YmrhVFYeXKlQmAnaxcoO1h+vTpBMBSUFkAP//Mo6jEAXm2WNDEb9y4oQUxbbJ4VEycKPapXZOnHKUG+mrXqkX27y9WWLH9rl27pg3SFi5caLddORD97DNyplo2WF3WRJFyNsro0xe047JsWYzm/rxy5cpYbT58qEoarVjBq6pxTNKkSWNnpidP5t6a33PX9Gt2xeVJslu3bhTM1BpODQ4nTZqU4Embnx8JPNfK2wGo5fyBdHUlO3f+VFvujMuiNXbuFISLtWvvsUePPrx2LYEU42rV2ELdnxkzZujLe/XSb/Zs2QR1rG1bvqrdlr+hLe+7q5SHChVIReHIkSNZtWpVNm0qtDe/rK+WY1eqpLdpMunRpM8+E04zsnTPZBJUCUB0ADb0AKWMw48/iveqB0QsWaqoqCju2rXrHx1Y+7MQECD6H0VROG7cOE2G4PTp0/8XJSGBgWIS6yDBjqReel2txFv2BJjG1dV26Xy3biyNMwREVa41bty4YVu2wQqNGgUQ2MWRI8W2ujyaEzutQtd7PEYAzGoVjBBu1eL2s0ZMTAx37doVryEUKZhj6dKlY7JkyWL1p+Hh4Vy3bh232joodlCwoEiqJIc7AfCCtYGNWjr7bvQkVTfYMmBx5swZpk2bljly5FBZpIKsNm/ePHbr1o1HjhyJ/aV37lgmQRYu5I4dujrD1SWnNEONB6NGEQC9vDKzcGGFVz7+TmwkAy3C4lhkTm2xyHr04OS8CwiQHTpYrVNNPYZCGJS9hq+I8sia0/Ll7TPTOnemAjB7qmDtZ3z6KcWNC4hsQRyOvn82ZAC7cePGWnDFboVBHHj+/DmrV29FF5ciLFpU0cvg1ehXzyrXCThUyU5S9AeVKn3MnDnr8+RJOwPDgACyVy92yHuKgEZ8tcCwYcOYLl06nrF2SD92TNzIxnspMlIkxgByzx7N8KBiRXV9VJRO/TPou546dYre3t50cXHhgAEz1Z+siMFY3762S6njQWRkJJctW8a7d+/y9OnTTJUqB4F27NxZ32bsWP0Qk+RvC96KfrGaeB5s2bKFHTp0cJjdHhoarrVnLJ75+utQAhEJqfYnSe7Zs4cAmDp1AUJNMMjvefgwjJMnT2b9+vUTLF/Sq1cvenl5MVOmTMyZM6ftviQBiI6O5qpVq3j69On/G2mVRPx9kNf0+5Y4G7Fly1Z6e3vT29tbm5dae3MmBA8ePGDfvn1525Aw+dAQ+b3+6jOlQ7webfYgqkHC6Ob2BQ86MWZJhHNIDDYakBhs/OtRvbro4Nq0+fBtv3sn2GGSIRhfhtcIWYG0caPlcpkFzpcvnwg49e1rwYqQLJVlyx6ySZMmTJYsGUX5oSt37NhBkqoml0Iguzb4LuPrq3/JqVN8iCwERAmpjGsZjVCsWXy2MGHCImbJUpnubmICd9bNjfz2W07DQBEwNMg9SmOYxsbabxuQOnqenpm1fUnu48PnslRWugNTDKbKli1LAGzSpEmcAbrly8XHS5W6ymmffEKpsfj06dNYJzF79kVMk+YBhw//jgDo6+trt0SRJJXjx3kPYHo14Lhly5ZY2wgtSvumojExMfTx8SGADzbYdARlysj5ZnM2a9ZMO55Ab2bLRi34nCRJkvdyOJOVhI5O1qxx4YK4nr7Iso7TALYsU0a73kmKiJVkENl7+flpFDRZhtGy5WQChenq6s0wgEyXzpK6LN2catbksmWCxTxhAkXQGxC1J1b3SkxMDIcMGcLChVsSWKNJxMlq+v79LX/bN98It7sCBQr8o7UKE/FhIGUwAHIXqlKxJUJLkm3aMBIefD5+oU1DrOrVqxMA5xr6RFvIlasBAbBmTbHd5ctCZq9ixQHs2LGjhYO2I1i9mly37h0P9RnEIGNU7vFjfp9BBCsSIItmAUVRmDNnTqZNm/aDZOul83xvzwrcAjD0+HHLDVSm2MJOB7VzY00wevbsGS9YGd+0VJODc0qXFsEea8gBCEDOnMk62W6yEo5yQcFpVCQ9ql49bly/nilTpmTy5MLgZceIw2Jd/vyindBQXXzW2O9J5M/PAZhOQJA0NagGJwRYIs1DAuQ5lBT7FRCgU7RWrLBsLyZGZE9FlJZf1BHBNl9fEefS3IxLlYr32Fvj9evXDpe/x4fr16+zRIkS2nhlz549dHd357Rp05xqJyoqip6eSdXn/Q2dEu/uTkZFMSREMFQePSKnTZsWbyLESPw8/eUq0k41h0puFOflXOz1GTNmJAB+9tlnJAXDuV69cI4efY73bTFSpfBau3ac2/+6FhwjKTLUgEisGipAbt++zRYtWjBv3rxcuVJc//ZKuiVu3hTjXXvbHD9+nACYLl06taRcxDeNDG25qzLYKBmIdtR77OLRo0f08fFRq0KUWMHGBg2mE/Bg5cqD7TcSB/z9/ZklSxZWqFBXax8QVSEfIoYXEhJikOdRElmIifhbcOCAeHZ8iNzRlSsir5Enz2NmzZqVefLk0R4ZWvLjH4rw8HBu2rSJdeqYCfxCoCKBbbTO9zgKI+nJlCc/L+wL4s2b71+enQhLJAYbDUgMNv71uHRJJN+TJ7ftAJsQnDghStAKFxZtli8vvCGcGT9/+mns4MuzZ8/YoEEDLch2+vRpXYdHdQAW8nAmDh8+SzOUSZcuXSwH68yZSWA4S+YtTRe1vUBZlrt+PR8hM+ulPM569fTPVKtWjVKDKD4oCpk69TB1cC4Cg82LFSOfPOGwrk8J6OK6X375JV3UQFx8E0cpUZk8eWumcXVlenXfm/j48DEy8fbSowwLI0NDQ/npp4J1lypVqngZPtLUwcWlJwEwU6ZM1BgQgYEaS+PFs2d0c3Pj8OFjtX2Ob2Lx+O5d7ZwBYO/evWNtoxInbU4oSF2XydvbmzNnzuT169fj/M4PhZYtxX5NnhxGRVF46NAh9Xe4sWTJs1pQrovKrE0oZszQ5tUJwmF17p3LR61FnjAh9kYmk6hx+ukn8YUzZvBC1xkc6jWDB9rOsdALOHXqFKdOncorV17Qzy83fVP68szq1YxlaffggWbBOqf9EQLkmuqz9NHDb7/F2g1psFSsWHUC/sycWczrZcmwtV/T6tWrmSpVKq6NS8jxXw5FEX1iy5bkX3Tp/214+lS/fGZDnXHbYiYvXixm5HbK8yZNmkQXFxdLoysbqFVrMIFcrFlTD4oHBQVpjPD4jDbsQsoXJE8uMm9Xr2rsOWPlY1BQkEN6kNa4c+eOxvZ9+/Yt582b53RgVKJ5c7Grs0ovEbRL64usUiUSYKfqDwiQZcuauH37Xm7YsCFOOZE1q1dzvKsrzwK2yydkx2XvVbWqpqlnNpv50UevCBxjwzqDuFNoXOhC01LssVGj2N/j48M56M26lcNoQcKXInyVK2tExrVoqWvLyMqJ7NktZz9Tp+r76OHBvRtDmSWLwcj7K1X/Ng6NZHv49NNPmTFjRv6RUKqIFYzBmZiYmASbecybt4LAYQKRjAhX9ECsgdl3//597TnfqlWrOANDdeuqhFZ0J5MlsxmZevNGTPJ37rRc/u7dO546dYpBQUHcuXOnFowaPZoEPqOUWokF1WyIXl6cgKEEVBLj27eC8Q+Ia8IKMTExjIqKYni4ftrt3mqKol1L69bZ3uTgwYOsUKECP7ZF11Tx9q3+XSEh+iVlx4zbLiIiIrRz0qLFawKkj4++XrqST7A1ZnACRjd2qHnJRCQiEbHx8KExV2NmeHi45qPYuvXfvXf2YTKZmCVLFgLgyJEzeO+efr/HVZUWFyIiyGp5AtkA2xiOpPREBO0NFxKRcCQGGw1IDDb+PTh6VIzBPhSMmYqE+hfIjrdaNUWMSrNmZXRAANOkSaMFuVq3bi1UrwFy40Zu2bKLwAkClbXBVerUqWOxLUhRipItm8L9e0wso5ZSLweEpqKcYBjonidOnKBk+9nVGLLC8OEvCAxmjRpntTLckydPamaO48eLcki5rx8ZtPTsISxMmJI8fx7C8LZtmckQxOuEvtpEtlGjRtpyR4M0onxxPgsVqsm2bdsSAAsWLEjz8+e81/8nVs58n+XLL6BkigJxG86QQjuzXDnSz92HhdX9yZo1q8UkJCzgVbwDeKlDlj59egJwmpmRUEiCntF1TTDy9OOeJk0avnhPkZVr1/R7xobJdryQg5ckbiaa4CqYSA7i2bO4GQjHjh2LO1jdtSsJMMrVkzeQX/8h1uKhBqxdu5azZy/QfBl69xZMiJo1bW//XxZwHz1anwcDzstR/D9Cu++8Bdso7OBBBjg5+rxw4QL327PBNmDZspcEQi18UUwmEw8cOMAxCaUai0ao1Rx3704eOcI+mEVAyFZI9OnTh7ly5XKILW8P165do2T8O2uERdru5yygaiIemnmR33xDTp++TTPMmq0m+qwxYQJZowZ5Mr1quGHv9xUqJDINKVKIMtesWYWO748/xqI3dOlCAkIruKc0mJk5U6y8fVtmzMRDUsIYtTEGdRVF12b8+Wfp68EfMUgEvxRFMMKlDoyxfk6lYT9BRiZPEs5s2az6UDU4y+XLSZILFy7kV199xYiICL59+5YzZsywGYgzm83MkSMH/2oGvyNQFN2w++5dimdMzZqxNCmvX7/Otm3b6rradtCjBwnEcKBrf94HYrtCP3kiHNpsHKdevXoRAL/77juL5UKWcSbd3NJwROPGWhLa4keopdLLIRy0v/1G0c3OcuRQtV/sQ1ZiX71KcW1t366XZJjNVNyTMIWLKHmOz+TA+hqwfs75+urf1bGj+P+QIbc4e/Zsp8zBCha8TSBE05wE9FtLURTeuXNHVLG8J2QVOkBmybKUmzZteu82E5GIfxtMJr0fOXhQLPv2W/HeKIv+T8ScOXOYIUMGbt26VdVbFMmL9yIcq94L0XDX+o/3KBRLhA0kBhsNSAw2/nugGkhy9eqEff7hQ71y1z9LFfGfQ4e4ZMkSrl27Vgv8nSlQgHR1pXLqlBr8EYFIHx8f9u7dm/7WA1gVxo5xWEsRPGoJCGpkzZraBIQUWW1pDtK1a1eHf8OxY6KZNGnITp06EQA7d+6sSdktXEgePXpU+y3Xrl1z6hgp48eziCHolc21PAHyiy/OaO7I9evXd7i9YcP0Mp23N24wheoyvXXrVh49KtblzBmjMSbLlCkTr9aN1O+ZXG4p3wFM6q5qgskAcEQEr6AwATKVr/222rdvr/2eJk2a8Ki1ptifhDmqL0qTJuJ9VFQUCxfup11n9srCnYWiWBJ6nIXJpLMKHiEz6enJ0CdP3ttgwCFIfTL1pbi4iECjA6OPjh3J0qUV7t1LLlu2i1mz5rYs/06EOinXXw7IEP7fQ1Y01k91khcB5k6fPpYBU1iYuH6++EJnzc+fP58PHjxw6rtOnxbfJQ1hnj5V+OKFc0x8I27eFGPnnTvDOb17d9YHGKOevM74hYDuo2Q2mzWmQIIZlBSMskqVKrFJkyYJChrMny+OQcOGwqV1zpw5ln1H6tSGCIvAs2fPWLt2ba6zQ9+Spr4/ZVXrPxMYeDAGZMQzah8LFerGDa1axZ6dSbMxI/3r+nWxLGVKy4ZPnBDLkyYlX7/W/Go+x2wxDpAOybJ+NVcundl99CjZqROvF2xJQASFNBitS2/fZmBgoCbnMmfOHM1Re4V1abaKqKgobt++/R+pIyeDSUYy8bVrZOfOChcscG62KXSix4txERC7/F1WrdjQQpYVBn5+fhYl54JpY2KSJGZGIYkQALU+jmoyOQBZ6AIzD7dQ2a1ubrGy7idPnuTly5e1cxEQEMAlS3byzRv18bZb1TKWri1v3jAQfgRIV1fFpnKALTx8+JBlypSlr29aPnmiVw/IcfT27cLpGyDbthVmCs2bN3esceqfVb2QiPcgAsSFevVk+7fp5uZFANyzZ8+H/6JEJOL/HCJxpj++du0SSb8NG/7W3YoXiqJoSRGZpHSAJxM3Ll0iAb5BSq1/iop6/31NhI7EYKMBicHGfw8GDBAdhlHw2ll89JHKAMy7RI/OqZDBJz8/P96+fp2/aY5+oJtbet68edPh79m+fbv22W87diSTJBHfd+sWL126pJmgeHt7a66OjiAqSmcCrFx6kACY1NWVJf2uECA3blRYp04dAuCnn37qzKEhSSqbNnM1wIVZsmhsT2A/S5duQQAsX768UyVT+/aJfc2enWTVqhykHpNGjRpx0yaxrnTpKE0nyZYpjDXkw2hgrcskwOaqA+U3qsYmnz7lNjQgQJYoYXuycvfuXXp5iYHrvn37HP49HwLSsV06YQYFBTFr1mwEwMyZs9mdMCYEpUuL70qoO3zOnOLzRzN/zEkA3Vxd9fLut2/FZLlGDSpR0ezeXZB4reOBe/fuJQAL2YF9+8R5XDc9gM9at6ZiLTin2kg3xQbWww5e3RO/wYXElSs3tSDywYPiHsmfPz8jIiJYsWJFbtu27YPpl/2/YuNGfYLo5mZb+u7fhmfPRBAwuEt/BhgSKsYy4YATgQRIDw+FikLu37+fAJgiRQqHTFYknjyhGhwgv/pqsPpdQTT6KzkDaeLVsWM006RJIybc3buTn37KyRjMOn6XLcorQ0JCuGrVqr9Vj/TAARGXadiQLFWqFAFwwfz5YqXZLIygPDycEl4eM0YEftr4bWAgICKadqAoogzLVn5i1qxZLFu2LH///XdNbqJlS+qZICOLe9s2atE/GSzcvZsKwPACJS0bllot6rN34UI1wF3XKjgVFib1WTSmooSMV+bIYVgo6WM5cpCKwjdv3nDFihUcOXIkzWYzv/vuO5YuXZq/WUlM7N+/36nr9u9A8eKHCUzk/Pl6zdyiRSTwM9OmbexUoHv2bBJYTVd4sANALl1quUGZMtyBepzb+yKtlRAUReHatWtj3TOKop+q425qkto6+fDmjWY8dASVaXZRy/Ft3PBSk3nZsmX09/en1GfWNKpfv9Y755cvyXPneAplCQiCri1ER0fHYjTGxMTQ3d2XADhs2EX13tFf8+bpJNwpUw4TgFNJOakJLf8CIilCirLNKlXsS9g4gl9++YXly5dn+fIT1PYjWL36ENarV+8fGTRPRCL+bshHlZ/fe7IC/yYY5W4+iK/LkiV8nDQ3ATEFT8SHRWKw0YDEYOO/B5IJJ1+SyeEMpJxSq3yXY0UuX7x4QV9fX20Sqr+asWVLG8LgdrBy5Up6eHho7JIkbm4MArgo9RCmSKEwSxa9HHns2LFO/wZhdPOMudOX0LQhPVGWwF1+++1SbfBqU8zcDs6eFYzBoQMiBAf/5Ut+/vnnsY6Fs0zJ4GAxoO3enXz61VDN7doV4JRuOwiQxYqtoNR0jHIg9SQmFGSzGsEkwF/UoKFm8HPjBlegAwFxrGyhYcOGlExKR77zQ+LRI2HkXKaM+PvundCLunv3bpymOAnBs2eCxZaAKkiSomQRIH+tvZSH1XNXrVo1cZyvXBErU6fWGLceHuL3bdiwgcuWLePbt281TVQja0JMfBRmyVCLLgAvJU9uOTq6fp2hSKbd6wZt/Vjo27cvhw8frpVlL1y4kLIU/datW8ybNy+//fZb7VkAINak/L+GsDDd++I9ZbX+/zB1Kunqymvt2vHdu3d89eqV5r58KXUNAmT61KIe8O7du6xUqZJmFuEoTCbh/Dp3bjgzZ5bGWxPpQC7FJn79VZyrmjWFWcasWbMES1C6ns2bl7CG/0SYTCqTMzqak728WBPg1l9+sdjmt1UKt2xWePjwWT5+/DjeNrdsIYE1BMCqQJzuV4MG6WMFq69l1apVCYDTp0/XEmJZs2pfYGnCYjaLpIoxuLl0KV8iDQFRZRATQ1GjJdmHJ06Q1JNt0nPGAjKCnDevhW7tjh1UE2WGbSWl05ZmIGkz+BIVFcU0adLw4sWLmg7nPxEpUhSk0CjWWaqffRZCQIzF4jNjMkKUPMewfNqrfG6rc8uQgW2wWosDxsTEsGnTpvHKwkj90cnpJon/2GLWtW9vOUDt1CnWjF9RFDZq1IjJkiXj7du3qSgKs2TJwtKlS1uO1yTdc88ecvZsbkf92NeEAb/88gs9PDw4dOhQi+Xt2h0l8JS9e+vmOSK+fZdHjpzkxYsvefIk+eRJuNOyLW3b7icwhsAuLbFy7Fg0S5YsyRQpBhF4y5MnnWrSAtOmTSMA5slTk0AIAWFa919PFCYiEfYQEaHrlP8/VquEhQmCQ+3a7x8srVBB5H8WL4ghIErME/FhkRhsNCAx2PjvgpTBcXUVA0tnIecSJfKEiP+kTWtR2zZ27FiN8SYCJF3Yu7fJIVes8+eFrFLFikKLcfDgwZrZx0KAU2ptJ0AWLy7KfPz8/BgmmRJO4LvvBLvDy9OP1QAm14KBehnu999/71Sb8rikSqWznIKDg+niklJrs5a9yJ2DOLR7NwHQTW0vKzISqMukSTM6tc8ye1esqMLfqlVjyqRJtRLvw4cPkwcPcib6EbB0RA8ODub06dM1R1n5el9txITAmMF7Hwm3PxuyLGN8h2s09+nDG8bys+3btVmxvC+7dxerypQpQ6m99urVK86YMcNCO0o6oKdLJxizswBL9eYjR/RS+DgGCW/evKG7WkZ/V9VUM5lMnD9/vvZeMj4iIyM5atQozp49O5EZQeHKam2c859AWJjWyT18+JDJkyfX+rZDnnUIkPly6gkIk8mU4CTAzJlkhgw3CCwgEGMzRuEIDh4U90uePIaFMTFCBxAgL1+myWRiu3btuGzZsgQbdvxZUGTt5po1+jLFqBsKlixZkgsWLIizHeErtocAWBYuQpjVGnfukHnyMJvnM62P3b7dcpPnz59z9uzZDAwMZFiY0IeqUkXh3Qu3eXfHDsHaNkKatxQtKnZ83jxeTF5FBKbTq9tMUgNRxYtrM6Vnz4RulhV5USAkRKfMLV4sat0OHuTvK6IJCPNqkuTmzfrDwolk37Zt2wiAtWvX/kcHaGrXHkY/v1YcO1ZnvlepQgKXWbduf6f6aunVksF7FV0BdjRGeSMjSYA1sY8AuWqVkEiQzOVXcbgRiKr3NUyVpAhHATbLsDl/Pm8gHx/7FmLIwJG0aWevIiYmRnsuRUdH8+xZ4Us1fry6gerUzlmzyM6d402eXr58mV5eXhwyZIjF8t9+E82ULy98kcRl9JhlypSlm5sbf/jhhwRfGx06DFHHUB3YsKFgc/fvv1Ndlo5ADB3IH9jF7du3+ccff7BUqTIsUKBgomN0IhLhAAoV0p95ly8L+bB/cPcfC4ryYRznJWt7/HhDMjERHxSJwUYDEoON/y68fSvYiQllaj16JMwR1qyK0ZWyjx3T1secPMkO6dOzZZ48PGTHkdQeLl+WRC8x6StatCiLFy8uAmwuLkyfriSBklqQa7FRHN4JHDpElVGxhIMBHgbo4eKqtZuQyYVRXFhKH0ZHk8DnBDKwRYt2DjFP4oLZbGajRo046NNPmQqWjMk0adI4rAUo5bKSJydPnDhJAEyZUgRFmzZtSv78M28iH38pMZ1794rPvHnzRivlk6/UqVMTwF+jQWgDRt28kiXF5OefhtGjRab0669trJw3jwS4pPhPFCaubVm+fC0GBwdz7NixLFKkiF3BeWkYmznzdfqrRhE06lRu2MCTKMcCSf1ZubLlZydPnmzhCrpt2za2bNkycTKSiHixfDnZv79uiLN69WqtPzBFRXETmhAgy5Z03snZGjdvWhKdsmaNM/4QJ6RDY9Kkhoz/kyeMzJtX6Jmazbx16xYzZ87MVKlS/eVs7XjRr5/4AV98oS2S3iseHmSxYiWYL18+ro8ng6goZLJkMQSihXGULY25EycYDXe6QwTt+vUTz7e4XJNjYsh58+YRAJtIMV0jDGWyVGU3ZNKrRAmKqKJ0UlZLdxctWsS6desKxvWRI4KuYa3PLLUbDW5N86eGEiCbNzULeqYUmlaN054/f85Vq1bZNDcym83s2rUre/TowYcPH3LGjBn86aef4jym/zQ0bNiQKVNesxiLOIqQEHF6Pq/cjADYP08efSx09y4JsACOEKjDvn1/5uPHjzllyhT++uuvcbZ76hTp47OYAFgNsO24Jstm2rVzbqepy1qUlFX5X39N7eLNn58/oT8BMg6jaVaqVInXrRzf5T1m/QoLC2O7du2YL18+HpRuEk7i8OHDzJ69Ml1c7nD1anGPVa0aQWADgSXs0CFBzVogOjqapUuXJgDOnDnzP23qlohEOIJRo8iePUW1msxFGr3N/iuoXFn89v79xd+CBf/uPfr3ITHYaEBisDERdqG6P3L4cH3Z2rV8gbQcmnmF05VpwcH6YC44mBw1ahQB0FN1pja+/Pz8EjwhjIwUwZrISGrlNmcmTGD16tVZtWrVBF/rVVQ5Ihn0evxYvHdze/9MU1SU5QPvyjffMIu7Goh187TQ84sP4eH6cX71SuHhw4c151QAPC1ZAd9+y8jISA4aNIiZMmUiAI21mjVrVvr7+/Pi30jtMpvFRFX+lvbt/7ZdsYt37ywq/DSEhoayZ4kS3A13erlHESAzZqxEAKxXr1687T56pF9bMe1U0Scjs1WIdgnBNwOkhl779u0Tg4uJcBoNG4rLasECwQYaM2YMFy5cKHQb377lL+hM4A7d3JJx5syZ78WADQkhP/tMv78TwsSXUElZBISMG0meP3eOAJguxUymTCkCqA0aNOAAu/bPfz2mTxcBlLk9zpIAI4sW5YEDB8jp07k135eWARYHIfvMzcvf2KZs7NjBW8hLQMQH5Sns27cvixQpohuJWeHgwYN0dXW1z+Dv21d8cYMGJHV5x+aNY0QgERDaGOoX1q5dmwBYvXp1IWAJiBoxI8LDhcCWPLmurpz0g5kAubPgAH15x44aG1dqS5cpUybWLv7444/ac3DVPzF7FQ8iIiKYPn1GAsUJRCU4OM+nT3l48WJmyZSJmTJlEvexyhBN7bZDO0b2rgVbCAgI4Nx27fgCIBs1ir3B2bPk5Ml2TYvevXvHN2/e2Hxu3bpFAlFMmjREXD7SdUUNQh9GFQ7qE26bIRsHFIXMkWMzgTYELhEQ2qSzZonJ98cfv58Cg6Iomozp2rX65ermRjqh4hMnmjdvrp2v33///cM0mohE/MsRFqbfjyEhf/fe/PWoW1f89lGjhPrIlCl/9x79+5AYbDQgMdiYCLv4/XeyWjVR0ykxbx6PoaLNeYEjkCStWbPIM2fOcPTo0VywYAELFixIN7fUBFLTw8PLISMUh/DgwQdS0hXZMEA4OpJiUjtqlDDyeB9cviyMAjJksNTh6N6dTJLkNqdOdf5JmCmTcHq9eZNChXzqVHZWdRgLJU3KQwCvTJ3KlqoruAwwSh1Ka22jvwtSnwv4YKfxz4GiCOH6y5dpiolhsWLFCID94EtAmBZduHCRR44csTDcsAezWTCaAPL+sPncDvDz3Lm5f/9+sYEsSezcmeHh4WzWrBlPnz7NBw8esEaNGuzYseOf+3sT8a9Er17qALTqfq7Mm5dSg9RkMrHPp5/yK7QlcJ4AWLRo0Q9SjhwW5lT1q11kymTZT0yaNElN1pQgEMNr10Tp4T9Jn09zY/40jKGAxmjfU7MmR6ExgXWsXdu5iFLr1qJ0edUq2k44/PabylBVWLToG21x9+7dKY05bCE6OprPn4eTc+eKC8W6fOLuXaoUbnLZMg4bYiJAHig+QCxLlsziM7dv32bdunV58OAtjhr8CwdDraQICrJsV2WIU6V53qrWgzvTGPT/rCJMu3fvZo4cOXjShiBedHS05nb8/4YLF8hp057Rx8eXQA9mzeq8A7oR0dHRWnLxxo0b5NixVAC6u8QQ6MNvvpnsfDJBinDmyhVrlaKIGOGaNbYNt1atWkUArFOnTqx1P/30M4FUBMYK7xlZD+7pKViONjKRiqKwV69eHDt2rE2Wq0TNmmIMlCLFMN67F8yHD1+wenX98voQjJ9Hjx7x8eOnmtN1PGoITqNr164sUKCA05rhiUjEfxX379uohvgPoUUL8fttKV4k4sMgMdhoQGKwMRHWePxYOALfumVj5bhxXI02BITGjbOYNUt0cLlzx2YDpk//gsBIbtz4YTntZ84Iqri18aKzkFVArVt/kN3SEB5OuruLth8+tFyXUH0OC7adWo8c0LcvPTw8YrFIpSbTyZMneevWLX7zzTcMjstx5C+EogiX9U8+EWXr/1hERVlQq3bt2sXP/Pw4DkUI2DFAiAdyYrJh1Hn2Us/TYBnZ3rJFmDctXMirV68SANOnT8/w8HCazWZGRER82N+XiP8Evv9eXHNds+3hNYDdK1TgnDlzGBAQQGG05UngNgsV6ss7d+783btrgS+/1OLvJIWW5JQpU+juvpWApeTpPwVLl4p9rlWLZPbs7AMwc9q03J8jB0uhMAGwQIEBTrUZHU3ev3+fbdu2Zbly5RhtLYMxZw6XoAvdXQYya1b9YbZs2TLOnDnTZoAyNJQsUkQ8p95WbSR2esWK2F8+dKjWD4a5JONDZNH7RTsmI40aCda9G9z40FYkRlEExUy2Y3zZyfT9kwLKHwLy2gbIEiXOEhjDevUSFuj/4w+ha33zagzX+/nR38ODPHaM95cv5412vbTvSdAj5O1bcuNGxvj7xwpUGisubE03Zs6cSQD85JNPYq1btmyZOlapziFDKKhIK1fGaee8du1aysqZuIJw27dvZ9euQ7hq1T5tPFSuXA9tX6tUcfjX28SDBw/Yq1cv+vr6cv36gzx69P3aS0QiEvF+MJmEVjBAZs/+d+/N34NOasHUjz/+3Xvy70VisNGAxGBjIqwhtfJGjbKxsn9/ToUo70qA9A7DwnRpJ2OFrq0yuPfBpUuiRG/YMHLhQtFu48bv16Zk2RUq9P77Zw1Z+rZu3YdvWzJDhufMySRJktDV1ZWentkI+DJnzpKcOHFi4v2fQCiKqOCrVIl8lrawOImy9Ozzz3nDuxSHdnioC9s7AXkfjvs6hDtcXfllqlQ8IEU2KZivJUqQS5c+pK+vLzds2PBBflMi/ruQxkS1s6tiZn37khQaZt5Jk3Is3PjMr8QH6aM/NB49EvEsY+WwMQfwT5Qzky712bKRbNKEYQBfZxEBusqoSyAr27Z1Pjrx6tUrpkqZkq4A92XJYkndmDCBBFgsVSpmzOjHE6ozdHzIkUPs685akxgECDtxa0RFkd26WQQETe4eonzWDoYNI4FaLJ/1M0YDZI0asTdavVovsx4/Xrzmzv2HZ6A+HIz6ph06CPmOJ08S1pY0aF+S+3u90YwZWbRQIfr6piawnz4+zrc7apQwDh837hbLly/PadOmWax/cey29nX2JLPDw8MZZM1spZin1Kmzn4Bgy27ebLn+7l2RqDUq7zx69IibN2/mzp07Hf4NJ0+epI+PD0eMGKfta44cDn/cJlasWMEUKVIwXbp0PJoYaUxEIv52dO2qd3116/7de/P3oHdv8fv79RPatTa63US8J5yJr7kjEYn4j6FAAfH35k11wcuXwLNnQNGiwMuXeIwyAIDMmZ1vO1kyoGZNYNs2YNcuoHhxsTwsDGjWDHj+HEiT5v1/w6tXwIIFQJ48QNeuYln69O/XZsGCQPLkYv9I4MoVIGlSIGdOIEmS92u7bFng4kXgzBmgZcv3a8sIEnApXRoAMOHtW0yIigJcXFCoEHDjBrB4sTgfiUgYXFyAgweBx48B//ylkeHVNeDYMeDtW2D2bBT4KQY/AICH821/+y0wdiyQyc8HGBeB+h56I2vWrMGJE2lx/fpHSJkyK968efOhflIi/sPIkkX8fRydTvzn1i0AQLJkyfDu6lVgyhTRCab9m3YwDmTJou+/RFiY/n8fn792fxxB3rzi78OHQMSY9kiWNCmS/fEHACC3Vw8ci2iF4sVdnG43TZo0WL5wIdJ++ikqPH4MHD4MVK8uVgYHAwCa5suH65kzI126dA61Wbky8OBBEAZe3gEAOH/pErysN/LwAHLkAADMcBmIh6Wao9uMYihcOZXFZmXLlkVMTAx+//13ZM1aAMAu+BWMQpJHC4BDh8SJM56wly/xDBkwx3MSShVqg+bNbe9jeHg4zGYzfHx84OLi/HH7pyJ/fjFmatQIOHcO8PYWr4SgaFFg3z7g0r1k+sK3b5HaywuPoGD16jxIlsz+5+3hzRvgzh3g6NEDOHXqFB49eoQBAwbA1dUVABA28WcAM+HtEQM3N9sDJi8vL3h5xbqqkCJFCqxZUxPt2gE7dwIzZgBNmujr27QBLlwAtm8HGjQQy7JkyYIs1h1CPChfvjxCQ0MBANmzA716AQMHOtVELHTs2BEdO3Z8v0YSkYhEfDC0bg0sXQq4uwPTp//de/P3IH9+oEoV4PffgVmzgD59gNmz/+69+u/C9e/egUQk4q9GoULi7/XrAHbsEFG6Dh3Ewlev8BhiAOfkOE5Dq1bAJ58AJUroy9KkATZuBE6cEAGc94UMmPr7A48eif+/b7AxWzYRQzp8WOxj376iw1bnhu+FsmXF3zNnxN/gYKB8eXGszGbn23v7FqhbF8iYEYjKVxTw9ARevxYR3UePIGNTqVLF3U4i4oc6t0aATxHxn379gBo1gLlzxeTbIwGRRojJTqZMEBeboY0FCxagbdu28PefAODxe1/XiUiERNas4u+j4OQgoAUbAQC5c4trevLkv2PXEgQ1bgBPz/dPCP0ZSJsW8PUV/79b5hOgZEnxxtMTw9aVxaZNrmjZ0rkHYnAwUKsWMGxsG5Tr0EksXLRI38DHB8iRA+Nat8a6deuQO3duh9qtVUvdz9c3cBPAupMnY2/05AkwahQAYEClM5h6tnqsQCNJXL58GZcuXYKXl5d6zbnhUZA3kCGDyJDduBGr3RkYgHE326BFC6BHD9v7uHjxYqRIkQLt2rVz6Df9P0HNGeLWLf26TgjkuOtS6o+AlClFVjY6GqO//hpnz57Fxx9nRaNGzrebPbv4m8KlFcZ99BH2t2+vBRoBIPRVFADAJ6kpQfvt6yt2dfRoYPlyy3VBQeLvh0hUS3z2mciz9+//4dpMRCIS8fejQQNg2TLg6FF9vvtfw8CBwJEjQLly4n2RIn/r7vznkRhsTMR/DrLzvXULiClcQry5elWMcM3m9w42du0K/PabCIa9eQMoyvvvszX8/MScymwWAUzg/YONLi6WgdDbt8Xf/Pnfr10AKCPIojh7VhyPR4+A06cFycPNzfn2UqQQmf4XL4Dz1zyBL74QK7ZsAbNlw+vXBACkTv3++/5fh5xkBZRoZnlAV6/G9WvE48cJCxjbQ+vWrfFpihSIiUgK4E5isDERHwyyT38X4Ya3SCk6IgNrdupU0ZWcP/837WA8CAsTSaASJUTQTQZlkif/O/fKPlxcBGMeAC5fhthhb29g1iwUbJADTZs6/3zx8RFs62vXgBeNBK3/ybZt+oN25Ei0LeePpocH484dx9tt3BhwdU0Dk3kbDiMTOj5/DkRFWW708KH+/507bbZDEqdOncL27duRKVMmLcAdEKDgYNGi+DpXLiik5Yfat4d/6dba22rVbO9jsMra9JUR3H8RMmQQf0lg0KCEtyODjReVoqD/A6BnT2D1atTMlcvhwLMtZMsm/j4OcMO3+/cj/7ZtFuvDXkYAAJIno/VHAQDffvstvv32WwQGBtpcHxISgoULR+HixebImNFy0Ggr2Lh+/XocPnwYkZGRCfg1AmnTfpjkdyISkYh/DlxcgM6dBaHjv44rV8TfokX/3v34ryMx2JiI/xyyZhXlzjExwL1wP7GAFCzHffvwOGtFAAkPNhoxbBjQooUIbJoSlvC2CRcXfZJ26ZL4+yGDMkFBIpAHAPnyvX97RYqIkuy3b4F790RZLpDwY+ziAlSqJP5/4gSAMWOAUqWAlCkR0e9rREeLEXQis/H9IVm0R1/kEyfv6FFRn753L1q1dkHWrGLynxCsWCFK59YMPQdUrAj07YvUqVNjrkdKmLAVQE04WAWZiETECy8v0V+8eQP45lEvLMlgCw7G+tUxmDULePDgb9vFOOHtDezdK/r8Zs3E7VirligX+qeifHnxrFIUABMmCDpV+/YJbs/dXQ9MBfqVxk8eHsj85g0Wjx2LN2/eYO3atdi6dTG2bFGceuamSyefKaVx2au9yKBoWisqnj4FAISXrY53Lrbr1l1dXVGiRAk0aNAASZIk0YJUr15Fo9np0/jx/n0cj462/FDhwnjlK2rOf/xRTBRt4dtvv0VYWBgm/x+xb51B3brib6ZMCW+jYEHB8g0OdsHDEF+xsFUroG5drF8vyMsykeoMJMPf/1UK8Z+7d/EuOBjffvstbt++jbDX4pz62An8z5o1C+PHj0dISIjN9UmTJsWPP/6I58+f444hSh4ZCbx7J/4vg40mkwlt2rRB9erVEyVGEpGIRCTCBt680Sv/EoONfy8Sg42J+M/B1dWqlFrW1LRtCwwciKNHXXDs2PvTrt++FWXDmzeLgE2GDHCKaREfpB6kxIcINh4/LvY1rapZliXLh2HNJEkCDBgg5po+PoBM7r9PQLeiiAmLYGOyZELs6c0bvB46CYCYlP4Tdcz+3yA1NnfuBF4rvkLcrFs30D2JRvSR7B1ncfWq0KHafzG1CPr8r707j4uyXP8H/pkBRNaRJRwRUFBzxwX3DTI1TUPz5JYhah1/ZppkalaaS8c9ze2U2bG01PDUQY/2LU+4hLuYQoqYK6mhCCUCigsw9++Pm2dgBBeYR4dhPu/Xa17DPPPwzD16DTNzPdd93fHxgMGAjGuy3NXBQUCnM/85ECnatSuc2tuhg8wgKOWBy5cj+7BMLrm7W2p0D6bVAmvWyOvdu+VUyG3bgE2bLD2y+1u0SObsIgpnPMPZGcLJGcuWARs2ALdulf2YSj/l1KsOSCt8E8lPSsKviYkYMGAAcnNfA1AVM2eOKNNxlYrC5GrtAY0G5/btgyhehViYbIzOfwmursDAgQ8/poeH8j5UFeHhwzFy5Eh4lHIW7OpVeX3v+3pxGo0GLi4ucK+oAWqmtWtlTBTOVC+XKlWKTpCdOGF636pVsnfX3r1lP65y0jUtww7XnWrgZl4ehg8ejNmzZ2PWzJnIyZLl/a66klM1hBCYOHEixowZg5r3aQZepUoVdO7cGaNGjcP27XXw+utASsrvSEuT99vbw/hemJOTg9DQUNSvXx/Vlcw7EREBkJ+JlIlYNWqA3yMsjAvEkE1q3FgmAuPjgf6vvgqsXCnvuHEDAQFFU2bModOZfpHSaoGgIPOPq2jXDvjii6Lbapy58fIybWP27rvmH1Mxb17Rz0plY3kW4VEolY379xcuFKMBoNGY9GvkFCHzNWoEBAfLaZD//W/RgkTp6UBurvw3VqZal5XST+XQRb384dQpICsL6QZZwuHjw/9Dekw+/9y032hGBrIhkzgV+YNp+/ZyAYxnnpGvwUOHZP6/otKWckr75k158gkA7lPo9UA1a8qWHKmpwD9efx0NJ01Cy8uXEWQwoJmdI34tuAMgD25ujmU6bpcusvXvM8GdsfDah3g/KgpbgoLQs2dPucOLLwJ16uDCvxsDCaVXzp84cQIJCQlo3LgxWrRoAY0GmDVLfvF54YWl8guQklkEZHnq7t24mhoBwN6m20bo9YAa7Shr1ZLT55SqFoVSsaxUKZaFTifjLjUVOOnfAyGn1+IprRYvv/wyXhswAHU3jMVGDIRu+oYSv6vRaDB16tSHPsYXX3yB69dvo2VLe+TlCcTEdMD06b8A8EVwcNF7oYeHB3bu3Fn2J0FEZAMaNy76WfmeQZbDykayScOHy++aUVGQnck7dZLzfN96S9XH6dq16OfBg8vXn/B+lMq++vVl70O93vxj1q8vVwju21euZjZmjPnHvFd+vnwMAGZNkW3VSp7tv3zZdNpj7dpyUZv33jNnlFRc//6y4qZ4/9Hz5+W1n59coKI8lJ4yx89URa7WVVaZJSUhH/aorzmNevWYaSR1nT4t/+6/M+2ehY0yMmQfR1TcykZFWJh8PwFkZbA1uHu3KLGYkSGvq1YtX/W5sbIxFbAPD0dk375oOmYMXFJS8F2BH4A8ODtfwPTpD0/wFPfcc3Ka7UuvP4VLV68iLy8PPxT/B65RA3juOVwokNWUpZ1k2bp1KyIiIrBkyRLjtrfeAiIjAU+nW/IYej0uHj8u+/fFxkKMHIl2Dr+gVSt59/189NFHmDp1qsk0Wypp8WLg7Fn5OU8hBHDhgvy5PMlGQL5ftW4N3PUPQhUAn4SFYf369QirWxd+SMVAr514rres4SgoKMDgwYPRuHFjpCnliQ/h5+eHJk3qFvadnIusrGxs3vwzAKBzZ7lPamoq7t47DZ+IiIyefloWtXz4ITB/vqVHQ0w2kk0KDZUrPur1kKeLf/wROHcOSaIx3n1XTuVRQ79+8trHB5g9W51jKho1kpUtv/12/4by5fHBB3Ll7OIf1NWkNDsHzFt8xtm5qFdZ8X9bNzfgpZcKE8mkiunTgcRE4NVXi7adOyevzei5j5o15ZfrggINjtYobGewbx/a4RB+8++OXbvKf2yi0ly/DixdWmzFV4MBuHMHIt06KhsVyt++OXNkIq8imzdPVvYtXSpvKyeHfH3LV7lcPNmIp5+Wb1gREcCxY7gGTwD28PYOgJ8ZfTrGjx+PQ4cOYaky6GKUpFVpyUY/Pz88++yzaKGsvF2ckxPg5IQPANQKDsbHH38MnD8PDYAtg7/B4cMPboeyevVqzJ49+76LjJBUr558Xyp+Eiw9XfY/1GrL377lP/+Rs2FClc9byqriTz0l+wUUmwpy+/Zt2NnZITk5Gd26dUNBGVZRk1Ppb8DHpyW6dHHB22/LE8AGgwGhoaFo27YtE85ERA9QsyYwdao6i5ySeZhsJAJkeYWvLxIS5BejL79U57DduwNbt8p2gmpXy2i15lUGWkr16nIK3HvvyaSgOWbPlh/MzVhvgMpJqWw0pzWARlNU3XjIvbv8QVltpvjSm0QqUfr1pqUBf749V8bZ6tW4mX4TovAjUUWvbARkbq1tWzkduUqVh+9vSZ6ecur0//4nbx85Iq+VlYPLyt9fJuWcnO65Y+fOwmRjUb+mssrJAY4nFsB3wXK0mTgRmuxspKWl4a+//pJ9S9aswYXzMnFUWoXcK6+8gu3btyOq2Nmu/Hxgzx7gk08A0bwFQgq329vbl6nc7tVXX8XYsWMRGBhYvidnw5T+jQEBKrxelDl6hSvNnLx2DYMOncdGvyjZBxyAi4sL1q9fj127dmH//v2wK8O0FplsnINmzXZj6tS++Ogj2TZBq9XC2dkZly5dgltFXYKeiIioGPZsJJv111/AunVyGq5SZq3MdlFjSrKiTx/1jlVZhITIi7k6dAASEoqqY4QAPvpIfokNC5ML05B6lLUSNBp1ko2A7KeyeTMQX1AYEN7ecuWL27fNOzBRKVxdZV7n99+BE9dqIPT6deCNN5AFuQSuvZ2Ak1PFn77v7l60kHZFp6wyfPCgnEqtJBvL+x4QEVFswRnF4cPAiRPIxdNwchLw8irf/2HDhkBqqh0OPXUWbTL2AElJ+Gz7dixatAhnnJzgnf4nLtlFAnj0XrX5+fLE4507QNvRvdAHMdjbtCk6zpkDdOgAAUDzCAebOHFiuZ6TrblyRSZ2s7Jkv8xq1WRvU0BOgzZXTttucE06AU2D+sjNzUVoaCgyMjLw73+3xJQpIzB3blHshYWFlfn4yiJB338vr8+ePQtXV1fo9Xq89tpr6NixI/RqfkglIiJ6TFjZSDbr+nU51XbxYvmhFCjq284F/qxH8Wl4p08DkyfLBG/xRUTJPHl5cnV2V1cYF+Dp31/+W4eGmnfstm3lYuL2Hm5AYCAQGIgJLp+h+a9rEB1t/tiJ7tWkibxOcm1n3KZHGq5Aj+SdaVyUSGW1a8uXdkGBzAn+8ovcrsYJJ6PCLvD9sQm5uRr8+GP5DqMUGP5eu/AP208/4aeffkJOTg6+y8jAFdRAfoEG9vam/RWFEPjqq69kBeQ9qlaVa8sAwOqL3WEHoOPx43Ju7IUL+AZD4BbRF0OHlm/MZCo3F/jHP4Dly2UlY2KinP4MFFXSl4fBULiafS0dzldtBNjZwTk3F9OCglDX9yUAjXDw4DS89dZbuFWeZdYLBQcX/bxq1X/QrFkzvFQ4DeTNN99EiKovHCIioseHyUayWXXqyCqG/Hxg2za5jclG62MwAMnJwDffAFu2yG1dulT8qYXWxMEB+PNP+SVO6bcWHi4rgpXeceUVGiqT/esP1pHlkh9+iN9+A379VYPcXLOHTlSCMdmY97SxRM4OBuh7NEO9NqUsMUxmUyrK9u0rWj3b3JxJQYFcHA0AsHq1vF68GED5q9qVSu0ztQvbOkRHY/oHH+CHNWswSgj4OaTj3XcM6NpVLvh2584dAMDBgwcRGRkJf39/5OXllTjua6/J6w37ApAfUpjx+v57ZKWlYTmO4UbuKTyorV9KSgrOKY1y6YGUnp6AnBb/4ovAkiXArl3AgAHlP65WKy8Gg4xjAMDMmRh36BBaXB4AoDp2756HJUuWYMeOHeV+HJ1OLgjj6go4ONSHwWCAF9uKEBGRFWKykWxaeLi8VpJUyjRqJhutR2ambKH08suy0g6QVXekLqVN2KuvyqlpN2+qc1w7u5KrtKeny+sHLZZAVF7GZOMJrVwpRskwTZggy9BIda1ayetjx4CRI+XUam/v8h/vzh3ZfzMsDPj1V8iD/vGHbGJpBqWqLOFuYxkLp0+jh50detWoAQcAWYGBGD3mL3z7LZCfn486deqgV69euHHjBtq2bYsXX3wRDqVkOp95RiaPsrI0OLX2IDBpEvDMM4gCcBAnAIxAzZr3L8efP38+6tati1mzZpn1/GzBvS/hjh1lf+uwMFnpaI4OHeT1vpirwCuvACtWAACuuj8NIBCTJm3FhAkT0MfM/jk7d8rPoyNGNEFycjL/34mIyCox2Ug27YUX5PUPP8ipokplI9vhWA8vL2DQINNtyirgpJ6WLeV1YqJcnfrpp+VrRk0Gg7xmspEeJyXZmJ1duKFDBxxGK7z5QTVjgRypS6lsPHxYJn+U2QTl5egIKAs+L1tWuLFmTUz9QIsXXgB++ql8x1WOmXDcARg+XN4YPhzYvx8AMCY3F7VrV8euXf/FlStX0KBBA8TGxiIoKAidO3fGfKUB9D202qJjHz0KWRa+ZQtmr1sHF8cWABajVav7z9/Pzs6GVqtFByXbRQ/02WdAZKSsxP/6a8DZWZ3jKlW5h066AevXG7enesssde/evbBo0SKzH8feXrYXAYDAwEA0Uxo5EhERWREmG8mmtWsnqyuuXwe2b+c0amu1ahXQvr1s2L9okWkvLVLHP/4BDBtWdPvyZfMTBoqYGKBBA2DECNlrMyNDbrfG1dap4mvUCEhJKayIA4CePfFryEgsj2+LTZssOrRKKyREFpD26SP77KrRF3PMGHkdE1N04uPbb4sW1igPJSF4/jxw/f2F8qxKaiowcyZ+RE/8crMhhBBYu3Yt7O3tcf78ecyZMwd16tTBwoUL4efnd99jKydsjh6F/AdwdcVTA4ciH0cAdERICPDnn38iMjISy5YtQ69evRBXOE98w4YNuHz5crkWHLFFo0YBa9bIzwRq9mBV/g9PnHfGHU/5QUP4ByD1svw6VXwKNxERka3jatRk0+zs5EyYJUuAefNkE/G0NPn9gqyHu7ux8IQeEw8PYO1aedmzR35hVmuldUdH4NQpWc1x40bRQtSsbKTHwcGhaCEQAMDQoUhLAXCEVe2Pi5sbsHCh7PuqVek0tzI9NiMD2L1bnjw8c0beV95CME9PmaC6cAFIPOuKsOhoWTqZnIy4+FCczpyCceOKqinPnz//yMdWElXGJDdkv+E7dzRwdwfq1gX+9re/Y/Pmzfjqq68AAAMGDEBo4Spc1XkW1OICAuR7YWYmkPxpHFqs/H/IfHs2bhe+F/r6WnZ8REREFQmTjWTzJk4EvvsO6NlTflCsVcvSIyKq2Dp3lhe1NG8ur3/7TX7JB+S0N2UaGdHjIoSsfLp8Wd5mVfTjo3YvXTs72Qrliy+ATZtkT0QhZMLYnLzcuHEyJurUAeDfAvjyS+DiRaSOsAN2lr96rXdv2YaiYcOibUeOyOuQEJmEjYyMRH5+Pnr27In4+Hh0VvMPLZlNo5HvV7t2AQk36qHFzp1wuiXjLyODLV+JiIiKY7KRbF7NmsDMmcDBg/KLChE9Wb6+RRVKv/wip1Q7OVl6VFSZXbkCjB4NnD4NnDghbwNMNlqb/v1lsvHbb4uSeOa2t3v77VI2BgQgtfDzQXmTjV5e8lJcjRrA3/4GtGkjb/fr1w/9CpsOv/HGG+V7IHqs+vSR71lKdbSTE/tEExERlYbJRiLIhSxHjrT0KIhsk1ItEhsre6+dPGnpEVFl5+Ulq5NycmSCW6ls5DRI69KjhzxRkZ4uW6EARZXSaktNldcPaMtYZr16yQtZjwkTLD0CIiIi68AFYoiIyOKUBEFCgkWHQTaiShXZOgMAoqJkdSPAykZr4+AArFwpZyYovV6fe8784547J1cxTk+Xt4UoSjaaswhIQgIQESF7WB47Zv44yfL+/W+5MLXSL5SIiIgkJhuJiMjilFVgk5IsOw6yHeHh8vrAAeDmTfkzKxutT//+ckpr8+ayyrFTJ/OPOXAgMGwYsGWLvJ2ZWRQj5iQbr18H1q2TC2F16QLs3cv2LdbIYACOHwfefRcYNEguNLh+vaVHRUREVLEw2UhERBYXGioXeHB2tvRIyFb062fa32/nTiYbrVX16rINw6VLstrRXIMGyetPP5XJwFOn5O3atc37GxUaKhNUDg5AVpZcaMvTkwlHa/P220BwcNHUfb1eJhyJiIioCJONRERkcb6+sm/e//2fpUdCtsLVVa4OrFTVXrokVzgm6+XoqM5xRo6Uxzp6FFi1CmjfXlYlmvv3SasF5swBzp4t2nb9uuxbS9bj+edNb588CdSta5mxEBERVVRMNhIRUYXg5sZkDz15Q4bIS2CgpUdCFYW3NzBxovx59Ghg+XJApwMaNVLn+AEBwNq1MsnIRaetT/fuQNeu8ueBA4Fq1Sw6HCIiogpJI0TlnryRnZ0NnU6HrKwsuLu7W3o4RERERFTBCQFMngx89JG8vXat7OOoposX5aJEakz9picrMxP4/HO54A8XliIiIltRlvwaKxuJiIiIiIrRaIAFC4oqHGNiihaJUUtAABON1srDQyajmWgkIiIqnb2lB0BEREREVNFoNMD8+UDVqkB+PhewIiIiInpUTDYSEREREZVCqwU+/NDSoyAiIiKyLpxGTURERERERERERKpgspGIiIiIiIiIiIhUwWQjERERERERERERqYLJRiIiIiIiIiIiIlIFk41ERERERERERESkCiYbiYiIiIiIiIiISBVMNhIREREREREREZEqmGwkIiIiIiIiIiIiVTDZSERERERERERERKpgspGIiIiIiIiIiIhUwWQjERERERERERERqcLe0gN43IQQAIDs7GwLj4SIiIiIiIiIiMj6KHk1Jc/2IJU+2ZiTkwMA8Pf3t/BIiIiIiIiIiIiIrFdOTg50Ot0D99GIR0lJWjGDwYDLly/Dzc0NGo3G0sNRXXZ2Nvz9/XHp0iW4u7tbejhEjxXjnWwJ451sCeOdbA1jnmwJ451sSWWOdyEEcnJy4OvrC632wV0ZK31lo1arhZ+fn6WH8di5u7tXukAmuh/GO9kSxjvZEsY72RrGPNkSxjvZksoa7w+raFRwgRgiIiIiIiIiIiJSBZONREREREREREREpAomG62co6Mjpk+fDkdHR0sPheixY7yTLWG8ky1hvJOtYcyTLWG8ky1hvEuVfoEYIiIiIiIiIiIiejJY2UhERERERERERESqYLKRiIiIiIiIiIiIVMFkIxEREREREREREamCyUYiIiIiIiIiIiJSBZONVu6TTz5BYGAgqlatipCQEOzZs8fSQyIqk7lz56J169Zwc3ODj48P+vXrh1OnTpnsI4TAjBkz4OvrCycnJ4SFheHEiRMm+9y5cwfjxo2Dt7c3XFxcEB4ejj/++ONJPhWiMps7dy40Gg2ioqKM2xjvVJmkpqbilVdegZeXF5ydndG8eXMcOXLEeD/jnSqL/Px8TJ06FYGBgXByckJQUBBmzZoFg8Fg3IfxTtZq9+7deOGFF+Dr6wuNRoPNmzeb3K9WbGdmZiIiIgI6nQ46nQ4RERG4fv36Y352RKYeFO95eXl455130LRpU7i4uMDX1xfDhg3D5cuXTY7BeGey0apt3LgRUVFReP/995GQkIDOnTujV69euHjxoqWHRvTI4uLi8MYbb+DgwYOIjY1Ffn4+evTogZs3bxr3WbBgARYvXowVK1bg8OHD0Ov16N69O3Jycoz7REVFYdOmTYiOjsbevXtx48YN9OnTBwUFBZZ4WkQPdfjwYaxatQrBwcEm2xnvVFlkZmaiY8eOcHBwwI8//ojk5GQsWrQI1apVM+7DeKfKYv78+Vi5ciVWrFiBkydPYsGCBVi4cCGWL19u3IfxTtbq5s2baNasGVasWFHq/WrF9ssvv4zExERs27YN27ZtQ2JiIiIiIh778yMq7kHxnpubi6NHj2LatGk4evQoYmJicPr0aYSHh5vsx3gHIMhqtWnTRowePdpkW4MGDcSUKVMsNCIi86WnpwsAIi4uTgghhMFgEHq9XsybN8+4z+3bt4VOpxMrV64UQghx/fp14eDgIKKjo437pKamCq1WK7Zt2/ZknwDRI8jJyRH16tUTsbGxIjQ0VIwfP14IwXinyuWdd94RnTp1uu/9jHeqTHr37i1Gjhxpsq1///7ilVdeEUIw3qnyACA2bdpkvK1WbCcnJwsA4uDBg8Z9Dhw4IACI33777TE/K6LS3RvvpYmPjxcAxIULF4QQjHcFKxut1N27d3HkyBH06NHDZHuPHj2wf/9+C42KyHxZWVkAAE9PTwBASkoK0tLSTGLd0dERoaGhxlg/cuQI8vLyTPbx9fVFkyZN+HqgCumNN95A79690a1bN5PtjHeqTLZs2YJWrVphwIAB8PHxQYsWLfD5558b72e8U2XSqVMn7NixA6dPnwYA/Prrr9i7dy+ef/55AIx3qrzUiu0DBw5Ap9Ohbdu2xn3atWsHnU7H+KcKLSsrCxqNxjhzg/Eu2Vt6AFQ+f/75JwoKClC9enWT7dWrV0daWpqFRkVkHiEEJkyYgE6dOqFJkyYAYIzn0mL9woULxn2qVKkCDw+PEvvw9UAVTXR0NI4ePYrDhw+XuI/xTpXJ+fPn8emnn2LChAl47733EB8fjzfffBOOjo4YNmwY450qlXfeeQdZWVlo0KAB7OzsUFBQgNmzZ2PIkCEA+PedKi+1YjstLQ0+Pj4lju/j48P4pwrr9u3bmDJlCl5++WW4u7sDYLwrmGy0chqNxuS2EKLENiJrMXbsWBw7dgx79+4tcV95Yp2vB6poLl26hPHjx+Onn35C1apV77sf450qA4PBgFatWmHOnDkAgBYtWuDEiRP49NNPMWzYMON+jHeqDDZu3Ih169Zhw4YNaNy4MRITExEVFQVfX19ERkYa92O8U2WlRmyXtj/jnyqqvLw8DB48GAaDAZ988slD97e1eOc0aivl7e0NOzu7Elnv9PT0EmeViKzBuHHjsGXLFuzatQt+fn7G7Xq9HgAeGOt6vR53795FZmbmffchqgiOHDmC9PR0hISEwN7eHvb29oiLi8OyZctgb29vjFfGO1UGNWrUQKNGjUy2NWzY0LiQHf++U2UyadIkTJkyBYMHD0bTpk0RERGBt956C3PnzgXAeKfKS63Y1uv1uHr1aonjZ2RkMP6pwsnLy8PAgQORkpKC2NhYY1UjwHhXMNlopapUqYKQkBDExsaabI+NjUWHDh0sNCqishNCYOzYsYiJicHOnTsRGBhocn9gYCD0er1JrN+9exdxcXHGWA8JCYGDg4PJPleuXEFSUhJfD1ShPPvsszh+/DgSExONl1atWmHo0KFITExEUFAQ450qjY4dO+LUqVMm206fPo1atWoB4N93qlxyc3Oh1Zp+tbKzs4PBYADAeKfKS63Ybt++PbKyshAfH2/c59ChQ8jKymL8U4WiJBrPnDmD7du3w8vLy+R+xnuhJ78mDaklOjpaODg4iNWrV4vk5GQRFRUlXFxcxO+//27poRE9stdff13odDrx888/iytXrhgvubm5xn3mzZsndDqdiImJEcePHxdDhgwRNWrUENnZ2cZ9Ro8eLfz8/MT27dvF0aNHRdeuXUWzZs1Efn6+JZ4W0SMrvhq1EIx3qjzi4+OFvb29mD17tjhz5oxYv369cHZ2FuvWrTPuw3inyiIyMlLUrFlTfP/99yIlJUXExMQIb29vMXnyZOM+jHeyVjk5OSIhIUEkJCQIAGLx4sUiISHBuPquWrHds2dPERwcLA4cOCAOHDggmjZtKvr06fPEny/ZtgfFe15enggPDxd+fn4iMTHR5PvrnTt3jMdgvAvBZKOV++c//ylq1aolqlSpIlq2bCni4uIsPSSiMgFQ6uXLL7807mMwGMT06dOFXq8Xjo6OokuXLuL48eMmx7l165YYO3as8PT0FE5OTqJPnz7i4sWLT/jZEJXdvclGxjtVJlu3bhVNmjQRjo6OokGDBmLVqlUm9zPeqbLIzs4W48ePFwEBAaJq1aoiKChIvP/++yZfPhnvZK127dpV6uf1yMhIIYR6sf3XX3+JoUOHCjc3N+Hm5iaGDh0qMjMzn9CzJJIeFO8pKSn3/f66a9cu4zEY70JohBDiydVREhERERERERERUWXFno1ERERERERERESkCiYbiYiIiIiIiIiISBVMNhIREREREREREZEqmGwkIiIiIiIiIiIiVTDZSERERERERERERKpgspGIiIiIiIiIiIhUwWQjERERERERERERqYLJRiIiIiIiIiIiIlIFk41ERERENmrGjBlo3ry5xR5/2rRpGDVqlPF2WFgYoqKiLDaeB2ndujViYmIsPQwiIiKiCo/JRiIiIqJKSKPRPPAyfPhwTJw4ETt27LDI+K5evYqlS5fivffes8jjl9W0adMwZcoUGAwGSw+FiIiIqEJjspGIiIioErpy5YrxsmTJEri7u5tsW7p0KVxdXeHl5WWR8a1evRrt27dH7dq1LfL4xd29e/eh+/Tu3RtZWVn43//+9wRGRERERGS9mGwkIiIiqoT0er3xotPpoNFoSmy7dxr18OHD0a9fP8yZMwfVq1dHtWrVMHPmTOTn52PSpEnw9PSEn58fvvjiC5PHSk1NxaBBg+Dh4QEvLy/07dsXv//++wPHFx0djfDw8BLbDQYDJk+eDE9PT+j1esyYMcPk/osXL6Jv375wdXWFu7s7Bg4ciKtXr5Z4DsVFRUUhLCzMeDssLAxjx47FhAkT4O3tje7duwOQ08oDAgLg6OgIX19fvPnmm8bfsbOzw/PPP49vvvnmgc+LiIiIyNYx2UhERERERjt37sTly5exe/duLF68GDNmzECfPn3g4eGBQ4cOYfTo0Rg9ejQuXboEAMjNzcUzzzwDV1dX7N69G3v37oWrqyt69ux534rBzMxMJCUloVWrViXuW7t2LVxcXHDo0CEsWLAAs2bNQmxsLABACIF+/frh2rVriIuLQ2xsLM6dO4dBgwaV+XmuXbsW9vb22LdvHz777DN89913+Pjjj/HZZ5/hzJkz2Lx5M5o2bWryO23atMGePXvK/FhEREREtsTe0gMgIiIioorD09MTy5Ytg1arRf369bFgwQLk5uYaeyu+++67mDdvHvbt24fBgwcjOjoaWq0W//rXv6DRaAAAX375JapVq4aff/4ZPXr0KPEYFy5cgBACvr6+Je4LDg7G9OnTAQD16tXDihUrsGPHDnTv3h3bt2/HsWPHkJKSAn9/fwDA119/jcaNG+Pw4cNo3br1Iz/PunXrYsGCBcbbP/zwA/R6Pbp16wYHBwcEBASgTZs2Jr9Ts2ZNXLx4EQaDAVotz9kTERERlYafkoiIiIjIqHHjxiaJtOrVq5tU+NnZ2cHLywvp6ekAgCNHjuDs2bNwc3ODq6srXF1d4enpidu3b+PcuXOlPsatW7cAAFWrVi1xX3BwsMntGjVqGB/r5MmT8Pf3NyYaAaBRo0aoVq0aTp48WabneW9V5YABA3Dr1i0EBQXh73//OzZt2oT8/HyTfZycnGAwGHDnzp0yPRYRERGRLWFlIxEREREZOTg4mNzWaDSlblNWZTYYDAgJCcH69etLHOupp54q9TG8vb0ByOnU9+7zoMcSQhirJ4srvl2r1UIIYXJ/Xl5eid9xcXExue3v749Tp04hNjYW27dvx5gxY7Bw4ULExcUZx3Tt2jU4OzvDycmp1OdFRERERKxsJCIiIiIztGzZEmfOnIGPjw/q1q1rctHpdKX+Tp06deDu7o7k5OQyPVajRo1w8eJFY79IAEhOTkZWVhYaNmwIQCY4r1y5YvJ7iYmJj3R8JycnhIeHY9myZfj5559x4MABHD9+3Hh/UlISWrZsWaYxExEREdkaJhuJiIiIqNyGDh0Kb29v9O3bF3v27EFKSgri4uIwfvx4/PHHH6X+jlarRbdu3bB3794yPVa3bt0QHByMoUOH4ujRo4iPj8ewYcMQGhpqnBbdtWtX/PLLL/jqq69w5swZTJ8+HUlJSQ899po1a7B69WokJSXh/Pnz+Prrr+Hk5IRatWoZ99mzZ0+pPSiJiIiIqAiTjURERERUbs7Ozti9ezcCAgLQv39/NGzYECNHjsStW7fg7u5+398bNWoUoqOjjVOkH4VGo8HmzZvh4eGBLl26oFu3bggKCsLGjRuN+zz33HOYNm0aJk+ejNatWyMnJwfDhg176LGrVauGzz//HB07dkRwcDB27NiBrVu3wsvLCwCQmpqK/fv3Y8SIEY88XiIiIiJbpBH3NrUhIiIiInrMhBBo164doqKiMGTIEEsP56EmTZqErKwsrFq1ytJDISIiIqrQWNlIRERERE+cRqPBqlWrSqz4XFH5+Pjgww8/tPQwiIiIiCo8VjYSERERERERERGRKljZSERERERERERERKpgspGIiIiIiIiIiIhUwWQjERERERERERERqYLJRiIiIiIiIiIiIlIFk41ERERERERERESkCiYbiYiIiIiIiIiISBVMNhIREREREREREZEqmGwkIiIiIiIiIiIiVTDZSERERERERERERKr4//wn8+pZLC0kAAAAAElFTkSuQmCC\n",
3045       "text/plain": [
3046        "<Figure size 1600x400 with 1 Axes>"
3047       ]
3048      },
3049      "metadata": {},
3050      "output_type": "display_data"
3051     }
3052    ],
3053    "source": [
3054     "%matplotlib inline\n",
3055     "plt.figure(figsize=(16,4))\n",
3056     "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n",
3057     "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n",
3058     "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n",
3059     "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n",
3060     "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n",
3061     "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n",
3062     "plt.xlabel('Time (hours)') \n",
3063     "plt.ylabel('Fuel moisture content (%)')\n",
3064     "plt.legend()"
3065    ]
3066   },
3067   {
3068    "cell_type": "markdown",
3069    "metadata": {
3070     "id": "3TnwXYcLc91r"
3071    },
3072    "source": [
3073     "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. "
3074    ]
3075   },
3076   {
3077    "cell_type": "markdown",
3078    "metadata": {
3079     "id": "8SuVNg8TsW4d"
3080    },
3081    "source": [
3082     "### 4.3 Kalman filter on the augmented model"
3083    ]
3084   },
3085   {
3086    "cell_type": "markdown",
3087    "metadata": {
3088     "id": "FYAbWNCfk2wD"
3089    },
3090    "source": [
3091     "Run augmented filter and plot the result:\n"
3092    ]
3093   },
3094   {
3095    "cell_type": "code",
3096    "execution_count": 61,
3097    "metadata": {
3098     "id": "Q3NHr3oBsDg6"
3099    },
3100    "outputs": [],
3101    "source": [
3102     "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours)  # extract from state"
3103    ]
3104   },
3105   {
3106    "cell_type": "code",
3107    "execution_count": 62,
3108    "metadata": {
3109     "id": "hlkby_oTlB_f"
3110    },
3111    "outputs": [],
3112    "source": [
3113     "title = station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2\n",
3114     "def plot_moisture(hmin,hmax):\n",
3115     "  print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
3116     "  plt.figure(figsize=(16,4))\n",
3117     "  plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
3118     "  plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
3119     "  plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
3120     "  plt.plot(range(hmin,hmax),m[hmin:hmax],linestyle='-',c='k',label='filtered')\n",
3121     "  plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
3122     "  plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n",
3123     "  plt.title(title)\n",
3124     "  if hmin>=h2:\n",
3125     "    plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
3126     "  h1 = np.maximum(hmin,h2)\n",
3127     "  plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
3128     "  plt.xlabel('Time (hours)') \n",
3129     "  plt.ylabel('Fuel moisture content (%)')\n",
3130     "  plt.legend()"
3131    ]
3132   },
3133   {
3134    "cell_type": "code",
3135    "execution_count": 63,
3136    "metadata": {},
3137    "outputs": [],
3138    "source": [
3139     "from data_funcs import to_json, from_json"
3140    ]
3141   },
3142   {
3143    "cell_type": "code",
3144    "execution_count": 64,
3145    "metadata": {},
3146    "outputs": [
3147     {
3148      "name": "stdout",
3149      "output_type": "stream",
3150      "text": [
3151       "writing  kf_orig.json\n",
3152       "filename not present\n",
3153       "title = BKCU1 Kalman filtering and forecast with augmented state, real data. Training 0:300 hmax   <class 'str'>\n",
3154       "note = RAWS and RTMA data + m from augmented KF in fmda_kf_rnn_orig   <class 'str'>\n",
3155       "hours = 1200   <class 'int'>\n",
3156       "h2 = 300   <class 'int'>\n",
3157       "E not present\n",
3158       "array Ed drying equilibrium (%) length 9218 min 1.6557478175353315 max 34.79658303880805 <class 'numpy.ndarray'>\n",
3159       "array Ew wetting equilibrium (%) length 9218 min 1.0385669966012008 max 32.57269821483259 <class 'numpy.ndarray'>\n",
3160       "array Ec equilibrium equilibrium (%) length 1200 min -2.0021484495502215 max 0.04713980095609851 <class 'numpy.ndarray'>\n",
3161       "array rain rain intensity (mm/h) length 9218 min 0.0 max 14.62321996428548 <class 'numpy.ndarray'>\n",
3162       "array fm RAWS fuel moisture data (%) length 9905 min 1.6 max 27.2 <class 'numpy.ndarray'>\n",
3163       "array m fuel moisture estimate (%) length 1200 min 0.1 max 19.636011880151102 <class 'numpy.ndarray'>\n",
3164       "Hash:  1576674937156098423\n"
3165      ]
3166     }
3167    ],
3168    "source": [
3169     "kf_orig={'title':title,'hours':hours,'h2':h2,'Ed':Ed,'Ew':Ew,'Ec':Ec,'rain':rain,\n",
3170     "            'fm':obs_data,'m':m,'note':'RAWS and RTMA data + m from augmented KF in fmda_kf_rnn_orig'}\n",
3171     "to_json(kf_orig,'kf_orig.json')"
3172    ]
3173   },
3174   {
3175    "cell_type": "code",
3176    "execution_count": 65,
3177    "metadata": {
3178     "id": "q-h5omKgnow2"
3179    },
3180    "outputs": [
3181     {
3182      "name": "stdout",
3183      "output_type": "stream",
3184      "text": [
3185       "training from 0 to 300 plot from 0 to 1200\n"
3186      ]
3187     },
3188     {
3189      "data": {
3190       "image/png": "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3191       "text/plain": [
3192        "<Figure size 1600x400 with 1 Axes>"
3193       ]
3194      },
3195      "metadata": {},
3196      "output_type": "display_data"
3197     }
3198    ],
3199    "source": [
3200     "plot_moisture(0,hours)"
3201    ]
3202   },
3203   {
3204    "cell_type": "markdown",
3205    "metadata": {
3206     "id": "0w0YtHtqnza5"
3207    },
3208    "source": [
3209     "A detailed view of transition from training to forecast:"
3210    ]
3211   },
3212   {
3213    "cell_type": "code",
3214    "execution_count": 66,
3215    "metadata": {
3216     "id": "B7sXGUotc91s"
3217    },
3218    "outputs": [
3219     {
3220      "name": "stdout",
3221      "output_type": "stream",
3222      "text": [
3223       "training from 0 to 300 plot from 0 to 600\n"
3224      ]
3225     },
3226     {
3227      "data": {
3228 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\n",
3229       "text/plain": [
3230        "<Figure size 1600x400 with 1 Axes>"
3231       ]
3232      },
3233      "metadata": {},
3234      "output_type": "display_data"
3235     }
3236    ],
3237    "source": [
3238     "plot_moisture(0,600)\n",
3239     "\n"
3240    ]
3241   },
3242   {
3243    "cell_type": "code",
3244    "execution_count": 67,
3245    "metadata": {
3246     "id": "xy7sIs0z_Kk6"
3247    },
3248    "outputs": [
3249     {
3250      "name": "stdout",
3251      "output_type": "stream",
3252      "text": [
3253       "training from 0 to 300 plot from 300 to 500\n"
3254      ]
3255     },
3256     {
3257      "data": {
3258 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\n",
3259       "text/plain": [
3260        "<Figure size 1600x400 with 1 Axes>"
3261       ]
3262      },
3263      "metadata": {},
3264      "output_type": "display_data"
3265     }
3266    ],
3267    "source": [
3268     "plot_moisture(300,500)"
3269    ]
3270   },
3271   {
3272    "cell_type": "code",
3273    "execution_count": 68,
3274    "metadata": {
3275     "id": "y-C6IRFVxGUR"
3276    },
3277    "outputs": [
3278     {
3279      "name": "stdout",
3280      "output_type": "stream",
3281      "text": [
3282       "training from 0 to 300 plot from 300 to 800\n"
3283      ]
3284     },
3285     {
3286      "data": {
3287 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\n",
3288       "text/plain": [
3289        "<Figure size 1600x400 with 1 Axes>"
3290       ]
3291      },
3292      "metadata": {},
3293      "output_type": "display_data"
3294     }
3295    ],
3296    "source": [
3297     "plot_moisture(300,800)"
3298    ]
3299   },
3300   {
3301    "cell_type": "code",
3302    "execution_count": 69,
3303    "metadata": {
3304     "id": "TvlCtT0X2ejp"
3305    },
3306    "outputs": [
3307     {
3308      "name": "stdout",
3309      "output_type": "stream",
3310      "text": [
3311       "training from 0 to 300 plot from 800 to 1200\n"
3312      ]
3313     },
3314     {
3315      "data": {
3316 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\n",
3317       "text/plain": [
3318        "<Figure size 1600x400 with 1 Axes>"
3319       ]
3320      },
3321      "metadata": {},
3322      "output_type": "display_data"
3323     }
3324    ],
3325    "source": [
3326     "plot_moisture(800,1200)"
3327    ]
3328   },
3329   {
3330    "cell_type": "markdown",
3331    "metadata": {
3332     "id": "7W03QTo3c91t"
3333    },
3334    "source": [
3335     "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",
3336     "\n",
3337     "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? "
3338    ]
3339   },
3340   {
3341    "cell_type": "markdown",
3342    "metadata": {
3343     "id": "owEI4EtTo7Ek"
3344    },
3345    "source": [
3346     "A detailed view of rain episode:"
3347    ]
3348   },
3349   {
3350    "cell_type": "code",
3351    "execution_count": 70,
3352    "metadata": {
3353     "id": "C_hoDjgtpMEJ"
3354    },
3355    "outputs": [
3356     {
3357      "name": "stdout",
3358      "output_type": "stream",
3359      "text": [
3360       "training from 0 to 300 plot from 900 to 1100\n"
3361      ]
3362     },
3363     {
3364      "data": {
3365 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\n",
3366       "text/plain": [
3367        "<Figure size 1600x400 with 1 Axes>"
3368       ]
3369      },
3370      "metadata": {},
3371      "output_type": "display_data"
3372     }
3373    ],
3374    "source": [
3375     "plot_moisture(900,1100)"
3376    ]
3377   },
3378   {
3379    "cell_type": "markdown",
3380    "metadata": {
3381     "id": "DRraWhwdpSkV"
3382    },
3383    "source": [
3384     "It seems there is some rain that the model does not know about."
3385    ]
3386   },
3387   {
3388    "cell_type": "markdown",
3389    "metadata": {
3390     "id": "1STfnlT40rPX"
3391    },
3392    "source": [
3393     "## RNN for real data, no rain yet"
3394    ]
3395   },
3396   {
3397    "cell_type": "markdown",
3398    "metadata": {
3399     "id": "3cwY43iSnQ0t"
3400    },
3401    "source": [
3402     "#### Linear modeling by RELU - potential for generalization"
3403    ]
3404   },
3405   {
3406    "cell_type": "code",
3407    "execution_count": 71,
3408    "metadata": {
3409     "id": "MotzNBvOnFvC"
3410    },
3411    "outputs": [
3412     {
3413      "name": "stdout",
3414      "output_type": "stream",
3415      "text": [
3416       "10\n"
3417      ]
3418     },
3419     {
3420      "data": {
3421       "text/plain": [
3422        "10"
3423       ]
3424      },
3425      "execution_count": 71,
3426      "metadata": {},
3427      "output_type": "execute_result"
3428     }
3429    ],
3430    "source": [
3431     "import numpy as np\n",
3432     "def RELU(x):\n",
3433     "  if x>0. :\n",
3434     "    return x\n",
3435     "  else:\n",
3436     "    return 0.\n",
3437     "\n",
3438     "# network computing z = a*x1 + b*x2 with offset c\n",
3439     "def linrelu(x,a,b,c):\n",
3440     "  y = np.dot(np.array([[a, b], [-a, -b] ]), x) + np.array([c, -c])\n",
3441     "  y[0]=RELU(y[0])\n",
3442     "  y[1]=RELU(y[1])\n",
3443     "  return(np.dot([1,-1],y))-c\n",
3444     "x = [1,2]\n",
3445     "a = 2\n",
3446     "b = 4\n",
3447     "c = 3\n",
3448     "print(a*x[0]+b*x[1])\n",
3449     "linrelu(x,a,b,c)"
3450    ]
3451   },
3452   {
3453    "cell_type": "markdown",
3454    "metadata": {
3455     "id": "-p6dcLua_udD"
3456    },
3457    "source": [
3458     "### Basic RNN on real data "
3459    ]
3460   },
3461   {
3462    "cell_type": "markdown",
3463    "metadata": {
3464     "id": "gSmbDPZIHbTr"
3465    },
3466    "source": [
3467     "Try with E average between drying and wetting"
3468    ]
3469   },
3470   {
3471    "cell_type": "code",
3472    "execution_count": 72,
3473    "metadata": {
3474     "id": "ymhNMZkoHfCl"
3475    },
3476    "outputs": [
3477     {
3478      "name": "stdout",
3479      "output_type": "stream",
3480      "text": [
3481       "(9218,) (9218,) (9218,)\n",
3482       "854\n"
3483      ]
3484     }
3485    ],
3486    "source": [
3487     "E = (Ed + Ew)/2\n",
3488     "print(Ed.shape,Ew.shape,rain.shape)\n",
3489     "first_rain=np.nonzero(rain>0)[0][0]\n",
3490     "print(first_rain)\n",
3491     "hours=first_rain\n",
3492     "E=E[:hours]\n",
3493     "data=obs_data[:hours]\n",
3494     "scale=False\n",
3495     "\n",
3496     "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
3497     "Et = np.reshape(E,[E.shape[0],1])\n",
3498     "datat = np.reshape(data,[data.shape[0],1])\n",
3499     "if scale:\n",
3500     "  scalerx = MinMaxScaler()\n",
3501     "  scalerx.fit(Et)\n",
3502     "  Et = scalerx.transform(Et)\n",
3503     "  scalery = MinMaxScaler()\n",
3504     "  scalery.fit(datat)\n",
3505     "  datat = scalery.transform(datat)"
3506    ]
3507   },
3508   {
3509    "cell_type": "markdown",
3510    "metadata": {
3511     "id": "DPcxv85XILdn"
3512    },
3513    "source": [
3514     "Create the model again"
3515    ]
3516   },
3517   {
3518    "cell_type": "code",
3519    "execution_count": 73,
3520    "metadata": {
3521     "id": "gEkbHZSqIOq1"
3522    },
3523    "outputs": [
3524     {
3525      "name": "stdout",
3526      "output_type": "stream",
3527      "text": [
3528       "shape x =  (854, 1)\n",
3529       "shape y =  (854, 1)\n",
3530       "timesteps= 5\n",
3531       "trainsteps= 300\n",
3532       "staircase: samples= 296 timesteps= 5 features= 1\n",
3533       "return_sequences= False\n",
3534       "returning only the last timestep in a sample\n",
3535       "x_train shape= (296, 5, 1)\n",
3536       "y_train shape= (296, 1)\n",
3537       "model_fit input shape (296, 5, 1) output shape (296, 1)\n"
3538      ]
3539     },
3540     {
3541      "data": {
3542 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\n",
3543       "text/plain": [
3544        "<IPython.core.display.Image object>"
3545       ]
3546      },
3547      "execution_count": 73,
3548      "metadata": {},
3549      "output_type": "execute_result"
3550     }
3551    ],
3552    "source": [
3553     "# split data\n",
3554     "return_sequences=False\n",
3555     "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n",
3556     "                             return_sequences=return_sequences)\n",
3557     "print('x_train shape=',x_train.shape)\n",
3558     "samples, timesteps, features = x_train.shape\n",
3559     "print('y_train shape=',y_train.shape)\n",
3560     "# the simplest model possible\n",
3561     "activation=['linear','linear']\n",
3562     "hidden_units=3\n",
3563     "dense_units=1\n",
3564     "dense_layers=1\n",
3565     "features=1\n",
3566     "hours=Et.shape[0]\n",
3567     "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
3568     "# print('initial state=',h0)\n",
3569     "# statefull model version for traning\n",
3570     "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
3571     "                        dense_units=dense_units, \n",
3572     "                        batch_shape=(samples,timesteps,features),\n",
3573     "                        stateful=True,\n",
3574     "                        return_sequences=return_sequences,\n",
3575     "                        # initial_state=h0,\n",
3576     "                        activation=activation,\n",
3577     "                        dense_layers=dense_layers)\n",
3578     "# same model stateless for prediction on the entire dataset - to start onlg\n",
3579     "# the real application will switch to prediction after training data end\n",
3580     "# and start from the state there\n",
3581     "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
3582     "from keras.utils.vis_utils import plot_model\n",
3583     "plot_model(model_fit, to_file='model_plot.png', \n",
3584     "           show_shapes=True, show_layer_names=True)"
3585    ]
3586   },
3587   {
3588    "cell_type": "code",
3589    "execution_count": 74,
3590    "metadata": {
3591     "id": "jtFJQu33NqfL"
3592    },
3593    "outputs": [
3594     {
3595      "name": "stdout",
3596      "output_type": "stream",
3597      "text": [
3598       "model_predict input shape (854, 1) output shape (854, 1, 1)\n",
3599       "Model: \"model_4\"\n",
3600       "_________________________________________________________________\n",
3601       " Layer (type)                Output Shape              Param #   \n",
3602       "=================================================================\n",
3603       " input_5 (InputLayer)        [(None, 854, 1)]          0         \n",
3604       "                                                                 \n",
3605       " simple_rnn_4 (SimpleRNN)    (None, 854, 3)            15        \n",
3606       "                                                                 \n",
3607       " dense_4 (Dense)             (None, 854, 1)            4         \n",
3608       "                                                                 \n",
3609       "=================================================================\n",
3610       "Total params: 19\n",
3611       "Trainable params: 19\n",
3612       "Non-trainable params: 0\n",
3613       "_________________________________________________________________\n",
3614       "None\n"
3615      ]
3616     },
3617     {
3618      "data": {
3619 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\n",
3620       "text/plain": [
3621        "<IPython.core.display.Image object>"
3622       ]
3623      },
3624      "execution_count": 74,
3625      "metadata": {},
3626      "output_type": "execute_result"
3627     }
3628    ],
3629    "source": [
3630     "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
3631     "                        input_shape=(hours,features),stateful = False,\n",
3632     "                        return_sequences=True,\n",
3633     "                        activation=activation,dense_layers=dense_layers)\n",
3634     "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
3635     "#                        activation=['linear', 'linear'])\n",
3636     "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
3637     "print(model_predict.summary())\n",
3638     "from keras.utils.vis_utils import plot_model\n",
3639     "plot_model(model_predict, to_file='model_plot.png', \n",
3640     "           show_shapes=True, show_layer_names=True)"
3641    ]
3642   },
3643   {
3644    "cell_type": "code",
3645    "execution_count": 75,
3646    "metadata": {
3647     "id": "wuxh5pq0OMSa"
3648    },
3649    "outputs": [
3650     {
3651      "name": "stdout",
3652      "output_type": "stream",
3653      "text": [
3654       "weight 0 shape (1, 3) ndim 2 given (1, 1)\n",
3655       "weight 1 shape (3, 3) ndim 2 given (1, 1)\n",
3656       "weight 2 shape (3,) ndim 1 given (1,)\n",
3657       "weight 3 shape (3, 1) ndim 2 given (1, 1)\n",
3658       "weight 4 shape (1,) ndim 1 given (1,)\n",
3659       "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[0.12867743 0.1458202  0.1483412 ]]\n",
3660       "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[0.24689548 0.24525101 0.24500854]\n",
3661       " [0.25562358 0.25430086 0.25410584]\n",
3662       " [0.25687218 0.2555953  0.25540674]]\n",
3663       "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.73317975 0.7392426  0.74013734]\n",
3664       "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[0.23454204]\n",
3665       " [0.2198877 ]\n",
3666       " [0.21772368]]\n",
3667       "weight 4  exact: [-0.] :  initial: [-1.]  fitted: [-0.01381181]\n"
3668      ]
3669     }
3670    ],
3671    "source": [
3672     "# fitting\n",
3673     "DeltaE = 0\n",
3674     "w_exact=  [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n",
3675     "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n",
3676     "w=model_fit.get_weights()\n",
3677     "for i in range(len(w)):\n",
3678     "  print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n",
3679     "  for j in range(w[i].shape[0]):\n",
3680     "    if w[i].ndim==2:\n",
3681     "      for k in range(w[i].shape[1]):\n",
3682     "        w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n",
3683     "    else:\n",
3684     "      w[i][j]=w_initial[i][0]\n",
3685     "model_fit.set_weights(w)\n",
3686     "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n",
3687     "w_fitted=model_fit.get_weights()\n",
3688     "for i in range(len(w)):\n",
3689     "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
3690    ]
3691   },
3692   {
3693    "cell_type": "code",
3694    "execution_count": 76,
3695    "metadata": {
3696     "id": "uJz1EgPyRTEH"
3697    },
3698    "outputs": [
3699     {
3700      "name": "stdout",
3701      "output_type": "stream",
3702      "text": [
3703       "1/1 [==============================] - 0s 251ms/step\n",
3704       "x_input.shape= (1, 854, 1) y_output.shape= (1, 854, 1)\n",
3705       "0.0\n",
3706       "weights= [array([[0.09516259, 0.09516259, 0.09516259]], dtype=float32), array([[0.30161247, 0.30161247, 0.30161247],\n",
3707       "       [0.30161247, 0.30161247, 0.30161247],\n",
3708       "       [0.30161247, 0.30161247, 0.30161247]], dtype=float32), array([0., 0., 0.], dtype=float32), array([[0.33333334],\n",
3709       "       [0.33333334],\n",
3710       "       [0.33333334]], dtype=float32), array([-1.], dtype=float32)]\n"
3711      ]
3712     },
3713     {
3714      "data": {
3715       "text/plain": [
3716        "<matplotlib.legend.Legend at 0x7f9010413610>"
3717       ]
3718      },
3719      "execution_count": 76,
3720      "metadata": {},
3721      "output_type": "execute_result"
3722     },
3723     {
3724      "data": {
3725       "image/png": "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\n",
3726       "text/plain": [
3727        "<Figure size 1600x400 with 1 Axes>"
3728       ]
3729      },
3730      "metadata": {},
3731      "output_type": "display_data"
3732     }
3733    ],
3734    "source": [
3735     "# evaluate model\n",
3736     "model_predict.set_weights(w_fitted)\n",
3737     "x_input=np.reshape(Et,(1, hours, 1))\n",
3738     "y_output = model_predict.predict(x_input)\n",
3739     "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
3740     "print(shift)\n",
3741     "m = np.reshape(y_output,hours)\n",
3742     "print('weights=',w)\n",
3743     "if scale:\n",
3744     "    print('scaling')\n",
3745     "    m = scalery.inverse_transform(m)\n",
3746     "m = np.reshape(m,hours)\n",
3747     "hour=np.array(range(hours))\n",
3748     "title=\"First RNN forecast\"\n",
3749     "plt.figure(figsize=(16,4))\n",
3750     "plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
3751     "# print(len(hour),len(m_f))\n",
3752     "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n",
3753     "if m is not None:\n",
3754     "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
3755     "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
3756     "plt.title(title) \n",
3757     "plt.legend()\n"
3758    ]
3759   },
3760   {
3761    "cell_type": "code",
3762    "execution_count": null,
3763    "metadata": {},
3764    "outputs": [],
3765    "source": []
3766   },
3767   {
3768    "cell_type": "code",
3769    "execution_count": 77,
3770    "metadata": {
3771     "id": "VSwtgKPJPnH4"
3772    },
3773    "outputs": [],
3774    "source": [
3775     "# plot subinterval only\n",
3776     "def plot_int(lb=0,ub=hours,title=\"RNN forecast\"):\n",
3777     "  hour=np.array(range(hours))\n",
3778     "  plt.figure(figsize=(16,4))\n",
3779     "  plt.plot(hour[lb:ub],E[lb:ub],linestyle='--',c='r',label='Equilibrium data')\n",
3780     "  # plt.scatter(hour[lb:ub],data[lb:ub],c='b',label='data=10-h fuel data')\n",
3781     "  plt.plot(hour[lb:ub],m[lb:ub],linestyle='-',c='b',label='data=10-h fuel data')\n",
3782     "  if lb <= h2:\n",
3783     "    ub1 = min(h2,ub)\n",
3784     "    plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='filtered')\n",
3785     "  if ub >= h2:\n",
3786     "    lb1 = max(h2,lb)\n",
3787     "    plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='forecast')\n",
3788     "  plt.title(title) \n",
3789     "  plt.legend()"
3790    ]
3791   },
3792   {
3793    "cell_type": "code",
3794    "execution_count": 78,
3795    "metadata": {
3796     "id": "vCjk9hZtkFym"
3797    },
3798    "outputs": [
3799     {
3800      "data": {
3801 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\n",
3802       "text/plain": [
3803        "<Figure size 1600x400 with 1 Axes>"
3804       ]
3805      },
3806      "metadata": {},
3807      "output_type": "display_data"
3808     }
3809    ],
3810    "source": [
3811     "plot_int()"
3812    ]
3813   },
3814   {
3815    "cell_type": "code",
3816    "execution_count": 79,
3817    "metadata": {
3818     "id": "Sd3fDOnvmmdp"
3819    },
3820    "outputs": [
3821     {
3822      "data": {
3823 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3824       "text/plain": [
3825        "<Figure size 1600x400 with 1 Axes>"
3826       ]
3827      },
3828      "metadata": {},
3829      "output_type": "display_data"
3830     }
3831    ],
3832    "source": [
3833     "plot_int(0,300)"
3834    ]
3835   },
3836   {
3837    "cell_type": "code",
3838    "execution_count": 80,
3839    "metadata": {
3840     "id": "vHkc4KHdkAJp"
3841    },
3842    "outputs": [
3843     {
3844      "data": {
3845 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\n",
3846       "text/plain": [
3847        "<Figure size 1600x400 with 1 Axes>"
3848       ]
3849      },
3850      "metadata": {},
3851      "output_type": "display_data"
3852     }
3853    ],
3854    "source": [
3855     "plot_int(300,500)"
3856    ]
3857   },
3858   {
3859    "cell_type": "code",
3860    "execution_count": 81,
3861    "metadata": {
3862     "id": "Km5VWhcJlyvV"
3863    },
3864    "outputs": [
3865     {
3866      "data": {
3867 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\n",
3868       "text/plain": [
3869        "<Figure size 1600x400 with 1 Axes>"
3870       ]
3871      },
3872      "metadata": {},
3873      "output_type": "display_data"
3874     }
3875    ],
3876    "source": [
3877     "plot_int(500,800)"
3878    ]
3879   },
3880   {
3881    "cell_type": "markdown",
3882    "metadata": {
3883     "id": "TBayRudFcZWP"
3884    },
3885    "source": [
3886     "Next step: two features - drying and wetting equilibria"
3887    ]
3888   },
3889   {
3890    "cell_type": "code",
3891    "execution_count": 82,
3892    "metadata": {
3893     "id": "SGbgxOm_kEc4"
3894    },
3895    "outputs": [
3896     {
3897      "name": "stdout",
3898      "output_type": "stream",
3899      "text": [
3900       "(9218,) (9218,) (9218,)\n",
3901       "854\n",
3902       "(854,)\n"
3903      ]
3904     }
3905    ],
3906    "source": [
3907     "print(Ed.shape,Ew.shape,rain.shape)\n",
3908     "first_rain=np.nonzero(rain>0)[0][0]\n",
3909     "print(first_rain)\n",
3910     "hours=first_rain\n",
3911     "Ed=Ed[:hours]\n",
3912     "Ew=Ew[:hours]\n",
3913     "h2 = 300\n",
3914     "# print(Ed.shape,Ew.shape)\n",
3915     "# (timesteps, features)\n",
3916     "Et = np.vstack((Ed, Ew)).T\n",
3917     "print(E.shape)\n",
3918     "data=obs_data[:hours]\n",
3919     "\n",
3920     "scale=False\n",
3921     "\n",
3922     "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
3923     "datat = np.reshape(data,[data.shape[0],1])\n",
3924     "if scale:\n",
3925     "  scalerx = MinMaxScaler()\n",
3926     "  scalerx.fit(Et)\n",
3927     "  Et = scalerx.transform(Et)\n",
3928     "  scalery = MinMaxScaler()\n",
3929     "  scalery.fit(datat)\n",
3930     "  datat = scalery.transform(datat)"
3931    ]
3932   },
3933   {
3934    "cell_type": "code",
3935    "execution_count": 83,
3936    "metadata": {},
3937    "outputs": [],
3938    "source": [
3939     "from utils import hash2"
3940    ]
3941   },
3942   {
3943    "cell_type": "code",
3944    "execution_count": 84,
3945    "metadata": {},
3946    "outputs": [],
3947    "source": [
3948     "# Set seed for reproducibility\n",
3949     "tf.random.set_seed(123)\n",
3950     "tf.keras.utils.set_random_seed(123)"
3951    ]
3952   },
3953   {
3954    "cell_type": "code",
3955    "execution_count": 85,
3956    "metadata": {
3957     "id": "b6aJAvBEkEBl"
3958    },
3959    "outputs": [
3960     {
3961      "name": "stdout",
3962      "output_type": "stream",
3963      "text": [
3964       "shape x =  (854, 2)\n",
3965       "shape y =  (854, 1)\n",
3966       "timesteps= 5\n",
3967       "trainsteps= 300\n",
3968       "staircase: samples= 296 timesteps= 5 features= 2\n",
3969       "return_sequences= False\n",
3970       "returning only the last timestep in a sample\n",
3971       "x_train shape= (296, 5, 2)\n",
3972       "y_train shape= (296, 1)\n",
3973       "Function: moisture_rnn.create_RNN_2\n",
3974       "Arguments:\n",
3975       "  hidden_units = 6\n",
3976       "  dense_units = 1\n",
3977       "  activation = ['linear', 'linear']\n",
3978       "  stateful = True\n",
3979       "  batch_shape = (296, 5, 2)\n",
3980       "  input_shape = None\n",
3981       "  dense_layers = 1\n",
3982       "  rnn_layers = 1\n",
3983       "  return_sequences = False\n",
3984       "  initial_state = None\n",
3985       "  verbose = True\n",
3986       "model_fit input shape (296, 5, 2) output shape (296, 1)\n"
3987      ]
3988     },
3989     {
3990      "data": {
3991 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\n",
3992       "text/plain": [
3993        "<IPython.core.display.Image object>"
3994       ]
3995      },
3996      "execution_count": 85,
3997      "metadata": {},
3998      "output_type": "execute_result"
3999     }
4000    ],
4001    "source": [
4002     "# split data\n",
4003     "return_sequences=False\n",
4004     "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n",
4005     "                             return_sequences=return_sequences)\n",
4006     "print('x_train shape=',x_train.shape)\n",
4007     "samples, timesteps, features = x_train.shape\n",
4008     "print('y_train shape=',y_train.shape)\n",
4009     "# the simplest model possible\n",
4010     "activation=['linear','linear']\n",
4011     "hidden_units=6\n",
4012     "dense_units=1\n",
4013     "dense_layers=1\n",
4014     "features=Et.shape[1]\n",
4015     "hours=Et.shape[0]\n",
4016     "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
4017     "# print('initial state=',h0)\n",
4018     "# statefull model version for traning\n",
4019     "import moisture_rnn\n",
4020     "model_fit=moisture_rnn.create_RNN_2(hidden_units=hidden_units, \n",
4021     "                        dense_units=dense_units, \n",
4022     "                        batch_shape=(samples,timesteps,features),\n",
4023     "                        stateful=True,\n",
4024     "                        return_sequences=return_sequences,\n",
4025     "                        # initial_state=h0,\n",
4026     "                        activation=activation,\n",
4027     "                        dense_layers=dense_layers)\n",
4028     "# same model stateless for prediction on the entire dataset - to start onlg\n",
4029     "# the real application will switch to prediction after training data end\n",
4030     "# and start from the state there\n",
4031     "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
4032     "from keras.utils.vis_utils import plot_model\n",
4033     "plot_model(model_fit, to_file='model_plot.png', \n",
4034     "           show_shapes=True, show_layer_names=True)"
4035    ]
4036   },
4037   {
4038    "cell_type": "code",
4039    "execution_count": 86,
4040    "metadata": {},
4041    "outputs": [
4042     {
4043      "name": "stdout",
4044      "output_type": "stream",
4045      "text": [
4046       "6973728384299933225\n",
4047       "9270893620491725179\n",
4048       "10119650379183749962\n"
4049      ]
4050     }
4051    ],
4052    "source": [
4053     "## Check 1: equilibrium input data the same\n",
4054     "\n",
4055     "print(hash2(Et))\n",
4056     "print(hash2(x_train))\n",
4057     "print(hash2(y_train))"
4058    ]
4059   },
4060   {
4061    "cell_type": "code",
4062    "execution_count": 87,
4063    "metadata": {},
4064    "outputs": [
4065     {
4066      "data": {
4067       "text/plain": [
4068        "2.7903911808504898e+19"
4069       ]
4070      },
4071      "execution_count": 87,
4072      "metadata": {},
4073      "output_type": "execute_result"
4074     }
4075    ],
4076    "source": [
4077     "## Check 2: Untrained RNN initialized with same weights\n",
4078     "\n",
4079     "hash2(model_fit.get_weights())"
4080    ]
4081   },
4082   {
4083    "cell_type": "code",
4084    "execution_count": 88,
4085    "metadata": {
4086     "id": "ClBMYe8Lqr7P"
4087    },
4088    "outputs": [
4089     {
4090      "name": "stdout",
4091      "output_type": "stream",
4092      "text": [
4093       "Model: \"model_6\"\n",
4094       "_________________________________________________________________\n",
4095       " Layer (type)                Output Shape              Param #   \n",
4096       "=================================================================\n",
4097       " input_7 (InputLayer)        [(None, 854, 2)]          0         \n",
4098       "                                                                 \n",
4099       " simple_rnn_6 (SimpleRNN)    (None, 854, 6)            54        \n",
4100       "                                                                 \n",
4101       " dense_6 (Dense)             (None, 854, 1)            7         \n",
4102       "                                                                 \n",
4103       "=================================================================\n",
4104       "Total params: 61\n",
4105       "Trainable params: 61\n",
4106       "Non-trainable params: 0\n",
4107       "_________________________________________________________________\n",
4108       "None\n"
4109      ]
4110     },
4111     {
4112      "data": {
4113 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\n",
4114       "text/plain": [
4115        "<IPython.core.display.Image object>"
4116       ]
4117      },
4118      "execution_count": 88,
4119      "metadata": {},
4120      "output_type": "execute_result"
4121     }
4122    ],
4123    "source": [
4124     "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
4125     "                        input_shape=(hours,features),stateful = False,\n",
4126     "                        return_sequences=True,\n",
4127     "                        activation=activation,dense_layers=dense_layers)\n",
4128     "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
4129     "#                        activation=['linear', 'linear'])\n",
4130     "# print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
4131     "print(model_predict.summary())\n",
4132     "from keras.utils.vis_utils import plot_model\n",
4133     "plot_model(model_predict, to_file='model_plot.png', \n",
4134     "           show_shapes=True, show_layer_names=True)"
4135    ]
4136   },
4137   {
4138    "cell_type": "code",
4139    "execution_count": 89,
4140    "metadata": {},
4141    "outputs": [
4142     {
4143      "data": {
4144       "text/plain": [
4145        "2.6078943006394597e+19"
4146       ]
4147      },
4148      "execution_count": 89,
4149      "metadata": {},
4150      "output_type": "execute_result"
4151     }
4152    ],
4153    "source": [
4154     "## Check 3: Second model initialization same weights\n",
4155     "\n",
4156     "hash2(model_predict.get_weights())"
4157    ]
4158   },
4159   {
4160    "cell_type": "code",
4161    "execution_count": 90,
4162    "metadata": {
4163     "id": "4U0kTEiksNZs"
4164    },
4165    "outputs": [
4166     {
4167      "name": "stdout",
4168      "output_type": "stream",
4169      "text": [
4170       "weight 0 shape (2, 6) ndim 2 given (1, 1)\n",
4171       "weight 1 shape (6, 6) ndim 2 given (1, 1)\n",
4172       "weight 2 shape (6,) ndim 1 given (1,)\n",
4173       "weight 3 shape (6, 1) ndim 2 given (1, 1)\n",
4174       "weight 4 shape (1,) ndim 1 given (1,)\n"
4175      ]
4176     }
4177    ],
4178    "source": [
4179     "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n",
4180     "w=model_fit.get_weights()\n",
4181     "for i in range(len(w)):\n",
4182     "  print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n",
4183     "  for j in range(w[i].shape[0]):\n",
4184     "    if w[i].ndim==2:\n",
4185     "      for k in range(w[i].shape[1]):\n",
4186     "        w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n",
4187     "    else:\n",
4188     "      w[i][j]=w_initial[i][0]\n",
4189     "model_fit.set_weights(w)\n",
4190     "# model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n",
4191     "# w_fitted=model_fit.get_weights()\n",
4192     "# for i in range(len(w)):\n",
4193     "#   print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
4194    ]
4195   },
4196   {
4197    "cell_type": "code",
4198    "execution_count": 91,
4199    "metadata": {},
4200    "outputs": [
4201     {
4202      "name": "stdout",
4203      "output_type": "stream",
4204      "text": [
4205       "3.735307973219784e+19\n",
4206       "9270893620491725179\n",
4207       "10119650379183749962\n"
4208      ]
4209     }
4210    ],
4211    "source": [
4212     "## Check 4: weights the same after this step \n",
4213     "\n",
4214     "print(hash2(model_fit.get_weights()))\n",
4215     "print(hash2(x_train))\n",
4216     "print(hash2(y_train))"
4217    ]
4218   },
4219   {
4220    "cell_type": "code",
4221    "execution_count": 92,
4222    "metadata": {},
4223    "outputs": [
4224     {
4225      "name": "stdout",
4226      "output_type": "stream",
4227      "text": [
4228       "resetting random seed do 123\n"
4229      ]
4230     }
4231    ],
4232    "source": [
4233     "reproducibility.set_seed()"
4234    ]
4235   },
4236   {
4237    "cell_type": "code",
4238    "execution_count": 93,
4239    "metadata": {},
4240    "outputs": [
4241     {
4242      "data": {
4243       "text/plain": [
4244        "[array([[0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n",
4245        "         0.04758129],\n",
4246        "        [0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n",
4247        "         0.04758129]], dtype=float32),\n",
4248        " array([[0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4249        "         0.15080623],\n",
4250        "        [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4251        "         0.15080623],\n",
4252        "        [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4253        "         0.15080623],\n",
4254        "        [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4255        "         0.15080623],\n",
4256        "        [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4257        "         0.15080623],\n",
4258        "        [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4259        "         0.15080623]], dtype=float32),\n",
4260        " array([0., 0., 0., 0., 0., 0.], dtype=float32),\n",
4261        " array([[0.16666667],\n",
4262        "        [0.16666667],\n",
4263        "        [0.16666667],\n",
4264        "        [0.16666667],\n",
4265        "        [0.16666667],\n",
4266        "        [0.16666667]], dtype=float32),\n",
4267        " array([-1.], dtype=float32)]"
4268       ]
4269      },
4270      "execution_count": 93,
4271      "metadata": {},
4272      "output_type": "execute_result"
4273     }
4274    ],
4275    "source": [
4276     "model_fit.get_weights()"
4277    ]
4278   },
4279   {
4280    "cell_type": "code",
4281    "execution_count": 94,
4282    "metadata": {},
4283    "outputs": [
4284     {
4285      "name": "stdout",
4286      "output_type": "stream",
4287      "text": [
4288       "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[ 0.31772935  0.31592548  0.32283914  0.21918553  0.01425408  0.01352852]\n",
4289       " [ 0.11898713  0.11664673  0.12561582 -0.00815092 -0.26398894 -0.26486528]]\n",
4290       "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[ 0.13386019  0.13400266  0.13345554  0.14164959  0.15859815  0.15866132]\n",
4291       " [ 0.13273151  0.13288197  0.13230488  0.14097176  0.15886803  0.15893526]\n",
4292       " [ 0.13704705  0.13716622  0.13670798  0.14356348  0.15783627  0.15789057]\n",
4293       " [ 0.06961801  0.07022813  0.06789105  0.10308311  0.17415857  0.1744147 ]\n",
4294       " [-0.08122178 -0.07954732 -0.08596081  0.01162518  0.2107843   0.2114987 ]\n",
4295       " [-0.08180267 -0.08012308 -0.08655183  0.0112683   0.21092236  0.21163873]]\n",
4296       "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.9005663  0.90119946 0.89877665 0.9335469  0.99162567 0.9918006 ]\n",
4297       "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[-0.0140542 ]\n",
4298       " [-0.01177623]\n",
4299       " [-0.02050531]\n",
4300       " [ 0.10963247]\n",
4301       " [ 0.35855258]\n",
4302       " [ 0.35940412]]\n",
4303       "weight 4  exact: [-0.] :  initial: [-1.]  fitted: [0.2686251]\n"
4304      ]
4305     }
4306    ],
4307    "source": [
4308     "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n",
4309     "w_fitted=model_fit.get_weights()\n",
4310     "for i in range(len(w)):\n",
4311     "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
4312    ]
4313   },
4314   {
4315    "cell_type": "code",
4316    "execution_count": 95,
4317    "metadata": {},
4318    "outputs": [
4319     {
4320      "data": {
4321       "text/plain": [
4322        "5.55077327554663e+19"
4323       ]
4324      },
4325      "execution_count": 95,
4326      "metadata": {},
4327      "output_type": "execute_result"
4328     }
4329    ],
4330    "source": [
4331     "## Check 5: Weights NOT the same after fitting\n",
4332     "\n",
4333     "hash2(model_fit.get_weights())"
4334    ]
4335   },
4336   {
4337    "cell_type": "code",
4338    "execution_count": 96,
4339    "metadata": {},
4340    "outputs": [
4341     {
4342      "data": {
4343       "text/plain": [
4344        "[array([[ 0.31772935,  0.31592548,  0.32283914,  0.21918553,  0.01425408,\n",
4345        "          0.01352852],\n",
4346        "        [ 0.11898713,  0.11664673,  0.12561582, -0.00815092, -0.26398894,\n",
4347        "         -0.26486528]], dtype=float32),\n",
4348        " array([[ 0.13386019,  0.13400266,  0.13345554,  0.14164959,  0.15859815,\n",
4349        "          0.15866132],\n",
4350        "        [ 0.13273151,  0.13288197,  0.13230488,  0.14097176,  0.15886803,\n",
4351        "          0.15893526],\n",
4352        "        [ 0.13704705,  0.13716622,  0.13670798,  0.14356348,  0.15783627,\n",
4353        "          0.15789057],\n",
4354        "        [ 0.06961801,  0.07022813,  0.06789105,  0.10308311,  0.17415857,\n",
4355        "          0.1744147 ],\n",
4356        "        [-0.08122178, -0.07954732, -0.08596081,  0.01162518,  0.2107843 ,\n",
4357        "          0.2114987 ],\n",
4358        "        [-0.08180267, -0.08012308, -0.08655183,  0.0112683 ,  0.21092236,\n",
4359        "          0.21163873]], dtype=float32),\n",
4360        " array([0.9005663 , 0.90119946, 0.89877665, 0.9335469 , 0.99162567,\n",
4361        "        0.9918006 ], dtype=float32),\n",
4362        " array([[-0.0140542 ],\n",
4363        "        [-0.01177623],\n",
4364        "        [-0.02050531],\n",
4365        "        [ 0.10963247],\n",
4366        "        [ 0.35855258],\n",
4367        "        [ 0.35940412]], dtype=float32),\n",
4368        " array([0.2686251], dtype=float32)]"
4369       ]
4370      },
4371      "execution_count": 96,
4372      "metadata": {},
4373      "output_type": "execute_result"
4374     }
4375    ],
4376    "source": [
4377     "model_fit.get_weights()"
4378    ]
4379   },
4380   {
4381    "cell_type": "code",
4382    "execution_count": 97,
4383    "metadata": {},
4384    "outputs": [
4385     {
4386      "data": {
4387       "text/plain": [
4388        "{'name': 'model_5',\n",
4389        " 'layers': [{'class_name': 'InputLayer',\n",
4390        "   'config': {'batch_input_shape': (296, 5, 2),\n",
4391        "    'dtype': 'float32',\n",
4392        "    'sparse': False,\n",
4393        "    'ragged': False,\n",
4394        "    'name': 'input_6'},\n",
4395        "   'name': 'input_6',\n",
4396        "   'inbound_nodes': []},\n",
4397        "  {'class_name': 'SimpleRNN',\n",
4398        "   'config': {'name': 'simple_rnn_5',\n",
4399        "    'trainable': True,\n",
4400        "    'dtype': 'float32',\n",
4401        "    'return_sequences': False,\n",
4402        "    'return_state': False,\n",
4403        "    'go_backwards': False,\n",
4404        "    'stateful': True,\n",
4405        "    'unroll': False,\n",
4406        "    'time_major': False,\n",
4407        "    'units': 6,\n",
4408        "    'activation': 'linear',\n",
4409        "    'use_bias': True,\n",
4410        "    'kernel_initializer': {'class_name': 'GlorotUniform',\n",
4411        "     'config': {'seed': None},\n",
4412        "     'shared_object_id': 1},\n",
4413        "    'recurrent_initializer': {'class_name': 'Orthogonal',\n",
4414        "     'config': {'gain': 1.0, 'seed': None},\n",
4415        "     'shared_object_id': 2},\n",
4416        "    'bias_initializer': {'class_name': 'Zeros',\n",
4417        "     'config': {},\n",
4418        "     'shared_object_id': 3},\n",
4419        "    'kernel_regularizer': None,\n",
4420        "    'recurrent_regularizer': None,\n",
4421        "    'bias_regularizer': None,\n",
4422        "    'activity_regularizer': None,\n",
4423        "    'kernel_constraint': None,\n",
4424        "    'recurrent_constraint': None,\n",
4425        "    'bias_constraint': None,\n",
4426        "    'dropout': 0.0,\n",
4427        "    'recurrent_dropout': 0.0},\n",
4428        "   'name': 'simple_rnn_5',\n",
4429        "   'inbound_nodes': [[['input_6', 0, 0, {}]]]},\n",
4430        "  {'class_name': 'Dense',\n",
4431        "   'config': {'name': 'dense_5',\n",
4432        "    'trainable': True,\n",
4433        "    'dtype': 'float32',\n",
4434        "    'units': 1,\n",
4435        "    'activation': 'linear',\n",
4436        "    'use_bias': True,\n",
4437        "    'kernel_initializer': {'class_name': 'GlorotUniform',\n",
4438        "     'config': {'seed': None}},\n",
4439        "    'bias_initializer': {'class_name': 'Zeros', 'config': {}},\n",
4440        "    'kernel_regularizer': None,\n",
4441        "    'bias_regularizer': None,\n",
4442        "    'activity_regularizer': None,\n",
4443        "    'kernel_constraint': None,\n",
4444        "    'bias_constraint': None},\n",
4445        "   'name': 'dense_5',\n",
4446        "   'inbound_nodes': [[['simple_rnn_5', 0, 0, {}]]]}],\n",
4447        " 'input_layers': [['input_6', 0, 0]],\n",
4448        " 'output_layers': [['dense_5', 0, 0]]}"
4449       ]
4450      },
4451      "execution_count": 97,
4452      "metadata": {},
4453      "output_type": "execute_result"
4454     }
4455    ],
4456    "source": [
4457     "model_fit.get_config()"
4458    ]
4459   },
4460   {
4461    "cell_type": "code",
4462    "execution_count": 98,
4463    "metadata": {
4464     "id": "o10lIOl4sndv"
4465    },
4466    "outputs": [
4467     {
4468      "name": "stdout",
4469      "output_type": "stream",
4470      "text": [
4471       "1/1 [==============================] - 0s 239ms/step\n",
4472       "x_input.shape= (1, 854, 2) y_output.shape= (1, 854, 1)\n",
4473       "0.0\n",
4474       "weights= [array([[0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n",
4475       "        0.04758129],\n",
4476       "       [0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n",
4477       "        0.04758129]], dtype=float32), array([[0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4478       "        0.15080623],\n",
4479       "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4480       "        0.15080623],\n",
4481       "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4482       "        0.15080623],\n",
4483       "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4484       "        0.15080623],\n",
4485       "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4486       "        0.15080623],\n",
4487       "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4488       "        0.15080623]], dtype=float32), array([0., 0., 0., 0., 0., 0.], dtype=float32), array([[0.16666667],\n",
4489       "       [0.16666667],\n",
4490       "       [0.16666667],\n",
4491       "       [0.16666667],\n",
4492       "       [0.16666667],\n",
4493       "       [0.16666667]], dtype=float32), array([-1.], dtype=float32)]\n"
4494      ]
4495     },
4496     {
4497      "data": {
4498       "text/plain": [
4499        "<matplotlib.legend.Legend at 0x7f90108b1db0>"
4500       ]
4501      },
4502      "execution_count": 98,
4503      "metadata": {},
4504      "output_type": "execute_result"
4505     },
4506     {
4507      "data": {
4508 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4509       "text/plain": [
4510        "<Figure size 1600x400 with 1 Axes>"
4511       ]
4512      },
4513      "metadata": {},
4514      "output_type": "display_data"
4515     }
4516    ],
4517    "source": [
4518     "# evaluate model\n",
4519     "model_predict.set_weights(w_fitted)\n",
4520     "x_input=np.reshape(Et,(1, hours, 2))\n",
4521     "y_output = model_predict.predict(x_input)\n",
4522     "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
4523     "print(shift)\n",
4524     "m = np.reshape(y_output,hours)\n",
4525     "print('weights=',w)\n",
4526     "if scale:\n",
4527     "    print('scaling')\n",
4528     "    m = scalery.inverse_transform(m)\n",
4529     "m = np.reshape(m,hours)\n",
4530     "hour=np.array(range(hours))\n",
4531     "title=\"First RNN forecast\"\n",
4532     "plt.figure(figsize=(16,4))\n",
4533     "plt.plot(hour,Ed,linestyle='--',c='r',label='Drying equilibrium')\n",
4534     "plt.plot(hour,Ew,linestyle='--',c='b',label='Wetting equilibrium')\n",
4535     "# print(len(hour),len(m_f))\n",
4536     "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n",
4537     "if m is not None:\n",
4538     "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
4539     "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
4540     "plt.title(title) \n",
4541     "plt.legend()\n"
4542    ]
4543   },
4544   {
4545    "cell_type": "code",
4546    "execution_count": 99,
4547    "metadata": {},
4548    "outputs": [
4549     {
4550      "name": "stdout",
4551      "output_type": "stream",
4552      "text": [
4553       "writing  rnn_orig.json\n",
4554       "filename not present\n",
4555       "title = RNN fitting and prediction - original   <class 'str'>\n",
4556       "note not present\n",
4557       "hours = 854   <class 'int'>\n",
4558       "h2 = 300   <class 'int'>\n",
4559       "E not present\n",
4560       "array Ed drying equilibrium (%) length 854 min 1.6557478175353315 max 17.076346687085564 <class 'numpy.ndarray'>\n",
4561       "array Ew wetting equilibrium (%) length 854 min 1.0385669966012008 max 15.646159240682982 <class 'numpy.ndarray'>\n",
4562       "Ec not present\n",
4563       "array rain rain intensity (mm/h) length 9218 min 0.0 max 14.62321996428548 <class 'numpy.ndarray'>\n",
4564       "array fm RAWS fuel moisture data (%) length 9905 min 1.6 max 27.2 <class 'numpy.ndarray'>\n",
4565       "array m fuel moisture estimate (%) length 854 min -0.5283096 max 7.471472 <class 'numpy.ndarray'>\n",
4566       "Hash:  39461153264966182\n"
4567      ]
4568     }
4569    ],
4570    "source": [
4571     "rnn_orig={'title':'RNN fitting and prediction - original','hours':hours,'h2':h2,'Ed':Ed,'Ew':Ew,'rain':rain,\n",
4572     "            'fm':obs_data,'m':m}\n",
4573     "# 'w_exact':w_exact,'w_initial':w_initial,'w_fitted':w_fitted\n",
4574     "to_json(rnn_orig,'rnn_orig.json')"
4575    ]
4576   },
4577   {
4578    "cell_type": "code",
4579    "execution_count": 100,
4580    "metadata": {},
4581    "outputs": [
4582     {
4583      "data": {
4584       "text/plain": [
4585        "360223558651138062"
4586       ]
4587      },
4588      "execution_count": 100,
4589      "metadata": {},
4590      "output_type": "execute_result"
4591     }
4592    ],
4593    "source": [
4594     "hash2(rnn_orig, ['Ed', 'Ew', 'fm', 'rain'])"
4595    ]
4596   },
4597   {
4598    "cell_type": "code",
4599    "execution_count": 101,
4600    "metadata": {},
4601    "outputs": [
4602     {
4603      "name": "stdout",
4604      "output_type": "stream",
4605      "text": [
4606       "380442441424371125\n"
4607      ]
4608     },
4609     {
4610      "data": {
4611       "text/plain": [
4612        "380442441424371125"
4613       ]
4614      },
4615      "execution_count": 101,
4616      "metadata": {},
4617      "output_type": "execute_result"
4618     }
4619    ],
4620    "source": [
4621     "import pandas as pd\n",
4622     "print(np.sum(pd.util.hash_array(rnn_orig['m'])))\n",
4623     "hash2(rnn_orig['m'])"
4624    ]
4625   },
4626   {
4627    "cell_type": "code",
4628    "execution_count": 102,
4629    "metadata": {
4630     "tags": []
4631    },
4632    "outputs": [
4633     {
4634      "name": "stdout",
4635      "output_type": "stream",
4636      "text": [
4637       "-0.5283096\n"
4638      ]
4639     }
4640    ],
4641    "source": [
4642     "print(rnn_orig['m'][0])"
4643    ]
4644   },
4645   {
4646    "cell_type": "code",
4647    "execution_count": 103,
4648    "metadata": {},
4649    "outputs": [
4650     {
4651      "name": "stdout",
4652      "output_type": "stream",
4653      "text": [
4654       "14064772575994390991\n",
4655       "10.284323390268565\n"
4656      ]
4657     }
4658    ],
4659    "source": [
4660     "print(hash2(rnn_orig['Ed']))\n",
4661     "print(rnn_orig['Ed'][0])"
4662    ]
4663   },
4664   {
4665    "cell_type": "code",
4666    "execution_count": 104,
4667    "metadata": {
4668     "id": "mrWioCJVuU-G"
4669    },
4670    "outputs": [],
4671    "source": [
4672     "# plot subinterval only\n",
4673     "def plot_int(lb=0,ub=hours,title=\"RNN Prediction\"):\n",
4674     "  hour=np.array(range(hours))\n",
4675     "  plt.figure(figsize=(16,4))\n",
4676     "  plt.plot(hour[lb:ub],Ed[lb:ub],linestyle='--',c='r',label='Drying equilibrium')\n",
4677     "  plt.plot(hour[lb:ub],Ew[lb:ub],linestyle='--',c='b',label='Wetting equilibrium')\n",
4678     "  plt.plot(hour[lb:ub],data[lb:ub],linestyle='-',c='b',label='RAWS fuel moisture data')\n",
4679     "  if lb <= h2:\n",
4680     "    ub1 = min(h2,ub)\n",
4681     "    plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='Fuel moisture fitted')\n",
4682     "  if ub >= h2:\n",
4683     "    lb1 = max(h2,lb)\n",
4684     "    plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='Fuel moisture prediction')\n",
4685     "  plt.title(title) \n",
4686     "  plt.legend()"
4687    ]
4688   },
4689   {
4690    "cell_type": "code",
4691    "execution_count": 105,
4692    "metadata": {
4693     "id": "qmGPeG61uqGI"
4694    },
4695    "outputs": [
4696     {
4697      "data": {
4698 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\n",
4699       "text/plain": [
4700        "<Figure size 1600x400 with 1 Axes>"
4701       ]
4702      },
4703      "metadata": {},
4704      "output_type": "display_data"
4705     }
4706    ],
4707    "source": [
4708     "plot_int(0,600,title='RNN fitting and prediction')  # again the whole thing"
4709    ]
4710   },
4711   {
4712    "cell_type": "code",
4713    "execution_count": 106,
4714    "metadata": {
4715     "id": "SwnOSJlOuvAA"
4716    },
4717    "outputs": [
4718     {
4719      "data": {
4720 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\n",
4721       "text/plain": [
4722        "<Figure size 1600x400 with 1 Axes>"
4723       ]
4724      },
4725      "metadata": {},
4726      "output_type": "display_data"
4727     }
4728    ],
4729    "source": [
4730     "plot_int(0,300,title='RNN Fitting') "
4731    ]
4732   },
4733   {
4734    "cell_type": "code",
4735    "execution_count": 107,
4736    "metadata": {
4737     "id": "EqCZD7uCvDrS"
4738    },
4739    "outputs": [
4740     {
4741      "data": {
4742 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/v7+qF27NqytrdGmTRu8e/cuw+cyv+HgIGOMMcaYugICaFm7NiCRACYmwIABgKkpcOgQ0KwZkEGGAWOMMZbvxMSo/omPV3/buDj1ttWSZs2aoVq1ati/f7/C+lmzZqFTp064e/cuBg0ahEGDBmHr1q0K22zZsgVNmjRB2bJlVe5/2rRpmDBhAoKCglC+fHn06tVLmqV4+fJlDB8+HKNHj0ZQUBBatmyJ+fPnZzje2NhYeHp6wtraGhcvXsSlS5ekgbCEhAQAwLJly7BlyxZs3rwZly5dwsePH3HgwIGsPD0aiY2Nxfz58+Hj44PLly8jKioKPXv2VNjmyZMn2LNnD/bt2yetX5hVs2bNwvTp03Hz5k2YmJigV69emDRpElauXAk/Pz88ffoUM2fOzNZ95DVcc5AxxhhjTF3ywUEAsLAA5s4FevYEatYEnjyh7EGuRcgYY4wRa2vV17VrBxw9KvvdwQGIjVW+rbs74Osr+93FBXj/Pv12WizzUbFiRdy5c0dhXe/evTFo0CDp7wMHDsTMmTNx48YN1K1bF4mJifjrr7/w22+/ZbjvCRMmoH379gCAOXPmoHLlynjy5AkqVqyI1atXo23btpgwYQIAoHz58rhy5QqOHDmicn+7du2CkZERNm3aJJ3Su3XrVtjb28PX1xetWrXCihUrMHXqVHTr1g0AsH79epw8eVLzJ0ZDiYmJWLNmDerVqwcA8PHxgZubm/Q5A4CEhARs374dRYsWzfb9TZgwAa1btwYAjB49Gr169cLZs2fRqFEjAMDgwYMVMkIZZw4yxhhjjKnP35+Wdeoorq9cmQ5SACA0VKdDYowxxljOEAQhXe282uIJwlTFixdH+/btsWXLFgDAkSNHEB8fjx9++CHDfX/77bcK+wCAiIgIAMCjR4+kQTNR2t/TCgwMxJMnT2BjYwNra2tYW1ujUKFCiI+Px9OnTxEZGYnw8HA0aNBAehsTE5N0jycnpL2fihUrwt7eHsHBwdJ1pUuX1kpgEFB8bosVKwYAqFq1qsI68blmhDMHGWOMMcbUER8P3L1Ll5V9kXZ1BUJCODjIGGOMyYuOVn2dsbHi7xkFbNJ2DZarpZdTgoOD4ZpmNoCVlVW67YYMGYJ+/frh999/x9atW9GjRw9YWlpmuG/5LrxiADIlJQWA8qCkkElGZEpKCmrVqoW///473XWaBN2MjIzS3Ze6jVcyoqxBifw6Zc+rsu3VGZuy5zbtOvG5ZoSDg4wxxhhj6oiJAQYPpqnDzs7prxcPHjg4yBhjjMmoEfTJ8W2z4Ny5c7h79y7Gjh2b6bbt2rWDlZUV1q1bh+PHj+PixYvZuu+KFSvixo0bCusCxNImKtSsWRO7d++Gg4MDbG1tlW5TvHhxXLt2DU2bNgUAJCUlITAwEDVr1pRuU7RoUYSHh0t/j4qKQmg2v9skJSUhICBAmv346NEjfP78GRUrVtRoP2nH9vjxY8SqmobONMLTihljjDHG1FG4MLB+PXDmDDUjScvLC9i1i5aMMcYYyzW+fv2Kt2/f4vXr17h58yYWLFiATp06oUOHDujfv3+mtzc2NoaXlxemTp2KcuXKKUzdzYpRo0bh2LFjWL58OR4/fowNGzbg+PHjSrPvRH369EGRIkXQqVMn+Pn5ITQ0FBcuXMDo0aPx6tUrAFR/b9GiRThw4AAePnyIESNGpOsq3KxZM2zfvh1+fn64d+8eBgwYAOO0GZ4aMjU1xahRo3D9+nXcvHkTAwcORP369TOdKp1Ws2bNsGbNGty8eRMBAQEYPny4QkYgyzoODjLGGGOMaUO9ekCPHkC5cvoeCWOMMcY0cOLECRQvXhwuLi5o06YNzp8/j1WrVuHff/9VOzA2ePBgJCQkKDQryapGjRph/fr1WL58OapVq4YTJ05g7NixsLCwUHkbS0tLXLx4EaVKlULXrl3h5uaGQYMGIS4uTppJOH78ePTv3x9eXl5o0KABbGxs0KVLF4X9TJ06FU2bNkWHDh3Qrl07dO7cOcOuy+qwtLTE5MmT0bt3bzRo0AAFChTArl27NN7PsmXL4OzsjKZNm6J3796YMGFCptO3mXokQmYT13UsKioKdnZ2iIyMVJkKyxhjjDGmc3fuABUqAObm+h4JY4wxZnDi4+MRGhoKV1fXDINYedXly5fh4eGBV69eSZtgaNPQoUPx8OFD+Pn5aXW/Xl5e+Pz5Mw4ePKjV/TLdUfW/p0l8jWsOMsYYY4xlJiYGqFGDCqe/eQMUKZJ+m5QU4OhRqjn4449APjwwYowxxvKbr1+/4uXLl5gxYwa6d++utcDg0qVL0bJlS1hZWeH48ePw8fHB2rVrtbJvxtLiacWMMcYYY5m5dYuCf0WLKg8MAlSHsE8fYPRobkrCGGOM5RM7d+5EhQoVEBkZiSVLlmhtvzdu3EDLli1RtWpVrF+/HqtWrcKQIUO0tn/G5HHmIGOMMcZYZsQOgbVrq95GIqGOxXfuUHDQzU03Y2OMMcaY3nh5ecErB5qR7dmzR+v7VMbb21sn98MMG2cOMsYYY4xlRp3gIACUKUNLzhxkjDHGGGO5hMbBwYsXL6Jjx45wcnKCRCJRWrQyODgY3333Hezs7GBjY4P69evjxYsX2hgvY4wxxpju+fvTsk6djLdzdaUlBwcZY4wxxlguoXFwMCYmBtWqVcOaNWuUXv/06VM0btwYFStWhK+vL27fvo0ZM2bky25FjDHGGMsDIiOBkBC6XKtWxttycJAxxhhjjOUyGtccbNu2Ldq2bavy+mnTpqFdu3YKhTjLiFNsGGOMMcZym5s3aVm6NDUkyQgHBxljjDHGWC6j1ZqDKSkpOHr0KMqXL4/WrVvDwcEB9erVUzr1WPT161dERUUp/DDGGGOMGYwyZYDffqMuxOpsC3BwkDHGGGOM5RpaDQ5GREQgOjoaixYtQps2bXDq1Cl06dIFXbt2xYULF5TeZuHChbCzs5P+ODs7a3NIjDHGGGPZU7o0MGECMHZs5tuWKQPs2AGcOAEIQs6PjTHGGGOMsWzSeuYgAHTq1Aljx45F9erVMWXKFHTo0AHr169XepupU6ciMjJS+vPy5UttDokxxhhjTHcsLIBevYB69QCJRN+jYYwxxpiB8/b2hr29vb6HoTVpH8/s2bNRvXp16e9eXl7o3Lmz9HcPDw+MGTNG4/sJCwuDRCJBUFBQlsfKZLQaHCxSpAhMTExQqVIlhfVubm4quxWbm5vD1tZW4YcxxhhjzCBERgI7dwKPH+t7JIwxxhjTsvXr18PGxgZJSUnSddHR0TA1NUWTJk0UtvXz84NEIkGI2KQsA6oCfi4uLlixYoXCuh49eqi1z9wis8ezcuVKeHt7Z/t+nJ2dER4ejipVqmR7X0zLwUEzMzPUqVMHjx49UlgfEhKC0qVLa/OuGGOMMcZy3rVrQO/eQPv26t/m5k1g9WrA1zfHhsUYY4yx7PP09ER0dDQCAgKk6/z8/ODo6Ah/f3/ExsZK1/v6+sLJyQnly5fX6hgKFCgABwcHre5TnzJ7PHZ2dtnOlExISICxsTEcHR1hYqJxn12mhMbBwejoaAQFBUlTN0NDQxEUFCTNDJw4cSJ2796NjRs34smTJ1izZg0OHz6MESNGaHXgjDHGGGM5TjxYqF1b/dvs2wf8/DOwd2/OjIkxxhhjWlGhQgU4OTnBV+6Enq+vLzp16oSyZcviypUrCus9PT0BUHBq0qRJKFGiBKysrFCvXj3pPnx9fTFw4EBERkZCIpFAIpFg9uzZ8PDwwPPnzzF27FjpekD1NNzt27fDxcUFdnZ26NmzJ758+SLd5suXL+jTpw+srKxQvHhx/P7772pNzz18+DBq1aoFCwsLlClTBnPmzFHImnz8+DGaNm0KCwsLVKpUCadPn4ZEIpE2mfX19YVEIsHnz5+ltwkKCoJEIkFYWJjSx5NW2mnFAJCUlISRI0fC3t4ehQsXxvTp0yHI1W52cXHBvHnz4OXlBTs7OwwdOjTdtGJl93vw4EHp8yz/3G7ZsgWlSpWCtbU1fvrpJyQnJ2PJkiVwdHSEg4MD5s+fn+HzmBdpHBwMCAhAjRo1UKNGDQDAuHHjUKNGDcycORMA0KVLF6xfvx5LlixB1apVsWnTJuzbtw+NGzfW7sgZY4wxxnKaGBysU0e66vZtYMYM4NUrFbdxdaXls2c5OzbGGGMsF4iJUf0TH6/+tnFx6m2rKQ8PD5w/f176+/nz5+Hh4QF3d3fp+oSEBFy9elUaHBw4cCAuX76MXbt24c6dO/jhhx/Qpk0bPH78GA0bNsSKFStga2uL8PBwhIeHY8KECdi/fz9KliyJX3/9VbpeladPn+LgwYM4cuQIjhw5ggsXLmDRokXS68eNG4fLly/j0KFDOH36NPz8/HDz5s0MH+fJkyfRt29f/Pzzz3jw4AE2bNgAb29vaSAsJSUFXbt2hbGxMa5du4b169dj8uTJmj+hWeDj4wMTExNcv34dq1atwu+//45NmzYpbPPbb7+hSpUqCAwMxIwZM7J8X0+fPsXx48dx4sQJ7Ny5E1u2bEH79u3x6tUrXLhwAYsXL8b06dNx7dq17D6sXEXj/EsPDw+FCK4ygwYNwqBBg7I8KMYYY4wxg+DvT0u5zMFx44Bz54CVK4H584ERIwBjY7nbiMHB0FDdjZMxxhgzUNbWqq9r1w44elT2u4MDIDeTV4G7u2LFDhcX4P379NtlEq5Ix8PDA2PHjkVSUhLi4uJw69YtNG3aFMnJyVi1ahUA4Nq1a4iLi4OnpyeePn2KnTt34tWrV3BycgIATJgwASdOnMDWrVuxYMEC2NnZQSKRwNHRUeG+jI2NYWNjk259WikpKfD29oaNjQ0AoF+/fjh79izmz5+PL1++wMfHBzt27EDz5s0BAFu3bpWORZX58+djypQpGDBgAACgTJkymDt3LiZNmoRZs2bhzJkzCA4ORlhYGEqWLAkAWLBgAdq2bavZE5oFzs7O+P333yGRSFChQgXcvXsXv//+O4YOHSrdplmzZpgwYYL0dzFTUVMpKSnYsmULbGxsUKlSJXh6euLRo0c4duwYjIyMUKFCBSxevBi+vr6oX79+dh9arsGTsxljjDHGlAkPB16/BoyMgNQZEykpwI0bdPWXLzR7+K+/AB8foGLF1NuJwcGwMLqBkVZLPDPGGGNMizw9PRETEwN/f398+vQJ5cuXh4ODA9zd3dGvXz/ExMTA19cXpUqVQpkyZbB3714IgpCu9uDXr19RuHBhrYzJxcVFGhgEgOLFiyMiIgIA8OzZMyQmJqJu3brS6+3s7FChQoUM9xkYGAh/f3+FKbPJycmIj49HbGwsgoODUapUKWlgEAAaNGiglceTmfr16ytM/23QoAGWLVuG5ORkGKeega2tSYmXDKR9bosVKwZjY2MYyX1fK1asmPT5zi84OMgYY4wxpsxvv9HSzU2a9vDoERAdDVhaAkuWAL/8Aty5A5iayt3O2ZkCgl+/Am/fApmcyWe5VGIicOwY0KABpbowxhhTKjpa9XUKmfcAMorHpD3XlsXEsXTKlSuHkiVL4vz58/j06RPc3d0BAI6OjnB1dcXly5dx/vx5NGvWDABlnhkbGyMwMFAauBJZZ5QmqQFThS8WgEQiQUpKCgBIZ3LKB9Pk16uSkpKCOXPmoGvXrumus7CwUHr7tPchBtDkt01MTMzwfrXFysoqw+uNjIzSPQZlY1P23Gb0fOcXHBxkjDHGGFMmIYGWffpIV8XEAI0bA1ZWwP/+B3TpQpmEZcvK3c7UlAKEz5/T1GIODuZNf/8NDBwIFCsG7NgBpB40MsYYU5RJTEcn22bG09MTvr6++PTpEyZOnChd7+7ujpMnT+LatWsYOHAgAKBGjRpITk5GREQEmjRponR/ZmZmSE5OVnu9JsqWLQtTU1PcuHEDzs7OAICoqCg8fvxYGthUpmbNmnj06BHKlSun9PpKlSrhxYsXePPmjXSK8tWrVxW2KVq0KAAgPDwcBQsWBABpQ5DsSFvf79q1a/jmm2/SBV8zUrRoUXz58gUxMTHSQKI2xpZf8DwXxhhjjDGAAnnyTUTmzaPOw1OmSFfVrg34+QEnTtDvTk6A2HAvKYmyGOLjwXUH84M7d2j5339Ay5bA3Lk0jZwxxliu4+npiUuXLiEoKEghwObu7o6NGzciPj5e2oykfPny6NOnD/r374/9+/cjNDQU/v7+WLx4MY4dOwaApq5GR0fj7NmzeP/+PWJTCym6uLjg4sWLeP36Nd4rK5ioBhsbGwwYMAATJ07E+fPncf/+fQwaNAhGRkbpMv3kzZw5E9u2bcPs2bNx//59BAcHY/fu3Zg+fToAoEWLFqhQoQL69++P27dvw8/PD9OmTVPYR7ly5eDs7IzZs2cjJCQER48exbJly7L0OOS9fPkS48aNw6NHj7Bz506sXr0ao0eP1mgf9erVg6WlJX755Rc8efIEO3bsgLe3d7bHll9wcJAxxhhjbNUqoFIlYOhQWSVze3uga1cggy/a8ipXpphgQACARYuAK1eAjh1zbMhMz8RAcvnyFBScOZOKTzLGGMt1PD09ERcXh3LlyqFYsWLS9e7u7vjy5QvKli0rzdIDqAFI//79MX78eFSoUAHfffcdrl+/Lt2mYcOGGD58OHr06IGiRYtiyZIlAIBff/0VYWFhKFu2rDQLLyuWL1+OBg0aoEOHDmjRogUaNWoENzc3WFhYqLxN69atceTIEZw+fRp16tRB/fr1sXz5cpQuXRoATcs9cOAAvn79irp162LIkCEK9QkBmpK7c+dOPHz4ENWqVcPixYsxb968LD8OUf/+/REXF4e6devif//7H0aNGoUff/xRo30UKlQIf/31F44dO4aqVati586dmD17drbHll9IhMwmputYVFQU7OzsEBkZCVtbW30PhzHGGGN53e3bQPXqdNnTEzhwALCzS7dZcjJNK1b19aRFC+DsWYoP9e+fc8NlBqJ6dXrtHD9O2YP//AMcPJi+gBZjjOUT8fHxCA0Nhaura4ZBKqZ9MTExKFGiBJYtW4bBgwdrdd8SiQQHDhxAZ3GqBDM4qv73NImvceYgY4wxxvI3sfFIt24U3VMSGASAu3cpmVBV4z6eSZzPBARQ9mCTJsCAAcChQ7LAYEICsHevLAuVMcYY06Jbt25h586dePr0KW7evIk+qfWRO3XqpOeRsdyKg4OMMcYYy7+ePwd27aLLU6dmOIXY359iPZaWyq9XCA5++gSsWUN16FjeZGJCf3SxIr742hEEYORIoHt34KefqKsxY4wxpmVLly5FtWrV0KJFC8TExMDPzw9FihTR97BYLsXdihljjDGWf61YQfOFmzcHatXKcNOAAFrWqaP8+jJlaPnsGagryahRgJERNTQxNdXakFkuUL48BQs3bAAePqQpx3zAxhhjTEtq1KiBwMBAndyXgVWiYzmEMwcZY4wxlj99/Ahs3EiXJ07MdHN/f1rWrq38eoXMQUdHwMKCGlW8fJn9sTLDcvIk0LcvoKwLokQCTJhA04xtbIALF4C6dYH793U+TMYYY4wxdXBwkDHGGGP5U2Ii0KcPBW5atcpw0/h4qjkIqM4cFIODr18DXxMkgIsLreAihHnPtWvA338Dly6p3qZDB+DqVUopDQ2lYpXHj+tujIwxxhhjauJpxYwxxhjLn4oVo2mfyckZ1hoEqCltUhLNDC1VSvk2RYsC/foBzs7Uj8Lc1ZWmlHJwMO959oyW4lxyVSpXBq5fB7p2Bfz8KBj97h13NGaMMcaYQeHgIGOMMcbyNzUCNeKU4jp1VMcRJRJg2za5FQpFCFme8vQpLcuWzXzbIkWA06eBmTOB6tUpGM3BQcYYY4wZEA4OMsYYYyx/SU4Gxo+nNL9MmpCI3NwALy+agaw2hSKELE8RA77qBAcBwNwcWLw458bDGGOMMZYNHBxkjDHGWP5y6BCwciWl+b1+DRQokOlNmjenn8wkJwOvXlEfElcODuZNsbFAeDhdzmxaMWOMMcZYLsANSRhjjDGWfwiCLINrxAi1AoOaWL2a+pBMmgTA3R24fBn491+t3gfTMzHYa28PFCqk/u0+fKAux+fO5ciwGGOM5R+xsbHo1q0bbG1tIZFI8PnzZ63s18vLC507d9bKvjTh7e0Ne3t7nd+vNnl4eGDMmDH6HkaWcXCQMcYYY/nHpUvUIMLcHBg1Sq2bhIfLGpJkRkwkCw0FULgw0LAhNT5hecebN1QzUNOswWPHgDZtgLlzc2ZcjDHGssTLywsSiQQSiQQmJiYoVaoUfvrpJ3z69CndtnFxcShYsCAKFSqEuLg46fr169fDxsYGSXJfFqKjo2FqaoomTZoo7MPPzw8SiQQhISEAgFu3bqFDhw5wcHCAhYUFXFxc0KNHD7x//17lmH18fODn54crV64gPDwcdnZ22X0a9KpHjx7S5yMzeSGQCAC+vr5aDexmFwcHGWOMMZY/JCYCkyfT5QED1A7a7dxJfSR69cp8W55JnA+0bAnExQHHj2t2uwoVaPnokfbHxBhjLFvatGmD8PBwhIWFYdOmTTh8+DBGjBiRbrt9+/ahSpUqqFSpEvbv3y9d7+npiejoaAQEBEjX+fn5wdHREf7+/oiNjZWu9/X1hZOTE8qXL4+IiAi0aNECRYoUwcmTJxEcHIwtW7agePHiCrdJ6+nTp3Bzc0OVKlXg6OgIiapuablEgQIF4ODgoPP7TUxM1Pl9GioODjLGGGMsf5g0Cbh6FbCzA6ZOVftmYqfiGjUy31YMDn78CERGAvjnH2DCBEDuYIHlAaamgKYHMWJwMDwciIrS/pgYY4xlmbm5ORwdHVGyZEm0atUKPXr0wKlTp9Jtt3nzZvTt2xd9+/bF5s2bpesrVKgAJycn+Pr6Stf5+vqiU6dOKFu2LK5cuaKw3tPTEwBw5coVREVFYdOmTahRowZcXV3RrFkzrFixAqVKlVI6Vg8PDyxbtgwXL16ERCKBh4cHAEAikeDgwYMK29rb28Pb21v6++vXr9GjRw8ULFgQhQsXRqdOnRAWFqb28yRm7R05cgQVKlSApaUlvv/+e8TExMDHxwcuLi4oWLAgRo0aheTkZOntPn36hP79+6NgwYKwtLRE27Zt8fjx43T7Fd2+fRuenp6wsbGBra0tatWqhYCAAPj6+mLgwIGIjIyUZnvOnj1brccfFhYGiUSCPXv2wMPDAxYWFvjrr78AAFu3boWbmxssLCxQsWJFrF27NsPnISYmBv3794e1tTWKFy+OZcuWpdvmr7/+Qu3atWFjYwNHR0f07t0bERER0rGIr4GCBQtCIpHAy8sLAHDixAk0btwY9vb2KFy4MDp06ICnT59m+rfJLg4OMsYYYyzvu3YNWLGCLvv4UGFANYlxvdq1M9/W2hooUoQuh4aC0g6XLQPkDgpYPmVnJ8tW5ezB/Ck5GahalTqlf/xI675+1e+YGMtBggDExOjnRxCyPu5nz57hxIkTMDU1VVj/9OlTXL16Fd27d0f37t1x5coVPBO714OCdufPn5f+fv78eXh4eMDd3V26PiEhAVevXpUGhhwdHZGUlIQDBw5AUHPQ+/fvx9ChQ9GgQQOEh4crZDBmJDY2Fp6enrC2tsbFixdx6dIlWFtbo02bNkhISFBrH+J+Vq1ahV27duHEiRPw9fVF165dcezYMRw7dgzbt2/Hn3/+iX/++Ud6Gy8vLwQEBODQoUO4evUqBEFAu3btVGbu9enTByVLloS/vz8CAwMxZcoUmJqaomHDhlixYgVsbW0RHh6O8PBwTJgwQe2xA8DkyZPx888/Izg4GK1bt8bGjRsxbdo0zJ8/H8HBwViwYAFmzJgBHx8flfuYOHEizp8/jwMHDuDUqVPw9fVFYGCgwjYJCQmYO3cubt++jYMHDyI0NFQaAHR2dsa+ffsAAI8ePUJ4eDhWrlwJgAKP48aNg7+/P86ePQsjIyN06dIFKSkpGj1OTXG3YsYYY4zlffXqAevXU3fiTp3UvtmnT8CTJ3RZneAgQNmD799TcLA6zzPOe3r3ppqDv/4qSxVVV4UKwH//UXCwTp2cGR8zXEFBwL17wIsXwNatlF5cvTqVOZgyBbCw0PcIGdOq2Fg6aaYP0dGAlZX62x85cgTW1tZITk5GfHw8AGD58uUK22zZsgVt27ZFwYIFAdBU5C1btmDevHkAKDg4duxYJCUlIS4uDrdu3ULTpk2RnJyMVatWAQCuXbuGuLg4aXCwfv36+OWXX9C7d28MHz4cdevWRbNmzdC/f38UU1H+pFChQrC0tISZmRkcHR3Vfoy7du2CkZERNm3aJJ2GvHXrVtjb28PX1xetWrVSaz+JiYlYt24dypYtCwD4/vvvsX37dvz333+wtrZGpUqV4OnpifPnz6NHjx54/PgxDh06hMuXL6Nhw4YAgL///hvOzs44ePAgfvjhh3T38eLFC0ycOBEVK1YEAHzzzTfS6+zs7CCRSDR67PLGjBmDrl27Sn+fO3culi1bJl3n6uqKBw8eYMOGDRgwYEC620dHR2Pz5s3Ytm0bWrZsCYBqQJYsWVJhu0GDBkkvlylTBqtWrULdunURHR0Na2trFEptaubg4KCQNdmtWzeF/WzevBkODg548OABqlSpkqXHrA7OHGSMMcZY3ieRAMOGUUBHA+JJ4DJl1G9Mq9CURPzlwQON7pcZqJQUYP9+IHUaksa47mD+JmYUNW0KmJjQ6ygsDJgzhzIKr17V6/AYy888PT0RFBSE69evY9SoUWjdujVGyTUuS05Oho+PD/r27Std17dvX/j4+Einz3p6eiImJgb+/v7w8/ND+fLl4eDgAHd3d/j7+yMmJga+vr4oVaoUysg1tZo/fz7evn2L9evXo1KlSli/fj0qVqyIu3fvavUxBgYG4smTJ7CxsYG1tbU0QBUfH6/RtFVLS0tpYBAAihUrBhcXF1jLRYKLFSsmnUIbHBwMExMT1KtXT3p94cKFUaFCBQQHByu9j3HjxmHIkCFo0aIFFi1apNVptbXlzva+e/cOL1++xODBg6XPibW1NebNm6fyPp8+fYqEhAQ0aNBAuq5QoUKoIH7Gp7p16xY6deqE0qVLw8bGRjr9+8WLFxmO7+nTp+jduzfKlCkDW1tbuKaeiMzsdtnFmYOMMcYYy5sEAVi+HBg0CEg9y68psd6gJklenTtTTLBePQCFKDMA584BHz5QB2OWe715Q9NATUwAZ2fNb8/BwfxNDA6mZgxhxAiqXTl6NKUo//AD8PIlncxgLA+wtKQMPn3dtyasrKxQrlw5AMCqVavg6emJOXPmYG5qh/mTJ09K6/XJS05OxqlTp9C2bVuUK1cOJUuWxPnz5/Hp0ye4u7sDoKnDrq6uuHz5Ms6fP49mzZqlu//ChQvjhx9+wA8//ICFCxeiRo0aWLp0aYZTW9OSSCTppibLT9tNSUlBrVq18Pfff6e7bdGiRdW+n7TTrSUSidJ14jRYVdOlBUFQ2Uhl9uzZ6N27N44ePYrjx49j1qxZ2LVrF7p06aJyXJk9fpGVXEqpOMaNGzcqBC8BwNjYWOW4MxMTE4NWrVqhVatW+Ouvv1C0aFG8ePECrVu3znQKd8eOHeHs7IyNGzfCyckJKSkpqFKlikZTv7OCg4OMMcYYy5tWr6ZmIH/+Cdy5A5iba7wLsd6gJsHBnj3ph7gB1aoBt28D+/YBP/6o8RiYARGzCEqXpgChptq3B4oWpamkLH9JSgL8/OhyavYIJBIKCLZoQScOXr8GIiLU7qTOmKGTSDSb2mtIZs2ahbZt2+Knn36Ck5MTNm/ejJ49e2LatGkK2y1atAibN29G27ZtAVD2oK+vLz59+oSJEydKt3N3d8fJkydx7do1DBw4MMP7NjMzQ9myZRETE6PRmIsWLYrw8HDp748fP1boeFyzZk3s3r0bDg4OsLW11Wjf2VGpUiUkJSXh+vXr0mnFHz58QEhICNzc3FTernz58ihfvjzGjh2LXr16YevWrejSpQvMzMwUmp2IMnv8yhQrVgwlSpTAs2fP0KdPH7UeT7ly5WBqaopr165Jm8Z8+vQJISEh0oDww4cP8f79eyxatAjOqScTA9I0pzMzMwMAhcfy4cMHBAcHY8OGDWjSpAkA4NKlS2qNK7s0nlZ88eJFdOzYEU5OTkq7wcgbNmwYJBIJVogFwBljjDHGctrXr8CSJcD48fT7iBFZCgwCwJgxwNy5gJpleJTr1YuWO3dmYyfMIIiF5+WmU2mkYkWgf3/g22+1NyaWO9y8CXz5Atjb0wkDeQULypokcVYpYwbBw8MDlStXxoIFC/Du3TscPnwYAwYMQJUqVRR+BgwYgEOHDuHdu3cAKDh46dIlBAUFSQNFAAUHN27ciPj4eGm9QYBqHfbt2xdHjhxBSEgIHj16hKVLl+LYsWPopEGNZABo1qwZ1qxZg5s3byIgIADDhw9XyOjr06cPihQpgk6dOsHPzw+hoaG4cOECRo8ejVevXmXzGVPtm2++QadOnTB06FBcunQJt2/fRt++fVGiRAmljzEuLg4jR46Er68vnj9/jsuXL8Pf318aSHRxcUF0dDTOnj2L9+/fSwOAmT1+VWbPno2FCxdi5cqVCAkJwd27d7F169Z0NSdF1tbWGDx4MCZOnIizZ8/i3r178PLygpGRLLxWqlQpmJmZYfXq1Xj27BkOHTokzUIVlS5dGhKJBEeOHMG7d+8QHR0t7SL9559/4smTJzh37hzGjRun9nOdHRoHB2NiYlCtWjWsWbMmw+0OHjyI69evw8nJKcuDY4wxxvRqyxagVi2gYUPK9GjdWuOadUyHBIGy89zcgMmTKVOnd2/g55+zvMsmTYDp06kcmCbDePECuHAhtVuimEYYEwPk8JQQlsPE4KBcrSjG1CJOKXZ3p4Y2afGUc8YMzrhx47Bx40asXbsWVlZWaN68ebptPD09YWNjg+3bt0t/j4uLQ7ly5RQairi7u+PLly8oW7asNJMMoKw6S0tLjB8/HtWrV0f9+vWxZ88ebNq0Cf369dNovMuWLYOzszOaNm2K3r17Y8KECbCUm19taWmJixcvolSpUujatSvc3NwwaNAgxMXF5Xgm4datW1GrVi106NABDRo0gCAIOHbsmNLgnbGxMT58+ID+/fujfPny6N69O9q2bYs5c+YAABo2bIjhw4ejR48eKFq0KJYsWaLW41dlyJAh2LRpE7y9vVG1alW4u7vD29tbWutPmd9++w1NmzbFd999hxYtWqBx48aoVauW9PqiRYvC29sbe/fuRaVKlbBo0SIsXbpUYR8lSpTAnDlzMGXKFBQrVgwjR46EkZERdu3ahcDAQFSpUgVjx47Fb7/9ptZznF0SQd1+2cpuLJHgwIED6Ny5s8L6169fo169ejh58iTat2+PMWPGYMyYMWrtMyoqCnZ2doiMjNRpqitjjDGWzty5wMyZ6dc/fCg7kGOGISYGaNcOuHiRfi9eHFi4EOjXDzDSvP9afDwF91q31nwoiYnUdDQlhUrUFS8OihamTj1huVjv3pQB+ttvNGUdFO9NnRmknuvXqdONhwdQqVKODJMZoI0bgT/+oBqoyk5YzJtHbzojRgAZ1NRizJDFx8cjNDQUrq6usODu24zpjKr/PU3ia1rvVpySkoJ+/fph4sSJqFy5cqbbf/36FVFRUQo/jDHGmN6EhKSme4ECAceOAQcOALt3y+qEXbigt+ExFaysAGtrisrNmEF/xwEDshQYPHIEqFyZysPduaP5UExNZb0qQkNTV3JgMG+IjaXXVGrm4Js3dJ5Ag3rxwKJFwP/+B5w5kzNjZIZp6FAgKAiQ636qYPp04PRpDgwyxhjTC603JFm8eDFMTEzws5pTeBYuXChND2WMMcb06tMnoG5doFw54PBhqismX1vs/n06uLtwgRtLGKI1a2i6XhYDcU+fUo3BI0fo9xIlgPfvszYUV1fg+XMKDqbW3iaRkRR8trfP2o6Zfh08qDA1fPVqICwM8PKiWaN//KFG8X2ePpq/cSdixhhjBkirmYOBgYFYuXIlvL29VbakTmvq1KmIjIyU/rx8+VKbQ2KMMcbUt3QpBW++flXeLfK772ia8f/+p/uxMeWiowGxy5ura5YDg8uWUbbgkSOU+Td5Ms0eb9Ysa8MSS9KJJeoA0DT1YsWAtWuztlNmGMzMpPOI582jP6uREWUP1qkD3LuXye0rVqQlBwfzjxcvgLg49baNipK9pzHGGGM6otXgoJ+fHyIiIlCqVCmYmJjAxMQEz58/x/jx4+EiduBKw9zcHLa2tgo/jDHGmM5FRAArV9Jl8Wg/rVq1gDlz0qSCMb2aO5ey8NIUedbEzZtUPu7rV6BlS+DuXZr5aW2d9WGJNayl04oBwMmJ7oS7FucJCxYA69YBP/0EnDtHtSWDgyn5eMuWDG4oZg4+fKiTcTIDMGQIvU/980/G21WsCNjZUVkExhhjTIe0Ghzs168f7ty5g6CgIOmPk5MTJk6ciJMnT2rzrhhjjDHtWriQmlrUrg106qTv0TB13bhB2YMFC2Z5F76+tOzRAzh5Uju9ZpQGB7t2pbTEe/fUSC9jBufECaBxY+DXX5GcTOcJRo2il5+7O1UcaNWKEsQGD6b+E0qJL7DXr+nGLG9LSAAuX6almDWqinhGgrNKGWOM6ZjGNQejo6Px5MkT6e+hoaEICgpCoUKFUKpUKRQuXFhhe1NTUzg6OqICd3VkjDFmqF69ohQggOYJZlQaIzKSiovFxQG9eulmfEy55GQgIIAu16uX5d2MG0eNjs3MtFcOTAwOKkwrLlgQaNsWOHQI2LWLXmss97h7l4I8pUrh9WuK9ZiaAiVL0tUODsDx45R1undvBm8PhQoBRYpQQcuQEKBmTZ09BKYHN25QI5uiRal2QUYqVKBO1hwcZIwxpmMaZw4GBASgRo0aqFGjBgBg3LhxqFGjBmbOnKn1wTHGGGM6MXcuTfds0oRSfzJy9Sp1k5w2TTdjY6oFB1PmlbU14OaWrV1VrCirE6gNFSpQ3cIZM9JcIUaMdu6UdcVmuYMY6S1TBk+f0kUXF+qBIzIyAn75Bbh+XZYEJgjUtEQB1x3MP86fp6WHR+ZnH7hZDRMEhaZHjDGmKxpnDnp4eEDQ4MtsWLpvQ4wxxpgBSUoCbt2iy/PnZ37w1rAhRQBCQ4GXLwFn55wfI1Puxg1a1q6tGKFR08ePVPtfRVnkbClcmDLI0unYEbC0pEBTQAB1sGC5gxgRLFtW/qJSqf1KAACLF1OS6PbtdF4BAJUxkEiAqlVzbLjMQIjBQU/PzLfl4GD+JQjA0aPAlCn0/WLdOqB/f32PijGWj2i15iBjjDGW65iYANeu0QFckyaZb29rK5sGePFizo6NZez6dVrWrZulm69cCZQrB/z6qxbHlBkrK+p6DXBjktxGzBxUIzgoSk6mt5aYGCo5uWJF6hWNGwONGtH7Ccu74uMp2xygzMHMcHAwf/L3p+Bxx47A/fs0DV3+xEFKiv7GxhjLNzg4yBhjjBkZqXfgJnJ3p+WFCzkyHKYmMXMwC/UGY2KANWsoeFOpkpbHlSoiAvDzU9J4dMQIYPlyYPz4nLljpn1JScDz53RZblpxZsFBY2NKBho1in6fNIkqGLB84vp1ChA6OmbejAQAvvmGlh8+UE1Klrc9e0alJurWpe8T5ubAxInAqVNAagkvAMD//kdnF+7f199YWbb4+vpCIpHg8+fPOr9viUSCgwcP6vx+s+rgwYMoV64cjI2NMWbMGHh7e8Pe3l6nY8htz5m2cHCQMcZY/vT2LfDTT1nrFsrBQcPQrRs1+MhCcHDzZppWXK6c3FRPLZs7F2jaFNi6Nc0VTZoAY8cCJUrkzB0z7Xv5kgKE5uaAk5M0OKhOnUoTE8pStbUFEhOBJ09AAaM//6RoIWcF5V3lytGJgAkT1Ot2ZGUF/PADMGwYvVhY3vXwITWo2bWLXhv9+9OZpCVLgJYtZdt9/gx4ewMHDgCdOulrtHmel5cXJBJJuh/5Rqy5VXh4ONq2bavWtoYQFBs2bBi+//57vHz5EnPnzkWPHj0QIneWdfbs2ahevXq62xnC2HM7jWsOMsYYY7lefDzQuTNldXz8COzerdntGzemL/MhIUB4OFC8eI4Mk2Vi+vQs3SwxEVi2jC5PmJClcoVqUdqxmOVOHz8CpUoBNjaAkRGOH6cgnzrJYAC9XVSoQLMHHz4EKpc3pmygpCRKK+TapXlTiRJ0IkATe/bkzFiYYalYkUqTLF9OJwnkMwXl2dvTd5Vq1aju6adP1PmeaV2bNm2wNc3ZvKJFi+ppNNrj6Oio8/tMSEiAmXzxXTVFR0cjIiICrVu3hpOTk3R9gQIFtDk8pgJnDjLGGMtfBAEYPJi+bBcqRE1INFWwIPDtt3RZrCfFco09e4AXLwAHh5yt9y4GB0NDlVz5/j2wfj11qmCGr1YtmlZ8+zYAeu00bEhvIepSaFBsaipLO+T6cozlT3XqUO1ZVYFB0bffAqVL0+W7d3N+XPmUubk5HB0dFX6MjY3h5eWFzp07K2w7ZswYeMiVoxEEAUuWLEGZMmVQoEABVKtWDf/8849G9y+RSLBhwwZ06NABlpaWcHNzw9WrV/HkyRN4eHjAysoKDRo0wFMxdT3VunXrULZsWZiZmaFChQrYvn17uv2KGXUJCQkYOXIkihcvDgsLC7i4uGDhwoUAAJfU7mxdunSBRCKR/q7O4/fw8MDIkSMxbtw4FClSBC1Ts18fPHiAdu3awdraGsWKFUO/fv3wXkXJBF9fX9jY2AAAmjVrBolEAl9fX4Vpxd7e3pgzZw5u374tze709vZWOXYAOHz4MGrVqgULCwuUKVMGc+bMQVJSkvT6x48fo2nTprCwsEClSpVw+vRplX+jvI6Dg4wxxvKXBQuAHTtort8//9C0r6zYsIFSh3JqTirLWEAATQ3XkCDQrC0AGD0ayMmT0RkGB9+9o2nt8+cDCQk5NwimXdlIM61YkcqbfvggtwLg4GBedf8+TQd98ULz28bGAmFh2h4RMwTXrwPBwZrfTjwheeeOdseTwwRBQExMjF5+BEHQ2eOcPn06tm7dinXr1uH+/fsYO3Ys+vbtiwsalp+ZO3cu+vfvj6CgIFSsWBG9e/fGsGHDMHXqVAQEBAAARo4cKd3+wIEDGD16NMaPH4979+5h2LBhGDhwIM6LXdLTWLVqFQ4dOoQ9e/bg0aNH+Ouvv6SBNH9/fwDA1q1bER4eLv1dXT4+PjAxMcHly5exYcMGhIeHw93dHdWrV0dAQABOnDiB//77D927d1d6+4YNG+JR6ufhvn37EB4ejoYNGyps06NHD4wfPx6VK1dGeHg4wsPD0aNHD5VjP3nyJPr27Yuff/4ZDx48wIYNG+Dt7Y35qYkBKSkp6Nq1K4yNjXHt2jWsX78ekydP1uhx5yU8rZgxxlj+sX+/bCrqmjXUHTCrslDnjmnR999TJteFC1TYT01PntAxt7U1xeZykhgcfP+eSltaW8tdWbEiUKQIXRkYCDRokLODYVpz6RJw8CCVjtSkBNjPP1MPGnPz1BXcmTZv27sXmDMH6NMH+Osv9W934QI1yKpYMWtBJGa4YmOB3r2BV6+Af/8F2rRR/7bffgscPpzrgoOxsbGwVvjw053o6GhYWVmpvf2RI0cUxtq2bVvs3bs309vFxMRg+fLlOHfuHBqkfpaXKVMGly5dwoYNG+Au1qlWw8CBA6XBs8mTJ6NBgwaYMWMGWrduDQAYPXo0Bg4cKN1+6dKl8PLywogRIwAA48aNw7Vr17B06VJ4KvmO++LFC3zzzTdo3LgxJBIJSosZqZBNoba3t8/SVORy5cphiXj2FcDMmTNRs2ZNLFiwQLpuy5YtcHZ2RkhICMqXL69wezMzMzg4OAAAChUqpHQMBQoUgLW1NUxMTBSuF6cdpx37/PnzMWXKFAwYMAAA/V3mzp2LSZMmYdasWThz5gyCg4MRFhaGkiVLAgAWLFigdo3GvIaDg4wxxvKHmzeBfv3o8s8/U8F3ljv99x8FBiUSQElR6ox88w0l8gQG5nzZJjs7mnb68SNlD1atKnelREK1Kw8epJbGHBw0bO3bA1++ACtX4sKFGli2jDIANQkOpjs+5uBg3iZ2U0+T+RIVRScoxESwdMSzCk+fUk1KEz5cyzPmzKEitCVLAo0aaXbbXJo5mJt4enpi3bp10t/VDSw+ePAA8fHx0qm0ooSEBNTIbMp4Gt/KvTEUK1YMAFBV7stDsWLFEB8fj6ioKNja2iI4OBg//vijwj4aNWqElStXKt2/l5cXWrZsiQoVKqBNmzbo0KEDWrVqpdEYValdu7bC74GBgTh//rzS4PDTp0/TBQdzQmBgIPz9/aWZggCQnJyM+Ph4xMbGIjg4GKVKlZIGBgFIA7z5EX/aMMYYyx+Sk6ldaJMmsm4U2bVzJ2WH/PijZhkALHvEg243N/qbasjODmjWTMtjUsHVlYKDz56lCQ4C9FoUg4OTJulmQExzggBcvgxERgJmZhp1Ks4QBwfzLkGQvU/VratwVbduwJkz1BNr5Urqc6OgZEmqdxAXR2cVvvlGJ0NmOezWLdl3j7VrqbmRJurVAyZPBtIEYAydpaUloqOj9XbfmrCyskI5JaVmjIyM0k1RTpTrJp6S2nH+6NGjKFGihMJ25tJUcfWYmppKL0tSO5wrW5ci1+VekqYTuiAI6daJatasidDQUBw/fhxnzpxB9+7d0aJFiwzrI2b2+EVpg6kpKSno2LEjFi9enG7b4jpq5JeSkoI5c+aga9eu6a6zsLBQOvVc1XOXH3BwkDHGWP5Qpw4drNnYaC8Tw88POHCAju44OKg7Kg66M7J2LfWAGDo0h8akwpgxNKW4WjUlVzZuTMvLl4GUFCpIxwzPy5cUGAQAV1dpcLBsWc13NW0acP488NtvQCMxOPjiBQWCuBtj3hEaSqmlZmbpUgSnTqXg4MGDwOnTwOzZVP9UevxvZASUL0/Nbx494uBgXpCURB8+ycnADz8AHTtqvo/SpYFFi7Q/thwmkUg0mtpriIoWLYp79+4prAsKCpIG7SpVqgRzc3O8ePFCoynE2uDm5oZLly6hv1x3tStXrsDNzU3lbWxtbdGjRw/06NED33//Pdq0aYOPHz+iUKFCMDU1RXJyssL2mT1+VWrWrIl9+/bBxcUFJlrMgDYzM0s3RgBKx16zZk08evRIadAXoL/dixcv8ObNG2l35Kv5uNEgfwtljDGWfzg7A6kdz7RC/BKoYcFplk3Xr9NSzbqPly7RwfePP9LBuC717QsMHw7INc6TqVEDsLQEPn0CHjzQ7cCY+taupaW7O2Bpma3g4O3b1OD87l1QzUlfX+D1a8DCQlujZYZAPIFRowYFCOU0a0Z//8aNgZgYYOJEaoZ9+bLcRmLg+OFD3YyX5axVq6iWhb09XWa5SrNmzRAQEIBt27bh8ePHmDVrlkKwzMbGBhMmTMDYsWPh4+ODp0+f4tatW/jjjz/g4+OTo2ObOHEivL29sX79ejx+/BjLly/H/v37MWHCBKXb//7779i1axcePnyIkJAQ7N27F46OjtJuwC4uLjh79izevn2LT58+qfX4Vfnf//6Hjx8/olevXrhx4waePXuGU6dOYdCgQUqDe+pycXFBaGgogoKC8P79e3z9+lXl2GfOnIlt27Zh9uzZuH//PoKDg7F7925MT60/3qJFC1SoUAH9+/fH7du34efnh2nTpmV5bLkdBwcZY4zlbfHx1JU4Lk77+xYbYdy+DXz+rP39s/RSUgCxg54amYPh4ZSokZQE9OoFtGiRw+PThKkp1Ro0MgLU+KLN9CA6mjqTA8DYsYiLo1gekLXgoNig+OFDUN1Jd3egeHG6zPIO8QSGiveoKlXonNLmzUDhwrJg4bx5qRvwlPO84+1bYMYMuvzbb0AWGj1IffoEnD1LZxiYzrRu3RozZszApEmTUKdOHXz58kUhUw+gLsMzZ87EwoUL4ebmhtatW+Pw4cNwFWuI5pDOnTtj5cqV+O2331C5cmVs2LABW7duhYeHh9Ltra2tsXjxYtSuXRt16tRBWFgYjh07BqPUmQvLli3D6dOn4ezsLK2XqM7jV8bJyQmXL19GcnIyWrdujSpVqmD06NGws7OT3l9WdOvWDW3atIGnpyeKFi2KnTt3Zjj2I0eO4PTp06hTpw7q16+P5cuXSxuxGBkZ4cCBA/j69Svq1q2LIUOGKNQnzG8kgi57fKshKioKdnZ2iIyMhG0W6ggxxhhjCvbto862VaqkputoWfnywOPH1EWwQwft758pevSIIiwWFlTZP4NpLYmJQPPmNPu7cmXg2jUlTSF04PFjKk85dCjFgRQ8e0YZZPydxzD98QcwciRQrhzw8CEePDJG5cr05/r8WfOY3qZN9Dpo3Ro4cSJHRswMQaNGwJUrwPbtlD6c6tdfKe7XoQMgzrT88IEymx89ot4lK1cC2LGDuhw3aQJcvKifx8C048MHYN06Oom4Z0/2TgSsWAGMHQt06QLs36+1IWpTfHw8QkND4erqCgvOiGZMZ1T972kSX+Oag4wxxvK2HTto2b59zuzf3Z2iPxcucHBQFxwcgG3bgIiIDAODANVu9/OjMpP79+snMAgAAwZQooetLdUgVJDtrhYsx6Sk0ME4QH84Y2M8e0a/li2btWN8hcxBgE5Y/PUXTT2dOzebA2YG459/KMNZrvTBhw9UX1AQKJlMDA4WLkwvgeRkwNg4deOaNYFBg6hWLsvdChcGUqcwZht3LGaM5SAODjLGGMu7Pn8Gjh6ly717a3TT+Hg6UDMxySQI4O5O6UDnz2d5mEwDBQsC/fplutkvvwC//06XfXwowVNfevWi4ODOnUqCg8yw/f478OefFOEFnWN480bWn0RTYnDw+XMgNhawNDenqYaCAPToQRnOLPcrXhz47juFVRcu0J+5cmWgWLH0N5EGBgF6oWzenLNjZLmP2PL+2TMqeaCvM16MsTyJaw4yxhjLuw4cAL5+paMx8Uu1GubNo8ahZmZ0wFagANURP3dOycbNm1MGm7U1kJCgtaGz7BH/3HPm0AwsferencoK3rgBPHmiZIP162k+4a5dOh8by4CREWUDHzokPQiXSCjuIwb5NFWkCFCoEF1+/BgUte7WjVYsXpz9MTODJX5+eHqq3iYmBnj3TjfjYTqwYgWwdy99D9GGokXpDUgQgPv3tbNPxhhLxcFBxhhjeZc4pbh3b7XnAL56JVcUHvQdPD6eMoWU7qJ4cSoS7uubrisl07KvXymT6/JlmvKZKjkZ2LiRMvNEPXtSiaeZM/UwzjSKFaMYMqAi/vf0KaUWKo0+s7zGzQ0oXZreNgAAU6bQcudOIDRUb+NiWrJyJc0fTtNpWPz3btZM+c2WLaMY9NSpqSvi46lR0YsXOTZUloO+fAGmTaOzQwEB2tsvTy1mjOUQDg4yxhjLm8LDZUdjPXuqfbN58ygG1bgx8PEj7SYsjIrFq2yOKxaPYjkrKAgYNw7o3FkaqRUEoF074Mcfacruly+0qUQiO4YyBOKs9h07aMwKmjShpZ+fTsfEMjB2LAV40qRxjRoFTJpEU4uz6sIFek+RNpOsVQto2ZKi3EuXZn3HzDBs3EgpyyEh0lXh4UBwsKxBtTIlStBSGlMcO5ZSoMVu2Sx32b2bagdUqECZ4drCwUHGWA7h4CBjjLG86dw5yi6rX1+jpg9iJ9EFC6i8naMjZfmULw8kJVGzwfXrVdz4/XuFjDamZdev07JePWlwMCQEOHWKZnZPnQqYm+txfBno0oXGFhys5JiuUSNaPnzIcwoNwevXwJo1FOB5/ly6OjmZyg/+9ht1ws4qhdpyIjFdbMsW4L//sr5zpl9fvgAPHtBlubNJYknaGjVk08rTStespkKFNCtYrrJlCy0HDcpeh+K0ODjIGMshHBxkjDGWN/XpQ0W9Vq7U6Ga1agEnTsiSueSFhFDPgKlTKVAgJQhAixbUSff27eyNm6l29Sot5Q66xXhh3bqUOWioM7vt7KiZhbW1kmP9woWBSpXo8uXLOh8bS+OPP+hMQJMmQO3a0tWvX1NZUVNToGRJLd+nhwcFvePjZR2SWe4TGEifB6VK0ZmlVHfv0jKjeoPffEPLDx/oPJM0WvjoUc6MleWc4GD6vDI2Bvr31+6+3d0pO1XsuMUYY1rCwUHGGGN5V7lyGcwFVpRuqqcSNWoANjbUBFk82ANAWQFWVrSTEyeyNFSWidhY4MgRuiwW8ANw7Rot69XTw5g0tGoVEBFBAeZ0eGqxYYiJkaUGjxuncNXTp7R0dVWR/aemiAg6vnd1lUs0lkiAGTOA4cMpfZnlTvJnK+QsXEj1bDPqVm5lRTFFIDUeKGYOPnmS5mwUM3hi1mD79gpBYq1wdgaGDAFq1tTufhlj+R4HBxljjOU9WTiQ+uEH4Oef6cBdFRMTqkUIUN0wBa1b0/LkSY3vm6nh4EEgOpoiKnL1m8Rj8fr19TMsTZQoQZ2vleLgoGHYto06hZQpA3TsqHCVGBwsWzZ7d1GwIHDlCtUdfPVK7or27YF16zQqg8AMzI0btFRyUqpEicwzThWmFpcqRbUIvn5VmN7ODFxiIr2PAMDgwfodC2OMaYCDg4wxxvIWQaCpgF270tG3Gq5cAfbtA9aupazAjIjF5H1901zRpg0tL18GoqI0GDBTy/bttOzbV1q/KS5OVnYpN2QOigRBSUOLJk2AokUp+KlOGivLGWI76VGj0qUHais4aGpKSc0Al5PLczIIDqpDIThobCyba8xTi3OP8HAK8Ds6Am3b5sx9PHpEjWr4ZGSu4evrC4lEgs+ZfcnMARKJBAcPHtT5/eYGs2fPRvXq1aW/e3l5oXPnztnapzb2oS8cHGSMMZa33L5NXW2PHVNd+V2OIAC//EKXvbyo8UhGxODgxYtpeo+UKUMHcklJsi7JTDvi4mTzuPv1k67+8gUYMIDKtTk762domgoNBdzcgGrV0jS1KFWKGlHs3q3d4vVMM2IEUEl3UfEqbST2ZVhO7vZtSmVety77d8R05+NHOrtkZETFa1MNH04xInWSgj09qX9FgwapK8SpxRwczD1KlaJ6g/fu0ZkADQgCcPw4laD4+DGDDQ8epBeWt3d2RsrkeHl5QSKRpPt58uSJvoeWbeHh4WirZqA6vwcSV65cCW81/6/CwsIgkUgQFBSU5X0YGo2DgxcvXkTHjh3h5OSU7sWTmJiIyZMno2rVqrCysoKTkxP69++PN+lOjzPGGGM5ICiI5gYDNCXQ1jbTm5w+TVOEzcyAWbMyv4tatag21MePwP37aa7kqcU5o0ABygL185Nl0oD6v2zaRJ1Ac0s8zdmZXjvv3wNnz6a5Mrc8iLxKECiDs25dyuBM4+VLWmY3cxDIpBHtpUvAP/8Aixdnry0y061ChSg4+PAhdR4CvaQOHaJStOr8KTt3BjZvpsR3AECvXsD8+UDTpvT7x4+cbppbFC6s0eZXr9LJx3btgNGjKcY4fnya0gMi7licI9q0aYPw8HCFH1clnwW5jaOjI8zNzXV6nwkJCTq7r0Qtfk7a2dnB3t5e7/vQF42DgzExMahWrRrWrFmT7rrY2FjcvHkTM2bMwM2bN7F//36EhITgu+++08pgGWOMMaXu3we+/546hvj5UXHA0aMzvZl81uCIEepln5maAo0a0WVxBpmUOLX4xAmeGqpt8gUfczETE6B7d7q8Y4eSDQSBpqUx3ZNIgJ07qZBl0aLprr58mQ7U5frhZFmGmYODBlHk+/lzPtGQ28hPBQb9fcPDqXSgNBtQE9260YeU2Hxi505KPa5cmbrV8ueMYbl5M5OUP+Xi4ykw7OcHWFjQ+0NMDLB8OWUqb9iQ5gZicPDRI7ox0wpzc3M4Ojoq/BgbGyudJjpmzBh4eHhIfxcEAUuWLEGZMmVQoEABVKtWDf/8849G9y+RSLBhwwZ06NABlpaWcHNzw9WrV/HkyRN4eHjAysoKDRo0wFMxjT3VunXrULZsWZiZmaFChQrYLpZhkduvmNCVkJCAkSNHonjx4rCwsICLiwsWLlwIAHBxcQEAdOnSBRKJRPq7Oo/fw8MDI0eOxLhx41CkSBG0bNkSAPDgwQO0a9cO1tbWKFasGPr164f379+rfA68vb1hb2+PgwcPonz58rCwsEDLli3xUjw7B9lU4C1btqBMmTIwNzeHIAiIjIzEjz/+CAcHB9ja2qJZs2a4ffu2wv4XLVqEYsWKwcbGBoMHD0Z8mv+ftI81JSUFixcvRrly5WBubo5SpUph/vz5ACANHNeoUQMSiUT6fKTdx9evX/Hzzz/DwcEBFhYWaNy4Mfz9/aXXi1POz549i9q1a8PS0hINGzbEIz1kjGscHGzbti3mzZuHrtJTWjJ2dnY4ffo0unfvjgoVKqB+/fpYvXo1AgMD8eLFC60MmDHGGFPw8CFQtSoVDZRIKNPi3j21Aklr1gCBgZTkIQYJ1bFsGfDihZJa4x4eQM+e1HVUYc4xy7KYGJUNZoKCcmdiVa9etDxwgGZMS71+TV0LypUDdHjWnanHyIj+PFZW2d+XQm25tAoUkDVDuXo1+3fG9Ob8eVo2bJhBM6I04uPpIywyUsmVr1/TGaoHD6ib9v79Whsry6boaIrwOTnJ/vBqsrAAZs+m8wKPH9Of99gxShhNTKQyygqcnChTNTkZCA7W1iPIGYJAn+P6+NFh8Hz69OnYunUr1q1bh/v372Ps2LHo27cvLqTrXpexuXPnon///ggKCkLFihXRu3dvDBs2DFOnTkVAQAAAYOTIkdLtDxw4gNGjR2P8+PG4d+8ehg0bhoEDB+K8itfgqlWrcOjQIezZswePHj3CX3/9JQ0CigGrrVu3Ijw8XCGApQ4fHx+YmJjg8uXL2LBhA8LDw+Hu7o7q1asjICAAJ06cwH///Yfu4hlSFWJjYzF//nz4+Pjg8uXLiIqKQs+ePRW2efLkCfbs2YN9+/ZJp/W2b98eb9++xbFjxxAYGIiaNWuiefPm+JgasN+zZw9mzZqF+fPnIyAgAMWLF8fatWszHMvUqVOxePFizJgxAw8ePMCOHTtQrFgxAMCN1AyBM2fOIDw8HPtVvB9PmjQJ+/btg4+PD27evIly5cqhdevW0nGJpk2bhmXLliEgIAAmJiYYNGhQhmPLEUI2ABAOHDiQ4TanT58WJBKJEBkZqdY+IyMjBQBqb88YY4wJLVsKQrdugnD3rto3iYsThHLlBAEQhOXLc3BsLHsmTxaEEiUEYds2hdWvX9PfzsqK/pa5SXKyIJQuTePfvz/NFUWL0hWXLulrePlXbCz9DXTg40dBcHIShObNBSEhQckGGzbQ66BFC52Mh2VTcrIg1KolCH36CML799LV339Pf8a5c9XfVd26St4b5H36JAiDBtFGnTplZ9RMm37+mf4mLi6CEBOj1uZHj2a+W5Vfazw86P68vTUbZw6Li4sTHjx4IMSJH8zR0TROffxER6s97gEDBgjGxsaClZWV9Of777+XXtcpzf/a6NGjBXd399SHGC1YWFgIV65cUdhm8ODBQq9evQRBEITz588LAIRPnz6pHAMAYfr06dLfr169KgAQNm/eLF23c+dOwcLCQvp7w4YNhaFDhyrs54cffhDatWunsF8xZjNq1CihWbNmQkpKisoxpI3vZPb4BUEQ3N3dherVqytsM2PGDKFVq1YK616+fCkAEB49eqT0/rdu3SoAEK5duyZdFxwcLAAQrl+/LgiCIMyaNUswNTUVIiIipNucPXtWsLW1FeLj4xX2V7ZsWWHDhg2CIAhCgwYNhOHDhytcX69ePaFatWpKH2tUVJRgbm4ubNy4UelYQ0NDBQDCrVu3FNbL7yM6OlowNTUV/v77b+n1CQkJgpOTk7BkyRJBEGSvjTNnzki3OXr0qABA9n+khnT/e6k0ia/laEOS+Ph4TJkyBb1794atirpPX79+RVRUlMIPY4wxliHxq5/oyBGq0VWlitq7sLCgaYJLlgBjxmh/iEwLUlKAv/+mbBlLS4Wrrl+nZZky9LfMTYyMgA4d6LLCyX0jI+pIACgpSMhy3Ny5lN41e3a6q06doh4hf/6pnbsqWJBe1mfOqOhZIHa79ffnLOTcICSE0tD375fWuk1Jkf1/N2um/q7EplgqSwva21PWIEDpZVmYxsq07No1YPVqurxhQ7rPq7QOHKCmI506UfWAjIhfa+7eBXx8gLdvU6/guoNa5+npiaCgIOnPqlWr1LrdgwcPEB8fj5YtW8La2lr6s23btnRTgDPzrfh3BaQZalWrVlVYFx8fL42ZBAcHo5FY6yZVo0aNEKwio9TLywtBQUGoUKECfv75Z5w6dUqj8WWkdpoU18DAQJw/f17hOamYmjaf0fNiYmKisK+KFSvC3t5e4TGVLl0aReXKfwQGBiI6OhqFCxdWuL/Q0FDpfQUHB6NBmvoOaX+XFxwcjK9fv6J5NmqJPH36FImJiQp/I1NTU9StWzfd30j+b1+8eHEAQERERJbvOytMcmrHiYmJ6NmzJ1JSUjJM11y4cCHmzJmTU8NgjDGWF+3dC6xfDyxdSrWYzMzUvqkgyPo+ODgAEydmbQj//EONAr//nrocK9zBw4dUK2z48NwXuTIkvr5U5M3eXhZNSyUGB+vV0/motKJpU+CPP5R0MG3WDNizh4KDM2fqZWz5VlgYTee2sUl31Y0b9D9vbQ38+KMOxlK5MgUqIyNpnqHYwYQZJrEAbc2a0mjv3bvAhw80Db1OHfV3leGUc1HlykD16lRbYe9eYNiwrIyaaUNCAjBkCH329+8PtGqV4eafPlGNYwCYNAkoXVq9uxkyhF5me/bQiYpcExy0tKQp1/q6bw1YWVmhXLly6dYbGRlBSDNFWb4JRkrqCZyjR4+iRIkSCttp2gjEVO5skST1y6qydSlyJ40kaZqZCYKQbp2oZs2aCA0NxfHjx3HmzBl0794dLVq0yLA+YmaPX2SVpuZGSkoKOnbsiMWLF6fbVgx+qaJs/PLrlN1X8eLF4evrm+52WW0OUkDdWhAZEJ83df5Gmf2ddSFHMgcTExPRvXt3hIaG4vTp0yqzBgGaxx0ZGSn9kS82yRhjjKWTkABMnUopGUeOaHTTr1+Bli2BrVuzP4zgYODoUUrcSKdFC2DsWCWRH6YRsah29+5U0V9OXggOjhmjpEO2eIb66lUgNlbXw8rfQkNpmVp/Sd6zZ7TURqfitJSW1DQ1BerXp6iS0uJzzKCIwUG5N6SvX+mjoHVrFdmhKohx4Exr0ffpQ0vOMtavRYuoKVrRotRBJBMTJ1L2X4UKVJ5YXWIsUNpfoV07+h60a5fmY9YliYQi5Pr4UREg01TRokURnqZRmFjnDgAqVaoEc3NzvHjxAuXKlVP4cVan0102uLm54dKlSwrrrly5Ajc3N5W3sbW1RY8ePbBx40bs3r0b+/btk9a/MzU1RXKaD6XMHr8qNWvWxP379+Hi4pLueUkb3JOXlJQkra8IAI8ePcLnz5+lWYeq7uvt27cwMTFJd19FihQBQM/VtWvXFG6X9nd533zzDQoUKICzKt5jzVITE9I+X/LKlSsHMzMzhb9RYmIiAgICMvwb6YvWg4NiYPDx48c4c+YMCmfSxt3c3By2trYKP4wxxphK69fTkbqjo2xqlRoEgZIrzp6luN27d9kbhtik7cKFNDWvJRI6GgSoazHLmthYStUCgH79FK5KTgbE74316+t4XFri6EjNRtM0AKToU6lSVIU+zRd+lsPCwmipJDgozoAqU0Z7d7d3LzU4SVNnXebsWQo6iVOMmeESg4Nyf6u6dYHTp2VvY+qSzxzMsJ9C//70HrF7t2Z3wLQnOBiYN48ur1oFZHLce+4csHkzXd60SbOJBdWq0VKaKFi8OH0RyeQ+WfY1a9YMAQEB2LZtGx4/foxZs2bh3r170uttbGwwYcIEjB07Fj4+Pnj69Clu3bqFP/74Az4+Pjk6tokTJ8Lb2xvr16/H48ePsXz5cuzfvx8TJkxQuv3vv/+OXbt24eHDhwgJCcHevXvh6Ogoza5zcXHB2bNn8fbtW3z69Emtx6/K//73P3z8+BG9evXCjRs38OzZM5w6dQqDBg3KMKBmamqKUaNG4fr167h58yYGDhyI+vXro24Gn4UtWrRAgwYN0LlzZ5w8eRJhYWG4cuUKpk+fLg00jh49Glu2bMGWLVsQEhKCWbNm4f79+yr3aWFhgcmTJ2PSpEnSKeLXrl3D5tR/YgcHBxQoUEDaaCVSyYk8Kysr/PTTT5g4cSJOnDiBBw8eYOjQoYiNjcXgdF0N9U/j4GB0dLR0Hj4AhIaGIigoCC9evEBSUhK+//57BAQE4O+//0ZycjLevn2Lt2/fIoG77jHGGMuuz5+BX3+ly7/+SnP81LRkCdXrMTamaTlypUqypG5d+mIfEaEkw6NNG1qePJm9O8nP/v2XpiK5ugJp6uk8eEBXWVsDBnjiNXskElmBMs4I0p24OFkxrwyCg9rMHLS2Bt68yWD6qJayXlgO+/qVpvcCSgO5mv4Zy5Wj8qORkcB//2WwoYMDvTfy60R/SpcGRo+m4oE9emS4aWwsMHQoXR4xAmjcWLO7EoOD0sxBpjOtW7fGjBkzMGnSJNSpUwdfvnxB//79FbaZO3cuZs6ciYULF8LNzQ2tW7fG4cOH4erqmqNj69y5M1auXInffvsNlStXxoYNG7B161Z4iGew07C2tsbixYtRu3Zt1KlTB2FhYTh27BiMjCgstGzZMpw+fRrOzs6oUaOG2o9fGScnJ1y+fBnJyclo3bo1qlSpgtGjR8POzk56f8pYWlpi8uTJ6N27Nxo0aIACBQpgVyYZshKJBMeOHUPTpk0xaNAglC9fHj179kRYWJi0dmOPHj0wc+ZMTJ48GbVq1cLz58/x008/ZbjfGTNmYPz48Zg5cybc3NzQo0cPaR1AExMTrFq1Chs2bICTkxM6deqkdB+LFi1Ct27d0K9fP9SsWRNPnjzByZMnUbBgwQzvWx8kQtoJ5Jnw9fWFp1gsW86AAQMwe/Zslf8A58+fV/kilRcVFQU7OztERkZyFiFjjDFFU6fSFB43Nzp9bqJe6dz37wEnJ0rG+uMPWb2f7PL0pLJ469ZReUGpjx8p+piSArx4AeTwtJI8qV074PhxmnclBoRTbdxIdd88PSkTI7f6+hW4cgV48kR20AiAHvfp00DXrpofQbKsefSIUrZsbCgqIxdwiYmRnYd49w5InaGUbc+eUbDR3Jzuw9hYxYZxcVRXVeUGTK+uXQMaNKAXRkQEIJEgLo6CQVlN6ipbll4fvr6Au7saN0hMpM9DDhTqR0oKRXQzsG0bMGAAULIkzULW9DA3MpLK7wL0FaNgQQAXLwJbttCZz0aN6I3K2prex9zcgAkTMh2XtsXHxyM0NBSurq6w4JrLTEPe3t4YM2YMPn/+rO+h5Dqq/vc0ia9p3JDEw8MjXUFKeRrGGhljjDH1vHwJrFhBl5csUTswCFCmYGIi1YrXVmAQoBk9vr40tVghOFioEGWQXLsGHD6s3TvNL2bNoqzBNFOKAToGWrAg98dcX7+mJEETEyofJq2d3rYt/TDdka83mCbA8tdftHR11e4MvtKlKTD49St1LFU6ZbllS3qTuXJFs64WTHeio6kgXJky0tfOqVNUMqBDB/oI0NSIEfS6UOs9btw4Cg6dPUtNSljOi4ykIJwYsFcjANe/PwUEraw0DwwCgJ0dvWc8f07Nbpo2BXDvHv3tAeDy5fQ3qlKFTrQxxpgacqxbMWOMMaZVa9YA8fGURtG+vUY3FQ/u+/bV7pDEjA6x7qBCTOGHHyg4uGkT8NNPnNGhqXr1VHYbqVSJfnI7V1eqOff6NTVYUTIxg+mKvT39z5Yqle4qcQr7mDHa/Tc2NgbKl6cD/YcPVQQHTUyApCTA35+Dg4aqRQua6ylXQ0usce/omLVdjh+vwcYvXlAq2V9/cXBQV8aMoX9ab2+NOomnqzGroWrVKDh4+3ZqcPCnnyhr9d07eqMSf44coeiyFrqtMsbyD93mGTPGGGNZNW8esHYtsHSpRkfor19T41cjowwK/2dRvXp0Nr9CBSUNRfv3p6mAoaFUWIyxNCSS1AM80OwwBXFxwJkzwKFDOh9XvlS/PqUYL12a7qrx4ylxecgQ7d+t2HxCZWdasYad2PCCGS65ad9icFAnDZPEs147d6pofc206tUr4O+/6Y+c2rAhI8+eAVFR2rnrCROAY8eAXr1SV0gkQI0aQKtWVIaif39KOz16lDJJ+YwTy2W8vLx4SrEecXCQMcZY7mBqSmfJa9fW6GYlSlB8zseHmvtpU4ECVM/w/HlZLSCpIkWobtzr1zQIph5BoDqDR4/SXPA0QkIohvPypR7GlgOaNKFluuDg8eM0pXTKFJ2PiaVnby837VuLxKQjsZ9FOhwcNGzx8ZShJSc5mRI9AZXJz5lKTqaAsVo9rdq2pRfomzc0BZ3lrN9/p88md3e1or8jRtB3j337sn/XTZrQnzvTuqc8U4ExlgUcHGSMMWbYYmKo2Hc2uLhof0qxKMPSh02b5kxEIS97+JCyRL//Xunffd8+ago5YYIexpYDxMzBq1eBhAS5Kzw86AAvOJgzT3Xh3bt0r7f79wE/P4pX5xRPT2o+0aKFig3EqcQPHypJT2Z6d+AApY//+KN01f379LEl9oTIig8fKKu0bVtKIs6QuTnQvTtd/vvvrN0hU8/Hj8Cff9LlyZMz3TwsjOpPxsbqacb327eUga4H3IeAMd3Sxv8cBwcZY4wZtmnTgG++Afbv1/imuvxu+vZtBjFMQQD++093g8nNxMyXhg3poDeN69dpmdWMHEPj5kZNLuLigJs35a4oVIg66ACUmspyVpUqlAp8/7501axZFLydNy/n7tbTk+J+SvruEAcHOrshCEBgYM4NhGXNlSuUOSh3Ekh8j6pTJ+sNposWpW60ggA8fqzGDfr0oeW+fWpEE1mWrV0ra0DTpk2mm2/ZQn/D5s3pJIA2HD5MyfXPn2ey4e3bgJMTnWhLk92ak0xNTQEAsbGxOrtPxpjsf078H8wKbkjCGGPMcMXHA9u2UV2fLBTWnjyZEq+mTKEOtzlBECjJ6+JFICAAqFUrzQa3blGBIHNzmjvI030yJgbClNRKEgRZLa+8Ehw0MgIaNwb+/Re4dCnNLLVmzSggdPas7OCfaV9MDBARQZdTSwA8fSo7H9G1a87dtUSiRuP1unUpBenGDXpNMMNx9SotGzaUrtJGvUGJhDIHr16l4PG332Zyg8aNqZnOixfUjOKHH7J+50y5uDhg1Sq6PGlSpp/lyckUHAS0W690/nwKQFepQt2LVapalTrihIdTiZMOHbQ3iAwYGxvD3t4eEanvqZaWlpDw9x7GcowgCIiNjUVERATs7e1hnNWzUuDgIGOMMUO2bx8FBkuVooLbGkhKorjif/8pzPjSOomEkrwAKhOXLjjo4kKn+OPj6Ru9TirU51KCIMsc9PBId/WLF/T3NDGRJdXlBTNnUpZaugBA8+bAb79RcDBdO2ymNWIKjp2dtHjo77/TU96uHVC5cs4P4etXqosqCMCwYWmubNOGosi6GAhTX0yMrFhkgwbS1d99R+9RGn5kpVOhAgUHVTarkWdkRB10IyLy1pujIdm5k8oPlC5NtS0yceIElRwuXBjo0kV7w6hWjb5K3L6dyTCMjChrcPVqYO9enQUHAcAxtU23GCBkjOU8e3t76f9eVnFwkDHGmOHauJGWgwdrPD/r3DkKJBUuDLRunQNjk9OmDXDwIAUHp09Pc2XBglQPats2YMMGDg5m5MEDOvgqUEDWiEGOOF2vWrUsJZIaLJXH8o0bUyOeFy+o5aW25qUxRWFhtHR1BUBNhsSMH13Vtjx8mIKChQpRkqi1tdyVAwfSDzMs/v6UHlayJODsLF3dqRP9ZJfYyfrhQzVvMHZs9u+Uqda/P2BhQe/Jmab7yr6+9O+vtEJGllWrRsvbt9XYuHt3Cg4ePEhnILQ5kAxIJBIUL14cDg4OSFTSWIwxpl2mpqbZyhgUcXCQMcaYYXr0CLhwgc5+Dxqk8c3FuuzduwNmZloeWxpt29Ly2jVKdCxYMM0Gw4ZRcHD3bkpJStfamAGQZQ02aqT0j5bXphRnysqKgsl+fvTccHAwZ4SG0tLFBQCwbh3NIKxZU2kCa47o0oVKqz5+TOcQxo/Xzf2ybLhyhZZyU4q1SePgIMtZJiZA795qbfr5M50sBLQ7pRiQZZjfuaPGxg0bUt3BN2+oM0rHjtodTCaMjY21ErBgjOkGNyRhjDFmmDZtomW7dpSZoYHYWFm9MF2UaitVCqhUiRqSnD6tZIMGDahAUFwcsH17zg8otxIbLiipNwhQNiiQY8fienX6NMXAd+xIc8XixTR1kTPHco6YOejigvh4SrQBKGtQVzO5jY2pNioALF1KVQgUpKTQCZOXL3UzIJY5sd6g3JTigABKKFToPJ5F8sFBlc2u0kpOpvmso0bptiNXXiYIGv9B7e2pbunGjfTdQJvE4OCrV9Q8OUPi1GKAphYzxlgGODjIGGPM8CQkAN7edHnoUI1vfugQNRR0cdFdIEnMHhSzBRRIJLJCYhs28EGbKps305Gwl5fSq8+fp6wuHSc/6MSNG8DWrTT7S0GDBjSPzIi/suUYueBgaChga0sBf/GYWlf69qXZqW/fyqY1S40aRdGi9et1OyimWvv2NH/Y3V26as4cqoiwbl32d1+mDDB7Nr0vqB0cjI2lF+6aNdThiGXfqVOUta3hH7VkSe1nDQL0/pRaAUH9qcUAcOwYFWNmjDEV+JsmY4wxw2NqChw4APzvf5Q5qCFxSnGfPrrL/BGDgydOqDiQ69uXCuXdv0+RIJaeREJV+J2clF5dsCAwfDgdHOU1TZrQ8uJFjh3rXNOmFFCpUQNubpSgd+4cvQ3pkpkZdVgHgCVLAIVSXdWr05LfOwzH8OEUza9RA4D2u6mbmlKjou7d1SpxR2xsgJ496bKYfc+yLi4OWLiQ0vTU6gxDyZs5TaOpxQ0a0IyFx481eCExxvIjiSAY1lfQqKgo2NnZITIyErZ58ds/Y4yxHLdhAyUebtkCuLnp5j6/fqXkwBYt6NhM6Xfw9euB8uWpkBlngqktPzTqjY+nZrkJCUBICNWfkzpzhmpWNmumMquS5Q1xcZQV9N9/lDEm/XPfvk0BQjs7mkvI7x8GR+wZZGYGREVpr/dDSgrw5Qv96dVy7RoFhAoUoFpzXONWMxERwJEjNAXh1Cn6pzQxoXnCpUplevM+fYAPH4D584FatXJmiA8eUPC4bFl+K2CMZUyT+Bq/nTDGGMtzhg2jclC6CgwCdCDo7U0JgipPzg8fTgEe/jaf3o8/UorMzZvprtq/nzJx0tXjy0MsLGTZRhcvprny1i3K/Pj3X52Pi+lWgQLUjKRNmzS1yipXpisjIykDiOnXjRs0HV0ux0LMGqxeXXuBwXfvKBu9TRuaxeztTU2vMlSvnqzGbV5+08wJd+8Cjo7A4MH0fhsXRwHBjRvVCgy+fw/88w9w8mTOntCqVIlOIPFXCcaYNvFbCmOMMcOyaBEwcqTaU3gAmsazaxfFltSuzcQMR0oKsG8fFUxXUvjdx4eOxdWaQpWLiVOL/fzSXFGnDi2DgnQ5nPwhJoayq1JS8OgR4OBA2b/6NGEC1S6tW1dupYkJtU8GeGqxIRg0iFI8jx2Trrp+nZb162vvbt6/p0Y1167RXQ0cCBQrRtU2DhxQcSOJRFbsbuNGrlOgicqV6U2gZk0qIHnrFgWB1czY3r6dPsJq1pT9uxoMb2/KKD18WN8jYYwZKA4OMsYYMxyJicDKlcAffwD37mW6uRgUrFoV6NWLYksqD5h05M4dajD7+bOKDS5dAsaOBXbu1OWwDNvduzRV0to63TysiAhZk5cBA/QwNh1q2pSW6TIHq1WjZVgYZY4x7Tl3DihRAmjYEM+eUabWu3f6HZLKjCMxWsjBQf36/JlqxwKywD20W29Q5OZGnykPHlCsqkoV+pg8fhzo2pW6nCvVrx+lLwYFKc3GZioYGVFdh8BAYOZMSgNVMwUwNlbW6TwLfdQ0tnIlfe958kTNGwQF0Yt0z56cHBZjLBfj4CBjjDHDceQItep0cMi0Je2bN1QHvlcvIDiYyirNnav/rJ/u3SnT4+xZFRtcuQKsWEFzZRk5f56WjRun6wKxYwc1WKxTR7fTxPWhYUNKELO2ppplUgULUhtbIO+nT+qa2Km4RAk8e0YXxU6g+pSURElLhw7JreTgoGEQo4DlytFnFahm6K1btFqbmYMiNzeKVd29S593331H68XmW+kUKkTRwypV+IRCZr58AX76STZbIYs176dPB0JDqUtxnz5aHJ8Ku3fTyVF/fzVv8MMPtDxyRDddUxhjuQ4HBxljjBkOMZvOy4uqumdg0iQ6UBKDgmFh9OVc7aLtOUTsWixmu6UjZprwAb6Mry8tPT3TXeXjQ8u8njUIUKPR//6j+F+641Mxe/D2bZ2PK08Tg4OurggNpYtlyuhtNFL379O0xH795EolNG4MTJtGLWyZ/ly9SsuGDaWrTEyod8WyZTkfXK5YkbLT9+yhHlcqbdxIbybNmuXsgHK79evpp0uXLE/BFs/5AdQQzcZGe8NTRaOOxQCltFpbU+br3bs5NSzGWC7GwUHGGGOGQRCACxfociZZg/7+soyJM2cMIygoEoODJ06oOM6oVYumKb14QVmS+V1ysuzv7uGhcNWdOzQTytSUOkDnB4UKqbiCg4M5Q4wIurgYVOZg5cqApSVlkD58mLqyZElg3jwqOMf058oVWjZoIF1lYkJvX+PG6aazesWKlAhmYZHBRlZWeb/Ne3bFxgJLl9LlyZOz/HyJpR3799fdv6fGHwkmJnSCAZB95jLGmBwODjLGGDMMjx9TgTlzc4U6TsqYmwONGlFWTZoSdXrXtCkd1L9+reLkvK2tbH6s2vOB8rA7dyiTwcYmXQV3MWuwY0egcGHdD02f4uPTNNepVo0OXFUWs2RZImYOurhI44SGEBw0MQFq16bLYqMLZgCSk2XTiuUyB/Up02S36GjudK7Kpk30vcPVFejdO1u7WbsW+P13LY4tE1k6X+TuTksODjLGlODgIGOMMcMgtmitW5eifxn49lvaPMMpVXpiYSGbHatyajHXDpOJjqbnw9OTIiJymjcHOnSgxqD5SZcuVGZQYbpYhw5UG2vvXr2NK09KDQ4KLq7SzEFDmFYMyGrXibEoABQcPnaMO47qy/379J5lY0PpnanmzKH6b7GxuhuKIAALFtC5pufPVWwUEwOUKgV07kxdTZjM16/AkiV0ecqUdPVuNWFsTGULVWZ+54CqVWn55g11tVaLGBy8eDHN2SfGGOPgIGOMMUMhkVCBd3HaixqbW1rm8JiyKNO6gxwclGnShFKjlLSZbteOYiDt2+thXHqUkECZg2fOyK0sUICmCTLtiYwEPn0CAHx1LI26dSkw6OKi32GJxK63CpmD587RPwTXHdSP0qUpQL94MUWEQHVCZ8+mxLPERN0NRSKh94hHjzJoTGJlJQsIbd6ss7HlCt7elOJfsmSWitomJACLFuk2ICzPxkZ2IkPtuoO1a9PjbdSIG9UwxtLh4CBjjDHDMGgQTS2eO1flJuvWUVkgQ/9O26YNLYOCKMiTjhgcfPVKV0MyfEb8lUQkdtxWCA4y7UtOBiZMAAYMgEURa5w+DTx9ajgnHcTMwbt3KQEMgGyu8d27Kt5cmNYJAvDyJU3FtLMDvv+e0sRSiSUIK1XSfe3b/v1puW1bBtOLBw6k5c6d3KVWlJhIkT2AuptlMltBmXnzgKlTgZYts9zHJNuqVaOE+5cv6fcbN4ARI2hcf/2lZFymplTv+N9/KT2dMcbk8DdxxhhjhiU1GyOtjx+pUeeSJcA//+h4TBoqW5aOI9++VVEwvlo1+jZ/757Ox2ZQoqJoil4anz4Bv/4qKweX37RsScuLF2nmm9TOnZRZu2CBXsaV5xQqBPz2G2UQGSAnJ0rySUkBAgJSVzo7A0WLAklJGqQLMY1FR1N2YKdO9IcoVYqKnyoJrl26REs1k961qls3Sip+9EjuNZJWmzb0Wg8Pl3WGz++SkuiEpJsbMGSIxje/fRtYuJAujxmjv74v69fTS1VMfLx7l06iLlpENZmVlhbkJjWMMRU0Dg5evHgRHTt2hJOTEyQSCQ4ePKhwvSAImD17NpycnFCgQAF4eHjg/v372hovY4yxvCgykr6sZ2DePAoaVa0KeHnpZljZ0bRpBp0kTUzoqD+/f0nfvBmwt6cWn3L+/ZdmTXbqpJ9h6VvlykCxYkBcnCwrCQBFyC9fTrOSaYOhlt9asQI4fVqWMAiJRPaLymgQy7ZFi6gO3aFDdJbHxAT45hulxd0uX6alPoKDNjZUoxSg7EGlzMyotTGQwfzjfKZAAWDGDDpBV6CAxjf/5Rf6ytK1q+yp1QcHB8Wkx+rVgZkzZVnHO3dmcOPnz/WX8sgYM0gaBwdjYmJQrVo1rFmzRun1S5YswfLly7FmzRr4+/vD0dERLVu2xJcvX7I9WMYYY3nUtGk0xWXtWqVXP3kCiB87S5eqTC40SMnJclMCmaILF+gJKlZMYfXZs7Ts2FEPYzIAEomKqcXffktLjdpTMpWeP6dsqpQUjBxJL8MNG/Q9KEXdutFrQaHcJAcHc1Zioqw+37hxFP2LigICA9O9V8XG0mpAP8FBgDLEAAoEJSSo2KhPH1ru28fT0eVloZxFUBD1BDIyks1MNhS1alFznHnz6Pd//lFSBzMlhTImXVyAhw91PUTGmAHT+B2xbdu2mDdvHrp27ZruOkEQsGLFCkybNg1du3ZFlSpV4OPjg9jYWOzYsUMrA2aMMZYH+fnR3BgHB6VXT5lCX3DbtAFatdLx2LJh716aYqy0jOK9e8B331EXyfwoJUXWoVosmA9KZDh3ji43a6aHcRmIDIODr15RFiHLntGjacrohg149gyIiKAkK4PHwcGcdfQoZQs6ONDc0YYNVWaX+ftTBlmJEtSrRB9atAAcHYEPH4ATJ1Rs1KgRTY2OisrfmcfR0VS3IRsFXcWqDt27UzKpIfLwoDj2x4+yk21SRkZA8eJ0Wem8Y8ZYfqXVmoOhoaF4+/YtWskduZmbm8Pd3R1X8vMHEWOMMdU+f6ZCOQB1rk0jJISSHSQSyhrMTUxNKTlp8+Y0teMAmgt0+DAdzemyxaWhuHePjlysrCjdIVVICPDmDT09DRrocXx61qIFBcN79ZKb+WVnJ2uly/Xmsi80lJYuLnj2jC66uupvOKocPAhMnEj/FwBkwcH79/XXKjUvq1gRGD4cGDUq02jxzZu0bNRIf1UiTEyAH3+kunOlSqnYyMiI5h2HheXvsy7z51Ng8McfM0izVO3RI1nN419+0fLYtMjYmPrmAMCuXUo2EE/IcXCQMSbHRJs7e/v2LQCgWJqU+2LFiuH58+dKb/P161d8lTtiioqK0uaQGGOMGbrLlyn68c036aZsAbJpfu3bUy223KRDByot+OoVHVCIM7sAAOXKUb09MThas6aeRqkn4kFJw4YURU11/rxsdRZKQeUZJUsCx48ruaJaNTrAv32b0kNY1giCtONNsrMLxK+phhgc/PVX4NYtoF691AN+JyeqHffttxkUNmVZVrEidXVQw9ixNPVb3zN158xRYyO5DO18KSQEWLaMLq9YkaU0YTMzOmETF0f1jw3ZgAH09tC7t5Ir5YODgsD1jxljAHKoW7EkzRuMIAjp1okWLlwIOzs76Y+zs3NODIkxxpihuniRlkqyBgE6wT92LM0AzG3EjA5AybGmRALUrUuXb9zQ6bgMgvh3T3PAylOKM1GtGi257mD2fP5MUywBvDF3RUKCrE+QoalXj5bXrsmt7N0bqFIlSzXTmHaVKgWUL6/vUWhISdflPE0QgJ9/piz9tm2zXNDW1ZXi8nv3anl8OaBOHZptofS8Y716FOkMD6eizowxBi0HBx0dHQHIMghFERER6bIJRVOnTkVkZKT05+XLl9ocEmOMMUMn1p1TERysUAFYvlxWgy23GTKEgg6XL8tmT0vl1+CgICgNDgqCrBwWBwfJ69dpDkSrVaMCZ7a2ehtTniBOKS5WDKHhlH1XurRhNjsSg4PXr+t3HHleUhKdhbpyJVd2cRUEyjBdsSKDjR48oDT81q11NSzD8O+/wMmTFBBbuTLbmXKG+D6hkQIFZG8svr56HQpjzHBoNTjo6uoKR0dHnD59WrouISEBFy5cQMOGDZXextzcHLa2tgo/jDHG8om4OFlRfRXBwdyueHFZz5F02YPil/P8FhxMTARmzAB69KD0hlQSCc38On1aYXW+FR1NAavu3YEXL1JXdulC89QzjACwTKVOKTb0eoMAUL8+LQMD5cqTfvwIrFoFTJ6st3HlOSdO0HP63Xdq1aPbto0S0Pbs0cHY1BARQe+bY8dSDFApGxuqV3D2rNybSh4XFweMGUOXx4/PUheRt2/pRN+jR9odWk5LSQFOnQKGDVNSnpTrDjLG0tA4OBgdHY2goCAEBQUBoCYkQUFBePHiBSQSCcaMGYMFCxbgwIEDuHfvHry8vGBpaYneSgseMMYYy9cSEihI1L07UKaMwlW3b9PqvPC99aefaLl9OwV8pMQI2IMHwJcvOh+X3piZASNHUqV0c3OFqywtKUtUrgxhvmVtLUsulTbX5NpQ2nH/Pi3LlkXBgpSpKgbhDE358tSLJi5OLvs4IYGy3H77Lc2bCsuyjRtpOWBAuvclZU6eBI4cAYKDc3hcaipWjOrcAsCff6rYyNkZaNqULu/cqZNx6d2uXdQZrGRJYNq0LO1i+XJqLDZ4sJbHlsMkEuqt8+ef1IRbQYcO9Dnct69exsYYMzwaBwcDAgJQo0YN1KhRAwAwbtw41KhRAzNnzgQATJo0CWPGjMGIESNQu3ZtvH79GqdOnYKNjY12R84YYyz3s7Oj4ODu3emCHuvW0XRKNevCGzRPT2DCBDqDb2Uld0WxYoCbG7W6jIjQ2/iY4RKn00uDg/KSknQ6ljylWTPKJuraFZ06USLV3Ln6HpRyRkZKphY7OlKwQ5xLyrLn9WuK9AGUIqaGS5do2bhxDo0pC4YPp6WPDwWTlRI7Y/39t07GpHdeXtQRbP36NB/A6vn4UfY9ZOpU7Q4tp0kklKAPKOlaXK8esHo10KaNzsfFGDNMEkEwrKIaUVFRsLOzQ2RkJE8xZoyxfCoqihpyxsRQ99o83ZQ1v3UKFAQ6cm3YkKZ3pT725GQKotauTZ03+ZwiuXiRZn8VLUpT24yMQDWzFiwABg4EFi3S9xCZDsycScHLn34C1q5NXdmlC3DwIKU1jR2rz+HlfvPm0YmqJk1k9VAz8PIlNSIxNqbeNtbWOT9EdaSkAGXL0qx5b29Kgkzn0ycKLickAHfuGH7bXT2bPZs+k6pVozh8bvu4vn0bqF6dOhf/9x+Xq2Usv9EkvsYtzhhjjOlHUhKwfz99W03j778pMFixYrpmtnlPbjvSyK4nTyioVbUqEB8vXX3rFvWm2bKFphYzUr8+PR/v3gH37qWuNDOjTFPuWKwVKjOsDMjw4cCzZ8Aff8itrF2blmLdVpY1ycnApk10WWwvn4nLl2lZvbrhBAYBOnkwdChd3rBBxUYFCwLt2tHlHTt0Mi69+PgR+Po1SzcVBPobT50K/P47rfvll9z5cf3tt9TYLT4eOHQozZXx8VS75eBBfQyNMWZgODjIGGNMP4KCgG7dKAKYkiJdLQiyKTzDh+fOL+OqPHsGjBghq0GoIL/UDROLSNarRx0TU507R0sPjzzQCVKLzMxkAXLp1OJq1Wh5545expTrXbxIL7i4OMTH00xDR0cgMlLfA1PNyYkapii8H3JwUDtOn6aadPb29JmkBjE4aEhTikWDBgEmJsDVqxm8RYhTi3fsUPj8zVNmzaKOYFu3anxTiYTqCy5aRDMZatdW+6VhcCQSoGdPurx7d5orL16kD12xYQtjLF/j4CBjjDH98POjZaNGqXMlyZUrVHS/QAEVU6JyMbF20ZYtcv1HkpLo1L6tLfDmjV7HpxNicDBNSqgYHGzWTMfjyQXEuoO+vqkrxGmAb94A79/rY0i527x5QPPmwObNCAujExIxMblwul2tWrQMCTHsyKahi4mhtuD9+yucsMiIWG+wUaMcHFcWOToCnTvT8vlzFRt16AC0agVMmZI3a5cmJlKRvU+fKECYCUGgrtPSbuAAevcGevWimQznz+fuk1Zi3cGTJ+kpkWrYkB7Y8+cZvFgYY/kFBwcZY4zphxgcbNJEYfX69bTs1YsSOfKS2rXpGDQhAfD3T11pYkJLQZBbmUcJgtLgYEKC7OXg6amHcRm4rl1pBv7q1akrbGyosBjAU4s1lZgoS/vy8EBoKF0sU8bws5SPHKHXwqpVqSuKFAFcXOjkiqG0zM2NunWjtO5589TaPDkZKFSIargZYnAQoOnnL14AHTuq2MDCgiJFP/1E6cl5zYkTdOKkWDHZ2ZUMHD5MAbRatWSJlDNnUmJl796GNXU8K9zc6Bykqyuk73kA6IGJGcjiZzNjLN/i4CBjjDHdEwRZ6kXTpgpXNWgAlC8v67qY19SvT8tr1+RW1q1Ly7weHAwLo0r+Jib0h07l7w/ExlLTjcqV9Tc8Q+XiQr0nSpeWWylOLebgoGYCAujFVqQIUKkSnj2j1a6u+h2WOkJDgQMHKO4hdfw4zXsU31hY1hgZqd0FydiYultHRtJ0b0Pk4ACYmup7FHq0bRst+/SRnYBTQRCo6QgAtG+vMJEhTzl7Fnj4EKhZM80V4hk5hTcWxlh+lEff/hhjjBm0hw+pw0KBArKpcalGjKCr69TR09hyWIbBQTW6ZOZqYmZCnTpU6C2VOKXY0zPvHphp3bff0pKDg5oR52Y3bQoYGUmzaHJDcFB877h+nQIaAKhmq9z/EtOAtzelYWax5l5uSLhLTpYrR6DM27fAn39So6i84tMnSgUEgH79Mt388GFqiGVlBYwfn8Nj06MiRVRkR3/3HS2PHMlyAxfGWN7AX8EZY4zpliBQnSOAqrkrOcIy9Ol92VGvHi0VDvDbtKHlpUvAq1d6GZdOqKg3aGpKGThcb1C1wEBg/nzZMS/q16dC8mL9QaYeMVLi4QEACtOKDV21avR2+fFjmqmBTHOvXgE//wyMHg3s3KnRTWNicmhMWpaYCFSqRCddbt5UsdHQocCwYVSfL6/Yu5eCXFWryjKsVZDPGhw1igJoeV1SklzNY4C+lDg50crTp/U2LsaY/nFwkDHGmG69eUORDjMzYMkS6eq4OODgQTrwzctq1KBgWEQEzbIFAJQqRYFSQVDSTjAPWb4cOHSICv/LmTKFjtUHD9bTuHKBEyeA6dPlXh6tW1OV/AkT9DquXEW+3mBqgDo3TSs2M6P3DwC4cSN1ZUoKBbgaNcr7b57aIghUt+LLFwqyi61c1ZCYSI0+qlShpDtDZmoqS8zfsEHFRp070/LgQR2MSEe2b6dlv36ZnmnML1mDomXLgIIFqQuzlJERFTMFgDNn9DIuxphh4OAgY4wx3SpRArhzB9i3D6heXbr66lWqqya3Kk+ysKCaP+XLpzm47N2bljt26GVcOlGwIFXId3NLd5VEkmlpqHxN/L8ICtLnKHK5wEBK+ypUiKI7oBihpyf9P+YGYrkFaXDQyAg4epTavAcG6m1cucrOnfScmZkBmzdr1IY2KAiIjqZzXA4OOTdEbRk2jJZ//02lKdPp2JHefAMDqR5sXvDnn8DUqbLPVBXyY9ZgoUL0+j1/Ps0VP/9MtU6WL9fLuBhjhoGDg4wxxnSvUCGgQweFVfKlwPK6CxeAR48UenIAP/xAP9Ony803zvvevctyya98RcwYe/iQsmylPn+mSAXLXJ06NL9y61ZpccsVK6jmZW4JDorlSaXBQUDWbTQgQOfjyXUiIigQAgAzZtC8Ww2IiacNG+aO+qhNm1JZypgYFeedHBxkLZf//VenY8sxbm7AggV0IjIDnz8DhQvnn6xBQNZ7xN8/zdTib76h6cW54UXNGMsx/A7AGGNMN379lQrAqwh8qShHlyeZmytZWaQIsGcPpU/mxaKLy5YB06ZRdEvOd9/R8anYlIQpV7w4dXNOTgbu3UtduXQpBdp//VWvY8s1jI0pyioW4M+F6tal9w8zM7m3UjGd8OpVvY0r1xg9GvjwgRr6TJ6s1k3evaOSfJMnU/8SgKpA5AYSCfDjj3R561YVG3XqRMu8NLVYDQULUom94OD8kTUIUOd7FxeqO3jpkoqN8tHJScaYIg4OMsYYy3m+vjR/Z+BA6sSRRlycrHtvap+AfCE5OR9lzW3dStkccsHBL18og+HDB6BsWT2OLReQSJRMLf7mGzqQU3mUxzISHZ0mCzMXKF+epoeeOyd3DkE8o3LhAh31M+VCQoB//qEg8ZYtVJRPDYGBQK9eVCJXbAQj9pDKDfr0oYd840a6czNEDA76+lKn39zq+nWge3fg5EmNbubsnEPjMVBi9mC6qcXv31Ph32+/zUdfTBhj8jg4yBhjLGd9+kSFwQWBOiPWr59uk+vXgYQEaphXrpwexqgHPXoA9vZppgcCNN941izg9m19DCtnREUBDx7QZbm/v58fBUjLlAFKl9bT2HKRdMHBhg1pef8+N6PIzO3bgJcXZeemWrsWsLQERozQ37A0JZEoafBeowZgZ0f/Z7du6WVcuUL58nQ2YvVqWacOFRITZZdr1KAZlz/9BGzcSJlmuak2roODLJgp7XYu75tvgMqV6XK6D6RcxNubOhVnUrdXECjpOiJCN8MyNM2a0TJdcNDWlmpB37tHNUwZY/kOBwcZY4zlrBEjqBXtN98Av/+udBOx3qC7e96cUatMXBxlLokZk1KzZ8umYOcVAQF0RFaqFLX6TCVOJRYPVljGxIDE3bupK4oWBSpUoMv5+WAuMJCyhXx9gSdPlG9z6hTg46MQOBA7FRcunPNDzAnJyakXjI1lKdc8Pz9j1atTlC8D797Riar//Y9OWhUrRu/Ta9cCQ4ZQDb/cZs4civupbG7+118ULWvdWqfj0pqvX2Wt3Pv1y3DTgweBiRMpQS4hIeeHZmjEzMGbN4HISLkrzMxkJRf27dP5uBhj+sfBQcYYYznnzRsq1gRQu0QrK6WbifUG89OU4nr1aJkuOCh2WNy1S+7oP5cTp5KLDzoVBwc107YtNfo+e1ZupVj8LD9NLU77fzFvHqVGeXrSSYj589PXzZI/A5FKnCLq6ppzQ80Jt28D1arJ+pAAAJo3p8KU+eXsiqZiYtTedMsWmmHp768kSzOXqlWLSlOqfHlUr071S3Oro0dplkKJErLolxKxscC4cXR58OC88/fVRIkSFD+dM0fJV4xu3Wi5fz/XHmQsH+LgIGOMsZxz7Bgt69aVFc1XYtMm+mnbVkfjMgDi7Np0JRhbt6ZK6W/fygIauZ34IOWmFH/8KJsem5+CwtlRsCBQtWqaUmlicFBso5ofNG1KjXvELEEXFwpuiCld06cDU6fKDm7lq+/LvdjE4GCZMroYtPY4OFCQ+M4dyj4GAAwfDrx+DUyapNexGaT37ylw2qtXpkUmk5OB9evpcm6abq6JTM855cZ6c9u301IssKjCvHlAWBjVGZw6VTdDM0TbttHbZLp4cKtWdBL3xQvufs5YPsTBQcYYYznnyBFaduiQ4WZly9JZ/PxUGFzM4ggLA/77T+4KMzPghx/ocia1k3IFQVCaOXjhAl3l5kbH7SyLxODgjRtAfLx+x6ILDx7QFOojR6jOHkDlCm7domJwy5bRusWLgVGjKNARFET1+OzsaC4hKEASFkab5rbMweLF6b0yJYWmBgKgiDFnDSrn40Pdjx4/BgoUyHDTEyfodVGwINWFzUuio2ladOnSKhIpz56l95NMpl0bnKQk4MwZutyzp8rNgoOp1iBAXaetrXUwttymQAGgfXu6zFOLGct3ODjIGGMs54weTQfoXbroeyQGx9YWqFSJLqfLHuzTh5b79uX+gM+HD/QYTEyAmjWlqytWpMyNoUP1OLZc6Nw5avr9xx+pK8qWpYP51atzZ8aPpnx8aNm+PdVcTGvcOGDDBgqU/fknpdeJdQuaNpVmFb15Q00nTEyAkiV1NHYtqluXlun6R6SkUKYcI4JArwMAGDYs083XraPlwIGZxhFzHSsrakLx+jXV3UtHECgD+eDB3FXSIiiIIp/29jTfXglBoLfJxESgY0dZg+b8LCKC+jN9/pzmCnFq8b59PLWYsXyGg4OMMcZyjqcnnaKvUkXlJrNm0Sb5sXOgOMs2Xd3Bxo0pYhEZCRw/rvNxaVWRIhQgTJO14+YGLFgAjB2rx7HlQo8eUa8aMSkXEgl1SvjxR2q9m5clJcmmDw4YoHq7H3+k7XbupOnGGdQbLF06w1mIBktpcPDsWWr4wydjZC5eBEJCKE0sg6wygF4TYiWM4cN1MDYdk0iA/v3p8rZtSjZwd6fs2ogIJR9KBiw6mlpKu7sDRsoPbXfsoHMEBQrQ9w1OsqWvZz16KOlh1K4dZVj/8EP+7NjCWD5mou8BMMYYy7++fgWWLKHEspYtqZZWftK8OWUwubmlucLIiOpjbdhAtQdzOyMjqgvHsq1GDVqK9RrzlTNngPBwai8sTn1TRcy+BWQtOeXqDdrZUXZYbu1UrDQ46OpKrXY/faJ5oyoaQOUrYtZg796AjU2Gm27YQIlSLVtSX5u8qF8/YPZs+ld6/ZqaU0iZmtL/1Y4dlD3YqJGeRqkhDw+aX59B5nSHDsDIkUCpUvxRJPL0pCoN588DXbvKXWFtTV2PGGP5jkQQDCtfOCoqCnZ2doiMjIStra2+h8MYYywrBAGYO5em8TVuTHP3lPDzo00cHCgGxmfz5Xz6RGkOFhb6HonW3bxJMZ4mTWh6NVNfTAzFOASBnkNHR9BB8b17wNWrNE9bRfZMrterF3XxHjWK0n808f49FZLLjWmCSnz5QgFOQaD3zmLFQL+4ugLPn1PxvNat9T1M/Xr/nqJfCQnUXKFWrQw3f/6cYolNm+btp65JE+rPs3ixkv41e/cC3btTuYLHj/lDOQ/btw/4/nugcmX6+GCM5U2axNfy6LdHxhhjevXgAc0XbtOG0gNVEEuBubvzMUg6BQvm/sBgYiIVVuzZU5a9BeoG2qEDMGeOHseWS1lZAeXL02VpckdyMtCgAc2FfPhQb2PLUZGRskJpGU0pVqVIkTwTGAQoQNyuHSVIShvwSiRAs2Z0+exZvY3NYGzbRoHBmjUzDQwCNMV8/vy8HRgEZFOLfXyUlJRr25ZOSj19qqSgpQGKicmwA/X791w2TxWxysL9+yrKusTHA4cPU+dixli+wMFBxhhj2icWRGvWLMOpbWIpMLnZfvnS27eUtaKUIACbNuXOaT5371KLyBMnFKb0iTWOxDgG00z16rS8dSt1hamprBP0pUv6GFLOMzKiVKcePRQa22TF+/fU8DgxUUtj05MjR4C//kozTbJ5c1qmKySWD/XrR+1pp07V90gMyg8/AObmdA5P+h4israWzTFVWpjQwPz1F6XQjhqV7qqkJKBFC/qXUPn5mo8VKSJt3i79LqagTx/gu++ArVt1OSzGmB5xcJAxxpj2icHBDh1UbpKQQAfoQP4ODi5aBBQvDvz6q4oNli6lqaIKKUK5hJh5UreudKrrixeUlGJsTNPbmObE4KBC3cHGjWl5+bKOR6MjNjbAzz/TtOJsphmL5dTatdPO0AyKpyctb94EPn7U71j0rWhRYPx4mjuZgTt3qIPtyZM6Gpee2dtT/b1Zs1LLEqTl5UWf3W3b6nhkWeDnR1H+QoXSXXX8OJ1Tu3Ur7/dqyirx7ULpuYTOnWm5cyenXzKWT3BwkDHGmHZ9/CiL+mXQNMDfn2JdRYsqaciRj1SqREuVzSG9vKig2P37wJQpuhqWdly/Tksxqw1U/BwA6tTheoNZVaMGxcfkZmrLgoN5NXNQi8QZtw0b6ncc2pCSQhlg0mN3JyegYkVaIdZtYBlat47OZ23erO+R6M7SpdSYxMlJyZUtWtB00gxO7hkMPz9aKjnTtGULLQcNou8ZLD0xOCh+Livo3JlKmzx6lE87YDGW/2g9OJiUlITp06fD1dUVBQoUQJkyZfDrr78iJYMOUowxxvKQEyfoiLVqVSripMLjx9SnJL/XGxTjZsHBaYI9oqJFZdN6Vq3KXektSoKDPKU4+zw8gKgoyoyRql+fsjOfPaNOJXnJ1q00tT4qKtu7EgTZa1CcgZtbpaRQ1nHlypSNKzVkCJ1IqFBBb2PTqw8f6A1m+/YMO9gCVGtt+3a6PGKEDsbGtOf5c0pFNzGhmqtyIiJkExgGDtTD2HIJDw+qPXnmjJIrbWxkAeKdO3U5LMaYnmg9OLh48WKsX78ea9asQXBwMJYsWYLffvsNq1ev1vZdMcYYM0RqTCkGKCHu82dgxYqcHpBhK1aMGowKAmVTKtW2Lc0DA+iJe/dOV8PLushIWXOM1OCgfGBGzFhgmjM3p9JgCmxtZQWk8tLU4pQUSnEaOjRNNDRr7t2jwIGlJcVTczMjI6BMGbqs0Dti/Hhg4UJZWnJ+s2ULpUL9/nuGZ54EARg2jHpa1Kgha9CQX8TGUsfajRtVbPD8OXVoMdTp6WLWYM2a6Wob//031RysUweoUkUPY9ORGzfo4/Xbb9P/dOyY+fkUOztqUOPsrGKDnj1puWtXpoF2xljup/Xg4NWrV9GpUye0b98eLi4u+P7779GqVSsEBARo+64YY4wZGkGgAk6AWlOSrKyAEiVyeEy5gJhYp3JqMQAsWUIH+2/fUqDE0GsA+fvTGF1dpXO6nj4FXr0CzMzyxpROgyNOLRYPmvMCX1/KDrKzAzp1yvbuxCnFTZrQ6zC3q1uXlrmhsaxOJCQAK1fS5f/9L8Pg4PbtVH/S1JSSU/NbBvu1a1SOcepUCqSl07kzMH06sGeProemHhVTigVBNqU4r2cNjh9P//t376b/OXIE+O23bN5Bu3aUQfjyJXD1qlbGzBgzXFoPDjZu3Bhnz55FSEgIAOD27du4dOkS2qmo+vz161dERUUp/DDGWI47c0Y2n4LPhmqPRELBwYAAhamkaT1+nPt6a+QkMYMpw5hOgQKUDmFqSvWgAgN1MrYsS0ykdBwxYAWgbFlKJty1iwvEZ9fhw3RMPH683MoffwROnQLmzdPbuLTO25uWPXpQ/atsEoODuX1KsUhlcPDLF+DYMWpMkp/s3g28fk2dNvr2VbnZixeyBrdz5gDVqulofAakaVPqWPvhg4rylOLzZ6hdi8UPzKZNFVYHBlKGsLm5LPEtL7p6lUrMmpoChw7R11rxZ9ky2mb5cjqfmJGEBGDNGqB1ayXfywoUALp0octKWxozxvIUQctSUlKEKVOmCBKJRDAxMREkEomwYMECldvPmjVLAJDuJzIyUttDY/lNcrIg7NkjCDNm6HskzNB8/SoIpUoJAp1gFoQmTWgd04nPnwXB1VUQqlQRhKdP9T0aw/DwIb0UjY0F4b//Mtl40yZBuHhRJ+PSipQUfY9Ar1JSBOHaNUF480a7+929m14zdetqd78G5cMHQbC0pAd65Uq2d5eYKAg2NrS7wEAtjM8AhITQ4zE3F4SEBLkrJkygKwYP1tvYdC4lRRCqVqXHncGxhyAIwsyZtFn9+vS6yK+GDKHnYfhwJVe+eSMIRka0wePHOh9bhlJSBGHFCkHo0kUQ3r9XuCo2VhB27BCERf9v76zDrKq6OLzudNA9dIekSLc0AlIC0tKiopSEn4AIAhaiIqGAgIAo0tIoKc3QHcMw5DDDFNP3nvX9sebcfbvm9qz3ec7DcHKfc/fZZ++11/qt+S4qm5Po0YN+mmHD9LdJEmLDhrR9zBjT55Ek0SXevNnADjduIF67ZpcyMwzjfBISEiy2r9ndc/CPP/6AtWvXwvr16yE8PBxWr14N33zzDaxevdrg/tOmTYOEhAT1EhUVZe8iMTmFpCSAGTNEurkrVwD69CG9FFn3imEAKH7owQOA/PkprrVqVe+IL3MHzHhhIpJzU0QEwMuXAAUKOKlcbk6VKgCTJwP89RdAvnxmdh4+XDuMymA8mBuR02L1dJgzhzxDixenf+fPp+Qz2Y0Kr1OH/r10yf2rgM3Mn0/CaLVr20Ug0MeH8vnMmyeen6dTsSK1GenpFEqoRs74I4t85gT27aOHEBoK8O67Jnf97DOAn3+m4AE/P+cUzx3p1Yv+3bIFQKXS2RgWBtC+Pf0tZ21xFxQKgI8+Ati8GaBgQa1NwcEA/foBTJniorI5gZs3KSQeAGDSJP3tCgXAl1/S37/8AnDnjvFzKRQAvXvT3wYjyKtUAahWLTvFZRjGU7C3ZbJkyZK4aNEirXWzZ8/GKlWqWHS8NZZNhlGzahVi0aI07VW4MGJiIq3v1o3W9e/v0uIxbkRaGmKpUlQvvv8eMSpKe9b59m3Ev/5yXfk8mbt3EYsUIVcEI95iP/9Mj97Pj7ypmGxy/Tpi5cqIx465uiTapKbSosG1a4i9eyP++qtriuQKtm0TDsq6S6VKiFOnIj5/btu5VSrE0FA619WrGhvOnCGvsZUr7XIPLiMqCjEoiG5w505Xl8atad+eHtOSJRork5KooQVAvHfPZWVzKm3a0P2OG+fqkngM6emI+fLRYzPokL5uHW0sVy7He4G7EyNH0s/y5pum9+vUifbr29f0fqdO0X6hoYjJySZ2zMlutgzjobjUczAlJQV8fLRP6+vrCxJrejGO4tw5yt757BlNoS9ZItI4zpxJ//7+O3sPMsTKlSSsHBZGLmwlS4pZZ0QSMH/7bdqHsY6dOykN6J07Br3FrlwB+PBD+nvuXJOShIylfPEFwK1bAB07updY+NatlD33nXfUq/bvB9i4kZrjnMCNG0Ky64MPSAZt6VL6qQICSHdz/nxyXP71V+s9CX18hE6alvzkmTMA33wDsH69Xe7DZWRkALRtS3pinTq5ujRuzcCBFDih5VyZKxdA06b0tzdpUJpi7FiqL+PGGdysVALMnk2J1BkiIADgzTfp77/+MrBD9+5UlyIi3CsL+rZtlOFKp+EcM4ba1dhYF5XLCTx9Sh6vAAAff2x633nzqDv2xx+mZYrr1wcoW5Yyd+/aZWCHuDiKxipVCiAtzdaiMwzj5tjdONi1a1f44osvYOfOnXD//n3YsmULLFiwAHrIYqYMY29kdfG2bQGuXqUYCdkw8eqr1LFBBPj8c5cVkXEjMjKoozttmr64vSQBXLtGI4jjx11TPk9GNkYYyFKckkL5BNLSSPRaK4kCoyYykuY0Fi608IBlyyh88OVLerCnTjmyeJZz6hQlJJEnakBomb/+umuK5EwSEiixblIS2SoWLKCw4tGjAXbvBnj+nAZrNWvSIHbYMMqPdP26dddp3Jj+1UpkIxuETpzw7EFc+fKUdWX3bruEpqekkOHgzz8NhE96OIMGUVINvVDpL76gZ7dyJWUp8Ha6daPMGmXKGNz89ddkRG3RgvOQaSKHFt+9a2BjSAjFnIaG0oyGO5CUBNCzJzkEPHqkXv3gAX0Sp03zbgPwDz9QV7ZxY9HcG6N2bYABA+jvqVON76dQkO0PwEhocd689E15+pTaZIZhvBN7uy0mJibiRx99hKVLl8agoCAsX748/u9//8N0C8X+OayYsZru3ckX/uuvDW8/f562KxQsqMsQMTF6IY9q3nuP6suECc4tk6dz7hw9N39/xKdP9TZ/9BFtLlbMgoQbOZiNG+k5lSxJYaMWkZyM2KoVHZgnD4WVuprGjak8a9YgIkWjycoP7hYBbW9UKsTOneleS5UyXd8zMhC/+krk3PD3R/z0UxLUt4Tt2+k4LeUWlUpIJ2zYkK178Sb27RPvVo6KjvzgA7rxsmURX750dWlcxsuXiHnz0qNYtcrVpXEv0tLM5Bt58sS96s7evaJOazB7Nq1u1cpF5XICiYkiDHzLFsuOuXePvi0A1A4aQ+7GBQcb+bknTqQd+vSxpegMw7gIl4YV586dGxYuXAiRkZGQmpoKd+/ehTlz5kAAi/0zjgBReHjJLhS61KkD0KMHew8ygoIF9b0GZRo0oH/PnHFeebyBxYvp37feAihaVG/zxIkALVsCrF0LUKSIk8vmQXTpQskFHj4UnnZmCQkB+PtvSlKSmAjQvz+5FbiKjAyA8HD6Oyt2PCKClB/8/QFee811RXMGM2ZQhH1QEIn8m6rv/v4UFnbtGv32mZkUAdq8uWVJRpo1o/O/8orGT+7jI8K5V67M7u04n7NnKZnE48cWH7JlC+XpGT2aPvOJifr7yEEGbdp4Z46chASK5j94UGfD3LkApUtT3GB6uiuK5njmzKF4YROxpOvW0TOqUIE8LRlBYCA54RmlWDHyHHQXZFdpjcRckkTyDAAAQ4e6oExOYvlygPh4gMqVRTi4OcqVA3jvPfp76lTjXrOvvkp5R1q3BoiJMbBDv370744dFK3AMIz34QRjpVWw5yBjFbGxiNWqIQYGGvcEQ0S8cAGxYUPE3budVzbGvdiyBfHAAfMuI9eu0cxoSAgLL1vKixc01QyAePSo0d1ylLdONhg1ih7lO+9YeWB8PCWEkZPtuIozZ6gM+fOrf/S1a2lVgwauK5YzkD0/NZwmLUaSEDdtEt5N27ZZfpwed+8Kj/nISOsK4mrataOyDx1qdJdt2xAvXRL/nzZNO9nLq6/qOzDXq2fb7+IpfP013V/nzgY22pr1xhN48UJk5tmzx+AukoRYsybtsmCBk8vnYSQlmfhWSxL1pTIynFkkfVq2pB/zl1/Uqw4dolW5c7uXk6M9ycggz2cASu5mDdHR9GzMOZSb7PZKEmXSAqCPOsMwHoFLPQcZxqkUKEAuFzExxj3BAEh048QJUoJnch5paZRopG1bgE2bTO9bpQpA7twkUHXtmnPK5+msXg2QmkoCaiYEcLzRW8cRDB5M//71F1VDi8mblzTGhg0jD05XcewY/duwofpHl3OlGHPw9gZk7UAAgPHjdbyTUlNJUHDXLvKy/fhj0vHq2VMt8q9Q0H9HjqRDli2z7LoG36vy5UncEVEo13sC//xDmWv8/QGmTze4S0YGwIgRALVqCS+5Dh1IeH/WLIDChQHOn6emSNZQi4sTYvytWzvhPlxAu3b078GDBhwECxXS/r83Ce4tXUpZFGrVAmjf3uAuR48CXL5MTtYaOZIYDRBJm65wYYALF4zsNHAgReJ8950zi6ZNejrAyZP0t4bnoOw12Levezk52pMNGyiqoGhR671fCxcGmDSJ/p4503gCLD8/EydRKIT34KpV1mfRYhjG7WHjIOMdaIjeG4UtEzmXX36hELVSpQC6djW9r48PQL169DeHFltGz54An3wCMGWK3ns2dSqJXLtLngxPoEkTsu28fElhglYxYgTAihWU/cJVyPGbGplH4uMBfH292zi4eDHp5NeqBfDVVxobTpwgKYNXXgHo3JkmKr75hqy/W7ZQbPCwYZSlBCiJOgBpvkdGWnZtRAMJ1ocNo6zsuXNn+96cAiJlEgCgsOJy5Qzu9vff9KjCwoRtoGVLamtmzCBba7lyZBhs0oQi3A8dotNXqQJQooRzbsfZ1KxJRoOUFBOJy589I+vJrFlOLZvDyMig7AwAZPkw0s9btIj+HTgQIH9+J5XNw1AoaB41Lc3EHGqHDvTvZ5+RVoQrOHuWDIRFilBsLZCte/t22ixPrnkbiJRQBwDgo49M+0MYY/x4+hzcvGlAfkCHyEgj8+MDB9LH/MABCi9mGMarYOMg49lYm3IwIYF0aUaPdkx5GPcjNZVcSgDIgBUYaP6Y0aMBvv+eRpyMeUqXJo81OSVeFoik87RxoxH9GsYgCoXwClizJpsnc4X2YI8elCVeHkgCaU0mJFiukeRppKYC/Pgj/T11qo73xeef0w65cpEXe7duAOPGUUpq2dXw11/JcvXzz1CpggStW9P7s3y5+WsnJ9MrWLq0juRa376UvnPcOLvco8PZsoUmZEJDAT791Ohu8jMZMsSwl0ulSiRFXKcOGcoQtfUGvRUfH3KOByDnS4McPUqpSOfOBbh0yWllcxgHDlD21GLFqL4bAJEMIoGBZJdnjCNnLf7rLyNOYYMG0aRPaiqJ2LnCc+zePfq3eXO1MTghgTyCy5UDaNTI+UVyBr/9Rt6vuXLR3Ikt5M4tummmPNOXLAEoW5a6zHpUqkT949mzzU+2MwzjeTghzNkqWHOQsZiXLykzZ8uWlguMXLwodJju3XNo8Rg3Ydky+s1Ll0a0MGs6Yx/OnqVHHxpqWhKU0ef2bdKeGz3aiqzFmty9i/jmm4i9e9u7aIwBliyhul6mjI5m0+XLtMHHB/HOHcMHHz+OWLu2EMxr0AD3zg9HAMSwMMvkvapVsy57pVsiZ7iePt3oLlFR9CgBEG/dMn26hATEkyfp7zfeoGM2bbJjed2Q1avpPuvVM7KDJCF27047NWzo+UKww4fTvbz3ntld4+IcXxxPJyEBMSCAHumVK0Z2unFD7PTHH04tn5rPP0c8eFBvtadXZ2M8e4ZYoAA98nnzsneu8+fpPP7+dF5DXLpE+wQEUJ1gGMazYc1BJmdw5gylJLx3z3KBkVq1yBsMkbSfGO8GkWY4ASiegrOm25eoKHIF27PH4OZt2+jfDh1sC4HJyVSsCBAdTXJaPrZ8qV++pJCfjRtFRncX4e2yRCoVRQkDUFZuLW+2BQvo3x49KE2qIRo3plC5778n147Tp6HdZ02gS75j8OQJhdGaQ3ZyPnzYwEalkr53CQmW3pLziY4WOmImPPtXraIQwpYtyYHFFHnyqJNlw86d5ESp4czqlcieg+fOGUncq1AA/PQT9ZlOnaLYdU9FqRS6C7LLmwny5XNoabyCPHmEbKPR0OIqVYRL2UcfkWaEo0lL086OO306QKtWert5q3rQhx8CvHhB3tATJ2bvXHXqADRoAJCZKXQadalRA6BqVQo8kPtxRklOJlfGR4+yVzCGYdwCNg4ynos84LVWxKpTJ/rXiEGD8SIOHCDRlFy5AIYOte7YW7doJHrnjkOK5hUsW0YGKC2BNYHcqezWzYll8iKyZcuuVUuErE6c6DwL3bZtIuwri969yUhz6JBziuBstmwhfbsCBcQjBwAKd1y3jv42N6Lz86MR4M2bAO3agSItDf5M7Qo14LJFiUlatKB/jxwxsLFTJ9I63LDBkttxDSoVPaPevY2KAkoSyWkCAAwfbv0lSpXy3kQFMsWL08AeUeQFMrjTmDH09xdfeK71PjGR6nXFiuIF0OHUKQrFZCxHtrNu3Ghip6lTSe/v6VMjsad2JDWVOhGdO5MhSgdJArh923OrsTl27AD44w+aJFy+nHI1ZRd5/uXnnw3nJlIoRJT+n3+aOdmoUdQXfPNNg78PwzCeBRsHGc/F1vSXcsbif/81kNKP8SqUSpr+HDqUMrlaw6RJdJwlbjs5kYwMSvQCQNpDOkREkKSVjw/AG284uWxeBCLA6dM2ar/Pnk3WkJMnLejh24GXL8m4U6GCusCI5M12+rR3eo8iCtv4++/rGJ8WLaL3pEkTy79TYWHkDdWkCQSnx8Ne6AA39943+/vLtpELFww4CMoTYrJlzR0JCyO1fRP19P590hDMm9ciR7Ecy7JlNKdlclJmwgQS4Tt+3Ii7qQdQoABl4r51y2iK1fHjaZ7EmIcUo0+3bjQxdeUKZf02SGAgubVXq2ZU69EuJCcDdOkCsG8feVcbyJBx5QrZKatW9T4DYUKCsONPnAjw2mv2OW/fvuQleu+e0GPVpU8f+nfvXsr2bpTZsykbeng4ZYPxpkzonsaDB9oetgxjA2wcZDwTRNuNg7VqkXh1SoqJqXXGK+jUCeDqVZGQxBoaNKB/OWOxYTZvplDA4sUNjkLlzIHNmlG/kbGN8ePJ665fPwoDsoqwMIDJk+nvqVMpNMuRHD1KhSxblhYgj7qYGBpsvvqqYy/vCo4coSYiKAjggw80NiQnU/piAOvjwEJCaFKiRg0oDk9gL7SH9QujTR5SogTZZCXJwGdt4EAynpw549FuVOXLAzx8SLaskBBXl8aOPH5MWQJGjqRv1YYNZE2PibHJ2tGkifEIdjVhYcLNVc7266kYiSU9d466if7+wj7OmCd/fmqyFiwAKFPGxI6vv07tiaMStyUl0Q/3778U/bF3L0D9+nq7yR7p5cp5X1jxtGkUrVuhAiWIthehoSLpmTHP9FdeIS/kzEwTIeYA1DBv3Uof+c2bRWYuxvE8f05jWZnVq0nChGGyARsHGc/k9m0S1AkMtH7EqVAI4aG9e+1fNsa98PGxLZZMNg6ePm3f8ngLsuFj1CiDcS6FC1M/vnt35xbL2xg/nrSyTp0CmDHDhhNMnEgG3Pv3KWutI10rNFPCZo3S5Dmc116zLFG4pyF7DQ4dClCkiMaGVavI3aJCBdvi6vPnB9i7F5ILl4HKcBu6LO4EmbGJJg+Rx+h6ocVFioisku7oQnXlCsl8WODJ7+9PCZ+9iilTANavp5jBTz6hmYCGDakRLVYMYM4cx+hFTp4MMH8+1VVP4/598lQy0Z799BP927s3PUbGcubOpW9PgQJmdvT1FX+vW0c6xPYgIYH66UePkqvw/v0002gA2ThoQILQozl6lLIGA1CQhr0nROTQ4q1bAZ48MbzPwIH0r8kQcwCApk0Bvv2W/v7uO5KJYBzH5s0A9eoBFC0q9PPj48kT/MABmrhnGBth4yDjmcgjznr1bBPm6tiRej1GQlEYDychgXpTmjNq1lKvHv175w4pQTOCy5ep5+rrS94uBujfn+yq48Y5t2jeRpkyZDMAAPjyS+r3WUVoKLkGKBTkOebIkBO5cHJWBLDdwdsTuHKF+uU+PhSlqUalogESAI2wNQfQ1lC8OAQc3AcxPoWhtjIc4lr1MGlA69WLLte5s4GNskjfb79RqLM7sWQJeQiNH290l0ePvDRa7fZtMgwCUCUaPJiMILLuYnQ0JV8oWxZg1iyLkz/s2EEOJCtXmtipbFkyTObJk40bcBGLF9OMw9ixBjfHxorHquXRyziGAweo7tarR32D7BAXB9CuHX088uenczdqZHBXSRJR8d5kHExLAxgxgv4eMYKcNO1NzZr0XVapjLcTgwaRzXfzZgtOOHw4jasiIykDlLuRkGCjPoubERkJ8Pbb5BqNKKIB8uUTRkF2fGGygxOyJ1uFNamWmRzMrl2InTsjzp5t2/EZGYhKpX3LxLgP336LCIDYokX2zlOxIp1n7177lMtbGDaMnstbb7m6JDmG0aPpkRcrhvjsmQ0n2LoVMSnJ7uVSEx1NBQTQKmDt2rTqr78cd2lXMWSIkddg0ybakD8/4suX2b7OoqFnMRFy0Tm7dkVMTbX+JJmZiGFhdI5Nm7JdJrshSYilSlG5duwwukutWohlyiCePu3c4jmcd96he+/cWX9bairi+vWI1aqJdytvXsQZMxBfvDB52vnzRXWxCElybPtgTyQJsUIFusE//zS4yxdf0OZXX6XdGetJTkb89VfEjz+2YOd790Rj7+eHuHix7Q/+6lXEAgUQCxVCPH/e5K4XL9IlQ0OpW+8tTJsmvvdxcY67zqpVdJ0yZew0JJo8mU7YqZMdTmZHkpJEf37OHM9uFEaMEOObJ0+0t33yCW3r3981ZWPcFmvsa2wcZBjGu1AqEcuWpQ/kzz9n71z9+9N5bDVCeytr1iBWr454/LjBzf/9h8hNuH1JSUGsUYOqY8eOiCpVNk8YG2uXcqnZsIEKV7u2elViIqKPD61+9Mi+l3M1UVE0BgYwYLBq0oQ2fPKJXa4VEYHYGv7BFAii87ZpY5shZ+pUOn7kSLuUyy5cuEBlCg6mSm6AM2dol8BAszYxz+LuXURfX7q5kyeN76dU0vtVvbowEoaFmTSchIfTbrlyWWA0OXEC8bXXPGdAKdeZoCCD70FyMmLhwrTLmjUuKJ+XcOcOPUOFAvHBAwsOePkSsW9fUUdHjkS8f197guTPPxHr1kUcPpwmKYx1FMLDES9fNnvJ77+nS3XoYNk9eQI7dtAzd8Y8TkoKYr58dK1du0zvK0kW2NQiIhDnzaPJQndi/HhRLytW9NwO6u3b4pthqP995AhtK1iQHWAYLayxr3FYMeO13LxJkScmo+gQKV6J8R527CA9ogIFSOTdCKtXkyb7J59Q7gCDyOLXrDuozaBBFMpgIFY0PZ2kggoVArhxwwVl81KCgylPQXAwybPZnGAUkQSlqlShkEZ7IYcUt2mjXpWQANCzJ0WEFS9uv0u5GkkC+N//KBl6q1Y6GvknTpDuT0CA3eIZy5YFCOjYGjrCHkjzz0Xaju3bGwwxTUkh/f5//zVwog8+IJ02Ywr0rmDHDvq3bVuq3AaQkyz36kVRhl7DvHkU09ehA2kMGsPXl9KLXrpE4l+VK5NIWPPmRsPHatcmycKXLylZuUkCAylEbcMGktFwd+QYxw4dKFGFDjdvkmJMuXIk38jYRoUK1L4hUn/JLKGhAL//TvoXCgVJu5Qtq50O18eH2qAVK+iFLliQLjJhgtBOAyAt8Ro1zF7S2/QGb96kbisiwHvv0ffTkQQHUzQ4gOnPwvffUxhyeLiZE5YtS8nPChe2VxGzz+nTdAMA9FB37PBMKQUAkpZQqQDeeMOwVkujRnRvsbEW/FgMYwQnGCutgj0HGbM8fUpuG0aIiKBIHdljZcgQIzvevYtYsiSFfmVmOqKkjCto1Yp++KlTje7y4oWYLQWg0AqDRETQNO7Tpw4pqjeye7dwbMm2d5snI0mIBw8ifvcd1SM7sWYN4t9/Z+MEqamI9euLGfTnz+1TsLg4xC1bLPL28GQyM0UkKADigQM6O/TqRRuGDrXrdXfupNM29j2FmXnyCy9NnRjzX36hTc2b2/XyjqNBA5Ne3vHxiHny0C7//OPksjmS+/eF6+l//1l3bFwcYuvWdKyvL+Ly5QZ369ePdvn0UwvO2amT+3mVGkN2oV692uguqamI1645sUxeypo19KjLl7fye757N2LRolQ/ly0T66OjEf/4A/GjjxArVxYNqRwbbCQawRj79iFOmEDhxZ5OfDxilSqi/U5Pd851r14VTcnDh4b3eftt2uejj6w8uavDdzMyEGvWpMIPGKC/fc0as6HrbkNsLL0jAIhnzxrfr2dP2mfWLOeVjXF7OKyY8W5mzaKGb8wYvU1//43o76/d3/DxMdJJzMwUFiIrOySMmyKHG/n6mjQgy3ouFSog9u6t3elNS3NCOT2VzZsRf/rJpI7amDH0bEeNcmK53AmlEnHjRmGAkzWYRo1CjIx0demIp09F6H3jxnbRxcsJpKYidu8umhi9kMVly8RvbmcjqSSJa/ercQmlokXpP1WqaMX83bpFqwMCzEgTukPI0dOn4nk9fmxwF1lCqVo1L5tsePddESJuC+npiIMGiec3fbreQPzXX2lTw4YWnO/YMdrZ39/kt9Pl3Lwp2lSvijE3Q0ICGdZiY8mKlJREMaEOfimSkxFz56ZHfvCglQerVOZj2u/eRVy0iDQ3W7Sg/+dAVCrSBwUgnwVnz0c3b07X7t3b8E/299+0vUgRC30p9uyhky5ebPeyWsXcuSLMVjfU+fBh+pCHhNDsmyfw+DHNAJpCniF8+23nlInxCNg4yHg3HTtSw/fjj3qb4uNJx7htW5LR6dZNfPAM0rs37TBzpiNLzDiLoUPp9+zb1+gujx+TvBUA4rZt2tteviSD4RdfOLicnogkIb7yCj24774zukuJErSLp/S17EZKCuLSpUL0WtbE0jQS+vuT9dROg++ICMSWLW10TLx2TUyOvP46jQLtiCSRPI6rHQfsRWKicNYKDKT8LlqsWiWEoiZPdkgZHj4UXnQrp91CLF1aqMlnGQgliUTsARAPHTJwkpQUMioVLuxYpXtLWLeOClqvnsHNDx+KtnrLFucWzaE8eCBmMQ8ftv08kkRugXL7MniwlrvRw4digtQiidEWLeiASZNsL5Oj+eorKmP79nqbMjNJo80d7N52ZdMm0bboLqGh5BG1c6fDMnKMGkWXGjTIIadnkHIMyd+WM2esPDgzkyy32UgotH+/cGTu0kVf/jUjQ+h4WtS3k8UgX3nFtZ2AlSspiZMh8dG4OGpHvC3UJS6OEgQxjAZsHGS8F5VKDGiNuFVrusVfukR9qm7djPSbVqywYmqdcWskCbFPH7OeoO+9JxymdPsssqcFgIa36YULNABbudJhRfcI9uwRCvfx8QZ3kRMHhIballDVY7l4UWSCBaAZihkzxEz10aPCsiS7db33HoUWZgO5X1uyJHmMWc3Jk8ItpH1723+0mTPJc0mjQ3rjBp22dGnP73PHxIjo11y5EP/9V2eH338XOhYffODQwZDsnBgSghh5NFKE5jVqpDYMyTkBjEYVyUZ+E2GZTkGSEK9cIa81A/z0ExWzSRPvMTIjItURALLs24OffxYi9QMHaj2sV16hiOGYGAvOs2ULnaNECfd9aTMyKJb/yBG9Tb/9RsVv2tTL6ku9eoYNg7pLwYI0+XTkiF1/v5Mn6fTBwUY//S5h3TqqCkbyGHkMmzeLn9DqJlmShAdx4cKI33xj80Tf33/TfKbcNOkOwz/8MMtzvZ8FJ4uPFyGweh9MJxMdbbxBSEsT5XTn8GLWSGCyCRsHGe9FFscIDlZb+xYupI+VnvZTFnfumDifPLWuUFjYe2bcHhNWksREYVs2FiIjO0+oZZyWLxfeVTmZDh3oOYwbZ3SX//2PdunVy4nlcjUvXpAgk2wJ+/574zP4hw6JCiaHxg0ZYnPH79EjxKpV6VTFilHzaDVHj4rOsS2pEVUqGpQCaGmnyYb2Zs1sKJMbce2aSBJboICBzMSbNwvDzMiRDjeqqFQ0cANAbNcOUbp7jzwjACgjIwqjmtGI1ZkzhYuIm3PsGCUu9RoePSL3IAC1iOLTp4jDhiG+9Zb+8u67FkZa/v23qIcaE1l37lhhKEtNFZMF1uoguhiVSti8vcrzX55xCwggfdHMTDJoJCdTh+b4ccSxYyneU8NQGFOiJkqndBsr25Akknls08bGSSgHoFJRe2xmLtjtuXKFJpzMdK2MIzs4aC7FilE/xIbJvsOHhXd63brakbhyVQwOpqpnFlk6wRUdQmtmB7p0oXLOm+e48mQH2TrfpYv1btFeNUvCZAc2DjLei2yo0Zhxf/11WqWpeWwVsljthg12KSLj3jx5YjAiXc3UqVQdRozIWnHxIq3Indt9vSkczZUrIj7NSLiCJAkb2fr1Ti6fq1CpRMeybFnLYvckiWbS27YVnXmFgkSkrY4novGi3IQVKkSOrlZz8CBZlGwhPFy41Gm4Z8uhaB9/bNtpXU1KCuL0T5Q40WcBPoZieNOvGsb2fZcq96NHtJOmyO2gQU5rH27dEh4eq1YhxTjLdWnzZvXrGhxsRE5S3sHf3/WhxTmNceP03Nvkd8XYEhRE0llmExR88YVwKzUy4WB2rLhkCelteJjr96ZNdOt587qXd1u2GTaMbqx/f4ObX7wgj8k+PTOxa9A+XAnvYAKQgVel8EFp4iS7SEa4m3ee3C0LCXFYNLXDefFCqJC0bm1DXsTLl4XuwqxZZCiUtYRlD+Aff7S6jT93jvoSADT5KEvaSpJImPLrrxaWD4AmLTR0cR3OkyeUrGvXLsv2X7SIytmqlUOLZTEREYjbt4tkY+3aUfneecfyczx6RCKWlSqxgZBBRDYOMt7M8OHUSGZlok1PF99Gc14zUVGICxYY2DBpkvUNL+NebN9ut2QP8ji7Ro2sFZmZ1APVijXOYYwYYdEM8LNniPPn56CkLrNn03MJDKQetbWcOiWyTMjL++9b3ZmLiUF87TU6PH9+04nsLCIx0fKRytdfG/RCkw2WmzdnsywuYN8+xNalbuFRaGrcYlOhgvAA69vX6Rnv588Xv/fTpyi+Y3nyoHT7DlaoYOb5uzq0eMoUEkw/dUpv07VrxrNmejRPnogOy969iEi/nVyNZs4kG728LFqkrUZQvTo5+hpFpRKTDjVqaFl04uKoizN9ukPv0LEMGEDGVR1DgySRlxMAea97DS9eiPqi88NnZlJ0uuwsqmkPeqfLc1wL/dUrpQoVbMgm4t7IknYGpCc9AqVSyKeXKYP4/LmVJ0hKEmED7duLian0dPKUKFVKVIrAQPpG7dpl8Xfq+nVxijJlRO6fb7+lSK2TJy0sZ6tWzn8xp0yha772mmUTdnfuiEgOi1wiHcy334rfTv4R/Pys0xFMTRXjFptmjBlvg42DjPciT1tt346Iwtu6YEHT4+nEROEqnxXJIzhxgjqcBtXbGbfnxQvy6vPzM6kZYmny0CdPhDOXuhmSU7mtWpXt4nocz56J0asRbbAcyZ49QiQ+u3qUV66Q55msW/fJJ1afIi6OdDTlcCCbJ4tjY0njqlkzahvNIYebaySpSUgQj+bJExvL4QKePEHs/7YKP4SFmAw0KM8IyoXS4iWkxzZ+PD1c+XcCIOOuC1xXMjMRX32VitCnD1IZmjShFa++igf+TjU9JvjsM9q3c2dnFVkgSSSUCUDelzqbGjcmbzmvSkKCKLwGGzZUv6CyFEOjRobfWUkiLX05GQAAzZEadVJ+8gRRzmQ9erR6texZ5+trk4Oy63nxQljCdAbJu3cLLzKrjSzuzMKFwtCrUTnS0sjRXNNo/L//keSBbAtZtQrxTZ8dGAUlxI6jRukLyVnJgweuT0CLiNijB93S3LmuLoltyPar4GAbpO40dQaLFxceZpqkpdHsgqyJIS/FitFE0vnzZjsJkZHCEfHbb60so8xff9EJChd23qxx06bW99dr1CAjq6uyZc+fT4NTpZK8t195RTsJ0bvvWn/Ozp3p2Pnz7V9exuNg4yDjnUgSzbYPHKiexpKdVt580/zh779P+xpKRMF4MPIgt1Yto7OEx4+LcbAlkh1yh0itYzlhgvDqymncuUMvmLHRK3puWI/NREQIwSONAXi2+fln0RlcuNDqwxMSyP5gaKxgMfv3i5hV2fhlyGP26lUR7gKgZX3ft49WlSuXjXI4mZgYxMZF7uAhEJqQma3aGE4aEx9PKRtXrLAg1tNxnDsn7CXbtiG5x8vxYObqpazf64rQYrlBDgnRi1eUxflDQiizvNegqTWY5TWYlCQ0cM152MbGkqSl/LqVLGnCkX3/fjGw/PNP9Wo5Uc0rr5iJGr5zhyYovvnGunt0JBs2iMLr0KwZbcqS3PQOJEl4hmlIPiQlCefQgADTMrFbtiAW8o/HxfCuqDhlyhhM5mIJ0dFC3lRvkt2JeLreoFyVASiXldWsXEkH+/iYz3YuSRRKMHas0AaWl7JlqcNw+LDRjvHSpbRrlSo2jpsyM6nh+e035xgHMzJE/+XmTcuPc6Vk0IMH4jfR9IpOSKAXbeVK26QB3C1cmnEpbBxkcgzdulHb9/XX5vd9/FhEaOzc6fCiMc4gIYHi6gAQ//jD4C6SJAT8hw2z7LQTJ1IEkzr5gNybq1nTLsX2SEx07IYMoWdsIELQ+0hJETFs9esbfS6SRPayjRutNHLMmSM6iuvW2afM1hIZiTh0qPCQ8/Gh/2t2th8/Fpapfv20Rg6yV8SgQS4ouy0kJuK2Gp9gCtCgQhkcSrP3HjCLNHmycCCJj0cyPMmGobVrEdHEq9uzJ02uWKKVaS/WrRNJL956S2tTZqYIDvCq8FBEGpwDaGkNfvcdrapc2XKd+WPHRILqggVNeAF+8gntlCeP2hsmJkY4FZrUApUttKVLu887MHgwlWnSJK3VsbGIdeqQoUyWAvUK/v2X7jc0VO3tFxtLTqfyamNJ+DQ5cID2bQGH8GFgOREWMWWKTRMbY8YIu5KxvFuOxpP1Bi9cEOOQyZNtOIGmzqC1mXfS08li3KOHOIe8FC5M8jE6XrmJiSJhimZk+uXL1Ea7nafu2bNU2Pz53aftMsdXX1GZW7Sw73ndLVyacSkuNw4+fPgQBwwYgAUKFMDg4GCsXbs2nrVQBImNg4ylaCbJtCT6DZE6xFlRV9oTRenp1ItatMghZWUchCy8VaWK0dHVgQO0S2BgNmQJY2LoA1uihHMH0q5EkizqXD17RgMzgBxgHMzIIM9lAPLQ0qlQSiU5ZUyYIJKzyEujRpQM7/p1M9eQJMQPPxSdut27bS5utqVmrl7V1kSsX197+2+/GdTBOXGCDOyW6oG7DKUScflyTM1fTH2P8fXbWKft42JSUoSovTryaPp0RACUcuXCD3tGYeHCDhwbZGSQEbJWLaqv/foZFr1MSiLRO7kuNWumZzVftky8Wl7VBYyKEo1klkUnI4NsbwDkMGwNMTH0KgKQndWgnFxmpgivq19fbQjatk3Yh4wmJE5JERYBi8XFHIhKJeKqjWjneZJ8gUX06aPlAfz4MUU+ynYPa36WU6fI0y43JODmfEPFO1injtUp7hMTyfnQlYEUJ0+Sc5in6Q0+fy6iUtq3tz7xLD56ZFhn0BZevqRJgEGDhPsyALmG6ug5yAmT3n5bHCrXgcaN3SxZjewt17Gjbcc/euT8Pn6dOlTmpUvtf265c7B1q/3PzXgULjUOvnjxAsuUKYPvvPMOnjp1CiMiIvDAgQN4584di45n4yBjkL17acZYoyMTHU0OPLlyWT4B+vy56PNq6Tvfuyc8ZLyul+mlJCeLAYMJUf02bWiXDz7I5vUuX85Z2Yp//pkMQ2amhuWcHA0bOqlcriIyUoj6+fhouW2kpFD9kiM65SUwUF/yR/YUmjfPRHVSqcjIIrtHWDlAVyopEhzATjKRJ05QaEpISDZjlt2If/8VnXIAvAUVcUXXLZ7jbaDBwYOibh0+jFQBsurqztx9EIAMbw5BU5NUc2nVivQE5Uq+ZIl4d2bONCiML78rNkTUuzfvvSc8Q7Lq19q1tKpoUdsSAycmIr7+umhnsmSYtYmMFJ71GuEVQ4aIdsio59Xbbxv01HMJsrh0njye5ypmC0+ekKEdAPHCBXz4UEw2hYVZrp+syZUr5F0MgPhu0U2ozJ81sx4URNk9rOjb7N8vXnNXSXXv2EEBHZ5CZqZILlShgg32pwMHEIsUEW7i9vwOZ2TQj9qokfhhJ05Uv2vnztEqf38adyGSpIFsU+zZ0wJD5+PH5CGX5c3uMGQtxpkzrT9WTrz3/fd2L5ZRrl0TE8ExMfY//wcf6MwcMjkVlxoHp0yZgs2aNbP5eDYOMgaRvVcMdFSt7VjLY+6shMeCBg1ow48/2l5OxnnIYt3lyhkdMJw5Q7v4+hqWDjOFSkUdajlLW47i1i2R6eyHH4zulpFBgxUA10XAOoUdO4TIkYGZddlAKnt1DBpEWlBy2NWjRzQp3LGjcCACQOzf38RYNz2dvAMA6Nq3bllVZLmfW7euDR4K3owk0cAn60dIDsiL4+FbrFQmHV++dHXhbEfWo6tcOeubeP68Oiy8DezHV181YvdMTqbYd0tH+amp+gl4Pv2UwuGPHiU9Bs0UqrJemkpFnoNGrnPrlhgjeVWbGxlJo2oNS4okkaOlLZGBmqSmCmkVX18j4+5ffxWGtayRfVwczasVKEAhmgaRM5iUKeN6g3mWJ6xuGHp0tJdGy8nSEo0bI6Lw3CpfPnv5Eu7dE0bG2kUeY2LTjuI9bdfOqhThmmVyRruZkeFRDt16jB9Pzys01ErjrkpFHQxZ4qNWLav7AhaTni4KCkCex1l1ol49WvXVV2L3w4dFf2bcODPnlieHatZ0bHvyzjv0kG2JuJDDe994w/7lMobctnXp4pjz79lDk1LWuqczXodLjYPVqlXDcePG4VtvvYWFCxfGOnXq4M8mKmVaWhomJCSol6ioKDYOMtpER4tZVFumTHVYu5bCkadP19mwYIEId2Lcn6++IjdQEy4xb71FP6kt2mey6Pdvv+lsyMz00hFJFhkZwlD++usmPQp+/512K1bMpXkZHEdGhtAiAKAess4IJSVFOLB+9515x5aEBLKXyE1aly4mwnKSksRvUa+eVV4zz54J8Xhn9gt/+40cvW3xhnIK8qQCAD7p+R4WgucIoM4R4bHExQlD/bRpWSuzdO5uKKpgAKQJDVVNZs2igyzJWpyRQRUWwHTK2wcPaCKveHGLLX1//UUecO3aWbS75yBbUV5/Xb1q715hKMiuITQzUzjLABhInK5SibTWGnGgJ0+aCd1OSaECAqDhiuNEvvySMrD8+qvW6gkTyPFtwQLXFMshKJUi3nz1ai3NN3t46T1+TPYZAMT8+SS8N+knoT+XP79WAhtTJCQglipFh33+efbLZYqUFGp2wsJcl0w2O6xZI95PUwlk9IiJQezUSRw8bJhzYng3baLJBAAKh9i3D3/5hf5bsaJ2l1DuA8r9H6O8eCE8zMPDHVt+pdKgZ7pZLl2i8gUHO6cDI0nkRgqAuH6946/H5GhcahwMDAzEwMBAnDZtGoaHh+PSpUsxKCgIVxsJ+5s5cyYCgN7CxkFGjTyYe+01rdW2tt3p6UY8aR4+FELumhmjGPclJsao2n5ystB3scWmLE+gvveexsoVKyi0wyYlaQ9hxgy68Xz5zL4HcpTtrFlOKpszuXYNsUkT0fP96CODdU2eEC9TxrqIt7//Fkn1WrY0MVCPihKhgWqrj2XITWehQs7xxlIqhQ6slmyDu7Btm7qNz5z7Fb7yCpV1yBBXF8w+yHkkfH2z9Cbj4tQZKKbAPBw+3MBBmlmLTVUSpVKEmgYFUVi2OawcoCUmeubg3ygREWIWQCNDrCx1Ya/suiqVyHfi729ASkCOO/f1NZHi2ACy7p3J7CVOQpK06pNKRfZCAPOZnj2K7duFt3hqqjpbbNWq9nO4io0VEaShoYjHV16n/rX8rRs8OCu7kWn27qWq4Uh7VUKCSCgXFIS4b5/jruUIzpwRNrFPP7XiwJMnhfU1KMiA1d/B3LkjJhV8fDB1ya/qPFK6iXC+/JLWKxRG5A1kevcWfSl3RJJE7L0zKtqTJ2QcDAnJlvttXBwFt0yaRO+KRnJzhlHjUuOgv78/Ns5yhZcZO3YsNmrUyOD+7DnImEX+QGmE+0ZFUSe4aVM7h8y1aEHX+uYbO56UsRuJiUYFyQ2RkWH7N/6PP0RYppq//qKVpUt7p/7g8eMifMWMoI8csu3vj/j0qZPK52gyMylkWHYbBSD3OyPT/Uql0Hu2Rabm8GExQV+3rtDz0UOudwqFVe4jGRmoNoA5oz9++rSIYHQ7abCzZ0Wo/KhROHOGhADk9ekIqR9X0auXmEvLzES128pLCMHKQZGGx/xypoM6dUhLQRdJEnHq/v7ZSpKToxg+XIRsZiEn0/T1zUaCLANIkhh7Fy1qIEJUlmbRCZmTJJqoMDjHtnEjGan0wixcz7FjdDu5c7uxl7ItyJ5iEyeiJInur729I1++pGoJQKGhl86mU/pZ+ftfpozLZ3iio4XNMk8eLfu6R/D0qTBgd+liYZdRkmisI0sRVKxoh8xiNpKaqpVEan3zxQhA7Yxukd97j34rk5Ltf/+N6o+uIzoI9jjn0KHq988pSJJNM2LXrlHeujp1hE8LAPkuGBy+Pn9uWXpzxmtxqXGwdOnSOFxnenrx4sVYvHhxi45nzUFGiwsXxIBEYwQnu7JrGW6sRJIMaJgsXixC+Bj34soVmj4PCnJKZ+nBAzGIS07OWpmSgurpU6OpHj2UxEQhSDRwoNnd09NJZ3DOHCeUzdFER1OGEDmcK2u2HLt1M9lxk212BQrYPvF77pwIS65SxYTBQDY0lCpllRugLB7v62s4iaw9kbUXe/Z07HWs5sEDEXPbvj1eOZ+hHnt5kqi9JTx5IoTiv/oKESUJpebNEQHwL+hp2Kvg8GHh8hkYqJ2gQJKEG7WPDxmM7IwR52/P5s4dob14/Lh6dd++FjexVvPypQgZbdBAx2h265bwYtSIoZdthosWGThhRobrrfw3bhicAZY9JR3xHF3G1atipH/rlnqyJTDQMQlU09IQO3Sga3TqlLXy2DHScQag+mJhBtX0dDIa2Su5dVSUSMxbqBB9Jz2JjAzErGYXq1SxyBGT+mCyty4AzfRYdKADkSSaWcwq03j4Fv389CeElUoL+kCZmWpPdty2zf5l7diRRHf377f9HLJXQPXq9iuXnYmNFcEk8lK5Ms3fbdxowMP43j1qVwIDNQYzTE7DpcbBfv366SUkGTdunJ43oTHYOMhoIQ9KevXSWv3++9nzhnn8GLFECZKW0AqJePaMOvRly5oR5GGcyrp1wuunRAnEU6dM7h4ebpvkiCaaEQZaM9aywNPYsdm7gLtx9Sp5C5Qu7foOqbN4+ZK8YuT4XgAykkyZQiGBJpAkxPr1bQgXMsCNGyKCKE8eGqjrjYeTkoSbYp8+VsWY9epFP+3Nm9krpzmaNqXiOSwzri0kJorsD9Wr470L8WobeNeurs+14AhWrBCOpqNHI8Yfu4QqHzJUxa4z4vX3+DENruT3YPZsWv/ZZ2KdjuabvejQgTyk7JJZ210YNoyeWceO6lW//CJsP0YTgWSTu3dF7qR33tGp3+PG0YYaNdQNjDwfWry4c+TMrCI9nSbjChTQmslVKknnFoDC6bwGWc+ze3dEFPNBjjSA3r4tbMZqp/TERCEhIPd1zHSoPv9czOP/9FP22tV79+h7BUCed9ev234uVyGPUfLksbD8ly+TFVE2yi5c6D4fJ0lC/OQTdX34H8zGeXNtLNuECY6ZQVSpxKyYEUvy2bPkSG9yviM2VnjPOlJeKjra5lmxCxcQK1Wi6rJhA326TSJJYuJ71y6brsl4Pi41Dp4+fRr9/Pzwiy++wNu3b+O6deswJCQE11qYvpyNg4wWs2bRtKGOkIU81rPViUGShLv/zp06G69dc5+Pck4nMRFxzBjRSW3b1kTsJfHiBQl4ly2b/W97z54aHjgyO3eK2K3sWiDdjfh4iwQaPf71kCTKTFSihKhbr72GuGqVxTFqhw4Jr45nz7JfpMhIkXsEgAyPerrdp0+LkdyqVRafOz7eqkSUNhEXJxylrM0M7jAyM0WYXtGieGPvfbUDYfnylEXaG5HDvDRDja53Gi/C1IzVcUmikX25ctTOap7IRNby7BAfLyLoHG28dhrR0SKNZ5bXoJwIE4DCwRzJ/v1ifKuhxkIfR9lymGXBT0sT48aFC42cUJJoZO3shv+ff0QF1ojJlCUU8+XzokRY//4rXLxv3MD4eDEf6ujoXvkVb9hQ4yeWJJE1GYBikE14rCckiP4SACUtN+ZJZq7blJBAn+NKldzoW2IFP/8sJmcsMl6vXi2SwpQsqeVp7FZo1Ief8k1DlVK/Pbh3j3IwjR5t5BwXL1KnafBg+7YnN25Q2YKCDFr/7t8XiX1ef93MpWfNogQhSUmWXfv5c4o8GTWKjOqdO5PbaO3a5IloiKFDSbLGSD4Gc2RkGH834uMN1Ds5MZajPz6M2+JS4yAi4o4dO7BGjRoYGBiIVatWNZmtWBc2DjJ6pKdr9Sbi4sTsu0l9CzO8+y6dY8yY7BeRcQB//CFCAWX3LAsEJr/4QjhHZLfvIQ/otCY5MzLEAMsbNDyeP7dqd9kRa8ECDx2YnT4tMqkAkCFk82arK0vnznT4u+/ar2hKJdlmZB1CHx9y9tFKji1X8Fy5KHTRBg4etH+YmhxiXbWqfc+bLebNo0IFB+PllafVoTg1algw2+4FHDokQvNyQwLGBGS1pzNnmj5Q88WWJMuSj9jIunVUpGrVHHYJ5zN3rtrCL0mIU6eK5mbqVOfY2L79VtiatGR6v/9eGNyy+tmyMaNoUQNRZyoV/TgAjtcl0EX2MtLJGCT33YYOdW5xHIZKRRo5AOqM0j/9RP995RXH15cnT4QhUk9ed9MmsbFyZZMWfEmieidPElWvTp6pmiGo8+eLbePG0VyrISPi8+eeqWW8ZIkYn8jO10Y5e1bbW7t9e6v7Y84mff4CdXkj3pqkt/3UKeFBanTyzRHj+1Wr6MI6kYuIVC81H7NdE3bs2yeyuhtavv1W7JuRQYVJTSXDoJa7rn1ITRWv6+3bGhvkbGWVK9v1eozn4HLjYHZg4yBjDtlxq2LF7J1nxw46T+nSRjpf6ek6o3LGqXz3Hf1AFSog7tlj0SEpKTTmASDHsOxy8SIl79XLgSLPwhlM/+lBHD5MHZvlyy0+RB50VqniQTlZMjMpiYKmnk9oKA3ibVCzv3xZeAbcumX/4j5+LLTJACjkWB1Vp1SKxEkNGlgdmrJpE3XcmzTJVoI8PWQFiHHj7HfObHHvntob48qkX9X990aNHKPf5a6kpdEgNTAQsQ9sQARAJfhg2gH3SCf91lv0u3zyiatLYicyM9WueKpfV6sNWQBkGHEWkkTeWwAUfHHjRtaGjAwaIMqWyqxVsszc118bOJncbn7wgdPKj4jCsv3nn1qrHzwg0X13dbCymrVrsyz4uRGjo1GSRHSMLYmubOHTT8V3Xc+z7/x5oXuRL5/ZzCBHjmjP62rmL8rKj6S1+PuT/dncnIU7I0liTkB2OjDaP7p6VdvN0teX5Bvsml3Rcfzeaom67NLyFXrbmzVzQZsuN7ST9A2Wcp0LDCRbnOZ478oVcjixCs0TxMbSe/vqq/Qbfvcd6Xps3EjarprhSzNnUsdr5kwqUIkSVnWiT58m725zk/KtWxvwBI+PF1EnNiRAYTwfNg4yns+LF2SRMdBwTptmn1nj5GQhNaYXSfnTT26bpc/jefSIPqDffUehTb/9RrNaW7fS108mI4Omna0wfsj6SWXLOjji9/hx6oScP+/AiziY27eFB2SvXha5J6Sni0hcK+yJrkGS6PeZMEEIVMnL4MHZiikdMkQ8NkeyezfVZQAdicvISKGvM2SIVa4lly8LMeuOHe3n/SlJdG636HdKktq1M7pGKwzwl9SRcZZGCnkbt28jtm0j4RoYiAiASflKujxNc0qKcLo4c8alRbEfW7bQoLlQIRzUO1U9iWBFAI3dSEkRDmlaSR22bRNWmawMEitXiv303pF9+4RhyFnChHfvCsOJN2vgpqSIuO65cxER8cQJESFpRe6pbJGQIHIS/fKLgR2ePKGZFXlizYxl9skT6qO/8Ya2LTE5mT5ff/6JOHKk+L7JiydqSEoS4scfi3v43/8MfJIlibwuBw0SroUKBQlK2hgB4CquXkWcriCRSaVfAFVYDWQnNbOJ2q5epcwz9kBO662jNfX0qejmZr1eahISqP6VLm1AxvziRcrwMXIkCWqOG0f9xk6dyMNT8we+edN8Hyw1VWSekxcDhkxjSJIwupo7TJ7Ab9dOZ4M8qbx4scXXZbwHNg4yns+PP1Ij1rWr3qaNG2lQbkzKwRpkOSq9GX051qlSJS8QWHMjUlPFDLShpVIlm60Vmt4PBjMvMoLYWOE90qCBxRnMfv2VDgkLc/MMo//8Q7GjmnWrUCHyfNET8rOOqCgxAWuvzIym2LWLrlW4sI6Uzt69In5r3jyrznn8uAg9eftt75POlEcnSl9/fEVxDQHIUcOt66wTUKkQqxRPxBtA777UpYtLv2+y937Jkl70mW3TBhEAN5Sfpra/2aOvYivR0aTfBkByBYcPIz1s2WWzVCnEmBjMzCQn/Vq1DCRQUKlEhgh7uORbwg8/0PVatnTO9VyFHGdbsqTa8PrOO2Lex5nIwRrFixvpEqSkkO4zAIVF2iGFsCTRxMXixeS16mlSJUol2ZDkbsY332RtSEoiB4f58xF79NB2pQSgdRboO7srX85T4SbogQiAaQXDtHQ6lEpqSwBMhPBOnEg7TJ6c/cK8fCn6QjrGRtnpuU4dfSnC69dFOcuU0fkGaSbkMbT895/15Xz4kCzmCgWV14qsVFlzThgcbN6eKssvBgToTPTIMisGxtWM98PGQcazkSQxsHeQCLrMokV0mebNdTYkJQmB4GwaExgdli8nIZ1+/RC7daPprSZN6OvdubPNHl3LltHPZVA3KRu8eEH5cP7+237ndCkpKYitWtHDKl3aYuFOlYp+NgDEL790cBmzw3//iXc3IIAGwdu3m0lRZzmTJtGpW7Swy+nMkpkpJpz1kifJDRgAGcSsYPduYeTs3dvzBmVGSUpSZ5uaDf9Te5l7nQHURrZvR6wN5zEVAunH/+47l5VFTujr7GhVh3HtGhmlwQdLQSQGB2uHVLqKhASyscneaH//jeSNJ2c/79QJUaXCBw9MRLnJ6WhbtXJOoTt0oOtpZANLT6fmfNUqL2mvnj8XArNr1iAi9TfkiBZnh02npQkbsNEQ+JcvhQtTgQIebeDKLmlp9O0EIH3glUvSKJHF66+LjECai68vvWte4CYtSYhDeibiFaBOYdprjbVm32T/jooVjbQpmzbRDvnzZ088HpHcA0eMoIkZnTJ+/TVF/RqzY2sm/tGSVL18GfHNN8kTZeRIxClTqOP7yy/6scnWcuOGVXUgI4P8JmSvVHNIkjB6btmiseHOHZrh99ZMbIxJ2DjIeDZHjlCrFhJigxiEdURGkrf4P/8Y2Ch/9e0xs5WTycigB62JA3r2Q4fSz2VvjZ7ffqPzNm6ss0GlIi3EESPsa410JA8fItarRzeUO7dVHfvt24X3idtGeV25ImJmO3Wye0zWzp1i4OZMY/HYsXTN/v0NbHz/fdFeWunJsXWrSKraubPtnnX9+5Ot/8oV2463J9IE8ki4C+UwCFJwwgQv8kqzE8WKIY4Byngg+fu7bLD6999Ub8xImHkMycPoXdwM3TFvXsRjx1xdIkFKCjmMANCkwPr1iHjhgmjQvvjC9AkePBAGD0cIrepy6hQJ4WlcS9abLlbMY+TZTCM37K++qragyPliatZ0Tbsl67Ply2dCmzUhgSIOAEjkWS1omXPQTPZU0+8a3uw8XsRly0vJkmRc+vprauQ8pZ9oIS9fInapehtfQD5EAMx8Z4S60iYlCeWTbdsMHJyZKTQPunVzaGU3N4zsQQ6QLleRunKFnAl157HlOeDChS3P5fLhh3TMiBH2LyfjmbBxkPFs+vUz2qpdukQhCE7pNMnpN41mLGHMEhND6rhlyzolC9uRIzbllzDJ7dtUDQIDdYwnkiTimMeN84yYxaVLxYz/4cNWHdq0KR06ZYqDypZdIiOFIGKjRvbNtoGIv/8uPO3efNO5yVjkDIAhIQb0wDIzSQNHjgezclZ4zx5ytBw1yrZmLiVF2BeuXrX+eHuiOn8RlQoKL+oEO3HOHG66DUHC+RJuhF70w5Uv78YWf8/gwZUEfKnIhQiAvfIdcEs52owMkjgDoMi2pUuRxPNl16esrNQvXxpJTPzGG7SvrniXkxg82Is8TW/dEh+UrNnptDThne8qaRSlkgyTAKSjZ5QXLyjaA4C+u24hNut4nj+nsO8gSMEB8Bse92+ubxCcOVMjg5h3ExGB+FbuPagEmjiQfhJ6dvPnU0I/o1mnL10i3QUAmoW3I9ZMHsiJjmvVsmsRrOLcOTH3otm+PXsmqpY1UoF794ouIfeBGEQ2DjKezNOn4mNhwAsmS2PevqnojZGSgpiLOvte49rgTJ49E77toaEGUv56BpIkJoT1NOYWLhRf7urVDagauxmSRKlLbei4nj5NGXQ1pGXch+fPxTR+tWp2T7SwdKnQEO/Xz24RyhYjSSIC0GAfOj6e7huABMas9FC4csV2T5zdu+mypUq5thOakabCW4UaIwLgRujFuqMmiIyk3ywvxOE9KEv/6duXRxE2cv064v/ykXvHbb+qePOG+z5HlUo4G/v6ZnWzZJG7okXx8r7HGBpK8hx6bcKpU9kPqbORjAzhieTx3bHISMSGDelm3ngDEckuW6WKmARypa3+77+FKse1ayZ2jI4W1syyZfUjRLwISaKkPU3zXsaF8KHaW079Ir35Jj04r3BptY4DBxCnKL4kSQUfPwP6JyaYM0eEF9vauQwP1+qUyV6dlnpuP38uDHMREbYVIbuMHi0mbVZoJICW38UqVazrd6alkTHx/n2dDXFxiAsW0Gwwk6Ng4yDjuZBLA4Us6JCQIDIbGpzVthGlEnH/fooe1vuuDxpkIp6PMYms0lymDM0QOogDB0zMTNoJ2Si9cKGBjRs3ClE4Hx8SpXOX8JHMTOp8OTg836UkJYmBVsmSFP5mR2QNZwDEMWOc6zGoyWefURk6dDCyw507wordpAll0LOBjAxqCy19p8aNc234SnQ0DdrmV/oFEQATIRdu+t5OGRC9mFatyOGnAZzEDMjyYNIclTgQSSLh/kuXPN8euWsXYqGCEl4Dmpx4Mdv9rdKSpCPUH5+sdhdTNW+BRQpkIgAlKXY6yclkrNy5U6ux/ecfEVrnsfYXSUJcvVroDObKhbHHrqk9IrPssy7XN5YkxC5dxKfE5Dfv8WMhiFa+vN2/v+7A82gJP3/ld/wPGmt7CZYpQ5OtDx+6uogu57sFEq4HSuIhKRQkU2BJ456ZKTImde1q/QchKkr9LsnRO7J39LBhlp+mRQsyyrsiW3ZysmgSDhzQNgJu20bzvlYG+hgnJkZYQu2VKdobSEwki/KYMZ4RBWYDbBxkPJeOHanRWrVKb9PixcIxyJ4DisxMIVOmN9MUGUmaId5sXHEE588LVysHCi/Fx9NvFxLi2Lwx8uRm375Gdnj+HHHAANFprFbN9R+YxERK9gJA1k1PH4UbIj1dCNcXKGDGzcE6JImMZPJP+sknrn2Ecni7j48Jw92RIyjJ3s5BQSTmb2Umjg8+oMNz5ybJL6O6U0hSdbKA/V9/WXWZbHH7NhmXmjen59EUjmI8UO/6yvAFziuIB5OWRoOS8uURJ8N8McByQjicLCscHOy8eRSVioIBdBdbm+lHj0TC39ZwgAxruXJTu+sBPHtGTSZAVvKJGzfUkRKnKvXHEHhpOluuozL8/P47FapcOa0GV9bQsmbA71Y8f04p07M+KFLjxvjHF7fVfU+Fgsal7tLVfPBABM78+KOZnaOiRJRIhQpeZXSIikL8qdAM9e+m9PFDVfeepMfhsVZq+yNJiEP7p+HPoJG6uUcPxIQE3LGDklwbrRaXL5PnqS1WcVn+6dVX1avKZjnDWzO5ERGhThbudNauFc63Tpl8btSILrh8uVcOC2xi2zbRfnkpbBxkPBdJIp9wnVZakoQOir0TTiCKrPXTplmwM2szmUaSRDZco9Y0+zBzprDFObKfduiQsD+ZHEzu2EEiHxZVJAfy/Dli/foipNvKTLaavPsuLW4XMZSejti9u4jDOnHCbqdWKilBndzH/fpru506W8gOkgY9WJEi92vlicBbZduJwterZ5Xn7o0biLVri8ONGQk/+UTsky+fcwa1GRkiw628dIVtmKog0cPk+i04LbGVHDiA6ANKPAyknfWoYnN89MAxjakkUbJ6OTtknz4OuYyapCQaOw4aJCYADS21a5M2Vni4+QkApRLxhx/ovZAjCi9XzGqHPEwMb/VqMY9w6xaSF3yWV8lVqIb1Q67oD5iVSrLUFS7sGI8p2U1fIy2nJJH0M4CR5AbuTEYG9QuKFqUb8PPDpx9+gS2bZmrVPz3JEjdAToSQK5cF3/8HD2imAYA0MLzAm+72bcTv8s5UNxTPh0/OfmZdLyY9nfI4joCfMQ2yMp1VrYoDXruOABT9YBRbv9uTJtF13n0XEYUjoY+Px8zTYJs2aP752IAkIS5ZQk1qdLTGhs8+wxPQEOvlv43lylHQSY5H1toYM8bVJXEYbBxkvI5jx4SngSMGoXJG2urVzQwOvv2WQhedka3PU9myhR5mYKABwQv7ERMjBmgbNzrsMohI46HixelaWZrtxomLs39WFGuIihL6cwULkligjRw6JCIQ3EpOUdMwGBhI6st2PLWcqNzHh4wZ7sKPPwp7ny4RESKq2NdHwsdfrETMm5dW+PtTz9PCeqlSIW7aRALdmkbC3bvFPocP06MfMICSnjqa1FSSdZJ/l9atEQ/0W46SXEG7dHGfcH4P4vlzmhwrC/cwEchVaBJ8hQ0akMrH1avmDWbp6fQNnTKF2kdD3g9xceK9AqAB0bNn9r+fp08Rf/mFBkSBgcYNgsaW0qUpiezWrdSsaC5btohk7wBkrL/+1xXRSF6/bv8bciCSJHIZtWyZ9bsdOoRSWBgZ2yEYT435Vf/A5llJGObMsW+Bnj8XSTo0vMBjY+mSuXO7zrtHi40byQuwVy96eQYNolmLUaNIlLZ1a9Li08leq6r2Cv7wzjn1LYaGUpfSXeczVCqRiOyNNyzwnI+MFEnaKlWyOjmWO3HhAuJXoZ+pf7vYT791dZE8AnlitSGcwCigBHEZQbmxO2zGkiUtnMSPjrY8TKNZM/qNsqLNNmyg/9ata/s9OLP7fv++CLJyhN7hq6/SuVevpv/HxSG+2+MpKkClbppq1jSQ6C6nIYt6b93q6pI4DDYOMp5HXJzJgZ0csemokJIXL0h8GQBFlsGUFHKjuXhRxCTJ4sthYR43EHAaT59SJ3n6dIdeZsoU+inq1HGOK/7+/VkRdykpFBc3fz5it2709d2zx/BBCQn0LLSm7RzIjRvCxaJkyWzV0efPRfLfoUPtWMbsomsYNPbsbeDlSxGl7O/veKOztTx7Rp5KAPRTyyQni8SRckezVy+kwZlsUZMtH2vWWPzC6BoJNR2jJMl0yLE9SUwUzshBQYjbt0lCn1auoO46wnZjjhwhW0zJkpSUZmcvylybBgFYEy6qH2+lSuSgceyY9uAuLg7xyy9FOyEvJUtS+ywPsv77T4Sf+/lR02nPNvvmTSpHkyai/stL+fKIEyaQMTshgeqS5vL4MY0ru3enyUdLDIh58yKuWBCP0qSPRcehbVv73ZATiYgQnpzLlmWtfPYMb5XT8D4eMkQ7+7vscli+vH1/yJ9+Mjmyd4sB7DffWG9xDgzEiB7jsWqZFPWqbt3c0BvfANeviyq+bp0FB9y/L+I6K1d20wxmpvnvP8Qvgmapf7/EGW4SOuAhyJIsReApHoIW6ue4Fd7Eg0tvmD543TpqYNu3pzBjU9/1xETRaGd1iGRZlA8/tL7ce/fSvHrv3tYfaysZGeQNPWOGY87/v//R8+jdG3H9euHADIA4ENZgsQLpCEASGTk2xPjuXdE58WLbExsHGc9jyhT6IKh7p4L0dMqECUAaVw4hIwPX1PwKN0IvjCxaTySYkJcuXahn+uyZiG8uUsRgRmUmCwd+aZ48EX0CpwgIp6XR17t+feHZoLn4+hp2MZMNM02bOl6DUKUSVpwqVbI18tAUJK9SRXtc6FIcaBiMiyPjAgANlu3ojGhX3niDyijb3iVJyCIULkzefbIj08mTWTv8/ru2Bad2bXp2Fr6jKhVFpn/5pcNuyyjPnwtvrdy5EQ/9qxICZACIU6fm4F5t9khJEd7Xhw8jPcesNiumRE3s2j5NbRiQl8KFEYcPJ4OcnGERALFYMaqHsrNq5criZ/n8c1pXrpx9widVKlIRmDpVJCnXXOrVozwBly9rVI30dLPpHpOTaaA2bBjN+dSpo7+MGpqBCXMXIRYqJC7Ypo1nWHqM8N13dBt58oho0CuXVPgJzEElZDUm1aoJF2FNBf1//rFfQeQG+Fs39NKSJNJXkH/z0aPJmLlwIelOzJ2LOGsWGQ/XrqXZxMuXMfbmc+zbW3jplCxJHqiexOzZVPZChag9NktEhJikrFiR4nM9hD17ED/zm63+nVNmfeXqInks8+cj+kEGfgkfYybQrGamwo9cs41VpB9+0G7Mw8KooddNsBYXJ6zW+fKpJynkSdI//7S+vCdP0rEauU08nuPHhd1LfqRVqiAefJ2M38cGL0N/f1o/d66rS+si7t6lsPQBA1xdEofCxkHGs0hLEx1tI72mtDQHZnCTJMqOZ2jGN1cuVLectWuTrsrz58JXO1cu97UiOBszAy97oSlp2LChk+wCH32kVS+ksDByzfrmG+1EJNOnaxfo2jUxWh440PGFvXiRPFiy6akoDxYDA50TMmoRDjQMPn0qdPby5aMOlbuyfr1w2pEkyjkid/7kjHZDh9K6li01qlxKCvXW5foIQOFv2Qg7dzS6EfJnziDie++J8n/3nauL6PHIn77Ro7NWPHsmJscmT8bERPKgHTCA3g350efPT3WxZk3KFi0PplJTydtU0+tWqaQI1Ox069LSKDPwqFFkiNT8TPv5Ue6ln34yInp/+TLpQuTKRTq4f/xhmyDVnj3a1siqValj4uHGaaUSsUED4dEm386yZYiPfz9EA3QA6gt99RUd8O67wiXFHvd/7x6dT6HQCkeNjycJEZeiUgmXJABKYW8BDx+KYBMfH8Tx4z1HB02T9HQxJ27x+PnePeFBWLAgueO5OX/+IeFsH5F8JP3z+a4uksezbBm90lXhGm6HLuIdypuXjOqGrHCXLtHLojkBA0AJKzWpWZNc0rOcSpRKcjgMDbXNYVWlEk2dpoSKJ5OYKKJN/P1poi4tDcldPjAQcexYXLZMbnol3LklnV54xutg4yDjWaxbJ6ZUXREalpXVQvLxwTnBc3Bkka34YPt5ijWWJHJRKFJEzGKdPUs91tatxchEFnTIyYwZQ25NujN8DuDHH8njxSki3nv3qjsnz/73PQ5vex9bNNcYDEkSGQXlDsygQdof1/37xdf588/tVy5JotGyhQMVSzl7VtjDf/rJrqe2ncRE4cpoo2EwNhZx3DjEFi30F1lPsmhRsq+6My9fUucXgGQEZS9Bzd/qwQOht7Zrl84JYmIozlLTJaxlS3KZckqqPMs4flyEopYsmSVB9scfwoCwdq2ri+gV7N9Pj7RAAY1ma+tW8ZxlizMiLl5MCSjlxDihoXS8o3jxgn7m3r1F5lR5yZ2b7Hzr15vRIb54UX+QKbcjXbqQZdMSrcq1a0XMcqFC9MI5aULMGVy6JLxLNmzQ2RgdTVZDzfZixw7x/27dsp+o7dgxsqTphGcvXEht3Lhx2Tu9zWRmIg4eLO7Vwo/inTvCNlaiBH1XPZlTp8S3ZtIkmqgxaxN+8kS4fQcGUvvtpvy66CX+CUIUNXOOfftVORl5AtPXlzK7PylWW7xPr7xCwraGSE+njFJvvEGVLzBQW3Q0Ls5gJczOMHLUKCqWM/JSTJ5MzsiOyt2jGVUCQB7/alJStL57oyseIJstxOFNqITYv7/HT3ox2rBxkPEsZMVjA4aT2FgHj1dXrBAt57JleO+ekfYwIoKylQBQPOvmzfTh6t+f1v34owML6QFcvix6jocO2f30ycnaOWAkyUnJ8J4/F24q77+PT56I29TLSfPLL8II2Lq19mBJnpoDoP2y+9E9fFi8N76+2gJ02eTQIbKF9+jhJn2D27eF+4UNhkFJIpk9XaUA3aVsWc+Jfho0SLvsw4fr/1ZyEr/atY20oRERNOjVjDepWJFSVLowjvzFC+1w1UqVsvIa3b0rQhk/+cRl5fM2lErhLfHWWxpOx7L7aZkyiLGx6mQ4svGoXZYkXUBAtpKh6/HgAX1O27bVV3AoXpwGbXv2WBj2FR5OVk8AMlIcPEgSJrL4uLzUrm3E5TCLrVtF2/7OO9k3hLkpM7KcpnLlMjBel1NNyzMTefLQyNPPj6zFFmUaMIMk6bmXylECCxZk//RWk5IivNV9fSnrjgVcvCi6DRUrOibRgCuYOFH7tSlZkhy59+0z4Wz08qW2YXn+fDfpWAiWTo3AC0CSLJk+/qha+rOri+RVZGYKG3H+/IgbNyhpUkYWwAsJMT/Z9/gxhbHYo50xwc6dwqDvyGqakCCkkRzl5KBplAUgR3dEpBvbvp1kHKpVQzx7FtP7DMSmcBQBEKvBVUyA3NRx9nbu3aOJqRygWc3GQcYzWLBAhOf6+Rn0A+/WjcLnDhxwwPX37BGtpiWDzYQEcmuXPSq+/JI+VHquOTkQOYtDz552P/WFC/T9qlDByVqxkkQWMgAqQNaMZadOtMpgvpXdu4WLS40aNNKVmTBBdJBtFfe4ckU8awDKzvDxx3aPu3ryhIw0Lmf3bhHLGBZmdbzvzZvCwVeepF69mkIeNZctWzxrvL9nj7inRo0MG0piY0UEscl+d1QUGUw0Y0bz5aN1pgwmdkaSyIlcdtKW7TAxMUgjTznusUkTr/LYcgdWrhSfwubNs1YmJNDHFwDvvtJZnd1w4kT6rdLSSFkBgCZMfv1VnC8tjV7dd98VXrm2LtWr0+f59GkrJwrPnBF1umFDbfdCSaIJrVmzxKxB8eIa2cg02L9feNkOHuxW3rX2JiNDGOMqVaJH9s8/lPn5m2+ydrpzB7FxY/EDdelC3yWZlBT6gNiBmBhRL+/etcspLWffPnX9x8BA8qy2gOPHRbWrVctuj8ItUKmoje7VS9iI5aVQIbIdG3w9lEpy/ZR3HjnSLUIXJQnx5/4H8TlQVunE0KIoHT3m6mJ5JRcvismeTZuyVj59Snqtcr0YNSpbqYLt0YdLTRV12xqN+wcPaP/Tp8nYd/w4RdKfPWvYnvnzz2Jo4Qgj5J49wpHh22/JENmmlRJT1vwpNHQ0xxFr1uCTOy+xeBh955vAMbyRu55HJhSyCllHdsgQV5fE4bBxkHFPdL1R2rYVhkEDxpIHD0Tjdu2ancty/rww4hjQgktL07brqMnM1NaemTBB+9jYWBJXykn88w89C39/GjjYiZgY6k/KIa5hYU7Wv1u+XNyXxqDx99+Fp5nBjnB4uHDF0RxwKpUUB1qwoJHKZYKEBHoY8kjJz49caDS0mbKLy3WdNJEkCpeWw/gaN7aqk5KaSmoB8pg+KIiaGDcYj9iFzEwS3i5f3nQVkBP6li1rgadVUhK5bGl6Vfn5kXe0g2Pirl8XnmjyDLeWA/LHHwuj5f37Di1LTuXsWZqrO3FCY2V4OGb6UXz6NPgCp03T/txlZlLyDs3PYd++IsmJLYtCgdisGRmjbPbkPXVKWMabNDE9qxQRIYQtQ0PJdUTmv/9EKt+ePXOEd0F0tMgl0akT4tKlYq5LTWYmZamQv0c9eojGddIk8ta0xp30/HmDod1yUuRatbJ1S9bx7Jm2jnCJEoj//mv2MFnlQ64uTZqYCXf3cFJTSW5z5EjtDKjNmmnbirX44QfRqQ8Lo4+0U0JA9ElPk/D3ZovUiTIel3jN+n4ZYxVy5txixTQmn5VKqgdyX69OHZsa/vR0MoBVrkyvcHZ46y0qyqefWn7M1KnGv2nVquk7uMjzK185IN/N7dtigmLECEQpU4lpP6/W1svNlYvimuUMdwCI06bhqRMqDA2VEAAxANJwRuX1mJriXp6+dkWedNac3fRS2DjIuBcXLlDcm65K7O7d1PM0YpWQZdxatbJzeSIjhfHm9df1LAa7d5Pr++uvmzjHggWiQR0+nD5wKhVp8QDojLC8GEki1yUAMpragZQUsgvJEYQAlEDToix59uLWLTF9qPP11szweeSIkeMjI0UYeq5c2qGwuork331nPu4oOlp87Xv0sKsRFpGcInLlclLmZ3PExZHImOZsshWp4/75h7xe5MM7dnSB14kTkCTztorkZNHUff+9hSdWKimMUm7L5KVFC3KxtIPnlCRRovfp04XQveygM3u2zs+9a5fYwZ7xq4weuh4MvXohDgWS3lApfFDapy8wKEnaTtHyEhZGnoO7d5ODyLNnli3ZTthw/Lj4eDRvbtkJ4+KEi7GPD+nKnT8vDIwdOnhP+koLCA8XIW/jx4tJFr3JuZ07xcbu3WmCQY4fBKA4ZXPthRzXnisXNQoa9OxJpzHopW9vVCqS/MifX1ipP/zQpGFZqaSItEmT9L85LlRmcDqZmWTMlw2jfn6I06YZkfLcvl07o5CvLzU0//zj8HDj+HjSKO3XOxN/8R+jLsOthgO0tewYh5CaSplyAWjYoBWYsHev0IbNk8fqzuiJE3RowYLZr0abN5OqxsGDxve5ckVbnzo6GrFcOVLhKFuWJm4rVBA+KJrzC9evi6pvb8/ixEQx9GjUCDEtWYnYp4943/LnJyeF2Fg6QKmkKBF5e5cuGHExATs1S1SvqlRJckz0nquJiRFGaRdNUjgTNg4yriczk+L1WrTQHjGsWGHR4RkZYlCrJ46dHdLTRa776tUNTu3evy+KGxlp4ly//ipmQd96iwYPsk5T06Zup6viELZvp/sNDrbqKxcVRfawR4/I6CePH168IB0b+fnXrk12Nac+yowMMZv0+usGBzeyt8yIESbOExdHx8u9AEN1X052EhhIMa9t2pCg3OTJpP2mee316ynUyc4cPiySV2gJFjsTSSJXsUGDxKjU358mDyzk2TNyApbrTrFipH+eE15DU8hyl4UK2RCWf+4cPVRN8bdXXqHYMiu9qDIyKELzgw8QS5XS/iz4+iJ27WrAYeDRIzFgeP99KwvPZIc7d0S7cL7uMFGJDISaSxKFLjVoQEaBU6dcFH178qSYuWnVyjoLTXq6SN0MICwdzZtblrDEy5DzxAGIBDTqjNaa7N4tKkq3bvTMNUNIu3Y13fAYzIhDthr5J9CxGdqfFy/Et1r2XjKRxf30afpW6urYBgS4TcSsS4iMpIlc+XmUK2ck62t6OnXsdccHVaqQu7vJjrd1ZGZS16tdO+pS5IYE3A0kzaICBV4c+BV3EpzI0aPi59aL5Hz4kFxP5UmaxYstPu/XX4smyBpUKooG+uIL7eWbT+NwX4/FGP7RKrz1/S4M//kM/rsqEv9am4J9+5JNqWVL8+ePj6f6p1nF5Lmrrl2tK6s5IiLE+xcWhvjooUSDFLk/PW8ePrudYPizuHYthdgAIFarhtLNW7hxfYZ6HA5ADtWeJL9jlg0b6Ma03OK9FzYOMq4jPp5aVk0Lj68vzVwcPWrxR3jjRjq0aFE7d7RmzRKDHBMhBLLujllpuE2bxMx5hw7kcSYbN7ZssWPB3RTZJX3qVIt2j42lD6Kul4nmpE3PnhTWtGaNiwaYsgZFvnxG68ihQ2KC0+SEc3q6tsVq+nTtd+DWLf0OsubiYFe+Cxe0OypOj5p79IjaC90EAdWrk0uGBahUpN+i6fDx/vte1onJBpmZFGojd+5sGgc9fEjvuOxJBUC/2cqVJvX/EhMR//yTIpM1JQ1l20vPnvSey5PYWiiVwpurdu1saREx1qNU0vzXn38iNXLypFqjRu5p/Th9WjRmr79um0FPkkgWRK6kr72WoxsSOamRPGYMDjaiRbtnjzAQdu1KE6WrV4t1VauSAKwhZIOsjuVRToZcqpSDbTfPnwvt65AQsnIb+RDGxZGah+xsAkBN4oAB9J5k2+vVS9iyRXsI0KePCVWQy5cpq4lmOnKFgt7hlSuzJTR9+jRi3britKUgEm8Ekqu6MigEVZu32nxuxnZkRSlfXwPvTEaGtlbF5MkWDQTknDdqbVQL0E1ELi9+kIGHobnRfvk9KIsj4Gd8q3um1Z+Z58/FqbIbCCFJ5OU9Y4a2jGBAAOKJ45JowH18EP/6CwcNoldr3TojJzx9WogEh4Yi/vgjxr9Q4QcfICoUFGrct2/2yuxWyPVs4kRXl8QpsHGQcR0xMaInWbiwzXna5ckjuyalvHRJCNiZcUeUkxhXrWpBx3TfPjHF3bSpSOlWubL3C+enpZGOjMHRvTZnzpC7vfytCg4WkkWaGiHPnrnQDjB/vvjCmqgjKhVFUf34owVjUEkSYisAlOFRs0ckSZRt+MABspR8+SXiRx9RaO3XX9vltgxx547QCmre3AVRNStWCMM6AA0ORoyg+BCdly4xkTySOnTQXzTDUuvUIa8lRptDh8S79u23pveNjCQHToNJIOLiyHgiZ4AFoDiaX39V/2aPH5PDZ6dO2j8vACUbGTGCBv4m61tmpkjJHBpq12zcjI3cvSssvB9+6OrSaHP2rChbixbZj+ncupXu0alaFu5HZqZ2VmoAE5+kvXtF369LF+obnD5Nmn0ANOiUP+wHDtD73aSJ6JPpaHQ8f06yvz87MnHss2fiA1KkCPURDSBJ5F2kGQ3bvz/dhrd38WwlMZFC0uXgmjx5KBjCaLLZxEQyBsoz8/ISHEzrhgwhK8jy5eRtevu20c55fDxmGTTEPO/K985gZuGsH7BYMYfr6DLGefZM1IvGjSl8V8seL0mkLyLXgb59TQ4KJInCiQEsz/ybmioMir6+1ByNGEHL/uofIgJgsl9u3Ktoj+fgVYyCEpgG2h2aqJDKOKf2n9ixvcpg37RDBxonaAb8JCaS08mMGbYlXs7IoHZn7FihDSsvPj7kzbh7N9Kku7whK2pJ1kV8+20TF3j8WPsdbN4ccckSPJS/O/r6ULKS7dutL7fbIUni27R3r6tL4xTYOMg4B6WS4vbee097/fz5ZOSwUaPn4kV6X/397ZhvITNTaOF0727W4peQIPq5FmWs+u8/MTgpXVqENv30k33K7+FcuiQGFxUq0GyXjFLpBlEdkkTWEPmDaI0SsaX88ouw0FSqZDgzppN4/FgkYqxd28nC6SqV9rNu3JiMSwYG9JJEzrnyN9zYEhpKMqA5IF+Azfzwg+hA7teXjkNEssHphvyWKEHeMnv3ajiMJSWRFqdGauHwBqOxSf0Mvd+mUiXKJ/LffxZ2htPThSK4ry+5kTPugSwjAUC/vzu8cOHhwm24aVOqm4zdiI0V3wrZyGP0Ee/fLzpOTZrQxPCTJzTb++efYr9fftFuJGrVcn6YwKNHQqA/tSlqpQAARRlJREFULIyEwAxw5w5i+/aiqJUrW5SfhMkiPByxfn3x/Bo0sKDrc/8+GTc0EygYWurUQVy1Sj3WkCSqZpqhkAP7KTFu6QYR0VOzpl3Dlhnb6N5d+6csUIC8+DZt0ugKrlkjJg+aNTPqhHDtmrAjW+LUnpgoVAT0EpH/9pso1LZtmJZGxrZ330UMKyZhPniBH8JCjIZC6v3OQl1sB3sRQDJaVfv1s11fMDGRukEDBhiOwOjRgxy11fL9ixeLHRYsUJ/nv/9oVd68ZiY1VCoau8q661myMlMCv1P3CT3eof7KFbq3oKAcozfKxkHGsWRmUqMtx6oB2F0U5r//7GxX+/JLMYVoYdbTt9+mQ8aOtfAaFy7oj6zz5ctWWITbcvOmVQNDSaLxfvfubpjBT6UiLxH5N/vyS6sOlyQrxjXHjol4m8BAquQusIxOm0ZFKF/e/oLIJklNpVlg+VnrhllrcP8+OaDIu5Yvj7hkCXWCNJfffrNr0mavRZJEBF+BAvpJWs6dExpalSvT+6oZ6SVP2ISEiKVAcAp+5jcbVUAuGvuhDeaDF9iwISUVunbNyuqdkiKkCgICyIOLcS80DfvVqlHCGFdx4YLwYm3cmOM6HcSDB+QJLP/sFSqYcLb45x8hP1CoELnN6H4gr10j95k//iAPLmcne3nwQEhZlCxJ8h4axMTQt6VnTxEZHRhIqjQ5KC+N3VAqyWtQnjNXKLS/I/JSvDhpOao9yyWJLIlr1yLOnYspQ0ZjVM1OGJn7FUyFQHWFfALFcJb/51gqKBoBEPNDLI4vug4ftxkgXMoAKFOMN/bHPZCbN4X3oG4/IyiI+n7LlyO++EujPalcWTsLSBY//0ybLUleGRMjjNW5cukY+sPDxeSGgSxIKhV5Jq5ejbhuaSKe7zELM4JE4WPKvIrnes/DzV/dVvdP339f3GfevGS3s3S88PIlTawGBmo/n8KFKSJ2+3YDdq21a4XL7IwZWpuUStHH++cfCwoQESFiwIE0OvuHbEYACd9917J7cFuUSopSWrPG1SVxGmwcZBxDRgZ5+GjqgxUoQGnos5s73pHcuCFa11WrLD5MTpJZqJAVdrDkZMTPPxczLgCInTvbPbusS0lJoamjKlWM6wih/jNLTXUDD0FdlEqRRAbAKgFkRNJfWraM7BlGIpL0iYnRtnq99ZbTp+HkBGVOrZbR0eRNIs9E/vqrwd0yMsgpSY7U9/enqOwcMrnnUFJTRce4Zk0xQ3/kiJBrq1uXfip5/507KWG0HIJuaOnhtx1TfKnNyyxfWW+wbRFJSWI6PzhYO8M34z7IXgWag+4OHWgm3llERyMuXCjK0LAhD/odjCEv7rffNqIac+eO0PFTKCg7phUxdF9/TT+vBWolVpN0OQLTSpRDBMC04mXx0rZ7ePYsyVEsXEgGBtnBX17atLGtSWO0efRIO3GqqSU0lIyzq1aR81OLFsLIIhsAp8A8fAjF1StTIAjPKOqhSuGjfbJ8+cjK4g6ezowaOfI1OJhsWuPHUxIbzZ9OoUAc+OoVTMhXWljpFy3SGkwcPUqJgBYtMn29qCjKpwZAnw6tqLCYGKF79MYbllvwoqO1U7rLS+3aJMFy5QqGH0rAenVV6k0NG5r3p9mxgxRb5GMqViQJwaNHDTSlckK/N98UhsGxYw0OuOQJ4nHjLLs9lCTy9NYY016AWvgOrMQj+1gH2pNwK+Pg3LlzEQDwo48+smh/Ng66CSqVdmc7I0M7tqRQIQoftvNMvd11zpVKYZDo2NEq61RmJtk9r1614bqPH1MrLPdm/P3pA+KI3q6z+fZbuqdSpUzqgAwcSK70T586sWzWkJZGun4ANBqwYQbpn3+EUcXPj4xYFuklShL1eOWQiXLlSEjEQSiVFFbqsqSbV66Qu4k8fWpk2vL4cW0NwRYtyMmEsR9RUcLQ17s34t9/i8nyFi2M21hUKorGiojQX5KSUNtzOn9+62Lv4uLI80uezj98OJt3yTicuDjS15XbMF9fEmIbOZKsRp07U4V69VUaKNWrR9/iVq0oTvPNN62zAGVkkCdp9+7a2bPr1XNDd3TvJTGRJHHlro1CQRF/33yjk208NZVmFeTfqX17MetggpQUETpnLymoJ09oEu+DpuH4CCjm9BZUxJLwwKhxqlYtch46e9YNJzU9nGfPDH9H5Gz2mslMdJc6dcjWfOZM1nG3MjB64TpMq1VPe8eaNWkG9MgRNgq6KXLOsREjxESlJNFE++efUz4o9ZATonEHdFaveNH8TVQ9M68JGxlJfd/WrYXRv0QJnXGdUinEVStUMJJ1yQzR0eTC2L69/uxC1pIREIJPFUXxFlTEndAJ+5U7oaftHBVFRnH5sDJlyFBosA1KT6fQGc2sOwAk9WXEuLlpk7hNq9q1qCht0VUAjPEtjJnTplscjce4FrcxDp4+fRrLli2LtWrVYuOgp3DkCKX1Dgwkd2JNihYljamvv86+4LcBYmLI5XnsWDsmpPj+e2rIcud2jc7IpUvkVaGe7syP+N137pnt0RISEoS3xvLlRnfbu1cMHNwqQURGBgmIDB0qRiD+/tlKG/bwIWl+yD9x5co0iWcRp06J2UoAxF69KJ7WjmjqCw8fbtdTGyc9nYxDH39M7Yl8f2XLGrT2vXihPY4sWJC0yXlQ5hiOHRM2HXnp0sUO3plPnlA2W9laPm2a6XY3NZXEsmWJinz53KzBYMxy+7Z2A2jtEhhIRsWDB7VfeJWKRnC//kqNgxwPpWkU/PFHh/RFGOMkJtJjHzNGJI7TXKpX10lmtGaNcAMvUcJsGPratWJQnB0Zwvh48kBv3Jj6IZ1gJyYBeb9c9a2Br4U9wpIlUWtp2ZLm7HQlFxjnIknkWTV9Onm6t25NXXmTXSNJIj2iNWtYU9CDMDfWe/CAPALbtUP085VwLHyvTgzy2Kc4Luj6L373Heotn34qnJc1l/r1yaisxZQptDEkhLJnZ5eYGOrXdOyo71Gos/wOfbEs3MMSJcihQg6x9vWlRM0v7z8n6+CqVfQSzJpFjiZDh4rMwgDkfjlmjNnkbUlJokhWO75khdOl+OfBhz6ltL/hEydqiB66OceO0STm7t2uLolTcQvjYFJSElaqVAn379+PLVu2ZOOgJ6BUUs9OfuErVdLevn27Q12P5ORUdevayShw967olC5dmu3T/e9/ZLCwmshIikvRDMeuWJGmcDzN+iHHAVSubHQ2NjlZhAbYJallWhqJhf/9N3majB1LAkivvkr/jh5N5Vq7lozbly9Tz/LECbLS7duH+NdfZBnTzLIKQB9XO7knbNqkLYT97rsWTljHxdE9ybONQUE0NW6HONr9+0XOiNBQekQOQZLoN/rpJ0oBpysio1BQR0nHjVSSENet08prge+8k+OThDqFpUvFMx8wwI5ZN1NTyWVYPrmPD2LXrhSfLMfDPH1KbtmaP3yRIuR9yHgmhw+TVWj2bGqnV6yg7AC7d1MbvHMn4pYtpDP322/kalanjnY7UbEiiTS9/roQKNNcihWjCQdnhjAzWhw+LMaisbHUvfnxR+ri6DrMFC9O49WjS6+gVLmK2DBokNGBZMuWtMusWbaVz1BSindhMSqBXB2TGrdFKS7e9gfAMIxDUKlMh+/HxSGuX4/4cbvzeMOHktWoQIHT4Auj9jcfH0q4q+fZLKOZvOOPP+x/U5JEfflnz0hu4fx5xMOHMa3/UJSyQoDTIAC/homYD16gAlT4Ts2z+PT9z2miVQ4TNrYUK0bjHysMc3PmkB6i1WpGkqT+Zm95fz/2go14HBqLsuTNS1qyLgtRspBJk6i8Q4e6uiROxS2Mg4MHD8ZxWUHtpoyDaWlpmJCQoF6ioqLYOOgq5CxN+fLR7IMTXfFTU8U4cf16O5wwLk54LL3+erYz4e3eLdq/r7+28uABA8Ss+fz52q7ZTZpQqJSzM/XZgiSJ0FAT2o2TJ9MuJUtmI+pcpaIw24EDRZY5ey1FipDb/aFDVukgWUJcHNkq5UlIq2wdly4JFz8A8rL780+by7hokQj9qlnT7ISidWRkUE9rxQqq35ojMXkpXJgGgevXG+y43L6tpXWMVata4XHJ2IWff6aQG7s3P5JEBvnWrbXrRNmyFMusOZteqhS5+NgSysN4NpJE8YGjRxs2BoaEUGjypElkXOTwQJcjSRQlDkCvrSYvXtAElKFkRsVyv8S/q4wXenCFCyNu2KA1QXrzphjQP3hgfdnu3dNOnFK5ogrPt50kVgwbZsdZEIZh7MWLFxSRW6CAER1THdJiX+KDjiPU7/bcwguwf39UL0OGkDOHSSWD5ctF2/Dpp/a6Fcu5cEGrE5wclB9T8hgQd65enSLQ+vYlL/rJk8kg+Mcfzs+QdOyYWqyxVy9EAAnHVtyFUq3aorxhYTT77K5tbcOGVM7fflOvWrCA+sJuK4NlB1xuHPz999+xRo0amJrlL2zKODhz5kwEAL3Fa42DkoQ4YQKF0LiTQUhTU3DuXKdfXs42Vbq0HdqT1FQaUMiNlB1CDCSJHBbktm/KFCuc/p4/p6yOsmfE3bsUL6Fp9KpUibyu3DlE6vhxKmtoqNFynj8vvAe2b7fhGvKzKV1a++OYKxeNSHr1oof/yy/kSbh8OWXkGjKEjMDly5MeZokS5L5YtSqJB9WvTwPQf/+1u0HQEFu2UFYzq5Ek+uBriu5UqEDhBBZaWpVK0oSSDx882EYnxLQ0+kFXr6aO08CBNAVbqpS2Mri8BAaSMWjOHBJqMtK+paWRnoxmFsjZszkLpNdy4waFweTPr11fGjWiuu6uHUjGuSQl0WTDRx9Ru37pEhsD3ZQVK0R/zdhPZCyZUQM4iVdARKiktOtKelYoovveeMO68mRkUHZ0uUsVEIA4+5MUVPZ4S1x4zhzPi9RgmBxCWpqQzmvZ0vJu+g9hc8U7vnq15RdcvVp45Y0f77q2QZIoXFfOlCKPd3r0oHGOJZZSF/HkiVBn+vADFc0MaWaUqVSJHBzcqd1NSRGaOvfuISINVWTVEmuksj0NlxoHHzx4gEWKFMELGi4z7DmowZEj4sUpV45iJ+ysMWYTcoxZkSJON1CpVJT4FoC0IrKFUinUXPPksTlM7cULmlTo1Ysc/QoVokUzCXGhQhQtZREPHwptuVq16AKPHiFOnSpaVwCaNvvkE3Vn2a2YPp3KOGiQwc1KJclAAZDngFW8eKGtwgtALuqjR5OVzZ0+LjZg9Sv18iWFXWoaVPLmJV0PM+3FgwcievqLLyx4dBkZZMDZupUmBt5+mzoqRkSVtYyBjRtTvP2//1okFHrwoHjXAUhHxmCoB+N9pKSQx/HkyRTyzzCMR5KSIqSHLZHrVanolZ8yhebr/CEdp8MsTAcapMUqCmCfPLvVY/U8ecig2K0bSU4akplQqWi+csoU7Vx5r7+OePt4tEhwFBDgQD0NhmHsxa1bwuO4QgV6t40lBLp/n9oGH4WE38AEOsjX1zKvhN9/FxPc77/vHuOLzEyaTTlwwCma9HfukOd3tlSVHj/GbRvT1W3vypVIZf/hB22N4Hr1HJpw0SpkG0yxYurf/eRJ8d3x5rlqlxoHt2zZggCAvr6+6gUAUKFQoK+vLyrNTAd4vebgjRsY1WkkqnJphNAoFORavH6962rmwIFUlh9+cPqlt28Xto9sJT+WJAoXlTuEVk4BREWRg5ZmVitLlr59LUrCR1YQOaS4cWNhMUpKoueu2cNVKMhysnat++g3SBKpjBvRe7pzhxz28ua1MnnVpUsiXFm+7/Xr7aK55w6cPUs/+8aNNhz88iVposgJGwCoU1OvHhlp581D3LaNelUabevhwzryKZmZNEt24AC56U6dSjOTVatqZ/7UXfLnp2nc0aMpJP7332mU9/ixVZ7Pz56Rc6d82qJF6Sd2hz4ZwzAMYx3TplFbXrcueZBYw40biF9+iTigzhU8DTSjqAIFfgqfowJUep8hWTfs229pDmvkSG1vRHmyds0aROnGTdGXyp+ftSoYxoP46y8hFS8v9euLvqJuDj8AxKqVVaKDGRREBiBTF5AHeCNHulcEnxP59FMbHTlkPvuMHASWLsVZs8SwWx0xlZhI+2jqS7RrR3rwrmTePCpLr17qVfKz6NPHheVyAi41DiYmJuLly5e1lnr16uHAgQPxsgVZgLzdOPjPP/QC1a6UjDELf9PXZKpRg2L6XcG//zontk+SyBK3bx/i99/jlhLv42cwA1e+9beFVjYjzJkjDExWCsv+/rt+9s6aNanR+O8/yuqkuXz/vbZNJX9+8gA3+525dEl4g+l64CmVNA0vh0RrupgPHeoQjTx7k5CAePSoFQds2CB6AmXKuP7D4QDGjxcfzoMHbTyJSkWzipoifTqLyseXdLsKF6bQ38qVyUu1fHnz1u6QEBrlDRhARsBdu+gdzYb1Ts4y17ateFcUCkrUEhdn82kZhmEYF/Pggfh0W5hv0CDRUWkY22e0+lsU37wzXj/+Ak+epLGloYyj8pInDzm6b9iQNbF85Ihwmy9XjpJkMQzjUSQl0Tv91lskFTB8uNj29KlwEmzUiOa5r19HmgDv2lU0DHLUmCTRQYcOkauc3BkdMiTHGgYRyc8DgJ5v167kK9CnD+k1WvRYvv9e3c6q0jOxe3f6b/HiOpNFz55RwkXNAXbfvq4LGZLryLffqlfJGrpr1rimSM7CGvuaAhERHEyrVq2gTp06sHDhQrP7JiYmQt68eSEhIQHy5Mnj6KI5nZs3Adq1A4iKAihVCuDAAYDK/hEAq1cD/PQTQEwM7ThiBMD8+QAFC7q2wNlFkgBu3AA4dQrg5EmACxcAr18HRVKS8WPKlQNo0ACgbl2A/PkBgoNpCQqifwMDAXx8tJdjxwDGjaPjf/gBYOxYi4u4dCnAe+9Rq9WwIUDfvgDdugGUL2/6uPBwgD/+ANi3D+DCBVrXrBnA3LkATZoA+PoaOfDkSYDRowG2bDF+kXv3AH77DWDNGvpbpkgRgC5dqIBt2wKEhFh8n9lCpTJxQzagVAJMmwbwzTf0/7ZtATZs8Kj6jghw7RrAiRP0eHQpWpRuKzgYoE8fgM2bAfLkATh0CODVV7Nx4YgIgIsXQXXlGkTtuQap4degbOp1CIY008cFBNC7Vb48LZUrA1StClCtGkCJEvQeZQNEgCtXALZtA9i6FeDcOe3t9eoB/PgjQKNG2boMwzAM4wacOwcwfTrAunXUVQOgT7ufnw0nW7UKYMwYgLQ0+j5t2gRQpw4AAERGAmzfTt+Vhw/pu9qtG0CrVvRZAwDqPwwZApCRQR257dupv8QwjMeSnAyQlARQrJhYd+QIDQ9z5dLZOTUVoEMHgKNHAQoXBqhQgcaf8fHa+/XrR+Mre45pPAxJosdz/77hbQqFmROkpACUKUM2i7VrIenNAdCoEY2JmjQBOHhQo20GoHHsjBkA69fTYMHPD2DUKPqAaP64jqZhQ4DTp2kc3rAhREUBlC5Nw59nzwAKFXJeUZyNVfY1h5sq0bTmoC7e7jmISPkx5CjBwoURw8OzNsTEII4Q2ZewUCHSaHJk7N3evdnz1tNFksjve/p0ciHOm9fglG8m+GJmxSqI3buTsMSQIRTiaGksr7Fl2jSrijpXQ8v2vfdsm0jKzKRJCE1X+MKFabZr+3Yj0bGWXkiSyBVvxAj9ZxkcjPjmmyT04MhMn/HxFMMzfLjBmzl4kGZcLH52z58jtmkj7mPKFLf3iJRRKunnmDhRREKbWgIDETt3psjgRo3EurlzbVcQSEmh82lGoecOUeKMEY8w8fwdxMuXKZvYkSPknXv4MHkBOmCWNDOTTj9+vHZ5ZC/BZs0ou/etW3a/NMMwDONGSBJlHB01yrouyYEDlKkYw8OFoH1QEGWpvnDBdB84MpJ0b+UPT48e7iPFwjCMc4mPF65gmp3R8uWpMz5/Pie6yuLePdJt/OUXGlP88IO27r8kmRmaffEFPd/q1RFVKrx1SwxTR482csyFC9op5UNCKETPmTafx4/VA7AlS6gYTZs67/KuwuXZirNDTjAOIpKnrRwukSePjkTCsWMUXiy/PM2bU2yrvYmJoTDEXLmM6shZhCSRsNrkyfpiEACY5heCR31b4jyYgr1gI1aDq1ixdLrhbK7x8dRTnDsXsV8/Mn61a0dWhtdeo0aoYkWyzJQrR6GopUrRMnWqxYZU3ezDn36aPRvsy5fCthkUpB+x2bOniYjZXbuohTJHRgY9mw8/pPvWvIi/P2KXLpRFxd7vzvLl4gOg85AyM2k1AOI331hwruvXhRUpNJQyWXkA8fGIY8Zoa+zKhr42bcjGrbl062bYWKaZe6ZOHTqvNezZQzmD5HMULEg5jWJiHHLbRnnwgOzVsii9vAQFkdf+8uXUxjEMwzA5gxMnxLegZEnL5P5UKtFt3LULEWNjtQePct9j7lzKQqBSUUzcp5/qGwEmTPCYiUaGYRxETAxZuf74g6ScLEiWx2gTE0PzLB9/bGKnuDgyYABQmDFSGy4nlpo4EfHaNSNj60OHEBs2FG13gQKkIxEb64jbMcqnn9Lwed48p17WJbBx0EOIjxfyckFBJCmmJiODFJuDg8XL07EjeQTZC9k6Vru2bV5Fjx/TjK2uFSQ0FLFPHzw1bCnWhvPoC5kIQPasmTPNTwQ7GqWSnODk4mpID9iMSkWT3ACkhbF8OeIHH5DNUr6Ojw/iuHE6SVfOn6cDFApKLGEpkkQPctYsEkfUtVj16EECl/agVSs67/z5epsWLxZGKrOeAgcOCOtYuXLk4eYBaBryAUgycuBASjBiKoGOJNEtzp4tsjjLi58feVhYy507VF3KlKFZPicnFld7yWpm7S5QAHHwYJLLdHZ5GIZhGPfh8GGav5UnxKZNM+0lv38/7Zs3r0ZggkqFuGULicYHBmp/PGVNQc2OVbNmNDHKMAzDZJsdO0QbbjK3pzwIDApSa7zKOT/kpVIlGh8fO6YzdyNJNHDQjBoMDSWr4qNHDr0/TRITc4YOOhsHPYiUFPJ0lg0GX3+t4/EcGUkuOpoJBd58U4it2sqjR8Lw+Pff1h178yaVKSBAXSYpJARj2vbBa7P/Uod0xMaSY2KvXuTxlJ0J3chIMoa0aSMcBXWXDh3IAc9YmyKfQw7v9PFBXLHC9jIZols3OnfLltTuSRJFyrz9tvaM+ubNWQZSSaKMWbKL4dmztl346lXEGTMQq1TRbpV79aLZdluJjBTnevBAa1NcHEW+A1DiCZP88osQAm7SxL6h7A5EVwJg1y7bw4GjosiWK3uWBgTQRFlaGiVQGzKEZrHmzKEqUb8+GQEbNUK8eFEY1A8fFmWIj6dkOm+/jdiggYVJcWzk1CnydpSrQ9OmZH/mCA2GYRhGJikJcdgw8a2oV8+wtIRKhdi7N+3z/vtGThYXR7Otr78uXFJy56ZsBatXk0wJwzAMY1fkoWnJkiacPySJBt+5c5OOVtaq334jB3ANMwECIIaFGci5qlSSl6emJ3hAABXgzh373VDDhuSVkUN1jtg46GFkZFAErfxO1K6N+iG3t29TdlsfH+3R+cSJFJp5/7517nhDhwpDjaXHnTpF8bFyBw0AMxs2xd3vbMCGNV4iABkyNElKsrxIuly8SMYUU9nqjC3165Mcwr//Gs54FxBABhl7ExEhbK7r1mlv27NH28mya9csu11GBjVYAIjFipFFylZkj8L33hMG5eBgepAGxQ/NIE8BtWqlt2niRNpUrZoJA5FKpR2/3b+/x7j437ghPD9Ll87SRLIDd+7Qt1R+JJUrI77xhvk6XbYseZ7u20eTde3b62fYlpsFcyoBMTFU9yxZbt+m6iS/9vnz01gtByd6YxiGYcywcSN9LwAQa9USXc1ff6V+rqZO8/nzFpwwKookdtLSHFdohmEYBl++JK8/AMpkbNRU8OgRDX4NkJhIJor+/YUeYdmyRmwDkkQeGM2aiQ+Dry/ZK+7ezd7NxMSIc2ZNKOW0SCc2DrozKhXlaG/YUCu2XqUirx+5I6VQkMaZnqvr9euUBtyQ9aBoUfIq/Oorsi4ac3EKDxcj/RMnzJc5PFwYr7KWtPZdcVG/Y1qdu8BACrfMbr8tIkJ4U8qLnNzgm2+oyGfOaC/Hj1PUq+wVaGjx8SH5xm++yZ4znTnmzBF2Pt1qnJJCkdiyUSckhLxFM2ISRHhwjRrWi9EZ4tIlERIMQKG8W7dabgyWJMRXXqFjdVwsb98W97Brl5HjExJQnd8egAyUrownt4Jz54RXZNWqek6T2UaSqBkoVky/nioU5FkfFERlqFVLX8dSc6lShXK6fPGFCPf18yMJTlmXXQ5xnjOHDOfWGtvlZdAg1hJkGIZhLOPBA5KN1pzwliPR5G/VwIGuKx/DMAxjmNOnRdDX6tXZO1diIjlaAFASQ5McOaLtReHnR3pgRoyQZtm+XQyYkMZEJUtSKgN7Oie6M2wcdGdUKhrtAyB+8one5uho0u+S34dixeiF1Eu+dvcuZTIeMwaxbl3x9mouISGIbdsifv45pZRNSaE34vXXaXu/fqbLGhGBOGCA9ss5ZAiu/98VLaNgjRoUrmtKc06lIsfDvXuNO7Dpyiz6+5Otc8UK6wwSjx8jLltG3ljFiomEvs6KZE1LE7MtxpInX71Khkr5GdaqhXhi61PyuQag3rSt8auayFaoEiXExerVo6kcc3He4eG0f1CQnrGyRw/a1LGjkWNPnhRukgEB+m6UbopSSVobssZu3bqOrTfx8aRNWbYsRYD/9pthPd6XL0mCacgQ+qA1bkzG8CyJDzWRkSK0XbYHjx1rOLNycLDlS+3a9pOwZBiGYXIu9++Tms2tW/bp5jAMwzCOQXZ4yZ2bMhybZN8+Gr8aGejv3i2cdU6dMn4aSUI8ehQxZsdxbeck2Ui4aRPZQSx1OJk6lY4fNgwRyVNdNpN4SDBbtmHjoLuzdSvVytBQo5aHf/8VWmfyQN6kkSslhcItvvmGrAO6os2yta1JEzIOBQUZTwgRE0NmfQ2xgIw+/dWtwubNtLp+fUqiYuzdTEujhmD0aGHzku+le3eybcpZVo8f186r0bIlZTnyVPbupVBMcwbTFSvET6VQIL7bKxrjQoqT1oI9e81JSWSp1HRBK1+exAL1LM9ZPHpEOoYTJuhtOnqUvDSvXjVwU/PmCWN1mTKWeae6kJQUmlQaNkw7G3GLFvZP/Owstm7VToYje/Z27kweyk+furqEDMMwDMMwDMO4K0olRe6VLm0mOUlKihjsm3ANHDhQOBalp+tvlyQadgJQssszZ5DsG+3a6ds18ualwdpHH5mOjJO9cbKi4GbPpv9262bhQ/ACrLGvKRARwY1ITEyEvHnzQkJCAuTJk8fVxXEMiAANGgCcPQswaRLA118b3C09HeCbbwB++QUgMlKs9/EBaNoUoHt3gG7dACpUMHCwJAFcuwZw5AjA0aMAhw8DPHmivY+PD0C+fAC+vgB+fiD5+EJKhh/4xT2HIGUyAAAcDmgLH0tfQlLFutC8uSj+kycAYWEACoXhW4yNBdi/HyApSazLnRsgb16Ahw+1i1CnDkB4OP2/YEG65yFDjJ/b23j+HODjjwFWr6b/Fy2khK7dfEHho/0A8uQB+PBDgNKls3mxRYsAfvqJfiQAeugffggwcSJAaKjFp0LU+Y0ePwYYPBjgn3/o/337AixdSnXMjsTGAuzcCXDiBIBKlb1zRUdTPU1JEevy5gXo1w9gwQKA4ODsnd+VvHwJ8O23AFFRAJ06AXToAJArl6tLxTAMwzAMwzCMJxAdTWOjwEAzO+7cCdClC/39778Ar7+ut0tMDEC1avTv558DTJ8utimVAKNGAfz6q1iXOzfA9u0ArVoBwLFjAKtWAZw/D3DlCkBGhvbJW7cGWLYMoGJFiIkBWL4cICRACd0+qQ5l0m8B3LgBUKUKNGoEcOoU2VdGjLDhgXgg1tjX2DjoKnbvBnjjDbI+3LsHUKyY0V0RAS5eBNi2jZbz57W316hBRsLu3QFee82IUQ2RriMbC48cAbh71+g1L0BtmAxfwX5ob9v9ZREWRmXr1o3aiIAAgAsX6D62bqX7khk6FOCrrwAKFcrWJd0ORDKIlipler9DhwDefRfg5k3j+5QoQcasatWyWajkZGp9FywAiIigdSVL0g/w9tvWWWYRATZvpsLHxACEhAD8+CP9oHay8N6/L+rM0aPZNwrqUqqUeIdatADw97fv+RmGYRiGYRiGYbyW0aMBfv6ZxpQXLwIUKKC3y++/A/TvL2wC1aqRQ1T//jSc9PEhP5aNGwEOHiSj5MaNAF27apwkIwPg+nU6wZkzACtWAKSlAQYFQXjnGdD54CR49kIM5ur4XoJu/6sJzVsooG1bWvfoEUDx4g59Gm4DGwc9AUSAJk0ATp4kr63vv7f40MhIsqJv3UoOgZqGkiJFAPLnN3CQSgXw9ClAoYIAgUEAAJA39SkkPogDX1CBHyjBF1TgD0pIhwCIK1UbSpTygeLFycBXuDC9rJYSEADQsiVAvXqmj7t/n1786tXJmdLbePYMYOBAgEuXyOhnzokuPR1g3bosJ8/MDID1v5NRd/gwWHe0DFy/To5+e/bQs802SiW1uJ98Qj8GAECzZmQhe+01MmAHUX1BBOjYEaB2bfJ0LFwIqSLOmiUs1nXqAGzYAFClit6l0tLIqXDrVnoejRqRMa55cwA/P+19Eam937qVjIKaRmQAgFq1qCzZbSKCgmiiqU6dnOOpyjAMwzAMwzAMYylKJcCaNWTMa9zYyE4vXwLUrQtw+zYN8jZv1htgIZKhb+dOioTctQugVy+AAwfIfvDHH3RoWhr5q2zbRkGOq1bRmNogd+9C8uAxEHp8PwAAXIYaML/8L/AobzU4ej4XSOCrtXtgIEDZsvqn2b0boFw5Kx6Kh8DGQU/hwAGAdu3oTYiMNOk9aIwXL+il2raNDEYvX1p3vEJBNspu3ehFmTSJDCWnTrGxxB5kZJAh6+ZNMkJt325F5K5KBdCzJx1UqBDE7DoNb7xfDs6c0XGztgepqRSDOm+edozt0qVUOYoUgTPnfKBBA4DAAITnK7ZD7gXCKIi5ckHKqHGQMv5TLb/zjAwy/m7dSvUzOVn/0vnzkxd6t25kPJU9ZB88EPv4+JARUQ6l98aGm2EYhmEYhmEYxt2YMQNg9mzyITlyxISdIDycPEAyM8kF8P339XaJigJ45RWyW4SFkVNMaCiN/9q0EfsplQDDh5NREoB8qfr10z6XSkVqWV/OR+ijXAffwXgoDDGACgUoRoyA2A9nwd/nwmDrVoAdO0xHn928CVC5slWPxSNg46CngAjw0UdkGWnXLtvWuLQ08rbKzNTZEBUFMHgQvQ3fLgCoX1+9qUoV8jaUuXePDDg1a2arKIwGp04BtG1LDWCLFgB//03GPYtITiYXzHPnACpXhqR9J6Db0ALG3ayzS1QUwIABFLuriZ8fxASVgBsvS0KZvAlQKuEKAABkBuWC3RXGwoSHE+Bugvl48JIlybhXvz6FUe/YIaQPdQkOJu/Abt0AOnf2vnBzhmEYhmEYhmEYd+fxY8pzkJZGXn9vvGFi5++/Bxg3jix7y5cb3OWnnwA++ID+zp+fvPYaNtTfT5LoVD/+aL6MnTsDLP48Bkr/MEmI+YeEAEyYAPDxx7B2ex5Yu5Z8b7QkuiQJgh/dgVe6V4aQEPPX8TTYOMgIXrygN+DwYXqLd+50dYlyJCdOkKErMZFcsXfvJnFXi3jyhGZgHjwA6NoV0v7YBn3fVsD27eRmPW8eQPnylp0qMJBcuA2Gnsv060ehwaVKkUH5yRMyZGuQ4psLFsFY+Eo1AWLBtNWuRg3y+OvenTzNNW3gSiXA8ePCWzA5mapp9+5kUPXkhCAMwzAMwzAMwzDewOTJlEe1Th3yWzEqHYZIIvkmnJ8kiXQGr10DWL+exovGQASYOxfgiy8o2E2XsmUpoWnPnhqX27cP4H//owSwAORl8umnpJGfng5w+jQNQo8fJ5m3hATyWDGgk+jpsHHQU0lLU+u72YWjR+mte/iQzhsebjCTxcWLZAOqW9d+l2b0OXMGoH17gPh48pzbu9eMkU6TixdJlDEjA2DRIlCOfh+GDQP47Tfry+HrS86IcqKYMmU0NiYnkytpSgq5PDZoADcuZ8J3U57Cpd0PoQQ8glzwEv6GLhALhaBCBRHq26QJnZthGIZhGIZhGIbxHmJjSdopKYn8SPr2tfBAROfrla1dCzBoEA1QY2NFxs/8+WkwrmsCCwkhyTejgoqeCxsHPQ1JoiD+H38EmD+fgt3LlKHUtLqZGjIzKfD+/n3y7HrzTcNaheHhZIGSJIBKlegNNmD9QyTtgOPHc1ZKb1dx4QJ5xKlUpNdgVfj2Dz9QGHq+fACRkSDlygNffkleiJYSE0PJnTSpU4e8CX19AeDWLYA9uwHy5IWMfkPg4CGFXvbk+vWFQfCVV1ibkmEYhmEYhmEYxtv5/HOAmTPJvHDtmr6pQo/YWIChQwF69yZjnbN47z2AJUsopPjLL+H82JVQ46+Z4B/zlLaXK0eGwCZNaKlZ04Kb8UzYOOiJdO5MmUU08fUlA2GPHgALF9I6SSLLdno6/V+hEGlfu3cXKpqI9BLmykVGRyMid1u2kAtuSAglFsopKb1dyZUr5BKtIf1oGYgA48eTfkM2RCHv3hVhvMeOUZUyhZ8fhf/6+JBn9quv2nxphmEYhmEYhmEYxgNJSiI5q5gYkhMcPtzMAd9+SxlPQ0MpjM5AFKNDqF0b4NIlgE2bILNrTyhQAEB6mQznl4dD5TcqUiaUHAIbBz2RyEgKpL9zh/6OihKZRerWpcB+mVGjyCh44QLFy2syYgS5AAJQCGpAgNFLZmZSfP+tWwDTp9NMAON8wsPJUbRgQedf+/lzkqG8fRvI+LhmDcCjhwAjRoKiaBGoUQOgenVq/F++BFixwvllZBiGYRiGYRiGYVzPggUA27cDfPUVqV6ZRKWisLlDh8ggd/AgZUR1JAkJFD6MCPDkCfx3txg0a0Zj7ehoE1qJXgobB70BSQJ4+pQMhZJEcZ+GePSI3s6tWwH+/Ze8BN9916JLLFlCHreFC5M3mcUZdBm7cfIkQIcONAPzzz9WaqCePg0QF0cnsCd371KBOF6YYRiGYRiGYRiGyUKlIgObxUPF588B2rQBuHyZDIT//gtQtarjCiiHRpYvD3D3rjoU+q23ADZudNxl3RVr7Gs5zG7qQfj4UIxv48bGDYMAFHY8Zgxlt4iJARgwwKLTJyUBfPYZ/f3ZZ2wYdBV581KumAsXRLISizh4kOqFnHDGnlSowIZBhmEYhmEYhmEYRgtfX+2hotmhaOHC5AVTqxbAkycAr7+uL4JvT1aton979QIAujQA2ScZ07Bx0JvIm9diK9/06eRWW6kSwMiRDi4XY5Rq1WjypFAhihzv0IE8oc3StCllEnnxAmDgQJrCyQ7JyWQx1mH+fIDDh/UTOjEMwzAMwzAMwzA5E5UKYMoUsidoKqAZRDYQ1q5N0ZH9+pkXvreFp09JMwsAYOhQSE4GOHGC/svGQfOwcdAFSBLAjh2uNbjUrUtx9z/9BODv77pyMKTp988/9HucPg3QsSNAYqKZgwICANavJ3HXw4fJipcdfvsNoEgRgE8+Ua+6exdg2jSa3ImKyt7pGYZhGIZhGIZhGO/Axwfgxg2AtDQK2Y2LM3NAoUI06O3QgcaxjhD/K1gQYNMmgI8/BqhWDY4dozwLpUoBVKxo/8t5G2wcdDKIZLV+803XxrwPHgxw/z5Au3auKwMjqFUL4MAB0k49eRLgjTcoAYhJKlUi6y4ACSnI0yK2sGEDtewaoocrV9K/7doBlC5t+6kZhmEYhmEYhmEY70GhAFi9GqBcObIrDB5sgTNgwYIAe/YAvPKKWGcges1m/P0BunWjbClAEXoAZH9h1SzzsHHQySgU5IkFADBxogUGIDuj+cLmyuXcazOmqVMHYP9+ig7PlYv0HMwyeDC5ZatUpD9oUUyyDo8eARw5Qn/36QMAAEolwK+/0ioOO2cYhmEYhmEYhmE0yZePHPUCAwH+/lttk7OcgwcBypYlg6EDmDmTxtcffuiQ03sdbBx0AR9/TBb2hw8B5s513nWjoshIv2kTa8i5K6+9BvDff5R8OjjYggMUCko7XbYsTdn88ov1F/3zT6oQTZuqXQR37iS92EKFyMuVYRiGYRiGYRiGYTR59VWARYvo7//9j+x9FrN4MWnod+1KbojZYcYMsgY+eqReFRIC0LYtlZExDxsHXUBwMMDChfT3N98A3LrlnOt++CHAzZsACxawcdCdqV6dMhgD0O+0YgVAaqqJA/LmBfj9d4Dvvyd3VEuJjaWw5AUL6P9vv63etGwZ/Tt0KMkbMgzDMAzDMAzDMIwuw4cDvPMORSn27WtFMNu6dQADBlDY2jvvkOeULYaK5GSA774D+PxzEs5nbMLuxsF58+ZB/fr1IXfu3FCkSBHo3r073Lx5096X8Xi6dgXo1IkEMj/6yPHGuq1bafHzI8OPI/Q/GfszfTrAiBEAPXuSJKBRGjUi6681YgqHDwN88AG5sIaFUUsO5IAoe3aPGmVz0RmGYRiGYRiGYRgvR6Egn5OmTQF++IF8VywiIABgzRqAyZPp///7H41PVSrt/eLiTOux/fUXba9YEaB5cwCgEOeJEwGuXLH+fnIqdjcRHT58GN5//304efIk7N+/H5RKJbRv3x6Sk5PtfSmPRqEg70F/fzLE7NjhuGslJQGMHUt/f/wxQI0ajrsWY1/atyd36D17AHr1AkhPt+CgpCSAzz4jd8ObNwH++IOyEHfuTDMqMp07kwDmwoUAFy9SinkgW2GFCiTcylmdGIZhGIZhGIZhGFOEhJCMvUYwmmX4+AB8+SVFwSkUFGrcvr32PsWLU+ZOY56FcibNoUPVzjIrV1KA3J071t9LTkWB6FiftefPn0ORIkXg8OHD0KJFC7P7JyYmQt68eSEhIQHy5MnjyKK5BdOmUZbaJUsA6tWz//kzMwFGj6bkEuXKkeU8JMT+12Ecx6FDlL04NZVyj6xbZ8JBEBGgcWOAU6fITVSp1N5evjy1kGY8DCWJ5B8KFbLLLTAMwzAMwzAMwzA5hCdPANavB5gwwYrgto0bycDXtCnA3r1ifZ48Iqvx1KlkJJRPevs2QOXKZGSMjAQoWRIePQIoWZJWxcZS4pScijX2NYcHlyZkBZwXKFDA0ZfySD77jOw4jjAMShJAixYi6+zixWwY9ERatQLYto1sfb//TlIKRlEoyOKsUJBhMDgYoEEDSjn8008Av/1mUQy7jw8bBhmGYRiGYRiGYRjrSE4m1atJk0SyEovo3RsgOpqsiprExlKyBgCA+fMBxo0jYwcAwKpV9G/79mQRBIB//qFVr72Wsw2D1uLnyJMjIkyYMAGaNWsGNYzEsqanp0O6RqxkYmKiI4vkdgQGir9TUigFeJEilHy2ZEkyCBni33/pfWjSxLjBz8eHtOpu3ya7UMeOdi8+4yTatSPv0pEjyaBcqRJA//5Gdu7WDeDqVaoAFSsC+PpafJ0DBwCaNRMJURiGYRiGYRiGYRjGUkJDSTpw8mSy41WsSPkWLCIkRN/A4e9PAoIhIQDvvUfChsnJ5P0kZzkeNky9u2wcbNMm27eSo3BoWPH7778PO3fuhGPHjkHJLCuuLp999hnMmjVLb31OCSuWSUkBmDePhDMzMmidjw8ZCENDAR4/pqzcoaG0beRIgOXL6T1p0ACgZUvyMAsKImcx2RNRqST9ziw5OcbDmTyZtBMWL7Z/spC7d6nhLlyYIo9z0OvHMAzDMAzDMAzD2AlESqy5ciVA7twABw+SJ1+2Wb2aDIGSRCHGsbEA+/cD3LgBEBgIiAClS5OO/v79AG3b2uGaHow1YcUOMw6OHTsWtm7dCkeOHIFy5coZ3c+Q52CpUqVynHEwOhrgiy8Arl+nUPnISP3kEzdvUjg9AHnPzpgBEBWlf66qVQHOn2fvL29EkgDCwx0Thj51KmnBduggshUzDMMwDMMwDMMwjLVkZNDY8tAhcnLasAGgSxc7nPjPPyleeedOsjyqVOpouRs3AKpVowjNuDhynMrJuNQ4iIgwduxY2LJlCxw6dAgqVapk1fE5LSGJMSQJ4NkzgPv3yauwRAnKIOvvL/ZBpO2HDtFy8CB5F/brR2HEFqcQZzyWFy/IwzS7WgoZGQClSpGRevNmgB497FI8hmEYhmEYhmEYJoeSkADw1lskX+XjA/DXX3Yaa0oSnVCHQ4cABg8GqFmTbIc5HZcaB9977z1Yv349bNu2DapUqaJenzdvXgi2wGzLxkHbQaTsxAEBri4J4wxu3wbo3Jncpnftyt7v/uefAH37AoSFkdeqphGaYRiGYRiGYRiGYWwhMxNgzBiA//4DOH4cIH9+x18vJobGtjkdl2YrXrJkCSQkJECrVq0gLCxMvfzxxx/2vhSjg0LBhsGcRHIyaVH+8w/AkCEiYZMtLFtG/44YwYZBhmEYhmEYhmEYxj74+wP88ou+YVDOteCI67Fh0HrsbhxERIPLO++8Y+9LMUyOpk4dcsv28yP9hg8/JO9Ra7l9m7Jf+/iQcZBhGIZhGIZhGIZh7IVCoW0YXLQIoHFjSoRpD5KTAdavJ69BxjbsbhxkGMZ5dOwIsGYNNbY//QTw+efWn2P/fvq3UycKUWYYhmEYhmEYhmEYR5CUBDBnDiXarFMHYMUK25xcNFm5EmDAABofM7bBxkGG8XD69aOZFwCAzz4TfxsDEeDUKdIWBAB47z3Kkj1vnkOLyTAMwzAMwzAMw+RwcucGOH0aoGVL8vgbMQKgZ0/SCbSFzEyAb7+lv996y37lzGmwcZBhvID33iPDIAAZB9PSxDalEuDWLYCtWwGmTAEoXx6gUSOAJUvEPlWrUkYnhmEYhmEYhmEYhnEkpUuTdv6XX5JG4NatNB7ds8f6c/35Jzm+FCkCwGp2tuPn6gIwDGMfZswAyJULYOBAgKAggNRUgIYNAW7e1Bd7DQ0loyHDMAzDMAzDMAzDOBtfX4DJkwHat6eQ4GvXALp1A4iIAChenCLe8uUjx5egIIBp02h/Hw0XN0SAr76ivz/8ECA42CW34hUoELMb3W1frEm1zDCMaYoVA3j2DCAkBKBaNYDq1QG6dgV44w1axzAMwzAMwzAMwzCuJDUVYOpUgFKlACZNEuuDggDS08X/Zc39woXp/7t309g2Vy6ABw+0k54w1tnX2HOQYbyYrVvJQFi6tPYMC8MwDMMwDMMwDMO4A8HBAN9/r7/+2jUKO967lzwD9+yhJCa//w7QogWFJQMAjBrFhsHswuYChvFiGjUCKFuWDYMMwzAMwzAMwzCMZ1G+PHkTjhhBSUyqVgV4/JhCke/coX38/ADGj3dtOb0B9hxkGIZhGIZhGIZhGIZh3JYaNQDOngV4/32SzKpYEeDQIdIoLFnS1aXzfNg4yDAMwzAMwzAMwzAMw7g1oaEAq1ZRIhKZcuVcVhyvgoMNGYZhGIZhGIZhGIZhGI9AoXB1CbwPNg4yDMMwDMMwDMMwDMMwTA6FjYMMwzAMwzAMwzAMwzAMk0Nh4yDDMAzDMAzDMAzDMAzD5FDYOMgwDMMwDMMwDMMwDMMwORQ2DjIMwzAMwzAMwzAMwzBMDoWNgwzDMAzDMAzDMAzDMAyTQ2HjIMMwDMMwDMMwDMMwDMPkUNg4yDAMwzAMwzAMwzAMwzA5FDYOMgzDMAzDMAzDMAzDMEwOhY2DDMMwDMMwDMMwDMMwDJNDYeMgwzAMwzAMwzAMwzAMw+RQ/FxdAF0QEQAAEhMTXVwShmEYhmEYhmEYhmEYhvE8ZLuabGczhdsZB5OSkgAAoFSpUi4uCcMwDMMwDMMwDMMwDMN4LklJSZA3b16T+yjQEhOiE5EkCR4/fgy5c+cGhULh6uI4hMTERChVqhRERUVBnjx5XF0cxgPgOsPYAtcbxha43jDWwnWGsQWuN4wtcL1hrIXrDGML3lJvEBGSkpKgePHi4ONjWlXQ7TwHfXx8oGTJkq4uhlPIkyePR1c0xvlwnWFsgesNYwtcbxhr4TrD2ALXG8YWuN4w1sJ1hrEFb6g35jwGZTghCcMwDMMwDMMwDMMwDMPkUNg4yDAMwzAMwzAMwzAMwzA5FDYOuoDAwECYOXMmBAYGuroojIfAdYaxBa43jC1wvWGshesMYwtcbxhb4HrDWAvXGcYWcmK9cbuEJAzDMAzDMAzDMAzDMAzDOAf2HGQYhmEYhmEYhmEYhmGYHAobBxmGYRiGYRiGYRiGYRgmh8LGQYZhGIZhGIZhGIZhGIbJobBxkGEYhmEYhmEYhmEYhmFyKGwctBNLliyBWrVqQZ48eSBPnjzQuHFj2L17t3o7IsJnn30GxYsXh+DgYGjVqhVcvXpV6xzp6ekwduxYKFSoEISGhsKbb74JDx8+dPatME7CVJ3JzMyEKVOmQM2aNSE0NBSKFy8OgwcPhsePH2udo1WrVqBQKLSWt99+2xW3wzgJc23NO++8o1cnGjVqpHUObmtyFubqjG59kZevv/5avQ+3Ncy8efNAoVDAuHHj1Ou4b8OYQrfOcN+GsQRDbQ33bRhzGKo33L9hdPnss8/0fu9ixYqpt+f0fg0bB+1EyZIlYf78+XD27Fk4e/YstG7dGrp166auTF999RUsWLAAFi1aBGfOnIFixYpBu3btICkpSX2OcePGwZYtW2DDhg1w7NgxePnyJXTp0gVUKpWrbotxIKbqTEpKCoSHh8P06dMhPDwcNm/eDLdu3YI333xT7zwjR46EJ0+eqJdly5a54G4YZ2GurQEA6Nixo1ad2LVrl9Y5uK3JWZirM5p15cmTJ7By5UpQKBTQq1cvrfNwW5NzOXPmDPz8889Qq1YtrfXct2GMYajOcN+GMYextgaA+zaMcYzVG+7fMIaoXr261u99+fJl9bYc369BxmHkz58fly9fjpIkYbFixXD+/PnqbWlpaZg3b15cunQpIiLGx8ejv78/btiwQb3Po0eP0MfHB/fs2eP0sjOuQa4zhjh9+jQCAEZGRqrXtWzZEj/66CMnlY5xVzTrzZAhQ7Bbt25G9+W2hkE03dZ069YNW7durbWO25qcS1JSElaqVAn379+vVQ+4b8MYw1idMQT3bRgZU/WG+zaMMaxpb7h/w8ycORNr165tcBv3axDZc9ABqFQq2LBhAyQnJ0Pjxo0hIiICnj59Cu3bt1fvExgYCC1btoTjx48DAMC5c+cgMzNTa5/ixYtDjRo11Psw3otunTFEQkICKBQKyJcvn9b6devWQaFChaB69eowadIkrZkNxrsxVm8OHToERYoUgcqVK8PIkSMhOjpavY3bmpyNubbm2bNnsHPnThg+fLjeNm5rcibvv/8+dO7cGdq2bau1nvs2jDGM1RlDcN+GkTFXb7hvwxjC0vaG+zeMzO3bt6F48eJQrlw5ePvtt+HevXsAwP0aAAA/VxfAm7h8+TI0btwY0tLSIFeuXLBlyxZ45ZVX1BWlaNGiWvsXLVoUIiMjAQDg6dOnEBAQAPnz59fb5+nTp865AcbpGKszuqSlpcHUqVOhf//+kCdPHvX6AQMGQLly5aBYsWJw5coVmDZtGly8eBH279/vzNtgnIypetOpUyfo3bs3lClTBiIiImD69OnQunVrOHfuHAQGBnJbk0OxtK1ZvXo15M6dG3r27Km1ntuanMmGDRsgPDwczpw5o7dNbi+4b8NoYqrO6MJ9G0bGXL3hvg1jCGvaG+7fMAAADRs2hDVr1kDlypXh2bNnMGfOHGjSpAlcvXqV+zXAxkG7UqVKFbhw4QLEx8fDpk2bYMiQIXD48GH1doVCobU/Iuqt08WSfRjPxVid0Ry0Z2Zmwttvvw2SJMHixYu1jh85cqT67xo1akClSpWgXr16EB4eDnXr1nXafTDOxVS96du3r3q/GjVqQL169aBMmTKwc+dOvQ6RJtzWeDeWtDUAACtXroQBAwZAUFCQ1npua3IeUVFR8NFHH8G+ffv06oMm3LdhZCytMwDct2EEltQb7tswuljT3gBw/4YhOnXqpP67Zs2a0LhxY6hQoQKsXr1aneQoJ/drOKzYjgQEBEDFihWhXr16MG/ePKhduzZ8//336gw4utbk6OhotWW6WLFikJGRAXFxcUb3YbwPY3VGJjMzE/r06QMRERGwf/9+rZl1Q9StWxf8/f3h9u3bji4640LM1RtNwsLCoEyZMuo6wW1NzsSSOnP06FG4efMmjBgxwuz5uK3xfs6dOwfR0dHw2muvgZ+fH/j5+cHhw4fhhx9+AD8/P3V7wX0bRsZcnZHF2rlvw2hiab3RhPs2jDX1hvs3jDFCQ0OhZs2acPv2bbbZABsHHQoiQnp6utpVWdM9OSMjAw4fPgxNmjQBAIDXXnsN/P39tfZ58uQJXLlyRb0P4/3IdQZAdJ5v374NBw4cgIIFC5o9/urVq5CZmQlhYWGOLirjRmjWG11iY2MhKipKXSe4rWEADNeZFStWwGuvvQa1a9c2ezy3Nd5PmzZt4PLly3DhwgX1Uq9ePRgwYABcuHABypcvz30bRgtzdcbX15f7NoweltQbXbhvw1hTb7h/wxgjPT0drl+/DmFhYWyzAeBsxfZi2rRpeOTIEYyIiMBLly7hJ598gj4+Prhv3z5ERJw/fz7mzZsXN2/ejJcvX8Z+/fphWFgYJiYmqs/x7rvvYsmSJfHAgQMYHh6OrVu3xtq1a6NSqXTVbTEOxFSdyczMxDfffBNLliyJFy5cwCdPnqiX9PR0RES8c+cOzpo1C8+cOYMRERG4c+dOrFq1Kr766qtcZ7wYU/UmKSkJJ06ciMePH8eIiAg8ePAgNm7cGEuUKMFtTQ7G3PcJETEhIQFDQkJwyZIlesdzW8PI6GZ15L4NYw7NOsN9G8ZSNOsN920YSzGUeZj7N4wmEydOxEOHDuG9e/fw5MmT2KVLF8ydOzfev38fEblfw8ZBOzFs2DAsU6YMBgQEYOHChbFNmzZaAy9JknDmzJlYrFgxDAwMxBYtWuDly5e1zpGamooffPABFihQAIODg7FLly744MEDZ98K4yRM1ZmIiAgEAIPLwYMHERHxwYMH2KJFCyxQoAAGBARghQoV8MMPP8TY2FgX3hXjaEzVm5SUFGzfvj0WLlwY/f39sXTp0jhkyBC9doTbmpyFue8TIuKyZcswODgY4+Pj9Y7ntoaR0R14cd+GMYdmneG+DWMpmvWG+zaMpRgyDnL/htGkb9++GBYWhv7+/li8eHHs2bMnXr16Vb09p/drFIiIrvFZZBiGYRiGYRiGYRiGYRjGlbDmIMMwDMMwDMMwDMMwDMPkUNg4yDAMwzAMwzAMwzAMwzA5FDYOMgzDMAzDMAzDMAzDMEwOhY2DDMMwDMMwDMMwDMMwDJNDYeMgwzAMwzAMwzAMwzAMw+RQ2DjIMAzDMAzDMAzDMAzDMDkUNg4yDMMwDMMwDMMwDMMwTA6FjYMMwzAMwzAMwzAMwzAMk0Nh4yDDMAzDMAzDMAzDMAzD5FDYOMgwDMMwDMMwDMMwDMMwORQ2DjIMwzAMwzAMwzAMwzBMDoWNgwzDMAzDMAzDMAzDMAyTQ/k/FQ59c/Im9CAAAAAASUVORK5CYII=\n",
4743       "text/plain": [
4744        "<Figure size 1600x400 with 1 Axes>"
4745       ]
4746      },
4747      "metadata": {},
4748      "output_type": "display_data"
4749     }
4750    ],
4751    "source": [
4752     "plot_int(300,500)"
4753    ]
4754   },
4755   {
4756    "cell_type": "code",
4757    "execution_count": 108,
4758    "metadata": {
4759     "id": "hYgLAXpUvSLo"
4760    },
4761    "outputs": [
4762     {
4763      "data": {
4764 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\n",
4765       "text/plain": [
4766        "<Figure size 1600x400 with 1 Axes>"
4767       ]
4768      },
4769      "metadata": {},
4770      "output_type": "display_data"
4771     }
4772    ],
4773    "source": [
4774     "plot_int(500,800)"
4775    ]
4776   },
4777   {
4778    "cell_type": "markdown",
4779    "metadata": {
4780     "id": "gVQxv9Blc91t"
4781    },
4782    "source": [
4783     "### 4.4 A comment on the information flow in the Kalman filter and in neural networks"
4784    ]
4785   },
4786   {
4787    "cell_type": "markdown",
4788    "metadata": {
4789     "id": "CZmR4HPAc91t"
4790    },
4791    "source": []
4792   },
4793   {
4794    "cell_type": "markdown",
4795    "metadata": {
4796     "id": "_g_OTEg6ePb9"
4797    },
4798    "source": [
4799     "## 5. Conclusion"
4800    ]
4801   },
4802   {
4803    "cell_type": "markdown",
4804    "metadata": {
4805     "id": "aNxw7xI3FqFt"
4806    },
4807    "source": [
4808     "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."
4809    ]
4810   },
4811   {
4812    "cell_type": "markdown",
4813    "metadata": {
4814     "id": "IWpmDwUPGElR"
4815    },
4816    "source": [
4817     "## Contributions of authors "
4818    ]
4819   },
4820   {
4821    "cell_type": "markdown",
4822    "metadata": {
4823     "id": "jujW1VFgGOCn"
4824    },
4825    "source": [
4826     "Not applicable."
4827    ]
4828   },
4829   {
4830    "cell_type": "markdown",
4831    "metadata": {
4832     "id": "HWslw7HmGZmP"
4833    },
4834    "source": [
4835     "## Acknowledgements"
4836    ]
4837   },
4838   {
4839    "cell_type": "markdown",
4840    "metadata": {
4841     "id": "xubqDAV2GjkZ"
4842    },
4843    "source": [
4844     "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."
4845    ]
4846   },
4847   {
4848    "cell_type": "markdown",
4849    "metadata": {
4850     "id": "ZsNZxOv7c91t"
4851    },
4852    "source": [
4853     "## References"
4854    ]
4855   },
4856   {
4857    "cell_type": "markdown",
4858    "metadata": {
4859     "id": "vFY-iS1Wc91t"
4860    },
4861    "source": [
4862     "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",
4863     "\n",
4864     "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",
4865     "\n",
4866     "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n",
4867     "\n",
4868     "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",
4869     "\n",
4870     "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",
4871     "\n",
4872     "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"
4873    ]
4874   }
4875  ],
4876  "metadata": {
4877   "accelerator": "GPU",
4878   "colab": {
4879    "collapsed_sections": [],
4880    "provenance": []
4881   },
4882   "gpuClass": "standard",
4883   "kernelspec": {
4884    "display_name": "Python 3 (ipykernel)",
4885    "language": "python",
4886    "name": "python3"
4887   },
4888   "language_info": {
4889    "codemirror_mode": {
4890     "name": "ipython",
4891     "version": 3
4892    },
4893    "file_extension": ".py",
4894    "mimetype": "text/x-python",
4895    "name": "python",
4896    "nbconvert_exporter": "python",
4897    "pygments_lexer": "ipython3",
4898    "version": "3.10.9"
4899   }
4900  },
4901  "nbformat": 4,
4902  "nbformat_minor": 4