Update rnn_workshop.ipynb
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2   "cells": [
3     {
4       "cell_type": "markdown",
5       "metadata": {
6         "id": "khOTxJsYc91W"
7       },
8       "source": [
9         "# Kalman Filtering for Fuel Moisture\n",
10         "## Jan Mandel, University of Colorado Denver\n",
11         "### Instructor for MATH 4779 - Math Clinic\n",
12         "### December 2021"
13       ]
14     },
15     {
16       "cell_type": "markdown",
17       "metadata": {
18         "id": "sXaqfI-EdCEk"
19       },
20       "source": [
21         "## Abstract"
22       ]
23     },
24     {
25       "cell_type": "markdown",
26       "metadata": {
27         "id": "ZbtSiYm4dF7B"
28       },
29       "source": [
30         "''Fuel moisture is an important factor of the spread of wildland fires. Some weather stations have fuel moisture sensors and data are available online. We review a simple model of fuel moisture from atmospheric conditions, and show how to adjust the model using the weather station data."
31       ]
32     },
33     {
34       "cell_type": "markdown",
35       "metadata": {
36         "id": "eZ6dfHlZ63j1"
37       },
38       "source": [
39         "## Table of contents"
40       ]
41     },
42     {
43       "cell_type": "markdown",
44       "metadata": {
45         "id": "WHIgN2uZ689b"
46       },
47       "source": [
48         "1 Introduction\n",
49         "\n",
50         "2 Background\n",
51         "\n",
52         "2.1 Imports\n",
53         "\n",
54         "2.2 Kalman filter\n",
55         "\n",
56         "2.2.1 Overview\n",
57         "\n",
58         "2.2.2 Formulation\n",
59         "\n",
60         "2.2.3 A Kalman filter tester\n",
61         "\n",
62         "2.3 Fuel moisture model\n",
63         "\n",
64         "2.3.1 A simple time lag model\n",
65         "\n",
66         "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n",
67         "\n",
68         "3 Methods\n",
69         "\n",
70         "3.1 Kalman filter demonstration on the simple model\n",
71         "\n",
72         "3.1.1 Creating synthetic data\n",
73         "\n",
74         "3.1.2 Running the Kalman filter\n",
75         "\n",
76         "3.2 Acquisition and preprocessing of real data\n",
77         "\n",
78         "3.2.1 Acquisition of fuel moisture observations\n",
79         "\n",
80         "3.2.2 Acquisition of weather data\n",
81         "\n",
82         "3.2.3 Preprocessing and visualization of the weather data\n",
83         "\n",
84         "4 Results\n",
85         "\n",
86         "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
87         "\n",
88         "4.2 Model with an augmented state\n",
89         "\n",
90         "4.3 Kalman filter on the augmented model\n",
91         "\n",
92         "4.4 A comment on the information flow in the Kalman filter and in neural networks\n",
93         "\n",
94         "5. Conclusion\n",
95         "\n",
96         "Contributions of Authors\n",
97         "\n",
98         "Acknowledgements\n",
99         "\n",
100         "References\n",
101         "\n",
102         "\n",
103         "\n",
104         "\n",
105         "\n",
106         "\n",
107         "\n"
108       ]
109     },
110     {
111       "cell_type": "markdown",
112       "metadata": {
113         "id": "ZFafUPCTO1N1"
114       },
115       "source": [
116         "## 1 Introduction"
117       ]
118     },
119     {
120       "cell_type": "markdown",
121       "metadata": {
122         "id": "4_RcdWybPFks"
123       },
124       "source": [
125         "The Kalman filter is at the foundation of many technologies in daily use, from GPS to weather forecasting. No model is completely accurate. Think space navigation: the movement of a Apollo 13 between the moon and the earth, subject to gravitational forces and propulsion, with the position ascertained by visual measurements. No matter how accurate the model of spacecraft motion is, the measurements are always burdened with noise. The idea of Kalman filter is to evolve a quantification of the of the state (here, positin and velocity of the spacecraft) in the form of a covariance matrix, and, using an estimate of the uncertainty of the data, adjust the state to split the difference every time measurements are taken. \n",
126         "\n",
127         "Here, we use the Kalman filter to estimate the evolution of fuel (dead wood) moisture content from a simple theoretical model, adjusting the state of the model hourly for measurements from fuel moisture a sensor in a wood stick exposed to the elements. This is needed for forecasting of wildfire progress; for this purpose, we also want to have the filter adjust the model from the data, so that it gives more accurate data for future when we only have hourly weather forecast but no actual data - because the future has not happened yet. "
128       ]
129     },
130     {
131       "cell_type": "markdown",
132       "metadata": {
133         "id": "M2kbwDPBTB7A"
134       },
135       "source": [
136         "## 2 Background"
137       ]
138     },
139     {
140       "cell_type": "markdown",
141       "metadata": {
142         "id": "ar1BbXac49hO"
143       },
144       "source": [
145         "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter."
146       ]
147     },
148     {
149       "cell_type": "markdown",
150       "metadata": {
151         "id": "_5F5CuRqc91X"
152       },
153       "source": [
154         "### 2.1 Imports"
155       ]
156     },
157     {
158       "cell_type": "markdown",
159       "metadata": {
160         "id": "K6sWUMf0c91Y"
161       },
162       "source": [
163         "We may need the pygrib package to read weather data, but pygrib requires current numpy while google colab is using an old numpy version for compatibility with tensorflow. We will upgrade numpy and restart the runtime then the notebook will need to be run again. If numpy is current, we just download and import packages we need."
164       ]
165     },
166     {
167       "cell_type": "markdown",
168       "metadata": {
169         "id": "X9rvlymMZdJg"
170       },
171       "source": [
172         "### 2.2 Kalman filter"
173       ]
174     },
175     {
176       "cell_type": "markdown",
177       "metadata": {
178         "id": "x5E2UE3F5gf2"
179       },
180       "source": [
181         "#### 2.2.1 Overview"
182       ]
183     },
184     {
185       "cell_type": "markdown",
186       "metadata": {
187         "id": "NPgTHlCLAlA-"
188       },
189       "source": [
190         "The Kalman filter provides an estimate $u$ of the time evolution of some unknown process, called \"nature\" or \"truth\". We do not know with certainty what the nature is, but we can observe it at regular intervals (steps) with some error. In each step, model $F$ advances the model state $u$ in time, $ u \\leftarrow F(u)$, and attempts to reconcile the state with an observation $d$ of the true state, so $u \\approx d$. The filter modifies the model state $u$ to balance the uncertainty in the model and the data (this is called *analysis*) and the cycle continues. For that purpose, the filter evolves also an estimate of the uncertainly of the model.\n",
191         "\n",
192         "More generally, instead of $u \\approx d$, only a part of the state is observed, and $Hu \\approx d$ where $H$ is a matrix, or observation function. Basically, $Hu$ is what the data would be if the model was completely accurate. \n",
193         "\n",
194         "See Kalman (1960) for the original publication, Kalnay (2003) for a gentle introduction, and the [Wikipedia article](https://en.wikipedia.org/wiki/Extended_Kalman_filter)."
195       ]
196     },
197     {
198       "cell_type": "markdown",
199       "metadata": {
200         "id": "y6j34L5s5pEL"
201       },
202       "source": [
203         "#### 2.2.2 Formulation\n",
204         "\n",
205         "---\n",
206         "\n"
207       ]
208     },
209     {
210       "cell_type": "markdown",
211       "metadata": {
212         "id": "b3GZW5vP5_o8"
213       },
214       "source": [
215         "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n",
216         " Consider a discrete time model of some natural\n",
217         "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n",
218         "can be approximated from the previous step $u_{k-1}$ by applying the model\n",
219         "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)\n",
220         "$. We model uncertainty in the model itself by adding normally distributed\n",
221         "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n",
222         "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n",
223         "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n",
224         "model is differentiable and quantify the uncertainty of the state by a\n",
225         "covariance matrix. That is,  assume that at step $k-1$, the state has\n",
226         "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n",
227         "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n",
228         "$u_{k-1}$, $\\mathcal{M}\\left(  u\\right)  \\approx\\mathcal{M}\\left(\n",
229         "u_{k-1}\\right)  +\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  \\left(\n",
230         "u-u_{k-1}\\right)  $, where $\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  $ is\n",
231         "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n",
232         "forecast has then (approximately)\\ normal distribution with mean and\n",
233         "covariance\n",
234         "$$\n",
235         "u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)  ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n",
236         "u_{k-1}\\right)  P_{k-1}\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  +Q\n",
237         "$$\n",
238         "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n",
239         "given observation operator, and we want to find $u_{k}$ so that both\n",
240         "$$\n",
241         "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n",
242         "$$\n",
243         "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n",
244         "matrix $R$: assume that the observation error has normal probability\n",
245         "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n",
246         "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n",
247         "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n",
248         "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n",
249         "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n",
250         "state has (approximately) normal distribution with mean $u_{k}^{f}$  and covariance\n",
251         "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n",
252         "of the state after taking the data into account has density\n",
253         "$$\n",
254         "p_{k}\\left(  u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n",
255         "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n",
256         "{P_{k}^f}^{-1}  }^{2}}{2}%\n",
257         "$$\n",
258         "where $\\propto$ means proportional.\n",
259         "Note that the probability density at $u$ is maximal when $\\left\\Vert\n",
260         "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n",
261         " is minimal, which quantifies the statement that $d_{k}\\approx\n",
262         "Hu_{k}$ and $u\\approx u_{k}^{f}$.  By a direct computation completing the\n",
263         "square and using the Sherman-Morrison-Woodbury formula, \n",
264         "$$p_{k}\\left(\n",
265         "\t\tu\n",
266         "\t   \\right) \\propto \n",
267         "e^{-\\frac{\n",
268         "\t\\left\\Vert u-u_{k\n",
269         "\t         }\n",
270         "\t\\right\\Vert_\n",
271         "\t\t{P_{k\n",
272         "\t\t      }^{-1}\n",
273         "\t\t}^{2}\n",
274         "\t}\n",
275         "\t{2}},\n",
276         "$$ \n",
277         "which is the density of the normal distribution with the mean\n",
278         "$$\n",
279         "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n",
280         "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n",
281         "$$\n",
282         "and covariance\n",
283         "$$\n",
284         "P_{k}=\\left(  \\left(  P_{k}^{f}\\right)  ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n",
285         "^{-1}=(I-KH)P_{k}^{f}.\n",
286         "$$\n",
287         "\n",
288         "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n",
289         "formulated for a linear process. The extension to the\n",
290         "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966),  and is\n",
291         "still a de-facto standard in navigation and GPS.\n"
292       ]
293     },
294     {
295       "cell_type": "code",
296       "execution_count": null,
297       "metadata": {
298         "id": "-bvUtJ_OLwQA"
299       },
300       "outputs": [],
301       "source": [
302         "import numpy as np\n",
303         "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n",
304         "  \"\"\"\n",
305         "  One step of the extended Kalman filter. \n",
306         "  If there is no data, only advance in time.\n",
307         "  :param u:   the state vector, shape n\n",
308         "  :param P:   the state covariance, shape (n,n)\n",
309         "  :param F:   the model function, args vector u, returns F(u) and Jacobian J(u)\n",
310         "  :param Q:   the process model noise covariance, shape (n,n)\n",
311         "  :param d:   data vector, shape (m). If none, only advance in time\n",
312         "  :param H:   observation matrix, shape (m,n)\n",
313         "  :param R:   data error covariance, shape (n,n)\n",
314         "  :return ua: the analysis state vector, shape (n)\n",
315         "  :return Pa: the analysis covariance matrix, shape (n,n)\n",
316         "  \"\"\"\n",
317         "  def d2(a):\n",
318         "    return np.atleast_2d(a) # convert to at least 2d array\n",
319         "\n",
320         "  def d1(a):\n",
321         "    return np.atleast_1d(a) # convert to at least 1d array\n",
322         "\n",
323         "  # forecast\n",
324         "  uf, J  = F(u)          # advance the model state in time and get the Jacobian\n",
325         "  uf = d1(uf)            # if scalar, make state a 1D array\n",
326         "  J = d2(J)              # if scalar, make jacobian a 2D array\n",
327         "  P = d2(P)              # if scalar, make Jacobian as 2D array\n",
328         "  Pf  = d2(J.T @ P) @ J + Q  # advance the state covariance Pf = J' * P * J + Q\n",
329         "  # analysis\n",
330         "  if d is None or not d.size :  # no data, no analysis\n",
331         "    return uf, Pf\n",
332         "  # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n",
333         "  H = d2(H)\n",
334         "  HP  = d2(H @ P)            # precompute a part used twice  \n",
335         "  K   = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T  # Kalman gain\n",
336         "  # print('H',H)\n",
337         "  # print('K',K)\n",
338         "  res = d1(H @ d1(uf) - d)          # res = H*uf - d\n",
339         "  ua = uf - K @ res # analysis mean uf - K*res\n",
340         "  Pa = Pf - K @ d2(H @ P)        # analysis covariance\n",
341         "  return ua, d2(Pa)\n"
342       ]
343     },
344     {
345       "cell_type": "markdown",
346       "metadata": {
347         "id": "Uvsbbv2XZ2Hd"
348       },
349       "source": [
350         "#### 2.2.3 A Kalman filter tester"
351       ]
352     },
353     {
354       "cell_type": "markdown",
355       "metadata": {
356         "id": "gcmGBqPOU1e5"
357       },
358       "source": [
359         "It is a very good idea to make write a simple tester for every piece of code. How else would we know it actually works, and that something basic did not get broken inadvertently, perhaps as a side effect of changing something else? A simple tester may save a great deal of time trying to debug cryptic errors later. And, what better place for a tester that right after the code it is testing so that it gets run every time?"
360       ]
361     },
362     {
363       "cell_type": "code",
364       "execution_count": null,
365       "metadata": {
366         "id": "OsOqvQk6ZXZV",
367         "colab": {
368           "base_uri": "https://localhost:8080/"
369         },
370         "outputId": "c35db930-ebb0-4d84-fa8f-0e7f8496e00b"
371       },
372       "outputs": [
373         {
374           "output_type": "stream",
375           "name": "stdout",
376           "text": [
377             "ua= [ 5 11]\n",
378             "Pa= [[15 18]\n",
379             " [18 25]]\n",
380             "ua= [4.66666667 7.66666667]\n",
381             "Pa= [[13.93333333 18.73333333]\n",
382             " [18.73333333 23.93333333]]\n"
383           ]
384         }
385       ],
386       "source": [
387         "# a basic ext_kf test\n",
388         "import numpy as np\n",
389         "u = [1,\n",
390         "     2]\n",
391         "P = [[2 , -1],\n",
392         "    [-1 , 2]]\n",
393         "A = [ [1 ,2],\n",
394         "      [3 ,4]]\n",
395         "u = np.array(u)      \n",
396         "Q = np.array([[1,0],[0,1]])\n",
397         "A = np.array(A)\n",
398         "def fun(u):\n",
399         "  return A @ u, A\n",
400         "F = lambda u: fun(u)\n",
401         "H = [[1, 0],\n",
402         "     [0, 1]]\n",
403         "d = [2,\n",
404         "    3]\n",
405         "R = [[2, 0],\n",
406         "    [0, 2]]\n",
407         "H = np.array(H)      \n",
408         "d = np.array(d)\n",
409         "R = np.array(R)\n",
410         "ua,Pa = ext_kf(u,P,F,Q)\n",
411         "print('ua=',ua)\n",
412         "print('Pa=',Pa)\n",
413         "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n",
414         "print('ua=',ua)\n",
415         "print('Pa=',Pa)\n"
416       ]
417     },
418     {
419       "cell_type": "markdown",
420       "metadata": {
421         "id": "A9ZpmNcdRpmp"
422       },
423       "source": [
424         "### 2.3  Fuel moisture models\n",
425         "\n",
426         "\n"
427       ]
428     },
429     {
430       "cell_type": "markdown",
431       "metadata": {
432         "id": "eZL8gN7ISGVh"
433       },
434       "source": [
435         "#### 2.3.1 A simple fuel moisture model"
436       ]
437     },
438     {
439       "cell_type": "markdown",
440       "metadata": {
441         "id": "1XvOC4kYSQgH"
442       },
443       "source": [
444         "First consider a simplified fuel moisture model without considering the effect of rain.\n",
445         "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n",
446         "t_{0},t_{1}\\right]  $,\n",
447         "$$\n",
448         "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n",
449         "$$\n",
450         "where the initial fuel moisture content $m_{0}=m\\left(  t_{0}\\right)  $ is the\n",
451         "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n",
452         "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n",
453         "t_{0},t_{1}\\right]  $, NS the characteristic decay time $T$. \n",
454         "\n",
455         "We can build the general model later by calling this simple model with different\n",
456         "equilibria and time constants (drying, wetting, rain).\n",
457         "\n",
458         "Since $E$ is constant in time, the solution can be found\n",
459         "analytically,\n",
460         "$$\n",
461         "m\\left(  t\\right)  =E+\\left(  m_{0}-E\\right)  e^{-t/T}%\n",
462         "$$\n",
463         "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n",
464         "$$\n",
465         "m_{1}=E+\\left(  m_{0}-E\\right)  e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}%\n",
466         "$$\n",
467         "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n",
468         "with respect to the input and the parameters. Compute\n",
469         "$$\n",
470         "\\frac{dm_{1}}{d_{m0}}=e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
471         "$$\n",
472         "$$\n",
473         "\\frac{dm_{1}}{dE}=1-e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
474         "$$\n",
475         "$$\n",
476         "\\frac{dm_{1}}{dT_{1}}=-\\left(  m_{0}-E\\right)  \\left(  t_{1}-t_{0}\\right)\n",
477         "e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
478         "$$\n",
479         "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n"
480       ]
481     },
482     {
483       "cell_type": "code",
484       "execution_count": null,
485       "metadata": {
486         "id": "wuVIAGLiSeR8"
487       },
488       "outputs": [],
489       "source": [
490         "import numpy as np\n",
491         "def model_decay(m0,E,partials=0,T1=0.1,tlen=1):  \n",
492         "  # Arguments: \n",
493         "  #   m0          fuel moisture content at start dimensionless, unit (1)\n",
494         "  #   E           fuel moisture eqilibrium (1)\n",
495         "  #   partials=0: return m1 = fuel moisture contents after time tlen (1)\n",
496         "  #           =1: return m1, dm0/dm0 \n",
497         "  #           =2: return m1, dm1/dm0, dm1/dE\n",
498         "  #           =3: return m1, dm1/dm0, dm1/dE dm1/dT1   \n",
499         "  #   T1          1/T, where T is the time constant approaching the equilibrium\n",
500         "  #               default 0.1/hour\n",
501         "  #   tlen        the time interval length, default 1 hour\n",
502         "\n",
503         "  exp_t = np.exp(-tlen*T1)                  # compute this subexpression only once\n",
504         "  m1 = E + (m0 - E)*exp_t                   # the solution at end\n",
505         "  if partials==0:\n",
506         "    return m1\n",
507         "  dm1_dm0 = exp_t\n",
508         "  if partials==1:\n",
509         "    return m1, dm1_dm0          # return value and Jacobian\n",
510         "  dm1_dE = 1 - exp_t      \n",
511         "  if partials==2:\n",
512         "     return m1, dm1_dm0, dm1_dE \n",
513         "  dm1_dT1 = -(m0 - E)*tlen*exp_t            # partial derivative dm1 / dT1\n",
514         "  if partials==3:\n",
515         "    return m1, dm1_dm0, dm1_dE, dm1_dT1       # return value and all partial derivatives wrt m1 and parameters\n",
516         "  raise('Bad arg partials')\n",
517         "  "
518       ]
519     },
520     {
521       "cell_type": "markdown",
522       "metadata": {
523         "id": "dOARZlj-RUCi"
524       },
525       "source": [
526         "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain"
527       ]
528     },
529     {
530       "cell_type": "markdown",
531       "metadata": {
532         "id": "AJp6FTpTSx5B"
533       },
534       "source": [
535         "Here is a little more realistic fuel moisture model from Mandel et al. (2004). A rain-wetting lag time $t_{\\mathrm{r}}$ is reached for heavy rain only\n",
536         "asymptotically, when the rain intensity $r$ (mm/h) is\n",
537         "large:\n",
538         "$$\n",
539         "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n",
540         "\\right)  \\right),\\ \\text{if}\\ r>r_0, \n",
541         "$$\n",
542         "where $r_0$ is the threshold rain intensity below which no perceptible\n",
543         "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n",
544         "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n",
545         "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n",
546         "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n",
547         "$r_{\\mathrm{s}}=8$mm/h. "
548       ]
549     },
550     {
551       "cell_type": "code",
552       "execution_count": null,
553       "metadata": {
554         "id": "ITsKE0psRblG"
555       },
556       "outputs": [],
557       "source": [
558         "### Define model function with drying, wetting, and rain equilibria\n",
559         "\n",
560         "# Parameters\n",
561         "r0 = 0.05                                   # threshold rainfall [mm/h]\n",
562         "rs = 8.0                                    # saturation rain intensity [mm/h]\n",
563         "Tr = 14.0                                   # time constant for rain wetting model [h]\n",
564         "S = 250                                     # saturation intensity [dimensionless]\n",
565         "T = 10.0                                    # time constant for wetting/drying\n",
566         "\n",
567         "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n",
568         "    # arguments:\n",
569         "    # m0         starting fuel moistureb (%s\n",
570         "    # Eqd        drying equilibrium      (%) \n",
571         "    # Eqw        wetting equilibrium     (%)\n",
572         "    # r          rain intensity          (mm/h)\n",
573         "    # t          time\n",
574         "    # partials = 0, 1, 2\n",
575         "    # returns: same as model_decay\n",
576         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
577         "    #              ==1: m1, dm1/dm0 \n",
578         "    #              ==2: m1, dm1/dm0, dm1/dE  \n",
579         "    \n",
580         "    if r > r0:\n",
581         "        # print('raining')\n",
582         "        E = S\n",
583         "        T1 =  (1.0 - np.exp(- (r - r0) / rs)) / Tr\n",
584         "    elif m0 <= Eqw: \n",
585         "        # print('wetting')\n",
586         "        E=Eqw\n",
587         "        T1 = 1.0/T\n",
588         "    elif m0 >= Eqd:\n",
589         "        # print('drying')\n",
590         "        E=Eqd\n",
591         "        T1 = 1.0/T\n",
592         "    else: # no change'\n",
593         "        E = m0\n",
594         "        T1=0.0\n",
595         "    exp_t = np.exp(-tlen*T1)\n",
596         "    m1 = E + (m0 - E)*exp_t  \n",
597         "    dm1_dm0 = exp_t\n",
598         "    dm1_dE = 1 - exp_t\n",
599         "    #if t>=933 and t < 940:\n",
600         "    #  print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n",
601         "    #        t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE)   \n",
602         "    if partials==0: \n",
603         "        return m1\n",
604         "    if partials==1:\n",
605         "        return m1, dm1_dm0\n",
606         "    if partials==2:\n",
607         "        return m1, dm1_dm0, dm1_dE\n",
608         "    raise('bad partials')"
609       ]
610     },
611     {
612       "cell_type": "markdown",
613       "metadata": {
614         "id": "JDLU3B_jV42l"
615       },
616       "source": [
617         "## 3. Methods"
618       ]
619     },
620     {
621       "cell_type": "markdown",
622       "metadata": {
623         "id": "hLPJT3FcA2a7"
624       },
625       "source": [
626         "### 3.1 Kalman filter demonstration on the simple model"
627       ]
628     },
629     {
630       "cell_type": "markdown",
631       "metadata": {
632         "id": "kIA3X8vluFdd"
633       },
634       "source": [
635         "We demonstrate the Kalman filter for this model on a simple artificial example. The model is solving the differential equation for one hour. The equilibrium $E$ is constant during the hour, but it changes over the day so that it is higher at night and lower during the day, with a 24-hour period.  First, we create the \"truth\" by choosing the equilibrium $E$ and solving the differential aquation every hour, with a small additive noise. The synthetic data is obtained as the values of the \"truth\", with random noise to simulate observation error."
636       ]
637     },
638     {
639       "cell_type": "markdown",
640       "metadata": {
641         "id": "bBv10PTiChhm"
642       },
643       "source": [
644         "#### 3.1.1 Creating synthetic data"
645       ]
646     },
647     {
648       "cell_type": "code",
649       "execution_count": null,
650       "metadata": {
651         "id": "-_pz-wXnCMnP",
652         "colab": {
653           "base_uri": "https://localhost:8080/",
654           "height": 313
655         },
656         "outputId": "572ef140-2db4-4aa7-c692-59f7f262ff06"
657       },
658       "outputs": [
659         {
660           "output_type": "execute_result",
661           "data": {
662             "text/plain": [
663               "<matplotlib.legend.Legend at 0x7f46e878cf10>"
664             ]
665           },
666           "metadata": {},
667           "execution_count": 5
668         },
669         {
670           "output_type": "display_data",
671           "data": {
672             "text/plain": [
673               "<Figure size 1152x288 with 1 Axes>"
674             ],
675             "image/png": "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\n"
676           },
677           "metadata": {
678             "needs_background": "light"
679           }
680         }
681       ],
682       "source": [
683         "import numpy as np, random\n",
684         "days = 20       \n",
685         "hours = days*24\n",
686         "h2 = int(hours/2)\n",
687         "hour = np.array(range(hours))\n",
688         "day = np.array(range(hours))/24.\n",
689         "\n",
690         "# artificial equilibrium data\n",
691         "E = np.power(np.sin(np.pi*day),4) # diurnal curve\n",
692         "E = 0.05+0.25*E\n",
693         "# FMC free run\n",
694         "m_f = np.zeros(hours)\n",
695         "m_f[0] = 0.1         # initial FMC\n",
696         "process_noise = 0.005\n",
697         "process_noise=0.\n",
698         "for t in range(hours-1):\n",
699         "  m_f[t+1] = max(0.,model_decay(m_f[t],E[t])  + random.gauss(0,process_noise) )\n",
700         "data = m_f + np.random.normal(loc=0,scale=0.02,size=hours)    \n",
701         "\n",
702         "%matplotlib inline\n",
703         "import matplotlib.pyplot as plt \n",
704         "# fig1, ax1 = plt.subplots()\n",
705         "\n",
706         "plt.figure(figsize=(16,4))\n",
707         "plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
708         "plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n",
709         "plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
710         "plt.title('Kalman filter example on artificial data')\n",
711         "plt.xlabel('Time (hours)')\n",
712         "plt.ylabel('Fuel moisture content (%)')\n",
713         "plt.legend()\n",
714         " "
715       ]
716     },
717     {
718       "cell_type": "markdown",
719       "metadata": {
720         "id": "z-3WLAEpD2yJ"
721       },
722       "source": [
723         "#### 3.1.2 Running the Kalman filter"
724       ]
725     },
726     {
727       "cell_type": "markdown",
728       "metadata": {
729         "id": "T4g-RrrYAlBD"
730       },
731       "source": [
732         "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."
733       ]
734     },
735     {
736       "cell_type": "code",
737       "execution_count": null,
738       "metadata": {
739         "id": "_-CjONZkD18n"
740       },
741       "outputs": [],
742       "source": [
743         "import numpy as np\n",
744         "import matplotlib.pyplot as plt \n",
745         "\n",
746         "# using global E, m_f\n",
747         "\n",
748         "def plot_m(m,Ec=None,title=None,):\n",
749         "  %matplotlib inline\n",
750         "  plt.figure(figsize=(16,4))\n",
751         "  plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
752         "  # print(len(hour),len(m_f))\n",
753         "  plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n",
754         "  plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n",
755         "  if m is not None:\n",
756         "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
757         "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
758         "  if Ec is not None:\n",
759         "    plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n",
760         "  if title is not None:\n",
761         "    plt.title(title) \n",
762         "  else:\n",
763         "    plt.title('Kalman filtering and forecast on artificial data')\n",
764         "  plt.xlabel('Time (hours)') \n",
765         "  plt.ylabel('Fuel moisture content (%)')\n",
766         "  plt.legend()\n",
767         "\n",
768         "def kf_example(DeltaE):\n",
769         "  h2 = int(hours/2)\n",
770         "  m = np.zeros(hours)\n",
771         "  m[0]=0.1             # background state  \n",
772         "  P = np.zeros(hours)\n",
773         "  P[0] = 0.03 # background state variance\n",
774         "  Q = np.array([0.02]) # process noise variance\n",
775         "  H = np.array([1.])   # all observed\n",
776         "  R = np.array([0.02]) # data variance\n",
777         "\n",
778         "  for t in range(h2):\n",
779         "    # use lambda construction to pass additional arguments to the model \n",
780         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n",
781         "                    d=data[t],H=H,R=R)\n",
782         "  for t in range(h2,hours - 1):\n",
783         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n",
784         "  return m, P\n",
785         " "
786       ]
787     },
788     {
789       "cell_type": "code",
790       "execution_count": null,
791       "metadata": {
792         "id": "d0EFhTPZAlBD",
793         "scrolled": true,
794         "colab": {
795           "base_uri": "https://localhost:8080/",
796           "height": 295
797         },
798         "outputId": "83bf9509-2359-44ac-b872-27856bd5e98c"
799       },
800       "outputs": [
801         {
802           "output_type": "display_data",
803           "data": {
804             "text/plain": [
805               "<Figure size 1152x288 with 1 Axes>"
806             ],
807             "image/png": "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\n"
808           },
809           "metadata": {
810             "needs_background": "light"
811           }
812         }
813       ],
814       "source": [
815         "DeltaE = 0.0          # bias\n",
816         "m, P = kf_example(DeltaE)\n",
817         "plot_m(m)\n"
818       ]
819     },
820     {
821       "cell_type": "markdown",
822       "metadata": {
823         "id": "vqyB2Yz3uCsD"
824       },
825       "source": [
826         "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. "
827       ]
828     },
829     {
830       "cell_type": "markdown",
831       "metadata": {
832         "id": "Dl7pBZ9B3Nox"
833       },
834       "source": [
835         "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."
836       ]
837     },
838     {
839       "cell_type": "code",
840       "execution_count": null,
841       "metadata": {
842         "id": "wRJgbmGLc91g",
843         "colab": {
844           "base_uri": "https://localhost:8080/",
845           "height": 313
846         },
847         "outputId": "944a1e10-209d-4ea3-9576-df11653ed20b"
848       },
849       "outputs": [
850         {
851           "output_type": "execute_result",
852           "data": {
853             "text/plain": [
854               "<matplotlib.legend.Legend at 0x7f46e7260ad0>"
855             ]
856           },
857           "metadata": {},
858           "execution_count": 8
859         },
860         {
861           "output_type": "display_data",
862           "data": {
863             "text/plain": [
864               "<Figure size 1152x288 with 1 Axes>"
865             ],
866 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\n"
867           },
868           "metadata": {
869             "needs_background": "light"
870           }
871         }
872       ],
873       "source": [
874         "%matplotlib inline\n",
875         "plt.figure(figsize=(16,4))\n",
876         "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n",
877         "plt.title('Kalman filtering and forecast on artificial data')\n",
878         "plt.xlabel('Time (hours)') \n",
879         "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n",
880         "plt.legend()"
881       ]
882     },
883     {
884       "cell_type": "markdown",
885       "metadata": {
886         "id": "Ccr-uKbmAlBE"
887       },
888       "source": [
889         "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."
890       ]
891     },
892     {
893       "cell_type": "code",
894       "execution_count": null,
895       "metadata": {
896         "id": "spMdGW8oAlBE",
897         "colab": {
898           "base_uri": "https://localhost:8080/",
899           "height": 295
900         },
901         "outputId": "c0859e11-c427-4844-fcf0-7da6f25d9692"
902       },
903       "outputs": [
904         {
905           "output_type": "display_data",
906           "data": {
907             "text/plain": [
908               "<Figure size 1152x288 with 1 Axes>"
909             ],
910             "image/png": "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\n"
911           },
912           "metadata": {
913             "needs_background": "light"
914           }
915         }
916       ],
917       "source": [
918         "DeltaE = -0.05\n",
919         "m, P = kf_example(DeltaE)\n",
920         "plot_m(m)"
921       ]
922     },
923     {
924       "cell_type": "code",
925       "source": [
926         "DeltaE = 0.05\n",
927         "m, P = kf_example(DeltaE)\n",
928         "plot_m(m)"
929       ],
930       "metadata": {
931         "id": "Z_INvPNGCmM2",
932         "colab": {
933           "base_uri": "https://localhost:8080/",
934           "height": 295
935         },
936         "outputId": "20f2799c-8144-4dad-9cbb-37ba81ad59fe"
937       },
938       "execution_count": null,
939       "outputs": [
940         {
941           "output_type": "display_data",
942           "data": {
943             "text/plain": [
944               "<Figure size 1152x288 with 1 Axes>"
945             ],
946             "image/png": "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\n"
947           },
948           "metadata": {
949             "needs_background": "light"
950           }
951         }
952       ]
953     },
954     {
955       "cell_type": "markdown",
956       "metadata": {
957         "id": "DQeF7J8T4j2i"
958       },
959       "source": [
960         "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."
961       ]
962     },
963     {
964       "cell_type": "markdown",
965       "metadata": {
966         "id": "-WMWCDz4DX45"
967       },
968       "source": [
969         "#### 3.2 Model with an augmented state"
970       ]
971     },
972     {
973       "cell_type": "markdown",
974       "metadata": {
975         "id": "jivOYEhiXMi5"
976       },
977       "source": [
978         "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n",
979         "generally does not agree with the data. We want to add a correction $\\Delta\n",
980         "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n",
981         "Because the Kalman filter identifies state, add the parameter to the state.\n",
982         "Define augmented state $u=\\left[\n",
983         "\\begin{array}\n",
984         "[c]{c}\n",
985         "m\\\\\n",
986         "\\Delta E\n",
987         "\\end{array}\n",
988         "\\right]  .$ Since $\\Delta E$ is constant in time, it satisfies the\n",
989         "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n",
990         "state $u$ governed by the\n",
991         "$$\n",
992         "\\frac{d}{dt}\\left[\n",
993         "\\begin{array}\n",
994         "[c]{c}\n",
995         "m\\\\\n",
996         "\\Delta E\n",
997         "\\end{array}\n",
998         "\\right]  =\\left[\n",
999         "\\begin{array}\n",
1000         "[c]{c}\n",
1001         "\\frac{E+\\Delta E-m(t)}{T}\\\\\n",
1002         "0\n",
1003         "\\end{array}\n",
1004         "\\right]  ,\n",
1005         "$$\n",
1006         "which we write as $\\frac{du}{dt}=F(u),$ where\n",
1007         "$$\n",
1008         "F(u)=\\left[\n",
1009         "\\begin{array}\n",
1010         "[c]{c}\n",
1011         "F_{1}\\left(  u\\right)  \\\\\n",
1012         "F_{2}\\left(  u\\right)\n",
1013         "\\end{array}\n",
1014         "\\right]  =F\\left(  \\left[\n",
1015         "\\begin{array}\n",
1016         "[c]{c}\n",
1017         "m\\\\\n",
1018         "\\Delta E\n",
1019         "\\end{array}\n",
1020         "\\right]  \\right)  =\\left[\n",
1021         "\\begin{array}\n",
1022         "[c]{c}\n",
1023         "\\left(  E+\\Delta E-m(t)\\right)  T_{1}\\\\\n",
1024         "0\n",
1025         "\\end{array}\n",
1026         "\\right]  ,\\quad T_{1}=\\frac{1}{T}.\n",
1027         "$$\n",
1028         "The Jacobian of $F$ is\n",
1029         "$$\n",
1030         "\\left[\n",
1031         "\\begin{array}\n",
1032         "[c]{cc}\n",
1033         "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n",
1034         "}\\\\\n",
1035         "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n",
1036         "\\end{array}\n",
1037         "\\right]  =\\left[\n",
1038         "\\begin{array}\n",
1039         "[c]{cc}\n",
1040         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1041         "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n",
1042         "{\\partial\\Delta E}\n",
1043         "\\end{array}\n",
1044         "\\right]  =\\left[\n",
1045         "\\begin{array}\n",
1046         "[c]{cc}\n",
1047         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1048         "0 & 1\n",
1049         "\\end{array}\n",
1050         "\\right]\n",
1051         "$$\n",
1052         "Here is a function that implements the augmented model $F$. The input is\n",
1053         "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$."
1054       ]
1055     },
1056     {
1057       "cell_type": "markdown",
1058       "metadata": {
1059         "id": "MJ1C_1Omc91s"
1060       },
1061       "source": [
1062         "\n",
1063         "Define augmented model function. Also, add use drying, wetting, and rain equilibria"
1064       ]
1065     },
1066     {
1067       "cell_type": "code",
1068       "execution_count": null,
1069       "metadata": {
1070         "id": "GHtAaGp9WSHT"
1071       },
1072       "outputs": [],
1073       "source": [
1074         "def model_augmented(u0,Ed,Ew,r,t):\n",
1075         "    # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n",
1076         "    # \n",
1077         "    m0, Ec = u0  # decompose state u0\n",
1078         "    # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n",
1079         "    # arguments:\n",
1080         "    # m0         starting fuel moistureb (1)\n",
1081         "    # Ed         drying equilibrium      (1) \n",
1082         "    # Ew         wetting equilibrium     (1)\n",
1083         "    # r          rain intensity          (mm/h)\n",
1084         "    # partials = 0, 1, 2\n",
1085         "    # returns: same as model_decay\n",
1086         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
1087         "    #              ==1: m1, dm0/dm0 \n",
1088         "    #              ==2: m1, dm1/dm0, dm1/dE \n",
1089         "    m1, dm1_dm0, dm1_dE  = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n",
1090         "    u1 = np.array([m1,Ec])   # dE is just copied\n",
1091         "    J =  np.array([[dm1_dm0, dm1_dE],\n",
1092         "                   [0.     ,     1.]])\n",
1093         "    return u1, J"
1094       ]
1095     },
1096     {
1097       "cell_type": "code",
1098       "execution_count": null,
1099       "metadata": {
1100         "id": "1No3g6HyAEh_"
1101       },
1102       "outputs": [],
1103       "source": [
1104         "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n",
1105         "  u = np.zeros((2,hours))\n",
1106         "  u[:,0]=[0.1,0.0]       # initialize,background state  \n",
1107         "  P = np.zeros((2,2,hours))\n",
1108         "  P[:,:,0] = np.array([[1e-3, 0.],\n",
1109         "                      [0.,  1e-3]]) # background state covariance\n",
1110         "  Q = np.array([[1e-3, 0.],\n",
1111         "                [0,  1e-3]]) # process noise covariance\n",
1112         "  H = np.array([[1., 0.]])  # first component observed\n",
1113         "  R = np.array([1e-3]) # data variance\n",
1114         "\n",
1115         "  # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n",
1116         "\n",
1117         "  # print('initial u=',u,'P=',P)\n",
1118         "  # print('Q=',Q,'H=',H,'R=',R)\n",
1119         "\n",
1120         "  for t in range(1,h2):\n",
1121         "      # use lambda construction to pass additional arguments to the model \n",
1122         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1123         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1124         "                                  Q,d[t],H=H,R=R)\n",
1125         "      # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n",
1126         "  for t in range(h2,hours):\n",
1127         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1128         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1129         "                                  Q*0.0)\n",
1130         "      # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n",
1131         "  return u"
1132       ]
1133     },
1134     {
1135       "cell_type": "code",
1136       "source": [
1137         "def augmented_example(DeltaE):\n",
1138         "  h2 = int(hours/2)\n",
1139         "  m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours)  # data, E, hours are global\n",
1140         "  return m, Ec"
1141       ],
1142       "metadata": {
1143         "id": "9vUv1Uc5OfPI"
1144       },
1145       "execution_count": null,
1146       "outputs": []
1147     },
1148     {
1149       "cell_type": "code",
1150       "source": [
1151         "m, Ec=augmented_example(0.1)\n",
1152         "plot_m(m, Ec)"
1153       ],
1154       "metadata": {
1155         "id": "QQnRlereDHbf",
1156         "colab": {
1157           "base_uri": "https://localhost:8080/",
1158           "height": 295
1159         },
1160         "outputId": "4d5c771d-a37a-4dab-bf5b-993835a65be7"
1161       },
1162       "execution_count": null,
1163       "outputs": [
1164         {
1165           "output_type": "display_data",
1166           "data": {
1167             "text/plain": [
1168               "<Figure size 1152x288 with 1 Axes>"
1169             ],
1170             "image/png": "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\n"
1171           },
1172           "metadata": {
1173             "needs_background": "light"
1174           }
1175         }
1176       ]
1177     },
1178     {
1179       "cell_type": "code",
1180       "source": [
1181         "m, Ec=augmented_example(0.0)\n",
1182         "plot_m(m, Ec)"
1183       ],
1184       "metadata": {
1185         "id": "ZOC6bplsIRCx",
1186         "colab": {
1187           "base_uri": "https://localhost:8080/",
1188           "height": 295
1189         },
1190         "outputId": "15665acf-b431-4bbc-da60-65a587fc2bcc"
1191       },
1192       "execution_count": null,
1193       "outputs": [
1194         {
1195           "output_type": "display_data",
1196           "data": {
1197             "text/plain": [
1198               "<Figure size 1152x288 with 1 Axes>"
1199             ],
1200 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\n"
1201           },
1202           "metadata": {
1203             "needs_background": "light"
1204           }
1205         }
1206       ]
1207     },
1208     {
1209       "cell_type": "code",
1210       "source": [
1211         "m, Ec=augmented_example(-0.1)\n",
1212         "plot_m(m, Ec)"
1213       ],
1214       "metadata": {
1215         "id": "xuMx41fXIejB",
1216         "colab": {
1217           "base_uri": "https://localhost:8080/",
1218           "height": 295
1219         },
1220         "outputId": "c47fbf9a-1a85-4340-ab70-41ae904d1ef0"
1221       },
1222       "execution_count": null,
1223       "outputs": [
1224         {
1225           "output_type": "display_data",
1226           "data": {
1227             "text/plain": [
1228               "<Figure size 1152x288 with 1 Axes>"
1229             ],
1230             "image/png": "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\n"
1231           },
1232           "metadata": {
1233             "needs_background": "light"
1234           }
1235         }
1236       ]
1237     },
1238     {
1239       "cell_type": "markdown",
1240       "source": [
1241         "## From Kalman filter to neural networks"
1242       ],
1243       "metadata": {
1244         "id": "ejlc1sbENm6R"
1245       }
1246     },
1247     {
1248       "cell_type": "markdown",
1249       "source": [
1250         "In the Kalman filter, at each time step $k$,\n",
1251         "\n",
1252         "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n",
1253         "* 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",
1254         "* 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",
1255         "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n",
1256         "\n",
1257         "Here, the state consists of \n",
1258         "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n",
1259         "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n",
1260         "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",
1261         "\n",
1262         "\n",
1263         "This can be understood as:\n",
1264         "\n",
1265         "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n",
1266         "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n",
1267         "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n",
1268         "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n",
1269         "* training consists of fitting the hidden state to minimize a loss function\n",
1270         "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n",
1271         "\n",
1272         "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"
1273       ],
1274       "metadata": {
1275         "id": "6zeGArbmNkAW"
1276       }
1277     },
1278     {
1279       "cell_type": "markdown",
1280       "source": [
1281         "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",
1282         "\n",
1283         "We'll start by how to evaluate the map, then actually create it later.\n",
1284         "\n",
1285         "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n"
1286       ],
1287       "metadata": {
1288         "id": "svt8wUAsSA67"
1289       }
1290     },
1291     {
1292       "cell_type": "code",
1293       "source": [
1294         "import numpy as np\n",
1295         "import tensorflow as tf\n",
1296         "from tensorflow.keras.models import Sequential\n",
1297         "from tensorflow.keras.layers import Dense, SimpleRNN, LSTM\n",
1298         "from keras.utils.vis_utils import plot_model\n",
1299         "from sklearn.preprocessing import MinMaxScaler\n",
1300         "from sklearn.metrics import mean_squared_error\n",
1301         "import math\n",
1302         "def create_RNN(hidden_units, dense_units, input_shape, activation):\n",
1303         "    model = Sequential()\n",
1304         "    model.add(SimpleRNN(hidden_units, input_shape=input_shape, \n",
1305         "                        activation=activation[0]))\n",
1306         "    # model.add(LSTM(hidden_units, input_shape=input_shape))\n",
1307         "    model.add(Dense(units=dense_units, activation=activation[1]))\n",
1308         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1309         "    return model\n",
1310         "\n",
1311         "hidden=5\n",
1312         "features=2\n",
1313         "timesteps=3\n",
1314         "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n",
1315         "                        input_shape=(timesteps,features), \n",
1316         "                        activation=['linear', 'linear'])\n",
1317         "print(demo_model.summary())\n",
1318         "w = demo_model.get_weights()\n",
1319         "#print(len(w),' weight arrays:',w)\n",
1320         "wname=('wx','wh','bh','wy','by','wz','bz')\n",
1321         "for i in range(len(w)):\n",
1322         "  print(i,':',wname[i],'shape=',w[i].shape)\n",
1323         "wx, wh, bh, wy, by = w\n",
1324         "plot_model(demo_model, to_file='model_plot.png', \n",
1325         "  show_shapes=True, show_layer_names=True,\n",
1326         "  expand_nested=True,)"
1327       ],
1328       "metadata": {
1329         "id": "pcIU5lWhVEAy",
1330         "colab": {
1331           "base_uri": "https://localhost:8080/",
1332           "height": 651
1333         },
1334         "outputId": "f0430e9b-d6ba-4123-b60d-065f1e9c5ec4"
1335       },
1336       "execution_count": null,
1337       "outputs": [
1338         {
1339           "output_type": "stream",
1340           "name": "stdout",
1341           "text": [
1342             "Model: \"sequential\"\n",
1343             "_________________________________________________________________\n",
1344             " Layer (type)                Output Shape              Param #   \n",
1345             "=================================================================\n",
1346             " simple_rnn (SimpleRNN)      (None, 5)                 40        \n",
1347             "                                                                 \n",
1348             " dense (Dense)               (None, 1)                 6         \n",
1349             "                                                                 \n",
1350             "=================================================================\n",
1351             "Total params: 46\n",
1352             "Trainable params: 46\n",
1353             "Non-trainable params: 0\n",
1354             "_________________________________________________________________\n",
1355             "None\n",
1356             "0 : wx shape= (2, 5)\n",
1357             "1 : wh shape= (5, 5)\n",
1358             "2 : bh shape= (5,)\n",
1359             "3 : wy shape= (5, 1)\n",
1360             "4 : by shape= (1,)\n"
1361           ]
1362         },
1363         {
1364           "output_type": "execute_result",
1365           "data": {
1366             "text/plain": [
1367               "<IPython.core.display.Image object>"
1368             ],
1369             "image/png": "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\n"
1370           },
1371           "metadata": {},
1372           "execution_count": 17
1373         }
1374       ]
1375     },
1376     {
1377       "cell_type": "markdown",
1378       "source": [
1379         "The input layer hereis just a formality and only copies input to output. 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",
1380         "\n",
1381         "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",
1382         "<img src=\"https://machinelearningmastery.com/wp-content/uploads/2021/09/rnnCode1.png\">"
1383       ],
1384       "metadata": {
1385         "id": "uFVQdXL0fODX"
1386       }
1387     },
1388     {
1389       "cell_type": "markdown",
1390       "source": [
1391         "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",
1392         "\\begin{align*}\n",
1393         "h\\left(  0\\right)  = &0  \\\\\n",
1394         "h\\left(  k+1\\right)  =& \n",
1395         "x\\left(  k\\right) w_{x}\n",
1396         "  +h(k) w_{h}  + b_{h}\\\\\n",
1397         "o(k+1)=& h(k+1)w_{y} + b_y\n",
1398         "\\end{align*}"
1399       ],
1400       "metadata": {
1401         "id": "TcxvQPo1hYip"
1402       }
1403     },
1404     {
1405       "cell_type": "code",
1406       "source": [
1407         "# Reshape the input to sample_size x time_steps x features \n",
1408         "x = tf.reshape(tf.range(timesteps*features),[1,timesteps,features]) \n",
1409         "# print('test input x=',x)\n",
1410         "y_pred_model = demo_model.predict(x)\n",
1411         "\n",
1412         "h_0 = np.zeros(hidden)\n",
1413         "h_1 = np.dot(x[0,0,:], wx) + np.dot(h_0,wh) + bh\n",
1414         "h_2 = np.dot(x[0,1,:], wx) + np.dot(h_1,wh) + bh\n",
1415         "h_3 = np.dot(x[0,2,:], wx) + np.dot(h_2,wh) + bh\n",
1416         "o3 = np.dot(h_3, wy) + by\n",
1417         "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n",
1418         "\n",
1419         "print(\"Prediction from network \", y_pred_model)\n",
1420         "print(\"Prediction from our computation \", o3)"
1421       ],
1422       "metadata": {
1423         "id": "fqL5TEfpml7q",
1424         "colab": {
1425           "base_uri": "https://localhost:8080/"
1426         },
1427         "outputId": "7f93fbb4-fef2-4617-ee95-d6f7d7c5b972"
1428       },
1429       "execution_count": null,
1430       "outputs": [
1431         {
1432           "output_type": "stream",
1433           "name": "stdout",
1434           "text": [
1435             "Prediction from network  [[3.7000299]]\n",
1436             "Prediction from our computation  [3.70002952]\n"
1437           ]
1438         }
1439       ]
1440     },
1441     {
1442       "cell_type": "code",
1443       "source": [
1444         "plot_m(None,title='Artificial data')"
1445       ],
1446       "metadata": {
1447         "id": "BG1iEX1kfYnu",
1448         "colab": {
1449           "base_uri": "https://localhost:8080/",
1450           "height": 295
1451         },
1452         "outputId": "697c48a6-1602-4807-f4a2-1b94a621192b"
1453       },
1454       "execution_count": null,
1455       "outputs": [
1456         {
1457           "output_type": "display_data",
1458           "data": {
1459             "text/plain": [
1460               "<Figure size 1152x288 with 1 Axes>"
1461             ],
1462             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7oAAAEWCAYAAABIRevRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3gUVReHfzeFhJaEJh1BQIEICUWKSBNURAVREBQ+wYaiqKCi2BCxoaAiiqggohIELCAqiIAUaUKQ0EMnEJAWCYGE9Pv9cXaS2c20lezcG7zv8+yz2Zm7uydzdmbuuacxzjkUCoVCoVAoFAqFQqG4VAgSLYBCoVAoFAqFQqFQKBTFiTJ0FQqFQqFQKBQKhUJxSaEMXYVCoVAoFAqFQqFQXFIoQ1ehUCgUCoVCoVAoFJcUytBVKBQKhUKhUCgUCsUlhTJ0FQqFQqFQKBQKhUJxSaEMXYVCoVAoAgxjbAdjrLPnb8YY+4IxdoYxtoEx1oExttvBZwxgjP3m8PvGMMZm+iEfZ4w1cDpeoVAoFArZCREtgEKhUCgUssMYWwEgBkA1znmWzdgZAJI55y9p2zjn0boh1wG4AUAtznm6Z9tVdjJwzuMAxPknefHCGKsL4CCAUM55rkhZFAqFQqGwQnl0FQqFQqGwwGPcdQDAAfS0GRvs4CMvB3BIZ+QqFAqFQqEoZpShq1AoFAqFNfcCWA9gBoBB+h2MsRmMsSmMsYWMsXQADwAYAOBZxth5xthPnnGHGGPdGGMPAJgGoJ1n/6uMsc6MsWTdZ9ZmjP3AGDvFGEthjH3k2T6YMbZaN+4DxtgRxlgaY2wTY6yD03+IMTaSMfY3Y+wYY+x+n323MMY2ez73CGNsjG73Ks9zqkf+doyx+oyx3z2ynmaMxTHGopzKolAoFApFIFCGrkKhUCgU1twLChmOA3ATY6yqz/57ALwBoDyArzzj3uGcl+Oc36YfyDn/HMAjANZ59r+i3+/xCP8MIAlAXQA1Acw2kWsjgFgAFQHMAvAtYyzc7p9hjHUH8AwofLohgG4+Q9I9/3MUgFsADGWM3e7Z19HzHOWRfx0ABuAtADUANAZQG8AYOzkUCoVCoQgkytBVKBQKhcIExth1oFDjuZzzTQD2gwxbPT9yztdwzvM555kX+ZWtQQbjSM55Ouc8k3O+2mgg53wm5zyFc57LOX8XQBgc5PoCuAvAF5zz7Z7w6TE+n7uCc77N8/9sBfANgE5mH8Y538c5X8I5z+KcnwLwntV4hUKhUCjcQBm6CoVCoVCYMwjAb5zz057Xs+ATvgzgSDF+X20ASU4KPTHGnmGM7WKMnWWMpQKIBFDZwXfUgLfMST6f24YxttwTOn0W5IE2/VzGWFXG2GzG2FHGWBqAmQ7lUCgUCoUiYChDV6FQKBQKAxhjpUHez06MseOMseMARgCIYYzF6IZyn7f6vvaHIwDqMMYsuyJ48nGf9chXgXMeBeAsKIzYjr9BBrVGHZ/9swAsAFCbcx4J4BPd5xr9b296tjflnEcAGOhQDoVCoVAoAoYydBUKhUKhMOZ2AHkAmoByYWNBOah/gHJYzTgB4Ip/+Z0bQIboOMZYWcZYOGOsvcG48gByAZwCEMIYGw0gwuF3zAUwmDHWhDFWBsArPvvLA/iHc57JGGsN71DtUwDy4f3/lQdwHsBZxlhNACMdyqFQKBQKRcBQhq5CoVAoFMYMAuWyHuacH9ceAD4CMMDC6/o5gCaMsVTG2Hx/vpBzngfgNgANABwGkAygn8HQxQB+BbAHFHqcCYch1JzzRQAmAvgdwD7Ps55HAYxljJ0DMBpkGGvvzQAV3lrj+f/aAngVQAuQR/kXAD84kUOhUCgUikDCOL+YCCuFQqFQKBQKhUKhUCjkQnl0FQqFQqFQKBQKhUJxSaEMXYVCoVAoFAqFQqFQXFIoQ1ehUCgUCoVCoVAoFJcUytBVKBQKhUKhUCgUCsUlhWWfvpJE5cqVed26dUWLoVAoFAqFQqFQKBSKALBp06bTnPMqTsZeMoZu3bp1ER8fL1oMhUKhUCgUCoVCoVAEAMZYktOxKnRZoVAoFAqFQqFQKBSXFMrQVSgUCoVCoVAoFArFJYUydBUKhUKhUCgUCoVCcUlxyeToGpGTk4Pk5GRkZmaKFkUhKeHh4ahVqxZCQ0NFi6JQKBQKhUKhUCiKiUva0E1OTkb58uVRt25dMMZEi6OQDM45UlJSkJycjHr16okWR6FQKBQKhUKhUBQTAQ1dZox1Z4ztZoztY4yNMtj/CGNsG2MsgTG2mjHWRLfvec/7djPGbvo335+ZmYlKlSopI1dhCGMMlSpVUh5/hUKhUCgUCoXiEiNghi5jLBjAZAA3A2gC4G69IethFue8Kec8FsA7AN7zvLcJgP4AogF0B/Cx5/P+jRz/8j9Q/BdQvw+FQqFQKBQKheLSI5Ae3dYA9nHOD3DOswHMBtBLP4BznqZ7WRYA9/zdC8BsznkW5/wggH2ez1No5OYCp08DnNuPFUV6OnDunGgprElJAfLyREthTmoq8MUXcut540Zg9WrRUlgzaxZw8qRoKcxRei4eZNezQqG4dEhNBWbMUNfti0X267a6P5doAmno1gRwRPc62bPNC8bYY4yx/SCP7hN+vncIYyyeMRZ/6tSpYhO8OAkODkZsbGzBY9y4cY7eN2PGDFSpUsXrvTt37iwccPgwcOgQGZM2LFiwoOB7x4wZgwkTJgAARo8ejaVLlwIA6tati9OnT/v1Wbbs2gXs3v2vLg5O5HnzzTf9/lwvMjOBgwdpwUBWhg0D7r8fWL9etCTmtG4NdOgg701gzx5gwADgnntES2KO0vPFk5VFeh4xQrQk5uzdC9x+O7B5s2hJzPnnH2DBAtFS2CPr77CksGwZcPasaCnM2bcP6N+f5hGy8uqrwH33AWlp9mNFoV23ZaUk3J8fe0zdn0swwtsLcc4nc87rA3gOwEt+vvczznkrznmrKlWqBEbAi6R06dJISEgoeIwaVSRV2ZR+/fp5vbdJE13kd0YGPV+4YPs5PXv2NPzesWPHolu3bo7lyc3NNf2sIuTkFP6dleX4O/zhog1d7eYUIPmKhYQEel65UqwcZuhXYQ8cECeHFX//Tc8bN4qVw4pBg+hZVj0DwEcf0bOseg4LAzp1AhITRUtiTkQE8OOPwOLFoiUxJisL+OoroFcvefW8ahVw1VVAx46iJTHnjjuAWrWAhQtFS2LMyZNAt27Au+8WziVk47ffgDlzAJk7IiQkALGxQGSkaEmM0e7PFztXCiTLltHzY4+JlcMKbWHy/HmxcphREuZhAgmkoXsUQG3d61qebWbMBnD7v3zvfwbOOYY99hiuuuUWdBs+HD0GDcJ3330HwNsLGh8fj86dOwMg7/CwYcOKfNbgwYML3gsA77zzDpo2bYrWrVtj3759BWMeeeQRtGnTBs8++6zXZ/m+v1y5cgCAFStWoFPnzuj19NO44o47MGr0aMTFxaF169Zo2rQp9u/fX0SWlJQU3HjjjYiOjsaDDz4IrluVuv3229GyZUtER0fjs88+AwCMGjUKFy5cQGxsLAYMGGA6zhLNG16qlLdhLhM330zPHs+7dFSqBHz5Jf2t3bBko1MnYOxYCqNPSREtjTE33AA0bSrvMQRoYgzIK+P27cB119GkREY9Z2QAL3nWcmU9n+fPL/SIyyrjBx+QF2jNGnn1/MsvwNGjwHvviZbGmN9/p+fXXgNmzhQrixnadWbMGHn1vHYt0LYtsGGDaGmM0fTctatYOaxYuhSoU4ciXWQkIwPYvx945hm6T8uIpudPPwVUB5EiBNLQ3QigIWOsHmOsFKi4lFc8FGOsoe7lLQD2ev5eAKA/YyyMMVYPQEMAF38l6dy56OPjj2lfRobx/hkzaP/p00X3OUAzxrTHnDlzAAAjRozw2m4U2jxnzhyvfRcuXMC8efOwOzERO+fNw1fTpmHt2rUXd0x0REZGYtu2bRg2bBiGDx9esD05ORlr167Fe37ctLfs2IFP3nsPu/bswddxcdizZw82bNiABx98EB9++GGR8a+++iquu+467NixA71798bhw4cL9k2fPh2bNm1CfHw8Jk2ahJSUFIwbN67AWx4XF2c6zpK6dYFmzYBq1eRdNR4/Hli3Dpg2TbQkxgQHA//7H9CnD1C5smhpisI5kJ9PN3rO5Qw9SkwEfv2VPFSrV1NIvWy88ALw4YdAzZpyGkB5eRS2NW8e6Xn5ctESFWXNGjqPGzemv2XU89Kl5J2qVk3OBY28PNJto0by6nn1aiA7m/S8erWjqCvXWbas5Og5Lk5uPa9YQYupMp7Pmp6//BIYOlS0NEXJyyMjrVMnSpf46y/REhVlwwbSc9euVBtHxpoupUvTQvQDDwBBwgN1pSNgR4RzngtgGIDFAHYBmMs538EYG8sY6+kZNowxtoMxlgDgKQCDPO/dAWAugJ0AfgXwGOdcwl+XPb6hy/369QMAvP/++17bjUKbfUOXS5cujVWrVuHuAQMQ3Lw5atSti+tbty62G+ndd99d8Lxu3bqC7X379kVwsH9Fr6+55hpUb9kSYcHBqF+nDm70rIQ1bdoUhw4dKjJ+1apVGDhwIADglltuQYUKFQr2TZo0CTExMWjbti2OHDmCvXv3Fnm/P+MKYIy8uYCcF69jx0iutm3JKJeR0aPpRvDttxSuJxt//QVUrUo3quRk4JZbREtUlC++AHr2pOP36qtyRhfMnk0eqm7d5PSubN5MBUOefRYoX15OY3zpUlpQGzOGJsXFuEhZbCxbRou4N95If+fni5bIm82bgTNngOefl1fPy5aRnl95hULBZdTz0qVAly7y6jkhoVDP5crJrWeZz+cjR0jP58/TPVo2PWdlAU8/TTm6AwcCTiLx3KZzZwoHLleOFvNlTC/q1QtYsgTYtAkYPlw+PQsmJJAfzjlfCGChz7bRur+ftHjvGwDeKFaBVqww31emjPX+ypWt9/vJiBEjsNxglbJ///7OcmAZo4tsbm5Bjk1ISAjyPT/wf9MbVt9qR/932bJlDcfrvy8/Px/Z2dm0IzcXYcHBdLKlpSEoOxthnvcEBQUhNzfXsUwrVqzA0qVLsW7dOpQpUwadO3c2/N+cjivg9GkKXa5Th26oMTEU+igTPXsCVaoAixZRZEHp0oBnoUQKDh6k0LfLLgPatKGc5/x8ICpKtGSFLF1Kum7UiLwXMrJsGdCuHXD99fSQjQMHSNdPPUVeAT8XvVxB80p17w58/TXpWzY0Pd98M50vsi1o6PUcGUm5utu20bVRFjQ933QTeYFk9EYuW0aLkz160LmybJlcoaMHDlAhy6efLtTz1q2UayoLZ89SKseNN5KhIaOeBw0iGfV6lu36/euvZEzOnSunnsuUKUznkFXPAIUDV65MCway6Tk9neyBMmWo+OsHHwCDB8ulZ8EoH7cgnHh0jeh43XWY8/nnyEtJwd8nT2L5pk0FITN169bFpk2bAADff/+93zJpYdVz5sxBu3btbMfrv2/BggXI0SZu6en0yMqiVXdtm9X/1bEjZs2aBQBYtGgRzpw5AwA4e/YsKlSogDJlyiAxMRHrdaGnoaGhBd9pNc6QM2coZ5Mxuknt2EEeK1lISyNvZNu29HrqVGDSJLEy+aKtbF5/PRmTFSsWhvrLwsqVQJMmZORu2UJe02PHREtViKZn7cZ5+DAQHy9WJl/0epbRyAVIxuho8t736kXFimRCr+fy5SmE/qabREvljV7PPXvSpKlZM7Ey+bJuXaGeBw2iSq1+LJwGHM7JOBs8mPTctq18Fbbr1SODp1+/QgO8GBfxi4XrrycZq1UjGfftk+u6DdB9ZeBA0nObNvIdQ42wMHn1vGtXYbFIGfWclgbcfTd5SmXV89y5QIUKQFJSoZ5l9DoLRBm6AcY3R9efqsu+Obpr165F7x490LBmTTRp0wb33nsv2rVoUXCjf+WVV/Dkk0+iVatWfocaA8CZM2fQrFkzfPDBB3j//fdtxz/00ENYuXIlYmJisG7dukLPr2bwhoVRaDBjtt6LV155BatWrUJ0dDR++OEH1KlTBwDQvXt35ObmonHjxhg1ahTaaoYfgCFDhqBZs2YYMGCA5ThDsrOB8HD6W8vP1eUFCyc5mSZN2oT9yivlkg+gCysANGxIq53h4fLJePhw4TE8doxyODW5ZcBXz6+8AvTuLVYmXzSdNvSUVOjeHXDaYswtDh+mcwSgRZeZM+VauPrnH6B+ffIAyUqLFsA775CeIyPpeOoie6Rg3rzChaA+fSjUPySggWn+wRhVuL3/fnq9ahVF5MgEY/Q7rFIFqFGD6pR06SJaKnOaNqWHTK2QUlKAH34AtLaWMt6fP/uMrtX5+aTnsmXlk7FvX2qtBxRev2WSMTmZ0na0NDgZ9Xz4MM2va9SQV8+i4ZxfEo+WLVtyX3bu3FlkW4nn7FnON26kZ875oD59+LfjxnGeny9YMB2HDnG+eXPh661bOd+/X5w8RmzeTHJyzncmJHAOcD5vnmChdPz+O8n0++/0etQozkNDOc/LEyuXnqFDOa9cufD1FVdwfvfd4uQxolIlkpNzzjdtUnr+N0ybxvlttxW+llHPf/zB+YYN9LeMevbl7bc5j4qS67rty2efcf7116KlMCc/n/MzZzg/d060JIVkZnJ+4YJoKaz58Uc6p2Xmyis5f/VV0VKYs2wZXWOWL6fX27dz/uefQkUqwiOPeN+fBw/m/JNPxMljhP7+HB8v33XbV8/PPUf3Z5mu2756vuIKzu+5R5w8LgEgnju0D5VHt6ShhWlpXsiQEPKkyZR8npPjXcU4NFSufLT8fDqOmoya9/v4cXEy+aLJouWVVq1Kx9AT0i0F//zjnfdarRpw4oQ4eXzhnEIItbY4mqwy6bldO6q63Lo1va5WTT49P/AAVcTUkE3PALUVuuYa+lvTs2wy6gkLo+JZMul5924qXqMxYwYVSpOF7GwKV9by+I4do5A9mdrj/PAD1VLQejmvWAHcdRfpWhZmzAAmTix8feCAXNVus7OpfZTMaNcW7VoTHV14DZeFEye8789ffAE8/LA4eXzJzibPuCbj1VeTJ1KmgpG+eu7WjQoeyjSf9dVz9epyVnoXiDJ0SxraCeYx0mZ88w36PPmkXLlzOTne4WR168pVNTgvjxYHtIrLQUHAvfdSaKEsNG8OvPsuUNvTTlq7kOkbg4tm9mzvfNJq1eQyIhkDJkworAZdpQptk0nG8HAKW9bC/qtWpWeZjTTZ9JyWRhVFtdyuKlXoWSYZv/6aJkmewoEFepZJxvvuKwy5BeTT88mTVFBH68N+2WX0LJOMmix6/ep/mzJw/Lj3xHjkSLr/yYJ2j9NkzM+n1mEGbQmF4avnv/+m36YWyiwDvnqWDV89h4XRfEemVo++Dodu3YDXXy+cO8qAr55XraIFN0UBytAtaYSEABERchm2vtSpQ/02NcLD6SImC6GhtHqo9X1ljPrMydQMvFEjqn5arhy97t2bVukaNxYrly96vd57LzBihDhZfMnOLjQsANK7bHmHixYBkycXvpbR69yiBU2GNWQzgPbsIa/Zxo30OjSUzm2ZZNy+HfjjD/L2AXLq+fjxwok7IJ/n3te7oulZJhmPH6dJsFZ5vqToWTb5gMJjFxREHvKdO8XJ5IuvnnfvpmiDbdvEyqXHV88vvQTUqiVOHl98FwsAWsyYO1eMPEZkZVHUSGQkveacvNA2xVVdZfBg+u1pqD66RVBHpKRRqZL3ZD0riy6u//wjVi49ZcsWGmgAGRvHj8sVXu0L53I1fN+zh1p9aISFFRbPkgHOyQP000+F23r1Ah58UJxMvixZQr/FDRsKtyUmUsEnWZgzhwoAaTRrBnz3HS3EyADnNInjvHBbbCyFCctyPvsaQNrfsk3eq1YtvG7LZgBxXtQzULUqTeq0tnGiMZoYKz37h5Geq1WTS88l4XzWwkV99SzTokvDht7F78LCqECfLHq+/HKKdNFSTgAqoPXNN+Jk8mXUKJpba3revZsW1/SpPKIZMoSqf2ssWgTceac8epYAZeiWdIKDydiV5Uedn08Xhqyswm3p6VS9TpY2EGfO0AVLn2dx661yVZ584gnvnrnZ2dQI/JdfxMmk59w5yvXSctEA8jjv2iXPgoHRxFg2fFfdK1akm5QWlima8+dpoUov40MPUX9GWVaOfT1AAHkF9J5y0fjmUdWoQQtFnurywjl/ns5fX+MCkCcc00jPshpAGrIZuufOmetZlrSYSpWA/v0L03YA+fT86quAvoWjbHoGgMWLgeeeK3ytXcNl0XOVKmSg1ahRuE02PfsiW8pJTg71xNbPt48codBlWfQsAZLMVBSOSUz0bo8SHEyrTbIYkdnZVNzi/PnCbVrOhSwJ/JmZdMPXh39XrCjPxQsouuoeGgp88ok8/dGMVt2XLKHegtu3i5HJF01G39Cou+4SI48RRnlUK1bIUxzGyLiQDaMFjcaNvSdQovHVc0QEMH06FdGSASM933svTaD0aSgiycykXpZ6PT/8MPDYY+Jk8uWee7wL/kRGehtsoilfntr06GWUbfLeti159apXL9xWtao88gHkjWzVqvB1ZCSFMsskoy+yGeOJicCaNd7bZDN0H3kE0LfajIqSS88HD1Jf7G+/Ldwmm54lQBm6JY2sLO8wQsbkqmrsUyzL62+ZZAwO9vZIaRdY/bEVie/EmDG5bvZm3hX9PtEcP043Jn3I9+HDwM8/y6tngPJtPvhAjDy+GOl5507giivIqysDRnqOj6eQcFn03KABFZjTw7k81TGrVAFmzaKiPxr6gn0y8NhjVHhMr+c+fbzD9kRz771UpVyDMbrmPPWUOJn0MEaLLOXLF25r04b6E19xhTi59OTlFd3WqlXR80ckn31WWBMAoOMqU077+vVUCXrTpsJtsoVXT55MkXR6qlYl+WS5bs+fT1FqGpqeZZnjGDkcSkJBS5dRhq6kZGVloVu3boiNjcWcOXNoI+dFW/cAQGgoEhMT0a5dO4SFhWHChAleu3/99VdcddVVaNCgAcaNG2f4fStWrMCtvhcdAxITExEbG4vmzZtjv1b9Uo9mzOqrLmt/5+RgzJgxReQDgPnz52Pnvyg2cejQIcyaNavg9YwZMzBMa0BuhtExrFat0NMrmrw8Chf0NYBkupFaGboyyegbtly1KhkXMunZV0aZbqQREcCAAd6T4LJlaSU5OVmcXHpGjaIwPT0rVlDYXlqaEJGK8N13FO6op0MHKjInA1FRwN13k6dK49w5SqH4/XdxctmRnk4RJDKk7uTnU0VoWVI3jNiwgdqjpKQUbqtaFbj9dopqkoG77y7aqmf4cHkqyeblAUOHetenACg38u23xcjky5EjtCCpX6i6/HKqoSFLdI7RIq82D9NHBIrCah4my/25JDgcJEAZupKyefNmAEBCQgL6abmavj10NSIjUbFGDUyaNAnPPPOM1668vDw89thjWLRoEXbu3IlvvvnmXxmUGvPnz0efPn2wefNm1Ddqx2Pl0bUIr7YydHMt3udr6DrCyNCVKXzr9GmaNMl8gc3MpHAtvZEmW7uPPn1ogqRHpptAcDCFEeorGgNy6TkmhvqU6s912VaMa9YsOjGWbdHFiEqV5NHzvn3UlkLvTQsNpVD/devEyaXnqaeAN97w3jZvHhXcOXRIiEhenDxJnvvPP/fePm6cd1VUkfz5JzB+fNFCcosXA1u3ipHJl+PHC9utycipU8b35yZN5KkHYWQAVa0KTJ0KtGwpRiZfjAzdYcNo0UofcSAKMz0PH051KmTAKG2nalUK+5elWKQE/GcM3eHDgc6di/fhO4f25dChQ2jUqBEGDx6MK6+8EgMGDMDSpUvRvn17NGzYEBv01WB1nDx5EgMHDsTGjRsRGxtb6Dk1MiIBoEYNXBYTg2uuuQahPvs2bNiABg0a4IorrkCpUqXQv39//Pjjj4bfe/78efTp0weNGjXCgAEDwH3CRxYuXIiJEydiypQp6NKlCw4dOoSrddVhJ0yYgDGeFc39SUno3r07WrZsiQ6dOiGxVCnTm8DatWuxYMECjBw5suD/7dy5M4YPH45WrVrhgw8+wODBg/Hdd98VvKecp6rzqFGj8McffyA2Nhbve3Ipjh07hu7du6Nhw4Z49tlni35hWBhQpoz3tubNgRde8K4WLYpy5aga7403em+vXl2e8O///Q9ITfUumhQeTp4hWSbvd91FOTZ6ZDJ0AdJ1RIT3Npk890ZhhLLpefp041wvQA4Zd+ygdmG++fUyLWjMmAFcf7136y3Z9Pzzz0Xbt8ikZ7N89oMHi0YciOL4cVpgq1TJe3v//mQEyYBRJM6GDeSR9D3PRWBU+wEg2fT5nCIx03N+vnfLPZGcOFH0GIaHe0cDisQoLBigiIM+fdyXxwgjPYeHU99uWYxxCfjPGLqi2LdvH55++mkkJiYiMTERs2bNwurVqzFhwgS8+eabhu+57LLLMG3aNHTo0AEJCQmoX78+RowYgdh27RB7772I7dQJsbGxiI2NLQxF5twwr+Ho0aOorSuGUatWLRw9etTwezdv3oyJEydi586dOHDgANb43FR69OiBRx55BCNGjMDy5cuN/+GyZYFGjTDk4Yfx4YcfYtOmTZgwYQIeHT7ctErrtddei549e2L8+PEF/y8AZGdnIz4+Hk8//bTxdwEYN25cwXEa4enhmpCQgDlz5mDbtm2YM2cOjhw54v2mevWKFgiJjiZvgQwFbMqWJSOtQQPv7VOmyNVL0IiPPqJQVxnYu7dov7tatchLKUMO0NatwDPP0E1JT9WqtJpsZGS6zZAh1M7MF5mMtOHDi/ZelMkASk6mKu++E7hq1eTR8/HjtGjle42WSc++FY0BufRsNjGW6Xw+cUJ+PRt5+sqUoVxnk7mLq5gtaCxeTNdzGfRsdj7HxMgTXWCk51OngEcfBdauFSOTnqwsatHk23s4LQ3YskUOPd92GzBpkjwdECRFkqWTwDNxopjvrVevHpp6eplFR0eja9euYIyhadOmOORHuNX7ViuFp09TJeZmzS5K1tatW6OW56SOjY3FoUOHcJ2/VUGDg3Ee5KXt27dvweasjAy/vZQf4jwAACAASURBVFT99O11/KBr166I9DT4btKkCZKSkryMfUM4p7ZDjFGDcJEcPEiheO3be+fY6L0tonnhBXr2XayRxcjNyCAD7c03geefL9zeqBGQkCBOLj0JCcC771K+l5777wduuUWMTL6cOGEc5dCrl/jzBCA9nztnbgDJ4Bk3mxhXq0YeFqM8MLcxmnQC8hhAGRk0wTTKuQfkkFHp+eIxO5+Vnv2jUSPvrhIalSvLcU3knHrRGrXRmzKFquZfe637culp3RrYs6fo9pkzqTDe33+L13PbtvTw5aWXyC745BP3ZZKQ/4yhK4qwsLCCv4OCggpeBwUFWeae+mLmRe3fvz9GPfxwYaEqH2rWrOnl0UxOTkbNmjXx559/4mFPi4GxY8ciIiLCS9bg4GBb+UJCQpCvywPIzMwEMjKQn5qKqKgoJOgNigMH/O7rVVaXp6P/rvz8fGRbFB+x/D+ysujiVbs2heVpcE4302efLZoH5jbffkuFdM6d8zZ0t2wBXn+d5DPysrnJb78Z36SSkqgQhui2KWbeFZkw6/Nbty49ZMBsYmxS1M51zPRcqRL9DmXImTMLdWzTBnj55aKpKCIw03ONGlRgSTRWeg4OlmPybnY+6xddRF+P0tLMDV19hV5R5OaSV9TXyJFJz3fdRfL59sDWG+Oi9exb90GjalU5WtcxRvl/vmh6lmFBwwyZ9JyQQBXzfVvA7dsnx/ksCcrQLSG8//77NHFLSQFiY713ahXqDAzda665Bnv37sXBgwdRs2ZNzJ49G7NmzUJ0dLSXIbpixQq/ZapatSpOnjyJlJQUlCtXDj///DO6N2+OiJwc1KtXD99++y369u0Lzjm27t2LmCpVTD+rfPnyOGdRCbdu3brYtGkT7rrrLixYsAA5nv/V7n1FyMkhY9fXOxoURIabDBdYrRiHryctPZ2qtz7wgHhD98QJ4wiC99+nYiyiqxpbGbq9elHhkLfeclcmX8z0nJpKbQ06dhTf8uP4cfNIEc7FRxmYeVcYKxpyJgozPbdoQQ8ZMNPzzJnidQyQp69x46LGRVAQXW8uMpqpWLjhBgqx9dVznTpUA0KGXverVhnXeZCldV1EBBXL8iUoSB4ZS5emkFZfZIoiMUMWz/2xY8AffwDdunnnl8qk5/HjScYFC7y3y6TnW2+lWi7Tp3tvl6nOhwSowO6ShNb/1ZfQUBw/fRq1GjfGe++9h9dffx21atVCWloaQkJC8NFHH+Gmm25C48aNcddddyE6OrpYxAkNDcXo0aPRunVr3HDDDWjUqBHlLYSGIi4uDp9//jliYmIQHR2NH5cupbAek0pw/fv3x/jx403bFj300ENYuXIlYmJisG7dugJvb7NmzRAcHIyYmBjr8G4No/ZHGrLcBMxWCmWpdpufb1xIAiC5z58vmhvrNmbeFYByJmWoMGqm55QU4L776CYrkvx8isIwknHyZCp6IYuejWScPp3C4ETToAFwxx1Ft3NOYY6pqe7L5MucOYCnxoEXMhi5ANVQ2LkT6Nq16L5Bg+TosdqiBfD440W3t2pFXjRZqt0aRRAMG0ZtpETXLsjIMG8tc9ddRRf5RTBrFvDFF0W3y5Ivnp9PXj6DNo6oVo0WoUVft//8kwqgHT5cdJ/WS1c0mzcb10SRSc9m92dZ9CwLnPNL4tGyZUvuy86dO4tsK9EkJnK+a1fR7bm5nG/cyPmxY+7LpCcnh+Q4frzovlOnaN+FC+7LpefECZIjK6tgU8HvpEcPzps3FySYji5dOL/22qLbz5+nkmNvveW+THpOnyY53n+/6L4vvqB9+/a5LpYXU6aQHMnJRffJoucePThv377odln0nJnJ+XPPcb54cdF9sug5M5Pz/fvp2RdZ9GyGLHq2Yt06znv35vzIEdGSmLNvH+dr1oiWgvOEBM4PHRIthTlnznB+zz2cr1wpWhJzPv6YzomjR0VLYo7Z/Tknh+ZgOTnuy6TH6v68di3nr7zCeVqa62J5YaXnXr0479bNfZl8KSnzsIkTi+6T5f4cQADEc4f2ofLoliRyc409kcHBtIJXurT7MunRQrOMZNS2ia5Up32/kYyVKwP//OOuPEakpJA+fSlblrxoomXMyCAPy+WXF91XuTI9i5bxuuuoArRRHrEsev7lFwol9EUWPYeFUS6ub5srQB49h4VReLcuL78AWfRshix6PnMG+OYb44q2p09Tr9q//3ZfLj1Tp1Iov1H479ixchTBu/de4Mknjfd16AC884678vhy8iR5I327EACk388/F6/nlBR61q4vMmJ2fw4JoRaAotvjaMfQSMZ27YAxY8T3qbXS8/z5wJIl7spjhNU8bPp08QUjrfR8+eUUSSJDuoQEqBxdwXzxxRf44IMPvLa1b98ekydPLjo4L884dBkwNjrcRjMijWSMjKTQLdGhcKVKUREqo3LsAwbQhEQ0U6eaF6hp3JgmxyKpXRvYvt14n1bgS3Q45tVX08OIqCjx8mmYtQWQQcbsbODCBZoU+copi54XLgQSE4Gnniq6T4ZjCFD+aLduwHvvFd0ng4x79wL33EN9an2Lmsii5z17gPh4YyNChmMIkAz6Aod69u2jh0i0Y2Qk4/79wIMPkoFRvbq7culJTaU8Z30RRo3nnydj3M+ilsWOlZ7ffZfOof793ZVJj5We8/IoXaJ8eTLYRHH2rLmeZcFKz/fd564sRmh69nQY8aJLF2DjRnflkRhl6Armvvvuw31OT5rKlc2NHK2Prsh+WqVLA02bGk9GRBu4GpUqFW2irmHkuRJB69bm+2SomGhFdDQVbxCdS7V3L93UGzUquq9ZM2rdJLqY0gMPAN27A7o2XAXIMHlfsQK46SZg9Wo6XnpkMYDmzSNj18zQTUujXCaR18WkJPNIFhn0bDUxlkXPVpPOqCiaOIvWs52MMhxDTRZftG1nzrgnjxFWxzA0lCIMZNbztGk0B5LV0N25k+5/c+ca33fcwuoYzpsHfPkl8MMPYvXctCnNZ4zYupXmDzEx7sqk54orgNmz5SloKDEqdLkkUaMGULGi8b7ERPErxkFBFEJo5NHNy6MJX1qa+3I5JS0N2LbNuCqlW+TlAXFxwO7d4mSwY/FiCg02KiRRoQI1MbeosO0KL7xgXAAIIAPzl1/EGrn5+VTQZMcO4/0LFlAjeJFYTZiqVQMeflh8JImdccG52ArgeXl0XSnpBtDZs+7JY4TS88VzKSxoiNZzfj59v8x6rlKFwuhr1y66TxY9v/IK3YONOHgQ+PFH8Z0bfv7ZvE3Tww+b73OLypWBfv2MIzBOnyYDeO5c9+WSEOXRLSlwXhi6bDRBDw4Wn/96/jxdnC67zNjYPXWKDOGICPdl09AWAxo0KLpPa91z8KC4PqZpacDAgRTmeNVVRfePGUO5dFOnui5aAUlJwJo1xjrOzwcWLQLq1aMWPqI4c8Z8MiIDaWl0TpvJaNS+wm2sJsaVK8vRjN5qYjxsGPDEE+bpHm6gLexVqGC8f/hw8Tl9dgZQ7dpijyFgbwBpY4zC+NxA07OVjFpOnSjy8iiaSWZDt18/c6+yDHpmjOY5ZtWpZdBz8+bkETVCFj3XqmXe/k27VorUsx0y6PngQXp06FA01S08nKpGGzkj/oMoj25JITubmkObnVwhIeITz8+fNy5oAhSGoIg2xrOzrW9SgNibgNWkE6BctZUr3ZPHCCsZGaM+tXFx7srki9XEeOlSmrxv2+auTHrs9LxkifjWOHYy5uUBmZnuyWOEXaijDAYaYC5jv37AnXe6J48RVjKWK0eTJdE5aQ0bUnEVI7p1I++LyAJGpUsD334L9OhhvL9NG/EtkO6+mzw9vnnYAOVrBgeLN4D69gWGDDHeJ8P9mTHKLTXLb5XBo2vSwhEAnc/BweIjNGbNovuwETLo+fBhcjT8/LPxfhn0PHcutVszikCU5XyWBGXousiYMWMwwai3mY758+djp1HvLqtCT9p2HyOye/fuiIqKwq233uq1/eDBg2jTpg0aNGiAfv36ITs72/Ajy/k2vjcgKysL3bp1Q2xsLOb88APdCIzyKhgzNMZXrFhRRD4jOnfujPj4eMsxEydOREZGhvUHWRX00q8kisJuYizDBTY1lXRZpkzRfYzJI6PZMQwOpl66Iqvdal4LMxl/+IHCu0RipWeAwpefftpdmXyx0vP+/cAjj5iHh7tBqVLU59UoVxwgw0PkggsADB4MrF9vrmcZ+Phj81D+2rWpAqrI4jrh4UCfPsCVVxrvHzMG+PRTV0XyC8Yo71D0+XzokLkRdtVVwNChYiPCkpKo37RZapGWLy6Sl16iYlNGC/qy3J9HjzbuRQzIYeimpJBTwcx5JMMxTE2lxVyjbiuy6FkSlKErGbaGrlmYm2bo6i5uI0eOxNdff11k6HPPPYcRI0Zg3759qFChAj7//PN/Le/mzZsBAAkJCeh3yy3modV6GQPERRu6MlxgnRq6Zl5pN9CMCzM9y3CBdRLqKLLwSlYW5VKZ5dzLoOeuXal1i5meIyPF63nbNvMQ6rNnybjYu9ddmfTUrAnMmAG0bWu8/913qRq9SD1fdhl5HM30/OCDZKjJyvnzwE8/GbfNcYtTp4Bly8TnFVoxaRKl5pjRpIn59cgtrrmG6isYER1NCx716rkrk54DB4CJE83bMFntc4vUVDJ+zM7n114Devd2VyZfrO7PlSpR7QeR0X+XyjxMdHE5SVCGro64OErNDAqi5+KIvnzjjTdw5ZVX4rrrrsNu3Srg1KlTcc011yAmJgZ33nknMjIysHbtWixYsAAjR45EbGws9u/fXziuXTvc+eyzyMjKMv6iiAjysOjo2rUryvv0S+Oc4/fff0efPn0AAIMGDcL8+fNN5X/xxRcRExODtm3b4sSJE177Tp48iYEDB2Ljxo0k74EDqHvLLTh9+jQAID4+Hp07dwYApKen4/4xY9C6d280b94cP/74o+Vxu3DhAvr374/GjRujd+/euHDhQsG+oUOHolWrVoiOjsYrHq/XpEmTcOzYMXTp0gVdunQxHqflOZstFshQeMXJBTYnh9q+iKJWLSpGZYYMhu7UqcD99xvvk2FBo21bapPRsaPxfhn03LUrtfQwQwY9h4eb94SUQc/5+daTIRn0vHAh8P335vsTEsS2quCcPOJGLfcAMjJ79gR+/91dufSsXk0h1Pv3G++fNo2um+np7sqlZ/164I8/zPd/+y0wZ4578vjCubUBBJCHzSQCzRXs7s9hYWIrBQP2x3DoULq2i8JOz82akWf/+utdFcsLOz3/739UMEskdnru0sW4zst/EGXoeoiLo9SQpCQ6D5OS6PXFGLubNm3C7NmzkZCQgIULF2KjbrJwxx13YOPGjdiyZQsaN26Mzz//HNdeey169uyJ8ePHIyEhAfXr1y8ct2IFGterh889Htq4uDjExsYWPjp2ROwtt6CPTcn4lJQUREVFIcRj7NWqVQtHTfJq09PT0bZtW2zZsgUdO3bEVJ8CSJdddhmmTZuGDh06kLxmxQVABv/1vXtjw5YtWL58OUaOHIl0i5v+lClTUKZMGezatQuvvvoqNm3a5PVZ8fHx2Lp1K1auXImtW7fiiSeeQI0aNbB8+XIsX77ceNyWLbRaaBWK+fnnwLXXmsoVcK6/niaVZhcorRG4yInxCy9QCwAzZDCAevc2z+mTwQCyQwYZk5MptNYM0Xq+cIGKOa1ZY7xfhmP45ZdkjJsVBZEhXeKjj4Bx48z3i9ZzejqFippF68igZyf57EePil9EtZoYf/op8OGH7snjS0YGGbJmMp45Q6GaH3/srlx67PS8fj1NHEUWKrLT899/U1iuKNLT6XyQuViknZ6bNAFuvlls5wa7Yl1Tp1KIuCKwhi5jrDtjbDdjbB9jbJTB/qcYYzsZY1sZY8sYY5fr9uUxxhI8jwWBlBMAXnyx6H00I4O2/1v++OMP9O7dG2XKlEFERAR69uxZsG/79u3o0KEDmjZtiri4OOwwySMrGNepE+KWLMGOxEQAwIABA5CQkFD42LwZCRs34rtiLCdeqlSpgvzZli1b4tChQ9ZvqF+/aPU3D7/99hvGjRuH2NhYdO7cGZmZmThsURFu1apVGDhwIACgWbNmaNasWcG+uXPnokWLFmjevDl27NhhHOptNC4xkVz1ZhVQS5cmL6DIireRkWSgmRnj/fqRIWzWC1gG3n1XbD5aRgbw22/kMTUiIoJaD4kMgfv+ezLGzRYsZJi833UXcM895vtFG0D//AN88AH1hjRCy+UTbQBlZ5vnFcqgZ7uJsWg92006ZdEz4KwytCjOnLGeGIsOdbwU9JyURAaGT/Sbq9idz48/LjZ02e4Yck5G5EWk1F00VatSj3uzUP6TJ4H588WeL2++Sfc/hS0B62vAGAsGMBnADQCSAWxkjC3gnOtnJZsBtOKcZzDGhgJ4B0A/z74LnPPYQMnni5nNFajq3IMHD8b8+fMRExODGTNmYMWKFX6Ni4uLw/jx4wsH5uUBWVlo0KQJvrMIRa5UqRJSU1ORm5uLkJAQJCcno2bNmsjLy0PLli0BAD179sTYsWMRGhoK5lmxCg4ORq5dVeegIISEhCDfU/UvU1eRlXOO76dNw1XVqnm17vENh7bj4MGDmDBhAjZu3IgKFSpg8ODBXt9jOe7CBbqIWq3C/fUXFTURFfKxZg31RLbKpRJN9+4UXvTOO8b7RTZRByiP6qabqCqhUYRDcLB1qKYbbNtGoU9hYcb7b7uNJksiFzRSU40rtGr06SM2H81uwhQSQnnQIvtip6bS9UZ2Q9dKz7IbusHBdHxFy+hEz6INSYuoK+F6tivQJ4Oe09MpNFnm87lvX+vCbKL1XK0atcUx0zNjNA8yK+DnBj16mFdQB6h1T+/eJKeoCEC7Ku4vvURpKX/95Y48EuPIo8sYu4wx1psx9hhj7H7GWGvGmN17WwPYxzk/wDnPBjAbQC/9AM75cs655kddD8DiKhxY6tTxb7sTOnbsiPnz5+PChQs4d+4cfvrpp4J9586dQ/Xq1ZGTk4M4XXx0+fLlcU5X0KJgXEYG4mbOLNhexKO7fj0SZs3CdzNmWMrEGEOXLl3w3XffAQC+/PJL9OrVC8HBwQWfNXbs2H/3Dx89irq1ahWEGX+vMyZuuukmfPjJJ+CekB6tiJUZHTt2xKxZswCQV3vr1q0AgLS0NJQtWxaRkZE4ceIEFi1aVPAe/bEzHJeVRSe91vPQiN69gbfe8v9/Ly7mzrWufJmYSMVrTBZGXGHrVusJ29atwPTp7snji93EWAZSU2myZJbPVaaMeT9qt7DzDPTvTxVIReFEzydPAm+84Y48RtjpuWlTqj56xRXuyqXHTs9XXik2ysWJnkVP3u30LIMBVL269e9M9DGsWpXysD0L7oaIlvGllyhCQ2Y9jxhh3qIJEH8MQ0LI2WF1PleooFKL7Pj+e5prmZGZKTZEXSIsjVXGWBfG2GIAvwC4GUB1AE0AvARgG2PsVcaYWa33mgD0ZRCTPdvMeADAIt3rcMZYPGNsPWPsdhP5hnjGxJ86dcrqX7HljTeKRouWKXNxc6QWLVqgX79+iImJwc0334xrrrmmYN9rr72GNm3aoH379mikW7nq378/xo8fj+bNm2P//v2F49q1Q6MqVcy/TJsQ6yrVdejQAX379sWyZctQq1YtLF68GADw9ttv47333kODBg2QkpKCB4rLe3jiBF55/HE8+eSTaNWqFYJ1k/SXX34ZObm5aNavH6Kjo/Hyyy9bftTQoUNx/vx5NG7cGKNHjy7wNsfExKB58+Zo1KgR7rnnHrRv377gPUOGDEH37t3RpUsX43FaYRgr40H0TcBu0hkURMb6sWPuyeSLnYw//UQeaVFFQ5xMjDt3Nvb2usWZM9bypaYCL78stgiQnZ6zsuh3aNW3MZCUlAUNK/mqV6f2Pj6FBF0lNdU8nQMAnn1W7MJa2bLUPsjK6zx37sXlGV0sjz4KeBaPDalRgyIgREZo/P478Pbb5vujoijtQ9R1u0oVOo4yG+OA/fwBED+HsLomi9bzrl3kTDBLLQLE6/mRR6w9tTLoeeBAQOf8KkJUFEUgiIxokgXOuekDwHgAdUz2hQC4HcCdJvv7AJime/0/AB+ZjB0I8uiG6bbV9DxfAeAQgPpWsrZs2ZL7snPnziLbrJg5k/PLL+ecMXqeOdOvtweWvXs5377dfH92NucbN3J+4oR7MunJy6PvP3bMfMyJEzQmO9s9ufScPk3ff+GC12av30nHjpx36uSuXHp69uQ8JsZ8/4kTnAOcT57snkx6MjPp+19/3XzMhx/SmJMn3ZNLz9df0/fv3m0+pmNHzjt3dk8mX5zq+aOP3JNJT0nQ8+zZ9P179piPefNNzl94wT2ZfPnyS85fe818f24u5+vWcZ6U5J5MviQlidOhQh5SUzk/dYrz/Hwx33/iBOdbtljPDz76iM4pUYwfb31NPH6c89KlOZ8+3T2Z9Fy4IP91W7s/W123Rd+fb7vN+v58/LjYeZim5zfeMB8jWs8BBkA8t7AJ9Q9Ljy7nfCTn3DBLlXOeyzmfzzk3S3Y7CqC27nUtzzYvGGPdALwIoCfnvKB3Duf8qOf5AIAVAGwC0i+eAQOoqnl+Pj0PGBDob/QDq7Y4gKFH11W077Va7SwJMopeSbTzAGnFRETJqFUNtQsjBMTJ6DTUUWS+XKVK1nngovUMAFOmUD62GaL13K8fVWmtX998zPr1wC+/uCeTL/feS+GOZuTkAO3aWa/MB5o6dcibZsaSJZQPdvCgezL5y+rV1h7VQPPbb8C6deK+346UFKB9e+Dnn83HREYClSuLqyQ7dy7Vd7C6njz2GJ1TovjpJ2DpUvP9VauSt/S++9yTSY92f7aK0OjWjXp7mxW8DDRO7s9XXw3Urm2+P9CcPavmYZcQflVdZoy1ZYz9yhhbwRizK9u2EUBDxlg9xlgpAP0BeFVPZow1B/ApyMg9qdtegTEW5vm7MoD2AExKa/5HyM21NtCCgqjQhFlPyUDjxIgMCQFKlRLXZLukGLpWN6mwMKoOLUrG/Hzg1lutc/ZEX2B79SLjxqxiIiBez9OnW/esFK3nsDAK37LLlwPEHsfgYOu+laL1nJZmvbAXHk4PUTJqOcxWuVxZWdRL16rVVCCZMIEmvVbFEKdOBUaOdE8mX0aOtA4LBuj+bNWXOpCkpABr11rXpzhwgBZlkpLck0uPdg5YVYa+cEF8ATzZUyUAaxkbNQIGDbIuWBVInMg4eTLw1VfuyGOEnZ7Dw4Hly+k4isDJMWzYkDonmHRC+S9hl6Prmzj0FIDeAHoAsKxYxDnPBTAMwGIAuwDM5ZzvYIyNZYxpfXbGAygH4FufNkKNAcQzxrYAWA5gHPeu1uwYLsqoKm7y8uwL01SrBpQr5448vmiTOSuvc2QkVestXdodmXzRCvzoJsZFfh9PPAFMm+ayYDp+/ZX6Wlpx440XVyXtYqhWjVa1b7zRfIzoCqO1a1PFRKvfomgDyAmRkeJkTEsj48asdykg3tCdORN48knrMaL13LSpfQV1kYVXDh4k42bvXvMxovV8/Di1kpL5fHZiAOXni+uvalfRGKB8e7tFj0CSmkr36FKlzMeMGgU0buyeTL440fMTT9jfwwOFEwMoI4MWPUQtXKWmkpEtswHmRM+dO1vXDQgkTvTcpg0tpuu6nPxXsWsv9Alj7C8A73DOMwGkgnJv8wFYLA0SnPOFABb6bBut+7ubyfvWAmhq9/l2hIeHIyUlBZUqVSpok1NiqVHD+gYAUHEBzs1blgSSsmWtvT8yEBnptVrMOUdKSgrCw8MLx4j+H6pXtx9j0T5KCpo3p/Y5ovrUrl0LnD9vbYx37EiLM3btpgJF165UDOuRR8zHiJy8r19PLZqs2ieINoBWrAAWLbLuJRgVRUZ7fr615zdQ2EVoAGL17DTMXz/WbZxMOqOiKJxPpJ6dyChq8e9S0rPo89lOxiVLaHFm2DB3ZNLjJKT1wAEKYzdrvxdonBzD6dOBSZOo8KYIPd92G9CihfWYRYvI+WQ1zwgUV18NbNggthp+CcLS0OWc384Yuw3Az4yxrwAMB3APgDKgQlRSU6tWLSQnJ+NiKzJLxdEiac6FHD9Ok/aqVd2Txx/y82kVsVw5Mfkh+fl0fHSGTXh4OGrpewsmJ9PF9cYbKTzFTfLyqBrhDTfQapyM/PAD3cBXrjS/yJYtSxdiUbz3HlV23LHDfMydd9JDBHl5VAG1QwfrcZs2iYt+cDIxrlWLwjVF6drJhKlaNeDyy6n6pNtpHXl5NCl3MnlXhq45Tg0gzoFz56xDXwOB0nPx4I+enRzv4iY/n+YtVvnsgFg9160LvPKK9SKzaD1PnkwL0VacPQts2SLmfAaceeRfe43msiIM3bJlAV0XF0P+/puiHyZMAB580B25JMXOowvO+U+MsYUAHgUwD8AbnPNVAZesGAgNDUU9UV6l4iQ7G9i+ncruW13cn34aOHVKTEuSpUspTOLdd82bqZ8/T5Pit9+mlhVu061bYdiOGUuWAPffTyF9bod8pKVRS5ly5awN3YcfBo4coWbgbnPqFF1ArRYq8vKAjz8m77iIZupO86hycmi12O1etVqenJ2MooqFAM4nxiLOYw0neh46lB4icKrnt96yj9YJFE6K11SoAHTqJK41jlMDCCCPqdsTY6d6joqi66cItImxlQ5FG0DDh9t/t15Gtw3doCBn+cFRUeJC1K+8EhgzxnqMdq6LrP9gF3Wo17Pb57OWzmYX6RUVJS78e8sWID6eKuaaOWTKl6fru8iim5Jgl6PbkzG2HMCvALYD6AegF2NsNmPMotSlolg5epSMBruQVZEriX/9RbmtVnlUZcuSUSFyxdgujFDkTcBpX9Bz56xz6gKJk9CooCDgqafEVbt1Mgn68UcyLrZtc0cmPU71PGsW8MILgZfHZPCMGQAAIABJREFUCKcyHjggrqfzpVAYBiAjsl27wMtjhBMZy5alMPE77nBFpCJ07kx9dK3o1QvYuZNSfNymXDmadPbrZz3u1luBnj2txwSKW2+lUEeraC/R9+frriM5rRBtjDtB5Dzsn3/IGLeqTVOmDM3TRMk4frx9lXmRej54kOYG33xjPU6knn/9lby0Vv2SRZ/PEmEX/P46gJsB3AXgbc55Kuf8aQAvA3gj0MIpPDidMIkOjQoNtQ61ZEy8jE49AzIbuqKPYUiItbexJOhZizqQWc+rV1M1WRGcOWN/PgNA69bA66+7I5MvoaH2aRo7dlBo2aZN7sikp1w54NVX7XO9du+2bvsSSEaMIC+jqBB5J7z0kv2CT8WKFKYnwjMeGkoL0Xb1FR59lCJ2ZIUxWsgUdT6vXGm/gBsTQ4aSiPSsvXuB22+nRX0ratcWtwA3fjylalgh+v786aeU32qF6HlYbq59RJXoOY7s822JsDN0zwK4A8CdAAra/3DO93LO+wdSMIUOfw0gEZWmNePCLtyjQoVCr6DbXGqGrsx6Fn0TkFnPQUEUmm7nfRKp5379qNeizHpet46KlliRnU3pCEeOuCOTnipVgNGjqfKyFTNmAL17i9FzaKiz3qk33UQ9TEXg5Lj88w8VJdu1K/Dy+JKURAtSTsKSs7LE6Hn0aErdsaNsWXF9dO+807qwHEDpW88846xoY3GTnEyRQOfOWY975x3ynovA6f15xgxKgRKBk/tz9eoUyeF2nRRAzcMuQewM3d4AKoFyee8JvDgKQ5yeeHfeSeHDVuEMgcJpGGFMDLX4cRvO7ZuAA3IYuk6qtObmWrd+CRQtWgD9HaxxiawwunQp5atbIVLPMTFU1bh1a+txBnqOi6PU8aAgeo6LC5CMsbHAPdaX/Lg4YMuRClj4TWpgZbkYROr53DlKO7HqowvQ+S7qfP7iC2DiRPtxKSnAoUMBF6cInJNn5bXXrMedPUs5nn/+6Y5cejZtAoYMsQ/hf/ddmrhfuOCOXHr27QMOH7YfN3Gis99DccO5s3zMvDz6X0TkwDqdh4nE6Tzslluo1aPbaHq2k7FRI+pTK6Iop1M9DxsGbN0aeHmMcKrngQMpNeY/jp2hm8k5/5Bz/gnn3LCdEGNMUOPW/xBOeuABFD41aJD7xXUAmnk7WWX97jvg/fcDL48v+flUpOGGG6zHVa9OFXFvvtkVsbzo2ZOKGzRpYj3u6qupEXhOjjty6XnwQeDDD+3HiVxJjI2llX8rSkquF1AgY1wczaeTkmi+kJRErwNiYMbHW+Yva7KczI5CFFIDK4sR6el0vtgVZBOp5+++o8rUdt5kkTLOnUu54HaIOp/T04HMTHvPjgwLlHb3Z63qt4gFwDNnnE2Mf/6ZfhNuc/48GbF2MqalUbX/r792Ry49TvW8ZAl5z0+cCLxMvjg1gDZvJkPSbdLTnelZJE71XKMGGeQiIiCc6nnMGLox/8exM3R/ZIy9yxjryBgrq21kjF3BGHuAMbYYQPfAiqhAp07AV1/Z56WcPUsVhe1CawLBzJmUYyMrwcHAiy9SOIwVYWFAly5icoCCg6kqpl0j9R49qMK1iJuF0zCdmTPFFKNKSwM++QTYv996XEQEFcxq3twdufRMn07GeHq69bioKPJmec7nF18s6vTLyKDtxc7jj1t6xTVZUkGGbkBlMeLMGeCnn6zbrQGFudiijAtA/igSJ9cRUREaTo9hSci5Lyl6lvkYitSz09/imTPAsmViKvI61fMbb4hJRTh7tjB31Ir8fOCqq6g1jttceSXl09tVmT94kJw2IhY0vviC5oBOyM4OrCwlALs+ul0ZYz0APAygPWOsAoBcALsB/AJgEOf8eODF/I9Tvz497Fi/HujenYxdUVU87Xj7bboJ/Pabu9+bmUk5VJddZl/a/ocfyLPr9jFcuJAKEL3xhrg8KTuaNSMjzW5FXVQv5+Rkaicze7b1ORMcTKGEIjh8mNoD2Hmp+vYlz73ubWYfV+ykpQE1a5ru1r5zCoaiIv4JrCxGaC1dzFqZaQQHA61aiVkU0mS069+rhWuKqF1go+cCIiML/x838UfPWjsNt/FXz6KO46WkZxEyhodTvojMeh4+3H5+A4jTc82a5NG1S6/TWjmJqOh/3XX0sGPPHlosb9vW/flOtWrOxg0ZQvPK5OTAyiM5dh5dcM4Xcs4HcM7rcs4jOeeVOOfXcs7fUEauS+zaRUasHdpNQsQF7L77gM8+sx93/Liz/6W42bwZqFOHwpLteOIJynV2m2XLKCzYzsjdtIny+txeLAAKq/3ZsWyZfT+/QKD99p303jt3ToxnIC2NKvLapRj4/A7q1DEeZrb9okhLszyG2ncux/X4Hn0CK4sR/uh540aqLuw2TvV8zTXUvic62hWxvEhLszcuAMqVs0v7CAT+6DkiQpyRVq4cTc6tEHl/btPGviYAIO4Y1qlDlXg7drQfK0rGRx8lL56dnjVDWISM/fpRZWg7RB1DgO5rTtLrRC1oXLjgLC1MpJ4/+IBqkdhRpow4PUuEraGrkID33nPWw1DkiTdvHvUxtCMiggwMtwtmaeHcTiZ1oi6wTiedYWFkoInyXjiRcdUqaq3itp6delcAmvyJyF9JS3Mm37Fj1BB+9WoA5Oj37XhQpgxtd1tGTZaqOI5rsQYM+YGTxUw+wNlxFIXTc6ViRUpPcWLMFTfp6c5kHDKEwuXcpkoVKvpil3MPUCEqEfUfXnyRctrtqFMHePZZF1eDdEyfTt9th/ZbcPu6Xb48RaM5qfMh0khzgsgFjS1bnFX/FjUP27IFeOghZ4XtROn5iSfIc2+HSD2PHu2sJZ0oPUuGMnRLAk4nTKJOPM79l9EuP7G4cRoapY0Rkefs1AASqedz55zJqI05fz6wMvnij55FLWicO+dMvtxcKhS0ezcAsnk/+4zaJDJGz599RtuLFU3PFjJqsgyrEIc1uA6Na6cHRhYzGCPjx65COUBtNB591L2K1Rr9+wNjx9qPu3CB9JyYGGCBDEhJEZMH55QGDSjK5cor7cfWrOnsvCpuKlWifEI7atak1J3GjQMv079lzBi6Jtp5LYubpCRaLHdyvxg7VkxrnJdfJiPNjgoVKDrDSQhxccI51ZxwUixS1Dxs716KlnMyvxIZoeHPXNbtuWJ+vvM5hCg9S4Zljq5CEmQ3dNPT6SLrr5HmpjfGHw+QusAao+nZXxndnHz647kXtaARHU1ePDsMIjQGDHDBmOScwghtVrUHDACQXh54GNixLg2o6eL5fMMN9gXHNPbvx6nDGRjyZWExL61KNBDA4+mkbylAvVUHDCBvZKNGARLGBMaAEAfTgLg4Kl6zY4ezXM/iIiuLZCxVyn7s7NlUCGjo0MDLpeebb0hGu7ZrWou7kBAKdXaL8+epUvFrr1HVfCtE1Yb4/Xfg/vvJ02d3bPr0sd4fKOLjqV+zHTVrAtu3B14eX/y5P/ftSykTbvep9Wch+oYbxHQQcToPExVBWRLm25LhaNmOMVak8ozRNkWAcPojLV+eKrHdequ73gt/jIvLL6cwPRW6XJSMDLkvsJxTNd5WrezHilp06dOHctpr1LAfK2pBY/RoYMoU+3Gant02xoOCgJtucualErXo4g8REfjnUJp7Fas1du92VgREm9i7/Vv85x8yfNautR8bFERGmtsyfvIJecacVHyeOxf4+OPAy+TL5MnOajrk5ZG37733Ai+TnrQ0qo1h188ZoHz2e+6xb4lV3PhjAB06RHUq3EZ2Y8Gfxfw6dSgf2km9jeLEHxlff53Sn9zGqZ4jI71XTN3Cn7lsixbAc8+5v6AhGU7jU7yqZDDGggG0LH5xFIY49YoFBwN33YW4DQ3d67cJ0Kp7/fpU0diOG2+kwiu1awdIGBM6dqQqu06O44QJFEblNitWkCfNjuBgmqA2bRpwkbwoXx6YNInaLzkZC7g/MS5fnrxiTm7gsud6hYSIKSaRmkqVx487qDUoakFj+nTymDpZMIuIQHiOsSEe0CrRfftSvpcdmp7dXiw4dQr4/HO6QdghakHjUorECQkBSpd2X0Z/jMiTJ8lD/fffgZXJF3/0PGaMs5olxY1TPQN0bRKxoAE4k/HECZoQut0aR7t+yLxg4HS+HRRECwa+hTMCjT96btUKGDfOvlXSJY5lzBJj7HkALwAozRjTrs4MQDYAByV2FcXC5MnOV2RWr8askWWRkeHdH1TzXgQkTK9uXWDfvgB8cDHSvLnznqlOCp8EAsacr7BOnRpYWYzIzSWvgJPcoxtvpBCb0qUDL5eeJUuo7L+THoF9+zrzThc3rVrRYsH48fZj69VzFrZZnOzdC9x5JxW7uOUW67GiFjR27SJPpJNcwogIRAWlAQY2cUDrAvnjARJhpPlbt0D/HrdIS6NriJPwatlrKwBiZLwU9SyqtoJTPW/f7qwlZHHij6dvzx5g4EC6X7rZGodzMrqczHNefhn46itnC3HFyUMPURE8J0yaBNSq5e7CS8OGtEjpxMDOz6dInNKl/9NeXctZAuf8Lc55eQDjOecRnkd5T4uh512SUdGhA+VTOOH++/G/v9823OVaj0sr9u6lkMiFC9393qQk5zl9mzYBEyfSRdlNHn8c+P575+OdhKIVJytX0sVy1Sr7saGhdCF2O+fr++8pF80JPXo4M4iLmwMHqK+zE7ZvB958M7Dy+OKPd6VJE+Dbb92PLvDHu9K4MTKatHKvYrWGPzKKSJfw11uqf49b/JvFArev2/7UIRBhpPnjRRPluffnGJYvT+Pd1vNVVzlL5wDE6LluXeDLL6nPvR2izufRo4HTp52Nzc8Hjh4VMw+zy7fX+Ogjuv+5SXAwULmyM0N32zaqB+L2fFsyHIUuc86fZ4zVZIxdyxjrqD0CLZwCdJJ/9x0ZiE6IiMBlpY1vUgHzXqxcCXTtSj3m7AgJodXEkycDJIwJzz9P7QucsHQp9d30TeoLJJxTPtpffzkbf+21QM+egZXJF388A6mpdAzXrAmsTL74MzE+f55+i24uGGgVymUO3fJHz5UqUV60m14BwD/vytChqL5tiTsVqzX81fO8ecA77wRIGBP88QBVrQoMHuxuISrAfwMoL4+qWLuFPx0HADELGhUrUn9VJ7oTZQA99xzw44/OxkZEuK9nAFi8GHjhBWdjRXjuq1QB7r3XmZ5F1X/wB03PTheFiwPOqa6C09+WiAWNLVsoPNPJHLok6NkFnBajGgdgDYCXAIz0PJ4JoFwKjcxMCrF06umLiMDVtdPc9V4kJVHVRCcrbyJzvfxZdQfclTEzk0KDncoYHi63ZyA3l7zibhcN8UfPX39NK/RO+g4WF5mZdPN2KuMrrwDDhwdWJl/81fPSpc6jJYoLf/TsYcAAqmOTn0/PAa1e7a+eo6Pdr1uQk0OFsJzIWK0a9dFt0ybwcunp1Yv66DrhySdpgup2usSJE2SoOeHxx8kYcZPmzakitZNQ2ogIZ7U2ipt69Zz/tkSlS/iDCAPo6FFaWM7Oth8rakHjtdeAl15yNlaEjJmZdB2eNMnZeC26wE0SEijKy0krLpG9fiXCaTGq3gCu4pz34Jzf5nm47E76j+KPd8Uz7rLS59z1Xvjbu1T/HrfwxwMk4uLgTxghIH+ul6iVxJKiZ6fnc0ICsHx54OQxwh8Z8/OpDcTs2YGVyZc6dYBmzZyNXbiQ8prcNMaDgii/zC7HWWPJElp4cZO+fel8cVqTgHP30yX69SMD1gnh4fRwM12CMfKYOj2fBw+m/0lWKlUiw33QIHe/98cfgWXLnI296SZa+Hezbd2pU3S9+eEHZ+NbtnS/X/K8ecB11zm7n4mahy1Z4jzKqyTcn2WvrVASFoVcwKmhewCAy3XIFQD8r1LnCY1y1Xvhj5FWqhQVMxJxcZDZo+tPGKE2TuYLbFhYidHzornn3GvFFRRE+T9O+6WKWNDo04fysCtUsB8r6nz++GPyMDohN5eK5TlpUVNchIUB//uf89zlr74i773MREY6D90sLk6ccOa5AKid05NPOkuhKS5OnqS0GKd9U8+coRx9Nxk3DoiKcubpE8WYMc69aPXrU/EfN6vdpqZSvqPTdKbx44FPPw2sTL74Mw8LC6O+wG63xvEnneOqq6i3spsRGv46HGSvrRAWRvfo/3josoMSdwCADAAJjLFlALK0jZxzB70TFBeFvytMzz7rfGJQXJw7VzjhdULv3sCVVwZWJl/8zfUC3L2AXbhA8kVGOhsv4gJ77bU0qXOqZxFG2ooVZNg4wfN7mPR6GpI8VzV9W7yALA5VqULtO5wiYkGjWjV6OEVUtVuniFi4OnsW2LqVvEBOzmkRx/DLLylaYMYMZ+NFLGhcey3Qrh0wc6b92L//JmPp9tspFNYNkpPJkGzXDrj6avvxL75I/X6dFuQpDlJT6f7itHr74MEU7uzUk14c+LNAefYssH49yehWmLW/BpAI0tL8m4e1FNAh1B89t2pF7c/cxF+Hw6efOqsUXpz4O99+/XUxupYIpxpa4Hko3MbfE8/t6qcAVYDzJ3fLn4l+cfH2285LxrdpQ25wfyb7F0vTpnQDd8oNNzjzuBUnnTvTwymRkdRj2U2cLhQABZOWUlnek/eAtuLyFxE5QKtWkaeqTx9n40UY4506AbfdBjzjoFSEiBC4zZuphdTvvzvrOy3iGG7YAPzyi/PxotIlZI7EKSmhjv4YaH/84XyxsLjwR8Z9+6iw5Pz5lMPtBv7qedIkYMoUaoPmFv4s5gPAnDl0zHv0CJxMvvgrI+f0cNJGrjjwV89lywZOFjP8PYYjRwZOlhKC06rLXwKYC2A95/xL7RFY0RQAqFT86tXOe8Du3Uuxlzk5gZVLz9NPO2s5I5I77wQ6OiwUXro0JTY7XTETwe2300qdm6SkkHfAKXv2uL8i+8ILZFzYEBcHxPSqi0cxGdtQdHEoYK24fv6ZblJbtjgbX6cORT+4eT5PnUqRIU4REV3w55/OvWIiIjT+jQGUne3uwpC/BpDsRlpJqa2Qk+Ounv2dGItY0PC3RZP2Hrfw1+Fw/jyQmOj++eyPnt96izo9uEmVKkCNGs7G7t9PbQpnzQqsTHrq1QMmTKCaDk5YuRJ44gl30wI++si/CcqJExR58h/GadXl2wAkAPjV8zqWMaY8vG4QGQm0b085Nk5YvJgagftjkLhNnz7Arbe69315eWSIHz/ubPyFC1TVbt26wMqlZ/lyyt08ccLZ+Lw80rGbxWEeeMA/j67bPXSzsujmbaO3uDgKT96aXBFT8CgOomgxnoC14jp7liZNTvPLHn2UcsNCXSyR4O+EacoUdxddNIPQqXFRqRIVhXKzBdK/yfXSv88N/NWz2wsaWVmka5lTTv5NbQVAbj27vaCRlUUPmY9hRARFZlSu7Hw84K4x/tRT/hmuIhY0du50XnW5XDma37ip58svJ8eN0zZqW7cCH37oXzTexcKYf3nLfftSvYj/ME7jAcYAaA0gFQA45wmAwexQUfxs306FSpyuDIq4wN5/P/DII6a74+LgVexnW3wmti855k7xH4AMwk6d/Gvs/eKLtFrnFomJFErktDn6zJkUunzoUEDF8sLfCdPkye4Wr3FYuO3FF7WaIhwxSEBNeK92BrQVl0MDyPecCfg5osdfT1/bts4rIBcH/hoXFSuSJ/3GG4vsCthx9lfGgQNplb5ixWISwAH+evruvtt5OHtx8G+MSMbc7bvpr+dehDF+ww3+VXp2e0EjNJTufw8+6Gy8CEO3c2eKFLr8cmfjRcjYvDnp2ikiIjT8QcRc9tQpikRz6kAQIeP48eTVdYrsenYBp4ZuDufcd8kiv7iFURiwcCGV+vf3xHPzh711K3DkiOEuzXuWlEQ2XFISsC0pAmHZ5wpeDxkS4Im8v5OR8HAqMCAi18vfMD23ZfTHAFqzxr/FhYvFoZ71UT/xaIVH8XHB60r/Z++6w6Oo1vd7UkkghQ4CCQqIiHQQExClKTbEhiViL4h4VfwpKiqK4rVfyxVRryhXo6LYOwS9gmKhKgqRJr3XTUgIJDm/P76d3dnZc2bOmZ3ZROR9nn0Cu7O73553Tvl6Q59bcSkc3s1z5gQ+F2+uzccT1xTHT9nVVYAWLKB8uXhBdz5bYCi3jJGh27w2ebYW6cqYnU39GxMTPfhyRWRl6YUu3HCDek9bL5CaCjz1FHDiiWrX16lDuaVjxvgrlxkjR1IEkGpRpLw8ioCIp0Fj9GgqIqiKtm3Vw0u9QEICVdhVHcM6dWie1ObDe00YNGbNotoAqoi3QWPjRmDQIPV2ecY5LJ4yTplC96KuYymeMk6bBnz5pfr1tb1YZBygquj+zhi7BEAiY6wdY+w5AHN9lOswDAQCtBGohirUVAicRAEKe89MlyMTmQjLZxT/8VU+QF1JYyz+VjCDZ8WQ1qKfaYE9qVsgfh6/2p7rpegBCp/tGQLIRAbCMtarF4dWXImJtvPZPGfSUI58/ICM/dv8nSNWGXV4fukl4Prr/ZPHCsaAgQPVvSsAVcS9/fYIIwIQHUDh2Vp07rnA9Onq6/b69RT+Hc/WMx98oFbN2EBlZXxTYjIygFtvpToVKmAsfkVrzN+p07v36KNJOY5nIcGKCvVIIQB4+mngk0/8k8eKzZvJoKEancQY8MUXlEoTLzz6KLWEUx3HnBwqllenjr9ymXHDDcBjj6lfH+8zzo4dpIyrriGMxV8Z/4uft4U47NFVVnRvAtAR1FroTQB7AcSx9vzfGMahU3UjrQkLk40CJMqZL0FGhKIru84z6IbAAfFfYI0xVOC5sBB44F/0WzIQiI9XHNBWgJZuyET5tkD8wm8VeTaHJVuNLr7ehwDQvTsddG14NssQgMFzif+yGfjyS2qZoop4GzRatwaKivTyxUtLgW3bhIY3KzwZ53btqACe6rq9eTNw772Uw1Zbcddd8fX0lZRQSKtOKPJdd1GP5XihsFAvPWP/fvK67dzpn0xWtG5Nuf61FStXUl7kypXq7xk8mPrpxgsbN1IletX53KMH8PHH6v3SvYCuAjRhArBwoX/yWOGmRdPo0ZR2Fi+4OW8nJAD79vkrlxm6DoeaKBZZy6Cq6J7BOR/HOe8VfNwDYKjTmxhjQxhjfzDGVjLG7hS8PoYxtpQx9itjbBZjLNf02uWMsRXBx+XqP+kQg+5NfeyxwLx56uFeXsBGARJFxv2E3ngLF4OZot99K/4DuAt1jLcVLC1NeeMeNw7YXkGbhaGk+e4VB+ggrpijV1gITJ+RgTRejgReGR9lvG9fOkg6KEAFBRSiDEQbXXy9DwHy9Dnk15hlMBTdTAT8l83AUUfpeUszMyl8M56VoXURVMZVlFhPxnn+fL1K9DWRinDaacCrr6pfb/Acr9Yzc+YAHTpQaowqPv0UmDnTP5msmDlTb1Fbs4aMXTNm+CZSFAIBvTYohYUUYh2v+exGAfrmG+qZHi/oKpE1Ad1InKZN1YsueQE3DocJE+JfF0BHvl69aD087TT/ZLJCl+dzz6UoDZ2ojkMMqoquKMHDNumDMZYI4HkApwE4FsDFjLFjLZctAtCTc94ZwHQAjwXf2wDAeAC9QUWwxjPG4tw0tJZA96auW5cabev0E40FnFNV6A4dhC9PnBgdjfsezsfVmAIevP18Lf4D0MHi/fcpbEwVs2cDb7/tn0xWPPooHY4dUFhIYZdb0AzjcT9+w3Gh13z3+I0apVzsYtw4YMvBhtiKJqgLsnbGRRlPTVVq4P7MM3TfmT26vt+HAFWRddhwzHOmBHS4apQc8F82gGoBPPmknqXfOADGS0n78EMyCumE+QYNVypKrCfj/M9/AjfeqH59vCNxKivJcy+prSBEvJVxNwpQvKML3IQRAvGTsbKSFl6dM8T27cCPP8afZx0Z77knvpXedRWgrVuB5s31DEmxoLKSjFA6Mi5aBDz4YPy8kW54PnAg/vNZRz7G4ttdoqqKUp90zvd5eeRliHcXjFoEW0WXMXZaMB+3BWPsWdPjNQBOZt3jAazknK/mnB8A8DaAiO7enPNvOOdGINmPAFoG/30qgJmc812c890AZgIYovXLDhU8+yzleqmiqor6YM6b559MZjBG1mlJvkxBAaXw5ebSpbm5lEqSm8PBwJGb63PxHwBo1gw45xz1Fk0AXVvL+uga+YUAsBfZmIDxWIJwtduEBB89ppWVwLJlypvOunXACxiFZtiKALIinvcN334L3HSTkrJg3JcvNLkfE3FPfO5DgNrcOPRzNs+ZALKwOOV4DL++vv+yAcTv//2fO29kvJS0bdtIydWZn8HwLZHhzYyGDT26B3QVoHjneilWKI9AvHn+K0TiuKlbAMRPxtLSyO9VQbyVcTeevpowaOjIl55O7QzjFaLuZgwXLQLuu0+9H3msSEujWgk657ChQ6keQ7xw443AAw+oX3/gAFULj1dOu1GETbVFE0CtjxYsIEPI3xROHt1NAOYD2A9ggenxMUgZtUMLAGZz8YbgczJcDeALnfcyxq5jjM1njM3fvn27gzh/UbRoQVXgVJGQQIVhPq49bY4LCihiq7qa/k469SOs2ZSC6l9/w5o1cVAu/viDvBc6PWenTYuvxfjGG4H777e9xJpf2Byb0BDhTaqqysfw4E2bKCxesYqyzHPma/jt/PkUFqxouSwoAN7YOhhf8/7xuQ8B5TBCY86U8rroWvET1p0wPD7thtx40c48k8a+eXN/ZLLCjYynngqcemrIiGCErpuRnk6efk+gqwDVrUv3bW1WLmpKGa/N+WhuIq4Yq/3GAvN7/cZfwaCRl6encMWb57p1yTh53nnq74m3QePss6knfLNm6u+Jt0Fj4EAK9VVFUhJVao6XY8kNZsygKE+dHPhDDLaKLuf8F875VABtOedTTY/3g55WT8AYuxRATwCP67yPc/4S57wn57xn48aNvRKnduGVV/RyjoxKdfFs8IIUAAAgAElEQVRaHJYto5w+nZyjtDTyEMZLxjffpBwKndCNoqL4FjX55hvHQjRWb+gydMC9eDDiOd/CgzWVi4kTgZ51fsMHGIaO+A1AHEKDDRl18tFWrlRvd+AFdA/GELfo8s2g4Ua5aNKEiq/EKwLCkLFePcdLQ31yx9yC1q8/iMJCMiLs2EEFh82RJp569HV5TkigkFEdS30scKNcdOpE3g6RlcAPBAJEjs58btJEvWKqF6iu1vNQxbuSbHo6cOed6pWrgfgbNEaNos1NYT6HEG+DxoQJ9FBFQkJ8ZUxJobosrVqpv6cmCpfqIt4GjXnzgD//VL/e4DleZ9k1a6if+YIF6u+pifoPtQyqObrHM8ZmMsaWM8ZWM8b+ZIw5JUhtBGCedS2Dz0WAMTYIwDgAQznnFTrv/Vtg/Hj9XFHJ4hA69HnpFdq9mxaGao22yjVhMc7I0Gs9Ec/FC1AKdbR6Q62tcQysXeuDEqR5MC4oAB68sxTD8BFaYUN8QoNLSvR5njSJ2kDEC4aMGmh5zRDcWxZZy893g4ZDn1/zOjJ98g4iV5Iz6/m6ozifow0EPMJAYI008fTedGHQQMOGdGCNBzgnxbVpU/X3tG9PoY7xqrw8dCjdVzrz+d//1uslGivmzdPfn//zH+Cyy/yRx4pGjShfvHt39fc0bQr07h2/ezE9nRQ0HUP0X6E3aDwV3c2byXK3bZv6e+Jt0HjsMeCUU/TeE2+DxrBh+tb4eCrjmzbReqMTEv9XMGj4DNUd5BUATwHoC6AXyPvay+E98wC0Y4wdyRhLAXARKOQ5BMZYNwAvgpRc8wz9CsApjLH6wSJUpwSf+/vBzYFJMPF88wr9VULgdCsmZmZSfpNOuHMsUAh1tOYXWlvjmOG5x89FTt+Q8+naL6YF4hMa7Hau7NsXP55dyNho/3q0waqo533Jd3bw3IvWkUdu3UrpEoJiar6sO8ceqxReZg71vxP/xAGkoLysOj79iN97j1qm6ODZZymCJx7o1ImqGTvki0egqgrYsCF+63aPHpT/dqjhggv0FM9YsH8/sGuXniG6a1cqRtXL6YjnEaZPB557Tu89N99MNRnihRYtyOmgg+HDgeOP90ceK375BRgxAlgVvU9IEW9P3x9/6LdPM85hOvdvLHBTXTueyribtJ2a6PVby6Cq6O7lnH/BOd/GOd9pPOzewDmvBDAapKAuA/AO5/x3xtgExpjRmuhxAPUAvMsYW8wY+zj43l0AHgQpy/MATAg+9/dCdTVNcjcTz7J4ifpHeuIV+qvkAOkqQMaYG8U8/ER1tZKiay3sVZ6UgSwm3qQ89/j9FXiurATqaxZnN2SMB88A8I9/AIMGab3lQEp032nAp3zn/v2pEq/kIC5aR7bul/Psy7pz7bXAa685XmY2BFQgFcmoRD2Uxqcfce/e0kr0Urz5JvDOO/7I4wU2bSLPW7xkXLqUUmN08PnnFKERr3X7wguBjz7Se9+vv8Yvp++TTyhSQHcc44lp04AXXtB7T24u0K2bP/JYUV1N974unnqKeqbHA26Ky7VvT57Bc87xRyYr3JzDBg6kWinxMEQb521dGZs3B5KT/ZHJCreF24C/taLr3IeD8A1j7HEA7wMwwovBObftQcE5/xzA55bn7jP9W3ri45xPATBFUb5DE/v2kRtEd+JNmxaVLyc73MV86HMz8Ro0oOJL8Wqm7tLTV8IykbyjFKmZWf5WZq+oALp0UcqvKSgIe0YrB2Vj2apkYI34Wk8P9D16AC++qJcDlJGBEtRD2cZKZFfEIYXztdf0e8VlZGAbGiNpXSmyjs1CYqIvkoXhosBZo3bZ2LA0BTD9NN/ynVNSgJYtpS+L7qkAMqU8+7buKCAnhzzIALVp2obGqIcS1G+luRbooqKC1uC8PKBdO+W3VdbLxtYdKch0EYCijfffBx5/nJS0Jk3U3pMZ5HlTVXzm85gxwJ495F1UxcaN2PbpT0j6cy+yjq3n73wuLSWlX9PzWTnmDmzdnYLM/33sP89uPEClpSg5YTDKrr4J2aMu8Z9nN160lSux7f3vkDT8XGS1yvSXZ6P9juYZorIS2LqFIzOLxY9nHRmTklCS3ABlO+PUZEK3QB8A9OuHbcf0Q1IJddTxfT4D+jx/NQtbtyI+67Ybnps0QclLb6Gs0wnxWbdrIVQ9ur1B4coPA3gy+HjCL6EOIwg3mxRA1k5LZTvfquC2aEHV9HQKctStiwca/xuXTOqLMWOo+rmvePxxyt3SwMxWVyGT70Va2xbIy6Mq8r4hLY3yyjTD9K7lL6HzGnlZe089fkcdRTGnGv3bAjwD7RJXo9n9I9GoEfDDDx7KI4OmReLTFe3RFNvQsHML9OxJkX6+obKSqiBVOnVmi8Q9JWMxlIezPnzNd54zh3orSm540T1VgnpohxVCnn1ZdwYNorBAB5hD/YtBPG9GCzDmM887dgCXXw78739ab7t6xVi0XPgxMjMpFdZXrF1LCqSGJyJQHeR5/PXxmc8uFKC4zmc3h04AV6+4M8SzbjSsNlwYogMH09Du9w/QbMwl8eHZhQL06Uub0HTsFWh4ZGbt5bn9HLRsxWovz3s52jUvQbNmiN981uX5g4No2pSCEnzn2Y1XHNRZs2VLxIfnhATKodfh+UAdtLv3IjQ7oXX8zmG1DZzzQ+LRo0cPfsihspLzjRs537tX730zZ3L+9NMRT73xBufp6ZyTy4se6en0fLzx9df0/S2OqOaMcX7zzfGXwQ5VVZx37cp5bi7nY8aQrM88U9NSReLXXzlnjPMLLuC8S5dIXn3hds0azhcs0HrL+PEky8SJnLdowXnv3pxXV3sokxVjxnD+/PPCl954g/hkjP6+8QZNr47tD/C2R5Tye+/YzwHOn3jCR/mWLqUBeest5bf88gvnjFXz4Uf+xM84g/OkJM5XrPBRxgceIBkPHhS+LFpHkpLo78N9P+VHHBHJsy/rTseOnJ9zjtKlb7zBeU4O5/UQ4G2xnF/cb33t5RlVfHjax/Hh+f77bXkW4b775Dz7guOO4/zcc5Uvr6zkvGMu8XzvVYd55pyH53NlpfJb4s5zx45/DZ7fflv5LWaeTz+95tdtEcI8fxYfnq+5hvOxY5Uvj+D5yjjwXFrK+Xvvcb5qlfJbjP35wtY/xodnFwjxfMvW+PAcJwCYzxX1Q7WLgCxQMar5wceTALJUvyQej0NS0VWE+RDfsCHnk+v8g+9GVuhAL7rO+lq8UF3NeX4+5y0SNvLyK0bya6/lPDnZ58XhnXc4nzdP+fJp02hmvH7Sy7x60WI+cCCN6549Psn366+c9+rF+Y8/Kr9l6FDOszKr+M5vl/BNmzhPTSUFwjdub7uNvkABb7zBecuWkUrNlCn0/3ff9VguM3JyOL/8cqE8ImVr5Ej697RpdN2QIZxnZ3O+c6dP8v34I33hp58qv2XoUM6zsjjftYvzzZs5r1uX8+HDfZKPcyWezetIy5ac16nD+fmnBjjfuZO/8ko0z56vOxKeZXj99SDPQ6ZwvmKF/zz/9BN94WefKb9l6FDOs1L28V31j6o1PJuxbRvn9epxfn6djzm/9lohz54jJ4fzK65QvjzEMy7gfMaM+M1nDZ7POivIc2ZO7eY5NY48t2rlbj7Hi+e1azm/+motQ6+Z502biAJfed62jfOFC7Uuj/t81oSI5/r1aS+sLTjrLM6zU/fxXZm58eFZExHz+ZpraiXPbuGHovsegAcAHBV8jAfwvuqXxONxSCq6f/xBlvcNG6SXiA7xE3APrwLjQDVPT+f8hht8VHBvuonzTp2UL//sM5JxctP7OL/wQr5pE23255/voUxWZGdzPnq00qXV1Zy3b895xzblvBIJnE+fzhcsIJnvu88n+WbOpC+YPVvpckOeh06eyXlCAufV1SGr3aJFPsl47bWcN23qeJn1fpyAcfyRpHH8v/8lB83RR/toTczOpvvRgtzcyPlh9kR261LJq6a/z/maNUHrLOd33632ddoKnEueJ04MP+c7z9ddx3mzZsqX33kn3YLLltH/KyvJQVMTPItQXc15mzacd+tGkRqcc22etWHwPGeO0uUhnh+sDA1aXOazG54fms55UVHt5blDGa86sg3nM2eGeB43zif5vvuO8+bNOZ87V+ny+fODPJ88I37rdlGRlhts7Nggz62HcH7hhfHhef9+8qYpIMTzMWW8Cozz6dP951kTNcKzJmqEZw3UCM9btnD+5ZfKEZQGzw/3jyPPTz6pZfyr7TzHAh1FVzVHtw3nfDznfHXwYSi9h+EnfvsNuP9+YPt26SWiqqYBZGAl2iIVFSgrAyZP9qGtkIHt27USJyZPpnyGK1vOBAIBNG8O3HQTdePQaQGnDM61ckOKi6kK/k1XlSIR1UAggO7dgcGDgbfe0q91pATN/JqPP6ZUjVEnL6VKgWVluPlmKtTgW0FUxTwq6/04BF+hU+VC3HsvcOutwPLlwOLFPvRW5Vwqo6zwUWUlcOPFu5Fw/rnAN9+gc2fg1FOpjpATz67a5mjmen30EY3PDelTqbJjaSluuSWaZ0/HUjOP6qOPgI4dgUknvoUC9ibatAHy88M8ew7N+fz779Rx48YbgYSDFUBFhRbPrqBRW6GwEBgwgP79wouJKHyTcsxbtKDnunXzsOe5Ga1bAyeeqHz5Rx/RGnjMuPOAgQORmEi1onzjGQCmTgWuvFLp0hDPt6UhYfVKYNAgdO5MbTvfftsnnvv0oWq8eXlKlxvr9g2Ptga++ALgXDifPcXAgVptrkI8D2kNdOwYH55TU4G6dZUuDfF8xT4kgNZ833muqtL64BDPJ4X3Z995/vRTrQ8P8dxoBxAI+M8z51SYT7GNVIjny0uJ50DAf56//x4YMgT480+lyw2eR/aLI88//0xyKkLEs/kc9neBqqJbzhjra/yHMdYHQLk/Ih1GCAoHY9EhvgiD0B7LUYE6AKIXBU9bz2gUkjh4kOqznHkmkJKVhm2rAmjdGnjkEZLx7rs9ksmM8nJahCQyWpWERx6h5wefGizvF+Rg2DBgxQpShD2HpgJUVESFGeo3Sw29v0ED4KST9DtdaMmoIJ/1fjR6/a5bR10/EhKo1pHnvVXLy+lAIpDRrvDR4NOChedNPK9a5dzuz1XbHM3iciGe65QDW7YAJSWoX594/vBDusbzPrUaBYA2bqSuJcXFwNk7/oOReAFr1wJvvEE1wXy5FysrqfqHYn/KWbPo7+Ceu4E6dahyONR5doVBg4CFC4Gjj7a9zODOKMbXasNcVF5+Nf7vql249dbwdZ4bJwFabBVPYwbPgweDWk8FF0FjPvu25gwdqtxCJsTz4MjnfeVZE0VFVKC5/vHt6MSekBA1nz3H+vXA1q1Kl27cSNQOHgxq93PvvQB85nn/frJ0z56tdHlREf0dfH4WCXv++QB85vn114GkJGDNGmUZe/UC6p/UmdrJce4/zy+8ADz2mNKlETwbfeThM89lZcDKldGbpgQhno39OegM8JVnF+ewXr0iz2EGz76tiRrn7QieTb1+zzrLx/25lkJV0b0BwPOMsTWMsTUA/g0gTg3C/sZQ8PSJDvFL0BnD8AGaYIv0fZ6199DwrsybRz9p4EBg/d5MbF1REmr/AQCvvuqD58Jm8RIpCYWFQOPGwFGdyML8xPgSJCQADz9M7/FlcdBYYEtKgJ9+ojG0NgIfNow2gOXLfZLRpADJvIjW+7EE1AM2J4fGNT+fjM+e91YtKwOOOILKR1pgrr5rwChemNOhbvj3gTYBwPlA4qptTrdu1F6ocWP7Dw+K89NPwZa7lj54w4aR4rF8uQ99aj/8EPjmG6VLv/6a/h48GDZoAGRzSEykOeOZx95AcjKVnB461PYy4/685RY6o36/2B3PrpCZSVynpdleZuWuNdbg8qop+GzqDn96nruEwfPAgSCl5MILAYTnsy9jWF5OXs/Nm5UuLyoih1FOy2qaNK++CiB8m/iybn/wgXLPXmM+DxwI+k3vv0+tk0BNC4z57DkuuQS46CKlSw1jwcCBkc/7yvOePdQR4ffflS6fNSvIc5tk6gNbrx4An3kOBMhYHvwup0tDPPfvDzzzTOh9vvKscQ6L4PnLL0PV4X3lWTNqLcTzsfWAJ58MRZ/4yrOGjBE8N20KtG0b6lRw9tl0DluxwgcZXfAcOkMEf1+TJhSM4pvRpRZCSdHlnC/mnHcB0BlAZ855N875L/6KdhgqHiDRIb4KSfgG/bEd8v6InrWe0fAAzZpFlqT+/YFH116EF/m1Ea9XVwN33eWRXGb5AKGMIiWhqorOWIXvpmAHGiKwtxqck3UsIQH4z388lg8g5SwvT2kcZ88mp1aEAhRcwHzdBB58MFQ7X2QguPJK+hlmwwUQVIBYSajn67BhpBiJEJPxpVEjIumqq6JeKigg3Sg3l+6/nBxqF3vOOSDFqU6d0H1yxBFA797OY+iqbU6XLnTTKfJsRMxdfQtdP/TkAAoLaSMFSEbZmFl5UEZyspbH2YBh0DBQWUk8e54uUV3tGLdmvj8NWQquTEE56mDy4zSGqjy7wg8/UI6Gg5yi6AcAqFsdEFztce/hM84Abr5Z6dKiIppenTuD1pxAWL5hw4BfflF2dqlj/Xrg9NPDpzUbGJFCAweCFunvvw95nQ2efTnULV1KVruUFMdLjfk8aBCA+fOB884jDxci57Pn0DgYR/B8++0RURO+8ayhXETwDFAY7MyZAHzmWaPtTATPnJPHOthOzleeNTx9ETwnJ0e05PONZw1jfgTPyckUUx2M7PCVZ42IqwiezzmHtNrcXAC1bz536gQ6dzz/fOg133iupVBSdBljDzPGsjnnAc55gDFWnzH2kN/C/e0RCNAmatPh2XyIB2jNSk4GAiwbObkJGDEi+j3p6QgpHjHjzDMpDEsBs2YBXbtST7RJOy/E8xgddc369eF/e5J7mJtLyQinnRb1kuzgWFpK60Jj7MCDCDe0rK6msBlFJ4M6Lr4YmDtX6cBUVER6WX4+aPH/739D5Ofm0lO+LLAnn0wPiA0EBw8CO3dGv21rdnukHNc+1PPV2ARE8LTvrwUFBbSoV1dTrvX+/aYDk8naacg4bx7pzTKIDEyO82rbNmDDBiV5i4poHj/9NLByO21spVtKcN111OrW4Fk2Zoy5nC/33UfJqw7gnGQ0xiCATGSgRHq9Zx7JRYvIRfvZZ9JLRPcn56SMIxAIKd0qPLvChx+SEunQ01kU/QAgwmBgd31MWLYM2LXL8TKD5wEDaB02h8ABPh7qNA7G8+bRmj1oEMLvscjoC88lJbQ3a6zbeXmIitDIzaV9sSYVIM5pfw7xXF4OrF4der028PzzzxaeH3yQPOMmGX3hORAgnm3OYQYieJ49m6I65swB4DPPigpQFM/TpwOjw+cw33lWUCKjeF65MsJy6zvPuvPZAoNnX5Txli2BNm0cLzN4HjgwyHOvXkDfUPapv8p4LYRq6PJpnPM9xn8457sBnO6PSIcRwsSJSvk1xiH+nXfoBv/izd2ovvNurPnoF5x6Kp0LDTRsSIqxoXjEjIceokovDti3jxwdxuLVrmU5WmADgEivh1GTwrPcw9RU8qQ1bBj1kuzgmJBg7xH76itNGTxEURFF8dSpA6pYM2JEKBS2sJDOJt9/T7/N0zDwGTNCHghVz1JuLnD77nE44tcvQ8+1bUtW2QTLyhOz8WXRIjK6KCTvFBWFIwsAAJ98AowdG3rdCGu149nqJc7NVZhX99+vnHNYVEThv+XlwAa0xNu4ELtRP6QwnnUW2UbuvlusT3HuUrGcNAn49lvHy4qLqQ7PxRcTd+HQZbkX0xOPpBFGaFO8RvY9hjJuHkPAh/msqFycbtlBDY+uyGCQluahcRJQltHgOUqJDHqr27YFjjmGIiA9hYanL2o+W5Rx33jW9K6E1m1Lyokh49y5oWjmuMtYYzxrKLpRPFsMGr7yrBHlEuLZYtAwZPSNZwUZo3hesIA2Lr95Tk+nkDMFa10Uz0OGRGxmvvF83XW2BlSrjCGeV68my4Fp3zR4NuoveIbPPqNQbgdE8bx8OVV8DcI3nmspVBXdRMZYyJzFGEsD4GzeOozYkJQEZGcrX/7tt3T+O6nTLuCf/8Tcyb/iuutCkTMA6ODsKaqrlS6bO5dSGAwv2rS8p7EBrZCKitA1iYnBhQMe5h6uWEGHd4H3QuSVA8I/6UHcg3vwYMRrCQnKdTPUceutQo+zFXv3UiHuoGMVqKgAvvsO2LgxqrDN+vUeF7A566xQ3LaqZ0mmcJx9NhlNc3I0lESVL/vsM+ENbo4MaNSIbDOcAz16BMfn+OPpgiA6dqTrnHg2e4nXrFGQX/HQuWcPpawZxcxXow0uxttYjG6hn9q/P/2Gli3lEbKuFEtFBcgo/Dh2LHH3Zqs70RxbkJsjtCkB8Mgj6aAAFRZGG1EMPIeb8BHIlL1unTrP2lDgubAQeO01y9uQiQAykALK9UpMDL92440eGicVZQTCPIfWnMxM2lAqwut2//50nXmf8UQ+4/sUZOzSBWjQwCSjKULDV54VlAtjPkeMofH+IIz5PHduzcgYxXNGBoXp+M1zWRnd6IoyRvBsMWj4xvOAAUrG/CieBQYN33j+5RcypDpAOJ/jwfOxx5L7sGtXJRmj5rOA56Cj3Du0aROdoC5AFM/V1VTXwrThGjxrFEj2FFE8v/ceFW7zm+daClVFtxDALMbY1YyxqwHMBDDVP7EOAwDleT37rPLls2dTknlSA9pIv3gn4G9Rk4oK2qQUqv3Nn09/TziB/nbtRzJ2bBkAY3Q4Tk2l8Nf69eUeVe3D+08/0SYliKu1hn1b0RffYSDCOWLp6eSQ83wjVYyH/iWYFd+9e/CJvXvJrPjhh94XJTKjooKsFMEDmsxAYEVODmiB7dwZ2LEj9Hy/fqTEvfeehpLoBIkCZI0M2LkznCNsRAnMuqsoIoaHMZJx9myPW/coKpEGz00kKfY5OZSnlJxMxi3Z/autWFp4tsOiRXSOa9OGuPttXSZ28gZYs5bhmWdchHWrQqG4XFWV+K3P4ma8i+EAwkYWg2dPoaBEjhsXbZNZjTbIQgDTcQEAmhv79hHPMuXdFQyeFZQLM88AKGri9dcjBOrXj25t4771BIqhjpyTjKE1EaDDdKtWof/6xnOjRnSAd0DUum2prQBEzmfPwDkVejrnHMdLo3gWyOgLz2ecQQuyQ6QL55SBFMGzxaDhG88XXKCkREp5NilpvvAMUHSXQpHDKJ4FyrgvPCtCyLPFoGHw7PkYfv21UiFGoy2PCs+e3osVFXSAfustx0sXLSKxjjKawApkrEme4w3VYlSPAngIQIfg40HOuVot88Nwj2nTKIdCAbt2AUuW0M1rLF5Vu3wuamJMGofqogAtDkceCWRlBZ8IyrjgmwBef50OfYaiZhfWw7mmwuHgASoooAO46CeYK8mavY6rVnmcH+KgABnK1kkn0f9XrQq+YFq8XFUB1pHP9H3WsN2GDaPTWkKKTVkZ3ZimGB6jfaenm4BEARIZAMwoKwP4M88ADzwQ8Xy/ftRO75prPG7do6hEAlT7Kz0dSEEF9iALd+DR0LimpZEjevZsl/nCMvkAJQVo8WLSJ0L6zm+/AXfeCWzbFro/jF6w9et7mC6hWVzOjHooQVNsiRgbg2dzbQBPZHQYQ5V5mZNDPPbq5fFcOXiQwioUlLQonjt1Ai69NGLC+zKfBw+m2MSWLW0v27yZWrlH6ElTpkQUXgF84vnppyntwQHGfA7J2KABDdZ554Wu8YVnxmjB6t3b8dIonjt0oLwEE3zh2ZDTIZ990yYBzxZPH+DjfA5W1LVDFM8CY4EvPJeUABMmKDVGjeJZIKMvPL/8MtCsWYTBW4Qa5XnCBCWDhjHMIRkFxgJfeDZKPYuKoQhk7NLFxLNARt/mcy2Esp2Yc/4l5/z/go8azFL8G0Gjkt5339Hffv1ArtHkZLTIFBeH8ayoiUYelbHAhmBS0pwOqFZoKRwKIXAi7woQriSbmxuuTmc4r7t29TAs2EYBslaQBYA77gh+d2oqhbcHAu6qAOvIB0TIaA7b3bGDzpbGd2VkmBQbwQLbogVZlH1RdC0KhopCsbVcvJEC4fBhAzF5yRXDCBcvpjPBqFE0js1zUpCGcuRk7o1QGPv1o0iJYcNc5AuLUFpK95PDfK6uJitwxHxetQp49NGQBaiggOputWlDBhrPwm47daLelCGLWRh2XOfmApMxEj8knRg1hoDHYXDvvutodZfNy6m4DJdhapQyPn9+qN1l7KhXjyqlDBtme5mQ5z17aLBMhitf5nOzZlTk0MGIahw6nSIifeFZEcZ8bto0+ERSEp0ymzWLuM5znsvKKAfTIVFQyPOAAcCbb0Z4CX3h+cMPqS+2Q/ykkOfXXgu1xjHgC88nnwyce67jZVE8p6ZSGwkjjM0ko6c8b9tGVtFff7W9TMhzVhat96YDmC8879xJ9WZsaisAEp4tnnvAJ54Vz9tRPNepQ3NaIOO8eXpnW0f5AOX9OcpYYP4M+MRzLYWXAVGH4TUkCpAonHL2bFpXe/UCnXYzMzGod0mUpyclxcOiJop5VPv2UaqsIW9CAnDx9eGJ58brqKxwBAKRyb8C2BWvyQS1xjEUzi3B1sQ7dniYA2ujANmGJAd5RkmJ0KuXmupxuKiNklZQEG438/TTJsVGEDID0CYwZ45yircz6tUDjj466mCspOjXy4iSr3Nn+eWuveR33UXaqwPMRqGCAmDNWoaUBhm4cUQgQmHs14/Ohz/+6CJfWIQjjyTPhahUuwmrVtGcjjiMCAwahoye8nziidSbUjCfZVwbhqqCkZk4skHkGHbuTLeop5t948Zhd7YEEydGO7EYA87AZxiQMS9KGTd4jieEPC9cSAJZ4t0853nhQqWypcbBOGK+Pv54+CSM8Oue83zeeeEG6w4yRini06dHCWMAAEgAACAASURBVOM5z3/8AfTsGW6ELIGQZwk85/nnn6lzgDkhXQAhzw0bRp09fOFZQwGKGEPG6P4IJUoSPOdZUQES8nz22WQI6dQpSkZPeQ4ESBm0OYcBEp6vv56MqCb4wrOGITqK57w8SmUwwXOeFc/bQp7jdQ6rpTis6NZmCCaerBrxhx9SKGNoHdmwAe2/ejYiBzUhgaKYPPOuKIY6LllCsn7ySVju2dva467kJ/Dh4tauvY5KCodhLLAJjZJ9/0a0wK5EWrx8zYHt1y+iZ6EZjiHJwbAeUb7x6ad7xPVRR1HV5T59bC+TWmMBobVz1y6lIslqGD2aDnYWnp3yidPTgW4nRVuMExPlziTXXvLzz48utWvBgQM0JlGHTkH4Vn6+D8XRGHNMCDVC9FQ30p07PeS5tDTazR6EYwh3RrRBIzGRui54mu/12GORTYYFuOACGmZjacrNpdTXhq0zcfmwSGW8Tx+PeZ47l9wRDhVxapTnKVOEPbFFMrZpYzn7bd9OrhQTfOH5u+8cNyHpfL799qim7J7zrKgACXn+5ReaL59+GnGt5zyXlND3OIQuL14s4HnWLDIemuALzwopJ1Ked++OCjX1nGfFc5iQZwl84dnhHAZIeO7XL8qjbvDsuaLrwHNFBRWiihrD2bOp368JBs+e3Yux8Ny9O61XFsE957mWQlnRZYylMcba+ynMYVggKAwjU7hWrYpok0UaL2MhTw/ntFYY//YEzZoBt9xiyngXw1CAzGkum9ACjxy8Dbf8K9dRGZGtjUoKx4QJ4UpYEoi8KwAwEfegQ9XvUaHDZniSA/vKK1R5WQDHkOSXXgq918x19+4etjDIzKScOVl1pCAWLyajbceOpicbN6YwOMt9HK9QQms+cUICRTWYQ3yPPSGTlCdLHtbQodGfF1NRpfnzHduFLV1KKZRCRdeijH/yCY33hAkeFMoCKMzxyisdb2ohz8bm63eI2Y03Ul8ECczGiZQUSwh3ZpBnoxqZScbiYtKPPMH48Y69L5YupaJZL71k8cILDBqZmXQ/eDaGu3dTuGNysu1ltjxLQv09k9GtFw0I82yZz57zbChpNrCdz37zrOgBEvJcpw4ZlfzmWbFugZDnH34AHnkkPjw7yCjl+eSTqdCDCbWK561bgQsv9D8E3K23FKBE/G+/jaoyeOKJ1A7cIe3XUxmXLiUvrYqxwHOeU1MpDF7xHBZRgiE7mzTvGjqH1TSUFF3G2FkAFgP4Mvj/royxj/0U7DBALi9LyIbdGTQiJv+55yiEy4QBAyh539QHPjYcfTTwr38pK7pmJKAK7bAcZWu3C72RQT0dubnAyJExFNupX99RPiNVTZD2ByDcAUEEz/KdJXD0Ug0eLKxYmZ9PUWGelI5fvZpC7RySihYvpsU11dx4LDeXLO+WUEKjMNntt3tU0fiOOyjXSwDDALB3LykV995rUS6uu468weaG0wh3lGjc2IM2SJWVlFfw0ku2lxlzZcwYy7hcdJGpKV44ssM44xmRHaNGxVAlevlyyntzSCoS8izx9B15JDkPf/jBowrWkkOnMR5m50mUQU8SXZCfT389CTE7eJCULIVDJyCYuhkZUfIZMno2nzUOxlKeLTKaefYECgpQSQm19haOoUBGz3kuL6/dPBuf73B4dzufPYGCciHlOR7zubKSeFYYQ0DCs2UMDRk9n89ueK6uBt55hywDJnjO8wknUBiLDaQ8v/suGQwsueae8gxQhMtNN9leIuX5+uuFESie8ty7NxFiCTMXyRjFc0UFpQj89lvEtZ7zXEuh6tG9H8DxAPYAAOd8MYAjfZLpMMywhBHaKVYR9/+XX9ICZoLRgNshZUcdRqlkBxfx4sWWSQegDvZjOdrj1uxXAUR6I086iX6LoYxMmhRDsZ2pU4G337a95Ndf6XunTo307PbH1yjCQByBjcKWJUlJHuTA7t5NmtSUKcKXDSOAsYfl5Fh++6JFpEhakJ9PeumSJTHKBwAzZ9Im5VDURGiNleDNN8lhsG+fRxWNFy6M2qytMGp1RMnYpAkZbSxzrWdP4viaazxog6QYRmjcqps2WcYl566IXo6yyI7Jk2OoEq2hAEWNYbNmpOCNHBnxtJG+NGOGOOVCm2+JAiQaj4MHLakF/foBTz0VVSLc4NmTzV6R58WLqS5LqM2HgdxcocUtL4/miuWc4g6x8CxRgAyePTswKXhLpfNZogD5wrOCciHkWeDRBWoRzxJjgec8p6QAzZvbXiLlWSKjpzxXV9MmbxyeJKhRni+8kJwibds6yigdQ7/n8w03RDlerHCczxYZPeUZIO3VwXMh5Xn9euFhy1OeFSHkubISuPxy4IsvIp72nOdaClVF9yDn3HrK9SoA9jBE2LaNbkzLHSjy8CUlURRaxDonsCS2b097ikKrMDX8+98060tLpZdUVdEC1r9/pNxlSEcVEnDWSeJNYNGiyErIrovtPP88abA2MNanzp0j17ls7MFAfI2GiC7nnphIulHMObCBgGPsTUEBOQN79yYFIeI7H31UWOAoL4/+xuvwvmsXKWdRRZw4pxvPEpkwblx0v9OYKxo7HOjMPEfgzz+BJ58MVxoLIi2NNgyHVEZ1+QBHGUX5PGVlwLi7eUSzd1lkh9XmpDWmCjxPnkyRZP/9r8Ury1i0NSuI/HyKkPMkx13iAVJqr9W1K4X516sXcY2nPCsqQEuWAMcdJ4gUKSwE3n8/6qk77qB/DxzoQYi6ggdo507iOWqupKdTA2xBb9b8fPLIbNsWo3yGjG7nc+vWFP1gyUfxlOfKSvrBsibWJhmFPAtSEYCwl8oTGQcOBN54g4o2SSDluW5dGj+JN9IznqdNIyuYDaQ8SxQgT3lOSQHuvtuSFyaWUcizjece8EjGxESKXLNEJJnhyLNAxrw8D3lWyJeT8ixRxtPTPeR5zx7ghRdMvRvlMtYYzy+/TIMjahEShO26nZDg/3yupVBVdH9njF0CIJEx1o4x9hwAL6g7DBm2baPTpKVhqzXnMDeXWt4dcQQpukZY4Ipt0ZZExiivwWhFFDNKSuhDbUrGr1tH8/K886xyM1SlZ+C4HPHEq6wUp9Zqhz8q5NcUF9PmmJsbaUgoAS2wRi9dM9LTSeGOOSRFUQEqLqY9N+q3S0KjcnPJqOGZkubAs+FM7dDB8gJjqNiwDS/evynULrFRIx9ynhUOxsXF9BOiWnOuXAn83//RXwvy86mujSWt0518gKMCJKmzhLvW3UBxRkHohMwrj6kDz4WFlJJvIMore9ddwglpGF1iks0so4BnpfZa+/fTTSA5kHjKs8K9GDVXEL2+jRpFY2xsA7t2eVDtvX176pHqcj7j3HOF3iODZ09CCf/7X0qLsYF0PvfvT1EoAiXUM56bNAG+/16o8FtlFPGMRx8FPv886uncXAqO8MRA2bYtHRgkBihDPkDC86hRVOzBAk95VoCUZ4nnHvCQ5/37aaEzGRllMgp5lnh0PeX5008dLYa2PEtk9DQ0uGNHctw4yKjLc16eR6HB69bR/W5UcrKRscZ4Xr+eXMM2latteZacFeM9n2sCqoruTQA6AqgA8CaAvQBusX3HYcQGmwOT1bu5YQM9zGGBn8/JxMHd0QtD3740XzwpomR4V2yqtJonnlXulIZiq7Yx8axKmqzitO2hT1EBat+efobZkFACel8GomUsKSGPVHJyjPmlCgpQIEDe0h9/jP7tyzaKF1hPQ1IMnm0qJho8X3ttpCJeWAhsLctAyv6wjHb9zl3nPCvkepl5joDEYgzQGJaVObYoVJMPsL0XBV8fAsusF3GBKLIjpqJtAA1MixbSDxo3Lvq8F+GVLSwUVhvu0UP+ldp8jx4NDB8e9bRjLjtAlWQ7dBBa+jzjuWNH8g6ceab0EmM+W2tqFRYCc656FS+sPS00x194wYdq70OHUu6AwnwW1v369tuoqsYA8Zyc7JFx7ZhjbIuOGTIec4xjIdcIeMazAmQ8A6ANRlA7gjFSMDwZw6VLHTcAW57//W+hIu8pzyNGONYtkPLcvz8tSIJuAJ7xvGABbWY2pXNteR4+HLjnnqinPeW5qIi4soEtz23bCquB9uhBTmJPZNy7NyplRCSjkGeJ5x6gMfSEZ4Vopr17yVsqHEOJouspzwodRGx5lkSRGPP5UA5fdlR0GWOJAD7jnI/jnPcKPu7hnEt8D4fhCRQ9A7t2UZqnNQx0e2U2yg8kRr1gROB44tVVVC4AvcWhUSMKC7ZOPFctfhRlNMtnKOQ/LqWxF3l0zYgpv1SB5z/+oL9W63RZGfDl3Ez6hyCJOD+f6kht3RpjISAFr7gRbWnNLb35ZupHLDIWWNfrmCoad+qkfDCOgsNGCniwCbRrR4Nu06DX4Nl6HkhPB04YlEHJPkGeRQXcLrsshqJtAHD//WQFk8AxPDgjA+t+D0TdZ2lplNNkNTC44nv0aAoPscA6Hunpgjx+G4OGZzwnJFCOrY3V3eDZei+OGwc0PbAOp+FLJEBQFMCEmAyVCmGExcXkCBRG5t54Y1QqAkA8d+vm0YHppZccq+VL5/Pq1aRECvrwesbzt99SDKNNEQQZzwBIgXriCeG6nZcXXrdjwhNPCI1CZtjyzHlURWPAY54//NCxtoKU56QkqfLkGc8KCpAtz4MHS3une8azojFfyvP8+cA//xn1dFoaOfQ9M5YryCgcw/btgQ8+sI0uiFlGjXOYUMZjjyWDi2Bt9ZRnhbOslGfJeduYz54o47UUjoou57wKQDVjTFKT9jB8gUaPWhEm4h5kY29UMkGnTvSR33/vkYwKi1fDhpI0oQkTUHT0KKEClpdHE8+8bijl4ZlRXU35wzYylpeTUitcvOrXx+5WnVCdEtlQVWRQc+1ladKETuNHHBH1kqGcSlrsAgDW77UP6wGoA0NMhYDuuw/46CPbS0QFzsrKyHsbQKbQWMC5TZEtXXz1FYUfS1BWRr/bVtEVjGGrVkRNzJtAkybAJZdQHJMExnnvoYeiC6917huUsbQ0dF+MGEFP3Xcf/R02LFLZS0wM35cx53XCOTx49c5MFM8rEd5nZ51F59KcnBgqWHNOk1VS/bugINwP8M47BZ9tY9DwjOcFCyih1qa3iVF3btiwyDVv3bpwuoTIMGRGTNXehw+nSi42KC4mY6Ow2rwkBA7wKGS0upqqmFp6uJphO59TUijvXsCBZzxv3UoNNRWimYQyzp5NJecF9S08VdIU9mcpz337SiMTPOG5qspxf7blORCgKrmW1jiAhzwrKEC2PAcC1ANHEFvrGc+K5zApzzbIy/OQZ5uzrC3P2dm0WDZtGvVSTo7HPNvIaMvz1VfTGURwOKw1PL//PvDMM8L3eRbqX0uhGrpcCmAJY+wVxtizxsNPwf72qK6mCa5YkEME0WEoKYkWL088usOHO5Zj/+MPuaOtsPxcnP3sQOHBOD+fzinm2gBKeXhmMEbxJjYK0IoV9N1CGZs1Q/11v2LYlKERiofMIeLKy9KjBxUMsZjgzGHadvihxfnUBE0QetS9O535pkyJMfwxN1doTTXDpj4CZmIwfkB0omZuLvCf/9C/33vPg8JeNli+nP7qenSN0KOYN6l168gLJPCQGCgupvl5yy2CwmtBGT+YGogyWjz+eLj6ZEFBOIzXcBYpGzbuuUcYZmdA1G/a8MoWFgIrtkYbNIz7LC+Pfvp778VQwToQoDzlyZOllyjxLDBoeMbz4sVEiCTZurAwfM8Dkdzk5JBRCLBXdGOu9h4I2BauAWy8K4DUMwAQz+XlFCXuGobyZ7P32fJs47n3jGdFBSgpSdLdzkbG7t09CiWMxYsGUMJkPHi2US5seQYoZHfhwqinPefZQQGS8vzOO+Tt27w56iVPedaMWovA+PFSr3N+fi2Yz1VVVC3YcKma4FmKloLn3pZnG3jGc6dOjtW/bXk++mhKTRLAk/lci6Gq6L4P4F4AswEsMD0Owy9cdBHFJLdqZXvZkiW0H6VFOh3RJ3U+/tf8YjpRWtC3L71vz54YZRw+nMrG22DxYpo8opDZF+74Ex3KIsPTjIOxqFqdUh6eGUahBUuVVQOFhVSYEqBirDJFwJxbPHGixz11JVqzKEzbivR0YPSjrYhQQQhXnTq0yMpyP5UV8+nTqbiLBHZ1Oho2BCYmP4D78UDE8ykpNJaeVCXcvJlyI228zrbW2IwMGgzTvWwO9Z41i/gXnFXUMX069QK0IbW4mNKlkpMFL3brBtx1FyY8nhb1EeXlJKcxhq5C/AFyy//8s/Tl88+nv1lZ0V7ZceOAPchGAqqj3rdunUc8Kx5GAAnPxjpgc3iPmWcHBWjcuGjnjsHNxIlARYpzuoRx0HKdiuCgAFVUUKidraIrMBYAHvEcqxfN4Fkio6c8OyhA0vlsY3SpU4fsn554qWzkU+LZxnMP1BKe/ZzPimuOlGcbg4ZnPJeVxTafly6V5iDL6qVogTHKYbKJIrHlGQBOPx146y3hS/n5FMARE88XXUSKtE2rK1uev/qKjLACZdwznsePt83FduR5xgzglVeEL3nmda6lUFJ0OedTRQ+/hTsMZyxbRmfgl1+ODHec8I8daP3j28LZ37cv6Vcx39QbNkh7qxYWAg0a0MulpeKQ2as2PYQPEF3sYt06MoJmZpKM5lDNtDRSnpTCHzdtovCw338XynfddeHOPps3S7xegweH+r8Z7xH11HWdX/rgg7RhWz7UTgmN+O2DtwGvvx7Bs1lJE/z0EJQV8/vvt/WiGV53UW7pM88Ar74aGbqekEDevXHjaH9t2TLGe3HPHtqsZSWLQZtUQgKlykaBMaBVKxR+kI7Wrem/I0aEvaa7d9NlgrREdSi0nbG1xnbvDjz8MH7Z2Ej48oEDFHp04ID83lm71kE5clCAVq6k8Zg0Kdoru24dcBGmoTeiFeWcHOI4Zp4VD8ZSnhMSaKEcOlT4Xk82e0NGiXHNLv2ioAC47I5mWJbcGQxc6D0fMoQOdddeG2O/ZJv7cOVK4teNAuQpzw5zJSFB0jo0MZHG30FJi4eMtmNo/hwL8vIoddImAMQZDqHLSjxLjAWe8HzwIE3UJk2kl9jynJBAPDsYXWKS8aSTqPe2ZD4bMtYoz999J6zgbcCRZ5tUhFatPOA5MxN4+mnqYy6B43x2iC4AYpSxXj3yeNpEutjybKTVGIcFgYwx8+wAR57ffpvOcgIY8/lQzdNVUnQZY38yxlZbH34L97fGyy9TdRkHLF9OufrWisYDzpZbElcHmTv99BgrBufnR/YbCcJQCEVzPsKzlJEh9Fzk5NCid8IJtH6bQzV37iQP1uuvK4Q/rl9PBTkE8b/KXq/ffw9Z6WReVsZiyC81+LG4iWVKaG6uRclYuZLuk2AMu7UyteQMoKeYOyhAhjX23nujc0sLCoCCP+7DjpQj8MYb9L3VQaefcUBv0SI+noEjj5TXCJp/2bP4/KrpoVtF5Gh/9VW5CI7FvgIB2qwl4QCVlRRGL92kqqqAnTvRrqU4RrxRI7LoLl4sv3cYc1COHBQgO6u73Xca91nM1ScVlQs7nnHNNdIw/G7dyFgTs4w2PMsCdIzxG/xgP3Q48At+48fh9dej59PVV5N+YE0V0O6X7NaLBpDxcPp06ftj5lnRi2bL83nnSfqAeMRz69bAGWe4n88OClB+PtntFi+OQcbJk6nllwSOPNsYNAwZYxrDo46iA8zZZ9vKaMuzjYye8Ny9O4V7xcqzjTIeM8+Ao4IGSKeDrUEDCNdLcQ1jwbIpgqfEs0RGI0UrJkV3xgxbb+nBg3TUsjUWAP7O5+7dww3VBXDk2cagYcj4t/boAugJoFfwcSKAZwG84ZdQhwFyz9iEiwLkLd26lQxRUZAssIWFwD/+Ef5/TBWDJQcmp7Bbw6vRa6BRjTe8AJoVsPx8utZ1fqmNAqRc2Mq0kcrew3kM+aUSJVI5TNuywKqEPDdsqKmYKyq6wtxSgAZoyxbcc3e1kMvly2lsLS2joyBVJmP1rgDIfusFDD3wru33G18j63VqVSJHjQpf99ZLAZQnyeX780/aTG3Dyxo1wsvnfCa8L8aPp3/PnStvPWQ9Z0TNIwHP5t96zTX0nGi9mTgRuCDlI7yFi2DMZ8aAkSPD90FenhrPUigqQLbFt5cuDVessiA1laLrYtrsbcIICwvF5wyZ0clqvCwo8Kgn8YgRwCmnSF825rNwXwFogHv3lr4/Zp67dqVF4cQTbWW05fm118jtLYAnPF9xhW2xLMf53KMHRUSdfLLwZU+8VH372vb2cuR58ODIw4IFMfOsAEee69eXNlH1hOc1a4T91Q048qzg0QVilPGGG6j4gQSOPBtnHIkiapzDXPP8zTe0yNlUQHXk2cagkZrqQWjw9OnAww9LX1bm2SZdAoiR59WrbfPElHguKZHynJdHZ5dNm2KQsZZCNXR5p+mxkXP+NIAznN7HGBvCGPuDMbaSMXan4PV+jLGFjLFKxtj5lteqGGOLg4+PlX/RoQKFQhJGAr+tomtZHFzn71nBuVRGpwOX4b3o1CcTCeDo0GpfyGtx+eUkS0IChUjKoHSokyhAhYXyYplRnimTJdEu1Nd1SIrEi2a0S2ncmP7frJlEObUssCrjUq+ehpJruIUdlMhWrWyiuzIzAc6xc524Wq7h+bfbBGx7KDsoQNXV9kXRAGBXpTi6wIrXXouWY/Jk8ZyaPDl8HSstwfpAptSg5OhdCY5/vy6BUGVls6dv9Gi6P42CVNZrHAuocU7lK03FKqxjvmcPfZ4oFbqgALjz3OW4CNNQD/uQm0tRF+Y5HHMoYbt2FAInjG9T4xlXXAHcdlvU04ZCP3cuPV57zaWML7wgjCAxxtJaFyHK6LRtG4WyfPCB8ONbtPCgRsDEicDFF0tfdpzPK1YAU6dKD10x85yaSlxLBFDi2QFGKKFdfYFY4DifU1OJTEl7nBYtiE/Xh3fOgXffJa5sZLTl+YwzKLVGgph5/uYbKq4jqCMCKPK8ZIltqE3MPN95p21PbEeec3KAF1+URpF4wvNLL9m6CouL6Tvq1rWRsUsXaepPzEqaB/uzSnTBggUx8KxozHdr0PCEZwUZbXkOnsNkXQsO5Txd1dDl7qZHT8bYSAC2ZRuD/XefB3AagGMBXMwYO9Zy2ToAVwB4U/AR5ZzzrsGHOKnqUIZCJT1D0W3fXvBiZiaVY7ckemm36JGhrIxWKIGMdgeuCO9FcNIu/TEQKvQ0dWr4YL1tm/xzlA51Ao+udp6taYEVecqMc8qiRQryiGATRlhQQFGCAOViC5VTywKrMi5aXBs823ippk2jKHFpGHzwvce0EFs7c3IoZGnKFHn4r62Bpn598j40EuevrltHe7jdRnqgjrjXrwGD57vuipZDpkSan38Ed+J6PjnKoGQoWEbaqLTqocmgIfL0AZGhhNZrhH31YLpfGCNPpyk0SjTmnMuNYt1PJhlLNgaEaQVduxLPrjfS1q2pqImkRZMKz6IDk6jC+ciRMaR0mKqVGPxeeqk40iLK6JSUBPz0k+0k7dUrhh7U1dV00HEII7Qdw6+/JoPBzp3Cl2PmedEiSjkRtN4BFHkePpzWBAny88k46XrdLiiglicSGAdj4d4M0Il8wgSqmC9BTNVky8poDAS9hM0y2o7hwYPU+kDiMY2Z57Vrha2BDCjxLOr1Z0LMPCumc0h5zsqixcWmVG/MPNvsz4aMtmN4zTU0QNaKpkF060Z2GdcyOqQWKfE8aVKoVooIeXk0pWqM5/r1KQRf0CbSLKPrMTTW7Bii1pzCq435fCjm6aqGLj9pevwTQHcA9p3IgeMBrOScr+acHwDwNoCIZAzO+RrO+a+AoFTn3x0KPfCWLyelQLiG1q8PbNkCXHllxNPaLXrs5AOUw24Bgfdi8GDq7ZVFLZpVwm4BjUOdYbkyySj7jsREice0Z0+q6Auxp+zJJ+ky1wvY6adTxT8JiovpXJ+dLbnAsnjJxt4MLa7r1KHQrauuinqpsJCiAw1vtjQMPjj+994cEIbdPvwwyfTVV/IcUlsDTf/+lGMj2WQcrbEAco7LRDaL3ACMM5SZ5y1b5J9hh1/QFf9D/4jfIVKwpNW/HTYpgDbSDRvI6GCFdsVyuDCKOYRvpaTQdHK9kW7ZQsp4tXi7UOFZlOslWhMqKlz2xZ44MZTrpdIiLGosFXi++GKaIy1auOhJvHUradcvvih8mXPFMELAP57nzCELnyRMRonnykr6rRLEXE123TrbvEbHdTshgfINbBS9/Hyayxs2uJDPIZ1Diefp06lQlLnHnwkx8+ygACnx/PzzwggNAzHzrOBFs+UZIFejxGsNeMSzREYlnh0QM88OHl0lnnv2BI47TvpyzF7nWHnOzCSj0qmnSj8jJp4dxlCJ50suobhkQT9iIMzz39ajC+Bqznn/4GMw5/w6AE7Bmi0AmI9cG4LPqaIOY2w+Y+xHxpjcdHqoomFDys63wYwZtF+mpakXlXJz4BXCKKnbt2/USwUFkSGLubnUKnbHDsth7MgjgXPOCcVa2Hkac3JcHOpGj6bDUoMGoadk31FdLfnMRx6hLzT9NrOnbPRokkl1E4jKM82+0Xajdly8kpJoIx05MiSfoYwDMXh+DCQmAm3aCL2l48YpFsVp3x64+mqcdWG6MOy2oIB0GKv+Yv6sWAw0SorusRlo3TAQIdvrr4eLKY4eTXzJjAjWcbb+/xR8he5YECGvVhpBcjIZHRzCtwDxRiUy0kTMo7VrKV/Q1GZCe8wVlfGFC20LZMvxn/+Q0UniYVI6MAkKcngW5QJQ38yiIgBqhruosVTg2TjU/etfLnoSOyhAmzaRIzUWz4Aho2ueHWR0y7MZzZvTfI7pYByLd0WDZ1cyOihAhwzPP/9sm59a4zwDdEayycPyhOdY5vNPPwHHHx8qaClCfn4N8zxvHoXiS3DEEXrnsCgoFOiLxVgAxMhzQgJZOCVCKPGcmUkTXHvYpgAAIABJREFUQpb7EpQxphDwWgpVRVdUYlFedtEb5HLOewK4BMDTjLE21gsYY9cFleH527dv91mcOOPDD6U9rwBSmH76ic580iqqV14ZdkUFYVWEEhLIuK9dTCkzkwpVSKxsxqSeOtXmIBYIAF9+GXKT2Sktn3/u4lAH0IHCpHV45tE2QbVanSjP9JZr96HwDXEYIecUsuy4wHbvHk7mRVgZ55yUNeO3ZWS4qA69YQPw2GNCt5SygtC9OykpOTnSsFunXr+2BpoHHrApNUibVMOG0shmwgsvoN7G5eJiWkHk5VEIlzXCKz2d7AxmJXLkyEh5J2Mkbkt8JsLIoK1gPfQQcNpp0p/QpQvJJrsXZWMPgPIEvv02ggjRmKem2hhKGjSgjfTgQamMRijhwoXSS+QIBEg5kOQ1KvGcmRnVEk029x1amMtlDB6YnBRlqdEpK0vatg2gELO0NJeHOi+8aMZ7bWT0hGdhw0r3PFthVJO1ieK2l9HGu6K0bjvI6AnPsSgXh3n2jmdrcr4JMfG8fz+tF8GoOCuUeK6oIEXSIQLCNc99+pDVLxaep06lw5MNjNQdVzzPmSM9byt7xY87zrZ4W0w8N20KvPmmtHidEs8bN9JZSdDr10BM87kWw1bRZYwdwxg7D0AWY+xc0+MKALJC4AY2AjAfFVoGn1MC53xj8O9qAP8D0E1wzUuc856c856NTQf9vwPuvluhiuoPP5DF0wLjwPvKK3To7dXLhQB79gC//SY18TnmNAAkxGmnUR84iA/WRrl5V4vDK69Euce0PdrPP08eTZvV0y5k1AyRh2d5eUscGHWz8PodO6hQk+MC+847wMfiem0FBaSj9utHuqC2QaO4GBg7Vnhq1zIacC5OjA6iZUv7z7L1SG7caHuQUNqk0tOlCpSB/Hzi45//jJZj0qRIJXLSpEh5GyTsQfeB2RHjLxs/UwBCJG67DRgwQCpfcjLNZVdzxRi/7Gxh32oDTzxhcw/l55Np2XAtIzqCwajo6MqqvWePbYygEs9XXUWHJhNk4f5jxsQmo53xzDYy5aSTaLAkSE6OIcTMxLMISgcm4702CkZM3gsveM7KIiVFEuYOhG9Xp3VbV0bldTs723YMY+LZ+NzazHPjxrZlxJV4zs62rRgMxMjzU09JFaxawXOXLnQvniGuDVsreO7fn4y0EnjFc15eDDxnZko33u3bFXk+eNC2sExMPDtAiecdO6iP7m+/SS+JOdS/lsLJo9sewJkAsgGcZXp0ByCu3R/GPADtGGNHMsZSAFwEQKl6MmOsPmMsNfjvRgD6ABD3hDgUUV1Nh5035B2clLxBDp6BPn3ob1DP1ENREdCpk7Sqo5Kia1lgRcrMyy+Tpc/VxPvqq6iwJqtHu25dBy/n/v1U1l1SGKWwMFyVvnv3sEdd1ArHyhlDNTIRwMaSGKyxAHnt7UpUgxawRYuiQ40dYXMwnjgxun2f0Giwfj1dKCllW1golsv6WVKP5N69Uos2oLiRfvcdxSdLKhIC4U2gaVMbz6gJIXkrq5GFAI45PlLGiRPFRu6SEkkawrZt9gmfiIHn4Bz87PtsYd/qwYPJOXTjjeofKYpguP12SvtzNZ+94Llbt3DlryCs645R60qSyiRHdXWEjDIF+o47HCJTpk0jS6YNXIcSKihAGRnkmJeiXTu6yWyKPTVtSrUjaozn3r2pyI4kzB2I8VA3dKi0xZLyuu2gAAEx8NyrF7Vz6dJFKqMjzwYHNjLGxPPtt1NhMwmUDRrV1dL9GYiR53PPFaZnGfIBijL6xbMDiotJh5PU7wvLB9jK2KwZZZq5GsNt22I3RGdnO/LsumpwdTXdi6a0Hat8QA3zPH061VZYtkwqoyPPCgYNYz4fanm6toou5/wjzvmVAM7knF9pevyDc257y3POKwGMBvAVgGUA3uGc/84Ym8AYGwoAjLFejLENAC4A8CJj7Pfg2zsAmM8Y+wXANwAe4Zz/fRTd0lJg9mzbUBLZISzCi5CdbbvAHH00KZGuFF1jslgOJIaCN3YspQJ89pnNZxjvNcloVWYuvTSGRtaSA1NBQbi67T33OHg5BTIaMA7yRoGiHTvC/VNFrXCsBsN6KEUiqoH6MVjdDRlteAZosz94kPIvtCDhGaBxO+YYcoTa5k9nZhKhNmNoLeCq1evXxruyezdNI8cxLC4m7/2uXdJLOncmxUX7Xiwtpd9vkbGgQBwVd+CAJE/30kttC5cBNFdi4Xniv7OEecNz5tAY2hY53b8fOOssUtQgz0Het89liJkXPG/ZQnkQlgOTed1Zt84lz2VlJF9wolsVaGP+jxql+bkCuJ7PRx9NSrRN4TZHntPSKA7PoVii65DRKVNo/xNAmeezzqKcHJsoDdfzGaCoAMnipLxuFxXZ9uIFYuA5K4sWA5sQdUeeGzcmT5ykNY5ZRtchoxIo89ykCd3LNgZK1zwfOEDFwiTnMC2Dhl/785dfAhdeGO7RJ5DRkWdjTXWQ0XVo8IgRwJAhwpeUeVZQxjt3dhkaXFpKoUrz5wtfrhU879lD97ikd5CXPPsxn2saqjm65zDGMhljyYyxWYyx7YyxS53exDn/nHN+NOe8Ded8YvC5+zjnHwf/PY9z3pJzXpdz3pBz3jH4/FzOeSfOeZfgX3my6qEIG+XCgChSJcqb5qAAMUbGSleKrsDTZ60yWlUlqcJrICODhFDIsfnjD1IktWWUHIyNNAWlxQsQyig7yL/0kvj5Xbsiz11ZoM8cdK7co5uWppArqOAZcB165BDquGcP7bO23k0bnmUFe7R6/e7dG1uIHhDBs8gbD8QQGmyMoWA+y/RqYcSGwkZ6wgn0V1vGevWALl3w+0bxODq2fwDo5v7sM+B3slfKok727SN908E5HY3bbwfuu0/4kjLP331Hi+eff0ovcc1zvXpE6K23hp4yK9CXX644n2+/HRg0yPYS116qzp1pkzDHo5uglHMI0CJn0xoHoIOxK57r1iUFRgBlngEadJvQ5ZhC/W2wbJkizxkZ0SExFrjmeeFC4L//lXq0lXhOT6cFumtX28tc83zRRcAttwhfUub5sssodcXGleWa5y1bKOxWYoxQ5vmeeyjfxQauef7tN0pdkhQYUuI5I4NIdEj/y8tzybNNhIb2/myz/yUnU00t1/uzzRlCiWdFhwPgQkaHSBxlnhlTMmhs3uyyGGMthaqiewrnPAAKY14DoC2A2/0S6m8Ph4kHUPeg5GSHasRt2zrOzr59qXuMdtuUvXvpi+vVs+0VKa0iC5AmobA4GCEpP/7oQsZYF1gbj65sIZClonJOj4YNaeiObU6fecIQ+QLbvj0Nk6OMDmPYpAmlGn//vcNnWWHi2YqSEspNdhzDhARpQQ5PKt6efDIwcKDwJV2eZ7yzR+iNN5TdvDxg8WK1NlghNGlCFoYzz4x6SSvPWYNn7Y30wguBxYtRP1fupdPlWfbbjHBJbRkHDaJ2XAJoz2cFw5A2zw5Qns9791IbJQvMBpjjj3cZAr57t7T/bUkJ6QxKSuQdd9hWQQViONQ9+qi0kq4yz19/TUqkw5e74nnJElICJQqQMs8ffEChTzZwPZ8/+IB6HQuE0OJ5wwY69drANc+LF0s/W8ugoQBXPCuE+Svx3K8fKcw2cM3z3r0kgGR/VuI5IYEOBiNG2F7mmmcbh4Myz4MGEYFt2zrK6Jpnm7OiEs+DB1MvXRu45nnPHm94VizeBhxaebqqiq6RSXYGgHc55/YjdRixQcGju3w53dhr19p40x5+GJg50/arjPQTbQVozx4gKwuFbyXo94o044MPgJtusv2qXr3IWSSJZpMjMVFayq+4mM5BbaJqeVvQsiXlYwkWGNlB3qZ6Ow4epI+qrga+mteArL2SytXKJe0VPH0AcOKJ5ISxcXJE4+67aRUVrPLLl9NfZRkFC6wnVbAfeYS8YAIUF9O9Y1PbJywfgLcn77E11px4IjlJtDaBOnXI1SrwOkycqNECSsFzb8iozbNJHllBOF2eZYXfHn2U9ltJSpQcc+ZIFxpdnp3mi5lnmYc/CkuWABdcIMyjKiykpXjxYoVWcAKDhijfeedOin7V4vm++6SHReUoF0NGh3uxc2eXPD/9NNVXEECZ54wMGigNnpWxZw8lrhsTQyCj0hjOnQs895zjZSeeSHufFs/B/Vm0bmvx3KcPcNddtpe45tmQUQBlnletoggNBwJd8wzYyqg0hn/+SekSDnDNc2Zm7DwroEZ5rl+f8s0lc85ATDzbKONKY3jddXQWcUCNzue1a6nAmg06daLUdEnQz18SqoruJ4yxYgA9AMxijDUG4HHa/GGEkJhIeTE21VBWrKB0q1jRrRuFZZgVXaWD3aWXApMmuesVacbJJ1NxExukpZGe8M039t8Thd9/lxZpKi4mJVdS8T6MDh2Ajz4Shm+JDvJJSbTeyfqtAibFv0UL4MEHhSvU/v20PyotXmPH0obvgP79KbLy118VPtNAnTrSiiVaVvfrrwdOOSXqadEYMuair7MExcV0ezlECNImkpSEfdvFN7PB2Ykn0vTUuhdXrwZefVV46D733PDXO/aJzs6mA7ZDkztXPI8dCwwbJiwId+WVdImu0UVWKXvECHJyaM/nU06hPGoBtHgGHJU0g+fnnhPn2wvXxDVrqGiIJV+wsBC49tpwFKntZwBhng+EW9WL1tmqKkovs2l/GQ0vwvwNGR2UyMRElzw7eID84FlLRhtPX3k53QbKY2jhWQRjPh9yPDvIqMRzVRUpkTapCEAN8/zmm6SM12aezz+firfZICmJxrFG5nNJCa39NhWDAZc8G624YuUZoPvRIbnVFc/5+bSJCKDFc1aWvScGxMV77wmPa39ZKCm6nPM7AeQD6Mk5PwhgHwB7H/1huIfRtblzZ+HLlZWk1zjoh9RypndvaagaQNa03r3DVjqR50B4KDv+eODii933ijQwZw7wxRcOP4QWh4ULlRyXSlDORbOB9SCfkkKVCY3WMrL1JKT4l5RQRUKBae+PP2j8lWRs1EhaXMYMI3pKaxN45RUq6iLAsmX0Gx2iiQh33SXU3qxjWL8+/e6TTlKUr6KClPGnnw49ZTbUfP65vdEhhHbtgAMH8FPucOHL5l7EvXppjuHcudTWRtDre/ly+r0vvqjQJ/r002mwHOCK52XL6MsRXRCuQQMNno89NiK/UlYpe8AAMtZt2KAoX0VFuGekRHzlgzvguJAYPH/1lUY6hiQSZ9y46CrYtikdAiXNbp3V4tnGu6I1nxU8uoALnvfvrxGetccQEMpozGflQyfgOI6u5rONcqHNs8Kma/C8UbWBpFc826QWmXHI8lyvnvQguGyZYtQaQOeQlSsdL9PmmXPgsceoOJxERqUxLCujrggO7mRXPJ9xBu0v3aI6mOrx/OKLNOAOxWRc8XzxxRQKJYAWzy+95OjRPRTh1Ed3QPDvuQBOBnB28N9DQIrvYdQA1q6lEFhHj24gQH10bSrJArR4LVpE+rCswFLUoWzBAqC42NZbm5OjUDn3iSccQ6MMGaurNcKXd+8Gzjsv1L7ArPzk5tIC1rGjwuccPEghp48/LnzZfJC/7TYyLJeW0vNTpzr07J06lbz2goXRSNFTkrG4mBqB2/RwAyhdu21bzQX29dfJIi3A0qW0xzq0nyUcOCC9D81jaHSbUJZx717apIKueauhprKS7m3bUFGAtGzGlPos9+8PzJtn2+kgEjahUVo8d+tGVt3UVNvLXPFsk8+uxfObb1JPMAdob/Y23pX9+8nwpzSGDRqQ9jpsmJKMMue5UPGU8Kydh37MMSSfyTMgW2eTkmw7tETDxgOkxbNiukSN8ayoXBgy1sh8VlTGjfmszbMX81kxXUKb5wMHyGUk6D9Ya3g++WRKrWrRIuqlWsPzpEnAjBnCl2oFz4wB//gHuVotqDU8AzRIAs+EFs9GRWQ/eC4vl3qKtXj+9FM60/3N4OTRNfwqZwke0ZVVDsMbTJ5MZilJxUSjda2joqu4wA4aRHPom280DmVXXw2MHStUDAxlcu1ahcq5ip6B3r3Jcae8OOzYAbz/PrB5c5Tys24dKVWSivyRSE4m+QTeOCv69yfKjCrWstDNiP6vgPBAsnQprbuOXnuALLH3369UDrF/fzIWyApmRcHGM7B0KTnwlHDNNUCPHo6Xde5Muojbg7HIUFNZaeM9M2PUKBRU/deeM0TzrCyjA8+OKQOlpbSDK272NcKzImLl2Yzly2k+K8mYlEQHbMHh1Qq7+jFCxVPCs3Ye+qBBdMA2ecZlIf7t2tUQzy++KD1gm6HNs00YoRbPqalU/bpnT8dLtedzhw5kcIp13c7Kov1F4USuPZ8LC6lNkwBaPCsaNLR5zswkg9P550e9pMVznTr0UDS6aPHcsiUZnAQhQdo8A/6s2zbwg+cuXSjqSpnn8nJKIRO0f9LmOTXVH54/+oi8xYLIulrDc15eOM9JIKPXPB9qcOqjOz7490rB46r4iPg3xKpVlIsgSVwwigA5Tj7FiderF4V8FBVpHMqCIXAiZa5+fWmP9WgoTrzUVPpM5QXWFHYkyyP+8ENvZezTh84tZhlloZshGY0F3IKlS8nq5+C8I2gusHv3kpdTCaZQR6tXfMUK7xfYhAQKW3bDMxBjFef33we++86eM4h5dpQxLU1ocjV4nj5dIWVg0SJKGZg3z/ErtXmWeIAqKsiOoszz889T+IUDYuXZDMPqrizj558rVd/r04cOOdZlWJqOkZoKHHVUFM8TJ0Y7CxxTOiwoKKD2RObCZZzTVqHF8223URi9Bdo8N28ubQFkhjbP7dpRFM3w6BQCbZ6fekop0Ux7Pg8cSJuezXxWWrfPPFMaMmmF9nxu2ZLuRQu0eb7iCuql6wBtnm2gzXO3braFOw1o87x4sdSY8/vvGjwrOhwAFzwPHx6RtmNAm2fFEHVtnpcsoWKb//tf1EvaPCt6nbV5/u47MgoJCj3VGp6NomMWuOJZYQwPNSjl6DLGshhjTzHG5gcfTzLGnFeWw5DC1ntjE14GkKKbleXY9kx54iUlUZTOrFnySqlRhzKTjGbFYMkSCoHWnngKJej696cCOwrO1YjwMpmS49A1IVpGB6SnU9GsWbMUP9chjFBrAwC0QglVZTywfQ9e/TAbjFERIatX3CEqPoysLPLWKPA8YADdT6tXK3yuxdMXUxVnRWXcFc8CY0Hr1tQy69hjFVMGfOQZxx8vzVGqqlIM3QKoT9m333rPc9u2ZHnv1QtA5DiOHEkKoHJxvjFjgGefdbwsPZ1qgLRqZe/hD+H//k9YFK6ggDIU0tIUPgOgBP0mTcira8Lnn0dHrxn1bZR5vuwyqiJvgeFdUeZ57lxg/HjveQZoQxJUCVy6lPhW5nn/fn/W7YoK6e9eulRjDIPpEirQns//+pfQmKPN84AByg3NBwyg1B2HulCE//2PJrDgpK/N89y5SiE72jw//zxZlwTQ4rlTJyq53r2746XaPM+YIRxwLW8pQLIZoX0O0OLZIZpJi2e/9mebugVaPGs6HABNGWONcgHCxgI3LRn+wlCtujwFQAmA4cFHAMCrfgl1qMOx4JNNeBlAnrR27RT2yEaNaMYLWuNYD9zZ2WQZ6tPHIdwWoEkiUdKMCnBaE49zpfCtwYPpr0LEXMQCK1NycnPVRNQJ9zjlFEpfdkiXJUh4PnBA01uqscA2a0ZhZpLuHREofL0aCWWl2FBCny/aAy1ncTmys+m+UeDZcMKoyIimTWnyBElWNtTIZFS0djrxbJ5fPb54CJ+M+UY47zdtomFR8kT7xDMA4J13KNTTAldWdz94rl+fFLSmTaPG0RiO6dMVZdSwap9yCh3ofv5ZoViYBAcOAFu3kn6t9BlpaWTNs1iR7KISlMbQsEQK1jJtnn/4AZgwwXuef/oJuPFGGjCBjMreFYBcTxdeqHSp1ro9YoSwJZz2ur1nD5U0LypyvFRrPhsFIwQXa/O8axfd/AcPOl6qxfP27TSBJQYNLZ41oMWz5Iyj7UXLziYlskEDx0u1eQ4EvIlyufJK6outYHjR4tkhn12L5xkzKK1PATXC8xFH0B4qiKSwosZ4NtIlBKHkhzJUFd02nPPxnPPVwccDAJzZPAwhHL03gjBC88F51izFxPPmzelAMmRI1GdZD9zvvkuvFRU5hNsCVC2Yc9uJ16GDgnwAcMklFCKkUBq3Rw/S3b/8UuFzGaPwrfr1hcpPYqJG6ODZZyuFYwLhoXZoX0y47DJq62LBihXkRfPDo2vI+N13RKMdxt2bgFRU4CHcI71GyysOKCkY7dpR9Wolnjt1onzBoKJrDqUHSGdwLIhmllFxDE87jf6KjC7W+bVwQxNcdP8xuPlmcQj9998reqJ94tkO2lb3GHi2jXJZtQr47DOgokK4fnKumIcNaBmu7HiOwm230cMCr+az7B7JzFTkuaSETleC3M148myLJUuowI6gFYt2rrgGz8a6rcSzJIxQm2fGgNdeA375RVlGZZ45lyoXWjy//z4VyNiyxfFSg2eFJgqOnj4tnseOpRBrBWjzLBhDbZ6rquiApdhPpkZ41sDRR9cQzzk5ZPBUgNY5zCueGzWidAmFVARDxrjzPGYMRbpkZCi+4dCAqqJbzhgLZV0yxvoAKLe5/jBs4Oi9Oe44ipkLwnpwrqqiND3HSrISiA6K+/eT8qe0eNWp8//snXd4FFX3x7+TBAKhQ5CeAFJEkCIoIIodEVRQUUFAfS0oqGDBgoj+LGAXQZQXG6BE7A0BeRHBDkIQRHozoZOEhBZKkj2/P85OMjs7sztzp+yC9/M8+yQ7OzN7dr5T7rn33HOAWbPYAdSxdi13GFlKdQ6wM96unYVCanxBX3YZ94JFjby49lpg2zagYcMw5wfgBqzlkZlRowwdUiPOPNOGM37FFYYPaNu9dFWqcM/7ffdZWr1nT+6gj5bYKzsbCCARx2He5Wp5VPzss7lnQc1MGAFFYRsXLIhaepBX0J0MAwdySE9SEnewWta5fn32jA3QO2Fr1vDUASOd9dfXTZiOCwu/Na3ylZtrcSS6cmU2wOJoZFIS61y1aoR62ADXfklL40athowMTooeCHAiYEv3GxvOuFbn6dOjRLl8+WXpnEZH87ABWx0aHTqY6xzGL7/wpC4dtq/nypX54Oh0NjtH7rmHdY46Jy1Ko/PUU/nWbglBnaNezyYjQLZHSwFbOtu6b5uMAAndtw10NkO9b0uddWzdypEAFrCtsxujaIrCkQWffGJpdcs6R8lbYEvnuXP5wBjcv/TETOdvvwUmTLC0qi2diYBatcIW29YZ4Ae/xXTPlnVOSAAef5wTUhnYaEtng3nI/was/uqhAN5QFOUfRVGyAEwCcJd3Zp3cRB29eeWVkFpXRo5pUZHFEYxzz+W5VBrMGoQlJdwDFvXmlZzMjU5dIb6MDJ76VlTEH1lqGO/eDUyebLmV2rMnRz1ZnsQfRB2lVkOrr7vO3vZW5zTYcsbXrTOMrVmzhh8mBpUXjFEL0EYpBK7SrRv7m9EeAl3rZ2Ey7kJrGBdptzUq3rYt8NhjUcO3VIdy8mSOrnnqqSj7feYZDm/QHeyNGznzoq2H1NSphkkzjCIg7rqLe1GNdNafyqPwHAbDPKV/o0YWMnQDfHJ9+KFhoh4jm8ePL3tvWg8b4E6SbdtCYtPV36zedyJur6VhQz7BLD5Qe/ZknR95xEKUS0ICULmys3nYgK0QdVvXs0nDePVqm9dzQoKhk2Z2jjz5pLXrOVIY4erVAk4kYMtJO3zYQg4wjc5ahK5nr3Q2mdO3erXN0RUTnc2wet/+V+ps8Rja1tmNUTRVZ4vH0LLOJSXcE2eQQd62zklJnFzFUikKGzr37Mk3KTd0/uYb4PnnLa1qS+f589mJ1iE0Kl6/PrdzLGBZ5ypVuJ1j4Oja1nn9eo4kVL34fwmWWiNEtIKI2gFoC+AMIupARNbibSRh2J1H6GgEY8eOsKwBZg3C2rU5SiJqWvY9e3hEV3NTVBvGR4Lj/JYbxtu3A8OGWQ7fUueHRL05jB8fNj8rI6OsnNsjj9gYER8zxlKoh+qkZWSwMz5uXJQNLriA961jzRqe5mEyuGjMiy9yGJwFypfnxKHffRc598ST/8nGXZiCuigLW9NO4enVy8ZoaXExnxRq+RADtA6lyosvRtGpoIC10TlWQr2xJphNNVi3jkdjly8P/Ux/fVVHAQpQHbVqGZeIee45/j/qlAGAz2mD+YFGNh/RxdwY1sMGDEeALNfT1tOlC99AomTwUK8VNSjEYEomAM09LuhcZMxMMOwwr1DBRqfLqFEWY9qYnj2NddZzZHcBPpxTPSz0Wuh6HjzYsByX0TmiXs9z50bJJWMy0ic0umIzjP7CCznSx5KTVq1a2FxBoevZhhMJWNc5kgNkW2cbNp5UOrdsCfTvH986z5xp+HxevTpOdG7alH+EbmpaXOncpg2X4nJLZxsZg0UHRVSEdLbR6WJZ5yNH+IfoahEJ6XzgANfRtZwZ8OTAatbl6oqiDAfwfwCeVRRloqIo0dNWSgyJOnrTrBnHDAZxNIJhcIM1c7Sfe44vvtmzo+zzjz84MYwmw6hww9hmj/Epp3BpxDlzoqy4fDnbGUR1otSMzbt3W3TEAb7TFRZydgITjJy0p5+Osn+TudhffMGHNmK4qZ4PPwzLDBVpzmPPnqEj3Ea/5+MpfN4cTOCHYHo63yP/+ovXsZjnhdmyhY345hvTVcxq4I4YYT9D+apVfG316ROhLq2er75i712ns1mHUl4ef4f+XNRfX9VRgMKkapgwIfS6T0riDnlbyY1057UZZjZnZRkcS4MRIMfhwREwulbMSEvj9T+fuh9b86th8GAYhoC/8YaN49ikiaXOApUePYx11pKRASj7C7D9ULWw0OtVq2xk7lSZONE046sR6vW8fn2ElUxG+tav5+vMlo3t2/P+evWytHo1DdWMAAAgAElEQVSVKhxcFPW+XVJiWE5g1So+Zy2PigNsm8XM0IA1nQEA995r+LuFdE5LM0zIZIYlnbt04Sx3uhp/QjrbfD5b1nnQIMMbspDO1avz3KsIz2ctlnU+80zDgyWks43oAsCiziYI6azeE9zWefVqw7nJwjofOeK+zv37G2YyjBudv/+eG74rVoQs9kPnkwYiivoC8BuAVwH8B8DN6svKtn69OnbsSCcFR44QAURjx5YumjGDKCWFF6uvlBReHpXzzyfq3j1s8YwZROnpRIrCf9V99ehB1LJllH1+8AERQF+/vKF0H1rbtC9FibKvvXt5xddft/BjmP/7P97vnj0RfsuVVxK1b1+6TXq6sX3p6Ra+cNIkXln9QgNs71+n84wZRLVqhW9vWefu3UN0jnbOZGfzsueeC9+Vuu1AsM7NsKFU4/R0oiFD+P+1ay3YpbJnT1SdI51HpsdEp7NKu3bh+4t6LE10jqTtOecQnXlm+K7Uc7ICWOc/rxsb8vmBA2zfU09FsMeI7t35mo6Cmc1Gx+SXu1hn2rDB0m+OSH4+UevWRNOm2bbNSOehQ/nv17iSlqO94Xrlylk4blrWrePz8OBBy5uY6azSNK2IlqIj3YnJIbY1aiSoMxFRSYnlVdXr+fnnI6yUlUX0zjtEeXkhi6dOFbieBRg/nr9n0yb72/bqRdSmjfs26enaNbLOZqjX89NPu2+TFks6myCk86FDRBkZRFu3Wt7Ed51nziQ67zyiggLLm0TV+fhxonffDTtYwjqbtMPMsKTzV18RdepEtGNHyGIhndXn86RJljexpPMVVxg+n4V0fv31qO0wPV27EkV0DQza20QOdNa1w6JhSef33+eVNm4MWeyXzvEKgGVk0T+0Oke3AhE9QERTiWi6+vLE8/63YxB2pE+mlJxsI5OsSSiFWZhk797cU7RpU4R9Bvd375jqpfMWzYg66myzxxgA+vbl75w1y7xU094NofOoHI1QWegFizSCZjiSqNFZ/Q1GI1WFhTywE3U0UteTaDbCro6Opqfz6P0774TvSt22OljnAlQv1Tgri5O2Jidzlk3LWNDZ6hzLkEgBgzBCIu6N1Z+XUSMMTHSONNWgTx8eZNXrr15fR3bzvtqfHzpyv2IF22cQnRoZi6FRRjYrivExeeOLesg+6xq0vSi1dKS3V6/w/HCWyjRVrMi9+Nu3m64S6ZrTR7nMmcM2PoIXcAfeNtzGQuWTUJYt41G5nTstb2Kms8rWbUk4C8swRZe6Qp36bFvnG26wtVGjRhzp8tVXEVZKSwNuuy1snnxmJk+hszUXLRAAHn7YwnBJGWqY+tdf2/ge8PHLzBQ4hkeP8rSdo0ctb9K3b2SdUVzMcfa6k069ni2USnWEJZ1//plHsnW/W0jnSpW4MkLjxpY3saTzpZfywdYgrHP//sBPP5nWQjUiqs779vG1osvY+OefgjpPngy8+67l1S3pnJ3N9zJdCQ4hnatX54eWLu9KJCzpbBBxJayzzfBqgHXOzOT7sKl92n0HUXUWstFGW7ZRI/6OiDqbROII6axeIzaO4cmAVUf3A0VR7lAUpZ6iKDXVl6eW/VsxufDUhnPduvy/5TC9c84xnMSuRw1zHTGC348ZEyH0NWjjriORHyyWGsbly3Pj2MaF17Yt2/PVV+YOXd6W0Bus4/BvwNTGjIzIuXcMQ6Q1Ohv9Bi0lJRbCrHUh6pHCbdVOgePHOUR60qTQddRty6EIR5GM/QjVubiY/1rMfcUkJ0fV2cg5M6P09914I4fBaVBr00bczggTnSNNNVDbaqYR2bVrc8P4pptCFmdm8l/bDSaLc72MMo2bdUjN3HsxWq3+HKu21yjtLJo+nbNWJifzb65Vi+UbPDhKGHhyMk+YjWCj2TWXnBze+abqtQ6tkIlOhttZrDhRhmDnGmCus9lvUm2zrXOFCpYTw6j06cPJZ01Lfm3ZwmHvuhNh+XKORLaVkDMhAXj9dQspQ8to0oTv3REbxg88wPvVsHMnX0K2j+H33/MkO4tlXYCyxrvp9bxlCz+E1Xp8QdTr2XbD+M03bYWoqzZG1PnHH3nejE7QzEwBnQHTbOJmWNLZIAmjsM4CRNXZpB2mzuu1rXOrVracSMCCziZzsYV0Ll8emDGDMzhZxJLOBonbhHXu14/nmNroYbess85GVWfbNg4aBAwdamuTvn191Dk5mSudWKiXfDJh9RAdB/ASgN8BZAZfy7wy6l9NhJTxBw/y3FJbI2kPPxy1yLbRnLmPPwZuvTV0pHTwYL4+prxYgEJURBGMi/maZo01Y9UqTp9uEUXhm8P8+ebz/DYUNeaaKEHGjg0vTG7JEQe4y2zECMOMweqx0+UJCMFwJLF2be7h7drV0qiypdFITfYhyxloEZaUu3Tb13A/KuKooc4Wp8mEEiWZhJFDaZYIovT33XUX97xriJRkJOJxidBjbBYB0aIFn2amPbIJCTy/pkqVkI6jxx/nr6tXL4I9ZjZadNBUm9V2vlnC68RE486iPXv48H7wAZ9aeXmhUROmzm4UG406NJKSuONFnUOvourVHzPRCUsN93fvvaZfZW4fYKtzLZrOb9z5FzITOqEzFpcuS0nh+VP16gnobDPxChAa6WLIm29yAjxNI6ekhEcjbTfcAdujFwA3PH/5JVznUr74gkepNAg7FwI6t2wZ5Xo2eT4vX84JV+vWtWnjunUR8xYYEVXnggK+cWpG+hzpfN11lsu6qETV2cABEtZ55UrOyPPzz5Y3EdU5M1NQ5z/+iNoO02NJ55SUkDnejnQGLM9nV4mqs8GIrrDOFSqUleSyiGWdDUZLhXS+7jrgzjttbdKnj88679xpOTP0yYJVR/dBAM2IqDERNQm+mnpp2MlKpARBADhU6NprDQuUbtzIf90uAm40oqiO+OmXAcBzB+5GT8wz3FfVqlGyxhpx6qm2wo4AfggcO8ajTkaMSP86JBX9wIHAlVeWfW7LEW/RAnjtNcPiwNFGY1XCnNkaNbgnoWnTaBV3zPehZfz4kNS1dkZH9+0LfW9lW4Oyc9F57jlgwICIq+gdSiPnPqSDYvfuMK87M5OfhXonOWrHRmoq9yLZHPLo25erEhkOwK1bBzzxBL6YtDMkxP7wYe6ctl0LW3UubDRIWrfmU7dhQ+MQ7Iklw7AK4cmZ1BA924nmooRXG3VoPPmk8cNePRcnYygGYQaAsnaOmpz34Ycj/XoDBEZ0gcg69+64G2cGMtGgTklIR9++fQ6dSAGddTnpyjBodK5bx1oK22gzBK5vX/5JERt1Bo3OhAQevbCFBzqbjfRlZgqORPqo85EjgjrbzGoMWNDZwEZhnRMSgLVrzVO3R7DRN52//ZarS7its67d5EjnM8+M+nzW4+v1nJMDjBwZ1hFmxUZTnYuL+cGoa9AIhVYDXEN38+bI8/l0tGnDgSemOvfuHdZwcaTzvxCrLbpNACw05yWRMJtPGtLYbd2aM8CdcUbY9hs28F9bju677/LoocD8UjOy0Bg/4zzDjrXBg+3tCwCn8Z9ub8p3t278s5o1s16qqbiYjx2RTUeciFuD+notsH7swkYSd+8GFi/GzGnHIlXcibwPLbo4YiNnIpJzqp0frG47tvpLGIvHDHV+6CFrNodwyy1cl8AGjz3GOleoYBApEAhwt6tO7MxMjhR7++0odWn1nHYaX2QXX2zLxmuu4R5WwwfVqlXAM8/gv+P2hTmLgYDFWthaBg/mUAYbD1JFYRvXrOES3fpjkp6Sg0QYhyR07Cgwv/3SSzmmLQJGHRqNG4dFhPK5+N8AquIA9qN6aeZvIi4V1qoV9w3aQmCkD4iic/D++vn31Up/U9++3CARdi6IOIzHIqrO339vPN/f1VE01UabTmSHDsY6A+CT4cABw1G0006LE50NRvoOH45DnQ2cC8C/kXupsw5VZ6PaaCZE1blpU47Q0OBI5/LlbR/DiDoDXA3i1ltDFgnrfPQoP8B02Yejcc013PYzHNU95xyewNulS+kiRzpPmcKNUjev5wsvBO67L2SRI51Hj5YjuiYcBrBCUZQpamkhWV7IPsIleIKoI7oGA4vmKAoXjXMhCZBKL8zGRVgAorJGs+pEDR9ub18A2Ml9801bmyQlcZTIypUcVaVtvL834SAGvtwB+OSTkBH0WbPMwzcjcvAg35XfeCPsIyvHLiHBwPGeNQvo2hUTHs+xlEwn6mjk4sXsSGrmPumdiQkTzEdqW7QI7XAZOBB47Kz5eKzLQnzwQdnxrVKFn4cjR0a3OYzsbODvvy2tquqWmMgDtsePc4d9SAfFwYPceDDpdbdUl9YGRtEYGRk8dQgA7r7bYIQ22HBYu6s6jLBdrqd5c3bEbU2Q5o764mK2XX9Mzmy6HwcSQu1LSmKdTztNYH77xImWpyJodd63D/jf/8LD4AZedRAJIDzxSrUQHYVHV+rV45upzdGLTp343vvhhwYfGoTArVjBx1nIxrPP5vmqNudSqTp//rnBhyajaCkpNst8qFSvbi2cRYOicO6g+fMNwh0PHIh4PdtGcERXVGdhJ1LAxqg6GziRjnS26QBF1LmoiMM7O3cOszFudO7ZkxsXmnm1wgkEAWFnPKLOo0aFGe9IZ4GR+4g6Azwaqev0jCudDXCUWM4LnbduDZvA60jnZcvCkqyd7Fh1dL8CMBZcZihT85LYwGw+aUhjd/x49hoPHw5bb8MGblzaLlQO2E4CFCl680k8hYfwEtLTyxrN/ftzBjib+RbKbBSo63XjjTzIWqFCaOP9hh75wIoVWDz/YMgIekkJ3yBsh4tWrswHxMBGo2NXrhxLqChlHblhg4TBfa3ZYR6ybWs0cscO7jDYvdt0FX2CIm0bet8+g+iC4AiQ1mFs25Yf9Db9LOahh8q8wgjoIx8OHODvDhtFNuh137mTnwlCjRFVKINOF6NojP/8hzur1ev36FHua0hNLXOGly9knas2MtaZyGa95D17gE8+Men6Nad9e34ozpwZ/lm9igVo1LpayPnWtGmZzpGyTjvBts4a58KRzklJfKOyOaSgKHzPWbjQIHGILmFIRkbZVIlhwwTuOeedx6MXVava2iySzkYjfcuW8TZC1/Ps2bbmRarceCPfi8NGgQoLOQ3pKaeULnKkc+XKPOXEZhRJRJ3POounYGjCY9RISqGGcd26LJh+nlAUIuo8dy4PD2lwpLOD57OhzsnJnIW4d+/SRY51TkgQctJUncMem1Wq8MOuQoXSRY50FnTSIupsgCOdBUbugQg6HzrEIduag+tYZ0UR0nnAAPbtwnSeOZPPQ830J1Vn4ZF7QCgCwlTnG24IGxV3rLPMuhyOtqSQLC8kRkaGeed8yMhIXl7Z5HMd69fbTEQFWOphMgpzffnl0M21tlfDfhxMrB7S0F22jC9W2xkd1S8RuPC6duVjF9ZTF9zXtK+qhw04FBUJhIsmJJj2dhodu6lTeRA9EAB++40b8WEPgYICICEBNdMqG36lthPB0mikxbTxAweyg5KYaKH8jm4E6OBBzg543nlRbDHDos5m856nTzdwxIP7VUcGGzTgRTYixMpQFK4rsHatJZuKisLbp8XFoUmb5n9agICSgMfGVTYdTY+a3EnLqlX84FuzxtpvCqI26n78kftEQti/H/VPr156vq1axcllVZ0jZZ02ZPRoTg5jgqrVoEHGOn/0kW6BQYfGggX8V/hcfOMNboTZZMAAPkaffKL7oE4dNqZy5VIHXp0TtmOHDX1V1IncNh2giDq/9FLIBe74ehZqZfGsnNatDe7b9etzr5Emi7ojnRMSOImggGdiqnP79sCjj4b0Ni9YwBlo69cXsLF3b46TtNlDHFHnxMSQTpwDBzgXkrDOo0ZxTTmbmOpcUhKWvdGxzn36sAg2MdV50aKw5FGOdBYc6Yuo8wUXhPQKOtZZsB1mqvPmzdzb99tvpYsc6+yg08VQ59WrgXnzQhK3LVjAHb1+6zxggPnzWdsOi5XOJzIibolEgNGjjafVKYpuZCQ/n09EnVdcUsLXpMHU3cio9S30GYd06MM8778fOPdcjvILBFAavgoANZCPvBIui5ORwdfhsmVA9+42bdPamJ9va94hwPe9AQM43DGkWkGwhbkp16VwUdVGk2MYKUT29NOBdu04c38IQZ3HjlPcGS2zqHO0LNEhx0Y9F4MsXMiOnI0KBOE2WtA5kj63365xGII6f7+seljW8HHjBEbRVBsNjqHQOQOgUnEB9ivVMXCQgrfeMg/3tTyFwaLORgwYwIc+rNf42muBSy4pfWuks60w8JIS04QcRhne9Rw7xoEtpbRsyd63Jixi3jyeu92hg4UEf0a8+qr1YRINrVqxrxP2HYMHcy1PRXE8RQUAT56tXJlH52xiqvP55/NNPYjj63nWLC6bZfO+DXDD89dfOSovElqdhdi8uSy5hQ1Mdd62LaRG9PHjfBwvu8z/ih2mOt9/f8iERMc6t2/PcxkFMNT55585quLHH0sXOdb5iy/CRr2sYKrzp5+GXLCOde7aFdi0iack2MRU59WrQ3p0Het86aVhFQysYqiz2tOnaUM41rlGDdvTJQDWuV07A53z88uyGiJUZ2H7AHefz/v2xaQddjIhHV2fMGsoE+kajbm5fCfQsWULX9+2Hd0GDfguVKeOzQ25Y33tWm5zqSOBlSoGUAt5yEHt0pGo//s/btv26GH7K5jUVL7DCAzDDR7M3z1tmmZhcLJIUr3w4wjYn5NcaqPNcFGVm2/mHriQHApBndXRMlWe2rVtZIPW2wdEtTFaluhGjYL/EPEDQHOw5s1jJ7xbN5u2aW20oHMkfY4e1bQ/0tOB55/H6A9OC/tNR44IjNyrNhocQ6FzBsC9eB3pgX8AsKaRcq5ZcqZVnXNzbdvSvDm3V996izuuSp3DD8cho+Ltpet5qbPVLOUPP6xplFSowKkpgw/7QIA7ty69lBsFURP8mdkoeD3fcguwdKl5GSvbybuMsHg9G6HVuTTJayDABS81PQzz5vHAn7DO69fziSRw3x40iM+9t9/WLPzhB+Dyy0sdSa3OQpFCALcehRJHmOj84IMhnUK//cY/X7jRmZvLI3OmKVfNMdV54sSybDVwQed//uEL7ehR25sa6qzeu4IJM1zR2QG33MLP5z//1CzUtcMc61ypEk8U1dc4tIChziUl7ABpbHSsc79+wvNRIuoctNEVndevB955R2hTQ51zctzVuWlTvv7ahFcxiEaLFj7pnJ7OESQC1/OJinR0fcKsoRxWRSgnx7BmjloLM0oy03Dq1OFWX9euhh9rR0NSU0PnFyoKR3RMncrrjh4NlD9SgEQEkAu2sbCQ7zuVK4ckrrPH0KEcR1fZOIw3Eq1b80DF5MmaUcoqVYDzzsMdj9dxb27hXXcJZzO65RaOdAuZ+vnQQ3xDBO/21lu5k3vTJsGvSU3l+XxRMltFa2yX5udRFE7Yo8nON28eT3cTeFaX2QhEKLrHRCtvVNpWb9IEeOQRLN3ZwHA9oVHY1FRDJ9JsLrYm4skEBTXTq5S+m2dclQuARWfagaML8HzRjRuBO+4IHkcKYEdWUYhz6KXOVjUpLtacekuXApMmlT6YV6zgXV92mYMEfyY6Wxkdvvlmvp4nT9YsvP56Ht2EQPIuM/sAxzqroYLIz+c00JqRPlXn6OdwFBujXM9GpKVxVOM772imx23YAHz3XWlItFZnYUx0toKhzrm5Ic/nefP4vn3RRYL2paTwyKaaadImhjoHAmE2OtJ50SLuLN+50/amhjqregRtdEXn226zPRdbxRedAwGeOrBokdDmYToXFLivs5oowUp2TB2+6aypJWsXOzoLnko8WnrvvTYzxpbhi85Dh3I0gK1kPyc2ER1dRVFmKYryjdnLLyNPBiwndOnZk3ON6/jrL258RZj6FhmD+m36ZDB5eaHzC++/nyNtpk/n8OTsbOAAqqIV1mAmyjKWHjrk8MKrVKks0YAAw4Zxp3NplN9llwE//YRrh9XBW2+VRZM0aCA4Wgpw5iGh2kn8/TfeyMe7dGpEp04hQ+Dz5nFfhM3cM2VUqsQi3XVXxNXMGtsJCfzd69cbf755M78cPaTOP58nYJoVPw6ijnKbTQEszQOzaxewdas7joVKhw6GE+HN5mK/915o5nF9T/XYpCfxYc/3S9/Pm8eRuMIdMJUq8QPKhnOhdd4ee4xtVRsjzbERRSiPKwo/xujRLukcwUmzo0mpUzxvHjceggdX7Szo0cPB6KmBA2Sp/Bt4YHngQF5eWptx/frSkhK9eoV/ne0ONgGdtfTrx4MApYnidY1Or3W2wrBh/PM++yy4QP2twQtcq7MwtWsL26fVufS+bdAwdnTfTknxVOdNmzga7KTXubg4ehy8CaY660bRHOmckMDFwmfPFtrcF51nz+YorpAhT+v4ovOMGfwsEMCwHVa/fsjo0bx5PKoqrDPAc+4Fz8UwnStU4EZGMIrEFZ3/jRCR6QvA+ZFekbb1+9WxY0eKd2bMIEpPJ1IU/jtjhvVtr7mGqEULwS8+7TSiW24JW5yeTsRNOvNX3br899VXI69/002CthER7dxJNHIk0YoVQpsfP05Urx7RZZcZf37ppXwIHHHoENHGjcKbZ2bycXrlleCCb78lWreOiPjnA0TPPuvQRgvMmEGUkhKqXUoKLx81iighgWjLFiL680+iHj2IVq4kIqKJE3nd9eu9tzGSrYpCdOqpRIEAEQ0fTlS1asTf5Ddjx5bZkJ5OdLh6PaLbbiOiUJ2d3AtoyRKiHTssrWp0bLSvc/ALEUCXYh4piks6r11LNGgQ0Zo1luxRFHP70tKI1l42gqhq1dJ9nHsuUbt2vK/EROPt0tOj2PjAA0SVKoUsMru/Ge3rzz/5s5deCi6oV4/o9ttpxgyiihXDf9/QoXYOYJBGjQzv21YJuZ5/YZ1p3jwicknn33/nncyeLbR5SQlR8+ZEZ58dej2rqDo7wkBnO6g6v/xycEE94+vZER7qPGGC1NkK6vM5ROfbbyeiONV50yaia68l+uMPIopTnbOziRYsKP08LnXW4JrODRu6p7MOVecNGxzYt349i/HTTw52EnsALCOL/qFlRxJARQAtra7v9+tEcHSjEggQHT1q+FGzZkT9+gnut0MHot69wxZHamBqG2nnnkvUtCnR++8Tdaiwhu7FBKqOfSHrVajgwLHYtIl3Mn264A6Ixo3jXSxcSLT+kmG0qMJlpCj8vAKIxowR3jXz3HO8o8OHhXdx0UVEtWoR7csLEJUrR/TII0RE9PDDfGNz7ESOGkU0enTU1cycrO3buZF+ww1E9NVX/HszM6moiJ3Ljh2DDzBRjh1jgf75x/ImeltvvZXN+vRTIrrxRj4xieipp0Idk1g4uSqXXEJUsyZRXm6oziNHss6OHlI2idaZ1QdfEgHUAZmUluaSzlHQazp0aGRn/KPEG+nAKacSEfv4AJ+jZttY6uQ4cIA7rzSY3Q8VxXgXF1+s0/nRR205y1GZOJHoyy8FNmTU6/n664n34/b1vGkTUY0aRJ9/LryLKVN01/OpoTq/8IID+4jKHgyFhcK7CNPZ7eu5QweiK64Q3jxE57lziZKTiTIz6fhxvj26orPD53OIzl9+SfT000QUpzrnEVFuLlFODhHFqc4a4lZnDXGrswbXdG7f3j2dd+0iWryY6OhR93V+/30HO4k9rju6AK4EsB7A1uD79gC+sfolfrxOCkd3/36WZPz4kMWHDnFj66mnBPd76aVEnTuHLbYyopuezjctgGjaNKLfb3+HCKBGyHKnMUdEVFDAOygd7rRPYSF/f1oa0VzlcvodnUNsmzxZeNfM22/zjrKzhXexYgXfSEcMPUrqcFBODndQ3nijQ/uITHW2w5NPsmk/PfQN/5OVRdOm8b9ff+3QPhd0LioiOuMMosaNiQovvoK7j4n7cWrWZP/FEV9/zaET27YJ7+Kvv1jne+8s03nvXnbABg1yaB8R0fffE334oaVVo3Vm9Qbr3KJCFg0Z4pLOKiUllldVnV8jG7/GFbS8PJ/Xqs6NGhmvm5go3slh10lduVKn88svR+wwjAWeXs8uEHI93z2ytDe3d2/uFDx40OEXrF5N9PHHph3IVlB1Hn5vCTsBS5fSnj0uXs933UV0zz2OdlGq80/EreBAwP37ttEwmEW0Oh85UrbcNZ3fesvx87lU5+Fly1zV+dJLibp0cbSLEJ2DxOvz+cgXc4h++IGI4lTnu46yU/rJJ/Grs3rfzs6OK53jAS8c3UwA1QD8qVm2ysJ2PYMO8iYAjxp83h3AcgDFAPrpPrsZwMbg6+Zo3xXPjq7lMMXNm8s8Sg1qb5hw5/6AAaU95Xq7Io2kqCMjJSVEXbsSnXIKUf4TrxIBVBGH3WvMBQJESUk8ImkD/XEdPpztuBOT6Rv0dscJV1FHRJYvd7SbIUOIkpICNBuXU2DqNLr/frbfIMrTPiY62+HwYY68Of2UvZSNhnRwz2Fq3pyfB2ovonDYraDOehYsYCmGpH5GW9teSXXq8Pvq1V0YyXVJ57vuIkpMDNAs9KbA1Gk0YgQfr7VrHdpHZEtnM+etZk12Cmshh7LRkKa+cZiaNQvVWZhAgKhaNSGdjRzzq/EZfYmr6Oef+f2zz9offQ1j/Xqi++8n2rq1dJFICPyddwZ1Pvd5Csz9jqpUsecsR2T/fuP4NRuo13Or5kWUPfMXOph3zD2dXaL0eh7Co1OqzmPHxtqyMlhnolmz+LgNH+7i9ewCpTq3Yh/g4EFy93r+9VeivXsd7aZU58GH6fj+Qnd1/u03optv5uEwB5Rez9e/T4G/V7urs4vP51an5FB29TPoYM4Rd3V2+fl8/PKr3NXZpedzqc7B57PrOjdr5mgXIToH22HxpnOs8cLRXRz8q3V0/4qyTSKAzQCaAigPYCWA03XrNAbQFsD7WkcXQE0AW4J/awT/rxHp+8HaLu8AACAASURBVOLV0bXVeFq8mFf49tuQxe/wICpt2iRoxPDh3PA0sU91WmrV4peRA7N8OfeC3XHG73QIKe415lTq1i2dE2MFo+OqnRvXEmvdHVFR79b/+5+j3eTkELVrfogUlFCrRgcIIBo82KFtKhF0tsP8+URVyh+hVOyl1FT+2bNm8WeO58Pa1NmMkSP5u+til7gtRrikc24uUYfTuDOoZcODBHA7zBVs6BxJr/nziaqkFFGtiofCdHaMoM5mjnlyUhElJBDVqcP+n+MQYROd7Xbi5OZyRCJA1LIl/9XPGxY+J928nqvwvd11ne+809FIn4p6PTdvTiE6O+bgQY6A2LXL0W5yc4k6tC1inZuXuHs9u8T8+URVKhyjWhUOuq+zSzz4YFDnqrvc1dklcnOJOrQ45M19u6DAUcitivp8roUcqlXLZZ3HjeMvcIhe57p1XdL5l1/4Jvbzz45246nO997rajvME53r1iW64w6XdhYbvHB03wVwI4C/ADQH8DqA/0bZpiuAeZr3owCMMll3ms7RHQBgiub9FAADIn1fvDq6thpk337LHy5eHLL4jjt4tMpGJGAoX39N9NBDjruCHniAzbuk3EJKSHCpMafSpk1wcqg1zI5rQgLRUxhDiShyzwkn4sRRgOWQ0Ugc/mwO3Ya3qXmjQnr7bR7FcIWnn2Ybjx1zvKt1I96kTlXWUs+eoaejYwejTRuivn0d2aY6I53xGyXjiLsdLqrOGRmObCTiNs2QIUSnnRag996Lnc6RnLf164nOOovCdHaMoM5Gjnn58uykPfAA0e7d5uvZugetXWt6Pdt1dst0JnrvPQ7IEU40pkXV2YUTZ/20X+ms5vlxo7MRM5o+Tmk1D4To7JgIOtul8PM5NAT/pdMaF7p7Pb/7Lo8AuXDfXt/3YTqr/J/u6/zNN47mi2uZUe4WSq+aRw8+yKHBrhEIEBUXO96NZzq7iGc6u8iMcrdQWpV97uvsEp7pvGwZ0WefubKrdX0f8Ubnfv04PvoExgtHNwXAWABLASwL/l8hyjb9ALyjeT8YwCSTdfWO7kgAj2vejwEw0mC7IUF7lqWlpXl2QJ1gK8RODcLXDd22amWYS8p3AgGiSa3fpIrKEapWjUp7mVxJ/lNUZGt1s+OaiCL6JLE/XYeP3HPCiXhkYMKE0kzJjti3j2jRIhcmlOqYNo1Pltxcd/erwXHI6IUXcnYzQaKF2zsevc/N5Z1MmOBgJx7z5pts486dzve1d6+jBGumONBZ62i2SDtCf1/5KM/fiLCe7XtQTg4fw4kTw/Zp24GePp17IrOybBhgAVVnh6ORRMQPkDPPdL4fPRdc4Oh6LuXwYf6tzz3nfF9aTHQWQn0+b97sfF9apM7OycvjJFxu6Dx1qjc6L1tGNGIEP/+d4pXO+/bZShZpilc6u4lXOrtJ796cfUoShh1HN2IdXRUiKiSi0UR0FhF1Cv5/1Mq2XkJEbwXt6VRbU/MsnrBV47NVK+Chh4C6dUsX5eYCa9cC557rwAgirvF4/LiDnXD9zbt/H4StK/Zjxw62jYhr2ArVptWSlGRrdbPj2jA9Ccenz8Qf6TeU1jsVrp2rpXJlYPhwLoLqlBo1uKZslSrO96Xl5puBNWs0hWbdx3HN2uefB8aPF/7+0aOBwkIgBYfRDb+gOvLD1hGqn6tSowYX+qtXz8FOgnzxBTBokOPrLgyHdS215Ha9Aj/VuhoJCbzb1FQu+di4cXj9WNs2Cto3cCDfUz74AKhVshetZz2Phy9fFWaPul4gIHAPqlGDb2i6+qXq+aWlsJCXm5E5LwcoKEC19OrOj5sWF3VGTk7U+tVCOKhTG4K6D7ef4yY6C6GrXeoa6v7csPHfqnO1anyfjWedt2wBJkwAduxwvi+vdL7zTqBnT+f78UpnIuC667i2rFNq1ADOO899G/Pzgf/9T1Nk3QFjxgAvvuh8P/9yLDm6iqIsVBTlB/0rymY7ADTSvG8YXGYFJ9vGFWPHck14LRUq8PIwzj6bT+pKlUoX/for/1Ud3YwMboTaaowuWsQVsNWdOaFKFdRpW0drojt8+ikwZIjl1Y2Oa0oKL3fUAI7Ehg1csdspv/+uqaoeewzPqcsvB559NmzdSMfdEmefDXTqJGxrdjb/bYn1+AXnoTt+ErfFiIQErhp/3XUOdhJk6VLgk0+Q8Uk5+9dsJHr25IL0p53maDcZGcCBLbnYdjQVREBeHr+IgKwsvhyFbb3qKkcXXkYGf//RHdxgWr8v1Zk9ehITuUPo4MGQxer5pcdseUYGsPCTXBxHORxAFefHTYvaAHPLwfCiYZyaGt/ORWIiULOme8ewXDn3Oyilzs5xU+e8PKB8efd1drPj6sor+R7rNm7pXK8esHo10Lev831pURRg4UJg2TLn++rTB/jpJ/d1XrECuOwyYOVK5/vq3Bm46CLn+9HzwguO2mEnGpYcXXAo8UPB1xgAK8Ahw5FYCqC5oihNFEUpD6A/gG8sft88AD0URamhKEoNAD2Cy044Bg7kEcX0dH6vKED79iZtwNzcsIbXL78AycnAWWeVNf6ysmw2Rt28wY4ZA/wQrY9DgL//Bt55BygpsbS69riGjNyeMp97d924Eerp0wcYNcr5ft57j0eH3SY7G+jenR01i5idU8d//M3wgWd63K36NJs28Zda1FmPOlqbCj6Xc1HWYHJt9N4tcnNRWCkVQ+5U7F+zkahShT3mcuUcmTd6NFCLckOOoZZoI5kRGTQIePxxR7YVFgK1wedgLlKd2WPErl1h0QVWIxbUzqFBg4BqxeoxVAA4PG5aWrUCJk0CTj3V+b68coCaNgUaNOCT2wnqvSbeRyNr1+Ybn5u4+XyuWrWsseEmqanAvn3C9+1S6tThzvy2bd2xS4tbOo8bx86uVzq74Ug+/jhw993O96PHLZ3LlQNOP92b6DK3dPYKN3X++mtg82bn+9Fz+DDw55/OdT5BsBq6nKl5/UpEDwC4IMo2xQDuATuoawF8QkSrFUV5WlGUqwBAUZSzFEXZDuA6AFMURVkd3HYfgGfAzvJSAE8Hl52QqCOMROwnLVkCrFplsOLttwPdupW+zcgAJk4Ejh3jiNkRI+yH1QFwr8f4+HEe5fvtN2f7MSI1lQ+QjXAPw5HbnBzgwAH3e+lUG+M5jLB8eeDnnzlEyiJGoZpFhcdR/sgB05AeRyPmc+eydyAY1qOOKGsd3ZQUYMYMF0fvr78euOIK5/vJyUHW4VSxazYSR49yj6zD63BX1nFUwwHkwDx0y2wkMypEQEEBUFwstLn6vfoODWF7jDCYLmElYkHbOQSwM67vLHDFzjp1uDHbqFH0dSNx/DjfE72Y3jNyJI9cOHUKKlbk6Rz167tjl5a33gKeeML5fu65hztj3aZuXY6gqVnT+b7+/JMdNbcReD4b0qABT89q0sQdu7S49XxWFJ6q5DZutcOIuFHoBW7pvHIlN151Azeu4JbO//kPcPXVzvejx62Oq2PHeER85kznNulJTeUGnBvh1ScAVkOXa2peqYqiXAauqxsRIppDRC2I6FQiGhtc9gQRfRP8fykRNSSiSkRUi4haa7Z9j4iaBV9TBX9f3DFyJHe6Gj53Nb3uGRnAHXeUTe/LyuJORiOiNqrUXjWnPUyqAV6FRgGObg4ZGcD/3cPbt78k1b0wRxUHPYna8OCl3+Vid4kHx1BAZ6NzpxbiV2d1RLlFDd6+QsPa7o/iFheXeTFOyM3FziJj58KRI5SYCDz6KPD99w52ArRrED4qrkd4vvNHH/EcKMFQf/V71XNRdcYdzb/W8/bbfEPWYCViQd85tAAX4yP0N7TfMX//7fxcTEoC1q3jjtR4pXt3nmLjhQN03nlAmzbO99OuHTukbpOaCsyZA1x8sfv7dovBg/k8rFHD2X727OERKqcRAEYMGOCO4zJuHF/0blOrFt9UnDp/u3bx/DcvOl3ccsYXLeKRGbfzUwDuhVdv3MgdgG6jtsOcHkMv29tuTpc4AbAaupypef0O4EEAt3ll1MlMjRrAgw8CX31lMCCjcXRHjwaOHLG2z6iNqnLlOJzX6UntdXgZ4MiRHDIESMjPRQkSsGp7dXfn9AHCPYn68OAqx3Lx63oPHHEBnY3OHTVcNB4dXYCdjv+7JxdISMDKrOruhyq71WNcuTJyKhs33B05Qi5dzyOfSMGj5V7Br+hm+Lmj+c4OdVZHVl/HvaiEQ8hHDefzr/UsXWp4g4gWsaDvpJiEe/EcHit976qd554LvPKKs30kJHBIkCbJoWusWMFRSJmZ7u/bLVatAj75xPl+vvuO5x3GKxs3ApdeyiFjblOjBt+0EhOd7WfSJKBFC28c3WHDgHvvdb6f6dOBBQuc70dPuXLs+D38sLP9qPdUp50ORpx9NvDmm86f/bn8fPbExhYtONrFKV5G1rnR3vYqoRfg7nSJE4CIjq6iKGkAQERNNK/mRNSDiH7xx8STj/vv5wie4cN1IfLqHCBYH/Gx3KgaM8Z5b7RXiSQA/t21aln37nVo5/TtQ00EkOj+nD7VAbL5kNaPAKUiF7tLartrW+nO7TlpRqGahASsa3CRd3O9AOc32IEDgc8/54ep2wjqHMZ336Hkv+84S95lhgvO+PVDquOMqQ/gYPoZUBS+/NRBB8fznV0auU9PV3BEqYT0dMX9kXtBnfWdFMkoK0BQq5bL88Td6HTZvBl47TUeTXMbIu6x3bbN2X4efjhk2o6rzJzJgji9ngcOZCfAC84/H7jN4djBtm0c5XHUg4IYeXk80mk458oGubl8kXhx3w4EeH6pU529ms8O2K4uYYiX7bBTTwWGDnXH0fVK5xdecBzNBMBbnT//nKc6OMFLndPSgN69wxt/JynRzsKv1H8URfncY1v+NVSuDLz0EneCT1WDsktK+CYdPKkbNDDetlYtwURADz7o3NHdF5wm7UUPU7t2fGFfeqnQ5mrHwO/oinc1wQauzunr359DMgMBIdtUuuJ3PI9H3bVNpVs3W8OFAwdyVSLtFLu/0QYd8xcgY8NZ7tvnVqKGli0NMzoKZSXXk5rK4csuhDU5Tt5lhhsJOfLyMPDsjfhnUzECAd5dbq5L2cpd0HngQOCfkZMQeOEljB3LHUauZa5WbRTQWds5lIhiFCIFj+MZAML9dOa4oXNmJveuuhHup8etjqutW72bL+bG9VxczPZ51TA+ftx5Z4GXDWO119jpaLGXzsVrr3EDyQ2dvSpX+dJLwDPPONuHlzqXlPD82p07ne3HS53dwGudL74YaN7c2T681LllS+Dbb4Ezz3R/33FINEdXm2GiqZeG/Nvo35+nDj38cPD5VlICvPpqaQ0zo+k6KSlchk0oEVBBAW/ghH79+IHnsKyJF6i+3Qe4CaPwfNhyV2jbFrj2WtvhW3obNqE5tqORu7apTJ/OtWptMGdOeCe466PhKnXrcmPp2mud7WfhQmD58pBFwlnJ9XTowIkqnGQk3LePywLMnetNuSs35il9/DGHgXkRvuSWA/TZZ9j77ix3dNUjOF1C7bxITARqIB8JIOSDQ/Q8iSJxqrOXIXBu5X/wKowQcOdczM/nk8+rhrEbI/deNoz/bTp7ZeNPP3F9dSd4qfOxY1wWZPp0Z/vxUucffgC6dnWWu+DYMeCGG/hZ7wVLlwLfWC0yY8JFF3E7p6l0vZwSzdElk/8lDlEU4N13gaIi4MYbgeKE8sB99wFdu+L4cW7Dp6W5OBL0wAPsWdskbITsi4rO5+mYcdNNwqFh6ihLBRyBeqoqCt8LXRsB2r8fmD/f9oNUOwJ0CvbgAbyCVhW2ujvf0AH6keUH8TLWoSW2Z3mQer5cOZ4H5DTD6L33htX5NcogLeR4XHghl4ByYuOePfyQ2r9ffB+RmDHD+eiK2mj1ogRExYrAU0+VFQAXJTcXy7M9yFwNAKecwq9Dh2xvOnAgd1wYlblyNVLDDQdI1dmNrL56UlL45YaT5lXDWHVOnThpXjoX6n7dcCIBb67nE0FnN6KFCgq4YoOXNjo9hu3acebqeNb5m2/cmRdvxNGjwOLFnJRLlEqVeEpDnz7u2aXlzTedhy6npgIXXMDPUi9o2dKdcpknANEmDLRTFOUAeGS3YvB/BN8TEVX11LqTnObNy3y7SuWO4Zx6/+CO55ri92XlsGoV8Nlnzge+SlEfpESWS0GoI2RqI7N71vvYfssGZOBZb2qV/vQTtx6HDbO9qWpPj5sa49PAtbhHebN0lFIdAdKuJ8SGDUCPHlzbzEaxdvU7R48G0rPW4xWMRK8RbXHxQA8yjL7+Op9Qa9ZY1jktLbRztDH+wSnYi4bpHnVofP45F4d2UsInJydsTp+ZgyHkeBBxeJNorVovE7cBnOzCKTk5QPXqjuvxmuJGSZecHGQfMZ676dihvOwyR/NW09KA2llldX61y13jrruAa65xto+cHE4K45XO559vPtfGKgbXs2uo1+DeveL78Pp6Fng+h1GjBtCpkzvzQI2oXdvZMQQ4bLeqR81GtUPDiY3Nm3PosxfJsgB3dO7WzbtrBXBH56pV41tnJ8ffCm7o/OOPHGFgMEXLFY4dA7Zv92bfcUbEEV0iSiSiqkRUhYiSgv+r76WT65CMDGDaNP7/OJKRv+sIht56DJMm8QCsa04uADRsyCe2WY0iA/QjZNfgC/Qq/tqbkFaAbXRw4Q289ihqB/biSLV63oTiNmzIfwVsVMNXf5zB87AuvsVhbUwziLiUiIOEVA2xHdvREIcOuZy1WmX8eODll8W3P3qUH3KqHkHMHAzbjsfevdyL+vbbYvYBZfPtdDa6RmYm11h1Mq9x2zbv7AN4NFuwvBCAUp0PVjO20ZPQfxuMHQs0K886bwfb6Hpm6M6dgSuvdLaP7du91XnOHH5giULEU3a8ary3bs3RDxddJL6PDh244dmpk3t2aenWjXu9nZRjGT6cQya9omFD53M3r77auzJKDp7PYXjlBAm0w8LYuTM8dMlNHLbDcOwYjzj/8Yd7NmlxQ+cPP+RO3i1b3LFJT8OG/PxyovOrr7rTWWyGU51PIDxIiSaxitaR7IsvcAQVcTCQgsqVbU+zjI7aKrQxr0E/YpKGbGQjzZskSgDb6GTnwYt21X7jFrBju+vU4VERJztSt23kkaOr6mzDRnXOoRoJpeqcl+fSXEgjG13QWe/pGGWQFnI81GLq8azztm08cu/kQZ2d7a23OGwYR0CIsncvUL06ut6Q5k3maoDnjbzxhuFHRonNtMtGjwaaX3UaplQdiW1Icy/RmJYDB7isjZPRi5kzeR/xiqLwnMCbbvJm/ykpPF2icmXxfVSpwrV+q1d3zy4tffvyyZOc7M3+3eCbb4B588S337+f66t6UbsU4OfzE08464zIyAAGDXKWnyESjRsD9eo5Cw3u3Ru47jrXTArD6fN52zbuyF671j2btLjVDtu/350yRUYItMPC8Pr57FTnEwjp6MYQ7TnWA/PxK7qBkIDDhz2IMhO48PTXWDqykIV076699HR2YkQfMsHfdqyOsYGO7U5IYMfF6c0rNZXniHiB4A124MCydqCqM+BRUqq0NFd01pc/ci3Dsaqzk2QXlSpxwow40zmEZ57hbLxe4VTntDQgPx/nTB7sTeZqgEf6fgmvlGeU2GzQIH5plz07pyMqv/kSDlOKe4nGtGzaxNnyf/1VfB8VKwL167tnk57Jk4EmTcR1LinxLlRU5csvecqEKP/7H09Z8ZJAwNmI7tlnc7ZKr6hZ01lY9LJlnP9Al0TQNRISOC/A2WeL7+Pnn9mZ9yoPSZ8+PCLrJKFndrY3pf9Uhg837fyzhPrc9MrGhASOADnlFPF9ZGV52w5Tf7uTNoQfju62bbariJyISEc3hmjPYa1z4cm53bw537zatbO8iXaErBIOoRb2YXe5NO+SKLVqxWFmFnp8DcvIBG8q/R/2cAQoPd3ZzSsrC3mV05yXwDHDwQ02OxtIQAlm4Ur8jPNClrtKejpnYdu9W2z7s85i58QgNb5rGY7T05398OHDub6oV7jxIL3iCuCSS9yxx4i0NGc6qyQkeJO5GjDV2SixmRE1C7fh2VGHXTLGAIFInBAOH+bODC9DWgEWRXS+8/vv83w+p+V1IvH66xwKKMprrwFPP+2ePXry84EKFcTr9B46xBq7Xt9Kw/LlXGNVNNmTep152XjPzwfWrxff3mvnwimHDnFGfy9t7NKltPqHEH7o/M03zqZLeK1zq1Y8vUiwXGapzl52aJx3Htfu9vKeESdIRzeGaB1JNVzU9TleKlWqcCihjVTl2hGyU5CDfQm10OOOdG8SUQEcuvbnn5xUIwJmZWTmbmsDPPoo+tzd0LsRoBdf5BEMQWZe/yU67ZnjfqkUlZo1OVGWwAhOWhoQQCL+g2n4CANClruK09HIKlV4TptXyS6A+A/rqVmTbx6iNubnc5kGr8IIgbKHtKiNU6fyRevlaJ+JzlZN/g49MXbbYJeN0lCrljOds7LYSXMyVzoaTp3x7Gx2yJ2M0ETD6fWcleVto1NNCidqo0mUi6vs2gX897/i51J2Nj+QvZwvfv/9zjrvvNYZ4OkS48eLbeuHzgcOALNni3dQZmV5r7NTvNa5YkXuiBedLuFHZ0Hv3tyW9WpUO46Qjm4M0TqSj+IFfFTnPvfneGnZuNF22JA6krKFmqBmSS7OndTfG9tsYFZGZuh7ZwHPPQckJ3s3AtSpE9fTFWTU/yXjnyOh80JcDQ9WFA6xu/5625uOHQtUqVgMbSUxTzpeLryQQ1pFQ8xmz/Y+jLBv37JU3XYh4nPk9dfdtUmLonC4qKijumQJJ4VZtcpdu7Q4dYB+/plLNHmZHTM9nUMJi4pCFltrXxDSkI2CKh42RhTFmZPmR4PJaYdGVhbX1/ZyfqqJzpYg8n4ESNXZSWcBEP8616sHlC/vnk160tLiW2eAO/NFpyL4oXN2Nkf7/Pij2PZ793qv81tvsSMtojPA7SOvshmrfPEF8NFHYtu2aMHt9csvd9cmPcXFnDTrJEc6ujFGdci+pd74ePf53jm5ANcevfNOZ/vwstF57BjPa5wyJeJqZs9ZJesf4OBB9+3SsmMH11gVyaa3fz8eyBqBjlgW9pHrg4cCo2ADBwLz+7+Lw0pl1MVub5LrAOw9N2ggPg9q/HgPsrXp6NsXGDNGbNuCAnYgRR/CVlm5EnjnHbFtvZ5HBbAjPnkyh5qL4PVcNIBDzDp0YM00GCU201MD+aiCQ2h3pccNYycOkB86O43Q8EPntDTu9dyxw/62+fkcSui1A+RkusSJorMfx1BU58JCtq9lS/ft0uKk46plS37+tWrlrk1anOr85pveRpAA3HbYsUNMZwB48knvkt+pTJkCvPKK2LZJSUCzZt4lvwP4nlahgrcd8nGCdHTjgdxcYP58b8MIAWc32ClTOOTGyzDC5GQujRNllMnsWbkgqQdw++0eGKZh7Vqe1/D33/a33boVwzERjfFP2EeuPv8ffVQ422/netlISTiGXcW1vUmuozJhgnhvpx8NJiLumRbpOFEbnV7b6CRhSnY2b1+vnnv26KlUievAnnqq2PZ+6Ny/PyfJUWszBtFG2wDG/Xttq/G9tOM1HjtpL7zAnWsiZGdzo8lLnatW5Sywok6WXw4QINZh4Ee4KOCsQyM1lUN2vda5enVxG196yVlZOSs4cdIqVQJWr+Z5yF7iJM9HkybAfffx1BWvUHV20vtesaJ79hjhROejR70fEAGcdVzNnu29A1q5Mk8Di+cpWi4hHd144LffuAyHkyQKVkhP58a7yOTzX35hO70c0QUsOeNGoy2VKgaQrvg0MgCI3RyC2+xJDrfR1Zq1lStzT6eIzllZHBLkVdZJlffe41p2dlHL/nit88aNXHrgq6/sb+tXw3jePM7iGc86b9ggVk/RL50joEbbEAEffBA653/GDGDRdJ86NNq3B844Q2zbvDx/dP7kE6HpEgD4QHsdRtitG4e0nnde9HX1tGnDZbxEE8tYpU8fTmIn0pl87bXcWe61zk2b8nxqETp08K5WsorT6RJ+kJYm3g5bvRrYutV9m/SIdroEAnw9z5njvk1anHRczZvHznxmprs26XGi88yZzpLnWcVJ59oJhHR04wE/5l1o9y+S3TIry59shBZ6O43KyEx/OQeJRce8t1EdKXUwMnDfq2mlNWtVXK1Zqz4ERHT2y7kQ7dXOyeEQd790dtCh4bmNe/dy9sl41nnkSOCOO+xvd/Agz1PyOoywuBjo3BmYODHiaoZz/s84gyMTmjf31sadO4G33xarpfvf/3rfgaoiWl7oySeBAQOir+eEihV5tDNBoMmTlMQjaV4mvwM4Oczjj3vfmeyEpUs5SZxdDhzg3iHRUFOrpKfztXLOOfa3/eAD4PzzvR/tO/10zk+xf7/9bYcOBW65xXWTwhCN/tu7lzuwvXbG3Xg+e1XjXsVJO8zP9rYc0ZX4QlYWh+16mXUScD4a6UfD2OINVt/wvLaTT6MrFSuyTiLHMKjztUNPMUzG51pSKie92n7dYEUfpJq5aIYlptyiYkUOZxU5hnXrchKJeL6eJ07kDOJeI6pztWrAX3/xNAEvSUriRpnIVISmTXkEzst5VABHFwwZwsdDBC+Twqg8/jhHQNjlyBGeH+11HV2AOyU++MD+dl995c88tkCAM92KTGFq1Qp46CH3bdIj0lEA8JSkwYO9q6GrUqECT18SmS7x118cfSKaKdcq11zDyQDr1rW/rV/P5+eeE4u48quTt2JFLmouonN2Np8nuukqruOkHeZne1uO6Ep8QZ2j5HVPbrt2PALUvr297UpKOEuuHzfYs8/m8LLjx+1t51e4KCB+cygoKB2GNmv7u9K55iQ75q23cgid16Sl8fGw26jr2BHIysLHey80LDHlek1ikWPYrx+Hbnl9PTsJ32rfnkcyvUZUZz8R1XnlSg5p9RpRnYuLT9sw1gAAG+lJREFUOZx47lz3bdJTrRqHpdjVefZsLicn6sTbYcYMsRvEhx8Ckya5b4+e7Gwedf70U3vbFRdzZ4iXWatV5s/njLx2dfbLAQLYqRapYa46kfE6ol5czCPifrRx2rThkWe7+KnzBx9wjgW7+KVzly5cW9xuuStVZz+O4VVXcQdZIOD9d8UQ6ejGA37UbgN45OHKKzlxhR327+cwvdNO88YuLTfdxM643VGIDh2AN96wVSdYmJkzudFkl7ff5jk2ML+HuXJva9CAw0WbNbO/7ZNPsqPmNenpPJ9s50572yUmAmlpeOSZyoYlplwr0wSIj0b6MToFsM4JCfZtzM8Hpk/3PowQEO90efdd7vDyo5i9qM533uk8i70VRHXetYudJpHQObuIRhf42TAW1dmPZFmAM51LSvyxMS+POydEdfajnTN6tFhSSr90DgS4Q99uYi4/dVZrJu/aZW87vxIxqhQX29/GL53VKE27DvXu3f7p3KMH8Nhj4pEaJwgn9687UXjrLdNyKa6HZ/74I9emtEPNmlz7bfBgh19uA7vzvU49FRg2jLPIeU2zZuJhL0lJAIwTarlWs7ZcOT6nzj/f3nYFBWJlk0S45hqea2u38+TTT4GJE70dEVe54w5+CNilSRPgkUdcNMSEcuW4KL3dBDSrV/M8L5FwXbuoD+t//rG33cqV/KpQwXWTwlDni9vtoPArjLBcOaB+ffvH0I+SMyqiOmdl8T3b6/BvQOrsBup3iOpcrZrrJoXhRGc/jmFCAjuQdmuY+6nzP//wfGC7oeZFRTz31Y/r+cknuW1qV+ehQzn8yw9ee81+CcCGDbnXftAgb2zSEghwtGZ+vvffFUOkoxsPtG2LjHUdwxzajAy4H545bhxw//0uGe4Bx46xo2C3TuoPP/gzQgWwNzVmjL1Qwr17OeRr8WIAxgm1XK1Zq54wdpgxg0f7/TiO5cqJZQidNAnIyPB2RFylZ0/7D5s9e/i4ez3/R2XpUuCJJ+xts2IF//WyFqNKmzbA118D555rb7uVK9k+P8IIu3ThOdV2ktDs2cM9734cQ4DDCO2G9/qps9phtXKlve1WrPBP59NP5waknRqffuvcqpXYMVS39ZoTQedWrezrfOwYT4vxYzoHIKZz69bAxx9z56bXiOr86KPcPvJD50aN+J5tt2bvzTdzOTQ/mDNHbNpDxYrRC7m7wf79fBwnT/b+u2KIdHRjzYoV+H3IexhxR2GYQztiBNwPz+zcmXsS7ZQIGDoUuOEGB19qg+RkHsVZssT6NsXFHJLtR3IdgG8Ozz4L/PST9W0WL+aQL02ojWEmV7cYO5bDuA8dsr7NkiU8R6x+fRcNicCLL9ob+Swu5pqnXbp4OyKuEghwJMOGDda3Uc/bLl1cNMRlVJ29zjoJ8CjOVVfZ6+HX6OwL118PfPaZvay6fus8ZQpH49jBT51r1AAefpidBav4rXPnzvx82bjR+jZr1nCHnJ822n0+N2vG0Sd+6dyypb3nMwB88QUwbZonJoWhamXHxuRk4NtvxTLEi9Cli32da9Tge5UfnaiiOvuJ2ilhx8bsbL6m/ZqTKnI9P/8815z2gxNBZxeQjm6s+fRTdHr7ThTqpqIVFppHkToKz+zcmS/yZcusb7Nggf3kUE7o3JkdQ6shKX//zQfMr97Y00/nzIx2bg5LlnDYsh+9sQDPWQ4E7NWKW7KEj6FfyTjWrOFSFXZ17tLF+xFxgO3q3j1q6ZkQ/NZ51SqeP//zz9a38Vvndes4462Azr6i71WMhN86N25sv7yNogAXXeSfzi+8wFEQViku5vPixhu9s0lL69acRKlXL+vbXHghb+Nnp8v06fY069mTb35+6dyjh/3MxLVq+Rv9ULlyafSUJYqKvLPHCJF22LRp/pUKA+y3w/76CzjrLO/r06qItMOmTOGkrMeOeWeXli5d7LfD3n0X+P1372zS06WLPZ1PQKSjG2sWL8ZfaIsjsB6m4Cg8024vWF4e94D75UQCfOHl5FifB+T36EpiIt/Q7TxIFy8G2rb1JxwFENfZT+eic2cxnYO/zdMRcaBMZzsPUr91rlePHUOrD8b8fP91XrgQuO8+6zoHAuyMdO3qqVkhDBhgb077sGHArFn+6RwI8Jy0zz6zvs3774slzROFiMMIrWbkVUvB+PVsSUgQK7WUklKaW8FzzjiDp0tYPa8KC3mOnZ9MnGiv9My8eTxlyq/O8sREDhkdM8b6Nr16+RfOCvA5f/XV1nMQ5OUB//kPl7ryC7UdZjVh5G+/seNeo4a3dqmItsPatePQYD84++yy77VCXh7fQ/1sb3fuzFPrTuIyQ9LRjSUlJcDSpVhT2fikrlXLg/DM1FRO3GS18f7HH/zXbwcIsH5zWLyYf1eTJt7ZpKdzZ56/YiUrbFBnX4+hqrPVY6jq7HeHBmD9XNy+nR07P3Xu0oXnl1nN/nv99cDdd3trkxa713ONGvxQE8lKKopdnc88k8P8Gzf2zKQwmjSxp3ODBvZGL52SkMDJGWbO9O877bJyJdC8OTsZVvjlF3vTAtxgzhzr2bxLSoDevXmOuZ+sWcPOoRUWLeKQZTsRHW5hdQToo484KU+5ct7ao+W886zXdS4p4XuT13XPtaSmcji31edtLKbEDBzICSobNLC2/pIlHFbt5/N52DDriaXUdpifbZzatXnked8+a+vHQmf1u+x0GJxgSEc3lqxdCxw8iFMHdjF0aCdM8Cg8c9486xmtFi/mRlanTg6/1AZnnMHOgtVi4H6HYgJ8c6hY0VodzX37uBexe3fv7dLSpYt156JdOy5/5LfOFStav8E+8wz3Ovqpc+fOHGL555/W1r/zTq5F7Cdq6JFVatfmXjS/sKuznaRQbmFH56ws4PXXebTDT+zoPG4cj4jbzV7vhDZt7Ol8xx3Agw96a5OeoiJ2sK3ovHYtO8b793tvl5Zx46zfQ5Ys4edzhw7e2qSFiM/FkSOtrb94sf/P57w8Lt+zdm30dYPtMF8dIJWcHGsdBqrOdubAO6VqVXvTJWKhc79+1udVqzr7PSVm1SrryVVjofMZZ3D0j90qHScQ0tGNJcH08ufc3xlvvRXa9lQjKzwJzzz1VOshMy1bcuPd7pwcJyQlcaY6NewjGrNn8/wwP+ndm8NAW7eOvm7t2tzj7ldCL5WhQ7lBbiXxQv36PMrnt869etkrIePnqABgL7ogK8u/zN9aOnfm8DIrIYxPPcXzov0kKYkf3FY6XQoKOHHVG294b5cWOzp//z0wfLj/JRns6PzTTxzWKpLZXJSkJO4os6rzunX+Oxd2dNZNlfANOzovWcIdDH7etxWF78O//RZ9XVVnv52L48eBhx4C5s6Nvm6sEgi++y6PIlvRefFi/3UGeF6wlSodsdIZ4MGGdeuirxer69lOjdqSEh4Q8bsdNngwR8udpEhHN5YMGMBhhM2bAwiNpsrLc6GUkBn793NvrJUQsxtvBN580wMjLPDLL9Yak02aWHM43SQpiRuRVgqW793rvT1GdOvG9Wqj3WgLC7lHLxZO2mefWevtnDsXuPhiayPoblK3Lpeuuu226Os+9hj3jvqd1OH887kHLFqCjcJCYPx4fxNdqHTpAmzbFn2EcdEi7php0cIXs0qpW5dDZn74Ifq6P/zAIeDB+7ZvqI3IaDYWFpaNrvhN585cezPafXvRorL1/eRE0Fk9JvGsc5cu8a1zvXqs88KF0deNlc5nnMF/o9lI5H+eFJXVq7n9F03nAwd4dPWCC3wxK4SLLuJOjWhcfTXnVfBb5x07uLzeRx9FX/fZZ62ds26zfTuHi56s9XSJ6KR4dezYkU4ojh8PeZueTsR3tNBXeroH311cTHT66UQtWxIVFZmvt2gRUV6eBwZYYMsWIkUhGjXKfJ1AgGjgQKLvvvPPLi1LlxI1akSUmWm+zvr1ROXLE82Y4Z9dWrKy+BhG0vn55/lk+/ln/+zSEggQrVsX+fNOnfhiOHrUN7NssX49UWIi0fDhsbbEnFjqvG0b0f79kdcJBIg6doydzu+8QzR3buR1YqlzcTFR+/ZEY8dGXi+WOq9cyfftSDbGWucxY/j4RLtvx1JnK8/n8eNjr/Njj0Ve7/nniU49lejYMX/s0mJFZyKi2bP5WPqNVZ2JiPLziTZv9scuLVZ1jiVWdY4VVnX+5x++N8aCFSv4GMazzjoALCOL/qGnzieAngDWA9gE4FGDz5MBfBz8fAmAxsHljQEcAbAi+PpvtO864Rzd/v2JBgwoPbEVxdjRVRSPvv+LL/gL3nvP+PP8fKIaNYiuu84jAywwYABRSgrRrl3Gn3/+Of+GqVN9NauUggKimjWJevY0X+eGG4gqVSLavds/u7RY1blXL3/t0vLEE/GtMxHRG28Q3Xij+eex1pmI6O+/ib7/3vizeNCZiB/6hw4ZfxYPOkejf//Y6qzrIA0jHnSeMyeyA/v330QVKsT2vn311UR//WW+zt9/8309lvftlBSiZcvM1zlyhOizz/yzSY/6fI52jAoL/bFHj/p8vvzy2Hy/FaI9n48cISop8dcmPdF0/u23yB3VXmNF52HD+BkeK6y2wx55xF+7tPTvb+16jhPiwtEFkAhgM4CmAMoDWAngdN06w1QnFkB/AB9TmaP7t53vO2Ec3cOHiSZM4EM/enTpYl9HdInYwT7rLKL69Ym+/Ta0J2nrVqJrr2UDli/3yAALbNzIveqXX8497CqBANH8+URNmhC1asWN51jx4ot8nMaOJTpwoGz54cNEr70WprPvWNX5zz9jZiJt2GCsMxHRwoVETZvGr85ERNOnx15nIqIuXYx1JiJ66KHY63zsGFHbtqzzhg3hn992W+x1PnCAj9XTT4frXFTEDlKsdSYi+uEHY52LioimTeORmFizYEGozoEA3xeJiHbsiK3OKps3h9+3t2yJnT0qgQDRnj38/6FD4ffthQtjYVUoGzdypFJxcah9gQB3uC1aFDvbVF56iahfv/COl8OHiV5+maOdokWaeIn6fB40KPwz9fnctm3sOguIyp7P99wTulzbDmvTJnajkURlz+fJk0OXa9thjz8eG9uIQtth+gjEeGlvqzr36mX8fI4z4sXR7Qpgnub9KACjdOvMA9A1+H8SgFwAyknr6KamEiUl8WHv3p17cYLMmMGdKVonNyXF44jXP/4gSkvjm5Taa9iiBX95uXI80hZrXnqJKDmZQz9Uzj2XbaxXL/YP08OHuecfIKpdu2z51Vcb6hwTVJ1VXdXwmd69409ngEO9s7N5+T33xI/Ol13G9iUksI1Ll/Jnr70WnzqXL080axZ/NndufOpcvjzR22/zZ2vXxqfO5csTPfNM2TqxHmHZvDlcZ72NsSYQ4FA9rc6JiUQ33xxry0Lp3j1U58REom7dYm1VKLfeynapNgLc+Rfr81DLuHFl9pUrxzbWrx/bkT6iUOfr+edDdVafzwUFsbOPiO/bq1fz/9OmheocT8/n2bP5/7lzQ3WOp+fzK6/w+xUr4lPnRo2Ihg7l97t2xafOyclEPXrE2pKo2HF0FV7ffRRF6QegJxHdHnw/GEBnIrpHs87fwXW2B99vBtAZQGUAqwFsAHAAwONEFFYoTlGUIQCGAEBaWlrHrHgvePzQQ5zAqFcvrvOmS8OekQGMHg1kZwNpaVwv15Usy5EoKuKJ6Grtsxdf5ARLN90ENGzo8ZdbZM8e4LvvgJtv5veTJwPJyZwoy07GXi9ZsoSTWowaxe8//JCPn4HOMaGoCPj4Y04u8eyzfB5u2MB1rOJJ52nTOIPjI49w9t2CAtY4nnSeNYuTKt19Nx+7QMBeZkUv0eoMcDbF00+PrU16du8Gpk9nbQFOEmI1w7pfaHUGgEsu4WRo8YJeZ4AfGkOHxs4mPdrrWaVVK362xAt6nRMSgMsui5/7NsA6r1hR9r5Klfh6PgNcmk6bKLB58/h6PgOc5Od//+P/VZ39LvkXjWXLgM8/5//jUWcAWL+er2sg/nRWn8U7d3LFiXjTuaiIk8hVq8aljsaNiz+dd+/m5GJ+J4S0iaIomURkqR5mvDq6BwFUJqI8RVE6AvgKQGsiOmD2fZ06daJly5Z58lskEolEIpFIJBKJRBJb7Di6Xg5D7ADQSPO+YXCZ4TqKoiQBqAYgj4iOEVEeABBRJniub3x3L0gkEolEIpFIJBKJJC7w0tFdCqC5oihNFEUpD0429Y1unW8ABONR0Q/AD0REiqLUVhQlEQAURWkKoDkAnwtoSiQSiUQikUgkEonkRMQzR5eIigHcA044tRbAJ0S0WlGUpxVFuSq42rsAaimKsgnAAwAeDS7vDuAvRVFWAPgMwF1EtM8rW+ONjAygcWOeXtC4Mb+XSCQSiUQikUgkEok1PJuj6zcnyxzdjAxgyBCer66SkgK89ZYPiakkEolEIpFIJBKJJE6Jlzm6EgFGjw51cgF+P3p0bOyRSCQSiUQikUgkkhMN6ejGGdnZ9pZLJBKJRCKRSCQSiSQU6ejGGWlp9pZLJBKJRCKRSCQSiSQU6ejGGWPH8pxcLSkpvFwikUgkEolEIpFIJNGRjm6cMXAgJ55KTwcUhf/KRFQSiUQikUgkEolEYp2kWBsgCWfgQOnYSiQSiUQikUgkEokockRXIpFIJBKJRCKRSCQnFdLRlUgkEolEIpFIJBLJSYV0dCUSiUQikUgkEolEclIhHV2JRCKRSCQSiUQikZxUSEdXIpFIJBKJRCKRSCQnFQoRxdoGV1AUJQdAVqztiEIqgNxYGyGRRECeo5ITAXmeSuIdeY5KTgTkeSqJd4zO0XQiqm1l45PG0T0RUBRlGRF1irUdEokZ8hyVnAjI81QS78hzVHIiIM9TSbzj9ByVocsSiUQikUgkEolEIjmpkI6uRCKRSCQSiUQikUhOKqSj6y9vxdoAiSQK8hyVnAjI81QS78hzVHIiIM9TSbzj6ByVc3QlEolEIpFIJBKJRHJSIUd0JRKJRCKRSCQSiURyUiEdXYlEIpFIJBKJRCKRnFRIR9cnFEXpqSjKekVRNimK8mis7ZH8O1EU5T1FUfYqivK3ZllNRVHmK4qyMfi3RnC5oijKxOA5+5eiKGfGznLJvwVFURopirJQUZQ1iqKsVhRlRHC5PE8lcYOiKBUURflDUZSVwfP0qeDyJoqiLAmejx8rilI+uDw5+H5T8PPGsbRf8u9BUZRERVH+VBTl2+B7eY5K4gpFUf5RFGWVoigrFEVZFlzmyjNfOro+oChKIoA3AFwO4HQAAxRFOT22Vkn+pUwD0FO37FEAC4ioOYAFwfcAn6/Ng68hACb7ZKPk300xgAeJ6HQAXQDcHbxfyvNUEk8cA3AREbUD0B5AT0VRugB4AcB4ImoGIB/AbcH1bwOQH1w+PrieROIHIwCs1byX56gkHrmQiNpraua68syXjq4/nA1gExFtIaLjAD4C0CfGNkn+hRDRTwD26Rb3ATA9+P90AH01y98nZjGA6oqi1PPHUsm/FSLaRUTLg/8fBDfQGkCep5I4Ini+HQq+LRd8EYCLAHwWXK4/T9Xz9zMAFyuKovhkruRfiqIoDQH0BvBO8L0CeY5KTgxceeZLR9cfGgDYpnm/PbhMIokH6hDRruD/uwHUCf4vz1tJTAmGznUAsATyPJXEGcGQ0BUA9gKYD2AzgAIiKg6uoj0XS8/T4Of7AdTy12LJv5DXADwMIBB8XwvyHJXEHwTgf4qiZCqKMiS4zJVnfpLblkokkhMXIiJFUWTNMUnMURSlMoDPAdxHRAe0AwvyPJXEA0RUAqC9oijVAXwJ4LQYmySRlPL/7d1/qN9VHcfx58ttsjIZZBaCimhtgTpbxmhsg2XYHyVCcY3J0q3+bX+sEUH944gGERb9GOsvF2IZCDknIw3BLcf+KPdDnW6rQW1/jNrA4WA4l5vv/vicm9/GXffOvvd+r9/7fMDl8/mez/mecz6XA+e+7znn80lyD3CyqvYmWTHo9kj/w7KqOp7ko8BzSQ73Xvx/xnxndKfGceCGns/XtzRpOjgxuuyjHU+2dPutBiLJHLog9zdV9WRLtp9qWqqqN4AdwBK6ZXSjkwi9ffE//bRdnwe8PsVN1cyyFLg3yVG6LXN3AT/DPqpppqqOt+NJun8aLqZPY76B7tR4EfhEe9LdlcBK4OkBt0ka9TSwup2vBrb1pD/YnnD3WeB0zzISaVK0PWGPAIeq6ic9l+ynmjaSXNtmcknyAeBuuv3kO4CRlu3ifjraf0eA56vKVQmaNFX13aq6vqpuovu78/mqWoV9VNNIkquSXD16DnwBeJU+jfmxD0+NJF+k2ysxC9hSVRsH3CTNQEl+C6wAPgKcAB4CngKeAG4EjgFfrapTLeDYRPeU5jeBr1fVnkG0WzNHkmXALuAA7+4r+x7dPl37qaaFJAvpHpAyi27S4Imq+n6Sm+lmzz4M7Ae+VlXnkswFHqPbc34KWFlVfxtM6zXTtKXL366qe+yjmk5af9zaPs4GHq+qjUmuoQ9jvoGuJEmSJGmouHRZkiRJkjRUDHQlSZIkSUPFQFeSJEmSNFQMdCVJkiRJQ8VAV5IkSZI0VAx0JUl6j5Jck+Sl9vPPJMfb+ZkkmyepznVJHmznO5N8ZjLquUTda5N8Y6rqkyTpvfL1QpIk9UGSDcCZqnp4EuuYDewDPl1V55PspHs/Zl/fHZxkVlVdGCP9g8DuqlrUz/okSeo3Z3QlSeqzJCuSbG/nG5I8mmRXkmNJvpLkR0kOJHk2yZyW784kf0yyN8kfklw3RtF3Afuq6nxP2n1J/pzkr0mWt7LmJvlVq2N/ks+19DVJNvW0c3uSFe38TJIfJ3kZWJLkh0kOJnklycMAVfUmcDTJ4v7/1iRJ6h8DXUmSJt8tdEHqvcCvgR1VdTtwFvhSC3Z/AYxU1Z3AFmDjGOUsBfZelDa7qhYD64CHWto3gWp13A88mmTuOG28CvhTVd0BHAK+DNxaVQuBH/Tk2wMsn8A9S5I0MLMH3QBJkmaAZ6rq7SQHgFnAsy39AHATsAC4DXguCS3PP8Yo5zq6ILTXk+24t5UFsIwucKaqDic5Bswfp40XgN+189PAW8AjbWZ6e0++k8AnxylLkqSBMtCVJGnynQOoqneSvF3vPiDjHbqxOMBrVbVknHLOAhfPzJ5rxwuMP66f579Xc/WW9dbovty2/3cx8HlgBFhLNyM9+p2z49QjSdJAuXRZkqTB+wtwbZIlAEnmJLl1jHyHgI9PoLxdwKpW1nzgxlbHUeBTSa5IcgMw5l7bJB8C5lXV74FvAXf0XJ4PvDqRm5IkaVCc0ZUkacCq6l9JRoCfJ5lHNz7/FHjtoqzPAI9NoMjNwC/bUunzwJqqOpdkN/B34CBd0LzvEt+/GtjW9vUGWN9zbSmwYUI3JknSgPh6IUmS3keSbAW+U1VHBlD3ImB9VT0w1XVLknQ5DHQlSXofSbIA+FhVvTCAuu8GjlTV0amuW5Kky2GgK0mSJEkaKj6MSpIkSZI0VAx0JUmSJElDxUBXkiRJkjRUDHQlSZIkSUPFQFeSJEmSNFT+DacHBmxXcvtzAAAAAElFTkSuQmCC\n"
1463           },
1464           "metadata": {
1465             "needs_background": "light"
1466           }
1467         }
1468       ]
1469     },
1470     {
1471       "cell_type": "code",
1472       "source": [
1473         "def create_model(hidden_units, dense_units,\n",
1474         "                 batch_size, timesteps, features, activation,):\n",
1475         "    model = Sequential()\n",
1476         "    model.add(SimpleRNN(hidden_units, \n",
1477         "                        batch_input_shape=(batch_size,timesteps,features), \n",
1478         "                        activation=activation[0],\n",
1479         "                        stateful=True))\n",
1480         "    # model.add(LSTM(hidden_units, input_shape=input_shape))\n",
1481         "    model.add(Dense(units=dense_units, activation=activation[1]))\n",
1482         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1483         "    return model\n"
1484       ],
1485       "metadata": {
1486         "id": "i7KE56VE9JK5"
1487       },
1488       "execution_count": null,
1489       "outputs": []
1490     },
1491     {
1492       "cell_type": "code",
1493       "source": [
1494         "hidden=5\n",
1495         "features=1\n",
1496         "timesteps=24\n",
1497         "simple_model = create_model(hidden_units=hidden, dense_units=1, \n",
1498         "                        batch_size=1,timesteps=timesteps,features=features, \n",
1499         "                        activation=['linear', 'linear'])\n",
1500         "print(simple_model.summary())\n",
1501         "w = demo_model.get_weights()\n",
1502         "#print(len(w),' weight arrays:',w)\n",
1503         "wname=('wx','wh','bh','wy','by','wz','bz')\n",
1504         "for i in range(len(w)):\n",
1505         "  print(i,':',wname[i],'shape=',w[i].shape)\n",
1506         "\n"
1507       ],
1508       "metadata": {
1509         "id": "m60yj4-hgYk_",
1510         "colab": {
1511           "base_uri": "https://localhost:8080/"
1512         },
1513         "outputId": "4d82a209-cd20-48eb-b2a6-9150b9d28c55"
1514       },
1515       "execution_count": null,
1516       "outputs": [
1517         {
1518           "output_type": "stream",
1519           "name": "stdout",
1520           "text": [
1521             "Model: \"sequential_1\"\n",
1522             "_________________________________________________________________\n",
1523             " Layer (type)                Output Shape              Param #   \n",
1524             "=================================================================\n",
1525             " simple_rnn_1 (SimpleRNN)    (1, 5)                    35        \n",
1526             "                                                                 \n",
1527             " dense_1 (Dense)             (1, 1)                    6         \n",
1528             "                                                                 \n",
1529             "=================================================================\n",
1530             "Total params: 41\n",
1531             "Trainable params: 41\n",
1532             "Non-trainable params: 0\n",
1533             "_________________________________________________________________\n",
1534             "None\n",
1535             "0 : wx shape= (2, 5)\n",
1536             "1 : wh shape= (5, 5)\n",
1537             "2 : bh shape= (5,)\n",
1538             "3 : wy shape= (5, 1)\n",
1539             "4 : by shape= (1,)\n"
1540           ]
1541         }
1542       ]
1543     },
1544     {
1545       "cell_type": "markdown",
1546       "metadata": {
1547         "id": "6uXVJj9koGF2"
1548       },
1549       "source": [
1550         "### 3.2 Acquisition and preprocessing of real data"
1551       ]
1552     },
1553     {
1554       "cell_type": "markdown",
1555       "source": [
1556         ""
1557       ],
1558       "metadata": {
1559         "id": "glIkYrvdhXo6"
1560       }
1561     },
1562     {
1563       "cell_type": "markdown",
1564       "metadata": {
1565         "id": "q3BpOBuzc91i"
1566       },
1567       "source": [
1568         "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.  "
1569       ]
1570     },
1571     {
1572       "cell_type": "markdown",
1573       "metadata": {
1574         "id": "c8Y6bL1Yc91i"
1575       },
1576       "source": [
1577         "#### 3.2.1 Acquisition of fuel moisture observations"
1578       ]
1579     },
1580     {
1581       "cell_type": "markdown",
1582       "metadata": {
1583         "id": "0CuXyWBFc91i"
1584       },
1585       "source": [
1586         "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."
1587       ]
1588     },
1589     {
1590       "cell_type": "code",
1591       "execution_count": null,
1592       "metadata": {
1593         "id": "LFrlbbMmc91i",
1594         "colab": {
1595           "base_uri": "https://localhost:8080/"
1596         },
1597         "outputId": "396c4272-2eef-497a-8944-d555245e32f5"
1598       },
1599       "outputs": [
1600         {
1601           "output_type": "stream",
1602           "name": "stdout",
1603           "text": [
1604             "can't read raws.json , creating\n",
1605             "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
1606             "Collecting MesoPy\n",
1607             "  Downloading MesoPy-2.0.3.tar.gz (7.2 kB)\n",
1608             "Building wheels for collected packages: MesoPy\n",
1609             "  Building wheel for MesoPy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
1610             "  Created wheel for MesoPy: filename=MesoPy-2.0.3-py3-none-any.whl size=7792 sha256=35e80f9e3b20e428aafa94d247350d9f52eba899e8f0e6e2d0e89d085ad05d20\n",
1611             "  Stored in directory: /root/.cache/pip/wheels/53/08/18/c50a32a8845ad0083fe4a45f2c445e8025e6d11af89184357f\n",
1612             "Successfully built MesoPy\n",
1613             "Installing collected packages: MesoPy\n",
1614             "Successfully installed MesoPy-2.0.3\n",
1615             "reading MesoWest fuel moisture data\n",
1616             "writing json file variables.json\n",
1617             "writing json file meso_obss.json\n",
1618             "writing json file station.json\n",
1619             "BLACK CEDAR station BKCU1 at -112.238864 38.979242\n",
1620             "bounding box -112.24886400000001, 38.969242, -112.228864, 38.989242\n",
1621             "writing json file meso_ts.json\n",
1622             "writing json file raws.json\n",
1623             "done\n"
1624           ]
1625         }
1626       ],
1627       "source": [
1628         "import json\n",
1629         "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n",
1630         "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n",
1631         "def json_w(j,f):\n",
1632         "  print('writing json file',f)\n",
1633         "  json.dump(j,open(f,'w'),indent=4)\n",
1634         "try:\n",
1635         "    #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n",
1636         "    j = json.load(open(jfile,'r'))\n",
1637         "    print('loaded from ',jfile)\n",
1638         "    # Take the first station in the boulding box that has data between time_start and time_s2.\n",
1639         "    # Then retrieve data for that station between time_start and time_end\n",
1640         "    time_start = j['time_start']      # start of data time series\n",
1641         "    # time_s2    = j['time_s2']         # end of segment to read coordinates\n",
1642         "    time_end  = j['time_end']         # end of data time series\n",
1643         "    meso_ts  = j['meso_ts']           # get meso observations time series\n",
1644         "    obs_lon =   j['obs_lon']          # where we retrieved observations\n",
1645         "    obs_lat =   j['obs_lat']\n",
1646         "except:\n",
1647         "    print(\"can't read\",jfile,', creating')\n",
1648         "    # set up bounds\n",
1649         "    time_start = \"201806010800\"  # June 1 2018 08:00 in format yyyymmddHHMM\n",
1650         "    time_s2    = \"201806010900\"  # June 1 2018 09:00 in format yyyymmddHHMM \n",
1651         "    time_end   = \"201907200900\"  # June 20 2018 09:00 in format yyyymmddHHMM \n",
1652         "    #time_start=  \"201810230100\"\n",
1653         "    #time_s2=  \"201810230300\"\n",
1654         "    #time_end  =  \"201806022300\"\n",
1655         "    !pip install MesoPy\n",
1656         "    from MesoPy import Meso\n",
1657         "    bounding_box = \"-115, 38, -110, 40\"  # min longtitude, latitude\n",
1658         "    meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\"       # you should get your own if you do more of this\n",
1659         "    m = Meso(meso_token)# create a Meso object\n",
1660         "    print('reading MesoWest fuel moisture data')\n",
1661         "    json_w(m.variables(),'variables.json')\n",
1662         "    meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n",
1663         "                             showemptystations = '0', vars=vars)   # ask the object for data\n",
1664         "    json_w(meso_obss,'meso_obss.json')                        \n",
1665         "    # pick one station and retrieve the whole time series.\n",
1666         "    station=meso_obss['STATION'][0]\n",
1667         "    json_w(station,'station.json')\n",
1668         "    lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n",
1669         "    print(station['NAME'],'station',station['STID'],'at',lon,lat)\n",
1670         "    e = 0.01   # tolerance\n",
1671         "    bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n",
1672         "    print('bounding box',bb)\n",
1673         "    meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars)   # ask the object for data\n",
1674         "    json_w(meso_ts,'meso_ts.json')                        \n",
1675         "    obs_lon, obs_lat = (lon, lat)   # remember station coordinates for later\n",
1676         "    j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n",
1677         "       'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n",
1678         "    json_w(j,jfile)\n",
1679         "    print('done')"
1680       ]
1681     },
1682     {
1683       "cell_type": "code",
1684       "execution_count": null,
1685       "metadata": {
1686         "id": "3bXopS3btyz0",
1687         "scrolled": true,
1688         "colab": {
1689           "base_uri": "https://localhost:8080/",
1690           "height": 313
1691         },
1692         "outputId": "3895a706-8d38-442b-86ae-33f5b85b3cb2"
1693       },
1694       "outputs": [
1695         {
1696           "output_type": "execute_result",
1697           "data": {
1698             "text/plain": [
1699               "<matplotlib.legend.Legend at 0x7f46ee9f8e50>"
1700             ]
1701           },
1702           "metadata": {},
1703           "execution_count": 23
1704         },
1705         {
1706           "output_type": "display_data",
1707           "data": {
1708             "text/plain": [
1709               "<Figure size 1152x288 with 1 Axes>"
1710             ],
1711             "image/png": "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\n"
1712           },
1713           "metadata": {
1714             "needs_background": "light"
1715           }
1716         }
1717       ],
1718       "source": [
1719         "# process the data retrieved for this station\n",
1720         "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n",
1721         "from datetime import datetime, timedelta, time\n",
1722         "import numpy as np\n",
1723         "import matplotlib.pyplot as plt\n",
1724         "import pytz\n",
1725         "station = meso_ts['STATION'][0]\n",
1726         "time_str  = station['OBSERVATIONS']['date_time']\n",
1727         "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
1728         "start_time = obs_time[0].replace(minute=0)     # remember obs_time and start_time for later\n",
1729         "end_time = obs_time[-1]\n",
1730         "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
1731         "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n",
1732         "# display the data retrieved\n",
1733         "#for o_time,o_data in zip (obs_time,obs_data):\n",
1734         "#    print(o_time,o_data)\n",
1735         "%matplotlib inline\n",
1736         "plt.figure(figsize=(16,4))\n",
1737         "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
1738         "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
1739         "plt.xlabel('Time (hours)') \n",
1740         "plt.ylabel('Fuel moisture content (%)')\n",
1741         "plt.legend()\n",
1742         " "
1743       ]
1744     },
1745     {
1746       "cell_type": "code",
1747       "execution_count": null,
1748       "metadata": {
1749         "id": "lJQFB4rAYu9P"
1750       },
1751       "outputs": [],
1752       "source": [
1753         "# %debug"
1754       ]
1755     },
1756     {
1757       "cell_type": "markdown",
1758       "source": [
1759         ""
1760       ],
1761       "metadata": {
1762         "id": "F7bvUGx993Ae"
1763       }
1764     },
1765     {
1766       "cell_type": "markdown",
1767       "metadata": {
1768         "id": "pY4hPeATK9wZ"
1769       },
1770       "source": [
1771         "#### 3.2.2 Acquisition of weather data"
1772       ]
1773     },
1774     {
1775       "cell_type": "markdown",
1776       "metadata": {
1777         "id": "xhyjXqxVN6B2"
1778       },
1779       "source": [
1780         "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",
1781         "\n",
1782         "First try to read the data already extracted for this RAWS and staged for download."
1783       ]
1784     },
1785     {
1786       "cell_type": "code",
1787       "execution_count": null,
1788       "metadata": {
1789         "id": "WlqJRP8Vc91o",
1790         "colab": {
1791           "base_uri": "https://localhost:8080/"
1792         },
1793         "outputId": "b9456374-03a5-40b0-eaf1-1da121dfeed6"
1794       },
1795       "outputs": [
1796         {
1797           "output_type": "stream",
1798           "name": "stdout",
1799           "text": [
1800             "--2022-06-18 03:22:26--  http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
1801             "Resolving math.ucdenver.edu (math.ucdenver.edu)... 132.194.174.10\n",
1802             "Connecting to math.ucdenver.edu (math.ucdenver.edu)|132.194.174.10|:80... connected.\n",
1803             "HTTP request sent, awaiting response... 200 OK\n",
1804             "Length: 835460 (816K) [application/json]\n",
1805             "Saving to: ‘rtma.json’\n",
1806             "\n",
1807             "rtma.json           100%[===================>] 815.88K  3.77MB/s    in 0.2s    \n",
1808             "\n",
1809             "2022-06-18 03:22:26 (3.77 MB/s) - ‘rtma.json’ saved [835460/835460]\n",
1810             "\n",
1811             "loaded from  rtma.json\n",
1812             "\n"
1813           ]
1814         }
1815       ],
1816       "source": [
1817         "import json\n",
1818         "jfile = 'rtma.json'\n",
1819         "try:\n",
1820         "    ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
1821         "    j = json.load(open(jfile,'r'))\n",
1822         "    print('loaded from ',jfile)\n",
1823         "    if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n",
1824         "      print('lon lat doesnot agree, need to load original RTMA files')\n",
1825         "      read_rtma=True\n",
1826         "    else:\n",
1827         "      read_rtma=False\n",
1828         "except:\n",
1829         "    print(\"can't read\",jfile,', creating')\n",
1830         "    read_rtma=True\n",
1831         "\n",
1832         "print('')"
1833       ]
1834     },
1835     {
1836       "cell_type": "markdown",
1837       "metadata": {
1838         "id": "THI6gElyHOOc"
1839       },
1840       "source": [
1841         "Next, functions to get the files, open as grib, and interpolate to the station coordinates"
1842       ]
1843     },
1844     {
1845       "cell_type": "markdown",
1846       "metadata": {
1847         "id": "2iBNHQg5hPxB"
1848       },
1849       "source": [
1850         "####<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>"
1851       ]
1852     },
1853     {
1854       "cell_type": "code",
1855       "execution_count": null,
1856       "metadata": {
1857         "id": "mxZABVDxt0gd"
1858       },
1859       "outputs": [],
1860       "source": [
1861         "# Set up environment to read RTMA gribs\n",
1862         "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n",
1863         "if read_rtma:\n",
1864         "  import subprocess,os\n",
1865         "  def load_rtma(path,file,reload=0):\n",
1866         "    url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n",
1867         "    if os.path.exists(file):\n",
1868         "      if reload:\n",
1869         "        print(file + ' already exists, removing')\n",
1870         "        os.remove(file)\n",
1871         "      else:\n",
1872         "        print(file + ' already exists, exiting')\n",
1873         "        # add checking size here\n",
1874         "        return 0\n",
1875         "    try:\n",
1876         "      ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n",
1877         "      if os.path.exists(file):\n",
1878         "        print('loaded ' + url + ' as ' + file)\n",
1879         "        return 0\n",
1880         "      else: \n",
1881         "        print('file transfer completed, but the file is missing? ' + url)  \n",
1882         "      return 1\n",
1883         "    except:\n",
1884         "      print('file transfer failed: ' + url)\n",
1885         "      return 2\n"
1886       ]
1887     },
1888     {
1889       "cell_type": "markdown",
1890       "metadata": {
1891         "id": "dQ-uJI2sy6I3"
1892       },
1893       "source": [
1894         "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."
1895       ]
1896     },
1897     {
1898       "cell_type": "code",
1899       "execution_count": null,
1900       "metadata": {
1901         "id": "PL3gxK67AlBI"
1902       },
1903       "outputs": [],
1904       "source": [
1905         "if read_rtma:\n",
1906         "  def rtma_grib(t,var):\n",
1907         "    tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour)  # remote path on server\n",
1908         "    tstr  = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour)  # time string for local path\n",
1909         "    gribfile = os.path.join('data',tstr + var + '.grib')\n",
1910         "    remote = tpath + '/' + var + '.grib'\n",
1911         "    if load_rtma(remote,gribfile):\n",
1912         "        print('cannot load remote file',remote,'as',gribfile)\n",
1913         "        return []\n",
1914         "    else:\n",
1915         "        try:\n",
1916         "            gf=GribFile(gribfile)\n",
1917         "            v = np.array(gf[1].values())\n",
1918         "        except:\n",
1919         "            print('cannot read grib file',gribfile)\n",
1920         "            return []\n",
1921         "        print('loaded ',gribfile,' containing array shape ',v.shape)\n",
1922         "        return gf[1]   # grib message\n"
1923       ]
1924     },
1925     {
1926       "cell_type": "code",
1927       "execution_count": null,
1928       "metadata": {
1929         "id": "OY1oTYKlfd17"
1930       },
1931       "outputs": [],
1932       "source": [
1933         "if read_rtma:\n",
1934         "    times = pd.date_range(start=time_start,end=time_end,freq='1H')\n",
1935         "    varnames=['temp','td','precipa']\n",
1936         "    j =    read_interp_rtma(varnames,times,obs_lat,obs_lon)      # temperature\n",
1937         "    for varname in varnames:\n",
1938         "        j[varname]=j[varname].tolist() \n",
1939         "    j['obs_lat']=obs_lat\n",
1940         "    j['obs_lon']=obs_lon\n",
1941         "    json.dump(j,open('rtma.json','w'),indent=4)\n",
1942         "    print('done')"
1943       ]
1944     },
1945     {
1946       "cell_type": "code",
1947       "execution_count": null,
1948       "metadata": {
1949         "id": "ccp10kurAlBI"
1950       },
1951       "outputs": [],
1952       "source": [
1953         "from scipy.interpolate import LinearNDInterpolator, interpn\n",
1954         "from scipy.optimize import root\n",
1955         "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n",
1956         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
1957         "    interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n",
1958         "    return interp(lat,lon)\n",
1959         "def interp_to_lat_lon(lats,lons,v,lat,lon):\n",
1960         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
1961         "    points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float))  # uniform mesh\n",
1962         "    def res(ij):  # interpolation of lons lats on the uniform mesh, to noninteger coordinates   \n",
1963         "       return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n",
1964         "    # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n",
1965         "    result = root(res,(0,0)) # solve res(ij) = 0\n",
1966         "    if not result.success:\n",
1967         "        print(result.message)\n",
1968         "        exit(1)\n",
1969         "    return interpn(points,v,result.x) \n"
1970       ]
1971     },
1972     {
1973       "cell_type": "markdown",
1974       "metadata": {
1975         "id": "jvnpq6S5AlBI"
1976       },
1977       "source": [
1978         "The interpolation function needs to  be tested."
1979       ]
1980     },
1981     {
1982       "cell_type": "code",
1983       "execution_count": null,
1984       "metadata": {
1985         "id": "NVMJBYI7AlBI"
1986       },
1987       "outputs": [],
1988       "source": [
1989         "def interp_to_lat_lon_test(lats,lons):\n",
1990         "    print('testing interp_to_lat_lon')\n",
1991         "    vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n",
1992         "    i, j = (1,2)\n",
1993         "    lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n",
1994         "    vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n",
1995         "    vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n",
1996         "    print(vi,vj,'should be about',i+0.5,j+0.5)\n",
1997         "    test_slow = 0\n",
1998         "    if test_slow:\n",
1999         "        print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n",
2000         "        vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n",
2001         "        print(vi_slow)\n",
2002         "        vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n",
2003         "        print(vj_slow)\n",
2004         "        \n",
2005         "#gf = rtma_grib(start_time,'temp')      #  read the first grib file and use it to test interpolation\n",
2006         "#lats, lons = gf.latlons()\n",
2007         "#interp_to_lat_lon_test(lats,lons)\n"
2008       ]
2009     },
2010     {
2011       "cell_type": "code",
2012       "execution_count": null,
2013       "metadata": {
2014         "id": "vt-Mk8fIc91m"
2015       },
2016       "outputs": [],
2017       "source": [
2018         "#%debug\n"
2019       ]
2020     },
2021     {
2022       "cell_type": "markdown",
2023       "metadata": {
2024         "id": "LQbWB_3GAlBI"
2025       },
2026       "source": [
2027         "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates"
2028       ]
2029     },
2030     {
2031       "cell_type": "code",
2032       "execution_count": null,
2033       "metadata": {
2034         "id": "b3JJH3XPAlBI"
2035       },
2036       "outputs": [],
2037       "source": [
2038         "if read_rtma:\n",
2039         "  import pandas as pd, json\n",
2040         "  def read_interp_rtma(varnames,times,lat,lon):\n",
2041         "    # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n",
2042         "    ntimes = len(times)\n",
2043         "    time_str = 'time_str'\n",
2044         "    j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n",
2045         "    for varname in varnames:\n",
2046         "        j[varname]=np.full(ntimes,np.nan)  # initialize array of nans as list\n",
2047         "    n=0\n",
2048         "    for t in times:\n",
2049         "        tim=t.strftime('%Y-%m-%d %H:%M')\n",
2050         "        should_be = j[time_str][n]\n",
2051         "        if tim != should_be:\n",
2052         "            print('n=',n,'time',tim,'expected',should_be)\n",
2053         "            raise 'Invalid time' \n",
2054         "        for varname in varnames:\n",
2055         "            gf = rtma_grib(t,varname)   # read and create grib object, download if needed\n",
2056         "            if gf:\n",
2057         "                lats,lons = gf.latlons()    # coordinates\n",
2058         "                v = gf.values()\n",
2059         "                vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n",
2060         "                print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n",
2061         "                j[varname][n] = vi\n",
2062         "            else:\n",
2063         "                print(varname,'at',t,' could not be loaded')\n",
2064         "        n = n+1\n",
2065         "    return j"
2066       ]
2067     },
2068     {
2069       "cell_type": "code",
2070       "execution_count": null,
2071       "metadata": {
2072         "id": "bMpYIZT6c91o"
2073       },
2074       "outputs": [],
2075       "source": [
2076         "# %debug\n"
2077       ]
2078     },
2079     {
2080       "cell_type": "markdown",
2081       "metadata": {
2082         "id": "KVXBjGA0CiXr"
2083       },
2084       "source": [
2085         "#### 3.2.3 Preprocessing and visualization of the weather data"
2086       ]
2087     },
2088     {
2089       "cell_type": "code",
2090       "execution_count": null,
2091       "metadata": {
2092         "id": "fNA3Vbo1c91o"
2093       },
2094       "outputs": [],
2095       "source": [
2096         "rtma = j\n",
2097         "td = np.array(rtma['td'])\n",
2098         "t2 = np.array(rtma['temp'])\n",
2099         "rain=np.array(rtma['precipa'])\n",
2100         "# compute relative humidity\n",
2101         "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n",
2102         "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",
2103         "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))"
2104       ]
2105     },
2106     {
2107       "cell_type": "code",
2108       "execution_count": null,
2109       "metadata": {
2110         "id": "tZIK59bJAlBJ",
2111         "colab": {
2112           "base_uri": "https://localhost:8080/",
2113           "height": 313
2114         },
2115         "outputId": "8c076ca0-e544-4811-d27c-f0d7c666fb01"
2116       },
2117       "outputs": [
2118         {
2119           "output_type": "execute_result",
2120           "data": {
2121             "text/plain": [
2122               "<matplotlib.legend.Legend at 0x7f4662a3a7d0>"
2123             ]
2124           },
2125           "metadata": {},
2126           "execution_count": 35
2127         },
2128         {
2129           "output_type": "display_data",
2130           "data": {
2131             "text/plain": [
2132               "<Figure size 1152x288 with 1 Axes>"
2133             ],
2134             "image/png": "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\n"
2135           },
2136           "metadata": {
2137             "needs_background": "light"
2138           }
2139         }
2140       ],
2141       "source": [
2142         "%matplotlib inline\n",
2143         "plt.figure(figsize=(16,4))\n",
2144         "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n",
2145         "plt.title(station['STID'] + ' Temperature')\n",
2146         "plt.xlabel('Time (hours)') \n",
2147         "plt.ylabel('Temperature (K)')\n",
2148         "plt.legend()"
2149       ]
2150     },
2151     {
2152       "cell_type": "code",
2153       "execution_count": null,
2154       "metadata": {
2155         "id": "LbyqcuXYAlBJ",
2156         "colab": {
2157           "base_uri": "https://localhost:8080/",
2158           "height": 313
2159         },
2160         "outputId": "c914fcc1-03b4-4b2a-eaba-da285c12ff4e"
2161       },
2162       "outputs": [
2163         {
2164           "output_type": "execute_result",
2165           "data": {
2166             "text/plain": [
2167               "<matplotlib.legend.Legend at 0x7f4662a10890>"
2168             ]
2169           },
2170           "metadata": {},
2171           "execution_count": 36
2172         },
2173         {
2174           "output_type": "display_data",
2175           "data": {
2176             "text/plain": [
2177               "<Figure size 1152x288 with 1 Axes>"
2178             ],
2179             "image/png": "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\n"
2180           },
2181           "metadata": {
2182             "needs_background": "light"
2183           }
2184         }
2185       ],
2186       "source": [
2187         "%matplotlib inline\n",
2188         "plt.figure(figsize=(16,4))\n",
2189         "plt.plot(td,linestyle='-',c='k',label='Dew point')\n",
2190         "plt.title(station['STID'] + ' Dew point (K)')\n",
2191         "plt.xlabel('Time (hours)') \n",
2192         "plt.ylabel('Dew point (K)')\n",
2193         "plt.legend()"
2194       ]
2195     },
2196     {
2197       "cell_type": "code",
2198       "execution_count": null,
2199       "metadata": {
2200         "id": "dfoOK2kSc91p",
2201         "colab": {
2202           "base_uri": "https://localhost:8080/",
2203           "height": 313
2204         },
2205         "outputId": "c1060784-ded9-4b23-814c-ca0d12fc5e43"
2206       },
2207       "outputs": [
2208         {
2209           "output_type": "execute_result",
2210           "data": {
2211             "text/plain": [
2212               "<matplotlib.legend.Legend at 0x7f466298a210>"
2213             ]
2214           },
2215           "metadata": {},
2216           "execution_count": 37
2217         },
2218         {
2219           "output_type": "display_data",
2220           "data": {
2221             "text/plain": [
2222               "<Figure size 1152x288 with 1 Axes>"
2223             ],
2224             "image/png": "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\n"
2225           },
2226           "metadata": {
2227             "needs_background": "light"
2228           }
2229         }
2230       ],
2231       "source": [
2232         "%matplotlib inline\n",
2233         "plt.figure(figsize=(16,4))\n",
2234         "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n",
2235         "plt.title(station['STID'] + ' relative humidity')\n",
2236         "plt.xlabel('Time (hours)') \n",
2237         "plt.ylabel('Relative humidity (%)')\n",
2238         "plt.legend()"
2239       ]
2240     },
2241     {
2242       "cell_type": "code",
2243       "execution_count": null,
2244       "metadata": {
2245         "id": "MWTJ5b2kc91p",
2246         "colab": {
2247           "base_uri": "https://localhost:8080/",
2248           "height": 313
2249         },
2250         "outputId": "80d6c3da-c39e-467c-b956-4c9cb6dfd7e4"
2251       },
2252       "outputs": [
2253         {
2254           "output_type": "execute_result",
2255           "data": {
2256             "text/plain": [
2257               "<matplotlib.legend.Legend at 0x7f4662905110>"
2258             ]
2259           },
2260           "metadata": {},
2261           "execution_count": 38
2262         },
2263         {
2264           "output_type": "display_data",
2265           "data": {
2266             "text/plain": [
2267               "<Figure size 1152x288 with 1 Axes>"
2268             ],
2269             "image/png": "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\n"
2270           },
2271           "metadata": {
2272             "needs_background": "light"
2273           }
2274         }
2275       ],
2276       "source": [
2277         "%matplotlib inline\n",
2278         "plt.figure(figsize=(16,4))\n",
2279         "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n",
2280         "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n",
2281         "plt.title(station['STID'] + ' drying and wetting equilibria')\n",
2282         "plt.xlabel('Time (hours)') \n",
2283         "plt.ylabel('Fuel moisture contents (%)')\n",
2284         "plt.legend()"
2285       ]
2286     },
2287     {
2288       "cell_type": "markdown",
2289       "metadata": {
2290         "id": "jY3_eeBRc91p"
2291       },
2292       "source": [
2293         " "
2294       ]
2295     },
2296     {
2297       "cell_type": "code",
2298       "execution_count": null,
2299       "metadata": {
2300         "id": "PQKSRvRSAlBJ",
2301         "colab": {
2302           "base_uri": "https://localhost:8080/",
2303           "height": 313
2304         },
2305         "outputId": "d0110b65-b916-4af6-b90d-eaa84a50fd9d"
2306       },
2307       "outputs": [
2308         {
2309           "output_type": "execute_result",
2310           "data": {
2311             "text/plain": [
2312               "<matplotlib.legend.Legend at 0x7f4662884050>"
2313             ]
2314           },
2315           "metadata": {},
2316           "execution_count": 39
2317         },
2318         {
2319           "output_type": "display_data",
2320           "data": {
2321             "text/plain": [
2322               "<Figure size 1152x288 with 1 Axes>"
2323             ],
2324             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA78AAAEWCAYAAACubCCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3debhcVZnv8e/PJBgCyJiGQMBExQHDIEaGph1BJhW4Nk6tTCK0t7WvtNcGpG1BFJRuRFvtRlFEUC9IIy2IKM2oditIGK5M0uQqShgkJkwySeC9f9Q+dBHPOamcnDrnVJ3v53nqqb3XXnuvt052quqtvdbaqSokSZIkSepnzxrvACRJkiRJ6jaTX0mSJElS3zP5lSRJkiT1PZNfSZIkSVLfM/mVJEmSJPU9k19JkiRJUt8z+ZUkSSQ5KslXRrtuh8fbLMnvk0wZrWNKkrQ8k19J0qST5PYkjzYJ131Jvpdk07btX0vyibb1lya5O8mHmvUXJvnXJL9L8kCSnyf5YJIpSV6TZNEgbV6R5D3N8rwkFzX7VwfxVpKHm3jvTHLSaCeKVXV8Vb1nZesmmdPEN7XTtpq//y5tx/tNVa1ZVU+ufOSSJHXG5FeSNFm9qarWBGYBvwU+P1ilJC8DLgc+UVUnJnk+cBVwB7BlVa0NvAWYD6zVYdtPAGcDB69EvFs38e4M/AVwyCCxdpyASpI02Zj8SpImtap6DDgH2GL5bUm2Ay4Gjqqqf26KPwb8pKo+WFV3N8e4tar+oqru77DNW6vqVOCmEcT7C+DHwLy2q64HJ/kNcFkT97uT3NJc1b4oyXPbXtNLk1ycZGmS3yY5qik/Jsk3muWB4x6a5K72q97L1wV+1Dzf31yZ3jHJ85NclmRJc3X7m0nWafb9OrAZ8N2m/uHLXz1OsnGS85sYFyY5ZLm2z05yRpKHktyUZP7K/h0lSZOPya8kaVJLMgN4G3Dlcpu2A34A/E1VtY9v3YVWsjwukmwBvBK4rq341cBLgN2S7A0cBbwZmEkrUT6z2Xct4BJar2tj4AXApcM091pgc2BX4Ij2rsptXtU8r9N0Xf4pEOCTTRsvATYFjgGoqv2A39Bcea+qfxjkmGcBi5r99wWOT/K6tu17NXXWAc4HvjDMa5AkCTD5lSRNXt9Jcj/wAPB64B+X275Ds+37y5WvD9zd/fD+yLVJ7gO+C3wFOK1t2zFV9XBVPQq8F/hkVd1SVcuA44Ftmqu/bwTuqapPV9VjVfVQVV01TJsfa457Q9PeOzoJtKoWVtXFVfV4VS0GTqKVoK9QM/Z6J+CIJsbrm9e7f1u1/6iqC5sxwl8Htu7k2JKkyc3kV5I0We1TVesA04H3Az9MslHb9n8GFgAXJ1m3rXwJrXHCQ1kGTBukfBqtsb4jtW1VrVtVz6+qj1TVU23b7mhbfi7wT0nub5L7pbSuxG5C6wrs/1uJNtuP+2taV2JXKMmGSc5qJud6EPgGsEGHbW4MLK2qh5Zre5O29Xvalh8BpjveWZK0Iia/kqRJraqerKpzgSeBP2vb9CStiaV+A1yU5DlN+SXAnw9zyN8AGyRZc6AgSWglpb8ezdjbtM8YfQfwl1W1Tttj9ar6SbPteStx3E3bljcD7lpB2wOOb8q3rKrnAO+ilYAPt8+Au4D1mi7a7W3f2VHEkiQNweRXkjSppWVvYF3glvZtVfUErZmcfwdcmGQN4GjgT5P848CV4iQvSPKNJOtU1W9ozQZ9QpI1kzwb+FtaV32vbGtzOrBasz69qTcavgh8OMlLm2OvneQtzbYLgFlJDkvy7CRrJdl+mGP9fZIZzbEOAr41SJ3FwFM8M6leC/g98ECSTWi9/na/ZYgkvKruAH4CfLL5u2xFa1bsbwxWX5KkTpn8SpImq+8m+T3wIHAccEBV/dHsy1X1B1qTRz1Ga7ztXcCOwBzgpiQPAN+m1UV6oKvu24A/ARbSumK5M/CGZmZpaF0FfpT/nu35UeDW0XhRVfVvwAnAWU2X4xuBPZptD9Ea3/wmWl2Hb6M1qdVQfti8hkuBE6vq3wdp7xFaf7//bLpa70BrRuxtaY2Z/h5w7nK7fRL4SFP/Q/yxd9D6+94F/BtwdFVdsuJXL0nS0FI1XM8jSZI02SSZA/wKmNZMmiVJUs/zyq8kSZIkqe+Z/EqSJEmS+p7dniVJkiRJfc8rv5IkSZKkvjfpbgi/wQYb1Jw5c8Y7DEmSJEnSKLvmmmt+V1UzB9s26ZLfOXPmsGDBgvEOQ5IkSZI0ypL8eqhtdnuWJEmSJPU9k19JkiRJUt8z+ZUkSZIk9b1JN+ZXkiRJklbFE088waJFi3jsscfGO5RJa/r06cyePZtp06Z1vI/JryRJkiSthEWLFrHWWmsxZ84ckox3OJNOVbFkyRIWLVrE3LlzO96va92ek3w1yb1JbmwrWy/JxUlua57XbcqT5HNJFib5eZJt2/Y5oKl/W5ID2spfnuSGZp/PxbNOkiRJ0hh47LHHWH/99U18x0kS1l9//ZW+8t7NMb9fA3ZfruxI4NKq2hy4tFkH2APYvHkcCpwMrWQZOBrYHtgOOHogYW7qHNK23/JtSZIkSVJXmPiOr5H8/buW/FbVj4ClyxXvDZzeLJ8O7NNWfka1XAmsk2QWsBtwcVUtrar7gIuB3Zttz6mqK6uqgDPajiWpyy6//HI++tGP0vrvJ0lS/1q2bBmnnXYaTz311HiHImkVjfVszxtW1d3N8j3Ahs3yJsAdbfUWNWXDlS8apHxQSQ5NsiDJgsWLF6/aK5DEj370Iz7+8Y+PdxiSJHXdSSedxLvf/W5OO+208Q5FeoYpU6awzTbbMG/ePN7ylrfwyCOPrPIxP/rRj3LJJZcMW+eLX/wiZ5xxBgBf+9rXuOuuu1Z43OXrvec97+Hmm29etWBHYNxuddRcsR2Ty0ZVdUpVza+q+TNnzhyLJiVJktQHBi6cLF26fIdGaXytvvrqXH/99dx4442sttpqfPGLX3zG9mXLlq30MY899lh22WWXYeu8973vZf/99wdGnvx+5StfYYsttljp+FbVWCe/v226LNM839uU3wls2lZvdlM2XPnsQcolSZIkaVJ55StfycKFC7niiit45StfyV577cUWW2zBk08+yd/+7d/yile8gq222oovfelLT+9zwgknsOWWW7L11ltz5JGtqZgOPPBAzjnnHADmzJnD4YcfzpZbbsl2223HwoULATjmmGM48cQTOeecc1iwYAHvfOc72WabbXj00Uc59thjecUrXsG8efM49NBDqapB673mNa9hwYIFAJx55plsueWWzJs3jyOOOOLp+NZcc03+7u/+jq233poddtiB3/72t6v8dxrrWx2dDxwAfKp5Pq+t/P1JzqI1udUDVXV3kouA49smudoV+HBVLU3yYJIdgKuA/YHPj+ULkdSaZt7JHiRJ0mR22GGHcf3114/qMbfZZhs++9nPdlR32bJlfP/732f33Vvz/1577bXceOONzJ07l1NOOYW1116bq6++mscff5yddtqJXXfdlV/84hecd955XHXVVcyYMWPIng1rr702N9xwA2eccQaHHXYYF1xwwdPb9t13X77whS9w4oknMn/+fADe//7389GPfhSA/fbbjwsuuGDQegPuuusujjjiCK655hrWXXdddt11V77zne+wzz778PDDD7PDDjtw3HHHcfjhh/PlL3+Zj3zkIyv9t2zXzVsdnQn8FHhRkkVJDqaV9L4+yW3ALs06wIXAL4GFwJeBvwKoqqXAx4Grm8exTRlNna80+/w/4Pvdei2SnsmEV5IkaXw9+uijbLPNNsyfP5/NNtuMgw8+GIDtttvu6Xvf/vu//ztnnHEG22yzDdtvvz1Llizhtttu45JLLuGggw5ixowZAKy33nqDtvGOd7zj6eef/vSnK4zp8ssvZ/vtt2fLLbfksssu46abbhq2/tVXX81rXvMaZs6cydSpU3nnO9/Jj370IwBWW2013vjGNwLw8pe/nNtvv33Ff5QV6NqV36p6xxCbdh6kbgHvG+I4XwW+Okj5AmDeqsQoSZIkSaui0yu0o21gzO/y1lhjjaeXq4rPf/7z7Lbbbs+oc9FFF3XURvsFjxVd/Hjsscf4q7/6KxYsWMCmm27KMcccs9L34W03bdq0p9ucMmXKiMYwL2/cJrySJEmSJHXPbrvtxsknn8wTTzwBwH/913/x8MMP8/rXv57TTjvt6Rmih+r2/K1vfevp5x133PGPtq+11lo89NBDAE8nuhtssAG///3vnx47vHy9dttttx0//OEP+d3vfseTTz7JmWeeyatf/epVeMXDG+sxv5IkSZKkMfCe97yH22+/nW233ZaqYubMmXznO99h99135/rrr2f+/Pmsttpq7Lnnnhx//PF/tP99993HVlttxbOf/WzOPPPMP9p+4IEH8t73vpfVV1+dn/70pxxyyCHMmzePjTbaiFe84hVD1hswa9YsPvWpT/Ha176WquINb3gDe++9d3f+GEBaPY4nj/nz59fAzGKSRubYY4/l6KOPZtmyZUyZMmW8w5EkqWs+9KEP8elPf5oTTjiBww8/fLzD0QRxyy238JKXvGS8w+iqOXPmsGDBAjbYYIPxDmVIg/07JLmmquYPVt9uz5JWmhNeSZIkqdfY7VmSJEkawsAPvv7wq8lmNGZXnmi88itJkiRJK2myDR+daEby9zf5lTRivulLkqTJaPr06SxZssTvQuOkqliyZAnTp09fqf3s9ixppdn1S5IkTWazZ89m0aJFLF68eLxDmbSmT5/O7NmzV2ofk19JkiRJWgnTpk1j7ty54x2GVpLdniVJkiRJfc/kV5IkSZLU90x+JY2YkzxIkiSpV5j8SlppTnglSZKkXmPyK0mSJEnqeya/kiRJkqS+Z/IracQc8ytJkqReYfIraaU55leSJEm9xuRXkiRJktT3TH4lSZIkSX3P5FfSiDnmV5IkSb3C5FfSSnPMryRJknqNya8kSZIkqe+Z/EqSJEmS+p7JryRJkiSp75n8ShoxJ7ySJElSrzD5lbTSnPBKkiRJvcbkV5IkSZLU90x+JUmSJEl9z+RX0og55leSJEm9wuRX0kpzzK8kSZJ6jcmvJEmSJKnvjUvym+RvktyU5MYkZyaZnmRukquSLEzyrSSrNXWf3awvbLbPaTvOh5vyW5PsNh6vRZIkSZI08Y158ptkE+B/AfOrah4wBXg7cALwmap6AXAfcHCzy8HAfU35Z5p6JNmi2e+lwO7AvySZMpavRZIkSZLUG8ar2/NUYPUkU4EZwN3A64Bzmu2nA/s0y3s36zTbd05rwOHewFlV9XhV/QpYCGw3RvFLwgmvJEmS1DvGPPmtqjuBE4Hf0Ep6HwCuAe6vqmVNtUXAJs3yJsAdzb7Lmvrrt5cPss8zJDk0yYIkCxYvXjy6L0iahJzwSpIkSb2m4+Q3yRqj0a04ybq0rtrOBTYG1qDVbblrquqUqppfVfNnzpzZzaYkSZIkSRPQkMlvkmcl+Ysk30tyL/AL4O4kNyf5xyQvGGGbuwC/qqrFVfUEcC6wE7BO0w0aYDZwZ7N8J7BpE9NUYG1gSXv5IPtIkiRJkvS04a78Xg48H/gwsFFVbVpVfwL8GXAlcEKSd42gzd8AOySZ0Yzd3Rm4uWlv36bOAcB5zfL5zTrN9suqNdDwfODtzWzQc4HNgZ+NIB5JI+SYX0mSJPWKqcNs26W5MvsMVbUU+Dbw7STTVrbBqroqyTnAtcAy4DrgFOB7wFlJPtGUndrscirw9SQLgaW0Znimqm5KcjatxHkZ8L6qenJl45G08hzzK0mSpF4zZPJbVU80Y3xvqqoXD1VnJI1W1dHA0csV/5JBZmuuqseAtwxxnOOA40YSgyRJkiRp8hh2wqvmSuqtSTYbo3gkSZIkSRp1w3V7HrAucFOSnwEPDxRW1V5di0pST3DMryRJknpFJ8nv33c9Ckk9xTG/kiRJ6jUrTH6r6odjEYgkSZIkSd2ywuQ3yUPAQN/G1YBpwMNV9ZxuBiZJkiRJ0mjp5MrvWgPLzX159wZ26GZQkiRJkiSNpmFne15etXwH2K1L8UjqIU54JUmSpF7RSbfnN7etPguYDzzWtYgkTXhOeCVJkqRe08lsz29qW14G3E6r67MkSZIkST2hkzG/B41FIJIkSZIkdcsKx/wmmZ3k35Lc2zy+nWT2WAQnaWJzzK8kSZJ6RScTXp0GnA9s3Dy+25RJmqQc8ytJkqRe00nyO7OqTquqZc3ja8DMLsclSZIkSdKo6ST5XZLkXUmmNI93AUu6HZgkSZIkSaOlk+T33cBbgXuAu4F9ASfBkiRJkiT1jE5me/41sNcYxCKpxzjhlSRJknrFCpPfJDOBQ4A57fWr6t3dC0vSROaEV5IkSeo1K0x+gfOAHwOXAE92NxxJkiRJkkZfJ8nvjKo6ouuRSJIkSZLUJZ1MeHVBkj27HomknuOYX0lSvxv4rPMzT+p9Q175TfIQUECAo5I8DjzRrFdVPWdsQpQ00TjmV5IkSb1muG7P61fVH8YsEkmSJGmCGfjB1x9+pd43XPL7kySLgB8AP6iq28cmJEmSJEmSRteQyW9VzU8yB9gd+GySTYD/AL4P/LCqHh+TCCVJkiRJWkXDTnhVVbdX1Rerah/gT4HvArsAP07yvbEIUNLE5eQfkiRJ6hWd3OoIgKp6ArisedBcCZY0CTnuSZIkSb1mhbc6SvLGJNcluS/Jg0keSvJgVd05FgFKkiRJkrSqOrny+1ngzcANZR9HSZIkSVIPWuGVX+AO4EYTX0nL821BkiRJvaKTK7+HAxcm+SHw9AzPVXVS16KSNKE55leSJEm9ppMrv8cBjwDTgbXaHiOWZJ0k5yT5RZJbkuyYZL0kFye5rXlet6mbJJ9LsjDJz5Ns23acA5r6tyU5YFVikiRJkiT1r06u/G5cVfNGud1/An5QVfsmWQ2YARwFXFpVn0pyJHAkcASwB7B589geOBnYPsl6wNHAfKCAa5KcX1X3jXKskiRJkqQe18mV3wuT7DpaDSZZG3gVcCpAVf2hqu4H9gZOb6qdDuzTLO8NnFEtVwLrJJkF7AZcXFVLm4T3YmD30YpT0oo55leSJEm9opPk938CP0jyaPutjlahzbnAYuC05hZKX0myBrBhVd3d1LkH2LBZ3oTWpFsDFjVlQ5X/kSSHJlmQZMHixYtXIXRJ4JhfSZIk9Z4VJr9VtVZVPauqVq+q5zTrz1mFNqcC2wInV9XLgIdpdXFub7NodWUeFVV1SlXNr6r5M2fOHK3DSpIkSZJ6RCdjfkmyFTCnvX5VnTvCNhcBi6rqqmb9HFrJ72+TzKqqu5tuzfc22+8ENm3bf3ZTdifwmuXKrxhhTJIkSZKkPrbCK79Jvgp8Ffhz4E3N440jbbCq7gHuSPKipmhn4GbgfGBgxuYDgPOa5fOB/ZtZn3cAHmi6R18E7Jpk3WZm6F2bMkmSJEmSnqGTK787VNUWo9zuXwPfbGZ6/iVwEK1E/OwkBwO/Bt7a1L0Q2BNYSOuWSwcBVNXSJB8Hrm7qHVtVS0c5TknDcMIrSZIk9YpOkt+fJtmiqm4erUar6npatyha3s6D1C3gfUMcZ+CqtKQx5IRXkiRJ6jWdJL9n0EqA7wEeB0IrJ92qq5FJkiRJkjRKOkl+TwX2A24AnupuOJIkSZIkjb5Okt/FVXV+1yOR1HMc8ytJ6ncDn3V+5km9r5Pk97ok/wf4Lq1uz8Aq3epIUo9zzK8kSZJ6TSfJ7+q0kt5d28oKMPmVJElSXxv4wdcffqXet8Lkt6oOGotAJEmSJEnqlmcNtSHJR5KsN8z21yV5Y3fCkiRJkiRp9Ax35fcG4LtJHgOuBRYD04HNgW2AS4Djux6hpAnLyT8kSZLUK4ZMfqvqPOC8JJsDOwGzgAeBbwCHVtWjYxOipInGcU+SJEnqNZ2M+b0NuG0MYpEkSZIkqSuGHPMrSZIkSVK/MPmVNGKO+ZUkSVKvMPmVtNIc8ytJkqRes8Ixv0lmAocAc9rrV9W7uxeWJEmSJEmjZ4XJL3Ae8GNatzZ6srvhSJIkSZI0+jpJfmdU1RFdj0RSz3HMrySp3w181vmZJ/W+Tsb8XpBkz65HIqlnOOZXkiRJvaaT5PcDtBLgx5I81Dwe7HZgkiRJ0ngb+MHXH36l3rfCbs9VtdZYBCJJkiRJUrd0MuaXJHsBr2pWr6iqC7oXkiRJkiRJo2uF3Z6TfIpW1+ebm8cHknyy24FJmvic/EOSJEm9opMrv3sC21TVUwBJTgeuAz7czcAkTVyOe5IkSVKv6WTCK4B12pbX7kYgkiRJkiR1SydXfj8JXJfkciC0xv4e2dWoJEmSJEkaRZ3M9nxmkiuAVzRFR1TVPV2NSlJPcMyvJKnfDXzW+Zkn9b4huz0neXHzvC0wC1jUPDZuyiRNUo75lSRJUq8Z7srvB4FDgU8Psq2A13UlIkmSJGmCGPjB1x9+pd43ZPJbVYc2i3tU1WPt25JM72pUkiRJkiSNok5me/5Jh2WSJEmSJE1IQ175TbIRsAmwepKX0ZrpGeA5wIwxiE3SBOfkH5IkSeoVw4353Q04EJgNnNRW/hBwVBdjkjTBOe5JkiRJvWbIbs9VdXpVvRY4sKpe2/bYq6rOXdWGk0xJcl2SC5r1uUmuSrIwybeSrNaUP7tZX9hsn9N2jA835bcm2W1VY5IkSZIk9adO7vP77SRvAF4KTG8rP3YV2/4AcAutbtQAJwCfqaqzknwROBg4uXm+r6pekOTtTb23JdkCeHsT18bAJUleWFVPrmJckiRJkqQ+s8IJr5pE9G3AX9Ma9/sW4Lmr0miS2cAbgK8066F166RzmiqnA/s0y3s36zTbd27q7w2cVVWPV9WvgIXAdqsSl6SV45hfSZIk9YpOZnv+06ran9bV148BOwIvXMV2PwscDjzVrK8P3F9Vy5r1RbQm26J5vgOg2f5AU//p8kH2eYYkhyZZkGTB4sWLVzF0SY75lSRJUq/pJPl9tHl+JMnGwBPArJE2mOSNwL1Vdc1Ij7GyquqUqppfVfNnzpw5Vs1KkiRJkiaIFY75BS5Isg7wj8C1QNF0Vx6hnYC9kuxJawzxc4B/AtZJMrW5ujsbuLOpfyewKbAoyVRgbWBJW/mA9n0kSZIkSXpaJ1d+/6Gq7q+qb9Ma6/ti4BMjbbCqPlxVs6tqDq0Jqy6rqncClwP7NtUOAM5rls9v1mm2X1atgYbnA29vZoOeC2wO/GykcUlaeY75lST1u4HPOj/zpN7XSfL704GFZnKpB9rLRtERwAeTLKQ1pvfUpvxUYP2m/IPAkU0sNwFnAzcDPwDe50zP0thwzK8kSZJ6zZDdnpNsRGsCqdWTvIzWTM/Q6qY8YzQar6orgCua5V8yyGzNVfUYrRmmB9v/OOC40YhFkiRJWt7AD77+8Cv1vuHG/O4GHEhrLO1JbeUPAUd1MSZJkiRJkkbVkMlvVZ0OnJ7kz5vxvpIkSZIk9aThuj2/q6q+AcxJ8sHlt1fVSYPsJmkScfIPSZIk9Yrhuj2v0TyvORaBSOodjnuSJElSrxmu2/OXmuePjV04kiRJkiSNvhXe6ijJ85J8N8niJPcmOS/J88YiOEmSJEmSRkMn9/n9P7TupzsL2Bj4V+DMbgYlqTc45leS1O8GPuv8zJN6XyfJ74yq+npVLWse3wCmdzswSROXY34lSZLUa4ab8GrA95McCZwFFPA24MIk6wFU1dIuxidJkiSNm4EffP3hV+p9nSS/b22e/3K58rfTSoYd/ytJkiRJmtBWmPxW1dyxCESSJEmaaBzzK/WPIZPfJK+rqsuSvHmw7VV1bvfCktQL/CIgSZKkXjHcld9XA5cBbxpkWwEmv9Ik5bgnSdJk4ZhfqX8MmfxW1dHN80FjF44kSZIkSaNvhbc6SnJ8knXa1tdN8onuhiVJkiRJ0ujp5D6/e1TV/QMrVXUfsGf3QpLUKxzzK0mSpF7RSfI7JcmzB1aSrA48e5j6kvqc454kSZLUazq5z+83gUuTnNasHwSc3r2QJEmSJEkaXZ3c5/eEJP8X2KUp+nhVXdTdsCRJkiRJGj2dXPkFuAVYVlWXJJmRZK2qeqibgUmSJEnjbWB+C+e5kHpfJ7M9HwKcA3ypKdoE+E43g5LUG/wiIEmSpF7RyYRX7wN2Ah4EqKrbgD/pZlCSJjYnvJIkTRYDn3l+9km9r5Pk9/Gq+sPASpKpgJd7JEmSJEk9o5Pk94dJjgJWT/J64F+B73Y3LEmSJEmSRk8nye8RwGLgBuAvgQuBj3QzKEm9wTG/kiRJ6hXDzvacZApwU1W9GPjy2IQkaaJz3JMkSZJ6zbBXfqvqSeDWJJuNUTySJEmSJI26Tu7zuy5wU5KfAQ8PFFbVXl2LSpIkSZKkUdRJ8vv3XY9CUk9yzK8kSZJ6xZDJb5LpwHuBF9Ca7OrUqlo2VoFJmrgc8ytJkqReM9yY39OB+bQS3z2AT49Gg0k2TXJ5kpuT3JTkA035ekkuTnJb87xuU54kn0uyMMnPk2zbdqwDmvq3JTlgNOKTJEmSJPWf4bo9b1FVWwIkORX42Si1uQz431V1bZK1gGuSXAwcCFxaVZ9KciRwJK3bLO0BbN48tgdOBrZPsh5wNK0EvZrjnF9V941SnJIkSZKkPjHcld8nBhZGs7tzVd1dVdc2yw8BtwCbAHvTutpM87xPs7w3cEa1XAmsk2QWsBtwcVUtbRLei4HdRytOSZIkaWB+C+e5kHrfcFd+t07yYLMcYPVmPUBV1XNWtfEkc4CXAVcBG1bV3c2me4ANm+VNgDvadlvUlA1VPlg7hwKHAmy2mXdtkkaLXwQkSZLUK4ZMfqtqSjcbTrIm8G3gsKp6sH0CnaqqJKP2rbqqTgFOAZg/f77f1qVV5IRXkqTJYuAzz88+qfcN1+25a5JMo5X4frOqzm2Kf9t0Z6Z5vrcpvxPYtG332U3ZUOWSJEmSJD3DmCe/af1sdipwS1Wd1LbpfGBgxuYDgPPayvdvZn3eAXig6R59EbBrknWbmaF3bcokSZIkSXqG4cb8dstOwH7ADUmub8qOAj4FnJ3kYODXwFubbRcCewILgUeAgwCqammSjwNXN8LAZKAAAAvrSURBVPWOraqlY/MSJIFjfiVJktQ7xjz5rar/oDVp1mB2HqR+Ae8b4lhfBb46etFJ6oTjniRJktRrxmXMryRJkiRJY8nkV5IkSZLU90x+JUmSpCEMzG/hPBdS7zP5lTRifhGQJElSrzD5lbTSnPBKkjRZDHzm+dkn9T6TX0mSJElS3zP5lSRJkobgmF+pf5j8ShoxvwhIkiSpV5j8SlppjnuSJE0WjvmV+ofJryRJkiSp75n8SpIkSZL6nsmvpBFzzK8kSZJ6hcmvpJXmuCdJkiT1GpNfSZIkSVLfM/mVJEmSJPU9k19JkiRpCAPzWzjPhdT7TH4ljZhfBCRJktQrTH4lrTQnvJIkTRYDn3l+9km9z+RXkiRJktT3TH4lSZIkSX3P5FfSiDnmV5IkSb3C5FfSSnPckyRJknqNya8kSZIkqe+Z/EqSJEmS+p7JryRJkjSEgfktnOdC6n0mv5JGzC8CkiRJ6hUmv5JWmhNeSZImi4HPPD/7pN5n8itJkiRJ6nsmv5IkSdIQHPMr9Q+TX0kj5hcBSZIk9QqTX0krzXFPkqTJwjG/Uv/o+eQ3ye5Jbk2yMMmR4x2PJEmSJGni6enkN8kU4J+BPYAtgHck2WJ8o5Imj8cff3y8Q5AkSZI6kl4es5dkR+CYqtqtWf8wQFV9cqh95s+fXwsWLBijCFfOxz72Mc4+++zxDmNM3HzzzQBssYW/VfSigX8/gOc973lMnz59HKPRRLHPPvtw3HHHjVl7J5xwAmecccaYtdeJRYsW8eCDD5KEl7zkJeMdjvrcYYcdxiGHHDLeYXTk4IMP5sorrxzvMEZk4DNvxowZzJkzZ1SOed999/Hoo48ya9asFdbt5Lt6p9/nR7Pe/fffz/Tp01lrrbWeUX7ppZey0UYbddTOaDn++OP55je/OaZtdmK//fbjyCPHtmPqq171KpYsWdLVNg466CA+9KEPdbWNVZHkmqqaP9i2qWMdzCjbBLijbX0RsP3ylZIcChwKsNlmm41NZCMwa9asSZMM3nzzzUydOnXSvN5+s/766/PjH/8YaP2AYfIrgI033nhM29too40m3HvIwP+Nbbfdlrlz5453OOpzG2ywwXiH0LHnPve5PPjgg+Mdxoi8+MUv5txzz2WPPfYYtXG/jzzyCFdccQXz5s3rqH4n7XYa22jVW7p0KUuXLuW5z33uM8qnTZvW0fFH00T8PADYcMMNx7zNF77whTzwwANdbWM8Xtdo6fUrv/sCu1fVe5r1/YDtq+r9Q+0zka/8SpIkSZJGbrgrvz095he4E9i0bX12UyZJkiRJ0tN6Pfm9Gtg8ydwkqwFvB84f55gkSZIkSRNMT4/5raplSd4PXARMAb5aVTeNc1iSJEmSpAmmp5NfgKq6ELhwvOOQJEmSJE1cvd7tWZIkSZKkFTL5lSRJkiT1PZNfSZIkSVLfM/mVJEmSJPW9VNV4xzCmkiwGfj3ecQxjA+B34x2ENEKev+plnr/qdZ7D6mWevxotz62qmYNtmHTJ70SXZEFVzR/vOKSR8PxVL/P8Va/zHFYv8/zVWLDbsyRJkiSp75n8SpIkSZL6nsnvxHPKeAcgrQLPX/Uyz1/1Os9h9TLPX3WdY34lSZIkSX3PK7+SJEmSpL5n8itJkiRJ6nsmvxNIkt2T3JpkYZIjxzseKcmmSS5PcnOSm5J8oClfL8nFSW5rntdtypPkc805/PMk27Yd64Cm/m1JDhiv16TJJ8mUJNcluaBZn5vkquY8/VaS1ZryZzfrC5vtc9qO8eGm/NYku43PK9FklGSdJOck+UWSW5Ls6HuwekWSv2m+P9yY5Mwk030P1ngy+Z0gkkwB/hnYA9gCeEeSLcY3KollwP+uqi2AHYD3NeflkcClVbU5cGmzDq3zd/PmcShwMrSSZeBoYHtgO+DogS9r0hj4AHBL2/oJwGeq6gXAfcDBTfnBwH1N+WeaejTn/NuBlwK7A//SvGdLY+GfgB9U1YuBrWmdy74Ha8JLsgnwv4D5VTUPmELrvdT3YI0bk9+JYztgYVX9sqr+AJwF7D3OMWmSq6q7q+raZvkhWl+6NqF1bp7eVDsd2KdZ3hs4o1quBNZJMgvYDbi4qpZW1X3AxbQ+wKSuSjIbeAPwlWY9wOuAc5oqy5+/A+f1OcDOTf29gbOq6vGq+hWwkNZ7ttRVSdYGXgWcClBVf6iq+/E9WL1jKrB6kqnADOBufA/WODL5nTg2Ae5oW1/UlEkTQtP96GXAVcCGVXV3s+keYMNmeajz2PNb4+WzwOHAU836+sD9VbWsWW8/F58+T5vtDzT1PX81XuYCi4HTmq77X0myBr4HqwdU1Z3AicBvaCW9DwDX4HuwxpHJr6QVSrIm8G3gsKp6sH1bte6X5j3TNOEkeSNwb1VdM96xSCM0FdgWOLmqXgY8zH93cQZ8D9bE1XSt35vWjzgbA2tgjwONM5PfieNOYNO29dlNmTSukkyjlfh+s6rObYp/23Slo3m+tykf6jz2/NZ42AnYK8nttIaSvI7W+Ml1mi548Mxz8enztNm+NrAEz1+Nn0XAoqq6qlk/h1Yy7HuwesEuwK+qanFVPQGcS+t92fdgjRuT34njamDzZga81WgN7D9/nGPSJNeMtTkVuKWqTmrbdD4wMFvoAcB5beX7NzOO7gA80HTNuwjYNcm6zS/BuzZlUtdU1YeranZVzaH1nnpZVb0TuBzYt6m2/Pk7cF7v29SvpvztzUykc2lNJvSzMXoZmsSq6h7gjiQvaop2Bm7G92D1ht8AOySZ0XyfGDh/fQ/WuJm64ioaC1W1LMn7aX0YTQG+WlU3jXNY0k7AfsANSa5vyo4CPgWcneRg4NfAW5ttFwJ70pqM4hHgIICqWprk47R+5AE4tqqWjs1LkP7IEcBZST4BXEczmVDz/PUkC4GltBJmquqmJGfT+tK2DHhfVT059mFrkvpr4JvND+O/pPW++ix8D9YEV1VXJTkHuJbWe+d1wCnA9/A9WOMkrR9UJEmSJEnqX3Z7liRJkiT1PZNfSZIkSVLfM/mVJEmSJPU9k19JkiRJUt8z+ZUkSZIk9T2TX0mSuijJ+kmubx73JLmzWf59kn/pUpuHJdm/Wb4iyfxutDNE2+9P8u6xak+SpE55qyNJksZIkmOA31fViV1sYyqt+2pu29xD/grgQ1W1YJTbmTLYvTaTzAD+s6peNprtSZK0qrzyK0nSOEjymiQXNMvHJDk9yY+T/DrJm5P8Q5IbkvwgybSm3suT/DDJNUkuSjJrkEO/Dri2qpa1lb0lyc+S/FeSVzbHmp7ktKaN65K8tik/MMkX2uK8IMlrmuXfJ/l0kv8L7JjkU0luTvLzJCcCVNUjwO1Jthv9v5okSSNn8itJ0sTwfFqJ617AN4DLq2pL4FHgDU0C/Hlg36p6OfBV4LhBjrMTcM1yZVOrajvgMODopux9QDVtvAM4Pcn0FcS4BnBVVW0N3AL8D+ClVbUV8Im2eguAV3bwmiVJGjNTxzsASZIEwPer6okkNwBTgB805TcAc4AXAfOAi5PQ1Ll7kOPMopWYtju3eb6mORbAn9FKpqmqXyT5NfDCFcT4JPDtZvkB4DHg1OYK9gVt9e4FXryCY0mSNKZMfiVJmhgeB6iqp5I8Uf89KcdTtD6vA9xUVTuu4DiPAstfwX28eX6SFX/2L+OZPcPaj/XYwDjfZjzxdsDOwL7A+2lduR7Y59EVtCNJ0piy27MkSb3hVmBmkh0BkkxL8tJB6t0CvKCD4/0YeGdzrBcCmzVt3A5sk+RZSTYFBh27m2RNYO2quhD4G2Drts0vBG7s5EVJkjRWvPIrSVIPqKo/JNkX+FyStWl9hn8WuGm5qt8Hvt7BIf8FOLnpZr0MOLCqHk/yn8CvgJtpJdLXDrH/WsB5zTjhAB9s27YTcExHL0ySpDHirY4kSeozSf4NOLyqbhuHtl8GfLCq9hvrtiVJGo7JryRJfSbJi4ANq+pH49D264Hbqur2sW5bkqThmPxKkiRJkvqeE15JkiRJkvqeya8kSZIkqe+Z/EqSJEmS+p7JryRJkiSp75n8SpIkSZL63v8HF+yGBURzOg0AAAAASUVORK5CYII=\n"
2325           },
2326           "metadata": {
2327             "needs_background": "light"
2328           }
2329         }
2330       ],
2331       "source": [
2332         "%matplotlib inline\n",
2333         "plt.figure(figsize=(16,4))\n",
2334         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2335         "plt.title(station['STID'] + ' Precipitation' )\n",
2336         "plt.xlabel('Time (hours)') \n",
2337         "plt.ylabel('Precipitation (mm/hour)')\n",
2338         "plt.legend()"
2339       ]
2340     },
2341     {
2342       "cell_type": "code",
2343       "execution_count": null,
2344       "metadata": {
2345         "id": "Dwbt4UXfro5x",
2346         "colab": {
2347           "base_uri": "https://localhost:8080/"
2348         },
2349         "outputId": "43ee5b37-466f-4dd4-bccd-6d1e803917a6"
2350       },
2351       "outputs": [
2352         {
2353           "output_type": "stream",
2354           "name": "stdout",
2355           "text": [
2356             "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2357             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2358             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2359             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2360             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2361             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2362             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2363             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2364             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2365             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2366             " 0.00000000e+00 0.00000000e+00            nan 9.99900000e+03\n",
2367             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2368             " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n",
2369             " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n",
2370             " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n",
2371             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2372             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2373             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2374             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2375             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2376             " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2377             " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n",
2378             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2379             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2380             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n"
2381           ]
2382         }
2383       ],
2384       "source": [
2385         "print(rain[1900:2000])"
2386       ]
2387     },
2388     {
2389       "cell_type": "markdown",
2390       "metadata": {
2391         "id": "_yRu_7WvHc6P"
2392       },
2393       "source": [
2394         "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."
2395       ]
2396     },
2397     {
2398       "cell_type": "code",
2399       "execution_count": null,
2400       "metadata": {
2401         "id": "XPYO_Iuvc91q"
2402       },
2403       "outputs": [],
2404       "source": [
2405         "rain[rain > 1000] = np.NaN"
2406       ]
2407     },
2408     {
2409       "cell_type": "code",
2410       "execution_count": null,
2411       "metadata": {
2412         "id": "GYWTfbBBc91q",
2413         "scrolled": true,
2414         "colab": {
2415           "base_uri": "https://localhost:8080/",
2416           "height": 313
2417         },
2418         "outputId": "22531708-363c-4a1a-9603-cbe3923089a6"
2419       },
2420       "outputs": [
2421         {
2422           "output_type": "execute_result",
2423           "data": {
2424             "text/plain": [
2425               "<matplotlib.legend.Legend at 0x7f4665296990>"
2426             ]
2427           },
2428           "metadata": {},
2429           "execution_count": 42
2430         },
2431         {
2432           "output_type": "display_data",
2433           "data": {
2434             "text/plain": [
2435               "<Figure size 1152x288 with 1 Axes>"
2436             ],
2437             "image/png": "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\n"
2438           },
2439           "metadata": {
2440             "needs_background": "light"
2441           }
2442         }
2443       ],
2444       "source": [
2445         "%matplotlib inline\n",
2446         "plt.figure(figsize=(16,4))\n",
2447         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2448         "plt.title(station['STID'] + ' Precipitation' )\n",
2449         "plt.xlabel('Time (hours)') \n",
2450         "plt.ylabel('Precipitation (mm/hour)')\n",
2451         "plt.legend()"
2452       ]
2453     },
2454     {
2455       "cell_type": "markdown",
2456       "metadata": {
2457         "id": "Q_L0R2Njc91q"
2458       },
2459       "source": [
2460         "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap."
2461       ]
2462     },
2463     {
2464       "cell_type": "code",
2465       "execution_count": null,
2466       "metadata": {
2467         "id": "_tkU7UJic91q",
2468         "colab": {
2469           "base_uri": "https://localhost:8080/"
2470         },
2471         "outputId": "9e7607d4-00d4-4863-beb4-48b338364af5"
2472       },
2473       "outputs": [
2474         {
2475           "output_type": "stream",
2476           "name": "stdout",
2477           "text": [
2478             "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n",
2479             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
2480             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
2481             "(array([], dtype=int64),)\n"
2482           ]
2483         }
2484       ],
2485       "source": [
2486         "# fix isolated nans\n",
2487         "def fixnan(a,n):\n",
2488         "    for c in range(n):\n",
2489         "        for i in np.where(np.isnan(a)):\n",
2490         "            a[i]=0.5*(a[i-1]+a[i+1])\n",
2491         "        if not any(np.isnan(a)):\n",
2492         "            break\n",
2493         "    return a\n",
2494         "\n",
2495         "rain=fixnan(rain,2)\n",
2496         "t2=fixnan(t2,2)\n",
2497         "rh=fixnan(rh,2)\n",
2498         "obs_data=fixnan(obs_data,2)\n",
2499         "Ed=fixnan(Ed,2)\n",
2500         "Ew=fixnan(Ew,2)\n",
2501         "\n",
2502         "print(np.where(np.isnan(rain)))\n",
2503         "print(np.where(np.isnan(t2)))\n",
2504         "print(np.where(np.isnan(rh)))\n",
2505         "print(np.where(np.isnan(obs_data)))"
2506       ]
2507     },
2508     {
2509       "cell_type": "markdown",
2510       "metadata": {
2511         "id": "XqQYnyI9DIy1"
2512       },
2513       "source": [
2514         "## 4 Results"
2515       ]
2516     },
2517     {
2518       "cell_type": "markdown",
2519       "metadata": {
2520         "id": "2tIC_Tqnc91r"
2521       },
2522       "source": [
2523         "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
2524         "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n",
2525         "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",
2526         "In a real forecasting application, the model would be run from weather forecast rather than data."
2527       ]
2528     },
2529     {
2530       "cell_type": "code",
2531       "execution_count": null,
2532       "metadata": {
2533         "id": "aXnSQM7wc91r"
2534       },
2535       "outputs": [],
2536       "source": [
2537         "# run KF on an initial data seqment\n",
2538         "import numpy as np\n",
2539         "import matplotlib.pyplot as plt \n",
2540         "\n",
2541         "hours=1200 # total simulation\n",
2542         "h2 = 300\n",
2543         "m = np.zeros(hours) # preallocate\n",
2544         "m[0]= obs_data[0]             # initial state  \n",
2545         "P = np.zeros(hours)\n",
2546         "P[0] = 1e-3 # background state variance\n",
2547         "H = np.array([1.])   # all oQ = np.array([0.02]) # process noise variancebserved\n",
2548         "Q = np.array([1e-3]) # process noise variance\n",
2549         "R = np.array([1e-3]) # data variance\n",
2550         "for t in range(hours-1):\n",
2551         "    # using lambda construction to pass additional arguments to the model \n",
2552         "    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",
2553         "        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",
2554         "                    d=obs_data[t],H=H,R=R)\n",
2555         "    else:  # just advance to next hour, no process noise\n",
2556         "        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)"
2557       ]
2558     },
2559     {
2560       "cell_type": "code",
2561       "execution_count": null,
2562       "metadata": {
2563         "id": "peMi-OF3c91r",
2564         "scrolled": true,
2565         "colab": {
2566           "base_uri": "https://localhost:8080/",
2567           "height": 313
2568         },
2569         "outputId": "6eb0364d-2acd-4d1a-ef37-94c4ed17c8d5"
2570       },
2571       "outputs": [
2572         {
2573           "output_type": "execute_result",
2574           "data": {
2575             "text/plain": [
2576               "<matplotlib.legend.Legend at 0x7f46eea1b150>"
2577             ]
2578           },
2579           "metadata": {},
2580           "execution_count": 45
2581         },
2582         {
2583           "output_type": "display_data",
2584           "data": {
2585             "text/plain": [
2586               "<Figure size 1152x288 with 1 Axes>"
2587             ],
2588             "image/png": "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\n"
2589           },
2590           "metadata": {
2591             "needs_background": "light"
2592           }
2593         }
2594       ],
2595       "source": [
2596         "%matplotlib inline\n",
2597         "plt.figure(figsize=(16,4))\n",
2598         "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n",
2599         "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n",
2600         "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n",
2601         "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n",
2602         "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n",
2603         "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n",
2604         "plt.xlabel('Time (hours)') \n",
2605         "plt.ylabel('Fuel moisture content (%)')\n",
2606         "plt.legend()"
2607       ]
2608     },
2609     {
2610       "cell_type": "markdown",
2611       "metadata": {
2612         "id": "3TnwXYcLc91r"
2613       },
2614       "source": [
2615         "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. "
2616       ]
2617     },
2618     {
2619       "cell_type": "markdown",
2620       "metadata": {
2621         "id": "8SuVNg8TsW4d"
2622       },
2623       "source": [
2624         "### 4.3 Kalman filter on the augmented model"
2625       ]
2626     },
2627     {
2628       "cell_type": "markdown",
2629       "metadata": {
2630         "id": "FYAbWNCfk2wD"
2631       },
2632       "source": [
2633         "Run augmented filter and plot the result:\n"
2634       ]
2635     },
2636     {
2637       "cell_type": "code",
2638       "source": [
2639         "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours)  # extract from state"
2640       ],
2641       "metadata": {
2642         "id": "Q3NHr3oBsDg6"
2643       },
2644       "execution_count": null,
2645       "outputs": []
2646     },
2647     {
2648       "cell_type": "code",
2649       "execution_count": null,
2650       "metadata": {
2651         "id": "hlkby_oTlB_f"
2652       },
2653       "outputs": [],
2654       "source": [
2655         "def plot_moisture(hmin,hmax):\n",
2656         "  print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
2657         "  plt.figure(figsize=(16,4))\n",
2658         "  plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
2659         "  plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
2660         "  plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
2661         "  plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
2662         "  plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n",
2663         "  if hmin>=h2:\n",
2664         "    plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
2665         "  h1 = np.maximum(hmin,h2)\n",
2666         "  plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
2667         "  plt.title(station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2)\n",
2668         "  plt.xlabel('Time (hours)') \n",
2669         "  plt.ylabel('Fuel moisture content (%)')\n",
2670         "  plt.legend()"
2671       ]
2672     },
2673     {
2674       "cell_type": "code",
2675       "execution_count": null,
2676       "metadata": {
2677         "id": "q-h5omKgnow2",
2678         "colab": {
2679           "base_uri": "https://localhost:8080/",
2680           "height": 313
2681         },
2682         "outputId": "07409372-a2d3-430b-8a78-a24efd4dcdb5"
2683       },
2684       "outputs": [
2685         {
2686           "output_type": "stream",
2687           "name": "stdout",
2688           "text": [
2689             "training from 0 to 300 plot from 0 to 1200\n"
2690           ]
2691         },
2692         {
2693           "output_type": "display_data",
2694           "data": {
2695             "text/plain": [
2696               "<Figure size 1152x288 with 1 Axes>"
2697             ],
2698             "image/png": "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\n"
2699           },
2700           "metadata": {
2701             "needs_background": "light"
2702           }
2703         }
2704       ],
2705       "source": [
2706         "plot_moisture(0,hours)"
2707       ]
2708     },
2709     {
2710       "cell_type": "markdown",
2711       "metadata": {
2712         "id": "0w0YtHtqnza5"
2713       },
2714       "source": [
2715         "A detailed view of transition from training to forecast:"
2716       ]
2717     },
2718     {
2719       "cell_type": "code",
2720       "execution_count": null,
2721       "metadata": {
2722         "id": "B7sXGUotc91s",
2723         "colab": {
2724           "base_uri": "https://localhost:8080/",
2725           "height": 313
2726         },
2727         "outputId": "f8ea002f-813e-46ed-ce23-f62647081907"
2728       },
2729       "outputs": [
2730         {
2731           "output_type": "stream",
2732           "name": "stdout",
2733           "text": [
2734             "training from 0 to 300 plot from 0 to 600\n"
2735           ]
2736         },
2737         {
2738           "output_type": "display_data",
2739           "data": {
2740             "text/plain": [
2741               "<Figure size 1152x288 with 1 Axes>"
2742             ],
2743             "image/png": "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\n"
2744           },
2745           "metadata": {
2746             "needs_background": "light"
2747           }
2748         }
2749       ],
2750       "source": [
2751         "plot_moisture(0,600)\n",
2752         "\n"
2753       ]
2754     },
2755     {
2756       "cell_type": "code",
2757       "source": [
2758         "plot_moisture(300,800)"
2759       ],
2760       "metadata": {
2761         "id": "xy7sIs0z_Kk6",
2762         "colab": {
2763           "base_uri": "https://localhost:8080/",
2764           "height": 313
2765         },
2766         "outputId": "c2863ce1-4d23-4cb3-ac73-8720c3071a6d"
2767       },
2768       "execution_count": null,
2769       "outputs": [
2770         {
2771           "output_type": "stream",
2772           "name": "stdout",
2773           "text": [
2774             "training from 0 to 300 plot from 300 to 800\n"
2775           ]
2776         },
2777         {
2778           "output_type": "display_data",
2779           "data": {
2780             "text/plain": [
2781               "<Figure size 1152x288 with 1 Axes>"
2782             ],
2783             "image/png": "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\n"
2784           },
2785           "metadata": {
2786             "needs_background": "light"
2787           }
2788         }
2789       ]
2790     },
2791     {
2792       "cell_type": "code",
2793       "source": [
2794         "plot_moisture(800,1200)"
2795       ],
2796       "metadata": {
2797         "id": "TvlCtT0X2ejp",
2798         "colab": {
2799           "base_uri": "https://localhost:8080/",
2800           "height": 313
2801         },
2802         "outputId": "5fad7ebe-917b-4e3b-b768-d7d5ff17ccee"
2803       },
2804       "execution_count": null,
2805       "outputs": [
2806         {
2807           "output_type": "stream",
2808           "name": "stdout",
2809           "text": [
2810             "training from 0 to 300 plot from 800 to 1200\n"
2811           ]
2812         },
2813         {
2814           "output_type": "display_data",
2815           "data": {
2816             "text/plain": [
2817               "<Figure size 1152x288 with 1 Axes>"
2818             ],
2819             "image/png": "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\n"
2820           },
2821           "metadata": {
2822             "needs_background": "light"
2823           }
2824         }
2825       ]
2826     },
2827     {
2828       "cell_type": "markdown",
2829       "metadata": {
2830         "id": "7W03QTo3c91t"
2831       },
2832       "source": [
2833         "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",
2834         "\n",
2835         "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? "
2836       ]
2837     },
2838     {
2839       "cell_type": "markdown",
2840       "metadata": {
2841         "id": "owEI4EtTo7Ek"
2842       },
2843       "source": [
2844         "A detailed view of rain episode:"
2845       ]
2846     },
2847     {
2848       "cell_type": "code",
2849       "execution_count": null,
2850       "metadata": {
2851         "id": "C_hoDjgtpMEJ",
2852         "colab": {
2853           "base_uri": "https://localhost:8080/",
2854           "height": 313
2855         },
2856         "outputId": "e5301053-2c32-45b5-baa0-644d6dde1bc6"
2857       },
2858       "outputs": [
2859         {
2860           "output_type": "stream",
2861           "name": "stdout",
2862           "text": [
2863             "training from 0 to 300 plot from 900 to 1100\n"
2864           ]
2865         },
2866         {
2867           "output_type": "display_data",
2868           "data": {
2869             "text/plain": [
2870               "<Figure size 1152x288 with 1 Axes>"
2871             ],
2872             "image/png": "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\n"
2873           },
2874           "metadata": {
2875             "needs_background": "light"
2876           }
2877         }
2878       ],
2879       "source": [
2880         "plot_moisture(900,1100)"
2881       ]
2882     },
2883     {
2884       "cell_type": "markdown",
2885       "metadata": {
2886         "id": "DRraWhwdpSkV"
2887       },
2888       "source": [
2889         "It seems there is some rain that the model does not know about."
2890       ]
2891     },
2892     {
2893       "cell_type": "markdown",
2894       "metadata": {
2895         "id": "gVQxv9Blc91t"
2896       },
2897       "source": [
2898         "### 4.4 A comment on the information flow in the Kalman filter and in neural networks"
2899       ]
2900     },
2901     {
2902       "cell_type": "markdown",
2903       "metadata": {
2904         "id": "CZmR4HPAc91t"
2905       },
2906       "source": [
2907         ""
2908       ]
2909     },
2910     {
2911       "cell_type": "markdown",
2912       "metadata": {
2913         "id": "_g_OTEg6ePb9"
2914       },
2915       "source": [
2916         "## 5. Conclusion"
2917       ]
2918     },
2919     {
2920       "cell_type": "markdown",
2921       "metadata": {
2922         "id": "aNxw7xI3FqFt"
2923       },
2924       "source": [
2925         "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."
2926       ]
2927     },
2928     {
2929       "cell_type": "markdown",
2930       "metadata": {
2931         "id": "IWpmDwUPGElR"
2932       },
2933       "source": [
2934         "## Contributions of authors "
2935       ]
2936     },
2937     {
2938       "cell_type": "markdown",
2939       "metadata": {
2940         "id": "jujW1VFgGOCn"
2941       },
2942       "source": [
2943         "Not applicable."
2944       ]
2945     },
2946     {
2947       "cell_type": "markdown",
2948       "metadata": {
2949         "id": "HWslw7HmGZmP"
2950       },
2951       "source": [
2952         "## Acknowledgements"
2953       ]
2954     },
2955     {
2956       "cell_type": "markdown",
2957       "metadata": {
2958         "id": "xubqDAV2GjkZ"
2959       },
2960       "source": [
2961         "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."
2962       ]
2963     },
2964     {
2965       "cell_type": "markdown",
2966       "metadata": {
2967         "id": "ZsNZxOv7c91t"
2968       },
2969       "source": [
2970         "## References"
2971       ]
2972     },
2973     {
2974       "cell_type": "markdown",
2975       "metadata": {
2976         "id": "vFY-iS1Wc91t"
2977       },
2978       "source": [
2979         "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",
2980         "\n",
2981         "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",
2982         "\n",
2983         "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n",
2984         "\n",
2985         "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",
2986         "\n",
2987         "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",
2988         "\n",
2989         "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"
2990       ]
2991     }
2992   ],
2993   "metadata": {
2994     "colab": {
2995       "collapsed_sections": [],
2996       "name": "fmda_kf only.ipynb",
2997       "provenance": []
2998     },
2999     "kernelspec": {
3000       "display_name": "Python 3",
3001       "language": "python",
3002       "name": "python3"
3003     },
3004     "language_info": {
3005       "codemirror_mode": {
3006         "name": "ipython",
3007         "version": 3
3008       },
3009       "file_extension": ".py",
3010       "mimetype": "text/x-python",
3011       "name": "python",
3012       "nbconvert_exporter": "python",
3013       "pygments_lexer": "ipython3",
3014       "version": "3.8.5"
3015     }
3016   },
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3018   "nbformat_minor": 0