4 "cell_type": "markdown",
9 "# Kalman Filtering and Recurrent Neural Networks for Fuel Moisture\n",
10 "## Jan Mandel, University of Colorado Denver\n"
14 "cell_type": "markdown",
23 "cell_type": "markdown",
28 "''Fuel moisture is an important factor of the spread of wildland fires. Some weather stations have fuel moisture sensors and data are available online. We review a simple model of fuel moisture from atmospheric conditions, and show how to adjust the model using the weather station data."
32 "cell_type": "markdown",
37 "## Table of contents"
41 "cell_type": "markdown",
50 "cell_type": "markdown",
61 "2.2 Kalman filter\n",
65 "2.2.2 Formulation\n",
67 "2.2.3 A Kalman filter tester\n",
69 "2.3 Fuel moisture model\n",
71 "2.3.1 A simple time lag model\n",
73 "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n",
77 "3.1 Kalman filter demonstration on the simple model\n",
79 "3.1.1 Creating synthetic data\n",
81 "3.1.2 Running the Kalman filter\n",
83 "3.2 Acquisition and preprocessing of real data\n",
85 "3.2.1 Acquisition of fuel moisture observations\n",
87 "3.2.2 Acquisition of weather data\n",
89 "3.2.3 Preprocessing and visualization of the weather data\n",
93 "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
95 "4.2 Model with an augmented state\n",
97 "4.3 Kalman filter on the augmented model\n",
99 "4.4 A comment on the information flow in the Kalman filter and in neural networks\n",
103 "Contributions of Authors\n",
105 "Acknowledgements\n",
118 "cell_type": "markdown",
127 "cell_type": "markdown",
132 "The Kalman filter is at the foundation of many technologies in daily use, from GPS to weather forecasting. No model is completely accurate. Think space navigation: the movement of a Apollo 13 between the moon and the earth, subject to gravitational forces and propulsion, with the position ascertained by visual measurements. No matter how accurate the model of spacecraft motion is, the measurements are always burdened with noise. The idea of Kalman filter is to evolve a quantification of the of the state (here, positin and velocity of the spacecraft) in the form of a covariance matrix, and, using an estimate of the uncertainty of the data, adjust the state to split the difference every time measurements are taken. \n",
134 "Here, we use the Kalman filter to estimate the evolution of fuel (dead wood) moisture content from a simple theoretical model, adjusting the state of the model hourly for measurements from fuel moisture a sensor in a wood stick exposed to the elements. This is needed for forecasting of wildfire progress; for this purpose, we also want to have the filter adjust the model from the data, so that it gives more accurate data for future when we only have hourly weather forecast but no actual data - because the future has not happened yet. "
138 "cell_type": "markdown",
147 "cell_type": "markdown",
152 "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter."
156 "cell_type": "markdown",
165 "cell_type": "markdown",
170 "We may need the pygrib package to read weather data, but pygrib requires current numpy while google colab is using an old numpy version for compatibility with tensorflow. We will upgrade numpy and restart the runtime then the notebook will need to be run again. If numpy is current, we just download and import packages we need."
174 "cell_type": "markdown",
179 "### 2.2 Kalman filter"
183 "cell_type": "markdown",
188 "#### 2.2.1 Overview"
192 "cell_type": "markdown",
197 "The Kalman filter provides an estimate $u$ of the time evolution of some unknown process, called \"nature\" or \"truth\". We do not know with certainty what the nature is, but we can observe it at regular intervals (steps) with some error. In each step, model $F$ advances the model state $u$ in time, $ u \\leftarrow F(u)$, and attempts to reconcile the state with an observation $d$ of the true state, so $u \\approx d$. The filter modifies the model state $u$ to balance the uncertainty in the model and the data (this is called *analysis*) and the cycle continues. For that purpose, the filter evolves also an estimate of the uncertainly of the model.\n",
199 "More generally, instead of $u \\approx d$, only a part of the state is observed, and $Hu \\approx d$ where $H$ is a matrix, or observation function. Basically, $Hu$ is what the data would be if the model was completely accurate. \n",
201 "See Kalman (1960) for the original publication, Kalnay (2003) for a gentle introduction, and the [Wikipedia article](https://en.wikipedia.org/wiki/Extended_Kalman_filter)."
205 "cell_type": "markdown",
210 "#### 2.2.2 Formulation\n",
217 "cell_type": "markdown",
222 "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n",
223 " Consider a discrete time model of some natural\n",
224 "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n",
225 "can be approximated from the previous step $u_{k-1}$ by applying the model\n",
226 "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left( u_{k-1}\\right)\n",
227 "$. We model uncertainty in the model itself by adding normally distributed\n",
228 "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n",
229 "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n",
230 "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n",
231 "model is differentiable and quantify the uncertainty of the state by a\n",
232 "covariance matrix. That is, assume that at step $k-1$, the state has\n",
233 "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n",
234 "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n",
235 "$u_{k-1}$, $\\mathcal{M}\\left( u\\right) \\approx\\mathcal{M}\\left(\n",
236 "u_{k-1}\\right) +\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) \\left(\n",
237 "u-u_{k-1}\\right) $, where $\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) $ is\n",
238 "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n",
239 "forecast has then (approximately)\\ normal distribution with mean and\n",
242 "u_{k}^{f}=\\mathcal{M}\\left( u_{k-1}\\right) ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n",
243 "u_{k-1}\\right) P_{k-1}\\mathcal{M}^{\\prime}\\left( u_{k-1}\\right) +Q\n",
245 "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n",
246 "given observation operator, and we want to find $u_{k}$ so that both\n",
248 "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n",
250 "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n",
251 "matrix $R$: assume that the observation error has normal probability\n",
252 "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n",
253 "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n",
254 "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n",
255 "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n",
256 "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n",
257 "state has (approximately) normal distribution with mean $u_{k}^{f}$ and covariance\n",
258 "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n",
259 "of the state after taking the data into account has density\n",
261 "p_{k}\\left( u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n",
262 "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n",
263 "{P_{k}^f}^{-1} }^{2}}{2}%\n",
265 "where $\\propto$ means proportional.\n",
266 "Note that the probability density at $u$ is maximal when $\\left\\Vert\n",
267 "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n",
268 " is minimal, which quantifies the statement that $d_{k}\\approx\n",
269 "Hu_{k}$ and $u\\approx u_{k}^{f}$. By a direct computation completing the\n",
270 "square and using the Sherman-Morrison-Woodbury formula, \n",
273 "\t \\right) \\propto \n",
275 "\t\\left\\Vert u-u_{k\n",
277 "\t\\right\\Vert_\n",
284 "which is the density of the normal distribution with the mean\n",
286 "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n",
287 "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n",
291 "P_{k}=\\left( \\left( P_{k}^{f}\\right) ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n",
292 "^{-1}=(I-KH)P_{k}^{f}.\n",
295 "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n",
296 "formulated for a linear process. The extension to the\n",
297 "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966), and is\n",
298 "still a de-facto standard in navigation and GPS.\n"
303 "execution_count": 1,
309 "import numpy as np\n",
310 "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n",
312 " One step of the extended Kalman filter. \n",
313 " If there is no data, only advance in time.\n",
314 " :param u: the state vector, shape n\n",
315 " :param P: the state covariance, shape (n,n)\n",
316 " :param F: the model function, args vector u, returns F(u) and Jacobian J(u)\n",
317 " :param Q: the process model noise covariance, shape (n,n)\n",
318 " :param d: data vector, shape (m). If none, only advance in time\n",
319 " :param H: observation matrix, shape (m,n)\n",
320 " :param R: data error covariance, shape (n,n)\n",
321 " :return ua: the analysis state vector, shape (n)\n",
322 " :return Pa: the analysis covariance matrix, shape (n,n)\n",
325 " return np.atleast_2d(a) # convert to at least 2d array\n",
328 " return np.atleast_1d(a) # convert to at least 1d array\n",
331 " uf, J = F(u) # advance the model state in time and get the Jacobian\n",
332 " uf = d1(uf) # if scalar, make state a 1D array\n",
333 " J = d2(J) # if scalar, make jacobian a 2D array\n",
334 " P = d2(P) # if scalar, make Jacobian as 2D array\n",
335 " Pf = d2(J.T @ P) @ J + Q # advance the state covariance Pf = J' * P * J + Q\n",
337 " if d is None or not d.size : # no data, no analysis\n",
339 " # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n",
341 " HP = d2(H @ P) # precompute a part used twice \n",
342 " K = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T # Kalman gain\n",
345 " res = d1(H @ d1(uf) - d) # res = H*uf - d\n",
346 " ua = uf - K @ res # analysis mean uf - K*res\n",
347 " Pa = Pf - K @ d2(H @ P) # analysis covariance\n",
348 " return ua, d2(Pa)\n"
352 "cell_type": "markdown",
357 "#### 2.2.3 A Kalman filter tester"
361 "cell_type": "markdown",
366 "It is a very good idea to make write a simple tester for every piece of code. How else would we know it actually works, and that something basic did not get broken inadvertently, perhaps as a side effect of changing something else? A simple tester may save a great deal of time trying to debug cryptic errors later. And, what better place for a tester that right after the code it is testing so that it gets run every time?"
371 "execution_count": 2,
373 "id": "OsOqvQk6ZXZV",
375 "base_uri": "https://localhost:8080/"
377 "outputId": "07266bc4-d495-41d0-b47e-b664e0502b8d"
381 "output_type": "stream",
387 "ua= [4.66666667 7.66666667]\n",
388 "Pa= [[13.93333333 18.73333333]\n",
389 " [18.73333333 23.93333333]]\n"
394 "# a basic ext_kf test\n",
395 "import numpy as np\n",
402 "u = np.array(u) \n",
403 "Q = np.array([[1,0],[0,1]])\n",
406 " return A @ u, A\n",
407 "F = lambda u: fun(u)\n",
414 "H = np.array(H) \n",
417 "ua,Pa = ext_kf(u,P,F,Q)\n",
420 "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n",
426 "cell_type": "markdown",
431 "### 2.3 Fuel moisture models\n",
437 "cell_type": "markdown",
442 "#### 2.3.1 A simple fuel moisture model"
446 "cell_type": "markdown",
451 "First consider a simplified fuel moisture model without considering the effect of rain.\n",
452 "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n",
453 "t_{0},t_{1}\\right] $,\n",
455 "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n",
457 "where the initial fuel moisture content $m_{0}=m\\left( t_{0}\\right) $ is the\n",
458 "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n",
459 "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n",
460 "t_{0},t_{1}\\right] $, NS the characteristic decay time $T$. \n",
462 "We can build the general model later by calling this simple model with different\n",
463 "equilibria and time constants (drying, wetting, rain).\n",
465 "Since $E$ is constant in time, the solution can be found\n",
468 "m\\left( t\\right) =E+\\left( m_{0}-E\\right) e^{-t/T}%\n",
470 "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n",
472 "m_{1}=E+\\left( m_{0}-E\\right) e^{-\\left( t_{1}-t_{0}\\right) T_{1}}%\n",
474 "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n",
475 "with respect to the input and the parameters. Compute\n",
477 "\\frac{dm_{1}}{d_{m0}}=e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n",
480 "\\frac{dm_{1}}{dE}=1-e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n",
483 "\\frac{dm_{1}}{dT_{1}}=-\\left( m_{0}-E\\right) \\left( t_{1}-t_{0}\\right)\n",
484 "e^{-\\left( t_{1}-t_{0}\\right) T_{1}}\n",
486 "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n"
491 "execution_count": 3,
497 "import numpy as np\n",
498 "def model_decay(m0,E,partials=0,T1=0.1,tlen=1): \n",
500 " # m0 fuel moisture content at start dimensionless, unit (1)\n",
501 " # E fuel moisture eqilibrium (1)\n",
502 " # partials=0: return m1 = fuel moisture contents after time tlen (1)\n",
503 " # =1: return m1, dm0/dm0 \n",
504 " # =2: return m1, dm1/dm0, dm1/dE\n",
505 " # =3: return m1, dm1/dm0, dm1/dE dm1/dT1 \n",
506 " # T1 1/T, where T is the time constant approaching the equilibrium\n",
507 " # default 0.1/hour\n",
508 " # tlen the time interval length, default 1 hour\n",
510 " exp_t = np.exp(-tlen*T1) # compute this subexpression only once\n",
511 " m1 = E + (m0 - E)*exp_t # the solution at end\n",
512 " if partials==0:\n",
514 " dm1_dm0 = exp_t\n",
515 " if partials==1:\n",
516 " return m1, dm1_dm0 # return value and Jacobian\n",
517 " dm1_dE = 1 - exp_t \n",
518 " if partials==2:\n",
519 " return m1, dm1_dm0, dm1_dE \n",
520 " dm1_dT1 = -(m0 - E)*tlen*exp_t # partial derivative dm1 / dT1\n",
521 " if partials==3:\n",
522 " return m1, dm1_dm0, dm1_dE, dm1_dT1 # return value and all partial derivatives wrt m1 and parameters\n",
523 " raise('Bad arg partials')\n",
528 "cell_type": "markdown",
533 "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain"
537 "cell_type": "markdown",
542 "Here is a little more realistic fuel moisture model from Mandel et al. (2004). A rain-wetting lag time $t_{\\mathrm{r}}$ is reached for heavy rain only\n",
543 "asymptotically, when the rain intensity $r$ (mm/h) is\n",
546 "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n",
547 "\\right) \\right),\\ \\text{if}\\ r>r_0, \n",
549 "where $r_0$ is the threshold rain intensity below which no perceptible\n",
550 "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n",
551 "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n",
552 "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n",
553 "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n",
554 "$r_{\\mathrm{s}}=8$mm/h. "
559 "execution_count": 4,
565 "### Define model function with drying, wetting, and rain equilibria\n",
568 "r0 = 0.05 # threshold rainfall [mm/h]\n",
569 "rs = 8.0 # saturation rain intensity [mm/h]\n",
570 "Tr = 14.0 # time constant for rain wetting model [h]\n",
571 "S = 250 # saturation intensity [dimensionless]\n",
572 "T = 10.0 # time constant for wetting/drying\n",
574 "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n",
576 " # m0 starting fuel moistureb (%s\n",
577 " # Eqd drying equilibrium (%) \n",
578 " # Eqw wetting equilibrium (%)\n",
579 " # r rain intensity (mm/h)\n",
581 " # partials = 0, 1, 2\n",
582 " # returns: same as model_decay\n",
583 " # if partials==0: m1 = fuel moisture contents after time 1 hour\n",
584 " # ==1: m1, dm1/dm0 \n",
585 " # ==2: m1, dm1/dm0, dm1/dE \n",
588 " # print('raining')\n",
590 " T1 = (1.0 - np.exp(- (r - r0) / rs)) / Tr\n",
591 " elif m0 <= Eqw: \n",
592 " # print('wetting')\n",
595 " elif m0 >= Eqd:\n",
596 " # print('drying')\n",
599 " else: # no change'\n",
602 " exp_t = np.exp(-tlen*T1)\n",
603 " m1 = E + (m0 - E)*exp_t \n",
604 " dm1_dm0 = exp_t\n",
605 " dm1_dE = 1 - exp_t\n",
606 " #if t>=933 and t < 940:\n",
607 " # print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n",
608 " # t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE) \n",
609 " if partials==0: \n",
611 " if partials==1:\n",
612 " return m1, dm1_dm0\n",
613 " if partials==2:\n",
614 " return m1, dm1_dm0, dm1_dE\n",
615 " raise('bad partials')"
619 "cell_type": "markdown",
628 "cell_type": "markdown",
633 "### 3.1 Kalman filter demonstration on the simple model"
637 "cell_type": "markdown",
642 "We demonstrate the Kalman filter for this model on a simple artificial example. The model is solving the differential equation for one hour. The equilibrium $E$ is constant during the hour, but it changes over the day so that it is higher at night and lower during the day, with a 24-hour period. First, we create the \"truth\" by choosing the equilibrium $E$ and solving the differential aquation every hour, with a small additive noise. The synthetic data is obtained as the values of the \"truth\", with random noise to simulate observation error."
646 "cell_type": "markdown",
651 "#### 3.1.1 Creating synthetic data"
656 "execution_count": 4,
667 "execution_count": 5,
673 "def create_synthetic_data(days=20,power=4,data_noise=0.02,process_noise=0.0,DeltaE=0.0):\n",
674 " import numpy as np, random\n",
675 " hours = days*24\n",
676 " h2 = int(hours/2)\n",
677 " hour = np.array(range(hours))\n",
678 " day = np.array(range(hours))/24.\n",
680 " # artificial equilibrium data\n",
681 " E = np.power(np.sin(np.pi*day),4) # diurnal curve\n",
682 " E = 0.05+0.25*E\n",
684 " m_f = np.zeros(hours)\n",
685 " m_f[0] = 0.1 # initial FMC\n",
686 " process_noise=0.\n",
687 " for t in range(hours-1):\n",
688 " m_f[t+1] = max(0.,model_decay(m_f[t],E[t]) + random.gauss(0,process_noise) )\n",
689 " data = m_f + np.random.normal(loc=0,scale=data_noise,size=hours)\n",
690 " E = E + DeltaE \n",
692 " %matplotlib inline\n",
693 " import matplotlib.pyplot as plt \n",
694 " # fig1, ax1 = plt.subplots()\n",
696 " plt.figure(figsize=(16,4))\n",
697 " plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
698 " plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n",
699 " plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
700 " plt.title('Synthetic data')\n",
701 " plt.xlabel('Time (hours)')\n",
702 " plt.ylabel('Fuel moisture content (%)')\n",
704 " return E,m_f,data,hour,h2,DeltaE\n"
709 "execution_count": 6,
711 "id": "GfRxLp4HkcVz",
713 "base_uri": "https://localhost:8080/",
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723 "<Figure size 1152x288 with 1 Axes>"
725 "image/png": 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\n"
728 "needs_background": "light"
733 "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.0) "
737 "cell_type": "markdown",
742 "#### 3.1.2 Running the Kalman filter"
746 "cell_type": "markdown",
751 "We have used the same code for model and for the truth, and run the Kalman filter for 10 days. The graph below shows that the model state was remarkably close to the truth, even if the model is fed only noisy observations. This is because the dynamics of the model and of the truth are the same. After 10 days, we let the model continue without any new data to simulate forecasting the future, and the agreement with the truth was still very good."
756 "execution_count": 7,
762 "import numpy as np\n",
763 "import matplotlib.pyplot as plt \n",
765 "# using global E, m_f\n",
767 "def plot_m(m,Ec=None,title=None,): # global hour\n",
768 " hours=hour.shape[0]\n",
769 " %matplotlib inline\n",
770 " plt.figure(figsize=(16,4))\n",
771 " plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
772 " # print(len(hour),len(m_f))\n",
773 " plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n",
774 " plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n",
775 " if m is not None:\n",
776 " plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
777 " plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
778 " if Ec is not None:\n",
779 " plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n",
780 " if title is not None:\n",
781 " plt.title(title) \n",
783 " plt.title('Kalman filtering and forecast on artificial data')\n",
784 " plt.xlabel('Time (hours)') \n",
785 " plt.ylabel('Fuel moisture content (%)')\n",
788 "def kf_example(DeltaE):\n",
789 " hours=hour.shape[0]\n",
790 " m = np.zeros(hours)\n",
791 " m[0]=0.1 # background state \n",
792 " P = np.zeros(hours)\n",
793 " P[0] = 0.03 # background state variance\n",
794 " Q = np.array([0.02]) # process noise variance\n",
795 " H = np.array([1.]) # all observed\n",
796 " R = np.array([0.02]) # data variance\n",
798 " for t in range(h2):\n",
799 " # use lambda construction to pass additional arguments to the model \n",
800 " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n",
801 " d=data[t],H=H,R=R)\n",
802 " for t in range(h2,hours - 1):\n",
803 " m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n",
810 "execution_count": 8,
812 "id": "d0EFhTPZAlBD",
815 "base_uri": "https://localhost:8080/",
818 "outputId": "e6c39e48-1dd0-4be1-fb2d-2c680bad708c"
822 "output_type": "display_data",
825 "<Figure size 1152x288 with 1 Axes>"
827 "image/png": 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\n"
830 "needs_background": "light"
835 "DeltaE = 0.0 # bias\n",
836 "m, P = kf_example(DeltaE)\n",
841 "cell_type": "markdown",
846 "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. "
850 "cell_type": "markdown",
855 "Let's have a look at the evolution of the filter's estimate of the variance $P$. A common problem with the Kalman filter is when the variance converges to zero over time, then, since the filter trusts the model too much, it ignores the observations. Of course, once we switch to forecasting mode, the variance is not of interest. We could keep evolving the variance to bridge over periods when there are no observations, but not in this simplified version."
860 "execution_count": 9,
862 "id": "wRJgbmGLc91g",
864 "base_uri": "https://localhost:8080/",
867 "outputId": "0b8858de-81e3-4a26-eb64-eb73055608f4"
871 "output_type": "execute_result",
874 "<matplotlib.legend.Legend at 0x7fb7bad79190>"
881 "output_type": "display_data",
884 "<Figure size 1152x288 with 1 Axes>"
886 "image/png": 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\n"
889 "needs_background": "light"
894 "%matplotlib inline\n",
895 "plt.figure(figsize=(16,4))\n",
896 "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n",
897 "plt.title('Kalman filtering and forecast on artificial data')\n",
898 "plt.xlabel('Time (hours)') \n",
899 "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n",
904 "cell_type": "markdown",
909 "Now what if the model is wrong - different from nature? That is always so in reality. Now suppose that the model and the truth are not the same. That is always the case in reality. Consider a simple case when the model thinks that the equilibrium $E$ is too high."
914 "execution_count": 10,
916 "id": "spMdGW8oAlBE",
918 "base_uri": "https://localhost:8080/",
921 "outputId": "bf84e636-d2ca-4381-d9e9-1466a9827ba4"
925 "output_type": "display_data",
928 "<Figure size 1152x288 with 1 Axes>"
930 "image/png": 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\n"
933 "needs_background": "light"
939 "m, P = kf_example(DeltaE)\n",
945 "execution_count": 11,
947 "id": "Z_INvPNGCmM2",
949 "base_uri": "https://localhost:8080/",
952 "outputId": "d2d6dc63-24c3-4a5e-ca4a-ad01a7e196c8"
956 "output_type": "display_data",
959 "<Figure size 1152x288 with 1 Axes>"
961 "image/png": 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\n"
964 "needs_background": "light"
970 "m, P = kf_example(DeltaE)\n",
975 "cell_type": "markdown",
980 "We have found a good estimate of the state $m$, while data is available. Also, the estimated state variance $P$ converges with time - we have *learned* the variance that balances the noise. But for forecasting fuel moisture, we need to continue the fuel moisture model into the future, and we can't have any measurements from future. We only have the equilibrium from weather forecast. And the forecast and the truth disagree - as soon as there is no data to attract the simulation, the model is doing its own thing."
984 "cell_type": "markdown",
989 "#### 3.2 Model with an augmented state"
993 "cell_type": "markdown",
998 "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n",
999 "generally does not agree with the data. We want to add a correction $\\Delta\n",
1000 "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n",
1001 "Because the Kalman filter identifies state, add the parameter to the state.\n",
1002 "Define augmented state $u=\\left[\n",
1008 "\\right] .$ Since $\\Delta E$ is constant in time, it satisfies the\n",
1009 "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n",
1010 "state $u$ governed by the\n",
1012 "\\frac{d}{dt}\\left[\n",
1018 "\\right] =\\left[\n",
1021 "\\frac{E+\\Delta E-m(t)}{T}\\\\\n",
1026 "which we write as $\\frac{du}{dt}=F(u),$ where\n",
1031 "F_{1}\\left( u\\right) \\\\\n",
1032 "F_{2}\\left( u\\right)\n",
1034 "\\right] =F\\left( \\left[\n",
1040 "\\right] \\right) =\\left[\n",
1043 "\\left( E+\\Delta E-m(t)\\right) T_{1}\\\\\n",
1046 "\\right] ,\\quad T_{1}=\\frac{1}{T}.\n",
1048 "The Jacobian of $F$ is\n",
1053 "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n",
1055 "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n",
1057 "\\right] =\\left[\n",
1060 "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1061 "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n",
1062 "{\\partial\\Delta E}\n",
1064 "\\right] =\\left[\n",
1067 "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1072 "Here is a function that implements the augmented model $F$. The input is\n",
1073 "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$."
1077 "cell_type": "markdown",
1079 "id": "MJ1C_1Omc91s"
1083 "Define augmented model function. Also, add use drying, wetting, and rain equilibria"
1087 "cell_type": "code",
1088 "execution_count": 12,
1090 "id": "GHtAaGp9WSHT"
1094 "def model_augmented(u0,Ed,Ew,r,t):\n",
1095 " # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n",
1097 " m0, Ec = u0 # decompose state u0\n",
1098 " # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n",
1100 " # m0 starting fuel moistureb (1)\n",
1101 " # Ed drying equilibrium (1) \n",
1102 " # Ew wetting equilibrium (1)\n",
1103 " # r rain intensity (mm/h)\n",
1104 " # partials = 0, 1, 2\n",
1105 " # returns: same as model_decay\n",
1106 " # if partials==0: m1 = fuel moisture contents after time 1 hour\n",
1107 " # ==1: m1, dm0/dm0 \n",
1108 " # ==2: m1, dm1/dm0, dm1/dE \n",
1109 " m1, dm1_dm0, dm1_dE = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n",
1110 " u1 = np.array([m1,Ec]) # dE is just copied\n",
1111 " J = np.array([[dm1_dm0, dm1_dE],\n",
1117 "cell_type": "code",
1118 "execution_count": 13,
1120 "id": "1No3g6HyAEh_"
1124 "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n",
1125 " u = np.zeros((2,hours))\n",
1126 " u[:,0]=[0.1,0.0] # initialize,background state \n",
1127 " P = np.zeros((2,2,hours))\n",
1128 " P[:,:,0] = np.array([[1e-3, 0.],\n",
1129 " [0., 1e-3]]) # background state covariance\n",
1130 " Q = np.array([[1e-3, 0.],\n",
1131 " [0, 1e-3]]) # process noise covariance\n",
1132 " H = np.array([[1., 0.]]) # first component observed\n",
1133 " R = np.array([1e-3]) # data variance\n",
1135 " # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n",
1137 " # print('initial u=',u,'P=',P)\n",
1138 " # print('Q=',Q,'H=',H,'R=',R)\n",
1140 " for t in range(1,h2):\n",
1141 " # use lambda construction to pass additional arguments to the model \n",
1142 " u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1143 " lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1144 " Q,d[t],H=H,R=R)\n",
1145 " # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n",
1146 " for t in range(h2,hours):\n",
1147 " u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1148 " lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1150 " # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n",
1155 "cell_type": "code",
1156 "execution_count": 14,
1158 "id": "9vUv1Uc5OfPI"
1162 "def augmented_example(DeltaE):\n",
1163 " hours=hour.shape[0]\n",
1164 " h2 = int(hours/2)\n",
1165 " m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours) # data, E, hours are global\n",
1170 "cell_type": "code",
1171 "execution_count": 15,
1173 "id": "QQnRlereDHbf",
1175 "base_uri": "https://localhost:8080/",
1178 "outputId": "bf551497-89fe-43c6-855b-2fd09f257a5e"
1182 "output_type": "display_data",
1185 "<Figure size 1152x288 with 1 Axes>"
1187 "image/png": 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\n"
1190 "needs_background": "light"
1195 "m, Ec=augmented_example(0.1)\n",
1200 "cell_type": "code",
1201 "execution_count": 16,
1203 "id": "ZOC6bplsIRCx",
1205 "base_uri": "https://localhost:8080/",
1208 "outputId": "9d965630-1f97-4130-d96a-f5f8cd30d0f2"
1212 "output_type": "display_data",
1215 "<Figure size 1152x288 with 1 Axes>"
1217 "image/png": 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\n"
1220 "needs_background": "light"
1225 "m, Ec=augmented_example(0.0)\n",
1230 "cell_type": "code",
1231 "execution_count": 17,
1233 "id": "xuMx41fXIejB",
1235 "base_uri": "https://localhost:8080/",
1238 "outputId": "19240398-9b22-4af0-89ae-cf1abc78a3b0"
1242 "output_type": "display_data",
1245 "<Figure size 1152x288 with 1 Axes>"
1247 "image/png": 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\n"
1250 "needs_background": "light"
1255 "m, Ec=augmented_example(-0.1)\n",
1260 "cell_type": "markdown",
1262 "id": "ejlc1sbENm6R"
1265 "## From Kalman filter to neural networks"
1269 "cell_type": "markdown",
1271 "id": "6zeGArbmNkAW"
1274 "In the Kalman filter, at each time step $k$,\n",
1276 "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n",
1277 "* the model is applied to external data $e_k$ and the input $u_{k-1},P_{k-1}$ produce the forecast $u_k^f$ and its covariance $P^f_k$\n",
1278 "* the new state $u_k$ is found by minimizing $|| u^f_k - u_k||^2_{P^f_k} + ||H u_k - d_k||^2_{R}$ \n",
1279 "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n",
1281 "Here, the state consists of \n",
1282 "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n",
1283 "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n",
1284 "Thus, the dimension of the state is 2 + 3 = 5. The first component of the state, the fuel moisture, is the quantity of interest, the rest are auxiliary.\n",
1287 "This can be understood as:\n",
1289 "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n",
1290 "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n",
1291 "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n",
1292 "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n",
1293 "* training consists of fitting the hidden state to minimize a loss function\n",
1294 "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n",
1296 "Note that in the augmented Kalman filter above, the mapping $M$ is fixed and it has a one component of the hidden state as a parameter. To get a better fit, we could increase the number of parameters, e.g., by modeling the moisture in multiple layers, as in van der Kamp et al. (2017) two-layer model.\n"
1300 "cell_type": "markdown",
1302 "id": "fk72YB2mjuGk"
1305 "Building and evaluating RNN"
1309 "cell_type": "markdown",
1311 "id": "svt8wUAsSA67"
1314 "A recurrent neural network (RNN) has a similar information flow but it can be more flexible and look for the best model automatically, i.e., build the model from data. \n",
1316 "We'll start by how to evaluate the map, then actually create it later.\n",
1318 "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n"
1322 "cell_type": "code",
1323 "execution_count": 18,
1325 "id": "H3RTQCDG9q-4"
1329 "import numpy as np\n",
1330 "import tensorflow as tf\n",
1331 "from keras.models import Sequential\n",
1332 "from keras.layers import Dense, SimpleRNN\n",
1333 "from keras.utils.vis_utils import plot_model\n",
1334 "from sklearn.preprocessing import MinMaxScaler\n",
1335 "from sklearn.metrics import mean_squared_error\n",
1337 "import matplotlib.pyplot as plt\n",
1338 "import tensorflow as tf\n",
1339 "import keras.backend as K"
1343 "cell_type": "code",
1344 "execution_count": 19,
1346 "id": "pcIU5lWhVEAy"
1350 "def create_RNN(hidden_units, dense_units, input_shape, activation):\n",
1351 " inputs = tf.keras.Input(shape=input_shape)\n",
1352 " # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1353 " # inputs2 = K.print_tensor(inputs, message='inputs = ') # change allso inputs to inputs2 below, must be used\n",
1354 " x = tf.keras.layers.SimpleRNN(hidden_units, input_shape=input_shape,\n",
1355 " activation=activation[0])(inputs)\n",
1356 " outputs = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1357 " model = tf.keras.Model(inputs=inputs, outputs=outputs)\n",
1358 " model.compile(loss='mean_squared_error', optimizer='adam')\n",
1363 "cell_type": "code",
1364 "execution_count": 20,
1366 "id": "lphzeucMfI7L",
1368 "base_uri": "https://localhost:8080/",
1371 "outputId": "f7261684-0d81-4fea-ded9-cd178721f3ff"
1375 "output_type": "stream",
1378 "Model: \"model\"\n",
1379 "_________________________________________________________________\n",
1380 " Layer (type) Output Shape Param # \n",
1381 "=================================================================\n",
1382 " input_1 (InputLayer) [(None, 3, 2)] 0 \n",
1384 " simple_rnn (SimpleRNN) (None, 5) 40 \n",
1386 " dense (Dense) (None, 1) 6 \n",
1388 "=================================================================\n",
1389 "Total params: 46\n",
1390 "Trainable params: 46\n",
1391 "Non-trainable params: 0\n",
1392 "_________________________________________________________________\n",
1394 "0 : wx shape= (2, 5)\n",
1395 "1 : wh shape= (5, 5)\n",
1396 "2 : bh shape= (5,)\n",
1397 "3 : wy shape= (5, 1)\n",
1398 "4 : by shape= (1,)\n"
1402 "output_type": "execute_result",
1405 "<IPython.core.display.Image object>"
1407 "image/png": 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\n"
1410 "execution_count": 20
1418 "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n",
1419 " input_shape=(timesteps,features), \n",
1420 " activation=['linear', 'linear'])\n",
1421 "print(demo_model.summary())\n",
1422 "w = demo_model.get_weights()\n",
1423 "#print(len(w),' weight arrays:',w)\n",
1424 "wname=('wx','wh','bh','wy','by','wz','bz')\n",
1425 "for i in range(len(w)):\n",
1426 " print(i,':',wname[i],'shape=',w[i].shape)\n",
1427 "wx, wh, bh, wy, by = w\n",
1428 "plot_model(demo_model, to_file='model_plot.png', \n",
1429 " show_shapes=True, show_layer_names=True,\n",
1430 " expand_nested=True,)"
1434 "cell_type": "markdown",
1436 "id": "uFVQdXL0fODX"
1439 "The input layer here is just a formality. The input of the hidden layer `simple_rnn` consist of vector passed by the input layer, followed by its own output from the previous time step.\n",
1441 "Now let’s do a simple experiment to see how the layers from a SimpleRNN and Dense layer produce an output. Keep this figure in view.\n",
1442 "<img src=\"https://machinelearningmastery.com/wp-content/uploads/2021/09/rnnCode1.png\">"
1446 "cell_type": "markdown",
1448 "id": "TcxvQPo1hYip"
1451 "We’ll input x for three time steps and let the network generate an output. The values of the hidden units at time steps 1, 2 and 3 will be computed. $h(0)$ is initialized to the zero vector. The output $o(3)$ is computed from $h(3)$ and $w(3)$. An activation function is linear, $f(x)=x$, so the update of $h(k)$ and the output $o(k)$ are given by\n",
1452 "\\begin{align*}\n",
1453 "h\\left( 0\\right) = &0 \\\\\n",
1454 "h\\left( k+1\\right) =& \n",
1455 "x\\left( k\\right) w_{x}\n",
1456 " +h(k) w_{h} + b_{h}\\\\\n",
1457 "o(k+1)=& h(k+1)w_{y} + b_y\n",
1462 "cell_type": "code",
1463 "execution_count": 21,
1465 "id": "fqL5TEfpml7q",
1467 "base_uri": "https://localhost:8080/"
1469 "outputId": "79e377db-598b-4c3c-832b-24cd87d27966"
1473 "output_type": "stream",
1476 "test input x= tf.Tensor(\n",
1491 " [22 23]]], shape=(4, 3, 2), dtype=int32)\n",
1492 "model.predict start\n",
1493 "model.predict end\n",
1494 "Prediction from network [[ 1.7797234]\n",
1498 "Prediction from our computation [[ 1.7797234 ]\n",
1506 "# Reshape the input to sample_size x time_steps x features \n",
1507 "samples=4 # number of samples\n",
1508 "x = tf.reshape(tf.range(samples*timesteps*features),[samples,timesteps,features]) \n",
1509 "print('test input x=',x)\n",
1510 "print('model.predict start')\n",
1511 "y_pred_model = demo_model.predict(x)\n",
1512 "print('model.predict end')\n",
1514 "o3=np.zeros([samples,1])\n",
1515 "for i in range(samples):\n",
1516 " h_0 = np.zeros(hidden)\n",
1517 " h_1 = np.dot(x[i,0,:], wx) + np.dot(h_0,wh) + bh\n",
1518 " h_2 = np.dot(x[i,1,:], wx) + np.dot(h_1,wh) + bh\n",
1519 " h_3 = np.dot(x[i,2,:], wx) + np.dot(h_2,wh) + bh\n",
1520 " o3[i,0] = np.dot(h_3, wy) + by\n",
1521 "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n",
1523 "print(\"Prediction from network \", y_pred_model)\n",
1524 "print(\"Prediction from our computation \", o3)"
1528 "cell_type": "markdown",
1530 "id": "6qdqOFCvhQL1"
1533 "The result is the same."
1537 "cell_type": "markdown",
1539 "id": "AkyiGlZF0WrM"
1542 "#### Training and forecasting with the RNN"
1546 "cell_type": "markdown",
1548 "id": "e265QFwlw22_"
1551 "We are given a sequence `x` of inputs size `[train_steps+forecast_steps,features]` and want to train a model so that at step `i` in `range(train_steps)`, the model returns close to `features[i,:]`. The trained model then returns for `i` in `range(train_steps,train_steps+forecast_steps)` a forecast `features[i,:]`."
1555 "cell_type": "code",
1556 "execution_count": 22,
1558 "id": "owX7OTg-RnMA"
1562 "def staircase(x,y,timesteps,trainsteps,return_sequences=False):\n",
1563 " # x [trainsteps+forecaststeps,features] all inputs\n",
1564 " # y [trainsteps,outputs]\n",
1565 " # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1566 " # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1567 " print('shape x = ',x.shape)\n",
1568 " print('shape y = ',y.shape)\n",
1569 " print('timesteps=',timesteps)\n",
1570 " print('trainsteps=',trainsteps)\n",
1571 " outputs = y.shape[1]\n",
1572 " features = x.shape[1]\n",
1573 " forecaststeps = x.shape[0]-trainsteps\n",
1574 " samples = trainsteps-timesteps+1\n",
1575 " print('staircase: samples=',samples,'timesteps=',timesteps,'features=',features)\n",
1576 " x_train = np.empty([samples, timesteps, features])\n",
1577 " print('return_sequences=',return_sequences)\n",
1578 " if return_sequences:\n",
1579 " print('returning all timesteps in a sample')\n",
1580 " y_train = np.empty([samples, timesteps, outputs]) # all\n",
1581 " for i in range(samples):\n",
1582 " for k in range(timesteps):\n",
1583 " for j in range(features):\n",
1584 " x_train[i,k,j] = x[i+k,j]\n",
1585 " for j in range(outputs):\n",
1586 " y_train[i,k,j] = y[i+k,j]\n",
1588 " print('returning only the last timestep in a sample')\n",
1589 " y_train = np.empty([samples, outputs])\n",
1590 " for i in range(samples):\n",
1591 " for j in range(features):\n",
1592 " for k in range(timesteps):\n",
1593 " x_train[i,k,j] = x[i+k,j]\n",
1594 " for j in range(outputs):\n",
1595 " y_train[i,j] = y[i+timesteps-1,j]\n",
1597 " return x_train, y_train"
1601 "cell_type": "code",
1602 "execution_count": 23,
1604 "id": "FzOotSFf-tPR"
1608 "def seq2batches(x,y,timesteps,trainsteps):\n",
1609 " # x [trainsteps+forecaststeps,features] all inputs\n",
1610 " # y [trainsteps,outputs]\n",
1611 " # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1612 " # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1613 " print('shape x = ',x.shape)\n",
1614 " print('shape y = ',y.shape)\n",
1615 " print('timesteps=',timesteps)\n",
1616 " print('trainsteps=',trainsteps)\n",
1617 " outputs = y.shape[1]\n",
1618 " features = x.shape[1]\n",
1619 " samples= trainsteps - timesteps + 1\n",
1620 " print('samples=',samples)\n",
1621 " x_train = np.empty([samples, timesteps, features])\n",
1622 " y_train = np.empty([samples, timesteps, outputs]) # only the last\n",
1623 " print('samples=',samples,' timesteps=',timesteps,\n",
1624 " ' features=',features,' outputs=',outputs)\n",
1625 " for i in range(samples):\n",
1626 " for k in range(timesteps):\n",
1627 " for j in range(features):\n",
1628 " x_train[i,k,j] = x[i+k,j]\n",
1629 " for j in range(outputs):\n",
1630 " y_train[i,k,j] = y[i+k,j] # return sequences\n",
1631 " return x_train, y_train"
1635 "cell_type": "code",
1636 "execution_count": 24,
1638 "id": "Kg7wSrkk-HrE",
1640 "base_uri": "https://localhost:8080/"
1642 "outputId": "5c017900-e398-4768-9407-87628d92742c"
1646 "output_type": "stream",
1649 "test preprocessing for RNN\n",
1655 " [4]], shape=(5, 1), dtype=int32)\n",
1661 " [4]], shape=(5, 1), dtype=int32)\n",
1662 "shape x = (5, 1)\n",
1663 "shape y = (5, 1)\n",
1666 "staircase: samples= 3 timesteps= 3 features= 1\n",
1667 "return_sequences= False\n",
1668 "returning only the last timestep in a sample\n",
1669 "x_train= [[[0.]\n",
1683 "shape x = (5, 1)\n",
1684 "shape y = (5, 1)\n",
1688 "samples= 3 timesteps= 3 features= 1 outputs= 1\n",
1689 "x_train= [[[0.]\n",
1700 "y_train= [[[0.]\n",
1715 "print('test preprocessing for RNN')\n",
1720 "x = tf.reshape(tf.range(trainsteps*features),[trainsteps,features])\n",
1721 "y = tf.reshape(tf.range(trainsteps*outputs),[trainsteps,outputs])\n",
1724 "x_train, y_train = staircase(x,y,timesteps,trainsteps)\n",
1725 "print('x_train=',x_train)\n",
1726 "print('y_train=',y_train)\n",
1727 "x_train, y_train = seq2batches(x,y,timesteps,trainsteps)\n",
1728 "print('x_train=',x_train)\n",
1729 "print('y_train=',y_train)"
1733 "cell_type": "code",
1735 "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.1) "
1738 "id": "rHWxqARpSO_f",
1740 "base_uri": "https://localhost:8080/",
1743 "outputId": "88c38ee8-d637-4b8e-b3fb-39d6687806ab"
1745 "execution_count": 25,
1748 "output_type": "display_data",
1751 "<Figure size 1152x288 with 1 Axes>"
1753 "image/png": 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\n"
1756 "needs_background": "light"
1762 "cell_type": "code",
1763 "execution_count": 26,
1765 "id": "vfcxN9JCH5Ku"
1770 "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
1771 "Et = np.reshape(E,[E.shape[0],1])\n",
1772 "datat = np.reshape(data,[data.shape[0],1])\n",
1774 " scalerx = MinMaxScaler()\n",
1775 " scalerx.fit(Et)\n",
1776 " Et = scalerx.transform(Et)\n",
1777 " scalery = MinMaxScaler()\n",
1778 " scalery.fit(datat)\n",
1779 " datat = scalery.transform(datat)"
1783 "cell_type": "code",
1784 "execution_count": 27,
1786 "id": "PaHfJW7mSJE1"
1790 "def create_RNN_2(hidden_units, dense_units, activation, stateful=False, \n",
1791 " batch_shape=None, input_shape=None, dense_layers=1,\n",
1792 " rnn_layers=1,return_sequences=False,\n",
1793 " initial_state=None):\n",
1795 " inputs = tf.keras.Input(batch_shape=batch_shape)\n",
1797 " inputs = tf.keras.Input(shape=input_shape)\n",
1798 " # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1799 " # inputs2 = K.print_tensor(inputs, message='inputs = ') # change allso inputs to inputs2 below, must be used\n",
1801 " for i in range(rnn_layers):\n",
1802 " x = tf.keras.layers.SimpleRNN(hidden_units,activation=activation[0],\n",
1803 " stateful=stateful,return_sequences=return_sequences)(x\n",
1804 " # ,initial_state=initial_state\n",
1806 " # x = tf.keras.layers.Dense(hidden_units, activation=activation[1])(x)\n",
1807 " for i in range(dense_layers):\n",
1808 " x = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1809 " model = tf.keras.Model(inputs=inputs, outputs=x)\n",
1810 " model.compile(loss='mean_squared_error', optimizer='adam')\n",
1815 "cell_type": "code",
1818 "return_sequences=False\n",
1820 "print('shifting inputs by',shift)\n",
1821 "x_train, y_train = staircase(Et+shift,datat+shift,timesteps=5,trainsteps=h2,\n",
1822 " return_sequences=return_sequences)\n",
1823 "print('x_train shape=',x_train.shape)\n",
1824 "samples, timesteps, features = x_train.shape\n",
1825 "print('y_train shape=',y_train.shape)\n",
1826 "# the simplest model possible\n",
1827 "activation=['linear','linear']\n",
1832 "hours=Et.shape[0]\n",
1833 "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
1834 "# print('initial state=',h0)\n",
1835 "# statefull model version for traning\n",
1836 "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
1837 " dense_units=dense_units, \n",
1838 " batch_shape=(samples,timesteps,features),\n",
1839 " stateful=True,\n",
1840 " return_sequences=return_sequences,\n",
1841 " # initial_state=h0,\n",
1842 " activation=activation,\n",
1843 " dense_layers=dense_layers)\n",
1844 "# same model stateless for prediction on the entire dataset - to start onlg\n",
1845 "# the real application will switch to prediction after training data end\n",
1846 "# and start from the state there\n",
1847 "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
1848 "from keras.utils.vis_utils import plot_model\n",
1849 "plot_model(model_fit, to_file='model_plot.png', \n",
1850 " show_shapes=True, show_layer_names=True)"
1853 "id": "ZjJxHiEVL5sJ",
1855 "base_uri": "https://localhost:8080/",
1858 "outputId": "52ea3aaa-017b-42c3-c06b-4852c301e160"
1860 "execution_count": 79,
1863 "output_type": "stream",
1866 "shifting inputs by 0.0\n",
1867 "shape x = (480, 1)\n",
1868 "shape y = (480, 1)\n",
1870 "trainsteps= 300\n",
1871 "staircase: samples= 296 timesteps= 5 features= 1\n",
1872 "return_sequences= False\n",
1873 "returning only the last timestep in a sample\n",
1874 "x_train shape= (296, 5, 1)\n",
1875 "y_train shape= (296, 1)\n",
1876 "model_fit input shape (296, 5, 1) output shape (296, 1)\n"
1880 "output_type": "execute_result",
1883 "<IPython.core.display.Image object>"
1885 "image/png": 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\n"
1888 "execution_count": 79
1893 "cell_type": "code",
1895 "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units, \n",
1896 " input_shape=(hours,features),stateful = False,\n",
1897 " return_sequences=True,\n",
1898 " activation=activation,dense_layers=dense_layers)\n",
1899 "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
1900 "# activation=['linear', 'linear'])\n",
1901 "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
1902 "print(model_predict.summary())\n",
1903 "from keras.utils.vis_utils import plot_model\n",
1904 "plot_model(model_predict, to_file='model_plot.png', \n",
1905 " show_shapes=True, show_layer_names=True)"
1909 "base_uri": "https://localhost:8080/",
1912 "id": "ipX9EJqz17Lr",
1913 "outputId": "a68f7e4b-2cc3-43ea-f605-5d500ed8ab38"
1915 "execution_count": 80,
1918 "output_type": "stream",
1921 "model_predict input shape (480, 1) output shape (480, 1, 1)\n",
1922 "Model: \"model_11\"\n",
1923 "_________________________________________________________________\n",
1924 " Layer (type) Output Shape Param # \n",
1925 "=================================================================\n",
1926 " input_12 (InputLayer) [(None, 480, 1)] 0 \n",
1928 " simple_rnn_11 (SimpleRNN) (None, 480, 1) 3 \n",
1930 " dense_11 (Dense) (None, 480, 1) 2 \n",
1932 "=================================================================\n",
1933 "Total params: 5\n",
1934 "Trainable params: 5\n",
1935 "Non-trainable params: 0\n",
1936 "_________________________________________________________________\n",
1941 "output_type": "execute_result",
1944 "<IPython.core.display.Image object>"
1946 "image/png": 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\n"
1949 "execution_count": 80
1954 "cell_type": "code",
1957 "w_exact= [np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.*DeltaE])]\n",
1958 "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([0.*DeltaE])]\n",
1959 "model_fit.set_weights(w_initial)\n",
1960 "model_fit.fit(x_train, y_train, epochs=1000, verbose=0,batch_size=samples)\n",
1961 "w_fitted=model_fit.get_weights()\n",
1962 "for i in range(len(w)):\n",
1963 " print('weight',i,' exact:',w_exact[i],': initial:',w_initial[i],' fitted:',w_fitted[i])"
1966 "id": "dE0OHg0tGVE9",
1968 "base_uri": "https://localhost:8080/"
1970 "outputId": "42ca3ceb-2df3-47aa-e724-f70bbf74d235"
1972 "execution_count": 81,
1975 "output_type": "stream",
1978 "weight 0 exact: [[0.09516258]] : initial: [[0.09516258]] fitted: [[0.07282782]]\n",
1979 "weight 1 exact: [[0.90483742]] : initial: [[0.90483742]] fitted: [[0.84285456]]\n",
1980 "weight 2 exact: [0.] : initial: [0.] fitted: [0.00551807]\n",
1981 "weight 3 exact: [[1.]] : initial: [[1.]] fitted: [[0.92107624]]\n",
1982 "weight 4 exact: [-0.1] : initial: [0.] fitted: [0.00670692]\n"
1988 "cell_type": "code",
1990 "def model_eval(w,title):\n",
1991 " # prediction on the entire dataset from zero state\n",
1992 " model_predict.set_weights(w)\n",
1993 " hours=Et.shape[0]\n",
1994 " print('Et.shape=',Et.shape,'hours=',hours)\n",
1995 " x_input=np.reshape(Et,(1, hours, 1))\n",
1996 " y_output = model_predict.predict(x_input)\n",
1997 " print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
1998 " m = np.reshape(y_output,hours) - shift\n",
1999 " print('weights=',w)\n",
2001 " print('scaling')\n",
2002 " m = scalery.inverse_transform(m)\n",
2003 " m = np.reshape(m,hours)\n",
2004 " plot_m(m,title=title)\n",
2008 "id": "-T8lCS6nBHCj"
2010 "execution_count": 82,
2014 "cell_type": "code",
2015 "execution_count": 83,
2017 "id": "R2jkoZlAIaSb",
2019 "base_uri": "https://localhost:8080/",
2022 "outputId": "12c76279-4b38-4402-d637-693a92f11fca"
2026 "output_type": "stream",
2029 "Et.shape= (480, 1) hours= 480\n",
2030 "WARNING:tensorflow:5 out of the last 7 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7fb69dc5bd40> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n",
2031 "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2032 "weights= [array([[0.07282782]], dtype=float32), array([[0.84285456]], dtype=float32), array([0.00551807], dtype=float32), array([[0.92107624]], dtype=float32), array([0.00670692], dtype=float32)]\n"
2036 "output_type": "display_data",
2039 "<Figure size 1152x288 with 1 Axes>"
2041 "image/png": 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\n"
2044 "needs_background": "light"
2049 "m_fitted=model_eval(w_fitted,'RNN prediction with fitted weights')"
2053 "cell_type": "code",
2055 "m_exact=model_eval(w_exact,'RNN prediction with exact weights')"
2058 "id": "bO1ewTj9gGvg",
2060 "base_uri": "https://localhost:8080/",
2063 "outputId": "1ae5aabf-3bb3-4f31-a621-1e031501e624"
2065 "execution_count": 32,
2068 "output_type": "stream",
2071 "Et.shape= (480, 1) hours= 480\n",
2072 "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2073 "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([-0.1])]\n"
2077 "output_type": "display_data",
2080 "<Figure size 1152x288 with 1 Axes>"
2082 "image/png": 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\n"
2085 "needs_background": "light"
2091 "cell_type": "code",
2093 "m_initial=model_eval(w_initial,'RNN prediction with initial weights')"
2096 "id": "henChC0cmbuy",
2098 "base_uri": "https://localhost:8080/",
2101 "outputId": "67b21dc6-1226-4844-84f5-f17f9e697540"
2103 "execution_count": 33,
2106 "output_type": "stream",
2109 "Et.shape= (480, 1) hours= 480\n",
2110 "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2111 "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([0.])]\n"
2115 "output_type": "display_data",
2118 "<Figure size 1152x288 with 1 Axes>"
2120 "image/png": 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rem8ri6+/Bjp25F33b75hZdJurFwJ1KzJO8Y1asiWpjiZmbwgDg0FHn0UWLFCtkT6rFsHPPGEfft5/nzu57vvBg4ckC1NcS5dAvbt4133zEx79nNsLG9oLF9u3w2DadOAGTN4Af/JJ7Kl0adLF+Cee7if7aiMx8ayYtG4MdCqlT2/zwEB3M8NG9qzn7Vxe9QooEUL2dLos3o18NBDQP/+9h23P/2Ux+1nnwVat5YtTXG0fi5XDnj7bXuO20TAwYNsGbdrP2vzc58+wPfuDrIKfyq6OwG0IKKmRFQOnFyqYFYSQlwQQoQKIcKFEOEAtgMYKITY5Ww3jIjKE1FTAC0A7LhqiXr1Kv7zwQd87PJl/eOLFvHx1NTixwygKWPaz/LlywEAEyZMKPK+nmvz8uXLixzLysrCN998gyOHDiFu9Wp8vmgRtv7vf6W2C1atWjXs378f48aNw9NPP13w/smTJ7F161bMmDHD2Ac5HNj7+++YN2MGDv3yC75YvRp/xMVhx44dGD16NN57771ip7z22mvo3r07Dh48iEGDBuH48eMFxxYsWIDdu3dj165dmDNnDs6dO4epU6cWWMsXL17ssZ1H0tLYYhoWxjvw77xj7H+zkvnz2YVw8mS23n/+uWyJivPBB8CWLazw9ukjW5riLF/O348FC3ii16wEdkL7/o4dC9StCxw9Klced1JSeIJ/6CFg3jwgOpqtBHZi2TKgXTugQgXuZzsu3tPTgfbtgXvv5dd2c9nT+nnkSODJJ4H//td+/QwAjzwCrFrFlns7urXOnw80asRK2h9/2G/cTkkBXnyR3W4fecSe/ayN2489BqxZY8+QiQ8/5LjI55+37/w8ezbPzdOnA5pHoJ3Q+vnTT+07bgvBivhLLwE9ethP0XWdn+fOBe68037fZ8n4TdEVQjgAjAOwHsAhACuEEAeJ6HUiGujj3IMAVgCIA7AOwNiSZFy2A+6uy0OHDgUAzJw5s8j7eq7N7q7LFStWxM+bNmF4nz4IrF0b9SMicHOXLqWm6A53LhqGDx+Obdu2Fbx/3333ITAw0PgHZWaiU+vWqFevHsrXr4+Ipk1x2623AgCioqKQmJhY7JSff/4ZDzzwAADgjjvuQA0X6+CcOXPQrl07dOnSBSdOnMBRD4qA0XYA2PoYHg5UqgRkZwMTJ3K8rl1IS+MFyMiRrFh07syLebsRFFS4U3zsmL3uIcATacuWwI038qJu+3Z7yZiWxm6iy5cDbduybF27ypaqKD/8wB4QjzwCDBrEE//KlbKlKorWz+3bF/bziRO+z7OS0aPZNTgwkBfHvXvLlqgoq1fzgv2RR1hJs2M///YbcPw4W1m6djUUumMpZWHcXr2aLfdpafxMLljAG7524oYbgFdeYet9XBwv4O20eE9L43HRzv0MAHXqADffzN/ldevsFzKxbFnx+dlu/RwRAWzcyPPzhg3spWEnysK4LRm/lRcCACHEGgBr3N7TzSAhhOjl9votAG+VqkCbNnk+FhLi/XhoqPfjJpkwYQI2btxY7P1hw4b5joGtWpVdywBeNOXmAkIgKCgI+c7ETyWpDetaasf170qVKum2d71efn4+crRkBzk5KF+uHLsEEyGgYkWUd7o1BwQEwOFwGJZp06ZN2LBhA7Zt24aQkBD06tVL938z2s5FeO5TgHfrAE6cFR5uWDa/8scfPGDdcAO/vusuYO9euTK58+GHvAjRLPQ33ggMGGAvq+nhw+x9QcSLEcB+/ZyVxeMPwC6FduP++9kKWa4c38c6dfi+2gnXfh47ln/sFJIgBMumjavZ2ewOp71vBw4f5nvWtq19+3nwYF64f/YZJ2R8/XVW1jp1ki0Zk5nJY6Dm3dK5M1v67NzPI0fKlqg4bdvyD1B03G7SRJ5Mrmjzsybbo4/yBoydWLUKOHWKY7GJOLHXnXfab36++ebi87Od+vnPPzk0RiM9nfO62OX7/OCDQLdubHAg4o3zI0dkS2UrbLiq+ntgxKKrR49evbD8hx+QV6ECTp8+jY3bt7MLrsOB8PBw7Hbu2H311VemZdLcqpcvX46uBqxKrteLjY1FrpalMzeXF+zaQCAEL+y8/V89emDJkiUAgLVr1+L8+fMAgAsXLqBGjRoICQnB4cOHsX379oJzgoODC67prV0xtGRemutgcDD/dsYl2wItjjkign//619stbIT69bxTqdGRIS97iHAO8bPOvPdNW/Ov+1k0dX6WZNt+XKeqOyWCbx8+cLvs936OTsbOHmy8B5WrGgvJRcAFi/mfAB//smvmzfnjOp2coNLTuakMFo/f/IJoJPbQRpZWdzP2pgIcBKgnTvlyeRO48Yco9uzJ7+OiOB+9hZGYzXx8UX7ec8eYO1auTK5kpPDZVK0JJba99pOY44mi/YsjhkDvPmmPHn0+OKLoq7AzZvb6x4CnPhOy5LfvDkbHy5elCuTK9r90p7BDz5gb0A7fZ8rVGC3dO37bMd+loxSdP2Me4yumazL7jG6W7duxaABA9CieXO0adMGDz30ELp27swPen4+Jk2ahKeeegodO3Y052rs5Pz584iOjsbs2bMxc+ZMn+0fe+wxbN68Ge3atcO2bdsKLb85OUUtU1eu+HQjnDRpEn7++WdERkbi66+/RmNnxua+ffvC4XCgdevWmDhxIrp06VJwzpgxYxAdHY0RI0Z4bVeMK1fYPUZz+Q4M5IWxTpIsaTRrxsmJmjaVLYlnEhIKJwCA/7bTPQTYytyuHf9drx5PUI8/LlcmV+LjeYLS+rlSJVZy7XQf//GPolaAiAh7yffnn7yZ5qoAvfwysHChPJncSUgAzp/nZxAolNVO93HxYmDXrsLXd94JxMTIk8cdbZNAu3f16tlv3HbPsnzDDRxnaqdSTe7j9owZrKjZhfh43ihY43QGtGM/V6vGoQeu8/OVKz439C0lIaHomGi3cRtgb4Kbb+a/69fnuW/wYKkiFSEhoej8rFUSsZMi+c47RTeq7LgOk40Q4pr46dChg3AnLi6u2HtlnmPHhNi7t+Dlww8/LFauXClRIB3i4oQ4ebLwdVKSEDt3CpGXJ08mV86fZ3kyMoQQzuekbVshBg2SLJgXTpwQomlTIZYskS0Jk5cnRMWKQjzzTOF7r70mBCDE5cvy5HLl8GG+X85+tiUPPihEo0aFr+Pi+B5+8YU8mVzJyxOiQoWi/fzbb0KsWSNPJncyMoRYv16IU6cK32vbVoiBA+XJ5I7d+1mPpCQhVqwQIjtbtiRMbCzfs+3bC9+LjLRXPz/8sBBdu8qWwjP5+ULUqmXvcVuvnzt3FmLcOHky+eKPP4Qgss/3WW/cfu01ljErS55criQlCbF7txA5ObIl8cwDDwjRuHHha23c/vJLeTK5ovXzs88WvpeQIER8vDyZLALALmFQP1QW3bLGlSvsRmhnWrcGGjQofK3Ja5cso5ocrvdx82aOabELycmcAEgjLIxdbv/4Q5pIRTh9ml0JXS0D2u6xZnmRzZo1HF/qusu+dCknArILvXuz5V6jaVPeQbbLjuzp03z/XPu5c2egXz95MrlTuTJw222F1lLAftYLd+tK06acMdh1nJRJcjIwdCgne9LYuJHrMtrlPrq7iwL2s1788Qd7WLmSn2+f+qBEbDV7yyX9id3Gbb1+/u23wlwQdsDdct/IWQ3TLs+i3rgdEcFy26WfV6wAOnTgyhIa06fzOGQXmjfnmHsNbX62i0VX62fX70qzZkVfK5SiW+bIzi6ioC1atAiD7VjuwxU7KrqBgZyQSqNmTXslAoqJKaoAlS/PNQ/tMsCeP8+TwHXXFb7XsyfHmNavL08uVxISOHFbrVqF7+3ezRk8nUnUpDNqVNGaqhUq2Kuf3WPFAd7gWLOGs2zbgY0bgfXri76nKUB26ef4+KKLzgoVgCVL7JN5+cgRXni6Ljo1ee2yeB88mMtouH6fW7bkxbu74iEL9w0NgGV88kk58uhBVFQZt1s/643bdiM8nLNCa2jjtl3u4YkTvJ5xfRb79uV4bLsoQfHx7ALu2s+nTwPffWefcXvSJOD99wtf262f9TaF0tOBmTOB/fvlyGRDbLSyV/gkLw9wOIpbdIXgOsB2IC2NM+m5xiTZTdHVNgtcs+b9/jvHUp05I08ujYwMlsN9QrKT9aJtW6736lo7t2FDtgBpGcFlo8WiufZzRAT3/+nT8uTSyM1l64r7Iv2hhwozUMpGbyK9dAm44w7g22/lyOTOtGlFNwsAe/Vzfj4nXOnfv/ixjAzr5dFDb0PDbnHEjRoBd99d9Ps8dSpnr7ZDBtSMDODs2eLjtp0WxmvXchkS1w0Nu/Wztink2qcbN/JGqh2+zxkZnGHZvRqFnZL0denCG5KuG2m1anG+Cq3KhGy0TSH3+Tkryx797Gnz7F//KqyFLhu9cdvhAJ55BvjxRzky2RCl6JYl9Fxutdd2USKzsngh7GotDQriHdBq1aSJVYRmzfjHldRUTrhjh3IamqXMfcFkN3dMPbZt4x87oGddsdOiLi6OMyx//XXR9998Exg/Xo5M7jgcvFDXknAAvGCqWtUe9xDgxaVeP4eFseIhm4AAVsYHDSr6/vjx9rGuJCTwOO1a1kPrZ7ss3pcuLW6lsIOCq+GeQV3DThuUW7ZwNl5XJa1WLeDXX+1TZujttzlBliu5uZyJ+ehROTK5Uhb6GWCFVqsoofHll/bZoNQbt+3kXbB3L2dY3rCh6PtPPMHlHu3AqVOex2073EOboBTdskRQEO9qu+8kli/PC1LXmE5ZZGcX1tvUIOK08e6xS7IICioui50UID0rGgDccgtbNOzQz888w5YBd8aN49qWsnE4OBZJbzEC2GPxrsngvukC8IaRHfp5zBh2g3NdMBHZZ1HncHDsuns/33orK7nt20sRqwgZGUXrMGo0aMAWfTtYdRMSeLHkukFpt35+6CF293YlLY0t5d98I0cuVypVYhdlLcu7RkQEP4t26Of4eP1+vvFG+3jitG9fWJ5Jw04KkJ4VDQDuuw944QV7uNG/845+uaOZM4F586yXxx1P47Z2T+0wPycksBuwuwt9djZvuNnBuPTyyxxG5v59tpN3gQ1Qim5Zolw5oE4dfYsuYI8vnqdkWdnZhXXxZJKbCyQlFS8D0LgxDxZ2nkiHDgU++ojji2Xzyy+8m+iOXQbYwECWw90y2rgxexbYYdHpqZ9jY4GQEHvH2NjFu+DECV40ud9DO1n6PvyQE2a5P3N2WrwHBelvCixcyGOObI4f5352XxhXrQr88EPRskiyaNGC62y2aFH0fTv1s3tpIY0tW+yR7OncOS5z5R5CpM3PdphbPI3bt93GNdvtMPasXMlztDt2GbcBzvPw4INF32vcmBNU2cEo4sng8J//ANHR9vD+A3hucccuG5Q2QSm6ZYmsLH1lNiSEkynJHmCF8KzopqbyF0/2bqcW/+Fe11Bzr7bDRNq7N/Duu/qu3nl59qjVp+d2BPAAm5jIi1KZELHlwjUTL8D9fP488NRTcuRyJT6e3WurVi36vpbB0w7PYvfuwMcfF3+/eXO2mMvuZ0+LEQB4+unisbsy0Pq5SpWi79vJevHll7w4dic6uqjbuiw8KRea254dFnVpafrfh44dgddek59cSQjP4/b337OXjuzv8//+BzzwAHDoUNH37dTPkZFsuXcft/PzOexIdriE1s96GxoREfYYt4OC2Oumdeui7wcH86bV/ffLkcuVhAT9+dku47YQ7OWi54oeEcEJau3gFWYDlKJrU65cuYJbbrkFMTExWL58Ob95/Lh+ptMKFXA4Jwddb74Z5cuXx/Tp04scXrduHVq2bInmzZtj6tSputfbtGkTBrimUffA4cOHERMTg/bt2yPBfdIRgneX3F2rAVZ+hcDkV14pJh8ArF69GnFxcT6v705iYiKWuLizLVq0COPGjfN8gqYk6injkZH6LoZW06kT8Nxzxd+/dIk3NWbPtl4mV9LS2Dqvt2CKiOBJ9MQJ6+Vy5eefOS5Sb2NI9oaQhl4MMWAfN/q0NI7d0yuN8vjjvCiVnam8Rw9ORtSpU/Fjhw4B//2v9TK5Y/d+9sZff3G8pOzFuydFV3tP9qITYNdVd5dbgDdQX321cANLFpmZvHCPjJyr27QAACAASURBVCx+zC7jtrd+7t2bPdpkc8cdbLl3JzOT5V60yHKRipCWxsnG7Dw/793LCppshdsbdh+309I43l5PjokTeY1mB+8/G6AUXZvy+++/AwD27NmDoVpdsdxcjxnzatasiTmzZuE5NwUpLy8PY8eOxdq1axEXF4elS5eWSKHUWL16NQYPHozff/8dEe6DQEAAu22FhhY/UZPbww6TN0XX4WUwdFd0faJZct2TNLAQ7JYim99/57qW7lSqxC49SUnWy+SKdn29hZv2nmwZf/gB+L//Kxq7ovHJJ1yqRDaPP85WFHeqVuUf2ffQWz83aQJERclXdMuXB9q00d9ca9RI/j0EWAa9e1i1Kpev6NLFeplcOXIE6NYN2LpV/9izz8qv352UxM+aXukyO/Wzp7rIp04BJ09aK487VapwMqd//KP4MbuM2976+ZNP5G/yAqxE6nmmlYVxW3tP9rO4ahVwzz36m86vvw5cf731Mrlz++1c69ydstDP1aoBFStaK4+N0VkFXps8/TSXECtNYmKAWbM8H09MTETfvn3RpUsXbN26FZ06dcKoUaMwadIknD17FosXL0ZnnTIiZ8+exQMPPICUlBTExMTgq6++YqUyN7e4G4WT2ikpqB0aiu/dFLgdO3agefPmaOZMeDNs2DB8++23aNOmTbHPyMzMxODBg3HgwAF06NABX375JchlIFqzZg1mzZqFwMBA/Pjjj1i4cCEGDBiAAwcOAACmT5+OzMxMTJ48GQkJCRg7dixSUlIQEhKCT+bMQStAtz7a1q1bERsbi82bN+PNN9/EV199hUcffRQxMTHYsmULhg8fjv3792PAgAEY7FRQKleujMzMTEycOBGHDh1CTEwMHn74YdSoUQOnTp1C3759kZCQgEGDBmHatGmFF8vNZSXXLlY9PXr35tgVvZipunXll0AiAm6+WT+JUufOnHW5bVvr5XLlzBm2XujtaB4/zpsaeXlydzyHDPF8zA79rF2/bt3ixy5e5MRAPXqwoimLb77hne1HHy1+rF49TvYku5/PnNG/hwAwebKlouhy/DgruXqbkJrcsp/FCRPYYqrXj23bskVXCLnjurd+7t2bY6CXLbNWJqNoIR6y+9nbuG0XmjThcmF6Srcdxu3LlzlTvt6mS8+ePF7KTjx25gxXHNDr55wcYN8+XivK3Eh94QXPx+rW1TdGWIm3+TklBZgyBRg2DLjhBmvlsiHKoutn4uPj8eyzz+Lw4cM4fPgwlixZgi1btmD69OmYMmWK7jm1a9fG/PnzcdNNN2HPnj2IiIjAhKefRszQoYjp1w8xMTEFPwWuyIGBxeNOASQlJaGRy45Pw4YNkeRhJ+r333/HrFmzEBcXh2PHjuHXX38tcrx///544oknMGHCBGzcuLH4B1y+zF++K1cwZswYvPfee9i9ezemT5+Of2iWKx1F98Ybb8TAgQPx7rvvFvy/AJCTk4Ndu3bh2Wef1ZUXAKZOnVpwnyZMmACAreDLly/H/v37sXz5cpxwddNxOPStfADXHevfn+OJZZGdzTvGnhZMdhhg27ble9WhQ/Fj1auzhUovQYKVJCd7v4d5eZz4RBYOB++8Xbyof3z8eM6wLRPtOdO7j9nZHKemNw5YycKFnpPo2KGfhWBl1r20kMaFC+weLBNv/ay9J3vMqVmT44X1ePppYNMmuUqulmzRzuP2f/7Dmfv1FDG79LO3cXvVKo47lelGn5XF39natfWP26Gfu3Rh1+Qbbyx+rEIFLpkje6Pf7vNzfj6vZz0xbZr8EoDexu38fLbC2SFJnw3421h0vVle/UnTpk0RFRUFAIiMjESfPn1ARIiKikJiYqLhz5n5zjucpKFJE97xdCc4mAfhq6Bz585o2LAhACAmJgaJiYno3r278Q/IywPy8pCZnY2tW7fivvvuKzh05coVoGVLU9n0Cly2TdKnTx9UcyZyatOmDf76669CZT8iQlfZBsBJitauZZcQPfdrK/C2S6e9X9quCaXNF1/wc9qjhzwZvE2kWpxXcrLnBYu/SUpiC8+nn3ou0ySbKlV4saR3H2vV4t122Ys6b/3crBlvxnhbsPgbIu+Jz8aM4e/zkSPWyeSOtwVTrVq8iSq7n+fPZwtVv35y5fCEkXF7717r5NHj0CHeoAwJKX4sNJTHJFnjocYHH3je/AM4HlHmuF0W+tkXr7zCrsGeNt+sIDnZc7y166aL3lrXCo4fB5o25Xjrhx8uftwOdXRzc3l81ruPoaH2mJ9tgrLo+pnyLkmPAgICCl4HBAR4jT11Z8ILLyBm1CjEOBNUFbPoBgfrWnQbNGhQxKJ58uRJNGjQAL/99lvBZ8TGxhaTNTAw0Kd8QUFByHdRGrMvXwaIkA+gevXq2LNnT8HPoUOHeOFswiWpkkvcneu18vPzkZOT4/E8r/8HkWcZ7OCm523RCXBs6ejR1smjx6uvst++J154Afj8c+vk0cObG6EdrBfatT1N9tnZnL1aJnfdxcmo3LMFA/wdql1b/kTqTdHt1493tMPDLRWpCBcvchkKT6Xf6tSRfw/PnOF4Lj0vDLv08+uvA1pSRncOHGAvk02bLBWpCJUqAW+/7dlN0A6WvuRkVnL1+lmLi/Xk7WQVDRt6DoWw07jtacx58kl+DmQye7b3sJj587m0j0x8WXS1NrLQru1J0T55kvOAyOSRR9j7UC+c0S7jtk3421h0yzozfSVhCA5mi6pbkoROnTrh6NGj+PPPP9GgQQMsW7YMS5YsQWRkJPa4WAY3lWCRUKdOHZw9exbnzp1D5cqV8Z8NG9C3SxdUrVYNTZs2xcqVK3HfffdBCIF9+/ahXXg4L+B1JtoqVaogw0tt0/DwcOzevRtDhgxBbGwscp1Kva/ziiAE79RVr65fusdOA6ynScDFSi6NY8e816G1Q5zS0aOeyzA1aMCLKZmlrnz184wZwEsvsTXSrkklZC/ehfBuGbADGzeyC/quXfqu/nXrsjKclSWvn+vU4Zh7T+6MO3aw67AstH729F0pX54zbx8/bq1croSGcqZTT9Spwy6vMvtZu4ee+nn+fN4sf/JJa+XSEAL497/5WdRLRlQWNqJ79bJMFI/s2AHs3u35uOxxGwDWr/eYWBVNmrC12UM+GkvQnjFPc8vnn6v5uQzhV4suEfUloiNEFE9ExWYBInqCiPYT0R4i2kJEbZzvhxNRlvP9PUQ0z59ylgm02E0Pi/PkS5fQ8M47MWPmTLz55pto2LAhLl68iKCgIMydOxe33347WrdujSFDhiBSr7xACQgODsarr76Kzp0749Zbb0Wr8PCC5AGLFy/Gp59+inbt2iEyMhLffvstDx4eFKRhw4bh3Xff1S9bBOCxxx7D5s2b0a5dO2zbtq3A2hsdHY3AwEC0a9cOM2fO9C5wXh4H6XtSgOyg6HboACxezNmr9cjL4zrAnixEVuBLubDDAFuunOeJsmlTXhjffru1Mrnia8Fkh0Xd0KFcp88Tsvv5/HlemHu6h1eucNmhjz6yVi5XykI/P/+892zzDRvqu7taha9+tsO4nZLCsdaewmLuuANYsEBubKSvcfurr1hGWaSn87P488/6x11DTmTRogV7NHnyEklPBzZv9r4R7G/OnLH//Ny6tX7pHoCzCH/9tdwkSmVh3J4wAXj5Zc/H69W76nDGawYhhF9+AAQCSADQDEA5AHsBtHFrU9Xl74EA1jn/DgdwwMz1OnToINyJi4sr9l6ZJSlJiJ07hcjLky2JZ5KShDh1yvPxY8eE2LvXOnncuXyZ72FqapG3izwnkZFCzJ5tsWAmWLNGCECIbdvkyRAZKcSgQZ6PjxwpRMOG1snjzvHjQowbJ8SBA/Jk8MXkydyPOTn6x7//3v79nJQkxLlz1smjR0YG/3iiUiUhnnnGOnncKQv97Is1a4R47TV51z94kO/RkiX6x/PzhQgJEWLCBGvlcuW117z3sx0YNUqI8eM9H5c9bsfF8T1culT/eH6+EAMHej5uB+zwffY1bj/8sNx+Tk4WYs4cIf76y3u7/Hxr5NGjLIzbkZFC3HOP5+N21hVKAQC7hEH90J8W3c4A4oUQx4QQOQCWASgSwS2EcM06UAmARF9Cm5Oby/EzntKtC8GZXD3UqbWE+vULyxToocURy3IZ9VZDV+PAAeCf/7RGHj3+9z/gt988H7fDrrY3N0Kg0HVZVj/HxwNz53rPznn//YBbzWlLuece4LPPPD+LdrBS+ern+vXlurQCHAbhLcO37BjYM2fYrdVTP7drxwl4Gje2Vi5X2rcH3nnH8/GffwbefFPe99lXAiAi+Vaq5GTv/XzlCruUnj5trVyuLFgAzJnj+bjscduXFY0I+PZbLpkii6Qk7/NKWRi369Zli7Osfo6L4zXWsWOe29xwg34SKKvo3p0t92V5fpZd495G+PNONADgUtcFJ53vFYGIxhJRAoBpAFw1jKZE9DsRbSaim/QuQERjiGgXEe1KSUkpTdktY+HChUWSS8XExGDs2LHFG2r1Xz2Rm8vZO2WlZOf9Le9tgoO5jSxl3IiiK5s33tCvCaohe4AVAhgwAOjWzXObCROAP/+0TiZ3fC2MAY7n+/13a+TRIyrKt1swIK+fc3N5LPF2D/fuZdcpb1lS/cm2bZz47Px5z23soAB5u4cNGnBMZP361snkijZveAuFqFuX23m7z/6kZ09WLrp29dymXz+59Zx99fO5c7x4dyZ+tCV16sjtZ1+Krh0YNw7o08fzcdnjdn4+cN117BrsiTff5D6W5UZvpJ+DgnhTQRZ9+gCvveb5uGyDQ04OjyneXNQ3beKkZOnplollV6Sr/EKI94UQEQBeBKA5nJ8G0FgI0R7AMwCWEFGxgDshxMdCiI5CiI5hstKQXyWjRo0qkp14z549eP/994s31Cy6ntCOmcjkXKrk5nICBG81aDUFUyc7tCXk5/Pg7k3Rff11uWn3vWULBjgLIJG8AZaIU+6PGOG5Te3avIC380QqWwH69VfvJWVq1+bELHq1EK1As1p4u4eHDwNvvcUZKGWwfTvw7rve28ju5/HjeWHpjf37uWyKDIz0s+zFe0AAj3veStPNnes9Xs3f+FJ0ZY/bp04BrVp5V7Tr1uVsrbKMBkbG7ccfBzp2tEYePXzFOWvrUFmxmwEBwNat3mu8BgXJjxUHfMcRy4x/PXHCe5x1nTrAd9/xpr8MjIzbycnAypX83f+b409FNwlAI5fXDZ3veWIZgLsBQAhxRQhxzvn3bnCs73V+krNs4HB4V9ACAngAk6VEatf1poxXrcplIFzK/1hKWBhnc/RW4ujMGc/JMKzA14IpOJhrp8ncMfZluU9OZgVIVm3Q5GRORlW9uuc2sl1aH3yQrfeeCAoCnnkGiI62TiZXhOAM396sZLJ3tY30c9eu+tmOraJ3b981F/v0AaZPt0Yed4xuCrm2tZqvv/a9WSAbXwpQcDC7NstUdI8c8T52Dx7Mlv2WLa2Ty5V//IMTeulVRNAICpJbds3XRrTsfjbCsWPsTSTLo8nIuC17g7JHD+/Zx4OCWMlt2NA6mVzJyuKwF2+l8+yQMMsm+FPR3QmgBRE1JaJyAIYBKLKdSESuqWXvAHDU+X4YEQU6/24GoAUALw79fwOaNfMe/wp4rKVrCUYU3aAg3pWXGTtA5H03s25dIC2NXUOsxlcZDY233uJFiQzWruWakS6lqYqRns7WFW8lDvzJpUvsCmqkn2Vkrzbaz3/9xfFMMmjYEFixgmOVPCFbAfJVLgXgOGxZNZ2FAH780feOusxNF6PWFUCepe/bb4GPP/be5v33gRo15GWjf/tt3/XNZS7ejYRzBAWZqnNf6pQvz7Hqvsbtc+fsPT9/+aV3i6o/+fFHjrk/fNhzm5wc4IsvgEOHrJPLFSPjtux+9rWhAbBBRFYt3RYteA12222e28ien22E3+roCiEcRDQOwHpwBuYFQoiDRPQ6OFtWLIBxRHQLgFwA5wFo0ec9ALxORLkA8gE8IYRI85esZQJnOR2v2EHR9WZ11gaQSpWAKlWskcuVpCQeXL3Fw2mDw9mz1u/WZWbyTp2vAXbMGGvk0SM5mWWsUcNzG9kD7HvvAb7qTkdG8iRx+bL1HgYZGcb6efRobrt9uzVyuSKEb/c22f3sq4yGbDIygFtuYfdqb4nPZCpA1aoBd97JJT080aIFP6/eXIf9iRHlIjiYN9jOnvX+v/iLoUN9t7HDhoa3+5iTwwpa//6+vRD8wYcfchkrb0mIZM7PRsdtmWXrEhNZAfJW21X2uD13ru848K5d+VnMyfFcb9dfGO3nN97gNdutt1ojl1lk97ON8KtpTQixRghxnRAiQgjxlvO9V51KLoQQTwkhIoUQMUKI3kKIg873v3J5/3ohxHf+lNP2OByYM2UKWrdqhREjRiA2NhZTp04FAEyePBnTnW5vi/77X5zyU6KnxMREtG3b1quMAHwnekpK4nrAMkhPZ2ufN2QODuXLcw0+X9ba1FRg3z5rZHLHiAWoWjX+X2S6zPjyGrjnHi5a701h9xdG7iEgN07p7bfZRd7bjrrWz96ykPqTzEzfi5FNm9gTRoZ3gRErmnZc1mKke3eO2/S2+RcQIE/JBYwpujLd9DIyOObeV1K2SZN8x5T7CyNjTnAwZ4L/9VdrZHLno4/YTd0bMsMlAgPZs8CbFQ3gyg3ffGONTO6Uhfm5ShXfWeZvuYUzhHvLqO8vjCZFkzluf/ABbwZ4W+9Xq8abfrKya9sIv1l0FaVIVhY++PhjbFi7Fg2d2fQGDhxYrNmiVavQtksXmMnf6XA4EOTN3dgoISE8uHpTMLREULKszg6Hb8t4eDjHZ8hI1lCuHF/bF++8w7uily9bL2dyMsfWeFv4yi73MXIk77J6S5glE7MTqRHramlz+jTHY3vbTSdid1YZixEA2LLFd/K9kBC+hzLKupSFfjbKG29wKSm9igD+JjmZMxZ7Q+YG5Z49PG7/8AMv0D3hLQzA3zRqBAwc6HvcrlNHngJkpJ9btmRPFxkeYZUqAY895rvdokXsSm/n+Vmmd8Hrr3OSRW/fFYA3WYWw3uPK7AaljHH70CGOufcWakDE1SUU8rMuX+skJiaiVatWGDlyJK677jqMGDECGzZsQLdu3dCiRQvs2LHD52c88c9/4lhSEvrddx9mzpyJRYsWYdy4cUXarFq1Crt27cKI++9HTEwMsrKysHv3bvTs2RMdOnTA7bffjtPOxV6vXr3w9NNPo2PHjpg9e7bHdrt370a7du3Qrl07/UzQrmi7R76QpegK4btEE8BlXzZvlpPA5o8/gKVLjVmds7PllHXxlXRFQ5aim5fH8Ue+EmGdPctx7599Zo1crkRFAevW+X7GZPezkTIfVarIVc58bdLJVICMKroPPsjx0DJ23u+/n8v3+OL77+WUxsnLY4upUYuujH7WNlF8yZiUxBbLrCz/y+TOQw9xrLMvZI7bKSm+72HLlsAnn8hJmHX6NHuG+Fq/lIVxu0ULOfHYeXlctueXX7y3O3mSFdwvvrBGLlfCw9maHBnpvV1Z6GcFgL+RRffpp5/GHm8JdEpATEwMZs2a5bNdfHw8Vq5ciQULFqBTp05YsmQJtmzZgtjYWEyZMgVPPfUUJkyYUOy8kJAQbN26FfOmTsW69eux8YcfEFqvHhYtWlSs7eDBgzF35kxMf/xxdBwyBLmBgRg/fjy+/fZbhIWFYfny5XjppZewYMECAEBOTg527dqF3Nxc9OzZU7fdqFGjMHfuXPTo0QPPP/+893/S4WBrri+X0eBgOQlDjLpWy2T9ei6kfvasd8uzq/uWtwyV/uC224yVd1i/3lhceWmTksKWSF/KeLVqXOv3xAnv7fxBjRrG4rhk9rPRDY3PP+cNGquz4p47xzFcY8d6r+ks09XRqIt6dLS87NonThhb8NapIyfbbWAgb/z5Ui7q1AEeeMB7FlJ/YbSfN27kTY3Dh+VlNvZF3bpy+tnouA1wu5wc693pV64EnnqK52dv5SxdN12sHrdbtTKmAG3Y4H9Z9DDaz6Gh/FvGuN2okbFkYmVhfp46lRNaykrIaBP+NoquTJo2bYqoqCgAQGRkJPr06QMiQlRUFBITE9G7d2/vSrimpPmyXmhKZm4ujsTH48CBA7jVGSifl5eHei5Zm4c6k2ccOXJEt116ejrS09PRw+lK++CDD2Lt2rWer334MCdAiIjwLmNQkG+LpT/Iy+MdQiOJDbp04ZIfb73lf7lcOXuW+7BWLe/ttAHu7FnrF0xGXLcA6wd+DS1etHZt7+3Kl2cXLxnxpbt2sXXHV8KXnj2B5cvlJFw6e5bLF/hiyxa29Fmt6CYlsffDPfd4byeznwcOBJo08f19vnCBa19ef731fW20n+vUAQx4H/kFIt/jtizrD8CLd7uP2506sVvw3Lne2zVuLKcudmoq//Y1bgN8H4cPZ6ublZidn1NSrO9nbyXr7IDR+blCBV5DyBi3ExPZ7dxbaT0A6NePSzQ1aWKJWEU4exaIifHd7tgxeZmhbcTfRtE1Ynn1F+VdYgwCAgIKXgcEBMDhcGDjxo1eLboFiq4vF0HtuMMBIQQiIyOxbds23aaVnNY2T+3S09ON/GuFOBy+FXGAd8tkZMWsUIFdRo1w7hwPEFaTmsqTqC+ruLbbqS0OrOTCBa6H7OtZ3LCBE3LMnWuta6t2T7ztuGuEhsq5h/PnswujL0VX1ncFAIYMAZo3991Ou4dWxymZ6ecRI4wtCkqbJk2MLYKOHeNMt19/DQwa5H+5XElNNfddsbqf9+0DZs3icmXNmvlubyQ8pbQpC+P2sWO+418Bzlgvg7Ztue+MuO9XqybnHprtZ1nluIywdCmwYAHw3/9a+33W7omd5+epU3ks9qVk16rle9PDX1x/vbHwOlnjts0wFKNLRLWJaBARjSWiR4ioMxGp+N5SQrPouv9s3bqVG9Svb2jyrlKlCjIuXwYcDrRs2RIpKSkFCmxubi4OHjxY7BxP7apXr47q1atjy5YtAIDFixd7vrAQxhXdwEC5tfqMIGuATUkpnCS9ERHBsaVWxxHn5bHb7eTJvtvu38+ZAa3OsJ2bCzRoYMwyFhYmb8FkpJ9zc4GffpKz6fLGG97LfGiEhvJzYXU/awsmI/dx7lzgkUf8K48emzf7jkUDChd9Vj+LDgeX+TCy6KxThy3jGRn+l8uVQ4eAhQuNxbX27s0bBlbz5JOcgMgX2n22WgHS+tnId0UmQUHGNilkjttGvistWwLbtvHzaCUOB39PjWxWnD7Nm9FWj9vnzvFvI8+i3fs5OxuYNw/43//8L5M7S5d6L1mnERrKz4WsSic2wauySkS9iWg9gO8B9ANQD0AbAC8D2E9ErxFRVf+L+TcnONjQbszIkSPxxNtvI6ZXL+Tl5WHVqlV48cUX0a5dO8TExBQqzi6UK1fOY7uFCxdi7NixiImJgfC202om/jUri+PCrC4EnpbGCYqMlF8KC5OzG2tUAapalZOL+ErRX9qkpfGmhtHdWMD6+3j77ex658xO7pX+/b3Hd/oLoxOpw8Eu9MuW+V8mV/LyjCfMkaWkmbHoAhwXZjWTJrEl0heaVcDq70pODvD448YsfU89xfJVtXi61/rZyLhYubKchXF0tDEFW5ZFVxu3jdzDrVuBO+6wPnfB+vXAP/7BLqO+CA219/wcEsLhT9Wr+18mV9LS2AppxHIn61kcMoRD11q18t129GhOlmc1Rg0OQvAm17p1/peppMian22GLxNcfwCPCSGK5agmoiAAAwDcCuArP8h2TRAeHo4DBw4UvHZNJOV+zCNnzyJx796CuMeRI0di5MiRALiOrsa9992He3v14iRAFSsiJiYGP//8c7GP27RpU5HXntp16NABe/fuLXg9bdo0ffmMxhADvLg6c4Ytg1YWAs/OZmuE0UlAxi7dZ58ZT9S1Ywf3s6/MgKWJGSua60TaooX/ZLoajCgh/iA11VjsVsWK3MdWT1JHjvBztXw5L0y8ERrKCobVO8b5+XztmjV9tx03juOIrS61kJJibEEnq59DQoAPP7T2mmbRxhwjLoJhYVzqx2rWrWMvEl+hMRUqcF1nq8dDM5sFFy4Aa9ZwDLyVYRPbt/OzaCTuNjRUTj+/8YaxjXIAWLKE63dbadU1s/nn6l1gJESlNAkJMdbu0Uf9K4cnUlPtPW4fOsRJQefP953UslEjdnOWVdLTJni16AohntdTcp3HHEKI1UIIpeT6m1OnAKMxs2FhxgeS0iIoiCd6I9fVlGFf9S9LG4eDXaZ9xdcAxmq8+YMmTYDrrjPWduhQrqdrJWYWTLJ2jP/9b3O7wEJYX9bF6I4xIMd9S7ueEeWib1/eQLLajX78eL6PRjbXQkLY0mF1Pxu13ANyvEgcDuML97/+Au69F/j1V//K5E5qKm+KGuln13g0K3n4Yd9JnjR69uRQJCupWJFrixtZvMtyr05J4U0rI/18111sSbOam24CevUy1vZf/2KXeyspC/Pz558Dr75qrG1WFieGkjE/mxm3rb6HZ8+y15qR70qvXlwSy4iH2zWMqThbIupCROuIaBMRWZw142+KmfhXgAcHq7MaBwfz7qWRdP+yFN3cXOP3cPRoYzFXpUl+PjB9unFLsoyFsZlEEmFhfL+tjunbuZOzGhvh/ff5mbX6+/LTT8DEicbaynDTM7NgKgsJLsLC2FPCyn7Oz+d4NKMbGkuWAK+84l+Z3Pn2Wx679+/33VYITtDiqz61PzBaMigsjD13ZPSz0YXxDz9YX4+4aVNWuowkZJOlABl1CwaAu+9mRdJK8vOB777jDR8j2H1+rluXswpbnS/l++/ZU8gI773Hz67V8/NHHxnP6SBzfjY65ih8xui6F+R6BsAgsEvz6/4SSuGCtuNuVEk7edL4YFxa5ObyQtLIzptMi66da+impwPPPw/ouJDrIiNhVsuWKofSEQAAIABJREFUHHdoxKWtSRN2U7c6xsaMFS0khGW0eqKKjOQJ3Agy+tmMi3puLmc1XrnSvzK58+yzxl3PZcSLX7jAY7fRxXvXrsa9OUoLzfppxHIvSwGaO9f45t+NNwIvvmhtPHZ6url+njHD+hIwDodxq5is3ApmvFwcDq4jamWej/R0Lhf2zTfG2ssYt+vWBYYNY6ODLxo1Ag4etD55m5kNDVnxpYMGAZ07G2tr9/n5yhUuLfbJJ/6Vyeb4sujOI6JXiUgz1aUDGAxWdi/6VTIFYyb+VWtntRKZmspWASOTaUAA/xh1mSstypc37tL944+cdGXnTv/K5IoZK5rWzurFSNu2nHHZSFwkkRxrn5kFk4zFe0oKL94TE421f/NN6+MozTyLQUFs6bO6xuqGDYCR/AaAnH6uXJnHD18xzhq7d3MmTSsxE/9aqRKPoXZOatKtG5cGsTJhlhkrGiBnYTx1KnuuGFEMK1ViN8eKFf0vlytCGFPQAGDtWm7rkj/E75idn2VYdLt14zHEzpY+M4qujHH7wgX2ukhLM9b+00/5ebQSM6FF5crxPHn0qH9lsjm+YnTvBvA7gP8Q0UMAngZQHkAtAHf7XzxFmVB0HY5CBdYXRED79hzTayXh4cazFFeqxC63Vg6wZt1RZCyYkpPNFXB/4QVjyUVKE7vvGP/xB8eXGnUB7dAB6NjRvzK507Ur8NJLrNj4gkjOs2imn1u14qzBRjZoSovgYO43o/GYS5YAjz3mX5ncSU1lpdBoP8uIRxs+nJOuGEEItrwZydxbWpQFBSg1lfvYSPJHIiAujscoK/npJ2DVKmNtZW1QAvaen816MgwezOO8lZjNWwBY+305eJATPRkNf6pf3/qyXc2bs+XezvOzzfCpmQghvgNwO4BqAL4B8IcQYo4QwsbVsK8hKlUC2rUDqlQx1j4oiAc8K923cnPNuQXbPa5PhvuW2QXT6NEcY2dloobnnmMlyCg//MA/VhIRYSzpClA2+jkhAfjiC+PZuEuDm29mS7JRrFaAhDCn6LZoAcyaxc+GVfzxBytoRpMIhoZyLJrRsk6lgZl7CLDLfeXK/pPHHSGAr74C4uONtU9I4MRVX1mYHzM6mmslm3F1tLqfzSTXKQvIUIDMjtsvvsjZca3koYd4rWiUhARg3z7/yeOOEOzJZ2azAJCzoWG0n3fu5NwKVs7Pw4aZ8/5Riq7PGN2BRLQRwDoABwAMBXAXES0jIgtXDX9jiIDgYMyZOxetW7fGiBEjvLe3KAZ29erViIuLK7yWUYszwFbBpCT/CKZHXh67bxh1R5Fh6TO7Y9ymDddYtXLTwIxbMCDHevHzzxzrbIQ6dYAxY6xVgMxa7n/6iRcwZizpV8vp08BFE5EpVrvRZ2SwG6aZZ9HqJEW//MIWWqNll7T/5dw5/8nkzh13cO1So6xbZ62HRkYGb6KadXW08lmsUgXo3p0VbCPImFvMbmhMnMiZpK0iI4MzKa9fb6x9WbDo1qljbXkmgGU0khBUw+oNSiL2CpsyxVj7evW4ioKVGf3Nbmj8/jtvCls55pg1bsiqO20jfFl03wTQD8AQAO8IIdKFEM8CeAXAW/4WTgFeKCUl4YMPPsAPP/yAxYsXe29ftSrQvDkcfrb0XZWim5lpXOksDRwOXugatXJXrcr/j5WTwAMPcBIxoy7dKSns6mX1rraZBZPddxKrVOEMi926WXdNszvGMhbGAwawy6hRmjWzNi7y0iW2pBnNxisE9/VbFk5ZJXF1dD3PCoYP56RedsXsplC1ataP27t2AV9+aXzxee+9bO03Go9aGpi16B4/bm0ZqbNnORN1crKx9lo/W/ldGTCAvZPquudn9UBiIo83J0/6VawilJX52ejmfKVKwDPP8Ka+VZR0frbyWezShRNAGqVbN3OW/msQX4ruBQD3ALgXQIFJQQhxVAgxzNeHE1FfIjpCRPFEVKyeBhE9QUT7iWgPEW0hojYux/7Ped4RIvJRFdm+JCYmolWrVhg5ciSuu+46jBgxAhs2bEC3bt3QokUL7PCVxOXiRTzx1FM4duwY+vXrh5kzZyItLQ133303oqOj0aVLF+xzup9MnjwZD44ejW533IEHR45ESkoK7r33XnTq1AmdOnXCr87JKzMzE6NGjUJUVBSio6PxldPV68knn0THjh0RGRmJSZMmFYgwceJEtGnTBtHR0XjuueewdetWxMbG4vnnn0dMTAwSsrOB2rWN3xSr44jNxjkTcZ2+9u39J5M75ctzDLHRdP9HjgD33cc7ilZhJr4GsH7HeM8e7rPffjN+Tl6etZa+1FRO9GI0MZos64WZfp43D/jvf/0njztaIprBg4211+KUrN4UMtPPMjY0kpPNudx9/LG19cXNLjpl9POyZcDjjxtfvNesya70ZjaGr5b77zf+XQGsV4DMWtGIgHffBfr1859M7tSty8++kThngBXcl1+21n3Z7LhttcfVoUPA0KEcB2uUY8fYxdoqUlN5zLbz/Hz6tLlQwcmTeY7+G+NrtB0EYDiAXACm6oQQUSCA9wHcCuAkgJ1EFCuEiHNptkQIMc/ZfiCAGQD6OhXeYQAiAdQHsIGIrhNClDxV79NP80K4NImJ4dgvH8THx2PlypVYsGABOnXqhCVLlmDLli2IjY3FlClT8NRTT2HChAnFzgsJCcHWxYsx79VXsW7XLmzcuBGhoaEYP3482rdvj9WrV+Onn37CQw89hD3O/y0uLg5b/vMfVKxRA/c/8ggmTJiA7t274/jx47j99ttx6NAhvPHGG6hWrRr2O+snnj9/HgDw1ltvoWbNmsjLy0OfPn2wb98+NGjQAN988w0OHz4MIkJ6ejqqV6+OgQMHYsCAARhsZgLVCApiBSM/31gCq6slN7fwukaxOonS0qXA+fPGXQllDLBmd4wbNgSqVzdv8S8pSUn8HTfjzn399WyRNFo24mqZNMmcu6iseDSrE2z4G6s3XcxuCrVvz/FyzZr5TyZ3mjXjZ3H6dGPtz5zhjPRmczKUlLw8Lrlk1IoGyFHSzHxXLl7kUh99+hira1saPPecufZhYexJlpNjXLG7GkpSF/Tpp/0jiyd++ok3hYwq12Vhfo6K4thyq9Zhx44BK1aY8yK56y5OvmTV/PzEE8DtJuxqskIRrqWYewvwtfrMFkK8560BEVUWQmTqHOoMIF4IcczZbhmAuwAUKLpCCNdAsEoANP+fuwAsE0JcAfAnEcU7P2+bD3ltSdOmTREVFQUAiIyMRJ8+fUBEiIqKQmJiInr37l2gqBbj6NFiSsKWLVsKrLA333wzzp07h4vOmLqBAwagYlISEBCADRs2FLoXA7h48SIyMzOxYcMGLFu2rOD9Gs74ohUrVuDjjz+Gw+HA6dOnERcXhzZt2qBChQp49NFHMWDAAAwYMKCofPn5nOWyQgVzmaEBVoCsmEg1i66ZxZkQ7O5sVZmFxYt5p86oEmS1AiQEMHMmT45Gef554/GypYFZywDAKfqtjukzmlgOsH7BdPkyJ8oxM5GuXw+8/TYvYsx4dpSUb74Bpk3j30aVIKsVILPx7JUqmftuXS1aP5t1dQT4Plrhenvjjcazk2s884z15YXM3MPcXFY8Z8+2RtHNy+MN1Jo1jSszrvHiVvRzScbtM2c40VvLlv6RyZ1//5uvaVbRtWpuycvjtUPv3sbPGT2af6zCrIeG1tbKcbt5c/4xitX9XJJxe/lyYMIErkduZtPwGsKXZvItEe0B8C2A3UKISwBARM0A9AbH7n4CQC8vfAMAJ1xenwRwg3sjIhoL4BkA5QDc7HLudrdziwUvEtEYAGMAoLGv0jEGLK/+orxLGvCAgICC1wEBAXA4HNi4caNni+6nn5qyhlXSsmI6HMjPz8f27dtRwUCCgj///BPTp0/Hzp07UaNGDYwcORLZ2dkICgrCjh078OOPP2LVqlWYO3cufvrpp8ITc3OBw4eBJk2ML46DgwuzQ1tBUFBh3K1RHniAa1sePuw/uVwxu2CqUYMXLlZNAkScuMnOlHQitTLz5Acf8GRzzz3G2teowTVqrUqYVZJ7ePEisHkzLwStUHQTEoDt2427lwHW9/PCheZd4ufN44W7mcVqSTEbQwxYr+iWhFGjrL2eWetK9erWjttJSTw3z58PPPqosXMiIoCbbjJWd7c0CAjgsB0z93H8eGD/futcg81aS62enwMDjXtmyKIkGxphYdaO2999x3PYDcVUFX1q1eINF6s210oyPwcEsBElJeVvq+j6qqPbB8CPAB4HcJCILhDROQBfAqgL4GEhhMHiZx6v8b4QIgLAiwBeNnnux0KIjkKIjmFl2JSvWXTdf7Zu3co7dW4K2k033VSQlGrTpk0IDQ1FVe2LRlQQA3vbbbfhvfcKDfKa1fjWW2/F+++/X/D++fPncfHiRVSqVAnVqlXDmTNnsNZZBDszMxMXLlxA//79MXPmTOx1FmmvUqUKMjIySmYtrVGDd7PNZAi8GqpXZxc4o/Gv2jl2djsKCOBB1ioZL1zgHUEzNSoPHwb69jVek+5qSU3l59CMxdRql9Z//xv4+mvj7QMCgE6drKsBW7UqW5tuvNH4OVZ7F6SmsieImX4ePtza2qC1awNNm5o755VX2CpuBSVddALW9fPs2Tx+mOHCBes2JwHzG5SBgfxdtuoelmRD47bbOHt9kyb+kcmdBx/kRIxmx20rPXHs3s85OZzk00wS0t27OXzhl1/8J5crKSnmx22rLbpPPQW859WJtShEnBzNquoX5coBY8dyMkajyAh/shlG6uiuEUKMEEKECyGqCSFqCSFuFEK8JYTwliYvCYBrfvWGzvc8sQzA3SU899olMrJYdtHJkydj9+7diI6OxsSJE/HZZ58VPcep6M6ZMwe7du1CdHQ02rRpg3nOgPSXX34Z58+fR9u2bdGuXTts3LgR7dq1Q/v27dGqVSvcf//96ObMRJuRkYEBAwYgOjoa3bt3x4wZMwAAw4YNw7vvvov2Xbsi4eRJa5NrWEFoKGeGzit5WLgpSlLrcM0a4F//8o887mzfzmn+zSS/ystjt9Zjx/wnlyuNGgH9+5ubdKzu55LEv379NbB6tX/kcadGDeCf/wRatzZ+jtXu1do9NNPPgwbxAsEqpkwBtmwxd46Vmy4liYusX583Xawa6/ftY6udGWbM4CytViU73LjReLkUDRn9fK3F3MsYt83Oz4cOWZfr46efWIHcZiK6r3x54M8/2dpnBcHBXOPezLgdFmb/fp4xgz21rKBePWDuXB6HjSIjXtxm+HPG2gmgBRE1BSupw+CW0IqIWgghjjpf3gFA+zsWwBIimgFORtUCgI/0xPYkPDwcBw4cKHi9aNEij8d0IQKIkJiYWPBWzZo1sVpn4Tt58mT+4/BhwOFAaGgoli9fXqxd5cqViyvHbrK5opcZulu3bhz/e+4cD5ZmFj95eXxOrVrG6w9eDceO8TVbtDB+TlgY746mpfk/8D8nh2sJmliMnD9/HvlNm6J69eowYacuOSYXxvn5+TiVk4MQADWtGmDHjjWlzFy6dAnp0dGo/tJLqORwmLP4l4QrV9jN18TzlJKSgvxp01CrfHkE3X237xOulrNnua+vu87Qdzo/Px9Jzn6uZeXi3cQ9vHTpEtKTk1E9KwuVrrvO/3kBrlwBXnqJ6yt2727olJSUFORXrYpaZ8/6dVIuoHlz4J13jMej5edzvoK1a3nctgKzm0KXLvFiWgiOS7XCy8us1TMlhb0mrKqLbdbVMT+fs+Leey9voo4c6TfRCnjuOY47dPEy88qlSzw2WTU/X7lien5GSgrfS6ssfWY3NPLzCzOuWzVuv/km/xjl0iUePxcuZHmtmJ9L0s8rVvCmgZkkkyXlyhX28jLqQZmfXxiC8DdWdP2Wak0I4QAwDsB6AIcArBBCHCSi150ZlgFgHBEddMYBPwPgYee5BwGsACeuWgdg7FVlXC6rOBxcjy1TL9eXFxo35h8rMFu6B+DBPz2dJzcryMkxHA98/vx5dO/eHbVfegltAeyxwq2nXDmW0WB2zPnz5yM0NBShoaGIatwYqVYMYCYWTA6HA3fccQcaXX89agF4fMECCD/XdTZLfHw8mjRpgoaDB6PWu+/iOyvK45w7x78NTqTz5s1DnTp1UPe339Bm+3akWOF6tGQJe5FkZPhs6nA40L9/fzTu0AGhAMasWGFNPzdvbrj2cUE/N2+OWlFR+O6TT/wsHEwvOqX0c0QE8MILxmKqHQ72lGjcmP+nMWPMuUiWFDNeLvHxrHS+8gq/XrnSf3JppKdzUjSjrtLz5gF16nD5s1OnrHElNPMsav0cHc1JMOfOtaaft20znnTs6FHu51df5derripyzhhBQUBcnPEYZ62f69blHyv72cj3Revnjh359aefWtPPZtD6+bbbuHzX+vX+v6bZzQLX7/P27db084cf8nrRWSnFK1o/d+jAr2Nj7dfPViGEuCZ+OnToINyJi4sr9l6Z4tIlIXbuFCItTbYknsnKEuLcOSHy8w2fkp+fLxz/+58Qf/3lR8Fc2LdPiPh4j4e15yQvL0/ceeedIigoSDx2332ifuXKonGDBuLMmTPWyGmAHTt2iHLlyolevXqJaTfcIMoDonfv3iInJ8e/F37pJSECA4XIy/PZdOLEiQKAePHFF8XocuUEADFr1iz/yieEEF27CvHMMz6bZWZmiqioKFGzZk3x/pw5on3btqJKlSr+Hy/27hUCEGLVKp9Nt27dKoKDg0WfPn3EjC5dRAVA9OjRw779PHq0ACBmzpzpX/lMUKSfx48X7QFRJSTE//28Zw/381df+WwqrZ9P/D975x0eRdX98e+kEEIIIZIAQgJIxygBpClIExFQFJQAQhSQooi9CyoqVpo/gdcCKhaaKFhQmrRgQguE3ntPAoH0nj2/P85OMrs75c7ubIi+7/d59oGduTu5O5+de++559xzzxGdPClW9rXX+Pu8+irRjTfy/8uDc5MmRIMHG5fLzia69VaiG24gevpprl+VKkTlxVngeabNm4n8/YnuuotoxgyiypWJunQh8jbnrVuJ3nlH6Hl24FypUsXkfMstzPndd4nq1yeqWtX7nM1IybljR76H5cF5wgThdvu6cX74YaJp04zLKTnPmEHUuHH5cN61S7jd/sdxHjWK/18e47ByEoAdJGgfihUCfhA5dj1f/0pDNyODDd3MTHOfy80lSkkxZXyWl86dO0c7duygxMREOrFnD9nKo44GRrX8O5k+fToBoJkzZxIR0c6dOykwMJC6devm3Xru3Uv05JNEp0/rFisoKKD69etTgwYN6MqVK0QTJ9J3kkQA6K233vJe/YiIxo4lqlnTsFhcXBwBoLFjxxIRUUnPnjSgWTPy9fWlnTt3ereOoaFE48cbFnv66adJkiRavXo10a5ddBagmiEh1KJFCyouLvZe/Ww27sTz83WL5efnU2RkJDVs2JCuXr1KNGECzbdzfuONN7xXPyKixx8X4rxx40ZHziUlNGDAAPLx8fE+Z0E99dRTZZx37y4/zmvXctcaF6dbLD8/nyIiIso4X7lC87/4onw4Cz7PtHEjfxc7Z2rcmKhuXSIfHyJvc37gAaIPPjAu99RTRJJEZOdMAFFICFGLFkTe5PzXX0KcKT+fKCKCqGFDnrTeuJGoTx/+rLc5i8qZc6NG5cdZsN2m8ePLOBMRnT3Lv2Fvcz52jA0EowlvZ84TJnB9y4Oz6PO8YYMj59GjiaKjy4/zU08Zl1Nylo3P8niec3N5rGjkWLrenGvVMi7nzLmkhKh/fzaSK0j/7Km8YegmOb33BXBQ9I+Ux+tfaeimpbGhm5tr7nPJyfy5oiLv1EuprCwevAvo2rVrlJiYSMeOHaPTu3dTYmIinTlzxrtGZEkJ34sLFzSLHDx4kIqKiqh27dp09913c31sNqIrV2j21KkEgNauXeu9Oi5axI/igQO6xX766ScCQH/88Qcf+OQTIoAG3n8/VatWjTIyMrxXxx07iJYtMyw2cOBAqlGjBuXl5ZUeS09Pp5CQEIqJifFe/YqK+B6+/bZusczMTAoKCqIRI0bwgfPniQD6acwYAkBLlizxXh0F9eOPPxIAWrFiBR+YMYMIoEH9+1O1atUoPT3de3/8wQeJbr7ZsJgL58cfp/SHHy4fzvXqEX3xhW6xjIwMqlKlyvXhvHgx/xYN+h8XznYNGjSofDhHRRmXGziQqEYNjtwh4qiJbt144OlNzqLKyGDv7ciR/D49nX8bs2czA29yFmy36ccfuZzT80z9+xNVq8Z19pZOnzY20IjUOXft6n3OhYVC7bYL56Ii9qp99tn/OBMR/f47/z0jPfSQI2cirle1at7lLNg/u3C2t9s0diz/+9NP3qujqJw5f/IJUVAQ0YAB3ucs2m47c77nHqLu3b3PuRxlxtDVXaMrSdLrkiRlAWgpSVKm/ZUFIBW8t+7/5E25s/5VWb48Mk+eP88vAxUVFeH06dMIDAxEw4YNUS8kBDUDApCamoqMjAzv1Y+Ik6cY7Lm5YsUKJCcnY/z48ZAkiRf9h4VhVHY2atWqhSlTpnivjoLra+bOnYvIyEj0lrfcsK8lefXRR5GZmYk5c+Z4r4633caZa3WUmpqK3377DcOHD3fYuzkkJATjxo3D0qVLcfz4ce/UT3D96+LFi5GTk4PHH3/cofyAyEg0adIEH3/8sTyZZ73WrgVefNFwbfrcuXNRv3593HPPPXxgxAjg/Hm8OnEiMjMz8eWXX3qnfoBQoidVzpcuIeTgwfLhfPasYdu2ePFi5ObmXh/OMTF8Hw2S37lwPnQImDABr44a5X3OItulpKYCv/0GDB9ethVceDivDxs3Dli6lNfGXk8tXsxbnsmcQ0L4/088wff/44+9ty5NdOueuXN5vaHMWS4/fDgnp/Mm50ceAQYN0i+jxvmuu4COHb3POTcXuP1246RozpxLSngLNPk58yZn0fWvWpwffZQ5e7N/7tcPeP55/TIpKa6cAX5mvM1Z7p+N7qEzZ7mNiojwPucdO/hZLCrSL+fM+ZlnOI/OG294n7NIgj41zpUqceK2itJul7dErGEAH4paztfr9a/06F66xGEGZj2e6ensxczK8k69lNq3T3f9q6wLFy5QYmIi5Sq80zabjfbu3UsHDx4snxBmDR08eJD69etHN954IxUpveBVqxI99xx9+OGHBICSkpK8U4FJkzj0RccDf+rUKZIkiSZNmlR2cOVKnllMSKAePXpQnTp1KN8gLNZtrV9PdPiwbpGpdu+3w3M3ZQpRjx506dIlqlSpEo0bN8479du/n+/F4sW6xdq1a0dRUVGOv7fgYKJnn6Uvv/ySAND69eu9U8e33jLkfOLECQJA77zzjur5nj170o033ug9zmvWlIUGamjKlCmunB97jKhOnYrNefZsosRE73MWkCrnVatKn2evc27Rgmf99TRliqtn+rHHOKT14kVe3+ctzocP89rNv/7SL9euHa/nU3Les4foyBGiL7/k+nv7edYLpzxxguug5Kxot6lnT173XNE4y/I2Z1G1bevKOTiY6Lnnyo+zXoScFmdfX6Jt25hznTre43zqFHtD9aTG+YUXOEzd25zldvvHH/XLVQTOZp9npbzNec4connz9MuocR45snza7XIUrA5d5muiLoA7AHSRX6KfLY/XP8HQnTRpEk2dOlW3zC+//EIHjEJkjJSdTZSYSPfcdReFhITQvffe63D65MmT1L59e2rUqBENGjSICgoKVC8TFBRk+Kfyt22juzp1oujoaFqsMfiUDdrDKobSL7/8Qp07dzYM0+vatSslJibqlvnkk08oJyfH+Y8bThTs3buXfHx86PXXX3c8cdNNRMOG0bVr1yg4OJiGDx+uex23NX48J17Q0ZtvvkmSJNEZ5Vrj7GxueAsKaOXKlQSAFi1a5J06hocTPfGE5mmbzUbNmjWjTp06OZ545RVuWG02Gj16NAUGBnonxPrYMU5oojMZsWfPHvXEWHbOeXl5VLNmTRowYID19SPiddgGnCdOnEg+Pj507ty5soOXL3PylT17aPXq1QSAFi5c6J06Gshms1HTpk1dOcuJTbzNWV5LuG6dZhFNznbl5eVReHi49zgvXEj0/vu6RVQ579jB3+2337zPOTyc12NryWYjatqUyJnz558TDRrE/x81iigw0HiA7Y4EOJcmd/v0U8fj9ueZ8vL4e3qLc0EBDxz1NHEir39Uck5MLOVMq1fz/73JWafd1uSslDc5i0hed329OAu026qci4vLxh7e5hwW5h7nV14hCgjg897kvGcPUevWPLmjJT3OsbHlw7lGDf0yapzPnuXf4ZYt3udsJD3O9v75uj/PFsmMoSu0vZAkSR8BSADwBoCX7S+xvVD+J1P69ddfeX9aT2QPXX553Dj88MMPLqdfffVVPP/88zh+/DhCQ0Px9ddfu/d3iLDrwAFAkrB7924MHjxYtVh2djYKCgpQQ7n/4rVrwKFDqFa1KiRJwiULNi3/v//7P+Tm5joeTE8HkpJ0w0Vzc3Nhs9kwcuRIxxNhYcCVK6hevToGDx6Mn3/+GTk5OR7X00WFhbwRuI6WLl2K7t27o55y26igIKBhQ6BSJfTq1QsRERGqvD2WzcahRzohMwcPHsSRI0fw6KOPOp4IDy/dJ3jUqFHIy8vDsmXLrK9j48Yc9tS6tWaRZcuWwcfHB8OGDXM8MWkSEBuLypUrIzY2Fn/88QeuXr1qfR0FwoKXLVuGHj16ICIiouxgTg5vp5GYiJ49eyIyMtJ7nNeu5a1PNHTw4EEcPXrUlXNYGHPOzvYuZ4FtrpYuXarO+dQpYP9+73P+9VdAZZ9ypVQ5y9/pyhXvcgaATz/lkEotHTwIHD3qWuaJJwB5b/bRo7ld9SZnvedl6VLeU9KZs73dRuXKQGws8McfHLZntSpVMmy3sWyU0V+kAAAgAElEQVQZ0KMHh17Kkr/TtWtAz55AZCRwndptTc5z5wLVq3Mopjc5r1jB2xmdPKldZtmy68tZZJsrNc6+vmX76Mqc58+3vn4lJfy93eEcHs7LtLKzefskb3Fu2ZLHYXfcoV1Gi/M33wCvvup9ziJhwWqcS0qABQv4HnuTs83Gy3by87XLHDigzlnRP3uVcwWV6D66AwA0I6K+RNTP/rrf8FP/MC1YADRowM9agwb83lO9//77aNq0KTp37owjir3i5s6di3bt2iE6OhoPPfQQcnNzsXnzZvz+++94+eWX0apVK5yIj8fcqVNdyhmqUiUgKgp39e+P4OBgh1NEhPXr12PgwIEAgOHDh+PXX3/VvNTEiRMRHR2Njh07IiUlxeFc6qVLiH3rLSTu2cP1PXECDRo0KN3XdceOHejWrRvS0tJQUFCAl19+Ge3bt0fr1q3x2x9/ADk58LHZEBAQgOzsbOQpjNG8vDwMGTIELVq0wIABAxzOjRs3Dm3btkVUVBQmTZoEAJg5cyYuXryI7t27o3v37mXlundHVEwMJr3/vuZ3zM/PR9OmTdHEeU1deHjpgOuRRx5BTk4OfvvNC0vT58wB9u3TPH3u3DkcPHgQffv2dTxhs/E+jhs2lA7sV69ejdTUVGvrd+0a/y2dTmDVqlUAgD59+jieUAzeO3TogEaNGnln8E7G63ZWrVqF9u3bI8z5ewwfDtjXPcfGxqKoqAg/eWMfToN1kWfPnsWhQ4dcOcuDrCtXSjmvWbPG5Xn0WNeuAXffrbsHqSbn5s35Hubne5dzWBjwwAO6BoYm5/Hjeb0zyoGzzsD4zJkz6pzl+l6+7F3OAPDww/qDTjtnOHNWqkMH3o/XG5xF9rRctYrroJxABfjey5+PjeU1d97gPHu2/oTGmTO87tqZc2QkGxfDh5cN7Nes4bV1Vkput/WMNC3O/v5ARgbfR29yPnOG+77AQP06anGWJ0S8yfnrr4F167TPa3EuLuZJAqUBt3q19ZzT093nrOif0bEjc/aGkSYiLc7dugG33ML/9yZno7wFWpzl+375snc5X7vGa4P11vRrcW7fntcS22zXn/N1kKihexKAvzcrcr21YAEwdiz/lon437FjPTN2d+7cicWLF2P37t1YsWIFEhMTS889+OCDSExMxJ49e9CiRQt8/fXXuOOOO3D//fdj6tSp2L17NxqFhuLBbt1cynF9F6BVq1Yur4EDB/IsYmAgzyg6KS0tDdWrV4ef3esbERGBCxcuqNY/JycHHTt2xJ49e9ClSxfMnTvX4XzN2rXx1Zdf4s7Onbm+jRqpXufatWtYsGAB7rrrLmzfvh0bNmzAy++8g5y8PKCkBJUqVYIkSUiTExYA+Pzzz1GlShUcOnQI77zzDnbu3Fl67v3338eOHTuwd+9exMXFYe/evXjmmWdQp04dbNiwARs2bCgrt2IF9i5ahLj4eOzdu9elbjabDfn5+WUJnpQaMwZ47jkAQOfOnVGvXj3veVjkmV8VrbZvlu5SRx8f4O23gT//BMCD95KSEvwoe1ysksCgc/Xq1YiKikJkZKTjCUUnIEkSYmNjsWHDBpwXSGBmSu+/zx4IjUQSaWlpSExMVOecmgrs3g0AaNWqFW6++WbM90YnkJ+vOxjR5FylCj/Pdg5e56xTx1WrVqlzvu8+YOVKIDzcu5y7dWOPqUYdr1y5os1ZMTBu3bq19zgbeAY0OQcFMWe7t8JrnDMzgb//ZkNGS6tWAVFRbJQpFRcH1KoFJCZymxUbC2zYIJSQ0JRkA8Z50CvryhWugxrnsLCyz7duDdx8s3cGdXPm8G9RS3bOLnX08eHJaFmxsewVsppzQADw1VecWEpLWpyVBpA3Octtjjuc33yTIxMA5tyihXc4BwcDdetqn9fi7OcHLFwIbNnC773FWSDKxZDz5ctlnNevBzTGhG7rP/9hI7akRP28Hud9+8q8j97kbBRxpcW5ShX2Nisn17zJ2WhCQ41z1678rISEeJdzBZWooZsLYLckSV9KkjRTfnmzYuWtiRM52ZtSubl83F39/fffGDBgAKpUqYJq1arh/vvLnOD79+/HnXfeiVtvvRULFizAgQMHXC9QXIz9J06olhs2bBh2797t8vr555/5s1eu8AyQB6pUqRLuu+8+AMBtt92G06dPOxbw8eGH3Ef7Z1RSUoKSkhJs2bIFH330EVq1aoVu3bohv6AAZ5OTgZISSJKEatWqIS0tTV4Pjk2bNiE2NhYA0LJlS7Rs2bL0mkuWLEGbNm3QunVrHDhwQDPUe8mSJWjTqxdax8ZqlsvOzgYRlWU+Vap/f85aCcDHxwexsbFYs2YNkpOTNb+vWxo5Evj+e83Tq1atQkREBG6++WbXk3L4FoBbbrkFrVq1st4YNzCAcnJyEBcXp34PIyO5kbVPrMTGxoKIsHDhQmvrKHcC/urzcWvXroXNZlOv45QpQKdOAABJkvDII48gPj4ep06dsraOmzdzuKWGVq1ahcjISDRv3tz1pGLwHhUVhdatW3uPs8aAKScnB5s2bVK/h07yGmcDrV27Vvt5VjwrXuVs4NFdvXq1NufLl4GPPgLgRc579wJdugDbtqmfz8kBNm0qyyqqVOXKPDEkR43ExvLMsNWcGzTg9ldpECq1di3/XQPOkCRuw+PjOXTdShmFOq5eze2fGudJk4DPP+f/R0XxAN5qzlWrcphiVJT6eT3OiigSAN7jfOUKD77d4dyxI9C5M//fm5zffbfMyFGTHmflb9FbnI0movU4N2nCHp2QEH7vLc5HjvBLxfkCQJ/zt9+WjsO8ynndOuCzz7TPa3GWJMfoguvJ+e+/1e8hwBPtBQX8f29xrqASNXR/BzAZwGYAOxWvf43OnjV33FONGDECs2fPxr59+zBp0iTkO8fdEwHFxRjxyiuq5XQ9ugAPROQHQ6EaNWogPT0dxfbtOc6fP4+6deuipKSk9BpvvfUWAMDf35+32gHg6+tb+plS5eezV0ARNurn5webzWY/nV/6GUmSsHTp0lKD/OyxY2hx002lM3xhYWEoKipCZmam7n07deoUpk2bhnXr1mHv3r249957Xe+dstwPP2DvsmWa5eStjbp27er6xzIzeTbR/h1iY2Nhs9mwZMkS3TqaEhGHDRw6pHq6uLgYa9euxT333FPKwkHKMD3wBEhiYiJO6q15MquoKA6tu+021dNxcXEoLCxU96K1bAls3Fj62caNG6NDhw5YvHixdfUDDAedq1atQmhoKNq1a+d6MiyMZ7XsM11Dhw4FAOs9aYDmpFBRURHWrl2L3r17q3NWDpjAnHfs2IETJ05YVzeDGWNdzufPc1jVokUAvMh5+HAe4GpIl3N4uPc5E/E6KI3foiHnoCCH6A6vcDYaMMXF8XouLW+p8hqNG7OnxmrOjzwC/PKL9vlVq4AbbgDatnU9N3w410ful+ycLfWwEOm3OUVFPHjv3Vs9WuePP0ojcQBwuOOOHYCVnFNS2EsmD26dVRE4G00W6HE+cwb4+Wf+DoD3OE+ezPdKTUacldEFgHc4N2jAYfRyeK+z9Dg3a8ahsM2a8fuKyNmpf/YKZ4D7B60lMUacGzd2nKzxBmejiKuNG7U5nzzJ0UIyV29xrqASMnSJ6DsASwBsJaLv5Jd3q1a+Uub4ETkuoi5duuDXX39FXl4esrKysHz58tJzWVlZuPHGG1FUVIQFivjo4OBgZGVlsQFIhKzsbNVyhh5dPz/VvSYlSUL37t1Ly3333Xd44IEH4OvrW3qNd999V+wLZmUByckOhm6DBg1Kw4yXLl2KkpISVK1aFb1798asWbNKPba79u/nQZ194B8SEgI/P7/S8OUuXbqUeoP2799fGnacmZmJoKAghISEICUlBStXrnS9d8pydesihcihnFKZmZmoXLkygoKCXE/+9BMbavbkPC1atMCtt95q7bq+zExuRDU6gW3btiEjI0PduABcDKCYmBh71S2sY/XqvHZTI7xs1apVCAwMxJ133il0uUGDBmHXrl3W7rWq05ESEVavXo1evXrBV21G2WlQV69ePXTs2NHae5iVBQwZwuFCKtq6dSsyMzO1OcfF8d54dskTWpbW0cAA0uUcHMyzgopEVl7hrJO0rkJwliR+pidPVj1tyHnuXOCdd0rfeoWzUQjcqlU8KFLj7OzpA3if1l27ym9vRiL2rvTqpe4hatmS9xWVB6T16vHkiDfaba17uHUrlxFstyFPUFtZx+XLeW2eVs4GPc61anFCG+UAyBucW7TQ9kAZcf7rL96zWl4LWb8+D96t5lxcrG2kGXF2moj2CueICM4/UKeO+nk9zgCv21ROhgwaxImjrDbStJ4VI87ObY43OOfkcJTFrl3q5404r1/vuH+uNzgbhajrcZbHbs7tttWcK6hEsy73A7AbwCr7+1aSJP3uzYqVt95/n6NwlapShY+7qzZt2mDw4MGIjo5Gnz59HLwMkydPRocOHdCpUyeHELYhQ4Zg6tSpaN22LU6kpmLyhAmq5Qzl54c7hw1DTEwM1q1bh4iIiNK1YR9//DFmzJiBxo0bIy0tDaNGjXLvC8qGtGKGa9KkSXj22WfRtm1bSJKEkpISBAcH480330RRURFatmyJqKgovPn229zJ2ZNl+fj4IDQ0FOnp6SgpKcG4ceOQnZ2NFi1a4K233sJtdo9gdHQ0WrdujebNm2Po0KHoZA85BYCxY8eid+/e6N69e1m5zp0x9PnnHcrJKioqQl5eHiorN09XynlWGzx4T0hI0FzXbFoGxsWGDRsgSRLu0lpnpQyZAVC/fn20b9/eWq/zrl0ccquR8GnDhg248847te9jy5bAe++VvvXa4F3jHh45cgSXLl1Cz5491T+rMniPiYlBUlKSdUZaairPQGuscZM59+jRQ/3zwcEOg4D69eujQ4cO1nLu3Rv4/Xce5GrUUZNztWocNq74LXrNGNcYMB0+fBjJycnanO+6iwceoaGlhyznDHB7aA/Vd5Yh540bHZYxeIWzkUd3wwYeLKlxDg524eyVQd2ddwKPPaZ+7vBhnmDV4nz1KntLlYO6mBge1FnFOS2NOevdQ0niDK1qcvb0yYN3KzkbrXPW41y1Kifa6tat7Jg3OL/xBq/fVJMRZ+X6UllWczYyLow4R0Y6LqfxBuezZznyTCshox5nInY4vP122TFvGWla91CUszef50uXOERdKymoEWdneYNzhw7AtGlAzZraddTiLPfP3p50qagS2YMIHKYcAmCX4th+0T2MyuNlxT668+cT1a/Pe0bXr8/v/7E6c4Zo507v/o2zZ3X/xtWrVykxMZEyMzOFLpeZmUmJiYmUlpZmVQ15k3eNfXTl+u3atUv9s/HxvCfaqlWlhw4fPkwA6FPnvd7c1ZYt/Df+/FP19D333EO33HKL9ufT04lycx0OTZs2jQDQ8ePHranjCy8QVamieurq1askSRJNnjxZ+/N16vDebQp17NiRWrVqZU39iIgmT+bN1FX01VdfEQDVfZyJSJXzmTNnCAB98MEH1tTPgHOvXr2oZcuW2p//80+ip592ODR9+nQCQMeOHbOmjjq6evUqAdDnfOON3uccGUk0YoTqqTlz5uhzVpHlnA8d4vodOqR6+u6779bn/OyzRMHBDocs5/zCC0Rae6Rfvcq/Uz3OY8e6do4dO/I+mVYpIkKTM82Zw3U8ckT9vPw8r15dduzMGT5mFWci3ie1sFD93N13ExlxrlbN8dj06VxHKzlrtNtCnG021+9nNWc9GXH++29XzqdPW8vZoN025Kwmb3D25HlWabct5zxihHYdRJ9nRf/sNc4rVqifN+I8bx5R376Ox6zmrKe0NDHOo0c7HivP59liwep9dAEUEZFzikabp0Z2RdOwYcDp0xzJcfq063Ze/yj5+fEXsXkRU3GxpucC4LBgHx8f9bBggEMmFAmuqlatCn9/f+v2tiQC9uzR9KJlZ2dDkiRU0kqEoeLpa9asGVq2bGmdh6WwkGd9VbxochKvznLCDTWFhLhszWC5J03Hi7ZlyxYQkarHvFTOYXpgz/ju3btx7Ngxa+r4xhucJVtF8fHxCAsLQ9OmTdU/27w5J4649dbSQ/Xq1cPtt99u7T0EVO+jzFn3HiYlAbNmOYSYWc45Pp5nhVW0xZ45VLeOzmF6sJgzkW6ip4SEBH3OBQW8zkrR5lgevnz8OCdPsS+hUKqkpARbt241flaysrzLedQo7bVZcoZYvTp++aVr52hlWKvR+teEBP4NOG8HJ0vNA+SN8GVfX/XkdyUlHOqodw9r12bPizJLvNUeFr2kaCKc27dnz5lSVnOOiOBkgGoy4qzc1kVW/frWcpZ3glC7jyKc1WQ1Z71nRYSzSv+MmBhrw9TnzeM+Wk1GnKOjOXGecjs0qznrRbmIcD5/nveElteLA9ZzPn7coe9ykAhnp+g/ANZzrqASNXQPSJI0FICvJElNJEmaBU5M9T95S+npnKVOY7sUQ9WqBbRqpbttjccyMHSzsrIQHBwMH62szMXFDptfS5KE0NBQZGRkoEQrDb0Z2WzcmWpk4s3OzkZQUJB6UhhAfcAEi8OXu3Th0COVRE/79+9HZmamsQH07LNlHTK8EO6oE3aUkJAAPz8/tG/fXvvzzmF6sHjwbrPxGhsNxcfHo1OnTtqca9TgLIROa5xiYmKsW2Oq05Hu27cPWVlZ+hMa8ucUnGUjzTLOH3wAvPyy6ikhzvff75IoylLOJSUczqpxnxISEvQ55+TwWnOnvbAtXUusE+ooxFkeUHuT880383ZQaoqP5zZdjzPguk2IlYO6nBz9rbgSEnhAp8VZzQACrDXSNmwAnniC+2ln7dvHkxV6nF97jdeWKvsm2Ri3irOeASTCuVo1VwPISs65ufrbmxhx1uifLR2833sv17N1a9dzIpzXr+c9TZXrpK3mrDehIcJZzQAqz7BWI85Vq3L97cvcSmUlZ728BSKc9SbXrOL8zDOuE0+yEhKMOT/5JLeBSv2XhC+LGrpPA4gCUABgIYAMAM96q1JWirTWLVR05efzw6WzdY+ufH35h+9NQ7d+faBhQ9VTxcXFyM/PR9WqVbU/r5Iw64YbbgARIV1tAGFW8rVVjPGSkhLk5uZqe5sBTsI0Zw4PjhWSEz6VJv7ykhISEgBAf2B88iQwc6bLgMHSwbuORzc+Ph6tW7fWv48qnr7IyEjrPKZnz3JnOG+ey6mUlBQcP35cf7IA4K1/nDJfW26Mh4erDjzj4+MBCHhLAZcBiaUeU52BsRDnyZN5AK+QpZz9/Hg9n2KbNllCnKtX53bRm5MuOhMaQpzDwnhA57THraWc16wp3TfaRQkJPKjX4zxypOuWNZGRwO23WzOo0/OupKTwwNaIs4+Pd420HTvYs6020WvnbNrTB/BAdPduwArOb74JfPyx+jkRzioTlJZy1lv/KsI5NJST9A0Z4njc6sF7YKD7nK9d4yRBzlsSWsnZKPpBhLPzs2JlBMTZs7wPsdqe0yKcAV4v/vffjses5KzX5ohwVkvSB1jLWW+dc3y8MefHHy/LWC3LG5EuFVCiVtS9RDSRiNrZX28AcB1tVDBVrlzZYW/Wf5SKi9lIddfQLSzkcIq8PGvrpVSlSuoL38F7bgLQHxj7+7t4rIOCglCpUiVrwpd1DN2cnBwQEWw2m3YSJR8fDod12r+2adOmiI6OtsbDMns2MGCA6qn4+HjUqVMH9evX1/68hgFk6eBdo4EtLCzE9u3b9Q1xgL3WKkkcYmJirBm8y52LStIVockCgPfs/PRTh0OykWYJ58ce41l951lpex0jIiJQTy/Fu4b3wnLOKhMawpwB1YQolnEuLlbNJA8Icvbx4d+IxqSLJZyvXAECAnjiRaWOhpwffJCze7Zo4XDYUs5PPAFMn+56vLAQ2L5d33MB8GDK2QAC2NtgxaDO35+NabXtUuycdQedMmdvGmkyZ7X+LSGBQ3L1OB89yu3+TqddGq0cvN9+Oydgc5YoZzUDCLCOs55xIcq5SxfXZT9WetIWLwZeeUX9nAhntYRZgLWctQwgUc4DB6ov+7EqAiI1lbPxq2VUljkb1fHll133fLWS80svcRI7d59nregCq41xNYdDQQFvI2Z0D3Nz1UOfyztr/nWQdtypo14H4ExK7ZiDJEnqDeBTAL4AviKij5zOvwBgNIBiAJcBPEZEZ+znSgDIKdDOEpFpwzoiIgLnz5/HZbVOuaIrLY2N1MOH3ft8URE3LmFh+rM8nigzkzv7gACXU+np6cjIyEBgYKB26HJ6OnsuDh508DxnZ2fj4sWLKCws1P6siPLyuHHw83OpY0ZGBq5evYpq1arhpptu0r7GgQPcYTiFLg0aNAgTJ07EuXPnEBkZ6X4dk5K4kVKRYSgmoNnAKtcevv766+7XDwBWrlQN/05KSkJ+fr6xt/TJJ1UPDxw4EC+88AJ++uknTJgwwf366YQdJSQkICAgAG3atNG/hlr4Fpjz888/j2PHjqGJ1hoiD2UYWi3Xr1Ill7WfSo+pR/cQ0PQMCHOeOpXXYeXkOEwuWcZ57VoOA9y6lTNQKhQfHy/GWWPwHhMTgxdeeMEazjfdpBpJI8RZ45ylnLVCHZOSOJLIiHNYGA8KnZeuDBwIvPACD+o8qWPdusA336ifi4/nyVUjzsuWqe+JGRPDdTx2THtNoIhk40KNV3y8figmwP3zr7+yN1K5bEU2xj29hwBvLxQV5Rp1Jco5PNy7nPXCRUU5r1jBk2v33ut4fNAgazivWcMvtXXEIpy1DCArOc+erZ5ZW5SzVjiskrMnYwg9z70oZ43+2TLOkuSQjd+ljkacb7yRJ+acy1jJWctzL8r544856qqwUPt59nSsWFGll6kKQB8AswCkAJipeH0LYLvBZ30BnADQEEAlAHsA3OxUpjuAKvb/jwPwo+JctmhGLdLIuvyPVr9+RNHR7n8+JYWzsM2aZV2dlMrL4+u/957q6e7du1ObNm30r7FsGdGDDxJlZTkc3rlzJwGguXPnelbHw4eJ3n6bKDnZ5VTv3r0pKirK+BpduvDLSUePHiUA9Mknn3hWRw3OZ8+eFcvurMNZztZ69OhRz+qoITm786VLl9y+xu23307RnvzOiYi+/57vgcr3bN++Pd15553G19DgfO7cOQJA77//vmd1fO01zo7pJDnr7yyj59Rm08wePmPGDM85y8+zyvcU5jx7Nl8jJcXlVIXh3LUrv5wkP28ec9aQMOfsbKKHHyb67TeXU97mTFOn8jkPONPttxN5mmVbJ1M+tW9PJMJZS2fPan9/M+rXT/17ytmdjTjL7fbs2a7nZszQ/J0LywrO69cTvf66S1Z/IrKG8/btREOHEp0753pOlLNGu13hOKuVs4KznkQ5FxYSXbignkHcCs467Ta1b6/Oz1lduqi225ZxnjmTX84S5awnK59ntSzTopxnzfJuu13OgoVZly8C2AEgH7zFkPz6HYDGLt+lag/gOBGdJKJCAIsBPOBkZG8golz7260AIgyu+d+jevUAxb67ZpSXl4e4/fvxN4C8S5esrZcsOVmKygxTcXExtm3bhjuUWfLUNGAA78/qFObXunVrNG7cGIu1MoOKqlkz3gTcKbSppKQEmzdvFgvF1PAANWnSBK1bt/Y83FEjHEUOxTT0ot1wA4dwqWR5tSTcMT2d1wCrhLXEx8ejUaNGqF27tv41li9nxgcOuJwaNGgQ9uzZg6NHj7pfR40QuNzcXCQlJRnfQ/mzKpwjIiJwxx13eB4yGhcH7N3rclho3SbAM8UaM8qWcPb35zDKRx9VraMQZ60wPVQgzlOnAp984nLY0rXEKhLmHBAALFrEoWROsoSzTruNhASgUSPOCKwnLS8VYM2atFmz+D44rVNGbi57L0Ta7W3beN9qZyk9LJ6IyCV5HQDx9bk33MD/qt1DK8IdjcKCRTh3784J6pyy+gOwhnO7dsCCBRwWqpQZzlrh1VZx1vKimeHcpIlq1JslnLOzeQ2wmrdTlPOyZRxFocbSijB1rR0HZM4i7bZKng8A1nFetIj3kHeWJ+vtZVnBWZK4jir5KRAf73m7bdVyhAoqXUOXiPYQ0XcAGhPRd4rXMiK6ZnDtugDOKd6ftx/T0igAKxXvK0uStEOSpK2SJPVX+4AkSWPtZXb8I8OT9TR7NjB3rumPFRYWokePHuh2113oAqDznDnIcB4wWCGdcJS9e/ciNzdXbOCpIkmSMGTIEGzYsAEpKSnu1zE52TUJBIADBw4YZzOWFR7umDFRoZiYGGzZsgVnz551v46XL6uGHcXHxyMoKAjR0dH6n/fz41AUlZATS7bIOX2aszo7GWlEhISEBLHJgqAgDmdVeUYtGby3a8dJkKpXdzi8fft2FBcXi9VRh7MliYA0OCckJCA4OBi3KrY20tSzzwJffOFyODIyEnfccYdnky6+vhw+5jToNMVZx9C1hPPly1xPTzi3a6eeQRUWcR4xgg01Jwlz9vPjwbHKb9ESzlrtNhEPmETu4S23AM8/r7oO2ZJB3eXLnLytWjXH49u3cxitSLs9bx7w1FPq56ww0pYvB/780/V4QgKvw/eAMyIjeSsVTzhrGbpmOBNx6HJurus5Kzhr7axghrNOu20JZ631r2Y4Hz2qvgbWCs7HjvFyDudETWY4y99P7T5awblhQ849EBLieFzmLFrHiswZ4PD5yZNdj1vBOSCAlzk4JwEk4jqKjnEA73GuwBJdANlekqS/JEk6KknSSUmSTkmSdNKqSkiSFAugLYCpisP1iagtgKEA/k+SpEbOnyOiOUTUlojahmulV/8v0yuvvIKtW7di5syZ+Lp2bey7ehV9+/ZFrlpn5YlkA1Rl/9fNm3nnqdtvv13/GseP88On8nANGTIENpvNs8zGEyeqrv0Q9pYC/P3S0lST4FiSffmmm1STriQkJKBjx47w09m+qVRqSW1l00sAACAASURBVB7s8jgRkAbnY8eO4fLly2L3sGZN/lelgbXEY9q5M/Dhhy4eT5mz4e8QAMaPBzQ4PvTQQwA8NNJSUlSflfj4eHHOa9YA69apnoqJifHMY3riBGcYd0oCZ4qz/P28xVm+h06cZW+pEOdjxziDp8rzbIkxvmyZZvSDMOeaNXUn1zzi3KQJD4y6dHE8fvQoG0cinKOigBkz1JOzRER4PqhLSeF74BzBIHtXjCKFAP68Rrvt1UFdfDwnyBHhHB2tnT8jJob3gHeXs1b/bIbzgQM8OffHH67nrOA8dixHXTmrInEuLlb3lJnhrKeKwFmnf7bEY/rAAxy5p/U8i7TbkyZpZ4q3grNG/2yK84kTqlFbADznfOkSsHGj66RTReJcgSVq6H4NYAaAzgDagY1So7jaCwCUWXoi7MccJElSTwATAdxPRAXycSK6YP/3JICNANSn4f+NyssDmjYFfvjB1Mc2bdqETz/9FM8++yyefvppPHb6NBb++CM2b96Mj7W2GXBXsqdUpRPYvHkz6tSpo59dFOAZvitXVL2uUVFRiIqK8ix8WaPxSkhIQO3atfWTUMmqVYtnzVTCPRo3bow2bdp4NjBes8ZlI/XMzEzs3btXzEMFcLZgjc3YPR68a3SkwtmMlZ/V8M7Lg/cjR464V8cLFzgxmpPi4+MRFRWFG+QwQT3deivQtavqqYiICHTq1Ml9T1peHoeWOz0rGRkZ2LdvnzjnWrU076HHnBMSePsBJ0PXFOeICM7oq5ElXA5fdptz797Ac8+5HE5ISBDnvGYNe111wtT/1ZyDgtiAcPZeiGY/lZWbq7pcAgB7WDwdvKsNOhMS2MjWShqjVO3amu22x0ZaXh7Qrx8nQlIqI4P33BS9h+vXqyc5AjwfvMt9qvN9NMPZoN32mHNysnaW24rAGQBOneJJHaXMcn7pJW5z1OQpZy1D1wxnub3S47x7t/uctXY9SUjgSX4RzjfeqL5UAPCcs9yWOd9Ds5x12m2POa9Zw0sJnJcimuFcvz7/lrWiBD3lXIElauhmENFKIkolojT5ZfCZRABNJEm6SZKkSgCGgNf2lkqSpNYAvgQbuamK46GSJAXY/x8GoBOAg4J1/ecrJYU9D05b7xjp66+/RkhICD788EM+EBCAgQMHYsiQIZg6dSrOnz9vXR2HDgXOnQMaNHA5tXnzZtxxxx362UUBni329VU1dAH26sbHx+PcuXOq5w2l40Xr3Lmzcf0AoG9fHtA4h93YNWjQIGzduhVnzpxxr44q2rp1K2w2m3jo95Ytmo28x1unaHSk8fHxqFGjBpo3b258DZmztwbv/fu7bIRuah02wKFLP/7oHU9aVhbQqpVL9tMtW7aAiMwZQBrPisdGmszGyUgzxbl6deDzz10yIsvy2DMeE8PbTChkmrPgpItbnDWeFdOcmzZVDwuGBZy3b+cJVJvN8Xh8PD+nIpzlsGKtyVM7Z48G787tdkkJ73VtEWePPCzJyezldH4Wt2zhQb1oHfXk6eC9Tx/OUu68I4AZzgbtdoXgPHgwR1Bo7S/qqScNcPVEmuV87hx/JzV5ylmj3XaLs0bf4rGRdvvtrnsdm+V86hSHBWuNBT3hnJbG69Cd76FZzrVra99Dqzg7Py9mOFerxktO1KIogH91+LKoobtBkqSpkiTdLklSG/ml9wEiKgbwFIDVAA4BWEJEByRJeleSJHlF9VQAVQH8JEnSbkmSZEO4BYAdkiTtAbABwEdE9N9l6ALqs9oaysnJwbJlyxATE4NAOXnEr78Co0fjo48+gs1m83ybGaX8/fnhdQrpuHjxIs6cOSMWRujjw+EUGh3p4MGDAXjojXS6hxcuXMCZM2fEjcgGDXjQoJaQA2Xhy255npOSeHZt2zaHw/Hx8fDx8UHHjh3FrqM3kwi+j3v27MEBlWRQhkpJ4e/uNPBOSEgQm8wAmPP48ZprI2WP6cKFC93b8zo52aWTMrUOGwCOHOHOWCUJEMDGuCRJWOi8l5+Iatbk69p/z7ISEhLg6+uLDhqGoYsEOO/du9c9zsnJQJUqnnEGONRPw9MXERGBzp07u8/5wgXeM1Ah05wNDCCPOGt40UxznjPH1VuokEecf/yRve7O27YlJPBATPR5Dg/X/i1GRPDgcOFCbW+OnoYOdR0YHzjAURsWccbAgfxd3eGs50Xz9dWc6HHRnDnspdHS4MEcCukO55o1eQ9d5yRIFYmzmqFrlnONGpyIRyu01BPOBw6wAeV8/81yNmi3PeKckqLabpvmPH06j3PUFBHBPNzlfPEibyGklFnO588Db70FHDqkft4TzpGRnENk+HDH4/82zgCHV2tNBnjKuQJL1NDtAA5X/gDAdPtrmtGHiGgFETUlokZE9L792FtE9Lv9/z2JqBYRtbK/7rcf30xEtxJRtP3fr935cv9Yac3S6ei3335DdnY2YmNjyw4ePAh8/TXq16qF5557DvPnz8chrYbCrL7/HvjsM5fDW7ZsAQDjjMuydBqHJk2a4LbbbsP8+fPN149ItSM1tT4X4IH1779rJjpo2LAhOnfujHnz5pkfvJ87xw2f0xrbhIQEtGzZEsHBwWLXqVWLO438fNXTDz/8MPz8/PDtt9+aqx8AvPMON8yKhvTy5cs4cuSIuWRjn35a5gFQ0fDhw3Ho0CFs377dXP2I2Aur4nEGTHA2GBjXrVsXPXv2xLfffgubszfMTcXHx6NVq1YIEt3nun59HtgVFqqeljnPmzfPfGVUnhW3OHfowIaKhh599FH3OTdsyIMdhUxzlttUHc+425xLSnhmva5jzkXTnA1kNWekpvLgxwxnPe8FwNm7Dx7U3CNcV88/7xrqaTb7aevWwP79wJ13qp+PiAB69gS+/dbVu20kPe9Kq1bi+9ZfucLr7jTabTz8MBtw7nBes4b3P1fKHc5Gg3d3OWu026Y5Z2dzJvUdO9TPe8L5+HHO25CX51pHM5zl/tn5OrI84fzkk67Zgt3h/Oyz+p7L4cPd56zW5pjlbDRxFRHBEzvucAZ4fOM8+WeWc6tW7L1WWy8OeMbZqnb7oYc4lF5L7nKu4BIydImou8qrh7cr918rrfU1Opo/fz7q1auHO5Udu6JxePHFFxEYGIgpWmuCzOqHH1TXEG/ZsgUBAQForeG9c9GgQbqz2iNHjsSuXbuQlJRkrn42G/Cf/7gYV3///TeCgoLQqlUrsesUFHAyhd9+063jkSNHsHXrVnN1VBkwFRYWYsuWLejinCxGTwadQM2aNXHffffhhx9+QJHJcHgEBXHCLIX+tmd4NFVHIp411dDgwYMRGBhofvCens6Gn9OzsmnTJtStW1dsHTZg3JGCOZ85cwYbNmwwV8fFi9kATCtb7VFQUICtW7eau4cvvgicPAlUqqR6Ojw83H3OKh2pW5z1PEDwgHNGRrlz3rhxo7k6durEHgdF2+IW5/XrOVnUBZeUFgCs51yasdVsm2PkvQgMBL75xlz9iot5AOeckXfTJp5AEOUcFMTrPDUicQAAI0cCZ86wsWlGaoZuQQGwdav5e6i8nrPCw4H77uN+1iznKVOAd991POYO5xdecPV0KeUu56IiNq6c+36znG024JVXAL022VPOSoeDO5yN1sB6wrlRIzbwlHKHc3KyvqfRXc5y/+zstNm0iY1TlaVvqhJot93mvHIlT9go83y4w/mxx3irJ63oAk84p6S43kN3OBtNUMqc3THGK7CEDF1JkkIkSZohb+UjSdJ0SZLUFy3+T56rZk3g7rvLsqQZKCsrC2vWrMGQIUPgo5yVUjSw4eHhGDNmDObPn+/ZdjiyNNa/bt68GbfddhsC1PaNU9Prr3NnqqGhQ4ciICAAX39t0qnv6wuMHu0SdhIXF4c77rgD/v7+YtcJDuYHX6dxiImJQZUqVfCN2U5AbrQVnHfs2IG8vDx01UiMpKo6dThZg1ZyGPDgPSUlBatWrTJXxxkzXIz8uLg4BAYG4rbbbhO/zqhRwM03a56uVq0aHnroISxevBh5WjPfalIZdBIR4uLi0KVLF/GQ2+BgDq/S6Uj79++PkJAQ80basWO8NlIRdpSYmIj8/HxzBpCARo4cidTUVKx09uYYadEiNsgVcouzgQFUITgnJvLvUUNuc1aRW5xzc3kQo2HoAh5wVmu34+K4jbOQM6pV40nGxYu1PVlqOn6cr63cA5eI69ili3iIHsChwXrtXf/+nHvBLGdfX46uUPbPiYnsmbXS0AV48J6a6uqdNZJVnB99VDcSx23OlSqxMd67d9kxmXPXruKcBdpttznLfb6nnBs35u+k5ekD3Oe8dKmr980dzq+8wvlItOQuZ7VJIXee52rVmLOekTZggHucd+xg41MZXu0OZxG5y/njj4FpTkG03my3Fy0yx7mCSzR0+RsAWQAG2V+ZAP5dJn9FUv/+HHqk4blx1ubNm1FSUoKePXs6npAbF3vj8OKLLwIApk+f7nkdVTrSgoIC7Ny5UzxsWVZ+vuaagNDQUAwcOBALFiwwNzBOS+MGTPGZq1evYt++feYGnZJk2DgEBwdj0KBB+PHHH5Gj47V0UUoKJ/BRTAps2rQJABw980bq04fXwahsU1RWpA9q1qxpfsLgo49c1gvKkwWVBH+fADhZSHKy7tqPkSNHIiMjA0uXLhW/bo0avG+pYkLj+PHjSE5ONjdZIMA5MDAQDz/8MJYuXYr09HTxaycnc2ZJTzmfPg306sUdnIbc5hwW5pIt2S3O8j20mrNKlne3Obdty3uYashtzu+/z9EfCsXZWZniLGAAyZxNG+Mq69mxaROv8zLDefBg/RA4gAd1GRk8GBeV2sD4+HGutxnOAPDBB8CCBdrnAwM5nHDpUvY8iWrUKH4WlZO58jNpMWf06cOGltnnWc3QdYdzZiYvr9FbluMO5/x8vrbyujJni/tntzmnpHC7rbxf7nDu2pW9jI0ba5dxl/O4ccBXXzkec4dz7dqG7bZbnKtUAZ5+2nEf2mPHzD/PopyHDLl+nA8dYg+1nhHrLuc2bVy323KHs0D/XMr5l1/M1bECS9TQbUREk4jopP31DoCGhp/6n8pFf//9N3x9fV0TQNWuzYaU3dirV68eYmNjMXfuXFy+fNn9P1hSwuuLnDrSpKQkFBYWiiWikjVzJjdQGRmaRUaNGoWMjAxz+9WuWwe0a8eL7+2S1/OZ9qIZNbAARo8ejaysLCzQG1g5q2FD3mRcobi4ONx8882wel9of39/jBw5EsuXLxfPYl1c7ML52rVr2Lt3rznjAuBrFBbqcu7WrRsaN26Mzz//XPy64eHAU085DCJk48J0HX/9lQfHOhozZgzy8/PNrXdWGXTGxcXh1ltvRY0aNcSv4+sL/PWXbmZJmfMff/whHrlRXMxrXxXrZt3mXLs2h31ZzVnFAHKb8/LlhklLxowZg7y8PHz33Xfi11XZmmHTpk3mORusIwaY8xtvvIFevXqJXxfgyb833yx7f+0aGzJm72HfvjyA1VO3bvxcesi5dNDpzm/RoN3GmDHcP5rhrKZNm3gwb4Zz3bpA+/auCaOU8vfngecffwBmnmfn/tldznPncsJEnefZLc6//87eN2W4rLucBfpntzhXruw6eewOZxFdb861anG7rbJNX6nc4VyvHo/xlIaufZLXdB137eI1uHpyh7PWpJBZzkFBHDqtE4njNucFCxzGsl7nPGaMeFj5P0Cihm6eJEmlK9UlSeoE4N/j165o6t2bZyAF9ffff6N169ao6pyRLSKCHwhFttdXXnkF+fn5mDlzpvv1S0vjGSEnz4CciMqUoSt7VnQ6qq5du6JZs2aYPXu2+HVVBkybNm1CQEAA2rdvL34d+Rp6ITPg5FvR0dGYPXu2eFKqF14AFIm2iouLkZCQYH7gbrOxJ8nAu/PEE0+AiPDll1+KXffKFeasuIfx8fEgIvcmCwBdzj4+PnjyySexefNm7NbaHN5Z589z0hlFAopNmzahZs2aaKaVRl9LrVq5bsfhpDZt2qBjx4747LPPxJMVOXWkMmfT91AOoTMY1D3xxBMAYI7z5MkOIXBuc+7SBXjvPdfEHgr5+Phg3Lhx5ji3bMmhjoq9ud3m/NVX2lvj2GUF56KiIq9yfvrppzFu3Dhz165XzzFZVnw8P+Nm61hQwJ6Z3FztMj4+7HHavJknAUSkZuhu2sT3xCxnEQOoTRugY0dOrCjKefRo4NVXy94XFXH2U7P3sE4dzrhvNFlhf57hQbvtNmcRr7OVnGvVco+zQf/sFufp08uMMsB9zsXFQIsWrvvxOuvfyDknxzV5Ylwc/72mTc3VMTTUJXGni267zTxnZ0PXXc6C7TaeeIIZiXK+fBmIjQVWry475i7n++7jLY70vMA+Przsw2xkZgWWqKE7DsB/JEk6LUnSaQCzATzhtVr9t+vUKeGHtKCgANu2bRMOjWvRogX69++P2bNnI1NvVkdPNWty4+W0zm3z5s1o0KABbrzxRvFrCRpATz31FLZv345tTlvxaColhRtFxYzcpk2b0KFDB1R2TnVvpI8+clm/6CxJkjB+/Hjs27ev1HNsVrt370ZWVpZ5Q9fHhzuPnTt1izVo0AD9+vXD3LlzUeC0TYuqNLxolSpVEt8qRZZIRwpgxIgRCAwMxH/+8x+x637xhUPyH7mOptZtytq2TTWTuLPGjx+PY8eOYe3atWLXjYpyyIyYlJSEnJwc85wDAjhCw+AeNmjQAPfdd9/14dy2LTBxIq/10dHIkSPNcW7enPfQVVzXbc4iBhCY89GjR8U5Ow2YPOLcqRMP7ERUUuKavElN588DH37IYbey4uJ40GOW86ZNPFDVynYra+RIjtgR5azSbru1PhcQM4AA3vrs6FGOAhLRpk3suZGVlMQDerOcRdWgAQ9Q58512V5LVWFhwOHDjtuZuctZsN02zTk52TrO337rEI2iKbOcneUuZz8//r6nTumXM8tZZTmH25wFokgAmOf8wQfs6ZTHs+6utwc4CsBouQRgnnNgICf1kuUu58qVuX82uodmOWtFubjDuVkz3jJLL0nfv1CiWZd3E1E0gJYAWhJRayLa492q/RdLI9GTmnbs2IGCggJtQ/fFF3mLGIVef/11pKeni3t81OTn5xByRUTYsmWL+fW5gg3s8OHDERwcjFmzZoldNyWFw1rtnqWsrCwkJSW5l/ynRQvdREqyhg4diurVq4t7nhs25HV9dslZXk2t55MlEqYHHrynpqaK7U0sh7crfosbN250b7KgeXM2gOrU0S0WGhqKYcOGYcGCBbh69arxdZOTeeLFzvnkyZM4e/ase5z//JPDMQ2MhpiYGISHh4tz/uILB85y1ma3OJsw0i5fvizGWSW76IYNG9zjbLPxtlnXrukWM835xAkHA80jzrVq8W/bas5O6189ep7j43nAZqRz59jgVCZv0tLBg8CECWzwytqwgQdLZjmLGkChocCwYRx6J8K5Vy/2tssRASdPcoifu5yvXDGeBIiJ4b5ClLNz/yxneXWH84MPspfMSOPH829W5Hn28+MBbVhY2bGKxjklxaHd9ojzDTeIfS+znO++23H9qyecBdttU5zVDCB3ObdsyVtGGnlZ3eEcFlbG+dQpbrPc4ZyYCHzyifXP8+rVjmtm5Qze3uT81FPXh3N+Pk8AWJGQ9h8k0azLH0iSVJ2IMokoU5KkUEmS3vN25f4rlZ/P62EEDV15C5DOWnug7djhMrPVrl073HXXXZgxYwbytfbw01NcHHfOisHs2bNncfHiRXNhy4BwRxocHIzHHnsMS5YswcWLF42v6zQYWbduHUpKStCjhxu7Yp04wZ4+Aw94UFAQxowZg59//hmnjGZv8/O50VfMaq5YsQK33nor6hgYg6oSbGB79uyJFi1aYNq0acYh1j178sxmx44AgOTkZOzcuRP33HOP+fpFRnJIq15CDrueffZZ5OXlia3hdOK8wp44y6061qrFhtqVK7rFAgICMG7cOCxfvtytfalXrFiB6Oho1DaxT3ap2rUTaht69uyJm2++WYyz03Zmly5dQlJSknv38MoVDo8VWKv+zDPPIC8vD58JeNHx3HOcpM8ujzjXrs2cFds9qckU55ISZqNYi+YRZ1HVrcuDnSlT9BOMAK4DpkuX2Hvh7j0ExDymzzzD6+ZEOHfpwpOzsuREeMrsvKJ66SVmrBNGD4AnbMeN47Xbhw/rl5WTKCmfwRUreB2rO5zT0ngCwkg9e/Jk67RpxpyTktggyM7m955wFjV0AXOcnScLZM7u1DEpidsHg8k105zXruUMuco6ustZ1AAyw7lzZ163Km/l6AnnmjWBRx4R+27Xi7PcPxu026Y4q8kTzgMGcD9gpJ492YEiwtnKdjsjg/+2897L/3YRkeELwC6VY0kiny2v12233Ub/Cp0+TQQQffWVUPF+/fpRs2bNtAvExBA1bepyeO3atQSAvvjiC/N1nDqV65iRUXpo0aJFBIB27txp7lrFxUQvvki0aZNh0RMnTpCPjw+9+OKLxtfdvJlozZrSt6NHj6Zq1apRYWGhufoRES1Zwt93zx7DoufPnyd/f38aP368fkEnzunp6eTn50evvfaa+foRaXJW0zfffEMAaNWqVab+xNdff00AaPfu3e7UkOjKFaLUVKGiffv2pfDwcMrNzdUv2K4d0T33lL7t3bs3NWnSxL36/fSTMOfU1FQKDAykxx57TL/gmTNEdesS/fILERFdvXqVfH19aeLEie7V0YTmzZtHAGjlypX6BZ2eZ484FxcT+fgQvfGGUPE+ffqIc+7Vq/RthePsJI85T5xI1LOnWNl58/j7GHGeMsWx3f76a37vCWfR79enD1F4OJER58OHHduI3r2J3OVsRqmpRIGBREacnfvnq1eJfH3F74OzTLTbwpyd+2dPOX/5JdHBg2LlRTkvXkz0zTdl73v3Fr8PzjLxPF9XznrjNKVkzib7Z484ExFt2WI9Z6d2m+65x33O8jhs717jsqKcz58n6t6daP16fp+W5hlnM/rmGzHO3mi3BfvniiwAO0jQPhQ1dPcCCFC8DwRwQPSPlMfrX2PonjtHNHIk0bZtQsUjIiJo6NCh2gWeeoooJMTlsM1mo3bt2lHDhg2pqKjIXB1feomocmUim6300NNPP01VqlQxfy2TGjZsGAUFBVFaWprwZ2w2G9WpU4cGDhzo3h/dtIkfFYXhrKfHHnuMAgMDKVXPqNu2ja+5fDkRES1ZsoQAUHx8vHt1nDSJqEcPoaIFBQVUp04d6mFUfsECIoXh/eCDD1JERATZFNxNqVYtojFjhIpu3LiRANDnn3+uX7BePaJHHyUiouzsbAoICKDnnnvOvfqZ5Dx+/Hjy9/enCxcuaBdy4ixPCG3evNm9OppQQUEB1a1bl7p3765f0GbjDt7OdcCAARWT8yOPEJEFnLOziS5d4k5fQEKcneQxZ412W1UFBTyZYsT5xRcd2+0BA4giIhzacVOqVYto9Gixshs38nNgxDkysvR5puxsooAAouefd69+588Tvfoq0b59YuXHjyfy9yfS43zsGFGnTkQbNvD7RYv4e1U0zoGB1nE2I1HOSnnK2WS7LcR561a+5h9/8HtPOc+eTfT442JlZc5G/fPq1Wz0yLLieRZst916nrOyiCpVqpic7f0zLVzoGWci8fsvyvnyZZ6EuB7tdgWWNwzdVwHEAxhlf8UDeEX0j5TH619j6JpQWloaAaApU6ZoF3rvPcacl+dyatmyZQSAFi1aZO4Px8YS1a/vcKhNmzbUtWtXc9eRlZ1NlJwsVHTfvn0EgN5++23tQjYb0a+/Ep06RURESUlJBIDmzZvnXv2OHOF7+P33QsUPHTpEkiTR66+/rl3o99/5mtu3ExHR8OHD6YYbbqBiwcG3p5o6darxQDw2lqhBAyJio6lq1ar0uGhnraboaKJ+/YSK2mw26tChAzVo0IAKCgq0Cy5fzp0AEf32228EgNauXSv0N+bP55+xJPG/v021c/7hB6HPyxEGugaXE+fY2FgKCwtzn/MPPxDdfLPq86ymadOmEQBKSEgQKp+fn+8555Ytie6/X6ioEGebjQfCL71EROY5eyohzitXEjVqVOoRGTZsmGecddptVU2bxuX1OCvb7fx8oqpVxQffapo/XygSh4iYYYcO3J7oca5Uiejll/n9b7/xd1q3zr36HT5s6nmmEyfY22FmAmXYMKKwMOFJExdNnuwdzvZ22xLOBw8SiUZq2WxE7dsbcz54kA0fIs85HzHXbgtxluuUmMjvPeVsVjJnwf7ZEs4m2m0hzkREM2ZwH0jEYzJPOfv7E/38s1h5M5zt/bPHnD/5hOto9nkWNayt4iw4DqvIstzQ5WuiN4Bp9tc9op8rr9e/xtAtLBSeqVm/fj0BoNWrV2sXWrCAKCqKKCXF5VRJSQk1b96coqOjzXlv7r6bGzm7UlNTSZIkevfdd8WvoVSvXg7XM9IDDzxA1atXp6tXr6oXuHaNf9rTphER0eTJkwkAJQsa0y7KyODrTZ0q/JEhQ4ZQUFCQ9t/csoXo4YeJLl2ikpISCg8Pp2HDhrlXPzeUnZ1NNWvW1Pfq3n03D06J6K+//iIA9Lvcabkjk5xXrFhBAOizzz4TKj9mzBgKDg7WN4ztmj+fqEoVxiq/Av0KqXX1kxSAfKpfn8sYaeTIkRQQEEDnzp1TLzB3Ll/8zBkqLi6mGjVq0CN2z6RbUlxPRNnZ2VSrVi19r+706aUz82vWrPGcs+J3I6KVK1fqc3Z6ns1wVlVREdHbbxP99ZfwRww5z5lzXTlTdjbP1OtxLixk7wARe0WAskFoeWjlSv6bgpxpzBii4GD9gbSe0tMdryeikSN5UkWLs1LFxUQ1apRGGril5cuJHnyQv7uIRDgrnz8rOJt8nmnFCn3OzlwqIueVK4natGFvoBWcZYmOs/4NnJ3lKWebzbwX04izt8rQCQAAIABJREFU3G6fPcucb7jBM87eaLcXLyb680/+v1WcTYzDKqq8YuhW9Ne/xtCdPJlntfPzDYvOmDHDMwOOytbx/Sk/SCLq2ZM7Z7vkML2tW7e6V4lHHnHxEOtpz549JEkSvfrqq+oFnGby27VrR+3atXOvbkTcuFauXOpREtGRI0fI19eXnn32WcOy8oSFac+6Ulu3csdsYt3G//3f/xEAWqc1w6qY4R0zZgwFBgZSdna2+3U0ydlms1Hnzp2pTp066ms409N5fUtaGuXn51N4eLhweHr9+o5GrtqrShVjY/fUqVPk7+9PY8eOVS+g8NjIRuSSJUuE6qgqJw+xiD799FN9D6iC8+jRoz3nvHw50dKlwsUNOefmckjZwYOmOWv8QQcPsYhkzpqe7grAmT79lD8j4ukePZrDWz3hfP68vmfRWTYbUefORHXqqK/tU7bb+fm8BjAmxv36ucGZTp1ij4wW508+IbrlFp4skQednnB2R0aclZ45KzirRHDpymbj8G4tzkoPrFWcAwOJ3npL/DNGnJWygvPateyJs/J59gZn2UMsIiPOublEJ0+yYWsFZ3dkxFlut/PzORTcU87eaLdvvdVazjt2iEdoVGD9z9D9J2v8eKLq1YWKDh8+nGrXru3RnyssLKTIyEjq0KGD22vyRowYQaGhoe6H6b38Mhv3JSXCH4mNjaXKlSvT+fPnXU/K60f++ov27NlDAGj69Onu1U3W0aMOybdENGrUKKpUqRKdPHnS9aQiKVZMTAzdcMMNxgl59LR9O3/nX38V/kheXh5FRERQu3btqETt3oeHE40dS+np6VSlShUaNWqU+/UjcotzXFwcAaAPP/zQ9aSC88KFC8lMgi1JUjduH8NXFIvvS9+LjO/Gjx9Pfn5+dOjQIdeTP/5INGQIEfHa17CwMMoXmMTSlBuc8/PzKTIyktq2bav+jNo5X7t2zRrObkiXs0JmOWuqfn0OUzMhmfPhw4fVTpa225Zw3r+fqG9fcwlH8vN5TVzbtuqhdy++yJ6qa9d4FseK5zkgwJyXJS6Of78Gz3PpWrnrwJnGjyfy82PD21lPPkkUGsr/HzCAnx1POMsycw+NOGdlsefeKs4vvWSes8yyvDi7kxtEj7NSVnB2o9025Gxvt/+rOE+YwMmZzEiP88yZZd7N/v3/Ozj/S/Q/Q/efrH79eKZOQNHR0XSPIuOsqjIzeRb9u+80i8hZVhcvXmympkRUlugpxpOZulmz+KdowjN98uRJ8vf3p9jYWNeT33/P1ztyhMaNG0cBAQGmkldZpXPnzlHVqlWpb9++rpMI/foRdepEFy9eJD8/P7FM0npKTubvPGuWqY/98MMPpJoMqKCAw7Xee49mzZpFAGjHjh2e1XHLFqIvvnAw8kX0wAMPUJUqVej06dOOJxScO3fuTI0aNVI32FWk5dHdiC60EV1K30uS8bWSk5MpJCSEunfvrjlZdO7cOfLx8dGOQhCVm5znz5+vzjk3l6/33nulnl+POWdk8JqjnBxTH9PkfOIEG0iFhaY5E7muxZ4/n4juvJOoSxdT9ZM59+jRQ/15btnSOs7uav585qnDudSD4Oms/syZfB2VZTG6euABHrA5c75wgZPrpKZyn9WokalJMVXdeadDVnYhJSdzgqgePVwH/ffdx7kGzp3j9X+eck5L44GsyedZk7NS15vz/ferc1a025Zxdkd6nEeM4Agkqzi72W6X6/N86BAnWTPLojw5u9Fu63KWdfbsfw/ns2c5s7dJx01Fk7fW6AYCaCZavrxf/xpDVzBhT0FBAfn7+9Mrr7yiX7CkhGfp5AQfKiouLqaWLVtS/fr1Kc9oEf2pU0T33suhskS0f/9+AkBz5841rLOmnBMCCOqNN94gALTGOQufPZFLZkoKVa1alR6Vs/55or/+Inr/fdMfk8PLf3ZOoBAdTXTfffTuu+8SADp69Khn9RPgrCabzUbdu3enkJAQ1RB4W3ExtWjRwrPQbw915swZqlKlCt3vnCjDznnv9u0EgKaaWEOttkYXIPoesXQSDUx5dImIPv/8cwJAPzgnRLHP0L711lskSZK6d1+lbi6GmaySEl46YDLM3WazUY8ePVw528MIbd99R82bN6f2VqzdcU7kIqjy4lylCtHJO4aZC9OzS5PzO+8QvfmmKc5ekc3GA7qQEMeJQzlc9LvviJo3t2aNlpxcxiRnOnOGIWglvtm7l69rgrOmRJPCOOvzz0m5/KVUciKXt97iB9RTzm6225qcz58neuEFogMHrj/n06fVOcvhorL3ywrO338vnjFYqX8qZzlTflqadZzdlRZnOaGelZyHuddul3LWWov05pvWcX7iCfMJt8qz3Xazf65o8kbW5X4AjgA4ZX/fCsDvon+kPF7/GkM3NJRDLQwkh+QuXLjQ+JqNGxMNHqxbRE429N577+lf66+/+GezcSMRlWXvPSO6+F5NZ89ydj61MGQd5eXlUdOmTalhw4aUJWdwJGLPwLp1pR4qS7ZymTCB91czGZ5dVFRErVq1opo1azp6qkJD6dKIERQWFka9lPvMeSIBzmo6fPgwVapUie6++26XfYa/++47Es1YrWWgycf9UES9b9xNP8+6aLqOU6ZMIZeERWPHki0sjO69916qXLkyXblyxdQ1lfWtUYOjqt/DBCqEH/mgWGiNrqySkhLq0KEDhYaGOoa21qhB5558kkJDQ6lv375CdVIzzETroSdVzvHxRIGB9O1rrwlzNtSuXVxx0eyYCmlyDg93i7OW535WtQl8Y016GDQ5E3vtRTkLqVs3XjdnVocP84/57rvLoifkdvu11/jfb7/1vH4yZxPrsUsl7w2p5JyUxNe8917OiWDyebZUJSWcmCc01DHksXp13i4lNJRDy62Qm+12uXFOTeVkOKIJs5RS47xrF+/NayXn11/n8FSzy6eUnI8cKTte0TnL+vZb6zjn5PD6VOV9EJUa57FjOVrBSs4TJljLuXVr3prRSs7uSu95fv31itFuVyB5w9DdCSAEwC7FsX0Cn+ttN5CPA3hN5fwLAA7a9+ldB6C+4txwAMfsr+FGf+tfYeiWlPBDt2KFYdHvv/+eANCBAweMr9ujB9HttxsWe+ihh6hy5cp0/Phx7ULyZtX2ma9WrVrR9bz3cXFx5OPjQ3369HHYw/fo0aMUFBSkG06qJVWD7Ysv+HuLZON00sGDBykkJISioqIoPT2dKDOTSgDq2bgxBQYG0v79+01fU62u3waPp333T3DrOnL4+uOPP873648/6HDv3hQUFERdunQx3B9Zy0AbN67seCjSiAB6xX+GacOtuLiY7r33XvL19aUV8vPRuzd9EhFBAOjTTz9163s7f4fXb2DOHeqeM13HEydOUHh4ODVq1Ij3UM7MpCKA7rzpJqpataqQ117LMKtRw73v5KxvvvmGANDYsWNLn4vDh/6fvfMOk6LY2vhbG8h5RVRgCSZYzOK9KoIBFRQVs2JGhM+sV+UKooIB00W5YuZK0sWsGBczRhQEVAQVBAkCSpQcNsz7/VHTu72z0zPd1d0zs8v5PU8/u9PTXX2m367qOhVO/cL69evz6KOPDmZ5q7VaZz7yiOdTS0tLecopp1TVuXVrAuCoUaM8pec0F7sOthkPo6uicyTCkuJidu3a1bXOrnBZbsdl7Fj9QwcM0L0FVrldrx559NHBLJNi6TxypPdzS0v1MODs7Ir3Xc+een1IQA+XDYJvvyUvuMDTtJhyFi7UFfU999TOXkmJdlT23VcHFtpZdPZDaal2dOw6k/qZCVJnq8fOY2M5yQqd99pLz222Vllo2zZYne+7Tzv4JsTq/Pnn+uVav37w+dmg3I6rc8+eeu5pkDpb9bBM1rm0tCK6vVdidS4t1cPJw9DZpNzOIMJwdL+N/rU7urOTnJMNYCGA9gBqAfgRQEHMMccCqBf9/yoAL0f/bwbg9+jfptH/mya6Xo1wdD0wePBg5uTkVOmBi0vfvnph6iQsW7aMDRs2ZI8ePZydw6FDde1xx47yXmWvlc+4LFhgXNA888wzBMDzzjuPK1as4KIRI3hohw5s1qyZ83IgDjg5bJ8OjIbS9xJl1MbHH3/MnJwc7rHHHrz72mt5AkC/Q76D7v0bFO3VO/TQQ/nvI49kS8D1PXRy0LKz7Z8j3IT6fAQ3egriabFx40YeeOCBzMrK4kUXXcRLTjuNuTk5PPXUU40DqVXhvfe0sYYRxKdOncratWuzWbNmHNi3L7tEda4y1NUBJ8es0qirwYN1ZduQwYMHEwAPOeQQDhw4kC1btmReXl78wG4mRCL6xexlPVIbVXRu3Ji5SvG0007zrHNeXvx7afL82amis1KedHaFy3LbEasX4JBDdCXJajEJUufXXqs6N88tGzfqKRxZWbrnunFjnQF69/a+jIgT1hIopqN6pk7VQ07z8vSw0yOP1OkFqfNllwWns2VfkDqTOiLtV1+ZnRurc48eOhJukDpb5XYQOvftW1FQBKmzX6xe+rB09lluV9G5e3fd+xqkzh98oB3Tn34yOz8VOvstt+06Dxyo0wpD53/9K5j00kQYju4YABdEe173BvAYgKeTnHMEgA9snwcDGJzg+IMBfB39vw+AZ2zfPQOgT6Lr1QhHd8MGHfDBRaFw5plncl+3ld0nn9St5y7SHTVqFAFwzJgx8Q/o21eHkyd50003MTc3l6tdtl4lnHvYsWOlJYu8Mnz4cGZnZzM3N5cAmKUUJ02a5DkdJ4ft+N3n6H8MAnZZfPXVV+zSpQsBsFXDhhx+442+HDQnW00r8ZFIhOPGjWPbtm2ZpRS716rFr1xWbhI5aPZtLjryNZzpKshTPNatW8dbbrmFderUYZMmTdivXz9PgcYSPoNkxVIIPpg1axZ79uxJANwX4H9dLDFlkWjZo+zsqL3WvDGPQb0sIpEIJ0yYUK7z8fn5/NqwAScW6/7ORUcW1TvTuNGlks4A+3Xq5LxudgJbcnOr3sdatchXn1qtl2qYMsXMQFbV+VHTCiIdnkurUdFQZ0Yiem5X27a68tm9u3FDXWisW6ejvdapo8Xp1EnvC4o5/sttzpqle6cA3cAUwOiRSrz0kp5Xa/ousOuslH7Ag9a5Y0fyrLPMzw9b559+ClbnBg3IZPFPvBKJ6N9sGpApVufatcPR2Uc9jGvXVujcpIkuY4PUOQjsOgPmjr0TPt/PVXTu0CHz8nMGEIajWw/AcADfRbd7AdRJcs7ZAJ61fb4YwOMJjn8cwO3R/2+x/o9+vgPALXHOGQBgBoAZ+fn5od3QlOFheGxBQUHVoC0BUFZWxmOOOYYNGjTgwoULqx5w/fVk794sKSlhixYtePrpp7tKN2nvY48eOry6DxYuXMibr7mG9wBcPGSIURpODlsjRIe5+FymKBKJcOnSpZ6ixrq1tTcmcSWasy0W+Uq3uLiYG44+mjz8cNfnuOvRJSejB6ejs++huJv/+os7nnpKB0dzSZjzX+Ox7uGHGXGZn+02JmooqFeP/OaKZ/UHD789HiUlJdx49NHmwybj2G7d3+74iIdghu/7u3nTJu6YMkVHBPVoS+yzZ215eawYtvbgg+bGRTHROdbWeM/l1P5jAtGZJSW6tyUMvv9erx3plz/+0L/VZNhkIiydvS5JEo+HH64aLCaTKCnRw0c9lNuu6dGDDCIgYZg677prwtUlXLNuXXA9kHasYalB5OcAy+1KBFAPI6mH7n78ceY5uXYefth1fdsTzwbzfmZJiY4wHUZ+/uUX71HUMwwvjm4WkqCUygbwHskhJA+LbreT3J7sXLcopS4C0BnAf7ycR3I0yc4kOzdv3jwoc9LH0qVAdjaw++4JDystLcWCBQvQoUOHwE3IysrChAkTkJ2djT59+mDbtm2VD3j0UeDNNzFu3DisXLkSffv2dZXukCHA1q2V923dClx8MbDLLsDoD9pg9aylmDjR3Pb27dtjRP/+uB1Am4MPNkqjWbP4+7dkN8Iro9cDN91kbiAApRRa162LrNib4YKJE/W9Ukpvuq2ngs1ogF2xGoe1WOrLxtzcXDRasQLIz3d9zvDhQL16lffVqwcMGADk5lbsW4p85GMpNm2CL63r//UXal11FTBzputznJ7BIUNiDrz9duB//zM3LkrTzp2hrrkmaX62c+GFQF6e8/dbtwKPvx3VZak/nXNyctDQo86JsN/fT3A8ZuHQ+PfXA/UbNECtY44BPJR1Eyfq566sLP73a9cCbQ9ohB31mvi+hwDQdO1aKBflthNOz+W97x6sf0hW0td0YnJygJtvBsaM8ZdOPJ58ErjiCv/prF2r/wb0LJbTqBHQJBidsXYtsHmzLoSDZvt2vfkhJwd4913giy+CsclOfn5w99BKL0gaNQJWrgQuucR/Wk2a6Bds0LRqpf/6vY85OUCA5XYlgtJ52TLg+OOBTz/1n1Ys550H3Hef/3TatgVOOMG43HYkP5j3M3JygD//DEfnDh2AXXcNPt0MJekblGQZgIhSqrHHtJcDaG373Cq6rxJKqeMBDAFwGskdXs6tcSxdqgvD7OyEhy1evBjFxcXuHd1ly3SmfuEFV4fn5+dj3LhxmD59Oi677DJEIpFK369duxaDBg1C165dceqppyZNb+JEYMmS+N+R+t23BPloHlmF6/tv8+UAlRcuBoXDxInAxo3xvysrA/re2NifbRb/+hfQqZNn2/r2ragnxGMp9G++4YwAXlR5eZ5svPBCYPRooE0bXUdo0wa49FKgqAgoKak47hn8Hy7DeBQX+3OATHR2eu9U2f/OO7rC6Jdu3YDHH0+an2N59NGqjQZ2ZqwK6EVK6jRat05+rAvs5rTCHzgHr6AWdvgz87ff9MO/aZPrU+I5jrEsWQLM35aPZVMDyCsuy+1Ep8dj8l8HA88847+iQwLPPQf8+qu/dOKRnw+sWgXENoh6pX174MMPga5dg7HLTqdOVVsFTfCpsyMLFgB16wKvvRZMevaWxaDIz9eOpF9n3KoIhFF5D4rLLgMOPzz4dINygKxKUxj3cMgQYOpU/+n4qIcl5ZdfgG+/9Z/OmWfqMifo/BykzkuX6spU0MyeDdx7r//8XE1w21S8GcBPSqkxSqlR1pbknO8A7K2UaqeUqgXgfABv2w9QSh0MPf/2NJKrbF99AOBEpVRTpVRTACdG99Vsli51VTD8Gq2w7Lvvvo7HTJyofdusLGDfI/P0C2bRItemnHHGGXjooYfwyiuvoF+/frpnd/VqlB54IP51zjnYsGEDnnjiCagkLZ9W70oyLCet2bZlKXeAAG3npZdWdspiOWvrc9hw9WAfxkUxKLyGDElsGwCsyNIOS5fWAVTev/kGuPNO14dPnKhttB7hk08Gxo+v2sAxC4fifZwEQH9n3HBgUGFyOjQrS9cNLQd9WXZArdorVyYXLQ5Wo4HT+3dZVj4WdbmooofAlFWrgB07fFdGtm4FTjmlsr3HYgpewXnIx1J/yX/wAXDRRck9VxtupVvMfKz53t8oEgBA9+7A//2f8elO9yc/H7qFbcsW47QBAKtXa519VpgsnffaC+jSBZg7FxXGL1vmz8aGDXXvis9ehunTgQMOAPbdV48WKi4G8NVXusHJLy7fz8kYMQLYc09gv/2AZ58F0LJlRfp+WLsWOPdc4OuvfSWTUOc//vBnY0AOUFyd779fF55+WbwYqF3bdzJVdLYaFP3qrBSwZo12VHywZUscndu00Ub7JUyd27Tx/xwCwTR+IY7O+fnAPfdow/1glds+72Gszj//DOCHH4A77gjmPlYH3Ixvhl7qp8rm4ryTAcyHjr48JLrvbmjHFgA+BrASwA/R7W3buZdDL0u0AEDfZNeqEcGo2rbVC2InYcSIEQTguJ5kvDlfq9Cc848d4MmcSCTCO++8kwDYqVMnDrr0Uv4TOorsbbe5W8YmUXAd+9YSS3kWXmUjrDcOVESS3LpVzz/wMAc23v2Ktz2Oq7kWTX0YF8WlznbcBnti8+Y6NH0KcXv/ALIeNrEX3mErLPU3R3bgQB2MIwSdn865mtvrp0fnWHtr1XKeq+t7bvGvv5L77KMjlhoSieifqJRey96y70h8SQI8ufbH/uw00NltmTMSN3AmDi6ftxvWXO1kOOncsCG5peke/vPzd9/pBN96yzgJu87nnKOnQ+65J7n2La0zP/7Yn41ffkm+846vJFau1AFKW7UizzhDm/V//+fPrEq0bWu2rrGNSZOi+eNI8tBDdYyw99+nLrf9GhuCztbqSmt/W0vOnq2D9fnhjz/0TfARo+Kvvxx0vvpqslkzf/aRma9zAEQietWtKjrPW02OGFF57WgTDMrtWELXuUMH35GHHXUOgh9+0IEmfObnuDoHVW6nEQQdjKo6bDXC0R0/Xi8QnYQrrriCu+yyi+P38Sp63+FQTqnT08is9957j506dWJOdjabAXzhvvtcRwt266DZN79Lf3jFbcX4ZLyj//ET2KW0VIfcHzw4FBsHYzgHNXvGX6V98mQd6MJlMAW3tgFkHWxhBOBlGOtP7/PO0+vhecSKbgtUBACN3XrivbTpbGfRImcbgQgbZG1Jm3Nm8cwz2h5rZZhGjfTnulGdp/Yf6+8CBjp7aXjx3XhQVuY6Ur4Tls7xgme9g5NZhJ7+HPHXX9eJff+9sY2Wzvfcoz9Pnaqd857dtM4cm3qd7UQi5PHH6/to/Uxr1Z0x131Pdu3qPyDXbbeRL75ofPqiRbrx4rDDdGD3zZvJAw7QwWmX7HeyjgTrh9deC0/nnuHEZ/JKJKKDh8fV+axoub1pk/kFrHLbZUN+PGJ13rTJpvOwsb4aFknqNXQvvZT880/jJKpDfq7WOs9c7b+xgNQBqUyjN7NC53vv1Z8D1zmNBO7oAlgEvZZtpc3tRVKx1QhH1yVdu3blUUcd5fh9vErc6ziDc1Dg67olI0awGCAdepLj4cUJ+ge+5UH43l/lfdQo8o03PJ3i1hmvh80sRg45d665fcuW6cSeesr1KYWFzuuBBlpptxg5UifiUmevjRmf4mjeiWHln4168NeuJefNMzhRM22as311sYVL0EovMG+Kgc6x3HKLfhfHs/EEvM85KAg1anQyysp0C3FWVmXbrCV9PsPR5LBh/i5yxBHkccd5Ps3eoAHoFnc3zq/nRhdL56ef9myjhaVzy5ZV7emJ9zgHBQR0BcVI6xdf1N0iHsptO2VlupOrS5fKHTSPPBLV+cm55Pr1RmmXY6izhZWfR46s2Fdaqm1u2WwLdyDXX7kdAJbO9vbDhQt1frmm3Xtkgb/3c7kgHpZbs2PpfNRRDjrf9Jb/HqA33ySnTzc+PXSdrajQAeTnuDpfY25aOQHo3KZNAp2DKLd//NHXs5JQ57yt3HHUceTy5eb2ha1zu/f0ElppJJnOn6Obf53TSBiObp5tawngRgB3u71IKrZq7+iuXEnOnOmq9aZ58+bs169f3O82bYpfOe6PZ/gw/hV/7VC33Hijri16aNqN17uSlaXXq4618SJM4Dhc6s/GPfYgL7vM0ylOzrhS2sFUSg/VA8jncJG/Ftl167Qz7vJlnKh3ynIwYnuC6mETgYj5Ej4edfbSmAGQx+EjjsVl5s5FAFxxhf6JrVvHt9Hv8kf8+mudkOGzsmOHdiLPPDP+/c3FDv6ONgQi5vfvvvvIU081PJn88ENnjbOyyJNrf+Q5L1bBID/bsXTesCH+kkM3YQSPwhfmjS4+dC4s1CPwEuUVu87pyisffKBtie3M3LpVP6MnnxzARQLU2c7kydr28bjEX7m9aZOvHmF7fo7l8svJurVKuOoBh7Xr3XLDDfrFatj1aukcuxRtuc4Zlp/tBKbz8uXktdfqYeAGJNK5b1+ybt0IV30y21/3eHXQ2SdJdR7v8wJffaUTKioyOj2pzjk7uKp+W386jx5N3nyz8enJdO5V+0Oyf39z+9JMSoYuA5hpem4YW7V3dP/3Py1Hkl6ktWvXEgD/85//xP3+mmsq1hJ3qjwZ9wKNGKEH/Hsktndl1Kj4+3Oxg++hp7mNf/+tE7r/fs/2JVtfNRIh9+tYwv3UHEaee96jYeY4OZG77lpxTGyP6lAMZWssKXfYPN/HE08kDznE1aGJepsHDND2K6X/XnVVRW/f87jAXOf16/U4JsOW+40bdT3h8svja6+U7l3ztdSxlZ8XLHB9ipUflCJ32UWfPnmyc2OHpbPxnPYTTnCtczzOOSexkwaQeVjtr+Fq+XLy99+NTrXrbGG/l9koYQHm8F8YYd7o4rLcjqWwsCIvJNvs+dlX/AJDzjlHO+Tbt1f97u67tY2zh7xU9Uu3GJbbFvF0tohEyAM6aZ3LHhphbuPo0drGxYuNTn/llYr8HMvPP0d1HmpuHkm9xv3RRxuffs45uixPqPP+3t//5aRC5zoLWPaumfMSBK50xlByyRLzi/gst88+O2SdN27U6xmvWGF8ekKdD9Cdpb7ez1Z+Nhy15VrnpUvNbUyBzj/96OcmppcwenQPsW2dAVwJ4Ee3F0nFVu0d3euv17k7Se6dOnUqAfCdOIE7rOEeN95Y1Ym0KnZ1sSUtPQMlJeTuu5OnnFL1O8tOhTLeggepUGZm45fRCfaGvSuWw9aiRfyK+YQJFU6m3XmzO3NJK/Q//uipcE00LNjCrnMzrGEeVrMn3jNv2NhtNz0HKAmJepudpps9/TRZG9t5McYzJ6tCZ0/2+dCZrPBNpk6t+B2xDjlATj5/vFH6JLXO993n+m3s5HA/91zF9/beSEvnHigyu4eka53jsWqVtsf1sP80DLG26jKWzhaxjTM3RR1dIxtdltvWda3nLN583HhbA2xkXWxhc/xlXm537Uo+/rjBiVrn3Fz9TonH2rVk/dztvDxnvHnN84sv9I99912j0510tigsjObn4304utdd51rneJxwApmfr4dfxqP3aRHmNS3l9sXm8y79YOnsFJsnEJ1t3zK4AAAgAElEQVR9ltuudY7jfLhm5UpdWTEkmc6nHaXL7e2TfDjju+1m3OO6cqVLnWs9Z94baeXnkHV+v+fI+Ae44eOPdddrSPm5XOc3fTyMYevs0JhQXQjD0Z1i2z4CMBrAvm4vkoqt2ju6xxxD/vOfSQ8bN24cAXD+/PlVvuvfX/fktm5dUWm3V5q+QBcOwn1mPQNlZb6GYRQVaRsmTar6nVVZbo0l3APL2B6/mdn45JM6IcNWtOOP1/ETYn9mvEYD4wq9S50tnK5rr/BaBT+g5xED5Bl4zfH4hGzfTp5+OjlunLFtgA7Q6UT3f2xgFkppDcf07GT41Pm443TARafHeccOslnuBvZpmrqeAbc6W86wHp5OnolXze7h6tX6pBFmlf++fV3kBWxiLWxnC6wwc9I+/ph84AHjSK/JdB4/nmyEDeyBIvNeZ5f52TRAln0zmqPrU+ennkqen/t2+ZUNsYFbfjKc015SoiPlGwaXcZWfa29inw6zzOwjPZfbdlat0u+yO+5wPmbya7rcnnTRa4YG+iMlOj/xRPjldjOyTx8z80hqnbt0MTrVlc6vbvKn8+bNZMeO5KOPGp1u6fzTT87H9L1gOxs2jHDLFjMTU6Jz7gZe0NRnUC9DPOl88evmFwHIhx82Ot2VzqevY8Pcrdzyq49e5zQShqPbPs6+dm4vkoqtWju6kYjuYrjiiqSH3nrrrczNzWVJTKvjtm26IhXbU2DvcTkWn3Ai+phVOj/9VIdWnTbN02l2J1Gp+P6T9f2emE9AL01iZOOtt+qQdx7nENudjJNOqvq9vYLaHgtYB1uZhRLHCqmj3R50dro+oBszYiu89h6qXbCSh2FalecgaBL15iWSoEULj/ctliuv1M+iQcPLpk26pbNXr8Q98Vce+DXrYgs3rjNo3Y9EdH5Zt871KU73MlY3+/NaH5uYh9Vm9/DTT/UJH37o2kY7desmd8z2xc8EyM6YbvYMBqDzwIGJjzsvX+ucjRIzZ/f118lXX016mJd57JYdVp5WKGOznA3eR4+QvnXu3VtfK5EEnz6hdX7pZvMgQ6a41fnKK/UzazTN1iq3DeezTZyoJUgUg6mkhGyRtZJntvb2fi3nyy/1+l6G0zk86fzvmWY2piA/X3nUT6yLrebltsf3s52U6OyT3r11wLFEEnzyif4dsXM7XZMKnf2+n//4w7jjxrXOjbfyrB6G8/otEXyU20l1fjx95XYQhOHozoqzT+boBsWKFVoKF610p59+Ojt27Fhlv7WCRLLtXZxkNkTv0Ud1Ah7mXbiZ+2o/rha2MRslzEaJ+VDHzZt92RfrRMZWUHtgMgFyNyx3vMeOFXoPOsfaadmRlVUxnNXpt5yGSczFDjMHyGksThycKu8NGiQ+z3LSmmOlmTPepYsOJWjA229X6Oz0XBYWkuc10kOCOzZZ7v05NNDZTY+uHbeOsSOffUYee6xerNAjO3a4K2vqYjNbYSn3wjxvz6BFADp/8onzMYWF5Ak5n+pnFhvK7Q5jTV23Q7zj9dre2G4Sa2FHlcYFV2Xkf/+rDzZYimTHDp2Xky37WbZhE1thKXvtYxgF/T//0dF4DXCjM1kRM2z8OIPKrZWfreASHrn4Yj3nPtkoyRvbTWIttcNL+1gF1vs5TJ23F7PVHqXs1cvAPlJ7MXPmGJ3qWuchesrO+PsNIvJWB519YOl85ZWJjysrjbBVg7/Z66BlZhcKudwmK3Se4EfnJ54wstG1zjfq8txI50mTdKAQH/k5qc5+y+00E5ijC6ADgLMALARwpm27DMBctxdJxVatHd1t2/T6uS4CFHTo0IFnnHFGlf3WgtqJNoUyDsJw5mKH996Lfv107vbQCual8h7b8/vssx5sM8QpiJLdvtgK6oGYxbb4nS3wp+N9dqzQW2HwPv3Us61lZbonNNGwLKsX6Gh86r1CbHHFFeTBB7s61Gk4ptN8Pos2bcgBeDo6fNnFfYslP19PpPWAm+HnVp6oV0/r3A4LuSv+8t7oYuk8ZYon+9w0Clm0aaMbhgBWGl2Qirn3n33mzmkDKnSuW9fjPYxE9KK8HnW2uPpqPQcpXiAOi0TPgyvN//hDR2d1ESnfTY+uk4P9ctdRBHSMBddljYVBuW1h6RxvukkstzZ5mtmqlKtWebxICnQmyciChWyXvYTH7++9YYfr1ulK8S+/eD61rEzHdHATw3HGZVrnZ54w6KXyofOUKR50vlWPGvOss09c6zxjJtthoZnOBuW2hSedn52ldX7Gu4kcOJA8/3yDEyt0dtOm9G8/+blxYy2YATVK58mrCJCjnzSf821CSnTOAIJ0dHsDGAdgbfSvtY0CcKTbi6Riq9aOrkuKi4uZm5vLQYMGVdq/aZNuOWrYMHFFancsZyssZSfMTlq5qsI//qF7gDxg0uv02agfCZAvvODpUrrSecYZrpcFsM9rTWRfbAW1NrbxNtxbHjDLUwV5xAh90OrVHn8cOWuWPnXChOTHPv98xRJTnhs0POpsD7DTqJGuBMUuCRDvnFFZ15s745GIjpHvwUY38yPt89prYxv74X80WtblP//RiXhct7SwUAdsS5YvrQaN8zGRHfBz+XxdT/fQQ899LIMHa53dDF8eCa2z55hXixfrBJ580tNp9gaNZM515fIpUsX2pJp70NnpGUzWi1ZYSF6aW1lnt2UpSXL4cGMnctAgXY4ky88k+dMX6wgYdJJYOhuuN73nnvEDHFZh2zbegbupUGbSSWKMl3I7Uqh1PrqzwVxlg/ezhSed/zPZTOcVK/SF4sQWcYNrnbduNdfZsNwmPeoc0XNQjQJkH3aY8XrTXnSefez1ZjpHIroXcplZb7Cn/Lzf61Qqkrk6R/PzMYeZxR4wJSU6ZwBhDF0+wm2C6dqqtaP79tuuFteeN28eAXB8zCJiAwcmr3AC5C7QLUx50b+unYyyMn3Q9dd7+lleh2OSZNntd3IPLOPpp3qsiL/zjk78q6982RZrX7wK6ls4tfz/7t09zJtbvlxrbcB99+nruSrUy8o49No13l8ChjpbHHww2a2bu2Nnn34HCzCHKtqrG8ZwUQu38yMtHb02zlThkku0x2pAMp3tz+N+mM2hGEogwqZNPdy/sjI9l/2++zzbFxv92VrLOS9PN7bFliuzT7+DBWouj+nmMbrllCn6be0yP1u2ee0VB8hHca2Z5h51tjcKNWniLj+3aUN2wk/lOnt2xn3gJT+TZEGBjuXjCY/ltp3fftOnug0oPafdKWaVuu++M16GxFO5vWIFh54zN+Xl9kEHedD5Dl1uH9Mt3PeznZTpPGsW+cgjnu0jPeq8YweH9plnrvMNNxjZeNBB7p3ryO13sCPmetfZB551nkMznUN8P1ditn4/ZymPjS5lZXoNpTFm62p70nnoMHastYDHHO1jvd80EYaj+xCARgByAXwCYDWAi9xeJBVbtXZ0Dz6Y7NEj6WFvvfUWAfCbb74p31dYWFHZjN2c9nt1Prlli+7G+eADTz+rsLBqr09Sp/rVV3k9/ssseFx6xiqB1q93ZVuiOXPx5hBbleLsbHIE/sU9slawoMDVpQKhe3fywANdHlxczDk5B3p6aZCseNMYjBu3grvee2/V5Xri6ff59a9Wqby76pGcMEGH3PfQI+lmfqR17apOcaRSHnH1LLrMz/E47rjEOseuO/09tM7Nmnm4iKHOhYUVIwXsmzWvNJ7uL43ewKaNdGNGq1YeGzN27PC01IebqQixv6dePfJlnFMeCM+TExmizhZKkTkoLtfZU1laWmoccMWen10xfz6HHjjJe+XdY7ltx4os6rqT8Nxz2TF3vveetBTobGFV3j2V2+vXk2eeSb7mPZKvZ51feYVDMTSzdX7gAXZsscbPksKe8aSz3/ezgQNk6Tx8uMsTXn2Vd2KYd53fekuvk2xQ7njWORJhx31KMjc/79hRrrMnZzyVOkcivPNO/Z5J5UiXIAjD0f0h+vcMAGMANJZ1dANi/XodZi5mOHI8HnroIQLgOtvs9kS9VXl5VXs4clBcZW6kq94LQ+66q3LFMVlF981HFvIrHBn3tyQ899RTyfbtXdvldN/y8tydf+eduiHBdeGwYYMeMmNQmhQX63kr113n4aRDDmFBvd+9vQSee07fhJneo2q+9ZY+9fbb3fWqdd1jAeegoMr9z84OVmfSWWtrHVj7c2nvFbwQz/PfuN+7Mz5rVuKQjA4UF+v0E+kc67TPwCFsi9/L83Bent4SjjAw1NntKAgLrz2sfnA7FSHeeXfVu997o4uHcjsWNzpbWPf8DLzOWtjuPp+QWueGDcl53oONWPn5iy9cnrCgIj97qtRdf70er2jAhRfqpSZd16nvv9+7k5YincuZN48Fe6xLmZP25psp0vmUU1KnM8mhQz1W3jds0L3O27Z5ts9I54MPNn8/z/K+TJal85dfujxhwQLOaXxkZuv88MNmjS7vvmvUKORHZ08jXVKpM330jKeZMBzdudG/zwLoGf1fHN0gsGKVf/110kMvv/xytmjRovxzosqdVcGLDfJ0GcYSIBthvfvei2nTPM2JtDNypE7f7ZSNNm3I2ehUPszaVSV540YdRjdZFCQbfivhc36KeCscXnjBtc6xfPedPtVTuP+hQzk02iLrOlD2tGnktdcaLaL+73/rnr38fHeOkFJ0DOgVpM6kd62tObAFmBPXGQ9ruKil88svOx8T62wOxVDeiWGMN6zV8XeefrruXvWoc6Ke8XjOpGXrVXiCu2OZ+/u3cSN5+OGellbw6oRXYk5lnV313AeQnxPpbBHv2XUd2MtQZ7IiP3uq93fsyIJ6i7w7aQa9fKRePuPssz2c8PPPnHPuXQQ89KR5eD/H4kXncu6803u57aMrZuDAFOi8caO+iMdy28KzziTnTNvsTWerMpXJOk+apBt6DfKzkc4lJezY0cNc4lTrbCu3PfWMG2Kss7rLmzPeu7dxuW2k8y23sKDBkpSOgAiCMBzdBwD8CuD76PDl5gCmub1IKrZq6+iedZaeL+Dioe7SpQu7RSfTuAmwE1vBKywkj2r0I1thKfOx2J2Dt2kTWaeO8byQs8/25hgoRd6N23m5LRBQ0krrr7+SRxzhuhkrdrkegN7mOJJkz57sWH+x+5Y6DzrHYq0Q8scfHk768cfyl8Bjj3m+pGeOPFJL4HaOq5sIyFV46SV6636oYNSoymkn0roib0X4K/ZhGyxK6tSVM3IkWVTk2T7r1GSNQrH5Ph+LeWh0nVpX93LzZp2fPTVLa7w6k9azcDdu5522HtOko0csnT00S3uZilCFSITcZx8W1F/kfq7ijh16KodBfvba+FdYSLbLL+WpeIuAnmKWFKvcNtCZrMjPnrj9dg5TQ71V3g1Ztkzfw5EjvZ9bUOBhTqqPcturziTJH37wVm5bOt9zj2f7SK2xZ52HDuWw9hPc6zxtmm45NCi3jXU+4ABv+fnMM1Ors+39nAon7YgjdJ72ytA7I+51fvFF4/ezkc4m5fZLL5E//+zZPtJQ55UrOWfKKvc6+yy3jXQeMqTcGQ+73A6SwB1dnSaaAciO/l8PwG5uz03FVi0d3dJSXUN0GYo9Ly+PAwYMIJncUYi3HiNJMhLhtfX+xxwUu+u9ePVVnaDHUOyFhRW9e156Stu0IetiC+EQ1djvEGunBoJhwzwmNHiw+5a6LVv0RQ1D7nttLCCpXwJ77cV9ay9i7dougmXNmUPOnm00t2bbNv28DRzoPgBZYSG5W931fBL/517nc87RaywZRAx++WWdrpsRxfbfMByDq/SYOmqxZYvubvOhc9u2yY+zz4VNVAbEvZebNuk1Nw2Gp48d662sse7jQZjFueiY/P5ZGOjsdyoCJ0zgsNNmUilPS4Ub4VbnSkQi5J57slMDl5W6V17RN+CzzzzbZ8/PnphVobOrSt1llyVf7NEBKz+7DLJfQSTCYf3/cFep275dL0gZcn6Otc9IZ4OlUrZu1aOyPesciXDuXHpz0kpKjJxIY50HD+Yw5bLHNEXldiUsnRsvdafz0qW6x9QAY53//JNzWp7oXucA3s81TuconTq57Bn/6y8dJd8Wh8ctxjrPmpXSRpegCHJ5oeOif8+Mt7m9SCq2aunokvoF4GLo1urVqwmADz/8MMnEldxk81lnXPIoAXL0yM3J7evTR6/P5zIojDXsM9Ymt87uVVfZf5uLHt0dO9zFUY/iVCHOz3edhGbGDPdzld54Q1/ERWRtO/bGgvr1vc9tLLpnBhvmbHGng0ed7Xz5pU77zTe9DRMufD7C39GW+TE9po7O0MCBehKwAdddp+1wseRppbx1KL6r5KQlfI4NdSZ1vWe33fQ8JS+0aUPuid/YA5Pj5hdXjqVLLJ3ty5glWwbJ6hlfiHblOl91VYKAZVu36oc92bo7jtfyXuZYWJX3pD1pH3+sg/MZVDxNdSZJDhzIYVkuK3Xnn082b25U6bTnZ09EIuRxx7HTHuuSV94tnQ0dXS/5uRIzZ5bnZ1c9pitWaCfDI9VB5y++MNQ5SqeOpcl1LiszDohG+tD5u+/c6/z66ykvt0mSy5Zx2NAyd41r55+vh7Ma3EtL57fe8nhiJEK2bcuCBouT6xyJkKedRl5zjWf7yBTpbL2fP/nEs32+dP72Ww7b+/nQe0xTonMGEaSje1f077g429ikiQM9AcwDsADAoDjfdwMwC0ApgLNjvisD8EN0ezvZtaqdo1tSoltvXPLVV18RAN977z2SZkv3WESmTefemMdjD0iynuv8+br0ueIKVzYmG06dzDb7+afjDfbD/yqtVxu34jpypO5+cDlxP5DlY0hdOLRpw4I6C3h01yQt1f/7n2cnMoiKu+sotB51juX++3W61qLjbqIuW8w9+ZYqPaZBBSyKF0XZzfzLyudEeBvurRQIKG4aJSV6PGRenlFjwcKFOm2vy4kWFpJda0+r5Iw7PjPz5pEPPmjUs0JW1dkNVsPVQ6jQOScn/lJEhYWsGKfvYX6uRWFhRbqe148myS1b2GnXlex2VIL7kyadSZLTprmv1E2d6nEyWQUmOtsZNozJK+8+dCbJQw4xXE40Wm53qvNbcp23bzeyjQxA51oHJdfZKrf79zey0ZfOTz3FYTl3J6+8jxxJtmunI8kaELrOpG60MszPCxb40JkuG9fmzQtE59VJqntxueUWDsvyMKzVsFHDl84vvshOHZI0uvgst33pbCu3E/aYzp+vA2UZklKdM4BQhi573QBkA1gIoD2AWgB+BFAQc0xbAAcAeC6Oo7vZy/WqnaN76616mMfKla4OHzNmDAFwwYIFJHUlrnZtQ0coEuGdfZdSKV3AOjolQ4bogmHxYlc2JhtOncyZtJ/fHCv5FvR6ePWwOX7FdepUPVajVy/XlXc/DQRVeOMN91H/li/3lLRfO63YGh3wM/fBr2yCdfF12LyZ3G8/rfOSJZ5stDjlFHLffY1OJVeu5MxG3QjoIeuOOr/wgqdkEzW6JMsnzucmcMZvvVV/MW6cJzstJkzQp8+e7f3cwucjfK1WH3bCT2yCdeXzzivdS7vOhsFrTHS2nuNd8RdHOaxXW+nZnj5d9+YaOOMbN+o593fc4flUzeTJHIY7yxvX4j6LAem8++4u1962E4lw0REVOsc9d/t244YMC1/5meTcn/T9e+zBLfEP+PprvU6Vh3Lbjm+d33ijXGfHSt2tt5KHHaaHOxrgJz8zEiF//52dOpFduyY47sILfZXbvXr50Pmvvzi3+dGJdTZ4P9sJRGc3c8bLysgffjC6hC+dSXLKFHZSc9lt/3Xxvw/g/dyrF9mhg6F9bnSeNs1oKoyFb51pNa4l0Nkqt8ePN0rfd34+/3x2wk/JdW7e3HiIum+dL33QXSNqhhBGMKrGAB4BMCO6PQygcZJzjgDwge3zYACDHY4dv1M4uqNHkw8/TJ50kr71HobnDRw4kLVq1WKpbYjSWWdVriR66cH45Rd9XpfsqRyHS3kdHuW1GMWbckfx6yuf0wdFIq6dXDL5nMFkTlrs+Yfja+ZjMY/Fx7qgsoaQzZtH9utHNm6sl5pZ51B4xCGeE1O7tnkP4pwx31a01I0fr6MejRqllxI65RTy88+N0vXb82w5GPWwmVfjcSqU8RHcwOvwKG/Js63P1q2bTtTjGskWZWU6kFe/fkana77+mvvhJ3bdM9oY8Msv+h4++qjuZbZ09hD52yjYlQ17r3R2NtkUawiQ1+G/HIgHeS1G8c6moyqidE6aRN5yi8mvJ0kOGKB/pomPUlhI7lK3ss6N6hbrZ3rSJD3cu0OHtOgc7zmui828D4N4LUbxWozidXiUj+Nq1sIOI9ssPvpIp//++2bnFxaSA7NHECCvwSgOxIM8uvY3+j4uXGhUbsdy7LHeG17s9u1SdzP7oLC80aVPrdc4/ZJomXP77eRee+nAOobObiD5efZsXamrM00vy2OViX//rb/v08dzuW3H0tnwUSZJzr1c6/xYj3f0jg0bKsrtAHT2k58t7rpLV96Xn3ODLgut+zh5sj5g61ZjBy2ocruSzlYFfdo04/eznUB0fm+R1nlUGfnII5XfzyedZDQX0k7//j513ryZdzV/TDe6nHO91vn11/V3O3boyGlKGY98CFTn/dbqz998U/X93KmT8U0IROd39RJ7j+31Xz1qydJ57lx9wF13Gc/NJQPQedOmCp0vH1Kxf9y4yu/ndOpMLWO3/dfq/JHhhOHovg7grmjvbHsAQwG8keScswE8a/t8MYDHHY6N5+iWRp3qbwGc7nDeAMv5zvc8yTINWF2w7dvr4TIehkaddtpp3G+//SrtO+kk/WCakptL7o5lXIcmlWpem1V9o2FbiZwLN5W5eOe3wwLmoJh/ZzXTJSJJvvwyi+s05Fv1zue++NWzkx87pPWZZzz/1EoUFJDdjiiuCOFsbe3b6wV3DYbz+O3RtTsY1tIuD2AgCXBLk90rDhwxwniII1kx9GrsWOMkSJJ3XfCrrtQtJ/n88xXGN2yo5yf9+qun9JI1ungZqq4UmY0SNsdKdsb0ygndequ3H+pAQYHOzyZYz4ql87UYVfGsnHCC/gFdu6ZF5/jPcYRL0bLSzg1oyB67/2hkW2x+Hj3aKBm2aVNV57twh76P69fryojHcjt2GH92tnm+jncvP0O3yg911646QJEhgeZnlHFFlk1na/jq1Kme87OdoUN1UeshNENVSkrYqflKdi2IjvNbvLhyue1R51j85GeLn7/dQIAcVXdgZdGNu20qsNbODFRnqyH6nnuMy207gehMXUfqetDGqpmnfXu9dq4PAtH5I11uP2bpbF/K4brrfOVnS2fDASjlDLtgXkWP6e23+34/2wk0P9eNeT/bH3Afc8UD1fko2zqR+fmBlNtB6VzeuHah14hWqScMR/cHN/tivvfr6LaM/m0PYDGAPRNdr1r06P75J7lmjVGG22effXjWWWeVf7ZacAynVZKsKAuyUMJmWFO+NcAmo/SchnwmC46V6HyrbWD8M9t1CyfJF8ZtZ+O6Ozw70rGceKIeLeKXM8/UlffG+JsHtlrDV55aQ65d66tgLSzUAQJNf6OTg7FX06htAfHMMzrt+fP9pfPzzzqdUaOoK5hr1uhth1kvn98eXee0ImyEv9kMa3hgqzV6yJFPnn66sl1en+OEvf8bNuhIyz4x1dmpTMjF9kplTuO6O4xGVQQxl92i8n3UOtfFFuNI726WgPPS8BJP50ZYzzxE80oadY7Fys+PjbDlZYOASfE4/njyoIP8p6MrddFZJaWl2kaf5TapkwDI4cP927jffmTXoyIV9zCTdbb03bLFuNy2E6zOES6f+3fFPcxknQ3XlY5HUDpXmku8ZYvv97OdUHX2tKBsfILWudJc4nXrMjI/j3rUX95IBWE4ut8AOMr2uQuAb5Kc42vospfvWV0cXUOKi4uZk5PDIUMqhjxYQ4/HjElwYhJaVu5UMXICYontXXn2WbPzrR6Q55/Xfw86qPJQUr92l5bqxkjDoJ9xAx35rWjHcvPN5g6QUyV71Kiqv8HzXEEbl1yip5X4rDOQ1EElXS2FlASnyN+m+iRypvzeQ19z7aMEOu/cAT86FxY651mg4juT+xfkbw/6PiZrbPF6jUzXOZb99ksyx9SAkhIdrNkwuGslKjWuBcg77+h0DVZ2qoLljHtau9MFF18sOvslDJ09hvJIysUXk7vuGozOSeeMGyA6B0OQOoeRn8MgDEf3oGgwqcUAlgD4HsCBSc7JAfA7gHa2YFSdHI6t5MgCaAqgdvT/XQD8FhvIKnaryY7uL7/8QgB87rnnyveNG6fVs6YgmFBYWHW0rR8nzV7pr11bB1sMgl693FUWvfS8/PCDPuf5573b46anJojK56BBeni5YTyUSnrssYe269FHnX+Difbt25NnnGFmX6ytubn+7XHSxuoNM3Wg7Q0b1pzuIO5hEM5LPDuysrSzH0SjgUnk6ljcrvnr5f5ZAdf8lgX29GLvo1I6crQJQf/mePbl5gbTqGYRVH4mw6nUzZypf/eLLwaT3n77kUcdFUxaFn7LbTtW5d0qt4NCdPbPrbcGr3PQTpro7B/ROTMJ3NEtPxhoBKCRh+NPBjAfOvrykOi+uwGcFv3/MADLAGwBsBbA3Oj+IwH8FHWOfwLQL9m1arKjO2nSJALg9OnTSeqKTYMGWr38fH8VnUsv9VeBtYhXCcvJCaYStttu7iqMXpyDxx/X5yxa5N0eNz01psMd7XTtSv7zn/7TISs7km3aeFh6KAErVuhzRozwb19QvVVO6bRs6d/GwkIdkMJKL4h7GNRyV7HBs2LTDbLRIEiH3vT++V3KzInK63ib3zvS+Tfn5ZmPArDrnJtL7r23d7ucCDI/kxWjjkaODCY9Ujt8gNHStnG5+259L4NKj9QV7aDKbZLcf3/yiCOCS090DoYwdD7yyODSE52DYWfTOSxnPGjC6Prb6eIAACAASURBVNFtAuB66MjLo6zN7UVSsdVkR/eBBx4gAK5fvz7QOWmkXt0oO1vH3rAwGY4Z5rC6IHtFLPr00b2cJkM93PTU+P3d27frnsObb/aXDhn8XEGLV1/V53z7rX8bg3L4AlsnOYaw7mF+fvDPT5MmwaQZ5DznoO+f38B3XtM10SPMxj9SBxcFfMWBqUSQ+dmic2fywAODS+/cc3WeCQprvdt77w0mvSDLbQvR2T/VSed584JJT3T2z86q89ixwU+XCJowHN2pUSe3L4BLrc3tRVKx1WRH95JLLmHLaJdUUBUxuzNbp47uIbYq3SY9GmE5GKTzb7Z6rrz2ikQiukfu3HODtcfa6tb1X5m9447K2vpJL+jeNIvrrtO/NYB4FKH36PpteAijRzKsOd5BOOBksJGrycplTrNm/u5fItv83Lug0w1q6Hc8VqzQZeCgQf7TIoPNzxZPPKF/86xZ/tOKRPTongsu8J+WnaOP1qsyBTG/7csv9e+dNMl/WhaiczAEqfMXX4Sns73TwQ+is/+0dladqwNhOLqz3CaYrq0mO7qdO3fmCSecQDIYh9JL74rbymeYPbqFhdoZD8oZsFr9nnjC3J54c/ms//0sfG6lH8R8VYsw5keSumW3e3czm2IJaqRCWPMYg7yHifJfEE5QUHkxUUAvv3l73TqtS06OmebpaNAwzYNB52c7vXrpkSlBBDQOMj9brFune0Suu85/WvPm6Xvndzm4WMaP1+l+8YX/tO69V6e1Zo3/tOyIzv4Rnf0jOgdDputcHQjD0f0XgP4AdgfQzNrcXiQVW011dMvKyli/fn3ecMMNJIOp4HnpnXLrSAc9pDo2bXulu1kzf+mOHavTmTPHn02xw7s3b9Y945dfbp4umbror37mCq5bp8+7+24zm+Jh7/3KyjJb4zFexOWHHvJvm9M9VMp70Kewo+cWFpK1alW100tQpXjOWVB5266z1bvr9RmMV97UqeO/vAlj7m8Yesf2FA/0uexhGPnZ4rzztMY+lqUlSf7vf/q3BjWE18Iqt/v29Z/WiSfqOXhB89pr+rcXFflLR3QORucTThCdRWdzqoPOmU4Yju41ANZHoy4vim6/u71IKraa6uguXryYAPj000+TjL9Uh9dKp9veKa+VssJCcvfdK5yooJzc2IpnrVr+0r7sMm1fWZl/++zYg4S1bm1uo2ljQyK7gu5BfPttfX4QIfdj+eijimfIiwPk9DtNImu7TTvo/BfU/M0BA/zZmagxLOigdab5ObZhJAidrXQTlYVebU1Ffs7O9vfspCI/+322L7qIbNEimCGJsfTvr4f/rVtnnkZxcXBLpcSyY4deDui00/ylIzrvXDp//nkwdtkRnf1THXTOdMJwdH8HsIvbRNOx1VRHt6ioiAD4RXQcRiSiI7/Wr2++dIjXHl17BTlZoCprDsfChT5/eBJb/fSGtGsXXCh2iyB7tJ2iTAfZA+TXzptv1g5KAOuxV+G558zmiaeip9RpPVgvjkZYgZTcXMNtg1XQzpkbu0yC4JE6tsDZZ/uzy62dJhoFnZ/DiCweZn4uKyP32Yc8/HDzNCIR3Xh4zjnB2WXn++/1PXzkEfM0vv1Wp/HKK8HZZee223SDzuLF5mmIzjuPzrVrh6uzn0jgonPm65zphOHofgignttE07HVVEf34YcfJgCuiU4SWLRIq/bkk+ZpupmjG2/dUTfO3Hnn6QpXUK10iXq/vFJYqG0DyKZNg11/MqjhwU7ahO0AeQnsZR8aG1RgHTc2JnMMwgyIluwaXjQKa2kcN3aaTEEI0rZk98/r/bTKw8ce82dXLEHeh/PPDzY/B1kmWnTurJczC4v//lfbN3Om2flh6WynSxcdxMZ0pM9DD2kb//wzWLsslizRFWM/QalEZ/86W1FzM13nbt2CsykWS2fToFSic/XQOZMJw9GdFF0P9xlZXii19OvXj7vuumv55xdf9FfAWMT2nlx1lR5KAZC77KK/jz0m2bqhkYgeutynjz/b7Dg5PQ0bevudduc9aOeRDCZYkVPlOqhh4G7tTGZj3brh3cdENiZz0sLu0U10Da/XCrPXNJGdpkHlgtI50VxnE3utwCOzZ/uzKx7JhjAnOs9ebh50kC4XTefDx+J0D7OyzFr2N2zQ595+u7lNyfj7b/38mM6bC1Nnixde0NeYPNns/F69yH33DdamWE4/Xb+fRWdz/Op88snVQ2e/QTETYelsGo9EdNZkus6ZTBiO7qXxNrcXScVWUx3dI444gsccc0z55xtu0I5GSUnw1yor0y1gRxzhLTKzVTH/9Vf9OTqdOBCc5qPVqaMLW6/nhuUEBbH8TCoctWSRdE1tzMsLzsZE9zKR0x9P7yCWekp2jXj3Ltk1t20zd+5M7fSzTBgQ3pz72MjL8coWJ84/X8/zCnq+vUUixzze/XB6PqJB8wMh3jVq19Z/R4/2nt7rr+tzw5i3aefKK/VIEJMekvPOC1dnUs+b23138vjjvZ+7bZvWJIz5fHY++UR09svOonPY8zavvFKXO6KzOdVB50wlcEe3Omw10dGNRCJs3Lgxr7KFS/3nP8MdqjBqlH4qnOaVJaqYP/yw/uxnzkE8YntIhg/X17nvvsTnuXE+gxrWatIwEEvYQ2+TRdL1Y2NQjpBlZ6J7mSh4UWFhxXrQ9esHP6zauobTXF23TuXkyazkoHhxRr3Yad2LnBzy//4vea9iKhpbYvPziBHJy5Z4lJSQTZoEE10zka1eGiSc7p9tUE5gdtnv4fPP62Fse+/tfcmKyy/XcR+Ki4O1MZbfftP2eh2qV1wcvs4W1nBFr0NvrfzsN4pqMiIR8tBDRWe/1HSdmzQJpzPEjqWz1/VgRecKqoPOmYo4ujWE5cuXEwAfi05k2L5dV/L//e/wrrl5s/tev9iK+XHHkZ06hWebnR49dItgoiEfbobpBl2BT+YAOV0z0bmZ1OtsOU7pvpeJrvX55/qY114Lzp549pmMFogdSt+/f3BDWp247rrkeTfR7wp6aHo8/vEPd/bZsXR+/fVwbXPSN15jUBjzZ93yyive70dZmS5HzzsvPLvsnH22drY2bHB/zmefpUZnkly/nmzUyPv9uOYa/bymIiiM6Oyf6qDzyy+b63z++eHZZUd09k910DkTEUe3hjB58mQC4JQpU0iS33yjFXvjjXCve889zpW1eMGVCgt1BD1AFyphVopjowcnahVM5tiFUYFP5ly7dS7CsDGIecR33+2t4u8Ve09VIhsTXWvgQN1z7eXl68fWZM6ufR58qp3IeHOq3Tjj1oiOIOeHJ2L6dH29Jk3cO/2Wzhs3hmubl17uVPSIO1FaSu65p+7ZdRsM0Lrvzz0Xrm2x13vwQffnpEpni3//W899mz/f3fGRiNb31FNDNasc0TkYqoPO7dub6RzUUmturyc6m1MddM5ExNGtITzwwAMEwHXr1rGwUEcKBnTk4DArn3//rSvHbtbrTWUPULxrKUWOHev+eHvFMwwbEzk+XoeL+l0b04ttDRtW/B/r3Nidz8aNvTlNXvAy/DvRtQoKzOblmNKqVXwbY531MOfkOpHMEXdqMBg6VH+3enV4tsXSowfZrJn7BopU6eyljHN6hm2zT0JlzBh9vTffdHe86FyVP//U778LL3R3/Jw5+p4/80y4dtmpLjrn5YnOfnj2We86Z2WJznZE55pJYI4ugHcAvO20ub1IKraa6Oj26dOHrVu3Tstwwttv19fZbbf0z+lLdq2mTZ3PidfrFpaTa10vXkX3gQecz0nFsjhOttWtq51Xp4jUTo0L1vJCQT6PbodWJ5qjO2+ePmbkSH+2eKGwsGpAJbe952HobCeZHfGCiEUi5AEH+Fsn0YTvvtM2DRuW/NhU6xxbjtx/v/OxV10VboT3RJSU6DUu998/eaAX0dmZW2/VGv70U/JjrRFQf/wRvl0W1Unnu+5KfqzoHJ+SEj1/04vORx6ZGtssRGf/VAedM40gHd2jE21uL5KKLZMd3djAIW4rPAUFBTzllFNS5kza7WzdmmzQIHHLW9hLpMSSqNLeunXiAEWxjkiYFU/7fWzVSkeIPv105+OTLdsUlm3Ws7jLLs7XTxRlOei5pW6cw2TrH990k9Y6rLXvnHj66cprT7t1csPS2SKZLfEaDawpEk89FZ5dTpxxhh5dsGpV4uPSpfPatXp6Ru/ezsekc/gyWbEEXbI8KTo740ZnUg87zM/X8SlSTXXRuVGj5D1PorMzorN/qoPO1nJImaxzJhHK0GUAdQHs6/b4VG+Z6uia9sZu27aN2dnZHDJkSNoi3VoRet9/393xYVfqTOfcOgVQSlXF89579fXirefmFAk5Ua9l0HhxysJ49iwSOQg//6xfkE5zsu3zxFPVexbLfffp6++6q/t7mIo5ul6DZl18sXZCUjWHys7cudVHZysiZ2zjkdN9DrPn3k5ZGXnIIXppjUTDCTNZZ5LculU3bJ17bursshOrczzeflsfE2bgOyeqk86J1lsVnRMjOgeD6FyzCGMd3VMBzAOwKPr5IBm67A7T1v0ZM2YQAF955ZWElaegKntO18jJ0Wvrbt3q7vgwK6BeKu1ughqlquK5fbteeLx9ez2f2LIrL0/Ps4hnW5Dr0ibDaw9kWDonaxQaNEjvu/329Ad5ise4cYmft3r1dKOLNfc9zCH0dpIFzbLng9Wr9ZJHV18dvl1O3Hqrtit2fcB0RYSOZft2skMHsl078oorMmMudizTp2s7rr8+/veZrLPFuHH6+2gsxpRj1zn2/Wdx0km6Yhr2kj1OVCedv/gi/veic3Jqks5hr+PsRHXQedq0zNc5UwjD0Z0JoDGA7237fnJ7kVRsmeroup1/Gdsr0L//GALg/PnzfS214tdOa4tdEy8VvczxcBPpNp7jk+6K5223JbcnHU446S0IVNj3MNEw/y1b9DDrTHQsyOSByM4+u/LnVDtoiYKeWfe7d2+9z81cprB49tmK8s4+JSHdQ4LteM3P6XDIr75aN6R9+mnV74YMSb/Omzdr7fbZRwdAtLN9O7nffmTHju4jkYbBlCn6Pl13XdXvZs7U+Wbo0FRbVRnR2T+ffio6+8WNzgUFonMyMl3nTCEMR/fb6F+7ozvbxXk9oz3BCwAMivN9NwCzAJQCODvmu0sB/BbdLk12rUx1dN1UzuI5Gjk517N27fosKytjcbGe5xmmU5TIzssv1xmvRYuKCnGDBumtdJr2Qqaq4ml32PLyqgZvyiQn3LLXGhKaqQ45qZ/BTLUtUaPWs8+mL0CRhdsGjVQOm3drY7K1vVNlb2Gh+3XGW7UKd33kZKxfrx2Ipk3JX3+t2P/557o8v+ii1NsUy5QpetTQ8cdX7kW58UZ9D996K22mVbHliScq9m3cqIPH7LFH+iOfJtP54ovTZ5uF6Oyf9et1j2R11PmGG6qPzmvWpM82snronAmE4eiOAXABgNkA9gbwGICnk5yTDWAhgPYAagH4EUBBzDFtARwA4Dm7owugGYDfo3+bRv9vmuh6merouhluF99pO5q1ah1Okvz6a70vUdCgsOy86qqKZY0yqYJs2guZioqnnx7SdDhAdn7/3Xk4dSY45F6iGWdKj6596aZ02+hmREQ6n8FMGUYfDy/5ukWLcG1xy++/k82b6+j5Tz9Njh+vK3N77ZU5c7zGjtX3rGtX8p13KnotnIbvpZrSUr2mZlaW7gl67z3yxBP153QNw4zFSee99xad3VIddF64UHT2i+hcMwjD0a0HYDiA7wDMiP5fJ8k5RwD4wPZ5MIDBDseOj3F0+wB4xvb5GQB9El0vUx1dUi/qbFV24zlZVSvvZQQaEbiSpJ6TqJSOshbmHLXYYaNuhwBbWyrnlVr2eqkMV4fe5qDXzjVh+HB3zm46nCG39zYdtpk0cKS619mLnanMz24d8HTmby/2xa5FnU6+/548/PAK29q10/syiWefrRzE7ZRT9HDHTGHTJrJ//4oh9fXrk//9b7qtqozo7B/RORhEZ//E6ty+febpnE5CibrsdQNwNoBnbZ8vBvC4w7Gxju4tAG63fb4DwC1xzhsQdbxn5Ofnh3Arg8MKpBNv6EbVCtTPBMC8vHGMRMg99yS7d9fHmi5VZILXimc6Ku2Z6Ph46XVMt3MWi1uHI13DMRM5afblfdI59NaeP5s0SX4fU42XfJ2qYFl+RkCkqvzxmq8zIT9bRCK6t+Lbb9M7Ry4RmzeTkyaldv1KryxYoHuAtmxJtyXxEZ2DQXT2j6XzsmXptsQZ0bn64sXRVfr4xCilpgCociDJ4xKcczaAniSviH6+GMA/SV4b59jxAN4l+Vr08y3QPcb3Rj/fAWAbyRFO1+vcuTNnzJiR9Leki+JiYO+9gT/+0NUgAMjLAx59VP8/YACwdat19HgAfXH++T/jX//qiH/+ExgzBrj88tTanJVVYasb2rQBFi8OzZy4TJwYe++qohRw5ZXAk0+mxqa2bYElS7yfV1gIXHhh4Oa4xs29rFcPGD06/XZeeilQVlb1u3Q8g4lIlIfSdS+95OtU3E/T/BJL2Laa2Jlpz6MgCIIgVHeUUjNJdnZzbJbLNG8BMDC63QHgB+ie1EQsB9Da9rlVdJ8b/Jybkbz6KrBiReUK5tq1Fc7rpZdqh0wzHUAjvPXWvujfX+/p109XtCZOTJ3N+fnuj61XDxg+PDxbnLjwQu0sZGc7H0MCRUWps2n4cH0/7OTm6oYNJ9q0Sa/zCABDhsR3crOz9bPZpk36nVxAXz8Sif/d0qWptSUZTnkoOzt999JLvk7F/QziGqkof+LlayBxvs6051EQBEEQdiZcObokZ9q2r0neBOCYJKd9B2BvpVQ7pVQtAOcDeNulXR8AOFEp1VQp1RTAidF91ZYhQ4DS0qr7i4v1d0VFdid4GoDDsG1bFmbPrjh2yRLd45YqZzdRxe6qq7TjkwkOUCLHxyKVFU7L+bbfn3HjgDVrdK9t7D1NVyNBLE73KBLR2+LF6e/JbdtW90hmOZRczZql1CRHLFuXLLE3YGnq1QMmTEjfvXTK1/Hw4hSb4nSNvLzETiSQ2vInXr4uLNT5uk2b+Oek4v4JgiAIguCAm/HN0NGPrW0XAD0AzHNx3skA5kNHXx4S3Xc3gNOi/x8GYBmALQDWAphrO/dy6GWJFgDom+xamRyMikw8v0sp+/dbCeQQGJwR8/pSOSfYD8nmHaZjLqQTmXpPM2md0liqw9I4iWzNhPnDdtwEnkvVHNNkkemdlvPJhOfSwk10fUEQBEEQ/IMQ5ugusn0sBbAIwN0kv/LlZQdIps/RTTS/y+oN0N9PBdAFwJsAesc9XqnkPZg7G4nml2bCvNLqQLx7mCn3zsv8yHTPi3SyNd12JWPiRD26ZOlS3RM5fHjqdE907Ux+Lu2k8/4JgiAIws6Clzm6CR1dpVQ+yWoxyyjTHd2JE4G+fYGSkqrf3XknsM8+VmVuJICbAKwAsHvctDK9wpwurIrmkiV6DmRZmb5XUuF0T6ZW1r0EUEp3Q5CTrem2qzqTqc+lIAiCIAipJUhHdxbJQ6L/v07yrIBsDJxMd3QBXVm74QYdhAoAmjQBatcGNm4EnngCyMkBrrzybGzdOgPAYrRqBaxbl/k9GYIQNtKjKwiCIAiCIAQZddkeRqW9uUkCoJ3TNWsqZnH9/TcwezZw0EE6+vJddxHFxZ8DOAZduugejLp1K87PyxMnV9g5cYpkXatW5X2ZENgrnq2ZYJcgCIIgCMLORDJHlw7/CwGx667AV18BL78MNG/+M0pL1+Ckk45Bv37AzTdX9P4CwLZt6bNTENKJUyTrsWMzJ/p3IlszwS5BEARBEISdiWRDl8ugIyIrAHUBWINoFQCSbBS6hS6pDkOXk/HEE0/g2muvxaJFi3DMMW1l+KMgCIIgCIIgCEKUwIYuk8wm2YhkQ5I50f+tzxnj5FZH7GuCtm2rP3/22WfIz8/H11/Hd3KB1K4HKwiCIAiCIAiCUB3JSbcBOyOxy2UsWQJcdBGh1OfYe++TMGCA87n5+amxURAEQRAEQRAEoboijm4aGDIk3nqvP4Ncjfnzj3E8TwLaCIIgCIIgCIIgJCdZMCohBOIPP/4g+re743kS0EYQBEEQBEEQBCE54uimgfjDj98DsB+A+GOT27QRJ1cQBEEQBEEQBMEN4uimgarrbG4E8CWAkwHoJUnsyJBlQRAEQRAEQRAE94ijmwasdTbz8qw9HwMoAdAL9eoBV14pa3AKgiAIgiAIgiCYIo5umrjwQmDNGqCwEGjQoAhAY+TnH4HRo4Enn9Rr5UYi+q84uYIgCIIgCIIgCO4RRzfNXHAB0bBhEc49tweWLMkVp1YQBEEQBEEQBMEn4uimmR9++AF//vknTj755HSbIgiCIAiCIAiCUCMQRzfNvPfeewCAnj17ptkSQRAEQRAEQRCEmkGojq5SqqdSap5SaoFSalCc72srpV6Ofj9NKdU2ur+tUmqbUuqH6PZ0mHamk6KiIhx22GFo0aJFuk0RBEEQBEEQBEGoEYTm6CqlsgE8AeAkAAUA+iilCmIO6wfgb5J7ARgJ4EHbdwtJHhTdrgzLznSyZs0afPvttzJsWRAEQRAEQRAEIUDC7NH9B4AFJH8nWQzgJQC9Y47pDWBC9P/XAHRXKnYV2ZrLBx98AJLo1atXuk0RBEEQBEEQBEGoMYTp6LYE8Ift87LovrjHkCwFsAGAtbpsO6XU90qpz5VSXUO0M20UFRWhefPmOPTQQ9NtiiAIgiAIgiAIQo0hJ90GOPAngHySa5VShwJ4UynVieRG+0FKqQEABgBAfn5+Gsw0p6ysDO+//z5OOeUUZGVJTDBBEARBEARBEISgCNPDWg6gte1zq+i+uMcopXIANAawluQOkmsBgORMAAsB7BN7AZKjSXYm2bl58+Yh/ITwmD59OtatWyfzcwVBEARBEARBEAImTEf3OwB7K6XaKaVqATgfwNsxx7wN4NLo/2cD+JQklVLNo8GsoJRqD2BvAL+HaGvKKSoqQnZ2Nk488cR0myIIgiAIgiAIglCjCG3oMslSpdS1AD4AkA1gLMm5Sqm7Acwg+TaAMQCeV0otALAO2hkGgG4A7lZKlQCIALiS5LqwbE0HRUVFOPLII9G0adN0myIIgiAIgiAIglCjCHWOLskiAEUx++60/b8dwDlxznsdwOth2pZO/vzzT8yaNQv3339/uk0RBEEQBEEQBEGocUgUpDTw/vvvA4DMzxUEQRAEQRAEQQgBcXTTQFFREVq2bIn9998/3aYIgiAIgiAIgiDUOMTRTTElJSX48MMPcfLJJ0MplW5zBEEQBEEQBEEQahzi6KaYqVOnYuPGjTJsWRAEQRAEQRAEISTE0U0xRUVFyM3NRffu3dNtiiAIgiAIgiAIQo1EHN0UU1RUhG7duqFhw4bpNkUQBEEQBEEQBKFGIo5uClm+fDnmzJmDnj17ptsUQRAEQRAEQRCEGos4uilkypQpACDDlgVBEARBEARBEEJEHN0UMmXKFDRt2hQHHnhguk0RBEEQBEEQBEGosYijm0I+/fRTHHPMMcjKktsuCIIgCIIgCIIQFuJxpYhFixZh8eLFOPbYY9NtiiAIgiAIgiAIQo1GHN0UYc3PPe6449JsiSAIgiAIgiAIQs1GHN0UMWXKFOy6664oKChItymCIAiCIAiCIAg1mpx0G7Cz0LFjR7Ru3RpKqXSbIgiCIAiCIAiCUKMRRzdF3Hbbbek2QRAEQRAEQRAEYadAhi4LgiAIgiAIgiAINQpxdAVBEARBEARBEIQaRaiOrlKqp1JqnlJqgVJqUJzvayulXo5+P00p1db23eDo/nlKqR5h2ikIgiAIgiAIgiDUHEJzdJVS2QCeAHASgAIAfZRSsSGH+wH4m+ReAEYCeDB6bgGA8wF0AtATwJPR9ARBEARBEARBEAQhIWH26P4DwAKSv5MsBvASgN4xx/QGMCH6/2sAuisdlrg3gJdI7iC5CMCCaHqCIAiCIAiCIAiCkJAwHd2WAP6wfV4W3Rf3GJKlADYAyHN5LpRSA5RSM5RSM1avXh2g6YIgCIIgCIIgCEJ1pVoHoyI5mmRnkp2bN2+ebnMEQRAEQRAEQRCEDCBMR3c5gNa2z62i++Ieo5TKAdAYwFqX5wqCIAiCIAiCIAhCFRTJcBLWjut8AN2hndTvAFxAcq7tmGsA7E/ySqXU+QDOJHmuUqoTgBeg5+XuAeATAHuTLEtwvdUAloTyY4JjFwBr0m2EICRAnlGhOiDPqZDpyDMqVAfkORUynXjPaBuSroby5gRvj4ZkqVLqWgAfAMgGMJbkXKXU3QBmkHwbwBgAzyulFgBYBx1pGdHjXgHwM4BSANckcnKj52T82GWl1AySndNthyA4Ic+oUB2Q51TIdOQZFaoD8pwKmY7fZzQ0RxcASBYBKIrZd6ft/+0AznE4dziA4WHaJwiCIAiCIAiCINQ8qnUwKkEQBEEQBEEQBEGIRRzd1DI63QYIQhLkGRWqA/KcCpmOPKNCdUCeUyHT8fWMhhaMShAEQRAEQRAEQRDSgfToCoIgCIIgCIIgCDUKcXQFQRAEQRAEQRCEGoU4uilCKdVTKTVPKbVAKTUo3fYIOydKqbFKqVVKqTm2fc2UUh8ppX6L/m0a3a+UUqOiz+xspdQh6bNc2FlQSrVWSk1RSv2slJqrlLohul+eUyFjUErVUUpNV0r9GH1O74rub6eUmhZ9Hl9WStWK7q8d/bwg+n3bdNov7DwopbKVUt8rpd6NfpZnVMgolFKLlVI/KaV+UErNiO4L5J0vjm4KUEplA3gCwEkACgD0UUoVpNcqYSdlPICeMfsGAfiE5N4APol+BvTzund0GwDgqRTZKOzclAK4mWQBgMMBXBMtL+U5FTKJHQCOI3kggIMA9FRKHQ7gQQAjSe4F4G8A/aLH9wPwd3T/yOhxgpAKbgDw9hiFnQAABjtJREFUi+2zPKNCJnIsyYNsa+YG8s4XRzc1/APAApK/kywG8BKA3mm2SdgJIfkFgHUxu3sDmBD9fwKA0237n6PmWwBNlFK7p8ZSYWeF5J8kZ0X/3wRdQWsJeU6FDCL6vG2OfsyNbgRwHIDXovtjn1Pr+X0NQHellEqRucJOilKqFYBeAJ6NflaQZ1SoHgTyzhdHNzW0BPCH7fOy6D5ByARakPwz+v9fAFpE/5fnVkgr0aFzBwOYBnlOhQwjOiT0BwCrAHwEYCGA9SRLo4fYn8Xy5zT6/QYAeam1WNgJ+S+AfwOIRD/nQZ5RIfMggA+VUjOVUgOi+wJ55+cEbakgCNUXklRKyZpjQtpRSjUA8DqAG0lutHcsyHMqZAIkywAcpJRqAmASgA5pNkkQylFKnQJgFcmZSqlj0m2PICTgKJLLlVK7AvhIKfWr/Us/73zp0U0NywG0tn1uFd0nCJnASmvYR/Tvquh+eW6FtKCUyoV2cieSfCO6W55TISMhuR7AFABHQA+jszoR7M9i+XMa/b4xgLUpNlXYuegC4DSl1GLoKXPHAXgU8owKGQbJ5dG/q6AbDf+BgN754uimhu8A7B2NdFcLwP+3d3ehlk5xHMe/P3PUeJmUl6SQ0FCYMWgyoQaNC6ToEI33Wy6GpLiZSaYkJMQVElFTXpu8pLxNLmheMBhMMXMhLxdKTcYwM38XzzrZpqNzTPvMPvb5fuq011l77fVf+7TqOf/WWs9zNfDagMckjXkNuKGVbwBe7am/vt3h7mzg155tJNKUaGfCngQ2VdVDPW85TzVtJDmireSS5ABgCd158neB0dZsz3k6Nn9HgXeqyl0JmjJVdVdVHV1Vx9H93/lOVS3FOappJMlBSeaMlYGLgM/p0zU/zuF9I8nFdGclZgFPVdXKAQ9JM1CSF4DFwOHAT8By4BVgFXAssBW4qqp+aQnHY3R3af4NuKmq1g5i3Jo5kpwLrAE28ve5srvpzuk6TzUtJJlHd4OUWXSLBquq6p4kx9Otnh0KbACuraodSWYDz9KdOf8FuLqqvh3M6DXTtK3Ld1TVpc5RTSdtPr7cfh0Bnq+qlUkOow/XfBNdSZIkSdJQceuyJEmSJGmomOhKkiRJkoaKia4kSZIkaaiY6EqSJEmShoqJriRJkiRpqJjoSpK0l5IcluST9vNjku9beVuSx6co5rIk17fye0nOmoo4/xL71iQ376t4kiTtLR8vJElSHyRZAWyrqgemMMYIsB44o6p2JnmP7vmYfX12cJJZVbVrnPoDgQ+rakE/40mS1G+u6EqS1GdJFidZ3corkjyTZE2SrUmuSHJ/ko1J3kyyf2t3ZpL3k6xL8laSo8bp+gJgfVXt7Km7MsnHSb5Jcl7ra3aSp1uMDUnOb/U3JnmsZ5yrkyxu5W1JHkzyKbAoyX1JvkzyWZIHAKrqN2BLkoX9/6tJktQ/JrqSJE29E+iS1MuA54B3q+o0YDtwSUt2HwVGq+pM4Clg5Tj9nAOs26NupKoWAsuA5a3uFqBajGuAZ5LMnmCMBwEfVdV8YBNwOXBKVc0D7u1ptxY4bxLfWZKkgRkZ9AAkSZoB3qiqP5NsBGYBb7b6jcBxwEnAqcDbSWhtfhinn6PoktBeL7XXda0vgHPpEmeq6qskW4G5E4xxF/BiK/8K/A482VamV/e0+xk4eYK+JEkaKBNdSZKm3g6Aqtqd5M/6+wYZu+muxQG+qKpFE/SzHdhzZXZHe93FxNf1nfxzN1dvX7+Pnctt538XAhcCo8CtdCvSY5/ZPkEcSZIGyq3LkiQN3tfAEUkWASTZP8kp47TbBJw4if7WAEtbX3OBY1uMLcDpSfZLcgww7lnbJAcDh1TV68BtwPyet+cCn0/mS0mSNCiu6EqSNGBV9UeSUeCRJIfQXZ8fBr7Yo+kbwLOT6PJx4Im2VXoncGNV7UjyIfAd8CVd0rz+Xz4/B3i1nesNcHvPe+cAKyb1xSRJGhAfLyRJ0v9IkpeBO6tq8wBiLwBur6rr9nVsSZL+CxNdSZL+R5KcBBxZVR8MIPYSYHNVbdnXsSVJ+i9MdCVJkiRJQ8WbUUmSJEmShoqJriRJkiRpqJjoSpIkSZKGiomuJEmSJGmomOhKkiRJkobKX8vi/GR/+FQbAAAAAElFTkSuQmCC\n"
2123 "needs_background": "light"
2129 "cell_type": "code",
2131 "out = np.empty((hours,1))\n",
2134 "for i in range(Et.shape[0]):\n",
2135 " h=np.dot(Et[i,0],w[0])+np.dot(h,w[1]) + w[2]\n",
2136 " out[i]=np.dot(h,w[3]) + w[4]\n",
2138 " print('scaling')\n",
2139 " out = scalery.inverse_transform(out)\n",
2140 "out=np.reshape(out,hours)\n",
2141 "print('max abs diff',np.max(np.abs(m_exact-out)))\n",
2142 "plot_m(out,title='Hand computed RNN prediction with exact weights')"
2145 "id": "PZw7DNQD4Inr",
2147 "base_uri": "https://localhost:8080/",
2150 "outputId": "c713f55e-74dd-4576-ab56-f559484adf14"
2152 "execution_count": 34,
2155 "output_type": "stream",
2158 "max abs diff 9.792852370682503e-08\n"
2162 "output_type": "display_data",
2165 "<Figure size 1152x288 with 1 Axes>"
2167 "image/png": 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\n"
2170 "needs_background": "light"
2176 "cell_type": "markdown",
2178 "id": "6uXVJj9koGF2"
2181 "### 3.2 Acquisition and preprocessing of real data"
2185 "cell_type": "markdown",
2187 "id": "glIkYrvdhXo6"
2194 "cell_type": "markdown",
2196 "id": "ZUluRmF9tqko"
2203 "cell_type": "markdown",
2205 "id": "q3BpOBuzc91i"
2208 "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. "
2212 "cell_type": "markdown",
2214 "id": "c8Y6bL1Yc91i"
2217 "#### 3.2.1 Acquisition of fuel moisture observations"
2221 "cell_type": "markdown",
2223 "id": "0CuXyWBFc91i"
2226 "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."
2230 "cell_type": "code",
2231 "execution_count": 35,
2233 "id": "LFrlbbMmc91i",
2235 "base_uri": "https://localhost:8080/"
2237 "outputId": "10c65be6-cd24-4da7-aaf2-9c6536e98e69"
2241 "output_type": "stream",
2244 "can't read raws.json , creating\n",
2245 "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
2246 "Collecting MesoPy\n",
2247 " Downloading MesoPy-2.0.3.tar.gz (7.2 kB)\n",
2248 "Building wheels for collected packages: MesoPy\n",
2249 " Building wheel for MesoPy (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
2250 " Created wheel for MesoPy: filename=MesoPy-2.0.3-py3-none-any.whl size=7792 sha256=0ddbf13571a01eae688ef0795c4d2ebaa15a66ac53faf82948a7ffe0ed81c5e9\n",
2251 " Stored in directory: /root/.cache/pip/wheels/53/08/18/c50a32a8845ad0083fe4a45f2c445e8025e6d11af89184357f\n",
2252 "Successfully built MesoPy\n",
2253 "Installing collected packages: MesoPy\n",
2254 "Successfully installed MesoPy-2.0.3\n",
2255 "reading MesoWest fuel moisture data\n",
2256 "writing json file variables.json\n",
2257 "writing json file meso_obss.json\n",
2258 "writing json file station.json\n",
2259 "BLACK CEDAR station BKCU1 at -112.238864 38.979242\n",
2260 "bounding box -112.24886400000001, 38.969242, -112.228864, 38.989242\n",
2261 "writing json file meso_ts.json\n",
2262 "writing json file raws.json\n",
2269 "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n",
2270 "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n",
2271 "def json_w(j,f):\n",
2272 " print('writing json file',f)\n",
2273 " json.dump(j,open(f,'w'),indent=4)\n",
2275 " #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n",
2276 " j = json.load(open(jfile,'r'))\n",
2277 " print('loaded from ',jfile)\n",
2278 " # Take the first station in the boulding box that has data between time_start and time_s2.\n",
2279 " # Then retrieve data for that station between time_start and time_end\n",
2280 " time_start = j['time_start'] # start of data time series\n",
2281 " # time_s2 = j['time_s2'] # end of segment to read coordinates\n",
2282 " time_end = j['time_end'] # end of data time series\n",
2283 " meso_ts = j['meso_ts'] # get meso observations time series\n",
2284 " obs_lon = j['obs_lon'] # where we retrieved observations\n",
2285 " obs_lat = j['obs_lat']\n",
2287 " print(\"can't read\",jfile,', creating')\n",
2288 " # set up bounds\n",
2289 " time_start = \"201806010800\" # June 1 2018 08:00 in format yyyymmddHHMM\n",
2290 " time_s2 = \"201806010900\" # June 1 2018 09:00 in format yyyymmddHHMM \n",
2291 " time_end = \"201907200900\" # June 20 2018 09:00 in format yyyymmddHHMM \n",
2292 " #time_start= \"201810230100\"\n",
2293 " #time_s2= \"201810230300\"\n",
2294 " #time_end = \"201806022300\"\n",
2295 " !pip install MesoPy\n",
2296 " from MesoPy import Meso\n",
2297 " bounding_box = \"-115, 38, -110, 40\" # min longtitude, latitude\n",
2298 " meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\" # you should get your own if you do more of this\n",
2299 " m = Meso(meso_token)# create a Meso object\n",
2300 " print('reading MesoWest fuel moisture data')\n",
2301 " json_w(m.variables(),'variables.json')\n",
2302 " meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n",
2303 " showemptystations = '0', vars=vars) # ask the object for data\n",
2304 " json_w(meso_obss,'meso_obss.json') \n",
2305 " # pick one station and retrieve the whole time series.\n",
2306 " station=meso_obss['STATION'][0]\n",
2307 " json_w(station,'station.json')\n",
2308 " lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n",
2309 " print(station['NAME'],'station',station['STID'],'at',lon,lat)\n",
2310 " e = 0.01 # tolerance\n",
2311 " bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n",
2312 " print('bounding box',bb)\n",
2313 " meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars) # ask the object for data\n",
2314 " json_w(meso_ts,'meso_ts.json') \n",
2315 " obs_lon, obs_lat = (lon, lat) # remember station coordinates for later\n",
2316 " j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n",
2317 " 'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n",
2318 " json_w(j,jfile)\n",
2323 "cell_type": "code",
2324 "execution_count": 36,
2326 "id": "3bXopS3btyz0",
2329 "base_uri": "https://localhost:8080/",
2332 "outputId": "32ad7fad-4821-4b85-b22b-f4619f0151f2"
2336 "output_type": "execute_result",
2339 "<matplotlib.legend.Legend at 0x7fb6be026fd0>"
2343 "execution_count": 36
2346 "output_type": "display_data",
2349 "<Figure size 1152x288 with 1 Axes>"
2351 "image/png": 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\n"
2354 "needs_background": "light"
2359 "# process the data retrieved for this station\n",
2360 "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n",
2361 "from datetime import datetime, timedelta, time\n",
2362 "import numpy as np\n",
2363 "import matplotlib.pyplot as plt\n",
2365 "station = meso_ts['STATION'][0]\n",
2366 "time_str = station['OBSERVATIONS']['date_time']\n",
2367 "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
2368 "start_time = obs_time[0].replace(minute=0) # remember obs_time and start_time for later\n",
2369 "end_time = obs_time[-1]\n",
2370 "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
2371 "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n",
2372 "# display the data retrieved\n",
2373 "#for o_time,o_data in zip (obs_time,obs_data):\n",
2374 "# print(o_time,o_data)\n",
2375 "%matplotlib inline\n",
2376 "plt.figure(figsize=(16,4))\n",
2377 "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
2378 "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
2379 "plt.xlabel('Time (hours)') \n",
2380 "plt.ylabel('Fuel moisture content (%)')\n",
2386 "cell_type": "code",
2387 "execution_count": 37,
2389 "id": "lJQFB4rAYu9P"
2397 "cell_type": "markdown",
2399 "id": "F7bvUGx993Ae"
2406 "cell_type": "markdown",
2408 "id": "pY4hPeATK9wZ"
2411 "#### 3.2.2 Acquisition of weather data"
2415 "cell_type": "markdown",
2417 "id": "xhyjXqxVN6B2"
2420 "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",
2422 "First try to read the data already extracted for this RAWS and staged for download."
2426 "cell_type": "code",
2427 "execution_count": 38,
2429 "id": "WlqJRP8Vc91o",
2431 "base_uri": "https://localhost:8080/"
2433 "outputId": "569b8e04-90be-4575-9513-55afe0ae50cc"
2437 "output_type": "stream",
2440 "--2022-07-09 07:22:04-- http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
2441 "Resolving math.ucdenver.edu (math.ucdenver.edu)... 132.194.174.10\n",
2442 "Connecting to math.ucdenver.edu (math.ucdenver.edu)|132.194.174.10|:80... connected.\n",
2443 "HTTP request sent, awaiting response... 200 OK\n",
2444 "Length: 835460 (816K) [application/json]\n",
2445 "Saving to: ‘rtma.json’\n",
2447 "rtma.json 100%[===================>] 815.88K 1.80MB/s in 0.4s \n",
2449 "2022-07-09 07:22:04 (1.80 MB/s) - ‘rtma.json’ saved [835460/835460]\n",
2451 "loaded from rtma.json\n",
2458 "jfile = 'rtma.json'\n",
2460 " ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
2461 " j = json.load(open(jfile,'r'))\n",
2462 " print('loaded from ',jfile)\n",
2463 " if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n",
2464 " print('lon lat doesnot agree, need to load original RTMA files')\n",
2465 " read_rtma=True\n",
2467 " read_rtma=False\n",
2469 " print(\"can't read\",jfile,', creating')\n",
2470 " read_rtma=True\n",
2476 "cell_type": "markdown",
2478 "id": "THI6gElyHOOc"
2481 "Next, functions to get the files, open as grib, and interpolate to the station coordinates"
2485 "cell_type": "markdown",
2487 "id": "2iBNHQg5hPxB"
2490 "####<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>"
2494 "cell_type": "code",
2495 "execution_count": 39,
2497 "id": "mxZABVDxt0gd"
2501 "# Set up environment to read RTMA gribs\n",
2502 "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n",
2504 " import subprocess,os\n",
2505 " def load_rtma(path,file,reload=0):\n",
2506 " url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n",
2507 " if os.path.exists(file):\n",
2509 " print(file + ' already exists, removing')\n",
2510 " os.remove(file)\n",
2512 " print(file + ' already exists, exiting')\n",
2513 " # add checking size here\n",
2516 " ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n",
2517 " if os.path.exists(file):\n",
2518 " print('loaded ' + url + ' as ' + file)\n",
2521 " print('file transfer completed, but the file is missing? ' + url) \n",
2524 " print('file transfer failed: ' + url)\n",
2529 "cell_type": "markdown",
2531 "id": "dQ-uJI2sy6I3"
2534 "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."
2538 "cell_type": "code",
2539 "execution_count": 40,
2541 "id": "PL3gxK67AlBI"
2546 " def rtma_grib(t,var):\n",
2547 " tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour) # remote path on server\n",
2548 " tstr = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour) # time string for local path\n",
2549 " gribfile = os.path.join('data',tstr + var + '.grib')\n",
2550 " remote = tpath + '/' + var + '.grib'\n",
2551 " if load_rtma(remote,gribfile):\n",
2552 " print('cannot load remote file',remote,'as',gribfile)\n",
2556 " gf=GribFile(gribfile)\n",
2557 " v = np.array(gf[1].values())\n",
2559 " print('cannot read grib file',gribfile)\n",
2561 " print('loaded ',gribfile,' containing array shape ',v.shape)\n",
2562 " return gf[1] # grib message\n"
2566 "cell_type": "code",
2567 "execution_count": 41,
2569 "id": "OY1oTYKlfd17"
2574 " times = pd.date_range(start=time_start,end=time_end,freq='1H')\n",
2575 " varnames=['temp','td','precipa']\n",
2576 " j = read_interp_rtma(varnames,times,obs_lat,obs_lon) # temperature\n",
2577 " for varname in varnames:\n",
2578 " j[varname]=j[varname].tolist() \n",
2579 " j['obs_lat']=obs_lat\n",
2580 " j['obs_lon']=obs_lon\n",
2581 " json.dump(j,open('rtma.json','w'),indent=4)\n",
2586 "cell_type": "code",
2587 "execution_count": 42,
2589 "id": "ccp10kurAlBI"
2593 "from scipy.interpolate import LinearNDInterpolator, interpn\n",
2594 "from scipy.optimize import root\n",
2595 "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n",
2596 " # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2597 " interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n",
2598 " return interp(lat,lon)\n",
2599 "def interp_to_lat_lon(lats,lons,v,lat,lon):\n",
2600 " # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2601 " points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float)) # uniform mesh\n",
2602 " def res(ij): # interpolation of lons lats on the uniform mesh, to noninteger coordinates \n",
2603 " return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n",
2604 " # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n",
2605 " result = root(res,(0,0)) # solve res(ij) = 0\n",
2606 " if not result.success:\n",
2607 " print(result.message)\n",
2609 " return interpn(points,v,result.x) \n"
2613 "cell_type": "markdown",
2615 "id": "jvnpq6S5AlBI"
2618 "The interpolation function needs to be tested."
2622 "cell_type": "code",
2623 "execution_count": 43,
2625 "id": "NVMJBYI7AlBI"
2629 "def interp_to_lat_lon_test(lats,lons):\n",
2630 " print('testing interp_to_lat_lon')\n",
2631 " vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n",
2633 " lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n",
2634 " vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n",
2635 " vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n",
2636 " print(vi,vj,'should be about',i+0.5,j+0.5)\n",
2639 " print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n",
2640 " vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n",
2641 " print(vi_slow)\n",
2642 " vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n",
2643 " print(vj_slow)\n",
2645 "#gf = rtma_grib(start_time,'temp') # read the first grib file and use it to test interpolation\n",
2646 "#lats, lons = gf.latlons()\n",
2647 "#interp_to_lat_lon_test(lats,lons)\n"
2651 "cell_type": "code",
2652 "execution_count": 44,
2654 "id": "vt-Mk8fIc91m"
2662 "cell_type": "markdown",
2664 "id": "LQbWB_3GAlBI"
2667 "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates"
2671 "cell_type": "code",
2672 "execution_count": 45,
2674 "id": "b3JJH3XPAlBI"
2679 " import pandas as pd, json\n",
2680 " def read_interp_rtma(varnames,times,lat,lon):\n",
2681 " # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n",
2682 " ntimes = len(times)\n",
2683 " time_str = 'time_str'\n",
2684 " j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n",
2685 " for varname in varnames:\n",
2686 " j[varname]=np.full(ntimes,np.nan) # initialize array of nans as list\n",
2688 " for t in times:\n",
2689 " tim=t.strftime('%Y-%m-%d %H:%M')\n",
2690 " should_be = j[time_str][n]\n",
2691 " if tim != should_be:\n",
2692 " print('n=',n,'time',tim,'expected',should_be)\n",
2693 " raise 'Invalid time' \n",
2694 " for varname in varnames:\n",
2695 " gf = rtma_grib(t,varname) # read and create grib object, download if needed\n",
2697 " lats,lons = gf.latlons() # coordinates\n",
2698 " v = gf.values()\n",
2699 " vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n",
2700 " print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n",
2701 " j[varname][n] = vi\n",
2703 " print(varname,'at',t,' could not be loaded')\n",
2709 "cell_type": "code",
2710 "execution_count": 46,
2712 "id": "bMpYIZT6c91o"
2720 "cell_type": "markdown",
2722 "id": "KVXBjGA0CiXr"
2725 "#### 3.2.3 Preprocessing and visualization of the weather data"
2729 "cell_type": "code",
2730 "execution_count": 47,
2732 "id": "fNA3Vbo1c91o"
2737 "td = np.array(rtma['td'])\n",
2738 "t2 = np.array(rtma['temp'])\n",
2739 "rain=np.array(rtma['precipa'])\n",
2740 "# compute relative humidity\n",
2741 "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n",
2742 "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",
2743 "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))"
2747 "cell_type": "code",
2748 "execution_count": 48,
2750 "id": "tZIK59bJAlBJ",
2752 "base_uri": "https://localhost:8080/",
2755 "outputId": "5d9362ee-a341-4510-e9d1-0eecc75dc4ae"
2759 "output_type": "execute_result",
2762 "<matplotlib.legend.Legend at 0x7fb6a83b2e50>"
2766 "execution_count": 48
2769 "output_type": "display_data",
2772 "<Figure size 1152x288 with 1 Axes>"
2774 "image/png": 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\n"
2777 "needs_background": "light"
2782 "%matplotlib inline\n",
2783 "plt.figure(figsize=(16,4))\n",
2784 "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n",
2785 "plt.title(station['STID'] + ' Temperature')\n",
2786 "plt.xlabel('Time (hours)') \n",
2787 "plt.ylabel('Temperature (K)')\n",
2792 "cell_type": "code",
2793 "execution_count": 49,
2795 "id": "LbyqcuXYAlBJ",
2797 "base_uri": "https://localhost:8080/",
2800 "outputId": "15060cdd-50bf-4a76-cc8c-f92c633eeda8"
2804 "output_type": "execute_result",
2807 "<matplotlib.legend.Legend at 0x7fb6a8331bd0>"
2811 "execution_count": 49
2814 "output_type": "display_data",
2817 "<Figure size 1152x288 with 1 Axes>"
2819 "image/png": 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\n"
2822 "needs_background": "light"
2827 "%matplotlib inline\n",
2828 "plt.figure(figsize=(16,4))\n",
2829 "plt.plot(td,linestyle='-',c='k',label='Dew point')\n",
2830 "plt.title(station['STID'] + ' Dew point (K)')\n",
2831 "plt.xlabel('Time (hours)') \n",
2832 "plt.ylabel('Dew point (K)')\n",
2837 "cell_type": "code",
2838 "execution_count": 50,
2840 "id": "dfoOK2kSc91p",
2842 "base_uri": "https://localhost:8080/",
2845 "outputId": "9b2b9d1f-352c-449c-c7a1-77f919f2636c"
2849 "output_type": "execute_result",
2852 "<matplotlib.legend.Legend at 0x7fb6a82b1e90>"
2856 "execution_count": 50
2859 "output_type": "display_data",
2862 "<Figure size 1152x288 with 1 Axes>"
2864 "image/png": 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\n"
2867 "needs_background": "light"
2872 "%matplotlib inline\n",
2873 "plt.figure(figsize=(16,4))\n",
2874 "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n",
2875 "plt.title(station['STID'] + ' relative humidity')\n",
2876 "plt.xlabel('Time (hours)') \n",
2877 "plt.ylabel('Relative humidity (%)')\n",
2882 "cell_type": "code",
2883 "execution_count": 51,
2885 "id": "MWTJ5b2kc91p",
2887 "base_uri": "https://localhost:8080/",
2890 "outputId": "00293f7b-c11a-43c0-9d4f-ccb22927ae4c"
2894 "output_type": "execute_result",
2897 "<matplotlib.legend.Legend at 0x7fb6a82a6690>"
2901 "execution_count": 51
2904 "output_type": "display_data",
2907 "<Figure size 1152x288 with 1 Axes>"
2909 "image/png": 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\n"
2912 "needs_background": "light"
2917 "%matplotlib inline\n",
2918 "plt.figure(figsize=(16,4))\n",
2919 "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n",
2920 "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n",
2921 "plt.title(station['STID'] + ' drying and wetting equilibria')\n",
2922 "plt.xlabel('Time (hours)') \n",
2923 "plt.ylabel('Fuel moisture contents (%)')\n",
2928 "cell_type": "markdown",
2930 "id": "jY3_eeBRc91p"
2937 "cell_type": "code",
2938 "execution_count": 52,
2940 "id": "PQKSRvRSAlBJ",
2942 "base_uri": "https://localhost:8080/",
2945 "outputId": "5a66d982-0ce7-43b1-8abc-757a83e9f729"
2949 "output_type": "execute_result",
2952 "<matplotlib.legend.Legend at 0x7fb6a8226690>"
2956 "execution_count": 52
2959 "output_type": "display_data",
2962 "<Figure size 1152x288 with 1 Axes>"
2964 "image/png": 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JknqNya8kSZIkqe+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"
2967 "needs_background": "light"
2972 "%matplotlib inline\n",
2973 "plt.figure(figsize=(16,4))\n",
2974 "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2975 "plt.title(station['STID'] + ' Precipitation' )\n",
2976 "plt.xlabel('Time (hours)') \n",
2977 "plt.ylabel('Precipitation (mm/hour)')\n",
2982 "cell_type": "code",
2983 "execution_count": 53,
2985 "id": "Dwbt4UXfro5x",
2987 "base_uri": "https://localhost:8080/"
2989 "outputId": "531bd512-286a-410a-eae8-7114cc9a3c84"
2993 "output_type": "stream",
2996 "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2997 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2998 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2999 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3000 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3001 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3002 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3003 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3004 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3005 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3006 " 0.00000000e+00 0.00000000e+00 nan 9.99900000e+03\n",
3007 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3008 " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n",
3009 " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n",
3010 " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n",
3011 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3012 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3013 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3014 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3015 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3016 " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3017 " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n",
3018 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3019 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
3020 " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n"
3025 "print(rain[1900:2000])"
3029 "cell_type": "markdown",
3031 "id": "_yRu_7WvHc6P"
3034 "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."
3038 "cell_type": "code",
3039 "execution_count": 54,
3041 "id": "XPYO_Iuvc91q"
3045 "rain[rain > 1000] = np.NaN"
3049 "cell_type": "code",
3050 "execution_count": 55,
3052 "id": "GYWTfbBBc91q",
3055 "base_uri": "https://localhost:8080/",
3058 "outputId": "baefd923-2f52-43c1-e60b-b4c5d8fbfdbd"
3062 "output_type": "execute_result",
3065 "<matplotlib.legend.Legend at 0x7fb6a832d450>"
3069 "execution_count": 55
3072 "output_type": "display_data",
3075 "<Figure size 1152x288 with 1 Axes>"
3077 "image/png": 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\n"
3080 "needs_background": "light"
3085 "%matplotlib inline\n",
3086 "plt.figure(figsize=(16,4))\n",
3087 "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
3088 "plt.title(station['STID'] + ' Precipitation' )\n",
3089 "plt.xlabel('Time (hours)') \n",
3090 "plt.ylabel('Precipitation (mm/hour)')\n",
3095 "cell_type": "markdown",
3097 "id": "Q_L0R2Njc91q"
3100 "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap."
3104 "cell_type": "code",
3105 "execution_count": 56,
3107 "id": "_tkU7UJic91q",
3109 "base_uri": "https://localhost:8080/"
3111 "outputId": "a099bbc3-3510-49ec-85f3-b940d9d0d5a0"
3115 "output_type": "stream",
3118 "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n",
3119 "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3120 "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3121 "(array([], dtype=int64),)\n"
3126 "# fix isolated nans\n",
3127 "def fixnan(a,n):\n",
3128 " for c in range(n):\n",
3129 " for i in np.where(np.isnan(a)):\n",
3130 " a[i]=0.5*(a[i-1]+a[i+1])\n",
3131 " if not any(np.isnan(a)):\n",
3135 "rain=fixnan(rain,2)\n",
3136 "t2=fixnan(t2,2)\n",
3137 "rh=fixnan(rh,2)\n",
3138 "obs_data=fixnan(obs_data,2)\n",
3139 "Ed=fixnan(Ed,2)\n",
3140 "Ew=fixnan(Ew,2)\n",
3142 "print(np.where(np.isnan(rain)))\n",
3143 "print(np.where(np.isnan(t2)))\n",
3144 "print(np.where(np.isnan(rh)))\n",
3145 "print(np.where(np.isnan(obs_data)))"
3149 "cell_type": "markdown",
3151 "id": "XqQYnyI9DIy1"
3158 "cell_type": "markdown",
3160 "id": "2tIC_Tqnc91r"
3163 "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
3164 "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n",
3165 "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",
3166 "In a real forecasting application, the model would be run from weather forecast rather than data."
3170 "cell_type": "code",
3171 "execution_count": 57,
3173 "id": "aXnSQM7wc91r"
3177 "# run KF on an initial data seqment\n",
3178 "import numpy as np\n",
3179 "import matplotlib.pyplot as plt \n",
3181 "hours=1200 # total simulation\n",
3183 "m = np.zeros(hours) # preallocate\n",
3184 "m[0]= obs_data[0] # initial state \n",
3185 "P = np.zeros(hours)\n",
3186 "P[0] = 1e-3 # background state variance\n",
3187 "H = np.array([1.]) # all oQ = np.array([0.02]) # process noise variancebserved\n",
3188 "Q = np.array([1e-3]) # process noise variance\n",
3189 "R = np.array([1e-3]) # data variance\n",
3190 "for t in range(hours-1):\n",
3191 " # using lambda construction to pass additional arguments to the model \n",
3192 " 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",
3193 " 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",
3194 " d=obs_data[t],H=H,R=R)\n",
3195 " else: # just advance to next hour, no process noise\n",
3196 " 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)"
3200 "cell_type": "code",
3201 "execution_count": 58,
3203 "id": "peMi-OF3c91r",
3206 "base_uri": "https://localhost:8080/",
3209 "outputId": "0dca4da8-78a2-4b94-a2af-23a67a0d075d"
3213 "output_type": "execute_result",
3216 "<matplotlib.legend.Legend at 0x7fb6a8121c10>"
3220 "execution_count": 58
3223 "output_type": "display_data",
3226 "<Figure size 1152x288 with 1 Axes>"
3228 "image/png": 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\n"
3231 "needs_background": "light"
3236 "%matplotlib inline\n",
3237 "plt.figure(figsize=(16,4))\n",
3238 "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n",
3239 "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n",
3240 "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n",
3241 "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n",
3242 "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n",
3243 "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n",
3244 "plt.xlabel('Time (hours)') \n",
3245 "plt.ylabel('Fuel moisture content (%)')\n",
3250 "cell_type": "markdown",
3252 "id": "3TnwXYcLc91r"
3255 "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. "
3259 "cell_type": "markdown",
3261 "id": "8SuVNg8TsW4d"
3264 "### 4.3 Kalman filter on the augmented model"
3268 "cell_type": "markdown",
3270 "id": "FYAbWNCfk2wD"
3273 "Run augmented filter and plot the result:\n"
3277 "cell_type": "code",
3278 "execution_count": 59,
3280 "id": "Q3NHr3oBsDg6"
3284 "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours) # extract from state"
3288 "cell_type": "code",
3289 "execution_count": 60,
3291 "id": "hlkby_oTlB_f"
3295 "def plot_moisture(hmin,hmax):\n",
3296 " print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
3297 " plt.figure(figsize=(16,4))\n",
3298 " plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
3299 " plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
3300 " plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
3301 " plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
3302 " plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n",
3304 " plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
3305 " h1 = np.maximum(hmin,h2)\n",
3306 " plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
3307 " plt.title(station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2)\n",
3308 " plt.xlabel('Time (hours)') \n",
3309 " plt.ylabel('Fuel moisture content (%)')\n",
3314 "cell_type": "code",
3315 "execution_count": 61,
3317 "id": "q-h5omKgnow2",
3319 "base_uri": "https://localhost:8080/",
3322 "outputId": "65c2c815-4c01-4ceb-bf7f-0efd69743668"
3326 "output_type": "stream",
3329 "training from 0 to 300 plot from 0 to 1200\n"
3333 "output_type": "display_data",
3336 "<Figure size 1152x288 with 1 Axes>"
3338 "image/png": 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\n"
3341 "needs_background": "light"
3346 "plot_moisture(0,hours)"
3350 "cell_type": "markdown",
3352 "id": "0w0YtHtqnza5"
3355 "A detailed view of transition from training to forecast:"
3359 "cell_type": "code",
3360 "execution_count": 62,
3362 "id": "B7sXGUotc91s",
3364 "base_uri": "https://localhost:8080/",
3367 "outputId": "01413ad3-ed33-43bd-d00c-0e5aaca4fd34"
3371 "output_type": "stream",
3374 "training from 0 to 300 plot from 0 to 600\n"
3378 "output_type": "display_data",
3381 "<Figure size 1152x288 with 1 Axes>"
3383 "image/png": 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STXKYPvN1+BgYbf0eSilVUil1u1LKDzMdPAUYa5VzJ1lM01VK3eNwP53H3Puuftfs7oHM8bOstzJ700bk8BpkV++reW5ld39m96zN7XXKK9z1DsiKn4EgpVQ/y9r5H7K2yM8HHlRKNbXuoxcxa3wvQyl1g1LqNmX2AfdRSg0jfcYHmKnSdyiznVJJzO/0nTU1+CLGN8GrVrtoj1E6P7/6KmeLH2aq/FnMgNnrmeo1HLNOeAQwFvjMcSBcEK51RMEVhILBj0qpOEzH4DXgPu1k2x2rE34npiP/I8aK1hYzOrtbKXUBs55sM+nToAYClTHOZ45jPEbebq3ZAWOFu0T6qPIljDfKbNFab8dYvCYqpUZj1vIMscr+GLOO9qrRWu/BeI9dh+m4BWG8PuYHbwAvKjPF8Cmt9VFMJ+V5TMf1KGbQIK+ep0Mxv+lZzBqphZiOijNmYhy7nMEMWPyW00Ks9vUfjEfRSIwikdW0vszMw3TUVmGcgyUAj2VR3hLgTeBrZabM7QJus8JiMWvP78BM0dsPdLaSZtWmSlvnzpPubda2fv0ToKn1uy11IVYY5vrZrLV7rHq4st4CzMJMzz+vlHo3i3iuyO4eGYVpT2cxjsrCHMI+xjic2wFsA37BKI65XjtnXfPumOUGJzDX/U2M9SknTMJ0iqOVUgO01pst2Wdjfo8DmM6z43NrBGZq+kBMx98VNwIbrGfiD8DjOn0/1Azlkv09kOH3ykG9a5GLZ0s29b7i51YO7s/s2tEkcnGdlFJzlFJzciJbNrjlHZAVWuszmMHfaZj7pinmHej0uam1/s2KuwIzy+kwDgq/UupXpdTztkPMtTyFed4/jnFQtdXKazfGv8CXVhw/4FGH4h7FXPdTmEHBR5y9293AfEy9jmOea+ttAcr4epgJ3Ku1jtNaf4W5Xu/kg1yCkC/YvHYKgiAIBRCl1ELgH621uywuwjWKUuo2YI7Wuk62kYUcoZT6HaNQ7802slAgUWbv8WPAUK31Ck/LIwhC/iMWXEEQhAKENV2yvlLKSynVE2MtdmWBFAoR1jTJXkqpIkqpGhir0xJPy3U9obXuLsrttYe1ZKSsMstrbOt+12eTTBCE6xRRcAVBEAoWVTFrQeMw2108os1WJoKggFcw01W3Ydbpv+xRiQShYNAW44n9DGapQz/LU7ogCIUQmaIsCIIgCIIgCIIgXBeIBVcQBEEQBEEQBEG4LiiSfZRrj4oVK2p/f39PiyEIgiAIgiAIgiDkMVu2bDmjta7kLOy6VHD9/f3ZvHmzp8UQBEEQBEEQBEEQ8hil1GFXYTJFWRAEQRAEQRAEQbgucLsFVyk1D+gNnNJaB1rnFgKNrShlgWitdbCTtBGYzcJTgRStdYi75RUEQRAEQRAEQRCuTfJjinIoMBuYbzuhtR5o+66UmgFcyCJ9Z631GbdJJwiCIAiCIAiCIFwXuF3B1VqvUkr5OwtTSilgAHCru+UQBEEQBEEQBME5ycnJHDt2jISEBE+LIgh2ihcvTs2aNfHx8clxGk87mboZiNJa73cRroHflVIa+EhrPddVRkqph4CHAGrXrp3nggqCIAiCIAjC9cqxY8fw8/PD398fY4MSBM+itebs2bMcO3aMunXr5jidp51MDQYWZBHeQWvdErgN+I9S6hZXEbXWc7XWIVrrkEqVnHqMFgRBEARBEATBCQkJCVSoUEGUW6HAoJSiQoUKuZ5V4DEFVylVBLgTWOgqjtb6uPX/FLAEaJ0/0gmCIAiCIAhC4UKUW6GgcSVt0pMW3K7AP1rrY84ClVIllVJ+tu9Ad2BXPsonCIIgCILgWX7/HbZv97QUgiAI1wxuV3CVUguAdUBjpdQxpdSDVtAgMk1PVkpVV0r9Yh1WAdYopbYDG4Gftda/uVteQRAEQRCEAkOPHhB82U6KgnBd4u3tTXBwMAEBATRv3pwZM2aQlpaWqzw2b97M2LFj80SeSZMmUaNGDYKDg+2f6OjoK8przpw5zJ9vNpUZMWIEixYtAmDkyJHs2bMHgFKlSuU6r7xm5syZ9ryfffZZmjVrxr333msP/+KLL5g5c6b9eOfOnYwYMcItslwp+eFFebCL8yOcnDsB9LK+HwKau1U4QRAEQRCEgorW5v8TT3hWDkHIJ3x9fQkPDwfg1KlTDBkyhJiYGF555ZUM8VJSUihSxLkaExISQkhISJ7JNH78eJ566qmrzmf06NFOz//3v//NVT4pKSku87paUlJSmDdvHlu3buXChQts3bqVHTt2MHLkSHbu3EmDBg349NNP+e23dJtjUFAQx44d48iRIwXG0a+nnUwJgiAIgiAIzoiLM/+rVvWsHILgASpXrszcuXOZPXs2WmtCQ0Pp06cPt956K126dOHee+9l6dKl9vhDhw7l+++/Z+XKlfTu3RswFtgHHniATp06Ua9ePd599117/MmTJ9O4cWM6dOjA4MGDmT59eo5lu3TpEoMGDaJJkyb079+fm266ic2bNwMZrbCLFi2yWzcnTZrktIxOnTrZ04JRqAMCAujSpQunT5+2xxk3bhwhISHMmjUrQ16O6c+cOYO/vz8AoaGh9OvXj27duuHv78/s2bN5++23adGiBW3atOHcuXOXyfLXX3/RsmVLihQpgpeXF8nJyWitiY+Px8fHh+nTp/PYY49dtmXPHXfcwddff53j6+duRMEVBEEQBEEoiJw6Zf5/+y0ULQoXLnhWHqFw0anT5Z8PPjBh8fHOw0NDTfiZM5eHXQH16tUjNTWVU9a9sHXrVhYtWsTff//Ngw8+SKhV3oULFwgLC+P222+/LI9//vmHZcuWsXHjRl555RWSk5PZtGkTixcvZvv27fz6668ZFMzMvPPOO/bpyZ07dwbgww8/pESJEuzdu5dXXnmFLVu2XFH9MnPx4kVCQkLYvXs3HTt2zGC5TkpKYvPmzTz55JM5zm/Xrl189913bNq0iRdeeIESJUqwbds22rZt63SK89q1a2nVqhUAfn5+9OrVixYtWlCtWjXKlCnDhg0b6Nev32XpQkJCWL169RXU2D2IgisIgiAIglAQiY6GIkWgRg1ITobYWE9LJAgepVu3bpQvXx6Ajh07sn//fk6fPs2CBQu46667nE5bvv322ylWrBgVK1akcuXKREVFsXbtWvr27Uvx4sXx8/PjjjvucFnm+PHjCQ8PJzw8nBUrVgCwatUqhg0bBkCzZs1o1qxZntTPy8uLgQMHAjBs2DDWrFljD7Odzw2dO3fGz8+PSpUqUaZMGXs9g4KCiIiIuCx+ZGQkjtutPvPMM4SHhzNjxgxeeuklXn31Vf773/8yYMAApkyZYo9XuXJlTpw4kWv53IXb1+AKOUBr+OYb6N0bSpb0tDSCIAiCIBQEWrWCpCRYsACWLoWYGE9LJBQmVq50HVaiRNbhFStmHZ5DDh06hLe3N5UrVwagZKZ+8r333ssXX3zB119/zaeffuo0j2LFitm/e3t7k5KSctVyZYXjtja53b81q7wy191GkSJF7I64MpfnWHcvLy/7sZeXl9Pr4Ovr61Tmbdu2obWmcePGTJgwgWXLlnH//fezf/9+GjZsSEJCAr6+vrmvoJsQC25BYNs2GDQInEyrEARBEAShEKMUlC1rvosFVyhEnD59mtGjRzNmzBiXe6GOGDHC7tG3adOmOc67ffv2/PjjjyQkJBAXF8dPP/2UK9luueUWvvrqK8BMA96xY4c9rEqVKuzdu5e0tDSWLFmSq3zT0tLs3pW/+uorOnTokG0af39/+xRpW9orpUmTJhw4cOCy8y+99BKTJ08mOTmZ1NRUwCjJ8fHxAOzbt4/AwMCrKjsvEQW3INCwITRrBn//DRs2eFoaQRAEQRAKAosXw4MPGmsZiAVXuO65dOmSfZugrl270r17dyZOnOgyfpUqVWjSpAn3339/rsq58cYb6dOnD82aNeO2224jKCiIMmXKOI3ruAY3ODiYiIgIHnnkEeLi4mjSpAkvv/yyfd0qwNSpU+nduzft2rWjWrVquZKrZMmSbNy4kcDAQP766y9efvnlbNM89dRTfPjhh7Ro0YIzZ87kqrzM3HbbbaxatSrDuaVLlxISEkL16tUpW7YswcHBBAUFkZCQQPPmZsObFStWOF3/7CmUtrmgv44ICQnRWS0WL5DExECDBmYR/jffeFoaQRAEQRA8zZNPwpw5sGcPvPkmPPooFCAriXB9sXfvXpo0aeJpMXJFfHw8QUFBbN261aWC6oq4uDhKlSpFfHw8t9xyC3PnzqVly5ZXJEenTp2YPn16nm5P5Cn69+/PtGnTaNiwYY7iJyYm0rFjR9asWeNy66arxVnbVEpt0Vo7veBiwS0IrFkDf/0FQUFw/LinpREEQRAEoSBw+jRUqgR16hjvtaLcCoKd5cuX06RJEx577LFcK7cADz30EMHBwbRs2ZK77rrripXb642pU6cSGRmZ4/hHjhxh6tSpblNur4SCI0lh5oMPYP16mDwZrnIxuiAIgiAI1wk2BReMF+W0NHBwGiMIhZmuXbty+PDhK05vW0ObF6zMA4daBYXGjRvTuHHjHMdv2LBhjq29+YVYcAsCx45BrVowdKhZayMIgiAIgmBTcBMTzT64M2Z4WiJBEIQCjyi4BYFjx6BmTWO9PXQILO9kgiAIgiAUYooWNQPgxYqBj484mRIEQcgBMkXZ06SlpVtw58+Hhx82xzVqeFoyQRAEQRA8SVhY+vfSpWWbIEEQhBwgFlxPc/q0WVdTsyZYm1hz6pRnZRIEQRAEoUAwezZ8/z3g5ycKriAIQg4QBdfTVKgA+/bBoEGi4AqCIAiCYDh2DHr25PVJiQwbBkeKN5IpysJ1zfjx45k5c6b9uEePHowcOdJ+/OSTT/L222+7TB8aGsqJEyfsxzNnziQ+Pt5+3KtXL6Kjo69azoiICHx9fTPsjTt//vwryuvEiRPcfffdgHFU1bt3bwB++OEHpk6dCsCIESNYtGhRrvLKayIjI+2yrV27lmbNmhESEsL+/fsBiI6Opnv37qSlpdnTdO3alfPnz7tFnuwQBdfTFCkCDRtCxYrpnhJPn/asTIIgCIIgeJZVq0hb9juno32Ii4NHvT+Cu+7KXxk++QReeil/yxQKLe3btyfMmpaflpbGmTNn2L17tz08LCyMdu3auUyfnYL7yy+/ULZs2TyRtX79+oSHh9s/99577xXlU716dafKa58+fXjuuedynE9KSorLvPKCt99+m1GjRgEwY8YMfvnlF2bOnMmcOXMAmDJlCs8//zxeXumq5fDhw/nggw/cIk92iILradasgbffhqQkseAKgiAIgmAGuseNI7XFjUx9XXPPPXC6pD9pQ4fnrxylSsFbb8HGjflbrlAoadeuHevWrQNg9+7dBAYG4ufnx/nz50lMTGTv3r20bNmSLVu20LFjR1q1akWPHj2IjIxk0aJFbN68maFDhxIcHMysWbM4ceIEnTt3pnPnzgD4+/tz5swZIiIiaNKkCaNGjSIgIIDu3btz6dIlADZt2kSzZs0IDg7m6aefJjCXe09/+umnNGrUiNatWzNq1CjGjBkDXG6FLVWqFGCswc7KCA0NtacFs+dvSEgIjRo14qeffrLH6dOnD7feeitdunTJkFfm9L1797ZvZVSqVCmefvppAgIC6Nq1Kxs3bqRTp07Uq1ePH374wWm9Fi9eTM+ePQHw8fEhPj6e+Ph4fHx8OHjwIEePHqVTp04Z0vTp04cFCxbk5vLlGeJkytP8/LNx+z9unHEg8c470LGjp6USBEGA8+ehbFlQytOSCELh4q23IDoan78+4clAb3MuPh5Ox0KVKvknR69epm/y3HPw55/yLChkZNJXABgwAB591DTHXr0uDx8xwnzOnIHMs2Wz2yq2evXqFClShCNHjhAWFkbbtm05fvw469ato0yZMgQFBaGU4rHHHuP777+nUqVKLFy4kBdeeIF58+Yxe/Zspk+fTkhICADvvPMOK1asoGLFipeVtX//fhYsWMDHH3/MgAEDWLx4McOGDeP+++/n448/pm3btllaUA8ePEhwcLD9+L333qNBgwZMnDiRLVu2UKZMGTp37kyLFi2yrnQOiYiIYOPGjRw8eJDOnTtz4MABALZu3b5eXJQAACAASURBVMqOHTsoX748EREROcrr4sWL3Hrrrbz11lv079+fF198kT/++IM9e/Zw33330adPnwzx//33X8qVK0cxaw/uCRMmcO+99+Lr68vnn3/OU089xZQpUy4rp1y5ciQmJnL27FkqVKhwdRcgl7hdwVVKzQN6A6e01oHWuUnAKMA2F/d5rfUvTtL2BGYB3sB/tdZT3S1vvnPypHlZ2Uz648Z5Vh5BEASA7dshOBi++goGD/a0NIJQuNiwAUJCiKkdSNR+qFMHij7+uBkUd5iC6XamTTOFr1gBf/0FXbrkX9lCoaRdu3aEhYURFhbGE088wfHjxwkLC6NMmTK0b9+e//3vf+zatYtu3boBkJqaSrVq1XJdTt26de0KaqtWrYiIiCA6OprY2Fjatm0LwJAhQ+zW0szYpig7snTpUjp16kQla8nhwIED2bdvX65lc8aAAQPw8vKiYcOG1KtXj3/++QeAbt26Ub58+VzlVbRoUbs1NigoiGLFiuHj40NQUJBTJTkyMtJeJ4Dg4GDWr18PwKpVq6hWrRpaawYOHIiPjw8zZsygijUQV7lyZU6cOHH9KbhAKDAbyLz6+h2t9XRXiZRS3sD7QDfgGLBJKfWD1nqPuwT1CDYFF9AaVMS/ZlgsIMDDggmCUKj56ivzf906UXAFIb958knQmuXLzbLbt9+Gz76fxMKLW2icn3J8+qkx4504AZMni4JbyMjK4lqiRNbhFStmb7F1hm0d7s6dOwkMDKRWrVrMmDGD0qVLc//996O1JiAgwD6V+UqxWSMBvL297VOU3UWRIkXsDpjS0tJISkrKVXqVafaE7bhkyZLZlgeQkJBg/+7j42NP7+XlZb8WXl5epKSkXJaXr69vhvQ2tNZMmTKFr7/+mscee4xp06YRERHBu+++y2uvvWYv19fXNzdVzRPcvgZXa70KOHcFSVsDB7TWh7TWScDXQN88Fa4gEBUFVarw6afQty/oh0fDAw94WipBEAo7P/9s/ufyJSwIQh7Qpw/07Wv3OVmmDGw/XYOz8cXBodPqdmJijH+QZ58164LPXUl3ThByTrt27fjpp58oX7483t7elC9fnujoaNatW0e7du1o3Lgxp0+ftiu4ycnJdkdUfn5+xDpspZX5ODvKli2Ln58fGzZsAODrr7/Olew33XQTf//9N2fPniU5OZlvv/3WHubv78+WLVsA4yE5OTk5V3l/++23pKWlcfDgQQ4dOkTjxlkPdfn7+xMeHk5aWhpHjx5l41Wso2/UqJFTy+78+fPp1asX5cuXJz4+Hi8vL7y8vOyOvbTWnDx5En9//ysu+0rx5BrcMUqpe4HNwJNa68x+pGsARx2OjwE3ucpMKfUQ8BBA7dq181hUNxIVRXxgaxIS4Mcf4bO2dzHi1BuelkoQhMKM1sZz6vHjZjGVIAj5x6FDZnZX69acOmW6aXXrmqBY/CAuzqyLdTepqWbf3dKl4ZFHYMyY9OVUguAmgoKCOHPmDEOGDMlwLi4uzr6WdtGiRYwdO5YLFy6QkpLCuHHjCAgIYMSIEYwePRpfX1/WrVvHQw89RM+ePalevTorVqzIUfmffPIJo0aNwsvLi44dO1KmTBmn8TKvwX3ggQcYO3YskyZNom3btpQtWzZD+KhRo+jbty/NmzenZ8+eLi2vrqhduzatW7cmJiaGOXPmULx48Szjt2/fnrp169K0aVOaNGlCy5Ytc1WeIyVLlqR+/focOHCABg0aABAfH09oaCi///47AE888QS9evWiaNGifGXNANuyZQtt2rShSJH8VzeV1tr9hSjlD/zksAa3CnAG0MBkoJrW+oFMae4GemqtR1rHw4GbtNZjyIaQkBC9efPmPK2D24iP563pimcm+lK9OgQX28PPp1qbF5ggCIIgCIWLiRNhyhSIjWXscyWYPx9Wr4ZmzeAb7uGeo+9AzZrul+PCBeNkbsYMeOIJ95cneJy9e/fSpEkTT4vhUeLi4uwejqdOnUpkZCSzZs26orxCQ0PZvHkzs2fPzksRPcKSJUvYsmWLU2dSrnj88cfp06cPXfJgaYOztqmU2qK1DnEW3yMWXK11lO27UupjwNkK7uNALYfjmta564sSJTh6xgyQNm8Op3aWg4sXzaipn5+npRMEoTDyv//BsWNmi5Bly4w1V7ynCkL+sH07NGoEJUpw+jRUqpRusI2550FzX+YHFy+afoit8D59oHZtuA4664Lgip9//pk33niDlJQU6tSpQ2hoqKdFKhD079+fs2fP5ipNYGBgnii3V4JH5poopRzdnfUHdjmJtgloqJSqq5QqCgwCnG/OdK1y9Cg88QRH98RSs6ZZ5nIqwXqRWO6/BUEQ8p2PPzad2XXrjDVJ1t0JQv6gNWzdaka8gYcegtdfN4bUTp2g4tCe5iA/qF7drMEdOdIcR0V5rm+SnAxOnN8IQl4zcOBAwsPD2bVrFz///HMG78G5ZcSIEdeF9dbGSNuzIIeMGjXKTZJkT35sE7QA6ARUVEodAyYCnZRSwZgpyhHAw1bc6pjtgHpprVOUUmOAZZhtguZprXe7W958Zf9+eOcdjjWeRC1/6NoVyhcDun4DHliQLQiCABjHUsWKme1BAA4fhnx28S8IhZI9e8zgd8eOAHTunB604rdEOHIEYqt6ZoZX2bIQHZ3/5QL07Ak+PvDrrzKbRBCEbMkPL8qDtdbVtNY+WuuaWutPtNbDtdZBWutmWus+WutIK+4JrXUvh7S/aK0baa3ra61fc7es+U6Umal99EwJatWCYcPg7Y9Kwj33QLlyHhZOEIRCS2IiFC1qpiOC6VQLguB+frAmqvU1m0asXWt8vQHwzz9m6vLy5fkjy9atMGQIHDxojj2p4O7ebZZLfPyxZ8oXBOGaQtzheZKoKDTw5GNJ3HmnOZWSAqlhG+Dvvz0qmiAIhRhnFlxBENzPU0+ZpQHVq5OWZqYlv/++Ceow6gaeZarxsJwfHDoECxaAbX9QTym4qanY90t6+mkzXVkQBCELPLlNkBAVhfLx4emXfUHBH39A9+4Q1mI+bYtvg7AwT0soCEJhxGbBrVABSpQwUyYFQXAvWptpuG3aAEaXTEkxTqYAos4X5ai3PxzclD/yxMSY/zYnU61aGc/K+Y3WxrJdoYKxYHtgyxFBEK4txILrSWJiuFCpAf9GKFJSoHx5c/pUxaZmfa4gCIInmDAB5s0za92OHIG33vK0RILgGVavNs6WGjQwo9DuQmu4+254+237KZvRsnJl8790aUVsiSr55+gps4L70EPw9df5U7YjRYrA7bcbxb98eVmDe53j7e1NcHCw/TN16tQrzqtdu3YAREREEBgYCMDmzZsZO3YsAJMmTWL69Om5yiuvOXnyJIMGDaJ+/fq0atWKXr16sW/fPreU5YzQ0FBOnDhhPx45ciR79uzJk7yXLl3Kq6++CsB7771HYGAgvXr1IikpCYA1a9Ywfvx4e/zTp0/Ts2fPPClbhsE8yfvv83ObVIbWM34lbC+x06Xrw5kzZvg2v7wlCoIg2AgKSv9eoYJZg7dokengin8AoTDxww9w9qx5J//xB3Tr5p5y5s2D776DW26xn/ryS/O/USPz388PYopWyn8F19NbFh47BuHhUKsWLFxonkPiiPO6xdfXl/Dw8DzJK8zJTMiQkBBCQpxuneqUlJQUihQp4jSvq0VrTf/+/bnvvvv42ho82r59O1FRUTSy3fg5kM3VcU4IDQ0lMDCQ6tWrA/Df//43V+mzYtq0afxg+RX48ssv2bFjB6+//jrLli2jd+/eTJ48mQULFtjjV6pUiWrVqrF27Vrat29/VWWLBdfDHIv0Bsye7bZpSKeKW45dxIorCIIn+PvvjH4ADhyA556DHTs8J5MgeIKNG6FFC1iyBB580H3l/Pwz1K8PlmUpNhbmzIF774UbbzRRSpeG2PK14Y033CeHIz4+nK0VzOtvevP55xhlv3Jls092fvLnn3DHHWZ/4DfekL5RIeW3337jhhtuoGXLlowdO5bevXsDl1thAwMDiYiIAKCUkz2jV65caU8LRqFs27YtDRs25GPLidnKlSu5+eab6dOnD02bNs2QV+b0Y8aMse+V6+/vz4QJEwgODiYkJIStW7fSo0cP6tevz5w5cy6TZcWKFfj4+DB69Gj7uebNm3PzzTejtebpp58mMDCQoKAgFi5c6FS2zMepqak8/fTT3HjjjTRr1oyPPvrInvebb75JUFAQzZs357nnnmPRokVs3ryZoUOHEhwczKVLl+jUqRObN28GYMGCBQQFBREYGMizzz5rz6dUqVK88MILNG/enDZt2hBlOc11ZN++fRQrVoyKFSsCRplPTk4mPj4eHx8fvvjiC2677TbK26avWvTr148vbaN7V4FYcD3JI49w/NDj+PndYB8gLV0aTqkq5mD//vQ3myAIQn4xcSJpafDx0JUMGgRlrBc8e/bYty8RhEJBv35QqpSZIutOTp0yXsut6bd+frBtG5QsmR7lllvgWD0/o+zlBxMm0O3bCWx7AapWhTvfL0bJ06fh/Pn8Kd+GzalW48bmv6c8ORdCOoV2uuzcgIABPHrjo8Qnx9Pry16XhY8IHsGI4BGciT/D3d/cnSFs5YiV2ZZ56dIlgoOD7ccTJkygb9++jBo1ir/++osGDRowcODAXNfFFTt27GD9+vVcvHiRFi1acLt1r2/dupVdu3ZRt27dXOVXu3ZtwsPDGT9+PCNGjGDt2rUkJCQQGBiYQZEF2LVrF61atXKaz3fffUd4eDjbt2/nzJkz3HjjjdxizfBwlG3lypUZjufOnUuZMmXYtGkTiYmJtG/fnu7du/PPP//w/fffs2HDBkqUKMG5c+coX748s2fPZvr06ZdZtU+cOMGzzz7Lli1bKFeuHN27d2fp0qX069ePixcv0qZNG1577TWeeeYZPv74Y1588cUM6deuXUvLli3tx2PGjKFNmzYEBATQvn17+vbty7Jlyy6rd0hIyGV5XQmi4HqSL78kqtooqlVLP/XUU9CsSWn4zzoICPCcbIIgFF4SEzngdQOjR5u+5cSXa5pO/t69npZMEPIX2/qwnTvh33+hTx/3lHPqFDh0BgFq1MgY5amngPh4+HMd3HDD5RHcQGyscaZ++DDMWdGYJyH/FcyTJ83zp2ZNcywK7nWNsynK4eHh1K1bl4YNGwIwbNgw5s6dmyfl9e3bF19fX3x9fencuTMbN26kbNmytG7dOtfKLUAf6xkRFBREXFwcfn5++Pn5UaxYMaKjoymbw6WHa9asYfDgwXh7e1OlShU6duzIpk2bKF269GWyOR7//vvv7Nixg0WLFgFw4cIF9u/fz/Lly7n//vspUaIEwGWW08xs2rSJTp06UcmaXjp06FBWrVpFv379KFq0qN2K3apVK/5w4p8gMjLSnhZg+PDhDB8+HIBXX32VsWPH8uuvvzJ//nxq1arFjBkz8PLyonLlyhnWBF8pouB6irQ0iI3lZPnyVKmdfvqllwB8gDYeEkwQhEJPUhL1qpzF29vsGIRS0LSpseAKQmHh+HEoXtysQ587F774wn3Wy/vug3r1AHPPdexodsSxbSFo59Qp6NrVyDNqlHtksTFhAheOv8Bd95XiwAGYtqAmj+BLifz2pBwVZUzINsXAEwru3r0webKZIm3bPq0QkJXFtYRPiSzDK5aomCOL7dVSpEgR0tLS7McJCQm5Sq8yOS2zHZd0nD6Ri/KKFSsGgJeXl/277TglJSVD3ICAALsimhsyy+Z4rLXmvffeo0ePHhniOLOWXik+Pj726+Tt7X1ZvcAMVFxw8qw4ceIEGzdu5OWXX6Zjx4789ddfTJkyhT///JNu3bqRkJCAr6/vVcsoa3A9RWwsAE913cbTT6efTkiAyEjgr7/MAhxBEIR8JvFSGvuT/alZ02EL3KZNIR89OwqCx3n1VeM9WWvjSTk62lhQ3cELL8DgwYAZR1q//vLtXmfOhDLN65DsU8I4fnM3q1cTk1iU0qVh4kQ4dbYI87nXMxbcKlXMlmXe3vm/VdHFi8bD9YIFZqq6J7ZKKuTccMMNREREcNBq946Oifz9/dm6dStgpu7++++/ucr7+++/JyEhgbNnz7Jy5UpuzGZpYJ06ddizZw+JiYlER0fz559/5rI26dx6660kJiZmsEbv2LGD1atXc/PNN7Nw4UJSU1M5ffo0q1atonXr1tnm2aNHDz788EOSrQfIvn37uHjxIt26dePTTz8l3nqGnTt3DgA/Pz9iLZ3EkdatW/P3339z5swZUlNTWbBgAR1zsUSpSZMmHHDiEO+ll16ye1a+dOkSSim8vLzscu3bt8/u8fpqyJGCq5SqrJTqr5T6j1LqAaVUa6WUKMdXg+WdsHebsxmW04wda/xZsHixceqitWfkEwSh0LIs+iaaLn+Xw4cdFNy3386fTrUgFAS0huXLoV07M4PBtpYoMjLvy0pOhnPnzMwujMNgAIdliIARIyZGEVsnMF88KSdGXyIxrShlykCHDvDsk8nU7eQPVzBt86r44AOYPdtcgNhYY0nNTyZNMhbcSZNg927I4bYywpVhW4Nr+zz33HMUL16cuXPncvvtt9OyZUsq27YdAe666y7OnTtHQEAAs2fPzpH3YUeaNWtG586dadOmDS+99JLdm7AratWqxYABAwgMDGTAgAG0aNHiiuoJxlq8ZMkSli9fTv369QkICGDChAlUrVqV/v3706xZM5o3b86tt97KtGnTqFq1arZ5jhw5kqZNm9KyZUsCAwN5+OGHSUlJoWfPnvTp04eQkBCCg4PtjrlGjBjB6NGj7U6mbFSrVo2pU6fSuXNnmjdvTqtWrejbt2+O63bLLbewbds2tIMes23bNgD72twhQ4YQFBTE2rVr7dsDrVixwr4O+qrQWrv8AJ2BZcAmYC4wBZgO/ADsBl4BSmeVhyc+rVq10gWefft0UqXqevWUlfrMmfTTL7ygtbe31qkz3tEatD51ynMyCoJQKHn5oUgNWg8erHWtWp6WRhA8wMaN5h08b545XrbMHK9enfdlbdli8l6yRGut9eOPa12ihNYpKRmjzZtnov3bfqjWbdrkvRyZuFS7kX69xTd67Vq3F1Ww2b1b68WLzfdVq7T+91+PiuNO9uzZ42kRcsSKFSv07bff7mkxhGwYO3as/uOPP3KV5uabb9bnzp277Lyztgls1i50weyssL2AUVrrG7XWD2mtX9RaP6W17gM0B7YBbtoU7jqnYUMiNx/n5hc7smRJ+ukaNSA1FSIrWOZ5cYcvCEI+k1C2KsWKmTWA8+dbJy9ehMceg99+86hsgpAvfPMN+PgYL8qQbsHNA+cnl3HqlPlfxeygEB4OzZqZ2biO2HZbiC1X2z2W5EwUjz3NhParaNfOHMfHG0Nzvs4sS0oyy7X++cccv/OOmaudnzRtmr4Y+uabZQ9eQcghzz//vH3qcU44ffo0TzzxBOXKlbvqsrNUcLXWT2utj7gIS9FaL9VaL75qKQopNs/3jjMObDMr9inLHb4ouIIg5DNJ2/dSrEgKLVpAp07WyaJF4f33zeJAQbie0Rq+/Ra6dwdbR6thQ1i3DjI5bskTbAquNe0yIAA6d748WunS5n/swJFGPjdzqXZjIvyCSEw0x7fdBnfV3gRDhri9bDtRUfDIIyx59yh//onZL/gKnPJcMWFhsHAh2JzorFoFS5fmX/mCUzp16sRPP/3kaTGEbKhSpYrdq3ROqFSpEv1sg4pXSa7W0Sql2iilflNKrVRK9c8TCQorK1cSNfY1wD5oC5h3KMC+uOpm+FbWvAmCkM8k/rmGomkJxMQYdwBHjmCsWZUru8eCJQgFCaWMo8epU9PPFS8ObdpAmTJ5X14mBff99+H11y+PVqcO3H8/lGtVD7JxhJMXbJy1jrpvPERYmDkuWxbOp5XJXydTliVg3uYgunaFo0Xr52/5H35oZq7YzOmzZxv/KIIgFGiyVHCVUplXMz8B9MdMXX7VXUIVCvbv5+SGCCCjBbdmTXjzTWjbwRuOHjVODQRBEPKRYfpzZnb9mago4zx0xQoroHp1UXCFwkG9epDZk+eSJfDjj3lfVlSUUaBLlSIqyvUM4MaNYd48aFI2EkJD0xVjN2H5wrRbjsuWhWhd2iMK7qznT1GiBIze+Z/8K19rM9Bx661m0APMllFnz+ZP+YIgXDHZWXDnKKVeVkoVt46jgbsxSm6MWyW73rlwgSiM6dbBGRxeXvDMM2b9DdWqmROCIAj5RVoa7VJXM7TlXmrVMqfsnpRFwRUKA2vWGM+9mffpmTYNZs3K+/J69oQpU0hNUzRvbnZTcIXWcGnnAWPK3bkz72Wx8dVXXBg/Ccik4Kb65a+CGxVFCt4UqVqRxx6DX441I+Z8av6UfeqUed61bZt+rkKFDB6vBUEomGS3BrcfxpHUT0qpe4FxQDGgApCjSdJKqXlKqVNKqV0O595SSv2jlNqhlFqilCrrIm2EUmqnUipcKbU5p5W6JoiJYQDf8u03God9oAHzTF23DvNnxAhwcNstCILgVpKT+R+N2HW+BsWLmxkmdlcAtWpJx064/vn2W3j2WShSJON5dw3wdOkCTz7Jb78ZY67NqZMz6taFcZ8EmQN3OprauJGYI0aRdVRwY5J9SYs4kr4m1d2cPMm/1KVO2+r25f/RXuXzp3ybY6smTdLPVahgnoExYuMRhIJMtuZBrfWPQA+gDLAE2Ke1fldrfTqHZYQCPTOd+wMI1Fo3A/YBE7JI31lrHay1DslhedcGFy7QqEwUd9+jLgt65x3o2BFSjkfBZ5+5d5RWEATBkcREnmEawxaZ/e5uugm++AJuvx1S3v0gfZNOQbheOXAAGjQApVi6FJ54AuNoqWZNs3Qor70IHzjA6X3nGTkSbrgh3XGzM6pVgwMnS5kDdyq427cTU9U4BbEpuN27w5ujDpL62DhISHBf2Y6MHcvJ+X8AxplxmTKauA27Lx98cAf79pn/N9yQfq5CBfP/3Dn3ly8IwhWT3RrcPkqpFcBvwC5gINBXKfW1Uqp+TgrQWq8CzmU697vW2jb8th6omWvJr3VKl2Z5jfuw9jzOQMOGZmbU4YqtzAlnkQRBENxByZIkdehC0SrGe+yXX5pBt4cfhjR9+YCcIFx32BRczLLbr76Czz+H72M6Q1wcXLiQt+V17szkfls4dw6+/hp8fV1HbdAADkR4Q4kS6Vsx5DVaw44ddG0VzTvvmOXBAO3bw9NzG+Iz7TUoVco9ZWemdGkii/kD8OijEB2taNo0f4pm5Ehjsa/p0EXt3Rt27854TshTvL29CQ4OJjAwkDvuuIPoTFPig4ODGTRokP24f//+LHXwbN24cWOmTJliP77rrrv47rvviI+PZ+jQoQQFBREYGEiHDh2Ii4vLUpbQ0FDGjBmTZZyVK1cSZvPElgu2bdvGgw8+CMDixYsJCAjg5ptv5qy1xvvgwYMMHDjQHj8pKYlbbrmFlPyaPXGNk50FdwpwGzAAeFNrHa21fhJ4CXgtj2R4APjVRZgGfldKbVFKPZRH5RUMJk/mkaRZvPnm5UH2rYLia5o5QaLgCoKQX3h7k+hTimIlfQAoWRLGjYM+faDovl3GvLRrVzaZCMI1SkoKHDpk39JgwwZo3dpsvfrZbmsi2dGjeVdeWhqcOsW/SdVp1gyaN886esOGcPSoIqGyG/fCPXECzp0jpEsZxo1L96+UkGA2dog/FWe5Vs8HPv6Yk7/vACyHnDt3wuDB6dZVd6LU5b5Qypc3puSiRd1ffiHF19eX8PBwdu3aRfny5Xn//fftYXv37iU1NZXVq1dz8eJFANq3b29XMM+ePUvJkiVZt26dPc26deto164ds2bNokqVKuzcuZNdu3bxySef4OPjc9XyXqmC+/rrrzPWWnD/3nvvsWnTJh5++GG++uorAF588cUMinrRokXp0qULCxcuvGqZCwPZzfG4ANwJlADs7vq01vuBQa4S5RSl1AtACvCliygdtNbHlVKVgT+UUv9YFmFneT0EPARQu3btqxUtXzh3Ln22iyM2BXf/AcVtwcGi4AqCkH9ER5P4bzy+1coAJe2n//oLSh7z4abvv4f77rvcw6wgXA8cPWqU3AYNiI6G//0Phg83yt2J89VMeLVqeVfe8eOQlMQPT60mfnj2pskGDYyB9dC7P9G0tZusqJcuwZ13crDGLeh0Yzbr1hmHwitueJpO1fdhNqZ1M9OmEekznSJFmqE1DHy8KqNWnKbrg0fSO0vuYvx4syGx4z6esbHGlXXnzpY30OuXcePyfkVKcLAZLMopbdu2ZceOHfbjBQsWMHz4cPbu3cv333/PkCFDaNeuHc888wwAYWFh3HHHHfz6669orYmIiMDX15eqVasSGRlJnTp17Hk1btzYaZmffvopb7zxBmXLlqV58+YUsxzl/Pjjj0yZMoWkpCQqVKjAl19+yaVLl5gzZw7e3t588cUXvPfee0RHR18Wr4rjfqBAbGwsO3bsoLk1ouXl5UViYiLx8fH4+PiwevVqqlatSkPb3qEW/fr1Y8KECQwdOjTnF7GQkp0Ftz/GoVQRIE939lZKjQB6A0O1dr6gRWt93Pp/CrP+t7Wr/LTWc7XWIVrrkEqVKuWlqG5B3/8AMdGpTrfUq1TJrHnZtw+z111aWt6v+REEQXDGyZMkRRynaHzGaZijRsHbi63OgXhSFq5X6tY1U5AHDmTTJnPqppss/1JR3mZqqm1P1LzAskSqxo0oWTKbuBhr8ssvQ+kW9SFTpznPaNAAFi/midBm3H13+umyljvQ87Wawdat+dMvOXmSO4IimDnTXPZvVlRiD03zfpp4ZuLjjSa2fTsAqalWlRMSjea3cqV7yy+opCRbC9LdT2pqKn/++Sd9HAYYFi5cyKBBgxg8eDALFiwAoFWrVuzatYukpCTCwsJo27YtjRs3Zu/evYSFhdHOB6EZQgAAIABJREFU8tr2wAMP8Oabb9K2bVtefPFF9tu9J6YTGRnJxIkTWbt2LWvWrGHPnj32sA4dOrB+/Xq2bdvGoEGDmDZtGv7+/owePZrx48cTHh7OzTff7DReZjZv3kygwyDxhAkT6Nq1Kz/++CODBw9m8uTJvPTSS5elCwwMZJPtwSRkSXYW3ASt9XtZRVBKldJaZz2J/fI0PYFngI5a63gXcUoCXlrrWOt7d66jvXcvrdlCSpq3UwVXKViwwGzDR+M30+cH5SXr15u1RF275n3egiBcuyQl8QYTKHrXS0B1++mAANhzqJhx7nL8uOfkEwR3cumS3avSuXNGhwwJMcbKkych7Y038QpoktGqdzXs24cGRs1tzV0JcNttWUdv0ABeeQXzDv9qldlX0E3ExKQ7mIJ0BTe66g1mq6DDh8Hf323lExcHcXG0a5lAu/+kO04+r8rDe+8Zb5wVK7qn7EwOpiZMgLfegkkvl2MiFAonU5dZWhMTzW8eE2NeCFktFr8KLl26RHBwMMePH6dJkyZ069YNMEphxYoVqV27NjVq1OCBBx7g3LlzlC9fnoCAALZu3cr69et55plnOHToEGFhYWzbto327dsDZu3uoUOH+P3331m+fDk33ngj69ato4mDl+wNGzbQqVMnbIaygQMHss9qC8eOHWPgwIFERkaSlJRE3bp1ncqfk3iRkZE4GuO6detmr+f8+fPp1asX+/btY/r06ZQrV45Zs2ZRokQJvL29KVq0KLGxsfj5+eXB1b5+yc6C+71SaoZS6hZLyQRAKVVPKfWgUmoZl3tIzoBSagGwDmislDqmlHoQmA34YaYdhyul5lhxqyulfrGSVgHWKKW2AxuBn7XWv11RLQsgF6LNyKczBRegVy/rueoO5TYtDQYNgh494FdXy58FQSiUJCbSlT+5pUVshtNNm8L//qdIrlpLLLjC9ckff5hFrtYa84EDzTLXsmWNBTc5Gc7OXgCLF+ddmV26ED1jHp98XZK9e3OW5OxZiPhuq9nKKN6pjeDqePllqFyZmBidQcEtZ/zOEe1nbZB98GDel+1IVBQA25OacPKkGVvz84PobgNg9WrjBMpd7N5t/jduzC+/GOW2Rg1Yucqb5DIVzY9Q2IiKMsqtUnA6pxup5B7bGtzDhw+jtbavwV2wYAH//PMP/v7+1K9fn5iYGBZb92L79u1ZtWoVsbGxlCtXjjZt2hAWFpbBggtQqlQp7rzzTj744AOGDRvGL7/84lQGZzz22GOMGTOGnTt38tFHH5HgwpN4TuL5+vo6PR8fH09oaCj/+c9/mDhxIp999hkdOnTgyy/TV3ImJiZS3Ob5TXBJdvvgdgH+BB4GdiulLiilzgJfAFWB+7TWi7LJY7DWuprW2kdrXVNr/YnWuoHWupa1/U+w1nq0FfeE1rqX9f2Q1rq59QnQWueVU6sCQfm4I6we9L7LQeAjR2D+fEg8cdbskZeXL9QVK8woXOnS5g1+/nze5S0IwrVNUhKr/s/emcdFUfdx/DPLcosoKMipqShqIN63kkfemqmZR5plPZqlZndZavXY6VEemVmPZl5JeWaamveRIocpCKigcgrIfSzs7u/54zuzu8Aes7CLCvN+vfYFOzuzM7s785vf9/p80Q+xGW4VFrdvTxP8mwHDaJYpIVHXWLiQ7ouPPQalkjJwBR/zzJk0t2/awtmyIlNt2uDeyJkAxGccDx8O/OdPauNlFWdTTg6gVCI/n6tg4DZsSN9HLuM981Y0cgBoVKKHrhyKjz6iRY0aAbne7YFz56BXpdNSnDpFH7h9e3z5JUXOY2OBQ4cA2yau9dPAVSgoamtrSznbVsbJyQnffvstli9fjrKyMvz666/4999/kZSUhKSkJOzdu1eTpty7d298//33mprW4OBgXLhwAXfu3NGkAp89exY5/Hy3rKwMMTExFWpyAaBHjx44efIksrOzUV5ejl27dmley8vLg4+PDwBg8+bNmuUuLi4oKCgwuZ4u7dq1w40bN6os/+qrrzBv3jzY2tqipKQEHMdBJpOhmHdkZWdno0mTJhYRx6rriOmDe5AxNpUx1oIx5soYc2eM9WaM/ZcxZiWN+jpOeTnsS/PQt/19eHvrX+XsWdJxuZnZkGo9+DoQi3DqFN0lTp2i3gfShSIhISGgUOBZ7MCK3RXTqjp0oL/X5q6j9EAJibpETg5FbqdMAZydsXUr0KqVNhu/QQPer+PnZ1kD99Ah3LtCUymxBq63N5BWxFue1igXyM8HXFyQn18xy0wmA9atA0ZNcgY2bCCNEGvSuzeUWbm4l2un0fUKCCBld/ToARgQCbIIOTnAwIFgNnI0aEDCzS4ugL09oHarpxHcsjJSj7axoUzAWqBTp04IDg7GZ599Bh8fH3jrTJr79++PmJgYpKWloXfv3rh16xZ69eoFAJDL5fDw8EDXrl0h41Wwb968iQEDBiAoKAidOnVC165dMX78+Ar78/LywpIlS9CrVy/06dOnQvrykiVLMHHiRHTp0gVNdFLjR48ejd27dyMkJASnT582uJ4ugYGByMvLq2AYp6am4uLFi3iKb4T92muvoVu3bli/fj2mTCEZpOPHj2PkyJE1+UrrDZwBfadHmq5du7Lw8PAHfRiGKSjAnQHP4WT3tzByWR+4uVVdJTyc7h27dwNPzfMnxT4DnqBqkZlJalYSEhISuigUcG8mx+RJDGvWy3UX49o1oF07q5VeSUg8OA4dotDo0aPAoEEYMQKIiQESEylqWVAAfPwxMOrudxiwdyGlBte0hKi8HHB0RNjYLZj4+2RER4sT5p0zBwjbqURmji01qp5iUQ1Q4Omngfh4hC25Cj8/siUfFGlpZNCvW0efW0N6OrBnD9VCG4oU1BSVqoqg2NChgLJYgWN/KCoWKNcRYmNjKxh1FYiMpNYfKhUFRqRewDVi5cqVcHFxwSwzUu2ffvppfP7552hjbQXxhxB95ybHcZcZY131rW8ygithBVxccPH9PZj+fR+DzldBGTwhAUDz5kBSkmWPoWlT8sAdPiz1tJSQkNBib48ypQ3snOSVF6NzZ8Bx/69Aly7Wqf2TkHhQnD9PIcru3ZGfT+W4kyZpbVhbW+Drr4HTBSFkmFpCZCgxEVCpUOzuCycn8RFcLy8gK0eOMthaJ4JbUAC4uGDChKrG7Y0bZPjjyhVtnaq12L0b6YvWAOB74OqSnEwW7z//WG//NjYaYSsBBwcgK9+esupWrqw1ReEHjlJJhq2dHSmNS8ZtjZkzZ46mBZEYysrK8NRTT9VL47Y6SAbuA0JQuDckMuXqCnh48EJ+LVpQzawluH4dGDWK9O45Dhg3Dti0yTLvLSEh8ehz9SoUJSrYq6oasL/+Cuw47knjR1raAzg4CQkrMWIEsGIF4OKC69dpPq+jTQMHB8DNDUjz605NcfU1sTcXXp11+vM2KCqie74YhHTdjEt3qW7Y0gwbhqyhU3HkCAkZ6zJrFjB7NoCpU4FFiyy/b13+/BNpv58HoP3Mq1YBzzyDSlEAC/PSS5STDDoHZs/WvuTuzmcn//03ffdHjlh+/w8jMhkVIgtS2vUVlYrm42lplLJdAxwcHPDcc8+JXt/Ozg7Tp0+v0T7rE6IMXI7jtohZJiGSCxeQ9+HXAAwbuACVl8TGgnoUBAZapufc3bvAH39o06t8fckTKiEhIQFAHRmNcpUN7NUlVV77/nvg21Mk4iEpKUvUKXr0AObPB6C1mQQbSkDTC1duqsOiSIRaXr6NiNiM5wEDgI0bgYYBnpbtySvwxhs43uFVPPmktluOQKNG1CEITZvWishUiPc9bN2q6daDxETepnR1pWOwhoF76hRQWoqiIioX042sawzcuXNpgR6hoDqJTEY/voMDzRmt8b0/ChQW0nmfkgLcu/egj0bCCGIjuB10n3AcZwOgi+UPp56QmIi8tCIAxsVIN2ygGlzMn0/1QZZoGSQIIwjeZ8nAlZCQ0EWhwGE8ianjq7Yw8PEBUnKc6Ilk4ErUFbKzgZMngSK6L7dpAyxYwPei18Hbm88IXriQLMyakpoKyGT4+HtPvP+++M3atAFefBFw3f+LdZSEy8sRHU12fPv2FV/y8KDDZk09rD/BT0+Ht58NpkzRBg4bNaIMOLUa9EVUtsBrSmEhGW+dOuH6dYor6NZFu7tTAL/Y0Z0mcLduWXb/DyslJfTFM0Yp+iVVHaD1AiFq+/jjUpr2Q45RA5fjuPc4jisAEMxxXD7/KABwD8DeWjnCukhKCvLgChcXBpmRXyAw0Ao6UELdkKBsJRm4EhISOsiUZXgSRxDQturg5OMDpGbaQg1OMnAl6g4nTgChoVTCAxJ4XLmSglW6+PjwKbt//QXs31/z/b78MnD0KP46KsOFC+I3U6kosnj798ukvmRpPDwQte0aAgOrfgchIeQPSHYMsH4ENyMDkbbdK3w3jRqRjZWfDwqxWzqSeOUK7SAkRNOXWFfXplcv8m+o1BzJbFu7F/DDQlaWNlotk9WaivJDh0JBwSYzamclHgym+uB+xhhzAfAVY6wh/3DhWwW9V0vHWPdITcV7Tt/i7BnjqxUWAsuWAWd2Z1K+8o4dNd+3YOAKHdt9fcklXV8HKwkJiQqUFioRhvFITK8qlezjAyiVHDJ7jIZe+XcJiUcRwZLh82ATE/VrB23YwAsstW/P/1ND/PyAJ55ARob4+luA7K/u3YEfM0aRo8mS92/GgIICRGf5gG8pWoHOnelvZPnjlKtcwzpEo8dRVIRlCRMwc6Z2sRDJzc0F8NlnlvkddImKor+dOiE2ljLAW7fWvjxgALB8OZ9917u3eT/co0x5OQlMcVz9NnDt7OgkzMysP86NRxRRKcqMsfc4jvPhOK43x3H9hYe1D67OkpICT19bBAUbTzm2tweWLgX2nWlMd9zLl2u+b2dnICiILlKAPMjWVCGUkJB4pMjOtcFEhOHoGYcqr/G965Gybi816rYmGRk0qXqQpKbWH5XU+kxsLODvDzg7gzEy4l5/vepqmtLb9u0pNbWmaZo7dgAXLuDePfEKysJxeHgAaawZqWFZMpJaWor7qoZILmik18Dt2BHYtQvo9WoX0vOwROmUPjgOyMpCmnuQRmAKIJ98p070sdGsmeVFj7y9gYkTAV9fdOsGvPGGdroEkN1dWMgPC2vXAv/7n2X3/7Ci2zJJMHCt1GbUxsYGISEhePzxxzF69Gjk5uaiR48eCAkJgb+/P5o2bYqQkBCEhIQgKSkJLVq0QL9+/Sq8h7C9LgsWLICPjw/UNTHOPTyAVq3Qe8QIrVqsSBYsWIBTp05Vf99GSEtLw5NPPokTJ05g1KhRetd59tlnkVCPaqfFikx9DuAsgEUA3uIfb1rxuOo27dph52PvYq+JJG9bW7JFI6LllBfz99813/frr1MKjkCLFnQ3N5YrLSEhUW9QTH0BAGDnUjUFa+hQylTr1KkWDmTZMuDVV2thR0aYNYvEhyr3CpGoW8TGavJQs7MpOlhZYAqgbNjJk4Eop940wa9p/ee8ecj9fify87XOI7F4eQFpZbyWhiVbBeXnoyHyEfHOTr3tdR0dgQkTgKa9WpPytK2t5fath/QMrkKLoCFDSMS9dWtQO6NFi0gUylI89RTJxXMcnnqqaonztWsUvd23z3K7fCRQKqGW2yIzE1DbO5LIl5UMXEdHR0RFReHq1atwc3PD2rVr8c8//yAqKgoff/wxJk2ahKioKERFRaFFixYAgIKCAtzlRdtihYwMHdRqNXbv3g0/Pz+cPHnS5DEoTYz55/bvpzFApRL1mbKzs3HhwgX072+d2OChQ4cwdOhQo+vMmTMHX375pVX2/zAi1qoZB6AtY2wEY2w0/xhjzQOr0yxZgq+zZ2L9etOrdu5MgzkbOIiabAsiUZaioIDEMvQMCBISEvUPBciwtXeoGplxciKRFe6dt4E+fax7IDY2wA8/aFMGa5voaODPP+nvyJEP5hgkrI9aTbW3vIEr2Kz6Wk2qVBR0vaZuR+nFNemFW1YGZGYis2ErtG0LdOhgehNdvLyAtEIXCudmZVX/OCpTUAA5VOjUXmHQ6I6LA374toSsPGv04QXoups2Delp6goR3ArY2wOff0410Zbg3j3Nb6pSkTxJZRtOqMzIzgaNTe3bA2dM1Js9oixYQKXpoaFA6HQ/9J/WHMOGAb1HuSH0pQCEDpRpXxf5WLDAvGPo1asXUkScY8888wx27twJANi+fTsm822eBE6cOIEOHTpgzpw52L59u9732LRpE8aMGYOBAwdi0KBBKCwsxKBBg9C5c2cEBQVh7+7dNA/PyEADPm/9xLFjCA0NxYQJExAYGIipU6eC6TH8f/vtNwwbNkzzvEWLFnjvvfcQEhKCrl27IiIiAkOHDkWrVq2wnjcOTpw4gQEDBmDs2LFo2bIl3n33XWzduhXdu3dHUFAQbuqkSB86dAjDhw8HABQWFuo9nn79+uHo0aMmjfe6glgD9xYA67rp6hl5ecZbBAmEhAA5OUBy0HAaaY8fr9mOX3gBeOstHDgAbNkCSrF66SXg6NGava+EhESdoOwoebcNaWgsXgzsjg2kCag1PPj375Nh+eGHNJt8913L70MMgojQsGGWV2qVeLj4+29Ns1OhpFNfBNfPj/7eYX7AnTvAE09Uf5/p6bSfIAdcv26+D8XLC0jLd6Jc2SefrP5xVMbFBf9MW43vrj9hsMzyzz+Bl+c7In3sy6Q+bQ1iY1GwdS+KimUVIrhZWSQC9tJLgFJmR0JPlnDQx8XRhMvPD4iORkIC/bt1a8XVhAYU2dmgSVxsbP0YHxwdwWwoR7+83GrB2wqoVCocO3YMY8aYjqeNHz8ev//+OwBg//79GD16dIXXBaN33Lhx+OOPP1BuoPwlIiICYWFhOHnyJBwcHLB7925ERETg+PHjeOPNN8GUSsp4FFLzVSpERkZi1apViImJwa1bt3D27Nkq73v27Fl06VKx+Yy/vz+ioqLQr18/PP/88wgLC8OFCxewePFizTrR0dFYv349YmNjsWXLFsTHx+PixYuYNWsWVq9erfme4uLi0J6XPDd0PDKZDK1bt0Z0dLTJ77MuILaZWzGAKI7jjgHQFCQxxuZZ5ajqMvfvA61bI0+VAlfXqiIulWnViuo/0pp1gt+LL9Zclvz8eZR3CMHor4EpU4DnpjahSeSlSzV7XwkJiTqB4uxlAAMq1J3p8sMPwHDfrhhXVEQZIA0bWvYADh4EnnuOPOUTJgC//WbZ9xdLcjLQpAnQsydw+DD1BqksKSvx6COT0W8MykT/4gtKf63cIgggCQs3N2372hohqJB7e1dr87lzgUmTOEBm4RpYT0/s838VX3wBzP6v/lWE0sbrCEQza7UKSk+HPRQ4uT8f/o9rx5gmTbRCT7a2wLp27Sxj4G7eTLXM4eFAx46IIVtJ039XwN6ezoPsbJAFLJfXWbGhVat0n9ng7l2SRgjwLkTDzJvg2ra1yphYUlKCkJAQpKSkoF27dhgyZIjJbdzd3dG4cWPs2LED7dq1g5OTk+a1srIyHDx4ECtWrICLiwt69OiBw4cP661VHTJkCNz4MD1jDO+//z5OnToFmUyGlNRUZGRno1nbtrSyI83hu3fvDl9+bi7UBfft27fC+6alpaFppbYoguEeFBSEwsJCuLi4wMXFBfb29sjNzQUAdOvWDV58CkOrVq3wJO/MCgoKwnE+4PXPP/+gR48emvc1djweHh5ITU2tYmzXRcQauPv4h0RNSUkBcnKQZ2snKoI7eDAFWWUyOdDbzL57ubnkWezeXbvs/n0cLKQagMmTQTf3ESNoUqkrIiAh8SBhzHriJRJGadfgLs64jkS7Xn/ofd3HB0hR8DfqO3e0s93qcPgw/c66EaikJPrbti3NZu/fpzTS2tYJSEmhD9umDZ2PN2+an0cq8fBz9iydc5MnQy6XISyMbBa5gdmRvz+d9pgzh6ydilaAeHgD97Wfu6EoDPjpJ/M2F9SM8dprVBT/wgvVO47KlJaiIItDw4Z24AyMwUJE9R7XzHqtgtLTYWcL9B/pAlQ6jK+/po41R44AmNCO5i/l5TWrB758mcYyXlnr9Gmy3fQNb+7uvIErl5ORK4xZdRW1GsjOhou9K2y87eDqpKTv20pKykINbnFxMYYOHYq1a9di3jzT8bRJkyZh7ty52LRpU4Xlhw8fRm5uLoKCggAAxcXFcHR01GvgOjs7a/7funUrMjMzcfnyZdja2qKFvz9Ky8q0qmMdOgCZmbDXSXeysbHRmwLs6OiI0tKKveWF7WQyWYX3kMlkmveovFx3G2GdP//8s0L6s7HjKS0thaOj6eBaXUCsivJmAL8CuMAY2yw8rHtodZTUVChgB0W5jajAh42NzryuvJwmWWJzQ159lQRShMGXMeD+ffx0awCaNaPSkfnzgasdp9Joff58dT6RhITlSE8HDhwgdTUzFQolLIMLy0efBtEGuwB5ewOpRbx3LjGxZjsbNoyUq3S5fZuUKh0dafx6/nnrtSIxxuLF1AxVKMb85x9g+/bayc2TqD127gReeUVzo+3Y0bgfo0MHPmh18ybMal5bmWHDgGvXcDrWHRkZ5m+ekwPs2QNk7D5HfXwtxZ49yN+wHS4Ohuv0hM449xq0pLpVa5CRgTj33ti+g0NRUdWXH3+chp+ygA7kaKhJX27GyMDViWodPQr066c/QPnWW6RFBYBvDl7He4KXlwO3b6ORLB/e3sD9IjvkwtXqrYKcnJzw7bffYvny5aLqRseNG4e33367itjS9u3bsXHjRiQlJSEpKQmJiYk4cuQIiouLjb5fXl4ePDw8YGtri+PHj+O2kLphKL3JCO3atcMNoY+whTl27BgGDx4sat34+Pgq6tJ1FbEqyqMBRAE4xD8P4ThOiuhWh5QU2KEMKefvYO5ccZu88w6wYgUoN7B1ayAtTdyGghz4hg30t7AQBUoH/HEzEM89R2PWt98CUQ370wUbHm72x5GQsBinTwPNm1Mt1LVr/EkvUdvcyXHBJsVkg3p2Pj5Ayn0HYPx4bT/t6qA7KeTTsQCQgdu8Of0/ejTw448PJjW4a1eqsWzTBpg3j1Sdp0yh81Si7pCWBnh5ITwcGDTIdFvVX34BwsJAVl5NopdOTlAHtkd8ggxCxqM5JCYC48YB5+0G1EzsqjIFBSiAi1EHvLs7+QMyHJpbL4Irl+NwwwmYMkV/N6Y2bSjpLLHHs0B+vnbMqA75+TS36tULAJ0SV69SBp0+Xn2VvnsAlH3StWv19/0owBuXCmYHtRpIz7FHJjxEKwjXhE6dOiE4ONigMJQuLi4ueOedd2CnY4AWFxfj0KFDGKlT5O7s7Iy+fftiv6CzYICpU6ciPDwcQUFB+PnnnxHYpg3VKAhRp+vXRV97I0eOxAlLOqJ4MjMz4eDgABcXF5PrZmRkwNHREc10i9rrMowxkw8AlwG4AojUWXZVzLYP4tGlSxf20PLJJ4wBjJWWit6kVy/GBg5kjB06RNueOiVuww4daP3kZNpfRgZL7DaRNXJWsC1bGCsqopeXLWOMZWdX6+NYhBMnGBs+nLGffmJMpXpwxyHxYFm0iDGZjE7MQYMYCw5+0EdUL/m991cMYCwyUv/rn37KmKOjWUOYfvbtowHI05OxW7e0y9u0YWziRO1ztbr2x4WyMsZ27mTs9m16fuUKHSvA2MyZtXssEtalb1/GQkPZ8uX086alidzu9dcZa9Cg+vvdtYvdWbGLAYx99535m6en0/GubruasZ49q38clVm+nA3GX6xX93Kjq129yljO8UjG4uMtt+9KvPsuY7a2+i//ggLGsrKss9/CQsZ27GDs5k39r+flMRYWxtjff9PwVJeIiYmpujAvjykvXWaXLjGWmspY7DUlu34pn7H792v/AB8moqIYS0oSvXqfPn1YTk6ORQ9hy5Yt7LPPPhO17ooVK9jGjRstuv/aRN+5CSCcGbAFxRY1lTPGKucLis5N4DjuJ47j7nEcd1VnmRvHcUc4jkvg/+oNBXAcN4NfJ4HjuBli9/nQ0q4d7k56E0s/t8etW+I2adGCzzJu1YoWiElzYIzEXxYvppDLhx8C8+ahxcVfkVNoh2nTtC0/7t4FquQjXrpkflFQdfn1V5JlfOEFYN262tmnxMNHbCyd405OVOhm6ZZYEqIoe+0NAIZVlN95Bygq4l+vSerw6NGkWJKcTNGXZcso62TrVuCDD2idS5cou+Tw4ervpzqkpgKTJmnbjwQFUa3mc8/ReFVYWLvHI2E9+AjuuXMkLGUquHH+PKWuxnNt6TwwkeZokB9+QNz3JwCgWhHcpk2p5DSZ87PsWFlQgG2Ygl9/Na6B0KED0Cg0RL/cdA33jylTAIUC6emAp6f+8vsGDbSKxli4kNoFWQhnZ7r89QmNATRNmTABGDhQR0S6LpcuKJUoA0VF7ewAGxsOKhtbq/dAfqhQqyntkScrCyiSNaiwzBTLly/HnTt3LHpY06ZNw7siOw00atQIM2Y8+maUWMQauNc4jpsCwIbjuACO41YDOGfGfjYBGFZp2bsAjjHGAgAc459XgOM4NwCLAfQA0B3AYkOG8CPD+PG4/uJXWLJEfPu4Fi1I1ELl25yKcsUo9nEccO4csGQJPS8upolZJePYj+92gDNngDFjNK0L0L078OKLVq+xAABMnEhp1F270t+6fKOQMExMDBWGAzRzsWTanYRoFGU0sTVUZiSX8/pfM2aQuE1N8PCgN1y/nozat96icYAXeoGrK6XH1fa5IAzOugq3vXuToM+rrz6YmmAJy8MYkJYG5tkMZ8/ST2wKe3u6Xf4r6wj07Qu9BaJiSE2FbdNGGDJEf89dU8hkfLkA50tOQUuRn4+mziXwbW5ccHLfPmDjR3eodMqSHDlCte4nTgi+B4N8/TVVMODSJRKaqi4TJwLTp2ue/vyz8VT1d9+lFGYAiNnsgxMbAAAgAElEQVQeDbi4aEvC6iJKJcqE/uj2gEwug9rWgbwM9YWSEmqNx5fT3L0LpKuaatK3xdCjRw8EBwdb6whNMnPmTMgNqefVQcQauK8B6ABqEbQNQB6A+WJ3whg7BaDyDGUsAEGoajOAp1CVoQCOMMbuM8ZyABxBVUP5kUOYOxlqol6ZFi3oGkrNtKVIR3UK1T/4AGAMRwLmYNKoQk1feH9//v5cWEh9Hyu/t7WauOsSGkpN7WbNIreYYGRL1B/Ky2mCIBi4fftSRL8WanwkKqI4cASA4QhuZibZtseLewC3bpnvkLp4kSRgu3Uj4aa5c6ERJBg8mGaXQkRKyCypbQNXqA+uPEh360aRIkMKXBKPHtev4/aU95CerinBNEpgIDl4rrn0pHrsSq0/RJOaigHBOfjrL/Fzgcr4+ADJnl2AqKjqvYE+hg3D8icOaJIXDLF9O/DFugbAyy9TL15LIViWffsiPd14RP333/k+tQEB1Tcw1Wrg2DGNR6+ggHTtwsKMb9a+Peng3bzfiOZPYrVRHkXc3KDwohpnOztyrtRG7OOhgs/UyFM6ITmZZCGUsDXLwK0RpaWUyinNiUQj1sAdyRj7gDHWjX8sAmC687JxPBljwoiQDsBTzzo+AHQ7ziXzyx5pkpPpr9j2d61aUapMTg6A//6XjEFT/PADuaMF77KXF+Dmhqt4HL/+0UDTDWj3buD4cWjTn4Xo8LFj9NfaXsmyMnKH5+fTXeXOHeMuW4m6SXk5NTYUGrqPHQusWSO1rXoAlF3+F4BhA9fWlmzQCFVHuumaO7HbtYvCH6GhwGOPaaO1589TRHfGDK1jrVEj+lvb6erGvJA5OSQuIvHow3GAnx+KnZti6FAS7TaFkxOdtteu1WC/paXktKlmD1yBdessH0DFkCFYejIUf/5pfDVPT+BeER/Bs6TQVGwsed6dnbFnDwmZG6JNG+qEiIAAcowXFJi/v2vX6JruT+0To6PJZ6dpw2QAjqNp041s3tlVl5WU5XKUMTtwHI3/vj5qtFNdrV/BiOJiwMYG+cW2uHePvgclJ7ds9oQxbG0pinzzJp1r1hJ3q0OINXDfE7msWvCFwjXKS+U47mWO48I5jgvPfMh/+JQUysAUKww6aBCd08HBAJ59lhaY4vJlmoTpXnxXriB72FTIZND04NXUtjRvTk+EwuCAAHKdVueGYQ7x8VTQdPAgzajrUfqEhA5OTqRU27Ondll5ee15RyU0THY9iOg+cwwKJLu60s+VIvgaxYoJCNy4QePLV1+RQTtrFg2KPXpoHWuCIqpcTkbug0hRtrfXKfLT4ZVXAD39EyUeQRISgP/+F+0bpeLQoQpdYozSoQNwLbqc/tmxw/z98k6hCbunanx61SE4GGh97xy1HLJQL1b13RQUFjKTbQw9PID8UjuUwt7yBm67dgAoe03wveujTRu6VAt9A2lBdbLbTp2iv7yBGxFBT00ZuADJlGjE/uuygZubC1fkwd8fvJHLwVZVWr+iicXFgJMTFGWcZqqqhK3hQm1LY2NDfeHz8+lcu3OHHGUSBjFq4HIcN5yvt/XhOO5bnccmADWdeWZwHOfF78cLgL5maikA/HSe+/LLqsAY28AY68oY69q0uilDtUR6OuDrW82Nc3Op550pYYu4OFKu0G3U7uOD7BZdK6icR0QATz8N3Eq2o4LcW7eAb74hkYfbtymSZg1SU+n4fvmFngtCFcuWkey+RP3ixo2KteUnTlAu1NmzD+yQ6itu6iwEu6ca9DVxHF/7V8obf+YauAkJFYVpZDKKZKlU2pZmrq5QKIDISFDdKz/5rDVefx04cQIRkVzVdsxt2lCPFkumZUo8GC5fBhYtgjo7x6zNQkOBdu04sJgYuk+aS4sWQF4ebpT510hy4sYNYM0vjVBw+KzFDKyiZ2aCMQ6muo4IvXAz0dRyvXAZo2hq+/bIzSUfWHy84dUDebs2zi6IjOLq1EOfOkVzH96pFhlJ0WkxiWTdugGtOjagXOW6nKKclQWXvGRNNn5BIYdUzgesvuQpl5XRnNvZGWVlNDWRy8kHzxgjo9Oa2jFlZXSfbdCA7j+BgXQA+vpnSWgwFcFNBRAOoBTUKkh47APVx9aEfQAEOa8ZAPbqWecwgCc5jmvMi0s9yS97pPntN63TUCyffkqKfTh9mnozRkcb3yAmRjv665CdXTEoUVxMacoJCSBhKScnShlOTa1WM2vRHDlCd64vv6TnwoT3/n3avyQ0Vb9YvLhiZsKDSk2VwPncdlhzd4zRS9DHB0jJdQbmzzdfArZDB6qxroxcTrNK3in3n/9QSW7O6x+TZGlt4uWF8i49MX48nYoVgnRt2lABmrmGvcTDB2+U9J7ZFjNnit9s4UJg1245OCen6hl3HAc0bIjUdFmNspQjI4HXvmuPRDxmsbGyIIOc52IiuABwDzXsB6wLx5Hz6IsvkJgIvP228VTw9u1pypLq1JrmPPrGFVM88QRlD/HjTkQERW854yLSACiItmYth/vPLxQf/n8UUalQzDlpfHqFhUAq84JaZZ15mo2NDUJCQjSPJAtlJ1QbuRzw98eqHTuQm1sMe3tyggQFgYJO8fFAfj4mTJiAW7duQaFQYNiwYXj88cexTqczyMsvv4wIIUUAwJo1a/CTmG4lBQU0Nxa6ozRoQDuvSR/6eoDRfFDGWDSAaI7jtjHGxGthV4LjuO0AQgE04TguGaSM/DmAXzmOexHAbQDP8Ot2BTCbMTaLMXaf47hPAFzi3+pjxtgjL60qk5m+eVTGxoZqZTO+6EjFyv/+a1gRIz2dbrohIVVecnGpqNjox8fH794FqSyXl1NOUM+eZHyeP08WsKWJi6MP9eyzlJYofCHNmpFXqqDA/C9J4tHlyhUyfAQEL4ykpFzr7C8ehK/uzMCrRiZ4AQHAzZsyYNUq83ewc6fh1+LjoSxVIiGWgqg//wx8slSNFYvzavdm/uOP2HW3H5KSaLBctYqGKgDaATQ+XpNKKfGIkp4OtZ0D/o21Qa9+5m/OmnqAq46Be/gwFH+dRGbmMvMFpmJiSDr41i0MULohGPOQDF8EW8jAzc+gqJCpCO6TTwL308vQKPsXoLm/RfatwdZWExA1Fklt25amCvraCIlm9uwKT8+c4fVORBAXRwkmwSc/rfUkk1pFqcRNxWNwTqGMXEEaQ61isIZKhqOjI6KqIZymVCqtoxIskwFNm2LVmjX4qfPzsLNz0nZIsnUFOA7XwsOhUqnQsmVL7Nu3D3379sX777+PPn364JVXXkF0dDRUKhU66+S+v/DCC+jTpw9eeOEF4/vPzycj29Gx4jFJGEXsmdCd47glAJrz23Cg0llRyeeMsckGXqpSTMoYCwcwS+f5TwBqqSGr9VEoqITruecozUksQ4YA778PHIv3wxQXFzJwDVFYSGI9uvWMPD/+WPG5tzeVmgmS93j3XbJ2v/mGjNuDByl10NJiP1eu0OQwJaWi0IZwN0tLkwzc+kJBAbnpx4/XLntQ6rkSUDw3C/bfG19HyCRGaSk50/wtNMFt0AB/HqfKiPPn6ZTYuSEXK/Z3E9cezRIwBsybh+j2+2Fn1wYzZ5JNzhgf1RGyTeLiaud4JKxHWhpuN+mC4lROI+AuhvJy8nO8oHwXH9773fz9/v030lbvBmCmgbtvHzBuHN2PAwPRJPEYovETjmOAZSK4BQVoUxyJ3KXfwH6c8UYZDg6Ag4Md4GlBJ88vv1A3hy1bkJ5OGWTGVJQ5TifS+sYbVIf822/i95ebSzoP7u44dZpDo0ZU12zKuBcQ6oNvJDD071xU99rmLFhACt1FRWihdoKtHQfYA43LAcdSwMa+HLCRmTc/DAmplmM0KioKs2fPRnFxMVq1aoWffvoJjRs3RmhoKEJCQnDmzBlMnjwZoaGhWLhwIQoLC9GkSRNs2rQJXl5euHHjBmbPno3MzEzY2Nhg165d8PT0xNixY5GTk4Py8nJ8+umnGDt2LIqKivDMM88gOTkZKoUCH77+OjIUCqSmpmL+/CfQpEkTHD58HNnZQOPGMjg4OmLrhg0Yy5f02draori4GOXl5ZTCDODDDz/E+vXrK3wmJycntGjRAhcvXkT37t0Nf/iCAjopddMKCgupRqFlS2mubACxLoAfAawA0BdANwBd+b8SZpKaSsIE5ma3depEc/4jRzlKTbhyxfDKrVsDe/eKkoS0tSXjec8egJ0+Q4oJkyfTTTQggHL/BdlnSxIdTeqpoaHUDkZAuJvVJ3W++k5EBFkPugO8kxOlyEspyrVOWZlhBeUqzJ2r15FmkB9/JGM4IwMA2caVA2BxcXQ6tG1L9+4sRUOw7Fp0dOTlAcXFSFZ5wdeXKj1yc3WyMBs1AjZtQo3UgSQeDtLTqd0PKiaQmEIQNL3btLM4NaLKpKbCxrMJXnhBKyJukitX6N7cpQvdk69cQVn8bZxHT3TnLovLqRVxXDIwuLZ0NymCqVKR0/3P1/+yXJbXkSPAyZOAnZ0mgmvMwAWA778HJk0CXaTnzpm3v82bqc1TVhbCwuh9zCkr9fenwNrNH/6mA62jpVVkpHHQnGH8P0xmQ3Vu5dVO8NRLSUmJJj153LhxAIDp06fjiy++wJUrVxAUFISlS5dq1i8rK0N4eDjmzZuH1157DWFhYbh8+TJeeOEFfPDBBwCAqVOnYu7cuYiOjsa5c+fg5eUFBwcH7N69GxERETh+/DjeeOMNMMZw6NAheHt7IzoiAle3b8ewHj0wb948eHt74/jx4zh+/DiUSorPlJQAcHbG2fBwdOHHgiFDhiApKQk9e/bEvHnzsG/fPnTu3BneeuoRunbtitOnTxv+MhQKuilXdp7IZOScqU9CX2YiNoKbxxgzIRovIQZze+AK2NiQzsq5cwAGBlNRmCakUAmFwuAMddAgYNo0VKg3mjiRnEE5LbvAbdMmuokCFVsHCaqmlmLfPpolPP54xeXNm1OxsTXrfyUeLi5epL/du2PLFprjfPcdB+f33iMVD4naQ6WC4uAJ2LE+AAzPcCMjgTffBFZ16ImgtJ80CpMmiYsj47ZJEwBUxySTVbxHJyaSDdmoEWWql6nlKMorRwOlsnZU1vlBOrnEHX5+2hLjuDht3SFmzNC/rcSjxR9/IGZZObDE/GxzDw8gw78b8Fk1xqjUVPj5c1Uyqozy9dd0X9y7V3MiOng1xlsOa3CqtJvGaVQjmjRB1KIwbDs1CAsHGzcubWwo0UvhnI7hN8PIKV4TGAP+/lsjKJeeTmOAKUM7LY161pZ80BqO6elkceimchojPp5KH5o0QXg4fa3mZH7ypZlILPchgavsbM3YVifgI62q0nLEXbWFnx+N2UW5FDxs1zQLzplJ9CN16GAZJwuqpijn5eUhNzcXAwYMAADMmDEDEydO1Lw+adIkAEBcXByuXr2KIUOG0HGrVPDy8kJBQQFSUlI0xrIDf1KVl5fj/fffx6lTpyCTyZCSkoKMjAwEBQXhjTfewDsLFmBUcDD68fUpajUlCbi5aW9FSiUAZ2ekZWWhKR/6l8vl2LZtm2YfQ4cOxd69e7Fw4ULcuXMH06dPxxjeQerh4YHrxtrOlZfT91s5rUCImksGrkHEXsrHOY77iuO4XhzHdRYeVj2yOkp1DVyA0vZGjQIJIhw5YnjFkBDgP/8BY2S4Cq1si4vp/lE5ODp9OtX3uvk40sRNMC4Fb5MlbpyV6dSpqnELUPT52DHD9cUSdY9p04C9e5Erb4I336Tz1cEByH5tCTBy5IM+uvpFUREUt5JhD+MKwTIZjSXXZXxeZ2KiuPe/cYMcZzY2yM+nRWp1RUHipCTqMwoAL74IJC3ZBCcUU4SmNuAH6U1LkrBunVarb8cOqsMtKQF93gMHaud4JKyHrS2CujthwQLzS7w9PfnsA8bMj9ylpUHh4Sd+M6WSyoVGj65SlPrztS5QTXgWWL/edHcFU7i740rAeHz1QyNRgsQeHsA9ubdlRKbi4ykyPXgwALLnxfQabt+expB4+yBacOeOefsMCIBSxSEyEuja1fzD9vEBUhS8vHBtlVHUMkpQwalg1DVsCIQ0vAmnzCS6GZSWQjOgPwCcnZ0BUKS5Q4cOiIqKQlRUFP7991/89ddfBrfbunUrMjMzcfnyZURFRcHT0xOlRUVo4+aGiMuXEeTvj0Xff4+P+V5QjFGCD8dVMnBdXeHYsCFK9VzQ69atw/Tp03HhwgW4urpi586dWL58ueb10tJSOBpzyDRoQHPlyg5kycA1iVgDtwcoLXkZgOX842trHVRdRsj2rU6boOefB5YvB7mau3bV7y0rKqJQg48PBg0ip48QbBDKGfW1dgT0XCeenmRo8oOHxThzhlKD+B3yoomIjbXsbiQeEby8gDFj8MsvNGFcs4YcOTOmqSzXfkJCHIWFWIGFOPWWceNNMEBvKfnaW7E1FzExmhpWoQPUtm0VE04SE6mLCkBjVfPWtpCB1V66Ot9u5bGu7mjfnpJKkpKAP/6gWtzffgONX2PGUOqYxKPJ/v3ASy9heO88rFxp/uaenkBGUjE1hjamiaGPwkIsuv0SGjcWaRufP0/n/+jRVV5q2RKwZWVkYISFmXcclUlMRP61uwDE1aF6egL3mIdlxumjR+kvb+Da20OUwrRQOx1T3pr+EetsA8jAbdMG166RjVYdA3f7dmDfRv7z10VldaUS8sxUtPRVaLJkZTJAbgNwDg4UUHnsMfGFy9XA1dUVjRs31qTybtmyRRPN1aVt27bIzMzE+fPnAVD09Nq1a3BxcYGvry/27NkDAFAoFCguLkZeXh48PDxga2uL48eP4/bt28D9+0i9dAlO5eWYNnAg3po7FxGRkQAAR0cXqNUF4Dj6DmQyPjvb1hbtOnTAjUq/f05ODg4cOIDp06ejuLgYMpkMHMehRKe9T3x8PB7XF+wRMDRACKkGkoFrEFEGLmPsCT2PgdY+uLpIcTGlN7i6Vm/7sjKgpJgBW7dS2LUysbF0QQQFacp0z5+nst3XX6fn+gzcZcsoHUioPykqAtJKG1NOtKVrzb77DnjnHc0FunYtaVu1bw8cOgSS7X/1VcvuU+LhJDUVWL0aSE3FlSt0bnbuTOdi/OkMzWRHopYoLIQ77pvUjGrYkDLxbhXw6XhiJnapqeR841t5nDhBVQpjx9KQ9cMPpG+3ZAkwZw5tkp4OfBY+BHHz12lbR1mbyZORF3kLK3e3QEICDVOuruTra9qUNBTQogUd9N27tXNMEpbn11+BPXuQVdqAojBmMngwMHZgIQnACGlSYrlzByltn4C7u8isTqGkZ2jV7oy//w6sSxhCmVcbN5p3HJVZvRoFK+k9xOjWeHgA91RudKHWtP7U0ZGkmVu2xC+/AFOmkA/CFAEBdI3G5vvS9yM2PbmkhKK9bdogPJwWVTeC69qxBT2pixHc8nLIM1LhZlekcUSWlwN3S5qgSGVPX767u9VVfTdv3oy33noLwcHBiIqKwkcffVRlHTs7O4SFheGdd95Bx44dERISgnN8XfaWLVvw7bffIjg4GL1790Z6ejqmTp2K8PBwBAUF4eeff0ZgYCDg5oZ/b9xA99BQhEybhqWrV2PRokVgDBg37mXMnj0MTzzxBAC6JIWxY+TAgThx8GCF4/n444/xwQcfQCaTYejQoTh9+jSCgoLw3HPPadY5e/asJqW6Ckol6dXoE9uUyegmLPZ8r48wxkw+ALiCRKbC+cdyAK5itn0Qjy5durCHGbW6etvdu8eYTMbY6tWMsZYtGXv66aor/f47YwDLPBbNAMaWLmVs3DjG2rUT8qgYO3686mbr19Nrd+7Q827d6LnFUakYa9KEsWnTNItGjmQsIICx/fvpZdatG2NDh1ph5xKiCAuj3+fePevva/FixjiOsZs3Wa9ejPXvT4tfeYUxN/sCxry9rX8MElouX2bb8CzbNO+yyVW7d2ds8GA1YytXMhYVZfq9b9+mH/bqVcYYnV7HjjH244+MjRlD482sWRU3iYmh5du2VefDVJ/wcNrv7t0Vl3/6KS2/+cs5+ufYsdo9MAnLoHMf8vNjbMaMar5Pfj6dB59/bvamAwYw1q+fyJUDAxkbMkTvS5MnM9aq4T3GHB3pWBISzD4WDZMmsXcbr2dyubh5yosvMvaYWw7tNze3+vvV4cwZervgYHHDCmOMDR7M2BdfmLmjoiLGNm5kLDKSZWXpzD/MJCKCsXffZSz/g8/1T64eMWJiYiouKChgpZeiWV5qoeb7KS1l7NIlxjIv3WKsrIyug6ys2j9YSyN8wBs36OTTuQhKSugz606Lysu1mxTHxrIeQUFMqVSK3l1ERASbpjMXrkJBAe3UQtfWo06Vc5MxBiCcGbAFxbpcfgJQAOpV+wyAfAD/s7SxXV+obh2+4Ky5cQOkkPzPP1VX4nOgY4soBNOtG3l49+2jl+3s9PeVa81n99y4QX8v8Z2H74+dWVHluKZERgJZWRU80XFxlOUyahTvBGzWTFJRfpBERVG7BiO1KxZBqaSw3dChQMuWGDWKvPYAOYRzFE5QZddS3aUEoVLhJ7s52HCslclV+/QBfH05aiUhRgrW3x9YuxY37DtgwQKKhg4cSLW8+/bRuPTpp5RxImRwCdkm2akKWqk2VEp//BHJWyg7pnIpyYwZwH//CzQM5HMnk5KsfzwSlic6GsjKgvrJYUhLM95r1RgqJxeoPLzMi+DGxgJTpyIlsUxUCi6Sk4Hr14Fhw/S+3KQJkFXmor1ofv1V/LEAlC3VujVlat2+jWIndzRsKG6e8t13wM1EG0qPrm5aGkBplvy1ffkyLTp0SLzC9JEjwNtv80/EjhFOTlTkHxICd3ed+YeZxMUBn38O3J3yjnm9Hx8VVCrkohHiU5w1GX7C96SGjIpR79+vG9kst27Ro3FjClMXFmpeUqlo/q1bsSeXa78LR1dXLH3pJaSYUQOelZWFTz75xPAKpaX011hbgzqq3G0JxF7OrRhjixljt/jHUgCieuBKWA6Oo/tQQgLIwE1J0apWCQQHAwsW4Hoa3WwEZcjWrek6UCi0qqC6VDZwX3qJ/iakOtPN1VIcPkx/+ZQMxqifYO/e9P977wHL0mZKBm5to1RSCxe1Gli0iEZta/f5/OMPSludPRsAtZz4z3/oJXd3gEGGXIWDduImYX26dYOiR3/YNTU9WV2xAvjf/0AypkJBrSEYI+eWSoX//Y/UVwU9nIED6XT77TdKW+7dW5vxLLRDzj7xL+Uyaxp2W5HvvkPyERIEqGzg+vrSedok2JsOWjJwH034G122b0coleJqPStz5AilKF5qNto8AzchAWzbNqRk2IgTmzx2jP4OGqT3ZXd3IK/UAeWQUwuhnTvFHwvjy52Kiykf+MIFfNP/d9G3X1tbgGvoUvP6y+PHKSf60iVcu0b2han2QHqZMQPo10/cugkJwOXLyMsjA/X27WrsD9pzJ+VmiThVrEcApms0qVRQQg6AaXSNNAauj79WcUmptJ6xpVBQnbe1jTmFgixZwVlTUKB5ydmZhKJ1tZ5yc3W6aNrbY2ivXvA348QdMmQIWgiCE4aOBwDs7FBSQjY3Y3RYxcWgubm55RGPKKwav71YA7eE47i+whOO4/oAkGadD4CAAJ0ILlA1ijtgALByJVq15vDCCzBZSyfg60vRXcHAfeMN+hsn72BZoZ+YGArXenoCoLHxjz8oCMRxNE8+mNGZlJtVKrqiayqcIWGab74BZs0iC8PenmoM4+Otu8/z52mGNHIk8vMr3EvQowfwztAoyKDWX39iTW7eNG+SWMcw0mVMPytX0uTbWAPJxEQqrv7xR0HXRTNRmDGDXm7XjlSKAW1XMrmc5hrZnu1ogNi1q1qfySxSUpAsbwG5XKctkA7JycC5S7YUeuadMxKPGHI5EByMVDndIKtj4Lq50WQzo/c4veJPBrl3DyrY4K3ZhfpKaqty7BiFaYOC9L4sdKW533s0MGIE9csV65TOzKRZ+ptvarOqvLxgaytu86goYMaUMtyZ8xlgrJenKWJiKFrm54dr18zvOLNvH92yUpUe4u9bq1YBgwfj9GlyrJujTaWL4KRI3XSE1G4fcYesg4MDsrOztQaFWg0V5LCx0f4mGgOX8QsqSApbgbt3qV5ad5JgDcrLaSJsY0PpAyZSOwoLaaqqVEJ701QY70BgFqWl9L4yGe7coVNb0JGNjwc5HuqByBRjDNnZ2Zr2TmIR21RwDoDNHMcJbv0cAM+btScJixAQAOzZAygfD4Hc1pbUG59+WrtCWhrQuDEGDnTAQDNkwGxsgLfeIpGFS5foIkpMBPxWxAObLGjg/vKL0UHK1xf4J96dmvMyRnlKn30GTJhguWOQqMidO8CHH1KKGi+egLZtrR/BBWjSJpdj40ZyqmRn08SxZ0+g55cyYMgiy6t4m2LZMlISCgwUnyNXVzh8GGXXW8O+ty8A41ZudDRdlj+M6YdQxVeUTeLnp39lwcvcvj3i15KBK2BjQ444XftYt6e9uzuQXeJMLaNWryZvmBDatTTl5UBGBpKb+sDHR3/K4qefUhZodvYAS7V9lKhtxo0Dxo1D6p/0tDoGruD8yOg0DHhZf/qwXjIyIIcKSz+3N9ZqmmCM1IUHDTKYP6tJ4//hd3g2SqUTdNcuGtNN4eZGWRHu7nRdHT6ML/4Kgd1KrSilMbKzgZ+32+FF/Al/PyY+elqZ2FgK23p64uBB832aTk4UgY0fEgLvzK/J8tAdRPSRng54eWl8uj17Vu/QNRFcuY6ifIcO1XuzhwBfX18kJycjU6f1U1Yxg6Isu0Kni+xsEj3NywNNGLOy6HcU6x0xB8bo/fPzKbRvjYGXMTonSkqqtNtSqynZrGHDiuJrZWXkI/rnH8CtkZqOUaUSp9BWGYWCHrrb5ucDajXU12Jx9y69dO2a9usolhejMVc/yrgcHBzga2b7GVEGLmMsCkBHjuMa8s8fXIE2ShAAACAASURBVMOres7IkXx5gI0D5MnJVUMM/foB3bsj5att8PY2bxz49FP6O3EiEBHBCwJ6NiGDtLTUdMd1UwihIT6d6eRJqrl0diY73d6eHGZp+Q3ANm0GJ5dTWmNkJA04lfuASViGvXtpUF++XHvCTJlCzhJr8vnn9ADNsTw8tHYLY0CefzDs5gTX/s8uZEUsW1b/IrkJCVDk+8FOxBylUSPK+LiB1ggF6IkhA5dP5VX7t8CNG/rFsWUy4KmnqrbUvHiRHzLilpHD4bPPgK++Ev+ZzCElBWAMG14OR/ZT+p0bbdsCOTlA1rFoNE28qK3nkHjkaNWK7ntCiY45CLfee/dAUVA7O3H3qHv3UODijZJ8BzSxM1H3GRtL47CB9GSArpnCQn7XnDdZavv2iTNw5fKKxtjw4fjlbfpejBq4ajWQkAC/vHLYIBD3nFtWLZcyh5gYaqPAcVWMCDEIDrM41obGosREgxFvDXzx9YkT9JVVd3rj6EhzsnscZaXh5s1H2sC1tbXFY0IfOJ5hr9OYp5swGBCgDdzi6FFg+HDKANPTvsci/P47ndPe3hT4CAio+ZxUl9u36TNs3Ei12Tp8+CGNE5GR2rI/ge+/BzZsoDlsu6BGNImtTjG3MPe6f79KU+4DByhJRPB1AcBzzwFh28uQ4tkFbilmtimrJ4j6FTiOW8ZxXCPGWD5jLJ/juMYcx31q7YOTqEqfPhRpdXREVeOWMSA5GffdA+DrC7N7+6nVdJGeOgV07w7s3g18EjuBwjRCsXt1ycmhye/mzQBIWyg0lLxiCQna7A4vL7K18st56fPHH6fPJTXJtR6nTlFOqO4sb9o0OtFqiStX6KcWEHQedq3J0PQlrRWKiyly7edHYcX6JuBQWIgL6IkfN5r+3JqyhmI+hCHUN+gjKQmwtUWWLaV86UZwddm9m9pk6+LuTvtBUBA1A9fXHs1SXL0KODrCcUB3g73KBQ2DuC0XKUW5vNx6xyNhHYYPB95+G23aAB98QIJn5mJvT06ejPg8Gqw2bRK3oY0Nwtz/A09PESXcYWE08R0xwuAqDg6As6Ma3OMdyPEzZgwQHi7O4DxwgO97pSUlBcZrg7dupXtFYCDajA/CGfRFXgPvmhu47dohOpp+D3Oronx9aU4UX8pHUY2NRQJpachzb4nIyJprQ929C6xaw3sF61ov3F278LnXN1i1quJiuW54rFcvypmtbhjcEIyRp+Xdd6l3XM+e1EoqOBi4cMGy+5LJgJkz6b11yMykbPZnnqHqusp89BEFbfftAwym/Yjhv/+lvxcv0t/ycs28+9AhcmD17atdffx4oFRlh9u5NRB3q+OI/SWGM8Y0cXDGWA4AwyOuhFVJTuYz/goKqGht61Z64f59QKFAlJouUFMOzMqsXUvX9r17JPZz8iTwxZ62YL/uqnkPyr/+opGCnx3+9pt+XYoWLWjym5fHLxA8obUhLlNfKSjQpiYLMEa/l+aHsDBqNdC/P7BtG0pKKN1VKCsHdNLu3vsaWLPGOsegDycnuo6io2myWN9yUAsL0VBWhIZNTRfh2tgALVsCCRkNyQI11gMyKQnw94eHlw0KC80TZv/9d5pEAKDJuNC00hqMGgV2KxFvbg7CqVP6V9EYuFwgncc1mdhLPBguXACKinD7ds38ZwsXAk+MbUgXwp9/ittoxQqkzqIT2qR6886dlJVlxOIsLATeeEuGEykBZFwJfesPHDB9LBs3UuYOT3Ex+aIN7u6bb8j52bQpsGED1Cu/QSdEYljuDh21HTNRKsl4GTsWJ05Q4oy5fkWZjAJ68dnuNLiY+mIZA9LScMO+A2Qy6jZRE5ydQTethg3rXi/co0cRcnAZevWquPiTT4B16/gnzs70A5gl3mAExmgCOnQoWZcFBfT9nj8PfP01rXP+vGX2JeDnR/eXSifD2rV0jS1Zon+zZs1ovhwQAPLQvvde9fb/6qs03xDC5P/8Q/ORv//G0aMUGNf9ekeNApS796PTq33qnyNeJGJrcG04jrNnjCkAgOM4R5gq0JKwGoMHU3ngnt0NaLKXnQ1Mnaq5wUQWBgAAOnUy73179SIv6P/+Rx7NmBgqrUhLq16NUgXCw+nq7NxZI6g6YQLNC3RVnSdMqFRu26oVbVdH1AkfSg4dqioQlJpKbvG1a4FXXrH8PjMySJRk0iSEh9McR/cG6upKBlS2c3Pgrp52WNZE8LyUlZEXtbZrgB8khYV4R74cg49yMNR7Xpc2bYD4BI6sUH3y7AJz52rCMhxnXpnWqVM07/j4Y/HbVIv0dKBpU2TLPbF8Oc13+vevulqLFmTPx5Xw0aKkJFpoLS5epAm7ofRvCfPIz6eU4ubNMX8+2YRXrlTvrSgLmANOjCAVepGlPCkpVI7h6GhkpatX6Sa8dq3R95LJSNG8iecTCE07TjmUrVpRSEmQpTdEXFyFnEvBV6PXwE1JIYt+zBiq8bWzgwzAm597YXXGM8DdIuP7MoRcrrm4o2aSaJY+cTdTTJgAqNVyYPGPpldmDNi7F118fVH8k+nVK3P9OrBjB/1+8+eTL+HkSQ6r16+vXr77w0xBAXZwkxF0rWLm9d69dI/esQP4bh1Dh8MrKMRpJJ1eNF98QYZi48bk4J4zR/uauztNgM+dq/l+dCkr42XBtU5tpRJYv56MycqpybqsX8//895Fchh98kmlELcJLl6keXzbttrI9PXrdJ42b479+6tql8nlAJ4aTQ8JvYiN4G4FcIzjuBc5jnsRwBEAm613WBLGCAkh9UJwHEVw//4b+PZbzV06It0bvr5adUWxdO1KnqpJk+h5ANnJiA8cA2zZUrODvnyZ6ufs7JCWRnPdkBDqSDNxopHt5HKaHNc3sZ/aQhg1K6fVeHuTYWctoSmhZ56fH1q1Iu2g3r21L3McTQCzHX2rHxmoDp98QgcD0I1UEzqsH5S7uOHLsgV6W2zrY/hwvuRq5EjjE7u+fYGnn8aaNeb7S9zdyYFfVga66Q8apL8HeE0ZOBCYNElzuhlKUbaxIdthzmzea17d/iKm2LOHxr0ePYDXXrPOPkzBGE28HiTXrlUtzK4JQp/K5s2Rmloz521ZGfnqMHw4jaWGwv66jB2L1HNJplsE7dxJ4/L48UZXc3KiR7aDNzlpOI6M0GPHKvTxrIJSSdFGHcdUbi5db3rP/V9+IUfo11/zNQPE6rQJ5BFXqSj8ay5paUBuLhijRK/Q0Oolznz4IbB4MegYTZ0vMhlFBzt0gK2t+bpIS5cwbF2agJh3N+Pq/B9w73Ak1q0DyidMrnk4+CFDnV+IyRmrqrRXdnIiu+z0aSAikqMi1T17LLBDNRW1PvkkOVXmzq06P+nViwxcS0YuP/yQMhV13lMup8/3xRemN8/MBAr925NT3FxJ7m+/pcyDH36g2sJ9+0h109cXaN4cAQFVMqeRkwPM/g/DqT+LrKde/YgjysBljH0B4FMA7fjHJ4yxL615YBKGCQmhOVVuLoCXXyZv1vz5VA+2dCkikxqbHb0VkMmoxE23DietwJm/i1cTtZoM3C5dAPDGOfRHmEtLaZ758886C5cvpwi1hOVQqaiuy8mJ1Aoqw3EUXrfW5F3HwPX2puwcIS1ZwN0dyLZrVnsGblERpeAJNTAeHvWuH3PhQjLoTQmQCsyezWeQ37hBqR/6JhwKBWUJZGbi8GHTLXMrI5wX9++Dzsu//xZXY2cOpaXkzGnf3qSBC9Dc+LHeXnQ81uqFe+wYGSCvvELpr8baMFmLWbPIU/qgjFzGqHxi2DDL1TrzY1q5TwvExdUs+P42L8jEBoRS5HbfPuMbKJXA/v1IybQ1blgzRlLdoaGalnrC4j/+qKoy7O4OZNk0045XY8bQdXfkiOF9JCbSd6pTEN+tG6mzVgnCMUY35d69tZ5vAY6jNNL797Xpo+bw0UdA69a4dpUhNZV+6uqiUgGq2XMrCjroIzkZ2LMHH72jwGefmbEDxoCPP8ZXv7dEAtpgM55H1w0v45WNnXFIPQS3TyRSOLcOtW4pyCHjybVSqaeQ2OTmxk/Pmja1jCNKJqP54vr1hlMcevSg882SY29qKuDmBpWaw6VL2sUBAaR/ZgxBJPNANl+DHBNj3r7PnaNShL59adwfO5Z2fPYsNv0ix/btVTdRq4HvN3CIGvGe+LZg9QzR1dCMsUOMsTf5x2FrHpSEcYRgZnQ0SAjn2jXg4EEqxl+0CEs/tam2w7+8nOye0aNp4JLJGPLl7jXrhatQUAuCceMAUIaYl1dVjxRA2cjnz5PYVQVycvgQjoRFOHmSJs0vvWRYLtPb23oCT7wVwXz9EBamX7D5zTeBKZ3jaN3aqDFZs4Ym8kI6VLNmNXPsPIIIHbz01ccbQq0Gyg78RR5ofeNEYiIwfDjYocOIijKe6qUPTT12NrThNkuflzEx9EGCg0UZuPHxwMYt9lDHxpGVYw1OnSKDIjBQ24+iNlGpoAnb6M74apNbt+hzR0RYJjoE0Mk9ciTO3GuD/PyaGVQBAeQXS893oginqfq77GyAMSx88lqFrMsqXLlCJ5mQTsVz8iSlS3bpQmU+Ak2aAFnOzbXy5H36UDTKmMEtTML1KedUJiKC1p8xo8pLq1cD0z9qTin0K1eaf55GRwMdO+LmLQ6urhDXG1gPp0+TPXTWpj+NQ7lG2qecOAGMG4edv9JHE83Bg8Dixbhe3goHRqzD1E4xGN85EYmvfIUncByNXnyaJk+1mXVkZfLLKOW+srK1IBjevz/95EfsRtRsnqhL48ZAJSXnCowYQY6E6qjDGSIlBfD2xsqV5Li9f58Md8HfbYzAQPo+zqfwDdzNKalTq+l8ETKgQkNpDnL6NODvj88/B7Ztq7qZ8HvkwdV6WimPONWU+6o5HMe15TguSueRz3HcgkrrhHIcl6ezTv3KFzSAcD/SvcFh+HBKEZHJMHEiRNXP6SM2loIZkZFU91ZWxuE/3vtr1jLG0RFYulRzUM8+S/PTyh5BgJzBXl6VdnfwIFnbQuhXouZs305hulWrgM6d9a/jXUNlTGM0aAB064brme6YOJFKOCvz4ovAuMXBFDmwdvQqPx/48ku6cQq50s2a1b8I7ttUCyc2gnvvHq278TY/4Pz1V9WV+IhZnKwdkpNhVn9ugE5De3v6ieDiQju0tIErFGEGByMri9KQmzUzvPqRI+QbymgYYKKQsprcv09evv79tbW3QtZDbWFjo52oPygDV9jvpk0malnMoH9/4MAB7D/TGHZ2+ltWiUXTniYOlEpsKu+YNwAmj8zH2LFG1tu1i75/3iksEBZGgWKlkuwoYV7btClQ6uFPolEA5dwKRoChaOLYsRSu1fE0f/ONAQG4XbsoX1NPP/qEBGDPMRdK/S4tpXFULEolnecdO2oOx8xWlxq8vMhBf8u2rfbADJGWhjLY4uZdO6PSARUoKwMWLkSJfxuMwEEoX5oDr4Ht8Me1FrB9703MwkY0ucvPUeqQ0FTe/+jmXNnAFVrF9u9Pp9LyzOk1d8KlpJBzxpSAlJ8flcWIvVGJITUVam9ffP89DemXLpFhKSbrXi7nSwdj7Cilw5xGzjk5dOIKmRrt25N6l6MjMjJobNHXecnWFnByUCEXjSQD1wAPzMBljMUxxkIYYyEAugAoBrBbz6qnhfUYY9aWGXkkaNaM7BN99/u7dynbobrBzuho+tu1K+k+xMeDLtiapAQmJGguQLXadDCuioHbnPeKWTotsb5SVkYy1k89ZbBvY3ExUDxxhrY5sqV58UXg4kWs+46DnZ3+czk3F4hz6kQv2thY5zgEtm2jm9Lixdplnp4P1sC9elVcTZ8FKbpCEzOx84amTckplcBa0415+fKqFzifRvbXzVYAzHe+9exJ8yaNCJk1MguuXKFZTatWWLSISheNnXJCcCFxxz/a9g6W5MwZ+h779XtwBm5GBo0PgYHWVa42RkoKOTWmTLHce/L1aq+/TnZbTebIgoEbH88vOHyYhJgMkZGBEjggIrelJluiCkJ68hNPVIhQqdXkCBwxgobvtDRt8sDBg9QjE4xp6/EEi9HYGOLuDoXSBmlpZJueOmXAtti7l2bZQqNyHXx9gYIiG+Q3aUkZZRs28N4oESQk0I75tDRzdHkq4+9P2a23lPz1ovlR9JCejpv2HaBScQgMFLmDn34C4uNxcvRylMMOHTvS2KRQ0HD0l9fzuB4wita9fLn6H+QhQ/gpKwckNm6kToLDhlEGwT1Vk5obuH/+SRNYMSlEhw9btlVQSgqOKJ/AjRtUmTF/Pt0D+vUTt3lAAO/XiIszL1VfmGPo8aiaSrJo1FBNEVyx11s9Q7SBy3GcI8dxYn1d5jIIwE3GmJUK/uoWgraUPmdxWBg5wAzePE0QFUXzvL17qcZi2DDgY+fPyVtWHdRqcpFPngyAssxatTLeKq6KgduqFT+LNuKRlRCPSkViSpVy5M6fp/LGxESa9P2aMYD6wlkDxpCXR4GZZ5/Vr5r56adAp06MisKtnfIVGEhiFroCIWPH0gzyQUnwBwXpd91akW7sIpQTJolO2+Q4vj1HAkeiGNHR/Exbh8REwNYWskYNMXCg8cwzfdjaVprv9OplPLxaHSZMoPAVb9WaEsLVGLjHk6h/hKVr7ho0oDG3Z0+SLo2OJtGV2oJX78QHH9AF+qBE/t54g9J6IyLI0WWJjBJes8LPT9tRp7r4+VF2gcaW+ucfStM1FPbhOFxvPRpdXupsuDw2Oprudc88U2Hx+fN0X5wwgfrUv/Ya2ZJCxgFu3KAw22+/0QajRtHzzXr0QBUKig4fO4YhQ8hn5OtLPrUqEdTr1+nx1FN6D1dYP6X7OJp45OdX6a1rEN6jntC4O4KDKQVbNEolWeQrVgBffw271csxockJJOb+n72rjpOqfL/P7NIg3SUpICklSEgJgoSCIIIgII2goKQoGKiIiAEiCgqigGIHktIo0g2ydMcC2zVzz++Pc9/JOzP3zgyg35/n85nP7s7ejvd94jznyU9PN1Ad5IULciQv+9KZyuBmZIi8+abIvffKT46HJHdu1m6rtq9bt/LRrPzrO/zC6Jr/S1HjgwGy7c01Pi1uS5Rgsr5KFcaCL2ctGX4P4GXL+FK5yzX7w9ChHLMjAYdDZNQomX+9kxQqRBv4yBF+7ScH4IOKFfkMJKdZDMZXrMj3y4CbrzQ+/T2jhQtBILb/Mrj+ACDoR0Q6iMgRETmh/11LRH4ys67J7X8qIk8bfN9MRGJFZI+I/CYiVQNsY6CIbBeR7aVLl8b/Oi5eBObMAa5c8fx+5Egge3ZA00LbbosWQP36/H3+fEAEqFAhjANdu5YbWbQIANCvH5AnD5CR4X+V118HHn4YiIkB0tP1L0uXBp54IowD+Q+BcPUqUKwYULkykJICZM4MjH0uHdi+Hbh2LbI7S08HSpfGRz3WQQTYts14sddf56OTLNmA2bMjewwAX5ImTYBBg9weND6bcXGR350lJCby5EUAh+PW7bdUKaBvX0urdO0KVKwIIDUVKFECmDLFzwKhIyYGqFcPWLEirM2YwogRwIIFgZdJTuatebXjX/zl9Ombf2C3Ejdu8Lzefvt2HwmxbBmP548/wttOfDwggv3DP8Ls2ZF5z2fPBjZu1P9Q892yZX6X/+03LrJ5s58Fxo8HoqN9JvcJE4BMmVzHvGIFt7N+PT/dutgRK/mByZNdKw0YAOTIwfN2x9atgAjsS5YiWzagShWOt/nyAU8+6XU8b74Z8Blfv57/XjFSP7HatYGyZc2NWydOAB99hG+/SocIpxtTuHYNqFPHNUa6fb4oPprP7ZYt/tdv1gwLK76MMmVMPgOffsrt//ILGjYEmjZ1/atYMaBXL7dl8+WLzLP6T0B6Os/llVcCLjZuHG2GUO1OAEBaGpArF+djL2zfDgwc6DFNAy1bAvfeG8YOfVG7NtCuHW2gokWBjz4yv+6ePcC8eUDSur94bMeOhX08L70E5MwZ4FVKTuZCf/0V9r7+rRCR7fDnF/r7h8dCIjtEJI+I7HL7bp+ZdU1sO4uIXBWRIgb/yy0iufTf24nIUTPbrFOnTuSv4j8Mf/zBu/ftt57fP/oocNddoW1T04D8+TmQAHzJo6M55iAxEUhKsr7Rfv24gaQkpKYChQvT3g2GzZuBqCigWjXgk09AzzvCg9n/W2zfDvz9t8dXPXrQeNq1i39XqQI83OwaH7Iff4zs/v/8ExDBhEcOIm9e/4vNmcPdn8lcFhg1KrLHAPAaKMNID8AAwOjR/OrapXQaYAkJkd93MCgreOhQwG6/ZbvddMeDGFxto0/gLBAmTOA4kZ4OYwvnyBFoGzeFdVwpKcAddwCPPRbWZoyxbRuwZg3gcEDT6A+YedyKFgX6tTnD+7RhQ+SOJzGRESd3LFkCLF4cuX0Ew5EjPK+FC/m33c7jupU4cgS4/37en+3bIzMW6RPnu/33QsQ3QBw2EhP5Mkyc6HeRzz7jqcTEGPxT04Dy5YHWrX3+9eCDQM2arr9Pn+Z2Zs8Gvv6av+8p0Rbo3t210ObN/Me8eZ4be/99QATHN52DCOdYu52HPmGC144bNwbuucfv+Zw8yfli2WcXeYCTJnGfv//udx1vvPwyYLOZNDESExmFz5KF53XlCh342FgcajaI+/YOsnnj77+BvXvNHVxGBqP899yDtFQNOXIwCKbQujV97aVLGS9N/3EZUKQIjzEsj+8fgNhY7JHq+PixVUhO9r/YO+/oc+agcf4j1sGgntXvvvP5V82a/NelSxySliwB0L8/DcpI4NAh4No1TJpkzak1hG7f4IcfzC2/YQMvoJ+sT0pKmMfzP45ADq5ZinIGAO8ceKR4e21FZCcAH7lSAPEAEvXfl4lIZpvNZrG76/8GYmM9WXD33ENqlHfLjTNnWIsSCs6eZRmi4vtny0b6UVIiBLlykf9sBQDpUp07i+TIIQsXUmMjWO/51FQKXWgaRa9ee01IRxk2LKTz+g9eGDrUg568aRNLUF980XXvK1USOXJOL06LdL3junUiIjLlowIBS3aU5sKFu1ta7y1jBqpR/OTJHuc4Zw5/znzxIrmolnhzEcIdd1C0Ztq0m19/7Ia9RR+Qj/Y3ttRWr00b9rNOTxfjBpZ33SXfXGgkhQqFXmWQLRtbSX31lcjut1byAQ2l56YR3niDNZ6A3LjB+nMzQjdr14q8/YreRzqS7bS+/561l+4Uyzlz2CvxVkHVhRUpwgE5d+5bu38R1jGuX8+eq6oWNVyV1v37RUTkpKO05Mzp25rMFACOHe+8IzJ5siR99LlsWOvgO5MzJwdRf+PViBFy6V32/HDr/uPCrl0s5POiJ4uwfMi9Fq9kSTLZDx5kWY+IyIXidTxbhjRsyNr4mTM9Sy0OHhTJn19OphWTqCjSTBMTeUwe7P+EBNY5BpA2vvNObq5tnyI8yLFjOX4tXOh3HSdWrhQ5dkz272dXuqB0UECkTx/WhH/9NQ2FggW5v/z5pfLvs0mpf/FFnrM/saeKFVkCYgZLlpD+/dJL8tc2myQne1aO3H037ZS4OArfnq7alnX5f/3FOtF/M+LjZZU8IAO/ahVwTujUSWTZ4jjJPmdG6HN1lizckFf/yPh4UnWHDePj1bu3yLhxwgfm8uXAvZ7Nom9fkfbtZfLk4PZpIOzcKXI4k96i6tAhcyv9/LPIhAnyxeJoadfOtyIqULnMhx+KDBvs4GTkveJ/MO3gHrDZbD1EJNpms1W02WwfiMiWCB3D4yJi0OVJxGazFbXZaDHZbLb6wuO9zV3nbz1UXczs2a7vsmalEJSRg6s0SaxCdRRwH1+qVhWB2OSorVJg0QYjXLzIUb9+fXE4WK9Rt25wFdUFCzigtWtHp/7UKZG4Vl2M+7X+L0HTeJFuZr0pQAPITVnjt9/oQ7l3C6pUSSTmZCax2zLfHAf37rtFChcOKCri1NYp34zGblJSZI9jyxYa7i++yFo/HUpn6t2vi0uC5Lo9QlONGlE9etMmqpPeIiQOoECOFeGdpk0ZI8iZU2iBNGjgEllJSBD5+GM5sfO6XL3qx6g3iTFj2D3ihcXVOBaF+1wePizy+utsLNq9u0h0tHz1Ff9Vrlzw1StXFslXvSSd+kg52yI8nnz5PN5RKV361opMqfZYRYrQwsqW7daLXO3bR9WhypUj5+Du2yeSM6ecvJZbypQxjscERHo6W+U0asQx4+WXJeeQJyV3izpyfq1eMNe4MYMCRgbnjh1yKTaT5Mzp5x376iues1e966VLHIbcS6FtNg6jBw+6umddyF+Vk6dSnbfZOLDv2uUMLIoIhd/KlJHmLeiw3Xsvh8IPPqD/6MT69ax1tSI1nTUr66WXLnVJ7RoBYB3wrFly4EDw1rUiwtreb74RmTpVjGSoITa5+MrHopW+k0XKKlrpjjFjRJYskV69RCZMCLI/h4MR9urVRTp2lDVreEmbNXMtcvfdPE2lExATI/TUc+dmgDLSAAJf10giIUHiJbfYbHD2vTVCuXIibR/LLdny5Qi9J2vduhRp8WpM/eOPfJ0ef5zTSvbsfHzP5tab04bbCzcpSWT7dslo1ExSU8Pb1IMPikz/KCcjTmbt5YsXRYoUkV9+tclvv1GyQoRl8g8/bNyYQGH3bpFvF6fRqPbprfkfzDq4w0WkqoikicgiEYkTkWcDrmECNpstp4g8ICLfuX032GazDdb/fFRE9ttstj0i8r6IdNdT0v9vYLczSJmayiCNOx54gEFCd7tj8WKqv1nFmTNs4deyJSc7hUaN+HN5gR7WHdxCheidd+0qUVFMAEybFtyo+OsvrvrBB67v9u/K4AtsRX49GOLj9eaawklDVfTfLmzcyOi3QfQ+Yrh0ieftplpw113s++Yu5NOpk8i0aTbJKFIysq2CMjLotDVrJj160Abyh4oVGdSp1b4kX4RIKiaK0LH94QcKkrhh1CgeYpGiNtkl99xaBzc5V2FCCgAAIABJREFUmS/8gQN0mtq0YQTiFiEhge+nWWENEb46V6/qlylvXiquqOaBhw6JDBokx3fFSf78vq0mrCBvXl6alfuKiia28BzcrVspKPbCC7SY+vWTbdtERozgJW/fPvgmdu4UeemN7JJx7rKE3HjcG2fP0oDv1UskKkpOnNBt2VKleL5WUuvhoGpVOv9Kwb5UqVvv4O7dS+c2SxanwrX3u2oZzZqJjBsnJ0/ZvO1ocxg4kJnJSZPobGuaHH19qRSX81LkkYYcOGbMYPDMaKI7d0561dhjrMEEMFvYpo1Pall1N/BWU1UOrsrgni9Rlw3E09JcCz3xBCfUd95xfZc7tzOSnTUrfWqbjWQrD0G31asZ3FCGgB8MGsS2WfLFF5Tb7dSJmbVAfXgvXxZJThaUKSv33muy/+2CBXw23QKS7ti1S6TYXXfIxj76BfbOIp86RaX3fftk/XoTQ8g339AuePFFkagoWbOGXfXcxaRVX++MDP48elQ4viQlUbUxkorKZ84w2FC8eOhKolaQni5x2YvJHdkdAV+95GSRn362yYkyzUN3cA2E+gA+tnfeSTJC3ryuW7o5W0u+GBUrhrY/hT/+ELHbZWvhDpI9u69GohVUqKAHOO66y7w9efGiSNGizhbaKml17Bid+0Axvbx5ReLS9TZ1P/8c8nH/z8Ifd1l9RCRaRNYGW+6f9PlfqcFNSGDNmQhQsiRQvLjn/2NiWKf65Zfh76tXL9aeedfF2+1A3rxA/1K/eRYA3UTUqQM88AB/r1aN5//pq2f5yxdfRG5HPXtymzNmUNUqWzbW5iQnh1ZvHC6eecZVE+otChIpKBGUlSvNLV+3Lou/IoVr14DRoxH/2yaIAFOnmlgnMZGiKB4KEzcHJ08CsbFuX+TNCwwfftP368TUqXAWxWVk8AUPUM8XUZw7h5EF5iNXtgAKcAbQNF6mIUPgKuR/6in+c/FiQASt70tA3brhH+KOHcDn71xBumQCPv449A0lJlIf4MwZ51e7dlGfx+P+B8DcubxVx4+HfhhOXLzIn888w2LEEycAUA+hTRtA+0gvSD91KgI7CwHt2wM1atzafZYuDTz++E3ZdN68wLBhFlfauZP3YOxYj6/tduCevMdxLnclKsJs2uT6hzscDirxjBtnvP0tWzzrnt2ghgXvZ/Ott/Tax2ss3fVbejp5Mhc8fNjj6+eeA2bO9HfCAKpWdU3GAdCpE+dqrFzpml+KFQM6d/a/kjrfX34Jun0AwPnzfDdeftnvIgkJbiW4DRrwj7lzXQuMHw9ERcFx4hQyZeKffuFw8PzvvhtwOJCYyNs3ZoznYlevcjfTplFu5JlnwIJcEdoUAwb438f69cDly2bOnujXz2Uj7N5tfj0rSEryeHb79qX9GQgXLvCQZjVYQHGCUHDffRSR8cLkycBXX7n+zshgnWzEdP1mzABEsPjjOIgA+/eHvqnevfVrNWGCObEZAKheHWda98P27Rw+Bg/m199/z2saSD/qtde4TGrdRlQIve3qmLceEk4NLgCHiGg2my1PsGX/Q+Rw4AATDEuXMpA+ejSjje7s1fLlGfxRLQLPniXD6cYNa/tKTWXZV48evtS86GgyDv9MrsHQpKI+mcHKlSIffSQiDIRu2xZ8lYwMJn1VpHqwnsuv1KggQ8xWs8iB0LQpf44cKbJmDaPyuXIxffXZZ5HbjxkAbHJYvTpD8mb6wIUCFV3V6Y9XrvgPBMfEiBwf8S6j15FCvnwib70lp0sxIxCsXvzIEZEdh3OyL0bmzJE7jm3bWKPl1T9uzBivEqCiRSObwQ4EgLTkhg3ZiC9TJqZmbtX+4+IEsdek4B3WeFo2GwPWR4/qf9SpwwyWw+GsgTtxOYfl9kBGqF1bpNeIfJI5S1R4fbFz5hSZN8+j2LZWLQ4BBq0+DeFsFbT5PPvNqKx1MCQleVIMf/qJG9u0ieNO+/ZOml6NGizjm39Y79Fxq7KoJ096Tja3OoObkcFMXZMmpnqnm0JKCtuYaJocP+7Z8toUxo/nw6FSLTqio0WqdSgrD0SvFZQowfZOI0fyYXU/8CtXRDIyZG3yvcbT2JIlzJYa9C7avZtjpfezqbKHhw7xdZgwQchy8k77DB3KVO2MGR5fL1jgyg774NAhGiImUqslS+qPixo89+yhhsCyZf5rJHUuZlqJcubu73ff8Xo++qjfRXLl4rEcPiw0OqKiSGlLT2dWe+5ckQ4d5GqO0mK3u6jdhli8mOf/wgsiUVGyfj0fy5YtPRcrUIBM/kOHyKrLl09cfOt69Xhf/ZXXvPsuaSlmMW8exwmRm/c+zpjBh01Pb8fH+/bA9UZB3Ty7nFM3IEOhUMfEMCUpJMSoDkCTJnmS2jJlImOgVCnhtRgxIrwB4to1EZtNzt5gzYAZ/QV/qFCB70HyC1NYI24GFy/K59c7SN26JNZt3ky7/r33+PiqXttGUPcl7pmXeP1atZKwedb/S/Dn+bp/RORHETktIvOEVOH3ReR9M+vejs+/PYN79SoVQ4sUcQkR/qV3o1i61Hd5TQOaNQO6deMyBw5Y299PP3G95ct9/xcfzw4fNpuGuKmzKeVuFr17A6VKQdOAQoWAPn2Cr7JvH49FZaUTEhht79YNPJBAEeFQkJbGSLLK2Goao67PPRfZ/QSD3c5s19q1N3c/Fy5QidThwNKlFHrMkcP4thYqRKHCiOLiRSAx0dn1w2+rDB0PPKCLZ2/aRDn8SKFNG75gqanOr5KTKcqolHq7dQPGdTwArFoVuf0Gwu7dehh8luu7+vVNZVAiApVR+fVXy6v27MmEGwBXanPUKIb/ixXD+PHA55+Hf4ipqXxmznYZAXz4YWgb2bqV19iNpZGRwbHWSgD8+HE9QfReAjNLQVppOJE/P9sxKdx/P8e2tDS2l9EVlE+f5jPZuDFQvJjG9N2tUmXt0AGoWRMbNlBhPf2n35g5u5Utq3TUrq0nwaZM8erHYhGrV/OGhfI+HzvGdV9/3fDfX33Ff29fepx98MqU4RfuirKnTwNt26JgnjTfTih2OzNfXbr4bFvTgHLleEv8HZZT+VXTgNy5gaef9l14wADObb//DtStiysrdkCEAq6G6N+fy5vIML7xBo8jIQGuzLvqH7RkifFKevpp1PB0lCpl4tFq1ozZ1CBo1YotxQDQ6BDh3PHjj87s8q5dMOxC4cTFi0CBAhx/9WzmU0/RLjNStW3enAljJzIyqPL8+OPckb++Y0pxes+eoOflxLlzvvNEJFG1KrdfowYwfTouPToUx48FH3cKFgQGDwpxfNLbd+GNN3DsGIlLXkQJD1y+zEsaP0OfawK1hAqGw4eB77/Hs88yAx/OEPvNN76vfVAkJOCB5umoXp0K62PGsGlItmzsJBEIX38N3HmnTuxZvJhGy9GjoZ/AvxASgTZBTxp9zKx7Oz7/dgd3yRJf4z8tDcia1djvunGDKv6hslt792brNiMGaEaGa7urV1vbLho3Bu6/HydOcH0z9ujChfChiXTuTPvxYrs+YffTdCIlhXxHo9YXlStH3pG2ghUrjA2UCCImhte5aFH/DNh69YA2rTLYQseNyhkWunUDKlTA7Nnc/9mzgRfv149MN7z9NpxcvHChoiivvurxtdqFCirVq2fYrePm4bnn2KvJvXdJ587swXEroF6+gwctr6rafDhbSUyfztYLTZtyHIgQzp+PgG03diy5hm5Rnf374Y8d6hcZGWyr8sILoBd2//3BV3I4XANqerpvbzY3tGrFCoEpU7j4Le3SU78+TjftiYIFEZQmd1OgW5mK+igC/PjAB6HTHwHg3XcBEWxfcRUTJlhsEaSva9zbh3Putm26k/bdd1w2Kkrnq7qQns73ZNIkrw38/rvfCLbqd2vkI2kaL8njj7PzT+fOAGrVAtq29V348GEeU7t2gAhWz/4bIn56S1+6RIPDoCepEdTQcfgwWO5TqVJApx0AX+Y1a9CsmYkOgNev82ULyCkmhg2jI6pp4DveuDHf9zff5LE5HNi5ky19VFs8DzgcwEMP8fz1sTAjg/5ujx7+95krl0e8lC/v4MFsMWQ0NmzZwvZXZvufffYZB4W4OEbXrCQbzGD0aN43ESB7dp5/q1Z8nkzg7rvDMJtUcPfrrzFsGG/XuXP+F1f03W3rEnnhn3gixB278OijPP1wcOUK36f4vy/QjjRZP1iggCeTPSaGZsp/CI5ADq4pxQYAC4w+kc4m/wdizRpSD9zFnrJkIeNpi4F2dZ48ZGq0aEF6hRV26+bNpCd36mTMAM2UyaV3sfXXq9YUXY8dEylfXrZu5Z/u5+MPu3eTSeWmgSSlS9PEWZW1PWkYkVDTPXCAVEojibqyZV1SdrcKK1e6VPD27SN9NpKCWiKkl7/3nsjRo7JgAekv27eLvPqq8eIlSoicPa2Ru75kSWSO4fBhkUqVRNNIMfJoSWGA0qVJ10kvXYFf+Gv7YAVTp1K0xq1VUnw8u8U88IBI8+b8rlgxkYvnHVQSjb0F4u2NG5ObVdCtE9rkyezhdCtw5Ii8JK/IG99aF+246y6+o3v36l+MGkUa/PffS8rHCyUlJTKHWLgwKaHnzomEzF3dvZvqPFmyOL/atYs/vTpUBESmTHyGT58WPjR//ukp7mOE48f5U9FQL17ke+4lIZuWxjG9USOXztOZiXMo4nMrcOmSjDjxrHOo/WurJnLhgg+l/6ZhxAiR+vWdc0fPniL3VY0jzddKmYw79u0TKVRINh0qIK+/bnHdn3/mM1O+vOG/77iDIrBRUUJl4F69+GzOn+/xTFy5wq991MSXLCG/tl07n22/9x6Xf+wx3/3abJz3f/+djNVffhFBufLG42SlSlSCWr5cRET+PEsuZv36Bif0zjuk9bpL6wdApUocOx0OoahVt268GJ07k6ZsNGcXKyZasxaycydtm4BYvZobN7g+3ujZU2TWLP1YsmQhtTlPHl7jxYtFoqLknntENmzwFe0SEbb4+fVXKmLqHHA1BfhjRytNrQkT+L6eOCEsWZg9my1o1q/3vSeDBrHfzWOPBZbKVVi7ls/wHXfQRnEbvyKCIkVYE1S6NOedtDSR1avlw2wjTekcFikicvkyaC/MnGlt3/q4mFayvHz+ORWTA9HHVSndsYs5+UwvWkRjJhRs3Ciydat07sxhJxwULCjSurXIHWUK0FbdsEFk1Sr/K5w4IWnPjpXYWM/uJ+XLm1QVN4KBWNf/W/jzfN0/InJCRI57f8ysezs+//YMbrlyFG3wxqRJjP5euGC8nt3OQKcZaBqTLJkyUZzi77/9L3vvvUCOHBo6RP1inrqblMQQ22uv4dlnSbcIphGkadyX9+1TAfHB3a+RwucRJg0RSgTCKIQ7dCh50bcSZcroPGy4qFRbt0Z2H4cOASLQ5s5DuXJk6QbC00+TbYfatb34VyHC4bBM//70U16K478d5i+LF4d3DIqG68V/+v57vlt//OH6btAgoFC+dC5v0Hz+ZmPnTvNaYBHBRx+hdr5jeOgh66vGxjLJZZRlnD+fl9BbwC5UlCoF9G4Uw2fp0iXrGyhSBHjySY+vnnuOm8uwpq+Fa9f0TNEPP/AkN24MvIIazFRKVInyrFnjsZhid/7wA3DkCDPkpyq2wENFtvmnlEYKepnGoJpbMGEC8PPPwOVtJ3lA8+bd5J3raNAAuP9+TJjAOSo5Ga4sqk7htoz69YEWLTBiBMVcTFMRb9zgQQTiTIJZ3AEDSBvE1aucQ9zrbSZPxs6SHXypscnJzOL37OmzzT17uIkAukqYN4/LjBmjX57hk0mP9Ra5Aki9zZwZiIrCO8+eQqNGBhs8f54ZPIPjAUhpzp+ficmgzFolauiuEqTwySeI+WEvlKZeQPTrx+vp9oI6HKRG169vQhjul194HEOH+r/xmuZS7XniCY/lBg9mKY8/7UlNYwazYkX4ZsXPnPEVC7x0CU7K++uvB6ZoXLnCceOuu1w89SVL+D7cLKh5UgTFcieYKlXau5cmBipVsp7K3b4dGD4cy79NhAjHnEBQYmKvvw6+n0WL0nA0euaDoWFDZqojhE2bdDPlrrtc9JOdO40X/uEHnJTS5t4BA5w8SZaZs7KtVq2IZLP/TZBwM7giUldE6umfJsIa3FsUSv7/hZMnGczyFjIQYfQQYGcTI0RHO2v0g2LUKCrtd+hAFftASuuVK4sANvnT1lBwxKTI06lT/FmunKxdyyhzMI2gzz+nun7fvp7fqwjz3tP5RNq2ZYo3FPz2G6PJIq4MrZHyTZcuIi+9dOsiYdev88ar9JG6GUePRnY/epsdW8MGsnGjj96ID0qWZBvjxPbduW64/XlPn6YAgnt6PghUVPO0TU9jhZvBzZKFIjATJ3p8/fDDzIC4swyKFRO5cj2zZEgmCn/dLJw8ydYVXr1Ua9dmNFjmzWPq52Zj0CBJLFQuJH2z/Pmp5WLUK/HECWaawhHvcEeJEiLnEvPwWbL6PFy8yFZZXqmbXbuo7xaoL7MR8uXTu8E0akRxMNUrxB+aN6dqlMPBbFKVKhTi80odr1jB8bxZM2bHX3pJZLGtp/x6qa7Mm2ftGC0jPl4kNVU+6rVFpkyh5lWhGsV4ordCaMpup0hR7doyfjy7eFy/LrLoaD2Jk9yh9cLVNFHNVvfvZzLWdA/c5ct5TB06BFwsZ04m6mbMENKeVA9WpeJ04oRcSqUqjAdzZd48ZvEHDvTYnt1OrblChUSGDfO/X2UrKJLJiVzVmH01EqcrUoTMJREZOa+abCr1ONNW6jNsGNkFGRkiL79suL9vvmESMS6O+kjunaucgoU3bvA5atKE+/TuB2e3iwweLDs/3y8iQTK4AOfuBx7weEGHDqXe119/UTtKQdOoIegh5PXQQzR4PvxQZNIkGf08nBqTIsLr1a8f54WePblB/QFxOJgEfugh/+3TbDaOf2rKjokRqmW2aMHxpk0bZvOVTaGoeM2bc5CfMcM/G0X1cPz7b4pWiVCY7t13A1w0i3A4+AyqY1DqZSISn57NVHu36tV17crKla23XKxTR+T996XgnTnlySeN7V935MrFx+rYMWF2fv589jIPhd137ZpoefNLTExk9JnmztWJD9260XidM4cXxwhHjkhhuSxrfkyUtm2t7wtg8t9JOMydO/y+wP9L8Of5BvuIyI5Q173Zn39zBldFY42kyjWNwbGWLcPbx4ULDOL26WMuij1zJrPKIsCxshZ2fuMGkJSE1NTgtZaxsawDbtzYV2xC0xgALV4czHSoIkmrUCdht7OnSb58oW0n0lD1V0rlKyXFT6FWmBg8mAIkJoViDh2iaELKniM8vg8+CG//y5cDIsj4fQNq1TLX8Sk2lsH32FiwGFdp6EcAmsbgbe/expH5pUup73S9ZDX/xVeRgKJmuLWAUa0nRACH2G5+KlfTAIcDxYuHJyy2YAFrAd3RoweFMCKFLl2AyuVSeXGsKldt3MjBxE3MLTGRGT3LbWMAbNjAcdRZe2wWw4Zxp0aKNSBpokkT1987dgBZo9Jxhy0eIv5ZPBFBSgqLKvX03IkTrE+/Ubiiq/3TzYSqkXcbIH7+WU98V+7FVJFVZGQAS5dC27YdBQpYfMZ79qSCjonskErGOXWZOndmLeOePUD16oit2xorV7qJmaWlkZJgUKf+wQf+k5/eKF+ewjQiwIKpF6hO40+vYNQoDnr9+nFSzZfP9cmfn6nI994zXNXh4GM7YoSLBDV9Ov/3ySdMdF8+cJn/UNsYMoQZYfcM5UkyAna/9C1Gjw5Cytq+ndv77DOP1aOiuOkWLXgJVXJX03gqPo+qw+Fss7OheDf0L7eGgnrz5rlETCZN8jGKFJsi2H24coXLZc4MPPssXApgn3ziulhqjp85k3+r9mCBoGnAb7+xSFQJCI0bxx1FSvRNKeZ9+qnru/vug12iIMJWPcFw7BhveeLIiWQQWKHDHD5sOfvasCF1x8JG4cI40HWSz+mHCqXlYarG/6mnqGwZIq5d475mzNC/0IVd/z9BIiAyVdvtU1dEBovIHjPr3o7Pv9nBHTyYtFB/jueECRzYLQlkeOGll2hPB6Ile0OpDi6K6mmdx2cCb77J7fujPBUrRjtBq1uPM1ooUOpd69axt2vt2sbL2e28OKHQH0PB9Ok8Lvf9lS/vI1ASNu65B2jVCnPmuKlumkXFilTEDQcnTwLvv48tK+L96akERnx86BKHa9dyMnEzsg4edDmRFSsGsBUefJDX7mbA4SA93YsitWiRbm89cx0ZEh0af8kKTp0CsmfHHdnTaZyFiPvu87XV69ULnwF24QLQvTsd6G3bgI1r0kIPAl254iHQomkc36yMhwpffAFPXa6UlMBG54cf0ltV1M0mTQwb6f75J51nhQIFuPg86evBer1ZOHqUvs/PP7tEjlZXGnprVNd0TvvxlUfxwgsUH966Faaoi8EQG8sYn3cQxi8yMugtuVHaf/qJz7N7OYPC5s3wrGi4cIE7VAONd1Rv1ix+b6Bc3rQpGYdmhryBA7mbmjX9BA5Xrya3WN/YF19Quy6QkI8R/v4bHkz1li35nKSnu+7R4kUavWA1f61bpxsPi1wbUl6jmcDdc8/RmXPjIY8eTc2pU6dcFT1ff+1apXNnijn7XDuHA5gyBem2zK57oiYAPx7s8OEsX0hICH6ohQrxXW3SBLQjsmYFnn+eHnyBAq4ypBdf5Phlt/OYjhwhNdwIBw74yrur58bfOlaxaZOnA67Dx4EKAFV9se1F/YaYVfONiwNsNlybMA0HD5pvd3/woJf25dmz1luIaBqQOTNmPfA9AmjIWYIaL515mCNHGPEwCjg1bow9tZ/E11+bP2932O30B5yttV98kV+EsrF/KSLh4K51+6wSkY9FpJKZdW/H59/s4OqlR37x55+8a/6U94MhIYEBo/btra2XkQHkyJKOEfKuuYFr+nRkvP0uqlVj2WwgpKezOXagzLQqv7o47BVODGYsnQMHOGCfOcMLl5DASPKwYbREDOUj4RrV3347+D4igSee0NPTboh0O460NKo1vvAC6tQxZ6emp9MuiomBiSIn83hFv4VmS+m2bw/ToL96FShRgjUxblaKUnKeOzdIae+oUbRwQqnvCQZl/HlZpZs3M8tkT9Wlev1JXUcKK1dCE0GZosl4443QN/Pss3zF3GNg+fIx0xIqzp1jgEuEt8HpiN55J+VjbyOUQ/Prr+BAlyWL/wyjKhxT7YS6duXfjz4adD8lSrBVW2r2vMib245+/SJ3Dj7Ytw8bPjrg9D8Um2Ba9QWRU7EPhA0bgAED8Pl8h5PNpCf8MHduiNv86Sen3oKmWRCgVe/nN98AcI0Z0dHMVn7/vefiqan0aUaOdPvyrbeg6jrXrmUyDgCd3zx5GLD18sQSE+nTjRlj7jBVm6I//9S/2LfPZexv3swXR4RpL4cDI0fyPbU6pH39NTezYwf/VqWtixZxW/nzM0mKGjVc9aIOBx9g9z5Huuzy/p+PB+76oNZ1M1iSk1mO27Ur/7bbGQ++7z7Xauo+HTniu8nTp4HyUccx5/G1vGD79vmdbx0OTs0PPxz00gCg7VauHBMRmgagWjWgY0f+85lnOD5cvcpBTdXrp+nBOqM0qeYVLFBQvR0jpdOhHiCvsUu9d2ZK7w/rMhnzXzpGBWlDiWoD6DoEi8bv9cteNIWGDc0p2bsjMREQQdfqh1CqVGS6sCmlf2cQTU0SRgGUatUwsdZPiIoK3by47z63XI2igBoETf9XEQkHt5zBd2XNrHs7Pv9WB9dup5BBoMRdRgYjte6S4lYwYgTHUittwzSNWZgyJTNQv2KsuWaRVaviWIv+poySGTMQNDqvtFh+/y2Vb3Pu3MHpPTVqwCNKO3UqjUkRv5wo5wCXNy+Wd5iJUaNuQevJa9eAPXuQkMAxOlQGdlAkJMBx4RJy5ICpLF1yMi/VlCkR2v/mzcDJk2jSxFdILBAGD6ZvnrF6Hfmu/pQ+/KF/f1qL27d7fP3GG6T8+7u/ly/TWPnstbO06G7Gg6Airm6ZZfVoJifTjjlWvFF4/T/NQFHmrKZ0vKAyz7t382+7ncEpLw0lS/joI27z22/pDzRuTFvhyovvWRM92rKFzoQeoFu9mnTnTp3Mxex272b3lebN+ZkyxWXMzJwJFyXAH21aUS2VwtCZM/Tcf/zRY7FZs3yvV9GiQJYsGqBpeOSRyFK+fdCnD77KOxAirlYVuXMDT3c8Za6uIEIYOdIl/JWSoo9FVRaaG7zcoXrpqOyZFTz3HJ0S3QurX5/Tz4UL9F0qV/b1jfr0gWeQSNPo3GXOjHEN1qJmTVANsmVLbvvwYZ/d6tUcfmOw3rh82WusrlCBrWdSU3nu6m8RYOFCdOrEdqdWoUS/FLPe4WDMQ7X5addO3+7DD3v2rPXOwk6ZArtEIUsWDaNHB9ihQfZXZYrdhbpUAFxptx096vZeemHcOA65J04EP1+ltWT2sR8yhM63c6ro3NnVe0a1wjFKhxYtakz/VwOMW3mQpgEpW3X1Ma+xI2QoI8wrkO1w0B83M+VmZFgLyjih95ibPD4FNpvfqg0fnDxJ5p9zyho4kNFUK/N0Rga0jZtQqIA9YlOspnGecgZ17XaO83762T/V1xF297Nq1fSuh3v38l0LVhNoBprG4Jylpr63HpFwcHcafPdfDW6EoSJgbqUmhujYkYa3VWzaROd2+HDr61aqxIksc2Z9AAoUdk1NBaKjsaL7pxAhG8kfxo3jObdqFThpqWhIL7wAF53mp5/8r+BwMJTepQst5NmzWRO8ahVVVL2K2M6d4/iTOTNQvTpw5u7WqJLrFES4u1sBTSPFqVIl0MJt0yZ0xVA/UKU2H39sbvn8+d0G6qFDSbcKFcWKIaHnIDOCpB5wZide1bk/VhvE1apFy8sAgebCtDSYrj8KGc8/z0CMjk2b6LxcueIyWt8r9y75ijcTw4eYast8AAAgAElEQVSH3+Uerv7KZp8vM+jTh++FpgHTprniVWaNfyeef54ORVwc3nuPRm6hQhx7gtkDKSmkdObPT/rhXXcxi3fyJC/bkCGghacoiUZYvBhGWRKAsbq336aBLuKZsNc0Bj4Vo/Gdd7iMmfK9kNCwId6t8AHc68jcE1E3FbGxzkBU8+Z0KBVy5wZGFF9qva/yzp3OiXXiRIsG+F13Oekudjuznsq//vxzGLE6jXHtGksRRHA1q173mimT36K/0aM5F1mJ5dWsyWe0WDEguWV7epqaxizlnj18PtetAxwO1KhhncUFcBitXt3zO1VzGBPDioGoKCBh+HhGJ9R4smMHF1K1MUlJOPV7DERYLuwX3bszg+kWAPzsM/hkZ+PiGARVArKaxsv9yCO+m1yxwqcFul+MGsUh48YNc8uruukzZ/Qy/+nTeaHVdbjvPqBsWY4F7pFsf03XFZVbf8gOHeLjnzevhvgrEegmoTB6tF4DFt74X61aCM/Vgw8C1aqhZ0/Sys1CJUYHDdL7oqsgrUXn7sABmM5Sm4VPm2JVnG9Qg9euXegVUJrmytlER7vV/kcCDgdl/M1m4m8TQnZwRaSyiHQRkWMi0tnt00dEDgRa93Z+/q0OrjLkgz1P773H5cxEIBWSkzlXlyljrpbEGw8/TKaQCLBlxOLAVBA9Ujmr3/aASaHr1zmJd+8evKxXGX6VK4PGQqtWTMH4Q0YGo75eWTt3jBzJBFp6Og3dHDmoJyICTKz0tdOQNsEgDB1r19KD0m+KMhZ2zf4jRCveAAkJnFhXrnRSyjZvNreqO9PM0Loxi7g4QARnx89Ev37WGASqo8Ibw8/BL9UnEAoVYnQ3BBQsqOtarV+PsLi7geBmVDz6KG3fS5f4ddaswPMDrkd45jJAmzY4U+1BtGkTOCAVDJpGA1u1NTl3jpTicBj3lSu7nsFTp1wO7uzZ4IUywygBGMGqXx8pKRx32rTx35nDGy+95OnMnDpFg2LMGOChh5gcA8D0nj/+/6uvciMGXouK2WXJQnveXWPh3DnXOZ/u8ix+H78yYkODIfLnx7hay5Apk+u+PfQQULOGgwNxpOr+jKAXV2qnzyBvXhqvCjt2AOe7j4TldMeUKbx4Fy6galULBriKOOtpQL3LGubP579TUxkrNbrdGRkGVR2XL+O57LPw5129WNMbYBCuXdt6TGvkSD7XIsDuiTqX2EDoQNMYLLAa6NY00nW9u5AoGuvUqbRdPvgAiF/5B19QVQuoafR+6tVzrrdmDdfzO43v38+ojlc0dMwYYw2jvn0ZgFLD6b59odk67udburQ1h02d09Ch/Onzqnz7Lf9RpAjw+OO4elWnpnbpwuiENxTlVO+xVqcOL4kZO9ESVq92lmQdO8ZbFx/Pazh+vPlX/rHH9OTL00+bU0N1OJjyHjAA9etb02pQyW1VupLw20b+4awBMIEzZ5D48Zf4+csbNy9gCHAwyJHDsz3dr78CXbvinuoZ/uLvQaGYCl26uMWPkpIinhj5JyMcB7eTiHwmIrH6T/V5X0TuC7Tu7fz8Wx3c8eM5QQWrD9q/H5azJOPHc51Vq0I7tnHjGHDOkgUYeu82buzkSeOF9dD2s72vInt2/0FBFQE3Euvwhu4fQSRyjIkKFVx1PLNn04CJi6PvXq/IKRSRi3j2GQ1RUf5PNWwMGQLkyoXrVzLQqxfLz3LkAPo9odflBGqAaBYff8wLt24dPvmEz5g/gU1veEQX1UNguoDNDSpC8cMP1tcFkxGtWznoVbzwgvkVNY2OxS+/eHw9dSozHsFKi2vW1JO/Sun4Jk4cV67w3rjX75UvzwDQTccHH2DnmMUQCb/lr7vhqRjYoTwygKsc/rXXXN/dey9vxci+1/lPs9KXFSsCjz3mTCZZETmrWtWXYda1K4MRHv71k0/6d8B696bYgB8sXcqAxoQJnt//+iuPd9w44EaBcojtOdzpUEQcuhTsgseXedT5Xr4MJP99hgfy4Yc3Ycdg2itbNqB3b1y8SCds9myvZVQmxIrnUrcuULeuIhb5XF+/UHQBffBXCXhFvwdc5bXudFlNY1DGm/Kol/uxd2cAqN6306aZPE4df/zhmiMXfeHgc+jmHCmkpfFRdBdlMgOVTDTSu6tXz8N3NYaKzO/eDUydio+H7/VvRmgao+q5cvkoarZvT1/ZG598ws17i8UpAaxLl+jDmU3wqSkrGKPOHcrpGjHCMyDmhN1OD9BmQ2rfwRDRs8zPPutqzrxlC+n0Dz7IyF6mTEBGBuLiOJZ27Urm875nPuEDGGEo/atz51zlIWbtnwsX9KDhSy/xYIOlvu12YNkyaNt3IG9ea1oNe/fy2PLk0ePe8xJgeWD8/nuuo4rKI4SdO/kMeJz+2LGkD2ssNcGwYUB0NIoW1UIWp1f3R5VkFy0KOEqW5gseLs6eZbDAbBT4NiESFOWGZpb7p3z+rQ5u27Y0qINB0xjsu/NOc/N8WhqDZKGUICnowpbo3BnIkd2Ba5LX/0z9/vtAoUKY8qodXbr432bHjrT3zGZ3SpbkWO+MIAda8e+/KeLgJzWckcFtjR/v+7/4eCBTJg1jOx3CyWN2Zg9vUvIOVaoAbds6nf0//+SEV6kSWMMUamhP4cABTpyNGjlVDKwI7A0c6KZib2ThmYV+gjf+OhISC8p5HHffHTZXMjmZAfQ2bYIv+/jjer2jsh4jWYMYE8PMus6BV/afO4P1/vuBxnWS6GBHMou7bRsLmNwoU0oFMxK6JZpG56RNGzLyQoVTwdcty6OcihbNNVfPkmBwOBid07NB58+b95HS0xl48KbVKyFkD0LBr79yXDRSDElNpcKNF5Ytc7FxbtzwDQi+9hr3c+MGWDBcvDhKl9Zujr6WSiV7BYQA8Bpmy0YjLdJwOJgKzZ7deTEcDs/AyLp1wNxBf1kbgy5fZsRw2jRnJwDTAo1Nm3qUD4wd6xuATk9nBUSRImQkKQwcyN26V/KoDPDChYF3268f1w1F169/f+6jXz/wXlap4tF+LBx07swMqRFtWnVBOHGCu/tjs4PpP3eaWWwsIzhDhwI5c2Js3dXInNmPuM6kSX6jAeXKGdsyqruUewm8u9OfIwc8MvDB0L8/H3ezwWCA727evCyrEAHeei2NkfR333UtpNOoknIXxYOyDE2baHSwli4layBvXrKO8ublpKfPOampHCuc1GydkRIRHDwIXL8OTeN4LcLzHzDAelkrAFfrQ5Oy5w4Hy9ACEO58oOquRfhcdu0KTmJWBJY+/RR/Sn38/EnofddSUzTM6rkZXzV4B0e7TwReew1bJ/yALJLqEn1zx9WrvHciwIMP4u+/rbEx3dHtUTtKlOD9adSIm1x29yjrYltGULUAXgGyfxoi4eC+JSK5RSSziKwRkSsi8oSZdW/H59/o4F65wsF06FBzy6t62qefDr6sEqwIVLIaDHv3kn7yww/c1rQyMzl5+hv5goyIcXGc66x0wunYkWN+rlxA+vPjAxdsjB/vjHwaQdWiGglgKRqvEnq5915rokimcfEiVMRx4ECem8PBsp0OHQCtT1+2FginLqZ1a06SIYoHHTrk5vCoYhWrvUcBZl0zZUKz+x1o3tz66tev64blk09a44wlJPDc3YIhSmHTjJjXwoWkSTrS7eTndepk+dj9Qr1Mf/6JlBSWD9St67nIE08AdxbW1b6U6mYk0Lw5txkVxdTMlSuY8poGkcDl9WZx8CD9SZHwOsuMG8dxzj1LqlqVFC6M4LLzCnFxNCoCymUbQzkmCxZ4fm+307Hp2pUGt5mxOz2djNcHH6TDGqxs9/p1Ur7r1WNG6fBbFCPo0CjWkNEYNhISgHXr4LjqadUfOUJmwckKLSP7Dii88gpcHDtjDBkC5M+Twf376ydnhIQEID7eGaQ9dMjEOlev8t1wY4u0aUNn1hvKlncnpyhxIndyQVoah9BAjuvly3weQm33rXdcQfny/pfJyLA+pZw44dWOxAvHj3O/EyfSES5fXjNWHOrThycogl3PLTSOF6oWOH37+hxoUpJ/wWG7nXW47v2sY2MZj5k/n7Wr5coF6bmrQ9ljoYh5tmxJ06hkSZY8oUABzxKZEycAEVzPzgx7RlOX8B0qVODyx4/T2wvQD9LR9ykODpFArlwYXms9ChbkpdeTzKhc2RzTWCEujlUGa1ek8T4HC4b98kvIIicdOtAZL1KE01mOHNb1JzF9OnrLfNxZKsQamthYHK/7qNPTtkuU8/c/pT6+mn7Gc3lNo0EZHU0uf6gtN1NSoD09HHaJQnLmO4AuXbB20lqIaBhScVVkVAhVZNWs6tdtQiQc3N36z0dEZJ6I5PmvD25kocqErLTxUjSYYHZv//4c+CP1nN5/P3BngXj25wyxYG/kSFimG7//PhNeIsCmQXrK01/9XbduAWf5Vau4+tq1vv9jnYuGlOXrgJgYJ1Mt4srrqh5n82bVotYTCxfSKDercGGEsmX1WZaTfZMmxudsChkZDBNabmALcpx++w2FChmLRQbCokXW7FkPqL4W+gZiY+kYNWwYQtzg2WfptbmnasLBG29ApeY0jY+D97t85Aiw78djiGj2ODGR59GrF63Wu+8GRNCzbWxEe8Tv20fR4oAiMgHw8svGDrKqBWzTBsEbhxtg3Dhrj7B6TY3GqiFDaFh17OjWd/PiRd9MbVwcMGIEdi066Mw6/PCDq9zEX1avXz/aQtu3M0sxuB8NxxfrL0dUFNkINwPFilFgR0EJuiy7d3Jo8rvBMHUq3y/9Po4Y4VudMXkyj8E0A0XTPAJbn39OhpQpm1JvY+NOZyhSxLOETkHR6N0pxZpGFk7DhiaPVYcq03b2VQ4BFSvSR/KHt94i8cEKy/u55/gcnjnjf5mOHalZoJKvCZXr+rJtzp/nzkV8OdIOB51bm43ei8GNUnph/ujVLVoEDkabbcWibPtQWtYo/7xJE12yolEjzwdB7/XYpNIFvFVmFhx35EZq7oLQzp2nmrEfuuyXX7raQDVqBDx6t16jHGr9h4JelrB31Gdo3JgO7YIFTj/NkihbWhrzChMmgIais3+NH+gstUOH2CnD7LutuokMHMh9qi4by+acthbEnDgR7eUn3HNPCEmEs2eh3X030m2Z8W7hKVj95UWIAIvnJsK+cBHiJReSsuXzHNyPHOHN0536M2eY0Aj0XvkgLo7Pkwg+lT443HwwJwcR7JYaaF9wC1/WUJ1nhSFDAg8k/xBEwsE9oP+cKyIP6r//5+BGCImJNNj8qIgHXK9sWYpH+fPzkpM56USKzpac7Cpb+KbT576G3JUrQN26ODF/HYoVM84ar1/PcTmU3phXr+qlqY/p2UR/nJYgzV6XL2cdj9HAUrgwIKIhTTIDr77qzPZGvC3urFlA/vxIuZHqly4dNlavdvZO+PlnnofVmMS6dSFI/xtAqQJPn25+HUUrzJqV70cgXTFDqPYHeu3spEkc+62wrE+f1jMxW7fyRY1U78HevancFgyqeC9S/Zpu3KBz/ddf9PQGDgRE8PSgtIiU7kQCim74+OPGTlzfvmQ82GfpRUgmOV6pqdZbWSinw8ghWL2a/xswgD9jYsB76s1/11sEfTZsm9NwHDaMRqs3LV1B0bNV1uyee/SKhYED8W13iuCptigRw6JFyFj5O2w2ltEpnD3LY5ndcilpxJHo052eTgfIK+Km1OT79PFcXDEvzp2Dub5Oy5bRgA6FYtetm17QxvNUVFd/wRrvJB3golAqMaBVq4zb1iikpXGXDz5o/XCN9uuvbnLIENJOzSIhgTGkYFoASmBp8GD9vFs+Z9w3WedRX67YENenzOI8+OqrTI+riJafVNwXXwR2PFUbI8uZPDecPs2EQNu2oa1//jxtlP79dR0xxSZTRlpaGuyHj6J+HTsmTgQWjDuIJMmOtGatDd+rH39kYCZnTldGuXVroF7Zy+FH3h0O1jqrKJoOxZIxS+n//XdXc4MqVfS+wQsXcs7yF3y8rmsovPoqXniBh2DWwd2o60mp8pDkZF2/osEWXnwzaXoAGDYM90X/aSlLDYDXrUYNZGTPhftlLebO5VeVKpGFpWlAs+JHsFF03vD48YbXQQVPTVOzExKARo2gRUfjrfpfI2tWvSFIcjIwbx5iJR8O2qpYmhP9omPH0EVFbyEi4eC+KSKHRWSXTlMuJCJbzaxrYtsnRWSfiOw2OlARsemiVjEisldEagfb5r/FwV23joHrqlX5Tlo23sFJJTqa84h3lismxjVnREJxs2NHBo7sdjrWht0a9Flu1dQdhhnS+fPprJQrZ1781Bu1agFN6+pGv1t/PA8YKBYEGvNWrKDhpJwwEeDvgg2hlFaqVTNXs2kZDgeOHePAqMR9EhPJVHrvPX2ZxYs9rc0QoWrIrGZ9lI/obNdo1bh9+WXg9dexbi0psKbaaujo25cZsgYNeAxjn0lhaNwsTfr55z3aH6SnW8tgaxqpaiLAX1u10Luxaxqj2Uo1JzWVnOTWrTF7Nuc/o8t66RLtv5Ml7tOthpuAJ5+k4/4PQv/+9KP8aXrNmcN7svjdi6wVCpZVf+stoEIFbP8zPWAGyAjOOmwDZGTQuWnfnsfz8cdwZebdAyFLlgAiGNHjCnLkoBNTsaJLEdbbsLt2jfusVMnFvHHvXaqCbhHXeypTBuc6DfHZtt1OG31c/yucqEJ9D9yhXxPvel+lyut9bqpGfOdzX/Cddu8T4w1NY33inXdaz3ClpdHDcaOadO/OjJE/+n7DhvApvbhxg/OKeq+feiqwALSiUFsRgTWCCg75E6Fs2zZ4Ys0dqvtKMDFIJa5Vvz6X/7rzYhon3hPvzJmIl5yIl1yuyVaEBzV/vl+HyOFg8it/fv+3VJUXhdpLXtOoGJ4jR3ilh40bu5Vvq2J9g561mkYmxyCZ7TeIqeqqRVzJyQEDgMJ500grsFK46g09YpA09QN8/LHrnN1bYgVLBO7bR7uiaFGOW126MOkSFCrtumoVHnjAvC/1++9M2uTJ45ofVDCwYhFdjdRUHQKAixdRuWyKU2zUNPS6v/ktFiBXLpdN9eGHUKQ8fPopMGKYHen9BvFLN4aKggqemtJxSkykLkB0NLaMZIDzzTc9F/l68BqkSyYk1LwvIL3dFOrUCT/adgsQtoPLbUh+EYnWf88hIkXNrhtkuydFpGCA/7cTkd90R7eBGcf63+Dg7tzJsV+EY9TKlaFva8MGUsqyZSONa+ZM2lh58jBSa6QXEgoGD3YJDqhejNvf3+xpLere0IxX4iHi2W72r7/IiGzRInS9nGrVGM3MnFlDkuQwdvwUZ8wt5bpjByfGDRtcY8yRI6yVUpHn2rVd1GkR4LfKzzqtlj59rHenCAcFCri1yHjsMc42ZqOSClevcvbUZ4FGjegoWoXK3rz2Gpjxy5nTPHdLSYI++SQ+nEUH10BnxxCXLtH4HzLENYE1bqz3uDBbrN6jB1C2LM6eDe2ZO3vW1ZZBZ3r7UB9NYetWeKSArl4FHnkEjt9WoGxZ/2WkSilyyQNzGRUKN3PmcHBAULT31FTuIFu28LYbQaj6t0CdnZQRb7ocu39/oEgRpwivlVaJtWoFzuaoEpCiRfV2QfHxHGweesi1kF5j2rSRHQ0buvpl2my+dZ07d/JWZ8rkWZ42YoSrVbFmd6BwQYchZTZkJFCFdG2/zyHiOyeVLcvXKWIYMoTvstczraoKvCnhSv9q2RexnNxatvSfHVIDhu7lnT/P+2NKIVzVr+hFtWfOcK52p2x7Q5ExLl7kHOONuDhmdvwpDc+ZQyehVq3wX3HFKjDKSmkag6edO/v+z26nAzVzpstnio2lfWKWav3ss66A4JSuOv3GYK7YtjYB2SQZy+Zf4kBvogzn/fe5uUAiUXFx1oX23aEyg+GytdSxvvkmsOuvdAbKVcBrzRry2fVnl10VNZxq3IMDgpcwU6dOjOkeP+563BWFevv20DQfnXjjDaBgQRw8oPnkC1q1cvV89oeMDD7T+fLxuvft61LOT0kB76s/vr3O5U47cQ45cphrW3X+PHMXVaq4BdzhslFEgCtSwJLRW7iwZzsyU2jXDihaFPVrpXm8Z4mJPD53h/mZERqWFNHrCb2Kx3v0MNn7V9O40agoOL5cjAoVjMst9u0DpspoaDZbmA8GaLuFu41bgHDaBLXQf3Y2+gRa1+zHhIM7R0Qed/v7iIgUC7TNf7qDm5rqUl48dy58qjzAibVlS9dLLsJIargsBXco6pOaj3LlAnoVX0XLR428/foBhQv7dMtIS6NzWqJEeCWlTZuytFYE+Kn9HONwd1oaZ6pTp5yJhv796Sw1akRjpGVLGqUiHJzz5XNdN9ULd1bdT5llczt3d4c9ZPTo4SoW8lNc6pERUBrwVsPSKkK6YQOSknj+/sRs/OHCBSbIypfXo/5XrnBDZpRrAVcfv5gYbN/O8d1suaTKHOzf71KyzZcPvImG9AED3H8/0u+7Hw0bclK0mniaMIHHkCUL939u2W4+2FYFn4YMoeXn9fArY/TLL41Xi4/n/9+YlBK+5atpPA4RV1f7jAxABMvrvoCKFcOr/YsUBg+mgRRIj0DTuEzx4uBBK0U4f2jVCrj3XtSubS3IY7cHFw7+7Tde0t69adgCcBUiqhqILl3gKF/RGZtJSSHlfsECz36Wn37K5GSJEr5tUqdP5yavXQPQpAk6FNxCtfVIQe+LMnPALsMgQLNmus9+8CBvktWAmzdq1TJsfPn883zfvLN0ycnM7trtcF0MI243QA5nsWLOjajyDFPsjWHDGFDU0yrjx/NZC8QEVZmYLl147O4U2U8+ceoqYdYs33X//pt+TevWoSknG21PzWVjx/IV37SJ2SVVXuSt5XXxIqcktV50NM9bdakxa+eq6/z668CZHZeoKm6Q9l66lMuZ3e7x44yrPvhg8PmjQYPQArkA71++fOFRnAGXfWSzGQhzjRiBGVnHolEjnoti6s6YksRJNksWHyfX+11QJeIFC5KkEI4OJTTN3VSwBEXC+PJLvrcinLfz59fLNVq2dOsz6IXnngOyZcPmjQ6IBA8+aRo7TGTN6uncqv+pdkFfy6NuA3EQzJ+PfbM3WmN56y9Y2sSXDduO6a28neLlU6cCNnEgsWsf/UbPcC57zz0mmYFTp3LdqVOd75gRdXzVKqBIlmtIyJyXUZH/BwjHwX1Z//mZwefTQOua/YjICRHZKSI7RGSgwf9/EZHGbn+vEZG6BssNFJHtIrK9tKmQyO3ByZMuCk+4/Sa9oWn0Py5f5iesQc8ASo1ZUamHDwcyR9txXoq6+Et16wKtWqFmTU92g2rFasDSsQSV+cie3VjwwxtZsnBZVROjJPBV9uSRR7jM+vX0O8uX54TTpw+wvN9XTiNVsYys0GsNkZzsSt3rHnOTJr6CKk8+6Vaeyb5F/iUs/UFx3mJicPIkB1Ir9Ny1a1U9sutz+jTI2cyb15wVoDiYIVAaH3nEc/LWtZCQMmC4eWGhb77BpK4H4E7vMgtNoxJmtWqu52Xic8n85ZVXzG8oJYXXS7V16N3bKSSiyrMC0caN6vtCgrJux471vHbnz+Pt19Mgcvv7wytF2kDZMoWSJbnsxY4DgvciqlABSV16oUEDazXgKqMTiBGv2rB5jEfKa1EPXdOmsHfphlWr/Bv1R49yFX8Ml+PHacCkpgIYNQpToie6HN5IQG8Lsfbz0xg+3Pf1chrZKjsaipq6QkICvcYXX/T512uvIThl8NIl/01tldq7W/NkvTNNcKFFh4OOsZ7iTEqisf7II4FXU4a+Ynu4x7927wZKlfL/3A0fzuBZRIKnYDAwKorGs4jrZ+3avGyTJnkG1d0ZYHPnMibTtatrzH/1VfP7NpVBHTwYb/XcDRFzen2axjhIrlzmOh6pek6rJVAnT/K6ebcDCxXDh/P6OaVAtm6lc9OgAQbkXowiRVzL5s2rqz/HxjLwnTmzZ3NlL+zfTzq4ukdWxDqNoOLQVst5GzQgI8DhICNO+W/OseOVV/hSGEVukpOBo0edFR3B5h7F7PDX5rZFCyAqSsOwTB+Zb89Rrpx1WsrYsUB0NP747jwTLV46M6rEQrWWVCr8703PYARFDzBrGpMs7n3vDaEbz/YuXfHtNxoaNKBtaFSvrDo5TrJN4i/eUVKzuH6dkbkItRi7mYgIRflmfUSkhP6zsIjsEZGmXv835eC6f/7JGdwePcjKCjB2/WMRG8voZp06HMCOHuWA0j9qnqvetXdv4K23MHasK0mkaawdq1UrfKdb9X+32Xgd046d8VVa+fVX4PvvoWnMGI4ezYTj4cOurK2Iy2hRRo+meSUlzp/nzKFpTtazd82DZRw9ytFp1Chg1iycPs3tehs/ikrpFLZp0sR6ryK1kRDC0enpjA5XqsR5uWhRGogbN4LF4yLkqQdDp070TEEFSLNGh93OSV8vgQbgSj5+2kv3gkwOvnXrhtYW7vBhl50swme4UCEgpea9TGeZxfr1ruhOgQL8Xaevtm8fXJS2bl3dSJozh5nrUDO5w4bxJhpQRnTixW3F4sU8vAoVzD2y3bvzUn7YUU+h+qOGZGQwyKIrS1kZgx59lM9hsBqpPn04tpw+TScCANNi7jCwSPbvd217xAjatefPmziwFSuwRppHJuimMGYM0yPBglGqEXvt2qEP6CdOkKKyapWl1RYudEvOtG5tnB1KS2NtoV6DpmmkAZoqYVc86C+/xPbtnDtEggvzKXVf9XFXVFbHYAQnE6qXiWOzgAoV6KR++imPJ2dO34y8pvE4o6O5vHfg5fx5k8+iFxo2JH3yk0/AC+fePyklBbDZMLTuVuTNa257v/4KZ2bQDFSQzGpbxOef57UwW0ITDCqTXrCg/oVqjhsVhfZVj3uUJqxd61bze+MGL2J0NE68/iUeecQ3Y3n0KDc1qMDXyCTpGPvgrtDexW7dgI8/dirWWyFl6BNhA5EAACAASURBVGLQ+HBaIhkdDRpgW86mWFnocZfc84YNXOj77/1uJyMjeJeEK1c4P9Wp45/x+PzztAtrV04yHam9lrMkZjZfar7eOiODxlCHDs7uGs7x3g3VqrnIKaozUJkyQHpCKsetqChgwQKkpHgFeZKS+MWVK3yARo3iTtq2xVNPpPodXxRUJVQOSURGpmyhCcdomiubZbKP8e1EJESm8ojIOypDKiLTRSSPmXWtfERksog87/Xd/xRF+epVcwKQ/1SsW+epnTJmDJ+ij2Qgto8z7r2hSpo++ywyx8CaFX6WVxrhW8TWogXs9Rr42JOffMJ1fv+djlag+UDTfDMjd94ZXEnSNPSdq8ipUiBUWL+eQhLOwXPaNA5WpntkgCHkPHmQmGi9Da66Z4pl8OST9M0cDv3Y27VjFjUY33zSJGDiRNWJwHT2bNs2p53pREYGE3WNaiZw/8GEJJKTgT/+QNEimuXWRICr3cPRo7z86vn5tPViOgJm+2ysXEmH4PhxZobcJo6nnw5OG+/aVRcjVeHZUD2amjUNKaEA7SkrPnukoeygxo3N18eqPvSNqsTyF3/8uuvXSd9YtszSMZ06RTvEjOKyMiyyZDGoJdMDEtu309ZX8Yn9epePKlUY8MyVi32P/cFu53K7dgFITES8LTds4jDsCRoS7Hbg1CkcPWrs4x48SId/3z6Q4+qdqowA/vgjcPymWzc3Yd7Tp31TsgaRCCUDYNTz3AcjRwJZsmDVt3HOOUapogaCKiXInZvZ2kcfNbEvuObPcHSCjNCuHZNTan6JiuLzvGkTE/DLl9PhF2FSKZyyIW+oGkwRIK7fs/Qa1QSnZ9dPzPjeNB32gQdYimBWKywlhVNT6dLmVcYTEhjI6tbN3PJmoeKZKSng3D19OvDXX6hbN4h+T3w8cP/90Gw2zJShuPDuEnJ+dXre2y8nQgTY230KWstyVJC/oW3eYu3gMjKc6fYBA6wHOIcOBe7McRn2GrWc1JOTdzbFZSkIhy0KvzR5kx6zUYsITWMm1ORD0LMng3/+KhIAjk89elhQ0U5Oxg65ByKeMZiAUOViP/yALl34jhnhmWfIiFDDk6IVz58PjlGqHqBXL2ZNXn7ZpQjr/Rk2DCt+THEym44e9T9GKjtLBNiUvRV/sdr14bnnABFclzz4cebpsLWqbjYi4eB+KyIvi0g5/TNJRL4zs26Q7eYUkTvcft8iehsit2Ue8hKZ+ivYdv/JDu7/GpKTgcqVNOdLNXAgo74qErh+PQNeRYtGrg9vejqNwzx5gAcqn4Im4ooYAkChQtjSfgqio110atVSyWwWecwYKilqx0/QOD50CJ060RiNJB57jPSwSNPJAdByqVIF06Zx/rHS02/QIEb9FXVW9cXbsUM/1itXLDWnVUlfswqhb77J5b2TYErR2RQla8sWpElm2GxaSE5Aly5uvU3Bn9WrA/WrUozHh1duBsuX02O1QNm+cEE3QFNTmUIOxpc0gsNB7+mDD3z+peqXQmnbFQkkJ9NpKVvWpJqk23rMumi4KvmDRk8aNDDPXDt8mJn1zJnNs7QaNqRR06iR/oXDwXt1991A584YOiAdefO6nqcBA7i8exlAIEdH0xhXcQZEatRAjVzHIhOYWL8e0DSnirxbmZgTivn75ZegBZkvH1+SUGAQqNuzh/b266/7X23iRC7j4ewkJvJaHzzIdJmXOtaxY/Rbg2Yj9VRv+oPtUaoUx/qdO807fxUqkAnRvTvp88GwbRsdwVCCb8Hw448MANWvTyM8KopzsLvdnCkTtSUiPffs2OH2PK++Ro53kyYuyWAR056n6hNttUPatm0MSOfJYy64q4KZWyz6iMHQqpXxe12ypGcbrIMHSdDRND5zmgYgKQk7qzyOZMnm4/Sk2bJgVtTTGNjtOua+w2DMj939dJTwhzNn9OzER7h2zTdLHAwNayTiYO76HMT04OHBg0BuuYEVebsBItBefIly0t4qfbondnDcfIwY4b+lFeByDidNCn5MP/6ox92e/CS4wXnqFFZJy4CxUR+0bAkULYqU+HQUKOA/IKn8YFUSpml8xpxJk7Q0xLR9GimZ3ZTEa9RgPcA775Cm8vnnwI4dcDhIR69cOXiGXdGec2dNwWOyiBE3K1Gbq1c5yXTsiPUfsWd7OAK4twKRcHB3m/nO6kd3lvfonwMi8oL+/WARGaz/bhORWSJyTNhOKCA9Gf85uDcdycm021Qbh/h4Uv1VNLpqVUZD33zT1cIoUOQtVCgRos+yDXJJ3F68CIjg857LIeIatJ95BpYGMrXt87svMbXSqhUmT9IQFRWmEMjjjzuVnx0ORnj99R51OAyyWVboqceOYdPcQ8iUiVRYs4aM3U6j231cVCqFOXIYGAz+ssoZGc7jVfL5ZuhfaWl8hpxtFtzQvz+djieeCLBfhblzARHE7zluOUPhcNAu69uXf9vtzGo//TTP4+S42b5pd4swez88avPGjOFLZTUl74VXXnFp8KSk0DD/5hvz6zscvsGHUHD2LB1CkdDapOntZTGv4BhjaVgAuHQJmt2BbNnM1fYuWcJX3sBXCoiv9JL9rFndXlNFS8yfH61aaahfn19fvUq7cMAAJpg3bw4sqqVQs6abvtr332Nij2OIigpdlR4AWyjpNEKlNWDUVi41lYEyp6H55pvmLqg3NI0Pnz4Oahp91CpVKLwYKGPw+efwGNdx6hRTpi++SP5igQKhF7PqIlsLmn8Gmy14WxxvXL5Mv18JEhr1WFdYvZqxquLFzdWhhgJNIzP0hx84lmfOzBjQ5s38BHIqwt1viRK8BosWwdXT66efgGnToIlg1rSkoM/7gQM06rNnD63jyd9/8x3r2DHwWPvdd/QD7r038s6+Cgx72x0PP+yiXCcluZioS5Yw8PDOO67250XypzNqMHcuMHMmrkyeiU/kKWRINLbmbY20ZDuqF7uM4oXSrD1LW7ZwByG02Ug6fhGbpBEctiif9GfTpkDhAnbMk77c/vjxvsFwnd88a/AeiPgXQ/36a47F1aqZy+Cr8eFtGRU8iLJtG5ZIN4iYDP6r8oXp053MCH+6n6oWfeJE4/9/+SWHwBLF9cEvgDOuRAz9CVF6o0ULoHq5ROSWG8jo8DCjW2bVZtes4cuwZ4+z57TZjku3C5FwcP/wqoNtJCJ/mFn3dnz+c3BvPurUobHlPSEoJT1V69q1a+j9bgPhp59oHzVpAuTNmoTzmUpxxtZlaV984jiiojgobtpEw2zYMPPbX7YMLgae7p1te+F7hEW1djiYFtU5jAkJ9Ff8ZTUHDqSj6bzGXbta6ItCNGnCSLaViU9pyHj3Ci1TBr50ni5d/Is0/PwzrZNduzBsGMdNMwbE5MlwZ/F6oEMHJo4yR2XgfIUmgTc4ciT3H4LAlaLMqknFbqcxqphFZsqPnejc2VCGd84cbtOohkdBOU333KPXyKm+QYF6ZRghPt55rVRNooi1TShcuUJ6XaZMlpL4Pli1ikZ+zpzWBcAUZs7kc9W20Q3/dVdVq+J8u6cgEriOLy3NJQxz332BHRQjOBwM5om4tfc5epSWTosWKF3aVWupxkmrMRKl1qsCRbv0TiyffGJtO06o1FX37oDd7gzs+Tv3smUZowsLMTFwzxyVLMlLZKYX/B9/uHwlALzorVvDmQXxitLExJA9YiYumDBsLBzRmZBPYoMLvwSAoqsvWsR3zT245nDwHtpsTOzfKtXyxETrz3M4UA7bqFFgILJcOdZsv/oqLt1ZDyKBhW4vXWKAqXBha8KI3nj7bR6Hv/FFqdjXq3dz9HRiY3mvA5F9unVzPb4inGf/+MM1D7vrR5w/zzndZgNm1dQDB5MmYft2+jGWSEVKtWnPHrz2moVqA01DQvkaSJLs2DbmK59/f/stNxstGThZrjmjDN4TxaJFgAieaH8dRYsaT+PKsWvQwOvZ/fZb2kElS3ICLV6cEZVKlfBKsVnInS0Vj8rXvlLh3rDb8eEbNyBiMibWqhVQuDC0xCRUr84AfCDzo2FDMr7cl1H3VD1zZogMbdp4CMKbwi8/ZEAEWDPzICdqK4FInbanxL+ssKpuByLh4NbSs6wnReSUiOwSkZpm1r0dn/8c3JsPVYK1bp3n94mJHHyjooD33rtJ1Fu4xHkPHACyZXXg4Uw/Q1v4BWfDO+5A94dTULYsA2OVKtHJM+hW4BdKEXD+fNAqqVULWoOGuPNOz/aWlqD4Vkp9KwjUNY6J0b/o148ZCjMXVdOAmTNRski6BxXKDNq1YybFmw6jInoeZZzPPONfAlRZF7GxaNYseOsGd9ETfz7zSy/x+bLZNLwoLweexNq0weaKT2L0aOtKs0biQs8/z7mialWdhrp7Nx/EYPejcGGm6rzw9NOMTrsb35rGrObJk/y9bl0uowyf4zEOTlZW62ratHEKTiiq6Zw5NL5XrLBGDGjenO9e1qyuDLdV/Pkn73PVquFFiIcP5z3JnFkP4tjtntHquDjAZsPGvvMQjCLfr5/LKLdS6u6O775zGS/Ox+Kzz5C8bC1E6NyofuAGj0RQKHGZadMA2O3Q1q5D+VKpIWmJOFXWO3Z0nvCgQfCgUXujTRsvrTu73XoKUvU42bMHaWnMKvbuba6rQGwsr51qJw2AD+/evYatop55hs9qMNbN72s0HJXyWC6tUa5ceG1i7HaOn48+Smpt5sycCw8eJFNThISjf7rhGA6Uk+8s6Vm0iIpdKSlOcaJAIlCPPcb7ZqWsxgh2O2naBQvyEVE2QFIS5/iyZRmUCrctUCCULcsgnJEDeeIEn+eePamBoFS41efVV11knd9/53OVIwfn4hcmaFhg682ep7/8gvpV4tCotoUTWboUqFQJCaevQSRwaYAH9AlkiMwyDM7a7ZyrsmUDHrnvIqOYFSp4RnN05cby5RyG4m9xcXCWCTiTm8nJ5POrybBXL1K6nnqKn/vuA0TwY6bOyC9XcbVXkCa+rsMILq6lOMfvvON04IOZcUqzw91G1v16jBkTPO5ut9PeEfEQhDeF1FQ+c337gsbUHXcEr7W4eNFj4B86VG/L+A9HxFSURSS3iOS2ss7t+Pzn4P4fe+cdHkX19fHv3XQSkhBIgVCF0DuhhiIgiIiKUpQiVcBCUURR7Cior72iKCj+FAs2LCgooCJK771ILwmkkp7dOe8fZ2Z3k+wmG9jsQjif55knuzOzMzezd++9p5c/2dk82FpT4OsYyvmylBa4GIwEM/v32zzs7r1XH6jefZfateMJ4/rryanLXUnk5RWpYvHww0R+fjR9aj75+V1EUg6LheM3KlWyqop37y55YDWSo1gz5s2bxztcyeV//jxZoCiiUnaZit4bgr2zmNXKlfm5WOPZjA84KpszYYI1heT69cWVIUWZM4cvddttzpURRghX1wSNov2TyeIfyL5ojqhZk15s8zkBrik30tJYTt+2zXFyIcN4euON/HfbbD3gp6RU/Bf0eF29ZoB9PG98PLvFGWRk8MLOWNwY5T3eeIP/BgayJveiXOQbN7bGSxrZH48fZ68GwC7TZykY8XUvv8wxuwEBLKCWRbucm8vWq5o1Lz25jSGjAUQfDPyJlQlK8QqQyGqiWfTgdut44QhDs17WSlxFyc3l8A2Are8Gxm/5s88uvR54fDwnJyezmSg4mB5uu4J8fct4vePHWfLq3buQe1ynTiVnHH/00SLJyBo3LjkzliPuvZe1NhfhWUHkel/LzOR+XVrCp8xMov6xnLlw48T3S/SocJV77uGh3vBQMPqovz/r5MpL8Xu5oGns7RLoYHg2cuUVNeplZ/O88sAD7l1D7NrFXd3wLHv2Wf5ejO+krLVfy0q/fqzM8/HhcfP333ns27KleObmzZvZsPrVVxyKEBrKCk9DIdi4sU3onz+fKAhZlNe4BVFEBL1oeoR8TeYyKfKJOHu7I2OFU/QJJKG283ijr7/ma3buTKS9qdd2TEjgm504QfTuu5QU1YyA4mV/7K3U1pjo48d54AO4NJijVMqaRj/14MXgXDxCd0aU4nr922+U8ehcOrDHSVpmg+xsFqibNqXks/kUE8O5XEpTgmZnsz2iaMoMV0vxGV4+o0eXLX/Nr7+yEnLQjdkUUSmbCn7WJ7eSclRoGi847MJ8BgxwHCZ2ueEOC244gKl6JuU3jc2Vz3pjEwHXMxi1p+0TKBgD26XWZSsNQ0P8/fe8TtITv1H79mz9euUVnkT8/Yto+8vA88/buUetW0f07LP0z4oLZTHC2kZBo1Ci3hiLhbVjd93l/KOLFtmyUU6dSraAwy+LuwUVw/Cx/fFHl9aRWVmcjKVLF35mzuIrBwzgy+rhc8z117ObUNERv3t3u4w7JbN7N993yJCSF3/HjvH977yT/25FK+eq5z/+oCm3J1JoaOn3X7aM728seuwLtdvTqhVbBKKiiNq2MlNBYAgv2J1hSMVffkmPPmqrvW7E8Bhx7ERsOTeZWIiYM4cXh4YVuUULnn98fYlG32nhlVBJxXPt0TRebet+lz172iYuww0McO1So0axbJKWZqvvB/DX7+pC8Ykn+DNlTGrskJ07+Vo1a2rUEts44Vzt2mwazs9nd4PwcPp9aSbdfntxhVJ6us1VunFj9yTCKyjgcSgy0hY7mJ/Pz2vmTOvP8qIpVOO8Rw9a3WgShSGV9o541rmyxyA93abt+eWXYvEjP//seiI4IuIFkbNUos5o25aoVy9asoTnkIsR9iyW0r0yDOtMaaUg77+f6Bk8QZrJVHK8QBkwXF8B7l8//sjKGE+5JF8OnDzJAlqjRoX/72eeYeHF3mq6dCmPdcYzmzLFeTmYi2HLFlaKd+zI12/WjMdgdyeVcoThsNCzJ/9t147/vvUWD8vOcgAdOsQRNq1a8dhUq1ZhJdaePSwwJ687QBQaSmkBUeSP3DKF1BrVElxNvkdElN+tJ+3yaVFq+dhBg1gBmnzOUnhy1RMbrFu4m2JjC5fgunCBh5NKlexiTtes4Qm3cmXuKCXw4QcafYDxZIGizlhLG9eVsPiZMYMn2dIGoKeeIgLo3JLVlJDAa4MtW0r+iMGsWdzXXS5DpLNunc3Lp6zjozGnP3/fCX7cj67itVjt2s5/VEZHWLjQuuvgQfdndy8P3CHg/qMLt2MBjDY2Vz7rjU0EXM+Qns7aUPvslEZJFXdlTC7p3kXdar75hidUI7nnpS4kHaFpbH1yKRvz+vXckPx8Hrkfe4xI02jaNFsNz0WLHH9Ur+1NLVrYav5uXpfPI/8NN5R+81df5QuUElxiNnOzDEG6UqWS5eePPiJq2FCvB2t8x0aawyVFykRFR9P3vd+kNm1Kjm/avZuvWbVq6etLwzJgJHJ5ufrLxTM02jFwYOl1ZtPS2KLWtCkbyefNc16e87HHOBupYYWY3+49fhjOtAi6yTl7zSbrgvvAAc7u2aMHL9Q1zea9bu+KtH+/XhKGWKFgMvFiHCD6Bdc7dMl0iFE74PXXiYgnLSPWMSfHtugqjYMHeZ0yebJt37JlHNfaoAFP/C+9xEKkM5fnbdtYSHdX3c+CAl4E9u7N/8fqYe+zAJeYaEvd7SBzNJHNcgHwArKsWURLwnC1HzbMZnHcvp3/dyMfnlt4+GHK9Q2muoGnqcDkp2vCSmD8eHYJuESsC23DHaAsGcfefJPoiy/o+uutJbLLzM038+/H2TCYlMTr4dJq3/7zD4+vp6s0cWudrIICth43b17xrbXOOHGC+3/VqmzFNgSWYcPYIGZguHy2bcsKP2eJe9xBXh7fz5Pu4efO8dj95JM8LRtzLcDK0pLKoi1bZhP8S1Q86Q/xBTxMD9zvYocbOpRmdlhJfn5lqH+blkYFypeexyOlGjGMnEwffEDsRqEUW2FL0LhPnsynWYXeefN40IyLc0k79OefRMG4QJlVa9FuNKE5T5bwj40eTZ9UnUaffFLCBQ8dIgoIoLxBw6hWLe7HX3xRajOsnDzJzS9LTP+mTSyL1qx5cflrDKe6D+dbKBgXaGLjP22ub84Wd8bi5AqMm3CHgLvFlfMul00E3KuDpk2LJ446eJAXFYDz7MSuYjYXSVCSmkq0fr1V+LTXPDrk+efZN6qIqcFwYQQcZ7I8doytZL1780Lpn394sAsIINr8xHeuZT0cPpz+iryNhg8vuTzG6NHcjhEjuDSIMxdOe1aupMLKPrOZ39jP1BYL0TPP0NPD95FSzo2Nn37KQnVUlAvPswgNGxL175ntWCu5ZQvR119TfDtLifGJ586xkc9kci3hg1GRhIhjq26J10stWLMKFeH338nS53qKq2+2CmGffsqC63//sbtidDQbugMDnbsvbdvGC8UVK4iaNDRTLRyj9Mf/r/QGE1n9iguWfOfw8I4dpWcptVhYoAgLc7wgS0uzlfgF+NnYV+4iYiG+QQP+fy8pE3kRbr6ZBf+qVfm7tAoUmsa+xwUFxebtFSu4nUOH8hrK1ZLGrjJ+PAu4xvNo1IifSVSU6y5qJfH443p8lb6w7dMhjX4IG8lSXUmrovr1+YE5YP9+9lgpzfVuzhzW6WRlkc2rpIxZrvLy+HdvrywpC2++SSV6Cv3xB3sVlLQmzslhxUbPmD18sZIykF0E69Zd/hlIyxMjXOmll9jdFmBnl+RkW16J8+d1b5i25a8U9yYJCTYl4vDhrChcsMA1wfLYMefeLocP260hOnakPPhRn3qleHEY1KlDn3V91+XfoMVC9M2o74gAem/YH6Wen5/Pwl2VKmRbIxS1StixZg1ZrfeUm8tZNgF2bXIxzj87m8exgp9+JQLo49hHnSv5b7iBEoK3Us+eTi6maXzvkBCafscpMpnKnlmdiBU6oaGuhUlt2sTrvFq1Lt56amS7f/ppottr/EmRPufJnGfmybdDB8cat1GjCtU2y8nh4dCV9aC3cYeA+wCACQCqA4gwNlc+641NBFzPYTazW7LhyvvLL5dYsqIMOBswjJjcgwcv7fqGV7HV9fLee4mCgyk7nWugtW1bsvaVhgzhVa0DvvuueIzR0aOs2VaKNYX2uXLOnuWFQKtWLibAadqU3mz5AQHOvw/D8Fq0BntpFBSwhtEV68TQobymdoSxSO3WrexVbywWorvvZkWAw+cxdixRlSrUsKHmtM7kunU8kRiLjbIyfjxRWJhGBbF1iqectsOQARYuZKuOYb08fJgX+QEBfHziROf30jSbHP/vv0QKFnqwuot1A/77j+ihh+j+ManUokXZEkoZGAnGPvyw5DZ+/jkrg42M20bsmSHsRUc71wVcKkZ/cuQVUb26zZP8wgVOOtewoete3mXFyG48bBj/vozkMSV0kzIxZQpbrrMPsILl+QF/Uzy4zI3T9LSJiXz8/xwrRmbN4u/JmaBhNrO3ntFfhwwh/tIbN7b53pdGYiLRsWP09xqune5KYilHpKZyO/SE9A4pzcV11iz+Pw6MfIZfXGLpLaEwFguPb9Om8RhtxBQqxePgwoXstuvrq2eIr8C88AJRnz78TNq3dz4nlpXISLtkdT/+SPnwpc8wrNRIBWtR7aKJJkpg6lSi1zCNcn2CKCfNNZNv48b8nZ84od/z9tv5C//3X7rrLg7ZIOJxuGFDnjcyD562JoyiWbMuOlZ/U5ORlA9fyu7pxMMrPp4aVDpJd9zh5AJ6Ud39E18mwNbWsmKE0+lpOJySl8ceezVqXPoaumZNllmXjP6RPZu+TLRlzHc0AXfqRPaSvmEFLtG6fZngDgH3PgBpehblI/r2nyuf9cYmAq7nsFhYhmvUyBZbV1p2dndTVMAZPZrdSC+VCxd4grYKHkaA8V9/0XffsRAaHV2ChbR+/WIZTk6dcmxg0TSeAIODeUwvmnHRSKAMED07W+PR1lkmKCKinByaOfkC+fs7FkLXreO2u1pfzp4tW8hqmbLGKCcns/RjSPxJSURJSdS8uUY33VT8GkaNwgEDyh5rtWIFC7ZGkubVIz8srBU26uDoCROKXl/TWAbw8+O+W1ZN6XvvsXXdyIi4fl0JUn5BgVU43LPH5l2wdy8rSEJD2Zoxf75rtR4tFracjWy7iyojndI3uaitJ3ar79XL5dML0a8fx0a56m6ZksJfyWOP2bbZs0v2JrhULBa2lISFFfbeTkmhQoYDww2uvARtg9at2WpjyJXDhrnPXdVIirVsGRFt2EAb1uSyMqt+J3bnc6TFMDKBOqkH0r8/909nTJrEH7/1VjYUK6XXN1+2zPUaI3omudmP55JSl2bJHzKEBaWi49e2baWPKf/7Hwvzo0dp/Lzc6J4s2OjalZVJhofE4sW28ikAy1jOwnQqEhkZNiPk22+zrOEO4uM5vGbaNKK8jFxKGzyOLFD0wbRS6o+lphIBlDnXtXAFoz72iWqtSOvd2+X2GblRrPmNUlOtriwJNf6jkSPZK4pLJWm0dfYPtlTRF6kN/PJLfsYrvzpPiYikNIQ6Tsddrx6F+GbT/Y6SLWdkENWpQ+bGTal+7fxLVobefDOvd5wZXbKzWSAFSs4u7ioTJvB6PPPfHRSELJrU7yg/6PBwx0Hfy5ZxdirinAX9+hVZ313GuEPA/Q9ANVfOvRw2EXA9y6pVtrq3t9560Qq3i2LuXJYj7YXcVq34B+oOhg9nF5vcXOLB2ceHjLTE27fzoDVwoIOFqz6BFHXHGTWKrUlEPKbExbEW1hBenXnJGSnn+/VjwWxX/xks5ZUQ+zZiRHEDsqZxSKKfH2tLL7YMw4QJ3J64OF3buEd38zNcFR97jApM/uTnpxXTfJ44wQmTwsIuzmhiJDeaN4+vcXvsXzzLG4t6wzfOwSoiPZ0XxgBPOmUtH0RkLYtsjR17/nniexd1KbBYiMLD6amef5JSbBl7+mn+2gIC+DdTlhjxnBzWcj/6KNGmX5MIIHrtehcyAiUmUvKxC6SU42TXpZGSwv3loYfK/llPcOoUWwr+9z82Vjdpwi7nc+bwV/Dzz/w9UVKLCwAAIABJREFUrVrFOhilSrb8uQsj+/XcufzX5SylLpCVxd+JkfXZYmEPtCfjFttJvkV49FG2nhRZqRUU2OqWOqsVbsSS3X03jyGGt2Ht2o7DLJwydixR9eo0dWrpZcMccfw4KwIjI1nhUjTPwsqV3E5nbpc5OTZBvXt3oowVemFdu+QqgvtYs4Z/b4b3hFFfftUq/n1UdMttefPGG7z+AXT55Px5yjSF0IoqTjJXGezdS3nwI6U0mjPH8SmaxspcIzyqXb1kLklUhvTWhjK8kOfQnj2kValCqQijHU1vp2+qTqD5mEBnYtvyyS1b6pqzi2PYMFaqZGYSDffRk2XExxc770K6hYDiWZyJiGjUKNJMJprVfQ0pVYYawU4wEq61bVu8HvWhQ6wMBUq2WVwUFguNGpZPwcG6gsVI2+2kKLbhnVelCqc2cUc4TXnjDgF3BYBKrpx7OWwi4HqeHTtYY1ReLn/OMNxsP/qI3+fm8gLnUst9GBgTstUqnZBQaLA03KHnzi0i5G7dytKXrhUz2hoQwK6FtWrx55o355IS99zDsUrO3EeN+pcvv8zCcJfWWaQFBvHKfuHCwhko3nuPaMYM6tFDo65dbbszMmxF5QcMuDjhziA31+aGGhtL9Pcajc3mRmrFwYMppV5buv32wgvQFSvY6hIScvEJwPTqKDRlij5emyw0HS9Tv06pHBeoB0kv//AYDRtmc/fZsYMFRB8f/t4u1pqWnc0TaIsWnMCqRQuNkhp345WzPfqXNqLjQapTx+aS3KYNa9wvJr7l1lv5+8/OJkpomU5162ilx64NGkTf1rivJONdiSxaxN9zWUvvegqLhSgiwlaT98IF7oZG+Na0afydG5m3e/d2f8ytI5KT2dPOKCt1MQlDSqJTJ7aQUXIy0Zgx9OaMY+SHPMqrVt2xhu/ddx0WLp42zSbcOosJnDWLlQZGhTKzmV3pfHz42e//6QBPAKX9qLp2ZcmSyv77O3mSBduQEPaqqVWLx3pjiD1wgBdmTZs6ftZ5eTbPx5kzdSvvvfeyltLdX45gZdYslok0jS15gGveKoJrZGfzmuK554ho61b6t9YQskDRH+/udv6hPXvocJeRTnU7mZlc/csIIZo8mejYGxx/W5ZJRNNYoQ8UFpgOfr2NPsYoSgyqTadQnbKrVGfp7513yu5SVgRjTZaURHTXeI2W4iayQHGmJ7tBx9CDF/Mg0BMyzYt6kkymkqvrlIUff+SxKziYhUhjCwricass2a9dwWLh8dwo7ffKK2QrvGy/QD5zhrNOZmbSkSOsIP7+e/5806Zlr8Hradwh4H4H4ACA96VMkHA5oWlssW3YkBddhsawLJnuSsJiYbfOLl30sXH2bNvoSbxIMiyCt95aJBeCptHxI2a68UZ24Tbcelu3JhozhrMqlqXSS2Qku19bQyne3moznU+ZwiedP8/7br2V+vWzlSHauZPbYDJxPNDFxGEWxUhHHxXFC82vu73O0ld+Pkt/N95oPddsZu2kUiwUXmrG2i5deK189CiRyaRZn+306cTm5erV6bFZGvn48Lq7cWNbHdmyJrNyxLff8v0mTWKlRWylZFob2KvwQnnJEiKAPp19mF5+mftR5cq2mocXg5HN/7vvbK9LVebEx9PU2t9SUNDFrR369mVh4nLOBnvbbYUzs2oaW/j9/blv+vpy33viCc96mBBxd2zUyP3Xfe01vbxHWhpRTAxltOlOoaEafd5UH6OKFhp1wuHDhctVbdjAv6/GjVmQXLeOhdiiGYl37WI37/Bwoq4Nz/IisrSaPDExHG9xEcycyeOXYdw5f54XY7Vq8WI8KIh1infeSQ7dDo2h2yiRTOfPs1mltHonglswm7l6gKs1twXXsSoMvviCzqMKZalgWow7bKV2HLBqFf8eiibj37OHBRvDWGtdK0ydyj8yl1MuM7/+ynokf3/+rf75J9FNN5E1R8OYMWW6XKn8+Sdf+6efeD3WJuoEZajKZIm1m8S2biWaMIEurN9deA2Wl0fUoAGdiWhKPihwexWOvXvZC2bMGNt2771l9IJxgeRkXpe98QYRJSZSt9CtVLtaJivDBw/mhYihbfjkE35g+qJM0/g7NyJaXKlK6U3cIeCOdrS58llvbCLgXl189RX35AkTON7ts89KrY5TJpKS7Mb0kyd5hWW32tc0Xmz6+nL4SLt27Ab8yy8s74WEsBBsZNG1M+qWiVtuYUHeCKXo14/ozqG59PnrZ20+2g8+yDOTne/xJ5/wvBQd7d6YCk1jN+glSzg5X9XKuZSISFYJ+/tT3oOcvSopiYUkgBef7shEP306u2hu2cKlhT9r+QLdjXfJZCL6eolGdPo03XQTa0gBXrDffbf7+oWmsSdVu3bchmtic8gX+bSk+dMc4Hv6NKe69fEhys62Zt6+1Pj03FwW1I2yA2M77SEfZabNm0v4UFQUfdP7HaNKUJkwws5feOGimusx3nqL22lYGA02bmQLREICx616i3LPEKsHhD81aCeFI4Xyg8N4wDDIzi6k3SgoYAVAUaXF0qX8u6pVi134jeRYMTHOvQY//pjPecvvgeJeDPZkZBAB9O4tv1KXLmUbBzIzbeXf7Pn3X1sbi26vvcb/Q5s2vPn5UeGEMg8/XGysFMoHY44EnNd9FdxASgqRyUT5HbuSBYrGdHSeRvyjj/j7sI8LXbyYLYyRkQ5K5TVuzBP5RbJpk83rC+A1zF13XZonmSMuXLCVZSJia+REvMc3ffdd/id793aYcX7VrZyp8Eb8RPfc4952eZq4OL2CosVCv0cNsynDd+7kcc/QjD/+OJHJRIf25BV6HL16sXu6S0lNvcglC7hX2iYC7tWFpnF4WaNG5buQzM8vYvkssjpcu5YXYO3b2wbx5s1ZMZaaylaQ2267eOvp6tVsudM0XpsZ94iNJcrP02xqUTsLycyZvKtHj/JN8LNnD5G/v0b1TEeoH5bRVlNbGjYggxo35vYFBLDnsLusgMnJ7PpmVTysXEnp/YZShw78/7Zvz/f09+d+UR6u8ytX2soGpKZo1KnmcapiSqUziGYz2IABlNu4Ff3wAxuKrr3WPZbza69lby4iopRHXqTqOEUtG+Y4ts6mpfEDcSFu6tQpXnz+8Qdnle7alS1ibdpc/pOcUUd4wQIW3NyVrfhyx2zWFfEWC1FoKOVOnELNmhG9WPlZfiBGrab33mPNiB70bsTcrl7NCpqBA1lRFRnJfctI/vT77yyzOlMMvfsuu/j160cU7JtDRyq3cG7hycoiWryYBvdNpzp1XP8fNY3XYM68I99/n93v9u/nUI+ff2bFE8Br2AEDeGgcO9bO0nXqFD8PdxVkFkrEYuFYx6+/LrMBUHCB7GxeeyxYQDxwt2hBuX7B9LlpOB05wscKhV0+8ww9Xe0tAvj7yM1lSyLAHy9WHeLoUZvWqIxoGltVv/+ePWjuuotflyetWhWOxrhjqIWWq75kDgiypvT/7dZ36MEHbWuDdcvT6Byq0vqQXjRxgnbFRy0YmfZzcoho1iwai4Xk46NxUs1hwzheSp/0tWvqU+fOrETs0oUTwV0Jim0iEXCFq4Tlyy85fMMpq1axJXbLFmLzxx138KrLARazRq/6z6R7mv9FkyaxNwwRL8BcqYXmCmfPsnvL88/zr/jzF49Rtk8IPdhyOfXuZaF+/djaC3A5m7JmKi4LKSk8sX72GdF11+ZTdJSFAv3NFBLCisJ69ahkC6Mbyc1lxeS11/L/3qiR7fmXN/v2EQUEaBRXr4B697JQ7yanKL52IgHslnf4sHvus2yZ3QLh7Fn6vjLHUk0bl15cgP74YyqAD+1dvKXYwnLDBl74X3cdyz+GfsTYWrRgC1hJtUQvFzSNBbGVK9li6+NjK1lUkau/tG/PAhwRcZmH+HjasoWoTkQGnUM1OtPiOj42Zgxp1SLpySc0iojg77dmTdbSG2V/AD2BXRkMml27EnXsqNfuDiqgejhMA9qfcVo+zYjJc+YVnJzM41Xv3rbNEFaHDHFdQbZ3L4dzOC2Xcs897HLjrh+lIHiZmjV1DwU9q92h/pPJDBMNbnWA54dpfF5yMtGYBn/Rq2FP0VNPcVhmfDz/xmbMcKLMfP99PuEiJgNNY+8x+7mlPJXtRMWVKElJRN0bnKLziKBTlerTQTSgJvU583yvXjzOvBnM1oCsNR5arJQzP/3Ez/q334joxAlK8alG1YPTqGVLorw9h1j7P2YMUXQ0rerxtPW7ufZaXhPcdpvL5Ye9igi4gnCJnDrFvxZrCcnhw9kCcOyY05MXjFhJAJUYB1NWjh5la7UhyFgsLMjGxhI1jOOsgJ068UIV4Eyj5Z34y4gJNmJbExPZdVkpFpLKc5BctMjmrmvPgQOsxb1Yd3BX2bWL728sChYv5kV/QgJvhpKhtNDES2LzZrrXbz4BRNdfXySBy4kTdOCxjwlgV9LUVE4mdOON3EdiYjjeypjcnnmGXbnnzPF8rKq7uHCB8xgZ/5OzsrAVgfHj2TPEYiFehOopy48fJ3q9Dmf0eaDNaropeCV1DN9HALvv1a3LmvqEBI5f/e8/1vg7rHO8eTP/kCMjeatRg1X8jzxCr03YTT4+/My/W1JA3QLXk6/J4vA3STt20PFvN7I781u869w5thz9+CMrXOrU4XWX0TZje+UV93g/EBELtb6+dMX7IAqCHYMG8XxP27YRRUbShc+WUjYCaQHGklI2j1yjHI0PCuiGG9hqFxrK3mFOufVWjve5SBesceN4LvzhBxac3B3b6ghNK1yG7MIFole7cszNc5hF/v48ByYkEE1utoryTAGU1K/ieHRkZvJYOmOGvmPUKPrefwgBer6tB2dY4zvu7XuQgCszHYEIuILgBpo0YQGCiFiwDQxkV4+irFxJBNDdA05QaKgbF2ZkizV84gnbvm+/ZbfCzp1t1UF69OBYGk9kvs3K4snTWnCebFmfy7v6xsyZvFb1lqZRT7hYKIm1Pc88Q9YSQe5k48bC8dTaE0/S+2oS+ftrFBvLrsbGZgh7PXuyYOPry4nORo7kBYDFwhm8x427coXaomRmcgbl/v3d+/u73DDi6HY7SJial5ZNaSE1aEdQe2qHDdSuxmmKieHv3WX+/JNd2WrVsqV7HzuWzeS+vmTx8aWH8CJ9sVh/yJpGw4Y5DG8jGjOGfo24gwDOVzN0KFudDEWEry8LuBs3XtyzcIn8fDbXBAVVbNO+cNXx4ov8O0pK1KyD3pfVp1I+fOnDx48QQNYQnumRn9DQ6n9Sq1Y8Rh46VMKFs7OLT/BlxGz2fJLCadPYg8u+1I2mEe3rPIYsUPR086+odWvi2IygIM5+aZRcqCC89RbRX3/pb/buJZo3jyaNZct17/g0Sg6KpezI2lQ7LJVMpkurS+4tLlrABfAjgB+cbSV91pubCLhCeTB5sl1MAxHXw3XktqMXSm3XIo969XJvGzSNXe9MJueZiDWNXWIdVAQpNwYNYiuyMYktXUqFQgDLi3/+4ft8/nnh/Z4S1HJzOU511CjHx61adTdz/fUsHFhdz8+eJTp4kDZvZo1048ZEjWNSqXHNDIqJ4WfUoAG7k5arNVnwKAcO8Hf7/vv6jry8wiu6Tz+1SZArV5KmlSFMIiWFO1nDho6DcJOSSLttEBFAy6PvtLoxrF+nWV3/Ro/mTMy7dhFRQgL90uxBa3+sV4/76tq1vBgdNsyFBVZGBseV5+SUXXORn89aHE9o3gTBw/zxB3dta7kZTaPv3jxO+SZ/0iZOonHjeF4YNIgoJ6o2BfnkctWB0jCyyLkzQ6UH+OsvDr8oltQsK4soIYHylR8dCWlG1qQdiYleaaen0TSid55LoebVTlP/kD8oH760Fp1pRNz6y7tUghMuRcDtUdJW0me9uYmAK5QHRlkc6wSSlMQ+LlOnFj5xwQLKaZdAvr6a2+rx2pOYyNZZZ9kojUXv/Pnuv7czFizge27bxu+3beNENuWdqMFs5nT4gwfb9uXksCflvHnle2+DsWNZwe3IFbx2baLbb3f/PY0yRUuXFjmQlcWCydmzHDQ+cCDNnMmuShXFOivY0DTu/9ZcSbVrE/Xpw14kzz7L5tA+fdg8Wtb6WMOH8+dKMqlqGv3ZhxNamW+5jTUu7dvTiGv+oTp12CIbEsJG4LuC/kd1Q5LIz48tC2VaS/30E6/Oi6ZK9vNjd4R77mEpf/Fi/nH88AP7QRrbvHm27H+PPVa25yAIVwAXLnB40s8/E0/Adeqw1DtpEk8AdlmmUkZOIcDFGq+dO7Mp9AoUfp54gn/yxfJwpKTQ1+HjaUutmziRyeWeRfEi0TQ2AmzZou9ITeWEG+3aEfn6UtoHX9G8bp9RRkBVflB163KM1bXXshtgkyaXfaYpt7goAwgC0MjV8124Xi0AqwHsAbAbwDQH51wLIB3ANn170pVri4ArlAe5uZy5t1Dikm++cZgx4cQJHiPcXbzbwMgq6sgFeccOTjyzd2/53NsRZ86wVdlhDF85M3Uqz99GuYHly/nZ/PyzZ+6/erVjhYKmsfeTO+ruFiU/n5P13HBDkQMjRxLVr88TmI8P0b59NHQolwwQKiaffsrrWCLi4Cp7ATAwkOvhxsVRnn8wfX7tPNe0Tp9/Tq5m37ZYiOjVV/n8iRNZoxMVZbWwnj5NdEOffIrCWWoRnVh2r47jx9lNokkTzhr2yiu8KH3mGaKHHuKMKEY98JK22NirJ722cHWTns7Knwce4CxSvr6FFPE7d/JP4osvSrmOYRZ+9dVybW55kZrK5Yj69nUsw1bk8BUiW1I/a8W4ffts46H9giU9nZWAgwax60337hyGMmgQKw0vY9xRB/cmAPsBHNHft75UF2UA1QG01V9XBnAAQNMi51wL4KeyXlsEXMHjWCws7MbGEs2eXe7azowMTjZluKgOGVK+mZJdwb6e3YEDHqj9qbNlC8eXGi7bU6fyuj4ryzP31zRWZrikDXcjTz7J8b2FFC5//82xRC1aWDP5/PEHl+cQrhIOHGAL5n//2VawZ87QzmA9AC8oiLPAvf8+a+BWreJ6V+vX8/bWW5x1plOnMg0qmVMf5esbWWw2bLAd3LyZCKBqobn04INl+F80jVenwcElBwqazZwXYd8+tl5t3Fh4+++/K9ICJQhlJStLF+YGDSKqWpUn4rFjeVI8c4YoP59+XcYJKR2V3SIi/sz77/NYcc017i9W60HeeIOTKZ496+2WeIeHH2ZdtzWzffv2nMVPl+737GGjblqa99p4KbhDwN0MIAzAVrt9O135rKsbgKUA+hTZJwKucFlRUMAWwkJht/v2EbVsyVaEmBiigADSvvnWY23av5/dAD/+mGjFCseJnT3J2bMc++JSfI+bGTSIhb5bb/XsfY218+nTnJb/zBmOPzbq5JYHZ85wBsxStfBChefwYS4R4myRcuECka+PRu+MXs9pso1aQc62hAS2/LjIrl1E/r4WOtF6AFuLAKKnnrKdkJlJST/8S0AZS2l+9x1V+FTYguAmNm9mmfTnn4knIoBdPA4eZBerBx8kWryYFvhNIoD1PsU4cMCW/a1LlwoRm2rkjtq5k+j++4k++IDXCO4q23g5c+gQWSskEBH/03baf8P55krNr+UOAXed/tdewN3hymddvH5dAMcBhBbZfy2AZADbAfwCoFkJ15gIYBOATbVr1y6XBykIFy5wAqeuXe0MAufOseW2ShWu45OWRp06ajRpkmfapGnskRoZya661kzPHkbTWMAMDbV6x3qc2FjOrOwtbeQbb/CoqhR/H02blu/9SrOSnznDmZ4raIiRoLN+PZXoSWjkD1i+XN+haby63bCBTfzLlvGq+OefeV8ZrZ2axrmo+nZI5TjgwECiNm0KnWN4O7pcuisvjzOjNW3qffcUQbgCyM1lZffEicQWurg4FlKJOFA/KIho+nTao5rSm6/mF6sXS8eOcexutWo8WFQwr4dFi2xOLO3bV7h/zyl9+rDOIi+v+LGJE9nQf6XiDgF3AYDhAHYAiAPwFoD3XPmsC9cO0S3Etzk4FgogRH/dH8BBV64pFlyhPPnwQ/7lLFpkt/PkSTajEHvLBQZS2VzxLhFjAduvX+Ekqp5mzBhuh6eE+8uNlBTO72Mkax03zjP3fecdx4lu58zhdhw86Jl2CN6jfn2igQMdH3v4YQ7Jy8wsv/u/wmV36fAHXCaNbrzRdnDpUpp373YCOKTWJYxEA+VdzFoQKhBDhxJFR+seqN9/z25dmsaTgI8PC7316xf/4K5drCEODSXatMnj7fYEZjNRq1bkOEFjBWbZMo5Ftiab0tE0oubNOcTqSsUdAm4lAHMAbNStpHMABLry2VKu6wdgOYDpLp5/FEC10s4TAVcoTywWDk+rWtVxXMf+/fzL+ugjz7br0CHvJ03Ys4e1hQ7ybl11/P23Z+J+jh3jLLV9+xbeb7HwOuZKnrwE1xkzhsckR2PA3LnswlyenD/PoQn33UfsBm0ycfrS1FSiuDiaUuNrCglx0Wqybh0vxseMKd9GC0IFY/Fich5fO348kVJ0sPlAQx/PbN/Og0f16vy6ArN5M+cv8fZayZNomuPcgnpqBHr3Xc+3yV2UJOCa4AJElE1EjxFReyKK11/nuvJZZyillG4Z3ktErzo5J0Y/D0qpDgBMYJdlQfAaJhOwcCGQmQlMnMhBa/bs3Ml/W7TwbLvq1+e2eZMmTYAVK4Dq1b3bjsuBhAQgOrr871O7NvD44/zcjb4HAKtXA4cPA+PHl38bBO/TvTuQnAzs21f82KOPAp9/Xr73r1oVGDIE+OwzIO+puUB4ONCvH9C1K3D0KPqOq4knnwR4Ri+BAweAm28GatYEXn+9fBstCBWMAQOAwEDgq6/0HefOASNHAo0bA82aAQCid6/Cuc43AzfdBPToAXTpwh9aswZo2dJ7jfcAbdsCc+d6f63kSZQCQkMBTQPOnrXt//dfoFIl4I47vNe28sSlr1gptVoptarodon3TgBwJ4BeSqlt+tZfKXW3Uupu/ZzBAHYppbYDeBPAHbrELghepUkT4O23gf79iwu4u3bxgNKkiXfaJlx9TJrEE9Vrr/F7sxl46CEgNhYYNMi7bRM8Q/fuvH49f77w/v37gYICz7Th6aeBLVuAgJgqQKtWQGIicOIEsGwZBjzbEQ89VMoFli3jBTcR8OuvQFiYJ5otCBWGypWBDz7gOQEA/5YyM4H8fOCpp4B77sFWn7aobjkBnD4NWCzA8OHAn3+yllyosNx2G3DjjawI//tv4L77gFOngCpVvN2y8kG5Ii8qpdrZvQ0EMAiAmYgeLq+GXQrx8fG0adMmbzdDuEpZupTnilcd+iUIQvkweTLw3nvAggUsI/Tpw5rqIUO83TLB03z7LbByJQu9M2awN8EXX3i4EUlJwC23AFu2IO+v9ThcuTXi4gA/Pwfnbt4MPPkkC7jNmnFjmzf3cIMFoQLz229A377IW/gZAscNxzPP8E9OuHp4+21gyhQgKgqYMAF47jlvt+jSUUptJqJ4R8dcdVHebLetJaLp4AzHgnBVk5cHvPsua8N27QJGj+bBQ4RbwdPMnQuMGcPCTN263B8HD/Z2qwRPk5sLjBoFfPghu56dPAlMm+a5++/axXLtqYIo4IcfgMhIYOBA9Gh2DsuWFTl5+3Zg4EAgPh5Ytw54/nkWdkW4FYRLYu3aIuuQ3r2BqlVxZv6PANi7R7i6GDECCAjgUJb+/b3dmvLH15WTlFIRdm9NANqB6+IKwlWN2Qy89BJ7APn7c3zD6NHebpVwNRIaykKNQUCA99oieA9fX2DrVqBOHbbo+/oCnTt77v7+/izXdu8OPPhgJPD99/Dp0g1b0QbBPw4DtlRit8m1a4FVq9gNefZslsJDQz3XUEGowHz7LfDGG8CttwL16oGDTufPx55XOUg/Ls677RM8T5UqwDvvAMHBHHZd0XHVRfmI3VszgCMAZhPR3+XVsEtBXJQFT3LwIFvN8vI4R0Pz5ldXAgNBEAR7OnbkkL+tW/n9u8P/RtwXz+I6/AZlrDnq1wfGjgXuvbfiBoEJgpc4dYoF2wkTWKgxOH+eQ6iuvx4ICfFe+wTBHZTkolyigKuUqk1Ex8utZeWECLiCpzl5kgVcydEgCMLVzltvAVOncjKT5s2BG27gMXLnDnIhjbIgCO5g4kRg0SJg717gmmu83RpBcD+XEoP7vd1FvnFrqwShAlGzpgi3giAIAHD77YCPD5cM2r0bWL4c6NULItwKggd5+mlO6jZjhm3fokXAnj1ea5IgeIzSYnDtZyPR/wiCIAiCUCJRUVympFYtToq8fDnQs6e3WyUIVxc1agBz5nDiOaNa0JgxwLPPAk2bert1glC+lCbgkpPXgiAIgiAIDrGP++vTx3vtEISrGSOD+uHDQIMG/Lp1a++1RxA8RWkCbiulVAbYkhukv4b+nohIUh4KgiAIgiAIwmVKVJTtdZs23muHIHiKEgVcIvLxVEMEQRAEQRAEQXAvlSsDn38OfPkluy4LQkVHipkIgiAIgiAIQgXmjjuA776TXG/C1YEIuIIgCIIgCIIgCEKFQARcQRAEQRAEQRAEoUIgAq4gCIIgCIIgCIJQIRABVxAEQRAEQRAEQagQiIArCIIgCIIgCIIgVAhEwBUEQRAEQRAEQRAqBCLgCoIgCIIgCIIgCBUCrwq4Sql+Sqn9SqlDSqlHHBwPUEp9qR9fr5Sq6/lWCoIgCIIgCIIgCFcCXhNwlVI+AN4BcAOApgCGKaWaFjltPIBUImoA4DUAL3q2leVLgaUAFs3i7WYIgiAIgiAIgiBUCHy9eO8OAA4R0X8AoJT6AsAtAPbYnXMLgKf1118DeFsppYiIPNlQd3L//cDSP44iqyAbyTnJICJUDqiMuuF1USWwirebJwiCIAiCIAjCVU7r1sDrr3u7FReHN12UYwGcsHt/Ut/n8BwiMgNIB1DGnuTGAAAcI0lEQVTV0cWUUhOVUpuUUpvOnTtXDs11H8k5KUjPTUNUpUjEhsYiz5yHC3kXAAAWzYx8Sz6AK1aGFwRBEARBEARB8AretOC6FSKaD2A+AMTHx1+20uHrrwOvv9620L48c00QCIG+wMfbPsXYpWMR7BeM+Brx6F6nOzrX7Iye9Xoi0DfQS60WBEEQBEEQBEG4/PGmgHsKQC279zX1fY7OOamU8gUQBiDZM83zHAG+AdbXnWt2xhv93sDB5IP49+S/mLNmDjTScP6h8wj0DcSZC2cQFRwFH5OPF1ssCIIgCIIgCIJw+eFNAXcjgDilVD2wIHsHgOFFzvkBwGgA/wIYDGDVlRx/6wqNqjVCo2qNrO8z8jKw/ex2RARFAACGfj0UZy6cwcyEmRjValQh4VgQBEEQBEEQBOFqxmsxuHpM7WQAywHsBfAVEe1WSs1WSt2sn7YAQFWl1CEA0wEUKyVU0QkNCEW3Ot2glAIRYXqn6agSVAUTf5qIa968Bs/99RwOJB/wdjMFQRAEQRAEQRC8jqqIBtH4+HjatGmTt5tRbhARVh5Ziblr5mL10dV478b3MCl+Eo6lHcPCrQsRXyMe8TXiUb1ydW83VRAEQRAEQRAEwa0opTYTUbyjYxUmydTVhFIK111zHa675jokZiZak09tO7sNz615DhppAIAalWsgvkY8Xu7zMuKqxmHb2W3YcmYLaoXWQp3wOqgdVrtY4qrj6cfx0daPcCLjBHxNvqhfpT4eSnjI4/+jIAiCIAiCIAhCWREB9wonOiTa+vqWxrcg45EMbDu7DZtOb8KmM5uw6fQmBPsHAwB+/+93PPRbYWE1JiQG2yZtQ3RINGasmIFX/n0FJmVCTEgM8i35iAiKsAq4s1bOQnRwNO5ofkeh+5YHOQU5WHdyHTrEdkCwfzDMmhk+ygdKqXK9ryAIgiAIgiAIVy7ionwVkV2QjaSsJBxPP46jaUdxLO0YjqUfw3sD3oOvyRe/HvoVOxJ34PZmt6NOeB0AgFkzw9fkC4tmQdePumLdyXXwUT7oXKszEmolYGDjgehUsxM00pBrzoWvyRf+Pv4O76+RhrTcNBRYCuBj8gERIdg/GJX8KiElJwUbT21ERl4Gfjr4E5bsXoIccw6OTjuKOuF18Mo/r+DTnZ9iZIuRGNBwQKFEXIIgCIIgCIIgXD2U5KIsAq5QJnYn7cZnOz/DqiOrsOXMFjzZ40k83v1xHE07inpv1AMAhAeGIyIoAkSE2T1nY2TLkdh8ejM6fNjB6j5t8OXgLzG02VCsPrIavT7pBQAI8Q/BiBYjcFPDm9Cnfh/4+/hjye4leP7v57H17FYAQFxEHAY3HYy5veeW2/9KRFBKIdeci6X7lqJRtUZoGd0SJlW23Gw5BTk4mXESSVlJOJ99HvmWfBRoBejXoB8igiKw7/w+/H3872KfG9x0MMIDw7EjcQfWn1xv3V85oDIiK0WiS60uCPILsraTiJCZn4lz2eeQnpuOVjGtYFImHEo5hGNpx5BdkI3sgmwA/Iz7x/WHUgrnss6BQIisFOnQQp5dkA0igkmZEOgbKFZ0QRAEQRAEwatIDK7gNppFNbMKlTkFOci35ANgofaF3i+gQCvAmQtnkJ6XDqUUYkJiAAC1wmrh0a6PolqlavD38YdFswAAWkW3AgC0rd4Wa8etRbBfMOpH1EeIf0ih+w5pNgRDmg3BsbRj+OnAT/jxwI/YmbTTejxhYQKy8rOs7tgKCr3r9cYzPZ8BAHRd2BXpeekosBTAQnzvoU2HYk7vOQCAhm81BMGm7DFrZtzd7m7M7DoTiZmJuOObOwAAVYOqonud7mgZ3RIjW45Eg4gGOJxyGJ9s/wQX8i8gKSsJ57LPISkrCe8PeB8dYjvg273fYuR3I4s9y40TNiIiKAJ/HfsLk36aVOx4t9rdEB4Yjt8O/4YZv80odvz09NMI8gvC7D9n44W1L8CiWVCgFViP5z2eB38ff7y+7nW8s/GdQp8N9A1EzmM5AIAHVzyI/+34H0L8QxAXEYfY0FjUDauLt/q/BQAYsHgAVh9dDYCzereMbokedXrguV7PAQDSctMQGhBaouBv0SzIt+TDQhb4+/jDz+QngrIgCIIgCILgdkTAFS6aIL8gBPkFAWABd2bXmU7PjQqOsgpEjggLDEOXWl1KvWed8Dq4r8N9uK/DfbD3PmhXvR2OpB1BrjkXRAQCwddk6961wmoh2hINX5OvNZa3bnhd6/EOsR0KCbgAJ+kCgOqVq2PnPTux5cwWrD66GmuOrcH3+75Hk2pN0CCiAY6mHcXsv2Yj2C8YUcFRiAyORGzlWKvAl1A7AZ8M/ARRwVGoVqkaAnwD4Gfys7qBD28xHP3j+hf7X6ODOc55YruJuKM5C9gEQkZeBs5lnUNkcCQAoGPNjpjSYQpMyoSqQVURGRyJ8MBw6/8/pcMU3N7sdlTyq4RKfpVAIOQU5FjvM77NeMTXiMfhlMM4mHIQJzNOIj033Xp8UrtJuKHBDbCQBcfTj2NH4g4cTj1se/bz2+F4+nFUq1QNwX7ByLfko39cf7w34D0AQPgL4UjPs10PAMa1HocFtywAEaHrR10RExKDhhEN0TK6JVpEt0Cjqo3g5+OHtNw0rDi8AueyzgEAqlWqhkbVGqFxtcbFEqSVF5n5mdh7bi+UUogKjkJs5Vj4mHw8cm9BEARBEAShbIiLsiBcBHnmPABAgG+AVdC+Wi2S8zfPx7G0Y0jKSkK2ORsBPgHoGNsRk+LZKj3nrzlWy61JmVBgKUCrmFYY0HAAsguyMWTJEBxOOYzDqYdh1swAgEcSHsHz1z2PXUm70GJei2L3XHDzAoxrMw5nLpzBqiOrEBsaiwJLAQq0AhRYCtCjbg+EB4Zj3/l9+OvYXzBrZpg1MyyaBRayYFybcYgIisC/J/7F8sPLrfstmgURQRGYFD8J4YHheHzV43jpn5esngoAEFkpEmdnnIVJmbDpNI8z4YHhCAsIQ2hAKCtRdAF465mtSMxKRHJ2MlJyUpBrzkW9KvUwuOlgAMDr615HRl4GACApKwmnLpxCm5g2eLLHkwCAYd8Mw77z+6yu/X4mPwxvMRzTO0/nutjLpyMsMAxhAWEICwxDgE8AmkU1Q+uY1kjMTMR9y+7DmcwzyCnIQYFWALNmxiMJj2B069E4mHwQvT/pDY0062ZSJrzU5yWMaDmiPLqKIAiCIAiCWxAXZUFwMwG+AdbXV6tgazCx3cQSjz/W/TGnxyr5VcLPw38GAORb8rHv/D7sTNyJppFNAQBNI5ti04RNqBVWC0SEpKwk7D2/F51qdgIALD+8HGOXji123Y0TNiK+RjzWHFvj0P37poY3ISIoAv+c+AfP/PkMFBR8TD4wKRPyLfm4q+1dAIBmkc0wuf1kdKvTDT7KB2cyzyArP8tqnZ+8bDLWn1pf6Npda3fFmrFrAAAjvh2Bvef3FjreP66/VcB9+Z+XcerCKQAsJNcMrYn46jxWa6ThYPJB1AytabXG55nzEODDfS+rIAsfbv0QmfmZha4/q+sstI5pjQDfAOw5twcxITGICIqAn8kPviZfVKtUDQDHYfe5pg9MymTdcsw5iKsaBwA4nHIYGXkZaFO9jdPvTxAEQRAE4XJDLLiCIFyxWDQLdibtRGpOKvx8/KxZvBtVbYRg/2Bk5mciPTcdviZfq2XVR/kg2D8YJmWCRhoUVCElRUZeBir7V3ZJcbEraRf+S/0P6bnpSMtNQ2Z+JqpVqoYJ7SYAAP458Q8UFCKCIhARFIFKfpXga/K1KkiMWPSiLvVlfQYZeRlIz0tHnjkPMSExCAsMu6hr2XPbl7fhxwM/YkbnGZjVbRYqB1S+5GsKgiAIgiC4A8miLAiCIJSJlJwUPLD8AXyy/ROEBoRiVMtRuLf9vWgS2cTbTRMEQRAE4SqnJAG3bPVOBEEQhKuCiKAILBq4CBvu2oCbGt6E+Vvm44f9PwAAzmefx4ItC5CSk+LlVgqCIAiCIBRGLLiCIAhCqZzPPg8/kx/CAsPw3d7vcNtXt8Hfxx8dYzuifY32iK8Rjxsb3ojQgFAUWAqsMc2CIAiCIAjuRpJMCYIgCJeEkZwKAAY2HojNEzdj8c7FWHtiLd7Z+A7yLHk4Mu0IQgNC8X9r/w+Pr34cANekDvANQFRwFLZO2oqIoAj8sP8HrDu5DtHB0YgOibb+bVKtSbHYZ7NmxubTm5Gam4p+DfoBAH499Cuig6PRIrrFRccul4Vccy4smgXB/sFIyUnBH0f/QHhgOFpGtyz0XARBEARB8D4i4AqCIAhlQimFttXbom31tgCAAksB9p7fi9phtQEA3ep0w9M9noZGmrXuclJ2EkIDQgEAa4+vxSv/vgILWazX9DX5Iu/xPCgozFgxA9/u/RZBfkE4feE00nLTUDe8Lo5MOwIAmP3nbPx78l+E+IegU81O6FKzCxJqJ6Bv/b4AgN1Ju5FvyUeBVoB8Sz6yC7IRExKDltEtYdEseH3d60jOScbZzLNIzEpEak4qhrcYjskdJiMjLwN1X6+L8MBwRAVHoXJAZfx74l+80e8NjG87HgeTD2LQV4Os7a5RuQZaRrfEk92fROdanZFrzgUAp3WacwpykJKTgsz8TGQVZCEzPxP5lnx0q90NAb4BOJh8EAdTDoKIrM+PiHBjwxvha/LFrJWzsProarSr3g7ta7RHh9gOaFStkVjLBUEQBEFHBFxBEAThkvDz8UPL6JbW993rdEf3Ot2dnv9inxfx/HXPIzUnFYlZiUjMTER6XrpVSLumyjVIqJ2AnIIcdKnZBX3r90X72PbWz38x+AusPb4Wa0+sxd/H/8azfz2Loc2GWgXcTgs6FSufNL7NeHx484cwKRMe+u0h+Jh8EBMSg6jgKGuGawAwKRNGtBiB1NxUJGUlITknGXe2vBPxNdgLqkV0C2y/ezsSMxOxI3EHdiTtwPaz2xHkFwQAWLJ7CUZ9PwrVKlVDeGA48i35yMzPxPq71qNBRAO8veFtPPz7w8Weyanpp1Cjcg18uuNTzP5rdrHjGY9koHJAZVQPqY5A30B8sv0TvLPxHW5TVAvsuGcHAKDnop7458Q/hT7bvkZ7/D3ubwBA/Px47EzaWeh4r3q98MuIXwAAjd9ujCNpRwodv7nRzVgyZAkAIPbVWJzPPl/o+IgWI7DwloUAgLAXwqxCvsHd7e7GGze8AbNmRvDc4GL/24OdH8Tc3nORmpOKmFdiih1/usfTeLTboziefhxxb8UVO/5K31cwucNk7Dm3B23eL17W6v0B72NM6zHYcGoDun3UrdjxxbctxqCmg7Dyv5Xov7h/seNL71iKfg36Yem+pRj69dBix1eNWoWE2gn4dMenGP/D+GLHN07YiJbRLTFv4zzcv/z+Ysf33rcX11S5Bi//8zIeW1W8rNrJB04iMjgST61+Ci+sfaHY8bSZaQjyC8L05dOtfcLAR/kg+7FsAMDEHydi0fZFhY6HB4YjcUYiAK67/e3ebwsdrxVaC4emHgIA3Pz5zVh+eHmh402qNcG2u7cBkL4nfU/6nj0Vpe9dqYiAKwiCIHgckzKhaqWqqFqpqrXuscG97e/Fve3vdfrZ2mG1UbtFbQxrMQwAkF2QjeyCbOvxz277DERcesnPxw/BfsGIDY0FwNbn1JmpqBxQ2aHVM8Q/BG/1f8vpvSv5VWJhPhroU79PseOtYlph9rWz2fKcl4ZA30AE+wVbBei+9fsiLDAMIf4hCPYLRoh/CPx9/FE1qCoAYEK7Cegf1x8mZYJSylrGyvj8lI5TMKXjFFg0C/Yn78eGUxuQnptuvf/tzW5Hp9hOhdpUK6yW9fWdLe/E2cyzhY7Xj6hvfT2uzTik5qQWOm7//dwTfw+y8rMKHbevlTy1w1SYNXOh40bdagWF6Z2mF3tm3Wrz4ivQN9Dh8Y41OwIAQgNCHR5vE8P3rxpU1eHx5lHNAQAxITEOjzes2hAAUCe8jsPj9cLrAQAaRDRweNzoW00jmzo8HlkpEgDQOqa1w+PhgeEAeEHu6LihPEmonYDpluLHDTf9nnV7WutkG9j38b71+1r7mYG9p8GAuAGoG1a30HH7kmO3Nr4VzSKbFToeFRxlfS19T/qePdL3Kkbfu1KRJFOCIAiCIAiCIAjCFcNll2RKKfUSgJsA5AM4DGAsEaU5OO8ogAsALADMzv4JQRAEQRAEQRAEQfBWVorfADQnopYADgB4tIRzexJRaxFuBUEQBEEQBEEQhJLwioBLRCuIyHBWXwegpjfaIQiCIAiCIAiCIFQcLoe6AuMA/OLkGAFYoZTarJSaWNJFlFITlVKblFKbzp075/ZGCoIgCIIgCIIgCJc35RaDq5T6HUDxvNfAY0S0VD/nMQBmAJ85uUxXIjqllIoC8JtSah8R/eXoRCKaD2A+wEmmLvkfEARBEARBEARBEK4oyk3AJaLrSjqulBoDYACA3uQklTMRndL/JimlvgPQAYBDAVcQBEEQBEEQBEG4uvGKi7JSqh+AhwHcTETZTs4JVkpVNl4D6Atgl+daKQiCIAiCIAiCIFxJeCsG920AlcFux9uUUu8BgFKqhlJqmX5ONIC/lVLbAWwA8DMR/eqd5gqCIAiCIAiCIAiXO8qJd/AVjVLqHIBj3m5HCVQDcN7bjRAuW6R/CM6QviGUhPQPwRnSN4SSkP4hOONy7ht1iCjS0YEKKeBe7iilNkldX8EZ0j8EZ0jfEEpC+ofgDOkbQklI/xCccaX2jcuhTJAgCIIgCIIgCIIgXDIi4AqCIAiCIAiCIAgVAhFwvcN8bzdAuKyR/iE4Q/qGUBLSPwRnSN8QSkL6h+CMK7JvSAyuIAiCIAiCIAiCUCEQC64gCIIgCIIgCIJQIRABVxAEQRAEQRAEQagQiIDrYZRS/ZRS+5VSh5RSj3i7PYJnUUotVEolKaV22e2LUEr9ppQ6qP+tou9XSqk39b6yQynV1nstF8obpVQtpdRqpdQepdRupdQ0fb/0DwFKqUCl1Aal1Ha9fzyj76+nlFqv94MvlVL++v4A/f0h/Xhdb7ZfKH+UUj5Kqa1KqZ/099I3BACAUuqoUmqnUmqbUmqTvk/mFgFKqXCl1NdKqX1Kqb1Kqc4VoW+IgOtBlFI+AN4BcAOApgCGKaWaerdVgof5GEC/IvseAbCSiOIArNTfA9xP4vRtIoB5Hmqj4B3MAB4koqYAOgG4Tx8fpH8IAJAHoBcRtQLQGkA/pVQnAC8CeI2IGgBIBTBeP388gFR9/2v6eULFZhqAvXbvpW8I9vQkotZ2NU1lbhEA4A0AvxJRYwCtwGPIFd83RMD1LB0AHCKi/4goH8AXAG7xcpsED0JEfwFIKbL7FgCL9NeLAAy02/8JMesAhCulqnumpYKnIaIzRLRFf30BPMnEQvqHAED/njP1t376RgB6Afha31+0fxj95msAvZVSykPNFTyMUqomgBsBfKi/V5C+IZSMzC1XOUqpMADdASwAACLKJ6I0VIC+IQKuZ4kFcMLu/Ul9n3B1E01EZ/TXZwFE66+lv1yl6C6DbQCsh/QPQUd3Qd0GIAnAbwAOA0gjIrN+in0fsPYP/Xg6gKqebbHgQV4H8DAATX9fFdI3BBsEYIVSarNSaqK+T+YWoR6AcwA+0sMbPlRKBaMC9A0RcAXhMoK4bpfU7rqKUUqFAPgGwP1ElGF/TPrH1Q0RWYioNYCaYI+gxl5uknAZoJQaACCJiDZ7uy3CZUtXImoLdjG9TynV3f6gzC1XLb4A2gKYR0RtAGTB5o4M4MrtGyLgepZTAGrZva+p7xOubhINFw/9b5K+X/rLVYZSyg8s3H5GRN/qu6V/CIXQXchWA+gMdhHz1Q/Z9wFr/9CPhwFI9nBTBc+QAOBmpdRRcOhTL3BcnfQNAQBARKf0v0kAvgMryGRuEU4COElE6/X3X4MF3iu+b4iA61k2AojTMxv6A7gDwA9ebpPgfX4AMFp/PRrAUrv9o/SsdZ0ApNu5jAgVDD0GbgGAvUT0qt0h6R8ClFKRSqlw/XUQgD7gOO3VAAbrpxXtH0a/GQxgla6JFyoYRPQoEdUkorrgdcUqIhoB6RsCAKVUsFKqsvEaQF8AuyBzy1UPEZ0FcEIp1Ujf1RvAHlSAvqFkTPMsSqn+4FgZHwALiWiOl5skeBCl1OcArgVQDUAigKcAfA/gKwC1ARwDMJSIUnSB521w1uVsAGOJaJM32i2UP0qprgDWANgJWxzdLHAcrvSPqxylVEtwsg8fsHL6KyKarZS6Bmy1iwCwFcBIIspTSgUC+B84ljsFwB1E9J93Wi94CqXUtQBmENEA6RsCAOj94Dv9rS+AxUQ0RylVFTK3XPUopVqDk9P5A/gPwFjocwyu4L4hAq4gCIIgCIIgCIJQIRAXZUEQBEEQBEEQBKFCIAKuIAiCIAiCIAiCUCEQAVcQBEEQBEEQBEGoEIiAKwiCIAiCIAiCIFQIRMAVBEEQBEEQBEEQKgQi4AqCIAjCJaKUqqqU2qZvZ5VSp/TXmUqpd8vpnvcrpUbpr/9QSsWXx32c3HuyUmqcp+4nCIIgCK4iZYIEQRAEwY0opZ4GkElEL5fjPXwBbAHQlojMSqk/wPVP3VqTUCnlQ0QWB/srAVhLRG3ceT9BEARBuFTEgisIgiAI5YRS6lql1E/666eVUouUUmuUUseUUrcppf5PKbVTKfWrUspPP6+dUupPpdRmpdRypVR1B5fuBWALEZnt9g1RSm1QSh1QSnXTrxWolPpIv8dWpVRPff8YpdTbdu38SSl1rf46Uyn1ilJqO4DOSqkXlFJ7lFI7lFIvAwARZQM4qpTq4P6nJgiCIAgXjwi4giAIguA56oOF05sBfApgNRG1AJAD4EZdyH0LwGAiagdgIYA5Dq6TAGBzkX2+RNQBwP0AntL33QeA9HsMA7BIKRVYShuDAawnolYA9gK4FUAzImoJ4Dm78zYB6ObC/ywIgiAIHsPX2w0QBEEQhKuIX4ioQCm1E4APgF/1/TsB1AXQCEBzAL8ppaCfc8bBdaqDhU97vtX/btavBfx/e/fPGkUUhWH8eQU7JZVYxUpWwUJthKCd+A3SieAHsDGFtR9BLLSyshYJBNMn2FoZ/5DC2NpZJatJToqZ4CbEzFaTZHh+zS7MnXN2qsvLvXcW7tEEZqrqW5KfwKjjN+4A79rvv4Et4E27Er00Me4XcL2jliRJvTLgSpLUnzFAVe0m+Vv/XoSxSzMnB1irqrmOOpvA4ZXYcfu5Q/f8vs3BXVyTtbb2z92253vvAPeBeeAJzQr0/j2bHX0kSeqVW5QlSTo9vgOXkswBJDmf5MYR474CV6eotwo8bGuNgCttjw3gVpJzSWaBI8/SJrkAzFTVB+ApcHPi8gj4PM1DSZLUF1dwJUk6JarqT5J54GWSGZp5+gWwdmjoMvB2ipKvgNftluht4HFVjZN8BH4AX2jC8qf/3H8RWGzP7QZYmLh2F3g+1YNJktQT/yZIkqQzKMl74FlVrZ9A79vAQlU96ru3JEnHMeBKknQGJbkGXK6qlRPo/QBYr6qNvntLknQcA64kSZIkaRB8yZQkSZIkaRAMuJIkSZKkQTDgSpIkSZIGwYArSZIkSRoEA64kSZIkaRD2AJRF8L3k+wc/AAAAAElFTkSuQmCC\n"
3386 "needs_background": "light"
3391 "plot_moisture(0,600)\n",
3396 "cell_type": "code",
3397 "execution_count": 63,
3399 "id": "xy7sIs0z_Kk6",
3401 "base_uri": "https://localhost:8080/",
3404 "outputId": "184f2c1b-c436-41a9-9b0b-70ed85f5dbe9"
3408 "output_type": "stream",
3411 "training from 0 to 300 plot from 300 to 800\n"
3415 "output_type": "display_data",
3418 "<Figure size 1152x288 with 1 Axes>"
3420 "image/png": 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\n"
3423 "needs_background": "light"
3428 "plot_moisture(300,800)"
3432 "cell_type": "code",
3433 "execution_count": 64,
3435 "id": "TvlCtT0X2ejp",
3437 "base_uri": "https://localhost:8080/",
3440 "outputId": "15657253-22d9-4aa3-ebb7-6b5e816b415e"
3444 "output_type": "stream",
3447 "training from 0 to 300 plot from 800 to 1200\n"
3451 "output_type": "display_data",
3454 "<Figure size 1152x288 with 1 Axes>"
3456 "image/png": 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\n"
3459 "needs_background": "light"
3464 "plot_moisture(800,1200)"
3468 "cell_type": "markdown",
3470 "id": "7W03QTo3c91t"
3473 "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",
3475 "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? "
3479 "cell_type": "markdown",
3481 "id": "owEI4EtTo7Ek"
3484 "A detailed view of rain episode:"
3488 "cell_type": "code",
3489 "execution_count": 65,
3491 "id": "C_hoDjgtpMEJ",
3493 "base_uri": "https://localhost:8080/",
3496 "outputId": "c8ac8b6c-9f63-44b1-c756-70e83058821c"
3500 "output_type": "stream",
3503 "training from 0 to 300 plot from 900 to 1100\n"
3507 "output_type": "display_data",
3510 "<Figure size 1152x288 with 1 Axes>"
3512 "image/png": 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\n"
3515 "needs_background": "light"
3520 "plot_moisture(900,1100)"
3524 "cell_type": "markdown",
3526 "id": "DRraWhwdpSkV"
3529 "It seems there is some rain that the model does not know about."
3533 "cell_type": "markdown",
3535 "id": "gVQxv9Blc91t"
3538 "### 4.4 A comment on the information flow in the Kalman filter and in neural networks"
3542 "cell_type": "markdown",
3544 "id": "CZmR4HPAc91t"
3551 "cell_type": "markdown",
3553 "id": "_g_OTEg6ePb9"
3560 "cell_type": "markdown",
3562 "id": "aNxw7xI3FqFt"
3565 "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."
3569 "cell_type": "markdown",
3571 "id": "IWpmDwUPGElR"
3574 "## Contributions of authors "
3578 "cell_type": "markdown",
3580 "id": "jujW1VFgGOCn"
3587 "cell_type": "markdown",
3589 "id": "HWslw7HmGZmP"
3592 "## Acknowledgements"
3596 "cell_type": "markdown",
3598 "id": "xubqDAV2GjkZ"
3601 "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."
3605 "cell_type": "markdown",
3607 "id": "ZsNZxOv7c91t"
3614 "cell_type": "markdown",
3616 "id": "vFY-iS1Wc91t"
3619 "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",
3621 "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",
3623 "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n",
3625 "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",
3627 "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",
3629 "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"
3635 "collapsed_sections": [],
3636 "name": "fmda_kf_rnn.ipynb",
3640 "display_name": "Python 3",
3641 "language": "python",
3645 "codemirror_mode": {
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