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2   "cells": [
3     {
4       "cell_type": "markdown",
5       "metadata": {
6         "id": "khOTxJsYc91W"
7       },
8       "source": [
9         "# Kalman Filtering and Recurrent Neural Networks for Fuel Moisture\n",
10         "## Jan Mandel, University of Colorado Denver\n"
11       ]
12     },
13     {
14       "cell_type": "markdown",
15       "metadata": {
16         "id": "sXaqfI-EdCEk"
17       },
18       "source": [
19         "## Abstract"
20       ]
21     },
22     {
23       "cell_type": "markdown",
24       "metadata": {
25         "id": "ZbtSiYm4dF7B"
26       },
27       "source": [
28         "''Fuel moisture is an important factor of the spread of wildland fires. Some weather stations have fuel moisture sensors and data are available online. We review a simple model of fuel moisture from atmospheric conditions, and show how to adjust the model using the weather station data."
29       ]
30     },
31     {
32       "cell_type": "markdown",
33       "metadata": {
34         "id": "eZ6dfHlZ63j1"
35       },
36       "source": [
37         "## Table of contents"
38       ]
39     },
40     {
41       "cell_type": "markdown",
42       "metadata": {
43         "id": "Snyr0_3sGxty"
44       },
45       "source": []
46     },
47     {
48       "cell_type": "markdown",
49       "metadata": {
50         "id": "WHIgN2uZ689b"
51       },
52       "source": [
53         "1 Introduction\n",
54         "\n",
55         "2 Background\n",
56         "\n",
57         "2.1 Imports\n",
58         "\n",
59         "2.2 Kalman filter\n",
60         "\n",
61         "2.2.1 Overview\n",
62         "\n",
63         "2.2.2 Formulation\n",
64         "\n",
65         "2.2.3 A Kalman filter tester\n",
66         "\n",
67         "2.3 Fuel moisture model\n",
68         "\n",
69         "2.3.1 A simple time lag model\n",
70         "\n",
71         "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n",
72         "\n",
73         "3 Methods\n",
74         "\n",
75         "3.1 Kalman filter demonstration on the simple model\n",
76         "\n",
77         "3.1.1 Creating synthetic data\n",
78         "\n",
79         "3.1.2 Running the Kalman filter\n",
80         "\n",
81         "3.2 Acquisition and preprocessing of real data\n",
82         "\n",
83         "3.2.1 Acquisition of fuel moisture observations\n",
84         "\n",
85         "3.2.2 Acquisition of weather data\n",
86         "\n",
87         "3.2.3 Preprocessing and visualization of the weather data\n",
88         "\n",
89         "4 Results\n",
90         "\n",
91         "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
92         "\n",
93         "4.2 Model with an augmented state\n",
94         "\n",
95         "4.3 Kalman filter on the augmented model\n",
96         "\n",
97         "4.4 A comment on the information flow in the Kalman filter and in neural networks\n",
98         "\n",
99         "5. Conclusion\n",
100         "\n",
101         "Contributions of Authors\n",
102         "\n",
103         "Acknowledgements\n",
104         "\n",
105         "References\n",
106         "\n",
107         "\n",
108         "\n",
109         "\n",
110         "\n",
111         "\n",
112         "\n"
113       ]
114     },
115     {
116       "cell_type": "markdown",
117       "metadata": {
118         "id": "ZFafUPCTO1N1"
119       },
120       "source": [
121         "## 1 Introduction"
122       ]
123     },
124     {
125       "cell_type": "markdown",
126       "metadata": {
127         "id": "4_RcdWybPFks"
128       },
129       "source": [
130         "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",
131         "\n",
132         "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. "
133       ]
134     },
135     {
136       "cell_type": "markdown",
137       "metadata": {
138         "id": "M2kbwDPBTB7A"
139       },
140       "source": [
141         "## 2 Background"
142       ]
143     },
144     {
145       "cell_type": "markdown",
146       "metadata": {
147         "id": "ar1BbXac49hO"
148       },
149       "source": [
150         "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter."
151       ]
152     },
153     {
154       "cell_type": "markdown",
155       "metadata": {
156         "id": "_5F5CuRqc91X"
157       },
158       "source": [
159         "### 2.1 Imports"
160       ]
161     },
162     {
163       "cell_type": "markdown",
164       "metadata": {
165         "id": "K6sWUMf0c91Y"
166       },
167       "source": [
168         "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."
169       ]
170     },
171     {
172       "cell_type": "markdown",
173       "metadata": {
174         "id": "X9rvlymMZdJg"
175       },
176       "source": [
177         "### 2.2 Kalman filter"
178       ]
179     },
180     {
181       "cell_type": "markdown",
182       "metadata": {
183         "id": "x5E2UE3F5gf2"
184       },
185       "source": [
186         "#### 2.2.1 Overview"
187       ]
188     },
189     {
190       "cell_type": "markdown",
191       "metadata": {
192         "id": "NPgTHlCLAlA-"
193       },
194       "source": [
195         "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",
196         "\n",
197         "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",
198         "\n",
199         "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)."
200       ]
201     },
202     {
203       "cell_type": "markdown",
204       "metadata": {
205         "id": "y6j34L5s5pEL"
206       },
207       "source": [
208         "#### 2.2.2 Formulation\n",
209         "\n",
210         "---\n",
211         "\n"
212       ]
213     },
214     {
215       "cell_type": "markdown",
216       "metadata": {
217         "id": "b3GZW5vP5_o8"
218       },
219       "source": [
220         "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n",
221         " Consider a discrete time model of some natural\n",
222         "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n",
223         "can be approximated from the previous step $u_{k-1}$ by applying the model\n",
224         "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)\n",
225         "$. We model uncertainty in the model itself by adding normally distributed\n",
226         "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n",
227         "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n",
228         "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n",
229         "model is differentiable and quantify the uncertainty of the state by a\n",
230         "covariance matrix. That is,  assume that at step $k-1$, the state has\n",
231         "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n",
232         "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n",
233         "$u_{k-1}$, $\\mathcal{M}\\left(  u\\right)  \\approx\\mathcal{M}\\left(\n",
234         "u_{k-1}\\right)  +\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  \\left(\n",
235         "u-u_{k-1}\\right)  $, where $\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  $ is\n",
236         "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n",
237         "forecast has then (approximately)\\ normal distribution with mean and\n",
238         "covariance\n",
239         "$$\n",
240         "u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)  ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n",
241         "u_{k-1}\\right)  P_{k-1}\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  +Q\n",
242         "$$\n",
243         "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n",
244         "given observation operator, and we want to find $u_{k}$ so that both\n",
245         "$$\n",
246         "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n",
247         "$$\n",
248         "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n",
249         "matrix $R$: assume that the observation error has normal probability\n",
250         "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n",
251         "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n",
252         "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n",
253         "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n",
254         "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n",
255         "state has (approximately) normal distribution with mean $u_{k}^{f}$  and covariance\n",
256         "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n",
257         "of the state after taking the data into account has density\n",
258         "$$\n",
259         "p_{k}\\left(  u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n",
260         "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n",
261         "{P_{k}^f}^{-1}  }^{2}}{2}%\n",
262         "$$\n",
263         "where $\\propto$ means proportional.\n",
264         "Note that the probability density at $u$ is maximal when $\\left\\Vert\n",
265         "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n",
266         " is minimal, which quantifies the statement that $d_{k}\\approx\n",
267         "Hu_{k}$ and $u\\approx u_{k}^{f}$.  By a direct computation completing the\n",
268         "square and using the Sherman-Morrison-Woodbury formula, \n",
269         "$$p_{k}\\left(\n",
270         "\t\tu\n",
271         "\t   \\right) \\propto \n",
272         "e^{-\\frac{\n",
273         "\t\\left\\Vert u-u_{k\n",
274         "\t         }\n",
275         "\t\\right\\Vert_\n",
276         "\t\t{P_{k\n",
277         "\t\t      }^{-1}\n",
278         "\t\t}^{2}\n",
279         "\t}\n",
280         "\t{2}},\n",
281         "$$ \n",
282         "which is the density of the normal distribution with the mean\n",
283         "$$\n",
284         "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n",
285         "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n",
286         "$$\n",
287         "and covariance\n",
288         "$$\n",
289         "P_{k}=\\left(  \\left(  P_{k}^{f}\\right)  ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n",
290         "^{-1}=(I-KH)P_{k}^{f}.\n",
291         "$$\n",
292         "\n",
293         "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n",
294         "formulated for a linear process. The extension to the\n",
295         "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966),  and is\n",
296         "still a de-facto standard in navigation and GPS.\n"
297       ]
298     },
299     {
300       "cell_type": "code",
301       "execution_count": null,
302       "metadata": {
303         "id": "-bvUtJ_OLwQA"
304       },
305       "outputs": [],
306       "source": [
307         "import numpy as np\n",
308         "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n",
309         "  \"\"\"\n",
310         "  One step of the extended Kalman filter. \n",
311         "  If there is no data, only advance in time.\n",
312         "  :param u:   the state vector, shape n\n",
313         "  :param P:   the state covariance, shape (n,n)\n",
314         "  :param F:   the model function, args vector u, returns F(u) and Jacobian J(u)\n",
315         "  :param Q:   the process model noise covariance, shape (n,n)\n",
316         "  :param d:   data vector, shape (m). If none, only advance in time\n",
317         "  :param H:   observation matrix, shape (m,n)\n",
318         "  :param R:   data error covariance, shape (n,n)\n",
319         "  :return ua: the analysis state vector, shape (n)\n",
320         "  :return Pa: the analysis covariance matrix, shape (n,n)\n",
321         "  \"\"\"\n",
322         "  def d2(a):\n",
323         "    return np.atleast_2d(a) # convert to at least 2d array\n",
324         "\n",
325         "  def d1(a):\n",
326         "    return np.atleast_1d(a) # convert to at least 1d array\n",
327         "\n",
328         "  # forecast\n",
329         "  uf, J  = F(u)          # advance the model state in time and get the Jacobian\n",
330         "  uf = d1(uf)            # if scalar, make state a 1D array\n",
331         "  J = d2(J)              # if scalar, make jacobian a 2D array\n",
332         "  P = d2(P)              # if scalar, make Jacobian as 2D array\n",
333         "  Pf  = d2(J.T @ P) @ J + Q  # advance the state covariance Pf = J' * P * J + Q\n",
334         "  # analysis\n",
335         "  if d is None or not d.size :  # no data, no analysis\n",
336         "    return uf, Pf\n",
337         "  # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n",
338         "  H = d2(H)\n",
339         "  HP  = d2(H @ P)            # precompute a part used twice  \n",
340         "  K   = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T  # Kalman gain\n",
341         "  # print('H',H)\n",
342         "  # print('K',K)\n",
343         "  res = d1(H @ d1(uf) - d)          # res = H*uf - d\n",
344         "  ua = uf - K @ res # analysis mean uf - K*res\n",
345         "  Pa = Pf - K @ d2(H @ P)        # analysis covariance\n",
346         "  return ua, d2(Pa)\n"
347       ]
348     },
349     {
350       "cell_type": "markdown",
351       "metadata": {
352         "id": "Uvsbbv2XZ2Hd"
353       },
354       "source": [
355         "#### 2.2.3 A Kalman filter tester"
356       ]
357     },
358     {
359       "cell_type": "markdown",
360       "metadata": {
361         "id": "gcmGBqPOU1e5"
362       },
363       "source": [
364         "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?"
365       ]
366     },
367     {
368       "cell_type": "code",
369       "execution_count": null,
370       "metadata": {
371         "id": "OsOqvQk6ZXZV",
372         "colab": {
373           "base_uri": "https://localhost:8080/"
374         },
375         "outputId": "16e7c27e-b43d-41d0-bd6f-a6923a672025"
376       },
377       "outputs": [
378         {
379           "output_type": "stream",
380           "name": "stdout",
381           "text": [
382             "ua= [ 5 11]\n",
383             "Pa= [[15 18]\n",
384             " [18 25]]\n",
385             "ua= [4.66666667 7.66666667]\n",
386             "Pa= [[13.93333333 18.73333333]\n",
387             " [18.73333333 23.93333333]]\n"
388           ]
389         }
390       ],
391       "source": [
392         "# a basic ext_kf test\n",
393         "import numpy as np\n",
394         "u = [1,\n",
395         "     2]\n",
396         "P = [[2 , -1],\n",
397         "    [-1 , 2]]\n",
398         "A = [ [1 ,2],\n",
399         "      [3 ,4]]\n",
400         "u = np.array(u)      \n",
401         "Q = np.array([[1,0],[0,1]])\n",
402         "A = np.array(A)\n",
403         "def fun(u):\n",
404         "  return A @ u, A\n",
405         "F = lambda u: fun(u)\n",
406         "H = [[1, 0],\n",
407         "     [0, 1]]\n",
408         "d = [2,\n",
409         "    3]\n",
410         "R = [[2, 0],\n",
411         "    [0, 2]]\n",
412         "H = np.array(H)      \n",
413         "d = np.array(d)\n",
414         "R = np.array(R)\n",
415         "ua,Pa = ext_kf(u,P,F,Q)\n",
416         "print('ua=',ua)\n",
417         "print('Pa=',Pa)\n",
418         "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n",
419         "print('ua=',ua)\n",
420         "print('Pa=',Pa)\n"
421       ]
422     },
423     {
424       "cell_type": "markdown",
425       "metadata": {
426         "id": "A9ZpmNcdRpmp"
427       },
428       "source": [
429         "### 2.3  Fuel moisture models\n",
430         "\n",
431         "\n"
432       ]
433     },
434     {
435       "cell_type": "markdown",
436       "metadata": {
437         "id": "eZL8gN7ISGVh"
438       },
439       "source": [
440         "#### 2.3.1 A simple fuel moisture model"
441       ]
442     },
443     {
444       "cell_type": "markdown",
445       "metadata": {
446         "id": "1XvOC4kYSQgH"
447       },
448       "source": [
449         "First consider a simplified fuel moisture model without considering the effect of rain.\n",
450         "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n",
451         "t_{0},t_{1}\\right]  $,\n",
452         "$$\n",
453         "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n",
454         "$$\n",
455         "where the initial fuel moisture content $m_{0}=m\\left(  t_{0}\\right)  $ is the\n",
456         "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n",
457         "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n",
458         "t_{0},t_{1}\\right]  $, NS the characteristic decay time $T$. \n",
459         "\n",
460         "We can build the general model later by calling this simple model with different\n",
461         "equilibria and time constants (drying, wetting, rain).\n",
462         "\n",
463         "Since $E$ is constant in time, the solution can be found\n",
464         "analytically,\n",
465         "$$\n",
466         "m\\left(  t\\right)  =E+\\left(  m_{0}-E\\right)  e^{-t/T}%\n",
467         "$$\n",
468         "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n",
469         "$$\n",
470         "m_{1}=E+\\left(  m_{0}-E\\right)  e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}%\n",
471         "$$\n",
472         "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n",
473         "with respect to the input and the parameters. Compute\n",
474         "$$\n",
475         "\\frac{dm_{1}}{d_{m0}}=e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
476         "$$\n",
477         "$$\n",
478         "\\frac{dm_{1}}{dE}=1-e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
479         "$$\n",
480         "$$\n",
481         "\\frac{dm_{1}}{dT_{1}}=-\\left(  m_{0}-E\\right)  \\left(  t_{1}-t_{0}\\right)\n",
482         "e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
483         "$$\n",
484         "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n"
485       ]
486     },
487     {
488       "cell_type": "code",
489       "execution_count": null,
490       "metadata": {
491         "id": "wuVIAGLiSeR8"
492       },
493       "outputs": [],
494       "source": [
495         "import numpy as np\n",
496         "def model_decay(m0,E,partials=0,T1=0.1,tlen=1):  \n",
497         "  # Arguments: \n",
498         "  #   m0          fuel moisture content at start dimensionless, unit (1)\n",
499         "  #   E           fuel moisture eqilibrium (1)\n",
500         "  #   partials=0: return m1 = fuel moisture contents after time tlen (1)\n",
501         "  #           =1: return m1, dm0/dm0 \n",
502         "  #           =2: return m1, dm1/dm0, dm1/dE\n",
503         "  #           =3: return m1, dm1/dm0, dm1/dE dm1/dT1   \n",
504         "  #   T1          1/T, where T is the time constant approaching the equilibrium\n",
505         "  #               default 0.1/hour\n",
506         "  #   tlen        the time interval length, default 1 hour\n",
507         "\n",
508         "  exp_t = np.exp(-tlen*T1)                  # compute this subexpression only once\n",
509         "  m1 = E + (m0 - E)*exp_t                   # the solution at end\n",
510         "  if partials==0:\n",
511         "    return m1\n",
512         "  dm1_dm0 = exp_t\n",
513         "  if partials==1:\n",
514         "    return m1, dm1_dm0          # return value and Jacobian\n",
515         "  dm1_dE = 1 - exp_t      \n",
516         "  if partials==2:\n",
517         "     return m1, dm1_dm0, dm1_dE \n",
518         "  dm1_dT1 = -(m0 - E)*tlen*exp_t            # partial derivative dm1 / dT1\n",
519         "  if partials==3:\n",
520         "    return m1, dm1_dm0, dm1_dE, dm1_dT1       # return value and all partial derivatives wrt m1 and parameters\n",
521         "  raise('Bad arg partials')\n",
522         "  "
523       ]
524     },
525     {
526       "cell_type": "markdown",
527       "metadata": {
528         "id": "dOARZlj-RUCi"
529       },
530       "source": [
531         "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain"
532       ]
533     },
534     {
535       "cell_type": "markdown",
536       "metadata": {
537         "id": "AJp6FTpTSx5B"
538       },
539       "source": [
540         "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",
541         "asymptotically, when the rain intensity $r$ (mm/h) is\n",
542         "large:\n",
543         "$$\n",
544         "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n",
545         "\\right)  \\right),\\ \\text{if}\\ r>r_0, \n",
546         "$$\n",
547         "where $r_0$ is the threshold rain intensity below which no perceptible\n",
548         "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n",
549         "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n",
550         "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n",
551         "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n",
552         "$r_{\\mathrm{s}}=8$mm/h. "
553       ]
554     },
555     {
556       "cell_type": "code",
557       "execution_count": null,
558       "metadata": {
559         "id": "ITsKE0psRblG"
560       },
561       "outputs": [],
562       "source": [
563         "### Define model function with drying, wetting, and rain equilibria\n",
564         "\n",
565         "# Parameters\n",
566         "r0 = 0.05                                   # threshold rainfall [mm/h]\n",
567         "rs = 8.0                                    # saturation rain intensity [mm/h]\n",
568         "Tr = 14.0                                   # time constant for rain wetting model [h]\n",
569         "S = 250                                     # saturation intensity [dimensionless]\n",
570         "T = 10.0                                    # time constant for wetting/drying\n",
571         "\n",
572         "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n",
573         "    # arguments:\n",
574         "    # m0         starting fuel moistureb (%s\n",
575         "    # Eqd        drying equilibrium      (%) \n",
576         "    # Eqw        wetting equilibrium     (%)\n",
577         "    # r          rain intensity          (mm/h)\n",
578         "    # t          time\n",
579         "    # partials = 0, 1, 2\n",
580         "    # returns: same as model_decay\n",
581         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
582         "    #              ==1: m1, dm1/dm0 \n",
583         "    #              ==2: m1, dm1/dm0, dm1/dE  \n",
584         "    \n",
585         "    if r > r0:\n",
586         "        # print('raining')\n",
587         "        E = S\n",
588         "        T1 =  (1.0 - np.exp(- (r - r0) / rs)) / Tr\n",
589         "    elif m0 <= Eqw: \n",
590         "        # print('wetting')\n",
591         "        E=Eqw\n",
592         "        T1 = 1.0/T\n",
593         "    elif m0 >= Eqd:\n",
594         "        # print('drying')\n",
595         "        E=Eqd\n",
596         "        T1 = 1.0/T\n",
597         "    else: # no change'\n",
598         "        E = m0\n",
599         "        T1=0.0\n",
600         "    exp_t = np.exp(-tlen*T1)\n",
601         "    m1 = E + (m0 - E)*exp_t  \n",
602         "    dm1_dm0 = exp_t\n",
603         "    dm1_dE = 1 - exp_t\n",
604         "    #if t>=933 and t < 940:\n",
605         "    #  print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n",
606         "    #        t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE)   \n",
607         "    if partials==0: \n",
608         "        return m1\n",
609         "    if partials==1:\n",
610         "        return m1, dm1_dm0\n",
611         "    if partials==2:\n",
612         "        return m1, dm1_dm0, dm1_dE\n",
613         "    raise('bad partials')"
614       ]
615     },
616     {
617       "cell_type": "markdown",
618       "metadata": {
619         "id": "JDLU3B_jV42l"
620       },
621       "source": [
622         "## 3. Methods"
623       ]
624     },
625     {
626       "cell_type": "markdown",
627       "metadata": {
628         "id": "hLPJT3FcA2a7"
629       },
630       "source": [
631         "### 3.1 Kalman filter demonstration on the simple model"
632       ]
633     },
634     {
635       "cell_type": "markdown",
636       "metadata": {
637         "id": "kIA3X8vluFdd"
638       },
639       "source": [
640         "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."
641       ]
642     },
643     {
644       "cell_type": "markdown",
645       "metadata": {
646         "id": "bBv10PTiChhm"
647       },
648       "source": [
649         "#### 3.1.1 Creating synthetic data"
650       ]
651     },
652     {
653       "cell_type": "code",
654       "execution_count": null,
655       "metadata": {
656         "id": "my6nnrk1iQo8"
657       },
658       "outputs": [],
659       "source": []
660     },
661     {
662       "cell_type": "code",
663       "execution_count": null,
664       "metadata": {
665         "id": "-_pz-wXnCMnP"
666       },
667       "outputs": [],
668       "source": [
669         "def create_synthetic_data(days=20,power=4,data_noise=0.02,process_noise=0.0,DeltaE=0.0):\n",
670         "  import numpy as np, random\n",
671         "  hours = days*24\n",
672         "  h2 = int(hours/2)\n",
673         "  hour = np.array(range(hours))\n",
674         "  day = np.array(range(hours))/24.\n",
675         "\n",
676         "  # artificial equilibrium data\n",
677         "  E = np.power(np.sin(np.pi*day),4) # diurnal curve\n",
678         "  E = 0.05+0.25*E\n",
679         "  # FMC free run\n",
680         "  m_f = np.zeros(hours)\n",
681         "  m_f[0] = 0.1         # initial FMC\n",
682         "  process_noise=0.\n",
683         "  for t in range(hours-1):\n",
684         "    m_f[t+1] = max(0.,model_decay(m_f[t],E[t])  + random.gauss(0,process_noise) )\n",
685         "  data = m_f + np.random.normal(loc=0,scale=data_noise,size=hours)\n",
686         "  E = E + DeltaE    \n",
687         "\n",
688         "  %matplotlib inline\n",
689         "  import matplotlib.pyplot as plt \n",
690         "  # fig1, ax1 = plt.subplots()\n",
691         "\n",
692         "  plt.figure(figsize=(16,4))\n",
693         "  plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
694         "  plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n",
695         "  plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
696         "  plt.title('Synthetic data')\n",
697         "  plt.xlabel('Time (hours)')\n",
698         "  plt.ylabel('Fuel moisture content (%)')\n",
699         "  plt.legend()\n",
700         "  return E,m_f,data,hour,h2,DeltaE\n"
701       ]
702     },
703     {
704       "cell_type": "code",
705       "execution_count": null,
706       "metadata": {
707         "id": "GfRxLp4HkcVz",
708         "colab": {
709           "base_uri": "https://localhost:8080/",
710           "height": 295
711         },
712         "outputId": "93430150-8625-4767-a1d7-d9c96219b600"
713       },
714       "outputs": [
715         {
716           "output_type": "display_data",
717           "data": {
718             "text/plain": [
719               "<Figure size 1152x288 with 1 Axes>"
720             ],
721             "image/png": "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\n"
722           },
723           "metadata": {
724             "needs_background": "light"
725           }
726         }
727       ],
728       "source": [
729         "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) "
730       ]
731     },
732     {
733       "cell_type": "markdown",
734       "metadata": {
735         "id": "z-3WLAEpD2yJ"
736       },
737       "source": [
738         "#### 3.1.2 Running the Kalman filter"
739       ]
740     },
741     {
742       "cell_type": "markdown",
743       "metadata": {
744         "id": "T4g-RrrYAlBD"
745       },
746       "source": [
747         "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."
748       ]
749     },
750     {
751       "cell_type": "code",
752       "execution_count": null,
753       "metadata": {
754         "id": "_-CjONZkD18n"
755       },
756       "outputs": [],
757       "source": [
758         "import numpy as np\n",
759         "import matplotlib.pyplot as plt \n",
760         "\n",
761         "# using global E, m_f\n",
762         "\n",
763         "def plot_m(m,Ec=None,title=None,):  # global hour\n",
764         "  hours=hour.shape[0]\n",
765         "  %matplotlib inline\n",
766         "  plt.figure(figsize=(16,4))\n",
767         "  plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
768         "  # print(len(hour),len(m_f))\n",
769         "  plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n",
770         "  plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n",
771         "  if m is not None:\n",
772         "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
773         "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
774         "  if Ec is not None:\n",
775         "    plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n",
776         "  if title is not None:\n",
777         "    plt.title(title) \n",
778         "  else:\n",
779         "    plt.title('Kalman filtering and forecast on artificial data')\n",
780         "  plt.xlabel('Time (hours)') \n",
781         "  plt.ylabel('Fuel moisture content (%)')\n",
782         "  plt.legend()\n",
783         "\n",
784         "def kf_example(DeltaE):\n",
785         "  hours=hour.shape[0]\n",
786         "  m = np.zeros(hours)\n",
787         "  m[0]=0.1             # background state  \n",
788         "  P = np.zeros(hours)\n",
789         "  P[0] = 0.03 # background state variance\n",
790         "  Q = np.array([0.02]) # process noise variance\n",
791         "  H = np.array([1.])   # all observed\n",
792         "  R = np.array([0.02]) # data variance\n",
793         "\n",
794         "  for t in range(h2):\n",
795         "    # use lambda construction to pass additional arguments to the model \n",
796         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n",
797         "                    d=data[t],H=H,R=R)\n",
798         "  for t in range(h2,hours - 1):\n",
799         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n",
800         "  return m, P\n",
801         " "
802       ]
803     },
804     {
805       "cell_type": "code",
806       "execution_count": null,
807       "metadata": {
808         "id": "d0EFhTPZAlBD",
809         "scrolled": true,
810         "colab": {
811           "base_uri": "https://localhost:8080/",
812           "height": 295
813         },
814         "outputId": "de9d994a-be57-435e-801d-c56636346fb4"
815       },
816       "outputs": [
817         {
818           "output_type": "display_data",
819           "data": {
820             "text/plain": [
821               "<Figure size 1152x288 with 1 Axes>"
822             ],
823             "image/png": "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\n"
824           },
825           "metadata": {
826             "needs_background": "light"
827           }
828         }
829       ],
830       "source": [
831         "DeltaE = 0.0          # bias\n",
832         "m, P = kf_example(DeltaE)\n",
833         "plot_m(m)\n"
834       ]
835     },
836     {
837       "cell_type": "markdown",
838       "metadata": {
839         "id": "vqyB2Yz3uCsD"
840       },
841       "source": [
842         "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. "
843       ]
844     },
845     {
846       "cell_type": "markdown",
847       "metadata": {
848         "id": "Dl7pBZ9B3Nox"
849       },
850       "source": [
851         "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."
852       ]
853     },
854     {
855       "cell_type": "code",
856       "execution_count": null,
857       "metadata": {
858         "id": "wRJgbmGLc91g",
859         "colab": {
860           "base_uri": "https://localhost:8080/",
861           "height": 312
862         },
863         "outputId": "3b0e7b3d-3711-46b4-9a3e-bf069336aa2c"
864       },
865       "outputs": [
866         {
867           "output_type": "execute_result",
868           "data": {
869             "text/plain": [
870               "<matplotlib.legend.Legend at 0x7f2fb89667d0>"
871             ]
872           },
873           "metadata": {},
874           "execution_count": 9
875         },
876         {
877           "output_type": "display_data",
878           "data": {
879             "text/plain": [
880               "<Figure size 1152x288 with 1 Axes>"
881             ],
882             "image/png": "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\n"
883           },
884           "metadata": {
885             "needs_background": "light"
886           }
887         }
888       ],
889       "source": [
890         "%matplotlib inline\n",
891         "plt.figure(figsize=(16,4))\n",
892         "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n",
893         "plt.title('Kalman filtering and forecast on artificial data')\n",
894         "plt.xlabel('Time (hours)') \n",
895         "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n",
896         "plt.legend()"
897       ]
898     },
899     {
900       "cell_type": "markdown",
901       "metadata": {
902         "id": "Ccr-uKbmAlBE"
903       },
904       "source": [
905         "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."
906       ]
907     },
908     {
909       "cell_type": "code",
910       "execution_count": null,
911       "metadata": {
912         "id": "spMdGW8oAlBE",
913         "colab": {
914           "base_uri": "https://localhost:8080/",
915           "height": 295
916         },
917         "outputId": "1d822849-0217-4bec-d497-faed8a3bb978"
918       },
919       "outputs": [
920         {
921           "output_type": "display_data",
922           "data": {
923             "text/plain": [
924               "<Figure size 1152x288 with 1 Axes>"
925             ],
926             "image/png": "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\n"
927           },
928           "metadata": {
929             "needs_background": "light"
930           }
931         }
932       ],
933       "source": [
934         "DeltaE = -0.05\n",
935         "m, P = kf_example(DeltaE)\n",
936         "plot_m(m)"
937       ]
938     },
939     {
940       "cell_type": "code",
941       "execution_count": null,
942       "metadata": {
943         "id": "Z_INvPNGCmM2",
944         "colab": {
945           "base_uri": "https://localhost:8080/",
946           "height": 295
947         },
948         "outputId": "d0894db2-2de0-445e-dd5e-da5f21ee7b1d"
949       },
950       "outputs": [
951         {
952           "output_type": "display_data",
953           "data": {
954             "text/plain": [
955               "<Figure size 1152x288 with 1 Axes>"
956             ],
957             "image/png": "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\n"
958           },
959           "metadata": {
960             "needs_background": "light"
961           }
962         }
963       ],
964       "source": [
965         "DeltaE = 0.05\n",
966         "m, P = kf_example(DeltaE)\n",
967         "plot_m(m)"
968       ]
969     },
970     {
971       "cell_type": "markdown",
972       "metadata": {
973         "id": "DQeF7J8T4j2i"
974       },
975       "source": [
976         "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."
977       ]
978     },
979     {
980       "cell_type": "markdown",
981       "metadata": {
982         "id": "-WMWCDz4DX45"
983       },
984       "source": [
985         "#### 3.2 Model with an augmented state"
986       ]
987     },
988     {
989       "cell_type": "markdown",
990       "metadata": {
991         "id": "jivOYEhiXMi5"
992       },
993       "source": [
994         "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n",
995         "generally does not agree with the data. We want to add a correction $\\Delta\n",
996         "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n",
997         "Because the Kalman filter identifies state, add the parameter to the state.\n",
998         "Define augmented state $u=\\left[\n",
999         "\\begin{array}\n",
1000         "[c]{c}\n",
1001         "m\\\\\n",
1002         "\\Delta E\n",
1003         "\\end{array}\n",
1004         "\\right]  .$ Since $\\Delta E$ is constant in time, it satisfies the\n",
1005         "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n",
1006         "state $u$ governed by the\n",
1007         "$$\n",
1008         "\\frac{d}{dt}\\left[\n",
1009         "\\begin{array}\n",
1010         "[c]{c}\n",
1011         "m\\\\\n",
1012         "\\Delta E\n",
1013         "\\end{array}\n",
1014         "\\right]  =\\left[\n",
1015         "\\begin{array}\n",
1016         "[c]{c}\n",
1017         "\\frac{E+\\Delta E-m(t)}{T}\\\\\n",
1018         "0\n",
1019         "\\end{array}\n",
1020         "\\right]  ,\n",
1021         "$$\n",
1022         "which we write as $\\frac{du}{dt}=F(u),$ where\n",
1023         "$$\n",
1024         "F(u)=\\left[\n",
1025         "\\begin{array}\n",
1026         "[c]{c}\n",
1027         "F_{1}\\left(  u\\right)  \\\\\n",
1028         "F_{2}\\left(  u\\right)\n",
1029         "\\end{array}\n",
1030         "\\right]  =F\\left(  \\left[\n",
1031         "\\begin{array}\n",
1032         "[c]{c}\n",
1033         "m\\\\\n",
1034         "\\Delta E\n",
1035         "\\end{array}\n",
1036         "\\right]  \\right)  =\\left[\n",
1037         "\\begin{array}\n",
1038         "[c]{c}\n",
1039         "\\left(  E+\\Delta E-m(t)\\right)  T_{1}\\\\\n",
1040         "0\n",
1041         "\\end{array}\n",
1042         "\\right]  ,\\quad T_{1}=\\frac{1}{T}.\n",
1043         "$$\n",
1044         "The Jacobian of $F$ is\n",
1045         "$$\n",
1046         "\\left[\n",
1047         "\\begin{array}\n",
1048         "[c]{cc}\n",
1049         "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n",
1050         "}\\\\\n",
1051         "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n",
1052         "\\end{array}\n",
1053         "\\right]  =\\left[\n",
1054         "\\begin{array}\n",
1055         "[c]{cc}\n",
1056         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1057         "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n",
1058         "{\\partial\\Delta E}\n",
1059         "\\end{array}\n",
1060         "\\right]  =\\left[\n",
1061         "\\begin{array}\n",
1062         "[c]{cc}\n",
1063         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1064         "0 & 1\n",
1065         "\\end{array}\n",
1066         "\\right]\n",
1067         "$$\n",
1068         "Here is a function that implements the augmented model $F$. The input is\n",
1069         "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$."
1070       ]
1071     },
1072     {
1073       "cell_type": "markdown",
1074       "metadata": {
1075         "id": "MJ1C_1Omc91s"
1076       },
1077       "source": [
1078         "\n",
1079         "Define augmented model function. Also, add use drying, wetting, and rain equilibria"
1080       ]
1081     },
1082     {
1083       "cell_type": "code",
1084       "execution_count": null,
1085       "metadata": {
1086         "id": "GHtAaGp9WSHT"
1087       },
1088       "outputs": [],
1089       "source": [
1090         "def model_augmented(u0,Ed,Ew,r,t):\n",
1091         "    # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n",
1092         "    # \n",
1093         "    m0, Ec = u0  # decompose state u0\n",
1094         "    # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n",
1095         "    # arguments:\n",
1096         "    # m0         starting fuel moistureb (1)\n",
1097         "    # Ed         drying equilibrium      (1) \n",
1098         "    # Ew         wetting equilibrium     (1)\n",
1099         "    # r          rain intensity          (mm/h)\n",
1100         "    # partials = 0, 1, 2\n",
1101         "    # returns: same as model_decay\n",
1102         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
1103         "    #              ==1: m1, dm0/dm0 \n",
1104         "    #              ==2: m1, dm1/dm0, dm1/dE \n",
1105         "    m1, dm1_dm0, dm1_dE  = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n",
1106         "    u1 = np.array([m1,Ec])   # dE is just copied\n",
1107         "    J =  np.array([[dm1_dm0, dm1_dE],\n",
1108         "                   [0.     ,     1.]])\n",
1109         "    return u1, J"
1110       ]
1111     },
1112     {
1113       "cell_type": "code",
1114       "execution_count": null,
1115       "metadata": {
1116         "id": "1No3g6HyAEh_"
1117       },
1118       "outputs": [],
1119       "source": [
1120         "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n",
1121         "  u = np.zeros((2,hours))\n",
1122         "  u[:,0]=[0.1,0.0]       # initialize,background state  \n",
1123         "  P = np.zeros((2,2,hours))\n",
1124         "  P[:,:,0] = np.array([[1e-3, 0.],\n",
1125         "                      [0.,  1e-3]]) # background state covariance\n",
1126         "  Q = np.array([[1e-3, 0.],\n",
1127         "                [0,  1e-3]]) # process noise covariance\n",
1128         "  H = np.array([[1., 0.]])  # first component observed\n",
1129         "  R = np.array([1e-3]) # data variance\n",
1130         "\n",
1131         "  # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n",
1132         "\n",
1133         "  # print('initial u=',u,'P=',P)\n",
1134         "  # print('Q=',Q,'H=',H,'R=',R)\n",
1135         "\n",
1136         "  for t in range(1,h2):\n",
1137         "      # use lambda construction to pass additional arguments to the model \n",
1138         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1139         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1140         "                                  Q,d[t],H=H,R=R)\n",
1141         "      # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n",
1142         "  for t in range(h2,hours):\n",
1143         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1144         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1145         "                                  Q*0.0)\n",
1146         "      # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n",
1147         "  return u"
1148       ]
1149     },
1150     {
1151       "cell_type": "code",
1152       "execution_count": null,
1153       "metadata": {
1154         "id": "9vUv1Uc5OfPI"
1155       },
1156       "outputs": [],
1157       "source": [
1158         "def augmented_example(DeltaE):\n",
1159         "  hours=hour.shape[0]\n",
1160         "  h2 = int(hours/2)\n",
1161         "  m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours)  # data, E, hours are global\n",
1162         "  return m, Ec"
1163       ]
1164     },
1165     {
1166       "cell_type": "code",
1167       "execution_count": null,
1168       "metadata": {
1169         "id": "QQnRlereDHbf",
1170         "colab": {
1171           "base_uri": "https://localhost:8080/",
1172           "height": 295
1173         },
1174         "outputId": "f194e1b3-0641-4b26-99aa-96197cef90e5"
1175       },
1176       "outputs": [
1177         {
1178           "output_type": "display_data",
1179           "data": {
1180             "text/plain": [
1181               "<Figure size 1152x288 with 1 Axes>"
1182             ],
1183             "image/png": "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\n"
1184           },
1185           "metadata": {
1186             "needs_background": "light"
1187           }
1188         }
1189       ],
1190       "source": [
1191         "m, Ec=augmented_example(0.1)\n",
1192         "plot_m(m, Ec)"
1193       ]
1194     },
1195     {
1196       "cell_type": "code",
1197       "execution_count": null,
1198       "metadata": {
1199         "id": "ZOC6bplsIRCx",
1200         "colab": {
1201           "base_uri": "https://localhost:8080/",
1202           "height": 295
1203         },
1204         "outputId": "e747682b-ad90-4571-b616-235a03de3669"
1205       },
1206       "outputs": [
1207         {
1208           "output_type": "display_data",
1209           "data": {
1210             "text/plain": [
1211               "<Figure size 1152x288 with 1 Axes>"
1212             ],
1213             "image/png": "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\n"
1214           },
1215           "metadata": {
1216             "needs_background": "light"
1217           }
1218         }
1219       ],
1220       "source": [
1221         "m, Ec=augmented_example(0.0)\n",
1222         "plot_m(m, Ec)"
1223       ]
1224     },
1225     {
1226       "cell_type": "code",
1227       "execution_count": null,
1228       "metadata": {
1229         "id": "xuMx41fXIejB",
1230         "colab": {
1231           "base_uri": "https://localhost:8080/",
1232           "height": 295
1233         },
1234         "outputId": "f03555eb-6a39-49a9-b543-3448252ef076"
1235       },
1236       "outputs": [
1237         {
1238           "output_type": "display_data",
1239           "data": {
1240             "text/plain": [
1241               "<Figure size 1152x288 with 1 Axes>"
1242             ],
1243 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\n"
1244           },
1245           "metadata": {
1246             "needs_background": "light"
1247           }
1248         }
1249       ],
1250       "source": [
1251         "m, Ec=augmented_example(-0.1)\n",
1252         "plot_m(m, Ec)"
1253       ]
1254     },
1255     {
1256       "cell_type": "markdown",
1257       "metadata": {
1258         "id": "ejlc1sbENm6R"
1259       },
1260       "source": [
1261         "## From Kalman filter to neural networks"
1262       ]
1263     },
1264     {
1265       "cell_type": "markdown",
1266       "metadata": {
1267         "id": "6zeGArbmNkAW"
1268       },
1269       "source": [
1270         "In the Kalman filter, at each time step $k$,\n",
1271         "\n",
1272         "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n",
1273         "* 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",
1274         "* 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",
1275         "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n",
1276         "\n",
1277         "Here, the state consists of \n",
1278         "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n",
1279         "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n",
1280         "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",
1281         "\n",
1282         "\n",
1283         "This can be understood as:\n",
1284         "\n",
1285         "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n",
1286         "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n",
1287         "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n",
1288         "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n",
1289         "* training consists of fitting the hidden state to minimize a loss function\n",
1290         "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n",
1291         "\n",
1292         "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"
1293       ]
1294     },
1295     {
1296       "cell_type": "markdown",
1297       "metadata": {
1298         "id": "fk72YB2mjuGk"
1299       },
1300       "source": [
1301         "Building and evaluating RNN"
1302       ]
1303     },
1304     {
1305       "cell_type": "markdown",
1306       "metadata": {
1307         "id": "svt8wUAsSA67"
1308       },
1309       "source": [
1310         "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",
1311         "\n",
1312         "We'll start by how to evaluate the map, then actually create it later.\n",
1313         "\n",
1314         "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n"
1315       ]
1316     },
1317     {
1318       "cell_type": "code",
1319       "execution_count": null,
1320       "metadata": {
1321         "id": "H3RTQCDG9q-4"
1322       },
1323       "outputs": [],
1324       "source": [
1325         "import numpy as np\n",
1326         "import tensorflow as tf\n",
1327         "from keras.models import Sequential\n",
1328         "from keras.layers import Dense, SimpleRNN\n",
1329         "from keras.utils.vis_utils import plot_model\n",
1330         "from sklearn.preprocessing import MinMaxScaler\n",
1331         "from sklearn.metrics import mean_squared_error\n",
1332         "import math\n",
1333         "import matplotlib.pyplot as plt\n",
1334         "import tensorflow as tf\n",
1335         "import keras.backend as K"
1336       ]
1337     },
1338     {
1339       "cell_type": "code",
1340       "execution_count": null,
1341       "metadata": {
1342         "id": "pcIU5lWhVEAy"
1343       },
1344       "outputs": [],
1345       "source": [
1346         "def create_RNN(hidden_units, dense_units, input_shape, activation):\n",
1347         "    inputs = tf.keras.Input(shape=input_shape)\n",
1348         "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1349         "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1350         "    x = tf.keras.layers.SimpleRNN(hidden_units, input_shape=input_shape,\n",
1351         "                        activation=activation[0])(inputs)\n",
1352         "    outputs = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1353         "    model = tf.keras.Model(inputs=inputs, outputs=outputs)\n",
1354         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1355         "    return model"
1356       ]
1357     },
1358     {
1359       "cell_type": "code",
1360       "execution_count": null,
1361       "metadata": {
1362         "id": "lphzeucMfI7L",
1363         "colab": {
1364           "base_uri": "https://localhost:8080/",
1365           "height": 669
1366         },
1367         "outputId": "6089ea44-d7f4-44bd-d228-01e2631af1d8"
1368       },
1369       "outputs": [
1370         {
1371           "output_type": "stream",
1372           "name": "stdout",
1373           "text": [
1374             "Model: \"model\"\n",
1375             "_________________________________________________________________\n",
1376             " Layer (type)                Output Shape              Param #   \n",
1377             "=================================================================\n",
1378             " input_1 (InputLayer)        [(None, 3, 2)]            0         \n",
1379             "                                                                 \n",
1380             " simple_rnn (SimpleRNN)      (None, 5)                 40        \n",
1381             "                                                                 \n",
1382             " dense (Dense)               (None, 1)                 6         \n",
1383             "                                                                 \n",
1384             "=================================================================\n",
1385             "Total params: 46\n",
1386             "Trainable params: 46\n",
1387             "Non-trainable params: 0\n",
1388             "_________________________________________________________________\n",
1389             "None\n",
1390             "0 : wx shape= (2, 5)\n",
1391             "1 : wh shape= (5, 5)\n",
1392             "2 : bh shape= (5,)\n",
1393             "3 : wy shape= (5, 1)\n",
1394             "4 : by shape= (1,)\n"
1395           ]
1396         },
1397         {
1398           "output_type": "execute_result",
1399           "data": {
1400             "image/png": "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\n",
1401             "text/plain": [
1402               "<IPython.core.display.Image object>"
1403             ]
1404           },
1405           "metadata": {},
1406           "execution_count": 20
1407         }
1408       ],
1409       "source": [
1410         "# Demo example\n",
1411         "hidden=5\n",
1412         "features=2\n",
1413         "timesteps=3\n",
1414         "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n",
1415         "                        input_shape=(timesteps,features), \n",
1416         "                        activation=['linear', 'linear'])\n",
1417         "print(demo_model.summary())\n",
1418         "w = demo_model.get_weights()\n",
1419         "#print(len(w),' weight arrays:',w)\n",
1420         "wname=('wx','wh','bh','wy','by','wz','bz')\n",
1421         "for i in range(len(w)):\n",
1422         "  print(i,':',wname[i],'shape=',w[i].shape)\n",
1423         "wx, wh, bh, wy, by = w\n",
1424         "plot_model(demo_model, to_file='model_plot.png', \n",
1425         "  show_shapes=True, show_layer_names=True,\n",
1426         "  expand_nested=True,)"
1427       ]
1428     },
1429     {
1430       "cell_type": "markdown",
1431       "metadata": {
1432         "id": "uFVQdXL0fODX"
1433       },
1434       "source": [
1435         "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",
1436         "\n",
1437         "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",
1438         "<img src=\"https://machinelearningmastery.com/wp-content/uploads/2021/09/rnnCode1.png\">"
1439       ]
1440     },
1441     {
1442       "cell_type": "markdown",
1443       "metadata": {
1444         "id": "TcxvQPo1hYip"
1445       },
1446       "source": [
1447         "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",
1448         "\\begin{align*}\n",
1449         "h\\left(  0\\right)  = &0  \\\\\n",
1450         "h\\left(  k+1\\right)  =& \n",
1451         "x\\left(  k\\right) w_{x}\n",
1452         "  +h(k) w_{h}  + b_{h}\\\\\n",
1453         "o(k+1)=& h(k+1)w_{y} + b_y\n",
1454         "\\end{align*}"
1455       ]
1456     },
1457     {
1458       "cell_type": "code",
1459       "execution_count": null,
1460       "metadata": {
1461         "id": "fqL5TEfpml7q",
1462         "colab": {
1463           "base_uri": "https://localhost:8080/"
1464         },
1465         "outputId": "f19eda26-60b9-48d0-ad0f-ec94a44d1dc4"
1466       },
1467       "outputs": [
1468         {
1469           "output_type": "stream",
1470           "name": "stdout",
1471           "text": [
1472             "test input x= tf.Tensor(\n",
1473             "[[[ 0  1]\n",
1474             "  [ 2  3]\n",
1475             "  [ 4  5]]\n",
1476             "\n",
1477             " [[ 6  7]\n",
1478             "  [ 8  9]\n",
1479             "  [10 11]]\n",
1480             "\n",
1481             " [[12 13]\n",
1482             "  [14 15]\n",
1483             "  [16 17]]\n",
1484             "\n",
1485             " [[18 19]\n",
1486             "  [20 21]\n",
1487             "  [22 23]]], shape=(4, 3, 2), dtype=int32)\n",
1488             "model.predict start\n",
1489             "model.predict end\n",
1490             "Prediction from network  [[ 2.4655716 ]\n",
1491             " [-0.04355335]\n",
1492             " [-2.5526772 ]\n",
1493             " [-5.061799  ]]\n",
1494             "Prediction from our computation  [[ 2.46557179]\n",
1495             " [-0.04355213]\n",
1496             " [-2.55267605]\n",
1497             " [-5.06179997]]\n"
1498           ]
1499         }
1500       ],
1501       "source": [
1502         "# Reshape the input to sample_size x time_steps x features \n",
1503         "samples=4   # number of samples\n",
1504         "x = tf.reshape(tf.range(samples*timesteps*features),[samples,timesteps,features]) \n",
1505         "print('test input x=',x)\n",
1506         "print('model.predict start')\n",
1507         "y_pred_model = demo_model.predict(x)\n",
1508         "print('model.predict end')\n",
1509         "\n",
1510         "o3=np.zeros([samples,1])\n",
1511         "for i in range(samples):\n",
1512         "  h_0 = np.zeros(hidden)\n",
1513         "  h_1 = np.dot(x[i,0,:], wx) + np.dot(h_0,wh) + bh\n",
1514         "  h_2 = np.dot(x[i,1,:], wx) + np.dot(h_1,wh) + bh\n",
1515         "  h_3 = np.dot(x[i,2,:], wx) + np.dot(h_2,wh) + bh\n",
1516         "  o3[i,0] = np.dot(h_3, wy) + by\n",
1517         "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n",
1518         "\n",
1519         "print(\"Prediction from network \", y_pred_model)\n",
1520         "print(\"Prediction from our computation \", o3)"
1521       ]
1522     },
1523     {
1524       "cell_type": "markdown",
1525       "metadata": {
1526         "id": "6qdqOFCvhQL1"
1527       },
1528       "source": [
1529         "The result is the same."
1530       ]
1531     },
1532     {
1533       "cell_type": "markdown",
1534       "metadata": {
1535         "id": "AkyiGlZF0WrM"
1536       },
1537       "source": [
1538         "#### Training and forecasting with the RNN"
1539       ]
1540     },
1541     {
1542       "cell_type": "markdown",
1543       "metadata": {
1544         "id": "e265QFwlw22_"
1545       },
1546       "source": [
1547         "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,:]`."
1548       ]
1549     },
1550     {
1551       "cell_type": "code",
1552       "execution_count": null,
1553       "metadata": {
1554         "id": "owX7OTg-RnMA"
1555       },
1556       "outputs": [],
1557       "source": [
1558         "def staircase(x,y,timesteps,trainsteps,return_sequences=False):\n",
1559         "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1560         "  # y [trainsteps,outputs]\n",
1561         "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1562         "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1563         "  print('shape x = ',x.shape)\n",
1564         "  print('shape y = ',y.shape)\n",
1565         "  print('timesteps=',timesteps)\n",
1566         "  print('trainsteps=',trainsteps)\n",
1567         "  outputs = y.shape[1]\n",
1568         "  features = x.shape[1]\n",
1569         "  forecaststeps = x.shape[0]-trainsteps\n",
1570         "  samples = trainsteps-timesteps+1\n",
1571         "  print('staircase: samples=',samples,'timesteps=',timesteps,'features=',features)\n",
1572         "  x_train = np.empty([samples, timesteps, features])\n",
1573         "  print('return_sequences=',return_sequences)\n",
1574         "  if return_sequences:\n",
1575         "    print('returning all timesteps in a sample')\n",
1576         "    y_train = np.empty([samples, timesteps, outputs])  # all\n",
1577         "    for i in range(samples):\n",
1578         "      for k in range(timesteps):\n",
1579         "        for j in range(features):\n",
1580         "          x_train[i,k,j] = x[i+k,j]\n",
1581         "        for j in range(outputs):\n",
1582         "          y_train[i,k,j] = y[i+k,j]\n",
1583         "  else:\n",
1584         "    print('returning only the last timestep in a sample')\n",
1585         "    y_train = np.empty([samples, outputs])\n",
1586         "    for i in range(samples):\n",
1587         "      for j in range(features):\n",
1588         "        for k in range(timesteps):\n",
1589         "          x_train[i,k,j] = x[i+k,j]\n",
1590         "      for j in range(outputs):\n",
1591         "        y_train[i,j] = y[i+timesteps-1,j]\n",
1592         "\n",
1593         "  return x_train, y_train"
1594       ]
1595     },
1596     {
1597       "cell_type": "code",
1598       "execution_count": null,
1599       "metadata": {
1600         "id": "FzOotSFf-tPR"
1601       },
1602       "outputs": [],
1603       "source": [
1604         "def seq2batches(x,y,timesteps,trainsteps):\n",
1605         "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1606         "  # y [trainsteps,outputs]\n",
1607         "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1608         "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1609         "  print('shape x = ',x.shape)\n",
1610         "  print('shape y = ',y.shape)\n",
1611         "  print('timesteps=',timesteps)\n",
1612         "  print('trainsteps=',trainsteps)\n",
1613         "  outputs = y.shape[1]\n",
1614         "  features = x.shape[1]\n",
1615         "  samples= trainsteps - timesteps + 1\n",
1616         "  print('samples=',samples)\n",
1617         "  x_train = np.empty([samples, timesteps, features])\n",
1618         "  y_train = np.empty([samples, timesteps, outputs])  # only the last\n",
1619         "  print('samples=',samples,' timesteps=',timesteps,\n",
1620         "        ' features=',features,' outputs=',outputs)\n",
1621         "  for i in range(samples):\n",
1622         "    for k in range(timesteps):\n",
1623         "      for j in range(features):\n",
1624         "        x_train[i,k,j] = x[i+k,j]\n",
1625         "      for j in range(outputs):\n",
1626         "        y_train[i,k,j] = y[i+k,j]  # return sequences\n",
1627         "  return x_train, y_train"
1628       ]
1629     },
1630     {
1631       "cell_type": "code",
1632       "execution_count": null,
1633       "metadata": {
1634         "id": "Kg7wSrkk-HrE",
1635         "colab": {
1636           "base_uri": "https://localhost:8080/"
1637         },
1638         "outputId": "428dc538-3e4c-4927-a7ce-786c313a0ceb"
1639       },
1640       "outputs": [
1641         {
1642           "output_type": "stream",
1643           "name": "stdout",
1644           "text": [
1645             "test preprocessing for RNN\n",
1646             "x= tf.Tensor(\n",
1647             "[[0]\n",
1648             " [1]\n",
1649             " [2]\n",
1650             " [3]\n",
1651             " [4]], shape=(5, 1), dtype=int32)\n",
1652             "y= tf.Tensor(\n",
1653             "[[0]\n",
1654             " [1]\n",
1655             " [2]\n",
1656             " [3]\n",
1657             " [4]], shape=(5, 1), dtype=int32)\n",
1658             "shape x =  (5, 1)\n",
1659             "shape y =  (5, 1)\n",
1660             "timesteps= 3\n",
1661             "trainsteps= 5\n",
1662             "staircase: samples= 3 timesteps= 3 features= 1\n",
1663             "return_sequences= False\n",
1664             "returning only the last timestep in a sample\n",
1665             "x_train= [[[0.]\n",
1666             "  [1.]\n",
1667             "  [2.]]\n",
1668             "\n",
1669             " [[1.]\n",
1670             "  [2.]\n",
1671             "  [3.]]\n",
1672             "\n",
1673             " [[2.]\n",
1674             "  [3.]\n",
1675             "  [4.]]]\n",
1676             "y_train= [[2.]\n",
1677             " [3.]\n",
1678             " [4.]]\n",
1679             "shape x =  (5, 1)\n",
1680             "shape y =  (5, 1)\n",
1681             "timesteps= 3\n",
1682             "trainsteps= 5\n",
1683             "samples= 3\n",
1684             "samples= 3  timesteps= 3  features= 1  outputs= 1\n",
1685             "x_train= [[[0.]\n",
1686             "  [1.]\n",
1687             "  [2.]]\n",
1688             "\n",
1689             " [[1.]\n",
1690             "  [2.]\n",
1691             "  [3.]]\n",
1692             "\n",
1693             " [[2.]\n",
1694             "  [3.]\n",
1695             "  [4.]]]\n",
1696             "y_train= [[[0.]\n",
1697             "  [1.]\n",
1698             "  [2.]]\n",
1699             "\n",
1700             " [[1.]\n",
1701             "  [2.]\n",
1702             "  [3.]]\n",
1703             "\n",
1704             " [[2.]\n",
1705             "  [3.]\n",
1706             "  [4.]]]\n"
1707           ]
1708         }
1709       ],
1710       "source": [
1711         "print('test preprocessing for RNN')\n",
1712         "trainsteps=5\n",
1713         "features=1\n",
1714         "outputs=1\n",
1715         "timesteps=3\n",
1716         "x = tf.reshape(tf.range(trainsteps*features),[trainsteps,features])\n",
1717         "y = tf.reshape(tf.range(trainsteps*outputs),[trainsteps,outputs])\n",
1718         "print('x=',x)\n",
1719         "print('y=',y)\n",
1720         "x_train, y_train = staircase(x,y,timesteps,trainsteps)\n",
1721         "print('x_train=',x_train)\n",
1722         "print('y_train=',y_train)\n",
1723         "x_train, y_train = seq2batches(x,y,timesteps,trainsteps)\n",
1724         "print('x_train=',x_train)\n",
1725         "print('y_train=',y_train)"
1726       ]
1727     },
1728     {
1729       "cell_type": "code",
1730       "execution_count": null,
1731       "metadata": {
1732         "id": "rHWxqARpSO_f",
1733         "colab": {
1734           "base_uri": "https://localhost:8080/",
1735           "height": 295
1736         },
1737         "outputId": "bee8484f-02ab-4f79-911f-99abde2ee2fa"
1738       },
1739       "outputs": [
1740         {
1741           "output_type": "display_data",
1742           "data": {
1743             "text/plain": [
1744               "<Figure size 1152x288 with 1 Axes>"
1745             ],
1746             "image/png": "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\n"
1747           },
1748           "metadata": {
1749             "needs_background": "light"
1750           }
1751         }
1752       ],
1753       "source": [
1754         "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) "
1755       ]
1756     },
1757     {
1758       "cell_type": "code",
1759       "execution_count": null,
1760       "metadata": {
1761         "id": "vfcxN9JCH5Ku"
1762       },
1763       "outputs": [],
1764       "source": [
1765         "scale=False\n",
1766         "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
1767         "Et = np.reshape(E,[E.shape[0],1])\n",
1768         "datat = np.reshape(data,[data.shape[0],1])\n",
1769         "if scale:\n",
1770         "  scalerx = MinMaxScaler()\n",
1771         "  scalerx.fit(Et)\n",
1772         "  Et = scalerx.transform(Et)\n",
1773         "  scalery = MinMaxScaler()\n",
1774         "  scalery.fit(datat)\n",
1775         "  datat = scalery.transform(datat)"
1776       ]
1777     },
1778     {
1779       "cell_type": "code",
1780       "execution_count": null,
1781       "metadata": {
1782         "id": "PaHfJW7mSJE1"
1783       },
1784       "outputs": [],
1785       "source": [
1786         "def create_RNN_2(hidden_units, dense_units, activation, stateful=False, \n",
1787         "                 batch_shape=None, input_shape=None, dense_layers=1,\n",
1788         "                 rnn_layers=1,return_sequences=False,\n",
1789         "                 initial_state=None):\n",
1790         "    if stateful:\n",
1791         "      inputs = tf.keras.Input(batch_shape=batch_shape)\n",
1792         "    else:\n",
1793         "      inputs = tf.keras.Input(shape=input_shape)\n",
1794         "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1795         "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1796         "    x = inputs\n",
1797         "    for i in range(rnn_layers):\n",
1798         "      x = tf.keras.layers.SimpleRNN(hidden_units,activation=activation[0],\n",
1799         "              stateful=stateful,return_sequences=return_sequences)(x\n",
1800         "              # ,initial_state=initial_state\n",
1801         "              )\n",
1802         "    # x = tf.keras.layers.Dense(hidden_units, activation=activation[1])(x)\n",
1803         "    for i in range(dense_layers):\n",
1804         "      x = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1805         "    model = tf.keras.Model(inputs=inputs, outputs=x)\n",
1806         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1807         "    return model"
1808       ]
1809     },
1810     {
1811       "cell_type": "code",
1812       "execution_count": null,
1813       "metadata": {
1814         "id": "ZjJxHiEVL5sJ",
1815         "colab": {
1816           "base_uri": "https://localhost:8080/",
1817           "height": 499
1818         },
1819         "outputId": "06f9ed2b-ec98-4e2f-da74-6cde56c7afcf"
1820       },
1821       "outputs": [
1822         {
1823           "output_type": "stream",
1824           "name": "stdout",
1825           "text": [
1826             "shifting inputs by 0.0\n",
1827             "shape x =  (480, 1)\n",
1828             "shape y =  (480, 1)\n",
1829             "timesteps= 5\n",
1830             "trainsteps= 240\n",
1831             "staircase: samples= 236 timesteps= 5 features= 1\n",
1832             "return_sequences= False\n",
1833             "returning only the last timestep in a sample\n",
1834             "x_train shape= (236, 5, 1)\n",
1835             "y_train shape= (236, 1)\n",
1836             "model_fit input shape (236, 5, 1) output shape (236, 1)\n"
1837           ]
1838         },
1839         {
1840           "output_type": "execute_result",
1841           "data": {
1842             "image/png": "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\n",
1843             "text/plain": [
1844               "<IPython.core.display.Image object>"
1845             ]
1846           },
1847           "metadata": {},
1848           "execution_count": 28
1849         }
1850       ],
1851       "source": [
1852         "# split data\n",
1853         "return_sequences=False\n",
1854         "shift = 0.\n",
1855         "print('shifting inputs by',shift)\n",
1856         "x_train, y_train = staircase(Et+shift,datat+shift,timesteps=5,trainsteps=h2,\n",
1857         "                             return_sequences=return_sequences)\n",
1858         "print('x_train shape=',x_train.shape)\n",
1859         "samples, timesteps, features = x_train.shape\n",
1860         "print('y_train shape=',y_train.shape)\n",
1861         "# the simplest model possible\n",
1862         "activation=['linear','linear']\n",
1863         "hidden_units=1\n",
1864         "dense_units=1\n",
1865         "dense_layers=1\n",
1866         "features=1\n",
1867         "hours=Et.shape[0]\n",
1868         "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
1869         "# print('initial state=',h0)\n",
1870         "# statefull model version for traning\n",
1871         "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
1872         "                        dense_units=dense_units, \n",
1873         "                        batch_shape=(samples,timesteps,features),\n",
1874         "                        stateful=True,\n",
1875         "                        return_sequences=return_sequences,\n",
1876         "                        # initial_state=h0,\n",
1877         "                        activation=activation,\n",
1878         "                        dense_layers=dense_layers)\n",
1879         "# same model stateless for prediction on the entire dataset - to start onlg\n",
1880         "# the real application will switch to prediction after training data end\n",
1881         "# and start from the state there\n",
1882         "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
1883         "from keras.utils.vis_utils import plot_model\n",
1884         "plot_model(model_fit, to_file='model_plot.png', \n",
1885         "           show_shapes=True, show_layer_names=True)"
1886       ]
1887     },
1888     {
1889       "cell_type": "code",
1890       "execution_count": null,
1891       "metadata": {
1892         "id": "ipX9EJqz17Lr",
1893         "colab": {
1894           "base_uri": "https://localhost:8080/",
1895           "height": 601
1896         },
1897         "outputId": "8d76b4fa-7efa-437b-ff7d-b28260d6efe4"
1898       },
1899       "outputs": [
1900         {
1901           "output_type": "stream",
1902           "name": "stdout",
1903           "text": [
1904             "model_predict input shape (480, 1) output shape (480, 1, 1)\n",
1905             "Model: \"model_2\"\n",
1906             "_________________________________________________________________\n",
1907             " Layer (type)                Output Shape              Param #   \n",
1908             "=================================================================\n",
1909             " input_3 (InputLayer)        [(None, 480, 1)]          0         \n",
1910             "                                                                 \n",
1911             " simple_rnn_2 (SimpleRNN)    (None, 480, 1)            3         \n",
1912             "                                                                 \n",
1913             " dense_2 (Dense)             (None, 480, 1)            2         \n",
1914             "                                                                 \n",
1915             "=================================================================\n",
1916             "Total params: 5\n",
1917             "Trainable params: 5\n",
1918             "Non-trainable params: 0\n",
1919             "_________________________________________________________________\n",
1920             "None\n"
1921           ]
1922         },
1923         {
1924           "output_type": "execute_result",
1925           "data": {
1926             "image/png": "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\n",
1927             "text/plain": [
1928               "<IPython.core.display.Image object>"
1929             ]
1930           },
1931           "metadata": {},
1932           "execution_count": 29
1933         }
1934       ],
1935       "source": [
1936         "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
1937         "                        input_shape=(hours,features),stateful = False,\n",
1938         "                        return_sequences=True,\n",
1939         "                        activation=activation,dense_layers=dense_layers)\n",
1940         "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
1941         "#                        activation=['linear', 'linear'])\n",
1942         "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
1943         "print(model_predict.summary())\n",
1944         "from keras.utils.vis_utils import plot_model\n",
1945         "plot_model(model_predict, to_file='model_plot.png', \n",
1946         "           show_shapes=True, show_layer_names=True)"
1947       ]
1948     },
1949     {
1950       "cell_type": "code",
1951       "execution_count": null,
1952       "metadata": {
1953         "id": "dE0OHg0tGVE9",
1954         "colab": {
1955           "base_uri": "https://localhost:8080/"
1956         },
1957         "outputId": "9f6ca1f9-c4d2-4e31-dad5-48be2d00c671"
1958       },
1959       "outputs": [
1960         {
1961           "output_type": "stream",
1962           "name": "stdout",
1963           "text": [
1964             "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[0.064935]]\n",
1965             "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[0.8507117]]\n",
1966             "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.00588405]\n",
1967             "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[0.93300647]]\n",
1968             "weight 4  exact: [-0.1] :  initial: [0.]  fitted: [0.00696354]\n"
1969           ]
1970         }
1971       ],
1972       "source": [
1973         "# fitting\n",
1974         "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",
1975         "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",
1976         "model_fit.set_weights(w_initial)\n",
1977         "model_fit.fit(x_train, y_train, epochs=1000, verbose=0,batch_size=samples)\n",
1978         "w_fitted=model_fit.get_weights()\n",
1979         "for i in range(len(w)):\n",
1980         "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
1981       ]
1982     },
1983     {
1984       "cell_type": "code",
1985       "execution_count": null,
1986       "metadata": {
1987         "id": "-T8lCS6nBHCj"
1988       },
1989       "outputs": [],
1990       "source": [
1991         "def model_eval(w,title):\n",
1992         "  # prediction on the entire dataset from zero state\n",
1993         "  model_predict.set_weights(w)\n",
1994         "  hours=Et.shape[0]\n",
1995         "  print('Et.shape=',Et.shape,'hours=',hours)\n",
1996         "  x_input=np.reshape(Et,(1, hours, 1))\n",
1997         "  y_output = model_predict.predict(x_input)\n",
1998         "  print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
1999         "  m = np.reshape(y_output,hours) - shift\n",
2000         "  print('weights=',w)\n",
2001         "  if scale:\n",
2002         "    print('scaling')\n",
2003         "    m = scalery.inverse_transform(m)\n",
2004         "  m = np.reshape(m,hours)\n",
2005         "  plot_m(m,title=title)\n",
2006         "  return m"
2007       ]
2008     },
2009     {
2010       "cell_type": "code",
2011       "execution_count": null,
2012       "metadata": {
2013         "id": "R2jkoZlAIaSb",
2014         "colab": {
2015           "base_uri": "https://localhost:8080/",
2016           "height": 366
2017         },
2018         "outputId": "66db5792-ba8c-41bb-b535-ba8816da14ee"
2019       },
2020       "outputs": [
2021         {
2022           "output_type": "stream",
2023           "name": "stdout",
2024           "text": [
2025             "Et.shape= (480, 1) hours= 480\n",
2026             "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2027             "weights= [array([[0.064935]], dtype=float32), array([[0.8507117]], dtype=float32), array([0.00588405], dtype=float32), array([[0.93300647]], dtype=float32), array([0.00696354], dtype=float32)]\n"
2028           ]
2029         },
2030         {
2031           "output_type": "display_data",
2032           "data": {
2033             "text/plain": [
2034               "<Figure size 1152x288 with 1 Axes>"
2035             ],
2036             "image/png": "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\n"
2037           },
2038           "metadata": {
2039             "needs_background": "light"
2040           }
2041         }
2042       ],
2043       "source": [
2044         "m_fitted=model_eval(w_fitted,'RNN prediction with fitted weights')"
2045       ]
2046     },
2047     {
2048       "cell_type": "code",
2049       "execution_count": null,
2050       "metadata": {
2051         "id": "bO1ewTj9gGvg",
2052         "colab": {
2053           "base_uri": "https://localhost:8080/",
2054           "height": 346
2055         },
2056         "outputId": "1321de6d-6b68-438c-a447-1a041f2d0af8"
2057       },
2058       "outputs": [
2059         {
2060           "output_type": "stream",
2061           "name": "stdout",
2062           "text": [
2063             "Et.shape= (480, 1) hours= 480\n",
2064             "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2065             "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([-0.1])]\n"
2066           ]
2067         },
2068         {
2069           "output_type": "display_data",
2070           "data": {
2071             "text/plain": [
2072               "<Figure size 1152x288 with 1 Axes>"
2073             ],
2074             "image/png": "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\n"
2075           },
2076           "metadata": {
2077             "needs_background": "light"
2078           }
2079         }
2080       ],
2081       "source": [
2082         "m_exact=model_eval(w_exact,'RNN prediction with exact weights')"
2083       ]
2084     },
2085     {
2086       "cell_type": "code",
2087       "execution_count": null,
2088       "metadata": {
2089         "id": "henChC0cmbuy",
2090         "colab": {
2091           "base_uri": "https://localhost:8080/",
2092           "height": 346
2093         },
2094         "outputId": "2b17bbe5-b6a5-4c55-c5a7-961ab885ef73"
2095       },
2096       "outputs": [
2097         {
2098           "output_type": "stream",
2099           "name": "stdout",
2100           "text": [
2101             "Et.shape= (480, 1) hours= 480\n",
2102             "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2103             "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([0.])]\n"
2104           ]
2105         },
2106         {
2107           "output_type": "display_data",
2108           "data": {
2109             "text/plain": [
2110               "<Figure size 1152x288 with 1 Axes>"
2111             ],
2112             "image/png": "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\n"
2113           },
2114           "metadata": {
2115             "needs_background": "light"
2116           }
2117         }
2118       ],
2119       "source": [
2120         "m_initial=model_eval(w_initial,'RNN prediction with initial weights')"
2121       ]
2122     },
2123     {
2124       "cell_type": "code",
2125       "execution_count": null,
2126       "metadata": {
2127         "id": "PZw7DNQD4Inr",
2128         "colab": {
2129           "base_uri": "https://localhost:8080/",
2130           "height": 312
2131         },
2132         "outputId": "ff6f2279-5baf-4209-8094-8ca06d8e0eb4"
2133       },
2134       "outputs": [
2135         {
2136           "output_type": "stream",
2137           "name": "stdout",
2138           "text": [
2139             "max abs diff 9.792852370682503e-08\n"
2140           ]
2141         },
2142         {
2143           "output_type": "display_data",
2144           "data": {
2145             "text/plain": [
2146               "<Figure size 1152x288 with 1 Axes>"
2147             ],
2148             "image/png": "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\n"
2149           },
2150           "metadata": {
2151             "needs_background": "light"
2152           }
2153         }
2154       ],
2155       "source": [
2156         "out = np.empty((hours,1))\n",
2157         "w=w_exact\n",
2158         "h=0\n",
2159         "for i in range(Et.shape[0]):\n",
2160         "  h=np.dot(Et[i,0],w[0])+np.dot(h,w[1]) + w[2]\n",
2161         "  out[i]=np.dot(h,w[3]) + w[4]\n",
2162         "if scale:\n",
2163         "  print('scaling')\n",
2164         "  out = scalery.inverse_transform(out)\n",
2165         "out=np.reshape(out,hours)\n",
2166         "print('max abs diff',np.max(np.abs(m_exact-out)))\n",
2167         "plot_m(out,title='Hand computed RNN prediction with exact weights')"
2168       ]
2169     },
2170     {
2171       "cell_type": "markdown",
2172       "metadata": {
2173         "id": "6uXVJj9koGF2"
2174       },
2175       "source": [
2176         "### 3.2 Acquisition and preprocessing of real data"
2177       ]
2178     },
2179     {
2180       "cell_type": "markdown",
2181       "metadata": {
2182         "id": "glIkYrvdhXo6"
2183       },
2184       "source": []
2185     },
2186     {
2187       "cell_type": "markdown",
2188       "metadata": {
2189         "id": "ZUluRmF9tqko"
2190       },
2191       "source": []
2192     },
2193     {
2194       "cell_type": "markdown",
2195       "metadata": {
2196         "id": "q3BpOBuzc91i"
2197       },
2198       "source": [
2199         "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.  "
2200       ]
2201     },
2202     {
2203       "cell_type": "markdown",
2204       "metadata": {
2205         "id": "c8Y6bL1Yc91i"
2206       },
2207       "source": [
2208         "#### 3.2.1 Acquisition of fuel moisture observations"
2209       ]
2210     },
2211     {
2212       "cell_type": "markdown",
2213       "metadata": {
2214         "id": "0CuXyWBFc91i"
2215       },
2216       "source": [
2217         "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."
2218       ]
2219     },
2220     {
2221       "cell_type": "code",
2222       "execution_count": null,
2223       "metadata": {
2224         "id": "LFrlbbMmc91i",
2225         "colab": {
2226           "base_uri": "https://localhost:8080/"
2227         },
2228         "outputId": "174f04cf-1422-4efb-d8c5-1fae2b7a0229"
2229       },
2230       "outputs": [
2231         {
2232           "output_type": "stream",
2233           "name": "stdout",
2234           "text": [
2235             "loaded from  raws.json\n"
2236           ]
2237         }
2238       ],
2239       "source": [
2240         "import json\n",
2241         "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n",
2242         "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n",
2243         "def json_w(j,f):\n",
2244         "  print('writing json file',f)\n",
2245         "  json.dump(j,open(f,'w'),indent=4)\n",
2246         "try:\n",
2247         "    #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n",
2248         "    j = json.load(open(jfile,'r'))\n",
2249         "    print('loaded from ',jfile)\n",
2250         "    # Take the first station in the boulding box that has data between time_start and time_s2.\n",
2251         "    # Then retrieve data for that station between time_start and time_end\n",
2252         "    time_start = j['time_start']      # start of data time series\n",
2253         "    # time_s2    = j['time_s2']         # end of segment to read coordinates\n",
2254         "    time_end  = j['time_end']         # end of data time series\n",
2255         "    meso_ts  = j['meso_ts']           # get meso observations time series\n",
2256         "    obs_lon =   j['obs_lon']          # where we retrieved observations\n",
2257         "    obs_lat =   j['obs_lat']\n",
2258         "except:\n",
2259         "    print(\"can't read\",jfile,', creating')\n",
2260         "    # set up bounds\n",
2261         "    time_start = \"201806010800\"  # June 1 2018 08:00 in format yyyymmddHHMM\n",
2262         "    time_s2    = \"201806010900\"  # June 1 2018 09:00 in format yyyymmddHHMM \n",
2263         "    time_end   = \"201907200900\"  # June 20 2018 09:00 in format yyyymmddHHMM \n",
2264         "    #time_start=  \"201810230100\"\n",
2265         "    #time_s2=  \"201810230300\"\n",
2266         "    #time_end  =  \"201806022300\"\n",
2267         "    !pip install MesoPy\n",
2268         "    from MesoPy import Meso\n",
2269         "    bounding_box = \"-115, 38, -110, 40\"  # min longtitude, latitude\n",
2270         "    meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\"       # you should get your own if you do more of this\n",
2271         "    m = Meso(meso_token)# create a Meso object\n",
2272         "    print('reading MesoWest fuel moisture data')\n",
2273         "    json_w(m.variables(),'variables.json')\n",
2274         "    meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n",
2275         "                             showemptystations = '0', vars=vars)   # ask the object for data\n",
2276         "    json_w(meso_obss,'meso_obss.json')                        \n",
2277         "    # pick one station and retrieve the whole time series.\n",
2278         "    station=meso_obss['STATION'][0]\n",
2279         "    json_w(station,'station.json')\n",
2280         "    lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n",
2281         "    print(station['NAME'],'station',station['STID'],'at',lon,lat)\n",
2282         "    e = 0.01   # tolerance\n",
2283         "    bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n",
2284         "    print('bounding box',bb)\n",
2285         "    meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars)   # ask the object for data\n",
2286         "    json_w(meso_ts,'meso_ts.json')                        \n",
2287         "    obs_lon, obs_lat = (lon, lat)   # remember station coordinates for later\n",
2288         "    j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n",
2289         "       'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n",
2290         "    json_w(j,jfile)\n",
2291         "    print('done')"
2292       ]
2293     },
2294     {
2295       "cell_type": "code",
2296       "execution_count": null,
2297       "metadata": {
2298         "id": "3bXopS3btyz0",
2299         "scrolled": true,
2300         "colab": {
2301           "base_uri": "https://localhost:8080/",
2302           "height": 312
2303         },
2304         "outputId": "ae5db520-a28a-46f1-c826-ba6b55bd363b"
2305       },
2306       "outputs": [
2307         {
2308           "output_type": "execute_result",
2309           "data": {
2310             "text/plain": [
2311               "<matplotlib.legend.Legend at 0x7f2fbfb26fd0>"
2312             ]
2313           },
2314           "metadata": {},
2315           "execution_count": 37
2316         },
2317         {
2318           "output_type": "display_data",
2319           "data": {
2320             "text/plain": [
2321               "<Figure size 1152x288 with 1 Axes>"
2322             ],
2323             "image/png": "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\n"
2324           },
2325           "metadata": {
2326             "needs_background": "light"
2327           }
2328         }
2329       ],
2330       "source": [
2331         "# process the data retrieved for this station\n",
2332         "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n",
2333         "from datetime import datetime, timedelta, time\n",
2334         "import numpy as np\n",
2335         "import matplotlib.pyplot as plt\n",
2336         "import pytz\n",
2337         "station = meso_ts['STATION'][0]\n",
2338         "time_str  = station['OBSERVATIONS']['date_time']\n",
2339         "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
2340         "start_time = obs_time[0].replace(minute=0)     # remember obs_time and start_time for later\n",
2341         "end_time = obs_time[-1]\n",
2342         "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
2343         "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n",
2344         "# display the data retrieved\n",
2345         "#for o_time,o_data in zip (obs_time,obs_data):\n",
2346         "#    print(o_time,o_data)\n",
2347         "%matplotlib inline\n",
2348         "plt.figure(figsize=(16,4))\n",
2349         "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
2350         "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
2351         "plt.xlabel('Time (hours)') \n",
2352         "plt.ylabel('Fuel moisture content (%)')\n",
2353         "plt.legend()\n",
2354         " "
2355       ]
2356     },
2357     {
2358       "cell_type": "code",
2359       "execution_count": null,
2360       "metadata": {
2361         "id": "lJQFB4rAYu9P"
2362       },
2363       "outputs": [],
2364       "source": [
2365         "# %debug"
2366       ]
2367     },
2368     {
2369       "cell_type": "markdown",
2370       "metadata": {
2371         "id": "F7bvUGx993Ae"
2372       },
2373       "source": []
2374     },
2375     {
2376       "cell_type": "markdown",
2377       "metadata": {
2378         "id": "pY4hPeATK9wZ"
2379       },
2380       "source": [
2381         "#### 3.2.2 Acquisition of weather data"
2382       ]
2383     },
2384     {
2385       "cell_type": "markdown",
2386       "metadata": {
2387         "id": "xhyjXqxVN6B2"
2388       },
2389       "source": [
2390         "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",
2391         "\n",
2392         "First try to read the data already extracted for this RAWS and staged for download."
2393       ]
2394     },
2395     {
2396       "cell_type": "code",
2397       "execution_count": null,
2398       "metadata": {
2399         "id": "WlqJRP8Vc91o",
2400         "colab": {
2401           "base_uri": "https://localhost:8080/"
2402         },
2403         "outputId": "9ee66657-24c8-492f-83f4-6aa6a6eef8e4"
2404       },
2405       "outputs": [
2406         {
2407           "output_type": "stream",
2408           "name": "stdout",
2409           "text": [
2410             "File ‘rtma.json’ already there; not retrieving.\n",
2411             "\n",
2412             "loaded from  rtma.json\n",
2413             "\n"
2414           ]
2415         }
2416       ],
2417       "source": [
2418         "import json\n",
2419         "jfile = 'rtma.json'\n",
2420         "try:\n",
2421         "    ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
2422         "    j = json.load(open(jfile,'r'))\n",
2423         "    print('loaded from ',jfile)\n",
2424         "    if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n",
2425         "      print('lon lat doesnot agree, need to load original RTMA files')\n",
2426         "      read_rtma=True\n",
2427         "    else:\n",
2428         "      read_rtma=False\n",
2429         "except:\n",
2430         "    print(\"can't read\",jfile,', creating')\n",
2431         "    read_rtma=True\n",
2432         "\n",
2433         "print('')"
2434       ]
2435     },
2436     {
2437       "cell_type": "markdown",
2438       "metadata": {
2439         "id": "THI6gElyHOOc"
2440       },
2441       "source": [
2442         "Next, functions to get the files, open as grib, and interpolate to the station coordinates"
2443       ]
2444     },
2445     {
2446       "cell_type": "markdown",
2447       "metadata": {
2448         "id": "2iBNHQg5hPxB"
2449       },
2450       "source": [
2451         "####<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>"
2452       ]
2453     },
2454     {
2455       "cell_type": "code",
2456       "execution_count": null,
2457       "metadata": {
2458         "id": "mxZABVDxt0gd"
2459       },
2460       "outputs": [],
2461       "source": [
2462         "# Set up environment to read RTMA gribs\n",
2463         "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n",
2464         "if read_rtma:\n",
2465         "  import subprocess,os\n",
2466         "  def load_rtma(path,file,reload=0):\n",
2467         "    url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n",
2468         "    if os.path.exists(file):\n",
2469         "      if reload:\n",
2470         "        print(file + ' already exists, removing')\n",
2471         "        os.remove(file)\n",
2472         "      else:\n",
2473         "        print(file + ' already exists, exiting')\n",
2474         "        # add checking size here\n",
2475         "        return 0\n",
2476         "    try:\n",
2477         "      ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n",
2478         "      if os.path.exists(file):\n",
2479         "        print('loaded ' + url + ' as ' + file)\n",
2480         "        return 0\n",
2481         "      else: \n",
2482         "        print('file transfer completed, but the file is missing? ' + url)  \n",
2483         "      return 1\n",
2484         "    except:\n",
2485         "      print('file transfer failed: ' + url)\n",
2486         "      return 2\n"
2487       ]
2488     },
2489     {
2490       "cell_type": "markdown",
2491       "metadata": {
2492         "id": "dQ-uJI2sy6I3"
2493       },
2494       "source": [
2495         "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."
2496       ]
2497     },
2498     {
2499       "cell_type": "code",
2500       "execution_count": null,
2501       "metadata": {
2502         "id": "PL3gxK67AlBI"
2503       },
2504       "outputs": [],
2505       "source": [
2506         "if read_rtma:\n",
2507         "  def rtma_grib(t,var):\n",
2508         "    tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour)  # remote path on server\n",
2509         "    tstr  = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour)  # time string for local path\n",
2510         "    gribfile = os.path.join('data',tstr + var + '.grib')\n",
2511         "    remote = tpath + '/' + var + '.grib'\n",
2512         "    if load_rtma(remote,gribfile):\n",
2513         "        print('cannot load remote file',remote,'as',gribfile)\n",
2514         "        return []\n",
2515         "    else:\n",
2516         "        try:\n",
2517         "            gf=GribFile(gribfile)\n",
2518         "            v = np.array(gf[1].values())\n",
2519         "        except:\n",
2520         "            print('cannot read grib file',gribfile)\n",
2521         "            return []\n",
2522         "        print('loaded ',gribfile,' containing array shape ',v.shape)\n",
2523         "        return gf[1]   # grib message\n"
2524       ]
2525     },
2526     {
2527       "cell_type": "code",
2528       "execution_count": null,
2529       "metadata": {
2530         "id": "OY1oTYKlfd17"
2531       },
2532       "outputs": [],
2533       "source": [
2534         "if read_rtma:\n",
2535         "    times = pd.date_range(start=time_start,end=time_end,freq='1H')\n",
2536         "    varnames=['temp','td','precipa']\n",
2537         "    j =    read_interp_rtma(varnames,times,obs_lat,obs_lon)      # temperature\n",
2538         "    for varname in varnames:\n",
2539         "        j[varname]=j[varname].tolist() \n",
2540         "    j['obs_lat']=obs_lat\n",
2541         "    j['obs_lon']=obs_lon\n",
2542         "    json.dump(j,open('rtma.json','w'),indent=4)\n",
2543         "    print('done')"
2544       ]
2545     },
2546     {
2547       "cell_type": "code",
2548       "execution_count": null,
2549       "metadata": {
2550         "id": "ccp10kurAlBI"
2551       },
2552       "outputs": [],
2553       "source": [
2554         "from scipy.interpolate import LinearNDInterpolator, interpn\n",
2555         "from scipy.optimize import root\n",
2556         "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n",
2557         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2558         "    interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n",
2559         "    return interp(lat,lon)\n",
2560         "def interp_to_lat_lon(lats,lons,v,lat,lon):\n",
2561         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2562         "    points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float))  # uniform mesh\n",
2563         "    def res(ij):  # interpolation of lons lats on the uniform mesh, to noninteger coordinates   \n",
2564         "       return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n",
2565         "    # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n",
2566         "    result = root(res,(0,0)) # solve res(ij) = 0\n",
2567         "    if not result.success:\n",
2568         "        print(result.message)\n",
2569         "        exit(1)\n",
2570         "    return interpn(points,v,result.x) \n"
2571       ]
2572     },
2573     {
2574       "cell_type": "markdown",
2575       "metadata": {
2576         "id": "jvnpq6S5AlBI"
2577       },
2578       "source": [
2579         "The interpolation function needs to  be tested."
2580       ]
2581     },
2582     {
2583       "cell_type": "code",
2584       "execution_count": null,
2585       "metadata": {
2586         "id": "NVMJBYI7AlBI"
2587       },
2588       "outputs": [],
2589       "source": [
2590         "def interp_to_lat_lon_test(lats,lons):\n",
2591         "    print('testing interp_to_lat_lon')\n",
2592         "    vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n",
2593         "    i, j = (1,2)\n",
2594         "    lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n",
2595         "    vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n",
2596         "    vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n",
2597         "    print(vi,vj,'should be about',i+0.5,j+0.5)\n",
2598         "    test_slow = 0\n",
2599         "    if test_slow:\n",
2600         "        print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n",
2601         "        vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n",
2602         "        print(vi_slow)\n",
2603         "        vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n",
2604         "        print(vj_slow)\n",
2605         "        \n",
2606         "#gf = rtma_grib(start_time,'temp')      #  read the first grib file and use it to test interpolation\n",
2607         "#lats, lons = gf.latlons()\n",
2608         "#interp_to_lat_lon_test(lats,lons)\n"
2609       ]
2610     },
2611     {
2612       "cell_type": "code",
2613       "execution_count": null,
2614       "metadata": {
2615         "id": "vt-Mk8fIc91m"
2616       },
2617       "outputs": [],
2618       "source": [
2619         "#%debug\n"
2620       ]
2621     },
2622     {
2623       "cell_type": "markdown",
2624       "metadata": {
2625         "id": "LQbWB_3GAlBI"
2626       },
2627       "source": [
2628         "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates"
2629       ]
2630     },
2631     {
2632       "cell_type": "code",
2633       "execution_count": null,
2634       "metadata": {
2635         "id": "b3JJH3XPAlBI"
2636       },
2637       "outputs": [],
2638       "source": [
2639         "if read_rtma:\n",
2640         "  import pandas as pd, json\n",
2641         "  def read_interp_rtma(varnames,times,lat,lon):\n",
2642         "    # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n",
2643         "    ntimes = len(times)\n",
2644         "    time_str = 'time_str'\n",
2645         "    j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n",
2646         "    for varname in varnames:\n",
2647         "        j[varname]=np.full(ntimes,np.nan)  # initialize array of nans as list\n",
2648         "    n=0\n",
2649         "    for t in times:\n",
2650         "        tim=t.strftime('%Y-%m-%d %H:%M')\n",
2651         "        should_be = j[time_str][n]\n",
2652         "        if tim != should_be:\n",
2653         "            print('n=',n,'time',tim,'expected',should_be)\n",
2654         "            raise 'Invalid time' \n",
2655         "        for varname in varnames:\n",
2656         "            gf = rtma_grib(t,varname)   # read and create grib object, download if needed\n",
2657         "            if gf:\n",
2658         "                lats,lons = gf.latlons()    # coordinates\n",
2659         "                v = gf.values()\n",
2660         "                vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n",
2661         "                print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n",
2662         "                j[varname][n] = vi\n",
2663         "            else:\n",
2664         "                print(varname,'at',t,' could not be loaded')\n",
2665         "        n = n+1\n",
2666         "    return j"
2667       ]
2668     },
2669     {
2670       "cell_type": "code",
2671       "execution_count": null,
2672       "metadata": {
2673         "id": "bMpYIZT6c91o"
2674       },
2675       "outputs": [],
2676       "source": [
2677         "# %debug\n"
2678       ]
2679     },
2680     {
2681       "cell_type": "markdown",
2682       "metadata": {
2683         "id": "KVXBjGA0CiXr"
2684       },
2685       "source": [
2686         "#### 3.2.3 Preprocessing and visualization of the weather data"
2687       ]
2688     },
2689     {
2690       "cell_type": "code",
2691       "execution_count": null,
2692       "metadata": {
2693         "id": "fNA3Vbo1c91o"
2694       },
2695       "outputs": [],
2696       "source": [
2697         "rtma = j\n",
2698         "td = np.array(rtma['td'])\n",
2699         "t2 = np.array(rtma['temp'])\n",
2700         "rain=np.array(rtma['precipa'])\n",
2701         "# compute relative humidity\n",
2702         "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n",
2703         "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",
2704         "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))"
2705       ]
2706     },
2707     {
2708       "cell_type": "code",
2709       "execution_count": null,
2710       "metadata": {
2711         "id": "tZIK59bJAlBJ",
2712         "colab": {
2713           "base_uri": "https://localhost:8080/",
2714           "height": 312
2715         },
2716         "outputId": "f5641a0c-443c-4240-8c97-6a0482f1230b"
2717       },
2718       "outputs": [
2719         {
2720           "output_type": "execute_result",
2721           "data": {
2722             "text/plain": [
2723               "<matplotlib.legend.Legend at 0x7f2ec81587d0>"
2724             ]
2725           },
2726           "metadata": {},
2727           "execution_count": 49
2728         },
2729         {
2730           "output_type": "display_data",
2731           "data": {
2732             "text/plain": [
2733               "<Figure size 1152x288 with 1 Axes>"
2734             ],
2735             "image/png": "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\n"
2736           },
2737           "metadata": {
2738             "needs_background": "light"
2739           }
2740         }
2741       ],
2742       "source": [
2743         "%matplotlib inline\n",
2744         "plt.figure(figsize=(16,4))\n",
2745         "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n",
2746         "plt.title(station['STID'] + ' Temperature')\n",
2747         "plt.xlabel('Time (hours)') \n",
2748         "plt.ylabel('Temperature (K)')\n",
2749         "plt.legend()"
2750       ]
2751     },
2752     {
2753       "cell_type": "code",
2754       "execution_count": null,
2755       "metadata": {
2756         "id": "LbyqcuXYAlBJ",
2757         "colab": {
2758           "base_uri": "https://localhost:8080/",
2759           "height": 312
2760         },
2761         "outputId": "1bb2080d-c3ba-4b92-fe10-266ec8607367"
2762       },
2763       "outputs": [
2764         {
2765           "output_type": "execute_result",
2766           "data": {
2767             "text/plain": [
2768               "<matplotlib.legend.Legend at 0x7f2ec813fb50>"
2769             ]
2770           },
2771           "metadata": {},
2772           "execution_count": 50
2773         },
2774         {
2775           "output_type": "display_data",
2776           "data": {
2777             "text/plain": [
2778               "<Figure size 1152x288 with 1 Axes>"
2779             ],
2780             "image/png": "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\n"
2781           },
2782           "metadata": {
2783             "needs_background": "light"
2784           }
2785         }
2786       ],
2787       "source": [
2788         "%matplotlib inline\n",
2789         "plt.figure(figsize=(16,4))\n",
2790         "plt.plot(td,linestyle='-',c='k',label='Dew point')\n",
2791         "plt.title(station['STID'] + ' Dew point (K)')\n",
2792         "plt.xlabel('Time (hours)') \n",
2793         "plt.ylabel('Dew point (K)')\n",
2794         "plt.legend()"
2795       ]
2796     },
2797     {
2798       "cell_type": "code",
2799       "execution_count": null,
2800       "metadata": {
2801         "id": "dfoOK2kSc91p",
2802         "colab": {
2803           "base_uri": "https://localhost:8080/",
2804           "height": 312
2805         },
2806         "outputId": "679566c8-c357-4f60-8396-e49e1b28e21b"
2807       },
2808       "outputs": [
2809         {
2810           "output_type": "execute_result",
2811           "data": {
2812             "text/plain": [
2813               "<matplotlib.legend.Legend at 0x7f2ec80bbb90>"
2814             ]
2815           },
2816           "metadata": {},
2817           "execution_count": 51
2818         },
2819         {
2820           "output_type": "display_data",
2821           "data": {
2822             "text/plain": [
2823               "<Figure size 1152x288 with 1 Axes>"
2824             ],
2825             "image/png": "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\n"
2826           },
2827           "metadata": {
2828             "needs_background": "light"
2829           }
2830         }
2831       ],
2832       "source": [
2833         "%matplotlib inline\n",
2834         "plt.figure(figsize=(16,4))\n",
2835         "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n",
2836         "plt.title(station['STID'] + ' relative humidity')\n",
2837         "plt.xlabel('Time (hours)') \n",
2838         "plt.ylabel('Relative humidity (%)')\n",
2839         "plt.legend()"
2840       ]
2841     },
2842     {
2843       "cell_type": "code",
2844       "execution_count": null,
2845       "metadata": {
2846         "id": "MWTJ5b2kc91p",
2847         "colab": {
2848           "base_uri": "https://localhost:8080/",
2849           "height": 312
2850         },
2851         "outputId": "90690661-a549-4771-f707-0a4d375a1b2f"
2852       },
2853       "outputs": [
2854         {
2855           "output_type": "execute_result",
2856           "data": {
2857             "text/plain": [
2858               "<matplotlib.legend.Legend at 0x7f2ec8031050>"
2859             ]
2860           },
2861           "metadata": {},
2862           "execution_count": 52
2863         },
2864         {
2865           "output_type": "display_data",
2866           "data": {
2867             "text/plain": [
2868               "<Figure size 1152x288 with 1 Axes>"
2869             ],
2870             "image/png": "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\n"
2871           },
2872           "metadata": {
2873             "needs_background": "light"
2874           }
2875         }
2876       ],
2877       "source": [
2878         "%matplotlib inline\n",
2879         "plt.figure(figsize=(16,4))\n",
2880         "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n",
2881         "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n",
2882         "plt.title(station['STID'] + ' drying and wetting equilibria')\n",
2883         "plt.xlabel('Time (hours)') \n",
2884         "plt.ylabel('Fuel moisture contents (%)')\n",
2885         "plt.legend()"
2886       ]
2887     },
2888     {
2889       "cell_type": "markdown",
2890       "metadata": {
2891         "id": "jY3_eeBRc91p"
2892       },
2893       "source": [
2894         " "
2895       ]
2896     },
2897     {
2898       "cell_type": "code",
2899       "execution_count": null,
2900       "metadata": {
2901         "id": "PQKSRvRSAlBJ",
2902         "colab": {
2903           "base_uri": "https://localhost:8080/",
2904           "height": 312
2905         },
2906         "outputId": "6578c49d-cf86-44c3-a424-38bc833a0e63"
2907       },
2908       "outputs": [
2909         {
2910           "output_type": "execute_result",
2911           "data": {
2912             "text/plain": [
2913               "<matplotlib.legend.Legend at 0x7f2ec8094c50>"
2914             ]
2915           },
2916           "metadata": {},
2917           "execution_count": 53
2918         },
2919         {
2920           "output_type": "display_data",
2921           "data": {
2922             "text/plain": [
2923               "<Figure size 1152x288 with 1 Axes>"
2924             ],
2925             "image/png": "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\n"
2926           },
2927           "metadata": {
2928             "needs_background": "light"
2929           }
2930         }
2931       ],
2932       "source": [
2933         "%matplotlib inline\n",
2934         "plt.figure(figsize=(16,4))\n",
2935         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2936         "plt.title(station['STID'] + ' Precipitation' )\n",
2937         "plt.xlabel('Time (hours)') \n",
2938         "plt.ylabel('Precipitation (mm/hour)')\n",
2939         "plt.legend()"
2940       ]
2941     },
2942     {
2943       "cell_type": "code",
2944       "execution_count": null,
2945       "metadata": {
2946         "id": "Dwbt4UXfro5x",
2947         "colab": {
2948           "base_uri": "https://localhost:8080/"
2949         },
2950         "outputId": "91f2868b-4dfe-4530-b1e0-ae912de74ee5"
2951       },
2952       "outputs": [
2953         {
2954           "output_type": "stream",
2955           "name": "stdout",
2956           "text": [
2957             "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2958             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2959             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2960             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2961             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2962             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2963             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2964             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2965             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2966             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2967             " 0.00000000e+00 0.00000000e+00            nan 9.99900000e+03\n",
2968             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2969             " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n",
2970             " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n",
2971             " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n",
2972             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2973             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2974             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2975             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2976             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2977             " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2978             " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n",
2979             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2980             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2981             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n"
2982           ]
2983         }
2984       ],
2985       "source": [
2986         "print(rain[1900:2000])"
2987       ]
2988     },
2989     {
2990       "cell_type": "markdown",
2991       "metadata": {
2992         "id": "_yRu_7WvHc6P"
2993       },
2994       "source": [
2995         "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."
2996       ]
2997     },
2998     {
2999       "cell_type": "code",
3000       "execution_count": null,
3001       "metadata": {
3002         "id": "XPYO_Iuvc91q"
3003       },
3004       "outputs": [],
3005       "source": [
3006         "rain[rain > 1000] = np.NaN"
3007       ]
3008     },
3009     {
3010       "cell_type": "code",
3011       "execution_count": null,
3012       "metadata": {
3013         "id": "GYWTfbBBc91q",
3014         "scrolled": true,
3015         "colab": {
3016           "base_uri": "https://localhost:8080/",
3017           "height": 312
3018         },
3019         "outputId": "1af28857-e2c5-4d7f-cd79-168524a0da0d"
3020       },
3021       "outputs": [
3022         {
3023           "output_type": "execute_result",
3024           "data": {
3025             "text/plain": [
3026               "<matplotlib.legend.Legend at 0x7f2fbfd5d250>"
3027             ]
3028           },
3029           "metadata": {},
3030           "execution_count": 56
3031         },
3032         {
3033           "output_type": "display_data",
3034           "data": {
3035             "text/plain": [
3036               "<Figure size 1152x288 with 1 Axes>"
3037             ],
3038             "image/png": "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\n"
3039           },
3040           "metadata": {
3041             "needs_background": "light"
3042           }
3043         }
3044       ],
3045       "source": [
3046         "%matplotlib inline\n",
3047         "plt.figure(figsize=(16,4))\n",
3048         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
3049         "plt.title(station['STID'] + ' Precipitation' )\n",
3050         "plt.xlabel('Time (hours)') \n",
3051         "plt.ylabel('Precipitation (mm/hour)')\n",
3052         "plt.legend()"
3053       ]
3054     },
3055     {
3056       "cell_type": "markdown",
3057       "metadata": {
3058         "id": "Q_L0R2Njc91q"
3059       },
3060       "source": [
3061         "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap."
3062       ]
3063     },
3064     {
3065       "cell_type": "code",
3066       "execution_count": null,
3067       "metadata": {
3068         "id": "_tkU7UJic91q",
3069         "colab": {
3070           "base_uri": "https://localhost:8080/"
3071         },
3072         "outputId": "70a7bd33-e998-4fec-87fc-9b4b27a303a2"
3073       },
3074       "outputs": [
3075         {
3076           "output_type": "stream",
3077           "name": "stdout",
3078           "text": [
3079             "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n",
3080             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3081             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3082             "(array([], dtype=int64),)\n"
3083           ]
3084         }
3085       ],
3086       "source": [
3087         "# fix isolated nans\n",
3088         "def fixnan(a,n):\n",
3089         "    for c in range(n):\n",
3090         "        for i in np.where(np.isnan(a)):\n",
3091         "            a[i]=0.5*(a[i-1]+a[i+1])\n",
3092         "        if not any(np.isnan(a)):\n",
3093         "            break\n",
3094         "    return a\n",
3095         "\n",
3096         "rain=fixnan(rain,2)\n",
3097         "t2=fixnan(t2,2)\n",
3098         "rh=fixnan(rh,2)\n",
3099         "obs_data=fixnan(obs_data,2)\n",
3100         "Ed=fixnan(Ed,2)\n",
3101         "Ew=fixnan(Ew,2)\n",
3102         "\n",
3103         "print(np.where(np.isnan(rain)))\n",
3104         "print(np.where(np.isnan(t2)))\n",
3105         "print(np.where(np.isnan(rh)))\n",
3106         "print(np.where(np.isnan(obs_data)))"
3107       ]
3108     },
3109     {
3110       "cell_type": "markdown",
3111       "metadata": {
3112         "id": "XqQYnyI9DIy1"
3113       },
3114       "source": [
3115         "## 4 Results"
3116       ]
3117     },
3118     {
3119       "cell_type": "markdown",
3120       "metadata": {
3121         "id": "2tIC_Tqnc91r"
3122       },
3123       "source": [
3124         "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
3125         "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n",
3126         "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",
3127         "In a real forecasting application, the model would be run from weather forecast rather than data."
3128       ]
3129     },
3130     {
3131       "cell_type": "code",
3132       "execution_count": null,
3133       "metadata": {
3134         "id": "aXnSQM7wc91r"
3135       },
3136       "outputs": [],
3137       "source": [
3138         "# run KF on an initial data seqment\n",
3139         "import numpy as np\n",
3140         "import matplotlib.pyplot as plt \n",
3141         "\n",
3142         "hours=1200 # total simulation\n",
3143         "h2 = 300\n",
3144         "m = np.zeros(hours) # preallocate\n",
3145         "m[0]= obs_data[0]             # initial state  \n",
3146         "P = np.zeros(hours)\n",
3147         "P[0] = 1e-3 # background state variance\n",
3148         "H = np.array([1.])   # all oQ = np.array([0.02]) # process noise variancebserved\n",
3149         "Q = np.array([1e-3]) # process noise variance\n",
3150         "R = np.array([1e-3]) # data variance\n",
3151         "for t in range(hours-1):\n",
3152         "    # using lambda construction to pass additional arguments to the model \n",
3153         "    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",
3154         "        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",
3155         "                    d=obs_data[t],H=H,R=R)\n",
3156         "    else:  # just advance to next hour, no process noise\n",
3157         "        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)"
3158       ]
3159     },
3160     {
3161       "cell_type": "code",
3162       "execution_count": null,
3163       "metadata": {
3164         "id": "peMi-OF3c91r",
3165         "scrolled": true,
3166         "colab": {
3167           "base_uri": "https://localhost:8080/",
3168           "height": 312
3169         },
3170         "outputId": "b5e805d1-a80a-4e6d-da2b-c3dbe283b5a1"
3171       },
3172       "outputs": [
3173         {
3174           "output_type": "execute_result",
3175           "data": {
3176             "text/plain": [
3177               "<matplotlib.legend.Legend at 0x7f2eb2267a50>"
3178             ]
3179           },
3180           "metadata": {},
3181           "execution_count": 59
3182         },
3183         {
3184           "output_type": "display_data",
3185           "data": {
3186             "text/plain": [
3187               "<Figure size 1152x288 with 1 Axes>"
3188             ],
3189             "image/png": "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\n"
3190           },
3191           "metadata": {
3192             "needs_background": "light"
3193           }
3194         }
3195       ],
3196       "source": [
3197         "%matplotlib inline\n",
3198         "plt.figure(figsize=(16,4))\n",
3199         "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n",
3200         "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n",
3201         "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n",
3202         "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n",
3203         "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n",
3204         "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n",
3205         "plt.xlabel('Time (hours)') \n",
3206         "plt.ylabel('Fuel moisture content (%)')\n",
3207         "plt.legend()"
3208       ]
3209     },
3210     {
3211       "cell_type": "markdown",
3212       "metadata": {
3213         "id": "3TnwXYcLc91r"
3214       },
3215       "source": [
3216         "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. "
3217       ]
3218     },
3219     {
3220       "cell_type": "markdown",
3221       "metadata": {
3222         "id": "8SuVNg8TsW4d"
3223       },
3224       "source": [
3225         "### 4.3 Kalman filter on the augmented model"
3226       ]
3227     },
3228     {
3229       "cell_type": "markdown",
3230       "metadata": {
3231         "id": "FYAbWNCfk2wD"
3232       },
3233       "source": [
3234         "Run augmented filter and plot the result:\n"
3235       ]
3236     },
3237     {
3238       "cell_type": "code",
3239       "execution_count": null,
3240       "metadata": {
3241         "id": "Q3NHr3oBsDg6"
3242       },
3243       "outputs": [],
3244       "source": [
3245         "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours)  # extract from state"
3246       ]
3247     },
3248     {
3249       "cell_type": "code",
3250       "execution_count": null,
3251       "metadata": {
3252         "id": "hlkby_oTlB_f"
3253       },
3254       "outputs": [],
3255       "source": [
3256         "def plot_moisture(hmin,hmax):\n",
3257         "  print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
3258         "  plt.figure(figsize=(16,4))\n",
3259         "  plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
3260         "  plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
3261         "  plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
3262         "  plt.plot(range(hmin,hmax),m[hmin:hmax],linestyle='-',c='k',label='filtered')\n",
3263         "  plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
3264         "  plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n",
3265         "  if hmin>=h2:\n",
3266         "    plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
3267         "  h1 = np.maximum(hmin,h2)\n",
3268         "  plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
3269         "  plt.title(station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2)\n",
3270         "  plt.xlabel('Time (hours)') \n",
3271         "  plt.ylabel('Fuel moisture content (%)')\n",
3272         "  plt.legend()"
3273       ]
3274     },
3275     {
3276       "cell_type": "code",
3277       "execution_count": null,
3278       "metadata": {
3279         "id": "q-h5omKgnow2",
3280         "colab": {
3281           "base_uri": "https://localhost:8080/",
3282           "height": 312
3283         },
3284         "outputId": "3739ce84-d20f-4b44-f67e-e0bcf17cd118"
3285       },
3286       "outputs": [
3287         {
3288           "output_type": "stream",
3289           "name": "stdout",
3290           "text": [
3291             "training from 0 to 300 plot from 0 to 1200\n"
3292           ]
3293         },
3294         {
3295           "output_type": "display_data",
3296           "data": {
3297             "text/plain": [
3298               "<Figure size 1152x288 with 1 Axes>"
3299             ],
3300             "image/png": "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\n"
3301           },
3302           "metadata": {
3303             "needs_background": "light"
3304           }
3305         }
3306       ],
3307       "source": [
3308         "plot_moisture(0,hours)"
3309       ]
3310     },
3311     {
3312       "cell_type": "markdown",
3313       "metadata": {
3314         "id": "0w0YtHtqnza5"
3315       },
3316       "source": [
3317         "A detailed view of transition from training to forecast:"
3318       ]
3319     },
3320     {
3321       "cell_type": "code",
3322       "execution_count": null,
3323       "metadata": {
3324         "id": "B7sXGUotc91s",
3325         "colab": {
3326           "base_uri": "https://localhost:8080/",
3327           "height": 312
3328         },
3329         "outputId": "f0caf0ec-a32f-40b3-8f1c-25b4c8c3d134"
3330       },
3331       "outputs": [
3332         {
3333           "output_type": "stream",
3334           "name": "stdout",
3335           "text": [
3336             "training from 0 to 300 plot from 0 to 600\n"
3337           ]
3338         },
3339         {
3340           "output_type": "display_data",
3341           "data": {
3342             "text/plain": [
3343               "<Figure size 1152x288 with 1 Axes>"
3344             ],
3345             "image/png": "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\n"
3346           },
3347           "metadata": {
3348             "needs_background": "light"
3349           }
3350         }
3351       ],
3352       "source": [
3353         "plot_moisture(0,600)\n",
3354         "\n"
3355       ]
3356     },
3357     {
3358       "cell_type": "code",
3359       "execution_count": null,
3360       "metadata": {
3361         "id": "xy7sIs0z_Kk6",
3362         "colab": {
3363           "base_uri": "https://localhost:8080/",
3364           "height": 312
3365         },
3366         "outputId": "72e9871a-d9f7-4b74-dbeb-86f5e3650437"
3367       },
3368       "outputs": [
3369         {
3370           "output_type": "stream",
3371           "name": "stdout",
3372           "text": [
3373             "training from 0 to 300 plot from 300 to 500\n"
3374           ]
3375         },
3376         {
3377           "output_type": "display_data",
3378           "data": {
3379             "text/plain": [
3380               "<Figure size 1152x288 with 1 Axes>"
3381             ],
3382             "image/png": "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\n"
3383           },
3384           "metadata": {
3385             "needs_background": "light"
3386           }
3387         }
3388       ],
3389       "source": [
3390         "plot_moisture(300,500)"
3391       ]
3392     },
3393     {
3394       "cell_type": "code",
3395       "source": [
3396         "plot_moisture(300,800)"
3397       ],
3398       "metadata": {
3399         "id": "y-C6IRFVxGUR",
3400         "colab": {
3401           "base_uri": "https://localhost:8080/",
3402           "height": 312
3403         },
3404         "outputId": "8b32b252-a7ec-4788-f945-d25ccfb2a4fc"
3405       },
3406       "execution_count": null,
3407       "outputs": [
3408         {
3409           "output_type": "stream",
3410           "name": "stdout",
3411           "text": [
3412             "training from 0 to 300 plot from 300 to 800\n"
3413           ]
3414         },
3415         {
3416           "output_type": "display_data",
3417           "data": {
3418             "text/plain": [
3419               "<Figure size 1152x288 with 1 Axes>"
3420             ],
3421             "image/png": "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\n"
3422           },
3423           "metadata": {
3424             "needs_background": "light"
3425           }
3426         }
3427       ]
3428     },
3429     {
3430       "cell_type": "code",
3431       "execution_count": null,
3432       "metadata": {
3433         "id": "TvlCtT0X2ejp",
3434         "colab": {
3435           "base_uri": "https://localhost:8080/",
3436           "height": 312
3437         },
3438         "outputId": "d13b41ac-eac5-4465-9f13-500a521857e2"
3439       },
3440       "outputs": [
3441         {
3442           "output_type": "stream",
3443           "name": "stdout",
3444           "text": [
3445             "training from 0 to 300 plot from 800 to 1200\n"
3446           ]
3447         },
3448         {
3449           "output_type": "display_data",
3450           "data": {
3451             "text/plain": [
3452               "<Figure size 1152x288 with 1 Axes>"
3453             ],
3454             "image/png": "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\n"
3455           },
3456           "metadata": {
3457             "needs_background": "light"
3458           }
3459         }
3460       ],
3461       "source": [
3462         "plot_moisture(800,1200)"
3463       ]
3464     },
3465     {
3466       "cell_type": "markdown",
3467       "metadata": {
3468         "id": "7W03QTo3c91t"
3469       },
3470       "source": [
3471         "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",
3472         "\n",
3473         "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? "
3474       ]
3475     },
3476     {
3477       "cell_type": "markdown",
3478       "metadata": {
3479         "id": "owEI4EtTo7Ek"
3480       },
3481       "source": [
3482         "A detailed view of rain episode:"
3483       ]
3484     },
3485     {
3486       "cell_type": "code",
3487       "execution_count": null,
3488       "metadata": {
3489         "id": "C_hoDjgtpMEJ",
3490         "colab": {
3491           "base_uri": "https://localhost:8080/",
3492           "height": 312
3493         },
3494         "outputId": "4142383f-7d19-45b8-c102-dacdd8bc1ccd"
3495       },
3496       "outputs": [
3497         {
3498           "output_type": "stream",
3499           "name": "stdout",
3500           "text": [
3501             "training from 0 to 300 plot from 900 to 1100\n"
3502           ]
3503         },
3504         {
3505           "output_type": "display_data",
3506           "data": {
3507             "text/plain": [
3508               "<Figure size 1152x288 with 1 Axes>"
3509             ],
3510             "image/png": "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\n"
3511           },
3512           "metadata": {
3513             "needs_background": "light"
3514           }
3515         }
3516       ],
3517       "source": [
3518         "plot_moisture(900,1100)"
3519       ]
3520     },
3521     {
3522       "cell_type": "markdown",
3523       "metadata": {
3524         "id": "DRraWhwdpSkV"
3525       },
3526       "source": [
3527         "It seems there is some rain that the model does not know about."
3528       ]
3529     },
3530     {
3531       "cell_type": "markdown",
3532       "metadata": {
3533         "id": "1STfnlT40rPX"
3534       },
3535       "source": [
3536         "## RNN for real data, no rain yet"
3537       ]
3538     },
3539     {
3540       "cell_type": "markdown",
3541       "metadata": {
3542         "id": "3cwY43iSnQ0t"
3543       },
3544       "source": [
3545         "#### Linear modeling by RELU - potential for generalization"
3546       ]
3547     },
3548     {
3549       "cell_type": "code",
3550       "execution_count": null,
3551       "metadata": {
3552         "id": "MotzNBvOnFvC",
3553         "colab": {
3554           "base_uri": "https://localhost:8080/"
3555         },
3556         "outputId": "e6127215-7ceb-4b20-ceba-45ae418095ff"
3557       },
3558       "outputs": [
3559         {
3560           "output_type": "stream",
3561           "name": "stdout",
3562           "text": [
3563             "10\n"
3564           ]
3565         },
3566         {
3567           "output_type": "execute_result",
3568           "data": {
3569             "text/plain": [
3570               "10"
3571             ]
3572           },
3573           "metadata": {},
3574           "execution_count": 68
3575         }
3576       ],
3577       "source": [
3578         "import numpy as np\n",
3579         "def RELU(x):\n",
3580         "  if x>0. :\n",
3581         "    return x\n",
3582         "  else:\n",
3583         "    return 0.\n",
3584         "\n",
3585         "# network computing z = a*x1 + b*x2 with offset c\n",
3586         "def linrelu(x,a,b,c):\n",
3587         "  y = np.dot(np.array([[a, b], [-a, -b] ]), x) + np.array([c, -c])\n",
3588         "  y[0]=RELU(y[0])\n",
3589         "  y[1]=RELU(y[1])\n",
3590         "  return(np.dot([1,-1],y))-c\n",
3591         "x = [1,2]\n",
3592         "a = 2\n",
3593         "b = 4\n",
3594         "c = 3\n",
3595         "print(a*x[0]+b*x[1])\n",
3596         "linrelu(x,a,b,c)"
3597       ]
3598     },
3599     {
3600       "cell_type": "markdown",
3601       "source": [
3602         "### Basic RNN on real data "
3603       ],
3604       "metadata": {
3605         "id": "-p6dcLua_udD"
3606       }
3607     },
3608     {
3609       "cell_type": "markdown",
3610       "source": [
3611         "Try with E average between drying and wetting"
3612       ],
3613       "metadata": {
3614         "id": "gSmbDPZIHbTr"
3615       }
3616     },
3617     {
3618       "cell_type": "code",
3619       "source": [
3620         "E = (Ed + Ew)/2\n",
3621         "print(Ed.shape,Ew.shape,rain.shape)\n",
3622         "first_rain=np.nonzero(rain>0)[0][0]\n",
3623         "print(first_rain)\n",
3624         "hours=first_rain\n",
3625         "E=E[:hours]\n",
3626         "data=obs_data[:hours]\n",
3627         "scale=False\n",
3628         "\n",
3629         "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
3630         "Et = np.reshape(E,[E.shape[0],1])\n",
3631         "datat = np.reshape(data,[data.shape[0],1])\n",
3632         "if scale:\n",
3633         "  scalerx = MinMaxScaler()\n",
3634         "  scalerx.fit(Et)\n",
3635         "  Et = scalerx.transform(Et)\n",
3636         "  scalery = MinMaxScaler()\n",
3637         "  scalery.fit(datat)\n",
3638         "  datat = scalery.transform(datat)"
3639       ],
3640       "metadata": {
3641         "id": "ymhNMZkoHfCl",
3642         "colab": {
3643           "base_uri": "https://localhost:8080/"
3644         },
3645         "outputId": "becdb133-1c93-4f78-ec73-80d2a91f31b3"
3646       },
3647       "execution_count": null,
3648       "outputs": [
3649         {
3650           "output_type": "stream",
3651           "name": "stdout",
3652           "text": [
3653             "(9218,) (9218,) (9218,)\n",
3654             "854\n"
3655           ]
3656         }
3657       ]
3658     },
3659     {
3660       "cell_type": "markdown",
3661       "source": [
3662         "Create the model again"
3663       ],
3664       "metadata": {
3665         "id": "DPcxv85XILdn"
3666       }
3667     },
3668     {
3669       "cell_type": "code",
3670       "source": [
3671         "# split data\n",
3672         "return_sequences=False\n",
3673         "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n",
3674         "                             return_sequences=return_sequences)\n",
3675         "print('x_train shape=',x_train.shape)\n",
3676         "samples, timesteps, features = x_train.shape\n",
3677         "print('y_train shape=',y_train.shape)\n",
3678         "# the simplest model possible\n",
3679         "activation=['linear','linear']\n",
3680         "hidden_units=3\n",
3681         "dense_units=1\n",
3682         "dense_layers=1\n",
3683         "features=1\n",
3684         "hours=Et.shape[0]\n",
3685         "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
3686         "# print('initial state=',h0)\n",
3687         "# statefull model version for traning\n",
3688         "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
3689         "                        dense_units=dense_units, \n",
3690         "                        batch_shape=(samples,timesteps,features),\n",
3691         "                        stateful=True,\n",
3692         "                        return_sequences=return_sequences,\n",
3693         "                        # initial_state=h0,\n",
3694         "                        activation=activation,\n",
3695         "                        dense_layers=dense_layers)\n",
3696         "# same model stateless for prediction on the entire dataset - to start onlg\n",
3697         "# the real application will switch to prediction after training data end\n",
3698         "# and start from the state there\n",
3699         "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
3700         "from keras.utils.vis_utils import plot_model\n",
3701         "plot_model(model_fit, to_file='model_plot.png', \n",
3702         "           show_shapes=True, show_layer_names=True)"
3703       ],
3704       "metadata": {
3705         "id": "gEkbHZSqIOq1",
3706         "colab": {
3707           "base_uri": "https://localhost:8080/",
3708           "height": 482
3709         },
3710         "outputId": "605facd8-323f-4b7b-a107-8942e769cbce"
3711       },
3712       "execution_count": null,
3713       "outputs": [
3714         {
3715           "output_type": "stream",
3716           "name": "stdout",
3717           "text": [
3718             "shape x =  (854, 1)\n",
3719             "shape y =  (854, 1)\n",
3720             "timesteps= 5\n",
3721             "trainsteps= 300\n",
3722             "staircase: samples= 296 timesteps= 5 features= 1\n",
3723             "return_sequences= False\n",
3724             "returning only the last timestep in a sample\n",
3725             "x_train shape= (296, 5, 1)\n",
3726             "y_train shape= (296, 1)\n",
3727             "model_fit input shape (296, 5, 1) output shape (296, 1)\n"
3728           ]
3729         },
3730         {
3731           "output_type": "execute_result",
3732           "data": {
3733             "image/png": "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\n",
3734             "text/plain": [
3735               "<IPython.core.display.Image object>"
3736             ]
3737           },
3738           "metadata": {},
3739           "execution_count": 70
3740         }
3741       ]
3742     },
3743     {
3744       "cell_type": "code",
3745       "source": [
3746         "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
3747         "                        input_shape=(hours,features),stateful = False,\n",
3748         "                        return_sequences=True,\n",
3749         "                        activation=activation,dense_layers=dense_layers)\n",
3750         "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
3751         "#                        activation=['linear', 'linear'])\n",
3752         "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
3753         "print(model_predict.summary())\n",
3754         "from keras.utils.vis_utils import plot_model\n",
3755         "plot_model(model_predict, to_file='model_plot.png', \n",
3756         "           show_shapes=True, show_layer_names=True)"
3757       ],
3758       "metadata": {
3759         "id": "jtFJQu33NqfL",
3760         "colab": {
3761           "base_uri": "https://localhost:8080/",
3762           "height": 601
3763         },
3764         "outputId": "edb0ca36-d8ba-48fc-eb43-5a420705c039"
3765       },
3766       "execution_count": null,
3767       "outputs": [
3768         {
3769           "output_type": "stream",
3770           "name": "stdout",
3771           "text": [
3772             "model_predict input shape (854, 1) output shape (854, 1, 1)\n",
3773             "Model: \"model_4\"\n",
3774             "_________________________________________________________________\n",
3775             " Layer (type)                Output Shape              Param #   \n",
3776             "=================================================================\n",
3777             " input_5 (InputLayer)        [(None, 854, 1)]          0         \n",
3778             "                                                                 \n",
3779             " simple_rnn_4 (SimpleRNN)    (None, 854, 3)            15        \n",
3780             "                                                                 \n",
3781             " dense_4 (Dense)             (None, 854, 1)            4         \n",
3782             "                                                                 \n",
3783             "=================================================================\n",
3784             "Total params: 19\n",
3785             "Trainable params: 19\n",
3786             "Non-trainable params: 0\n",
3787             "_________________________________________________________________\n",
3788             "None\n"
3789           ]
3790         },
3791         {
3792           "output_type": "execute_result",
3793           "data": {
3794             "image/png": "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\n",
3795             "text/plain": [
3796               "<IPython.core.display.Image object>"
3797             ]
3798           },
3799           "metadata": {},
3800           "execution_count": 71
3801         }
3802       ]
3803     },
3804     {
3805       "cell_type": "code",
3806       "source": [
3807         "# fitting\n",
3808         "DeltaE = 0\n",
3809         "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",
3810         "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n",
3811         "w=model_fit.get_weights()\n",
3812         "for i in range(len(w)):\n",
3813         "  print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n",
3814         "  for j in range(w[i].shape[0]):\n",
3815         "    if w[i].ndim==2:\n",
3816         "      for k in range(w[i].shape[1]):\n",
3817         "        w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n",
3818         "    else:\n",
3819         "      w[i][j]=w_initial[i][0]\n",
3820         "model_fit.set_weights(w)\n",
3821         "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n",
3822         "w_fitted=model_fit.get_weights()\n",
3823         "for i in range(len(w)):\n",
3824         "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
3825       ],
3826       "metadata": {
3827         "id": "wuxh5pq0OMSa",
3828         "colab": {
3829           "base_uri": "https://localhost:8080/"
3830         },
3831         "outputId": "89679c73-b97d-45db-bbca-a5558219a59c"
3832       },
3833       "execution_count": null,
3834       "outputs": [
3835         {
3836           "output_type": "stream",
3837           "name": "stdout",
3838           "text": [
3839             "weight 0 shape (1, 3) ndim 2 given (1, 1)\n",
3840             "weight 1 shape (3, 3) ndim 2 given (1, 1)\n",
3841             "weight 2 shape (3,) ndim 1 given (1,)\n",
3842             "weight 3 shape (3, 1) ndim 2 given (1, 1)\n",
3843             "weight 4 shape (1,) ndim 1 given (1,)\n",
3844             "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[0.07034745 0.08561491 0.5304327 ]]\n",
3845             "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[0.23846887 0.23250589 0.06510134]\n",
3846             " [0.24249965 0.23676682 0.0753836 ]\n",
3847             " [0.35294366 0.35135192 0.30044952]]\n",
3848             "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.9661162 0.9651121 0.9140463]\n",
3849             "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[ 0.36586463]\n",
3850             " [ 0.34766692]\n",
3851             " [-0.20272107]]\n",
3852             "weight 4  exact: [-0.] :  initial: [-1.]  fitted: [0.36931822]\n"
3853           ]
3854         }
3855       ]
3856     },
3857     {
3858       "cell_type": "code",
3859       "source": [
3860         "# evaluate model\n",
3861         "model_predict.set_weights(w_fitted)\n",
3862         "x_input=np.reshape(Et,(1, hours, 1))\n",
3863         "y_output = model_predict.predict(x_input)\n",
3864         "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
3865         "print(shift)\n",
3866         "m = np.reshape(y_output,hours)\n",
3867         "print('weights=',w)\n",
3868         "if scale:\n",
3869         "    print('scaling')\n",
3870         "    m = scalery.inverse_transform(m)\n",
3871         "m = np.reshape(m,hours)\n",
3872         "hour=np.array(range(hours))\n",
3873         "title=\"First RNN forecast\"\n",
3874         "plt.figure(figsize=(16,4))\n",
3875         "plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
3876         "# print(len(hour),len(m_f))\n",
3877         "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n",
3878         "if m is not None:\n",
3879         "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
3880         "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
3881         "plt.title(title) \n",
3882         "plt.legend()\n"
3883       ],
3884       "metadata": {
3885         "id": "uJz1EgPyRTEH",
3886         "colab": {
3887           "base_uri": "https://localhost:8080/",
3888           "height": 417
3889         },
3890         "outputId": "7df732c7-6c46-4943-d743-28461a4364fc"
3891       },
3892       "execution_count": null,
3893       "outputs": [
3894         {
3895           "output_type": "stream",
3896           "name": "stdout",
3897           "text": [
3898             "x_input.shape= (1, 854, 1) y_output.shape= (1, 854, 1)\n",
3899             "0.0\n",
3900             "weights= [array([[0.09516259, 0.09516259, 0.09516259]], dtype=float32), array([[0.30161247, 0.30161247, 0.30161247],\n",
3901             "       [0.30161247, 0.30161247, 0.30161247],\n",
3902             "       [0.30161247, 0.30161247, 0.30161247]], dtype=float32), array([0., 0., 0.], dtype=float32), array([[0.33333334],\n",
3903             "       [0.33333334],\n",
3904             "       [0.33333334]], dtype=float32), array([-1.], dtype=float32)]\n"
3905           ]
3906         },
3907         {
3908           "output_type": "execute_result",
3909           "data": {
3910             "text/plain": [
3911               "<matplotlib.legend.Legend at 0x7f2ea5564710>"
3912             ]
3913           },
3914           "metadata": {},
3915           "execution_count": 73
3916         },
3917         {
3918           "output_type": "display_data",
3919           "data": {
3920             "text/plain": [
3921               "<Figure size 1152x288 with 1 Axes>"
3922             ],
3923             "image/png": "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\n"
3924           },
3925           "metadata": {
3926             "needs_background": "light"
3927           }
3928         }
3929       ]
3930     },
3931     {
3932       "cell_type": "code",
3933       "source": [
3934         "# plot subinterval only\n",
3935         "def plot_int(lb=0,ub=hours,title=\"RNN forecast\"):\n",
3936         "  hour=np.array(range(hours))\n",
3937         "  plt.figure(figsize=(16,4))\n",
3938         "  plt.plot(hour[lb:ub],E[lb:ub],linestyle='--',c='r',label='Equilibrium data')\n",
3939         "  plt.scatter(hour[lb:ub],data[lb:ub],c='b',label='data=10-h fuel data')\n",
3940         "  if lb <= h2:\n",
3941         "    ub1 = min(h2,ub)\n",
3942         "    plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='filtered')\n",
3943         "  if ub >= h2:\n",
3944         "    lb1 = max(h2,lb)\n",
3945         "    plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='forecast')\n",
3946         "  plt.title(title) \n",
3947         "  plt.legend()"
3948       ],
3949       "metadata": {
3950         "id": "VSwtgKPJPnH4"
3951       },
3952       "execution_count": null,
3953       "outputs": []
3954     },
3955     {
3956       "cell_type": "code",
3957       "source": [
3958         "plot_int()"
3959       ],
3960       "metadata": {
3961         "id": "vCjk9hZtkFym",
3962         "colab": {
3963           "base_uri": "https://localhost:8080/",
3964           "height": 281
3965         },
3966         "outputId": "b2c1bce0-22ad-4f57-de58-2b33d43ed433"
3967       },
3968       "execution_count": null,
3969       "outputs": [
3970         {
3971           "output_type": "display_data",
3972           "data": {
3973             "text/plain": [
3974               "<Figure size 1152x288 with 1 Axes>"
3975             ],
3976             "image/png": "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\n"
3977           },
3978           "metadata": {
3979             "needs_background": "light"
3980           }
3981         }
3982       ]
3983     },
3984     {
3985       "cell_type": "code",
3986       "source": [
3987         "plot_int(0,300)"
3988       ],
3989       "metadata": {
3990         "id": "Sd3fDOnvmmdp",
3991         "colab": {
3992           "base_uri": "https://localhost:8080/",
3993           "height": 281
3994         },
3995         "outputId": "c0a5278a-68f3-4899-afc9-3e92fd5b016c"
3996       },
3997       "execution_count": null,
3998       "outputs": [
3999         {
4000           "output_type": "display_data",
4001           "data": {
4002             "text/plain": [
4003               "<Figure size 1152x288 with 1 Axes>"
4004             ],
4005             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA54AAAEICAYAAAA3LyuQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3hU1dYG8HcnobcgRZFIl04KhGboFkApIkgRFRRFbKifInpBQRHFC2JDRRRFpSpIQO6Fi0gVREgwIE0l9B4CgRQCKfv7Y2VCSDKTKedMy/t7njyTzJyzz5pkMnPW2XuvrbTWICIiIiIiIjJLgKcDICIiIiIiIv/GxJOIiIiIiIhMxcSTiIiIiIiITMXEk4iIiIiIiEzFxJOIiIiIiIhMxcSTiIiIiIiITMXEk4iIyElKqSil1D9KqRSl1L2ejoeIiMhbMfEkIiKfp5Q6rJS6nJMAnlZKzVFKlc/z+ByllFZKtclzXwOllM7z83qlVLpS6pY8992hlDps49BvApihtS6vtY42+GkZLud30MDTcRARUfHDxJOIiPxFb611eQDhACIAvJrv8fMA3iqijVQArzlwzNoA9jiwfS6lVJAz+xEREfkiJp5ERORXtNanAfwPkoDm9Q2AUKVUZxu7fwRgiFKqflHHUUrFA6gH4KecntZSSqmblVLLlVLnlVIHlFKP59l+olJqsVJqrlLqEoDhSqlKSqnZSqlTSqkTSqm3lFKBefZ5XCm1TymVrJTaq5RqmXP/K0qp+Dz398uzTwOl1Aal1EWl1Dml1KKc+zfmbLIzJ95BRT1HIiIiozDxJCIiv6KUCgHQE8CBfA+lAXgbwGQbu58A8AWAN4o6jta6PoCjyOlp1VpfAbAQwHEANwMYAOBtpVS3PLv1BbAYQDCAeQDmAMgE0ADSS3sXgMdynsf9ACYCeBhARQB9ACTmtBMPoCOASjmxzlVK1ch5bBKA1QAqAwgB8HFOvJ1yHg/LiXdRUc+RiIjIKEw8iYjIX0QrpZIBHANwFsCEQrb5HEAtpVRPG+28A6C3UqqZIwfPmRsaBWCs1jpdax0H4EtI4mjxm9Y6WmudDUkm7wbwvNY6VWt9FsD7AAbnbPsYgH9rrbdrcUBrfQQAtNY/aK1Paq2zcxLIfwBY5q9mQIYA35wTx6+OPA8iIiIzMPEkIiJ/ca/WugKALgAaA6iaf4OcXslJOV+F0lonAJgBKRzkiJsBnNdaJ+e57wiAmnl+Ppbn+9oASgA4pZRKUkolQRLj6jmP3wLp2SxAKfWwUiouz37Nce35vgxAAdimlNqjlHrUwedBRERkOCaeRETkV7TWGyBDWKdZ2eRryFDX+2w0MxVAVwCtHDj0SQA3KKUq5LmvFmT4bm54eb4/BuAKgKpa6+Ccr4pa62Z5Hi8w11QpVRsyHPgZAFW01sEAdkOSTWitT2utH9da3wzgCQCfspItERF5GhNPIiLyRx8AuFMpFZb/Aa11JmQY7lhrO2utkwC8B+k9tIvW+hiALQDeUUqVVkqFAhgBYK6V7U9B5mK+p5SqqJQKUErVz1P86EsALymlWinRICfpLAdJYBMAQCn1CKTHEzk/358zzxUALuRsm53z8xlIQSQiIiK3YuJJRER+J2e47LcAXreyyQIAp4po5kMAWQ4eegiAOpDez6UAJmit19jY/mEAJQHshSSJiwHUAGQeJ6QQ0nwAyQCiAdygtd4LSYp/gySSLQBsztNmawC/K6VSACwH8JzW+mDOYxMBfJMzRHegg8+NiIjIaUprXfRWRERERERERE5ijycRERERERGZioknERERERERmYqJJxEREREREZmKiScRERERERGZKsidB6tataquU6eOOw9JREREREREbhIbG3tOa10t//1uTTzr1KmDmJgYdx6SiIiIiIiI3EQpdaSw+znUloiIiIiIiEzFxJOIiIiIiIhMVWTiqZT6Sil1Vim1O9/9zyql9iul9iil/m1eiEREREREROTL7JnjOQfADADfWu5QSnUF0BdAmNb6ilKqujnhERERERGRJ2RkZOD48eNIT0/3dCjkhUqXLo2QkBCUKFHCru2LTDy11huVUnXy3f0kgCla6ys525x1ME4iIiIiIvJix48fR4UKFVCnTh0opTwdDnkRrTUSExNx/Phx1K1b1659nJ3j2RBAR6XU70qpDUqp1tY2VEqNVErFKKViEhISnDwcERERERG5U3p6OqpUqcKkkwpQSqFKlSoO9YY7m3gGAbgBQDsAYwB8r6y8IrXWs7TWkVrryGrVCiznQkREREREXopJJ1nj6GvD2cTzOIAftdgGIBtAVSfb8j0XLgCffw5cverpSIiIiIiIiLyes4lnNICuAKCUagigJIBzRgXl9TIzgYULgfvvZ/JJRERERGSSwMBAhIeH535NmTLF6bZuu+02AMDhw4fRvHlzAEBMTAxGjx4NAJg4cSKmTZvmUFtmsiee6Oho7N271/RYjFBkcSGl1AIAXQBUVUodBzABwFcAvspZYuUqgGFaa21moF6lWjWgf3/g2WeBAQOAH34ASpXydFRERERERH6lTJkyiIuLM6StLVu2FLgvMjISkZGRdreRmZmJoKCgQtvyhOjoaPTq1QtNmzb1dChFKrLHU2s9RGtdQ2tdQmsdorWerbW+qrV+UGvdXGvdUmu91h3Beo1Fi4COHYEZM4CffgIef9zTERERERERFRurVq1C48aN0bJlS4wePRq9evUCULCXsHnz5jh8+DAAoHz58gXaWb9+fe6+ALBz5060b98et956K7744ovcbTp27Ig+ffrkJniWtvLv/8wzz2DOnDkAgDp16uDVV19FeHg4IiMjsWPHDnTv3h3169fHzJkzC31ekydPRsOGDdGhQwf89ddfufd/8cUXaN26NcLCwtC/f3+kpaVhy5YtWL58OcaMGYPw8HDEx8cXup23sGcdT8orOxt49FFJNj/4AIiNBX78EdAa4ORrIiIiIvJXXboUvG/gQOCpp4C0NODuuws+Pny4fJ07JyMF81q/vshDXr58GeHh4bk/v/rqq+jbty8ef/xxrF27Fg0aNMCgQYMceRY27dq1C1u3bkVqaioiIiJwzz33AAB27NiB3bt32710iEWtWrUQFxeHF154AcOHD8fmzZuRnp6O5s2bY9SoUddtGxsbi4ULFyIuLg6ZmZlo2bIlWrVqBQC477778HhOZ9f48eMxe/ZsPPvss+jTpw969eqFATm/2+Dg4EK38wZMPB118KD8Y4WGys99+wLly8u8TzsXTyUiIiIioqIVNtQ2Li4OdevWxa233goAePDBBzFr1ixDjte3b1+UKVMGZcqUQdeuXbFt2zYEBwejTZs2DiedANCnTx8AQIsWLZCSkoIKFSqgQoUKKFWqFJKSkhAcHJy77aZNm9CvXz+ULVv2un0BYPfu3Rg/fjySkpKQkpKC7t27F3o8e7fzBCaejtq1S27zJp59+3ouHiIiIiIid7DVQ1m2rO3Hq1a1q4fTVUFBQcjOzs792ZF1JoGCS4RYfi5XrpxTxyuVUwcmICAg93vLz5mZmXbHNXz4cERHRyMsLAxz5szBeiu/S3u38wRnq9oWX7t2AQEBQN4JvFevAikpnouJiIiIiKiYaNy4MQ4fPoz4+HgAwIIFC3Ifq1OnDnbs2AFAhsceOnTIobaXLVuG9PR0JCYmYv369WjdurXN7WvXro29e/fiypUrSEpKwi+//OLgs7mmU6dOiI6OxuXLl5GcnIyffvop97Hk5GTUqFEDGRkZmDdvXu79FSpUQHJycpHbeQMmno7atQu49Va5qgMA6eny/fvvezYuIiIiIiI/Y5njafl65ZVXULp0acyaNQv33HMPWrZsierVq+du379/f5w/fx7NmjXDjBkz0LBhQ4eOFxoaiq5du6Jdu3Z47bXXcPPNN9vc/pZbbsHAgQPRvHlzDBw4EBEREU49TwBo2bIlBg0ahLCwMPTs2fO6pHfSpElo27YtoqKi0Lhx49z7Bw8ejKlTpyIiIgLx8fFWt/MGyp2roERGRuqYmBi3Hc8UKSnAqVOSfFrUrAnceSeQU8GKiIiIiMjX7du3D02aNPF0GEVav349pk2bhhUrVng6lGKnsNeIUipWa11gjRr2eDqqfPnrk04AaNAAyOnqJyIiIiIiousx8XTEvn3Aq68CJ05cf3/9+kw8iYiIiIg8oEuXLuzt9AFMPB2xcSMwZQqQkXH9/fXry/Db1FTPxEVEREREROTFuJyKI3btAipWBGrXvv7+7t2BkiWBPKWUiYiIiIiISDDxdMSuXbJ+Z771fRAZKV9ERERERERUAIfa2kvra4lnYY4cAY4dc29MREREREREPoCJp70SEqSns3nzwh+PiADeece9MRERERER+bGPPvoITZo0QeXKlTFlyhQAwMSJEzFt2jQAwJw5c3Dy5ElTjn348GE0t3buTw7jUFt7Va8OXLhgfR5ngwbAgQPujYmIiIjIm/3+O1CrFlCjhqcjIR/16aefYs2aNQgJCSn08Tlz5qB58+a4+eab7W4zMzMTQUFMg9yNPZ6OUAoIDCz8MS6pQkRERHTNlSvAkCHA/fd7OhLyUaNGjcLBgwfRs2dPvP/++3jmmWeue3zx4sWIiYnB0KFDER4ejsuXLyM2NhadO3dGq1at0L17d5w6dQqALLny/PPPIzIyEh9++KHV7WJjYxEWFoawsDB88sknbn/O/oypvr0++gjYswf4/PPCH69fH/jhB1lqpUQJ98ZGRERE5G0++ww4dAh47jlg2zagTRtPR0QueP755xEXF2dom+Hh4fjggw+sPj5z5kysWrUK69atK3SdzgEDBmDGjBmYNm0aIiMjkZGRgWeffRbLli1DtWrVsGjRIowbNw5fffUVAODq1auIiYlBRkYGOnfuXOh2jzzyCGbMmIFOnTphzJgxhj7f4o6Jp71WrwaOH7f+eP36QFaWFBlq0MB9cRERERF5m6QkYNIk4K67gEWLgCVLZD10IhP99ddf2L17N+68804AQFZWFmrkGeY9aNAgm9slJSUhKSkJnTp1AgA89NBDWLlypZufhf8qMvFUSn0FoBeAs1rr5vkeexHANADVtNbnzAnRS/z9NxAebv3xbt2ABQuAatXcFxMRERGRN3rnHamN8e9/A19+CcyZI3UyAjjLy1fZ6pn0FlprNGvWDL/99luhj5crV87mdklJSabHWJzZ898/B0CP/HcqpW4BcBeAowbH5H0yMmSoSMOG1repXRsYPBioVMl9cRERERF5m+xsYP9+YMwYICwMaNkSSElhEUYyRYUKFZCcnAwAaNSoERISEnITyoyMDOzZs6fAPta2Cw4ORnBwMH799VcAwLx589z0LIqHIhNPrfVGAOcLeeh9AC8D0EYH5XUOHwYyM4Fbb7W93R9/cBgJERERFW8BAcCyZcC778rPLVvK7Y4dnouJ/Nbw4cMxatQohIeHIysrC4sXL8bYsWMRFhaG8PBwbNmypcA+JUuWtLrd119/jaeffhrh4eHQ2v/THHdS9vxClVJ1AKywDLVVSvUF0E1r/ZxS6jCASGtDbZVSIwGMBIBatWq1OnLkiDGRu1NsLDBsGPDVV7YnxnfqBFy9Cmzd6r7YiIiIiLxZRgZQvjwwejQwdaqnoyEH7Nu3D02aNPF0GOTFCnuNKKVitdaR+bd1eKC9UqosgH8BeN2e7bXWs7TWkVrryGq+Ov+xVStg9+6iq7F16CBJamqqe+IiIiIi8jbx8UDduoClCmmJEsDatcDLL3s2LiLyKGdmeNcHUBfAzpzezhAAO5RSNxkZmE/q2FGG5P7+u6cjISIiIvKMixevTVOyiIpiAUaiYs7hxFNr/afWurrWuo7Wug6A4wBaaq1PGx6dtxgyBHj66aK3a98eUArImZBMREREVOykpcltTgVRAMCxY8CUKcDJk56JiYg8rsjEUym1AMBvABoppY4rpUaYH5aX2bwZyKmWZVNwMBAaysSTiIiIii/LlKO8iefp08CrrwJWlrkgIv9X5DqeWushRTxex7BovFFamlyls7WUSl6LFgE1a5obExEREZG3siSeZcteu69FCyAoSGph9O/vmbiIyKOKTDyLPcuaU/Ymno0amRcLERERkbe78Ubg3nuBqlWv3Ve6NNCsGbB9O6C1TE0iomLFmeJCxcvff8utvYlnVhbw+uvAkiXmxURERETkraKigKVLgZCQ6+9v0wZYswYYPNgzcZFP+uijj9CkSRMMHTrU06EgOjoae/fu9XQYPos9nkWpWBHo0QNo0MC+7QMDgblzgT17OJSEiIiIyGLqVKBtW6B6dU9HQj7k008/xZo1axCS/0JGITIzMxEUZF56Ex0djV69eqFp06amHcOfscezKHfdBaxcKQsf26tDB2DTJhlKQkRERFScTJ0qS6fkXU4FACpVAkaMAHr3lnOr7t2BjAzPxEg+YdSoUTh48CB69uyJ9957D/feey9CQ0PRrl077Nq1CwAwceJEPPTQQ4iKisJDDz2EhIQE9O/fH61bt0br1q2xefNmAEBKSgoeeeQRtGjRAqGhoViSMzrxySefRGRkJJo1a4YJEybkHvuVV15B06ZNERoaipdeeglbtmzB8uXLMWbMGISHhyM+Pt79vxAfxx7PojgzD6FjR+C774B//rF/iC4RERGRP7hwQdbytNXzdPkysHq1rH3eoYP7YiPnPf88EBdnbJvh4cAHH1h9eObMmVi1ahXWrVuHN954AxEREYiOjsbatWvx8MMPIy4nnr179+LXX39FmTJl8MADD+CFF15Ahw4dcPToUXTv3h379u3DpEmTUKlSJfz5558AgAsXLgAAJk+ejBtuuAFZWVm4/fbbsWvXLtSsWRNLly7F/v37oZRCUlISgoOD0adPH/Tq1QsDBgww9vdQTDDxLErjxsCddwIzZti/T8eOcrtpExNPIiIiKl5SU69fSqUwXbvKhf01a5h4kl1+/fXX3F7Kbt26ITExEZcuXQIA9OnTB2XKlAEArFmz5rp5mJcuXUJKSgrWrFmDhQsX5t5fuXJlAMD333+PWbNmITMzE6dOncLevXvRtGlTlC5dGiNGjECvXr3Qq1cvdz1Nv8bE0xatZSmV0qUd269RI6BuXeD8eXPiIiIiIvJWqanXL6VSmMqVgchISTwnTnRLWOQiGz2TnlYuz4WO7OxsbN26FaXtOH8/dOgQpk2bhu3bt6Ny5coYPnw40tPTERQUhG3btuGXX37B4sWLMWPGDKxdu9bMp1AscI6nLcnJMhTkppsc208pID4eGDPGnLiIiIiIvFVaWtE9ngBwxx3A1q1ATq8VkS0dO3bEvHnzAADr169H1apVUbFixQLb3XXXXfj4449zf7YMx73zzjvxySef5N5/4cIFXLp0CeXKlUOlSpVw5swZrFy5EoDMB7148SLuvvtuvP/++9i5cycAoEKFCkhOTjbtOfo7Jp62nD4ttzfe6Pi+XJ+KiIiIiqMOHQB75sD16AHcfjtw7pz5MZHPmzhxImJjYxEaGopXXnkF33zzTaHbffTRR4iJiUFoaCiaNm2KmTNnAgDGjx+PCxcuoHnz5ggLC8O6desQFhaGiIgING7cGA888ACioqIAAMnJyejVqxdCQ0PRoUMHTJ8+HQAwePBgTJ06FRERESwu5ASl3Vh5NTIyUsfExLjteC7buBHo3Fkmv995p2P7HjsG9OkDjB/PZVWIiIiIyOfs27cPTZo08XQY5MUKe40opWK11pH5t2WPpy1VqwKjRgG33ur4vjfdBPz9N7Bhg/FxEREREXkrRzs1Ll40Jw4i8ipMPG1p2hT47DOgTh3H9y1RAmjXDvj1V8PDIiIiIvJaERHAoEH2bTtnDnDDDcCpU6aGRESex8TTltRUICvL+f07dgR27uSkeSIiIio+UlJsr+GZV4sWQHa2TG8iIr/GxNOW554Datd2fv8OHeTNdMsW42IiIiIi8mb2LKdi0bw5EBgI/PmnuTERkccx8bTl9GmgenXn92/XToaaVKpkXExERERE3sze5VQAoFQpoGFDYM8ec2MiIo+zcxxEMXXmjONreOZVvjywcKFx8RARERF5M60d6/EEgGbNgJy1FonIf7HH05bTp51bwzO/Q4eA9HTX2yEiIiLyZloDo0fLdCN7DRsGPP+8eTGR35g4cSKmTZtmc5vo6Gjs3bvXkOP16NEDwcHB6NWr13X3Hzp0CG3btkWDBg0waNAgXL16tdD9y5cvX+Qxrly5gjvuuAPh4eFYtGiRwzGuX7++QHyF6dKlC4pa1vKDDz5AWlqawzHYq8jEUyn1lVLqrFJqd577piql9iuldimlliqlgk2L0FO0dr3HEwA2bwbq1ZO1QImIiIj8WUAAMH06cPfd9u/Tqxfw9NPmxUTFipGJ55gxY/Ddd98VuH/s2LF44YUXcODAAVSuXBmzZ892+hh//PEHACAuLg6D7K0GbRKPJ54A5gDoke++nwE011qHAvgbwKsGx+V5mZnAhAlA9+6utdOmjczxjI42Ji4iIiIib5WVJUNts7Pt30dr4J9/gKNHzYuL3GLePFmFMCBAbufNc73NyZMno2HDhujQoQP++uuv3Pu/+OILtG7dGmFhYejfvz/S0tKwZcsWLF++HGPGjEF4eDji4+ML3c5et99+OypUqHDdfVprrF27FgMGDAAADBs2DNE2zvPHjRuHsLAwtGvXDmfOnLnusbNnz+LBBx/E9u3bc+OtU6cOzp07BwCIiYlBly5dAACpqal49NFH0aZNG0RERGDZsmU2Y798+TIGDx6MJk2aoF+/frh8+XLuY08++SQiIyPRrFkzTJgwAQDw0Ucf4eTJk+jatSu6du1qdTtXFJl4aq03Ajif777VWuvMnB+3AghxORJvU6IEMG4ckPPHdqmde+4Bli+XZJaIiIjIX8XHO17jIitLllX5+GPz4iLTzZsHjBwJHDki1xKOHJGfXUk+Y2NjsXDhQsTFxeG///0vtm/fnvvYfffdh+3bt2Pnzp1o0qQJZs+ejdtuuw19+vTB1KlTERcXh/r16xe6ncQ7D+Hh4QW+LAmlNYmJiQgODkZQzpJBISEhOHHiRKHbpqamol27dti5cyc6deqEL7744rrHq1evji+//BIdO3bMjdeayZMno1u3bti2bRvWrVuHMWPGIDU11er2n332GcqWLYt9+/bhjTfeQGxs7HVtxcTEYNeuXdiwYQN27dqF0aNH4+abb8a6deuwbt06q9u5wojiQo8CsDogWSk1EsBIAKhVq5YBh3OT5GTg4kWgRg0p8+2Ke+8F5s+XZVU6dTImPiIiIiJvY+lNcqS4UFAQ0KQJK9v6uHHjrv35LdLS5P6hQ51rc9OmTejXrx/K5rye+vTpk/vY7t27MX78eCQlJSElJQXdrYxStLbd0KFDMdTZwOxUsmTJ3PmXrVq1ws8//+x0W6tXr8by5ctz57imp6fjqI1RAhs3bsTo0aMBAKGhoQgNDc197Pvvv8esWbOQmZmJU6dOYe/evdc97uh29nIp8VRKjQOQCcDqtQyt9SwAswAgMjJSu3I8t/rpJ/kv2btX3gxd0aMHULKkDLdl4klERET+ytIDY+9yKhbNmwMbNhgfD7mNtRzIrBHUw4cPR3R0NMLCwjBnzhysX7/eoe3mzZuHqVOnFti+QYMGWLx4sdXjVqlSBUlJScjMzERQUBCOHz+OmjVrIisrC61atQIgCfKbb76JEiVKQCkFAAgMDESmHaMfg4KCkJ0zVD09T3FSrTWWLFmCRo0aXbd9/uG7RTl06BCmTZuG7du3o3Llyhg+fPh1x3F0O0c4XdVWKTUcQC8AQ7XWvpNQ2svyR3S1uBAAVKggiey//uV6W0RERETeypJ4OtLjCUjieeyYjDYjn2RtYKMrAx47deqE6OhoXL58GcnJyfjpp59yH0tOTkaNGjWQkZGBeXnG81aoUAHJyclFbjd06FDExcUV+LKVdAKAUgpdu3bN3e6bb75B3759ERgYmNvGm2++6fRzrlOnTu6w2CVLluTe3717d3z88cewpF2WokTWdOrUCfPnzwcgvb6WYbKXLl1CuXLlUKlSJZw5cwYrV67M3Sfv787Wds5yKvFUSvUA8DKAPlpr80ofedLp09JLGWxQwd677gKqVjWmLSIiIiJvZBlr6UyPJ8Dhtj5s8uSC1xvKlpX7ndWyZUsMGjQIYWFh6NmzJ1q3bp372KRJk9C2bVtERUWhcePGufcPHjwYU6dORUREBOLj461uZ4+OHTvi/vvvxy+//IKQkBD873//AwC8++67mD59Oho0aIDExESMGDHC+SeZz4QJE/Dcc88hMjISgXmm+7322mvIyMhAaGgomjVrhtdee81mO08++SRSUlLQpEkTvP7667m9sWFhYYiIiEDjxo3xwAMPICoqKnefkSNHokePHujatavN7ZyliuqsVEotANAFQFUAZwBMgFSxLQUgMWezrVrrUUUdLDIyUhe1fozXGDYMWLfOuPEBWgOffSaJ7AMPGNMmERERkTfZswdYsEDW8qxe3f79EhNlqG2XLsANN5gWHjlm3759aOLAlLN582RO59Gj0tM5ebLz8zvJNxT2GlFKxWqtI/NvW2TiaSSfSjy7dwcuXAC2bTOuzbZtpcrtr78a16ZZ0tJk7dF77pGYiYiIiKhYcTTxpOLHkcTT6Tmefu+ZZ4CXXza2zbZtgT/+kLLh3u7FF4F+/YCePaW3loiIiKgoly4BZ886d+6wYwfw44/Gx0REXoGJpzW9ewNFrOPjsFatpCcxz+K3XmnrVuDzz6Ua74gRQE41LiIiIiKbPv4YuPFGICPD8X0//RQYVeTMLXIzf6whSsZw9LXBxLMw2dmSfJ0/b2y7kTk9znkWcPU6mZnypn/zzcD33wNDhsiQ43Xr2PNJREREtqWmyrqcJUs6vm+zZkBCgvSYklcoXbo0EhMTmXxSAVprJCYmonTp0nbv49I6nn4rIQFo3x6YMQN4+mnj2m3cGKhUCTh50rg2jRYfL0vJzJghy8AAwHffAc89J3HXqOHZ+IiIiMh7paY6vpSKRbNmcrtvn2OFicg0ISEhOH78OBISEjwdCnmh0qVLIyQkxFasRJcAACAASURBVO7tmXgWxsg1PPMKDJSk1puL9TRqBPzzz/Vl0END5XbnTiaeREREZF1amuNLqVg0bSq3e/cCnTsbFxM5rUSJEqhbt66nwyA/waG2hTl9Wm5vvNH4tr056czKkuG05ctfP6/TknjmLDxLREREVKjUVOcTz5o1ZbTV3r3GxkREXoGJZ2EsiafRPZ6AVGzr2hXYv9/4tl21ejVQpkzBOag33ACEhEiPJxEREZE1DzwAvPKKc/sqBfz2G/D228bGRERegUNtC2MZamtGj2fp0sD69bI+aOPGxrfviqNHgStXCn/eYWHs8SQiIiLbevVybX/LPE8i8jvs8SxM//7AN9/IkFOjNWokQ1C8sbLt0aMyD7WweZxvvilFhoiIiIisOXgQOHXK+f337AH+9S/g4kXjYiIir8Aez8LUqydfZggMBMLDvTPxPHJEhtQGBhZ8rGVL98dDREREvqVfP6BuXSA62rn9Dx8G3nlHek5vu83Q0IjIs9jjmZ/WwIIFkoSZJTIS+OMPKebjTY4eBWrVKvyxK1eAb78Ftm93b0xERETkO1xZTgUAmjSRWxYYIvI7TDzzO3lSJsavWGHeMTp1Ajp2BC5cMO8YzhgwAHjwwcIfCwwEnngCWLjQvTERERGR73BlORUAqF1bCh0y8STyO0w889u9W26bNzfvGPfdB6xaBVStat4xnDF6NDByZOGPBQXJ74SVbYmIiMgaV5ZTAeRCd+PGwL59xsVEnnf6tBSq/P57T0dCHsTEM789e+TWHVXVzBzO66grV4CzZ2WosTWhoZJ42tqGiIiIiietXR9qCwBNmwLHjhkTk6dZlugrzjIzgUGDZHWERYs8HQ15EBPP/HbvluVEzO6N/PFHoE4dICbG3OPYKzZWnveqVda3CQsDzp3jmygREREV7vPPpcCQK2bNAv7805h4PGnTJilWWdx7+bSW+ib16gEbN7IDoxhj4pnfnj3mDrO1uP12Wa7l44/NP5Y9LL2v1ooLAdLjCVwbjkxERERkoRQwYgTQurVr7ZQtK235qlWrpIMhMlK+HnwQWL3a01F5TokSwHvvAePHSwfGX395OiLykCITT6XUV0qps0qp3Xnuu0Ep9bNS6p+c28rmhulGS5cCn3xi/nEqVQKGD5diPWfOmH+8ohw9Kre33GJ9m/btZW2uO+5wT0xERETkO9LTgd9/BxITXWsnKQl4+GHgP/8xJi53OnAAGDIEmDRJEq7ly6VS7333AX//7eno3G/sWOCbb+T7++6T883GjT0bE3mMPT2ecwD0yHffKwB+0VrfCuCXnJ/9w803A40auedYzzwDXL0qQ0o87ehRIDgYqFjR+jalSgE33SRXITlMgoiIiPI6ehRo1w5YudK1dsqXlwvzmzYZE5c7vf22LJf3449SmDE4WIbapqYC69d7Ojr3ys6WzpwdO+TnSpVsd3CQ3ysy8dRabwRwPt/dfQHkXL7ANwDuNTguz/jjD+Ddd923zEmjRkCPHsDXX3s+kbO1hmdeZ87IMGFnF4YmIvJXhw4Bc+Z4/v2cyFPS0uTWlaq2gCRsjRpdK/joS7Ztk2Xz6ta9dl+DBjJqzNbFfX906JAk3JapWoAMOX7sMb5PFlPOzvG8UWt9Kuf70wButLahUmqkUipGKRWTkJDg5OHcZPVq4JVX3Duv4KOP5E3KzGO+/75M5rZlxAjg5ZeLbqtKFeD4ceCNN+RKFhERyQlWx47AI48Akyd7Ohoiz0hNlVtXE09AChpaeso87dtvpafu0iXb26WmyjIwrVpdf39gILBlCzB4sHkxeqNdu+Q2b+J56BAwe7YMSaZix+XiQlprDcDqZQut9SytdaTWOrJatWquHs5cu3cDISEyLMJdbr3V3Aq6Fy4AL74IDBggy6VYc++9wNChRbcXFAS89posq8JeTyIiERQkJ6a9esl7ZHGvYknFkyXxdHU5FQBo0wY4eRI4ccL1tlyhNTB1qlx0X7rU9rYXLgDduwMdOrgnNm+3a5d0rORdorBTJ7m1dIgcOybzgqlYcDbxPKOUqgEAObc2Mhof4q6KtvnNni1zAsywaZO8aSYkADNnFr7NlStyVTElxb42Bw8GGjZkrycRkcUtt0iPxuLFQFSU9HzauthH5I+MGmoLAG3bynqenl7C7cQJiUEpYN4829uGhAD//S9w550FH3vtNSAiwpwYvVV6ujznvBciGjcGqlUDNmyQ3s9WrWS0yL59nouT3MbZxHM5gGE53w8DsMyYcDwoK0te9HmvyrjLpk3ABx+YM959/XqgdGngt9+kjHVhDhyQf/wVK+xrMyhI2tq1C1i71rBQfcqqVVJtz13zgYnIOy1fDvTuLUmmUlKEbelS6fGsXt3T0RG5V2QksGDB9fMbndW2rXQI5B+26m4hIdLbOX68jIjLyrK+bUaG9ce0lrVJMzONj9FbvfNOwfXqlZJez40bpbbI4MFSTOrJJznvsxiwZzmVBQB+A9BIKXVcKTUCwBQAdyql/gFwR87Pvu34cXkz8ESPZ1SU9EjGxxvf9osvypDYdu2AgAB5Ex8wAOjTB3j+eXmTtGcNz/z69QO++MJ2op6V5b9vIm+/LUPqqlaVYiJEVDytWCEnUDfccO2+atWAe+7xXExEnhISIomEO6csmenqVRnZVaoU8OabckEpMND69i1bAqNGFf5Y7dpyXnTypDmxeqvCaph06ybvmampUuvk3XelB/S779wfH7mVPVVth2ita2itS2itQ7TWs7XWiVrr27XWt2qt79Ba569663tq15Z/AE9M/L7tNrndssX4tmvWlPkGgAypHTNGenYPHwY+/FCGy1rW8HQk8SxfXqqS1ahR+OPnzskH0NatLoXvdSxDi1etAtatk7/d6NGen4NCRJ6xZg3QtauMBMl//yOP2O4dIfI3Bw/KSCijXvczZgD16nluWs+XX0pF2rzFMS3nTH/9df22KSnA3r3Wz4ss51iW/f3djh3Sa/3HHwUfe+opedxS5XfECKn6u2SJe2Mkt3O5uJBfKVlShqW6W5MmsrbR5s3GtrttG/Dpp9cm+5cqJXMP9uyRYbLDh0vPXXS0nDRZe7O05sQJWRS4sA+E6GiZE1GqlMtPw6vMmQPUqQNcvAh06SI/Z2bKmqxEVLzEx8scpcLmcx04IO8Pnp6fRuROCxbIkmtGJZ4VKsj/WP4kz2xay//u559L762lCOS8edJRMX26jJCbPVuKLaalAXFxcj5kbWiwJfG0jDLzdzt2yHmoPUvIBATItIWiijeRz2Pi6Q0CAiSJuXLF2Hbnz5ehtvmvxFt8/DHw2Wcy3CEkxPbwkcL88oskr3v3Fnzshx/kKmV4uMNhe7UNGySRv+km+bl+fRkmMnKkZ+MiIvdbs0Zu77ij4GPFrXeDCJDPx6AguZBvhDZt5HbbNmPas8dDDwFlysjF+F27ZO6hZbhot25yzvbii3J+YznPWbgQiI2VbWwlnvfff+38wd/9+acUmbJ3vm/VqvK7tTVPlnyelYyE3G7pUuPX8ly/XoaCWut1LF8eeOIJqTg2ZIjj7bdvL7e//Xb93NjERElKGzWSN5I//pArhP5g40aZFJ/3b/XYY56Lh4g8JzhY5ss3bFjwsbyJp+W9ksjfpaYas5SKRaNG0uu5bRswbFjR2xth5kypvFqpkhw/74WlGjWA/v1ltMOqVXLhvnlzuZDfvDlw883WR4+VK1e8llnatQto0UKSSXvNnSsX8o8eNXepQfIY9nh6C6OTzvPn5Z++a9eit23TRqoyOqpBA6BKFUk881q2TIbZ/N//SdXXX391vG1vdPSozI21rEGV1/HjwMsvyzBmIioeBg2S97vC3r/Z40nFUVqaMUupWAQESKVcd/Z4lisHjBsnU2juvLPg//eCBVKptUoVeeyZZ2SYbeXKch5QlOLQo6e1nIOGhjq2X716wOXL19b4JL/DxNNbZGVJQvPWW8a0t3Gj/ON36WJMe4VRSqrl5k88ExLkyt/w4TK2318ST8sbYefOBR+7elUWmPa3YkpEVLiLF+UEyZqKFaXnw7KuIVFxkJpqbOIJAA88cK1Iotm++kqq19oSGHh9Mjp0qPSOnjsHPPec7X0ffrh4rOV5+bKcfxZ2vmRLZKQMc2bi6beYeHqLwECpiLZunTHtHTggb/6tWxvTnjXt2wP79wNJSdfuGztWJtsHBspQ302bzI3BTJmZ19Y3vfVW4NlnZehIfrVry5Dm/fvdGx8RecYnn8gwu4sXrW9z4gQwYYL7YiLytFdekUqwRnrsMeMuyhdlzhxZo9sR5ctLQrl7d9G1Om64QYoL+etScxZly0qF2gcecGy/kiXlvHLDBnPiIo9j4ulNOnWSJVWMuEL+0kty0mN2VdmRI6Xym2XNLksPgGVMf8eOMvz0vA+uuLN5s3zY9e4tyWfbtlJIqLAiTIGBkpgy8SQqHtaskflflSpZ38boKRRE3i401PFeLntcvmx+hegrV2RIb4cOju/7yityDldUNd9ataSTIe/Fen+Umen8vp06SefFhQvGxUNeg4mnN7nnHiA9XdbAMoKtEyKjVKsG3HijfH/qFBAVJcU2LHr2lDkPvjanISsL6NdPrmC2aCHru65fb3stscaNmXgSFQeJiTKSo0cP29t9993174dE/m7lymvVXY3UogXw/PPGt5tXbKwkn84knjffLGuOFlVYyVJo0d/nfo8Y4fyIu759Zbizp9ZuJVMx8fQmnTrJ8FjL0E5nTZ8O3H23zDt0h7lzgUcflSud+/fLkBOLiAjg3XevJae+Yvt2mavav7+sVZqaKoWatm+3vk/jxsClS65d6SMi77d4sfyfDx5se7uTJ4GffgKSk90TF5GnPfUU8MEHxrfburXUizBziKqlHkVUlHnHKC5ree7eLcWWnBEeDowfL8WbyO8w8fQmpUrJ/MjbbnOtnR9+kKTJqHW0irJ5M/D110DNmnLFcMCA6x9PT5eKb77kp59k+GyPHpI8v/WWrNnZsqX1fSZMAM6csb5uKhH5h/nzgSZNgLAw29tZTjKPHTM/JiJvkJhozjIYUVEyfcjMnsK0NCluU726ecdo0EAq/lveG/xRdjawbx/QrJnzbSQl+XZ9ELKKiae3ee2163sMHXX6NPD77zJUwV3GjpU1rLZulZOx/CZOlCVbbFWA9DY//STDbSxX7MaNA/75ByhRwvo+TDiJiocZM+SrqDmcxaV3gwiQUVbJyeb0VFl6ITdvNr5ti4kTzV+2pXJl4L33pFfPXx06JOd7edd3d9TUqTLKLCXFuLjIKzDx9Ebnzjm/HuRPP8lQFHcmnnXqyDpWpUsX/njr1jLHc+9e98XkihMngD//LLi2aVEnmVlZUsFtzhzTQiMiL9CiBdCtW9HbcS1PKk4SE+XWjB7PFi2keqyZiSfgnoJg7iiU5EmW81dXejw7d5Zzqi1bjImJvAYTT290991SLdYZy5ZJIujKlSajNWwotwcOeDYOe9WsCRw8CAwb5th+gYGy9pRRS+IQkfcZP77g2sXW1Kghc785GoKKg3Pn5NaMHs+gIFmm5fHHjW8bAGbPlqHzluTZTH36APfea/5xPOWWW2TpuaZNnW+jbVu5tVVXg3wSPw290d13S0Wvc+ccv3LYtStw113eVca/Xj259ZXEEwDq1nVuv0aNWNmWyF/t3w9Mnizvy+3bF719UJDMdSIqDurXl6k+9eub0/6gQea0C8hosbNnZZ1Ns9WuDfz3v+Yfx1MiIuTLFZUqyXzYHTuMiYm8Bns8vdE998hw2VWrHN/3xReB0aONj8kV5cpJqXFfSDyPHQN69XI+ebQsqeLvi0MTFUdz5shFPTNPgIl8VdmyUs/BrGqk6elAdLTxF3cPHQKWL5fq/O64aF+rliw/56/rVMbHG7OqQqtW5izNQx7FxNMbtWolQ7SWLHFsv6NHvXdR4k8/BZ5+2tNRFO2DDyThL1PGuf0tS6qcOWNsXES+ICsLOH9eqkP6m927gfffBwYOlPdne73zjoxEIfJ3cXHAV1/JWphmyMyUqvnz5xvb7owZMlXmqaeMbdcaSw2O995zz/HcKTNT5naOH+96W+PGyYUG8itMPL1RQICsD7dypWPrvz33HNCunXlxuaJvXylT7s2SkoBZs+R3b1nk2VHNm8s8kfPnjY2NyJudPw/cd58MLa1SRda59CcZGTLnu1IlqeDtiORkWR8wK8uc2Ii8xX/+A4wYYV775cvL56tlvU0jpKTI/M4BA6S+gzuEhckFrI8+8r+qrfHxcuHBlcJCFi1a+Hf132LKpcRTKfWCUmqPUmq3UmqBUspKWVNy2P/9n1SBrVDB/n127Sp6XTlPOXMGWLrUu3tCZs6UD4ExY5xvo2tXuerryqR6Il+yfbusb7tiBfDCCzJqwNsvMjnKcjFw1iygWjXH9q1VS3oB/LmKJREgdSkqVJA1yc0SFSXzSDMyjGmvVCkZkTV2rDHt2WvKFKnYWr68e49rNiMq2lpoDXz7LfDLL663RV7D6cRTKVUTwGgAkVrr5gACAQw2KrBiLyTkWlEeeyQnSyXWFi3Mi6kI8+ZJQd2AALmdNy/Pg5s2SY/I3397KLoipKcDH34ohZm8NXkn8kbvvisnCJs2AdOny8iLgACpanj2rKejM0ZgoFyQcqYSJZdUoeLi3Dnz5ndaREXJBeydO41pr0QJWQbN3T1rdeteW30gO9u9xzbTnj0yT7awNd0dpRQwYYJc8CO/4epQ2yAAZZRSQQDKAjjpekiUa+9eoF8/+xYf371bbkNDzY3JinnzZAWYI0fkHPTIEfk5N/ls0EBuvbXAUHa2nCiPG+d6W48/LuXSY2JkPdCYGP8tIkDFl6V4xBdfSOVBS/l7ALh4UeZNbdjgmdiM9N//SnLt7FBZy7D94pJ4pqTIiWJ6uqcjIXdLTDRnDc+8oqLkdutW19vaulV6Hj01Ektr4OGHnV8+zxvt3i1JdblyxrTXsiUr2/oZpxNPrfUJANMAHAVwCsBFrfXq/NsppUYqpWKUUjEJCQnOR1oclS4tE6sXLCh621275NZDiee4cQXfu9PS8uRxlvLq3pp4li0L/OtfQKdOrreVmSml2Vu3lr9H69ayvieRv5g6FejQQUZaVK5csJejZUs58fCHxHPhQpmLFRjo3P61asn7SuXKxsblrd57D3jiCXkfpOLFmSXgHBUSAvz1lzHFCn/+WT73PfVaVUoq/s+e7fjccW/1zDPAv/9tXHutWsl548WLxrVJHqW0k8s+KKUqA1gCYBCAJAA/AFistZ5rbZ/IyEgdExPj1PGKrago+Yf780/bZb7j44G1a4HHHvPIGp4BAdZXEKldW5a+G/riTbJUyZdfujc4WzIzZZL/Y4/J+qlGSEoCtm2TCfZXrsgcktatZS5cQoKUbCfyVfv2yRzm+++XIQ0lShS+XffuwMmT8t7ly0JDZUH0//zH05F4P61lukdw8LWCSs4m7OR7Tp2SuZeW4eXerk8f4J9/PLvWblaWFDZatkzqYFgq3pJYtQro2RNYtw7o0sXT0ZADlFKxWusCBR9cGWp7B4BDWusErXUGgB8B3OZCe1SYoUNlzHxRaxnVry9DPD2QdAK2P2csw27PVmrgfT2eb7whb/ZGVqENDpa5or17ywdK797ATTcBc+dKiXGu8Um+7PPPJdmcMcN60gkAnTvLsKtz59wXm9GuXJGTUiPmfxWHHsBdu+TzauhQmSrSrJlccKPioUYN9ySd+/ZJ9VxXh6/HxMhFYU8KDJQLeK1bA0OGGDd31d0yMqS43LJlxrbbsqXcWooWkc9zJfE8CqCdUqqsUkoBuB2ABy8b+akhQ4AbbpCKa9YSFq2BRYuAEyfcG1sekyfLaFVr0tKA7gc+xbI+s90XVFF+/10CHz4cePBB84/Xo4dcEfb1HiAqvi5fBr75RgqFVa9ue9suXeSCy8GDbgnNFHv3SsLoauI5YwZQsaL/z3ucP1+W1Ln/fnl9XL7MER7FRUYGMGmSJHNmu3pV1gt1ZQrLiRPyeewNFbjLlpXpOZGR0gPra06dArp1k4rmRl9oql5dKoL7wjrwZBdX5nj+DmAxgB0A/sxpi6WnjFa5ssyn6tnTeuWzo0el1P+KFe6NLY+hQ6WehK3lL+OyQ/HAa/Wvr3brSbNnyxu+u+ZWdO8utytXuud4REb78UcZSv7EE0Vv2769DLVt08b8uMxy+LD06rqaeN50kyRh/nzVXmvghx/kfa5qVfl69FF5zpcvezo6Mtu5c8Drr7unh7t5c7mQ48p6nn//DZQs6fkeT4vq1SWRHjDA05E4Rmv5n9+xQy48vfWW8ce48Ubj23S37dvl/TA52dOReJxLVW211hO01o211s211g9pra8YFRjl8eijwEsvWZ8r4+HCQhZDh8p5mrXkswZOYkTaR/h47HG3xlWojAw5ie7Tx7R1tAosL7PuZvkbrVplyvGITHf//VLwzJ65Nkp5bOi/Yfr1kyqtluJozrIs0eSrw+jsoRTw229SXMiicWM5MfXFXhxyjGVIvdnFhQA5F2rfHti82fk2unYFLl3yvgtjvra0yv79Mopr6lQZoWeGzZuBQYN8O2mrV0/WeL/jDmOndvkgV5dTIXfRWjKZzz4rOOTWknha1oTyMGvDbmvgFD7Cc6hxwgsKTAUEyNW5l14ypXlry8vsqdVDhvgUh/le5H9KlpTiF/YmlMuWSWl9X/6gLVlS3i9cUb++vCla3qv91Y03Ao0aXfvZ8v1ff3kmHnKfxES5dUfiCUjhxT17ZASGs0qV8q7iV7Nny4VwX6rg+s8/QKVKchHfLJcuAd9/77vLqmRnS+X3CRMk+ezcWYYPF1NMPD2gQE+YPUNPlZJhTE89JcNv27WT9acyMuRkpl49oEIFkyMvqLDnYhl2m//9PB7Sa9A62AuufgcGSgEgy8R1g1h+Hw8+WPjyMv12vSknYUFBhh6XyBQZGZI8vv++zOGZOtWx/StXlmEQW7aYEp6psrNlisPixa63FRAg1V79tcczIUFOPNevv/7+hg2BF1+8to4z+S9Lj2f+pZXM0qGDvK6OHXN8X62liv333xsflyuqVZNh6Xv3ejoS+/XpI3/7kBDzjmEZDv377+Ydw0xDhsjIxb59ZV3o+Hjg1Vc9HZXHMPF0M2s9YXYln99+K0Uqhg6VxOXVV4Hp0yXxbNHC9Njzs/Vchg6VGiR5ez4vIhgJqIr7Izxc2TYjQ+aiGFxhN+/vw5oDx0r5/vBDKj5GjQLuvRf4v/+TOSqOztWzzI30xYJahw/LsPgLF4xp7/HHgf79jWnLm1y5IkOSf/5Zej7yKlsWmDYNiIjwTGzkPu4cagvIUNm//3bu3OfgQam14EpvqRmaNZNbX5kLbhl9Z/aF9KpVZdTItm3mHscMp0/LtC7LBZnbb5cvX3wuBmHi6WbjxhXeEzZunB07V6wolb0++UQm1S9fLov1rl5t7IK9dirqueQtOKRUztzPBg1wq/Jw4rl2rVTfM/iqYmG/j/xq1YJUfmvblsuqkHf74w+pHPnMMzKM7tIluWDjiIoV5UXvKydSecXFya0RS6kAsvzDM88Y05a30FrWQN68Wa40FpZgXr7MOZ7FweOPS8/3TTe597jOzIm0FEDylsJCFnXrAmXK+M775fz5QJMm7llRoU0b30zWvvpKplY9/vi1+yZNAhYs8FxMHsbE0wTbt29Hp06dEBUVhZ49e2L06NH47LME1KljvTfMqeWoevcGypWTxc0bNnQlZIfNm2ffc7EUHMrOlrmfG041wtG1/9g/xNgM338vJ8R33WVos0X9DZWS39nrbwbJG6itrlEiTwsNlTlHkyfLkk7O9tQ3by7refqauDgZImvU3Hmt5ep3QoIx7XmDd9+V9YknTQIGDix8m5dflikNvNDm3wIDpWfK1fnQjvj+e1k71NGCfTExMr/TS+pi5AoIkETOVxLPn36SESE1aph/rKgoGYqcmmr+sYySnQ188YX0zuc9Rw8P93gxUE9i4mmwlStXokuXLjh48CAuXSqLtWvP4+OPZ+Kpp5rhyJEfrO7njjWXjWIZUmpNYc/Fss+zqe+gMfY7NsTYSGlpwNKlMta+dGlDm7b1N1Tq2nnXsgsdAQBb3t1k6PGJDJOdLSeSjz4qF2lc0bs30LGjMXG5U1ycVGUtU8aY9lJS5ARtlp+sOpadDaxZI5WObQ3ZadRInvupU+6LzZukpkq1X383Z47MBXen3r2loNVDDwHHHaiWv327nPyXKGFebM4aMUKel7fLyJCE/5573HOx4emngdhY6WzxFf/7n/S85D9hzsiQ/xdfrH1gACaeBvr222/Ru3dvVKvWCGlpMdi9+2dcvfo7gFgAtQAMBDAEQMp1+5UtK50KvsLWkFJrz8Wyz2nUwGXIxE+7hxgbacoUuUKXd9iDQQqr5lu2rAztz3uxfzeaIwmVcHiuC2uQEZklJUWW/4iONqa9UaPct1aukapVk9L3RqlQQYbS+Utl24AAmdc5Z47t3vDiXtm2e3fgttt8u7KzPb7/XoZeulOZMnLcy5elgIu91eJr1ry2rra3eeop4NlnPR1F0TZvluq7vXp5OhLv1aoV8PbbwH33XX9/UBDw3HMyWqQYYuJpkIsXL2LkyJFo2LAjzp7dgAsX8s5zaAFgK4BJAL4H0BaAfAjXri0XwIcOdXvITrM1pNTac8m7z4uYhnF4q8i2THH1KjBsmCk9MIXNaZ01q+D5RjYCsQW3ITyFPZ7khVavlqGxRlbJzs52vDCRp82eDXz4obFthoX5ZmXbrCyZq3TokPy8fbv0YCpV+NpZeRXnxPP8+WtrTfpigS1HnDvnvoq2eTVuDHz+udS9sLfWxfz5wBtvmBuXK86d8/4lVRYulKWm7rzTfcccNUoKmfmK6tWlCGjJktffr5T0uFvqCBQzTDwNsnTpUly5cgUXLkzB5cuFBqMaCAAAIABJREFUnbAFARgPYDWAswBa48Yb1+PwYd9KOgHrQ0pr17b+XPLu0xrbMQozAWj3DzGeMgX4+mvTms87p9Xyty3sOS7CIPys7sK873xssWjyf2vXynAmoy7OXL0q1U49UADNaWYNCw0Lk0I7RVUh8zYJCVKdtl496ZEZNMj+Cr0hIZKcFsfE88QJGQoK+H/imZjovoq2+Q0dKgmJPb3KWVnmx+OKI0dktIW3LfWS38CBwJtvyrqj7qKUfD45U1DK3aZPlzmw1kREyEVIb389moCJp0EWLlyIOnXq4PTpNkVseTuAHVCqJi5eHICQkMOOrefpQZY1Ko8cKTiyqqjhwnmHoW5AZ4TgBJqVPui+IcZr1gAbNsj3bl7OpLAhuN9iGJ7XH2DkqACv/7tTMbN2LdCpU8GrtM4qWVIqXfpKwYy0NFnW4F//Mr7t1q3lpGndOuPbNtNNN8mw2lGjpFjGoUP2zw8JCJAeKV+7wmqEFi3kIsbnnxtezM7rnDvncuIZGxuLgQMHol69enj55ZfxjyPVkJcskYsjRXnkEaBzZ+eDNNstt8iFP28vyNatGzB2rHuP2batVFf39otYCQny+bFihfVtwsPls8bgZf18ARNPAyQkJGDNmjUYPHgwate2ntRY8p3atW/B4MHLkZ6eiRMn+kHrNM8V2ymCJdlUSubvWwqxap33+RQ9XDjvMNSNkDf9Lx7a6L5zkVdflcnpJlwps/yOrF1AsDz3wMDr7w9EJiqlnXT/PFcia06eBPbtk5MKI/lSZduFC2UeuBlzwO66S94MfKnYUmKirJdYsybw2Wfy/f/+J5Ua7fXgg0BkpHkxeqM9e2SdSKXkw93NlefdKjMTSE93eqjt+fPn0bNnT0RGRuJ///sfGjRogOnTp6Nhw4YYPnw4suzpFbKckBS1NueWLZ4ZEmyvgACgaVPvvVC3fDnw4oueGbXRJqdjx9uXVZk5U9Y3fu4569tYlunavbvIc0i/o7V221erVq20P/rss880AL1z5049d67WZctqLanZta8qVbSeO/faPrVraw38RwNKA0M0kK0Bud9bWHsueb+cijc7W+uqVbUeNszgiK1ISdE6MFDr8eMNb7qw31HZstf/rS2Uun67n3G7/g1ttVKGh0XuFhur9c6dno7CdQcPav3II1r/+aex7Y4bJ/+D6enGtmu07GytW7bUulkz+Z60fvddecM6csT5NhIStF6xwvv//kbJzNQ6PFzrtm3l55Mntf7hB62zsjwbl5mys7XOyHB4t8zMTH3XXXfpEiVK6ClTpuikpCSttdYnTpzQ//d//6cB6GeeeUZn2/P/OGqU1vXqWf/fPX1aXstTpzocp1sNG6b1TTd5OoprjhzRetMm+R+uW1feH534W7ssM1PrChW0fuop9x/bXufPa33jjVp37257u4wMrU+fdugc0tcAiNGF5IJMPA3QuXNn3aRJk9w3xrlzJSFTSm5tJyGTNQANvKSBbK9IQizx20o4LV/Oxnug0yN6XvmRNn9Hhlm3ToL9z38Mb9ra76mwhDz/tm/jFX0VQbrxLSmGx+U2WVlar1mj9eLFxicrviIpSesbbtA6OFjrY8c8HY13WrBAXvS7dnk6Etu2bpU4P/3UvGNkZ2v9+edaf/WVeccwSna21o0bax0V5Vo78+fL79Xf3yMuXtT6gw+0rl9fnu/XX8v9n38uPx886NHwvNHYsWM1AD1r1qxCH7ckn1OmTCm6sS+/lN9zbGzhjy9dKo9v3uxCxG7w739LnImJno5E68uX5fPNcuISFKT1L794Lp6nntJ64ULPHd+W7Gyt+/TRukQJrbdts2sXR84hfQ0TT5McP35cK6V0//5vFJls5nXtxZatgadyks83PP5is6eX09V/Drdf4Xn7bVPexOfOdSwhz/+8e+I/WgP653+tNTQuQ2VmylXkf/9b6wsXrt1/+bKcVDVteu0JPfGEx8L0qPHj5fnfeqskLr4qO1vr/fvN6ek7dEjriRO1PnrU+LaNNGyYXFG/dMnc49x5p9a33CL/X97st9/ktf3ll661Exsr7SxebExc3ig19VrCGRUlPZyW/yXL73HZMs/GaJY//5SREgcOOLTbokWLNAD9hI3PjqysLD148GANQC9atMh2g+fOyciKV14p/PExY7QuWVI+v7zZn39qPXu2jNbylHnzrvXQ//KL1qtXa/3771ofP+65mLzNhx9qHRGh9ZIl1/7X58+3+8Ll2hdX6C/xaO6IRyM6dbwJE0+TTJ8+XQPQpUvvdyiRuj4JydLAsJzkc7r5PYA22NvT6UqymPcYAcg0/wrP4MFaN2pkaJNFJejWnkve3vAWt1zQ2Upp/cYbhsZmqLi4a0+qfHmt//5b7u/eXe4LDdX6u+9kmGl8vHxQnT/v2Zjd6fRpeSEMGuT9SURRDhyQv6mVnodi4cIF670lRvrhB23WKAxDjRypdZky0pPniuRkeb5vvWVMXN7o6lWt33+/8L/ppUv+/fwXL5bn58B0g8TERF2pUiXdvn17feXKFZvbpqen6/bt2+uKFSvqg0X1Gnfvbn247U8/af3mm3bHaDZ7Rsd5REaG1pUra/3ZZ56OpHDJyZ6/iDNhgrzmK1eW2x49HDr3mTtX65dKfKA1oG/CSfZ4mvXlj4lnt27ddIkSLZzqDbx+SGuGBvprmfP5X4+M8bbVg5f3KozluTkbn6WN9eikZ+Ex86/wZGdrfeaMoU3aStAd+tuFhmrdtauhsRnKMkRsyRK5imz5MF+9WobY5v9w79hR6zvucH+cnrJ1q9YNGlxLyK9elQ8ky8++ZNYs+Vvv22dO+4mJWu/ebU7bvubKFa2rV5dhWd4qPV16ZY2ai1+7ttb9+xvTli+qW1frgQM9HYU5Zs6U9w4HesPGjh2rlVJ6l53D7w8dOqQrVqyo27dvrzNszS+0DLf10mHNec/78td9uO7c4cABrVeu9EyQa9de+9z3RpMmSXxmfc4mJxe9zfr1Wj//vLyXz5ihdY0aDg0Brl1b647YoDWge+C/7hsB6EZMPE2Qnp6uS5curYHn7B5uWZhrSUyqBsI0EKyBA2694mFvISEj/hkszzcaffTfaOCTV3jyf2Dk/XLod7RihdYbN5oWp8tef10myts7/HLkSK0rVfLvIhr55X2uJ0/KHJixYz0Xj7MGDZIPT7OK6gwcKD0R3mrxYq0nT3Zfz/Vzz2ldurScuHirY8ekV98Iw4dL74CvjwzILztbkvOiTjr79NG6SRO3hOR2L70kQ1jtfC2fPHlSlylTRg8dOtShwyxYsEAD0K+//rr1jZKS5OJf3p+1ltfxX395tGiYQwUbn3hC64oVPfP/Mnq0vDd5cqivLadOyTzK0aONb3vlSvlDbNni2H6XLjk0MkQprSsiSWtAv4K3nT+H9GKmJJ4AggEsBrAfwD4A7W1t72+J56ZNmzQAXa3aUqd6PC2uT2LiNVBZA6EaSDU1/rzs7cH7/fff9erVq3VCQoLTx7K8+b6A97QGdA2cMO8Kz4oVMvck7/xEFxRVeMmXkme7OXJiPHv2db1mXjuUyAhxcYVfGW3fXuvbbnN/PK64elVKbz/4oHnHmDxZXgje2ht8991aN2zovuMtX651587eOWdqxQrjLx799ZfW//zjf9WClyyR97z337e93b59XtsL57KWLeW1bKenn35aBwUF6X/++cfhQw0bNkwHBAToX3/9teiNd+6Uk41HHtH66afl73TypMPHNIq9U5lq19Z686hv5Qd3V0vPzpYAevd2y+HyniNUqSJf+b8v9NzhwQdlPr6r0wDyGzJEfu+DBhX++GuvyUUkF9/HLK+FeNTVCzEw929fpYr/nDOZlXh+A+CxnO9LAgi2tb2/JZ6TJk3SSik9c2aiS8VyCr4ZrdSA0mXLPmBfCXEX2FPB1vI8PvzwQy3zUOXrlltu0aNGjdJr1qyxPfTFynHvuSlGa0A/W3W+ef9cTz4pb04uXDW0NTTGleERlnaj8Kt+puoCn36DybV7t/wy5szx6zLhuR/OffsWfGzMGLkam5bm9rCctmKF/IHMnDdz6pTW5cp553DDq1dlDvOTT3o6Es/7+mt5Lcye7elIvN+WLfKajoiQ11BxdOWKJJ52zp08ePCgLlGihM2CQrZcunRJ16lTR9evX1+nFNUjd/y4VEEtU0Ze03XrOnVMo9g6f8j/1bR0vHxjZoXtwvzxh9v+/x0pZlng3OH33+WBjz82NqjYWBmZUbKk1mfPFny8WTOtb7/d5cNYnvs8DNGLcd//s3fmcTbV/x9/nXtn7rizGIxhMIslspSIkCUiRYukklBJvqIkFdpDWVJo+WaLLGNkCRWlr59KWcuapCgZe1ljMJuZ+/r98bl35s7M3feZ3s/H4zzSnXPPeZ9zP+dz3u/PeyOg1AaDoezoTD43PAHEAkgHoLn6nbJmeHbq1ImNGzcm6Z1nx9bDFx4+lgD47rvv+kV2e+e1tfJmMpk4evRoAmD37t25du1aTpo0iffeey8jIyMJgDVr1nR/9dLck+n3jo/7b4WnSROvJglXJ0ZvfvOP0Yt/owqjjPmhNcFs3KjunTu/q6XP1uDBZbpMeEGVTlstMVauVH/7/vvAy+UpWVmq4I2/wz5fe03dGxdLzQeMTZuUXJ98EvhzB6Mfnj0WLyZ1OrJjR//I9cUXIVXcxSt27VJpBVddpRZVnJGZqVqthHorD09xcZH8qaeeYkREBI954en/7rvvCIBPPvmka184fZp8882g5yy6U7wRMPGkPoF0MxzZa65cUTmefmzl4k7LPoe6Q7Nm/ukHv3evOmHx4kqHD6vPJ0/2yWnS0siUZFOB7hsXV7Z0Jn8Ynk0AbAUwD8AuALMBRNnYbyCA7QC2JycnB/CS/UtOTg6NRiOH+ijGvLjhmpqaz+7du1Ov1/O7777zyTmK4+zBj4wkFywwccSIEQTAfv36lfBsXr58mUuXLmVcXByTkpKcV5wrxo5eb7G34RP/rPBcvKiUqFde8fgQrkyOnhRFsj5ub6iqTs2xNbQmmAkTlIDuvoA+/JBct87u6m5ZKBPOl19WZftthZyfPUtGRJSOPo2BJiODjI9XBmgoYSlWceZMYM87ahSZmBga4adLl6ox3a6da8U1POH559Wyvr/b1QSCsWNV8aVDh1zb/8oVNS8MH+5fuQKNm2O3QYMG7Nq1q9enHTZsGAFw7dq1Xh8rUBQuOP9DYEPB+9CebvEJ7iVr1gy22D7F3ZZ9DnUHX4fZrl6tCieSKpWm+Ni2FNH69VffntdMWdOZ/GF4NgeQB6Cl+f/fA/CGo++UJY/nxo0bCYDL/bCCVrgadIFhYfVYvnwVHvVhY3pXVpssHryJEycSAAcPHsx8Bzk/u3btYsWKFZmSksJDrr6I6efmuZbKbF60LHAlNMYTWa2PWwlnmAcdR2FU4CeYf/6x39Ose3fVm9JN3BlfpZYGDZRXyB7Z2YGTxVs++0wp0YEqcuPjCtM+4bnnVG5uoLEoMh7kuvmU8+dVIZM2bfxndJKqEjag2lqUdkwm9xflmjQhb73VP/IEixtuUHlvLnDy5EkC4IQJE7w+bWZmJq+++momJyc7D7kNIV588Rvq9YkEwOjoxzlvXo7d92Xb6n/aDvf0F4cOqbnw8GG/ncITT6dl0+vt6A2+et82a1byPWBtfHbrphYCfLlQmJFBtm1LfvRRmYsS84fhmQDgkNX/twPwpaPvlCXDc9y4cQTAxMTTPg0RLbka9CuBaNap05LZPni43KmqNnfuXALgAw884NDotLB9+3bGxsayevXq3LJli0vyaDCxFv5kCtJ9v8Lz1VeqiqYXISOueIW97WUKkBvRmtvQLPBGWa9e5LXXlgyrM5lUhVM3i82kpZGxxhy2wQbWwFG/3Lugs3+/uoAPPgi2JL6hQwe1wBBor9uRI6Hh6bMQDFn27FFjad68wJ+bLHrN33/vf09kVpbKt/NHNcpAsXq1yi/zhP79ycqVQ2vce8Px42r8vvWWS7svW7aMALjZ3YqhdrA4AF544QWfHM+fZGZmcvjw4dQ0jfXq1ePgwYMJgK1bt+Z//3vCpl4WFxfgd+TYsX5fCHM9z9VE4LT5vw70hpkz1TPl7YKZZSyPH1/42euvk3feWVgjZMoUtXlBibS8BSb1Qw8YUObqYviruNAGAFeb/z0awNuO9i9Lhuc113Smpl3r8wFi29BZbl4dG+in45e8huXLl1Ov17Nz585Omztbs3v3btauXZsGg4EzZszgDz/8wGnTpnH48OF86623uHDhQv75558F+9dJzuVFRPG/eNK1la0AkpZmO+beF71Mi08wL2A8z6ASo5ERuMnm88/Vyd94Q3m7rD3VR4+qv73/vluHTEkhq+IvEuAwTHH6cimVK3kmkzIYHIVl/vSTqmz700+Bk8sTLDkrgc6727RJtZ357LPAntcWATACTpw4wVxbxWfy88kKFVQbokCTk6MMoZkzA3ve224j69cP7Dl9xblzqv9qq1aejZupU9Xz5kePUkCxNP/escOl3YcOHUqj0eiWTuGMfv36MTw8nL/5q/+wD1i7di2rVr2KqjDjICYlXWJaGrlkyRJGRkYyOTmZkyb9YVPfeDb8fW7+TwAKfZ0/r4rq+CAM2hH2dVATy5ffwnLlRhBoR02LNd+vFAJP0RKaXEJvsOTnz5rlnWCWPtbWfWWnTVOf9e7tk5x3e4bliUadlLeVZasTgL8Mzybm/M2fAXwGoKKj/cuK4Zmbm0tNiyQwxOeKtP3VoBcIgAbDLK8Gou3j7yWwv2CQL1q0iHq9njfeeCMzPFgBP3v2LG+99VZaV8ANDw8v+HdUVBR/+OEHkup8a3W38mdcY9cI9oicHK8r2XqyApmZmcl3332Xo0ePduqhtg5JjcQl6nElcEbZ+fNk9epk48bqXnXqpCozWu7Z3r3kLbe4rFBYsIyvQ0jmIjzg1PAsrbkLTrEYdO+9F2xJHDNunJIz0G0erlxRRVmaNg2+9+fVV1WIqZ/65S1btoxhYWGMi0tixYrvELhYVKHo2lVVSgwkJ0+q8C6AHD06sOeePFmFqpfGPM+BA9Wq6K5dnn3/xx9V3YH//c+3cgWL/v3d6s163XXXsZMPKoJac/LkSVaoUIEdO3b0excAe1y6dIlpaWl88skn+eWXXzIvL89clPEHRkb2NOs+dQl8U0K/2b59O+Pi4piQkMBq1faUeEeuQ3v+ZGju/4t49VW3FhE8pahulU9gI8PChjEuLqlAV7zxxhs5aNAgAhMJdCNgNN/DVwjkF9UbTCayYUOyZUvvBOvWzVJNs+jn48crYRs2VAtPHuAs/WhG+eEq/7uMVcb2i+Hp7lZWDM/NmzebH4JlPlek7Q/OPAKdCRhYteo6Hxz/CoElBNoWGIRt27bl888/T51Ox5tuuskjo9NCXl4eFy5cyBUrVvDQoUM0mUzMyMjgrl27WKdOHVasWJG7zf2pdt2vlN84nPadIZ+aqsIv3Mg3tcbdWPvc3FxOnTqV1atXL7ifTZo04b59+5yey3oxIBb/cBYeYxxO+8Yo++038qabVI9C6yJLt9+uFKBt29T/f/yxEmDOHOWF8XACtNy3JbifB1Gz4Lr0evfuZ8hy8CD58MMq3NYZycnk/ff7XyZPOX9eraQEK+fM0rZj5crgnN9Cy5Z+67u6ePFi6vV61qnTgjrdTea5oTKB3YULa8uWqfCtQCnNP/2kiuIYjeq5DzS+7g8aKP7+W03WTz/t+TGuXCFLUT6iU2rWJHv0cGnXc+fOUdM0jhkzxudiTJ06lQC4cOFCnx/bFtnZ2dy4cSPfeecd9uzZk1FRUUUW2BMTE1mz5vXm5z2GwKsEsuy+//bu3ctq1aoRqERgNa3DS1/DaOZB59/c+FOnVDup++7z3zmsSEsjq1X7iYAyNsPCDLzrrruYmprKf6x6rhfqYZcJPGa+nw8wKalYq7IpU9SOe/d6JlB+vpoT7VVJthy/ufsLAK6kt/UxF5jknj2eyR+iiOHpI9LSyAoV3jY/ACd9rkg7HqTnCDQgEMsJE9wfoIWho2sJNDRfQ22Gh7/NXr3e4lVXqVCQTp06+TVZPz09nTVq1GDVqlVVC5atW0mAX6Mjq+Iv3xjyPXuqHEU3lRxnK1O25Pn55595/fXXFxjv3333HVeuXMm4uDhGRkZy2rRpDnNkrc/XGWuYhQgeRE02SvJBxbYxY5TQ119ftCFys2bK22XBZFLhYxYr2MMea5bx+ywmkQDjcZKRkao9YkjksHjL888rg/3IEef79u5NJiQE36Nnj8OHyS5dyJ07g3P+3FyVg92sWfDu0fnzXle+tsfChQsLFvGSkjLMY34zgeoEahLmhbaAh1O1aaPGpZ89G/awzLEV8A/rJmeXnuffEla6fXuwJQkNcnNVdepPP3Vp95UrVxKAX6r05+XlsWXLloyJieFeT40PFzl16hSvvfbaggXm6tWrc+DAgVy/fj2zs7O5bNkydunShQZDMwJTCWS4pE/8+eefDAuraz5uRwLbCJDXIQB9Nf/+m3z0Ub9Vay1OTk4OGzduzISEBKalpfGCneq0RfVhE5UHVN2f5OQrhXPHsWNqJ2+KVuXnO14UWrvWo9xXV4op3Vx9n8olLRZJUdrDbsXw9ADrHz0uTvWJVgPlXgK1SwweX+XlOTZ+DhGoRiCRwDGng7Hosf4h0L3A4ASWsVKlvILvm0wm7ty506f5F/b47bffWLlyZdavX58XLlzg8LiPmI4UVsNxm8a8W/c1N1dVaBwwwKXdre+Rs8R364WF/Px8jhs3juHh4axSpQqXLVtWJNTn2LFj7NSpEwGwVatW/MlOvl/xxYbb8QUJ8PunfVAx+bbbVPEgV9i3jxwxQoXcOKg6aW8ytL6P7XXrSYD941cW+butHJZSkzyflaUuwMUVfk6fri4wQC/zUsns2SrX0zqvJpBYeq5++61PD7tq1Srq9Xp26NCBly5dKjav/EgggkAHArkEyFrGv7jqzV98KoNd5sxRrVOCgGWuq40DvIAYPoZZpef5//hjFZ7srcd2xQry3ntDd0HKTwwfPpwGg4GZmZnOd/aAo0ePsmrVqrzqqqt4zsOQSGecOXOGjRs3ptFoZGpqKk+cOGF3X08q4s+dm83w8HcJxBHQCCxkpNHEi5VTyLvu8ss1BYPXX3+dAPiZCzn+JfWzOWYddmTRuWP69JB617raq9Te/FcWCg2J4ekmjj2PiQQe9M448kqGXVThGzUJbC2Y4CzhjHFxhQp+4eSXbVZ0wghMMP9/cEMd161bR71ez3vuuYcLFpgYa8wpWNmKLrZK6NYD98036ksuTmqu9pSyluHy5cvs0aMHAbBnz548baufI5Uxn5qaysqVK1PTNF533XV8/PHHuXjx4iLFRqwnqXK6HF5CJOfEPOXdmDKZVM9ED72X1nJZjExbnktbHs0IZLFjxEYumlNUySjV5cLnzVPCfvONa/sfO6bCWD3NB/MnM2eS6enBlkItEnkYDu8Thg0jy5Wz31LIAzZu3Eij0cjmzZszIyODaWm2Qs1TzcrTEwRM3IA23GNo6jMZQpXC59/E7bie+1CPOuSVjuffV1gWpII57n3BL7+4VUm0RYsWbNeunR8FIjdt2sTw8HDeeuutJXqOe8vZs2fZtGlTRkREOOwd6guDIynpPIH2BMIYE7OaU/AMvyt3m6qA6mv27VNtjgKUX7hnzx6Gh4ezV69ebn2v6D0dbJ4/V/hm7njiCdVT2QfYW2C3p/cUGQNW76FSrSuZEcPTTexPHEfNA/69gs/8WSDFEt1TcvuRQDKBcALvs3jJ6aJbvtlQBoEFRf4W7OIuU6ZMoaWvl2XCXoA+XIf2Ja7J5QfumWdUorYLL0VXe0pZTxDHjh1js2bNqGka33nnHZcKGpw9e5Zjxoxh586dWb58eQJgSkoKp02bxizzZGNtBK9BZ+7Gtd6vcGVlkXaMYmfYMsrtreK6msNZahskm0wqJLRBg9LvqVizRt3wESOCLUnw+fhjl3sQusIvv/zCChUqsG7dujx16pSTha3h5jl5PEfiTfXhsWM+k8Umx48rRTNIeZbWz/99WEoC7IFlof/8X77sO8XcnFrCZct8c7xgkZLick5gRkYG9Xo9X375Zf/KRHL27NkEwOeee85nx9y0aROTk5NpMBj41Vdf2d3P2UK2OxXxP/zwPDWtCVVhnU0OjVWvePFFFXXiJ0+0NXl5eWzRogUrV67MU272Jy2qO2QTuIFAeQL7LQdXlfrdbdVjqSzuYoScI1x1ZNj8HV98UVmsZv2i1OpKVojh6SLOV6uWmZWFHwK2AmFfnrME7jTL8zCBHBv7ZFJV3wWVp9OxYRBoTCYTe/XqRU3TCnI/Hodqqv4gFnr2wG3cqMpgO8DVVUnLPcrKyuK8efN4xx13MDw8nFFRUVzlYRP0/Px8fvHFF7zxxhsJgI0aNeLhw4eLyHMXPudjmEXAFJDfyFb4rDeNngGyCXZyHF4qouSW2lW8nBxy5Ehy/nz3v3vihP8NClcwmVS/PZ3Oqwp97p3SxE2bNvHZZ1eycuWlBL4viMiwjLXPJh9QVZU3bPC7PP7kzJkzrFWrFhMSEphu9iY7fobyCfQmAFbDaPXhjBn+FdLSpy/AFWVtzSc65PF3XMWtaE69zhTaIWRTpqj0DUctlFwlO5sMD1eKZiiTl6c8Yb/+quY/a9LT1Y/43/+6dKg1a9YQANesWeN7OW0wZIjSeVJTU706jslk4vjx46nX61mrVi3+6KR/q6Pn3d2oOHWsvwnUoQq9PUoDsn3/rrzlFlVdPAD07j3JrIsu8vB+WG+HCVRmWFg9nj17VukZCQnuF/T7+Wd1QE/e7Wbc1SdtXvf8+WqHL76wc72lRFeyQgxPJ7juHh9BwEBLqGogYq4dr6LkExhtfphvIXDeyuCcTlXIAgR8LY4JAAAgAElEQVSG0mkj3iBx6dIl1qlTh3Xq1OHly5dZKzmPW9GcJ5DAGFzwavK2hbvhtXPnZhfkaiYnJ/O5555zqVqtM0wmE7/44guWL1/eXNFul00ZPF7hGj++aDNkO7jj2XRn64c56h9WeRdlIW/BLTIz1QUOHRpcOUwmsk8fdcPvuy8ghsfGjRtZp04LWrdVKiyJXzgXVTFmMC/MQPrQQ+EShw+Tf/3lk0NduXKFnTp1osFg4JYtWwo+d/4c5RDoQkDHmajCr413+PdZeOABslYtP56gJI7m2/6YTQJsgR9Cex7o2pWsV893x2valOzc2XfH8weWnqOAqtBtjSXtwMXc7DFjxlDTNLtFZHxNbm4ub775ZkZERDg1Fh0xZswYWtJpzp8/b3c/T4oSOqNw7thHIIo1kMKjqMIw+DCEOD+fjI31Kh3HVSZN+p1AOar2KCa33/2255ENBAyMiOjAefNylNeyfPmSCyWOsPTqtOov7w7u6JMOjcbcXLJuXbUofOVKmdCVxPB0gDsDB2hHoCWBwFbkdF4AZy5V/mYiVYlqzazktSHwXQmDItQqZK1bt44A+OyzzzItjWwbsZX50PgenrJpDNqVfcMG1VDYAc5WpqzvUWpqPh944AEC4KxZs/zSJ2zPnj1MTEykpkUT+L5Ajpo4yFbY7PkKV9265N13O93NW8+mve36cnvVP+bNK3K+Ulep7dw58quvPO/zeO+9qum8j3OO3OL8ebWyPXKk30OFDxw4wHvvvZcAqGnVCcyiqtD4C4EB5nlpAGHVt3ZduS6qr2cgw5gHDlRKlw/6dz7zzDMEwDlz5hT53N6zFRdn/bdLBG5gBMK5CwZWMmb675lo2FD1qwsghde5g6pndOF90CGPzczVO50qZsEiO1u9dOy1WvCE554LWOsKj8jLUxWnmzcnFyxQRcCsefRRslIll0O2b7/9djYKcK/a06dPs2bNmqxWrRp/++03t7+/cOFCAuAjjzxi973vqsPCk3FddO5QsjwP8AEv2umVYP9+dQJ/VsylivKKiLiJQCxRrICkO/fGth6cRgDU6/tx3bBP1Ydff+36QXv3Vj3NHbx7HOksrupPLhmNy5ernWfNcnre0oAYng5wZeDExZGVKl0hYGRMzNNBHQD2jdD/I3ArgYcIjKFqm2IKWWOzOIMGDaJOp+OWLVuYlkbOiXmKR1GDsfjHpnFoHa5XcF0dOjis4mo/Z7bkPTKZTHz66acJgBMnTvTrtR87dozVq9cnUIHArwTIr3Ab96CRZ7/dqVPqgpzI7ex+eLqlpJBpqflq9XHwYG9uTfD54AN1UXaqEjtlxQr1/bLSNN4O586d4zPPPFMQih4b+7rZqLIeGyYqjyeoVr4zCZCDYV519kBB9JirrvJJpcg333yTAPi0jf6OzlatC989R6lDHMNRh0CGfwyw7GyVy/XSS344uH2AiwT+w0KP980EVlBF6xTel4o4G5rvqXXrlIAuFKsrMyxbpq55uVVl9X/+UUYoqYzSe+5x6VAmk4lxcXF89NFH/SCoY3755RdWrVqVcXFx3Lp1q8vf27hxIw0GA9u3b2+3yr9X+XwuUPz4YXiUAPgfdPPdM7JggTq4H6uKp6WRFSu+Z372P7Kpy7lLSZ19FAGwUsyzNBkM7vXaHTlS1QVxIL+9iDB7tS1s2Q8u/V4mk+opfd11RQzh0mqAiuHpAFdbaOzcuZMA+HEwmm7bwdoILV7VtrQN0gsXLjApKYn169dXYS1ZWYzHKZce7MhIcsnMf9RNsKNYOXtRWCt7Z8+eLfDaDBs2zC+ezuKkp6ezfPkq1OtrEvibL2ACCdUL0+0X2Oefq4tykDfnnqe/5OZSQaFOnVQP0dLM9dd7lwOTna2KF3Tv7l4IkC/x4/i1VG6Oj4+nTqfjgAEDeOLECSfz6gdUURltCJxlqxpH1B/8vMBTwJdfqvO9845Xhxk3bhwBsHfv3naraDpSGoreo28J6Kjadfnh99q9W51o0SLfH9sOmzdvZlhYbfNvPYKqzkCSWQntS0s7mccwi+dRntVxzCtl3SOyshx7vV96SU12AQoTDQkyMlTla+v7Mkn1Zub27WpzsQ/sn3/+SQCc4e/8ZTv88ccfrFmzJqOjo/m1E09Yfn4+p02bxqioKNarZ84dtIMrDgtv9a+iIbyZrIXyrAAdgcO+eUZyctRv6adonLQ0Mjz8v+bn/3baKoLpySJbyXeLiZZKt6Pr1i3as9xLvIkIc/b7p6enc+jQoXzttde4dOlSHjp0SIX8Ws01pTnkVgxPBzgaWNY/8PTp0wmABw8eDKq8ZZlvv/2WYWFh7NChA7OyspiSQupxhY9jOvVWoXm2tp5YTAL836iiVc1cSfy2/p2//fZb1qhRg+Hh4Zw4cSLzA1gBcuvWrTQajTQYWrAp1pAA78NS9yfpkSNVAQsHlercmVCLT/S2WqjYnBBfeomsWtVuRciQX8nbZW7e7WIRDbsMH07GxAS8qEsB/fuTN9/s88MePHiQHTt2pKVX7S6r1jHOx9dSAgZqWkO+++5h8rHHAmMUvWmuINuoEXnypMeHGTt2LAGwb9++zCtmuLg6rovfo1oYZDbKJvr+ebhwQS1I+Siv1REmk4lTpkxhWFgY4+NrMSJig9V1XqFO97r5Om8jcJG18CezEME56OeVQuoRt9yi2inYY9s2p8Xq3MZkIm+6yacKst+5cEFFsPTs6dbXPv74YwIoMjcEmuPHj/Oaa66hwWDg8uW2+2MfOnSooJZD586defToUZv7uVpIxpfj13K+HhjHaICRuI5AbmiGplPdo+Rk29EtvjCgbN//fGpaPwLgWxMmuHagy5edLsp6Uu/C2XXl5+dz6tSpjI6OpsFgoE6nIwCGhYUVOrby88mcnFJdZEgMTwfY8/wUd48/8sgjjI+PD4j369+MJbfi3nvvZWpqHu+JUN6JFzDe4cO+AH14CpUZbczj4MHOcmKLbmlpSlmaOHEidTodr776au5wcUXX13z22WdUBawSuQZGfoAnSkw4TifrF14g77jD5p/crVhrMTJtKdJOFezMTLsTe6lYyXvqKdJgIB2sfLtEfr7KpyGVsWMJWQsU11+veor6kIULF7J8+fIsX748p0+fXrBA4ywfPSqqMCKjfPlvqWnlCVRmlSprA/Pbr16tilBcvuzxId57T4WOPfTQQzaNTlfHdfF9+2Ie7weoPJ9fh97z4ALWOb5G490E/rEZhTNgwGzzdd5A4BTfxVDmIJwJOFEwdgJC//7q5hdvO7Vzp0/7uxafK3/u/qo67+7dPjuH15hMqretvQWg559XMr/7rsuHfPrpp2k0Gt3uq+nrRclz587xxhtvpE6n4yxzDh2p3vsffvghY2JiGB0dzZkzZ5bQ8ZzX2PDve8xyzso4xTvQx2zMjfTuGcnNVSGmPtRzVFjtaQLvErjOLGd/wobTwJvf1H60Vh71elWTY8msWSqixZG+/vjjqhaGjX08rezv7LqOHz9esFjbuXNnHjp0iJmZmdyxYwfbt29PTdP44bvvkldfTU6eXKrbqojh6QRXJrn69evzLh/kBAnOeeeddwiA/fv3Z2pqHj9Fd15CJGvgqJ0H3sSDqMl5eNijieLixYu8//77aalgd9GNxtj+ICFhB4GrqIPGoajmsxebK+G1lsIn3rzw8/Pzec5Ju46QXMk7fpwcMkT1AjOZyMaNfe+VGD1aXahVtV+/kp9PGo0O81jc4dSpU+zbty8BsHXr1gWtQ0jH+TDFx1LhvvsJNCKgY1TYKP7w8Ach3Ss1LU0Vs+jevXsRZdqZomJvXFt/rzJO8TzAyqhMoDKBw757Hj77jPSiwqcjLly4wA8++IAtW7YkAOp0eoaHv03r0Dpbc9bnn39OTStHoC6T8S3zoXEURgVmHkhPV168PXuUgNZeko0blcBDhvjkVIVj/QiBzwisYgyW8QRi+EXkfaGxuPDnn2SXLupejBlje58TJ9Tfa9Rw+bCtWrVi27ZtXdrXkYHnC2Pu0qVL7NKlCwGwSZMmvO+++9ihQwcCYMeOHYvMZRZ5XOt2UPT96evfs+S8oiIj4uM9a+lGUhmcALl4sVeyFf5mJgIzCESYDc7mBGbTV+G1ts5rO90nm0AbhiGMPwL2oxVMJlXh28YCvadpSM6ua/Xq1axcuTIjIyNtFqu8fPkyu3btSgCcXLs2mZjIq5JttUkUj6fLWygbns74559/CIBjx44Ntij/Gl577TVaPJ+fvPUrsxDBNPS2+9AbkF2QD+nqFhlJzphxls2aNaNOp+Pbb78dEh7ttDTSaLzAWNxqnsTfcH3icbCy7E7IsSccP36cY8eOZUpKCgGwTp06fOTaa7muR48S+4bkSt4rrxQKMmmSynHyRe8+a06dIsuVU6GlgeDAAXU9xStTuklubi7fe+89xsbGMiwsjK+99loJL4Y7iwlF971IoBcB8CmAJn9UWfz8c1Xl2c3G5dZ89dVXDAsL480338wsK2+YK4qKs3FteR42ojU/QSMCMVTewGyP5S1CcrKq4OhD/vjjDw4bNowxMTEFyvxbb73FGjWOuDwOXnttI4GKBBL4PtryMJIYZcz3rzGWn0+2bEk2aaIU0JtvJpOS1Nx54YK6V3XqkH//7ZPTqbH+HVVVz8LWQlVRhQcB3lDu5+Aan3PnqjkpOlp5Mx15J7/+mvz9d5cOm5OTw4iICD7nQqskV54hXyjbOTk5HD16NG+//XbWq1ePVatW5dSpU0uk1LhrfPgzVcRalkhc4n2YT4N2DaOiKpYwll1m+nR1QC9SxwrlukSVsw2qApd7/KZjWGPf+3yKQC1WhIF/RkTZfo4tOe9W3m8LzlrjuHNdeXl5XLNmDXv27EkAbNy4scMqyzk5OQVOkFEANw6cF/qRYXYQw9NL1q9fTwD88ssvgy3KvwqL57Njx47cfPtzJMA22FgQuuWOkWnrRTF9+hk2adKEBoOBq1Z5sXroB1SeRB5VlWIwDONce9kNG6ZCK61epK6EjXjy4szKyuI333zDF198kTfccAM1TSv4vd544w12796dlY1G6gHOGz26yHdD0uPZqJGqKjdpkjLYvCQjI8P2QsbgwSqE98QJr8/hFEuhKav+ku6SkZHB1q1bEwBvvfVW/mrHW+vOYoLtAhGqLckgfThNhw97LK9NBg5UebYeFtI4cuQIK1asyCZNmhTpR2h/5d29cW15Hp43FxWrgFlULWme817JuHBBHdyFvr7OyMrK4ty5c3nTTTfRkpfUp0+fIlVD3V1UmjhxL/X6RGowMjFquv+L482apQSyhLxbKk8vX65aheh0bj8v1lFTxUOLVRXfCAINqHoPbiWwiBpiWQkah6Mr9fogKZOZmar4WevW5LFjPj30tm3bCIBLly51uq8rYY2BXJR0J8wyEO8sy/iqi99JgIPKvUIglgZDc86d68Hi1KOPqkHqxUJ79ep/UlWUTaYqIPQ6i1er9qdx7vg32ksdolkHYLqtvOTRo9WAsjJKnelJmma7oKf1df3111/86quvOGHCBD7wwANMTEwkAFasWJEjR45kpoO6Gxby8vL4aD+Vr/psXBwXpObbnVtC2QAVw9NLpk6dSgA8cuRIsEX517FgwQKGhYWxTu3a3HHTTUVyEtLSyHrlDvNrdOSjNkp129osq0V///03GzduzIiICH711VdBvELH1ErKYkfEUa0mvmPzmoqE99StS3bt6lZeijsvzosXL3LGjBns3Lkzy5UrR9VDS882bdpw1KhR/L3YanjG0aO8JTycAPj2W28VfO5OWGZAsPQ0e+89rw916tQp9uqlPHgREZEMD7+GwONMTPxbXdcff6iLfeEF7+V2xg8/kP36eVyV89KlS2zXrh31ej3T0tJsGtKehJna3t/EWHPrjYdiE5jnbW6tNXXrknfe6dFX8/LyeNNNNzE6OrrI+PZlSwXLsRphD/egEW/Aj7RUaoyI+Mq752HTJiWIl4trBw4cYJMmTQiACQl1WaHCeALHiiwEOjLCHc0zJ06cYN26rc3z3Aha8sL8srp/yy2qp6llLF+5Qr78MjllihL05ZddOozjOdZE4AeqVjI6Aq0InCm2z+80oiYBPYHZwfFk5OWRK1eqnFYf88EHHxAAD7uwiORqERdbyr4v8aQGQiB/s7Q0cq/WiN+iA4FPqRZ/nnBfhgYNVGi1m+Tn5/O551axXLlbzM+qRqAzVVXuwN4j5/PvZhoRwRoAZzxVbPGjSROyTRs3jmV//tq3bx/79evHqlWr0jqioWbNmuzRoweXLFlSJELGFfLz8zn0VhXx9nCnTszJySkddTGsEMPTSwYNGsQKFSqERBjmv5ENGzYwMTGRBoOB77//Pk3nz5Pz55MLFzInMpaXtCh2xhq7E0Zxg2b37t1MTk6m0Wjk2rVrg315DklLI9/TD2GPggltLG3lTWgaWRfKeFrc9r8uhwm5OnEdP36cQ4YMKQirq1+/Pp9++mmuWrWqiAfIFtnvv8+eZvlHjBhR8Bz5O6fHLS5eVCc8ftyrwyxatIjR0XFUBaKeMW93EQin6tM6jUAeV0X25IF2/XwkvH/IzMxkx44dqdPpuNicC2RrxdeR0uhqYR1rhb0B7iYA9qhWze0Xtk2OHlUHnzzZo6+PGTOGAJiamlogu6vKqTsKcknvaSZV/msVJiZ6EfY5Y4Y64KFDHh9ixYoVjI2NZcWKFTls2Kc0GkvOQd7OM8nJOSyP3gTAWNxIIKNgnPlsLsjLU57vQYNK/m33brJvX5faHjlWVNcQuMY8X0cSGMiSPW0t2wXCnFKhx8sETCHvyXCVhx56iFWrVnWqN7kaNeDsve4tri4kBXOBNCWFfAMvMw86VsIZAsMJgJUrL3T9IGfPkomJLrWTsp7rdLrvCNQ1j+vqVClAtsPqLZs/cl7tyWdri8ImlkckdajIUZaOByYT+cUXBb21XRl/xecvk8nEbdu2sXfv3tTpdDQajXzooYf47rvv8rvvvuM///zj9bWZcnL4Rm81H3bo0IGJiWftvmNCEb8ZngD0AHYB+MLZvqXZ8GzdujXbtWsXbDH+1Zw5c4Z33nknAbD7tdfynOWpu/FG8sABl6sTr1q1itHR0axevTq3b98evAtyg6Uzz/FvLY53oKJ50n+etozPYVAr9jVx0G2lODc3lzt37uT//vc/LliwgKtWreLp06eZl5fH999/nzExMTQYDOzbty+3bNni3iLMlSvMa9SIg2NVjtOjjz5aJD8wJMNuPWD8+PFUxVVaEPil2PX8RqCj+fe7ihreJnDW/wrMX395FE6VnZ3Nrl27UtM0DhqU6lZVR1eNrrQ0+9+tgycJgFdf3c5poSqnpKaqg3rQ0mHFihXU6XRs06ZvQCpbWo4djhyGIZcqX6ocgXaeFz17+GHV1sjNcZCfn8/PP/+c7dq1IwDWrn0Da9RId/n3d3UcWF97DC7wbURTDzAMDQlzQTmfLUT98osSav58t75WvACh7VSPv2jJVVYK+odUhmXR/YqPnyic5b2INn/vEQKXA7Pwtn+/8u56kffsiHr16rFbt24O93Fk7Lkz11j29SQU0Z2FJH8bUs7QNLIZtpEAB+BDql64bQlEceJENwrW5eerHtMOKPxtTAQmU3nm6xJYREsPXnu/Q6CNcseLBgcIXEXVviutiHzOFxvyWKXKl2zVqhe7devGZ555hq+//jqvu05V7Y2KiuLIkSN50ovWXM5YuHAhDQYDgavN11Lynoci/jQ8nwXwcVk2PE0mE8uXL88nn3wy2KL867H0hwsPD2dK5crcPGxYkZwtZ9WJU1NTqdPp2KxZMx730rMVcD77jPkAW+Nas4LyEIGsIhPQWnTiXjRwWRkkVRhhWloa69SpQ+swEctWqVIlAuBtt93GA97kPf74I027d3PUqFEEwLvuuqtgVTDohYaOH1d5nR4qYCaTqaAYVmRkb9oqH682E4FlZkUBBIwsh8fos4bgxcnLIyMiVBsEN8jNzeXddyuv42OPfehRhT9XfzvHCt9iAgYmGMvzf970+Fy6lOzYsUjeszNMJhMnT55MTdNYp05LGo0lDQh7mzceupQU8lrs5gXE8A6ssroPKpzdWXSBTXJySAcFLYpjMpn4xRdfsGHDhgTAlJQU9u37Do3GbL+NA8u1A2RzbOWniGAUdNRQjcA3ReYsrzCZyMOHyfPnXf6Kc+U0k8A4qoJQBgKjqapr2r4ftjws0/EfvlYw79YnsMv/C2/Dh5NhYX7p7Tp79mwC4Ntvv+1wP3vPv+UZ8qSPovXmbF511csZKl5oSwXZX9DQqor/MQLx1LQGnD3byeJUfr7Lee7qXNksXEzpQVsLKaFyjxwtICRgD5ubF3euwx1sgD2MjHRWK+Rj6vU1qDzKlXnNNdcwMjKSANisWTNOnz6d592YRzwiN5ccNYobXn+dOl0cVbXzTSXueyjiF8MTQCKAbwB0LMuG56FDhwiAM2bMCLYogpkff/yRtWrVok6n4zPPPMNLly45/c5HH31ETdPYqVMnl/YPRX679Sn+iqsZjlfNL4JWBP4umIAewCI+iIVOX6JGYz5ff30bx4wZwwYNGqjJ+LrruGDBAm7cuJH79+/n+vXrOXHiRPbp04dLlizxXZi5ycQP+valTqdj9erVuXLlSqf5gX5/mX3wgTrZ3r1ufzU1NY8xMaooTkREfwJ5LipFu1kXbRkOEAgj8B8mJXmWh2kXS97qnDkufyU7O7ugqt5///tfj3qZufMydKb4pWAx60MVrXqsf3/vvZ8ukJ+fzyeeeIJqIeE+2mp+7qmi64y0NLKCMZsZiOYMDCw45tChnzAsLIwtWrTw6z3Yu3cvb7lF5W/VrVuXH3/8MefPv+JRKKS7SpH1WOiEtdyBMCbBaJ7rhhFwXpjDHzh+BpYSSDTLeDdVeyDn96P4uI9GBg+iJmchmUA1KgP2AyYnm/wz/+XkkPHx5D33+PzQCxYsoKZp7Nq1K7PteNVcKeRCetZL0daxLF5QV/ORPR3D/sYyblSYrXXU09cENBqNdzEjI8P+Ab7/XkU/OOjfWfjbZBG4wzy2J9BWlFUo3iNbYyYKF/kDrmM/hBEAm+I62l8gJlUrGLXouGzZMuaYw+9NJpP/jU1rTCaVj96mDSdN+p2aVpeqUNlin7xv/Im/DM9lAJoB6GDP8AQwEMB2ANuTk5MDdsG+ZOXKlQTATZs2BVsUwYrz589z8GBVfCMlJYWffPJJiZLolv3Gjh1Li9fOlapiIUtWFhfNvsS4OFKPxQSMZqXHfn6r9csXMLFy5aWsUqU2VcVMja1ateKSJUts3ju/sHMnqWnc1qQJr71G5UG1bt2HRuN5h/L7NcSpUyfVsNlN43rmzH+o03Uxv5ifoqOKfra2utjPIwCboC1VGFM9Tpjws++uy1Kt08X+jb/++iubNm1KAOzde5LHSp+7L0NnSujjeIcvANRpGuPj4/nRRx+5Pl4zM52GlFljMpk4cOBAqqIdI9z6TX2Za/Zl5L08gQTWqXi2QGmOj/+cYWEGNmrUyPVCd7NnqyJWTsa2yWTi+++/z4iICFaqVIkPPfQek8095Dz1OnmiFFl7Ax/AIn6HZoxGP/PvcTU3bNjg3gGL8+yzKr/LRVnsj8vTBO43P/tNCXxXJNwzKsr5/Sh+/IcxjwR4A75gocI/iEZjru/nvmXL1ElXr/bJ4TIzM7llyxaOHz+eOp2OHTt2tPuudaeQi6seSX9toajYW6co6IsYTx8Q0DEsrD4nTrSziDpggGqbc/my3WOr+51FoKt5DM4sVffI3piphuM8jBocBUtkwd0sHjWmtplUrU+6hIa+OH68EuzPPzl9+hlGRLQjUIVJSRdC6r4Xx+eGJ4A7AUwz/9uu4Wm9lVaP57hx4wjAsxAnwe9s2LChICSsYcOG/Oijj/jpp59y7ty5HDRoEKOiogiAPXr08E2hklDAZOLJq9txYrm7GIFaVCt41zMFP9l8Mej15Pjxu9m2bVvzhNqYqampPOWn3B6nzFMKVs6cORw1ahT1ej3j42syIWFz4F9wH3+sbpCdCrO22iQApE63k0A9Km/lDIdyWxRSWwr8NjTjVjSn6vOXQMDI/v1n+mYh4I031Emc5AaaTCZOnz6dRqORMTGVGRPzudsKmi9ye+wr+SauNd7J7WHhbGOuqtqiRQuuXbvWuSf+o49Uj0IXCuuYTCYOGzaMalHmRTpa4ff7uPz6a+aFGXhQq8VrsbvgXBER39BoLM8aNWrw559dWKRo3Zps3tzhLqdPn2aXLmoBxWi8g8BJt4xNW14kb8ZBUcXRZL7utYyPr0kAfPLJJx17dexx9qw66LhxNs/pWtEsE5W3oQpVwbBxBK7YvF5nqR/FrzcKF3kRURyLl6giJ543K8g3MzHxtPvX64jBg1WRpbw8l7+SnZ3N9957j6NHj+aiRYv4/fffc8KECWzbti31ej0t6RkdO3Z0GFXkbj9pdwua+WoLduioI1JSyAH4kIeRxHJFIjK+NY/NKAJTmJycVXgNWVlkbKzK+S5G0UWQowRuoqpYO8tv870/sbdoVA/7+AQ+IPA+LfUWgFepWhzNJtCBANikyR2hoy8ePqyEf/11kuo5tNfSLJTwh+E5AcAxAIcA/A0gE0Cao++UVsOzV69erFmzZrDFEByQl5fHRYsW8ZprLJUE1RYREcF+/fpx27ZtwRbRt+TkkCNHkgYDswCOBKgDGIMoAvNp7aUxGk3s128aIyIiGB8fz5kzZzLPDWXDL5hMZL16BeXMN2/ezJo1a5qVlwCG9CxZog7arp1SSothe+X0BIH+5pdyFQLrnSowlhezrSq+z2ISCfAq/E5VnORmAmDLli29H7e9epFO5q5Tp06xW7duBMBrr72VRuMJp9djkd3XrQ0ceTcq4xT/QgJP12zG1PnzmZSURABs164dN27caP+gffq4VGlxEA0AABznSURBVFjnypUrfPbZZ6k8a0MdjsFAKV7dE7bwEJLZoVirgmrVdrN69eosX748v/32W/sHOHdO9aR85RW7uxw9epQNGjRgeHgEw8OnOb1uRwaCL7E22poknuaP/abx4sWLfPrpp6lpGpOSktzvq716tRK82D1zzatmoioQdqv5/dKMwM8FY8FX15uC9GK/QSpV2G0Nrl+/3vsTWXjmGfLee13eff369QVpGZZ+zZatadOmfPHFF/npp5/yyJEjTheDHBmNnhQE8rURGmoePFukpZG3R3xNAnwQC1kHfxTIfzW+pmpxAgJJNBhmc/78K4Ve7v/7vxLHKhz/KwhUojJci6bt+LuVjT9w/Gx/bn7f6grGclhYXd533xt2Q8SDRvv2SmcqRZ01/FZcSB27bHs8GzZs6LQymxAa5Ofnc9u2bdy1axfT09N52U44SZnhwAHlPfzxR25dv54tWrQgABoMLQm8wgoV3uINN/QgAHbp0iV4Hk5bTFIGF/fsIalConv27Gl+AdxDvxUxyM0tLLRy+TJ33T+WV5lDCi0vVmsPTuF2lMCz5hdyOIHnCPzjVImxZyhbwqVq4CjzofFVjLFScFOp01WlpmkcOHAgz5w549m1rl9PTptm98/ffPMNExISGBZmYMWK79CVsFJ/Kx2OwhvbYj0b4hempJBz52Zz6tSprF69OgHwP//5T8ncR5OJrF5dGeAOOHHiBOvXb28ee0/SmfEVKMVL00iDnSI1NWocJtCQgIFPPmmn8NInn6id7YSn7t+/n3FxydS0GCqPu+vKuU9bnDhhZ6+JJMAu+IopKeSoUZsLolz69Onj+vPx6qvKEC8WAWB7vB2iWsR7lMD1BMqbx0d5qpDGwlxuXy6G2ZZlJ5VnRs/77x8XuLQIkjk5OQVRACkpKVy9ejUzMzP5888/c9WqVR4V6fN1FfPiUSk6nfvGZqCfbV+QlprPQ2G1eRYVeQV6NsUOJuIIM1GO69GWyZhNoCUtVZbnxCYwPympiJe7MLT9MoHHWbiost8nv00oYMtjXnQ7SWABExK2hm7LxPnzye7dPe7HHQzE8PSQ7Oxs6vV6vuxiQ2lBCCb5+fmcN28eU1JSClalw8LC+OabbwZUWXGJ06dVA2urIgcmk4l9+kyhynesT9gJHQbc8DidOkW2a8czNa/nLkML/o0qPKpLYnylvCLHsb2dplr1fZDK2NQT6ENYrS472pytnFtehvdhKatYFYlS23mGhQ2jTqdnpUqVOG3aNObm5vrk1ptMJj788Pvm62ng8D4HS/lw5sVIwAnGxZGzZ1/i8OHDqdfrWbVqVX5hnb+3b5/aeeZMm+eYP/8K4+IWUHmuI82Ghue/p68pUJZwhW/gZT6Kj4rJdI6AanXSs+f4kpEMAwao0DpzFUtrBb1ChT+oaVUJxBPY4ZZyHsj7YCm2tB91uR91GYZc89jIZmzsKOr14UxISCj6u9vjlltU43irYxcaQZcIjCJwGwHrRvCVqLycQ6jC80749V6kpZFjw0ZxGXoUu+8XCDxAS2SCP9s3WDh27Bhbt25NABwyZIjXRfkceSl9eR89yQstDV5Om0yezCvQcyxeogHZ1JDP/pjN04hjNgx8EW9Qh+W09JU1oCaNxlcZG/sTVcXaLPPz38A83kcQyCkb98YOtsZHWbvGUMCvhqerW2k0PHft2kUABc3TBaG0YDKZePHiRc97/wWRl15aR01LMBt7b9BezzDrLSrKdv+2jYOVa3E1unA1uvBj9GJXfEnNoXfvJIGeBCwhZXFUxYPSHcrgbg+54i/Aa7Gb9fFrkWPGxu5hRER7AqBeX5P9+890LQxo2bISfSvT0mguGPMf83V1I5ARkoqZozywVzGGJxHPKFwskGvnzp0FvdVefvllZYRNn66+8PvvRY6dmprHqKiZhDk/GmhCYK/D6w+kh8+C9fjYgDY8hGRzb09r2bLMYxU0GG7guHFWv/mQIWT//iWOpSph1zaP618dXrdlC1ZOl2Uc3ImVJMCBJfKpdxHmFlPt2j3Cw4cP2z9Y27bqnrD4/ThL4Ebz896EQD8qI3M3raMAIiNVaqQreZvesLvHaOZDYxIOF7tWE1U+eQQrVKjGr776yjMPzZw5ZP36pAPjdcWKFaxSpQqjoqK4ZMkSL65GYUvZ9+eYspWbb6+qbWnycpbAZOLSmedK3NvKOMXF6EkCTEVfKg/9QgLtaR1aWrhVI7C2xHNfqu+NA1zNvw45Dh5UUVulADE8PSQ1NZUASkUiryCUSo4dU5Vui3HmzBneeOODLKwauc4lBbm4UqNptKHA2dvyqAqHVKbKq3qBquiA4xYp3hhlhV4AEzeiNS8iivdguQ2FcxUBFUodGVmB3bp14+TJk/nHH3+UPGhuLlmpEvnggwXnUMpWLlUvNhB4ia5WbA1G03RHXotW2EwC5iIRhTJWqpRJ4DECYKNGnfj76tUqpNtksrrPx2kpIAHcQOAzp/chmKvhFrnvwCoSYF+k2pDRROBjKs+tnsBAVqjwu522ERlUoaORBH5w6RkKpmJW6BkzcQPa8Diq0YjLxWTNJvAigXDq9eEcMGAA99ppjZS2wFRsUeM4lTfIQJR47oJ0Dw4eJAGOxig7v81P1LR6BMD27dvz+++/d+/4gwaR5cvb7Gt75MiRgh6+jRs3dqr72FPgnYc3Ft5XwXvseZPvwXKuxJ2MLrLAeJKqkM54qpoK7xA4FTJznmCH779XP46LVbmDjRieHjJixAhGRETwiosNdwVBcJPrriObNbObNL9s2TLq9ZY+eV0Jqwqf3m8mApupcjfbUOVvWgySkh4wf66Wp6SQ1XGMm9GK2TCwJbbYkXcNo6Mf41VXXUXLanX79u2ZmppamOv25ZfqCytXWhlweSxsBP6uS/cn2CvBjvI9t6Al96OuHc/1RwSiqNeHcciQIRw3bhcjItYR+JBqUSGSwBy6Ukgn2PfAggYTf8Y13INGDrz156hyVCOovHd3m5XLBebtPwSSqYzTL0vFdVv//m2wgR+jF+Nx0o7chxkT8yQjIiIIgPXq1ePw4cP5yy+/FCw+FF3MWEvVjiqawDcFn4eEJ+zuu3lZi2QyDtm51ixWrPg+ExISCIC33HILN2/e7Nqxb7iB7NChxMffffcdY2NjaTQaOXHiRKeh/fZCFgcPdj3U1ReFmYSiWLck8mQLRnSH4AI5OUoBeeCBYEviEmJ4eshtt93Gpk2bBlsMQSi7zJyppqKvv7a7y5w5mQwPf5tARbNC/TBhVyEr3B7BXC5DD0biUrG//UNgDAHVnkEp6m0JDKXyHBVtLB2I1V+LElcJZ/gnavEYqrMq/nKorB0+fJjjxo1jlSp1zNehQgVvQT2O1cpx2JAljI//jMB0At3N+0x0et9CbbXbloLbE4tJgHdglc1rSMAOJuN2s5FlHVJ2HVV10tJ1D1JSyN5QYePd8JlD2StjD5+HjpGILnbtsQTuIvBFqbluT/L1Klb8i8BUhoffShWuD16POPbDXVRe3h1UBjqocsl3Fnw3ZDxwhw7xSkQkl+vvc3itSUmZ7N17MuPj4wmAXbt25datW+0fNzeXjIgghw8v8vHy5csZERHBBg0a8MCBAwWf2wtZTUmxVYDN/S1k7ncZw9P+p6H2/AvFeOIJ1R6sFBQZEsPTQ5KSkti3b99giyEIZZfsbLJaNbJjR4e7paWRiYnnCIykMhQNVJ7KM3Zfov+HW7gP9Vjo2cogMNqsgIOqaMh8WiroFq9qG+j8D4uS1xg/8RIiORWD7V5b0cq7+VSe2zeoQ3vGoHj+DqgMsPF2jxcKYZWOKAwXVlsYcnkEiVyJO21ez1N4jwRYDd8SWETgawJ7WHxRobTcg7Q0MsZ4hR9iABs4yUcdhVEkwHrYR1U0Zz9VpIDjkPFghFS7QvEwwmvwM/tjtovK9BlG4kVWs/lMDCOseiCGnNK9YgU/nXLQqfdKjdtLrFDhTUZHVyIAduvWjT/++GPJHNBdu9SXFqlKyPn5+XznnXeoaRrr1r2RiYlni8yF/uyXGXL3u4zhasuZUJ73hGJs2aJ+rDlzgi2JU8Tw9ICLFy8SAMfZaDYtCIIPmTxZTUdbtri0+3vvHWFExKNURRJiqQoQ7SqiWMfhNK9Az3F40fzZRlqKyej19zA2dlfIFhZISSFbYgsjkEVAeUFdVeZa4AdmIJLtsILKs7OdKo+tpMFVGhUOa2WqGbYxxk7bnU9xNw+gtsv3LVSNLmuK59PZCmmMQBZPIp6rcIfT6w3G4oq3pKWR86OfYD40dnAx77s/ZjMH4FWYRWA1VV5v0UrOoXwP0haYGGvMcelagQsMDx9LTatAANTprqbROIrAOlaocJStyu/hHPRjbV06gQMMC7PkO99NlMid9d8Wyve7LOLIcy2/QynCZCLr1FEdAUIcMTw9YMeOHQTA5cuXB1sUQSjbXLxIVqlCTpni1tcmTNhDo/EuFnowogncQeBjPoypvAKwPhZTFQnSMSysFl991XZPw1DCOkzKgGz+iVpcj7b8ArdzPdryXQx1WJXXiMvUlVLvlqtY36Pi16pDHs+hAmfhMbvXXxqN7gIOH1atUs6fL+HVeBQfkQA74mub110mvEyXLpF16/JSXBJjXeiluwp3MB0ptJXTG/L3Iy+PvPNOHmjXz2Gl55LbeQIzqQppWapzgypSJIFAPQJGqr6kH9m8N/7YQv5+C0Kos3s3mZERbCmcIoanB6SlpRGA3ep4giD4EC/avqSnp3PhwoV84oknmJSURAA0Qk+jlcL1yCOP8EIpyIuwYDEoDMjh2Apvczeu5TY04xa0JAHeh6VFFLrqOMZnMNmpAlkqDS07pKWRHav/xt9wNbuU31TQOL4FfiABPoiFZfMebN+uLuT554t8nJZGpkYP5k9ozLhKprLVNqI4P/5I6vX8LPJBh+M9GhnMhoFTMKz0joOXX1YCL1vmpvFp2f4i8H8EpjMag6mKTPUiMIDAUb8bm2Vy/AmC4BAxPD3glVdeoV6vZ05OTrBFEYR/D6tXe2WE5ufn89tvv+WgZs049KabuGDBAv5erI9jaaRQ4TSxC1YXMTAb4hf+hMbMQLSDKphltJDHxYtkYiJ57bVcOC+XkZHkOLzIc6jAOJwuu96Whx8mdTqyYkUyJob89lv1+d69yij7N/D66yTAuyLWECCvx3a+jDfYD3NYF/sJkBVwjq9hNK/H9tI7DnJzyebNyUqVuPy/xz0qGgOQ4chhNgwci5f8YmAWzyMsdfdZEASfIYanB9x7772sV69esMUQhH8Phw6R4eFk586q6JBQgK0qhTdiEzegDQkwA9HsjDV2i4KUaSXw00/VRU6axLQ0smZyPq/CH2U7l+n0aXLkSHLIEHLYMHLNmmBLFHiuXCFnzOAn004xJYV8Eh8UDPg86LjY8BCbVThQNrxu+/aRRiN5881cPCvDpaIxxbfuWEEC7IFlHhmU1gXNbM0vgwfb7ukpCMK/DzE8PaBRo0a8++67gy2GIPy7mDNHTU3336/ymzzh4EEyK8u3coUA1gUiqlXK5jFdIi8ghu/FvsKl08/Y3bfMK4EmE3nXXWrcuFigSiijZGaSv/9OjhihDLVu3dRnZYHZs1Uu/JnCZ714tWd7Wzlk8iBqcg8aMQy5To1MZ4b6v2p+EQTBbewZnpr6W2Bo3rw5t2/fHrDzeUNeXh4iIyPx7LPP4s033wy2OILw72LSJGDECKBvX2DuXCAszL3vN28OVKgAfP21f+QLFY4eBWJi1LX+2zl8WP3uQ4cCr74abGmEUOCvv4A5c4AHHwRq1w62NL7hwgUgNhbIzwfeegt44QVA07BwIfDyy8CRI0ClSmrXc+cK/z307Ci8htfRrfx3WJXRHnq9OkRcXOG+ycnAuHFAnz7BuTRBEMoOmqbtINm8+OduanP/HtLT03HlyhXUr18/2KIIwr+P4cOBnBzglVeAHj2Ae+5x/btnzwI7dwKjR/tNvJAhKSnYEoQOKSnAiRNAeHiwJRFChWrVlDVWloiNVf9dswZ46SWgVi2gVy/06ePAYMzLA5quABr3xsqF7QMmqiAIQnHE8LTDvn37AAANGjQIsiSC8C/l5ZeB9u2Btm3d+966dSpq7JZb/COXELqI0Sn8W7jtNqBlS2DIEODmm4GqVe3vGxYGbN8OZGYGTj5BEAQb6IItQKjy22+/AYB4PAUhmFiMzh07gHnzXPvON98A0dHADTf4TSxBEISgoterNIRLl4DBg9ViW3FMJuDdd9U+ERFAxYqBl1MQBMEKMTztsG/fPlSrVg2xlrAWQRCCx1tvAQMHqhBaZ3z9NdChg3i/BEEo2zRoALz+OvDpp8D8+UX/RgLPPQc88wywaFFw5BMEQSiGhNra4bfffhNvpyCECtOmAZs2qSIhO3Yoj6YtSCA1FdDJmpogCP8CnnsO+OMPFXYLAIsXq+3oUbVQN3QoMGBAcGUUBEEwI9qZDUhi3759YngKQqgQFwcsWKAUrIceUqFjFtLSlNL16KMq9OyaawqVMEEQhLKMXg/MmqW8nwDw99/AwYOqnO2YMcA77wCaFlwZBUEQzHhseGqalqRp2jpN037VNG2vpmlP+1KwYHLy5EmcP39eCgsJQihx883AlCnAypXKA5qdDTz+uDJEMzKAVauAxx4DcnODLakgCEJwGDYM+PlnYO1a4LXXJPpDEISQwptQ2zwAz5HcqWlaDIAdmqatJfmrj2QLGpaKtuLxFIQQY9gwoFUroFkzVaFx3TrgxRdVnpNOB/z5Z2FjOkEQBEEQBCFk8NjwJPkXgL/M/76oadpvAGoAEMNTEAT/0aqV+m9sLLBrFxAVVfi3unWDI5MgCIIgCILgEJ/EYGiaVhNAUwA/2vjbQE3Ttmuatv306dO+OJ3f+f3332E0GpGYmBhsUQRBcIS10SkIgiAIgiCELF4bnpqmRQNYDmAYyYzifyf5IcnmJJvHx8d7e7qAcPDgQdSuXRuaJOQLgiAIgiAIgiB4jVeGp6Zp4VBG50KSK3wjUvBJT09HrVq1gi2GIAiCIAiCIAhCmcCbqrYagI8A/EZyiu9ECi4kCzyegiAIgiAIgiAIgvd44/FsA+AhAB01TfvJvN3uI7mCxtmzZ3Hp0iXxeAqCIAiCIAiCIPgIb6rabgRQ5pIgDx48CADi8RQEQRAEQRAEQfAR0lm4GOnp6QAgHk9BEARBEARBEAQfIYZnMSweTzE8BUEQBEEQBEEQfIMYnsVIT09HfHw8oqOjgy2KIAiCIAiCIAhCmUAMz2JIRVtBEARBEARBEATfIoZnMaSHpyAIgiAIgiAIgm8Rw9OKvLw8HD58WDyegiAIgiAIgiAIPkQMTyuOHTuG/Px88XgKgiAIgiAIgiD4EDE8rZAenoIgCIIgCIIgCL5HDE8rpIenIAiCIAiCIAiC7xHD04qDBw9Cr9cjKSkp2KIIgiAIgiAIgiCUGcTwtCI9PR3JyckICwsLtiiCIAiCIAiCIAhlBjE8rZAenoIgCIIgCIIgCL5HDE8rpIenIAiCIAiCIAiC7xHD08ylS5dw6tQp8XgKgiAIgiAIgiD4GDE8zRw6dAiAVLQVBEEQBEEQBEHwNWJ4mtHr9bjvvvtwzTXXBFsUQRAEQRAEQRCEMoWUbzXToEEDfPLJJ8EWQxAEQRAEQRAEoczhlcdT07Qumqbt1zTtgKZpL/hKKEEQBEEQBEEQBKHs4LHhqWmaHsBUAF0BNATwoKZpDX0lmCAIgiAIgiAIglA28Mbj2QLAAZIHSeYCWAzgbt+IJQiCIAiCIAiCIJQVvDE8awA4avX/x8yfFUHTtIGapm3XNG376dOnvTidIAiCIAiCIAiCUBrxe1Vbkh+SbE6yeXx8vL9PJwiCIAiCIAiCIIQY3hiexwEkWf1/ovkzQRAEQRAEQRAEQSjAG8NzG4C6mqbV0jTNAKAXgJW+EUsQBEEQBEEQBEEoK3jcx5NknqZpQwCsAaAHMIfkXp9JJgiCIAiCIAiCIJQJNJKBO5mmnQZwOGAn9IzKAM4EWwghJJGxIThCxofgCBkfgj1kbAiOkPEhOCJUx0cKyRLFfQJqeJYGNE3bTrJ5sOUQQg8ZG4IjZHwIjpDxIdhDxobgCBkfgiNK2/jwe1VbQRAEQRAEQRAE4d+NGJ6CIAiCIAiCIAiCXxHDsyQfBlsAIWSRsSE4QsaH4AgZH4I9ZGwIjpDxITiiVI0PyfEUBEEQBEEQBEEQ/Ip4PAVBEARBEARBEAS/IoanIAiCIAiCIAiC4FfE8DSjaVoXTdP2a5p2QNO0F4ItjxB8NE07pGnaHk3TftI0bbv5s0qapq3VNO0P838rBltOITBomjZH07RTmqb9YvWZzfGgKd43zyc/a5p2ffAkF/yNnbExWtO04+b54ydN0263+tuL5rGxX9O024IjtRAoNE1L0jRtnaZpv2qatlfTtKfNn8v88S/HwdiQ+UOApmnlNE3bqmnabvP4GGP+vJamaT+ax8ESTdMM5s8jzP9/wPz3msGU///bu5vQOsoojOP/Y1NBVCyohNK6EA1IXBhdSESRWlFaN1Eoki60SKAu0oXgRty4caEL7Uq7EEujqCFUi0WKH9SCK7X4Adp2E7+wJTagbVWESurj4j2pl9tMFOTOXDLPDy4z884EzuLcMznJO+8sxY0nEBGrgBeAzcAwsDUihpuNyvrEXZJGOt6R9ARwUNIQcDCPrR32AJu6xqryYTMwlJ/twK6aYrRm7OHC3ADYmfVjRNIBgLy3jAM35s+8mPcgW7kWgMclDQOjwGTmgeuHVeUGuH4YnAU2SroJGAE2RcQo8CwlP64HTgETef0EcCrHd+Z1fcWNZ3ErMCvpW0l/AtPAWMMxWX8aA6Zyfwq4v8FYrEaSPgJ+6Rquyocx4BUVHwNrImJtPZFa3Spyo8oYMC3prKTvgFnKPchWKElzkj7P/d+AY8A6XD9ab5ncqOL60SJZA37Pw9X5EbAR2Jvj3bVjsabsBe6OiKgp3P/EjWexDvix4/g4y3/xrR0EvB8Rn0XE9hwblDSX+z8Bg82EZn2iKh9cUwxgR06V3N0xLd+50WI59e1m4BNcP6xDV26A64dRZmVGxJfAPPAB8A1wWtJCXtKZA+fzI8+fAa6sN+LlufE0q3aHpFso054mI+LOzpMq7yLy+4gMcD7YBXYB11GmR80BzzUbjjUtIi4D3gQek/Rr5znXj3ZbIjdcPwwASeckjQDrKf/dvqHhkP4XN57FCeCajuP1OWYtJulEbueBfZQv/MnFKU+5nW8uQusDVfngmtJykk7mLwx/AS/xz3Q450YLRcRqSmPxmqS3ctj1w5bMDdcP6ybpNHAIuI0y/X4gT3XmwPn8yPNXAD/XHOqy3HgWh4GhXCXqYsqD2/sbjskaFBGXRsTli/vAvcDXlLzYlpdtA95uJkLrE1X5sB94OFenHAXOdEypsxboeibvAUr9gJIb47n64LWUBWQ+rTs+q08+Y/UycEzS8x2nXD9ario3XD8MICKujog1uX8JcA/lOeBDwJa8rLt2LNaULcCHOZuibwz8+yUrn6SFiNgBvAesAnZLOtJwWNasQWBfPpM9ALwu6d2IOAzMRMQE8APwYIMxWo0i4g1gA3BVRBwHngKeYel8OADcR1n44Q/gkdoDttpU5MaGiBihTJ/8HngUQNKRiJgBjlJWtJyUdK6JuK02twMPAV/ls1oAT+L6YdW5sdX1w4C1wFSuXHwRMCPpnYg4CkxHxNPAF5Q/XpDbVyNilrLg3XgTQS8n+qwRNjMzMzMzsxXGU23NzMzMzMysp9x4mpmZmZmZWU+58TQzMzMzM7OecuNpZmZmZmZmPeXG08zMzMzMzHrKjaeZmZmZmZn1lBtPMzMzMzMz66m/ARrQra9/jML8AAAAAElFTkSuQmCC\n"
4006           },
4007           "metadata": {
4008             "needs_background": "light"
4009           }
4010         }
4011       ]
4012     },
4013     {
4014       "cell_type": "code",
4015       "source": [
4016         "plot_int(300,500)"
4017       ],
4018       "metadata": {
4019         "id": "vHkc4KHdkAJp",
4020         "colab": {
4021           "base_uri": "https://localhost:8080/",
4022           "height": 281
4023         },
4024         "outputId": "24adf4f0-aab7-43ba-dd02-4781fc2b5faa"
4025       },
4026       "execution_count": null,
4027       "outputs": [
4028         {
4029           "output_type": "display_data",
4030           "data": {
4031             "text/plain": [
4032               "<Figure size 1152x288 with 1 Axes>"
4033             ],
4034             "image/png": "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\n"
4035           },
4036           "metadata": {
4037             "needs_background": "light"
4038           }
4039         }
4040       ]
4041     },
4042     {
4043       "cell_type": "code",
4044       "source": [
4045         "plot_int(500,800)"
4046       ],
4047       "metadata": {
4048         "id": "Km5VWhcJlyvV",
4049         "colab": {
4050           "base_uri": "https://localhost:8080/",
4051           "height": 281
4052         },
4053         "outputId": "712ed794-f3ab-462d-f8f9-216370b9592a"
4054       },
4055       "execution_count": null,
4056       "outputs": [
4057         {
4058           "output_type": "display_data",
4059           "data": {
4060             "text/plain": [
4061               "<Figure size 1152x288 with 1 Axes>"
4062             ],
4063             "image/png": "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\n"
4064           },
4065           "metadata": {
4066             "needs_background": "light"
4067           }
4068         }
4069       ]
4070     },
4071     {
4072       "cell_type": "markdown",
4073       "source": [
4074         "Next step: two features - drying and wetting equilibria"
4075       ],
4076       "metadata": {
4077         "id": "TBayRudFcZWP"
4078       }
4079     },
4080     {
4081       "cell_type": "code",
4082       "source": [
4083         "print(Ed.shape,Ew.shape,rain.shape)\n",
4084         "first_rain=np.nonzero(rain>0)[0][0]\n",
4085         "print(first_rain)\n",
4086         "hours=first_rain\n",
4087         "Ed=Ed[:hours]\n",
4088         "Ew=Ew[:hours]\n",
4089         "h2 = 300\n",
4090         "# print(Ed.shape,Ew.shape)\n",
4091         "# (timesteps, features)\n",
4092         "Et = np.vstack((Ed, Ew)).T\n",
4093         "print(E.shape)\n",
4094         "data=obs_data[:hours]\n",
4095         "\n",
4096         "scale=False\n",
4097         "\n",
4098         "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
4099         "datat = np.reshape(data,[data.shape[0],1])\n",
4100         "if scale:\n",
4101         "  scalerx = MinMaxScaler()\n",
4102         "  scalerx.fit(Et)\n",
4103         "  Et = scalerx.transform(Et)\n",
4104         "  scalery = MinMaxScaler()\n",
4105         "  scalery.fit(datat)\n",
4106         "  datat = scalery.transform(datat)"
4107       ],
4108       "metadata": {
4109         "id": "SGbgxOm_kEc4",
4110         "colab": {
4111           "base_uri": "https://localhost:8080/"
4112         },
4113         "outputId": "cae04fef-b7c4-4617-e020-4ffd423364f9"
4114       },
4115       "execution_count": null,
4116       "outputs": [
4117         {
4118           "output_type": "stream",
4119           "name": "stdout",
4120           "text": [
4121             "(9218,) (9218,) (9218,)\n",
4122             "854\n",
4123             "(854,)\n"
4124           ]
4125         }
4126       ]
4127     },
4128     {
4129       "cell_type": "code",
4130       "source": [
4131         "# split data\n",
4132         "return_sequences=False\n",
4133         "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n",
4134         "                             return_sequences=return_sequences)\n",
4135         "print('x_train shape=',x_train.shape)\n",
4136         "samples, timesteps, features = x_train.shape\n",
4137         "print('y_train shape=',y_train.shape)\n",
4138         "# the simplest model possible\n",
4139         "activation=['linear','linear']\n",
4140         "hidden_units=6\n",
4141         "dense_units=1\n",
4142         "dense_layers=1\n",
4143         "features=Et.shape[1]\n",
4144         "hours=Et.shape[0]\n",
4145         "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
4146         "# print('initial state=',h0)\n",
4147         "# statefull model version for traning\n",
4148         "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
4149         "                        dense_units=dense_units, \n",
4150         "                        batch_shape=(samples,timesteps,features),\n",
4151         "                        stateful=True,\n",
4152         "                        return_sequences=return_sequences,\n",
4153         "                        # initial_state=h0,\n",
4154         "                        activation=activation,\n",
4155         "                        dense_layers=dense_layers)\n",
4156         "# same model stateless for prediction on the entire dataset - to start onlg\n",
4157         "# the real application will switch to prediction after training data end\n",
4158         "# and start from the state there\n",
4159         "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
4160         "from keras.utils.vis_utils import plot_model\n",
4161         "plot_model(model_fit, to_file='model_plot.png', \n",
4162         "           show_shapes=True, show_layer_names=True)"
4163       ],
4164       "metadata": {
4165         "id": "b6aJAvBEkEBl",
4166         "colab": {
4167           "base_uri": "https://localhost:8080/",
4168           "height": 482
4169         },
4170         "outputId": "b3a09974-e793-4add-efbb-4352e10b452d"
4171       },
4172       "execution_count": null,
4173       "outputs": [
4174         {
4175           "output_type": "stream",
4176           "name": "stdout",
4177           "text": [
4178             "shape x =  (854, 2)\n",
4179             "shape y =  (854, 1)\n",
4180             "timesteps= 5\n",
4181             "trainsteps= 300\n",
4182             "staircase: samples= 296 timesteps= 5 features= 2\n",
4183             "return_sequences= False\n",
4184             "returning only the last timestep in a sample\n",
4185             "x_train shape= (296, 5, 2)\n",
4186             "y_train shape= (296, 1)\n",
4187             "model_fit input shape (296, 5, 2) output shape (296, 1)\n"
4188           ]
4189         },
4190         {
4191           "output_type": "execute_result",
4192           "data": {
4193             "image/png": "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\n",
4194             "text/plain": [
4195               "<IPython.core.display.Image object>"
4196             ]
4197           },
4198           "metadata": {},
4199           "execution_count": 80
4200         }
4201       ]
4202     },
4203     {
4204       "cell_type": "code",
4205       "source": [
4206         "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
4207         "                        input_shape=(hours,features),stateful = False,\n",
4208         "                        return_sequences=True,\n",
4209         "                        activation=activation,dense_layers=dense_layers)\n",
4210         "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
4211         "#                        activation=['linear', 'linear'])\n",
4212         "# print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
4213         "print(model_predict.summary())\n",
4214         "from keras.utils.vis_utils import plot_model\n",
4215         "plot_model(model_predict, to_file='model_plot.png', \n",
4216         "           show_shapes=True, show_layer_names=True)"
4217       ],
4218       "metadata": {
4219         "id": "ClBMYe8Lqr7P",
4220         "colab": {
4221           "base_uri": "https://localhost:8080/",
4222           "height": 584
4223         },
4224         "outputId": "6370394e-2d89-4c5f-8e8c-878282a808ca"
4225       },
4226       "execution_count": null,
4227       "outputs": [
4228         {
4229           "output_type": "stream",
4230           "name": "stdout",
4231           "text": [
4232             "Model: \"model_6\"\n",
4233             "_________________________________________________________________\n",
4234             " Layer (type)                Output Shape              Param #   \n",
4235             "=================================================================\n",
4236             " input_7 (InputLayer)        [(None, 854, 2)]          0         \n",
4237             "                                                                 \n",
4238             " simple_rnn_6 (SimpleRNN)    (None, 854, 6)            54        \n",
4239             "                                                                 \n",
4240             " dense_6 (Dense)             (None, 854, 1)            7         \n",
4241             "                                                                 \n",
4242             "=================================================================\n",
4243             "Total params: 61\n",
4244             "Trainable params: 61\n",
4245             "Non-trainable params: 0\n",
4246             "_________________________________________________________________\n",
4247             "None\n"
4248           ]
4249         },
4250         {
4251           "output_type": "execute_result",
4252           "data": {
4253 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/H4sWL0bVrV8jlcowfPx5PP/00jh49ik6dOhn78RoUH7Xi2dbjx4/D29sbjz32mNHrmhOPJx5Pehlx6zgTGH50y3imetSGiOjixYtkZ2dHX3zxhanCs6j6+noaMmQIbd261dqhNMkc8d28eZOkUimtXbtW5z1rPrpFxOPJ3Nr5eOK5wRkzhEqlwo8//oiLFy9qbigJDAzE8uXLsXz5cq2KPO1BfX09du3ahaqqKkGWfDVXfMuWLUO/fv0QHR0N4N4vqcLCQhw8eBCXLl0y2X5awuPJsjrCeGpzsj569CgeffRR2NjYQCQSwcPDAwkJCaaIzWQeLDPn6enZZFk6xppz69YtTeGFN954Q7M8Li4O48aNQ2RkZLsqrrB//37s2LEDe/fuNfjZXksyR3zr1q3DqVOnsGfPHojFYgDA7t27NYUXvv/+e5PsxxA8niyrQ4wnI36G6/XSSy8RAK1yYUITEBBATk5O1g7DZPg0uPHMdZnnxx9/pAULFph8u8w0du3aRStXrqS6ujqTbpfH08PJCuOpY54GV6lUCA0NtXYYDwVLfNbtoT9ffPFFrFq1ytphsGa8+uqriIuL07lrWqh4PAmbNcZTh0zWW7du1anqwszDEp819ydj7GFntmRtaOm1DRs2QCqVwt3dHVFRUfDy8oJUKkVoaKjW/LXR0dGwt7eHp6enZtmsWbPg4OAAkUiEmzdvAgBiYmIQGxuL3NxciEQiBAYGtir+f//73wgKCoKTkxOkUin69u2LH3/8EQDw1ltvaa5/BwQEaCYkmDp1KuRyOZycnPDtt98C0F9WbvXq1ZDL5VAoFCguLkZsbCy8vb1x4cKFVsVsCDKgbF5bPmtL9ecPP/wApVKJxMREs31WjDEmGEacM9erqWvWjdVc9u3bRxUVFVRcXExDhgwhBwcHqq2t1bSbPn06OTg40Llz56impoZycnIoODiYFAoF5eXladpNmjSJPDw8tPa7Zs0aAkAlJSWaZeHh4RQQEKATozHXrLOysmjZsmV069YtKi0tpZCQEK3b8MPDw8nW1pauXbumtd7EiRPp22+/1fz/vHnzSCKR0Pbt26msrIwWLVpENjY2dPz4ca3PaM6cObRx40YaM2YM/fbbbwbF2Jpr1kuXLiV7e3v64osvqLy8nM6cOUMDBgygzp07U1FRkaZdWz5rS/RndnY2KRQKrepBhuBHE5kp8XhipmT1a9ahoaFQKpVwc3NDZGQk7ty5g7y8PK02dnZ2ml97QUFBSE1NRVVVFdLS0iwRoo6xY8fi/fffh4uLC1xdXTFq1CiUlpZqprKbMWMG6uvrteKrrKzE8ePH8corrwC4N7F7amoqwsLCEB4eDmdnZyxevBhisVjnuFatWoXZs2djx44d6NWrl1mOSaVSYd26dRgzZgwmT54MJycn9O3bFx9//DFu3ryJzZs3m2xf5u7PESNGoLKyEkuWLDHJ9hhjTMgsfs36wdJrzRk4cCDkcrnR5dfMpfHW/MaJ9p999ln06NEDn376qWbWm/T0dERGRmpuOjBlWTlTaGvZvLYQWn8yxlh7IugbzCQSieaXrKV9//33eOaZZ+Dm5gaJRIL33ntP632RSISoqCj88ccf2LdvHwDg888/15rb9v6ycvfPL3v16lVUV1db7mD+j6nL5hnLmv3JGGPtmWCTtVqtblUpt9Y6cOCAZo7cvLw8hIWFwdPTE8eOHUNFRYVOvVgAmDJlCqRSKT755BNcuHABSqUSvr6+mvfvLytHD1SGOXLkiEWO636mLptnDEv3J2OMdSTN1rO2tv3794OIEBISollmZ2fX4unz1vrf//6nmdz+7NmzUKvVmDlzJvz9/QHc+yX9IBcXF0RERCA9PR0KhQLTpk3Tet9UZeVMxZiyeab+rC3dn4wx1pEI5pd1Q0MDysrKUFdXhzNnziAmJgY+Pj6YMmWKpk1gYCBu3bqFXbt2Qa1Wo6SkBFevXtXZlqurKwoLC3HlyhVUVVXpTQhqtRo3btzQqkTTWMT9p59+Qk1NDS5evNjs9dwZM2bg7t27yM7OxsiRI7XeM6SsnCUZUzavrZ+1uftz7969/OgWY+zhYcSt4006evQo9e7dm2xsbAgAeXp6UmJiIqWkpJBcLicA1L17d8rNzaXNmzeTUqkkAOTr60u///47Ed171EcsFpO3tzfZ2dmRUqmk0aNHU25urta+SktLadiwYSSVSsnPz4/eeecdmj9/PgGgwMBAzWNBJ06cIF9fX5LJZDR48GD66KOPKCAggADofe3cuVOzrwULFpCrqys5OzvTuHHjaNOmTQSAAgICtB4/IiLq378/xcXFNfn53L17lxYsWEA+Pj5kZ2dHbm5uFB4eTjk5OZSUlEQymYwAULdu3YyuttOaR7caGhpozZo11L17dxKLxeTi4kJhYWF04cIFrXat/ayLiorM3p9FRUW0Z88eUigUlJCQYNTx86M2zJR4PDFT0vfolohIu4BnZmYmIiIiWlXXs7WioqKQlZWF0tJSi+3TlEaMGIFNmzbBz8/PovsdN24cACArK8ui+22JkPvTGuObdVw8npgp6RlPWYI5Dd74SFR7cP9p9TNnzkAqlVo8UQtde+pPxhgTOsHeYCZkCxYswIwZM0BEmDp1Kr744gtrh8QYY6wDs/ov60WLFiEtLQ0VFRXw8/PD9u3brR1Si+RyOXr16oXnn38ey5YtQ1BQkLVDEoz22J+MMSZ0Vk/WK1euxN27d0FEuHz5MsaOHWvtkFqUkJCA+vp65OXl6dwB/rBrj/3JGGNCZ/VkzRhjjDH9OFkzxhhjAsfJmjHGGBM4TtaMMcaYwDX76FZmZqYl42CtUFBQAID7yhiNBVT4M2OmwOOJmZK+Ak/NzmDGGGOMMctragYznWTNGGu/ePpLxjok4Uw3yhhjjLGmcbJmjDHGBI6TNWOMMSZwnKwZY4wxgeNkzRhjjAkcJ2vGGGNM4DhZM8YYYwLHyZoxxhgTOE7WjDHGmMBxsmaMMcYEjpM1Y4wxJnCcrBljjDGB42TNGGOMCRwna8YYY0zgOFkzxhhjAsfJmjHGGBM4TtaMMcaYwHGyZowxxgSOkzVjjDEmcJysGWOMMYHjZM0YY4wJHCdrxhhjTOA4WTPGGGMCx8maMcYYEzhO1owxxpjAcbJmjDHGBI6TNWOMMSZwnKwZY4wxgeNkzRhjjAkcJ2vGGGNM4DhZM8YYYwLHyZoxxhgTOE7WjDHGmMDZWTsAxljrFBQU4G9/+xvq6+s1y8rKyqBQKPDMM89ote3Zsyf+8Y9/WDhCxpipcLJmrJ3q2rUrrl69itzcXJ33fvnlF63//8tf/mKpsBhjZsCnwRlrx15//XWIxeIW20VGRlogGsaYuXCyZqwdmzRpEurq6vS26d27N4KCgiwUEWPMHDhZM9aOBQQE4LHHHoNIJGryfbFYjL/97W8WjooxZmqcrBlr515//XXY2to2+V5dXR3GjRtn4YgYY6bGyZqxdm7ChAloaGjQWW5jY4OQkBA88sgjlg+KMWZSnKwZa+e8vLzw9NNPw8ZG+5+zjY0NXn/9dStFxRgzJU7WjHUAr732ms4yIsKYMWOsEA1jzNQ4WTPWAYwdO1brurWtrS2ef/55uLu7WzEqxpipcLJmrANwcXHBCy+8oEnYRITJkydbOSrGmKlwsmasg5g8ebLmRjOxWIzRo0dbOSLGmKlwsmasgxg1ahQkEgkAYOTIkXB0dLRyRIwxU+FkzVgH4eDgoPk1zafAGetYRERETb7RzIxIjDHGGDO9sWPHIisrq6m3svRW3YqJicGgQYPMExUTtIiICO5/I61fvx4A8O6771othvr6emRkZGDixIlWi4E1TQjjgwlX4/hojt5kPWjQIIwfP96kAbH2ISIigvvfSI1/EVv7MwsLC4NUKrVqDEyXUMYHE6ZmflFr8DVrxjoYTtSMdTycrBljjDGB42TNGGOMCRwna8YYY0zgOFkzxhhjAmeRZL1nzx44OTnhu+++s8TuAABr166Fu7s7RCIRPv74Y4vt15rUajVWrlyJwMBA2Nvbw9nZGX369MGVK1esFpM1+p4xxjoaiyTrZuZdMat58+bh8OHDFt+vNUVERODzzz/HV199herqavz2228ICAjA7du3rRaTNfqeMcY6Gr3PWZvKiBEjUFFRYYldPbTS09Oxa9cunD59Gn379gUAeHl5Yffu3VaNS0h9r1Kp8Nxzzz10f8Qxxto/vmbdQXz00UcYMGCAJlEzXVu3bkVxcbG1w2CMMaOZLFn/8ssvePLJJyGXy6FUKtG3b19UVlbi4MGD8PHxgUgkwqZNmwAAycnJcHBwgI2NDZ544gl4eHhALBbDwcEBAwYMwJAhQ9CtWzdIpVI4Ozvjvffe0+xnw4YNkEqlcHd3R1RUFLy8vCCVShEaGopjx461GGd9fT2WLl0KHx8fyGQyPPbYY8jIyDDqWFevXg25XA6FQoHi4mLExsbC29sbc+bMgYODA+RyOXbv3o2XX34ZSqUSXbt2xbZt2zTrp6amGtTOULW1tTh69Cj69etn9Lrm1FTfG3rshvZzdHQ07O3t4enpqVk2a9YsODg4QCQS4ebNmwDuTZ0bGxuL3NxciEQiBAYGAgB++OEHKJVKJCYmWuIjYYyx1qFmAKCMjIzm3tZy+/ZtUiqVlJSURCqVioqKimjMmDFUUlJCRET5+fkEgDZu3KhZ5/333ycAdOzYMbpz5w7dvHmThg8fTgDo+++/p5KSErpz5w5FR0cTADp16pRm3enTp5ODgwOdO3eOampqKCcnh4KDg0mhUFBeXp6m3cWLFwkAffTRR5pl8+bNI4lEQtu3b6eysjJatGgR2djY0PHjxw061kbx8fEEgObMmUMbN26kMWPG0G+//aZZvm/fPqqoqKDi4mIaMmQIOTg4UG1trc76LbUzxOXLlwkA9evXj5555hny9PQkiURCvXr1ok2bNlFDQ4NR2yMyrv/1aarvDT12Q/t50qRJ5OHhobXfNWvWEADNGCQiCg8Pp4CAAK122dnZpFAoaPny5W0+1rFjx9LYsWPbvB3WMfH4YPq0MD4yTfLL+sqVK6isrETv3r0hlUrh4eGBHTt2oHPnzi2uGxQUBLlcjk6dOmHChAkAAB8fH3Tu3BlyuVxT6u/8+fNa69nZ2eHRRx+FRCJBUFAQUlNTUVVVhbS0tGb3VVNTg9TUVISFhSE8PBzOzs5YvHgxxGKx3vX0WbVqFWbPno0dO3agV69emuWhoaFQKpVwc3NDZGQk7ty5g7y8PJ31DW2nT+MNZG5ubkhMTEROTg5u3LiB0aNHY/bs2fj6669bdWzmZsixt6afjTFixAhUVlZiyZIlJtkeY4yZg0mStb+/P9zd3TF58mQsW7as1Y8K2dvbAwDq6uo0y8RiMYB7jyXpM3DgQMjlcp2kfr8LFy6guroaffr00SyTyWTw9PTUu15bNR5XS8dgaLsHSSQSAEDv3r0RGhoKV1dXODk54YMPPoCTkxM2b97ciqgty9BjN6SfGWOsozFJspbJZPj5558xePBgJCYmwt/fH5GRkVCpVKbYvMEkEglKSkqaff/OnTsAgMWLF0MkEmleV69eRXV1taXCNDkvLy8A0FyfbWRvbw9fX1/k5uZaIyyzaamfGWOsozHZDWa9e/fGd999h8LCQixYsAAZGRlYu3atqTbfIrVajfLycnTt2rXZNm5ubgDu1Q0lIq3XkSNHLBWqyTk6OqJ79+44d+6cznt1dXVwcnKyQlTmYUg/M8ZYR2OSZF1YWKhJFG5ubvjwww8xYMCAJpOHuezfvx9EhJCQkGbbNN5hfurUKYvFZSkRERE4efIk/vjjD82y6upqXL16tUM9ztVUP9vZ2Rl96YAxxtoTkyXrqKgonD9/HrW1tTh58iSuXr2qN3G2VUNDA8rKylBXV4czZ84gJiYGPj4+mDJlSrPrSKVSTJ06Fdu2bUNqaioqKytRX1+PgoICXL9+3WyxWsLcuXPh6+uLKVOmIC8vD6WlpViwYAFUKhUWLlxo7fBazaMuYqcAACAASURBVJB+DgwMxK1bt7Br1y6o1WqUlJTg6tWrOttydXVFYWEhrly5gqqqKqjVauzdu5cf3WKMCV9z94nDiEd3rly5QqGhoeTi4kK2trbUpUsXio+Pp7q6Otq4cSN5enoSAJLL5TRq1ChKTk4muVxOAOiRRx6hf//737Rq1SpycnIiAOTh4UFfffUVpaenk4eHBwEgFxcX2rZtGxHde6RHLBaTt7c32dnZkVKppNGjR1Nubq4mpr///e+adR0cHGjMmDFERHT37l1asGAB+fj4kJ2dHbm5uVF4eDjl5OQYdKxERElJSSSTyQgAdevWjb744gsiIkpJSdEcV/fu3Sk3N5c2b95MSqWSAJCvry/9/vvvBrczVn5+Pk2YMIFcXFxIIpHQk08+SXv37jV6O0SmeXSrqb435tgN6WciotLSUho2bBhJpVLy8/Ojd955h+bPn08AKDAwUPOY14kTJ8jX15dkMhkNHjyYioqKaM+ePaRQKCghIaFNx0rEj+Yw/Xh8MH1aenRLRNT05M0ikQgZGRkYP368uf9eMFpUVBSysrJQWlpq7VA6LCH0f3vr53HjxgEAsrKyrBwJEyIeH0yfFsZHVrudbrS+vt7aITAL4H5mjDGeG1zj/PnzWo9zNfeKjIx8KONh5vfTTz8hLi4OO3bsgL+/v6aPX3vtNZ22L774IhQKBWxtbdG7d2+cOHHCChEb5+uvv0ZwcDAUCgV8fX0xdepUFBUVabVJSEhocpzfPzdCU2pqatCrVy8sXry4VbEtX74cQUFBUCqVkEgkCAwMxHvvvadVse7bb79FUlKS1f6A5PFhvfEBtFyC2Ozjo7kT5DDRdJOmFhcXR/b29prr3VlZWdYOqUOydv+3x35uyzXJpUuX0siRI6myslKzLCAggDp16kQAKDs7W2edvXv30quvvtrqeC0pPT2dAFBSUhKVl5fTyZMnyd/fn/r160dqtVrTbsWKFQRA59W7d2+92587dy4BoPj4+FbFN3ToUEpJSaHS0lKqrKykjIwMEovFNHz4cK12ycnJNHToUCorKzN6Hzw+mif08UFEFBYWRj179qSjR4+SWq2mwsJCGjVqFJ09e1bTxozjI7PdJWtmGdz/xmvtl/GHH35IPXr0IJVKpbU8ICCAvvrqK7KxsSFvb28qLy/Xer89fRkPGzaMunTpojVP/aZNmwgAHTx4ULNsxYoVmhs2DXXo0CF68cUX2/RlPGLECKqrq9NaNn78eAKgNQ89EVF0dDQNGjRIK4kYgsdH84Q+PrZt20YikYjOnDnTYlszjQ/TzA3OGGudS5cuYcmSJfjggw8glUp13g8NDUVMTAyuXbuGefPmWSFC08jPz4eXlxdEIpFmWbdu3QCgycfsDKVSqTB//nwkJye3Kb7s7GzY2tpqLWusbfDg7IbLli3DqVOn2rxPQ/D4EMb4MKYEsbnGBydrxqxow4YNICKMGjWq2TYJCQno0aMHPvnkE/z00096t0dEWLdunab4iYuLC0aPHq01l7oxJVpNUVIWuFc/4MFa4o3XI/39/Y3eXqP4+HjMmjVLMzuhKV27dg0ymQx+fn5ay11cXDB06FAkJyeDmn6YxmR4fFh/fBhbgthc44OTNWNW9P3336Nnz56Qy+XNtpHJZPjss89gY2ODadOmaea4b8qyZcsQFxeH+Ph4FBcX48CBA8jPz8eQIUNw48YNAMDMmTPx7rvvQqVSQaFQICMjA7m5ufD398e0adO0ZoNbuHAhVq9ejfXr1+P69esYOXIkJk6ciP/+979GHeeiRYtQVFSEjRs3oqqqCjk5OUhOTsZLL72kM3lSXFwcXFxcYG9vDz8/P4wePRrHjx/X2eahQ4eQm5uLiRMnGhWLIaqrq/Hzzz9j2rRpmiIz9+vfvz+uXbuG06dPm3zf9+PxYf3xUVhYiNraWvzvf//DsGHD4OXlBalUikcffRQpKSlNJmSzjI/mTpCDr1k+1Lj/jWfsNcnbt2+TSCSikSNHNvl+QEAAXb58WfP/sbGxBIBmz55NRLrXJKurq8nR0ZEiIyO1tvOf//yHAGjV7G6sKX7/ddCUlBQCQJcuXSIiIpVKRXK5XGt71dXVJJFIaObMmQYfZ6PFixdr3RTUtWtXys/P12qTl5dHJ06coKqqKrp79y4dOXKE+vfvTzKZjH799VetOAYOHEgFBQVERFRSUtLmG4juFx8fTz169NC6oet+n376KQGgzz//3OBt8vjQT6jj4+zZswSAXnjhBTp06BCVlpZSeXk5LVy4kADQl19+qbOOGcZHpp2+RN6ei1uwtuP+N05BQYFRBUaKi4tBRHp/Nd0vISEB2dnZSElJQUREhM77OTk5uH37NgYOHKi1PDg4GPb29jh27Jje7T9YptSUJWXj4+PxySefYN++fXjqqadQXFyMhQsXYtCgQTh8+LDm+mS3bt00/w0AISEhSEtLQ79+/ZCSkoLU1FQA936Jvf322/D29jYqDkPs3LkTmZmZ+Oc//wmFQtFkm8Y+a/w1ag48PoQxPh4sQdzogw8+wEcffYTNmzdj0qRJWuuYY3zoTdbJyckWuYmCCRP3v/HGjh1rcNuamhoAf34ZtEQqlSItLQ2DBw/GG2+8gaSkJK33y8vLAdyrwvYgZ2dnVFVVGRwboF1S9sHnUxvLshri+vXrSEpKQlxcHJ599lkAgJ+fH7Zs2QIXFxesWbMGGzZsaHb9vn37wtbWFr///jsA4ODBgzh79izWrVtn1PEYIj09HevWrcP+/fvRpUuXZtvJZDIAf/ahOfD4EMb4aE0JYnOMD73XrDMyMnRKSfLr4Xhx/xv/MiZRA3/+gzZmEoVBgwZh7ty5uHjxIlasWKH1nrOzMwA0+aXbmrKipiope/HiRdTX1+skP6VSCVdXV+Tk5Ohdv6GhAQ0NDZqktXXrVuzbtw82NjaaSTEaY01MTIRIJDL6mikAbNy4EV9++SV+/vlnvYkauHfTEfBnH5oDjw9hjI/WlCA2x/jgG8wYsxJ3d3eIRCJUVFQYtd6KFSvQq1cvnDx5Umt5nz594OjoqPNFdOzYMdTW1uKJJ54waj+mKinbmAQerGxXVVWFW7duaZ3WfOmll3TWP378OIgIgwYNAgCkpaXpJIeSkhIA906nEpHOqV59iAgLFizA2bNnsWvXriZ/eT6osc88PDwM3o+xeHwIY3wAxpcgNsf44GTNmJXI5XL4+/ujoKDAqPUaT3c++FywVCpFbGwsdu7ciS+//BKVlZU4e/YsZsyYAS8vL0yfPt3o/bRUUjYyMhIeHh56p7P08/PDsGHDsGXLFhw4cAAqlQr5+fmaeN58801N22vXriE9PR3l5eVQq9U4cuQI3nrrLfj4+GDGjBlGxW9ofOfOncPq1auxZcsWiMVinaks165dq7NOY5+Zs1Y8jw9hjA/A+BLEZhkf1Azw3cAPNe5/47Vmhqro6GgSi8VUXV2tWbZz504KCAggANS5c2fN3b0Pmj9/vs4MVQ0NDbRmzRrq3r07icVicnFxobCwMLpw4YKmjTFlSlsqKRsWFkYAaOnSpXqP8+bNmxQTE0OBgYEkkUjI0dGRnn76afrmm2+02sXGxlJAQAA5ODiQnZ0dde3alaZNm0aFhYV6t9/c3b6GxNd4t29zrzVr1uisM2LECPL29taacaslPD6aJ+Tx0ciYEsRmGB883ShrGve/8VrzZXzx4kWys7MzegpFoaivr6chQ4bQ1q1brR1Kk8wR382bN0kqldLatWuNWo/Hh/C0o/HB040yZk2BgYFYvnw5li9frlXhqT2or6/Hrl27UFVVJcjqb+aKb9myZejXrx+io6NNts3m8Pgwn/Y2PjhZM2ZlcXFxGDduHCIjI42+mcia9u/fjx07dmDv3r0GPwtsSeaIb926dTh16hT27NkDsVhskm22hMeHebS38WGRZH369GlERkbCz88PEokEnTt3xuOPP46EhAStdnv27IGTkxO+++47S4QFAFi7dq3mrsuPP/7YoHUerCfb+JJKpfDz88Mbb7yBy5cv613H0Bq0HbV2LdOWmJiI6OhofPjhh9YOxWDPPfccvvrqK3h6elo7lCaZOr7du3fj7t272L9/P1xcXEyyTUPx+DC9djc+mjtBDhNdszxz5gzJ5XKaM2cOXb58mVQqFV24cIHee+89eu6557TaZmdnk1KppG+//bbN+zXGxYsXCQB99NFHRq0XEBBATk5ORHTv2seNGzfo888/J7lcTu7u7nTz5s0m12lNDVpL1641Vf8/TNpSr5h1fDw+mD5Wv2a9du1aODs7Izk5GY888gikUil69OiBFStW6DwwPmLECFRUVGDkyJHmDsvkbGxs4O7ujtdeew2zZ89GcXFxsxVwNmzYABsbG0yfPt2o01qtXa89UqlUWlP7tdd9MMaYKZg9WZeWlqKiogK3bt3SWm5vb2/R092WFBgYCODPEm8Pam0N2o5Su9YQW7du1SmZ1x73wRhjpmD2ZB0cHIw7d+7g2WefxaFDh5ptd/DgQfj4+EAkEmHTpk0A7s1N7eDgABsbGzzxxBPw8PCAWCyGg4MDBgwYgCFDhmhm0XF2dsZ7772n2d6GDRsglUrh7u6OqKgoTVmz0NDQFiesB9pWp/XixYsAgMcff7zZNsbUoDXFeuZG1HKd3OjoaNjb22tdI5o1axYcHBwgEok0c+/GxMQgNjYWubm5EIlECAwMNLg/27IPAPjhhx+gVCqRmJho1s+LMcaM0twJcpjommVjqTL83wQDQUFBlJSURKWlpTpt8/PzCQBt3LhRs+z9998nAHTs2DG6c+cO3bx5k4YPH04A6Pvvv6eSkhK6c+cORUdHEwA6deqUZt3p06eTg4MDnTt3jmpqaignJ4eCg4NJoVBQXl6epl1T16znzZtHEomEtm/fTmVlZbRo0SKysbGh48ePa9rcf82aiKisrIw+++wzksvlNGLEiCY/j/vL2h0+fJhsbGzokUceodu3bxOR/mvWrVmvtYzt/6VLl5K9vT198cUXVF5eTmfOnKEBAwZQ586dqaioSNNu0qRJ5OHhobXumjVrCACVlJRoloWHh1NAQIBWO0P7sy37yM7OJoVCoVUu0FB8TZLpw+OD6WP1a9YymQyHDx/G//t//w+9evXCuXPnsGDBAjz66KP45ZdfDN5OUFAQ5HI5OnXqhAkTJgAAfHx80LlzZ8jlckyePBkAdEqz2dnZaX7tBQUFITU1FVVVVUhLS2t2XzU1NUhNTUVYWBjCw8Ph7OyMxYsXQywW66xXUVGhuVPbxcUFU6dOxaJFi/DNN9+0eEyDBg3Cu+++iytXrjQ5ZZ2p1zMXlUqFdevWYcyYMZg8eTKcnJzQt29ffPzxx7h58yY2b95ssn21pj+NMWLECFRWVmLJkiUm2R5jjJmCRR7dEovFiI6Oxm+//YajR49i9OjRKC4uxrhx41BWVmb09hrrqtbV1WntA/iz1mpzBg4cCLlcrrfeqjF1Wp2cnDSTxc+fPx9EBCcnJ4OfsUtISEDPnj2RkpKCgwcPGrROW9Yzh7bWyW0LQ/qTMcbaO4tPivLUU0/hm2++wYwZM1BSUoJ//etflg4BEolEU4WlKffXab3/OeqrV6+iurq62fWWLFkCT09PLFq0CPn5+QbF0jjpvkgkwhtvvAGVSmXW9czB1HVyjdVSfzLGWHtn9mQdHh6u9Qu4UePkHvqSnzmo1eoWa7e2tk6rQqHAqlWrUFVVhZkzZxock74atOZYz9RMXSfXGIb0J2OMtXdmT9Z3795tsmj3hQsXAACPPfaYuUPQsn//fhARQkJCmm3Tljqtr7/+Op566ilkZ2cjMzPT4PWaq0FrrvVMyZg6uXZ2di1eqjBGU/1p6n0wxpi1WeQ0eFhYGDIzM1FeXo6Kigrs3r0bCxcuxKuvvmr2ZN3Q0ICysjLU1dXhzJkziImJgY+PD6ZMmdLsOobUaW2OSCTChg0bIBKJEB0dbfA1+eZq0JprPVMypk5uYGAgbt26hV27dkGtVqOkpARXr17V2aarqysKCwtx5coVVFVVaZKvIf3Zln3s3buXH91ijAlPc/eJw0SPbv3zn/+kiIgICggIIIlEQvb29tSzZ09atmwZ1dTUaNpt3LiRPD09CQDJ5XIaNWoUJScna+qqPvLII/Tvf/+bVq1aRU5OTgSAPDw86KuvvqL09HTy8PAgAOTi4kLbtm0jonuP+ojFYvL29iY7OztSKpU0evRoys3N1ez373//u2ZdBwcHGjNmDBHpr9N66NAh6tGjh+ZxtC5dulBUVJTWcU+ZMoUAkLOzM3344YetrkHbltq1bWFs/xtSJ5eIqLS0lIYNG0ZSqZT8/PzonXfeofnz5xMACgwM1DyCdeLECfL19SWZTEaDBw+moqIig/qzrfvYs2cPKRQKSkhIMPoz40dzmD48Ppg+LT26JSIiaiqJi0QiZGRkYPz48eb/i8FMoqKikJWVhdLSUmuH0u4Isf+F3p/jxo0DAGRlZVk5EiZEPD6YPi2Mj6wOXyKzvr7e2iEwE+L+ZIw9jDp8smaMMcbauw6brBctWoS0tDRUVFTAz88P27dvt3ZIrA24PxljDzM7awdgLitXrsTKlSutHQYzEe5PxtjDrMP+smaMMcY6Ck7WjDHGmMBxsmaMMcYEjpM1Y4wxJnB6J0UJCQnhAgkPqe3bt3P/G+no0aMAoHfeefbw4vHB9Dl69ChCQkKanRSl2WTdOJsKY6z9KCoqwsmTJ/Hyyy9bOxTGmJEaKyk2oflkzRhrfzIzMxEREQH+Z81Yh9LxpxtljDHG2jtO1owxxpjAcbJmjDHGBI6TNWOMMSZwnKwZY4wxgeNkzRhjjAkcJ2vGGGNM4DhZM8YYYwLHyZoxxhgTOE7WjDHGmMBxsmaMMcYEjpM1Y4wxJnCcrBljjDGB42TNGGOMCRwna8YYY0zgOFkzxhhjAsfJmjHGGBM4TtaMMcaYwHGyZowxxgSOkzVjjDEmcJysGWOMMYHjZM0YY4wJHCdrxhhjTOA4WTPGGGMCx8maMcYYEzhO1owxxpjAcbJmjDHGBI6TNWOMMSZwnKwZY4wxgeNkzRhjjAkcJ2vGGGNM4DhZM8YYYwJnZ+0AGGOto1arcfv2ba1ld+7cAQCUlZVpLReJRHB2drZYbIwx0+JkzVg7devWLXh7e6O+vl7nPVdXV63/HzZsGH7++WdLhcYYMzE+Dc5YO+Xh4YG//OUvsLHR/89YJBJhwoQJFoqKMWYOnKwZa8dee+21FtvY2tpizJgxFoiGMWYunKwZa8fCw8NhZ9f81SxbW1sMHz4cnTp1smBUjDFT42TNWDumVCrx8ssvN5uwiQiTJ0+2cFSMMVPjZM1YOzd58uQmbzIDAHt7e/z1r3+1cESMMVPjZM1YO/fXv/4VcrlcZ7lYLEZYWBgcHBysEBVjzJQ4WTPWzkmlUowZMwZisVhruVqtxqRJk6wUFWPMlDhZM9YBTJw4EWq1WmuZUqnECy+8YKWIGGOmxMmasQ7g+eef15oIRSwWY8KECbC3t7diVIwxU+FkzVgHYGdnhwkTJmhOhavVakycONHKUTHGTIWTNWMdxIQJEzSnwj08PDB48GArR8QYMxVO1ox1EKGhofD29gYAvP766y1OQ8oYaz8sWsjjyJEjyM/Pt+QuGXuoBAcH49q1a+jUqRMyMzOtHQ5jHVZoaCi6du1qsf2JiIgstbNx48Zh+/btltodY4wxZhYZGRkYP368pXaXZfHzZGPHjgUR8ctEr4yMDACwehzt7QXc+8dm7TjM8crKyrJ6DO391ZHHB7/a/rIGvqjFWAczduxYa4fAGDMxTtaMMcaYwHGyZowxxgSOkzVjjDEmcJysGWOMMYHjZM0YY4wJXLtL1m+99RYUCgVEIhFOnTpl7XBaTa1WY+XKlQgMDIS9vT2cnZ3Rp08fXLlyxSrx7NmzB05OTvjuu++ssn/GGGPNa3fJ+pNPPsGWLVusHUabRURE4PPPP8dXX32F6upq/PbbbwgICMDt27etEo+1nh1kjDHWMotON8ruSU9Px65du3D69Gn07dsXAODl5YXdu3dbLaYRI0agoqLCavu/n0qlwnPPPYfDhw9bOxTGGBOEdvfLGgBEIpG1Q2iTjz76CAMGDNAkaqZt69atKC4utnYYjDEmGIJP1kSENWvWoGfPnpBIJHBycsL8+fN12tXX12Pp0qXw8fGBTCbDY489ppmKMzU1FQ4ODpDL5di9ezdefvllKJVKdO3aFdu2bdPazi+//IInn3wScrkcSqUSffv2RWVlZYv7MFRtbS2OHj2Kfv36tfITMb2DBw/Cx8cHIpEImzZtAmD4Z7ZhwwZIpVK4u7sjKioKXl5ekEqlCA0NxbFjxzTtoqOjYW9vD09PT82yWbNmwcHBASKRCDdv3gQAxMTEIDY2Frm5uRCJRAgMDAQA/PDDD1AqlUhMTLTER8IYY8JCFjR27FgaO3asUevEx8eTSCSiv//971RWVkbV1dWUkpJCAOjkyZOadvPmzSOJRELbt2+nsrIyWrRoEdnY2NDx48c12wFA+/bto4qKCiouLqYhQ4aQg4MD1dbWEhHR7du3SalUUlJSEqlUKioqKqIxY8ZQSUmJQfswxOXLlwkA9evXj5555hny9PQkiURCvXr1ok2bNlFDQ4NRn09GRgaZohvz8/MJAG3cuFGzzJDPjIho+vTp5ODgQOfOnaOamhrKycmh4OBgUigUlJeXp2k3adIk8vDw0NrvmjVrCIDmMyYiCg8Pp4CAAK122dnZpFAoaPny5W0+ViIiAJSRkWGSbbGOh8cH08cK4yNT0L+sVSoV1q9fj+effx5z586Fs7MzZDIZXF1dtdrV1NQgNTUVYWFhCA8Ph7OzMxYvXgyxWIy0tDSttqGhoVAqlXBzc0NkZCTu3LmDvLw8AMCVK1dQWVmJ3r17QyqVwsPDAzt27EDnzp2N2oc+jTeQubm5ITExETk5Obhx4wZGjx6N2bNn4+uvv27jp2Z6+j6zRnZ2dnj00UchkUgQFBSE1NRUVFVVGfXZ6DNixAhUVlZiyZIlJtkeY4y1J4JO1pcuXUJ1dTWee+45ve0uXLiA6upq9OnTR7NMJpPB09MT58+fb3Y9e3t7APceowIAf39/uLu7Y/LkyVi2bJnWY1St3ceDJBIJAKB3794IDQ2Fq6srnJyc8MEHH8DJyQmbN282eFvW8OBn1pyBAwdCLpcb9dkwxhhrmqCTdUFBAYB7v0L1uXPnDgBg8eLFEIlEmtfVq1dRXV1t8P5kMhl+/vlnDB48GImJifD390dkZCRUKpXJ9uHl5QUAmmu0jezt7eHr64vc3FyDtyV0EokEJSUl1g6DMcbaPUEna6lUCgC4e/eu3naNyXz9+vU6dUePHDli1D579+6N7777DoWFhViwYAEyMjKwdu1ak+3D0dER3bt3x7lz53Teq6urg5OTk1HxCpVarUZ5eTm6du1q7VAYY6zdE3Sy7tOnD2xsbPDLL7/obdetWzdIpdI2z2hWWFioSaJubm748MMPMWDAAJw7d85k+wDuTYhy8uRJ/PHHH5pl1dXVuHr1aod5nGv//v0gIoSEhGiW2dnZtXj6nDHGmC5BJ2s3NzeEh4dj+/bt2Lp1KyorK3HmzBmd67pSqRRTp07Ftm3bkJqaisrKStTX16OgoADXr183eH+FhYWIiorC+fPnUVtbi5MnT+Lq1asICQkx2T4AYO7cufD19cWUKVOQl5eH0tJSLFiwACqVCgsXLjRqW0LR0NCAsrIy1NXV4cyZM4iJiYGPjw+mTJmiaRMYGIhbt25h165dUKvVKCkpwdWrV3W25erqisLCQly5cgVVVVVQq9XYu3cvP7rFGHt4WfLe89Y8ulVVVUVvvfUWderUiRwdHWnw4MG0dOlSAkBdu3al06dPExHR3bt3acGCBeTj40N2dnbk5uZG4eHhlJOTQykpKSSXywkAde/enXJzc2nz5s2kVCoJAPn6+tLvv/9OV65codDQUHJxcSFbW1vq0qULxcfHU11dXYv7MFZ+fj5NmDCBXFxcSCKR0JNPPkl79+41ejumeHRr48aN5OnpSQBILpfTqFGjDP7MiO49uiUWi8nb25vs7OxIqVTS6NGjKTc3V2s/paWlNGzYMJJKpeTn50fvvPMOzZ8/nwBQYGCg5jGvEydOkK+vL8lkMho8eDAVFRXRnj17SKFQUEJCQpuOtRH40RymB48Ppo8Vxkem6P92bBHjxo0DAGRlZVlqlx1eZmYmIiIirDq3d1RUFLKyslBaWmq1GIwlEomQkZGB8ePHWzsUJkA8Ppg+VhgfWYI+Dc7aj/r6emuHwBhjHRYnaxM4f/681uNczb0iIyOtHSozgZ9++glxcXHYsWMH/P39Nf372muv6bR98cUXoVAoYGtri969e+PEiRNWiNg4X3/9NYKDg6FQKODr64upU6eiqKhIq01CQkKTY/z+eQiaUlNTg169emHx4sWtjq+l8rLffvstkpKSrPYHJI8P644P4N49NOvXr0doaKjOe9YeH61myZPurblmzfQz1XSjrRUXF0f29vYEgB555BHKysqyWizGQCuvOS1dupRGjhxJlZWVmmUBAQHUqVMnAkDZ2dk66+zdu5deffXVNsVrKenp6QSAkpKSqLy8nE6ePEn+/v7Ur18/UqvVmnYrVqwgADqv3r17693+3LlzCQDFx8e3OsawsDDq2bMnHT16lNRqNRUWFtKoUaPo7NmzmjbJyck0dOhQKisra9U+eHw0rT2Mj99//52efvppAkCPP/54k22sNT7aQNjTjTLhW7lyJe7evQsiwuXLlzF27Fhrh2Q2q1atQnp6OjIzM6FQKLTe27BhA2xsbDB9+nTBlBptjX/84x/o0qUL5s+fDycnJ/Tr1w9z587FqVOntAqzAMAXX3yhM+fAr7/+2uy2Dx8+rPd9QzSWde/oZQAADfNJREFUl83KysJTTz0FOzs7TXnZ+3+1zZkzB48//jheeeUV1NXVtWmfhuLxYf3xcfr0aSxcuBAzZszQWyzJGuOjrThZM2aAS5cuYcmSJfjggw80k/XcLzQ0FDExMbh27RrmzZtnhQhNIz8/H15eXlplaLt16wYATT5mZyiVSoX58+cjOTm5TfEZU1522bJlOHXqVJv3aQgeH8IYH48//jh27NiBSZMmaaZ2bo4lx4cpcLJmzAAbNmwAEWHUqFHNtklISECPHj3wySef4KefftK7PSLCunXrNMVPXFxcMHr0aK251I0p7WqK8q3AvfnxH6wl3ng90t/f3+jtNYqPj8esWbNanDpYH2PLy7q4uGDo0KFITk42+9MSPD6sPz6MZcnxYQqcrBkzwPfff4+ePXtCLpc320Ymk+Gzzz6DjY0Npk2bpplPvinLli1DXFwc4uPjUVxcjAMHDiA/Px9DhgzBjRs3AAAzZ87Eu+++C5VKBYVCgYyMDOTm5sLf3x/Tpk3Tmg1u4cKFWL16NdavX4/r169j5MiRmDhxIv773/8adZyLFi1CUVERNm7ciKqqKuTk5CA5ORkvvfSS1mx0ABAXFwcXFxfY29vDz88Po0ePxvHjx3W2eejQIeTm5mLixIlGxfKgwsJC1NbW4n//+x+GDRumqZ3+6KOPIiUlpckv3P79++PatWs4ffp0m/bdEh4f1h8frWGp8WESlrxCzjeYmZ61bzBrr2DEDSK3b98mkUhEI0eObPL9gIAAunz5sub/Y2NjCQDNnj2biHRvIKquriZHR0eKjIzU2s5//vMfAqBVs7uxprhKpdIsa6znfunSJSIiUqlUJJfLtbZXXV1NEomEZs6cadAx3m/x4sVaNwV17dqV8vPztdrk5eXRiRMnqKqqiu7evUtHjhyh/v37k0wmo19//VUrjoEDB1JBQQEREZWUlLT6BqKzZ88SAHrhhRfo0KFDVFpaSuXl5bRw4UICQF9++aXOOp9++ikBoM8//9yoffH4aJ5Qx8eDnnrqqWZvMGtkifFhIpl2lvuz4J6jR49qJkdhbddYmYw/U/MpLi4GEen91XS/hIQEZGdnIyUlBRERETrv5+Tk4Pbt2xg4cKDW8uDgYNjb2+vcqPOgB8uUmqp8K3DvdOQnn3yCffv24amnnkJxcTEWLlyIQYMG4fDhw5rrk926ddP8NwCEhIQgLS0N/fr1Q0pKClJTUwHc+yX29ttvw9vb26g4mvJgedlGH3zwAT766CNs3rwZkyZN0lqnsc8af42aA48PYYyP1rDE+DAVPg3OWAtqamoAoMUbVhpJpVKkpaVBJBLhjTfegEql0nq/vLwcwL0KbA9ydnZGVVWVUfGZqnzr9evXkZSUhLfffhvPPvssHBwc4Ofnhy1btqCwsBBr1qzRu37fvn1ha2uL33//HQBw8OBBnD17Fm+99ZZRx9Oc1pSXlclkAP7sQ3Pg8SGM8dEalhgfpmLxX9YhISE83agJNU43yp+pce6/m7Uljf+gjZlEYdCgQZg7dy7Wrl2LFStWwMfHR/Oes7MzADT5pduasqL3l2+NiYkxat37Xbx4EfX19ejSpYvWcqVSCVdXV+Tk5Ohdv6GhAQ0NDZqktXXrVuzbtw82Nrq/CRITE5GYmIjjx4/r/IJsTmvKy9bW1gL4sw/NgceHMMZHa1hifJgK/7JmrAXu7u4QiURGPx+7YsUK9OrVCydPntRa3qdPHzg6Ourc3HPs2DHU1tbiiSeeMGo/pirf2pgEHqwiV1VVhVu3bmmd1nzppZd01j9+/DiICIMGDQIApKWl6TxnW1JSAuDe6VQiMvqL2Njyso195uHhYdR+jMHjQzjjw1iWGB+mwsmasRbI5XL4+/tr7g8wVOPpTltbW53lsbGx2LlzJ7788ktUVlbi7NmzmDFjBry8vDB9+nSj99NS+dbIyEh4eHjonc7Sz88Pw4YNw5YtW3DgwAGoVCrk5+dr4nnzzTc1ba9du4b09HSUl5dDrVbjyJEjeOutt+Dj44MZM2YYFb+h8QHGl5dt7DNz1onn8SGc8WEsS4wPk7Hk7Wx8N7jp8d3grQMj7+aMjo4msVhM1dXVmmU7d+6kgIAAAkCdO3fW3N37oPnz5+tMJ9nQ0EBr1qyh7t27k1gsJhcXFwoLC6MLFy5o2hhTprSl8q1hYWEEgJYuXar3OG/evEkxMTEUGBhIEomEHB0d6emnn6ZvvvlGq13s/2/v7kKa7N84gH+nc07HpoWvaYW6g0iMkBKZCnYShAeVZgl5IEEoRCJUiPaCSFqhGHQgEogHHvkGo0LtoNIjHwgqhCQIYRqM5UvLqUx8u/4Hz7/xWGab3nvt+4FOxnZfv9kll7vv3b/vjRuSkZEhOp1O1Gq1pKamytWrV8Vqte54/N9929fd9Yl4Fi9bVFQkKSkpsrm5+cfj/hf7Y3uB3h9jY2OSl5cnycnJrm+rJyUliclkktHR0V+e76v+UEAvh3WQ47DeHU9/2T5//ixqtVq6u7u9uCrv2djYkIKCAuns7PT3UrbljfXNzc2JVquV1tZWj1/L/ggswd4fCuDe4ETuMBqNaGxsRGNjI5aWlvy9HI9sbGzAbDZjcXExIJPfvLW+hoYGHD9+HNXV1Yod83fYH94TCv2hhKAe1j9H0P34p9FokJCQgMLCQrS0tMBut/t7qRQC6urqUFpairKysqAKYxgZGcHAwACGhobcvhfYl7yxvra2Nnz48AGDg4OIiIhQ5Jh/wv7wjlDpjz3z5ed4b50Gz8jIkJiYGBH591qP3W6XN2/eSEVFhahUKklOTpa3b98qXjcQ8DT47mAPp7FevnwptbW1Cq+IlGI2m6W5uVnW19d3fQz2R+jyd3/sUuidBlepVIiNjUVhYSG6urrQ29uLr1+/oqioKKj+2g0mTqdz25D3YKvhrtOnT+Phw4f+Xgb9xtmzZ1FXV/fLt6x9hf0R2PzdH7sVcsP6ZxcuXEBFRQVmZmbQ0dHh7+WEpM7Ozl+SeIKxBhFRoAr5YQ0AFRUVAIChoSHXYztFxnkSPTc6OoqcnBxER0fDYDAgKysLDofjjzX8SdyI36uuroZGo0FSUpLrsWvXrkGn00GlUrm2fKypqcGNGzcwOTkJlUoFo9GIJ0+eQKvVIiEhAVVVVa50JJPJtGVf473UAIDh4WEYDAY0NTV59edFROR3vjzp7otr1ttxOBwCQA4ePOh67ObNmxIZGSn9/f1it9ulvr5ewsLCXNe2f6TZvHr1ShYWFmRmZkYKCgpEp9PJ6uqqiPybtmMwGOTRo0fidDrFZrNJcXGxzM7OulVDCbu5Zn3v3j3RaDTS3d0t379/l/HxccnOzpa4uDix2Wyu512+fFkSExO3vLalpUUAuN6jiEhJSYlkZGRseV5lZaXodDqZmJiQlZUV+fjxo5w8eVL0er1MT08rUuPFixei1+u3pBC5C76/5kRBhP1BO/FDf4TeNevt6PV6qFQq1167KysraG9vx/nz51FSUoLY2FjcuXMHERER6Orq2vJak8kEg8GA+Ph4lJWVYXl5GdPT0wAAi8UCh8OBzMxMaLVaJCYmYmBgAHFxcR7V8CWn04m2tjYUFxejvLwcMTExyMrKQkdHB+bm5vD06VPFaqnVaten96NHj6K9vR2Li4uKvf+ioiI4HA7cvXtXkeMREQWqv2JYLy8vQ0RgMBgA7D4y7ufoufT0dCQkJKC8vBwNDQ2wWCyu5yoZS6ekvcbv7cWJEycQHR3t1/dPRBSM/oph/SOS7ciRIwCUi4yLiorC69evkZ+fj6amJqSnp6OsrAxOp1OxGkpTOn7PU5GRka7N+omIyD1/xbAeHh4GAJw5cwbA1sg4+Sn1ZWxszKNjZ2Zm4vnz57BaraitrUVPTw9aW1sVraEkpeP3PLG2tub1GkREoSjkh7XNZsPjx4+RmpqKK1euAFAuMs5qtbqydePj4/HgwQNkZ2djYmJCsRpK8yR+T61Wu075K2FkZAQigtzcXK/VICIKRSEzrEUES0tL2NzcdOWi9vT0IC8vD+Hh4TCbza5r1u5ExrnDarWiqqoKnz59wurqKt6/f4+pqSnk5uYqVkNpnsTvGY1GfPv2DWazGWtra5idncXU1NQvx9y/fz+sVissFgsWFxddw3dzcxN2ux3r6+sYHx9HTU0NDh065LqVbq81hoaGeOsWEf0dfPndc6Vv3Xr27JkcO3ZMoqOjRaPRSFhYmAAQlUolsbGxkpOTI42NjTI/P//La3eKjHM3es5isYjJZJJ9+/ZJeHi4HDhwQG7fvu3axu5PsXRK2M2tW+7E74mIzM/Py6lTp0Sr1UpaWppcv35dbt26JQDEaDS6bsF69+6dHD58WKKioiQ/P19sNptUVlZKRESEpKSkiFqtFoPBIOfOnZPJyUnFagwODoper5f79+97/HMDb82hHbA/aCd+6I9e1f8L+0RpaSkAoK+vz1clQ15vby8uXboEH/43uqWqqgp9fX2Yn5/391K2pVKp0NPTg4sXL/p7KRSA2B+0Ez/0R1/InAanwLOxseHvJRARhQQOayIiogDHYU2Kq6+vR1dXFxYWFpCWlob+/n5/L4mIKKip/b0ACj3Nzc1obm729zKIiEIGP1kTEREFOA5rIiKiAMdhTUREFOA4rImIiAIchzUREVGA8/kOZryNh4iIgp2vdzDz6bAeGxvDly9ffFWOiIjIK0wmky/jfn07rImIiMhj3BuciIgo0HFYExERBTgOayIiogCnBsBwaSIiosD1z/8AclNvybWGwQkAAAAASUVORK5CYII=\n",
4254             "text/plain": [
4255               "<IPython.core.display.Image object>"
4256             ]
4257           },
4258           "metadata": {},
4259           "execution_count": 81
4260         }
4261       ]
4262     },
4263     {
4264       "cell_type": "code",
4265       "source": [
4266         "w_initial=[np.array([[1.-np.exp(-0.1)]]), np.array([[np.exp(-0.1)]]), np.array([0.]),np.array([[1.0]]),np.array([-1.0])]\n",
4267         "w=model_fit.get_weights()\n",
4268         "for i in range(len(w)):\n",
4269         "  print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n",
4270         "  for j in range(w[i].shape[0]):\n",
4271         "    if w[i].ndim==2:\n",
4272         "      for k in range(w[i].shape[1]):\n",
4273         "        w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n",
4274         "    else:\n",
4275         "      w[i][j]=w_initial[i][0]\n",
4276         "model_fit.set_weights(w)\n",
4277         "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n",
4278         "w_fitted=model_fit.get_weights()\n",
4279         "for i in range(len(w)):\n",
4280         "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
4281       ],
4282       "metadata": {
4283         "id": "4U0kTEiksNZs",
4284         "colab": {
4285           "base_uri": "https://localhost:8080/"
4286         },
4287         "outputId": "4abaac62-6864-4681-bf3b-61918a855434"
4288       },
4289       "execution_count": null,
4290       "outputs": [
4291         {
4292           "output_type": "stream",
4293           "name": "stdout",
4294           "text": [
4295             "weight 0 shape (2, 6) ndim 2 given (1, 1)\n",
4296             "weight 1 shape (6, 6) ndim 2 given (1, 1)\n",
4297             "weight 2 shape (6,) ndim 1 given (1,)\n",
4298             "weight 3 shape (6, 1) ndim 2 given (1, 1)\n",
4299             "weight 4 shape (1,) ndim 1 given (1,)\n",
4300             "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[ 0.12758861  0.0715346   0.28398085  0.22530647 -0.04896871  0.17852174]\n",
4301             " [-0.06419653 -0.13151933  0.13247941  0.05693131 -0.27097893 -0.00170033]]\n",
4302             "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[ 0.11491504  0.15045348  0.02225892  0.05548155  0.22935808  0.08344485]\n",
4303             " [ 0.08869556  0.14227444 -0.04992014 -0.00049654  0.26104477  0.04137305]\n",
4304             " [ 0.16743875  0.16395749  0.17635353  0.17324737  0.15659271  0.17053232]\n",
4305             " [ 0.15229015  0.16089693  0.12955563  0.13781501  0.18028355  0.14465307]\n",
4306             " [ 0.02248537  0.12013967 -0.22338557 -0.13727286  0.33636925 -0.06286533]\n",
4307             " [ 0.13592957  0.15658088  0.08178423  0.1012916   0.20259136  0.11761587]]\n",
4308             "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.7970291  0.8036124  0.7622002  0.7790196  0.8099711  0.78886545]\n",
4309             "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[ 0.2016674 ]\n",
4310             " [ 0.29204252]\n",
4311             " [-0.06745756]\n",
4312             " [ 0.03687075]\n",
4313             " [ 0.4746046 ]\n",
4314             " [ 0.1169771 ]]\n",
4315             "weight 4  exact: [-0.] :  initial: [-1.]  fitted: [-0.01031198]\n"
4316           ]
4317         }
4318       ]
4319     },
4320     {
4321       "cell_type": "code",
4322       "source": [
4323         "# evaluate model\n",
4324         "model_predict.set_weights(w_fitted)\n",
4325         "x_input=np.reshape(Et,(1, hours, 2))\n",
4326         "y_output = model_predict.predict(x_input)\n",
4327         "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
4328         "print(shift)\n",
4329         "m = np.reshape(y_output,hours)\n",
4330         "print('weights=',w)\n",
4331         "if scale:\n",
4332         "    print('scaling')\n",
4333         "    m = scalery.inverse_transform(m)\n",
4334         "m = np.reshape(m,hours)\n",
4335         "hour=np.array(range(hours))\n",
4336         "title=\"First RNN forecast\"\n",
4337         "plt.figure(figsize=(16,4))\n",
4338         "plt.plot(hour,Ed,linestyle='--',c='r',label='Drying equilibrium')\n",
4339         "plt.plot(hour,Ew,linestyle='--',c='b',label='Wetting equilibrium')\n",
4340         "# print(len(hour),len(m_f))\n",
4341         "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n",
4342         "if m is not None:\n",
4343         "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
4344         "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
4345         "plt.title(title) \n",
4346         "plt.legend()\n"
4347       ],
4348       "metadata": {
4349         "id": "o10lIOl4sndv",
4350         "colab": {
4351           "base_uri": "https://localhost:8080/",
4352           "height": 672
4353         },
4354         "outputId": "d5229b77-1539-4fff-c267-cc5fff03c765"
4355       },
4356       "execution_count": null,
4357       "outputs": [
4358         {
4359           "output_type": "stream",
4360           "name": "stdout",
4361           "text": [
4362             "x_input.shape= (1, 854, 2) y_output.shape= (1, 854, 1)\n",
4363             "0.0\n",
4364             "weights= [array([[0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n",
4365             "        0.04758129],\n",
4366             "       [0.04758129, 0.04758129, 0.04758129, 0.04758129, 0.04758129,\n",
4367             "        0.04758129]], dtype=float32), array([[0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4368             "        0.15080623],\n",
4369             "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4370             "        0.15080623],\n",
4371             "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4372             "        0.15080623],\n",
4373             "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4374             "        0.15080623],\n",
4375             "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4376             "        0.15080623],\n",
4377             "       [0.15080623, 0.15080623, 0.15080623, 0.15080623, 0.15080623,\n",
4378             "        0.15080623]], dtype=float32), array([0., 0., 0., 0., 0., 0.], dtype=float32), array([[0.16666667],\n",
4379             "       [0.16666667],\n",
4380             "       [0.16666667],\n",
4381             "       [0.16666667],\n",
4382             "       [0.16666667],\n",
4383             "       [0.16666667]], dtype=float32), array([-1.], dtype=float32)]\n"
4384           ]
4385         },
4386         {
4387           "output_type": "execute_result",
4388           "data": {
4389             "text/plain": [
4390               "<matplotlib.legend.Legend at 0x7f2fc0141d10>"
4391             ]
4392           },
4393           "metadata": {},
4394           "execution_count": 83
4395         },
4396         {
4397           "output_type": "display_data",
4398           "data": {
4399             "text/plain": [
4400               "<Figure size 1152x288 with 1 Axes>"
4401             ],
4402             "image/png": "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\n"
4403           },
4404           "metadata": {
4405             "needs_background": "light"
4406           }
4407         }
4408       ]
4409     },
4410     {
4411       "cell_type": "code",
4412       "source": [
4413         "# plot subinterval only\n",
4414         "def plot_int(lb=0,ub=hours,title=\"RNN Prediction\"):\n",
4415         "  hour=np.array(range(hours))\n",
4416         "  plt.figure(figsize=(16,4))\n",
4417         "  plt.plot(hour[lb:ub],Ed[lb:ub],linestyle='--',c='r',label='Drying equilibrium')\n",
4418         "  plt.plot(hour[lb:ub],Ew[lb:ub],linestyle='--',c='b',label='Wetting equilibrium')\n",
4419         "  plt.plot(hour[lb:ub],data[lb:ub],linestyle='-',c='b',label='RAWS fuel moisture data')\n",
4420         "  if lb <= h2:\n",
4421         "    ub1 = min(h2,ub)\n",
4422         "    plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='Fuel moisture fitted')\n",
4423         "  if ub >= h2:\n",
4424         "    lb1 = max(h2,lb)\n",
4425         "    plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='Fuel moisture prediction')\n",
4426         "  plt.title(title) \n",
4427         "  plt.legend()"
4428       ],
4429       "metadata": {
4430         "id": "mrWioCJVuU-G"
4431       },
4432       "execution_count": null,
4433       "outputs": []
4434     },
4435     {
4436       "cell_type": "code",
4437       "source": [
4438         "plot_int(0,600,title='RNN fitting and prediction')  # again the whole thing"
4439       ],
4440       "metadata": {
4441         "id": "qmGPeG61uqGI",
4442         "colab": {
4443           "base_uri": "https://localhost:8080/",
4444           "height": 281
4445         },
4446         "outputId": "002299ca-44e1-4fae-ef42-81ab91917913"
4447       },
4448       "execution_count": null,
4449       "outputs": [
4450         {
4451           "output_type": "display_data",
4452           "data": {
4453             "text/plain": [
4454               "<Figure size 1152x288 with 1 Axes>"
4455             ],
4456             "image/png": "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\n"
4457           },
4458           "metadata": {
4459             "needs_background": "light"
4460           }
4461         }
4462       ]
4463     },
4464     {
4465       "cell_type": "code",
4466       "source": [
4467         "plot_int(0,300,title='RNN Fitting') "
4468       ],
4469       "metadata": {
4470         "id": "SwnOSJlOuvAA",
4471         "colab": {
4472           "base_uri": "https://localhost:8080/",
4473           "height": 281
4474         },
4475         "outputId": "19e8c96e-f3df-495b-f792-c8c51d683de1"
4476       },
4477       "execution_count": null,
4478       "outputs": [
4479         {
4480           "output_type": "display_data",
4481           "data": {
4482             "text/plain": [
4483               "<Figure size 1152x288 with 1 Axes>"
4484             ],
4485             "image/png": "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\n"
4486           },
4487           "metadata": {
4488             "needs_background": "light"
4489           }
4490         }
4491       ]
4492     },
4493     {
4494       "cell_type": "code",
4495       "source": [
4496         "plot_int(300,500)"
4497       ],
4498       "metadata": {
4499         "id": "EqCZD7uCvDrS",
4500         "colab": {
4501           "base_uri": "https://localhost:8080/",
4502           "height": 281
4503         },
4504         "outputId": "c39c3696-1c75-41e1-9397-3c9eddbef1bd"
4505       },
4506       "execution_count": null,
4507       "outputs": [
4508         {
4509           "output_type": "display_data",
4510           "data": {
4511             "text/plain": [
4512               "<Figure size 1152x288 with 1 Axes>"
4513             ],
4514             "image/png": "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\n"
4515           },
4516           "metadata": {
4517             "needs_background": "light"
4518           }
4519         }
4520       ]
4521     },
4522     {
4523       "cell_type": "code",
4524       "source": [
4525         "plot_int(500,800)"
4526       ],
4527       "metadata": {
4528         "id": "hYgLAXpUvSLo",
4529         "colab": {
4530           "base_uri": "https://localhost:8080/",
4531           "height": 281
4532         },
4533         "outputId": "cf3e403e-68db-4254-e7f6-87710efb8231"
4534       },
4535       "execution_count": null,
4536       "outputs": [
4537         {
4538           "output_type": "display_data",
4539           "data": {
4540             "text/plain": [
4541               "<Figure size 1152x288 with 1 Axes>"
4542             ],
4543             "image/png": "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\n"
4544           },
4545           "metadata": {
4546             "needs_background": "light"
4547           }
4548         }
4549       ]
4550     },
4551     {
4552       "cell_type": "markdown",
4553       "metadata": {
4554         "id": "gVQxv9Blc91t"
4555       },
4556       "source": [
4557         "### 4.4 A comment on the information flow in the Kalman filter and in neural networks"
4558       ]
4559     },
4560     {
4561       "cell_type": "markdown",
4562       "metadata": {
4563         "id": "CZmR4HPAc91t"
4564       },
4565       "source": []
4566     },
4567     {
4568       "cell_type": "markdown",
4569       "metadata": {
4570         "id": "_g_OTEg6ePb9"
4571       },
4572       "source": [
4573         "## 5. Conclusion"
4574       ]
4575     },
4576     {
4577       "cell_type": "markdown",
4578       "metadata": {
4579         "id": "aNxw7xI3FqFt"
4580       },
4581       "source": [
4582         "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."
4583       ]
4584     },
4585     {
4586       "cell_type": "markdown",
4587       "metadata": {
4588         "id": "IWpmDwUPGElR"
4589       },
4590       "source": [
4591         "## Contributions of authors "
4592       ]
4593     },
4594     {
4595       "cell_type": "markdown",
4596       "metadata": {
4597         "id": "jujW1VFgGOCn"
4598       },
4599       "source": [
4600         "Not applicable."
4601       ]
4602     },
4603     {
4604       "cell_type": "markdown",
4605       "metadata": {
4606         "id": "HWslw7HmGZmP"
4607       },
4608       "source": [
4609         "## Acknowledgements"
4610       ]
4611     },
4612     {
4613       "cell_type": "markdown",
4614       "metadata": {
4615         "id": "xubqDAV2GjkZ"
4616       },
4617       "source": [
4618         "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."
4619       ]
4620     },
4621     {
4622       "cell_type": "markdown",
4623       "metadata": {
4624         "id": "ZsNZxOv7c91t"
4625       },
4626       "source": [
4627         "## References"
4628       ]
4629     },
4630     {
4631       "cell_type": "markdown",
4632       "metadata": {
4633         "id": "vFY-iS1Wc91t"
4634       },
4635       "source": [
4636         "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",
4637         "\n",
4638         "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",
4639         "\n",
4640         "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n",
4641         "\n",
4642         "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",
4643         "\n",
4644         "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",
4645         "\n",
4646         "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"
4647       ]
4648     }
4649   ],
4650   "metadata": {
4651     "accelerator": "GPU",
4652     "colab": {
4653       "collapsed_sections": [],
4654       "provenance": []
4655     },
4656     "gpuClass": "standard",
4657     "kernelspec": {
4658       "display_name": "Python 3",
4659       "language": "python",
4660       "name": "python3"
4661     },
4662     "language_info": {
4663       "codemirror_mode": {
4664         "name": "ipython",
4665         "version": 3
4666       },
4667       "file_extension": ".py",
4668       "mimetype": "text/x-python",
4669       "name": "python",
4670       "nbconvert_exporter": "python",
4671       "pygments_lexer": "ipython3",
4672       "version": "3.8.5"
4673     }
4674   },
4675   "nbformat": 4,
4676   "nbformat_minor": 0