rnn from single equilibrium, varying hidden_units
[notebooks.git] / fmda_kf_rnn_with_output.ipynb
bloba19741bfcc9444611b081cd93f899967d4512268
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     },
49     {
50       "cell_type": "markdown",
51       "metadata": {
52         "id": "WHIgN2uZ689b"
53       },
54       "source": [
55         "1 Introduction\n",
56         "\n",
57         "2 Background\n",
58         "\n",
59         "2.1 Imports\n",
60         "\n",
61         "2.2 Kalman filter\n",
62         "\n",
63         "2.2.1 Overview\n",
64         "\n",
65         "2.2.2 Formulation\n",
66         "\n",
67         "2.2.3 A Kalman filter tester\n",
68         "\n",
69         "2.3 Fuel moisture model\n",
70         "\n",
71         "2.3.1 A simple time lag model\n",
72         "\n",
73         "2.3.1 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain\n",
74         "\n",
75         "3 Methods\n",
76         "\n",
77         "3.1 Kalman filter demonstration on the simple model\n",
78         "\n",
79         "3.1.1 Creating synthetic data\n",
80         "\n",
81         "3.1.2 Running the Kalman filter\n",
82         "\n",
83         "3.2 Acquisition and preprocessing of real data\n",
84         "\n",
85         "3.2.1 Acquisition of fuel moisture observations\n",
86         "\n",
87         "3.2.2 Acquisition of weather data\n",
88         "\n",
89         "3.2.3 Preprocessing and visualization of the weather data\n",
90         "\n",
91         "4 Results\n",
92         "\n",
93         "4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
94         "\n",
95         "4.2 Model with an augmented state\n",
96         "\n",
97         "4.3 Kalman filter on the augmented model\n",
98         "\n",
99         "4.4 A comment on the information flow in the Kalman filter and in neural networks\n",
100         "\n",
101         "5. Conclusion\n",
102         "\n",
103         "Contributions of Authors\n",
104         "\n",
105         "Acknowledgements\n",
106         "\n",
107         "References\n",
108         "\n",
109         "\n",
110         "\n",
111         "\n",
112         "\n",
113         "\n",
114         "\n"
115       ]
116     },
117     {
118       "cell_type": "markdown",
119       "metadata": {
120         "id": "ZFafUPCTO1N1"
121       },
122       "source": [
123         "## 1 Introduction"
124       ]
125     },
126     {
127       "cell_type": "markdown",
128       "metadata": {
129         "id": "4_RcdWybPFks"
130       },
131       "source": [
132         "The Kalman filter is at the foundation of many technologies in daily use, from GPS to weather forecasting. No model is completely accurate. Think space navigation: the movement of a Apollo 13 between the moon and the earth, subject to gravitational forces and propulsion, with the position ascertained by visual measurements. No matter how accurate the model of spacecraft motion is, the measurements are always burdened with noise. The idea of Kalman filter is to evolve a quantification of the of the state (here, positin and velocity of the spacecraft) in the form of a covariance matrix, and, using an estimate of the uncertainty of the data, adjust the state to split the difference every time measurements are taken. \n",
133         "\n",
134         "Here, we use the Kalman filter to estimate the evolution of fuel (dead wood) moisture content from a simple theoretical model, adjusting the state of the model hourly for measurements from fuel moisture a sensor in a wood stick exposed to the elements. This is needed for forecasting of wildfire progress; for this purpose, we also want to have the filter adjust the model from the data, so that it gives more accurate data for future when we only have hourly weather forecast but no actual data - because the future has not happened yet. "
135       ]
136     },
137     {
138       "cell_type": "markdown",
139       "metadata": {
140         "id": "M2kbwDPBTB7A"
141       },
142       "source": [
143         "## 2 Background"
144       ]
145     },
146     {
147       "cell_type": "markdown",
148       "metadata": {
149         "id": "ar1BbXac49hO"
150       },
151       "source": [
152         "In this section, we take care of preliminaries: we install some packages we need, and then proceed with the Kalman filter."
153       ]
154     },
155     {
156       "cell_type": "markdown",
157       "metadata": {
158         "id": "_5F5CuRqc91X"
159       },
160       "source": [
161         "### 2.1 Imports"
162       ]
163     },
164     {
165       "cell_type": "markdown",
166       "metadata": {
167         "id": "K6sWUMf0c91Y"
168       },
169       "source": [
170         "We may need the pygrib package to read weather data, but pygrib requires current numpy while google colab is using an old numpy version for compatibility with tensorflow. We will upgrade numpy and restart the runtime then the notebook will need to be run again. If numpy is current, we just download and import packages we need."
171       ]
172     },
173     {
174       "cell_type": "markdown",
175       "metadata": {
176         "id": "X9rvlymMZdJg"
177       },
178       "source": [
179         "### 2.2 Kalman filter"
180       ]
181     },
182     {
183       "cell_type": "markdown",
184       "metadata": {
185         "id": "x5E2UE3F5gf2"
186       },
187       "source": [
188         "#### 2.2.1 Overview"
189       ]
190     },
191     {
192       "cell_type": "markdown",
193       "metadata": {
194         "id": "NPgTHlCLAlA-"
195       },
196       "source": [
197         "The Kalman filter provides an estimate $u$ of the time evolution of some unknown process, called \"nature\" or \"truth\". We do not know with certainty what the nature is, but we can observe it at regular intervals (steps) with some error. In each step, model $F$ advances the model state $u$ in time, $ u \\leftarrow F(u)$, and attempts to reconcile the state with an observation $d$ of the true state, so $u \\approx d$. The filter modifies the model state $u$ to balance the uncertainty in the model and the data (this is called *analysis*) and the cycle continues. For that purpose, the filter evolves also an estimate of the uncertainly of the model.\n",
198         "\n",
199         "More generally, instead of $u \\approx d$, only a part of the state is observed, and $Hu \\approx d$ where $H$ is a matrix, or observation function. Basically, $Hu$ is what the data would be if the model was completely accurate. \n",
200         "\n",
201         "See Kalman (1960) for the original publication, Kalnay (2003) for a gentle introduction, and the [Wikipedia article](https://en.wikipedia.org/wiki/Extended_Kalman_filter)."
202       ]
203     },
204     {
205       "cell_type": "markdown",
206       "metadata": {
207         "id": "y6j34L5s5pEL"
208       },
209       "source": [
210         "#### 2.2.2 Formulation\n",
211         "\n",
212         "---\n",
213         "\n"
214       ]
215     },
216     {
217       "cell_type": "markdown",
218       "metadata": {
219         "id": "b3GZW5vP5_o8"
220       },
221       "source": [
222         "We present the Kalman filter in perhaps the most used form, as extended to nonlinear models.\n",
223         " Consider a discrete time model of some natural\n",
224         "process. At time step $k$, the model has state $u_{k}\\in\\mathbb{R}^{n}$, which\n",
225         "can be approximated from the previous step $u_{k-1}$ by applying the model\n",
226         "$\\mathcal{M}$ to get a forecast $u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)\n",
227         "$. We model uncertainty in the model itself by adding normally distributed\n",
228         "noise with mean zero and covariance $Q$ to the uncertainty of $u_{k}^{f}$. We\n",
229         "also need to estimate now the uncertainty in the previous state $u_{k-1}$\n",
230         "propagates to the uncertainty of the forecast $u_{k}^{f}$. So, assume that the\n",
231         "model is differentiable and quantify the uncertainty of the state by a\n",
232         "covariance matrix. That is,  assume that at step $k-1$, the state has\n",
233         "(approximately) normal distribution with mean $u_{k-1}$ and covariance\n",
234         "$P_{k-1}$. Using the Taylor expansion of order $1$ of the model operator at\n",
235         "$u_{k-1}$, $\\mathcal{M}\\left(  u\\right)  \\approx\\mathcal{M}\\left(\n",
236         "u_{k-1}\\right)  +\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  \\left(\n",
237         "u-u_{k-1}\\right)  $, where $\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  $ is\n",
238         "the Jacobian matrix of $\\mathcal{M}$ at $u_{k-1}$. It can be shown that the\n",
239         "forecast has then (approximately)\\ normal distribution with mean and\n",
240         "covariance\n",
241         "$$\n",
242         "u_{k}^{f}=\\mathcal{M}\\left(  u_{k-1}\\right)  ,\\ P_{k}^{f}=\\mathcal{M}\\left(\n",
243         "u_{k-1}\\right)  P_{k-1}\\mathcal{M}^{\\prime}\\left(  u_{k-1}\\right)  +Q\n",
244         "$$\n",
245         "At time $k$, we also have an observation $d_{k}\\approx Hu_{k}$, where $H$ is a\n",
246         "given observation operator, and we want to find $u_{k}$ so that both\n",
247         "$$\n",
248         "u_{k}\\approx u_{k}^{f}\\text{ and }d_{k}\\approx Hu_{k}.\n",
249         "$$\n",
250         "We quantify the uncertainly of the error of observation $d_{k}$ by a covariance\n",
251         "matrix $R$: assume that the observation error has normal probability\n",
252         "distribution with a known covariance $R$. Then, the likelihood of state $u$ is\n",
253         "proportional to $e^{-\\left\\Vert d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}/2}$, where\n",
254         "we used the notation for the norm $\\left\\Vert v\\right\\Vert _{A}%\n",
255         "=\\left(v^{\\top}Av\\right)^{1/2}$ induced by a positive definite matrix $A$. Similarly, we quantify the\n",
256         "uncertainty of the state by a covariance matrix $P_{k}$. That is, the forecast\n",
257         "state has (approximately) normal distribution with mean $u_{k}^{f}$  and covariance\n",
258         "$P_{k}^{f}$. From the Bayes theorem of statistics, the probability distribution\n",
259         "of the state after taking the data into account has density\n",
260         "$$\n",
261         "p_{k}\\left(  u\\right) \\propto e^\\frac{-\\left\\Vert d_{k}\n",
262         "-Hu\\right\\Vert_{R^{-1}}^{2}}{2}e^\\frac{-\\left\\Vert u-u_{k}^{f}\\right\\Vert _{\n",
263         "{P_{k}^f}^{-1}  }^{2}}{2}%\n",
264         "$$\n",
265         "where $\\propto$ means proportional.\n",
266         "Note that the probability density at $u$ is maximal when $\\left\\Vert\n",
267         "d_{k}-Hu\\right\\Vert _{R^{-1}}^{2}+\\left\\Vert u-u_{k}\\right\\Vert _{{P_{k}^{f}}^{-1}}^{2}$\n",
268         " is minimal, which quantifies the statement that $d_{k}\\approx\n",
269         "Hu_{k}$ and $u\\approx u_{k}^{f}$.  By a direct computation completing the\n",
270         "square and using the Sherman-Morrison-Woodbury formula, \n",
271         "$$p_{k}\\left(\n",
272         "\t\tu\n",
273         "\t   \\right) \\propto \n",
274         "e^{-\\frac{\n",
275         "\t\\left\\Vert u-u_{k\n",
276         "\t         }\n",
277         "\t\\right\\Vert_\n",
278         "\t\t{P_{k\n",
279         "\t\t      }^{-1}\n",
280         "\t\t}^{2}\n",
281         "\t}\n",
282         "\t{2}},\n",
283         "$$ \n",
284         "which is the density of the normal distribution with the mean\n",
285         "$$\n",
286         "u_{k}^{f}=u_{k}^{f}+K_{k}(d-Hu_{k}^{f}),\\ \\text{where }K_{k}=P_{k}%\n",
287         "^{f}H^{\\mathrm{T}}(HP_{k}^{f}H^{\\mathrm{T}}+R)^{-1}%\n",
288         "$$\n",
289         "and covariance\n",
290         "$$\n",
291         "P_{k}=\\left(  \\left(  P_{k}^{f}\\right)  ^{-1}+H^{\\mathrm{T}}R^{-1}H\\right)\n",
292         "^{-1}=(I-KH)P_{k}^{f}.\n",
293         "$$\n",
294         "\n",
295         "These are the equations of the extended Kalman filter. The original Kalman (1960) filter was\n",
296         "formulated for a linear process. The extension to the\n",
297         "nonlinear case made broad array of applications possible, including the Apollo spacecraft naviation (McGee and Schmidt, 1966),  and is\n",
298         "still a de-facto standard in navigation and GPS.\n"
299       ]
300     },
301     {
302       "cell_type": "code",
303       "execution_count": 89,
304       "metadata": {
305         "id": "-bvUtJ_OLwQA"
306       },
307       "outputs": [],
308       "source": [
309         "import numpy as np\n",
310         "def ext_kf(u,P,F,Q=0,d=None,H=None,R=None):\n",
311         "  \"\"\"\n",
312         "  One step of the extended Kalman filter. \n",
313         "  If there is no data, only advance in time.\n",
314         "  :param u:   the state vector, shape n\n",
315         "  :param P:   the state covariance, shape (n,n)\n",
316         "  :param F:   the model function, args vector u, returns F(u) and Jacobian J(u)\n",
317         "  :param Q:   the process model noise covariance, shape (n,n)\n",
318         "  :param d:   data vector, shape (m). If none, only advance in time\n",
319         "  :param H:   observation matrix, shape (m,n)\n",
320         "  :param R:   data error covariance, shape (n,n)\n",
321         "  :return ua: the analysis state vector, shape (n)\n",
322         "  :return Pa: the analysis covariance matrix, shape (n,n)\n",
323         "  \"\"\"\n",
324         "  def d2(a):\n",
325         "    return np.atleast_2d(a) # convert to at least 2d array\n",
326         "\n",
327         "  def d1(a):\n",
328         "    return np.atleast_1d(a) # convert to at least 1d array\n",
329         "\n",
330         "  # forecast\n",
331         "  uf, J  = F(u)          # advance the model state in time and get the Jacobian\n",
332         "  uf = d1(uf)            # if scalar, make state a 1D array\n",
333         "  J = d2(J)              # if scalar, make jacobian a 2D array\n",
334         "  P = d2(P)              # if scalar, make Jacobian as 2D array\n",
335         "  Pf  = d2(J.T @ P) @ J + Q  # advance the state covariance Pf = J' * P * J + Q\n",
336         "  # analysis\n",
337         "  if d is None or not d.size :  # no data, no analysis\n",
338         "    return uf, Pf\n",
339         "  # K = P H' * inverse(H * P * H' + R) = (inverse(H * P * H' + R)*(H P))'\n",
340         "  H = d2(H)\n",
341         "  HP  = d2(H @ P)            # precompute a part used twice  \n",
342         "  K   = d2(np.linalg.solve( d2(HP @ H.T) + R, HP)).T  # Kalman gain\n",
343         "  # print('H',H)\n",
344         "  # print('K',K)\n",
345         "  res = d1(H @ d1(uf) - d)          # res = H*uf - d\n",
346         "  ua = uf - K @ res # analysis mean uf - K*res\n",
347         "  Pa = Pf - K @ d2(H @ P)        # analysis covariance\n",
348         "  return ua, d2(Pa)\n"
349       ]
350     },
351     {
352       "cell_type": "markdown",
353       "metadata": {
354         "id": "Uvsbbv2XZ2Hd"
355       },
356       "source": [
357         "#### 2.2.3 A Kalman filter tester"
358       ]
359     },
360     {
361       "cell_type": "markdown",
362       "metadata": {
363         "id": "gcmGBqPOU1e5"
364       },
365       "source": [
366         "It is a very good idea to make write a simple tester for every piece of code. How else would we know it actually works, and that something basic did not get broken inadvertently, perhaps as a side effect of changing something else? A simple tester may save a great deal of time trying to debug cryptic errors later. And, what better place for a tester that right after the code it is testing so that it gets run every time?"
367       ]
368     },
369     {
370       "cell_type": "code",
371       "execution_count": 90,
372       "metadata": {
373         "colab": {
374           "base_uri": "https://localhost:8080/"
375         },
376         "id": "OsOqvQk6ZXZV",
377         "outputId": "252d0523-628a-4aa3-ca52-548ef954e16a"
378       },
379       "outputs": [
380         {
381           "output_type": "stream",
382           "name": "stdout",
383           "text": [
384             "ua= [ 5 11]\n",
385             "Pa= [[15 18]\n",
386             " [18 25]]\n",
387             "ua= [4.66666667 7.66666667]\n",
388             "Pa= [[13.93333333 18.73333333]\n",
389             " [18.73333333 23.93333333]]\n"
390           ]
391         }
392       ],
393       "source": [
394         "# a basic ext_kf test\n",
395         "import numpy as np\n",
396         "u = [1,\n",
397         "     2]\n",
398         "P = [[2 , -1],\n",
399         "    [-1 , 2]]\n",
400         "A = [ [1 ,2],\n",
401         "      [3 ,4]]\n",
402         "u = np.array(u)      \n",
403         "Q = np.array([[1,0],[0,1]])\n",
404         "A = np.array(A)\n",
405         "def fun(u):\n",
406         "  return A @ u, A\n",
407         "F = lambda u: fun(u)\n",
408         "H = [[1, 0],\n",
409         "     [0, 1]]\n",
410         "d = [2,\n",
411         "    3]\n",
412         "R = [[2, 0],\n",
413         "    [0, 2]]\n",
414         "H = np.array(H)      \n",
415         "d = np.array(d)\n",
416         "R = np.array(R)\n",
417         "ua,Pa = ext_kf(u,P,F,Q)\n",
418         "print('ua=',ua)\n",
419         "print('Pa=',Pa)\n",
420         "ua,Pa = ext_kf(u,P,F,Q,d,H,R)\n",
421         "print('ua=',ua)\n",
422         "print('Pa=',Pa)\n"
423       ]
424     },
425     {
426       "cell_type": "markdown",
427       "metadata": {
428         "id": "A9ZpmNcdRpmp"
429       },
430       "source": [
431         "### 2.3  Fuel moisture models\n",
432         "\n",
433         "\n"
434       ]
435     },
436     {
437       "cell_type": "markdown",
438       "metadata": {
439         "id": "eZL8gN7ISGVh"
440       },
441       "source": [
442         "#### 2.3.1 A simple fuel moisture model"
443       ]
444     },
445     {
446       "cell_type": "markdown",
447       "metadata": {
448         "id": "1XvOC4kYSQgH"
449       },
450       "source": [
451         "First consider a simplified fuel moisture model without considering the effect of rain.\n",
452         "The evolution of fuel moisture content $m(t)$ is modeled by the time-lag differential equation on interval $\\left[\n",
453         "t_{0},t_{1}\\right]  $,\n",
454         "$$\n",
455         "\\frac{dm}{dt}=\\frac{E-m(t)}{T},\\quad m(t_{0})=m_{0}.\n",
456         "$$\n",
457         "where the initial fuel moisture content $m_{0}=m\\left(  t_{0}\\right)  $ is the\n",
458         "input, and $m_{1}=m(t_{1})$ is the output. Tnus, $m_1=F(m_0)$. The parameters of the model are the\n",
459         "fuel moisture equilibrium $E$, assumed to be constant over the interval $\\left[\n",
460         "t_{0},t_{1}\\right]  $, NS the characteristic decay time $T$. \n",
461         "\n",
462         "We can build the general model later by calling this simple model with different\n",
463         "equilibria and time constants (drying, wetting, rain).\n",
464         "\n",
465         "Since $E$ is constant in time, the solution can be found\n",
466         "analytically,\n",
467         "$$\n",
468         "m\\left(  t\\right)  =E+\\left(  m_{0}-E\\right)  e^{-t/T}%\n",
469         "$$\n",
470         "For convenience, we use $T_{1}=1/T$ instead of $T$, and the model becomes\n",
471         "$$\n",
472         "m_{1}=E+\\left(  m_{0}-E\\right)  e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}%\n",
473         "$$\n",
474         "In the extended Kalman filter, we will need the partial derivatives of $m_{1}$\n",
475         "with respect to the input and the parameters. Compute\n",
476         "$$\n",
477         "\\frac{dm_{1}}{d_{m0}}=e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
478         "$$\n",
479         "$$\n",
480         "\\frac{dm_{1}}{dE}=1-e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
481         "$$\n",
482         "$$\n",
483         "\\frac{dm_{1}}{dT_{1}}=-\\left(  m_{0}-E\\right)  \\left(  t_{1}-t_{0}\\right)\n",
484         "e^{-\\left(  t_{1}-t_{0}\\right)  T_{1}}\n",
485         "$$\n",
486         "At the moment, we need only ${dm_{1}}/{dm_{0}}$ but we put in the code all partials for possible use in future.\n"
487       ]
488     },
489     {
490       "cell_type": "code",
491       "execution_count": 91,
492       "metadata": {
493         "id": "wuVIAGLiSeR8"
494       },
495       "outputs": [],
496       "source": [
497         "import numpy as np\n",
498         "def model_decay(m0,E,partials=0,T1=0.1,tlen=1):  \n",
499         "  # Arguments: \n",
500         "  #   m0          fuel moisture content at start dimensionless, unit (1)\n",
501         "  #   E           fuel moisture eqilibrium (1)\n",
502         "  #   partials=0: return m1 = fuel moisture contents after time tlen (1)\n",
503         "  #           =1: return m1, dm0/dm0 \n",
504         "  #           =2: return m1, dm1/dm0, dm1/dE\n",
505         "  #           =3: return m1, dm1/dm0, dm1/dE dm1/dT1   \n",
506         "  #   T1          1/T, where T is the time constant approaching the equilibrium\n",
507         "  #               default 0.1/hour\n",
508         "  #   tlen        the time interval length, default 1 hour\n",
509         "\n",
510         "  exp_t = np.exp(-tlen*T1)                  # compute this subexpression only once\n",
511         "  m1 = E + (m0 - E)*exp_t                   # the solution at end\n",
512         "  if partials==0:\n",
513         "    return m1\n",
514         "  dm1_dm0 = exp_t\n",
515         "  if partials==1:\n",
516         "    return m1, dm1_dm0          # return value and Jacobian\n",
517         "  dm1_dE = 1 - exp_t      \n",
518         "  if partials==2:\n",
519         "     return m1, dm1_dm0, dm1_dE \n",
520         "  dm1_dT1 = -(m0 - E)*tlen*exp_t            # partial derivative dm1 / dT1\n",
521         "  if partials==3:\n",
522         "    return m1, dm1_dm0, dm1_dE, dm1_dT1       # return value and all partial derivatives wrt m1 and parameters\n",
523         "  raise('Bad arg partials')\n",
524         "  "
525       ]
526     },
527     {
528       "cell_type": "markdown",
529       "metadata": {
530         "id": "dOARZlj-RUCi"
531       },
532       "source": [
533         "#### 2.3.2 Fuel moisture model with drying equilibrium, wetting equilibrium, and rain"
534       ]
535     },
536     {
537       "cell_type": "markdown",
538       "metadata": {
539         "id": "AJp6FTpTSx5B"
540       },
541       "source": [
542         "Here is a little more realistic fuel moisture model from Mandel et al. (2004). A rain-wetting lag time $t_{\\mathrm{r}}$ is reached for heavy rain only\n",
543         "asymptotically, when the rain intensity $r$ (mm/h) is\n",
544         "large:\n",
545         "$$\n",
546         "\\frac{\\mathrm{d}m}{\\mathrm{d}t}=\\frac{S-m}{t_{\\mathrm{r}}}\\left(1-\\exp\\left(-\\frac{r-r_0}{r_{\\mathrm{s}}}\n",
547         "\\right)  \\right),\\ \\text{if}\\ r>r_0, \n",
548         "$$\n",
549         "where $r_0$ is the threshold rain intensity below which no perceptible\n",
550         "wetting occurs, and $r_{\\mathrm{s}}$ is the saturation rain\n",
551         "intensity. At the saturation rain intensity, $1-1/e\\approx 0.63$ of\n",
552         "the maximal rain-wetting rate is achieved. For 10h fuel, the model takes $S=250\\,{\\%}$,\n",
553         "$t_{\\mathrm{r}}=14$h, $r_0=0.05$mm/h and\n",
554         "$r_{\\mathrm{s}}=8$mm/h. "
555       ]
556     },
557     {
558       "cell_type": "code",
559       "execution_count": 92,
560       "metadata": {
561         "id": "ITsKE0psRblG"
562       },
563       "outputs": [],
564       "source": [
565         "### Define model function with drying, wetting, and rain equilibria\n",
566         "\n",
567         "# Parameters\n",
568         "r0 = 0.05                                   # threshold rainfall [mm/h]\n",
569         "rs = 8.0                                    # saturation rain intensity [mm/h]\n",
570         "Tr = 14.0                                   # time constant for rain wetting model [h]\n",
571         "S = 250                                     # saturation intensity [dimensionless]\n",
572         "T = 10.0                                    # time constant for wetting/drying\n",
573         "\n",
574         "def model_moisture(m0,Eqd,Eqw,r,t,partials=0,T=10.0,tlen=1.0):\n",
575         "    # arguments:\n",
576         "    # m0         starting fuel moistureb (%s\n",
577         "    # Eqd        drying equilibrium      (%) \n",
578         "    # Eqw        wetting equilibrium     (%)\n",
579         "    # r          rain intensity          (mm/h)\n",
580         "    # t          time\n",
581         "    # partials = 0, 1, 2\n",
582         "    # returns: same as model_decay\n",
583         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
584         "    #              ==1: m1, dm1/dm0 \n",
585         "    #              ==2: m1, dm1/dm0, dm1/dE  \n",
586         "    \n",
587         "    if r > r0:\n",
588         "        # print('raining')\n",
589         "        E = S\n",
590         "        T1 =  (1.0 - np.exp(- (r - r0) / rs)) / Tr\n",
591         "    elif m0 <= Eqw: \n",
592         "        # print('wetting')\n",
593         "        E=Eqw\n",
594         "        T1 = 1.0/T\n",
595         "    elif m0 >= Eqd:\n",
596         "        # print('drying')\n",
597         "        E=Eqd\n",
598         "        T1 = 1.0/T\n",
599         "    else: # no change'\n",
600         "        E = m0\n",
601         "        T1=0.0\n",
602         "    exp_t = np.exp(-tlen*T1)\n",
603         "    m1 = E + (m0 - E)*exp_t  \n",
604         "    dm1_dm0 = exp_t\n",
605         "    dm1_dE = 1 - exp_t\n",
606         "    #if t>=933 and t < 940:\n",
607         "    #  print('t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE',\n",
608         "    #        t,Eqw,Eqd,r,T1,E,m0,m1,dm1_dm0,dm1_dE)   \n",
609         "    if partials==0: \n",
610         "        return m1\n",
611         "    if partials==1:\n",
612         "        return m1, dm1_dm0\n",
613         "    if partials==2:\n",
614         "        return m1, dm1_dm0, dm1_dE\n",
615         "    raise('bad partials')"
616       ]
617     },
618     {
619       "cell_type": "markdown",
620       "metadata": {
621         "id": "JDLU3B_jV42l"
622       },
623       "source": [
624         "## 3. Methods"
625       ]
626     },
627     {
628       "cell_type": "markdown",
629       "metadata": {
630         "id": "hLPJT3FcA2a7"
631       },
632       "source": [
633         "### 3.1 Kalman filter demonstration on the simple model"
634       ]
635     },
636     {
637       "cell_type": "markdown",
638       "metadata": {
639         "id": "kIA3X8vluFdd"
640       },
641       "source": [
642         "We demonstrate the Kalman filter for this model on a simple artificial example. The model is solving the differential equation for one hour. The equilibrium $E$ is constant during the hour, but it changes over the day so that it is higher at night and lower during the day, with a 24-hour period.  First, we create the \"truth\" by choosing the equilibrium $E$ and solving the differential aquation every hour, with a small additive noise. The synthetic data is obtained as the values of the \"truth\", with random noise to simulate observation error."
643       ]
644     },
645     {
646       "cell_type": "markdown",
647       "metadata": {
648         "id": "bBv10PTiChhm"
649       },
650       "source": [
651         "#### 3.1.1 Creating synthetic data"
652       ]
653     },
654     {
655       "cell_type": "code",
656       "execution_count": 92,
657       "metadata": {
658         "id": "my6nnrk1iQo8"
659       },
660       "outputs": [],
661       "source": [
662         ""
663       ]
664     },
665     {
666       "cell_type": "code",
667       "execution_count": 93,
668       "metadata": {
669         "id": "-_pz-wXnCMnP"
670       },
671       "outputs": [],
672       "source": [
673         "def create_synthetic_data(days=20,power=4,data_noise=0.02,process_noise=0.0,DeltaE=0.0):\n",
674         "  import numpy as np, random\n",
675         "  hours = days*24\n",
676         "  h2 = int(hours/2)\n",
677         "  hour = np.array(range(hours))\n",
678         "  day = np.array(range(hours))/24.\n",
679         "\n",
680         "  # artificial equilibrium data\n",
681         "  E = np.power(np.sin(np.pi*day),4) # diurnal curve\n",
682         "  E = 0.05+0.25*E\n",
683         "  # FMC free run\n",
684         "  m_f = np.zeros(hours)\n",
685         "  m_f[0] = 0.1         # initial FMC\n",
686         "  process_noise=0.\n",
687         "  for t in range(hours-1):\n",
688         "    m_f[t+1] = max(0.,model_decay(m_f[t],E[t])  + random.gauss(0,process_noise) )\n",
689         "  data = m_f + np.random.normal(loc=0,scale=data_noise,size=hours)\n",
690         "  E = E + DeltaE    \n",
691         "\n",
692         "  %matplotlib inline\n",
693         "  import matplotlib.pyplot as plt \n",
694         "  # fig1, ax1 = plt.subplots()\n",
695         "\n",
696         "  plt.figure(figsize=(16,4))\n",
697         "  plt.plot(hour,E,linestyle='--',c='r',label='Equilibrium')\n",
698         "  plt.plot(hour,m_f,linestyle='-',c='k',label='10-h fuel truth')\n",
699         "  plt.scatter(hour[:h2],data[:h2],c='b',label='10-h fuel data')\n",
700         "  plt.title('Synthetic data')\n",
701         "  plt.xlabel('Time (hours)')\n",
702         "  plt.ylabel('Fuel moisture content (%)')\n",
703         "  plt.legend()\n",
704         "  return E,m_f,data,hour,h2,DeltaE\n"
705       ]
706     },
707     {
708       "cell_type": "code",
709       "execution_count": 94,
710       "metadata": {
711         "colab": {
712           "base_uri": "https://localhost:8080/",
713           "height": 295
714         },
715         "id": "GfRxLp4HkcVz",
716         "outputId": "d14d07ba-b04d-416e-ed97-86c4169c3174"
717       },
718       "outputs": [
719         {
720           "output_type": "display_data",
721           "data": {
722             "text/plain": [
723               "<Figure size 1152x288 with 1 Axes>"
724             ],
725             "image/png": "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\n"
726           },
727           "metadata": {
728             "needs_background": "light"
729           }
730         }
731       ],
732       "source": [
733         "E,m_f,data,hour,h2,DeltaE = create_synthetic_data(days=20,power=4,data_noise=0.01,process_noise=0.0,DeltaE=0.0) "
734       ]
735     },
736     {
737       "cell_type": "markdown",
738       "metadata": {
739         "id": "z-3WLAEpD2yJ"
740       },
741       "source": [
742         "#### 3.1.2 Running the Kalman filter"
743       ]
744     },
745     {
746       "cell_type": "markdown",
747       "metadata": {
748         "id": "T4g-RrrYAlBD"
749       },
750       "source": [
751         "We have used the same code for model and for the truth, and run the Kalman filter for 10 days. The graph below shows that the model state was remarkably close to the truth, even if the model is fed only noisy observations. This is because the dynamics of the model and of the truth are the same. After 10 days, we let the model continue without any new data to simulate forecasting the future, and the agreement with the truth was still very good."
752       ]
753     },
754     {
755       "cell_type": "code",
756       "execution_count": 95,
757       "metadata": {
758         "id": "_-CjONZkD18n"
759       },
760       "outputs": [],
761       "source": [
762         "import numpy as np\n",
763         "import matplotlib.pyplot as plt \n",
764         "\n",
765         "# using global E, m_f\n",
766         "\n",
767         "def plot_m(m,Ec=None,title=None,):  # global hour\n",
768         "  hours=hour.shape[0]\n",
769         "  %matplotlib inline\n",
770         "  plt.figure(figsize=(16,4))\n",
771         "  plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
772         "  # print(len(hour),len(m_f))\n",
773         "  plt.plot(hour,m_f,linestyle='-',c='b',label='m_f=10-h fuel truth')\n",
774         "  plt.scatter(hour[:h2],data[:h2],c='b',label='data=10-h fuel data')\n",
775         "  if m is not None:\n",
776         "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
777         "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
778         "  if Ec is not None:\n",
779         "    plt.plot(hour,Ec,linestyle='-',c='g',label='Ec=Equilibrium correction')\n",
780         "  if title is not None:\n",
781         "    plt.title(title) \n",
782         "  else:\n",
783         "    plt.title('Kalman filtering and forecast on artificial data')\n",
784         "  plt.xlabel('Time (hours)') \n",
785         "  plt.ylabel('Fuel moisture content (%)')\n",
786         "  plt.legend()\n",
787         "\n",
788         "def kf_example(DeltaE):\n",
789         "  hours=hour.shape[0]\n",
790         "  m = np.zeros(hours)\n",
791         "  m[0]=0.1             # background state  \n",
792         "  P = np.zeros(hours)\n",
793         "  P[0] = 0.03 # background state variance\n",
794         "  Q = np.array([0.02]) # process noise variance\n",
795         "  H = np.array([1.])   # all observed\n",
796         "  R = np.array([0.02]) # data variance\n",
797         "\n",
798         "  for t in range(h2):\n",
799         "    # use lambda construction to pass additional arguments to the model \n",
800         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1),Q,\n",
801         "                    d=data[t],H=H,R=R)\n",
802         "  for t in range(h2,hours - 1):\n",
803         "    m[t+1],P[t+1] = ext_kf(m[t],P[t],lambda u: model_decay(u,E[t]+DeltaE,partials=1))\n",
804         "  return m, P\n",
805         " "
806       ]
807     },
808     {
809       "cell_type": "code",
810       "execution_count": 96,
811       "metadata": {
812         "colab": {
813           "base_uri": "https://localhost:8080/",
814           "height": 295
815         },
816         "id": "d0EFhTPZAlBD",
817         "outputId": "9e0832fa-4caf-4f8a-f924-a41335e2982b",
818         "scrolled": true
819       },
820       "outputs": [
821         {
822           "output_type": "display_data",
823           "data": {
824             "text/plain": [
825               "<Figure size 1152x288 with 1 Axes>"
826             ],
827             "image/png": "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\n"
828           },
829           "metadata": {
830             "needs_background": "light"
831           }
832         }
833       ],
834       "source": [
835         "DeltaE = 0.0          # bias\n",
836         "m, P = kf_example(DeltaE)\n",
837         "plot_m(m)\n"
838       ]
839     },
840     {
841       "cell_type": "markdown",
842       "metadata": {
843         "id": "vqyB2Yz3uCsD"
844       },
845       "source": [
846         "We have recovered the fuel moisture from data with random noise - we **filtered** the noise out. "
847       ]
848     },
849     {
850       "cell_type": "markdown",
851       "metadata": {
852         "id": "Dl7pBZ9B3Nox"
853       },
854       "source": [
855         "Let's have a look at the evolution of the filter's estimate of the variance $P$. A common problem with the Kalman filter is when the variance converges to zero over time, then, since the filter trusts the model too much, it ignores the observations. Of course, once we switch to forecasting mode, the variance is not of interest. We could keep evolving the variance to bridge over periods when there are no observations, but not in this simplified version."
856       ]
857     },
858     {
859       "cell_type": "code",
860       "execution_count": 97,
861       "metadata": {
862         "colab": {
863           "base_uri": "https://localhost:8080/",
864           "height": 312
865         },
866         "id": "wRJgbmGLc91g",
867         "outputId": "bffe9ce2-7c0a-451d-9cba-868ee2b0b91a"
868       },
869       "outputs": [
870         {
871           "output_type": "execute_result",
872           "data": {
873             "text/plain": [
874               "<matplotlib.legend.Legend at 0x7f8b3458f9d0>"
875             ]
876           },
877           "metadata": {},
878           "execution_count": 97
879         },
880         {
881           "output_type": "display_data",
882           "data": {
883             "text/plain": [
884               "<Figure size 1152x288 with 1 Axes>"
885             ],
886             "image/png": "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\n"
887           },
888           "metadata": {
889             "needs_background": "light"
890           }
891         }
892       ],
893       "source": [
894         "%matplotlib inline\n",
895         "plt.figure(figsize=(16,4))\n",
896         "plt.plot(P,linestyle='-',c='b',label='Estimated state variance P')\n",
897         "plt.title('Kalman filtering and forecast on artificial data')\n",
898         "plt.xlabel('Time (hours)') \n",
899         "plt.ylabel('Estimated variance of fuel moisture (%^2)')\n",
900         "plt.legend()"
901       ]
902     },
903     {
904       "cell_type": "markdown",
905       "metadata": {
906         "id": "Ccr-uKbmAlBE"
907       },
908       "source": [
909         "Now what if the model is wrong - different from nature? That is always so in reality. Now suppose that the model and the truth are not the same. That is always the case in reality.  Consider a simple case when the model thinks that the equilibrium $E$ is too high."
910       ]
911     },
912     {
913       "cell_type": "code",
914       "execution_count": 98,
915       "metadata": {
916         "colab": {
917           "base_uri": "https://localhost:8080/",
918           "height": 295
919         },
920         "id": "spMdGW8oAlBE",
921         "outputId": "d03c422a-b95b-47fc-98c6-c6189275cc08"
922       },
923       "outputs": [
924         {
925           "output_type": "display_data",
926           "data": {
927             "text/plain": [
928               "<Figure size 1152x288 with 1 Axes>"
929             ],
930             "image/png": "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\n"
931           },
932           "metadata": {
933             "needs_background": "light"
934           }
935         }
936       ],
937       "source": [
938         "DeltaE = -0.05\n",
939         "m, P = kf_example(DeltaE)\n",
940         "plot_m(m)"
941       ]
942     },
943     {
944       "cell_type": "code",
945       "execution_count": 99,
946       "metadata": {
947         "colab": {
948           "base_uri": "https://localhost:8080/",
949           "height": 295
950         },
951         "id": "Z_INvPNGCmM2",
952         "outputId": "409c3d48-e1b5-4866-c0e6-f724c2c93d48"
953       },
954       "outputs": [
955         {
956           "output_type": "display_data",
957           "data": {
958             "text/plain": [
959               "<Figure size 1152x288 with 1 Axes>"
960             ],
961             "image/png": "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\n"
962           },
963           "metadata": {
964             "needs_background": "light"
965           }
966         }
967       ],
968       "source": [
969         "DeltaE = 0.05\n",
970         "m, P = kf_example(DeltaE)\n",
971         "plot_m(m)"
972       ]
973     },
974     {
975       "cell_type": "markdown",
976       "metadata": {
977         "id": "DQeF7J8T4j2i"
978       },
979       "source": [
980         "We have found a good estimate of the state $m$, while data is available. Also, the estimated state variance $P$ converges with time - we have *learned* the variance that balances the noise. But for forecasting fuel moisture, we need to continue the fuel moisture model into the future, and we can't have any measurements from future. We only have the equilibrium from weather forecast. And the forecast and the truth disagree - as soon as there is no data to attract the simulation, the model is doing its own thing."
981       ]
982     },
983     {
984       "cell_type": "markdown",
985       "metadata": {
986         "id": "-WMWCDz4DX45"
987       },
988       "source": [
989         "#### 3.2 Model with an augmented state"
990       ]
991     },
992     {
993       "cell_type": "markdown",
994       "metadata": {
995         "id": "jivOYEhiXMi5"
996       },
997       "source": [
998         "In reality, the equilibrium moisture $E$ computed from atmospheric conditions\n",
999         "generally does not agree with the data. We want to add a correction $\\Delta\n",
1000         "E$ to $E$ constant in time, and identify the new parameter $\\Delta E$ from data. \n",
1001         "Because the Kalman filter identifies state, add the parameter to the state.\n",
1002         "Define augmented state $u=\\left[\n",
1003         "\\begin{array}\n",
1004         "[c]{c}\n",
1005         "m\\\\\n",
1006         "\\Delta E\n",
1007         "\\end{array}\n",
1008         "\\right]  .$ Since $\\Delta E$ is constant in time, it satisfies the\n",
1009         "differential equation $\\frac{d\\Delta E}{dt}=0.$ So, we want to estimate the\n",
1010         "state $u$ governed by the\n",
1011         "$$\n",
1012         "\\frac{d}{dt}\\left[\n",
1013         "\\begin{array}\n",
1014         "[c]{c}\n",
1015         "m\\\\\n",
1016         "\\Delta E\n",
1017         "\\end{array}\n",
1018         "\\right]  =\\left[\n",
1019         "\\begin{array}\n",
1020         "[c]{c}\n",
1021         "\\frac{E+\\Delta E-m(t)}{T}\\\\\n",
1022         "0\n",
1023         "\\end{array}\n",
1024         "\\right]  ,\n",
1025         "$$\n",
1026         "which we write as $\\frac{du}{dt}=F(u),$ where\n",
1027         "$$\n",
1028         "F(u)=\\left[\n",
1029         "\\begin{array}\n",
1030         "[c]{c}\n",
1031         "F_{1}\\left(  u\\right)  \\\\\n",
1032         "F_{2}\\left(  u\\right)\n",
1033         "\\end{array}\n",
1034         "\\right]  =F\\left(  \\left[\n",
1035         "\\begin{array}\n",
1036         "[c]{c}\n",
1037         "m\\\\\n",
1038         "\\Delta E\n",
1039         "\\end{array}\n",
1040         "\\right]  \\right)  =\\left[\n",
1041         "\\begin{array}\n",
1042         "[c]{c}\n",
1043         "\\left(  E+\\Delta E-m(t)\\right)  T_{1}\\\\\n",
1044         "0\n",
1045         "\\end{array}\n",
1046         "\\right]  ,\\quad T_{1}=\\frac{1}{T}.\n",
1047         "$$\n",
1048         "The Jacobian of $F$ is\n",
1049         "$$\n",
1050         "\\left[\n",
1051         "\\begin{array}\n",
1052         "[c]{cc}\n",
1053         "\\frac{\\partial F_{1}}{\\partial u_{1}} & \\frac{\\partial F_{1}}{\\partial u_{2}\n",
1054         "}\\\\\n",
1055         "\\frac{\\partial F_{2}}{\\partial u_{1}} & \\frac{\\partial F_{2}}{\\partial u_{2}}\n",
1056         "\\end{array}\n",
1057         "\\right]  =\\left[\n",
1058         "\\begin{array}\n",
1059         "[c]{cc}\n",
1060         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1061         "\\frac{\\partial\\Delta E}{\\partial m_{0}} & \\frac{\\partial\\Delta E}\n",
1062         "{\\partial\\Delta E}\n",
1063         "\\end{array}\n",
1064         "\\right]  =\\left[\n",
1065         "\\begin{array}\n",
1066         "[c]{cc}\n",
1067         "\\frac{\\partial m_{1}}{\\partial m_{0}} & \\frac{\\partial m_{1}}{\\partial E}\\\\\n",
1068         "0 & 1\n",
1069         "\\end{array}\n",
1070         "\\right]\n",
1071         "$$\n",
1072         "Here is a function that implements the augmented model $F$. The input is\n",
1073         "$u_{0}$. The output is $u_{1}$ and the Jacobian $du_{1}/du_{0}$."
1074       ]
1075     },
1076     {
1077       "cell_type": "markdown",
1078       "metadata": {
1079         "id": "MJ1C_1Omc91s"
1080       },
1081       "source": [
1082         "\n",
1083         "Define augmented model function. Also, add use drying, wetting, and rain equilibria"
1084       ]
1085     },
1086     {
1087       "cell_type": "code",
1088       "execution_count": 100,
1089       "metadata": {
1090         "id": "GHtAaGp9WSHT"
1091       },
1092       "outputs": [],
1093       "source": [
1094         "def model_augmented(u0,Ed,Ew,r,t):\n",
1095         "    # state u is the vector [m,dE] with dE correction to equilibria Ed and Ew at t\n",
1096         "    # \n",
1097         "    m0, Ec = u0  # decompose state u0\n",
1098         "    # reuse model_moisture(m0,Eqd,Eqw,r,partials=0):\n",
1099         "    # arguments:\n",
1100         "    # m0         starting fuel moistureb (1)\n",
1101         "    # Ed         drying equilibrium      (1) \n",
1102         "    # Ew         wetting equilibrium     (1)\n",
1103         "    # r          rain intensity          (mm/h)\n",
1104         "    # partials = 0, 1, 2\n",
1105         "    # returns: same as model_decay\n",
1106         "    #   if partials==0: m1 = fuel moisture contents after time 1 hour\n",
1107         "    #              ==1: m1, dm0/dm0 \n",
1108         "    #              ==2: m1, dm1/dm0, dm1/dE \n",
1109         "    m1, dm1_dm0, dm1_dE  = model_moisture(m0,Ed + Ec, Ew + Ec, r, t, partials=2)\n",
1110         "    u1 = np.array([m1,Ec])   # dE is just copied\n",
1111         "    J =  np.array([[dm1_dm0, dm1_dE],\n",
1112         "                   [0.     ,     1.]])\n",
1113         "    return u1, J"
1114       ]
1115     },
1116     {
1117       "cell_type": "code",
1118       "execution_count": 101,
1119       "metadata": {
1120         "id": "1No3g6HyAEh_"
1121       },
1122       "outputs": [],
1123       "source": [
1124         "def run_augmented_kf(d,Ed,Ew,rain,h2,hours):\n",
1125         "  u = np.zeros((2,hours))\n",
1126         "  u[:,0]=[0.1,0.0]       # initialize,background state  \n",
1127         "  P = np.zeros((2,2,hours))\n",
1128         "  P[:,:,0] = np.array([[1e-3, 0.],\n",
1129         "                      [0.,  1e-3]]) # background state covariance\n",
1130         "  Q = np.array([[1e-3, 0.],\n",
1131         "                [0,  1e-3]]) # process noise covariance\n",
1132         "  H = np.array([[1., 0.]])  # first component observed\n",
1133         "  R = np.array([1e-3]) # data variance\n",
1134         "\n",
1135         "  # ext_kf(u,P,F,Q=0,d=None,H=None,R=None) returns ua, Pa\n",
1136         "\n",
1137         "  # print('initial u=',u,'P=',P)\n",
1138         "  # print('Q=',Q,'H=',H,'R=',R)\n",
1139         "\n",
1140         "  for t in range(1,h2):\n",
1141         "      # use lambda construction to pass additional arguments to the model \n",
1142         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1143         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1144         "                                  Q,d[t],H=H,R=R)\n",
1145         "      # print('time',t,'data',d[t],'filtered',u[0,t],'Ec',u[1,t])\n",
1146         "  for t in range(h2,hours):\n",
1147         "      u[:,t],P[:,:,t] = ext_kf(u[:,t-1],P[:,:,t-1],\n",
1148         "                                  lambda uu: model_augmented(uu,Ed[t],Ew[t],rain[t],t),\n",
1149         "                                  Q*0.0)\n",
1150         "      # print('time',t,'data',d[t],'forecast',u[0,t],'Ec',u[1,t])\n",
1151         "  return u"
1152       ]
1153     },
1154     {
1155       "cell_type": "code",
1156       "execution_count": 102,
1157       "metadata": {
1158         "id": "9vUv1Uc5OfPI"
1159       },
1160       "outputs": [],
1161       "source": [
1162         "def augmented_example(DeltaE):\n",
1163         "  hours=hour.shape[0]\n",
1164         "  h2 = int(hours/2)\n",
1165         "  m, Ec = run_augmented_kf(data,E+DeltaE,E+DeltaE,0*E,h2,hours)  # data, E, hours are global\n",
1166         "  return m, Ec"
1167       ]
1168     },
1169     {
1170       "cell_type": "code",
1171       "execution_count": 103,
1172       "metadata": {
1173         "colab": {
1174           "base_uri": "https://localhost:8080/",
1175           "height": 295
1176         },
1177         "id": "QQnRlereDHbf",
1178         "outputId": "f1b559ec-c322-41f5-a0da-a17fe8971d49"
1179       },
1180       "outputs": [
1181         {
1182           "output_type": "display_data",
1183           "data": {
1184             "text/plain": [
1185               "<Figure size 1152x288 with 1 Axes>"
1186             ],
1187             "image/png": "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\n"
1188           },
1189           "metadata": {
1190             "needs_background": "light"
1191           }
1192         }
1193       ],
1194       "source": [
1195         "m, Ec=augmented_example(0.1)\n",
1196         "plot_m(m, Ec)"
1197       ]
1198     },
1199     {
1200       "cell_type": "code",
1201       "execution_count": 104,
1202       "metadata": {
1203         "colab": {
1204           "base_uri": "https://localhost:8080/",
1205           "height": 295
1206         },
1207         "id": "ZOC6bplsIRCx",
1208         "outputId": "99fd42e1-02ae-429f-c89c-91914c5572df"
1209       },
1210       "outputs": [
1211         {
1212           "output_type": "display_data",
1213           "data": {
1214             "text/plain": [
1215               "<Figure size 1152x288 with 1 Axes>"
1216             ],
1217             "image/png": "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\n"
1218           },
1219           "metadata": {
1220             "needs_background": "light"
1221           }
1222         }
1223       ],
1224       "source": [
1225         "m, Ec=augmented_example(0.0)\n",
1226         "plot_m(m, Ec)"
1227       ]
1228     },
1229     {
1230       "cell_type": "code",
1231       "execution_count": 105,
1232       "metadata": {
1233         "colab": {
1234           "base_uri": "https://localhost:8080/",
1235           "height": 295
1236         },
1237         "id": "xuMx41fXIejB",
1238         "outputId": "801210a0-06bc-4f13-f876-329c5307efe9"
1239       },
1240       "outputs": [
1241         {
1242           "output_type": "display_data",
1243           "data": {
1244             "text/plain": [
1245               "<Figure size 1152x288 with 1 Axes>"
1246             ],
1247             "image/png": "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\n"
1248           },
1249           "metadata": {
1250             "needs_background": "light"
1251           }
1252         }
1253       ],
1254       "source": [
1255         "m, Ec=augmented_example(-0.1)\n",
1256         "plot_m(m, Ec)"
1257       ]
1258     },
1259     {
1260       "cell_type": "markdown",
1261       "metadata": {
1262         "id": "ejlc1sbENm6R"
1263       },
1264       "source": [
1265         "## From Kalman filter to neural networks"
1266       ]
1267     },
1268     {
1269       "cell_type": "markdown",
1270       "metadata": {
1271         "id": "6zeGArbmNkAW"
1272       },
1273       "source": [
1274         "In the Kalman filter, at each time step $k$,\n",
1275         "\n",
1276         "* the input state is $u_{k-1}$ size $n$ and its covariance matrix $P_{k-1}$ size $n \\times n$.\n",
1277         "* the model is applied to external data $e_k$ and the input $u_{k-1},P_{k-1}$ produce the forecast $u_k^f$ and its covariance $P^f_k$\n",
1278         "* the new state $u_k$ is found by minimizing $|| u^f_k - u_k||^2_{P^f_k} + ||H u_k - d_k||^2_{R}$   \n",
1279         "* the new state covariance is $P_k = ( (P^f_k)^{-1} + H^\\top R^{-1} H)^{-1}$.\n",
1280         "\n",
1281         "Here, the state consists of \n",
1282         "* the fuel moisture and the adjustment to the equilibrium, dimension 2\n",
1283         "* the covariance matrix of vector of dimension 2, which is symmetric $2 \\times 2$ matrix, given by 3 numbers because it is symmetric\n",
1284         "Thus, the dimension of the state is 2 + 3 = 5. The first component of the state, the fuel moisture, is the quantity of interest, the rest are auxiliary.\n",
1285         "\n",
1286         "\n",
1287         "This can be understood as:\n",
1288         "\n",
1289         "* a mapping $M$ of the 5-dimensional hidden and external data state to a new hidden state:\n",
1290         "$$M:(u_{k-1},P_{k-1},e_k) \\mapsto (u_{k},P_{k})$$\n",
1291         "* retrieving the output (the quantity of interest) as the first component of the hiddent state\n",
1292         "* feeding the hiddent state back to the mapping $M$ for the next step $k+1$\n",
1293         "* training consists of fitting the hidden state to minimize a loss function\n",
1294         "$$\\ell(u_{k},P_{k},d_k,R_k) \\to \\min$$\n",
1295         "\n",
1296         "Note that in the augmented Kalman filter above, the mapping $M$ is fixed and it has a one component of the hidden state as a parameter. To get a better fit, we could increase the number of parameters, e.g., by modeling the moisture in multiple layers, as in van der Kamp et al. (2017) two-layer model.\n"
1297       ]
1298     },
1299     {
1300       "cell_type": "markdown",
1301       "metadata": {
1302         "id": "fk72YB2mjuGk"
1303       },
1304       "source": [
1305         "Building and evaluating RNN"
1306       ]
1307     },
1308     {
1309       "cell_type": "markdown",
1310       "metadata": {
1311         "id": "svt8wUAsSA67"
1312       },
1313       "source": [
1314         "A recurrent neural network (RNN) has a similar information flow but it can be more flexible and look for the best model automatically, i.e., build the model from data. \n",
1315         "\n",
1316         "We'll start by how to evaluate the map, then actually create it later.\n",
1317         "\n",
1318         "Some of the code is from https://machinelearningmastery.com/understanding-simple-recurrent-neural-networks-in-keras/\n"
1319       ]
1320     },
1321     {
1322       "cell_type": "code",
1323       "execution_count": 106,
1324       "metadata": {
1325         "id": "H3RTQCDG9q-4"
1326       },
1327       "outputs": [],
1328       "source": [
1329         "import numpy as np\n",
1330         "import tensorflow as tf\n",
1331         "from keras.models import Sequential\n",
1332         "from keras.layers import Dense, SimpleRNN\n",
1333         "from keras.utils.vis_utils import plot_model\n",
1334         "from sklearn.preprocessing import MinMaxScaler\n",
1335         "from sklearn.metrics import mean_squared_error\n",
1336         "import math\n",
1337         "import matplotlib.pyplot as plt\n",
1338         "import tensorflow as tf\n",
1339         "import keras.backend as K"
1340       ]
1341     },
1342     {
1343       "cell_type": "code",
1344       "execution_count": 107,
1345       "metadata": {
1346         "id": "pcIU5lWhVEAy"
1347       },
1348       "outputs": [],
1349       "source": [
1350         "def create_RNN(hidden_units, dense_units, input_shape, activation):\n",
1351         "    inputs = tf.keras.Input(shape=input_shape)\n",
1352         "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1353         "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1354         "    x = tf.keras.layers.SimpleRNN(hidden_units, input_shape=input_shape,\n",
1355         "                        activation=activation[0])(inputs)\n",
1356         "    outputs = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1357         "    model = tf.keras.Model(inputs=inputs, outputs=outputs)\n",
1358         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1359         "    return model"
1360       ]
1361     },
1362     {
1363       "cell_type": "code",
1364       "execution_count": 108,
1365       "metadata": {
1366         "colab": {
1367           "base_uri": "https://localhost:8080/",
1368           "height": 669
1369         },
1370         "id": "lphzeucMfI7L",
1371         "outputId": "24e4a07a-79c1-4b51-cc3d-1a2ac7c29b65"
1372       },
1373       "outputs": [
1374         {
1375           "output_type": "stream",
1376           "name": "stdout",
1377           "text": [
1378             "Model: \"model_7\"\n",
1379             "_________________________________________________________________\n",
1380             " Layer (type)                Output Shape              Param #   \n",
1381             "=================================================================\n",
1382             " input_10 (InputLayer)       [(None, 3, 2)]            0         \n",
1383             "                                                                 \n",
1384             " simple_rnn_7 (SimpleRNN)    (None, 5)                 40        \n",
1385             "                                                                 \n",
1386             " dense_7 (Dense)             (None, 1)                 6         \n",
1387             "                                                                 \n",
1388             "=================================================================\n",
1389             "Total params: 46\n",
1390             "Trainable params: 46\n",
1391             "Non-trainable params: 0\n",
1392             "_________________________________________________________________\n",
1393             "None\n",
1394             "0 : wx shape= (2, 5)\n",
1395             "1 : wh shape= (5, 5)\n",
1396             "2 : bh shape= (5,)\n",
1397             "3 : wy shape= (5, 1)\n",
1398             "4 : by shape= (1,)\n"
1399           ]
1400         },
1401         {
1402           "output_type": "execute_result",
1403           "data": {
1404             "text/plain": [
1405               "<IPython.core.display.Image object>"
1406             ],
1407             "image/png": "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\n"
1408           },
1409           "metadata": {},
1410           "execution_count": 108
1411         }
1412       ],
1413       "source": [
1414         "# Demo example\n",
1415         "hidden=5\n",
1416         "features=2\n",
1417         "timesteps=3\n",
1418         "demo_model = create_RNN(hidden_units=hidden, dense_units=1, \n",
1419         "                        input_shape=(timesteps,features), \n",
1420         "                        activation=['linear', 'linear'])\n",
1421         "print(demo_model.summary())\n",
1422         "w = demo_model.get_weights()\n",
1423         "#print(len(w),' weight arrays:',w)\n",
1424         "wname=('wx','wh','bh','wy','by','wz','bz')\n",
1425         "for i in range(len(w)):\n",
1426         "  print(i,':',wname[i],'shape=',w[i].shape)\n",
1427         "wx, wh, bh, wy, by = w\n",
1428         "plot_model(demo_model, to_file='model_plot.png', \n",
1429         "  show_shapes=True, show_layer_names=True,\n",
1430         "  expand_nested=True,)"
1431       ]
1432     },
1433     {
1434       "cell_type": "markdown",
1435       "metadata": {
1436         "id": "uFVQdXL0fODX"
1437       },
1438       "source": [
1439         "The input layer here is just a formality. The input of the hidden layer `simple_rnn` consist of vector passed by the input layer, followed by its own output from the previous time step.\n",
1440         "\n",
1441         "Now let’s do a simple experiment to see how the layers from a SimpleRNN and Dense layer produce an output. Keep this figure in view.\n",
1442         "<img src=\"https://machinelearningmastery.com/wp-content/uploads/2021/09/rnnCode1.png\">"
1443       ]
1444     },
1445     {
1446       "cell_type": "markdown",
1447       "metadata": {
1448         "id": "TcxvQPo1hYip"
1449       },
1450       "source": [
1451         "We’ll input x for three time steps and let the network generate an output. The values of the hidden units at time steps 1, 2 and 3 will be computed. $h(0)$ is initialized to the zero vector. The output $o(3)$ is computed from $h(3)$ and $w(3)$. An activation function is linear, $f(x)=x$, so the update of  $h(k)$  and the output $o(k)$ are given by\n",
1452         "\\begin{align*}\n",
1453         "h\\left(  0\\right)  = &0  \\\\\n",
1454         "h\\left(  k+1\\right)  =& \n",
1455         "x\\left(  k\\right) w_{x}\n",
1456         "  +h(k) w_{h}  + b_{h}\\\\\n",
1457         "o(k+1)=& h(k+1)w_{y} + b_y\n",
1458         "\\end{align*}"
1459       ]
1460     },
1461     {
1462       "cell_type": "code",
1463       "execution_count": 109,
1464       "metadata": {
1465         "colab": {
1466           "base_uri": "https://localhost:8080/"
1467         },
1468         "id": "fqL5TEfpml7q",
1469         "outputId": "6824a8e2-17aa-4556-c9d3-58d327521311"
1470       },
1471       "outputs": [
1472         {
1473           "output_type": "stream",
1474           "name": "stdout",
1475           "text": [
1476             "test input x= tf.Tensor(\n",
1477             "[[[ 0  1]\n",
1478             "  [ 2  3]\n",
1479             "  [ 4  5]]\n",
1480             "\n",
1481             " [[ 6  7]\n",
1482             "  [ 8  9]\n",
1483             "  [10 11]]\n",
1484             "\n",
1485             " [[12 13]\n",
1486             "  [14 15]\n",
1487             "  [16 17]]\n",
1488             "\n",
1489             " [[18 19]\n",
1490             "  [20 21]\n",
1491             "  [22 23]]], shape=(4, 3, 2), dtype=int32)\n",
1492             "model.predict start\n",
1493             "WARNING:tensorflow:5 out of the last 7 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f8b3465e200> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
1494             "model.predict end\n",
1495             "Prediction from network  [[10.908226]\n",
1496             " [25.844357]\n",
1497             " [40.780483]\n",
1498             " [55.716614]]\n",
1499             "Prediction from our computation  [[10.90822625]\n",
1500             " [25.84435588]\n",
1501             " [40.7804855 ]\n",
1502             " [55.71661513]]\n"
1503           ]
1504         }
1505       ],
1506       "source": [
1507         "# Reshape the input to sample_size x time_steps x features \n",
1508         "samples=4   # number of samples\n",
1509         "x = tf.reshape(tf.range(samples*timesteps*features),[samples,timesteps,features]) \n",
1510         "print('test input x=',x)\n",
1511         "print('model.predict start')\n",
1512         "y_pred_model = demo_model.predict(x)\n",
1513         "print('model.predict end')\n",
1514         "\n",
1515         "o3=np.zeros([samples,1])\n",
1516         "for i in range(samples):\n",
1517         "  h_0 = np.zeros(hidden)\n",
1518         "  h_1 = np.dot(x[i,0,:], wx) + np.dot(h_0,wh) + bh\n",
1519         "  h_2 = np.dot(x[i,1,:], wx) + np.dot(h_1,wh) + bh\n",
1520         "  h_3 = np.dot(x[i,2,:], wx) + np.dot(h_2,wh) + bh\n",
1521         "  o3[i,0] = np.dot(h_3, wy) + by\n",
1522         "#print('h1 = ', h_1,'h2 = ', h_2,'h3 = ', h_3)\n",
1523         "\n",
1524         "print(\"Prediction from network \", y_pred_model)\n",
1525         "print(\"Prediction from our computation \", o3)"
1526       ]
1527     },
1528     {
1529       "cell_type": "markdown",
1530       "metadata": {
1531         "id": "6qdqOFCvhQL1"
1532       },
1533       "source": [
1534         "The result is the same."
1535       ]
1536     },
1537     {
1538       "cell_type": "markdown",
1539       "metadata": {
1540         "id": "AkyiGlZF0WrM"
1541       },
1542       "source": [
1543         "#### Training and forecasting with the RNN"
1544       ]
1545     },
1546     {
1547       "cell_type": "markdown",
1548       "metadata": {
1549         "id": "e265QFwlw22_"
1550       },
1551       "source": [
1552         "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,:]`."
1553       ]
1554     },
1555     {
1556       "cell_type": "code",
1557       "execution_count": 110,
1558       "metadata": {
1559         "id": "owX7OTg-RnMA"
1560       },
1561       "outputs": [],
1562       "source": [
1563         "def staircase(x,y,timesteps,trainsteps,return_sequences=False):\n",
1564         "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1565         "  # y [trainsteps,outputs]\n",
1566         "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1567         "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1568         "  print('shape x = ',x.shape)\n",
1569         "  print('shape y = ',y.shape)\n",
1570         "  print('timesteps=',timesteps)\n",
1571         "  print('trainsteps=',trainsteps)\n",
1572         "  outputs = y.shape[1]\n",
1573         "  features = x.shape[1]\n",
1574         "  forecaststeps = x.shape[0]-trainsteps\n",
1575         "  samples = trainsteps-timesteps+1\n",
1576         "  print('staircase: samples=',samples,'timesteps=',timesteps,'features=',features)\n",
1577         "  x_train = np.empty([samples, timesteps, features])\n",
1578         "  print('return_sequences=',return_sequences)\n",
1579         "  if return_sequences:\n",
1580         "    print('returning all timesteps in a sample')\n",
1581         "    y_train = np.empty([samples, timesteps, outputs])  # all\n",
1582         "    for i in range(samples):\n",
1583         "      for k in range(timesteps):\n",
1584         "        for j in range(features):\n",
1585         "          x_train[i,k,j] = x[i+k,j]\n",
1586         "        for j in range(outputs):\n",
1587         "          y_train[i,k,j] = y[i+k,j]\n",
1588         "  else:\n",
1589         "    print('returning only the last timestep in a sample')\n",
1590         "    y_train = np.empty([samples, outputs])\n",
1591         "    for i in range(samples):\n",
1592         "      for j in range(features):\n",
1593         "        for k in range(timesteps):\n",
1594         "          x_train[i,k,j] = x[i+k,j]\n",
1595         "      for j in range(outputs):\n",
1596         "        y_train[i,j] = y[i+timesteps-1,j]\n",
1597         "\n",
1598         "  return x_train, y_train"
1599       ]
1600     },
1601     {
1602       "cell_type": "code",
1603       "execution_count": 111,
1604       "metadata": {
1605         "id": "FzOotSFf-tPR"
1606       },
1607       "outputs": [],
1608       "source": [
1609         "def seq2batches(x,y,timesteps,trainsteps):\n",
1610         "  # x [trainsteps+forecaststeps,features]    all inputs\n",
1611         "  # y [trainsteps,outputs]\n",
1612         "  # timesteps: split x and y into samples length timesteps, shifted by 1\n",
1613         "  # trainsteps: number of timesteps to use for training, no more than y.shape[0]\n",
1614         "  print('shape x = ',x.shape)\n",
1615         "  print('shape y = ',y.shape)\n",
1616         "  print('timesteps=',timesteps)\n",
1617         "  print('trainsteps=',trainsteps)\n",
1618         "  outputs = y.shape[1]\n",
1619         "  features = x.shape[1]\n",
1620         "  samples= trainsteps - timesteps + 1\n",
1621         "  print('samples=',samples)\n",
1622         "  x_train = np.empty([samples, timesteps, features])\n",
1623         "  y_train = np.empty([samples, timesteps, outputs])  # only the last\n",
1624         "  print('samples=',samples,' timesteps=',timesteps,\n",
1625         "        ' features=',features,' outputs=',outputs)\n",
1626         "  for i in range(samples):\n",
1627         "    for k in range(timesteps):\n",
1628         "      for j in range(features):\n",
1629         "        x_train[i,k,j] = x[i+k,j]\n",
1630         "      for j in range(outputs):\n",
1631         "        y_train[i,k,j] = y[i+k,j]  # return sequences\n",
1632         "  return x_train, y_train"
1633       ]
1634     },
1635     {
1636       "cell_type": "code",
1637       "execution_count": 112,
1638       "metadata": {
1639         "colab": {
1640           "base_uri": "https://localhost:8080/"
1641         },
1642         "id": "Kg7wSrkk-HrE",
1643         "outputId": "a978e7a7-d3fa-4920-807d-c9f7b06894c8"
1644       },
1645       "outputs": [
1646         {
1647           "output_type": "stream",
1648           "name": "stdout",
1649           "text": [
1650             "test preprocessing for RNN\n",
1651             "x= tf.Tensor(\n",
1652             "[[0]\n",
1653             " [1]\n",
1654             " [2]\n",
1655             " [3]\n",
1656             " [4]], shape=(5, 1), dtype=int32)\n",
1657             "y= tf.Tensor(\n",
1658             "[[0]\n",
1659             " [1]\n",
1660             " [2]\n",
1661             " [3]\n",
1662             " [4]], shape=(5, 1), dtype=int32)\n",
1663             "shape x =  (5, 1)\n",
1664             "shape y =  (5, 1)\n",
1665             "timesteps= 3\n",
1666             "trainsteps= 5\n",
1667             "staircase: samples= 3 timesteps= 3 features= 1\n",
1668             "return_sequences= False\n",
1669             "returning only the last timestep in a sample\n",
1670             "x_train= [[[0.]\n",
1671             "  [1.]\n",
1672             "  [2.]]\n",
1673             "\n",
1674             " [[1.]\n",
1675             "  [2.]\n",
1676             "  [3.]]\n",
1677             "\n",
1678             " [[2.]\n",
1679             "  [3.]\n",
1680             "  [4.]]]\n",
1681             "y_train= [[2.]\n",
1682             " [3.]\n",
1683             " [4.]]\n",
1684             "shape x =  (5, 1)\n",
1685             "shape y =  (5, 1)\n",
1686             "timesteps= 3\n",
1687             "trainsteps= 5\n",
1688             "samples= 3\n",
1689             "samples= 3  timesteps= 3  features= 1  outputs= 1\n",
1690             "x_train= [[[0.]\n",
1691             "  [1.]\n",
1692             "  [2.]]\n",
1693             "\n",
1694             " [[1.]\n",
1695             "  [2.]\n",
1696             "  [3.]]\n",
1697             "\n",
1698             " [[2.]\n",
1699             "  [3.]\n",
1700             "  [4.]]]\n",
1701             "y_train= [[[0.]\n",
1702             "  [1.]\n",
1703             "  [2.]]\n",
1704             "\n",
1705             " [[1.]\n",
1706             "  [2.]\n",
1707             "  [3.]]\n",
1708             "\n",
1709             " [[2.]\n",
1710             "  [3.]\n",
1711             "  [4.]]]\n"
1712           ]
1713         }
1714       ],
1715       "source": [
1716         "print('test preprocessing for RNN')\n",
1717         "trainsteps=5\n",
1718         "features=1\n",
1719         "outputs=1\n",
1720         "timesteps=3\n",
1721         "x = tf.reshape(tf.range(trainsteps*features),[trainsteps,features])\n",
1722         "y = tf.reshape(tf.range(trainsteps*outputs),[trainsteps,outputs])\n",
1723         "print('x=',x)\n",
1724         "print('y=',y)\n",
1725         "x_train, y_train = staircase(x,y,timesteps,trainsteps)\n",
1726         "print('x_train=',x_train)\n",
1727         "print('y_train=',y_train)\n",
1728         "x_train, y_train = seq2batches(x,y,timesteps,trainsteps)\n",
1729         "print('x_train=',x_train)\n",
1730         "print('y_train=',y_train)"
1731       ]
1732     },
1733     {
1734       "cell_type": "code",
1735       "execution_count": 113,
1736       "metadata": {
1737         "colab": {
1738           "base_uri": "https://localhost:8080/",
1739           "height": 295
1740         },
1741         "id": "rHWxqARpSO_f",
1742         "outputId": "2fc3ef15-f451-4712-c0f7-5dbe9f4bda7e"
1743       },
1744       "outputs": [
1745         {
1746           "output_type": "display_data",
1747           "data": {
1748             "text/plain": [
1749               "<Figure size 1152x288 with 1 Axes>"
1750             ],
1751             "image/png": "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\n"
1752           },
1753           "metadata": {
1754             "needs_background": "light"
1755           }
1756         }
1757       ],
1758       "source": [
1759         "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) "
1760       ]
1761     },
1762     {
1763       "cell_type": "code",
1764       "execution_count": 114,
1765       "metadata": {
1766         "id": "vfcxN9JCH5Ku"
1767       },
1768       "outputs": [],
1769       "source": [
1770         "scale=False\n",
1771         "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
1772         "Et = np.reshape(E,[E.shape[0],1])\n",
1773         "datat = np.reshape(data,[data.shape[0],1])\n",
1774         "if scale:\n",
1775         "  scalerx = MinMaxScaler()\n",
1776         "  scalerx.fit(Et)\n",
1777         "  Et = scalerx.transform(Et)\n",
1778         "  scalery = MinMaxScaler()\n",
1779         "  scalery.fit(datat)\n",
1780         "  datat = scalery.transform(datat)"
1781       ]
1782     },
1783     {
1784       "cell_type": "code",
1785       "execution_count": 115,
1786       "metadata": {
1787         "id": "PaHfJW7mSJE1"
1788       },
1789       "outputs": [],
1790       "source": [
1791         "def create_RNN_2(hidden_units, dense_units, activation, stateful=False, \n",
1792         "                 batch_shape=None, input_shape=None, dense_layers=1,\n",
1793         "                 rnn_layers=1,return_sequences=False,\n",
1794         "                 initial_state=None):\n",
1795         "    if stateful:\n",
1796         "      inputs = tf.keras.Input(batch_shape=batch_shape)\n",
1797         "    else:\n",
1798         "      inputs = tf.keras.Input(shape=input_shape)\n",
1799         "    # https://stackoverflow.com/questions/43448029/how-can-i-print-the-values-of-keras-tensors\n",
1800         "    # inputs2 = K.print_tensor(inputs, message='inputs = ')  # change allso inputs to inputs2 below, must be used\n",
1801         "    x = inputs\n",
1802         "    for i in range(rnn_layers):\n",
1803         "      x = tf.keras.layers.SimpleRNN(hidden_units,activation=activation[0],\n",
1804         "              stateful=stateful,return_sequences=return_sequences)(x\n",
1805         "              # ,initial_state=initial_state\n",
1806         "              )\n",
1807         "    # x = tf.keras.layers.Dense(hidden_units, activation=activation[1])(x)\n",
1808         "    for i in range(dense_layers):\n",
1809         "      x = tf.keras.layers.Dense(dense_units, activation=activation[1])(x)\n",
1810         "    model = tf.keras.Model(inputs=inputs, outputs=x)\n",
1811         "    model.compile(loss='mean_squared_error', optimizer='adam')\n",
1812         "    return model"
1813       ]
1814     },
1815     {
1816       "cell_type": "code",
1817       "execution_count": 116,
1818       "metadata": {
1819         "colab": {
1820           "base_uri": "https://localhost:8080/",
1821           "height": 499
1822         },
1823         "id": "ZjJxHiEVL5sJ",
1824         "outputId": "d55ef8c6-d9cf-4852-e03d-ad0df0357869"
1825       },
1826       "outputs": [
1827         {
1828           "output_type": "stream",
1829           "name": "stdout",
1830           "text": [
1831             "shifting inputs by 0.0\n",
1832             "shape x =  (480, 1)\n",
1833             "shape y =  (480, 1)\n",
1834             "timesteps= 5\n",
1835             "trainsteps= 240\n",
1836             "staircase: samples= 236 timesteps= 5 features= 1\n",
1837             "return_sequences= False\n",
1838             "returning only the last timestep in a sample\n",
1839             "x_train shape= (236, 5, 1)\n",
1840             "y_train shape= (236, 1)\n",
1841             "model_fit input shape (236, 5, 1) output shape (236, 1)\n"
1842           ]
1843         },
1844         {
1845           "output_type": "execute_result",
1846           "data": {
1847             "text/plain": [
1848               "<IPython.core.display.Image object>"
1849             ],
1850             "image/png": "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\n"
1851           },
1852           "metadata": {},
1853           "execution_count": 116
1854         }
1855       ],
1856       "source": [
1857         "# split data\n",
1858         "return_sequences=False\n",
1859         "shift = 0.\n",
1860         "print('shifting inputs by',shift)\n",
1861         "x_train, y_train = staircase(Et+shift,datat+shift,timesteps=5,trainsteps=h2,\n",
1862         "                             return_sequences=return_sequences)\n",
1863         "print('x_train shape=',x_train.shape)\n",
1864         "samples, timesteps, features = x_train.shape\n",
1865         "print('y_train shape=',y_train.shape)\n",
1866         "# the simplest model possible\n",
1867         "activation=['linear','linear']\n",
1868         "hidden_units=1\n",
1869         "dense_units=1\n",
1870         "dense_layers=1\n",
1871         "features=1\n",
1872         "hours=Et.shape[0]\n",
1873         "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
1874         "# print('initial state=',h0)\n",
1875         "# statefull model version for traning\n",
1876         "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
1877         "                        dense_units=dense_units, \n",
1878         "                        batch_shape=(samples,timesteps,features),\n",
1879         "                        stateful=True,\n",
1880         "                        return_sequences=return_sequences,\n",
1881         "                        # initial_state=h0,\n",
1882         "                        activation=activation,\n",
1883         "                        dense_layers=dense_layers)\n",
1884         "# same model stateless for prediction on the entire dataset - to start onlg\n",
1885         "# the real application will switch to prediction after training data end\n",
1886         "# and start from the state there\n",
1887         "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
1888         "from keras.utils.vis_utils import plot_model\n",
1889         "plot_model(model_fit, to_file='model_plot.png', \n",
1890         "           show_shapes=True, show_layer_names=True)"
1891       ]
1892     },
1893     {
1894       "cell_type": "code",
1895       "execution_count": 117,
1896       "metadata": {
1897         "colab": {
1898           "base_uri": "https://localhost:8080/",
1899           "height": 601
1900         },
1901         "id": "ipX9EJqz17Lr",
1902         "outputId": "f80e13c8-3163-4f25-da36-a2a4e5a3a69a"
1903       },
1904       "outputs": [
1905         {
1906           "output_type": "stream",
1907           "name": "stdout",
1908           "text": [
1909             "model_predict input shape (480, 1) output shape (480, 1, 1)\n",
1910             "Model: \"model_9\"\n",
1911             "_________________________________________________________________\n",
1912             " Layer (type)                Output Shape              Param #   \n",
1913             "=================================================================\n",
1914             " input_12 (InputLayer)       [(None, 480, 1)]          0         \n",
1915             "                                                                 \n",
1916             " simple_rnn_9 (SimpleRNN)    (None, 480, 1)            3         \n",
1917             "                                                                 \n",
1918             " dense_9 (Dense)             (None, 480, 1)            2         \n",
1919             "                                                                 \n",
1920             "=================================================================\n",
1921             "Total params: 5\n",
1922             "Trainable params: 5\n",
1923             "Non-trainable params: 0\n",
1924             "_________________________________________________________________\n",
1925             "None\n"
1926           ]
1927         },
1928         {
1929           "output_type": "execute_result",
1930           "data": {
1931             "text/plain": [
1932               "<IPython.core.display.Image object>"
1933             ],
1934             "image/png": "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\n"
1935           },
1936           "metadata": {},
1937           "execution_count": 117
1938         }
1939       ],
1940       "source": [
1941         "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
1942         "                        input_shape=(hours,features),stateful = False,\n",
1943         "                        return_sequences=True,\n",
1944         "                        activation=activation,dense_layers=dense_layers)\n",
1945         "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
1946         "#                        activation=['linear', 'linear'])\n",
1947         "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
1948         "print(model_predict.summary())\n",
1949         "from keras.utils.vis_utils import plot_model\n",
1950         "plot_model(model_predict, to_file='model_plot.png', \n",
1951         "           show_shapes=True, show_layer_names=True)"
1952       ]
1953     },
1954     {
1955       "cell_type": "code",
1956       "execution_count": 118,
1957       "metadata": {
1958         "colab": {
1959           "base_uri": "https://localhost:8080/"
1960         },
1961         "id": "dE0OHg0tGVE9",
1962         "outputId": "fbfa2183-729b-4bc4-fe89-ce720b99a517"
1963       },
1964       "outputs": [
1965         {
1966           "output_type": "stream",
1967           "name": "stdout",
1968           "text": [
1969             "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[0.06458952]]\n",
1970             "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[0.8505184]]\n",
1971             "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.00590139]\n",
1972             "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[0.9327747]]\n",
1973             "weight 4  exact: [-0.1] :  initial: [0.]  fitted: [0.006984]\n"
1974           ]
1975         }
1976       ],
1977       "source": [
1978         "# fitting\n",
1979         "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",
1980         "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",
1981         "model_fit.set_weights(w_initial)\n",
1982         "model_fit.fit(x_train, y_train, epochs=1000, verbose=0,batch_size=samples)\n",
1983         "w_fitted=model_fit.get_weights()\n",
1984         "for i in range(len(w)):\n",
1985         "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
1986       ]
1987     },
1988     {
1989       "cell_type": "code",
1990       "execution_count": 119,
1991       "metadata": {
1992         "id": "-T8lCS6nBHCj"
1993       },
1994       "outputs": [],
1995       "source": [
1996         "def model_eval(w,title):\n",
1997         "  # prediction on the entire dataset from zero state\n",
1998         "  model_predict.set_weights(w)\n",
1999         "  hours=Et.shape[0]\n",
2000         "  print('Et.shape=',Et.shape,'hours=',hours)\n",
2001         "  x_input=np.reshape(Et,(1, hours, 1))\n",
2002         "  y_output = model_predict.predict(x_input)\n",
2003         "  print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
2004         "  m = np.reshape(y_output,hours) - shift\n",
2005         "  print('weights=',w)\n",
2006         "  if scale:\n",
2007         "    print('scaling')\n",
2008         "    m = scalery.inverse_transform(m)\n",
2009         "  m = np.reshape(m,hours)\n",
2010         "  plot_m(m,title=title)\n",
2011         "  return m"
2012       ]
2013     },
2014     {
2015       "cell_type": "code",
2016       "execution_count": 120,
2017       "metadata": {
2018         "colab": {
2019           "base_uri": "https://localhost:8080/",
2020           "height": 383
2021         },
2022         "id": "R2jkoZlAIaSb",
2023         "outputId": "db19b260-3cf5-472b-cd20-eda9378fb928"
2024       },
2025       "outputs": [
2026         {
2027           "output_type": "stream",
2028           "name": "stdout",
2029           "text": [
2030             "Et.shape= (480, 1) hours= 480\n",
2031             "WARNING:tensorflow:6 out of the last 8 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f8b34b3fb90> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n",
2032             "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2033             "weights= [array([[0.06458952]], dtype=float32), array([[0.8505184]], dtype=float32), array([0.00590139], dtype=float32), array([[0.9327747]], dtype=float32), array([0.006984], dtype=float32)]\n"
2034           ]
2035         },
2036         {
2037           "output_type": "display_data",
2038           "data": {
2039             "text/plain": [
2040               "<Figure size 1152x288 with 1 Axes>"
2041             ],
2042             "image/png": "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\n"
2043           },
2044           "metadata": {
2045             "needs_background": "light"
2046           }
2047         }
2048       ],
2049       "source": [
2050         "m_fitted=model_eval(w_fitted,'RNN prediction with fitted weights')"
2051       ]
2052     },
2053     {
2054       "cell_type": "code",
2055       "execution_count": 121,
2056       "metadata": {
2057         "colab": {
2058           "base_uri": "https://localhost:8080/",
2059           "height": 346
2060         },
2061         "id": "bO1ewTj9gGvg",
2062         "outputId": "f4e5e955-bb01-4bad-f22a-e8a9b9e62aee"
2063       },
2064       "outputs": [
2065         {
2066           "output_type": "stream",
2067           "name": "stdout",
2068           "text": [
2069             "Et.shape= (480, 1) hours= 480\n",
2070             "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2071             "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([-0.1])]\n"
2072           ]
2073         },
2074         {
2075           "output_type": "display_data",
2076           "data": {
2077             "text/plain": [
2078               "<Figure size 1152x288 with 1 Axes>"
2079             ],
2080             "image/png": "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\n"
2081           },
2082           "metadata": {
2083             "needs_background": "light"
2084           }
2085         }
2086       ],
2087       "source": [
2088         "m_exact=model_eval(w_exact,'RNN prediction with exact weights')"
2089       ]
2090     },
2091     {
2092       "cell_type": "code",
2093       "execution_count": 122,
2094       "metadata": {
2095         "colab": {
2096           "base_uri": "https://localhost:8080/",
2097           "height": 346
2098         },
2099         "id": "henChC0cmbuy",
2100         "outputId": "25c4c325-a320-4a81-e412-5000ae43dd94"
2101       },
2102       "outputs": [
2103         {
2104           "output_type": "stream",
2105           "name": "stdout",
2106           "text": [
2107             "Et.shape= (480, 1) hours= 480\n",
2108             "x_input.shape= (1, 480, 1) y_output.shape= (1, 480, 1)\n",
2109             "weights= [array([[0.09516258]]), array([[0.90483742]]), array([0.]), array([[1.]]), array([0.])]\n"
2110           ]
2111         },
2112         {
2113           "output_type": "display_data",
2114           "data": {
2115             "text/plain": [
2116               "<Figure size 1152x288 with 1 Axes>"
2117             ],
2118             "image/png": "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\n"
2119           },
2120           "metadata": {
2121             "needs_background": "light"
2122           }
2123         }
2124       ],
2125       "source": [
2126         "m_initial=model_eval(w_initial,'RNN prediction with initial weights')"
2127       ]
2128     },
2129     {
2130       "cell_type": "code",
2131       "execution_count": 123,
2132       "metadata": {
2133         "colab": {
2134           "base_uri": "https://localhost:8080/",
2135           "height": 312
2136         },
2137         "id": "PZw7DNQD4Inr",
2138         "outputId": "6593be16-cee7-4e87-832e-e1ceba9147f0"
2139       },
2140       "outputs": [
2141         {
2142           "output_type": "stream",
2143           "name": "stdout",
2144           "text": [
2145             "max abs diff 9.792852370682503e-08\n"
2146           ]
2147         },
2148         {
2149           "output_type": "display_data",
2150           "data": {
2151             "text/plain": [
2152               "<Figure size 1152x288 with 1 Axes>"
2153             ],
2154             "image/png": "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\n"
2155           },
2156           "metadata": {
2157             "needs_background": "light"
2158           }
2159         }
2160       ],
2161       "source": [
2162         "out = np.empty((hours,1))\n",
2163         "w=w_exact\n",
2164         "h=0\n",
2165         "for i in range(Et.shape[0]):\n",
2166         "  h=np.dot(Et[i,0],w[0])+np.dot(h,w[1]) + w[2]\n",
2167         "  out[i]=np.dot(h,w[3]) + w[4]\n",
2168         "if scale:\n",
2169         "  print('scaling')\n",
2170         "  out = scalery.inverse_transform(out)\n",
2171         "out=np.reshape(out,hours)\n",
2172         "print('max abs diff',np.max(np.abs(m_exact-out)))\n",
2173         "plot_m(out,title='Hand computed RNN prediction with exact weights')"
2174       ]
2175     },
2176     {
2177       "cell_type": "markdown",
2178       "metadata": {
2179         "id": "6uXVJj9koGF2"
2180       },
2181       "source": [
2182         "### 3.2 Acquisition and preprocessing of real data"
2183       ]
2184     },
2185     {
2186       "cell_type": "markdown",
2187       "metadata": {
2188         "id": "glIkYrvdhXo6"
2189       },
2190       "source": [
2191         ""
2192       ]
2193     },
2194     {
2195       "cell_type": "markdown",
2196       "metadata": {
2197         "id": "ZUluRmF9tqko"
2198       },
2199       "source": [
2200         ""
2201       ]
2202     },
2203     {
2204       "cell_type": "markdown",
2205       "metadata": {
2206         "id": "q3BpOBuzc91i"
2207       },
2208       "source": [
2209         "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.  "
2210       ]
2211     },
2212     {
2213       "cell_type": "markdown",
2214       "metadata": {
2215         "id": "c8Y6bL1Yc91i"
2216       },
2217       "source": [
2218         "#### 3.2.1 Acquisition of fuel moisture observations"
2219       ]
2220     },
2221     {
2222       "cell_type": "markdown",
2223       "metadata": {
2224         "id": "0CuXyWBFc91i"
2225       },
2226       "source": [
2227         "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."
2228       ]
2229     },
2230     {
2231       "cell_type": "code",
2232       "execution_count": 124,
2233       "metadata": {
2234         "colab": {
2235           "base_uri": "https://localhost:8080/"
2236         },
2237         "id": "LFrlbbMmc91i",
2238         "outputId": "3e6c08f7-a63c-46d8-f071-9ce1dfc76291"
2239       },
2240       "outputs": [
2241         {
2242           "output_type": "stream",
2243           "name": "stdout",
2244           "text": [
2245             "loaded from  raws.json\n"
2246           ]
2247         }
2248       ],
2249       "source": [
2250         "import json\n",
2251         "jfile = 'raws.json'; vars='fuel_moisture'; case = 1\n",
2252         "# jfile = 'raws2.json'; vars='fuel_moisture,precip_accum_one_hour'; case = 2\n",
2253         "def json_w(j,f):\n",
2254         "  print('writing json file',f)\n",
2255         "  json.dump(j,open(f,'w'),indent=4)\n",
2256         "try:\n",
2257         "    #! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/raws.json\n",
2258         "    j = json.load(open(jfile,'r'))\n",
2259         "    print('loaded from ',jfile)\n",
2260         "    # Take the first station in the boulding box that has data between time_start and time_s2.\n",
2261         "    # Then retrieve data for that station between time_start and time_end\n",
2262         "    time_start = j['time_start']      # start of data time series\n",
2263         "    # time_s2    = j['time_s2']         # end of segment to read coordinates\n",
2264         "    time_end  = j['time_end']         # end of data time series\n",
2265         "    meso_ts  = j['meso_ts']           # get meso observations time series\n",
2266         "    obs_lon =   j['obs_lon']          # where we retrieved observations\n",
2267         "    obs_lat =   j['obs_lat']\n",
2268         "except:\n",
2269         "    print(\"can't read\",jfile,', creating')\n",
2270         "    # set up bounds\n",
2271         "    time_start = \"201806010800\"  # June 1 2018 08:00 in format yyyymmddHHMM\n",
2272         "    time_s2    = \"201806010900\"  # June 1 2018 09:00 in format yyyymmddHHMM \n",
2273         "    time_end   = \"201907200900\"  # June 20 2018 09:00 in format yyyymmddHHMM \n",
2274         "    #time_start=  \"201810230100\"\n",
2275         "    #time_s2=  \"201810230300\"\n",
2276         "    #time_end  =  \"201806022300\"\n",
2277         "    !pip install MesoPy\n",
2278         "    from MesoPy import Meso\n",
2279         "    bounding_box = \"-115, 38, -110, 40\"  # min longtitude, latitude\n",
2280         "    meso_token=\"b40cb52cbdef43ef81329b84e8fd874f\"       # you should get your own if you do more of this\n",
2281         "    m = Meso(meso_token)# create a Meso object\n",
2282         "    print('reading MesoWest fuel moisture data')\n",
2283         "    json_w(m.variables(),'variables.json')\n",
2284         "    meso_obss = m.timeseries(time_start, time_s2, bbox=bounding_box, \n",
2285         "                             showemptystations = '0', vars=vars)   # ask the object for data\n",
2286         "    json_w(meso_obss,'meso_obss.json')                        \n",
2287         "    # pick one station and retrieve the whole time series.\n",
2288         "    station=meso_obss['STATION'][0]\n",
2289         "    json_w(station,'station.json')\n",
2290         "    lon,lat = (float(station['LONGITUDE']),float(station['LATITUDE']))\n",
2291         "    print(station['NAME'],'station',station['STID'],'at',lon,lat)\n",
2292         "    e = 0.01   # tolerance\n",
2293         "    bb = '%s, %s, %s, %s' % (lon - e, lat - e, lon + e, lat + e)\n",
2294         "    print('bounding box',bb)\n",
2295         "    meso_ts = m.timeseries(time_start, time_end, bbox=bb, showemptystations = '0', vars=vars)   # ask the object for data\n",
2296         "    json_w(meso_ts,'meso_ts.json')                        \n",
2297         "    obs_lon, obs_lat = (lon, lat)   # remember station coordinates for later\n",
2298         "    j={'time_start':time_start,'time_s2':time_s2,'time_end':time_end,\n",
2299         "       'meso_ts':meso_ts,'obs_lon':obs_lon,'obs_lat':obs_lat}\n",
2300         "    json_w(j,jfile)\n",
2301         "    print('done')"
2302       ]
2303     },
2304     {
2305       "cell_type": "code",
2306       "execution_count": 125,
2307       "metadata": {
2308         "colab": {
2309           "base_uri": "https://localhost:8080/",
2310           "height": 312
2311         },
2312         "id": "3bXopS3btyz0",
2313         "scrolled": true,
2314         "outputId": "786e6893-2024-4952-c96c-dd40f0c187bc"
2315       },
2316       "outputs": [
2317         {
2318           "output_type": "execute_result",
2319           "data": {
2320             "text/plain": [
2321               "<matplotlib.legend.Legend at 0x7f8b3208e0d0>"
2322             ]
2323           },
2324           "metadata": {},
2325           "execution_count": 125
2326         },
2327         {
2328           "output_type": "display_data",
2329           "data": {
2330             "text/plain": [
2331               "<Figure size 1152x288 with 1 Axes>"
2332             ],
2333             "image/png": "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\n"
2334           },
2335           "metadata": {
2336             "needs_background": "light"
2337           }
2338         }
2339       ],
2340       "source": [
2341         "# process the data retrieved for this station\n",
2342         "# print(json.dumps(meso_ts['STATION'][0], indent=4))\n",
2343         "from datetime import datetime, timedelta, time\n",
2344         "import numpy as np\n",
2345         "import matplotlib.pyplot as plt\n",
2346         "import pytz\n",
2347         "station = meso_ts['STATION'][0]\n",
2348         "time_str  = station['OBSERVATIONS']['date_time']\n",
2349         "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
2350         "start_time = obs_time[0].replace(minute=0)     # remember obs_time and start_time for later\n",
2351         "end_time = obs_time[-1]\n",
2352         "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
2353         "# obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture\"])\n",
2354         "# display the data retrieved\n",
2355         "#for o_time,o_data in zip (obs_time,obs_data):\n",
2356         "#    print(o_time,o_data)\n",
2357         "%matplotlib inline\n",
2358         "plt.figure(figsize=(16,4))\n",
2359         "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
2360         "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
2361         "plt.xlabel('Time (hours)') \n",
2362         "plt.ylabel('Fuel moisture content (%)')\n",
2363         "plt.legend()\n",
2364         " "
2365       ]
2366     },
2367     {
2368       "cell_type": "code",
2369       "execution_count": 126,
2370       "metadata": {
2371         "id": "lJQFB4rAYu9P"
2372       },
2373       "outputs": [],
2374       "source": [
2375         "# %debug"
2376       ]
2377     },
2378     {
2379       "cell_type": "markdown",
2380       "metadata": {
2381         "id": "F7bvUGx993Ae"
2382       },
2383       "source": [
2384         ""
2385       ]
2386     },
2387     {
2388       "cell_type": "markdown",
2389       "metadata": {
2390         "id": "pY4hPeATK9wZ"
2391       },
2392       "source": [
2393         "#### 3.2.2 Acquisition of weather data"
2394       ]
2395     },
2396     {
2397       "cell_type": "markdown",
2398       "metadata": {
2399         "id": "xhyjXqxVN6B2"
2400       },
2401       "source": [
2402         "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",
2403         "\n",
2404         "First try to read the data already extracted for this RAWS and staged for download."
2405       ]
2406     },
2407     {
2408       "cell_type": "code",
2409       "execution_count": 127,
2410       "metadata": {
2411         "colab": {
2412           "base_uri": "https://localhost:8080/"
2413         },
2414         "id": "WlqJRP8Vc91o",
2415         "outputId": "1ebf8031-9d86-4697-ce5d-fba5bf45d15f"
2416       },
2417       "outputs": [
2418         {
2419           "output_type": "stream",
2420           "name": "stdout",
2421           "text": [
2422             "File ‘rtma.json’ already there; not retrieving.\n",
2423             "\n",
2424             "loaded from  rtma.json\n",
2425             "\n"
2426           ]
2427         }
2428       ],
2429       "source": [
2430         "import json\n",
2431         "jfile = 'rtma.json'\n",
2432         "try:\n",
2433         "    ! wget --no-clobber http://math.ucdenver.edu/~jmandel/data/math4779f21/rtma.json\n",
2434         "    j = json.load(open(jfile,'r'))\n",
2435         "    print('loaded from ',jfile)\n",
2436         "    if j['obs_lat']!=obs_lat or j['obs_lon']!=obs_lon:\n",
2437         "      print('lon lat doesnot agree, need to load original RTMA files')\n",
2438         "      read_rtma=True\n",
2439         "    else:\n",
2440         "      read_rtma=False\n",
2441         "except:\n",
2442         "    print(\"can't read\",jfile,', creating')\n",
2443         "    read_rtma=True\n",
2444         "\n",
2445         "print('')"
2446       ]
2447     },
2448     {
2449       "cell_type": "markdown",
2450       "metadata": {
2451         "id": "THI6gElyHOOc"
2452       },
2453       "source": [
2454         "Next, functions to get the files, open as grib, and interpolate to the station coordinates"
2455       ]
2456     },
2457     {
2458       "cell_type": "markdown",
2459       "metadata": {
2460         "id": "2iBNHQg5hPxB"
2461       },
2462       "source": [
2463         "####<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>"
2464       ]
2465     },
2466     {
2467       "cell_type": "code",
2468       "execution_count": 128,
2469       "metadata": {
2470         "id": "mxZABVDxt0gd"
2471       },
2472       "outputs": [],
2473       "source": [
2474         "# Set up environment to read RTMA gribs\n",
2475         "# we will need current numpy for pygrib - needed on Colab, tensorflow is using numpy 1.19\\\n",
2476         "if read_rtma:\n",
2477         "  import subprocess,os\n",
2478         "  def load_rtma(path,file,reload=0):\n",
2479         "    url='http://math.ucdenver.edu/~jmandel/rtma/' + path \n",
2480         "    if os.path.exists(file):\n",
2481         "      if reload:\n",
2482         "        print(file + ' already exists, removing')\n",
2483         "        os.remove(file)\n",
2484         "      else:\n",
2485         "        print(file + ' already exists, exiting')\n",
2486         "        # add checking size here\n",
2487         "        return 0\n",
2488         "    try:\n",
2489         "      ret = subprocess.check_output(['wget','--no-clobber','--output-document='+ file, url,],stderr=subprocess.STDOUT).decode() # execute command from python strings\n",
2490         "      if os.path.exists(file):\n",
2491         "        print('loaded ' + url + ' as ' + file)\n",
2492         "        return 0\n",
2493         "      else: \n",
2494         "        print('file transfer completed, but the file is missing? ' + url)  \n",
2495         "      return 1\n",
2496         "    except:\n",
2497         "      print('file transfer failed: ' + url)\n",
2498         "      return 2\n"
2499       ]
2500     },
2501     {
2502       "cell_type": "markdown",
2503       "metadata": {
2504         "id": "dQ-uJI2sy6I3"
2505       },
2506       "source": [
2507         "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."
2508       ]
2509     },
2510     {
2511       "cell_type": "code",
2512       "execution_count": 129,
2513       "metadata": {
2514         "id": "PL3gxK67AlBI"
2515       },
2516       "outputs": [],
2517       "source": [
2518         "if read_rtma:\n",
2519         "  def rtma_grib(t,var):\n",
2520         "    tpath = '%4i%02i%02i/%02i' % (t.year, t.month, t.day, t.hour)  # remote path on server\n",
2521         "    tstr  = '%4i%02i%02i%02i_' % (t.year, t.month, t.day, t.hour)  # time string for local path\n",
2522         "    gribfile = os.path.join('data',tstr + var + '.grib')\n",
2523         "    remote = tpath + '/' + var + '.grib'\n",
2524         "    if load_rtma(remote,gribfile):\n",
2525         "        print('cannot load remote file',remote,'as',gribfile)\n",
2526         "        return []\n",
2527         "    else:\n",
2528         "        try:\n",
2529         "            gf=GribFile(gribfile)\n",
2530         "            v = np.array(gf[1].values())\n",
2531         "        except:\n",
2532         "            print('cannot read grib file',gribfile)\n",
2533         "            return []\n",
2534         "        print('loaded ',gribfile,' containing array shape ',v.shape)\n",
2535         "        return gf[1]   # grib message\n"
2536       ]
2537     },
2538     {
2539       "cell_type": "code",
2540       "execution_count": 130,
2541       "metadata": {
2542         "id": "OY1oTYKlfd17"
2543       },
2544       "outputs": [],
2545       "source": [
2546         "if read_rtma:\n",
2547         "    times = pd.date_range(start=time_start,end=time_end,freq='1H')\n",
2548         "    varnames=['temp','td','precipa']\n",
2549         "    j =    read_interp_rtma(varnames,times,obs_lat,obs_lon)      # temperature\n",
2550         "    for varname in varnames:\n",
2551         "        j[varname]=j[varname].tolist() \n",
2552         "    j['obs_lat']=obs_lat\n",
2553         "    j['obs_lon']=obs_lon\n",
2554         "    json.dump(j,open('rtma.json','w'),indent=4)\n",
2555         "    print('done')"
2556       ]
2557     },
2558     {
2559       "cell_type": "code",
2560       "execution_count": 131,
2561       "metadata": {
2562         "id": "ccp10kurAlBI"
2563       },
2564       "outputs": [],
2565       "source": [
2566         "from scipy.interpolate import LinearNDInterpolator, interpn\n",
2567         "from scipy.optimize import root\n",
2568         "def interp_to_lat_lon_slow(lats,lons,v,lat,lon): \n",
2569         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2570         "    interp=LinearNDInterpolator(list(zip(lats.flatten(),lons.flatten())),v.flatten())\n",
2571         "    return interp(lat,lon)\n",
2572         "def interp_to_lat_lon(lats,lons,v,lat,lon):\n",
2573         "    # on mesh with coordinates lats and lons interpolate v to given lat lon\n",
2574         "    points=(np.array(range(lats.shape[0]),float),np.array(range(lats.shape[1]),float))  # uniform mesh\n",
2575         "    def res(ij):  # interpolation of lons lats on the uniform mesh, to noninteger coordinates   \n",
2576         "       return np.hstack((interpn(points,lats,ij)-lat, interpn(points,lons,ij)-lon))\n",
2577         "    # solve for xi,xj such that lats(xi,xj)=lat lons(xi,xj)=lon, then interpolate to (xi, xj) on uniform grid \n",
2578         "    result = root(res,(0,0)) # solve res(ij) = 0\n",
2579         "    if not result.success:\n",
2580         "        print(result.message)\n",
2581         "        exit(1)\n",
2582         "    return interpn(points,v,result.x) \n"
2583       ]
2584     },
2585     {
2586       "cell_type": "markdown",
2587       "metadata": {
2588         "id": "jvnpq6S5AlBI"
2589       },
2590       "source": [
2591         "The interpolation function needs to  be tested."
2592       ]
2593     },
2594     {
2595       "cell_type": "code",
2596       "execution_count": 132,
2597       "metadata": {
2598         "id": "NVMJBYI7AlBI"
2599       },
2600       "outputs": [],
2601       "source": [
2602         "def interp_to_lat_lon_test(lats,lons):\n",
2603         "    print('testing interp_to_lat_lon')\n",
2604         "    vx, vy = np.meshgrid(range(lats.shape[0]),range(lats.shape[1]),indexing='ij')\n",
2605         "    i, j = (1,2)\n",
2606         "    lat,lon = ((lats[i,j]+lats[i+1,j+1])/2,(lons[i,j]+lons[i+1,j+1])/2)\n",
2607         "    vi = interp_to_lat_lon(lats,lons,vx,lat,lon)\n",
2608         "    vj = interp_to_lat_lon(lats,lons,vy,lat,lon)\n",
2609         "    print(vi,vj,'should be about',i+0.5,j+0.5)\n",
2610         "    test_slow = 0\n",
2611         "    if test_slow:\n",
2612         "        print('Testing against the standard slow method scipy.interpolate.LinearNDInterpolator. Please wait...')\n",
2613         "        vi_slow = interp_to_lat_lon_slow(lats,lons,vx,lat,lon)\n",
2614         "        print(vi_slow)\n",
2615         "        vj_slow = interp_to_lat_lon_slow(lats,lons,vy,lat,lon)\n",
2616         "        print(vj_slow)\n",
2617         "        \n",
2618         "#gf = rtma_grib(start_time,'temp')      #  read the first grib file and use it to test interpolation\n",
2619         "#lats, lons = gf.latlons()\n",
2620         "#interp_to_lat_lon_test(lats,lons)\n"
2621       ]
2622     },
2623     {
2624       "cell_type": "code",
2625       "execution_count": 133,
2626       "metadata": {
2627         "id": "vt-Mk8fIc91m"
2628       },
2629       "outputs": [],
2630       "source": [
2631         "#%debug\n"
2632       ]
2633     },
2634     {
2635       "cell_type": "markdown",
2636       "metadata": {
2637         "id": "LQbWB_3GAlBI"
2638       },
2639       "source": [
2640         "Now we are ready for a function to read the RTMA files and interpolate to the station coordinates"
2641       ]
2642     },
2643     {
2644       "cell_type": "code",
2645       "execution_count": 134,
2646       "metadata": {
2647         "id": "b3JJH3XPAlBI"
2648       },
2649       "outputs": [],
2650       "source": [
2651         "if read_rtma:\n",
2652         "  import pandas as pd, json\n",
2653         "  def read_interp_rtma(varnames,times,lat,lon):\n",
2654         "    # read RTMA from start_time to end_time and interpolate to obs_lat obs_lon\n",
2655         "    ntimes = len(times)\n",
2656         "    time_str = 'time_str'\n",
2657         "    j={time_str:times.strftime('%Y-%m-%d %H:%M').tolist()}\n",
2658         "    for varname in varnames:\n",
2659         "        j[varname]=np.full(ntimes,np.nan)  # initialize array of nans as list\n",
2660         "    n=0\n",
2661         "    for t in times:\n",
2662         "        tim=t.strftime('%Y-%m-%d %H:%M')\n",
2663         "        should_be = j[time_str][n]\n",
2664         "        if tim != should_be:\n",
2665         "            print('n=',n,'time',tim,'expected',should_be)\n",
2666         "            raise 'Invalid time' \n",
2667         "        for varname in varnames:\n",
2668         "            gf = rtma_grib(t,varname)   # read and create grib object, download if needed\n",
2669         "            if gf:\n",
2670         "                lats,lons = gf.latlons()    # coordinates\n",
2671         "                v = gf.values()\n",
2672         "                vi=interp_to_lat_lon(lats,lons,v,lat,lon) # append to array\n",
2673         "                print(varname,'at',t,'interpolated to',lat,lon,' value ',vi)\n",
2674         "                j[varname][n] = vi\n",
2675         "            else:\n",
2676         "                print(varname,'at',t,' could not be loaded')\n",
2677         "        n = n+1\n",
2678         "    return j"
2679       ]
2680     },
2681     {
2682       "cell_type": "code",
2683       "execution_count": 135,
2684       "metadata": {
2685         "id": "bMpYIZT6c91o"
2686       },
2687       "outputs": [],
2688       "source": [
2689         "# %debug\n"
2690       ]
2691     },
2692     {
2693       "cell_type": "markdown",
2694       "metadata": {
2695         "id": "KVXBjGA0CiXr"
2696       },
2697       "source": [
2698         "#### 3.2.3 Preprocessing and visualization of the weather data"
2699       ]
2700     },
2701     {
2702       "cell_type": "code",
2703       "execution_count": 136,
2704       "metadata": {
2705         "id": "fNA3Vbo1c91o"
2706       },
2707       "outputs": [],
2708       "source": [
2709         "rtma = j\n",
2710         "td = np.array(rtma['td'])\n",
2711         "t2 = np.array(rtma['temp'])\n",
2712         "rain=np.array(rtma['precipa'])\n",
2713         "# compute relative humidity\n",
2714         "rh = 100*np.exp(17.625*243.04*(td - t2) / (243.04 + t2 - 273.15) / (243.0 + td - 273.15))\n",
2715         "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",
2716         "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))"
2717       ]
2718     },
2719     {
2720       "cell_type": "code",
2721       "execution_count": 137,
2722       "metadata": {
2723         "colab": {
2724           "base_uri": "https://localhost:8080/",
2725           "height": 312
2726         },
2727         "id": "tZIK59bJAlBJ",
2728         "outputId": "d191f366-dbdb-4514-e91e-939c4995217b"
2729       },
2730       "outputs": [
2731         {
2732           "output_type": "execute_result",
2733           "data": {
2734             "text/plain": [
2735               "<matplotlib.legend.Legend at 0x7f8b320557d0>"
2736             ]
2737           },
2738           "metadata": {},
2739           "execution_count": 137
2740         },
2741         {
2742           "output_type": "display_data",
2743           "data": {
2744             "text/plain": [
2745               "<Figure size 1152x288 with 1 Axes>"
2746             ],
2747             "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7MAAAEWCAYAAAC0UMAbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3gU1frHvy8JSQi9hipB6SAE6SWiSFUQRBC7yE8sIALqRS4KFxQULlclKArYFRsiiFwBAUV6R6qAdAgloSUQLiHt/P7InmF3dmZ3ZnY2W/J+noeHzMyZM+/stPM973veQ0IIMAzDMAzDMAzDMEwoUSTQBjAMwzAMwzAMwzCMWVjMMgzDMAzDMAzDMCEHi1mGYRiGYRiGYRgm5GAxyzAMwzAMwzAMw4QcLGYZhmEYhmEYhmGYkIPFLMMwDMMwDMMwDBNysJhlGIZhGIZhGIZhQg4WswzDMExIQ0THiOgaEWUQ0SUi+oWIajht/5yIJjotNyKiM0T0smO5LhH9QETniSidiHYR0YtEFEFEdxBRssYx/yCipxx/NyaiXx37607eTkQ3OWyU/wQRXXVaTrT3lykYHOdRO9B2MAzDMIUPFrMMwzBMONBLCFECQBUAKQDe0ypERM0ArAQwUQjxHyK6BcAmACcB3CqEKA2gP4AWAEoaPHY2gLkA/s9TISHECSFECfnPsbqp07o1Bo9XYBBRZAEcI8Lfx2AYhmHCExazDMMwTNgghMgEMA9AQ/U2ImoFYDmAMUKIGY7VEwCsF0K8KIQ446jjgBDiYSFEmsFjHhBCfAJgr1W7iSiaiP5DRCeIKIWIZhJRMce2O4gomYhGEVGqw6vch4juJqK/iegiEY1xqms8Ec0jou+J6AoRbSeipk7bqxLRj0R0joiOEtELGvvOIaLLAAYSUSsi2kBEaY5jv09EUY7yqx277nR4lwcQ0UAiWqs6P8V76/CUf0hEi4noKoA7PdnEMAzDMHqwmGUYhmHCBiKKBTAAwEbVplYAlgIYKYT42Gl9Z+SL30AzGUBdAAkAagOoBmCc0/bKAGKc1n8E4FEAzQEkAhhLRLWcyvcG8AOAcgC+AfATERUloiIAFgHY6ajrLgAjiKibat95AMoA+BpALoCRACoAaOvYZwgACCFud+wjPczfGzzfhwFMQr73e70BmxiGYRjGDRazDMMwTDjwExGlAUgH0AXAVNX2No5tS1TrywM443/z9CEiAvA08oX2RSHEFQBvAnjQqVg2gElCiGwA3yFfWCYJIa4IIfYC+AtAU6fy24QQ8xzl30G+EG4DoCWAikKI14UQWUKII8gXxs7H2iCE+EkIkSeEuCaE2CaE2CiEyBFCHAMwC0BHH097oRBinRAiD8CtBmxiGIZhGDf8PhaGYRiGYQqAPkKIFY7xl70BrCKihkKIs47tM5Dv8VxORJ2EEJcc6y8gf5ytHjkAimqsL4p8gWkHFQHEAtiWr2sBAATAeSzpBSFEruPva47/U5y2XwNQwmn5pPxDCJHnSGJVFYAAUNUh/CURANZo7QvkJ8hCviBu4bAzEsA2oyeng/MxahqwiWEYhmHcYM8swzAMEzYIIXKFEPORHxrbwWlTLvJDW08A+JWISjnWrwBwv4cqTwCoQESKUHR4UmsCOG6T2eeRL0YbCSHKOP6VdkoSZQXnbM5FAFQHcBr5IvKo03HKCCFKCiHudtpXnZH5QwD7AdQRQpQCMAb5YluPq8gXvfL4lTXKOB/DiE0MwzAM4waLWYZhGCZsoHx6AygLYJ/zNkfIbX/ki8fFRFQcwL8AtCOiqVJ0EVFtRwKkMkKIE8jPdjyFiEoQUTSAfyDfK7vR6ZgxAGRSpBhHOUM4Qm0/AvAuEVVy1FHNxzGjzYmoryMb8QgA1x32bgZwhYheIaJilD/9UGMiaumhrpIALgPIIKL6AJ5TbU8BcLPT8k4AjYgowfG7jPdiqxWbGIZhGIbFLMMwDBMWLCKiDOSLrkkAnnCMJXVBCJEFoC+ATOQnHTqN/KRG8QD2ElE6gB8BbAVwxbHbAACVABwCcAr5CYrucWROBvK9tNdwI5vxNQAHTNr/iqP+jY4swisA1DNZhzMLHXZfAvAYgL5CiGxHqHJP5CeaOop8Yf8xgNIe6noZ+V7tK8gX3eokT+MBfOHIdvyAEOJvAK87zuEggLXwgEWbGIZhGAYkhO787gzDMAzDhBhENB5AbSHEo4G2hWEYhmH8CXtmGYZhGIZhGIZhmJCDxSzDMAzDMAzDMAwTcnCYMcMwDMMwDMMwDBNysGeWYRiGYRiGYRiGCTkiA22AL1SoUEHEx8cH2gyGYRiGYRiGYRjGD2zbtu28EKKi1raQFrPx8fHYunVroM1gGIZhGIZhGIZh/AARHdfbxmHGDMMwDMMwDMMwTMjBYpZhGIZhGIZhGIYJOVjMMgzDMAzDMAzDMCFHSI+ZZRiGYRiGYRiG8YXs7GwkJycjMzMz0KYUamJiYlC9enUULVrU8D4sZhmGYRiGYRiGKbQkJyejZMmSiI+PBxEF2pxCiRACFy5cQHJyMmrVqmV4Pw4zZhiGYRiGYRim0JKZmYny5cuzkA0gRITy5cub9o6zmGUYhmEYhmEYplDDQjbwWLkGLGaZQocQImTHRKxfvx47d+4MtBkMwzAMwzAME3BYzDKmefTRR/Hoo4/i4MGDOHbsWKDNMc2HH36IYsWKITk52a/HEUJACGFrne3bt0dCQoKtdTIMwzAMwzCB48KFC0hISEBCQgIqV66MatWqKctZWVmBNs+FP/74A+vXrw+0GQosZhnTfP311/j6669Rt25dUwO0g4XvvvsOAHD48GGvZR944AF069bN9DFyc3NRpEgRvPbaa6b3ZRiGYRiGYQoP5cuXx44dO7Bjxw48++yzGDlypLIcFRVV4Pbk5OTobrMiZj3V5yssZplCh4zHN+I1/eGHH7Bs2TJT9c+bNw/79u0DALz55pvmDWQYhmEYhmEKNdu2bUPHjh3RvHlzdOvWDWfOnAEA3HHHHRg5ciRatGiBBg0aYMuWLejbty/q1KmjOFGOHTuG+vXr45FHHkGDBg3Qr18//O9///Na74gRI9CiRQskJSVh0aJFaN26NZo1a4bOnTsjJSUFx44dw8yZM/Huu+8iISEBa9aswcCBAzFv3jzF7hIlSgDIF72JiYm499570bBhQ+Tm5uIf//gHWrZsiSZNmmDWrFm2/E48NQ+jcOLECdx0000ey9gdNiuZPn06iAjPPvsscnJyUKxYMZ/r3LNnDz7//HNMnTrV9kH9GzduxAcffIBJkybhrbfewvTp0xEZGYmcnBz079/f1PxYRvBHyDLDMAzDMAzjyogRI7Bjxw5b60xISMC0adMMlxdCYNiwYVi4cCEqVqyI77//Hq+++io+/fRTAEBUVBS2bt2KpKQk9O7dG9u2bUO5cuVwyy23YOTIkQCAAwcO4JNPPkH79u0xaNAgfPDBBxg+fLjHerOysrB161YAwKVLl7Bx40YQET7++GP8+9//xttvv41nn30WJUqUwMsvvwwA+OSTT3TPY/v27dizZw9q1aqF2bNno3Tp0tiyZQuuX7+O9u3bo2vXrj5HebKYZQAAr732GiZNmoR169ahXbt2uuX8FSYwfPhwAMCnn36KHTt22CLcmjRpAiEExowZg3LlyinrzXhm1Rw8eBArV67Eq6++ivPnz2Pv3r3Yvn07+vTpg65du+L06dMA8ifftpMWLVqgdOnSttbJMAzDMAzDBB/Xr1/Hnj170KVLFwD5w9eqVKmibL/33nsBALfeeisaNWqkbLv55ptx8uRJlClTBjVq1ED79u0B5Oe7mT59Orp37+6x3gEDBih/JycnY8CAAThz5gyysrIsic5WrVop+y1btgy7du1SvLjp6ek4ePAgi1nGHiZNmgQA2L17t0cxa7dIA1wFsuwJu3r1KvLy8lCyZEnL9Uqxev36dQD5Y30nTJiAatWqAQDy8vJM15mYmIiUlBRUrFgRAJCSkgIg/3dJSEjA008/bdleT2zfvt0v9TIMwzAMwzA3MONB9RdCCDRq1AgbNmzQ3B4dHQ0AKFKkiPK3XJbtanVUIhF5rbd48eLK38OGDcOLL76Ie++9F3/88QfGjx+vuU9kZKTSps7Ly3NJWOVcnxAC7733nqVcNJ7gMbMMAOCWW24BADRu3NhjOX9kVEtPT3dbV6lSJZQqVcqW+q9duwYAGDhwIA4ePKicg7NndseOHUo5LU6cOIHNmzcr4lXue+nSJWX7zp07MXToUFtsBvJ7y26//XaXcQhqFi5ciI4dO1oS5gzDMAzDMEzwER0djXPnzimiMzs7G3v37jVVx4kTJ5T9v/nmG3To0AH16tUzXG96erriAPriiy+U9SVLlsSVK1eU5fj4eGzbtg0A8PPPP+s6vrp164YPP/xQ2f7333/j6tWrps5JCxazYUB6ejpGjRqlDOy2QmRkvpPeWxix3WL22rVrOHfunNt6X85l9erVmDx5srKclpaG9PR05RylaM3NzQWQH0bRrFkzvPjii7p1xsfHo3Xr1sqy7O2SdmZkZOju27ZtWzz22GOmz+PMmTNYs2aNS8iHJDMzE7m5uejTpw9Wr16t2SHAMAzDMAzDhB5FihTBvHnz8Morr6Bp06ZISEgwnUG4Xr16mDFjBho0aIBLly7hueeeQ1RUlOF6x48fj/79+6N58+aoUKGCsr5Xr15YsGCBkgBq8ODBWLVqFZo2bYoNGza4eGOdeeqpp9CwYUPcdtttaNy4MZ555hlbhi9SKCeVadGihZCDlAsz48ePx4QJE/Dee+/h+eeft1THTTfdhJMnT+K3335Dp06ddMudOnUK1atXd1nn7R7KycnB+++/j8GDB7vd4GXKlPEoxKzcn0aTPf3888/o1asXduzYgWbNmqFJkybYuXOnobri4uIULy0AjBs3Dq+//rrH4xk9FyEEZs2ahTZt2qBZs2a65apWraqM0T127Bhq1qxpqH41eXl5yMvLU8Q+wzAMwzBMYWLfvn1o0KBBoM2wjWPHjqFnz57Ys2dPoE0xjda1IKJtQogWWuXZMxsGnDx5EgBcYubNIr2U8n89tDyz3kJcf/31V4wcORJjxoxx2xZIj6I8F2m/87kfPXoUR48e1d23SBHXR8fObMnr1q3Dc889h+eee85jOSlkAWDTpk144YUXLIUbt2nTxvbsywzDMAzDMAzjb9gVEwZkZmYCAGJjY3H58mVLY021BJ2aU6dOIS0tzW19u3btEBsbi99//92jfSdOnDBtlz+RYlb+7+yZvPnmmz3uqxavmzZtss0u+XsdPnzY8D7/93//h4yMDDz55JMevblabNmyxVR5hmEYhmEYJniJj48PSa+sFdgzGwZIIbpx40aULl0ay5cvN12HDIH1FLtevXp1tGzZ0m39pk2bsHLlSt39pBczNzcXL730Eo4dO6Yse2PMmDGWxptqUadOHZdlKWJltuOoqCjDdaltX7p0qY/W3UCKaplcyghy7K7zgHyGYRiGYRjGGKE89DJcsHINWMyGAfLCSw/bTz/9ZLoOI55ZI9s97XP06FG888476N27NwDPSZMkb731FubMmWP6mFqoE01lZGRgxowZSiY1M6G2/sjqLJFZ3swMipfXb/HixSAipKam+sU2hmEYhmGYcCMmJgYXLlxgQRtAhBC4cOECYmJiTO3HYcYBYt26dRg6dChWrFjhkiHMCvLBMzru1UgddiLrlB7a1NRUxMXFmUo4lJmZiZ9//hn9+/e3PD5VHSL9xRdfuITYmhGz/phvNy8vD++//z4qV65suY4pU6YAAHbt2oXOnTvbZRrDMAzDMEzYUr16dSQnJ2vOsMEUHDExMW6JZr3BYjZAzJgxAzt37sSmTZtwzz33+FSXFKJyyhkz4bIStWdWCIExY8Zg0KBBbuG5ZpFhvFIA5ubmmn5ZVK1aFZcuXUJsbCx69uzpkz16mBGzaq9ynTp1cPDgQZ+O/+uvv2L48OGoUqWKT/UAQOnSpX2uI1j43//+hzNnzihzITMMwzAMw9hJ0aJFUatWrUCbwViAw4wDhPQSGgln+PHHH7Fq1Srd7VKISjFrJTOteszsoUOHMHnyZEVo++KxlWJW1m0lhEOOH71w4YJlO9Soz8mXjL5m5sXdsmUL/vnPf7qtl+HOZ86csWyHRJ1t2QhWMiEXBL1790bt2rU59IdhGIZhGIZxgcVsgJDT6BgRQf369cMdd9yhu1028mVdVkSZ2jP72WefAYDibTQSVqsnhtSeWTPCT42dU+CokyXJ382KaDJyTrLeVq1aYfLkydi+fTuICIsXL0abNm2U39qKEFWjNd52/fr1SE5O1t1HXqdgY8WKFQBcO0O++OILWybaZhiGYRiGYUIXFrMBQgoW6U31BS3P7NatW02JMvWY2bZt2wLIT+0NGBOzeuei9sz6cs7qrMFCCMyaNctSFl91qLAUs1a80EbOSf0bzpw5EwBwzz33YNOmTfjyyy8BABEREaaPr8ZZ6B0/fhwZGRlo37496tWr51LO+R4JVjErkfb17NkTAwcOxLPPPhtgixiGYRiGYZhAwmI2QDiPH/UVtWd2zpw5aNmyJZYsWWK4DrVnViZnqlmzpou9npBhsmrUnllfwkW//fZbl+WVK1fi2WefxYgRI0zXpbZXilkryZ3k3LCeUNcrvczFixd32W7HPXH+/HmMHTsW2dnZiI+Px0033QQg/x45fvy4EsrsnJXZyDmkpqYGLNw3LS0Na9asQUpKCgBj2bAZhmEYhmGY8IXFbICQnrPMzExMnTrVp4a5FKJSDMl5XLdt22a4DvWYWVmX9CAbmYpGL+xTilk7p7PJy8tDUlKSImysTEWj55n1V/iqWqRKMSt/e3kd7Ri7+uqrr2LixImYNWsWANc5a+Pj41G1alWMHDkSU6dOVdZ7uz7nz59HXFwcxo4d67N9VkhKSsLtt9+OsmXLAgCaNm0aEDsYhmEYhmGCjStXrhTK/CKczThASLH4wQcfYO/evYiIiMDtt9+OW2+9VRlPaxQ9T54Zgaz2zEr7pOAy4q30Jmb1PLdmmTt3LqKiojBixAjF42gFtWgsWrQojhw5YmrKIDOor5MUmuqOAzuQwvT48eO6ZaZNm+ay7Okap6SkKPfTl19+iYkTJ9pgpWfOnz/vIsLl/Mmy4yIjIwNly5bFd999h27duvndHoZhGIZhmGDk8uXLKF26NMaNG4cJEyYE2pwChT2zAcI5azAAnDhxAi1btsTQoUOVMufOnTMkSNUiSU7NYybRklrMSvukwLIqZtevX6/YYZdndsCAAfjoo48AAOnp6QDsSQwVGRmJW265BZ06dfK5Li30xL6/5qwF8l9uRtGz4+jRo6hcubIiYAuq169+/fqoW7eusizHJcvj7927F2lpaXj99dfd9j1y5AjOnj2L559/Hq+++mqB2MswDMMwDBMILl68CABK+7gwwZ7ZACGFg/Rayptw69atiIiIwOTJkzFq1ChDc46qRZIUpEbGQErUCaDU3kIjgktdZt26dejQoYNhG8xw+vRpADfsk+LNF6Elr8Xhw4d9tE4bb2Nh7QzDludw9uxZw/voXWNZl/SMOv/Gf/zxB9LT09G7d2+rpuqinoZJ2ifva5n0KyYmxm1f9Zy0kyZNAgAsXrwYjzzyCE6ePIkSJUrYbjPDMAzDMExBIx1H/oouDGbYMxsg1AJUilkhBPLy8jBq1CgAxuYcVYsgdRInI6jHzMr/fQkz/vvvvw0f3yzSHpn595dffgHg23hTeQ38xe7duxVPshZ2ZLZWY4eYVd8T2dnZ6NixI7Zt24Y777wTffr0cdsnPT0du3fvtmCxPvL4Mlz93LlzAPITaH322Wcew9jXrl2LzZs346WXXkJaWhoOHz5saZw1wzAMwzBMsCHb/oVxzKzfxCwRxRDRZiLaSUR7iWiCY30tItpERIeI6HsiinKsj3YsH3Jsj/eXbcGAWjjIcFAzmWzz8vJw+vRpXRFiZIqXS5cuYcOGDbpjZn0JM7bT06hGK/Pvn3/+6ZNXVe0JtJuuXbsiISFBd7sZT7pRNm/ebLis3jWW6+X1TU1NxerVq9GiRQvdurp06YImTZp4PN5ff/1lakolaYcMvZfi/88//8SgQYPw9NNP6+6bmJiI1q1bKy/5cePGIS4uzu/XnGEYhmEYxt/INpoZp87Vq1cxdepUvyU+LSj86Zm9DqCTEKIpgAQA3YmoDYApAN4VQtQGcAnA/znK/x+AS4717zrKhS12iNk5c+agWrVq2LFjh+Z254RC6enpmuLy/vvvR7t27ZTjqsfMSs+slWzG/hgLqq67UqVKAPLP9bbbbnObR9UMnrymdiEzTWvhDzFrBqOeWSNs2bIFQL7w/Ouvv9y25+XloVGjRujVq5fhOuXx5bMify/ZaaP3HKiPC+SHGwPAvn37DB+fYRiGYRgmGJFtJDOe2enTp2PUqFFKQtJQxW9iVuQjsxcVdfwTADoBmOdY/wUAGaPY27EMx/a7yI6sPkFGamoqRo8e7RZSKpfN9Kj8+OOPAPRFkLMwLlOmjGbGV3UoqJ3ZjP0pZtW/kx3T2QRaTNrZMybHgxoZcy1RX6+srCy88cYb+Oabbwzb9+GHH7p4bJ966ik0atRIGeN8/vx5EBHeeecdAMCqVasM26e+PnJZHVXgCSuJzYwihMCSJUsKZYgPwzAMwzCBQ7aBzLSHZVvR7mFhBY1fx8wSUQQR7QCQCmA5gMMA0oQQslWcDKCa4+9qAE4CgGN7OoDyGnU+TURbiWirHDMXSjz11FOYMmWKksVYIgdue2qQyxt07dq1aNeunddsxbm5uXjkkUfw/vvvA8hP1qNGnTzn9OnTGDNmjCIUglXMlixZ0vY6/RkWXdBYmQ5Jnv/mzZtx3333YcGCBRg3bhzmzZvnZc8bDBkyxGV+40WLFgG4EcIt7/spU/IDL8z0V6lForxHpd1GpjaSv4esS/5OdvDtt9/i7rvvxsyZM22rk2EYhmEYxhPbt29XogvNiNnY2FgAod/+9WvKKyFELoAEIioDYAGA+jbUORvAbABo0aJFyLlA9MZ0GhGzubm5KFKkCJ577jns2bMH5cqV83is69ev45tvvlE8a1qoBeeHH34IAEoW4mAdM7tnzx4A9g50t1PYBBp5vcxMzyT3eeihh3DkyBHlJWeHHfJekEmXihUrBiA/eZOadevWYe3atV7rltfLORnYfffdh759++ruI+etlfeqndc8JSUFALB//37b6mQYhmEYhtEjJycHzZs3V5bNOPqk8DXiDAhmCsR6IUQagJUA2gIoQ0RSRFcHcMrx9ykANQDAsb00gLDLzqLXY2LGMyv/9yYW09LSvNqjV8epU/mXxYyY/euvv5TQZyP22QGLWc+YCV2W11jOU6zuBNGaAscb8n4+efIk+vbtiwMHDijLzsdypkOHDhg9erRhe509sz/99BMef/xxr/s4Z+9euXKlLfeRFP/+yErNMAzDMAyjRibFtII62Wuo4s9sxhUdHlkQUTEAXQDsQ76o7eco9gSAhY6/f3Ysw7H9d1GIBp/JkEkjYlYdXqmHkRtc73gyyY6ZBFBDhgxBv3793MbdhgrhKGbNIK9XdHS05nYrY4rlPfv2229jwYIFynyvkjJlyih/Hz582NIx5HUzkr1bzcyZM9GpUydTodR6SGEe6uE6DMMwDMOEBmZmhVAj2yuhnqLIn1K8CoCVRLQLwBYAy4UQ/wXwCoAXiegQ8sfEfuIo/wmA8o71LwLw7poJQbzdMN7CjAH38Eo9fLnBpUfPijCVgiTUUn0XdhHy+eefY8mSJZreUqvI+12G4EqhLNdLMZuVlYXatWvjscceM30MtbfVDDJc/ejRo27b1q5di+TkZMN1OT+7//rXv0zN8cswDMMwDGOWn3/+2fK+Uk+Eupj125hZIcQuAM001h8B0EpjfSaA/v6yJ1jwdsN4EoDSyyXDGL013gMlZrOyslC8ePEC8cza6by3IyNyKLNkyRIsWbIE7dq1s61OeX3kvVi0aFGX9RLZAbJgwQLLx7LSeSLvb60Qm8TERERHRxv2Fsu6/vjjDxw/fhyHDx/GnDlzTNvEMAzDMAxjhMqVK1ve10wCzWDGrwmgGHe8iVlPDWejY2UlRsSsnhiUwiA7Oxv9+vVD6dKlDR0TuNHTUxCe2cIuQP2BnZ5ZiXoeYzXynjEzz7LeMcwgj6t+kaujIKwcPxSzrTMMwzAMExr89ttvHp06I0aMwNmzZ/Hdd99pbpdtnFAf1clitoDIysrChQsXvIpZT9lnpXAzGg5w8eJF4waqkDd4amoqli1bZmpfKbYLQswW9tBgfxAZaf9rQW8qnHPnzoGI8PnnnwPIv7etvlSt3G96vZJWkjhJMSufTytjeBmGYRiGYbyxb98+dO7cGXFxcbplkpKSAEBXzMo2UKjluFET2n7lEGLChAmoWrWqV0+Pp4a8WS+kkTlGvQkHOW+VGQry4TCbtElOEM3os3XrVtvrlPeu+nrJrMZPPfWUz8ewcr8ZEbM5OTmGvL5STMtnisUswzAMwzD+QOYikf9bgcUsY4o333wTgLl5P9X4EoIp+fLLLzFx4kTD5a14d4PZM1upUiU/WRI+yCmdSpYsaVudep5ZiR33ipU6tOZYIyK89NJLynLRokXRs2dPr3XJe1HWyWKWYRiGYRh/IGcdUWMmmVNBDgv0JyxmCxhfbhizYcZaPPHEExg7dqyy7I8kUlevXkVycnKB9PSY9RxbmSu1sGLmXvV2H6mFntV6PGHHy1jes1999ZXL+qVLl3rdV92J449wbYZhGIZhCi+5ubn45z//qTvbAhFh5MiRXtst165dY88sYw1fvKt2JjvKyMjA/v37/XLM//znP6hRowaOHTtmwTL/4o/kRr5QtWrVQJugi5kQbm/3iXxh+jPJgC9iVj6XVua5lchzdJ73NikpCX///bflOhmGYRiGYSTLly/H5MmTMXToUM3tRIRp06ahR48eunX88MMPiI2NxbZt2wCwmGVMYodn1g46d+6MBg0a2FafM3PnzgUAnDhxwi/1+4KdYrZVK7cZpkwTzJ5iM/dbbm6uR6BLnucAACAASURBVKEajOOnnZH2+dLZJMWsHEpw/fp1jBgxAp06dUK3bt0wbdo0y3UzDMMwDMN4G15nZJodmdh1586dADjMmDGJHd4jOyY33rRpk0ud/iAjI8NvdVtFLWZ9EZN2XIdixYr5XIcd+Dq+88yZMzh48KBN1ljDl/Ho8rm08nwKIZCcnKyIaendleNZ0tLSsGzZMowcOdKyfQzDMAzDMHY4tkqVKuWyzJ5ZxhTB4pmV+OLN8obZ8azfffcdunTp4idr8lGLWTPZjatVq+ayLD2RFStWtGxPdHS05X3txFcPcbt27VCvXj2brLGGLx0z8rm0Usf06dNRo0YN7Nixw2X9hQsXALh/NBiGYRiGYazgrZ2iFSWndi6p23wsZhlT+DIvqh0JoNQE00TJAwYMMD2nrVFkMh61eDQjZosWLQoAaNOmjct6IyEdegRLmLGvdpw+fdomSwKDL57Z1atXAwB27drlsl5+HEI9fIdhGIZhmODAm47QErty2N/p06exfPlyfPHFFy7bWcwypvDFu+oPz2xhQYbzqsVs8eLFDdchvbrqzgRfQnSDJcw4WER1oJAvfyvCMzY2FoB7z6eMevBnKD/DMAzDFHb++OMPxMbGWpqBI9TwJma1nFSyndKqVSt07doVp06dctke6p3uLGZDCBaz1pEPsi9hxtIzq4Y9s6GPL2HG8rdT92xevXrVcp0MwzAMwxjjzjvvxLVr1/DLL78E2hS/Y8WLKgWuFLF16tTxuc5ggsVsCGFnAqhgxh/T50jBoZ770xcxK0WsL6Ha4TJmNtTxxTOr9zzKhFQsZhmGYRjG/wRLm8qfWBmuqG6H1KhRw2WZxSxTYATaM1tQIbHVq1e3vU4pOG6++WaX9WbErFpky7oGDRpk2a5gmfc22MWsvz9QRjyzV69exblz59zW6z2X7JllGIZhmIKjMIhZK53uy5YtQ/fu3ZVltSBmMcsUGJ4SQFWqVMnvx/eXmH344YcxduxYZVl6PO3IbFy2bFmXOhs3boyUlBT069cPgG9itkSJEsjNzcWYMWMAAFWrVjVtX7C8eINdzJYsWdKv9RvxzLZq1UrzOdPzzMvnNdTHojAMwzBMMCPbp2vXrgUR4a+//gqwRf7DSpti6NCh+PXXX5Vl9Uwmod5OYTEbQnjyzBaEmPVFeLVq1Up329dff43XX39dWZbCs3bt2i7lOnXqZPq4nTt3BnDj9xFCoFKlSoo4MiPi1GHGubm5KFKkCGJiYrBmzRrMmjXLtH3qsGdfkMLdCsEuZtXTItmNkWzGeh9HbxET7JllGIZhGP8RFxcHAJg8eTIAYOnSpYE0x6/Y0aZgzywTMPbt24eNGzdq3silS5f2uX5viYx8EbNmxPacOXNwzz334J133sHixYuV9WXKlDF93HfeeQd79+5VBrtnZmYCuOHpM5OJWO2ZdRYxHTp0sBQe7UvyKDVmvMxqgl3MFpRn1spHwtuY6UAPD2AYhmGYcEZ+h+X/Z8+exWeffRZU00/ahR1eVBazTMB45JFH0LZtW80bWWbr9QVv4zd9EbNmpsBp2bIl/vvf/yImJgY9evRQ1p8/f970caOjo9GwYUNFDMm07aVKlQKQLyYPHDiARx991GtdasGnFj5WBKGVaX30sirrhYEbGZdrp4fYH/jbPl/mmWWxyjAMwzCBQy1ap06dikGDBmHBggUBssh/sJh1h8VsCKJ10+kJHDN4q8OX+VR9EcKzZ88GYE3QSM+nPDf5AEsvZlZWFurWrYvKlSu7rAeAP//8E3PnzlWW1Z5htYjRErNr1671GO6i/k2NXEe966Anpo14bINVzMrx4f4O1bXimb1y5Qq2bNnCYpZhGIZhgpBx48YF2gTbsUPMytkW7KwzkLCYDUG00nL7IjQl3iab9mVKIF/21ZtWxwjSK/nKK6+gZ8+eSuZh6amVD7T0bDt7uBMSEtC/f39l+ZFHHgEAvPbaawCAwYMHuxxLyzPavn17dOvWTdc+9XUz4sFesGABOnfu7CbU9Tyznrz2zz//PCZOnOjTeFt/In8Pf79oc3Jy8P777+PYsWOG9xk4cCBatWqFixcv+s8whmEYhmE8ohdOLPOmhBN2dO7L2RYkoe6ZDU53TBhx/fr1ArlJ7Bx76Y9j+CJmpeCzImal0KtSpQoWLVqkrFeL2QMHDgAAUlNT3epITEzEmjVr0KVLF7dxGc54CjPu27cv5s+f77Ze/ZsWK1YMaWlpHs+pe/fu6N69O4oVK4bMzEzExsYiPT3dkph9+eWXUbNmTTz77LMu62NiYpTxxdLOvLw8lCxZ0munh53ExMQgIyNDWY6KirI0x5o39u7dizlz5hi6x4UQICKsXbsWAJCSkmK7PQzDMAzDGENPzMohZeGEHZ37zu07IPTFLHtm/UyLFi10k9ckJCTYdhxfPLMyC1z79u09lrMiZqUA9aUnSdZhNrwW0A/blaG3Usw2adJEt45ff/1Vc35RM3Z888032Lx5s9t69TmZmXdWnpsUq3pi1pNd8vjqa6v+3ewYk20Fabv8UNkRTq/F6dOnARgb/yo/JNI2b50PzoRjMgqGYRiGCSSepshbvnx5WH17ecysOyxm/cyePXt0t5kRLt7wRcxOmDABmzZtQrt27TyWsyJmZZioek4rM6jFbI0aNVy2V6xY0W0fOUet3u8ihZ98oAcMGKB7/GLFiqFChQpe7fR0PaOjo3HTTTe5rVe/lMyINfm7SKFpxfutJ2bVL35ZzpfraAU51lqKTLlst7h29v56Q7705e9txlMc6uNSGIZhGCZYmDp1qkfH0EcffYSuXbviyy+/LECr/MOVK1fwwgsv4PLly7bXnZOTE9KCn8VsAAkWMRsTE4NWrVp5FVJEhBIlSuCBBx7Q3KaFnWK2UqVKWL16NVavXu2yXSu51Ny5c3H27FndOqVXTYokLUFsFm9i0nl6ohkzZiAxMdHNG+6LmPXUMymJiopyuVfk33r3j6xbil0rIb6+JP/q2LEjAKBevXoudZUrV850XZ6uj3r8iCekmJW/txmB6o8QaYZhGCY8yc7Oxv79+/1S9/Xr10FE+OSTT/xSf0EwatQo7Ny5U7dDWg4dk9FXocyUKVPw3nvv4aOPPvJL/f5OtOlPWMwGEDvFrC9jUqUo8jYmtUiRIrhy5Qq+//57zW1aSNEoxazzXKzPPPMMhg8f7tW+u+66Cw8//DCGDx+OxMREVK1aVbOczEgsjyvDp/XOBbghSPw9jyngeo0SEhKwevVqt3vAlzBjPTHrvD4qKsrlOsu/1fePXLbjd/GlI2Pw4ME4cuQIOnToAMC9E8IIUqjLbNS+hipPmDABUVFRyovfTHgOi1mGYRjGKNWqVUODBg2UHA12cuHCBQD5SS2Tk5ND2jPnLbrKytSJwYaZCDIrhHKoMYvZAGKnmJVjP608sLJx7y2M2NN2PYEgPWk5OTnIzMzEb7/9pmybOXMmpk2b5tW+4sWL4+uvv0bDhg01jyWEQEpKCnbt2qWs8+apludSunRpAL51Bjgzf/587N+/HytWrMDixYt1y0n77r77bgwbNgxvvvkmAM/3hHpMrNozqyfwnHvb1GJW2qEekyp/D60Q5lOnTnn0euthxUNbtGhR1KpVSzm+vL/NeEOffPJJAEDNmjUBmJvzWIt3330X2dnZyofFjECtX78+jh8/7tPxGYZhmMKBzNdhJG+HWeR39OzZs6hRo0ZIh+J68yqGg5iV94C/plIM5WFQLGYDiBkBJRviesgwSSuCQT4YUuDp1eFJzOqJMFlXdnY2oqOjbXmhaP1ulSpVQvny5ZVlb2K2bdu2GD16ND799FOf7XHmvvvuQ7169XDXXXehR48euuWkfUWLFsX06dOVccCexOyhQ4ewZcsWZVntme3YsSOefvppfP755y775eTk4Mcff8SyZct0w4ylmJXh1rJuretVtWpVj15vyR133OGybOUFLO2T11w+B4mJiYbrGDt2LM6fP6/8xnaNt5VZndVZAT2RmpqK+Ph4W47PMAzDhDeNGjUCAJf2jV2ov10bN260/RjBgi/DnYIFKTbtdIQ5E8qeWZ6aJ0TwJs6kd8guMasVGupJfBvxzAL2PYQvvPACDh48iCVLluDw4cMAXMW2t46CiIgIvPXWWy7r2rRpg8jISL+E82gd3xn5+3kKga1atapLiLUsK39TIQRmzZqFbdu2ueyXk5ODvn37KmWdPYnSDunVHTlyJC5evIjY2FiMHTvWp84HGdYbERGB3NxcS95vtQCuVq0a9u/fj+LFi+PHH380VEdERATKly+v3It23YPyNwvlDwDDMAwT/KSlpeHIkSO4+eabbavTOZoN8N9sAcGAvwRgQSLbHGaGWRlBTsUYym0Zr55ZIqpERPcR0VAiGkRErYiIPbo2YGZKD6Nhs1bm1FJntDXimZ0+fTpGjBihLOtNC6MWs3a9LJOSknD77bfrbrcinDZs2IA1a9b4YpZh9KbkcV5/yy23oH///rp1SO/k4MGDUb58eTz88MMA3Me5OoeO6Hlm5csxNjYWb775plKHvH5Wfk8Z9mM0jF0LLW9uvXr1lKmVjCCPK4W5PzIBMgzDMIzdyG9v7969ccstt9hat3qMbDiLWbsFYCCQ56A1tMmXayfbRqEsZnU9s0R0J4DRAMoB+BNAKoAYAH0A3EJE8wC8LYTglqEOevHnxYoVw7Vr15QbU+0t00JPzBIRhBC444470Lp1a9x7771e54vVq1v+rydmnc9n2LBhAKCMedWzr3Xr1qhbty7+8Y9/ALD3Zfn888/jn//8p231ST755BO/DbSX11ot7KQ4c/aIHzp0CIC+kBw/fjxatmyJ7t274/z58251SZyvW3R0tMcxs9Iuud6KZzYyMhI5OTmKmI2KikJmZqZPnlm5r7TTuZf14sWLAPQzHDuHdDuXZ25w8uRJAO7TXjEMwzDBgxDCthwfavESDt5LPUJZqEk8eWZLlSqlJPQyi9rpFIp4CjO+G8BgIcQJ9QYiigTQE0AXAMZi/Qohellchw4dik8//RT9+/fHpk2bULp0aa+D+/XGG/bo0QOLFy9Gp06dkJiYiOTkZNN2qj2zei80rbGBxYsXx9WrV3VfrlFRUS5pxO18WZrxzplh0KBBfqkXyP+9srKy3MS/9ITKRF7O0/joUbVqVQwePNhtvdoz6/wSV3tm5TWXwlNeR7lez+PuidjYWFy+fFm5X+Q1N/MBlp00arEtce5wKVu2rMe65LnIZ6hTp074/fffDdtSGJBzIIdyNkuGYZhwJzc317YEQGonSnp6ui31BiPhJGa1KF68uGUxGw6eWU9xfxO1hKyDBCHET0IIXSFLRDWIaCUR/UVEe4louGN9UyLaQES7iWgREZVy2uefRHSIiA4QUTdrpxQ86CWGadiwIS5cuIB77rkHADTnbVWj5/ns3Lkzrl27poScyka+mZBOtZjV88Zdu3bNbd2ePXuwePFiXaGitiOcw1iMIJMPqa+n88tk48aN2LFjh7Lt6NGjpuaZK1myJBYsWIBly5YBcA1nV2czltftrrvuApCfbRdwvxe0MgXqJVJ66aWXAAC33XYbAPcMyUaQIlqKK/kSV3uOjSDFtLTj3nvvxejRo/Huu+8aroNhGIZhChr1d9NOwaGu68MPP7St7mAjlL2OEk9i1orjQRLuYnYFEbm5PIioK4AFBurOAfCSEKIhgDYAhhJRQwAfAxgthLjVUc8/HPU2BPAggEYAugP4gIiMt1iDEL3QYdkgr1+/PjIyMvDMM8+4bNdq9Os13iMiIlzEp9E5Y7Xskf83btwYgHvGWOk1dCY+Ph49evTQFc/q9WZEiFGcPZFyPtJgRQpAtTiUgisrKwutW7dGlSpVlG3x8fGoV6+eqeP06dNHCRn1NDWPpH///jhy5Ag6duwIwF3MakUZnDx5EitXrnRb37VrVwghFG+fL2JWvlzr1KkDALj11ltdyrVo0cJrXfK37dSpEwCgefPmeOuttxT77KRTp0647777bK+XYRiGYeycq1xdl0zaGI6Eu5j1xVHUoEEDvPDCCyF9/T2J2dkAVhJRRbmCiB4GMAvAPd4qFkKcEUJsd/x9BcA+ANUA1AWw2lFsOYD7HX/3BvCdEOK6EOIogEMAWpk7neBC7+FxFnTFixc3NFWInhBQC5OSJUuiVKlSpnrY1J7ZSpUqQQiBxx9/3KWclmfWm33+EK/OHD16FEeOHFGWf//9d03RHSzIOU7VNsoXkZ09Y1ovPnWYsaRIkSKoVauWyzJwQ8w2bdrUbZ9y5cppJqSQ9VeoUAHAjXGYZsSsjFaQIcR33nkntm7diueff14ps3//fpd5i/WQv+3999+PlJQUpcPDyHyzixYtwr/+9S/DdpcoUQLz58/H8OHDPZbzNicewzAMw6i/m3YOBVG3N2QSyVBg/fr1ePPNNw2XD4dvrqdzsJJgU9K8eXMkJSW5zJYRauievRDiIwBvA/idiKoQ0QgA4wDcKYTYpbefFkQUD6AZgE0A9iJfuAJAfwAy40g1ACeddkt2rFPX9TQRbSWirf6YRNpOjIhZwNh0Ono9MmoxGxkZifT0dFPjPtViVj4wajutiFlfHjAjxMfHK6IJyBcuvoRb+Jtnn30WAFC9enWX9f4Qs1IIPvbYY8o6Pc+sGnndiAjr1q3DL7/8ollO696V+w4YMACfffaZKTEomTx5Ms6ePesydrh58+Yu91O9evU8Zu+WYtX5Pnauz4iY7dmzJ8aPH2/Ybnksb3PPHjt2TEm6xDAMwzBGsFPMqj2zdiWWKgjat2+PV1991XD5cMhm7EnM+iLWr169annfYMGj0hBCfAXgdeRnM34YQAchxDEzByCiEshPEjXCkfl4EIAhRLQNQEkApmImhBCzhRAthBAtKlas6H2HAGJUzErvl1YimyVLlmDlypW6N6odnk91NmP50Kvr9uTxlC9B9cvQ32I21HjmmWeQl5eHuLg4l/UyFNbOF26VKlVw6NAhfPrpp8q6atWqoXLlyl73lfZkZmaiXbt2KFeuHDZu3Ijjx4+7lNMSxs6dIwMHDlREo5kPZXR0tNtvZJaMjAyPH35/JBCT9/vTTz/tsVzt2rX9EubMMAzDhC92thHUned2hjAHG+HgmfUUKm0ljFo6A0J5rKzE09Q8uwEIAAQgFkB55HtpCYAQQjTxVjkRFUW+kP1aCDEf+TvuB9DVsb0uboQsn8INLy0AVHesC1mMitkKFSpg0aJFKFu2LDp06ODSAO/evTsA/QfRjqx2zl444MbL0ojHWF1HdHS0i1fK32HGoYiWqKtSpQpeeuklDBw40NZjqcOAk5KSkJOTg6VLl2LJkiW6+8mXnHN2w9atW7uV07q+enPoehKzDz74INauXatk47YrW6MnjHhmzSKfA5n8imEYhmHMcu7cOfz5559+DTNWi1e9GTjCgXDwzGpdezndoydBKmcdUVO6dGlcvnw5LIS+pxZjT18qdojeTwDsE0K847S+khAilYiKAHgNwEzHpp8BfENE7wCoCqAOgM2+2BBojIpZID+c8fDhw7p16T2InsTia6+9hjp16uCJJ57waKeso0GDBgDyE/gA5sSsfOGqxSx7Zo1BRPjPf/7j9+PI8dkPPPCAxyzacuyEt+gHI2JWHcauxbfffgvAfWogM5w+fRp5eXluIdx6+FPMGiU7O7vQZ/hmGIZhXOncuTN27dqFRo0auaxnMWuNcBBsWsTGxiIrK8ujZ/bPP//EihUrMGTIEJf14TC/rMSTmD0hvDw1REQeyrQH8BiA3UQk5xkZA6AOEQ11LM8H8BkACCH2EtFcAH8hPxPyUCFESN99ZsQs4Fk8WvHMvvHGG7h69aphMduxY0ckJyejWrX8ocoy/DkyMtLrzS5FiHoeWa3G/U8//cQhlkFOixYt8P3336NHjx4ey+klk9LCOdO20fvJDM4ZoI3gj8x9ZiMRrly5gnLlytluh1X++9//okOHDiGd1ZBhGCbU2bUrPzWNWnD6M8w4nMVsOHhmtShevDjS0tI8emZr166NuLg4NzEr2+vhIGY9uRFWEtEwInJRHUQURUSdiOgLALoqSQixVghBQogmQogEx7/FQogkIURdx7/RzmJYCDFJCHGLEKKeEEI/BjJE0LtB9Br7nsSs+kE0Ot+mEe+qcx1SyDrvayZhkBHPVO/evdGsWTOv5ZjA8sADD7hMe6SFpzGzamRiLufn4tixYy7jcGfMmIHatWtbMdc0sbGx2Ldvn9fMw2Zwvv9//PFHr9mWly9fbirBlL/p1asXHnrooUCbwTAME/QsXLgQ+/bt8+sx1Ik3zXhm165di6SkJN3taqHsLXFhKBPOnlkgv2Niz549ylAtZ4hIs20eTp5ZT8qjO4BcAN8S0Wki+ouIjgA4COAhANOEEJ8XgI0hi1nPrNqr6Yz6QZShid6EphkhqkZ6Zo28BORLUT4ccqxmuL5AmHyMhBnLcF45f/HYsWMB5I/XqFmzpouXfsiQITh48KC/zHWjfv36KF26tMs6T8+hN5yfpb59+ypz2+rx4IMPYsKECZaP5yvffPMN5s2b57Ju6dKlAbKGYRgmdOjTpw8aNmzo12OoBaYZD2NiYiJGjBihu70weWbDoS2qde1l+yo7OxuNGjVycUg5o9VWk22dcPhtdJWOECITwAcAPnAkcqoA4JoQIq2gjAt17AwzVt/ERYsWxfXr123NZqxnj3zhebJvyJAhGDFiBOLj43HixAm3fZnwRKsjRH0/1a1bF3PnzkXXrl0V4ZiYmKiM0Q40avEaHR1tOauj1R7OnJycAkl6peaRRx4p8GMyDMOEKtnZ2YiKisLkyZML5HhqMWvHmNnLly+ja9eubnWFs5gNhzBjLdEpPbPe2h5anfTSKWbnOOxAYShbiRAiWwhxhoWsOQrCM2s04YynJDNG7Nm8eTMOHTqkW8fw4cMhhFDEiqwzHMIXGHNo3ZP9+/d38YB26dLFcKImf6N+7nzpILLaeRMO87wxDMOEO1JcWpk/3QoZGRkuy3YIjz/++AObNm3C5s2uOVbDRcxqfcPDwfuodQ5ynbe2R0REhFsuEtmBHg5Cv+BdAYUIs2LWkzDVE7NGHtDz588jMjJSN6mLnj3OnqKWLVt6PY7zPvKhCYcXCGOOUJuOSS1mffGQevqgVK5cGWfPntXclpGR4RbuHEiEEJaScDEMw4Qz8h0fKOFnRHi88cYbSEvT9z3p1REuYrZly5bYuHGjy7pwEGxamkIOBzQSTRYZGenSRgknzyyLWT9iVsx6Qv0gmulRKV++vMftel5bK4169Zy17JktfISDmG3QoAFSU1NN1+VJzO7YsQOnTp1C8+bN3bYFWyMiNzc3IGHPDMMwwYzVISh2YUR4jBs3zm0f585JvUigYPsOWaVEiRJu68LBsaJ1DlLMGkHdQV2rVi0ACJohX75gKEaViGoSUWfH38WIyHOKUwYAMH/+fM31njywI0eOxOLFi3H06FEXL476JpaCwY4eFb2HwUpjVj4sHGZceAk1j55WmPHevXtx7tw5ZZ23c5Ih057EbFxcHG677TbNzqNAN5DU8HPLMAzjTqDzgFhp86ltDncxK2dhcG7bhrJn9vfff0eNGjWwY8cOt21m2unqdkznzp2xevVqjBo1ymcbA41XMUtEgwHMAzDLsao6gJ/8aVS48PHHH2uu9+S5euedd9CjRw/Ex8cjLi5OWa8Ws/IG9kXMNm3aFIB+YidfPDMsZgsfNWrUCLQJltDyzBKRy4vfm5h1To/vjbZt27qtC3QDSQ0/twzDMO4EuuPRiihT22xGzH7xxRf45ptvTB/Tn3jzsmq1ae3wzGZkZAQk239OTo7blDuyjW3GeaDlFEtMTAy5aDotjHhmhwJoD+AyAAghDgKo5E+jwh0rN476JpQ3sC+9TfPnz8eaNWt05xL1xTMr/w+HWHzGGD/99BMWLVqESpUC+3rYvXs3tmzZYri8kQRQ3j4Ycg5dLVG6ZMkSvPXWW8ry3Llz3coEuoGkJtjENcMwTDBg57taCIGGDRti8eLFpvYxi1HPrNY8s7NmzcLnn39u+pj+RO8ayG93ixYtAACPPfaYss0OMTty5Ej06NEDu3bt8rkuM2glh5Xnc+DAAcP1yE7qm2++GUDoDQnzhBExe10Iodw5RBQJgBWKD9gxZvauu+4CADRp0sSyHWXLlkWHDh10t1sRs//+979x9913o2fPngBYzBYmypcvr1z3QNK4cWPlY2YEIwmgfBGz3bt3x+jRo5XluLg4PPnkky5l7Gggbd++HVOmTPG5HiD/PIJNYDMMwwQaO9+L+/btw759+3DPPfcY3scOMXvt2jXNclqe2czMTFPjMgsCvc5W+e2Oi4uDEMKlE9nXMOOFCxdi3759AICUlBSf6jKLlpht1KgRAM85cX755Re8++67uvUVNjG7iojGAChGRF0A/ABgkX/NCk98yRym7lUaNmwYUlJSUK9ePcv2eJvWx4qYjY+Pxy+//KIMwA/lcQqMOUI1YZAd2YzNhBlrYYcn9PHHH8fo0aNx5coVn+uKi4tDdHS0LXUxDMOEC3aKWSv5JewIM9YbRnL9+nW39mkwillvnllJ+fLlMXv2bAC+eWYvXLiAPn36YN26dQCMz+5hF1p5NkqVKgXgRttBLjtz9913Y8SIEW7r9+/fDwAep9sMNYyI2VcAnAOwG8AzABYDeM2fRoUrstFs5aHSinX3NZzTW6+ML+KkXLlyAIAKFSpYroMJLUK1l08tZv/3v/+5lTE6Ztbos60uZ0cDae/evQCMJ/Ew0qnG898yDMPcQMuruWPHDixaZN7H4zy2s2bNmujcubPXfaw4Q9TfF73OUyGEm9ANRjGrZ7/8djsnTx08eDBq1Kjh0gnwyiuv4KWXXjJ8PHWnbkF33GuJWdluycvLw9dff41t27YZru/uu+8GVV6p1AAAIABJREFUcCOiLBzweEWIKALAXiFEfQAfFYxJ4UtiYiKWLl2qCD0zqBu/3ryqRvCnmH3ssceQlZWFJ554wnIdTGgRLmL22LFjbmX0xCwRQQihPCuBFLMSo15eI+XCYToDhmEYu9AaV9qsWTMA5oWmc/kTJ07gxIkTpvbRQstz68kzm5iYiDVr1ijL169fdxFPoSRmK1WqhNTUVLRq1cplfZEiRVy+Zf/+978BAG+//bah46k7MApazGodzznS8+GHHzZUz4IFC7BixQrl9wunYYAeFZEQIhfAASK6qYDsCWuSkpKwbds23HLLLab3Vb+g7BCzRsOM5WBxs3UPHjxYM9afCU/CJcxYCz0xW7x4cQA3RJ9R8ec8hhbQbiBZxU4xy4mgGIZhbmDn9DVWOgu9hRlrvbM9eWbVc7Kqzy8zM1N3xotAodf5+/nnnyMvLw+33367y/qIiAifhrypo7WCQcx6mtHk7NmzOHPmjNv6Pn364P3338ewYcNQpkwZ9OrVy35jA4QRRVQWwF4i+o2Ifpb//G1YOFKsWDHcdtttlvZV37AF5Zn94YcfsHr1ap+PxYQ/4eKZ1cKbmJWNA6NT2jRu3FhJ4gboJ+RwplOnTvjhhx+8ljPq5TVSjsUswzDMDeyctsyKmPXmTTMiZp3PQd2WlGL24MGDOHfuXNB5ZjMyMnD06FHNbREREZrfarVn1izBKGblMMN27dq5bYuLi0PlypV162vcuDEuXbqEatWq2WdkgDFyRcb63YpCgp2N/YLwzAJAv379fD4OUzgIZ8+sfFZiYmJcvKhSzMrebRluZva43sRsbm4uVq5ciZUrV1pqzFgtx2KWYZhwZt26dcjIyEC3bt0MlbcqZs+dO4fy5cu7tLs8CSw5hAUA6tati7///huA/WI2IiIChw8fxsKFC/Hiiy8qYrZu3booVapUwMXs0qVLER8fj/r16wPID4vesWOHZlm9NnZERIStYrag0RozGx8fj127dvmUBDac8KpmhBCrtP4VhHHhhi+N/d9++81lOo+CErMMY5Rw9sw2b94cgPtHRSZ+KlGiBDZv3oyPP/7Y8HGde5C9fSzNjKk1KkDVdb7wwgvo2LGjpboYhmFCkQ4dOqB79+6Gy1sRsykpKahUqRImTJjgst6bmJXUrl1b+dvuMOMiRYrg5ptvVjx5zp21ly9fhhAioGK2R48eaNOmDdq3b48lS5boCllAv01bpEgRn8KMjURO+RMt7RAREYFbb72Vh/I58KpmiOgKEV12/MskolwiulwQxoUbvjT2O3XqhE8//VRZtpLSnWH8STiL2aSkJIwYMQLVq1d3WS8/8llZWWjZsiVKlixp+LjOH1dvH0t/iFl1uV69emHixImW6mIYhikMWBGzJ0+eBAD897//dVnvKVeCszCLi4tT/vbmmdX6VqjHwWqFGctxsVpjggMlZqXYT09Px/r165UsvHoUhGdWPca4INATs8wNjHhmSwohSgkhSgEoBuB+AB/43bIwxI4wTPni8cWr2qFDB5/tYBg1ofpyNSJmmzVrhnfffdftuZOp7a1kI05PT1f+njlzpseyZuo3UjY9PV0zQ6M60UdhFLNCCMyePRuXLl0KtCkMwwQJQgisW7fO0jtRitbt27eDiJR3v5aYPXToEFasWOHyrbn11lsVr64dYcbOZeR3WwrWYBKzZpNt6bWL7UwAFYj2M4tZ75hSRCKfnwAYG1zAuGDHzSfrsCJmv//+e8yYMQPLly/H+fPnfbaFYZwJ1WgBM2E66udOfuStNHA2bNig/K01HZAzvnpmDxw44NIbX6ZMGTz44IMuZSIjI1G+fHmXdXYmOwkVtm7dimeeeQaDBw8OtCm2cejQIdSvX99l/kWGYYyzePFidOjQAUlJSbpl9ISmuuPwq6++AqAtZnv27IkuXbq41BUZGYmmTZsC8B5mrPWtMJIAKhg9s2az/Ou1sZ0TQFmZjsZZzAZCRHrKZszkYyTMuK/Tv35ENBmAffNIFCLsuPmkYLBS1wMPPIAhQ4YgJibGrdHKMIUVM2JWLdjbt28PABg2bJitNqnxJGZPnjyJVatupDFQi9kDBw6gfv36mDRpEt59911cvXoVALB7926XcpGRkShVqpTLugoVKvhqetBw7do1XLlyxWs5+fucO3fO3yYVGG+//TYOHDiA+fPnB9oUhglJ5Ltj165dumX0hFJGRobLshTEWsNLDhw4AMBVcEZGRirfHm9iTEuMqtepx8wCN8TsuHHj8Oeff7qUL1OmjMdj+gt/eGathBs7f38DkWuGPbPeMaKInCciygFwDEBvv1gT5tjZk8K9MgxjD754ZitXrmzbxOOnT59G1apVNbd5ErONGzfG5cuXdcseOXIEADB+/HgAwIsvvqhZT0REhJLQStKgQQOvdocKdevWRXJystfrJRs7ZhoLp0+fxsKFC/Hcc8/5ZKO/kB6OYJpig2GCidzcXI/PvJGOvby8PE2x4/x+BvIjJQDPuRLUnllZrxUxq+7EU2czBm6I2VWrVrlNISmz9hc0Zj2znhJAyfe6lSgqrbDsgoTFrHeMdDF8LIR40vFvsBBiEoA6/jYsHLHz5tNK1c0wgeCLL74wPK1BMOLcwB8zZgw++ugj3bLqj6Wdz3S1atVw4cIFzW2exKy6oaT+WBvt+IqMjHT5LaZMmWJov1AhOTnZUDnZg2+mB753794YMmSI4WMUNLJRqB4TzTBMPt68gEY8enpl1O9oyZkzZ7wbBlfPrLcwY63zkOP/L1y4gIceesgl6kTtmdU7fiAwmkVYnoPe7++cAMpZyI8dO9aQYHb+/gaLmLWrEz1cMPK1fs/gOkaFfPksWrQI999/vy1jCmUd3CvDBAuPP/44li5dGmgzLOP8XE6aNAlPPfWUobKA/SFHhw8f1lyvJWY3bdrkFioMuItZo+8d595/oPB+LK14ZlNSUgB4b2gGCtmA83RO06ZNw9q1awvKJIYJKuwQs3rPv7puGQFj1Evoa5ixzMmQlJSE7777zmV6m2AWs3LIhzdkJ6xejgfnMGPn33zixImYPXu21/oDLWa12hnq0PXCju4dSkRtAbQDUJGInOPSSgFgJWWAEydOIDU1Fbfddht69uxpS5116tTBnj17WMwyjI288cYbbnOsaqH+qPgiZnv27Ok2VYPefLNaYrZNmzZKNmVn1A0kowIrWIYu6IXqFeTxAXPX1pfxWAWBkRDFkSNHei3DMEaZMmUKmjZtamoO10DiTcwaSYan965Vv5MHDBgAwPj7wtcwY+mJ1RpmoA4z1iJQkYDe5l+XfPnll5g/fz5atWqlud05zFh9HYUQOHbsGK5fv4569epp7h/oMbPOHdJlypRBWlqarre/sOLpqkQBKIF8wVvS6d9lAP38b1roU716dbexB76yfPlyLFiwgMc+MYyNvPbaa0hMTPRaTn7UfckqLtEaj6oXTqy3XisMy1PmSkA/mYc8py5dumhu9zdCCFStWhWjR4+2td7x48fj/fffN1zeiBdTjbwPzCYsKSikfcHqOWbCj9GjR6NHjx6BNsMjzsLQn55Z9TtYHsuMmLUaZlysWDElzDg1NdWtfDB7Zo16rhs0aICvv/5aN/+FnmcWAH7//XfUqlUL9evXV9adOnUKY8eOVfYJtGfWGV+mAwxndO9QIcQqAKuI6HMhxPECtInxQOXKldGnT59Am8EwhRLZiSTH4NjdS9u9e3cMGDAA3377rct6X6bmUS/rNaBkg6VZs2ZYvnx5gXvoiAgxMTE4ffq0rfXK+RmNIhuDztd2w4YNqFq1KmrWrKm5j2zgBJuYFUIgLy9PaQjrNQ5Z5OazadMmfPXVV3jvvfdCdqqxQHP48GHdRHbBhrPI9PaONeKZ1Xu3qp87eSwrYtasZ7ZSpUpIS0sDAM1pheR7zpODJFBi1ujUcN4EpifP7M8//+xWfuDAgVixYgW6dOmCqKiooBKzstMhWKOAAoWRltj/iGgqES0mot/lP79bxjAME2RIz6xsAPjyYXv44YcBAHfddZeyTgiB7777zq2s88f0mWeewdixY3Xr9VXMyo99IBowsbGxpjNY2o08vrOYbdeuHeLj43X3CVbP7KxZsxAZGamEGeo12AP9mwcLd955J2bMmGE4vJFxJS8vD7Vr10b//v1N7VeQDXMiUuaQdn43evMC+uKZVdd9/fp1REVFGe5oIyLLYcbly5f3OCWZFMmh7Jn19h129swaEcjyuC+//DLatm2LzZs3Gz6Wv5HXqTDOAe8JI2L2awD7AdQCMAH5U/Ns8aNNDMMwQYlsUNjxcU9ISIAQAo0aNXLbtn37dpdl5wbK7NmzMXHiRN161YJFqyGlhTwnWT4Q46QiIyMD/pGWv4+ZaywbOMEmCr/66isANxKLGQlXv379eqFNLiK9U0bmI2ZuIITAm2++iZMnTwIAFi9ebHjfBQsWIDIyEvv27fOXeQCAv/76C3v27AEAfPzxxwBc3412eGbNhBmbmSImNTXVcphx2bJllfGVTzzxhFt5GYIcjGNmzSTI8oT0zB44cMDjdf7tt9/w999/K+e7ZUu+1JH3NRA4MStteuSRR9C+fXuMGjUqIHYEK0bEbHkhxCcAsoUQq4QQgwB08rNdDMMwQYscm2PHuBWtj6PMPikpiDBjaUcgxWzRokUtzQNoJ1KQmjl/mXXT07ROgUR2whgZk926dWuULFmyQOwKNryFYzPabNq0Ca+++ioeffRRAK7ewwULFnhseP/0009KHf6kUaNGuPXWW13WmRGzvkzNo76fzHZ6ZWdnm/bMSoFXsmRJpKamuk0bJu/19evXA3D9DqnHnoaDZ3bPnj2oX7++Mt+6ZNCgQcrfnTt3Rr169dze/c4dBIFKTig72ipVqoS1a9d6jBQqjBi5KvJuOkNE9xBRMwDl/GgTwzBMUCI/rnISeTvErJEJ0e0Us97skF6EcPXMmm0MGhk7LMf5zpkzx0fr7EVee3kuycnJ6NOnj1vD1vk337lzZ8EZaIG8vDy/3SPyWvN4NHNIz77WPNl9+/bF1KlTdfeV75lly5b5xzhoP8NEhIoVKyrLv/zyi8v2CxcuoEmTJjhw4AAAez2zRsPYq1SpopQ365l96623AADbtm0DALzyyisu5dq2batbn5w6SBLsY2a92bd//37lHlVPP6YlhNX1OUeuBMoz65yvg3HHiJidSESlAbwE4GUAHwMY6W0nIqpBRCuJ6C8i2ktEwx3rE4hoIxHtIKKtRNTKsZ6IaDoRHSKiXURkbxpghmEYH3nwwQcBAE2aNAFgT6NX6+Pki5j1Fmash/yAV6tWDQAQFxdn+Jh2YadnduPGjThx4oTbem+NQfn7qT3VnqhcuTKAG6F62dnZmDhxouF5Ev2FOtHM999/j4ULF+Kdd95xKRdK4q1p06bK7203MuTSeYwc4x0pOqx0Mkgxq056Z4SsrCzdubmdMTKNSblyrj6an3/+Gbt371ZEoZ1jZo2G8Q8ZMgTFixdHv379TCeAeuGFFyCEcOl4dd63VKlSyno1as9xsHpmH3roIQBAhQoVPJZzvkdkx+OUKVNQpUoVzWt2/vx5XTsuXrzo2Wg/wWLWMx7FLBFFAKgjhEgXQuwRQtwphGguhHBP/+VODoCXhBANAbQBMJSIGgL4N4AJQogEAOMcywDQA0Adx7+nAXxo7ZQYhmH8w6BBg5CVlaWE+NjhIXr77bfd1qkzqZoRs2qbjIpDGVr26quvYu7cuejVq5fhY9qFUc/s5cuX8cknn3hs2LVt21Yz+/BXX33lMfGKbNzIup1DzA4dOqS5j5zW6cUX86dk/+yzzzB27FhMnjzZy5n4l1OnTgG4cQ5yag514zSUxOyePXs0PYB2MmPGDL/WH274Imad70WzGdSHDx+O2rVre70fjLwDncdFAjdEttzXznlmjc4R2qhRI2RkZKBWrVqmw4yl/erzkMihBFq/jVrMBuuY2WnTpuHKlSuW7GvcuDHOnDmj+U7fsGGD7n7ff/+96WPZAYtZz3gUs0KIXAAPWalYCHFGCLHd8fcVAPsAVAMgAJRyFCsNQM7D0BvAlyKfjQDKEFEVK8dmGIbxB0SEokWLuoXk+oLW/LbqJB4FEWYsP5ZFixZF//79AzI1iVHP7GOPPYannnpKCQE0w5NPPuk2bsoZtbBzbtjVqVNHcx95H8jrJnvvAz0XoPQwyDA5aad6TFwoiVmJPzNH+3PMbF5eHrp06YJff/3Vb8coaGTYrKf3oZ4Ic26cm31efvvtNwBQsnXrYaRedaeivAfke9CXMbPq3yU9Pd1rXYCr0DcSZnzq1Cn8/fffiI6OVsp/8MEHAIAOHTq4XAMpZo38NsEaZhwVFYUSJUpYqlue06pVqyztX9CwmPWMkTDjdUT0PhElEtFt8p+ZgxBRPIBmADYBGAFgKhGdBPAfAP90FKsGwLlrLNmxTl3X047w5K3eXmAMwzD+wE4x2717d7d16oa6mePozWmox8yZMzFw4MCgmFfTqGf24MGDAHwTYXqNa9lYlNlVjSRrkTarRWOgGoFqnMd8Ae6elkBnkLaCL5mjL1686DFc0J9zLF++fBkrVqxA7969/XaMguLAgQN4+umnlXlMPd1Heu8h54Q6Mvz2+P+3d+/xNtT7/8Bf773XZu/NtneIhCjXkPs1RyRRKeqgQx3d0y8i1NHlVCrfzkkHXTgVpU5F5VaHOt2UciLpRKIL2bkkucudzebz+2Otz+xZs2Zmzbrvxev5eHhYa2bWzGfNmpk973l/Lhs3ejq39Y19uOPXy8MJ3XmVpofv0ddic3nq169vuw6vmVmvzQ/M56mXasY1atTAjBkzgnom1r3l+3y+oHLoasa6Nomb0lrNOJbArrRcm71iMOvOy6/ZPPD/o6ZpCh57NBaR8gDmABiulNonIv8HYIRSao6IXA1gKoBuXguslJoCYAoAtG7dOnF/cYiIHMQzmLW7AbLeqCcymO3duzduu+02z+tPJGtm9rrrrkNWVhamTp0atJy+wXS6sfNyI3zs2LGQDCVQ8nv873//g1LKU9Cky7xq1SosX77cWEeqHxDk5OTg8OHDIcFsumZm7777buN1LJnZSpUqAQg9flq1aoVly5ahb9++Ua87HL2vi4qKcOTIEezevRtVq1ZNy5vU66+/HkuXLjWOL7fgo6ioyHb4F/P3PnDgAA4fPozatWvj3nvvNdqrOtHnV7hjwUswm5OTE/Re/067du2CiKCgoAAAsH79emzcuBFdunQJWYfdeaSU8pzpL1++fFB7WnPA5bWaMRA8zI5+bR0OqGzZsp4f2jCYTT0Gs+7CZmYD7WSt/7wGslnwB7LTlVJvBSZfD0C/ngWgbeD1ZgA1TR+vEZhGRFSq6PakF110UczruvTSS0OmWQOoSIINuzEN3ZSmP+pz587Ft99+C6UUTpw4gddeew0vvfRSyHI6QHe62fES6DjtU/PDhYoVK4asy+4GUO/zRYsWoVWrVkY1wlQN46A5VU20Zmbdjq/Vq1fj7bffjn/homCuCpqIMX11RzKJfAhhPj9zcnJQvXp1DB06NGHbSyQdAG7duhVAaMc5ZtYHKpr5HD5w4IDRQY+X9ub6dwp3LHgJJl944QV89tlnIdO/+eYbADCyz1WrVkXDhg1t12E9zxYsWICMjAzPww5Zq8xGWs1YMwez5mHkzA82I2lnymA29RjMugv7l1ZEqorIVBF5P/C+kYjc7OFzAn/W9UellLnrxN8AdA687gpgbeD1PADXBXo1bg9gr1JqSwTfhYgoKTp27AilFNq0aRPzupo2bRrS+YjuVRUAzjnnHIwePTpo/nvvvYcXX3zRdn36BqCoqAjTpk1Lq2BWKygoMIaOsBOuUxYvwaz1s0opzJ8/P2j6nj17Qm6U7W7KrTdd+vdLZTA7Z84cxyFAjh8/jokTJxpVbd0y/+eeey7++Mc/QikVtm1iMiWianQyxpm1W7fTuVza6XaX5uuVEz2erJX5/GrSpIkRzHoRz2AWAC688MKQaTqI0DIzMx3HYbYGmvPnzweAkKGwnLgNieO1N2MgOJj1+XzIyMgIyczaXfedHkbY1WBJhnDnuNfAzq6TxWiDwokTJ0b1uVjp3zTVD0hLKy975V8APgRwZuD9T/C3ew2nI4CBALoGhuFZISKXAbgVwHgR+RbA3+DvuRgA3gOwDkAhgBcADPb6JYiI0lmNGjWCOoLSvdAeOHAA69evD8mclS1b1hhywUrfsIwfPx4DBw4MO/ZpaQxm9+3b5zo8im5z5nSz4yVrZ92nc+fORffu3fHUU0/Zrku3bbYbVsNpHMlU3ni4VZVduXIlhg0bZlS3tcvMWm/Mx48fjypVqmD9+vXxLajJsWPHcP311xvtlcMtm8hyJHPdidxeIumgTmct3Tz55JO2063nqnU8VDdegtmVK1di//79ntep9ejRAwDQoEGDoOk+n88xuLOeM7pdKgDk5+eH3aY1wDJnT6OtZgz4g9GjR48GHWd2mdlKlSrhwQcfDFuuZIlXZrZGjRoh0yL9u3f11Vdj4cKFuOOOOyL6XLzohyqp7lSwtPLya1ZWSs0UkfsAQClVLCJh67wppRYBcKqr08pmeQVgiIfyEBGddEaPHo1u3fzdB+hMrVPgkJ2d7diLo74B0Fm3bdu2uW63NAaz4eib11iqGesAdO/evZgyZYqRFXHqSVqPv7t//35UqVLFdl2aDmZT3WbWib651zfYdsHsoUOHgo6xuXPnAgA2bNiAs88+OyHlWrp0KV599VWsXbsWX3zxRdA86038qlWrsGnTJuOciYZSKug30ttI5A1jInthTjYdEHn5Ttdee63tdOtnN27cCKCkXbObcMHs5s2b0axZMzRv3tx2vp19+/Zh3Lhxjr3dZmRkOJ7X1vPIvFzlypU992KsxaOasX5vrWbsdN1PVRbWTrhg1uv11ZpdB9z/7olIyPVm5syZKRuWByj5DifT9SOevDw2PigileDv9Am6CnBCS0VEdIpp27Ytzj77bJx22mnYsGEDmjdvjvfee8922bJly4YNZr3elKRjMKtvYuKRmb3zzjsxatQovPPOO7bL6bFZK1asCMA+M2u96dLBYqoyGlu2uLfQ0eNc6qDcLpi1th/U3zGRnUXp8V3tHuLMmjUr6H2/fv1w8cUXR7wN8w29zvAfPHgQ999/v/Edx4wZE/F6o9m+1rlzZ5slSz99HroF/3oZpzazR44cQZMmTYz3+mbdy7mjs5VO57t+oLdixYqw69L++te/YsyYMfjPf/4TMk9fK52CKGugab4+Va1aFYD/Ou/Eeh2JRzVjwP/A7umnnw5av9NvZtdJV6o4VV/X+9Iru+/k8/kcs+VesujJpo8FZmbtebmLGQl/e9Y6IrIYwOkAEtfVHxHRKSgvLw/r1q3D//t//w+TJ08GAHz77be2y2ZnZzs+odc3UF57qkzHDiXCBbORZmYB56qSOkuuM7d227RO27VrFwBvWZREuOyyy1zn6++clZWFgwcP2n4n3XurptvTJbLqtB7ypFmzZiHzvFQ99sL8MOLgwYMoX7687YOhjRs3olatWnHZppndsamz/unKKVAFSq5DTu23jxw5EtRWNCMjAydOnPB0nIXLzEbTrlo/6LET7lppfdBj3n758uWxa9cubNy4ES1b2o9uaS1vtL0ZO7VtNwezTrV+SlMw+/zzz9tOX7lyZUTt952C2S5duqCwsBDff/+9MV1ESmW1/9NPPx1A6HWZ/MIGs0qp5SLSGUAD+KsNr1FKlb5fmojoJGDXvseqbNmyjjd7+g+x10CqNFWFvf/++/G3v/3Ncf7evXuDghqnmw4vNyP6xjNcdkcHP7qal91+PXbsGCpWrGhkgvT/qRry5pdffnGdr4PZH374AeXLl0f37t0BAM8++yxq1aqFnj17huxD/Z0S+fBDH/t2weUnn3wSl22Y20/+/PPPjlmeRI01axfMpnvVQS81IZzGVj1y5EhQNVB9fnkJZvWxaFdbAoiuLbLbdTNcLRbrZ83nf1ZWFipWrGg86LKut7i42FNm1ql85uk///yz7TLm48xp38ybN892emnw8ssv49xzz0WVKlVCmnq4cQpmFy9eHNLplVMw69RHRbI88sgjqF27Nq666qqUlqO08tKbcTaAYQDGAHgEwJDANCIiijMvT16d2syWK1cuKdVBE6VevXq20/V3+fOf/4wOHTqEHZrHS1UsnQWxy97k5OQYHT7p4MctmC0uLka1atWM9/oGKVW/QbhAzJqF/uijjwD4M6L6JtEafHgZSzRWbr/J559/HpdtmIPZsWPHxmWdkbA7NtO96qCXY8JrMKt5eWiiP+dUqyKa/er2GXOZPvnkE/zzn/8M6rhPXxveeecdPPTQQ0HHsQ5M7b7r+vXrsXTpUtfMrFs1Y7uxpO2Yl3EKigsLC43Xeqiq0uKGG25Au3btIv6c3T7Pysqy7b1ZRIKOgQceeAALFiwwHualSk5ODgYPHszejB142SuvAmgMYCKASYHXryWyUEREpyovT4CdejPOz8+PODNbmjhlPvR3Wr58edB0p2AxkmBWL2veX+XLl8eIESMAeM/MtmzZEs899xyAkgxIIoaP8SLcb+/UFs3n8xnHlTXbpbNvkbQ/jJTeX4k8ds3f65prrgHgH37IqSzxZpeF/fLLL7FkyZKEbC+RIqnV4RTMFhUV2QYbbuvesWMH5s6da/xGTsez1wcvkyZNMl67ZZnN16euXbti8ODB+PTTTzFz5kwAwMcff4xOnTqhV69eGDNmjNGZFVDSWZb5u3bu3Blr1qxBjRo10LZtW+P71K5dG0BJO32gJJC2u+bl5ubajleu6W2aq3Q79bnw4YcfGq8LCwsjGiqptLI7vvQYyVbWa092djYuvPDCUtUxFoXyEsw2UUrdrJT6NPDvVvgDWiIiijPrWIN2srOzg27kDjaaAAAgAElEQVR0tDp16rgGs156CE0lu+EiAOfOh2IJZvVn9Q2k+cY3IyPDqJqmgx/93ikz6/P50LVrV0/lS7Roq8iax9BcuXKl7TJ/+ctfjGFL4k3/FpHst0i/qzkzqwMEu8DpmWeeiWi9XlmPzaysLOzYsQPnn39+QraXSJHse7cOoOyqgTq1sQWAXr164corrzQ6Z4slMztx4kQMGTIEjz/+uFEeJ3bZ4szMTJx22mkA/Fm8RYsWGfPMHbHpa5s5iHrmmWeMduJAybXlrbfewmeffWasFygJpK0PWfRDAnPNBWsPzPqc3rp1KwYMGIBRo0Y51kowD0WUn58fVOMk2ZRScanubxe42gW4eptmTn+TqHTxEswuD/RgDAAQkXYAvk5ckYiITl1eMrPWP8SjRo3C3//+d5QpU8Y2u6VvZkr70+VwmVkvwWxhYaGncSXHjRsHETGCVXNbtoyMDGNfLV68GED4asZZWVkhv0uqglm3TmzcZGZmGp0RuVVn09WS481LMGvt4TvSfWw+NvT27ILZiRMnRrRer6zBiNNNdTow73vdQY0Ttw6g7IINt3NYV4XV56z1eN+5cydEJCjjauf99983xg3V5bP24m3mdH1yOlfM39mumrH1eqwDqapVq4b0cK2DKvPx8+KLL+Kxxx4LWm7y5Mm44IILgqbpzpKOHz+OgoICjB07tlT22Otk3LhxeOKJJ6L+vN055vW8K+1/M8nPS2/GrQB8ISK6R4mzAKwRkVXwDw/bNGGlIyI6xXipYmm9qbrpppvQoEEDLFy40LixM6+nZs2aOHz4MJ588klceeWV8S1wHDk9BXdqS2l9X1RUhHr16nlqV/TSSy8BKOnYyLyuzMxMI1ukO1MKV83Y5/OF/C7p1m45MzMTIoLc3FxPnfrEm5dqxtab8KNHj3oeXmr//v148cUXjfdbt24FEJ9O0A4cOIDNmzcHZbbMlFJ44oknQo7NsmXLenr4UhqZazO4tXH1+XyO1YwPHz6M7OxszJ49G337lgyUUVRUhKNHjwYFE2+99RY2bdpkBH36Wmc9z3T13nfffde1/ObjRo9rbM7mnnHGGcYx4vYdna435oyxvraZt2m93unj3qmNJ1Cyz5VSuPXWW0OWs8tyX3311UZV6HR8eHLXXXfF9Hm7hyVerxnMzKYHL5nZSwCcDaBz4N/ZgWmXA7gicUUjIjr1mJ/mP/TQQ7Y3UNabb32DkpWVZZvFzMnJwbp169C7d29j2k033WTbVjCVwmVmrcGr9SZW77tI2lzatZk1VzPWwlUzzsrKCgm0nIa/iMTGjRtx6623RtXx0rBhw4Le9+rVy3V5vf9zcnI8dSgTb/r3nT9/vuMy1g7S3KqjWrVp0wbvv/++8X769OlB241FgwYN0LBhQ8f9tmTJEtx7770YNWpU0PR07vzJGszOnTvXdjixihUrumZms7Oz0adPn5AMa4cOHYICwj59+mD48OFha2h4fThhvt7YVWe11pJxuj45Bbnmtrzmz+rrhDXrp68tTr3vAiXHqlMPznaZxFdeecV4nY7BbKzsglmvxwgzs+khbDCrlNoIYB+AfACV9D+l1MbAPCIiipPevXvjhhtuwJYtW/DII4+4drij/0jrm6msrCxs27YNc+bMCepoxu4mbOrUqfjhhx/iXPrYxNpmNpoAzC4AjjSY1ZlZ683v3LlzIy6P1W233YYXX3wRCxYsiPiz1t997ty5ru2m9XGUnZ2d0sysmYgYN541a9Y0qsxrepghL9asWRP0XneaYw4omzRpEvS/V7qjnC1bthhtOc28HAuJGg4oUazBbK9evdC0aWhlvUqVKnmqZpyXl4fff//dOI+WL1+OoUOH4oEHHsCNN95ofCbcQy2vPb6Gy7pZz+d4ZGYB4OKLLwaAkH4P7r//fgDeMrNO1zq74Cs7Ozvo3A4nOzs75DxLZ06/c6tWrYzXTmP/MjObHrwMzTMGwEoAzwAYH/g3LsHlIiI6JeXk5ODll1/GGWecASD4pnru3LlYvXq18X727Nlo0qSJMVZmVlYWtmzZgr59++Krr74yljMHNbNmzQrblixVnDIfEyZMwODBg0NuWu2qGUdKV380r8vcZlbT7+0CDt0BVCLoQC6a7KHP5zPGjTzvvPMAAH/9618dly8twawOuK3Z6Ntuuy3kZtxrZtN6bJQtW9Z2iKdOnTqhZs2aaN26dWSFD2jfvr3t2LXWNpCaORD673//G9U2U8WpmvE777xjVOMHgGrVqtkGs0qpkKF5CgoKgtrf7tu3D4899hj+9a9/GdPCBbNea2aYz1lzR0ya18xsuDG/geCg6JVXXsF3330Xsv4HH3wQSinboNmamXV6OOCUSdTZYC/B7O7du7Ft27awy6ULpyysrloOOPcDwMxsevDy+OpqAHWUUl2UUhcG/nUN+ykiIoqLSZMmYerUqejVq1dQm7zLLrsMq1atsm2PZb4ZMd8c9e3bF0OGDElCqSPn9BR84sSJeO6558LexEZTFVffFDr1ZqzpfeiUmU3UE3y7ITkmTZrkaYiccuXKoUuXLgCAkSNHAnDfR5FUM453e+DDhw+H9MRtzbpmZWWFVBkMF8xu3LgRBQUFIVWXy5YtawTs5n2ydOlS+Hy+qL+f7mxHKyoqwuDBg7Fp0ybb5c2BkP6t0oVTMHv55ZfjxhtvxAMPPADAXwV79+7dQQ/igJLsojXAMleHd3p4ZGb9rbw+4DBfL//2t7+FzPeamfUyJq55W7m5uWjcOLJBQWLJzAKRBbM5OTmOQ9ekuxEjRqBt27YA/Pvq2muvRUZGhmONFWZm04OXYPY7AAVhlyIiooQYMmQIbrrpprDLmf/wmjNricoaxlu4GwdrIBlpMGs37JG+WXbqAErTQYe5DPv378fWrVuhlDL2sXmcRgDo378/vvvuO9dyubELoocOHYoWLVo4fqZdu3YAgLvvvht5eXlQSuGGG24AAIwZMybstsyZWafxKKPtMdnO1q1bkZubiyeffBJASTBiHXLFrip3uMBlzpw52Lt3Lx599NGg6ebvaP7tly9fjszMzJjb0erjavbs2XjuuedC2i9r8eh8KlXM55vdNeaRRx7BwYMHjSrYV199tTFv1qxZxm9pDZz+/ve/G6+9BLPW916DWfP1xq4XeWu5Is3MOm0rGnrbW7duhYg4ZhLt2tsCkQWzJ7MJEyZg6dKlxvt//etfju2PAWZm04WXYPbvAL4RkQ9FZJ7+l+iCERFRZE72YNYq0ptYr50F2WVm7YLZ9u3bG+Mw6rJ379496AZ8xowZuPnmmz1t10wphcLCwpDMrJcqlJmZmejWrZtt8G4dC9f6OcB/w6szP9YOlzSnsT2joduY6t9TVwm2biMrKysk+Av3AEP/jrrXas38Hc3ByJgxY2LKzFrLpTsBcjo2rcFaOrWbDdebcUZGBnJzc43xUs2/waxZs4zX1gDLHER62R/xyMz6fL6QY8t63YwlM2s9/iKlry/jx48HAAwfPtx2uXhkZk8lPp/PNQvNzGx68BLMvgJgLIDHUdJmdnwiC0VERJEz/+G1ZhrTQaRZqkgzs+aMTzjmm8JZs2bZBrPmDrTcHhjYBZXhTJ06FfXq1cOXX34JoOS7emkXfPToUcebsMsuu8x43bJly6B9ro+TnJwc42GIU1Dnls2IlDVALy4uxokTJ2wzs1ZeAxfrg4zs7GxjX5r3wS233BKXzKwOlIcOHeq6nA7W9EOGaNp9p4rXoXl0e9fNmzcb08z73Bpgmed5eXjjJZi1Ox/Mx5OIhASC1uMtlsxsrMMv6W3oWhdOnIJZ/VDKa+dYJ5vnn38+7FBNuvqxmbXZAJVOXo7qQ0qpZ5RSnyqlFup/CS8ZERFFxOmpe7oM/7Fz586IlveakXn77bdx22234Z577gm6oXZy9OhRZGZm4umnnwYAdOvWzTaYNbPeLJuHQYomM647A9qyZQuAkiDHS8dM1vE5zcxB3bJly4K+jy6nuQqudR/rYT7iOXSP3XcaPXp00DA6gH1AEu7Y3rVrFwCEjHPq1C74jDPOiEtm9tChQ9i1a1fYcZ11kKH/j2SooVQzB7MrV650XK5u3brG648++ghDhw4Neligx3K2Yz0G7EQbzFqnWR8kWAP0SHszNnMaZ9crEUFWVlbYhx1O572uRp2uYxrH6rbbbkPPnj1dl/n4449Dpp1zzjmJKhLFkZdg9nMR+buIdBCRlvpfwktGREQRsWv3BaTPDUykPchas2dOmdmOHTvi+eefh4gYvUS70TeMw4YNg1IKBQUFQcHsb7/9hp9++inoM9aA1dyJzapVq7B06VLXAKm4uBg///yz8V7fkOsslQ687G64rI4dO+Z4U3vVVVc5fk5nCc2Bnnkfiwhq1KgRVJ54sAtmx44diwkTJgRNiyYzO3r0aADBbXw7dOgQ9B3176KHI/H5fI6Z2e3bt3s6n+69915UrlzZtmdjALjiiiswadIkY3+efvrpqFu3blSdmKWK17KaA90ePXpg0qRJQedCrFXWreeVXcAXLjNrJzMzE2vWrEGnTp1cl3fLSuvrTTweUvh8vrDrcTrv77rrLlSqVAndu3ePuRwnq7y8PJx55pkAYIzBfvbZZ6eySOSRl2C2BYD2AP4GDs1DRFRqOQWz8eysJ5F02zqvrFlWa4/Emrmab0ZGRth2Y3bBlTmYrV69elCv0kDoja55m9u2bUP79u1x/vnnO27zxhtvRN26dY0Mjr4h1+vRgdf//vc/17ID7pnZ2rVrO35O9+hpzczefvvtAPzBrrU88WC3v+0CJR2QNGvWzHW5cE6cOBHUZvb48eMYMmSIEVRlZmaGBEjnnnsunnjiCVStWhUNGzYMu41XX30VAPDNN9/Yzp8xYwaGDBliHItXXnkl1q5d6xj8lkZe971dm0TzNSnWXpy9ZGbNPWPrdtRegtn69eujXr16xns7bplZfb5UqFDBdVteZGVlhT3vnM77li1bYufOnUYbf7Knz8c33ngDX331lfGwiUq3sMGsaTieCzk0DxFR6WUNZnVWL12C2UjpYPb48eO49957g6ormm9UrTfT4dqwhgtm7VgzP3Y38Oaxf62mTZsGoCRI1Dfk+gZaT3car9TMrc2snTvvvNO4YQdCM7M5OTlo3rw5pk2bZnyveFaH9Tqmrf5OzZs3N6b95z//8bydmjVr4swzz8SwYcNC2gVnZWUZv7E1M7t//36sXr0a99xzDwDgt99+w969e7F3714cPnzYqApux+k317+r3u/pOBRKJA8SrrvuuqD35h6+w1X/DCfSDqD0+W8NTps2bRr0Xs+3G/rMzC2Y7datGx588EE8++yzrmXywufzhQ1mnXozJm9ef/11XHPNNWjcuDHatGmT6uKQR2GDWRGpKiJTReT9wPtGIhJ514xERJRQ1htinWmLtb1WabVr1y7Mnj0bH3zwAcaOHYtbb73VmGe+8bTebIYLZu06NwoXzFpvdO2CEy9V1vbs2YNhw4YZvZ/qG/Nt27ZBRDB58mRjWWtV2HXr1uGLL75wzczaeeqpp4KqTefk5GD79u3YunUrjh8/Dp/Ph2+++QbXXnut8b0SnZm1o/ex+fecOnWq5+1s2rQJmzdvxjXXXIOcnBxs2LABixYtQnFxcVBgY83M2pWvoKAABQUF6NWrl1E1MRI6QBo3bhymT5+OCy64IOJ1pFokwaw14DR3rOMWDOrqnm689mq+YcMGLFu2zKhqa33g06RJk6D3+lzXx100vRmXLVsWjz76KKpUqeLyDbwpX7582F6ROZRMbNq1a4fp06enzQgA5OelmvG/AHwIQF+tfwJg3yc4ERGljPWp/MkezC5evBj9+vXD3XffHTIv3r0LR5qZtRvSxsvNf7169TBx4kSjF2MdSK1ZswYA8M477xjLWjPuderUQceOHV3bzALA9OnT8cYbbzjO1/unWrVqIYGenvfZZ5+F/S41atQIqhLsJNLMbI8ePYKmn3baaREH1zk5Odi5cyc6deqEQ4cOBX1Ha2bWLdPnpQ2zHV1rIicnB9dcc01ajjerh1TyYvr06VFtI5LejA8ePIibb77ZMVNeq1YttGzZEi+//DK++eabkGYNumZLxYoVAZT0NRBLZjaeQdEZZ5wRdn8wmKVTkeMZKCL6DKyslJoJ4AQAKKWKAcTWzR8REcWd9UZG35TFOsxIabd69eqQaT6fD5999pkxLqOZUzDr1gGVDja8Zmbtqqh5Ddrs2AVrTh3nhKtmfM0116B///6O883V1YuLi4O+m84wrV27NmyZN2/e7NrLrea2Xx5++GHjtS7HpZdeGrTMnj17MHbsWNvP5+XlGQ8WzGW2tpt2y8zG0imTPgdPNkePHjWC/NzcXFxyySUJ2Y5Tp2kDBgwA4K92r5eZNm0aXnrpJYwZM8Z1nbravJU+JnS7ct3Otnz58gCcg1a3zGw8g1kv7akZzNKpyC0zqxt6HBSRSgAUAIhIewB7HT9FREQp4ZSZPRX5fD507twZI0eODJnnFMwWFBTgiiuuwLx580LmRZqZFREopYKyxrE8VLBr9+wWzMZyU2vdP+bMZJkyZXDZZZeFHWdW94zshTmYzcjIMNqmAiWBBFCyjytUqBASAOsheMzefPNN7N+/H9deey2UUkFDxFirgUebmQ0nncaNjcS2bdsAAI0bN8b+/fvDDqEzePDgiNavA0unc6Znz55QSqFWrVpGMGv3AEf3UO2Fvn5ajw2dwXWq4ZLMzGw4DGbpVOQWzOo6LyMBzANQR0QWA3gVgPso4ERElHTWYLZcuXLo2bMn5syZk6ISRe6///0vpkyZEvN63KpAOgWzhw4dwrx583DFFVeEzNM3rE5BmtNNqzkD6CWYrVy5su10u8DVqWOvcNWMw7HuH2vWMz8/P+xwKlu3bvW8PXNgWr58eTz88MPG/jYf0+Z97KWjGx1A2WV+wwWz5oxgvILZ/Pz8qNdT2lSqVAkffvgh3n//fU/jrI4ePRrdunXDv//974h6g3Y6V/Xxbc6i2x0T4XouN9Of1+e4ro2hp69YscL2c069yAPJD2bdssREJyu3K9DpIjISQBcAbwN4AsD7AF4A0C3xRSMiokhYb+Z8Ph/effdd/PGPf0xRiSLXqVOnoI6cEiGaNrM66/PQQw/Zzne6aTUHTeGymQCwc+dO2+nmoUU0p+qvSqm4BrNW+fn5tuUxi6QNqDnYzM3NRXZ2tlGN1HxMu1WdtnvIoIMsu56XrQGItZqx+cFDLNWMzes5mTqVyc3NRffu3VGzZk1Py1epUgXz589H7969PT3U6devH9q0aeNYzVgfF+Zg1q7WRCT7XAe++vfWx/B5550HAPj9999tP+c2pFiyqxkTnYrcgtlMAOUB5AEoB8AXmJYbmEZERKWINYA5GW6erQF6nz59ULZsWU9D1DiJJpjVQemGDRts55urw5pFkhlyYxc8ug25FMnQPFZumSagJJiNpCqxG3Mwq8e0tQ6LArh3ZGZXnVRXPbbr7MraQVc8MrM33XST63xmzfwKCwsBAPXr18eCBQscl/P5fI6/ub7WmauE2wXJkVwD9bXGmsnX1wu7Tt3CiedvHkmVaaJTiVswu0Up9ahS6hG7f0krIREReWKXmU1XOitiDTwbNGiAI0eOhAyjEQmnYNYtOAsXADuVxxrMLl68OEzp7NndqOvA78CBAyFtRmMZbzLcmKf5+fk4duxYTB1amR05cgQVKlTA4cOH8eCDDwIIbqPct29fAMAf/vCHoM+Zhyk6/fTTHddvN3yPWzBrzcx6HVM33PArPp8Pr7/+umsAdyo566yzcOGFFzrOz8zMDBvMmjOzdg8dfD4f+vfvj2uvvTZsefS5aj2u9e86bNiwsOuw2368cAxZInte2swSEVEasN7seL0JL410YGntDVYHHYmoRutWDbhcuXKoU6eO43ynXmutwWw82y/v2LED7du3R15eXkhb21j2j+7cx4lu++lW1djLkCrakSNHkJ2djezsbOMhhv6djx8/junTp2PDhg0hv9ugQYPwj3/8A0BoIGNus2uXMbUGs+YMsLUDKKeq31Zu1U31egcMGOAawJ0KdIDnVJtBy8zMdKzaa1fN2O7hSmZmJt544w1MmzYtbLn0OvV1QB+DZ511FjZs2IDRo0c7frZp06ZB7/XDmHgGs+axoImohFswe1HSSkFERDGzVmlL52BWs/bIrG8SY6lG65R5XLVqlevnevfuHTLtvvvuc83oWqsCn3POOSHLxFJdd+nSpbbTYwlmdSbUSaTBbLjvp4NZM3MwW6ZMGdSqVcv2syNGjAAQGsz++OOPrtt0C2ZzcnKChkLy2gt1dnY2lFJRPSw5lejj66OPPop6HXofm4NZu56jvT6IAErGLx4+fDgA4NxzzzXm1apVy7WjK+vxqwNjL51jeZVOfR8QJZPjWaaU2p3MghARUWx0dlC3rUrnYFZX7bNmPPXNoVOw5iUTYs1gX3DBBQDgGDBpdm1Jw7WJ++CDD4Le//LLLyHLOGUx3drEhhNLMFuuXDm88sorxntrJtFLMBtJm1O3YDZchjczMxMZGRkh2wiX9bM+JDEHs3l5eUH73msw+8ILLwBwfliyezdvqwDgT3/6EwCgffv2rsstXLjQcZ7XzGy4XrfNatWqBaUURo0ahbfffhuPP/64589aqzHr8jl1YBUNc3A9b968hHeUR5Qu4vfIiIiIUuqMM87AihUrjDaC6RzMLl68GJMnTw4JSsJVM87KysKvv/6KdevWOa7bGsw2aNAAAwYMCFsFOJpgdty4cUHvdbVYM6cb3lg6fIl1vMkWLVoYr2fOnBk0L9Jg1pzltDNjxoyQKpTmzGw4ZcqUwdGjR7FmzRojCxyuB2JrtWxzMFuhQgUcOHDACKS9BiRr1qwBEL7N8amuQ4cOAEqy6k7cOiLTD7nCBbPRuvLKKyM6h4YOHRp0nOtrzK+//hq3MmVkZOCBBx7AggULcMUVV6Br165xWzdROktYMCsiNUXkUxH5QUS+F5E7A9NniMiKwL8NIrLC9Jn7RKRQRNaISI9ElY2I6GTVrFkzYwiHcEFEaVa3bl0MGjQopDqozsw63ehmZWWhevXqOPvssx3Xbc0CZmdn4/XXX0erVq1cy2S3zXDVCGvXrh303q5dZTyzN1qsncXo4UiA0MAv3sGsnb/85S/o0KGDMUSPmzJlymDevHlo2LChEXiHywaHy8wqpYzOh7xmZjt27AiAwWw4VatWhVIKl19+uety5kykdvDgQXz55ZfGmKuJCmYjJSJB15WzzjoLgL9dezyNGTPGqCmhH/Tp69Jjjz0W120RpYtEZmaLAdyllGoEoD2AISLSSCn1J6VUc6VUcwBzALwFACLSCEB/AI0BXALgWRFhP/ZERBHSGb10DmY1axVXnbFzylp6aUurgzHNa7s2u7aQ4TKz5gD4vPPOM6o0m1mD2bp16+LNN98EANdOp9zEmpnVGjRoEDItGcHsWWedhS+++CIkkLazb98+Iyu6cuVKACWZWaegPisrC6NGjQp6r1WoUAEAsH//fgDeHzbcd999AOK37091uu0qAKxYsQIffvghcnNz0a5dO2O6HkZJKRUUzKZ6GBtds8EuII8XfW05ePAglFK4//77E7YtotIsYcGsUmqLUmp54PV+AD8CqK7ni7/LwqsB6AHgegN4UylVpJRaD6AQQNtElY+I6GR1MgWz/fv3x/z581G/fn0AJYFnLMGsDlY0r/spmmrGundewF9mHSBpS5YsMQJX7Y477jDaFeoxOc3cqlBr8QiolFJYvXp1yPR4B7O1a9fGwIEDoyxlMP3AQQezbu0uR44caby2ZmaBkjbLXjOz+tj8/vvvg6Y3atQIANC6dWtP6yG/7777znjdtGlTdO/ePWQZc9tqczDr5SFIIrVr1w6LFi0yHnAkgvnaQnQqS0qbWRGpDaAFAHO3i50AbFNKrQ28rw5gk2n+rzAFv6Z1DRKRr0Xk63hX3yAiOhnoqrnhqlqmg4yMDHTr1s2onqsDBqcOfiLJzOqsnTXAdBJNMGtmF8yef/75IR25WANRc8ZFKeVahVpL5BjDOth79dVXHZcxd9zkVP1z27ZtEBFs2LAhov1oZc5eFxUVQSllDC/kFtSbqwN7ycyGq7rttM/LlCmDAwcOYMmSJa6fp2DmhwhOgZs+bvbs2RN0nFkfWCWLPpePHTuGjh07xnRch5Pq7DNRaZHwYFZEysNfnXi4UsrcNeMAlGRlPVNKTVFKtVZKtXYbJJ2I6FRVqVIljBo1Cu+++26qixI3OkCPRzXjHj16YNKkSXj++ecB2A/pYSeaNrNmFSpU8BQ4W4OmMWPGeN6Gptt7JoL+Db799lvHZbxkZnXVYCC24NsczP7000/IyMgwxpbdvHmz4+ecglk9XbdB1EHV559/HtQu0drGukmTJrbb8fl8KFeuXEIfMJyMvASC+mFF5cqV8fXXXxvTYxm6KxZ6u+E6IIsHffy5jX9LdCpI6JVVRLLgD2SnK6XeMk33AfgjAPNfgs0Aapre1whMIyKiCIgIxo4dm+pixJUOMMJVMw43lAvg3z9Dhgwxgn2vAWkiMrN2dFZRi2asyurVQyo2xVWLFi1cO9zxEsyal4ml8x5z8G+umgrYt/nVzAGPuUMo3XnPokWLgsrZqFEjtGnTBp988gkWLFhgfD4/Px9z5841qrb+4Q9/wKJFi9ChQwcsWbIkodm5k5mXarTmTpfWrl1rvPb5fGjdujVq1qxp97GE0Q8svFZNj1UsY1QTnSwSFswG2sROBfCjUmqCZXY3AKuVUuY+y+cBeF1EJgA4E0A9AF8lqnxERJQ+9M1huGDWrR2nVfv27dG+ffugjoDcRBvMfvrpp9i1axc+//xzbN68GWvXrkW9evUcl4+0Omp+fn7I9zYPrZMIjRo1ci3n66+/brx2Cma3b99uvHlwMO4AABXaSURBVI6lCu4777xjvLY+LNCBaTgNGzY0XtetWxfVqlVDp06dAJQce/q3tj5cGD58ODp37my8/+STT3Ds2DGjKjzbNkbHS0DoVPXb5/OlpFo3f2ui5EtkNeOOAAYC6GoaiueywLz+sFQxVkp9D2AmgB8AfABgiFIq/uMVEBFR2tFZVD12rh5n0mrPnj2e11m5cmUsWbIEbdq08bR8tMFsly5d0KdPH6M6c7du3fDBBx8EVYu0lstq8ODB6NOnj+3ykQTw8ZKbm4t169YZnSRZTZhQ8gzbKZjdtWuX8dpLRt2LnTt3Br33Wt3U2sN17dq1jfLpoEpn3QYPHgzAPwwWEJodK1OmTNCx8uWXX3otPpncfPPNYZexDrOlpapKtw5mGdQSJU/Cznal1CIAtmezUuoGh+mPAeBAWUREFKRjx45YvHixEVjYjdcKJLbaXaxtZufMmQMA+OWXX3DppZcGzWvcuDFuueUWjBgxwna8yH/+858RljaxXnjhBQD+IDDcPncKZs1tlWOpFl2nTh38/PPPAEoedgD+gCKaKtqAv9rxr7/6K4/pasb6wcVVV10FpRQ2b96MxYsXh3TgRfHRsGFDrFixAmeeeabjMqUtmB04cCCeeuop9OzZMyXbJzoVJaU3YyIioljo6oRffeVvfRJtkBKLaMaZNXPKYgLAM888g+HDh0MphWrVqoVdl67CWlBQEFTl+tZbb8X69es9lykZnIJZcyc5sQTrdg8ZgNg6AapUqVJQZjYjIyMk21a9enWsWrUKNWrUsF0Hey+OXbNmzeDW2adbNeNUaNmyJZRSqFu3bkq2T3QqYjBLRESl3j/+8Q8AJVU8AWD8+PG4/fbbk1YGc++3WiTBrA6OrrrqqpB5kd58L1q0CCNHjsTu3bvRrVs3Y3qLFi1Qu3btiNYVjaefftp1/rnnnmu89hLMVq1aNeqyOD3Y8DI01eTJkzFlypSQ6eZg9vjx41EFR6ke6/RUUNoys0SUfAxmiYio1NMZj4svvtiYNnLkSPz5z39OWhnsgqZIMsTlypVDy5YtHYO7SDRr1gzjx4+HiARVS07WTXy/fv2Mctjp37+/8dpLMBtL4BfLZwcNGmRbTbhSpUo4dOgQjhw5guLi4qh6JE5F7YFTTWnLzBJR8vFKS0REacupI6hkiTTIyc3NDer4KB7MwVyyxtesVq0aypUrh65du+Lbb78NGdfW3Pu0WzDr8/mglIpp+JoXX3wx6s860UP17Nq1K+rMLIPZxLOrLQEAW7duTXJJiChVeKUlIqK0lepgNtJeeMuVK4fff/89rmUwZ6eSmZE6ePAgnnzySTRv3hzXX3990Lxjx44hKysLJ06cwIwZM2w/r5eJlVsHQdHSx9Xu3btjzsxWqFAhrmWjEk4dh0XSqzkRpTcGs0RElLYKCgqM18uXL8eaNWuSuv1JkyZFtHxubm7cg1lzu8FUVa9cuHBh0PvNmzcb1YgLCwttPxOvYDYrKwsXXHABxo4da0wbNGhQTO1wdcbvo48+wvbt22PKzDJDmzjWzr+GDRuWopIQUarwCktERGnLHAy1aNEC9evXT8p2dTZ05MiREX2uXLly2L17d8j0Dh06RF0W8z5IVjXjcF577bWwyxw9ejRu5V24cCFGjRplvJ88eXJMVU3173v33XdjxowZMWVmGcwmjrWa8eWXXw4guD02EZ3ceIUlIqK0ZR0uJVnOOussAP5xViORm5sbMi7rlClTYgrqzPsgmZnZHj16GK/N1a0//PBD43WfPn2CejY2i1dm1mzWrFl49dVXY15PmTJlgt5Hs1/178JgNnHMVexHjBhhBLe6zTYRnfzY3RsREaW1ypUro1evXknd5rRp0/Doo4+iS5cuEX3ObqzaeAagyczM1qxZ03itx1rdt28fLrnkEgBAz549UVBQgL1799p+PhHBbN++feOyHmtV8Fg6qGIwmzjmBzkTJkzAsmXLAAC//fZbqopEREnGYJaIiNLa9u3bk7atiRMn4rHHHkObNm3w7rvvRvx5axs/ID7BbN26dVFYWJjUzKw5K7Zy5Uo8/fTTQYHbaaedhvz8fMfOeBIRzMaLtVzR7FedgY8lEKbwbrnlFrRt2xZAye/EasZEpw4Gs0RElNaSWdX4jjvuwB133BH15+0ys/EIdnQnUE7jbiaCdVvDhw8Peq+D2UOHDqGoqChk+WPHjoVU5y0trNnUaIJZXfWamdnEeuGFF4zXzZo1w1133YXbb789hSUiomTiFZaIiCiF4pFN1QG9XeY3UcIFzv/+97+N8txwww0h80tzZva8884Leh/NAwcGs6kxbtw41KlTJ9XFIKIk4RWWiIgoSV5++eWQafEIZl944QVcdNFFaNy4cczr8urIkSOu8zdt2oSVK1cCAN58882Q+aU5mNVtgLVofqPq1avjT3/6E+bMmROvYhERkQWDWSIioiQ588wzQ6bFo5pxu3bt8PHHH4cMVZJITz75pOv8p59+GkVFRY7z4zk0T6JF8xtlZmbizTffRJs2bRJQIiIiAhjMEhERJc348eNDpiWz06Z4atKkCQDguuuus53fsmVLoz1j06ZNQ+aX5sysVbr+RkREJzsGs0REREliN+ZquvZ2O3DgQABAlSpVbOcfPXoUeXl56NevH44ePRo0b926dWkVzKbrb0REdLJjMEtERJQkiRqaJxV0m1m7jqDy8vLQsWNHAP5xgHfu3GnM+/LLL1GnTh0sWrQobYLZdP2NiIhOdgxmiYiIUihdAyXdHtYumJ05c6YxvVKlSti9e7fRu++3335rLJcu44G6tf0lIqLUYTBLRESUQqV1rNVwBgwYAAC4+uqrQ+aZM66VK1fGiRMnsGfPHgDA4cOHjXmffvppgksZH7pXZiIiKl0YzBIREaVQXl5eqosQlSZNmkAphQYNGoTMM2ebK1euDADYsWMHAODgwYPJKWCMdDVpAGlTHZqI6FTDYJaIiCiFypcvn+oixJ05mK1YsSIAYPfu3QCAQ4cOpaRMkVq0aJHxmsEsEVHpxGCWiIgohU72YDY/Px9ASXBobn+aLlWsdRVpIiIqXRjMEhERJdGyZcuwevVq473OXKazc845J+i9OZjVWc2HHnoIAIKG6bEO2UNERBQJBrNERERJ1LJlSzRo0AD169cHcHKMYbpkyRJccsklxntztdyWLVsCAO6++24AJUP6AECdOnWSVMLoVK9ePdVFICIiFwxmiYiIUuCTTz7B2rVrU12MuKhSpQo6d+5svDdnZjMzM5GVlYXi4mIAwb0Z33PPPckrZBQuuOCCVBeBiIhcMJglIiJKgRo1aqBu3bqpLkbcbNmyxXhtHTvX5/OhsLAQkyZNwnvvvWdM7927d9LKF40777wz1UUgIiIXDGaJiIgoZj/++KPx2hrMZmZmYvbs2Rg6dKjRqzHgz+iWZq1atcKgQYPw888/p7ooRERkwxd+ESIiIiJ3x44dM15bg9mMjNBn5/369Ut4mWLl8/kwefLkVBeDiIgcMDNLREREMVNKGa+twey+ffuC3l955ZWYOXNmUspFREQnLwazREREFLO77rrLeG0NZq3sMrVERESRSthfExGpKSKfisgPIvK9iNxpmjdURFYHpj9hmn6fiBSKyBoR6ZGoshEREVF8dejQwXidl5fnuiyDWSIiiodEtpktBnCXUmq5iOQBWCYi8wFUBdAbQDOlVJGIVAEAEWkEoD+AxgDOBPCxiNRXSh1PYBmJiIgoDszj5ebk5Lguy2CWiIjiIWF/TZRSW5RSywOv9wP4EUB1ALcDeFwpVRSYtz3wkd4A3lRKFSml1gMoBNA2UeUjIiKi+BERz8uaA18iIqJoJeXRqIjUBtACwFIA9QF0EpGlIrJQRNoEFqsOYJPpY78GplnXNUhEvhaRr3fs2JHYghMREZEnkQSzzMwSEVE8JPyviYiUBzAHwHCl1D74qzZXBNAewF8AzJQI/gIqpaYopVorpVqffvrpCSkzERERRSY/P99xXrt27YLeM5glIqJ4SOg4syKSBX8gO10p9VZg8q8A3lL+Pvy/EpETACoD2AygpunjNQLTiIiIKA3MnDkTdrWmLrroIixdutR4z2rGREQUDwkLZgPZ1qkAflRKTTDN+jeACwF8KiL1AZQBsBPAPACvi8gE+DuAqgfgq0SVj4iIiOKrX79+ttPLli0b9J6ZWSIiiodEZmY7AhgIYJWIrAhMux/ASwBeEpHvABwFcH0gS/u9iMwE8AP8PSEPYU/GRERE6Y/BLBERJULCglml1CIATm1h/+zwmccAPJaoMhEREVHyWYPZSDqLIiIicsJHo0RERJRQ1mB21qxZKSoJERGdTBjMEhERUUKVKVMm6P2ePXtSVBIiIjqZMJglIiKihGLvxURElAgMZomIiCih2EaWiIgSgcEsERERJRSDWSIiSgQGs0RERJRQPp9/8ISBAwemuCRERHQyYTBLRERECXXJJZfg1ltvxdixY1NdFCIiOokkbJxZIiIiIgCoWLEipkyZAgB46qmn0KVLl9QWiIiITgoMZomIiChp7rzzzlQXgYiIThKsZkxERERERERph8EsERERERERpR0Gs0RERERERJR2GMwSERERERFR2mEwS0RERERERGmHwSwRERERERGlHQazRERERERElHYYzBIREREREVHaEaVUqssQNRHZAWBjqssRRmUAO1NdCKIo8fildMbjl9IZj19KZzx+KZ5qKaVOt5uR1sFsOhCRr5VSrVNdDqJo8PildMbjl9IZj19KZzx+KVlYzZiIiIiIiIjSDoNZIiIiIiIiSjsMZhNvSqoLQBQDHr+Uznj8Ujrj8UvpjMcvJQXbzBIREREREVHaYWaWiIiIiIiI0g6DWSIiIiIiIko7DGYTREQuEZE1IlIoIvemujxEACAiNUXkUxH5QUS+F5E7A9Mrish8EVkb+P+0wHQRkWcCx/FKEWlpWtf1geXXisj1qfpOdOoRkUwR+UZE3g28P1tElgaO0xkiUiYwvWzgfWFgfm3TOu4LTF8jIj1S803oVCMiBSIyW0RWi8iPItKB119KFyIyInDv8J2IvCEi2bz+UqoxmE0AEckE8E8AlwJoBGCAiDRKbamIAADFAO5SSjUC0B7AkMCxeS+AT5RS9QB8EngP+I/heoF/gwA8B/iDXwCjAbQD0BbAaH0DRpQEdwL40fR+LIAnlVJ1AfwO4ObA9JsB/B6Y/mRgOQSO+f4AGgO4BMCzges2UaI9DeADpVRDAM3gP455/aVST0SqAxgGoLVSqgmATPivo7z+UkoxmE2MtgAKlVLrlFJHAbwJoHeKy0QEpdQWpdTywOv98N9IVYf/+HwlsNgrAK4MvO4N4FXl9yWAAhGpBqAHgPlKqd1Kqd8BzIf/jxJRQolIDQA9AbwYeC8AugKYHVjEevzq43o2gIsCy/cG8KZSqkgptR5AIfzXbaKEEZF8ABcAmAoASqmjSqk94PWX0ocPQI6I+ADkAtgCXn8pxRjMJkZ1AJtM738NTCMqNQJVfloAWAqgqlJqS2DWVgBVA6+djmUe45QqTwEYBeBE4H0lAHuUUsWB9+Zj0ThOA/P3Bpbn8UupcDaAHQBeDlSTf1FEyoHXX0oDSqnNAMYB+AX+IHYvgGXg9ZdSjMEs0SlIRMoDmANguFJqn3me8o/XxTG7qNQRkcsBbFdKLUt1WYii4APQEsBzSqkWAA6ipEoxAF5/qfQKVGXvDf9DmTMBlANrBFApwGA2MTYDqGl6XyMwjSjlRCQL/kB2ulLqrcDkbYHqawj8vz0w3elY5jFOqdARQC8R2QB/842u8LdBLAhUewOCj0XjOA3MzwewCzx+KTV+BfCrUmpp4P1s+INbXn8pHXQDsF4ptUMpdQzAW/Bfk3n9pZRiMJsY/wNQL9DDWxn4G7rPS3GZiHT7wqkAflRKTTDNmgdA94h5PYC5punXBXrVbA9gb6A63IcAuovIaYGntd0D04gSRil1n1KqhlKqNvzX1QVKqWsBfAqgb2Ax6/Grj+u+geVVYHr/QG+bZ8Pfwc5XSfoadIpSSm0FsElEGgQmXQTgB/D6S+nhFwDtRSQ3cC+hj19efymlfOEXoUgppYpF5A74/7hkAnhJKfV9iotFBPifog4EsEpEVgSm3Q/gcQAzReRmABsBXB2Y9x6Ay+DvoOEQgBsBQCm1W0TGwP/gBgAeVUrtTs5XIApxD4A3ReT/AHyDQAc7gf9fE5FCALvhD4ChlPpeRGbCfyNWDGCIUup48otNp6ChAKYHHnSvg/+amgFef6mUU0otFZHZAJbDf938BsAUAP8Br7+UQuJ/SEJERERERESUPljNmIiIiIiIiNIOg1kiIiIiIiJKOwxmiYiIiIiIKO0wmCUiIiIiIqK0w2CWiIiIiIiI0g6DWSIiogiISCURWRH4t1VENgdeHxCRZxO0zeEicl3g9Wci0joR23HY9h0iclOytkdEROQVh+YhIiKKkog8DOCAUmpcArfhg39sx5aBccw/A3C3UurrOG8n0268RxHJBbBYKdUintsjIiKKFTOzREREcSAiXUTk3cDrh0XkFRH5XEQ2isgfReQJEVklIh+ISFZguVYislBElonIhyJSzWbVXQEsV0oVm6b1E5GvROQnEekUWFe2iLwc2MY3InJhYPoNIjLJVM53RaRL4PUBERkvIt8C6CAij4vIDyKyUkTGAYBS6hCADSLSNv57jYiIKHoMZomIiBKjDvyBaC8A0wB8qpQ6D8BhAD0DAe1EAH2VUq0AvATgMZv1dASwzDLNp5RqC2A4gNGBaUMAqMA2BgB4RUSyw5SxHIClSqlmAH4EcBWAxkqppgD+z7Tc1wA6efjORERESeNLdQGIiIhOUu8rpY6JyCoAmQA+CExfBaA2gAYAmgCYLyIILLPFZj3V4A80zd4K/L8ssC4A+AP8wTGUUqtFZCOA+mHKeBzAnMDrvQCOAJgayDC/a1puO4CGYdZFRESUVAxmiYiIEqMIAJRSJ0TkmCrppOIE/H9/BcD3SqkOYdZzGIA1w1oU+P84wv8tL0ZwTSzzuo7odrKB9rhtAVwEoC+AO+DPLOvPHA6zHSIioqRiNWMiIqLUWAPgdBHpAAAikiUijW2W+xFAXQ/r+xzAtYF11QdwVmAbGwA0F5EMEakJwLbtq4iUB5CvlHoPwAgAzUyz6wP4zsuXIiIiShZmZomIiFJAKXVURPoCeEZE8uH/m/wUgO8ti74P4DUPq3wWwHOBas3FAG5QShWJyGIA6wH8AH9gvNzh83kA5gba2QqAkaZ5HQE87OmLERERJQmH5iEiIirlRORtAKOUUmtTsO0WAEYqpQYme9tERERuGMwSERGVciLSAEBVpdR/U7DtiwGsVUptSPa2iYiI3DCYJSIiIiIiorTDDqCIiIiIiIgo7TCYJSIiIiIiorTDYJaIiIiIiIjSDoNZIiIiIiIiSjsMZomIiIiIiCjt/H8pxZn7GFFXgwAAAABJRU5ErkJggg==\n"
2748           },
2749           "metadata": {
2750             "needs_background": "light"
2751           }
2752         }
2753       ],
2754       "source": [
2755         "%matplotlib inline\n",
2756         "plt.figure(figsize=(16,4))\n",
2757         "plt.plot(t2,linestyle='-',c='k',label='Temperature')\n",
2758         "plt.title(station['STID'] + ' Temperature')\n",
2759         "plt.xlabel('Time (hours)') \n",
2760         "plt.ylabel('Temperature (K)')\n",
2761         "plt.legend()"
2762       ]
2763     },
2764     {
2765       "cell_type": "code",
2766       "execution_count": 138,
2767       "metadata": {
2768         "colab": {
2769           "base_uri": "https://localhost:8080/",
2770           "height": 312
2771         },
2772         "id": "LbyqcuXYAlBJ",
2773         "outputId": "6f6a3a39-f6e9-4c27-ea10-2c000c1b1972"
2774       },
2775       "outputs": [
2776         {
2777           "output_type": "execute_result",
2778           "data": {
2779             "text/plain": [
2780               "<matplotlib.legend.Legend at 0x7f8b320ada50>"
2781             ]
2782           },
2783           "metadata": {},
2784           "execution_count": 138
2785         },
2786         {
2787           "output_type": "display_data",
2788           "data": {
2789             "text/plain": [
2790               "<Figure size 1152x288 with 1 Axes>"
2791             ],
2792             "image/png": "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\n"
2793           },
2794           "metadata": {
2795             "needs_background": "light"
2796           }
2797         }
2798       ],
2799       "source": [
2800         "%matplotlib inline\n",
2801         "plt.figure(figsize=(16,4))\n",
2802         "plt.plot(td,linestyle='-',c='k',label='Dew point')\n",
2803         "plt.title(station['STID'] + ' Dew point (K)')\n",
2804         "plt.xlabel('Time (hours)') \n",
2805         "plt.ylabel('Dew point (K)')\n",
2806         "plt.legend()"
2807       ]
2808     },
2809     {
2810       "cell_type": "code",
2811       "execution_count": 139,
2812       "metadata": {
2813         "colab": {
2814           "base_uri": "https://localhost:8080/",
2815           "height": 312
2816         },
2817         "id": "dfoOK2kSc91p",
2818         "outputId": "3a367387-8984-49d5-98fb-930f7c5c1edc"
2819       },
2820       "outputs": [
2821         {
2822           "output_type": "execute_result",
2823           "data": {
2824             "text/plain": [
2825               "<matplotlib.legend.Legend at 0x7f8b318d09d0>"
2826             ]
2827           },
2828           "metadata": {},
2829           "execution_count": 139
2830         },
2831         {
2832           "output_type": "display_data",
2833           "data": {
2834             "text/plain": [
2835               "<Figure size 1152x288 with 1 Axes>"
2836             ],
2837             "image/png": "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\n"
2838           },
2839           "metadata": {
2840             "needs_background": "light"
2841           }
2842         }
2843       ],
2844       "source": [
2845         "%matplotlib inline\n",
2846         "plt.figure(figsize=(16,4))\n",
2847         "plt.plot(rh,linestyle='-',c='k',label='Dew point')\n",
2848         "plt.title(station['STID'] + ' relative humidity')\n",
2849         "plt.xlabel('Time (hours)') \n",
2850         "plt.ylabel('Relative humidity (%)')\n",
2851         "plt.legend()"
2852       ]
2853     },
2854     {
2855       "cell_type": "code",
2856       "execution_count": 140,
2857       "metadata": {
2858         "colab": {
2859           "base_uri": "https://localhost:8080/",
2860           "height": 312
2861         },
2862         "id": "MWTJ5b2kc91p",
2863         "outputId": "8480484f-857e-412d-9a9a-ec328b795951"
2864       },
2865       "outputs": [
2866         {
2867           "output_type": "execute_result",
2868           "data": {
2869             "text/plain": [
2870               "<matplotlib.legend.Legend at 0x7f8b34af7950>"
2871             ]
2872           },
2873           "metadata": {},
2874           "execution_count": 140
2875         },
2876         {
2877           "output_type": "display_data",
2878           "data": {
2879             "text/plain": [
2880               "<Figure size 1152x288 with 1 Axes>"
2881             ],
2882             "image/png": "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\n"
2883           },
2884           "metadata": {
2885             "needs_background": "light"
2886           }
2887         }
2888       ],
2889       "source": [
2890         "%matplotlib inline\n",
2891         "plt.figure(figsize=(16,4))\n",
2892         "plt.plot(Ed,linestyle='-',c='r',label='drying equilibrium')\n",
2893         "plt.plot(Ew,linestyle=':',c='b',label='wetting equilibrium')\n",
2894         "plt.title(station['STID'] + ' drying and wetting equilibria')\n",
2895         "plt.xlabel('Time (hours)') \n",
2896         "plt.ylabel('Fuel moisture contents (%)')\n",
2897         "plt.legend()"
2898       ]
2899     },
2900     {
2901       "cell_type": "markdown",
2902       "metadata": {
2903         "id": "jY3_eeBRc91p"
2904       },
2905       "source": [
2906         " "
2907       ]
2908     },
2909     {
2910       "cell_type": "code",
2911       "execution_count": 141,
2912       "metadata": {
2913         "colab": {
2914           "base_uri": "https://localhost:8080/",
2915           "height": 312
2916         },
2917         "id": "PQKSRvRSAlBJ",
2918         "outputId": "2b5c6e15-36f7-4a47-e2f2-e03af42b00b3"
2919       },
2920       "outputs": [
2921         {
2922           "output_type": "execute_result",
2923           "data": {
2924             "text/plain": [
2925               "<matplotlib.legend.Legend at 0x7f8b34d05c10>"
2926             ]
2927           },
2928           "metadata": {},
2929           "execution_count": 141
2930         },
2931         {
2932           "output_type": "display_data",
2933           "data": {
2934             "text/plain": [
2935               "<Figure size 1152x288 with 1 Axes>"
2936             ],
2937             "image/png": "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\n"
2938           },
2939           "metadata": {
2940             "needs_background": "light"
2941           }
2942         }
2943       ],
2944       "source": [
2945         "%matplotlib inline\n",
2946         "plt.figure(figsize=(16,4))\n",
2947         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
2948         "plt.title(station['STID'] + ' Precipitation' )\n",
2949         "plt.xlabel('Time (hours)') \n",
2950         "plt.ylabel('Precipitation (mm/hour)')\n",
2951         "plt.legend()"
2952       ]
2953     },
2954     {
2955       "cell_type": "code",
2956       "execution_count": 142,
2957       "metadata": {
2958         "colab": {
2959           "base_uri": "https://localhost:8080/"
2960         },
2961         "id": "Dwbt4UXfro5x",
2962         "outputId": "86f37db1-4d2b-49b4-efcd-4ffa302d132e"
2963       },
2964       "outputs": [
2965         {
2966           "output_type": "stream",
2967           "name": "stdout",
2968           "text": [
2969             "[0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2970             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2971             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\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             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2978             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2979             " 0.00000000e+00 0.00000000e+00            nan 9.99900000e+03\n",
2980             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2981             " 2.11780963e-01 3.37612349e+00 7.65368785e-01 1.46232200e+01\n",
2982             " 0.00000000e+00 3.63216038e-01 5.35815321e-03 0.00000000e+00\n",
2983             " 5.81764222e-01 1.18612397e+01 2.05358153e-01 5.35815321e-03\n",
2984             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2985             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2986             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2987             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2988             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2989             " 1.07163064e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2990             " 0.00000000e+00 0.00000000e+00 7.32178060e-02 5.35815321e-04\n",
2991             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2992             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00\n",
2993             " 0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00]\n"
2994           ]
2995         }
2996       ],
2997       "source": [
2998         "print(rain[1900:2000])"
2999       ]
3000     },
3001     {
3002       "cell_type": "markdown",
3003       "metadata": {
3004         "id": "_yRu_7WvHc6P"
3005       },
3006       "source": [
3007         "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."
3008       ]
3009     },
3010     {
3011       "cell_type": "code",
3012       "execution_count": 143,
3013       "metadata": {
3014         "id": "XPYO_Iuvc91q"
3015       },
3016       "outputs": [],
3017       "source": [
3018         "rain[rain > 1000] = np.NaN"
3019       ]
3020     },
3021     {
3022       "cell_type": "code",
3023       "execution_count": 144,
3024       "metadata": {
3025         "colab": {
3026           "base_uri": "https://localhost:8080/",
3027           "height": 312
3028         },
3029         "id": "GYWTfbBBc91q",
3030         "scrolled": true,
3031         "outputId": "310c5d43-40cb-49ad-f157-6850a1cf512a"
3032       },
3033       "outputs": [
3034         {
3035           "output_type": "execute_result",
3036           "data": {
3037             "text/plain": [
3038               "<matplotlib.legend.Legend at 0x7f8b34d58090>"
3039             ]
3040           },
3041           "metadata": {},
3042           "execution_count": 144
3043         },
3044         {
3045           "output_type": "display_data",
3046           "data": {
3047             "text/plain": [
3048               "<Figure size 1152x288 with 1 Axes>"
3049             ],
3050             "image/png": "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\n"
3051           },
3052           "metadata": {
3053             "needs_background": "light"
3054           }
3055         }
3056       ],
3057       "source": [
3058         "%matplotlib inline\n",
3059         "plt.figure(figsize=(16,4))\n",
3060         "plt.plot(rain,linestyle='-',c='k',label='Precipitation')\n",
3061         "plt.title(station['STID'] + ' Precipitation' )\n",
3062         "plt.xlabel('Time (hours)') \n",
3063         "plt.ylabel('Precipitation (mm/hour)')\n",
3064         "plt.legend()"
3065       ]
3066     },
3067     {
3068       "cell_type": "markdown",
3069       "metadata": {
3070         "id": "Q_L0R2Njc91q"
3071       },
3072       "source": [
3073         "Fix some missing data, then we can use the data for up to 1942 hours until a biger gap."
3074       ]
3075     },
3076     {
3077       "cell_type": "code",
3078       "execution_count": 145,
3079       "metadata": {
3080         "colab": {
3081           "base_uri": "https://localhost:8080/"
3082         },
3083         "id": "_tkU7UJic91q",
3084         "outputId": "b88c3160-15a4-47a8-989a-fbf53cbdc007"
3085       },
3086       "outputs": [
3087         {
3088           "output_type": "stream",
3089           "name": "stdout",
3090           "text": [
3091             "(array([1942, 1943, 3450, ..., 8942, 8943, 8944]),)\n",
3092             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3093             "(array([3450, 3451, 3452, ..., 8942, 8943, 8944]),)\n",
3094             "(array([], dtype=int64),)\n"
3095           ]
3096         }
3097       ],
3098       "source": [
3099         "# fix isolated nans\n",
3100         "def fixnan(a,n):\n",
3101         "    for c in range(n):\n",
3102         "        for i in np.where(np.isnan(a)):\n",
3103         "            a[i]=0.5*(a[i-1]+a[i+1])\n",
3104         "        if not any(np.isnan(a)):\n",
3105         "            break\n",
3106         "    return a\n",
3107         "\n",
3108         "rain=fixnan(rain,2)\n",
3109         "t2=fixnan(t2,2)\n",
3110         "rh=fixnan(rh,2)\n",
3111         "obs_data=fixnan(obs_data,2)\n",
3112         "Ed=fixnan(Ed,2)\n",
3113         "Ew=fixnan(Ew,2)\n",
3114         "\n",
3115         "print(np.where(np.isnan(rain)))\n",
3116         "print(np.where(np.isnan(t2)))\n",
3117         "print(np.where(np.isnan(rh)))\n",
3118         "print(np.where(np.isnan(obs_data)))"
3119       ]
3120     },
3121     {
3122       "cell_type": "markdown",
3123       "metadata": {
3124         "id": "XqQYnyI9DIy1"
3125       },
3126       "source": [
3127         "## 4 Results"
3128       ]
3129     },
3130     {
3131       "cell_type": "markdown",
3132       "metadata": {
3133         "id": "2tIC_Tqnc91r"
3134       },
3135       "source": [
3136         "### 4.1 Kalman filter with fuel moisture observations, followed by forecasting\n",
3137         "We run the model first with Kalman filter for 150 hours. The observations are the RAWS data\n",
3138         "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",
3139         "In a real forecasting application, the model would be run from weather forecast rather than data."
3140       ]
3141     },
3142     {
3143       "cell_type": "code",
3144       "execution_count": 146,
3145       "metadata": {
3146         "id": "aXnSQM7wc91r"
3147       },
3148       "outputs": [],
3149       "source": [
3150         "# run KF on an initial data seqment\n",
3151         "import numpy as np\n",
3152         "import matplotlib.pyplot as plt \n",
3153         "\n",
3154         "hours=1200 # total simulation\n",
3155         "h2 = 300\n",
3156         "m = np.zeros(hours) # preallocate\n",
3157         "m[0]= obs_data[0]             # initial state  \n",
3158         "P = np.zeros(hours)\n",
3159         "P[0] = 1e-3 # background state variance\n",
3160         "H = np.array([1.])   # all oQ = np.array([0.02]) # process noise variancebserved\n",
3161         "Q = np.array([1e-3]) # process noise variance\n",
3162         "R = np.array([1e-3]) # data variance\n",
3163         "for t in range(hours-1):\n",
3164         "    # using lambda construction to pass additional arguments to the model \n",
3165         "    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",
3166         "        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",
3167         "                    d=obs_data[t],H=H,R=R)\n",
3168         "    else:  # just advance to next hour, no process noise\n",
3169         "        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)"
3170       ]
3171     },
3172     {
3173       "cell_type": "code",
3174       "execution_count": 147,
3175       "metadata": {
3176         "colab": {
3177           "base_uri": "https://localhost:8080/",
3178           "height": 312
3179         },
3180         "id": "peMi-OF3c91r",
3181         "scrolled": true,
3182         "outputId": "a6e12194-9efe-49c4-bc62-42effcb9ec41"
3183       },
3184       "outputs": [
3185         {
3186           "output_type": "execute_result",
3187           "data": {
3188             "text/plain": [
3189               "<matplotlib.legend.Legend at 0x7f8bc1c851d0>"
3190             ]
3191           },
3192           "metadata": {},
3193           "execution_count": 147
3194         },
3195         {
3196           "output_type": "display_data",
3197           "data": {
3198             "text/plain": [
3199               "<Figure size 1152x288 with 1 Axes>"
3200             ],
3201             "image/png": "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\n"
3202           },
3203           "metadata": {
3204             "needs_background": "light"
3205           }
3206         }
3207       ],
3208       "source": [
3209         "%matplotlib inline\n",
3210         "plt.figure(figsize=(16,4))\n",
3211         "plt.plot(Ed[:hours],linestyle='--',c='r',label='Drying Equilibrium')\n",
3212         "plt.plot(Ew[:hours],linestyle='--',c='b',label='Wetting Equilibrium')\n",
3213         "plt.plot(obs_data[:hours],linestyle=':',c='k',label='RAWS data')\n",
3214         "plt.plot(m[:h2],linestyle='-',c='k',label='filtered')\n",
3215         "plt.plot(range(h2,hours),m[h2:hours],linestyle='-',c='r',label='forecast')\n",
3216         "plt.title(station['STID'] + ' Kalman filtering and forecast with real data')\n",
3217         "plt.xlabel('Time (hours)') \n",
3218         "plt.ylabel('Fuel moisture content (%)')\n",
3219         "plt.legend()"
3220       ]
3221     },
3222     {
3223       "cell_type": "markdown",
3224       "metadata": {
3225         "id": "3TnwXYcLc91r"
3226       },
3227       "source": [
3228         "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. "
3229       ]
3230     },
3231     {
3232       "cell_type": "markdown",
3233       "metadata": {
3234         "id": "8SuVNg8TsW4d"
3235       },
3236       "source": [
3237         "### 4.3 Kalman filter on the augmented model"
3238       ]
3239     },
3240     {
3241       "cell_type": "markdown",
3242       "metadata": {
3243         "id": "FYAbWNCfk2wD"
3244       },
3245       "source": [
3246         "Run augmented filter and plot the result:\n"
3247       ]
3248     },
3249     {
3250       "cell_type": "code",
3251       "execution_count": 148,
3252       "metadata": {
3253         "id": "Q3NHr3oBsDg6"
3254       },
3255       "outputs": [],
3256       "source": [
3257         "m,Ec = run_augmented_kf(obs_data,Ed,Ew,rain,h2,hours)  # extract from state"
3258       ]
3259     },
3260     {
3261       "cell_type": "code",
3262       "execution_count": 149,
3263       "metadata": {
3264         "id": "hlkby_oTlB_f"
3265       },
3266       "outputs": [],
3267       "source": [
3268         "def plot_moisture(hmin,hmax):\n",
3269         "  print('training from 0 to',h2,'plot from',hmin,'to',hmax)\n",
3270         "  plt.figure(figsize=(16,4))\n",
3271         "  plt.plot(range(hmin,hmax),Ed[hmin:hmax],linestyle='--',c='r',label='Drying Equilibrium (%)')\n",
3272         "  plt.plot(range(hmin,hmax),Ew[hmin:hmax],linestyle='--',c='b',label='Wetting Equilibrium (%)')\n",
3273         "  plt.plot(range(hmin,hmax),Ec[hmin:hmax],linestyle='--',c='g',label='Equilibrium Correction (%)')\n",
3274         "  plt.plot(range(hmin,hmax),obs_data[hmin:hmax],linestyle='-',c='b',label='RAWS data (%)')\n",
3275         "  plt.plot(range(hmin,hmax),rain[hmin:hmax],linestyle='-',c='b',label='RTMA rain (mm/h)')\n",
3276         "  if hmin>=h2:\n",
3277         "    plt.plot(m[hmin:h2],linestyle='-',c='k',label='Filtered')\n",
3278         "  h1 = np.maximum(hmin,h2)\n",
3279         "  plt.plot(range(h1,hmax),m[h1:hmax],linestyle='-',c='r',label='Forecast (%)')\n",
3280         "  plt.title(station['STID'] +' Kalman filtering and forecast with augmented state, real data. Training 0:%i hmax' % h2)\n",
3281         "  plt.xlabel('Time (hours)') \n",
3282         "  plt.ylabel('Fuel moisture content (%)')\n",
3283         "  plt.legend()"
3284       ]
3285     },
3286     {
3287       "cell_type": "code",
3288       "execution_count": 150,
3289       "metadata": {
3290         "colab": {
3291           "base_uri": "https://localhost:8080/",
3292           "height": 312
3293         },
3294         "id": "q-h5omKgnow2",
3295         "outputId": "4f75d5fb-4102-428d-cbd5-62f304b607f2"
3296       },
3297       "outputs": [
3298         {
3299           "output_type": "stream",
3300           "name": "stdout",
3301           "text": [
3302             "training from 0 to 300 plot from 0 to 1200\n"
3303           ]
3304         },
3305         {
3306           "output_type": "display_data",
3307           "data": {
3308             "text/plain": [
3309               "<Figure size 1152x288 with 1 Axes>"
3310             ],
3311             "image/png": "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\n"
3312           },
3313           "metadata": {
3314             "needs_background": "light"
3315           }
3316         }
3317       ],
3318       "source": [
3319         "plot_moisture(0,hours)"
3320       ]
3321     },
3322     {
3323       "cell_type": "markdown",
3324       "metadata": {
3325         "id": "0w0YtHtqnza5"
3326       },
3327       "source": [
3328         "A detailed view of transition from training to forecast:"
3329       ]
3330     },
3331     {
3332       "cell_type": "code",
3333       "execution_count": 151,
3334       "metadata": {
3335         "colab": {
3336           "base_uri": "https://localhost:8080/",
3337           "height": 312
3338         },
3339         "id": "B7sXGUotc91s",
3340         "outputId": "84d036f6-97e2-475f-b4a2-83c4556eab56"
3341       },
3342       "outputs": [
3343         {
3344           "output_type": "stream",
3345           "name": "stdout",
3346           "text": [
3347             "training from 0 to 300 plot from 0 to 600\n"
3348           ]
3349         },
3350         {
3351           "output_type": "display_data",
3352           "data": {
3353             "text/plain": [
3354               "<Figure size 1152x288 with 1 Axes>"
3355             ],
3356             "image/png": "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\n"
3357           },
3358           "metadata": {
3359             "needs_background": "light"
3360           }
3361         }
3362       ],
3363       "source": [
3364         "plot_moisture(0,600)\n",
3365         "\n"
3366       ]
3367     },
3368     {
3369       "cell_type": "code",
3370       "execution_count": 152,
3371       "metadata": {
3372         "colab": {
3373           "base_uri": "https://localhost:8080/",
3374           "height": 312
3375         },
3376         "id": "xy7sIs0z_Kk6",
3377         "outputId": "60d3f312-f864-421e-a946-6e7ffb456b1e"
3378       },
3379       "outputs": [
3380         {
3381           "output_type": "stream",
3382           "name": "stdout",
3383           "text": [
3384             "training from 0 to 300 plot from 300 to 800\n"
3385           ]
3386         },
3387         {
3388           "output_type": "display_data",
3389           "data": {
3390             "text/plain": [
3391               "<Figure size 1152x288 with 1 Axes>"
3392             ],
3393             "image/png": "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\n"
3394           },
3395           "metadata": {
3396             "needs_background": "light"
3397           }
3398         }
3399       ],
3400       "source": [
3401         "plot_moisture(300,800)"
3402       ]
3403     },
3404     {
3405       "cell_type": "code",
3406       "execution_count": 153,
3407       "metadata": {
3408         "colab": {
3409           "base_uri": "https://localhost:8080/",
3410           "height": 312
3411         },
3412         "id": "TvlCtT0X2ejp",
3413         "outputId": "b2ae8952-5d90-4178-b857-3a001fb005e4"
3414       },
3415       "outputs": [
3416         {
3417           "output_type": "stream",
3418           "name": "stdout",
3419           "text": [
3420             "training from 0 to 300 plot from 800 to 1200\n"
3421           ]
3422         },
3423         {
3424           "output_type": "display_data",
3425           "data": {
3426             "text/plain": [
3427               "<Figure size 1152x288 with 1 Axes>"
3428             ],
3429             "image/png": "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\n"
3430           },
3431           "metadata": {
3432             "needs_background": "light"
3433           }
3434         }
3435       ],
3436       "source": [
3437         "plot_moisture(800,1200)"
3438       ]
3439     },
3440     {
3441       "cell_type": "markdown",
3442       "metadata": {
3443         "id": "7W03QTo3c91t"
3444       },
3445       "source": [
3446         "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",
3447         "\n",
3448         "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? "
3449       ]
3450     },
3451     {
3452       "cell_type": "markdown",
3453       "metadata": {
3454         "id": "owEI4EtTo7Ek"
3455       },
3456       "source": [
3457         "A detailed view of rain episode:"
3458       ]
3459     },
3460     {
3461       "cell_type": "code",
3462       "execution_count": 154,
3463       "metadata": {
3464         "colab": {
3465           "base_uri": "https://localhost:8080/",
3466           "height": 312
3467         },
3468         "id": "C_hoDjgtpMEJ",
3469         "outputId": "9725d42f-42f0-46f3-a73f-60f0bc09fdb6"
3470       },
3471       "outputs": [
3472         {
3473           "output_type": "stream",
3474           "name": "stdout",
3475           "text": [
3476             "training from 0 to 300 plot from 900 to 1100\n"
3477           ]
3478         },
3479         {
3480           "output_type": "display_data",
3481           "data": {
3482             "text/plain": [
3483               "<Figure size 1152x288 with 1 Axes>"
3484             ],
3485             "image/png": "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\n"
3486           },
3487           "metadata": {
3488             "needs_background": "light"
3489           }
3490         }
3491       ],
3492       "source": [
3493         "plot_moisture(900,1100)"
3494       ]
3495     },
3496     {
3497       "cell_type": "markdown",
3498       "metadata": {
3499         "id": "DRraWhwdpSkV"
3500       },
3501       "source": [
3502         "It seems there is some rain that the model does not know about."
3503       ]
3504     },
3505     {
3506       "cell_type": "markdown",
3507       "metadata": {
3508         "id": "1STfnlT40rPX"
3509       },
3510       "source": [
3511         "## RNN for real data, no rain yet"
3512       ]
3513     },
3514     {
3515       "cell_type": "markdown",
3516       "metadata": {
3517         "id": "3cwY43iSnQ0t"
3518       },
3519       "source": [
3520         "#### Linear modeling by RELU - potential for generalization"
3521       ]
3522     },
3523     {
3524       "cell_type": "code",
3525       "execution_count": 155,
3526       "metadata": {
3527         "colab": {
3528           "base_uri": "https://localhost:8080/"
3529         },
3530         "id": "MotzNBvOnFvC",
3531         "outputId": "4707522f-f465-4622-961e-9d66daf293fa"
3532       },
3533       "outputs": [
3534         {
3535           "output_type": "stream",
3536           "name": "stdout",
3537           "text": [
3538             "10\n"
3539           ]
3540         },
3541         {
3542           "output_type": "execute_result",
3543           "data": {
3544             "text/plain": [
3545               "10"
3546             ]
3547           },
3548           "metadata": {},
3549           "execution_count": 155
3550         }
3551       ],
3552       "source": [
3553         "import numpy as np\n",
3554         "def RELU(x):\n",
3555         "  if x>0. :\n",
3556         "    return x\n",
3557         "  else:\n",
3558         "    return 0.\n",
3559         "\n",
3560         "# network computing z = a*x1 + b*x2 with offset c\n",
3561         "def linrelu(x,a,b,c):\n",
3562         "  y = np.dot(np.array([[a, b], [-a, -b] ]), x) + np.array([c, -c])\n",
3563         "  y[0]=RELU(y[0])\n",
3564         "  y[1]=RELU(y[1])\n",
3565         "  return(np.dot([1,-1],y))-c\n",
3566         "x = [1,2]\n",
3567         "a = 2\n",
3568         "b = 4\n",
3569         "c = 3\n",
3570         "print(a*x[0]+b*x[1])\n",
3571         "linrelu(x,a,b,c)"
3572       ]
3573     },
3574     {
3575       "cell_type": "markdown",
3576       "source": [
3577         "### Basic RNN on real data "
3578       ],
3579       "metadata": {
3580         "id": "-p6dcLua_udD"
3581       }
3582     },
3583     {
3584       "cell_type": "markdown",
3585       "source": [
3586         "Try with E average between drying and wetting"
3587       ],
3588       "metadata": {
3589         "id": "gSmbDPZIHbTr"
3590       }
3591     },
3592     {
3593       "cell_type": "code",
3594       "source": [
3595         "E = (Ed + Ew)/2\n",
3596         "print(Ed.shape,Ew.shape,rain.shape)\n",
3597         "first_rain=np.nonzero(rain>0)[0][0]\n",
3598         "print(first_rain)\n",
3599         "hours=first_rain\n",
3600         "E=E[:hours]\n",
3601         "data=obs_data[:hours]"
3602       ],
3603       "metadata": {
3604         "colab": {
3605           "base_uri": "https://localhost:8080/"
3606         },
3607         "id": "ymhNMZkoHfCl",
3608         "outputId": "9ef4a5da-3e55-43da-a3a6-49033fe330ed"
3609       },
3610       "execution_count": 156,
3611       "outputs": [
3612         {
3613           "output_type": "stream",
3614           "name": "stdout",
3615           "text": [
3616             "(9218,) (9218,) (9218,)\n",
3617             "854\n"
3618           ]
3619         }
3620       ]
3621     },
3622     {
3623       "cell_type": "code",
3624       "source": [
3625         "scale=False\n",
3626         "# transform as 2D, (timesteps, features) and (timesteps, outputs)\n",
3627         "Et = np.reshape(E,[E.shape[0],1])\n",
3628         "datat = np.reshape(data,[data.shape[0],1])\n",
3629         "if scale:\n",
3630         "  scalerx = MinMaxScaler()\n",
3631         "  scalerx.fit(Et)\n",
3632         "  Et = scalerx.transform(Et)\n",
3633         "  scalery = MinMaxScaler()\n",
3634         "  scalery.fit(datat)\n",
3635         "  datat = scalery.transform(datat)"
3636       ],
3637       "metadata": {
3638         "id": "MunUA3XW-Uty"
3639       },
3640       "execution_count": 157,
3641       "outputs": []
3642     },
3643     {
3644       "cell_type": "markdown",
3645       "source": [
3646         "Create the model again"
3647       ],
3648       "metadata": {
3649         "id": "DPcxv85XILdn"
3650       }
3651     },
3652     {
3653       "cell_type": "code",
3654       "source": [
3655         "# split data\n",
3656         "return_sequences=False\n",
3657         "x_train, y_train = staircase(Et,datat,timesteps=5,trainsteps=h2,\n",
3658         "                             return_sequences=return_sequences)\n",
3659         "print('x_train shape=',x_train.shape)\n",
3660         "samples, timesteps, features = x_train.shape\n",
3661         "print('y_train shape=',y_train.shape)\n",
3662         "# the simplest model possible\n",
3663         "activation=['linear','linear']\n",
3664         "hidden_units=3\n",
3665         "dense_units=1\n",
3666         "dense_layers=1\n",
3667         "features=1\n",
3668         "hours=Et.shape[0]\n",
3669         "h0 = tf.convert_to_tensor(datat[:samples],dtype=tf.float32)\n",
3670         "# print('initial state=',h0)\n",
3671         "# statefull model version for traning\n",
3672         "model_fit=create_RNN_2(hidden_units=hidden_units, \n",
3673         "                        dense_units=dense_units, \n",
3674         "                        batch_shape=(samples,timesteps,features),\n",
3675         "                        stateful=True,\n",
3676         "                        return_sequences=return_sequences,\n",
3677         "                        # initial_state=h0,\n",
3678         "                        activation=activation,\n",
3679         "                        dense_layers=dense_layers)\n",
3680         "# same model stateless for prediction on the entire dataset - to start onlg\n",
3681         "# the real application will switch to prediction after training data end\n",
3682         "# and start from the state there\n",
3683         "print('model_fit input shape',x_train.shape,'output shape',model_fit(x_train).shape)\n",
3684         "from keras.utils.vis_utils import plot_model\n",
3685         "plot_model(model_fit, to_file='model_plot.png', \n",
3686         "           show_shapes=True, show_layer_names=True)"
3687       ],
3688       "metadata": {
3689         "colab": {
3690           "base_uri": "https://localhost:8080/",
3691           "height": 482
3692         },
3693         "id": "gEkbHZSqIOq1",
3694         "outputId": "3bba4745-db42-46ce-d830-7e8fc2ab8c78"
3695       },
3696       "execution_count": 158,
3697       "outputs": [
3698         {
3699           "output_type": "stream",
3700           "name": "stdout",
3701           "text": [
3702             "shape x =  (854, 1)\n",
3703             "shape y =  (854, 1)\n",
3704             "timesteps= 5\n",
3705             "trainsteps= 300\n",
3706             "staircase: samples= 296 timesteps= 5 features= 1\n",
3707             "return_sequences= False\n",
3708             "returning only the last timestep in a sample\n",
3709             "x_train shape= (296, 5, 1)\n",
3710             "y_train shape= (296, 1)\n",
3711             "model_fit input shape (296, 5, 1) output shape (296, 1)\n"
3712           ]
3713         },
3714         {
3715           "output_type": "execute_result",
3716           "data": {
3717             "text/plain": [
3718               "<IPython.core.display.Image object>"
3719             ],
3720             "image/png": "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\n"
3721           },
3722           "metadata": {},
3723           "execution_count": 158
3724         }
3725       ]
3726     },
3727     {
3728       "cell_type": "code",
3729       "source": [
3730         "model_predict=create_RNN_2(hidden_units=hidden_units, dense_units=dense_units,  \n",
3731         "                        input_shape=(hours,features),stateful = False,\n",
3732         "                        return_sequences=True,\n",
3733         "                        activation=activation,dense_layers=dense_layers)\n",
3734         "# model_predict=create_RNN_sequences(hidden_units=1, dense_units=1, input_shape=(hours,1), \n",
3735         "#                        activation=['linear', 'linear'])\n",
3736         "print('model_predict input shape',Et.shape,'output shape',model_predict(Et).shape)\n",
3737         "print(model_predict.summary())\n",
3738         "from keras.utils.vis_utils import plot_model\n",
3739         "plot_model(model_predict, to_file='model_plot.png', \n",
3740         "           show_shapes=True, show_layer_names=True)"
3741       ],
3742       "metadata": {
3743         "colab": {
3744           "base_uri": "https://localhost:8080/",
3745           "height": 601
3746         },
3747         "id": "jtFJQu33NqfL",
3748         "outputId": "cd025d18-aeed-4530-9d30-575949e29da5"
3749       },
3750       "execution_count": 159,
3751       "outputs": [
3752         {
3753           "output_type": "stream",
3754           "name": "stdout",
3755           "text": [
3756             "model_predict input shape (854, 1) output shape (854, 1, 1)\n",
3757             "Model: \"model_11\"\n",
3758             "_________________________________________________________________\n",
3759             " Layer (type)                Output Shape              Param #   \n",
3760             "=================================================================\n",
3761             " input_14 (InputLayer)       [(None, 854, 1)]          0         \n",
3762             "                                                                 \n",
3763             " simple_rnn_11 (SimpleRNN)   (None, 854, 3)            15        \n",
3764             "                                                                 \n",
3765             " dense_11 (Dense)            (None, 854, 1)            4         \n",
3766             "                                                                 \n",
3767             "=================================================================\n",
3768             "Total params: 19\n",
3769             "Trainable params: 19\n",
3770             "Non-trainable params: 0\n",
3771             "_________________________________________________________________\n",
3772             "None\n"
3773           ]
3774         },
3775         {
3776           "output_type": "execute_result",
3777           "data": {
3778             "text/plain": [
3779               "<IPython.core.display.Image object>"
3780             ],
3781             "image/png": "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\n"
3782           },
3783           "metadata": {},
3784           "execution_count": 159
3785         }
3786       ]
3787     },
3788     {
3789       "cell_type": "code",
3790       "source": [
3791         "# fitting\n",
3792         "DeltaE = 0\n",
3793         "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",
3794         "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",
3795         "w=model_fit.get_weights()\n",
3796         "for i in range(len(w)):\n",
3797         "  print('weight',i,'shape',w[i].shape,'ndim',w[i].ndim,'given',w_initial[i].shape)\n",
3798         "  for j in range(w[i].shape[0]):\n",
3799         "    if w[i].ndim==2:\n",
3800         "      for k in range(w[i].shape[1]):\n",
3801         "        w[i][j][k]=w_initial[i][0][0]/w[i].shape[0]\n",
3802         "    else:\n",
3803         "      w[i][j]=w_initial[i][0]\n",
3804         "model_fit.set_weights(w)\n",
3805         "model_fit.fit(x_train, y_train, epochs=5000, verbose=0,batch_size=samples)\n",
3806         "w_fitted=model_fit.get_weights()\n",
3807         "for i in range(len(w)):\n",
3808         "  print('weight',i,' exact:',w_exact[i],':  initial:',w_initial[i],' fitted:',w_fitted[i])"
3809       ],
3810       "metadata": {
3811         "colab": {
3812           "base_uri": "https://localhost:8080/"
3813         },
3814         "id": "wuxh5pq0OMSa",
3815         "outputId": "2b64cd23-39c3-4636-ff56-948e18d5c621"
3816       },
3817       "execution_count": 160,
3818       "outputs": [
3819         {
3820           "output_type": "stream",
3821           "name": "stdout",
3822           "text": [
3823             "weight 0 shape (1, 3) ndim 2 given (1, 1)\n",
3824             "weight 1 shape (3, 3) ndim 2 given (1, 1)\n",
3825             "weight 2 shape (3,) ndim 1 given (1,)\n",
3826             "weight 3 shape (3, 1) ndim 2 given (1, 1)\n",
3827             "weight 4 shape (1,) ndim 1 given (1,)\n",
3828             "weight 0  exact: [[0.09516258]] :  initial: [[0.09516258]]  fitted: [[0.12935674 0.20201905 0.2985607 ]]\n",
3829             "weight 1  exact: [[0.90483742]] :  initial: [[0.90483742]]  fitted: [[0.2530957  0.23232505 0.20451504]\n",
3830             " [0.26960328 0.25255227 0.22964521]\n",
3831             " [0.2891001  0.2766276  0.25977415]]\n",
3832             "weight 2  exact: [0.] :  initial: [0.]  fitted: [0.8867268 0.8789494 0.8679174]\n",
3833             "weight 3  exact: [[1.]] :  initial: [[1.]]  fitted: [[0.2804398 ]\n",
3834             " [0.1680948 ]\n",
3835             " [0.01833442]]\n",
3836             "weight 4  exact: [-0.] :  initial: [-1.]  fitted: [0.27731663]\n"
3837           ]
3838         }
3839       ]
3840     },
3841     {
3842       "cell_type": "code",
3843       "source": [
3844         "# evaluate model\n",
3845         "model_predict.set_weights(w_fitted)\n",
3846         "x_input=np.reshape(Et,(1, hours, 1))\n",
3847         "y_output = model_predict.predict(x_input)\n",
3848         "print('x_input.shape=',x_input.shape,'y_output.shape=',y_output.shape)\n",
3849         "print(shift)\n",
3850         "m = np.reshape(y_output,hours)\n",
3851         "print('weights=',w)\n",
3852         "if scale:\n",
3853         "    print('scaling')\n",
3854         "    m = scalery.inverse_transform(m)\n",
3855         "m = np.reshape(m,hours)\n",
3856         "hour=np.array(range(hours))\n",
3857         "title=\"First RNN forecast\"\n",
3858         "plt.figure(figsize=(16,4))\n",
3859         "plt.plot(hour,E,linestyle='--',c='r',label='E=Equilibrium data')\n",
3860         "# print(len(hour),len(m_f))\n",
3861         "plt.scatter(hour,data,c='b',label='data=10-h fuel data')\n",
3862         "if m is not None:\n",
3863         "    plt.plot(hour[:h2],m[:h2],linestyle='-',c='k',label='m=filtered')\n",
3864         "    plt.plot(hour[h2:hours],m[h2:hours],linestyle='-',c='r',label='m=forecast')\n",
3865         "plt.title(title) \n",
3866         "plt.legend()\n"
3867       ],
3868       "metadata": {
3869         "colab": {
3870           "base_uri": "https://localhost:8080/",
3871           "height": 417
3872         },
3873         "id": "uJz1EgPyRTEH",
3874         "outputId": "0938956b-debb-407d-f203-eeb38ab81d67"
3875       },
3876       "execution_count": 161,
3877       "outputs": [
3878         {
3879           "output_type": "stream",
3880           "name": "stdout",
3881           "text": [
3882             "x_input.shape= (1, 854, 1) y_output.shape= (1, 854, 1)\n",
3883             "0.0\n",
3884             "weights= [array([[0.09516259, 0.09516259, 0.09516259]], dtype=float32), array([[0.30161247, 0.30161247, 0.30161247],\n",
3885             "       [0.30161247, 0.30161247, 0.30161247],\n",
3886             "       [0.30161247, 0.30161247, 0.30161247]], dtype=float32), array([0., 0., 0.], dtype=float32), array([[0.33333334],\n",
3887             "       [0.33333334],\n",
3888             "       [0.33333334]], dtype=float32), array([-1.], dtype=float32)]\n"
3889           ]
3890         },
3891         {
3892           "output_type": "execute_result",
3893           "data": {
3894             "text/plain": [
3895               "<matplotlib.legend.Legend at 0x7f8b37f23910>"
3896             ]
3897           },
3898           "metadata": {},
3899           "execution_count": 161
3900         },
3901         {
3902           "output_type": "display_data",
3903           "data": {
3904             "text/plain": [
3905               "<Figure size 1152x288 with 1 Axes>"
3906             ],
3907             "image/png": "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\n"
3908           },
3909           "metadata": {
3910             "needs_background": "light"
3911           }
3912         }
3913       ]
3914     },
3915     {
3916       "cell_type": "code",
3917       "source": [
3918         "# plot subinterval only\n",
3919         "def plot_int(lb=0,ub=hours,title=\"RNN forecast\"):\n",
3920         "  hour=np.array(range(hours))\n",
3921         "  plt.figure(figsize=(16,4))\n",
3922         "  plt.plot(hour[lb:ub],E[lb:ub],linestyle='--',c='r',label='Equilibrium data')\n",
3923         "  plt.scatter(hour[lb:ub],data[lb:ub],c='b',label='data=10-h fuel data')\n",
3924         "  if lb <= h2:\n",
3925         "    ub1 = min(h2,ub)\n",
3926         "    plt.plot(hour[lb:ub1],m[lb:ub1],linestyle='-',c='k',label='filtered')\n",
3927         "  if ub >= h2:\n",
3928         "    lb1 = max(h2,lb)\n",
3929         "    plt.plot(hour[lb1:ub],m[lb1:ub],linestyle='-',c='r',label='forecast')\n",
3930         "  plt.title(title) \n",
3931         "  plt.legend()"
3932       ],
3933       "metadata": {
3934         "id": "VSwtgKPJPnH4"
3935       },
3936       "execution_count": 162,
3937       "outputs": []
3938     },
3939     {
3940       "cell_type": "code",
3941       "source": [
3942         "plot_int()"
3943       ],
3944       "metadata": {
3945         "colab": {
3946           "base_uri": "https://localhost:8080/",
3947           "height": 281
3948         },
3949         "id": "vCjk9hZtkFym",
3950         "outputId": "a692ff4d-50b6-4c70-c220-fac3f00556eb"
3951       },
3952       "execution_count": 163,
3953       "outputs": [
3954         {
3955           "output_type": "display_data",
3956           "data": {
3957             "text/plain": [
3958               "<Figure size 1152x288 with 1 Axes>"
3959             ],
3960             "image/png": "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\n"
3961           },
3962           "metadata": {
3963             "needs_background": "light"
3964           }
3965         }
3966       ]
3967     },
3968     {
3969       "cell_type": "code",
3970       "source": [
3971         "plot_int(0,300)"
3972       ],
3973       "metadata": {
3974         "colab": {
3975           "base_uri": "https://localhost:8080/",
3976           "height": 281
3977         },
3978         "id": "Sd3fDOnvmmdp",
3979         "outputId": "3a330729-0feb-4e3c-dddf-c248a6e8cf2a"
3980       },
3981       "execution_count": 164,
3982       "outputs": [
3983         {
3984           "output_type": "display_data",
3985           "data": {
3986             "text/plain": [
3987               "<Figure size 1152x288 with 1 Axes>"
3988             ],
3989             "image/png": "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\n"
3990           },
3991           "metadata": {
3992             "needs_background": "light"
3993           }
3994         }
3995       ]
3996     },
3997     {
3998       "cell_type": "code",
3999       "source": [
4000         "plot_int(300,500)"
4001       ],
4002       "metadata": {
4003         "colab": {
4004           "base_uri": "https://localhost:8080/",
4005           "height": 281
4006         },
4007         "id": "vHkc4KHdkAJp",
4008         "outputId": "539e3eb8-dd5c-4ae2-c88c-7941e9189a7f"
4009       },
4010       "execution_count": 165,
4011       "outputs": [
4012         {
4013           "output_type": "display_data",
4014           "data": {
4015             "text/plain": [
4016               "<Figure size 1152x288 with 1 Axes>"
4017             ],
4018             "image/png": "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\n"
4019           },
4020           "metadata": {
4021             "needs_background": "light"
4022           }
4023         }
4024       ]
4025     },
4026     {
4027       "cell_type": "code",
4028       "source": [
4029         "plot_int(500,800)"
4030       ],
4031       "metadata": {
4032         "colab": {
4033           "base_uri": "https://localhost:8080/",
4034           "height": 281
4035         },
4036         "id": "Km5VWhcJlyvV",
4037         "outputId": "6518b371-ebb0-48bb-fb7c-34c0d69fe8ab"
4038       },
4039       "execution_count": 166,
4040       "outputs": [
4041         {
4042           "output_type": "display_data",
4043           "data": {
4044             "text/plain": [
4045               "<Figure size 1152x288 with 1 Axes>"
4046             ],
4047             "image/png": "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\n"
4048           },
4049           "metadata": {
4050             "needs_background": "light"
4051           }
4052         }
4053       ]
4054     },
4055     {
4056       "cell_type": "code",
4057       "source": [
4058         ""
4059       ],
4060       "metadata": {
4061         "id": "SGbgxOm_kEc4"
4062       },
4063       "execution_count": 166,
4064       "outputs": []
4065     },
4066     {
4067       "cell_type": "code",
4068       "source": [
4069         ""
4070       ],
4071       "metadata": {
4072         "id": "b6aJAvBEkEBl"
4073       },
4074       "execution_count": 166,
4075       "outputs": []
4076     },
4077     {
4078       "cell_type": "markdown",
4079       "metadata": {
4080         "id": "gVQxv9Blc91t"
4081       },
4082       "source": [
4083         "### 4.4 A comment on the information flow in the Kalman filter and in neural networks"
4084       ]
4085     },
4086     {
4087       "cell_type": "markdown",
4088       "metadata": {
4089         "id": "CZmR4HPAc91t"
4090       },
4091       "source": [
4092         ""
4093       ]
4094     },
4095     {
4096       "cell_type": "markdown",
4097       "metadata": {
4098         "id": "_g_OTEg6ePb9"
4099       },
4100       "source": [
4101         "## 5. Conclusion"
4102       ]
4103     },
4104     {
4105       "cell_type": "markdown",
4106       "metadata": {
4107         "id": "aNxw7xI3FqFt"
4108       },
4109       "source": [
4110         "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."
4111       ]
4112     },
4113     {
4114       "cell_type": "markdown",
4115       "metadata": {
4116         "id": "IWpmDwUPGElR"
4117       },
4118       "source": [
4119         "## Contributions of authors "
4120       ]
4121     },
4122     {
4123       "cell_type": "markdown",
4124       "metadata": {
4125         "id": "jujW1VFgGOCn"
4126       },
4127       "source": [
4128         "Not applicable."
4129       ]
4130     },
4131     {
4132       "cell_type": "markdown",
4133       "metadata": {
4134         "id": "HWslw7HmGZmP"
4135       },
4136       "source": [
4137         "## Acknowledgements"
4138       ]
4139     },
4140     {
4141       "cell_type": "markdown",
4142       "metadata": {
4143         "id": "xubqDAV2GjkZ"
4144       },
4145       "source": [
4146         "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."
4147       ]
4148     },
4149     {
4150       "cell_type": "markdown",
4151       "metadata": {
4152         "id": "ZsNZxOv7c91t"
4153       },
4154       "source": [
4155         "## References"
4156       ]
4157     },
4158     {
4159       "cell_type": "markdown",
4160       "metadata": {
4161         "id": "vFY-iS1Wc91t"
4162       },
4163       "source": [
4164         "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",
4165         "\n",
4166         "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",
4167         "\n",
4168         "E. Kalnay. *Atmospheric Modeling, Data Assimilation and Predictability.* Cambridge University Press, 2003. [doi:10.1017/CBO9780511802270](https://doi.org/10.1017/CBO9780511802270)\n",
4169         "\n",
4170         "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",
4171         "\n",
4172         "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",
4173         "\n",
4174         "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"
4175       ]
4176     }
4177   ],
4178   "metadata": {
4179     "accelerator": "GPU",
4180     "colab": {
4181       "collapsed_sections": [],
4182       "name": "fmda_kf_rnn.ipynb",
4183       "provenance": []
4184     },
4185     "gpuClass": "standard",
4186     "kernelspec": {
4187       "display_name": "Python 3",
4188       "language": "python",
4189       "name": "python3"
4190     },
4191     "language_info": {
4192       "codemirror_mode": {
4193         "name": "ipython",
4194         "version": 3
4195       },
4196       "file_extension": ".py",
4197       "mimetype": "text/x-python",
4198       "name": "python",
4199       "nbconvert_exporter": "python",
4200       "pygments_lexer": "ipython3",
4201       "version": "3.8.5"
4202     }
4203   },
4204   "nbformat": 4,
4205   "nbformat_minor": 0