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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import scipy.integrate\n", | |
"import autograd.numpy as np\n", | |
"from autograd import jacobian, grad\n", | |
"from autograd.misc.flatten import flatten\n", | |
"odeint = scipy.integrate.odeint" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# *Simple* Neural ODE\n", | |
"\n", | |
"This implements the ideas in the paper \"Neural Ordinary Differential Equations\" in as simple a form as possible. It is not efficient. It only shows a single timestep applied to a single vector. It is not useful for any practical purpose. Use [torchdiffeq](https://github.com/rtqichen/torchdiffeq) for any real use.\n", | |
"\n", | |
"> [1] Ricky T. Q. Chen, Yulia Rubanova, Jesse Bettencourt, David Duvenaud. \"Neural Ordinary Differential Equations.\" *Advances in Neural Processing Information Systems.* 2018. [[arxiv]](https://arxiv.org/abs/1806.07366)\n", | |
"\n", | |
"The implementation is based on the [write up of Per Vognsen](https://gist.github.com/pervognsen/3bac77cff45cfa7378c1a6d3bedf61d6) in terms of the costate vector, which is a clear exposition of how the adjoint method works.\n", | |
"\n", | |
"We assume we want to solve an ODE $$\\dot{\\bf x} = f({\\bf x},t;{\\bf w}),$$ where $\\bf x$ is a state vector, $\\dot{\\bf x}$ is the time derivative of $\\bf x$, $t$ is time, $\\bf w$ is a vector of parameters that parameterise $f$\n", | |
"\n", | |
"We also have some loss function $L({\\bf x})$, and we want to be able to:\n", | |
"\n", | |
"* feed a starting value $\\bf x_0$ at $t_0$ into the ODE and produce an output $\\bf x_1$ at $t_1$ by integrating the ODE above;\n", | |
"* compute $\\frac{dL}{dw}({\\bf x_1})$, to get the derivative of the loss of the output $\\bf x_1$ so we can apply gradient descent to minimise the loss.\n", | |
"\n", | |
"\n", | |
"---" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Forward dynamics\n", | |
"The forward pass is trivial; we just pass the buck to an ODE solver:\n", | |
"\n", | |
"We need to specify a dynamics function `f(x,t;w)`, an initial state `x0` and a time interval `[t0, t1]` to do the integration over" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def forward(x0, f, t0, t1): \n", | |
" # return only the result at t1, since we know t0 \n", | |
" return odeint(f, y0=x0, t=[t0, t1])[1,:]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"We now need to represent a model of our forward dynamics. To make the code cleaner, we want functions of the form $f(x,t)$. The \n", | |
"function `make_tanh(w)`\n", | |
"creates a very simple tanh function $f(x,t;w)$ for a memorised parameter `w`. We also get the Jacobian of our function $f^\\prime(x,t;w)$ using `autograd`. For simplicity, the equations are autonomous, i.e. I ignore the `t` value.\n", | |
"\n", | |
"We also need a (differentiable) loss function, again as a function of one parameter, by binding the targets. We use the sum-of-squares loss function $L({\\bf x}) = \\sum_i ({\\bf x_i} - {\\bf t_i})^2$ for some targets $t$. We also get the gradient vector (as $L({\\bf x})$ is a scalar function of a vector)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from autograd.misc.flatten import flatten\n", | |
"\n", | |
"\n", | |
"def init_fn(n):\n", | |
" # create random weight matrix\n", | |
" # input is [x,t,1], output is same dimension as x\n", | |
" w1 = np.random.normal(0, 0.1, (n + 2, n + 2))\n", | |
" w2 = np.random.normal(0, 0.1, (n, n + 2))\n", | |
" return flatten([w1, w2])\n", | |
"\n", | |
"\n", | |
"def layer_fn(x, w, unflatten):\n", | |
" # compute activation\n", | |
" w1, w2 = unflatten(w)\n", | |
" return w2 @ np.tanh(w1 @ x)\n", | |
"\n", | |
"\n", | |
"def make_tanh(n, init_fn=init_fn, layer_fn=layer_fn):\n", | |
" # weights assume a vector [x,t,1], where x has n elements, and t is a scalar\n", | |
" weights, unflatten = init_fn(n)\n", | |
"\n", | |
" def layer(x, t, w=weights):\n", | |
" # reshape to matrix, combine with t and bias\n", | |
" # then truncate to original dimension and apply activation\n", | |
" xtb = np.concatenate([x, [t], [1]])\n", | |
" return layer_fn(xtb, w, unflatten)\n", | |
"\n", | |
" # return: f(x,t); df/dx(x,t); df/dw(x,t); initial w as a vector\n", | |
" return (layer, jacobian(layer, 0),\n", | |
" lambda x, t, weights=weights: jacobian(layer, 2)(x, t, weights),\n", | |
" weights)\n", | |
"\n", | |
"\n", | |
"def make_sse(target):\n", | |
" # return the SSE error between x\n", | |
" # and fixed targets, along with dL/dx(x)\n", | |
" sse = lambda x: np.sum((x - target)**2)\n", | |
" return sse, grad(sse)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Standard one-layer gradient descent\n", | |
"If we were doing ordinary gradient descent on a single layer, we could use $\\frac{dL}{dw}f(x;w) = \\frac{dL}{dx} \\frac{df}{dw}$ to minimise the error. We can test that this works correctly with our implementation (no ODEs yet; just function approximation).\n", | |
" \n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[-0.00065146 0.05713209 -0.00446944] 0.7025398958492958\n", | |
"[-0.00021023 0.09306534 0.0666377 ] 0.5767857171970837\n", | |
"[0.0064849 0.15629348 0.16113088] 0.4172591752429244\n", | |
"[0.02292487 0.25229969 0.298141 ] 0.2287866728680647\n", | |
"[0.04738 0.36058052 0.45652346] 0.08148748031268914\n", | |
"[0.07078463 0.44304271 0.58423335] 0.01749958937592665\n", | |
"[0.08580815 0.48399136 0.65437329] 0.0025394823139291175\n", | |
"[0.09324938 0.49789137 0.68328722] 0.00032933419809837253\n", | |
"[0.09664942 0.50115666 0.69374088] 5.174074930233463e-05\n", | |
"[0.09824997 0.50138066 0.69747837] 1.1327458463330942e-05\n", | |
"[0.09905039 0.50099796 0.69888966] 3.1305460365420626e-06\n", | |
"[0.09947221 0.50062785 0.69946987] 9.537850218730412e-07\n", | |
"[0.09970255 0.50037302 0.69973093] 3.000225057135746e-07\n", | |
"[0.09983105 0.5002157 0.69985777] 9.529848782947885e-08\n", | |
"[0.09990363 0.50012304 0.69992295] 3.036361384305628e-08\n", | |
"[0.0999449 0.50006969 0.69995766] 9.685526573704226e-09\n", | |
"[0.09996845 0.50003932 0.69997655] 3.0914500801509556e-09\n", | |
"[0.09998192 0.50002214 0.69998696] 9.872102078325606e-10\n", | |
"[0.09998963 0.50001245 0.69999273] 3.1539438096502696e-10\n", | |
"[0.09999405 0.500007 0.69999594] 1.0080866804766421e-10\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:444: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" return lambda g: g[idxs]\n", | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_boxes.py:13: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" def __getitem__(A, idx): return A[idx]\n", | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:597: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" onp.add.at(A, idx, x)\n" | |
] | |
} | |
], | |
"source": [ | |
"steps = 20\n", | |
"delta = 2e-1\n", | |
"\n", | |
"# 3 element random vector\n", | |
"x0 = np.random.normal(0, 0.5, 3)\n", | |
"\n", | |
"# loss function is sum of squares\n", | |
"loss, grad_loss = make_sse([0.1, 0.5, 0.7])\n", | |
"\n", | |
"f, df_dx, df_dw, weights = make_tanh(3)\n", | |
"\n", | |
"for i in range(steps):\n", | |
" y = f(x0, 0) # predict\n", | |
" l, dl_dx = loss(y), grad_loss(y) # loss\n", | |
" df_dw_x0 = df_dw(x0, 0) # weight derivative\n", | |
"\n", | |
" # compute derivative via chain rule\n", | |
" weights -= delta * (dl_dx @ df_dw_x0)\n", | |
" print(y, l)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Simulation (forward)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"If we treat $f$ as implementing the forward dynamics for our ODE, we'll get back the value of `x` at `t1`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"x0 [0.5, -1, 2]\n", | |
"x1 [ 3.08270754 18.66675774 25.80320303]\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:444: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" return lambda g: g[idxs]\n" | |
] | |
} | |
], | |
"source": [ | |
"x0 = [0.5, -1, 2]\n", | |
"x1 = forward(x0, f, 0, 20)\n", | |
"print(\"x0\", x0)\n", | |
"print(\"x1\", x1)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"And we can verify that running the ODE backwards gives us approximately the value we started with (i.e. our dynamics are approximately invertible)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"x0 [0.5, -1, 2]\n", | |
"x0_pred [ 0.49999986 -0.99999935 2.0000005 ]\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:444: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" return lambda g: g[idxs]\n" | |
] | |
} | |
], | |
"source": [ | |
"# NOTE: exchanged t1 and t0\n", | |
"x_pred0 = forward(x1, f, 20, 0)\n", | |
"print(\"x0 \", x0)\n", | |
"print(\"x0_pred\", x_pred0)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Backward pass" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"For the backward pass of the gradient update vector, we need to form an augmented state vector, which is formed of:\n", | |
"\n", | |
" [ x_state | p_state ] \n", | |
"\n", | |
"* `x_state` represents the state of the ODE as we move back in time\n", | |
"* `p_state` is the state of the covector/perturbation vector, which tells us how the *loss function value* is affected by infinitesimal changes in $\\bf x_t$\n", | |
"\n", | |
"We define a couple of convenience functions `split` and `join` to make it easier to read the code. These\n", | |
"just concatenate or split a single vector into/from two `x` and `p` parts.\n", | |
"\n", | |
"Then we solve the ODE equation: $$\\dot{\\bf p_t} = {\\bf -p_t} \\ f^\\prime({\\bf x_t},t),\\\\ \\dot{\\bf x} = f({\\bf x_t},t)$$ setting the endpoints to `[t1, t0]` to run the integrator backwards.\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def backward(x1, p1, f, grad_f, t0, t1):\n", | |
" x_partition = len(x1)\n", | |
"\n", | |
" def split(xp):\n", | |
" return xp[:x_partition], xp[x_partition:]\n", | |
"\n", | |
" def join(x, p):\n", | |
" return np.concatenate([x, p])\n", | |
"\n", | |
" def augmented_dynamics(xp, t):\n", | |
" # split the augmented vector [x | p] back into x and p\n", | |
" x_in, p_in = split(xp)\n", | |
" # [f(x,t) | -p(t) f'(x,t)]\n", | |
" return join(f(x_in, t), -p_in @ grad_f(x_in, t))\n", | |
"\n", | |
" # get derivatives at time t=0, using the integrator\n", | |
" dx0, dp0 = split(forward(join(x1,p1), augmented_dynamics, t1, t0))\n", | |
" \n", | |
" return dp0" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"### Gradient descent\n", | |
"We have a procedure which can now optimise the dynamics:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:444: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" return lambda g: g[idxs]\n", | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_boxes.py:13: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" def __getitem__(A, idx): return A[idx]\n", | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:597: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" onp.add.at(A, idx, x)\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[ 0.01705836 0.04188739 -0.11321789] 0.6588018102356316\n", | |
"[ 0.08999077 -0.06376583 -0.03736028] 0.4409837419061324\n", | |
"[ 0.22164157 -0.22944544 0.06794836] 0.18382598142077555\n", | |
"[ 0.36619621 -0.39129979 0.17051656] 0.03603680761412413\n", | |
"[ 0.44748538 -0.46883204 0.2224734 ] 0.004486940999714661\n", | |
"[ 0.48031224 -0.49338034 0.24116158] 0.0005095456461528896\n", | |
"[ 0.49242799 -0.49949609 0.24716276] 6.563921923093611e-05\n", | |
"[ 0.49694668 -0.50056865 0.24905499] 1.0539158553824152e-05\n", | |
"[ 0.49870856 -0.50051616 0.24966533] 2.0462471990722928e-06\n", | |
"[ 0.49943158 -0.50032108 0.24987199] 4.425784294598816e-07\n" | |
] | |
} | |
], | |
"source": [ | |
"steps = 500\n", | |
"delta = 1e-2\n", | |
"\n", | |
"# 3 element vector\n", | |
"x0 = np.random.normal(0, 0.25, 3)\n", | |
"t0, t1 = 0, 1\n", | |
"f, df_dx, df_dw, weights = make_tanh(3)\n", | |
"loss, grad_loss = make_sse([0.5, -0.5, 0.25])\n", | |
"\n", | |
"for i in range(steps):\n", | |
" # forward pass; propagate (x0,t0) to (x1, t1)\n", | |
" x1 = forward(x0, f, t0, t1) \n", | |
" \n", | |
" # compute loss and gradient of loss at t1\n", | |
" loss_t1, dl_dx_t1 = loss(x1), grad_loss(x1) \n", | |
" dl_dx_t0 = backward(x1, dl_dx_t1, f, df_dx, t0, t1) \n", | |
" \n", | |
" # we have dl_dx a t0, use jacobian to get derivative w.r.t weights\n", | |
" df_dw_t0 = df_dw(x0, 0)\n", | |
" weights -= delta * df_dw_t0.T @ dl_dx_t0\n", | |
" if i%50==0:\n", | |
" print(x1, loss_t1)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[ 0.49974224 -0.5001765 0.24994694]\n" | |
] | |
}, | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:444: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" return lambda g: g[idxs]\n" | |
] | |
} | |
], | |
"source": [ | |
"# should be approximately [0.5, -0.5, 0.25]\n", | |
"print(forward(x0, f, t0, t1))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Flow field example\n", | |
"\n", | |
"We can use this to learn a simple ODE that contracts points to the origin. We set up 20 random test vectors distributed randomly near the origin, then measure the SSE loss to the zero vector. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"## Flow field example\n", | |
"\n", | |
"import matplotlib as mpl\n", | |
"import matplotlib.pyplot as plt\n", | |
"%matplotlib inline\n", | |
"def traj_plot(f, x0, t0, t1):\n", | |
" # set up an axis\n", | |
" fig = plt.figure()\n", | |
" ax = fig.add_subplot(1,1,1)\n", | |
" ax.set_aspect(1.0)\n", | |
" ax.set_xlim(-1,1)\n", | |
" ax.set_ylim(-1,1) \n", | |
" ax.axis(\"off\")\n", | |
" \n", | |
" # compute vector field on regular grid\n", | |
" # (this should be vectorized)\n", | |
" ts = np.linspace(t0, t1, 32)\n", | |
" m = np.linspace(-1,1,20)\n", | |
" mx, my = np.meshgrid(m,m)\n", | |
" u = np.zeros_like(mx)\n", | |
" v =np.zeros_like(my)\n", | |
" for i in range(mx.shape[0]):\n", | |
" for j in range(mx.shape[1]):\n", | |
" uv = f([mx[i,j], my[i,j]], 0)\n", | |
" u[i,j], v[i,j] = uv\n", | |
" \n", | |
" # show a quiver and streamplot\n", | |
" ax.quiver(mx,my,u,v)\n", | |
" ax.streamplot(mx,my,u,v) \n", | |
" \n", | |
" # and the trajectories of the particles \n", | |
" for x0 in xs:\n", | |
" path = odeint(f, y0=x0, t=ts)\n", | |
" ax.plot(path[:,0], path[:,1], 'r-')\n", | |
" \n", | |
" return ax\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:444: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" return lambda g: g[idxs]\n", | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_boxes.py:13: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" def __getitem__(A, idx): return A[idx]\n", | |
"c:\\conda3\\lib\\site-packages\\autograd\\numpy\\numpy_vjps.py:597: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", | |
" onp.add.at(A, idx, x)\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"16.14692328536046\n", | |
"0.7594192860857955\n", | |
"0.23671945470717884\n", | |
"0.1329631587170023\n", | |
"0.09050420086166479\n", | |
"0.06783437846171968\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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apnPNZu1OncfNGIokBxzftX9PIqtCWcnAVZuKWEfH+679R0R+R5VgtpLleEdTPQlgg64ou2/9F68P8V37OcvxGgPPIfGhib5rP23S3K0NDeJShCbxPHCa79rrU3zGtEotEqFeKhVgavhm9127DKFmz0Ue8GN81y7zXfvpJZOHzVvxfMGFVBOtpiXZ4dsumTxsB631C8AtluP1TXINav1nr0wsW7V0GhKzSeXKHEjIZfFdO8ioOJbjtY7I5iCB6ESYjYy5CMhxlyql2qU4PwAbf/jgN11WvIlQ/9YUuCH070VUZ4GiKC1f8/svxf5niTrfR2FRnfFoD7zqu3ZJEvmCaLzCmPsDqG2BnIy4PACHIHGIaMvKU4D+m37+ZBaSMUwJpZRSWdm3ZzRteRPCm0nFxB1NzUkDpwEnAFf5rv1eZO3tAJeYZ9JyvPaINQ5w1/ov39hm8c1Ht1r50uTlZnN4FmkCfprv2jMNZ+UjJMA+GbiueMmir0r/WHyc79rFkbX3shzPC+J7SqneSPB3s1FflcoopJ6naoc2X9YQJBj5uOV4gVl8ycZv5vcoKsg7BXlATibBTSRUev3qL1NP/wzJDjxtftA42Qrgol/vP3t/rXUhwo1JZjE8DBxvyFEBrkaUw/mRtf8EflFKxaaofddeh+w6wyzHy0aUzNFxslFkNt/ymYzsJluweXGVbBK7To2yWm21DWkWrQGdgCAAuwcQ5QlVwdSvxCmcgxGL7e3I6wdRnR4+CQkwe8GbluNlIDG0D5c/deV+VD+wqZDXZuC52SojsytwnonFJbrm7ZAH/T5zzp7mPHMR5RGWbYFkIMdEg8LmYX8JCZDvW1SQd95K79Y7gPty8ws/QXhaA4Axvms/bA47AcjUWu8ETChesmhhxYbVu/z6wNllkbWHIO5QD6C9UuoYJGkRHtFSZ9RLpaK1/h04FbhDyRzdRgC+a28AbOBLJOB6UIjSP7ropiGzta58DLjOcrzYQKfW+tGKtctbrn5z2s1a6+9I4tporX8EPf/3x5y5JvNzv7lh42QrkF2jKrDru/bnyE1xnuV4UbfiTpJbPzMQAtdAYA5yA6fE749f+n3FprXFpK9UKkIm+UqgVTIXEqXSDdh2BpaafydLJ4OQ1BbGvB5OJZvTq07AMq11OUJcHAo8RWjMCBLw3L5iw5p7ge6mLishLMfbpcsFzwzLatXh3KY7HXAQ8KLv2tHevFUw9+MtwHlaa23iHU8i40FGGpc9kM1BXKLLo5krs2HMQqyu44sK8j5HMp6zcvML5wNPAHnAWN+1w9bFyVprlFJorWncuWdpsx33z4qsPR6xcBb9+f4zeUUFeScg5L+Rf7U5eL1UKgCmwfHJyINatdP4rr0GuWl+Ai61HK+PeeBPo7LiyiW3HrcKIVM9GK37CWHi2g+fPWLth7M2AEciFkUiTC1ZuqjfuoUvBgWAZySRnQv0UkqFLZN/IczSaBbpF2ArpVQiUtQcJNh3EvI75iilUtYKKaWalq0oWlNZsjGlEjI1VS0Q1xKqXZ9axL2KDatzAEqWfr1rGus2Qcog2lqOtyWyC3+fQDYbyZbVIPZFU8lGNhMh1AUKaAgy12hmZNlztda/Lb1n1CjECkgKXVlxXUZ2kyc6nj6lj1ECFyT5bFsgrsfzWuvA5Z6MZJ9O8l17WUi2AzJF8fWoYjOf71rkXj6zqCBvEeJ+fpybX/gS0iy8MzDBd+17QsftAexqFIo2huPumCyR5XgZluPdilhGL/764LgL1rz18Hxgndb6klT1R+mg3ioVg9WI33iiUqqKYm0CYIchaeWXLcfbFYnUL9TlJWcsnzXpYkRLv2g53s4x61YA36yZ9/BhlaWbZgKXh9ypKBTw2+q59x2iKyvfQIoUuySQzUC6vp8TutYvkV1sguV44bhIBRK8PIkYmEzO48Cgzuc91RhxTdKpVN5U8uu3mzJymm4VQ/ePIqDp72L+TkiAy2zWugSgsnRjypiK1noTsiu2IEU62bgDB1EziwfxqeQmSAwlmEw4EnFjqywZy/F2BAZUrF3xBBVl+5JGUWNlycZcgIys7OaIm3ZVTFlHgDyEu/KDOd9RCPHO9V07SoUParW+ojauQ1yRcw1b9jJgicrK+RhRKCOBJ3zXrtpQjUX0MYCurNCVxevnIhZ9Z9+1l1hSnf804m7fufyZa4aXrfBvRGgKybJndUK9ViqGIn89cmPW6M3hu/ZvSFXpRuC13PzCbqaku9emHz7YAfnBNgIvhYuxQus6gP3rfWNeRvL6MyzHq9X/Q2tdoWVm8MSV3q33Iz/qrXHBYLMLjALmqpoNm65BdtSLQ7KViCWWMLuAuEDZGTlNjzXrpjRbtdY6s+kWQUnC3qlkkaxBwLgMLJU4ApwGaNxll2h8IxHmI1ZFOhyVOUQ4JsSnkhsDD2qtZyEVvf2BmdRsVTAeKF350uT3gHO01iktFdDRIPhwJCYUh07AHlrr+ZbjdUU+42vUnE8dtBrYAOyuta7Bc7EcbywS97sPuHObs6Yd1HSH/T/eYr8RB3a5cNZYZKO5wnftW0LHtABe1lpTWVb8tcrIbLbk9uGH+6493XftP8wG8hziSl0AnLvpxw9bAgO01uO01rGW4uagXiuVAFrr37XWs6Kv+679M2KxZAKvW47XxdD0H/NdezESf9kSKIxjt2qt51ZsWP0YcKxZ4+lEqVit9b0bvpo3G7GAjiGBhWGUxVmIQguu82uEIXlMODBsCvrOSlKouBCpXD3KlMJfnkCuBprvevhMcx3pxFWeROp0IDVVn+a79k9UIRzFJcZ3744opGTHjde1e5gMBL4Op5KRlhZBj5zhyP1dlfWxHK8VYuFML178+Ryt9b3pXGhG4xbh4PrnwN7m3orDTVrrpcaSeRz5bOebDGUVzMY12VhtVTCWzV0I5+QcIKdRqw5eu6Ocglb7j3gCca+v91372tAxrRHFu59SasTiW47pESbzGeX2LpKJush37dt819bmuYnOm/7LqJdKJVEwNA6+a3+D7FgtgbmW43UIvfcp4tvvilQq1wpAaq2179o/ImbkXiRhQBpT/W5MKi98ruiaWusoV+ABJM06MSK7IhH127CK7wUGGIW5NE4u5rj1SqnnSTz4PHz+TaF1VyJDxOLK6DWwUWVkpkvT/9H8syXwYTTVGZENz14OUsmtiaSJtdbrQ0HGkcCnaB12LU5DNpmpQd1RKliOt6WJk4DEdvY0902iaw2U37WIJTg6oviSnasvoog+RGp2yoFDESu2JRLbeorQ5mFc5jeRuMkxppYtvOZeSJOyNsChpnbtH0W9VCrAR0niFrVgboIjEV/31TAvxHftl5E6jIHA3Yk4LL5rP4ekAnc1dOdE5wpYvk2BuyzH28pyPCcVc9Z37e+Qh2RsImWUAM8jVlTCa0qAlUhKui73wCqkvCCRMkqbRBZCX8QNqAsORhR8fGWtEM72pKaVkom4PgsMRyhdBIzZ233XvjZqccTBcrz+yOZwr+/atSum44/ZAbFOlgKDTP0aSLA5vKkchWTDsKQP0Dzktxzsu3aNBlKW4x1p3t8I7Oe79jvpXMtfRX1VKtsB71qhKuFU8F37XeQHWg28Eq7v8V37PoTDMpJQEDUGVyKB2fuihYeRc32DZHWOQcz6G6jOoCTDJCTgmp+GbHCunxDL6KQ60vY/QLI4tQoTk+BPJGCatKiwjuhOgsxPEtRKJUdwInKdT4Rey0MswdvTPYklTZ/OBab7rn1eKnlzTAck/rOICP8oyTFbIRtWCTDA1JYFFvlI5J4LFEsx0MxyvM4IP6cLcI3v2q9G1hyN9L/5BtjX3JP/EdRXpXIAsjvPT8F6rQHTU+I2hGz1vKE3B7gcKca603K8WPKP2aWGITf0rLg4DIAJigVMymD3TtrZy6z/A3JDnmXV7kaXDDMQAlO6LFkQpQIpgrVhGCtsNX+TUjEWYxvqUPNjFOeRwNxYBq7En04E3qBmm8hzEbLdc3W4xFuQZllpMW6NErgVcVWGpVOkaFy5QsRFH2xc7QBzkYyWNtc9FGEfL0EUSnugv+/ab4XWU5bjXY1kluYAB4bT2P8J1EulUlSQN6Zi/ap+iH//uuV4diJZpdTdprEwAMZEPBUxoas6vvmuXbnkzpGvla/74ztgeiIOiyk8HKG13rF48Ref5HToHkcE6w8cEfpbl/z2/WFKqXQsq0la60ab/E/TMpsBfrl39HaGi3OX5XhfWY6XsK+KUmpfpdRAJI25nhTBWqXUVZGXVpFEqWz8/v20aPpKqfYrX74jsMhSWipKqWtMwDrowpYoBdoX2PZ5k1oFIa8hv/fdJk4RXjdbKeVG1ghcmMHAtSaTGMhfkqQu6wJzzFm+ay9SSvVUSiWcoGBieE8CvStLNp5YVJA31rCHsRxvFJJKLwFyfdceauIhucDburys3ao5U28I0/3NevchrUC+QJTUelN39lA6vZFN3Vm6DONY1EulAryy9O6TJ2387r3+yMPxvOV4iYhf1wL3RBTLDMTNGYQokEyAyo1rXlz26EXvVZZuWg48ZyWoPvZde65S6srGXXbp3mznQ+J2vieQdPAK87fKbr9tK+B6lWLshu/aPymlHs7ZpsfebfqPjePQ1IDleDtvdeKNxxgW535IoVu3JIf4wJGG1fkxqTNAVaUCRgGvBTpbjrdfDAuYytLihHT70Dpbdzhl8jXNdjk8GP+xKpnrZkhtO5qAdaqq5JElUPFOqG8xQsnfREy7SiR4Gy46DR7OixFi3OTQdewMdI3r72I53p7A9UjL0kcM9f4mEtTRmM97J2DryopxSyYfPwSYqbUuthxvmDnuNWAL37WXmGN6AG9VlpW0WvHsdU+u+6SwILReUyTzOBrhuJzpu3aZkhEyNyPNslON6OiKMLxrZVLrgnqpVEytzW0rnr3ujpUv33ms1vpNYJTleLV2BcNqHAVMUUptGzzUvmtPQczaE5AdXmmtdcW6P85YNnPi57qiXGmtX4oQ0sK4HnilRW97wBb7Hn9OeBfwXbvSd+1HkYf7NgCVmbVTZsv2LyM/eipcq5RantWqw/TUomyf1XzLbSOvFcVKUvV9BK7VB8BuETcwikqlVIbleA7iCuyBKK8FiLtYAyo9mv7BOR26ndm4007B4La3kZRnIvRCuEIgrs9XvmvX/oxKZVfCsPdg8Y0mY2UU37bAg9Fyf2MV2JiugCGchWSJ7o+wda8jptWBic89jnCKzigqyAv61l6utV6d4DPlA2dpXVmw+KYh3RCOyVzL8QYh7uw7wNHB+S3H203rylsqSzY2XfHsdQ9u+unj0YGSMO72XPNZxvqufXlRQV62UmoUQm0YZhjosVAybOxoRPmM1lrPSySbDuqlUgHQWn8IXLD+81enLLn1uO8QZuSNluPdFM1oGA7HKOSHvjF43XdtFwmQjUBYs0prXVa2/Ofhy2dN+orKii7AC4aJWAMmvnASSn3SdIf9rs5s2b7WrBTftdf6rn0BZrfb5qxpPYABSqmENG9znE9G1kuNc3fr1bhTj6RTEH3Xnl1ZVhL0yw1eTqhUTCPvlobS/wHCEI2NxRjZNsiNGeeXV7VYDGj6xYu/6J3segGKl3w5P2Z0Tizvw9Qd3QgsN/GHTGorAQBK4MgMaL2g5pCt0Uhadmpk3aCn7ewwB8YooWuQh/R5I9vM/D1Lh9onhHAnwt4+saggD6RI722tdWyWyZKJCDdUlmx8bvFNQw4EftZaP2U53qGIhfQhkBdkgCzH660rK+ZVblx76Ipnr5+y6aeF54YUioUooF5ISvkeJSM3PkTY0GdoaTQeC6XU3gjfaXfgOJ1i9Ec6qLdKxeBH4G1dXjyq6OajH0ZIQxdRs9t9gOXI7jpBKRXuLH4p0qTnGqp3ofXFPy98448XbkRXlLVF0qi14Lv2H1RUnJfdvuuWWx425tLMxi1ixyD4rn0+cuONa7p938akMSeosnjd9Silmu9+5LnJ5ACW3HrMLWvmzwgPrUq0O4IEmTORauMPjGxsZ33DpWmJWFyPIG5CoLlKCDWuzmzWen3Jr99trCzblLJF5rKZ+YtLfvm61DwXGvltYnvLaulNewAS/zkEiY3Mi5OthFNWADebqYDGjTkHqQ8b9CueAAAgAElEQVT6MiK+I9LwPNp+8mpM5bhf3abxYMRCi7b2xHK8E5E2CpN8134b2aC2J3mc6AfgqaV3n7wYrdsD71uOty+ixFojKeW1Zv29gLmVm9blLHvc+ba46LNwmnw3pIanHdJ46VmjhKchrnfSqYRKqZbAwxmNW3wLPPp31P1APVcqhkTmAl2oKGu7ZsFjE5C078nAs8bPDMtej8QcqnZmc+NchtQ/XG853lgje+XG797tt+T2E24KfNo4FN181LsqI+Oipt33yWw7+KJk6cpLlVKL2x51ybYqp+l0UowpXXLHiJ+Bac127Ne2y/lPJeXkaK0r/3z3iYNLl30fkNQSzoM2N9kEYJUJOm8keQZoMvCFsczGUt15bKbv2mHllZ2z9fZNm2zbO61u+iWLv/y30asKODnqmkTwIhLQPBJRLrWHYynVMgcGLoRP12gdWDJDkKzbHTFr9kQC7uGWCD2Rivapvmt/EZLdBRm7WoPSb0k7ynsQSyFguHYEdtVaJxx36rv2R0UFeafrsuIlwM65+YVlSPzmN+Dw4LswiuZ1XVmxduWrd55XvnLprlrrRea9gxC3cXek12zAQekKnKa1PkwnntIIgMpu0r7ThMef63zu431y8wvryhVKiHqtVAJorf/QWs9cs2Cm9l17EuITD0QyQ1tGZH/UWtcInpkH5lTk5r3bMm0RtNbv67LiuOBeFJOB2Y233WOk5XgHWo5XYDnedZFzrEdmA+3Y5bynSklOSwdAZWROIiOzQmXlpBwEr7VeteLZ6/dG/HorhewiqlsofkDyYO0szEPsu/ZHVO/WsYHS5jsfmlABh9Go/bbBQ7g2yrGIwbjc/EKQ3zQ+lQxDMyCnjyjMABOQwHRhjLynQ8OzTOD0NiQQfWVE9lYdGbkRouG/C5zou3a5sT6v0NKaIykM+/fm3PzCLkhAdh1ibSwz6+9vXl+uMjL3bz/0in/n5heeY1LGxyAB4V+Avr5rfxVa9zut9Re1z1gTluO163L+03dnNmlxCfA6dRsrmxT/FUolCt+170Xo970Qolqi4q/wMUH3uDeBhy3HGwzpdUc31s5pSqlfEW7AROBCK9KHxVSpusCE3PzClKQz37UXK6Wmqcys09JhEJevXfEbwnMZaKWoQNbVnfc/ALomCkhrrct0Tb5HoJCj7kSd0LTb3oHvnnJovTn/jkg6NWHWB/ixtVgNWI7XC3Gb7vJD/UtCa0YfoiOQAtSrfddeGZGNU2JXI8p4WhA0NhZu2j1nLSlQfd38eViwjlVdTfwrcJCxlKciLrRn3luIWChpKfHIefshge8DkVqik/0ULSbrgv9KpQISwERulP7AO5aUvKc6JugetxDhsKQ7IB3kBmtDdQezHOLZqjchTZinxdUaxeAGpHVhOlkjkMxBFqJU00FAda81wS4BgirkaE+Vuja8Dr6bpHN+QzjS/L+2UlFqayTe8lgoWj0ece0eTLWwJUWid5q1U84SNq7HJYhC2axRoYZ5+zTSS6e/KdMAwJDmjkaIa78YBRm0xww4RnVuXm1JL5V8ZOPcAPTxXfsBP/G8o83Cf61SgaoZOwchJfELLMdLyR71pVXjQCSz8aDleOl2SDsLiA6K7xUVMjfCOCTwl5LG7Us19T1IL9t06p0+Ryji6Y7w+BihtKf7OYMbOREBLt0bNJ3q5DAGAovM9xHFcESpzYSqFKuFPPTJgtYBxiPB6DtS1fYYd3oGEohNi7qfYI05CFt2oB8zzMt37fdDTNjTIm/3RILHdTlnG8zUCcSl3TPuvH8H/quVClQ1mN4P8RnfMEzJVMesQmjOlUiTp5QkNCQDkE/1QwcxnfINnkEi/deY+pJUCAhYKWMrZteZCmRZUvKeSn49ooT+LqWSLroDi/0k1ckBTDnE7iTu0nYisJDqwOQZiOUyNYF8eO32SPXxS36SFpFGViEEuvbIXJ06uwxWdc/Z7ZE+t0kHiVnS6yeaGVtLkp6+MWv0QUbXjkK+m+FBdumfQL1UKkqplMPFQ7KDigryfkIUy49I75TY2h5Dq86FqiZPhyFMzNesSFNrpVSmUuqQ4G/ftdf5rn0jUuAVPPwHBDU8Sqk+po1i8OCPRdKytWYMKaWaK6V6hdZegsQyTrNiGkUppaLNqF9EMjq1KpeVUh1jaOaFUPXQROWjQ8uTKpXSPxbX4vTEQVdWbFGxaV3K8aAGh2qtW+rKihdrvSMVyb2ptlIa6cqKcZWlxfPDAcwkuFZr3YwkLSJDGA0Mrdi0dpLv2nE9cyOXpnKUUlUD7Iyb9RxSQT3cj8w3VkodZvgzgXwLxGJWSDvN65EB8G2KCvI+MhyThDBB3XFa6/mVpZua6MqKA9Nxd2J+8zqhXiqVRm26jFdK1WCxJkET4KGigrzVSGDqfYRBG9f7dRVC6Q8Uy89ITCYHmGPV7BBXCRyllMoLL+C79gbftW9AzPUSpLN/FlJ97IbkfkWClAdRO15SClwXvsGQ2IpGhpcNtBwvzF8ZHFFCRUgF74kxiqI91W0MA/yMxJ/irKZoIHUNQoSLxlTKK9av/qP0t+9SDRsL0K9sxc9pzQjSWg/U5aWojMy4SYDRiuSjVEbm1iW/fPVEjGwNWI7XS2s9uvinhR/7rp00/Wo53o66ovzsTT9/+uvvj1+acqqgYW5XNYEy98DjCBHvND/S18SwX20k3hZYUG8iv8lE37Vb+659me/aC4oK8nZBanwStsI0CukJ4M7SX7/9Y9mMiy8punHwRymuOVspdQ217486oV4qlY6n3z20zcAJfUE9oJRqZijUsdBaP4WYrE8UFeRlli73ByCMzKmW410TfugMhf10TK2QUkr5rr0IGYHQDlEsbYysRna3k5RSu0cVnDGlz0QU2dVa6/nAn0qpvJDsA0hw8FjL8bYJXUcpckOOC8kuRVKMYzA1KZZ0MgMx86Md4mYgGZPdI1/J51T3nA2QrGJZR0oQKpAYVTS71Cizeeu2qIyUMRXL8dqojMyWuqwkZTm+5XiKyorBZSuX/OhHR2LIdY1AKpJ/A9CVFedXrF+1ocm2vZN2dTPs6dt16cbyio1rjkkhm6O1flyXl/bY+O2CkaXLf96YTN58X9cBr2qt3zYM7weQ4Ou5vms/EpZVSo1BfqsLtNbasGTnI3VXQ3zXvsnIZiilBiNu9vC4GiRzvTtrrT/SWh+79qNnv/39ySsOLl3+c8IZRUoGu+2CPBfvaa0Tue1poV4qFaXUW8137T9im7Mf7Khyms4G7kxmtWitFyA/xKO/PTTuOsT1eBDxpe+xHC/Tcrw2luMNMIrlNITHcT1U8TMGIX1c7jK7QMD2HI0Qn6LVvPiuPR1hN15mSePsSYiiccz7ARHtAGo3iHoZsXYuNK8XIj1BwjLBv1chN2WYo/EMsutFA7YtgY5KqbCf/hWSKakRV1HS8WxbaveYqVWpXLF+dROATT8tjJ1XXUO2eP2OACW/flueShbooTKzOpb+9t3nMe/tjZC9HgPInfhCb5WRue+mon/PiUsjh1FZVnxU2R+Ld9/43Xuz//BuSzpTuLKspEAp1WvtwhceWvfZK28mk1VKtUE4JGu01o+b3+4GJLt2te/ad4RkOxvZLoBjFEpPpLtbe4QI5xnZ7Y3sQcCJOsEYDcvxRlaWbJxeWbxu25XerS+ufmPa7pWlGxNaYcbVeQNpDXGS1vovN8Cul0oFMzYjq2W7AduMuW/XRm06n0LqbMd3yJd3dlFB3uGIMnCRh3wWQv1+2WSIfkda8F2oZGIbvmvPQ9LNR1GzF8sGJNDpqPhxkeOBT4HxW5/5QCeEe3Chqp5V9ANCthqC9MINoI3siUb5JJoMGFzDb8gNh1l3FWLRDI/wZdYiFO4dQrLBjOW9jR+eAVVDzQKqfhi1lEpm89bFACojM2UPkczGzbsClK/5LSHXxXK8QZbjPYkZj7Lxhw/jgrQnIi7mbABdXnpxZekm1n74bHQkR3TtHFTGnSiar5p7f6ys5XhXWtKx74iMRjnnrvv3K6V/zp/xfJxsBGOR9qRB6v1yhLf0ElIKEsYkJGD9hFEo+yAWikIGqL8DVa7UAwhb9+44Or3leDmW400BHi1buWTH3x6a8PmGRW+O15EeuGEoGRHyDPIdXpWk+LFOqJdKxXftCt+1/wUckdm0VVbH06dUthk4oXfwoMbBEJNuRghUHYsK8pTv2pcgP/gQZK6uRijOWms9CXETwqM/XkWU0UHAk5bjNdLSwHgiEns5NOZaNyEpz36NWnWYmZtfOM6cM9xc6jaEG3NXwAA2VtAoYIEpoz8FcbfiiFwasa6iPvYM5EY8OCI7jpCSshzvAORG3gtRqEus6qLMm5DuYWEk7KnSdIe+6dD0u2tdqZvudFAyF+VghIx4LMBWx1090ZIKXoHUuAwDXkTrPy3Ha6cryruV/PbDvNLff0zVi2ZCRlb2NiVLv7q4snh9reCvUcKXIxbGixUb167a8MUbu2utk2aHlMwEagTspLV+z5Kh6NcgNVL54QCpEm7NB0hLhy9NVnIu8t0eHykT6IFYw7vo6t6+4evNRZTR2WWrf52+fNakPuVrV+yVyD0KoS2wp6H0J7XW6oJ6qVQC+K49B9hdKfV58137n5ObX/gvK8XgcS0dxB8MMR/DJr8CRgY1Q1rrb7XW90XOORN5KAcjPJZgV3+b2kOrgmO+Q5TRvsD1WusHMcxP837gRrUh1FjbXOMEoMx3be279m1IFitwG/qGZDdRuw1lIVJcd3jkO1iCSVOb3fEtJKuQgcSONNV8k1epXcC3Gil8w3K8rS3HmwMUADTtvs8tluM9F667ikF3NEuWP3N1MqsmyqHYCVH8AQ5FXITHzN9jMpu02LNxp53GJlkzaN14ha6seGnlK3clCrhaVKdsG2U0adGkw8gbY3vrRFCqtb5Sa73akj7GdyEtHUebUpAqaK1/1Vrfo7UusRzveOS3+h5hyf4ckf1Sa/1aHLvbcrwBSLp4B2DoL/eecWrFhtVpsZ3NurWKJP8q6rVSAfBdeyliOVyNsBznm0BXSlgyVjJoFBT8YM2QWEuyc05BihBHArcHsZBklH7ftZ9E4jQXWY43xFgi4fc/Q0r8T7Ucr0oJGKupOCT3AdVzk2v0vY362YYD8hNwthVp36Cru8l/grh6wbVrYE6wq5rzR5mbYUslB+GEbG/+3gVJxSfLzHVTGRlJsy1U908J8AyhthVIgPZPZG5TI4QTNKfopiFfp1j3GqCJyshMlkKuoUAMFSAlozn4/S1pOD0dUcbD/Ei3uTAsxxuDZGk+QCj5abUeMOzYoJHUUoTM9o93yk8H9V6pgNTt+K59PdLDcwfgE8vx8izHy7Uc71PL8fISHFeKBCIHImzDwAR0LJlqmAw3IE1txlHbV06ECxA352FLKlyjuAaJ/VxjSe+QWPiuXYj0hhkRx1uJYAYyCXBQ3JvmOxhKdQsARahPSqJLAL61HC/D7KrBfJsAt/oy17oWjAJeQ/KmTABfh9Z8g/AMYnnIhwLPIHU5RwPbEF+NHD73bohyuCtFCnlI6N/rEN5ROo3Lg0rnWYilNSQRuc/ErsYjWb6XgCN8Gdmbzjm2RGqAxiOxln191/7bhoH9VfxXKJUARlP3Rm76FxFOSi9kYmBs2tl37U2+a7/iu/a5vmt3QlyItcDbVuJZy0HmZiKSru5nOV5K8pSprj0eeXCfjLpq5gY8FTHzJ6VYzkX4GalYtm8hAd+EgWyzO4YfpFRKpRxxw4IA7rVUWyYbMd3uEqAtYsmkGmJVFlrzKL9mZXIe0PyaQ0aXWI53IOIi/kTq0Z23IAot4SZgrNcx5s8pgOW79g2JlGQMvkE2nIGJWKtGsRYgltftSIe3pGnq0LHBsPpDqG4bmdaxCdbLshwvYauMzcF/lVIB8KUbeV+k8W8wP6c7aRbYGVbsLgjB67UawcHashoxu5cDt1iOF63RiDvmJyQAuy0xCsGXRsaPAudZSeqOjNt3PwlYtiG5CiTukLRy2bhVvvkz1U1ag1Xry/iHIAbyTIp6m6CQMNXOGvSbucnUY4UxolxlLH94j0FjERdjPyR7lTSehhD5TktxfUEHv5t91z6nrkV7JolwjW/GbERhNrf7zbVMAy5IVW8UOvZ0xMLLBPr5rn1vKnZsivX2QIbJv5mGxZs26qVSMd2tkqEvtQleBVaKwVmGeq9M0dr+iGJ6torWH+HCKKUyzUM7Eglo3m853rHEQIUaXhuLahpwpeV4ccrOMdH4B8zOmQgu8L6WWc7JMJP0KpeDuEGqwsu4mcpB1ieVtRCwdlMplaDBdU2XRqnWwJHrc5o+W5lRw/g8HhkypxJxlnzX/tSPDNySJUXekurjfKQ3bWxLBpWicXmMfNVFGsv0CYRgeS0wPhzATXRfW47X2HK8BxBXZz7Q23ftD5NlO2OuI0z/b2Y53i1IhfpWSHZycUj2L+mFeqlUgNlKqR5J3l+NBCDDDMwugJ9CsfQFpiqlsn3X/gMxMR8CZvSe8NhlwByUGgpVX/wTSqlcE5c4Bgl4PmY53hExa49WSoUf6isR92yaFSkqLCrIU6teu/sbxA2q1Wg5gLFWPkPrC9oNujjKnA3j3wiX5kSl1D6GEh6Hj5A4RpWFpJSKi1PE1f+8CbD+yzdSxQW6A5W/PHBWpVLqoiRyA5GOc0vNdUw1D/9QIHtTVs4jMcc8bXbu0eGam2RQSm0D3GHJDKJHEWUXWz1ufvNHlAx/T2ftkUjcI5jv8wKSIr/Qd+0rIinmHZD7usYmYiyIaYgiuh4YUFSQt0kpdR+RrF6Ca1BKqdMxJQMmW7QIie/dD/TwXXt2cC2GDFeX2Ui1UF+VymnAxUqpfKVUVpSmb3akPYBmlWUlu6xd+GLAW+ispUN+rBtgqPRPIcpiy6KCvE0Im/Tp8ozMa4taddhJw9MoNSqU7r1HKZVbVJBXjPj6i4DZVu0hZw8gtUJ7KqWyjCIahsQOng6R6dBa/7n+s1deKlu59F2t9eWWjGZIBBdFRWbzLR+M3pCh70MjPWaztj7j3lXAwLhdzsQAvqampdIhZudKXFRYWZ7qnuqutS4qX7m0B8KJqQXL8VoiKe6XAUwtVqXJrowAfui4fuV7VHN2KoDTfde+WinVFIkPpezTYiyDW8lsdCvCS2mHkA1rxU/Md3Cdysp+MVVnN0OnPxlpb3G7Kad4DYklne679q0hWaWUOhixOkeZEo3ge+iPbI6HAoOKCvIuLyrI64Hco9N0pL1lzDV0MbKZnS94ZqLlePch3+kmxH06y3ftNUa2rVJqCkIoPDnVd5cM9VKpaGkfOQppIDwbmBZnsvmuXb74lqFfrpoz9biiGwf3W/32o19QWXGY1vrTmIc+WHsuki6egczPLQVOXNu4+Z0DRt219aKtui4DHkSp88O1QsCNJno/AMkizQ5nkIwSOhPZba4x17cY+QF7EZovY3Df709clqPLS8oRNyhRoPkXXVbycE7nnr1yOvW4PsnX9iTQJ6Nx81MQ1zBRx7UPgD6W46mFSg18DAa0qN1eMVAqVcWDFRvX5ABs/O69o0mOYMzp7dTknYTRD4mRBA/Ny8A6hLF8MPCYlV+YicQWQOjsQTOmBcAXqTqwmY1oPvBV7kXP9kN2bsd37Y9jZJsCc1sfdmaPLhfOHmclmYttaPovIb/pBbn5hVshwfJihNT2YEi2M2K9nIDU8qyEqnTxpcArSJC9X1FB3vfIXJ+JCE0/rrgyWHc35Lm4SWVmX5CbX7gpo1Hjr5FSjn8BvXzXXmBk90DacNyPDK4/X6c5vD4R6qVSCaC1noV88QOpfePXlK2sWLD2vSfvXzbjoo26ZEMO8JbleGOs+CFW3yA3wiillG383nM3ZTe+fOjIW7Z+p8uuvwG3otSk42S3XQicrZTq4bv278iO9DlSgLh9aN1SJE4z1rBkMbUdLnCmJZ3ZAxRXrF/51qo5965Csi0JZzyrjMx/oXVFy72HxsZzzHmKgLczm24xFNQCEvdDeRN56K09oNUJ0GKgFBCGEQQ6q9bIbNqqBCCz2ZYJU7Xmu26vlPoeCQbPSSA6BAnUBmnnTkg2L8icPY6USwDc5rv2mwDGLdkJuSdqorZl1hfYqelOB/yMkNTeRmgFcRjRpOueu7fonZeHpJiTZYIuRZTlU6b/7HwkjnSD79pVQ7qMKzcVYcveqk3LSqOwZiOZnSeAfYoK8pYiFkd34LJkD72h3r8AdNpywISbu1w0expipX6HTE682q+eZbQ9QrprC5yptY6rr6oz6rVSAdBaT0Hmm7yqZD5LMtk7S5f90H7ZzPxxuqLsAeRHfc7402E5rbUuQG7mliZ4q33Xvq40q9GZJw2btNVLO+z3O3D5U3C7lmLCHpid11ggE5AHYI4lw7TRWpdqrS9EapfCPVCuQG6+CZYZ/K61rtBaX7jhy9evqizdVI50+o+N0BfdfPQvZGRMabLd3p0T8F8CzAB27HjandORebxx+AJh/u6DuHIMjhDZjPW2gJqNgkrL/vz9++a9BiSj6bdDvtNvkeDx3KiAUTwDgdd9mbCnkIduAeL6fIbW3yCxCp+aFtcOwFAd7WQvQ8M+o2YR5Y4ZzVr1bTd44plIav5kP1SEaHgkvVrtf6Jq0q1Pz3bHXpWplPqSJGQ2pVQrc03dc/MLV5vvqC3S+vH1iPj2iHWwvZbPgyXNwD5CWiCcR7UrtjMSRN9Za52qB03nzBZtD87NL3ysxW795yG/5TkIUzfaX6YxUlKwr9Y6Oqpks1EvlYrleCeF3QHzAL6ntU7JJdBaF5eu8J9SmY3GIibvkQhZrlaPVq31aq3142GmrO/a91VmZB53zhBn0YxeA1ci5LdHNPyipc1CIPcN0qOkFaJYOlqOd6PleJdqrd/VWs8JyZYj8ZXOSHylSjnqysppKiNrFBJAvTeBZYVSGS5KlSGxgUR4BijNbmcNpbqbfhRfUl2x/C1QcVxMvRES+A4ruexGW2zVPadj92TU+yAg/RNwcwIGck9E8YSzSNeh1HZIrOdxQ2I7AJmNHL62dxNU2eYjSj9cwzSt87gZxyAWy1i/9sTD44FPW+0/4sn2x1wxVCm1FrBj0ttV0Fqv0VrfmZtfuCOySWQjLNn3YmS/1Vo/p01xoKHq34Zwfw7xXfv2EKv5I/NfyvRxbn5hcaexDz+FcHLmIoHYKdEyAbPu53/V1YlDvVQqiDn3gZVGz9lEMJbHZKprXt6xHG9cooc2cuxsrdSky/uPbXR73+F/IsGt2YbpGZb7FAnedkHaC1yMTEKsNWbUl05zpyA3/5TwdRTdfFQRUoJwBAlIbL5r/6qUugHoayVoI2n4GR5wQm5+YewNahTcQqCPYat+nx2apxzCSkIxlTRRxVHRiafmDTD/fxmqrMYyJO0J4hKMR4KNNZpaR0sfAFCqG/LdPYHWVdZCbn7hXoiF+Zjv2o/VOk4KREHS8J0QRu/SGLkaMESyN5EYSj8/RR9YQz67CYl5NQV296W3cp1gOV4Ty/FuQGJi5YhSHOJvRrf9v4r6qlROQFye9y3Hu9eKzPapC3zpEbo7wjO5E2G6JgzEhY6bh1IH3tZvZPFVh525QYvJ+grSgySMT5CMStBQqQmhFgWRNecgQdyTEYJcGFOQIsTJlnQFi8P9SDFcMmtlBkIKPCSJzAfA7oZXsYj4wWcJK5WToBviavhJZAYCX8Y8wMOBd6z8wvVUN7VOTkwT1+kuJJZVxXi2pE9sUJaRKFYV/n4yEA5SspnTmJqt68y6+/uhDvkJ5NshWaGLkLKLg83mkhKW411mOd6rluM1MqzifyP0g8eBI33XDtLr/3HUS6Xiu/YTSCR7MpJ9+dZyvNNSkduSrLcKCQ7mIwHAGZaMRUh13GdA3+l7DFp27qCLSytRskspFX7oJyKlA2EMTrLsJMRsvTucPTLm62hkpENsjYsvLSrvBU6Ocl9CeAkZCBYlB4bxIcJO3Q1xh7ZDMiBhrKTuSqU74PvRDm4GljS/qkolV0GpnZG4wuNUz0a+L3p8DI5BrLvLg85wBrch1uOJfky9jSVzoizzZ/BgbiIJY9dyvKORoGcrRDkkjX0Yd3shEvM41XftcYm+l5hjd0Y2n/7IRjMPyYQd5rv26XVlAf/dqJdKBWoMP++NRLanAdPTUQYJ1qs0FP0DzJrvW453Zip3yNDu93uhx4FfjTruKspVRk9gAabPrbmu+5CsQYCzEu16JkZwIpJhecZwNoL3vkGUTu9ocDmEAoT7Emut+FJflOu7drI+q0G6sg+iVBSSVQljFZvn/vyQ5P1+mAkGkdeHA5W/tWgzC2mCNM+v2W+kNiS7Nhmpdq6KH1mOdxSimB4K0qoxCHd3ex7J5u3qu3ZsvZLleCdRPeDrYN+1kwY9jfx85LPu50uHwLRg7se7Qi/thbiBu/iRRtr/V6i3SiWA79qfIzfjKEQZLLQc7/Z0XJgE6wVFiPOQ7NBMs4MmO+Z34KC3uu4555TjrykqyWzUCXgHpXr6rr3Yd+0zETr0MORhVEhX/0R08t+RB2lb4KqIXAGwm5+gfsWYz/cAJ1mOFzsF0U9dgLYEiQFti2SDoDanZCWwZbrWofkM3UhOzx+MFBpWP+ziwgwH5u47dvo+SHA4Ueo3jKuQyuWzMbEWSyYbPIC4pLXafxqZI5C2oQDb+a59tO/acxO5EpbjjUVifPOQoWAJ64os6c52L8KDeh3Yw5cRMnXB2Ujf4/D3vkMav+l/DPVSqSilxoUZocbKeBip15mKBPK+tRzvJJWRMc502Upn3b2UUof7Ugx2JLLbDwM+tiKtEAwT8pygXsOwUY96x+r178Gn3NZkXXbTVhrmY8ZnFBXk9SsqyPvAd+02yEN/KFKEGDcWo3lRQV5rhC5+ASG/35c2D5si8kMidSM3Ii0Ca1krSqlcJU2OE8I8QN8Bg1rKA1ZCbXepCFE8NYLTJXIrEDkAACAASURBVL98k0gBt0Xaav7bXEcLpVTQyyZQOgOAd/2aBXZ7AtvNgq+01uMRhfdCsuu/WamjtKRkH0Dr90PrP4QEQ08MXA3DyD7eyOyMWBxfAC2NFVoDSqmjDcENy/EuQWIhLwB5fmQO0JaHnN63afc+Y4zsNojiGYOQ2Ib4ofGqSppPn5+k/kdZMkHh7shblaR4jpVSWyulog28EslmK2nEvdmol0oFqSB+zvzAKqCn+6692nftcxCT0Ace6Xze0yfndOr5kFJqvJKCwWQFev8GDlVK3VJUkJddVJB3MxKwa4Fkm6oqlk16rwih9LdWSjUxpKLh37azpgwcdUezP5q1ytIwF6WOQG7Ue5RS1pI7TpiI7LbnE++mbAAGLb756M90edlrSOuGZGNJmyDku63M97AMUVwjYqyVjUiP3FTzpd8Hum1s0XZMiVgXNSwV37Xv9117l4DSXlm8PrOytHhT8eIvojOFAnRDdthgLvMgpJdrgESzkodpKDu/4/Y7KZmzNCURTwSgpVJbHg4PaLF4wnVT45D4ykXGjcTwmlxggyVjSD2kJ29eNHWsZIbPCITRu8oEWc9HKsCP9UN9U5RSWZlNW+3XrOchr7cbevmNpmh0IaKYj/Nd+5IgFW4o8tshPVi+j8tgWdJ07BVgsta6fOP37y9a8eJND5X88nV3IMd37VrscPNcNFNKXYmklxP21zXXkKWkJmw20h5is1EvlYrW+hmkMU9n5EuYpaQ/KAC+DHrqC5yRkd2461Yj3H5bjSg4NKNJy0JECcTuBoac5iDszVnA9KKCvLeR7NCLRFocaq0LESbvkxiT3Nws45a26nDlwFF3tvBbdyzX8KKWB+o04JnKTeuuRnbS6UhDpjGRdTVwha4oe+zXaWMXIr1nn06S5XoHoV+H080FSOYmyjRujjzQqSqW3wfI3mq7Qz+VGE3SplUqK1tnZDduUrz0yyMTiASB4yCmMglpWRAgqEquZsNK6cWwuVBcvM9x25k09AMkwUnwyW4S68mnmvbeA7HeXsLMSjZlHW8AbXLzC98EbkWsqUHRNGyHEe62Tbbb6yPEEj5Xa62NNbs3cFLYsjJWzCvNdz38hsxmrZoolbEFwoZdh8wufiYk2wWxcm4Axpj7qQqWTHmYAHypdeX+a955/LPFNw15acXsa4dtWDTvtN8eveiHOAWrZAbUU8h9+Y7W+oSAYBdFq34nDWt96JhPkSLCEmBImG+1OaiXSgWqFMAdyJfRCVEWVVaIcYkeAHZQSt3UuHPPwduc/VDf5r0G9AE1xTA1E+EtJNW3L1JR+rvv2scniOh/a+QHKaUGmnNr37Un/dGs9ZjBJ09u/nmH7sUaHlsnqfBngZOKCvI6IwHDu5E0cTSFvBy4o3zNb8dVlmwcjqTQp8fFMEzP2UmI4go+/3IkTT4iYOka2Z+RjnWJ0tIBFgKVzXY64Ivf5DN2RKmE/VhUVnYFQHb7rm8lEOlOzXTyr4SGqyGuz1eR77gv0OnxrJySxl12Xa6UetiX6vFYnKXUDldB57XwRYbhsJi0+CNIRu20UGzkUKAjmY1mmPePQyyOGpMHLcfr0Kht7gdt7PN7ZG2x1RsRIqQfQyqbDHTZou/wTtTshvcJ4i4CVU2yn0bcy6u01jXaSBpFOA84p7Ks5L1f7z3jjz8XzMxAV47TWi9K9B0opXoiv3tXpIl7bPDWcryenc6Z/kar/YY/0XzXw3u2OvDUi7XWj+mYTv11Rb1VKgG01tO11rsju3QcqWyl79pXAXtnNMr5ps0R47bufMEzu3UcdUd0VGh4Ta21vh1JK86Lq+gNyVZora9DUpQ1GL2+a9+/rnGzY4aNcH9/t8uuq5vDrRoaNxcy2dZml7kQCUw+YIV6q5h1bwaOXjL5+OVGLo8EhYBa69uAByLK8ibE3YlaKy4pqnhNfOCLptvvW7JOWjpA8jQ0AC33OioR2asbMjs5IL3drLX+AqraAhxITNZHQ/G7A8e/nNG42b6kSCNfDNe2A1rCKVQXFF6DVAvfawLgAZoDu+Ze9OxhSOo533ftGue3HK+D1vrNjJymLUEdXrZmWdIu/abuZmaXi1+YnpHdeFskIB8oluMRyzr8fZwB9NBaV/XVtRwv23K8K5H4007AFUsmHz+x/M/f99Na76ZTd8jPQKj/e8RR7y3H29FyvMeALzKbb7m3rii/PiO7SbvV8x5K1ds3bdR7pRJAa71Ba51w6LQv1af7AqMzGuV0zW7fdYHleHdY1VP+4tbUWuuPDaMz1flLtHTUj573ueJGOaedPGxS5qyeh2wELl8HrpYaj6DF5NHIgzvTkqFj4XW/1DKW4S5kZ7vYStDmUmv9QmQn/QNxy4ZZoSHz5nN5qT4T8L7Kyu49uHHzp83fyVwgDZDZdItEO12NzI/WOuzjH4xQ2sOuTybSe6RwU4+D9kUCuIkzJUr13g6GKpiC1p9CVdOlixGFUmMUh9b62dz8wqFI3GUqkRaYlnTdf0Mp1VllZvVfcvvwpEPEzJrLcvMLS1VGxrXmpXVInOZK4MCwFaa1XmRo8lW/V4i78i/Ere/hu/ZTuqL8U611SjavWfcLLfOaasByvG6W4z2KuMSDgQKlMnKLbhpyWbKM1ebgv0appAPjEk1DCs+mIsG7JyzHO3VziXNpnnd+RUZmvwvt89dM2efYEsTteZrqge0bqNmLpVaDIWO2jzYyT5nAYjq4BQk+xqZQU+B9oOVe4x5tjQwgS6lUkqAbiTkqByGmfpiefiCw1eyeh3xvjk2cRpb4yBRzjVcAmM3iEXPOC6OHWI53CEIUfA2YEE4ZG4XyJhI4tn3XrrVZxKynLOlTPAeJgY0DtvBde5Dv2pOSrWE5XlPL8W5Gvu8tkczQCan4LunAcryuluM9iLC6d0NiR11NsDjZgLrNxv+UUgngu/YqkyXaE3kYHgIWWNJU+J865xco1ffGA0/9+V+HnlGuhcH7KlLZimF29kdiDoWW4+0Zs8ZazM1K9eD3VOddifQuOdYU4tUF7wELyzIb7YkEqdM5vlasynCGWpJYqRwFrPdrNrceBmy46vCz9kAe0tlJznk6QtS7mOoCubuROFStpkuW4+2IBOK/RXqclIXea48EcAOFkihGFF6vGZIFugWJ8e3gu/bdibgtkWMPRpjCF1LdiS1pyjwdWDJJ4j7kMwYziA73Xfviv0NZJcP/pFIJYMxpG+lgvx3CR7nHMkPY/4HzFQH7P7TnkI/HD55IhVJ9ES5LJ/P+CqRF4CokK1Sr5sYwSc9Cdvd0R4PciqQJz6jjJX+PBPz2R5TKziTuD1yKNFaqVQ1rmKhNMJmXMEzKezvC8RQ5xzGrG7eYtz6naX/EfYmnsEu2xUWsnBlmzRHIg3S1L3Oww+drizTKKkZSx3+G3gsUyq/mvXkJPmt4vW2RWM8wpJfKsdF0dILjtjAP/RtIjO0AXzqxpZoykGrdTpaMP/0eKVCdilgm50diSv8Y/qeVClS5RNOR/ha3Iw/ed4aiH9tt7S+ebyVwaOFOB3gTBk18T8uO+C6m564vhXQHI6zeOZbjbRezxiPIrnaJlWCmUUR+NZK2PMeSDurpXmslYpLvi9Ddc4gM2gohC7H8YpVOHGnPIKhKDjdWOgRoc/e+x2sknZ1sPOr1iOV2Dlpry/G6IB32XqZmdglTGvEckr4e7Lu2H3qvHZIh6oo0VEoZQ7Gk3ePHZr3+vozySMc6GYRkgk5Hgum7+ZtRmRxZc2vL8e5A3K/RSOq9m+/a432pCfuPoV4qFcvxnrQc74BUdTl1ge/af/qufT7yMH+OKBjPStB28i+eayNwtLdTv8OV1Bo1QuqF+pr3f0bqTbKBuZZp8hTBBCRD8KiVvDFTgHsxFlAdL/d9oOenHbcPZvgmcoECC6Wuv8lA4PsIe/V4Detn9hrYGJjhJ5rap9TeyCZwO1p/YTaBR5ByjXFhDoe5V6Yh3JhTfNf+yJIh7CcZ62UuErsZ5Lt20rlHJn6SjyiuX4C9/NpNmOKOa2853uMIN2UlwluZ6P+1uT0dLMe7DfgRofDPBrr7rj02yrf5T6FeKhWtKw9HuCEfm5siIUvWpPnSglKqRVFB3o/ITnkCwiJ9x3K86UFg1HI813K8s4x82lW6SqmW4XSv79rlvmsXo/X/Y++8w6Oqtjb+2zOT3iA0AYEDSO9FUCwgYGMCooKCimLvigUz9q4Te71iAxWwV8woTRSxUkUBQSkn9A4J6cnM/v5Ye8hkmElC0Sv3cz3PeWaS2aefs/Yq73rXLwgeYzuCvh0KkJOVsRaJsdQGZprgISHrFyPYCqX95dUGYY1Z/TgwqOmY946vbnxQtL/8J0CNHn5/GgKOisbaH5yha/RMKaXUkddNDNJAhLo+McBZv9dvvqwoNn4gYpGxT1pfskMvIujqYK+em4G+gdLim3KyMuywXd6DuER32l73+8aiuR94SwcCixEczWC7mqK8tGPPaai1fg+xgj5AugPu0zQ9eI5KqdpGCZ2PWElnIcHknnYYH66qAgcULg0verpR05s+eA4hvLoeicu0sb3uO+19CadQwu9bI1H70nfslxyWSmXdsyOm5v74/pxAWUkt4C2tdY7l8d1lTNhwGaGU+lgpNdBAkRMijAlKU+DDnKyMUTlZGV/uWTy9C+I2jEBcolcReoQXm902pTvwsFLqfqVUeiiiN4ocC0xSSrXcZ6wA0o5DLKSP9ih1A/B+TlZGqr9w9xkIuG96OKLWPMz91z1/3npTN1Jl4SPwgg74d5bt3vyRUipisWGoKKUar39h1B1aa52bkNILKTWIqFT8hbkugB3T/3NGpN8jSGbunEnvI7GWUNdnAFB7XO9hDZH06k9KqYEIuDHUCroMcbduRes8S6rTH/YX5s1Y9/TwHoRwwJgX+j7gDeR+gmBT0FqjHI5GwGtVWRtKqbS03mcPSe5y6gqz7lhgZHgQ2IyNN/Vm78Y37zEMQWNPQhRgN9vrfsiuqD2KUUolK6UeAR5XYZ0hwrbrbDj62Qb1h9/3SUy9ZmtVbMK1SMC5ne11XxJq7RnovVJKnaKU+oAq4mkGXYxSqrMSRv1x0cbWRFQNGOr+kSIQZ3V1Uvu+/ZK7DWobf2T7WggJ9WfA87bXvSRkbCoV1Z1JwJBIuXwz1okEuC5AgnlnGgLjZ5AiQxBTfwnQMycrYwCCZl0OXFgV5Z+BT/uAt7XW+4LYpBblXSBjOYxvDxdouKNZZvZis9484DQ7rHBNKXU0QldwqdZ6QhWXjYYXPvVMXKM2N+7+duIDu394t0oLR0lm6o8jb3inxJmQssTOyliHYEfqEHaellT3Tt3x5XMv7Fk87fqqtmu2/VX6qdelp3Q9rQCJRxSaH14vV44RHW7+MLHEFXux7XW/oZSaimSPBmitiwyy9w8keNzfysyOR2Ibtde/MGqlv2BXInCc1rrE8viOR1ybH81+SgGaZWbPA3oqpUSxiL7qFynbo5RKSGx7/MK0PiPrxdRt6ldKnR9NARlr41OUY1vDS15YEFu36W0I18kdSA9nf8jYFkiQtxjI0tIiJqIktOh5XGLrY95I6tC/eaCkYKUzqdYvSjnut73ufUBrStzC25H41tfAq1rriMFjJS73zYiBsQJ4WWttRzuOmshhaakAaK3Xah24vWDZN09smXzbrM2Tbp1Wnr/zHWAU8Jvl8c20PL7Blsfn0FrnaSGynoj0SX5dKRXJqsHAlCcgL7cDeCUnKyOHyhwbDgSz8ShSwj4ZsSZur+awVyIK6ESl1IAIOy9AgHCvtoVLfoWf42BETlbGQgSR6ULiPImVV9PzkLRstUHbuEZtbg+Ul+5M6jRwdHUxKcNf6infvWkB4PQr9QvijkUi4A4AxDfv/n11x2BkQ3KngUlAQYhCiQHO/L5Zlx0lrtgdyD0AsWbO1loHA72PIkWe1xnl9ijQvnj9srH+gl1JwHkhdJWliMI9K6hQLI/vNCX9l8xuVQkSi9inE4Dl8TnqDBozo+6Q29o6k9PzlFK9q1AoMcB7MfWsuCOvm9Q8tm7TB82+O9rCORuqUBoiE0Ui0pEyokKxPL5ajS79zyv1zsick9L19KMIlE91JaefnZM1eEQUhTIYKQU5ArhMa/1UFQplNHKNGwNXa61vP1iFAoexpRJNTDr4coQu4EjkRX4OeCM01aeUUjUhEjYmt6tZZvYUKjIVoTIBCQoWGosoX1fTc8Zst4GO1pRK9nkX8EAAZl0LV76k9UrL4xuJKLDpCECqJGy1RsDWiFytIWJ5fNcFykovdsTEZlYXYFRKORpd/vKNMemNn3rC9/S5w5Z89R5wNlpXwo1YHt9AJPNwYk0yGbVPHHV8Wp8Rc5Bewk+bnZ0KTL3srLsCM1sd85jtdd9uXtQjTc0SKNUbCR4/gdZjzX6fAGbnZGU8hxCQF4fuy/L4VDArY1zITUCs1nqRUuoxwBcpDWx5fCk6EHhLORxDket+RVVB1Zj0Ixs1GPnwKFdK3fuQ+NPNCBnUPs+Zkp4/O7TWEbdnCTnXDQh+pZbWgY+NZVJlGw1jXeZW92wHn+uaoMX3V/7nlEpQLI8vBgmK3YjEM9YjgbUXQwNrpthum11FoZoZl4gE82qbpRuiuNIRjo9bqWi7eWhEqYuQ1OByYBBar7OkCfzrSNCvEnCrpmKK7P5A3MXe1R2zJb2LVtQuzLt60fPnPQ88htZ3ho3piwQvb7W97mqtFUsqs19GwF4y4yr1aokz5sLOY95zlbhim9vhBZzims5FZuG2VmZ2LBLn2W7Ooyomfyxhy5uJBOBvsr3uaB0FsDy+NsiM3xq5t89WdZ0MsHA8knl6AUlL73cq1xJCsOsQV/1UJFN0ny0k6oeFVIvIPFzFvGzvIUTWvZBMyRhgjOXx+ZCU8XyzbLI8vl52FdyeZoYKLZb7BGmwfjyGMBu4xvL4rrerozqsqWj9JkptQEzzn1BqkK31eKPgngfesDy+Sv1qaiK2111ieXz3I8ppCFVwbRj5E9i+KzG1F1ImsA/aF0klH4OkwWsipyFNwaUkXymXhjN/bNppe4kr9ut9FIrI5chLO9IQYH+I0BUMqqFCmYEolKF2WPFg2NhBSDalBOF9/aaKsfGIVZmJpOyHAx/t7+RiCRn3tUgAuA5yT3raYVXTh4P8z1oqkcTy+BohaNSrkMZWm5FZTyMp6lOjIjer3q4TyUbciQTlPgPutg9VbYVSnREukDRgOFpPNTgJL2LJXHEAD7ELURClCPiqSpfN8vg+A9raWRlzkLhP3dBgrSVFjt8iUPAqXSpjRe4A3rGFahMkxjTzyjPvYFrrPv33AZ9JDGwFAsIbYGVmj0Ysg9tsr/vxavZXC1H6/YAzba87Yg9iS+q/7kV4cBcg1zUqgbUl7TheQwim3kRcuf0inTYQ/2sQgvS6SHr9Ptvrnrs/2zkQsaTI9CJEUQ88VFb2YRuoPRCxve6Nttd9D5I6voQKNniFPHBvHQigzva6/bbX/TICDPsIoQz805I+QgdvDUo7ymMQgFM2Sl1he91ZSNB3EPDo/h63AYbdi8zcI6oZDtKCtPXm5PRlyHULB9wFlVJNnqljkUDr3lSyhmFFrtjAHKvb70hxYbjsDc5amdktkDjZN0gJQlQxCmWGOd6zqlAotRBX4x6EFf/MahTKdUhpQAKSkRu9PwrFkiLCKxCcyWMI38qxttc96K9UKAaAd6Pl8S1EXMcxSDV18qHax/8rpRIUAxzbQoWpHtTQ5wLbLI+v3wEql122130DgspdhLgoiyypiD04kdL3E5AX5GWUynrx00fvQwLFmUDWARzz+wg25n5jPVQl3wO80uusoKsV3sgt+P+alDYci3DPCHJVKWe5w3nOVy17OQpjE57fZ8aU4OylwLNWZvYfSBbPjyBjo7p+IQqlC2JFRKR7MDVW85AYxjUImVOV7hQSm3kWyexMq2Zs6L4SLI/vJkSZvIAopuNsr/tUW0jXD7lYQridYXl8UxAE8DPIJHAjwuszNFKg+kDlfzamUgPZgQT9ihA+03IEMh6PpI9/M7UUb+8vjNr2upeYrMSZmPaTlsf3PkIEZB/wEWu9B0kZPg/c5l7xfcvez59/Yc/rJ6cjvngR+0FxYHvdAcvjuxtx14JB4WiyACh7u+vpR9wz67VipCr43ZDfgy93TSaqc4Cf7IriuT4xAX/6jFbHFCEKo0IqkLObEATs1YjVdn41lkQtJEvWBbFQsqOMG4aA4vYg7TWqJK8Kii08tzfVZKzZTwJiwXoQl3sW4uYcVM1PFfsLxrguxEyWiKX3NPBWKI7rUMv/q5hKTcTc/JFIOq8LQkXwLjAuEvy5htu7BanxORGBynsjITFrLJIOvAlJpc7fHZ88tOuN7z6IuHS32163t5rV96bTzcM3Ecls9bVDCJwjnMtnQLqdlQHgROs+Ib/1QILeZ9hVlO5bUgm8BYHLPwKwOyHl5YSykiv6XD3hPwueP79yx0ClrkQQnudbmdmrEIvpRdvrvrGKfQQVSlfgbDuMoMmMcSEp3ywEGDfsQLI11YkJ5F6OYJgaIhPWfXYNOFoOcH/NEeDmhUgtUxES6H8L+Gp/g/oHIoel+6OUmqiUulApVdcwhod3zwsde59SaqyS1hQpVcH0lVI9c7IyHsvJyliw9unh/f1FewYgqduxwGrL4/vE8vj6B90MpdTTBgbdOBqZtu11F9le90NbP7hvcunWNYuBu7TWKyyP77xo7oqSNglZSqlBEbl0tdZo/RQCeOvgLM7/rdtjQ/K11m8j8ZUxVZzjUQhRuNMcn0ayQL0Q0z90bB2llCcE0v8H0KvU6ZoH9KByuUG59peXFCz/rm20fRs5BWDnV6+UKqUuPEcph9L63G+bd2NHUq1nww62DvDIVvjVFZ/SS2s9CTHfo1pjSW1P6Fyeu2Wp1roqhRIMiGaVbFk1ae0z575XnUJRStVTStVXSj1l8Ejh22xg0tAopdLqum9Krjdk7NuB0sIcJID/J2IJ9Q9VKAbSr5RSA5RSLwch81GOIcby+BocedX4l11p9V8w5QtBGoXLLI/vdcStekBrvQG4eMfUFzrmZGX8lJOVcXo0hRJ8FpRSiUo6VIyPNK6mclgqFcQE3kNFUddipVREikWkKvdHBGvwETBXRel7o7Wej/ib5+jSos/XPzfyYdOmozkyo52AQL5/szy+K1N7D/MivK0zgU+UwOwjStHq+W9tmnD9c5snZxaW526JRcBU31kRyJi01qVIabwP8Xsji9ZTgOMVqIk6cMMtTwxda87xacvjGx1lrfZIfc1eJnuTaZkO3GFVbsJWjLhFwaLMOUDsjKN670TiUaF1QH7ldMUFivdUR6h9KrBtz4LslkDnl+NTjk4rKUj7pWGbufa+vYcfBtLOg2W1T7l6FMK7MsqO0KoUxEJJO27EdH9xfoOyrWuuiKJQugPztdYn7Pp6wtLNb9x4si4pqI57Nhm5Fx8Bk8JpS801+xmYV6vPyC6pxwxfmtCy1/ak9v1GqpiEFYi71y88Na2EpHo2EiDuhiBrI2bhlFJ9HIm1ZpfnbvnDVavBFQ3OfcjfLDM73vL43kMsv1cRsOdd2z7zXrD2scFlOVkZp+cvnno7MhlE5DZWQtaerZSajLi/qdHG1lQOS6XSLDO7RGv9idb6MiT6/zEwKFKRnNY6oLX+TksjqhcQpvHRBtG4j2itV2kBdv0HyXiMycnKyLe97juQm3YxkoYdV7vf6LlNx05pFN+8+5vITHSTikKSbdwNX8n6pZdtfOWKd/KXfv0yYp7OtTy+Ry3pnhcqkxHCpqOU4VqJKFovSpYMztLrAn7Pb48PXah0YBwwzgDlwo9jCmKVhG/zDgQfcUvI2ALEFQxaYd8DvHDsuUHlGUoLUQ6QeNQxy4giJmV7KjAdHVgB3PlH3aZj/crBj806P1NpsFI9gCs0vDD36KEpSe1OTFdKeaO5DVPb9Ol421evLY9JP7KeQl22ccL1b0TY/0XmHBw7p73wZN7cj35AAJJRrRRzP59E0u/PIQH40G0qJLXdFEhJPXbY/Np9L2oM+k+kh1Rf2+v+Njz4rCT4/BICa7hXa/2E1joiV6xS6gxHfPKzR5z3aAdnav0UgJj0xtcihYr9EYXSa/d3b5+Wk5WxrnD5d8HaqzFa68u11tPDUdbGOroMyXbFArdqrc/TQiR/UFCIwzKmYnl8+Ug6caZZlh5SJGv1+1fIC3UWEntxIjiS54EZ1WE+QraTirzMFyEpvYeBZ6qKa0QVcQHfAIaXOZwTO415v0FxTNzJSPPvt/Ydrhzhs6KZ9dxIu88tkcZaHt9SYK2dldEG+AWtzzL/b4mURFwUaX9mTHck4HthTlbG21prv127UcGOxDTH2aOeSN5rnosL8D3Q4saBV/b7tHvGd0qpNUCfSDiiqW36dOyy6Y/5SaVFcZmn3XD5S58++lrYfmORyedaJKZxbk5Wxq7qyhnMuTuBQDTYuyW8tKF9qf1IgD77UD2TJns4BSmGDZWbkPjSoYHaiwt/DHAaWkfsxV0TOSwtFQRo1AqJZP8GbLQ8vkmWx3eRJe0lK4nl8bWxPL5MA08/aLGlr8/3ttd9C1Jc9yCCMp0K/G55fDdYNejlbEuTeQ8VbtWjwDLL4ztzv9PDUkMyArg/JuAftfTpYWmNc7d8B0ywpGYobHhEM/tuJPt1ZxVj5wB9AqjvgOOD5b0YS4WqM4qnms/pWmv/o/0udlu7NyXatRtOC/P3LwSO8StH5mc9Bj9o4mAXRFIovrYndOqy6c/5SaXFcS8dM/yWCAqlEaJsr0IC26fYXve2migUc+7+SArFpIZnU1mhgEwwbQ5WoVgeX23L47vC8vjmIM9GJNe63kErFKWaoNRlCD3CduT+eqpZq+pNHo6WSlAsIdoZGLLUQ1jDFRVWzDeIBTHKfD8zmk9+kMcSi9ACXI9o+w1IkPc/Gks3RQAAIABJREFUttcd1SUI28ZAJKbTAZlRx1RXQBZRlBoOvBmAnSNHPrr556aduiLcHx9Ut6olDcTPBZpEwi5YHt8FwMQPJ429v+eG3+8F2qH1cvPybgCuMkDASNtOQljSvgGY0HPIjxcv+PyYL1sf2+30FT/8Yo69FoKcXdXy1k/f9ztddyMYkzfDt+dre0KnbhuXz0suLYwb13vYzbfNfjO8zcYJCBYnBUlBV1eOUK2YbN6VCAI26LIuQFK2QQX7lO11Tz+AbcchluKZSBwmFiljeBeh2liPuFlNMQ30bK/75/3aicT9TkQU/KkIGhjk3k1FAthfhRCI77cc1kolVIy/3gnxMU9GCrISEZCPH6Fs1MhNOtX+C6n2TPD1bMQ8jUMwCS8An9tV9AE267oQPMODyKz3FvCQvb8M6Ep1Az7TUO+ek69aO7F7Rgukj++n1ey/PhBje90bovzeFJh00qp5MyZ8eP8DwFVo/bIlBFlbkYrt8CbikbaT/u7bnm1Nd2/ObZS3rYJ8SqlngBsm9Bg84v6BV05EYmBnRADENc2LS1wA1A1XKMbKuxGxTFYhOJWoXf1qIpbUW12MWHMNkAnq/qrqgmq4XQfykp+PTEq1EFc6CPJbdFBWj7iSnZCs26mIVRyLBOG/Ra7vNGBZOEfOAe/yf0WphIuxHI5BXIKrIwyZiUS5f61pDOQAjqEuUhN0NTK7rEOCc6/Zwpxf1brpSAzgXgR9+gBCPlXz2iSl6iPZsRPf7XzKprtOuWZFudP1VKSsyP6I5fGtUTqwcM1jQ3oD36H1CEsK9nYi1b/PVLMJTrzytbtmvXrlg+tqHfFa850bLjfH2xH4pczhHN9q7GfHIpZnp32ulfQg/lpDnY879L/87CVf7bXAjDX0KhJg/hSJKR0wQ70lhX5XI9nD5Yibd//B4kwsj68TgicZiXQuzEeKVCcBs6qbfKoUocA4OWQJZuSWUqFE5lDBT3NI5X9WqQTF8viuRayEaLIdsSRmAjNtIZ0+1MfgQgiUrkPSuRsR+PiLdlgLiQjrtkNm3EFUNMb6vMazl2QvngGuWdSoTd4lZ9+TsCsxLSrCtIbnMwEYvCYr40sls98RVmZ2AjLDvmN73VXSEVoen/OSeZ/+cM+s13oBfdD6RxObmQV0Pu6q1z/YkNbgSuB02+ueWmllpZohrmE6cApazw3ZbitMZz8kLvTYgU4YllAQXItc77rI/XqgpojbKNtshiiRYUhMMBF5wScBU/YXub1XKlyakxGLJEiluRV5rmcAMxDsyl8u/x9g+guQEvklSH3HPNvr3mZiAAOoiMf0BV6xPL41VMRjZtnV8KzURMys8ynwqSWNt4cjM99Flsc3F1F679thpEtm3d8Bt+XxnYZkMD5DiLBvtmtCsSAkPNei1LyuG1eMmzr+On352Xd/bHkYGq24rgbyDTB6QeN2y3tu+P0CxLxehjzYM2qw/mmdNq/sVeKMyYvzlwWVwjlAv1ktej6/Ia3B9cBzURTKN4iLMBDBFQFgeXxnIsozF3Fvq2W3jyQmwH494rqmIzGGB22v+8cqV4y+vTrI/T4PcT1AcFNjkAxRlRZrRJEsTU8qnt0+iHtfgrg0byL34VdqQBh2qOWwtFSMxl97CFN2CulnE7xJJyEgIJBS+6+Qh+ung4LXV95nKpLluM7sextito+LFu8xRX9XIjUwvyJ+9901jrco1dOv1CcB5Wh898lX+9/tetrgfV7cmh27BazpunH53Z9OvPVB4DYrM/sJxDV4xPa6765q/Za3TflywfPnn5JSUvi2M+AfZWba5eXKsbP1rZ80CDic25CAbkVqXSkLUShpiEJZYI7FhaTib0MmjWFV1QRVcU7pSBymN2J9fY4okyotySjbSjLbGI3wxsQgCYTJiCW3OvraEUSsuLZUTILB51MjuJkZyCT4/f66NCam0zBaDO1A5HBVKlrrwB5Qi3Vp0QpdXrLUmVT7J2BJeMZCKdUX8fV/R2aeoio4OxsBLRPbHr8wqeOA/gnNunRTrtiTkJngd8Ss/gFjyax95pwkXVK4CDGPVxl+24iilGqOZAfSgQVhtTf9EeUyBDFZj8zJyugGNIjUSN28ALcjs11h6fa1r26ZfNtyf9GeqgoCAViuVINUh+uLRoHy7h916B94+vjzzvxu3KVRa3WUUo11BLPZWHQL7KyM1sB2tO7fLDO7EPSLOVmDoyIyLY+vVbcNy//4ZNKt7ITR6UJE9RBwp185jm9525S2iDW5N+u1Qqm2zeDreAl6D0TrhWZbDZDMSD+kPmhMTlZGOQa/oat5wZRSznirW0ad065zu9IajESwQu8Cj9thzeANCK6hWeZFwPjEIO7HeVrroYCDgH+jv2DXbFdqveeBxZEmQYPCLkZS+b211sHK7aaIEhmAPB/BTJMdgJnTYOUnMOMVcy0ibDcuyNMrJPEcpbWeZeqieiGV4seafZYrperbXrc2JQg99x7HAchhqVTqDRk73hGf0tWZUreJK61BLUdsfKgbF8xuLAZ+3TH1+fj8X2e0QgfaIoG/zkhm5WUDh98rSnoEnQMcjfi89YBbj7xu0jRnUq3jkIdmIAaerv3lhaVbVm3PXzwtLv/X6TnA5Vq4T/YRpVRrxEe/HOHruEprXYl/w1hgbXOyMmYiLOuXIAHa+yPhSizpCfwE4C7btYninF8eS+l6uqcqC04p1cUJ0xfFJmZ3KC26ZHV64/LxPc+46pFpL7weYWwQ1Ddaa70pbN8TgIzVWYPHO9A3A3Wa3vzRlkBh7sfrX7r4/Gj7tzy+px0B/7UDXr7sta/ytv25Wty5ZcCHaH1BhAM+KlcskOR8OK6xiaFYQpD0AULteWUQcKeUehyJgwyOpJCD0uiSF5qWbV87I6HVMa2VK1Yrpd4HHo7kUiqlGph91UWsjSe11sVmlj8OcW2GA3V0wJ9X8Pu3/sLl360qWjV/Ltr/itZ6cfg2zXZPRgL3Cy056O3XgkOJIjnKDNumYda7kHc/9F0h7rwLsaDf2cvdW7FNJ2IhXYvDuSyuUdt6CS2PVvHNOu+Oa9i6A9AOmdy01npJ6aY/cwuWfdN4zy9ffIO/PAUhhp+vtd6nRW1N5bBUKqGinK6j44/s0D+xfd+4hBY9kl0pdZMRzd6KCnBfAfBb6Y71m0o3/1lcvmvT4rKd67MLls2OmmZUSg1BUoe7gdla670uhsnqnAQM1FoPLNu6eu2mN258EygEpoQTL4dssw4Su0lAAsTToyE1lWRuWiJZo1+11vswp4cczynaX/6ccrra6EBgjnI4rre97ogPstl2MtDpjzpNGjXI3/G2MxCI/bplzyczfp9za5SxdbTWlSq0LaFc7PfDf0ZPa7Rn+0zg3GZjP3se5fgsJyvjiijHmYxgLb7IycrwAr9pCayeDLTZJ5CoVGsNs0ohtRT6pmi9yFh2lyFlFDlI0eBic6zNkev7Rej9CjuGZsBoHQjcicLpz906w1+w+45NE2+JOuMjblEMQn85OQRdPAKhnSwEPivZuGL6lnfv6KzLSvzAHFMSEVFOUmpAZ7jlJDjyZEhMknsNUtP2LeJyfwUsURKkH4LDmdTospfWxdRutNT2uieGb7PpLR83yP/li7GOxFoDY+s2bRhTv3mSUo4gaG4qAq/4EfgpUJw/d92zI4YicbBawI2RLNIDkcNeqUQTgyvogFgmwSUOMfmCYiOxicUhn6v2N2NgeXxxkYKsf6eY2EKwi4CFzKx3Vld9+2GngR1abV/7U5fNfyavrt1oVotdG4cSxT2MKDIzbgJmWZnZvYFvba/7oijHGKQxOM72un9AqmxnAHeg9aOVBivVDskGOYEBpq1pGlJRfTbCsXJXTYGMlpB3346kcQuRjMtTdpTugjXcZgowGMnc5Fc5WLr+nYBMRv0Qa1ch1ATfIec6C1hIBLSvcXnfQbI7a5EYS3ckBtQbCZa3QSbScuRZ/gkpdPwJWPl3lbL8zyqVSGJmucaIgulChbJpgzy8P5m/f6OyovnV9rrzomzzXkQ5vfV31h9FE/Pi3YnMruVIdfWTVQWY3Rc/V/esJV8tHr0gu1GRK3ZTclnxGUgvoZqJUq8AI9vd/OGGopj4xbbXfW6E41JIla8GhtlZGU7EhE8AOhBq3Qle5Ssztj9aL7OErf5DpGL8duCJmlxvs94diHtSggTDH/8rwY9AqBLpiyiR7sgLX4JYC18jgeefqehRFFEs6b74BVItHloWEXT71yLK41vkmi484PT0IZD/V0olmlhCpNPeLD0QhdOFCg5bEJa4jYiSCS47gWBl6UTg6kOVHTpYMQV+XgQTsQF5sSZFs8Isj6/WSavmff/wtBfbH7Fnh9+Bvg/wRpo19xFjcfzYpNNNI8979BPb685BqViEe3UiWi+wPL4TkTL/y2yv+3WUug4pnzgLrT8J2VYXJBBehiiU5aba+kXkWp9r14AtzfL4jkYqcDMQl+JF4On9RibXVKSv9gmIO9EPIYhyIBXtPyEK5GvgJ6K4x+a4FQLB72WWi5HYXri8B7wNzLWjNbD/L8m/SiWKhFg1QYumAZImbE3lWE1ooVfQx//HtFWwpIXI0wiu4V3b696nuDBkbFp6we7p9818+eghy+coZPa7CFhVpXIRF2gdMA+tzzD/64aQOY9A6/csodMcCBxpZ2XEIUC+xYhro806PRB3qAA4ycrM3ogog9GIa3BeaPV0hONXiHvgAY5HELDvI+1GI9IKHLBIUD+oRPoi7gdUWCKzqbBEomahTHyuJ5IcOBpx2VuYn8uQiawZEoMLbeB+r+11P3CIzuaQyr9KZT/FxGo6IspmFBWAplDZhsy2vwSXv2yGrIGYLMV5wBbb664SnGbiBM8NXjZ71JNfPF0c6y93IRDyk9A6OthOqSwk69IErTeh1MUIz0hb06MnB7EUxqLU04h71o1gZkSpY5Fg4k6kP3IcEn9pbz7vt6Mwl1nSIuUsRJl0R17EJ4FXqo111EQEJ9ISudfBJZidKUBgBrMR92NeNEvEXNvOSFwvqESCXQk0Ukg5FVG4cxG3uyRk/WCauQ8w/kABeX+1/KtUDkIsoe8LEiH5keK1Zoi52xzJ3IDUXKQjQKVfQj5X/1V1RwcjBrw1pX7+zpM+nDT296a5W9ojM/DpaP11xJWEpvJP4F60fgClnkLoBlKszOx7kEK8o0wsZRnwBloHa376IsxqG5GePv2QVGsRUl0dER1r6rtGIcC31mb/WYibd+CBc8GkdEXSxcebpYH5dScSWJ1jloVEaB1qJp+uiBUSXNoi6fFeiJKdF7IsiBa3O9zkX6VyEGLSqhlU1A2F0wymIxbNUciD2Q2ZeYNtLPYgLsBMJNi2CFi2X0WDf5GYEv8P0XrQy5887Dv1z5/c5qcXgbsilsYr5UNenuZIqrielZl9LHJu822vOwOlPkRQpkeh9WaUOgXBFq35rlmXwReMePguJI7wLeLuRALepSGV3DciiicP4aL5JJo1U6VIqv8YxAI4Dnnpg1zGNqJEgsvv4dB3c606m3PvgUwm/ai4z5upUB5zkcrj/5rl+lfLv0rlbxYTFO6AzGLdzGddJAMFEthbgiiYRQjY6df/RjTfWALvAGfdPfPlDy9d8Pkw89M2pHr6tUqztFLHI7P3WCS1/aOVmf0GUjR3up2VsQux4u5D6/tRaigScFx2w+Bbr5vSvt8rCDjrYcTdqRTHMfVaNyIWUCqSIXoY+GY/CixdiPvamwpUaWvzqx+55j8gzHPfRyrCM8cxFFEgPZH7GVQg25Bq4y2YtrrVpfX/1+SwVypKqYZAfDiyMMrYpkCJ1jpqsC9kbCtgczRIf9jYTsDv1bGJGWb8nghiMbRlqBOxZrqZpbsOBHooh6M2Eiw9GikTWIAEPxcicZo9ZruNAH9NzsuMT6gOwh5ybC6kQO28x7545otzfps5iIp2sSsRxO87ewO5Sn1JRQfCh9H6Hkuadf1uZ2VMR2b0FsAZZrvzbxg89qop7ft+j8Qnzg+P+1geXzsd8I9VDucFyMv7AZIWjhgQV0q10FqvNrGQpsj164Uokp5IdTDAtq3we12Y6pDg6jyElzfSNhXQXGu92qpo8boduSfzQz7X52RlKKBuNABe2HZjgbgaPmcJyH2u1pI18P+iaETaYWMTzdj/v3wqSql3Qv5MRlyQOQh579ywsXciM5NCLIJ+SHGgR2u9NGxsN6TbH4gJ3wGpBblPS4fA8ON4CmiEzFgJwMvAUzrCg6mkV/Dl5liXIfD6DyLdSPMAZztT6p4Wb3Wbndbn3GUxtY6wkCBksAZEIwWF0/KXft0s/9fpJ5fv3OD15+98PBqi12w73Vyrq7XW1XKCKKUudNVu+EXjK169ExjxVPaTOWct/bo34rLVQ9y7HOCFUfD9ONiVJPGiOOBKtH7FbChoxdwMFGt4MQ/mpUktzx7L47sFKbbbCHszOScBN/kLczs64hKbKGfMOASwtm9BnlJqCbScDI+mwBnXww8pcv+CGZNSxAqZC/z0NKy9Ba7VhkxLax2VWMrUjz2EZAPnpx4z/LLafS+qTVhRq6kPOg8JGO9CMmLva60/irDNUBduAVL/U6C13oesXCnVGGmfchkSyA3Soo7TWn8TNralGTsCec5TkGdlrdb6trCxrRGr72wEB1M7+JvWuiatcCPKYalUQsVYFC2AH6rT9kowEEcAP2mt9xL3mIrh0tCqWKVUPwRcNC90bJTtDkNQpb9EUigh44IIzCXACl0F6EkJAKwusAbYELSCLGHd744osh5I8K817GXsX66Umo/Mmj8Dv4W7TkZpxdRkxjPjnc0yswPAk2h902NfPrv4nN9mdkHiJu8gVAEnaihXooyvQgB4cxAS5UKU+hhJvz4P3BcAn0OazVeymIzLdS6ifLpqrbcFCnc/q2ITXln75NnbzAElIG5SJ8Ty6WqWdAANfj8sd8n5z0diGb8Scr5KELsNzTo/a60jguEMTL83gh1JBV6JNvub0opeSKYoR2sdlWVPSWC7hzmPqVrrqC1PzXPbDZkcx2mtV0YZF7SEuyHXxRtpMgwZ2xt5ljoBjwDrD4W1ctgrlUMhlse3HNHS9wKv24eKnfxvEsvjO4IKJRPMNDRE0pzHI9mn0EzDbwdyjsZ6uAt44Pavxy+6Yu7HXZXM/sORKttT0fpplDoOCWoGENzIj8jMvQR5iCcDF4fGY0xQ+0pEQTV0+cuXHb1+2RvPT8laXLcwtykSc2qDvIQtqMAKFZnzC2bUFgC/GSLwf+W/IIelUrGkwXUgZPGHfM9HODj9IUt5yPeSkP+VIwCjb6mI9m/AkCYhxYSlZkzZPzH9G01MMLELktEIYiKCCOFiJBi5BHEHfkZqnmr0MFge3/XAqLOWfBX3pO/ppkosuruBl9C6JAT4di1a/welaiMxoQZIU/ObqSjK6whcP3r+lD79V83r2ChvW96RuVtK4/xltVXlZu+lSMp4mdnWb+b4/6QKyonDSUxsbTRieVZZbX4A21YIULNWhMVle91vHKp9Ha5KpaqD/hYxs6NJPhKHORCZh/jpJWYpDfm+0Wy3OMqyHrmpRWYpDPssMN8LwpaiQ6HMzEPVHDHPj0YsmTOoCFruAOb2XT1/9aJGbb/Mi0/+sqr9WsKqP8HauWHFlxOu35JQXtrfbGM6YqU8i1gn25FMyqVIvOoJKzPbiXDHXI/EuIozv5nw44ULfXWSyoo3IJmT9Ugqeg0SEF73v6I8Ionl8fVFmpV1Nv9KD0UBW8K0n1bF4kC4btOoUBah3/9A0uaRJNf2umsdqnM5XJVK8CI6kNks/LsTmT2dUb67kFL24OdnVJjTAeSBXoC4D7FmTCyiPOoggbI487/g9yJkJo43S1zI93jENO9P9F5LpWZ7keRF2+u+rkYXZz/EZHY6YCpd6+/Z0Wfufy5qW+KMIdZftlCJNbAUgbuvpAIq3gSwljRoOXBjSt2zOm5ZVdRwz/YkJcHwAJXPsQxxaz63MrNdl8779NHxPYek98n5dcjg37/ds6xBi7eX17Xue//tzH9U/cqhEkPelILEY0KXNPPZAQnYxiEB1WDB4G+I9RxUGrFUZN0iySIkg5iLWNjhn7YZtzts2QXsPhS0qUE5LJXKoRQzg+9BFM44pKI3YnDrALffCkHO+s2+YhDrIMEsiSGfSRGWRKTqNCo3x36LBOkSqZjFapulcYkzpn+5w9k2qay4NpLdqaoBm/YrVZwbnxzvVw7SC/NKnOh481sZULwjIaXFJx36jx625Kt7njz+gsQHZ45zftm6T05iafHXJ9oLRyhRuEWIEl+MuDd/IC/B+qqK7/4qMcHilChLDHJdUkP+lxryuQWJGwWVR0LIpnMRBVETmYNMbnlmvTwEA1NEZYURXPIOCPj3F8j/e6UCYHl8bYAdh1Jbm+12Rl6UHCSFPOGgq5glbZmaH5OQtjshuU6pMyZdK1VbaV1LoWs5A4FUhw6kOQOBVKcOpLoC/mRnwJ/qDPiTXTqQ7Az4U5wBf7Kjcryikmjwlzucu/0O5y6/cuRpKFLocofW2hXwExPwO6iw9JxFrjh+PeIoq8gVm9B7/dJtCeWljRB3cKSVmX1dr3VLRr7/toe7Tr7646t//nB747xtVyBuzeOI9XMc4pL1YF8lth2ZobeY7zsQqHzwpcpDJoVKLmPIUgyUh/a0Ma7GTYi7mowohOSQxaYCEBcuS6lgqy8J2X/wcwmiqEP/nxfyd27I38HvdZA08JVUKJ0To1ZjSy+foNUdQ2WrOybsfyujYW/+KvlXqRxCMYG2RCoezmMRgBfOgJ+UkoKi1OKCvKN2rPuifsEunVRalJpUWpSaUFaSnFhWFJ9QVpKUUFaSkFBWEpdQXhKbUFYck1RaHJNWvKc8xl+ekFRa5Ij3V5+08SsH+bEJ7IlLpMwZU7QtqVZCfmwie+KSyItPYk9cInlxyeTFJ1EYE79re2Kt2nnxSexKSGV3Qgp7YhNBupn+xL5++L6VzkolFbrixieWl5xj/vMhcDla77Y8vv7Wzo3Nvn71ipcVjEPrG1CqP6JkuyGz72SkjL8v0mWgAfLC/okok2IkyFzXfNZm/1r2aipiYKXFzhiVm5CSGlAOfwDlR+HXKBO81+XOQKBUKxVw6EC5Uwf8jkCg3KkD5c6Av9wZCJS7Av4yV8Bf7qDSy6OqWBwhi6Kym773M4ByFcbGp5Y5XIlpxfl5DnS4+x503ffn3I9D6x/2Y/xBy79Khb1VvEE/Nxjg2rsoHUirVZRft0H+jpiUksLmqSX5acklhWnJpUUpiWXFSUmlRQnphbklrkCgTmpJASl7l8K9n0ll1VvxfuWgMCbeXxgTX14UE1daHBNXVuyKKQko5+7c+CSKXXHFxa7YosLYhIKCmPiCwtj4gvzYxD0FsfG7diaklW5Lrr1nQ2q9PduS0gsCDkcwu1WEPIQaiXcEP4PfNZUf+tBFI+Z7aFxpdSXEq1InIQjXOn7lKM/qe9GSV3qffXuE9hpvIvy/7dF6jXHBBiKYlsFm++uRwsINCHvdICSGEEAyVNMQaoR5VMQbgq5HMsZlzI9NSN2alN4goazYFecvdcaVlzlj/OUxMYFyh6o4j/C4mjNkCb8OkRRFJNERltAsZejf/tBPDf7V6Y0b/1G3WcfCmPikIb/PnhgT8JdRkbksr2IpM0vo9+DyLVrviHK8f4kc9krFQO9bOBLS5jW5YbITMSWDs1l66Hd/YW4ztE53JKY6lXKEptTSkAflByQFW0myvniWc3+rup1NuXL4S1yxRaXOmKIyp6ug3OHML4hNKF3YqG13sQ6S8Cu1KX1bzhz3uiVTUksKtyWWl4T6xXlAUdBMV0rVBfKrQseGXANnVUz+f4kId+2LSJsR/Er5h5/32IaFR7bLRroUloaNb4K4DosR8qXQmqHaSDZoKMJXm4S8SPOR+EoMwjncHblPe5CYw9dIMH1RKN+L5fENQBC/kaQUuc+dgVIBAOoypRxBSyYXUTSlVMAJSoHSQFmxUq64VQaVvBdqEDYuX2vt8OfvjHWl1NlF5Re8CFEke//nLylMV0oNdcQmnIwo0qA0R1y8vWNzsjISAGcNIf0pQHlNyjEMg35pTZ61mshhqVQanPvQUhUTl+qIS4xzxCbGK2dMiiMxFeVwQpSUsi4v8wdKC8vLd2+Ow+Hc40qtt8iZmJZDSAS8eP3vzsIV3w30F+yO9efvqOPP39lZ+8umTSvO/2RAaVGt4LjgcjKcuxqabIIeRUJ58AJwbxCBa0kr0M3A5sKVP7+67aOHLNCjzHbuBCZUgc78AGnUPQeBkf8S7XoopcYirTnfBx7SWkflEDE1IZOB57XWX0W/ynvHD0BaiuwO+ecApBCwDibb42tzXNlNx5//5aYFn4/as+iLvLCNXI7wnbyFuDnjE+GeImAfsmVBsPZBeENO0nC0sS5A3KGNiPXQFLnmIDCBH7fDwkxo9XFKnY6JIx55KSa9cREVGbrQz8KyHeu6l25f20OXFTeMrd9iQWz95uuowDcFsy0xWgfiAoV5DXVZSS2UcvmL9tixDVqkGkh+0IILHh/lBbvzXEm1gj2jwmUZUqV+QBIoLkDFxPnRAb/WgYByuAqU01WEKJ1ftdZHBYrzE/0Fu+rqkoJkFZe0Ga3L0YHyQEnRpvgm7TdjrBmtdVnZtjVNyrava1eet63+7tlvvIooRT+ijDKrOJQq5bBUKs1u+3wzSm1TSu0IlJXsCRTllTlT6q5QSu1ATOgiJJi3c8+iL3T5rk2bcud+vEvJbFkfWBil5iYByUbkIpBorasgJjLWRB6CtViptd6nJsUQ62zJycoI+sXDgc+rKzZTSvVC0KPvVzfbKKU6I7iTGTUsIGultf6zunFmbIUVJLPfy0jrTjDZjDe6Z2x4YMAVv+788b1zd8+ZtO8sKqRMl6B1Gko9gADlPvXDC854Cg79AAAgAElEQVTqFJtSiX7otQlOPbIi/R3sDVxOxf1OReqwVEDcjMWmSPBHxHX6M7wBuYHKj0RqsJZXdQ2Qiao3Qpi9MfQ6m6yeC4jJW/B5esGSWaermDhXYpvj5sfWbVoe36xLCRUuVrz5HlOy6c8G5Xnbz0mwurRTsQnNAZd4hQDcQEjwtWz35iPKttntY+u3WKNiE/xoHeeIjfcrV2wwo7gdaKq1jgmU5KcHCvOOcKbU3aZkpo0J+Ms3OOMSrNBtaq1dBPwJgdLCwPrnzutMBe+tU2u93w3Z9l6vw1Gp/Cv/BVHqNMTKqI3MaDsCqHq3DbrR+WGngTOBIZU6ClZe92XgDLQ+wsRSnkFemu1AAyq/oBMRy2MK8PU+26xcedwDcYm6U5lqcRfyggQtjuD/gujhucBctN7/lqN/kRgE9J1IBqjM9roTqlnlHyv/KpV/pWqRatpgWwwQEF/jMocz8cJzHoj/sVmXn4DTItE2Gga5W+c/f37nuoW5vdC6Scg2P0JcnG+RmqFiM+O/g1RyJyHp4WlIC1Jf1L7DomgaU1FIF+yWENr7yY+4CXFUBFo3IBmueUj8ZiFaH1ou2/0Uy+NrDtS3ve6f/5vHcTDyr1L5V6KLUhlI/CUVSeu+Alxe5IrLHXzR03VW1m26GBhoe90Rq7gtj68esGr8h/ft6r9qvkLrpihVD4kzZSLFiWmIizIU4xIaIquTkODtYERhaKRjwVLEillRbW1M5WrmDohL2xFBBAclFMUKksL+BQkAz+UfoGgON/lXqfzNYnl89TFETGZJt73uAf/dowoTyca8gbzUIAxr3wAP5MYl/T7gsnHNtyfX/hM4yfa6w1u3tkfQnevN33dmffHsQ2cu+3p7bHlZPbP9P5GiwOkIFUIJ8jKfSVhvYGO9dDPH0g/BsoAEbaeY5Ydwlrhqzi8FUTYdkMBpZ0TxhPbVCZVchH94IcLqP/Of5Dr90+RfpfIXivGTeyA1GSchL8eRIUNWIw/qyP16Kf5KEYrHtxDsRyFCDHQMcMP2xFpf973ilUBBXGJDRKHsE2y2PL6VwM+2132++Tsp64tnt576548xXW98N872ujVKjUPIjBoiyiUIX68HXIXWb0Y7PBP4zkCUzElIzGQn8BrixkwLMuIdwLknIEjaNojC72W+N2BfBHIZsBWpiZqPcMv8GB4M/v8o/yqVQyQhnCY9Qz6DLG3fIA/mQirTQdaoZechPs4+SIe/l2yv+4u9Pwj24i0gSHA9FSl0ex44Y0NqvbdOuPK1jIDDmQucEImQ2mx/K/CR7XVfHfzfvCPbz2izLWdg55veP8v2uj9BSK0+QFpdtEZiNpcgmJd+SIZpTHV1P6blxSmIgjkKSUWXIviVKUg70oOv4xJYfGPkvp60Nq3B0KTSooa1ivNdDh3Ym6/RsENVtGUJcgz/UaOGbP9D8q9SOQAxVdLBBlC9ED+9JRUo1OVU5i795ZD0nzlAMS7EqYgyORGpn7lpb5NvecknIKjUfITT4zskQNpjVXrjBwdc/nKw6frxEekcK/ZVDDxne917qQvLHc5HtVKeVmM/mw8ca2dlJCOZnyyEGGsxkubsYv7ORF7Ic4jCchZhvy6kLGIIQunQyvy0EAn+foXch4N+4C2P73KEna5DrcLcI/quWUijvG0037WxrNvGFaXNd21McEl9FFpiUb+qyu1Z/qdJpP7fKxXL4+uEpCN/jJQSNTwWXRHfuz+iSNqEDFmJmN0/IC/HLwdsfh9iMbVIZyOcqd0QTMcTwGu2111gWlNMQlpmgCiR0QgO5AvgiKX1m1/jvvj5exD35ETb615KFDHVvSXA3bbX/dDeH4Qn+KFWt36SW+aMudn2usej1LdAClp3Qyk3kA3ciNbPmQDxWwhm4kq0fmffvVV77m0RBTMEcVX6IfwswTjM7EPRCsUw1nUIWRq4/OV9W+5cX7/DllV02LKajptXlnfYulollxY5ATQE/MqxyqUD8wlpOEcNiLIPBznslYqB6Z+IpAdzIgHQQsa2QpTDFmCd1nqD5fHNQ6yOUoRMaDnQqjxv23ZHbEIXFZd0lEFPfodYI3OpoGWcb3vdOw34TCOz/BYdZRYyzOn1qGCh21kdvN4Ar2Jryn6vlHI0y8x2ARcgsYczkc53WcDk4IvkV2qYU4KxSQjs/QK0noJSJyD8MmWLGrY5/8wLn3xWa91UKdXf9rqrbNpueXx1EAtkjO11PxtyUDcAz/a8buKi7Um104HWdlbGTUiv5ybIvZuBKL5WaL0Tua/vIC7NG8D1VIEUrua46lMRhzkFqRvKRYihPwWmRstgHYgopRx13Dc3Te7Y38JknZTWHY7M3dK517olG5vu3tKu/dbVdNyyKtBwz/a9xYGlDtc2hV4YE/AvoELZrELrgFJKqZi4evWH3dcqvmmn1sAH0axfJe5aI6RkoEoX23DVNgFyq+NirvH5H45KRSnVm8o9c4YgEPX7wkmBlVIWFa0Z2iAxg4nAvc0ys3chAbYBAFprgojGgL8sULpxhcNfsHthbIMWz8fUbjQz3D835NQnIRD55gh5cEQ2eyUZlQyk814xMAaYHAXZ6wCuQxTBWuA8rXXU/sxKXtrRKjbhz8ZXjZ/rTEi5EXlQpgGvAp8GuTZuU6rdCJjZXR46EAVyMVrvQqkRSFW1/X2zLsPPH/GwRwf8wwqXf3fltimPTYi2/6Akdz753LqDxrwLXGJ73RXjlRoNTLgx45bRn3U46Q3gmjOyMoqflbao16D1S0ibk1+AF9H6BrOeS4s7dOdu2JYCGS6toyo2JenqpxAsyh2RCKJN58CBZbs2XuWITzk5UJzvd9Vq4FTK8TWiYCrFYcyEMha5X+VIgHlOpMlAKdUA6Vt9DjLpPIIQsu8w+1ZIhqlj6dY1J5ft2nhR3djE+l21P9B++zpH501/lrXesTam1fa1uAwesMzhLFmdWn/Pjyl1U5a26BG3vFkX/qjXjB0rvr91R/aTL4eXZCilzkAY5JoiEIDfkEzZCq21HTJOIRPOM8iz8goy+awBVutgO9oDkMNVqdxKhY+6G2gb3m4jZOyFQKGKS1zQYOSjaZSXZsQ1btcUyWgEW3cAolQI+EvK87a/s+XdO+73522Nrwa+fQVyI8oQ6LZdxdijkRudCviqgumbG345Enx8oKpaHoCY2o2Gpx499KbkboOaK2kc/gPSUmJqpRiCUsN0hXWSp+B8tM42mnQsosTmzGrR89xLht/3NnBs/pJZmTt8Tz1XE5b1+mffPSCx1TEzgWG2113RlkIySp+UK0ePo26b8hzQPO/DB3tvWfXz7BiBz59mxv0HCQ53ReslwdXXKHVafZicJNfuXiArGrWkEpfuGaReqkp+HGdi2lGxDVu/UuuEC3bGHXFUZyriMPMRBfMZsNT2urW5f0MRS+zFaJ0IzL07HbFIQVpjRGwVa6zQEThj1ie2PLqdK71xz9p9L1qTWFrUud3WNT2O2rHOard1jbPDltW027aG5FIxVsuVg41xSbllAf/C5qWFPkeF+7TDbDcJOB9xYVuY80rQWr8Q4RiSkVKFz5FaquZAc631o1Vdu6rksFQqNRGD5jyailaWxyKuzbGIIvoZAV3tRDQ7yOxyZrTMxiE8NoWgJmvU/KuK7aQBF2mt7zWVs18hymR2mDIJj518CoxG61ykY99ziLX13het+1x6zZl3vI1YfxfYXvfk/TieExEcxym21z0rZP99kQzYQCsz249kZ26yszIaIRZAfbTebY7zD+BXpJI59BxqI1beuYgreiFRGsgppVRNW00Ex5p70hYJ8p5BBY/MHMTl/RSJu/1t1eAmRuUGspQOtGqyewvtt66mw5bVtN+6mvZbVtMwv4LVID8mYWdxTNyyhLLi75PKin9GlI39d6e5/2eUiuXxHYkoj+6IO9OVCmzB78jsHXxAVgRJnU0g9hfz2/UH1di7+mNsicwKI5EamiYH8pCa4OAYpH6mCDmnR22ve9/eMUqdjbg0SUjx43lo7TO/JSFxi8HAY88cN/KOZ44/fzyS2r3e9rr3mdmqOa4zEXeyu+11Lwo5hk6IojgHrT+wPL6vgI7fjrt0RNPcLbOAC6zM7PeAzLkvjCquX7DrCWAkWr8bdi4KmYFfRCzMG5FG74f8ITb9lU4HhiHPUyxCKDUFUTAzo9Y6/QVieXyjkFR7AoIqvhLo3GT35qPbb1l9dJvtOQ1a7Fxfr/2WNbTcuR6ncZ+KnTElefHJK4F5dQpzZzt1YCHSD/ova0NzWCoVk9XogPS0Oc4swTL4OYjv+4NZfgpHff6dYvAr5yC+eG/z7znIyzx+f5SYgb3fjMRbkpEX+KFKL3BQxHJ5DnkJC5BAqFgn8nsDTMoYuMHKzP4PFYV+99he94MHcK6XIiC0ZrbXXVHlKm1ZNwBXo/U4g5V5xOkv/2zVE0NvBX62MrPvARY4A/7ZKx8/o46S2ENbInGHKNUMUZR9kZf8CmrY8vVAxDSbOw2JQbgRYGABEq+ah9QlHbJAbxXH0QbB9Hxpe90Ph/0WLLTsnFa0p3vXTSuOb7ljfcfmOzc26LB1lWq/ZXUg3l/mAChXjsCuxNQNxa7YxanFBd+klRT8BCw+0EB4uByuSmU3FVyemxBz+Hvzufi/jU41bslZiAl9GYJf+QWp8n2v0gtXs+01QGIeVyMz1fvAw7bXHZmWQakhyKxWF3GHnqz0wCjVBsl8HAGMQOsplsd3N9IX+Rng5qD7ZHl8/wG+tb3uylZD5OMcCzwGpFTKTAhHSjFwN1o/ZMZOB7queOLMj+L8ZaOBelZm9rnAa4OXzX7r+c8fv9Ac961RztGBWCqPAh+g9ajqju9QiLFs+yHxlW7IRFGGuH2fIPfZj5QBtEWSA+9UijH9jWIC0+3jykvbdd244uTW29f2bLp7U4s223LiOmxZRZ0iob7RoJUEdBch9U6PHeg+XYfm0P92eZcKRWIfyqZLByrG/z0dsQyGIBmIn4GHkYfq9wPYZkMECDYUURAfAY/YXnfk4LHEHZ4FRiGYmdMJJ3eSnsafIQ9+P7Sea5qDDUJmwVtCFMoZiCKraYypDvKCVSZalgZje6gIXgLcD3z38EmXBh6YOS4eGGR73a9bHt/Rn7fve+W1P70/s+22nDEo9SaROG2ELuFplJqG0Br8LWIsy2nANEND2huxYM5EujFEko3IvfvbxbS8DbbBnQh7rZomjoC/S4ctq0/ouWFZ63u/enUhoiSPReJWB6xUDktL5Z8i5qE6FolBDEfiJNsQVrTJSA3Mfl9gy+NrjCiTKxDFPxFxc1ZFXUkAZK8iL+7DwCPB3sGWx3c1sMYgWSch7P6no/Vq0xRsIqJohgWtPGNtLUOyHT1r0ibV8vheAQbbXnfDfX5UahXwM1qfFzJ+hiPg77zq8TMCCr5H62HGEvimdmFux3kvjCpz6cDvwAnUgHzqvynmRT0ZibeEc6G8hYAOl/wTJsBqRak6B8Nre7haKv9VsTy+dgi47HykncPRiOk7GQngHVAQzASbPYjL5ELiBo9Uo0xqIdiI0Uh7iIxgpa+xnp5D6yvvmvXaAiSI/SMwBK13WB7fYCTF/DUwIsxtfAxxj87Yj/NJR7JpkWQrFYxtQbk/4HDO+blJx++OWbfEjVIpttZ7LI9v2K7EtAX3DbySh2a81AepC3qtup1bHt9pwCbb694HY2Gaeo1EAICHPINjlMV0y+OrhVjSZ5qf/IjleCGw0vL4PkZiYXP/sQrmIImy/7VUaigmrjECeUB6INys05EXP/tganuMMrkFUQzJyIv+iO11R0yZ7hVhY3sNefm9wINoXRJyvB86Av7jX//ogfknrV7QEzHBR6F1kel9MxVRRP1DSwvMb98gjdUixzQin8drgNP2ui+OcKyfAc3RunPYOl8dk/Nr13ffvSMdQfVONv8/QWn9wtTx1zVovT0nVknQNiq2xwTvf0VwGTcgpQihvX5GIMHxRcA1ETNlh0iMAnsLeV4mIfGwM5A4W3/EnXQiyuUj4Pt/SiOwQyGHvVIxvLPDzZ9LtNbTqxh7FBXpwUVa6++qGNvJmZzeM7X32ccntetb15lUy408CAsRd+Fd2+veHByLMKEfAXyqo3BtGGBUPSSId0Tjqyf85EqtNxYBujkQxfC67XXbZrwLKbKL1Vr/GLKhNOBJpD/xMiSrM8+UC2xplpndGPg0vqyk7tTx1y2xdm86GrFmbkXrgOXxddeBwLfK4ViHVBzvBYlZHl8C8nI6gE62112olGqktd4Y7VoFpdltny8DvTznsSFnRTj5VxBKyQbm3OposZZOVDow+7dnzt2dXFo0B62DHC5YHt8NLXese3b669cGnDrwDlpfELpJ4ybuMnEDave7uF3q0UNfVE7XSYjVeFVQ2Rv3ZLi5Do38Bbs+KF675NZtn3mrDJqH3IOV1cHYDfCuCbA1sc3xO+sN9VyKZIbskGOuDQwMlBRepmLj+ynliNU6sFUpxydIv6TZ4ZahUqoFknEC2FQNcDI4Nhawoz2LZmyw93IKsKo63uSaymGpVMzL2QbBVxyDQOVfRJjk90nRGoLqM5BA6qnIy5vVLDM72JxqXXCmjm/aOS7B6npzTD3rqvimnZo64hLRWk9RSi0FJtle97Kw4+iNvOCdgAu01lHbkxql9p0zpS5HXPDYLFdq/bORl3c8YpnkhIxti7gqa4F+Osg+ptTJSEC1MeKi3K8E4PcUsKrpbZ+/r5SaUKdg987Zr1y+M7m0qCNwE1o/C1B30JgT4pp2muKMT8YRn9zZ9rrXhR6j5fFlItXMZ9te91dKKQ+wXGv9adV3BZre8nFuoHD3zPUvXXL2Pj8K4fWdQCxa+5VSY4C5WusfLI/vtftnvDT8woW+BAVHoPVOcywKmDxmzsSRY354Dz+c6jSThnHtfkXquDJsr3uPUioWpWamn3pdYnLnU7opIYMaHpolM3QJ92itx+iSAmfuTx+uLFg6q3/5nh1RKRKUUmchmbvfgROiIZxNecU9COp3NjC8igkm1ZGQ+lJ8sy7npXQbtDauSYe6SjkSEffxTaTFyEzb6y5VSh2JZPMGmc83zLXbJ86klGqHBIxPNJ+fAd9GqkdTSnVFOkD0QZ6p6cDsg1Uuh6tS+QSBx3+OcIw2iQaRV0rdjxAjfYZctGZa6xUAlsf3JwKFByjQgYBTORzxAFrrfH/+zpmulDrPIinVSDdwHBLZn4L0TVkWPiZkrDumTpOR6affmB7XqM0A8wCOR0BrdtjYGMQa2gg8prXebNjKHkdATyuAi9D6ZzP+GpRjeJMb3/nFEZfUvc1WO9H3xg11XDrQEHEpPjLn20SXl80ry91SK1CY22fz5NvCWdZ6IBmrcbbXfZ2Be78G3FlVoaZZ16F1oKxsqz1x44TrR0e4ANcgir8hWm9WSg0GWmqtn7E8vv4dN6/8KvvNMSCYk1dDtpsUW5D769RJt7Y4Mm/r+tiAv02QNsC4NJOQzMZptte9WynVAZhZJ+PWu5I79HsI6et0LdJyNtQd6hAoLnjTEZ/Uo2TzykVxRxx1he11z492fkpQwW4E8j6qmjYobmSy6g9M0+EgvspjzwXWqbikc5La9+2WfvLVK5RS5yAWRC7y3H5Qnrt1xoZxl7gRVPhghHLjRa31rAjbVEid2RIkeHwisFVrfXOUsYMQC7yvGVtfaz0s2jFXJ4elUjlUYnl871PhOoXKGODVoFl9CPbTCAnAXoEA8lYiloldow1Im9DxCLjpKQTvsbdq2fL40nQg8LZyOAad+scPn4775JHjlSBOhwRbXhrg3BygYdmOdaduePWqSjEFEweYj7hn7UMJpGoCew+pUL7R9rqf22eAzPYfAd3RelHYukpp/d3Xr1zRq+nuzd87dKBf6O/Nxn7a6th1Sxe9+95dSaVO11Ox5WW3hKw7FMHtLEHKA7YrpepqrbebuNJkJL2/BrjaDullbXn+j703j7epfP//n/c+EweZpwxniaQ0l5JSQqR9hDQo0mSuiNRZjURpn1IaNMiUEIUiZ0mRhOZBmhO1jqIyz8OZ7u8f172OffZZa59D3p/3T+/f9Xj00Nn7Xve6997rvu5reF2vy1E6P6+7Ski8F8GUvAjc50bCh5yitmynYdyA+qHNlYJ0b7wKsbC93szzEYtpiRsJ7z+ccoQjsb4S7/W/plTM5mkP3ID8YF4jKI9cqcWRYmQzaNoMpLVnEmK2PlJiANYTKfaKICftL0g18Ycx92iMnGaN7vpgysRbP5nVE7FwOmB6+xhE6PtILKedGwkXiyVZtnMfApTr7EbC83zeD/lZa1HvN0Hcg+vcSLg4/4lS5yEKNYzWC2Lftmzn0oEfznh78IrpWkF9tP4j5v1Oj779zNxrvlmkQ+izo7lsTdbnTYRH9hI3Ev4zet0IwfZws76rol1YM6Yigpu5HSGwugt4pbTZGct2Tkaqgd9FijLfP1KZHePmtUHKBToj7nBDxDp+HXj3/7JcoDTyP6NULNs5FbgJgcvXQE7VV5HUcBVk017g+vCuHsa9agJ3I8CxZCQT8HA8xrRiotSFCBtbAwRuf28sW5jZTDOB3Jmv2q82//272xHYeMcoZvqyCHr2fCQ97LehT0SQoHPdSPiagM80ESgf5/0LkTjCJW4kXLzlqEDrXaAXWk/0uV413pS96t1Jt56SG0qwk/LzMmPHnN9/8uNZLw8amB8K/VVt746GMa1OL0ZO8g1AG59YURvk9y6PBHCn+qzhdOB5BHu0AskSBTaTi7quInJwDEZoQ79ADoNCyokjIeZAbI1YMFcguKhdyKHiKZj/WO1aaeVfrVQsIee5DknVnoYQTX+NBMLediPhXMt2hiLK5tLYB/Ew7lcNOeXOQoLH04CRbiRcKkpEAJRKRXg4Bpn13oTWy2Luo5C06ZOhgoLvPnm+56c19mzvjTxc10XFHJIQlyMd6O5nQZhU7HIk8H2SX+W0ZTvlkbYaM91IuFfAZ++KZC9O93AiZu4ENxLOiYLqP4jWvnVFlu10evOVO+embf9zXZW9O9J83k/o9vXClZF3xp7yQ/UGz5y08ddBMe+3QGD7tZHf89eY949FFMtFSGDydjcS3hczJoQ8L48hB8JYJO5VIpufJa1FeiIHSkPkoHoMmHqkN3uUgrkawcRURqrUNyDgy0XuEWC2Oxz51ykVYy5ehjwYYQRE9gXiesx0I+FiwB7LdtQ/MVdNPOFOZKOnIhH6MW4kvPqQJlLqfLPORsjDbKN1Eci7sTxeAs5Ozdm3atXT3ZKSCvKvMOPv8HhGzOaYgDDdTXEj4RcC1t4XiSX09Du9zZieiCJu6ec6mTG9kaxRCy/Vbglf7Rg3Er7HfL7NSJ1O/4A5Qv0/nrUuY9mUOruTy55e/sBePxBb9YmzH8q+wF1Z5qO00869eO0Xn8e8fxbihuxDLJafY95PRFydexG4/UC/38n8pncgrtN68/9zSvOcGGV6BRJHOwZB2I4BXiqNcjpUMQqmDaJkeiMxmG2IS/gaEoP5P6uH+9coFWO6dkbiD9WQVONUZEN9F+/aQ7hHXQT8logEQssiZm8K0iP3NWDEIdf5SGuIkUgFcjbSd7gYsY/BZcwFzk7btuHRpS/1uVCJW3MXUnzn1ewoxGW6DQk8jgr4PA2QGqGpwG1BG8YSqoI04Pg4Y4Yj6dTkKKj/ZqSA8lbzOVch/B6dgr6KK64fff3r0zNeWVW78byz1v/Y2W/MrZ3ty0YtHOusP6bG1ncbN69xx4pXi7gYxtVdhMTJ2vr9/pbtdECUSxPgFjcSnhXwuZojPC6nI0rottJanuZ3uAjpHd0a2ehjEWLwuARShyvmUG2H1O90QjAonqv/JrD8Pw20O6qVinE3rkPcl9MR0uWZSPuHd460drZsZyBSsBcrG4D2h6q8LNtp6mamV0CskxMQi+Fuv3J/y3bOQxCY5cM/Lhv63FuP3Ylkg65H61kxY0ciJ+xo4G4/RWAe+MVIiUHTINfPsh0vFjLMjYRHxPksLyC1Q9WjXvsVQYtKBbFSbwPV0frsOPMkTJt53/YTNmWnrK1at2zzdd/6boDpZ3R4pfvXC6+fdnqHrB4rF3T0macJ4g6kIHGeYvQQlu3UQw6C85DNPtTPTTHWzQAkkJ2MxEsihxIgtWznXMRy6Yz0UxqPIJb/kctdwj3LINisa5A44sXIs/o6gi7+/D9RKhAqecj/98SynbBlO3OQL+hpBDJ/O1DHjYRvdCNh5z9k7s1DqnCj5T2g7qEoFMt2apw0ZPYs+/3J32qptE4F2qF1/wCFchMCm9/z2IKnej/31mMjkYrgNj4KZQiiUCYQoFCM9EJOz7tKeLA9SoFXSvhYNRHrMFp2cRAJCuJG1Ik3iRsJ56+tWndK9b3bk1bVbmwHjdtUrvIN39Vs+Gfn75em9+98T0+feX5CMBd7gCVmU8eO+R2xJJ5ErLrllu1YPuPyTJr8BOS0HwZMt2ynXbzPEjPHp24k3AVxR2chFvW7lu1MsoQn5YiLGwnvdyPhN91IuBuCbemGBPIHIHikNZbtPGJJR4kjJkelpWLZjkaqgaft+fnDBZvnPnoB8lC/Ew/5aSDM1yCm/Ot+wKGosU0R4NAJybUaTa59w1OtkABcVTNEIy0vTs0WWsQLEVN6VBAi0bIdlbt1Q9+z92x9YvTCsanHb/2DfBWamKALhqD1ztjxZRs2q3DM2ZdPLdvgzE7A4g9e7DUlbcdfLyEcMh3QujAWoJRKrNL+tkkVTr/0euShvTbIzK03cHpaKKXcTyoh6WPEPfBNFVu2o7TWqwv27tj7+7PdTwv6rszYDwty9oV+H3NVN611tnltOZDrRsKtzSIfQlyBFCWb+T0/7MS8ky6q0Hrt59s/Sjtta98r7q+RnZneye93/apOkxNO3Pjb99/XbLi7e7dHTlv9xBUKOF5rvShqXWmI4l+LZOCWm4oGugQAACAASURBVO+rA9LN4FMzrgtiMeYj8aUsMy6E4ItWAp9rKXNog1iBpyOWzhA3Et5gYPo9MZ0W/AjQPanY/KrWKXVOHFq2YbM2KJWklJqFBIS/jh2rJB1/OuIafx2vZEIp1QoB6G006y021pKixy75e7b3D6UecxZa5216c9Qpe3/55NBigAFyVFoqwOV7flpRPzsz/b3Ncx+9GfnRf0AsCV8xxMXDkLjFZyUolAZAhkpMHl7jqoeSa9/w1HwEf/A5omj2INbRldmZ6SEkW5MJvBpHoRybcmBv1r3fLnrhjRn3pNbb/ucm4NKEgvxefgqlaodBaRXPu+rvlDondtR5OZm/PN5pQdqOv15BoOnnxSiUBqlNWv5S/rR21yN+f48ghRIqU75i7tY/P0fqmHrHw54A5+Xv2lRp9w9LA5n8o6Rm7uZ1FZAYjyc7kUClJ+uRWFRthEntOnyk0w8f7Pq1St0PL3C/rnbclt/DwNVKqbtjx525/qeff69Yc+TZ63+s2GPlgqV1Brz8F/CoUuplw9mLKX24CDlIFlq209pc/gkwTym1QClV3o2E30SquF3Atmwn07KdRAOF/xghYVqglAq5kfB7iMs0DHFnfrJs5/a0jKzt5vqlwFRDbO0rOz6ZtWTTGyPf/eO565P3/rhspRby75WW7TgmixUtn5r1ZwFDTdlJkHyE9IaeA2SY0pAi4kbC291IePIfY3tcuOGlvlM2zhkZ2rfm0yFKqXOUKmy4eNhyVFoqSqkHkJYbCxHEZDmt9Z8BYy9HYi7fIhiEJK21r7lvaiweVEllVK2eT/6ReEzNrqHklBMR/MUwNxL+EMCynfa6oCBh3eOXN0JYwB4BCnQMUtSMVcD1p6z/6fnRbz9d7oQtv+Oisix0DwIK1OoOePlMlZD0Qahs+bIF2d+O+P31Byoj2Yc3Edh9EbxK5Quvzzzm3Cvvyt+7c35ihSrXRaNGY6XGlcMeTm10zn37f//+mb+m3z0oaBxA3VtfmRNKSb1iw8QBvfJ2bCyGLYmWtIysXbtXvZO79Z2xU7XWg8xnn4nw1TYGQKnLAAdooSQ7dw7Q3K9ea0tqxYur7tu5ZETrXj8NWzJhHLKBT/esoEJRKrSpXKVVKbk5J1/Z4/FpiybduhBhsAtHd0Iw2KHFSGatixsJL1RKXYWs43Vt+jebOEQmkslbjlBCbDDQ+VMQhThIm6ycZTuNkPKDdgjUvV92Zno9xO27EqlH+zToe1NSy5UcSq04oEq7ASq1cYtmRmnMQuIuiz0XVgnBlkZKNfYi7WB8UbymjY3XC7sO8JqOcZWjxjZDgrndkd/kC611YPysJDlalcq5iLVR4uKN6fi1LkUzruRq9etX63xP9+Rq9fsj1abLgXuD0qjmx/giaB2W7Vhlcg+Mt5e+3PT6lU7tfNiUrAtu9EOURl3TVWs9hYL8PY22/3nVexP6D0ZOw6eQKuPYTMcFxtz/SSl1cTw0sGU7tXRB/myde2DP9uVTO+784q1AHIMl3Qj+Kjiwx/n9qWsGByltM7as1npZwb6dc/54tvtz2sSFTMD4dDcS7mi+sEICbCWKOl8HcXcopXaklNu4tmq9spddfNM1f0/PWKVjULZRYxvlhhJ+XG6dkXhLJ/sWd8yVbwM7dfF0fDUk3XwqMH/PTyu6bp4XAWikoyw/M7YHAg3YjbiSS8yyTgR+0UWBd14F9FNIRvBlYHh2Zno+UDdem5eoj6uAFmkZWV8jiqAdAo34HAkQz4+OjykBEyYGKZWYucsC52qtl5ZyHWfrOP2VSpzjaFQqR1pMdL8HkhJtgJjGDwDvHU503GBE+p/y5y+PP7FgTErjzetCGqYoqRb2rSsx1ww39/104Icz+gxZMX08kp25A62L1dNYtnMGYmr/hWBI4vGNKMTSaY9s9J+DxprxHjblIjcSXlbC2AYYoJ4bCb8c9fqTQB83Ei4PeHSXW4EhaD0m3pwA+5NSRpTJy3mg7S0vfLB4Qr9W8cbmJiQOTirIf/KuDoNyZ516STPXh6jJrMlbA0jB3nQkTb/UjaEcsGznJMSNaIw8G4+WUKpwDGJRDkNiGoORlPrhPEMpSCmJjTyTq5HERAQJWyQg0IYP3Ug4kN7gvyFHa0zliIhlOwmWVLp+g0DityKAuRZuJLz4MB+Gxsl5OR8MXj5t7Nypd5Y5bssfm4GOSusb4yiUCsgp9wAw+f2XevcZsmL6XMTc7hKgUJogp+52JNhaUnlBNwS38EBJCsXITUhwc3kpxnr0kX/FvL4LKGcUJmatexErEADLdo6zbOcCv0nL5OVMAujw84qLLNsJTEMDJBXkP52TkPjpg++NT6yzY+NcE4wsJq4UC3qcLRWRUop3gT8MAjt67A+IUp+JWAtvGFCcr7iR8E6Tdj8XiR/NQOI4xeIaJYkbCR9wI+GXEIXWE7AQV3sh0iRsPnJIFCtn+G/L/6RSsWwnZNnOVYgymWH+7QI0cyPhBYepTBIs2xna9O+138yfMvi8QR/NJKQLpiXqgiZonRXnukaIZTQA6L32scunNNj25wdIn55WaO1X3Gch8YF8RKHExTqYeMJYc58SLQTLdo5DHuCXS/ld1DL/xioVjx6gHGBaQPI7UUrFrGs8fqK1mxtK+ODqbxcXKF1wb9wVaF2QnJ/XIzV3X86YrNEVlS4YF6XMYiXLrAMkcAxiWRSLcblC8tQDUT7HIMHUYunpmGu+QBTL7UhA9zvLdu431schiUlnT0ViNH7ZmcDkxH9L/qeUimU7ypJS+ZUIAEhhevK4kfDcwwUCWbZzSnJezkf3LZlw17wpg5MbbVm3BeiktO4ZZJ2Y6y5FfOaaQDs3M31/gi5YhOA9mqP1Zz7X1EYQngVIxfEvJX1mJEBdDulxXBo05Q1IQHBKKcbCQaUSG3fxMDflo16LVSqLgSYGrVxMkgryJ9bb8Xeo2R8/dLGkGjhYtF6ToPXd5/zxQ+Urv118NVIhXkzM7xyLuwmsz3EjYe1GwgJMFEW+3LKd28136ytuJJzvSjO2JsjGHwlMtYSq85DF1PE0Q6zHaBdsrFlLLNn2f03+J5SKUSYdkA38JhJM64HQJc4qIa0ab95ky3aGn/T32q/emjL4zN6fz62RoAumJ2h9InEY4Mx67kYyIdnJeTnN3Mz0CxC4/IdIyrgYPYIxvRcBLRH06jelWKZX0TqsNOUDltStXIDwyZQW7VkbedBjoeeepRJPqbxn/m0TMPcbGnZfs+rdPKS2qCQZq2HZiEUv5tbeuelhgynxE6+48jckDZ9pgIOBYiyQM834Z4CZxnWNd80GVyq7L0Xc2aUG8BYvLRw0107EovZiPyORFPYzwK+W7dxpAuz/VflXKxWzedsiufsHEIqDm5Bq3H/Eqm7ZTrPkvJyv7lgxfdj8KYMTGm8utE6u9+gQA65LRYKDmcCszt+/32r1E1cMQ+pQpgLt/awbEwRciKREL3cj4WJWjM81NZD04+cI5WVpxCtMC8Tx+EgtYKPP9+lZKtEbbx1QG2G3A0n1b0JIiYqL1nsUzOj44zJd7sDebiXGJ7QuUHBTmbycnKfnP74PrWf4WUFuJPw9AmFvgaBNZwFPWLYT180yMZlOSAD1SuDzEi0oue4dpHo9gqCUf7Jsp3ccFy1onm8R6/pFYLgbCbdEXNXvEUDeLMt2MiypLP+vyL82+2MJv8dIBOn6BxK9n+4eRjm4Uirk8YEaM3NE07/XDnky64n8EzavS0IoDgah9ValVJIO6FNrYiFPAe11Xu7I956+ZlyjvJxZSE3GcGCEX1/gSi17VK10/rVvIv55Fw/tGbDWVK31XmOaz0JoD053YxqQeeN81jgTAfgd67kDSqmy8VLylu3MB+pkZ6Y3AxL0wX5DbRD35mAGSambgYk/wgknmjSuZTszkI1xrJ8L+rdSLWvCshGte2VPatZ5phsJ+8L3lVLJ3r1Rqj/w/P2X9D8w7czwSrOGnKixiTFp4UQkWN8DqWCOuJGwNilW5ccHa9lOKySIux14JDszfVppYA5GCb2E/J4gmbPfkJjUN0hN0OH02D7PrD0dIZt6EhhrLJz/MznqLRWl1LFKqVFKqblKqU6W7TS3bGcRgoM4HgmWNXIj4cnZmel1lFIjlFJZSqmLS5j3BKXUMKWUgzCmYdnORSl5ObMHL5829K0pg9Xxm3/fCnRWMFLBrUqpN/CCkjFikJxfaF1w8ZZFL8yq+USXxo3yclYgrsYNaP1QrEJRSlUKJZcdXf7k1u8jSNUeQQpFKVVeKTUJqdAGKUfoirg9sQqlAnKqxa6xKmJeT4tSKLWQIGU8yUOsoVaI3+/JLgR9HH1qrgMYC4PMOkAUTy2kLqaY1IZ0DT/1WLkgBRhi2U79gHXUVko9bKD1LwKLhy8ep+tt/6s5xS21a5RSfc1YTK3YjRzsJx2Jipk8opTqoQ5aV5hrliLw+ZXAK/WGzJkYSkmdqJTqbvh9fcWNhL9bN+aqG/L37vRwNMchFmJ3xGIt0o9LKdVMKfWSUuomA9AMmvfj7Mz0xze+8fCs3G0b1iOgTNeynQf8smFKqVZKqSeVUv2UUlbQvIcqR7VSMbU8DwLXlz+13aq0jKwOCKT6NITfpKEbCY91I+EDBqU4CHEHXtE+1AJR86YilAaDgDFpGVm/W7bzQtO/1ix1Jg9sO+ijmSTogmkh9EnKQKfN/YZrrYuAz4wLdgfwrtZ6419TBn952ldOx48ldV0TuAStixXrKaWSCCVkVW1/W+/EijVPQSD1rwWstyLirqRprddZQmP5HALvfiJmbDkkluMX2LsOqcKdFPXaWA4qqiA5F9kI1yOWoSd7ECVbTKmUl814u3nNi6u0xkc0nDoBNh63bUOtRpvXKYTqofg4Qdt2Al5T8vluSdQFOVNef/D3UEHBqZbtdI8a/iaSJp6ppA0Hxjq4E6kGvxt4Ki0jCyQ7NR54KRbG7gp3zPVAZigp5aa6A14+P7FizSlI6UagFBzY+8ufk2/rnbdzU+xZ8kpswNgA0T5HwHi3xCq3mLHL9v3yyYoNL/VpvPHNR17W+bkfIwhj17KdwQan441disRkRgN3xlNYhyJHpVJRSjVS0kcmo8qlt8+vN2TON1U7DHwQ8VnvAY5zI+En3Uh4n1KqrJI2Ey8g2YzTtdavx5k7jLgN84DT0jKykpPzcr4fuuyVvvNfGawbbv1jK0Io3VNJinE2ErhrprUuEjg1rtIUYIwuKMj6Y2yPFQ//vfbXZVA2BDs+qn9qO7T+wHchoYTranZ7pErqCecXIITNk3zHidRGXLynzen6IrKZb/Sp1k5GFEARpWquuwX40gOOKaWqI9ZeILjKBHZr6vy8v4CTkRoVT4ICtdSX766VUirBFQLw9wmKq8DnIyBVQ94dH874EehtFKefTEDmzkPrdcCg47ZtqDd4xfS6wEte/MO4fkMRaoSG3sUmaH8b4joMBF5My8hyEZxPPtLl0PvshVaOcck6hVLK1Tq297h9x5xzRXWl1BgljHe+krdry4wD63+6XSmF1hrjNvexbOfl2ECulg4DZyLu0VylVHpQnY4WXNOZ+1Z/PHnd6C4HNs2LPKPzc99GFN1vlu0M9ywXM/YsxB0boZQap5T6R1XTR6VSAYZWaTdgVlpGVqUKp7XPCiWlnI9YLG3cSDjiFu0WeA/wldb6Kq31ynhwcwPpPw3okpaR9V1aRtYowKm7Y+O+/p/MOhDS+hUFJ6H1fPOD3g7cprWeow3JtCeWcHUsR06xB9eP7jJ16d4d6i64RSv1ZYv+k7+/7tpRL/hhFxLKVU6tec3I28rUO/lElZg02qQz48mFQG8tGafrkNP6vli3x0hV5ISOZXk703z2whof07NmLOISBEl1IKQSEtcjlAsPRb1XXKlIbGZTT6mTeV4fLDtYDVxsCYtZrAz/Q+Id8y/9+cNjE/PzkhCLwk+eQRRCE/P3FOCt2z5+rU6Tjb/tRQBsFc3nm4K0VO0QPYGJ6wxFNmEfYFJaRlYWwqrWSClVxRJe328Mqtm77i3gTJWQ+Evli2++tvaNT9cgMdm3aNKTTfMiY4HZSik2LxiTpQvyI4gb9JNlOz2j09Za6++01m8i2bwmSEbJV7TWP2qhIe2696cVWetGd/kL6ZH1HoL4dT3lorX+WWv9rdb6ZiSQfFu8NZckR2Wg1rKdqcjm2Ys88E+6h9FWIWBuhcQj+iFxjFHAKDczvaY5+UozRytE8+cDGW5m+kIEK3LL/oSkOWcMmlFjX1KZlsCdbiT8pM/9n0Ag3o+6kXB80FfRa2sjTG6/ABceSrDPsp1HkMDhFfHqh3yuOxP40lz3Zsx7Hi9tUfY5pT4HtiCVud7YKxEL8Xw3Ev7I92ZiRWY9cEm/ZVPPTD8LSHN96EF9rqsJfLcrOXXLGQNfbZSXkPgW0iytNEHVBxD3YSZCiZBrXj8ZQbZWAa5xI2En6poyiHI7FXEBr3N9uH+jxpcFGrsHuX1PRlydFojb9XhJeKRDEct2TkMO4SsQwN8YJDh82K17o+VotVSuQPzABm4k/MARVChe07EZyMNwlhsJD3Mj4QOlUSgmfjKIg2jXzm5m+nKEzf6WjeUqjTnxzjdO2JdUpjnyoD3pM80IRKE8g3T0K+3aFfIA/oHU4ByKQklFSIPWH4pCMeJB9P04PnKQIG5sejObom4SiPujCcargLiZ64cumwri3sWtsi4Urf8G+lXI2XvCC3MfXYwEo33jMrHiRsIjkfhKBQ6ib3GFlKs50tjtLct2BkS9t9+NhPsgca3zEBRuyzj32Bddq2TmbolYRl2Aby3buc8Sqsh/LG4kvMqNhLsica33kED8EbMujlalUseNhDPcI8TzaWD7fZFcf1vE9O1USnCZN0cqgtJ8CqnLONfNTM9DAsctV9ZubJ9z27QrtVSXdnD9me1tDrK23XGICN+bkODvy+6hEm4L3qKiue+hiqdUirmVZv27Ka5U1gFpRMUEjMWxkuC4CqYlx+SKB/ZccMLG36Yi7lLFUq1SujRObbvm07at1n6xGHjUkrYeJYobCT+OPA85Ma9vQLhaHOA5y3aeMDEm7/2piOLZDbxvwGml4itxI+ECNxKegLik8xGX9SurONfKYUuUcmnixqHLOFQ5Kt2ffyLmR78KoQashxRseafIEqSqtsRychOkOwHhn2iL4BtAQHaj3Mz085Dq19C00zvcf3/7Wx9BOHQ7uD7sXpbt3G7mWIOY2YdiaaQhILIvkbjSISGELdtZhqR0TzjUUgVLWpzcgQTHi2GALNvJAr4p4sYp5XH91iCq17BlO5mIlVY58CGX1Oevq6vWe6ldrxf6EofY2+faisC3+UrtP3XQa3/tSUlNQFyXwD7KpRHzTI1BYmxvIqn/vVHvV0Qyal7j+klIHdZXwHdB5QEx9+iIWD51kUD8PW4kHLdh/H9LjlZL5Z/ISYh7Mxw53T2F8jNSnFcahXISAkn/AeHO8BTKB24k/LCbmX4doqC23d7xrgfub3/rg8gp3CJAofRB3J11SMbmUBSK15NZIW7PoSqUJsh3MOFQFYqRRgiDfhCosBFR2RUjrnf7mNcXI50cA10FpGf24sZbfr8soSB/AYJbKR00XUixbkzQ+vj3JvRfh8Q8Zv1Tt8KVOp+BiDtWA+HErRn1/g7EGvSQ1jcjMbcvkOroEut23Eh4PvLsPo3AIlZYtnNFaS2f/0v5X1Qq3yGwfZDPr5F2mE0PYVNtI8q/NpJ9x4rpbVBqJJJZ+bh1rxfHzz/porFIDKGb69Pu1BLekheRoF93N4bToxQyAMF3DHZL25u5qNyCxD1KWzwYK8fiH0/xJBb8BsFKZQXi459Twj3HA/VGO2MWI9msvkEDLdtJsmzn4HxCI/pUrd1bumcsnfwU4p6UWLldGnGFHPsxpMbnU3P4eO9pBEQZq3x/QILZpZl/txsJD0ZwQT8gXC9v+pUh/DflX6VUPHRkkJi4RwRhwfIUiEJcHl/rQInEohF3IXiBQqm6Z3tkwIczXgPu1zDpxMGzP/21at3HEH+4tRtDpKOUqp+WkTUeSZW+h2QjfE97w5nr93mORx7it4GJBpNzbOAXEDOnOaFvAN6Kl50wLGNBUgejVAyqN5ZvZDfFUcYeJaQV/aIr3QIVB90E7/6xm2YesKnLD0svRE77Jyzbqa+UquaDC8lEiviiv8N7c2F1/0/n3FJ3+19jgQFGufuKUqqGJdQWcS0KpVRqdmb6u0iKPwX4yIoqaHSF8+YFIBrw9rsZG2/eIpaUK4WN3ZEAcjvgB8t2brVsJ+FIcMz+UznqlYpSyoPeL0ZqVnzFsp2LdX7eD8Dde35asTl3468e8dF014cu0gDsRiFVw2Wi5mmMIFUvQKwLqu/ctOX1sdcPS4Su+0KJ9x5391vJ+5LL3I2kBbtG+9eVL7rhlCpt+yyvO/DVb5RSvZDfoLPr00PGbJLXgDNi3zO1Ks8igeBe2ZnpVRGyoRJrm5RStREzOoxYaf58JjL2ZOLjFqItlcuRwGW0eKjag6L1jj1wYJOc6LGyGDjNKkqY9LSSZvXe9TmIMu7YYMsfrnl1ZbX0ofWAOTGKZQySiXux0FXQet8gGJ8HNd8f1/tYJcjScZY0pPMRdeeBP1ev1AX5c0twlfYDr2Znprfa5666GMnELbSkxYonjyNVxgV713z+J9Bd5+d9agmHTZA0VEq9o5QaopSqA4WAu8cRwOEnCJ5oRcUW3boppeYrpe5USgWVM8inUqq5Umq2Uupug04/InJUKxUDp+9j/puqtX4ndoxlO5Ut23kUWFKQs7f836/dv3PzvMiA5JoNhyB4lFt95lWID3wrcK/W2mvjeTkH+U/aA+ltf/nk+QXj+5atha41v+wxd59419zWWoV6IOng/u7Bbn1VLdtZeEzzq7455uxOF4TKVPCyFm38gpJmDeMQrIwfjcLdZg0TsjPTNyM4ijJa67gZMfOdzUXcvgGItbAoYKxClE8Vv/cNDqUWEgcBOT1bxQzzy/7wB+Ss94+deM3doyH7dZCYU7SMBxKezhrtpcCrlGvaamnZxi3OBl5WhsneFfqGe5ATvRCm/wI8Nwxyk9BXLB3Xaw5SgDcnGsZ+UPTY3avePUmFEtoBr0RneIqMkqLDR4DMja/d1xX57d4HJlm2M8KS9rrrgZuUUldvmvPQjRvnjMhHFxwPfGmCsX7zeop/FNA12hpxpV90eySu16hSyx6vVL/igR0qIekhoLtXghAw7ycINug+oG+8eqVDkaNSqRiX5GqEaGkpcJrHhu6JwYxcBfyo83Ku3/XNojV/Trrttv3u1ydord8wKbvXYyPoxnyfjjxkJ2mtlxrT9y6kJmQNgl9Z/EtmesexbzzcKzkvJ2/8sU16Dhr46nWIVXOTGwmPionRVNAF+a2j7gOw1jWEyj5yKnKidYqupjWf7QwEufo6Rpkgp2RpsBf7gA2pJ144H8laTYgTGC6DAAyXBrzvKeQ2ZhPvQRjUoqW4pQJsg401oKKPuf4VhiIz6rXZQEhFt7zQeg3wXuPN6zqGCgqXX6FGl3trVrqwZ2NdlCD8BQzrnQd/11rvGwPXfA3b6u/4e1S3rxfejpBjFWOM01r/vnvVwjY7P3vze+Qgej4oQKq1/hKJCR2fnZl+CWINTkCU7XTLdsq4QrsxR2v97r41n53y14x7p+Tt3Lxfaz3esp2HjBUaO+9sxCoBeEVFtelwhURqOhKzeSH1+HOvqTd41t8VW1yTjED6z/Jbq5n3NSRt/TbwmlLq+pLCCCXJUalUkABVdaCz1vp9LeCmQokCsb2et2tL/sY3Hvl469tPn5O3a8tMz+rwE6XUqQjW5GGt9Xit9XrLdqogOITHzH8XuJnp6wqUGpoA83bB75ntb+301PWjH0EyHSPdKPJnT7Iz00/btXLBxzEv+9YgGVP/UaCveUijP1sZs8ZNwACjuO4FRpSGLR1xOb6vfvndDRFipcCaIkN3sE9rXaxxuyUVzQ+aPyukZWSFEDRvbNMvv5gK9eCDalAhNjJuFNwS4BJv42qtRyM4mtjM1rgyeTk1L/ytsDOKAkiq0eCAUqoQz2Hm9BqXFxZY7tV63gtw035IibwzdkhyXs50BG7wgM938cG29ydesGvVO2sRy/jR2DFRY79CMjznZ2emdzPjFyB1Q4ui63q01j8eWP9j/z+n3DF493dLtiHf6bvR2aOosWtMrc4oxBqL7rGEGwlvNlmoy1RCoqrU8vrh9YbM3pRQvkpvpVQkznpd8+x0QuI7gQ35SiNHq1Lpo7V+zucED1m2cysSGW8LDP37Vfvcfb9+cZWOQ+sYJS5wpdb6BzOfB0G/GMkw3OdK24UJIXh8P8zr2mf8ba+e3mEuUqTX0o2E3/WbuPYtz+dUODP9bKXUr8jpDQE/ntZ6N9BN+/cFGoGcWLdEQdRHah/qyQD5tsJZl2ciD32WMcfjSY+A172NDlLA1wEJgv8QM+4vfIBxteDrZPnOim0exAWqjyhpT7r5cJXMy0lI3N7967ejXxu5afZDFyNxr0IxKNVMoKdlO4Wxt3Faz9stMaMLfn7iikqIwh5u2U44dlFa6+3b3p90ltb6RSDDsh1fukoztgBpXOcYSyKCWDnNgI9NkL1Q8vdsm7l1wZgLEZjDeQjQ7fzYec3cPyJIW9/WH24kvAg5PJ4IJZXpWffWVy6vfdPYEmH+Wut8rfUEgn/zUslRqVT84gYmffcBBwmeT3Yj4Sdyt20oNbBJa73TIyOybOdGJEjrKYuXXAmGLgJu/rp242kn3/XWyesq134b2TjN/TAoZq7zkqvVf10ptQ6p57gAQe1+EW8tPvNcaK4b50bCb0eNLTUaUmutq7Tt0w7BU7xUivF+gLYWCPdItNxkHspYa0IBTWNN+gQhJQJpPxErixEu1kJrQ/s0HEPrHI0a32bNZ/rar9/uAHwNdEvLyMqLcX888dGCzwAAIABJREFUeRhR5KNMJhCA6uKezFQw/MPnb5xg5plmMDxFpGD/7h1KqdsQt/OumCBszPK01lEsgG4k/DoSK6oFrLZsZ5FlO+08nI3WepOxcpsjbupSS+gKirlaWutcHdQzSe61x42EhyKu2N/JNawJlu1MsWynxOyg37N3KHJUKpVosWynjCVNq75GUr09gfYmgHU486VYtvMikl34COmw9xlKNd2dXPa7nFBiy0HpQ/M793yyR0Eo5IG6WriRsG9tkMFILERO69ZuJPy3Gwl/7UbCTxwKUM0SOsnByOk09HA+W5T0xmQmDvP6fKSqOBpT0zxgrKfwYl0g7/fxUyprkOBvp5IWkpKf+3wIzaPvPNcCYfo7HrEIionJsD2FdLccXviGWED9gT/r7No8qeVvX/VArLAfLdvpG5vxMe5UT8QtnmjZzrWUUlwplvTGt0XqmXZYtvORZRq+mzqgsxGunieB160SuHDj3M+L8WQg3/UP1mHQWB6KHNVKxZJq4FVIvcxM4AY3Ep56mMhQD+4+D2FMy0SU0yZTHftxXiih8jXXRdS8pq2io//93UjYl5PWuE+PIT1gWruRcCDtQinkaSRle7P7D6pJDV6jDPDCoSB3o8WNhD91I+ETEGTyH0gZ/pkBwz2lEgSAK6ZUzO+3CGjtF7QsIoKwfRvo9fLrD2Yh4Mb7gzaNGwl/gFhod5rfx5tnO0JT0XDq6w/egVi7IMDE3yzbGRSN3DUgxX4IvcUrlu2kx11n0TVkEUUxgTQGO4+D9JK4Uth5BZLlOw74xCoFF27A/XLdSPgxxOX9Cvn8S2JdsCMlR6VSsWynimU7E5F0XSLSqqJnLMDsEOdsj3zh5yEb13Yz0/NRaigCYFvzTItrO6ys0yTaHdiN8NP6zXcGYsZbSL3PYdeXWLZzBeJuPOpGwp+UMLwk6YOkcouxzR2G1AH+cCPhn+MozKK9fzwRkqQ/kQ3jJ4sQayFuEzEjLwK1W/32VUfExTkRaRUbJBlIpmeiFc3fIoRZmUCvJ7OeiI6NHYtYOEXiZQas1xE52GaZQ660Eovi/YsYik8Ti3kcsVCrIijd7hymuJHwGqQKvBdSofytZTu25c9hc9hyVCoVBLB1A/IAnGICU4clJrj7IHLarQfOdiPh+QiAajICVppzc9cHr57UrNOTyKnimf1T/KwGS/gqFiPu2MVuJJwdO+YQ1lcbOVm+pCgBUuy41KD3osYkI6fV/H9aRGfkWOQ7iydB7g9IXCVIqbyHYGmCq5YPygKkbqo/kn6eBzwUx1rZjqTDT0eCqdEyDPii8/fvD6q1s0jorgAfRewKqfSl5rPMt2ynWeyYgDV8j8QAQerIapnri+FkXCENPwN5BqZZtvO8dRiNycxc2o2EJyKKNwvJYn1m2U6dw5nPT45WpfI9ghWxo9GqsXDmIDE4l8omXZyFbNZpSLD1F5SqgaQ1b9gHD9fv+sBzSxqd8z5SGBdG3JDviQFkKaXq1+k97hxkQ+xBFEqxeh8zNgC9eVAsofzboLWujFS+BrH01wDcOn3G3V4CirIzEqAdp5QKioH4rTVobB2ilIpSqqYPgbKv+6Okuf2vBCgVV2gtVgKXKKXiWysSlB0HtHkkM70Fkqo/GcmQ+Ep2ZvparQveQDI9B90ACUxfF4KksW9l7g8V5HuZnB1IDCVorZdorTfrgoJ3o2t+gkQpVTV3258RpN6pGeJ6XYBA+4+LHZudmb4RsTJGI8pzueVDAK4OkonHFTcS/jNbCl+vQH7DwDKNQ5WjUqm4kXBr9yCP6rFKqbuUUu8R7NdjxtZRSt0PfFy1410tEHenDfIj3eBGwnuRzf55AZz5ALxR9fjzuqqG57yFZDEucCPhd9xIeKEbCZ/sGt4SpVQtpdQzKXWbTkiqWtdBIvcX+wWLlVI1lFLTEbPZV0zw+U6P+lLn5251/akhPRmmta6yaW5kEFLsGDgOWPf7M9f+isR6ShSl1EWIVRi7xvKI1RZdTHgVxcmrdyFp5tiTdcBPonDqEnwYLALOUympTylhb4snEzXk7oc5GyYPdJCq8wfjBCRrb3ipbzmt9S4kPXxwnFCD3nb2+h/L3LN08pot7zw3WefllNcFBW8EWQhuJLxeKdU2d/O63Lzd2z6o1eOxkuIfOze81Pu+7Mz0d7Mz07e7kfA0xCqricRPog8dBXyYnZl+V3Zm+mgk5tcEQeHGklrVUEotV0rd41MzFSuNsjPTb83OTP84OzO9XgljSy1HpVLxxKAxOyKAoakGdhxP2gF29S73fl3+pIteQ2gXW7qR8ItuJKxR6iokjRy6BZ54GC5NqdXoaaXUd4gVsypg3uuTqqX1rnHNSAupvbnYDaZQGIJYOi/4vWnZTiezrtGYmiMlp5ivWLZzota6797VH2XnbnIPmE3iN24UghDWBft2vYhkcPzGlfcCkub7fQx/LEldxKWJ7mJ4LcWVyl6kZD+WTKnpVGiKPINWwMdbBCSVSTujPvF5ckHrvxXMvhKqld/465NaFzyMoJKDMkjL87b/efGOT2Z/hlRq94p5fwrwWu/P5zZ4bdXCeZvnj05QoVAzpN7KV9xIeO3eNZ/0VwkJ1ZKrWe/HuhSW7VxqYnceyfUw5NntbK5fhsT0Psd0HTBjNyPw/weR5MEbCFn1IgRMN8xTilrrtUjG6AGk/0+cr0z/gCQAbODaf4qk9eSoVSpGC7+GfIamWuuX44wtq5R6LlSuUv16g2a+m9q4RV8kat/NpItDKDUCeF3D16fAyy8L6/yJ25a9Mg7hTfWNQSiluqTUP+W82jc9syeUmLwdUShrAsaehpj7Z8Sp0RmFbNhCYjSVmBzPSskE9m57b/xafJSPKVcYgmkZqpSaiJi7xVCjRroD2ywh7k5AsDSTfcZ5G8arUA4hxY2xrU+Csj/zt0iAE4LjKiuA7445+/JfgB9KUYH7fEVQd0JDpUIzEeX8YADOYy/QYceyV3K1tGt5vIgSkDRzP2B9GJ46efVHbQ2atrdlO72DFrB92dQ5e39acR0JiZV0Xs4HHnrWrOFBhHryMnOLJYib1lYp1RHABL3DsRlFrbXHp3K6UsrOzkxfgyjCqUh6fEFUCcKbSMykglJqfDyXyMzbFMnGvaGUit8BshRyVCoVpdRNiIa9W2v9go7DH6uUOhGYXaFZ54/q3Tbt6lCZ8p2RDRV2I+EtyBc+B3ggFyZXgB+/g2yt9d3evEEpaqXUNWXSTruuZrdRLVUo4QDCh+JL5WiqSx8BemmpWwmSsNY6WoHlUtQaKBRL6BA77vv1i7fzd22eYeDh0e97jGSF0PT8PduTgVytdbHKbCOtkfqdPwxiuQYSd4oVbwOuh0IE6WYkmBgtQYHatz4BD2QVS+IEgCuMaBtS6p5UG6nvKgkq8CHw7XVwysbM9OpIJuh0xDIsJrKptbNpzoiFCC7mhSIKSNLM3QHrU7h52/uTuu5f9+3vWus+lu0ExqS2vPPcjPwdGzujVAOdl/O+ZTsVzTOUjjD0zbVM8aDW+mfEvbxUKXVjvA+ntf5Vaz0EyRRNzs5MV0hWsC+C+v7S4KLQWmdrrR9HgvyvlVD/s05r/SqiRB9SSt0Rbx0lyVGpVBC34CotGIWS5NI6/SbOrdK61zikXqidGwk/7EbCBQhPyUeICzUwFcbvgekGqhxXlFKh1CYXnFHjmodbKaUOAK3cAMZzy3ZCNbtnRo45t+t9pUArpgF18vfuWIOQJ/3shycx5u5oYN3Wt595C/8U8Q0UJYfWuiC/FsUrfqPnvBhYEqVIXw3YzJ6/Hp39WY7gVqLFr/cPwNrvJKC9jwClYuRdpdSJZRqcubBES0XWObYBVHlBYmWvIsjcm4MKAIFJ+9Z+7lluHZE+xdFzrkAC+T0KDuw5bduSiRnogupIq4/axWYzsn5CPyd36/oeJCSeCGRZtpNqrI+2SAD6Dct2uphl5yOlAhVKk2wwVvnzSIxPu5HwS0hFtEYY4QZE1U19jvQsuqSk78/UxfWgeFHoIclRqVSMdVIiGtWynTJpGVlVEivWfAlB3J7hRsJSWq9Ua8R3rQNcitbP5mr9sY7TuTBa0jKyTq7eye5VkkIxMrJM3aY9Kre66YIS1lsZmKqUWpOQWvEMxCztGjC8K1Ifc2/e7q3TA2Dp8xEIeiEhVWKFqkla65U+YzH3q05Uc3ZjSvtJHWBbdPZNa/2hj1vn9WAuslm11rvztH4PyQDFVSoANa8ekV8KSwWkwnzHDXCZK7QT9yOWim98QWtdoLWejli+nwPPWjGNvBALcxnw/IG/13ypQgkdkRhRXCrKDRNvnaFU6Fqk3GCMZTspJp3dztxrliWV9B6k/1m/soiAdX+mo6g+XCFuOhOBMjyKEHF78P+dWutIab4/s45XS7OGIDkqlUppxKTlPkQeqnuRWMd6lFIoNQh5WP8GzkHrxXGm8pv7VGTj7UMUSqA7Y9nOzeb+E5DTJWicQoK3tRE3arcbCa/2c6cMJmUMgtcpxsrviQEDPodkD2Yj8ZGgYDMcDLIG0TFES5F0chzxfPRTA6yFtcRXKt8hVAilM8mlDmoScBVCRjXb3GN4HGvF66V8C1CZ2ApkUdjdEeLyGW5m+mqk8O98RBkFihsJz0JO/17ADMt2El2h22iPxKBmeBbLPxVjCaUjsZt+CFjuH3UbPBz5VyoV8yN9hQQAO7uR8KNuJJyLUmWQoKPXRqM58eMbfnOfgcQYVhInKGvGtkXwE+9ykKYgSK4x/w1zI+HPS1jGncimvq8U9UP9EeXXx42Em7mRcDw+1tbAmqA6phipS3FXx088ZZCEEF/FyhqgIQGZB/OdVUKU0oV+Y3zkeQRp3ccoi4eRUzwwjW/u9S0Ci7/SC6YWisS5bjHzjDLFgY8B/Szbic0cxc47A0HFdgEmW7YTciPhXUhl98vAbMt2AjN8hyKu8AQ9jSitmsDnljRq+z+Tf5VSsWwn2bKdpxAypdVIMeA8ACRbtAyJMwwHuhKQfo0z/9nIKa6BviUolKZIAPgn4Oog4JoZ2xCBmk9Csjnx1nAskgKc40bCy0sYWxE5JWe6JTRcMzU2rSidlQKS9YkNDLe3bOcty3aqm7+rIghekO9stIfzsGwnzbKdu/84psZGJEYWGJ9ACLNAMhxNS1yZHBRvA/0MBmYapbBWjDyHWGDjrNieQlrPRRTWEJS6DLFA30VcjXPjTeoKKfb9yO/xvCUscLuRmNf7wBRj1R4RMSjzMxGM0CzLdp480nD8IPnXKBVLigGXIz/Sswj+RNCsQmbzBV5NiNYPUYqYTMz85yL+6nbgIj9gW9TYWgj6ci+SZQrsz2J+6Onmz4dKUeT3MHIKB3J5RMn1QCoBmJgYOQN5AN8uaaBZczpFq5RBLMOOHHyu+nEQ9KaQGFB/83d9IHPR8ed6m9w3lWlQxR6ZdiqCy6gb9b4K2CxjEej7FcZaGWk+Y0nWSg6iCI/FHyA4FCE9f8XNTK+FYHOWAhOskmkFRiGHRl8kha1coRLtiFQrT7Rsp18Jc5RaXKHSvBDZD4ORhmalIkb/J/KvUCoGMDZPa10PuMqNhAe6XoMmpfogJ8Eu4Fy0nqeUCimlKsfMkWbZTv/YuZVSlY69+dn2CNBoC6JQXL91KKWa1r5hTAXkZNwIpPu5EqZMwKtIfRBpudAnYGx5pdS5Zo1nIinEZ/zAdUqpU0zq2ovRtASW+7lTSk7aaGmL0Bd86LPW2LG1ESVRxP3J3brBe2A9Eu/GMdftRrAvbHzjkQYA7zU8J65SoShKWpl7vwhSWIpYpP3MWmsZ9j4QWoc1wEDz93Tz93DLdpRS6twgTlY3Ev4MAZD1sWyntVLq/MLMifDtXAOUBaa7mek7EEXTQGs9J7FizUCLxbhy9yDW0J35u7eONq/vQwBw85G09sDo65RSNco3vbiSZTtvWrYT2JTdjK0aTbvpRsI5rrDBXYdk4D6yTOGjebaOOPv+Ua1ULNtJrj9kznPA3NytfzTYsXz6jW4kPBsApVJQ6iUkprEEOEfBeiVB2mVEfXZLCgA/Bh4xdTQopSoqpYaVbdhscVL1BrMRbMBFARu/klLqWRISh6TUbvwqkpYd6QqXRezYKohbdJZlOxchpMOTjI8eO7YGohCVdbBx+xYkGxE7Ng2J9XiV2hciGZdiwDUDwnsw5uU2SCfB2ErvjsS0zOBgOrmIUsn56xevmM5TKjcD1ZDU8cduJFzBjYSfANi39vPLtNb5n9Vregxi8QQplVi4+9sYVKsJTO5FNgzIwfGmUqqKsUSfBc5DqWZR1koqcBliQS1Q0Sz9ReVBBDw3IZRa6QIkKydFm1r/hFhcFwEPmFjMDUqp5lXb3zpFqdCThWNjxCiWgVrryXl7tt1c7bI73lVKlTeH4JVIh8OnLen86MnO/dmrFuXt3nKu1np+KeIvK5Qw5Be2SzFxnWuR+Np7lu3YoTLlKwJLzNgjZsEctUrFEl6QFaHkMgN2fjlf/zV16N3bP5ohpelyWn+AkBGNAsIInWQY2ZhPeqxZlu20RtymfMRl8nL0XVPqn/pA1cvu0Eqp9UiWJygweSPQt06/SWURt+B2VzrK+clAoEPFFt0WIBbNGoIbjd+PZEa+QODmIeB+N6aJujltHgFyolKSA5A6oNdixoaIyW5Y0s/mAmTzx469F2kPGy1+GBXy92w7zWQtc6Cwc98WZLMX3bwFeacW7N2xPycxuT5S4RukVN7avnz6jp2fvenRZb7gRsLRXROmA80t22loGPBqcrCx/cuIdXR71FgFjEqsXHslkr3x/e6N9XAL0ODYm8c2RhTXjYUDtH4FgfI/iFIXu5HwHOCRsseddUKFMy+7A/+gtDd3gVKqd0LZCl+XP/WSS6p1vmeMeT0HsYJmAF0t27lXbqX35+/Z9tCG8f2r5e/e+iPC33JXAFJ4C0LrORKpno6+748IYdNs4NF6g2Y+n1SjwfNm7BHJQMFRqlQs2+mqtV6p83JO2fb+pKxti8edUbB/t1AjKtUSQXUKxkPr+9A636Bw2wKna63fMPN0Q8zkbOA8V8rRUUq1Lde09Q01uz2cl5BasQxiofh24VNKNQVaHdvrxacSy1e5FnjcjYR9U8dKqepAM0KJZ1Rq2SOCbIBrXR/6BAOCagicn5aRlYAA3apRlNwHEGwBcvJeYT5XbfP/k6JxJGZsAaIMoluTtDDXF1EqRpYgD2m0eGjaQiWrlAolVqmzGl2Q45Pl8mPUf1EX5P2OgP3WIIxtxcSNhN0dH80YuP2jmTMRq6RdzJCZ5t9ro/6VuJQADScD3VCqlolXjQBOrdNnfHvkeQgkKjKB8KcSylVqWLltv35A+2jXAgGsrQamm8r2B4Gsym375Zc9vvmAWBc7Zu78xGNqtMvft2tpuRPO71X7hjG2eT0XYZX7BbGcR1i2o7TWWTpn76kbXurzU96Ovz9A4j1PWD4Fk1rreYiFd75S6rZoF8dknbohyvSyY296NlK1w6ArgSpKqadV8WZshyxHpVIBZudtXV+w6a3Hhuz4dE5HrfUqDSDcoUsQ+Pe5aP2GUipBKfUY4ovforX+DsDUw8xA3J6WnhWilOpU/vQO91QND26uVOhHJG3sWxaulKoHPFZnwMvzkqrWvQspubcDxiYgAdPBaXfNvRBRGHf7uUhGhgAvaiE5HmjGDzZmfOzczYDVWutvzUt9kGDuiz5jk4FKuihLfxsEvbsseqxRQMfFvo5YKnuRoHXhWJWYHMK/hadf75/P8ndv24UolV+ARqhA//41fWBPMyQg2j76DeOOLgO6m803H2gUtTmeRdLZXmvUmUhG7qG0jKzlwCbz/QXJA0DaMWelD00oV/k1oqk8haD8aqQv0ituZjpAD6XU2uqd72mcWK3+NBWn744bCecmlK3QQeflvp9cq9Gj9QbPWmqCt3kIDmaiuX/EfLafdN6B7uvH9V5z4M/VC5Hg61Q/AJ6WSutbEctsbDRS16Bwn0Hct5Typ14yKy0j63WEv3eOUioebqhEOSqVys4v3vpp4xsjz9u7+mPJaihVFjF1n0V87mYYRnwkC/Cx1nqU1lpbB0mZHkNiG+09d0IpdeEx51xxa5V2Ay5USq1CKCB9C/+Ma/B0jW6jxiVWqPYiUvx2QxzcSB9gZlpGVhICmNpCAFxeSZvVk4z/XBN5sLLcAKZ+5GR7GgozM32BhQEp77MobpG0AT4zp1is7PJB69ZFGN9iLBKlKSjwS13v4WDDMU9+z9u5cQ9w7P6EpF8RS8Y3rayF9HqfQZAebxVtYQoCx2+C1PmAxCVamYt/QUic+qNUirFWhiPFeVdjWqH43RekfzHiBh1f97apZwKNvWC4mf8bROm3BzJMpq+TCiV8Vuu6zONDZY+5N2huM/9+lZjUUakQCSmpF2mt/7aEc/l45Jl5HsHOPGUUSy66oM9fr9z5/b7sVdMQbNF0y4fD1kPpmu9jcmxQ1hW+3DMRF3e1QZP3opS0GEFyVCqVbe+9dFrulj9+BkACbSuQjTUcSRlHp3Dv8KDmlvTMmYHUcowArnGj2o3WGzKnQaVWN7VRSn0KtI2H7dBaF9S9berwsmmnTkI6CPq2Lo2S8WkZWQ5yUu4EegYpIC2FbDeaP0cimYZ4ZNcDtdZeLKgTsjl9XTCt9cdI8BooxLLkEZBK1lr7VeRWQwrjikjZtFN/U4lJfp9pN1A52lTXWq8vd8L5E4DNX9Vp4n3Pga6I1voWpdQ7CAVlbGfDWUiw16NanKaLdqt8GnE1r4ka/x0wPC0jayeyeQPFlYZvLwJD6g2ZM1lrHYskHo88Vw+j1IVuJPwz8ExC2QqN6t4+rWlJ2BiTVr4KCl3k+xG09DKkQdwYRHG9YNlOSCxIfdfGmffdYt7vgjDv1/KbXwti/BY/mL4bCW90I+EnvQPC1P9cHTvuUOSoVCox9RF7kKDs5X74E3PKeenHd5Ev7C4kO1N4Alu20z2UlDJRKfUBcKkrNIGBYtlOnYRylbOQh/ku92APnqA15yFB4pMRhRLY1MyML7CEqKcX8Kx5UIPGRj8slyJ4kwWlHH8xElP5IGC4nzTkYPVxtJQl2P0BybxEy59AjdmntPVcupKImFcjQeAiQUWTBRoHtLRsJ8Fn8yxCvpPBKKWMMh+GpLyvLU0dGWIt7A0lpSy3Ynsuy/36IgC7GShVw42EFwC2UqGrMbQTJcg8JKAdLTWQz3snYlFdBTzpfUatdY4r5E4dEUvtIyuAzFprHe/Aix17WITonhyVSqWIaK3RegjiS/uKZTsWgr84FwmMjo423S3bGYRkYiYgYLW4bPXmdF+A1IlcFoRbibnmCiQNOTomexE0XiEW1VbEWilRLGFbvwXhzi3tg9EWiY98WtJAc48QhvDa522v/WqsBFUquwBZTVqWRTZPLK6l6GD5zRYCbXziCMuRzEarYhfKpn8KcY88qP9cBKB4dWmQpsY19DA8X1q2Eynicgg6+yokvjLVlB08jmScHrYC+iRHzZ+L4FS857IAuMOVRuwayWhFkADr9Og1u9ID6mKgAqJYSsWT+5+So1+plCAGMPYxgq5s50bCM2Pevxd54N4EBplUYrz5kpEygJOArm4kHFTxG31NfSTo9gUH050lyRXIhh9SEsQ+Sm5FNnWxDFEcaQN8YNKZpZEaSBD4SCiVP4CCnMTkuBmgGFmIbJ7zYl6fj5z0Qd31piFxrMEgaV3EuknHhy4zQDyLI4Qgmn+1bOdgjyGtVyFuSjvgHqMMeiPZyOlWydy1c5HA6rdIRvJV8/xGM+tnIG7cLCuK2tIA9s5HvoOlJYHk/pPyr1YqllD3zUJOwfNd6fnivacsoVh8BDlNri5E4QbPF0JSlK2RNh5BgdPoaxKRAPLPiJVU4uY1uJEnEHO6VGXoBs7eE5hRkisWdU1dxGyOW6UdE+DzBb4ZKRNgZhcjalLihuQg8aVLEdfG11KJuf8SJAYUi8HYh+Avulp+nQUECfsicDkHsxtZiIX2oFU6dvrYrgjVgMyYmMkE5DcbgVKtzLq6INbgXOOGB8kbiFJsiVhc25GyhFOiPudjCO6mE8Jl2yDqvdWIK/szMNKyndIqyyMq/yqlEo0hsGynD2Lefo9gUAp7/FY4vUNiQe6B55CT5yUkxlEsVWvmrB6VnsxAQFD3upFwsablBrMSKw8hfB7PeNkYUyYQrwDtTiTVOig7M72iUiouobeRG4DUA3+tebkUY1FKdUX8eIiB5seMS6AoojZQqRTk7K+sD+zxS6H6WSpdTQatEnBOTkLiWiStnFDs6qj7m1jXh8QoFYCcTdnzECsmyNV4HlFIA5VSzbMz0ysjQdF6iEXhK0qpVmatHoLXkw3AJdGutBIXux+SJp+JUrUNXKELQrXxumU7SUqpMkqpIpaZAQtOdyPhHSZV3gbYr3XBklrdH2sWNW4s8oycjlhLcy3bud6ynSrZmekH9md/09as7WXLdu4NChQrpcr9/zB9HzEb9DKl1AygtkkZZyKm7TsIN4nHo5qoEpN7lkk7dU0oKaU/ElXv55eFUUolK6XuBF7QWh+wbGcwgs59iBgwmBIO3DHEmNGWNAK/B5joRsKvmrHHIK5WUAGdhaT45mRnpn+HnMxxg2yW7YR0ft4dB/5cnfPXlDviVi6bNTRLqX/KMKTADmSzBMmVFN3AcZTK3hp5u7bEElyDv1LplnrihYXtQiefdflJCC+wX4uR4aood+pC4PTYbMe2JRMW5e3emq/zcm70/SRab0AQxjefL2txfn+m+8dIkPo+XwtH5ARgZnZmegqCcdmPKLbaiDsYLdcqGLFeXJQKiGJJdCPhjxG3tA0wxlh0jyul7lMBbG+u1He1BrUulHrMkrLHnTXSG+tGwk9ysMtjJ4T5b1O9IXPu/HvmvW+uG3PVIp2fNwOxxMdaQi0aK8nAQqVU36A6qMORo16pIMExB1iclpGVjLiGNeRtAAATwklEQVQMdyOmbqdo7IVKKXddtfQhU8o0ODOEpJ/v9EF/etITQbGOsWznOqTAbDaSNYq9pi8SQCtseG4e+GlIajC6QGwwskmL9ZAxsZffOJhCvg+xWOIRX6MLCtqphERr18oF20pi91JKqaTqDSI1utx/EuK/Q0BrE3M6D4QirUnLITGqYvidnI2/puT8vdbv4dyFpEejN88ZKXVPusv7Y3GjczxQm58LVBM5mT3xekAXQdfud1fu2/P9UkUosZ1VnL3NkyeA8vPFTWhesG9HPwQHVIuiKONoWYQ8Zz2Qwr+GCBdKNmINRCujacCguuJW9kMCww8DuNJ8/QngVst2+iIYqpFmLl9xI+GflVI9kyrWKqh66e33pzZu0TPq7btjhodCSSk7gWd0zr5n1j155VwEczIAad1apH+SltKVscheuY4jJEe1UkmsUPXy1CYtb6vVY/Tr9e+e3x9RKBZSBTog2qVJrpZ2fs2rRzxerklLQinlnnEj4YeCFIpS6jjk4WmZlpGVigDrPgCuj82qmKKtdkBzbQifzKkwDTmprvag8saNOgc4z2BRMOND5iHz0sa7szPTs5FTu1VJKU8VCnXM37N9937363BJ31laRlblmt1Gnq1SUr3fXiPNrPxEI2n4EVGvnQrUjP3ulFKhMnVO1CnHnuDXmmQPsrmqmLEKeLz8SRcXFrz9VqVOCGB/YrJfMHMoRQm1VyGFlkXQtVprnbdt/dC8nX9nE1TLovXXwJLK0KequKV1DRz/HcC2bOeY4pfoXxELo6UbCf/uRsIbzGF1E2JxRtdSfYHEQ7opwa6MAzJQyiPfzkAwQWPr3zUvD4mf9DWAR19xI+HvUerChPJVdla5pN8zlc6/1qMlzaJoan8LYrG8ATSnIK9bdmZ6FrIf6iGETb9atvOsZTuXW7ZTxiCQmwEtlFJHJAZzVCoVJXJn9S73P1G9U8YFKXWaXK0OsoWvdiPh26If+pRajTpW65QxN7l24+pAH9OQKWjuusDYiudfOzQtIyuadrJTLLjNQLDHAYO11p9FvWUjD+HtXj2RkWHAUzqK9d6cqO8hp0UZ8/JiJC6wXMsmCBTLdhpprfvvW/vF6rydm4Ig/4WiCwrOTUitdEyUL60QRVd8rFg9x3OwWTkEML5prQsIJSSqhEQ/fE8R90drrcuddNG2UJlyhbwom1MrsSs5lf2Jyaf4XP8WQssAFKaWs4EOVkwD992r3nkKTVWtdTw2tieAOpuFZ7aaUqoWElv5iQDaSi3tNNYopQpdQTcSXooE4QdahpXO4EeWIQH9YWa+r4ApKHWcOZSuBdaoUMLstIysPxGLY2KQGwSQ/XinVSqU0DpUrlJu+dM7vFPxvKubRwWnQbJfZYBlaRlZdc3zeB3yvL+LWMAgVuetSDxtpFnzF0hFeT2lVET5x7VKLUelUkE28q6UYxv79RYugo5MObbJjdU63/NyUrX6lZRS17qR8PigSUPJZWqkNrlgTr07Xs+tdEH3bzlYaXqL60+09BgwSUubBQDMw9UWyQBM8l5XSrUAymutY/s+n0dRbEWBLijYwkGIdklyK1rrfe7KuHBwT9Y9frm78Y1HJvH/2jv7MCvqKo5/fnd3YVmXBQFBUWNIK6KnLCrMJB/rERQGxQTlRSXSMEPoKcK4q0iGL114Ah/eIhOjFBFX14yHiyaGKPiWSET0poGzUPFSCgoLyy73/vrj/Obu7OzMvZe6f7RPv88/vMzcmdm7M2d+55zvOUdWRUeRzFjsWxKoCIkNY9tIKlVWAepoxCbfBc3pOo7v27nj8O+eXY88eKDUHVUtTW90bzrSblKeWdWFYzVPIzqhwaF99fE9O15VSg124vuzPoO4pd+pEAPzHU8aR+8DZjjSsS6KecA0JWUhPrVIuceKoG5Fa70GqFJS/e3fR4+jVKW5l65Anr+V/Wau3Y3UhS3JFzj1Uu4bSiWGlVX3yHb91Ijnup0/+jNI/G0ysrIehriKm0zVdhOizB52+Lfrghk+hbRA8JuD+cbwbqQh98q4ayiGjmpUHtFa/wS5/qA78mcCxW9OMn1Wn2vm3F3erU+VUmqUl3IfCx8oSO/R35t82qjk4ETnqssRLQbA1qjUsbHmv9Za55SrphfLakQcdnPIRSgnQlnpSYuEsYjYCSChTzQ3Anf5auA4HBk9ekPm8L+eb/zjxoKCOsORlnd2z0OWwysw2Zc8+y8JnC9Bvt60ZeVlicrqqFqpJuTnywVqT7z7t53vPrPoNsR1yAKdy3T2j0gsIopFoQduvflcu3jEifcP1BqXMbrviGxbAHyyWQyTH6O5w1xjZFc98/vw9wFyEvv7kBXA/NBHagGF1m8jQfxBmHovT6YvjEYCvY/2m7n2ecQ45U1teyn3NaXU8LKuvVTNZ6+8D2jxUu5yT3rTvozIHboCLzrJ9ACjjp126KVHN+m25SsamZwQ/hnr+X+s/ek3c+2LTjI9B+ln8QKt5e9L/QfZvKXSicpT3lVKXWpk03mplDqev9IawATJ1LRDa53RWueCreaBW4ncpFeHi/O01i9q6fcRha/ynA+8k+hU+brWuhiF60Sgprxb71lF7Otfx54zJ99/OqY1o5dyj+WrWdJaB7NJvZBgazuj4iTTlUqp8kTnqnbNqc3vpE1PFa11k9Z6i1GS7kFiYX9BZiu3C/ZqrTcFg9BGEPgK0nCpDYc2r9qqlNoITItqDWBYiTS0mqFlVAhGdvCw+dyZUR/SWm/VWrdpZOWl3JeQoP5kJ5keHti3ObcylZXLD4DJSBsOvJT7PPI7HwHM01r/qhg5vZdyNyulLiur7vExpOFSr8C2N5Dq4+3AC04yPUhrrTNH3n1YKeWvnKch8cd1TkTDJx0/wqUoOqRRQVyLO5AU3WXIW2AUrW0GByGy7TOASZ7MqC2G95CsRnCFUewK4DZgKPBNL37mcjscGffxDaT50Awv5fYy9RyFPqeQm2MLRUrsAwxFVngbT/JzfgwkamKiH+SLa7YU1f7Ax0Pe9L4bmVeuH+BpYFBcIR1QQ0SWDQB5eJcAI2irL7oTaXlZtKE2zEY0UQ/mEbjdgcTPlmG0R17KXWauY7pToCt/EBNcvgaJea0PntNLuTuQrN1xYIOTTH/ebKoFzjM6ly8gq/qHnGS6tlDR48nQUY3KOGSJOtlLuS2e9OFc46XcE47039yI+IxDvJS7Nc9xcphaiscQ8dJEZIXyJqGO8TGfvRjRr6xCFJVFYX6Ri5EObeH2joW4BHEVFuVJi8cxFGl1ENuQO4ZIjYpRAN9p/tk9cBMHOUIgphLibdoalTgXKIxfWX1pxDZfiXyZIwPMox6apUhcKVcB7kmz9AeArzky5aAozGpvIuJSRA9xF1dkPLJCqkdai4LIDJ5FqpAvPolzPofEUgYihuXUwLa3kHjOAbPtEi/lHvdS7naz/T3EdVyFpLyjAuT/ER3VqFzopdx54YfJSaavRPzjPWafyLnGYcwSeTlSB3KLl3JXein3KuCjhQrzHOl38iiioPz6ST7gVyOuz+1eaCB3EYxCMiDtetvmw9x4zUj5QlEEYhl9kGV12P2Ziug8/IxRWD8BEu/KBXxD8ZHfAYd+PHj0HmSV2CbAmid4uQ0p7IzS2QR1Knci40HaHkdaL/4UuJZgjxR5yFqQavaiMS+wu4AJTtysHXGdxiBxt4dRKmGkD2MR17v+JI3Zr5D0+ceBZ025hr9tN3J/7QTS4aJGUyZxPfKsbC/6By1AhzQqJiDVBieZ/qoJMm0DLvLi+8n6KtwK8zm/GngiMsgrN87Ck16iPeNuaqNHuQcJwl7TMHdkWF0Zd/6yzn0/8jlEofsIeVY3SqkzlFJt3AFz000BfhasV1JKDS9Cdv0lYMihTSu7FNjPP2YF8jYE6QI3kMCsXVMzMyuwvwJGOe1L8LshQj6fMap1gNg7wMDUF7/aB4lphMefRI5+NUro/cBEJ5kuN8pmXxB3Nm3d2OkEBF5KqU8paQG5AHF3cgJFL+XuRQzRjU4y/Qkl3fSLSrPuWXLdM8iLbWqsW6b1axlJNY/AfHeeNArzH/rFQeOglKoqoGNZh3xH5+ls5tkzJi0Krlj2IdnFbcj85nGB43ZqmDtSeyn31fAx/xs6pFEJ0/eGJfNbDu69l2zmBaS5UmxBnbnpVtCaNapFYhr3EGgxYLQwXwPm5FGpzgZu1Ceab22YO3I8ptFOPkw68okew6ZMR5SZS+NWQ0ZYt55WnYfPNHP99wf2dYCFhRS1wFCdzRx977Unwr1e4xiLuEsg7s/fQ2UNWcRVfB0ge/zoQWR6Y/g6DtPW/RmHaHkgqKHQ+iumqXSQ2Sq+xWEayWBdgKwuVihxK86mNeCeQVYk4XT+L5WkkR9HBo8FhW8PIN/7vYgxXem/iPKRbTz05f2rZ+3WWp+PzAKKNPJlsGw97NJwZ4tSwwFMbdgopNq4LtDe4Jg5/8S4l4bJIl4DqlGVle2sOLXvtf6+Xutg+JeAr5u6OJCg+2NKqctVzITI/4QObVScZDpxxsT5azr17j9dtxzfpcrKh3t5eqEopa5HAq91pgmSb0yeBmaHXJebkRur3YgLc+5LkcDbz3bPv6o3IniLnWscYFZ5z7PcTn3O+TKy0ngl5loVomTtizQz8s/bFREq1Zk3arCbfkG01sOO//1PR8iciKtzCV/DFFpbErRLJ5uY1iSdzdwMcPD5B//ipdxBXvtWluGYyiBag7tBYVYUfTEtCyJ4DikSHGEaYZ2OrAI2IIKwJxHjMttrnZQAEhz+HGawFxLUzWmcTHZpLuCedtWsFsQIxrVVCPJUU8O2m4799TerkOkN0cFXrfVN8O3toLToV84x591srn8osMiRFpIaMYo/JyLbFbjmp1Qisbii1wdqerrfWll+at+xgW3+mNWjyPTFGVp67NYh4sJifrai6LBGxUmmKzLH3q/v3HfA5U0N2zcfffPli7w8rQuManI8cuOsM/U8S5Eb74bg29cU/Y1EuoJtiTj32YjbsuPIjg3fQgJil2ut884glodUDTh9fOr3SqlG8kwZNDdSN2BUaPUxCXk4F4b2bURcuFicZPocpVT/5gO7fk+xA88lZnG3+fvZRGd+IJutBOjU+4NrYo6TSykbY/VDWuM6e5FMRZxRqaWtqjeHCThuQh5gEIN7wEu5C72UewVi7BOEHhpT9zIBqEGagG9AOsMFVa2LgL1dzj1/KioxluKCma8DY/75i3sUkum5Ly5G4sHaOTDlOHTS8As/le6l3BWYOc20umVPIS7OzSp+VhFeyn0Srcd1PnNg9rQra390yoAhHwls89sw1CETEu/qduGEenPcq1Vx1fAF6ZBGxUmmqzPH3t9Y1qXmykzjoXsr+33iokObH4kNqBrf+UFgitb6gX4z145ArP6LSJ/alsC+FWbf27TWq8PHcqRJ02PI0nHMO+kFtwOLtdZri7j067pfPOmfZad0H4QMoToQt6OSgV/7gzoRE1CeBrzqSVMef99qoJvWupBvPBSgcceGjNa6XVwqjDFW5wBbzDI+Xk1bXtFZ/uwUF3DOuT/muG9hgqnGoDcgbkYU64ivT/K3f9wY+1UEFMomC/Iy8JUIV2Q1MEgpVYk8xH1p7XOLqdn6vlLqwn7fXXMM6BqOb4XRWme11vXo7Jv762bXIauoh6KqhLXW2Xqtlz0AP9BisJYHJgrUIm7lAieZds1xn0Rc7hV5Jf3zrnhCKTWu4jSnptsFY1+p+tD5QcPSjBjT5cCs7kMmLOw3c+1TyAu3Vil1Sb6frxg6pFHJHDu8JVFZfUHm2OGpexZfe3u+jIuSRsIrgKlaa8+RqYBPIIGrK7xApzfzBl2ISO/jtCZzEf/9xoa5Iz8MtERI76Ouo4fqXDW2ZvBVI5AMSqH5xrciy/IgwxFXZGHo/0fTWgOSj6E6m/1b876d4WZD+agyor2eiNozLgBeCaB1Ns79PAJUBR6u/Ug2yWcXMSsVLY2m803Q87UoI7TWLcBB8yLx+TkyRztcpasRl3U8ktLdhhT/BZ+LnyIG8N6y6h5z8MsKCvPDpre3ui0H99YiFdFRGTEApmv9vVVSIDmOtp3prjfXtNromXxh2v3AsnxxEC/lPq6UmlDRu39N9yHXvVx17uABgW0ZZMW+AHlJPdhv5tomxKCOV0qNjT5qcXRIo5Lo1OVcfaJ5zJ6F45YWsfvdSLd532+/AfGnh3vtm1sPB7ZrrSM7yzvJ9CmIJmJxw9yRTyIPc7E32XWnXjTxUROovcWLaQoFoJTqBbytpbN5kP7IDV4f+v+BiF9ciOyJQ/teA11QXRzA/966IpXCb8Xs15hpPLgbnY2ckYR856/TKkP/B237xGwhEDuKYFeezNafET2R7xY8Tts0cx1iDJ2Iz9YD55k+tikknT0qd9Gyip0FVJ91y0PlwB+UUnFuWg4T37n1Hz+5qac5/yV51L0sh6EvQYOGeSj1JXNuf3j7ewQyYFq6468nsKqKwku5dUqpayt6969OdKlZGvz+zIt4BrLyGYeMhGlG6og+HX3E4lCFkwUWi8VSPB1ypWKxWP53sUbFYrGUFGtULBZLSbFGxWKxlBRrVCwWS0mxRsVisZQUa1QsFktJsUbFYrGUFGtULBZLSbFGxWKxlBRrVCwWS0mxRsVisZQUa1QsFktJsUbFYrGUFGtULBZLSbFGxWKxlBRrVCwWS0mxRsVisZQUa1QsFktJsUbFYrGUFGtULBZLSbFGxWKxlBRrVCwWS0n5N/jOHpHUhREpAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"\n", | |
"# learn a mapping contracting points to the origin\n", | |
"xs = np.random.normal(0, 1.0, (20,2))\n", | |
"f, df_dx, df_dw, weights = make_tanh(2)\n", | |
"loss, grad_loss = make_sse([0.0, 0.0])\n", | |
"delta = 5e-2\n", | |
"\n", | |
"for i in range(51):\n", | |
" # forward pass; propagate (x0,t0) to (x1, t1)\n", | |
" total_loss = 0\n", | |
" total_grad = 0 * weights\n", | |
" for x0 in xs:\n", | |
" x1 = forward(x0, f, t0, t1) \n", | |
" # compute loss and gradient of loss at t1\n", | |
" loss_t1, dl_dx_t1 = loss(x1), grad_loss(x1) \n", | |
" total_loss += loss_t1\n", | |
" \n", | |
" dl_dx_t0 = backward(x1, dl_dx_t1, f, df_dx, t0, t1) \n", | |
"\n", | |
" # we have dl_dx a t0, use jacobian to get derivative w.r.t weights\n", | |
" df_dw_t0 = df_dw(x0, 0)\n", | |
" total_grad += df_dw_t0.T @ dl_dx_t0\n", | |
" \n", | |
" # plot flow field every 50 iterations\n", | |
" if i%10==0: \n", | |
" ax = traj_plot(f, xs, t0, t1) \n", | |
" ax.set_title(\"Iteration {i}\".format(i=i))\n", | |
" print(total_loss)\n", | |
" \n", | |
" weights -= delta * total_grad\n", | |
" " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.6" | |
}, | |
"toc": { | |
"nav_menu": {}, | |
"number_sections": true, | |
"sideBar": true, | |
"skip_h1_title": false, | |
"toc_cell": false, | |
"toc_position": {}, | |
"toc_section_display": "block", | |
"toc_window_display": false | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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