diff --git a/diffrax/misc/sde_kl_divergence.py b/diffrax/misc/sde_kl_divergence.py index 996ff5f2..a158c56b 100644 --- a/diffrax/misc/sde_kl_divergence.py +++ b/diffrax/misc/sde_kl_divergence.py @@ -1,74 +1,215 @@ import operator +from typing import Any, Tuple -import equinox as eqx +import jax import jax.numpy as jnp import jax.tree_util as jtu -from ..brownian import AbstractBrownianPath -from ..custom_types import PyTree +from ..custom_types import Array, PyTree, Scalar +from ..term import ( + AbstractTerm, + ControlTerm, + MultiTerm, + ODETerm, + WeaklyDiagonalControlTerm, +) + + +def _kl_diagonal(drift: Array, diffusion: Array): + """This is the case where diffusion matrix is + a diagonal matrix + """ + diffusion = jnp.where( + jax.lax.stop_gradient(diffusion) > 1e-7, + diffusion, + jnp.full_like(diffusion, fill_value=1e-7) * jnp.sign(diffusion), + ) + scale = drift / diffusion + return 0.5 * jnp.sum(scale**2) -def _kl(drift1, drift2, diffusion): - inv_diffusion = jnp.linalg.pinv(diffusion) - scale = inv_diffusion @ (drift1 - drift2) +def _kl_full_matrix(drift: Array, diffusion: Array): + """General case""" + scale = jnp.linalg.pinv(diffusion) @ drift return 0.5 * jnp.sum(scale**2) -class _AugDrift(eqx.Module): - drift1: callable - drift2: callable - diffusion: callable - context: callable +def _assert_array(x: Any): + assert isinstance( + x, jnp.ndarray + ), "`sde_kl_divergence` can only handle array-value drifts and diffusions" + + +def _handle(drift: Array, diffusion: Array): + """According to the shape of drift and diffusion, + select the right way to compute KL divergence + """ + _assert_array(drift) + _assert_array(diffusion) + if drift.shape == diffusion.shape: + return _kl_diagonal(drift, diffusion) + else: + return _kl_full_matrix(drift, diffusion) + + +def _kl_block_diffusion(drift: PyTree, diffusion: PyTree): + """The case where diffusion matrix is a block diagonal matrix""" + kl = jtu.tree_map( + _handle, + drift, + diffusion, + ) + + kl = jtu.tree_reduce( + operator.add, + kl, + ) + return kl + + +class _AugDrift(AbstractTerm): + + drift1: ODETerm + drift2: ODETerm + diffusion: AbstractTerm + + def vf(self, t: Scalar, y: PyTree, args) -> PyTree: + # In this implementation, we may restricte our case where the + # diffusion can be a block matrix. Each block can follow + # different `vf_prod` + # - PyTree of drift: (*, *, ..., *) : + # - PyTree of diffusion: (*, *, ..., *) + # For example, + # - output of drift can be + # drift = {"block1": jnp.zeros((2,)), + # "block2": jnp.zeros((2,)), + # "block3": jnp.zeros((3,))} + # - output of diffusion (which mixes between the two types) + # diffusion = {"block1": jnp.ones((2,)), #-> WeaklyDiagonal + # "block2": jnp.ones((2, 3)), #-> General case + # "block3": jnp.ones((3, 4))} #-> General case + # + # NOTE: `args` will take `context` as a function (normally, `args` + # is PyTree) - def __call__(self, t, y, args): y, _ = y - context = self.context(t) - aug_y = jnp.concatenate([y, context], axis=-1) - drift1 = self.drift1(t, aug_y, args) - drift2 = self.drift2(t, y, args) - diffusion = self.diffusion(t, y, args) - kl_divergence = jtu.tree_map(_kl, drift1, drift2, diffusion) - kl_divergence = jtu.tree_reduce(operator.add, kl_divergence) + + # check if there is context + context = args + aug_y = y if context is None else jnp.concatenate([y, context(t)], axis=-1) + + drift1 = self.drift1.vf(t, aug_y, args) + drift2 = self.drift2.vf(t, y, args) + + drift = jtu.tree_map(operator.sub, drift1, drift2) + diffusion = self.diffusion.vf(t, y, args) + + # get tree structure of drift and diffusion + drift_tree_structure = jtu.tree_structure(drift) + diffusion_tree_structure = jtu.tree_structure(diffusion) + + if drift_tree_structure == diffusion_tree_structure: + # drift and diffusion has the same tree structure + # check the shape to determine how to compute KL + # however, it does not check the abstract yet + + if isinstance(drift, jnp.ndarray): + # this case PyTree is (*) + + # here we check the abstract level of ControlTerm + if isinstance(self.diffusion, WeaklyDiagonalControlTerm): + # diffusion must be jnp.ndarrary as well because + # diffusion and drift has the same structure + # therefore we don't need to check type of diffusion here + kl_divergence = _kl_diagonal(drift, diffusion) + elif isinstance(self.diffusion, ControlTerm): + kl_divergence = _kl_full_matrix(drift, diffusion) + else: + # a more general case, we assume that on each leave, + # if drift and diffusion have the same shape + # -> WeaklyDiagonalControlTerm + # else + # -> ControlTerm + kl_divergence = _kl_block_diffusion(drift, diffusion) + else: + raise ValueError( + "drift and diffusion should have the same PyTree structure" + + f" \n {drift_tree_structure} != {diffusion_tree_structure}" + ) return drift1, kl_divergence + @staticmethod + def contr(t0: Scalar, t1: Scalar) -> Scalar: + return t1 - t0 -class _AugDiffusion(eqx.Module): - diffusion: callable + @staticmethod + def prod(vf: PyTree, control: Scalar) -> PyTree: + return jtu.tree_map(lambda v: control * v, vf) - def __call__(self, t, y, args): - y, _ = y - diffusion = self.diffusion(t, y, args) - return diffusion, 0.0 +class _AugControlTerm(AbstractTerm): + + control_term: AbstractTerm + + def __init__(self, term: AbstractTerm) -> None: + self.control_term = term -class _AugBrownianPath(eqx.Module): - bm: AbstractBrownianPath + def vf(self, t: Scalar, y: PyTree, args: PyTree) -> PyTree: + y, _ = y + vf = self.control_term.vf(t, y, args) + return vf, 0.0 - @property - def t0(self): - return self.bm.t0 + def contr(self, t0: Scalar, t1: Scalar) -> PyTree: + return self.control_term.contr(t0, t1), 0.0 - @property - def t1(self): - return self.bm.t1 + def vf_prod(self, t: Scalar, y: PyTree, args: PyTree, control: PyTree) -> PyTree: + y, _ = y + return self.control_term.vf_prod(t, y, args, control), 0.0 - def evaluate(self, t0, t1): - return self.bm.evaluate(t0, t1), 0.0 + def prod(self, vf: PyTree, control: PyTree) -> PyTree: + vf, _ = vf + control, _ = control + return self.control_term.prod(vf, control), 0.0 def sde_kl_divergence( - *, - drift1: callable, - drift2: callable, - diffusion: callable, - context: callable, - y0: PyTree, - bm: AbstractBrownianPath, -): + drift1: ODETerm, drift2: ODETerm, diffusion: AbstractTerm, y0: PyTree +) -> Tuple[MultiTerm, PyTree]: + """ + Compute KL divergence between two SDEs having the same diffusion. + + This function current supports the case that the output of + `drift1`, `drift2` and `diffusion` has the same PyTree structure. + + This generalizes to the case that the diffusion matrix is a block + diagonal matrix. Each block can follow different matrix-vector + multiplication. `diffusion` should be implemented from + `diffrax.ControlTerm` and instruct how such multiplications are + done. The associated path may need to be customized as well. + + The following example is acceptable: + + a = drift1(t, y, args) + jax.tree_structure(a) # PyTreeDef({'block1': *, 'block2': *}) + a['block1'].shape # (2,) + a['block2'].shape # (3,) + + b = diffusion(t, y, args) + jax.tree_structure(b) # PyTreeDef({'block1': *, 'block2': *}) + b['block1'].shape # (2,) + b['block2'].shape # (3,4) + + Args: + drift1 (ODETerm): the drift of the first SDE (posterior) + drift2 (ODETerm): the drift of the second SDE (prior) + diffusion (AbstractTerm): the shared diffusion + y0 (PyTree): initial state + Returns: + An augmented SDE with KL information and the augmented initial state + """ + aug_y0 = (y0, 0.0) - return ( - _AugDrift(drift1, drift2, diffusion, context), - _AugDiffusion(diffusion), - aug_y0, - _AugBrownianPath(bm), - ) + aug_drift = _AugDrift(drift1, drift2, diffusion) + aug_control = _AugControlTerm(diffusion) + aug_sde = MultiTerm(aug_drift, aug_control) + return aug_sde, aug_y0 diff --git a/examples/neural_sde.ipynb b/examples/neural_sde_gan.ipynb similarity index 99% rename from examples/neural_sde.ipynb rename to examples/neural_sde_gan.ipynb index 9a8de6d3..b33ff648 100644 --- a/examples/neural_sde.ipynb +++ b/examples/neural_sde_gan.ipynb @@ -5,7 +5,7 @@ "id": "0dc5e6de-fd8f-4589-a5bc-8169cdc12ca1", "metadata": {}, "source": [ - "# Neural SDE" + "# Neural SDE (GAN)" ] }, { @@ -48,7 +48,7 @@ "}\n", "```\n", "\n", - "This example is available as a Jupyter notebook [here](https://github.com/patrick-kidger/diffrax/blob/main/examples/neural_sde.ipynb).\n", + "This example is available as a Jupyter notebook [here](https://github.com/patrick-kidger/diffrax/blob/main/examples/neural_sde_gan.ipynb).\n", "\n", "!!! warning\n", "\n", @@ -693,7 +693,7 @@ }, { "data": { - "image/png": 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\n", 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", 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" ] diff --git a/examples/neural_sde_vae.ipynb b/examples/neural_sde_vae.ipynb new file mode 100644 index 00000000..0aac42f5 --- /dev/null +++ b/examples/neural_sde_vae.ipynb @@ -0,0 +1,885 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Neural SDE (VAE)\n", + "\n", + "This implementation is based on the Pytorch version of Latent SDE from [`torchsde`](https://github.com/google-research/torchsde/blob/master/examples/latent_sde_lorenz.py) library. \n", + "The model resembles [Variational Autoencoder (VAE) models](https://arxiv.org/abs/1312.6114) in a way that it tries to learn a latent space (more precisely in this case, the dynamic of latent variables) given data. \n", + "\n", + "The training follows a Bayesian inference procedure where we assume the prior of an SDE has a simple drift function (`prior_drift`).\n", + "\n", + "The posterior is approximated by a neural SDE with a more complex drift function (`posterior_drift`). Note that both prior and posterior share the same diffusion.\n", + "\n", + "The objective function is computed via evidence lower bound (ELBO) which requires getting Kullback-Leibler (KL) divergence between the prior and the approximated posterior.\n", + "\n", + "The KL divergence turns out to be a result of Girsanov's theorem. The function `diffrax.misc.sde_kl_divergence` allows us to augment the original SDE with KL estimation.\n", + "\n", + "This notebook for this example can be found [here](https://github.com/patrick-kidger/diffrax/blob/main/examples/neural_sde_vae.ipynb). See [this](https://docs.kidger.site/diffrax/examples/neural_sde_gan/) for an alternative way of training neural SDEs using GAN techniques.\n", + "\n", + "**Reference**\n", + "```bibtex\n", + "@phdthesis{kidger2021on,\n", + " title={{O}n {N}eural {D}ifferential {E}quations},\n", + " author={Patrick Kidger},\n", + " year={2021},\n", + " school={University of Oxford},\n", + "}\n", + "\n", + "@article{li2020scalable,\n", + " title={Scalable gradients for stochastic differential equations},\n", + " author={Li, Xuechen and Wong, Ting-Kam Leonard and Chen, Ricky T. Q. and Duvenaud, David},\n", + " journal={International Conference on Artificial Intelligence and Statistics},\n", + " year={2020}\n", + "}\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:39.187912Z", + "iopub.status.busy": "2022-05-30T11:52:39.187405Z", + "iopub.status.idle": "2022-05-30T11:52:40.756538Z", + "shell.execute_reply": "2022-05-30T11:52:40.755416Z" + } + }, + "outputs": [], + "source": [ + "from typing import List\n", + "\n", + "import diffrax\n", + "import equinox as eqx\n", + "import jax\n", + "import jax.numpy as jnp\n", + "import jax.random as jrandom\n", + "import matplotlib.pyplot as plt\n", + "import optax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generate Lorenz data (see Section 9.10.2 of [the paper](https://arxiv.org/pdf/2001.01328.pdf))" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.761446Z", + "iopub.status.busy": "2022-05-30T11:52:40.760769Z", + "iopub.status.idle": "2022-05-30T11:52:40.771609Z", + "shell.execute_reply": "2022-05-30T11:52:40.770750Z" + } + }, + "outputs": [], + "source": [ + "def generate_lorenz(\n", + " t0=0.0, # set start time\n", + " t1=2.0, # set end time\n", + " batch_size=1024, # number of trajectories\n", + " a=(10.0, 28.0, 8.0 / 3), # coefficient for drift function\n", + " b=(0.15, 0.15, 0.15), # coefficient for difussion funcion\n", + " normalize=True, # whether to normialize data\n", + " noise_std=0.01, # add noise to training data\n", + " *,\n", + " key,\n", + "):\n", + "\n", + " ts = jnp.linspace(t0, t1, num=100)\n", + "\n", + " # define drift function\n", + " def drift(t, y, args):\n", + " a1, a2, a3 = a\n", + " x1, x2, x3 = y\n", + "\n", + " f1 = a1 * (x2 - x1)\n", + " f2 = a2 * x1 - x2 - x1 * x3\n", + " f3 = x1 * x2 - a3 * x3\n", + " return jnp.concatenate([f1[None], f2[None], f3[None]])\n", + "\n", + " # define diffusion function\n", + " def diffusion(t, y, args):\n", + " b1, b2, b3 = b\n", + " x1, x2, x3 = y\n", + "\n", + " g1 = x1 * b1\n", + " g2 = x2 * b2\n", + " g3 = x3 * b3\n", + " return jnp.concatenate([g1[None], g2[None], g3[None]])\n", + "\n", + " # sample via SDE solver\n", + " def integrate(y0, path_key):\n", + " bm = diffrax.UnsafeBrownianPath(shape=(3,), key=path_key)\n", + " lorenz_sde = diffrax.MultiTerm(\n", + " diffrax.ODETerm(drift), diffrax.ControlTerm(diffusion, bm)\n", + " )\n", + " saveat = diffrax.SaveAt(ts=ts)\n", + " solver = diffrax.Euler()\n", + " sol = diffrax.diffeqsolve(\n", + " lorenz_sde,\n", + " solver,\n", + " t0=t0,\n", + " t1=t1,\n", + " y0=y0,\n", + " saveat=saveat,\n", + " adjoint=diffrax.NoAdjoint(),\n", + " dt0=1e-3,\n", + " )\n", + " return sol.ys\n", + "\n", + " y0_key, bm_key, noise_key = jrandom.split(key, 3)\n", + " y0 = jrandom.normal(key=y0_key, shape=(batch_size, 3))\n", + " path_key = jrandom.split(bm_key, batch_size)\n", + " ys = jax.vmap(integrate)(y0, path_key)\n", + "\n", + " if normalize:\n", + " mean_y = jnp.mean(ys, axis=(0, 1), keepdims=True)\n", + " std_y = jnp.std(ys, axis=(0, 1), keepdims=True)\n", + " ys = (ys - mean_y) / std_y + jrandom.normal(\n", + " key=noise_key, shape=ys.shape\n", + " ) * noise_std\n", + " else:\n", + " ys = ys + jrandom.normal(key=noise_key, shape=ys.shape) * noise_std\n", + "\n", + " return ts, ys" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`Encoder` will transform the trajectories of data into a new representation using GRU" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.775654Z", + "iopub.status.busy": "2022-05-30T11:52:40.775312Z", + "iopub.status.idle": "2022-05-30T11:52:40.783717Z", + "shell.execute_reply": "2022-05-30T11:52:40.783037Z" + } + }, + "outputs": [], + "source": [ + "class Encoder(eqx.Module):\n", + "\n", + " gru: eqx.nn.GRUCell\n", + " linear: eqx.nn.Linear\n", + "\n", + " def __init__(self, input_size, hidden_size, output_size, *, key) -> None:\n", + " super().__init__()\n", + " gru_key, linear_key = jrandom.split(key)\n", + " self.gru = eqx.nn.GRUCell(\n", + " input_size=input_size, hidden_size=hidden_size, key=gru_key\n", + " )\n", + " self.linear = eqx.nn.Linear(\n", + " in_features=hidden_size, out_features=output_size, key=linear_key\n", + " )\n", + "\n", + " def __call__(self, x):\n", + " def scan_fn(state, input):\n", + " new_state = self.gru(input, state)\n", + " return new_state, new_state\n", + "\n", + " init_state = jnp.zeros(self.gru.hidden_size)\n", + " _, out = jax.lax.scan(scan_fn, init_state, x)\n", + " out = jax.vmap(self.linear)(out)\n", + " return out" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define drift functions and a diffusion function of neural SDEs" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.786915Z", + "iopub.status.busy": "2022-05-30T11:52:40.786464Z", + "iopub.status.idle": "2022-05-30T11:52:40.797536Z", + "shell.execute_reply": "2022-05-30T11:52:40.796842Z" + } + }, + "outputs": [], + "source": [ + "class DriftPosterior(eqx.Module):\n", + "\n", + " net: eqx.nn.MLP\n", + "\n", + " def __init__(self, latent_size, context_size, hidden_size, *, key) -> None:\n", + "\n", + " self.net = eqx.nn.MLP(\n", + " in_size=latent_size + context_size,\n", + " width_size=hidden_size,\n", + " out_size=latent_size,\n", + " depth=2,\n", + " activation=jax.nn.softplus,\n", + " key=key,\n", + " )\n", + "\n", + " def __call__(self, t, y, args):\n", + " return self.net(y)\n", + "\n", + "\n", + "class DriftPrior(eqx.Module):\n", + "\n", + " net: eqx.nn.MLP\n", + "\n", + " def __init__(self, latent_size, hidden_size, *, key):\n", + " self.net = eqx.nn.MLP(\n", + " in_size=latent_size,\n", + " width_size=hidden_size,\n", + " out_size=latent_size,\n", + " depth=2,\n", + " activation=jax.nn.softplus,\n", + " key=key,\n", + " )\n", + "\n", + " def __call__(self, t, y, args):\n", + " return self.net(y)\n", + "\n", + "\n", + "class Diffusion(eqx.Module):\n", + "\n", + " nets: List[eqx.nn.MLP]\n", + "\n", + " def __init__(self, latent_size, hidden_size, *, key):\n", + "\n", + " keys = jrandom.split(key, latent_size)\n", + " self.nets = [\n", + " eqx.nn.MLP(\n", + " in_size=1,\n", + " width_size=hidden_size,\n", + " out_size=1,\n", + " depth=1,\n", + " activation=jax.nn.softplus,\n", + " final_activation=jax.nn.sigmoid,\n", + " key=i_key,\n", + " )\n", + " for i_key in keys\n", + " ]\n", + "\n", + " def __call__(self, t, y, args):\n", + " y = jnp.split(y, indices_or_sections=len(self.nets))\n", + " out = [net_i(y_i) for net_i, y_i in zip(self.nets, y)]\n", + " return jnp.concatenate(out, axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.800413Z", + "iopub.status.busy": "2022-05-30T11:52:40.800091Z", + "iopub.status.idle": "2022-05-30T11:52:40.805112Z", + "shell.execute_reply": "2022-05-30T11:52:40.804417Z" + } + }, + "outputs": [], + "source": [ + "def normal_logprob(y, loc, scale):\n", + " return -0.5 * ((y - loc) / scale) ** 2 - jnp.log(scale) - 0.5 * jnp.log(2 * jnp.pi)\n", + "\n", + "\n", + "def normal_kl_divergence(loc1, scale1, loc2, scale2):\n", + " var_ratio = (scale1 / scale2) ** 2\n", + " t1 = ((loc2 - loc1) / scale2) ** 2\n", + " return 0.5 * (var_ratio + t1 - 1 - jnp.log(var_ratio))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Main model with methods solving (augmented) SDE and generating samples" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.808505Z", + "iopub.status.busy": "2022-05-30T11:52:40.807981Z", + "iopub.status.idle": "2022-05-30T11:52:40.831278Z", + "shell.execute_reply": "2022-05-30T11:52:40.830598Z" + } + }, + "outputs": [], + "source": [ + "class LatentSDE(eqx.Module):\n", + "\n", + " encoder: eqx.Module\n", + " posterior_drift: eqx.Module\n", + " prior_drift: eqx.Module\n", + " diffusion: eqx.Module\n", + " qz0_net: eqx.nn.Linear\n", + " projector: eqx.nn.Linear\n", + " pz0_mean: jnp.ndarray\n", + " pz0_logstd: jnp.ndarray\n", + " t0: float\n", + " t1: float\n", + " latent_size: int\n", + "\n", + " def __init__(\n", + " self, data_size, latent_size, context_size, hidden_size, t0, t1, *, key\n", + " ) -> None:\n", + " super().__init__()\n", + " self.t0, self.t1 = t0, t1\n", + " self.latent_size = latent_size\n", + " keys = jrandom.split(key, num=6)\n", + " self.encoder = Encoder(\n", + " input_size=data_size,\n", + " hidden_size=hidden_size,\n", + " output_size=context_size,\n", + " key=keys[0],\n", + " )\n", + " self.qz0_net = eqx.nn.Linear(\n", + " context_size, latent_size + latent_size, key=keys[1]\n", + " )\n", + "\n", + " self.posterior_drift = DriftPosterior(\n", + " latent_size=latent_size,\n", + " context_size=context_size,\n", + " hidden_size=hidden_size,\n", + " key=keys[2],\n", + " )\n", + " self.prior_drift = DriftPrior(\n", + " latent_size=latent_size, hidden_size=hidden_size, key=keys[3]\n", + " )\n", + " self.diffusion = Diffusion(\n", + " latent_size=latent_size, hidden_size=hidden_size, key=keys[4]\n", + " )\n", + " self.projector = eqx.nn.Linear(latent_size, data_size, key=keys[5])\n", + " self.pz0_mean = jnp.zeros(shape=(1, latent_size))\n", + " self.pz0_logstd = jnp.zeros(shape=(1, latent_size))\n", + "\n", + " def integrate(self, y0, solver, context, dt=1e-2, saveat=None, *, key):\n", + " \"\"\"Solving SDE over latent space\"\"\"\n", + " bm = diffrax.VirtualBrownianTree(\n", + " t0=self.t0, t1=self.t1, shape=(self.latent_size,), tol=1e-3, key=key\n", + " )\n", + "\n", + " control_term = diffrax.WeaklyDiagonalControlTerm(self.diffusion, bm)\n", + " posterior_drift = diffrax.ODETerm(self.posterior_drift)\n", + " prior_drift = diffrax.ODETerm(self.prior_drift)\n", + "\n", + " # get augmented SDEs\n", + " aug_sde, aug_y0 = diffrax.sde_kl_divergence(\n", + " drift1=posterior_drift,\n", + " drift2=prior_drift,\n", + " diffusion=control_term,\n", + " y0=y0,\n", + " )\n", + "\n", + " sol = diffrax.diffeqsolve(\n", + " aug_sde,\n", + " solver,\n", + " t0=self.t0,\n", + " t1=self.t1,\n", + " dt0=dt,\n", + " y0=aug_y0,\n", + " saveat=saveat,\n", + " args=context, # pass context to args\n", + " )\n", + " return sol.ys\n", + "\n", + " def __call__(self, xs, ts, *, key):\n", + " \"\"\"\n", + " This extracts contexts from data via a recurrent neural network (GRU).\n", + " The contexts then are fed to SDE over latent space.\n", + " The function returns the trajectories of models after\n", + " re-projecting from latent space into data space.\n", + " \"\"\"\n", + " solver = diffrax.Euler()\n", + " saveat = diffrax.SaveAt(ts=ts)\n", + "\n", + " def solve(xs, key):\n", + " eps_key, bm_key = jrandom.split(key)\n", + " ctx = self.encoder(jnp.flip(xs, axis=0))\n", + " ctx = jnp.flip(ctx, axis=0)\n", + "\n", + " def context(t):\n", + " # find the index which is closet to the current time\n", + " t_index = jnp.searchsorted(ts, t, side=\"right\")\n", + " # return the corresponding context\n", + " return ctx[t_index]\n", + "\n", + " qz0_mean, qz0_logstd = jnp.split(\n", + " self.qz0_net(ctx[0]), indices_or_sections=2, axis=-1\n", + " )\n", + "\n", + " eps = jrandom.normal(key=eps_key, shape=qz0_logstd.shape)\n", + " z0 = qz0_mean + jnp.exp(qz0_logstd) * eps\n", + "\n", + " zs, logpq_path = self.integrate(\n", + " z0, solver=solver, context=context, saveat=saveat, key=bm_key\n", + " )\n", + "\n", + " logpq0 = normal_kl_divergence(\n", + " loc1=qz0_mean,\n", + " scale1=jnp.exp(qz0_logstd),\n", + " loc2=self.pz0_mean,\n", + " scale2=jnp.exp(self.pz0_logstd),\n", + " )\n", + " logpq = logpq0.sum() + logpq_path[-1]\n", + " return zs, logpq\n", + "\n", + " batch_solve = jax.vmap(solve)\n", + " keys = jrandom.split(key, num=xs.shape[0])\n", + " zs, logpq = batch_solve(xs, keys)\n", + "\n", + " xs_pred = jax.vmap(jax.vmap(self.projector))(zs)\n", + "\n", + " return xs_pred, logpq\n", + "\n", + " def sample(self, batch_size, ts, dt=1e-2, *, key):\n", + " \"\"\"Sample from prior drift\"\"\"\n", + "\n", + " eps_key, bm_key = jrandom.split(key)\n", + "\n", + " solver = diffrax.Euler()\n", + " saveat = diffrax.SaveAt(ts=ts)\n", + "\n", + " def solve(z0, key):\n", + " bm = diffrax.VirtualBrownianTree(\n", + " t0=self.t0, t1=self.t1, shape=(self.latent_size,), tol=1e-3, key=key\n", + " )\n", + " control_term = diffrax.WeaklyDiagonalControlTerm(self.diffusion, bm)\n", + " sde = diffrax.MultiTerm(diffrax.ODETerm(self.prior_drift), control_term)\n", + " sol = diffrax.diffeqsolve(\n", + " sde, solver, t0=self.t0, t1=self.t1, dt0=dt, y0=z0, saveat=saveat\n", + " )\n", + " return sol.ys\n", + "\n", + " eps = jrandom.normal(shape=(batch_size, *self.pz0_mean.shape[1:]), key=eps_key)\n", + " z0s = self.pz0_mean + jnp.exp(self.pz0_logstd) * eps\n", + " bm_keys = jrandom.split(bm_key, num=batch_size)\n", + " batch_solve = jax.vmap(solve)\n", + " zs = batch_solve(z0s, bm_keys)\n", + " xs = jax.vmap(jax.vmap(self.projector))(zs)\n", + "\n", + " return xs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize: training data, learned prior, how posterior fits data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.834025Z", + "iopub.status.busy": "2022-05-30T11:52:40.833752Z", + "iopub.status.idle": "2022-05-30T11:52:40.838882Z", + "shell.execute_reply": "2022-05-30T11:52:40.838307Z" + } + }, + "outputs": [], + "source": [ + "def visualize(model: LatentSDE, ts, xs, num_samples=5, *, key):\n", + " fig = plt.figure(figsize=(18, 5))\n", + "\n", + " # plot data\n", + " ax0 = fig.add_subplot(1, 3, 1, projection=\"3d\")\n", + " xs1, xs2, xs3 = jnp.split(xs, indices_or_sections=3, axis=-1)\n", + "\n", + " [ax0.plot(xs1[i, :, 0], xs2[i, :, 0], xs3[i, :, 0]) for i in range(num_samples)]\n", + " ax0.scatter(\n", + " xs1[:num_samples, 0, 0],\n", + " xs2[:num_samples, 0, 0],\n", + " xs3[:num_samples, 0, 0],\n", + " marker=\"x\",\n", + " )\n", + " ax0.set_xlabel(r\"$x_1$\")\n", + " ax0.set_ylabel(r\"$x_2$\")\n", + " ax0.set_zlabel(r\"$x_3$\")\n", + " xlim = ax0.get_xlim()\n", + " ylim = ax0.get_ylim()\n", + " zlim = ax0.get_zlim()\n", + " ax0.set_title(\"Training data\")\n", + "\n", + " # plot from prior\n", + " ax1 = fig.add_subplot(1, 3, 2, projection=\"3d\")\n", + " xs_sample = model.sample(batch_size=num_samples, ts=ts, key=key)\n", + " xs1, xs2, xs3 = jnp.split(xs_sample, indices_or_sections=3, axis=-1)\n", + "\n", + " [ax1.plot(xs1[i, :, 0], xs2[i, :, 0], xs3[i, :, 0]) for i in range(num_samples)]\n", + " ax1.scatter(\n", + " xs1[:num_samples, 0, 0],\n", + " xs2[:num_samples, 0, 0],\n", + " xs3[:num_samples, 0, 0],\n", + " marker=\"x\",\n", + " )\n", + " ax1.set_xlabel(r\"$x_1$\")\n", + " ax1.set_ylabel(r\"$x_2$\")\n", + " ax1.set_zlabel(r\"$x_3$\")\n", + " ax1.set_xlim(xlim)\n", + " ax1.set_ylim(ylim)\n", + " ax1.set_zlim(zlim)\n", + " ax1.set_title(\"Samples from learned prior\")\n", + "\n", + " # plot fit posterior\n", + " ax2 = fig.add_subplot(1, 3, 3, projection=\"3d\")\n", + " ax2.scatter(xs[0, :, 0], xs[0, :, 1], xs[0, :, 2], marker=\"x\")\n", + " xs_pred, _ = model(xs, ts, key=key)\n", + " ax2.plot(xs_pred[0, :, 0], xs_pred[0, :, 1], xs_pred[0, :, 2])\n", + " ax2.set_xlabel(r\"$x_1$\")\n", + " ax2.set_ylabel(r\"$x_2$\")\n", + " ax2.set_zlabel(r\"$x_3$\")\n", + " ax2.set_xlim(xlim)\n", + " ax2.set_ylim(ylim)\n", + " ax2.set_zlim(zlim)\n", + " ax2.set_title(\"A posterior sample\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Set up parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.841569Z", + "iopub.status.busy": "2022-05-30T11:52:40.841268Z", + "iopub.status.idle": "2022-05-30T11:52:40.844952Z", + "shell.execute_reply": "2022-05-30T11:52:40.844296Z" + } + }, + "outputs": [], + "source": [ + "t0, t1 = 0.0, 2.0\n", + "batch_size = 1024\n", + "latent_size = 4\n", + "context_size = 64\n", + "hidden_size = 128\n", + "lr = 1e-2\n", + "kl_anneal_iters = 1000 # annealing is quite important when training\n", + "scale = 0.01\n", + "train_iters = 2500\n", + "pause_freq = 100\n", + "plot_freq = 500\n", + "seed = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Instantiate the model" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:40.847412Z", + "iopub.status.busy": "2022-05-30T11:52:40.847128Z", + "iopub.status.idle": "2022-05-30T11:52:50.377148Z", + "shell.execute_reply": "2022-05-30T11:52:50.375984Z" + } + }, + "outputs": [], + "source": [ + "key = jrandom.PRNGKey(seed)\n", + "data_key, sde_key, training_key, vis_key = jrandom.split(key, num=4)\n", + "ts, xs = generate_lorenz(key=data_key)\n", + "latent_sde = LatentSDE(\n", + " data_size=xs.shape[-1],\n", + " latent_size=latent_size,\n", + " context_size=context_size,\n", + " hidden_size=hidden_size,\n", + " t0=t0,\n", + " t1=t1,\n", + " key=sde_key,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize before training" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T11:52:50.381876Z", + "iopub.status.busy": "2022-05-30T11:52:50.381655Z", + "iopub.status.idle": "2022-05-30T11:52:51.956948Z", + "shell.execute_reply": "2022-05-30T11:52:51.955795Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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FIgqxUnEUimSoIZi2WwGMAG+XwZFRCoVCoVAoFAqFQqHIMVRpgEKhUCgUCoVCoVAoFJcQqjRAoVAoFAqFQqFQKBSKSwgVCFAoFAqFQqFQKBQKheISYrUeAapuQKFQpIpY7xPYRCgtVigUqaB0OHMoHVYoFKmSk1qsMgIUCoVCoVAoFAqFQqG4hFCBAIVCoVAoFAqFQqFQKC4hVCBAoVAoFAqFQqFQKBSKSwgVCFAoFAqFQqFQKBQKheISQgUCFAqFQqFQKBQKhUKhuIRQgQCFQqFQKBQKhUKhUCguIVQgQKFQKBQKhUKhUCgUiksIFQhQKBQKhUKhUCgUCoXiEkIFAhQKhUKhUCgUCoVCobiEUIEAhUKhUCgUCoVCoVAoLiFUIEChUCgUCoVCoVAoFIpLCBUIUCgUCoVCoVAoFAqF4hJCBQIUCoVCoVAoFAqFQqG4hFCBAIVCoVAoFAqFQqFQKC4hVCBAoVAoFAqFQqFQKBSKSwgVCFAoFAqFQqFQKBQKheISQgUCFAqFQqFQKBQKhUKhuIRQgQCFQqFQKBQKhUKhUCguIVQgQKFQKBQKhUKhUCgUiksIFQjYREgp8fl8BAKB9T4VhUKhuGTx+/34fD6klOt9KgqFQnFJojyxQrE6hvU+AUVmCAQCeDweXC4XQgh0Oh1GoxGDwYDBYEAIsd6nqFAoFJsazXguLS3h8/nQ6XQhDTYYDOh0OqXFCoVCkWU0T7y0tASAXq/HaDSi1+uVJ1YowhCrrFio5YwcRzOePp8PAK/XG/r38N+tJoIGgwG9Xq9EULEWqC9Z5lBanOMEAgG8Xi+BQAC/3x9ahQrXYiGECgwo1hr1BcscSodzHOWJFTlMTn7JVCBgAyOlxGq1YrPZaGhoAMDj8VwkaJoAKhFUrDHqS5U5lBbnKFJK/H4/PT09NDU1kZeXFwoIRNPi8DRVLTCgrVSpwIAiC6gvVOZQOpzDaJ54bm6O+vp6QHliRU6Rk18q1SNgg+Lz+XC73Xg8Hubn5+OKllYqoNfrQ2YzEAjw1FNPMT09jd1uZ2FhIZTOqupaFQqFYnWklHi9XrxeLzabLfTvOl30W6sQIqTDmtmcm5vjySefZGFhgfn5eZxOJx6Ph0AgoLRYoVAoEkDzxG63O2VP/OSTTzIzM6M8seKSQvUI2GCEpz1pYpYsQoiQSOp0upAIav0FQEVHFQqFIh5aDaqUMqSpmmFM1DhqgQEIaq6UEo/Hg9vtBgj1etEyBsK1W6FQKC51lCdWKNJDBQI2EOE1qJpwhZvPZNG21fajCaiWvqpEUKFQKFYSy3imo8Ua4YEB7VhaYEA7VmQpgUKhUFyKKE+sUKSPCgRsALQaVK3pSbj5y4T5jCQREQxveKVEUKFQXApoD+bhxlMjVQ2Mp+HhgQHtNR6PB4/HA6ACAwqF4pJDeWKFInOoQECOo9Wg+v3+qGmhmYh+JvK6SBHU5mRraGZUdcJWKBSbEc14hq8YhSOEWNEIUHtdpghfidL2DyowoFAoLh2UJ1YoMosKBOQw0WpQI8lG9HM1Is8lUgQ1Q2wymTCZTEoEFQrFhiUTNajxSFXDowUGtIwFLTCg7buwsFAFBhQKxYZmI3tiKSV5eXnKEytyDhUIyEGSNZ7r3dE0mgheuHCBsrIyysrK1OxshUKxIYlWgxqL9TCgkceP1GGfz0d7ezuXXXYZ8EzzQU2LlQ4rFIpcJxlPvBYZAYnsJ1KL+/r6KC8vV55YkXOoQECOEa8GNRrprPBky7iGp01pnbB9Pl+onkuJoEKhyGUia1AT0eJ0V/YzTbhh1nRYShkasaX9u2p4pVAocpVkPfF6B2SjoZ23Nq5QeWJFLqECATmENo86vPtpIuSa6EUSLTqqvVft55F1rUoEFQrFeiClZGlpCUgsAKCRjgFdCw2PpsOBQCD0XkEFBhQKRe6QiifOhYyARI6jPLEiV1CBgBxAiw5euHABIQRNTU0Jb7sRRC/acSNHZEWKYLgZVSKoUCjWAq0G9dFHH+Wqq65KSndyLSNgtf2rwIBCochFNE/c39+PwWCgoaFhvU8pqyTjibWSLqXFikyhAgHrTHgNqk6nS9pIphsIyAWiiaA2Oxui17XmyrkrFIqNT3gpQLIZWRq5mBGQzH5VYEChUKw36+2JcyHDNlFPrGUMKE+sSAcVCFgnotWg6nS60P8nSrrClQuiF0k8EdQEz+fzYbFYlAgqFIq0SLYGNRbhWpxsJkEuEiswED472+/3YzKZyM/PV4EBhUKRMrE8cfhI1kTIlYf5TJKsJ1bTYRTJoAIB60BkB1TNPKUiYJtR9CIJF0HtZtHe3s7hw4cBNTtboVCkRiLjqBIlFzMCMkl4E1gInvP58+cpKyujvLwcYEXDKxUYUCgUiRDPE69lIGCj+OlIT+zz+ejo6FgxHUZ5YkWiqEDAGhNvHFUmAgFrUdOaCNnar/b+wicSACtmZysRVCgU8Uh2RGsi5GqPgGyh3b+0h/7I8gogpMOqE7ZCoYhGvGCsWhxbnfAArfLEilRQgYA1ItIkRbsQN5vorYXp044RHh3V0qbCRTCy+aBCobg0iReMTZfNnBEQDc28Q/SMAb/fj8/nC/08vMeACgwoFJcuiXjiTPQI2AxlWqsR7f0qT6xIFBUIWAMSrUFd63qoXA4ixCPcfEYSra41cna2EkGF4tIjWg1qJo1fqjqyUc0nJK/FkYEBNTtbobj0SNQTr8fi2KXuibWG3IpLBxUIyDLJ1KButoyAbBFP9CJJRAS1VSq9Xq9EUKHYhMSqQV1tm2S14FLLCEiGaFrs8/kump2tAgMKxeYlWU+8WRbHUrmfJIPyxIpUUYGALJFKDWomAgHJPiRvVAOaTmfvaJ2ww0dkab8vs9msGl4pFBucVEoBtOys8E7Nq7GR9TRV0jG30bQ4cna2lJL8/HyMRqMKDCgUG5j18sSXAum8X+WJFSoQkAWklMzNzZGfn59U+mkq0c9wJiYmOHfuHGazOdTJubCwcNNdtJkU+WgiuLi4yODgIHv27AHU7GyFYiMipcTlcuHz+cjLy0sqdT8dA+rxeOjs7MTpdFJaWkpZWRmlpaUYjcaMHStXyOQqV3gnbG3fnZ2dbN26FbPZjBDiopIupcUKRe6TqidOt0dAuCcuLy+nrKxsVU+8EbU40zoc6YkXFhYYHh5m9+7dgPLEmw0VCMgwWqrjU089xVVXXZXUBZKO6HV3d+NyuThy5Ah+vx+bzcbAwAAOh4PCwkLKysooKysLGarwbTca2Uyx0vYb3oE1MjqqRFChyG201eWhoSGMRiMNDQ1JbZ9qIGBxcZFz586xdetWLBYLCwsL2Gw2hoaGkFKGdLikpCSpbIN02Kj6pJ13+FQCbXY2RK9r3ajvVaHYrKTjiVNdHJNS0tXVhdvtDnliq9V6kScuLy/HbDavON5GJNueWMsIUJ54c6ICARkiWg1qshdDKubT6XTidDqpr69n165deL1ejEYjdXV11NXVIaXE4XBgs9no6+tjaWmJ4uJiysrK8Pv9SR0rV8h2rZWUMrR6GCttyuVyrejOqkRQocgNwmtQ02ngl4wWayteLpeLo0ePYjKZ8Hq9lJeXU15eDoDX62Vubo6ZmRnOnz+PwWAIBQXSyQRb7byyyVpocXjgOjJjQAsMaDptNBpDta0qMKBQrB/r5YldLhdOp5OGhgZ2796N1+slLy+P+vp66uvrV3ji3t5e3G73hvfE2SYQCChPvIlRgYAMkKlxVMmK3sTEBOfPnyc/P5+Wlpao+xBCUFRURFFREY2NjQQCgdAq1czMDLOzs1RUVKyavnopkUgH1vARWZEiGN7wSomgQrE2RKtB1ev1KT1kJzPBRSsF8Pl8bN26lYKCgqjbGo1GqqqqqKqqAsDtdmOz2RgfH8fhcHD69OmE01dzhWwHAsINaCThgQE1O1uhyB0y5YmTzZIN98TNzc2hbSMDirE88ezsLFarNeSJy8rKMBhy/zFpLQOykShPvPHJ/W94DhM5jipdo5Go+QwEAvT09OByuTh+/DgnT55M6hglJSWhVaiioiIMBsO6p68mw1qYz2Q7sEbOztZm4wIhM6o6YSsU2SHWOKpUU0sTDcrOzc1x5swZtm/fjtPpTOraNplM1NTUUF1djcPhYOfOnQmVdF1KJKr14StR2nagAgMKxVqSaU+cqA4HAgHOnj2L2+1e4Ym1e0G8fYR7Yr/fj8ViQa/XhzwxEOr1cql64lQmdSlPvHFQgYAU0WpQ/X5/xlIQExE9p9NJe3s7NTU17N69O63jaucdnr7q8/lC2QLnz59Hr9eHaqmKi4sTFvZspqSuZWlAssQSwfDZ2eFpU0oEFYr0iBxBF349pdJ3RdtPvO2klAwMDDA5Ocnhw4cpKChgYGAgLd0zm82YzeZVS7rKysowmUwpHyeT5JIBDSdaYEALFoUHBiKbDyoUitTIlideLZAb7on37NmTcU8cq6SrrKwsKU+8kUlmcSySeJ5Y89rKE68vKhCQAsnMQU2G1czn5OQkfX197Nu3j9LS0owcMxKDwbAifdXj8WC1WhkbG2NhYQGTyZTwRIKNejFnuwOr3+/n5MmTHD58GCHU7GyFIhWi1aBGkkyKf6Lbeb1eOjo6MJvNHD9+fEXtZKpBh2j/Fit9taurC5/PR0lJybqXdOVqICCSaDqsBXMAamtrVWBAoUiR9fLEWinA/v37KSkpycgxI4lV0hXuiRMt6cqWVuby4lgkyhPnHioQkATJzkFN9uKMJXrhpQBtbW3k5eUlfe6pkpeXR01NDTU1NUCwEYvNZmNwcJDFxcV1SV/dKOYzGuGpaloH1sgVTSWCCkV8Eq1BzXRpQHgpQHV1dULbZILw9NWWlhb8fj92u31DlXSlQra0OFyHNZ2VUuJ2u0NTCbRVKr1eH5pKoFAoniHbnjhWRldkKUCmAqGJaLhW0hXpiVebSJBNlCdWpIMKBCRIrBrUWGgrSskYsmirUJksBYgkFeOaaPpqNruv5lKPgHSJFh31er0XiWB4XasSQcWlSrI1qKlmBERqo5SSwcFBJiYmQqUAsc5vLdDr9QmVdFkslg1dpgXZzSzTmhFG02FtRJb2HlUnbIXiGZL1xJqmprs4lslSgEwQyxOfO3duhSfWykM3Imuh8xrKE689KhCQAJrxTCbtKZXa1EjRW4tSgHSIl75qtVqZm5vbkBMJMpkGlSya4Qw/l0gRjExfVSKouBRIpQY1nXR9bbtYpQCRpBp0yASxSromJiZYWFjg9OnTCZd0JcNaGsRsEGsqQbzAgIYKDCguVbQsgGQ9cbwpINGIzOjSSgGy5YnTzeqK54ltNhvz8/OhMoJMeuL1nN6SCeJ95soTZx8VCIiDliqoXWTpCFii22iGYy1KATKdyhqevurxeKisrARYkb5aWlpKeXl5WumrGzkNStt/okQTwWizs7W0qUzW5ykUuYLf71/xnU/0O55ujwCtFGDbtm2hVNB4rFVGwGpoJV0VFRV4PJ7QRIJslHRtZL1J1OCqwIBCkZ4nTmVxTNsmclLWRllUCvfEbrebLVu2IKXMeEnXZvDEie4/nieGlU1glSdODBUIiIFWg/rII49w1VVXJf1FSsWA6nQ6vF4vJ06coLq6OuOlAJFks6YVgu9He/CHYBQ5vPtqOhMJNnJpQDrR1UQDA1ralBJBxUZGqxccHR3F4XCwffv2pLZPdWoAwPj4OPPz83FLAcLJtp6mihAiaxMJcvH9JkOqWh8rMBA+O1sFBhSbiXQ9caqLYz6fjxMnTmSlPDba8bLtiUtKSjI+pQuyG5DN5YwD5YnTRwUCIohWg5rKRZBKIGB6eprFxUXa2tooKytLatuNgMFgoLKyMpQp4PF4Luq+qpnRoqKiuJ95tkUvm2lQmUyzChdB7Qamfa52u52GhgY1O1uxIQmvQU31gT4VHfZ6vczMzFBUVBS3FCCSSBOZC2Yj2mcWL3012YkEG700QGtQlS6auQwfkaUFBgYGBmhqasJkMoVWqVRgQLFRiPTEqX5vU/XECwsLtLW15WR5bLpkakpXtgOyubw4FkksT2y1WllYWKC+vl554ghUICCMaDWoqdQ1QXKRRS3tyel0hlI2NwOrCUdeXh7V1dWh7tta99WhoaG46avZFr2NFAgIJ3wlyufzhdJWI2dnKxFU5DqRfVn0en3KTf+S2c5ut9PZ2Rl6SE52RWYjrpCnM5FgowcCtHt9pgn3D3a7HZ1OF/pOa8fTdFh1wlbkKvE8cbIBtGSCuZGeeK2CAOut4bGmdEVOJIjmibO9OJbNSTTKE68vKhCwTKw5qNmYQx2Oy+Wivb2dLVu2sGvXLh577LGkjxVOMkK23qIXSaLpq9k2TbmcBpXMMbRVp2jR0XARVLOzFblCrHFU6ehwIhoXORVgdHQ07WavG5VoEwlilXRt9Pe7Fo1hw7U4PGPA7/eHOolrOq0CA4pcYTVPnOyDYaJB2fCpALt27eLxxx9P6fw3A4l64mynu29mT6xlHl7KnviSDwSEpz1Fa36SzUDA1NQU586dY+/evZsmC0AjXYMYLX11cXERq9XK1NRUqGFNNiYSbKQ0qFj4/f6LbtTh0VF4RgTDZ2dfiiKoyA20GtRo46jSGQO42nZer5fOzk5MJlOoFCCVh/rNEgiIZLWSrs7OzlAn7NVKunKNtdBiuDg7LlqPgcjAgJqdrVgPYgVjNbLpiSMnZWkeJR028uJYOPFKuqampkJldMoTRyeWJ47U4UvRE1/SgYBE5qBmag51OIFAgN7eXhwOR8amAqQSsctl0YtEp9NhsVhCf2ZnZ6moqMj4RALYuKUB4fj9/lWPkYgIaqtUIyMjtLa2ZjU9THFpEq0GNVLLspURoJUCRE4FyEQgYKOnzccivKTL4XCwY8cO7Hb7qiVduchaBQJWI5oW+3y+i2ZnLy0t4Xa7qaurW69TVWxi1tMTR5uUlcvakQqZfD/hJV3FxcVYrdaLPHEmJhJA9j3xWtwrE9H6ZDzx8PAw27Zty4n7R7pcsoGAWGlPkWQ6+hlZCpCJL78msJtNNGOhiVK09NXZ2dm0u6+uRb3VWqVBJUOsTthLS0vccsst3H///RQWFmb6VBWXMNFqUKORaR2WUjI0NMT4+HjUqQCpHC8XmwWuBWazmcLCwg05kSBXAgGRRNNir9fLgw8+yKOPPspnPvOZdTw7xWYksi/LWmmx0+mko6ODLVu2ZHQqwGZfHAtHq+FPtKQr1zxxKn41Wfx+PwZDco+88Tzx61//eh566CHy8/MzfaprziUXCFgt7SmSTK5EZasUIFXx2siiFylKsdJXx8fH6enpSWoiQbbToBJZrc/EMZIVvUjCRdDtdm8KwVPkDokGYyGzpQHRSgGibZdORsClEgSI1OJ46au5OJEgVwMBkWh1rS6Xi6KiovU+HcUmYi09ceR2kaUAmSIXF8fW2msnOqVrtYkEsPFHdkPQE6ebfR3uU7xeb1KB7VzmkgoExKtBjUUmDGg2SgEij7URH+izSaoTCWDzpEFlMsK6FlkMikuD1fqyRCNT5jNWKUAkqQYCcpH1bCKVyESCWCVdmyEQkOn7snbvUigywVp7Yu16CJ8KoDxx+iSilbE88eDg4KqeeDP0CMiGJ94sXBKBgERqUGORrgHNRilAJOGit7S0FGpukch2qby39SYVg7ha99WioqJQw6vN0CE1WmOUVNlMgqdYXxKpQY1GuuZTKwUYGxvjsssuW/VhKlVtDA/+Op1OCgoKcjZAsB7ESl+NVtK1Fv0FNprWOxwOlRGgSJtc8cSZLAUIJx1PvBH9TjY8cXhJ12bom5XJY2zE70g8Nn0gQEqJy+VicHCQ1tbWpC+WdERvbm6Ovr6+rE8F0Ezr0NAQw8PDIVHXDJXFYtlUq7npmrdo6avaRIKuri4WFxdZWlrC5/NlvPsqbDzR01APNIp0CAQCXLhwgdLS0lVTESNJNxDw9NNPh0oBEgmQaXPfkz0WBI3n6dOnEULgdrtDQcby8vJNk0qoka4mxCvpstvteDwehoaGsjqRYKMFArQVPYUiFTRPPDQ0REtLy5p6YpvNtiaTsi41T5wuq5V0LS4u4na78Xq9G9YTZ3JxTGOzeOJNHQjQ0p58Ph/T09Ns3bo16X2kInqBQIDp6Wl8Pl9W0p6i0d3djcFg4OjRowgh8Pl82Gw2JiYm6O3txWQyhcyotkq1UaOfmSZ8IkFLSwvd3d0UFxczPz+/In1Vq2tNV0w2muhtlDpaRW4SXoM6Pz9PQUFB0quaqZpPu92Ow+Fg69at1NbWJrxdqqUBLpeLJ554gj179oSyDsKDjFqNfHl5OaWlpWn38ViNbOt7pvcfnr7qdrs5c+YMBoMhaxMJsv35ZNp8Op1OlRGgSBmtL4vmiVtbW5PeR6qeeGZmBr/fv2ae+MyZMxiNxpieOD8/PxQYCPfEl0qWbDwiS7q6urqwWCwXeeJMTOmC3Jmklcy+NtMErU0ZCIisQTUajSlf3MmKnpb2ZDQaqaury7rgORwO7HY727Zto7W1NVTvZTQa2bJlC1u2bAmdl9Vqpb+/H6fTGeoams0VqmxFy9aidlQbyQLPpK9qn5+WvlpWVpZSZHmjZQS4XC7MZnNG9qW4tIisQdXr9VkZAxhJeClAQUFBUkEASD4QIKVkbGwMu93OVVddRV5eHh6PByEExcXFFBcX09zcHKqRt1qtDAwMoNPpKCsrw+/3q4BbBFJKDAYDdXV1UdNXXS4XxcXFoZKuXMy2yLRhdDgcqkeAImkiPbHBYFhzT2wwGKivr8+6J15cXGR+fp7t27fT0tKSlCcWQmxIr7MWnri0tDQUhMzkRALYeD0CNpsOb7pAQKwa1FQj/8mIXvhUgIWFhZSOlwwTExP09/dTVFS0qtE1m83U19dTX1+PlJKFhQWGhoaw2WzMzMysWPHO9ipVuqzFeL/w/cdKXw3Ptkh0IgFsvIwA1aBKkSyxalD1en3SKffJok0FyMvL4/jx4zz++ONJ7yMZ3fd6vaHgb2VlJSaTKeb9JrJGXtMSr9fLqVOnyM/PDz3YboT+AmuZVr9aSVcyEwnW4vwh81q/uLioMgIUSRHNE6eaYQUbwxMXFxfHbQYL0T3x4OAg4+PjTE9Ph1a8M5EFmm1yxROnMqULgjqZ7eeOTAYCNpsnzu0nviSJNY4qnQskEdELBAKcO3eOxcXFUNqTw+FI2fCudlFrUwi0jqsdHR0h45nI+QohsFgsVFZWYrFYqK+vZ25uDpvNtmKVKtXonvYessV6jzJJZyKBtv+1EL1MGVCVjqpIhshxVOHf/3QMaCLY7XbOnDlDa2tr0lkA4SSaEaBNIdi+fTtms5nBwcGkjqNpydDQEMeOHbtolcpisYS0eC3SaZNlPXU+sqTL7/czPz+P1WrNSklXKmS6U7XSYkUyrKcnjpyUtbi4mJL2+wOSeZcXizkY2LM6PJQXrtTCSE/c3t6e1DHCPXFpaSl1dXUXZYFqAVqLxZLS57eRy3BX0+J0PfFaTKXKZGnAZtPhTREISHYOajKsJnpa2lNVVRVHjhwJfcF1Ol1oNSwZVpt/urS0RHt7O5WVlaEpBOGmNRWx0ev1VFRUUFFRAVw8b9RsNq9pJ+f1JllRiuy+6nQ6sVqtUScSmEymDZkRUFBQkJF9KTY3q42jSqUJXyJIKRkeHmZ0dJRDhw6lHa1fLRAgpWRkZISRkZHQFIKFhYW0zJ4QgoKCAgoKCmhoaFjRsKmzs5NAILDuD7ZrSbIB3/CSLch8SVcqZNJ8gpoaoEiM9fLEgYDkJycHqXSPs72xBl9xLY8PLXDN9oqUPfHpaT/nnhzj5YdrmV7wcG/3FDfu2cLO6uB1EM0Th5eSJRN81nQ/mie2Wq2MjY3R09OTsifeqOWyyY4PTGYigclkyrhORiOTx1AZATlGquOoEiWeeE1PT9Pb28uePXtCqZ7h2z0zM1Xi8Qfw+AK4fYHQ3z1+Gfo37/K/dUz6memYwCdha2UhB+os6HTB92S1Wunu7mb37t0hgYLUR57E2i48uqd1mA1/sA2vy1yPVaq1ToNKBiEEhYWFFBYWxkxfBUKfX6a7r2pkMtigzKdiNSJrUGN991LtERAPn89HZ2cnRqMx4akAqxFPU/1+P11dXQArjpfp5quRDZv8fv+KB1uDwbAic2s9ArS5qsOwekmX1sdhYWEhaxMJstEjQGmxIh5r4Yk1HxPJ2cEx7nryAtUVpeTXWfjpQwPUlORzZWtZ0n1eNHaUGxiRkh+cGAGgvjSf1srgwsTs7Cxnz569yBMDaS2ORZKXl0dNTQ01NTWhxZ7IB9vN7olT9ZOJlHQBoUD3RvDEKhCQQ/h8vpTmoCZDtGiiVgqwsLBAW1sbD/bNcfvPT+Bw+0IP90seHx5/AF/gAr5AkkL0VFfor9UWEzfsruJgWYAtYp6jR4+Sn5+/4uWZDgREvibaKpXVamV0dDR08Waqe2gi5HIgIJJo6avd3d2hKHa20lcz+R5UXaoiHlJKvF4vfr9/VR3W6/W43e6MHXt+fp7Ozs60SwEiibWK5HA4aG9vp6GhgYaGhhXvNdtTWCJXqdxuNzabjZGRERYWFigoKAj1H1irhlfZfL+ZzpyKTF/VfpfZmkgA2RkfqDWxVSgiWStPHHnda57YtbjIh19+hM/cf4EfnBimME/PPz5nGwa9LuWO/CUmHcWVRTw5Mg/A1dsqMOgE/f39zMzMrIsn1hZ7csUTZ5vN4Ikhc4HrzRaQ3ZCBgHg1qJkm0hCGpyEduuww//3H83zrkSG2VxWyY0sRJoOOPIMOv9dNwOuhpqqCPH3w3/L0gjyDnjyDWP5/Xej12mvO9XRzYO8e8vOMnB6184fOSX72xAg/8ENZgZHnTvVz054tXLm1nDxD0GBEilc2H5TDV6laW1tD6Zezs7OcP38eg8FAeXl5qC5tI5LN1H29Xo/JZKKyspKysrKspa9m8ve/2eqhFJkjVg1qLDLVIyDZUoBkNTGaIZycnKSvr4/9+/dTUlKS0DbZxGQyXbRKZbVaOXfuHEtLS1gsFoqLizesDmc74JuXl0d+fj779u1LqKQrFTKdEeD1enNyOoJifVlPTxxZHts1/kxTQH8A3N4ARabUtX/UIRlzzlFoMuL1B/j106PsMFqpLi3i2LFjUT3SWmpxLE+sddTXPLHX683aOWW7xj7Z0oBk0Ov15OXlsWXLFkpLS2N64nR6lkHmPfFmCshuuEDAajWosdCikcl+icLFK7wUwGcs5C3ffYqTg3O8vq2Bf3v+ztCDOcDMzAyzs7Ps2rU9qeN5Jwy0lOdjMpkoz/NTuXiB91yzl3MLBu7pnuIPZyb5+ZNjFJr0XL+zkpv2bqHcn9rKTCbEMjL90u12Y7VacTgcdHV1hWqBMrlKlW3RW4t6K+38Mz2RIBtstjQoRfqkWoOaTiBA0/BAIJBUKYB2zGQeyMK1MVoz2FjbrBfRSpLm5+eZnp5mfn6eU6dOhXQkk6tUGyUzKxrhOpxISZfFYgl1EU80fTXTQeWNGtRRZI9UPTGkdo2Fa3j4VICysjIm7Et89c8XaCg18/LLavnGw4P87wPnue2Fu1LOCHD5oKYij5sPNzA2beM7D3Ry7Fgru3c0xdwm1cWxbHviM2fOrCgjyKQnztXSgERIxBOnOpEgGzgcjk3VN2vDBAIix1Gl+kCfynY+n4+enp5QKUD7uIN/+unjLLh9/Ocr9vGyQxenpKZqeDUhGh0dZWhoiIMHD1JUVEQrcNPeLXh8AR69YOXerinuOzvNbzsmydPBla0eXnSonmu2lVJgWD9DajKZqK2txW63U1tbi16vx2az0dvbi9vtDo13Sqc+fiOVBkQj3vdwte6rWvpvJtNXV2OzpUEp0iOdGtR0xgfqdDrsdjvd3d20tLRQV1eX8HbJmjtNv91uN+3t7ZSXl69oBhuNtc4IiIdOp6O0tBSz2YzL5WLv3r2hUbHnz5/HaDSGdCQdM7WRSgOS2X+siQSaFieavur3+zNW85or3y1FbpApT5xsUFCv14c8cWRwtNpi4ubL6ri8tYwik4F/es425lxeDHpdyj0CdlcY2bd/C5PjY4wND/OulxyleBU/kktarHniubk56uvr0el0GffE2SaXPXE2SrpWY3FxMWpW4EZlQwQCtBrUJ554gv3796fUjCPVB3Ov18vk5CRNTU0cOXKE7zw2zH/d20djmZlvvukIu6qjC1KqogfQ09MDQFtb20Vj5vIMOq7dUcm1Oyr5yIsDPDE0x4//cpaTEw7+9MszGHSC480l3LC7iufsqqCicP1GTkVrEqKNdxoeHkZKGcoWKCkpWZMuzomQzTQobf+JvtdoEwnCm9QUFRWFPkMtZVRKmdGboNPpZMuWLRnbn2Lj4vP5mJ6eZnp6mp07d6a1mpQMWvChu7s7FBxNlFRWooQQLC0tcerUKXbt2hVanUjkPHMJ7XwMBgNVVVVUVVUBwRK3SDOl9ReIrLddL3KpE3aqEwkyHczIdtq3YmOgeeJTp05x8ODBlB4gtaBssoEAr9fLxMQEzc3NFwVHhRA8d3dV6P+bKwpoXv57OtlgvT09CCGieuJoZLNHQDpE88R2ux2bzcbw8DDAiv4CiWrHZl4ciyTZKV3a+WcSp9NJQ0NDRve5nuR8ICC8BlVKmbKQpLISpZUCWCwWquub+aefdXJ31xQ37qniP27eR3F+7I8vFfPpdDqZm5ujubmZbdu2rXrhGfQ6Lm8tp9hVygdrahhx6vlD5wT3dk/zsd+f4xN/OMfhxhJu2FXJc3dVUFuSmYYqiRBNOLRVqtLSUiBopmw2Wyi9LC8vL2RGCwsLY77/bIsSZDflNVVzGNmkRkoZalITnr5aUlKS0fN3OByqNOASJ7wUQJukksp3LBUd1qYC+P1+jhw5kvR3MVkDKqVkbGyM+fl5rrrqqoQfjHNpFWo18vPzqa2tpba2NjTeyWq1cvbsWTweDyUlJSEzFc94b2TzmU66a6IlXS6XC4vFkpHzXYsRW4rcJ9wTa/+fCqk8mId74q1btyZ9vGT10el0YrfbE/bEGolq8ZmxBRCwr7aYOaeXx4cW2W7J7FSbeOh0uhUBRq/Xy9zcXMgTazqiPHF0Ei3pKi0tzej5b7YG2jkbCIhWg5puWmmi2wYCAfr6+pifn2ffvn081j3IB75+giGri/fetIO3XtWU8aZY4QJbU1OTdGMrnRAcaihhX00h77y2ib4ZF3/smeG+nlk+fe95Pn3vefbXFvPc3RXcsKuSlor1r2+JtkpltVoZHBwMXWiaGQ0345eq6EUihFiRvqpFl2dmZnC5XJw6dSoj3VdVacClTWQNqsFgSEuHk9FFbSpAS0tLytd9MgbU5/PR0dGBTqdLenU83UDAWuhaNMJXqZqamkI6ommxEGJFf4G1ehjNpVWo1YiVvjo/P4/dbl9xL0s1fdXpdG6qulRFcmTaEyezbfikrP379zMyMpL08ZJdHNMehi0WC7W1tWk3e42GBC7MOLG7vMwv+fAFMptNmSxGo3GFJ9Z0ZGBgIOTDtMWy8Kah63XvyBSZ0uJYJV0zMzM4nc6MeWKn07mpFsdyMhAQqwY1XdFLRIS0qQAVFRUcPXqUXz4xxEfvt1JszuOOW49wvKUsoeMlanillPT19WG322lra+Ps2bMpCVH4sYQQ7KouYld1Ee94dgsDs07+2DPLH3tm+PwDA3z+gQGONpXwyn0l7F7D6Odq5OfnU1dXF0r5WVxcxGazhVaptAs426n72SZbta9adLmgoCBUF5yJiQSbLfqpSIxYNaiJamk0ktFFbSqAVgowPT2dct+VRLZbWFigo6OD1tZWSkpKQiVayRxno2QExCPaKlV45pbJZAo91G7WHgHpoqWv2u126uvr0ev1F6WvRpZ0rYZq2nrpEssTJ7PAFUmiWhw+Kevo0aM4nc6UdDgZ7T937hzz8/O0tbXR3d2dtM4kqsX764qZc3mZdQTvcccaivC4FpM6VjaJTIPXVru7u7vxer2hzK1MTOJZT7KlxZrnDe+VkwlPvNkWx3IuEKAZz2jjqNLNCFjtYgmfClBkKeUTd/Xw/RMj7Co38I23Xs6W4sTH9iQiRB6Ph/b2dkpKSjh69GgoypuK6EX7u0ZLRQF/fVUBf31VIxPzS9zdNcMPTo7y/t/babQYeNuzi3jRvi0rph6sN0IIiouLKS4upqmpCb/fH6qlmpiYQK/Xs7i4SHl5eVpj9taDbBtcLYU0UxMJ1PjASw+tBtXv90fVYZ/Pl9J+E9Fwn8/HmTNn0Ov1K6YCpFpjmsh2Y2NjDAwMhIIOLpcra+Yz3ra5GOA0Go1s2bIl1CfE5XJhtVoZGBjA6XTS1dWV9ENtImykjIB4x9Dr9SvSV2OVdK3WMEzp8KWJlgWw3p64vLw84e1iHW81fdSas5aVlaXliSGxuvA5p5dF9zP3siG7h2rj2pXLJkO4J25ubo7qiR0OR9qjp9eDtfDEer0+Y55YBQKyRCLjqLKVBhVeCnDs2DFsS5I3fvsJnh6x86bL63lOxUJSQQBYXSzn5uY4c+YMO3fuDKUBQWpmMpltaiz53HpFA69vq+OXJwf4/hMTfOi3vXzhwQFuaavn1UdqscTpfbBe6PX6UEqUTqcjPz8fvV6/4gLWfl5QUJCThlpjrQIBkSQykSB81KP2GWZC9IQQjcB3gWqCGXm3Syk/n9ZOFVkhvAY1WnOydJo+rabh4aUAkVMBsmFAA4FAaHXl+PHjoXr4bOvwRsZsNlNfX099fT0nTpygsbFxxUOttkpVWlqaUGOvWGyGQEC0ZmyxSrq0hmGxJhJkKiNAafHGYL09sVYKEDkyNZ2JWPG2s9lsdHV1RfXEqTR7jfb3cKSUtI/OY9TrePb2MvpnnHQMTmEuSe3zXGvCPbEQgoKCAnQ6XcgT5+fnh/xcrnvi9dL6VKd0bTZPnBNPfInOQc1GSmpkKcBjF2y862cduH0BPv9XB7hhVwVPPPFESseLZgqllAwNDTE+Ps6RI0cumiOaqugla0CNeh037izlSIWfaX0ldzw2zOceuMDXHx7ilYdreOPxemosudE9OhpGo5HKysqLVqn6+/txuVxRO4fmEtkWvURqn1abSFBYWMijjz4aSmVNEx/wbinlk0KIYuAJIcS9UsqudHesyAyJGE/IziqUlJKRkRFGRkZiTgXItAF1uVycPn2a2tpamppW9n1JNTMr3YyAjYRm3qKtUmkZA1qZQXl5OcXFxUk9eG/k0gCNRLqyR5ZiRJtIMD4+zvDwcKbmjistznGS8cSZ1uKlpSVOnz4dKgXIVCA4niceHBxkcnIypifOhhYLITjWXIoQYDbq2V9XjDngBHfulAYkg7barXlizc9FeuLy8vKUJq9lm2x64kSnY6w2kWCzeuJ1DQRE1qCuNhon09HPmZkZenp62L17N2Vl5XztoQE+f/95tlYW8oXXHmRrZSGBQCBj5lPrfm00Gjl+/HhUE7KWK1HaZ33V1jKu2lrG2YlF7nh8hB+cGOWHJ8d4/t4q3nxFQ8wRietFtPcavkoVLfVSG8mSToOQjUIqI4GiTSSYnZ1laGiI3t5enve853H11Vdzyy23cOWVVyZ9TlLKcWB8+e8LQohuoB5Q5jMHiFWDGo100xsjr99YpQCRZNKAaimve/fuDT2ARZ5nugHZXFmBydZ5RNPh8FUqeCb1cmxsjIWFBfLz80M/X61p3mbICEjlGNHSVycnJ7n33ntpb29naGiI5z73ufzDP/xDSqMelRbnLrH6ssQincWxaJ44WilAJJkMyGqeOC8vj7a2tjX3xAV5K+81ZQVGrEsbKyAL0bWyoKCAgoKCizzxmTNnLjlPnIoOR04kkFIyMzPD4OAgfX193HjjjVx11VW84Q1v4Iorrkj6nHJJh9ctEBCvBjUWmYp+aqUAdrudY8eOsRTQ8Y4fn+aBnhlefKCaj71kD4Wm1FNEI48HwbS+9vZ2mpubqa+vj7vdeqWk7q4p4lMv2807r2vheydG+cVT4/y2c4qrt5bx5isauLwlsyM4UmU1gxiZeun3+5mbm8Nms3HhwoVQR3CtlioX3lMmyYTBFUJQWVnJxz72MR544AEefvhhTpw4kZHzE0K0AIeBxzOyQ0VaxOvLkmki96016FtNFyEzPQK05qxzc3MXpbxGnmc6vVqSJVsZAdnOMljtPYenXkopQ5lb58+fx+VyUVxcHMoYiPxdXKqBgEjy8vJ4wQtewNLSEoODg7zpTW/iwQcfzMiqntLi3CEXPLFWHhsvizJTvVo0TxytDCxyO1WmFZ9UPbHVal3hibXMrc3miVNZHItECEFVVRUf//jHefDBB3n44Yd5/PHHM/JZrbcOr0sgYLUa1FhkokOqVgpQXl7OsWPHODuxyP/7STvj9iVue+EubjnekFB9USLH04RofHycCxcucODAAYqLi+Nul85KVCAQ4OzZszgcDioqKlatDYollnUl+fzrjdv4+2c18bMnx/nByTHe9sMO9lQX8eYrG7hpTxUG3foKRTK/F71eT0VFBRUVFUBwhcVqtTI2NkZPTw9ms3lFbfxGJxOiF46UErPZzHXXXZf2voQQRcAvgH+SUs6nvUNFyiRaCpCtY69WChBJuitR4c1Zjx07tqpxSsdI2mw2enp6KC4uDgUdN9uqS7IP6loda0FBAQ0NDQQCARYWFrDZbHR2duL3+0Mp8qWlpZuiNAAyl5HhcDgoKCigubmZW2+9Ne39KS3OHVL1xJkYqR1ZHrvasdPxxJp+a81Z18oTO53OhHpIXSoBhFieeHR0lIWFBcxm84ra+I1ONjxxfn7+pvHEaxoICE97SsV46vV6PB5PSsfW6/XY7XYGBwfZvXs3FRUV/PKpMT7y27OUFhj5/luPcrixNKV9R0MTr+7ubpaWllY0olptu1Sinx6Ph5MnT7Jlyxbq6uqYm5ujv78fp9OJxWKhoqIibkfiaJSYjfzN1U286fIGfts5yR2PjfCv/3eWzz9wgTdd3sDLD9VclFq1FqQr1Hl5edTU1FBTU7NilUqrA3K73UxOTlJWVpaTtVSrkUmDm8mbohDCSFDwfiCl/GXGdqxImkRrULOBlJL29vZVSwEiSWclanFxkd7eXnbs2BGqoVxtm1Q7VQ8NDTE2NsaePXtYWloKrboYDIaQGY3sSLwRDWi656vT6SgpKaGkpISWlhZ8Pl+ov0B/f39oPFZ+fn5WVqkS7aWSKywuLmKxWDKyL6XFuUG6wVidThcqI0gWvV7P/Pw8g4ODcUsBMoXmibu6uvB4PFn3xG63+yJPfP78eZaWlrBYLKEH3WQ8ca6SbvZUpCeO7BeleeLy8vIN+XllwxNnKBMgJ3R4zQIBWg3qiRMnVl2NiUWq0U8pJVNTUywuLnL55ZeDzsBtv+7mp0+MckVrGf/9qgNUFGX2gW9paQmn00ldXR27d+9O+P2mInoul4vp6WkOHjxISUkJXq+XwsJC6uvrCQQCzM/PY7VaGR4eBgitfkNiZi7PoOMVl9Vy86Ea/nTOyh2PDfOpe87z5T8P8pqjtbz+WD2VRWuX1pnJfUeuUvn9fk6ePInT6WR0dJRAIBCqpSopKdkQxjHT0c9MPCiK4A6+CXRLKf87IyemSBotGDs+Ps78/Dzbtm1L+XebynW4sLCAw+GgpaVl1VKASFIJBEgpsdvtOBwOjh07RkFBQVLbJoO2uqaVnPn9/lDXYQiOxrJaraGOxOHNmzYqmdR4g8GwYpWqt7cXIQQjIyMsLCyEPstMZW6tVUZApnA6nUlfM9FQWpwbaJ748ccfp62tbU09scvjZXRiCo/LweWXX447kP3rQPPE9fX17NmzJ+ueeHh4mEOHDmGxWBLyxJrupBvgDEhJ9/gipQVG6kvzmVn0MDLnQh/IXqA30544vF+Uz+fj1KlTyhOHkaEgQM7o8JoEAsLTnrR0nVRuwKmI3tLSEh0dHRiNRmpra5lyBvjHn5zizPgCf39NC+98zjb0GU5zn52d5ezZs5hMJlpbW5PaNpmVKG31aWZmhpaWFsrLyy/6fHQ6HaWlpZSWlgLg9Xqx2WyMj48zNzeHlJLR0dGEzJVOCK7fWcH1Oys4PTrPHY+O8I2Hh/nOYyO85EA1t17RQGtF4kY7HbIVZBBCYDAYaG1tpbW1NdTBeWZmhvPnz8dd1UuEtVj1CwQCaY3tCkerV8wAVwNvBDqEEE8v/9v7pZR3ZWLnitUJr0HV6XShVahU0B7KE725ajqjdT5P5YEm2UCA1oTQ4/GwdevWpIIAyX4u2gQCvV7P/v37AS7SYpPJRG1tLbW1tUgpWVxcZHZ2lq6uLubn5+nv76eqqmrDmKts1/Dr9XpKS0upqKhY0cH53LlzGVnV22iBAIfDkZHxgSgtXnfC+7JA6t/FVDyxy+Xi77/7OAgd7312DQ+en+O/7zvPF15zkJ1ZagytNeY2mUy0tLQktW0yuq9NIJidnaW1tZWysrKEPfHY2Bg2mw0hRMKeOBYBKTk35WDG4WHO6aU430C2lSabnthoNG54T5yp7F6v15up+3PO6HBWAwHR0p4MBgM+ny+lB5VkO6SGTwUIBALc2znG537xOAEJX3n9IZ6zq2r1nSSBlJL+/n5mZ2c5duxYSmMHE62H8vv9nDlzBp1OR2NjY8Kfp9FoZMuWLWzZsgW73c7w8DCBQIDe3l7cbjclxcWUFRRQYjSiW1oi4HAgHQ6kP0D+FZcjli+AQ/UW/udVexm0uvju4yP83+kJfvn0BC85WM07r21J+n0nQzaFI9LcRnZw1lb1hoeHWVhYoLCwMKlaqmybZ8hs9NPpdGbEfEop/wJsrg40G4jIGlSj0ZhybSk8Y0AT+Z75fD66uroQQnD8+HFOnDiRkvFNJg12cXGRjo4Ompqa0gp4JIIW+N27dy/d3d0JrWAJ8czYvZaWFp566ilKSkqYmZmhr6+PvLy8kLkqLCzMyeZN2TZw4d+RyA7Okat6UsoV/QUS+W5JKbMaCMj055OJ2dWgtHg9ieaJNS1N1RMno+OaJ37xoQb+508j/PWdoxgMExxpKqWpPPO14FJKzp8/j81mS8sTJ3It+f1+Ojs7MRgMNDU1peSJ5+bmGBkZWemJS0qoqKigtLQ0oX3qhGBfXTF/PmfF5gjerw7UFXNuIXuXXC54Yi3TLVlPnCtjXBMlUwHZXNLhrAUCYtWgZnoEYDTCO0NrHVCfODfKJ/40zY7qIr7wmoM0lWd25drr9dLe3k5RURHHjh1L+YudiOg5nU5Onz5NQ0MDjY2NDA0NrdjeNzFBYHwcuehAOp0EHIvPPNA7nQQWHQQcDrzzdorn7BgDAarCfu4BpqMct/w/PknBDTes+LfmcjO3vWAH73h2M995bITvnxzlnq5pXrTdxDtq/GQjvpzNh2nt+xqLyFU9h8OBzWZbcdPQDGm0VaqN0qlaQxN2xcYkVl8WvV6Pz+dLeb+JanG0qQDaCk8qPWLcbveqr5uYmKC/v5/9+/djsVgYGhpKecRWPKSUDAwMMDU1xdGjR6OOcktUq7SuzTU1NUBw1U6bcqL1edHMVS71LclmgCLeZxe5qufz+bDZbKFVKqPRGPq8Yq1SbbRmhJkKBCjWh2x54kS0LXJSlslk4oG+OZ4cDvYm+/hL95BvzGwWksfjoaOjg+LiYo4ePbomnrixsZGGhgYGBwdTHqltNBppbGwMBRy17voDAwMJd9e3OlYGrKcWPFn1reu572ie2Gq1rvDE2pjCaJ442wFZyLwn3mw6nJVAgFb7FK0DqsFgyGogQCsFKCsrC/UikFLyuT+Pkm8QfPtNRygvTN5IxbsY7HY7nZ2dbN++nerq6qT3Hc5qoqdFdPft2xcyQdLtxtfZycyPfoTr4YfxXhiIvrFejygsRFdYiCgogPx8ZFEhxi3VwX8rLAj9XFdYiD/PxGIgwILPi/kzn2X83nsx791LeXn5Raa3ojCPf37uVv7qaC2ff2CAX3RN86fhLt55XSsvPVid0fKLbIteooIhhKCoqIiioqKoq1TAilqqVB+AkiXTGQGbTfQuJcKDAOHXTDrmM5HttVKAoaGhi6YCpLoCtlqKaCAQoKenB5fLRVtbW8h0pDNtJharzb/WPu9kzGj4a81mM2azmbq6OqSUIV0ZGRkJrX6H68p6kO3spmT2bzAYqKqqoqoqmOW3tLSEzWZb0Y9B+8y0e5cKBCjWivX2xOGTsoQQ3N01yekxR+g1H/pNN59++b6kggGJeOJEm7PGYzUdnZ6epre3l/3791NSUnLRNslONgk/VviDPzzTXV/rW6KtfldUVIRGLvoDkt6pRSxmAwfqijk7scj5aQfF/o3RIyCSZHQs3BM3NTURCASw2+0hLQZCC2XKE+cOWQkEaEIX7YuZiXEnsdBSNLWpABr398xwYmietxwqSikIEKseNnwE1mWXXZaRldNYZldKyYULF5iZmQlGV8fHsf/2tzgffgT/qVPg8bBgMmE6egTzy24mb+cOdEVFzzz4FxYiTKYVv5OFhQXmRkZo2bMn5vloPYqn7/sjhoFBfD4f3d3d+Hy+0ENuaWlp6LNpKDXzXy/fw9WVHn7S6+NDv+vl+ydH+ZcbtnJla1nan0+2SUdQY61STU1Nce7cOfLy8rBYLAQCgawKt1YDnglURsDGJpYWZzMQEFkKEPnAn84YwFjHXFpa4vTp02zZsuWi5qxaP4RM4XA4aG9vp6mpKSPN2yC+WRVChLrrazWa4bqSn5+/ooneWpURZDsQkI5BzM/Pj7pKdfbsWTweDyUlJTidzqxkimhkukGVCgRsXFbzxKnq02o6Hl4eG94M7+4zUxyqL+Kt+4zMGKv5nz+eZ8jqSrhHgPbAHPl+pJQMDw8zOjrK4cOHk+rLEot4nri/vx+r1RrKcoj8eaaJ7K7vcDhCfV7CPfG+miIKTEaMeh376opZdPsZPj+R8fNZC9L1xNqDPwQzp+fm5kL3LpPJRHFxMX6/P2eCGauRwV4tOUPWSgNiXbzZEL1opQAaHl+AT93dy9YKMze0mC7aNhGiBQL8fj9dXV1IKZMagbUa0XoE+Hw+Ok6coKCvj5aBQaY+/GF8Y+MAGFtb0b3gBXD4Mppe8ALIy8Pj8ST0pU9mxcp0+DLcX7udhtJSmpqa8Pv9oZSp/v7+ixqG7KwwcvtfbeXh4SU+d38/f/vDDp69vZx3P3crWyvTuzmsZ2lAMkRbpZqcnMTlcnHixIkVXcMjb2LpkMmxWCoQsLGJZT61Xi2pEislVSsFaGpqoqGhIea2qQQhYt1TtABwrBFYifZdSYRoq0+ZIlEtDteVaONPw8sIsp09lU0yde6xVql6e3s5d+4cer0+lC1gsVgyZhhVRoAinHieONOLY/E8sRCCT968l8VFB6NDF3j+vmqu3FpOiTnxhpvRVnK1vlVaADiTnjhSa3w+Hx0dHZjN5qhlB6lMGkh2u3BdaW5uXuGJ5+b6Q1NQysvLKc6yh9ooZQdGo3GFJ3a5XGviiTMZlN2MnnjNxgdqZLpHgNvtpr29ndLS0qhjCb/z2BBDVhdfec0+dEvjKR03UsC1FaGGhgYaGhriXiTJXkSaEEkp8fT0YH/gQax//CMl/f3g9+MoKMB8+eWUvvWvMV91Jcb6ekZHR/F6vejy87O2wmG67DBIifv0aczXXINer18x6klrGDI4OIjD4QiNznrO9jqu39nGD0+OcvvDQ7zi9lO86kgt77imOaXsDMid0oBkyc/Pp7KyksXFRfbu3cvi4iI2m43u7u7QzGwtwyKdrv+ZNKCbMQ1Kkf7c+mir7CMjIwwNDXHgwAGKi4vjbpuKTun1+hXnHJklFa1GP53jhRPe9KqtrS3jdfqp6pkQK8efauVJs7OzDA0Nhab02O12iouLM65tuVIakAzaKlVBQQHbt2/HYDBgs9mYnJykt7cXk8kUCqSk06gx0xkBSos3J5kuDYhWHhtJvlFPwGQI6WIyQQCI7Ym1Gv1MEhnIXVxcpL29ndbWVmpraxPaZi2I9MRLS0uh3gKaJ56ZmcFoNGb8/rFRFsciMZvNVFZW4nQ62bNnD4uLi1it1pz2xJsxILvmgYB0RC9ytF6sUgCNqQU3X/7TBZ6zq5Jnba/g9OmRlI+ricrk5CR9fX0JrQjFSp+Khd9mI/CnPxE4cYKhjk78MzMAmHfsoPjWWzFffRX5hw4hIhpupGvqEyFv314wGHA//TTma6656OeRDUPa29vxeDx0dnbi9/u5pqqMa1+3gx+22/n5k+P8rnOKt13dxC1t9ZgMuTPCaa3SXcO7hmsZFlot1cDAAEKIlFepMt0hdbOJ3qVErO9yut/x8IwArRQAiFoKEG3bdDMCvF4vHR0dFBQUrNqcNZmRrNHQjlVYWJhW06vVyISGR5Yn2e12zp07x9jYGPPz8xQUFKwoI0j3fLOtlWuhxeFdw4FQhsXAwEDo4VvT4mRWqTKdEeD1enOqUaQiM6SbERD+wButFCDbx52cnOT8+fOh5qyrkaxuhAedtWOtFmxei4yA1cjPz6euri7U5+X06dO43W46OzsJBAKh0ajr2eclEbLdzC+aJ9YyLMI9sRbA1Ro1rqcnVhkBCRLrQk+3WzWsXJ2JtxL0P/f14fUHeN/zdqa1KqSlX/X09LC4uJjwilCiBjTgcDDzqU+x+JvfgpTIoiK8hw7hfOlL2PHqV2Ouq4u7/ZqkQeXnk7d3L56nnk5ov0ajkbq6OoqKikJzR61WKzdVzHHk2UX84ryf/7n/Aj95Yox3PaeV5+2pSvjmsFHSoKIRyxzq9foVTWm02bYTExP09vaSn58fEsGCgoK455jJHgGbUfQU6aOZyERKASJJVYs1HZ6fn6ezs5OtW7eGuuzHI53VIW31KdFjpUq2NMdoNJKfn8+ePXuQUuJ0OrFarfT09ODxeFb0eUl2xWUtSgPWo5mf2Wymvr6e+vp6pJQsLCxgs9lW1AFrYwrjfWaZzghQbGyy4Ym1fcYrBYhFJkoSzp49i9PpXNGcdbXtUsmS9fv99Pb2srCwkNCx1mJxLBk0T1xfX09hYeFFfV60LCTN30lg2LZEY1k+OiGYXnBjMuqx5EfXm0vBE3s8Hubm5hgfH6enpyfUG0fL7op3jiojID7rUhrg8XhS3j4QCHDq1KmYpQAa7aN2fvn0OG97VjPNFQWhMVqpIKWko6ODLVu2cOTIkYQvCs2AxjMD7u6zTL33vXhHRii55RacRw5zQa+npq6OAzt2JHSstRI902WXsfDDHyKXlhAxgi8a4eIROXfU5XJxqNXKn3sm+V6Hg/fceZZvPTzAe2/czrGWi2t84+0706zVKtRqxFql6u/vx+VyrailigxKZbpHQLzIu+LSRK/XMzMzw8DAwKqrM5GkEwhwOBycOXOGQ4cOJRygSvV42kjYZN9fqmRbw4UQFBYWUlhYSGNjY2jFxWq1cuHChZDxqqioiDlyL9o+s0UuZBwIIbBYLFgslhWrVOHjxGKtUmXSfKbSAV2xMUh0LGosNE8crxQgGuksjmlZn9XV1ezatStpT5zsau7o6Ci1tbUJ++9cyAiIR2T/qHB/53Q6CeQVMenLZ3ZLGXVlhZydWKS80MjB+ugZF5sxEBBJXl7eCk/sdDqx2WwJe+JMNtDWnmU2CxuqNGB2dhan08nu3bvj/iICAcm/39VLVVEef//sViD1G6jNZsNqtbJ9+3aam5uT2jae0Eopmf/Rj5n97/9GX1pK7ddvx7drF51PPonFYmHnzp0JH2etRC/v8GXw3e/iPnOG/KNHkz6ehrbi8rr6el71bD8/OznEVx8d5S0/6ORYtZ43Hq7gyLaajDZuSpT1WoVagdeFfrId/dgT6MafQD/ZQUFBFaXV+2mpPoCvcT/2/C1Y7YucOXPmogkOkDnD6HQ6qVslI0WxcUnlJu/z+RgbGyMQCCRUChBJKitR2oqQ2+3mmmuuSeqYyZYGSCnp7e3F6/Vy5ZVXbtp07MgVF63PS/jIvXiNm3LhQT0dUtH6aKtUNpuNsbExFhYWVkxw8Pl8Gc0IUEGAzYnBYMDpdKa0reaJ9+zZs2opQCSp+kar1YrNZmPnzp00NjYmtW2ywYeFhQXOnz9PSUkJO3bsSHi7XMsIWI3wLKRAIMDCwgIMTvJk1zmeBKrLLOyvrFmTUXuR5OqYVa03TnjmltVqXRNPrDICEiSTaVBaKYDVaqWgoGDVaMxvOiZ4esTOf9y8lyJTam9RSsnAwABTU1NUVVUlVPsUSSwD6rfbmf7wh3E+8CAF11xD1cc/xtTSEhc6Oti6dWvSN4VI0cuWYTAdOgRC4PzNb8nbswddBkbDGA16Xn9lKzcfbeKOx4b57uOj/OMfpjhaM8dNjbC/pmBFyhRssuinlIj5EfRjT6AffwL92JPops8gAsFrJFDajL+uDb9jDkfHk9hPnCPAr6gznaVmSx3+6v34qvZj97UwOePhwoULOJ1OBgYGQqtU6bwfVRqwsYn3u9ceyJN5qNZS5UtKSjCZTCk18EnWDDqdTk6fPk1NTQ0ejyfpYyZTGuDxeELNZwsKCtJqUJQMuWBcI/u8aI2bwlPitZrWyMaN2SDbQdlM7D8vL4/q6mqqq6tXTHA4f/488/PzmEymUFlXOgEln8+X03XEitRJ1RNrpQAFBQVJBwEgeZ8Y7okrKytTypJKRvvHx8e5cOECW7duZWlpKanj5HpGQDx0Oh0lJSVsa81nKb8Cv8+HzudianKC/r5zmM3mi/q8bCpPnALhmVstLS0XTTVTnjg+OT81IHIqwOOPPx73i+Nw+/jMvX0cqLdw86HoHUVXQxtNkp+fT1tbG729vSnPvY7cbunJp5j8t3/DPzNDxXv+haLXvY5z587hcrk4fvw4drsdh8OR9HHWQvR0xcUUvPCFOH/3O5b+8hBFr3ktRX/1anQZGKNVkKfnHc9u4Za2en78xBjfPzHKf0z4ONJg4pV7nDTNzITmPy8tLaU1Az0eWV+F8jgpsnZgnPnD8sP/k+gcUwC4dJXMlDyLudpXYtdtx+6tYsEOC0+5cc17I/dE1eIkjUMnadb/iGpjDzV6Ha5X/5hHRvPJz89ndHSUhYUFzGZzKH012Tnjm7Ee6lIj1nWujRBM9GF3dHSUwcFBDhw4wNLSEjabLaXzSeYeoNVQ7t+/n8LCQqamppI+XqLmc35+no6ODnbs2MGWLVuYmZlJSVezbZzWgmiNm2w2GzMzM5w/fx6j0Riqdc3W+83255hpwx85wWF4eBiPx4PT6WR0dDTUIEzrL5BMtsBmNJ+XGvEWx9LxxI8++mjWrxWv10tnZ2fIE/f09KTc8HW16y4QCNDb2xvyxHNzczm7OJYMyfyOrA4PXeOLlJgNVBYWcH7GgCyqoG13UajPi5YhV1JSgtvtzpon3giBgEgiJzg8/vjj5OfnMzIywuLiYiiYovUXSIbN6IlzOhCgTQXYtWtXKAtA2z7WF+f2hwaYWnDzv685gE6X/JdXa34VPpoknZpWbTvp9zP3rW9h+8pXMdTVUf/d7yB27ODJJ5+kvLw8VGeV6kP9WkUxyz/yYQpf8XIW7vgO87ffzsL3v0/hy19O8S2vR79c75QOJWYjf/esZt54vIFfPD3OHY+N8IF7F9hXW8RfX9nCtipDaJXKYDBQVlZGRUVF2lE+jWytQgmnlbwTX6D16e+i87vxyjwG9M/jgv+92Lx1zDvMeNzA2DPbmC1uiitM1O2wUFyZT3GFieIKEzIA4+fmGe0t5qmhGp4MvASjwUe9/klqnvbjLTRQU1NDTU1NqEGYzWYLzRkvLi4OieBqq1SbUfQUQRLVYr/fT1dXF1LKUCmAx+PJ+OzrcKSUnDt3LtQcKi8vj0AgkHJAdjV91IIcl112WeiBK5VpA8lOiknmHNcTvV6/os/L0tISo6OjLC4ucuLEiZCmRKvPTJWNHlCRUlJYWEhNTQ2tra0rmub29/eH7l+JrFJppRqKzUcy5bLRJmWlktmVDJn0xKtlZ2lBjoqKirQ8ca7r6WpYzEbqS/NprSzAoBMY9IJ8g+6iPi/aaNjZ2VnOnDmTFU+cK32z0kEIEdcTWyyWkCderRHlZvTEa14akIjohZcCRE4F0EQv2i9r2OrkW48O8dKDNRxuLE36nMfGxhgYGODgwYMrftHpBAKklPimp5n+wAdxPf44hS94PlUf/CALfj+dJ0+yc+fOUMMQSE3AUr2IUhVL08GDmP77s3j7+pi/4zss/uhHLP70pxS++MUUv+mNGDIwR7YgT88bjzfwmiN1/KZjkm8+Osw///IsWysLuKnBwJuv34/RoMdqtTIyMsLCwgKFhYUhMxprksRqZNx8ehzkPfkN8k5+FZ/HyxnLX3PedQWTkxZ8Homp0EB5fQEtu0wUVyw/7FeaKC43YciLvWJU1VLEwRvr8Lh8TPQtMPHwI4wNNDHwJyMIyeHDHgpL81bcOLQ541otVfgqVXl5eSjlN5xMiJ4Q4lvAi4EpKeX+tHamyBiJBAIWFxfp6OigsbGR+vr60LURPj4wleN6vZEZLs+gmcGysrIVzaFS1at4+h0IBDh79iwej+eifgepTBsIP8eNbkbjkZ+fT2VlJT6fj507d7KwsMDs7GxoNJb2gJvOaKxsBwKyHWSInBoQ2TTX7XZjs9lCq1QFBQUrMrfCyVRdqtLi3CMRHY43KSubgYDR0VGGhoaieuJMa7Hdbqezs3PFwl+qx9rIpQEABp1gx5ZnMoDqSqL7Wa1ZaUFBAXv37gWCwSLNE2tlI+l64myXaK1l09l4nnhkZOSS9MTrkhEQrx5KM4ElJSVR50PHM6D/ec85DDrBv9y4Peb+o33pAoEA3d3deL3eqM2v0ol+Lj32GLP//kmky0XlRz5C8c0vY3R0lOHhYQ4fPnxRWkqqxwrfZq1WUozbt1PxiY/j+/u/Y+F738Pxm9/i+NWvMN94A7pnPQtaWtI+Rp5BxysP1/KyQzXc2z3N1x8Z5qtPO/n1hXbeemUjNx96JsrncDiwWq2cPXsWr9dLSUkJFRUVSaVhZuyz83swtv8Q3SNfYmSukXPG2xiw78A3AUazjq1HKmg+VE51azE6ferHyzMbaDpQxs7Bu9CJUzxY/VPOPjJFXkH096vVn5WUlKxYpdJSfg0GQyiYUlhYmKno5x3AF4HvprsjRfLEMjerGdDwUoDIetBMjJ6KhjamLdIMQuoPbrE01e12c/r0aaqqqtizZ89F+1/LlahsGdC1MLXh9ZmapkSOxtLMaLKlSRupNCCS1aa3mEymi1apwlN+tVWq0tJSFhcXM1UacAdKi9eFVPtmRZYCRO4nHS2OhTYa0Ofz0dbWllFPHO26GxkZiemJ0w3IXgpovnXeIznvNHFk+y6MesEjvZM4bU4mJ7svaqC35p44BoFAIKu9eFbLOFjNExuNxlCAdrN64pwqDdDSniJXycOJZSIf7bdyT/c073ruNqotsaNnkTdnl8vF6dOnqa2tpampKeoXPlXRMz74Jxa+/nWM27dT/Z+fxtDaGgo4RBNXSN18xvv/eNtlQiwNDQ2U/du/YXnb21j44Q9x/OKXFN99D4tXXIHpAx/AUFOd/jF0ghfs28Lz9lZxx92nuHdMzyf+0MdXHxriTZfX81dHaikqKqKoqIimpqaLmoWEP+DGG42VdhqUDCDO/Iqp+37P+dkdXPD8D96AibwCPa2HyzHXeNmytYi6upX9K7wBLwKBQZfaJamb6iRQs5+5SRf5JWCMk00QTrRVKm2c2Fvf+laEENx555284hWvSHpqhoaU8s9CiJaUNlZkDa1HQCRaKUC8qQCZDgRIKRkcHGRycpIjR45ctCKaDtFWlObm5jhz5syKFNtINktK6lo3kYocjaU94KaShrmRiVfCGEm0lN/5+XmsVitf+tKXuOuuuygpKeGBBx7gqquuSmhOfDSUFuce8bJko5XHRpJOdla0cX5Op5P29nbq6upobGyMeo2nesxIL60twvl8Po4fPx714TQT5bKJPszmon4ng0EncHsDPHbBhl4nWMLArsZ6aizb1s8Tr0KuTSWI5Yn7+/tDnvj//u//eOlLX7ppPPGaBwKimTIpJf39/czOzl6U9hRJNNH0+QN88vc91Jfm85Yrm+IeOzwQMD09TW9vL3v37qWsrCzudsmaXt/EBIbvfQ/DkSPUf+XLeICTJ09SXV1Nc3NzzAsrXfM5OTnJ2NjYRV1F1wJ9ZSWl73wnlje/mf4vfgl+/3vm/vM/qfzvz2bsGDohOFxt4A3P2cfTY06+/sgQ/33/BX7yxBjffuMhapdTqCKbhSQ6GivlNCgp4fwDnPvVQzw5eQ1u+TbyTJLmo1U0HyqndnsxOr2OgYEBDIbg988X8PH45OPcO3IvD409hDfgpb6onqaiJpqKm2guaqapuInGokZK80pji7HHgc7Wj3f3zVifcFJUn7qohncOP3HiBNdffz1er5d3vOMd3HDDDbzrXe9Ked+K3CLaw3ysUoBEtk3muOFm0Ofz0dnZSV5eHm1tbRk3BZErSsPDw4yOjq4acEglAKxpsdfrDfUx0bKS4r2vjWhAEzXX4Q30wh9wh4aGEEKsqGldy874a10akAw6nY7S0lJKS0v56Ec/yqFDh/j1r3/NL37xC9773vfy0EMPpZzqq8gtoq14xyuPjSTdoGz4g5Lmifft2xcauxZru3SbBS4tLXH69OlVPXGqpQEaExMTjI+PJ+SJN2pPEk2LS8wGDjdaODFoB79k55ZCaiyJeeJYfV5yYqR2GqSjw7DSE588eZJnP/vZLC0t8fa3v53nP//5vPOd78zg2a4Pa94jIBK3201HRwcWiyVqKUAk0QToJ0+M0jvl4AuvOYjJGPsXHl5LpY1e0RpRrXbMZMe7zHzqUxAIkP/P78LuctHV1RV39Ukj1UBAIBDg3LlzzM/P09zcjN1up7e3F4/HEzMdKFvmU2ex4H7ZSymtKGfpG9/Efbod06GDGdu/JkzHW0o53lLKqaE53vnTM/z1D9q5442H2FJ88WpJtNFYWoMVv98fSv3x+/3JN/oaPcXIr3/FycHjzPtfSH39Eruft52aHSXoDSu/zz6/j675Lu4YvYP7R+9n3jOPJc/CTY03UZJXwuDiIEMLQzw2+RjewDN11MXGYnaU7uCTl38SS97KUZb66S4Ekrn8Q3hcfoqqMrPKpl1r73nPe3jve9+bkX0qcodIAxmvFGC1bZMh/AFba0TV0tJCXV1dSvtL5HhSSvx+P93d3QQCAdra2lY1B6lq8eLiImfPnqWpqQmdTsfMzAx9fX2hGfMVFRVrGqDNFqnWCGsPuFu3bsXr9WK1WhkbG2N+fp6CgmfGxWaTbK9yacfIlMGVUnLZZZdx2223ZWR/irUn3uJPOJGlAKl44kTRdFyv19PX14fdbk/YE6dyTM2rWq1Wuru72bNnz6rXejqeuLe3l4WFhYQ9Maxd4+1MogUCfAFJ3/QzExZGbC5qLCYKomSIRnpirU6+s7MzbU+cDGsRCMjU/rX9/Mu//Avvec97MrLPXGDNMwLC0cQgXilAJJEGdM7p5X/v7+eK1jJu3BN/HzqdDrfbTWdnZ6gHQSJf8GQjko4/3o/zgQcJvOEWpnU6Fnp6Ek53TWUVyu/3MzMzQ11dHYcPH8br9WKxWGhsbLwoHSgvLy9kRtOJkiWC+VWvwvPLO7F/+ctUffUrGROTyJWoY02lfOV1B/jbH3bwNz9o59tvPERFYewbWfhorJaWlhU1QdPT06HPpby8nIKCgtiR6tlzzP7uOzx+di9T3pdSXurihldspW7PymCPlJLeuV7uGbmHuwfuxuq1kq/P59l1z+bGhhs5Xn0co27lw7tf+hl3jDO0OMTQwhDn58/zu8Hfcd/Ifbxi6ytWnsdkBwBT7mbAStGW7P5eFRuL1Rq3ag/Ifr8/ZilAJJkwn1pz1kQCD+kghMDn83Hy5Mm4JWDRtkvWFHo8Hrq6urjsssswmUwEAoFQiqGWIn/u3DmWlpZCZrSsrGzDrkSle95Go5Hq6mqqq6svqpN3OBz09vaGDHsm60jXIhCQ7kpUOJuxU7XiYhIpBYgk3aCsthhXUlLC0aNHE/bE8Rq+xkIIwcTEBIuLi6tmOoRvk4onnp6epr6+PilPvJYZSdlg3L6EzeXlsoZizEY9pwbtXJhxsq8u/v01vM9LNE9sMBiQUq7qiVNhLUoDMqXDGzFIlAjrEgjQ0p4SKQWIJFL0vvDAeeaXvLz/BbtW/XL6/X7a29vZtWsXW7ZsSfiYyTycBxYXmfnUpzDu2MH45ZeT53QmtPqkkaz5dDgcdHV1YTab2blz50XbRqYDuVwurFYr58+fx+l04vP5mJ6epqysLKNGS0qJMJux/PVbmfuvz+B+/HHyr7giY/uP5FC9hS+9Zh9v/1Enf/vDDr71hoOUmBNbGQ+vCSooKMDn86HT6ejv78fpdIZqWsvLyzEajYj5MZz33c7JJ6sYcL+Mgnw3V720jq3H61aMrBxaGOLekXu5d/hehhaHMAgD+4v287adb+OmbTdhNsQODOmFnoaiBhqKGriq5iqklJyxnokaCNBPdRIoqGRmyoDeICiqyExGwGYVPUUQvV4fGv/W0NBAQ0NDwjf4dG/cc3NzcXsQZBKbzYbD4aCtrS1uCVgkyWixdk9bWlqira2NoqKii4xyZIq8ZkYvXLiAx+NBCIFer8+40coWmW4iFVknf+LECSorK7FarQwMDKDT6UI6nO5orGynu0JmDe7i4uKq2YSKjYuUkr6+voRKASJJJxDg9/s5ffo0u3fvTngxDtJbsEq2BCwVT9zd3U1BQQE7duxI2BP39fXhcrnw+XzMzMxkPPiYTTQtbiwzU2I2YskPnvflraWY42RJxyLcE5vN5tCqeixPnA4bKRCgsRHuz8mw5qUBbrc7dLElkvYUSbjo9U4u8qNTo7z2WAO7qmNHy6WUDA8PMz8/z759+5IKAkQeczWsX/gi/ulppt/6FsxFRdTU1CT1JUxG9LR6ru3btzM9PZ3QNmazmfr6eurr60Nds+fn5xkcHESv14cio4WFhRn5she+/OUs/OAH2L/8ZUyXX56RfcYyoMeaSvn8q/fx/34aDAZ845aDFOcn9xWXUoZSpurr61eMFpm40EV1328ZOVdOt/P5GAwBDj+3nD3PaQmN+pt2TXPvyL3cN3wfZ+fOIhAcrjrM63a8juvrr2esf4y62rq4QYBoCCG4oeEGvtn9TaacU2wpeOY7rJvqJLBlHzPDTiw1JvSGzImeECLt35kQ4kfAdUClEGIE+LCU8ptp7K8A2AfMAD5ADwxLKTPbOnmTY7fbGRsbo62tLasr8uG4XC46OzsRQnDo0KGUvluJPoCGNyDURrMlQ6Jm1+fz0dHRgdlsTtg8hj/UAnR1daHX6+nv78flcmGxWKioqMh4gDaTZDtQKIRY8Rl5PJ6LxsVq0wiSbZ63FrOrM5kR4HQ6U25MFY7S4vUjnid2Op0EAoG0PXGiSCkZGhpiYWGB/fv3JxUEgOQDAU6nk9OnT2M2m6mrq0vqPSaTkRvuiWdmZhLaJtwTLy0t0dHRgd1uZ2BgIBQ00DrGZ8ALpbV9LMLviZYwz1tkeubvASmREvTLi1VefwCjfvXfg5SS/Px8ampqLvLEIyMjoUyB8vJyLBZL0t/fjVQaAJn5HeaaDq+pw9BKAfLz89m6dWtKvxyt0ZSUkk/+oZcik553PmdrzNf7fD7OnDmDXq+nurp61dqnaCQqekvtHcz/5Cc4nv1stj3/+djt9qTNUiLHklIyMDDA9PQ0bW1teDwepqamVt13QAaY98xjc9uwuW1MO6c54zxDUWERVp2VWecsM9MzWN1W9pj2cGvjrSEzmmrUTxiNWN72Nmwf/Riu+++n4LnPTWk/4cR7ELhqaxn//cq9/NPPu3jHTzr52usORK2PSnTfOp2OkgIjpZ130f3AMA/MvwwfJmp2+CncbUCWOhibHKU/0M9dY3fxyPgjBAiwu3Q37zzwTp7b8FyqzM/cZEcCIymL0g0NN/CN7m9w/+j9vHbHa4P/6Peim+1lqfk5WJ9w0nioKGPmU8uMSBcp5esycDoIIXRSygDw3OU/NqAIqAT+F3hKCCGkSmVYQeS1opUCOJ1Oampq1iwIMDMzQ09PDzt27GBwcDClG2q0yS/R8Pv9dHZ2YjAYaGtr47HHHkv6WIkEZTWD29zcTF1dHU8//XRKD8haU8Ft27aFGurNzs4yODgYChpUVFTE7e68HqzlueTl5a0Yt7e4uIjVaqWrqyvp0VhrEQjI5DEcDkdGxgcqLc4ttFIAs9mclidOJhCgeWKDwUB1dXVK3i6ZQICm+/v27cNms2VlFKCUkgsXLjA7O0tbWxtutzvhxbFw9Ho9BoOBbdu2Ac801BsYGMDpdFJcXJyyJ17vS+GJITtev+TyllKmFtw8NTLPVa1llBbEfx9RPXHYuD2v14vNZmNiYoLe3t5QLxytjGA1cr1ZYDgejycjk25yTYezGgjQLuDIqQBag7ZUBcjr9fLHs9M82m/lthfuoqwg+sN9eAfshoYGenp6Uu50upp4BTwexm67DX9JCds//CHMZWXMz89nfPyU3+/nzJkzoIOyHWV0z3czMz9Dn72Pc33nWPQsMrc0h8PrwOFzhB76bUs25jxz+KMEiHRWHaWmUspMZZQXlBPQB3h4/mHeXvl2FhcWGR4eBgiZ0WTTMgte8AIWvvs95r/6NczXXovI8grXtTsq+K+X7+FfftnF//fTTr70mv0Jp0etECW/F/3pH3HhvpOcnH0RjsBxmncaOHzzHixV+diWbPzf+f/j1+2/ZtI9SZGuiBdWvpAXtbyIfXX7oq7kpSN6TcVN7CrdxX0j94UCAWJxAhHwYZXb8XsDlNTkrShPSIccrEvVAQHgGPB9YA/QA9QBrcBT63dqGwNNE7VSgJGRkawfU0ubt9lsHDt2DIPBwIULF1LaVyKBAO3hXNP9VFlNizUTv3//fkpKSkL/norhCz9WeEM9eGYlPLy7s7ZKtZ7j97I9Xzoe4X1empubo47GireStxaBAO08M4HS4s1BLE+sNWhLJftHr9fj8XgSeu3i4iLt7e00NzdTX1/P2bNnMzIGMBraw/nMzAzHjh3DZDIxNzeXcuO/WGhBX6PRyNGjR9HpdHg8now8eEc21NMCtOl64myw2vG3FJt4atjObzomASgrMFJoWt0Xr9ZPxWg0smXLFrZs2YKUckWpxdLSEiUlJaFeONG+39m+j2S6RCsTAdkMkhEdznpGgMfjob29neLi4lDaUzo1TQaDgbmFRT519zl2bCnktcfqo75uYmKC/v5+9u/fj8US7LKeSl1TItv5fD56/+sz5A8MUPPZz2Berj1KZ/xUNOwOOz99/Kf0yB5OzZ1isXNx5QvGgv/RCz1FxiIKjYWU5ZVRU1DDnrI9wQd9U3nwv/nllBhKGDk3wrPbno1OPHOh9M/384b73sAjc4/wuh3BwJXW3VlLyywqKgoZrdWyLIReT8nb/57Z9/4rjt/8lqKX35zUZxJ1n6sIxw27K/n3l+7mfb86y/ceH+VvnxV7rGQ4UkoEEn33r5i85zc8NvF8rL43UVUD17xiN1UtRXRaO7nz1J3cP3I/noCHyyov4x0H38Gza5+NcyHY7Orpp59ekdpqsViizuxNlhsabuBLnV9i3DFObWEtuoXgL33KUQNA0RYDmSqHytQqVCZYjmpqozs6AQ9wLzBPUPz61uvcNgpacz5NExcXF1PWYY3VbuIej4eOjg6Ki4tDJk3r4J8Kq2mqlhoa+XCeyWNpabUTExMhg6uRjUkskSvhCwsLzM7OhoI42vg9TWPWimyucCW778i636WlpdBKnsPhuGg01loFAjKF0+nMmUCA0uL0iDYpK9pY7ERJ1E+Pj49z4cKFFc1Zs+mJOzo6yM/PX1HukMrx4pUGuFwuTp8+HQpsa6Sqw/G2E0KEVsLh4lKlZDzxetBcbmZifolxuxuAy1tKEy4NSKafg9GUH/p9+Px+bDY783ZbKLstfFys5omz2bh8szZtzaQOZzUQoKXtRU4FMBgMSY/j09DpdNx5xs6wzcUdtx7BEPFFDgQC9PT04HK5aGtrW7FikmoAIp54ORwOOu+/n6pf/YqC66+j+IYbVmyXbGfVSNFz+908Ov4ovz//e/4y8Rfc0k2xsZjrG67nePVxSk2lGPwGpkemOX7oOIWGQoRfJHTh+v1+7Hr7iiAAwFbLVvaV7eO3A7/ltdtfG7y4I7o7a+P3Ojs7CQQCq9YI5V93HXmHL2P+S1/EfN216JOs102FF+3fwrceHebJYXtiG0hJ0cRjmJ66i3tHn82I5+8otgS49qVbqdybz70j93Ln/Xdyzn6OAkMBL2l5CTe33sy2km2hXZjKTKFaZI/Hg81mY2xsjLNnz1JYWIjL5cLj8aQ8A7q2oBaARW8wCCSWAwFDw4UUlAhMxenX9GvkUiBASimFEFcCTwA/B8xSSieAEOJPBMUPlYp6MYFAgM7OTnw+34rmfOkEZOEZrYr1fbPb7XR2drJjx44VfVnS+X7Gezjv7+/HarUmNP4qEaKZwkAgwJkzZxBCRG14Fbmyn6jpTfQzCe/uHJ6WGa4x4XXza1HHnw3SXSXKz8+nrq6Ourq6i0ZjBQKBUFPYjRIQyKWVKKXFqTM7Oxt1UpZer0/LE8fTcc0Ta41M18ITnz59OupI2FSmzcR6OLfZbHR1dbF3796L+r9kIyAbSbRSpUhPrD3w5oLGjNuXmJx/JnPkyeF5Lm8pDfUMiEUyWjxuX+Jjvz/Hmy9voK2llC8/NITbF+Cfn9PKtm3bovZ50Txxsn1eEiUXS7QyQSZ1OOuBgGgdUNMxoFaXn5+emeeG3VVcuXXl/NGlpSVOnz7Nli1b2L1790Vf3kxHP6empjjX20vTr3+DT6+n8n3vW/HzVMRIi5C5/W5u77ydn537GU6fkwJdATc03sBNLTcFx83pnxHzpaUluqa6qDRXIqXEE0gsTSweL255MZ9+6tN027rZW773onOMHL8XXiNkNptZWlrC7XaHaoSEEJS9731M3vIG7J//POUf+Uja55gIB+qKuffsDAEp0cURM93YEyzd+xX6+vZwbumdmEx+2l7aAHvs/GT4m9zz+3tw+pxsL9nOey97Lzc23kihMSgI/oDE7vJSHjGyMC8vb0XwxOFw0NHRwfnz5/F6vSvGhyUasRx1jAJQVxi8wermR1n0lzPa72P/9bUEAoGMRaMXFxdzJvq5zAuA5wEfCxO8A0CvlNK9rmeWwywsLIRGJ4VrYrqBAM28Rn7ftOaso6OjHD58OKE6wUSJpsXhzfq0rINMEKnf2v2lpqYm5gjC8G2S1f5UjGtkWqbD4WB2dpauri78fj+FhYV4vd6sPPBmM6Uzk/uONhprZGSEqakpTp06hclkWlHTut4pvtHQshpyCKXFKZANTxxv23XxxOfOceDAgVAmbuR2yQY8opUGaPeXWBMWUr2G08kkiPTEVquV8fFxenp6KCgowOVy4Xa7Exojng0uzDopMRu4amsZY3Y37aPzUX1rJLG0eNy+xMjcEm3NpfgCkj+fm+VQg4WyAiPv/3UPxfkG8gw6DtQW8eHfneO2F+xApzfQOWfgut170IugrrW3t9PX15eyJ16NVMvQo5FLgYBlMqLDWQ0E7NixI6pYpCN6X31kDF9A8q/P27Hi37V6zd27d8ccs5Pq7OtI0dNqXufm5tg3N4f1xAkq3vteDDU1cbdLBCEEw55hPnfP5+i393NF6RVcWXwlrzr+KkzG2BGzTKdB3dBwA59r/xy/GfjNRYGASAwGA1VVVVRVVYVmQZ85c4b+/n4CgQBlZWXBJk4tLRS/8Q0sfPsOCl78YvKPHUv6nJPlUL2FXzw9waDVRWvFxQ8kuulu/Pd/gSe6qjnj/BvQQcvlBczu6+M/x79Gz597yNPlcUPDDbys9WXsL98fEsUhq4v/a5/g1+2TzDq8fPwlO3nx/uqo5yGEoKioiLy8PA4ePAgEV0y18WEGgyFkRuM1BBtzjFGaVxoKQoiFcbq9L0RK2N5WyczCeMYENJdWoZb5PvC3wNuEECeBA8DbgL8HOlVzquiUlpZG/T2mk5kF0fVN62Gi0+k4fvx4xlP+Io+p1by2trZSW1ub0WOF6+Pc3BxnzpyJe3+J3Gat0TSmqKiI5uZmfD4f4+PjzM3NcerUKcxmc0hjMmFGN0ogIBKDwUBxcTF+v59t27aFalrDJzZoZjRVA5np70AOBgKUFqfAzp07M+6JY22reeI9e/aEJm9k6rjRPHFfXx92uz1uRtZq9f6xttG+SoFAgO7ubvx+f9yx3KkcJ5MYDIYVAVqn00lnZyfnz59f6YlLS9csW+B4SxlLXj+TC26ay81UF+cxueDBYpYYIrICfIFn/s3r81+kxd0Tizx6wcbMogeH28ef+qyYDDrqS/N5zw1befntTzAx76a+NJ/HBuxIJE8MzdExtkDvlIPGsnx2VReFPPGhQ4eQUqbkiVcj0z0CcmxxLCM6vC5ziVKthzo9Yud3XbPcvNNMU3nwoS68Iclq81f1en3SqfqwUvS8Xi8dHR0UFhZy2Y4djL7nvZj27cPy2tfE3S4RfAEfd3Tdwe0Tt1OeX84/1PwD1zVfR0tLS9yLIBvms9BYyHPqn8OvBn7FwxMPU1tQS11hHfWF9dQV1oX+XpFfsaK0QCzPgi4oKGDr1q2YTCZsNhszMzP09fWRf/w45Xf9Husn/4PaH/8IkeVaqgP1QfPUMbqwIhAg5gYRf/5fOp/U8bTzdfgxsbWthCcr7+f7jl8x3z3PNss23n3o3dzUeBP5+kJ++fQEr//qQ1y/s4L5JR9PDNnRieCkgnqPn3/7VQ+fvuc8FYV5VBbl8fZrmjnatLJOWROl8P4B8Ex3Wq0hWFFRUejn4SlTY86xUDYAgJgf46zjNVRvK6a4Mp8pe+ZEL5fqUgGklL1CiB7gXwk2Q/kV8A9Sys7lnyvjGYVY2pHMWKZoRJpILbqfbpO+eIRr6uTkJOfPn19R8xqPZB8utWONjo4yNDSUUHZDNmpTU8VgMFBWVsbCwgJ79uzB5XIxOztLT0/PitWXRLrsrzWrNajK5P7Dx4dpExusVmuoIZhm2pMZjZXpQIbT6cypoKzS4sySTlA2UofDGxFG9jCJJBOLY16vN9QH7OjRo3G/96kujgGhcddVVVWreuJUyYYOh3vi7du3k5eXt9ITL3fZr6ioyGq2gEEn6J1ycG7KQVuzZMnrp2NsgYP1FvbUPOPznh6xMzrn5qY9lSws+fjDeQfXGd249UsMWpdoKjVxf880T43M01JewNceHsbh9vEP17awY0shX/zTAFVFeQzblhidW6KxLJ+jTSX8/KkJAF57tG7FuHdNKyNH6ibqiVdjs/YIgMzpcNanBkQjlXqoQEDyibt6qCrK46Xbgw/72kN5QUFBQvNX9Xo9S0tLSR0XnhGvhYUFOjo62Lp1KzU1NUx/7GP47XZqvvJlRJQvWjKiMjA/wIce+xBd1i6OmI/wqrJXcXjP4YTmu2bLfP7jwX+kqaiJUccoY44xnp55mnuG70HyzDZ5ujxqC2upK6jj1dtezRU1V6zYv16vp7KyksrKSiBoaKx/97cEPvZxuv/9kxhueT0VFRVZM6NbKwsoMun54alRzs842YKNq8a+h/+CmycXX8lSwIJlq5Hxfef4j4XvYp2b5XD5Yf7uwN9xoPwAg1YXX//LBN9+9Jnmmw/0ztJUls8/XtfCSw5UU20x4fYF+PGpMYZtLmYdXh7ut3Ln6YmLAgHa5xJJZHfayNFYmhkdc4yxp2xPaLvxCRPz3goOtgU/30zOTM010RNCfAqoBb4G7AceALrX9aQuYcINqPZQHt6cNRtoxrW3t5eFhYWLal5joWldsuZxdHQUvV5PW1tbQh29IzV1PTvrhyOEoKCggIKCAhobGy/qsp+Xl7fCjCZyztnOCMjmSlmsVaLIiQ1aD4bwFN9EsioyaT61/aXSUT5bKC1OjXieOJ2MgMiH8qKiooQ9caITB8KJ5YkT2S4Vr+r3+zl16hS7du0Kecl4rGdm1mpE9cRWK729vbjdbkpLS7PmiQ/WW5h3+Tg5OAdAU7mZXdUrA4zlBXm0jy7w0yfH8fkDnLf6MA7O03Fiiq7xRbZXFdJYls/TIwucnXBQWmBkX20RpWYDg1YXjw/Mcc22cp4enefCrJPpRQ8T8+5Qaa7JqMPjC5BnWLmAGEk0Tzw7OxuaOqd54pKSkrif02btEQCZ0+F1ubOkInq/bh+nfXSef3/JLvLkBPPz83R2diYsQJBePdTS0hIdHR0cPHiQoqIiljo7WfjFLym59U2Ydu9O+XgBGeDHvT/mS+1fIl+fz/v2vg/LhIWrj16d8BcuW6JnybNw6+5bV/ybx+9h0jUZCg5of7pt3bz/8ffzred8i5bilpjnU1BQQMFLXsLsY4/D3XdjbGzAdu219Pf3YzQaQ2Y0U7WaOiF46YFqHuq8QOX0t7jKs8hTi69mMbCFMYOLB6ufYK781+hm5vA5WyhceBUG72H+orPw4bNP0DftXLE/k0HH7a8/wOGGlR26TQYdt17xzCro237YTt+0I6VzDq8300Zj2Ww2JqcnGXeMs9+4n6GhIcrLyzk7tZc8g4emg8EoaiY7sOaa6AFDwFeklIMAQoifAS1CiE+EdU9VrBFaQPfs2bM4nc6EH8o1UnmQlFLS09NDZWUlR44cSXj7ZA2ox+NhdHQUi8XCoUOHkmrmlwprbVwju+xHG/mkmdFYD6AbtTQAEjeHkT0YIk17rNFYmdThHH2gUVqcQTJRGqB54m3btlFdHb1EMZJMeuJESCVlf3x8HJfLxdVXZ98Tr0cAQQvQNjQ0BBt42+3Mzs6GPLHW/DUTntigE1QW5TG5ECwfry42XdQ7q6nczMF6C6dH5gHBC7aZGFgSNJWZ6R5fpHN8gbOTixj1gsI8HXUlJrZWFvCnc1ZevH8Ln3rZbv7n/gu0VhTwiRfv4l9+2cXD/TbedLyegIT/uLuPI40lvPu5W1dtVKgRrQfD3NxcKKsiPJAd+Tlt5owAMqTD61YakEwUctHt4zP39XGw3sLLLqvlkYf7OXPmDIcOHUrqQSUV0dNqnzweD1deeWXI6C788pcIs5myv/u7uMeLJypSSt7/yPu5b/g+nlX3LF5f8Xr0S3qWCpeSel/piF6y5OnzaCxqpLGoccW/T7umufWPt/KhEx/i69d9fdX9lP3b+5AeN0tfu52yvj623nYbHr3+olrNioqKmPNHE8Lr4kOldzPuf5jH517OQ74WSrbo0B+Z4TH315lfGqO5YCfXVbwLvXsnJ86Nc3/fHPf3zV20q9+9vY2m8sRSt3ZUFfKzJ8dXbVKYCFoE2Wv2EjgTYH/jfgwGA/1d3fQ7jtJYO8qsdZqysrKMit7i4uJF3XjXEynllwGEEHoppV9K+WohxI8I6pgynzHI5sNad3c3tbW17Nq1K6W0+2S+q/Pz80xOTtLY2MiOHTtW3yAMzYAmcjxtlausrIyysrKk3td616amSmR6vGZGBwYGQkGD8vJyCgsL1yTDIdulAalkHGgpvoWFhTQ2Nq74nLTRWFq2gF6vz3hGQy5klmgoLc4sBoMhpWxVCGqp1pcpFU+cbAAiEAhw7tw53G431113XVLeLBkPLqXk3LlzoV5Fa+GJs81q17Ber1+RHq+NQc2UJ+6ZXOTM+AL1pfl4/ZKTg3PodYLmMF9rdXg4O/HMaPKReT9bKvLAGaC0wIh30YPHF6C8MI+3XtXI5IKbC7MurmwtZXtVIXkGHf94fSuVhUYKTQb+9aZt/OjUGFanF39AYjbqubylJOEgQDQMBsOKrIrwPi9OpzPU56W8vDzjPQISXXheCzKlw+tWGpCM+Nz+0ADTCx7+99X7Odvdjc/n4+qrr076Qkj2uB6Ph9OnT1NWVobZbA4FAaTHg+Pe+yi8/np0ccRpNVP4y/O/5L7h+/jbfX/LEfcRLEYLO/bu4NFHH038TZEboldlruK2Y7fx7kfezf+2/y/PNzw/7ut1RUVU/Od/svj972P/4pfw9p2n4tOfom7bNurq6kK1mpEmq6KiIrH36nVh7PgB1j//gcemXsy4910UlwpKrljgx/7bGbQPsqNkB+85/F9cVXMVAKeG7HzhT4MrdvOG4/X883NaE5q3Go4l38CSL8Ccc/WurImiTQxoLmmmbksdC2ds+IFd+4PpZSMjIzgcjlCjmpKSkrQE0Ol00tTUlJFzzwRa4xMpZegillK+bj3PaTOQyuqr1WplcnKS5uZmtm7dmvQxtXTWRAMBY2NjDAwMUFtbm1LpQaIZAVqJw8GDB7FarSlNfUmFXNBwDW3WsxYE1Go1BwYGcDgcITPq8/my1ltgvUoDkiHycwofjWW325FSMjY2Rnl5ecrjYjVyKQgASotTJZPlshBc7ezu7sbr9XL11VcnfT2GlxUkQqQnTtaDJ6pzWomDxWLh8OHDa+aJsx18TJbwMajRPLEWoE103xWFeWytLOBoUwkBCScH5yg1r/wddk8sotcJXn5ZDXNOL5//wyjFXgejCz7G7W6KTHrMRj1un59Zh5e3XNHIw/02btxdGXq4Dw8sHGooYW9tMZ+8uw+9TnC4wcK1O1Yv70iG8EC2lDLU50XzxEajkaqqqox44lzKCMiUDq9baUCiojdkdfKtRwZ58f4q3GM9VNbXMz8/n1I0LJlo5Pz8PB0dHaEZ2FNTU6GfOR9+mMD8PEUvfEHKxxucH+R/nvofjlYeZe/8Xhq2NSQeaXLZ0J27G13P7xABL7rmazAvVoK8fPVtZQCxMIbOdgGdrZ/t/SfQVy7gb31OYseOw5U1V3LLzlv4Qe8PKKsuYzvb475eCEHxG9+Ice9erO//AFNvfgtlH/wABc973kW1mprJGhoawul00tXVFRLBFenIXhfGjh+y+Jc7eWjq+Vxw/yv5BZKSZ7n4mf7r9NvP02pp5ROXf4Lr6q4jIAW/6ZjiA7/pWXFu77lhK7e01acUtfQFJHeenuBIoyVjQQAITgwAqC+sB6DvpJVKwxh1e5rwN7bS2trKk08+icViCY3x0RrRaDWtydzocq00QDWgSp1YxkgLjiaqp1JKBgYGmJqaoqGhIeXmRtpK1GqlBOEzsI8fP87w8HBKKbSrBWXDJ8FoJQ42my0l87bZvqbhtZpaXfDs7CwTExMIIfB6vZSXl1NcXJwxI70WpQGZrrkPnys+NzfHyMgIPp+P7uXFi1SbM3o8npzqDwBKizPNaotUS14///KLTm69oom2ljJ+dXqcx/tneFH1Ak2NjczPz6cUlEvGE9vtdjo7O9m5cydVVVUrPHEmj6dNgkmm7DeSXAqsZoponnh2dnZ1TxxGZVGwkTWAQHJlaxlSSn7TMUmtxcSx5lLqS/PpnljEbNRRXJbP7nIDdbUWmhwB9AL21BRx7Y5KvvznAcrMBopMep6/N3ovszH7EnNOL10TiwQkTC+4QwGItubSbHxMCCEoKSmhpKSE1tZWnnjiCYqLi5mcnFSeOAY53yPg03efwyAE15cvsHfvAUpKShgZGcnqcbUu0ZdddlnUX/riXXehKyvDfMUVUbZ+hlirUL6Aj9seuw2DMPBS40s5eODg6qtczhl0vb9Hf/a3iMGHEAEfsqQRacjH+MBHOQ7Ic5/Fv/0m/C3PRZZvRWcfRGftR8wFH/p1tgF09gGE75nxkg3o0I38CvcV/4jnqneDSG+V5O/2/h3tM+18a/JbjHWM8U+X/ROWvPjvLf/oUaq//z1m3/9+rB+8jcDiIkWvfOWK14SbrBMnTtDQ0MDs7Gzou1BRUkjj5B/RPfVLHp66kR7XbRjyBJar3Nxp/gbnnL20Frfy8eMf5/r663G4A9z+l2G+9OeVGQD/35EC3njdPgrCHnCk14vznntwnzyFrqIcw5Yt5B05Ql6M9OT7zs4wZnfzrzduS+UjjIqUkgdGH6DAUECVuYq5xx9g1lbE1Y19+OtevuK1VVVVoVFqWk2rVvubzGisHKyHUmQYrVt1Ig8aXq+Xzs5O8vPzaWtrY3h4OOU0+EQModYlurKyMjQDO9XU+3jH8/l8oaaz4V2vhRBJBx1SbYa1UYyrTqcLmSyj0YiUkry8PEZGRlhYWKCoqChkRmONEEuEXOkRkM7+8/PzaWpqoqmp6aLmjNporIqKilXLLXLNfCoyz2qTtBxuP/0zTt72/ad4ycFafv7kKLvKdPzTsw+zpaIsNOEiWZL1xIlMTonHaro/PT3NuXPnEp4EE4uNoqfpkJeXFwrQRvPEmr5EC9CeGpzj50+Nc/2uSi5vLuEXT41zZnyRW47VMu30MTTrZHLBzfuft522Gj27dlWSbzLxlisbkQR7b33tdQdW1eiTg3OcGV9kzumlotDItqpC8g06nh6Z50hjeuUBybBly5ZQ08Fo/XCi9XmJxmb1xDldGnBucoH7zk7zip353HTN8bSMBawuQoFAgLNnz+LxeGJ2iQ4sLuL8058pvvlmxCoPUrFM6zfOfIMuaxdvq34bN155Y/z3tTSP4c//ge7JOxDSjyxtwX/87QR2vwRZcwiEgPlRBu65ne2Bc+if+g6Fp25fsQupzyNQ0kygrBV/63UEyloJlG0lUNrKqTPnucp+J6bHPo9+6gyuF/4vmFLv+m3QGfj8sz7Ppx/6NPeM3sNj04/xjwf+kZsab4orGvqqKqq+8hXGn/8CPJ1nICIQEI4QAovFgsViobWxFt3T38P/++/SPnMtHa6PI4Ue414Hd2/5IT3uLpp0TXyk7SM8t+G5TM57+ewfL/D9E6MEwu4TX3vdfq5sLaO9vR39skEMLC7iuPNOFn/8E/xTU+hKSwk4HLA8gnL2QCMPvrSZpy02rq65mr/e89fML/m4/eEhmsvNXLdz5bzxdG5Mvx/6PY9PPc4/H/pnTGOnaP/9w+jFc2h40ztA/8z3J3JqQHgjmvDRWENDQytGGBYXF19kjHMtDUqReRLV4mjdobMx+1pjbm6OM2fOXNQlOtlUVo1Y2u90Ojl9+jTNzc3U1dVdtM1GzwjI9rkYjcZQgDa8s3NnZyeBQGCFGU3mwXstHtTXcv+RzRndbneoB4PD4aC4uDikxZF+YLOaz0uRVD1xRVEe37n1CM/6zEP89IlR9AK+8zdXUlKY3ri5RD2x1+tNeHJKPGI9oGtjwLWRh+l6/UshEBDOCk/c2orX68VqtTI6Osr8/Hxo9F5FRQUBoeczf+xnasHDE0N2Ftx+XF4/AQnffmwUi9mAw+1jeG6Jt1/TDIB+eeQ1gAg75mq8cN8WnJ4AQzonRr2O5+2pYld1EV5/AL1ubX5H4VocPj1H88R2ux2r1crg4OAKT2yxWC56j5vVE69bs8DVSgPcbjfDfV0U5ekY8eQn1Y06FvFEL3xG6Z49e2J+yR333490uyl60QtTOt7TU0/zzTPf5Oqyq3nbtW+LbUakRNf9Kwx/vA0WpwgcvhX/4Tcit+wPPvyHY6lnrO55tFz1UaR7kcC5+9A5pwmUthAoa0UW14MuetpYQD+C+6bPENhyANODH8H8y1txve7OVd9bPPIN+byi8hW8cu8r+XzX5/noqY9y19BdvOey99BQFGe+uE5HYHERfQLjYfAtYez4Eb5HvstTU8/izNKn8UsDBbv9/KHyO5zxPc0W/xbeWPFGbqi/gSV/MR/8dS+/PzMNwKF6C0+NzAPwjbdUcffYF1k0XsHg/CAFF5xU3X0Sx513Ih0O/JftpfstV3N/rZXTs6cx2Ba45ozk5keHefknh9G9uoFvbfsW523TnHzyeqwOL//18j0XNQlMdZVrxjXD59s/z6GKQ7yqYBvGn76JXtcXadpfhqn04mZ+sb5T4allW7duDd0sxsbGmJ+fv2g0ltakJ12EEM8HPg/ogW9IKT+V9k4VSbFaaUA8RkdHGRwcvKg7dKqjpyC+Fg8PDzMyMhJ19Umn0+FdDsQlQ7T3Pzs7y9mzZ9m/fz8lJdHHfKbSI0DbJtkmg9kyRWvV2T9aZ2er1XrR6L2KiopV50BvhoyAePs3mUyh2l8pJQsLC1it1lAAJbyMIFMZAUqHc5dEymX/3PtMKn5AQu/0Em1pBgLi6f/S0hKnT5+murqa5ubmzExxiqL7fr+fzs5O8vLyOHr0aEauy1zrqbHWGI1Gqqurqa6uRkqJw+FYEaB964FC/vsxDxOLXgIBiUEvKDLqmF/yM+fyYdILvvLa/ZQX5jGYphYLCPXY0gmBQScwLD+PZFuHQ+cQ4/yj9Xmx2WyMjY1x9uzZFfes/Pz8TavFOVkaYLPZ6Orq4sDOnbwnz82Hf3uW33ZM8pKDz9QLpWIUYh1XO97u3btDEftYLP7uLgz19ZgOHlz1eJHmzul08uGHPkylqZJ/v/7fY14AZucYxh//FbqBPxGoOYjvld9F1h1e9XgAYzN2+mbLKCxsoMJYQYWpgvwYQYCwE8V7+M0gfeQ/8BF0kx0Eqg8kdLx4bLNs46vXfZU7++/kq2e+ylvufwvffs63YwYDAvPz4Peji/c78C1RP3oXnHgvp6aeRafr3wlgoHB3gD9W/YinvI9Tb6rntkO3cWPjjUzZPXzxgT7uOjuOXsCNrSbcGPnThXmEcRZT1b3882OnkUhG/3QXt/04eJPSeqb+/Llmfnq8F+ilYaGeGyuexfYDB9n24m1U/fksrk/+F2/Z/RbO5HXwp8nfYC4o5XuvfAP76i5Oa0tF9KSUfObpz+D2u/nA1tdR+Ms30eu7Dk+ggO1X1Se1r0gibxZaGUFPTw//7//9P/R6PSdOnKC5uTnlKKgQQg98CbgRGAFOCiF+LaXsSuvkFRkhXkqq1ojK7/dz/Pjxi1aDMp0REAgE6OrqIhAIcPz48ag1r6mu0ocbUCklg4ODTE5OcuzYsZgPpekEArSmWm63m7KystAovrUwPWvFap+N1rRUG73ncDiwWq10dXXh8/lCn0u0Bk4bPRCQzPSW8NW88NFY09PTfPnLX+b+++/HZDJx9uzZpKdzhB1D6XAOs5qWdg9OcttvejjaUMSnX3WIv/vB0/zTzzq47x+vxpwX/J6lcs3ECsgm44nTOZ7L5eLpp5+msbGRhoY4i0RpMDo6yvnz5yksLAxl5aTbvHMjIYSgqKiIoqIimpub8Xq99I/P4PTMgpQIAX6/xC0C6AAJ+CXMLAYD7ulMcPn9mWnG5908d1clvZMO/tA1jdmoo6WiILTvXLon5uXlXeSJZ2dn6erq4p3vfCc6nS5UhrGZPHFOlQaEG7QjR45gNpt5dYXkF0+N8am7e7luZyXF+YakG1zFOq6UkuHhYcbGxkLHi4d3ehrXiROU/vVbE7owwkXPZrNxz9P3MOod5X3H3kdRXpQvUcCP/i+f4fipzyPyzHhv/A8CR94cczU/HCklvb29LC4u0tbWFmokoqV1WQpL8c3lE1jSs//62qjn7937KkwP/QfGjh/irv6PVY+ZCHqh51XbXsWVNVfy1vvfyodPfpivXvtVjLqLMzwCMzPBbSqj3Hh8Sxg7foz3ke8yNfUsHtACAHsC3F/1Y570PEadsY4PHPwAz2t8Hg635H8fHOKHJ8fwBySvPlLHXx2p4VN393FybJiWrQ8yZ3iMkiUD/3pfLS0nh6Kef3XLPj6+7TnsPTmF+MEf8Y3fTd2970bo9Ux88/3oduzk/Y5mHm4vpmZ3J3k1v6O56o1R95WK6N0/ej9/Hv8z/7D99ey66114RRFPybdQVG6gZmvqNXSRRI7G+sMf/sDNN9/MU089xVe/+lVe+9rX8q53vSuVXR8H+qSU/cvH+THwMkAZ0Bwg1kqU0+mkvb2duro6Ghsbo+pFOoGASEOorT7V1NTQ1NQUN4KfyjG1AEIgEODMmTMIIWhra4t7PaYyblYIgcvl4tSpU2zbto2ioiLsdjvT09P09fVhNptDZjQ8ALFRU1kTNYjhZlSrmbfZbKGaYK2BU0VFBWazOevjA3MpEBBJ+GisD37wg2zfvp0f//jHfPCDH+T8+fM8/PDDqdRpKx3OYWIFZDVPPD85yRf+ai9Xba/GnKfnu28+wohtKRQESGUcK6TviZMlXOesVivd3d3s3bs3K2OKpZT09PTgdDqjeuJ4gcjNzE+emuT7J0ZxeCWNZWbG7Ut4/RK3T6IDLqvJo3Pay4d+28PP/+boqhNcvP5AaMVfSokvIEP/f6TJwraqAvbVFrO3pojHLsxRX/pMECbXAgHhhHvipqYm7r77bl7ykpfwxBNP8MUvfpE3vOENvPOd70xl1zmnxeuSERBtVcfn84XSg8INml4n+PCLd/Pq20/w+fvP88EX7ko5EBAuQtpql5SStra2VQVUCIHj7rshEKDohauXBWjvMxAIMDw8HEyvLRrEOG3kxsYbox9j7EkMD3+WuZK9mN7wI3SW2oSO4/P5cLlcAFx22WWh5l/CZ8Q1amKo00ZP3xyBZb13509T11J1caQ3vxTfzhdj7L4T97W3gTH1pjCw0iTWF9bzviPv4wOPf4Dbu27nH/b/w0Wv98/OAqAPP68lO3nt38d98pecmHoWXa5/x48e824P91Z8l07/k9Qaavm3/f/GC5pegMcn+NYjo9zx2DCLbj8v2r+Fdzy7GYfbzz/87ARzpnuo2PYoX/60a/kAXiB6EEBXXc2NfQUs3fHZ0M3S/LznoSssZP7b38Y/OcmnDr2Ghy/Yed9NO/AXP5+vdn2VRyYe4abGmy7aX7KiN+ee47OnP8seyzbeeuKH+D1+fsuXsE37ufaNrYgsNlopLCzE6/Xymc98hry8vJQf+IB6ILyT0QiQwHgLRSZJJig7PT1Nb28v+/btC3UojrVtJpoFaoZwz549ofnJiWyXDEIIlpaW6Onpoba2NmZwI3KbZB/OtRTMY8eOYTab8Xq9oYe6yBUGn8+X3EjUHCOdVXu9Xr9iDrSWjdTb24vb7cZkMoW+m9kYUbgWgYZMdfq3WCxcfvnlfPKTn0zn81A6nAPE+s5F6yelNTE1mUwXBS0ri0xUFj0TSEz1WgnXU7/fT1dX8FkkEU8MyWuAdryhoSHGxsY4evRowqvzyRxL88Q6nY5Dhw6FPHFBQQGNjY2hQOTU1BS9vb0UFBSs6OGRLXKhZOGyBgs/fXKcxjIzxSY99iU91cUm9ALKC/MozYPG4iU8Xg8j57txu924XK6oKfEOt487T09ysL6YA3XFPNRnZcbh4aUHazDoBA2lZhpKg6816nVcs33l/T2XAwGRFBYW4vP5+OxnP7tqc89VyDktzomZNNq4kJaWlosaNgHsr7Pw+rYGfnBimJdfVpvySpR2EbpcLk6fPh13tSsSnU7H4l13kbdrF3lJzM12OBzYbDYOHz3Mh377IZ5V9yxKTBfXowLI+qMEag5ito3hNyaWdqKlVukwYnCU0/XnCRbtS0yen2d6yAESispN7L66Gq87wLnHp9m6vYXFJTtdXV04HA7Onz9PRUUFFosF74HXY+z6BYbe3+Hb9+qE3+dF7yWKsb2+/npubr2ZH/T+gGNVx7i8euV3PzA3F9w2EEDYh8l78pssPPknnrA/l7NLnyCAHsMuJ78p/BZDeX20FrRy267buLHhRgIBHT95YpzbHx7C6vBy3Y4K/t91LbRWmPnKX3r5Xs+PMFb/mavPLfHur0X/7jh3NTF5402UNW7H8tGPweQkSx4P+ddey9L992PcsYOyD34AKSUjv/4DQ5Vb6avdwfdesZd5XQf/+ujXOVx5mGvrro26/2RF73Ptn2PRs8jHZl3oHHZ+o/8OE0N+nvW6rTTtz3wEPRKfzxfqzZGteeGK9SVcS6WU9PX1YbfbaWtrW7VhU6qzr/9/9s47PI7C3Pq/2a7d1aqsepctWS6SLLlh03sNJYSQBBJCArnp9ZJwU25y03ty0yFAeiAk3BBCD6GDccO2eu9d2iZtr/P9IWa8K62kXWltDJ/P8/AgSzt1Z94585ZzopcdHBxkamoqYUK42kRAMBikq6uLurq6FZMNEpJJBEi2ina7ncrKSoxG46Jn1MIKQygUwm63Mzk5icViQavVIooiZrN5zWJZJwKpbN+PFnAKh8MMDw9jtVo5fPgwarVadiLQ6/Up2ebJ3BGwENFzqafi8JsTC69pSZy1srJSdgBaDq8XJ15NF4LL5ZJtWhNdVioeJrJfkgCsWq2murp6SW2c6ARt9NiSxIlzcnLiCsadjPCGRJy+EOm6+Ve6yTk/Bab5RFFEFGW9qogoUltk4gNnlPFo67zmxFev2MA51WYUgoDFFSAUiVBgmn8We71eDh8+TF9fn6ywbzabycrKQqlUkqZRkmPU8HK/nZf77QA0lphQJVikOt5xONUJ9ujr/c0Ui1/3RMD4+DiDg4Mr2oV88vz1PNE+zf880skXT9OuOhsTCoU4fPhw0u1IqpkZAm3tZH8msfboQCDA0aNHEQSBuro6Xp54GZvfxhUVVyy9kKAgdP5X0d77VnwdD8G2dy+7DbvdTtOhdhwteixDEfrpml+NAFlFehouKqa0NpPMgjT8njBP/rIDjV5JpjmdbGUGZWVlHDhwAJPJxPjYOG1HuzCmp3GaoRBlx0NrSgQshU/UfYKjlqN869Vvce9F92JQH8syanfsQJmdif1zn2L2rHzagpcxGvgeCiWIG2Z5NPP3DCv6KNeU851t3+HMwjMRRYFHW6f55QuDjM362VmewU+uq6ShxMThEQtX/PmXzOn+Rb3HxVfvir1mcu74Fbrt2xEDAQKtrWgaG5k9dIjanTvxl5Ux19PDbGUl/m99G7VOh/9Tn8ITCvHIwVF2jw3hPu1S/nrrdgZcbXzhpS9QlVHF9/Z8D60y/sxxMkHvpYmX+NfIv/hQUEeVdZTHtX9kfEBkz9srWNcYP2udyipXCgPoGFAa9e+S1353CicBJOHWQCBAc3MzGRkZMRZ6y2G1L+UShoeHMRqNK7bor3WbY2NjWK1WqqurE04CQOKJAGncQKFQUFZWljBBUKlU5Obmkpuby/DwMOFwmEAgsEhx/41CRlMFpVIpW+pVVFTg8/mwWq309/fj9XoxmUwyGV1t1X2ldte1IpUEN0WuAafi8BsEEideKM66HNYyprVaTpxsIsDv988XrRQK6upWtp6LhtQxsdI9JWkbbNmyRe5uSGTd0WNLBw4cID09XRaMS5Ul6vFCJBLh3s4g/xjv5qtXbOD5Xiu/fWWUb15ZgzcY5smOGT56dgWCAD9/fpDNhen8u9MiL/9yn52d5ZkYtSpyjLHHl5aWhkajob6+XlbYt1qtDAwMEEJJjjmbPSVmBixuvMEI6ToVuysTv4Zeb9HWZPBm5sSvi0YAzJ/U9vZ2AoFAXCGqhTClqfncxdV87u9tPDuUQWVFcmRQmrXy+/2cddZZSYuF6PYfAEHAeOmlK352bm6OlpYWNmzYQE9PD4Ig8NjgY2RoMjij8Izl9zN9PvsrCgqWC5NjY2MMDQ7R+wiAR/590YYMzn9/FYrXZnQQIzj3P8GD/zffgpmXNsyhn3bhM6zDTwa2aYHB0Cg+TwhEBfrMCDV152Lu/RsH9j2PKb9sSS/S1UCn0vH5bZ/nQ89/iHs67uET9Z8AMYKy/xkU+37DXGM1za4r8Lpz0RkhVDvBPzS/xSJMsTNvJ7dt+CSRwQg7C3fyTLeVnz8/SO+Mh80FRr58eTV7KrNwB4N87LHfcch5P+lKBw98P/YBmXvP3TFij4JGg3bbtpjPaKuqyK2qQv+Pf2Dv6MD4qU/iKSnmyJF2Mr79YxSiyOnXnMWYq4fPvvJZCvQF/PD0H8YkNhYi0aDkDDj53pHvUi2quGV0gCcNf2K4T8Gua8qo3pW75vUnCsm3fY04CFQLglDJfLB7J3DDWld6CqmBUqlkdnaWgwcPsmHDBnJzl76+4i27GvLp8XgYGRkhMzOT2trapJZNJhEQiUTo6urC7/dTXFyctPNMItuSEr75+fmUlZWt2s9boVCgUqkoKiqSBZ2i1YslMmo2m1PioJMKHE9Bv+hYptPpKC4upri4WLZAtVqtDA0NoVAoZJJuNBoT3p83WkdAXl7eWldzKg6fBFiJE7e1tREMBhPixNFYTSyWupj8fj9nn332ik4e8bbp8QcRQvP8HMDi8seMLEiYnZ2ltbU1hhMng0SSsqOjo4yOjiY1brDUtqJFTqMtUUVRjLFETeY4jqcrzFnFSv4x7OU9vz8KwO7KTNbn6um3eJic8/OtJ3sRBPAEwmiUCrLS1HzmgkpGHT7ufGmY3hkPDSXL24ZHK+yLosjfXh2lfcgFPT0cHfPgDCnZVJjOkWE7jWWJJQPeSAlZePNy4uPeERDvBvZ6vXg8HoqKipa16luIq+oLeODwGH9qmeWqbb64lk/xEAqFaGtrQ61Wo9frkw4Soiii2b8fzbZGVPn5y352YmKCgYEBGhoaMBgM9PT04Aq6eH7sea6qvAq1cnkSJ3jm7e0iejPxLl9JFNDj8bDrtF3kqm0MNlsZarEBsPPKciJiBJ/Lz8TeZvpeHmHSUy4vb/UV4ZpyoWUMtdGO2mimqDSLtHQ1fYcsaPQq9DtvQNFzHw1p40zqNzI6OorT6SQ9PV0mXWsho3XmOq6uvJq/9f2Vt/gjFL/6Mu0TtXR4P0JI1JJZ4GPdK/fQl9vK3XURzi48m5tqvsnm7M2EIxHuOnCA7919mK5pNxXmNH547SYu2phDOCLy432P8X/Dv0FUT/DOVzO47tljD8fcu36NtqEhoX0UIxHm7rgD529/h3b7djLe+U5MXi+jP/xfyiwD+D71nwQrKvj83v9EJaq4reI2VAEVonZpcpxoUPp580+x+az8dGyK542/ZbBXw/YrSth4xvLXXqrnaVPx4BJFMSQIwseAJ5m3SvmNKIpta17xKSSFeNekKIpYrVYsFgunnXZa0sJQqyGfFouFrq4uioqKVhVDEk0ESKr92dnZbNy4kYGBgVUJ/y13DzidTpqbm6mpqZFn3aXKlSiKhMNhQqEQgiCgeM2HOVFSolar45LR5uZmgFWT0VTieCYCllp3tAUqzFcZbTYbw8PDuFyuhJ9Rb6RKVCosq07F4ZMbEicuLi5elVVfsnot0Zpcer0+6SQAzN+LP3y6H6snzLeu2cyhIQc/e7aPr165ia0lx7h5PE68mm0tFYslUUCfz7fkuEEoFJJfOpOJwwstUSXL5VRz4mTwTJeFYETkkk25WFwB7j04xnaTkvpiE/sGHLgDId63uxSFIHBoeJYLanJ4on3+veJ9e0rYVpqBJxDGqFWRkabmG1fWYNIlr7d2RlUuv37ZQ79FQWVeDhfl6zg6ZOOJg52EpjXk5swnrpdL0IbD4TdMQlYUxTctJz7howESEZTmAZNtD/rKFRu56pf7+MVLY/zoncu/GMGxeSHJnmTv3r1J77O/rQ3l1BTam28G4KmOabaXZZJtONZGI4ri/Eu/y7Uom/v0yNP4w34ur1hZZFDwvCaYN7wXKs4A7bHWsFAoRHNzM+np6TQ0NCAIAjqDirEuB2oDXPWJBvRZag490E7vqw6CYTUwnwTYdFYOWy8pRaUSSPv37Wha/4Lv3P/hkE/B1jN2IooinXunySxQM+UvQ6W6kMD+Njy7LqaqZgNqnRKn04nVamV0dBRArlAlU4mZP0YbH3NDh6WGfzeb0Lk+h0IhUtJgoqv4AL91/JarLV6ueznCjo98g3W7LiYcEXmifYY7XxqidyZARbaSb11Vw2Vb8lApBB7uaOdHTT/Cr2mn1J7JD+8JAfPn0njjjWR88hOJC82Mj+P47vfw7d2L4ZpryPzsbUScTmY+/glyxwf4yyUf4HM3vJ02exvToWlu33o7JYYS+eGwVCtZIuTwwOQ+Hh5+lPfbZ5nW/YreHgNbLy5iy7krzwmmMqgGAoGUPdhEUXwMeCwlKzuFlEBKjobDYfLy8lalDp1MIkAURQYGBrBYLOzYsQO73Y7b7U56m4kkAqT52qqqKrmSuhrbweUSAdPT0/T29rJ169aY9l0pESDto1qtlv8tvdzGI6PLxaZ4ZNRqtTIyMiK//Obk5JCVlXXSdAusFYkmGbRaLYWFhRQWFiKK4qJn1FIJkzdaR0AKRgNOxeGTBAvjiiTOuhpOLCEZNxW3201zczNlZWUUFxevihPD/HFcutHMD54d5sbfHAJga0kGG/Pnr1WpaOV2u5PucIi3rXhxPxQK0dTUhMlkYuvWrYvOXTgcloU7pTgciUTkcyXdo8kkaKPt5aLjjSAIcrxJlhMnAqs7gEmn4uDwLIeGHAzbvDSPOZn1BpnVh3jVNosggC8Y4QN/buaCjTl0T7nmZ4VfwxPtM9TkGWUtASDpJICEogwtWqUSnUoBCLjDSmor8rmgJocMrbAoQZudnb2IE7+RbGL9fn/KbCdPtlh8whIBoijS19eH3W5nx44dtLa2Eg6HkyYuVXlGrt2cwd/abNw47GB7WeaSn5UCbG1tbUz3QLIXh+uxxxBVKtTnnI3NHeBzf28jS6/m5++sZ3OhiWAwSHNzMyaTicbGxkUX9mODj1GWXkateeU22EjRdmazG8g49CvE1vsIb70BNEZCLiuOqXFqCqpI19UhTrrp6s/mxQdGyC4ykNXoQqPz4v3XPXQc2I5ZPc6ePQ6eenUbCAI1ZxQgKETUL30PTetfEBHQvvhtzgz7cW1+gWBaOX53iNGOWUY7ZoHXVP17+tl8TgE73lIqex1XVlYSCARibnRpbjM7O3vJgC/YBwi+/Cd6j8zR7jqX8yLnEdS6qbuogJ7CA3xv6B4cVgcXl17MdZ+/AeGGj2D6679oL93DFx/uonfGwzpzGh+s1/LhK3agVAj4Q0Fu/ufP6Qv9A0Ep8K0nK6g63Ctvs/CJx2NdCJY79x4Pxn8+zOQzzyAIApm3fw7D295GxGbD8rGPExoe5uDNt/Eney6n99k54HoSjULDBWUXYFQbKSgoWNRKFj3ru9KL+qzPwXdf+TwV/iD1oW/R2ZtF7XkF1F+4WEAz7v6vQrhnKaSiCnUKJyckcdby8nKMRuOa2tkTebmW1K91Oh07duxAoVCsWl9gpeWmpqbo6+tbNF+7FJFMdltSO62U0Ig3M+rz+eR7XXoWRCtzL0VGE01UqNVqCgoK5HjjdDqxWCwMDw/LrfJmsxmDwXBc3QiO92jAatqHo59RC6t3RqNRjsVvtI6AVCQCTuHkwlKceDUvzIkmZZfixKu5lxUKBXVFRs5Yb+bZ7vmK8yfPX49WrVyREyeLeElZqchXUVGxSFBRsor1+/1oNBoUCoUcZ+MlBBbG60T3aa2cOFF4AmH+59EeqnP1fPycct7zewf37B2hKFPHN66o4u5n2thelsF/Xbyevxwa546Xhmkdd7I+V8/knJ8PnzVfEPzVi0M832vlLbUrF1GXQkQUaZ9w4fKHyE3XMOX0M+bw4fKH+a+L1pGbPt9dsvAZZbPZ5PEKybrxjdQR4HK53rSc+ISMBvj9flpaWkhPT2f79u3yPORqFaff3Wjm+UE3//NIJw9+cBcqZeyFJIoi/f392Gy2RerXUgtVohefGArhfuJJIo2NiHo92QYNf7h5Ox/7SxPvvPsQ/33JOopD46xbt46CgoJFy9tDdl6dfpUrKq5ARERYdvIfMObTedr32Jjuxth0N8r9v0JABIWOQrUOxfjjcBhaPJfywtwHKdqQwXk3VzPX9hj63/wHbpce2E4ooxJrQRm7r1Px/B97GTrioP7CQnRd/0BU6RBCPgj7Gc2/CIOxBKVS4MIPbCDoC6PSKFGHrKQ/8j5e5EuMd6bBW0pjdnMhGZXmNoeHhlCLfrwRFV6vF61Wi2LsENP/fpTOXjOD/osQUVJYoWJf5iPs1f6LJ8QCxnrG2Ja7jY/VfoyNWRsBcLzjHbjuuosvKh9jrric7791I+dXZ9PS3IRSIdBibeG2F76OUxxlY7Cer//oMDCfBMj66lcxXH5ZYt+xKOL9179w/O9PSLdY0F96KaaPfRRVfj6hiQksH/s44elp7J//Oj/u1FBgUpGfGeTpzqc5q/AsjOrYF47o6l0oFMJmszExMYHNZkOpVKLT6Rb5iAcjQb74r3djDfn4kuPjdPYXsfHMPBovS7xCkOpEwCny+eaBdA1JbZqSOKvL5VqLDc6KWMoRZrX6AkslAiRSLTkeLEwwrybxsJB8RosCSs+xhfuQkZGBxWKRBadyc3Nj2kalZaKJaDgcxu/3y5ZEybauSmR03bp1slf24OAgbrebtLQ0QqEQfdNOyswG1EoFNneAiMgiYahkcbxHA9YayxZW71wul0xG3W43/f39shhjqsloKgmox+M5FYvfZJDEWU0mEzt27EAQBNlJZTVt+ivF0+ikw0JOvFr1f6VSybPdVp57LQkA8NVHOvniReUMdrcvyYlXg4WxWLKcXZjQgGNJgOLiYpqamhAEQXYIMBqNciIakDu1pHgcDAblka7ozyUCjUYTnxMPD6NUKvH7/TicLl5os1JXZGJjwcr3tMsfwqhVodcouaDGzN+OTPBSv42JWR/pOhVz3iB/PDDG8GyYLLPIjCtA24QTrUpAEMCgUfKp8yqpMM9bgX/2wvUUZiR/fUVjxhng8IgDmztIrlHz2nZUiKLIiMNPnim2ah79jJI62iT9G7vdviQnTgVOJWQTw3FPBDgcDlpaWqiuro4RvFmLyqlBp+bDu3P56tMT/Gn/CDeffmwGXmqf1+v1cclasoTQe/AgYauVyHveIy9XV2zi7x88jY/8+VW+9GgvN2zP54unxRfzUQpKSowlPDr4KG22Nm7aeBOXlV+2rFaAQqEglL+V0LW/ZWywh5HxaRq2vSaAEnCh6PgnnX8MkGVwcMEtO1E6hyl9+XZEfTYPOH8AwKwlwisPDMrr7Hh5koZLSvC990m0//gAytF99Fe+h+BpH8MgzLeV5Vbq5e0LQjrGQ0oqXG3sG8rk2d/14PeE8LuC+GbdBAMC5xbcR8nHvo6gNZEZtpI78XfUnQ+icAzh0eVj6dxOy2QJ/Y5G5sJXoNME2Hx6FtVnldNPJy+98DgAWqWWH57+Q3bn75aJ5dHRWX4QqOGbgoL3+Lq54APXkpGmJhQK4RN9fO/I9/nHwD+IBE3cMnAxl/3fsS4bw1vfirqyAlEUCba3oywsRLmEWnhoagrHd76L76WXUG/axPT7bqbh+usB8Dc3Y/3s5xADAXr/82vc1qaiIEPDZ69QcfvBD+EJeXh71fLOCiqVSp71nZycxOl0EgqFZB/xrKwssrOzuXP/xzkcsvG5mXczPrCJ6tNy2XlVWVJEO5XZ1VMdAW8uRCIROjo68Pl8MW2aa/TDXRbT09P09PRQV1eHyRQrRJTKjgCp40Cv17Nt27a498xqOgKiyaekeF1QUEB5eXnM56KJZFpaGnV1dTIRtFgssqidREYNBoNMMlUqFUNDQzgcDrZs2RLTOSAlBJIlo1KrfCQSYWJigp7BUY682o5eo6CmKBtLOI3sdD1mgzplL/KR2VkiTicRjwdBq0VVXIwQVQXz7T8A4TBhiwVlfj6603Ytu75UJxmiE7Tl5eXs378fk8nE5OQk3d3dpKWlyd0CqWj/PNk0Ak7h5MHs7GzKOfFyywaDQVpaWjAYDHLSId6yySYCFAoFbZMu6ksy+PLlNbRPOvnWox28+Gorl5++dVkXsGQRHfeXEwWUtFlEUaS0tJSysjI5OTowMIDb7SYjI4OcnJyYSr1SqcTn89Ha2irHdylJK20/2QRtRkYGGRkZrFu3Tn5+HO0e4mvPugC4/8Zqakrzljzvrw7P8ptXRqjO1VOTb+Ch5knaJ5yEI6AQoK44nb39Dh5pm3cA6Do8yYNHp9CqFWzMM1CTb6BvxsPBIQdHRuc4t9pMcebaY1u+ScuZ68280GPhyOgcerWST55fSfPoHM1jc1SY0zAblk4yR+vfTExM4HK5ZE4cDofJzMzEbDaTkZGx5hh6vGxc32w47okAi8VCY2Mjer0+5vdrDXq7S9I4p9rMT57t57LafPJNOrn6tJz3arLbdT32GILRCDu2y4FIFEVmp0f5VIOSp4qL+PPBcfpsAf737XUxugEAJqWJBy5/gKdHnub3Hb/nawe+xh0td3BDzQ28df1b46rMS6S1q6sLj8fDztN2H7uYFSqU+39Jhu46xpWbUIS9pP3jFgD81/2Zze065iw+KraaUacpePHeXqwjXnyuEK+++ipbhv9I2tghWjZ8CvXm9+IaFBnaO0rDpcWkpavl1lUAweegvMhKm1vLnMWHTu3H7G9GqXDQw1mE3B40h+5ENfAcyqkmREFBqOQMhnJuoaVFzdhgFRFU5JnnKKxXQzZMCD38vvkXHHIcko/39xf8HqUwf3yz3iBferiL53ps5KdrUCgEzt+QTUaaGlEUeW7sOb438gNcEScB++n86DkH67qOJQGUeXm4//lPfC+/THh63ifVcN11ZN3+OSJeL96n/k2wpwfXX/4yf4wGA4RCZHz6Uxjf8Q6GDx8GwP3YY9i/8U2E3Dx+e91t3N+moK5Yz6Wn9fClQ78gNy2XO8+5k5qsmoSvJVEU0el08gMqHA5jt9v5+97beTgwwPtGLmdudBflWzPZfW3ygkGngt4pLAW3241Op2Pjxo0x15VUhUolRFGkt7dXrs7Ha59PVSJAag8tLy+P6TiIt1wwGExqW1IiIJ4ooIToJEC0onA0EVy/fj1+vx+LxUJfXx8ej0cmOxaLhUgkEpO0ljoFJFIr/axUKpcko55AmI/e38qh4Vn5d9l6NeesN+FyKXhm0MslG838rm2KazdoMGaG6fZlxnhCJwvpZT3i8TB+4UWL/p7+vpsRPV7Sb70Fy8c+FvO34pdeRFim+pNKK9R4EARBtm4URRGPx4PNZqOzs5NgMCh/P5mZmasio6luSU3lS9UpvL44Xpw4XnyTOPFy1fm1xOJbduWQmWVGrRTICNr4VIOSndu2p9xmT+LEnZ2dS4oCRicBomPxwuTo7OwsFouFgYEB1Go1OTk56HQ6+vr62LRpkyxEGi36utYErVarRafT8d9POuXfvePPPUAPV67X8JbaXDaW5ZNtMtI742bc4WNriQmjVslv940SWTDhFRZhb79j0XaCERG1KOIOhHmx18bGfCNHRuZQqxRsyDOQpU+NhoxWNX/863MNmPVqzAYN59fkMObwLZsEWAhRFElLS6OkpISysjJCoRAOh0MuIkidAtnZ2avSMTqVkE0Mxz0RUFVVFTfIrKUSpVQqEUWR/768hit+sY/vPNnDf52dR19fn9zyuhSSsp/y+XA//QyGCy8kpNPJQaG1tRW1Ws1pO3ewR6GgviST/364k7fdeYCfv7OeLUWx1S+VQsUl5ZdwcdnF7Jvcx+87fs//Hv1f7mm7h3dueCe3bLkFleLYVyGKIh0dHWRnZ8uigPKxP/dNFNZujJsacB8IoX7icwjWLvzX/Qkxq4KNUe6EXa9MYR3xyv/29mXQOVaKa/aTDBw8g9ALg/Lf1FolOaUG1u+Ytw+LhEMIXhvGHD1XXlSE7tAv0R25BzEnmzHvBnomziJTNY523+OE8+pw7P4qne6z6D7iw2nxo9RA1ek5bDw9nyntCM+PPc/z488z4BwgTZnGZVmX8bj9cS7IvgCHzUFmZiZKpZJ7XhnhuZ55B4Tf37QV8Y9hBJUaX8jHlw98mZcmX0IVLMI9ehMRbzHruj4rH8PzxQ2ov/w/XHLoEZx33S3/PtDczNTN7yPYtliYU7NpE1lf/CKqkuLXvvQIsz//Bc7f/x73pno+s/mdTFi1fOLcMiY0f+COjsc5veB0vrzjy5g0y9utLMTCoKRUKunuu5vf+lt529RFaEcvIa9aR8YWNwcPHYwho4mQylNtUKewFEwmU9xK51rIZzxIs6HSGNhSL3OpGA2wWq10dnbGbQ9dbrlktuX1emlpaZEVr6OxVBIgHrRabYwFntVqpauri0gkgtFoZGxsjJycHNLS0uK2ri5HRh84MsFXH1usxG3zBHmwxSr/+7GO+Z9/3yayKd/Il87Ppm3YgtjdT6ZeI2sLLHxBWQoS4RZdLoT0dESnE2VxMeGxeUtk529/B4Dr/vsXLbtcEkBa9/GcHY3ZF0HAYDBgMBgoLS0lHA7jcDiwWCz09vai1WplMprouZHWmwp4PJ5TiYA3EZbjxKtNykoV7WhMTk7S39+fUk68cDlEEaUg0tTUjFarZc+uHTH37ajdy0u9Vt6xo5iICH/aP0KeP3ndEokTm83mZUUBV6raR1vgwbyey8DAAH19fWi1WqampgiHw2RlZcnridYWSDZBuxA/vraGD93fEfO7h/sCPNw3BoxxYZmSfw8fey5W5xoWJQGicevppWzOT+NHT/Uy7o6gUSoIhkX6rR425BromJzvIDi72syGvNS8xM44/TzXYyXboGZXeSYHhx08123lwo05lGUn97K+kLOqVCq5cw7mY5/VaqW7u5tAIEBmZibZ2dkJc+KTUbT1ZMQJ0QiIh7VUoiSF1NJsPR88q4KfPtvPVqObGy9cPBsab7uJElB/Swui243hggtwKZV4vV4OHjxISUkJJSUl8ueuaSiiKs/Ix/7SxLvuOcTXrtrENVuPdSREZyj3FO5hT+Ee2qxt/K7jd9zVdhfdjm6+ffq30Sg1eDweLBYLZWVlVFVVxeyPMPgiqoN3Emh4L6FAGYJiAk3Xg0SqLkLM2QRiBIT5m6rv0Ax7HxjAXGLAOjqvzt2zzwKcgVZwUlyXjd8bYLJn/m/tL05iylejNggEPRCaGmRDMB19631om/6AEHDi33I9njO+gONX3wDAu+GttBZ+l+GhNIYethMJz5JbYaT+wiLmGGVzbRFfO/o1nh17FoBtudu4dt21XFByAa/OvMrjBx7norKLsNls9PX10eZQ8FCrH4CaPAPZWgVWwL9vH8rCArKVIT688UMUz21ien0xD7dM8eXd7+dr+34DQIlrGmWGDtMHPoBuxw5mPvghAILd3XG/X/N3v4vuvHPnyWwohOepf5Nz5504x8ZoaTyXz5dexobcDO6/soagaohbn3ucG6pv4CO1H0EhJE9SJfVaCf1H7+G/R/7BuTNnkTtwJSWbMzn3pvUolPPX9+zsLFarlf7+ftRqdQwZjXdfnRJGOYVksRo1/WhIlRqFQiGr9a9fv578FWxWV0s+pSr94OAgU1NT7NixI6G5wmSPUxRFhoeH8Xq9nH322YueK0tVnxKB3++nv7+fqqoqCgoK5Jjf0dFBIBAgOzubnJycmGr0QjIarS9weoUJpTBfJTp9XRY/uqaG5996E/0ZRdxZf82i7Tt9YQ4MzXLVb491D3zsrByuyBHo7e3F5/PNEy69HqPTiSIioq7ZgKBSEXE68R8+PN9J9VpiSZmXR/EzT8vnhWAQ6399Ht+LLy55DsIOB8rXKm/xcLzVpJeDUqmUkyIwb+1mtVrlc5ORkbGmTopk4fF4kkpAnMLJjVQnR6VloztWu7u7cblccfVSUrVdhUKBz+fjwIEDsivXQjzbNcNfDo3h9Idw+kI83TnD+QVhLk3i/pbiY2VlJevWrYv5WzLJ2IUQRZHJyUk8Hg9nnnkmCoUCu90uCyqmpaXJL6U6nW7FBG20rsBSSYGdZRkc/q8z+cI/u2RLv2hEJwEAembcaJUC/nD8Z9fde0fYUqAnGBFJ16oIRSLoFEqc/hC9My5USiUqhUDfjJtHWia5qr4QpWLlc+QJhHmpz8au8vkE++GRWTRKBbVF6WQZNGzIM1BfbEKrUqBRKVArVxerF3LihdDr9ej1ejlBmywnTmVx7M3MiU+4faCEVMxDBQIBGtOsFKWruLc7zA0XrfxQToaACtp5oiMoBHw+H9PT02zdulXOJkajtmheN+CTf23h9r+3MWb38tFz18kEdOFFusW8he+f+X3+0v0XfnD4B3zmxc/whS1fYKB7QJ5VjIbom0P96Cfmj2FujHD3I2ipRhBA2fcUab9qRFRqEM3V9KTfwot7K9GbNHISQMLVWf+NXu1keOM/efmv/TF/m5sK8vRdxxT393EnG13PUFCuwVF+KXNzJpx/tDA1cyMAT+3fCnhR6/ys32lmw+5csgr1KBQKmprGmPHOyEmAnXk7+cmZP5HX/ezYs2Rrszmj8gwGLD7uPujllQEHpRlqbqnTsikzwujIEOmXX05o714cX/8G7wZ0V2YxdvVWzt9axDu2FzJ6+Tq4L0T43j+hCQdZl2uYfyBoj1U/VWVlZH7h82i3biU0OorodqPZsgV4revjnw/j/POfCI9P4M/N567Tb+Lx/Ho+dFY5t5xeikoh8MOmx1AKSm6quWlVSQCIDUqOrn9wW/edbLLvpqb/ego3mDjn3fNJAJi/xiW7FZjPXEsB0Ov1kpGRQXZ2NllZWXIgPdURcAonGlIsnpqaYmBgYJFa/0rLJYtwOIzP55NJbjIzmwl3gkUitLa2ynPl8ZIAUhI72fttdnaW9vZ2Nm/eLHcx6PV6ysrK5HEhm83G1NQUXV1dGAwGcnJyMJvNaDQaJuYC8pznhMNLtkFNvknBwc/ukfcNr5d6az/11v6YRIAu6OPOZ37AnEbPwbyN3LvpYkIKFSa/m8nf/JE2zyjVb7+Swr3P4W9vx2ez4Vt0BMeQlpND8N034gR8+/bj37cvoXNgvOk9KFbo4EhVIqDf4qF72s0lm3IIRUQebJrkkk25Sa1bal0tKSmRW4ulmWOVSiWTUYPBcFySF6kUgT2Fkxdr4cRScUwSIczMzFxSLyXesqtJyvp8PkZGRmhoaJDb6Rfi3aeVMucL8Y+jEwDcuKuUyvBIwve3JAooJd6isZYkgDRmANDY2CjHcenFXxoXslgstLW1EQqFMJvN5OTkxMyuL5eghfjaAmqlgs+cX0muUUPbhJPDI3MAmPVq6ktM5BjUvNhnZ3LOj16toDpbQ5YmzIw7zKQXrN7Y76oiW49R8KPTp9Nn9eD2hxEBbwhUkTBGrYrJOT89M14ioohyJcFyIBiO4PSFeKpzBsdMGD0uuaNApRDYWZ4pf3ZdzuqTlMlw1tVw4lMdAYnhDZsI8Hq9HDp0iKqqKr5uVnLLH49w98uDfOScdcsum4zfqjJjvvV7ZmCAmUiEsrKyuEkACdkGDb+5qZH/erCdnz/XzzkbcmIqZvHwzg3vRK/S840D3+DT9k/ziwt/gWXMEhOYRVFEnGxFMTeGqNSisPej1ezALxqZC+VhUk0TuOg7CHOjKEb2cWQ/IEYoq82i8+UpsowWtir/xligln97Po/br4e/9qMzqsgq1GPM0mLI1GAUJ8jovguT+yiiKNDiuYJO73m0d2qg00+ayYEp59gL9jnvqcKYrSEjPw1BIcaqYIf9fPPoNwF4b817uWXTLfJyvpCPvZN7uaD4Er77rwH++uo4eq2K/7p4PddvK0T9WkXc4XBgvfEGHJddisFuJ+Pe+wg0NSFcczUAgaNHUXz6M4huN2G1llbzOiZv+AA70/wwOCBvL+3CC9Bt3w6AuqICgIjLheuB/8N1771E7HbCGzfzj13XcY9YSnV+OvddWcPGAiP+sJ9vH/4hjww9wuVllyc9DhAN6ToIDjzL5w5/k1zHWewaeBf569M5771VKNVLB0SdThfTWiwp0kpCZGazmUAgkLJA9WYOev8/4nhVVxUKBV1dXQQCgaS8oldDPn0+H01NTSiVSmprV7ZiXbi9RDoCJFEnaab0yJEj8t/WQjxh3tpwcHCQhoaGJecdlUplzOy6y+XCYrHQ0tJC83SAQxYlb9+Ry71Dv0b1qJnGfAOXvWs3gS98HfW4BU1dHWGbTV7f4/+4De+tt1D0trdz9D//mzyvgzyvg6rZcd7V8wx9piLWOScQpHPzvSb8QNoF56Ou2YiqrBS/y437G/NdYGGjkfBHP4rmu99FYbHg+9+f4APUC7rXomG49q2YPvzhZTsAFmJVGgE+B6rBF1BONaOYOIL/3P+meaqA53ts+IJhJmb99My419Qiu7C12O/3x7g0SJZhqbJtPJ72j6dwcmGt47JSx+pCEcJElk12u8PDw1gsFsrLy5dMAgBERPCHjsV5bzAMisSu65GREcbGxti+fTsDAwMxy6ylI0sST8zOzqa8PL4WU/S4UHl5OaFQCKvVytjYGB0dHRiNRjlpoFarExrnkp4fAIUZOj530XoAXuy1cceLQ3iDEZ7ttqJVCfhD88f65/c1MusNsTHfMJ9wt9rpGbOSo5jX/MnOzkat0/NMkxeL0siZVdk80T7NkM2HPxTGF4zgDYTIMKfx0bPLcPpCi3TMACbnfOQatSgVAp5AmHBE5MKNOTzUNInVB5Xp2piX/1RhLcWrhZx4dnYWm83G0NCQnDRIJSd2uVxvWk78uo0GqFQq/H7/qtZptVqx2+3s3r0bg8FAXh5cuiWPO14Y5Mr6Qkqzlp5TiW6hWhGvzVV5pqaoPPfchIKXWqngK1fUsH/Axpf/2cHnGpevRImiyIbABv6j6D+4a+IuPr3303yy5JPkiDny38PhMGLxTtyf7EHQGEAQqHYEaPrmqxx2X8vpby0k1PheAARLF+cOfpCHHV9h+OAAaaowdlcOz/Fh0owKCmqyKKgyUbDeREaeDkEQSPvFVoTh6WM79dpVcW7GHewsfYWJ3d/HnabHMWcDPMzZlGTkplHZYI75fqXjfLH/Rb4/+n1mQjNcXX41N1XdhAKFfNMfmj6EL+zjsQP5uBzjvL2xkI+eUxEjZLKwPdPj8WA99CqRf/4T06c/w3BuDoq+Yx0NmqCfC0cOMZ5RgHZjFerTdqHMz0dZkI+65pigX9hqnU8A3H8/otNJeNtO/nbZhfzenU26VsXbypV84dpG1EoFk55JvrDvC3Q6OnlvzXu5dfOtK37/yyESiaCbPsq3X70drf1qdo5eTtEGE+fcVIVKk3jWUqFQkJmZKT+A/X4/NpuNyclJpqencTgccuZ0pbbApeB2u8nNzV3Vsqfw/wcCgQBzc3MYjUa2bNmSFBlLlnw6HA7a2trYtGmTXMlJBol0BMzNzdHS0sLGjRtlj+Podtu1tKAODg5it9vZtm1bUvfki0Me6osL2FFZiXF8lgNP9/D7x1oZ8uax2+li96F/EnnwHlSACIguJ+rCQlT5+fheeglRqyXt7nuw330PFZmZLHyCafNyuLdwC63mStSREEGFiktO38C733G2/Bk9kHX1VfI5sNvtuB96COVr34Pwg++TuXu3PKIRmpwi2NWJ7rTTEFapwJ+sRoBy9AD6+6+N+Z3qz2/h3SKEwxfz0uAOxPQC3nXp+dQXpXN4MjWJMa1WS1FREUVFRUQiEZxOJxaLBY/Hw+HDh+XuPqPRuOpk3GqSTqdw8mK50YBAILCqdVqtVmw2m8yJk0FSulmvuc+Ew2EqKipWvC7/uG+YpztnuHFXKQ5vgL8fGWe2KMyOZbpcJKHsQCAgiwJGO7isJQng8XhoaWmhsrIyqWSJSqWKsSKV7vOjR48CLLInhNh3DYvFIr/vSKKOSqUShULBmeuzsLgCPN9rBUHEE4gw5pjvxfrAn1t49lO7pb3ApC+gunTenlAaWRodGqBY7aYh30R+bgbeQBb3vDKGWqEgqIggigJWd5C/HBpHROBdO4owaOdJvs0dQKEQeKbLSn66hs2F6RwaniUcESnJ1AHz59jhDTLrDZKRlhqxQQmp6mKNl6CVOPHMzAwOh0PuKlktJ/Z4PBQXF695X09GvKE6AqQAIVmARAe8L1y6gRd6rHzjsS7uuGGxmIiERDsC/H4/Td3d5AgC+XoDviQSF6Y0NV+8vIZP/bWFf2en0dgQP4EQCoVoamoiIyODW866hY0TG/ncS5/ju/7v8ovcX8QQUYVCAdpj2ShDhpqN2UfomDmfLRVbkc6EquV+CjRdXJn5FV50/Qcm9QyFVSpyrno/GfmL52hUe3+E4J5PAogqHajSEHz2+f2rexfCBd+gSCO1/qzHMjZHq6OdnBo/+/bti7FiCRHihwd+yMNjD5Ofls9P9/yU7TnbY1qlJhwevvPSw4iChg3pdXzhuo0JVWj0ej2aD3yA2ewsHD09aNwepEeX95pr+K63glFzKT98RwOHZ32cv8GMWqlAjEQIdnQyd9ddeF/eS7C9HUSRyOlncX/NBfzRbsQQVvLhs4t5R0Mew31dqJXzyYovH/gygUiA7+z+DmcXnb3s/iUCra2DB1u+jMd6Ezunz2DddjOnv71CHgdY9Xq1WgoLC/F4PGRkZKDRaOYfEKOjADIZTU9PT/ih6Xa7qXite+IU3hxY6MUcjWRbsWdnZ2ltbcVoNFJcXJz0i8py+7IQo6OjjIyMsG3btlUpB8PKZHdqaoq+vr4YUUBpH9fagtrR0YFCoaChoSEp0uMOhHm538az3Vau3prHQ01TaLU6BNssm2ZEtk13kRHwAPDkNoGeIgHlxcV8+4xvy8+WvLw88pxO3I89RthixavUcO+AH6vOxMtFdcxqj4mIqZUCwbDIpsz47guS13lOTg45f/wDbW1t5OXl4fV6ZeunrKwszGYzprPOQlgDwUv2eoxkryNUdiaC14Zypl3+fRAldjEdIRIE1yQzFgvhIsNxESJUKBRkZGSQnp6O3W6ntrYWm83G8PCwrPwvJWgTVVWXrr9TePNjtZy4s7MTr9dLZmbmqmaYk+LEr8WU8vJyxsfHV3Riuay2gCyDhqu3FiKKIrlGLbn+sSWvaUlsNjMzM8bhRorFiYoCxoPD4aCjo4MtW7YssrNNBoIgYDKZMJlMrFu3jkAgILsQxLMnnJiYYGRkhO3bt6NWq5ma8/H3IxNc35iPQavkwaZpAuEIoghlWWmcvi6Li2py+Mlzg5xVFd/2WhAEeX7ebDbT29tLrjmLmZkZgnYbelUEZ2D+fPuCEdyBME90WPjsRevkJIDbH+LJDgulWTrqitK5//AET3ZaaCgysbUknaNjTqpy0lin0DAFvDLg4NLNqS0OHS8tGIkTu91ueVTAZrMxMjICrI4TezyeUxoBqUayQU8KQjk5Oaxbt47m5uaYv+ebdHzivHV858kenu6a4cKN8bN9iXQESJWhmpoaXOnpRObmkm5lvXRzHudUm/lrp5UbzvayriBW0EqyvaqsrJRtXc4sOpPPbPsM3zn0HXpne8nKylqSeCoGn6cs+BTtbGNqOMC611ytgqd9lJnsHfS69Jy/7bQVibOYWQGA7/r7EfVm0n53IQCBi74jdxlEo+2ZKZQqgT2X1JFmUslWLP/u+Dd/tv4ZS9jClaVX8untn5atEaWWt4dbpvj2v3oQS5tZb2jkzqvrUCoUCWcFVQX5pL3vfUz097O+thbvM89ivf12cupq2eBI5/BgkPf/+hXK5yYprvRROD2K/8ABIjYbCAKa2i2o33cLfzVs4J5RBVq3klvPKOK9p5WQkabG7/cjCAL3dt/LL1t/SVl6Gd/e/W3K08tX3LeVoLB00nLkawxYPsZmex215xXQeFlJSoOgNEsqPaQqKysJBoPYbDZGR0dxOp0YjUY5CC5HRk+NBvz/A+n+TLStX3oxb2xsZGBgYFXtrIlc91Li1+/3s3PnzoT3Lx6WGg0QRZH+/n7sdvsiYa1o8rnaFtTm5mZyc3MpLS1N+l43alV86vx1fObvh/j0I6+gEYz4mEZZFMSU5qWnaBt/03sZqRgl8poA1GV+HXv37iUYDFJaWkpxcTGesIeM//y07EzzUW8AnRJC4QhWVwC1SiBDp0pK/VqCXq8nNzdXtn6y2+1MTk7K+gZSV1eydmLJjgaI+hy8b3/NEtY1ifHOHQDcF76AbrGE9/II/aFCnv2Xh+K9B6kx66HhblCkfvZeisMajYaCggIKCgrkKqLNZqO1tZVIJCLHYZPJtOSxBgKBhMQwT+GNj9Vy4tzcXNatW0dra+uiz0QiIodHHOwon6+Uto3PUW7WY9Qei6WJcGIp8RttoZoIJ843abn6NeFsQRB4+/ZiXn11Mu5yHo+Ho0ePxrU6FASBUCi06rEs6WW8sbExrnvOWqDRaGK6gqLtCYPBIAqFgtraWvk+9odhwhnknv3jZOs17Buw4/aHOH1dJmaDhpf7bKSpFPzPFRsS3geFQnFsVCHbRb9/gFcGZvH6/IQikJ+uRKcU8fnDtIw7KcvSMWr3kZGm4sCQg6w0NW5/iPW5BjRqBRsL5kUBs7XQ7VFSV52TkMhgskilrtVS61cqlbKV71KcWNJ5We45dWo0YA1IhUKq1BYqBaHoSnk03n1aKX8/OsE3H+vm9HVm9HHarVcKXhMTEwwMDMiVIU9GBuFZR9KJAEEQ+PIVG7n8Zy/z7X/18ev3HBNukQRQ4tlenVN0Dt/hO/x74N9UGisxm81xW6hC9in2Om8i3RSmdMt8kBdFkYHJWWYjhTScVpcQcQ5vvhbP5msRZkdIu3PX/Lprr4+bBJjsm6P/iJWGi4sxZM7fMFlZWXhUHn569KdkqbL4ysavUBgqpOXVFrKyssjJycGUkcnXHu/h/45MsLUkjQltCJ9ihGn/FEX6olVbsajKygBwf/0b3ADcEP3HF8FlMhHetAndGaeTfu55/H04xJ0vDuGxh7luWyEfOrOcHOOxG98T9HD39N0cdh3mvOLz+MK2L8jJjLVAtPVy58MfxD75n1Q4K9l2VTG1Zy3teb5axBNGUavVMS1tLpcrhozKFTyTKeacpzoRIAjC24H/ATYBu0RRPJSylZ/CmiA5uKwUL6TqdigUkl/MU20/KCEQCNDU1ER2dnZMZUhCspWEeKMB4XCYtrY2VCoV27ZtixtzAoEAg4OD5OXlJVUNcLvdsoPCWkZsvIEIGqUGf9iPLyJSkpnJ7i3TzPisvNSRhk2vQxVF0Jp8TejCOrYWbWWvZS8PDTzE/fZj9n1bc7Zy57l3IggCGkCn1cgdD9L3mKhX9sLEikqlitE3cLvdWK3WpF58o9e9WoIo+F3yz5cr97FFMcgORTe7xQ4KBRs7/a1oJ0J4ux8ltPGqVW1jOYTD4UX7Hl1FrKioIBgMYrfbGR8fp7OzE4PBIJ+f6Bf/VCtVn4rDrz+WG5dN1ElL4sTSGFMoFIobh/92eIyvP9bFf19eQ1WekQ/fe5SLN+Xxjas3y59ZqSNgfHycoaEhGhsbY9wrVisyiCDgD4Yk0xECoQjOWTudnZ3U1dUtqtaLoohKpWJ0dBRRFJfkxPEgJXrn5ubYtm3bmpLJiUBqUc/IyCAYDBIKhcjMzKSvrw+P10eOed4R5qZdxdy1dxirO8S5G3LQqBS8dWs+ghjBoFVSk6cnGAwmxIkXPgv/3W3D4YfTKrM5MOzAEwzjjyjIFkL8+tkOsvRq8jL0GPR6fGGwuPxMzvpRKQS2FqczbPfxUp+Ns6qy8ft8CIKQ8pEACcc7EZAoJ45+Tv3/yIlft46ARIPeyMgIo6OjMUFoqcA1P5+/kRt/c4hfPt/PbRdVL/rMUsRVFEV6enpwuVwxolfKjAwis3OoVxH0SrLSuH6zkT+22HmqY4aLN+cxOjrK6Ogo27dvX5SZFEWRbG02m7I20RPuYXZ2lv7+frRarZztkyr8Bwd3MBee4Srjj1CLtUQi6bS3t6NSqdhaX4fSOY7C0olg6UJh6YKQj8BbfgGq2OqC+snPom76U8zvAhd8fdGxRMIi+/4+iCFLQ935x15iw+EwQ91DaBQaco25XF53ufx7u93O5NQ0t/1fK/snI7yrPovPXFzDkO/nfOrFT/GRFz/Cj878ERsyNqzolR19jqSgp65aT/4DfyM0MsLMwBgPPNeJoFbxnrftwV1Rzb45JS/3WhixebDf24PVJ7KtUMd/nl9NXfkx5ejBuUEeGnyIx4YewxV08dHaj3JD9Q0pqdZ7rT185+FPkD1wG3m+XHa+rZDNu1OfBICVg6qkgp6eni4L4EgVPMkuJzs7G6VSicfjSXX2sxW4FrgzlSs9hcSxVDt+Ii/zklBffn5+jMDS8UgESDaEVVVVcec4peNI5v5cSFqjRQHLXksoRkOKRTt37sRqtdLT04PP55OTm9E+0wtht8+T2tra2jX5v7v8IX72XD9FpnS+v+sc/n7YhkmdzW3bazBoVETOFVEIAne33c1d7XdxXv55NFmaeNDzIA/OPhh3nU2WJp5reY6tJVsX2ROq1epFXtnSM3opMrrUdyAIAkajEaPRSHl5ufziOzY2Rmdnp1yFMZvNcWc2V9UyGgmjsPVg+P2F8q9yhTkM19+FM3czaY9+jPOHnpf/lvboR+DRjxCsuQr/uV9GNBbEW2vSSESpWq1Wz49t5OXJSRObzUZ7ezuhUIisrCx0Oh1er/dUHP7/BInEUlEUGRkZYXx8PGZUaqmX8rc2FPF8j5WvP9YFQIVZzyfPX79ou/GWlWwIPR5P3I6s1SQCRFHk/g4v+tFBvnjFZprH5vj+4+28q1rgktPjc+JwOExxcTHp6elYLJYYTpybm7tkhT8cDtPe3o5Go6GhoeGE6WyEQiFaWlrIzMyUdRSUpjz+sG+YS/MMjE9O8f0XZ5gNCpRk6RmzK/joeevRqufP71sbS5YUHFyJEwNcu7WAltE5Rmf9hCOgVyvQa7UU5xrwBCLkGxS0T8yitjqJiCLrco1ElFqy0udHh7eVmnD5wwhx1p1qnIiOgEQ5cUVFRVxObDabUSgUb2pOfNKOBkQiEdrb24lEIuzatSvmwbrchbmjPJPrthVx98tDNJRmLBoRUCgUi+aapBZOk8lEY2NjzPoVGRlEHMl3BEh4S7We/ZMRvv5YF9nBGVRiUBZAiUZ0C+oZhWdwT/s95JblUl1dHeMzHQwGUflNtL80y6ZGJSWTLyP+ejcBUUWjUo1SrUJ43IoQ9MSeT1NxbBtkwIP2nx9A2f8MAKHNbyNS2ICy7QEI+WFBN+JE7yz2CQ9n33hM2M7v9/PMq8/wO/vvCEQCXFZ+mfx5pVKJKSubbzw7yf7JCB89s4S3rNfQ2TFPdL64/ot8f+D73PrMrXym4TNcu/7aRVYs0jmJ7hZY2DKqLi9HXV7OP0ID/HZdIWlqBY90qJg+MO8akJ+uoSrXQEEWXN+Qz+YsEavVwkv7uuiii72uvXQ6O1EJKvbk7eEM7RlctSE1VaKpyVf5+hPfYkv3ZzBgpOqiNCrqzSsvuEoka5WysILn8Xiw2Wx85CMfobu7G5VKxY033shZZ5215vZUURQ74Pip15/C6rGSWrXdbqe9vV2uPkUj1YmAyclJ+vv7l7UhlGJxMgQiejRgoShgNBbqAUQrE0vJTclnWmqLz8nJkVsKx8fH5cT1WltQjVoV12wtZGOBEbNBw7ZCP73Tbgya+ce24rV76dYtt3JpxqVMTk7ytbd8DXvIzoef+zBj7rFF67x23bXUFtbGtO9LSWaNRpOUV3YyJHHhi6/khiCN+ElJAUlUL1kCqj76B3RPfyHu3/R/e8fyy3b9E3XXPwGImEpw3/wsqFenRQHJk9vopIk0YuFwOHjsscf40Y9+RCQS4Y477uDSSy9ds27LqTh88mKlWBoOh+no6JATlNHP+qVGnzQqBTftLuWFHgsAl27JJzc99lm+HCfOyMhY8iV6NZxYEAQqM9U8NjjHO+8+iMfro9Cg4JzTdqHTxe5XNCdeaB0nceL29naCwWCMtZ8gCLKNYn5+PqWlpUnt41ogjWuUlpZSWFiIzR0gXafCqFWiUir4c5ODQDjCREDD5Zuy2Zkn8KdXp/nJPy28a1vBivaES3HiaOQYNVzTUMBfDo1TnasnW69h2uUHBK5vLODgyBx6fRC9WokoRjhjnYFswUPL2AQDgw7WbS6gqsgsd9G9kRMBqeDEVquVj370o/T19aHX63nXu97FmWee+abixCflaIBUfSooKKCsrCzpE/Wly2romnJx2wOt3HvLDjYXHms1Wrhdl8tFc3Nz3LkkmLcQDL5m0baaRIBapeRz55fwgfu7eajbw9eu2xG3zTXal/rMwjO5u/1u9k7u5fLyy2N8pn0ePw/9sAVtukC4IkR37u0YJveTYUpHpdMSESOIukwiOTWIORtRdjyI+vBv5vfl2a8S2vVhVId/i6rpTwg+BwCBi79LqOEmAELb4yvjq7XzN5NGpyQUjOBw2vnVoV/yb9e/0Sg0/PisH7OnYI/8+Z5pF1/6Zyct407+6+Iqbto9H4yjrVi+FP4Svxr6Fd89/F1UPhWXbbhsRSsWn89HJBKJIaQA/3FGGRvzjRwansXhCbK9LIPTKjIpz06LOd99s308EXiCJyxP4Aq6KNAWcHXm1exO301hRiFerzclWdC2oaf44dN/4PTuT6LXqrnsQ1sZmek9IfNQq0G0Xc5DDz3ENddcw/nnn88jjzxCc3Mzn/nMZ1K8t6dwskAaDVgIURQZHh5mYmJiSaG+VCUCRFGkt7eXubm5RbP68ba5GgIaiUTkREO0KGD0PkiES/J/XrjdaJ9pt9vNzMwMTU1NMa3sqWxBPWP9MbGoXKOWXONistzb24vX66WxsRGlUkm+Jp8zCs/gr71/XbS+p0ef5pHBR7h9++1csekK+YVcOgaJUEe3Rcbzyg6FQvj9fpmUJqMtEF2FqaysJBAIxIjqmUwmvF5vUtdVuOQ0RE06QsCZ8DLxoJgbJf2n1Xje9mfCFeesah1r9a5WqVTz7cM33URNTQ133nknwWCQj33sY/z5z39eNE54Cm8srIYTe71empqaKCoqSkpv5NVhB5+4v5nizDQy0lTc8cIAuUYN79hRErNdn88n/1vixOvXryc/P3/Jda+WE59VrmfMH+bAgA2lUskPbjiNzAWWdgs58UJEc+JQKITNZpOt/dLS0nA6nWzYsGHZ/U81XC4Xra2tbNiwYd66LhThnr3D5KVredeOYvKMGp7rtrAx38gVtXl86rXOjNLSEjK0CvyuWfkY0tPT5VicCCeWzpdCocDpDzM956c4U4dSAVPOABvzjaiUAq+OzmFzB9mUbyQQFnH5QkwGtOyqK2PTJoG5uTlsNhvNzc1ygjJaIyfVeL07ApZDNCd++OGHueqqqzjvvPP45z//SUtLC5/61KdSu7OvI066jgBpfn7Tpk1y9i9ZpGmU/PJdW3n7rw/woXub+NsHdpFvmidQ0cFLquzU19cv2cKpyMgkMju76qAXCoVgboiz15l4otfN7YGwLNSylBp1TVYNZp2ZZ0ef5fLyy2PW1/zUJB57iD1vq8BcraK7J0JW2YX0ulwxRNVgMEDQg/a+twIguKZRHf4NqsO/BUTC1ZcR2vEBIsW7IIEbXKGc/8y/f9MFIgSVPh7b8ThnlZzJpxs+TaFhXhAmEI7w6xeH+PVLQ5h0Kn503RYu3RzblRFtxbK9djvv/te7+Wn3T3lo4CG0Ci2mNBObczbzntr3xJDR2dlZBgYG2LRpE0CMG4FaoeDCGjMXb4o/jzvhmeDOtjv518i/0Cg0nFt8LldVXEVjTqOcQR4bG8NisXDw4EE5EEvKr8ngX51/4r4X9nJ274dJz1Rw6YcbMWZpGZo6/tnPVK3f7/dz1VVX8Z73vCfhZS688EImJyflf7e1tUnqRV8URfGhlOzYKawayRBQaX5eoVDE7WCKXnZVc6IcezmPRCK0tLSg1+vZtm3bioRjtZUol8vF6Oho3ERDdPUpXhIg3vqiq7gtLS1yhebgwYNkZmbKytFreSlcDpFIhLa2NrRaLXV1dTH7vCEzvtDUbGAWAKvPuuiFPBgMYrVaGRkZwel0YjKZ5GOIJqNSt15GRgY6nS6mdVU6d8nEoYWienNzc7S3t9PZ2RljI2swGJb8XiI5Nbg+3gGiSPqPYiuAolJDuKABUZeFaCrGmV2H2P0kOSNPLH1uczYmvP+Llk0hufV6vRQXF/Pxj3+cj3/84wktcyoOvzGx1Lis1Wqls7OTzZs3y/ZoiUKrUlCVa+Qn19eRkabmPx9oIW2BdlZ0PJ2enqa3t5e6uroVx5pWy4nbpn0cHJhFo9GiUqn41QsDfO7i6nmXp1U4tKhUKrnbyGKx0NXVRU5ODkNDQ4yOjsojBNH6BqmGNA5WV1eHUpvGs10Wztlg5sKNudz54iDNY7OMO/zkpevQqJTYPSEGrR4qzHrKs1/bL4Muxp5wZmaGI0eOIAjCkvaEDoeDwcHBGE48NeslFA5zTX0u+wdnERCoLTZhcQVQCgJX1WdRmpWG3RNEALzBCBrV/DqjRfUkTmy1Wjlw4ID8PJBU+FOBk60jYDn4fD6uvvpqbrzxxoSXeaPE4tctEbCwlUkURYaGhpiamoo7P58s8tK13HljA++65xAfvu8of3rfDvSaed/OUChEf38/VquVnTt3LqsUqcgwEXE6EV4LUMnAarVisViorq7mo5UZXH/XQR44PM7Ne8qWDXgKQcFbKt7CHzr/wLBzmLL0YzOs04PzFY9X/m8QBDDlGvAXqMjMLyS/2oCo9MTMs5Ze9DP0BdUo7X1onv4Soc1vI7Tt/YgZybVLZRXqWX9eBs2v9mOYMzOV28ePz/kRuwt2y5/pmHTyhYc66Zpy8Za6fD5/SRVZ+uXVotVKNV/b/TV+2vxT5gJzOIIOjliOcMh+iGpXtWzFInlxR7fcSudP+k/KWkpkVBAEemZ7+NfIv3ig7wEAbqq5iXdVvYsMbWxVRaPRzGdxAwE2bNjA3NwcVquV4eHhGDKq1y+2YJQQESPcffj7HNpn59zB92IuErjog9vQ6lXy/p6s2c+FcLvdST84//3vfy/8VW1KduYUjisWJgKk6lNxcfGKbZXx2koThUKhwOVy0dbWRnl5OUVFiWlnJEtAo1tq44kCrsUZwO/309zcTGFhISUl81W2SCSCw+HAYrHQ19eHVquVRwhSpVgd7UgQT+PgysorubLySv7e93e+e/i7i/7uDXkX/U6tVse8kEvq10NDQ3IMzM7Opre3l+zs7Jg29ehugWjhQYmEJdMtkJGRQVpaGps3zwuaWa1WBgcHZWsuyQ86LhkVBFwf2Ifu8U+hGt033+p/614Qjm3fZbNhNTSgvf7u+UXcM4jadASPlbQHbyJcfg6icfWVxFSSz9WIBZ6Kw29MHA9OXFtk4s/v3y7HtJ++oz5up1MoFKKvrw+bzcaOHTsScvlYTSLAYrHwZJeDytx0vn/9dl7stfCbvcP0zbipyTeu2qYV5t1sJiYm2LFjh9y27fP5sFgsdHd3y5w4Nzc3Rh9lrZicnGR4eFjmpk2jszzfa8XiDjDnDdI34yHLoMbhCXLpljxu3l3Cb/aO8EyXhfefvjh2RwuLrl+/fkl7wkgkIos4RnPi6nwVZdlpr3UJRKjJN6DXqhmwesnUa2SB7JUEAKM5cXV1NU6nc9HzYCVOvBLeSJzY6/UmbV/8RonFr9toQDSk6pNSqWTnzp0Jf3ErtatsLEjnh9fV8pH7mrj976385Pp6YD4Y5ebmsn379hW3pTTNvzAKHk9SQU8SdCksLCQtLY2y3Ax2lGfy+1eGuWFnMUqBZQPeO6vfyV+6/8Ifu/7IF3d8Uf79JR/eROuhbhxTXoxqM3PTPuwTHoZbbKQd0HD9lxspKSmR51mHLRux99sxGCrIeesTMfOsycAb8XD33I8523kTFHr47CffjU5zrE318bYpbn+wA4AfX7eFSzbHt2+Mh5qsGn5xzi8AGHYOc/0T13Pdhus4bfNpzM7OMjg4iN1ux2QyMT09TU5ODnq9Pm671Jx/jtaZVl6ZeoWXJl9iyjuFgMDFpRfzoS0fIl+/NMGLfhGQMqPr1q3D7/djtVrp7+/H6/XGkFGJ8PlCPr6+93Y8rxZw5vjbKKlScPb7G1Gpj11fxzvorUVpeyEikchxV9g9hZMD0ZUoqfq0ZcsWMjMzV1x2LaMB4XCY5uZm6urqkmp3ToaARo+Z+Xy+RffHWnyppVbQ6urqGK0BhUIRd561ra2NUCiE2WwmNzc3IfX8ePB6vTQ3N1NZWRlXTDEaOWk5cX9fnbFYSDcagiCQmZkpXwM+n4+pqSkOHz6MUqlEr9djsVjkGLgwFi9MCCTbLSB9J2q1msLCQgoLC4lEInKCdjkyKppK8L7jgSXXvTBOiobc15YrxvPep1fct0T2PZUJ2TerZdUpLI1wOExraysqlWrNnDj63/HijSiKzMzMJMyJJSSbCJDGzD56ej7mnDzSdSoury1gR3kWuUbNqpMAktC3z+dj27ZtMUk4nU5HSUlJDCeempqKq4+SLKREjc1mixkH21qSgdsf5on2KfYPOvCHI5Rnp+ELhmkenSMQEvmPs8rRqhI7z/HsCQcGBnA4HEtyYpVKRSQSYUflsfNanqVFFEWCwaAcs1eCFMsUCoXMiYGEOHEiON6cGFI3g59Kfn2y4XVn+h6PRxbXkCoqiUBqSV3poju/Jpf/uriabz/Zw/ef7ORMkw2NRiO30qwEReZrBNXpTCjoRSLz3teBQIAdO3bQ398vZ3lvOaOcD9/bxOOtk1y+JW/ZgJety+bKyiv5R/8/uHXzreTr8+dVUDtaSc8z0LAn1lKre980L/+1H/uEl+wi/bLzrEBMq9FKN4o36OU/n/lPcGhRiioue2t9TBIAQKVQYNKpsHmC/M+jXRRm6KgvNi2xxqXx2NBjiIg05MwL1MzOzreynnPOOXJmVPIWz8jMwJPmYSg4RKu9lTZrG0POIURENAoNO/N28t4N72VP/h6ytfOkfLl51qUSS1qtdlEgtlqtDAwMoFarEdIF/rf7uxQ3n0mjZScbGtTsetdWFAt8V4+3AmuqEE90aK0QBOGtwM+AXOBRQRCOiqJ4Sco3dApLYrnRgFAoxMDAADMzMzEVlZWwmkSARKC8Xi87duxIeuZ5JbsrCZL39caNG8nOzmZs7Jh43mpaUKNhsVjkFtqVKrYL51mtViujo6PMzc3J7ZZmszmhxNvc3BxtbW1s3rw5ofN2dtHZvHLdK7RYW/jcy5/DEXBwfdX1nF9yfsLHCvPna2JigtraWrKzs7Hb7fI5WOhqEy9Bm6w9YTzSpVAoyMzMRG800eVL54KqDKxWK//3ShfFuiCleVlkZ2evSEYjkQhEBMLBCEp16oldqjsCUmxZdSoOv85YKdaslhMnK+AJ80nFzs7OpDhx9PYS5cSdnZ2EQiGZExs0x+67XKNm1R1ZUsLEYDAsGo9aiIWcOFofBZLjxBLPj0QiNDQ0xMSqnmk3bRNOEARMOjURMUCaWkGFWU9JZhqmNHVca/NEIAgCjtfEy+Nx4niuNtEaL1Icjh6rXS5Bu1pOHJ2gTeSYTna82TnxCUkELGVbFQqFOHLkSMLVp2hIZDCRB+5795TRPmbnN/vGyD23iG1ZgYS3o3yNbIkJJAKCwSBNTU1kZWXJ3tfRwfKcKjOVZj2/fWWEK2rzV7wBbqy5kQf7H+Tzr3ye91a/F92EjtLS0rgttMUb5/dzrMtBdlHszRc9zyrN/kg3rdvtXnaetd3Szlf2fgWrc5abg58nDNinPBRUxb7kn1djpnOyiF+9OIReo8SkW92ldXn55Tw+9Dife/lzrEtbx3lZ5/Ge0+a1AjQ6DRadhcPawzQ7m2npaMEdcgNgVBqpSa/h/Jrz2Zq3lfqcevSq+fOQKBlNRCFVoZj3iZVm9Zomm/jy3v9mT/t1FM1uoqLOS9UllYhiBFh8bb4Rgh6wqpej5SCK4oNAfE+zU3jdMTo6itlsZseOHUllvZNNBER3f61GfwMSI6CSKOBC72tYexJgZGSEqakptm3blnQlKVofRZqHn5mZYXBwUFYslqo7CyG9eG/dujWpsR2FoKAmqwZHwAHAhHsiqWN2Op20trbGJB8kogfEuNoEAoEYBe+V7AmXIqPLvdD87cgE3/lXHx8+q4x0t8iPjri4dL2ZW01GHA6HTEY1IRNlG/IxmmITNbZRL/vvtTK1S+D0t1cmfB4SRSqrXB6PJ+GRmURwKg6fHFiJE9fW1iadIJVicaLXnqTHtX79eqanp5PaFiQWhyVOnJ2dTWVlpRxvpeVWEgVcDj6fj+bmZkpKSpK+R+IJlka332dmZpKbmxs3qRgOh2lpacFkMsnHFI0n2qb4d6eFneWZlGfrGB/w0jvjYVNBOpfX5q06CSCKopx8qK+vR6FQkJaWRmlpKaWlpXFdbaTkhlarXdQtkAgnTiSxtJAT+3w+rFYrvb29+Hw+MjMzMZvNZGZmHje9nBOBNzMnfl06AkRRpL+/H7/fz5lnnpn03AUkR0BHRka4qtjLlCuTH74wwef3GGlIcDsKU1RHwDL76Xa7aWpqWuQ+IAVLqQX15j0lfOWRbvYN2NmzbnkxxCJDEV/c8UV+2fxLPrf/c5Qbyrkp/yZyI7moFbHzPYZMLZkFaRz91ygDR6ykmdTo0zUUVJlYvz22PVSj0cS0Wy6cZ9VkahgWh3li9An2Te3DKKRz6/jXCFtVNFxSRPXOWEE+URT50L3N7O23c2VdPl+6bAPpq0wElKWXcee5d/KTvT/hqPsoD9oepGa6hufGnuP5seex+W0ICKwzreOisovYat5KrbmWbCEbi8WC1WolNBRi3DWeFBmVfk7mRn9m9Bl++sIdXNzxH5h8Oey+NA1z43o5yaLRaGTCvJpr/PWCKIrHJQN6Cicf3G43/f39GI3GpCtCkFwc9vl8HD16lKKiIllgbzVjBcsRUFEU6evrY3Z2dkVRwNW0oHZ3dxMIBOJqDSSL6BGkqqoqeZ5Vqu5kZ2eTk5NDZmYm4+PjsnvDatpYdUodH6r9EHe03sGLEy/ygyM/4LbG21Zczm6309XVRX19/ZKdD9EdD+FwGKvVysTEBJ2dnUnbE0oxeLmk7Du3F9Ex6eJXLw4DUBJSUHXIzd5DHjafU0BOyTqGW20MNVk5hHXJY1vYsZUqhMPhVX1H8eDxeJLWCDiFNx6iOfHZZ5+9KmsyqTi2nOOKtK2RkREmJibYvn277Kaymu0tlwiQOPFC94GFnBggGBHRvhZOfcEwOvXyL4xScnLjxo1JCyjGw8L2e4fDwczMDL29veh0OjmGCYJAc3MzxcXFcZMPvTNuAuEIWwqNhCJhjozMUZSh47YL19M8Nsc/mibJNWpl8fJEEYlEaG1tRa/Xs379+rixMV4XsMViobW1lXA4LD9PkuHE8cQrV0K05a50LqUxgjcyJ34z44QnAkKhEC0tLeh0Okwm06rnkBMhoJFIhI6ODsLhMHtO20V9Y4Tr7zrAjw+4OHP7vGLnitt5bTRAnJsjskRwluZq6+rqMJliK+WCIMTMoV5VX8BPnx3kt6+MrJgIANhl2EVGbgYz5hkeGHyArx/8One03MHbqt7G+oz1ZGgy5v/TZrDjqlKGjtrxzAXxzAaYGXLRvX8aQ4ZmUQVfgjTP6lQ7ecH1AgcnDjLcO0+wSt0buEH8KDWRBiYmPJzznnWsa1w8c/rq8Cx7++185oJ13HpG+YrHtBxCoRDjXeN8uObDHAwe5HuHv8cnX/wkaco0zig8g3NLzmV3/m7SNYsVbY1GIxUVFXL7rWTFYjQa5QC5lBWLtIxerycYDC7buiqKIr/r+h3PvHCIq/s+gV7wc+4NmeQ3zitNS7PBXq8Xq9Uqvzz4fD5sNltKhWqOBwKBwJo9Uk/h5MNC8jA9PU1PTw+VlZW4XK5VrTPRRIDD4aCtrS3GDWa1qtNLLSdVarRa7ZLuA6tNAkjPLZPJxIYNG45LZ8/CeVabzcbU1BTNzc0oFArWr1+/pvVfVXkVd7TeAcD23O0rfn56epqBgQEaGhoSFipTKpWygvfC9lvJnjA3N5f09PQl7QldLhfhcJhQKCQ7MUR3CygVAqevy+Kh5ikACkMKNMx/H+3PJ/5Co9SCddRNdpEeIYVJgVR2BKR6NOAUTj5IsSUtLY309PRVV00T5cTt7e3z8+M7dqBUKmUb0GSxXPxOhhP/Yf8oA1YPt19cxYjNy4+e7uMT561jc2F814KZmRn6+vqS7oxK5riiNV6kF+rm5macTid5eXkYDIaYark3GEanUpCtV6MABm1e/KEIaRoll27OY1tZJluK0mkZc5KXnlySMBQKycKwK4n3SojuAq6oqCAYDMZYLKanp8sjaStxYqPRuCInTvRcejwebDbbCeHEqXx5X41Q4BsJJ3Q0QPInraiooKioiMOHDyeUwYyHlYKe3++nqamJvLw8ysvL55U405T88p31vP3XB/jgn49y/607ydQvv23Fa+1ZkTknYs7il2BJACXeXK0oimi1Wvr6+vD5fHIAuXFXMT99doDOSRcbC5Z+yA8PDzMzM8Ou7bvQaDRcU30N+6f286euP8mEbiHSdemyCJUipOLcV97P3373IgdqH0QwB7hm3TVcXn45OtU8sbN4Ldzdfjf/HPgnaoWabbnbuEh1FdpDJUQs8xf+hODBvFHEq5liaiocM8/aMenkvx/uxKRTceOuxOfZ4iEQCMizcQUFBWQHs5nyTLElewunFZyGTpkYGV3YfruSFYtURVSr1ZSXly+apYJjrasRInzv1e9je1HFRRM3k6fr4+xbt6MvXyy+lZaWFkPsDxw4ILf36nQ6OTOaCiXxRMYaEoXb7T5VhXoTQ7reHQ4HO3fuxOv1ylocySIR+8DR0VFGRkbYtm1bzMN0tUKD8Qio1G0g3W8LIW2nra2N3NzchGfypXU3NzdTWlpKYWFh0vu7GkhCeFNTUxQUFFBUVITVao2ZZ83NzV3WUm8hzDoz+9++P6HPjo6OyuMPq3k+w+L222AwKKtOu1yuRfoICoUCp9NJZ2cn9fX1qNXqmKqh5JP9TI+NLzzUSWOJiew0FU/32Dj90hJu2VOKy+YnHBZRquYTPQFvGI1eyUibg5khFz5XiMneOQA6np+h4/kZABQqAX2GhqrtORjNWgyZGhyTXkprM0lLVyc9t5yqFliPx3MqEfAmxEJOXFlZSWFhIa+++iqhUGhVBbLVcGJIfUI2EU4siczl5eVRk2/gqY4Zbv3jUUSgwKSjMGNxIUIURYaHh7FYLGzfvn3VcSlZGAwGAoEA4+PjbNu2jUAgEGOxmp5p5pEeD1X5Ri7amMuk08+o3cvO8iyKMnVMOQN0TbmoyTeyozwzqW1L31l5eXlMV0WyUKvVi0bSLBYLw8PDS3JiSf+lrKxsWU6czAu8Xq9Hr9fH5cRpaWkyJ05FISqVmlxvdk58wjoCpOpTdIZQEqlaDZYLenNzc7S0tFBTU0POgpf3ihwDH2/U8INXvXzir83c855G1MqlL2RFejoKkwn3U0/BB26Vfy8JoASDQTmzGg2pxUZqxbFarfT19eHxeNhuyiBNreD6uw/RWJrBmeuzOWN9NhsLjChea4vs7u4mFArR2Ngo32iCILC7YDe7C3Yz7Z3G6rUyG5id/88/K//sDDiJiBEUgoK53V3k7m3gvIO3MF3Qy4Pdz/Db7D9RUphPgb6AZ0afIRgJcl3hOznLdwUj++aYnfAjhXdziYEL3l+DPkMdM8+qVCrZZ9Vy1yErWXo1P39HHWkrtHMtB8myLFqB26g28pG6j6x6ndI5W86KxWQy4Xa7ycrKoqqqCkEQYipU0a2rrqCLrz//VfIP7qbeuZ7a3AM03HIFCnPFivuhVCpRqVRs2LABURTlboGOjg5CoRDZ2dmYzWZMJtOqMqOprkK9mYPe/88IBoO0tLRgMBjYvn3eVioQCKxa+X854T5JUMnv97Nr165FMTJVBFQSBYzuNpAQrQewc+dOOSk4ODiIWq2WZ/KXyvZL4nybNm1KWsdmLZDsAXNycigvn++ykmZSpRjW398vxy5JIGqtL6BSi7LL5aKhoSGlM53RDgDx7An1ej02my1G12Fht0AkEmFdto7zN5j5ymXrSdOo+O5T/dQXmxAUAuk58ZOqm87MZ9OZ80R6aGgIlULN0z89Jh4ZCYm4rH6O/mssZrn9Dw7JP2cX60lLV5ORn0bF1ixySuO/oKfaNeBULH5zYmpqir6+Purq6khPn69+r8WFZbllo4VTox1O1rLNhS9Z0aKA8ZwOJC4l2fdJnFj0eGg0a9g/GUKpUnHbResX2U5Pz/l48WgXG80qGhoaeL7XzplV2WiW4e6pwtTU1CLraumF+tW+SdxWBwqnlUeG4K/7B5gNCFSY9ZiNapQC7CrPpCo3+XvY4/HQ3NzMhg0bFj3X1oLokbSl7AldLhfZ2dnyGMJSnBjmE7QLu7YSwUJO7PF4sFqttLe3Ew6HycrKWhMnfr1tXN9IOCGJgL6+PqxWKzt37oyZnTseQW9iYoLBwUEaGhrifnEKhYINWUq+cdUmbn+wna8+0snXr9q0ZOZIUCgw/9ftzHzhixiefBLOPDNGAGXTpsXLLhRAWaiwabfb+dZ5Yf7VbafD7uTHzzj48TP9mA0aTl+XSanKxZlVZrZuqVlyv/LS8shLS8yiz39BiKNPjaI7pCZ/ohr6wJc2x6zGytt1jRSqi5nbG6SVGXSZsPPqUmp2F6DWxt5EUvAoKa/kiw+183i7hYY8FTdvVmDyT2OzRVbV4iPNe23ZsmVRG1mqET0LFgwGOXLkCEqlEpvNxpEjR+TMqGTFAvPX2pRniq89+D9sbrsGQ0jHWbv6KL7qFsIKJbwWEJPxypYyo6WlpYRCIRwOB1NTU7LIi+TZnWhmNJVB75Rl1ZsTHo+HgwcPLtIxibYPTBZLxWGpu8dsNsvCqYkuuxKiEwGTk5MMDAwkLAoYPZPv9XqZmZmho6ODYDC4yNZPao0/Xi2oS0GyPKyoqIhbBUp0njXZTiNRFOns7ASgvn6x33gqsdCecHx8nL6+PgwGgyy4G53ciG5JrS5Q86PrTDIZ/a+L5gX/lnOEiUYkEkGjV/Oe7+5goneOgSM23HY/eZVGKndlMD40w0SfndF9sUkq25gHgLHOWdqfn2Tb5SXUnre4QyTVsVh6STyFNw96e3ux2+2LdEyOByceHx+X/ebjxbGlhAuTQTAY5OjRo5jN5rgCestx4s7JOY60dxEMBvF6vXznocN8+rxyivNz0Wg0BINBfvXEEboc8LELNnDvoXGe7baiVgqcVWWOszdx9i8cQSEIKF8bAQqEImhWsO+Ltgfcvn17TJfGjMtPZpqaA2M+PAEVV+6s54VHu7C6vBCJ8M5KFWX5aTw3FiIUicjbTRRSAvr14MSHDx9GpVJhsViYm5tbkhNDbII2WnhQ+vtysTj6mhMEAYPBgMFgkN117HY7k5OTMZzYbDYnrL+SiKtconizJ2RPSCIgPz+fioqKRcFhrUEvuiokCTm53W527ty5YmvVNQ1FDFg83PHiIJU5Bm5ZZrY9/Yor8L70EuIjj+K46irag8FFAigSomef4hEphUKB2WzmErOZi0+bbw3rHpnkhe4ZmqdDPNMxjTsEvzriYUuRg90VWTSWZtBYmrHiGMNS0BpUnHZNBbuuKsc+6WWyb46p/jl8rmLCQRFBARk7lWSUKdi+p3bZm7dj0slXHumiddzJJ86t5D/OKkeMROR5VsmfVaq0rdS+Jc0LnWiyLSVzohVnvV5vXCuWaV8Pdz7wENuG3k2a1s7lt5ZiqjkrJvhJbUhLtUst96BVqVSLRF6sVittbW1EIpGYboGlyPmpKtQprASdTkd9ff2iJM9a4nC8qr7T6ZQrGbm5uUssubaOgHA4TG9vrywKuDDeJyIKmJaWtsjWb2RkhLm5OZRKJaIoJjUfnwpISdFEOxCWmmdta2sjHA7LCv7LxQ44ZsMltfGfSHeTiYkJxsbG2L17tyxctZI9IcRygKXIaLyYKD+fFQJFGzIo2hCrzp6Rlc7GrSL/mulkqi9WO0OdpuDyT2zkyKMTHHl8lMOPjSIoQFAIREIi67abya4/pRFwCssjPz8/7n2mUqlSzok9Hs+ynHit97o03lBVVUVe3uLi1Eqc+N+dVvIy9Pz3u7bSNeXiZ8/00TY2y8zEGKIo4vf7uWFHKX/vCXH33hEALtuSx5nrs+XjfODIBI2lGVTlGuiZdtE8Nse1DYVykuO3r4ygVAjcvLuU5rE5/u/IBB87t4ICU/zYLin0h8PhRfaAI3Yvfz4wytnVZq6qz+f2Bzt4odeKSiGwrTwHrVqBoSiD8lwF50amCcz20dIyHaNTtRysVis9PT2vCyc+evQoZWVl8ghcPE4sdXRIydlobYFkOfFS157koJObmxvDiVtbWxPmxMk4aKyEN3tx7IQkAtLT0+MGt7VUoqJbUqU2SpPJRGNjY8KB7ZPnr2fA6uH7T/VQbk7jwo1LV9jNn/88jlf2Mf35z7PlT38iY0ESYDWWVNIM5fbN6VQV59Ha2kpObiGtY7O8Ou6lc9bP7/aNcPfeefG+dTl6tpVmsK1sPjFQlpUmbyciivhDEfzBCN5gGH8oQjAcocKsl0cfBIVAdpGe7CI9m8+arwge82E1LqlGCvMZ0B8/3c9DTZNkpKn52TtquaDmNZKvVMbctC6Xi5mZGY4ePQosPc86NTUlZ6pPpDidNHdVUVER8+CKZ8Xy8r5f8OqRHLbariYzd4wLP3QR6VnzGdp4XtnRgTBaXCXRF/VokZfy8nJCoRA2m43x8XE6OzsxGo1yt0B0ZvRUR8AprASlUhn3e11LImBhvJBs+7Zu3briNZSIvsBSGBkZwWw2xxUFXI0zgKQrkpubK9vgGQwGjh49ilarlRObxzMpIBHA5RT6V4JUVSkvLycYDMrJDWmeNTc3d5Fto/T8zM/PT8q3PBUYGRlhZmaGxsZGeZ+kZHk8e8JgMBhX/XohGV3OK1sUxRVjsSAIXPKhTQR84EomEQAAnBtJREFUYfzuIFqjikBw3tWhb7gLfU2EQkHHeIsPMQJiZD7R2/+qFWWuhvCxhpv5Z0NYxOcKkZauQpFEO7PH4znVEfAmhMlkihtzUzUuKxU6MjMzaWhoWNXLfnTVfKkKeigUoqmpifr6+kXXaaKc+INnleMOhMlMU7O7MpuqdxjJMWpkgdmioiKcsw48Nhcez7zKfXGGVl6fJximY9LJK/12LtqUy5Pt0+QYNXiDEfSa+Zb1mjwDfz86yWceaMMXClOSmUaWXk04ItI0OktjaYa8Pkl0Nj09nZqaGsKiiALomnKhUykozU6jKtfAXw6NYTao8YciqJUK8tK1fPqCSlrHXXRNuTi7upSdUaKpkk6VQqGQkwILOfHk5CTDw8OrdodZLSROXFlZGZO8X8iJbTYb09PTdHV1LWlPCK8PJ5aEDyWkujj2ZubEr4t9oIRUtEFJ2ciF7a6JQKEQ+O5btzA+6+O2B1q595YdbC6M34Yz5nAw9a53UnzHnQR+dQd89X/kv0X7cUqEIxlIM0iSmFbNBrjmtZtubGqGo8N2hj0qBpwCT3ZM88CRCQBMOhWCAP5gBF8oPqEuy07jE+dWcumWPBQL9ktq3y0sLFySAEZEkf87MsEPnurDFwpz855SPnhWOSZd/KxmtEDUunXr5PkjSR9BqrJLGb5t27at2jliNZC0CFaau1IGnbz4xFcY6LiIcm8eVbsDlOzcRnd/z7JWLBDbLiWRUUl1NdngpFKpFqlwW61WWlpaAOTMaCLkNlG82eehTiEW0svRWiCJC83NzcW17Vtqu8nGf5/Px+DgICaTiY0bN8bdj1AolPS8IsTO5ZeVlR0jmh4PMzMzMVV2Sfk+VZXzsbExWYwqVQRQrVZTUFBAQUFBzEz+wMAAarVa7hTo7u5elBQ93hBFkcHBQebm5hZV3BYi2p5QIoEr2RMu55UtXR+JQKNTotHNx3WNNlaFe6bUynjLyKJlep4I0PNEx5LrvOn7OxPaNrz51apPIRZr7c6K5sRLda0mgvsPjfJo6xQ/vb4epy/IJ//WwifPX8851fOaW5Jw31J2h8kUxtRKBZlpx+7/HKOGyclJhoaGZE78l0NjDAfh3Oo0BqZm+dHjrYxtSeesTUWYzWY+ed46vvBQJ4+0zDuJfPK8deg1xwoj52zI4cjoHP0WN6N2H9l6NVNzAV7stXJ0dBZTmpqqXIPMiYuKiiguLubVYQcHBx28a2cxj7dNcWDQwXtOK2Fyzs+o3cfUnI9MvZpbzyjnwKCdvxwa56bTStizLkvWzFrIif1+f4xmmFRldzqd2Gy2k5cTLyj4Sd1nLS0tcpVeGq17PThxc3MzgMzNU10cezNz4jd0IsButzMyMhIjtpIs0jRKfvWurbz9rgN86N4m/vaBneRHtQtFC6AoamvJvOX9OO66m7Qzz8B40UUx1adkkwASGbLb7YvUmaNvuq1bjinfz1gsTHoFJgJpjHkV6DRqtCoFOrWSNLUCreq1/6sVBEIif9g/wm1/b+fuvcN866pNskuBJERSVVW1SFDR7Q9xZGSW5rE5nu+x0jLuZFd5Jv/zlpqELBejsXCe1W6309vbKwfAqakpOaN4vOF2u2lubmbz5s1kZGQs+bmZpn9y/6MdpFluxKj2cO4tFazbMj8+IKlfJ2PFEolE6O/vlztjFmZGE0X0AyXaEmZ0dBSHw4FCoWBqaors7Ow1Keq+2bOf/7/ieLV7i6LIkSNHMBqNS9r2xYNCoSAYDCa8HUnwqqioKG4XQLIdWdGQ4uG6desWvRDr9XrKy8vlKnu08n1mZia5ubmrFuqTxPmcTifbtm1LqThfNKJn8iV9hPHxcQ4fPoxWq2V2dha1Wh2T2DxeEEWRnp4egsEgdXV1ayaBkj0hII9CLLQnlEYO5ubmmJ2dpbS0lGAwGNeeMBGo1WqKiguoaHAzeNQGQN4GLenrA8xZvAQn0nGMLr6200zJxeVUJnhP4eTHWjmxw+FgeHh4TZwYoMKsZ8Tm5do79xMRRfQaFSWZ8wkpyZY7Eomg1+vjJgFWa9MqiiIDAwPMzs7GzOU3lmagVSm4ZmsBgXCEew+MsXu9EbfLzvDwMOMe8HpFNBoNSqWKKaefdN2x15sjI7MMWj0ICJRlpzFk8/KTZ/oQBIEravOpyjXgcrlobW2NEazOMWpweIP86oVB/KEI4YjIs90WRu0+NhUaiUREQCAiirx7VwlHXksqLCy6RWOhZpjNZqOnpwev13vCObHL5aKlpWVFTrwQS9kTjo6OMjc397pz4pGRERwOB0qlkunpabKystbEid/sI1rCCpWglBgxSln4hRgdHSUUClFRUZHU+kRRpLm5mdnZWXbv3p10BWXv3r3s2bMnJkB1Tjp51z2HEEWR82pyeUtdAbvLTbS3NssCKK+88gqnbd/O5PveT3BkhOK//RXhtbnuZB/WUjBVKBTU1NQktbzPN9+iODMzg9/vlytUGRkZi4JuOCLyWNsUP3iqD6VC4P/+YweKoJf29vZFQiTdUy7uPTTGw81TeINhBGB9roGb95Ty1q0Fa36RkJIqCoWCDRs2yGJdFouFSCRyXCptEiTxlbq6uiVv6GDAzQN/+AmO7p1oQgYiVSPc+N6r0RuWbgeOtmKxWq2LrFiAmGOOfkhKFStgVWQ0GhaLhenpadLS0rDZbAiCIGdGk7EYA/jNb36DIAh84hOfWNW+ROHEDRq/+ZGSWOz3++P+fu/evZx++ulJr8/tdvPyyy9TV1eXtLXe1NQUTqeTqqqqFT8ricBu3boVl8vF7Ows1dXzlp1rTQI4HA46OjqSFmaKFuqz2+3odDo5eZvIM0l6BiiVSmpqlhaGPR6YnZ2lvb2d2tpaWa1/ZmaG2dlZjEZjwvOsyUIURfmYN2zYkNJjDgQCWK1WLBZLXHtCSX+hrq4OvV6/SP0aWBUZXTjrun//fsrKyhjrszB62EuaScOW8/IpKM5NqtIniiJnn322bHu7BpyKw6nDcefE4XBYdgpJeKdEkaamJubm5lbNiRfG/78fGeeH/+4F4KfvqGd7WaZcMc/JyaGiooJXXnklhksvLIwlg0gkQnt7u6wkn+jyLn+IL/6jHZ0Q4vziCP/s8hBSaPjK5dUU5s5XuP/3mX4UgsCHzi5nb5+dHz/Th06tRK0U+M7Vm/C6XXzviQ6uO20dl9aXMuP082y3lWu2FtA55eKhpklCkflEgIBA74ybT1+wjh3lmTzSMoVKIXDZlryk71PpGaBSqaiurj6hnFh6BizHiVeDhZxYGvWSxoOBmGM+XpxYOo9arRa73Y4gCPIIQbKc+K677kKr1fLRj350VfsShZMyFr+uHQEqlWpJYroUpPmdSCRCfn7+qtoopXaU6OrLxoJ07rtlB/cdHOWJ9mkea51Cr4LzqrN4uzmTcnH+whSVSvK+/S1G3/FOpr/4JfJ+9UsUSVZxpBbU3NxcSktLk77BdTpdjD+91WqNqU5H+2QrFQJX1hVQadZz428P88m/HOXDmyM0NDSQlpZGMBzh350W7j04yqvDs2hVCi7bksdb6vKpLzZh1KbmEpG+t4yMDFk4UppnlTJ5VquV4eFhnE4nGRkZMolba5XMbrfT1dW1rPjKK4eeYt/DM2Q6zyecPsKudxRTt3nlF6OVrFgikQjp6els3rxZfklZOEcVzys7WTIqZecrKipkizGbzcbQ0JCsPC2pcK9ERt1u9wnzSz+FE4tUKERLkESE0tLSkh7LgsTEAheOHKhUKjwej7zcWpMAExMTjIyMxFhDJbP/klCfZH80MzMjV6eX0kaB+fu8ubmZ7OzsGE/vEwFJhE96BgAxLZ9OpxOLxbLiPGuyiEQitLa2YjQaj4sgoUajiWtPODg4CMwnwTZv3hxzHAtbV6V4LP2cCBldeBwKhULej+1nzJNiq9XK0aNHY/QPEjmfq7mmT+GNC6VSSSAQSGqZUCgki6gVFBSsiRNL1/mIzcPv9w3Lf//JM318+4r1DPW0x4gCSjFc6mSQ4nCyL2+BQIDm5mby8vIoKytLalmjVsX7zyhnXY6BdJ2KnVt9tAxMYp+ZZKivm/T0dN5aYyY3x4xGqWBizkdFtp4svZrDI7N88v4mstUBgmojz/c7QTVN69gcgiAwNuvj+W4LEVGke8qNIMDHz63k8Mgsz/dYWZdj4C11+Qgk33EXDodpbm4mKytLfgacKE4siXRHPwNShYWcWBqFkOxuJU4sJYKPFycWRZG0tDS50CwligcHB/F4PJhMJsxmc0Kc2OPxLOqcfjPhDTUa4PV6OXr0KKWlpej1eqampla93XjWEhsL0vnqlZv48K4cHnylgy5/Os/2Oni04zC5Rg3bckGRa6exrJjM227D/vWv4/zTn8l4700Jb9vtdtPS0sL69euXVdRO5liiWyXn5uZifLIlMlpbZOIjp+Xwk70z3DIK6qf3o3ptNtgXilCSqeM/L1zP2xoKV+1OsBQk4ZrCwkKKi4vjfibePOvMzIw8z7qS3/dSmJmZob+/f0lBwnH7JH/748MYBzeTpsojZ2c3773+3UkJOkVDGoUoKCigpaUFlUqFWq3m0KFDaDSahK1YlhK6WgoL56w0Go18PiORiEzuJc9uiYzq9fpFDzCPx/Omnoc6hcVIZlZPslWanp5mx44dHD16lHA4nPRc40rxX0oepqWlxYwcSORzrS2o0S35a53JXEji4mmjSCMEUlVtKXvA44mJiQlGR0eX1CIQBAGTyYTJZJLnWZc6jmRIWTgcliuJyRL91SB6FMJsNtPR0UFpaSmjo6P09PQsa0+YSjIaTYql82mz2RIio6IopixpdwpvDCTLiT0eD01NTZSVlaHT6ZiZmVnVdheKtz14dIJgWOQPN2/H4vLz2f9r4U/PNvGRy7bFjBxE67ysNhmbCk68teRYW3u2Ucc5dRUAMZy4tWkYtVqNPmzgis1mLq4t5JsPHWXf0BxZedncdnE19x8aZ/+AHYCPnlNJy9gc3mCED5xZTuv4HM92WQC46bRSDg05yDYsPwawFCSF/uLiYtm1aiGOJyeWLHdPxPiBNAqxHCfOzc1d5AgDa+PECzUCohPF0piY1WpNiBO73e4T6uBwonFCEgFLBYZkgp7NZpPbNzMzM5mdnV214rS03Xhtj0NDQ0xOTvL+y05Dq9XiDYR5rsfCI82TPN09w5O/b6IkU8flm2u5+sxzcPziF+h27US7aVNCx9DV1UVtbe1xUQKOJh0LfbKdTie1aSq+cnE5014IRkSCYZGIKHJ6ZRZnVpmT9jpNBJIn9rp16xIO8tEkDo5ZmCynGh0Pk5OTjIyMLNJfAAiEA/zl8UdwvmgkPbgFcg9ww3suxVRy4aqPVUIkEonpfpCQrBXLQjIaLUa58LiXE0ZRKBTydQHEZGi9Xi8ZGRkyGVUqlSmfhxIE4fvAlUAA6APeJ4qiI2UbOIU1Q4qJK73khMNh2traUCqV7NixA4VCIS+b7Mv0ch0BPp+Po0ePyp1P8ZaL9qVOBuFwmPb2djQaDVu3bj0uFdd42igzMzN0dnYSCAQoLS0lKysr5dtdDtF6NIlWlLRaLcXFxRQXF8cch+TtHK0avRSkRLB0Pk4kpMrXtm3b5I6PePaE0a4QqSSjC6HVauOS0cHBQdlG1mw2k5aWhs/nS2m17lQcPnmwHCdO1DVgISd2OBxr5sRSDP/ouet4+/ZiCkxalO4Zbt+h5aLTFycPBUGQ57tXkwSQ7s8tW7acME6cMzPDzMwEDz3VzZRdwaaiTDQqFc91WfH4j537IZuHczeYaSg1kaXXUJShY2d5JplpagRB4Lya1VWIjxcnXmo8OBpSIrixsTHlY1/LIRKJxHQ/SJCOo7OzE7/fL3P7E8GJo89nIpw4ldfnyRaLX/fRgESC3vDwMBMTE2zfvl1+mK9GcVpCPAIqzeqEw2F27twpX1RpGiWXbcnn0s15vHLoKAcnAhyYErn7lRHuM53PrzVHcX36dky//T2lhUsTu/HxcbkSc6Ks8tLS0iguLsbhcFBQUDAfEC0WysRjVlKpaDNaCpL4ysaNGxPyxF4KCy1MrFarrBptNBrl44gObKOjo0xNTcXYUknY23WAl/7WQ65tPULaIKfv2M/Gt34OVGv/XqR2r5ycHEpLS5c9jpWsWCA+GV3olS39PdEXsYViNbOzs1itVgYGBvj1r3+N0+lk165daz4XUXgK+LwoiiFBEL4LfB64PZUbOIXEsNRowHLJUQnSy3lRUVFMVXe1AldLLSfZRm3evHnRy7LUrm21WhkdHSUvLy+plv5EnFJSDakdHObHlLZs2YLb7aapqUnWFMnNzY1biUgFJHG+QCDA1q1bVz1zGd3WHj0KIY3qSfErep51KavWEwGpk2Fh5WuhPaHkYNPe3h430RxP6Er6byWv7OUQTUbXr1+Pz+eT1cQPHjzICy+8gCAIqXQOOBWHT3KoVKoVY6koioyMjCzixGt1HIjmxEqFQH66hra2NkRR5LKzdy26tkVRRK1W09PTQ0FBAVlZWcvGr3BElItN4YjI5MQ44+PjJ9Q+WuLENpuNVreR7Ew1F5UKHBi28PuXLWwpNPLpi2p4rtfGIy1TFGfqKIgSD8/Sr83RRRLn27RpU8o4cbSdXjzxagmSVevxFKWNB6kbTBqFXuo4JE48NTW1IieOTgQcb0585513Mjc3h8PhSNEZAU6yWHxCxAIjkUhcdWi3201PTw8NDQ1LLie9nG/ZsiXm4vV4PHR1ddHY2Jj0/jQ1NbF+/Xq56rlQACWeIrVUCXA4HPNzh5M2mu1K7Ic7+NCjP+PRij289Jb3cXntfNIgx6iRl+3r68PtdlNbW3tCb0Bp7qqgoCCG9Ea3GVmt1uPik+1wOOjs7KS2tva4qW1K86zScUjzrH6/H6/XS11dXcz59gZ8/PZP96FqX49AhJL8x7j86gsRN1yckv0Jh8McPXqUgoKCJUcgljoOyYpFEomJtmJZeD0uJKMwnywzGAzk5eWtSWW6t7eXz372swSDQebm5vjQhz7EBz/4wdWubhErEAThrcB1oijeuOqd/P8TKYnFwWAwbtXo6NGjVFVVLXmv2u122tvb2bRp0yKLoebmZiorK5POmMeL/+Pj4wwNDcXV84jWA/D7/fMuKjMzsqVfXl4eRqNxSTIaTxX6REFKBG/dujWG9Eqt9zMzM/h8vkVdQmuFJMCl1Wqpqqo6bvPmkpuCJNSXkZGByWRiZGSEmpqaZW2pjgemp6cZHBykoaEhqZlpiVRbLBZmZ2cxGAxyonnhehZ6ZUs/NzU1yd0yq4XP5+Ovf/0rP/vZzzAYDOTn5/P73/9+ta3Tp+Jw6nBcObHL5aKvr4+tW7cuuVx7ezuiKLJly5aYa2wlPr0cFsb/1XBiu92+ZGGmb8bN95/q5b8uqaYoQ8sX/vYq+TqRz1y144RzYikRbMzOJyyKmA0aIpEIT7eOkoGbiGcWlVqDU2liz8aSlHPiurq64zZ6uRInrq+vP6EuJKFQSD7fyXSDxePEkiPMcpxYGhWE+e5uSTNtLcfc09PDbbfdRjgcxul08uEPf5gPfOADq13dSRmLT9rRAKmSkJeXF1dMaa02K9KykudqtABKNKIFUKTWvZycHGpqRM5wuZiuz2HG3c4Vzz2N49UyvjWyg+882cNpFVlctjmXEmYwmwzU19efUNEfyQ4r3txVdJtRdXV1yn2ypbn8hoaGlAXReIieZ5UqKu3t7bhcLtRqNb29vfIcaPPhA7zwjwnSPZsImo5y/TkqMs7+BqIyNZ7doVBInvlKVmhvrVYs0vx/fn7+mqxYAJkMfO9736O8vHzVM4fL4P3A/ale6SmsDctVokZHR+VupniVyegMfTKIXk4SBXQ6nbIoYDQWigKmpaXJ3vKSqNLg4CAulyvuHLvVaqWnp+e4JibjYaEd1kLSG916v7AishSpThSSIKHZbE5ahTxZqNXqmJZ36Rg0Go0sWLqaedbVQBoJW03762rtCWGeK3R2dpKdnb3mEQKdTse2bdvYtm0b9957LwMDA6lOppyKw68jVsuJpUJDWVlZyjmxFIslTlxdXR038bQUJ45+CR0eHo6xwNaplfiCEW5/sB0h6MXuh3MvqD6hSYDlLLMVCgUX1ZfFfDaVnHh6epqBgYHXhRO3tbXh8XhQqVT09PTInPh4JwSkkbCSkpKkxYTjcWKr1crIyAhOp3NJTqxSqWJGrgoKCtbMiaurqzEYDPzv//4vxcXFWCyWpJZPAK97LD4pRwMkv+iampollRpT0QYlzWvX19cvqmatpEYd7V8pfucbTHzExo2v3M9V1U08dObb+Pe0ki8P2MnUKfnbf7w+1lCJeoMu9MmWBDQkn+ycnByys7MTCtpjY2NMTEzEncs/npDEvwwGA42NjYiiiN1uZ3Kgn4fuehWm61FqdBRvfZaL3/ER0CXumboSJOGXsrKylIh/qdVq8vPzyc/Pj7FiGR4eXmTF4na7aW9vZ+vWrRgMhrjq15AcGZU0ArRabcLt0xdeeCGTk5Mxv2tra2sFviiK4kMAgiB8EQgBf07qhJxCypAMAZXsPoPBIDt37lx23m41sVhaLhQK0dLSgl6vp7Gxccnq01KigNGiSgvn2A0Ggzzjt5RA3vGCdP4EQUioJT+aOMcj1dEjBCtBqnyVlJSccAcQl8vF4OAgO3bswGg0xmjVJDPPuhqMj48zMTERdyQsWUQ/4yUnluhnozReJz0bpcRHVVWVLPQX3bKaLBl1u91y0qqysjKhfT4Vh9/YWIkTb9y4ccluprVy4nA4zMzMDD09PdTV1a2KE0e/hEbPsYdCIW7eYuAbz8+gVqu5urGIt9Ql7zSzWkicOFGL2IWcWBJaljixlGg+2TlxX18fRqORbdu2yZw4WuNF6gRO9XMxGAxy5MiRlI2ELRROXMiJo51t3G43HR0dNDQ0oNfr1+QII0GKxZJjWyJ4I8XiEzIaIIpiXEsUURR55ZVXYvxLl2sNXWnZRNHZ2Uk4HMbtdsdtHVyNJZUYDuP6+9+x/+xniP4AjgsvpP3MS/nBkSB5BhW/vr6G4vyc456Fm5mZkVvL1lp9WconO544lCiKDA4OMjs7u6gl/3hDsqUyGAysW7duXgE9FKH5H49y4KAGZTAda+E+Lj2vlgDZ8jxrbm7usq3EiSAQCHD06FEqKytT4gKxEiRRE4vFgtPpJBAIUFVVRVFR0aJzHk9cBVb2yr7kkkt48sknUyGOIp9YQRBuBj4IXCCKometK/7/ECmJxaFQKC5Z7O7ulivpcOxF0mw2r2j1tnDZZPbl4MGDAJSVlcUdpxFFcdWigFIb7dzcHEqlEpVKJb9oH+/KdKrtAX0+nzxC4Pf75WRgvJdpr9dLU1PT6zICIVm11tfXx31+S633MzMzcbud1oLR0VGmp6fZunXrcX/+RNsTWq1W/H4/er2ejRs3xu04iSaj0V0wy5HRZ555hueff54f/ehHa93dU3E4dTiunDgSibB//3727Nkj/y5RThxv2UTR0dFBJBJJKSeOxozFxlceaqZndl6jxpSm4r8vWcfWyoLjzomlanx9ff1x48S5ublxz9nAwMC8UPcJHguWBKulJGa85Hp0670oivIz5Y3KiWdmZnC5XAQCAaqrqyksLEwZJ77wwgt59tlnU+EccFLG4td1NCD696Io0t3djcfjidsamug6V0IkEsFms6FWq+PO8a3WkkpQKkl/+9vx1tdj+/4PyHz8cc7u6GD9ez/G+5tDfPmxXm7d1Ev6a+2eOTk5Kc8OjoyMMDU1xfbt21Oy7qV8sqPFoaTKdHd3N5FI5ITPIEnifGazmbKysvkW4xebefnxYSK+XOzGAcovGOT9F31a/i6lDK/USpyRkRFT2UkUUqteVVXVCSPckqhJeno6LS0t1NTU4HK5OHjwYMJWLCtlRj0eT6rVqi8FPgec83oHvFOIj+jRAKfTSXNzMxs2bEjoQb7aSpTT6ZRHAeIp6Ee3oK7Go7mlpQWj0ciWLVsQBAGfzxdTmZbuldW2ey4Fn89Hc3MzZWVlSbdELgWpElFSUiILpo6NjcniUNIIgdfrpbW1NeFusFRiJatWWNx6H13ZkboepMpOMhgeHsZms52QJAAcG6/LyMggEAhgMplIT0+nt7cXn88nVw0zMzMTsieM1y3gdrtTOkt8Kg6fPFgq3ihes3SGeS7a1dWF1+tNiBNHL5sMJE6s1WpTyoklWCwWHt7fxZBPx6curmRrUTq3P9jKn/aP4JseknU4jgcnHh4elgXyjgcnll6mpdGh6K6taE58IjuCE7FqXdh6L3U7SZw42U5gCZIjwuvFiaVO8mhOHG2zuFpO7PP5UipoebLF4td1NEBCMBikubmZjIwMGhoajttNI1W5JGunVAe8kZERppxO6n/5C8IHD2L99nfI/+pt3L3nAj7pP5vD6zZzc10uMzMzHDlyJKYVdC0vXtJ8rdfrZdu2bcflRXwpn+z+/n5sNht6vZ7169enfLvLYaEt1XDbOM/97TDhuRxsaUGmax/g1ms+QHV2TcxyC+dZpcpOX18fWq1WDubLzXJJCuobNmw44UJYTqeT1tZWeRxAwlqtWCSv7Egkkmoy/XNACzz12j21TxTFD6VyA6eQGFayrZqcnJT1PRJ9CVlNIkCqcun1+rjOAGupPkkv4iUlJTECRTqdLkZpeeEIlJQMXEv8lAQJa2pqjps9oFKpXPQyPTMzQ29vL36/n7KyshM6AgHHbKmSIdzR1l7SPKvFYqGnpycp4cSBgQHm5uZOeBJaFEU6OjpQq9WyEGNJSUmMPWFPTw86nU5OcCRjTzg3N5dqUbFTcfgNAonbZGZmHndOfPToUVmrJNWceHh4mOnpad590U7OmwtRmTNfUf3h2+tJ16nQq+fHto4HJ+7p6cHv99PY2HjcOPHCl2mJR0ZzYuncnQhI102yWlUajWYRJ5a6ixMVE5c60Y7ns28pOJ1O2traFnXNRI+nBAKBVXNiURRTfQ2dVLH4hIwGwHzAibetF198EaVSyfr165Oer967d2/CowHRAihutxu1Wh3Tiiq1oK4m2EndDMFgkM2bNx+7sLxeZu+6i7k//gmvVs8vNl7BFZ++iUu3zB+nVKGamZkhGAzKrTnxVDGXgtQWn5aWdlxVoeNBan+VKjhSu9TxnD2SID3AKioqCM2peOaBvQSnc3BqbEyWPc1Vl17MaZUXJ30+PB6P3C4lfSeSlZS0LingrdUWcTWQAt5SrbcSJOExi8WCw+FY0fNbIqHt7e285S1vYXp6OhXJgBN3Mb75kZJYLM3kL4TUTSQIAvX19UlVT0ZGRhBFccnqQzQkguZyuaivr+fAgQMxMXytSYC5uTna2trYuHFjwmQkut3TZrOtukIleWKfaEFCgKmpKYaGhqipqZETm6t9piQLyZaqvr5+zXP5EsLhsPwybbfbMRgMcvySnimSLozH41mkoH68ES8JsBSiW3BDoVCMI8zCfZbIaCgU4tprr2XLli38/Oc/X+vunorDqcObkhO7XC65siohWt9iNWNZ3d3dhEKhGE68EuJx4ry8vKS6tsLhMG1tba8LJ5aKmjk5ORiNRpkTx4tfqcbxsmqVOPHMzAyhUCguJ5aEGDdt2nTCO9Hm5uZob29fFSeWOumW48Stra1cffXVTE9Pp+IZc1LG4tc1ETA9Pc3Ro0fZs2fPquaREw16CwVQhoeHAeRW8rUQT0noKiMjY8lZ2kBPD5ZvfJNgSwvNudVUffPLbNqxedF6pDkXp9OZUIVKCjp5eXmL/DmPN6SgU15eHvOwilZaltQ1JVJtMBhSEpS9Xi9HjzaRhpmmZ3uIWLLxqlxMFD3F5WdvYHfj+1OynXjzrOnp6YyPjycsOpNKRHcCJDOrlKgVS2dnJzfffDP33nsvtbW1qdjlkzLovUFx3BIBoVCIAwcOoFKp2LlzZ9L3zvj4OH6/f0VBMylWGgwGqqurEQQhJoavtfokVTBWIgTLQYpfMzMzWCyWhCtUExMTjIyMLLIHPBEYGRlhenp6UQJn4TNFErczm80p6/iRqvF1dXXH7UVcil/SdwLz6v0ejwdBENi8efMJJfvJJAEWYqE9odFolDUSpBeESCTC7bffjiAI/PSnP33Tks83KN5UnLi+vh6j0cjw8DCCIFBaWpoyTpyZmRnXejCZ9VitVqanpxPu2pIq4gsts08EVuLEkqWfIAgxIwSp4sRNTU3HvUNV+k4sFksMJx4bG6O2tvaEc+JEkwALkSgn7ujo4H3vex9/+ctf2Lx58wprTQgnZSx+XRIBUibfZrMRCATYs2fPqh52e/fuZc+ePUveSKIoMjQ0xPT0dIwAytjYGMFgkPLy8pS0oJaWlq7YhiNGIkze9zccP/0Z6nAQ/c03U/jBWxHiVJwWVqj0ej15eXkxFSqv10tzczPr1q07IYIc0ZCyf4kEnVT7ZDvnXDz96AEs3X6Us1m4NA6s+c9w0WkFnL77kwiK4zMfKooiU1NTdHZ2otVq5Xn81cyzrgarTQLEg+QMIQkOPvHEE2RkZHDffffx5z//eVU+xEvgpAx6b1AcF/9qt9stiwIKgsCGDRuSXufU1BQul2vZ0aD55N1RysvLY6pOEnFdiyigKIoMDw9jsViS7mZYCSt1bUkiqQ6Hg7q6upRVxBOB9Bx1u93U1tYue94kcTuJjCba7rnc+qRRhGQqfqmA3++ntbUVn8+HQqFY9TzrarCWJEC8dUnWr5I11v79+3G73ahUKu64445UnddTcTh1OK6c2G634/f7Of3001d1ba2UCJDilcViYevWrTInHh0dJRwOU1ZWtiZOLPHS8vLypPRRAuEIGqViyX8n0rUlvQzHs8w+3nC73bS0tLwunNjlctHS0nLCdWFEUWRycpKurq4YTpyos81aIXX/HQ9O/Pjjj5OZmcl9993HfffdR319fYr2+uSMxScsERAMBolEIoRCIVpbW9FqtdTU1PDqq6/S0NCwKvK2b98+du3aFffmkRSjgUVEZWJiAo/HQ0VFxZpbUDdt2pRUe3hH2yCvfuEbnDVyBHVtHf+vvTOPj6o82/+VZLJvZJshJCEEEiBkBQRcQSmgsjSRRUUsKrZaqxWlWqgWt7eKa7XV+pNXqKivKwl7EGWxoILs2Rey75mZzGSdzH7O7w/6HCeTSTLLOTOT5Pl+Pu/nLQhzzoTkmvvcz31fV9S2l+FtwS2bYHoaIpfL4eXlhaCgILS3tyM1NdUlYzglJSV2nYiTcU+5XI7Ozk7uNMSaEVxVpxanT5Si9pwC3rogdPrJoBUfw/K5CUi99o+Ap7AFOHkQT09PR2BgILfP2t7ezouYW3NtPgTPHJZlsW/fPrz55ptcXu4DDzyA9evX8/Hybil6IxTeGwEkPjUtLQ0GgwFSqRTJyck2vyYZfxysidDR0cFFN5lr5enTpzFv3jy7dZhhGFRUVIBhGCQnJwv6QGp+wh4aGsqZCAl9bXPIA6mnpyemTbM9npYYv7a3t9uck02u7eXlhalTp7rkNF4kEiEpKQksy6KzsxPt7e2c4ZkjDQ5rru3j44MpU6bw/r7lcjm2bNmCS5cuwdfXF/PmzcNLL73ER/wj1WH+EKwm9vPzw9SpU3HhwgXMmjXLrqbimTNnMG/evEFr4pKSEm6KxvTPtLS0QKPRcIdj9mgxieiztSZW64149dtKZMSGYmVmNL4pkeGHKgWeuS0JQb4DvwaWprZcWROT952ammrzFIf5uHrQf83ErU1RIfV4Wlqa09fRyLXNa2KSbGO+j8/3te2ZBLAGlmWxd+9evPnmm9ykwIMPPoh7772Xj5d3Sy12qlkgORWKi4vjxnaISZU9jQDyd813bogpYFRUlMXoJk9PT6hUKhgMBs4d0hZIHElmZqbNhibJKZNQv+0VvPKPz/Cnwj0w3L0WEc8+g8DbbrP4500NSRISEtDS0oKqqioEBASgvLzcKTugBIVCgcrKSrsfSE1doU1zsolJjHk30aBnUHmpDZd/ugJNky884AFZSBOCYv+D1XNmIe6aNwEv4U2xurq6UFZW1u99m7t4d3R0QCaToaKigtd9MCGbAMDVk4DXX38d27dvx7XXXou2tjY0Nzfzfh2K+0BOheRyOa655hr4+vqiq6vL7gzqocwCm5ub0dDQgFmzZg3QSpK1rlKp7BqR1Ov1KCoq4i2ibzhEIhEkEgkkEgnnUQJcPeEpKiriVgiEzoome4uDRUNZg3lOtrlx4mAn7JaiWp0Fae77+flxD+IeHh6cizfwyz5rSUkJt8/Kx+ej0E0AlmWxc+dOeHl5obS0FCzL4uzZs3xEuFLcmL6+PhQUFPSLTyV1rT2NAKLF5g9eRK/EYrEgNbFUKkVdXZ1dNbGvyBOx4/yxL78VR0pk0OiNmDMpDH7elh8ePTw8uJH0yZMno7m5GdXV1S6tie153wD6rZ6Z1sSmKSqDnbCTqFZ7r+0InZ2dKC8vH7YmlkqlXE1MGhyO1sRCNgGAq6t2b7zxBj788EPMnTsXbW1taGlp4f067oTTJgLa2tosngqRUR57ulmXLl3CjBkz+nX+TQ1QLI0HsSwLtVqN2tpazsTDWmMosmqgVCqRlpbmUMH37vc1yD1yGS8UfYWEtmoELF+GiM2b4TnEmHlTUxPa2tqQnp4OHx8fiydU9sTgWUNbWxsaGhosZszygWk3UaPWwiD3R+05JYxqf3T5tqM14iymhV7Cypm/xriZDzilAQD8IrYZGRlWia2lfVbSFLA1n9VaY0B7aWlpwZo1a/DPf/4TN910E++vDzftfo5QeNFig8GAy5cvQyQSYfr06f2iykhBYytdXV1obGzs5ythGgdraWSe7KFKpVJuVcuWOD8ygjpp0iSbDbUcheyCkpUw8595Dw8Prrjj++dW6B3YwXKyIyMjIRKJho2lEgrSgCDND2sw32cNCQnh9vFtechyRhPg7bffRmFhIT7//HMh1kuoDvMH7zWx+Sl2fn4+kpKS7Fo5vHjxIlJSUvrVxD09PSgqKrKpJhaLxVadSpOmckdHh0M1McOyuP/jy9yv/70+EyIrTpGJyW1GRga8vb0t1sRisRhhYWG818QkKcV0xYJPzE/YSYMjNDSUS+zKzMx0uieNaQPCmqkrS75hptHjtuip0E2A5uZmrFmzBv/6179www038P76cFMtdlojoLa2FuHh4QO+cYqLixEXF2fXOI+5YJoboJhiyQCFfIPKZDIoFAqIRCKugDO/T4ZhUF5eDgD9Cmh7YVgWe/NbsevHOlx3+gDWXjkGTeR4RL+2DeMy0wbce3V1NeeObEnQSOSHTCZDR0cH/P39eXPuN92/tbVIqVP04UxNB9bOiYGRYfC/P9Zj7ZxYjPP3HhirwrJouliGU4daoO0OgjSoDk3ReVgSzGBe+gOISF4AkcCnbaYolUpuAsLeMVOSzyqXy6FSqTjDm+E+mIRuArS1tWH16tV48803sXDhQt5f/7+4peiNUHjRYrVajZaWlgEPkRqNBiUlJZg9e7bNr9nb24vq6mpkZGQA+CVNJDg42OIetSVTQIPBwBU9vb29CAsLg1gstjhW2NnZibKyMqfvRAK/xAMOtQuq1Wq5VS6dTsfbCRXJaE5ISODVFXowWJblVgiIYVdERAQmT55sc1PTEYxGI4qKihAWFob4+Hi7XsM0ZtH0sz4yMnJIfWVZFqWlpfD19RWsCfCvf/0LZ86cwVdffSWUozjVYf5wSk08ceJEu4zXSKQx+Z6WyWSoqqqyqyZub2+Ht7f3kDWx6XqSIzXxNyUyfHG+ift1dmY0VmYOvhJjGpk9VE1s7rXFV01cX18PhULBa1LKUBiNRq6OVCgUYBgGSUlJkEgkTvWlUSgUqKqqcqgBQWIW29vboVKpEBYWhsjIyGFrYqGbAG1tbVi1ahXefvtt3Hzzzby//n9xSy12WiPAYDBYHB8tKyvjuo+2UlRUhPj4eAQHB1s0BSRY64KqVqu5As5oNHIC6OPjg6KiIu4khM9igGFZnLyiwImcY8g6/L8I0/Sg9PZ7MOep32P8OH9ur8vX15dz2h4Ovk6oiNhqNBqb45n0RgYiTw9s+7YK/3euCX+8eRLO1XXibF0nHlswCVkZ4/FDlRLpE4Lh0aJF9bkytNWr4KUPQ7dvO/In7sP8Sf6YEXEPkhKnQalUQqFQwNvbm+smCjkOZdpx5as4Ix9MZJ/VPF+awKcJiiXkcjlWrlyJbdu2YcmSJby/vgluKXojFF60mGVZ6HS6Ab+v1+tx+fJlzJ071+bXVKvVKCsrw6xZswY1BTS9/nDJACSHXSaTobOzE8HBwdxnBBmbTE9P530HfDg6OjpQXl5u0z4mcYmXyWQOTW0RMypXRJaSsWLSPDIt4EhTUyh/BKPRyK358ZmMY80+qzOaAB9++CGOHTuG3NxcIU/2qA7zh1NqYolEYpf7e2FhIRISEhAUFGTRFJBga00sk8nAMAyioqIgFovh4+ODwsJC7ufSkZ+NPp0Rf9lXhkRxIH5/Uzx2nWlEflMXXslKRqj/wIOf1k412hur4Ofnh3HjJyI80AdensP7mvBZE9tjkkpqYvK1MjdEtAaSEDNp0iR0dHQ4tSaWy+XcSjTfNbHpBNpgNbGQTQCZTIaVK1fi9ddfx6JFi3h/fRPcUotd3giorKzkxndspbS0FBKJBK2trQAGmgIC9udSk65Va2srOjs7ERERgUmTJvXLzuSbovImyF78HyRWXMBl8VQUrH0M6RO9MXvKeIdGMU1PqMxHjAZ7L6TbKxKJbDaEMjIsLtR3wqetCTFnTmCLehJ+Nl7tbqdNCEZCgC+UzX3w8VEjQMZArPWDr6gL8uAahIp7MOvaeEzwz4S6V4u0tLR+BbNareYKOKFysmUyGerq6jBz5kxB931N40uMRiPCw8MREBCA+vp6wZoACoUCq1atwvPPP49ly5bx/vpmuKXojVAEbQQwDIOzZ8/iuuuus/k1iSdLYmLioKaAwNWHOlt1mJzkymQytLa2gmVZTJ48GRKJRLA8ZkuQ1ShHGhBkaoucUFk7tUXMqFxhCEWcuJOSkvo160mzhhRwfJ62EQwGAwoKChAdHW2xqcQX5oZdxONFoVDA399fsCbArl27cPDgQezbt0/ophbVYf4QvCa+cuUK12SzlZKSEkRHR6O5uRmenp4WTUz5qokjIyMRHx/PS02sUOkQ6i+CyNMTDMtCqdIjMmigjvxwRY4d/ynHvdeMR8qUOLz7fS0y40Jw1+zBDbctYakmFovFQ9aRxKPEx8fH6kM5gpFhcaZGiVB/b6ROCEaVXIWWTg3mJYTBz3v4hjBZwbAU1UqaNe3t7YLVxFKplFsNdmZNHBERAX9/f9TX1wvmhdDe3o5Vq1bhpZdewu23387765vhllrstEaApfxqAKipqYG/v79dzrilpaXo6OhATEyMRQMUR3OpyQnQ9OnTodfruTx50rgYKs/UXliWReP/fQX9e/+ABl74efwM9KTNRnrWIlyTNhEhfo79EJqOGJH3Yn5CZTQaUVhYyI1iWjWFwDDQXr4Mzblz0BaXoEHFoEquAuPpiQMJN6Ao8mq02NyYUOhre6EGi3idJzz9pGAiv0VKeAXW3L4DIeFJVndchcjJbmtrQ2Njo+CCZ45er0dTUxPq6urg4+PDGXbZus86FJ2dnVi5ciW2bNmC7OxsXl5zGNxS9EYovGmxVqu1+PvWZlCbYzQa8dNPP8HHx8fi3qCjudSkABOJRIiNjeUageRURywWC3YSYuoLw+cYqKUTqsjISIjF4n4NwPb2dlRXVyM9Pd3phlAqlQqFhYXDrmBY8kUhTQFbd0AJer2eMxa2JYbMUYhhV2lpKXQ6Hfz9/e3eZx2K//u//8PXX3+NAwcOOCNqi+owfwjeCKiurkZgYKBd3/clJSXo7OxEbGysxelVvmri5ORk6HQ6p9TEBLVajfOXC/AfeQDkmqv3HervjcdvSYA4uP80jfna6YA1VBNITTzU1JZpTTxp0iSr7pdhWXh6eKC5UwMjY8T3VxTwFXnCy9MDDUoNpksCsTRVYlVKS2VlJfR6/bDpNELUxK2trWhubkZmZqZT1xAs1cTk34Wv++jo6MDKlSvx7LPP4te//jUvrzkMbqnFLm8E1NfXw8vLy2bjo56eHly4cAFxcXFITEwc8N8dyaUGrn7zNzY2DjgBMt3FHyzP1FF6enpQfvQoxD+ehu78BfioesDAA1fC4lA/JR2ec69F4o2zMHtSBIL97P+BINFL5ITKz88P4eHhaG1tRVxc3IBTGEathjY/H5oLF2Cob4BHYAA8g4LgIfJG3/ffw9DUBHh6wjspCV6RkTg6Ph2v6eJh9BLhd3MkuCzV4EJDF2JFRvh4lKKDDce8mPH4+7KJQPhksB5eKC8vh4eHh82RWJZyskkBZ+1pS0tLC1pbW5GRkeFUwQP6rwP4+/ujq6uLy5e2dp91uNdfvXo1Nm7ciDVr1vB894PilqI3QhEkv9oUexoBLMuioqICTU1NuPnmmwc1BbS3CaDT6VBYWAixWDxgKoqc6shkMs5sUCwW87a/zrIsysvLnRJNaOmEysPDA0qlUjCD1qFwJJbK0ZxssoowadIkp3ghmGK+DqDX6+3aZx2Kr7/+Grt27UJeXp5dhnB2QHWYPwSvievq6rimpy309PTg/PnzmDhxoiA1cUtLC5qamizWxKZ1pC1mg9ZC9GjGjBlQ6EV4+3gNACArYzwWTe8/OaEzMvjifDOumTgOKROCcbmxC6WtPbjrmgnDGhCa18T+/v4ICwtDa2srJk6cOOyBJcOyMDIs5L06lLT0IHl84H9XYjvg4+kBuUoPnYGBj8gDj98yGTOih/aBcCSq1VJNbGu0anNzM9ra2lxWE5eWlnIeXaY1MR/rEF1dXVi1ahX+9Kc/YdWqVTzf/aC4pRa7vBFAHKOt7bIBvxighIeHIyQkZMADqz0jqASWZVFTU4Oenh6kpqYO+c1vi9mgtbS3t3PmLgEBAWCNRqhKSlH/zQnof/4ZofWV8ASLLp8AXBZPQ8vUTESkTkdq3DjMiAlFYIAv4OkJD08vQOQFD09PwMsL8PKCh5cXPESiX379368Ny7Jge3uhqKxE7YUL8OnphXdPDwL1evgB8NLpYGxvh7akBDAYAJEXRLFxYDUasCoVmL4++KalwX/lKtQmZaKo04iy1h4cLW+H3shgcXIUfjMvFpfru7DrbBP8+trAGHXQ+YbjzmuTcFuKBPHhfrzGUtmak93U1ASZTIaMjAze3WWHY7j9J0v7rGS1w5oP9N7eXqxZswYPP/ww7rnnHiHewmC4peiNUNyuEWBqCiiTyQa47Dp6+kT24hMTExEZGTnsvZiaDZKfEXszjIlBXUhIiN0RffZiMBhQXl4OpVIJkUjU7yTEGdpEXKH52MckMVJyuZzLySY7oJYeEnQ6HS5fvozJkyfbNRrtCMN5Agy2zxoVFWX1fv/evXuxfft25OXlOTMakOowfwheEzc1NcFoNNpkjGlaE4eGhvZ7YHW0GUvMqlUqFVJTU4fUIFvMBq3FtCbu1Hvi3e9roTcy8PL0gNbAYMP1E5Ee88sDtdZgxMc/N6GpQ40kcRCuyHoxOTIA6+bG2rSTz7IslEoliouL4e3tDR8fn37TQeZ/1sPDA2drO9CrNSBtQjCOlMpR066CONgXjR1qdPbpIe3RIjzAG5MiArEiXYL0mKFXEYqLi7nocGfXxI2NjZxJuKtq4sHSusiKcHt7O9c4j4yMtLom7unpwerVq/Hoo4/i7rvvFuItDIZbarHLGwFtbW1QqVSYMmXKsK9B9mSIAUpra2u/aQJHBc9oNHKFgK07QMDgZoPWjhQ2NzejpaVlyDgSY2cnen46g7bjJ+F54Rx8e7tsusd+iP7bGGAB1tK4cGAgGF9fGH194BUaCr/MTITecCP8ZmbC06RArJT2Iie/FQcK29Clvvpv7O3pAT3DYsN1cVg9awIaO9SYLglCj0aPzZ8ch59aihmz5+OeeRMRESBCZVkJIiIiBImlIjnZ5CHBfPSroaGBG/0V8tTPEraaoJjvsw5XWPf19eHOO+/E+vXrcf/99wvwDobELUVvhOJWjQCSfz1p0iRER0cP+LuONgGUSiUqKiqQmppq8wPTUGaD1hQ0Wq0WhYWFiImJEXQ33RIkdtFgMCA5ORkeHh79JtBInB8xseUbuVyOmpoah5JSBsM0J1uhUAzIydZoNFwSkD3mwY7em63GgJb2WSMjIwfdzT106BDeeecd5OXlISwsTIi3MRhUh/lD8Jq4tbUVarUakydPHv5mWBa1tbVQKBTIyMhAS0tLv2kCPmrikpIS+Pv7W0yAGY7BzAatnYQxj8wube3B15da8If5kxDsJ8L7J+swMy4UC6f1bxRrDUb8z+FK7tfPLZt6tSY1svARXa3xrp7MD17v9fT04IcLRfCOjMOi1Fj0abT4tqAe3toeRPjoERUZieBxEehmvFEp78P8xAgoVTp8erYJoQEiBHiL0NqtQXyYH/r0DM7WdUCjZ5A8Pgix4/whCfHFwmmRFj0CiEmqUFGt5jUxWUUlNXF9fT06OjpcUhN3dXWhrKzM6shuUhPL5XJ0dXUNWxOrVCrceeedeOCBB7B+/Xoh3sJQuKUWO60RwDAM9Hr9gN8n3fWpU6cO+/dLSkr6GaCYdk75GEElxkR85DMTYxW5XA61Wj2kQZ8tHdd+f49hoL9yBX2NTaiTq1DQ0IELNQqIPFjcEB+KmyaPQ4AXwBoZwGgEazRc/f8GA2Ag/98AjVaLdoMeMWnpCIiLg5c4CqKoKHj895TD3FcgJCQE48IjUNrhgc8vtOBsXSdEnh5YND0Kt6eIkR4TgrAAEbo1BoQFXHV01RkZ9GmNePlIJeQ9avhDix7GD2tnR0Oia8aECROcUnSbn+owDAMvLy+X7OA66oRKuu+ksCZ7xmSFQKvVYu3atVi9ejUeeughAd7BsLil6I1QeNNivV4PhmEG/P6ZM2cwb968YT/4Ozo6BuRfmzYCGIbhdl/tKSJIQzQ9Pd1hJ3VTs0GFQgE/Pz+IxeJBTe3IFIIrHkbJZ5yfn9+gRTfZxZfL5QDQr9nsKMQfRahcbHNMJ53UajX0ej0SEhIcdiG3FdIE8PPzs3sajRTW7e3t/XZzw8LC4O3tjW+//RavvfYa8vLynP59BarDfCJ4TSyTydDV1YWkpKRh/35xcTFEIhEXad3U1ASGYTBx4kSHa2LSEOW7JpbJZNBoNHbXxAaG4Ub8Tf+3KZcbu5B7uZX79dprYtDeq0VVex/WXhODLrUeuy+14PYUCZLEgaht70O9sg8LkiKgNTDYf7EeEXopAscnoFiqRWJUIDQGI6rlKuiMLGbGBCMh2IjDBc1o71YjNMgPoSEhGBcSjPI2FYL8ROjo02NiuB8alGp09OlhYFgE+4oQFugNH08PzEsIx7yEgQ1BvV6PgoICl9TESqUSDMNAJBK5pCa2tQlgzmA1cUREBAIDA6HVanHXXXdh7dq1ePDBBwV4B8Pillrs8kZAR0cHWltbMWPGjEH/LtkZlEgk/QxQSOc0ISHBodMnkg0tVPFnyaCPGKsAV00Pvb29bd4BskRjhxrvn6zDwaI2+Ht74b5r47A4OQp+3p7w9/aCn7cn/Ly94P3fGJOG5jacLa2FT2QcGrv0qFX0oVbRB4ORRUSgN8ICfBAe6I0AHy9Iu7Vo7tSgqaMP8l49WACR/p7ISgnHuusnY/y4oYvRBqUafz9ejd/fNAmJ4gC8c7wavUopHrn5ah6qMzFdAQkNDeWyWckJldA52ULEoZAP2oqKCjz++OMICgrCjTfeiLfeesvpUWv/xS1Fb4QieCPg3LlzwyZlNDU1oampaYAp4OnTp3Hdddc5PII6XDa0o5g+SJubDXZ2dqKsrMyuKQRHIWsWtpwAEbMusotvTRrMYDQ1NUEqlbpkF5RMl0RHR6Ovrw9dXV0IDg7mTK6EvB8+mgCWXpPs5r711lsoLi6GUqlEbm4uZs+ezcNd2wzVYf4QvCZWKpWQSqVITk4e9O9qtVrk5+cjOjq6n160tLRAq9Vi0qRJY7Ym7tUa8NaxakwM98eaWRPw+flmyHq0WD1zAg4WtcHIXP0nDPX3xto5MRjn741zdR04W9eJKZEBaJZ3oLalHfcvTMHU6DCcq+tAQVM3AODGxKv3d6G+EwDg4eGBX02LgFrViwOXGyHvUoH18EJwUCC6DSLMih+HsABvFLf0ICrIBzdMiYCiVwu5Sod5k8IQFtC/4arVarlJO1f4o1RVVUGlUrmkJna0CWAJrVYLhUKBsrIyPPHEEwgMDMSCBQvwxhtv0JrYBJc3Arq7u1FfX4+0tDSLf6+npweFhYWYNm3agD1R0jkl/gL2nD4pFApUVlYiNTXVKdFMpmaDCoUCer0e4eHhmD59Oq8u9VVyFd77Ty2+K5Nb/O9eHh7wEQFq/S//xB4AYsP8MCkiAL4iTyhVeij7dFCq9OjTGSEJ8UVMqB8mjPNDzDg/JI8PxuwJfuhQXB2PZFl22BMqvZGBt5cnNBoNLl66jKlTkxA1zP4v3xAXVtPxW+BqYU0+nITMyRY6E1Wn0+G+++5DTEwMfHx8cPLkSbz22mtYsmQJ79caBrcUvRGK4I2AS5cuYcaMGRY/IIkpoEajGRDpCVxtBMydO9fuwtNoNHIeIULEtVnC1Gywr68PRqMRKSkpnFGfsyCN7okTJ9rtkE/GI2UyGTe1Za1bdG1tLbq7u22aRuMLkkyQkpKCkJCre75kioOc6giVky1EE8CcU6dO4fnnn8fKlStx6tQp+Pj4YO/evbxfZxioDvOH4DVxV1cXGhsbkZqaavHvDVUTS6VSdHd3O1QTk538tLQ0p5hZmp5Ik5o4IiIC06ZNs7smbuxQQxLiCx8vT2gNRrT36hEzzg+na5Q4VakAANx3bRyiQ69+1rEsi1NVSvxU1oReVS8euCUNSeNDYGAYHC1rR1OHGgAwVRKEOfGh3LSBr8gL2ZkS/FClhKxbh5p2FQwGPbIS/VDVIkd9N4NbpokRMz4KEeOCuekFkihgColqnTp1KtcQcRZkJc1oNA6oic3NUoWoiYVoApii0+lw7733YtKkSfDy8sLJkyfx1ltv4Ve/+hXv1xoGt9RipzUCBsuvVqlUqKysRGZm5oD/RgxQ0tPTLT6kt7e3o7KyEpMnT7YrtqSpqYlziXe2KzPZhxw/fjzXHeXDbNCcSlkvahV90OgZqPVGaP/7/9vkCvSotUiIGY9EcRASIgIQH+EPX5HlQnCo+BWC+eiXqWGX6d8l47fTp0+3mDcuJOSBBsCQyQRC5WQPZ4LiKHq9Hhs2bMCcOXOwefNmeHh4cCOCfBT5Go0G8+fPh1arhcFgwOrVq/Hiiy8O9sfdUvRGKII3AgoKCjBlypQBWkvy3ENDQy0+pLMsi/PnzyMiIgISicTm72tyChIbG+uSnfyGhgbI5XJMmDABCoWCF7NBa+nr60NhYSGvJ2/mbtGD+QqQEyBrolqFoKenB8XFxcMmExBjKLlczltOtmkTwBp/Ins4ffo0nn76aRw6dAgxMVdzzo1GI2/NFhu0mOowfwheE/f29qK6uhoZGRkD/ptUKuX+m6WHdLlcjqqqKrtr4sbGRkilUm4n35mQmjg6Opozf+XDbJDQ2qXBlxeaoTVc/eyLCvbF2mtiEODjBbXOgJ0nitHWpYY4SoyUmBAsnBqJMzUdKGntwU2JEejVGnCuvgMsC4QFeGNCqB8aO9Tw8fKEkWFx/ZRwBPl64URFO+LC/HHd5HB0q9To6VQOO7VFauLk5OQho1qFgKTjeHp6DjmBIVRNLHQTQK/X4/7778f111+Pp556itbEFnB5I0Cj0aCkpKTfyJy5KaD5Nxn5RzQajf32va01hSInwqQAcvYpCCmAkpOT+z0IO2o2aA3kQZhEYgl18mVu4EFOqLy9vVFeXu6S8VsSxSISiWwyg7SUk21PtrTQTQCDwYCHHnoIM2bMwNatWwX5tyVfi6CgIOj1etx44434xz/+gWuvvdbSH3dL0RuhCJ5fXVxcjLi4uH6FiLkp4ICb+q8pINn3lslknHZZYwpFtHDatGkuOQWpqKjgTkFI0eyo2aC1kPduehouBKbaxbIsp10NDQ3w9PS0OaqVD0gcWHp6uk2njnzkZLMsyxmgCdUEOH/+PDZu3IgDBw4IYvYF2KTFVIf5w2U1cW1tLZRKJTIyMgaclPNRE1+5cgU6nQ4pKSkuawoOVhPbazZoyrelMtS092HtnBh0qPTIudyCZakSJI8Pwq5j+WjoNuC+BTMg7dHhXH0nFk6NxOSoALR2aTA58ur1ilu60dihxsy4UIwP8UNZWw86+/SYJglEeOBVP5tujR4BPl4DvAsGm9oiNbE9Ua2OQhqiPj4+NplBkl18Mi0AgGsK2FITC90EMBgMePDBB5GZmYlnnnmG1sSD4PJGgMFgwMWLFzFv3jwAvxigeHl5WcxuNhU8T0/PfhF4pqZQ/v7+3IO0qWiSWKjg4GDBxgGHgqwiDDd2ZYvZoLWQry1fEX3WQk6oGhsbIZPJEBoaivHjx9sUu+QoDMOgtLQU/v7+Dr93spvb3t6Ovr4+q04PhW4CGI1GPProo4iLi8Pf/vY3p/zb9vX14cYbb8T/+3//j/v5NcMtRW+EIngjoKysDBKJhHsgVyqV3M68pVOKwXKp9Xo9V7xpNBruwdP8BFcul6O6utppI6imkFWEoKCgIfXAVrNBa1Eqlbhy5Ypg60GDodPpIJPJUFNTA5ZlER0dbXFqS0g6OztRXl7usBZayskm32uDnR46owlw+fJl/OEPf8C+ffuQkJAgyDXMGUaLqQ7zh+A1sV6vx+XLlzF37lwAvzj3m5oCmr+OtTUx0S7TmthgMKC4uNhlNbF5ZPZg2GI2aAmGZaHWGRHoe9VzpEdjQIC3x9V4QP9ABEdOQFz41etXylSYEhUwYHyfLyzVxNHR0YiMjHRqTVxSUoLAwECH4wm1Wi33vKLRaLgVgqFqYqGbAEajEY888ggmT56MF198kdbEQ+C0RgBw9ZtlwAVYFmfOnMH1118/qAGK6Z+11gCFOEfK5XJu5D40NBTl5eWIi4uzeLolNC0tLWhubrZ5FWEoYxVrO7d6vR6FhYUQi8WIi4uz9y3YTXt7OzfSxjAM929jekLF5+SDKaQBEhwczHthZp6THRgYyHVGyYet0E0AhmHwxBNPICwsDK+99prg3Xyj0YjZs2ejqqoKjz76KF577bXB/qhbit4IRfBGQGVlJZdZP5gpIGBbJJXRaOQKhJ6eHoSFhUEsFqOnpwft7e1IS0tz+ggqSYiZMGECN7JtLSqVisvINjcbtBapVIr6+npkZGQ4regjGI1GFBYWIiIiAjExMRantviefDClo6MDFRUVFr+vHMU0J9tgMHCfKyQn2xlNgKKiIvzud79Dbm7usK7vfGClFlMd5g/Ba2KGYXD27Flcd911vNfERLvcpSa2JjLbEnzWxBKJhJdUBFshUa2ZmZkwGAwWp7aErImLiooQGhrK+UnwhTUR185oAjz++OOQSCR45ZVXaE08DC5vBABXd+nS0tIGNUABHMulVqvVaGxsRFNTE/z9/REdHQ2xWOy0kxhTh3pLRlu2YGo2qFQqLT54mkN2cOPj453uzg8MHUtlPvlATtdDQ0N5+eElEyBhYWGIj493+PWGgoxLkQ68p6cngoKCoFQqMXPmTMGaAE8//TS8vb3xzjvvOHWkr7OzE3fccQfefffdwYyN3FL0RiiC51fX1NTAz88P3d3dg5oCOhJJxTAMNxGl1WohFou5sVVnfd/yGQ9oajao1+sRGRkJsVg8pLsyOQFyhTv/ULFU5qeHvr6+3EQdX80KhUKBqqoqZGZmCt4AMc/JDg0NRV9fH0JDQwV7QC8tLcWGDRvw9ddfY/r06YJcYzCG0WKqw/zhtJo4NTWV81KypFWjoSbu7e112KTUPP4uMDCQ+1wZrCbWaDQoLCx0iTs/8EtNnJmZOeAeB6uJ+ZraMm0GC7W2RGBZFj09PdzUlpeXF4KCgqBQKAStiTdt2oTAwEC89dZbtCa2Aqc2AnQ6HSxd7+TJk/D29h7UAMVoNNodSQWAG4VMT0+HSCTiijedTmdV8eYIDMOgrKwMXl5evO9imj94WjIbJIWvK5xIAdtiqcx9BRyNkDIajSgoKIBYLHZZx7esrAwBAQEwGAy8NzkYhsGzzz4LrVaL999/3+l7fQDw0ksvISAgAE899ZSl/+yWojdCcUojoLW1FRKJZFBTQEfiAQ0GA4qKijBu3DjEx8f3e/AkxVtkZKRgD8hCxgMScyuZTAaVSjVgXYjkYvf19SE1NdXpP6skmcDawpecrvM1tSWXy1FbW4vMzEynT4AYjUbk5+dzdQQxT+RzDLeiogL33XcfPvvss0ETkIRmCC2mOswfo6Ymrq2tRVpaGkQiEWQyGeRyudNq4tLSUohEIkFr4sHMBklNPG3aNISFhfF2bWtpbGyEXC7nnkeGYjCvLXunttytJo6IiEBkZCRvTQ6GYbBlyxawLIt3332X1sRW4tJGADFAqa6uxs033zyoAYojudQNDQ1ob29Henr6gNc3Ld7IrrdYLHZoD9/89QsLCxEeHo74+HjBd1TMzQaDg4OhVCqRnp7udGM+AKirq0NnZ6ddUxDmEVI+Pj42nVARp/Po6GinO5EDA0ef+G5ysCyLF154AQqFAh9++KHTDC/lcjm8vb0xbtw4qNVqLFmyBJs3b8by5cst/XG3FL0RiqCNgL6+Ppw/fx7h4eEWH2QcOX0CrmoTOYExn0oyL958fHwgFosHuNw7Ail8MzIyBM8PZhiG+1knZoMajQYBAQGCGrQOBomlsncKwvyEiqx3WNvQlEqlaGhosHj6JTSW1gFMzRP5yMmurq7GunXr8Mknn1hMPxIKG7SY6jB/CF4T19TUoKamRrCauL6+HkqlEmlpaS6riSMiIgSf0AQGmg26uiYmUa1paWk2P6TyURPn5+cjJibGJWsglmpihUKB9vZ2XmpihmHw/PPPo7u7G9u3b3daE2A01MQuawSYGqB0dHTg+uuv7yc0jgoewzAoLy8Hy7IWTQfNMXf0HDduHMRisd15mWT0yJFsaEeQSqW4cuUKAgIC+kUu8SXoQyFELJXp/udwiQp6vR75+fmIi4tzydd+uP0nc0E3neSwZlSKZVls27YN9fX12LVrl1NTLwoLC3HfffdxJxJ33nknnnvuucH+uFuK3ghFsPxqYgoYHR0NlmUH7E8PZgpoLV1dXSgtLcWMGTOsikbq6+vjTqg8PDy4FQJ7H+BJPKClZrDQGAwGXL58GcDVzxi+zAathe9YKuKJIpPJrCreWltb0dzcjMzMTKevQljjCaDT6bgVApKTHRkZafWucX19Pe6++27s3LkT11xzDd9vYUhs0GKqw/whaE1cXFwMHx8fKJVK3HDDDf0vzFNNDMCi6aA5QtTEJIHGVSuqlZWVLq2JdTqdVc8j1mDL1BapiSdOnOiSr72tNbG3tzf3fqytif/2t7+hpaUF//73v2lNbCNObQSQ/GpzA5QzZ85g3rx53A+Ho6dPer0eRUVFdp/Ek50jmUxmUwQLobe3l9vtcsXoUWtrK5qamridfD6MVayFZJJ6eHgIFkul1+u5rjU5oSJjuKTr6ardL3tMUExzsnU63ZAfUCzL4q233kJpaSn+7//+z+nFtY24peiNUARpBDQ2NnIPaj09Pejo6MDUqVOvXtDBwhO42pCsq6tDenq6XfuAGo2GO9GxJZaQ3P+VK1eg1+t5a0jaAtnJj46O5kwJ+TAbtBYS0SdULNVwJ1TNzc1oa2tziR+CPcaAtuZkNzU14c4778QHH3wwWFSUu0B1mD8ErYknTJiAuLg4QWriwsJCREZGYuLEiU6viQeLB3QWg9XEMpkMPT09nEmuUDUxWQ+eOnWqIDWxpamt0VITmzZtzJOHgKtf39dffx1VVVX4+OOPaU1sB05vBHR2dg4wQDl//jz3A8rXCGpCQgIv3/TWxhISSCyUKyKxgKsnFAqFYtD9I3uMVayFxJEEBAQ4LYbGdAy3o6MDOp0OMTExSEhIcLog8OGESnKy29vb+2XNjhs3Dt7e3nj33Xdx/vx5fPnll04/3bQDtxS9EQqvjQCtVouKigrodDrOrEmpVEIqlSI5OZmXEdS6ujp0dHRYHEG1B2tjCYFfTtcCAwMt+h0IDTn9mjx5MqKioiz+GXvMBq2FuPM7M57QdGpLrVbDw8MDqampFv99hISPdACSDU3eDwBERkYiIiICQUFBkEqlWLNmDd555x3Mnz+fz9sXAqrD/OGUmvjcuXOYOXMmvL29Ha6J+/r6UFhYiMmTJwtWE1uKJSRYG5ktFORzKD093WLTYrCamA+/GldEdptObXV2dkKn0yE2NhaTJk0a0TUxSR4iNXFYWBhEIhHeeecd5Ofn4/PPP6c1sZ04tRHQ2NiIqqqqAQYoly5dQnJyMnx8fMAwDAD7RlCJGZS1I6j2YCmWUCwWw9fXF62trZw7vrNjoewZx7fGWMVaiBMpmcJwNhqNhtt/0mq13HiRve/HVoSIQzHNyf7Tn/7E7bTu27cPkydP5uUaAuOWojdC4U2LdTodLly4gHHjxvUrTrq7u9HQ0ICUlBSHR1BLS0s5g1QhTuJJLKFMJkNvby+3tx4WFtbvJN4Vhki9vb0oLi7G9OnTrT79Gs5s0BZMo1qF1j1L1NXVQalUQiKRQKFQOPx+bEGoiECdTge5XI4TJ07gjTfeAMuy+MMf/oDHH3+cFp9jC6fUxBcvXkRKSgq8vb0dmsgiNXFKSgpCQkL4vHUAvzTMTGMJib+Lr6+v3ZHZfN1bZWUldDqdQzWx6fuxBWe681tCo9Hg8uXLiI2N7VcTkybHSK+Jn3jiCXR0dAAA9u7dy3s0uEC4pRY7tRHQ1NTEnWyaQvaGAgIC7Ba8trY2NDQ0ID093WnFj6kRiVqthqenp0tMSEjh7ePjg6SkJLu7jubGKtaO4VoagXUmxAzL3AXW3DzRUVOowRA6E5VlWfz73//GgQMHcNttt+HIkSOYNm0a3nvvPV5ev7GxEevXr4dUKoWHhwceeughbNy4kY+XdkvRG6HwpsVarRYymWzA6ZBKpUJlZSVSU1MdHkGNiopCXFycU6eCyNiqXq9HXFwcEhISnL4O0NnZifLycqSmpto9jm/JbNDaMdyholqdgWkkGPnaW3o/jphCDQZpApCJNCFob2/HqlWrkJWVhdbWVvzwww+8xgUKpMVUh/nDKTVxfn4+Jk+eDH9/f7trYnIw5eyamPi7qNVqeHl5IT09XZDVpKEgNbGvry8SExMdqonJ+yF7+LbUxJaiWp0BqYnNm9F9fX3cyD2picn7GWk18c6dO3Ho0CHceuutOHLkCGbMmIF//OMfvLz+WKuJndoIMBgMMBqN/S/AsigtLYWHhwdiY2NtHh0iyQNdXV1cFIozIQYsDMNg3LhxTotgIZCuY1hYGCZNmsTb65KdIzKGO9jeOomlio+Pd4kJCRl7G84Mi/gKEFMovk6ohBY8APjkk0+Qm5uLAwcOcNdgGIa3h5zW1la0trZi1qxZ6OnpwezZs7Fv3z7MmDHD0Zd2S9EbofCmxSzLQqfTDfh9jUaDc+fOITExEZGRkTYb7hBjuilTpgw6Di8kXV1dKCkpQXx8PFQqldNiCQlyuRw1NTW8nsSbj+EOZTZoS1Qr35B4RI1Gg5SUlEE/80iuNHk/fE1tOaMJoFQqsWrVKmzdupVzhGZZFizLursWUx3mD6fUxCUlJfDy8kJMTIxdNXFNTQ16enqQmprqkpq4rKwMABAaGirI6tNQCJVMYKkmFovFA1afbI1q5RtrDWKFqolJM1zImnjXrl3Yv38/9u3bR2tiHnBpI4Dsoep0ugE5phKJZNguFen6eXt7C2bCMRSmudiTJk3iri90BAtBp9OhoKAAsbGxgsaBDGY2GBAQgKKiIiQmJtoVS+UoKpUKhYWFNueCE1MoskMVFBTEmULZ8qHpjCbAl19+iU8//RSHDh1y2n5dVlYWHnvsMSxevNjRl3JL0Ruh8KrFWq2236+J463pQ2dgYCAkEolVTQGlUomKigqbfxb5gsQDmpoSOiOWkNDc3IzW1lZkZGQIOio+mNmgVCq1O6rVUYgpo9FotDkekY+pLZZl++3hCkFnZydWrVqFP//5z7jjjjsEuYYleNJiqsP8IXhNbDQauVUU8hBNfs6HO1k3Go3cdKiramJLkdmmD52jqSY2Nxv09/dHUVERpk6divDwcMGuPxjEqNyempiPqS3SBMjMzBRsCuWzzz7Dl19+iYMHDzrN/2a018RObQSY5lcPZoBi7ghPuojBwcEDum6FhYWQSCSIi4vj8zatQqvVoqCgAHFxcUMKDt8RLAQy+kNO75wFMVZpaWmBVCrFuHHjEBMTw4vZoC0QF1pHHbHJCZWlKL+hhMwZTYDc3Fzs2LEDhw4dctrDVV1dHebPn4/i4mI+dgrdUvRGKII0AgYzBTQ9uW1vbx/SEKqlpYVzZHa2NwpwdYxPJpMNGw9oGkvo6enJFdeOnkTX1dVxE2nOfAgniQr19fUwGAyIjY2FRCIR/MTNFJIS4+np6fCDh/kJFfF9GOqEyhlNgO7ubqxevRqPP/447rzzTkGuYQketZjqMH+4rCaWSqWcSepQNfH48eNd4o1ibWS20DVxUlKSUw+mBquJnTGFZooQNbEt3mHOaALs3r0b//73v5GXl+e0dZOxUBO7pBFgbS41MYSSSqVQqVTcKI5IJEJxcbHTH4IJxAzK1q6foxEsBPIDL6QpojXXJyOgfJgN2kJ3dzdKS0sFcaE1P6Ei33OmxbUzmgAHDhzAu+++i7y8PKfF7fT29mLBggV49tlnsXLlSj5e0i1Fb4TCe341aQAYjUZ4enoO+RBHTtblcjl3sh4ZGYnGxkaoVCouecCZEDMorVaLlJQUm4pIR2IJTa9fUVEBhmGsyuXmG9Oo1ilTpnAnVM4y5yNrfT4+Pg7t4VrCPMrP0tSWM5oAvb29uPPOO/G73/0O69atE+Qag12XRy2mOswfgtbEw/kBEAd185rYy8sLJSUlTn8IJtgbmT1aamIS1ZqamgoAvJgN2gKpSYVIibFmassZTYB9+/bh/fffR15entP+jcdKTez01QBSgNpqgEK6iI2Njejo6IBYLEZMTAzCwsKcOv5E4gEdMYMCbI9gIZBYKFdFsZAfeEuCY6/ZoD3XF/IhnKDX6/sV12FhYQgICOBy14W6/jfffIM33ngDhw8fdtp4mV6vx/Lly3Hrrbdi06ZNfL2sW4reCIX3iQBSgNqqxX19fZw5q5eXF7cL6cxpAKPRyLnDO/oQaimW0NKJmykkFiogIMAl8YRDxVI5YjZoy/VLSkoQGBiIhIQEQd+/pamtyMhIKJVKhISECNYE6Ovrw5133onf/OY3eOCBBwS5hiUE0GKqw/zhdjVxQ0MDOjs7x2xN7OrI7qGiWu01G7QFZ9fE5lNbpCaeOXOmYE2AvLw8vP3228jLy7Op0eQIY6kmdmoj4MMPP4S/vz+WLFlil2A0NzejpaUFqamp6Ovrg1QqRVdXF7ezHh4eLuipjJDxgKa7rOaxhASyB+uqWChbYqmsNRu0BSK4QnYdB4NhGDQ1NaGmpgbe3t5clinfKxHHjh3D3/72Nxw+fNhp0y4sy+K+++5DeHg43nnnHT5f2i1Fb4TCmxa3tLTggw8+QFZWFqZPn27zz6NWq0VhYSEmTJiA8PBw7iEaAKdbQhYkxJFZiLUw81hCcrJuWlwbDAYUFBRALBa7ZC3NlqhWW8wGrYVhGBQVFSE0NJRXg1prIQaxBoMBPj4+Fqe2HEWj0WDt2rVYuXIlHnroIaeuWgigxVSH+YPXmnj79u0ICgrCkiVL7Ho4bGpqQmtrK9LS0qBSqfrVxBKJxOFx++EQqiYeLpaQIJVKUV9f77K1NFsMYq01G7QF0gRxVU3c2NiI2tpa+Pj4cL4CfK9EfPfdd9i2bRsOHz7stGmXsVYTO7URcOnSJXz55Zf47rvvkJCQgKysLNx2223D7l2wLIuqqiqo1WqkpKT0O9VgWZYzfnNktGi469fV1XFmTELv/ZierLMsi6ioKG5Ucrg9WKGQSqVoaGiwK5ZqMLNBWxo3CoUCVVVVyMzMdIngm64D+Pn5cY0bhUIBLy8vbiXCkQegkydPYuvWrcjLy3NqAsOPP/6Im266CWlpady/xyuvvIKlS5c6+tJuKXojFN60WKVS4euvv8aePXvQ3NyMJUuW4I477rBqvH6otSgSS2g6bi+RSHgdVSR7oM5IJjCNJezq6kJISAjCwsLQ2NiISZMmuSQlxdFYKlJcE58EUlxbq1uuzsY2nUSYPHkyN7Ull8vR29uLsLAwrnFj7wOQVqvFvffei9tuuw2PPfaYU09XBdJiqsP8wWtNfPHiRa4mnjJlClcTD+cJRNaiSErHcDWxRCJBeHj4iK6JTU/Wo6KiYDQa0dnZ6bKamES1ZmZm2nz9wcwGbamJycGcq2pi03UAX19fu7y2huP777/HCy+8gLy8PKcmMIy1mtipjQACwzAoLCzE7t278c0332DChAnIysrCsmXLBuxDG41GbgRyuBFMcvohlUr7uV47klfMMAwqKirAsqxL9kC1Wi1KS0vR3d0NX1/ffu6xzipQ+IylIjthcrkcSqWSi/ca6mRdLpejtrYWmZmZLsnGHm70iuwby+VyGAwGbvphqNFic3766Sds3rwZhw4dcknurEC4peiNUATR4q6uLhw8eBB79uxBdXU1Fi9ejOzsbGRmZg7Quvb2dlRVVVk1gmnqem1LEsxw91paWuqSPVCWZSGVSlFeXg6RSISQkBCnxRIS+I5qNdUta+K9jEYj8vPzIZFIXGJGRpoAQUFBSEhIsPjfTX0FrPlsMUen0+H+++/HTTfdhE2bNjl95UMgRsWbcBMEq4kLCgqwe/duHDlyBDExMcjKysLSpUst1sRFRUUIDg4esBY04GZZFl1dXXYlwQx1r+Xl5QDg8prYz8/PabGEpjijJh7qs0Umk6Gurs7lNfFgkwhqtZpbISA1sa3/Rj/88AOeeeYZ5OXlDWk+OcJwSy12SSOg3wX+m5mak5ODvLw8hIeHIzs7G8uWLYNKpcKxY8dw++232/xwRKKjpFIp2tvb4efnxwmgtUUBOf0wjwd0FsQMCrgquKZjq0JGsJhi2vXl2wzMPN7LktkgmUSwp+vKB7buX9lzQnX27Fls2rQJBw4ccMmosYC4peiNUATX4p6eHhw+fBi5ubkoKyvDwoULkZ2djTlz5uDjjz9GcnIyZs2aZXPhYW0SzFDI5XJuLUnoPUhLEDOolJQUBAcHOy2WkKDRaJCfny+YGZi5H4q52aDBYEB+fj5iYmIEjeUajOGaAOaYfrZYO7VlMBiwYcMGzJ49G1u2bBktTQCA6jCfOKUmLi4uRk5ODjcOTWrirq4ufP/991i6dKnNP4e2JMEMxmCR2c6CNCE8PT0xbdo0Lqpb6FhCU2pra9Hd3S2IQa6lmth8JcJdamJr1xHsqYnPnDmDp556CocOHUJMTAzfb8GVuKUWu7wR0O9i/80jzsnJwZdffgm5XI577rkHf/zjHyEWix36wTbfwZdIJEMWbtbGAwoFmYQICgqy2PUVKoKFQNYxtFotZsyY4ZSur7nZoJ+fH9RqNWbPnu3UGBaCo06o5o64gYGB3A4VEfCLFy/isccew/79+12ybyswbil6IxSnarFarca3336Lr7/+GqdOncKECROwdetW3HzzzQ4VP+Y7+OSkYKjCrampCW1tbcjIyHBJ4aNQKFBZWTmoI7NKpeJO1vmKJTR/feLI7YwEEfOViKCgIPT09CAhIWFENAEsMdzUltFoxMMPP4xp06bhueeeG01NAIDqMJ84vSauqKhATk4OvvrqK7S3t2PdunV49NFHeauJTZNgRkJNHBwcbNGgdLTWxKYrET4+PtBoNCO6Jjaf2jKvic+fP4+NGzfiwIEDLlk/Exi31GK3agQQDh8+jK1bt+L111/HpUuXsG/fPohEIqxYsQLZ2dmIjo52SADN86SJAJJvbFJ42RoPyBd6vR6FhYVWj2DyFcFCMI2lmjZtmkuKovr6ejQ3N8Pf3x9arZYXs0Fb4DsOhXR6STbrhx9+iLCwMBw7dgyHDh1CYmIiD3ftdril6I1QnK7FKpUKa9euRWZmJubOnYucnBxcuHAB119/PbKysnDjjTc69GBuXriZ58YP5Q3jLEg6grUjmHzEEppCYrFSU1OH3RsWAq1Wi4sXLyIgIAAajYYXs0FbIOkIpPjnAxLBJpPJcOHCBfznP/+BTqfD9OnT8eqrr462JgBAdZhPXFITHzp0CM8//zxef/11XLx4Efv27YOPjw9WrFiBrKws3mpimUwGLy8viMXifmbV9kZm8wXxRhk/frzLauKysjJuEsEVGlFXV4eWlpZ+NbGjZoO2IHRN/L//+78IDw/H8ePHkZeXJ1gajItxSy12y0bATz/9hOnTp3MjkCzLoqmpCbm5udi7dy8MBgPXFIiLi3Poh0Cj0XACyLIsgoKCoFQqkZGR4VAUiiP3U1hYyEVy2Yq9ESwEcvri7+/vklgsAGhsbER7ezvS09Ph5eXFi9mgLTgjE/XYsWN48cUXERgYCI1Gg3Xr1mHjxo2CXMuFuKXojVCcrsU6nQ7ff/89br31Vu739Ho9vv/+e+Tk5OCnn37C3LlzkZWVhZtvvtmhB0NyUkBcr0NCQqBWqxEcHIypU6e6RIcaGho4HbLn9MWeWEJThoqlcgZarRb5+fmYMmUKl2DiqNmgLQjRBDBHrVbj0UcfRU1NDbRaLaZPn45XXnkFU6ZMEeR6LoLqMH+4pCb+8ccfMWPGDO4hnGVZNDY2cjUxwzBYvny5YDUxMap2VU1cUFCAhIQEl9XEg0W1OouGhgYoFIoBNbEjZoO24Iya+OjRo3jppZcQGBjIGbb+8Y9/FORaLsQttdgtGwFDwbIs2trasGfPHuzduxe9vb1YtmwZsrKyHH5wbWxsRF1dHfz8/DhnUr4zP4eCTCJMmzaNt6xMa2IJCbbEUglFXV0durq6+rl1mmKP2aAtOEPwysvLcf/99+OLL75ASkoKuru7UVVVhVmzZvF2jQ0bNuDQoUMQi8UoLi7m7XVtxC1Fb4TidlpsMBjwww8/ICcnBydPnkRGRgays7Pxq1/9yqGfHZ1Oh0uXLkEkEkGv1wuSBDMUZBKBOHLzUVhZE0toii1RrUJAPAmGOgG01WzQFpzRBGAYBn/+85/h5eWFf/zjH/Dw8EBRURHi4uJ4+/ylOjzqcDsdZlkWra2tXE2sUqmwfPlyZGVlOfzg6i41MV9rUdbGEhJcnZIC2F8T82Vk64yauKysDA888AC+/PJLzJgxA93d3aiursbMmTN5uwbV4sEZcY0Ac+RyOfbu3Ys9e/ZAoVBg6dKl+PWvf21TPjbLsqivr4dSqeROf8hpjlQq5VyvhXQmJY7YQo6AWoolFIvFCAgI4MygoqOjXWbOUVNTg97eXqSmplpVfFtjNmgLzhC8yspK/OY3v8Gnn36KjIwMQa4BAKdOnUJQUBDWr19PRW904NZabDQacfr0aeTm5uL48eNITk5GdnY2lixZYtNptlqtRmFhIXf6Y36aExAQIKhbP8MwKCsrg0gkEmwSwVIsIWl0eHp6crFU9kS18gGJaLSl+B7ObNAWnNUE2Lp1K9RqNd5//33B9n2pDo863FqHgauO8qQmViqVWLp0KbKysmwaaSc1cUdHBxcPKEQSzFB0dnairKwMaWlpgk0imO/gk5UIf39/h6NaHYVlWdTU1KCvr8/qhrQ1ZoO24Iya+MqVK1i/fj0+++wzpKWlCXINgGrxUIz4RoApSqUS+/fv5/Kxb731VmRnZw/5Q0TMWIxGI5KTky3+OeJMKpVKoVared/NIbFcznTE1ul0nABqtVrodDpMnDgR8fHxLklHqK6u5kxY7L2+udmgLd1rZwheXV0d7r77bnz00UeYPXu2INcwv97y5cup6I0ORowWMwyD8+fPIycnx6Z8bOLMP1g8oKUkGFLk8DENRE5/wsLCnKaDLMtyu6xKpRKenp4wGo2YNWuWSyYBVCoVCgsLHYpotNToiIqKsmqiwxlNAJZl8dJLL0Emk2HHjh2CT5lQHR5VjBgdBq4anZKauLW1lauJhzK7syYy22AwcLUWqYklEolNSTBDIZfLUVNTg/T0dKfVxFqttl+jQ6fTIT4+HhMnTnRJTVxVVQWdTudwTWza6CAHmu5SE9fW1mLt2rX4+OOPeT39HwyqxZYZVY0AU0zzsWtqarBo0aIB+di25LESyG6OVCrlRjwlEondJnYtLS1obm522ekPGQGNiIiAWq12WgQLgSRFMAxj0xTHcOh0Om4UV6PRDGk26AzBa2xsxF133YXt27dj3rx5glzDHCp6o4oRqcWm+djffPMNYmNjLeZjk2aoLfvwKpWKawqQEU+xWGyXjup0OhQUFCAmJsYlpz/A1aJIoVAgNDQUSqXSKbGEpvT29qKoqIjXqTSSYy6Xy6FQKIY0G3RWE+DVV19FbW0tPv74Y6esmlAdHlWMSB0GrtY5pCaura3F4sWLkZ2djYyMjAE1cUhIiEVnfktYWnsayTWxWq1Gfn4+IiMj0dfXB7Va7fSa2LQRI2RNPNiBJvGnEbImbmhowF133YUdO3Zgzpw5glzDHKrFlhm1jQBTent7cfjwYeTk5KC8vBy33HILbrrpJrz//vt477337I5tYxiGG4ckcSUSicTqcci6ujrOhMUVjtiW9q+EjmAxhaQTeHp6CmoINpTZYHd3t+BNgJaWFqxZswbvvvsubrzxRkGuYQkqeqOKEa/FlvKxs7Ky0NLSAoPBgM2bN9td+A2XBDMUxIxq8uTJiIqKsuv6jjBYLJXQsYSmkHQCIcdwAfTbz/Xw8Og3tuqMJsDf//53FBcX47PPPnNa/BbV4VHFiNdh4OrPO6mJKyoqsHDhQtx44414//338a9//ctujyjzmtg8CWYoTNcRXF0TJycncxNR5vWj0DUxWU1LSkoSvCa2ZDbY1dUleBOgubkZa9aswfvvv4/rr79ekGtYgmqxZcZEI8AUtVqNf//733j++eeRlJSEmTNnIjs7G9ddd51DwkNcr2UyGTo7OxESEgKJRGLRxZNlWVRWVnJjP87IIzXHmlgqviNYTGFZFqWlpfDx8UFiYqLTRq9MjVWIydWUKVMQHR0tSEZ5W1sbVq9ejbfeegu33HIL768/FFT0RhWjSotJE/CRRx5BfX09pkyZgl//+tdYsWKFw/nY5q7Xpnuf5pBT8OTkZF7MqGzF2qhWvmMJTSH+NBkZGU5NJzB9T93d3QgJCcHUqVMF8eFhWRbvvfcefv75Z3z99deCaP1gUB0eVYwqHQau1sQ7d+7ECy+8gKlTp3I18bXXXstrTTxU2hOZDDUYDIOu6AoNWU0bqhkqZE3MMAxKS0vh5+fn1MQuSzVxYmIioqOjBWmWkpr47bffxoIFC3h//aGgWmyZMdcIkMvlWLJkCT7++GNMmzYNx44dQ05ODs6fP89bPrb53qepWHh4eKC0tBS+vr5OfQA2hYzC2zKG62gEiykkopDEsbgCYkSTlJSErq4uXswGzZHL5Vi5ciW2bduGJUuW8HDXtkFFb1Qx6rT4ueeeg0qlwuuvv466ujrk5ubyno9NvFBkMhkMBkO/B2iig2lpaU5zwTbF3qhWR2MJTSFfA2f605hiGs0VGBjIi9mgOSzL4n//939x4sQJ5OTk2GWa5QhUh0cVo06HpVIpbrvtNnz66adISkrC0aNHkZOTgwsXLuD6669HdnY2brjhBkFr4pKSEvj5+bmsJrYnqpXvmljoiajh6OjoQHl5+YCa2BGzQXNkMhlWrlyJN954A7/61a94uGvboFpsmTHXCACunoabn4KTfOzc3Fz8+OOPvOVjm4pFe3s7dDodIiIiMH36dKeNJprCRyyVpQiWoWIJTWEYBkVFRQgNDbV7JcNRBvMEcMRs0ByFQoFVq1bhhRdewNKlS/m8fatYu3Yt/vOf/6C9vR0SiQQvvvgiHnzwQWffhluK3ghl1GmxJR02z8c2Go1YsWIFL/nYpkkwKpUKRqMRqampCA8Pd3rxyVdUq6X9XDKKO9x7UiqVuHLliqAjoENBit+QkJB+nwWOmA2aw7IsPvroIxw6dAj79u1z+vukOjzqGHU6DFjWYp1Ox9XEP/30E+bNm4esrCwsWLCA1sRm2BpLaArDMP1Mal3BYJ4AjpgNmtPe3o5Vq1bhf/7nf3DbbbfxeftWQbV4cMZkI2A4zPOxMzMzkZWV5VA+tk6nQ35+PqKiosAwDORyOXx9fSGRSHhzvR4OqVSKhoYG3k1YzMXCNJbQFHfIZLXWGNAWs0FL11i5ciX+8pe/ICsri++3MJJwS9EboYw5LTbNx96zZw/6+vp4ycduampCa2sroqOjoVAoBEmCGQqDwYCCggKMHz+e16hW8wfo0NBQ7gHa/FSdFL+ZmZlOPyEn92qpCWCOLWaDlvj000+xe/duHDhwwKlrD24G1WH+GHM6DFzVrFOnTiEnJwenTp3CzJkzkZWVhYULFzpUE1++fBlisZhraPKdBDMcQkW1DhVLaIrRaERBQQGioqIQFxfH2/VtwVpjQFvMBi1dY+XKlfjrX/+KFStW8P0WRhJuqcW0ETAMfORjk1zmpKQkREREcL9POohyudxh1+vhaG5uRltbGzIyMgTtupqO4ur1eq6D6O/vj8LCQojFYsTGxgp2/aGwNx1gKGMV8wK7u7sbq1atwpNPPonVq1fz/RZGGm4peiOUMa/FJB87NzcXHR0dNudjsyyL2tpa9PT0IDU1lTtdtpQEY+2puq2QhnB8fDwkEgmvr22K+ShuYGAgJBIJIiIioFQqUVdXh8zMTJe4clvbBLDEYGaDltYavvrqK3z88cfIy8tzyeqHG0F1mD/GvA4bjUb89NNPyM3NxYkTJzBjxgxkZ2dj8eLFVtfEfX19KCwstFgT85UEMxxNTU2QSqWC18SmsYSkJpZIJPD19UVhYSHvDWFbsDcdwJaauKurC6tWrcJTTz2FlStX8v0WRhpuqcW0EWADDMPgwoUL2L17t9X52MSUb7hcZrVaDalUCrlczhU4fDlE19XVobOzE2lpaU51YtXr9Whvb4dUKoVSqURYWBgSEhKcEsFiDl8RgabGKqTAJp4C3t7eWLNmDX7/+99j7dq1PN79iMUtRW+EQrXYBPN87CVLluCOO+4Y1HyVRDIxDIPk5ORB9cdSEgxfDtEkqtW8+BUalmXR29sLqVSKtrY2ziB1/PjxTm8EONIEMIeYDRKDq8jISAQEBEAikWDfvn3Yvn07Dh8+zFsU4giG6jB/UB02gWEYnD9/Hrt378bRo0eRmJjIHZQN9nNHTPlSUlIQEhIy6GubJ8HwmZpCa2L+IgLNDRSDgoIQGRkJPz8/iEQirF69Go899hjuuusuHu9+xOKWWkwbAXZimo995MgRxMTEDMjHbm1tRX19vc1mVMT1Wi6Xc7vqEonEZjMnlmVRXV0NtVqNlJQUlzix6vV65OfnIzY2FiKRyCmxhOYIlYlKCuyqqio8+OCD0Gq1WLBgAbZt24bo6GjerjOCcUvRG6FQLR6E4fKxNRoNKioqEBQUZNNKASlwpFIplwRDDK5s1SxLUa3OpqWlBS0tLZg6dSqUSqVTYglN4bMJYI5er4dCocA///lP7Nu3DwaDAdu3b8dtt93mkhgyN4PqMH9QHR4EhmGQn5/P1cRxcXFcTUwOwUhNbIspHzAwCcaRmthSVKszMa2Jvby8nBJLaI6QNXFPTw8qKyvxu9/9DlqtFrfccgteeeUVjB8/nrfrjGDcUotpI4AHLOVjT548GQUFBTh06JBDO5jmrtdkrGi4xoK1sVRCQsZgExIS+uVzCxnBYo5QgmeKWq3G3XffjYULF8Lf3x8HDhzAPffcg9/+9re8XufIkSPYuHEjjEYjfvvb32LLli28vr4AuKXojVCoFluBeT72jTfeiDNnzmDLli0O7SaSXXVykhMUFMSN2g+nWdZEtQpNU1MTZDIZMjIy+t2vkLGEpjjLJPbbb7/Fa6+9hk2bNuHEiRPIz8/HTz/9xOvnCtXhMQ3VYSsgNfHu3btx+PBhREVFYdKkSSgpKcH+/ft5rYmt1SxaE1+F1MQzZ84UzB9GrVbjzjvvxJIlS+Dj44MDBw7gN7/5DTZs2MDrdagW8wNtBPAMy7J44YUX8Nlnn3EdS77ysS3FRkkkkgG5y/bGUvGJVqtFfn4+EhMThxyD5TOCxRxnNAG0Wi3WrVuHZcuW4Q9/+AP3tWZZltevu9FoxNSpU3H06FHExsZizpw5+OKLLzBjxgzeriEAbil6IxSqxTZSU1OD2267DZMmTUJLSwsWLFiArKwsXHfddQ4VV5Y0SyKRIDIycsCuqT1RrXzT0NAAhUKB9PT0Id+3uRmUI7GEpjirCXD8+HG89NJL3IMHQHX4v1Ad5g+qwzbCsiy2bt2Kr776CpGRkQgKCuJq4qioKN5qYq1Wy2mWpZqYxJQ6YjTrCO5UEwvZBNBoNLjnnnuQnZ2Nhx9+mNbE/XFLLXZ+VocFtm7div3798PT0xNisRi7du3ChAkTXH1bdlFQUIDy8nKUlJTAx8cHNTU1yM3Nxbp16xzOx/b29saECRMwYcIEGAwGtLe3o7a2Fn19fZyDZ2BgIIqLi10aRUJ2YadOnYrw8PAh/6yHhwdCQ0MRGhqKxMREzgzq8uXLNkWwmOOMJoBOp8N9992HxYsX92sCAOD9g+bcuXNITEzE5MmTAQB333039u/f7+6iRxlBjCYdBoCXXnoJH374IRYsWACtVoujR4/is88+w6ZNmxzKxzbXrN7eXshkMtTX18PHx4dLgunq6uKc+V0RzwcAtbW16O7u5tYkhsLHx4f7fCEu3vX19Q4ZKDqrCXDq1Cm88MILyMvL63fSRnWYMhIZTVp8+fJlVFdXo7i4GD4+PqiurkZubi7uuece+Pr6cjXx+PHjBauJi4qKXJpWRQzDp02bhrCwsCH/rNA1sZBNAK1Wi/Xr12Pp0qX9mgAA1WJ3xi0mArq7uznTkH/+858oLS3FBx984IxLC4Klzpd5PjbDMFi+fDkv+djEwbOtrQ3t7e0IDQ3F5MmTBXG9Hg4ieHzswlobS2iOM5oAer0eGzZswNy5c/HnP/9Z8K9zTk4Ojhw5gh07dgC4Got19uxZvPfee4Je10Hcsvs5QhFci8eCDgO/5GPn5OTg9OnTmDt3LrKzsx3OxwZ+cbVvaWmBTqdDQkICJkyY4HRTPpZlUVNTg76+Pof9YWyJJTT/e85oAvz000/YvHkzDh48KLj7NtXhMQ+tie1gsJq4oaGBq4kBcDVxbGzsqKmJSUJCcnLykIbh1mBtLKE5zmgC6PV63H///bjhhhvwpz/9idbElnFLLXaLiQBT51CVSuWSsR0+sXT/Hh4emDhxIp588kk88cQTXD72o48+CpVK5VA+tpeXF8aNG4e6ujokJyfD29sbra2tKC8vR2hoKCQSiVMMSIgh1owZM4Z0g7UWf39/xMfHIz4+ntsLKy8v7xdLaD4C5owmgMFgwMMPP4zMzEynNAEoFGcwFnQYuHryfeutt+LWW2/tl4/97LPPIjMzE9nZ2XbnYwcGBsLb2xt+fn5IT0+HUqlEQUEB70kwQ0EMsXQ6HVJTUx3+d/T09ERkZCQiIyP7xRJWVVX1iyU0XYsgTYBx48YJOpl27tw5PP30005pAlAozmIsaLGHhwfi4+OxadMmPPnkk2htbUVubi4eeeQRqNVqriZOSEjgpSZuaWlBeXm5U035VCoVCgsLh01IsBbTmpjEEpaVlXH+YWQCwvTrpVQqceXKFUGbAAaDAb/97W8xZ84cpzQBKPziFo0AAHj22WfxySefIDQ0FN9//72rb0dQPDw8MGHCBDz22GN47LHHuHzsp556Ckql0uZ8bI1Gg4KCAkyZMgWRkZEAgMjIyH4GJFeuXHHI9Xo4ent7UVRUJJghlo+PD2JjYxEbG8tFsJARMDK2yjAMrly5ImgTwGg04tFHH0ViYiL++te/Ok3wYmJi0NjYyP26qamJFr4U3hlLOgwAIpEICxcuxMKFC/vlY7/44ot25WOTWKrMzEx4eXkhODgY8fHxnClfSUkJlwRjzXSTrZCYRJZlMWPGDN71ycPDA2FhYQgLC+sXS1hXVwcfHx/u86WiokLwJsClS5ewceNG7Nu3D3FxcYJdxxSqwxRnMZa0mNTEf/zjH/vVxJs2bUJHRweWLl2K7OxsTJ061eqa2Dyq1bQmlkqlTquJ09LSEBQUxOtrA4Cvr++AmpikhEVERCAqKgpGoxGVlZWCNgGMRiMeeeQRzJgxA3/5y19oTTwCcdpqwKJFi9DW1jbg919++WVkZWVxv962bRs0Gg1efPFFvi49olAqldi/fz9yc3OtyscmY0fDjeJbcr0mBiSOupISV2yhBG8ojEYjlEolGhsb0dHRAYlEgujoaEG6vQzD4IknnkB4eDheffVVp0bPGAwGTJ06FcePH0dMTAzmzJmDzz//HCkpKU67BzugbWH+4EWLqQ5bh2k+9nfffYekpKQh87FJVKtGoxk2lsrU9Vqv13NNAUe1k2VZlJWVQSQSISkpyemnMmQtor6+Ht7e3oiLixNsAqKwsBAPPfQQcnNzkZSUxPvrDwbV4TEPrYmdjEKh4GritrY23HrrrbjjjjuQnJxsUWetjWoVsibu7u5GSUkJ0tPTeU9gGQ6yFtHU1CR4TWw0GvH4449j/PjxeOWVV5z6mUO1mD/cwiPAlIaGBixduhTFxcXOvrTbMVw+dlNTExobG20+hSdZnzKZDO3t7ZwraVRU1ADX6+Ho6upCWVmZS12xTdcB+vr6BIlgYRgGTz/9NHx8fPD222+7JH/28OHDeOKJJ2A0GrFhwwY8++yzTr8HG3FL0RuhOFWLqQ7/gmk+9jfffIOJEyf2y8c2Go24dOkSgoODbY6lsjYJxpp7LC0thZ+fn8uSYkzXASQSiWCxhKWlpdiwYQO+/vprTJ8+nYc7tw2qw2MaWhO7kM7OThw4cAB79uxBfX09Fi1ahDvuuAPp6ekO18SWnPpHak2sVCpRWVmJ9PR09PX1QS6XC1ITb9q0CUFBQXjzzTdpTWwdbqnFbtEIqKys5Lr67777Lk6ePImcnBxnXHrEYJ6PnZmZidOnT+PYsWMQi8V2vy7LslCpVJBKpWhvb+fGO6OiooY1uCLRWBkZGcOalQjFYCYofEawMAyDZ599FjqdDv/6179cIngjFLcUvRGK4FpMdXh4zPOxIyIi0Nvbi5tuuglbt2516AGcuF7LZDJu5UkikSAkJGTI1yXRWMHBwUhISLD7+o4wlCcAn7GEFRUVuO+++/D5558jNTWVz7cwmqE6zB+0JnYTenp6kJeXh9zcXFy5cgUZGRk4c+YMjh071i85xFYs1cQkCWa42tEZHlXDMZgnAN818ZYtWwBcNbOkNbHVuKUWu0UjYNWqVaioqICnpyfi4+PxwQcf8LbrQYyEfHx8MGXKFHz00UcOu9m7moMHD+LJJ5/E7NmzUVpaivnz5yM7OxvXXnutw10+Mt4pl8vh5eXFGVyZ7xcRsXGl4FnrhEqEnUxA2BLBwjAMXnzxRSiVSnz44YdU8GzDLUVvhCK4Fgupw8Do0+K+vj4sX74c/v7+aG9vR0hICG/52GS8UyaToaenB2FhYZBIJANcrxmGQWFhoUvjYm0xBjQYDNz7sjWWsLq6GuvWrcMnn3yCzMxMHt/BqIfqMH/QmtgN2bdvH5566inMmjULZWVlWLBgAbKzszFv3jxea+KhakeFQoGqqipkZmYKto8/HGQSYLh7cLQmfu6559Db24sPPviA1sS24ZZa7BaNACH57rvvsHDhQohEImzevBkA8Nprr7n4ruxHo9Hg7rvvxocffoioqCguHzsnJwcXLlxwKB/bHNOoEgBcU6C3t5fLx3aV4DkSh2JtBAvLsnjllVfQ0NCAXbt2OfyBMgZxS9EboVAtdjM++OADeHt748EHH+Q8AnJzc7F//374+Pjg17/+td352KZYiu8jkwJFRUWIiopymlmepXuzNx3A0vsSi8UIDw8fUFzW19fj7rvvxs6dO3HNNdfw+RbGAlSH+YPqsJuhVquxdu1a7NixA5GRkdBoNFxNfPHiRdxwww1cTWzrmL+laxF/F9MkmJ6eHtTW1iIzM9PpUbEEa5sAljCv9ckql6Wa+H/+53/Q1taGnTt30prYdtxSi0d9I8CUvXv3IicnB5999pmrb0UQSD52bm4uTp8+jTlz5vCWj63VaiGTydDU1AS1Wo2JEydiwoQJLtmB4jMTlUSwEOOuyMhIiEQixMbG4u9//zvKy8vx6aefOvwB4ioGy1J3Em4peiMUqsUjBPN8bJZlsWLFCl7ysYnrdVtbG9ra2hAUFISEhARBXK+tuRe+IgJNYwmJcVdoaCiCg4OhUqlw55134oMPPsC1117L0907F6rDowaqwyMInU6HEydOIDc3F2fOnMHcuXORnZ2N+fPn814Tx8fHIzo62iU1sSNNAHPMa2LikxATE4M33ngD1dXV+OSTT0ZsE4Bq8UDGVCNgxYoVuOuuu3Dvvfe6+lYEx2Aw4IcffsDu3btx6tQph/OxAaCtrQ2NjY2YMWMGV7TpdDreXK+tQchMVBLB8vzzz+PHH3+Ej48Pdu7ciRtuuGHEjz+dP38eKpUKc+fOdeYHlVuK3giFavEIhGVZLh97z549UKvVWLFihd352MBVncrPz0dMTAwCAgK4nU8+Xa+Hg88mgDnEzPb06dP4y1/+ApVKhXvvvRdPPfUUF487UqE6POKhOjxCMRgMOHXqFHbv3o0ffvgBM2fO5Gpie2vJ1tZWNDc3Izk5mYsl5DMJxhr4bAKYQ2ri5557Dj/99BP8/PywY8cOXH/99bQmtg+31OJR0QiwJobl5ZdfxoULF7Bnzx5XdoNcgmk+9okTJ+zKx25paUFraysyMjL6nY4ToZDJZFCr1Q4ZQQ2HkE0AAsuy2L59O06cOIENGzbg4MGDkMlkyMvLE+R6ALB792688MILKCsrw7lz53gZfS0tLYWvry+mTJmC/fv3Y/fu3bj22msRHh6Oe+65h4e7toqx9YMmLFSLRwFSqRR79+7Fnj177MrH1uv1uHz5MuLj4yGRSLjf5zMJZjiIL0F4eDgmTpzI62ubIpVKsWrVKmzcuBFtbW04ePAgnnnmGSxdulSQ61EdplgB1eFRAKmJc3Jy8P333yMlJQXZ2dlYtGiR1TVxc3Mz2traBq2JpVKpw+aowyFkE4DAsizef/99/Pjjj1i/fj0OHjwIhUKBgwcPCnI9gGqxsxkVjYDh2LVrF7Zv347jx4+7LM7DXTDNxz569CgSExOHzMcGgKamJshkMmRkZAx50mQ0GjkBVKlUiIiIgFgsRmhoqMMC6CzB27lzJ44cOYI9e/ZwkxNCjxKVlZXB09MTDz/8MN58802HRI9lWajVamzcuBG/+93vkJaWhh07dmD16tVobm5GVVUV7r77buj1eoc9JKzALUVvhEK1eJShUCiwb98+7Nmzx6p8bJ1Oh/z8fCQkJAzpiu1IEsxwOKsJIJfLsWrVKrz88su49dZbud8XUoupDlOsgOrwKINhGJw7dw67d+/GsWPHkJiYiDvuuANLliwZ9ES/sbERcrl82JqYmKOO5Jp4x44dOHr0KHJzc7nr0JrYbtxSi0d9I+DIkSPYtGkTTp486VCkyGjENB/7yJEjiIuL65ePDVz9gdRqtUhLS7Np3NRoNEKpVEIqlXKu12KxGGFhYTYLiDMmAQDgk08+QW5uLg4cOOCSOMSbb77ZYdEjbN68GXPmzMHq1auhUqkQGBiImpoanD59Gl1dXUhJScHNN9/s+E0PjVuK3giFavEoxjQfu66uDosXL+6Xj93e3o7q6mokJiYiIiLCptfu6+uDVCodNglmOJzVBFAqlVi5ciWef/55LFu2TLDrDAbVYcoQUB0exTAMg8uXL2P37t349ttvMXHiRPz617/uVxOXlpZCp9Nx2mwtlpJgHKmJndEE+Pjjj7F//37s37/fJelgVIudw8h0QLOBxx57DFqtFosXLwYAXHvttfjggw9cfFfugaenJ2bNmoVZs2bhlVdeQXFxMXJycrj4q5CQEDAMg48++sjmfSAvLy9ERUUhKioKDMOgo6MDbW1tqKioGNId2hxnNQG++OILfP311zh48KBLmgB8UFNTg1dffRVhYWFQqVQwGAwAgMDAQABXc3dfeeUVPPjgg84QPAqlH1SLB2fcuHFYv3491q9fz+Vjv/3226ioqMB1112H48eP4/PPP7e5CQAAAQEBSEhIQEJCAucOXVRUNGRiijnOagJ0dnZizZo1eOaZZ1zSBOADqsMUd4bq8OB4enpi9uzZmD17dr+aePny5ZBIJAgMDISXlxd27NhhV01M9JYkppjWxBKJBGFhYVbVxEI3AQDg888/R25uLg4ePOiyiHBHoVpsHaN+IkBohNhlcTUMw+Dxxx/HTz/9BB8fH17zsVmWRUdHB2QyGTo6OhAcHAyxWIyIiIgBEwfOErzc3Fzs2LEDhw4dGnQ9wlGs2dlztPup1Wrx5Zdfore3F++99x5UKhWefvppxMfHY/Hixdye7eOPPw7AKe6pbtn9HKFQLR6C0ajDAFBcXIwVK1YgLS0NtbW1WLBgAbKysnDttdc6bAhIXK9lMhmMRiOioqIgkUgGjAo7qwnQ3d2N1atXY+PGjVizZo0g16A6THEQqsPDMBq1mGEYPProozh79iy8vb0RGhrK1cSRkZG818QSiQTh4eEDNF6hUKCqqkrwmvjrr7/Grl27cOjQIcEMD6kWuw+jfiJAaFJTU7Fnzx48/PDDrr4V3vjhhx+g1Wpx4cIFeHp6cvnY99xzj8P52B4eHggPD0d4eDhYlkV3dzekUimqq6sRGBgIiUSCiIgIdHd3O6UJcODAAWzfvl3QJgAAHDt2TLDXBq4KmK+vL+677z4AV7vPxcXFqK2txY8//ojg4GDccsstnOAZjcYRG/9CoZgzGnWYZVk8//zz2LNnD2bOnMnlY3/66ad48sknHc7H9vX1RVxcHOLi4qDT6SCXy1FRUQGdTofIyEhIJBL4+/ujqKhI8CZAb28v7rrrLjzyyCOCNQEAqsMUitCMRi3+z3/+A4ZhcOHCBXh4eKC6uho5OTlYu3YtfH19uZpYIpE4XBN3dXVBJpOhqqqKq4kjIyPR2dmJqqoqzJw502Gvl6HYt28fdu7cKWgTAKBa7E7QRoCDJCcnu/oWeGfBggWYP38+J2iJiYnYvHkz/vznP3P52Pfffz8AYPny5XbnY3t4eCA0NBShoaFgWRa9vb2QSqWoqqqCTqfDlClTBI0o+eabb/CPf/wDeXl5GDdunGDXcQbka086mt7e3ggPD8dLL70EhmEGfB3HquBRRiejUYc9PDyQk5PD/Wz7+flhxYoVWLFiBZePnZOTg6eeegrz5s1zKB/bx8cHMTExiImJ4Vyvq6qq0NHRgZCQEIwbN06w05K+vj7cfffduP/++7Fu3TreX9+ZUB2mjHVGoxYvXLgQt9xyS7+aeMuWLdi8eTPq6+uRm5vLPXCuWLEC2dnZiImJsasmHjduHKe3JAmmsrISer0eiYmJgp5Y5+Xl4b333kNeXh7niTBSoVpsPSM7CJIiGJbExsPDA/Hx8di0aRNOnTqFr776CgEBAXjkkUewaNEivP3226ipqcEw6yaDXi84OBjh4eEQiUTIzMyEwWDA5cuXcenSJTQ3N0On0/Hx1gBc7Ua+9tprOHjwIMLDw3l7XXvYu3cvYmNjcebMGSxbtqyfS7atkH+39PR0qFQqABjxea8UylhlsKLPx8cHt912G3bs2IGCggKsW7cO33zzDW688UY8/PDD+Oabb6DRaOy6pre3NxdNmJCQgNjYWNTX1+Pnn3/GlStX0NnZaZfGW0KtVuOee+7hGgGuhOowhUIZjMFq4kmTJuFPf/oTTp06hS+//BJ+fn54+OGHsXjxYrzzzjuora21uyYOCQlBWFgYvL29kZmZCb1ej0uXLuHy5cu818Tfffcd3nzzTRw8eBBhYWG8va49UC12LtQjwAqcscsy0nE0HxsY3BOgr68PMpkMcrkcnp6edrteE06ePImtW7ciLy+vXxb3aOKHH35AdXW1q4trt9yHGqGMeS2mOjw8pvnYJ06cQGpqqs352IN5ApAkGJlMhu7ubodcr4Gr+5vr1q3D0qVL8eijj47KLHOqw6OOMa/DANXi4WBZFjKZDHv27MGePXvQ1dXF1cRJSUlWax3xBDBfByA1sUwmcygJhnDixAm8+OKLyMvLg1gstus13B2qxYNDGwE8MZZFzxyFQoH9+/cjNzfXqnxswHpjQI1GwwmgLa7XhB9//BFbtmxBXl4eoqOj7Xp/FKtxS9EboVAttgKqw79gmo999OhRJCUlITs7G7feeuugu5/WGgOSJBipVIquri6bkmAAQKfT4b777sOCBQvw5JNPjsomgBtBv7j8QXXYSqgW/0J7eztXE8tksn418WDaN1gTwBzTmhgAoqKibKqJT506hWeffRZ5eXkYP3687W+OYgtuqcW0EcATVPQs09nZiYMHDyI3Nxf19fVYtGhRv3xswH4nVK1WC7lcDplMBoPBwAkgiQYx5+zZs9i0aRMOHjyI2NhYXt4fZUjcUvRGKFSLrYDqsGVM87GPHDmC+Pj4AfnYRqMRRUVFiIiIQFxcnNWvzbIsOjs7IZVKh02CAQC9Xo8NGzZgzpw52Lx5M20CCA/9AvMH1WEroVpsmc7OThw4cAC5ubloaGjA4sWLcccddyAtLY2ridvb21FdXW2zMaClJJihauIzZ87gqaeewqFDhxATE8PL+6MMiVtqMW0EOMjevXvxxz/+EXK5HOPGjUNmZia+/fZbV9+WW0LysXNzc3HlyhUsXLgQEyZMwMmTJ/Hpp586lA6g1+shl8shlUo512uxWIygoCB4eHjg4sWL+OMf/4j9+/cjPj6ex3dFGQK3FL0RCtXiIaA6bD0Mw6C4uBi7d+/G4cOHIZFIcPvtt+Prr7/Gs88+i/nz59v92qZJMAqFAoGBgRCLxYiMjIRIJILBYMDDDz+M6dOn47nnnqNNAOdAv8j8QXV4GKgWW093dzdXE1dWVuJXv/oVxo8fjx9//BGffPKJQ+kAJAlGJpP1S4IJDAyEh4cHzp8/j40bN+LAgQOCJsJQ+uGWWkwbAW7KkSNHsHHjRhiNRvz2t7/Fli1bXH1LvNLX14fXX38d77//PuLi4nDdddchOzsb8+bNc9i902AwcAL46quvwt/fH5cuXUJeXh6SkpJ4egcUK3BL0RuhUC12AaNdh1mWRUFBAe6++24EBAQgIiICWVlZvOVjkySY06dP4/PPP4e/vz9SU1Px5ptv0iaA86BfaP6gOuwiRrsW9/X14dVXX8X27dsRGxuL66+/HllZWbzXxNu2bUNAQAAuXryIb7/9FpMnT+bpHVCswC21mDYC3BCj0YipU6fi6NGjiI2NxZw5c/DFF19gxowZrr413igrK8P69etx6NAhhIaG4ujRo8jJycHFixcdzsc25fz583j66acxfvx41NfX47bbbsOrr74qWBH69NNP4+DBg/Dx8cGUKVPw0UcfjfhoQgdwS9EboVAtdjJjQYcB4IEHHsA111yDP/zhD6iqqkJubi4OHDjgcD62KQzD4A9/+AMaGhqg0WgQFhaGF198EXPnzuXxnfSHajEH1WH+oDrsAsaCFpeUlOCBBx7AoUOHEBISgu+++w45OTm4dOkSbrzxRmRnZ+P66693uCb++eefsWXLFq4mXr58OV5++WWe3sVAqA73wy21mDYC3JAzZ87ghRde4Maptm3bBgD4y1/+4srb4hWGYdDd3T1AEEg+dm5uLs6cOYO5c+fanY9dXl6O+++/H1988QVSUlKg1WpRUFAgaPH53XffYeHChRCJRNi8eTMA4LXXXhPsem6OW4reCIVqsZMZCzoMAB0dHQPioliW5fKx9+3bB8D+fGyGYfDnP/8ZIpEI77zzDjw9PVFTUwNfX19B91KpFnNQHeYPqsMuYCxo8VA18fHjx5Gbm4uff/4Z8+bN42pib29vm65RWlqKDRs24KuvvkJycjKtiZ2PW2oxDVN0Q5qbm/uZNcXGxqK5udmFd8Q/np6eFruCJB/7ww8/RH5+Pu6991678rErKytx//3349NPP0VKSgoAwNfXV1DBA4AlS5ZwHdtrr70WTU1Ngl6PQqEIw1jQYQAWM6OHysdetGgR3n77bdTU1Aybj80wDP7617+CYRiuCQAAkydPFtycimoxhTI6GAtaPFRNfPvtt2PHjh24fPky7rnnHuTl5eGGG27A73//exw5cgRarXbY179y5Qo2bNiAzz77DMnJyQBoTUy5Cm0EUNwWkUiEhQsX4v/9v/+HgoIC/O53v8PJkycxf/58bNiwAQcOHEBfX9+Av1dXV4f169dj165dyMjIcMGdX+Xf//43br/9dpddn0KhUBzFw8MDMTExePzxx3HixAns27cP4eHhePLJJ3HLLbfg9ddfx5UrVwY0BViWxUsvvYSuri7861//sipWUCioFlMolJGOt7c3fvWrX+GDDz5AQUEBHnzwQXz//fe46aab8OCDD+LgwYNQq9UD/l5NTQ3Wr1+Pjz/+GGlpaS6486tQHXZPHFs2oQhCTEwMGhsbuV83NTWN+WgPLy8vzJ8/H/Pnz++Xj71t2zYkJibijjvuwJIlS9DR0YF77rkHH374IWbNmiXIvSxatAhtbW0Dfv/ll19GVlYW979FIhHWrVsnyD1QKBRhoTo8EA8PD0gkEjzyyCN45JFH0N7ejn379uGZZ54ZkI+9bds2tLa2YteuXQ6bXQ0G1WIKZfRDtXggXl5eWLBgARYsWACGYXD27Fns3r0bL7/8MqZOnYo77rgDixcvhkKhwLp167Bz507MnDlTkHuhOjyyoR4BbojBYMDUqVNx/PhxxMTEYM6cOfj888+5EXfKL5jmY3/zzTdobW3Fnj17cOONN7rsnnbt2oXt27fj+PHjCAgIcNl9uAFuuQ81QqFa7GSoDttGR0cHDh48iNzcXFy+fBnTp0/H4cOHHTa3cgSqxQCoDvMJ1WEXQLXYehiGwaVLl7iauK2tDfv378d1113nsnuiOszhllpMGwFuyuHDh/HEE0/AaDRiw4YNePbZZ119S24PwzAoLy93qZPskSNHsGnTJpw8eRJRUVEuuw83wS1Fb4RCtdgFUB22j8bGRoSEhCA0NNRl90C1mIPqMH9QHXYRVItth2EYVFRUcJ4AroDqcD/cUotpI4BC4ZHExERotVpEREQAuGqO8sEHH7j4rlyGW4reCIVqMYViA1SLOagO8wfVYQrFBqgO98MttZg2AsYoGzZswKFDhyAWi1FcXOzq26GMTtxS9EYoVItHKVSLKQJDdZg/qA6PUqgOU5yAW2oxTQ0Yo9x///04cuSIq2+DQqFQxjRUiykUCsW1UB2mjFVoI4AHyFTFpk2bUFhY6OK7sY758+cjPDzc1bdBoVAovEG1mEKhUFwL1WEKZeRAGwE84OFxddojIiIC3377LRiGwaeffordu3eDYRgX3x2FQqGMDagWUygUimuhOkyhjBxoI4AHDAYDACA9PR0HDx7E3//+d+Tk5CAgIACenp4wGo1U/CgUCkVgqBZTKBSKa6E6TKGMHGgjgAdEIhE0Gg2+/PJLnD17FpMnT8ZXX32FZcuWQaPRwMvLC56e9EtNoVAoQkK1mEKhUFwL1WEKZeRAfxIdRC6XY+/evViwYAFSUlKQmZmJ5cuXw8/PD0qlEtu2bcMTTzyBzs5OV98qxQ62bt2K9PR0ZGZmYsmSJWhpaXH1LVEoFAtQLR69UB2mUEYGVIdHN1SLRx+0EeAg586dw7fffouPPvoIjzzyCKKjo9HW1gYACA8PxxNPPIHKykqMGzfOtTdqxtq1a3HdddehoqICsbGx2Llzp6tvyS15+umnUVhYiPz8fCxfvhwvvfSSq2+JQqFYgGrx6IXqMIUyMqA6PLqhWjz6ELn6BkY6y5Ytw7Jly7hfR0dH4/jx43jggQcAAD/++CMyMjIAAAzDuM041BdffCH4NRobG7F+/XpIpVJ4eHjgoYcewsaNGwW/Lp+EhIRw/1ulUnEmOBQKxb2gWmwZqsMUCsVZUB0eHKrFFHfEg8R8DMKQ/5ECGI1GeHl59fs9g8EAkUgEvV6PrVu3Ys2aNZg9ezZYlh1TPzStra1obW3FrFmz0NPTg9mzZ2Pfvn2YMWOGq2/NJp599ll88sknCA0Nxffff4+oqChX39JIYex8swsP1eJhoFpsGarDY56x8Y3uHKgODwPV4cGhWjzmcctvdvdoxY1gTAWPNFVEIhEUCgUeffRRfPLJJ9wOzVgSPOBqJ3jWrFkAgODgYCQnJ6O5udnFdzWQRYsWITU1dcD/7d+/HwDw8ssvo7GxEevWrcN7773n4rulUCiWoFpsGarDFArFWVAdHhyqxRR3hE4ECExpaSlUKhXmzJnj6ltxKXV1dZg/fz6Ki4v7jRaNJBoaGrB06VIUFxe7+lZGCmPrU15YqBY7CNViqsNjFKrD/EF12EGoDl+FavGYxC21mHoECAQZeRppIz9C0Nvbi1WrVuGdd94ZcYJXWVmJpKQkAMD+/fsxffp0F98RhUKxBarFV6E6TKFQXAXV4V+gWkxxJ+hEAEVQ9Ho9li9fjltvvRWbNm1y9e3YzKpVq1BRUQFPT0/Ex8fjgw8+QExMjKtva6Tglt3PEQrVYordUB0e01Ad5g+qwxSHoFo8pnFLLaaNAIpgsCyL++67D+Hh4XjnnXdcfTsU5+OWojdCoVpMsQuqw2MeqsP8QXWYYjdUi8c8bqnFwzUCKBS78fDwuBHADwCKADD//e1nWJY97Lq7olAolLED1WEKhUJxPVSLKe4IbQRQKBQKhUKhUCgUCoUyhqDxgRQKhUKhUCgUCoVCoYwhaCOAQqFQKBQKhUKhUCiUMQRtBFAoFAqFQqFQKBQKhTKGoI0ACoVCoVAoFAqFQqFQxhC0EUChUCgUCoVCoVAoFMoYgjYCKBQKhUKhUCgUCoVCGUPQRgCFQqFQKBQKhUKhUChjCNoIoFAoFAqFQqFQKBQKZQzx/wFNHKAXIk6gyQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "visualize(latent_sde, ts, xs, num_samples=5, key=vis_key)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Performing optimization" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "optim = optax.adam(learning_rate=lr)\n", + "opt_state = optim.init(eqx.filter(latent_sde, eqx.is_array))\n", + "\n", + "iter = 0\n", + "\n", + "\n", + "@eqx.filter_jit\n", + "@eqx.filter_value_and_grad\n", + "def make_step(model):\n", + " xs_pred, logpq = model(xs, ts, key=training_key)\n", + " ll = normal_logprob(y=xs_pred, loc=xs, scale=scale)\n", + " ll = jnp.mean(jnp.sum(ll, axis=(-2, -1)), axis=-1)\n", + " kl = jnp.mean(logpq)\n", + " loss = -ll + kl * min(1.0, (iter + 1) / kl_anneal_iters)\n", + " return loss" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 0 \t Loss: 2519601.500\n", + "Iteration 100 \t Loss: 423469.281\n", + "Iteration 200 \t Loss: 78419.586\n", + "Iteration 300 \t Loss: 84286.695\n", + "Iteration 400 \t Loss: 44557.492\n", + "Iteration 500 \t Loss: 11048.318\n", + "Plotting samples\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 600 \t Loss: 5085.533\n", + "Iteration 700 \t Loss: 3511.311\n", + "Iteration 800 \t Loss: 2596.414\n", + "Iteration 900 \t Loss: 2164.989\n", + "Iteration 1000 \t Loss: 1476.359\n", + "Plotting samples\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 1100 \t Loss: 1034.889\n", + "Iteration 1200 \t Loss: 868.784\n", + "Iteration 1300 \t Loss: 398.698\n", + "Iteration 1400 \t Loss: 123.019\n", + "Iteration 1500 \t Loss: -30.364\n", + "Plotting samples\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 1600 \t Loss: -228.600\n", + "Iteration 1700 \t Loss: -275.742\n", + "Iteration 1800 \t Loss: -426.593\n", + "Iteration 1900 \t Loss: 284.695\n", + "Iteration 2000 \t Loss: -541.045\n", + "Plotting samples\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 2100 \t Loss: -603.297\n", + "Iteration 2200 \t Loss: -644.269\n", + "Iteration 2300 \t Loss: -626.456\n", + "Iteration 2400 \t Loss: -682.250\n" + ] + } + ], + "source": [ + "while iter < train_iters:\n", + " # optimizing\n", + " _, training_key = jrandom.split(training_key)\n", + " loss, grads = make_step(latent_sde)\n", + " loss = loss.item()\n", + " updates, opt_state = optim.update(grads, opt_state)\n", + " latent_sde = eqx.apply_updates(latent_sde, updates)\n", + " if iter % pause_freq == 0:\n", + " print(f\"Iteration {iter} \\t Loss: {loss:.3f}\")\n", + " if iter % plot_freq == 0 and iter > 1:\n", + " print(\"Plotting samples\")\n", + " visualize(latent_sde, ts, xs, key=vis_key)\n", + " plt.show()\n", + " iter += 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize after training" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-30T14:41:44.986498Z", + "iopub.status.busy": "2022-05-30T14:41:44.986105Z", + "iopub.status.idle": "2022-05-30T14:41:49.230606Z", + "shell.execute_reply": "2022-05-30T14:41:49.228825Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "visualize(latent_sde, ts, xs, key=vis_key)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.4" + }, + "vscode": { + "interpreter": { + "hash": "8c8d412aa06dfe5a57d5321eae0d2c6b10a6b73b6f96b70a8518761ff5c11427" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/mkdocs.yml b/mkdocs.yml index ea7612d2..3e7cc459 100644 --- a/mkdocs.yml +++ b/mkdocs.yml @@ -100,7 +100,8 @@ nav: - Basic examples: 'basic-examples.md' - Neural ODE: 'examples/neural_ode.ipynb' - Neural CDE: 'examples/neural_cde.ipynb' - - Neural SDE: 'examples/neural_sde.ipynb' + - Neural SDE (GAN): 'examples/neural_sde_gan.ipynb' + - Neural SDE (VAE): 'examples/neural_sde_vae.ipynb' - Latent ODE: 'examples/latent_ode.ipynb' - Continuous Normalising Flow: 'examples/continuous_normalising_flow.ipynb' - Symbolic Regression: 'examples/symbolic_regression.ipynb' diff --git a/test/test_sde_kl_divergence.py b/test/test_sde_kl_divergence.py new file mode 100644 index 00000000..1086e9da --- /dev/null +++ b/test/test_sde_kl_divergence.py @@ -0,0 +1,186 @@ +import diffrax +import jax.numpy as jnp +import jax.random as jrandom +from diffrax.misc.sde_kl_divergence import _kl_block_diffusion, sde_kl_divergence +from diffrax.term import ControlTerm + + +def test_weakly_diagonal(getkey): + + key = getkey() + n = 2 + y0 = jnp.ones(shape=(n,)) + drift1 = lambda t, y, args: -y + drift2 = lambda t, y, args: y + diffusion = lambda t, y, args: jnp.ones(shape=(n,)) + bm = diffrax.UnsafeBrownianPath(shape=(n,), key=key) + control = diffrax.WeaklyDiagonalControlTerm(diffusion, bm) + aug_sde, aug_y0 = sde_kl_divergence( + drift1=diffrax.ODETerm(drift1), + drift2=diffrax.ODETerm(drift2), + diffusion=control, + y0=y0, + ) + + solver = diffrax.Euler() + saveat = diffrax.SaveAt(ts=[1.0]) + sol = diffrax.diffeqsolve( + aug_sde, + solver=solver, + saveat=saveat, + t0=0.0, + t1=1.0, + y0=aug_y0, + dt0=1e-2, + adjoint=diffrax.NoAdjoint(), + ) + assert len(sol.ys) == 2 + + +def test_weakly_diagonal_small_diffusion(getkey): + + key = getkey() + n = 2 + y0 = jnp.ones(shape=(n,)) + drift1 = lambda t, y, args: -y + drift2 = lambda t, y, args: y + diffusion = lambda t, y, args: jnp.ones(shape=(n,)) * 1e-8 + bm = diffrax.UnsafeBrownianPath(shape=(n,), key=key) + control = diffrax.WeaklyDiagonalControlTerm(diffusion, bm) + aug_sde, aug_y0 = sde_kl_divergence( + drift1=diffrax.ODETerm(drift1), + drift2=diffrax.ODETerm(drift2), + diffusion=control, + y0=y0, + ) + solver = diffrax.Euler() + saveat = diffrax.SaveAt(ts=[1.0]) + sol = diffrax.diffeqsolve( + aug_sde, + solver=solver, + saveat=saveat, + t0=0.0, + t1=1.0, + y0=aug_y0, + dt0=1e-2, + adjoint=diffrax.NoAdjoint(), + ) + assert len(sol.ys) == 2 + + +def test_general_diffusion(getkey): + + key = getkey() + n, m = 2, 3 + y0 = jnp.ones(shape=(2,)) + drift1 = lambda t, y, args: -y + drift2 = lambda t, y, args: y + diffusion = lambda t, y, args: jnp.ones(shape=(n, m)) + bm = diffrax.UnsafeBrownianPath(shape=(m,), key=key) + control = diffrax.ControlTerm(diffusion, bm) + aug_sde, aug_y0 = sde_kl_divergence( + drift1=diffrax.ODETerm(drift1), + drift2=diffrax.ODETerm(drift2), + diffusion=control, + y0=y0, + ) + solver = diffrax.Euler() + saveat = diffrax.SaveAt(ts=[1.0]) + sol = diffrax.diffeqsolve( + aug_sde, + solver=solver, + saveat=saveat, + t0=0.0, + t1=1.0, + y0=aug_y0, + dt0=1e-2, + adjoint=diffrax.NoAdjoint(), + ) + assert len(sol.ys) == 2 + + +def test_block_matrix(getkey): + + key = getkey() + + y0 = (jnp.ones((2,)), jnp.ones((3,))) + drift1 = lambda t, y, args: (jnp.ones((2,)), jnp.ones((3,))) + drift2 = lambda t, y, args: (jnp.ones((2,)), jnp.ones((3,))) + diffusion = lambda t, y, args: (jnp.ones((2,)), jnp.ones((3, 4))) + + # Here we define new type of AbstractPath + class NewPath(diffrax.AbstractPath): + + path1: diffrax.AbstractPath + path2: diffrax.AbstractPath + + def evaluate(self, t0, t1=None, left: bool = True): + ret1 = self.path1.evaluate(t0, t1, left) + ret2 = self.path2.evaluate(t0, t1, left) + return (ret1, ret2) + + # Control term is also changed accordingly + class NewControl(ControlTerm): + @staticmethod + def prod(vf, control): + return (vf[0] * control[0], vf[1] @ control[1]) + + def vf_prod(self, t, y, args, control): + vf = self.vf(t, y) + return (vf[0] * control[0], vf[1] @ control[1]) + + keys = jrandom.split(key) + path1 = diffrax.UnsafeBrownianPath(shape=(2,), key=keys[0]) + path2 = diffrax.UnsafeBrownianPath(shape=(4,), key=keys[1]) + path = NewPath(path1=path1, path2=path2) + control = NewControl(diffusion, path) + aug_sde, aug_y0 = sde_kl_divergence( + drift1=diffrax.ODETerm(drift1), + drift2=diffrax.ODETerm(drift2), + diffusion=control, + y0=y0, + ) + solver = diffrax.Euler() + saveat = diffrax.SaveAt(ts=[1.0]) + diffrax.diffeqsolve( + aug_sde, + solver=solver, + saveat=saveat, + t0=0.0, + t1=1.0, + y0=aug_y0, + dt0=1e-2, + adjoint=diffrax.NoAdjoint(), + ) + + +def test_block_diffusion(): + + # case 1 + drift = (jnp.zeros((2,)), jnp.zeros((2,))) + diffusion = (jnp.ones((2,)), jnp.ones((2, 3))) + + result = _kl_block_diffusion(drift=drift, diffusion=diffusion) + assert result == 0.0 + + # case 2 + drift = { + "block1": jnp.zeros((2,)), + "block2": jnp.zeros((2,)), + "block3": jnp.zeros((3,)), + } + diffusion = { + "block1": jnp.ones((2,)), + "block2": jnp.ones((2, 3)), + "block3": jnp.ones((3, 4)), + } + result = _kl_block_diffusion(drift=drift, diffusion=diffusion) + assert result == 0.0 + + # case 3 + drift = [jnp.zeros((2,)), jnp.zeros((2,)), {"block": jnp.zeros((3,))}] + + diffusion = [jnp.ones((2,)), jnp.ones((2, 3)), {"block": jnp.zeros((3, 4))}] + + result = _kl_block_diffusion(drift=drift, diffusion=diffusion) + assert result == 0.0