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"source": [
"(lecture_16)=\n",
"# Gaussian Processes\n",
":::{post} Jan 7, 2024\n",
":tags: statistical rethinking, bayesian inference, gaussian processes\n",
":category: intermediate\n",
":author: Dustin Stansbury\n",
":::\n",
"\n",
"This notebook is part of the PyMC port of the [Statistical Rethinking 2023](https://github.com/rmcelreath/stat_rethinking_2023) lecture series by Richard McElreath.\n",
"\n",
"[Video - Lecture 16 - Gaussian Processes](https://youtu.be/PIuqxOXHLBw)# [Lecture 16 - Gaussian Processes](https://youtu.be/Y2ZLt4iOrXU?si=NN2oor2yEz3YSoLY)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "c16540c6",
"metadata": {},
"outputs": [],
"source": [
"# Ignore warnings\n",
"import warnings\n",
"\n",
"import arviz as az\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pymc as pm\n",
"import statsmodels.formula.api as smf\n",
"import utils as utils\n",
"import xarray as xr\n",
"\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib import style\n",
"from scipy import stats as stats\n",
"\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"# Set matplotlib style\n",
"STYLE = \"statistical-rethinking-2023.mplstyle\"\n",
"style.use(STYLE)"
]
},
{
"cell_type": "markdown",
"id": "e5cc32f6-a863-4e6b-ab08-a121b8ec78c3",
"metadata": {},
"source": [
"# Returning to Oceanic Technology Dataset\n",
"\n",
"We'll now deal with some of the confounds we glossed over, now that we have some more advanced statistical tools"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "69635538",
"metadata": {
"scrolled": true
},
"outputs": [
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"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" culture \n",
" population \n",
" contact \n",
" total_tools \n",
" mean_TU \n",
" lat \n",
" lon \n",
" lon2 \n",
" logpop \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Malekula \n",
" 1100 \n",
" low \n",
" 13 \n",
" 3.2 \n",
" -16.3 \n",
" 167.5 \n",
" -12.5 \n",
" 7.003065 \n",
" \n",
" \n",
" 1 \n",
" Tikopia \n",
" 1500 \n",
" low \n",
" 22 \n",
" 4.7 \n",
" -12.3 \n",
" 168.8 \n",
" -11.2 \n",
" 7.313220 \n",
" \n",
" \n",
" 2 \n",
" Santa Cruz \n",
" 3600 \n",
" low \n",
" 24 \n",
" 4.0 \n",
" -10.7 \n",
" 166.0 \n",
" -14.0 \n",
" 8.188689 \n",
" \n",
" \n",
" 3 \n",
" Yap \n",
" 4791 \n",
" high \n",
" 43 \n",
" 5.0 \n",
" 9.5 \n",
" 138.1 \n",
" -41.9 \n",
" 8.474494 \n",
" \n",
" \n",
" 4 \n",
" Lau Fiji \n",
" 7400 \n",
" high \n",
" 33 \n",
" 5.0 \n",
" -17.7 \n",
" 178.1 \n",
" -1.9 \n",
" 8.909235 \n",
" \n",
" \n",
" 5 \n",
" Trobriand \n",
" 8000 \n",
" high \n",
" 19 \n",
" 4.0 \n",
" -8.7 \n",
" 150.9 \n",
" -29.1 \n",
" 8.987197 \n",
" \n",
" \n",
" 6 \n",
" Chuuk \n",
" 9200 \n",
" high \n",
" 40 \n",
" 3.8 \n",
" 7.4 \n",
" 151.6 \n",
" -28.4 \n",
" 9.126959 \n",
" \n",
" \n",
" 7 \n",
" Manus \n",
" 13000 \n",
" low \n",
" 28 \n",
" 6.6 \n",
" -2.1 \n",
" 146.9 \n",
" -33.1 \n",
" 9.472705 \n",
" \n",
" \n",
" 8 \n",
" Tonga \n",
" 17500 \n",
" high \n",
" 55 \n",
" 5.4 \n",
" -21.2 \n",
" -175.2 \n",
" 4.8 \n",
" 9.769956 \n",
" \n",
" \n",
" 9 \n",
" Hawaii \n",
" 275000 \n",
" low \n",
" 71 \n",
" 6.6 \n",
" 19.9 \n",
" -155.6 \n",
" 24.4 \n",
" 12.524526 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" culture population contact total_tools mean_TU lat lon lon2 \\\n",
"0 Malekula 1100 low 13 3.2 -16.3 167.5 -12.5 \n",
"1 Tikopia 1500 low 22 4.7 -12.3 168.8 -11.2 \n",
"2 Santa Cruz 3600 low 24 4.0 -10.7 166.0 -14.0 \n",
"3 Yap 4791 high 43 5.0 9.5 138.1 -41.9 \n",
"4 Lau Fiji 7400 high 33 5.0 -17.7 178.1 -1.9 \n",
"5 Trobriand 8000 high 19 4.0 -8.7 150.9 -29.1 \n",
"6 Chuuk 9200 high 40 3.8 7.4 151.6 -28.4 \n",
"7 Manus 13000 low 28 6.6 -2.1 146.9 -33.1 \n",
"8 Tonga 17500 high 55 5.4 -21.2 -175.2 4.8 \n",
"9 Hawaii 275000 low 71 6.6 19.9 -155.6 24.4 \n",
"\n",
" logpop \n",
"0 7.003065 \n",
"1 7.313220 \n",
"2 8.188689 \n",
"3 8.474494 \n",
"4 8.909235 \n",
"5 8.987197 \n",
"6 9.126959 \n",
"7 9.472705 \n",
"8 9.769956 \n",
"9 12.524526 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"KLINE = utils.load_data(\"Kline2\")\n",
"KLINE"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "73ce02a9-7892-492e-b0df-b466305e2b45",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
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"\n",
"\n",
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"\n",
"P \n",
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"T \n",
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"P->T \n",
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"metadata": {},
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],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[(\"P\", \"T\"), (\"C\", \"T\"), (\"U\", \"T\"), (\"U\", \"P\")],\n",
" node_props={\"U\": {\"style\": \"dashed\"}, \"unobserved\": {\"style\": \"dashed\"}},\n",
")"
]
},
{
"cell_type": "markdown",
"id": "08eb8bae-4e66-4441-9249-b7ca242722e3",
"metadata": {},
"source": [
"- Total tools in society $T$ (outcome)\n",
"- Populuation $P$ (treatment)\n",
"- Contact level $C$\n",
"- Unobserved confounds $U$, e.g.\n",
" - materials\n",
" - weather\n",
"\n",
"There should be **spatial covariation**: \n",
"- islands closer to one another should have similar unobserved confounds\n",
"- islands should share historical context\n",
"- we don't have to know the exact dymanics of the contexts, we can handle statistically at a macro scale\n",
"\n",
"\n",
"## Review of Techonological Innovation/Loss model\n",
"\n",
"- Derived from steady state of difference equation $\\Delta T = \\alpha P^ \\beta - \\gamma T$\n",
" - $\\alpha$ is rate of innovation\n",
" - $P$ is population\n",
" - $\\beta$ is elasticity rate (diminishing returns)\n",
" - $\\gamma$ is loss (e.g. forgetting) rate over time\n",
"- Provides the expected number of tools over the long-run:\n",
" - $\\hat T = \\frac{\\alpha P ^ \\beta}{\\gamma}$\n",
" - use $\\lambda= \\hat T$ as the expected rate parameter for a $\\text{Poisson}(\\lambda)$ distribution\n",
"- **How can we encode spatial covariance in this model?**\n",
"\n",
"## Let's start of with an easier model that ignores population\n",
"\n",
"$$\n",
"\\begin{align*}\n",
" T_i &\\sim \\text{Poisson}(\\lambda_i) \\\\\n",
" \\lambda_i &= \\bar \\alpha + \\alpha_{S[i]} \\\\\n",
" \\begin{pmatrix}\n",
" \\alpha_1 \\\\\n",
" \\alpha_2 \\\\\n",
" \\vdots \\\\\n",
" \\alpha_{10}\n",
" \\end{pmatrix} &= \\text{MVNormal}\n",
" \\left( \n",
" \\begin{bmatrix}\n",
" 0 \\\\\n",
" 0 \\\\\n",
" \\vdots \\\\\n",
" 0\n",
" \\end{bmatrix}, \\textbf{K}\n",
" \\right)\n",
"\\end{align*}\n",
"$$\n",
"\n",
"- $\\alpha_{S[i]}$ are the variable intercepts for each society\n",
" - These will have covariation based on their spatial distance from one another\n",
" - closer societies have similar offsets\n",
"- $\\mathbf{K}$ the covariance amongst societies\n",
" - models covariance as a function distance\n",
" - though $\\mathbf{K}$ has many parameters (45 covariances), we should be able to leverage spatial regularity to estimate far fewer effective parameters. This is good b.c. we only have 10 data points 😅\n"
]
},
{
"cell_type": "markdown",
"id": "f0c34f15",
"metadata": {},
"source": [
"# Gaussian Processes (in the abstract)\n",
"\n",
"- Uses a **kernel function** to generate covariance matrices\n",
" - Requires far fewer parameters than the covariance matrix entries\n",
" - Can generate covariance matrices of any dimenions (i.e. \"infinite dimensional generalization of the `MNNormal`\")\n",
" - Can generate a prediction for any point\n",
"\n",
"\n",
"- Kernel function calculates the covariance of two points based on metric of comparison, e.g.\n",
" - spatial distance\n",
" - difference in time\n",
" - difference in age"
]
},
{
"cell_type": "markdown",
"id": "f0f74e1f-49cb-4bfa-8733-496eafb5c9e4",
"metadata": {},
"source": [
"## Different Kernel Functions"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "85a905e4",
"metadata": {},
"outputs": [],
"source": [
"def plot_kernel_function(\n",
" kernel_function, max_distance=1, resolution=100, label=None, ax=None, **line_kwargs\n",
"):\n",
" \"\"\"Helper to plot a kernel function\"\"\"\n",
" X = np.linspace(0, max_distance, resolution)[:, None]\n",
" covariance = kernel_function(X, X)\n",
" distances = np.linspace(0, max_distance, resolution)\n",
" if ax is not None:\n",
" plt.sca(ax)\n",
" utils.plot_line(distances, covariance[0, :], label=label, **line_kwargs)\n",
" plt.xlim([0, max_distance])\n",
" plt.ylim([-0.05, 1.05])\n",
" plt.xlabel(\"|X1-X2|\")\n",
" plt.ylabel(\"covariance\")\n",
" if label is not None:\n",
" plt.legend()"
]
},
{
"cell_type": "markdown",
"id": "b530a2e5",
"metadata": {},
"source": [
"### The Quadratic (L2) Kernel Function\n",
"- aka RGB\n",
"- aka Gaussian Kernel\n",
"\n",
"$$\n",
"K(x_i, x_j) = \\eta^2 \\exp \\left(- \\frac{(x_i - x_j)^2}{\\sigma^2} \\right)\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "28981a04",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def quadratic_distance_kernel(X0, X1, eta=1, sigma=0.5):\n",
" # Use linear algebra identity: ||x-y||^2 = ||x||^2 + ||y||^2 - 2 * x^T * y\n",
" X0_norm = np.sum(X0**2, axis=-1)\n",
" X1_norm = np.sum(X1**2, axis=-1)\n",
" squared_distances = X0_norm[:, None] + X1_norm[None, :] - 2 * X0 @ X1.T\n",
" rho = 1 / sigma**2\n",
" return eta**2 * np.exp(-rho * squared_distances)\n",
"\n",
"\n",
"plot_kernel_function(quadratic_distance_kernel)"
]
},
{
"cell_type": "markdown",
"id": "f2e4d798-6fe9-48ea-b5e7-d4bf244c0910",
"metadata": {},
"source": [
"### Ornstein-Uhlenbeck Kernel\n",
"\n",
"$$\n",
"\\begin{align*}\n",
"K(x_i, x_j) &= \\eta^2 \\exp \\left(- \\frac{|x_i - x_j|}{\\sigma} \\right) \\\\\n",
"\\sigma &= \\frac{1}{\\rho}\n",
"\\end{align*}\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2e02eccc",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def ornstein_uhlenbeck_kernel(X0, X1, eta_squared=1, rho=4):\n",
" distances = np.abs(X1[None, :] - X0[:, None])\n",
" return eta_squared * np.exp(-rho * distances)\n",
"\n",
"\n",
"plot_kernel_function(ornstein_uhlenbeck_kernel)"
]
},
{
"cell_type": "markdown",
"id": "12951b00-f55e-494e-b418-d52b8e59b4f8",
"metadata": {},
"source": [
"### Periodic Kernel\n",
"\n",
"$$\n",
"K(x_i, x_j) = \\eta^2 \\exp \\left(- \\frac{\\sin^2((x_i - x_j) / p)}{\\sigma^2} \\right)\n",
"$$\n",
"\n",
"with additional periodicity parameter, $p$"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "c4184a18",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def periodic_kernel(X0, X1, eta=1, sigma=1, periodicity=0.5):\n",
" distances = np.sin((X1[None, :] - X0[:, None]) * periodicity) ** 2\n",
" rho = 2 / sigma**2\n",
" return eta**2 * np.exp(-rho * distances)\n",
"\n",
"\n",
"plot_kernel_function(periodic_kernel, max_distance=6)"
]
},
{
"cell_type": "markdown",
"id": "7a56ef0b-0f64-4b2c-a1bc-5aca8ea176f9",
"metadata": {},
"source": [
"### Gaussian Process Prior\n",
"\n",
"Using the Gaussian/L2 Kernel Function to generate our covariance $\\mathbf{K}$, we can adjust a few parameters\n",
"\n",
"- Varying $\\sigma$ controls the bandwidth of the kernel function\n",
" - smaller $\\sigma$ makes covariance fall off quickly with space\n",
" - larger $\\sigma$ allow covariance to extend larger distances\n",
"\n",
"- Varying $\\eta$ controls the maximum degree of covariance\n",
"\n",
"#### 1-D Examples\n",
"Below we draw functions from a 1-D Guassian process, varying either $\\sigma$ or $\\eta$ to demonstrate the effect of the parameters on the spatial correlation of the samples."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ebba0c2c",
"metadata": {},
"outputs": [],
"source": [
"# Helper functions\n",
"def plot_gaussian_process(\n",
" X, samples=None, mean=None, cov=None, X_obs=None, Y_obs=None, uncertainty_prob=0.89\n",
"):\n",
" X = X.ravel()\n",
"\n",
" # Plot GP samples\n",
" for ii, sample in enumerate(samples):\n",
" label = \"GP samples\" if not ii else None\n",
" utils.plot_line(X, sample, color=f\"C{ii}\", linewidth=1, label=label)\n",
"\n",
" # Add GP mean, if provided\n",
" if mean is not None:\n",
" mean = mean.ravel()\n",
" utils.plot_line(X, mean, color=\"k\", label=\"GP mean\")\n",
"\n",
" # Add uncertainty around mean; requires covariance matrix\n",
" if cov is not None:\n",
" z = stats.norm.ppf(1 - (1 - uncertainty_prob) / 2)\n",
" uncertainty = z * np.sqrt(np.diag(cov))\n",
" plt.fill_between(\n",
" X,\n",
" mean + uncertainty,\n",
" mean - uncertainty,\n",
" alpha=0.1,\n",
" color=\"gray\",\n",
" zorder=1,\n",
" label=\"GP uncertainty\",\n",
" )\n",
"\n",
" # Add any training data points, if provided\n",
" if X_obs is not None:\n",
" utils.plot_scatter(X_obs, Y_obs, color=\"k\", label=\"observations\", zorder=100, alpha=1)\n",
"\n",
" plt.xlim([X.min(), X.max()])\n",
" plt.ylim([-5, 5])\n",
" plt.xlabel(\"x\")\n",
" plt.ylabel(\"y\")\n",
" plt.legend()\n",
"\n",
"\n",
"def plot_gaussian_process_prior(kernel_function, n_samples=3, figsize=(10, 5), resolution=100):\n",
" X = np.linspace(-5, 5, resolution)[:, None]\n",
"\n",
" prior = gaussian_process_prior(X, kernel_function)\n",
" samples = prior.rvs(n_samples)\n",
"\n",
" _, axs = plt.subplots(1, 2, figsize=figsize)\n",
" plt.sca(axs[0])\n",
" plot_gaussian_process(X, samples=samples)\n",
"\n",
" plt.sca(axs[1])\n",
" plot_kernel_function(kernel_function, color=\"k\")\n",
" plt.title(f\"kernel function\")\n",
" return axs\n",
"\n",
"\n",
"def gaussian_process_prior(X_pred, kernel_function):\n",
" \"\"\"Initializes a Gaussian Process prior distribution for provided Kernel function\"\"\"\n",
" mean = np.zeros(X_pred.shape).ravel()\n",
" cov = kernel_function(X_pred, X_pred)\n",
" return stats.multivariate_normal(mean=mean, cov=cov, allow_singular=True)"
]
},
{
"cell_type": "markdown",
"id": "e58a8c44",
"metadata": {},
"source": [
"#### Varying $\\sigma$"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "be1a62e6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from functools import partial\n",
"\n",
"eta = 1\n",
"for sigma in [0.25, 0.5, 1]:\n",
" kernel_function = partial(quadratic_distance_kernel, eta=eta, sigma=sigma)\n",
" axs = plot_gaussian_process_prior(kernel_function, n_samples=5)\n",
" axs[0].set_title(f\"prior: $\\\\eta$={eta}; $\\\\sigma=${sigma}\")"
]
},
{
"cell_type": "markdown",
"id": "4374147b",
"metadata": {},
"source": [
"#### Varying $\\eta$"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "a686100a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sigma = 0.5\n",
"for eta in [0.25, 0.75, 1]:\n",
" kernel_function = partial(quadratic_distance_kernel, eta=eta, sigma=sigma)\n",
" axs = plot_gaussian_process_prior(kernel_function, n_samples=5)\n",
" axs[0].set_title(f\"prior: $\\\\eta$={eta}; $\\\\sigma=${sigma}\")"
]
},
{
"cell_type": "markdown",
"id": "76a5d775",
"metadata": {},
"source": [
"### Gaussian Process Posterior\n",
"\n",
"As the model observes data, it adjusts the posterior to account for that data while also incorporating the smoothness constraints of the prior."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "f0451d50",
"metadata": {},
"outputs": [],
"source": [
"def gaussian_process_posterior(\n",
" X_obs, Y_obs, X_pred, kernel_function, sigma_y=1e-6, smoothing_factor=1e-6\n",
"):\n",
" \"\"\"Initializes a Gaussian Process Posterior distribution\"\"\"\n",
"\n",
" # Observation covariance\n",
" K_obs = kernel_function(X_obs, X_obs)\n",
" K_obs_noise = sigma_y**2 * np.eye(len(X_obs))\n",
" K_obs += K_obs_noise\n",
" K_obs_inv = np.linalg.inv(K_obs)\n",
"\n",
" # Prediction grid covariance\n",
" K_pred = kernel_function(X_pred, X_pred)\n",
" K_pred_smooth = smoothing_factor * np.eye(len(X_pred))\n",
" K_pred += K_pred_smooth\n",
"\n",
" # Covariance between observations and prediction grid\n",
" K_obs_pred = kernel_function(X_obs, X_pred)\n",
"\n",
" # Posterior\n",
" posterior_mean = K_obs_pred.T.dot(K_obs_inv).dot(Y_obs)\n",
" posterior_cov = K_pred - K_obs_pred.T.dot(K_obs_inv).dot(K_obs_pred)\n",
"\n",
" return stats.multivariate_normal(\n",
" mean=posterior_mean.ravel(), cov=posterior_cov, allow_singular=True\n",
" )\n",
"\n",
"\n",
"def plot_gaussian_process_posterior(\n",
" X_obs,\n",
" Y_obs,\n",
" X_pred,\n",
" kernel_function,\n",
" sigma_y=1e-6,\n",
" n_samples=3,\n",
" figsize=(10, 5),\n",
" resolution=100,\n",
"):\n",
" X = np.linspace(-5, 5, resolution)[:, None]\n",
"\n",
" posterior = gaussian_process_posterior(X_obs, Y_obs, X, kernel_function, sigma_y=sigma_y)\n",
" samples = posterior.rvs(n_samples)\n",
"\n",
" _, axs = plt.subplots(1, 2, figsize=figsize)\n",
" plt.sca(axs[0])\n",
"\n",
" plot_gaussian_process(\n",
" X_pred,\n",
" samples=posterior.rvs(size=n_samples),\n",
" mean=posterior.mean,\n",
" cov=posterior.cov,\n",
" X_obs=X_obs,\n",
" Y_obs=Y_obs,\n",
" )\n",
"\n",
" plt.sca(axs[1])\n",
" plot_kernel_function(kernel_function, color=\"k\")\n",
" plt.title(f\"kernel function\")\n",
" return axs"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "932537df",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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3bmzevJnZs2fTrVu3DJ+7R48etG7dOrOrLES2kjnzQgghhBBC5KDevXszffp0+vTpw4svvoiHh0dOV+mpMG3aNBRFoW3btvZAHqB8+fIMGjQISOm5N5lMOVVFIXKUBPNCPMUCAwMJDAwEYPXq1bRp04aQkBBq1qxJ7969OX36dJrH6vV6fvrpJ1577TWqVq1KaGgobdu2ZcGCBZjN5lSP2bt3L3369KFevXpUqlSJmjVr8uqrrzJkyBAOHjzoUK+pU6cCMHXqVHs9AwMD7R+uNoqisHbtWrp27UqtWrUICgqicePGjBo1itu3bzvVITIyksDAQDp16oTZbGbWrFm89tprVKlShfDwcHu5hyXAM5lMzJ8/nzZt2hAaGkrVqlVp2bIl06ZNw2AwOJW/evUqgYGB9vMvWbKEN998k5CQEHv7CyGEeLbNnDmTwMBAvv32WxISEvj+++9p2rQpwcHB1K9fnzFjxpCcnJzT1cx0Z8+e5auvvuLll1+mSpUqDp/p939988032VqvhIQEdu7cCUCbNm2c9r/yyit4eXkRExNDZGRkttZNiKeFDLMXIheYNWsW48ePJ3/+/JQuXZoLFy6wadMmIiIi+OWXX6hevbpD+Xv37tGlSxdOnz6NWq2mbNmymM1me2KdTZs2MW3aNIfkLv/88w99+/bFarXi5+dHYGAgBoOBmzdvsnTpUjw8PKhatSoAoaGh3Lhxgxs3blC4cGEKFy5sP0/JkiXt/28ymRgwYADr168HoECBAhQqVIhLly4xf/581q9fz/z58ylVqpTTPSuKQp8+fdi6dSvFixenTJkyGI3GR7ZVUlISPXr0YPfu3QCUKVMGrVbLmTNnOHXqFBs2bGD27Nn4+/unevywYcNYtGgRhQsXpnTp0ly+fPmR1xRCCJH7nTp1CgBXV1datWrF3bt3KV26NL6+vty+fZs5c+ZgtVoZMmRIDtf0f/766y/GjBlD4cKFWbx4cYaPX7NmDV988QVGoxFPT08CAgK4d+8e169fdypbrly5zKhyuh0/fhyTyYSrqysVK1Z02q/T6QgODmbXrl0cOnSI+vXrZ+j8GzZs4J9//iEhIYG8efMSGhrK66+/jre3d2bdghBZToJ5IXKBH374gUGDBtGlSxfUajUGg4GvvvqK1atX89lnn7Fu3Trc3Nzs5YcPH87p06cpW7YsP/30E8WLFwfgyJEj9OzZk4iICCZPnszAgQMdrmG1Whk2bBjt27dHo9EAKUH1nj17SExMtJf9/fffmTJlClOnTuXNN9+kb9++qdZ78uTJrF+/nooVKzJ69GgqVKgApATc48aNY+HChQwYMIBly5Y5Hbt//378/PxYtGgRISEhAOnqEfnhhx/YvXs3BQoUYPr06VSqVAmAS5cu0bNnT06cOMGIESP4/vvvnY69efMmq1at4qeffqJx48b2ugohhHj22YL5WbNm0a1bN3r27Im7uzsA48aN49dff2X16tUOwfz06dPZtm1bhq/11VdfpRqgZpTBYODWrVtotRl/pD906BCDBg3CZDLRo0cP+vTpY3/Jv2DBAkaOHAnAxIkTKV68eKov3iHr2uDSpUsAFC5cOM37K1asGLt27bKXzYitW7c6fL9u3TqmTJnC+PHjefHFFzN8PiFyggTzQuQCDRo0oGvXrvbv3d3dGT16NLt37+batWusXbuWN998E4CLFy+yceNGAL799lt7IA8QHBzMl19+ySeffMLChQvp1asXXl5e9uN8fX3p0KGDw7VVKtVjZau/d+8ec+bMwcvLi2nTplGoUCH7Pjc3N7766iuOHDnCkSNH2Lt3r9PoAovFwvDhw+2BPPDIZWISEhL4/fffgZQedlsgD1CiRAnGjRtH27ZtWb9+PZcvX3ZoG9s1P/roI3sgb6urEEKIZ5vRaOTChQsAvPnmm3z66acO+7t06cKvv/5KdHQ0ZrPZHlxevHiR/fv3Z/h68fHxT17pJzRy5EhMJhPt2rWjX79+Dvs6duzIokWLOH36NHfu3KF58+Zpnier2iA2NhYAX1/fNMv4+PgAEBcXl+7rFitWjH79+tGwYUOKFi2KSqXi4MGD/PDDDxw6dIg+ffqwcOFCgoOD031OIXKKBPNC5AIdO3Z02ubi4kKbNm2YNm0aO3bssAfzERERKIpCtWrVUn3j3bRpUwoVKsTNmzfZv3+//e1z4cKFuXz5MhEREdSrV++J67xt2zaMRiPh4eEOgbyNWq0mLCyMI0eOsGfPHqdg3tvb2yGoTo99+/ZhMBh44YUXUj22cuXKhISEcODAASIiIpyCeYBWrVpl6JpCCCFyv7Nnz2I2m3FxcXEYtWZje5ns6upqH7kGMHbsWMaOHZtt9XxQ69atHysj+4EDBzh69Ci+vr58/vnnqZYJDg7m9OnT3Lhx46Hnyqo2sI3Ge9gStC4uLkDGRtH16dPHaVu9evWoUaMGHTt25PDhw4wfP15WzRG5ggTzQuQCZcqUeej2ixcv2rfZ/j8gICDVY9RqNaVLl+bmzZtcvHjRHsx36dKFkSNH8t5771GpUiXq1q1LtWrVqFGjhr33PiNsyfkOHTrE22+/nWqZu3fvAnDr1i2nfSVKlHB4YEoPW69K6dKl01wjNiAggAMHDji0mY2/v3+aa84KIYR4dp08eRJICepS+8y7c+cOkNKr+yysQb5582YAGjZsmOZnvO0z+GHBdFayvUB5WKZ6Wy6dzBhF5+Liwscff0y3bt3Ys2cPsbGxDx0VIMTTQIJ5IXKBvHnzpro9X758AA7z2fV6PcBDg1Lb+e4/rmPHjnh6ejJ79myOHTvGsWPHmDVrlj0R0GeffZahpDC24XO2RHkPk9pc+MdZludx7/1JrimEECL3s82Xv39q1/1sL6iflRVODh06BPDQpHG2l96pjWLLDrZA2jbcPjW24fW24fZPypbo12q1cuXKFQnmxVNPgnkhcoF79+6lOlTd1rPt6elp32YLSO/du5fm+VI7DuD111/n9ddf5/bt2/z3339ERESwbt06lixZwu3bt5k+fXq662yrR8+ePZ3mHmaVJ7l3IYQQzy9bz3z58uUztD+nE+A9LtuyrsWKFUt1f3x8PAcOHACgZs2aDz1XVrVBiRIlgJROgfvzFNzvypUrDmWf1P2jECwWS6acU4isJMG8ELnAuXPnUg3mz507BzguB2f7/7Nnz6Z6LqvVyvnz552Ou1/+/Plp1qwZzZo1o2vXrrz22mts2bKFqKgoChQoAPDIYYa2Yf5nzpx5aLnMZMu0e+7cORRFSbWOtnZJ696FEEI8f2w97xkN5nNrAjzbiDir1Zrq/jVr1mAymQgKCnpkoJxVbVCxYkV0Oh3JyckcP36cypUrO+w3mUwcOXIEgCpVqmT4+qm5/5kltecuIZ42EswLkQssXLjQKSmd0Whk6dKlAA776tevj0qlYt++fRw/ftzprffGjRu5efMmHh4ehIaGPvLaAQEBeHt7Exsb6xDM2+aypZV0pmHDhuh0OrZv387FixezJXiuVq0a7u7u3Lhxg02bNtGkSROH/UeOHOHAgQOoVKpMSfInhBAi97t16xb37t0jT548FCxYMNUyaQXzOZ0A73EVKFCAO3fucOjQIacEtLdv32bSpElAyui6R8mqNvDy8qJOnTps376dpUuXOgXz69evJyEhAT8/v0eOHkiv2bNnAym5d9L6WRDiaaLO6QoIIR5t27ZtzJ07F0VRgJQA+quvviIqKorChQs7LBlTokQJXn75ZQA+//xz+xA0gGPHjjFq1CggZY68LelNQkICn376KZGRkQ5v6S0WC/PmzSM2NhYPDw+HNWZtQ/MOHDiA2Wx2qnPBggXp0qULJpOJbt26ERkZ6bBfURQOHz7MsGHDHOr4JLy8vOzJ9kaOHMnx48ft+y5fvsygQYMAePXVV3NsDqAQQoini22+fIUKFVLdf+/ePaKiosiTJ4/9hfbTYvny5QQGBhIeHp6h42zJb3/++WeH3ugzZ87w3nvvERsbS4sWLXjppZcytb4Z1bNnT1QqFX/88Qdr1qyxbz958qT9BcL7779vz2pvM27cOMLDwxk3bpzD9oiICCZMmOD03BEfH8+oUaPs10gt470QTyPpmRciF/j4448ZPXo0s2bNolChQly4cIGEhARcXV357rvvcHd3dyg/fPhwLly4wOnTp2natClly5bFbDbbh5jXrVuXvn372stbrVbWrVvHunXr8PDwoHjx4mi1Wq5du0Z0dDQqlYrBgwc7zDOvX78+vr6+7Nu3j7CwMIoVK4ZWq6VBgwZ88MEHAHz66adERUWxatUqOnfuTP78+SlcuDBGo5ErV67Yk9B17tw5U9vq2LFjREZG8sYbbxAQEIBWq+XMmTNYLBbKly/P0KFDM+16Qgghcjdbr3taye0eFexnhn379tG7d2/797aErjNnznRYIu3PP/+kcOHCT3y99957j3Xr1nH58mVatmxJuXLlHJ4TWrRowZgxY574Ok+qWrVqfPzxx3z//ff079+f77//Hg8PD86cOYPVaiUsLIz33nvP6bjo6Gj7M8z9DAYDM2fOZObMmRQsWJACBQrY79tkMqFSqejTpw8tWrTIrlsU4olIMC9ELtC9e3cKFSrE3LlzOXv2LFqtlvDwcD7++ONU5/flyZOHxYsXM3v2bNavX8/FixdRq9UEBwfz+uuv0759e4ckL56ennz77bdERERw5MgRrl27hslkolChQjRo0IBu3bo5XcfLy4tffvmFyZMnc/jwYQ4ePIjVaqVIkSL2Mlqtlu+++44WLVqwZMkSDh06xIkTJ/Dx8aFkyZKEhITQtGlThx7/J+Xm5sYvv/zC77//zsqVKzl//jxWq5UyZcrQrFkz3n33XaeXH0IIIZ5fjwrWHxXsZwaz2UxMTIzTdoPBgMFgsH//YFI225J5ac31T4uvry+LFi1iypQpbNmyhXPnzuHl5UWjRo1o3749jRo1yvhNZJFevXpRvnx55syZw7Fjx7hz5w7lypWjdevWvPPOOxlaxrZSpUr07NmTgwcPcvnyZc6cOYOiKBQsWJDq1avToUOHTJt/L0R2UCm2cbtCiKeO7cHB9qAhhBBCiOz1+eef8+eff/Ltt9/SqlWrnK6Og549e7JlyxZ+++03atSokdPVEUJkM5kzL4QQQgghRBoetWxdTjp48CBBQUESyAvxnJJgXgghhBBCiFSYTCbOnTuHTqejTJkyOV0dB+fPnyc6OpquXbvmdFWEEDlE5swLIYQQQgiRinPnzmEymahYsSJa7dP12Fy6dGmZhifEc0565oUQQgghhEjF0zzEXgghJAGeEEIIIYQQQgiRy0jPvBBCCCGEEEIIkctIMJ8LKYpCTEwMMqgi80ibZj5p08wnbZr5pE1zP/n3y1zyO5H5pE0zn7Rp5pL2zHzZ1ZYSzOdS8suW+aRNM5+0aeaTNs180qa5m/z7ZT5p08wnbZr5pE0zl7Rn7iTBvBBCCCGEEEIIkctIMC+EEEIIIYQQQuQyEswLIYQQQgghhBC5jATzQgghhBBCCCFELiPBvBBCCCGEEEIIkctIMC+EEEIIIYQQQuQy2pyuQG6lKAoWiwWz2Zwj1zYajSQlJaFSqbL9+s+i571NtVotGo3mubx38WyzxCWSEHGEhG0HSdx1lHzdW5LnnZdJTk7m/PnzxMXFYbVaCQkJwc3NLaerK4QQQgiRbhLMZ5CiKMTExHD79m0sFkuO1cNqtXLv3r0cu/6z6HlvU41GQ4ECBfD19ZWgXuR65ruxXOo6hsSdR8FqRVe8INq8Pvw74FvW/7OYBcv/ID4+3l7ey8uLTp060bt3b4KCgnKw5kIIIYQQ6SPBfAbdvHmTmJgYfHx88PHxQavVZnvgYxsVID2pmed5blNFUTCbzcTFxXHjxg0MBgOFCxfO6WoJ8URuT12O4eAZiozvg1dYVXTFC/LZp/2ZsHkTzHUun5CQwLRp05g2bRr9+vXj22+/RaPRZH/FhRBCCCHSSYL5DLBYLMTGxpI/f37y5cuXY/V4ngPPrCJtCt7e3ri6unLnzh0KFCgggYzItcz34rj7yxrydmtB3ndfRVEU3n//fX799dd0HT9x4kSioqKYPXv2c/03QQghhBBPN0mAlwEmkwlFUfD09MzpqgiRJTw9PVEUBZPJlNNVEeKx3ZmxCsViJX/vNzCbzUycODHNQN7V1TXV7b/99htjx44lOjqahIQEFEXJyirnWitXrmTo0KG0bt2aoKAgAgMDWb58eYbPY7Va+e2333jttdeoXLkytWvX5uOPP+bixYuZX2khhBDiGSHB/GOQXhrxrJKfbZHbWeISuTNjJXnffRVNPl+ioqIYP368QxmtVsu7vuXY+c5gkpKS2LNnDx999BE6nc6h3NSpUzEajej1ehITEyWgT8UPP/zA4sWLuX79OgUKFHjs8wwbNoyvv/4aq9XKO++8Q8OGDdm8eTNt2rTh7NmzmVhjIYQQ4tkhwbwQQohnxp1Zq1GSjeT/8E2SkpLYvHkzN2/edCizYMECJvw4Bc+1B4jfvJ+QkBC+/vpr5s51nEx/69YtNmzYgIuLC3q9Hr1eLwH9A0aNGsXmzZvZvXs3b7311mOdY/fu3SxZsoTq1auzYsUKPvvsM8aNG8fMmTNJSEhg+PDhDz3+wZcwQgghxPNCgnkhhBDPBEuCgTvT/iTPOy+jLZQHk8nEqlWrHMrUqFGDli1b4t/hJTwbVObGyNn2pRlbtGhB3bp1HcqvXLkSjUaDi4sLiYmJGAyG7Lylp17dunUpUqTIE53jjz/+AOCTTz7BxcXFvr1OnTrUr1+f//77jwsXLqR5vJeXl4wqEkII8VySBHjCycmTJ5k3bx579uwhKioKgEKFClG7dm3atm1LcHCwveyUKVOYOnWq/XudTkeBAgUIDw/no48+wsfHJ9vrn9UiIyPp3Lkz8+bNo1atWjldHSHE/7s3ex3WeD35P26L0WhEpVJx/fp1hzKvvfYaJpMJnU5H3vdacLnraIyXbqIrnIfk5GRatGjBzp077eWvXbsGpCzdqNPpSEhIQK1Wy5r0mSgyMhIPDw9CQ0Od9tWvX59///2X//77j1KlSqV6vL+/P4qioNVq7V8eHh54enri5eWFl5cXvr6+5M2b1/6VP39+XnjhBYoUKUKRIkXw8PDI6tsUQgghMp0E88LBokWL+PrrrylVqhSdO3embNmyAJw/f541a9bQpk0b/v77b4oXL+5w3M8//4y3tzeJiYls27aNefPmceTIERYtWiQ9JkKILGc1JHP7x+X4v9UYXZH86PX6lO1Wq0M5rTblY89sNuPduBoqVx2xa3aSt9frJCcnOw3Zvv94rVaLoigkJCTYg0bxZPR6Pbdv36ZcuXKprqBRsmRJgIcmwouJiXnievj5+VGyZEnKlClD6dKlKV26NOXKlaNixYoULFgQlUr13EyxsN3n83K/2UHaNPNJm2Yuac/MpyhKtsRA8iQi7Pbt28eIESNo2LAhkydPdhru2LFjR/76669Usz9XqlSJPHnyAFCvXj1iYmJYuXIl+/fvp1q1atl2D0KI51P04s2Y78SS/5N2mM1mexD+YFK2f/75hw8//BCz2YyrlydeYSHErt1F/j6tUavV/PPPPw7lCxYs6PC9TqfDYDCQnJwswXwmiI+PB1KGyqfGtj0hISFL6xETE8PBgwc5ePCg0z5/f38qVqxIpUqVCAkJITQ0lODgYNzd3e3LmprNZvt/H3yBlFvFxsbmdBWeOdKmmU/aNHNJe2Yuf3//LL+GPIkIuxkzZqDRaBg5cqRDIH+/V199NV3nqlKlCitXruT69etpBvNWq5Xp06ezcuVKbty4gYuLC4ULF6ZNmzZ06dIFgEuXLjF9+nT27dvHrVu38PHxoVKlSnz66acEBgbaz2Ub+j5+/HhOnjzJypUrSUxMpFatWowaNQo3NzfGjRvHxo0bAQgPD+fLL790WGawUqVKdOjQgcDAQGbPns21a9coXrw4ffr0oXnz5o+85yNHjvDjjz+yf/9+DAYDZcqU4YMPPqBZs2b2MgaDgcmTJ7NhwwZu376Nu7s7RYsW5b333qNFixbpalshhLO49bvxrBeEa6nCJCYm2rc3bdqUlStX2r/fvHkzu3btok6dOlgsFnyb1+Xqxz9giopm/6mjbNiwweG8TZs2dbqWTqcjKSkJNze3VHuTxbMlOjqaiIgIIiIi7Ns0Gg0VKlSgVq1a1KlThzp16lC+fHnUanWu79lSFIXY2Fh8fX1lZF0mkTbNfNKmmUvaM/Nl12eBBPMCAIvFQmRkJEFBQU+0vJDN5cuXAey99an5+eefmTp1Kr169aJ69eqYzWbOnz9v76kBiIqKws/Pj/79+5MnTx5iY2NZsWIF7dq1Y8WKFZQuXdrhnJMmTaJWrVqMGTOGa9euMW7cOPr164dWqyUwMJCJEydy/PhxJk2ahKenJ19++aXD8Vu2bLEvU+Xu7s7ChQvp168fGo2GV155Jc172b17N++//z5VqlRh+PDheHt7s27dOj799FOSkpJo3bo1AGPGjGHVqlV88sknVKhQAYPBwOnTpzNlmKgQzytrkpGEHYcp+FlHrFarQ89o69atGTx4sMPvWLt27RgxYgSdO3fG55VaJGFl6ufDGfnnPIfz+vj40LZtW6frabVaDAYDSUlJDi8ERcZ5e3sDafe827an1XMPsGfPHoxGI2azGbPZjMlkQq/Xk5CQQGJiIvHx8cTExHDnzh3u3r3L3bt3uXXrFtevXycuLu6x6m2xWDh69ChHjx7ll19+AVKG6terV4+wsDDCwsKoWrVqrh69oVKp5KE+k0mbZj5p08wl7Zn75N5PmadQ8sUbWGITH13wSSkKFqsVjVoND/zCaXw9cS1ZOMOnjI6OJikpiRdeeMFpn8VicXi7pNFonH7RrVYrZrMZvV7P1q1bWbRoEYULF6Z69eppXnP//v2UK1eOvn372rc1aNDAoUyNGjWoUaOGQ10aNmxIixYtWLx4MV988YVD+XLlyjFmzBj79+fPn2fu3Ll06tSJzz//HEiZBnDw4EFWr17tFMxHR0ezdOlS8uXLB2C/1sSJEx8azI8YMYKyZcsyd+5c+8NbgwYNiI6OZuLEibz++uuo1WoOHDhAvXr1ePfdd+3HhoWFpXleIcSjJe4+hqJPxrtJNSwWi8M+Dw8PevTowbhx4+zbYmNj+eSTTxg8eDClS5fmXOwpDHPWO523e/fuaQbrWq1WeuczgYeHB/nz5+fq1atYLBantrTNlbfNnU9N5cqVcXFxeawH0Pj4eG7cuMHly5c5f/68/evMmTOcOnUqQ6sXxMTEsHbtWtauXQukvAx68cUXeeWVV3jllVcoU6ZMhusnhBBCPIwE85nEfDeWU9W7Q07PldOoqXhyAdq8vpl2ytatW3Py5En795999hndunVzKFOvXj2H70NDQ/n6669TnV9vExwczNatWxk+fDiNGzcmJCTEqffFbDbz888/s2rVKi5fvozJZLLvO3funNM5GzVq5PC97eHpwYC5TJky/PPPPyQmJjo8rNeuXdseyEPKi4tmzZoxdepUbt68SaFChZyueenSJc6fP29/WWA2m+37XnzxRbZs2cKFCxcoU6YMwcHBrF69mvHjx9OgQQOqVKkiWbGFeELx/+xFWzgvbhVKkpSU5LT/s88+47///mPz5s0O2/V6PUePHk31nA0bNnR6WXg/nU6HXq8nOTlZMqE/oZo1a7J27Vr279/v8PIWYMeOHQBO2++n1+vTnBr2KN7e3nh7e1OuXDmnfVarlUuXLnH8+HGOHTvGwYMHOXDgAKdOnUrX8Mm4uDjWrFnDmjVrgJTPnVdeeYXXXnuNsLCwh34+CiGEEOkhwXwm0eb1JXDvrKeiZ/5xAnl/f3/c3NyclnECmDBhAgaDgdu3b9OrV69Uj58zZw5eXl7odDoKFiyYroQPPXr0wMPDg1WrVrFo0SI0Gg3Vq1dnwIAB9uXvxo4dy4IFC+jevTs1atSwz+X58ssvSU5Odjqnr6/jvdsyU6e1PTk52SGYz58/v9M5bcF9TExMqsH8nTt3ABg3bpxD79/9oqOjAfjyyy8pVKgQ69atY9asWbi6ulK/fn0+++yzh/Y8CSHSFr9pH97hKbk5bC/TVCoVWq0WlUqFi4sLf/75J++++y7Lly9/5PmaNWvGL7/88sgA8f6582q1+slv5Bl37949oqOj8ff3d5iC1a5dO9auXcv333/P7Nmz7e2+a9cuduzYQY0aNdJcli4rqdVqSpUqRalSpRzypiQkJHDo0CH27NnDrl272LVrF1evXn3k+c6dO8ePP/7Ijz/+iLe3N6+88gqtWrWiefPm+Pn5ZeGdCCGEeFZJMJ+JHmd4++OwZc9Nbbj749JoNNSuXZuIiAiioqIc5s0HBAQAPPRhJTAw8KHz41Oj1Wrp2rUrXbt2JS4ujp07dzJp0iTef/99tm7diru7O6tWreL111+nX79+DsdGR0dnyRr2t2/fdtpmC9bTetiyvbjo0aMHL730UqplbA+iHh4efPTRR3z00UfcuXOH7du3M2HCBHr27Mn69c7DfIUQD2e8GkXyqcsU/Lyjfa68Wq3Gw8MDg9VIojUZs2LBqDNTvv931C77OqfXzebekS1O52rwQln6//Qd4eHh6bq2bai90Wh8bkfY/PHHH+zbtw+A06dP27ft2bMHgCZNmtCkSRMAFixYwNSpU/nwww8dplfVrl2btm3b8scff/DGG2/QsGFD7t69y7p16/Dy8mL48OHZe1OP4OXlRb169ahXrx6ffvopkPL5uGPHDrZu3crWrVs5derUQ88RHx/PH3/8wR9//IGLiwtNmzalXbt2tGzZMks+24QQQjybJJgXdh988AHbt29n2LBhTJ482Wm95azk4+PDK6+8wq1btxg9ejTXrl0jICAAlUrlVI+tW7dy69YtSpQoken12L17N3fu3LH3xlssFtatW0fx4sVT7ZUHKF26NCVLluTkyZNOLx0eJl++fPYpDHPnzsVgMODu7p4p9yHE80BRFOI37Qe1Gq+wqvZeeTc3N44YrtD29CT0VuP/DnCDEs3q0OeV5ZhvX2DXn7/y3/m7tHy5If3MybjN30bFpq9ixOowpSctKpUKjUaDwWDAxcXlueyd37dvHytWrHDYtn//fvbv3w9AkSJF7MH8w4wcOZLAwEAWL17M/Pnz8fDwoFGjRnz66ac50iufUUWLFuWtt97irbfeAuDGjRts2bKFDRs2sGHDBm7dupXmsUajkdWrV7N69WpcXV159dVX6dSpE82bN5eh+EIIIR5KgnlhV61aNYYOHcqoUaNo3bo17dq1IyAgALVaze3bt+3Luj0sq3BG9OzZk7JlyxIUFESePHm4du0ac+fOpUiRIvZAPSwszJ61PjAwkGPHjvHLL7+kGVg/KX9/f7p06ULv3r3t2ezPnz/PpEmTHnrciBEj6N69O926deONN96gYMGCxMbGcu7cOY4dO8bkyZMBaNu2LWFhYQQGBuLr68u5c+dYuXIlISEhEsgLkUEqlYr4TXvxqFEerZ83yYmJaDQaNBoNY6+tpIhLHga90AqVombwpjhUeS5y1W8XjX0q0K//B/aAc9GBVfi825v34hNI2H4Qz8bV0hXMw/+G2ptMpucy8Bo7dixjx45NV9m+ffs69MjfT61W06lTJzp16pSZ1csxhQsXpkOHDnTo0AGr1crhw4f566+/WLVqFZGRkWnOuU9OTubPP//kzz//xN/fn3bt2tGpUyfq1q0rGaaFEEI4kWBeOHj77bcJCQlh7ty5zJkzh6ioKFQqFYUKFSIkJIQ5c+ZQp06dTLlWrVq12LBhA3/88QcJCQnkz5+funXr0rt3b3tv/JAhQ9BqtcycORO9Xk/FihWZMmUKP/zwQ6bU4UGNGjWibNmyfP/999y4cYNixYoxfvx4h7XiU1O7dm3++OMPpk+fzujRo4mLi8PPz48yZcrw6quvOpTbvHmzvSe+YMGCvP766/Ts2TNL7keIZ5liMpOw7SD5+75pX5LOw8ODiPhT/Bt/kpmlu/OSbzCzDyVy42oMqxtU5b1t23i1b2MMUbH/O09yIjNmfMdKFy8GT5hCnyZzcXd3T1cmc9syPkaj8bkM5sWjqdVqqlatStWqVfniiy+4efMmq1evZuXKlfz9998YjcZUj4uOjmbGjBnMmDGDwMBA3n//fTp37pwpy8cKIYR4NqiU7FrR/hmQlJTEhQsXKFWqVI7Oj8yKOfPPO0VRKF++PB06dGDYsGE5XZ0ck5k/44qiEBMTg5+fn/ycZhJp0/+xWq0YIo9zrvlnBGz6Hl1QKcxmM25ubrQ89R0AqwIHEpOsUH/OTZoFuFM7djMdO71DssE54/39XmvRgqXLlqEoSpqB1v3MZjNWqxU/Pz9Zpi4HREdH59rfiZiYGFatWsWSJUvYuHHjI0eEaLVaWrVqRY8ePWjSpEmW3LP8ncl80qaZT9o0c0l7Zj5FUbKlLZ+/CX5CCCFyvZQh9vvQ5PXBvUoAZrMZV1dX1sce4qD+EoOKtAJg0u44TBYFn/2zadOmzSMDeYDVa9YwceLEdK9drtFosFgsDstSCpEefn5+dO7cmTVr1nDr1i1mzZrFiy++mGZ5s9nMsmXLePnllylfvjw//PADsbGxaZYXQgjxbJNgXgghRK6jUqmI+2cv3uHVUKnVqNVqFBWMv76aBt7lqecdyLloM3MPJ/CGzzmGDRrgdI6ydSuzefNmwsLCnPaNGzeOmJiYdK1frlKpUKvVqS6XKUR6+fv78/7777Nt2zYuXLjAqFGjKFu2bJrlT58+zSeffMILL7xAr169HplBXwghxLNHgnkh/t+xY8cYOnRoTldDCPEIVqsV0617JB0+h3fjalgsFnQ6Hcvv7eF00k0+e6ElAKN2xFLYS8O51T86JRwLeasxqu/DqFg/lM2bN7NkyRKH/TExMYwfPx6dTpeu3nmtVovRaMRisWTejYrnVsmSJRkyZAinTp1i+/btdOrUKc2pT3q9nunTp1O+fHlatGjB5s2b00ywJ4QQ4tkiwbwQQohcJ2HLAQC8G4WiKAomLEy4sYZmflWp6lmCo1FG/j6fxLvF7rJi2VKHY/v378+meStxdXFl/PU1qFQq2rZtS7t27RzKff/990RFRaWrd16j0aS8ZEhnFnwh0kOlUtGgQQPmzZvHjRs3mDp1KhUrVkyz/Nq1a2ncuDEhISEsXLhQpn4IIcQz7rkI5mfNmkVgYCCBgYEcPHgwp6sjhBDiCajVauI37cU9pCza/H6o1WqW3dvDDWMMAwq/hqIobDhnwNdVxYFlU7FarfZjvby8GDJkCH5aD94vEM6q6L0YrCk96iNHjkSl+t/Hol6v55tvvkl377wMtRdZyc/Pjz59+nD06FG2bNlCmzZt0ky4eOjQITp27Ei5cuWYNm1aulZmEEIIkfs888H8uXPnmDx5Mh4eHjldFSGEEE/INow9cfdxPOtVRlEU1Go1f8UcpI53Wcq6F0KlUrHxfBK1feOYO2eOw/E9evTAz88Pk8lEC/8Q9FYjW+OOoygKgYGBdGjfwaH89OnTuXz5crqWndNqtZhMJukNFVlKpVIRFhbGH3/8waVLl/jiiy/w9/dPteyFCxfo3bs3pUqV4rvvviMhISGbayuEECIrPdPBvMVi4fPPP6d8+fI0adIkp6sjhBDiCSmKgunGXUzXbuNZPTBliTqrkV3xpwn3CUJRFK7Fmzl620TCv3Mcesp1Oh2ffvqpPeAu7VaQCu5FWBd9AK1Wi8ViYfS4b1BrtPZjTCYTI0aMQKfToVY//CPTNtRegnmRXYoUKcLo0aO5cuUKP/30U5oJ827dusVnn31GqVKlGDt2LPHx8dlcUyGEEFnhmQ7mZ82axcmTJxk9erSs/SuEEM8I/b6UrN0e1cujUqmIiD9FsmIm3LcSAH+fT0JtTGDjopkOx73zzju88MILmEwmLBYLiqLQzC+Ef2KPkmRNCfCLFSvGq1UdX/7OnTuXEydOpKt3XqPRkJycLAnIRLby9PSkV69enDx5khUrVlCzZs1Uy925c4cvvvjCHtQnJiZmc02FEEJkpmc2mD99+jRTp06lV69eD13aRQghRO5gsVhQq9Xo951CVzgvuhfyoVKp2Bx7jOIu+SjjWhCVSsXf5w3kPb6E2JgYh+MHDhyI2Wy2z6E3m8009wshwZrEv3En7S99v+32Hmqdu/04q9XKt99+i1arfeTceclqL3KSWq3m9ddfZ/fu3WzatImXXnop1XJ3797liy++oEyZMkyePFlyPQghRC71TAbzZrOZQYMGUaZMGT744IMMHasoykO/0lMmq78yUl/5kjZ9nLZ4Gs8lX9KmJpMpJZjfexKP6uXtv7Ob447ae+UTjFYiLsZz+a8ZDr/XrVq1okKFChiNRofzlXUvRDm3QqyLOWAPxMu8Up8aZRo5HL9ixQqMRiMajeahdVSpVFitVofrZOa/vRDpoVKpCA8PZ+PGjURGRtK8efNUy926dYuPP/6YsmXL8ssvv9iniOh0uuysrhBCiMekfXSR3Gf69OmcOnWKJUuWZPgDKTY2Ns2HJqPRiNVqxWKxPBW9LllVh1OnTvHbb7/x33//ERUVBUDBggWpVasWbdq0ISgoyF72xx9/5KeffrJ/r9VqKViwII0aNaJPnz74+PhkSR2zytPw75qTLBYLVquVuLg4kpKSMuWcsbGxmXIe8T/Pa5tarVZctTr0B05T8LOOWK1WziTf5JoxmnCfSiiKwrZLScTuW0NM1HWHYz///HOSkpK4d++ew3Y3Nzea+YXw6+2tGK1mTCYTniUL0de9EJH3lYuNjWXTpk00atToke1vMplISkrK9L9/aSU5E+JhatasyZo1a9i3bx8jR45k1apVTmWuXLnC+++/z4QJExg7diyvvfZaDtRUCCFERj1zwfzJkyeZPn067733HpUqVcrw8b6+vmnusz0IajSaHJ+Db7FYsqQOixYtYtSoUZQqVYpOnTpRtmxZVCoV586dY+3atbRv356NGzdSvHhxAPuQ01mzZuHt7U1iYiLbt29n3rx5HDlyhEWLFqVrSaenQVa1aW6i0WhQq9X4+Pjg5ub2ROdSFIXY2Fh8fX1zzc/A0+55blOLxZISJJ+8hKJPxrNGynz5LXHHcFPpqO1d1p7FXnN0tcOx9evXp06dOuj1eqe/8WazmWb+IXx/8y8i4k/RwDMQlUpF/cpl8L1Tmdgrh+1lly5dyiuvvIKfn99De8otFgtmsxlvb+/n/m+KeHpUq1aNlStXsn//fr766ivWrVvnVObEiRO0atWKBg0a8N1331GrVq0cqKkQQoj0euaC+c8//5xixYrRt2/fxzr+YQ/Itn0qlSpHH6Tvf4jMzHrY3to3bNiQyZMn4+LiYt9Xp04d3nnnHf766y/c3Nwc2gIgKCiIPHnyACkPzjExMaxcuZIDBw5QrVq1TKtjVsmqNs1tsuJnPKd/X55Fz2Obms1mdDodsXtPgkaNe5UAVCoVm2KPUd87EHe1CxarwsYTd4k98a/DsT179rSPqHqw3cxmM+XdX6C0awHWxhwgzKciVqsVz9oVqbe7OOv4XzD/559/Mn36dHQ6HSaTKc262paos1gsaLXP3MesyOVCQ0NZu3YtERERDBkyhG3btjmV+ffff6lduzbt27dn3LhxlChRIgdqKoQQ4lGeuaeMkydPAhAcHJzq/vbt2wMpw8Mzc7k6i8XiNHwzqyiKYu9FfvDBNE+ePI/dEzRjxgw0Gg0jR450COTv9+qrr6brXFWqVGHlypVcv349zWA+MjKSzp07M378eE6ePMnKlStJTEykVq1ajBo1Cjc3N8aNG8fGjRsBCA8P58svv8TT09N+DkVRWLhwIUuWLOHChQu4urpSp04dBg4cSLFixezlIiIi+O233zh27BjR0dEUKlSIOnXq8Mknn9hfQgBMmTKFH3/8kTVr1jBt2jS2bduGq6srDRs2ZPDgwXh7e6fr/oUQmctkMuHq6op+7yncKpVC7eFGnMXAfwnnGFmsLYqisO+GkVuHt2I2/i+Zl0ajoVmzZmkuF2cwGOxD7X+7s4Mxxd9GrYBH7Uq8d8/M/X2X9+7dY+vWrTRq1OihwTykvHAxGo3pyoAvRE6oV68eW7Zs4e+//2bQoEEcOHDAqczixYv5888/6d+/P4MGDZLPQCGEeMo8c8F8mzZtUt2+d+9eLl68SHh4OHny5KFIkSKZds0//viDDz/80D6/PCcVKFCAqVOn0rZt2wwdZ7FYiIyMJCgoiAIFCjxxPS5fvgzgECinZdKkSdSqVYsxY8Zw7do1xo0bR79+/dBqtQQGBjJx4kSOHz/OpEmT8PT05Msvv7QfO3ToUFasWEGnTp0YMGAAsbGx/Pjjj7z11lusXLmSfPny2esTEhJC27Zt8fb25tq1a8yePZsOHTqwevVqp96zvn370qxZM9q0acPp06eZMGECAGPGjHnithFCZIzVasVqtaJSqdDvPYlnvWAURWF73AksWAn3SZlStfG8AU7+7XBsw4YN8ff3T3UJLlvveWJiIs39Q5h6awO74k9Tz7Mc7kGlCXR1x794ENGXj9qPWbp0KU2aNEGlUj10qL0tmZ7Van3k+vRC5BSVSsXLL79MkyZN+P333xkyZAiXLl1yKJOcnMzo0aP59ddfGTNmDJ07d5afaSGEeEo8c8H8N998k+r2QYMGcfHiRXr06EHVqlUz9Zrdu3d/ahJSRUVF0b179wwH89HR0SQlJfHCCy847bOtx2yT2ogAq9WK2WxGr9ezdetWFi1aROHChalevfojr12uXDmHIPn8+fPMnTuXTp068fnnnwMpPQgHDx5k9erV9mD+4MGDLFmyhEGDBtG1a1f78dWrV6dp06bMnj2bgQMHAvD222/b9yuKQkhICDVr1qRRo0Zs376d8PBwhzq1adOG999/H4C6dety6dIlli1bxujRo5+74c1C5DSz2YxGo8ESm0Dy6Svk/zjl79vm2GOUcytMUde8AGw4k4Dh2CaHY1u1amV/GXA/RVEwm824u7uj1+upVKAoxV3ysS7mAA28U+bje1QvT+3bHvx1XzC/YsUKfvzxR/tQ+rRoNBrMZjNmsznNkU5CPC3UajUdO3akTZs2/Pjjj3z99dfEPLC0482bN+natSszZsxgypQp6fp8F0IIkbXk1ap4pNatW1OpUiX716+//upUpl69elSqVIkaNWowcOBAKlasyM8//5yuIaaNGjkuAVWmTBkAwsLCnLbHxMTYe9i2bNmCSqWiZcuW9odms9lMvnz5KF++PHv27LEfe/fuXYYOHUrDhg2pWLEilSpVsl/33LlzTnV6MLgPDAwkOTmZu3fvPvJ+hBCZy2QyodPp0O8/DYBHtUAUFLbEHaOxbxCKonD2nokTB3aTFOc43alVq1apDrE3mUxotVo8PDzs25r7h7A+5hBWlP+fN1+J9vccXwLcvn2bf//995Fz4W09948aji/E08TV1ZVPP/2Us2fP0rdv31Sn7e3evZuaNWvywQcfcOfOnRyopRBCCJtnrmc+J8yaNeupG2afUf7+/ri5uXH9+nWnfRMmTMBgMHD79m169eqV6vFz5szBy8sLnU5HwYIFM7SE0oPZpW3LCaa1PTk5GU9PT+7evYuiKNStWzfV89rmzFutVt577z2ioqLo3bs35cqVw93dHUVRaNeuHcnJyU7H+vn5OXxv61nLrOXahBDpoygKRqMRd3d3YvadQuPrhWtAEQ7rr3DHHE+j/x9iv/liEuZjGx2OrVKlCiVKlECv1zud02Kx4OPjg1qtxsXFBYvFwsu+lZl2628O6y9Txb04HrUqEjJuAV7Fgki48r/e+WXLljm9bEyNbai9h4eHjOgRuYqXlxc//PADvXr1on///vz1118O+xVFYdasWSxdupSxY8fy/vvvy9B7IYTIAc9NMD927FjGjh2bJedu27YtrVu3ztUJ8DQaDbVr1yYiIoKoqCiHefMBAQEAXL16Nc3jAwMD0zU/PjP5+/ujUqlYsGBBqsNYbdtOnz7NyZMnGTt2LG+88YZ9/4PzAoUQTx+LxWKfd67fexL30HKo1Gq2xB3DR+NOda/SqFQq9lxLxnzccb58q1at7H8v72fr6b//74ZaraaqZwm81G7siD9JVY8SeFQvD2o11UMasvWBYH7y5Mlotdo0E+tByt9Vo9EoWe1FrqPX63FxcaFChQqsW7eOdevW8fHHH3P27FmHctHR0fTo0YM5c+Ywbdo0qlSpkkM1FkKI55M8XWQSjUZD/vz5s+VaDwvmn8QHH3zA9u3bGTZsGJMnT7b3hD+twsLCmDlzJrdu3aJZs2ZplrO10YMB/6JFi7K0fkKIJ2c2m9FqtSiKgn7fKfK+1wKA7XEnaOBdHp1Kg6IoROw/QuKtiw7HpjbE3vb308vLC7Vabc8HolKp0KrU1PEuy79xJ+lb6BU0Xu64lS9O+wIl2XrfOW7evMnOnTupXbv2Q4N52/lt9yBEbtWsWTMaN27MpEmT+Prrr51Gu+zatYtq1arx0UcfMXLkSLy8vHKopkII8XyRpwthV61aNYYOHcqoUaNo3bo17dq1IyAgALVaze3bt+1LxD0tH9LVqlWjffv2DB48mKNHj1KjRg3c3d25ffs2+/bto1y5cnTo0IHSpUtTvHhxJkyYgKIo+Pr6smXLFiIiInL6FoQQj5CcnIyLiwvGizex3I3Do3ogRquZw/rLfFHkdRRF4Vq8hWt71jscV7RoUUJCQpymxtiWi0srKd2L3uX5+toK9JZk3NUuuIeUo+Hhc7gWqUDytRP2ckuXLqVevXqPrL9arSY5ORk3N7fHuHshnh6urq4MGjSId955h/79+7NkyRKH/RaLhUmTJrFs2TKmTZv20JfsQgghModMcBIO3n77bZYtW0ZQUBBz5szhgw8+oHv37kyePBl3d3fmzJlD+/btc7qadiNHjuSrr75i79699OvXjx49ejB58mQMBgOVK1cGUubaT58+nZIlSzJ06FD69+/P3bt3mTNnTs5WXgjxUBaLBbPZnJL8bt9JICX53THDFZIVM6GepVAUhb3XjSQdcxxi37JlSwCHnnOr1YqiKLi7u6c5qqm+T3mMipnIhLP/f71ymI5foErD1xzKLVu2DOCRPe62rPcPDvUXIrcqWrQoixcvZsOGDfZpePe7fPkyzZs35+233+bWrVs5UEMhhHh+qJSHLZQrHCQlJXHhwgVKlSqVo70sWTXM/nkmbZoiM3/GFUUhJiYGPz+/57pNM9Pz1qbJycnExsaSP39+rn8xg/hNeyn/38/8HLWZsddWcbzKeHQqDZ8sO8nkthUdjt2wYQPh4eEYDAb7NqPRiEajwdfX195+D7apoijUPPolLf2r8WWRN0g6cp4zYX3Z+HUfBn7YwuEaJ06coHTp0qkm0byfwWDA19c3Xat7iIyLjo5+bn4nskNG/s4kJSUxduxYxowZg9FodNrv7+/PpEmT6Ny583P97/O8/e3ODtKmmUvaM/MpipItbSk980IIIZ5KtkR1KpUK/d6TeFQLBGBfwgUqexTHRa1FpVKxaf1ah+N8fHwICwtzms9usVhwcXF56IerSqWigXd5/o0/iUqlwq1CCVRuLryumNH4FnIou2XLlnTNhVepVLJEnXgmubm5MXz4cI4ePeq0zCykvGh59913adasGVeuXMmBGgohxLNNgnkhhBBPHduSdC4uLliTTSQdOY9HtfIA7Es8T7X/H2KvN1k5t8txvvyrr76Ki4uLQzBvG4SWnuC7gU8gJwzXuG2KQ6XT4h5cBpdDJylSpYFDuc2bN6NWqx/55t2W1d5qtT60nBC5VdmyZdm0aRO//PJLqkvTrl+/nkqVKjFz5kxkQKgQQmQeCeaFEEI8dcxms32+fNKJiygmM+5Vy3LDGM0NUwyhXinB/L6repLP7nI4tmXLllgsFoegwba8XXqW7qznnTICICL+NIqi4BFaDv3+04Q1Cncot2XLFqxW6yPPaVvCTubNi2eZSqXivffe48SJE7z11ltO++Pj4+nRowdNmjSRpWGFECKTSDAvhBDiqWPrVddoNBgOnQONGvegUuxLvABANc9SqFQq/tyyB8XouExWkyZNUh1ir9Vq0xXMF9D5Ut7tBf6NT8le716tHMYLN3i3SV2Hcnfv3uXIkSOP7O239dw/bBk7IZ4VBQsW5Pfff2flypUULlzYaf/mzZsJDg7m119/lV56IYR4QhLMCyGEeKooikJycjIajQa1Wo3h8FncyhVD7e7KvsQLFHPJSwFdShK7rdu2OhxbqVIlChQo4NQLbpsvn171fcqzI+4UAB4h5QConmzCLX8Jh3KbN29O1wsCjUZDcnKyBC/iudGyZUuOHTtG165dnfbFx8fTrVs3WrRowfXr13OgdkII8WyQYF4IIcRTxWq1Yjab7cnqDIfO4l4lZQms/YkXCPUsBaQE/af37nA4tmHDhvbVKWwyMl/epoF3INdN0ZxPjsKl9AtofL3Q7z9FhZoNHcpt2bIl3fPmzWazzJsXzxV/f39+/fVX1q9fT7FixZz2r1u3jqCgIKc164UQQqSPBPNCCCGeKragV6fToZjMJB27gHvlMiRbTRzVX7Envzt9J4nEc3scjg0LC3Pqlc/IfHmbWl4B6FQae1Z79/+fN9/8Zcd589u2bcNsNj/yRYFGo7G/pBDiedO0aVOOHDmSai99dHQ07du3p1OnTsTGxuZA7YQQIveSYF4IIcRTxWg0olKpUKvVJJ25gpJswr1KAEf1VzAqZnvP/LJNe1CSEx2ObdiwYapD7G1D9tPLU+NGqGcp/o07CYBHaFkMB87w3hsvOZSLi4tj//796XpRoFKpUl2LW4jnga+vL7/++iurV6+mUKFCTvt/++03KleuzLZt23KgdkIIkTtJMC+EEOKpYbVaMZlMaDSa/yW/A9yCSrMv8QJuKh0VPYoCsGHTVodjK1as+ND58o8aCv+g+t7l2RV/GrNiwT00EHNUNEVUWnyLBTqUy8i8eZPJJEPtxXOtRYsWHD16lHbt2jntu3z5Mo0aNWLQoEHy4ksIIdJBgvlMZLVasVgsOfolD4lCiNzMYrHYh62r1WoMh87iElAEjbcH+xMvUNmzODqVBpVKxbE92x2OTW2+vI1Op8twXV70KU+8NYlDiZfsSfD0+05TrW7q8+Yf1fMvS9QJkSJv3rwsWrSIBQsW4Ovr67BPURTGjRtH3bp1OX36dA7VUAghcof0ZwMSD2W1WomNjc2WhzRFUexzQB/sadJoNPj6+mZoOKkQQjwtTCYTkPK3TKVSYTh8DvfKASiKwt7E87TOUxNFUYjWm7h3KtLh2LCwMKcXmhaLJcPz5W0qexTHW+3GjvhTVCv8Kroi+TEcOE3b5k3YvHimvdy///6L0Wi0z4tPy/1L1D3OywUhniUqlYoOHTpQv359unTpwtatWx3279u3j9DQUCZPnkzXrl0zPLJGCCGeBxLxZRJbb5BarUar1Wb5l0ajcdqmVquxWCxPvPTRyZMnGTx4ME2aNKFy5cpUrlyZl19+maFDh3LkyBGHslOmTCEwMND+FRQURHh4OKNGjSIuLu6J6vG0mz59Ov/8888TnSMwMJApU6Y81rELFixg+fLlT3R9IZ4mDy5Jp1itJB05h3vlMlw3RXPLFGufL/9HGvPlU1tfPqPz5W20Kg21vcsSEZ+yRJ17SFn0+0/Ttlk43BdYGAwGIiMjZYk6IR5D8eLF2bRpE+PHj3d6yZWYmEi3bt146623JDmeEEKkQoL5TGbrAcqJr8zojV+0aBFvvvkmhw8fpnPnzsyYMYMZM2bQpUsXzpw5Q5s2bbh8+bLTcT///DOLFy9mxowZNGnShN9++43u3bs/0w+sM2bMeOJgfvHixbRt2/axjv39999ZsWLFE11fiKeJbbqQ7W9a8tlrWBOTcK8SwL6ECwBU+/9gfs3GLQ7Hli9fnoIFC2bafHmb+t6B7Eu8gMFqxKNaIIaDZ8jj50ehgGCHcps3b07X0ne2JepkqL0Q/6NWq+nfvz+RkZGUL1/eaf+SJUsICQlhz549qRwthBDPLwnmhd2+ffsYMWIEDRo0YPny5XTu3Jk6depQp04dOnbsyO+//87333+Pq6ur07GVKlWiatWq1KtXj8GDB9OyZUsOHjzI/v37c+BOslZSUlKmnatq1aqpZvUV4nlky/thezlpOHwWAPfKZdifeIHiLnnJr/NBpVKxf5fjfPmwsLA058tnZH35B9XzDsSomPkv4RweoeWwJhhIPnONBg0bOZTbsmWLPQP/w9iG4kswL4SzkJAQ9u7dywcffOC078KFC9SrV48JEyZIfiAhhPh/EswLuxkzZqDRaBg5ciQuLi6plnn11VcpWLDgI89VpUoVAK5fv55mmeXLlxMYGMjVq1cdtkdGRhIYGEhk5P/mw3bq1IkWLVpw+PBhOnToQJUqVWjcuDEzZ850+lCPi4tj7NixNG7cmKCgIOrUqUP37t05d+6cvYzRaOSnn37ilVdesZcZMmQI9+7dczhXeHg4PXr0YOPGjbz++usEBwczdepUAgMD0ev1rFixwj7FoFOnTgDcu3eP4cOH06xZM0JCQqhTpw6dO3dm7969Tm3w4DB7W5vs3r2bYcOGUatWLWrVqsWHH37IrVu3HOp15swZ9uzZY79+eHg4iYmJVK9enaFDhzpd6+rVq1SoUIGff/45zX8TIXKSbUk6wJ7JXle8IFp/b/YlnrcPsTeZTNw8vtvh2IfNl3+SYL6cW2EKaH2IiD+Fe5WyoFKh33+Kt15r4lBu165d6PV6WaJOiCfk6enJjBkzWLZsGf7+/g77zGYzAwYMoEWLFty5cyeHaiiEEE8PSYAngJSH3sjISIKCgihQoMATn882FD9PnjxPfC6b27dvM3DgQLp27cqHH37I33//zYQJEyhQoACvv/46AAkJCXTo0IFr167x/vvvU6VKFfR6Pf/99x+3b9+mTJkyWK1Wevfuzb59++jWrRuhoaFcu3aNKVOm0LlzZ5YtW4abm5v9useOHePcuXP06tWLokWL4u7uTpMmTejSpQu1atWid+/eAHh5eQEQExMDwIcffki+fPnQ6/X8/fffdOrUiTlz5lCrVq1H3uuXX35JWFgYEyZM4MaNG3z33XcMHDiQefPmATB16lQ++ugjvL29GTZsGAAuLi54enry5ptvsmTJEgYOHIi3t7f9nAsXLkSn0/Hmm28+8b+FEJnNarViNBrt+T9Skt+dxb1yGZKsJo4ZrvLm/ye/+3vnPqxJCQ7HZ/Z8eRuVSkVd73L8G3+KL4q8jmvZohj2n6bJ0E6o1BoUa0oPu9FoZNeuXbz44ov2JH5puX+JOklWKkTqWrduTfXq1enQoQMREREO+/766y9CQkJYtGgR9erVy6EaCiFEzpNgXgAQHR1NUlISL7zwgtO+B5Pq2bJM389qtWI2m9Hr9WzdupVFixZRuHBhqlevnml1jImJYdasWVSuXBmAunXrsmfPHlavXm0P5ufOncuZM2eYPXs2devWtR/78ssv2///r7/+4t9//2XKlCn27YqiULZsWdq3b8/y5cvp0KGDvfy9e/dYu3YtpUqVcqiPWq0mT548VK1a1WF76dKlGT58uP17i8VC/fr1uXbtGvPnz09XMN+gQQO+/PJL+/exsbF899133L59m/z581OxYkXc3Nzw8vJyuv4777zDvHnzWLZsGe+++y4AycnJLFu2jObNmzv1dAjxNLDNI9fpdCnJ7xQFw6FzFPioDScMVzEpFqp4lgRgxXrH+fKBgYEUKlQIvV7vsN1iseDm5vbEWbDreQeyMnof0eZEPKoFoj9wmiI+PpSsGMKFo/8bcRMREUGjRo0ecqYUWq2WpKQkzGZzmqOghBApyfG2bt3K8OHDGT16tMOzyNWrV2nYsCFjxoyhf//+8mJMCPFckr984pFat25NpUqV7F+//vqrU5l69epRqVIlatSowcCBA6lYsSI///xzqvPrH1f+/PntgbxNYGCgw1D+f//9l5IlSzoE8g/asmULPj4+NGrUCLPZbP8qX748+fPnd0qwExgY6BTIP8rvv//OG2+8QXBwMBUrVqRSpUrs2rXLYaj/w4SHhzvVAR4+bcGmWLFihIWF8fvvv9sffFavXk1MTAzvvPNOhu5DiOxi61VXqVRoNBqMl25ijUvEvXIZDiVeQqfSUNG9CCqViojt2xyOzar58jb1vQNRUNgdfwb30HIkHb2ANclIoxcdewR37tyZ6pKhD7p/iTohxMNptVpGjRrF33//7ZRjxmKx8Nlnn9GqVSunaXJCCPE8kJ55AYC/vz9ubm6pBosTJkzAYDBw+/ZtevXqlerxc+bMwcvLC51OR8GCBbOk99fPz89pm4uLC8nJyfbv7927R+HChR96nrt37xIXF0dQUFCq+6Ojox2+z58/f4bqOXv2bMaOHctbb73Fxx9/jL+/P2q1mh9++IHz58+n6xwP3qut9y69yfc6d+7Mu+++S0REBPXr12fhwoWEhIRQqVKlDN2LENnh/iXpIGXUS8KhlBdfbpXLcEi/mvLuRXBV67BYLJw9uNPh+NTmy9teZGVGb11R17yUcM3HjvhTNAwJQTGZSTp6nmbhDfj1px/s5Xbt2mUf2v+oQN22RJ27u7usny1EOjRu3JgDBw7QsWNHNm/e7LBvzZo1VKtWjaVLl1KtWrUcqqEQQmQ/CeYFkPJgWbt2bSIiIoiKinKYNx8QEADglKjufoGBgRmeH2/rtX8wEdSDwXRG5MmTh5s3bz60jL+/P35+fg6J4BRFsc9ftc19t8nog/aqVauoWbMmI0aMcNiemJiYxhGZr06dOpQrV47ffvsNDw8Pjh07xnfffZdt1xciIywWi8OQc41Gg+HwWXSF86Ir4M+h45eo5RWAoigcOXIEkz7e4fiHzZdPT0K6R1EUhQbe5YmIP4VbpdaoXLTo95+m7muOI4Di4uI4fvw4gYGBjwzmtVotRqMRi8WSKaMHhHgeFCpUiI0bN/L1118zcuRIh2H3Fy9epG7dukyZMoXu3bvLSzIhxHNBhtkLuw8++ACLxcKwYcMemcApMxQpUgSAU6dOOWx/8I17RjRo0ICLFy+ya9euNMuEhYURExOD1WolODjY/hUUFERwcDClS5dO17VcXFxS7SlXqVRO82BPnjzJwYMHM3Qvj3t9m06dOrFt2zYmTpxIvnz5eOWVVzL1+kJkFrPZjKIo9iHqKpUKw6FzuFUJIMGSxNmkW1TxKAHAhi07HI4tU6YMhQsXdhpib3s5l1nzaOt5B3Iu+Ra3VIm4BZVGv/8UhQsXpnCxkg7lIiIi0vUCwZYXQIbaC5ExGo2G4cOHs3HjRqeEvUajkR49etC1a1enHBpCCPEsku6ATJYda5/ePzf0/jfPT3rtatWqMXToUEaNGkXr1q1p164dAQEBqNVqbt++zcaNGwGceq4fV3BwMKVKleLbb7/FYrHg4+PDP//8w759+x77nF26dOGvv/6id+/efPDBB1SuXJmkpCT+++8/wsLCqF27Ns2bN2f16tV88MEHdOrUicqVK6PVarl+/Tr//fcfTZo04aWXXnrktcqVK8eePXvYvHkz+fPnx9PTk9KlSxMWFsZPP/3E5MmTqVGjBhcuXOCnn36iaNGimbq2dLly5Vi7di3r1q2jaNGiuLq62ufWA7Rs2ZIJEybw33//0atXL0m0JZ5aycnJ9qBbo9GkJL87fJa87zXniP4yCgpVPEugUqn4Z5tjVmtbfozUgvn7V6V4EraM9gAR8aeoUy2QhK0HAAhrUI/fF160l925cyc9e/ZM13nVajXJycmZVk8hnidNmjThwIEDtGvXzinb/dy5czlw4AArVqxI9wt6IYTIjSSYzyS2pE0WiyXLA3rbkHBFUZyGkaWWaT4j3n77bUJCQpg7dy5z5swhKioKlUpFoUKFCAkJYc6cOdSpU+dJb8Fe1+nTp/P1118zbNgwXFxcaN68OUOHDuWDDz54rHN6eXmxcOFCpkyZwpIlS/jxxx/x8fEhODiYdu3a2a87bdo05s2bx8qVK5k5cyYajYZChQpRo0YNypUrl65rDRkyhBEjRtCvXz8MBgM1a9Zk/vz59OzZE4PBwNKlS/n5558JCAhg+PDh/PPPP07J9Z5E3759uX37Nl9++SWJiYkUKVLEYVSDm5sb4eHhrFq1irfffjvTritEZrJYLJhMJvtQc7Vajen6XSx3YnGvEsAh/SXc1S6UdUtJfHXgP8dRN3Xr1k31JZmiKJkyxN4mj9aLSu5FiYg/RePQctydtRpLbAIN6tfj94UL7OVsQYXt8+BhbHPrbVMChBAZ88ILL7BlyxYGDRrExIkTHfYdPnyYatWqsWDBApo1a5ZDNRRCiKylUu6fcCQeKikpiQsXLlCqVKlUe1JsAXZWs/XMpxa4q1QqWZ7lMTysTXMro9FIeHg41apV44cffnj0ATz6ZzwjFEUhJiYGPz+/Z6ZNc9qz2KbJycnExsbi7u4OgLu7O4l/7+VSx5GUPzyXj40ruWWKY3lgP27evOmU4PLQoUOUL1/eIRGmoigkJSXh7++PTqd76PXT26aKojDq2gpWRe9ju0sPztTpSanl33DeX+20POSNGzfw9/d3ygeS2jmTkpLw9fXN1JU/njfR0dHP1O9ETsutf2eWLl3Ke++9R3y8Y04NlUrF8OHD+fLLL3Ps+Si3tunTTNo0c0l7Zr7UOl2zgkR9mUitVtsTLuXUlwTy4t69e+zdu5fhw4dz9+7dxx7lIER2MBqNDh92arUaw6GzaPL5oiuSj0P6y1TxLIGiKE65MLy9valUqVKWz5e3qe8dyE1TDNeK6VB7e2DYf5qgoCC8vb0dyu3cuTNdPe22/ADZkaNEiGddmzZt+O+//6hYsaLDdkVRGDZsGK1atSI2NjaHaieEEFlDIj8hnjFbt26lY8eObN++nWHDhslydOKpZbVaMRqN9iH2tpFFhsPncK8cwD1zAleMd+3J7zZvd5wXW7t27VSHs1ut1ix5uVnTqwxa1EQknsEjtBz6/afsK4HcL73BPKQMtTcajdmSb0WIZ11gYCCRkZG0bdvWad+aNWuoVasWJ0+ezIGaCSFE1pBgXohnTOvWrTl16hQ7duzgrbfeyunqCJGmB+eL24LvpENnca9cmsP6ywBU8SiOSqVi27/Oye8URXGa3mRb7i0zh7epVCo8NW6EepVie9wJ3EPLoT9wBoB69eo5lI2IiEj3lCetVmtvByHEk/Py8mLx4sWMHz/e6Xfw1KlT1KxZk9WrV+dQ7YQQInNJMC+EECJH2IaX24JujUaDKSoa0427uFdOSX7nq/GgpGt+kpOTOXF4v8PxderUSTP53aPmyj8ORVEI9wliR/xJtKFlMN+4i+n6HXtGfZt9+/aRlJSU7qH2gAy1FyITqVQq+vfvz99//02+fPkc9sXHx9OyZUtGjhwpI2KEELmeBPNCCCGynaIoJCcn24fYQ0own3T4HEBKJvvES1T+/175/fv3Yzb9L6GcSqWiVq1aTsG8rZc+K/KHKIpCuG8l9FYjRyqlLPWo33+aWrVqOVzPZDKxd+/eDA21T05OzpYEqkI8T8LDw9m7dy8hISFO+4YNG0bbtm1JSEjIgZoJIUTmkGBeCCFEtjObzZjNZoeAV61WYzhyDrWPJ7oSBTmkv0QVj5Tkdzt37nQ4vlKlSvj5+aWZ/C4rlnpTFIXybi9QWOfHds0VtIXzot9/yr785f0yMm9ehtoLkXVKlCjBjh076Nixo9O+5cuXU69ePS5evJj9FRNCiEwgwbwQQohsZxtWbuvRtie/O3QO98pluGmO5bY5niqeJVCpVPy7I/X58tmVyf7+ujb2DWJz3DE8Qsth2H8aSH3evFqtTte8fbVajaIomM3mTK+zEAI8PDyYP38+EyZMcPrbcPjwYWrUqMG2bdtyqHZCCPH4JJgXQgiRrWxD7B/slQcwHD6Le3BpDukvAdh75nfsdFyWrm7duqnOd7Vareh0uixZ21WlUmG1Wgn3CeJCchR36hVDf+AMitXqNG9+586dKIqS7t55tVqda4faHz58mO7du1OjRg2qVq1KmzZtMpxgLC4ujh9++IHXXnuNkJAQatWqxZtvvslvv/1GcnJyFtVcPE9UKhX9+vVj/fr1+Pv7O+y7c+cOTZo0YcaMGTlUOyGEeDwSzD8FFEXh0qVLHDhwgBMnTqDX63O6SkIIkWUsFgtms9lpvrw5Jh7jxZv2+fIFdL4UdvHj0qVL3I266XCOunXrpjos3Wq1Opw3s1mtVup5l8NVpSWysgZrvJ7ks9eceubv3LnDmTNnMjTU3mQy5bqh9pGRkXTo0IG9e/fStGlT3n77baKjoxkwYADTp09P1zni4uJo3bo1P/30E97e3rz11lu0aNGCuLg4vv76az744ANJVCYyzUsvvcSePXuoUKGCw3az2UzPnj356KOPZJSMECLXkGA+B0VFRTFmzBhKlSpFyZIlCQ0NpWLFivj7+9OxY0d27NiRK3tphBDiYcxmM4qiOAx3VavVJB05D4B75QAO6y9TxaM4gNN8+Xz58hEQEJBm4JsV8+Xv56FxpbZ3WXb43wXAsP80JUqUoHDhwg7lIiIiMpQEz2q15qogwmw28+WXX6JSqViwYAGjRo3i888/Z+XKlZQtW5YpU6akay7y4sWLuXLlCu+++y4LFy7k888/56uvvmLt2rUEBweze/du9u3bl/U3JJ4bAQEB7N69m+bNmzvtmzJlCs2aNSM6OjoHaiaEEBkjwXwOWbBgAaVKlWLw4MFcunTJYZ/RaGThwoU0aNCAN99886nLtLp8+XICAwM5cuRITlcly6xevZo5c+akui8wMJApU6Zkb4WEeEYoipLqsm0ajQbD4XOo3F1xCXiBww9Jfle3bl1UKlWq8+XTu77741Kr1VgsFhr7BBGZdB5rUFH0+0+hUqmceud37tyZobrktqz2u3fv5vLly7Ro0YKKFSvat3t5edG7d2/MZjPLly9/5HmuXLkCQMOGDR22u7i42Nv07t27mVhzIcDHx4eVK1cyaNAgp31///03tWvX5vTp0zlQMyGESD8J5nPAzJkzeeedd9I1nH7FihW8/PLLMvQ+m61Zs4Z58+alum/x4sW0bds2m2skxLPBbDZjMpmchsKr1WoMh8/hHlSaS+Z7xFoM9uR3ERHOwbzVanUKei0WCxqNJkt75tVqNSaTiXDfIEyKhaPNiqD//yR4derUcSi7Y+cuVCpVhobaG43GXDPUfs+ePQDUr1/faZ8tCLeVeZiyZcsC8O+//zpsN5lM7Ny5Ezc3t1SXFhPiSWk0GsaMGcP8+fNxdXV12Hf69Glq167Nli1bcqh2QgjxaFk3sVCkavfu3fTq1StDx+zatYs+ffowe/bsLKpV7mUwGHB3d8/Wa1atWjVbryey1v0BoaIoqFSqLEmedv81bMFaVs7tflqZTCanIfa2YNdw6CxeDSqzR38RgCoexUlISODw4UMO53jYfPmsSn5nY0uCV8IjH2VcC7InVEeVSeexGpKdgvlTJ44TGxuLm5tbugL0+7Pa54afDdsQ+hIlSjjt8/X1xd/f32nkWWratm3LypUr+fXXXzl69ChBQUGYTCb+/fdfYmNjmTBhAgULFnzoOXLLaIbcwNaWz1ObduzYkYCAAF5//XVu3bpl3x4dHc3LL7/M9OnT6dat22O3yfPYpllN2jRzSXtmPtszZVZ7+p8WnjHffPONUyKfN998k4EDB1KzZk3u3LnDnDlz+Oabb4iNjbWXmTt3LsOGDaNkyZJZXse9e/cyZcoUDh8+jNVqpUKFCvTs2ZOwsDCHcnFxcXzxxRds2rQJo9FI7dq1GTJkCMWKFbOXOX78OD/88AOHDx8mPj4ePz8/KlasyMiRIylUqBCQ8sO+cOFClixZwoULF3B1daVOnToMHDjQ4VydOnUiOjqaYcOGMWHCBE6cOEF4eDjJycmcOHGCTZs2OQ1pbdu2LWazmRUrVgAp0xvWrVvH+fPnMRgMFCtWjJYtW9KlSxf7sZ06dbL3JgUGBtrPderUKfu2Dz/8kL59+9r3nT59mkmTJrF3716SkpIoXbo07777Lm+88Ya9TGRkJJ07d2bChAmcOXOGZcuWodfrqVy5MkOHDqV06dIZajfxZKxWKwaDAaPR6PAhplKpcHd3x9XVNdOGa9sSm5lMJvv/q1QqXFxccHV1RafTZenQ8KeFLYt9ar3y1sQkks9cJX+f1hxIvEgp1wL4a73YvGezw99MrVZL9erV0wzmXVxcsvw+VCoViqIQ7luJlcl76GYyoz9wmtBqobi4uGA0GoGU+42MjCQ8PDzd59ZoNCQlJeHq6potDwFPwjYFzNvbO9X9Xl5e3Lx5M9V993Nzc2P+/PkMHTqUVatW2f/+qtVqOnbsSGho6CPPcf/npcgcz1ObajQaatasyZ49e2jZsiWHDv3vBaLZbOb999/n1KlTjBkzBovFQmJi4mNd53lq0+wibZq5pD0z14MrZ2QFCeaz0cWLF1m7dq3Dtv79+zN+/Hj79/nz52fgwIE0b96c0NBQ+5I8iqIwY8YMxowZk6V13LNnD++99x7lypXjm2++wcXFhd9//52ePXsyceJEmjVrZi87ZMgQ6taty/jx47l58ybff/89nTp1YtWqVfj4+KDX6+natStFixZl6NCh5MuXj9u3bxMZGenwQTh06FBWrFhBp06dGDBgALGxsfz444+89dZbrFy5knz58tnL3r59m4EDB/L+++/z6aefolariYuLo3fv3uzevdtheahz585x+PBhvvzyS/s22/zOokWLotPpOHnyJNOnT+f8+fN8/fXXAAwbNoyvvvqKK1euMHXq1Ee22fnz53nrrbfImzcvQ4YMwd/fn1WrVjFo0CDu3LlD9+7dHcpPnDiR0NBQvvnmGxISEhg/fjy9evVi3bp1aDSadLebeDyKomA0GklMTHToAbX1yCuKQnx8PElJSXh4eODi4vLYQZVtfnhiYqLD+ucuLi72etjmj7u5ueHu7v5MB/W2IfYPDmfVaDQYDp0BRcG9SgD7E5cR6lkSSBmZdL+QkBDc3d3T/F3IjvZTq9UYjUYa+wYxK2ozF4N9KLz7OAXqBhMaGsru3bvtZVf+s4OXXnop3ee+f6h9buidzwz37t2jd+/e3Lt3j5kzZ9o/+zZv3szYsWPZunUry5Ytw9fXN81z+Pr6PvUvP3ILRVGIjY19Ltu0WLFiRERE8M477/Dnn3867Pvuu+84ffo0CxYswM/PL0PnfZ7bNKtIm2Yuac/Ml12jHJ6PJ4WnxIoVKxz+YX18fBgxYkSqZStWrMgHH3zgkGjtjz/+yPJgfsKECfj4+DB//nw8PT0BaNSoEa+//jrjxo3j1VdftZcNCgpi9OjR9u8DAgJ4++23WbBgAb169eL8+fPExMTwzTff0KRJE3u5+18IHDx4kCVLljBo0CC6du1q3169enWaNm3K7NmzGThwoH17TEwM33//vcNwVrPZTL58+Vi2bJlDML98+XJ0Oh0tWrSwb/viiy/s/2+1WqlevTp+fn4MHjyYAQMGkCdPHgICAvDx8cHFxSVdQ+qnTp2KyWRi3rx59mzWDRs2JC4uzv5S4v6eq4CAAIcXOGq1mk8++YQjR45QtWrVdLWbeDxmsxm9Xu8QQKf2oWULqGJjY/H29sbNzY0Eo8KU/+JZcjyRIfV9aVvR86HXslgs6PV6DAYDWq3WKYCFlCDWNqw6ISEBi8WCp6dnlmdjzym2HusHA27bfHmVTotSrjDHT1ylTd5agHMm+zp16qAoitMIJ1vyu+xoO41Gg8FgoIZnGbzUbhxsVZTKkcft9bs/mN+wdac9KV96llezDbVPLa/A08bLywuA+Pj4VPcnJCSk2Wt/v7Fjx3LgwAFWrlxJ+fLlgZTe/nbt2mGxWBg+fDhz587lo48+SvMcWT095nn0vLapp6cny5Yt44svvuDbb7912Ldy5UoaNmzIqlWreOGFFzJ87ue1TbOStGnmkvbMfZ7dLqCnkC1jr03Tpk3tAXNqWrdu7fD91atXs6ReNnq9nkOHDjnVS6PR0LJlS27evMn58+ft21977TWH40NDQylSpAiRkZFAyjxKX19fxo8fz++//87Zs2edrrllyxZUKhUtW7bEbDbbv/Lly0f58uWdkif5+vo6zUvVarW0bNmSv//+2/5QabFYWLlyJY0bN3YY4nL8+HF69uxJrVq1qFChApUqVeLzzz/HYrGka25nanbv3k2dOnWclqV64403MBgMHDhwwGH7g0NubUP5r1+/DqSv3UTGmUwm4uLi7EOYH9bjrlKpcHNzI2/evLi4uvH7MT31597kl4MJBObV8cnGaIZujcFkSf2tq9FoJC4uDoPBYB9GnxaVSoVOp8Pd3Z2kpCTi4+Nz1fJk6WW1WlMdYg//C+bdKpbkhPkmJsVCqGcpFEVxCIzh4fPlbSMfspparcZsNuOi1tLApzyRIVr0e06gWK1Of58uHN2LwWh56M/Ag3JLVnvbtK/U/nbGxsYSHR2d6nz6B23btg0/Pz97IH+/2rVrA3Ds2LEnq6wQGaBWqxk3bhw///yz09+sffv2Ubt2bQ4fPpxDtRNCiP+RYD4bPdgrk1pP3f3c3Nwcvs/qDMdxcXEoikL+/Pmd9hUoUABI6Rm3uX/4+/3bbGW8vb2ZP38+FSpUYNKkSTRv3pz69eszefJkTCYTkLLckKIo1K1bl0qVKjl8HTx40Gmd19TqBil5B5KTk+3TGHbs2MHt27cdXohcv36djh07EhUVxeDBg1mwYAFLly5l6NChACQlJaWzpRzFxMSku80Ap+F5tjm+tuunp91ExpjNZuLj47FYLOkeyu7u7s65GCuvLIxi4D/RvFjcjX+7FGRR63x808iPuYcT6LDiDvcM//u9VBQFvV5PXFwcFosFNze3dAeXthcIthcBz9q/te1FXWrz5VUqFYbDZ3ELLs0B/UVcVToquBfh9OnT3Lt3z6F8nTp1Uu3hzu5gHlLuqalvZY74xnPTxUDyyctOwbzVEMucTYcy1Muu1WrtuRWeZjVq1ABS/t4+KCIiAoCaNWs+8jxGo5GEhAT7yI372f79syMXghAP6tatGxs3bnSa93rlyhXq16/P+vXrc6hmQgiRQoL5bGQL7mw2b9780Af2Bz8kHpXN90n5+PigVqu5ffu2076oqCjAMZHDnTt3nMrduXPHIVgNDAxk0qRJREZGsnLlSpo1a8aPP/5oz8zv7++PSqVi4cKFLF261Onrxx9/dDh/Wj2pAQEBVK5c2b6m8bJlyyhQoIDDkkn//PMPer2eKVOm0KpVK6pXr05wcPATPyT6+fmlu83S61HtJtLv/kD+wRdkadFqtajUavptvEeSRWF1+/xMeSUPeXQpc767VPZkUev8nLpr4tWFUZy9l5KhPSEhgYSEBNRq9WMlMLMl37NarcTFxaUa3ORWtnt5sE00Gg3WZBNJJy79/3z5i1T2KIZOpXGaL//CCy9QrFixh2ayzy46nY7k5GSa+lXBVaVlW2NvEiOPUbRoUYoWLepQdt7afzP0ouH+ofZPszp16lCsWDHWrFnDiRMn7NsTEhL46aef0Gq1DklA7927x7lz55xe0ISGhmI2m/npp58cthuNRvu2WrVqZeGdCJG2Ro0asWvXLocktZAyvaRFixbMmDEjh2omhBASzGer++ebQ0pP8axZs1Ite/v2bafka1k9Z9rDw4MqVarw999/O/RSW61WVq1aRaFChShVqpR9++rVqx2O379/P9euXUu1J0alUlG+fHkGDx6Mj4+PfchkWFgYiqJw69YtgoODnb7uzyb/KK1bt+bQoUPs3buXLVu28MYbbzjMn7UFEfcH74qisGTJEqdzubi4pLun3jZH9v7lbCBlbp27u/sTLWWXVruJ9LEF8qklXXsYV1dXVp0ycOCWiW8b+1O1oM4+/z0mJoaEhARqvaDjr7cLoFXDyH9jUalUmM3mRw6rT+/1bS8HnoUh97Yh9qm1i1qtJunERTBbcK8cwMHEi1T1LImiKKnOl1epVKkG84qiZOscc61WS1JSEl4aN17yrcz2Zv4k3jdv/n5H9kVyIyHjQ+2TkpKe6qH2Wq2WUaNGoSgKHTp04KuvvmLcuHG0atWKM2fO8OGHHzp8ZixYsIBmzZqxYMECh/MMGDAAT09Ppk2bRtu2bRkzZgzDhw+nWbNm7Nixg0qVKtG2bdvsvj0h7AIDA52S7ELKiMmePXsyaNCgdOXEEEKIzCbBfDYKCQmxz/+z+fjjjxk5cqR9OLnVamXjxo28+OKL3L1716Fs7969s7yO/fr1IyYmhs6dO7N+/Xo2bdpE9+7dOXPmDJ9//rlDr9rRo0cZMmQI//77L3/88QcffvghBQsWpEOHDkDKfPju3buzePFidu7cSUREBMOGDSMuLo569eoBUK1aNdq3b8/gwYP59ttv2bJlC7t372b16tUMHz6chQsXprvuLVq0wM3Njf79+2M0Gh16hCBlrq1Op6Nfv35s27aNv//+m27duhEXF+d0rnLlynH37l0WLlzI4cOHOXLkSJrX7dOnD1qtls6dO7Nq1Sq2bdvGgAED2Lp1Kx9++GG6EkDdLz3tJh7NYrGQkJCAyWRKM9FdalxcXDBaVYyJiKVpaTfqFHUlKSnJnl3c1dUVo9HIvXv3KOSpYkAdXzZdSOJIlBFvb+9MG+bt6uqK2Wy2Z8LPzWxDxlNLTpeSyf4cqNUkBOblivEuoZ6lUKlUTj3ztiH2aQW42bkSgFqtxmKxYLFYeD1Pdc69AMcun7DX837GS/v5/WhihoJ5nU5nX8rwaVa7dm0WLlxItWrV+Ouvv1i4cCF+fn5899139OrVK13nqFChAsuXL6d169bcuXOHBQsWsGLFCtzd3enbty8LFizI0Ms4IbJC/vz52bRpE2+99ZbTvnHjxtGhQ4fHnq4nhBCP6+lOlfsM+uyzzxzmcZvNZoYNG8Y333xDhQoVuHnzplMPL0Djxo2fqIc3vWrWrMmcOXOYMmUKX3zxBVarlfLlyzNt2jQaNWrkUPabb75h5cqV9OvXD6PRSK1atRgyZIh9mH2JEiXw8fHh559/JioqCp1OR6lSpRg7dqxDoD1y5EiqVKnC4sWL+f3337FarRQoUIDQ0FAqV66c7rp7e3vTpEkT1qxZQ2hoqEOPEECZMmWYMmUK33//PX379sXPz48WLVrw7rvvOi0f17lzZ86cOcOkSZOIj49HURT7OvMPKl26NIsWLWLixImMHDmSpKQkypQpw5gxY5ySGKZHettNpM02d91oNGYokLet/f7T3nhuJlpY2DofZrPZoSf4/qXlYmNjaVHWj/G7tUzeE8+sFnnTnbU8Pdzc3EhKSkKtVtszh+c2trXl08qQm5L87iyuZYtyyHoDgBDPksTGxjqNRKlTp06aQ+xtGeOzi22uv9FopJFPJXysLvxTIYYm1+84BfOmm6eZtes6PauVc1iH/mFsbZWcnPzUzxevXLkyP//88yPL9e3bl759+6a6r2TJklm+WosQT8rNzY0FCxZQpkwZvvnmG4d9ixcv5tq1a/z555/kzZs3h2oohHjeqJSneQzfUyYpKYkLFy5QqlSpdM+9fZCiKHz66af88MMP6T6mePHi7Nq1y74MiqIo9l4uWT4ic0ibpsiMn3EbRVGIiYnBz88v29tUr9eTkJCAq6trhgI8V1dX4s0a6s25SduKnoxs6Iter7cH53FxcSxevJjffvuNw4cP23vrS5Svwp2K7dj87QdULuKFwWDItHuxDVH39PTEw8Mjx9r0cZlMJmJiYnBxcUl1STpPT0/OhH+EW4WSLBhchj/uRbI36Bv++ecfXn75ZXtZFxcXYmNj7ee8n9lsRlEU/Pz8MhzQP+7PqaIoREdHo1ar8fX15bNTc9hybhd/Gzvi0aw2Pj4+DkF7/p6/MfqDlnSr6kVCQkK6rmF7keTv7//MLleYGaKjo3PV78TTLif/ducmv/zyCz169HB6wRgYGMhff/3l0KEgbZr5pE0zl7Rn5lMUJVvaUobZZzOVSsXEiRP57LPP0lW+QoUKbNu27bHWMxXieWQ0GklMTBnSnJHATq1Wo9PpmBgZhwr4tJY3JpPJHsjPnz+fihUr0r9/fw4cOGB/gDObzZw7uo/YJZ9TN6gkixcvztQeYlu9EhMTSU5OzrTzZhej0YiiKKm2iT353bGLuFcty0H9RUI8SqJSqZzmy4eGhuLm5pZmz7xGo8nWnnnbmvYWiwWr1UrrIvW5VVjH7rN7cXV1pVq1ag7lSyUcYfq+BExW0j3cXqvVYrFYnqlEiEI8K7p168a6deucptKdOnWK2rVrs3fv3hyqmRDieSLBfA6wrV8aERFB+/btU03aVKlSJaZOncq+ffvsa/kKIR7ONk9epVJlOBmaq6sr56LNzD+cyMe1fPB3U9uDqAkTJtCnT59U8yvcLzkhlnfeeYfp06c/9j2kRqvVotFocl1CPIvFQlJSUprBq0ajIenYBRSTGdeQMhxMvESoZ0mAVOfLK4qS5rJ02Zn8zub+YLuWVxnyJ2pY63oBcJ4373L9ADcSLKw4qc/QsHlboj0ZRCfE0+fll19mx44dFClSxGF7VFQUDRs2tC+XK4QQWUWC+RxUt25dFi1axLVr11i1ahVz5sxh0aJF7Nu3jyNHjtCnTx/c3d1zuppC5AqKopCYmIjZbM7wHGO1Wo1Wq2Xczjhe8NbQtYqXvUf5zz//ZMSIERk634ABA9iwYUOGjnkUFxcXrFarw7D/p53RaEx1bXkbtVqN/sBp0Gq4GuBJojWZEM+SWK1Wdu/e7VA2rfnykPJvnxPD0G3XNJvNqFDxqr4kW4LMJMXFp5rR/uWSLvy4Nx4FVbp753U6HWaz+alPhCfE86py5cpERkY65fjR6/W0bNmSmTNnolKpnnjqmhBCpEaC+adAgQIFeO211+jSpQvt27cnNDRU5qsIkUEGg4GkpKTHWt9dp9NxO9HChnMGelbzRqdWMBqNWK1Whg8f7lT+5ZdfZvHixezfv58FCxYQHh7uVGbEiBGZ3ptqy6SfmXPys4rVaiUpKemhPeZqtRrDgTO4VSzJQfNV1Kio7FGckydP2ufH26QVzNvaODuH2NvYgnnbiIE3izUgzk/DpsNbnIL52NhYmvtf51y0mfXnDOl+4XR/IjwhxNOpSJEibN++ncaNGztst1qt9OjRg6FDh0owL4TIEhLMCyFyvcedJ2+j1Wr585QetQpaBXrYe0G3bNnC+fPnHcqOGjWKpUuX8uqrrxIQEMBrr73Gn3/+yVdffeVQ7ujRo069y09KpUrp0dXr9U99cGdbVu1hQ+xVKhWGA6fxCCnHgcSLBLq/gKfGzWmIfdGiRSlatGia8+XVanWO9Myr1Wr76gVms5mqgaEUv2rmz5h9FClShKJFizqUjz27j7pFXZn6X3yGpoJotVqSk5PTHJkghMh5vr6+rFu3jk6dOjnt+/rrr+nWrVuumiYlhMgdJJh/DDJ3UTyrcuPPttVqJTEx8bHmyQP2xGlLT+h5qbQ7/m5q+wPX4sWLHcpWqFAhzaW1+vfvT+nSpR22LVmyJMP1SW99bVMKnkaKotiX1EtrlIRarcaamETSqSu4h5TlQOJFQj1LoiiKU/K7unXrAqQ5X94WVGe3+4N5k8mEWqPh5Qu+bMt3B70l2al3fteuXfSt4c3hKBP/Xk7/knNarRar1SqJ8IR4yrm4uDB37lwGDx7stG/27Nm0atUq3atZCCFEekgwnwE6nQ6VSkViYmJOV0WILGELitM7nzen2daTN5lMj70Wt06n48QdE0dvm2hTwcOenRxw6pVv166dQ3Dq6uqKl5cX3t7e+Pr60qFDB4fyFy5ceKw6PYqLiwtms5nExMSncv682WzGaDQ+9OdIo9FgOHIOrFasVUtwKukGVf8/k31qye+sVmuqL5tsmexzYmqS7XfFVjdFUWjlGkSSVmHFnT2pBvMNirtSpaCO7/fE2XM1pIdGoyEpKSkrbkMIkYlUKhXffPMN06ZNc3rJ+Ndff9GoUSOioqJyqHZCiGdN9qf/zcU0Gg2+vr7cvn2b5ORkfHx80Gq12f4QKWuiZ77nuU0VRcFsNhMXF0dcXBx+fn65Zk3r5ORk9Hr9Y82Tt9FqtSw7EYu/m5pGJd0wmf43fP3BpGP58uWz/7+bmxsaBW5+PQfj+RsAaE4ccChvNBpRqVRZMuLBzc3NPifd09Mz08//JJKTk9Ncjs5Go9Gg338alZsLp4uBckEh1LMU0dHRnDhxwqHsw5LfWa3WHH35pNVq7TkMLBYLZatWo+buzfyi/pvRdZo5lD1+/DjR0dH0q+1Dl5V32XopmReLuaRrhIVarc6VI2eEeF717NmTwoUL89Zbbzm8iNu7dy/16tVjw4YNTqO5hBAioySYz6BChQrh7u5OVFTUI5epykq2oaUi8zzvbarRaChcuDC+vr45XZV0sfVMa7Xax/5302q1WBVYflJPq0B3dGpIvC+w8vf3dyi/c+dOunTpgru7O2qzlUvvjSFh8z486wYDsOfqOYfy/nny4uLikiXz21UqFS4uLvY2cHV1zfRrPA6TyYTB8OgEbynJ707jHlyGbcmX8Va7EeBWkI3bNjqUc3V1JSQk5KHzxXPy5dP9P3tmsxmPaoG8/nUyX9S9iyHAw/7SxWbnzp00b96cGi+4MDYiloYdCqDVap/aKRNCiMfXqlUrNm/eTIsWLbh37559+9mzZ6lbty7r1q0jNDQ0B2sohMjtJJjPIJVKhZ+fH76+vlgslhx5AFMUhbi4OHx8fJ67XuSs8ry3qW0d89xy77Z58haL5YmWb9TpdOy4ksytRCttKnhiNpsdej8bNGjA5s2b7d8vX76cUaNGUbLQC1zsNIrEXUcp+dtQvJtU5/Tp02ysOM7h/Pm8S9uXFsuK5GUajca+/rxGo8mRtdbvpygKBoPhkUvF2fbpD57Bu3F1/ks4R1XPkqhVaqf58tWqVbO/tEjtepAzmextbHkBbCNc3NzcqOtTjlK37jHPdye1atVi27Zt9vIRERE0b96cwfV8eeOP26w5Y6BFgJsE80I8o+rUqcPOnTt55ZVXuHjxon37rVu3aNiwIStWrKBJkyY5V0EhRK4mwfxjsiXbyomHZ1tyKTc3t1wTfD3tpE1zF4PBQHJy8hMt9WP7HV56Io4y/lqqFtQ5zUl+5513GD16tH24fXJyMs1fbcaQvCHozt4kqk8jNkRMwyVCy955GxwCdrXOjUSqkLDlAF6NQrJsfXgXFxcMBgOJiYl4e3vnaGBrNBpJTk5+5CgBjUaDJTYB47nruAwow56E9fQu9BKAUzBfp04d+9JvD8rJ5Hc2toSEFosFlUqF1WrFJyyU135fxJRPjvJarRCHYH7Hjh2oVCpqFnElvKQb3+6M49Uy7uh0OllLXohnVLly5di5cyevvvoqhw4dsm9PSEigWbNmzJs3j7feeisHayiEyK2e3zHFQohcKTk5mcTERFxcXJ7oxYtOpyPBaOWvswbaVPAAcOodLViwIG3atHHYdvL0KTrtWsRbt7fy0fBhrB3+KyuGz+TK+UsO5Wo1f5sDVRtw5r2xGPadwt3dPcteFLm5uZGcnGzvFc8JVqsVvV6PSqV6ZHCtVqvRHzgDwMXKviRYk6jjVQ6TyeSU/K5evXoPnS9vC6Zziu1lgq3dzWYzXo1CCdsYh4/VhZhKHg7l//vvP/syc5/X9eFCjJklxxMfO4GjECJ3yJ8/P9u2bSMsLMxhu8lk4u2332by5Mk5UzEhRK72zAXzt27dYs6cObz33nuEhYURFBREvXr16Nu3r8PbUCFE7mObJ28bXv4kdDod684aMJgV3izvkWqvqEaj4fvvv6dkyZIZO3cxXz4b259ErQtHXgzjwtvDUeL1WZaozTZ/PifXn09OTk73qgIajQbDgdOovdzZ5x+Lu9qFyh7FOXjwIHq93qFs/fr1HxrM50QS0gdptVp7HS0WC65li+KVLy+tTvvyX6kYh/olJyezb98+FEUhqIALrwe6M3F3HMlWlQT0QjzD4uPj8fHxYf369bRt29Zp/8cff8yQIUMk0aUQIkOeuWB+/vz5jBkzhitXrlC3bl26du1KtWrV2LRpE2+99Rbr1q3L6SoKIR6DbZ682Wx+4qDH1pu69ISeukVdKeKjdQrmdTod7u7uHD9+nJiYmAyd33Q1lv4zPqFsfgt73ngDa4KBu7+szdJg7f7589m9HrnFYkGv16crsLb13OsPnMG9alkiE85S3bM0Lmot//77r0PZ8uXLkz9//kcG8zlNq9U69MwDeIWF8OqCmxg91RQpX8qhfEREBGq1GpPJxIA6vtwxWJl7KOGJR5sIIZ5+rq6uLFq0iL59+zrtGz16NN27d5ccGkKIdHvmgvnKlSuzYMEC/v77b0aPHk3//v2ZPHky8+bNQ6PRMGLEiGx/0BVCPBlbYrUnnSdvo9PpuJlgYeeVZNpU8MBqtTrMydbpdLi5uTF9+nReeumlDAfzKHB+0j/cPP0lf9+w4PH2y9ye/ieKITlLA3qdTodKpSI+Pj5b518bDAYsFku6Rh7YhsQbDpzBNSSAyISz1PYqC6TMJ79f/fr17ctGPup8OenBUSJWqxWvRiH47LrEK24VMQfncdi/Y8cOezBf0lfD25U8mfJfPIkmJUeX2RNCZA+1Ws0PP/zAqFGjnPb98ssvtGnTxr7kpRBCPEzOPwVlspdffpnq1as7ba9evTq1atUiJiaGU6dO5UDNhBCPK7PmydtotVo2njegVsHLZdwdAl+1Wo2rqyvffvstvXv3duohqVixIpMmTWLYsGF8/vnnjBw5kk8++YRChQo5XefU6IXcu/sLJ9q+geVePPcW/J3lwZqLiwtWq5WEhIQsyaD/INtc/fS+pNBoNJiiojFdu82lmvmItyZR2zsARVGcgvkGDRqkmTTQarWiUqlydFk6G1tGe1tdzWYz3i9WBaD96bwYg/0cykdERKAoCiqVCrPZzEc1vUk0WvntiMydF+J5oVKpGDJkCDNnznR6Kbly5UpeeeUVYmNjc6h2Qojc4pkL5h/GNhzzaRiWKYRIH6PRSEJCgn35vCdlG2K/4ZyB2kVd8XdTOwTs7u7uREZGMnjwYKdjm7Vozu7d/8feeYdHUXV//DuzM7M9ndB7R3qH0HuHRARBpEgR5WdBUbEhiF0UBQVFUYqASO9deq+C9N5JSNtk69TfH3lnZUhPdtO4n+fheV/vnXJ3Wu6555zvOYRXXnkFEydOxKRJk/DWW2/hm2++wZUrV/Duu+9qdxBlJHzzBX68chBBUW3wcOZyUJLsd4Ner9dDEATY7Xa/KOirqOegaTrL90an08F1KkX87nRlwECxqGcqj4sXL+Lhw4eabVu3bp1hiH1+K9mrqONQr7UkSWCKBcFQtzIqbb6BBi20C8xxcXG4ePEidDodeJ5HSYsO/Wua8PPxZHgkEIOeQHiCGD16NFasWJGqCsiePXvQrl07REdH59PICARCYSD/Z0F5xL1793DgwAEUK1YM1apVS3c7RVEKxb/CNNbC8o9c04J3TQVBQHJyMhRF8eYl5/afTqdDskfG/tsedK1kgCzLkCQJiqJAr9fD6XRiyJAhqYzIMcOGYt2atTAYDHA4HOB5HqIoahYbPvvsM4wfP16zn2xzY/tHLyJpWDsIdx4iYfkucBzn12sKpBj0brcbSUlJEEXR5/dWFEWv959l2SzvR9M0nCcuQRcSgCPMfTS2VIKeZlN55UuVKoUKFSqkO3ZJkjQ13vPzOVV1ANTnSB2ztV0DOHb/g7caPgtduFnz+/bv359Sok+SIIoiXm5sRaxLxtKzjnSvJ4FAKJr069cPW7duRUBAgKb91KlTiIiIwLVr1/JpZAQCoaDzRLioBUHA22+/DZ7nMWHChAw9SDabrdBMmkj4le8h19T35PSaqqHiquDd4zXgc0rx4sXx93U3BBnoWtkIh8MBm80Go9GIgIAAvPzyy7h69apmn/5t2+LnefPhcDgQHx+f7rEDAwPx9ddf49KlS9iwYYO3Xbweh94TX8a2Lj3x8PtlCB7YwavMnxOSkpKytJ2iKEhOTobNZoPJZPJZVJJahs7jSdEAyKqCvk6nQ0BAAFwnL4NrUAVHHFcxOrwjFEVJJX7XunVrUBSFhISENKMLPB4PjEajT34PkPt33+l0wuVyeb1rLMvC0q4BHs5Yjtb3rAhrWAnRm894t9+3bx9eeOEFJCUlwel0olKJEuhd1YjZx5MxuLYZkiTBbrd7txdFEYGBgbkaI4FAKLi0adMGu3fvRrdu3TTe+KtXryIiIgJbtmxB3bp183GEBAKhIFLkjXlZlvHee+/h6NGjGDBgAPr165fh9oVhsqQoCmw2GwIDA4nysY8g19T35OaaqkaowWCAwWDw2T1RS7htuZqM2sVYlAlg4HDQCAoKgtlsxqpVqzB37lzNPiXKFMP83xdBkiRIkpTpN0KWZSxevBgRERH4999/ve039h3H2nd6oNPW20jaeAiB3Ztl27hWFAVJSUkICAjI8jVRFAVutxsMw8BsNuc6xF9RFG9VgeyMA/hP9d154iJiX22HJOkMWlirgqKoNPPlJUmC1WpN81hutxtWqzXXgoi+evcNBgOSkpK8CwwURcHc/ClQBg6OnafQt103zHnEmN+/fz8oikJwcLDXO/9/TazovCgGay45EVU9ULPwTNStCYSiT/369bF//3506dJF441/8OAB2rZti/Xr1yMiIiIfR0ggEAoaRTrMXlEUfPDBB1i7di369OmDKVOmZLoPRVGF4l9hGmth+UeuacG4pqqxqCrXq6HUvvjHsiw8ooIdN9zoVtkIRVEgyzKMRiMePHiAUaNGab4HtJHFvF5jYaxQCi6XK0vncLvdMJvNWLduHYoVK6Y53ke/zIDQtCpipi8FTdNe9Xl/XlOapmE0GiGKIpKTk73VPHJy/RRF0Xigs3tvGIYBf+0epLgknKlvhJ5iUd9UHvfu3UsVRqrWl8/oOuh0unx7Th//9/hYJEkCbeBgbv4UknedxKhOAzS/7/Lly4iOjvaW8+N5HrWKcehU0YAfjiYD/3teHx8ngUAo2lSuXBn79u1DvXr1NO2JiYno3LkzKbFMIBA0FFljXvXIr1ixAr169cIXX3xRIISSCARC+qi15B81Fn0JwzA4eMcDO6+ga2UDRFH0Cuu98MILqULoezdpgLavj/LmQGcVl8uFcuXKYfHixZp2e7wNPxsfwHXyMhwH/s2zMmQURXk92DabzZu+kB14nofNZoPT6QTHcTkSI9TpdHAcPgdQFE4Us6ORuSL0NJsqxD4wMBC1a9fOUPxOXagoKDyuaK+WO7S2bwjHwX9Rr3otGMwmzT4HDhzwXkfVO/9KEysux4vYctWdShCLQCA8GZQsWRK7du1C69atNe0ulwt9+/ZN9beFQCA8uRScmZAPkWUZ77//PlauXIkePXrgq6++KhDliwgEQvr425AHUozJzVddKBegQ80wFqIoQq/XY8OGDdiyZYtm2+DWlfF5eEcYqpfLds12NbS9U6dO6N+/v6Zv7trluF6MQ+LK3Xn+XeI4Dnq9Hi6XC4mJiXA4HJmWr5MkyasrIEkSDAZDjsdN0zSch8+Bq1kORzw30MJaFYqSuiRdy5YtveJwaVGQlOxVVEX/R/P7JUmCpX0DKC4P+BOXENGihWYfVQRPhed5NC6lR4syesw4kuSNZiAQCE8eQUFB2Lx5M3r27KlpF0URQ4YMwaxZs/JpZAQCoSBRcGZCPuJRQ75bt274+uuviSFPIBRw8sKQZxgGCoBt11zoWvm/vGZFUVKVlKOLmfGOpSZKj+7nzZXPLpIkQRAETJs2TSPUJssyvvRcgG3dfkCW89xYU8PudTodHA4HEhMTYbPZvKkNgiDA4/F4DfjExETY7XawLAu9Xp/jcG81DN1x5DzudakEm+REM0tKvnxa4neyLKcbDSH/77oVdGNeFEUYalUAUzwYSVuPolVEK80++/bt00QYqM/aq02sOB0jYP8dT55FbxAIhIKHyWTCqlWrMGTIEE27oigYN24cPvnkk0Ij2kwgEPxDkVvy//HHH7Fy5UqYTCZUqFABs2fPTrVNp06dULNmzXwYHYFAeBzV8+tyubw58v6AYRj8Ey3ggUNGt8pGSJIEjuPwxx9/aITqAOCpoa3QZ1dxWDs1hjuLSu1p4fF4UK5cOUycOBEfffSRt/3gzYvYaDai/MGzMDSvlS/iZmp6gRrenZYivU6n8xr/uc3Z1ul0EBOS4bl4C2c/agA9xaCBuQJsNhtOnz6t2Taj+vLAf8Z8QYNhGK8mAfA/0TqDAQE9WsC2bj8ipj2n2f748eNwOp2aRQCe59G6nAGVgxksPetEq7IhJF+eQHiCYVkW8+fPR0hICGbMmKHp+/DDD5GQkIBp06aR7wSB8IRS8GZDueTu3bsAUsoE/fTTT2luU7p0aWLMEwgFALVGuyiKPjEYM4JhGGy+moRgA43GpTgokghBEDBp0iTNdmyVELx7xIRio3tDQe5UxBVFAc/zeOutt/DL3N9w59ZNb9+3/CX0W74DVSLq5Pj4uSWtMG61brqv0el0cB67AAA4WdqNBvqKMNAsdh44oPEscRyHxo0bZ2jMK4pSICOudDpdKi+ZJEkI7NMK8b9vRF1TmCZ9QBRFHDhwAO3atfOmcqjPW/+aJnx/JBmfeWRwLJvtVA8CgVB0oGka3333HUJDQzULwwDw7bffIiEhAXPmzCmQi5wEAsG/FJwYRR/xxRdf4OLFixn+i4qKyu9hEghPNKoqus1m86rJ+9OQV0O8t1x1oXMlA3RUinE/e/Zs3Lx5U7Ntm+c6o84NCsGDOvvEgOJ5Hnq9Ht9P/1bT/kBw4vtFv+dLqH1G+Os+6HQ6OA+fA1U8CIfl22iZTr5806ZNYTAYMk1tKEgh9irqmB416EVRhCWiDnQhAZB3nELjxo01+/z999+pFiYEQcDTNU3wiAo2XHGRUHsCgQCKojBp0qRU3nkA+P333zFgwIA0I6wIBELRpuDNhggEQpFGFEXY7XbY7XbodLo8UexmGAZX4gVcjhe9JemSk5Px6aefarbjGpTE67toBA/uDNpqzLIxn1nOosfjQWRkJCo3aqtpXxB3Hg92Hi3yquWq0rvjyHlc61sFSZIL7QNqp5svr5YMTIuCKH6noqYlPG7MQ0cjoEdz2NbuR/v27TX7bNmxNZUyvyAIKG1lEFFWj2XnHN58fAKBQHjllVewcOHCVN+EVatWoXfv3rDb7fk0MgKBkB8UvNkQgUAoksiy7PXGq0J3eeVxZBgG2665YdABbcqliLh98803iI2N1WzXcWQvlDtjQ9iYPlkqRycIAlwuF9xud4bbqsea8sU3mvZkRcSMqV8U+VxHnU4HRRDhPH4Rx1qaEcZYUddUFi6XC0eOHNFsq9aXTw9JkgqscasuMjw6fkVRIEkSgvq0An/tHlpVrqXZ5+SxE7DZbJroDFmWIUkSnqllwqG7PG7ZxCK/4EMgELLOkCFDsGrVqlTfhW3btqFz585ISEjIp5ERCIS8hhjzBALBr6h542p9c4qiYDQa88yzqhpY26670Lq8AUaWRkxMDL75RmtYG9pWxLhDelg7N4a+UimNkNnjiKIIl8sFRVFgNpvBcVyG2wMphv/ADg1hrd9d0/7z/s1w2O3eOvBFEZ1OB9e/16C4PNhf2o52AbVAgcK+ffs0YaG0ToeIiIgs5csXxAUQiqLSzJsXRRHmNvVAB5hR844HHMd5+xRZwfqdW1ItbImiiB5VjDCzFJafd2r2IRAIhN69e2PLli2wWq2a9kOHDqFt27Z48OBBPo2MQCDkJcSYJxAIfkE14pOSkpCYmOitUZ7X+b8MwyDeJeHoPR6dKxqgKAqmT58Oh8Px30Y0hQ6vRKHshqsIHd4DkiSlG+bt8XggSRLMZjOCgoJgNpthMpkyDA0HUox5hqbQdcQETXuC5MEPH0wtUHnzvkbNl39YxoDLVDw6BD4FIMWL9CiNGjdBYGBghqKDkiQV6GvFMEyqxQhRFEGxDAJ7NIew+ShaPFZvfvbGP0BRlGaBQhAEGBkKPasasfy8AwQCgfA4bdu2xd9//43Q0FBN+5kzZ9CqVSvcuHEjfwZGIBDyDGLMEwgEnyLLMtxuN2w2G5KTkyEIAvR6fa5qlOcGhmGw84YbsgJ0qmREUlJSqpKVpp7V8fL1kmCKB8PaqXG6ufKqwW61WmE2m72h3moN9oy882q49bOdm0Ffq6Omb/rcn+F2u4uk91XNB3ccOY9/IstBBxptrDVBURS2b9+u2bZbl86ZLooAKJAh9ippjU2994F9WsFz6Tba1Gmk6T+2+xASJacmZFbd55maJty0pSxGEQgEwuM0btwYe/bsQalSpTTtV69eRevWrXHhwoV8GhmBQMgLiDFPIBByjaIoEAQBDocDCQkJSEpK8tZx1+v1+SZWpoY9b7vmRr3iLIqbdfj555+RlJT06EZo9VI/VJh9BMEDOwI6Ol1jXhAEsCybyuhWUwcAZBgiLooi2lcwIKDLq5r2GEcS5s6dWySNeTXs3Hn4HI42M6KxpRICGRNiY2Nx8uRJzbadO3fO0Cuvhq8XBmM+rVB7S7sGoC1GNJYsmj7PpYf44cIaMAyTyjvfvIweZaw6LDvv9P/gCQRCoaRWrVrYt28fKleurGm/c+cO2rRpk+pbSyAQig7EmCcQCDlGFEW43W4kJiYiISEBDocDFEXBYDCA47h8z2tmGAa8pGDnTTc6VzTC7XZj+vTpmm2MHSrhNaohpIRkBA/O2JhUUwXS+l0sy8JgMGSaax9i1KFVy+YoUa+1pu/LTz7zLhYUJXQ6HYS7D+GIjcex4g50DKgNRVGwY8cOzXZ6oxnNmjXLcDGkICvZq6jjezy6QBRF0AYOAV2botI/0TCZTJr+OZv/hFP2aO6/KIqgAPSvZcK6S8SYJxAI6VOxYkXs3bsXtWvX1rQ/fPgQ7du3x/79+/NpZAQCwZ8U3BkRgUAokEiSBI/H482FT0pKgizL0Ov1MBqNYFk23414FYZhcOiuB3ZeQedKBixcuDCVKFDDsT1Q/dd/YGpaE4ZqZdP1youiCJqmM/Seq8J+6S0IyLIMWZbRuaIRVFutd/5O9H0sWLCgyHnndTodHIfP4XR9A9yU5M2XfzzEvlXrNuA4LsPFlMJszD8aai+fv4WIRk00/YmHr2Nl/NE0hfD61zQjmc+4sgKBQCCULFkSu3fvRtOmTTXtNpsNXbp0wdatW/NpZAQCwV8U3BkRgUAoMDwaRp+YmAibzQae58EwDIxGIziOK5AGlk6nw/ZrbpSy6lAjhMbXX3+t6dc3KY13GzwDx86TCHmui7ckWFqIYkp5sIxCvNXrkVF9elEU0bmSAVTF5ijfqJ6m7/PPP4eiKEXKO0/TNJxHzuNk5zCU5oJRzVASQGrxu57dOkOW5QxL/MmyXGCV7FUoigLDMGnm/QuCAGvHRqBMejQPLK3p0514iHkPd3n3f3SfikEM+lU3+n3sBAKh8BMSEoLt27ejffv2mnan04nevXtj1apV+TQyAoHgDwre7JtAIBQYVDE71QvvcDhA0zQMBkOmhm1+oxpE26650KmiAWvWrMHly5c129QY3RENV90GbdIjsF/rDIXvFEXJUq1vVSMgPQ+zKIqoEsKiUjCDBs+8q+m7du0aVq9eXWSMedXwth8+iyONDegQkBL+ee3aNdy8eVOzbWb58kDK81iQlexV0jPmRVEEbTIgoHMT1LutTcewXYvG+VtXsD/5oiY6Q5IkCIKAH7uHPn44AoFASBOr1YqNGzeid+/emnae5/HMM89g4cKF+TQyAoHga4gxTyg0yLIMURTB8zxcLheSk5ORnJwMh8MBh8MBl8sFj8cDURQz9O4RMudRRfqkpCQIggCO42A0GlOJdBVUGIbBpXgRt5IkdKqgxxdffKHpZ6uHYWLfMbAt3o7Avq1BW9L3qKu57FkxshmGAcdx6Xr4JUmCoijoUsmAa0GtEPpUOU3/N998A51OV6AXSrKKTqeDZHfhiu0O7gWI6ZakCwoLx1NPPZVhvrxKYTDm07t3aqh98ODOqHTTjkCLtj50yD9O/PZwF3Q6nSbSRV1QIxAIhKxiMBiwYsUKDBo0SNMuSRKGDh2KWbNm5dPICASCLyHGPKFAo4Z32+12JCQkICEhAYmJiUhOTobb7YbH44HT6YTT6URycjJsNpt3u+TkZHg8nkzLXBH+Q1EUeDwerxEvy7LXC18Qw+gzQqfTYetVF0wsBeHqQRw7dkzTX2ZkBLpcMoG/8QAhQ7p4jey0yEj4Li30en2Gz50oiuhSyYhYl4Juo0Zo+g4ePIgDBw4Uidx5tb78scYG6MEgwlo9zZJ0nTt1AkVRGRrz6r0pDM+hOsa0nidBEGDt0BCG0sXQLLyCpi/sHye22/7FTU9sqvuflYUOAoFAeBSWZbFw4UKMGTMmVd+4ceNSLXITCITCR8GfFRGeSGRZ1oisOZ1Or/iY0WiE0Wj0GpkGgwEGg8Hbrk6CVaM0MTERLpeLTIYzQRRF74KIasQXBEX6nKCKkG277kabcnp8/+00TT9TJgBvDh4L+6Id4CqXgqlZrVwJ3z0OwzCgaTpD73yjkhyCDTQqNRgJXQltqbJvvvnGe4zCjE6ng33vPzjWOgAtA6rBSKdELPz999+a7Xp0zVq+fEEXv1OhaRo6nS7dvHnQNIKf64KG8dp369r+f2GlDZj/cHehiYAhEAgFG51Oh59++gkTJkxI1ffuu+/i/fffJ9GMBEIhpuDPighPHIIgICkpCTabLVV4d1Ym8jRNg2VZr6EPAMnJyd5FAeKp16Ioijek3u12Q6/XF1ojXoVhGMQ6JZy4z6OmfB2bN2/W9Ic93wSDTY1hW7sfIYM7A0CGOe7Z1QfQ6XRgWTbDY+oooGNFA/bfYlF3eGdN/6pVq3D16tVC7Z2naRoURSH66D/4tyaLDgFPQVEUnDx5EgkJCZptO3XqlKV8+cfDzwsq6SnaqwiCgJDnOqOxHKhpv33rFro7q2Bp3MFUZeoIBAIhp1AUha+++gpTp05N1ffZZ5/h9ddfJ3MjAqGQUvBnRYQnBkVR4HK5vEa8L8K7KYry1v+mKMqbZ5+R2viThCRJsNvtSEpKAkVR3tJqhR2GYbDjuhsAcGrVT5o+XZABL70wGvK6Y1A8AoIHdsxQ+A5AloTvHkev16frmVcUBbIso0slAy7Eiej73FDQFk7TP3369ELtnWUYBlKSA3uM9yHqgE6BdQCkzpcvV7k6ypQpk2Xxu8JwPTJStAdSjHmuXHHU79gaIZxWpT70hB12yZ1mmToCgUDIKRRF4YMPPsD333+fqm/GjBkYNWoUiWAkEAohhX/WTigSSJLkNbRVtXRfTtpVo95oNILneSQlJcHtdj/RoWWiKCIpKQkulwt6vb7IGA5qiPOWqy7UMiRi+Z+LNP3WZ+piTLmuSFiyHZZ2DcCWCsswxF6n0+VIdI1hmBQBuAxK3bUtbwCnA1j+KZgia2n6f//9d8THxxda77xOp4PjwL/Y19qEurpSKKMPTTNfvkfXTl5huIwoLEr2KhkZ82oJxNCh3dBMCdL07d+8C10C66ZZpo5AIBByy6uvvoq5c+emmmP9/vvvGDRoEHieT2dPAoFQECHGPCHfUY1KNcTbn0YlRVHehYKkpCTY7fYnMrRMzY9XIyCKgjdehWEYJHtk7LzpBndyETwej7ePYnUYNHoogm874Dx8DiGDOkGSpHSfAUmSwLJsjq6PGmqfkTFv4WhElNHj1PVAVHg+ArTuv/M4nU789NNPhXaRRafTIebACRxvZkKv4k2hKAqcTif27dun2a5bl85ZfgcL03OaWVqGIAgI6NEc7ULKa9p37NiBQeamuOR+gAP2S4X2/hMIhILLCy+8gCVLlqRaLFy2bBmioqLgcrnyaWQEAiG7FJ6ZEaFIooZ557VRqebUu1yuJ86gVzUJRFH0eQREQYBhGGy95oLH5cKhlXM1fabuVfFGnaeR8OcO0AFmBPRonmHKhaIoOfaMUxSVYYk6WZYhyzI6VzLi8F0ebSs1QXiXpzTbzJw5EzzPFzqDTq0vv8P2L3iOQs/gBlAUBTt37tR4fWidDu3atctSiD1FUYWqXJ+qGZBRqD3FMug15Fno8N876Ha7kXToBirqw7E87rD3WhIIBIIvGThwIFatWpUqjWzDhg3o2bMnkpOT82lkBAIhOxBjnpBvyLIMu90Onue9RiVN09Dr9TCZTDnKU84Oaji/2+1+Ygx6nueRnJyc7VJrhQU1xH7dZRfCr6xFXOxDTX+PsQNRmQtHwp87EBTZBpSBS9eQlCQJNE3nKsyZZdkMDTpRFNGpkgGiDAS5q0AeUkPTHx0djUWLFhW6UHudTgcxPgk7KzpQyx2EcvowUBSFVatWabar07ApAgMDs2TMFxYle5XMRPCAlPtfaXQkGjDBmvb169cjKqQpNiaehEsufIs5BAKhcNCrVy9s2rQJZrNZ075z50507tw5lVgpgUAoeBSemRGhSKEa8h6PB0aj0WvAm81mxLhprL7khktmYDab/R52r9fr4Xa7i7zSvRpar5adK4owDAObW8au607EbP9F06dvXhZT2o2Gfe9pCHcfIvh/IfYZ1ZZnWTZX3mA13z4jVfvSVgZ1wlnculkGXI1iqF65gmabadOmeX9bYYFhGDzcfwLHmhrRK7SRV/BvzZo1mu2eG/C0ty8jCpOSvYq6EJTRbxMEAYbq5dC5ch1N+/r169EvqBGcMo/Nif8UqntPIBAKF+3bt8e2bdsQGKitrnH48GG0a9cOMTEx+TQyAoGQFQrPzIhQZFAUBQ6HAy6XC2azGRaLBTLNYvUlNwaueIjmvz3Aq1sS0GbBAyy/4PIa+v6ayKvRAG63Gw6Ho0ga9OriiSzLfo94yE8YhsGWay4kn9uN+9cvavravxiFmsbSSPhzO7gqpWFqUiPDEHtJknLtEVcXizKqNy/LMp6uYcKeKzrU0JdBpZFtNducP38emzdvLlTeeZqmse3GQXgMNHpXaA1FUbBv3z7ExsZqtuv/dFSmXnkg5fktjN7pzIx5dTEp6sURmvbo6GhEn76OppbKWBF/BDqdzicpBg8fPsSiRYvwySef4P333/e2x8fH4/Tp03C73bk+B4FAKHy0aNECu3btQrFixTTtp0+fRps2bXDnzp18GhmBQMgMYswT8hyPxwOXywWTyQSTyYR1l11o8Mt9vLolAaKs4JvOwdg9tDgiyugxfmsCopY9xIV4CSaTyW8eKpqmwXEcXC4XnE5nkVK5VxdPeJ4v0oa8N8T+kgu6A1qvPFMpGF8/8wakZCds6/Yj5NlOANKvLa/maPviectKqH1kDRMUAMX4KrjXrRgq6SyabaZNm+Yzg87fqOXjthhvoVqcHhX0xdIMsS9XvS4qVqyYpTKRiqIUit/+ODqdLtNviSAIaDhuMCrptV6xdevW4emQZtiXfAEP+MRcL+YsWrQIHTt2xNSpU/HHH39g5cqV3r64uDgMHDgQa9euzdU5CARC4aV+/frYs2cPSpcurWm/ePEiWrdujWvXruXTyAgEQkYQY56Qp4iiCIfDAYZhYDKZcD5WwPitCWhdzoD9w0tgxTPheKamERUCKMzqEYqlT4chwS2j2+IY/HXO6dc870cN+qJUmsXlcnnLzxW1HPlHYRgGiW4Z2w8cw8N/92r6mo/qhdrmcrCt3QfFxSNoQIdMvfI5LUmX1rgYhknXOy8IAsJMOnSoYMCdW2URpzjRu25DzTY7d+7E8ePHC8ViDMuySLr/AIdrAt2oql5j9nFjfvCAqCyVpFP3L0wh9irqAkRGBr3H4wHFMujZrqOmfe3ategZ1AAspcPqhGO5Mub//vtvTJ06FdWqVcPs2bMxaNAgTX/VqlVRvXr1VGUDCQTCk0WNGjWwd+9eVKxYUdN+48YNtGnTBhcuXMinkREIhPQofLMjQqFFLU0lSRKsViscIoXRG+JRKYjBjG4hKGNJKcelhuA7nU60LM1h63PFEVnDhA92JeJOkuTXfG81L9dut2cp/Leg4/F44HA4clxerTDBMAy2XHXBtuMnTTsdYsS3L34AACm15dvUA1emWIbGvCiKPlv8UFXtM4oCkCQJz9Qy4+qNEtBTLIq92BZhjFGz3bRp08AwTIEPN9fpdNhyagc8Rhp9a6bUkD9x4gRu3bql2W7wM1kPsVejLgobWRHBA1J+Y/+3xmnazpw5g8S7D9E5sA5WxB3O1fs7d+5clCpVCgsWLED79u0RGhqaaptq1arhypUrOT4HgUAoGlSsWBF79+5FjRpaQda7d++iTZs2OHXqVP4MjEAgpEnRnt0TChQejwdutxtWqxUMw2D81njEOyX80isUHCXD5XJpvHSSJMHhcICSRXzaLghBBhpv70jw1u/2F2o5scKePy+KIux2e64V2QsDqrG3ZN8FuE+t1/TVG9YJTUKqwXPjPhwH/kXw4M4Z1pZXvai+fMbUY6XnoRUEAZ0qGhCs5xAuVMSpOiwGM2U12yxbtgw3btyA1Wr12bh8DUVRoCgKm5xnUPm2gmqlq4KiKE1INwCUrlAZtWvXzpYxXxgXo7JqzPM8j4h2bRFi1t7bdevW4enQZrjgvodzzpznrJ4/fx5t27aFyWRKd5vixYsjLi4ux+cgEAhFh9KlS2P37t2oV6+epv3hw4do3749Dh06lE8jIxAIj1P4ZkeEQokkSXA6U8LkDQYDfjpux+arbnzfNQTlA3VwuVzp7ut2u2Fmga86BmPPLQ/+POv0e8i4wWDw5vYXRh6NgihMwmk5hWEYxLsk7Fg8C4r834IQZWQwffxUKIqChEVbQVtNCOzZIkMjUg2x96UnWD1eeiHloiiCpYHIGibE3yuPE4ZY9A6sALP+vygUSZLw/fffw2QyFdh0CY7j4JJ57C2ZhE4JxaEoSpr58oP6RwJIX7PgUWRZ9ubhFzZU3YXMjHm1DGLPPr017WvXrkXbgFoIZSxYEX8kx+NQFCXTBb34+Pgn4ltBIBCyRnh4OHbu3IlmzZpp2hMTE9G5c2fs2rUrfwZGIBA0EGOe4HdUw1IURVgsFhy848Fn+234vyZWdKlshMvlylQkyu12o30FAwbUMmHKnkQ8cPi3vBpFUWBZFk6ns1Dmz/M8D7fbXShyrH0Bx3FYfvwuHIeWaNprDGiNtmXrAZKM+MXbEfxMe1BGfab58rktSfc4av59esa8oigQRRHP1DQhOaYCeIiI7lMFA6s30Wz3yy+/IDEx92Jo/oJhGGy/fghuA4Ve4Sljv3DhAs6fP6/Z7umnn85yGkthVbJXYVk2U2NeLc/XJypS075r1y64kh3oG9wYq+OP5ngMFStWxPHjx9PtF0URR48eRbVq1XJ8DgKBUPQIDg7Gtm3b0K5dO0273W5H9+7dsWnTpvwZGIFA8EKMeYLfUQ1Lq9UKSaEwYXsCmpXW460WAfB4PJkKYAEpBpYgCPioTRBMLIV3/hdu78/wcdUbWNjC7dUUgcJWlzun0DQNiqLww6zZUPhHIil0FH5890soioKkbUch3o9DyNBuEEUxw8Ujf0Uz6PX6DJ8jURRRJ5xFdWNxGKQAnG4fhkF8uOYeOhwOzJo1CxzHFThPNUVRoGkaa+7sQ8WrHtRuFgEgtfBd8RIl0bRp02xpUhTm5zirYxdFEV27dtU8e4IgYMuWLYgKaYoYMSnHY+jduzfOnTuHWbNmpeqTJAlffvklbt++jX79+uX4HAQCoWhitVqxceNGdO/eXdPudrvRt29frFixIp9GRiAQAGLMp0IQhCJVliy/URQFbrfbW297+XknbtokfNw2EJClbHm93W43Ajjgiw7B2HHdjRUXnH71zgMpHl+e5wtVuL3L5UoJ2y7E3szsoNfrcSU6GWfXacvRPdWrJdpXbwKKohC/YDOM9avAWLdyhl55NT/bH4tEmSmbq4sMA2pZ4ImtgEOVRIRHO/F0D23o9fTp072ihgUJlmXhkNzYZbiHjhcMYEID0wyxj4rsB4qismTMq2H6hVH8TkVdbMrs74ooirBarak8YKtWrUJdUznUMZZNe8csMGTIEDRp0gQzZ85E165dsWXLFgDAa6+9hi5dumDhwoVo2bIl+vfvn6Pjnz59GqNHj0aTJk1Qv3599O/fH+vWrcv2cex2O2bMmIFevXqhXr16aNy4MSIjI/HDDz/kaFwEAsE3GI1GrFq1ClFRUZp2QRAwYMAALFy4MJ9GRiAQiDH/GE6nM0t1jwlZQxAE8DwPs9kMUaHw/ZEk9KpqRK1iHDweT7aP5/F40KWyEX2qGfH5/iSIsm+Fyh5HVSJXDeSCjrrwUBA9t/5Cp9PhnW/nQrZrxbt+eD/FK8/fjUXytmMIGdrNqxyfHpIkgWEYvxiPaom6jJ4jb835hPK4xibCFqTDy826aLaJi4vD7NmzC1yoPcuy2JJwCh5WQW9zPSiKgtu3b+PoUW14eFRUVJaicYD/cskLs2dejZDJ7DfLspwSat+nj6Z99erVSE5OxvJq43M8BpZlMXfuXIwZMwaJiYm4fPkyFEXBli1bYLPZMHr0aMyePTtH34zDhw9j8ODBOHbsGLp27YpBgwYhISEBEyZMwE8//ZT5Af7HvXv3EBkZiVmzZiE8PBxDhgxBZGQkwsPDvYsPBAIh/9Dr9Vi6dCmGDBmiaZdlGcOGDcPPP/+cTyMjEJ5sirbEdQ4QRRFutxssyz4xxpC/UBTF69HW6/VYfNaBO0kS5vcNgCiKOQpdF0URoiji1aYB6PRHNNZfdqFvNYNfF2AYhoEgCHC5XLBYLAX2uZBlOUX9v5B7MrODwWCAR5CwYd73mvaa7RqhXZOIFOG7xVtBGVgERbXL9DkRRRFms9kv9/jRhaH0FqAEQUBxM4fm1qo4BOBirwrocseBXr16Yf36/1T6p02bhnHjxnkjR/Ib1eBeeWMPapx3o3qrVgCQKvwyODgYbdu2zVa+fGE35tXxZyXiSxRFDBgwAK+//rr3GrlcLixbtgwjRoyAOxfj4DgO48ePx+uvv45r167BZrPBYrGgcuXKOf5eiKKIDz74ABRFYdGiRahVqxYAYNy4cXj22Wcxc+ZMdOvWDRUqVMjwOJIk4dVXX0VMTAzmzZuH5s2bpzoPgUDIfxiGwfz582E2mzXGu6IoGDt2LBwOB9544418HCGB8ORReGdIfsTj8ZDJgw8QBAEejwcWiwWCTGHGkWT0qWZE9VA2R155FZ7nUTOMRetyevxyMtmrGO1P9Ho9XC5XgY7acLvdEAShwHls/QnDMJj04yJ4Ym5o2qe9+0nKYpEsI/6PrQiKbAvaaszw/vmjJN3jsCyboVGnRg68Wq80FFcwNrcrA8fe0/jggw8028XExOCXX34pMPeaYRgkiA7swy20PyTC1ChFSO2XX7SpD7169co0OuFRZFkuML8xN7Asm6VoBEEQUKxYMfTs2VPTPu/33322oEFRFCpXroyGDRuiWrVquVr4O3ToEG7duoVevXp5DXkAsFgsePnllyGKYqqyhGmxZcsWnDlzBi+88EIqQx5AkS+tSSAUJmiaxuzZs9M02t98801MmTKFpKsSCHkI+QuZBpIkwePxFLic1MKEmitP0zT0ej0WnnHgXrKE8ZE598qrSJIESZIwuoEFQ9fE4dh9Hg3CWb8uwKjeNYfDAYZhCpynUJIkuFyuQlvCKydwHAdZlvHzN59q2ivXrYHunbumRCrsPAnhdgxChnaDJEmZGtK+Lkn3OI+GXKd3Ho/Hg9blTCh9oyKOh9+CI8aG+mFlNLnOAPDVV1/hxRdfzLF3nmVZbwSS+g9IeXdVwcmsvlMsy2JT/DEoUNBDVx2UTod9+/bh3Llzmu2GDRuW6X14FEVRikSUCcMwWfrN6mLOsGHDsGbNGm/7vv37ceXKFYSEhOTo/FeuXMGBAwfQq1evNI8RFxeHDRs2ICIiApUrV87ycY8cSSmX1+p/kRiPEhERodkmIzZu3AgA6NatG+7fv49du3YhOTkZZcuWRZs2bWA2mzM9BjEefId6Lck19R1F8ZpOmzYNVqsVU6ZM0bRPnjwZdrsdX331lV/PXxSvaX5CrqfvUXV//A0x5tOAZVm43W4YDAbiEcghoijC4/HAarWClynMPJqMftWNqBrCwuFw5Pr4PM+jfQUDKgczmHPCjl96hYKmab+qznMcB7fbDY/HA6PR6Lfz5AS32w1JkgrcuPwJx3H47peFSLp7WdP+1Uefeo3AuAWbYahZHqbG1eF2Zxyk7M98eZVH682ndx7V2B1RsRY+fXgCizu1x/t7T+PDDz/UGPP37t3Db7/9hrFjx2bLmOc4DizLQlQorL7kxJUEEQ5egUOQYecVBBloRFY3oVnpFHFJQRAgCEK675a60LX6wUHUPelC+VYpntXH8yerVKmC9u3bZzkqR51QFLSFs5yQnd8gCAJ69uyJ0NBQxMX9pwPx23c/YMLHk3J0/jlz5uDgwYOpcl1VgoKCMHfuXJw/fx6ff/55lo9748YNAED58uVT9QUGBiI4OBg3b97M9Dj//vsvAOD48eP4/PPPNc9zSEgIvvvuu1S1rh/HZrNledyErEGuqe8pStdUr9dj8uTJsFgseOuttzR906ZNg8PhwA8//ABBEOB0Ov02jqJ0TQsC5Hr6luDgYL+fg1iqaaDT6cDzPDweDzHmc4hqOOn1esz7x4Foh4TXm+XeK68iiiL0ioJRDSx4f2cibtlElDRxmRpsuUEN53c6neA4rsB4DCVJgtvtfqKeVTVs+dNPpmraa9R9CpGRkSnRG7E2JG0+jFJTR3nruGeEJEkwmUz+HLa3qoPdbs9wO0EQ0Ld4DXz6EFjVrSaeO3gREcNfQ/v27bFz507vdl988QVGjRoFlmUzTQHhOA4cx8EjAQvOODDrWDLuJksobdXBwlEwszQsHIV/onn8ccaBcgE69K9pQv9aZpQPNHvFLB9/f1mWxQM+EYc81/HqTgesMxohLi4Oy5Yt02w3ZswYAFnPf1YUBTRNF5j3LDeoCx6qBkBGqLoNgwcPxsyZM73tC377PcfG/LFjx9CiRYt0z63T6dCiRYtUYoWZoT7HVqs1zX6LxYIHDx5kehx10eKTTz7BCy+8gCFDhoDjOGzYsAFffvklxo0bh40bNyI8PDzdYwQGBj4xUUn+RlEU2Gw2ck19SFG9poqiYMKECTCbzXj55Zc1fbNnz4bD4cDcuXMRFBTkl3MXxWuaX5Dr6XvyKsrhyZn9ZxOGYbwe2KLgGcpLBEGA2+2G2WyGIAM/HE1CZA0TqvjIK//oeZ6pacKXB5Lw2yk7PmoTmKUSULmBZVm4XC54PB6/G35Z5Un0yuv1evw+fyHibl/RtH/x8X9e+YdLtoPS0Qga0CFTQ1d9ZvJiQURNhcgo/EoURZQ0BaMcVwz3Q25jllIOvyoKJk2apDHmb9++jQULFuCFF15I9zfSNA2DwQAZNH45acfsY8mIdcnoW82I/2sSgBph2nQiWVFw5C6P5ecdmHPSjumHkxFZw4Q3mgegQqAJoihqjHqGYbA+9gQYGeiYVAJMWCDmffutxgPPcRyGDx+erVSYoqBkr/JoekVmv0ddeBo2bJjGmL/rynmd+djYWJQsWTLDbYoXL46HDx/m+By5QX3/2rVrhwkTJnjbn3/+eURHR+OXX37B8uXLUxkLj/JoqgjBN5Br6nuK6jV96aWXYDabMWLECM2C74IFC+BwOLB48WK/6Z8U1WuaX5DrWfgo/LMkP6GKNBUEpejChsfjgaIo0Ov12HzVhQcOGeMaWzMM1c0JgiDAwFAYUseMJWcdsPNKnugcMAwDl8uV5fJa/kQUxQzV0Ysiqlf+g48+1rQ3aNgQffr0STEYRQlxv65HUFRbMMHWTI35vAixV1E1FzIrkacoCiKsVREUdgtbajTC8WN30LZt21T5yVOmTIHb7U5zosRxHEwmE64kyui9NAaf7LWhfQUDdg0tjh+6h6JKEAWn0wmHwwGHwwG73Q6P243GJXT4ulMwTo0uic86BOHAHQ/azn+At3ckIsZFwWw2w2QyQa/Xg6ZprIk7hsbHPSjZqgkURcFXM7QlyaKiolCsWLFsfU9VDYOiMKmgKAosy2b5+yeKIho2bIjatWv75PxGo1ETsp8WcXFx0Ov12TquxWIBACQnJ6fZb7fb0/Xap3WcDh06pOpr3749gP9C8QkEQsFk6NChWLp0aar5yIoVK9CvXz9vdSMCgeBbiDGfDmp5L5fL5dc87KKGKh5oMBig0+nwxxkHmpbiUD008zDg7KIoCgRBwPB6FrhFBX+edeSJUasak7lR5PcVbrcbsiw/USH2HMdh0aJFuH/rqqZ9yuTJ3muRuHYfhLsPEfZSP4iimGm0hiRJYFk2T7zANE1nSd1clmW0sFbFQ308SiVfx8eHUqJaJk3ShlrfuXMH33zzDTiO8xq+NE3DZDKBYTn8dNyObouj4RYVrHs2HN92CUE5C+BwOLyLUmqNc9Ur7HK54HA4QMsChtQ2Yd/wEvigdSC2XHWh1fwHGLshDtuu81BoFjc8D3HKdROtt9pwr2VT/N9PmxBzU6tj8OKLL2bpPjz++4vSIhXDMNky5hVFwbBhw3xy7tq1a2P79u1ISkrbu2+z2bBt2zaNIn1WUEvOpZUXb7PZkJCQkGY+/eNUrFgRABAQEJCqT20rCN9bAoGQMf3798fq1athMBg07Zs2bUKPHj3SXfgjEAg5hxjzGaDmoRbkcmQFDUEQIEkSDAYDriUI2H/bgyF1zF6VZn+cr6RFhz7VTPjtlB0K/F+mDigY3nk1naEolO7KKqp388PJWq9848aN0atXL0iSBIqiEDtrFSxt68NYu1KWvMF5bTiqSvwZIYoimltSSrx1VPbiuGTBmA3xaNGmAzp27KjZ9osvvsD9+/eh1+thMBhgMplwNVFG1LKH+HSfDSPrW7B5cHHUDtPB4XB4F4EyQlEU8DyfYtRLPEY3sODgiBJ4p2UgriaIGLk+DvXn3MNLR/dCJzL4tdG76H3ChAVz52iOU716dbRt2zZH39GikC+vkt3fIooinnvuOZ8sMA0ePBiJiYkYOnRoqrz4I0eOYOjQoUhKSkpXIC89mjRpAgDYt29fqr79+/cDAJo2bZrpcdRydFeuXEnVp7aVLl06W2MjEAj5Q48ePbBp06ZUVSh27dqFLl26ICEhIZ9GRiAUTYgxnwFq3gjxCGQNRVHg8Xig0+nAsiwW/etAkIFGz6omv6UryLIMURQxop4Zt5Ik7L+dNyUFC4J3XjXIipLBkxl6vR6///47bt+4pmmfMmWKV1zMcfBfuE5eRtjLkd4yhhkhy7JX3DCvUMPHMzKoJUlCSS4IFfXhcNeV8NGmedh9041+y2IxYcpXmvBzp9OJDz74ACzLIlmk8f7ORHT6IxpxLhmrBhTD+60CQcspisI5iTTieR52ux2MImBMAzO2DSmOnc8Xx4j6FlykToONqYAOngTMbgvwZzZp9h0zZkyWBAgfRb0nRenZpmk603v+KIIgoGTJkujWrVuuz92xY0e88MILuHDhAoYOHYp69eqhY8eOqFevHoYNG4aLFy/ihRdeQKdOnbJ13BYtWqBs2bJYv349zp8/72232+2YNWsWGIZBZGSktz0+Ph5Xr15FfHy85jhRUVHgOA5//PEHoqOjNcdRqyJ07949Jz+dQCDkA+3atcP27dtTCd8dOnQIHTp0QExMTP4MjEAoghBjPhMYhgHP8wUiP7qgI0kSeJ6HyWQCLwF/nXPimZom6HVZV7DOCYIgoEEJDlVDGCw958izWuv56Z1XS/89SV55vV4Pm82Gt999X9PerFkzdO/eHYIggGEYxP64Cvrq5WDt1DhLi0h5mS+vop4vK3nzLSxVcbIMj+ZHD2BZEx4uUcGbp4ujx8Dhmu3nzZuH9xftQ8TvD7DqghPvtQrEjiHF0ajEf6KNuUX11DudTlQJ1qFPAwcE40O8PWsfJtWlcWnHn5prrtfrMWzYsGy//+rCTFEQv1N5tCxhVni05rwvePvtt/Hzzz+jdevWMJlMiI6OhslkQps2bfDzzz+nKi2VFRiGwSeffAJFUTB48GB8+OGH+PLLL9G3b19cvnwZ//d//+cNoQeARYsWoUePHli0aJHmOGXLlsXbb7+NuLg49OnTBx988AE+/vhj9OnTB+fPn8fAgQPRokWLXF8DAoGQdzRv3hw7d+5EsWLFNO2nTp1C27Ztcffu3XwaGYFQtHhyEm1zCMMw3lD7ouQl8gc8z0NRFHAch/VXXIh3yRhSx5ztXNnsoh5/QC0zvjlog80tw8CyfhcvVI35/FC293g8GoEwg8EAhmGgKIrXCHj0fws7ap75lClTkBinVdyeOnWq91p4rtxB0ubDKPPdq1n2BqulwPJSaI2iKHAcl6l4oSzLaG6tisVx+2EL16PGsVPY8EJf/N+mOPxd6/9A6/+C7EnJpVcUBd9Mfhvjf1qPCS0CEWKkU4xvl+/fAzWdYW3CcVglFg1PuEH/XAPfvvqcZrv+/fsjNDQ001J8j6NqHxQlY16NNMhOuoEgCOjbty/q1auHf/75J9djaNu2Ldq2bZvr4zxK8+bNsXjxYsyYMQObNm2CIAioUqUKXnvtNfTp0yfLx3n++edRunRpzJ07Fxs2bIAkSahSpQrGjh2LAQMG+HTMBAIhb6hfvz727NmDjh074t69e972CxcuoHXr1tixY4dmwY9AIGQfYsxnAZqm4fF4oNfri4Sysj9QQ+xV4buFZxxoXppDlRAWTqfT7+cXRRFRNUz4fL8N6y47Mfgp/4X2q6gK1W63GwaDIc8MD7WuPMuyYBgGBoMBd/h4/HhvCwJ1JlQzlEQ1Y0lUMZSAmTaA5/lCnyqi1+tx4cIFzPjhB01737590blzZ7hcLhgMBtz7aQ2YsEAEPdM+W0ZTfggIsmzm70ZK3nxVAMClqCoos+skKr4cifl9w7CoshFL772BjT9N9W7vuXIQze17EWLsA4fD4bdFNPV6rU04hrbnWQTWrY4fFvyG+/fva7Z76aWXcrSYp+puFDU4jsvWuygIAkwmEzZt2oQ//vjDjyPLHXXr1sWvv/6a6XavvPIKXnnllXT7O3TokKaiPYFAKLzUqFEDe/fuRadOnXD9+nVv+/Xr19GqVSts374dNWvWzMcREgiFG2LMZwHVO6+G4xJSo0YvWCwWXIkXcPCOBz90C/Gb8F1a5y9h4dCuvAF/nXNiSB1LtkJac8qj3vm8qvPu8XggSRKsVis4jsPa+ON49/YSGCgWLK3DXT5FXIYChYGhLfBp2YEw0sZCWxZGDUkf8+rLkB/xtHMch2+++QaiKKbc64RkxC/ZjvDXngGlZ8FnwRus1v3Oj/f60drj6UX9SJKEkqaUvPmzLRk0XXAMMi9ApoDn65jxzLfvovqGebh9+7Z3nzfeeAOdOnXKtuGYHRiGwWnnLdz0xGLM0ljwrTvhyy/f1GzTpUsXRERE5Hgxryh+a3Oy4OdyuRAaGoo333wTiYmJuTq/KIq4fv06kpKS0o3YUUXtCAQCwVdUqlQJe/bsQadOnXDx4kVv+71799CmTRts27YN9evXz78BEgiFmKI3W/IDOp0OPM97c3IJqeF53isitvhfG4INNHpUMYLn88YjrC4aPFPLhJc2xuNKvIDy1szLf+UW1Tvvcrm8Nbf9iSzL4HkeoaGh8EDEezf/wNK4g+gd3Aifl30WgYwJdsmNy+77OGK/iq/urcMNz0PMqTQaASYTXC6XX1Me/IHBYMBfq5dj3/ZdmvYJEyagUqVKcDqdMJlMiPl9JaAoCH2hZ5a98uoCXX6Ecz+aQ52RMa/mzR8pdR7DnR44j12AvkkN2O12mM1mfPHFF3juuf/C269du4YJEyZg9uzZEEXRL+8AwzBYG30cIZIBdQ4n44fQg5qSQxRF4csvv8zR+Yui+J3Ko8KHWX3m1Kgnh8OR4/MqioLvv/8ef/zxR6bHeVTIjkAgEHxFmTJlsGfPHnTp0kWTNhQbG4v27dtj48aNRBuDQMgBxDLNIjqdzhtOTULttciyDI/HA7PZDM//hO8G1DKB0wEOt/+E7x5HEAR0qWREkJ7CsvNOTGyZumaxP2AYBm63G4IgQK/X+/VcPM/DbDbjthiP4Vdm456QgK/LPYeBoS0giiKcTicYmkZtrgzqh1dAQ3NFjLo2B30vTsP8yi+hvCkMLper0OTRm0wmJLnsGPXay5r2UqVK4d133/UusClOD+LmrEXwwI7QhQbAnUXDR5IkGI3GfHmn1bz5zIyrR/PmkyoEwL7zJMwtagNIidIYNGgQfvzxRxw4cMC7z08//YRevXqhe/fucDqdPl3AYRgGChSsSziO9hc5xJYJxK9/akPAhwwZgvr16+fIAFX1D4pSvrwKTdPQ6XTZMuZ9wY8//oiffvoJAQEB6NevH4oXL04WpgkEQp4THh6OnTt3onv37jh8+LC3PTExEZ07d8batWtJqg2BkE3IX/Msoqrai6KYp/WoCwNqCoJer8f6Ky4kuGUMru1/4bvHEUURZr0efaubsPy8E2+3CADDMH5V0gdSjDKapuFyucBxnN8MQzX6gNNzGH9pAQRFwqYaE1FJHw632+39nZIkQRAE0DSNRqaKWFN9AoZfmY0+F6fh18pj0NRc2a/51L7CYDBAoYGOHwyB/Xaspu+rr76CyWSC0+mE2WzGwx//gpRoR/j4AVl+7hRFyfOSdI+jfkvUsaSFKIpoaU2pN3+hfxWU2HUKJd4fCpqmIYoiZFnGvHnzUL9+fU1I+8iRI3HmzBkEBQXB7Xb7dMxHHddwX0hEiyWJ+FG+pomE4DgOU6dOhSAIOVo0KoridyqqMe/vb9LjrFy5EqVKlcKKFSsQHBycp+cmEAiERwkODsa2bdvQp08f7Nq1y9vucDjQo0cPLF++HL169cq/ARIIhYyiN1vyEzRNQ1GUbIlqPSmoYmw6nQ4rLzjRsESK8F1eXytVvXxALTMe2CXsy6Oa80CKgaPqBvgLQRBgNBqx4OEeHHNcwzflh6AiVwwOhyNN40CWZTidTpRlQrC6+gTUMpbG0Cs/4pL7fp7l9+cUvV4PmtHhuXUf4/jM9Zq+li1bYvDgwd7SfFKiHTEzliNkRA+wZcOzLHyYn/nyKlkpVyZJEoqzgahmKInTTa1wnrgEyWb3jtvlcqFKlSr49ttvNftFR0djzJgxYBjGp79Rp9NhbfxxlJDNEPddx5ozRzT9r7zyCsqVK5fjfH1Jkor0ginDMHlezjI2NhadOnUihjyBQCgQWK1WbNy4ET169NC0ezweREZGYunSpfk0MgKh8EGM+WzAMAw8Hk+B92jmJaoX2Gg0It4lYddNN6JqmPJM+O5xRFFEveIsqoUwWHo272rOq15Et9vtl+dDURTQNI37YiK+uLcWQ8Jaobm1aqbnUxQFTqcTFnD4rfKLKMeFYfS1X2BXPAVWLZzjOLAsiwkX5mHlqzMA8T/vLkVRmDFjhvf5YlkWD79fBkgSwt8YmC1vsLp/fnqAdTpdpsadmjffylodR8JsUGQZ9n2nvTnlak71mDFj0LNnT82+q1evxrx583xWbYFlWUiQsSHxBNqf4/CteFXTHxQUhPfeew+CIOTqPSiK+fIq+bF4VKZMmWyXByQQCAR/YjQasWrVKjzzzDOadlEUMWjQIMydOzefRkYgFC6IMZ8NHq05T0hBDfPlOA7rLrmgKEDvasY8DyN9dDxqzfnNV12wueU89c57PB6//HZVqO3dW0tg1RnxXul+4Hk+ywsmLpcLBrD4pfIYxIt2vHpjHmhGB47jfD7W3KDX68FxHKbcWYFfPvwG4s1ETf+7776Lhg0bwu12Q6/XQ7wfh9g5axH2UiSYYkHZKkeoPrf5DcdxmS5ASJKEVtYauCvbENe0FOy7TmoMXjXV5ddff0VYWJhm31dffRUnTpzwiTYAwzA4kHwJcaIdlyavwglnjKb/vffeQ3BwcI7LQhZl8TuVR0Xw8ornnnsOu3btQlxcXJ6dk0AgEDKD4zgsWbIEI0aM0LQrioJRo0bhu+++y5+BEQiFCGLMZwN1IkyM+f/geR4cx4Gmaay66ETb8gaEmXT5eo1EUURUTRMEGVh32ZlnxrxOp/N6SX2J6pVfnXAUO5PO4dOyA2Gm9Nk+j8vlQjk2FD9UHIFdSefwzf0N0Ov1BcZw0uv1YFgG799eih+W/wbHinOa/saNG2Py5MleQ5FhGERPWwLaqEex/4vKlje4IBmNqqc2o7FLkoTm1irQgcbZvuWRvPtUqvG73W6Eh4enqvdtt9vRtWtXnD9/HiaTKccGvXq+tQnHYdx4G2uua+9PuXLl8Morr4Dn+Rx75Yuy+J0KTdOgaTpPjfn27dujSZMmePbZZ7F69WpcvHgR9+7dS/MfgUAg5CU6nQ6//vorXnnllVR948ePx8cff0wiYgmEDCACeNlEDbXPzaS4qKCWSbNYLLhlE3H0Ho8fuoVAkqR8VUsXBAHFzRxal9Vj1YWUmvN5NXlmWdZb9cBX4bSKoiBBcuCj28vRK6ghugTVzVHNeEVR4Ha70dZaE++U6oPP761BHWNZdAuqB6fTma/3TK/XQ8cyeOfWEiy+uB2eTw5o+k0mExYtWgSapuF2u2E0GsFfu4f4hVtQ8qMXQFtNcGVDOV0tB1cQFL3VcWQkrimKIqx6M+qby+NUHRFtr9wFfycGTHiQNzpDvb99+/bFqFGjNEZ9XFwcOnXqhL1793rL+WV3csQwDHhFxKoDW3Dr402aPpZlsWTJkiyp82dEURa/U1F1GvIyeqlDhw6gKAqKouDdd99NdzuKonDu3Ll0+wkEAsEf0DSN77//HgEBAfj00081fR999BFsNhumTZv2xM+7CYS0yP+ZbAEjODgYbrc73fBlteY8UbWHt4Y0x3FY9U8yTCyFrpUNEMX8jVxQ86kja5jw+tYE3E0SUczA+txjnhZqKobH4/GZoUjTND6/vQYyFHxc9hkIgpBjQ0CSJHg8HrxUvDPOOG/j9ZvzscbwFqoZS+TKCMsNBoMBFEPjjZsLsCr6MEI/O4t78TbNNt9//z2qVq0Kh8PhNX7vfv4H2PBghI7smW1vcH6WpHscmqa9i0DpfVNkWf5f3nwNzHfthkxTsO86hcBBHTXbSZIEnucxc+ZM3LhxA9u3b/f2PXjwAB07dsTevXtRunRpuN3uLC/gUBQFvV6PpZd34ub4VZAE7fP3448/okWLFho1/Zyg3peijroonFf069evQDzrBAKBkB4UReGTTz5BQEAA3nnnHU3ft99+i+TkZMyePbtARNQRCAUJYsw/xl/xhzAwtEW6pbtUVXtizKd4wNWc41UXnOhW2QgTS8Nuz/80BFEU0b2KERP/TsTqi0681MiSZ5Nnte68wWDI9R8dWZZxX0zEirjDeLd0P4Qx1lwb3YIgQKfT4ZvyQ9Dv0jcYde1nrK/+DixGY448/rnBaDRCohW8fv13bEw4hcrf3sKu3Uc12/Tr1w8jR470iv3p9Xo4j12AbeVulP7uVUDPgs/mNVEUpUC9vyzLZnrtRVFEK2t1fP9gE+72rILgXScRMqSL1+Oq4vF4YDQasXr1anTp0kVTf/7WrVvo1KkTVq5ciaeeego8z2ea384wDAwGAx48eIDXnx0NKVp7rV966SWMHj0aLpfLJ9EdT8JELa8jQr744os8PR+BQCDklLfffhtWqxXjxo3T/G375ZdfkJSUhIULFxaov98EQn5TdGMZc8jX99YByHhCSdN0jgWeigpqbrjRaMTZhwIux4uIrG7M89ry6SEIAiwcja6VDFh5wemt75wXqCG0vnhGKIrCLzF/w6wz4LmwiFzlIz+K2+2GHgx+qTQGNtGF/7vxGygdnWeCcBRFwWQywQEeQ6/MwlbbGTRd4MCuvzZqtitZsiR++eUXiKIIURTBcRwoScad12fAWL8KQgZ3zvZ1VkvSFSSjUa26kJExLEkSGporwkhzONelJOx7TkH5X47547hcLuj1emzYsAENGjTQ9F2+fBkNGzbExx9/7L0PaVV9oGkaBoMBRqMxxfivXRvRJ69ptmndujW+++47b7RSbihIOgb+Rk0jKAjfSgKBQChovPTSS1iwYEGqvwdLly5FZGRknjseCISCDDHmHyNGTMIF970MJ5RqKHV+lF4rKDyqYr/yghOhRhptyhvyTcX+cRRF8YbaX4gTce4hn2cruRRFeT2tufFUyrKMRMmJJbH7MaxYG5hovU+FBV0uF8qyIZhV8QXsTbqAL++tTRGh87PXkKZpmEwmREtJiLr0Lc66bqP3FguWz5in2U41IkNCQuB2u0HTKYsND2eugPviLZT5/jXIVPYFKdV8+YJkNGalRJ0oiuBoBs0sVXC8mgIp1gb32evp3i+XywWr1YotW7agZs2amj5BEDB58mQ0btwYx48fh9FohMVigclk8v5/s9kMp9OJYcOGoX///kiIj9cco2zZsli+fDlomvZJ1MuTIH6noj5/T/LfEAKBQMiIIUOGYMWKFamcDBs2bED37t2RnJwMq9WaT6MjEAoOJMz+MfQUiz1J51G9WMl0J6iP5s0XJIMgL1G9pLICrLnoRJ9qRugowFWAlP4FQUC78gYEG2isuuDEe60C8+zcaqg9z/M5rudOURTmP9wDSVEwoli7XNfufhxVMK2VtTo+KB2Fj++uwFPGMugT3Mhvgng6nQ5GoxHnXXcx9OossJQOI09Vxhvvvpxqu2XLlqFZs2bePGy9Xg/+6l3ETFuCYuOiYKhdKUc52gUpX16FoiiveFx6i06KokCWZbSyVse05PUQA/RI3nEcYU9VTPe4TqcTISEh2L59O7p06YKzZ89q+s+cOYNmzZqhXLlyiIiIQKtWrRAaGopjx47hyJEjOHbsWJrXuERwKNatW4ewsLBc58mrSJIElmWfCGM+P0Tw7HY7Fi1ahAMHDiAmJibNiBaKojQ6CwQCgZCf9O3bFxs2bEDfvn01f2t2796Njh07YtOmTQgNDc3HERII+U/RnzVlk2aWKtibfMFbPig9KIp6YkvUKYriNVIP3vXggUNGZA1TgfHKq4iiCIZOqXu/6qILCvIuV1UNF3a5XDkywGVZhlsR8PvDXRgY2gKhjMUvqR2qIN6o8PaICmmCCTf/wD/OWzAajT43qjiOg9FoxN9JZ/H0pekIZwIQuTsEb41MXY7m119/RY8ePbzRDSzLQkfTuDN+JtiSoSj+9mAIgpDtBQf1XhQEFfvHUY34jJ4XNW/erQi4ObgObOsPZJoy4HK5ULx4cRw9ehQTJ05Mc9tbt25hyZIlGDduHJ599llMmzYNe/bsSdNQ72wqjdNnzqBu3bo5fr7TQr3PTwosy+aZZz4+Ph5RUVGYPn06zp49i+vXryMpKQlxcXG4e/cu7t69m6P3iUAgEPxNp06dsH37dgQFBWnajx07hrZt25KSmoQnHmLMP0brgBo4nHwFblnIcIKseuefxMmPJEleAcA1F10oH6hDwxJcgTPm1VD7qBom3LdLOHTHk6fGAsuyEAQhR0Y4RVFYGncQiaIDY4p39KsWgaqO/0W5wahlKoMhV2bijOu2Tw16g8EAlmPx3YONGH51NpqZKqPiT3fwzv+9kcqg+eyzzzB8+HBvVQlVST3+j61w7D+D0tNfBQxcjkK7C1JJusfJSui1JEmoaSyNEMaCMx2LwXXiEvg7DzP8PYqiwOlM0Y347LPPcPjwYdSrVy/b46PMHD6sHIG5Y95GWKmU6ge+/v49SZFOefkMzpw5E7du3cKXX36Jo0dTBCaHDRuGU6dO4a+//kLdunVRunRpbNiwIc/GRCAQCFmlRYsW2LVrF8LDwzXt586dQ+vWrXHt2rV09iQQij7EmH+MttaacCsCjtmvZjjZUkMkn8ScR9WQlxVgy1UXelYxetsLGoIgoHFJDuUCdFh10QWdTpdn4dUURXnromfHEJdlGRJkzInegV7BDVFeH+Z3wUW32w1WprGwyjhUNpTAcz4y6DmOg9lshoMS8MLVnzH9/ia8YumAmPHrMWvGj6m2f+WVVzBx4kS43W7v82QwGCDGJODBR78heFAnWNvWh9vtztF4JEkqsHXMs5o3T1M0IqzVcayEExTLIGnjwSwZhjzPw+l0on79+jh69Cg+/fRThIWFZWlsxdvUQK9Fr6F/fABCBnWGJEk+XVx6ksTvVFR9gLz4G7J79260aNECffv2TfX9q1u3Ln755RfcvXsXM2fO9PtYCAQCISfUq1cPe/fuRdmyZTXt169fR6tWrfDvv//m08gIhPyl4M1o8xn9Cz8jTGfB3uQLGU4s1QlRQTRg/Y0gCDAYDDh6j0ecS0a3KsYCex3UcfWrYcL6S054pLz1iLFsSn377KZkbEg4idt8HF4q3tkrNuhvXC4XTAqLP/5n0A++MhOnXbdhMpmybWRRFAWDwYDixYvjrOcuel38Escc1/CBvR0WRH2ETRs3pdrnvffew3fffQdBELzXi+M46Ggat1/+FhTHoOTUUbkSn5RlGXq9Pkf75gV6vT7De60oCgRBQCtrdfzjuQ10rgPbhgOZpgWpyLLs1UN49913ER0djX///Rc///wznn/+eVSpUgWlSpVCt27dMGnSJKxfvx7/3L4IdnoH9LpqAlepFExNavg8xaggihL6GzU9Ii/e7YcPH2pEEHU6nSayJTAwEG3atMHmzZv9PhYCgUDIKdWqVcO+fftQrVo1Tfv9+/fRpk0bHD58OJ9GRiDkH8SYfwzX4Quof9iO3fH/ZuopUidET1J5IVmWwfMpyvCbrrpQwkyjQQEMsX8UURQRVcOEJF7B3zfceRpqT9M0KIrKsndeDSv/KXo7WltroLapbJ6WQXS5XDD+z6CvaiiBwZdn4KjjKkwmEwwGQ5aiGliWhdlshp3m8e6tJeh14SsYXTRa/O7AS+0HphJhY1gOCxYswKeffgpBELxGhk6nA8dxiPl2Key7TqLsTxNAB1lyrJxeGLy/auRIRgaeKlooQ8HFqKpw7P8XYpwtW4tUPM/DbrfD4/GgatWqGDlyJBYsWIDLly/j7t272LRpEyZPnowePXrgAHsLeopBvZ/OIHhgBwC+X8RUxe8Kkiihv1GrXuSFZ95qtWruWUBAAB48eKDZxmKxIC4uzu9jIRAIhNxQrlw57NmzJ1W6WEJCAjp27IgdO3bk08gIhPyBGPOPUWn9l6h/1IGzwn3cv3U9Q9VrnU73xIXai6LoNRo2X3Gha2UjKBTsCAVBEFA1hEWdcBYrzjvyvPwVx3Fwu91ZNkKPOK7iX9dtvFi8EyRJyvPn6z+D/v9Qw1ga/S99hzdvLkQCnDCbzeA4zrtIAaQYJQzDwGAwwGKxgNGzmP9wN9qcnYw18cfQ72xJXIyai1+/n53KSNUHhGLHju0YMmQIXC6Xd+FC9ew79v6D6C8WIfytQbC0a5DtlIVHKcj58ioMw2SaN+92u1FOH4ZK+nAcfEoGFAVJmw7n6HeJogiPxwOn04nk5GQ4nU44nU7Y7Xa4XC5QFIU18cfQJqk4jLEuBA/s6BfhT0VRnijxOxWGYfJkMbhs2bK4e/eu979r1aqFAwcOIDExEUDKM7Vz506ULFnS72MhEAiE3FK8eHHs2rULLVu21LQ7HA706NEDq1evzp+BEQj5QJE15k+fPo3Ro0ejSZMmqF+/Pvr3749169Zlup++ZnlETXwPALDq46nwXL4Dk8mU5rZqiOSTZszr9XqcfSjgTrKEblWMBf73S5IEWZbxTE0Ttl93I84p5bl3nmEYOByODBc91FKH82J2o7K+OFpbq6dbPkr95y9cLhcMCoO/qr2Gj8s+g62JZ9Dm7BTMit4GhaVhNpthsVhgtVphsVjAGfQ45bmFz+6uRtuzH+PDW8tQ7YgMy0v7MHPoB7h9+3aqc+hLVcffew+gdatWcDqdmmtjMBggxSTi1pivYWldF8XfGgSe53P1rKnPbkH2/qpifxn9TjUaqHtQfWxzX4C+ZU3Y1u/3ySKVunikGtdX3A/wr+s22mxOgDmiDrhyxX1uzKvGbEGOmPAXaiSGvw36iIgIHDx4EC6XCwAwcOBAxMXFoW/fvnj11VfRq1cv3Lp1C1FRUX4dB4FAIPiKwMBAbN26FV27dtW08zyPp59+GvPnz8+nkREIeUvBdVHlgsOHD2PkyJFgWRY9e/aE1WrF1q1bMWHCBNy9exdjx45Nd1+Hw4Gylauh2ulwnGgQjXZ9JqL6kV/A6bl0DSue5wt0Hq4v4XkeAQEB2HQ1GUF6Ci1K6yEKOQt7zksEQUBkDROm7rVh5QUnRtY35zhcOyewLAuXywWHwwGr1Zqm0SXLMu7zidiceAqTyjwNKP8Z+Hq9XuMNVxFFMVfe6oxwuVxgWRbDwtqgb3BjfH9/E6bdW4fZ0VtRnA1CMGNGCGMBS+mwP/ki4kQ7QiQjSu5KAjv3b6y6eDXta8HpYej4f/j58/fQok5wqpr2HMdBBwrXRn8J0BTK/vwWpP+VQ8wp6vUpDN7fzLy1iqJAFEV0C6qPH6O34uqzjVD2zdWQkpxg9IzP0jIYhsGymEMIpAyo/ft5BE97FbIs+zzH+0nMl1d5tIKBPyNGnn32WVSpUiUl6sZoRJcuXfD2229j9uzZ2Lp1KwwGA4YPH46RI0f6bQwEAoHga1iWxdq1azFkyBAsW7bM2y7LMoYPH47ExES89tpr+ThCAsH/5Hj2MG7cOAwYMABt2rQpUJ4uURTxwQcfgKIoLFq0CLVq1QIAb/3kmTNnolu3bqhQoUKa+/M8D0VR0CakNtZHuCFOvYO4eRtQ7JX+aU6SdTqdtz5vQVTI9iVqPjdN09h8xYWOlYxgaMBTgEPsVURRRIhZj86VjPjrnBOjG1ozDWf2NQaDAW63GwzDwGw2a/pUHYLF9/dBT7PoH9oMgiCAZVno9Xpsv+7Gjutu2HkZSbyCZI+MIAONzzsEI9xk8tZj9zVq2Tozx+GjMk9jSLFWWJ9wEgmiHfGiHQmSA3bBhcYXLHi4/jp2rdmC00lJ6R6vfYcOSO7yMSpWqYZn6wbD7XZrxq3myUd/tgCOQ2dRac3n0IUFplnvPDsUJoNRVdtXx5wWgiCgnqkcSnPB2NeAxrO8iORtR2Ht18onxjzLspAgY3ncYXS7EwK9jkVgn1Z+CbGXJMmbuvGkoUbt8DzvV2M+PDwcPXr00LS98MILGDZsGBISEhAaGlqg/o4TCARCVnA4HAgKCsKSJUsQGBiIX3/9VdP/+uuvIy4uDlOmTCHfOEKRJcezpx07dmDs2LFo3749Zs6ciXv37vlyXDnm0KFDuHXrFnr16uU15IEUcZ+XX34Zoihi5cqVGR5DFEW0sdbAAzkJSWNaIXb2aigeARzHpdr2SSpRp066ryUIuBAnontlI2RZLhQCgGo6xMCnTDgXK+DfGD7PvbSq4JXT6fQuGvE8j+TkZPA8D0GRsCh2H54OaQYLbfCGXP98wo7ha+Nw6K4HDxwydBRQNpDBmRgBvf6Mwfk4MUeK81lFVVAXBAGVuHC8XrI7PijRD1E3KiB81jUc7zIDcwdOwtqFy5CUjiFfrlw5zJ8/H8O/XY37+vKY1DoQsiynSjswGAxw7DuNmG//Qon3noe5RW2fRB6oAmuFwZjX6XSZCqOp161bUH1skS5B36CyN9TeFxMWlmWx03YOMWIS2s27hcCeLaALMPnFmJdluVBETPgLlmXzRNE+LXQ6HcLCwsgkl0AgFGp0Oh3mzJmDt956K1Xf1KlT8corr+Tbd5ZA8Dc5NuY3bNiAoUOHwuPx4Mcff0SnTp0watQobN26NV/F0I4cOQIAaNWqVaq+iIgIzTbpIYoimlurgqMYnHu2GsSHNiT8uT3NCac6CXoSjHlBEKDX67H5qhsGhkK78nq/TO79hSAIaFfegHATjaXnnGAYJs8nseo5HQ4HEhMTkZiYCLfbDaPRiI2Jp/BQTMawYm2gKAp0DItJu22YuteG15pasfP54ljevxh+7xOGGV1DsP7ZcIQaaUT+9RC7bnpgNBp96t17VNTObDYjOTkZS5cuxeDBgxEeHo4OHTpg+vTpuHPnTrrHqF27NhYuXIgrV64g6tkh+OZwMqJqmlA7nEtVK95gMEBOtOP22Gkwt6qDYq/2z3WevIosy2kuxhVUOI7L9HdLkoTuQfURI9hwe1BdJG8/BtnlyfUzoJZMWxp3ELWUYii38zaCB3aEKIo+X7h7kvPlVdTfXhgWRQkEAqGgQlEUvvzyS3z++eep+n788Uc8//zzhWrOSiBklRzP+ipXrox3330XEyZMwPbt27F8+XIcOHAA+/fvR3BwMCIjI9G/f39UrFjRl+PNlBs3bgAAypcvn6ovMDAQwcHBuHnzZrr7q17IAKMRTSyVcIC6j659IvBwxnKEDOkKhmFSfQzyOm9enfTl5eRPURRIkgSaprHpigvty+thZGkku4V8mYSqHshHFdXVcar/Ho8aUO/R0zVNWHLWiQ9aBXpDXPPymrIsC57nQdM09Hq9V8F8/sPdiLBWQzVjSbhEBa9sisOWa2582TEIQ+pY4Ha7Nc9eMZMJK58phpc3xWPYmlh82j4Iz9e1pBKTyypqyK86HkVRcPz4cWzatAmbNm3CkSNHsrSyTVEUOnTogDfeeAPdu3eHoiigKArfHUpCskfGOy0CUtWKZ1kWDMPg5uszILt5lJs9AZKi+ETXQB2z+psKA6qBp5bTU3n0ORUEAY3NlVCMsWJfUxZRDjfsu0/B1KlRrkLtGYbBQyEJO2xn8MouK7hKpWBpVx/uR94TXyGKImiaBk3T+XZv8uN7+iiqFkZGaRVA9sbXsWNHUBSF33//HWXLlkXHjh2ztB9FUdi+fXuWz0MgEAgFCYqiMHHiRISEhGDs2LGa7+bixYuRmJiIZcuWpStsTSAURnLtxmNZFt27d0f37t1x//59LF++HKtWrcJvv/2G3377DY0bN8YzzzyDbt265YlnzG63A0ipq5sWFoslVX3dR0lOTgZFUTCbzWhtrYkZDzYh6LWXYGv/OhLX7IW1byvExsZq9hFFEXa7HYIg5Gnep81my7NzqQJND+wSTjzg8X3XYPA87y1t5E90Oh0MBgM4jgPHcanqUT96/YODgzWeyUdDxHmeh9vtxoBaZsw+bsf26y50Ls9ormN6YeL+JCwsDGect3DMcQ1zKo0GLyl4btVDnI4W8FvvUHSqaEBcXFyqvHGbzYaQkBD81jsUk/fYMPHvRAQaaPSsrEd8fHyWJv8sy8JkMsFoNIJlWSQnJ2Pjxo1Yv349Nm7ciOjo6Cz/jrp162LIkCEYNGgQypQpA57nER8fD4PBgCTFgJ+O2zG6gRWlrDo8ePDAu+DAMAyKFy+O+PmbkbT+AMov/AB08WA8ePDAJ2Fx6nuZH5EYOUVRFDgcDjgcjjQ97UlJSaBpGqVKlULXoHrYmnQez1Ytm/KN6to008oJGVGqVCmsiN0LGhSazTyDYlPGQQZSffd8gSAIBUbLIC+/p4+i3uvM0g1EUURgYGCWj/no+5/VhYDCsthFIBAIGTFmzBgEBwfjueee0zhBNm7ciC5dumDdunUIDg7OxxESCL7Dp4o7JUuWxMsvv4xq1arh008/RUxMDI4ePYpjx47hs88+w+jRozFixIgCLXRktf4njBZhrY4v7q3BpWo6hHZohIffLUNQVFuEhoZqJsrK/zyIVqs1T3I/FUWBzWZDYGBgnhknHk9K+O6asy4wNNCpohGKImR5cpkTVDE0VZfg33//xZEjR3D48GEcPXoU9+7dg8Ph0HhvKYpCaGgowsPDER4ejqpVq6JBgwZo0KAB6tatC6PRiGpGoEFxFkvPOdGzahiCg4MhSRKSkpIQEBCQpwafWk99/q09KMUGo3NgHXx3KAnH7/NY3r8YGpfk4HQ6wbJsmtdaFEXoBB5T2wXhgV3C5N2JaF++BMLDw1OFsavQNA2WZcGyLGiaxsOHD/HXX39h5cqV2L59e7bC0Bo1aoTevXsjKioKderU8ebBq8akKIowm82YtC0eJpbCuCZW8DyvEQA0m83gL9/BvffnIGREDwT2bAmn05nuglx2cblcMJvNqUQHCzocl3LvDQaDt01RFM1zqoba/xG7DzGjmiL4wzUoOfkFhIaGpnv/M0IV3/sr7iDaXDMi2BiA4IEdwAv+edddLhcsFku+ekny43v6OGnd68fJzuLM33//neF/EwgEQlHnmWeeQWBgICIjIzXOkP3796Nt27bYsmULSpYsmY8jJBB8g8+M+Zs3b2LZsmVYvXo14uLiwLIsevXqhcjISJw7dw6LFy/GtGnTEBsbi3feecdXp02FxWIBkOJhTwu73Z6hkaCGbsuyjNqmMgjQGXEg+RJGjh+Aa73fQfL2YzB3aKgJEVYngI+HxPobf9cafxRZlsEwDDZfdaFFGT2CDDQcDtEv51cNTZ1OhxMnTmDmzJlYtmwZHA5HpvsqioLY2FjExsbi3Llz2LVrl7ePpmk89dRT6Ny5M2pWaY0ld55CtCMY4Waz12ufl9cUAPR6PRIlB1bHH8PrJbvjXIyEGUeS8VpTq9eQz+y5UkP2J7cNRLsF0fj6YBKmtA30VlkA/hPfU0PoY2NjsWzZMixbtgy7d+/OsgfcaDSiQ4cO6N27N3r16oXSpUt7S6U5nc5U70VgYCDOPeSx9KwTU9sFwcpRsNt57+/hOA6UJOPW6K/AlQ1HqamjvHnyvrgPaog/x3GFxiuvohp4AFKNXX1ORVFEC2s1BOpMONgxCD2nsoidsxYlPhimSR/JzjlPOK7jsvsBhv8Sg7CXBoDSsxDsdr9cP/W5LAj3Jq/f/UdRF4EzOn9u6tHfu3cPLMuiWLFiOdqfQCAQCiNdunTBjh070KNHDyQkJHjbz5w5g4iICGzbtg2VK1fOxxESCLknV8Y8z/PYtGkTli9fjmPHjkFRFFSsWBEjR45EZGQkgoKCAKQIzw0bNgwjRozAmjVr/GrMqyXnbt68idq1a2v6bDYbEhIS0KBBg0yPI4oiDAYDmlqq4EDyJbzashtMTWoiZvpfqNK5SaqyZjRNQxCEDD0rhRV1AungZRy848GkNkF+qTdN0zSMRiMkScKKFSswY8YM7N+/32fHl2UZZ86cwZkzZwB8C4rRo93ylnhlWH9ERUWhRIkSXs/yo4awP2FZFvMfpOSoRgW1wJBl8agZxuLVpgHgeT7LY/B4PChlMePN5gH4dJ8Nz9QyoVaowVvyTqfTweVyYdWqVVi0aBE2b96cZU9ftWrV0KNHD3Tv3h1t2rRJEar733V63IB/FDU94uutsSgfxGBIHXOqKAqO4/BwxnK4z99A1R3fQ9Gz8OSyDN2jqHnI/iz75S/UhZeMapCLogi9Xo8ugXWx2XEWzw/rjri5GxD++gCwHJut3HmKorzCdyWcHOpfAkKX9fRZ3frHUTU4CkKIfX6jaoD4q8Rpx44dERkZic8++8znxyYQCISCTPPmzbF371506dJFU3nr+vXriIiIwObNm1G/fv38GyCBkEtyPGuYOnUqWrVqhYkTJ+Kff/5Bjx49sGDBAmzatAkjRozwGvIqHMehVatWmpUxf9CkSRMAwL59+1L1qYZh06ZNMz2OKqDW0lINxx3X4FFEhI8fAOehs3Aeu5Aq/1815oti6QvVK7//jgeCDLSvYPB5xQKO42AymXDo0CHUqlULAwcO9KkhnxaK6MGFIzsxbtw4lCpVCu3bt8dPP/2ExMREmM1mmEwmv3oNOY6DS+bxW8wuDApriXnHFFxLEPFd1xDQkLNlRKll7kbWt6B6KIt3dyQAFA2DwYDDhw9j9OjRKF68OAYNGoT169dneP9YlkWnTp0wffp0XLp0CRcvXsS3336LDh06AEiJblHTGzJSXNfr9Tj3kMfWa2681tQKHaVoQvgNBgOE2zGI/moxwl7sC0OdSjkKDc+IwlzDnKZpcByX4b1ShSm7B9XHFU80EkdFQHa6Eb9gc7Y1SliWhVP2YG38MXRcG49iL/QEbTX6Tf1XlmXodLpCeW98jaob4K+qKIGBgX5NiSIQCISCzFNPPYX9+/ejSpUqmvbo6Gi0bdsWu3fvzqeREQi5J8fuqkWLFqFChQoYO3YsIiMjsyQk0bRpU4wbNy6np8wSLVq0QNmyZbF+/XoMHToUNWvWBJBigMyaNQsMwyAyMjJLx0rJm68GjyLipOM6mndpAiY8GLb1B1CiUXXNtgzDeI2bojY5FUURHMdh900HKgTqUDGISSXGllMoioLRmFKvftKkSfjss88yXBCpXLkymjVrhqZNm6JOnToIDAyE2WyGxWLxho/HxMQgOjoad+7cwT///IOTJ0/i4sWLGR5XURTs2rULu3btwquvvoru3btj6NCh6N27N8xmMyRJgiAIPl3E4DgOvz3chSTJhRZojRePJ+PtFgGoEZqz66soChga+LxDEHr/cgaDxv+EfzYvxqVLlzLd12QyoXv37nj66afRs2dPBAQEZMn7nh6q4NzMo3EoG6BDZHUTeP4/r7zqdb79zmwwwVYUf+c5vyyGFfYa5hzHweVyZbiNKIpoHVADZlqPbdwNRD3THrGzVyNsTB+wLJtlY5xlWaxOOAynzKPT5mSEbe8LQfBftQpJkmAymQpEiH1+o6YbuN1uvzyvjRs3xj///OPz4xIIBEJhoUKFCti3bx+6d++OkydPetuTkpLQtWtX/Pnnn+jXr1/+DZBAyCE5Nubnz5+PZs2aZWufRo0aoVGjRjk9ZZZgGAaffPIJRo0ahcGDB6NXr16wWCzYunUr7ty5g9dffz3L5fJEUUQNYykE68zYn3wJzS1VYe3YCElbj6Lk5Bc0nhQ1n1GSpEJtPKSFmne864Yb7SoYvL8zt+h0OhiNRly+fBlDhgzB0aNH09yuVKlSeOmllzBy5EivWIksy5AkKVVZqdDQUNSoUQMURXlLXgGAw+HAyZMnsWPHDmzduhWHDx9O9zdIkoT169dj/fr1CAoKwsCBAzF8+HDv866q4+fU8Dx79izOnz8Pp9uFb21bEdG4OT4/Q6FeOIuXGluzFV6v0+m8ufCiKGL16tWYO3cuYjZtwrJMjmEwGNCnTx8MHDgQ3bp1g8lkgiRJXgG73BjWHMfhaoKAdZdc+LR9EHSUAvcjRqVer0fSxoNI3nIE5Rd8AMpsgCcLmgjZQV1YK4wh9iqqIF1GZctEUYTFYEDXoLr4M+4ARrw8HAlLtiNx5W4EPtM+S8Y8y7KQKAU/3t+Cpid41OjcAUyxoCzpVOQURVEK9b3xNSzLZrpwk1PeeOMNDBw4ED/88APGjh1LrjuBQHgiKV68OHbu3Il+/fppNJU8Hg+efvppzJkzByNHjsy/ARIIOYBSimgtmtOnT2PGjBk4deoUBEFAlSpVMGzYMPTp0yfD/eLi4rwhjxRFwWKx4MVrv+ChkIyV1d9A4pp9uDXiM9Q49TtQIliTA+x2u2EwGHymwp0eiqIgMTERQUFBfvdqqUr9990MWs17gN/7hKJDudxPOlVDfv369Xj22WfT9EQ3atQIb731FqKiosAwjNcznt2FBDWUV82dpigKiYmJ2LFjB6b//hcObN8AxZO50VKtWjUMHz4czz//PMqUKQNZlr1jyszwFUURS5cuxZw5czQrwir6ys3w9fuvYeyQ/pmGmqtq9Kqhd+bMGcyfPx8LFy5ETExMpvt27NgRzz33HCIjIxEQEKCJOvDF54CmaZjNZryxNR67brpxYERJUBLvTRvQ6/XQ8RIutRgLw1MVUGHJZLjdbp+nbvA8D4Zh8rxCga+x2WwQBAF6vT5d5XWj0YirQgw6n/8Mn5d7Fi3/bxuE2zGoum9Wlq6txWLB4rj9ePfmEsx46R66L50FukyYz9MeVGQ5JY3k8VKS+UFefk8zQhRFJCQkpJsWor6fISEh2T72u+++i5s3b+LkyZMICwtDjRo1EBYWlmo7iqIKZV59QkJCvt+/okRBeSeKEuSa+p7cXFO3243Bgwdj1apVqfo+++wzTJw48Ym7T+QZ9T2qM9TfFFljPqc8aswDKWWzFsTtxcd3VuDful9D7xBxtsqzKPXZGIS80FPjuVI9YMHBwX69eXn5woliimL9gjMuTNmTiLNjS4FRhFyJYtE0DZPJhK1bt6JPnz6pjsUwDKZMmYJ33nkHFEWB53mf5u2q3lqWZcHLFBrNvoanbIfAnNuANWvWZBriTlEU2rVrh0GDBuHpp59GSEgIJEnyerUfX2yIj4/H4MGDceDAgUzH1qNHD8ydOzdVGTV1IUI14B88eIAlS5ZgwYIFOHXqVKbHrVatGkaMGIHnn38epUuX9o7VH2HUBoMB0S4KEfMe4L1WgRjTwAK73Q7gv3t//6PfEDd3PaofmA26dJhfPJIulwsBAQGFXpTS7XYjKSkJRqMxXWNeXUD5v+u/46j9KjYl98edXu+hwtIpMHdomOEzzXEcZJZCq1Mf4Km/Y/B5dBOU/npcrqMzMiKvvpVZoaBMYNRxKIqSZnRXboz5GjVqZGk7iqJw/vz5bB8/vyHGvG8pKO9EUYJcU9+T22sqiiJeeukl/Prrr6n6Xn31VUyfPr3Ipc1mBHlGfU9eGfMk1i4TRFFES0s1CIqEo45raBtQE+YWTyF561GEjeoNmqa9E16dTgee5yGKYpEJtZdlGRzHYedNN5qW1sPMpZSkyymqMbd7927069cvlSFfvXp1LFq0CA0bNgTP835R0la9gjzPw2KxYFijMPx6sh2O/T4IP/MOrFy5EvPnz8fOnTvT3F9RFOzcuRM7d6aI53Xt2hWRkZHo3r07SpYs6S3VJssybDYbIiMj0/TGp8XGjRu9q8UGg0ETJXLz5k2sWrUKK1euxL59+zI1ws1mM7j6vdG1/1Asfq0bgBQjyp9GGkVRYBgGs48nwsrReL6OWXMP9Xo9PBduIXb2KpR4fyjYcsX9EsqtlvPLb6+vL1CjSTIqUajqG7xesjs6nvsE66rYENGoOh5+9xesHRulXPdHoohU1IoCP15fh3jRjpFHAlFy4ZhspXrkBJIvnxr1XjgcDp///dixY4dPj0cgEAiFHYZhMGfOHBQrVgyff/65pm/GjBmIiYnB/Pnzsy0mSyDkNU/OklMOkSQJVQ0lUIyx4mDyJSiKgoDOTWHfdxqy063JY6Vp2mf55AUFRVHgERUcuO1B+/KGXJWkU0vPHT58GL169UoVwjtkyBCcOHEC9evXh9Pp9FtJrEcRBAFD61rgkRQsPeuA2WzG888/j7///hs3btzA1KlTU6mfPr7/+vXrMXLkSJQqVQqNGjXCpEmTsG/fPrjdbkyePDlNQ54LMSOwbnlQxtQK0zt37sR3330Hu92ODRs2YMKECWjYsCEqVKiA8ePHY+/evRka8i1btsTcuXPx4MEDfD5jDvZTdXArKcUT7/F4/GqkcRyHGKeMJf86MKqBBQYdvPdRjYiI/uIPcGXDEfZyZI5qoWcFdUGtKJQ9U6MyMguV93g8qGIogciQJpgZvQWB7wyE49A53B0/EyzDQK/Xp9rHYDAgkbfjx/tb0GO7By2+/QAKQ6dp+PsKRVFIvnw6qEa8r9+J0qVLZ/kfgUAgPCmoqUXfffddqr4///wTPXv2RHJyct4PjEDIBsSYzwRJkkBRFFpYq2F/8kVQFAVr16ZQ3Dzse/9JNSGlKMpvpZzyGkVRQNM0jtzzwCUqaFten6uFCqPRiH/++QfdunVL5Y0dPHgw5s2bl1Iey+nMsxJ/giCghEWH3lWN+P0fOxSkhPU7HA6ULFkS77//Pi5duoR9+/Zh1KhRCAgIyPB4J06cwCeffIIOHTogKCgIP/30k6Y/JCQE46a+jeC5fVFpzOdo8f4yTProo1Q6C1OnTkVYWBj69euHb7/9NlPPfunSpTFx4kScO3cO+/fvx/Dhw2EwGDC0jhkhRhrfH04Cy7J+DRlTFbnnnEgGp6Mwol5KeL1qmOj1erjOXodt3X6Ev/kswOj8WsNcr9cXCc8vRVEwGAyZvnuqhsNrJbojVkjG2roulP3xDcT/sRV3XvkOrE7nNejVsncMw2Damu8gQsZbrUeC9VPKw6OoYn7EmE+Nqu9RFEucEggEQkHltddew+LFi1NFRW3fvh3t27dHdHR0Po2MQMgcMpvKBNXTHmGtjvUJJ5AkuWCtUhpcxZJI2noU1i7amvU6nc6bh1zYDQm1vvyumw4UN9OoGcbmWBDLYDAgISEBPXv2hM1m0/RFRkZi/vz5kCTJrx7BtFDDk0c2sGLVnzHYcd2NjhU4CIIAj8cDj8cDhmHQrFkztGzZEjNmzMDGjRuxZMkSrF+/PtPxPu5hi4+Px48ffgUAiMZiAEBamfRZWTSxWCyIjIzE0KFD0b59e9A0naqUnMViwbjGVkzda8OrTQNQ2sz5TdSM4zgkuGUsOO3AyPoWBOgp3ItLhtVq9Xrl7361GFyFEgge0AEePxnyajh6UUl1AbSh9hnB8zwqmsPxdGhT/PhgCwYP+BhldTRuv/QNFFlG2R/Gg7VYUo7lEXB+2Tr8WfYehkZXRPm+LeB2u/1Wik5FrfhRFKImfI1anUIURb9cH4/HgzNnziAmJibdhTRSmolAIDyJDBo0CKGhoYiKitI4nI4fP46IiAhs2bIFlStXzscREghpQ4z5LCBJElpYqkKGgiP2K+gYUBvWzk2QtOEgAGhCYNW8eUmSCr3nSZZl6HS6lJJ05VNExHKiOK4Kt7300ku4f/++pq979+5YsmSJVzU/P+B5Hg1KmNCwBIdfTtrRpXIxTdlBURS9QoAMw6Bfv354+umnYbPZsGbNGqxduxZbt27Nk1CskJAQ9O3bF1FRUejUqRMMBgNEUfRqNaT124bUtWDWsWR8fyQJ07uE+CUfWjWefz2WBEUBRjewaMr3PeqVLzPzdSg6GoLbPxEsoih669gXFdR3KDve+ZVxR7Dg4R6M6d8RlI7GrRe/huL0gKtUCo7D52D/5xK+eS0IxlIBGN/r/7yiiP5GluU0Q/4JKXAc55dv4aJFi/D999+n+51SF6CJMU8gEJ5UunTpgp07d6JHjx6IjY31tl+9ehUtW7bExo0b/V5im0DILiTMPgtIkoQK+mIoyQbhQPIlAEBAl6YQ7j6E+/wNjdFe1PLm7yWLuBAnol0FQ44MQDVEeMmSJVi2bJmmr02bNlixYgVomvabtzgrqEr0oxpYcOCOB6ce8GkaG4qiQBAEOJ1O2O12GAwGPPfcc1i+fDliY2Oxc+dOvPXWW2jUqJHPvMJGoxEdO3bElClTsGvXLkRHR2Pu3Lno1i1F0M5ut8PlcqVrhPE8D4MOGNfEihXnnbieKPpFzIXjOCR5FPx2yo7n66aE9qsGiRpSHfP1Eq9X3p96CJIkwWAwFPrImEdRxdGyYmzzPI+yXCgGhrXAjAebsTz+MAIiW6PcrxORtPUIEpbuQGLFAEz5ow52d7Lgw2rPwqoz+j28HvgvaqIoLbT4GvXviS8jJLZu3YqpU6eiRIkSeOedd6AoCjp27Ijx48ejdevWUBQFXbp0KZRl6QgEAsGXNGnSBPv370eFChU07TExMWjXrh22bduWPwMjENKBGPNZQJ1AR1ir42DyZVAUBXNEHdBmA5K3Hk01MaUoKk88XP6GpmnsvukBTQGtyxly9JsMBgPu3r2LcePGadpDQkKwZMkSsGzOQ/d9Cc/z6FnViBqhDCbvSfSGhaeHoijged5r2MuyjFatWuHLL7/EsWPHkJycjGrVqmn2MZcIAhNmBijta8dxHAICAlCsWDFNe/PmzZGYmIjt27fjgw8+QMuWLSGKIhwOB1wuV5bLyvE8j+fqWBBmovGdH3LnVa/8vNN28JKCsY2smrHp9Xq4zl2Hbe0+hL/5bIpX3k+6EkVJxf5xOI7LUqi9mjryTqm+aB/wFN64uRD9Ln6DG53K4qmby3H3wNt4YUwybofJWFr1NQwIa5ln76AasVQU74+vyKrgYXaYP38+QkNDsXTpUgwfPhxASrm6MWPGYM6cOfj666+xY8cOlCpVymfnJBAIhMJKtWrVcPDgQdSvX1/Tbrfb0aNHD/zxxx/5MzACIQ2IMZ9FZFlGC2tVnHXdQYLoAK1nYWlbH0lbj4KmaY1xpIba+zv31J+oIfY7b7pRvziHYAOd7cmlajSOGDECiYmJmr7Zs2ejZMmSBcKQB1KE8BRJxEdtgnD0Ho/1l11ZDgVWPfYulwt2ux0OhwOKoqQy5sUyZjSetxId5t1Ggi3ZG+7u8XiQmJiIsLAwzfa1a9eGLMtwOBxwOBxwu905qguveudfaRKAlRecuBQn+DTMmWVZOAUFv5ywY1BtM8JNtNfzroqsxXyVN155NcS+KBqLDMOAZdksRf243W5YFA4/VByBZVVfh1sR0PviVxhw4we8cO1nNLJUwtaa76GZuUqGkR2+RhRF76IEIW1oms7yfc4qFy9eRIcOHWA0Gr1tjy4K9e7dG82bN8ePEvBd4QAAi0FJREFUP/7os3MSCARCYaZEiRLYvXs3OnTooGkXRRHPP/88vvrqq0I9zycUHYgx/xjpKWCrIngKFByyX4aiKLB2bgrnkfMQE5JThdpLklSoFYllWYYoK9h3y432FQxQFCVbv4eiKOj1esyaNQvbt2/X9A0ePBgDBgzIE7Gt7JCYmIg25Q3oXMmAT/bawMtUjkLS1bzlx3NPPcfu4tLKW/iyUygCLCZIkgS32w2Xy4UZM2bg/Pnzmu379u2ryTvPDTzPY3BtM0pZdPj6YJJPc8o5jsPCMw7YeRkvN7JCFEXvfQ0ICMgzrzxQtFTsH0d9p7L6PLjdbjidTjQxVcLGGu/g07IDES3Y8HGZZ/BbpRdhVfRwOBx5lhKkPhNFSZjQX7As69NvoyiKCAkJ8f63wWBAUlKSZpvq1avj3LlzPjsngUAgFHYCAgKwceNGPPvss6n63nnnHbz22mtFJq2WUHghxvxjGI1GBAQEpPLsiaKI0lwIynKhOJx8BQAQ0LkxIMtI3nEslTEvy3KhfsEpisLpaB42j4I25fTZ9tzp9XrcuHEDb7/9tqa9dOnS+OGHHyAIQoFLRXC73RBFER+2DsQDh4RfTiTnyosYFRWVKnQ+Yd5YLPzybZw6dQoulwvHjx/Hiy++iNdff12zXdWqVdGmTZuc/pRU8DwPllbwZosAbLziSlcXILtwHAe3BPx0PBnP1DKjlFWnqStvNBrxcPpf4Mr73ytfFFXsH4dlWVAUleVviyRJcDqdED0Cng9rjb1PTcbwYm3h8XjyPCqGlKTLOlmtXpBVwsPDERMT4/3vUqVKpVo8vHfvHtEyIBAIhMfQ6/VYtGgRxo8fn6pv5syZGDhwYJ5ozhAI6UGM+cewWCyYO3cuDAaDJnRekiQoioLmlqo4aL+UYjSUCoOhdiXYd57UbKsaf4XdmD90l4eJpVCvOJet36KGiU6aNCnVB27evHkIDAwsMOH1j+N2u1EpiMHwehbMPJqMh86cKW/TNI2goCBEvT5c067IEmbMmIFGjRohJCQErVu3xsKFC1PtP3HiRJ97l3mex9M1TKgWwuDLAzbodLpcT945jsOSfx2Ic8kY1zjFK68aIBzHQbgfh8Q1+xA2tq/fvfJFOcRehWGYLAvhPYogCLDb7V6NB3/eh/RQS9L5Uq+hqKIuevjqb0idOnU0XvfWrVvjxIkTmDNnDi5fvow///wT27ZtQ506dXxyPgKBQChK0DSNb7/9FtOmTUvVt2LFCnTu3Bnx8fH5MDICgRjzqXC73XjxxRdx6dKlVCHWsiyjubUKzrvuIVF0QlEUmFs8Bcfhc6kUmmnav4aLP1EUBTRN4+AdDxqX5MDqsu4JBFJWMc+cOYNFixZp2l9++WV06tSpwBrywH8h8uObBYDVUfjqgC3bBghFUTAajTjtvIUd3XmU7ds8W2MYP348nnnmmewOPVMEQQAFBW+3DMSeWx7sv+3OlXee4zjwEjDrWDL6VTehQhCj8byzLIu43zeCNnAIHtTZ7+9DUVSxTwuWZSHLco7CsPNzgVGSJL9UUiiKZKd6QVbo1q0beJ7HnTt3AAAvvvgiSpQogenTp6NPnz6YPHkyTCYT3nrrLZ+cj0AgEIoib775JhYvXpwqAnD//v2IiIjAjRs38mdghCcaYsyngSzL+PTTT1MZcZIkobmlKpT/1ZtXFAXmprXAX7sHISZBY8zrdDqNl7IwoSgKJFnB0XseNC+TkqOb1d+hepQ+/PBDjbFhtVrx8ccfg+f5Ah+xwPM8AvUUJjQPwJ9nnfgnmofRaMyykWg0GnFHiMfwq7NRmSuFkB6LUbPfK5nuzzAMpk6dismTJ/vgV6SNx+NBt8oGNCjO4vP9SZmq9qeHamzMPp6Mh04JrzXVeuVZloXCi4ibtxHBgzqBthr9niuvRoQUdVS9g4L+Hj2KLMs5ftaeVNSUCl/kznfu3BmbNm1CmTJlAKRUE1m9ejXefPNNDBgwAG+88QbWr1+P6tWr5/pcBAKBUJQZNGgQNm3ahICAAE37hQsX0KJFC5w8eTKfRkZ4UiHGfDosWrQolXdekiSU5UJRmgvGQXtKiTpTs1oAAOeR86k884VVBE9RFJyLFZDMK2heWp9tr/yhQ4ewZs0aTfuECRMQEhLi15xpX6EoCjweD4bUMeOpYixeWBuLu8myRgk6PYxGI5IVD4ZdmQUjpYfz1NMwMAbs+mM6zp07h1deeQXBwcGafYoXL4633noLp0+fxmuvveZXz7JqcL8TEYiTD3hsvZYz77zBYMANm4QZR5IwtqEVlYMZb115IMVrb1u1B1KsDaGjemtE8fyBIKQo9D8JxqJOp4Nen30di/xETYEgOdlZR71e/rrPgYGBGDVqFKZMmYIxY8agePHifjkPgUAgFDU6duyIvXv3pirn+eDBA7Rp0wabN2/Op5ERnkSIMZ8OaXnnRVEERVFobqmKw/+rN8+VKQa2dDE4Dp9LZcwrilKovGcqFEXh0B0PDDqgfjby5dUc7Pfff1/THhYWhvHjx+eorFp+IQgCaMhY0C8MeobCoFWxiHcDJpMpze0pioLJZIKLEjDq2s+IFZMRfPVZxCUb8Ue/MIQZKZQpUwaffvoprl27hnPnzuHo0aO4cOECLl68iA8//NDrNfM3PM+jdTkDIsrq8eUBG2RkT7VfNTLe/zsB4WYdXm9m1ajuq+JdsXPWwNqxEQxVy/h1EUdRFCiK4tNyewUdjuO8v7swoIbYF/UUCF9C07TPFm1mz56Nu3fv+mBUBAKBQACAunXr4tChQ3jqqac07Xa7Hb169cLcuXPzaWSEJw1izGfAH3/8gcuXL6fyzje3pNSbt4lOAICpWS04j5wHRVGphPAKk/dMhaZpHLrrQYOSeuiZrOfL6/V6bN++HX///bem/d1334XFYtF4bgsDLpcLYQZgSVQxOHgZz62OhUOkUnnodTodzGYzrvEP0fvC1zjrvIOnHg7C+dtWzOsTikpBOjidTq/hpdPpUKZMGVSvXh2lSpXKc0EwURQhSRLebxWIK/Eiph1MAsdxWfaa6vV6rL3kwu5bHnzSPgh6HTT3lmVZOI+ch+vUFYSO6eP3CJUnQfjucdTfWxi+L2qVAZIvn33Ua5bbRZvvv/8enTt3xvPPP49ly5YhOTnZF8MjEAiEJ5qyZcti3759aNu2raZdkiSMGjUKkyZNKjSL7oTCCzHmH8NsNnv/f1reeUmS0MxSBTIUHHVcTcmbb1YLrn8uQ3bzqfLmeZ4vVC+yLMuQFQWH7vJoXprLcn15hmFA0zTee+89TXuZMmXw8ssvF4rw+sdRFAUulwtlrTQWRxXDnSQRI9bGQkCK8a7X62EwGGAymbDZ9g96X/wKNEWhh30s9v0bjhndQtC4JAeXy1XgngG324264SwmRgRi5tFk7LjhzpJ4nF6vRzIPTN6diB5VjOhU0agx5NW86Ng5a8FVLgVrx0Z+v/eiKKaqPlHU8aXX1t8IggCO456oxRZfwTAMWJbN9X3+6quv0LJlS5w8eRKTJk1CREQEXnvtNfz999+F4hkiEAiEgkpQUBC2bNmSZi36qVOnYtiwYYVyDkwoPDw5s98sMm7cOM1///HHH7hy5YrXQyJJEiroi6EEG4RDyZcBAOZmtaDwIlynLheJvPlLcSIS3TKal8m6saDX67FmzRocPXpU0z5p0qQU1fNC+iFTDfrqITrM7xuGU9ECev8ZgzknHYhx06AZHb64uwZjrv2CslI1JB9+Hn8eM+KjNoHoWcUIl8tVIO+/LMvweDwY28iCLpUMeG1zfKa6ADqdDhzH4auDNjgEBVPaBkIQBM0zwrIs+LuxsK3dh7DRfSArit+F755Ur68atl7QU3lkOaW8Iwmxzz4URflk0aZPnz749ddfsWfPHkycOBFVqlTBli1bMG7cOLRq1Qoff/wxTp065ZtBEwgEwhOGWot+4sSJqfoWLlyIbt26ITExMe8HRngiIMb8Y0yYMEGTFy1JksY7rxoPzS1VcMh+BRRFwVCrAmiLMc28eVmWC/xk+3EO3fWApYFGJbKWL6/T6UDTNL766itNe5UqVTB8+PBCa8iryLIMl8uFxiU5/BkVhnIBOnx1wIZmiy7hqf1f48cH26C70QGXD/RERKkAbBoUjtENrfB4PAX63guCAEkUMb1LCAL0NF7cGAdRodPMPec4DkajEXtuujH/HwfeahGAkhZdqtQJlmURP28DaKMewc92gt1u9+tvEEUxWykCRQmWZaHX6wt0CUxRFKHT6Z6IKgP+wpeq9iEhIRg2bBhWrlyJTZs2YcyYMTCbzVi8eDEGDRqErl27+mDEBAKB8ORB0zQ+//xzzJ49O1Wk4M6dO9GyZUtSuo7gF4gx/xhhYWGpvPMLFy7EtWvXvKJTkiShubUqzjhvIVlygWJ0MDWqDsfhc6Bp2uuBUv+3IBt0j6PWl69XnIORpbM0do7jcOLECRw8eFDTPnnyZOh0ugJtbGQVWZbhdDrRqASL3/qE4auB0TA3+w0il4iS15/H+DKdcWxkKXzXNQS1Qmk4nc4c/W6Korzl/fIibNztdiOAA+b0CsWFWAFT9iSC4ziYTCavkWwymUAzHL4+mITnVseiVTk9RtRP0UB41MDwlqObv9lbjs6fxryaAvIk1JZPD4PBkOVUmPzgSV5s8RX+0keoWLEixo8fj+3bt+ONN96ATqfDrVu3fHoOAoFAeNIYO3Ys1qxZk0ow+fz582jevHmqCFYCIbcQY/4xPB5Pmt752bNne3M+JUlCC0tVyFBwzH4NiqLA1DRFBE9RlFTe+cJizKrq2IfvptSXz4qRoBqfP/74o6a9VKlSGDBgQKH3yqtQFAWDwQC3IuCtm4sw/s5v6BBUA8cafogj/Zvh1SZWBDAS7HY7XC5XhosgiqLA7XbD4/F4Q5BNJhMsFgssFgtMJhMMBgPMZjNMJpPfvZoulwu1i7H4uF0Q5p92YMTaWKy65IZLYWEymXDXriBq2UP8cDQZE1oEYFG/MECWUj3XLMvCtn5/Sjm6F3pq6s77A1X47kn2+rIsC47jCuQ35kmsMuAP1G+Pr9+l69eve4Xxpk+fDlEUUbZs2Rwd6/Tp0xg9ejSaNGmC+vXro3///li3bl2OxyYIAvr27Yvq1aujW7duOT4OgUAg5Ae9evXCnj17UKJECU17dHQ02rZti9WrV+fPwAhFEqJI9BgulwvFihXDmDFj8N1333nb582bh08++QQsy0KSJFQ0hCOcCcAh+2W0C6gFc7NaiPl6MTyX70BXobjXi6LWCZZlucALdCmKgmuJEh46ZbTIYn15juOQkJCAxYsXa9pffPFFMAwDt9vtr+HmGWrZuRgxCUOvzsINz0N8Xe45DAxtAVEU4XQ6sxV94Xa7wXEcOI5L8awmO5Hw1054Lt+G59p98Nfugr8dA1PjGggb1RsBvVtCb0kJp/aHoKKaP/9cbTNkBVh2zonXtiSAoRPQrLQep6N5BBtorBpQDA1LpOgfPL5Io5YljP99I8wRdWCoXg4Oh8On43wcURRhNpsL/HvlTygqpbqCzWaDoigFKkLhSawy4C9YlvVJdENcXBzWr1+PtWvX4ty5c1AUBYGBgRgwYAD69u2Lhg0bZvuYhw8fxsiRI8GyLHr27Amr1YqtW7diwoQJuHv3LsaOHZvtY86aNYtECRAIhEJNo0aNcOjQIfTs2RNnz571trtcLkRFRWHatGkYP358gfq7TSickFnWY8iyDEEQMHbsWI0xHxsbi5UrV2LAgAFwuVygKArNrFVx8H/15k2NawA0DefhcwisXMq7H03T4Hm+UBjzQEq+vI4CGpfiIEmZe/tYlsVvv/2mMdpZlsWYMWMKpLcwu9A0DaPRiKueGDx/9QfIioK11d9CdUNJuN3ubIe+ejwe6PV6BAQEAIqChD934MGU3yHZ7NBXLg2uUikE9IoAWyIESVsO49boL8EUD0bI0O4IHdkTprBATZk7XyEIAhRFwZDaJgyta8F9u4QtV13YetWFPtVM+KB14P+3d9/hUVRtG8Dv2Zntmwahhl4Sem8BfAFFkS69KSiiIoKCoICCAiJgBQUUBBFQUKqACAqoqPTee++hJKRsn935/si3K8smkIRNWbh/17WX73tmdvbsIdnNM+c8z4FJDVgsljRnCNVqNWxHz8O85RBKzB4Ol8uVreklLpfLW9H9UadWq73LsPPSKgXebAkcT/HJrP5OrVq1CqtWrcK2bdu8PyfNmzdH+/bt0aRJkyz/3MiyjFGjRkEQBCxYsACVKlUCkFpItnv37pg6dSqefvpplCpVKsPXPHz4ML755huMGDEC48ePz1K/iIjygpIlS2Lz5s3o3LkzNmzY4G1XFAVDhw7FyZMnMXXqVN70pgfCv7LSYLfbERMTg6ZNm/q0z5gxw1vszbPU/oDlAswuG8RQA3SVSnnz5j1UKpU3zz6vU6lU2H7ZgaoF1TBpVPcNVCVJgqIo+Prrr33aO3XqhMKFCwd9MO/JF99tOYsOJz6DSaXHyphhiNYWhsViyXQg73Q6odfrERoaCuuB0zjd8i1cGjgZpv9VR4U9cxC9+WuU+n40iozti/z926PsykmI3vw1wto0xM2vluNks9fhOHkpNYc9GwIkWZZhNpthsViQX+NC76oGLOxYAB83j4Be5YLZbE4zkBcEAZIk4da8tZAKhCO0TcNs/7d3OBzQ6XT8AsR/N5zy0u8b95YPLE9V+6zO4Lz99tvYtGkTqlWrhjFjxmDz5s2YOnUqmjdv/kA3gLZt24YLFy6gTZs23kAeAEwmEwYMGABZlrF8+fIMX8/hcGDEiBGoXr06nn322Sz3i4gorwgLC8OaNWvQt29fv2MzZsxAmzZtkJSUlAs9o4cFg/k0eGYV714e+M8//+Do0aPepfYNTOXhghu7zGf/f7/5ijDvOOLNI/cQBCEo9vJVFAVbL2U8X16j0eC3337DmTNnfNoHDhyY7fnS2U0URej1evyeeAA9Tk5FBX1RLIsegoJiaLqz0/ficrlgMBhg0OsRN2E+Tj3+BlzJFpRZNQklZg2HumgkHA4Hbt68iaSkJG9QLZYriqIfD0DMrtmQIkJwus3bsB86m20BvaevdrsdZrMZKSkpSElJuWe6hFqthmKxI+GnPxDx7FMQ1FKObEfHWfn/ePZxzysBPfeWDzxPfYSsGDRoENavX4+FCxeie/fuqSuDAmDHjh0AgMaNG/sda9Sokc85GTFt2jScP38eH374IZeeEtFDQ61WY/bs2ZgwYYLfsd9//x2NGjXC+fPnc6Fn9DBgMJ8Op9OJDh06oECBAj7t33zzDSRJgsvlQjldIURKIdiafAIAYKhfCY5TlyHfSvQrgpfXC8EpioKLSS5cTXGhfgby5VUqFURRxLRp03zaq1evjoYNs39mNjt5Ck5tSzmJV8/MRvOwKvih3EAYocnSEndFUWA0GqGWFZx/fgKuf74Yhd/tjei/p8LUuJr3PM9WY57t3lwuF2w2G8xmM1SRYSjzy0fQlCyM0+1GwLLjKAwGQ7ZXCfcUMbsXtVqN28v/hjvZgvx9Wmb7jSvPrHxeWlKe20RRhE6nyxM3DT03Arm3fGCJogij0Zil57722mtZLm53L55tlkqWLOl3LCwsDBERERn+A/XAgQOYPXs2Bg0ahNKlS2e6L57PKj4C8+CYckyD4RFMYwoAI0aMwE8//eQ3GXHo0CHUr18f27dvz/U+5vY4PWyPnMBpk3Q4nU6YTCa88MILPvunz5s3DxMmTPBuQVfPVBY7Uk5DEAQY66cuMzTvOArjk3W8zxFF0Tvbn5e3aNp6yQ4BQL2i2vvmy2s0Gpw6dQq//fabT/vAgQOhKEqeCCqySq/X46IzHq+cmY36IeUwtfQLgOyG1WbN9LVUKhV0Oh1cV+NxutdYOM5eRakF7yH06fp+53oK7TkcDjidTm+wqigKLBYL9CF6lFk+Aed6jsHZzqNQasF7MD5WPUsrBQLFk3Zya+4ahDSvA02JQtla+M6zfFun02XbawQrrVYLq9XqLTyXWzyvzyX2eY/FYsEff/yBo0ePIiUlBUajERUrVkTz5s39tlHKCM/WkyEhIWkeN5lMuHbt2n2v43A4MHLkSFSsWDHNpagZkZiYmKXnUfo4poHHMQ28YBpTtVqNrl27okSJEmjfvj1u3LjhPRYXF4emTZti3rx56NKlC6xWq3dyJycF03gGg4iIiGx/DQbz9yDLMl566SWfYD4hIQFLlizBs88+C7fbjXqmcphweQVsbie0xQpCXSQ/LNuP+ARrdxbBy8vB/O6rDsTklxCuU8FiSX9m3pMj/fXXX/vcdQoPD0fPnj2DelZer9fDAgf6np6BUEmPr0v3g+BSYM1CVX5JkqDT6WDZdRznn/sAglaNsr99Cn2l9GedPLNvSUlJ3kDZw2q1Qm/Qo/TicTj33Hic7TEW5dZ/Dl1MCVgsliy93wel0Whg2XsC1r0nUWrh+3C5XNl6Y8HhcECr1XL5dhokSYJer4fZbIYoirkyK+65kRcaGsrCd3nMhg0b8O677yIpKcnnc1sQBISGhuKDDz7AU089lSt9mzJlCs6fP49ly5Zl+TsyLCyMK0ECRFEUJCYmckwDiGMaeME8pg0aNMC2bdvQpk0bHD161Ntus9nQrVs3HD9+HKNGjYJer8+xPgXzeOZVOTUzz7+27sHhcKBcuXJ48sknfdpnzpwJlUr1/8F8WTgUGfst51NnVutXgnl7at68549Zzy9FXi6CJwgC9l5zoFaR1Hz5e/XVk5s7d+5cn/a+ffvmuUJcmREaGgqVJOL1s3Nx1ZGA78q8ilBBB6s18zPyGo0Ger0eCT/9gTNt34amVGGU3zDlnoG8h1arhU6nS/OOrNVqhUstotQPo6EtXQQXXpgEWB25MlPtqQ1x67s1UEcVQMiTdbL1397tdkNRFOh0On7RpMNTFDC3VsZ4VpRwVj5v2bt3LwYPHgyr1YquXbvi888/x/z58/H555+jW7dusNlsePPNN7F3795MXddkMgEAkpOT0zyekpKS7qy9x+HDhzF37lz0798fMTExmXr9OwmCwEcAHxxTjmkwPIJ5TMuUKYMtW7b4xRgA8N577+G5556D3W7neAb5IycwmL8Ht9sNl8uFV155xad9y5YtOHToEARBQCV9MZhUOuxMOQ1FUWCoUwHW/aegOGW/Inh5Ocg1O9w4dsuJmoU1951ZVavV+O233xAfH+/T/uqrr0KW5Ry7ExVIkiQhLCwMH19ZhT+TDmN66b4opyuUpUBer9dDI0q48s43uPTa5wjv8jjKrJwEqUB4hp4vCIK3wF1aQZnNZoOikVBizkg4r9zA5WHTcmU/b7VaDXeSGbeX/418fZ4GVKps/Rn3zMozVz59nh0YcuP30HMTUK/Xc1Y+j5kxYwbUajWWLl2KsWPHolWrVqhXrx5atWqFMWPGYMmSJVCr1Zg5c2amruvZci6tvPjExEQkJCSkmU9/p+PHj8PlcmHq1KmIiYnxeQDA2bNnERMTgzp16tzzOkREwSY8PBy//vqrX8FtAFiwYAGaNWuWoVQlerTxL677cDqdaNeuHQoXLuzTPmvWrNQicIIKtU2lsSPlVGoQVisais0B27HzPn/QiqKYZwNdRVGwP84BtwLUKnzvvYwFIXU2dsGCBT7tjRo1Qrly5fL0DYv0CEJqDvbahH34Km493o3qgKahlWC1WjP17+UtUJVkwdkuo3Fz1ioU/ehVFPvyDai0mQtAPUumPfu/381qtUJbvhiiPh+E24v/QsKC9dDpdDkaRGk0GtyatxaQXcj3XItsn5UHUm+U5NSdzmCl1Wp9CinmFM7K51379u1Dq1atEB0dnebx6OhotGzZMtMz83Xr1gUAbNq0ye/Y5s2bAQD16tW75zVKlSqFzp07p/kAUvPxO3fujGeeeSZTfSMiCgZqtRpfffUVJk+e7Pf3zbZt21CvXj3s378/l3pHwYCJp/fhdDqh1WrRt29fny0lFi1ahM8//xyCIKCusSxmxm2AS3FDX7UsoFLBsvckwiuV8p7vmWXNq3nze685YNIIKJ9PgsN+723IkpOTsWrVKp/2Xr16eVcyBBudToc4ORFvXViAVuE18FLBx2G32zP1XrRaLTQaDVK2HMSl1yanbju3/EMYG1fLcvCp1+tht9u923zdSVEU2Gw2RHRpBvOmA7j89lfQ1yqfY/nzarUailPGrZmrEN65GaSCEdla+M5ut0Ov13NWPgMEQYBer4fD4cixopueWXmTycRZ+TzIarUif/789zwnf/78mV6JFBsbi+LFi2P16tXo3bs3KlasCCB1ef1XX30FSZLQoUMH7/nx8fFISEhAREQE8uXLBwCoVasWatWqleb1ly5disjISHz44YeZ6hcRUTARBAGDBw9G+fLl0aNHD5/UpYsXL6JRo0b44YcfeFOT0sS/ujJAlmX07t3bpy0uLg5///03AKCeqRyS3TYcs16GyqiDrkIJWPee9Pmj1pNjnxeDXUEQsOeaA9ULaSCqhHsus5ckCT///LPPvuOSJKFLly5BOSuv0WggiCq8cW4eDCoNJpXoCVmWM/xeJEmC0WiEaJNxedh0nGkzHFKhCJT/Y8oDBfJA6s+MwWCAy+VKc3ZelmU4HA4UndQf2jJFvfnzObH/ukajQeKKf+G8egsFBnTI1lUnTqcToihyVj4TPDUbcmpLTIfDAY1Gw1n5PCoqKso7U56erVu3IioqKlPXlSQJ48ePh6Io6NmzJ0aPHo2PPvoI7du3x8mTJzFw4ECfbeYWLFiAVq1a+a3sIiIioHXr1tiyZYs3hcnDbDajQ4cOmDBhQp5c4Uu5i8F8BjidTsTExKBmzZo+7T/99BMEQUANY0moBdGbN6+vGQ3L3hMQhOAogqcoCvZcdaBWYQ0URUk3mPfsLX/3H2ItWrRAZGRk0G1Hp1KpoNFoMCNuA7alnMIXpfogTKX3uVGRHkmSYDAYoNfrkbJhF0407I+ExX+i6MevouyaT6CKigxIH++3ZNput3vz5x2Xr+PaB3Oh0WiydTZWkiQIgoAb05fD9Hht6CqVyrYbOZ7q6Hq9nhXsM0mn00EUxWy/yeZ2u+F2u3mzJQ9r1aoVDh8+jOHDhyMuLs7n2PXr1zFixAgcPnwYrVq1yvS1GzRogIULF6J27dpYu3YtFi5ciPDwcHzyySd49dVXA/UWiIgeCVWqVMH27dvRqFEjv2PvvvsuevXqlaV6TvTw4l/HGeDZbqt79+4+OYXLli3DtGnToNdoUN1QEttTTuP5gk1hqFkeCYv+gNvmgCiK3uBY9f8FwnJyq4n7URQFl5NduG5xo1aRe+fLq9VqXLt2DRs2bPBp79WrV7ZvSZYd9Ho99lsu4NMrv2BAoSfRwFT+nkvUBUHw7p8tCAJS/tiNG9OWIeWf/Qh5ojaiJg+COqoAzGYztFptQAKbjCyZtlqtMJYvhiKj+uDKO98grF1jGGIrZ9uyd41GA/O/+2E7eAall42Hy+XKtptUnhlf7iufeZ5VI8nJyd4bcYGmKArsdjt0Oh1n5fOwl156CZs2bcLKlSuxZs0alCxZEvnz58etW7dw/vx5OJ1OVKtWDS+99FKWrl+tWjXMnj37vucNGjQIgwYNyvB1jx8/nqX+EBEFs4IFC+KPP/7AK6+8gnnz5vkc+/HHH3Hy5EmsWLEi06up6OHEmfkMkmUZXbt29WmLj4/H+vXroSgK6pnKYofZMzNfHpBdsB484/MHtCdvPq8tkdlzLXUp7v2K30mShMWLF/sE7UajEe3atQu6WXmtVguL4sCgc9+hsqE4hhZtg6SkJL/3L4oitFotDAYDTCYTNCoRiUv+wsnHXsPZru/BlWxBybnvoNTicVAVzoebN29CEISA5nbfb8m0J6DK/3I7GBpUxqXXpwC27Flu7wkKb0z/GbrKpWFqWjPblnJ70gs8lf0p8zw/uw6HI1tuttntdqjVahiNRs7K52E6nQ7ff/89Bg0ahEKFCuHUqVPYvn07Tp06hcKFC2PQoEH44YcfeNOMiCiP0Gq1+O677/Dpp5/6fb/u2rULdevWxfbt23Opd5SX8C/kDJJlGaVKlUJsbKxPu2epfV1TWVx3JuK84yZ0lUtD0Eiw7jvpV9E+O2cxs2rPVQdKhIqINIjp9k0URahUKr8l9s888wyMRmO2L+UN5H6Nntn19y8twXVnIqaWeh4qt+8ssNFohMlkgsFggHArGYk//oHzfT7EkfI9cPHVz6COKoAyqyah3IYpCGnTEDabDbdv3/ZWoQ+0+y2ZdjqdcLndKD51MJxXb+Ha+PlQq9UBn43VaDSwHb+A5PU7ETmgg3cZfHZwOByp2/xxxjfLPNsc6nS61JSMAN5IdDqdEAQBJpMpTxb1JF8ajQavvfYaNmzYgF27duHvv//Grl27sH79erz22mv8PSMiymMEQcDQoUOxevVqhIaG+hy7evUq/ve///nN3NOjh8vsM+jOpfZbt271tq9YsQJWqxV1jGUhQMCOlFMolT8WuiplYN17ApFiW++5KpXKW/U5r+T/eorf1SqS+odcerN3kiTh5MmT2LFjh097r169ArraQKVSQa1We/Oy7w7gPTn9nv/e+chIH1QqFXQ6HX5N2IPFt7bh05LPopS2AARBQIECBeBKMsN68CSsB07DdvA0LPtOwX7sPCAIMNSOQYGBHRHWtjF0FUrA5XLBZrN5dylwu90ICQnJlllkz5LppKQk742Vu9lsNhjLFEXhd3vj6nvfIqxdI+jrVQzYcntPmkHcVz9DKpwP4Z2aZNusvN1uz7YbI48aQRBgNBq9P6+BGFPPTcmQkBDuMBAEdu/ejXXr1qFfv34oUKAATCYTTCaT9/iNGzcwe/ZstGzZEjVq1Mi9jhIRkZ9WrVph69ataNeuHU6fPu1tdzgceP7557F//358/PHHeSa2oJzFf/VM8Cy1HzJkiDfoTUlJwZo1a9CpUyfE6IpgZ8oZdMnXAIYa5ZGy6QCA/2bkPfLSzLzDpeDQdQfaRYfdMyBWq9X48ccffdoKFCiA5s2bZ2hm1rM8+85A1Ol0emeaRVGERqOBJElwXLqBm8s3Qo5LgCvRDFdiClyJZoihBqiLFYSmeOpDXbIwtGWKQgwxAIC374qi+LwPzw0Bz82Bq44EDL/wI55WV0CLHcD1gz/CeugMbAfPwHH+Wuq5WjV0lUvDWL8SCr7ZFSHNakHKH+adibZYLD7/jp6t07Jzdkur1UKn06UbkHmW20f2b4/EVZtx8fUpiP57WsD2HNdoNJBv3EbC4j9R6O2eENQSnCn3LxaYWZ6fCc74Bo4oiggJCUFSUhLsdvsDpWB4fs6MRmOO7JxAD27u3Lk4fvw4Ro4cmebxAgUKYOPGjYiLi8OUKVNytnNERHRflSpVwvbt29GtWzf88ccfPscmT56MQ4cO4aeffvJu+0mPDgbzmeB0OlG4cGE0bdoUf/75p7f9p59+QqdOnVDPVA6bko+lFi2rWR63vlsDV7IFoua/YD4nqktnlKIoOHLDCbvr3vnynjt9dy+x79q1KyRJumf1d7Va7S0G53DL2G+5gF3mMygohaJNRC2YtFooigKVSgXrkbO4MnUZbi/7GyqtGuqiBSCGGSGGmyAVjIA7MQUpG/fCcek6FMt/walUOB+0ZaOgKVkYYrgJYqgRYqgBKpMBisMJV4oF7mQr3ClW2C5fx+Cnr0CKdOP5l37HheS1EPOFQl+1DELbNIS+Smnoq5aFNro4BEn0rgCQZRl2sznNlQs5tXWaZ8m05yZIWjOinvZiUwfjZJOBuDr2O0RN6g9Zlh/oJpJnxcSVzxdBkETke75Vtvwcu1wuyLKM0NBQLvsNMEmSYDKZkJKSAqvVCq1Wm+lVJC6Xy1vwzmAwME8+SBw8eNAvRexuderUwZYtW3KoR0RElFn58+fHb7/9hmHDhuGLL77wObZ+/XrUrVsXK1asQNWqVXOph5QbGMxngmcpdffu3X2C+dWrVyM5ORn1TGUx/+Y/uOFMQkjNaEBRYD1wGtp6Fbzneorgud3uPFHUa881BzQiULmABi457dlbSZKwd+9enDhxwqfdU8U+PRqNBmqNGjOvb8AfiYex13wOdsUJnaCGTXFi4pWVeLFgU3S6VRIpY35A8oZdUEcVQJGxLyLfs095Z9zvpigKXPFJcJy7Bvvpy7Cfugz76cuwHTsPV5IZ7iQLXElmKDYHIKogmgxQheihMhmw7BkD9sWoMONkfVSbVx266OKQiuSHIAg+S/btshMuu+2+RcM8gb7JZMqR5U2epecpKSneVIS72Ww2GMoXQ5GxL+LKiBkwNa6G0NaxMJvNWU6H0Ol0sO45gVuzfkGRsS9CDDfBFuBq+W63Gw6HgzO+2Uij0SA0NBQWiwU2m82b0pIRnh0VTCYT9Hp9nvj8ooy5desWChYseM9zIiMjcevWrRzqERERZYUkSZgyZQqqV6+O/v37+6Q7njlzBrGxsZg7dy46d+6ci72knMRgPpOcTic6duyIAQMGeJeX22w2rFq1Co93Sd2jd2fKabSMqQbBoIV1zwkYYit7ny+KoneWNLf/GBYEAXuvOVC5gAZaSYDZnv7M/M8//+zTVrp0aTRo0CDdWXlJkqDVavHR5VWYHrcOT4VVw/Ci7VDPVBaVDMVwxhaHb67/gY8urcLnVhkdqisY2mUoCjzTBJBEOBwO2C0W75J5RVEgCAJUKlXqf006SFVLQ1O9LMJUqjTHUpFdgKjyBryHLBcx+/gneLnAE2hZq4M379dms8HlciEhIQFhYWEZnm28c1uunMzt1uv1cDqd3te+m9vtTq1u/1JbmDcfxMWBk1G+Smnoixe859Z76dFoNFC5FVwaMhW6qmUQ2b89HA5HQIup3T2WnPHNPpIkISQkBJIkwWw2e2t4pJfS4HK54HA4IEkSwsLCeKMlCIWGhuLq1av3POfKlSswGNK+gUpERHnLCy+8gAoVKqBjx464du2at91sNqNLly4YOXIkPvjgA6YrPgI4tZJJsiwjf/78eOqpp3zaf/zxRxTRRKC4Jj92mE9DEEXoq5WDZe8JbwAKpAbQnqXbecGeq3bUKqxJt0+iKEIQBL9gvmPHjgCQZr68p8jc8ls7MC3ud7wT1R6zy76MFws0RSVNUQguBdG6IhjxixFzepxHx0MmLGmpwavV9+MmLN68dE/RwTtz4T3LsB0OB+x2O6xWK8xmM5KTk2E2m2GxWGCxWGC1WmGXnd5APV5Owatnv0W0rgjeKtoWTqcTVqsVDofDu1IiszwBTk5vy+VZbi8Iwj2r28uyjGJTB0PKH4oLfSdCkN2ZDsQEQYBGo8GNr1fAduQcik15HW4BAS18pyiKd5bYaDTm+k2uR4HnZygsLAxqtRqyLMNqtXp/Jzy/W1arFU6nEzqdjoF8EKtRowbWr1+fbkB/5coVbNiwATVr1szhnhERUVbFxsZi165dqF+/vt+xiRMnonXr1oiPj8+FnlFO4l/NmeR2u+FyudC9e3ef9nXr1iEpKSl1v/mU1EqThprlYd17EgB8AhRBEPLEvuy3LC6cS3TdN1/+5MmTOHz4sE97hw4d0nwPgiBAr9djj/ks3rqwAF3zN8ArBZvDZrN5q6qr3Aouvf4Frr43GxWe7YCJL3+ERdFv4KztOlof+wgHrRdhMBgyvWzd82/jCfidTickSYJTcKPf6ZlIdlkxo0w/SIrqgQvCeSr451aRNrVaDYPBcM9ceJvNBsGkR4k5I2E7cg5X35vtLTKYUTqdDo7z1xD30QJEvtIO+url7lkjIbPuDORDQkJ4BzmHaTQahIWFISIiAmFhYd6bKRqNBiEhIQgPD0dERAT/bYLcCy+8AJvNhh49emDFihW4fv06AOD69ev4+eef0aNHD9jtdvTt2zeXe0pERJkRFRWFv//+O83P799//x116tTB/v37c6FnlFMYzGeBLMto3769TwEyp9OJ3377DXVNZXHEcglmlw36WtFwnL8GOT7J5w9hlUqVbVt6ZZSiKNgbl9qHWkU099ySbsWKFT5thQoVQmxsbJrBvF6vxxVnAvqd+QY1jCUxoXh3b8E2rVYLSVDhfK9xuL3kTxT/eiiKvPcCnLKM2obS+LXCCBRSh6HTic+xLH4H9Hr9A80EajQaiJKIIefm44DlIuaU7Y8S6vywWq1ZviaQetPA6XTCaDTmapE2vV4Po9EIh8OR7r+f1WqFvlpZFJ3wCm7N+gW3V/wLnU6XoYDes/T68tDpkPKHotDI5+B0OgO2qsTtdsNms0Gr1SI0NJRbquQiURSh1WphNBoRERGB0NBQ7+4M6dVmoOBRp04djBo1Cjdu3MDIkSPRpEkTVKpUCU2aNME777yDmzdv4t1330XdunVzu6tERJRJWq0Ws2fPxvTp0/3+ljp79ixiY2OxcOHCXOodZTcG81ngqbb9+OOP+7SvXLkStY1l4IIb+y0XYKgZDQCw7j3pE8yLouidRc5Ne646EGlQoXiomGZfPNvI3b3Evn379mmuLtBoNLDBib5nZsKg0uCb0i9BdAvePcM1Gg2ujp6N5I17UerHMQjv+njqcni7HRaLBQXFECyJHoJn8tXFkPPz8f7FJRDUWasS783Zv7IKv97ei6mlnkdNQylYrdYHyvXOrTz5tHiWSut0Otjt9jTflyd/Pt8LrRDeqQku9v8Et5f/DZ1Od8/9wdVqNXQ6HW4v+hMpf+1B1GcDIRgCs8Xdnf3S6XSc9SXKAb169cLPP/+M7t27o3LlyihevDgqV66MHj164Oeff0avXr1yu4tERJRFgiBgwIAB+PPPP1GoUCGfY1arFb169cLgwYPzzI5aFDicCssCT8Xz9u3b4/fff/e2//rrr5gjzkGoqMeulDOILd0CYpgJlr0nYGz2Xy6iZ2be7XbnWhDjKX5Xs7AGgiCkGcxLkoSrV69i69atPu3PPPNMmudrNBp8G7ceZ2xx+LXCcESIRpjNZm8Offz3v+PmzJUo+skAmJrWhNVq9V5HURRYLBZotVp8UqIXqhpKYMzFJThsvYSvS7+I/AYTrFZrhmaFtVotNBoNfrjxL76KW4/3ojrh6fDqGX5+eu7O7c4Ls5WCIMBkMnlnudO6weDZOq/Y9DchqCVcfOljOM/HocCQrlCp/FMOdDodJFHEjS+W4Nr4+Qjv2gyhT9bNUvG8tHjy+Q0GAwwGA3PkiXJIdHQ03n///dzuBhERZZPHHnsMu3fvRufOnbFt2zafY1988QV2796NxYsXo0iRIrnUQwo0/hWdRbIso127dj5tiYmJ+Peff1HLWBq7zKdT88drlIN170m/IngAcnVmXlEUHIhzoHohjU+RuTtJkoRVq1b5tIWEhODxxx/3m5VXq9VwwY15N/5B+3x1EK0rAqvV6s2ht2w/gsvDpiPf8y2Rv29r2O32NN+/3W6H3W5H78jHvHn0rY59hP3W8zAYDPfcG1sUxdRl56Iboy8uxjsXF+H5Ak3Qr2CzdF8vM+Nls9m8W3vlpZlklUrl3RovvXx2m80GGQqKTX8ThYb3wrXx83DpjS+gFlQwGo3eGX6j0QjBbMO5XuNwbdxcFBzSBcWnvwmn0/nAP69ut9ub4hAaGspid0REREQBFhUVhY0bN+KVV17xO7Zp0ybUqlUL//77by70jLID/5LOIlmWERUV5Zdj6Flqv8d8Fm7FDX2taFj2pu7PfmcAeK9K5DnhQpILt+0KqhdUpzlbrfr/7d7uXmLfunVraLXaNIP5327vxxVnAl4s0MxbiV6v10O+chPn+3wIQ72KKDqpvzeHPj1OpxMWiwV1DGXwa4XhiNJEoPOJKfjoyircQAqMRiP0ej3UajU0Gg20Wi30ej0MBgP+STmG5kfHY9GtrXi/WCeMLdb5vq93P55AXqvV5tkl4Z7txkRRTDeVwG63w+FwoNDwXij+1VDcXvQnTrcfiRufL0LiT3/A9u9BmP/ai5NNX4dl+xGU+mkMCr3TGw5ZfqCid4qiwOFwwOFwQK/XIywsDDqdLk+sbCAiIiJ62Gi1WsyYMQOzZ8/2qz917do1NGvWDJMnTw7oNsOUOxjMZ5EnWG3fvr1P+8qVK1HbUAqJLitO2eJgqBkN+Vo8nFdu+sxCevabz41fIkVRsP//i99VK5R2JXtJkpCYmIg///zTp92zxP7OfouiCFEUMef6X2hgKo9KhmJwOBzQaDQQZDfOPfsBBL0WJb97B26VkKG8a7fbDYvFgkiVCYvLD0a/gs0w/8Y/aHjoPbx8ZhZ2WM9A0qoRL1hxxHkVf6QcxpBz8/HcqekorS2I9RXfRd8CTeGwOx4oz/vOQD63KtdnlFqtRmhoKLRabbopBQ6HA1arFeHdHkfppR9AsTtwc+ZKXBo0BWc7j8LZLqMh5Q9F+Y1TYWpex7tVWVZ4gni73Q6VSoXQ0NA8P4ZERERED4sXX3wRmzZtQokSJXzaXS4X3nzzTXTt2hVJSUkAwNWSQYo58w/A5XLhmWeewahRo7xtFy9ehOrEbahEAbvMZ9C5ZgwApObNt6jnPU+lUnn3N8+N4OZAnANRISIiDSIsFv9gV5IkrFmzxmdGW6PRoGXLlmkWvjtguYCd5jP4pvRL3mBfo9Eg7sP5sB89j3IbJkOVL8S7PV1GKIoCq9UKrVaLEUXb4/XCT2N5/E7MvfE3up38wu/8MNGAT0r0Qrf8sXC5XDCbzQ90s8ST2+1Zfh4MQeidM/QWiwVqtdqvsqlnT3FDo6oo/0fqOLrtTsjXbkG+lQRdldJQRBUsFkuWxs+zNaDL5YIoiggNDYVGo+GXBBEREVEOq1OnDnbv3o1evXph3bp1PseWLl2KAwcOYOnSpahSpUou9ZAeBIP5ByDLMipVqoSyZcvi9OnT3vZ1q39Dpe7FsCvlDHqUbAipcD5Y955EaKtY7zmiKMLhcHgDnpwkCAL2xzlRvVDqtmp3z+AKggBRFP2W2Ddv3hyhoaE+AbkgCJAkCd9d2ohimnx4KrwanHYHdDodrPtO4voXS1BoeC/oqpTJcgE1z/JwtVqNXvkb4dnIxtiWchJn7TdQSB2GQuowFFaHI59khIDUmf8HWVbvqbTuCUS1Wm1QLQlXqVTefHSLxQKn05m6Td8dP2eemx2edApBECAUjoBUJB8cbhec9swtq/cE8G63GyqVCmq1GiaTCWq1OujGj4iIiOhhEhkZiTVr1mDMmDEYP368z7ETJ06gfv36mDlzJp577rlc6iFlFafKHoBnhvrupfYrVqxAbVNp7DafSd0+rGY0LLuPpwZMdwU1uVEEz60oOHjdgeqF1GkWv/MUUlu7dq1P+zPPPOOt5O+h0Whww5mEVQm70adAE6iQ+h4F2Y1LAydDV7k0Cr7R5Z57oWeEZ8m22WyGzWZDHV1pdItogP8ZYhAtFUKIWwO7zY6UlJQsB/KeIP5hyO32bFsXHh4Og8HgnY2/e1WF2+2GLMtwOp3eJfEZGT+32w2n0wmbzea9rmeZf3h4OMLCwhjEExEREeURoijigw8+wOrVqxEREeFzzGq1onfv3nj55Ze9xYopODCYf0CepfZ3OnDgAIrf1OGM/TpuOZOhrxUN675TUO5aUq9SqXK8CJ6iKDiTICPZodwzX/6PP/5ASkqKt00QBLRr186vv2q1Gj/c/BeioEL3/A29s8DXP/0RtpOXUHz6m3CrhCznXadF/v+CbBaLBTabzRuA3x2oZoTb7fbmkd8ZkHqqwwc7SZJgMpm8Qb3L5YLVavXmwntSItJaTq8oik+wb7fbfZ7r2akgLCwM4eHhCA0NTd3W7iEYNyIiIqKHUevWrbFnzx7UqVPH79isWbMQGxuLEydO5ELPKCsYzD8gp9OJhg0bIjIy0qf92p+HAQC7zWdhqBkNV2IKHGeu+AXzuVEE78D11IC8WkFNmrPloihi5cqVPm2NGjVCoUKFfAJmtVoNhyLj+xv/onO++ggT9anV1A+cxvUpi1FoWA/oKpV6oEroD8oTkHqWgacVlKpUKoSEhCA0NDQol9VnhCeoj4iIQFhYmHcZvizLsNvt3hn2Ox+eWXq32w1BELzV/MPCwhAREYHw8HCYTCZotVpIkvTQjRkRERHRw6hUqVLYtGkT+vfv73ds//79qFOnDhYvXpwLPaPM4hTaA3K5XFCpVGjTpg3mzp3rbd+4ej0KPRWL3eYzeLzmEwAAy96TCC1dxHvOnXnzOTmbuT/OgVJhIsJ1KlgsvjPznn6sXr3ap719+/ZpLrFfkbALN+RkvFCgaWrQ53Lj0mufQ1epFAoO6frAy+vvxTOr7EkVSO91POkNgiBApVJ5g0+VSuWtxA+k5uY/7AGp5/1qtVoYjUafmfk7byrdOWZ3PoiIiIgo+Gm1Wnz99ddo3LgxXnnlFZ+aWMnJyejWrRs2btyIzz//HDqdLhd7SvfCmfkHpCgKXC6XX978v//+i6qOgthlPgMpIgSaMkVh2X3cp6K3SqXyPj+nCIKAA3EOVEun+J0kSdi7dy+uXr3q0962bVufWXlP4bTlCTsQayqP8vrCUKlUuDF1GWwnLqL4tCEBX17vcrm8S+I9y+IVRfEG6EajEaGhoQgLC/Mu/Y6IiPB5hIeHIyQkBHq9njPKSA3uJUmCWq2GRqPxPjxV8EVR9BbIIyIiIqKHS69evbBr1y5UrlzZ79jXX3+NBg0acNl9HsZgPgBkWcZTTz0FvV7vbXO5XBC3X8d+8wU43DIMtaJh3XPCOzt89/Nzisut4OD11Er26RW/++WXX3zaypUrh+joaJ9+SpKEZJcVW5JPoGV4jdQCdeev4fpnP6HAq89AV6VMQJbXK4oCp9PpDd49ldo9S709j5CQEBiNRuh0Omi1Wmi1WgalRERERET3ERMTg+3bt6NPnz5+x/bv34/atWtj4cKFudAzuh8G8wEgyzIMBgOaN2/u037pr0OwK04ctl5MDeYPnobilH3y5kVRzLFgXlEUnEqQYZUVVCuo9lsRIIoiBEHwW2Lfpk0bAL6V9yVJwj9JR+FUXGgeVhUAcGX4DEj5w1DwrZ7eXOus8lSW99wQ8BRxCw8Ph9FohFar9faXiIiIiIiyTpIkzJ07F3PmzPGZoASAlJQU9OrVCy+++KLPcnzKfQzmA8CTr+0Jej22b/gXGlmFXSlnoa8ZDcXuhPXIOb+l9p79uXPC/rjUZe9V0yh+J0kSrl69il27dvm0t23b1ieQ96wuWJ94EBV0RVFcmx9Jq7cgef1OFJ30CgSDFna7Pct99BSpU6vV3uXyBoPhkV8ST0RERESUHSwWCxRFwQsvvICdO3eiUqVKfufMmTMHderUwYEDB3Khh5QWBvMBIssyWrdu7dN2+/ZtFDvhxi7zaeirlQVEFax7T/jNzLtcrhzLmz8Q50DZCAkhWlWaM/Nr1qzxaQsNDUXjxo39lti74MYfiYfxZHg1uFKsuDJyJkJa1ENoq9gsB/KKosBqtUJRFJ/K8nenJRARERERUfaoXLkyduzYgRdeeMHv2LFjx1CvXj189dVXOb4jF/ljlBQgsiwjKioKNWvW9GlXNl3BrpQzEHQa6CqVgmX3CZ/g1DPTnBPBvCAI2B+Xmi9/92sKggBRFP3y5Vu0aAGNRuMTzIuiiF0pZ3DbZcaTYVUR99ECyAnJiJrU37sFXGZ59o7XarUICwuDTqfjLDwRERERUS4wGo2YM2cOvv/+exiNRp9jdrsdr732Gjp27Ihbt27lUg8JYDAfMJ4tvu5ean/ur/24LifhouMWDLViYN1z3Bs4ewiCkCN5806XgiM3HKheSJ3mEnubzYb169f7tLdp08b73u48d0PiQRSUQhF91o2bM1ag0NDuUJcolKWid06nE7Isw2QyITQ0NEe36SMiIiIiorQ9++yz2LNnj9+EJQCsWLEC1atXx19//ZULPSPgIQvmLRYLVq5ciTfeeAMtWrRAtWrVUKdOHTz77LN+Rd2ygyzLfsH8xRNnIV9MxG7zWehrloft+EW4Uqw+s/OiKMLpdGbrUhW3240T8U7YXED1Qhq/lQCSJGHjxo2wWCzeNkEQ0KpVK79ZeUEQsD7xIJ4Iq4Krw6ZDWyYKkQM7wuFwZPo9OJ1OuFwuhISEwGAwcDaeiIiIiCgPiY6OxtatWzF48GC/Y5cvX8YTTzyBd955B06nM+c794h7qIL5Xbt24e2338a2bdtQsWJF9OnTB0899RSOHz+OoUOH4oMPPsjW15dlGXXq1EHBggV92vVbb2KP+SwMtWMAtxvWA6d8ZuZVqtT89ewugncgzgmVAFQukHYl+7tveMTGxiIyMtIvX/60LQ5n7NfRYJ8Llh1HEfXpAEASM72n/J2BvE6ny/obIyIiIiKibKPVajF58mSsXr0akZGRPscURcHEiRPRqFEjnDx5Mpd6+Gh6qIL5ggUL4tNPP8WmTZswZcoUDB06FBMmTMDatWsRFRWFH374IVurL7pcLgiC4FcIT950CbvNZ6GLKQFBr4V1z0m/YN7tdmdr3nxqvrwD0fkkGNQqnxsHnmXtd+fLt2nTBm632+/c9YkHoBPUKDlyDcK7NIPpseqZXl7PQJ6IiIiIKLi0bt0aBw4cwJNPPul3bOfOnahZsyZmz57N4ng55KEK5itUqIC2bdtCrVb7tEdGRqJbt24AUn/Iskt6W9Rd2XEch6+fgU3lgr56OVj2HIdKpfIuKff8Nzvz5j3BfLVCGiiK4rdn/KFDh3DhwgWf53jy5T1UKhVUKhXW3T6Iuhe00JplFBn3ojcwzyhZlhnIExEREREFoSJFiuC3337Dp59+6hd3mc1mvPTSS+jYsSNu3ryZSz18dDwylcY8s893zoinRVEU7yMrnE4nnnzySajVam/eiMspI2X7eeyveR4lakUj6detAP7bY97zvx0OB/R6/X1fw9O3jPZRURQ43QKO3nSiayUj3G63z3PTWmJfsmRJVKlSxbtVHJA6hvFyCnannMHAxTdQeFQfSAUjkJKSkuG+uN1uOBwOmEwmaLXaPHPXLrNjSvfHMQ08jmngBdOYsqYIERHlFSqVCkOHDkWzZs3Qs2dPHD9+3Of4ihUrsG3bNsyZMwctW7bMpV4+/B6JYN7lcmHFihUQBAENGza857nJycl+1eYzQ61Wo3DhwmjatKlPZXh500Xsfe4cKtSMxs2vfoZ8MxFONZCUlOTto2epfUb3VU9MTMzQeXq9HscTVXC6geqF1LDZbN7najQahIaGprnEHgDi4+O9f+QWKVIEfyTsgaIoeCyxAPL3bYXbt28jJSUlQ/0AUrey0Gq1sNvtmc6xzwkZHVPKOI5p4HFMAy8YxjQiIiK3u0BEROSjVq1a2L17N4YOHYqZM2f6HLt27RpatWqF/v3749NPP/Xb4o4e3CMRzH/xxRc4ceIEOnXqhOjo6HueGxISAlEUsxzMA/Autb8zmLdvuoBdyafRt3Z7AIBl7wkYmtbwzrQoigK73Y6QkBC/5Sp3UxQFiYmJCAsLy9BMjaIo2HfNAkkFVCqgAWQFYWFhAFKLWVy/fh3btm3zeY5niX1oaCiA1LtvkiTh1wPrEX3NjmpjhsGN1Fl9z7Xux+FwwGAwICws7IHGNztkdkzp/jimgccxDTyOKRER0YMxGo2YMWMGWrVqhRdffNFvef2MGTPwxx9/YP78+WjQoEEu9fLhlCeD+fr16+P27dsZPn/+/PmoX79+mscWLVqEmTNnolKlSnj33Xfvey1BELyPrJJlGa1bt8Ybb7zhbbPHp2DT9i1Q93wZYmQYLDuOIKR5Hb+8ebfbneHXzkw/D1x3oEJ+NXSSALPd5X2eJElYs2aNzxJTo9GIpk2bQpZl73k6nQ7WqzewVXMVvWxFYahTARaLJcOvL8syFEVBSEhInt5H/kH/7ckfxzTwOKaBxzElIiJ6MO3atcPBgwfx4osvYs2aNT7HTp48iUaNGmHkyJF47733oNFocqmXD5c8GVW1adMGZrM5w+ffvT2Cx7Jly/D+++8jOjoac+bMybGlHbIso2zZsqhYsSKOHj3qbb+68QgudYmHsUFlmLcehiAI3kr2wH9584EsCqcoyv8Xv3OiVmGNt0gfAG86wd1L7J966inodDrv8nlRFCFJEv6Y+jUsnVV4qlWXTFXfVxQFTqcTRqMRWq02YO+NiIiIiIjyjsKFC2P16tWYOXMmhg4dCovF4j3mdrvx4YcfYvXq1Zg/fz6qVauWiz19OOTJYH706NEPfI2lS5di9OjRKFeuHObNm5ejuYYulwuKoqBNmzY+wbzt77PYbT6LxxpWwdWx38Ftc0AURZ9gXpZluN3uDOfN34+iKLDJCo7fcuKF6ka/bebsdjvWrVvn85y2bdt63wOQOiuf/NcebL15BDp3QdQqVDFT+e6ePPmMFPcjIiIiIqLgJQgC+vfvjyeeeALPPfcctm/f7nN8//79qFOnDsaNG4dhw4bl6VW7ed1DtTWdx9KlSzFq1CiUKVMG8+bNQ758+TL1/EBUNZZlGe3atfNpc56Kxx9Ht8PYsCoUuxOWPcd9csdFUYTL5QrofvOKouDQDSfcClC9kMZvS7qNGzf6FLATBAGtW7f2VtnXaDSAQ8blt7/CkWYFUTu0HDQqKcN99JxnMBgCdoOCiIiIiIjytvLly2PTpk344IMP/AJ2p9OJkSNH4rHHHsOxY8dyqYfB76GLrpYsWeITyOfPnz9Tz9dqtd4t5R6ELMuIjY31e/0/16yDrnIpqEKNMG855BPMq1Qqvz3gH5Rnf3mtCMTkV/vMzKe1xL5+/fooWLAgZFmGSqWCRqPBjS+WwHbpOg7FSIgNKQ+32+1znXvxbLd3v6J+RERERET0cJEkCaNGjcL27dtRuXJlv+Pbtm1DjRo18MknnwQ0BnpUPFTB/NatWzF69GgoioI6dergxx9/xNSpU30eGzZsuOc1dDqdz/7vWeXZYs6zxZvH2Q17YRNcMDaoBPOWQ1CpVD4z1oIgPPBr30mlUmF/nBOVCmigFgXvL4nn7tiqVat8zm/Xrp03WNdqtXCcuYLrUxYjYUQLJMOOBiHlM/yL5nQ6IYoil9cTERERET3CPFvYjRgxwm+1rt1ux9tvv43GjRtzlj6THqoEhatXr3qXyC9atCjNczp06IDmzZunew1JkqDX62E2myGKYparG3sKzbVr1w7z5s3zttt2X8GmywdRvWEVXP/kRyhO2SdvXhRFOJ1Ob+G6B+HJvd8f58D/Smh9it9JkoQDBw7g4sWLPs/x5MtLkgRRFHHhra8gFcqHE53KQXvjJGoYSsLluH8wrygKZFn2bvVHRERERESPLq1Wi4kTJ6Jdu3bo06cPTp486XPcM0s/duxYDB06lLn0GfBQzcx37NgRx48fv+dj0qRJ972OTqeDJEkPPEMuyzKeeuop360XXG78+OsyGGOrwm22wbr/lF/evCzLAVlmoigKkuxunE6QUa2Q5r5L7EuVKoXKlStDlmVotVok/vwPUjbuRdTHr2K7/SxqG0tDq1JnqG8OhwNqtZrV64mIiIiIyCs2Nhb79u3DkCFD/CYv7XY7RowYgQYNGuDAgQO51MPg8VAF84EiiiIMBoN3b/SskmUZJpMJTzzxhE/732s2wFCjHASDFinZnDd/8Hpq1fkadxS/E0URKpXKL5hv27at97iSYsOVUbMQ2joWxifrYEfKqQzny7vdbiiKwqJ3RERERETkx2Aw4PPPP8c///yD8uXL+x3fvXs3ateujffffx92uz0XehgcGGnd5ZOtiQBSq7ir1eoHKobnCXzvrmp/buMBOBU3jHUrwrw1NW/+7rtSgcib9+wvb1ALKBsh+QTz165dw44dO3zO9yyxV6vViPvoB7iSzCg64WUcs15GosuK+qaM5ct7tqLzWZFARERERER0h8aNG6c7Sy/LMsaNG4datWph69atudTDvI3B/F2+2J6MozedUKlUMBgMcLlcGa7cnhZZlv2K4LmT7Vj2568wNqwC89bDUFwuv6X2DofjgVYF3JkvX7WgGqJK8MmX//XXX33ODwkJQZMmTaBSqWA7cg43v1mFQsN6QF2sILamnIRWkFDTWOq+wbzL5YIgCNDr9Q+c809ERERERA83zyz95s2bUbFiRb/jR44cQaNGjTBw4EAkJSXlQg/zLgbzdykRJuKTLf/Nzj/oVnWyLKNYsWKoXbu2T/uCFYtgbFQV7iQzbEfOpbnf/IPcRPAE3QfiHKheSOMtficIQpr58i1atIBGo4EA4PKw6dCWiULkgA4QBAFbk0+ilrE0dBnIl3c6ndBqtdyKjoiIiIiIMiw2NhZ79+7FqFGj/IrfKYqC6dOno3Llyn5xzKOMwfxdhjYIxe9nbNhz1Q5BEKDT6bw54FnhcrmgKIrfUvvNa/6CvmY0BI0E85ZDPj+wKpUKbrf7gfLmFUVBvNWFC0kuVC+o8dmSzmq1Yv369T7nt2vXDoqiIOGnP2DZfgRRnw4AJBFuxY3tKafQwFTepxp+WjzHuBUdERERERFlllarxQcffICdO3eiVq1afscvXbqEdu3aoXPnzrhy5Uou9DBvYTB/l2diDIjJL+GjLalLODQaDTQaDRwOR5avKcsy2rdv79N2++J1HD19EobaMd795j3L0j3/zeqKAM+NhwNxqc+vXvi/SvZqtRpr166FxWLxnq9SqdCyZUu4bqfg6vvfIrxzU5geqw63241j1itIdFkQG1L+vnn8DocDWq2W20gQEREREVGW1ahRA9u3b8enn36a5kThsmXLUKFCBUyfPj1ghcODEYP5u4gqAW/HhmHTRTs2XbR5878fZHZelmVUq1YNJUqU8GlfumI5jA2rImXrISiK4rPUXpIk2O32LL2mZ5/4fXEOhGoElAoTvbnsoihiyZIlPuc3adIEkZGRuDZ+HhSHjCLj+sHpTK0bsC3lJDSChBr3yZf3jI9Op2OuPBERERERPRBJkjB06FAcOnQIzZs39zuenJyMgQMHolGjRti3b1/OdzAPYDCfhhZldahRSI2PNidBURSo1eoHqmzvmdG+e6n9ouVLYGxYBa6bibCfuOgXzMuynKWq9rIsQ6VS4UCcA9UKaSAIgjfAt1qtfnkmXbp0gWX3ccTPXYvC7/aGVCgCDocDKpUKW5NPoqaxFPQqzT2DeebKExERERFRoJUpUwbr1q3DvHnzkD9/fr/j27dvR+3atTF48OBHrkAeg/k0CIKA4Y3CsOeaA+vP2qBSqaDX673571nhcrn8ltof23sIV/NrAVEF81bf/eYfZKm9p4/74xyo8f/F7zw3JX777TeYzWbvuSqVCh3at8elodOgq1oG+fu2ht1uT83bV9zYlnIKsffJl/fMyrOCPRERERERBZogCOjduzeOHTuG559/3u+42+3GF198gYoVK2Lx4sUPtCtYMGEwn47HimsRW0yLj7ckweVWoNFovLPlWSHLMpo2bYrIyEif9qWrV0JfvRxSNh2EKIo+wbAoipleau8JrK+luHDN7Ea1Qur7LrGXft0N28EzKPbpa3ALqTcQRFHEcdtV3HaZ0eA++fJOpxMajYaz8kRERERElG0iIyPx3Xff4c8//0R0dLTf8StXrqBbt25o0aIFjh8/ngs9zFkM5tMhCALebRyGYzedmLs/xTs7/yDBvCiK6NKli0/7Tz/9hJDmdZC8YRfcDqdP8TjPzYPMFHWQZRmSJGF/XGrBvhqFNPdcYt+xRStcGz8P+Xo/DUOdCrDb7QBSbyTsTDkNCSrUNKSfL++ZsWeuPBERERER5YRmzZph//79GDt2LLRard/x9evXo2rVqhg5cqTPquSHDYP5e6hZWIPnqhnx0ZYkXEmWodPpIIpilgJ6RVHgcrnQvXt3n/aDBw/iSqWCcCeZYf73gN8WdYqiZOr1PMH8zit2FDaJKBoiwu12Q61W4/fff0dKSorP9WMPJUHQSCg8ug8cDofPLP7OlNOoYigOg6hNN5h3Op1Qq9XQaDSZHBEiIiIiIqKs0el0eO+993Do0CG0aNHC77jT6cSkSZNQsWJFLF269KFces9g/j5GNAyDUS3gvY23IQgCjEZjlgvhOZ1ONG7cGEWLFvVpX7FrEzSliyDxl81+S+1VKpV3tvx+PIG/SqXCjisO1C2SWvzO7XanucS+UbVaUP+6C0XG9IUYEeLdfk+lSv2x2Gk+jXqmcvfMl3e5XMyVJyIiIiKiXFGuXDmsXbsWixcvRlRUlN/xixcvokuXLnjiiSdw6NChXOhh9mEwfx9hOhXGNg3H2tM2/H7aCq1WC1EUs7SfoSzLEAQBXbt29WlftGgRQts0ROKarcD/B94ekiTB6XRm6PVcLhdUKhVssoKD1x2oF6X1BvI2m81viX2z21oY6lVERI/mPrn5kiThsiMelx0JqGsqm+5re1IHmCtPRPToOnDgAF566SXUrVsXNWrUQOfOnf2+b+5l165dmDRpEjp27Ij69eujatWqePrpp/HJJ588clWJiYgoawRBQJcuXXDs2DEMHz7cZ7Wzx19//YUaNWrg9ddfR0JCQi70MvAYzGdA2/J6PF5Kh3f/ug2zU4HJZHqgberuXmp/4sQJnIuOgOtmIszbj/gEx6KYukw+I0vtPUvsD8Q54HABdYum5st7ltgnJyd7zxUEAU0SdYj6ZADciuLzfkRRxI6U0wCAusYy91xi70k9ICKiR8/27dvRs2dP7Nq1Cy1atECPHj2QkJCAYcOGYcaMGRm6xhtvvIH58+fDaDSiffv26NmzJ/R6PWbPno1OnTrh1q1b2fwuiIjoYWEymTBp0iQcOHAATzzxhN9xl8uFqVOnonz58vj666+zXA8tr2AwnwGCIGBCs3Ak2Nz4dGuSt7J9VvIuZFlGvXr1UKpUKZ/2lQe2Q10kPxJXbfYLjgVB8C6BvxdP/vqOK3YY1AIqRqZWshdFEYsXL/Y5t7YmP6JfeAb6qmVhs9l8jqlUKuxMOY2y2kLIrw5JM5j35NYzV56I6NEkyzJGjRoFQRCwYMECjB8/HsOHD8fKlStRvnx5TJ06FefOnbvvdfr06YONGzfi+++/xzvvvIORI0di+fLl6NGjBy5cuIBp06Zl/5shIqKHSsWKFbF+/XosWbIEJUqU8Dt+69YtDBgwADVr1sSGDRtyoYeBwWA+g4qHSRjWIBTf7kvBgetOhIaGZml23nP3p1u3bj7tixYtQkibhkhavQUA/KraOxyOdPPWPdf1LHvfecWB2kU0kFQCBEFIc4l9C2NxFH7nOb/renL2d6ScRj1TWW/hvrs5nU5otdo0l7AQEdHDb9u2bbhw4QLatGmDSpUqedtNJhMGDBgAWZaxfPny+17n5ZdfRsGCBX3aBEHAgAEDAAA7d+4MbMeJiOiRIAgCOnfujKNHj+L999+HTqfzO+fQoUN48skn0b59+6Dcyo7BfCb0q2lCpUg13lwXD1lRpfkDkRFpLbU/f/48TpQJgfPKTVj3nPAJkj05+uktA1EUBVarFSqVCm5Fwa6rqcXv3G43JEnCr7/+6rvEHkCPkYMh5gv1m/EXRRG3ZQuO266grqlsmjcQFEWBoijcjo6I6BG2Y8cOAEDjxo39jjVq1MjnnKzwfA8ylYuIiB6EwWDAmDFjcPToUXTq1CnNc1atWoUqVarg9ddfD6r0LgbzmaAWBUx+KgKnE2RM2ZEEg8GQ5aX21atXR0xMjE/7yiM7IUaGIXH1Fp9g3hMw22y2NF/P6XTCarVCp9PhdIKM2zY36hb9r/jd3XmLdUKLoNLgXnA4HH7XE0URu81nACDd4nee5fwsfEdE9OjyLKEvWbKk37GwsDBERETg/PnzWb7+smXLAPx3Y+BePDeZ+QjMg2PKMQ2GB8eU45nZR8mSJbF06VL89ddfqF69ut93iSzLmDp1KsqWLYtPP/3UWyD8QcY0u3GNdCZVKqDBG/VDMXlbEp4uq0fl/AZYrdZMXcMzw969e3eMHTvW275kyRIM6TQMib9sRuH3nockSd5ztVotbDYbRFGEXq/3PsftdsNsNkOlUkGSJOy4bIVKAGoV0UAQFJw8edIvD+SlQa8BogoOq38efmrxu1MoqA5DSU2kXz49kJovbzQaOStPRPQIS0lJAQCEhISkedxkMuHatWtZuvbRo0cxffp05M+fH/369bvv+YmJiVl6HUofxzTwOKaBxzENrEdhPCVJwmOPPYbdu3fju+++w7vvvovr16/7nJOYmIi33noL06dPx4QJE9CtWzcoigKLxZKpgnkRERGB7r4fBvNZMLBOCH47ZcWQdfFY26MQ1Gp1pvPnZVlGt27dfIL5q1ev4p9wB2qcuQLb0XOQyhfz/sCoVCpoNBqYzWaf69hsNm9VeZVKhZ1XHKgUqYZJo4KiKH6z8hFaA54bNTTN/qpUKgiCgJ0pp1HPWAaCIPjNzHM7OiIiyk4XL17EK6+8ApfLhc8//xz58uW773PCwsJ4gzlAFEVBYmIixzSAOKaBxzENrEd1PF988UV06dIFkyZNwuTJk2G3232Onzt3Dj179sRnn32GTz75BM2aNcvwjHtOzcxzmX0WeJbbn0mQMXl7ErRaLVSqzA2l0+lExYoVUa9+PZ/2b/78BaoQA5J+2eJXXM4TRJvNZtjtdsiyDKvVCkmSIElSaiB+1YG6RTVQFAU2mw3fffedzzWef/55aLXaNKvji6IIm9uJ/ZYL3nz5u38QuR0dEREBqTPvAHxqstwpJSUl3Vn79Fy+fBl9+vRBfHw8vvzySzRo0CBDzxMEgY8APjimHNNgeHBMOZ6BeISFhWHixIk4duwYevTokeZ3zO7du/H444+jVatW2L9/f6bGNLsxmM8iz3L7r3YlY3+cM9PF8FwuF9xuN4YMHuLTvnnLFpytVRSJqzYBgF9AL0kSRFGExWKBxWLx7iMviiJumF04d1tG3aJaAKkV8hMSEnyeP2DYEMiynObdIlEUsd9yHg5FTjNf3u12QxC4HR0REcG7xWpaefGJiYlISEhIM58+PZcuXcJzzz2H69evY8qUKWjWrFmgukpERHRPpUqVwsKFC7Ft27Z0a7WsXbsWNWvWRK9evXDmzJkc7mHaGMw/gIF1QlAxUo1hGxLghirTQa7D4UCnTp0QWji/T/sPyadgO3oeyRt2QavV+j1PrVZDUVIr2HteUxRF7LyaOttet6gGgiDg66+/9nneU08+iXLlyqW7Z70oitiZchomlQ4V9VF+OSFOpxMajYbb0REREerWrQsA2LRpk9+xzZs3AwDq1avndywtly5dQu/evXH9+nVMnjwZzZs3D1xHiYiIMqh+/fr4999/sWLFCr9i5R4LFy5EhQoVMHDgQFy9ejWHe+iLwfwDUIsCPmkegeO3nJi9NwUajSZTSyqcTickSULXV571aV/+93qk1CqFa2O/g6AoaeanazQa6PV673L31P3l7YgKEVE0RMLu3bv9tgQa8Npr3hUBdxMEITXnPuU0ahlLQxJEn5l5RVHgdru5HR0REQEAYmNjUbx4caxevRpHjx71tqekpOCrr76CJEno0KGDtz0+Ph6nT59GfHy8z3U8gXxcXBw+//xzPPnkkzn2HoiIiO4mCALat2+PQ4cOYcaMGShUqJDfOU6nE9OnT0fZsmUxfPjwXNvOjsH8A6pWSIO+NUz4dFsSLia5srTc/t0BwyBo/5vtlmUZK0u6YTtyDgmL/0p3xt8TVHsL111JzZcH4DcrX6xYMbRu3TrdQn2iKMKluLHLfCbNfHlZliFJEgvfERERgNS0r/Hjx0NRFPTs2ROjR4/GRx99hPbt2+PkyZMYOHAgSpcu7T1/wYIFaNWqFRYsWOBznd69e+Py5cuoUqUKjh8/jqlTp/o9iIiIcpokSXjllVdw6tQpfPDBBwgNDfU7x2q14uOPP0aZMmUwduxYJCUl5WgfGcwHwNuxocinV+GdPxMgimKmlqE7HA6UKlgMxZ6p7dP+7cql0Laqj7gJ3wMO+Z5L+EVRhNXpxsHrDtQtqsXt27excOFCn3NefvlliKJ4z2D+hPUqklxW1E8jX16WZW/FfCIiIgBo0KABFi5ciNq1a2Pt2rVYuHAhwsPD8cknn+DVV1/N0DUuX74MANi3bx+mTZuW5oOIiCi3mEwmjBo1CqdPn8abb76ZZhp0UlISxowZg9KlS2PixIne7Vuzm6DkVN38h9y601a88MstfNUyH9qW1/ltIXcvJpMJr//1JaY9Mdin/asPP0ajyX+jyHsvIHJgR5jNZiiK4rd9hE6nw644NzovvYF1vQpizXdT8Pbw4d7rSJKECxcuIH/+/H5bLngYjUbMv/Uvxl5ciiM1PoPgcHsDf5fLBVmWER4e/tDmyyuKgtu3byM8PJxpBAHCMQ08jmngcUyDX0JCAv/9Aoi/E4HHMQ08jmlgcTwz5+LFixg3bhy+++47vwlQj8jISNy4cSPb+8Jp1gB5qqwercrp8f7ft5HsQJp3bNLjcrnQrtbj0DYo7tM+feE85Ov9NK5PXgRXYkq6s/OiKGLHFTtCNAJCbNcxbvR7Psc7dOiAIkWKpDsr78mX35Z8EjWMpaBXaXx+MFn4joiIiIiICChevDhmzZqFo0ePomfPnmneALl582aO9IXBfACNaxoOq6xgwuZEaDSaDC9Jd7lcqGcqi5Ce1X3aDx8+jA1l1VCcMm5MXuzdgu5OKpUKKpUKf52zIbaYFoPadEaKw3f2ffDgwZBlOc3Cd0DqzQC34sbWlJOIDYn2FrsD4M2bz2wtACIiIiIioodV+fLlsWDBAuzfvx8dO3bMlT4wmA+gwkYV3o4NxYKDZuyPc2Q4AHa5XAiTDKj1eANElCnic2zwO8Nh6/U/3PxmFSw7j0Gv10Or1XrvAKnVaty0uLDrigNhG77HqgPbfZ7//PPPo2HDhuluRwekBvPHbVcRL6egoam836w8C98RERERERH5q1q1KpYtW4Y9e/agXbt2OfraDOYDSBAE9KluQoVINUb9dRuCSpWhINjlckFRFMSGxqDAoEY+xxITEzF083JoKpfC6ZbDcHXULKhdCgoXLgy9Xg+1Wo31R25DcVix5OvRPs/Nly8fPvnkEzidznTzOYDUnPqtySegESTUNpXx2V/eU/iO+TNERERERERpq1mzJlauXImdO3fipZdeypHXZDAfYKIAfNA0HHuuObD0qOWeVejv5HK5UD+kHCz/K4hOvbr6HPtn079Y+WRRFBnTF7e+W4MTjQfAtvUwnIfO4tLrX2DZd9uhWT4OV2TfonuffPLJPYveAf/ly29JPokaxpI++fKe7egy+h6IiIiIiIgeZXXq1MHMmTNz5LUYzGeD2GJatIvWY8KmRKQ4M1YMz+Vyob6pHACg3Qcvo2TJkj7HR40ejSv/K4fof6dDXSQ/zrQfiVNPDMbNfw9hu0mDi7sX+ZzfuHFjPP/887Db7bjXhgWefPltKSfR0OSbL+90OqHT6fzy9ImIiIiIiCh3MZgPMEEQ4HK5MOqxMKQ4FEzZngS1Wn3fYngulwv5JBNidEVxUHUN8+fP91na7nQ60bNnT5x1JqPMLx+hxOzhKPHDaMztVB2Xp3aGS/6vUr0kSZgxYwYURUm3gv2d5x61Xkaiy4KGIdHeJfYulwuCIGSqKj8RERERERHlDAbz2UClUqGoScSgeiH4dl8KTiXI9w2KPXnzDULKYVvKSfzvf//DW2+95XPOkSNHULFiRbR4+mmsSjmPthPfxpfvvQ7Fmuhz3rBhw1CpUiXYbLb79lUURWxJPgmtIKGmsbR3ib3T6YRWq+V2dERERERERHkQg/ls4Jmdf6VWCKJCRLy38TZEUbxvYOxyudDAVB7n7DdwzXEb48aNQ40aNfzOW79+Pfr06YNNmzb5HatSpQpGjx4Np9OZ7lZ0d/ZTpVJhS8oJ1DaWgU6l9t5UALgdHRERERERUV7FYD6bqFQqqAU3xjQJxz8X7Pj9tC1Ds/OevPltKaeg0WiwcOFCFC5cOEOv2atXL/z111/QarX3LHrnIYoiXIobO1JOITYkGm63G263m9vRERERERER5XEM5rOJSqWCLMt4srQOTUtqMfaf23C4hXtWhne5XCigDkU5bSFsSzkBAIiJicGePXvQqVOndINro9GITz/9FD/88APCwsJgsVgy1EdJknDIchFJLisahpT3zsq7XC7o9XpuR0dERERERJRHMZjPRqIowul0YmyTcFxJceGbPcnQaDTpBsn/5c2Xx7bkUxAEATdv3kTfvn2xbNmydIvZmc1mDBs2DP369UNKSkqm+rc15SR0ghrVDSXhcrm4HR0REREREVEQYDCfjSRJgizLKBsh4YXqJkzdmYxrZvc9l9u73W40ConBaXscTiVeRocOHfDbb79l6PW+/fZbvPLKK/fNlQf+y5ffmnwCdU1lof3/fHlZlqHT6e5bfZ+IiIiIiIhyDyO2bKZWq2Gz2TCkfij0koAJmxKhVqvT3btdlmU8FlIBElQY8NYb2LJli985Op0OBYqVBlT+11iyZAlmz559335JkgRZcWFHymnEhpSH2+2Gw+GAKIrcjo6IiIiIiCiPYzCfzSRJgtPpRIgGGNEoDMuPWbDzij3dgFmWZYRJBlR3FsGf81f5HIuIiMD06dMRHx+P+p9sQ4/vj2HixIl+Vee//PJL7xZz6RFFEQctF5DitqGhKRoulwtOpxM6nS7dGw1ERERERESUNzCYz2aCIECn08FsNqNbJQOqFlTjvY23IahUaRa081SUV6+9AJf9vxx5lUqF1atX45VXXsGuGwL2XHPg+fpReOutt/Dtt9/6XOPChQtYt27dPfvl2V/eoNKgmrGkd1ae29ERERERERHlfQzmc4AnaFfcLnzQNBwHrjsx/4AZWq02zdx0WZZx8a+DPm0dOnRAzZo1oVKp8NHmRNQsrMGTZXRwOBxo06aN3370a9euTbc/KpUKKpUKm5KPoZ6pHNSCCKvVCr1ez1l5IiIiIiKiIMBgPgcIggC9Xg+z2Yy6RbXoXc2ID/65jeO35DRnwmVZxu24Wz5tLVq0gFarxbozNuyNc2JEo1C43W7IsgxBEPDUU0/5nB8XF5dufyRJQoJsxrbkk2geVhUulwsqlYqz8kREREREREGCwXwOkSQJkiTBYrHgvf+Fo2S4hAFrb8GhqPzy510ul9/2dYIgQIGAj7ckonFxLRoX18Fut/s85+7z79WXPxIPQYYbLcKqwW63w2AwsII9ERERERFRkGD0loN0Oh2sVivUcOGrlvlx/raMcf/chkajgSRJPucWLVrU5/+vWbMGK09YceyWjOENQ2G32yHLMgBAURSsWbPG5/wiRYqk2QdBECCKIn67vR+1jaVRWBMOWZa5rzwREREREVEQYTCfg0RRhMFgQGJiImLyS3i/STjmHzBj7SkrdDqdz2x627ZtfZ77888/473569GijA61imiRmJjoPbZw4UIcPXrU5/x27dql2Qe1Wg2Ly46NSUfwdHgNuFwuaDQazsoTEREREREFEUZwOcxT9M5sNuO5qka0LKvDsPXxuJLsgsFg8Bag69q1K4xGo89zj3zWE+E7ZyIuLg52ux0XL17Eu+++i4EDB/qcV65cOTRp0iTN15ckCRuTjsCuOPF0eHXIssx95YmIiIiIiIIMg/kcplKpYDAYYLVa4XQ68cmT+WDQqNB12Q1suuiAwWCATqdDeHg4Bg0a5PNcxWHB5PGjULhwYVSpUgVVqlTB1KlT/fLlhw4dmuZM+51L7Cvqo1BKWwCSJN0zv56IiIiIiIjyHgbzuUCj0XiX24dpgJ86RqKISUSPn2/i1TW3cMueGvA/+8ZoRNVpmuY1kpKS0mx/6aWX0LNnzzSPSZIEh1vGhsSDaBleHYqicCs6IiIiIiKiICTd/xQKNEEQYDAYoCgK4uPjUTI8HEs6F8CyYxZ88G8imsy/hthiWmw4Y0PhF7+Do2BH3Fiz977XHDp0KEaNGpXuTLskSfg3+TiS3TY8HV6DM/JERERERERBisF8LvEE9G63G/Hx8QgJCUHHGD2al9bjoy2J2H7ZjvHNwtGjshGznpmIj3+bg4brVFi+dBmcTqf3OkajET169MBLL72EihUr3vM1PUvsS2ojUUFX9J7nEhERERERUd7FYD4XqVQqmEwmKIqC5ORkOJ1OGHQ6THw8AgDgdrvhdrvQPKwqPqoWiReeeRlfTZuOffv2ISEhAVFRUShVqhREUYSiKHA6nWnmwCuKApVKBTcUrEs8gM756nNWnoiIiIiIKIgxmM9ldwb0drsdNpsNkiRBo9HA4XBApVKhQnhR1DSUwtwbf6NF+dfRtGlTJCYmIjw8HAAgyzIcDgdsNhvsdrs3F14URbjdbsiyjPDwcOwyn8FNORktI2rk6nsmIiIiIiKiB8MCeHmAKIoICwtDREQEQkNDIYoibDYbgNR94RVFQd+CzbAp+TiOWa/4zKoLggC1Wg2j0YiIiAiEhYXBZDJBFEXIsgwACAkJgVqtxtrb+1BQHYYahpK58j6JiIiIiIgoMBjM5xGCIECSJOh0Om9gHx4eDqPRCEEQ0DqiJgqpw/Dd9Y0AkObWcyqVylsp/85r6PV6uKHg99v78XRYdagE/rMTEREREREFM0Z1eZQoij4Bu1oQ0Tvyf1gWvwO3XWZotdp7Pt+zp7znGqsT9uCSIx6d89fL1n4TERERERFR9mMwH0R6RTYCoGDhzS3QaDQZfp6suDD56ho8HloZNY2ls6+DRERERERElCMYzAeR/OoQPJOvLubd+BsuQcnw81bG78JpexyGFm2Tjb0jIiIiIiKinMJgPsi8WKAZrjpvY23Cvgyd71RcmHxtDVqEVUc1Q4ns7RwRERERERHliIc+mN+3bx8qVqyImJgYfPPNN7ndnQdW0RCFWFN5zLnxV4b2il92azvO229iaJHWOdA7IiIiIiIiygkPdTBvs9kwYsQI6HS63O5KQL1YsBl2m89in/n8Pc9zuGV8cW0t2oTXREVDVA71joiIiIiIiLLbQx3MT548GTdu3MBLL72U210JqOZhVVFaWxBDz89HnDMx3fMW3dqKy44EDC7SKgd7R0RERERERNntoQ3md+/ejfnz52P48OEoXLhwbncnoFQQ8F3Z/khy2dDlxBRccST4nWNx2TH12m9oH1EbMfqiudBLIiIiIiIiyi4PZTBvtVoxcuRI1KtXD127ds3t7mSLUupILI0eAllxofOJyThvvwkAsLmd+O76Rjx2eAziZTOGcFaeiIiIiIjooSPldgeyw2effYYbN27g22+/zfRzFSXjW77lFkVRkJycjBJh+bE0egi6n/wSnU9MRt8CTTHnxkZcdyaiY756eKNIS5TURAbFe8ptnjHiWAUOxzTwOKaBF0xjmpGip0RERPToeOiC+R07duCHH37AO++8g+LFi2f6+YmJiUHxRx2Q2tdCIaFYEj0YPU9+iYlXVuKZiDoYXKQlyugKweFwICkpCW63O7e7GjQSE9OvQUBZwzENPI5p4AXDmEZEROR2F4iIiCgPyZPBfP369XH79u0Mnz9//nzUr18fFosF77zzDmrUqIFnn302S68dFhaWpeflJEVRkJiYiNDQUAiCgIKqUKyIGYYE2YwS2tSZeEVRoFaroVarc7u7QcEzpmFhYZz9ChCOaeBxTAOPY0pERETBKk8G823atIHZbM7w+ZGRkQBSq9dfv34d33zzDVSqrJUDCKY/5gRB8PY3RNQjRNR72ylr7hxTCgyOaeBxTAOPY0pERETBJk8G86NHj87S844dOwa73Y6WLVumefyzzz7DZ599ht69e+Pdd999kC4SERERERER5Zo8GcxnVZMmTVCiRAm/9vPnz2Pnzp2oWrUqYmJiULNmzVzoHREREREREVFgPFTBfL9+/dJsX758OXbu3ImnnnoKL7/8cg73ioiIiIiIiCiwHsp95omIiIiIiIgeZgzmiYiIiIiIiILMQ7XMPj0dO3ZEx44dc7sbRERERERERAHBmXkiIiIiIiKiIMNgnoiIiIiIiCjIMJgnIiIiIiIiCjIM5omIiIiIiIiCDIN5IiIiIiIioiDDYJ6IiIiIiIgoyDCYJyIiIiIiIgoyDOaJiIgoyw4cOICXXnoJdevWRY0aNdC5c2f88ssvmbqG2+3GDz/8gLZt26JatWpo0KAB3njjDZw7dy57Ok1ERPQQkHK7A0RERBSctm/fjhdffBFqtRqtW7dGSEgI1q1bh2HDhuHy5cvo379/hq7z/vvvY/HixShXrhyeffZZ3Lp1C2vWrMHmzZvx008/oVy5ctn8ToiIiIIPg3kiIiLKNFmWMWrUKAiCgAULFqBSpUoAgNdeew3du3fH1KlT8fTTT6NUqVL3vM62bduwePFi1KlTB9999x00Gg0A4JlnnsELL7yAMWPG4Icffsjut0NERBR0uMyeiIiIMm3btm24cOEC2rRp4w3kAcBkMmHAgAGQZRnLly+/73WWLFkCABg8eLA3kAeA2NhYNG7cGDt37sTZs2cD/waIiIiCHGfmiYiIKNN27NgBAGjcuLHfsUaNGvmccy/bt2+HwWBArVq1/I41btwY//77L3bu3InSpUunew1FUTLabboPz1hyTAOHYxp4HNPA4ngGnqIoEAQh21+HwTwRERFlmqc4XcmSJf2OhYWFISIiAufPn7/nNSwWC27cuIHo6GiIouh33LNE/36F8BITEzPUZ8o4jmngcUwDj2MaWBzPwIqIiMj212AwT0RERJmWkpICAAgJCUnzuMlkwrVr1+55jeTkZO+56V3jztdKT1hYWI7MgDwKFEVBYmIixzSAOKaBxzENLI5n4OXUKgcG80RERBTUBEHgH6ABxjENPI5p4HFMA4vjGXxYAI+IiIgyzTNr7pldv1tKSkq6s/YenuPpzbx72tObuSciInqUMZgnIiKiTPPks6eVF5+YmIiEhIQ08+nvZDAYUKBAAVy6dAkul8vvuCdX/n7b2xERET2KGMwTERFRptWtWxcAsGnTJr9jmzdvBgDUq1fvvtepV68eLBYL9uzZ43fMc23PaxEREdF/GMwTERFRpsXGxqJ48eJYvXo1jh496m1PSUnBV199BUmS0KFDB297fHw8Tp8+jfj4eJ/rdO3aFQAwZcoUOBwOb/vWrVuxadMm1K1b957b0hERET2qWACPiIiIMk2SJIwfPx79+vVDz5490aZNG5hMJqxbtw6XLl3C4MGDfYLwBQsWYNq0aRg4cCAGDRrkbW/QoAG6dOmCJUuWoEOHDmjSpAlu3bqFNWvWwGQyYcyYMbnw7oiIiPI+BvNERESUJQ0aNMDChQvx5ZdfYu3atXA6nShXrhzeeOMNtGvXLsPXGTduHGJiYrBo0SJ8//33MBgMaNasGYYMGcJZeSIionQISk5tgkcBoygKbt++jfDwcG4fESAc08DjmAYexzTwOKbBLyEhgf9+AcTficDjmAYexzSwOJ6BpyhKjowlc+aJiIiIiIiIggyDeSIiIiIiIqIgw2CeiIiIiIiIKMgwmCciIiIiIiIKMgzmiYiIiIiIiIIMg3kiIiIiIiKiIMNgnoiIiIiIiCjIMJgnIiIiIiIiCjKCoihKbneCiIiIiIiIiDKOM/NEREREREREQYbBPBEREREREVGQYTBPREREREREFGQYzBMREREREREFGQbzREREREREREGGwTwRERERERFRkJFyuwMUePv27UOPHj3gdrsxdOhQvPzyy7ndpaBisViwfv16/Pnnnzh27BiuXr0KjUaDChUqoHv37mjTpk1udzFPO3DgAKZOnYp9+/bB6XSiXLly6NOnD9q2bZvbXQs6cXFxWLt2Lf755x+cOXMGN2/eRFhYGGrVqoV+/fqhevXqud3FoDdr1ix8+umnAIBFixahRo0audshCshniNvtxsKFC7Fo0SKcP38eBoMB9evXx5AhQ1CqVKns63we9aBjumvXLmzYsAE7duzA5cuXYbFYEBUVhSeeeAKvvPIKQkNDs/kd5D2B/q5zOp3o3Lkzjh07htKlS+O3334LcI/ztkCNZ0pKCubMmYN169bh4sWLUKvVKF68OJ544gkMHDgwm3qfNwViTJOSkvDdd99hw4YNuHTpEjQaDYoVK4YOHTqgS5cu0Gq12fgO8paVK1di9+7dOHToEE6cOAGn04mJEyeiY8eOmbpOoL+fuM/8Q8Zms+GZZ55BXFwcLBYLg/ks+Oeff/DSSy8hPDwcsbGxKF68OG7duoX169cjKSkJzz77LEaPHp3b3cyTtm/fjhdffBFqtRqtW7dGSEgI1q1bh0uXLmHIkCHo379/bncxqHz66aeYNWsWSpQogbp16yJ//vw4f/48NmzYAEVR8Nlnn6FVq1a53c2gdfr0aTzzzDOQJAkWi4XBfB4QqM+Q0aNHY/HixShXrhyaNGmCW7duYc2aNdBqtfjpp59Qrly5bH4neUcgxrRRo0ZISEhA7dq1UbFiRQiCgB07duDIkSMoUaIEfvrpJ+TPnz8H3k3ekB3fdV988QXmzp0Li8XyyAXzgRrPK1euoE+fPrh48SIaNmyIihUrwuFw4MKFC7hy5Qp++eWXbH4neUcgxjQpKQkdO3bExYsXUbt2bVSvXh0OhwP//PMPLly4gAYNGuC7776DSvVoLPR+/PHHcfnyZURERMBgMODy5ctZCuYD/v2k0ENlwoQJSq1atZTp06cr0dHRysyZM3O7S0Hn6NGjyqpVqxSHw+HTfuPGDaVZs2ZKdHS0sn///lzqXd7ldDqV5s2bK1WqVFEOHz7sbU9OTlZat26tVKpUSTl79mzudTAI/f7778rOnTv92nfu3KlUrlxZqVevnmK323OhZ8FPlmWlU6dOSufOnZVhw4Yp0dHRyt69e3O7W4+0QH2GbN26VYmOjlZ69uzp8/uxZcsWJSYmRunVq1d2dD9PCtSYzpw5U4mLi/Npc7vdyvvvv69ER0crY8aMCXTX86zs+K47dOiQUqlSJWX+/PlKdHS00qJFiwD3Ou8K1Hh6PtOrVaumbN26Nc3XeVQEaky/+eYbJTo6WpkwYYJPu91uVzp16qRER0crO3bsCHT386zNmzcrly5dUhQl9TMxOjpaWbZsWaaukR3fT4/GrZRHxO7duzF//nwMHz4chQsXzu3uBK0KFSqgbdu2UKvVPu2RkZHo1q0bAGDnzp250bU8bdu2bbhw4QLatGmDSpUqedtNJhMGDBgAWZaxfPnyXOxh8HnqqadQp04dv/Y6deqgfv36uH37No4fP54LPQt+s2bNwrFjxzBhwgSIopjb3SEE7jNkyZIlAIDBgwdDo9F422NjY9G4cWPs3LkTZ8+eDfwbyIMCNaYvv/wyChYs6NMmCAIGDBgA4NH6Tgz0d53D4cCIESNQvXp1PPvss9nR5TwtUOP5+++/4+DBg+jbty8aNGjgd1ySHp3M4kCN6cWLFwEATZo08WnXaDRo1KgRAODWrVsB7Hne1rBhQ0RFRT3QNbLj+4nB/EPCarVi5MiRqFevHrp27Zrb3Xloeb4M+Me/vx07dgAAGjdu7HfM86HvOYcenOdn8VH6AyVQTpw4gWnTpuHVV19F+fLlc7s79P8C9Rmyfft2GAwG1KpVy++Y59qPSvCZ3Z/Lj+J3YqDHdNq0aTh//jw+/PBDCIIQmE4GkUCN55o1awAATz/9NK5evYoff/wR33zzDdauXQuz2RzAHud9gRpTz/fjv//+69PudDqxZcsW6HQ61KxZ80G7+0jJju8n/hX4kPjss89w48YNfPvtt7ndlYeWy+XCihUrIAgCGjZsmNvdyXPOnTsHAChZsqTfsbCwMEREROD8+fM53KuH05UrV7BlyxYUKFAA0dHRud2doCLLMkaMGIGyZcuynkgeE4jPEIvFghs3biA6OjrNANNTXMjzWg+77P5cXrZsGYD/AoRHQSDH9MCBA5g9ezaGDBmC0qVLB7KbQSNQ43no0CEAqatUJ06cCIfD4T2WL18+TJkyBfXr1w9Mp/O4QI1ply5dsHLlSsyZMweHDh1ClSpV4HQ68e+//yIxMRGfffYZChUqFOjuP7Sy6/uJM/MPgR07duCHH37AkCFDULx48dzuzkPriy++wIkTJ9CxY0cGUGlISUkBAISEhKR53GQyITk5OSe79FByOp14++234XA4MGzYsEdqRiwQZsyYgePHj2PChAl+qTSUuwLxGeI5bjKZ0r3Gna/1sMvOz+WjR49i+vTpyJ8/P/r165flPgabQI2pw+HAyJEjUbFiRfTt2zegfQwmgRpPz3Lv8ePHo0+fPvj777+xdetWjBo1CsnJyXjttddw/fr1wHU8DwvUmOp0Onz//fdo164dduzYgTlz5uD777/3LuFPa3aZ0pdd30+cmc8jPPmvGTV//nzUr18fFosF77zzDmrUqPFI5lrdS1bHNC2LFi3CzJkzUalSJbz77rsB6iFR5rjdbrzzzjvYuXMnunbtimeeeSa3uxRUjh07hhkzZqBv376oXLlybneHKGhdvHgRr7zyClwuFz7//HPky5cvt7sUdKZMmYLz589j2bJlvCkbAMr/b87VtGlTDBs2zNv+3HPPIS4uDrNmzcLSpUu9dR7o/uLj4zFgwADEx8fjm2++Qa1atWC32/Hnn39i0qRJ2LhxI5YtW4awsLDc7uojjcF8HtGmTZtM5fRERkYCACZPnozr16/jm2++eWS2hsiorI7p3ZYtW4b3338f0dHRmDNnDoxGY6C6+FDx3FFM725vSkpKuneJ6f4URcGoUaOwatUqtGvXDmPHjs3tLgWd4cOHo3jx4hg0aFBud4XSEIjPEM/x9GY2PO3pzYw8bLLjc/ny5cvo06cP4uPjMXXq1DSLjT3MAjGmhw8fxty5czFgwADExMQEvI/BJFA/oyaTCQkJCXj88cf9jjVr1gyzZs3yLsV/2AVqTCdNmoS9e/di5cqVqFChAoDUz9iuXbvC5XJhzJgxmDdvHl5//fXAdf4hll3fTwzm84is7lt+7Ngx2O12tGzZMs3jn332GT777DP07t37kZtRDsRe8EuXLsXo0aNRrlw5zJs3DxEREQHo2cPJk+tz/vx5VKlSxedYYmIiEhISWCgli9xuN959910sX74cbdq0waRJk3jzLguOHTsGAKhatWqaxz27VUyfPh3NmzfPsX5RqkB8hhgMBhQoUACXLl2Cy+Xym/H05CJ6XuthF+jP5UuXLqF37964fv06pkyZgmbNmgWyu0EhEGN6/PhxuFwuTJ06FVOnTvU7fvbsWcTExCAkJAS7du0KWN/zokD9jJYuXRoJCQkIDQ31O+Zps9vtD97hIBCoMf37778RHh7uDeTv5LmJd/jw4Qfv8CMiu76f+NdgkGvSpAk6d+7s96hbty6A1D9aO3fuzCAqC5YuXYpRo0ahTJkymDdvHpcR3ofnZ27Tpk1+xzZv3gwAqFevXo726WFwZyDfqlUrfPzxx1ySmUVpfVZ27tzZ+8X5+OOPo3Pnzg+89QxlTaA+Q+rVqweLxYI9e/b4HfNc2/NaD7tAfi7fGchPnjz5kb3hFYgxLVWqVLqfR0DqDF7nzp0fiVSqQP2MeoLLU6dO+R3ztD0qn+2BGlOHw4GUlBSfYoIe8fHxAOCzvRrdX7Z8P2V6Z3oKCsuWLVOio6OVmTNn5nZXgtLixYuVmJgYpWXLlsqNGzdyuztBwel0Kk888YRSpUoV5ciRI9725ORkpXXr1kqlSpWUM2fO5GIPg4/L5VJGjBihREdHK6+//rridDpzu0sPpeHDhyvR0dHK3r17c7srj7TMfobcunVLOXXqlHLr1i2f62zdulWJjo5Wevbsqdjtdm/7li1blJiYGKVXr17Z/2byiECN6cWLF5VmzZoplSpVUn7//fcc639eFKgxTU90dLTSokWLgPc7rwrUeF64cEGpUqWKEhsbq1y7ds3nOu3bt1eio6OVLVu2ZP8bygMCNaZ9+/ZVoqOjlcmTJ/u02+1277Hvv/8+W99LXjVz5kwlOjpaWbZsWZrHc/L7icvsie6ydetWjB49GoqioE6dOvjxxx/9zqlYseIjOyuRHkmSMH78ePTr1w89e/ZEmzZtYDKZsG7dOly6dAmDBw9+ZLfeyarp06dj+fLlMBgMKFWqFL7++mu/c5o3b46KFSvmQu+IAiuznyELFizAtGnTMHDgQJ86CA0aNECXLl2wZMkSdOjQAU2aNMGtW7ewZs0amEwmjBkzJhfeXe4I1Jj27t0bly9fRo0aNXD8+HEcP37c77UelVoUgRpTShWo8SxevDjefvttjB8/Hu3atcOTTz4JjUaDjRs34vLly+jWrRtiY2Nz4y3muECN6bBhw7B37158/fXX2Lx5s7cA3qZNm3Dx4kVUrlwZXbp0yY23mCuWLFmC3bt3AwBOnDjhbduxYweA1L/HPLFBTn4/MZgnusvVq1e9VVEXLVqU5jkdOnRgMJ+GBg0aYOHChfjyyy+xdu1aOJ1OlCtXDm+88QbatWuX290LOpcvXwaQujfpjBkz0jwnKiqKwTw9NAL1GTJu3DjExMRg0aJF+P7772EwGNCsWbNHcj/vQIyp57No37592LdvX5rnPEqBKr/rAitQ4/ncc88hKioK3377LX799Ve4XC6UK1cO/fv3R9euXbPxHeQ9gRjTihUrYvny5Zg5cya2bduGBQsWQBRFlChRAoMGDcKLL74IrVabze8k79i9ezd+/vlnn7Y9e/Z4l8xHRUVlKDYI9PeToHiiFiIiIiIiIiIKCiyAR0RERERERBRkGMwTERERERERBRkG80RERERERERBhsE8ERERERERUZBhME9EREREREQUZBjMExEREREREQUZBvNEREREREREQYbBPBEREREREVGQYTBPREREREREFGQYzBMRERER5bKpU6ciJiYGly5dyu2u5Ljt27cjJiYGy5cvz+2uEAUVBvNERERERHmMLMvo2LEjKlSogO3bt6d5zs8//4yYmBgMGDDAp33lypV477330LFjR1SpUiVLgXJycjKaNm2K6tWr48yZM2meM23aNMTExODDDz/0tp07dw4zZsxAr1690LhxY1SpUgVNmjTB22+/jdOnT2eqD0R0bwzmiYiIiIjyGEmS8NFHH0GtVmPkyJEwm80+x69du4YPP/wQ4eHhGDdunM+xL774AosWLcKVK1dQsGDBLL1+SEgIPvzwQ9hsNowYMQIul8vn+JEjRzBjxgyUKlUKQ4cO9XntyZMnIykpCU888QT69OmD6OhorFy5Eh07dsSuXbuy1B8i8sdgnogCQlEU9O3bFzExMfj99999jrndbvTu3RsxMTHYsGFDLvWQiIgouJQvXx6DBg3C5cuXMWnSJJ9j7777LpKTk/H+++8jMjLS59j48ePx559/Ytu2bejevXuWX79Ro0bo3r079u/fj1mzZnnbHQ4Hhg8fDpfLhUmTJkGn03mPPfbYY1i5ciV++eUXjB07Fm+99RZmzZqFzz//HDabDe+//36W+0NEvhjME1FACIKAjz76CPny5cPo0aNx9epV77HZs2dj+/bt6NatG5o3b56LvSQiIgouL774ImrWrInFixfjn3/+AQD8+OOP2LRpE1q2bIlWrVr5Padhw4aIiooKyOu//fbbKF68OKZNm4Zjx44BAL788kucOHECffv2Rc2aNX3O96QG3K1169YoVaoUTp06hfj4+ID0jehRx2CeiAKmQIECmDBhAhITEzFs2DC43W4cPHgQX375JcqWLYt33nknt7tIREQUVERRxMSJE6HT6TBq1CgcPnwYH3/8MSIjI3NklttoNGLixImQZRkjRozAzp07MWfOHJQvXx5vvPFGpq6lVqsBpKYQENGDYzBPRAHVrFkzPPvss9i1axc+//xzDBs2DADw2Wef+SzDIyIioowpXbo03nzzTcTFxaF79+6wWCwYN24cIiIicuT169ati969e+Po0aPo27cvBEHApEmToNFoMnyNAwcO4OTJk6hatSpCQ0OzsbdEjw4G80QUcG+//Taio6Mxa9YsnDt3DsOGDUPFihVzu1tERERB67nnnkPBggXhcDjQvHlzPPHEEzn6+oMGDYJGo4HD4UCvXr1QpUqVDD83OTkZw4cPh0qlwltvvZWNvSR6tHCNCxEFnFarxf/+9z+cOHECer0enTp1yu0uERERBbVly5bh+vXrAIDdu3cjPj4e+fLle+DrbtiwAUePHvVpq1evHurXr+/TNnv2bDgcDgDAP//8g6FDh0Kr1d73+na7HQMHDsSZM2cwZMgQv+sSUdZxZp6IAm7v3r2YO3cuwsPDYbVaMXbs2NzuEhERUdC6fPkyJk6ciPz582PIkCFISEjAmDFjAnLtDRs2YNq0aT6PHTt2+Jxz4MABzJo1C+XKlcPzzz+Ps2fPYsqUKfe9tsPhwGuvvYZt27bhlVdeQf/+/QPSZyJKxWCeiAIqJSUFw4YNgyRJWLBgAZ544gn88ssvWLlyZW53jYiIKOgoioJ33nkHZrMZY8eORf/+/dGoUSP8/vvvWLNmzQNff9KkSTh+/LjPY9CgQd7jdrsdI0aM8ObJDx06FOXLl8fcuXOxd+/edK9rt9vx6quv4t9//0W/fv3w5ptvPnBficgXg3kiCqj3338fly5dwogRI1CuXDl8+OGHKFiwIMaOHYuLFy/mdveIiIiCyg8//IBt27ahbdu2ePLJJwGk7iNvMpkwbtw43Lp1K1tff/LkyTh9+jT69euHqlWrQqPRYOLEiVCpVBg5ciTsdrvfc+x2OwYMGIBNmzahb9++zJMnyiYM5okoYFasWIHVq1fj8ccfR48ePQAAERER+Oijj2CxWDBs2DDIspzLvSQiIgoO58+fx2effYYCBQpg9OjR3vaiRYti+PDhSEhIyNZUtl27dmHevHmIiYnBa6+95m2vWrUq+vXrl+Zy+zsD+RdeeAHDhw/Ptv4RPepYAI+IAuLixYsYN24cChQogA8//NDnWMOGDfHCCy9gzpw5mDp1KoYMGZJLvSQiIgoObrcbI0aMgNVqxZQpUxAWFuZzvGvXrvj999+9y+1btWrlPbZkyRLs3r0bAHDixAlvmycXvnnz5mjevPk9X99isWDkyJEQRREfffSR3zZ0r732Gv7880/MnTsXTz75JGrVqgUgdYXepk2bUKBAARiNRkydOtXv2h06dECxYsUyOSJEdDcG80QUEMWLF8eePXvSPT58+HDenSciIsqgOXPmYM+ePejYsSOaNm2a5jnjx49H27ZtMW7cONSvXx/58+cHkFrt/ueff/Y5d8+ePd7v6aioqPsG85988gkuXLiAQYMGpbm9rEajwaRJk9C1a1eMHDkSK1euhE6nw+XLlwEAN27cwLRp09K8dr169RjMEwWAoCiKktudICIiIiJ6lE2dOhXTpk3DH3/88cgFutu3b0fv3r0xceJEdOzYMbe7QxQ0mDNPREREREREFGQYzBMREREREREFGQbzREREREREREGGwTwRERERUS6rV68eBg4ciNDQ0NzuSo6LiorCwIED0yy0R0TpYwE8IiIiIiIioiDDmXkiIiIiIiKiIMNgnoiIiIiIiCjIMJgnIiIiIiIiCjIM5omIiIiIiIiCDIN5IiIiIiIioiDDYJ6IiIiIiIgoyDCYJyIiIiIiIgoy/wdCxlmtLk/MfAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Generate some training data\n",
"X_pred = np.linspace(-5, 5, 100)[:, None]\n",
"X_obs = np.linspace(-4, 4, 4)[:, None]\n",
"Y_obs = np.sin(X_obs) ** 2 + X_obs\n",
"\n",
"# Initialize the kernel function\n",
"sigma_y = 0.25\n",
"sigma_kernel = 0.75\n",
"eta_kernel = 1\n",
"kernel_function = partial(quadratic_distance_kernel, eta=eta_kernel, sigma=sigma_kernel)\n",
"\n",
"# Plot posterior\n",
"axs = plot_gaussian_process_posterior(\n",
" X_obs, Y_obs, X_pred, kernel_function, sigma_y=sigma_y, n_samples=3\n",
")\n",
"axs[0].set_title(f\"posterior\")\n",
"axs[1].set_title(f\"kernel function:\\n$\\\\eta$={eta}; $\\\\sigma=${sigma}\");"
]
},
{
"cell_type": "markdown",
"id": "78e36caf",
"metadata": {},
"source": [
"## Distance-based model\n",
"\n",
"$$\n",
"\\begin{align}\n",
"T_i &\\sim \\text{Poisson}(\\lambda_i) \\\\\n",
"\\log(\\lambda_i) &= \\bar \\alpha + \\alpha_{S[i]} \\\\\n",
"\\begin{pmatrix}\n",
"\\alpha_1 \\\\\n",
"\\alpha_2 \\\\\n",
"\\vdots \\\\\n",
"\\alpha_{10}\n",
"\\end{pmatrix} &= \\text{MVNormal}\\left( \n",
"\\begin{bmatrix}\n",
"0 \\\\\n",
"0 \\\\\n",
"\\vdots \\\\\n",
"0\n",
"\\end{bmatrix}, \\textbf{K}\n",
"\\right) \\\\\n",
"k_{i,j} &= \\eta^2\\exp(-\\rho^2D_{i,j}^2)) \\\\\n",
"\\eta^2 &\\sim \\text{Exponential}(2) \\\\\n",
"\\rho^2 &\\sim \\text{Exponential}(0.5)\n",
"\\end{align}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "e92dda69-0192-4926-9f87-4caf3e51b9bd",
"metadata": {},
"source": [
"### Islands Distance Matrix"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "26fa350d",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
" Distance in Thousands of km \n",
" \n",
" \n",
" \n",
" Malekula \n",
" Tikopia \n",
" Santa Cruz \n",
" Yap \n",
" Lau Fiji \n",
" Trobriand \n",
" Chuuk \n",
" Manus \n",
" Tonga \n",
" Hawaii \n",
" \n",
" \n",
" \n",
" \n",
" Malekula \n",
" 0.0 \n",
" 0.5 \n",
" 0.6 \n",
" 4.4 \n",
" 1.2 \n",
" 2.0 \n",
" 3.2 \n",
" 2.8 \n",
" 1.9 \n",
" 5.7 \n",
" \n",
" \n",
" Tikopia \n",
" 0.5 \n",
" 0.0 \n",
" 0.3 \n",
" 4.2 \n",
" 1.2 \n",
" 2.0 \n",
" 2.9 \n",
" 2.7 \n",
" 2.0 \n",
" 5.3 \n",
" \n",
" \n",
" Santa Cruz \n",
" 0.6 \n",
" 0.3 \n",
" 0.0 \n",
" 3.9 \n",
" 1.6 \n",
" 1.7 \n",
" 2.6 \n",
" 2.4 \n",
" 2.3 \n",
" 5.4 \n",
" \n",
" \n",
" Yap \n",
" 4.4 \n",
" 4.2 \n",
" 3.9 \n",
" 0.0 \n",
" 5.4 \n",
" 2.5 \n",
" 1.6 \n",
" 1.6 \n",
" 6.1 \n",
" 7.2 \n",
" \n",
" \n",
" Lau Fiji \n",
" 1.2 \n",
" 1.2 \n",
" 1.6 \n",
" 5.4 \n",
" 0.0 \n",
" 3.2 \n",
" 4.0 \n",
" 3.9 \n",
" 0.8 \n",
" 4.9 \n",
" \n",
" \n",
" Trobriand \n",
" 2.0 \n",
" 2.0 \n",
" 1.7 \n",
" 2.5 \n",
" 3.2 \n",
" 0.0 \n",
" 1.8 \n",
" 0.8 \n",
" 3.9 \n",
" 6.7 \n",
" \n",
" \n",
" Chuuk \n",
" 3.2 \n",
" 2.9 \n",
" 2.6 \n",
" 1.6 \n",
" 4.0 \n",
" 1.8 \n",
" 0.0 \n",
" 1.2 \n",
" 4.8 \n",
" 5.8 \n",
" \n",
" \n",
" Manus \n",
" 2.8 \n",
" 2.7 \n",
" 2.4 \n",
" 1.6 \n",
" 3.9 \n",
" 0.8 \n",
" 1.2 \n",
" 0.0 \n",
" 4.6 \n",
" 6.7 \n",
" \n",
" \n",
" Tonga \n",
" 1.9 \n",
" 2.0 \n",
" 2.3 \n",
" 6.1 \n",
" 0.8 \n",
" 3.9 \n",
" 4.8 \n",
" 4.6 \n",
" 0.0 \n",
" 5.0 \n",
" \n",
" \n",
" Hawaii \n",
" 5.7 \n",
" 5.3 \n",
" 5.4 \n",
" 7.2 \n",
" 4.9 \n",
" 6.7 \n",
" 5.8 \n",
" 6.7 \n",
" 5.0 \n",
" 0.0 \n",
" \n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Distance matrix D_{i, j}\n",
"ISLANDS_DISTANCE_MATRIX = utils.load_data(\"islands_distance_matrix\")\n",
"ISLANDS_DISTANCE_MATRIX.set_index(ISLANDS_DISTANCE_MATRIX.columns, inplace=True)\n",
"ISLANDS_DISTANCE_MATRIX.style.format(precision=1).background_gradient(cmap=\"viridis\").set_caption(\n",
" \"Distance in Thousands of km\"\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "b96c31ec",
"metadata": {},
"outputs": [],
"source": [
"# Data / coords\n",
"CULTURE_ID, CULTURE = pd.factorize(KLINE.culture.values)\n",
"ISLAND_DISTANCES = ISLANDS_DISTANCE_MATRIX.values.astype(float)\n",
"TOOLS = KLINE.total_tools.values.astype(int)\n",
"coords = {\"culture\": CULTURE}\n",
"\n",
"with pm.Model(coords=coords) as distance_model:\n",
"\n",
" # Priors\n",
" alpha_bar = pm.Normal(\"alpha_bar\", 3, 0.5)\n",
" eta_squared = pm.Exponential(\"eta_squared\", 2)\n",
" rho_squared = pm.Exponential(\"rho_squared\", 0.5)\n",
"\n",
" # Gaussian Process\n",
" kernel_function = eta_squared * pm.gp.cov.ExpQuad(input_dim=1, ls=rho_squared)\n",
" GP = pm.gp.Latent(cov_func=kernel_function)\n",
" alpha = GP.prior(\"alpha\", X=ISLAND_DISTANCES, dims=\"culture\")\n",
"\n",
" # Likelihood\n",
" lambda_T = pm.math.exp(alpha_bar + alpha[CULTURE_ID])\n",
" pm.Poisson(\"T\", lambda_T, dims=\"culture\", observed=TOOLS)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "6853fd32",
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
"clusterculture (10) \n",
" \n",
"culture (10) \n",
" \n",
"\n",
"\n",
"eta_squared \n",
"\n",
"eta_squared \n",
"~ \n",
"Exponential \n",
" \n",
"\n",
"\n",
"alpha \n",
" \n",
"alpha \n",
"~ \n",
"Deterministic \n",
" \n",
"\n",
"\n",
"eta_squared->alpha \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"rho_squared \n",
"\n",
"rho_squared \n",
"~ \n",
"Exponential \n",
" \n",
"\n",
"\n",
"rho_squared->alpha \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"alpha_bar \n",
"\n",
"alpha_bar \n",
"~ \n",
"Normal \n",
" \n",
"\n",
"\n",
"T \n",
"\n",
"T \n",
"~ \n",
"Poisson \n",
" \n",
"\n",
"\n",
"alpha_bar->T \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"alpha_rotated_ \n",
"\n",
"alpha_rotated_ \n",
"~ \n",
"Normal \n",
" \n",
"\n",
"\n",
"alpha_rotated_->alpha \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"alpha->T \n",
" \n",
" \n",
" \n",
" \n",
" \n"
],
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.model_to_graphviz(distance_model)"
]
},
{
"cell_type": "markdown",
"id": "8be1a762",
"metadata": {},
"source": [
"### Check model with prior-predictive simulation"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "a312d433",
"metadata": {},
"outputs": [],
"source": [
"def plot_predictive_covariance(predictive, n_samples=30, color=\"C0\", label=None):\n",
"\n",
" eta_samples = predictive[\"eta_squared\"].values[0, :n_samples] ** 0.5\n",
" sigma_samples = 1 / predictive[\"rho_squared\"].values[0, :n_samples] ** 0.5\n",
"\n",
" for ii, (eta, sigma) in enumerate(zip(eta_samples, sigma_samples)):\n",
" label = label if ii == 0 else None\n",
"\n",
" kernel_function = partial(quadratic_distance_kernel, eta=eta, sigma=sigma)\n",
" plot_kernel_function(\n",
" kernel_function, color=color, label=label, alpha=0.5, linewidth=5, max_distance=7\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "ae100d16",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling: [T, alpha_bar, alpha_rotated_, eta_squared, rho_squared]\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with distance_model:\n",
" prior_predictive = pm.sample_prior_predictive(random_seed=12).prior\n",
"\n",
"plot_predictive_covariance(prior_predictive, label=\"prior\")\n",
"plt.ylim([0, 2])\n",
"plt.title(\"Prior Covariance Functions\");"
]
},
{
"cell_type": "markdown",
"id": "fc0a5f20",
"metadata": {},
"source": [
"### Model the data"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "36af527c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha_bar, eta_squared, rho_squared, alpha_rotated_]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "6b6e2cf8fd624574827f65c2ae1756ad",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n",
"The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
]
}
],
"source": [
"with distance_model:\n",
" distance_inference = pm.sample(target_accept=0.99)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "8ea8d595",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" mean \n",
" sd \n",
" hdi_3% \n",
" hdi_97% \n",
" mcse_mean \n",
" mcse_sd \n",
" ess_bulk \n",
" ess_tail \n",
" r_hat \n",
" \n",
" \n",
" \n",
" \n",
" alpha[Malekula] \n",
" -0.677 \n",
" 0.310 \n",
" -1.273 \n",
" -0.114 \n",
" 0.008 \n",
" 0.006 \n",
" 1471.0 \n",
" 1306.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Tikopia] \n",
" -0.297 \n",
" 0.275 \n",
" -0.811 \n",
" 0.221 \n",
" 0.007 \n",
" 0.005 \n",
" 1561.0 \n",
" 2070.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Santa Cruz] \n",
" -0.221 \n",
" 0.270 \n",
" -0.714 \n",
" 0.299 \n",
" 0.007 \n",
" 0.005 \n",
" 1543.0 \n",
" 2215.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Yap] \n",
" 0.326 \n",
" 0.261 \n",
" -0.164 \n",
" 0.805 \n",
" 0.008 \n",
" 0.006 \n",
" 1238.0 \n",
" 1457.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Lau Fiji] \n",
" 0.077 \n",
" 0.264 \n",
" -0.414 \n",
" 0.593 \n",
" 0.007 \n",
" 0.005 \n",
" 1413.0 \n",
" 1749.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Trobriand] \n",
" -0.280 \n",
" 0.339 \n",
" -0.850 \n",
" 0.418 \n",
" 0.021 \n",
" 0.015 \n",
" 307.0 \n",
" 271.0 \n",
" 1.01 \n",
" \n",
" \n",
" alpha[Chuuk] \n",
" 0.240 \n",
" 0.262 \n",
" -0.243 \n",
" 0.741 \n",
" 0.007 \n",
" 0.005 \n",
" 1560.0 \n",
" 1828.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Manus] \n",
" -0.056 \n",
" 0.286 \n",
" -0.621 \n",
" 0.456 \n",
" 0.010 \n",
" 0.007 \n",
" 979.0 \n",
" 742.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Tonga] \n",
" 0.484 \n",
" 0.268 \n",
" -0.007 \n",
" 1.008 \n",
" 0.009 \n",
" 0.006 \n",
" 1010.0 \n",
" 676.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha[Hawaii] \n",
" 0.811 \n",
" 0.246 \n",
" 0.348 \n",
" 1.275 \n",
" 0.007 \n",
" 0.005 \n",
" 1383.0 \n",
" 1662.0 \n",
" 1.00 \n",
" \n",
" \n",
" alpha_bar \n",
" 3.402 \n",
" 0.220 \n",
" 2.973 \n",
" 3.805 \n",
" 0.007 \n",
" 0.005 \n",
" 1122.0 \n",
" 1244.0 \n",
" 1.00 \n",
" \n",
" \n",
" eta_squared \n",
" 0.379 \n",
" 0.257 \n",
" 0.074 \n",
" 0.814 \n",
" 0.010 \n",
" 0.007 \n",
" 900.0 \n",
" 1114.0 \n",
" 1.00 \n",
" \n",
" \n",
" rho_squared \n",
" 0.293 \n",
" 0.521 \n",
" 0.000 \n",
" 1.233 \n",
" 0.051 \n",
" 0.036 \n",
" 158.0 \n",
" 134.0 \n",
" 1.01 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n",
"alpha[Malekula] -0.677 0.310 -1.273 -0.114 0.008 0.006 \n",
"alpha[Tikopia] -0.297 0.275 -0.811 0.221 0.007 0.005 \n",
"alpha[Santa Cruz] -0.221 0.270 -0.714 0.299 0.007 0.005 \n",
"alpha[Yap] 0.326 0.261 -0.164 0.805 0.008 0.006 \n",
"alpha[Lau Fiji] 0.077 0.264 -0.414 0.593 0.007 0.005 \n",
"alpha[Trobriand] -0.280 0.339 -0.850 0.418 0.021 0.015 \n",
"alpha[Chuuk] 0.240 0.262 -0.243 0.741 0.007 0.005 \n",
"alpha[Manus] -0.056 0.286 -0.621 0.456 0.010 0.007 \n",
"alpha[Tonga] 0.484 0.268 -0.007 1.008 0.009 0.006 \n",
"alpha[Hawaii] 0.811 0.246 0.348 1.275 0.007 0.005 \n",
"alpha_bar 3.402 0.220 2.973 3.805 0.007 0.005 \n",
"eta_squared 0.379 0.257 0.074 0.814 0.010 0.007 \n",
"rho_squared 0.293 0.521 0.000 1.233 0.051 0.036 \n",
"\n",
" ess_bulk ess_tail r_hat \n",
"alpha[Malekula] 1471.0 1306.0 1.00 \n",
"alpha[Tikopia] 1561.0 2070.0 1.00 \n",
"alpha[Santa Cruz] 1543.0 2215.0 1.00 \n",
"alpha[Yap] 1238.0 1457.0 1.00 \n",
"alpha[Lau Fiji] 1413.0 1749.0 1.00 \n",
"alpha[Trobriand] 307.0 271.0 1.01 \n",
"alpha[Chuuk] 1560.0 1828.0 1.00 \n",
"alpha[Manus] 979.0 742.0 1.00 \n",
"alpha[Tonga] 1010.0 676.0 1.00 \n",
"alpha[Hawaii] 1383.0 1662.0 1.00 \n",
"alpha_bar 1122.0 1244.0 1.00 \n",
"eta_squared 900.0 1114.0 1.00 \n",
"rho_squared 158.0 134.0 1.01 "
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(distance_inference, var_names=[\"~alpha_rotated_\"])"
]
},
{
"cell_type": "markdown",
"id": "80f17ce7-c001-4b2a-a5aa-76f3af67995c",
"metadata": {},
"source": [
"### Posterior Predictions\n",
"\n",
"#### Compare the Prior to the Posterior\n",
"\n",
"Ensure that we've learned something"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "534d6361",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_predictive_covariance(prior_predictive, color=\"k\", label=\"prior\")\n",
"plot_predictive_covariance(distance_inference.posterior, label=\"posterior\")\n",
"plt.ylim([0, 2]);"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "5c46a4e5",
"metadata": {},
"outputs": [],
"source": [
"def distance_to_covariance(distance, eta_squared, rho_squared):\n",
" return eta_squared * np.exp(-rho_squared * distance**2)\n",
"\n",
"\n",
"def calculate_posterior_mean_covariance_matrix(inference):\n",
" posterior_mean = inference.posterior.mean(dim=(\"chain\", \"draw\"))\n",
"\n",
" posterior_eta_squared = posterior_mean[\"eta_squared\"].values\n",
" posterior_rho_squared = posterior_mean[\"rho_squared\"].values\n",
"\n",
" print(\"Posterior Mean Kernel parameters:\")\n",
" print(\"eta_squared:\", posterior_eta_squared)\n",
" print(\"rho_squared:\", posterior_rho_squared)\n",
"\n",
" model_covariance = np.zeros_like(ISLANDS_DISTANCE_MATRIX).astype(float)\n",
" for ii in range(10):\n",
" for jj in range(10):\n",
" model_covariance[ii, jj] = distance_to_covariance(\n",
" ISLAND_DISTANCES[ii, jj],\n",
" eta_squared=posterior_eta_squared,\n",
" rho_squared=posterior_rho_squared,\n",
" )\n",
"\n",
" return model_covariance\n",
"\n",
"\n",
"def plot_posterior_mean_covariance_matrix(covariance_matrix, clim=(0, 0.4)):\n",
" plt.matshow(covariance_matrix)\n",
" plt.xticks(np.arange(10), labels=KLINE.culture, rotation=90)\n",
" plt.yticks(np.arange(10), labels=KLINE.culture)\n",
" plt.clim(clim)\n",
" plt.grid(False)\n",
" plt.colorbar()\n",
" plt.title(\"posterior mean covariance matrix\");"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "1ac15ba0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Posterior Mean Kernel parameters:\n",
"eta_squared: 0.3787328036103038\n",
"rho_squared: 0.2930628945484335\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"distance_model_covariance = calculate_posterior_mean_covariance_matrix(distance_inference)\n",
"plot_posterior_mean_covariance_matrix(distance_model_covariance)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "8dd75b33",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_kline_model_covarance(covariance_matric, min_alpha=0.01, alpha_gain=1, max_cov=None):\n",
" plt.subplots(figsize=(10, 5))\n",
" # Plot covariance\n",
" max_cov = covariance_matric.max() if max_cov is None else max_cov\n",
" for ii in range(10):\n",
" for jj in range(10):\n",
" if ii != jj:\n",
" lat_a = KLINE.loc[ii, \"lat\"]\n",
" lon_a = KLINE.loc[ii, \"lon2\"]\n",
"\n",
" lat_b = KLINE.loc[jj, \"lat\"]\n",
" lon_b = KLINE.loc[jj, \"lon2\"]\n",
" cov = covariance_matric[ii, jj]\n",
" alpha = (min_alpha + (1 - min_alpha) * (cov / max_cov)) ** (1 / alpha_gain)\n",
" plt.plot((lon_a, lon_b), (lat_a, lat_b), linewidth=3, color=\"k\", alpha=alpha)\n",
"\n",
" plt.scatter(KLINE.lon2, KLINE.lat, s=KLINE.population * 0.01, zorder=10, alpha=0.9)\n",
"\n",
" # Annotate\n",
" for ii in range(10):\n",
" plt.annotate(\n",
" KLINE.loc[ii, \"culture\"],\n",
" (KLINE.loc[ii, \"lon2\"] + 1.5, KLINE.loc[ii, \"lat\"]),\n",
" zorder=11,\n",
" color=\"C1\",\n",
" fontsize=12,\n",
" fontweight=\"bold\",\n",
" )\n",
" plt.xlabel(\"longitude\")\n",
" plt.ylabel(\"latitude\")\n",
" plt.axis(\"tight\")\n",
"\n",
"\n",
"plot_kline_model_covarance(distance_model_covariance, max_cov=0.4)\n",
"plt.title(\"Pure Spatial, nothing else\");"
]
},
{
"cell_type": "markdown",
"id": "fe24cb17",
"metadata": {},
"source": [
"## Stratify by population size\n",
"\n",
"$$\n",
"\\begin{align}\n",
"T_i &\\sim \\text{Poisson}(\\lambda_i) \\\\\n",
"\\lambda_i &= \\frac{\\bar \\alpha P^\\beta}{\\gamma} \\exp(\\alpha_{S[i]}) \\\\\n",
" \\begin{pmatrix}\n",
" \\alpha_1 \\\\\n",
" \\alpha_2 \\\\\n",
" \\vdots \\\\\n",
" \\alpha_{10}\n",
" \\end{pmatrix} &= \\text{MVNormal}\n",
" \\left( \n",
" \\begin{bmatrix}\n",
" 0 \\\\\n",
" 0 \\\\\n",
" \\vdots \\\\\n",
" 0\n",
" \\end{bmatrix}, \\textbf{K}\n",
" \\right) \\\\\n",
" k_{i,j} &= \\eta^2\\exp(-\\rho^2D_{i,j}^2)) \\\\\n",
" \\bar \\alpha, \\beta, \\gamma &\\sim \\text{Exponential}(1) \\\\\n",
" \\eta^2 &\\sim \\text{Exponential}(2) \\\\\n",
" \\rho^2 &\\sim \\text{Exponential}(0.5)\n",
"\\end{align}\n",
"$$\n",
"\n",
"- We now fold our steady state equation into the intercept/baseline tools equation\n",
"- Include an additional $\\exp$ multiplier to handle society-level offsets. Idea here being that\n",
" - if $\\alpha_{S[i]}=0$, then the society is average, and we fall back to the expected value of the difference equation i.e. multiplier is one\n",
" - if $\\alpha_{S[i]}>0$ then there is a boost in tool production. This boost is shared amongst spatially-local societies\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "dd1331cc",
"metadata": {},
"outputs": [],
"source": [
"with pm.Model(coords=coords) as distance_population_model:\n",
"\n",
" population = pm.Data(\"log_population\", KLINE.logpop.values.astype(float))\n",
" CULTURE_ID_ = pm.Data(\"CULTURE_ID\", CULTURE_ID)\n",
"\n",
" # Priorsdistancesdistances\n",
" alpha_bar = pm.Exponential(\"alpha_bar\", 1)\n",
" gamma = pm.Exponential(\"gamma\", 1)\n",
" beta = pm.Exponential(\"beta\", 1)\n",
" eta_squared = pm.Exponential(\"eta_squared\", 2)\n",
" rho_squared = pm.Exponential(\"rho_squared\", 2)\n",
"\n",
" # Gaussian Process\n",
" kernel_function = eta_squared * pm.gp.cov.ExpQuad(input_dim=1, ls=rho_squared)\n",
" GP = pm.gp.Latent(cov_func=kernel_function)\n",
" alpha = GP.prior(\"alpha\", X=ISLAND_DISTANCES, dims=\"culture\")\n",
"\n",
" # Likelihood\n",
" lambda_T = (alpha_bar / gamma * population[CULTURE_ID_] ** beta) * pm.math.exp(\n",
" alpha[CULTURE_ID_]\n",
" )\n",
" pm.Poisson(\"T\", lambda_T, observed=TOOLS, dims=\"culture\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "b445cf58",
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
"cluster10 \n",
" \n",
"10 \n",
" \n",
"\n",
"clusterculture (10) \n",
" \n",
"culture (10) \n",
" \n",
"\n",
"\n",
"log_population \n",
" \n",
"log_population \n",
"~ \n",
"Data \n",
" \n",
"\n",
"\n",
"T \n",
"\n",
"T \n",
"~ \n",
"Poisson \n",
" \n",
"\n",
"\n",
"log_population->T \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"CULTURE_ID \n",
" \n",
"CULTURE_ID \n",
"~ \n",
"Data \n",
" \n",
"\n",
"\n",
"CULTURE_ID->T \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"gamma \n",
"\n",
"gamma \n",
"~ \n",
"Exponential \n",
" \n",
"\n",
"\n",
"gamma->T \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"beta \n",
"\n",
"beta \n",
"~ \n",
"Exponential \n",
" \n",
"\n",
"\n",
"beta->T \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"rho_squared \n",
"\n",
"rho_squared \n",
"~ \n",
"Exponential \n",
" \n",
"\n",
"\n",
"alpha \n",
" \n",
"alpha \n",
"~ \n",
"Deterministic \n",
" \n",
"\n",
"\n",
"rho_squared->alpha \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"eta_squared \n",
"\n",
"eta_squared \n",
"~ \n",
"Exponential \n",
" \n",
"\n",
"\n",
"eta_squared->alpha \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"alpha_bar \n",
"\n",
"alpha_bar \n",
"~ \n",
"Exponential \n",
" \n",
"\n",
"\n",
"alpha_bar->T \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"alpha_rotated_ \n",
"\n",
"alpha_rotated_ \n",
"~ \n",
"Normal \n",
" \n",
"\n",
"\n",
"alpha_rotated_->alpha \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"alpha->T \n",
" \n",
" \n",
" \n",
" \n",
" \n"
],
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.model_to_graphviz(distance_population_model)"
]
},
{
"cell_type": "markdown",
"id": "fd2c2a3b-d69b-4930-b75f-74adcda9ebd4",
"metadata": {},
"source": [
"### Prior Predictive"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "ecaca6b6",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling: [T, alpha_bar, alpha_rotated_, beta, eta_squared, gamma, rho_squared]\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with distance_population_model:\n",
" prior_predictive = pm.sample_prior_predictive(random_seed=12).prior\n",
"\n",
"plot_predictive_covariance(prior_predictive, label=\"prior\")\n",
"plt.ylim([0, 1])\n",
"plt.title(\"Prior Covariance Functions\");"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "5c26f81e",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha_bar, gamma, beta, eta_squared, rho_squared, alpha_rotated_]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d15e7ab1830e4d59b915f131a5e6c9e7",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 82 seconds.\n"
]
}
],
"source": [
"with distance_population_model:\n",
" distance_population_inference = pm.sample(target_accept=0.99)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "ec823413",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_predictive_covariance(distance_inference.posterior, color=\"k\", label=\"empty model\")\n",
"plot_predictive_covariance(distance_population_inference.posterior, label=\"population\")\n",
"plt.ylim([0, 1]);"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "4a1ad8e1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Posterior Mean Kernel parameters:\n",
"eta_squared: 0.1545764701828998\n",
"rho_squared: 0.19242529419650606\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"distance_population_model_covariance = calculate_posterior_mean_covariance_matrix(\n",
" distance_population_inference\n",
")\n",
"plot_posterior_mean_covariance_matrix(distance_population_model_covariance)"
]
},
{
"cell_type": "markdown",
"id": "f155a8d0-3a4d-44f4-9203-9716d4d39c20",
"metadata": {},
"source": [
"We can see that by including population, the degree of covariance required to explain tool use is diminished, compared to the distance-only model. i.e. population has explained away a lot more of the variation."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "8a553ca1-25b1-44b5-9ebb-590998da4693",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_kline_model_covarance(distance_population_model_covariance, max_cov=0.4)\n",
"plt.title(\"Stratifying by Population\");"
]
},
{
"cell_type": "markdown",
"id": "c92747b6",
"metadata": {},
"source": [
"#### Fit population-only model for comparison\n",
"I _think_ this is what McElreath is doing to construct the plot that combines population size, tool use and island covariance (next plot below). Specifically, we estimate a population-only model using the analytical solution, but includes no covariance amongst islands. We then compare add the covariance plot on top of that model to demonstrate that there is still some information left on the table regarding covariances, even when including population in the model."
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "e4625904",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha, beta, gamma]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cf3bb261ea064d9aaf6a8e6a0f9bd6cf",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 2_000 tune and 1_000 draw iterations (8_000 + 4_000 draws total) took 10 seconds.\n",
"Sampling: [tools]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cf89a7c431a94ec880d1910b2a4a5229",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ETA = 5.1 # Exponential hyperparmeter taken from Lecture 10 notes\n",
"with pm.Model() as population_model:\n",
"\n",
" # Note: raw population here, not log/standardized\n",
" population = pm.Data(\"population\", KLINE.logpop.values)\n",
"\n",
" # Priors\n",
" # innovation rate\n",
" alpha = pm.Exponential(\"alpha\", eta)\n",
"\n",
" # Contact-level elasticity\n",
" beta = pm.Exponential(\"beta\", eta)\n",
"\n",
" # G lobal technology loss rate\n",
" gamma = pm.Exponential(\"gamma\", eta)\n",
"\n",
" # Likelihood using difference equation equilibrium as mean Poisson rate\n",
" lamb = (alpha * (population**beta)) / gamma\n",
" pm.Poisson(\"tools\", lamb, observed=TOOLS)\n",
"\n",
" population_inference = pm.sample(tune=2000, target_accept=0.98)\n",
" population_inference = pm.sample_posterior_predictive(\n",
" population_inference, extend_inferencedata=True\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "2c2e2261",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_kline_model_population_covariance(\n",
" covariance_matric, min_alpha=0.01, alpha_gain=1, max_cov=None\n",
"):\n",
"\n",
" # Plot covariancef\n",
" max_cov = covariance_matric.max() if max_cov is None else max_cov\n",
" for ii in range(10):\n",
" for jj in range(10):\n",
" if ii != jj:\n",
" logpop_a = KLINE.loc[ii, \"logpop\"]\n",
" tools_a = KLINE.loc[ii, \"total_tools\"]\n",
"\n",
" logpop_b = KLINE.loc[jj, \"logpop\"]\n",
" tools_b = KLINE.loc[jj, \"total_tools\"]\n",
" cov = covariance_matric[ii, jj]\n",
" alpha = (min_alpha + (1 - min_alpha) * (cov / max_cov)) ** (1 / alpha_gain)\n",
" plt.plot(\n",
" (logpop_a, logpop_b), (tools_a, tools_b), linewidth=3, color=\"k\", alpha=alpha\n",
" )\n",
"\n",
" plt.scatter(KLINE.logpop, KLINE.total_tools, s=KLINE.population * 0.01, zorder=10)\n",
"\n",
" # Annotate\n",
" for ii in range(10):\n",
" plt.annotate(\n",
" KLINE.loc[ii, \"culture\"],\n",
" (KLINE.loc[ii, \"logpop\"] + 0.1, KLINE.loc[ii, \"total_tools\"]),\n",
" zorder=11,\n",
" color=\"C1\",\n",
" fontsize=12,\n",
" fontweight=\"bold\",\n",
" )\n",
" plt.xlabel(\"log population\")\n",
" plt.ylabel(\"total tools\")\n",
" plt.axis(\"tight\")\n",
"\n",
"\n",
"def plot_kline_population_only_model_posterior_predictive(inference):\n",
" ppd = inference.posterior_predictive[\"tools\"]\n",
" az.plot_hdi(\n",
" x=KLINE.logpop,\n",
" y=ppd,\n",
" color=\"C1\",\n",
" hdi_prob=0.89,\n",
" fill_kwargs={\"alpha\": 0.1},\n",
" )\n",
"\n",
" plt.plot(\n",
" KLINE.logpop,\n",
" ppd.mean(dim=(\"chain\", \"draw\")),\n",
" color=\"C1\",\n",
" linewidth=4,\n",
" alpha=0.5,\n",
" label=\"Population-only Model\",\n",
" )\n",
" plt.legend()\n",
"\n",
"\n",
"plot_kline_model_population_covariance(distance_population_model_covariance, max_cov=0.4)\n",
"plot_kline_population_only_model_posterior_predictive(population_inference)"
]
},
{
"cell_type": "markdown",
"id": "9053c4dd-704e-4e23-b44e-0d8947cbc0a9",
"metadata": {},
"source": [
"Though Population alone accounts for a lot of the variance in tool use (blue curve), there's still quite a bit of residual island-island similarity that explains tool use (i.e. some of the black lines still have some weight)."
]
},
{
"cell_type": "markdown",
"id": "b1e33d9b",
"metadata": {},
"source": [
"# Phylogenetic Regression\n",
"## Dataset: Primates301"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "85a15fd2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" name \n",
" genus \n",
" species \n",
" subspecies \n",
" spp_id \n",
" genus_id \n",
" social_learning \n",
" research_effort \n",
" brain \n",
" body \n",
" group_size \n",
" gestation \n",
" weaning \n",
" longevity \n",
" sex_maturity \n",
" maternal_investment \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Allenopithecus_nigroviridis \n",
" Allenopithecus \n",
" nigroviridis \n",
" NaN \n",
" 1 \n",
" 1 \n",
" 0.0 \n",
" 6.0 \n",
" 58.02 \n",
" 4655.00 \n",
" 40.0 \n",
" NaN \n",
" 106.15 \n",
" 276.0 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 1 \n",
" Allocebus_trichotis \n",
" Allocebus \n",
" trichotis \n",
" NaN \n",
" 2 \n",
" 2 \n",
" 0.0 \n",
" 6.0 \n",
" NaN \n",
" 78.09 \n",
" 1.0 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 2 \n",
" Alouatta_belzebul \n",
" Alouatta \n",
" belzebul \n",
" NaN \n",
" 3 \n",
" 3 \n",
" 0.0 \n",
" 15.0 \n",
" 52.84 \n",
" 6395.00 \n",
" 7.4 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 3 \n",
" Alouatta_caraya \n",
" Alouatta \n",
" caraya \n",
" NaN \n",
" 4 \n",
" 3 \n",
" 0.0 \n",
" 45.0 \n",
" 52.63 \n",
" 5383.00 \n",
" 8.9 \n",
" 185.92 \n",
" 323.16 \n",
" 243.6 \n",
" 1276.72 \n",
" 509.08 \n",
" \n",
" \n",
" 4 \n",
" Alouatta_guariba \n",
" Alouatta \n",
" guariba \n",
" NaN \n",
" 5 \n",
" 3 \n",
" 0.0 \n",
" 37.0 \n",
" 51.70 \n",
" 5175.00 \n",
" 7.4 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" name genus species subspecies \\\n",
"0 Allenopithecus_nigroviridis Allenopithecus nigroviridis NaN \n",
"1 Allocebus_trichotis Allocebus trichotis NaN \n",
"2 Alouatta_belzebul Alouatta belzebul NaN \n",
"3 Alouatta_caraya Alouatta caraya NaN \n",
"4 Alouatta_guariba Alouatta guariba NaN \n",
"\n",
" spp_id genus_id social_learning research_effort brain body \\\n",
"0 1 1 0.0 6.0 58.02 4655.00 \n",
"1 2 2 0.0 6.0 NaN 78.09 \n",
"2 3 3 0.0 15.0 52.84 6395.00 \n",
"3 4 3 0.0 45.0 52.63 5383.00 \n",
"4 5 3 0.0 37.0 51.70 5175.00 \n",
"\n",
" group_size gestation weaning longevity sex_maturity \\\n",
"0 40.0 NaN 106.15 276.0 NaN \n",
"1 1.0 NaN NaN NaN NaN \n",
"2 7.4 NaN NaN NaN NaN \n",
"3 8.9 185.92 323.16 243.6 1276.72 \n",
"4 7.4 NaN NaN NaN NaN \n",
"\n",
" maternal_investment \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 509.08 \n",
"4 NaN "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"PRIMATES301 = utils.load_data(\"Primates301\")\n",
"PRIMATES301.head()"
]
},
{
"cell_type": "markdown",
"id": "d94942d8",
"metadata": {},
"source": [
"- 301 Primate species\n",
"- Life history traits\n",
"- Body Mass $M$, Brain Size $B$, Social Group Size $G$\n",
"- Measurement error, unobserved confounding\n",
"- Missing data, **we'll fucus on the complete case analysis** in this lecture\n",
"\n",
"#### Filter out 151 **Complete Cases**\n",
"Drop osbservations missing either Body Mass, Brain Size, or Group size"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "e3af385b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" name \n",
" genus \n",
" species \n",
" subspecies \n",
" spp_id \n",
" genus_id \n",
" social_learning \n",
" research_effort \n",
" brain \n",
" body \n",
" group_size \n",
" gestation \n",
" weaning \n",
" longevity \n",
" sex_maturity \n",
" maternal_investment \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Allenopithecus_nigroviridis \n",
" Allenopithecus \n",
" nigroviridis \n",
" NaN \n",
" 1 \n",
" 1 \n",
" 0.0 \n",
" 6.0 \n",
" 58.02 \n",
" 4655.0 \n",
" 40.00 \n",
" NaN \n",
" 106.15 \n",
" 276.0 \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 2 \n",
" Alouatta_belzebul \n",
" Alouatta \n",
" belzebul \n",
" NaN \n",
" 3 \n",
" 3 \n",
" 0.0 \n",
" 15.0 \n",
" 52.84 \n",
" 6395.0 \n",
" 7.40 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 3 \n",
" Alouatta_caraya \n",
" Alouatta \n",
" caraya \n",
" NaN \n",
" 4 \n",
" 3 \n",
" 0.0 \n",
" 45.0 \n",
" 52.63 \n",
" 5383.0 \n",
" 8.90 \n",
" 185.92 \n",
" 323.16 \n",
" 243.6 \n",
" 1276.72 \n",
" 509.08 \n",
" \n",
" \n",
" 4 \n",
" Alouatta_guariba \n",
" Alouatta \n",
" guariba \n",
" NaN \n",
" 5 \n",
" 3 \n",
" 0.0 \n",
" 37.0 \n",
" 51.70 \n",
" 5175.0 \n",
" 7.40 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 5 \n",
" Alouatta_palliata \n",
" Alouatta \n",
" palliata \n",
" NaN \n",
" 6 \n",
" 3 \n",
" 3.0 \n",
" 79.0 \n",
" 49.88 \n",
" 6250.0 \n",
" 13.10 \n",
" 185.42 \n",
" 495.60 \n",
" 300.0 \n",
" 1578.42 \n",
" 681.02 \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 294 \n",
" Trachypithecus_obscurus \n",
" Trachypithecus \n",
" obscurus \n",
" NaN \n",
" 295 \n",
" 67 \n",
" 0.0 \n",
" 6.0 \n",
" 62.12 \n",
" 7056.0 \n",
" 10.00 \n",
" 146.63 \n",
" 362.93 \n",
" 300.0 \n",
" NaN \n",
" 509.56 \n",
" \n",
" \n",
" 295 \n",
" Trachypithecus_phayrei \n",
" Trachypithecus \n",
" phayrei \n",
" NaN \n",
" 296 \n",
" 67 \n",
" 0.0 \n",
" 16.0 \n",
" 72.84 \n",
" 7475.0 \n",
" 12.90 \n",
" 180.61 \n",
" 305.87 \n",
" NaN \n",
" NaN \n",
" 486.48 \n",
" \n",
" \n",
" 296 \n",
" Trachypithecus_pileatus \n",
" Trachypithecus \n",
" pileatus \n",
" NaN \n",
" 297 \n",
" 67 \n",
" 0.0 \n",
" 5.0 \n",
" 103.64 \n",
" 11794.0 \n",
" 8.50 \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" NaN \n",
" \n",
" \n",
" 298 \n",
" Trachypithecus_vetulus \n",
" Trachypithecus \n",
" vetulus \n",
" NaN \n",
" 299 \n",
" 67 \n",
" 0.0 \n",
" 2.0 \n",
" 61.29 \n",
" 6237.0 \n",
" 8.35 \n",
" 204.72 \n",
" 245.78 \n",
" 276.0 \n",
" 1113.70 \n",
" 450.50 \n",
" \n",
" \n",
" 300 \n",
" Varecia_variegata_variegata \n",
" Varecia \n",
" variegata \n",
" variegata \n",
" 301 \n",
" 68 \n",
" 0.0 \n",
" 57.0 \n",
" 32.12 \n",
" 3575.0 \n",
" 2.80 \n",
" 102.50 \n",
" 90.73 \n",
" 384.0 \n",
" 701.52 \n",
" 193.23 \n",
" \n",
" \n",
"
\n",
"
151 rows × 16 columns
\n",
"
"
],
"text/plain": [
" name genus species subspecies \\\n",
"0 Allenopithecus_nigroviridis Allenopithecus nigroviridis NaN \n",
"2 Alouatta_belzebul Alouatta belzebul NaN \n",
"3 Alouatta_caraya Alouatta caraya NaN \n",
"4 Alouatta_guariba Alouatta guariba NaN \n",
"5 Alouatta_palliata Alouatta palliata NaN \n",
".. ... ... ... ... \n",
"294 Trachypithecus_obscurus Trachypithecus obscurus NaN \n",
"295 Trachypithecus_phayrei Trachypithecus phayrei NaN \n",
"296 Trachypithecus_pileatus Trachypithecus pileatus NaN \n",
"298 Trachypithecus_vetulus Trachypithecus vetulus NaN \n",
"300 Varecia_variegata_variegata Varecia variegata variegata \n",
"\n",
" spp_id genus_id social_learning research_effort brain body \\\n",
"0 1 1 0.0 6.0 58.02 4655.0 \n",
"2 3 3 0.0 15.0 52.84 6395.0 \n",
"3 4 3 0.0 45.0 52.63 5383.0 \n",
"4 5 3 0.0 37.0 51.70 5175.0 \n",
"5 6 3 3.0 79.0 49.88 6250.0 \n",
".. ... ... ... ... ... ... \n",
"294 295 67 0.0 6.0 62.12 7056.0 \n",
"295 296 67 0.0 16.0 72.84 7475.0 \n",
"296 297 67 0.0 5.0 103.64 11794.0 \n",
"298 299 67 0.0 2.0 61.29 6237.0 \n",
"300 301 68 0.0 57.0 32.12 3575.0 \n",
"\n",
" group_size gestation weaning longevity sex_maturity \\\n",
"0 40.00 NaN 106.15 276.0 NaN \n",
"2 7.40 NaN NaN NaN NaN \n",
"3 8.90 185.92 323.16 243.6 1276.72 \n",
"4 7.40 NaN NaN NaN NaN \n",
"5 13.10 185.42 495.60 300.0 1578.42 \n",
".. ... ... ... ... ... \n",
"294 10.00 146.63 362.93 300.0 NaN \n",
"295 12.90 180.61 305.87 NaN NaN \n",
"296 8.50 NaN NaN NaN NaN \n",
"298 8.35 204.72 245.78 276.0 1113.70 \n",
"300 2.80 102.50 90.73 384.0 701.52 \n",
"\n",
" maternal_investment \n",
"0 NaN \n",
"2 NaN \n",
"3 509.08 \n",
"4 NaN \n",
"5 681.02 \n",
".. ... \n",
"294 509.56 \n",
"295 486.48 \n",
"296 NaN \n",
"298 450.50 \n",
"300 193.23 \n",
"\n",
"[151 rows x 16 columns]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"PRIMATES = PRIMATES301.query(\n",
" \"brain.notnull() and body.notnull() and group_size.notnull()\", engine=\"python\"\n",
")\n",
"PRIMATES"
]
},
{
"cell_type": "markdown",
"id": "9ddcc839-fbc3-4525-8352-c88fdf2af908",
"metadata": {},
"source": [
"#### There's lot's of Covariation amongst variables"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "754e03f5-b853-46b2-97af-c1b2be78f62f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from seaborn import pairplot\n",
"\n",
"pairplot(\n",
" PRIMATES.assign(\n",
" log_brain_volume=lambda x: np.log(x[\"brain\"]),\n",
" log_body_mass=lambda x: np.log(x[\"body\"]),\n",
" log_group_size=lambda x: np.log(x[\"group_size\"]),\n",
" )[[\"log_brain_volume\", \"log_body_mass\", \"log_group_size\"]]\n",
");"
]
},
{
"cell_type": "markdown",
"id": "a88550c8-7127-4b6b-8db1-cb55f13257e6",
"metadata": {},
"source": [
"There's no way from the sample alone to know what causes what"
]
},
{
"cell_type": "markdown",
"id": "ff7bbb97-c597-43b8-a443-cee0817d60d8",
"metadata": {},
"source": [
"## Causal Salad\n",
"- Throwing all predictors into a model, then interpreting their coefficients causally\n",
"- Using prediction methods as a stand-in for causality\n",
"- Throwing all factors into \"salad\" of regression terms\n",
" - performing model selection base on prediction (we showed earlier in [Lecture 07 - Fitting Over & Under]() why this is bad to do)\n",
" - and interpreting the resulting coefficients as causal effects (we've shown why this is bad many times)\n",
"- Controlling for phylogeny is important to do, but it's often done mindlessly (with the \"salad\" approach)\n",
"- Regression with phylogeny still requires a causal model"
]
},
{
"cell_type": "markdown",
"id": "5bce73e4-b68f-472d-845d-048a6fcaa7da",
"metadata": {},
"source": [
"## Different Hypotheses required different causal models (DAGs)\n",
"\n",
"### Social Brain Hypothesis\n",
"- Group Size $G$ Effects Brain Size $B$\n",
"\n",
"#### Body Mass $M$ is a shared cause for both $M$ and $B$\n",
"This is the DAG we'll focus on in this Lecture"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "60645105-500e-4ea4-bf0a-9d9d5195f3c5",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
"\n",
"G \n",
"\n",
"G \n",
" \n",
"\n",
"\n",
"B \n",
"\n",
"B \n",
" \n",
"\n",
"\n",
"G->B \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"M \n",
"\n",
"M \n",
" \n",
"\n",
"\n",
"M->G \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"M->B \n",
" \n",
" \n",
" \n",
" \n",
" \n"
],
"text/plain": [
""
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(edge_list=[(\"G\", \"B\"), (\"M\", \"G\"), (\"M\", \"B\")], graph_direction=\"LR\")"
]
},
{
"cell_type": "markdown",
"id": "2df6c78a-2c8a-45fb-b688-e81cc434493a",
"metadata": {},
"source": [
"#### Body Mass $M$ is a mediator for both $M$ and $B$"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "08ab89be-6078-4b76-a1ff-70b6afa4541f",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
"\n",
"G \n",
"\n",
"G \n",
" \n",
"\n",
"\n",
"B \n",
"\n",
"B \n",
" \n",
"\n",
"\n",
"G->B \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"M \n",
"\n",
"M \n",
" \n",
"\n",
"\n",
"G->M \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"M->B \n",
" \n",
" \n",
" \n",
" \n",
" \n"
],
"text/plain": [
""
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(edge_list=[(\"G\", \"B\"), (\"G\", \"M\"), (\"M\", \"B\")], graph_direction=\"LR\")"
]
},
{
"cell_type": "markdown",
"id": "72132da1-befd-4acc-825d-bb216cae27a8",
"metadata": {},
"source": [
"#### Brain Size $B$ actually causes Group Size $G$; $M$ still a shared cause of both"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "19c875f8-a962-42e4-8cad-d3ecb50740a5",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
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" \n",
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"B \n",
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"B \n",
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"B->G \n",
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],
"text/plain": [
""
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(edge_list=[(\"B\", \"G\"), (\"M\", \"G\"), (\"M\", \"B\")], graph_direction=\"LR\")"
]
},
{
"cell_type": "markdown",
"id": "823b0290-764b-4ecb-8da6-93ce973e816a",
"metadata": {},
"source": [
"#### Unobserved confounds make naive regression on traits w/out controlling for history is dangerous\n",
"- History induces a number of unobserved shared confounds that we need to try to control for.\n",
"- phylogenetic history can work as a proxy for these shared confounds.\n",
"- We only have current measurements of outcome of history\n",
" - actual phylogenies do not exist\n",
" - different parts of a genome can have different histories\n",
"\n",
"\n",
"BUT, say that we _do_ have an inferred phylogeny (as we do in this lecture), we use this phylogeny, in conjunction with Gaussian Process Regression to model the similarity amongst species as a proxy for shared history"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "e55a53ba-8550-47a6-b4b8-ac32d39905b7",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
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"\n",
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"(phylogeny) \n",
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],
"text/plain": [
""
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[(\"G\", \"B\"), (\"M\", \"G\"), (\"M\", \"B\"), (\"u\", \"M\"), (\"u\", \"G\"), (\"u\", \"B\"), (\"h\", \"u\")],\n",
" node_props={\n",
" \"h\": {\"label\": \"history\\n(phylogeny)\"},\n",
" \"u\": {\"style\": \"dashed\", \"label\": \"confounds, u\"},\n",
" \"unobserved\": {\"style\": \"dashed\"},\n",
" },\n",
" graph_direction=\"LR\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "03c04703-2535-4f66-adf0-352201cef017",
"metadata": {},
"source": [
"## Phylogenetic Regression\n",
"- There's a long history of genetic evolution\n",
"- We only get to measure the current end state of that process\n",
"- In principle, common genetic histories should induce covariation amongst species\n",
"- We should hopefully be able to model this covariation to average over all the possible histories (micro state) that could have led to genetic similarity (macro state)\n",
"\n",
"### Two conjoint problems\n",
"\n",
"1. What is the history (phylogeny)?\n",
"2. How do we use it to model causes and control for confounds?\n",
"\n",
"\n",
"#### 1. What is the history (phylogeny)?\n",
"\n",
"How do we estimate or identify a phylogeny?\n",
"\n",
"##### Difficulties\n",
"- high degree of uncertainty\n",
"- processes are non-stationary\n",
" - different parts of the genome have different histories\n",
" - crossing-over effects\n",
"- available inferential tools\n",
" - exploring tree space is difficult\n",
" - repurposing software from other domains for studying biology\n",
"- phylogenies (just like social networks) do not exist.\n",
" - They are abstractions we use to capture regularities in data\n",
" \n",
"#### 2. How do we use it to model causes?\n",
"\n",
"...say we've obtained a phylogeny, now what?\n",
"\n",
"\n",
"##### Approaches\n",
"- no default approach\n",
"- Gaussian Processes are default approach\n",
" - use phylogeny as proxy for \"genetic distance\"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "89b9fe0a",
"metadata": {},
"source": [
"## Two equivalent formulations of Linear Regression\n",
"\n",
"You can always re-express a linear regression with a draw from a multi-variate Normal distribution\n",
"\n",
"### Classical Linear Regression\n",
"The dataset $\\textbf{B}$ is modeled as $D$ independent samples $B_i$ from a random a univariate normal.\n",
"$$\n",
"\\begin{align}\n",
"B_i &\\sim \\text{Normal}(\\mu_i, \\sigma^2) \\\\\n",
"\\mu_i &= \\alpha + \\beta_G G_i + \\beta_M M_i \\\\\n",
"\\alpha &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\beta_{G, M} &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\sigma &\\sim \\text{Exponential}(1)\n",
"\\end{align}\n",
"$$\n",
"\n",
"### $\\text{MVNormal}$ Formulation\n",
"The dataset is modeled as a single $D$-vector $\\textbf{B}$ sampled from a $\\text{MVNormal}$. Has more of a Gaussian-process flavor to it; allows us to formulate the Linear regressoin in order to include covariation amongst the outputs.\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\textbf{B} &\\sim \\text{MVNormal}(\\mu, \\textbf{K}) \\\\\n",
"\\mathbf{K} &= \\mathbf{I}\\sigma^2 \\\\\n",
"\\mu_i &= \\alpha + \\beta_G G_i + \\beta_M M_i \\\\\n",
"\\alpha &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\beta_{G, M} &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\sigma &\\sim \\text{Exponential}(1)\n",
"\\end{align}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "8836b35a",
"metadata": {},
"source": [
"### Classic Linear Regression"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "41a27e6f",
"metadata": {},
"outputs": [],
"source": [
"# Preprocessing used in the Lecture\n",
"G = utils.standardize(np.log(PRIMATES.group_size.values))\n",
"M = utils.standardize(np.log(PRIMATES.body.values))\n",
"B = utils.standardize(np.log(PRIMATES.brain.values))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "b3ba5a83",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha, beta_G, beta_M, sigma]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "98d0a5ead23345adbdc4f26194bc8d26",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
]
}
],
"source": [
"with pm.Model() as vanilla_lr_model:\n",
" # Priors\n",
" alpha = pm.Normal(\"alpha\", 0, 1)\n",
" beta_G = pm.Normal(\"beta_G\", 0, 0.5)\n",
" beta_M = pm.Normal(\"beta_M\", 0, 0.5)\n",
" sigma = pm.Exponential(\"sigma\", 1)\n",
"\n",
" # Likelihood\n",
" mu = alpha + beta_G * G + beta_M * M\n",
" pm.Normal(\"B\", mu=mu, sigma=sigma, observed=B)\n",
"\n",
" vanilla_lr_inference = pm.sample()"
]
},
{
"cell_type": "markdown",
"id": "d6839ad4",
"metadata": {},
"source": [
"### $\\text{MVNormal}$ Linear Regression"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "42b42dd7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha, beta_G, beta_M, sigma]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "f56e7b6ed6134e0c93c61f0001857149",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n"
]
}
],
"source": [
"with pm.Model() as vector_lr_model:\n",
"\n",
" # Priors\n",
" alpha = pm.Normal(\"alpha\", 0, 1)\n",
" beta_G = pm.Normal(\"beta_G\", 0, 0.5)\n",
" beta_M = pm.Normal(\"beta_M\", 0, 0.5)\n",
" sigma = pm.Exponential(\"sigma\", 1)\n",
"\n",
" # Likelihood\n",
" K = np.eye(len(B)) * sigma**2\n",
" mu = alpha + beta_G * G + beta_M * M\n",
" pm.MvNormal(\"B\", mu=mu, cov=K, observed=B)\n",
"\n",
" vector_lr_inference = pm.sample()"
]
},
{
"cell_type": "markdown",
"id": "cc7a3c9a",
"metadata": {},
"source": [
"#### Verify the two formulations provide the same parameter estimates\n",
"We're able to recover the same estimates as in the lecture"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "57987de3",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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\n",
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" hdi_97% \n",
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" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"alpha -0.00 0.02 -0.03 0.03 0.0 0.0 3539.69 3113.60 \n",
"beta_G 0.12 0.02 0.08 0.17 0.0 0.0 2677.36 3066.65 \n",
"beta_M 0.89 0.02 0.85 0.94 0.0 0.0 2753.50 2995.51 \n",
"sigma 0.22 0.01 0.20 0.24 0.0 0.0 3669.05 2850.15 \n",
"\n",
" r_hat \n",
"alpha 1.0 \n",
"beta_G 1.0 \n",
"beta_M 1.0 \n",
"sigma 1.0 "
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.summary(vanilla_lr_inference, round_to=2)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "63dca9db",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" mean \n",
" sd \n",
" hdi_3% \n",
" hdi_97% \n",
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" 2635.74 \n",
" 1.0 \n",
" \n",
" \n",
"
\n",
"
"
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" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"alpha 0.00 0.02 -0.03 0.03 0.0 0.0 3738.52 3261.00 \n",
"beta_G 0.12 0.02 0.08 0.17 0.0 0.0 2972.04 2931.39 \n",
"beta_M 0.89 0.02 0.85 0.94 0.0 0.0 2958.08 2856.22 \n",
"sigma 0.22 0.01 0.19 0.24 0.0 0.0 3697.40 2635.74 \n",
"\n",
" r_hat \n",
"alpha 1.0 \n",
"beta_G 1.0 \n",
"beta_M 1.0 \n",
"sigma 1.0 "
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pm.summary(vector_lr_inference, round_to=2)"
]
},
{
"cell_type": "markdown",
"id": "f294b50f",
"metadata": {},
"source": [
"## From Model to Kernel\n",
"We'd like to **incorporate some residual $u_i$** into our linear regression that **adjusts the expecation in a way that encodes the shared history species**\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\textbf{B} &\\sim \\text{MVNormal}(\\mu, \\textbf{K}) \\\\\n",
"\\mathbf{K} &= \\mathbf{I}\\sigma^2 \\\\\n",
"\\mu_i &= \\alpha + \\beta_G G_i + \\beta_M M_i + u_i\\\\\n",
"\\alpha &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\beta_{G, M} &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\sigma &\\sim \\text{Exponential}(1)\n",
"\\end{align}\n",
"$$\n",
"\n",
"### Phylogenetic distance as a proxy for species covariance\n",
"- Covariance falls off with **phylogenetic distance**\n",
" - path length between leaf nodes in tree (e.g. see dendrogram below)\n",
"- Can use a Gaussian process in much the same way we did for island distances in the Oceanic Tools analysis"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "de9656c7-48fe-487b-96a8-0aee6e895910",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"PRIMATES_DISTANCE_MATRIX301 = utils.load_data(\"Primates301_distance_matrix\").values\n",
"# Filter out incomplete cases\n",
"PRIMATES_DISTANCE_MATRIX = PRIMATES_DISTANCE_MATRIX301[PRIMATES.index][:, PRIMATES.index]\n",
"\n",
"fig, ax = plt.subplots(figsize=(6, 5))\n",
"im = ax.matshow(PRIMATES_DISTANCE_MATRIX)\n",
"ax.grid(None)\n",
"fig.colorbar(im, orientation=\"vertical\")\n",
"plt.xlabel(\"species ID\")\n",
"plt.ylabel(\"species ID\")\n",
"ax.set_title(\"Primate Phylogenetic Distance Matrix\");"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "daf02044",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the distance matrix\n",
"from scipy.cluster.hierarchy import dendrogram, linkage\n",
"from scipy.spatial.distance import squareform\n",
"\n",
"dists = squareform(PRIMATES_DISTANCE_MATRIX)\n",
"linkage_matrix = linkage(dists, \"single\")\n",
"plt.subplots(figsize=(8, 20))\n",
"dendrogram(linkage_matrix, orientation=\"right\", distance_sort=True, labels=PRIMATES.name.tolist())\n",
"plt.title(\"primate phylogeny\")\n",
"plt.grid(False)\n",
"plt.xticks([]);"
]
},
{
"cell_type": "markdown",
"id": "74b4a919",
"metadata": {},
"source": [
"### Kernel Function as proxy for evolutionary dynamics"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "eb056ee0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def brownian_motion_kernel(X0, X1, a=1, c=1):\n",
" k = 1 / a * ((X0 - c) @ (X1 - c).T)[::-1, ::-1]\n",
" return k\n",
"\n",
"\n",
"plt.subplots(figsize=(5, 5))\n",
"plot_kernel_function(\n",
" partial(brownian_motion_kernel, a=22000), max_distance=150, label='Linear\\n\"Brownian Motion\"'\n",
")\n",
"plot_kernel_function(\n",
" partial(ornstein_uhlenbeck_kernel, rho=1 / 20),\n",
" max_distance=150,\n",
" color=\"C1\",\n",
" label='Ornstein-Uhlenbeck\\n\"Damped Brownian Motion\"',\n",
")\n",
"plt.xlabel(\"phylogenetic distance\");"
]
},
{
"cell_type": "markdown",
"id": "36ddf184-2825-4df7-b66d-a94108f750ba",
"metadata": {},
"source": [
"#### Evolutionary model + tree structure = pattern of covariation observed at the tips\n",
"\n",
"Common simple models of evolutionary dynamics:\n",
"\n",
"- Brownian motion - implies in linear covariance kernel function\n",
"- Damped Brownian motion - implies an L1 / **Ornstein-Uhlenbeck** covariance kernel function"
]
},
{
"cell_type": "markdown",
"id": "7b5f62ce",
"metadata": {},
"source": [
"### Phylogenetic \"regression\" model\n",
"\n",
"$$\n",
"\\begin{align}\n",
"\\textbf{B} &\\sim \\text{MVNormal}(\\mu, \\textbf{K}) \\\\\n",
"\\mathbf{K} &= \\eta^2 \\exp(-\\rho D_{ij}) &\\text{Ornstein-Uhlenbeck kernel}\\\\\n",
"\\mu_i &= \\alpha + \\beta_G G_i + \\beta_M M_i \\\\\n",
"\\alpha &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\beta_{G, M} &\\sim \\text{Normal}(0, 1) \\\\\n",
"\\eta^2 &\\sim \\text{HalfNormal}(1, 0.25) &\\text{Maximum covariance prior} \\\\\n",
"\\rho &\\sim \\text{HalfNormal}(3, 0.25) &\\text{Covariance decline rate prior}\n",
"\\end{align}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "3a8fc6f0-d4b8-4c95-b6dd-bb0505c77644",
"metadata": {},
"source": [
"#### Prior Samples Ornstein-Uhlenbeck Kernel Model"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "8cabd2e7-1030-4f55-a805-8796557b2eaa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"eta_squared_samples = pm.draw(pm.TruncatedNormal.dist(mu=1, sigma=0.25, lower=0.01), 100) ** 0.5\n",
"rho_samples = pm.draw(pm.TruncatedNormal.dist(mu=3, sigma=0.25, lower=0.01), 100)\n",
"\n",
"plt.subplots(figsize=(5, 5))\n",
"for ii, (eta_squared_, rho_) in enumerate(zip(eta_squared_samples, rho_samples)):\n",
" label = \"prior\" if ii == 0 else None\n",
" kernel_function = partial(ornstein_uhlenbeck_kernel, eta_squared=eta_squared_, rho=rho_)\n",
" plot_kernel_function(\n",
" kernel_function, color=\"C0\", label=label, alpha=0.5, linewidth=2, max_distance=1\n",
" )\n",
"\n",
"plt.ylim([-0.05, 1.5])\n",
"plt.xlabel(\"phylogenetic distance\")\n",
"plt.ylabel(\"covariance\")\n",
"plt.title(\"Covariance Function Prior\");"
]
},
{
"cell_type": "markdown",
"id": "8f4a08a3-e752-4073-8522-53e4b234c7fe",
"metadata": {},
"source": [
"### Distance-only model\n",
"\n",
"- Get the Gaussian-process part to work, then add details\n",
"- Set $\\beta_M = \\beta_G = 0$"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "756d7f0a-6cc9-4716-947e-7a3c436fd491",
"metadata": {},
"outputs": [],
"source": [
"# Rescale distances from 0 to 1\n",
"D = PRIMATES_DISTANCE_MATRIX / PRIMATES_DISTANCE_MATRIX.max()\n",
"assert D.max() == 1"
]
},
{
"cell_type": "markdown",
"id": "1f81b580-3167-4f69-ab71-bbdaa3fd4cde",
"metadata": {},
"source": [
"#### PyMC Implementation\n",
"\n",
"Below is an implementation that uses PyMC's Gaussian process module.\n",
"\n",
"- In the Oceanic Tools models above, we didn't need the Gaussian process to have a mean function because all variables were standardized, thus we can use the default mean function of $0$\n",
"- For phylogenetic regression with we no longer want a zero mean function, but we want the mean function that depends on $M$ and $G$, but not a function of the phylogenetic distance matrix. We can implement a custom mean function in pymc to handle this\n",
"- Also, because our likelihood is a MVNormal, we can take advantage of conjugacy between the GP prior and the Normal likelihood, which returns a GP posterior. This means that we should use `pm.gp.Marginal` instead of `pm.gp.Latent`, which uses closed form solutions ot the posterior to speed up learning."
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "1e5a8b40-b55a-41f8-b1de-ec2da9de2859",
"metadata": {},
"outputs": [],
"source": [
"class MeanBodyMassSocialGroupSize(pm.gp.mean.Linear):\n",
" \"\"\"Custom mean function that separates covariates from phylogeny\"\"\"\n",
"\n",
" def __init__(self, alpha, beta_G, beta_M):\n",
" self.alpha = alpha\n",
" self.beta_G = beta_G\n",
" self.beta_M = beta_M\n",
"\n",
" def __call__(self, X):\n",
" return self.alpha + self.beta_G * G + self.beta_M * M"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "07b3c5ec-4931-4010-b9e0-9d15df43d7fc",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha, sigma, eta_squared, rho]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "3236e7c200044c41b9880c076cd8cf18",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 30 seconds.\n"
]
}
],
"source": [
"PRIMATE_ID, PRIMATE = pd.factorize(PRIMATES[\"name\"], sort=False)\n",
"with pm.Model(coords={\"primate\": PRIMATE}) as intercept_only_phylogenetic_mvn_model:\n",
" # Priors\n",
" alpha = pm.Normal(\"alpha\", 0, 1)\n",
" sigma = pm.Exponential(\"sigma\", 1)\n",
"\n",
" # Intercept-only model\n",
" beta_M = 0\n",
" beta_G = 0\n",
"\n",
" # Define the mean function\n",
" mean_func = MeanBodyMassSocialGroupSize(alpha, beta_G, beta_M)\n",
"\n",
" # Phylogenetic distance covariance\n",
" eta_squared = pm.TruncatedNormal(\"eta_squared\", 1, 0.25, lower=0.01)\n",
" rho = pm.TruncatedNormal(\"rho\", 3, 0.25, lower=0.01)\n",
"\n",
" # For Ornstein-Uhlenbeck kernel we can use Matern 1/2 or Exponential covariance Function\n",
" cov_func = eta_squared * pm.gp.cov.Matern12(1, ls=rho)\n",
" # cov_func = eta_squared * pm.gp.cov.Exponential(1, ls=rho)\n",
"\n",
" # Init the GP\n",
" gp = pm.gp.Marginal(mean_func=mean_func, cov_func=cov_func)\n",
"\n",
" # Likelihood\n",
" gp.marginal_likelihood(\"B\", X=D, y=B, noise=sigma)\n",
" intercept_only_phylogenetic_mvn_inference = pm.sample(target_accept=0.9)"
]
},
{
"cell_type": "markdown",
"id": "cfa85318-f76a-4dc7-bd9f-66e7d6ce81e6",
"metadata": {},
"source": [
"Below is an alternative implementation that builds the covariance function by hand, and directly models the dataset as a `MVNormal` with mean `alpha` and covariance defined by the kernel. I find that these direct `MVNormal` implementations track better with the lecture"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "e007c082-3199-4afd-a680-e0a483db80b7",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [],
"source": [
"def generate_L1_kernel_matrix(D, eta_squared, rho, smoothing=0.1):\n",
" K = eta_squared * pm.math.exp(-rho * D)\n",
"\n",
" # Smooth the diagonal of the covariance matrix\n",
" N = D.shape[0]\n",
" K += np.eye(N) * smoothing\n",
" return K\n",
"\n",
"\n",
"# with pm.Model() as intercept_only_phylogenetic_mvn_model:\n",
"\n",
"# # Priors\n",
"# alpha = pm.Normal(\"alpha\", 0, 1)\n",
"\n",
"# # Phylogenetic distance covariance\n",
"# eta_squared = pm.TruncatedNormal(\"eta_squared\", 1, 0.25, lower=.001)\n",
"# rho = pm.TruncatedNormal(\"rho\", 3, 0.25, lower=.001)\n",
"\n",
"# # Ornstein-Uhlenbeck kernel\n",
"# K = pm.Deterministic('K', generate_L1_kernel_matrix(D, eta_squared, rho))\n",
"# # K = pm.Deterministic('K', eta_squared * pm.math.exp(-rho * D))\n",
"\n",
"# # Likelihood\n",
"# mu = pm.math.ones_like(B) * alpha\n",
"# pm.MvNormal(\"B\", mu=mu, cov=K, observed=B)\n",
"# intercept_only_phylogenetic_mvn_inference = pm.sample(target_accept=.98)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "fd7636e5-401c-4b6a-932b-35a90bc27264",
"metadata": {},
"outputs": [
{
"data": {
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"\n",
"\n",
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\n",
" \n",
" \n",
" \n",
" mean \n",
" sd \n",
" hdi_3% \n",
" hdi_97% \n",
" mcse_mean \n",
" mcse_sd \n",
" ess_bulk \n",
" ess_tail \n",
" r_hat \n",
" \n",
" \n",
" \n",
" \n",
" alpha \n",
" 0.080 \n",
" 0.704 \n",
" -1.279 \n",
" 1.355 \n",
" 0.011 \n",
" 0.011 \n",
" 3952.0 \n",
" 2810.0 \n",
" 1.0 \n",
" \n",
" \n",
" eta_squared \n",
" 1.063 \n",
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" 0.633 \n",
" 1.519 \n",
" 0.005 \n",
" 0.003 \n",
" 2611.0 \n",
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" 1.0 \n",
" \n",
" \n",
" rho \n",
" 2.973 \n",
" 0.251 \n",
" 2.510 \n",
" 3.448 \n",
" 0.004 \n",
" 0.003 \n",
" 4027.0 \n",
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" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"alpha 0.080 0.704 -1.279 1.355 0.011 0.011 3952.0 \n",
"eta_squared 1.063 0.236 0.633 1.519 0.005 0.003 2611.0 \n",
"rho 2.973 0.251 2.510 3.448 0.004 0.003 4027.0 \n",
"\n",
" ess_tail r_hat \n",
"alpha 2810.0 1.0 \n",
"eta_squared 1753.0 1.0 \n",
"rho 2757.0 1.0 "
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(intercept_only_phylogenetic_mvn_inference, var_names=[\"alpha\", \"eta_squared\", \"rho\"])"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "0f348fd4-8c7c-4e78-b2e6-7fd28eae29d9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling: [B, alpha, eta_squared, rho, sigma]\n",
"arviz - WARNING - Shape validation failed: input_shape: (1, 500), minimum_shape: (chains=2, draws=4)\n"
]
},
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" mean \n",
" sd \n",
" hdi_3% \n",
" hdi_97% \n",
" mcse_mean \n",
" mcse_sd \n",
" ess_bulk \n",
" ess_tail \n",
" r_hat \n",
" \n",
" \n",
" \n",
" \n",
" alpha \n",
" -0.053 \n",
" 0.984 \n",
" -1.989 \n",
" 1.755 \n",
" 0.045 \n",
" 0.032 \n",
" 484.0 \n",
" 412.0 \n",
" NaN \n",
" \n",
" \n",
" eta_squared \n",
" 1.001 \n",
" 0.254 \n",
" 0.548 \n",
" 1.463 \n",
" 0.012 \n",
" 0.009 \n",
" 444.0 \n",
" 339.0 \n",
" NaN \n",
" \n",
" \n",
" rho \n",
" 3.014 \n",
" 0.247 \n",
" 2.541 \n",
" 3.431 \n",
" 0.011 \n",
" 0.008 \n",
" 465.0 \n",
" 447.0 \n",
" NaN \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"alpha -0.053 0.984 -1.989 1.755 0.045 0.032 484.0 \n",
"eta_squared 1.001 0.254 0.548 1.463 0.012 0.009 444.0 \n",
"rho 3.014 0.247 2.541 3.431 0.011 0.008 465.0 \n",
"\n",
" ess_tail r_hat \n",
"alpha 412.0 NaN \n",
"eta_squared 339.0 NaN \n",
"rho 447.0 NaN "
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Sample the prior for comparison\n",
"with intercept_only_phylogenetic_mvn_model:\n",
" intercept_only_phylogenetic_mvn_prior = pm.sample_prior_predictive().prior\n",
"\n",
"az.summary(intercept_only_phylogenetic_mvn_prior, var_names=[\"alpha\", \"eta_squared\", \"rho\"])"
]
},
{
"cell_type": "markdown",
"id": "9bd99946-4fc0-4fde-9481-638bf61989f2",
"metadata": {},
"source": [
"### Compare the Prior and Posterior for distance-only model"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "ded03d3e-e4fa-4450-a55d-e0cdc790398c",
"metadata": {},
"outputs": [],
"source": [
"def calculate_mean_covariance_matrix(inference):\n",
" def distance_to_covariance(distance, eta_squared, rho):\n",
" return eta_squared * np.exp(-rho * np.abs(distance))\n",
"\n",
" inference_mean = inference.mean(dim=(\"chain\", \"draw\"))\n",
"\n",
" eta_squared = inference_mean[\"eta_squared\"].values\n",
" rho = inference_mean[\"rho\"].values\n",
"\n",
" print(\"Mean Kernel parameters:\")\n",
" print(\"eta_squared:\", eta_squared)\n",
" print(\"rho:\", rho)\n",
"\n",
" n_species = D.shape[0]\n",
" model_covariance = np.zeros_like(D).astype(float)\n",
" for ii in range(n_species):\n",
" for jj in range(n_species):\n",
" model_covariance[ii, jj] = distance_to_covariance(\n",
" D[ii, jj], eta_squared=eta_squared, rho=rho\n",
" )\n",
" return model_covariance\n",
"\n",
"\n",
"def plot_mean_covariance_matrix(inference, title=None, max_cov=1.0):\n",
" mean_cov = calculate_mean_covariance_matrix(inference)\n",
"\n",
" plt.imshow(mean_cov)\n",
" # plt.imshow(inference['K'].mean(dim=('chain', 'draw')).values)\n",
" plt.grid(None)\n",
" plt.clim((0, max_cov))\n",
" plt.colorbar()\n",
" plt.xlabel(\"species ID\")\n",
" plt.ylabel(\"species ID\")\n",
" plt.title(title)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "4cf9d6ae-589d-48cd-8edd-3ab46825be61",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Kernel parameters:\n",
"eta_squared: 1.0006788360203365\n",
"rho: 3.0138977110438527\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Prior\n",
"plot_mean_covariance_matrix(\n",
" intercept_only_phylogenetic_mvn_prior,\n",
" title=\"Prior Covariance\\nIntercept-only phylogenetic Model\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "7e2756a9-cc0a-4818-b1b3-3c90e79f34d9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Kernel parameters:\n",
"eta_squared: 1.062638229865811\n",
"rho: 2.9733158548987166\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Posterior\n",
"plot_mean_covariance_matrix(\n",
" intercept_only_phylogenetic_mvn_inference.posterior,\n",
" title=\"Prior Covariance\\nIntercept-only phylogenetic Model\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "a5a46d9e-a4fd-4a76-a6da-dc21ef607be1",
"metadata": {},
"source": [
"#### Compare the Prior and Posterior kernel functions"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "f2cb6503-d8cd-49c0-a537-9ae5448a21d0",
"metadata": {},
"outputs": [],
"source": [
"def plot_predictive_kernel_function(predictive, n_samples=200, color=\"C0\", label=None):\n",
"\n",
" eta_squared_samples = predictive[\"eta_squared\"].values[0, :n_samples]\n",
" rho_samples = predictive[\"rho\"].values[0, :n_samples]\n",
"\n",
" for ii, (eta_squared_, rho_) in enumerate(zip(eta_squared_samples, rho_samples)):\n",
" label = label if ii == 0 else None\n",
"\n",
" kernel_function = partial(ornstein_uhlenbeck_kernel, eta_squared=eta_squared_, rho=rho_)\n",
" plot_kernel_function(\n",
" kernel_function, color=color, label=label, alpha=0.1, linewidth=2, max_distance=1\n",
" )\n",
"\n",
" plt.ylim([-0.05, 2.5])\n",
" plt.xlabel(\"phylogenetic distance\")"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "c0cb76db-b25c-40e9-9064-40840e45898f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_predictive_kernel_function(intercept_only_phylogenetic_mvn_prior, label=\"prior\", color=\"k\")\n",
"plot_predictive_kernel_function(\n",
" intercept_only_phylogenetic_mvn_inference.posterior, label=\"posterior B\", color=\"C1\"\n",
")"
]
},
{
"cell_type": "markdown",
"id": "ee63643a-1351-4479-8dfd-74a3f70b7438",
"metadata": {},
"source": [
"We can see comparing the prior and posterior distirbution over kernel functions, that the model has learned from the data and attenuated our expectation on maximum covariance."
]
},
{
"cell_type": "markdown",
"id": "e0d5dc93-6000-40dd-bd32-68756232b770",
"metadata": {},
"source": [
"### Fit the full Phylogentic model.\n",
"\n",
"This model stratifies by Group size $G$ and Body Mass $M$"
]
},
{
"cell_type": "markdown",
"id": "66704044-405b-4a07-8183-f3c0efc9443a",
"metadata": {},
"source": [
"Below is an implementation that uses PyMC's Gaussian process module."
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "cc23f272-7265-47e8-bfdc-fecf08729ad1",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha, sigma, beta_M, beta_G, eta_squared, rho]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "67f54d71efcc47a2bad79d01c3297d2e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 53 seconds.\n",
"There were 7 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n"
]
}
],
"source": [
"with pm.Model(coords=coords) as full_phylogenetic_mvn_model:\n",
"\n",
" # Priors\n",
" alpha = pm.Normal(\"alpha\", 0, 1)\n",
" sigma = pm.Exponential(\"sigma\", 1)\n",
"\n",
" # Intercept-only model\n",
" beta_M = pm.Normal(\"beta_M\", 0, 1)\n",
" beta_G = pm.Normal(\"beta_G\", 0, 1)\n",
"\n",
" # Define the mean function\n",
" mean_func = MeanBodyMassSocialGroupSize(alpha, beta_G, beta_M)\n",
"\n",
" # Phylogenetic distance covariance\n",
" eta_squared = pm.TruncatedNormal(\"eta_squared\", 1, 0.25, lower=0.01)\n",
" rho = pm.TruncatedNormal(\"rho\", 3, 0.25, lower=0.01)\n",
"\n",
" # For Ornstein-Uhlenbeck kernel we can use Matern 1/2 or Exponential covariance Function\n",
" cov_func = eta_squared * pm.gp.cov.Matern12(1, ls=rho)\n",
" # cov_func = eta_squared * pm.gp.cov.Exponential(1, ls=rho)\n",
"\n",
" # Init the GP\n",
" gp = pm.gp.Marginal(mean_func=mean_func, cov_func=cov_func)\n",
"\n",
" # Likelihood\n",
" gp.marginal_likelihood(\"B\", X=D, y=B, noise=sigma)\n",
" full_phylogenetic_mvn_inference = pm.sample(target_accept=0.9)"
]
},
{
"cell_type": "markdown",
"id": "53f0d54c-b6aa-4e0e-9adb-03e5fec64601",
"metadata": {},
"source": [
"Below is an alternative implementation that builds the covariance function by hand, and directly models the dataset as a `MVNormal` with mean being the linear function of $G$ and $M$, and covariance defined by the kernel. I find that these `MVNormal` implementations track better with the lecture."
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "7c1b4da9-f885-410d-b003-03650cc8881c",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [],
"source": [
"# with pm.Model() as full_phylogenetic_mvn_model:\n",
"\n",
"# # Priors\n",
"# alpha = pm.Normal(\"alpha\", 0, 1)\n",
"# beta_G = pm.Normal(\"beta_G\", 0, 0.5)\n",
"# beta_M = pm.Normal(\"beta_M\", 0, 0.5)\n",
"\n",
"# # Phylogenetic distance covariance\n",
"# eta_squared = pm.TruncatedNormal(\"eta_squared\", 1, .25, lower=.001)\n",
"# rho = pm.TruncatedNormal(\"rho\", 3, .25, lower=.001)\n",
"# K = pm.Deterministic('K', generate_L1_kernel_matrix(D, eta_squared, rho))\n",
"# # K = pm.Deterministic('K', eta_squared * pm.math.exp(-rho * D))\n",
"\n",
"# mu = alpha + beta_G * G + beta_M * M\n",
"\n",
"# # Likelihood\n",
"# pm.MvNormal(\"B\", mu=mu, cov=K, observed=B)\n",
"# full_phylogenetic_mvn_inference = pm.sample(target_accept=.98)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "c1e68529-6c49-424b-8e5a-530d1909bcdd",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" mean \n",
" sd \n",
" hdi_3% \n",
" hdi_97% \n",
" mcse_mean \n",
" mcse_sd \n",
" ess_bulk \n",
" ess_tail \n",
" r_hat \n",
" \n",
" \n",
" \n",
" \n",
" alpha \n",
" -0.002 \n",
" 0.630 \n",
" -1.197 \n",
" 1.194 \n",
" 0.011 \n",
" 0.011 \n",
" 3395.0 \n",
" 1985.0 \n",
" 1.00 \n",
" \n",
" \n",
" eta_squared \n",
" 0.726 \n",
" 0.318 \n",
" 0.015 \n",
" 1.199 \n",
" 0.010 \n",
" 0.007 \n",
" 972.0 \n",
" 471.0 \n",
" 1.01 \n",
" \n",
" \n",
" rho \n",
" 3.051 \n",
" 0.249 \n",
" 2.601 \n",
" 3.518 \n",
" 0.004 \n",
" 0.003 \n",
" 4011.0 \n",
" 2389.0 \n",
" 1.00 \n",
" \n",
" \n",
" beta_M \n",
" 0.901 \n",
" 0.023 \n",
" 0.858 \n",
" 0.942 \n",
" 0.000 \n",
" 0.000 \n",
" 2733.0 \n",
" 2739.0 \n",
" 1.00 \n",
" \n",
" \n",
" beta_G \n",
" 0.108 \n",
" 0.024 \n",
" 0.065 \n",
" 0.156 \n",
" 0.000 \n",
" 0.000 \n",
" 2669.0 \n",
" 2849.0 \n",
" 1.00 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"alpha -0.002 0.630 -1.197 1.194 0.011 0.011 3395.0 \n",
"eta_squared 0.726 0.318 0.015 1.199 0.010 0.007 972.0 \n",
"rho 3.051 0.249 2.601 3.518 0.004 0.003 4011.0 \n",
"beta_M 0.901 0.023 0.858 0.942 0.000 0.000 2733.0 \n",
"beta_G 0.108 0.024 0.065 0.156 0.000 0.000 2669.0 \n",
"\n",
" ess_tail r_hat \n",
"alpha 1985.0 1.00 \n",
"eta_squared 471.0 1.01 \n",
"rho 2389.0 1.00 \n",
"beta_M 2739.0 1.00 \n",
"beta_G 2849.0 1.00 "
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(\n",
" full_phylogenetic_mvn_inference, var_names=[\"alpha\", \"eta_squared\", \"rho\", \"beta_M\", \"beta_G\"]\n",
")"
]
},
{
"cell_type": "markdown",
"id": "c05071a5-7dce-4053-8318-2b590aed9070",
"metadata": {},
"source": [
"### Compare covariance terms in distance-only and full phylogenetic regression models"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "4446b746-183c-4f6d-9a09-045f7f5f7df5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Kernel parameters:\n",
"eta_squared: 0.7258975020904833\n",
"rho: 3.0511929927563934\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Posterior\n",
"plot_mean_covariance_matrix(\n",
" full_phylogenetic_mvn_inference.posterior,\n",
" title=\"Prior Covariance\\nIntercept-only phylogenetic Model\",\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "b21aa040-ca98-4e81-b9dc-04e090bc1b90",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_predictive_kernel_function(intercept_only_phylogenetic_mvn_prior, label=\"prior\", color=\"k\")\n",
"plot_predictive_kernel_function(\n",
" intercept_only_phylogenetic_mvn_inference.posterior, label=\"posterior B\", color=\"C1\"\n",
")\n",
"plot_predictive_kernel_function(full_phylogenetic_mvn_inference.posterior, label=\"posterior BMG\")"
]
},
{
"cell_type": "markdown",
"id": "d3ab41a7-57ad-4d8a-bac7-4464099ef458",
"metadata": {},
"source": [
"We can see that when including regressors for body mass and group size, the amount of phylogenetic covaration used to explain brain size is greatly diminished, compared to the phylogenetic-distance-only model."
]
},
{
"cell_type": "markdown",
"id": "0a72b87e-d19f-46b8-937c-1ce89852c00f",
"metadata": {},
"source": [
"The results for full-phylogenetic model reported here make sense to me too, given that we can explain away a lot of the variability in brain size by primarily body mass, after we've controlled for phylogenetic history; this in turn makes the phylogenetic history receive less weight in the model."
]
},
{
"cell_type": "markdown",
"id": "81bb3a70-6671-4a11-a846-41eb3f6a685b",
"metadata": {},
"source": [
"### Influence of Group Size on Brain Size"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "558b7496-67b9-486d-b487-823967bbeea3",
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n",
"\n",
" \n",
"\n",
"\n",
"G \n",
"\n",
"G \n",
" \n",
"\n",
"\n",
"B \n",
"\n",
"B \n",
" \n",
"\n",
"\n",
"G->B \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"M \n",
"\n",
"M \n",
" \n",
"\n",
"\n",
"M->G \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"M->B \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"u \n",
"\n",
"confounds, u \n",
" \n",
"\n",
"\n",
"u->G \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"u->B \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"u->M \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"h \n",
"\n",
"history \n",
"(phylogeny) \n",
" \n",
"\n",
"\n",
"h->u \n",
" \n",
" \n",
" \n",
"\n",
"\n",
"unobserved \n",
"\n",
"unobserved \n",
" \n",
" \n",
" \n"
],
"text/plain": [
""
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[(\"G\", \"B\"), (\"M\", \"G\"), (\"M\", \"B\"), (\"u\", \"M\"), (\"u\", \"G\"), (\"u\", \"B\"), (\"h\", \"u\")],\n",
" node_props={\n",
" \"h\": {\"label\": \"history\\n(phylogeny)\", \"color\": \"lightgray\", \"fontcolor\": \"lightgray\"},\n",
" \"u\": {\n",
" \"style\": \"dashed\",\n",
" \"label\": \"confounds, u\",\n",
" \"color\": \"lightgray\",\n",
" \"fontcolor\": \"lightgray\",\n",
" },\n",
" \"unobserved\": {\"style\": \"dashed\", \"color\": \"lightgray\", \"fontcolor\": \"lightgray\"},\n",
" },\n",
" edge_props={\n",
" (\"G\", \"B\"): {\"color\": \"blue\"},\n",
" (\"M\", \"G\"): {\"color\": \"red\"},\n",
" (\"M\", \"B\"): {\"color\": \"red\"},\n",
" (\"u\", \"B\"): {\"color\": \"lightgray\"},\n",
" (\"u\", \"M\"): {\"color\": \"lightgray\"},\n",
" (\"u\", \"G\"): {\"color\": \"lightgray\"},\n",
" (\"h\", \"u\"): {\n",
" \"color\": \"lightgray\",\n",
" },\n",
" },\n",
" graph_direction=\"LR\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "56de078c-da2b-4a24-a747-3db7b426d477",
"metadata": {},
"source": [
"- We ignore the confounds due to genetic history (light gray)\n",
" - thus we don't try to control for potential confounds due to genetic history.\n",
"- To get the direct effect of $G$ on $B$ we'll also stratify by $M$ to block the backdoor path through the fork passing through $M$ ."
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "cf52324b",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [alpha, beta_G, beta_M, sigma]\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "e922a9301fa1414493144b0f9c0dc79e",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"Output()"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
" \n"
],
"text/plain": []
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 18 seconds.\n"
]
}
],
"source": [
"with pm.Model() as ordinary_model:\n",
"\n",
" # Priors\n",
" alpha = pm.Normal(\"alpha\", 0, 1)\n",
" beta_G = pm.Normal(\"beta_G\", 0, 0.5)\n",
" beta_M = pm.Normal(\"beta_M\", 0, 0.5)\n",
"\n",
" # Independent species (equal variance)\n",
" sigma = pm.Exponential(\"sigma\", 1)\n",
" K = np.eye(len(B)) * sigma\n",
"\n",
" mu = alpha + beta_G * G + beta_M * M\n",
"\n",
" pm.MvNormal(\"B\", mu=mu, cov=K, observed=B)\n",
" ordinary_inference = pm.sample()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "c9646c7e",
"metadata": {},
"outputs": [
{
"data": {
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" 1.0 \n",
" \n",
" \n",
" beta_M \n",
" 0.892 \n",
" 0.023 \n",
" 0.850 \n",
" 0.936 \n",
" 0.0 \n",
" 0.0 \n",
" 3054.0 \n",
" 3040.0 \n",
" 1.0 \n",
" \n",
" \n",
" beta_G \n",
" 0.123 \n",
" 0.023 \n",
" 0.078 \n",
" 0.165 \n",
" 0.0 \n",
" 0.0 \n",
" 2941.0 \n",
" 2882.0 \n",
" 1.0 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n",
"alpha -0.000 0.018 -0.035 0.032 0.0 0.0 4259.0 2653.0 \n",
"beta_M 0.892 0.023 0.850 0.936 0.0 0.0 3054.0 3040.0 \n",
"beta_G 0.123 0.023 0.078 0.165 0.0 0.0 2941.0 2882.0 \n",
"\n",
" r_hat \n",
"alpha 1.0 \n",
"beta_M 1.0 \n",
"beta_G 1.0 "
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"az.summary(ordinary_inference, var_names=[\"alpha\", \"beta_M\", \"beta_G\"])"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "e0e6f8cf-965d-461c-af78-01c8da78a293",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def plot_primate_posterior_comparison(variable, ax, title=None):\n",
" az.plot_dist(ordinary_inference.posterior[variable], color=\"k\", label=\"ordinary\", ax=ax)\n",
" az.plot_dist(\n",
" full_phylogenetic_mvn_inference.posterior[variable],\n",
" color=\"C0\",\n",
" label=\"Ornstein-Uhlenbeck\",\n",
" ax=ax,\n",
" )\n",
" ax.axvline(0, color=\"k\", linestyle=\"--\")\n",
" ax.set_xlabel(f\"$\\\\{variable}$\")\n",
" ax.set_ylabel(\"density\")\n",
" ax.set_title(title)\n",
"\n",
"\n",
"_, axs = plt.subplots(1, 2, figsize=(10, 5))\n",
"plot_primate_posterior_comparison(\"beta_G\", axs[0], \"Effect of Group Size\\non Brain Size\")\n",
"plot_primate_posterior_comparison(\"beta_M\", axs[1], \"Effect of Body Mass\\non Brain size\")"
]
},
{
"cell_type": "markdown",
"id": "7b4f736a-302d-4afb-8e54-d76692b1e0b5",
"metadata": {},
"source": [
"By trying to control for potential confounds due to genetic history, we have nearly halved the estimated effect of Group size on Brain size $\\beta_G$, though it's still mostly positive.\n",
"\n",
"This estimator can also give us the direct effect of Body Mass $M$ on Brain Size $B$ (by blocking the Pipe through $G$). When we look at the $\\beta_M$, we see that there is a slight increase in the effect of body mass on brain size when controlling for genetic history confounds, though the effect is large for both estimators indicating that body mass is a large driver of brain size."
]
},
{
"cell_type": "markdown",
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"source": [
"## Summary: Phylogenetic Regression\n",
"\n",
"#### Potential Issues\n",
"\n",
"- What about uncertainty in phylogeny?\n",
" - better to perform phylogenic inference simultaneously -- i.e. estimate a posterior on phylogenies\n",
"- What about reciprocal causation?\n",
" - feedback between organism and environment\n",
" - there's no unidirectional cause\n",
" - thus regression is likely not the best option\n",
" - new were methods include differential equations to pose the problem as a multi-objective optimization problem"
]
},
{
"cell_type": "markdown",
"id": "1c055fca-b898-4699-b554-49f69a4be96f",
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"source": [
"## Summary: Gaussian Processes\n",
"- Provides means for (local) partial pooling for continuous groups/categories\n",
"- General approximation engine -- good for prediction\n",
"- Robust to overfitting\n",
"- Sensitive to priors: prior predictive simiulation is very important"
]
},
{
"cell_type": "markdown",
"id": "a60b8778",
"metadata": {},
"source": [
"## Authors\n",
"* Ported to PyMC by Dustin Stansbury (2024)\n",
"* Based on Statistical Rethinking (2023) lectures by Richard McElreath"
]
},
{
"cell_type": "code",
"execution_count": 69,
"id": "0ab36fc5",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Last updated: Tue Dec 17 2024\n",
"\n",
"Python implementation: CPython\n",
"Python version : 3.12.5\n",
"IPython version : 8.27.0\n",
"\n",
"pytensor: 2.26.4\n",
"aeppl : not installed\n",
"xarray : 2024.7.0\n",
"\n",
"seaborn : 0.13.2\n",
"scipy : 1.14.1\n",
"matplotlib : 3.9.2\n",
"numpy : 1.26.4\n",
"xarray : 2024.7.0\n",
"statsmodels: 0.14.2\n",
"pymc : 5.19.1\n",
"arviz : 0.19.0\n",
"pandas : 2.2.2\n",
"\n",
"Watermark: 2.5.0\n",
"\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -n -u -v -iv -w -p pytensor,aeppl,xarray"
]
},
{
"cell_type": "markdown",
"id": "03746493",
"metadata": {},
"source": [
":::{include} ../page_footer.md\n",
":::"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
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"language_info": {
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"name": "ipython",
"version": 3
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"file_extension": ".py",
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"name": "python",
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