{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(Forecasting Hurricane Trajectories with State Space Models)=\n", "# Forecasting Hurricane Trajectories with State Space Models\n", "\n", ":::{post} June 15, 2025 \n", ":tags: state space model\n", ":category: intermediate, tutorial\n", ":author: Jonathan Dekermanjian\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "In this case study we are going to forecast the paths of hurricanes by applying several State Space Models (SSM). We will begin with a simple two-dimensional constant acceleration tracking model, where we only have one parameter to estimate. Subsequently, we will progressively add complexity and parameters as we develop up our model. \n", "\n", "As a brief introduction to SSMs, the general idea is that we define our system using two equations.
\n", "The state equation and the observation equation. \n", "\n", "$$\n", "x_{t+1} = T_{t}x_{t} + c_{t} + R_{t}\\epsilon_{t}\n", "$$ \n", "\n", "$$\n", "y_{t} = Z_{t}x_{t} + d_{t} + \\eta_{t}\n", "$$\n", "\n", "The process/state covariance is given by $\\epsilon_{t} \\sim N(0, Q_{t})$ where $Q_{t}$ is the process/state innovations and the observation/measurement covariance is given by $\\eta_{t} \\sim N(0, H_{t})$ where $H_{t}$ describes the uncertainty in the measurement device or measurement procedure. \n", "\n", "We have the following matrices:\n", "|State Equation variables|Definition|\n", "| --- | --- |\n", "| $T_{t}$ | The state transition matrix at time $t$ defines the kinematics of the process generating the series.\n", "| $x_{t}$ | The state vector at time $t$ describes the current state of the system.\n", "| $c_{t}$ | Intercept vector at time $t$ can include covariates/control/exogenous variables that are deterministically measured.\n", "| $R_{t}$ | Selection matrix at time $t$ selects which process innovations are allowed to affect the next state.\n", "| $\\epsilon_{t}$ | State/Process innovations at time $t$ defines the shocks influencing the changes in the state matrix.\n", "\n", "
\n", "\n", "|Observation Equation variables|Definition|\n", "| --- | --- |\n", "| $Z_{t}$ | The design matrix at time $t$ defines which states directly influence the observed variables.\n", "| $x_{t}$ | The state vector at time $t$ describes the current state of the system.\n", "| $d_{t}$ | Intercept vector at time $t$ can include covariates/control/exogenous variables that are deterministically measured.\n", "| $\\eta_{t}$ | observation/measurement error at time $t$ defines the uncertainty in the observation.\n", "\n", "Estimation occurs in an iterative fashion (after an initialization step). In which the following steps are repeated:\n", "1. Predict the next state vector $x_{t+1|t}$ and the next state/process covariance matrix $P_{t+1|t}$\n", "2. Compute the Kalman gain\n", "3. Estimate the current state vector and the current state/process covariance matrix\n", "\n", "Where $P_{t}$ is the uncertainty in the state predictions at time $t$.\n", "\n", "The general idea is that we make predictions based on our current state vector and state/process covariance (uncertainty) then we correct these predictions once we have our observations.\n", "\n", "The following equations define the process:\n", "|Description|Equation|\n", "| --- | --- |\n", "|Predict the next state vector| $\\hat{x}_{t+1\\|t} = T_{t}\\hat{x}_{t\\|t}$ |\n", "|Predict the next state/process covariance| $P_{t+1\\|t} = T_{t}P_{t+1\\|t}T_{t}^{T} + Q$ |\n", "|Compute Kalman Gain | $K_{t} = P_{t\\|t-1}Z^{T}(ZP_{t\\|t-1}Z^{T} + H_{t})^{-1}$ |\n", "|Estimate current state vector| $\\hat{x}_{t\\|t} = \\hat{x}_{t\\|t-1} + K_{t}(y_{t} - Z\\hat{x}_{t\\|t-1})$ |\n", "|Estimate current state/process covariance| $P_{t\\|t} = (I - K_{t}Z_{t})P_{t\\|t-1}(I - K_{t}Z_{t})^{T} + K_{t}H_{t}K_{t}^{T}$ |\n", "\n", ":::{note}\n", "We wrote the equation for $P_{t\\|t}$ above using Joseph form, which is more numerically stable but also wordier. In different texts you may encounter this equation written in \"standard\" form.\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", "import re\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\", message=\"The RandomType SharedVariables\", category=UserWarning)\n", "\n", "import arviz.preview as az\n", "import numpy as np\n", "import pymc as pm\n", "import pytensor.tensor as pt\n", "import xarray as xr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../extra_installs.md\n", ":::" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Required Extra Dependencies\n", "import plotly.graph_objects as go\n", "import plotly.io as pio\n", "import polars as pl\n", "\n", "from patsy import dmatrix\n", "from pymc_extras.statespace.core.properties import Coord, Data, Parameter, Shock, State\n", "from pymc_extras.statespace.core.statespace import PyMCStateSpace\n", "from pymc_extras.statespace.utils.constants import (\n", " ALL_STATE_AUX_DIM,\n", " ALL_STATE_DIM,\n", " TIME_DIM,\n", ")\n", "\n", "# make all plotly figures static\n", "pio.renderers.default = \"svg\"\n", "# set arviz style\n", "az.style.use(\"arviz-variat\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Helper Functions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def ellipse_covariance(covariance: np.ndarray) -> np.ndarray:\n", " \"\"\"\n", " Generates a 95% CI ellipse via a chi-square multivariate normal approximation.\n", "\n", " Parameters\n", " ----------\n", " covariance : ndarray\n", " The estimated covariance matrix\n", "\n", " Returns\n", " -------\n", " ndarray\n", " matrix of ellipse points\n", " \"\"\"\n", " evals, evects = np.linalg.eig(covariance)\n", " largest_evect = evects[np.argmax(evals)]\n", " largest_eval = np.max(evals)\n", " smallest_eval = np.min(evals)\n", " angle = np.arctan2(largest_evect[1], largest_evect[0])\n", " if angle < 0:\n", " angle = angle + 2 * np.pi\n", " chisquare_val = 2.4477 # 95% CI MVN\n", " theta_grid = np.linspace(0, 2 * np.pi)\n", " phi = angle\n", " a = chisquare_val * np.sqrt(largest_eval) # half-major axis scaled by k corresponding to 95% CI\n", " b = chisquare_val * np.sqrt(smallest_eval) # half-minor axis scaled by k\n", " ellipse_x_r = a * np.cos(theta_grid)\n", " ellipse_y_r = b * np.sin(theta_grid)\n", " R = np.array([[np.cos(phi), np.sin(phi)], [-np.sin(phi), np.cos(phi)]])\n", " return np.array([ellipse_x_r, ellipse_y_r]).T @ R" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def plot_hurricane_path(\n", " data: pl.DataFrame,\n", " posterior_mean: np.ndarray,\n", " predicted_covariance: np.ndarray,\n", " uncertainty_index: int = 3,\n", ") -> go.Figure:\n", " \"\"\"\n", " Plots actual vs predicted Hurricane path.\n", "\n", " Parameters\n", " ----------\n", " data : DataFrame\n", " dataframe containing the actual values\n", " posterior_mean : ndarray\n", " The posterior mean of the estimated distributions\n", " predicted_covariance : ndarray\n", " The predicted covariance matrices at each time point\n", " uncertainty_index : int\n", " When to start drawing the uncertainty on the map (due to huge uncertainty in the begining of the process)\n", "\n", " Returns\n", " -------\n", " Figure\n", " Plotly Hurricane Figure\n", " \"\"\"\n", " fig = go.Figure()\n", " for i in range(predicted_covariance.shape[0]):\n", " if uncertainty_index and (\n", " i < uncertainty_index\n", " ): # The uncertainty can be quite large depending on how you initialze P0\n", " continue\n", " r_ellipse = ellipse_covariance(predicted_covariance[i, :2, :2])\n", " means = posterior_mean[i]\n", " fig.add_trace(\n", " go.Scattermap(\n", " lon=r_ellipse[:, 0].astype(float) + means[0].values,\n", " lat=r_ellipse[:, 1].astype(float) + means[1].values,\n", " mode=\"lines\",\n", " fill=\"toself\",\n", " showlegend=True if i == uncertainty_index else False,\n", " legendgroup=\"HDI\",\n", " hoverinfo=\"skip\",\n", " marker_color=\"blue\",\n", " name=\"95% CI\",\n", " )\n", " )\n", " fig.add_traces(\n", " [\n", " go.Scattermap(\n", " lon=posterior_mean[:, 0],\n", " lat=posterior_mean[:, 1],\n", " name=\"predictions\",\n", " mode=\"lines+markers\",\n", " line=dict(color=\"lightblue\"),\n", " hovertemplate=[\n", " f\"\"\"Period: {i+1}
Longitude: {posterior[0]:.1f}
Latitude: {posterior[1]:.1f}\n", " \"\"\"\n", " for i, posterior in enumerate(posterior_mean)\n", " ],\n", " ),\n", " go.Scattermap(\n", " lon=data[\"longitude\"],\n", " lat=data[\"latitude\"],\n", " name=\"actuals\",\n", " mode=\"lines+markers\",\n", " line=dict(color=\"black\"),\n", " hovertemplate=[\n", " f\"\"\"Period: {row['discrete_time']}
Longitude: {row['longitude']:.1f}
Latitude: {row['latitude']:.1f}\n", " \"\"\"\n", " for row in data.iter_rows(named=True)\n", " ],\n", " ),\n", " ]\n", " )\n", "\n", " fig.update_layout(\n", " margin=dict(b=0, t=0, l=0, r=0),\n", " map={\n", " \"bearing\": 0,\n", " \"center\": go.layout.map.Center(\n", " lat=data[\"latitude\"].mean() + 15.0, lon=data[\"longitude\"].mean()\n", " ),\n", " \"pitch\": 0,\n", " \"zoom\": 2.0,\n", " },\n", " )\n", " return fig" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def generate_period_forecasts(\n", " ssm_model: PyMCStateSpace,\n", " inference_data: az.InferenceData,\n", " data: pl.DataFrame,\n", " exogenous_data_name: str | None = None,\n", " padded_exogenous_data: pl.DataFrame | np.ndarray | None = None,\n", " periods: int = 4,\n", ") -> tuple[np.ndarray, np.ndarray]:\n", " \"\"\"\n", " Produces an n-period ahead forecast.\n", "\n", " Parameters\n", " ----------\n", " ssm_model : PyMCStateSpace\n", " The statespace model you want to forecast with\n", " inference_data : InferenceData\n", " The fitted model trace\n", " data : DataFrame\n", " The actual data used for fitting\n", " exogenous_data_name : str | None\n", " The key/name you used to define your exogenous data\n", " padded_exogenous_data : DataFrame | ndarray | None\n", " The exogenous data padded for the number of forecasts you expect to make\n", " periods : int\n", " The number of periods to forecast\n", "\n", " Returns\n", " -------\n", " f_mean : ndarray\n", " posterior predictive mean of the forecasts\n", " cppc_vcov : ndarray\n", " posterior predictive variance-covariance matrix\n", "\n", " \"\"\"\n", " n_t = inference_data.constant_data.time.shape[0]\n", " time_steps = np.arange(0, n_t, periods)\n", " period_forecasts = []\n", "\n", " for start in time_steps:\n", " scenario = None\n", " if padded_exogenous_data is not None:\n", " if isinstance(padded_exogenous_data, pl.DataFrame):\n", " exog_slice = padded_exogenous_data.slice(start, periods).to_numpy()\n", " else:\n", " exog_slice = padded_exogenous_data[start : start + periods]\n", " scenario = {exogenous_data_name: exog_slice}\n", " f = ssm_model.forecast(\n", " inference_data,\n", " start=start,\n", " periods=periods,\n", " filter_output=\"smoothed\",\n", " progressbar=False,\n", " scenario=scenario,\n", " )\n", " period_forecasts.append(f)\n", "\n", " # Combine forecasts\n", " forecasts = xr.combine_by_coords(period_forecasts, combine_attrs=\"drop_conflicts\")\n", "\n", " # Only look at in-sample forecasts\n", " forecasts = forecasts.sel(time=range(1, len(data)))\n", "\n", " f_mean = forecasts[\"forecast_observed\"].mean((\"chain\", \"draw\"))\n", " longitude_cppc = az.extract(forecasts[\"forecast_observed\"].sel(observed_state=\"x\"))\n", " latitude_cppc = az.extract(forecasts[\"forecast_observed\"].sel(observed_state=\"y\"))\n", " cppc_var = forecasts[\"forecast_observed\"].var((\"chain\", \"draw\"))\n", " cppc_covs = xr.cov(latitude_cppc, longitude_cppc, dim=\"sample\")\n", " covs_list = []\n", " for i in range(cppc_covs.shape[0]):\n", " covs_list.append(\n", " np.array(\n", " [\n", " [\n", " [cppc_var[i].values[0], cppc_covs[i].values.item()],\n", " [cppc_covs[i].values.item(), cppc_var[i].values[1]],\n", " ]\n", " ]\n", " )\n", " )\n", " cppc_vcov = np.concatenate(covs_list, axis=0)\n", " return f_mean, cppc_vcov" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def evaluate_haversine(\n", " actuals: np.ndarray, predictions: np.ndarray\n", ") -> tuple[np.ndarray, np.ndarray, np.ndarray]:\n", " \"\"\"\n", " Calculate the distance between two cartesian points using the Haversine formula.\n", "\n", " Parameters\n", " -----------\n", " actuals : ndarray\n", " Longitude and Latitude points of the actual hurricane path\n", " predictions : ndarray\n", " Longitude and Latitude points of the predicted hurricane path\n", "\n", " Returns\n", " --------\n", " errors : ndarray\n", " Distance between actual and predicted points in miles\n", " cumulative_errors : ndarray\n", " Cumulative mean of the errors\n", " mean_error : ndarray\n", " Mean of the errors\n", " \"\"\"\n", " R = 3958.8 # Radius of our planet in miles\n", "\n", " actuals_radians = np.radians(actuals)\n", " predictions_radians = np.radians(predictions)\n", "\n", " differences = actuals_radians - predictions_radians\n", "\n", " a = (\n", " np.sin(differences[:, 1] / 2) ** 2\n", " + np.cos(actuals_radians[:, 1])\n", " * np.cos(predictions_radians[:, 1])\n", " * np.sin(differences[:, 0] / 2) ** 2\n", " )\n", " c = 2 * np.arcsin(np.sqrt(a))\n", "\n", " errors = R * c\n", " cumulative_errors = np.cumsum(errors) / (np.arange(len(errors)) + 1)\n", " mean_error = np.mean(errors)\n", " return errors, cumulative_errors, mean_error" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def plot_model_evaluations(\n", " errors: np.ndarray,\n", " cumulative_errors: np.ndarray,\n", " mean_error: np.ndarray | float,\n", " main_title: str,\n", ") -> go.Figure:\n", " \"\"\"\n", " Plots model errors.\n", "\n", " Parameters\n", " ----------\n", " errors : ndarray\n", " The distances between the predicted and forecasted points\n", " cumulative_errors : ndarray\n", " The cumulative mean of the errors\n", " mean_error : ndarray | float\n", " The overall mean error of the errors\n", "\n", " Returns\n", " -------\n", " Figure\n", " Plotly Figure\n", " \"\"\"\n", " fig = go.Figure()\n", " fig.add_traces(\n", " [\n", " go.Scatter(\n", " x=np.arange(len(errors)) + 1,\n", " y=errors,\n", " mode=\"markers+lines\",\n", " name=\"Distance from Actual\",\n", " hovertemplate=\"Period: %{x}
Miles Away: %{y}\",\n", " ),\n", " go.Scatter(\n", " x=np.arange(len(cumulative_errors)) + 1,\n", " y=cumulative_errors,\n", " name=\"Cumulative Average Error\",\n", " hovertemplate=\"Period: %{x}
Miles Away: %{y}\",\n", " ),\n", " ]\n", " )\n", " fig.add_shape(\n", " type=\"line\",\n", " y0=mean_error,\n", " y1=mean_error,\n", " x0=0,\n", " x1=errors.shape[0],\n", " line_dash=\"dash\",\n", " line_color=\"black\",\n", " name=\"Overall Mean Error\",\n", " label=dict(text=f\"Mean: {mean_error:.2f}\", textposition=\"start\"),\n", " showlegend=True,\n", " )\n", " fig.update_layout(\n", " title=f\"{main_title} Model Evaluation\",\n", " xaxis=dict(title=\"Time Period\"),\n", " yaxis=dict(title=\"Miles Away from Actual\"),\n", " )\n", " return fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and Process the Dataset\n", "The data comes from the National Oceanic and Atmospheric Administration (NOAA) and is stored in an odd format (likely to save space). We need to wrangle it before we can proceed." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "parsed_data = list()\n", "try:\n", " with open(\"../data/hurdat2-1851-2023-051124.txt\") as f:\n", " lines = f.readlines()\n", " for line in lines:\n", " commas = re.findall(\",\", line)\n", " if len(commas) < 4:\n", " hsep = line.split(\",\")\n", " storm_id = hsep[0]\n", " storm_name = hsep[1].strip()\n", " else:\n", " dsep = line.split(\", \")\n", " year = dsep[0][:4]\n", " month = dsep[0][4:6]\n", " day = dsep[0][6:8]\n", " hours = dsep[1][:2]\n", " minutes = dsep[1][-2:]\n", " record_identifier = dsep[2]\n", " latitude = dsep[4]\n", " longitude = dsep[5]\n", " max_wind = dsep[6]\n", " min_pressure = dsep[7]\n", " parsed_data.append(\n", " [\n", " storm_id,\n", " storm_name,\n", " year,\n", " month,\n", " day,\n", " hours,\n", " minutes,\n", " record_identifier,\n", " latitude,\n", " longitude,\n", " max_wind,\n", " min_pressure,\n", " ]\n", " )\n", "except FileNotFoundError:\n", " stream = pm.get_data(\"hurdat2-1851-2023-051124.txt\")\n", " lines = stream.readlines()\n", " for line in lines:\n", " commas = re.findall(\",\", line)\n", " if len(commas) < 4:\n", " hsep = line.split(\",\")\n", " storm_id = hsep[0]\n", " storm_name = hsep[1].strip()\n", " else:\n", " dsep = line.split(\", \")\n", " year = dsep[0][:4]\n", " month = dsep[0][4:6]\n", " day = dsep[0][6:8]\n", " hours = dsep[1][:2]\n", " minutes = dsep[1][-2:]\n", " record_identifier = dsep[2]\n", " latitude = dsep[4]\n", " longitude = dsep[5]\n", " max_wind = dsep[6]\n", " min_pressure = dsep[7]\n", " parsed_data.append(\n", " [\n", " storm_id,\n", " storm_name,\n", " year,\n", " month,\n", " day,\n", " hours,\n", " minutes,\n", " record_identifier,\n", " latitude,\n", " longitude,\n", " max_wind,\n", " min_pressure,\n", " ]\n", " )" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df = pl.DataFrame(\n", " parsed_data,\n", " orient=\"row\",\n", " schema={\n", " \"storm_id\": pl.String,\n", " \"storm_name\": pl.String,\n", " \"year\": pl.String,\n", " \"month\": pl.String,\n", " \"day\": pl.String,\n", " \"hour\": pl.String,\n", " \"minute\": pl.String,\n", " \"record_identifier\": pl.String,\n", " \"latitude\": pl.String,\n", " \"longitude\": pl.String,\n", " \"max_wind\": pl.String,\n", " \"min_pressure\": pl.String,\n", " },\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "df_clean = (\n", " df.with_columns(\n", " pl.concat_str( # combine columns to generate a datetime string field\n", " \"year\", \"month\", \"day\", \"hour\", \"minute\"\n", " ).alias(\"datetime\")\n", " )\n", " .with_columns( # Cast fields to appropriate data types\n", " pl.col(\"datetime\")\n", " .str.strptime(dtype=pl.Datetime, format=\"%Y%m%d%H%M\")\n", " .dt.replace_time_zone(\"UTC\")\n", " .name.keep(),\n", " pl.col(\"latitude\").str.extract(r\"(\\d\\d?.\\d)\").cast(pl.Float32).name.keep(),\n", " (pl.col(\"longitude\").str.extract(r\"(\\d\\d?.\\d)\").cast(pl.Float32) * -1).name.keep(),\n", " pl.col(\"max_wind\").str.strip_chars().cast(pl.Float32).name.keep(),\n", " pl.col(\"min_pressure\").str.strip_chars().cast(pl.Float32).name.keep(),\n", " )\n", " .drop(\"year\", \"month\", \"day\", \"hour\", \"minute\") # Drop redundant fields\n", " .filter(pl.col(\"storm_name\") != \"UNNAMED\") # remove unnamed hurricanes\n", " .with_columns(\n", " category=( # Create hurricane intensity category level\n", " pl.when(pl.col(\"max_wind\") > 155)\n", " .then(pl.lit(5.0))\n", " .when(pl.col(\"max_wind\").is_between(131, 155))\n", " .then(pl.lit(4.0))\n", " .when(pl.col(\"max_wind\").is_between(111, 130))\n", " .then(pl.lit(3.0))\n", " .when(pl.col(\"max_wind\").is_between(96, 110))\n", " .then(pl.lit(2.0))\n", " .when(pl.col(\"max_wind\").is_between(74, 95))\n", " .then(pl.lit(1.0))\n", " .otherwise(pl.lit(0.0))\n", " )\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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storm_idstorm_namerecord_identifierlatitudelongitudemax_windmin_pressuredatetimecategory
strstrstrf32f32f32f32datetime[μs, UTC]f64
"AL011950""ABLE"" "17.1-55.535.0-999.01950-08-12 00:00:00 UTC0.0
"AL011950""ABLE"" "17.700001-56.29999940.0-999.01950-08-12 06:00:00 UTC0.0
"AL011950""ABLE"" "18.200001-57.40000245.0-999.01950-08-12 12:00:00 UTC0.0
"AL011950""ABLE"" "19.0-58.59999850.0-999.01950-08-12 18:00:00 UTC0.0
"AL011950""ABLE"" "20.0-60.050.0-999.01950-08-13 00:00:00 UTC0.0
" ], "text/plain": [ "shape: (5, 9)\n", "┌──────────┬────────────┬────────────┬───────────┬───┬──────────┬───────────┬───────────┬──────────┐\n", "│ storm_id ┆ storm_name ┆ record_ide ┆ latitude ┆ … ┆ max_wind ┆ min_press ┆ datetime ┆ category │\n", "│ --- ┆ --- ┆ ntifier ┆ --- ┆ ┆ --- ┆ ure ┆ --- ┆ --- │\n", "│ str ┆ str ┆ --- ┆ f32 ┆ ┆ f32 ┆ --- ┆ datetime[ ┆ f64 │\n", "│ ┆ ┆ str ┆ ┆ ┆ ┆ f32 ┆ μs, UTC] ┆ │\n", "╞══════════╪════════════╪════════════╪═══════════╪═══╪══════════╪═══════════╪═══════════╪══════════╡\n", "│ AL011950 ┆ ABLE ┆ ┆ 17.1 ┆ … ┆ 35.0 ┆ -999.0 ┆ 1950-08-1 ┆ 0.0 │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 00:00:00 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ UTC ┆ │\n", "│ AL011950 ┆ ABLE ┆ ┆ 17.700001 ┆ … ┆ 40.0 ┆ -999.0 ┆ 1950-08-1 ┆ 0.0 │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 06:00:00 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ UTC ┆ │\n", "│ AL011950 ┆ ABLE ┆ ┆ 18.200001 ┆ … ┆ 45.0 ┆ -999.0 ┆ 1950-08-1 ┆ 0.0 │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 12:00:00 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ UTC ┆ │\n", "│ AL011950 ┆ ABLE ┆ ┆ 19.0 ┆ … ┆ 50.0 ┆ -999.0 ┆ 1950-08-1 ┆ 0.0 │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 2 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 18:00:00 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ UTC ┆ │\n", "│ AL011950 ┆ ABLE ┆ ┆ 20.0 ┆ … ┆ 50.0 ┆ -999.0 ┆ 1950-08-1 ┆ 0.0 │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 3 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ 00:00:00 ┆ │\n", "│ ┆ ┆ ┆ ┆ ┆ ┆ ┆ UTC ┆ │\n", "└──────────┴────────────┴────────────┴───────────┴───┴──────────┴───────────┴───────────┴──────────┘" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_clean.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate visualizations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hurricane Originations\n", "Let's plot the origination points of the hurricanes in our dataset. There are a few different origination definitions when looking at the tropical cyclones within the HURDAT dataset:\n", "- A tropical depression when the maximum sustained surface wind is $\\le$ 33.89 knots\n", "- A tropical cyclone when the maximum sustained surface wind is $\\gt$ 33.89 knots\n", "- A Hurricane when the maximum sustained surface wind is $\\ge$ 64.30 knots\n", "\n", "We are going to define the first instance of tracking data per hurricane as our origin. These are important because hurricanes curve differently, due to the coriolis effect, depending on where they are located. For example, hurricanes in the northern hemisphere curve to the right. Whereas, in the southern hemisphere they curve to the left. In addition, the origination point influences the strength of the hurricane and its likelihood of making landfall. For example, Hurricanes that originate in the Gulf of Mexico have little time to gather energy but are surrounded by land making it more likely for landfall. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "origin_plot = df_clean.select(\n", " pl.all().first().over(\"storm_id\"),\n", " pl.col(\"category\").max().over(\"storm_id\").alias(\"max_category\"),\n", ").unique()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "© CARTO, © OpenStreetMap contributorscategory 0category 1category 2category 3category 4category 5" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure()\n", "for cat in origin_plot[\"max_category\"].unique():\n", " fig.add_trace(\n", " go.Scattermap(\n", " lat=origin_plot.filter(pl.col(\"max_category\") == cat)[\"latitude\"],\n", " lon=origin_plot.filter(pl.col(\"max_category\") == cat)[\"longitude\"],\n", " mode=\"markers\",\n", " hovertemplate=[\n", " f\"\"\"Storm Name: {row['storm_name']}
Datetime: {row['datetime']}
Longitude: {row['longitude']:.1f}
Latitude: {row['latitude']:.1f}
Maximum Wind Speed: {row['max_wind']:.0f}
Minimum Pressure: {row['min_pressure']:.0f}
Record Identifier: {row['record_identifier']}
Category: {row['max_category']:.0f}\n", " \"\"\"\n", " for row in origin_plot.filter(pl.col(\"max_category\") == cat).iter_rows(named=True)\n", " ],\n", " marker=go.scattermap.Marker(size=14, opacity=0.5),\n", " name=f\"category {int(cat)}\",\n", " )\n", " )\n", "fig.update_layout(\n", " margin=dict(b=0, t=0, l=0, r=0),\n", " map={\n", " \"bearing\": 0,\n", " \"center\": go.layout.map.Center(\n", " lat=origin_plot[\"latitude\"].mean(), lon=origin_plot[\"longitude\"].mean()\n", " ),\n", " \"pitch\": 0,\n", " \"zoom\": 2.5,\n", " },\n", ")\n", "fig.show(width=1000, config={\"displayModeBar\": False})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hurricane Fiona's Path\n", "From here on out our task is to forecast the trajectory of Hurricane Fiona. Let's plot the path it took. We mark the origination point in blue and the last observed location of Fiona in red. We see that Fiona initially travels westward and curves to the right making its way northward. This trajectory is typical for Hurricanes that originate in the Northern Hemisphere of the Atlantic Ocean." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "plot_df = (\n", " df_clean.filter(pl.col(\"storm_id\") == \"AL072022\")\n", " .with_row_index()\n", " .with_columns(\n", " color=(\n", " pl.when(pl.col(\"index\") == pl.col(\"index\").first())\n", " .then(pl.lit(\"blue\"))\n", " .when(pl.col(\"index\") == pl.col(\"index\").last())\n", " .then(pl.lit(\"red\"))\n", " .otherwise(pl.lit(\"green\"))\n", " )\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "© CARTO, © OpenStreetMap contributors" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = go.Figure(\n", " go.Scattermap(\n", " lat=plot_df[\"latitude\"],\n", " lon=plot_df[\"longitude\"],\n", " mode=\"markers+lines\",\n", " hovertemplate=[\n", " f\"\"\"Datetime: {row['datetime']}
Longitude: {row['longitude']:.1f}
Latitude: {row['latitude']:.1f}
Maximum Wind Speed: {row['max_wind']:.0f}
Minimum Pressure: {row['min_pressure']:.0f}
Record Identifier: {row['record_identifier']}\n", " \"\"\"\n", " for row in plot_df.iter_rows(named=True)\n", " ],\n", " marker=go.scattermap.Marker(size=14, color=plot_df[\"color\"]),\n", " )\n", ")\n", "fig.update_layout(\n", " margin=dict(b=0, t=0, l=0, r=0),\n", " map={\n", " \"bearing\": 0,\n", " \"center\": go.layout.map.Center(\n", " lat=plot_df[\"latitude\"].mean() + 15.0, lon=plot_df[\"longitude\"].mean()\n", " ),\n", " \"pitch\": 0,\n", " \"zoom\": 1.5,\n", " },\n", ")\n", "fig.show(width=1000, config={\"displayModeBar\": False})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tracking Hurricane Fiona using a State Space Model\n", "The simplest state space model for tracking an object in 2-dimensional space is one in which we define the kinematics using Newtonian equations of motion. In this example we assume constant acceleration but place a stochastic innovation $\\sigma_{a}^{2}$ to account for unmodeled angular acceleration. Furthermore, we fix the observation/measurement noise, $H$, to a small value, reflecting our confidence in the collected data. We will also assume that the states in the x/longitude direction do not affect the states in the y/latitude direction. This means knowing the position/velocity/acceleration in x/longitude gives us no information on the position/velocity/acceleration in y/latitude\n", "\n", "Let us begin by defining our matrices/vectors.\n", "\n", "As a reminder the observation equation and the state equation define our linear system.\n", "$$\n", "y_{t} = Z_{t}x_{t} + d_{t} + \\eta_{t}\n", "$$\n", "\n", "$$\n", "x_{t+1} = T_{t}x_{t} + c_{t} + R_{t}\\epsilon_{t}\n", "$$\n", "\n", "In this case we are assuming there is no state or observation intercepts ($c_{t} = 0$, $d_{t} = 0$). I will also drop the $t$ subscript over matrices that are fixed (do not change over time).\n", "\n", "Our states are the following components derived from the Newtonian equations of motion.\n", "\n", "$$\n", "x_{t} = \\begin{bmatrix}longitude_{t} \\\\ latitude_{t} \\\\ longitude\\_velocity_{t} \\\\ latitude\\_velocity_{t} \\\\ longitude\\_acceleration_{t} \\\\ latitude\\_acceleration_{t} \\end{bmatrix}\n", "$$\n", "\n", "In order for our system to evolve in accordance with Newtonian motion our transitioin matrix is defined as:\n", "\n", "$$\n", "T = \\begin{bmatrix}1&0&\\Delta t&0&\\frac{\\Delta t^{2}}{2}&0 \\\\ 0&1&0&\\Delta t&0&\\frac{\\Delta t^{2}}{2} \\\\ 0&0&1&0&\\Delta t&0 \\\\ 0&0&0&1&0&\\Delta t \\\\ 0&0&0&0&1&0 \\\\ 0&0&0&0&0&1 \\end{bmatrix}\n", "$$\n", "\n", "The following design matrix tells us that only the positions ($longitude_{t}$ and $latitude_{t}$) are observed states\n", "\n", "$$\n", "Z = \\begin{bmatrix}1&0&0&0&0&0 \\\\ 0&1&0&0&0&0 \\end{bmatrix}\n", "$$\n", "\n", "The selection matrix is defined as the identity allowing the process/state covariance to affect all of our states.\n", "\n", "$$\n", "R = I\n", "$$\n", "\n", "Where\n", "\n", "$$\n", "\\epsilon_{t} \\sim N(0, Q)\n", "$$ \n", "\n", "$$\n", "\\eta_{t} \\sim N(0, H)\n", "$$\n", "\n", "In this example we fix our observation/measurement error to a small value (0.5) reflecting our confidence in the measurements. Here we are assuming that our measuring instrument is fairly accurate and that it may be off by $\\sqrt{0.5} \\approx 0.7$ degrees.\n", "\n", "$$\n", "H = \\begin{bmatrix} 0.5&0 \\\\ 0&0.5\\end{bmatrix}\n", "$$\n", "\n", "and finally, the state/process covariance matrix that is derived from using Newtonian motion is as follows:\n", "\n", "$$\n", "Q = \\sigma_{a}^{2}\\begin{bmatrix} \\frac{\\Delta t^{4}}{4}&0&\\frac{\\Delta t^{3}}{2}&0&\\frac{\\Delta t^{2}}{2}&0 \\\\ 0&\\frac{\\Delta t^{4}}{4}&0&\\frac{\\Delta t^{3}}{2}&0&\\frac{\\Delta t^{2}}{2} \\\\ \\frac{\\Delta t^{3}}{2}&0&\\Delta t^{2}&0&\\Delta t&0 \\\\ 0&\\frac{\\Delta t^{3}}{2}&0&\\Delta t^{2}&0&\\Delta t \\\\ \\frac{\\Delta t^{2}}{2}&0&\\Delta t&0&1&0 \\\\ 0&\\frac{\\Delta t^{2}}{2}&0&\\Delta t&0&1 \\end{bmatrix}\n", "$$\n", "\n", "Let's briefly go over how we came about our $T$ and $Q$ matrices.\n", "\n", "The $T$ transition matrix is built such that when we expand the observation model we end up with the Newtonian equations of motion. For example, if we expand the matrix vector multiplaction for the longitude (position) term we end up with:\n", "\n", "$$\n", "\\hat{y}_{longitude_{t+1}} = longitude_{t} + longitude\\_velocity_{t}\\Delta t + \\frac{longitude\\_acceleration_{t}\\Delta t^{2}}{2}\n", "$$ \n", "\n", "This is the Newtonian motion equation of position. Where the new position is the old position plus the change in velocity plus the change in acceleration. The rest of the equations can be derived by completing all the entries of the matrix vector multiplication of the observation equation.\n", "\n", "The process/state covariance matrix $Q$ is just the variance (diagonals) covariance (off-diagonals) of the Newtonian equations. For example, the variance of the longitudinal position entry is:\n", "\n", "$$\n", "Var(longitude_{t}) = Var(longitude_{t} + longitude\\_velocity_{t}\\Delta t + \\frac{longitude\\_acceleration_{t}\\Delta t^{2}}{2}) = Var(\\frac{longitude\\_acceleration_{t}\\Delta t^{2}}{2})\n", "$$\n", "\n", "$$\n", "= \\frac{\\Delta t^{4}}{4}Var(longitude\\_acceleration_{t}) = \\frac{\\Delta t^{4}}{4}\\sigma_{a}^{2}\n", "$$\n", "\n", "Where in this case we assume the same stochastic innovations on the acceleration term in both dimensions. You can derive the rest of the entries in $Q$ by taking the variance or covariance of the Newtonian equations.\n", "\n", "### Optional Material\n", "We can also derive the Newtonian equations of motion from a system of ordinary differntial equations (ODE)s. Here we have a system that consists of:\n", "\n", "1. $\\dot{p}(t) = v(t)$\n", "2. $\\dot{v}(t) = a(t)$\n", "3. $\\dot{a}(t) = 0$\n", "\n", "our state vector (in one dimension) \n", "\n", "$$\n", "x_{t} = \\begin{bmatrix}p(t) \\\\ v(t) \\\\ a(t) \\end{bmatrix}\n", "$$ \n", "\n", "and our ODE system becomes \n", "\n", "$$\n", "\\frac{d}{dt} \\begin{bmatrix}p(t) \\\\ v(t) \\\\a(t) \\end{bmatrix} = \\begin{bmatrix}v(t) \\\\ a(t) \\\\ 0 \\end{bmatrix}\n", "$$\n", "\n", "Now we integrate our system over $\\Delta{t}$ and we have \n", "\n", "$$\n", "p(t + \\Delta{t}) = p(t) + \\int_{t}^{t + \\Delta{t}}v(t')dt'\n", "$$ \n", "\n", "assuming that the change in time is small and that the change in velocity is negligible we can approximate the integrals using the forward Euler method and get \n", "\n", "$$\n", "p(t + \\Delta{t}) \\approx p(t) + v(t)\\Delta{t}\n", "$$ \n", "\n", "integrating the rest of our system equations using the same methodology we find that \n", "\n", "$$\n", "v(t + \\Delta{t}) \\approx v(t) + a(t)\\Delta{t}\n", "$$ \n", "\n", "$$\n", "a(t + \\Delta{t}) = a(t)\n", "$$\n", "\n", "We can now express our system of equations over a time interval $\\Delta{t}$ as \n", "\n", "$$\n", "\\begin{bmatrix}p(t + \\Delta{t}) \\\\ v(t + \\Delta{t}) \\\\ a(t + \\Delta{t}) \\end{bmatrix} = \\begin{bmatrix}p(t) \\\\ v(t) \\\\ a(t) \\end{bmatrix} + \\Delta{t} \\begin{bmatrix}v(t) \\\\ a(t) \\\\ 0 \\end{bmatrix}\n", "$$\n", "\n", "Which when you write out the matrix vector multiplications will yield the Newtonian equations of motion.\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Pull out Hurricane Fiona from the larger dataset\n", "fiona_df = df_clean.filter(pl.col(\"storm_id\") == \"AL072022\").with_row_index(\n", " name=\"discrete_time\", offset=1\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are going to use the `PyMC` `StateSpace` module in the `pymc-extras` package to code up the state space model we defined above. In This model we are going to set up 3 variables:\n", "- $x_{0|0}$ The initial state vector (for initializing the estimation steps described earlier)\n", "- $P_{0|0}$ The initial state/process covariance matrix (again for initializing the recursive estimator)\n", "- $\\sigma_{a}^{2}$ The acceleration innovations (this is useful for when the acceleration is not actually constant as we have assumed in the kinematics of the model)\n", "\n", "We will set deterministic values for both the initial values $x_{0}$ and $P_{0}$. Therefore, in this simplest model, we will only estimate one parameter $\\sigma_{a}^{2}$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "class NewtonianSSM(PyMCStateSpace):\n", " def __init__(self, mode=None):\n", " k_states = 6 # number of states (x, y, vx, vy, ax, ay)\n", " k_posdef = 6 # number of shocks (size of the process innovations covariance matrix Q)\n", " k_endog = 2 # number of observed states (we only observe x and y)\n", " mode = mode\n", "\n", " super().__init__(k_endog=k_endog, k_states=k_states, k_posdef=k_posdef, mode=mode)\n", "\n", " def set_states(self):\n", " \"\"\"\n", " Set hidden and observed states of the model\n", " \"\"\"\n", " hidden_states = [\n", " State(name=name, observed=False, shared=False) for name in [\"vx\", \"vy\", \"ax\", \"ay\"]\n", " ]\n", " observed_states = [State(name=name, observed=True, shared=False) for name in [\"x\", \"y\"]]\n", " return *hidden_states, *observed_states\n", "\n", " def set_parameters(self):\n", " \"\"\"\n", " Set the parameters expected by the model\n", " \"\"\"\n", " x0_param = Parameter(\n", " name=\"x0\", shape=(self.k_states,), dims=(ALL_STATE_DIM,), constraints=\"None\"\n", " )\n", "\n", " P0_param = Parameter(\n", " name=\"P0\",\n", " shape=(self.k_states, self.k_states),\n", " dims=(ALL_STATE_DIM, ALL_STATE_AUX_DIM),\n", " constraints=\"Positive Semi-definite\",\n", " )\n", "\n", " acc_innov_param = Parameter(\n", " name=\"acceleration_innovations\",\n", " shape=(1,),\n", " dims=(\"innovation\",),\n", " constraints=\"Positive\",\n", " )\n", "\n", " return x0_param, P0_param, acc_innov_param\n", "\n", " def set_coords(self):\n", " \"\"\"\n", " Set the coordinates of the model\n", " \"\"\"\n", " state_coord = Coord(dimension=\"state\", labels=[\"x\", \"y\", \"vx\", \"vy\", \"ax\", \"ay\"])\n", "\n", " state_aux_coord = Coord(\n", " dimension=\"state_aux\", labels=[\"x_aux\", \"y_aux\", \"vx_aux\", \"vy_aux\", \"ax_aux\", \"ay_aux\"]\n", " )\n", "\n", " observed_states_coord = Coord(dimension=\"observed_state\", labels=[\"x\", \"y\"])\n", "\n", " return state_coord, state_aux_coord, observed_states_coord\n", "\n", " def make_symbolic_graph(self):\n", " delta_t = 6.0 # The amount of time between observations 6 hours in our case\n", " # these variables wil be estimated in our model\n", " x0 = self.make_and_register_variable(\n", " \"x0\", shape=(6,)\n", " ) # initial state vector (x, y, vx, vy, ax, ay)\n", " P0 = self.make_and_register_variable(\n", " \"P0\", shape=(6, 6)\n", " ) # initial process covariance matrix\n", " acceleration_innovations = self.make_and_register_variable(\n", " \"acceleration_innovations\", shape=(1,)\n", " )\n", "\n", " self.ssm[\"transition\", :, :] = np.array(\n", " [\n", " [1, 0, delta_t, 0, (delta_t**2) / 2, 0],\n", " [0, 1, 0, delta_t, 0, (delta_t**2) / 2],\n", " [0, 0, 1, 0, delta_t, 0],\n", " [0, 0, 0, 1, 0, delta_t],\n", " [0, 0, 0, 0, 1, 0],\n", " [0, 0, 0, 0, 0, 1],\n", " ]\n", " )\n", "\n", " self.ssm[\"selection\", :, :] = np.eye(self.k_posdef)\n", " self.ssm[\"design\", :, :] = np.array([[1, 0, 0, 0, 0, 0], [0, 1, 0, 0, 0, 0]])\n", "\n", " self.ssm[\"initial_state\", :] = x0\n", " self.ssm[\"initial_state_cov\", :, :] = P0\n", "\n", " self.ssm[\"state_cov\", :, :] = acceleration_innovations**2 * np.array(\n", " [\n", " [(delta_t**4) / 4, 0, (delta_t**3) / 2, 0, (delta_t**2) / 2, 0],\n", " [0, (delta_t**4) / 4, 0, (delta_t**3) / 2, 0, (delta_t**2) / 2],\n", " [(delta_t**3) / 2, 0, (delta_t**2), 0, delta_t, 0],\n", " [0, (delta_t**3) / 2, 0, (delta_t**2), 0, delta_t],\n", " [(delta_t**2) / 2, 0, delta_t, 0, 1, 0],\n", " [0, (delta_t**2) / 2, 0, delta_t, 0, 1],\n", " ]\n", " )\n", " self.ssm[\"obs_cov\", :, :] = np.eye(2) * 0.5" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
                                  Model Requirements                                   \n",
       "                                                                                       \n",
       "  Variable                   Shape    Constraints                          Dimensions  \n",
       " ───────────────────────────────────────────────────────────────────────────────────── \n",
       "  x0                         (6,)     None                                 ('state',)  \n",
       "  P0                         (6, 6)   Positive Semi-definite   ('state', 'state_aux')  \n",
       "  acceleration_innovations   (1,)     Positive                        ('innovation',)  \n",
       "                                                                                       \n",
       "These parameters should be assigned priors inside a PyMC model block before calling the\n",
       "                            build_statespace_graph method.                             \n",
       "
\n" ], "text/plain": [ "\u001b[3m Model Requirements \u001b[0m\n", " \n", " \u001b[1m \u001b[0m\u001b[1mVariable \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mShape \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mConstraints \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1m Dimensions\u001b[0m\u001b[1m \u001b[0m \n", " ───────────────────────────────────────────────────────────────────────────────────── \n", " x0 \u001b[1m(\u001b[0m\u001b[1;36m6\u001b[0m,\u001b[1m)\u001b[0m \u001b[3;35mNone\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m,\u001b[1m)\u001b[0m \n", " P0 \u001b[1m(\u001b[0m\u001b[1;36m6\u001b[0m, \u001b[1;36m6\u001b[0m\u001b[1m)\u001b[0m Positive Semi-definite \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m, \u001b[32m'state_aux'\u001b[0m\u001b[1m)\u001b[0m \n", " acceleration_innovations \u001b[1m(\u001b[0m\u001b[1;36m1\u001b[0m,\u001b[1m)\u001b[0m Positive \u001b[1m(\u001b[0m\u001b[32m'innovation'\u001b[0m,\u001b[1m)\u001b[0m \n", " \n", "\u001b[2;3mThese parameters should be assigned priors inside a PyMC model block before calling the\u001b[0m\n", "\u001b[2;3m build_statespace_graph method. \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_ssm = NewtonianSSM(mode=\"JAX\")" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n", "\n", "No time index found on the supplied data. A simple range index will be automatically generated.\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with pm.Model(coords=n_ssm.coords) as newtonian:\n", " x0 = pm.Deterministic(\"x0\", pt.as_tensor([-49, 16, 0.0, 0.0, 0.0, 0.0]), dims=\"state\")\n", " P0 = pt.eye(6) * 1e-3\n", " P0 = pm.Deterministic(\"P0\", P0, dims=(\"state\", \"state_aux\"))\n", "\n", " acceleration_innovations = pm.Gamma(\"acceleration_innovations\", 0.1, 5, shape=(1,))\n", "\n", " n_ssm.build_statespace_graph(\n", " data=fiona_df.select(\"longitude\", \"latitude\").to_numpy(),\n", " )\n", " newtonian_idata = pm.sample(\n", " nuts_sampler=\"nutpie\", nuts_sampler_kwargs={\"backend\": \"jax\", \"gradient_backend\": \"jax\"}\n", " )" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
meansdeti89_lbeti89_ub
acceleration_innovations[0]0.00450.00110.00290.0065
\n", "
" ], "text/plain": [ " mean sd eti89_lb eti89_ub\n", "acceleration_innovations[0] 0.0045 0.0011 0.0029 0.0065" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(newtonian_idata, var_names=\"acceleration_innovations\", kind=\"stats\", round_to=4)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n", "\n", "No time index found on the supplied data. A simple range index will be automatically generated.\n", "\n", "Sampling: []\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "895d70c3a9e9487cbde505127dec54ca", "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": [
    "n_ssm_filter_outputs = n_ssm.sample_filter_outputs(\n",
    "    newtonian_idata, filter_output_names=[\"predicted_covariances\", \"predicted_observed_states\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "predicted_covs = n_ssm_filter_outputs.posterior_predictive[\"predicted_covariances\"].mean(\n",
    "    (\"chain\", \"draw\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "post_mean = n_ssm_filter_outputs.posterior_predictive[\"predicted_observed_states\"].mean(\n",
    "    (\"chain\", \"draw\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not bad for a model with only one parameter. We can see that the forecast gets wonky in the middle where the trajectory of the Hurricane changes directions over short time periods. Again, it is important to keep in mind that what we are plotting are the one-step/period ahead forecast. In our case, our periods are six hours apart. Unfortunately, a 6-hour ahead hurricane forecast is not very practical. Let's see what we get when we generate a 4-period (24-hour) ahead forecast.\n",
    "\n",
    ":::{note}\n",
    "\n",
    "More often than not we build parametric models that are quite flexible in adapting to the data. In such cases, we have multiple parameters that give the model it's flexibility in fitting the data. In this particular case, we impose a rigid structure on the data by insisting that the data generating process adhere to the laws of Newtonian physics. In doing so, the model is much less flexible with only one parameter that accounts for the unmodeled angular acceleration.\n",
    "\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "© CARTO, © OpenStreetMap contributors95% CIpredictionsactuals"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_hurricane_path(\n",
    "    data=fiona_df,\n",
    "    posterior_mean=post_mean,\n",
    "    predicted_covariance=predicted_covs,\n",
    "    uncertainty_index=0,\n",
    ")\n",
    "fig.show(width=1000, config={\"displayModeBar\": False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "0102030405060050100150200250300350Mean: 59.93Distance from ActualCumulative Average ErrorOverall Mean ErrorNewtonian Model EvaluationTime PeriodMiles Away from Actual"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model_evaluations(\n",
    "    *evaluate_haversine(fiona_df.select(\"longitude\", \"latitude\").to_numpy(), post_mean.values),\n",
    "    main_title=\"Newtonian\"\n",
    ").show(width=1000, renderer=\"svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate 24-hour forecasts with our Newtonian model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n"
     ]
    }
   ],
   "source": [
    "f_mean, cppc_vcov = generate_period_forecasts(\n",
    "    ssm_model=n_ssm, inference_data=newtonian_idata, data=fiona_df, periods=4\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 4-period (24-hour) forecasts exhibit a smaller error compared to the one-step ahead forecast. This result is due to the smoothing effect that occurs when we forecast out longer time periods."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "© CARTO, © OpenStreetMap contributors95% CIpredictionsactuals"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_hurricane_path(\n",
    "    data=fiona_df, posterior_mean=f_mean, predicted_covariance=cppc_vcov, uncertainty_index=0\n",
    ")\n",
    "fig.show(width=1000, config={\"displayModeBar\": False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "0102030405060020406080100120Mean: 28.65Distance from ActualCumulative Average ErrorOverall Mean Error24-hour Newtonian Model EvaluationTime PeriodMiles Away from Actual"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "newtonian_errors, newtonian_cum_error, newtonian_mean_error = evaluate_haversine(\n",
    "    fiona_df.select(\"longitude\", \"latitude\").to_numpy()[1:], f_mean.values\n",
    ")\n",
    "plot_model_evaluations(\n",
    "    newtonian_errors, newtonian_cum_error, newtonian_mean_error, main_title=\"24-hour Newtonian\"\n",
    ").show(width=1000, renderer=\"svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding Deterministic Covariates/Exogenous Variables\n",
    "In our dataset we have variables that aren't a part of the Newtonian system process, but may carry information that we can leverage to better track the path of the hurricane. We have two options when introducing these exogenous variables into our model. We can add them in as time invariant or time-varying variables. In our case, we are going to add exogenous variables as time invariant. Our aim then is to model our observations as:\n",
    "\n",
    "$$\n",
    "\\hat{y}_{longitude_{t+1}} = longitude_{t} + longitude\\_velocity_{t}\\Delta t + \\frac{longitude\\_acceleration_{t}\\Delta t^{2}}{2} + \\beta_{exogenous_{longitude}} exogenous\\_data\n",
    "$$\n",
    "\n",
    "$$\n",
    "\\hat{y}_{latitude_{t+1}} = latitude_{t} + latitude\\_velocity_{t}\\Delta t + \\frac{latitude\\_acceleration_{t}\\Delta t^{2}}{2} + \\beta_{exogenous_{latitude}} exogenous\\_data\n",
    "$$ \n",
    "\n",
    "The `max_wind` variable measures the maximum sustained surface wind at 10 meter elevations and is a uni-dimensional measure (i.e not measured in terms of longitude and latitude). Therefore, we are going to use the same data to estimate two-parameters $\\beta_{wind_{longitude}}$ and $\\beta_{wind_{latitude}}$. This is less than ideal but demonstrates how to add exogenous variables to a `StateSpace` model.\n",
    "\n",
    "The `min_pressure` variable measures the minumum central pressure. The lower the central pressure, typically, the more intense the hurricane. This variable again is only measured in one dimension, so we will handle that the same way we are handling it for `max_wind`.\n",
    "\n",
    "Finally, we will also include the interaction between the maximum sustained surface wind and the minimum central pressure.\n",
    "\n",
    "In order to put this in matrix form, we are going to add the newly added $\\beta$ parameters to our state vector and we will add the corresponding measured `wind_speed`, `min_pressure`, and `interaction_wind_pressure` data into the design matrix. So our new state vector will be: \n",
    "\n",
    "$$\n",
    "x_{t} = \\begin{bmatrix}longitude_{t} \\\\ latitude_{t} \\\\ longitude\\_velocity_{t} \\\\ latitude\\_velocity_{t} \\\\ longitude\\_acceleration_{t} \\\\ latitude\\_acceleration_{t} \\\\ \\beta_{wind_{longitude}} \\\\ \\beta_{wind_{latitude}} \\\\ \\beta_{pressure_{longitude}} \\\\ \\beta_{pressure_{latitude}} \\\\ \\beta_{wind\\_pressure_{longitude}} \\\\ \\beta_{wind\\_pressure_{latitude}} \\end{bmatrix}\n",
    "$$\n",
    "\n",
    "and our design matrix will be: \n",
    "\n",
    "$$\n",
    "Z' = \\begin{bmatrix} Z & X_{exogenous\\_data} \\end{bmatrix}\n",
    "$$ \n",
    "\n",
    "Where $Z$ is our previously defined design matrix and $X_{exogenous}$ is the measured `wind_speed`, `minimum_pressure`, and `interaction_wind_pressure` exogenous data.\n",
    "\n",
    "We also need to make adjustments to our $T$ state transition matrix and $R$ selection matrix.\n",
    "\n",
    "$$\n",
    "T = \\begin{bmatrix}1&0&\\Delta t&0&\\frac{\\Delta t^{2}}{2}&0&1&0&1&0&1&0 \\\\ 0&1&0&\\Delta t&0&\\frac{\\Delta t^{2}}{2}&0&1&0&1&0&1  \\\\ 0&0&1&0&\\Delta t&0&0&0&0&0&0&0 \\\\ 0&0&0&1&0&\\Delta t&0&0&0&0&0&0 \\\\ 0&0&0&0&1&0&0&0&0&0&0&0 \\\\ 0&0&0&0&0&1&0&0&0&0&0&0 \\\\ 0&0&0&0&0&0&1&0&0&0&0&0 \\\\ 0&0&0&0&0&0&0&1&0&0&0&0 \\\\ 0&0&0&0&0&0&0&0&1&0&0&0 \\\\ 0&0&0&0&0&0&0&0&0&1&0&0 \\\\ 0&0&0&0&0&0&0&0&0&0&1&0 \\\\ 0&0&0&0&0&0&0&0&0&0&0&1 \\end{bmatrix}\n",
    "$$\n",
    "\n",
    "The last 2 columns we added indicates what states our exogenous variables affect, and the last 2 rows indicate that the processes of our exogenous parameters are constant.\n",
    "\n",
    "$$\n",
    "R = \\begin{bmatrix} 1&0&0&0&0&0 \\\\ \n",
    "                      0&1&0&0&0&0 \\\\\n",
    "                      0&0&1&0&0&0 \\\\\n",
    "                      0&0&0&1&0&0 \\\\\n",
    "                      0&0&0&0&1&0 \\\\ \n",
    "                      0&0&0&0&0&1 \\\\\n",
    "                      0&0&0&0&0&0 \\\\\n",
    "                      0&0&0&0&0&0 \\\\\n",
    "                      0&0&0&0&0&0 \\\\\n",
    "                      0&0&0&0&0&0 \\\\\n",
    "                      0&0&0&0&0&0 \\\\\n",
    "                      0&0&0&0&0&0 \n",
    "       \\end{bmatrix}\n",
    "$$\n",
    "\n",
    "The additions to the R matrix imply that the exogenous parameters do not exhibit any process innovations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ExogenousSSM(PyMCStateSpace):\n",
    "    def __init__(self, k_exog: int = None, mode: str | None = None):\n",
    "        k_states = 6 + k_exog  # number of states (x, y, vx, vy, ax, ay)\n",
    "        k_posdef = 6  # number of shocks (size of the process innovations covariance matrix Q)\n",
    "        k_endog = 2  # number of observed states (we only observe x and y)\n",
    "        self.k_exog = k_exog\n",
    "        mode = mode\n",
    "\n",
    "        super().__init__(k_endog=k_endog, k_states=k_states, k_posdef=k_posdef, mode=mode)\n",
    "\n",
    "    def set_states(self):\n",
    "        \"\"\"\n",
    "        Set hidden and observed states of the model\n",
    "        \"\"\"\n",
    "        hidden_states = [\n",
    "            State(name=name, observed=False, shared=False) for name in [\"vx\", \"vy\", \"ax\", \"ay\"]\n",
    "        ]\n",
    "        observed_states = [\n",
    "            State(name=name, observed=True, shared=False)\n",
    "            for name in [\n",
    "                \"x\",\n",
    "                \"y\",\n",
    "                \"beta_wind_x\",\n",
    "                \"beta_wind_y\",\n",
    "                \"beta_pressure_x\",\n",
    "                \"beta_pressure_y\",\n",
    "                \"interaction_wind_pressure_x\",\n",
    "                \"interaction_wind_pressure_y\",\n",
    "            ]\n",
    "        ]\n",
    "        return *hidden_states, *observed_states\n",
    "\n",
    "    def set_parameters(self):\n",
    "        \"\"\"\n",
    "        Set the parameters expected by the model\n",
    "        \"\"\"\n",
    "        x0_param = Parameter(\n",
    "            name=\"x0\",\n",
    "            shape=(self.k_states - self.k_exog,),\n",
    "            dims=(ALL_STATE_DIM,),\n",
    "            constraints=\"None\",\n",
    "        )\n",
    "\n",
    "        P0_param = Parameter(\n",
    "            name=\"P0\",\n",
    "            shape=(self.k_states, self.k_states),\n",
    "            dims=(ALL_STATE_DIM, ALL_STATE_AUX_DIM),\n",
    "            constraints=\"Positive Semi-definite\",\n",
    "        )\n",
    "\n",
    "        acc_innov_param = Parameter(\n",
    "            name=\"acceleration_innovations\",\n",
    "            shape=(1,),\n",
    "            dims=(\"innovation\",),\n",
    "            constraints=\"Positive\",\n",
    "        )\n",
    "\n",
    "        beta_param = Parameter(\n",
    "            name=\"beta_exog\", shape=(self.k_exog,), dims=(\"exog_dims\",), constraints=\"None\"\n",
    "        )\n",
    "\n",
    "        return x0_param, P0_param, acc_innov_param, beta_param\n",
    "\n",
    "    def set_data_info(self):\n",
    "        \"\"\"\n",
    "        Set exogenous data for the model\n",
    "        \"\"\"\n",
    "        data_prop = Data(\n",
    "            name=\"exogenous_data\",\n",
    "            shape=(None, self.k_exog),\n",
    "            dims=(TIME_DIM, \"exog_dims\"),\n",
    "            is_exogenous=True,\n",
    "        )\n",
    "        return (data_prop,)\n",
    "\n",
    "    def set_shocks(self):\n",
    "        \"\"\"\n",
    "        Set the shocks of the model\n",
    "        \"\"\"\n",
    "        shock_names = [\n",
    "            \"x_innovations\",\n",
    "            \"y_innovations\",\n",
    "            \"vx_innovations\",\n",
    "            \"vy_innovations\",\n",
    "            \"ax_innovations\",\n",
    "            \"ay_innovations\",\n",
    "        ]\n",
    "        return [Shock(name=name) for name in shock_names]\n",
    "\n",
    "    def set_coords(self):\n",
    "        \"\"\"\n",
    "        Set the coordinates of the model\n",
    "        \"\"\"\n",
    "        state_coord = Coord(\n",
    "            dimension=\"state\",\n",
    "            labels=[\n",
    "                \"x\",\n",
    "                \"y\",\n",
    "                \"vx\",\n",
    "                \"vy\",\n",
    "                \"ax\",\n",
    "                \"ay\",\n",
    "                \"beta_wind_x\",\n",
    "                \"beta_wind_y\",\n",
    "                \"beta_pressure_x\",\n",
    "                \"beta_pressure_y\",\n",
    "                \"interaction_wind_pressure_x\",\n",
    "                \"interaction_wind_pressure_y\",\n",
    "            ],\n",
    "        )\n",
    "\n",
    "        state_aux_coord = Coord(\n",
    "            dimension=\"state_aux\",\n",
    "            labels=[\n",
    "                \"x_aux\",\n",
    "                \"y_aux\",\n",
    "                \"vx_aux\",\n",
    "                \"vy_aux\",\n",
    "                \"ax_aux\",\n",
    "                \"ay_aux\",\n",
    "                \"beta_wind_x_aux\",\n",
    "                \"beta_wind_y_aux\",\n",
    "                \"beta_pressure_x_aux\",\n",
    "                \"beta_pressure_y_aux\",\n",
    "                \"interaction_wind_pressure_x_aux\",\n",
    "                \"interaction_wind_pressure_y_aux\",\n",
    "            ],\n",
    "        )\n",
    "\n",
    "        observed_states_coord = Coord(dimension=\"observed_state\", labels=[\"x\", \"y\"])\n",
    "\n",
    "        exog_coord = Coord(\n",
    "            dimension=\"exog_dims\",\n",
    "            labels=[\n",
    "                \"Wind_Longitude\",\n",
    "                \"Wind_Latitude\",\n",
    "                \"Pressure_Longitude\",\n",
    "                \"Pressure_Latitude\",\n",
    "                \"Interaction_Wind_Pressure_Longitude\",\n",
    "                \"Interaction_Wind_Pressure_Latitude\",\n",
    "            ],\n",
    "        )\n",
    "\n",
    "        return state_coord, state_aux_coord, observed_states_coord, exog_coord\n",
    "\n",
    "    def make_symbolic_graph(self):\n",
    "        # Add exogenous variables to the model\n",
    "        exogenous_data = self.make_and_register_data(\"exogenous_data\", shape=(None, self.k_exog))\n",
    "        beta_exog = self.make_and_register_variable(\"beta_exog\", shape=(self.k_exog,))\n",
    "        n_obs = exogenous_data.shape[0]\n",
    "\n",
    "        delta_t = 6.0  # The amount of time between observations 6 hours in our case\n",
    "        # these variables wil be estimated in our model\n",
    "        x0 = self.make_and_register_variable(\n",
    "            \"x0\", shape=(6,)\n",
    "        )  # initial state vector (x, y, vx, vy, ax, ay)\n",
    "        P0 = self.make_and_register_variable(\n",
    "            \"P0\", shape=(self.k_states, self.k_states)\n",
    "        )  # initial process covariance matrix\n",
    "        acceleration_innovations = self.make_and_register_variable(\n",
    "            \"acceleration_innovations\", shape=(1,)\n",
    "        )\n",
    "\n",
    "        T = np.array(\n",
    "            [\n",
    "                [1, 0, delta_t, 0, (delta_t**2) / 2, 0],\n",
    "                [0, 1, 0, delta_t, 0, (delta_t**2) / 2],\n",
    "                [0, 0, 1, 0, delta_t, 0],\n",
    "                [0, 0, 0, 1, 0, delta_t],\n",
    "                [0, 0, 0, 0, 1, 0],\n",
    "                [0, 0, 0, 0, 0, 1],\n",
    "            ]\n",
    "        )\n",
    "\n",
    "        self.ssm[\"transition\", :, :] = np.vstack(\n",
    "            (\n",
    "                np.hstack((T, np.zeros(shape=(self.k_states - self.k_exog, self.k_exog)))),\n",
    "                np.eye(self.k_states)[-self.k_exog :],\n",
    "            )\n",
    "        )\n",
    "\n",
    "        R = np.array(\n",
    "            [\n",
    "                [1, 0, 0, 0, 0, 0],\n",
    "                [0, 1, 0, 0, 0, 0],\n",
    "                [0, 0, 1, 0, 0, 0],\n",
    "                [0, 0, 0, 1, 0, 0],\n",
    "                [0, 0, 0, 0, 1, 0],\n",
    "                [0, 0, 0, 0, 0, 1],\n",
    "            ]\n",
    "        )\n",
    "\n",
    "        self.ssm[\"selection\", :, :] = np.vstack(\n",
    "            (R, np.zeros(shape=(self.k_exog, self.k_states - self.k_exog)))\n",
    "        )\n",
    "\n",
    "        Z = pt.as_tensor([[1.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 1.0, 0.0, 0.0, 0.0, 0.0]])\n",
    "        exog_reshape = pt.repeat(\n",
    "            exogenous_data, self.k_endog, axis=0\n",
    "        )  # We need to reshape the data to fit the proper dimensions. This step duplicates the data\n",
    "        exog_reshape = pt.set_subtensor(\n",
    "            exog_reshape[1::2, :], pt.roll(exog_reshape[1::2, :], 1)\n",
    "        )  # We need to reshape the data to fit the proper dimensions. This step mirrors the data\n",
    "        exog_reshape = exog_reshape.reshape((n_obs, self.k_endog, self.k_exog))\n",
    "\n",
    "        self.ssm[\"design\"] = pt.concatenate((pt.tile(Z, (n_obs, 1, 1)), exog_reshape), axis=2)\n",
    "\n",
    "        self.ssm[\"initial_state\", :] = pt.concatenate((x0, beta_exog), axis=0)\n",
    "        self.ssm[\"initial_state_cov\", :, :] = P0\n",
    "\n",
    "        self.ssm[\"state_cov\", :, :] = acceleration_innovations**2 * np.array(\n",
    "            [\n",
    "                [(delta_t**4) / 4, 0, (delta_t**3) / 2, 0, (delta_t**2) / 2, 0],\n",
    "                [0, (delta_t**4) / 4, 0, (delta_t**3) / 2, 0, (delta_t**2) / 2],\n",
    "                [(delta_t**3) / 2, 0, (delta_t**2), 0, delta_t, 0],\n",
    "                [0, (delta_t**3) / 2, 0, (delta_t**2), 0, delta_t],\n",
    "                [(delta_t**2) / 2, 0, delta_t, 0, 1, 0],\n",
    "                [0, (delta_t**2) / 2, 0, delta_t, 0, 1],\n",
    "            ]\n",
    "        )\n",
    "        self.ssm[\"obs_cov\", :, :] = np.eye(2) * 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that because our variables are uni-dimensional we duplicate and mirror the data to apply each variable in two dimensions. The mirroring occurs in the model definition of the design matrix. This is necessary to ensure that the correct data is associated with the proper state during matrix multiplication. Take a look at how the states are defined above. In order to have a univariate variable apply to both the longitude and latitude positions (our observed states) we must duplicate our exogenous data for each observed stated and mirror the data so that when we are multiplying the exogenous data with the longitudinal states the data is non-zero on the longitudinal state but is zero for the latitudinal states and vice versa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_exog = (\n",
    "    fiona_df.with_columns(\n",
    "        pl.lit(0.0).alias(\"zeros\"),\n",
    "        ((pl.col(\"max_wind\") - pl.col(\"max_wind\").mean()) / pl.col(\"max_wind\").std()).alias(\n",
    "            \"max_wind\"\n",
    "        ),\n",
    "        (\n",
    "            (pl.col(\"min_pressure\") - pl.col(\"min_pressure\").mean()) / pl.col(\"min_pressure\").std()\n",
    "        ).alias(\"min_pressure\"),\n",
    "    )\n",
    "    .with_columns((pl.col(\"max_wind\") * pl.col(\"min_pressure\")).alias(\"interaction_wind_pressure\"))\n",
    "    .select(\n",
    "        pl.col(\"max_wind\").cast(pl.Float64).alias(\"max_wind_x\"),\n",
    "        pl.col(\"zeros\").cast(pl.Float64).alias(\"max_wind_y\"),\n",
    "        pl.col(\"min_pressure\").cast(pl.Float64).alias(\"min_pressure_x\"),\n",
    "        pl.col(\"zeros\").cast(pl.Float64).alias(\"min_pressure_y\"),\n",
    "        pl.col(\"interaction_wind_pressure\").cast(pl.Float64).alias(\"interaction_wind_pressure_x\"),\n",
    "        pl.col(\"zeros\").cast(pl.Float64).alias(\"interaction_wind_pressure_y\"),\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "
                                    Model Requirements                                    \n",
       "                                                                                          \n",
       "  Variable                   Shape       Constraints                          Dimensions  \n",
       " ──────────────────────────────────────────────────────────────────────────────────────── \n",
       "  x0                         (6,)        None                                 ('state',)  \n",
       "  P0                         (12, 12)    Positive Semi-definite   ('state', 'state_aux')  \n",
       "  acceleration_innovations   (1,)        Positive                        ('innovation',)  \n",
       "  beta_exog                  (6,)        None                             ('exog_dims',)  \n",
       "                                                                                          \n",
       "  exogenous_data             (None, 6)   pm.Data                   ('time', 'exog_dims')  \n",
       "                                                                                          \n",
       " These parameters should be assigned priors inside a PyMC model block before calling the  \n",
       "                              build_statespace_graph method.                              \n",
       "
\n" ], "text/plain": [ "\u001b[3m Model Requirements \u001b[0m\n", " \n", " \u001b[1m \u001b[0m\u001b[1mVariable \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mShape \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mConstraints \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1m Dimensions\u001b[0m\u001b[1m \u001b[0m \n", " ──────────────────────────────────────────────────────────────────────────────────────── \n", " x0 \u001b[1m(\u001b[0m\u001b[1;36m6\u001b[0m,\u001b[1m)\u001b[0m \u001b[3;35mNone\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m,\u001b[1m)\u001b[0m \n", " P0 \u001b[1m(\u001b[0m\u001b[1;36m12\u001b[0m, \u001b[1;36m12\u001b[0m\u001b[1m)\u001b[0m Positive Semi-definite \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m, \u001b[32m'state_aux'\u001b[0m\u001b[1m)\u001b[0m \n", " acceleration_innovations \u001b[1m(\u001b[0m\u001b[1;36m1\u001b[0m,\u001b[1m)\u001b[0m Positive \u001b[1m(\u001b[0m\u001b[32m'innovation'\u001b[0m,\u001b[1m)\u001b[0m \n", " beta_exog \u001b[1m(\u001b[0m\u001b[1;36m6\u001b[0m,\u001b[1m)\u001b[0m \u001b[3;35mNone\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'exog_dims'\u001b[0m,\u001b[1m)\u001b[0m \n", " \n", " exogenous_data \u001b[1m(\u001b[0m\u001b[3;35mNone\u001b[0m, \u001b[1;36m6\u001b[0m\u001b[1m)\u001b[0m pm.Data \u001b[1m(\u001b[0m\u001b[32m'time'\u001b[0m, \u001b[32m'exog_dims'\u001b[0m\u001b[1m)\u001b[0m \n", " \n", "\u001b[2;3m These parameters should be assigned priors inside a PyMC model block before calling the \u001b[0m\n", "\u001b[2;3m build_statespace_graph method. \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "exog_ssm = ExogenousSSM(k_exog=X_exog.shape[1], mode=\"JAX\")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n", "\n", "No time index found on the supplied data. A simple range index will be automatically generated.\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with pm.Model(coords=exog_ssm.coords) as exogenous:\n", " exogenous_data = pm.Data(\"exogenous_data\", X_exog.to_numpy(), dims=[\"time\", \"exog_dims\"])\n", " beta_exog = pm.Normal(\"beta_exog\", 0, 1, dims=[\"exog_dims\"])\n", "\n", " x0 = pm.Deterministic(\"x0\", pt.as_tensor([-49, 16, 0.0, 0.0, 0.0, 0.0]))\n", " P0 = pt.eye(12) * 1e-3\n", " P0 = pm.Deterministic(\"P0\", P0, dims=(\"state\", \"state_aux\"))\n", "\n", " acceleration_innovations = pm.Gamma(\"acceleration_innovations\", 0.1, 5, shape=(1,))\n", "\n", " exog_ssm.build_statespace_graph(data=fiona_df.select(\"longitude\", \"latitude\").to_numpy())\n", " exogenous_idata = pm.sample(\n", " nuts_sampler=\"nutpie\", nuts_sampler_kwargs={\"backend\": \"jax\", \"gradient_backend\": \"jax\"}\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Typically, the surface wind speed and the central pressure of a hurricane carry little information on the path the hurricane will take. The path of a hurricane is, generally, influenced by surrounding atmospheric conditions like pressure gradients. Knowing this, it makes sense to see that many of our beta parameters are close to zero, indicating little to no influence on the hurricanes' path." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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IVRJAg4eaCeoGpI0ZM8YGWSsTGwAAAAAAQKppbELlCF2aJJjqKhAa7xg6dKgZPXq0KY14meZbtGhhOnfubH755Rd7X2Mt1113XdTALTdIy/3ZC+aqVKlSsccoG/uee+5Zqu0HAACZg8xdALKCsre4F5Bvu+22QIFdsnjx4rh/b9q0aURwy/Tp00uxpelfr0pgudzyZ+Uh07YnGqWvVjCCewIcJLArSPspD+5MMwU+uhmPElFJNTfjUUlmrSFz+D+/mTNnJvV4ZWWKtz4/DTjtvvvu4fuvvPKKWb9+ffj+66+/HjF78tRTT024DePHj48INnzyyScTBnZlQ98si8+jrCnY7OCDDzY333yzLQ2g7G2XXHJJeABR3n33XfP222+X63YCAAAAAIDcpPEI9zqBJtWpPGKqaeKhP7BLY8r333+/mThxoh2T1cRDjbW6meavvfbapJ7HDdT6+uuvw2UYCwoKIso0usvttNNOplGjRuGJgpMnTw7/7aOPPoqoWlG7du2ktgcAAGQugrsAZAX/BfKDDjoo0ON0krVw4cK4y+gE0A0Umzp1atx0yUGla726uN6pU6fw/c8//9yWEiwvvXv3jrjvTwWdCRSA4JaPDNp+xD2JTqSsMmDtuuuu4Z/1utxypYmoHaq8XbR1Ifs0bNgwYgBLbSGZ/YG/fQdpD26ZRQ1iKVuTx82wWKVKFXPCCScktX/v16+fqVmzZom2PdP6pjcoF5QGA7/99tuIDJW6ZTLNjFVp2+uvvz7i92+++Wa5bRMAAAAAAMhdbvCSNzadjnGfG2+8MfxzxYoV7QRHVRIZMWKE2WOPPUyrVq1sNjB3wltJMs27QVsa5/UmKGvM35vQq7G/9u3bh5fT6917772Ljccro9lPP/0Udd0AACD7EdwFICv4S4cFLXP13//+N9By7smQTqLcAIXSSNd699tvv/DPChhzgyvKmoIP3CC2jz/+2MybN8/kQvv5448/IjJ+JeLPNpSuoLs+ffpE3H/hhRcCP/a5556LuK/BCGQ3tz1oAEmZDtPZHo477riItq6ZjKJSoe+991749wMHDgyUecrtn0H7pmZCPv/88yaX+qY+NzfrWTb1TX+Gtjlz5pTbtgAAAAAAgNykYCdlfHcNGjQo5c+jMonuZMTTTz/dHHXUUYEem2ymeV0/UPCYP1DLnUDtXgvw7LPPPsUeo8A3N6uZuwwAAMh+BHcByAr16tWLW7oqmmXLlpm777470PqHDRtWbGaOZrqUVjrX685IGjVqVEqygpXU//3f/0UETYwcOdJke/uRa665xmbTCUol5cqibNzgwYNN9erVw/cff/xxG4iWyIIFC8xjjz0Wvl+1alUzZMiQtGwjyo4/O9Y///lPU1RUlPBxr732WkTWt+7du5tu3boF6k+HH354xACS2paCad3+4mb4SrS+ZPvmM888Y2bMmGEyrW8qq+Juu+0Wvv/999+bsWPHJnycPi99bq6TTjrJZAt/UJ72LQAAAAAAAKn08MMP2zF/dzJfkKzxZVVFJNlM816Vjh49ekQN1IqXgcv9ncpEqlKD+xiNHfsnIQIAgOxGcBeArOAPOLjrrrviLr9+/Xpz7LHHBg6k0voPOeSQ8H097sgjj4zIohLP8uXLowYBpWu9O+20kzniiCPC92fNmmVnD/kzVMWjWTzjx49PWbBZixYtwvdffvllc/nllwcKMPEUFBQUyyKUKh06dDDbbLNNRKYhvbfxPPLII+app55K6nk6d+4ccV9ZzNKhUaNG5vjjjw/fX7dunTnxxBMjyi366W9aZu3ateHfHXPMMaZZs2Zp2UaUHWXIUhv3KGDrH//4R9zH/P777+acc86J+N35559fokxN6ufPPvtsOIOX10aDzpx09+8qS/jpp5/GXX7SpEnmvPPOM8moUaOGLSHoUUa+wsJCkw7+bTv33HPt+x3PFVdcEVGSsV27duawww4z5UXfscmUEfDvu/37QgAAAAAAgNKINt511lln2TGoTKkCocCuRGNA0biBWj/88IMNLpsyZUrcDFzbbbddeKxLGc2++OKLiGxfffv2LZbJHgAAZDeCuwBkhYMPPjgiOEdBNxdffHHUi8+fffaZPXnRTBVlt2rYsGGg53j00UcjSohpxsuuu+5qXnzxxaglvBQc9fXXX9uACNW9d4NmymK9Cj5ygxU++OADs/POO5vRo0fHDPLRun/88UebIaZLly428GzFihWmtDQTSCXSqlSpEv7dbbfdZtNK66QyVpCXXr8CoPRa9Vr0maaDTmTdILulS5ea/fff3/z000/FllVpOQW9eIEvyQwQtG/f3rRq1Sp8X8Eul156qW2TOilXqTLv5s4yK4mbb745ol0pWGWvvfYyU6dOLbasBgX0NzdoRv1CnxGyn1K3az/jZvO7/fbbbQCW2rN/H/D666+b/v37R2Sv6tevn00xH9SBBx5oS7J67rjjDpulyqNZk+7+IJ6jjz464r4CVd94442oAaDKxqgBL2UqTHbwbs8994wIiNXzqhSiUu27fTNIFrx4lHFrwIAB4ft6n/V+K4OXmxpfFFyr993ti/octX+vVKmSKS+XXHKJ3ScrcFelNvXeR6Pf33PPPebCCy+M2P50zJoFAAAAAAD56ZNPPrHZsxTE5NG41HXXXZcxVSA05qPqGiXhBndpPaom4U1K3HHHHU3Tpk0TPk7lKt3AsmjZvgAAQHarXN4bAABB6CK+LjbfcMMN4d/pIr9KzPXu3due4Ohiv4IL5s2bF15Gj5k8eXLCTDCizFOvvPKKOfTQQ8MlDnVCdNxxx5latWrZUlt6Hp1gKWBCQTRBMmWla71NmjSxQRoKfPMCOGbPnm0DBVQmcZdddrEnuQqKUxCcllEwk7I8pYMCJ/R5aMbU5s2bwwFH++23nz0h1vboc1TAgl7f/PnzbVk1NzNZrBPVVLj22mttwIgX+KbZXsoYpLTXyjKjALS5c+eab775JhyM1rFjRzNixIiIwIVEtLw3i0zrUdCLbn4KvFEgXknpvVLwmDK4eQMbCgpUgN8OO+xgX5OCLDT4oIA+f8m0p59+OiI4B9lNAzYa+Ln++uvDv1P7UKnE3Xff3bRp08b2fbV7f/BSy5YtbZlDBYkFpX6sTHBe2/YHK7qZvRI544wz7P78t99+s/eVVU9lHxXcqv2GgkcVIKX2rayMot8pFX8yZUWHDx9uM0x5AVYqS6mbn55XQV4lpfdR770C5rSfk4ULF9pyqnqv1Ue179ff9Jr82RmvvPJKGzxX3rSf1j5dt8qVK9uAYAV8qVyABhjVjpRtzB/4dcEFF9jskgAAAAAAAKWhyXmaVKYxIDcDu8aFXnjhhcCTuktbReShhx4yZ555pn3eWDSe42bOSoYmBWq81psIrtcWJEhLGb288WVNvPb/DQAA5BaCuwBkDQXnKBhIgVIeZbVSxqpoFGR06623JnUiowAlpTBW6URlWnKfRzOESipd61WQgIKRVIJSGcE8OhFUGuhEdEIa76Q0WQroUPYqlQxcsGBB+PcqQ6lMaokoaCBdunbtagMulFXHzZimYLpo2a6U2vqdd96xAWrJGDlypA14UGnKdNOMtbfffttmIHIzsE2bNs3eolGgnbZNQXfILZqtWLt2bRtc6AUMaeBL+wZ3/+BSIKCyVyn4K1mnnXZa1MBFDYApKCuZzHoKvNS+etGiReHfK9hSNz8FRr300ks22CgZe+yxh93eyy67LG0lGT16P7XPV2lKN7hS+0V33+gPmLvppptsSdtMo/ak1+EPFHUpmFSBXXfeeWeZbhsAAAAAAMgeGmOINqlOk5M1hqws55MmTQqPZ/krQtStW9eOC7kZ2lNNk9t69eplt0N0TUJVIZ544gk7KdClSdway/GuWWhyc7IVGzQ5W5MzVf1B3Mzv8YK7/Bm/3DKSmlAOAAByC2UZAWQNXfjWidu9995rmjVrFnM5ZfJS8Mq///3vpDLReJTqePr06eaBBx5IGDxQs2ZNmzlp3Lhx9sSyPNarMoAKIlBwhErvJSqFppNFBQVpxpECKdq1a2dSSTONFMB2//3329ccJAOZSniNGTPGlg9MJ2X5+fzzz+02xqJsVgqOUYCWAtVK2k7ff/99m5FIGWwUtBa0RF2yVPpSGY9U0jLebLUGDRrYwAt9NgR25S5lK1QAjgL+4gVubrvttnZfqkxeJQns8gLDVGLWL5msXZ7tt9/eTJkyxQZfKktUrP2i/q4MjcpYWBLqJ9rPqFxqnz59bGlTBZelayBQr0n7/A4dOsRcTs+vwF9tV6YEdmk/qfdImQ0TlYfUzNLDDjvMfg8pA1tJvncBAAAAAEB+0KQ3jUv5b927d7cBWxrTuu222+zYhD+wa//997djtgcccEDat/Nf//qXncjmUVYuje/o2oPGso866ig7bqLfeYFdmlg4bNiwEj1ftCAujckMGDAgbsUQjan56TGJxnMAAED2qRByw7kBIEuo7J9mzuhi+MqVK+1sFAXlKJNVSQJy4lHmGD2XZg1p9pACJhQQoBMnncDpwnYmrVel1zSrSSW/VN5M75Wy+SggTutWub6SrrskVE5NWcT0OrU9uvCvz0uBD8qmpZN390S5rGhWlYIRtH2i9qNt0Ul4tgYnaMBDZd5++eUXs3TpUvs7talOnTrZ2V+c1OcXlTDUjD+VqtWMwRo1athgSu0nk816VZa0n1DGPM3iVBlVlSBVOUOVOVSAV7ZSv1Swl0rkqpShgjEVWKdg00x+XZo5q5K+KoWg/bjalQLSlAVQ3ydqT/qOAQAAAAAA8NP4jsZcS0pj5gMHDjTnnXeendicTMb5p59+Ony/JJdCVRJSEwWDPFZjr+PHj7cTnq+//vrw72fPnh1ocnW0CckKJPvyyy/jPm7EiBHmwQcfLLbdmuQLAAByC8FdAAAAAAAAAAAAAMo8uEsTbTWRTBUsNEFZy2tSsLKuK+CpJJPKUhHcJe+995657LLLbCb5aJS566yzzjIXXXSRnVB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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace_dist(exogenous_idata, var_names=\"acceleration_innovations\");" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_forest(exogenous_idata, var_names=[\"beta_exog\"], combined=True, labels={\"exog_dims\": None});" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make in-sample forecasts with new exogenous model" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n", "\n", "No time index found on the supplied data. A simple range index will be automatically generated.\n", "\n", "Sampling: []\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "58f3111d77f44c10b85af47ffda7b348", "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": [
    "exog_ssm_filter_outputs = exog_ssm.sample_filter_outputs(\n",
    "    exogenous_idata, filter_output_names=[\"predicted_covariances\", \"predicted_observed_states\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "predicted_covs = exog_ssm_filter_outputs.posterior_predictive[\"predicted_covariances\"].mean(\n",
    "    (\"chain\", \"draw\")\n",
    ")\n",
    "post_mean = exog_ssm_filter_outputs.posterior_predictive[\"predicted_observed_states\"].mean(\n",
    "    (\"chain\", \"draw\")\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our one-period ahead forecasts seem to be slightly worse than our Newtonian model. You will notice that at the end of the forecast we see that our trajectory is erroneously more north rather than north-east. Since the exogenous variables we added to the model don't carry additional information with respect to the hurricane's trajectory, this results are expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "© CARTO, © OpenStreetMap contributors95% CIpredictionsactuals"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_hurricane_path(\n",
    "    data=fiona_df,\n",
    "    posterior_mean=post_mean,\n",
    "    predicted_covariance=predicted_covs,\n",
    "    uncertainty_index=0,\n",
    ")\n",
    "fig.show(width=1000, config={\"displayModeBar\": False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "0102030405060050100150200250300Mean: 60.18Distance from ActualCumulative Average ErrorOverall Mean ErrorExogenous Model EvaluationTime PeriodMiles Away from Actual"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model_evaluations(\n",
    "    *evaluate_haversine(fiona_df.select(\"longitude\", \"latitude\").to_numpy(), post_mean.values),\n",
    "    main_title=\"Exogenous\"\n",
    ").show(width=1000, renderer=\"svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate 24-hour forecasts with our Exogenous SSM"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to be careful here because we must ensure that we don't allow our model to peak into the future by supplying it with exogenous data that we would not have seen at the time of generating our forecasts. To ensure good and fair forecasts, we will be carrying forward the last exogenous data points from our prior period.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/qv/63yqp4p50630y7pqfgcbgtq80000gn/T/ipykernel_59953/168495091.py:2: DeprecationWarning:\n",
      "\n",
      "`Expr.flatten()` is deprecated and will be removed in version 2.0. Use `Expr.list.explode(keep_nulls=False, empty_as_null=False)` instead.\n",
      "\n",
      "/var/folders/qv/63yqp4p50630y7pqfgcbgtq80000gn/T/ipykernel_59953/168495091.py:9: DeprecationWarning:\n",
      "\n",
      "`Expr.flatten()` is deprecated and will be removed in version 2.0. Use `Expr.list.explode(keep_nulls=False, empty_as_null=False)` instead.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Carry forward last observation\n",
    "X_exog_scenario = X_exog.gather_every(n=4, offset=4).select(pl.all().repeat_by(4).flatten())\n",
    "\n",
    "# our last i will equal 60 so we need to pad our exogenous data to len 64\n",
    "X_exog_padded = pl.concat(\n",
    "    (\n",
    "        X_exog_scenario,\n",
    "        X_exog_scenario.tail(1).select(\n",
    "            pl.all().repeat_by(4).flatten()\n",
    "        ),  # duplicate last entry 4 times\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n"
     ]
    }
   ],
   "source": [
    "f_mean, cppc_vcov = generate_period_forecasts(\n",
    "    ssm_model=exog_ssm,\n",
    "    inference_data=exogenous_idata,\n",
    "    data=fiona_df,\n",
    "    periods=4,\n",
    "    exogenous_data_name=\"exogenous_data\",\n",
    "    padded_exogenous_data=X_exog_padded,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly, our 24-hour forecasts are also slightly worse off compared to those produced by the simple model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "© CARTO, © OpenStreetMap contributors95% CIpredictionsactuals"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_hurricane_path(\n",
    "    data=fiona_df, posterior_mean=f_mean, predicted_covariance=cppc_vcov, uncertainty_index=0\n",
    ")\n",
    "fig.show(width=1000, config={\"displayModeBar\": False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "0102030405060020406080100120140160Mean: 33.96Distance from ActualCumulative Average ErrorOverall Mean Error24-hour Exogenous Model EvaluationTime PeriodMiles Away from Actual"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exog_errors, exog_cum_error, exog_mean_error = evaluate_haversine(\n",
    "    fiona_df.select(\"longitude\", \"latitude\").to_numpy()[1:], f_mean.values\n",
    ")\n",
    "plot_model_evaluations(\n",
    "    exog_errors, exog_cum_error, exog_mean_error, main_title=\"24-hour Exogenous\"\n",
    ").show(width=1000, renderer=\"svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Add B-Splines\n",
    "In the previous section, we tried adding an interaction term between the maximum sustained surface wind speed and the minumum central pressure. However, our estimated parameters were not too far off from zero. In this section we are going to attempt to model the non-linear complexities of the path, particularly in the mid-section, using cubic B-splines.\n",
    "\n",
    "We first need to define what variables we are going to model as a smooth function. In our case, we are going to model the longitude values as a smooth function of the latitude values and vice versa. \n",
    "\n",
    "To keep things simple, we are going to define a constant number of knots that are equal in both variables (same number of knots for both longitude and latitude) and we are going to place the knots using a quantile function over the variable space. You can see the knots plotted out below for each variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_knots = 15\n",
    "longitude_knot_list = np.quantile(fiona_df[\"longitude\"], np.linspace(0, 1, num_knots))\n",
    "latitude_knot_list = np.quantile(fiona_df[\"latitude\"], np.linspace(0, 1, num_knots))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "−70°−65°−60°−55°−50°20°30°40°50°60°Longitude KnotsLatitude KnotsActualsB-Spline Knot LocationsLongitudeLatitude"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "fig.add_traces(\n",
    "    [\n",
    "        go.Scatter(\n",
    "            x=fiona_df[\"longitude\"],\n",
    "            y=fiona_df[\"latitude\"],\n",
    "            name=\"Actuals\",\n",
    "            mode=\"lines+markers\",\n",
    "            line=dict(color=\"black\"),\n",
    "            hovertemplate=[\n",
    "                f\"\"\"Period: {row['discrete_time']}
Longitude: {row['longitude']:.1f}
Latitude: {row['latitude']:.1f}\n", " \"\"\"\n", " for row in fiona_df.iter_rows(named=True)\n", " ],\n", " )\n", " ]\n", ")\n", "\n", "for i, knot in enumerate(longitude_knot_list):\n", " if i == len(longitude_knot_list) - 1:\n", " showlegend = True\n", " else:\n", " showlegend = False\n", " fig.add_shape(\n", " type=\"line\",\n", " x0=knot,\n", " x1=knot,\n", " y0=0,\n", " y1=100,\n", " line_dash=\"dash\",\n", " line_color=\"rgba(0, 0, 255, 0.2)\",\n", " showlegend=showlegend,\n", " legendgroup=\"longitude_group\",\n", " name=\"Longitude Knots\",\n", " legendrank=1,\n", " )\n", "\n", "for i, knot in enumerate(latitude_knot_list):\n", " if i == len(latitude_knot_list) - 1:\n", " showlegend = True\n", " else:\n", " showlegend = False\n", " fig.add_shape(\n", " type=\"line\",\n", " x0=-75,\n", " x1=-45,\n", " y0=knot,\n", " y1=knot,\n", " line_dash=\"dash\",\n", " line_color=\"rgba(255, 0, 0, 0.2)\",\n", " showlegend=showlegend,\n", " legendgroup=\"latitude_group\",\n", " name=\"Latitude Knots\",\n", " legendrank=2,\n", " )\n", "fig.update_layout(\n", " xaxis=dict(title=\"Longitude\", ticksuffix=\"°\", range=(-72, -47.5)),\n", " yaxis=dict(title=\"Latitude\", ticksuffix=\"°\", range=(14, 65)),\n", " title=dict(text=\"B-Spline Knot Locations\"),\n", ")\n", "fig.show(width=1000, renderer=\"svg\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we need to create the basis functions over the defined variable space knot locations for each variable." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "B_longitude = dmatrix(\n", " \"bs(longitude, knots=longitude_knots, degree=3, include_intercept=True) - 1\",\n", " {\"longitude\": fiona_df[\"longitude\"], \"longitude_knots\": longitude_knot_list[1:-1]},\n", ")\n", "\n", "B_latitude = dmatrix(\n", " \"bs(latitude, knots=latitude_knots, degree=3, include_intercept=True) - 1\",\n", " {\"latitude\": fiona_df[\"latitude\"], \"latitude_knots\": latitude_knot_list[1:-1]},\n", ")" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [], "source": [ "exog_data = np.column_stack((np.asarray(B_longitude, order=\"F\"), np.asarray(B_latitude, order=\"F\")))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our new models' structure is going to be similar to our last model that had exogenous variables. However, in this case our data are going to be the basis functions we created earlier. These will be inserted into our design matrix ($Z$) and the beta parameters corresponding to each spline will be added to our state vector ($x_{t}$). Again, these parameters will be constant (non-time varying). We will also have to adjust our transition matrix ($T$) and selection matrix ($R$) similar to how we did previously. We will now have:\n", "\n", "$$\n", "\\hat{y}_{longitude_{t+1}} = longitude_{t} + longitude\\_velocity_{t}\\Delta t + \\frac{longitude\\_acceleration_{t}\\Delta t^{2}}{2} + \\beta_{spline\\_params_{longitude}} longitude\\_spline\\_basis\\_functions\n", "$$\n", "\n", "$$\n", "\\hat{y}_{latitude_{t+1}} = latitude_{t} + latitude\\_velocity_{t}\\Delta t + \\frac{latitude\\_acceleration_{t}\\Delta t^{2}}{2} + \\beta_{spline\\_params_{latitude}} latitude\\_spline\\_basis\\_functions\n", "$$ \n", "\n", "our design matrix will be: \n", "\n", "$$\n", "Z' = \\begin{bmatrix} Z & X_{basis\\_functions} \\end{bmatrix}\n", "$$ \n", "\n", "Where $Z$ is our previously defined design matrix and $X_{exogenous}$ are the basis functions we defined earlier.\n", "\n", "Our transition matrix will be \n", "\n", "$$\n", "T' = \\begin{bmatrix} T & F \\\\ 0 & I_{n\\_spline\\_params} \\end{bmatrix}\n", "$$\n", "\n", "Where $T$ is the transition matrix defined for the Newtonian kinematics (the top-left 6x6 block in our previous model)\n", "and \n", "\n", "$$\n", "F = \\begin{bmatrix} 1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0 \\\\ 0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1&0&1 \\\\ 0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0 \\\\ 0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0 \\\\ 0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0 \\\\ 0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0&0 \\end{bmatrix}\n", "$$ \n", "\n", "and the 0 in the matrix above is a matrix of 0s of shape (number of spline parameters by number of spline parameters)\n", "\n", "Finally, we have \n", "\n", "$$\n", "R' = \\begin{bmatrix} R \\\\ 0 \\end{bmatrix}\n", "$$\n", "\n", "Where R is the selection matrix over our endogenous states (identity matrix of shape (number of states))\n", "and again the 0 in the matrix is a matrix of 0s with shape (number of spline parameters by number of states)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "class SplineSSM(PyMCStateSpace):\n", " def __init__(self, k_exog: int = None, mode: str | None = None):\n", " k_states = 6 + k_exog # number of states (x, y, vx, vy, ax, ay)\n", " k_posdef = 6 # number of shocks (size of the process innovations covariance matrix Q)\n", " k_endog = 2 # number of observed states (we only observe x and y)\n", " self.k_exog = k_exog\n", " mode = mode\n", "\n", " super().__init__(k_endog=k_endog, k_states=k_states, k_posdef=k_posdef, mode=mode)\n", "\n", " def set_states(self):\n", " \"\"\"\n", " Set hidden and observed states of the model\n", " \"\"\"\n", " hidden_states = [\n", " State(name=name, observed=False, shared=False) for name in [\"vx\", \"vy\", \"ax\", \"ay\"]\n", " ]\n", " observed_states = [\n", " State(name=name, observed=True, shared=False)\n", " for name in [\"x\", \"y\"]\n", " + [f\"longitude_spline_{i + 1}\" for i in range(B_longitude.shape[1])]\n", " + [f\"latitude_spline_{i + 1}\" for i in range(B_latitude.shape[1])]\n", " ]\n", " return *hidden_states, *observed_states\n", "\n", " def set_parameters(self):\n", " \"\"\"\n", " Set the parameters expected by the model\n", " \"\"\"\n", " x0_param = Parameter(\n", " name=\"x0\",\n", " shape=(self.k_states - self.k_exog,),\n", " dims=(ALL_STATE_DIM,),\n", " constraints=\"None\",\n", " )\n", "\n", " P0_param = Parameter(\n", " name=\"P0\",\n", " shape=(self.k_states, self.k_states),\n", " dims=(ALL_STATE_DIM, ALL_STATE_AUX_DIM),\n", " constraints=\"Positive Semi-definite\",\n", " )\n", "\n", " acc_innov_param = Parameter(\n", " name=\"acceleration_innovations\",\n", " shape=(1,),\n", " dims=(\"innovation\",),\n", " constraints=\"Positive\",\n", " )\n", "\n", " beta_param = Parameter(\n", " name=\"beta_exog\", shape=(self.k_exog,), dims=(\"exog_dims\",), constraints=\"None\"\n", " )\n", "\n", " return x0_param, P0_param, acc_innov_param, beta_param\n", "\n", " def set_data_info(self):\n", " \"\"\"\n", " Set exogenous data for the model\n", " \"\"\"\n", " data_prop = Data(\n", " name=\"exogenous_data\",\n", " shape=(None, self.k_exog),\n", " dims=(TIME_DIM, \"exog_dims\"),\n", " is_exogenous=True,\n", " )\n", " return (data_prop,)\n", "\n", " def set_shocks(self):\n", " \"\"\"\n", " Set the shocks of the model\n", " \"\"\"\n", " shock_names = [\n", " \"x_innovations\",\n", " \"y_innovations\",\n", " \"vx_innovations\",\n", " \"vy_innovations\",\n", " \"ax_innovations\",\n", " \"ay_innovations\",\n", " ]\n", " return [Shock(name=name) for name in shock_names]\n", "\n", " def set_coords(self):\n", " \"\"\"\n", " Set the coordinates of the model\n", " \"\"\"\n", " state_coord = Coord(\n", " dimension=\"state\",\n", " labels=[\"x\", \"y\", \"vx\", \"vy\", \"ax\", \"ay\"]\n", " + [f\"longitude_spline_{i + 1}\" for i in range(B_longitude.shape[1])]\n", " + [f\"latitude_spline_{i + 1}\" for i in range(B_latitude.shape[1])],\n", " )\n", "\n", " state_aux_coord = Coord(\n", " dimension=\"state_aux\",\n", " labels=[\"x_aux\", \"y_aux\", \"vx_aux\", \"vy_aux\", \"ax_aux\", \"ay_aux\"]\n", " + [f\"longitude_spline_{i + 1}_aux\" for i in range(B_longitude.shape[1])]\n", " + [f\"latitude_spline_{i + 1}_aux\" for i in range(B_latitude.shape[1])],\n", " )\n", "\n", " observed_states_coord = Coord(dimension=\"observed_state\", labels=[\"x\", \"y\"])\n", "\n", " exog_coord = Coord(\n", " dimension=\"exog_dims\",\n", " labels=[f\"longitude_spline_{i + 1}\" for i in range(B_longitude.shape[1])]\n", " + [f\"latitude_spline_{i + 1}\" for i in range(B_latitude.shape[1])],\n", " )\n", "\n", " return state_coord, state_aux_coord, observed_states_coord, exog_coord\n", "\n", " def make_symbolic_graph(self):\n", " # Add exogenous variables to the model\n", " exogenous_data = self.make_and_register_data(\"exogenous_data\", shape=(None, self.k_exog))\n", " beta_exog = self.make_and_register_variable(\"beta_exog\", shape=(self.k_exog,))\n", " n_obs = exogenous_data.shape[0]\n", "\n", " delta_t = 6.0 # The amount of time between observations 6 hours in our case\n", " # these variables wil be estimated in our model\n", " x0 = self.make_and_register_variable(\n", " \"x0\", shape=(6,)\n", " ) # initial state vector (x, y, vx, vy, ax, ay)\n", " P0 = self.make_and_register_variable(\n", " \"P0\", shape=(self.k_states, self.k_states)\n", " ) # initial process covariance matrix\n", " acceleration_innovations = self.make_and_register_variable(\n", " \"acceleration_innovations\", shape=(1,)\n", " )\n", "\n", " T = np.array(\n", " [\n", " [1, 0, delta_t, 0, (delta_t**2) / 2, 0],\n", " [0, 1, 0, delta_t, 0, (delta_t**2) / 2],\n", " [0, 0, 1, 0, delta_t, 0],\n", " [0, 0, 0, 1, 0, delta_t],\n", " [0, 0, 0, 0, 1, 0],\n", " [0, 0, 0, 0, 0, 1],\n", " ]\n", " )\n", "\n", " self.ssm[\"transition\", :, :] = np.vstack(\n", " (\n", " np.hstack((T, np.zeros(shape=(self.k_states - self.k_exog, self.k_exog)))),\n", " np.eye(self.k_states)[-self.k_exog :],\n", " )\n", " )\n", "\n", " R = np.array(\n", " [\n", " [1, 0, 0, 0, 0, 0],\n", " [0, 1, 0, 0, 0, 0],\n", " [0, 0, 1, 0, 0, 0],\n", " [0, 0, 0, 1, 0, 0],\n", " [0, 0, 0, 0, 1, 0],\n", " [0, 0, 0, 0, 0, 1],\n", " ]\n", " )\n", "\n", " self.ssm[\"selection\", :, :] = np.vstack(\n", " (R, np.zeros(shape=(self.k_exog, self.k_states - self.k_exog)))\n", " )\n", "\n", " Z = pt.as_tensor([[1.0, 0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 1.0, 0.0, 0.0, 0.0, 0.0]])\n", " exog_reshape = pt.horizontal_stack(\n", " pt.concatenate(\n", " (\n", " exogenous_data[:, : int(self.k_exog / 2)],\n", " pt.zeros((n_obs, int(self.k_exog / 2))),\n", " ),\n", " axis=1,\n", " ),\n", " pt.concatenate(\n", " (\n", " pt.zeros((n_obs, int(self.k_exog / 2))),\n", " exogenous_data[:, int(self.k_exog / 2) :],\n", " ),\n", " axis=1,\n", " ),\n", " ).reshape((n_obs, self.k_endog, self.k_exog))\n", "\n", " self.ssm[\"design\"] = pt.concatenate((pt.tile(Z, (n_obs, 1, 1)), exog_reshape), axis=2)\n", "\n", " self.ssm[\"initial_state\", :] = pt.concatenate((x0, beta_exog), axis=0)\n", " self.ssm[\"initial_state_cov\", :, :] = P0\n", "\n", " self.ssm[\"state_cov\", :, :] = acceleration_innovations**2 * np.array(\n", " [\n", " [(delta_t**4) / 4, 0, (delta_t**3) / 2, 0, (delta_t**2) / 2, 0],\n", " [0, (delta_t**4) / 4, 0, (delta_t**3) / 2, 0, (delta_t**2) / 2],\n", " [(delta_t**3) / 2, 0, (delta_t**2), 0, delta_t, 0],\n", " [0, (delta_t**3) / 2, 0, (delta_t**2), 0, delta_t],\n", " [(delta_t**2) / 2, 0, delta_t, 0, 1, 0],\n", " [0, (delta_t**2) / 2, 0, delta_t, 0, 1],\n", " ]\n", " )\n", " self.ssm[\"obs_cov\", :, :] = np.eye(2) * 0.5" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
                                    Model Requirements                                     \n",
       "                                                                                           \n",
       "  Variable                   Shape        Constraints                          Dimensions  \n",
       " ───────────────────────────────────────────────────────────────────────────────────────── \n",
       "  x0                         (6,)         None                                 ('state',)  \n",
       "  P0                         (40, 40)     Positive Semi-definite   ('state', 'state_aux')  \n",
       "  acceleration_innovations   (1,)         Positive                        ('innovation',)  \n",
       "  beta_exog                  (34,)        None                             ('exog_dims',)  \n",
       "                                                                                           \n",
       "  exogenous_data             (None, 34)   pm.Data                   ('time', 'exog_dims')  \n",
       "                                                                                           \n",
       "  These parameters should be assigned priors inside a PyMC model block before calling the  \n",
       "                              build_statespace_graph method.                               \n",
       "
\n" ], "text/plain": [ "\u001b[3m Model Requirements \u001b[0m\n", " \n", " \u001b[1m \u001b[0m\u001b[1mVariable \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mShape \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1mConstraints \u001b[0m\u001b[1m \u001b[0m \u001b[1m \u001b[0m\u001b[1m Dimensions\u001b[0m\u001b[1m \u001b[0m \n", " ───────────────────────────────────────────────────────────────────────────────────────── \n", " x0 \u001b[1m(\u001b[0m\u001b[1;36m6\u001b[0m,\u001b[1m)\u001b[0m \u001b[3;35mNone\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m,\u001b[1m)\u001b[0m \n", " P0 \u001b[1m(\u001b[0m\u001b[1;36m40\u001b[0m, \u001b[1;36m40\u001b[0m\u001b[1m)\u001b[0m Positive Semi-definite \u001b[1m(\u001b[0m\u001b[32m'state'\u001b[0m, \u001b[32m'state_aux'\u001b[0m\u001b[1m)\u001b[0m \n", " acceleration_innovations \u001b[1m(\u001b[0m\u001b[1;36m1\u001b[0m,\u001b[1m)\u001b[0m Positive \u001b[1m(\u001b[0m\u001b[32m'innovation'\u001b[0m,\u001b[1m)\u001b[0m \n", " beta_exog \u001b[1m(\u001b[0m\u001b[1;36m34\u001b[0m,\u001b[1m)\u001b[0m \u001b[3;35mNone\u001b[0m \u001b[1m(\u001b[0m\u001b[32m'exog_dims'\u001b[0m,\u001b[1m)\u001b[0m \n", " \n", " exogenous_data \u001b[1m(\u001b[0m\u001b[3;35mNone\u001b[0m, \u001b[1;36m34\u001b[0m\u001b[1m)\u001b[0m pm.Data \u001b[1m(\u001b[0m\u001b[32m'time'\u001b[0m, \u001b[32m'exog_dims'\u001b[0m\u001b[1m)\u001b[0m \n", " \n", "\u001b[2;3m These parameters should be assigned priors inside a PyMC model block before calling the \u001b[0m\n", "\u001b[2;3m build_statespace_graph method. \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "spline_ssm = SplineSSM(k_exog=exog_data.shape[1], mode=\"JAX\")" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n", "\n", "No time index found on the supplied data. A simple range index will be automatically generated.\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with pm.Model(coords=spline_ssm.coords) as spline_model:\n", " exogenous_data = pm.Data(\"exogenous_data\", exog_data, dims=[\"time\", \"exog_dims\"])\n", " beta_exog = pm.Normal(\"beta_exog\", 0, 2, dims=[\"exog_dims\"])\n", "\n", " x0 = pm.Deterministic(\"x0\", pt.as_tensor([-49, 16, 0.0, 0.0, 0.0, 0.0]))\n", " P0 = pt.eye(40) * 1e-3\n", " P0 = pm.Deterministic(\"P0\", P0, dims=(\"state\", \"state_aux\"))\n", "\n", " acceleration_innovations = pm.Gamma(\"acceleration_innovations\", 0.1, 5, shape=(1,))\n", "\n", " spline_ssm.build_statespace_graph(data=fiona_df.select(\"longitude\", \"latitude\").to_numpy())\n", " spline_idata = pm.sample(\n", " nuts_sampler=\"nutpie\", nuts_sampler_kwargs={\"backend\": \"jax\", \"gradient_backend\": \"jax\"}\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of our spline parameters are around zero, with a handful of exceptions. Let's take a look at how these effect our forecasts." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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QFuzqMRx8+e7kLDnTanl58dHyy/kTJTI0RAKRup+3HDZBfjAtx+Zv/yool0cHCXhVtnXKT77YKu8UVcuLO0vl5JwUmWGoBLazoVXuXbvHoSpgZg4fkygpkWG6af8rpjUjAAAAMJLk5ubKHXfcITt37pSVK1fKlVdeKQkJCbp51HeK6upqeeyxx2T+/Pkyd+5cefTRR322zgCA0SkjKsLpcBddmAAAAFlvAIGEcBeAYafO9lYBJmecNX6MTE6Mtgl2qcpUP52ZKyNxG/1o+li5ac54m4NPLxeUm1bwUtW4fvj5Ftla32KZpto5/nz2OMmJidTN+0lprTy7o8SldVOBu1PH6qt3vV9czRmPAAAAwAi1ePFiefrpp6WiokJefvllWbp0qYSEHDqZRn03UT+bNm2SG2+80afrCgAYfVSXAGv58dE+SXfNTY3TXQ4Ppq0TAAD+jLA3gEBCuAtAQHhs0z7ZXt+qmxYfFip3L8h3OigWSC7Iz5S7D8+32VmrCl5/3KwPeKlKZZdNztLN19cv0tLdKw8fNVViw/SVzJ7ZViKflta6tF6n56bpLle2d8n66iaXlgUAAAAgMISHh8uFF14o77zzjpSUlMhDDz0kc+bMsZygAgCAPwzMmr0lvby7XHf5/f2er0IfZegiMDZWf7IlADhrWVmd3LRqh9ywcrtct2K7PLmlmI0IeFA/8S4AAYRwFwC/90pBubyyp8JmelN3jzyxtdjl9oKB4rTcNNOA1z93l2v339r5EzPkjHEHglfZMRHy7PEz5ejMJBkXFyX3HTHZZhm7GvSBOUdNToyR/AT9WZDvFVe7tCwAAAAAgWfMmDHyne98R/tJTdVX9gUAYDipkxutmcWNT8hO0V2+KD/T+yEz0zUBAMeVtnbK8vJ6WVnRIF9WNsg2q64dANw3wocXAYwwhLsAeE11e5dTrfrUvI9vLpKy1g7LtBXl9fLIxn12r/NGYZXsbmyTke7U3DS5yyTg9dLOMvnbzlLLZXW2/C8Oy5Pv5GfK8yfMkvyEGMvfFmUkys9nj9d+V1W8fr9oslw1w/WWlsbqXZ+V1mqtIQEAAACMXB0dHfLPf/5TTjvtNMnNzZXbbrtNamtdqwgMAIA3mFWTDDZMC/FG7sp4HJRsFwA3Gbu7OjPeAgAARpZQX68AgJFJVdO6cdUOaevplW/nZ2rVpKINpcnFJKj00q4yeaOwUu45YpKkRIbL7V/vkj4784cGBcnvFk3WqkiNBqqCl/rqdu+aAt02+fOWYkkID5WzJ6RrlyNCguW6OQdCXEYX5WdIR2+vnJyTKjluloY/dWyqFsYbWJe2nj75oqxOC6IBAAAAGFmWLVsmL730krz66qvS3NysTRuooqwG0Qd+nz9/vk/XEwAw+jjSUsk4jzHs5QkTE6Llh9NytFtS74vJkeEevw0Ao0tNR5fucnHLoRPjAbiPuCSAQEK4C4BXbKhtlp0HW/49tKFQnt5aLH85bqbkxetb+Q1YXdmgzaM0dffKDSt3SHRosLT39tkNdt2/aLIck5U8qh5BVS2ru69f7lu3Rzf9d+v3Smx4qE2JeSM16PK9qTkeWZe0qHA5Ij1Bvqps1LVmJNwFAAAAjAx79+7VAl3qp6ioyCbQNSAjI0MuueQSueKKK2T69Ok+W18AwOjkSMGs4SiqpSroW1fRBwB3/a+oWne5ql0f9gLgHorhAQgkhLsAeMXLu8t1l+PDQ2VcXJTpvJVtnXLH6t26alTqeEtrj3mwS5VN/83CSaMu2DXg7PFjpLmrR/64+cDgiqK21J2rd0v8UaGyYEzCoNcvaenQKn3FhYd6JGxmHe5aXdkoNe1dkhrFmYkAAABAIGpqapJXXnlFXnzxRVm1apXdQFd4eLicc845cvnll8upp54qwcHGJvIAMDqo41qrKhq0qk2zU+J8vTqj0o6DJ5jau2xamcML6a72nl4pb+s8cHv96hhmkIyPNz8eCgAO8UKVQQCDV/+cmRzLJgLglwh3AfC4rt4+y4GMARdOzNQOaBj19PXL7at3S0NXj8PLv31+vhw/RIWqke6SyVnS1NUjL+wstUxTFb1+8dVOeWaQCmmrKuq1EJg62PjQkVNtStAXNrVpFbliwxx7ezg2K1mrsKZaMirq/x/sr9HWDwAAAEBgUOGtDz74QAt0vfnmm9LZOTAw3a8FugbaLqqfhQsXahW6LrroIklIGPzEkuHU09Mj33zzjZSWlkpVVZXExsZqFcXmzp0rycm+OTFIba9NmzZpVc8qKyslKipKW6cZM2ZIZmamx26nvLxctmzZot1Ge3u7pKeny/jx42XWrFm6QJ6nwn8bNmyQ4uJirT1nSEiIJCYmSm5urkybNs2vnhPAcKjt6JLvfrxRq0KvXm2/WzR51B+z8gV1jMzZwdsgL6S7ttS1yDXLt1kuJ0WEyftnLvD47QAYPYh2Ad6VGR2hjalp33cPhsHnEtYH4KcIdwHwuPCQYHnxhFmyrrpJXi4ol29qmuTM8Wmm8/51+37ZVNvs8LJvmTtBlo4zX9Zoc9WMsdrBq9cKKy3TWg62tPzrcTN11bPUB9MXd5bKU1v3ax9OV1Y0yLPbS+TK6WMt8/yvuFruX79Xa+141+H5Dq1DVGiIdtDyXavy0Ko1I+EuAAAAwP9t3rxZa7n4j3/8QwsGmVXpUpdzcnLku9/9rhbqmjx5svgTFWZ64okn5LXXXpOamhqbv4eFhcmSJUvk2muvlSlTpgxb0Oy5556Tl19+WQubGakqZyokd/XVV8vhhx/u8u2sXr1aHn/8ce3fvj7bytfqcVMhvO9///taCMsdX375pTz77LNaNbfe3l7TedRzJj8/X0488US5/vrr3bo9IFC8sKNUC3Ypau951+rdcvy5o/uERH9V3Nyhu7ytrmUYQhi21UAAwL39CgBPigwNofIqgIBBuAuAV6iDuqo9oPpRASSzSlBrqhq1g2COumZmrpw3McPDaxrY2/imwyZIXWe3fF5WZ5muqqbdsGqHPHXsDIkOPXAAv76zRwvaWR9SUuGuuanx2gfXhzcWyhuFVZZw1tGZSXJijmMHI5fmpunCXQWNbbKroVUmJ8Z47L4CAAAA8Lw5c+ZYqnIp1lWeIiMj5dxzz9UCXSqs4+kKUJ6we/du+fnPfy579+61O093d7d88sknsmLFCrntttvkO9/5jlfXqaKiQguSqepW9qgglgpLff3113LVVVdp8zvrkUcekb/85S+moa4BJSUl8tBDD2n3/7HHHtMqejlLVee644475H//+9+Q86rnkXpMVKUywl0YLb6wOh6jdPYR5vFXxlaNa6obvX6bB99eAcBlfvgRHAAA+AjhLgBeFx8ealq2/q41ux0+f+07+Zly6ZRsj69boFOtLu85PF9+unybbLU643BnQ6vc/vUueWDxVAkNDpLkyDC5b+Fk+dnybdLbf6il4rSkGKnv7JaP9tfqlnv/+j0yKyVWxkRFDLkO89LiJT0qXCrbu3RVwAh3AQAAAIHBuu3i0UcfLZdffrlceOGFEhcXJ/5KtV78wQ9+YKk4NkC1PBw7dqw0NDRolclaWw8M5qtWk3fffbfExMTI2Wef7ZV1Urd15ZVXyq5du3TTJ02aJHl5edrfVftEtW6KCmapqmMRERFayMtRf/7zn+Wpp57STUtKStLue3R0tBZ2KygosPxNtav88Y9/LP/85z+1vztKVUL73ve+Z3N/1DJUC8a0tDTtuVNbW6vNM3C/gNGE7I5/yImNFH8MYfD8AOD2foXaXQAA4CDCXQCGXV9/v9yzpkBqO7odmv/knBT5+exxXl+vQC4b+4cjp8oPP9ssJa2dlumq9eIfNhTKLYdN0A64z09LkJ/OHCdPbCnS/r1kUqY2XVVVu/mwCXL3mkMH/1VLgV+v3SOPHT1Ngoc4PUj9/dTcVHlpZ5ll2gf7a+TqmeO0YBkAAAAA/6UCXePGjZPLLrtMC3WpEFIgrLOq2GUd7FLtIh988EGZOnWqZVpTU5NWservf/+7Zdrtt9+uBZNU4MrTVIUr6yBURkaGVjnLuvViR0eH1rLxj3/8o6Vi2qOPPiqzZ8+WI488csjbWLZsmRbuGqC+01133XVaCEuFxAaoVo033XSTZRtt375dC7c98MADDt0XFYb70Y9+pLs/2dnZ2jJVJTfr2xqgbuODDz6Qt956y6HbAABPSY0M111WVep94fNSfSW3xq4en6wHAAAAgJEn2NcrAGD0+fuuMvm6yrHS5/PT4uXOBflDBoxGu6SIMHnkqGk2VdJeK6yUv+06FLpSga6XTpwt352cpWurctrYVDnJ0IZxdVWjvFJQ4dDtn56bprusgntrHXyMAQAAAPiGCnR9+umnUlhYKPfcc09ABLuUDz/8UKtGNSAnJ0cLcFkHu5T4+HgtcHXppZfqQksq8OVpqiLXu+++q7vtf/zjH7pg10C7y5/+9Kdy6623WqapkJcKgQ2Evewxm0+1mlRVv4xhqyOOOEK7fevqayp0pQJYjnj88cdl69atlsuLFi2Sd955R5YuXWoa7FJUaE4FzdTjA4wWVGbyD8b9p6+OIrZ09/rolgGMVIyKAACAAYS7AHhM7xAHopXNtc3y1NZih5aXnxAtDyyeIuEh7KockRsXJQ+p7WWollXT0WU5yKUCXfkJMTbXVdN/cViepEXpz3R8fEuR7GlsG/K28+KjtRaP1t4rrnZovQEAAAD4xgsvvCDHHXdcwG1+68pVyp133ikJCQl257/xxhu1qlMDPvroI4dDTq6u0/XXX6+FzuxRVdLmzJljuayCVJ988smgt6FCUzt37rRcnjt3rhbQs0e1p1TrMUB9LzSupxlVrUtVFxugQn+qDaSjLR1DQ2kUgFHEgWNh8D7jo8A5ogBGCvZngHd19/XJSztL5XufbrL8qAIVAOCPSEwA8Ijaji45+7118qfNRVLa0mE6T3NXj9yxerf0OnDcKzM6Qh49aprWMhCOm5MaL3cfPsmyg79p7gS5Yc6BtoxDUVW/7lqQr5vW1dcvd6/ZLT19fU5X7/q8rE5aOWMRAAAAgAepcJN1q0AVPDr22GMHvU5UVJRcdNFFumlvv/22x9apsbFRli9frqvadd555w16HfUdTQW8nFknVTnLmrr+UN/1zj//fG19BnzxxRfS3Nw86HWeeOIJ6e7u1oXn1DYEAH+1IC1Bbp8/UX6lfublyaWTDwV6ASCQUbkL8C5V3ODxLcWyrb7V8rOjvoXNDsAvEe4C4BFv7auSmo5uLdF+3gffyC++3GlTEv2fu8ukvK3ToZCRCnYZq0jBMSfmpMiNc8bLw0dNlQsmZji82fr6+7UPsufnpeum72pskxd3Dn2mwsk5qRJiNbDQ2dsnn5XW8rABAAAA8JjPPvtMd/nss8926HpnnXWW7rJqR+kpy5Ytk56eHsvlU0891W7rQmsnnXSSLjS1YsUK6erqMp1XTVd/H6CqaKnrD0Wtx8knn2y5rEJban3tqa+vl48//thyefr06bJ48eIhbwcYrajb5R/Gx0fJWePHyNnqZ0K6HJ2Z5OtVAgAPId4FDPdnOT7fAfBXhLsAuK2nr19e31up++ATGxZicwbxD6blyPenZg+64wkNCpIHFk3RDsrAdRfmZ8riDMcPZDV2dssNK3fII5v2SVV7l+TFRer+/tz2kiHbMyZHhsmRGYm6abRmBAAAAALPtm3b5K9//av85Cc/0So/nXjiidqP+l1NU39TbQR9YeXKlbrLCxYscOh6mZmZutaMhYWFUlbmmXYbq1atcmmdVPBq1qxZlsstLS2yadMm03k3bNggbW2HvpOp64WHO3ZClHF9jNvQWB3MumrXOeec49BtAKMVg3+BQ51M6m20TwPgaeqYOwAAgEK/MwBu21LXLJXt+rOLzzepGBUaHCw/mj5W1lU3ycZa8zYQqnz6YWmHWkbA+3Y1tMrNX+6QirYDj+Gy8nr5dn6GFLVUWFpo9vT3y6/XFchfj5slocFBg7ZmXF5eb7m8vrpJKto6JSN66LPWAQAAAPjWiy++KI899phs3LjRoflnz54t1157rVxxxRUyXAoKCiy/BwcHy8yZMx2+7pw5c6S0tFS3rKysLLfXaffu3brL1oEtR9Zp9erVumWZhcOMt6G2vTO3YW8bGq1Zs0Z3edGiRQ7fDgD4yvb6Frl+5Q4tbqcaCUSFhsgbp8/TzfO9Kdny2OYiy+UjxiT4YE0BwDlzUuJkk9VYymm5qWxCwMtOzklhGwPwS4S7ALhtbmq8vHLKXHltb6W8U1Ql42KjZFpSrOm8LxeU2w12XTElW5aOS+MR8bKi5nZZVlYnl045cNZ6XFiotPX06eZRldjOzUuXV/ccqsi2vb5Va6152cHrmVFl71XVtpbuXu2yyoa9X1wjV0y1fx0AAAAAvlVSUiKXXnqppV1fvxoZ1yqQmJ/YMfB3FQL7wQ9+IC+88IK89NJLkpub69X1bGxslLq6OsvllJQUXVvDoeTk5Oguq+pdS5YscXu91HIGqG02duxYt9ZpqNtQvHEbypYtWyy/q207adIk7ffq6mp566235KOPPtKeLw0NDZKYmCgZGRlaAOz000+XGTNmOLxOwEhxcHcIH+vt75f6zkNVBzt79ce5FKpqAQhExrcZmjQCnjUpIUY+Putw7bXWf/AVlxBOxTwMn56+Pq2jUnJEmESGhrDpMSjCXQA8YlxclFw/Z7xcNWOsVBuqeFlXiPrTpkNnyFk7MTtFfjzD8YPTcM3aqka59aud0tzdKzFhIfKtvAzJjImQew/P185wVB9dUyLD5L4jJsv05FhZW9Uk+5rbLdd/Ztt+WZKZbLdtZkRIsJyUkyJvFFZZpv2vuFoun5Jld2AIAAAAgO+ooM7RRx8t+/fv10Jb6nO7+lG/D4S4zAx8vlfzqFDYMccco7UntG596GnFxcU2rRadoYJIgy3PFSpsptopDkhOTna4XaIz66Qen8GuN1T7x6SkJKmvP1BluampSftdTbOmAlvWlc1UgCwkJEReffVV+e1vfyutra26+VXgS/1s3rxZnnnmGTn11FPl7rvv1rYBMFqQ7fIPxiNOfQ7MRTAPQCAwfh4PIt4FP7GyvF7+XVCujS/9bNY4iQ0LzMiB6lQTNwytmwEzTV098vMV27TiGlnREfLY0dMkN87xE9gw+gT7egUAjCyq7LnZG09Xb5/cs6ZADtRz0puRFCt3Hj5Rggn/eNVb+6rk5yu2a8Eu5aENhfJVZYP2++KMJPnBtByZmxonL50wW2uNqYJat8+fqPu62NPXL9/UNA16O6o1ozUVDtvRoB8EAAAAAOB7vb29csYZZ1gCRQOhrrlz58qDDz4oy5cvl8rKSuno6NB+1O9qmvqbmmcgDDYQPlq6dKm2TG+xDlEpzoaIjGGm5uZmn6+TcX5762Sc7u7tGNdbqa2t1V0eM2aMPP744/KrX/3KJthl5oMPPpALL7xQiorMT+oCAG+xCTuYJLeCjbMQzQMQAL6dnynPHz9Lnjt+pjx7/EztGD7gazXtXXLjqh3ydVWjdqL/n6zaHgNw3JuFlVqwSylr65QXdh462QowQxQVgFd09PTK3WsL5PtTc2RyYow8vW2/FDS12cyXER0uDx45RSJDKDXpbaFBQVqZ+gG9/SJ/31kmC8ckaAMy35+WI9+bmi2hwYdyv7NS4uQ7kzLln7vLJS8+Sgt7zUiOG/R25qTEaQlz9UFkwHtF1XZbdQIAAADwjaeeekqrujQQ6lLVoJ588kk555xzTOdPS0vTfo466ii58cYb5Y033pCf/vSnWuhLXV+19FPLvPrqq72yvsaAkapI5YzIyEjd5bY22++ozjIuw5mqXWb3wd46Gae7e9/Nwlqqope1Xbt2yYoVKyyXjzjiCDn//PNlypQpEhYWpoW43nvvPXnnnXcsVSVUyE89/v/5z3+caplpraKiYtC/D1QgA/wDtbv8wb/3lOsud/b1u1jdCwD8S3p0hPYD+JMXd5bqPgGpgNdt8yb6cI2AwPTnLfrK3e8WVcudC/J9tj7wf4S7AHjtDemz0jpZUV4vZ40bI68VVur+Pj4uStIiw+TaOeMlJdK5g99wzdJxaVLc0i7P7ziQ/D4uK1nuPjzfcqZ9iPrXpHraj6eP1R6jCydmSHjI0AUf1fJOH5cmz24vsUz7cH+NXDt7nC44BgAAAMC3HnnkEUuwS7VTVO0VJ0yY4PD1/+///k9mz54tS5YskfLycm05apneCne1tx9qGe+JIJVxea5wN3TlaLjLuK7O3o5xW5ndd2N1sKqqKsvvt956q3zve9/T/X3ixIlywgknaGHAa665RqvupuzevVv+9Kc/yS233CKuOPbYYwf9uwqWTZs2zaVlA55Gaz//0GsS5jIKGoZcXk6MPkgbZiwXBgDACFDd0eXrVQCAUYlRdgAet6qiXv6z58CZtt19/TbBLnVg476Fk+TPS2bIpIQYHoFh9KPpY+WknBS5bHKW/G7RZK2N5lAiQ0Pku5OzHAp2DTg9N1V3uaGrR76sONACEgAAAIDvqapMe/fu1X5XAa8nnnjCqWDXgLy8PK1130DlpsLCQtm5c6cMh4ETVVydf2Cd/WmdfHnf7W2Piy++2CbYZe2YY46RO++8Uzft5Zdf9kjbS2C4dff1ae1R3iislK5eajuNJP/Yra/utb5GX63QE4zH2eamxHv8NgCMLoVNbXLfuj3y67UFcs+aAnnwmwOf3wFfItzuOlUI4f71e+Xz0loPPiIARgsqdwFwyZa6ZvnnrnI5f2K6HJYabzlQXN/ZLb9Zt2fQ66pKUPmEunwiOChI7j1i0oEqXU7Y1dAq7xRVyfWzxzs0iDA2Nkpmp8TJptpDB/PfK66WY7KSXVpvAAAAAJ61fv16S6Bn7NixctZZZ7m8LFW5KScnR0pKDlTv/eabb7TWfZ5mbPPX2XmoFbwjBipLDYiOjnZ7nYzLMN6Gp9bJeN+dvR3jtjK7HbM2iqpC2LXXXjvk8s877zx57rnnpKCgwNL28fPPP3fpefXFF18M2ZbRGCYDPOX2r3fL52V12u/Lyurk4aMGrxJHU8bAkRYVLuVth/aFl03J8sKt6J8RLuZ3AcCitqNb3tp3qJpqUkSo3HxYHlsIPtU3gtJdTV098pt1BfJF2aHW7+dOSJdb53n+daY+W96xerf2++uFlfLnY6bL4WMSPH47AEYuwl0AXPLqngr5pLRW+5kQFyXfm5Yjp+SkaIlz9YXDHhX4uXiyNw6ewFHOBLvUQM9/91bKo5v2aVXYsqIj5aJJmQ5X77IOdy0vr9c+KMeH89YDAAAA+NpAyz118sbcuXPdXt5hhx1mCXdZt/PzJGMgydlwlyMBJ2cZA1FdXV1eWSd3g23G+WNibKtom932UUcdJYmJiQ7dhgpyqbacA9asWeNSuCsjI2PItoyANzR2dluCXcrKigapau+UMVH226COnKHNwLZ0XJp8VDJ4BYwoQ0X6xHDP70tG0Fg3AD9h7O7qQBdaeEFpS4e8W1wtnb190tHTq3U5uXb2+FG5rV/bWyHLyg8FoQLdnqY2XbBLqfFS28m71hwIdg1QobI3T5/vldsCMDIxwg7Aaao618dWB0wKm9ulqq1T3t9fozsIZqTaMf5q3kSnq0Zh+HT09sr2+latGpvywDeFuraaf9pcJHNS42RaUqz09vdrIT/1fLhqRq7Nsk7MSZGHNx4IhSnq309KauXcvPRhvEcAAAAAzLS3tw8a9HGW9TKsl+1JsbGxNhWcnFFXp/++GhcX5/Y6GZfh7DoZ57e3Tu7ejvG+G7elvduePXu2w7dhnFe16AQCSWNXj820+s6eQcNd8A+pkeG6y/oY1wHGPIQ3jk5OToyR8w4e91JBr3FxthURAcAZ6mTpod6r4H1V7V3y7PYDJ7Io8WEhozLcVdPepY0ZjSjDGJhs69G3/K5o806IDMDIRbgLgNPe3ldlCewo4cFBsigjUX7yxdZBr/fdyVkyPp6DGv6qtqNLbl61U3Y3tsoTS2bIrJQ4OTYrWRfu6unvl7/vKpPLpmTL79bv0YJg6oCZmk8FvqwlhIfJ0ZlJ8llpna41I+EuAAAAwPdSU1MtvxcVFbm9vOLiYtNle9K4ceN0l8vLy526fkVFhe6yakfpruTkZC0o1dLSol2ura3VqneFh+uDBvYY74O9dcrNzR30vgxVtcs63KVCXElJSTbzZWdna1Wxuru7XXosjfM2NDQ4fF0AcKal0R83F0lEcLD8Yl6e1iXAeB6pI+O0qnKlpy0Yk6D9jAbqpE+Fk3gB77IOFMF3IgzVH1UFL28obGrT9q/5Ce6ffOMNr+6tGHFVS/tN7hGVOAH4K7OTWABgUKrf9PWzx0tubKSlQtPjm4ulubt30OvRO9p/FTS2yvc/2yxb61ukq69fbv5yh5S1dmihvcumHGqjefGkTLlhznj58edbtGCXor7G/G79XukxqQl9em6a7rJq01jS0jEM9wgAAADAYAbCQqoVu2qf504rRXXdr7/+2mbZnpaQkKCFqQbU1NQ4VSVsoG3kgLy8PI+s14QJEyy/q+1pvB1PrJP1bSj79+/3+G2EhobaPHaOhtTM5nW2RSUQkBj9G1bdfX1y79oC2d/SIQVNbdqJh4oxptXvwEPljcpd6tiYqnBf19GtnUSpfkaiFeX1csrba+SY17+Wl3c7F7QG4BxvBFHhvMhQQ7irr1/6PPwZ4PkdJXLRRxvlko83yaMb94k/si76MFKYfmYYcRE2ACMF4S4ATosLD5WLJmXKK6fMlT8dPU3GxkbJl5WDn5F7UX6mzE8bHWeuBaJ3i6p1JWBV24EbVu6Qlu4e+fH0sXJMZpL84cipWqnhlMhwuXxqtu76Oxta5T97bM8cPzIjURLC9UUi/1dc7cV7AgAAAMARxxxzjERFRWkDRr29vXLLLbe4vOHUddUylMjISG3Z3pKfn2/5va+vT7Zs2eLwdTdu3Gh3We6YNGmS7vKmTZs8vk7G2zBebzDG9Zk4caLdeY23M1CRzBFNTU26y4mJiQ5fFwAcUdzcoTu5dG9Tu3T19kmwSfhBhW0HG6j1Rl6iuKVdTntnrZz+7lpZ+u467Wck+sOGQmnp7tWqyzyyaZ800yYO8BqiXf4TajVS7z+eDC8/tfXQyRv/KijXwsL+ZiQ+H80yep6IdnX09MrGmiapau/0wNIA4ADCXQBcpgYBcuOitDZ9g8mJiZDrZuvbZ8C/XD1znCxO1x94L2xul19+tUv7yP7QkVO1Fou6Fptx+habT28tloo2/QfVsOBgOWWsvjXHO0VVltLtAAAAAHxDhbDOOOMMbfBb/fztb3+TW2+91enlqOu89NJL2vdD9XPmmWdqy/aWI488Und57dq1Dl1PtTEsLS3VVcLKyjpUpdgdixcvdmmdVLtE63BaTEyMzJkzx3TeuXPnSnR0tOXy5s2bHa6MZVyfo48+2u68xr8VFBSIo/bsOVBBZ0B6errD1wUCFUc3hldYcJDLj41xkLygsc1DazXEeozAY2BlhuN/q4Y46ReA6yjc5R/M9uQdHgx3NXfZdsXZM0zvU6M93GXG3bduVTThik83y4++2Crf/nCjbKjRnwQDAK4i3AXArYMT963bI2099tsxxoYGy+PHTKd8sJ8LDQ6S3yycJHnx+sDW11WN8vDGQpsDUSq0dds8fSuP9t4+bV6jM8bpWzOqCmFfc9AHAAAA8Ln77rtPwsLCtO9r6jP/gw8+KIcffri89dZb0tPTY/d66m9qngULFmjXGbi+auv361//2qvrfMIJJ+guv/322w5dT63vYMtxx7HHHqvd9wEffvihFtwayscffyxtbYcGbVTFM3ttENV06+CVup66/lDUeqj1GaAe7yVLltid/8QTT5SQkBDL5VWrVg15G/bmnTdvnsPXBQLVyIvtBF7IQT0GrVbVvKynW9vTpG/j+9Y+19sROzPoPdKeIyMxrAb4s9ESpvF3EcHBXg13qfEZox5/3N+OwCekN7byW4VVWvEERY2fPrjBdtwMAFxBuAuAy14vrJTVVY2DzvOTmeMkI8Z7Z23Dc2LDQrXWi0kRYbrp/91bKa+YtFycmxov54wfo5v2RVm9LC+r002blhQrUxJjdNPeLPT8ATQAAAAAzlEt+B544AFtoHYgoLVu3To599xzJTU1VY4//ni58sor5cYbb5SbbrpJ+11NU39T86xfv94yyKuuf//998vkyZO9+jBMmTJFdxuqWtQXX3wx6HU6Ojrk5Zdf1k1TFcY8JSEhQdeKsrGxUf773/8Oeh213V588UXdtLPOOmvQ6xjXWV1/qEH2V199VdcuUQXR4uLi7M6fnJysC5Ht27dPli1bJo5URvvggw8sl9XzwZvtOQGMTkF2RpVfLii3meaLMXGz9fPDoXm39I2OsX7A7/d7GF7hIbaPQ6cHw11mhSl7+voD/vm4urJBnthSLGuGGEf0JbPvU8ZWzs4yjqcNV7VQACMf4S4ALlF9ov+4qUg3zfixblJCtJybRxuGQJIVEykPLp4i4YZvE49u3GfaV/7K6TkSYfhi84eN+6TdUM3NGAJbXl4vtR2OtRABAAAA4D3XXnut3HvvvdrvA60V1QFuFQhSoZ7nnntOHn30UXnkkUe039U09beBQNiAO++8U66//vpheaiuueYa3WVVLUwFquz5wx/+oGvJeNJJJ8n06dPtzv/aa69pIbKBn0svvXTIdbr66qt1l9X2sr5NIxXM2rhxo+WyWh9VNWswp5xyirY+AzZs2KC1xLSnpKREW48B6vEybjt7zwnrx/buu++W2tpau/Or9pC33XabrlrZcccdJxMnThzytoBA549FNUayzJgI+fDMBfLhWQvko7MOl4/POtzmGNYhw/PgdPX2yQfF1dpxs/8VV4345wiVu4BhRrbLLwSblI50pnJXYVObfPvDDbL4v1/KA9/slT7Dm4PZe0V8+KHKwIH4dFxb1Sg/W7FdXtxZKtcs3ybrqv0z4GX2Nu3ue7cz22lleb2sqqiXLyvqpbx16OrPAEY3wl0AHP6A8V5RteVshLTIcLlhzniJCjm0GzF+3rlx7gQJoSl8wJmVEid3LMjXTVOP+h2rd8muhlZdz/drV2yXzl79I1/e1inPbS/RTTs1N1UirZ4rvf398k5RtdfuAwAAAADH3X777VqLPxXGsa7EZc/A39S86jofffSR3HXXXcO2yVXI6bDDDrNc3r9/v3z3u9+VnTt36uZrbm7Wgl/WAaiIiAi57rrrPL5Os2bNkjPOOMNyWQXgLr74Ylm7dq1uPhWAevLJJ7UqZ9bb8+abbx50mw/MpyqoWc/3u9/9Tp566imbNpBr1qyRSy65RNsG1pXBpk2bNuR9mTFjhlaZbYAKqan7snr1apt5VWWvH/7wh7qWjFFRUdp6AqPBCMvt+D11nDEhIkwSwsO0Qe+48FC7+87heGzU+6AasL5zTYHcuGqHdjKjb9Zk+JgVkiF7AniPK6+vjt5eqe/sJozpQWZhH2cqd6mA077mdm2cRXVK2VrXol++yXUyoyPE3zgz3Pe79Xt1l3+7bo8ETLhrGG//hlU75PqVO+S6lTtkWbm+Kw5ct6+pXe5fv1d73t23bo88vJHWmBgZ/C/2C8AvPbN9v2yvb5VHN+2Ts8ePkfMnZsjZE9JlT1O7aenz47OT5bDUeJ+sK9x3ythUKW5pl2e2HQpptfX0yXUrt8tfjp0pXX19csWnm6TLTmngf+wul9PHpUlefLSl5eNJOSm6QNebhZVy6eQs07NeAAAAAAwv1W5RhaP+97//yT/+8Q8trFNUpK/WPGDcuHFy5JFHaoGfpUuXDhlK8jR1e4899picf/75UlV1oErKrl275JxzztGCSWPHjpWGhgbZtGmTtLYeOkFF+c1vfqO1o/QGFSTbvXu3ti4DrQpVwEq1kZwwYYK0tbXJli1bpL6+3qZSltqejliyZIlWfetPf/qTJVigqnOpSmAzZ87UglV79+7V1sOaCnXdc889Dt8XVa1LLUdVBxsIcakKZuqxV/cnNDRUiouLZdu2bbqBw+DgYG0b5+frTxgC4L9UCOCFHaVS2dYlF+ZnyLSkWPFX6mTBjp4+bXBZvfOofyNDQkznHY6KWVvqWmRj7aEQrTpOarMeMrKMtPsD+DuzT9mq6pO9Y+rb6lrk5i93SE1Ht5yQnSy/WTiZE/A9wKxNX4ehe8lg/ldco7v8+JYieerYmYMuP9BHTUpaOwyXO0fNG5urX4+r2+l24ylfVjbI64WVumk3zJngseUDvkK4C8CQ1BcCFexSGrt65G+7yrTqTiUtHfJvk2CXOovupzNy2bIB7gdTc2R/c4e8v//QF4/ajm75+Ypt8vSSGbIwPdHOGYkHDrb9/pu98tSSGZaBnv+bkK4Ld5W2dsq66iY5fEzCMNwbAAAAAENRn91VWEv9KHV1dVJdXa0FpZTExERJS0uT5ORkn2/M9PR0efbZZ+XnP/+5FBYeOAtXhYxUeEr9GKmKXbfeequcffbZXlunmJgY+ctf/qJVBhsIRSkq7DUQ+LKmglA//vGP5Sc/+YlTt6NaQHZ3d2u31dfXZ3msVMtMM6rKmQrDRUcfOPnGEWp7qQpjt9xyiyxfvtwyXQX+7IX+1PIffPBBre0lMHoEftTlj5uKtCoiyiclNfLemQu0k/T8kaoif+knmyyXQ4JEVn1rsc8eGWNHSHXZeB6kp0NmW+uapb2nT+alxfvkhEnaMgLDy+wkCrWfsdeRVoWGVLBL+bS0TtZUNcqi9ERvr+aIZ7Yvd6Yt49A3YDvJH8+J98NVcptZsM5XLZXVWNw1s8b55sZHmDJDuBAYKWjLCGBIr+6t0F3OiA6X6Ukxcuea3aYHSs6dMEZy46LYsiPgi+Mv50+Uw1LjdNNVKEuViL121jhJjQzTpk1KiNYed2sbaprlXasw18zkWJkYr39evGFIzgMAAADwHyrENWXKFFm4cKH2o373h2DXAFVB6vXXX5crr7xSUlJSTOcJCwvTqpL95z//0SqNeVtmZqZW+ezGG2+U7Oxsu9+1Fi1apLWLdKVFpLr+9ddfr1XrUo+Lvcpp6vbVeqj1UWE4Z6nH+q9//atWiWvq1KmDhtouuugief/99wl2YdTx1eCfJw0Eu5TOvn75zx79cUB/4kxdE7PBWm8zW5t+OyG1/+6pkF0N+uqSQ3l2e4l8/7MtcvXybXL71/oKjcPFLMrgjwEEYDipE52Hd79i//bWVjfpLv99Z5kX1mr0Mdv3OdOW0SjI8MgGyseJ4a7YPBy8se1d3UqRIcQ2AAzOP0/BAeBXTshO0cqBrq5q1C7/3/gxcu/aPVoVJ6Po0GD5wbSxPlhLeENESLA8dORU+ckXW2VXY5tlekFTm9y7bo/8ct5E7Xlx9cxc6ZN++bqyUcraDpXX/ePmIjkmM0kSIsK0D/7nTEiXhzfus/z9i7I6qe/slqSIAyExAAAAAHCGakN40003aSGp9evXS0lJidTU1GiBo4yMDK1qlbOBtG9961vaj6tUy8If/ehHWuhs48aNWqUr1T4yMjJSC1nNmjVLC4G564gjjtACYmVlZVq1ssrKSuno6JAxY8Zo7RPnzJnjkQGYCy64QPvZs2eP1rpT3Zeuri5JSkrSbkdtYxWiAzAylPtr2ySTqlFBTozWqmOWbT0erLJysHqOs+u8o75Frvx8i3T19UtYcJA8dewMmZmsP7HSnr9s22/5/ZPSWilubh/2E2xVO7ihQgpwTk17l3xd1SB58dF+3RYV5pVhbl61UztWfnJOitx9eL6EBgc7FAZbUVYvIcFBclRG4qCf18JNludMlswXQdcRyWSju1W5y/CQB8qjNBL39mavJ1+9bpbmpvnkdgEEDsJdAIZ0dGaS5CdEy/rqRtnR0KodCBkIehl9d3K2JB+s5oSRQZXif/ToafKjz7fq+qRvqm3Wqro9uHiK5UvrTXMnyA2rdljmmRAfJa09vVq4SzktN1Ue31yknQmqdPf1y3tF1XLJ5Kxhv18AAAAARg4VqFJhJ/XjL9RA3dy5c7Ufb8rKytJ+vG3ixInaD4DAG4wdKVQgylpPf7/0HGxPO9Rjo05QvH31oWpXEzwQisqOiZRfzcvTbkv9vLOvWjbXNQ+6Huqkxy6r42IPflMoL54426V2iDsbWv2ie4Kq1g/X1HZ0ySUfb5SGrh6tzc7vF0+RJVn+UyUVg/vX7nIt2KV8VFIrJ49NlWMdePzu+Hq3FtBU/m/CGLltnv3PV2Oiw3WXL56UKeFOVPfhfco/K3c5EjDyx+Cs/62R+/q98rpxfEtFh4Zoc6tWqyr0DQCDob4fAIcOHty/fq/cs3aPlLV2yt93mZfyTYoIle9Mcv/sY/iflMhw+dMx0yTNENxbVdGgVXEbKD19VGaSnJCdLAnhoXLH/Iny1JIZkhUTaZk/ITxMjs/Rt0t5s7DS9AAVAAAAAADAcHHlyMRIPJrhz/dJVX83sleNy3g/jIVxPHE/1QmuZ09I1yrV/9+EdBkbe+gYmL3b2VirD3+pE2kd0ecnj5VZtbLgEdima7j8bWeZFuwaeIzvXlPg61WCE14xtLF94Ju9Q16nsq3TEuxS3iiskvaeXrvzGw+bB42gfXogMRu+iA0L8dzyTR6pLyvrPbZ8NX7T0dvr/jjMCNzdm22T4XzdfHbOEfLpOUfIx2cfIZdOyR7GWwYQiKjcBWBI7++vkS8rG7Tfl5fb/0B56eRsLWWOkUmFtB47erpc9cUWaeo+9IXzg/01EhocJL+aP1FCgoK06l2hQUGWal1G/zc+Xd4vrrFcLmrpkDVVjXJEeuKw3A8AAAAAQ2ttbZWmpibp7rYdSB9Kbm4umxhAwOG8s8Bkr3WSsX2gryqgeOp55S/PT7NBcAqNuO5jq5CPojogIHCoVoyqYteAM8eNGfI6ZW22rW9bu3slys64inEf53TLbR/sO9T+99U9FVLY1C5Lx6XJrBTHWs/6M+PjsHBMgpzmRgs9Rx7FyrYu8YTSlg656csdsrepXY7JTJLfLJwkkSGujeP5YzUxd5m+RNzNwI28zQTATxDuAjBkaWhVLnwoyRFhcl5eOltzhJuYEC0PHzVNrlm+TddT/t2iau1jvQp4qSpfyqqKei3Edffh+boz+Oamxmml7wub23VnORHuAgAAAHxnx44d8sILL8gXX3whmzZtko6OQy3ZnaEGnHp6DlSgABA4VEUk9c090c6JWqNBnysjef6SuPGg4RiP/MOGQvmmpsly+cL8TDl7/NChCFMOPgQ2lbs88NiplpDV7d3aoL+qaNXa3eNw+MxZZsvxxdixWQWxfU1tluOBHrmN/n55paBCdjW2ykk5KXJkRpLHlg14kjGQ1eZAOM+sndJge4mLJ2XJyTmplnmyYyKcWkdP7YOcoTq/PL6lWPv9zX2V8vpp8yQ92rn19jfGqoWeDu+YvSWp1sOe8I/dZVqwa6B4w/Kyeq2FKA5ue7PHg5p3APwU4S4Ag1LBrqaDpaEHc/mUbImkateooM60+f2iKdrZHt1W32reUQGvIJEb5oyXJ7fst5SlnpoYIxdPztIN9lwwMUMe2FBombaivF7KWjt0LRwBAAAADE+Fruuvv16effZZyzTapgOjizYIu7lI+05//ZwJ2nd2OGbkRbt808rsiS3FLoe71GOgKsoP1SrQOId5M0fnlLd1yvkfbBBftUP0xfPPLGvQ5+GY2X/3Vsojm/ZZTij9+0mzZVJCjIxIIzAgOpp8d3KWtu+KDA2W6JAQSYgYesg10yScFRFiFvk6YHJijPbjKl88wwaCXUpvv8hft5doJ4UHMptWv27u94IceJy6+/o8tk+1psZlVLjr/eJqae7q0d4P1XuMquqVY9Je2NqILEjlhffXEbmdAPgFwl0ATK2tapSK1k752KqssD1pkWFyLlW7RpVFGYlawOsXX+3UBbze3lctX1c2SlX7oZLBT2wtlgVjErQvoeqMxtDgYDl9XJo2veVge0e1BFWq+eezx/vk/gAAAACjkarOtXTpUlmxYoUl0OV0qxcAAU1VGfnT5qIDF/pFHtpQKP83YYyEBdsfaB6pzDIWQ4VdiWV4bOu7PJualBiurzh31vg0iTachGozkO6BBy94iOHb0KCgQUMbzvCXKiLmFcQ8u25qP2TtsY1F8ucl0z16G4AnjIuLcvo6ZqEgf3l9e0tBY6sEupnJsfK9qdnae4eq9Jkb6/xjPxiz58CCtATxpme27ZeS1kNtQrOiI4YOd43Ar4pm297dzwjObKZ11Y0HPk8EieTGRnq0EiaAkYdwFwAbnb198suvd0mjAxW7Bqp2eepABQLHUZlJcr8KeH25U1ci2DrYpajw1ztFVXJMV7I88M1e+dmscbIkK1nOHDdGXi4ot8z39r4q+dH0sVSAAwAAAIbJb3/7W1m+fLkW6FI/KsQQEREhRx11lEydOlUSEhIkLGz0tmgDRoO9TW0202rau00ri4zGtowje7jdnL9Ug3LmusaBWbPwxL+sjkEpJa2utR/W3c4Qo7cn5qR4LChpto18Mcbe1WtbSabMKhzgDao9IxDIVMeK9p4+yYuPMn/dDrIPbO/pled2lBwIFfUf2Nv9YFqOxIaFBkxxOHerXPmDuanx2s9wmp4U650FH3xSGCtcOtKe2pOPZW9/v1adLDJEH8b2j7aMw+eny7ZZfr9zwUQ5Y5yLbarhES3dPdoYZ1ZMhM+fm4AZwl0AbHxSUutwsCs5IkzOmsCHjdHqaC3gNVlu/WqXLuCVHRMhpa2dEhEcJD+cPlZ2N7TKNcsPfEj9w8ZCOXxMgpw/MV3+XVBu+aDc1N0r7++vkf+bkO6jewMAAACMHp2dnfLII49YQl3q39tuu01+8YtfSHz88A5cAPAdfxj09e/KXc5fB8NLRR2Mj4PZ0HNlm/5kxCumZLt927sbbcORQ61HoLdl7DJZkbYez7QOG43YhYwMr++t1PZFMWGhEhcWooVyEiMOnCDx2t5KefCbvVrru3PGj5Efzxjr1POgq69PXtpZppt2yaQsiQ0LoOdY4Ge7PM4YkjIN8Hp5u9mEu/qHt5rbzat2SllbpyzNTZM7Fky0WZ/h4hevkYNqOrp9vQojhtnTaeC4hz2FTW3ysxXbpbq9SwvjPrFkhiQd3JcD/oJSOwBs3txe2Fnq8Fa5eFIm6eVR7pisZPntoskScvBD0dEZSfK3E2fLGePS5MUTZ8uYqHD50Kq9Z0Vblzy7vUTGxkbJ4oxE3bL+U1AxZMsDAAAAAO5TFbtaWw9UwlAHOH/3u9/JfffdR7ALwIhsueN65YbR15bRFw9/v4evb/Ycjg3TV1+YEO9+S61IQyeD8OAgr21Mf2nbFmFSiSzGsG1d9ejGffLtDzfIaOIfjypctaysTgt23f/NXvn9N4Vy5+rdcv3KHbKz4VC1ud8fDHYpb+6rknKTSneDhWrM2r86UmHJn4yUjxW7GlrlX7vL5IUdJfLU1mJ5o7AyID5rTUqI1l0+KSf1wDq48D7jqfeiF3eWasEu5b3iallf3SSB1JZ7KIMFiAbznz0Vbt0uBjdUFP2v20u0YJeyt6ldXuXxgB8i3AVAp62nV+o79Gey2aPOQjk3jypLEDk2K1l+t3CyHJ+dLL9bNFk7S+nOBfkyIT5aTh2bKvPT9Gf+/3N3uexpbJMLJ2bophc0tck3Nb77IA8AAACMFgUFBZYD16mpqXLTTTf5epUAwKfMBvKGs4rFqG7L6PB8/eZtGQ2PnVnbKJsAmLjPuIzwkGA5MTtFTshOluOykj3aUstfzoWMDbcNcoUZQ20uqmzvlH3N7R5ZFjAc/rG7TAt2GcUN0jJxc12zU4EZVbnLnf2BP5xInRoZLiPBxpomeXRTkTy5db88v6NUPiiu8diy+73YAjE3Vh9mTo4M054XhYb9rSMtdj31uejD/YeKASj/2q1vnexrvnrVhI7WMyyGyVD7w4+tilQMhL0Af0NbRgA6qkywao9nRn2ssH7rO39ihsO93THyHZudLEuykmzOSlCXf3FYnlzy8UbpPvjpX/VTV2ctPbFkuoyNjZT9LR2W+V/ZUyHz0hKGff0BAACA0aShocHyeX3RokUSbFKJA8DoNFqHlVwbyPP9oPmI4GD4wLy6moPBLUfKezmp36SSl6pu7w3+UqlHVe5PDA+1HONTEsI9c3zYP+4h4Djr18FglQKtdfY6F9b69do9bgVsfPG6OjwtQdZUN1ouH5Y6Mlq+R4TqH9eOXvNxNFd4sy2jcTl9/f3SY3KDHSbPTSN1XU+YmhgjO6wq3J2YkyK+Yhoc98ma+HY7jDRhJsc3mrt7ZENNszYmmZ8Q45P1AtxFKgOARVlrhzxjJ4mcFBEq9Z09uoMVF+VnsvXgULnZcXFR8q0J6fJvqzKmG2ub5b3iGrlgYoY8vHGfrpx1RVunZERHsHUBAAAALxkzZozl97i4OLYzMEq5O3ilBjYf3rBPvq5qkHmpCXLzYRMk2jD4GSjMxiuHGsT0g4IoEJH2Hv2A9GuFlXL1rFzdSanGcJQnxszV8a4b54zXlqzCFtZtGlV1iP6Dt+NqeyYdP3muRYWGyAdnHe6VZdt7PfnJXfcK9iGBbWtdi93uKPa0mJxY72x405nWeL54/Rh3eSPlNWysqtTjwfKeZo+pp8L2tu0XzdfdkSKMngp3eSFv7TKzu5QbG+nWMp25O8EHPyeo63C6lefkJ0TLuNhIrRWj+kw2JSlWvvfpFilv69SC6qoDkepINJjDUjlOAv9DuAuARr25Pbih0PTMkfDgIGk3fCE5e/wYSYwIY+vBIY2d3fJ1VaOEBKmqXYem/3lzkTx//Ex5amuwtB08EKf+/u+Ccrl29ni2LgAAAOAl48cf+rxdXV3Ndgbgkk9L6uTNfVXa7+8VV8vM5Fg5b2JGQG5Nf6rcMNr0u/m4mVVPUcc4Y8PsD956YhxZnZh4odXJrw2d3bLwv1/q5nnvjPmS4oGWZGb1VEba8zMmLERr8WivGtJIdFJOitbFwLriEQKHvefruuommeqhtqxmoZdAe4n4Q2tId/1nT4U8tKFQN82de+XIe5DqfHL34ZPEXcGGJ5F6/piFuxxpCeip554xJOaJUJO6T/d/s0fe2VctefFRcv+iKZIbp29JaUa1UL5tXt6BNs8iEh8eIiflpMpw+fK8xcN2W6PJ6blp2s+Al3aWyicH2y6qzkJ/2FBoE+46NitJviirt1w+YkziMK4x4BhCoAA01R1dsqP+UBlUa+oNrMMqkaN2HN+ZRNUuOEadqXT9yh2yr7ldF+xSGrt65PmdpXLmuENVA5Q3CiuluetQpTgAAAAAnrVkyRJJS0vTBltWr14tfX1Dt+EAMPKYDbg6M3B3z9oC3eUHDAOfgaTfzsDqYBVYAn+42j84uh37nan21D94u6nNdc3iaWbD4p7KNIyAbIRD2280BbuUyFD9EF1KJCdTBxLran3G0JenXt/BJnsWp6on+eAlZbz7I+FVXdvR5dX9coxJ1dPmrl4vVVLrl3CT567ZOnirRbBN4NoDpbs21DTJ2/uqtTXc09Quf99V5tD1smMj5f8mpMu5eenyrbx0jwS7fFmJDObeLdKf0FbZPvRr2sldOTAsCHcB0IyJipC7FuTbbA11xuWuBn154eOzUyQrxr2ypBg9Ht24T7bWm5eoVtQH7jmpcbo3JFXFS5XQBwAAAOAdoaGh8qMf/Uj7vampSf72t7+xqQE43e5pJDEbpN3b1D7oIPpwbSl1ApyqOPDqngrpGYFhXHcHyA80Mxp8AFq14bH274IK2dlgfqKro9RzQ1Xrquvo1gb+aztNBgrduoXhadnlrEs+3ihnvrdOznx3rSx9d61srvVMUG40DobbBhx8tSZwRaSdMMxARtEsQG0WFjAL2gz2nPD3d+lTxqbK96Zmaz8/mJajjTGNRJ78vJQQESZXz8z1yvJrDCGW1u5eiQgJlhmGx2Ww56HHK3cZ7psnQjQPb9SfYDBQWdYX2JX7H7Mqr0O3C+WRhP+hLSMAzY76Fnlk0z6bdownZKfIHzcX6aZTtQvO+PGMsbKjoXXQA2bPbi+R47KT5dPSOss01ZrxO/mZDn2pAAAAAOC8O++8U95//31Zt26d3HTTTXLkkUfKpEnut/4AEDjMxuhGWeEci34ngkPDSYUDrvpiqxQ0tWmXt9W3yJ0mJ2iOVv12quREhgxdgeS1vRVy27yJLt+2qup26jtrh1g/z7ygzF6Xvniplrd2SmGTqs5/6NY7HRgwdYSvX2u+YAyPjsZtMBIrd6ngjL3XaKhhf6XmTIpwrmKbM5W7fBHYPsPQpWMkMNsHu/N5ySwzYnwv81Qlw7XVTbrLH+2vkVsOy5MQk3aNQ3Gqatygy9FfZt8Hb1MFJXzRLhTwNJ6XAGRXQ6tc/ulmrW2etR9Oy5GPSmp002Ylx8qslDi2GhyWEhkuTx07Q47KSJSokGAJDTI/EzY1Mlw3rbajW94v1pdKBQAAAOA5YWFh8sYbb8icOXOktrZWC3f95z//YRMDMtrDXaMz3WVWYcUfWrJsrG22BLvM2sqMBO4849TDZjwx8Nv5GRIfPvR57eHB7g2PODIY7bG2jH5Sq6e9t1cX7DrAMy8Su0sZwfsk2yohPloRuEQd6zaKDQvR2rs52krWlcfcmVeEL149D3yzV27/epfcuXq33L1mtxQ0ulcl0R+Y7YM9vW1DDe9JPV5O2we58D7jqVUyjkV+Xdkgo9W2uhbZXt+iFeBQlVrhHR2DtFm3GzrkTRl+iMpdALSS7kbTk2JkZkqcPLF1v276xZOz2GJwWnRoiDyweKoUt7Rrvc/Vh6Q3CytlV+Ohg5Nv7avSSjRvqTvUwlH1RT9z/BgJ5kMUAAAA4HEvvfSS9u+VV14pd911lxbwuuiii+TWW2+Vk08+WaZNmyYJCQkS7OTg92WXXcajBQQKP6kG5A/8tdlhaWuHjHyOPevMMj5qMNo4IB3sYNjI3SDjcAb//CXf1NptO/C8v6VdFoxJcHvZI/Xwn2pbqboWJISHys9mjZPUqEMnuGbFRMrc1Djt8VUP8djYSJ+uK5wTYrITsK6GZL7PMnL+ie9U5S4f7Du+KKuTmo5uy+XTctMk341dRGlLh2ytPzRmoF5LC9MTZTiZPpZubFyzcLDqpGOty8ttmI1PX3crd6nt4WoYZnVVo4wkzlQi+95nmy2//37RZDkuO8VLazW6tPf0yos7S7XXrmoD2uXAE9z28yTgfwh3AaNcY1e3vL9fX50rJEjkV/Mnygs7SnXTs6Ij5Nis5GFeQ4wUquR0Xny09qNMS4qRH3y2xfJxqaO3T7p69V9Yilo65POyOq09KAAAAADPuuKKK3QH4NXv6qB8YWGhPPPMMy4vl3AXENhGa+Uue/kiVVk8J3boFn/eMhoejszoCLeub1tpwbHrubtpt1qdoOit2xhgNiapToqcnxqvCwt5W3O3beULT7XTGoltuTp7++TaFdul9WDFkKbuHnnkqGmWv5+Sk6KdZN1/8LU+0M4PgcFs/6xvdTd0uivIhdtwpnqSL95CjOvn7rP6vvV7ZJ2hteDX5y0WX3828vS2DTOcUOOptoxGA0s1BrEcCasNGu5yo45jj48/7KjuRp+U1B7YF0u/1mXm2/mZri/QxQ1R30nlLk/5qrJBnjeMcQ99HX3I8PmdpRQ8gd8h3AWMUqq851Nbi+XIjCTtTIeq9i7Ll48XT5il9Xn/rLROd50LJmbY9OEGXDUjOU6+lZcu/91bqV2OCA6SktYOyY6OkNK2Tst86sy247KSqd4FAAAAeIn1WdauHOQfuJ47Z2sDGLlthgKFvXZEvt6rmbf1Cuz97T9PmqOFXlQlBfU2k+tGtSJ1/SMzEiUxPNQSkDksNd6h6851cD57mg1VrMKCg2wG473ZllENRqvtOJzUdjaKDvNM+PH1wgPHCEfSPkmFBQaCXcqqigabwec71xRYLufHR8s/Tp4zrOsI1/UPUc3LdP9tuDzUrtzste/vIWzj+o2Erhzmbaw9f3K8tR4PVe46c1yavGPV0vnknFTT0F2vQ5W77P/Nnc3hy+f0B8XVuv2wMikh2r1wl4ue21FiaesK92yoaXZ7EzbRJhN+iHAXMEr9Zdt+eXVvpfyvuEZ+MC1H0qPC5b+FlZIaGSaTEmO0QI11Wl6dNaTa4wGe9JMZubKsvF7GRIYfKK3c1y+dvYeCXUpBY5ssL6uXY7OpGgcAAAB42kB4y522Ip64PgB/Cg7JqOSlAhlusxcO8MRQua/23RMTDlR19wR1D07KSdV+nHXKWOevM5jw4GDp7ut1KDToLHsP1XBnJuJMwl2BHb/yfteMwdiE6kfwtvxgf408snGfRIYEy+3zJ3qklaevme1DQ60eU+vfByRHhjlV1cqRgJiz6+hpHb29Ut/RI6lRYVr1qT4ftrD1FvPN6LltW9baIXes3q2b5qnwrnpvMgYQVbvYtYZqaI7sf1Qoe9BtFBR44S6zCmm+WpsR8FIB4GWEu4BRqKCxVf67t0L7XZ059MfNRXLhxAx5cskM6e7rk56+fpszpU4ZmyLxpl/eAfcOCP18Zq7cYXVmhNkZIs/uKJElWUkBfVYqAAAA4G8+++wzX68CAB8zbfc0gsMFgchsYN5jrf4k8DkahgkJcqwqiXO3PXyvHX95XaoTgKNCgqVdFzrgeJ2roVHjlvOPR9k74Z/71++Rtp4Dz5sHNxTKyyfPCdhjvQ2d3bK/pUN6TfbPal8zQN2/5Igwqes8FPIz3uPOvn6pae+y21516NaPg/P2c0qFkn6+Yru2PSYnRMsfj5luU+1GjTXNS3M9zBcT6rvWyN6q3GV8CDtMglyeastovC0VpDILjjlyc4PP43q6q9cD99U8fDw0b+T2XN2zqU5L8B0VyLUuejIxPoqHA36HpAYwCg8I/WHDPt3BjPDgIPnOpAMlRtWZFZ+W1kr1wTaNA87PyxjuVcUocVRmshw+JkHWVOn7WVvb2dAqKysa5OhMPtwCAAAAnnLssceyMYFRzmxgeiRX7lL3Vw0ghofY1kqxd7f7/bW6mgcyESOh6qK6C+pk1WtXbD+wrfoPBL7uPWKSjImKsMynTmr90RdbLZcjQoK0toaTE2Ncvu28uGj56cxc+bC4Rgqa2qT9YHDFuH6eYLack3KG/2RctU0zoiOksLl9RFXlceW182lpndR2dMlpuWl2H4ehqtGoNmwqMBd8MIARFeL7EIs37KxvtQS7lH3N7doAetgwhruKm9vlia3F2q5TdZPIjXNt0H5vU5v8dNk2qe/sNq3MVdLaKdvrW2RaUqzp68Msw6JOwHe0juA1M3Od2m95ey//t51lWrBL2dXYZikqYK2xUx/2cpban6vtHaT+CzrQAne4mb2Wvb1trUMm7jC2xVSLVQUeXKmeZfa50bJcF9fvwHLFbf83IV3Xik+1VnSE2U0fmZno1rq4+gwdydUbA4FqifmfPYf2YbNT3GvfDXgD4S5glPmopFbW1+jLrV46JVuyYiItl1+1evNSZibHytSDX0YAT1PHUwub2oac76/b98tRGYkBe0YXAAAAAAABUblrBAR+zKggzy1f7pTytk45Z/wYuW1enu4Yg7/eb/utoNw/PuKf99jW56W1ct+6PdLUrW95OECNUa8ztJcyViUxHk/q7O2Xrysb3Ap3jY+Pkt7+JHliS7HXt7HZcpZkJUts2PAP8dhWgZFR5y/b9stzO0q13/9dUC6vnHqYaTWlocJ3x2enaD8jnVlFHbNglDfDeDet2iFFB0NIKlz2r5PnurSsJ7cUa0GjwcI3at8yEO6yrc7mXKjGOL+/HRt/zdAB5pltJTbzuLvKUaEh2o+/iQ3z3DqZPQXMAliuCDKpBKlC0a5U8xzso5Izq5sWFa4rMJEZfSiM7SpjbN/R1Tk6I0meOW6mtp9Q14kODXHrs4Gzlv3fQi0EGuSHr+/Rxua14qffDTC6Ee4CRpH2gy0YjXr7+qSrt087a1GdeWI8GHL+RKp2wXsiQ0LkovxM+fMgB8KU7fWt8kVZnRw3Cg54AAAAAADgs8pdI3TTP7NtvxbsUt7cVyVnjR8js1Li/P5+e7oVlDeW401qYO2hDYV2g132Ym7Gp3aQnapJ7lIhjuGowmE2wKhan6kBetWJYTgFG7amt59G/vg0HQh2DVRq+ry0Tk7MSTENMFgbY7j8QXG1bKpt1irrqDH9eanxI/LYp9n4+HCGGFRlqYFgl7K3qV1rJ2h9wrujlpXXDzmP9d199vhZlv2UusslzR2Dzu/KvszhlfERVXEr0Bn3wedOSJdb5+W5vDzjFkmNCpMzxqXJu0XVlmlmASyXbstwY1rlLtPKrUM/WZwJIg7m2xMzdONBxn2lK4z7FEerkyZHhmk/vqKqN8I/2LxWfLUiI5xq1byivF5SIsPlsFSqozmLcBcwivxjd5lNu0VFtbv70Yxc7ff/Gqp2JUWEyokj8Asl/Mslk7Pkq8oGWVvdJPFhIdLV12/aZ14dzDs6M9kjB98AAAAAABjtzINDI3Mowzgg/9yOEnnkqGlDDgL6enuYrZfnqkH55r69X1wtX1Y0aLeu1mFuSrycZ+fk0oq2TqnuOFAlx4zaPK4eJjK2qvLGNvRYW0aTaeo42SyTjgs76lu0tkJaYEhEUiLD5McHj/16QmmbPpyyp7FNZKyMaqoyoFm4yxigNFb3UsdC39pXZbmsHjF/D3epAdndja1yfFaKVr3OETbVp7y0bvZ0moRkjNX9PMn6dZ9uqEhU2WY7PjOY707OklNzU7VlqsVOd7LDCm3evLMP9vTwREJ4mFw4MUMX7lIVJtVnEHffq4zFHGo6uuy0ZRx6Warql11OvN8Zx3cGa/foetUl8RkqcPm/cJMXsW14fWR+J/IltU+78rMtWhtf5brZ4+U7kzJ9vVoBhXAXMEqoUJfqf27mprkTtC+Wrd298l5xje5vZ49P1yp6Ad6kvqDcuSBfntq6XyYmRMnTW/ebzqcO5t321U55YPEUPiADAAAAAOAms8G0QKjm5A39AbRenhps8lVu7a41BbrLn5TU2Q13DUVtC3U8aajnsdlA/PrqJvl2vnsDSo8PUYneU+w9VmaTVYW6d6wCAuNiIz0W7tpS1yztPfpQTGeveVW10cRe9sK4jw2xaWmp/7u/n8/6v+Jqufvg6/f5HaXyyilzJcOBdmrG1+Nw383hvr2BAIx6/FXwz3o9JiVG284/yM74iPTEgH9vGwmd5tyuoOZANTNjFUb1/LlvXYHcsWCSW7dVcDBEMWBifLR0m4W7HHi2DPYZ0ZnnWqjhvnqiBaUxBOcPz334L7NWr7Sd9r7l5fWWYJfy6KZ9hLucRLgLGCWe2lpsWglJfdzZ2dAqc1PjtbPm2noOfRlXH6++lZc+zGuK0UqdxXTX4fnywo5SrXLXYGfa3r56txYGo2QtAAAAAAD+WRUq0DgTnnHFY5v2ye6GNm3wVC3zoomZcmx2sgPrZbIGI64tY79T63jO+DFataoDVanCpaS1w4FKQbYD6Z44rnRguebrHxEcJEkRnmn1ZG/Q3SwUYhOk8WCyorvXrJWXxxYfsOxtYdvwVmCHDwaCXQOVr57bXiK/nD8xIKva9A/Dwtu6e+WKTzfr/vTW6fO0cZe+YVoXf3h9+v7Rdt+c1LgD798HK6hZt3V25X3c7CUQZpLufKeoRq6fM0Fiw1wfzs+JidS9T85MjpPG7h6T9Rx6WYNV2DL+xf67o0ioYQOYtYl0v/1kf0A85/c2tR1o2ypBkh4dbho6gudFmnwGHAn7Kr9neFnGhfF8dxbhLmAUUKW4rcu5GvejKqmvPui8Xlip+9vRmUkOnXkDeJIqNf1Zaa3ssDqryejjklqtLL+q4KUO4gEAAABw344dO+SLL76QjRs3SnV1tTQ1NUl3t/1WWPYG6z755BMeDiBAmOQ0fN6GcLgYB3Ds3WtPbQ91nENVihpwQtbQwS576xXobRndXUdV5WtKYswQ19N7dW+FVx5bbTDZzmLUesaFh/o8fOjJwcqGLtvPBd5rbhc47LVNs60gp59vflq8hAcHa89z9Rir0EUgWV3V6NB8xtfa8FfuGt5b7B/k9ameAsb9xlC7otf3VkprT682hqNebydlp0h2bKRT6+JL7m7/stYOKW3ttCwlPjxUJg/xHuBpp+WmaT+u6HexVeGApq4e03DX+upG+bysTmslp55TubFRcq5psQbD6y9IVcqy3XM70hpxsFmMf1N3x+xzptl97TZZH2dtqNG3nyxqsQ1++6PvfLTR8vvjx0yXBWMSfLo+I8VQn3HN3rf/sbtcd3mloaU73Gfc7Gp/DuewxYARTn3gf2xzkd23sQlxUdqXSHWAabehPOt5ea6VQwfcoT7Y37Fgolz+yeZBz9jYUtci3/9ss/zhyKmSnzC8X+YAAACAkWTlypVy0003yerVq93+/ukPlRgAuDfwMUqyXTb33F6FB09tDuPe0dFhzH4vVtzyl8famcFixZV3mk9Kam2XLe75prrJtLWVN5jdSl58lDaYbzQ2NlIunpSpbTtVaSY5wnMnRtZ2dNlMy47x7snB/vI8HYy95+RQbRkXpCVor2dtLhXc8fM7OyMpVrbWt1gunzw2xaHr1XToQ4HqmG97T++wVagx+3jqzU19KNxlUrHpYI0eZ/ZAz+4oker2Q6+9yQnRDoe7/IG7Xw/uXVsg39Q066Z9fd5iCRSOPtIq6GnG3utkZ0Ob/LvgUHD5iDEJpuEus5CpWRtE9yt3mVXMNJ/fWKXME20Z1zoYNjVS3Yy+qmyQv+0stbSMzI+Pll/My5Ph1mxSUQ2uGer57MgJDg1dPB6eZvycE8LxI6cR7gJGONXCzvqsQOX8vHStReOH+2vkgokZ2sH3twqrdPNkRkfIEekkxOEbKqz1vWnZ8sy2kkHnq2jrkis/3yK/PmKyVmkOAAAAgHMeeeQRufnmm7VQw0CwgYAWMMord/lFnQ/vizYMltq7154KAKjKGq4s17wro2dWytuP9Na6ZilobDsYXunXgkhmFSkGWw+zv92wcrtMSoyRrOgIufmwPDk/L0M+K63TX6/f9vFWx0OtB8EPS40Xd5S1DV4VxJNx55KWdptpe5vaTcNAsWEhWkhAvZb7+oOkywMVUQaYjb+70y5spLD32SnLEHzb09SuhSMGBjPVyda/WbdHd0z+5LGp4q/+vGS69pxT4ZDggyEIR3S7WCXIm7xZuXCwkJ4Kb9iEfYfYFsZQoDM5GBXIvPWrnXLJpCynWgnCVk17l6yoqD/YmrFfwoKD5azxY4bcVI62BzSr3PXu0nmSaKeyjfF9wV4lPbNbNwsmO/L5z5kw9mCVLe+yavGqGAtPDCfV9eihDYW6afWdzlWvNnI1r/LIxn1yfLZjoVkMrj9gWpOPHqoK49a6FjklJ0X7kKz2oUdmJPp6tQIOn7qBEUx9afrT5iLdtPSocPnZ7HESGRIiP5ul/g3WzpL5YH+Nbr4zx6fZLScNDIcrpmTLZyW1UtBke/DKWltPn9y8aof8fPY4uSg/k4EoAAAAwEHvvfee3HjjjZZBSfUzEPKKiYmRhIQECQsLY3sCI5jZgKOfF45x2dzUONlgVfljniHYY7/tnWc2yHkT07UT09ThNhWHmONgsMibAQRHB5xd9Wlpnfx9V5nl8tLcNOfDXSZ/rO7oluqKBslPiNYumy9Tf0XjYi6fku126yN7m09VNwoLCZLsGM9V1nlhx4GKIkZmh28r27rkhYMVSAZa3vxo+liPrIfZYOgI3WU4xU43NYk3Cb5pr7uDD5zxev7eKtUYinXHcL7XmD08w3HzCeFhkhsbKcVW7eGKmtsPPO7WbRmdbGvozLo3d/dq4VfVXux/Zy7wSRgzIsSxEKA9/vKq2N/aIb9bv1e3b3Uk3OVIiGRXQ6tc+skmk78c+I5mZq2hqIM9xv2Kev4ZO6bEhYXItyZkuFm5S8+ZRz3c3k50OHjhs3BQgD/XR4KhQrOOfAZmhNyz1PvfS1bfC8ZEhcudC/I9fCsjH+EuYAT7urJR9hv6Sl89M1cLdimJEQcO0r9bVKX1bLd+wzpr3NAfSgFvUmd+TU2KHTLcpahzvx7dVCSFTe1yy2ETHD5rDAAAABjNVCtGZSDUlZeXJ7/4xS9k6dKlkp2d7evVAzAMzAYc/b0tmKcqZxnryNgLVXjizP7mrh45YkyixIQ5H4wwrdzloYfIc/WczAV7oCrcYGEX60fUWCDEZKh20JZMTV092iCTMye72tt+dx+eL7lxtu0S3bHLTlUTY+hDmxbkvdd0uLGE0DCEBP2N2f11ZgDY+tq2FZxk1BjOu2r2OvFqW0arZRv3Ka3dvdLlxAP9s+XbpLyt0+3XtLrN1/dWyqVTvP8Z/6zxafL2vmrL5bRI91rDRh0cz/K1IBf3fY7MZS80Ndh1VcB5X7MDYyfGtoxi25ZxXlq8ZDrQYnew92Sbvw1SuitUtYa0us9/PX6WzTzb61vkwQ2F2rr+fNa4QQPZ6j1chSlFht4etuvt+FR3OPJ8mU11PQ9u7yH+7sgyPLUyMK0YrfYDcB7hLmAEU2cDnpidIp+U1mqXx0SGyzEmreveNLRkXJSeKOnRQ3+QA7ztB9NytPahjn7hfXNfldR0dMlvF022hBgBAAAA2Nq2bZvs2LHDcib4CSecIO+8845ERnquyggA/2c2QOztwI+vDBV4MTvycO6EdEmPdm9QWlFVlFQFK9UuT1XVPzU3Tasc5Yh+Lw42eT2TYzMS7vwiBtrXOR3uMtyW8fLqqgYZGxspDV09WpvHmo5uOTwtQf5w1FSHq8xMToiWk3NS5KOSA8deBxgronjLkemJpmEr4zbzZGBItQ0c7YOfZvtIe5V1zMKC1k8PdyoyBRKzalGqo8hwGe7x48Eex9JWfVBrqLBWp1U7WcvyXXyiVHd0yXCwaUPs5vLuWzhZKto6tccxyE77wuFgfD33ezAQau8xHey5ocbxPrZ6/5mWFGM6X1W7/nG/Y/UuOW+ivkqXao/miEHfT4zZrkGXY1tNzOieNQVSeDC8dvvq3fLuGfNNPxN09PTKdz/eKJUH7+ev5k+Usx2oqGZnte1Oc9dI3b/7q8jQYIkPC9Hes7t7+6TT8OR15LPR4nRaBnpSr2Gjq5ezOgEmzk7rWZhjawEjvMTh52V1lstVHV3y+JZiufmwPN08G2sPlaRXzplA1S74h6yYSPnl/Ilyt6EH+2BWVjTIdSu2y0NHTvVJmWkAAAAgEKxevdoy2KBaL7744osEu4BRyGzQsH+0VO4y3E2zQZ7DUuMOVoJwT+XBqist3b3S0t0ujZ3d7g06eugxMqvA4cm2cCoINCs59kDrXxEZG+d8gHiwFlCqmlVBY6vkJ8QMViBEY4xHvLizTGYkx2mVbFSwS1lT3SifldbKablpDq2bqjh/em6aTbjrR59v0Qag1eo8uWSGTDzYPtLTjslKMj25MTEiVE4Zm6I951UYwd2WaEO2ZfTyLqM/APab9rawWbjBuoKdTU5hhO5/jS3XVNA1fBjDXdkmFYnCvBgQarfqkhIVGizRoerVqNrrqeeKM3UFzf/mShVET7fVdIa71QNV1Utv7UedaY37/I4Sl4Kz5oFQ9997VdvXCXFRWjBKPb9yHGwF3GcSsnC0gs5g78nG+znYS8xmXsPeUn1OGgh2KfWd3bKlttm0pfUbhVWWYJdy37o9zoW7vPC+ZlYt0N7z5cOzFmjzq+1FJSPPuXb2eO1HeaOwUtdS1d5rblxspBRZdcM6m7Fyh2yoadICmA2d3fLj6WPtVog0nvygws5n/2+9fHbOEY7dEDSMegMj2BNbinUfttSXqO9O1u9U39qnr9qVFBGqVfwC/IU6SLa+ulE+KK6Vzj7z84fVB1/rD8ff1DTLT5dtk8eOniZJB9uPAgAAADikuvpAqxQ14L5w4ULaMAKjlNm37JHaFsw4yOhIQOrVPRValS13NXb16C6nONGiymw9fVG5q6W7R/67t1LCg4PlvLx0h4IZE+Ki5ca5E7QgR1xYqEtn5vc73OJFn+7qdyBcoGIOX1Y26KY9t73E4XCXvfVr7u51aCDcXW3dvdLT1yehhoorY2Oj5NdHTPbKbQ5XhRN/5sxjapqXsLr6M9v26/5UfTBo6K/U800FBp1pX2r2XjPcdZfMqv1483m7v+VQKOWFE2br/va1ts8p1a+Lkyvj6vv0jKRYGQ7OPj8Cwd6mNumwqaLmYFtGB2azN8tgVz02O1n7cZZan25juMvBsONg98X2b0GOVzIzzGpWAdNeVcwvK+vF797XTO66vQCfJ04igCtt6E2mGS4PXwQ5sP15c5FUHwxYqlzC0nFppt91ttTpC82Mzk+R7iPcBYxQW+uadVW7lFPGpur6Znf39cm7RYd6nytLc9McLsEKDJdfzc+Xuanxcu/aPaZ/Vx/EVClv6y9Yrd09bp8VBAAAAIxU1u0Xc3NzfbouAPyscpeD1y2xOrM9EBgHm22HaPtNK0N5Yzs701LKm2Eas+ovZtUmlKuXbZMdDa3a75trm+W3i4YOD127YpuuDc5zx8/UqmV5MkgzMEisNumhoJft4LGqmmYUbPI42GuvN9Tt2/27eM+fthRrVcsWZejbBqnH5/3iastzXlVQu3hyltf2Gap62mhi0iXPbphlqMHjPU2e2ccMlzPfW69V0Blw7xGT5NSxqUNf0diubZjDP2a3583Dxv2DxNfMblZV97I7v+n7tGsrP1xtl+emxmnrOFCNaE6qc/t9f6D2deurm7SqYdOSYk23uaMhO0ceL3vPx2uWb5XHj5kh6SYtcd3R4+LnksHek433094izZ6HxspdZuzN4f5JCcMzhjTShqq217fIFZ9u1k373xkLJDnS/8Jqjp4oYZxvuN+rAtXmuhbd6/udomrT9vNm+w/rSW8WVkpxS4eckJ0s05MOVP6FLcJdwAj11Fb9WT9ycIeqdoy/mjdRxsdHyYryet2XMeXs8enDuJaA41TwcHl5vXxWqg8tDlDhLvVFuL6zR9Iiw+RPx0x36kxYAAAAYDQZO3as5ffW1tE1KAtgqDPZHRt9+tfusoDalMYKTeWtHUNuC08NKdw0d4IWLlKDGmrzZsc6PkhrPvjkmfUyW46qnn79yu3y/ak5MivlwID8roZWS7BL+aS0VjtpdLATRLt6+3TBLiU2zPnhiKEGbdWff/HlTpsqJI5sInVs1F2/WWd+IuIAT5x4OFiAzCygp1pZvbq3Uletx1PhLrM1ae/xdmSk3//bMtrZWbyyp3xEDfAbxxJe2lHqULjL+Dz1xXCt2lv1eaC1oWMOLLujp1fbXw6EZtU4dVyofj+YFhWuhTQHX5JnwiyOtvRVLQhf3FkiqZHh8usjJmktaJ2hqh86UwHRH9321S5L8YSfzsw1b0nr4LLMP1849irY39IprVZtPj3hxrnjZVOtvoJOQ2ePNHX1SPwQFTadeeqZtqXVPgc5vg/VL898JnsVvdxqy+jm/mGolrwjQYfJe78nW3t7ktmnFLPnofG1ShkUzzJ7rbVbJeZVheCdDa3y911lkh4VLtfNGS8nZKd4eC0CH+EuYIT5prpJuvr6ZHVVo+nf1cGYgeT0m4X6loxzUuK00Bfgj1RK+7bD8rSzD1U7g+OzkuXDklrL3xu6emRJZpJUtXfJXYfnS5aDPeYBAACA0WjRokUSGhoqvb29sn37dl+vDgB/qtzl4LiMu4NpvlbRdqB9yACze+PKCeNqsMh4pvmE+Gh5YUeJbKlr0bavGvw6PTdNTnYgFOGNQcdDy7FV0tqp/WyoaZb3z1wgESHB2rEWo96+fgkbZNTLrFKWas/oiefoU8fO0AZO1c+4uCjpNCml5MjTM1Cqz/U7+/wwTvRgksaTVYQCldlz0l7owJuvX3/gaBFC43Zwonihx2j7ZasV8eZb2MDzQR3DNnai+N3CSYZ5B+dIdRlHORLDLG/tlCe3Fmu/q0IBqsXWH4+Z7tTtPPjNXkv7TvVY/3j6WIkMdX7/7ytlrR26rjh/31kqR6TrKyQ68zg4VLlrsL+5+VxVgS0V3BqQFR2pVSWzpu5vUkSY3Dovz/XKXQ5U6FP7T7Ow278LyrUg/GCVelKjwrwSovZmiN6RZarnm3qtqHuuxm7prOSNbe9Y5T3jJCpHuSbMzuvYbP8xKSFa+7e0pUMLdg2obO+SeBdOChkN2CrACLKnsU2uWrZVwgf5dnRabqr2Ya6qvfNgf/dDzpkwZhjWEnBdQkSY/OaIyRIXHiIT46O1QJd1kHFZeb3cOX+i5MUf+EAAAAAAwFxGRoacfvrp8vbbb8vu3btl48aNMmfOHDYXMMqYtwxzbESrx/0+OP7FQyN5avDcbAh7a12LVpF8wEBVrCFXy+Tx8NSg42ADom09vdoJdgvGJLi07I7eXm2guKW7x1JVy7XKXbbrmBcXpR0jGnQbOfA8Nm9L6ZyhAoCeeKwGHfR3YFqwFys3KZ7aFWTHREhpa6f4O+v2nwPsHY4fKjQQ4BlZhwe+bQbMfVC7y9i61RNV9ewZH+f4CfQDW2JbXYtWrUSFO66aMfbQ/nKI1p7OcOQuv7nvUNU/5Ws7RQQGY105UPnBtBxxhwqc1XR0aY+heu4kRoR69cRuFcozVpYxe7443Jax3/MVGpXVlQ2ytrrJsv/JT4iWk3JMQuM2rebMP8M58poYbD1tX+e21M2a3R/1nFFVegZCIWbb1l5VMbN5F/73S60q3jtL59tdX3vrbW+aM+zddzPnvv+N5fcXTpiltQENBIEQVH6rsFLaevq0qrSOVUV0rLUo9FIiw6S249Dnw0mJ5tUozfbb6VEHqhlvq2/RqnX1HdzPRIWGyNzUeDa1CcJdwAjy1MEzKroMnxKOzkyUHfWtUtPRLRdMzNCmfVBco/sSEB0aQnlDBITD0uItVejK22wP+Dy4oVA7QJpr8iVafShQHzJSo2jXCAAAADz44IPy2WefaW0Zr7vuOvn4448lJCRwzqoH4D53BitV+GckMRssVwNCKuDkaBBL0TapyWCQMQPhzqCwp4bThhrHVccL7V53iGWrARxV+UtRlbVUyEtVATOTOEgbKLPtpM7m14W7XNxG7oaS1lQ1Sn2nPgRgux6eaMtoPj03NlLmHTxOZk1VMzt3Qrrl9e3JEESZSfgqJ8bxNqODUZVLfE0FHl7aWSrf1DTJkRmJ8u38TJv1Mq3cZWfdTasj2vk9EKjnm3XFn6l2BnCNrKsGKXWd3drJ52MODup6m3q/MrZu9WY+uX+w8IDhsnrqtPf0yk+WbZWOg1UI1fa694hJHg/4OhLe8car0N0w391rd2vVJK19fd5iGS5BbgaAHHmuDTZLSoT5WIbaT724s9Ry+aScFNNwl/E5p/ZpZtVXHQn3m4VbLdc3hsjszNM/yP53oCKo2XM1xF41IDsbuNqk6qjjFSk9z5HPA2atDv2VKr5wem6q7l7FuFCh1VtU+PG+9XudetzV50trj28pliMzkryyfiNJsIPvNWEmabmBrwaqmrF1ReOevj4JJV1ninAXMEKoMztU1SKjnJhI+f2iKdrv66qbtP7t6k3r3aJq3Xwn5iRrSVggEOxtapPvf7bZ5kv5wJk0t6/eLX89bqaEWx00VM/7xzYVyQf7a+SJJdO1lggAAADAaDZ58mR57rnn5OKLL5Zly5bJt7/9bXn++eclLs7xEAOAwPxOrU6MUoPJkxNiXA6jzEmJl09LD7UtCjSqKrg1e2Peg7UgMmee7jIObju6nc0GW73ZltHaYFkbRwar1XNtd0PrwbPwRcZEhWuVwB45aurB9pQHBoDMAkqHbsf2hi79ZJNkRkfI9KRY+e2iyS63VJqTEqcdL3VVYVPbkPN44pGy93irlmk/XbZVQoOC5IY5E2R6cqxlwDUjOlwbhFfHw7r6+rRBc08Mkpk9HvHh5q2ynOUPVazeL66Wp7ft135X3QKyYyJlSVbykPuEIHfaZg6jgdt2tdXUA4umaM8ntT9TTyd7gU3H1kWGjar8ZKSqHHlLcUu73ftY3a6vfqe25Tv7qizBLkUdvz4U7rLlatWxMpMTpY28URErxM1dz3AXCjVrL+jOa9mVtoyqjfG7Z8zXbtfeuF11hz6IYu/9zLj91MNhXrlryNV06rln2pZxkNe+GuuJGmRd7IUEnf+c5gA3l2l23x1Z5F1rdstbDlQb8wcqZH/34fo2s/7kzX1Vg/7dkRhdYdOBfTmce77be64b9zvj4yLl7PHppvOGBnuy7uzIQrgLGCH+uv3Al06jH80Ya9kJLjzYF3xHQ6sUNuvflM7IpSUjAseEuCg5JjPJ7kFk1Zv5oQ2Fctu8vINfvvrl0U1F8nJBufb3a5Zvk78cO1OyY71XvhkAAAAIBOeff76kpaVp/77++uuycuVKueqqq+TUU0+VadOmSUKCa+24APiv+9btkS11LdrvexrbXB5EDQmws6lPzE6RT0pr7Q5g2xt8dSXaZebU3FSZlqTCdAdCESpY5OoCh6MtozLwCCeYVNZyZLB6WVm9PHmw04CijuWocJczVRDsPR9VNXcVFnPH5VOz5bkdh6qeKM5kXhx5GDzxWKnwljrG9TuTChTb61stA8KvnDJXOw7W3NUjT27VHyu+bEqWhJo2DHWO2ePhubChndfgMAY7fr1uj+7y3WsK5NNzjhhyG9jbHZqHM31Dtfx7YkuRxIWFym8WTpbDXWi5Gmenyp4KV6jjr84Mxjpe9ahfq/6nTuK1V7ln6NuyvTXrk4I9rbW71+7t7jMJhSZF2g9Imj3/XQ13VTkQ7jK2vvNEZT5Xw4TK2qpG2d14YD83XIyv2yAHqvANxuzhstkkhnnUszNyiIrKGw3VzMza5potXN12d58+2nLZ5CyH2mcO9tRzrC2j/QVYBz/MK3eZX8/dFqveaMtoxtG25/CMoZ4WvgxajzTGz0D2nuvGIKYK0B+dSWU0ZxHuAkaArXXNsrKiwfTsk5NzUmymv2eo2qXOdJuTypnZCBzqC+Gt8/Jka12LVipVPdcbOrqlxuoLjErmq+kX5mfKf/ZUWIJdimpR+rMV2+SfJ82RSCrWAQAAYJQytmBUBzgrKyvl3nvv1X5c/aze0zN4iyoArtvf0i5fVTTI5MQYmZNqv9qRPep1PhDsUrpMUgqODna4OsjuK7ZtEfX3097ddnbwx97sJ2TbHqNzaHkOTvOU47KS5EfTc7VQQs7Bk+IyoiNcCgEat7kr42jGCmtmy3d50N20Moj/VZNR763pQwTZVBWvpu4eSQgPMw2oeWpdI0JtAzGeGh/1x3HWVpP2s6ZtGe08c8yDOVZ/l+HR0Nktj28u0iqVNHT1yJ82F8lLJ872yLK31DXLrV/ulOqObrl4UqZcO3u8xx5v1Z7wF1/ulPU1TTI9KUYeOnKqpEQ6H+p0JHTiSf1O3EcVVO0x9LqzDlj1O9HCdKj3K8cCqcYgkPtb6x+7yuT7DgSHzDR29Uj7MLeqs6nc5W5bRpM5bbNdNuXChlyu+iyo9v1DUS2mrVW1d9lU0EmMCHNonKTLqsLcUNst2Mn3op7+vkGrcdl73jtacezfBRWyvrpRFmckaq2LO/v65Omt+2WFSUckb+ybHdkfTIgfqF0Go1Xl9fLE1mLtOaiCiKfmprkVpnPkMU4eJHhrL4z6yKZ92nekm+ZOkNlOtHW3Z3lZnexsbJVjs5JlkknFZX9g/Axk7zVpfF3TdtE1hLuAEeCZbSWm0388fazNBx6VyFdlfa0tHZdm94MR4K/Uwar7Fk7WyqWr8u/P77B9HTyycZ/kxkVpz3H1vB84gK2e7ZdPySbYBQAAgFHNevBGDdwMDN5wFivgn8paO+SyTzZpg3Tq1frg4ilyjKFd2FAM48emfrNujzywoVA+PuvwQQd1A+2AvDGMZhx4sLdpPFG566ovtkhRc4c20KmOwd08d4JNqzd7VMUa71Xusp2mjrFMNLQrM3uoHXmvCPZA1Yr8hBj5+rzF2u/q5D1VqX1ATXu3NshnOuhuWL/XTp0r3/pgg25ay8HqOq6amhgjR2YkyiqTk24t6yGeoQaghxJ2sGqSWfDS3comA8bH6QeeI0OC5czxjneEUAN7f9m6XztONykhWn41f6IWKlD8MNtlyjx0YD6veSBk+O+p2t59hq4HnvLUlv1asEv55+5yOWv8GMmLH7rloSPbQZ2kroJdyrb6Vvnv3kr50fSxLlW/S4sM025R/Xi72dPAU8TRQFBwcJBcMzNXe38Yqt3lXQvytWPdprfr6goPsoxgD7apdIXxtaVazj6weKoMJ3ttGQfea4YKwDmy+3UlgKgKO3xccqgiaY6DLTV/s3aPTNEqiR4S5uBnutbeXodf0/YqdwU5VLnL9u/2xjB77Gzgi/IzLb9/tL9GHt20T/t9WXm9pEWGy/aGVm2fNVxhY4dC8V6PngYm9V5wz9oCXVXNRemJWmtI62DV1cu3ufV4XDd7nNYByLqDkDOfDe5cs1tqD74f3rOmQF499UBFVVd9UFwtd645cL9f3FEq/zp5ruXEC39i3H3Y+47Qa9jowRKkfY5X+x9PBIlHC8JdQIBTZ8Z8WWl7AGFKYoxW6txIHWxQZztYWzpEwhnwV7NS4rQDjurgttnHBXXQ4ldf75Jnjpspjx41TX66bKvsbWqXe47Il5NyUn2wxgAAAIB/GWhjTqAL8H9/2bbfUn1BfQe+d90e+cjpcNfQI0uqmldPX++QB9nPHj9Ga/EYKHJjI7Uz6LWAlQRpleyt2dsPOjvAZxZYqO/skTqrauNdhnZIg7VR+9uuModuwxXmLeMcq5bhyD1IigjTqqqrawcdbL/iFsODUdLaIdvqWxwKUJgNJ6vqJe4MrB6WFi9V7Z2Dh7s8NEKs7qujg2sqcKWOCw+ECVXYy1OV9oyDoePiomzauA3mm+omeWFnqaViUd7ucvnJzNyDy4qUalVRxh9LeA0xIGxv65rlJQZCeMPJm1Xm9rfqgztFze024S6z/YojD7OqgGLt2e0lLoW7JsRHyztnLJDhkhQR6tS+WrW+PWVsqtv7kKHmNGuxO9RzxRMD7u4EVozXDA0K1sa+vKm2Q//e0NbTa/fzk3ovHKrelWMV0/SX1RjeY5v2yXcnZ9mtVhcVGqJ9llH7GbWdjJ9rBmOs3OVoYD/ImYpnJs8dtR2jQ0PkO/mZ8i+rTivGdRoTbXufVXvOaUmxDoeXrW99ICAzQAWFmgcJeLu7yzTbTvb2B2+dPk/7V71fh9vrPTnKWQe7Bl53H+6v0U4AeGDDXm2/dZyT34nM96367e/Mx5FdDa2WYNfA57bqji4ZE+V6a1vr5636fvb0tmL59RGTxZ+o7Vja2ulQi1jjCSufldXJMW98LSvPXSShPPUdRrgLCHB/tVO1a9GYBO1sTOMO0diSUR3U8sekL+Ao9WVAVfD6wWebpdvkSIU6C/Nny7fJ08fOlMeOni57mtrk8DEJbGAAAACMepdffvmo3wZAIEkztGWblWw7wOWJcJcyEiu8/3D6WO3HHk9V7jK7gk2bKwcGutt7euUvW4tluG2oaZZfry3Q7salk7O0UIRZFGWoSlBqYEcdd5yTGqeF6aLDQrSwlzvMAmX99ra51e/Fze3y5r4qm3lMx7KdfOoPFXIbzpiS2s6KqmSh2td5gyOVWQbz+2/26i6roNdAuOvwMYnyVWWj+DvTWnF29pmRhhbYKhSrC8MNU5DNmyF+R8JqZjfv3xE+9wwMYJvfb+fayNpUdBrkRTfUw5zlQMDW3de4I8t0hu37pfefOU0moZ+vDAUWfjIjVy6bkuXQ9nGmlau1gUp49sJdC9MT5Y2DwSBXKk+qajkqUKV+UiIca3c62Hu/I9XH1NVVKO3a2eNswl3WYztqzCcqJFjarcIgdgN29sJdg2ziwYJdB9dU3GF22/Y2XboTobyRpLKtUwsxqm2lPr+o8GnqEC2orakg+K/XFViCRaq6qzPMW94a5+l3OTDpjWD1aj/8jGR2F+s69QVmBhhDYAOq2zu1Co+7G9u17xwqGKpOyjnKpIANCHcBAW1zrXnVLuXFXWXyQUmNfCsvQ0v3q7OzGju7bfpHn2GnhC8QSNTZOj+fNU7+sFF/NteAmo5uuUYLeM0g2AUAAAAc9Pzzz7MtAD+iwjBfVzZYBgLUyfunWlVbDzcMoA/WtsmZgQczjhQO2Nfkepslf9TvoVBEvwPtMB3ZvuoqN82dIJ+U1MpXVY1eastou6D9LR3az0C1/wnxIiHBQTI9KUYbbBkYdBmqEtQ/DFXHTstNlXsOn6Rtz+KWDvmstM4ybBYTGiIXWrVPssf0fvfbGXzrP1RFSFV87zBpb+mJzqJDPRbDGu46eH++qWmSVeoYsFbNJUjGxkZqAQFPMO5C1PZVz9ETc1Icuv6CtATt8R+QGnko8Gfv4fC3EJCjIVmz15ivutl6Yht29PTKsW+u1n4f2A88tHiKZX/h7GD2cLen3NvUpoVH1GOiHpbcuEiJDfNO/YtBw1omf3x7X5VWLeqMcbav04snZWmVH7VKuwePg7t2y469nxkfv5aeXuno7bUJKjrDnfesFRX68awSO+EAbzPeBVXpytEgvNn9dzRDr1oo3jY/TyYleK5amVqdG+dO8PhjaRMMDLK//xz4HGG9PzVWbTRW/rJ32/ZajrtzooJX2jL63buZ++PTP/x8i00VMkfDai/sKJXXCistl8/PS5ebD8tz+PZbu3t1YaHWHudabfebtFW1bSfuOLMTGOKGeI8ZCdXTnQmw2XsN/N/732hVZ60/q5+Uk0K4yw4qdwEB7K/b9w/694q2LvmitE4un5KtXf6wpFb3ASk8OEjbQQIjwQUTM2RtdaN8Uab/wjdAlXpXFbz+vGS63VKodR3dkmx1UAkAAAAAgOHy+t5KeXqb/liPdbjLGChwZdDK0VCCI22Y7lm7WwJFd1+f3PbVLi08orabuns3z52gq4Zhb3DCmYEdxWwxdx+erw1YqO2vggWOtJRSVStUtX1jsOvAOnlmMKjfwWCKCkA8f8Jst5Y9UFVKVeG48MMNNvM7FO4ynaa2qe30gRDNE1uKTYNdyueltseQnH1VPbfDvKuC1Qq6TT1vhq4ycmifsL2uRV6yCtYtHJPgsXCX8e6ox9PYwmwwGTH6Y3LWr4VAqRdouq+ws2817nONocjhGtYdqtKeI6zHFbRXVH+/3LBqh0PvM/PTbLsoDPeYtjourE4AHvCno6fJEemJw/5cGR8XZTPt45JaLfBqFu5aOsTJ+eqE/t+s2yPb61vk2OzB25I58n5mXGXVKvXTkroh18OZZTqjqcu8AoyvObO/cqgto53pW+tbtFZvk7zQiKS8tVNKWzu021b7iMSIsCE/n/Q505bRZCtZz6Iqh/VaJbN6DC2rjWFYe/sxe59t3XlP8cbuaQTkeHTMPlsZ2+4NxvhZdrDvNf85Za5cYPjsGBlqGzjNiI7QQkIqNFXV0SXtB9vZ26PWQHerxnVw4jEzW/uhTuYIhKdEV2+fNHf3SEJ4mGn7VvOgtnNV9syeT74KwwcCwl1AAKeiHSlTfUF+huX394r05ceXZCV77eyU/2fvPMAkqao2fCbnnHfC7s7mnBNhlxwFJJhFQERAVERQ4RclKAoKJjISBESQnCUvLJtzjpNzzjn+z7kz1VN1+1bVrerqnp7Z8/LMw05PdeW6davOd7+PIHwNvni+fclUONq4Byo7xS+Vitu64IefH4B/nDQLcrgH6Z21zfDLTUfg2jk5TChGEARBEARBEARBEL6Edyzg4f9s56W3rHMXvmBHlxO2HAhgBbjM6HBb8/IH+gcG4UvOzR4dwLXobI/FzRQdxnlJMfBafhXsrm9hxf73imvh5IwEOEcl3hOhNzjNqQKhrOtUXnM7/HVP0ZAwDp22QoLgjytnGH6XL+Ao9TLP1n1Q6tNfLZoMC5Jj2b81EXgcX1aie5gWq5eV0XWA7npYaPSUtl45cYOy7nwp08mUVZHLhJVDiu/c0BGOuSdxjoQxocGQGRWmG9vjL4iKk3rlYzNxl69woskQCSgGJfdPbKh7Ed7XdxBetGxVuGuF1cNRUqKid3AgtguhbGA+v3+v+HQvO0cmxUbAb5dOlVrWy/lVsG74/vZq/ogLjgiZ27boGu+w6IgjEqB96+PdTCh25cwsljRjxrHmdnjpWCUcbmoHfwPv31kSEZdWxJVGDj5Ou/soV8KHpbXw6IFSzXn7Z5NIXytrEmCyL5hQpF8cyyj6vt41ayeW0QxP97gwktLAuZfdCQOGxPSjdZ+wiqfnpZsY0DBG070fFCz4wt3Lprr6fz9bf0g3+cq1Dtzv7s5d8ts4aGOwjNVHKV+fGhXtXXDThsNQ1NoJ8xKj4S8nzjLsV5u5S1vZXmVQCOEOqToIYozyjM6osG9MSYe9Da1wqLGd2UCenjnkzFXY0gEHG7UdYYpkJMYb2LHAF6aVZfW606CD1w+/GBJ4TR8eifJJWR3cuS2PPUA8sLsQ0iNC4eQJxiOdCIIgCIIgCIIgCMKXDPjQuQv51sd7NL9vuXSVJTGaPyGK7OEdJfQ2x6pLll7U2P6GNviodOR9BYp+zjGZV1pkKFw0KRXeKtIO2HQKs4Kzcr609vTD9toW1+cyhR2e4pZOuGPbMegycVHgOdjQBlet3af7dzO/jjiDdR2w6VonXpI718zKggzOqcoWkqcgRrehGx1fcBW5p9gFi9A8bRacddCRDn9EoLsY/qx4bZPmc39raYQiJ732w02U6z/iLj6OygxZQxZx8Vbg9uHjAxvoZcEMJqTcs2K6dhk60+pdk4qQiT/Httc0Q01nD2uz8TBgTO7U4Zi+Jw+ZuAd6GMvohLjrWEsHc59CHtxXDGdmJZlGt1V39MC7xbXCv6FboNp509fcLxBAVXd0Q3NPHxNfoDgH7z3KOnri3MUfk41VjWwfovABY+giggPh7OwUJvjHWsdKzo3OSJDrJngc9Kzf4CaUMYhlFIlzeLG0W/tkMZbxuSMVcMNcXsgviYftg+ga19t357y73fXvV89eCNnR7u5+YwUr4p2PSus0v/83rwp+vkAcF4r9UPdlDTojqlSdZ3/aXaj5e0mrNnbY6vICHI4n9vW58e+jFUzYhexraIP/ldTCNzin3ZDAQJgaFwl5zUODgpBEnfbZymU1RjSOowKJuwhiDHK0qR02VLkrjqfHRcJNCyaxTs/+hlbW4Q8dVsh+yN0ok8JDYHmqd22HCWI0+NmCSez6MMrYxhdR136xH+5aNo1FHNy+5ZirG4X//+22Y/DEKXMdzbInCIIgCIIgCIIgCCMwRsSIAQdGNKODlVP06FXT/BBR8cQt7kfvuw5tpluNUmLGWDBBNyO3dXJmlUznM3G4iMQL3GTOvB/Pmwg3zM1hhT78/l3b8uCDEu37SRlwkJ4RuBvdxUxyxT1P60abq5qgwmT9nEBWDqcUxifHRsI5OclD+wYGHX2/pRT51DR0+2dsmrcQNaN6Z5l7nK7c95xG1N7geSWW2YlB960T0+OFdQleZAgSIg+rRW1PqOvsgWqdpAenQCGqU/BuVS8cq4CNqv3+47k5LnEXOmvyjkeexTI679ylCLsUXjxWyd7hG2HUdp/33g43wflo86/D5fB64Yhz2mW5afCLRbnS/QijSbJVzqmtPX1Q0KJthx89UML+f2lumru4y2C+dlyKjNwq3Y+ZsagTz129eeO/u7nzTm/9ZEQ8i5JjYFddq+v3iyenwRuq4+W2nuA8MueBhVTDUQfboJVpca7twlo01p1l+c70CRpx6qkGsbItAucuswErMsfQrOlsl3RO1cPMZdls+fOTYmBv/ch5e66J46/ToGDVTOBvRTxtZZDRaInhxwIk7iKIMQiKtmJCgqC1V9u5QUtbRc0+NzFG05B+zIm7zspKFubjEsRYB0fE/GnVDLjhy4OG03X0DQzHMGbD92dmwlOHyzV/u2XjYXj61HmjOgqIIAiCIAiCIAiCOH64aHIqc6PGagQWsNRxZUgVJyI52Gi9kJwYHgJ/OWEmc93CF+zvFNbARpPIEj1uW5xr+uztL4iKJ5+U1bPCkgudgoPVAp9e3SLA5nyFrhs+imXUi1KUeaWIziUofDrW3MG2AV1Y7CDlvAD666f37QVJMczlBNfPLoeajK9Bqy5gelg93ljcL2vrcrn84P9bevpsOa7xiFy3EsKdKTPdvT0POgUiEm+/wcZl/n5HPqznolutOXeJDxIWYjGGVeHTsnoWSedy9BkcRUEa51hiBsYJ3rF0KqtJ4DWG71VF1w/G6XkSUeYNeJFoRFAgrEofik50irquHrh5w2G2b9DF6+ycFOHxRfGUzF5XO6vxYm61/mPNhETYUNUInRKuiBixZb5c7e/J4SFw5YxMcJLeAfN19Wdz0M/L69kxwHVcMyGBXRvuQs4AQ1GS2znATYIimf+csYD9Oz5sRDBjtFt21404bKpZnhoHW2uaXb8nDs+PF08M+si5C13OsP2o5UR/akfYfQ2t0M01XHqLNhKMKNdRYpi2xmMmQvLG6Scjnvvp+oPw9nlLYCyAzxR/P2m27e/z55/RuYWiRqtRwTL9R9NjYuEeKetaaWWgB/93X5f03fv/4hWQdQGUOSaueUpPefxB4i6CGIOclJHARmCpFbsTo8PhFB1lM0Y0lrVrH2DOyk72+noSxGixNDUObl4wCV7Jr4KSNv2HVuxKPHagFNZkJLCHbnyxq1DV0cMeMh5ZPUc3I5ogCIIgCIIgCIIgnCIuNAQWJesXm77khAciBx0zIoKD4MSMkYL2Loza0zcuMCRoDA0aFBUTsAiqFnfplRusRncNGrzPSw4PZXWigOHR+HbnZzUqUn/eg1KxQu5eHAG6BXv8mzKgdHN1E9y3SxtxYxWzQhD+lZ9E69wl/t6ti3MhNzaSvTvS+64ZeqsWFRwEKRGhhpGQVpB1OFK2Faf/694izd9OmZDoiLhL5ALmlAjjy4oGaOEGM7P5g3dZW96geSdo55w0EhGqQfcodEFKMvme04jaDDvLjgsLYT+IkhgiM2OR0HE0xTveMATpGRiE9VVD9+kpcZG6166spg6/GaDn+KbaeRgFec3n+zW1Ij1kHLh42VVaRBiE60Sp2gXbRzMyo8Pg29MyoLy9C76oaPQ4VtQKZnP91eajrn9/euEyiA4MdBPKv5xfBTcvnGzBuctdHKYWdck4/eRzjl7KfFBkqhZ3RYUEsWhHjFzzVExtFfx+d/+AmzsdL9YRrYve+pkJzgJEDqQmB9nj9inA3jyPJ7OiIN5B12D/tAqdu4znL2WC5uB9SCQ2w35xcGCQ7XV0d232Lfx1o7d8NzdkBwbM4CARQgyJuwhiDLKrrsWts/69GZm6jR2fXZwVFQazEihujhjffH1qBpyQngBXfLYX2lQvhgIEnYgvKhshNTwEpsRGaB6C9je0wT078uGuZVO99rBIEARBEARBEN4gKEj7EhH7s319fYbTOIFoOQRB+C9WRlDzBI+h52SZGDW9opJl5y6db5yamcR+ZNlX3woP7y+GCm7AppOItnlZShxcPzeb/U1xtuDjPDF2rb6rx+U+hOcROh+hQ1FmVBhzVB+KDPP8HJkUOySS0AML/G77XO2Y4kUFiZ7IbnlaHNy7coZjy5HdhPiwYF3xnVN7ISY0iInX2odFIgEWjzKmSzxxsHT43BuEGfHR8IeV0x1dR6vctT3P43hbvXUXNZNmx9MrohXBMj1N6dUr8g5Kior+b8tRSIsIhV8smgzZwxGw3kLCN8nZ5Q0vMF/gbIb7olyiXcfjgwXz73yyB/K4+fDHTkbYpV4v42msiWBEXDM7C/55cCRujY+OVKfO6IH3kBvnRzFHPaG4y4tHcUlKrPS0ymbVGsR+CkV+Jr/rbdvOuhGRliex0O8V15iuk0JhSwfcu7OACbeN4r3582tQRwAjihXfdMlKrduZqM3SWa6RyEe5jlBcnxMdzn7H4xEbYiyP8IK2S2qeKcdRisySlDi4YW4AO+4o9JoQNRI/yvNFRYNlB0CZwRlOpmD2CNYHI2mzog3EXSbryP/d11GFss5dRu6Stp27xs5jps8hcRdBjEGeVcXHIfgQdHaO2IkLO0uflGnFXWdmJ5NQhTguyIoOZ3bhv9h0xPUZ2kjj6JRH9pdoOhk1Xb3MCjg6JEgjBvuwtA5mxkfBt9VRDQRBEARBEATh58i8zLTqRkMQhP+BhY2m7j4m6gjhYhxlsFLcxxfy6pf6ijvTWEDG+Ug0xQlp8TApJsJaGzoIUNPZDUca21nsX1pkGCvOY/Qb7j88SncvnwYzE6IN1wcFVLvqxAV7x2IZdcQ7c7jCu2j/Nff0ucRdKCxQoudQtPDM4XLmJuPEKTIjPopFSOH+0NsGfu1ey69iMVTpkWG638N1Fh1bK8WkmfHRzJlpDyes6PNUNcMxKBmXiM58IjcMs9gqK5yRlcx+7ILnjdplX+1Mo7vb/Ky/ohtxKMCO0M4bopUBL/QD9QRoonuDqDCP7pP488DuIvjbSbPAm7gJlry6tCFnIuR5zhnJzHUT31uHB2OZPIC1RUUtnW7CLpGw9IT0eNhYZS9i2W3eksV8I0TiHe08zeeR19wON64/BHVcdF9MSBD8edVMrx5DK/0p5f6INQi1UHT6sHubfpth/Lve9rUL3A0V4nXcGfmtGdARROndJ361+QgUt0pEenLnpWh2uC8GAszlllbib40FI0Mt6i3DLmpqHtijdbhUg4JEp5ERthxPBgMYRc/i6CU42Oju9Cbqa137xQHbx0R0fmFf0hfOq95sjz3BPW5WXkAqwkr32Ow+cjxD4i6CGINcMCmVjY47OtyxR+FJV98AhIQGCi3m+exqimQkjidWT0iE782YAK/mV8Fvl05lo2T7BgaYKPLPe4qgRZXXjX0LFHbx7l4P7S9mL2Qx7pEgCIIgCIIgxgr4ctiscCczDUEQ/suVn+6DvJYOVkTE4rgitjHi+5/tY+IjLO61qZ6JrYq7UHQj4ulDZXCwsQ1OzUyE83JS/KJQ1S9VsHGfZlFKLOToibt0loWF+5s3HobW3n5WhH7ilLnMfUvtXKN2MNHDSCDkabHINR9h7JFoeaLvjvz7X9xAVIy4u2cFsAF0mCCA50CpStCjty5654rRKcTEXdwKYtwTOo2guEsvbu+POwvgwkmp4AkYtVnV0e0m7tpe0wzf+Gg3+/f/Lc6FBcnyLjB2C8LqghvuRzy/8SMmKAwAiPCCW6cdnjw04uajuOYrYNLEdoyK9XOEogObzl2pEaFQ2THi4nT+xBSvlDOFEWcezjPAoejOTVycnTfgF+9tbfKR4ci5YyJhlsG+wKhgJT71/eJaXVc5WSEQz0KJtsiJ+4t7oZ//u/kaF7Z0ugm7EEyvwXuzN7ETz8uLgdT3+UEZIRT3d4xwvXH9Qbhp/mSYFGvsbIcCaNylelHAbvsbBVZC8ZT7dw81tkkJu4Zna/oJLpe/BnDtPitvYDUbXFfclQMWHBKN7pFWxCQojsPa6cyEKDh/omf9AxF6q/LfMxe6IrvD9OJuLfBBSS3ri+O8MD53dkK0KyJ0PCEjpH/t7IWsL/iXPUXwWoFxDr1objfMzfFgDc216Wab4ISToifItN1tvX2avhyCz0AirAw08IPHR7+FxF0EMQY5PSsJTstMZA8+9+8uZJFyW97fAefkJMPXp2S4Mt1FkYxT4yIh18TOnCDGG9fNyYGLJqUxJ6/qjm64fesxNoLqmVPnwj07C2An9+KI72LgSJZfbzkKz50+n424JQiCIAiCIAh/54orrnBkGoIg/AjBC3EUdiE4ABCLFj+cnW06m/ruHreBgDL0DQ5qXibrjR5//GAp+/+XlY2QGRUuVUz2NqJawnkTU0wLLFurm+F7MzItFWTQtUopauD/mXO4jeIM7m89nJLkisQdm6ub4LbNRyAhLAS+OjmNDXYTxyMNGjr14GC6+Ukx8PiauWx7z3tvh+G64LuXYJ39YljqZBFLwo99gmg5nf0DLneezj4nQ3/04a/HB0+eDf6I0alfYuBo5E/IiiL0zl31tRPOFfLRgclXglhPI0trdGLohPtn1EI3PRND2cXuIVQK+XgtGMWF2o3qmpsYLbEOngvhRI51mnlKzGOtwO0N8cWZZOX4DarqbtfNyWauX6GBAZwroblQCR1YMRZ5W+1I7OLm6mZo7TUX4f/vK0sN/x4gaIPw/v6foxWafoAoarimQz9u0k4s45C4K8DtHPvz7gJo7B7Z1uvnZEv3uwxjGYfXoonFSfcycQl+EhnsfhZi3ccpEZSZKF6NmXjPKo3dvVCsEtSjs6c/UtfZwwY+KCL0mJBgiNERKIowi2VU2qJgAyc+9TklOr+sOGUFOCDe4lEMXhQ+Ka2Hc3O0zy/e5ECjVrR1dFi4LHKqlDk26KB3+ad7pZbta5eysQSJuwhijIDZ4pNjIiAzeih3GB/y8OUYWlkjXf0D8GZhDbtR3zh/kqsBRcW7GnLtIo5HcEQPCru2VjfBb7cdcz0ooDX2QyfPhueOlMM/D5YZKsebevrg1s1H4LE1cx0ZQUEQBEEQBEEQ3uSZZ55xZBqCIHwHjnxGx59BVTEAB/jJ8tShMlNxF45yF72El4EvUGBclBl/3lUIL5y5AEYbmYKN6I1AYau768rI9INSggeMBeQLu/iewoxZ8VFw/ZwcePRAifuynapuC+aD7xiV94no/oTiLuFXVd/lBSrIQ/uK4a2iGgurYhBGZ7C/8Hui4pjMPqpsd3cjsVpKMivMiYrlVpFxHlEfgR21zbC7rnXYuQtY/OQpmdq2pKuvHyo6uplzVHSItTLRk4dKYW9dq8s17SuTUuAcyWLjkpRY+FjlppYeOeI2WGNDdDoaiN3txAfJTKjFf6uxq5dFuCoRm04hEwtnBjr4/PjLg6z9wh+9yFOhS5hEgdubojb++LT09kNZWxd7X+xrjIRuA5xIWn8eI6BAZx/nHqiHzC7mewhHmzpYQV/vXiBiYkw4nDIh0bXMDZWNmpWWKdrrTaHUw7yJmThNdL5Pjo1kP7Iolwme+xuqmpiI64ETZ8K5726HdpXT562bjsAvFk12a8OtwO9vvB5/Mm8iZEWFw727CjSf80yIlh/ozn9dL5ZxULC/+WWLvmvLbXr4K28X1cDD+0s0QlqvYiKK9ybdnNot1EZsuwz4zHLDlwfdXMhkxWoP7CnU1K9/MCsLrlE9x2ypbhpK2dG5HGVccJV9rpukro5lFBwfK3elxPAQ3eXrr581DjVpxVbeBoWCImdeu/0LK/dcbztsjmVI3EUQYwB8oMORGu29fXBmVjIbMYjuXGiviTc3BWzrLstNd/2+pbpZEzmHnGnhpSBBjCdQuPXXvUWaESAoiMRRpFfOyIQT0xPg9zvyXbbZetne6JaHlvr+ECtBEARBEARBEARBjB9eL6jWFJ6QzZkrHX3+RNGH+rnYCv3qiKHBQfjGx0Oxc0YU+okTj0hswBcNrBYN9SafHh8J+cOOagjG4Vw9M4s5ceEysOaGjmZmYBzk16aki8Vd4AyyRSexWGPkM5EQxaorEL63cS+LDWF0BTCBkeDznbXNcGJGguEy+UGxQ8uydr29W2wsYHNCiCfjeqRuJ7Dg+rQqKvOMrCSNMKC+qwd+tO4gcxdDcdWDJ83WjR/lwYGTGBdX3j4SJbjYQkQaxiOpWaRy9puXGA37uGgfb4Ln6H+OVVr+Xr8ofEznEN2y8bBwuSPf037x/j1F8O9jFfCPk2bDRMljYvccsio0QHGwuhahh8hFB51G8L2rCDwH+fscipCLHbx/iLZ0f0Or18RdRte9kR5BOTf4gjqPeoDyF5UNbFCyDDLtG39OorPOLzcdgTfPXQyynJqZxH5cv7+1BXpUGy7TrUExmV6srrdx+rW/kZsduns+d7SC/fu1/Co318667l54cF+JbXEXDhz4vy1HhSJ0mX4QxqxuuXSV6/cVr23SXRb/fX3nLl7wLoifE30XrDOgK3DzrtBK1OZ6eZEuuvu17XTPwAA0d/dCnMpNzglaBK5y7X3yzxj87qjlBkfgIAHeucrM4TYqOAiCAodaOjRCUcTrevc79aeeOnelRoSx5Q5aimW0dlLYaZq21TTD4wdKICokCG5eMFm6v+fJuS4Sulld/0Cve2yOXch6hCDGAO8V1zKRFj4YfVBaB9/5ZA9UtnfDrIRo9nCOnR8ExSmKsxfyMRfJiA/IEyReHhHEeARHlN2zYrpmNOmEyDAIDgiAqz/fz6yPnz51Hvxobg6zTtYDR3m8WWicz00QBEEQBEEQBEEQVkHHJB71J2dkJ3u8U40cq81QFyBk5+Mvr+VFRR2+aDBocf31CkV8cQjngSIjPL7ozrGpuhH+trcI3jMRBbF11FkBW+4VwvnI/V3ooAHGzl1GMUlWBQ9Go/dx3URf3VbbYrrMl/OrPD5peYcMHicFKmYo54XZrv9vXpUrNrKqoweePlwmvYzDTe0aYZdVkdB3p0+Al89cwCK3FiTFQGxosCu+R2/Xe6sevquuBR7cV2z5ezIRa+pB20bTisQKeEzQidFJhNe6xR2L4i67+wejW8N0LmTeybC1pw++v3afdHSTDHoOQt4CRYufltWJ18Xge7/YeASuX3eAic4uy02T2h506ZNFpnkT7RejmGARTx4shacPlcG/DpfDGwXV0MHF06IpgT8Xr/EclEXmPDJytlGEXQiKW0XuqmXtXdAuIay0un68qFJvWhSIvXSsEl5QrauUc5dIVIr3bO7j7oFBiAwJgqSwEEgMC4G40GDgkhsZ6EJpFaU9Umqo6vXwJnrCNhEX/28nXPLBTvjaBzvh3SLP6078ObS1phmePTIi+HYKs76h1e9j3U3tQjho4550/wkz4OMLlsFHFyxjglSMGNdbV0Q9C1Hf2qp7FD+92fOStwV/eC6gOBfbFox5/cNOscjaE0TbgLoFT4Wz5K2hDzl3EYSfg43/i9wIolXp8ZARFcZ+UKxS09nNOslLU+M01tpfcLnkFMlIHO/kxkYy163fbsuDkzMS4KT0eLhnZwHr5Ny66Sg8umYOXDEjE9ZkJMI9O/Nhr46l9X27CiExLBTWZA7ZSxMEQRAEQRAEYU5xcTHk5ua6igl9Fkb2EsTxChYaBoZHjp+UkcAGAHqCbHFehFrDIjsff3kxLyo8uDlWODBP5NLcNLhyZqarkIfiFWR/fSsrXCmEBAbA+RNTDZcRFhQIJ2XEw/rKJo/WVQ+z+WCBVU+8oy5SisRdimBHFr2i54eldUzsogf71qBdEYPne9JsOf86Ug7fnj7Bo2XIXG7o9FPQ0snSHvjN4teRL/L+r6QO7lw2TWpdRI5CdQbHhyc+LIQJ3h49MBQ7t6e+FTIiw+Bb0yZYcshwgvt2jsSRWUGk59M7l8ziimJCglgbwadv4Hl/93K5YyKD0H3P4jxkRb261xU7voOm4i4cVJtn4NbiFDKOeFZ55tR57JxGAa/ucg3244HGIec6FLhg3Wd7bYtLiOlE2yVziQ2aOHe6phschE6dmOd/qsSJOQJ3tHJBJC5PZYdWRMqLjazGyVqhUCJ2mj+PsEbX1TfAzmfcz3hdG62j1SPYN4j7WhzXisIr7NOgGcS8pBjtcgyUnfydW0+oi459mIjiiKgSsF/r/gf+Ps+3idlR4RAfGswcqJCY0GBL94yPOCOMAwKXyACvx/eKwYhkhepOz+OJ1S55MteTXYRC50FrbsKa72Kc++5CeO70+VLzEvUzBwXLqOvqhZK2TtP7gL3Qei1DnmEj8zTbHVYdNJenWosT/byigbkvKuyyIAaWxYrjmZkbF7ZJ6LyG85SJsD9eIXEXQfg56ysamTJfzXemTXCze7x2To72e1WNms41NoqnUyQjQcDZOSkQFxoC1R1d8IddhZqH5z/vLoBfL57CcsEfXzOHiSYf2l+i6QAh2F/51eYjcMPcHPjOdN+/fCIIgiAIgiCIsYpTbjMEMR5BZ2meE9/Ywlyn3zh3sSMuFp44d6m/K+vi4S9Py6Lt5p/lRe1TbVcvfFHeIBzcpbcHMAYGB5eZIbMLcR1jvFjANhMIzEyIGp5O9N2Rf4cLYhmvmpkFv1yUywpnuJiz392uu5yhSCbx3xq6emyJNGRe1Yi2y8o5u7Gq0TR61JNrzqoIRZlucmwEnDIh0bXvseDvFPkC0U07FwFlxv27R97HIX/bWzwq4q7TspLgGVV8pSxWhDWi46/+5KlT57FBp6e8tRX8xUVGjxnxUXBWdhJ8VGocldegEymodw/jC7hecZgRfOYN557QoABDYZfeuvBgHOFti/scd7OzE8soOo/RefKeHflSDo2i61rm3DM6Pqe/vQ3WXrSc3W9HW/inbMqfdhXCl5WNrs+vn5OjEXp7irKtrYIoPEV4ddXMTHdxl8E83aMKxdPJtsz8dupddzLXHn/OlbZ3wVmqfsSHX1nKxMLm6zT0/4ON7ZrP2wWuis09ffBBSS1b78DhOpKTyPQHeIcxO4jc35QoTieZkxjN0qIUMVl0SBATa8vy0/mTWDui5khTu/R12CsUnY78e0t1E/x0/SHDeahnIbpO/7qnCP58wkyQhQ0cMZmn3vqKyIwK07ilnmbRbMKu458VRMdJ735v5oSGz1v3rpzhzIqNYyiWkSD8nBeOaa1OcSQcqtbNXojzSnR09UoKD/XKOhLEWGNlejyckpXEOkdq3imqhdcKql0PN5dOSYeXzlzAXL548ApE4dcPP98PRRZG8xAEQRAEQRAEQRCEiAsmpcLfT5zlFsWkvAFyQvjgVCwjulF88JWlMFYQbfXjw85BRtMgHTrCFb2CjZ5jlZuYTGd57suRX7ZVzGZjJARQfxVdZnjSIkPZvjjS2M6i/ET8eskUuAHj+ZJj4duf7GERXvw7TzPxAE6/MDkWZiVEQURQIIQFBTDHMUUsaVQImxLnHvFk5SrbKRH9iI4nniJ7uJVz5ZycFFgzIRFWpiXAirR4CA0MgGqLrh0V7V2wvaYZurjzX/R+OdniO+eSNrFrz8468f4c9KGg1ulYRrGzychn1R09Xhd2Da2H+2ci5xoj0Cnn5gWT4fnT58N/zlgAC5O1IhKFWh0Rgd7u5sVd3jjeolqKNwYcPCQR8ynbfqNAQ2+fqY/n3ER58ebL+dqEGBGYGoMOlEZ9h/CgIOnoXVExX+arZsIOp+6D4mXLoxwLfh+pt3vAgfVXrpNOLuLS7JpGwc01s7M0n0UNi8b580vvmpDtf/LfFs3tiYOlUttu3j+Rw8p1ju5Wd2zLgzu35cHd2z2LrxOKJCVUbf/hUpzs0CMQd3ni3KvHhKhwePLUecxpC38eWT0HkiPk+wPoYGuE2SqbbdM/9hZ73M5sqzGPkDWKOjU7/cy20S3q3WK/ReZaq2zvZpGrW6u1LsFGYOQ03uuZw7RooITOeho58SLk1iUHOXcRhB+zv6GV2fiq6eofgNcLqtnIIqNM8I1V2ob4THLtIggN6N71p1Uz4Adr92tc7v6yp4hZ2C9KjmW/p0WGwZ9XzYCPy+rhrm15bqOTMa/6e5/thZ8vmAQXTUq13MEiCIIgCIIgCIIgCCQlIpT9YIHw1eGBR+rCgxPiLs9iGQctFWUQf3lCFhU38lu0DkR69Q+rn4ucBJDFw+8ZcJ/goZybKBZGKDT39DIB2oEG9wgVp0p0ZkUt5RAnh4cY7tOLc9PYD8+mqjq4fesx4bwxXunCSanwu+15LpHUowdK2AA7fC/jWkcz1wMA5hB2tKkdLv90L/usu7/P5dKxLDUePitvEH73utk5sK1mv+H8zZbtC1IjQuEbU9Phv3lV0t/5x74iaOwecXiZHBvJ3nHJsLmqCX656TB0DwzC5JgIeOa0eRAx7BqTLYhYs9qsoBiMT6oYDRanxMI1kAUv51cxxxbPYhntRXP56jWi6Fr/xaYjcMvCyfC1KenS80GnHMUtJzpYXF7UPx10ir0szq7f5QDoDc2O0EHI+cXApmpzIYDs5uF+0Ds91O0vur+teG2T1Dz5qDsR2FacPzHFNQBa1HfACEJZRDFcCzh3KRFWRaNOYqVNw/M3IyrMrQ15eH8JXJqbDlEhQcKDPmhReCTTVGwVCFGCAwNhVrxWAIjH85rP98Nervaot90YEb08NY6t7zYDUbPb5gi2D5cps9mmjkfms7A0nVPfM/q+zHnlRPuHNWQ1q9Li4afzJ4K/IXquCVM9W6jjKkWYxX/LRB6q97dYpASWkI06tStilXj0Mvw+T31XDxtcoSQX3blsKpxr4liHzyXXrzvIBMhJYSHMLZZHbz1v3njYcN5Wt+94hZy7CMKP+c9RsUr7O9MzTHN01S+ScBTSKZn6YjCCOF6ZGhcFv1k61e1l9S83HdGMaETB1lnZyfD8GfPZaEce7Mj8cWcB/N+Wo1IPyQRBEARBEARBEATBP1cqRQr+sVN5xePEC28Z564ZcVGwOiOBibcwhmtmfBQr6kVx8UdSrjceKhcw+umr/9sJV322Fwo4MZYCFhtxBLnRtsm4X+kVYPQKL3pLW1vewFy+sXB69dp98M+Dpa6okZsWTIKfLZgEN86fBKebDMR8d9hdvEwVx+JatkPiB6NCIw5gCw0aKh+gs1ZsaLBlNwCjw49uIsh6VYwVwovZTJ27hv8fzF0geD7gOhpdN6JzxsqgPW86x6hB0Ut2VLil9eFd19RrOp8TVkxViekUdx8UdiEYO7lOdYzwuKFDmnbe8vthc3WTW2TUimHRgB7eqvUtTomDH8zOthQjpX/cB+VjGVUf+aqOqbd7+YhMK1hp3tEJTikei9ztdte5i1i9vf3eiGV01IkPBmGOjgjYKcEKRqCpY9D03FP48/jd4lrpZeYJ7t3otmjGpBh3wYAaf0l6v+6LA8zlUCSeV5wPRf0LXH/ZTRgShQ8dE4zqtgp/H8T+Ji/s0ltPNKA4851tTDhmJOwSoetoqPOX6+dkw//OX8oiF7FuY4Ts9Wv/OvfsBBOdnzJ9cIx29RT+HrskJVYqLtzXTImNcHOAPCkj0TBeUo0oIl59f5Y59uppRK5RIYHyMppjze0aEwlHnLu4360O9BH1odX9LRShqu/N7xTVmM7zoX0lrmNT390L2wXtgp7zr9k1IBIDE+6QcxdB+Cn4wLO23D2/HmPkzDpwfCQjWunyL2AIghgCX6Ze0ZQJzx4pd+0SFGihivzJU+a6Ro0h2AnGjO2frT8k7N7jSFB8IEZHMLMHEIIgCIIgCIIgCIJA/nO0Ah7aX8ycEe5YOhWWpsbBv8+Yz15v40t8RUTlxAtvGeeu8o4uyIkJh/UXrzScLsjLw6ubu3vhnh0FrBCAUTl/3VMED548WzMNFiRu3XQEttQ0M4HK/atmMgcNGTGG266w7Nwl/kNtV4/GiT8pPAS++dFuVjTCQ4nH9K8nzhTG26kp04mucxKjswEdmtSFLjc3AomimVGsIwrGkISwEGhSDZSLHBZ9jSxHTt31dqF7QQoHvwZ6KaYUmZkQDdPjIuFos1h4qDAkMjOIuBwcNBWV6bmPaeaj+jdfH1Zv67S4SE1hn3fR4aMk21TH5+tTMyCvuQPeUhUArezG9t5+do3w6200C6O/baxqhLu350F3/yBz1cd4W6voxYY6EcsoFHeppnbCuQvbdVwnRYwpwhs6GL1V5zcZXfVeyjOOGlMX8b2xriIBojdiGRVQHP2NqRnw76MVwrUxEtWiM1p3fz+7B2QKRJ343vnE9Hhb6/VecS18UdHA2m8UcX8wXEf67vQJ8JN5E3Xv73iOHW5sY20eEsmJva0S4GHsLaZsRAR7z7vEimCVrc/uQlZHOOOdbZrPFQMGvVNNViCsPhwotv+ozL1uaBRpxt+L9fqCoo/beuSjhXF7Xs2vgk/K6mBmfLTu9ultNsZFJg47hfJdzIkx4fDLhbmu3+PCgr1yLBWmeVjbES1X5nhjKpOn9HCOVkb3htEE62cr0+I14l4zNy4zp9yfrD9k+zihyx62r2j8oBDD9UmtxnCbHXOzv8eFBENv/wATeeG0VuOk9forAap7gpodXLt7UnoCrK9q1LjAbZKIb9xe28yOrdVoUrwn3bV8mun8j3f884omCII98KhvYxFBAXDbosms0f36x3vgxvUH2cg2/gERbRRxpIAadBwiCEIffIBNHLYUVzjW3MFeDvEP+tgpuXJmpu68ytu7WdTjpzoPWQRBEARBEARBEASh0NbbB3/fV8xGVnf0DTAXFRSBYNxVdEgwc8vC/yN/3JXv8Y6TEbNgcaK+q9d0OpkCgye6hbeLajTrK4obwmdvFHYhKDhBxyERYp8d7aeDlp0ndKbn9jEWn9D9CN1L8F0DDgqTOQ5G0zglSTB0S+KOLy9OklkHFCyiuC0lPES3EM87L/DnlWykzbpKrfgJrx0sYBuJpkxMIUw5OzvZ1IFNRlQpsy9LJcR+6l05KyGaOXShKwbGD6oLlPzq8IIAXtjBn4v8LrVyPj6wx90pCuc/aPP8fWB3IYufRKEn/hvj/byN2AlDvrCqRFwiiWGh8MY5i2yvy67aFvjK+9vh5De3wMP7in3qMqcnWFQfzUf3l7C4VL6ArOdwpMzBaXwVy6gwNTYSvj1NnL6i1xyEBwXCd6ZPgB/NzYGqjh4We4VRtaLpMGrPLniPx+tFEXYhLx+r0BwDvk3AVb7ys30uU4FID4VVMu4zRq49qyckerQPZESoVihq7YRwwT7pGd4GvT6IrKuUWpw1UeDAhGK7of6iWIjC7269e5KwT2ChI3esqZ0J3XbVtcKLeZXQ2ed+DNGpEQVcGP0p+v6XFQ2s7onOsWqKW7tYnxkHQOCPnpDNfZvk1z8jMhR+tSgXHl09G549fb78FzXLG2SxpWJXKfPvq+8PduGvHeyL+St8n08v2tzpqHkF/jDxZ5WlJYgcIu2slOpafOHMBfDhBcvg4wuWwacXLmfnvhXMBrf8YuFkzd+wz65mEhe5iAMyZDjQ0OaVQRXEEGTlQxB+CKqzefvDCyenwdT4KJcV++bqZvbzwAkz4aSMBNd0n5XVa24Y2Nk/WfV3giDcQev+uNBgaOjWvrz+tLwBph0ph6tmZmk+/8GsbNhV16JrGY72qxjR+IOWLPjBrCxLlv4EQRAEQRAEQRDE8UMFF7lX29UL6yoa4I5teRqXnX+fsYBFh2HB1xPMRkwryJhyeftZ1yySCfn9Dq3g7T/HKlnkoUwxgd8V+g4T1pwn8F2Cmo1V7iPcZVzYjGMmnSmOGBWdNlQ2sigfFAmJ40KN1wHFA+gI9fJZC1kh/4mDpfDisRHxnfJ1vjjHF2zNTlm9WMZfL5nCXBiM9rRoG6ye1TJHAouVoUGezUPmclML4dB5Xnc6E7EWv9d4MZNb5KOF81F0PFk8mZGYUedPXf0DmthSfB+H8UDqd+Wuv/X1MzcltSAEC+B2xGDCYqluLKP29z+smK6Jx/pfSa1LAGKHB/cVM3Eb8tzRCrhochpkRbu7PXmjnrpJ5eahWZZqn/9LlZRghFn8lndiGb1XZEanHFEb/t1pE5gISBElK/x6cS6r/+g576jxxp23Z3BI0BQeFKQr3sat+e3WY8xIICMSzzF3wbUsUtswiq/T1QkfsuA++96MCRAaGMiOf+hwvcFIYCF7DqJQCMV3eHz43YJCu7UXLbckphMJj9g6eXgY/sM59PERdcjFuWmsDfzt0qlQ3dGtiXRDR0jFFfI/ZyxgseBqZ8V2O+21BXkOClcuyR25Di0va3AQbtt8FD6vaHBzz5QVtliN3RvL4q7G7l63dbXm3OX5fYM/P/j9b0U/Jo5fNXPuEn+uuGu9XlAN7xfXsGsT57UiLR6um5NjYZ2M5g5w2ZR09qNHoM3rSa9te/2cRXDiG1sMv/t+cS175pgeH+WXcaL+AIm7CMIPwQ4MjtZUN6DfnJoBjx8o1UyHL/UwclENb8m6ekKCI2pvghjP4OiW+0+YCd/7dK/bQ8JjB0pZJ2LNhJG8b3xh+Lvl0+DyT/ZqogN4njxUBjWdPWzEB/+SkSAIgiAIgiAIgiBENRw+7kIpNGDB0FP0CnpWi0soRuAHSOmJL9AVG4t4VonjRofrOVLIINps/jOrzl16XkMJYcEusQUyMTocijnXJZni3Qnp8fCujtvNoca2YVeqoYGdcxK1sXrSGJwOO+taIL+5wyXuSosMY+cgrju+4jArFt61LY8VOPWi/z4srYUVaXHMiUMN//7ErPg9aBIBabSvRdeD1bqqTOGvjxUg9c9fVvxzoKCrbA6mOqBDXMCwCBMjS5ep3B7cipncvjMT8hW0dLi51siCxXq+jbPt3CU53d/3FjHhJ16bKK5anDK0L94rroH7drk7iZkhPCclnbv4ffvw/hFxlh0ONGrdMTBuUyTusiJw0ANdm/6xt4g5u6EIs1vX/Wfo/zIOkOp7Bf99rzt3edFABK/5BsH2T4uPhFaBK9SXlY3suCnnph4oGEqP1EYPf1BSy+4D6n3oKXrvsZVdduviXHi/pNa2KE/mHqg3xWmZI+/orfLrLUehpaePXYd4z7h+bo6bQxTGT2Iyh1Wwrb1h7ki0pZSzn4X513b2QHZ0BGvPUDQ2JCILgDkJMabnomzMs6eCZ1xH82Wo560/96EYa/3vyopnrLQnRusjA957lX5Pv48FpWp4wbATzw8ivihvgF9uHokwRJ47fb7bNcXz1KEy+G9eJTQL6mpq5y6sf2Msux5WXL70cPKQiOal9KH10Ls3K5+iC9w+lQuW6P5uOH+bDnIueKdWye8+e7icuYBdkqsVjqHAHoX2Rsfuru1DA5yun5ND4i4dSNxFEH5G/3AutZrTspJgQlQ4ZESFQWxoMOuAIpfmpmlGs1W2d7MHODVnZVEkI0HIgB2je1ZMg19vOcZGl6q7F3dsPQZPnjqX5YArpEaEwZ3LpsLPNhx2PVyjmnw/ZzmKMRJ1XT3s5REJLQmCIAiCIAiCIAizl+QflIxEJSEBDhaiZSNMzMYnHW1uh6vX7peaF0bs2IFfBbvbX97WBZXt7oVN5ckfi9Mv51XCTpV7hMxy9T5PjwjTiDXWZCayQhcW+rDIgsccHaXMmJ8Uq/u3v+0diV/LigqD185ZDHYwE3yoXSaePnWe7nTbaprh5g2HNGIPXC+j44n7Q+1Qp8BHbZk6dw0CE5zwAqPddS0sMlEpEonX291VzSn3IisFSLNTG4vz6IJkhjKfLyoa4GXV++WvTk7Virt4Jy7u4Lg7V4x84Y2CatjDvX8WFWj1SI0IFa63netbplBe1NLJhF0IXpfoIPfYmjiPCvnCWEbJdfTEFUTPaQbdTxRSBPuXrZ8D9w98X4rukmYoUj0r41y97dwlworjnFUONLbDFZ/tE7pnojjpL7sLNcKedZWNUNLWBf89a6GhuyO2jzmcq+WGqkZHhF3K7kDhBV4nZqDg2r64y757pycCHEziUIsOMQaTx46wy56jz5DoBrdG5kxU2gqM6FW3ubctnmL4veqOHrh3V4HmM4xEFEWletoe9UjMQN2vMNL44Z7hHWL5axaFL3t1klVc3wELeKixfolzLrOzf51olbo5R6um7l62r7Ce5SRY8+JR34/0wP6MXr/BStSiaFp00JMdyILwU1p1qTWaF96fzeqBerNnnzMRKr8+8q5mGG+Kg0HM1tMI/l4kK8XvHRyEv+wpgtUZiZDM9UtkoxnJK0Mf//TiI4jjGGxweTUyunYhaLf4znmLma34vMRouHBSqma6T8q0L/9iQ4JgJefsRRCEPqvSE+Cd85bAT+dNdLMQvmXjEWjmOqc4PdotT4mNgGdOmwdPnjIXblk42e3mihEMN204xF6CEARBEARBEARBEITC4HAhQhTfoqDUtpxwXhGJEvTEKFigwYIQPgtjXJPd4ovdteZf6tstxP9q8xH4jUBEpMzv9zvy4KH9JW6CFdd0OvPVK3DwRQt0uDojKxmig4PgYEMbHGxsY2IkHAxmBDovebsaabZH3y2ucYm30PHkN1uPDg2AO1Tq9j6Td/Hhi2tzEqPZe5NfLJxsuExeLCA67vGhwfD1KensJzs6HNZyUZiKg4biFKXH64XGx0AGGVGFmbjL7HLKb+kUuv3wKPtq0EQMgfvklAmJsDojAU7OSIDJXOwNH42pbjdK29xduqxcmlfPyoKlKVrhIg5WNo5llLvWRLxaoB1EvUslBPigVOyMZ88JQ28dwXDfei4wGpRqDZwQDMjG+q5Mc4/FtOTcZTIt3pN+sfEwfOW97czFSOY8EO1n38vJAB7YUwRJ4aEwl3MyRDCi7mfrD8HNGw4zIYYI0Xn2Uak2ycUuSh9DtvAeE2LfO+S5IxWm0+ilZXhicugmbHVo/pmcmJlHbPY3yBzS0MFSBjwuePwV4wcFJfpRd9mCzy4XiNqUdfL2daK+Fvldjf2kxLAQtk3MuctkXfbVt8Gvtx4zXJ6v3LKkhNo+Wpdu7sbzp92FcMO6g44vR3huSGyi0TFRu1GaCYmGXFG1oHnDlktXwVUzM81XRCTAdhMzycPfZ2TESfrPdopImu8zgHR7cevmo/BFhfsABCv9Dr49xDY0N1YsvBX1fdUDDdTzkMGJiNLxCjl3EYSfgbav/MP23MQR60bM1UZRFy/sUqyR1ZyamQQhXrLcJIjxCo6e/da0DMhr6dCMYMGXXaKRtdfOzmYvpvDaRL42JR1Sw0PZC0/1i018eYQP6H89cZbUCF2CIAiCIAiCIAhi/IOOThsuWcn+/c+DpfDkoTLN3189eyEb+e1UgapvUFsIwQKaaPT8jtoWOOfd7bpRK1bEXXbhBSl2C4x6whrlY7PCuF4RRO9woJvJ06fOdS1DcSra19CqKXKckdUnfL9ntlwnR7abLWJvfRuUtHaySKdPykb2Ew46/cGsbNfvonOTP0d217Wy/WEmWvtfSS2clDEiDhEJDX6+YBKcnZMysh2C+Sg1ofiwYEv72Bu1V3RQMMKsgCl7LgzoTO/umjYIG6sa2fHAZePv6nNxPedGdrhp5H01LywYWn95MN7zqOAcMJoHytpwwGQk54Ah0tUFmMRTqUGxpR1E57ve+vPnLy/knZcUA+19/ez6sLcu2t/1aqFO3D9kRT9nZiUNrYsF4akVB6j/5lcxpysEXdmWpMRp2gwRgz527tLDqFaNg4uVyNKsqHBdERyKaZPDQ2CmSdyXVZTdIXuu6EUlyzhR1Qscf3hKdeJe8Z7e1d/vehdvBd5VCB0fl6pcDRGZs/b2xbnw+50FGscq3Ca8RlDAif/h+38lvli0P5QzXrZ+h8cFhfb8lXL/7kLmxIUuV3MSomFKXKTt9spO7KFV1LojXrzRhgPjhwfHo5sq79yF/Qps01EQg65n5QJXVn9GxvXIif0tak+90dqJ1pV3DRN+T3r+1vv3ytJl7z7qOWCU7p2c26tRH0Jv2WBhHXSdu/TEVZJ7LywwkLVFovu2lecpdP5T09U34NZOfGdaBrww7JAqckvkwZZbxgKDlA360L4hCD/jh7OzIUeVm4sdFrVa2chi+mhzh+azs7IpkpEg7IAPDrcuymUvK7ETdNviXLh54WS3BwrFDpt/mMTIhYdWz2ExqmpwFPDPNhxyG/FMEARBEARBEARBEKKi72Uf7oavfbib/dsJPZWs84qIDtWzrGyR3ygmzOr+sFvw4uP6XPOTLGJbKYIiO+taIa+5A+YkxjDhBopZEKsaLNmt9WRku8z2V3R0uxUk8R3k1Wv3wbHmdt3zASO1/nXaPBZTieD7zRcx/lJQ6DGOxDF3vzAqmFo95a2IYDZUNsIx7n2sHbcOs0Xq/TlAZ8JJsZGwMi0OlqcO/Uzk4s1wn6AYAddLiQs1orBl5Bri3z8jaVavccE5a3ac3hdEiJm1Q9hmHDYQE2Jspx2suK+YxTL+adVMtwQBK/Brohfn50Rhf/WERLh4cprpdMomWmmarDh3YWygmj/szDedv+iQyRS4MdIKXRbfLaph56CoUG0VfC9cwyW38JQZiFZu3ngYXtQppHuCsotkT29PnLtkFqF3fDB2ds2bW6UEYmYUtLi3Z3rXkJr48CHRvdpB6KYNh+GC93fCee/tgHPf2w6fqgTRwjZ2UOzmpwe2kaFBgXBCWrxbveEPOwvgnh35sGVYHChYjBRChzuHVUGysW44Hb9n/ry7EE5+cws7/hXt3Ux4boay/kncMRO5l+F1+cj+Enh4fzH7sSqKNZtc1j3XK+IuL4hZUViLiTY4iAFd15Dfbj0Ka8vr4YOSWljx2ibXz7mqASNpEWGQwh0PEWZrLBJ3KZspquMJl6GaBYrIeQGopXPATWxtvg5681c+frOgWvM5CtBkwGXrGUzwi8S29J2iGtjf4C4y38y1KWdlJ7mdS3EGgyjQmVWwciZrr0xGzl16kHMXQfgZ+ICA+eoK6B4kGhHF8xEXyYijNxZxFtcEQciDD0v3rZrBrsdFybGsY3fb5iPwlYmp8BWDkbUK85Ni4JHVs+HH6w5qbKSxQ3Pr5iPwwAkz2TIIgiAIgiAIgiCI4xd8QY5FbRQpnJieAMnhoWwAH4pg+KJ357CbgSeckpkEmVHhbHk4oPDlvEqhc5cItZACnS4+vXAZnP72NtPvLUyy936Kd35CMYqToNDNzFEJ0Q9M0V8fLLRexIkgeFGHWcFItp6kJ16TQWYRWBAt5wqoWDjc39DGHEMeXzNXWPzFohsKIqp04sXkHdvcZ37vzgIoaOlkUY+nZSYxwcmjB7RRkTiXtt4+3f04fdjdhBcrWXE0QAcdGTyNZTRzdnDNZ/gTdJXHmDC8tvE8w4IyxilmR0dIC+j018V94mSL4q4AGwX/F45WwGVT0k2vIfVldvf2fKFTHB43dHpC5xc7iPaX3j68ckYm/G1vsUsQ9t+8SsiIDGNxojWdPWy7v792P9jF7XgEOC/sVUiPDIPr52QzlyAUs1ynE/OlXMMBdsUIJo0f7rtSVZv0rakZpvMXnV8yYgcUEj1zuNz1+xk2BYHq7fzJlwehqtMzYZK6XURhBZ5LnoBua1HD4gy8zlamxcN16w4YfseTZAqZ+xsKLYzwmoOoxIl7pFHbrvT0D0UmamYTYOIcN/xpiKT9JvbB0Aks0UAUg2JjXA91f0MobJSMkdVbd0/4b14V64f+63C5y6lOxOaqJt247KH1GpQ6B5VtjQ0JhnqVMGZmgntkc21XLzx7ZOR6v3Z2jkfuqHba4ZZeuT650XUhdGvywuWCLnH/OXMhNPf0wlnvDIm3uvoHmQhvaYrWEa9BJZrCvjfuaxE/UYmdzdpoUSyjVUGeui311OGS769KOXeZfM7vpyoTYbCaqXGR7JlSve+H5j0093UVDfDgvmKNHuHb0zLgxvmTXL8r7oMK6KDqttdNdhsK0rDdwuOJ/TI8P0MCAaKCg3XjdxEnr73xBom7CMLPeIXLoEULXuxMG4GNIh/JiCOPZFX/BEGISQoPZT/5zR1sVFRlRzd7eYkvERYkm7+cRmHmxblp8EZBtaajsrWmGe7ange/Wz6NsqMJgiAIgiAIgiCOY/CFO7o8qMHBQGpxl1LcKPRAxKOAsYpKtCLyXom7G44e6mIRvnOKlnTtsOLypeZLSeGMSASCgydXpcXDJblpcGpmIqwtb3CbDh19Vr+51XR+VmMZ9ZgZHwUXTUplBV90BpkhKCzaiV7xBBlxA66rnuBJiZITFcTws1c5xwEZ3CJoBKuIQr9/H61g/75+Tg58a9oE5pKiFmrltXTC4cZ26NfZjw+dPBtK27vgak5YY8XdYtCLsYw/WLsP8ls62X6UdYpST/bo/hLN/rhj6VSXuIsX0Jk6h6kmGPDAiUVhdkK0W1HfbB14d3yztgXjRN/Xad/+sqeQibtWpsdDTGgw7K5tgf0SyRnGMWfidfna1Ax4+nC5q7i6oaoJvjG1G/6xr5i1cbEeCGSGlqsl0AG3MSPiwkJgXlgIdBkIb+wUZDFmT5YJkWEacZfIvfBAQys0dvcxBztMXRBtvYzYgd9tnhabeyVTWsxQr/sb5yyGE9/Y7NH8Ls1NY9eC4rYput7UYHurjuo1g4+ANnJ6UXBC0G4HmUP8T849DkUm/Lly57Y8SAwLgRVp8eIIYIuxjDJ9KWzzbl2cC2Gq/FdRX0J07v9qUS5EBAd6JdJVDQpuUWRlJOySdbxcnZHIolll4OcmFxuL35K/6M3uhTL70tOabo9Of8ObPUoU4qnB4yvaF9gXwvPdyHFWfQbqCcBG5ifue1qKZbTQ/7E6LxTdolOjkQhR17nLwyNW3dENC5NioLd/wF3cNTxrdL9TC7sQdIVUi7v49cBjx6/yxybx9g3dPUzcVdfZ6+qX9Q6AobCLLcvwr8c3JO4iCD8CG1wcDaIGX0CZgS+j1A80CEUyEoRz1+UPPt/vGi2EncZfbT4Cz5w6HzKihqIFRB3VJw6WwvNHKliH586lU+GBPYWaDgs+ACeEhcDNCyaRxShBEARBEARBEMRxiqjAwRcSvFmQsVK0s1vge6uohr27unZ2NpyYkQDeBkUTCAonMBIxWKeIJCs6G7QpvkJ3FlzErIQouGHeRDh5QiL7keVDbiCnNzDagtUZCfCNqRns3cdg7aBhbFljT69jor7vTc+0dN49eqCERWuJ4lvw/cyAnoIjQFzgthKbJFt8M3PuEm3ivgbrApBBSac4N+cuk+0YNCk8WznUBxvaoJyLnMuNjTDdk6IIRaNzDAdW6lHePuR8ga5v+IORUVYQLtdgA/hdhteMIl5tUcXd2qGN+z66kokGpDot0DCSKyrbO2jTucvse/zlxJ+TWJz+294i9u+FyTHw2Oo5YnGXxBp+Wq4tWn9kUsT2FerjGeyAvUn4sGuXrMAEBzLrgatz+5KpbGDzyGfWBKVKdNtBziHLaSciJTbZ06jj7oFB4fmktHVCUezgUFuCDpMyKNurdp+SuS/JOHdhPwnF8OL5OQ+/fBT/oeA6OGDoXMRj8Hp+FRPD6jE4LBJclhIL22rN41LRmQ7FtAPD+1Lmujntra1w/dyJ8K1p5u6AbJ1MdpZMOyzr5GYlktEJsRCCUYu4dtjfwjYCY59RFCo755Pe2AJbLl1lKLyyEsU3YPCZtLhL/V3BhvRZ6hO6s72mGdYY1Ph12zEPDxcKy1BYLlzm8MzFjoLG64enJyYWtfT0uvovxwTxtmo6+4aOyoel8gOKEIpl1IfEXQThR7xRWK15gRAeFAj/PVbB7BHRDve8iSnCUZG8axfabs9JiPbFKhPEuAcf8i6clAovqUZN4wiDY83t7EXBb5ZO0VyXaH173RcHmMMXgg9pjx8shT+umA4/33gYOlUdbHTqQyv27wgy3gmCIAiCIAiCIIjxj6iGMzEmAp48Za7r70qh0Rv+7FaKo1ZELyKnhjaLLhxOFKKwuPzVSakwNTaSLd9KnIkS3ad2OtOsn87qfWViCrxbXOsSl2As4fbaZnYch36AiQ3MihYFXFwg+Pj4Y/wYxm+aTXflZ/scPV945xCZcxSFcKLjhA5fdV3iuLLK9m6hSMeKSwMuMyc63M35wGp8mHsxzd7OU3+PF2eoi6D8uWdekB7599zEaLeoQytr29rb57a/cP5m+120T3Rq2K736rIEWNwGYSyjwfT8mnwucBJ0Cj3Bm12xpR5G5yi6/ZlNw9M1XPyVgXfjU5kUMRRhl+IuuLOuRXiOy6wethN2+c60DHhB0lVIPdAfYxZRPGUURcz/6bLcNFtOiXqCEn6f8ug5Ig4R4CZo5K8wmfOx3aDP8M2p6RAv4f7FgxFjavELilOc4rHVc+En6w9q2keMa0T09KC1nT2wTtKl9P82H4V3z19iOdJZ1Je6grtvGx1vK/dEWfirPSU8FKZz9/BgQRt+Xk4yrEpPYPe3CVFhrEbzy0W58LWPdrtNi9Hh6prN06fNsyXa+8feIjgrO4mlu5hxWlYSbDEQFnvSj5alR+fG6IQY8o5tI4JN5IUz5rsc/3gWJ8fqimExUlsPT7Wq6JiHP7KoryeRQNNMnG92rVgRz/Ofi+Yn27cxbCcG5a9t97jZAHa/UNc4ZV0YrexLhGIZ9SFXM4LwA+qYPWMfvFlY7ZaJ2zMIUNzWBQ/sKYKLP9jlZnmMjStvgXtmVjKpWgnCQTDrG+MclM7nj+fmsBfEn1c0wB1b8zQPpDjqg38wLGvvgoNN7XDfqhluI4Yx1xpH1REEQRAEQRAEQRDHH0rhjycrOpyJRvD/KPZywpX6V5uOwDWf74ebNxyG736yB77z8R4oNBlt7aQ4oMHEbcINYTGeKzKYzKKlp4+5Zr1w5gL40Zxsa8sHgHlJMbBQ4IKjs3rCF+7oBI7uIzgIbG99KxMbyIxGd1qMYVVAN+ih0M6uQAmLtvvqW1m6AXPekpwPv0dDWHTMIJTpiDMe3l8ijpO0sK6X5KbDagk3NtNYRm49rBbAXPNR/Ts7JpyJEzEOdHZCFHNGUXjx2FCkpQKKX2TnbFcko3DPjny3z/A4mM1C1FTqFU1fza+C3wmWo0dSeIj0tGy5VkWBvJhOcjmfldfDA7sLYYMD7w2NTik74g2j+SnuiVboVl0jpucCt3AzpyWM6V2aEstEU950M1MzMTocltkQDn1jSgb8fMFkiOCctGQK7lbBb2CRHgVPqRFaB6shZx755fPzDfDy/Q2jls32kQiZPoRdbUlkSKBbW6JE5IlauLaePjhgwaGxtquHrb9ou7HfgccL759mzjsiggxUFFbuiTLMS4wWtDmDsLm6CbZWNzGnI/zBODkeFIBhYhE6OSpxlnrxjU6Imdh8AKBIMhb9q5PTmDMV/mAb4L5O5iu1crgGJepHvJxXCc8eKYdWgzg7fecuzxDdJ4za3vMnpsIpOv0jkbuka57gW4pbO6Fi2GFPdHj0zi/sz39eXq/p3wmdxGy6uQ0Ot8M3zpuo+Txd4DYonq/B34b/j8830ab3Gu3v2MZgxK5sPxVroUp7L7vu1qJTj0/IuYsg/IC7t+fBwcY2aOVslPnRhJgRz1vk7qlrZRaLaiiSkSCcBQVbv18xjXWes6PDmfpf6QStr2qEB/cWw88WjGRRXz0rm43QxRe32IG5fm4OfHtaBuvw3rFsKvxm6zHXtNi1wd+fOnUu5MZG0qEjCIIgCIIgCII4jsjnxFX4GntDVSP8be9IcXxJSiw8snqO1PxwUCD/7gj5y54iNkBJWYadIo/nxdh66Wgb5IzsZHjuqFaEgs/i6q2zsi12it8lBgU9vYLM28Xa2BE+Qkm2cCUbBYPiHbsYHVI8XigunJsYY0m8o9BnImjS4+3CGnjycBn7N0a/iAqkIvjDe+viXDgl0z3KT12gEjowWdxYGWGMaSyj2/T29p16Xe5aNs00llB6viaCKiviP1HhGT/D426E6LiIHNFQTKl2bjJr03AeVkUAonPb2MfInhvFbZuPsv+/nF/F3P4WpegXxM3Ww8g9jm9XZSgyEAaXtA21m1b2q9q5y2q0mUyMXlxYCCxIioGPVYPkZVaPzdpG+xcZEgQvcPcv5IoZE+DZI+6fW4mKFN2P7ZTAB11t06DQDQbbSL37vtmxNTHukupPGE1SzdXDZHGPGHPfcza6CnBeTgoTG6GYZXJMBIQGBbLfFXG4aH8VtHbC/20ZusZl0XN+Wn/JSmGUZmlbJ3wsEfFsdA150vXDto7f9jOykgX7IwBuXH9I88nXprjHRApj83RORv6+hO12S08/az+s9mftCMXEQh/zGcWFhujWkBUnrE9K6+C50+czkQ0eOvV31EJZJx3YBgxcGpMFrmZYT7NzLdmJRfXUjezkjAS4/4SZ0u2vOvoXjSCeOmXu0DOG0KHPpnPXoI7TqtQaDkWWogMvRmFXcDoD5TycnRgNk2MjDGPAG7q1zzDHmtql+jCXTE6DXy6arFn/zn5rDs5mDpLHMyTuIohRBpXBIqtOfHmBedt1qhdAX5uSYRrJOCU2AqbEkUCEIJwGbXxvmDuRKfnRbhY7zwov5lVCTkyEK5seO693L5sGt289Cr9alAszVTGpKL4sb++Cxw6Ual484cjpf502j71sIAiCIAiCIAiCII5P8HX7nvpWYfFE5oX+9z7dC4+umeMWH6MIu2TnAyZFqa7+fui2EKNlJ14jQlBsZsUpm4UfO/EeRiIY2f0YGRzEnvvV38Pf8XMjVqTFwVsmghfEkzqY0RH8vKIRdta2DBe8rFPYahxVqIci7FKcEcz2k0KAxeOztaYJTsyI97iIKzO5WSzjU4fK4Mb5k9j7JJnpzdYFXU+GBDZDMaCYDoEiPbuoa8Ki+nCJhWON78+auDYOhRoPHygx/J6oGC/67FBju5SjBBb6v6xshFuHBVSyHG5sY7GrPEZ1c/e2x/pF+4ed+fDK2YtMp1uRKnZ9MRIV4N9EwhCefx0uY9uO0xo52SiLkhVKpkeEwi0LJ4Ms/PH9sLQWvjJpSFwjXiGxaGBXbQuLi7LjAGUGbvq2WndHvOhg45KsrP5CvQvQ8Qh/PEF9jjZ290J7b79hLKSZOCYhLITVt5iLVwBAR28/NKrepcudG8bToAhW95jrzpF3PHOfJsCD/XfR5DSd5XpOwLAL3W6B0yLbndyKH2psg+u+OABdEvFpRoIajxzudMQuMsdB9F1hPK+e8xH38eGmdrh67X5b0b12BjeIviITyygSA+F2qyMOjzZ3MFfH1wqqmXgG20+lLqXn3OWpk5lIHPZGYTW8lOcePRsTEmR4Tj1s4O74yIESuGhyKgRbvLY9AfsCiOxhVgvI0X1vYxX2JxMgNTLUdL/jscRrMyUilDkm6onulPOA7z/IXo9oInHPiunwhx358FaR/rOE0u+U5fGDpXBiurifoQYPPy9M6+TMbcznQeouPUjcRRCjzCv5VbqZ7GsmJMKO2hY2TU1nN7Ms5R9CPy3XRjKSaxdBeJcJUeFw38oZ8OMvD2psWe/fXQBZUWGwfNg6NzM6HJ4+dZ6wE3LljEwoaOnQdMpRQX/n9jx44ISZPh+hQBAEQRAEQRC+IDw8HNasWUM7myBUiF7qY9yQGiuPiMVtXew90nVzchzfz+qiFLrsPLBHzh3H7CU9FqIwgg/rCxjBgSO1T0hPEG63neIUDtKq7+qBd4vcBRmeIFsEQidvdM7AY8O+NzxYc1VaPBsRjzFDImHFkhQ5cReK//AdYUlbF4uE0nN9sLMRLb397Ph46vhghYTQYBsiAGDRl2rymrW/i87nA/XubgVWtxVdEcwwc+JCZ6alKXGwJnMowih+WBiB4jYrKNfHe8W18H5JreY9sxVxV2RwIHSoxJs3qdzqRXunuafXaxGICrIua7LnS3f/oEs4a4V/HizT7BsF0VLxXLrkg11Q1cG7DFm/nvD6FoGxemqxE7p1WBUnyLar6EJYqrMenmzdirR4FoEri3rALbKrrhWauvtYsdwIvpndXd/K0hRQwOo0KCQRUdVp7JqnnL9m+1B9PHfUopjTnphW4Zsf7Ya/nDiLiS9RbKpXs+LXU28/4/tx5R05OoretOGwZhoZASa6XokEcgq1nT3sPb1Hzl2CNsCOoADf5eN2lrV3segxHCQue1/5w/JpsDAlFt4srIEnDo4MBufJjAqDuq4eaBJE8g0JQbTr/dc9RbrCrosmpWoEH4YRnOAseO/lRU6BkssdFPTvRGI30bR8P8uKaM1eH0j+/oSObxiPiqs4R3CvFn3rlYJqZeXgvl0FcOEkFEQFeBzLiPu0rK2Ltclq4avokkVnOBFKbStAsg1X08b6nYMQ7Ot8Rg+EjHktHUzcNSshGqbFRcKx5hFnyw9LapmYC0X7OPejTe1sEA/eu+9dOcOSyJCto4Vp2bEcjpzUzEO1mcEB1ne0jB5MdL7ICE2tLud4hcRdBDGKoDPXe8XuL2nSI0PhpIxE1pFcmhrHfvAlAN+xxNg3/kZ4Zlay19ebII530Ab910umwF3b81yf4UPJLzcdgWdOmweTh+MV9R4G8XP8PnaU1S8fUeX/3JFyuHJmlg+2giAIgiAIgiB8S1paGqxdu5Z2O0FYLKorT5ZYuMFR+jJxIf8+WgHn5qQwN2mro7L16FetrB1nIb0CBr4fwwK7mg+/slRYdJWNTFFz8Qe7wBvIrgsKdRRhl7ro+ueBARa9uDglFh46ebbtwmPPwABcv+4gEwLFhgbDnUunsiKTGbdvOcpcQMzAgW1OF3cNCdA/76zAO+CJ+J8grkrGWUONTMyMjJDhjm3H4PPMFa7f7Vy2SgGaPzetDiIccpsbEF67ovPSyi67fk4O1HT0wIFGc1GcGiyOVnV0syI2ijounz4BMgTCDnlx1wBzHbHK+qohhw8pt5XhwZxOg+0vuqXge0WZmDkzcZescEHWvQaPDSJ76fLnutnXAnUEhkbiLlz3KoETIzq2oBNleJDz7l0izO7hTx4qY6Ibs1hb9bF4ziDmUZbS9m52L0FQDG2G0bHFa/D1giqXWBtFKzu5e41Mkb+yw1iwVm1R3IXnOb/aTo2v7ukfYM6peK9PjQiFh0+ezYRyRvsLz3s87xLDQ5nbarKJ8BX7En06NyjRpYnrIQLb89OzkjTirsbuPjjj7a2s/fjogmXcvO2Luwd1zg9+nkeaOyAuNHi4LcDIZHFcLopn1HxRoY0x16639nf+UFvpWljtF7DlC+cjnhEae6BTFW6/KIpa5hhgG4jnUWhgIEyPi2TuXlbnsa2mGW7eeJjdH3Oiw1mdSxEqCu/9OrMcEXcF2Oo/D7V/9trkXy6cDJdOSYenD5UxlykryB7m6JAgJkJTwMhfvXvw+qomAPzhouSxX/jCsQr4vk4d8P3iWpYGdKBB25dFF0RZ1lc2MvMYHnVLKHpGxHNFt65pcFzViM6XToviLpnlHK+QuIsgRhFsoEUjfS7NTXdrVEUWs3wkI+b7olsQQRDe57yJKSxW9V9HyjUdFMyHx8xzfOAyAh/e/rRqJlz+6V5md63w+IFSNpoSRZ0EQRAEQRAEQcjR19cHu3btgvLycqipqYHo6GhIT0+HhQsXQmLikBOKr8EXo3v37oXi4mKorq6GiIgItk5z5syBjIwMx5ZTWVkJ+/fvZ8vo7OxkIrpJkybBvHliJ2HCvzghPR42XLySvWh/4kApPHdUW6R9dPVsFq2BXDEjU0rcpRRN3y6qYQW8lcPuGZ6iflGvdrKW5XvTM4Wfi2Y1FOchmth9OkfyjmwguwtWZyTA/bsLdQvbGH24sbIRTp6QaEvUpHYIaOnpg59vPAwvnDEfpsZFGX6vor0b6rrMHZdQUNNvIDSICgqE7sFB21GCPOjY4GkcEsP216x+MUBa3GVUXOWLXnZc3V1zNylqm2EkGMK4NrflDqKbXzX8eXchhAYFwm+XTmWJFCImxkRAtYl7kYijze3wj73FbGAkcue2PLh31Qz3dZecHwpZtngYZadGdGg9ijMz4MlDpfDM4ZH3kTLH2kicILvPZK9FvK9ZuZbchbzG3ysXCOaMnGBQZHP3tjzm1CXi7He2w70rp8OqdHdRrK97UYooVRRL7Ei7KHHdF7boR27KLB//dN+ukXveySKxscTqF5nEvdZYFE6KFrmpqsnVx3JNZ2PfYkKHIuKu6exhohJM+DjQ0A6rJyRAVIi7UAUXgyKaY83tbCC52VL3N7TB+Tkpwr99VFYHYYGBrD6oCN5Ey0Sw7Cg6fq29/UIHL4du7Zr5iebJX8O8I9dXJ6fCMq5eoq6p8Fy9dh+clpUE350+gcWEfsjVUq30Y2XbgaF+0JAwRtSH02uH1YP/sR9nbyDI0Fqi49bzZyxgsbPXrTswMg+J9UfxtOL8hW6A6CaH+0/v+3qrZeQEx75nsj1GkbBm2BmMgE6p7LuS5wQ/nXpwhtGm83PH/v+VM8TLRHfkS3PT4ENV8g+Cjr+y6LUB6tUXOQfj/g/TOYg4+Udl2nValBQNuXFRmmdU0Vahu6EVyLlLHxJ3EcQogZ3E1wUv5EIDA9hITDNwRAla1qs5i1y7CMKnXDM7Cz4rr9dYX+OooZ9vOAyPrZnDXmiJ2FffCv86XA73rJwGv18+DX7y5UFXxxP/jyOW/33GfDbagiAIgiAIgiB8DYqjamtroaWlBXp75V8gKqxevRp8BYqZHnnkEXj99dehrs7dgSUkJIStz4033ggzZrgXgb0lNHv66afhpZdeYmIznsDAQFixYgXccMMNsGyZdnS8FbZu3QoPP/ww+/+AQHiRlZUF3/zmN+H73/8+BDnsSPHuu+/CzTffrPksMzMTPvvsM0eXczyABaDgYacC0TMkOjKhm8H75y8VvoA348+7CuG1cxY5L+6yUXgJCpQfwY/bKhqx7VMHqWHXHRTJid7Vye6BtMgw02mw6MiLuzwRhvznWCUT2BghezrhapQLHG8U3j5/Mfxma55LdOMp/FVgt8ZnV9tqZXnoioARO2YoLjxWNkUmKAcvKfX6KqcMilnQSYKVmQcHWUyYFXhRjnpfHhHEXSaGhcBf9hSxgmDPQD9zpkNRo5Hzg1Xaevrh0/KRgiLu0U8EzmsDkgcQC9gYhYbFVScQurTorIungiE9YRdS0trJol6txTLK7TMckI4uLugMaYRy3GXP90AHKrhqYQiv+c2IDIUPBOeKWmyL7j8icddoYeZw0ts/CEea2llUn9PIHDfDWEbud9HhlRH+mYms0JnobJBHtM44cNt9OgszVa2Lmk9U4vRkn1UAAQAASURBVIdttc3M6YdncPi6xHvIz9Yfgk0SYtPpCVHM2Yl3A/3d9nz2/98uneISd+n3GdEZS/wX0efWBc8AsSFBcMeyafCLjYfdvs2cuyTmWcgdGxQa4Y/Cv06bB4cNHCCx/4Zt1emZSUzchf0iO+Ag/hmCNlXEn3YVaBzR7LS1ovumHddad82s+Tz42N23CqtZrDP2UcsF0a+TYiKgqLWTuWmqxXK4DWhsor5nq8HoyXeLa21HWcu0G7J9wMunZ8DC5CHRoOxedosVVS3L6u3M6LCI+hAoHv3K+zvg4slp8P2ZmYYDuaJUsZq6sYyCFUbtATouinGfvqnHfXrRua4XGcrznzPmQ0pEmOXIyuMJEncRxCiBI0X4DgpyVnayqeMPsqGySeP6hc3cGVlJjq8nQRDGoMWxWtyFoLX8H3bmwx1Lp2o6WPgy7+nD5fDMoTL2EurhfSVw88LJcO2cbHj0QKlGgY8PZX89cSaNtCcIgiAIgiB8wocffgjPPPMMfPHFF0zcZRfs/6K4yRccO3YMfvrTn0JBQYHuNChO+/TTT2H9+vVw2223wbe+9S2vrlNVVRUTku3evVt3GhRibdq0CbZs2QLXXXcdm94qf/3rX+GJJ54QiroUysrK4P7772fb//e//505ejkBiv7++Mc/OjIvYqQQgYWCkzISWKwUOio9q3KJHipaoxOA9T3mpLsHRggqfGtaBmyvaYYdErF+ZiP5xY43WJjr8pkTjhF1neKIKifXZbnAvdtODJCCmeAIB52hC4gMgyaxgui0pV8Esg5/nts9hweHjx0WuPXmER8aDE2cS4aVQjamKshM7XLukp6znHMXv1nKul89K4udU3VdPexaws8LWzpgMudQI+3cpSrmiXYlFgfVYpTKjm4WWRQTqlN+stGYiVxWOgSFQllhBhYZ0enGKURCFP1r2Pr2L06OlZpOz8nGqL2SvcRQNJYRGQYrhs+tu4YFJTyBFttIJ45Cc3efbvRepyA5hQcFCmMJdLLDGMD0yFAIxr63A/cj5XjJtIFWBFDCiGWJ75ttUrVF5y7ZdfZGL0Md4cbT0tsnJexSxDRYi+DFXWpxDorvsU3Wa2X0nLsQRRCsrmfYEbv1Dg7CwcY24b78sLQWvjbFcwdj3ASZltSWMEqFon1p7u6Fv+4tYvdm/AzP658vnKSJdC1rN3abk2kTUSB2UsYSzWcylzd/W3UTyg8fW7z34WASmT4GHnt0odMTFGOK1JvnLoYvKxrglk1HXJ+j2OvLSq0xiRoz0Y4ygCQpPATqJRxm+XW2cpddmZbgStCRbUZ50ZXGucti/8bo/OzUcbrC/fvEwVLmiigScyvEhYVARHCg2z1wbUU9fHvaBPi4tA721LdYEmEF6Nw/l6Zq+ygo3sOfmxdMYo6tK9LipeJ4kYjgIBYzT+hDsjeCGCXe1LHRl3HtEkUyLk6JhWSDXHmCIJwHs9DvWzUDJsdEuP3tfyV1mshG5E+7CuGpYWEX8nJ+FWyqaoTvzch0WZYr4EPdq/lVdNgIgiAIgiAIr4uRzj77bDjvvPPglVdeYdF+rDDmwY8vQAHa1Vdf7SbswsjDc845B1auXAlRUSMvO7u7u+HOO++Et99+22vr1N7eDtdcc42bsGvatGlsH5900kkQHz/S70dhFrqOPfbYY5aW89BDD7HvqIVdCQkJbP5nnXUWTJ2qdevBuMprr70WOjq0rgJ2QcGYyCWNsM/Jb26BE9/YDFd+tg/+uLMApse7CzCwjmDHuctJ1EUpfPFuRdilPEOLEBUZz3xnG/xo3UG3z+00Md+e5lkRkV8ktnNlbV3Q1isvZMV4JjXR3Gh6USEFxTlTYiNsHXezovdf9mhjIs2YnaBfPOruG4B7V86ALZeucv14QoBDhdlDje3wUl4lS0nQAyNvPBHVyQrBZGIZefjVnhQz5MZihPosQsf4Wzcfhf/bchR+veUYfFHRKL1sfj3Vp6BoG8KDA6Wd+pDsYWcZjxGsi+wxwWsOBbWic8DWqnhZALq3vhUeP1BiOp1enJVRzKuV9UTB3vK0eJifFOuYcxcKk7A9Vc4tO7utY7gILrp+ZdtQ0bntr+HWSptS1dEDZ2Q5Ez+ubL3M/rciusUi/a8WTRYuy4jEcGMDBMuiD8kz0huRl4ZILi4nOnz4OtY/K1GE0zQs8NQT7wTqbOPja+bAP0+Z6756NvYHikmwBjKoE7fpxPMiHs8ZBn0TBU8XpbQfaLSB9Z73imvhnaJa5tDFN6uDDpxbrYK+pR2BHS8y6uobgJs3HoY1b22Fyz/dyyK3zRk0dIpUdi46cVkSCAXItW+nZVo3M7HqNKee2m4so/paM7rf4IACNWkRoYbH9phJRO7Th8t0/4aCfhzIMUHg3PrI/qG+RH5LBzQOC6PtOGwp4CZsrW7WjZd8a9hxT3a+ozCOZ8xB4i6CGAWwgyWypESBCN5g/763iL0k0gMfdjZWaR/Iz8xO9sq6EgRhDNqR//2kWZAUFgIh3Iurxw6UwidldZqRzWHcNL/bkc9GYWNcAo5GUPOPfcWQz9k6EwRBEARBEIRTNDY2wumnnw6ffPKJKsLAX8tYI+C6omMXCtEUpk+fDm+99RaLZ0SXqmeffRY+//xz+O53v6v57u23384cv7zBb37zGzh69Kjr9/T0dPj3v//NIgz/8Y9/wFNPPcWc0dCpS72f//a3v8HGjRullrFu3Tom7lLA+dx0001svjj/Bx98EN577z14/vnnNU5dhw4dYuI2T9m5cye8/PLL7N+RkXIOMIT1F7Sil9qsnOejyxOfTXNjhwYx4XMuPseiWwT+eIIV5y754qz5TsF4EU9QF4qwoPPLTUfg0g93wS82jrgUGPHA7kI3wUVWtFbc0i2o7jx1uAwKWjptFZpbevt1R/xbLRTipN+cNgHmJ0UL/17Y2sHeYyoFZU/BdVfjiaixZ2DA0J1CVMizUnSWmRSv7xVp1iJ/cH9u5gplsSHuLgb8/NDRxbXcAP1t5QuMGOGohu8LqKPLxP0E+WOE83LKJQlFpnbFeXhuXDYlHX65KNfSMvVc6sQOhOKVsXNKowBKxvXiU9V7SOlYRuuro79tqn/LXkqvFVTD6W9vcxV+7dR1B1Xn/dOnzoUnT5nLxCqPrp4NKZFyA+I9cUscTT4oFUefWcXSvdjICY47v1EEgxG2st9XyObukzwtPb1e2T5fDVRB0Teeo2ECcawITA5B0cuk2HDJa0GnoQnAWEbtNmL/bmFyLMxPimHtwWfl9fC/klp2TXojDltvnudPTIEXz1wgNQ/chCaBMIUHnYs8QemDiM5ZtzmbnDp2Y6btRGMGCO4hG4bjs/OaO6RMBczWV/lzqKCDb/TVQIn7M2Kn96ess+x1rJ5O1KcQTT+gc47sqG1mQmwrzrRG69ljcs83+js6+D68vwTyBQIxl0ujzqLtCPMwichMfC0r7vLUbe94gHzNCGIUQDtCkZ05Phy29vaz/OcXj1XC16aks8g2ni8qGjQvhdB699RMZ0ZoEARhnbTIMHjl7EWwq64FbuGy5O/elgc50RHMIhXt738yfxLcv7tQM8rojzvz4b6VM5jA68b1h1x/w+v8t1uPwTOnzWN2uQRBEARBEAThtBgJRT9YqMUffLmYmZnJnK9mzpwJcXFxEBJiPGp+NPjoo4+YG5VCVlYWE1Hh+qqJjY1l24jbhmInxcELxV9qgZQT7N+/n4mq1Mt+4YUX2LqpCQ8Phx/96EdMGKVEG+J+Rzes1157zVBcp0ynfgmMUZNXXHGF27TLly9ny7/44ouhtXXoJTO6ll111VUwa9YsW9uIEZd33HGHa/kosLv33nttzYvQMlSAG9S4VTx40iz2Of4J/4oRO0ED9kQuVguVWCzAyJxLTBxtfjQ3xzX6W4bggECPX+Lbqbluq2mBzKgwtl21Fp0++GUeaGiDdcNFanUMnRHo2o3v7tTwhTC+4IHHDN0hPKG6owcmDYv0eAZt7IBQHee1nw+L3LAoi+81nAaLzbcsnMyc7ayC0T4GBlJCMYeV4uvUuCjYU98KNTrRnciSlFiYlRBt6fzFyDWe2i79ZSBnZSfBXJV7Bl/YV19nOTER0KQqQJ6bk6KZ9htTM1jkj8KGqka4aPJQezAnMZrFLiqgEPQHszLhnhXThtqs4eKfXuRhe2+/YRHQCHRhU78TV4vZrLZ3ZkVTo3XoFugmB62IhWzWLWXOTb1lGgmX7DiM6a2L+nqzOlesl8h6us1JiIIDje1uxx3PQd5FRja+r29gAIIDzYv73gTbi6yocHi/RFw/8iZKG+F0LKNy79QTG2KtC6Po8JNfLcyFNcN1Lv47PFaFv6J1FjrugW/AOD/cho8siPNwv+G99pV8cSqQ+nrWi2du6eljbo5q1F0SPBZvDjvtvFdUC6dlWXdPsnv+oPBYlJCCLE2JhdUThs6NiKBAmBoXCavS45l4UI+/nziL3ac9QTnPRAJZq4JQGbG+SAAj00Tz0xj1fZDnj1bAj+dNNJ6n+WKHl+W+sAWJMbBxWEzGg30QmVhGmehIHjRLwB9Z1Hsb63ffmJoO/83TF76J2oe/7S2CB0+ezfrdPDhIBrcD71EhXL8Izx+j9qajz1i8aFQvNL7nD/9f5wirheSnTEiEzytGIjbTI8Igr9fdjCJAYpCNtLiLtF2mkLiLIHwMdq7eLHTvfCWEBcMRVYcL2y/MopWJZFyZFg9xof73wp0gjieiQoKYnfuN8yfC3/aOdCDxAUg9uvmy3DTYUNnIYhcV0Br/7aIa9qLsW1Mz4MW8Stff8lo6mMXqdXNyfLg1BEEQBEEQxHinra0N/vnPf7pEXaGhocz16Qc/+IHfu3fxwqzf/va3bsIuNTfffDN89tlnUF4+FCvx8ccfM1GbXZGTzDqhmxYv7FKDgqz3338f9uzZw34/cOAAfPrpp3DGGWcYitqOHBlxClq4cCF873vf050+Ozubrcfdd9/NfsfjjOv58MMPgx2efvpplzMZOqVdfvnlJO5yAHRX4kVCAcOCFia8HC5uYHHpp6rBQLKg84VV5ycceFjTaV4M5wVLZhxqahOKjay8xLfzwr+0rQvWXrScFZD/sCNfN7ZMD/XUbwje6cmAjglqwrmCDF/wcMJBprqzW1fcZUfMYVZks3o+yIKHy25Mlpm4S7QfrOybK2dmQkV7l2FxWW1zICtk7BUUwPC6NCKQK62lRISy6x/bDtwH8ap3x+6RQsaiCfXq8Lvn1MwkmGcQ0cfzm63OuWf2e3D8rMYOjSxT/LlIECNaPxQvoFjXDp7EPBpdQ3Zmq3cu4/65+IOdzDkLtzIyOJBdwzKuY4pbi8zqJIajsG+klmI090Gb7TTyf0umwB3b8sAqKJax045fmpsOp2clwdryBugdkI/+dQJl803degYHjZ3gJERUyjTYRt+7s8Al+PzjrgI4MSOBXSOmu8/iPUd0jTYIRLO+igRDwUNJmzUXQ9xvyeHuMWsidlqIzlbu7yj8UoRdyLbaZliaKt++q89/FGLhecwzNTaSRcWdmB7vcpJSQKH0vgax89H22hYW03fplHTXZ2aOsk50S5Tmunu4fVKT19zOajwxIcHw9anppsJImTZcJIyW6Tsoyz7c2Mac8g7riPusYLY9Lpc4wd/OykmG/NYOoXhREbzr0Tu8r23eKi1R09ENDV29rhhYPWG6UcTx1ppm3f114/xJzMQF2VnbDNerIufNnLsaTJzpjNbV6FzD6waXuywlDv5XXOc2eAD7R3gMUOSvFnYZOeFhbKkeKOpHVqUnwC4DZzOZdSeGIBsQgvAxO2pb2EslnnmJMZqmPzI4yG3UFNLY3Qvbhm8W6pFZBEH4B9+cmgEXD49mvG5ONtyxdCrrgH8x/DCDL+d/s3SKmwX+X/YUQUlrJ1w/N4eNPFHz3JFy1jEnCIIgCIIgCKfAGD90YsIXe9hHffzxx+Gaa67xe2EXipvU0Ye5ubmwZs0aw+9ERETAN7/5Tc1n77zzjmPr1NzcDF9++aXGtevSSy81/A7uZ95xy2ydMN5RDX7f7HhddtllbH3Ux11x8rJCaWkpPPLII651x4jH4GAaM+oE/EtzfB+0qaoJ1ry1FVa/uQVOfnML/Gbr0DlfKIjWMANdduwIY2RGy1sVKKzjttXOS3y+cCK7Bpd8sBPu3JYH85JiYG6icVHJaP3w+DgB74LFuwj1DXruHWLkVmPllBiU3NeHGttc0StOgvtfzzXMiJsXTGLCDKuxjE67tmiWLrnfRTGdZtcJv5nodvbq2Yvgv2cthBfPXMgiCPXmxd9L+IQldRvCF5mt9hpaeu0LVtxipgT7SSSoCZDcxzLotaeysYyvnbMIkgWOY2bMSoiCb03LsF2MNzp/ZIQD9V098HJeJTQPi3DKWt3rGwoV7d3sfoUuKGsvWgH/Om0eyPDPg2Vw4fs7TKeblxjtdkzVBXIUC1312V743qd74buf7IEvK8X3Hh50ysL5/PtoBbtn/Gz9IegyKFgbYdVx5jvTMuCLi5azovsLRys8uk7sIntFDNgqvg8KBRIoblI7+WHtq3RY8GS2BKvrILrky9q7Rk1YUNbeDXdvz7f8PVHX651zF8OXX10B6y9eIXQ0FIEpQlifiA0JguiQob7NfoGwShFmWAEFwr9ZMkX4N4wpRne2v5w4Cy6YpK1/flxWD9d8fkB3vlVcv8asH2rH+YnnfyV1rGYj4nZMXDlczpyi/rizwHReGIdoRpBgm6w4d6GByD8PlcGXXBSqHcyFnvr7Ge+VQ0NUrKO4Fjpx/My4Z2cBPLR/xKihSRD3qr6/6LUPKIYSCltV07sL5+0Ebmqf8fRAgT8KKPkapNLOYr9veVo8zE50d7ZDcdfHpfXw3JEKt78NWBBHKyix7Ubrq2Z3XStsrW5yLO59PELiLoLwMW8UuI/ww0b9V4ty4dWzF8K3p2VATEgQs1dFJyCeT8vqNQ+p2Ak7ediOlCCI0Qc7RrcsnAQPnzwbrpqZBe19/XDT+sPwy81H4PXh6z8pPBRu5x5wcAQbvmjGF2goCFN39vCa/932fNeoBYIgCIIgCILwlKKiIte/MYpRFO3nj6xdu1bz+4UXXij1vQsuuEDzOzp5OcW6deugTxWbcPbZZ0NYmPmoenTpQuGZwvr166GnRxy7hZ/j3xUw1tHI5UsB1+PMM890/Y6CPlxfq6CYq6trqAB2ySWXwJIlSyzPgxDDvwvv7u+HAk7E5UlxAwsNdqKdzHRbKKqwulZ622Fl7exGdTQOj37HQZf7TaKejHBK3LWec6vgR82jC9P3ZkzwyA2r2iAq0IrgT5kyPDjQsJhwtLkDimwIEGWWjyIRu/uCd7QyEwJZjTE1E8aoly47Z5Fzl5ErAn99ba9phveLa+F/JbXwQUkt5HMFZf464sVcbpGOqn3C7x4sIL9eoB9hxJMy7I7hBKIiq2gfiz7D4uXe+lZY+domj5cpWga6Mr54bMSZXwHf99k5k0tbu4QDxn3l3IUChwf2FMH57++AX285Cr/YPOIkanQP2V3XwlwTZUBnRKN2S120dj9HR/5d2NoBBxvbmcjhWHMHNJm4n6jva5ig8OC+Yihv72aOPBur7AkkrOqD8L6PrkW4fCuRYk6inNuDUs5d1ubNz1M5H0XnpfJO3Ow6sSrCkm3b/fXt+8TocDjc1MZqBElhIZAcHuJqT9GlCyPaMPZNdqDOe+ctgQ8vWAYfX7gcHlszl322NMXdCVlUozQDHVJPe3ubqQjEams4IBn3PTJ/z0H3ImzHRPNSRzJjlLbZGbaFM+1wsu+r9EWccH6VvWb21bfCitc2sYEo7t8FJi4S8cDuQsP5Ks8tvhpypo5BV1y41Kj3gt7+be7uEx7/NaraPS/cwzZM79iuSNV3JTdbF/b9tHgmoMT+M4+6iRCZamL/6K7tYsdKq31kpGt4I2Xb7Ht3FcBP1h+Cg2R2oQsNsSMIH4IjXNaWu9tQnp6V6BqxgzaN187O1rWG5iMZT85IcOzFEkEQzhAcGAhLU+OYCv7G9Ydckav37SpgLze+OjmNiTLR4Usd6XCgsQ2eOlQG187JgatmZsKTh8pcf8OH+38dLodrZmfTYSIIgiAIgiAciWVEsACwdOnSMbNHN2zYoPlddt0zMjKYiE2JZiwsLISKigqYMGGCx+u0ceNGW+uEwqt58+bB1q1bXcdk7969wu/v3r0bOjpGivP4PYzSlAHn99prr2n24fnnnw+yoKOYIiyLj4+HW265Rfq7hDn8i258Ub+eKyYHePBCHecvcrcxQymuomMDFubTIkNhiaro9/e9RfByvrygA0FXp6vX7mPFsO9NnwBfm5phuUDLxxmy1fSyyYZ699l5B3daZiJ8JogmMnKjwCLtj+bkwGv51dBn0w0LYxn1sLLLlMPzp1Uz4ecbDrnFKKm5au0+cBrl/GA1MQsrjuIMRO0Kw1MmEMtYLYyi6MYIdRFN9lJU4umsoK4ZvpRXqXHtQGf5KSqXeH41+AK7kXCG95nAd15bqpvhrOzkIeFSwFD7gSIDEfFhKEawKQLkLnhPitjolmen+fjjiums2I9iRjX8frlpwyHYVefugoP71o5Osa2vn4n0ULBnhJ5YwmhfyYg90ZlPKbp/UuZe3+BRziF8F8oLlj0FXT34fagWWRqJE43AQbWP7S/VfPaFTfcbIxcTESgkQ1HXMomCvrdQVtlszfFcsiqs6uBqXcr3c6Ij4PE1c9jvnX0DbPBzznDUHsZT7zMQY1u9/mVbVTt9LV+QHhnGBJ54rvDCXIwORQHwJblDaSIy4DWD+725p88lMsH/b7pkpds1dOXMoah5TCbBAeye0NrdxxwAsZ9jtSnkzzustxrhlPETnmtmZ0WUF2u0Mv5OI7Gqzp2/ZnNqELhcqe8rGDGLNTK8L2EfRTkealGcCMXg4Pmj7s5R3qaqw33d8NpQ+lh6+xevI77tmJ0QBe8U1bB9gW6WazmhM4tl1NnLMkJAs2ONIvNawb5W9xNETsFGMcp2zi4cuIRYfRy13kIcP5C4iyB8SFxoMHx3+gR4jrspfW2K1lI5PDiI/Yhe9OzhMmnxwZkgCP8EIycUYZcCvgA6KT0BksJD4Mb5E2FHbTOUqF4mooAL86evnJnJ4jnUdr1o84tqf5HiniAIgiAIgiCsgGInBbV7lL+TlzcyijQwMBDmzh0aaS7DggULXOIuZV5OiLuOHTum+R2FV1bWSRF3KfMSibv4ZcyfP9/SMvT2oRktLS1w7733un6/+eabITGR3MOdRKbYqBRDZAs2IYEBkBEZxopzKKSwI+7CRfb298OVn+11PbNizN3XbQiyFPKaOqBmuBB3/54iWD0hEdIiw6Rf9p+bkwwxgngRb6MuvCjRRVYIk4gUFO1PjNVBN3C7NHTpF92sRWECPHe4DB4+oBU92GVRcoxQ9GLGkBuJ/Hp3SkRJbVAVye0W9o2KYMr7YNe8JdcfXU+sYlQE4wU/0+MjmVCSFfSZ4CrYOJZRtd6iVUN3hdNVLi2RwYEsjk/ET+ZNhFs2HoY6g/NTfzu49RIcq+zoMDhl2CkD38lV6sST4sDq/+a5O2uZMSROc0e9X4pbO3XPcdy3dqOqXjhWYbrf8ls64LIPdzGXvQdOnAnZ0RGaGDwRMqe81TQBRSDsjVgtkWBT2Qa839VwxXlZ98pvfbxnVFMTDje2u7ns+RKlfTJrp7CNtNoH4PshyrWLqTQLk0fiw83Et57FMgqc/gadcwj1Nngeo1hDT+CGQkq1uAvFcehOqMvgUD8B3fjUfHTBUogLdW/n0BFyb0MLeMr7pXXsB91J+eYBHTqDA0acfswwE7s6JQ7Bc8fsdMNtwUhabyCzO5RJMqPCWPy4Jy61sss12ieDwwYImGDjPt9BqYhcO/xgVhYzR/jnwVKNcYIM5bptDq5LgOG6t/WKnbuwL28slAXbmO1HFJwVCiJF1VeFnnMXCtPQAdN9mUORgFbulL3DDZUV12C2nqTt0oViGQnCh+DN7DAn9JgRH8Vy4mX4mHPtwvjGVWlia0uCIEafiyansQ6lQmJYCNyxdAr8aN0BeOFYJUQEB8Hdy6dpIhixY3TH1mOsE/VbFs84Mj/sAP1uex70UTwjQRAEQRAE4SFTp051/buqypr7zmjR3NwMDQ0jI16TkpIsCdOyskb65op7lxOo54Pig+zsbMfXif/cG8sQ8ec//xnq6obeRSxatAi+9rWvSX+XkBcsfXrhMlZMO39iitvf71o2FW6cN8mSSwW6wr9y9iL471kL2SBDO+KuRw+UwklvbtUMRsJILgU7xQhF2KV2Fxqal9zMvCESkGLQs3WICzUXhImOrafuC0bH3erxMyoS4h6xsldae+Qi0hQw6vGnXx5kTktWCB5+oWL1kDkt7fiwtB7u2ZFv6TtWtxV5q6iGFd9F5w6/D87OTmGip6rhHxyIqIZ3y0ABQFd/PytedgkEh3yMJDrI6BXxZiVEQ6iE4FFGSCcS+eB9+L5VM9jPv8+YD/etnK7rjvaxhAMVz8P7i91cu3iqdQRlLucusIeMIA6L4ujuU9zWpSnaGhVVzaJFbTluBPi2AKmc8w3dPVDW3mWrzcHzyxM3uEsmpzIXqtMzk2x9H+N5KwzOHW/jOsYm+wD3kafRb3rfx2P17JFyeDmvkqVYOCvucv9MNAdZEa6vwehFvbQfkZOVobBr+F4nuj/q7VZ0bP33UeuCWN3lM5GI+woMWjiGXSZxxX/dW+RxXHR2dDgT9eY1uwtdeMwcqWQYVNWCXy+ohlfzq+CtopHkFz36h+tFaBpw+XTzwUsJOkJlzTxNrjGja9Dob4MS/ddBj+Nl5eeQHhkKR5va4Vuf7NGZ58i/B4end5tGcO2oa356+3fAgzqfWTust/TbluQauvxiO7NIR3TLhI7WVpPtGxROW22zR+25bwxAzl0E4UMKWzrcMnu/PiVdOgebf+A8JTOR2ZcSBOG/oLgLOy5vFtbALQsnwZ3b8tnLpwf3FUNqRChz37tmdhY8phoBiw/yf9lTxMRd35uRyRy7FPAF0r+PVrjskAmCIAiCIAjCDqtWrYKcnBwoKSmBLVu2QHd3N4sJ9GdwXfXcx2RIT083nJ8dUGymRFwi6GolG5doZZ1KS0sNv2cEHteEhARobGx0uXHhv/EzI3bs2AGvvPIK+3dQUBDccccd0u8vCHkwukyJL1M7/Chg1E5aRCg8d/p86YJjoIfxUDI4EfuiFCkHbcTO+ZIBD7e7fzDAVgHN6gh3K9+3VpoxnvqmBZPgjYJqoTuAiDyLhdaStk6oteHytLuuhYmRrGLlGG+samRCGjOah6OLvBnLiCguVZlR4WxAMRY3B4cHG2rm3z+gKUKj258CfocvUFe1d8OF7+9kLhAiRPeGus4e5swnnh4cgXex4fcxisj03O+w/ZkYHc5EUEbwq6p3H1SfNnrTBCjFSpvbjwO9WyUc6dTRkLcsnAwnZiQYF9p1/oTnAsbvbqtphulxUXDNrCz2zvLWzUdNl42Cxl8vmeKz4mxnfz/ctS0PigTtkK+8uF4vrGHtoIwzIToUeePe7AmS2i52Rxjwwv0Jz7fr1x2AY5LuZWauiXbxVLjmTdCRaVpcpO4+OtjQBicPOxeagcdQdH3q3aesXssvnrmAueHpgfehPfVaJzC8JvoM9j8OClAGBjx88mw4YiK4QvfGqs5uSBWIca6YMQGePWIe+4f97+eOlGvqMwpXz8yE1Mgw5oyIfZWX8pwbMPXw/hJd50kRTT19kDn8b5nntYkx4bYGCWB/YUpsJOuTL0iKYYNAGgVC68/LG+CGdQeH1wfP3Ri4d+UM9j0zR1tchl1Hq+qOHthX3+qK5pZhbkIMPH6gVFc8qV4VFPq9de4SOPudbWyfa0VPvEOh8XL/duJM4b6Txawd1rtm0yKG+mYFLR2aQTwKuB+CdB66frUoF37w+X7L64qxu3ZF4oQ7JO4iCB+ypVor7MKXdmdky43kQDtnPt7trCyKZCQIfwc70z+cnQ1nZiXD1Z/vhw7VS6W7t+exeEYUcG2qatLErr5XXAsnpifA92dmsXjHfNXLz6cPlcEZWcmQFW3eCScIgiAIgiAIvX7qjTfeyGL2Ojs74ZFHHoGbbrrJr3eWWkSFWI0H5MVMra2to75O/PR668R/bmc5irhLWW8jcVdvby8Tcymjnr/zne/ArFmzwBeYOcmpt2Osgy/0cfAOvry+fHomnJaZxCK0mrp74XGVk051Zw8rhMoUHJemxML7xTXwSXk9E3nh86hINOYpV87MhDeLahyZl6yISeTw4Iv3/urR/3YEV629vbYKNJ5GQxkJB6zMG2djtN1YoHVC7KcHFtLsiLvwPQo6jeiB0aUo/uLFMuh89NiBoaLqN6ZkwGwucQG3dWPVUJzj6wVVUtGZSiycdCyjTXWBcq7evHAyG2SMRU50Zcpr7oA/7MhnBe7ggEDo7OszdKVwW5+BAejq0RdSJIeHCF20vI2oeKuci+VtnfCzDYeFhUuleBliY9B0oIT7lZ5jyODwO722nn5b7jGxocFwwELUFgqx7tyeB2+du9jYuUvnT2srGtjgU+TLykaYEhcJJ6bHw59XYYE+AG7eeNjw+sOYQT7FxBv8YcV0+LKyAf5Xok09UfClVkdG2LU6I4GlOXzIpbSMJmsyEiBlOD7NbH8xtxkP23zR99FBUFbYpTgGohuMIpA3IyUilEXGorOgAg685rEbB+cLZiXEwMSYCN39hO5+mPiBCUJm/GNvEXN65dG7T1kVWjy633gQzRuF1dKRqXrCIzNnJKSxuwcu/2Sv2+d4f5QBzweRsAs5ISOBiZaQzdVNjoi72of7JDLbpgajll3rlR4PT54yB37w+QHd6WV2vagfGR8aDM+ePt/1+w3zJsIr+VVw/26tM/SO2haN+AnvIXhuohMsPqPo8cuFk+DM7GS238/ISoJPLDpsvldSy36sgOtz4aRU3b+L2gReQIeT8JMZDTBYnBLLXNbeL7a2rmrMnkmCAwMgNDDALep7S3UTTIqJgDu35Qm/h/VLvfMP+852xfi/32nNxdapWNXxCIm7CMKHfHNaBixPi4NX8qrg/ZJaprK/Y2sefG1KOixJiTVUVH/EdfZxxNWS1DgfrDVBEJ6C13ZuXCRcPSuLOXYp4APMLzcdgcfWzIE7l02F73yyVyP+undnPsw9YwHcvmQqXL12n2ukWffAIPx5dwH87cRZNHKeIAiCIAiCsA2KuT788EP46KOP4Pbbb4eVK1cyRy9/pb1dWyC06jQWHq4dHNHRIV9A0oOfhxXXLtE26K0T/7mn287vS54nn3wSjh07xv6dmprKhIC+Ys2aNYZ/DwkJ8ZnQzNvcuP6QayDfc0cq2It0LHjevmSK27ToCiADClLUgodv9PRBVIh5LKBVwoKcm6dsHdVqocsp1Ktnp6DNF1VE4PHFEfRtvf3MmQOFE0bHHIusZrM1+r4V5y6c0kggiMIfbzqdeFJnf7uoVliQxnPpzXMXs/ivRwQFaKWQ+1lZPbx//lKIUW3/73fkswF5VnC5X0huCwoW7DA4XIQsaOlkTiMf6IhHZiVEab+n2smi08ZsbaJD3M8Po/MzOTzUkquGlQisPXWt8MLRChZPpifsUsRdKLJBhzN8764nMhiUda+RPLYo3J2fpBUMylDR3gWlbcAKsiJ3Kj1aevpYvJfRNaoXy/ibLce0v289ChsvWQWrh52BUHBm5FxnFE/pJLgeesIufxTroHgDRdv+xPmTUmFSbIQFwa/nx0wNxr6i2N0Kzb398M2P9sBfTpzJBE8yYAqOWtwlwlNhtTdhboUG63fvrgJYmBwDk2MjTef1QWm9UOCqJxhBJ8aDjfJizXWVxoMxPBF2Kf0YFJuaCUjXlje4RbUi2OdyMuLajlOoiEGVMMcKkcEj9+H/FdcysVUwm0UAEzbyYnaZ/qxo20XuVsIBCoITdWD4HDVicFjQg/U0dAj7BKzHJzvvduvOcPK35vv8nlHX+dy+P7ydRseBF6NaWWd08dvf0Mr6r/XcAImH9pfAVyalQo0gklGJO43WeXa0+yiG1zv2R6xAhuH6kLiLIHxMbmwk/GpxLlw7Jxu+9+le1pH/vKIBJsdEwM8XTILlafHCBxBe3IWq5dF6qUUQhD2+My2DvdhAS3MFfHF7/RcH2AjtXyycBHdtH1Gwt/T2w++258M/Tp4Fl01J13xvc3UzfFpezxy8CIIgCIIgCMIuL7/8MnzjG99gIq/TTz8d7rrrLvjRj34EUVHawq8/gA5jTgqp+PnZwVPRlay4i19Xq8vh95XRtmM05KOPPur6/bbbboPoaOuFaMKYEoFDu/KSXvSqXraQytdhzERCTsah2UVWMDVa8Rzq1TMq8umxm3NyEcVxXTQ5Fb798R527E+ZkAg3zp8IW2qG3KH0RrPrCTKyosJgSUqcodu31c1Alxk9ajt7bIuRZJiTGA15kkVYIYJtDZA891CY99/8SvjBrGz2e3N3r2Vh18q0OLhh7sSh5ZlMe6ChFeYkxuhGA5mBQqXbtx5jThdGvi14DqpRlra5qkm64K1G9IpaT0CI5wsmVHiLnXUt7OfkDOPoYRQlXjsnh/3bzDkD381joRn/r9cGqD81jbWz0STjPQCFn3htFx0Ru8jo8W5RjeF9QO864Nsp/j5k1iT7KnbQrEbiTWdBO+yo00bR+QNqARzWqUTCSaecu9C04LE1c12/o+hkXUWjlBCaB0U7KNL97dKpUtMrggqFQY9ji31LcVsnixk0wsrav1Pk3vZd8r+drmsd65jpEaHw5KEyJsjFveetvZMdHQY3zpvE4uBu2qDvCqiAp4tM/OAXFWKRmczp9vJZCw3//viBEogLDWH9sTKJiGYrTI+PZG6NKCLq7R+E/Y3Gro3qaxKFNGgOMMQgpEWGwvcnZrG4XNH0VsRDnf0DsL2mmfXJF6cMmY/IXrpf+3AXcyc2ix8ejX6/0T3ylLe2uv59xYxM+NHcHKFzF39zRyc9PZRtM+rtoTOuEUb7HZ3k1C7Q7t/V/zKKbePCxPKhAAgQRsOKHMJkhW56+CrWeSxC4i6C8DL4wPf7HXlwemYSs+lUHjYw91c9QgPz2PVelODLPn6k0VnZJOggiLEGdvp+tmASe0BGUacCjpp4q6gGWnv64PTMRPi0fORv22qb4aVjlUwQura8XhNFgNboK9PihSMkCYIgCIIgCMKMu+++m/1/2bJlsH37dqivr4dbb70Vfve738EJJ5zA3JHi4uIgUDLuROG3v/2tT3a+zAt9o+m94eTg6Tr5w7bfeeed0N09VDjC8+C8884DX/LFF1+YxjL66hzzJkYj8sOCAuFPGHs1fOxwSr0R1GYv63Ex3iiwd/R7Lu5yCWwkp3+1oBq+Oz0TMqLsRYLYASOb1C5HyRGhTGyERaDarh630fAi+Lg60dH4x74R9yh8X4DCFHRf0oNd0jqHtay9G147R+v+hqKk0vYu5vqD7xCstH9mU75R6Ew8px6nZSbC3vpW9u7UDsLi/eAgE1DJxGw+dbAMvjttAoQHBwkLdSGBAYYOJCtS42F6/NA5ZLa4az4/AP8+Y74tR5NvT8tg26pEGA1YEMMoi3urqBo+U72TkuGpU+dCSlgI6ytge4MtFv5f7XbGC0PVUU3e4oiJw4w6+tJsb+O+xBa4uaePCceE01i4puzWKzHOCn+MELn67TP5jl3977k5KYbFYztiWDvg+YwFdxQNtPb2WT6HkeSwEKgbhWhR0T3HSFilx/VzcuDRA8YxeEYMcu5WRgwMeCZ/Und/MOHCqmMXDwpuZcVdp2claQZP8w5i/u7chc43Zm2A0hRFBQdJxQbz9Kq2/487C5jg3KwNcYKwwCA4eUIic100EjBj5CAKquYlxUjFeGZGhWmcIrGP/ckFy+Caz/ebfjciONDwXrq91ntCzTOzktl1hu1bZXuXqbhL3W8YEAwI4J2m7J7nuJwbvjzI5odOjkPzcp/Z7Phot8EN2IcachPTJ1UV+2f3OdkO6EiJ/UKMIzYCIw1R3CXj3CUjXDLqj5t1K4z6HWZ9Ejz+epPgftATTePzKyaR/WFngVtf2GlxF0m79KFqMEF4mQ1VjcwWGH/SIkLhwsmpcNXMLCbk4DsmOPpGBO/ahbm2etMSBOHfYMforuVTWfwG38H9rKIB5ifGuD3IP3KgBJalxcFNCybD/2056vocXyJjfv0vFuX6dBsIgiAIgiCI8QGKeNQvTRVXira2Nvj444/Zjx28JbyJiNBGrigCJFm6urSDpiIjzSNLzODnwS/DqXXit93qcvh9pbect99+GzZs2OCKPxwNEVV6errh33G9xjtY+FwzHHulHkUtAx/19EVFA5yXk+Lo+rH1MYk1soIVUUQntx+8/eJ/elwUnK3afyhmONrUDv/Nq7QdS8WXxUU6rcMmwhQj8U8uF62FTkw/WncQGrt7YUJkGDxxylxLBSi8L4xmsftGCQcPI4ROeACwqapRartwX/3wiwPwr9PmQXJEiFC8tb5KP36qUCXSM5NEYHHw8QP6YhmzQuEGQQwWvo9G13h1kZ8XDuK5gYRaFHMrEYsY1yXLbZtH3mt5ypKUWNihU1yvMRAIIGp3NJGbHt9G4fs82dimGNNBmN5ruS6clApvcoJLUycxm8syi/y1GitmF1wMFtuV9o4Xd8lc506tK55L2LW2Gzk3JyEaajqti9NkhKo8uMV4XieGhzDRsuw92dM4PfWzh9WYLhHLht2D7DjBiDbF32I81azXcaFSo9xn7Ai79NwWfUF7bx8ca26H5m79c2JKbARcN+y4KNt/nBEXpRF3rZmQwASM5+Qku0U6ovsQXg8XTkqDs7KTIDEsFNr7+mBhUgzsrtfWccyw63KWOxwxevuWoyr3LXN6B4fuaZ+U1cHbhdXadRkWXjvpaKien2heazITobm3z7LbqboXYr1HYh8UfuK1YybuUuD3p8C4i/H9mZnww9nZ8K8j5fCYqn+niKeMDnG/B+2+0d9QX4C3PBzsIRLbY//oYUFkOYLf4wetIGZxt/acuyx/5bjBl9cGQRyXvFFQrXnBtrGyiTXcdy6bymIYc4ZHB2DkmkiJjDfGj4dHXCmcmZ3kU9UyQRDOEh4UBA+cMJPZGvOUd3TBbYsma7qH+NB8x9ZjLEceR6eoea2gmtn2EwRBEARBEIQTMJcgm8+b3i6G8IIkq+IuWYGTFXjRVU9Pj1fWyVNhGz+9KHazubkZ7r33Xtfv11xzDUyePNnScgh58HJB9wCelIhQ2FDZBCte2wSrXtsEJ7y+Cf60q8C2uAajjrwRy2jnJT2PKzDGwuq18EU/L78fa+oROTUF2hZ2IfzhEIkK+oaLdHbg3XJwUJgi3qno6IYXjlbAU6fMg1fPXggXT06VXGf/LXbbJTgwUHq7MFUBY4jwfc51c7KZkOTHc3Pgp/MmmhafUlWCMJnFYdyNnZhLbE2WpGpFDrEhQfD2eUvgq9xxbukVF89DeCsKCTCKCtcXo/8w3tDMranaJFLMamyVXdTiLlPnruEJZJpSjJhDNyvc9xgvpY6Ykl6gB9hp761e33i8qzq6oaPX+D6QEhFmSXhjF7XDiKigLbN9TsU/oUjQE/GT3bbWzvcGh9cX27DUiBGBptnq2xGSqQl0uC9hZX349lq037wXMuw5Zu0nOlJNjvX8+UaNN2OX1VR29sB3P9nLXKH06OJi6vTiqdXwlzbeo3CbUEjJsyApFt46dwmr2b5TVAO3bz0Kd2zNg9OyksAqdq8SJQ7Pakypcu/Nb+6AoypHMxRBL0iKgbu252mm9/TRAK+7/cM1Kb5PHBYYALmxkbbeDajbYl/H8snsE9zu54+UQ2VHt9vnIgE/fiJ6t4LR0NhfGPCgv2+0vhlR4bA4JRZCBMvG58+k8FCI03FYNRK7l7R2CQWf/DciggKZiAydp3ENUsOtuy5TLKM+5NxFEF6kor0LNlU3aT77am4a+z+qYr8xNYNZGG6raWY3WBG761rcrHgpkpEgxj7YBjx92jy4/JO9UK9Su6Mb18v51fDNqRnwYl6l6/P8lk549EAp/GLhZPjmx3tcL6Gw43TfrkJ45rR5unapBEEQBEEQBKGHP49O54mOjnaL57NCQ4N2JG5MjPg53Ar8PKyuEz+93jp5uhx+2/l9ifzpT39i0ZxIdnY2XHfddZaWQVgjITyEORAc5ByaMEanbthxhj31Dcdm2C34KsVbp8FoNaewsm0/XX8Q/rhyBpyYkQC+QBS7KBRreOj00suVRaKCg1mEYpGNKEI+0mgd5+aE7xp+tmCS692EDOiGM964f3chzEl0F7rqgdfq8rR4lsigZp/JgLuw4JHzReZMxwKhOjJQFiweYvsxNTaSFcCxyBgeFAhflDe4vZ/WY1JMJHtHvceCQ8kr+VXwlz1FkD98jmysaoTfr5iuOz2ec60moiBZXs3XupNYoXtgAMrbuuC7n+4xFYcofSWj6bAdw1hA3Bebuf09JyEKDmjaernji87+KIQJCgzQOM/IitZkUe4x+FbRTOB/xttbpY9f38CAt/W3DHT7wX2UHhkmFFBi7WWsOITYLfPjdWcXdwca4/MTj+mT6AA5OAiV7d1wBycaMWPQQXHXK2cthAhVGyu6Hv55sJQ5KJ6RlaQxYtATLvlzLOMRkxhCJQ7XUwGemrgw/3HMzW9uZ+IlvLdlRodLHSv+/EZnv8/e2CKeNmAkHluJOEYOmkQiOsmuulbW57J6BHuG235+n+g5csoI44zAb1//xQGhCG1FWjzEhgazAQVWeexACZyWmcTq6Bipec3sLDjU0Abrq+T6MXZp6Opl9XwR7N44vM3LU+PhIYGrFfYTcJt5evuxTzcAzdxgka01zXD629vg+tnZui68RvHsZs9P6OKJP+e8uw0auYExeG9WYmkPCM5to37ELZsOwxqJZ7DO/gHoVB3/xm7rDoAk7tKHxF0E4UXe4iyQo4ID4UxO5Y0NFN7s9PigRBvJiC/+psXJv3ggCMJ/QYX8k6fOhas+2wtNPSMPs/jSLSokkI3WVGfHv5RXCavS4+EHs7I01qg4ghTbm0uGxaMEQRAEQRAEIUNhYeGY2lETJ07U/F5ZOTIYQoaqqirN7yhg8pTExEQmlMIoSwTFUejeFRrq7tIrgt8GvXXKyRmJIBFti5lrl1rchUKxhATtS9na2lp47bXXXL9///vfZ59Zoa+vD8rKyjSfTZgwAQJtxHyNd9Dh5t5dBUJ3DxTz8IIeLCpd8sFO28vzhrjr2SMVjs3LSiEVI2rQFcdX4i6j4qlTMOcurr4dHxYMsxOibYm7VqUnOCqswwLNvgbfFTYxFsmqY4Ud0HUhOVy+aC1y2kPqTCKrBi2IJhDcdBQeWQVPo+nxUfDCmQvgui/2swIx8svNR1ghXAaMq5qXGM1iKGXBIrgaTKC4dXGfrnAQXRycwhOHJKUQbhYlhAxIXC+DwxFzH5Zq3+UjWmGXfCojP+BbBnQWtMrTh8vgy8pG5lZz36oZzHFFDyvCPBSYyA5EtSoqVPOrzUfh0tw0+OWiXKGopVEi+s9fBD3tNoWPvFDcqiD4h5/vh+vn5MCilFiJfREA84aNCuLDrN+jsM3E6w+j8W6aPwkuze2Chq4euGdngeV55QxH2OnxzOEyeP7oUH9FFJ/b3isSd/nJyeABZg6KVrhmVhY8dPJs9u/XC6rhvl3Wj5NTFLd1w7c/2cOcodZdvBJaBO6qPHYEprzYs9mB+FAjZidEaa7hKz/da3kepW1dsCA51k20hXUmkcDViVNEr6+miHJQ/GmV7bUtrB1HgxNs233F20XVzFhBxKZLVrJ4SRQ9KUJ2NdHBQWzQC/bbeQ41tsH9ewrdtAIKZToCODNhl4yIE9uBLmEfZ+j4oCPdB4I+i9G5EWDzosJ4cKv4iebaLyFxF0F4CVS/vsVlG3f1D8KGqkY4IytZah7YyV1bro1kPDsnxdH1JAhidJkQFQ6PrJ7LXry1qDo5n5Q1wKkTEqGktVOTr/677Xnw3GnzmNV9oeol76MHSuD0zES/Gk1DEARBEARBjC2xlL8TFxfHxFSKUKmurg46OzvdIgv14IVHubm5jqwXRhfu27fPNWoXlyM7b9l14uMRS0vFL5/tLgMFYGoXt7vuugusUl1dDaeffrrms23btkFsbKzleY1n8EX7g/uKLYkSDjfZL9qi5MAbsYxOxvRYdQ/AAU6+w33djFxC7CASSwx6UGCOlFw/jJURFXV4ahyM0fMGk2MiNO9HrGBFtKYn7sJoHSO6+/pZ9A6KncwO6d9OnAmzEqJhS411h4qXjlUypyd0auAXI3sm3bEtDw44IOS76rN98MrZi4R/+9n8SXDXtjyo4RzmfA0WaV84JidSVa5Fo0Iq/kneLcd7JcsvKrViOxlQ2IWUtHXBs0fK4a5l0xy738k6Ynl6l+ruG2CiId65UBZRzNRoIBIOeAM8Luj0h/cfFGigsE6JIeaj73jU9yY79ymc+2+3HYM/rpjOxFn409XXb0vcZebEg86CxutiL8bzeBJ3KUI+7Huhc5a3z0uZVVfuxztqWiw7d5n1bT8vr2fx6GZg3OGOWvPlyxAWpO23qWtBsihuS6KvigZ5OOnuxuNpukxtJ+9n63301hhddNHR8p+HSqGqQ3yfaOvr141DRXHXjjr98+STMvN+uB5mpwlqFHCABo9yePSOk9GgIMXFzOq1YXZf8WdHTX+Ehs4RhJf4oqLRbVQI3jCnW3DdQlW1WuyBnCUpDCMIYuwwJS4S/nLiLLeRlO19/XDdHO0I/bquXvjr3mK4eaG2uIOjA3H0MkEQBEEQBEGMZ6ZOner698DAAOzfv1/6u3v27NGdlydMm6Ytgu7du9fxdeKXwX/PCH59pkyZIv1dwnmw8NxkwQFgQmSYR8vDF/+9XijgOFE4VN7ZezKr0Xjvj85S3gb3id3C29tFNfCTLw/CLzcdZr+nR2qdBOcmDjkLoCuYKHaSRy/Sx1fEmTil2RV2WQXdStB1j8fsMD11uBy+/9mwANhkGakRYRAfFsJifKyCBbz7dhXC73fku11TslF9TkU1d/YN6J6/S1PjINLhaFM7oIvEa1xEmx7KphjtRnRlk23LvNmC2HHHMEoR8QQsEMvGKuEAV09YV9UI57+/A27eeMTW9526T6J48eLJqba/722HIAU8V3lhsbIHik3a1O99tpfdY9Tfscra8gZQN3MYq+k0d2/PM70eWgX7eyxLu5TtcUq4ExQw4sKEcXmvSraZnsRUi6Lt9OKO+yWOVq0FgTreu9AtCmsyZsRIxlrLsMtA/COLIjSXFSc6db8XgZfzc0fKoVogmpW50mu7ethzvi8RLS0lPBT+vGoG+3e3Sb8Mhbko5OLpMOl/4TlnF7NjrRezfOWMTPZ/vWbXaFAQCg9FfWHedfTkjAQ4JzsZblucCw+fPFt3gIQRFMuoD4m7CMJL8PndyKq0eFOrWDUfcaPn0J44I8qzl3oEQfgnOAoGrc/xIQY5KT0B7j9hJnxjajokhI08LKBF+pUzM2FZahyclpno1u4c9ekIZoIgCIIgCILwLSeccILm9+3bt0t9D2MMy8vLNU5YGBnoBKtWrbK1TuiWpRanRUVFwYIFC4TTLly4ECIjR0YEo1MYxj/KwK/PSSedJPU9wjvIFIzUVOjEdVhhwM+du7xZYPKUyo4eeHE40glBR4eH95d4fbkoFPGkOLu1ptkVy7ciNV7zNyU2RrZokhJhHDP7+JrZLCLJW6Cji79w3858ONzYBqVtnVDe1sUiqmSi85SrxeyQKsVZ3jVhjYUY0v+V1EFaRAjE2hBQ2dCU6RZm85v1HYicOlsyPXhP3tjdKx0Rqbj7GLkM4iHD+V0yOQ0umpQK509MgeWpceL5+XGbN3/YpUePB0+aJT0vLBDLNg1/31cMnoCDXv0BvEe8oRO/5e/InpYoRsAIsqbuXrjeQoQrj/oeZ9fp5+lDZbB+2HmOR2aWIsc2f4notEPBsPObU85dSp3CCTcmGdBFTuZaxuN226YjINMV3WUh7tVKH92bzld2UByBZQ+9U/d7kWgHE6k86SujIN1KBLAT/DevUtiXwbQcdF81e+554mAp3LU9H3yJ2Tmod/9NHx44pPccwCKVdeaJx9bMWQ4jQtERFN2B0U0YRf2ypxuKwV49eyG8ctZCyIoKl/zW8QeJuwjCC2CM2rZabY4xNpMxoUHwTlENdPWb35jwhvFlhdZG+Zwccu0iiPHMyrR4uGfFNDgzKwnuXTWddY6fOFgGjd0jDzU1Hd3MVhq5cf4kTQcau5h/3l3o1y/GCYIgCIIgCMITTjvtNM3v77zzjtT33n77bcP5eMKaNWsgOHhkQMZHH33EhFtmfPLJJ9DRMVL8PvnkkyE0VCyiwM/Voiz8Hn7fDFwPXB+FkJAQWL16tdt0WVlZcOTIEcs/ajIzM93+TpGMo+fKoTBoEq9hFRxUdPXafVDW7lxUn78XUh8+MFKgwpgRLFp4G9wnnu4XpbjLF2/wUxQoyQwOw8LuJblpEGKg0AgKCPSq04k/nR49gwBXfLYPLvtwN1zy4S7m5iXjxKe8p0HRnhEoiGru6XUT/xwQuEEYsSw1HjpsuEHIxO3I4gsBU7PqfZlVMCJIVviqbIqRYAL/khYZBr9anAvfmJrBCsF615jZeTCaqMUcIrBIe/fyafD75dNMz5W6rh6WbnI8sduCkMTfUK5ZdKuRibTF42/FidRImGDXoQVTLD6vqHf7HIVnG6vMo/UGx9j1aQY6lWE71TfojAA/SOXc6W8JafsbWx1fKSv9O4yx9ScUQbe0c5dD5/ndy6bCd6drB0wdMxB3y4LCKl+i1+59Vt4AHX39TNRkhF5koyeYnd6mXRidv+9vaGX6gy06bST2X/od6tsVtnQwAW6l5GClpLAQyI4eiusNteH2dbxAe4YgvMCbhVrXLrQS/ecpc+GT0npmjX3B+zvhwX3FrJOpx7qKRo0CFpXxp2Um0fEiiHHOKZlJ8PsV0yEkMJCJuF4rqNL8PTo0GKYOx7uiyl6xUVXYW9/KVPEEQRAEQRAEMR6ZMWMGTJ8+3fV7fn4+fPHFF4bf6erqgpdeeknz2Ve+8hXH1ikuLo4JsxSam5vhtddeMy30P/vss5rPLrjgAsPv8OuM3zcb2PHqq69CS0uLRogWE2PsykF4F5+7iwx65gDFgy/o9zdYE5qYMTsxGk7lnKn9zQ0B4zQRp/alWcEGr+2vTk51uWzZoX/YZYDXZeG8r/l8PxyWEHfhd+NCQ+B0g3eSuEfWXrQc1n11BXx+0XL49MJlttdZb/5jHXS6+dOuAnjTxNHndzvy4fPyBreCXYPBO2QRf9hZYFnUua6iAc7NSYFrZmeBExgt3amCXZuHrm5mcUkKyvEwKmqq/4Sipo9K63WFLz5OmzIFkwEwOeCy3DRYbRKPiCKcs7OT4czsZJgzHPGqR5MH4jvC92yuHir0p3FRvnrUS7RLN86bCGdlud8/zshKcitO220ViltHRDYP7C6Er3+4C859191FFwdT8wyOQcG5ET/feJhFwznl3KUWdmNksD+B7cvylNhRW361A866TqII8cz6qeh4if21V89e5NiyL+fEXU64Dtd1Wuv3OOV8JgL/hK5yvsZoYAUSGRxoGPX5fkmt8G+PHiiFsrYuONQkfp7rNuhbWX0OevpwOdy88TDskYweNXJIJUYgcRdBOAxaRr5brG00vzIxBbbUNLksuPFF3iv5VYbWsB9wDS9GOvpbB4ogCO+SGB4CT586D6bGRbpu2nctm8Y+V/jO9AluNvQP7SuGdh9b1xIEQRAEQRDjg9raWnjkkUfgu9/9LsyaNQuSk5OZ2xP+4L/xM/zbww8/DDU1oxM78+Mf/1jz++9+9zsmqNLjgQce0EQynnHGGTB79mzd6V9//XUmIlN+Lr/8ctN1uuGGGzS///Wvf9UskweFWXv27HH9jutz+umnGy7jrLPOYuujsHv3bnjuued0py8rK2ProRAQEOC27wjfMxrRURiN5RT7Gpx3JcHYPxQL+DNKMcMpcRcWbIyKNuXtXbCluhnK2jptzf9n8yfBT+dPYv/ml4Kng2zh96uT09j/71o+DRYli4WhGE/Y3T8IwYEBEBEcBNEhI06Gdgjk1tio4DZWQBHEawXV8OwR/fuCWjzDi4i8vQswPvDtohr4694i5iDvBHqXCrpFTIweW1E7isOJ0XFQu6CYNRP+9sbu4slp8PMFk+EXi3LhW9MypL9nZra0cVgsNBrEhQTBvSunmzqRESNgTatvQL60/q2PR/qxenxZ1chigtWEBgbAPSumQ3hwkOu++nFpne2SPg50VsCY3OK2Llcdziw+TsRYT8Rgjq0O3TRwX7yeXwVnvL2V3SO8zeLkWPj14lypaVFsMxqCG39F6SuZnb7l7d1wyQc74bdbj0GrA88kARDA6tY5Dt/Xa7t969xlJIi/6H87vbZco/1mdH7/eskUds/W492iGib01wNnrec2Vm0QN243zhPdz2Rwqu0a75C4iyC8kKvOW+x/ZWIqs61Xgy+tcOSbCBwNuI3r9J5FkYwEcVyCFqRPnTqXjdi9cmYm/PNQKbyaX6V5MMWXtmrqunrh6cPOvIwjCIIgCIIgjg9QqHXVVVdBTk4O/OQnP4EXX3yRxeo1NDRAf38/+8F/42f4t5/+9KcwceJEuPLKK6G6Wvu8621Q5LRo0cho49LSUiY442MCW1tbmfBLLYAKCwuDn/3sZ46v07x58+D88893/Y5uWd/+9rdh+/btbjGJjz76KNx7770a0dUvfvEL9n8j8O+33HKLZro//vGP8Nhjj7nFQG7btg2+853vsH2gdgZDcR4xdsRdv1s+DVJUg3vsgK/Io4ejWqySKBhk6K1YSXSvtgK+/O/q64cBH1ngKLUGJ13QQg22GQvUL+ZVQovNgVso0JgUEwHPHC6Dg43t7nF0kk4MNy+czKJoSlo7WdyTiDu358Fpb2+VinmUocvfbI18DKY+VHX61hHk2jnZjp7bj5w82zVQUVSA/qjMPUZNhrhQz4SD3rz+1X8xk8cMOBSZ5hR2a6lnZ+mLcoO8rKlanZFg+PeV6fFwamYSBJk4nxDuLoFOapt21ra4OdihEFgRel76wU444fXNcPvWY474tRi5673HGTIgItGyf12d9gRZTrXn2Ad59mg5tPpoEHl8WDDMMnEE9Bfxt7+JUFCYicgce6wdYdwgn0Blh7L2Lhbz5zQNPnbuQpH7t6ZmQLiPowDtLs9MuGx2el61dp9uVGKnXQWXA+Ku94troajF3sCW44nR6Q0TxDjmde6GuCQlFibFRsCvFuUyQcaWYdHWZVPSdefxSVm9phMZERRo+sBCEMT4JTwoCH40Nwdu/PIgHGrqgN11reyB92tT0tlL1v31rbA4KQZ2qkYqvXisEi6YmMraH4IgCIIgCIIw4qOPPmLuVHV1da7R6iggUkRE6s8U8DMUFD3//PPw/vvvMwHVOeec45Mdjevx97//HS677DKXe9jRo0fhoosugjlz5kB2djY0NTXB3r17ob1dKzb4/e9/D9OmTfPKeqGQ7NixY2xdkKqqKiawwhjJyZMnQ0dHB+zfvx8aGxs137vxxhvhhBNOkFrG6tWrmfvWgw8+6DoO6M6FTmBz586FiIgIKCgoYOuhBkVdd911l2PbSvhG3IWFBk8L05HBQZASoXV7lsVqFJxV1G2KWfQIz4lvbAZfohSMnazl4WCtdp1ih9qJxC4bqxrhhWOVtgssyjaXtHXCdz7Zazp9UEAANHX3julIKxlQtOKFupcG0T5EtxtvuZSgW5qTgo6E8BDd6EWM53GK2JAg2wJIKyjXgqG4S/Uno8MUY1Nsa8UFpKRtJKbOmzFIsQYpI96+RibHRsK6Sm1/Sk1CWChUdXSzlBXCmguP2oVOxMKkaNhd71k8M4qz0VW0rN1ZIeseg3vnoM72WhGIjQXwjLcay2uEnruPN8A+UZuFfnKPw2Lw1IhQOGVCIhMl5rV0GE7r5D52AqV/YKU9f2h/CVw+I9Oj5f5jXzH7fxaXLKOH7Nr9+1gF+BKMJF6ZFg9vFTk/aM2o/2b3LDITUPtbOzY3MYY99+yqM36+WV/VBGdlt1FN0wQSdxGEgxS0DIku1FySm8ZebuDNAX9wpNuGqkaYER+lO58PS+s0v6+ZkMhszQmCOD7BB94b1h2EY80jDxX37y5kLn8bq5rgSFM7pEeEar6DL5z+sqcQ/n7SLFMHAIIgCIIgCOL45fPPP2eiKMX5CfuOKBjCn/DwcCZKiouLY7+jG1VhYSF0dQ0VDZV+JorCLr74YibyOvXUU32y3mlpafDUU08xBzFcJwTXEcVT+MODjl233norXHjhhV5bp6ioKHjiiSeYMxhGJiqg2EsRfKkJDAyEa6+9Fq6//npLy8EIyN7eXrYsxbUIXdXWrVsnnB5dzlAMFxkpdlEhfEtrr3zR6oL3d3gs5sBClb+94LfqYjXanJAeD8nhQ8/cTrlhDJpERDkh4gnW2aefVzRIfT+/pQM+KKmF17k0Aj1QSPGbrcegqHV8j7iflxgDux0Q31khNzYCajp6oGfAO0ImvJ072U4YzavYwfMjLizER+Iu5f9Gzl0jf3tJpyiNwqtXzl4Ev9x0GI41e+c6sXMU/3uskr1fRLFNeHAg3MglBPCgYKoe4+9ajcUP3sRMD/xlZQNsqtIXf/kby1LiIC0yBN4t1taFfA2ex2ZNwaVTMmB3vXYQgRU6+gZgbUUDE1I4jVV3UdGmjlWB8qkTEuHnCydBfGgIu3+PRTCOGn8igwPZeeJr5y5so9Gx9E+7CkzFXf6G4tzV2mPvnuhpH0AklBxLdPcNwL76VqnzzipD70zE+xfvu0728RUmRIXB9LhIOKqqJ44maFDxu2XTYEN1E/zRIC5SiQ5FN2Ds+5pt5/EKibsIwkHwJQbaISqq7fjQYCbM4iPW8EeP0rZOONCgHflwNkUyEsRxTXhwEJySmagRdyHPHC53/btKkIWNToHrKhphTaa2HSIIgiAIgiAIBB2k0P0KhV2KqAsFStdccw2LFFy4cCEEBWkHGmE8IwqXXnjhBXjyySehra2NfRfngfPKy8uDhATfOE+jI9Ybb7wBDz/8MLz++utQX+8e8xQSEgInnXQS3HTTTTBjxgyvr1NGRgbbN08//TS89NJLUF4+0mdXwP21YsUK5sC1bNkyy8vA7+P2nHjiifDQQw/B1q1bXe5qajIzM+Gb3/wmXH311W7HkRg9rBQenRD44Cz8tVCpLiSFeDvDywNiQ4JdLkR2izA8KBLTi0NRg45mdouXSvSVXTZXN8OO2hbp5f9ikzYad7yyMDnW5+KuAi9H1AQGBLjSJpzA6JQZimC1V3zmr79Kh11/zIRbRm5U2JwVtnSw6LdttS26+5nNx4tmUlE2BohvrmlmP0o9w0jc9ZX3d0Ct4B2krzFr3bA4PJbAcyzMD/pqGDVn1uL3DgzALQsmsejV69YdtLUcvF78QXgu2lpRn3osgMLMlPBQ9pzgb5GB3hIK4bnoJMpe898eqbHoFg0C1hs4GiqcnpkIk2IjWR8Tp8eIVDv3DjWl7XKOkf56am6oaoC3i9yjW50gwIYDHN6L+UhbNWaPTdfOyYGLc9Pggvd3gj/wZlEN+0kO13f8VHj8YCn7efe8JZDCGVoQQ5C4iyAcJC40WNMYd/YPQGlbF+TGyo+O/ai03q0RRxt+giCOb34wK5s92DxxsNTS9/66twhWpMexaEeCIAiCIAiC4CMK0fFJEXZh5B8Kk1AUpAeKhJYsWcJ+br75ZhY7qDhGYRQizvOBBx7w2Y7GGMJbbrmFuWXt3LkTysrKmJMYitTS09OZa1ViorXBDpdccgn7sUtwcDD88Ic/ZCK5PXv2QHFxMYuPRCc0dBybN28eE4F5yvLly1kcZkVFBXMrq66uZq5qqampMHHiRFiwYIHXXXyPHDk+xByjFcvoBPieyim3KadR1gsLvOh676+oI26cKkrJzicmJNh2PObkmAhYnZFgGF3ma1eM8cC/jriLdsc6Tl996jYH27xPyuogLSIMTsxIYPFE3liON1Eug4kx4XDFjAnw7BF3Zy6cBOMQnz+qHyWlbHp4sPfau8NN2jhqp/epPwi7sDgs6yg4Vthe2wLtPnChMwNFQXkmTi93b89n/w/wIKYWz7PokGD406oZbJlfVNTDh6q6GB7jpu4+S9F36PRiFdHsfR3kOSshCg41enbdIv8rqYMb5k6E2NBg+OPOoWM0VpFtITscvmaU82EspqCUtXcxcbHMNYOiIWzL3y6qcX22JCUWfIG/BuW+ZSDs+vHcHBZhaYTa9MWJvrSRsAuReW7SE5KnRYTCT+dPhILmDnhKZR7hC+q65J9pHOwujjtI3EUQDvJyXpWbMCsnWt+liwdfpn9Yor2JnJGVRNaDBEEwrp6VxTo1jx2QF3jhSOB/H61g4jCCIAiCIAiCUD9/ojBIeXm9cuVK+OijjyA0VH50JIrAPvzwQ1izZg1s27bNNc/777/f5y/FUVCFYif88RdwH6D7Gf54kwkTJrAfYmzgC3EX+uJEhQQxl5iYkCBbMV1ISngI1Fp4CW9XRPBucS3cs8N/C5HqWo2vhXJ2hV3I+qpGl1OQP4GOYmPdVWS8kBUVPuwY5Gzszd/2FsHja+YyV5XvfbrX5VL3k3kT4eYFk2FzdRO8Xjh2xDmKw1BqRBhzsxOxtabZtDgeOCxZCA7w35ihVgfEEvoBVL4vDo8lqv1AOIfihK5+uXMAj7EdYRfy0L5i2F7TzNoeFFBPi42ED6He9jFGF7+7t1uPihTHMg76vB3GRKDGbs/7h9hH+bSsHvK97PbobWS7Lk67Wrb39cHTh8rg1XxtnXcsgM6WEZLuW3gf28M5kPp68MlYQqZNRBe0Pp0G0ejZIdxm/+u1gmo231Myk3Sn6Rsc0DWpOSMrGbYEN6HPJfgrYz3q05uQuIsgHKKuswc+KdO6bl02Jd2SBfqRpnYobtPaV56Tk0LHiCAIF1fNzGIdm0cPlAg7kTgyNyI4EPbUj8S7Pne4HM7PSYWMqDDakwRBEARBEARjy5YtrhhDFCE98cQTloRdCmFhYey7ioAJncBw3igWIwjCHV8UTx5ePRsWp4y4wKOQwg7eFHYhir7H3yOQ1Gvnry5oPOe/tx3qu3q9KrCwC7oN9Pnlmo0+6OAyITIcPi13jxn2Bvj+CE/pWzc768LY1TfArmt0klHHjz64rxi2XLqKuczboa1vdJyN1Gfr/oaR9208Zm77imBB7QY4HgkPCoBOu6qf4xhPxLxOgfc4X9zm0JXmg9I61+9XzNB3DZbhO5/sgXYb7UODoJ/j69v8l5WNrC12gs6+fr8Wy5uBzo7o6IYxgTI43ZbiOYRxcGMRdIfKjg6Xnp4XMVaMsShbX9IlkaWMKV52OGrilKjHpuomNlDCUNylM5ACnbvQZAZFpf4MOXfp479DBAhijPFGYbXGdjGMjUIbsGRV/D7n2jUhMgzmJkY7up4EQYx9rpyZCTfMzRF24pemxMEtC3M1N/jugUH4+76iMfUimiAIgiAIgvAuR48edQm7MCZw7ty5tuc1f/58Ng9+3gRBuNMiWbDyBN45L8/DmC5vugyw//v5Y6r6MdrXjh52QdcTX63pLxdOsjR9t80C2PHAiekJ8IeV0322vGPNHZDX0sHcT5yMRsVowG01zbCnzt3lCq8hdPRyAnQm9AXq695omUpblh4pHlypOOn5s3Hd+RONB5r//cRZpvMgYdfYZbRcFVGU5Al2hF2IKILS1+JLFI6gINYJ0MHMSpSlv9EzMMhEjvh/GZze1MausetehbGuVlw4+V1s9xryBknhIeBPOHV9qkkKC4Y7lk5l0bZ26Tdpq5p1BhRtrG6C327Lg0cspAMp4Dr7Cj80H/YbSNxFEA7Q0z/glvOOIyQfP1gGF/1vJ/zf5qOws7bZcCQiCsE+Uo1WQM7OSR6T+c4EQXif783IZHnfPP/Jq4TPKxrg4smpms/XljfAS8cq4buf7IEDDVrbXYIgCIIgCOL4o6amxvXv6dM9LySr51Fbqx24RBDEEPheaGFSLMxLjIaUcOtOeTJkRYXB80fK2buo27cchebuXt2X+6ONUoD0d+euo80j4jgaMOVOWJBvBDbecAjxN7Co3TVKBdaZCVGOzg+vatGVfeP6Q47F6oUE+qa8NWgxJkjPDQNdzN4oqIZmB+LXvIXZZbEyPd6nxV3C9+KuCaOQ/CDjjOOr8300uiR2XX94nBLOjhWcPlT+JHCyc+1aEXfxfaCfL7Am1Fe4b+V0ON3APcpsuSJOSk8Af8Ibbqpn5aTAeRNTPBLWmw040TOesTuoJjUi1KdmNE4OOhhvkLiLIDyko6+fZTDztrndwzm8LOe6vB7+vLvQcD6bqprccrXPo0hGgiAMuHxGJvxk3kS3z586VMak7bHcaEK0v8fRmNd8vh8e3V/ChKkEQRAEQRDE8Yl6INGAA4UAfxdnEIS/XHcPnDgTnjx1HvxobrZXllHW3g0bqprYu6iPy+qZ+4G/uk0pQqkzs5PhpTMXgL9S2tYFB4ej2PzZcUfE16akMTGhN+kfHHvvFjAC68uLV7LUBH8CBw/vrR+dAXlOtxM4O9Est9Y0O7aMeh/F2Kn3zZS4CI9iee/dVQC1Xf4XhXTRpFTm2rUgKdZwus1VTawgTYxPUHQdGxrs8+VGOhRLaBVRq+evfSYZfrn5KIT4oXDZW6RHeGegxFikd3AAQiUFzzfNdxdy2XWQQqGQlYEPMmYmbxWNDELzB/i6vRMoe8HucwUmh02P0xflo3vqhspGcBpfPgfJiOmPV3x/lyaIccZ7RTXw933Fms9Qvbq7TvsgfmluuuGN6z0ukhFfvOTE2H9YJAji+OC70yewzvff9mrbodcKqiEzMgxaevvdRkVjp/tfR8ohIyoMvjo5zefrTBAEQRAEQYw+qakjTq9HjhzxeH7qeaSkUNGPIEyvmSb3KCBvgDU+f409VGIZsZCMP3MSo+HAsIjK31DcMLzh3LU4ORZ2CuLrnOCS3HT4rKwe9nlxv9boOAP4NcOH0R8vjYf2lYzKcp0+tTHazNfxZt5CXcycHBMJu7j3/pbn54cq0f9bMkVqur0Nrcy9ixif4H35p/MmMSODP+zMh3qHXPbMiAoeHQfIcJXTEcbavZJfCa9yCT1jjbDAQOgdGLsOVFbw1/7taNBrwbnrr3uLXP+OCMLzZRCCA+wJLAfxXm+hA0EDwoZQNJh2+0mPnzIXZiWIB2/g8fjL7kIoaO0EJxkcXu/EsBA3sxtvcBzpVC1Dzl0E4QF4I8KYM56vTEyFCyalujqHkcFBcK6BC1dzTy+s51S0503URqoRBEHo8a1pE+BXi3I1WnZ8kCvXsYFH5ifFsHaKIAiCIAiCOD6ZMWOG67n24MGDsHfvXtvz2rNnDxw4cMBt3gRBmAubjFiWauygIkNgQACkR/qnswEvlMrwMxcl0bomhYcwtyd1QdhTvLnd7xbVet0J6slD5TDWwAisKz7dC3Vd/idMO6KKAfUlTrnVoEgDnfgWJsfCDANXibGEsmc+LKmF1ws9F3609fmf2536+KPT/307C4TTUUySf7IgKcaxaLfZidFwUkYCnOjlaLTJKmODpw77/j6SHRUOr5+zyPX7LzcdhkcPlMJYJ9TB/om/EhUcyOLNY0PHZiy0NwgJCLAUy6hEJH7+1RWw4ZKVsHpCoq3lVnf0QGuPvJiQ9HgKQ5U8u1pvo3vx77bnOy7sUt4boSHNbYtzwRdQKqM+47+VJwgvgi9HyjjxBKpWUTCBo13eOW8J/Gz+RLhyZiZEcfFoaj4urWfqaPVN9Yws+ZxigiCIS3LT4I5lU1m3MDggALoNonVQ9f6bJVPohQxBEARBEMRxzLJlyyA5OZk5TOOLumuvvRa6u63HBOF3rrvuOtfvSUlJsGLFCofXliDGHzIOUPGhIR4v573iWohzYD7egC9opPlxvI6yrr9bPh3eOHexo6PJt9Q0gbd44VgFbHEwBm88cbipXfM+1i6p4f55fVnFKblRV38/TIqJYIOdZyZ4T9yFgxoTw4J9Knzqdshxy9+cS7Kjw5kQWOGLigZdEdsbDojbCOfZ45CIV0l98FUaxWhG9wUFBkDwcIxdXWcPbK/1joOmr7Eq8BlrfC03DT67aAW8e/4SWJ5m3UUQa6/ejqseDfDa/bSszrJA6OH9xbC9ptm2wPsf+4phV72Fa0diOctS4mC8E+BhWxus8yCCRjLvcylhTqF0gTBi2hcEUiyjLuO7lScIL/OfYxVun31rWoarYUVLeXTUuWJGpuF8+Mb25IzEUck2JwhibIMOgX9aNQN+s3SK4Q0eO2Itvb7phBEEQRAEQRD+CYq6rrjiClZgxH9v3boVzjnnHKiocH/O1QOnxe9s2bJFM0+CIJwRd31WXu/xrnz8QIlPi7XjzbkrNTwUHl8zB2bEa0UqTqaq1fko9orwDjXj5Pg5JTjCmKyDjUPuY2rBkNPEhAZBSoRv2owff3kQznl3O3xcKl84jw4JYi5morg5f2uRm7t7WYH/H3uL4K97iuC+XWLXLqSzrx+6+4+PyLfjkT7VYGFvJ2L1GAxMdgoU8lTpRAertRHj5T35XcumwnSuvzLeiFLVTdFl0Co9A4NejaoezT611ZhKdDF97kgF/OTLg7Cvwbsurwoy67it9jgYlOBh/0jPuavBi31SjGKs6ez2WpQ8D8Uy6kPiLoKwSVN3L6yr0EYpolvORZOtxZwVt3bCAa4zcd5E/QhHgiAII9BC95ycFLh2TrbhdA/sLhSOyGjt6YNfbTrC2iaCIAiCIAhifHP77bczpy2FdevWwcyZM+HnP/85E3v19rq/HMTP8G84DU6L30FRF5KYmAi//vWvfboNBDFWOdRoXliyWqQRgbMY8EEB1Q686Gxlejzcs2IaPHnKXE1c02gyAIMsXi6GG4Rp5NBPEGOR/Bbn3gMpIihvirtQFFna5pt3V229/dDY3QtbLbjg4Xfa+4Z+5idpXWIG/Uze1dLbzwr8LxyrhJfyKqG1t99wu1a/udWn60f4DrWTpNU6l50ISG+TEKbvrKg4N3b3DwhNHMYiyeGhQkHpeCIiKNA1OACPHTFyPckMHEG+npuucXjDvfj8Ed9Eo471IxbnUP//+aMVcMLrmx0Xd3mz34Vc8P5OJvL2Bco7JsIdsgYiCJu8WVjjdiM6MzvJstU92uPzsY4rbdiJEgRBqPnejEzYV98G66u0IlQFHEX5blENXDg5TfP5X/YUwecVDbCpqhGunzsRvjE13eudQoIgCIIgCGJ0iIuLg9dee425bymRjG1tbfD3v/+d/YSEhEB2djbExsayl2vNzc1QWlrqEn0prl/4//DwcHj11VchPp6eZwnC10IKM/r8S0fgon+4sFrf1cOEE/jsOSU2kgmn0iJDodAPBh3p7bq40GCoHwOOTTPjo6CgpYM5VRCEr6jp6vGJ60JX39goE++t14p5m3v82/kqLDDAsQhKYmzxekENbKtpgeqObq+LrzC55u7l09jgY4xFfKuwBkrbu1x/x+bD0zUw+n5p29Cy7th2DNaWN8B4AMU9KEofzzx6oBROmZAEk2IjfBYP521SI0KhRsdhzsqACdloxdruHjdh3IFhx03CGL3+tJ32SlaMpyfuwncwG6uamKPWaZlJ7PlJttt1WmYifGaz3bMb4WkVcqfSh8RdBGGz8XrpWKXb55dPN45fFDXe/+MiGc/JSdbNyyUIgpAFX4rfsWwqXPHpXqjoGCrU8TxyoAROzUxyjUBeV9HgionFlzh/21sEFe1dcPPCybTjCYIgCIIgximrV6+Gt956Cy6//HKoqalxjZDEl4U9PT2Qn58v/B5Opwi7UlJS4LnnnoM1a9b4eO0JYuziqzc/6Ezxp92F4I9gIevu7XlwsKFNI+RanZGgOyLd1+jVL0ICx0bJoby967gVdqVHhOrGcRHeZfdwZI+/XMeENcKCA6HbzwVohOcEBYgdQlE06Yv7xkeldZAVHc7us1+dnAZ76ls14i4n1sBMMIOxfuNF2KXUG/00idtRwoOH+mB6g9rHGllR4R6Lu1DopggWzfD2OY/ucehaOR7BKEsR4UGBun/zBg/sKYT23n5XROILRyvgP2cukP4+xs3bFXf5qo0h5y59xsZTKEH4GVurm6CxRzs6b1pcpOWc8B01zW43bYpkJAjCyRFQf1w5HUJ1BKON3X3wz0Ol7N9YlHuBs6BGm+NLcrXOXgRBEARBEMT448wzz4T9+/fD97//fQgLC2N9Q7WAi/9BcBqc9qqrroJ9+/bB2WefPcpbQRBjCxrXB1DZ0c0c7XmHLhys5O+ikLEyMNMoXm28o44cInyLEtnj7atkbPh2jT0Sw0JHexUIH6AX/Vzf7RtR7IaqJvhvXhW8nF/FBhePxn3/L3v8U/xul56+AZ+56vjD/X28aNcVgY6n/T28lvyBXj+Ng/cmIT7uc35Z2ag5b/BZCj+T5Z8Hh2qCdqjpFBtJOI0nzmbjHXrCIQgb/Ouwe/7w1LhIuPKzffD9z/bB+8W1UnnP73GuXdPjImFaXBQdE4IgHGNmQjRcNydH9++v5FVBfnMHK9L9/cRZ8PUp6a6//d+SKTA5NpKOBkEQBEEQxHFAcnIyPPnkk1BWVgaPP/44XHHFFTBnzhxITU2F0NBQ9oP/xs/wbzgNRjQ+9dRT7HOCIKyxNDWOdpkOWJj0F/EURp08f2TkPeBr+VXw7JFyONCgjVkj/A//OIOOTzr6BuDj0lp4o7Daq8sJAv9ldkIUrEobe1HVP5ydDXMSo3X/fu/K6T5dH2IUGIV6+miJdN4t1tbnxjqtvX1+E8o4z6Ad8ZRz3t0Ot2464hciouXUn3fjeHSM9YeIUHRClt31fR4cokNNHeALvB0NPJahWEaCsKFK3V3f6uaOs6t2SCV7oLENDmzPY/bTKIzQo7WnD9aW1Ws+O28ivRAnCMJ5vj0tA/Y3tAqtVvERCGMw/nXaPAgPDmIRjKsnJMKO2mY4KzuZDgdBEARBEMRxRmJiIlxzzTXshyAI77EgKQY2VjXRLhbQh86AAf4zJhnjay6fkcn+/Z9jFVDW3u2Y84TM4FDCHoF+IhA8ngVetV6OxfTnqyclIhS+qBh7kWG9/f2GbhmnZibB92dmwtOCwe/E+GA0yukDMAjFrb4RDKgZb8YwubGRsKG66bhwz1xbMfpxmpHBgfDgybPh+i8OOOK+RRBOtKXjBRRvkguvGP95SiaIMQK+xOGbxxPS4qGKe1i9YJKxUOuD0jroVilPgwMC4GwSUhAE4QXQleuOZVNhckyE8O+Hm9rhiYNlrt+XpcYZun0hpJwnCIIgCIIgCIKwN7L7d9vz4HM/KEr5KyjJCfIjYQ4O5PxieLCUXoyVHWbEjx/3/hfOmA+Lk2PZvyMkC7pBAbgPvOcWXtCijfskfMv9uwpY7Jo38ecS5lgUdiHHmjsN3/kVtnTAwuFrnSCcIiMybFT8Fv25DbHD9z/fD1UdvolMM2P7sBmGNwkd5b5iwPA56w232YnR4Y7PkxjfzE2MHlc1u/G0LU5D4i6CsNiYvFlY4/YiYmlqLKRFhGpezmBDqsfg4CC8xdlSr56QAInhIXQ8CILwCuFBQfDACTMhJkRsWv/04TL4iIuK1QNdvb798W4oaPH9iCqCIAiCIAiCIIixTGN3L4sBOtTYPtqr4scEsEGQ/kRHfz/7v5GjjRVw6x5fMwfGC3lNHS7Xik5JN7KggAA4MT3By2tGyHBujvPO7T1UkxuTrK9qNGznStq6oIscB8c1vr50k8ND4JOyeihrGw1B7vhrqMabG5kRo72p7X398MLRcq+4dn19aobj8yTGNwPD0fbjhV4Sd+lC4i6CsMDa8nro7NO+oMD4sgsmpcHr5yyG+1ZOh2UpcfC1KenMKUcPdMk51qwVRVw0OY2OBUEQXiUzOhz+sGK67s3/t9vy4O0irYCVp7StE27dfBSK27rgB2v3w2Y/sXomCIIgCIIgCIIYC7T29o32Kvg9aPyEwh9/QimWOFU0GXRQKOYP3Lsr3/J3cF9StJt/cNviKY7PMyeKXEfGo1sGts0k7iKcpK6rF54/WgG9o3BLHD934REGx+VWiQnxA5fXf+wr8YrD0Kq0WHjghBmOz5cYv2C/ejzpoRq6vRvtPZYhcRdBWOCpQyOxZQrXzs52WW+ekpkED62eDV+ZmGI4n7c49y+0nV2eGkfHgiAIr7M8LR5+Mm+i8G/Y97tnRz68cLRC+PfWnj64ZeMRFiOijE65ecNh2EWZ8gRBEARBEARBEFK09Qw5QI3XiBoniAkJ9krEjSf0D1dLnBRkKfMcD/SNn005LvHG5RYW7F/XMCFPdEgQJISJE0aePFQKnSRSJsYJ40hj7WIcdS1MCQ0cvxKHSz7cAzdvPOKTZflZl3vcMYHFznofvPbH08CRN7n0M2KE8dvyEYTDYKPYOWzBrjA1LhImx0a6TWvk2tXZ1w8fltZpPvvKpBQI9LMRiQRBjF++NS0DzjGw3P/HvmJ4dH8Ji5BV0zMwAFHB2ljHxSmxMCdBP4aWIAiCIAiCIAiCGCE1MhS+6cWolZ5xUNXDN2TedO6KCw22NH1ubASsTI9n/+53cPf2jaMCjB2hmrcFYfMT6V2FNF44FldMz4JvTk13fsbHEZNjIkZluVfPyoJv6Bw7jBQmF3+C8D++MSUdnj99PsSHWevjjGWahgegE54xDh4d/JqKjm6faRjC0P54nPB6gXHC0PHM+DnKBOFl1lU0QFWH1gbwhjk5lueD+eEdff2ai/CCiamOrCNBEIQMKEC9bXEuzEqI0p3mX0fK4dEDpZrPksJD4ZE1s+GMrCT2++yEKLhv1QwIHUedRoIgCIIgiPFCUFCQ5ic4ONh0Gid+RMshCGKE3NhIuGnBJEiPDKXdYtSGeVHcFWxx3ugklhoR5mgsIzKeXLAHwP+ICqH7kSwDXlB3zUiIgm9Pm+D4fI8nCls7R2W55e3drBaix9qKRp+uD0F4i/GkaUmLDIPp8VEwIz4aFibHSH+P7pQEMT7AZxRsA3zlFEaMHtRuE4Qk/zlWqfl9RnwUrBoetWeFt4u0alMc+YcdL4IgCF8SHhQE962cAVd8thcau91HuUQHB8GZ2UnC7/1u+TSYFhcFX52cCpGckxdBEARBEAThH/AurHanIQjCeX695SjUdfbSrjUQdmVHh3tt/1gVaA16KUrxFh/F7RyvjCdnNG/T0z/glf0fQUkVY5K+/gGIJnEk4UMmRodDcVsX7XMPwCQOdO35ybyJ7Pcz3t4Krb3mUeAy3lcXTEyB9t4++IyEnQThtzR298KGykbq/x4HkNUGQUjaGZ6UkQDJ4SNZ8xdNSrWcX1vQ0gF761s1n+F8CIIgRgMUlv5x5QxhrnpWdBgTcInAGNkrZ2ZCfNhIm0gQBEEQBEH4p2OrE9MQBOEsG6voxbsR+IwaGxLkNzE+aiGsk85dhHfJpMG00vR6wXqtb2BQ+L6J8H+6B1DcRYM5Cd9Bt1Zn6FILdR3cqe8U15KwiyD8nP0NbfDzjYehplObQEaMP8i5iyAkRwxeMSMTvj0tAz4urYePSutgW00zPHO4DC7OTWfuNRhXZsbbhVrXrsSwECYaIwiCGC0WJcfCbYty4Z6dBZrPDzd1wFsF1XBRbpqt+W6tboJlqXFULCQIgiAIghglrrjiCkemIQjCeXDADKFPz8Ag3L4tz2u7yGq5E0ulbxRUwWsF1WzdCM/AwbN1Xb3jNtJuLPKrzc67yOGgaHR/+tOqGfBOUQ18WUlRfmOF2JAQcu4ifAo5LTq0HwcG/DoumSAI71HUQv3e4wUSdxGEBUICA+G8iSmwNDUWvvq/ndA/CPDEwVJ4+lAZe1A90UCo1d0/AO+X1Go++8rEFAgOJAM9giBGlwsnp8GRpnZ4taBa8/l9uwtYe5cZHWFpfv86XAaPHiiFb0xNh5vmTyKBF0EQBEEQxCjwzDPPODINQRDeGURI6NPcbc1Zy9uUt3XCvbsKR3s1xg2+EHa5OZgQhvBJE06AYq7nj1TAp+X1QC3e2GJibDhEBZNzF+E7rCbkEGJePFYJW2qaYW5iNHT10T2QII4nelXizvF0b6DnZndIVUIQJvxhRz78bU8RlKkyv98srGHCLoXgwACYnxRjOJ9Py+qhmbN9v4AiGQmC8BNuXjgZpsdFaj7Ddu6mDYc1nz13pJxFzOqBYlcUdiH/zauCf+wr1kRYEARBEARBEARBHO9cNTMTIoLotawetV3d4E809fSP9ioQFokMDiRB0SiD78Ir2ofep9NbobHFhyV18HqhdgAoQXiT8SdJGB0wdnpnbQs8d6QCqOdCEMcXYePw2bKjl1oyEePvSBOEg1R3dMO7xTXwYl4lXPbhLvj5hkNQ3tYF+c1aYcO5OSkQE2pshPdqfpXm9yUpsZATY80NhyAIwpuxII+vmcNegKopbutiEYvIi8cq4OH9JXDt5/uFozpR9PXPg0PCLoX/HKtkMbYEQRAEQRAEQRAEwDOHy6Cqo4fEDoaQzw/h+TuOw03ttBtHkaLWTjhEx2BM8mJeBUshIQhfEUy3fWKMEsXVUghitIgch46bHX0k7hJBrQ5BGPBGYbXLoQv/t6O2BWJDg+G+VTPg2dPmwQWTUpga9rIpaYb78WBDGxxobNN89rUp6bTvCYLwKyJDguEfJ81y+/wPOwvgrcJq+NveYvZ7S28//PjLg/BlRYNmutzYSLhz+TRN5+LHc3NgWWqc19edIAiCIAiCIAhiLPBBSR28lFdJkXEGkPsz4Sn/z95ZgMdtZW34mGHMzMx24jA2nJSZuVvGLTPDbplhy4zbvwxbhqQNNg2jY8fMzGz/z7m2xpLmakYa8thz3udRG2tmNBrh1T3f/b4OGulPEGbT2GM8GpeKihMf+eBea6NVq+XlNvlECYRz4GgR0OHenuO9CsQ4MTAJ03M6SdzFxbjVEEE4MZ39A8ylRsmhKyvYD+6cmQbXTk0CPw8Trl0Hpa5dET6esCg6xAZrTRAEYRlTQgPgitwE+M/uMv286q5eeEXmyIUj+G7ZsB9um5EqiZg9LD4MhoaH4YHNRXDrjBQ4luJnCYIgCIIgHJYLLrhA/+/HH38cQkLMe05tbGyEm266if3bxcUFXn/9dautI0FMxv4mwjjBXh4Q6OkOrX20rQhiooGijslXXiQk0E6e8HQN2FaQovUaUNPpWHHMBKEWwRzEUXBzJRs8Z2VgyMEORivQSYM1uJC4iyAUeGZHKfTI7sw8ty1Twq6W3n74qbxBMu+klEhwp5ssQRAOyjmZMbChrgW21Lfp5zX09ENeiB/sahpzIcRL5L/+LoLGnn44LzOGFfIEIWx+qD/E6LzHZf0JgiAIgiAIdbz11lv6Nty9995rtriro6NDsiwSdxGEMu3USW2SzGAdHGzrctjDiHQNBKFMpI8n1HT30SaazEy++jExzvQMOZb7EeG4TA31hx2N7eO9Gg5LTRcJJZ2Vvkl4HSXnLj7koEoQHAaHhuC7snrJPD93N0gN9NW8vb4qqYM+kWLWw9UFjk0yHuNIEAQxnri6uMAdM1LB203aTKjv7oUVMYYFvxd3l8GT20uYY5cACbsIgiAIgiCcL/6MotQIwvQ5cnxyJByVGE6bygiu4GJzVxFLIF3DxGB6mP94r4JT4uHmCt8dNRNunpYMYd4e4706hA2gayBBEOMBVipCvOi+QhA8+hwsItQakHMXHxJ3EQSHdwuqJIIs5ORU7YKsweFh+FQWybgiLhRC6MGWIAgHJ87PG67IS5DMq+3uh80NbUykKufjohq4a9MBVY1ItIhto3gNgiAIgiAIgiCcDHS3uy4/Ce6elQZBnhSooERtVy90DQzadd8Qk49ATyoAa8HNStu9vKMHrvxjD+SG+NHAv0kKibsIghivyMH0IO0GHAThDFRMwnhbeh7kQ+IuguCwvUFq6+nu4gLnZ8Vp3lZ/VjdDTVefyWhHgiAIRwSvVzPCAiTzWvsGoH9oGHTuht1+P1c0wvVr90FH/4DiMvG1G9bthevX7oXeSTiagCAIgiAIwhkZGBhr/3l4UDGdIEzx4q4y6qw2wnflDSQeICym2IGjPR0Ra8opD7Z1s6mHRJoEQRCTFsPh37YFaxKv7qmw87cSBDFekHMXHxJ3EYSMio4eWF/bIpl3WHwonPfrTvjX34Wwv6VT9Tb7pEjq2pUdrIPcYD/a5gRBTJh4xntnp0GAhxs37zrJ34eJX8X8Vd8KV6zZA409UmErUtXZAxf9tgs21LbCzqYOdk2l6B6CIAiCIIiJT3V1tf7ffn70zEsQpsB+J7ljPEEQ1sXLnUof48nXJXVQ0EoCO4JwROjqSFgDN3uruyYpET6e470KBOGQkHMXH7qHE4SM/xZWS0YH+rq7wbyoYChp74avS+rh3F92wMW/74J2E5Fipe3dsKmuVTLv5JQoZsFPEAQxUYj09YLbZ6YazEdR18PzMuDJhVngK+swRRHsJb/vYmJZARRx3bGxAIrbu/XzfixvhNf30WgbgiAIgiCIic5XX33F/o/PuwkJ0mhvgiAMoWIYQdieghYSFo0nWxraxvX7CYJQhrIUCGswHrXOyVhdres2HCRPEMSIwQRhiDtnHkE4LSjYwlFFYo5PjoBvS6XzMErMj+NkIxeJiQn0dIeV8aFWXFuCIAj7sCw2lF0LvygeuxYODA/DN6X18M8pifCfxblw3dq90Nw7IMn4vuqPPfDxodPA082VPezdMTMVLv59t15xH+zlDnMjgmg3EgRBEARB2JA1a9aoet+GDRugpKRE9XL7+vqgpqYGfvvtN3jnnXf082fOnGnWehKEM+FGA/8IgiAIgiCICQzGJNob8r0lCOeBYhn5kLiLIER8UVwL3YNj4xbQi+bQuDC4ePUuyXY6JdW4A1dLbz98IxOJHZcUAd5uxgVhBEEQjsq1U5NgW0M7czEUeK+gCqaF+sOimBB4ZUkeXPPnXqjq6tVfP6+dmsiEXQJpgTr499x0uGHtPkgK8IEnFmRBjM57XH4PQRAEQRCEs7B06VKTo6rRZfWMM84w+zvEUduWLIcgnIUjEyOgoLUTegepREUQBEEQBEEQBEEQYiiWkQ/FMhLEKANDQ/BxUY1keyyPC4XsED/48ogZcElOPIR7e0CApzusMuHA9enBWugVqdZxRObJqVG0rQmCmLD4uLvB/XPSwcNVWhi8d3MhlHd0Q4K/D7y2LA/SA33Z/Jump8DSWMNr5YKoYHh4fia8ujSPhF0EQRAEQRB2BAVY8snU62omRBCPnXLKKbB8+XLarwRhghNTImkAIAE6dxoEShAEQRCOwKJoSpcgCIJwJGSlSGIUEncRxCjXrd1nkG18Rno0+3+otydcmB0HXxwxA15cnGO0Aw4jG/9PJhI7ND4UIn29aFsTBDGhyQzSsRhGMR39g3Dr+gLoGRiEEC8POCoxHG6bnsKKFUosiQkBPw8yDyUIgiAIgrAXciGXtZcdGxsLDz/8MHzwwQc2+x6CmGzQSGTiuOQI2giEU4K1ujhycicIwoFYxhmkTBAEQYwfy2LousyDKqsEAQBVnT2wub5Vsi1ygnWQF+IvPWFcXVmsmDF+KKuH5t5+ybwz02NoOxMEMSk4NTUKdja2w08Vjfp5hW1d8O+/iyDYywP+W1QDU0P9YWV8qKKACwuApqKBCIIgCIIgCOvw5ptvKrbJLrjgAvZvbJs9+uijEBYWpmqZ+H4vLy8IDAyEzMxMSE5Opt1FEAShkY21LbTNCKd1Yqjo7Bnv1SDM3HeiwBKCmDRQTzVBEITjsCQ6GJbEhoz3ajgkJO4iCAB4r6BK8lDi7uICp6dpF2Rh5/gHB6ol82aHB0JGkHFBGEEQxEQBC3m3z0yForYuONjWrZ//o0jstaOxHa5YsweePSQbgrw8JJ//vqwevi9rgH/PzQCdh6ELYkFLJzT19sO8SLLCJgiCIAiCsAbnnXee4mso7hJHKiYkJNBGJ4hJ4KhHjIFXOEfd0v2kkCCclEFHPSkJk9BliyAIgiAIW1PfI01aI8agWEbC6ant6oWvSuok2+GU1Cg4LEHdiGUxa2taoLh9TOyAnJkxEu1IEAQxWfB1d4NH5mWCzl05onZ/SydcvmY3NIjibjfXtcIDm4tgfW0LXLZ6F9TLonBR+HXR77vg9g0FUCa7lhIEQRAEQRC2E5iQyIQgiMlIjK8nODKkbyEIgiAIx2CYvLsIgrAjZ6ZHQ2qAL21zBWgQjDIk7iKcnnf2V0ouEh6uLnBGunZBFnaGv7WvQjIv2d8H5pP7DEEQk5AEfx+4f0660cdedPa6dPUuqOzogcLWTrh5/X4YGB2dXtDaBRf9vhMOtnXB4PAwPLW9BO75qxB6B4egc2AQbttQAD0Dg3b7PQRBEARBEM7I0NCQfiLXLoKwL56u1C1ra3oGhxxaQFXd2Wv0dTpCCIIgCMJeOHKLgSCIyYSPmytcMzUJllPsoCIDZBWqCD0jEuDsrl1fyly7jkuKgL6hISZI+KWiUfUFZGtDG+xs6pDMOyczRh9xQRAEMdk4JDoYrpmaaPQ9FZ29cOHvu6CgpQs83aTXw5quPrj4912wtb4VGmU2q4VtXfBuQZVN1psgCIIgCIIgCGI8+fxgLfQODdFOsDFNvQMOvY2FwU9K6DyU3bIJgiAIgrAeP5U30uYkCMIuDI0+A3gbScZxdkhuqwyJuwin5m2Oa9e5mbHwcWENbGtoh9s3FsBJP2yBT4tqTC7rrX2Vkr+jfb3gsHjt0Y4EQRATidPTouH45Aij72nu7YdHtx6EK/MSIE7nLXmto38Qrl27D+ZFBkFqgI9EaIsCWYIgCIIgCIIgiMnG5vpWGKQea8IE7f3kZk0QBEEQ9qC0vZs2NEEQdsHVdcQEwWv0/4QhqNcg+JC4i3Bq167Pi2sl81BMgKPivimtkzjLVHb2GF3W3uYO2FjXKpl3dkYMuJPFPkEQkxx0J7xpWjLMiQg0+r7uwSF4aEsxnJoWBXkhfpLXUGT7wN9FTOAV4uUB985Og9tnpoK3G41cIAiCIAiCIAhi8uFOLu8EQRAEQRAOgz+5ZRIEYScS/Xzgj6om2FzfRttcAYplVMadjhrCWXl5dzmIExdRBHpyahR8X9YAXQNDEgXkKanRmly7UJxwdFK49VeaIAjCAUEh68PzMuGKNbthX0un4vsGh4fhye0lcHpaFAR7usMfNS2S198/UA3HJ0XAoeR6SBAEQRAEMa4MDw9DRUUFNDc3Q1tbGwxpjI9bvHixzdaNICYDriTuIgiCIAiCcBjIUZUgCHuBNbQb1++nDW5BfL0zQ+Iuwmldu74rr5fOHEZ1vjsclxwB/p7u8N8D1bC7uQOWxIZAtM5LcVlFrV3we1WTZN6Z6dHkOEMQhFOBrodPH5INl/y+C8o6jLsdflRYAwuiglic4xfFY06JyBclddDY2w8PzEkHH8ocJwiCIAiCsBvd3d3wzjvvwH//+1/YvHkzdHYqi/ZNObsODAxYff0IYjIxLzIQfixvoE5rgiAIgiAIB6CwrWu8V4EgCBsR5OkOh0QHwTelDbSNJwiY9kPwoVhGwil5eY/UtQtBp5gwH0/wcHWFw+LD4I3lU+C1pXlwcXa80WW9trfcwL71hJRIW6w2QRCEQxPs5QHPHpID4T6eJt+7rqYFtje0wzkZMQav/VHdDJev2Q2NPX02WlOCIAiCIAhCzA8//ADJyclwxRVXwOrVq6Gjo4O5d5k7EQRhnMMSwsEdLeQJgiAIgiAIgiAIm3FYQhjcOTONJXgRE4MBje7xzgSJuwino7yjG/5XKnPtAoBLcgxFXFNC/SE10FdxWQUtnfBrpdS167S0aPDzIFM8giCcE3Q6/M+iHAj39jD53uL2bvjsYC2ckR4NHrKW9d7mTrjwt11Q0tbN/u4fGoLndpbCQRpFRRAEQRAEYVU++ugjOOqoo6Curs5AnIUuXMIkx9hrBEGYpneQOqwJgiAIgiAIAnGjx0rCRvy3sAbmfbbBwPSFcFwGaGcpQgoUwul4cVc5JjBKWBITDLF+3pqX9freCgPXLhQpEARBODMJ/j7wn8W5cMUfe6C+W+q+hc9o4mtw58AgfHigGlbFhcKGmmZoHxgrcFR39cKe5g7wcnOFOzYVwO6mDlhb3QxvLp9CkY0EQRAEQRBWoLCwEC688EIYGhpiIi0Uds2aNQuOOeYY8PLygltvvXWkDefiAm+++Sa0t7dDTU0NbNiwAdasWcPiF/G18PBwuPPOOyEgIID2C0GohGoL6gjx8oCm3n46rgiCIAiCICYxOg93OCQqCP5XRtF5xOTG280Vemigj1Fo+yhD4i7CqTjQ2gm/VDaqcu0yxb7mDvi9SuradWZ6DLl2EQRBjAq8XlycA5evkQq8sICBJl1y4f1PFY2QFaSD5p5+qB2NY7wwO465J577y3Zo6x/Uu309tq0Y7p6VRtuZIAiCIAjCQh566CHo7h5xSkWR1lNPPQVXX301+7u0tFQv7kLOO+88yWcrKyvhrrvugrfeegsaGhrg+eefZ/GOSUlJtF8IwgQUX6oOdHg+JikC3t5fSccUQRAEQRDEJGZwaBhKO3rGezUIwuaQcMk0fSR+U4RiGQmn4oWdZQbzFkQFQlqgTvOyXpO5dgV4usOpaVEWrR9BEMRkIt7PB15dkgcJMmdEFHbxXJb3tXQyJ69YnRccmRAOF2fHQZK/D0T6ekne92N5A5S2jxQhCYIgCIIgCPPo7+9nkYxCtOLFF1+sF3apITY2Ft544w34z3/+w4Qq6AJ2xBFHQGdnJ+0SgjABBTKqwxVc2OAggiAIgiAIYnKDdQFM7iAIZyDM24PVwII8yYdJ6XmZBkTxIXEX4TTsbGyH9bUtBvOvyEuEzw7WwLv7K6Gtb0D1sv6obpbMOzuDXLsIgiDkROu84JWleZATLBXRDis0RDoGBqGys5e9o2tgiEUyPjg3A3zd3djrcTpveH3ZFEj096GNTRAEQRAEYQF//fUXc+3CDjMUd912221mLeeyyy6DSy+9lC2noKCAuYERBGHamYAwDQq7SNs1+aGiFkEQxMSBrtmGuLlQa4UgHJlEf29YEhMMjkRDTz/cMzsN4mXGCMQYA8P0zMyDxF2EU4CdzM/tLDWYvyQ6hLnCoAvX87vK4Jj//Q2PbDkI1UxYoLys53eVGjRoT0kl1y6CIAgewV4e8MLiXJgfGcRV4HtyhmL/r6wBzvp5O2yqbWERj7fPSIGVcaHw9oop0D80BF0DIzGNBEEQBEEQhHmgEAtBYVdmZiYkJCQYff/goHL767777gNX15EuJoxpJAjCOOtqpAMGHQFH7CR2HXUWJCY3Pm5ucElOPJyVFg0pATSQy1nJlg0KJAjCMWlRaZDgTKw7cR44IyFeHuO9CgShig9WToOH52U65NYaoEE/ivQNkrhrojy3E4TV2VjbCtsb2w3mX5YXDz9XNEJjT78+5/az4lpo61duoK6taYFtDdJl/SMrTu8qQxAEQRiC18jHF2TBaZz42r6hYa7Aq7qrF3Y3j1gxr4oPg3/NSWeuXv/8Yw9ctno3NPb00aYmCIIgCIIwk6amJv2/MzIyDF53c5M+4/b2Kg+CioiIgFmzZrHBUNXV1bB+/XraLwRhhF0OGDnjiFGRLjAMexxwWxHWpW94CF7ZUw7vF1bDwbZu2rxOCu17giAmKn2DjtiKsj0hXhQnR0wM6rp72aARdxsPGnHTuPjugUESdxkBTR4IQ0jcRUx6BoeH4akdJQbz0QEm2d8HPjpQLZk/PcwfMoN0ist6QebaFe3rBSelRFp5rQmCICYf7q4ucH1+MtwyPcXArhoFXjjHQyTySg/0hXMyYvR/13b3wfVr97K4xv0tnXDhb7vgYFuXXX8DQRAEQRDEZEEs1vL39zd4XT6voaHB6PISExP1/y4uLrbKOhLEZIXMqNTRMTAE62tbbLw3iPHG1oU2YmLQ66TiCIIgJj59TipAIE8dYqLw9PYSfY3flmhd/H92lUE9GRgo4qzXVlOQuIuY9HxbUgcl7dJRX9hlgHbfaO1++8xUOCw+TK+oPS0tWnFZ35XWG4wiujQ3Hjzd6FQiCIJQy4kpkfDi4hwI9/GUzMe2b//QMPh5uAFqvO6cmQruo/E+yH1/FbIscrGz1yW/74It9a208QmCIAiCIDQiFm91dXVxXxfHoZWVlRldnhDLyNpp1dJBVARBSBmycWGBICYSw1QeJgiCICYwp/+4DZwRFw3zQ73Nj3AUDwYnCHNYXd3M/m/rQ0mrFOnjohqKujVCP8UyciFFCjGp6RoYhBd3lxvMPzw+DBL9fdi/0aXr/jnp8OlhM+Di7DhYHBPCXVbPwCC8vEe6LHSVQWEYQRAEoY38sAB4d8VUmBsRaPBaR/8geLq6MjEtRvsI3DYjBWJ1XpL3tvcPwpVr9sAZP21jNrYEQRAEQRCEOuLi4oy6cqFYKyUlRf/3X3/9ZXR5+/fvp01PECoJ9ZIOdCEIZ8Zl2AXCLSj6EhMbKlARBDHRqRcNRnYmmnr5vztCNqAbaesbMPt7cDA4QVjKwNCQZmctYnwh5y4+1HYmJjUfFFQZNDDwoL8oJ97gvdE6LzZfHhUm8N6BKqjr7pPMuyIvgeX0EgRBENoJ9vKApw/Jhktz4g0aJD2DQ3Df5kK4bWMBtIxexxP8feC1pVMgOWBEnCseEYFCsMtW75aIwQiCIAiCIAhlsrOz2f+x/bR7927ue/Lz8/X//u9//6u4LPz8tm3b9E5fUVFRtOkJwgihnKIXQTgr/l7u8M1Rs8DHnUoVzgj14hAEQYwP3hYmEjX1qhdskUCLGG86+wc1O2sR4wtdN/jQExMxaWno7oN3C6ok87KDdXB5XgLE+XlrWlZtVy+8u1+6rFnhATA/Msgq60oQBOGsoED2guw4eH5xDkRyChy/VTbB6T9th9WVTezvQC938FAQ1e5r6YQr1uyGARrNQxAEQRAEYZLMzEwIDQ1l/25qaoKioiKD9xx//PF6ARg6dz377LMG72luboZzzz1X/z5k4cKFtAcIwgjVnb20fQhilL6BQebE3T1AJTeCIAiCsBe2ElUrOXoRxHhy6DebaQdMMMi5iw+Ju4hJy5rqJub8Ij7Y75qZBudmxmpe1ou7ywyWdW1+kn5UMkEQBGEZM8MD4f2V+XBEgmHUbXNvP9y8YT/cs+kAfHSgCgpauxSXs6WhHW5av4/F8hIEQRAEQRDGWbFihf7f33zzjcHrJ5xwAoSHh7NnXxRuXXfddXDooYfCk08+Ca+99hrcfPPNzAFMcO3CadGiRZCUlESbniCMUNNF4i6CEOgdGoalX24a9w3i7Ub9vOMBOXcRBEGMDzp3N4dz2wnwsM06jTd+k/R3EYQt6RXpMogxSNxFTFpOTImCV5fmQV6IH/v7mKQISA301byc3U3t8F1Zg2TeccmRkB6os9q6EgRBEAD+nu5w7+x0eGheBgR6uhtsku/LG+Ct/ZUQo/My+hC6rqaFRTSigyNBEARBEAShzMknn8z+j8KtN954w+B1nU4HjzzyCHtdEHj98ssvcNNNN8Gll14KTzzxBNTV1emX4enpyeYRBGGc6q4e2kQEMUr/kGMUbnoGSWZEEAShRKi3B0T5ek66orIzy3rDKSZ8wgvpCGIy09VPBg48Jtt9mCAkTA31h9eW5sG/56bDJTnx+lzdh7YUQWFrp8mtNTQ8DE9sLzG4CQvLIgiCIKzP8thQ+HBVPiyKDjZ4ra1vEKo6eyE3xI+NeHl0fiYsiw0Bd9mT+P6WTrjgtx1wsE3Z5YsgCIIgCMLZOeaYY+D888+H8847D2bMmAEVFRUG7/nHP/4Bd911l17gJUcQfXl7e8O7774LM2fOtNPaE8TEhWIZCWKMfhqVTxAE4fD8e24GfHnETIjyHRt0OxlAWa+zGjfa0xXHy80VnlyQafJ9bZNUzOHh6qQHGUFYAKXz8CFxFzEpqezogYHRUV/Y0bwyLgzCRlXoXxbXwhfFdXDWzzvg2j/3wua6VsXl4Pt2N3VI5l2QHQch3h42/gUEQRDOTai3Jzw2PxPumZUG/hzbYrw2e7m6sNzth+dlwotL8gzcvmq7++Hsn7fD5lrl6zxBEARBEIQz4+XlBa+//jq8+eabbIqLi+O+77777oPffvsNli1bBu7u7kzMJUw+Pj5w6qmnwt9//613AiMIQhk8byiWkSDGWBobSpuDIAhiAhSTB4aGoWoSRktPduNGJSHAnmbTBhjWcqgK8HCHhdEhTitKqOicmOeNl6uz7jHCESBxFx86K4lJR9/gEFz95x44++cdsLG2RfIaCr4+KqzW/72+tgU+Lhr7W0xTTz/8Z1epZF68nzecmhplozUnCIIgxKA498jEcPhgVT4siAoy2DiNvQNw3dp98O+/iyAlwIc5NcaJIhuFh/Or1+6Fx7cVQ0tvP21ggiAIgiAIM1myZAn8/PPP0NTUBLt27YK1a9fC7t272d8fffQRZGdn07YlCBW09w9C75D1qojRk8xBYyKSGuAz3qswoTkyIXy8V4GY4Dw8Lx18KfKKIGzKnZsOwMLPN9BWnoC4ctyXbcWpaQr1U5eRtq8bOVhNKHodJDqbcE76rPjMPJkgcRcx6fhvYTVTQRe3d8PVf+6FG9ftg47+AfbazxWNUNvdJ3n/2Rmx3OU8t7OUdbiJuWV6Cni60WlDEARhTyJ8vODJBVlw58xU7uifr0rq4MyftkN1Vy+8tmwK5AbrJK8PDg/D/xXVwEk/bIX3CqqYCJggCIIgCIIwD51OBzk5OTB//nwm6PL0HHHJJghifEYgn65URCPsRrwfibssiSRqtNNArAQ/b7t8D2F/0gKwH4gKgARhS+pkdTVi4oB94/aivW+kFisn1nfkHnzf7HTNy6SKLEE4Fy8syoFXl+bBYfFh470qDgldE4lJQ1l7N7y1twJe31sumd/aN6AXA8yNDIKLsuP00V1TQ/3ZJGdLfSv8r6xeMu/Q+FCYHRFo099AEARBKLt4HZMUAR+uyod5kYbXYhTuoqD3pd1lcPP0FPDmCHE7+geZcPe0H7fBLxWNLA6FIAiCIAjCWampqYGvvvpKP6EDF0EQE0/cNQz2c2Mg+PCePwlD+hVG33vYKfLnpJQoRYEZMbGJ9/cBMnfgE+I1UgcRc1h8KCyPCQF+eJo26OpHEI6PPXvAQ709uYOzXUfvvyviQjW7o16YHWe19XMWfKltSkxgZkUEMu1GkJfHeK+KQ2LYsiOICQgW6DFya2Ndq2Q+Nheuz09iogAk2MsDLs6Jh3MyYuDb0noWsyinf2gIHtlaLJmHjZFrpybZ+FcQBEEQpoj09YKnF2Yzt66nd5QaFEa+KK6DjbWtcFluPLy6pwI6OYWTqq5euH1jAWsgXj0lEaZwRL4EQRAEQRCTnU8//RSuvvpq9m8/Pz+orq4e71UiCKdAydHAXGjQyvjT3Gcf56nJioed1CHY54viLiWRGTExwcNn7qfrx3s1HNpZsKm3XTLvh/JGqy2fvPEJwnnxcXOFbllCxgXZcVDY2gW/VEqvM+ZKq3sHh2BjXYsFa+l8LI0JgaK2Tujq6B3vVSEIwgaQsJ6YFPxY0Wgg7EKOTgqH7GA/g/ne7m5wUmoUzIkMMnjtgwPVUNLeLZl3eW48U5wTBEEQ4w8Kdo9LjoQPVubD7HBDFy+MZ0ThF0/YJWZHYztc9PsuuHNjAVR19thwjQmCIAiCIByPtrY2JgrBafbs2eDr6zveq0QQTkF5h3WfPZ7ZWWrV5RHaKWzpos1mAV5u1vAPMs3A8DC4jw4AJiYPJC4yTp9MeEEQtiDcm9xVnJGUAH4sNc80an9zJ1y6ehec+8sOTd+B/fw7GjvMXUWn46q8BHhkfiZE+HiBo3PNlES4Y0bKeK8GwQxuXMHfw7z2+IpY9W58iRSRbhVI3EVMigeUZ3aUcFXjl+cmaFpWRUcPvL63QjIvK0gHJ6ZGWbyeBEEQhHWJ1nnBc4uy4Zbpyeyab4xATzdIC+AXLH+qaGRRjS/sLIWOfuuOoicIgiAIgnBUwsLC9ML5yMjI8V4dgnAa6nv6xnsVCCvT2EvOXZaQF2o4MNcWoGOXm50iIImJxWeHTVN8LdJnYg/43tvSOd6rQExyMBnBna6tTomnQn+8u4vh/I6BQdjW0A77NV6TBslsUxMbaluYm+Xf9W0wnpiS0sfpvFhEZwiZqjgEKAN/e/lUsz7bPWjcYEFMHIm7rAI9zRCTogGxipPTfFGONretoeFh+PffRczmU3wDunVGCrjRqC6CIAiHBIuRJ6ZEwQer8mFGeIDi+45LioJXl+ZCgkIDsm9oGN4pqIKTvt8KnxTVwADFNBAEQRAEMcmJjo6WuHgRBGEf6rtJ3EVM3AL+ORkxEODpbtXlupod1qQNHNA7ngO6poTYR8RGaOfEH7YZPe4JYjzxcnWBeZGBDlvMRUdEVzJFdEp4/ed3bCyAv+opRnG82DzOoi4BUzX19CAd/FXXCjes22e3dSKUGR4GcDfzQr6uRv357uPuBvnUrrIYR20PEIRqarp64cviOsm8FH9vOD1Nm9vWpwdrYUuD9MZ3UkokN9aRIAiCcCxidN7wwqIcuDE/Cbw5o4beKaiEG9bth0FsqRqhpW8AHttWDGf9vB3+rG5mMUUEQRAEQRCTkYULF4KHx0iEyvbt28d7dQjCaWgg5y5NxPg6fqyMszAjzB90Hm7Q1mddgZSrlQfVZgbpuAOBBfcuS+D1N6jl+UU5Fn3ekfAzM7pnIvJ7VdN4rwLh5PQODcOG2laHiSD1dXczEHHwruKZgcYj3z1JETbhaegxdC79uaIR6rut62gaaGVROWF7TKWsYHvohV1ltCschJ7BIVhth/aOzt1NleZibXUz/FTeAAfIfZTL5HiaIJyaJ7YVQ7csO/62mWl6K9j/7CqDnysajBb0Kzt6WByXmGhfL7hySqKN1pogCIKwNtghfEpaNLy/Mh+mhRmOrEQBb8/AIKQE+JhcVkl7Nxs5cvWfe6GotYt2FkEQBEEQk47g4GA4/PDDmZi9srISfv311/FeJYJwCpqtHOE3WcQiShyfTLGxjsIf1c3we6X1Cz9uVnZ8yQrSQYSNovTSTYgVBHhnJbqF3zwtGSYDk/26M9m5IT8JnjkkG2ZHKDvgOzrk/GF/UGAT5OlucP7/Vd8KjRzhenF7t9HlDdCAWrviYYN0Imvfv5WYHxkE48ni6OAJH9Frb0xpN78ra4AmijV3KF7cbSi2s/Ypju5geSqcbK9ftw/u3HQAntxeYuU1mBxQK5yY0Pxe2Qhrqpsl845LitDbJRe3dcE7+yvhjo0H4PQft8HXJXUwMDRkGMe4pchAIHbnzFSDUQgEQRCE44PZ3f9ZnAuX5sQbNHQaewegpK1bdYfsprpWOOeX7UxIbO3RyQRBEARBEOPNww8/DL6+I+2iK6+8Epqbpc/XBEFYn1aNzxXGnC3QPceRRBZnanTRV4O3u+P8PkfEVWFUvC0oauuGfTYYQe/i4gLhViyaYl/v8rhQm7jCRKp0khtSiIX8X1k9zAgLYIOKJ5tby2RloqfN5XAcMnJC/GBeZBCEe0/c4xAd+gj78trSPPjhmNlwRvpYtLtA96ChsUKfCadEC40UHYZwbw9Ye8I8cFQOiw+FY5LC4dqpSVZftlbnzScWZJn1PetqxvcZFeOoHzNz3Z0V0m5OvDZF14Bh63XYBteMMA1t/j6ZnoMYgZ6OiQlLS28/PLy1WDIv2MsdrpySoP/7nf1V+otPWUcPPL2jhNkLivmiuBb+luUQn5gcCbMiAm249gRBEIQtQUvwC7Lj4PnFORDqPRI3JIB3gQOtXapH3GD/xMdFNXDyD1vhs4O1JqMdCYIgCIIgJgrZ2dnw8ssvg5ubGxQUFMDSpUth27Zt471aBDGpae8b1PR+Y8XRG6clg5sDxRr1W/lRCfv5HL34e2VeAhPrjBe8zdM5oO0YcwTcregogsdMXoi/PtXBFIcnhKkWgqldT6Vv3lzfxlzFY3QTV1TjbJgSqDh6QW9Pcwe3z0wQQlobawo1jfF/RTV2+R5nByNu75mVBnfPSoWQ0f7V3yobx3u1HAoUK6AbjSOCa3Xf7HS4c2YanJwWBU9aWaCkRdyFzm+HRAeb9T0eKu/ntmJrQxtc9vuucV2HiYa1mnWTTcSCd10HvVzYhe6BQfBydYUkf9PJOgiJu5zjvCCcgP6hIfhvYTU8uvWggZU9qs8DPUcambVdvfBDeb3k9VNSo8DPYyyfuaqzB56TxTFG+XrCVRTHSBAEMSmYGR4I766YCnM4gt3abkPLcGMdtjjC/pGtB+Efv+xgD3UEQRAEQRATnbKyMli0aBG89dZboNPpYOfOnTBr1ixYuXIlPPPMM7B69WrYs2cPe5+WiSAIZbqsJLz599x0OCIh3KHcSwatPLra38MdAjwd21X/3MxYyAoev33gWLIT8/t6T0qJhIuz46yyvG/L6mFvc4fq4tnG2hbV21EQxZjC1NvkA40dkeWxIROioBTlZFFZ6EpnKcLhaYvBi2dzXJ1swWS49k0EZoUHQmtfP3xSVAOX/L4LDv9mM+xp1ubg6OPmCm8uy4PJiiBwstY9zJq4jrpjCiw0U1xlzLVMLcMWXG88xlkNU9nZC10y0xDC+uIu3m4eEh3LoV4ekKxSFDRe4PXOFA6mGbcrq6uamHvofw+dBnfNTDX5fvJY4DOmciGICQJaWL+5r9Jg/qLoYDgsPkz/d4SPJzwyLxNe3VsB+1s6mU396WljDxf48HLvX4UGVoO3z0gFnYdjdxwRBEEQ6gn19oSnD8mGV/eUc+8fCDa7xXeDgeFh8PdwY26P/bIWd0FrF3xQUAXTx3F0NkEQBEEQhDVISkqSdPgjQ0ND8Ntvv7HJHHB5AwMUZ00QSoUtFCz1DCoPNFHLyriRPjAUd62raXGIDY4DKnF9sB/O2POWWtBVpqi122C+r5srJPj7wIzwAPjgQDWMF5fkxLP/O8sA/AQ/b/acvFtjYd8UTT398Pwu6wqDL1u9W7UbV3PvAIs47R8yLbwM8FJXTuEklE04ujnxPIinm6tBMsZ4YkXTN4cHo9W+LpEOZrdEjGKLw/TpHdKB9KYEG2mBvrDXyteUiYqvuys3Fms8wUOlpL1bs6BLDCYqxPs5piADB/diH7AlCLeaE1OiYE11M2sDJfp5w4q4UHhDoR/aXuBd7YeyetjV1MHON3McsII83aFFIVJc/hxpjGxOROxEce4itJMSoGNOpVpIC/BldRcexyVHwq0zUtj5de4vOxx2l3i5uUK3xjYSnpvy+tNkBduQAoclhLG0tfZ+afv7/RVTIdjbAzxdXdn2JAyhrUJMKHDU1Tv7DRtEAR5ucOv0FEljAv+9KCYE3l4+BR6dlwlX5CVAkNeYkhyXs72xXbKc45IiYG5kkI1/BUEQBGFvcHTtZbkJ8PC8DK4rFzafUQQsBhuWOG+mTMSFDe5rpibZfJ0JgiAIgiDshTCSGp+jhedqnGfuRBAEHzy/kgPML3Am+XvDlBA/SayOI9UCMG7nnRVTDeZ7u7vBZbkjQigtoGP/+weqDObfPyeNxftgwRm3yXjw4NwMuCArVnNxcyJT1tFjEyWNLeKsUHykVoD0yNwM6JAVlpT4cBzFhPZmc12LRe5l9gKvBc6COcKurCBfxX1oi3hQLbck7IVrUxCNOCNYyHY0HtxyEL4orjP78/MiA+HTw2eAh5tjXTcE/K3gDuoyKvHG2Mo3luXBN0fOhPdX5UOOBWIma7KxrhU+LqqB9w9Uw1uc2qolrlkLowydwNIDfZkQ3HA55h/f6O4pR96P7+hg+92ZMGf/YHta584/J4XD0FZXkmUKbqVaUdPyPDw+1GnFixjJKP7dKzjbPcbPm5k1+Hu6S8RgxBi0VYgJQ+/gEDywuVAy8gkfRPDkv2FaMoQpWDDjDWFJbAicJnLt2t3UzhxcxMT4esHVUxNt9wMIgiCIcWdZbCgT/cofFPDWgh2/8vko8MKRAi8syoGU0SLMWekxEOc3PgUEgiAIgiAIayOIsUigRRD2odOCWMbH5mfBa8umSGJ1hh0onMqY+8WgGSq0TgUHk9+rmlixEh3LStp7JK9F2iGiLdrHkzlyCKIuxyxZ2wZbRCPZSizUp/KYm22ngb65wX5w24wU1r8w3qCTjilw0DSP7sFBhxJ9OYu40lymhBq6zgubLMrHC8K8PVhdJN7PW7GobjtcmHMfof0cGu+YOq0ucd5ubjAnIhAcjRCRGYTA/Eht6ynWrbm7ukK4jycTLTiKKOHbUqkoNNbXS3NdVonjkyMgynes3XXnzFR4b2U+/HOKYZ1VOLzRYMMYPGFYvL8PM/gQg+J+TGpSihC2Jej2qeS+d1VeAve1szJiIHGcBiSMB+ZcolDsa+o5yRZtDXQMK1JwDNOKsYFuxyaFs3PkmKTICXk9twZyJy5XF8PrJM+YgZDiPMMaiAnP8ztLoahNasWOI+QuGrVAV0vXwCDcvUkuEsNRf+nMPp4gCIKY3KQF6eDTw6fB2T/vgAZZJxI+QOADmjBqNzfEj+V/40jzd1fkw1cldXB4wlgEsJzNda2skzQ5wHBkJEEQBEEQhKNxzz33jPcqEITT0SlzCMKielVXr1kORwfbuuCd/YbOVuPFo1uLIYDngjE8bHHskQBugQOcqEaBrGAdzI4IZI5m/yurt7jo29RrKDzAPVjb1Qv7mjtZ8aqqUyowm8yY4y7w0LwMuG1DgeLr9hAFBXi6Q6zOixv/5mknRxkcJHZ8sqH7yHhwaFwYW5/HthUrOm6cmxkLv1Y2GbympJkbHCfnzvZJ5PxkboStMVyMnHMnpUaxSeCNvRXwsmxAvC3B1dAaXzWZUetieG5GDKytaTaoldkSLW0VnrgLOSoxHPJD/dm1orKzF34ob4DxBu8NeL0TOz0GaKwRlqKrJQdHEXfJwXPu8twEFn09BMPw6p4Ko+9vM+JsKfSX/1ndzO6x+aPpFz4coSimMt2yfj90mxDviI8Z/TwYZhGuWxraJW6ib6/Ih+/L6rn3KltxSmok/F7ZxHX8xFjV1/byt2eYtye8tyIfFn2xUdP3+bm7QYcFA0PGD+1tq7Y+02JfazcZUYw3KyIQ/vHrTqssz9i4gmOTImFKqD9sqm1xaEdUWyIXY/LajrZw9J1skJKFmBBg4wCtQ8VkBPrCP0btz7Xw1PYSqJB1upyfFccuqgRBEIRzEOzlCV8eMQNe3F0O7xVIiyH4cIYCL3yYf2JBFntQFRqWJ3JsoAXw4fS+zYXQ2NMPp6ZGwUU5cSQaJgiCIAjCoSFxF0HYHxx0KGZRdDD8V9bnpTayqd+RMhkBWEwiD1zLS3Pi4cLsOPihrAEe+LvI7O/A57JrpybC5Wv2cF+v7+4HrNFyRWYaCfJyNxB3YQHm+UU5sKWhDe79qxDGGw8XgH47HQZYAJc7Z6hheWwonJAcCZ8X1xq8FurlwWJXnlqYBf/ZVQYHrOScwHODUIpEspdDABbSxYKC8Yyjcxvt38B+jP8W1kB9T5/k9WumJjInp4lARad2wYlaFkQFseOjsbcfdjd1gC1BMWkrFratfD7LayqI0hHPE2Ro5ZjEcPha5hSkhJIg8O5Zqcxt6O/6NnAGUJCMrmklbequf9sb2+0q7EJ4wq5gL3do7jV+HYvXjV1HDk8I1/97T1MH7GxsZwJpFHqNV2sGHcU+WjUNXt9XDv2Dw6xO+GOF5aIzFN9XO6jw+46ZqSxGW8CUuMsUeD87MnFs3yK+nGsJDrBG51VT8MRd6NAoF5cLlw97uzcGenoYHbCgFAmN7VdzBH+9QxNTAOsC1nPsRXCTYzuq1IrXPh83VyYa5B1z1mjrKYmW5Pc+nB/k6Q4tk0isrgS6G4pBgakca+6PyQqJuwiHp6G7j8UxivFydYH75qQbXAhM8WtlI3NdEZMX4scabQRBEIRzgfcQtIlO9PeBh7cclDSsUeClc3ODlt5+COZYdPN4e38l1HWPdIh+WFgN35c3sAjISI121wRBEARBEIR2BgYGYOvWrVBZWQl1dXXg5+cHUVFRMG3aNAgJsX9chxDLsGPHDigtLYXa2lrw8fFh65SbmwvR0dFW+57q6mrYtWsX+47u7m6IjIyEpKQkmDJlisUFj7a2NigoKICSkhJobW1l2zkgIAAiIiLYtg0NDbXa73BWcdenBw0FLzwifDyZUwcWALDTe1Vc6DhEaJkHHoV4LN6z8QD8oaKwZwwUV6EzBA6o+bqkzsD1ZU+z9QQYWGiR4+Xmwp4h8fnPEWAFEDs5JmHxNitIB7+Y4ZBxdkYMrKtphtrRZ2Z5oWtBVDDMCA+AJV9s4n7e3QVjP9V/H4qTntlRqv/7H5mxrNjOw16FYfHqYyzPzev3w3iB5xEeO+dkxrJ+DLkA6P+KagyK9c7IUwuz2f87+gdgxVd/2eQ78NheHhfKIhLfkQ0+tBVKLiFq4jpNEaWhD0xJoHxUYgRzRnQWcdfVUxIhI0gHF/2mzjnGEUxNzkiLhq0NbSbFXZnBOu78nBA/+PyIGezfx333N9R0Se8N9qKyswc+PVgDi6JDYMloFK2piiPWJntNiOvP+Gk7OCLo+jbPDlHEKAY3FyZy5WAgGBs9D+ztj4b3zjtnpjHHsJ8qGjV9zhwsPd1RoGwt91wtYmVz2lYotCpUEPmjCOib0nr4twUDROSEeHvA/KhgKGw1dHU1F2NulEL84usydzdshy2NCYbfq5phsiNvIzjYOKUJA4m7CIcGVa7ogiJXrF6bnwQpnMgrLM7jqLoz0qOZglpMZUePwYUfM5Dvn40iMQdoERMEQRDjwrFJERDt6wW3btgvsVSu7emD83/dCY8vyGL2vGIwggMRhFt4j3lf1gmXHujLCjAEQRAEQRCE7UAx03/+8x/47LPPoKHBcKS9h4cHLF68GK655hrIzMy0y65AAdQbb7wBH330ERObyXF1dYW5c+fClVdeCbNnzzb7ezZt2gQvvPAC+/8QZ1R3XFwcnH766XDBBReAm5t6EdC2bdvgxx9/hHXr1sG+ffuYSE2JnJwcOOecc+DYY48Fd3fqZjQFbssuWYyLqYJLmLcHZATqYF1tCzy45aB+/rKYEOY4PBE4cTT2q2dwEPosLDChIwIKE26YlgzHJUfAWT/vAFuA2zYryE8SAYTkhwZwXdScgRR/Hxg0c/dhBOAHq/LhyG82S4riYncoL1dXg1g6dNTuHRyEM9Jj4C0NgrqFkUHgMhWY+09qoC8Tl/3LCgVBT1cX6DOzEiV2c1gcHQz3zU6De8bJ/U2cRMlzEukZGIJyhaixiQpeS9E5Riv//GMP7Goauw7cMj0Zvimph91WEpLiteaBORns3/YSdymJDHAbWcJpqVHMzUkLeN7znGmc0blDjRjithkp4x5nmB2sY/W5m9btg30tnWa72HxQUMXqfkpOR/YAo/3eLaiCU1KjIMHPG74va4ANssg0OSjwLrCRy6StozWvnJJol+/iOXepFcnxbrHY9rg0N545fY4MGMBr58i1Zn5UEPzfodPgx/IGeFUhEtGaYBsUnc+K27o0ibvMTYBW0+K4cVoyc6H6o7rZwB3N292VGyFp61rLnmZp+1kNKOy6LDce/q5rhb9k4t4viuvYZE2E+4y97jeC+1y0zgt2itxAc4P9wEvDs/pE5eLsOIOBA+MV6T3Rcb6nUGJC8cGBathU1yqZtyAyiFl5y8HRV18U18Kb+yrhhO+2wit7ytmoGqRvcAhu31hgcBO7aVoKxE4Qi2mCIAjCthbory7NYyIv+WiLq/7YA9+IXB9xpP2N6/bBBb/tZDbiwkiPszJi9CMw8IHtuvwku1tDEwRBEARBOBMHDhyAE088EV555RWusAvp7++HX375BU455RT48MMPbb5ONTU1cNZZZ8ETTzzBFXYhKMRav349nHvuufDMM8+Y9T1PPfUUnHfeebBhwwausAupqKiAxx9/nK0PunqZore3F5YvXw6nnXYavP7667B3716jwi5kz549cNttt8GZZ54JZWVlZv0WZ0OrIAsLSChMkYOFCFxWrM7xnYLRmeaJbcVQ0KK9GOpvZHvJR75bCyyQ3ZCfDL6c78ZISAQjJpXcb+yJPZ85H99eAh8XVpv9eSzEymOVXESeFPhb5Nv8sQWZsOaEeXBYQpim7/J2d2OCsPdW5sN9s9NZQZgXB+Wl0V0EY1TVgHGTcn4VOZ7hbxVHlNkbcRoGCtZ4EWyDCiK2wNGC+kQj1Nu8wXcoPOkSRUXhMYsxZNbCxcX+JTqlce5hZm4jATymgzUuQylyjLeOOFBfCxmBhuYAjohwGTcm/rggKxYenJsBxydHwqzwQObeeVh8GByu8dpoqRsTXjOF67gaQQS6AO4WiSPFYFQvumC2mHD/sgf9Q0NQ3dXLRMSmBGsTVXh4WV4Cd/6t01P0d2IcpPzo/EyYHTEiZDcXHxPnKjrPfrBqGjxzyIg7oinwfpQc4MsEqHg8HWjpZP//7GANa1sk+PtAiIXXL7Vsqmthol9e1LQxhDYjOs9qaXuoiWA/IiEMjk6K4LaVXC0Qlq2IDYUPV+XDuyumwkuLc+HklEiYGR6gqs5SbGZ8IqZs3TUrDewB6gc+LaqBNRa6CqtFqBvJ77VJAT4WO7RNBNClVIsAmFBmYrbECadga30bvLBzzD5boKZrJINbfrF7cVeZXsXcOTAIHx6ohtPSRkYGPruz1KBRdmh8KLvpEQRBEASCjpD/WZwDZ/+8XZLxjveWB/4uYg/52Jly718H9CO0Llu9C+6ZnQ4r4kLhstwEODoxAp7ZUQIxOm+uwyRb3vAwG5WgNVqYIAiCIAiCGAOjFy+88EID0RJGHsbHx0NLSwvs3LkTOjs79cKle++9F3Q6HXOZsgX4XRdffDGLMRSTnp4OKSkp7HWMT8R1Q1CUha5jXl5ecNlll6n+nueffx5eeuklybzg4GD22319feHgwYNQWDjmBoNxlZdeeil88MEH7HVjjmM8QRq6n6HrGUYx4udx2+O2Rdc0ge3btzMRGX4Hbn+CDwo6Tk6Ngjf2qXcg2tnYzh2pjsVFdKKP8fWGys4RZ2FHZW9LJ2yslQ7elMe3NPXyHXVidd6KhVadGc5lGLu02kQR5/nFOZAX4g9vcMRjKBJCwn084bWleSwasqKzx2Bwqj2I8vFkLjl7zRDNmUtxezdz8DrYbl7RTt6hK6+RywfmCn29LjaKhLp/trYC4qHxYapiKdUW/6+bmgRP7SgBeyMWJioVmZV+Axb/W0cHVE8kzI2xlRfF0dWnWeF6ZQ4tvf1skPolOda/dy6ICmL78c/qZnXOXRa6z1+7di/cMSMVrAFvDTGBBZ3mrv5zr+qIr6rOXuiQxSE7Gq6jv9aYWPfS3DFhDoqLxfxW0WgyJtAafHvUTL1bktqi/N7mTlhd1Qy5If5MEDMwNNInip/sUxD2HZ0YzuLXtDArPAA2WxDjiQIatfeN2m7HbnPxQEGqkC6BdVccuIz7Dw+bxTHBMCV0KovYnB4WwNqW2C77q26X0WVOD/NXfM1H4Xr72PxMWDwafym4eqpBcLlF4XGhSDS0raEdntxeAh+szLebOAav2UUahUsr40L15w46z+I099P1Jj+nNpIa70m4/GBPDwj28pDco3A+XvPl6VhqQEMVcX1jengA7G/ugHN/NR4hy3ME1YK9Bk/gMf/otmKwF0KCmPxag26pHuYq8DikBPjAQTPFdfa414mhWEbzIHEX4ZA0dPfBbRv3S2y4Ba7ISzB4AKnu7IV1NVK7VCGa8eeKBjZCQAxarN46PZUcVQiCIAgJOHJielgg/FljmHH+2t4K1iEmLixg5wk6Q17SHs+EX/hQ+tiCLNZZocTamhZ4dkcJXJ+fDPOigmgPEARBEAThUPT09MDatWvZVFxcDE1NTdDRMeJWig5YjgCK5a+++mqJsCsjIwMee+wxyMrK0s9ra2tjzljvvfeeft6dd94J2dnZTHBlbe666y6JsCsqKoo5Z4mjF3H7YmTjs88+q3fFevrpp2Hq1KmwYMECk9+xZs0aJu4SwELgtddeC+effz4TiQlgVOONN96o30bowoXitkcffVTVb/H09IRDDz0UjjvuOLb+Pj4+ktdR2PX++++z7dvX18fmoejrn//8J4vIxOhJQrlAmxfiB9ev269qE5UqiGiEGoCF9RO74GGiSIPPUUrirqxgHexv6dSLfOZHjj1DnZQSBV+XqC8Au7u4sDg8U+IuofjgxrGOwWUI5IT4senl3WXjIu5CR6GarpHzTwxuo/UmYqUs4dzMGBYT+mO5+jgiJeRbGAUuKHRB4nReMCXE38DhSw1qC4viIrM61K2H2rrk8SkR4yTuGvu3UsSokrsT77wQE+HtCXU9hselrTk0LhRqunthRyM/LrGsw7xC51ZZNCvPAc4S8NrWZkbRXQ1/1bVyXV+UdqGaKDWxKLBXFqeHYhETh4dqeOuNcXhaBGj/Kxvf+ELNzl1mylPum5MOt26QDiywBUJNDu95KGxWKxYRHNf+rm+TRHAJYiM5pmIRrSkGOSQqCPw83dm9Rq27X3ufabHgc4dks/PPXlGrpkj082bCLeS+zYVsALPA4/MzYZHsXiiIUExFAWp17tJ+z5UeQ/JrzvDotQJ3v70M1bw1xuednhbN0j3EfHSgmt2HjUVdHxobCvMxwnmz6fhm4bRC8dX3R8/Sz0d3swt+My7S08J9fxXCXhWRxOgIaqqtMBnd8UwhuB7iQBMcvIKRmXg8Rfp6wvtWvFY4anR8fXcvxPl5SQwPKJbRPBxzDxNOzcDQENyyYT9Tzcq5KDvOoKEhZNT+99BpzI0LCfJ0hzPTo6GsvRv+/fdBgyznh+ZlmDW6jyAIgpjcYAfwI/Mz4YTkCO7rKOzixYJg5zPeu4Q4YKWHYHwIfWp7MZR29MA1a/eyeMeKjh4r/wqCIAiCIAjtoIjrlltugdjYWCbque++++Cdd96Bb775Bn777Tf4/fffuZ/DqMOYmBg25eXlweCg7d0RfvzxR+ZGJRAXF8cEXGJhFxIQEMAEV+ecc45+Hjp4mRuFaAx05Pr2228l343iJ7GwC/H29oYrrrgCbr31Vv08FHmhCMxUBCLvfRiJiK5fYmEXMmfOHPb9/v5jo+q/+uorJvIyBq4fOqKtXr2aRUsuXrzYQNiF4LyLLroIXnvtNebsJYDL//LLL41+BwGwMDqERcuoQWnEvuDwYa04o/xQZQcGSzFVJDwmUTmeDgduosNBqLcHZAbp4J9TRmIRkexgP3hkXgZMCfFTtR5YQFBTMBLewus4533entGIYrCw3swprj+1MMvoNrUUN1dXVggX4mW00Clz5ioZFS+Wd3RDcVsXcxDB/l/cz28un6o/drR+ldrII+0FRHXuON0qna20FoltcU4qCeGUtk2Ur3EBBApw7MmxSeHMteWaqUkQ5ascU9vQo+y2tf7Eedz5R367GeyBMDDd2lcSpTgvaxTO/ThCMDyurLHsU3/YCtsaDF2YAj3dodUBIvzumJnKIhGthc/odcBcLcSy2FB49pBsOGy0NmYr0HEWHZ++KqmD+p5+VXFxYhcneRE/2teLbccY2Xlr7FxFeJvJnOMOHcKmhgVAbrAfE6IUtHQy8b0p5CLIM9KiDd4zJzIILsl1HCdbcTtFLOxCeC5ppsRyby2fAmmBOsXXlYSiaoUcOtl9CaOWeeIuAYwA3Gwnkb2XxnhYnsMdJk8ZE3ahK+sD2L4NVde+fWxbMRtILkfpO7KDlPedGPHHsebxv7J65uBqCmxXmOuWifBMrFAwZskyHQGh3ZwV7MdiNFfGhcEh0cGQHqjTPIjBls5ptuKqP/dCmawORrGM5uGYe5hwap7ZUQq7mgzVvwsjgwwsZ+Wj/B6Yk8EaFrfPTGUj6dBNBRucYm6cnmK04UEQBEE4N9gZdcv0FLgqLwFOSY0yaCy19w9CAEfghTbjF/y6k1kWK4GRwRWiyJQ/qpvh9J+2sWjhbge3iScIgiAIYvKC4i10jkLhUHNzs0mRkZgTTjgB+vv7oaamhgl7UAxma8TOVcjdd98NgYGBiu+/4YYbmGhN4KeffjIpcrJ0na677jomOlPivPPOg/z8fP3fu3fvNumMhqK2/fvH3J6mTZsG5557ruL7MR4R10MA96t8PcWgQAy/4+abb4aQEHUj6+fOncvEYGLscQxMBlCopBZj3f0tfdaJB8Mi560cF4b3V061aLlpAb4stt5c8RcWc/C57H9HzYJ3VkyF1EBptOjS2FA4PjlS1brg96hJPRGKxLz14jkROFoHOxZx75yVBhtPms+iWawNboJT06L1rlpakAvCartHHJ5O/mEbnP7Tdjj75x3MNRsjoTBGylzO+Gk7WEJOsA5WHzfHYL5ah6X2AX4BWi0zwgIgVqcsVLIUsQMdnmM8lIr7Ub7Gz2c/T/sWXwM8Pdh1AR2d3F3MOxuVhCGNJkQm1sb2wXojWMNdq5HjtoiD9T8qrNa0nNPSogzm4YDIglbDvjV0WLp4tfVcaMzl2KQIuH+OdRxg8fzD5JkPCqpYjCYaFpjD3Mggs12R1PJbVTMs+3KTSfGVWsEnOncdlRjOhA1qQdELz7TBnGMaBeL/2VUGT2wvgX//XQR3bjoAD8xOgwuzlNvviKfbSL8xtuMOTwiD87PHnjGUrrPjjbE14d3XTK26KTGd4FAkBkV8aq/QnTIR1+CokPDcjFi4dbphW/XXykb4qcJyN1E1eFnBFYk3cJx3/8WEEd41Ug66x25taDN4hv+jukkxLl0N4SI3Oy0Ok7iNLDn6eW3t5XGhcPcsdbG/Sq6AtgJrSKhLMIWx551SM91Fud/jOJceA/xF0b4IxTKah6M9exJOzvdl9fCxLEJRsA29f266KgU+NsrQYv2hLQfhgOwh4MiEcJuOXCMIgiAmB9gZfk5mLLOYfnR+pkEWelv/IPhyqgLYAYUCr184D5T4gLWpztBaHEe6vbW/Ek75cRv8WN6gqZhKEARBEARhKejIddRRR0FVlTQKwN3dHUJDQ022TdDp6cwzz9T//cknn9h0p6C4SRx9mJKSAkuWLDH6GXSZOv300yXzvv76a6utU2trK/zxxx8S166TTjrJZHsTBV5a1kkumsLPm3IMOvnkk9n6CKAjV3u7NGJKvM8jI9WJZMScdtppkr//+usvzctwRjI0iLuMnYXWGumNhRQsnIgdvDAG59o/97J+OXTOkhdulJybsOCJwiKc3l+VD1eL3LbELIsJgXMzYiDcW1nE4qFi9LnaUd9qXWUEsQtP3MIVvDhwEcUW0TbCMacmtilSVmCTX7OUHLY+OyjtH9b6MwRHMC1iKjFnZ8Ryt92/t0gTImzFcckRcFZGjM2WLy6c8hwe0CFJafei244xlsfY1j1Ijnjt1RyTapajhDgWdqKQG2x4r7Gs7G7csUjrks9KjzF5TImvv/WjglBr4zlO1/G+oWF4flcZPLOzFFIDdfCPTL5QSM7Oxnb4X2k9E4atqWpiA01t3Z1oTlyiMZcgFONc/edeWK0gQNHS6sGBuFoZHDYU4Yb6eMG5WTFGrxPHJUfCiSmRTHB+3+x05jDKXVMjN66Z4dJ7jq0xdmkc5rQyTV0jzLnU9g9jfKK6Dy6PHRMqotB5RngA7GnqgILWTm4cta2uCzy0xsjx3u0nE7jIcRG53h2VoK6evae5E+Z9tgHW1TTr5+1rVifiUuKIxDCzok+xXWGJqy237Tqsvk2rdR+drdDeUusMHOnrBckqXEt5okeB3RzDG3PZIouTtiUsglPDrsa0NTEUy2geJO4iHIbtDW0ss1dOkKcbPLcox+QNT8xHhTXwfbk0Ux0vrjdPTx43q3SCIAhiYoJxwC8tyWUjh8V0DQ6zhpSvrCO0e3CIOUc+t7MUBkTDD/D+8/yiHLhzZioEy5YlPIjetekAXLZmN7MCJwiCIAiCsDUNDQ3Meaunp4e1VVDIhWKgNWvWQGdnJ2zatEnVcnAZCH7+559/trnLmJhjjz1W1eeOOeYYyd+//vqr1dYJt9fAwNho5sMOO8wgJpHHypUrJZGHf/75J/T18YsTOB9fF/D19WWfNwWux6pVq/R/o8sarq81wUhOsYAMoy9R8EYYJ8HPOo5K1urlwnLpwbZu2N44VhDoGhhi0Us4iOUmmatXpK8nLIwKVlX04/XFzQwLgJumJ8OVUxIhRqc8wl7JVUjMktgQeHlJLkwTCdPkA3TYeoA6cVe8n7cmcZeSwA5X3ZzoQmuipRinFuEn8YQ0q+Kkwh75MSKPVOpTiFiSuzZYS4yixBV5CUzQJAi98kP9DApQ9gS7EnKC/WxW3BEfFzxxV0qAr+KxE+TlDnFG3Pg+KtLm3GQpoT6ecNO6fXD92r1mi0+QB+aadmJab8HyjWFse1rKCtk5aU3RZ9+Q4flb36NNZPFhYRUTclj7Usm7BxgjPUhdEd+W4DZQ6/n3TWkd3Le5EO7YeABuWr8fPi2qsXmRfIeofaCFQE4fqLkoHSfmrJtcD+Y62uYwthlRcH5JTrzFDk32HtiLLoQoCFSLqUuEOW2LXg2JFffMSmPb+az0aHh5SR67ZqGQ8cntJWyAtFps0QbzsUIs4/SwAAg3Fs8u2r7uGp3CxNd3Sw8zcayjll2O5xEOENHK0lH3Qd5uGwJ10eqIuB6jRqR8biZf3BWt84IXF+cY1ITk1HT1wBEqYpxt0SYfb3AAz4/HzJY8gxmjRhYLa+v2/WSFxF2EQ1DZ0Q1X/bHHoPGKN4HnFuUy5ataMFv5uZ0lBhnPD8/L1Od7EwRBEIQW0BXy9WV5kCQbhYH3ra7BIQjmxEW8V1AF//xzj2T0ED6EHJMUAZ8cNo1ZrfMa9dsa2uHcX3bAg38XQaPGTjGCIAiCIAgt3HvvvXoRDoov3nzzTfj444/hkEMOYS5OagdHLVy4kL0fqaurg5IS6TO5NVm7dq3k71mzZqn6XHR0tCSasbi42MCtzFzWrVtn1jqh8GrKlLEIh46ODtixYwf3vdu2bYOurjF3cvycp6e6yAn5+si3oTVwc5P2t4jFboRjuDaYAk93YzWwl3eXS/7GZ5kr8xLg7eVTDNxbegeGWP/cX3WtTGzBe67BIg2+B51H3imoMmuUuwC6ZkwLC4CXl+bB2hPmMsew1cfPhXCZaxRuc1N1PowxFAppvFgY3uh0pUU+uzBb02BVW6BlNL1asBCDIoImTjQXirlumZ4Mt89IYfE5R5qZoOAhi9fTWg87KSWSG5sj5vLcsQL9lFB/+OSw6fB/h06D5xfnwMdFtXDWL/zrsT3oGhiAj1XE22F05VMLs4y+J4xTQJaIuzjnWICnm6JoEYum/RxRjy3cJ0wR5OkOePdZU90Ma2taoM4M9xaMV0OWxoTCBVmxkBvsB+dkxNhVmGlLl7Z2TpSWsZ923+w0Vcv183AzEGsi3RoEHMiHB2rg/QPVVo9mWhzDFx/z8HFzhSyOw5m9wT5DNU6U7+6vhC+K6yTz8F5ja3EXb/FfHjED3l0x1SoRwNPDTIsD8NC9e5a6Y1SJ9EBfuCg7DpIDfFgUJrpCYRQvHgP47GMsfk5rQZ0nnrWVs86hHCGnQFlHD3xXVm+17zJHkNHRPwiPbDnIprXVY+5SPNbVtkBqgA/khwWwGEykR0EMbqyNYG0xDS7vcJVOWsZA0ZAxx8Ku/kFoHY1d16qRcpW1tQ1e17BJxNcjbCtMC/Nn5yk69GYH69jAils4ke7YfsZ2uTHx3vlZsXBqaqReiIvtmUtH22W8/Yb3CLXr3qpwDstdiNlyYVjxOMHjfEZ4IJxhIi63qWeADYhxRorbu9n9J8SYWFGE/NnqohxpDO6h8fZ1f52ojO/TJUGwrN5++MevO5kFrRg8xR9fkKVoU4+jp3AknbizubqzF+7YWCBRFAsPJUlWaGASBEEQzkuMzhteXZoH1/65B3bLbI2b+waYQyQ2aMVsqW+Ds37ezty6Fo+OPkGw0XvN1CQ4NimCjTraVCd1NsDb2JcldfBTRQOclxkLp6dHg7esYEYQBEEQBGEJKL5599139c/Ut9xyi0FMoFo8PDwgOzsbdu7cyf7es2cPJCUl2WQHFRaOOX67urpCXl6e6s/m5+dDZWWlZFnoOmUpBw4ckPwtFmypWSexQxouiycOk3/H1KlTNX2H0ja0BihKa25ulgi9goPVF1WdFRzIeEJyJHxeXGvRcrC/q0o2CtocsLRibES8/FkHXZsSRge/7Jc5D1d29sKVf+zR//3g3AyD5W1taGeTKUw5d92/uRD+rG5mLhhYVsHnJ527GxN5BHi4SwbbxOi8TI76zwgc64fE5cjhiV6VFpkZ7KfZPcbaGPu9KID6uaJRsQimBC6yf3AI9nEcp1EkFTfqfKYGoQv3uKQI5ho3MDQEvUPDsDxu7PlZK+gCxIsCxYFWKAJCh5fcED84NkkqAMPCIk5qHeNsSe/gMPyvTJpKwQOL3det3Wf0PWHentAgE+KJXde8FF3u+Mtr6es36McfD3D1WvoG4PHt5gvKH5+fydzahW1yaW4CXJo78lpTbz+rNWDRFzfRhlrbOVJixJuteHN/labrwvLYUFhT1Qy/VDYaXS7G0f0oS05BlsWGwgcHzHNvw7XCqDsUEF63di/bv2pAQe/j24rh/4pG4lxRC3J+Vhz8WG78N4gL/ihW0AoKg9bVGLq5HRYfxrYNniXoCGjqGotxnyjMwveq0WftbjYUUOJnv1dxzbCEwxPC4F2RGBu3WZSvF5uUhMy86E4BvD/qPNzY8Yj3ajVtArwHWyJi83d3hdeXTdFf9xZGG7ZXfzVy7N/IEbLwqO3qhe6BIaMiKDfRb8FjVl7T1AqKUH6sUF73bQ1tqpdl6g5ozi0S22ifjbZ58f943ipx24YC/b9fW5oHU0I9jAq1jDmoiskL8YNdFgiQUeyktVX36cFa5px2/5x0yf3W2P7uHBhkAnocvOAuE7ubYl9zBzy2rZi1g3mCOLzG4oByjHE0BtYyporcmIK8PJiLmhys3z+9o4S13RBMK0GzFX8jgxtQfOvnMSKS+0dWHBxo6YK0QF8IGx2UwbtH4aliievkm8vymPhc3GbAdc0K8lM8toTZpsTev1fxzzscVPJ3fRs7Om8wce3A9qcxYSl3/RRiP+3J3uYOKO/o5p6BAR5u0CazSJTvw6wgHTNA+KSohj0/XJAlFXsRfEjcRYwrXf0DcPpP2w1OcOSheRkwVyHHHhtHZ/+yA/JD/eG6/CRmFd0zOAi3bNhv0OhHFb64oE4QBEEQ5oIN7Quz4+Hm9fthQNaZgMUOHOlV0NIleQ07cXDEOu9elBzgC88eks06zp7aUQLVsqIMjvp4cXc5K/hckZfIRmFRvDBBEARBENZym2pvHymieHt7w2233WbR8uLj4/XirvJyqcOPtUCXsaamJv3foaGhklhDU8TFSTsL0b1r8eLFFq8XLkcA22q4LSxZJ1PfgdjiO8xFHsWJQj8U3hGmQYejIxLC4NvSeja4g0eszgsifTwlLg+zwwNFr1spzsvFBbzdXdn3YUEJ4+aNxaackhqlXKCS9fCrcSIxFoFkjK4BdDcY6wtEJxkULMkFZwgTaZgoDB0hcppaFBPMClT4HYi4yCXGxUh0D084Y0+M/d6bp6ewAUfYn1rTpd7xyMVIUfL1vRVwj0rnHzG3z0w1+rragt57K6dCukigJ2akMJnLip24X4xtm+ZeQ1cytWC/gKmiqSnUnjFqzi1T8aI8IRvOUto+KJpUitO0F4dEBcOfNcadX9SA9+zTf9zGCrco7sIi9W0zRo5FuTvQyq82QTunhmFP0C0R98vb+ys1izLFGKtTo9PQg1iX+XS9wWtHJYazaDcUgM2PCoKvOfetUAsi+PA8Fwb6Y2wvRg4KoHDX1LbB/VjV2cvuT+He6txNETyLUKCkFXQvk5MX7MdcC1EE1Nk/CFG+njDvsw1Gl4Pue0Jfn1iQrARPMBTo5W4wcNTaYC2uJSmcfT+ubqYoypJf2Mc+VOVC/TmZMXBRdjwTZ8//bIPkuofbDwV7cnD73Ck6LrQS4evFrv9oHLG2phn6mRPhMBMhnDIqRFOKwUMhyNFJEaq+59jvtph8zz+nJMKW+lZo7O2HWeEB8DZHiKkFU+0NLc5CSmIpWzhiRfh4GnVdFK5XxsVdfOQ65J6BISbcR/GUOQyr2DY8fq9qMvgUT6Qp5oltJcxJlBeBrSSWfHP5FHhgcyFzalPiq+I6aO41ff9AQbwasJ2MNYtnd5Ywd68bpyWxa7k8fg+ZEuLHxOHiYzXU2xNCo6TXa96RPGzEYUsN5/+2y2BeZpAvc5jluVCy9Rj9PlPRmNUKbeh7Z6exbY3ukMKAGCXmRRgXZyodj7fNSIGHthyE8QLbuyf/sI372unpMfDKHmm/EBr2iMF7Hxog4ESoh8RdxLiBD5//YpFThg/L985KZaM8lHh2Zym74GKD9eyft8OpqdFM8CXvuFkUHWy0AUkQBEEQWsFRXRireMWaPQYj5LFBiw8GWAypH72/pQX4wlWcUcPiRuyS2BCYGxUIHxRUwzv7Kw0KKdjRfvemA/Dfwmq4bmoSGw1NEARBEARhCUVFRfq2yNy5c8HPb6xAYw6BgWNik7Y29SPDtVBWVmYQtaiFqKgoo8szBxSboXOVQEhIiOq4RC3rJBfMyT9nKv4RnbQEdy3cP/hva7lrvf/++5K/ly1bZpXlOgN4/mHkTISPl6K4CwufGC+4ReSEVdg21v+FBQNrgEtBUcxnh89gblgoOFNiaWwIzIoYO+exMCtGXnoZGnVmEn4jfhcWOUpkbmBKxWRjyAs92N/orhSv4qLsRoRg1Mxc0e9C9+QH56azATdYDESxAQ/eABxcB4yUVPMbbYmpQlhWsB98fvgMVgBd+LlxAYL49+5v6VAcwW8LUChnChTfKQm7xMcAFiJN8clB8x31BPcvS8AiprXgHfPiWBxebNjIucI/dorauti2xuI49s/zhJTiKMznd5VZ5DZhS2eK53eWSlwJsU9HEHfJ+b/DprN1we2y6uu/rLYO8yLHrjmmOHdU4OTr7goPbzVfqG2u+4lc8NYni+ecHR4A0b7aBMfLYkLY8YhuXWIOiQ6GlXGh8HtlE+SE+MGpIkExDx93N0lxWBDlqgHdJr0UivfGHJV42sq8UD8mBAjwHBGQLjAh7EJQ2IJunkqCzRWx0sGivN2HDj/WAmMLcV+fI4qmxd+CLneC050c3jrdPD0Z/EXXwzkRgXoBGm7twaFheHNfBWAXqPxX471Y/H4x8sG2xtzRzsuMkYimcJAtUtjWBU/vKNXPT/Tz1ou78PziIW/rWAKK9nE7C3Fva6rGBq/YStx162gELbar0ClT4Mx0QxdjU3oiXmy1uWCfOfZ5Gzu3EXR50wo6o6HoEwV8wn5X2r888Fd+ccR0CPD00IueazWI4S3ZZkKkotqIYBTNoAnK7IggowLzj0cdDq0JJo6cMOpAKRyHKFqU89oyde7WvHb1r5VNbLImQiy1qbayuTHNKIRV6wopHOfWiF8XH/PIzHB/+LteXRQsXgtLjYgDtbTP4nXezL0ZN6/r6HNVdrBlfU7ECDSMjhgXsCH01PYS+IVzMb5pWjIckaisCkY1O47AE8DG9daGNvhV1gDCixAqYy2xaiQIgiAIHtE6b/js8OnMal1+l9nf0sUa5PMig8DTBW13k1SN1sYG7gXZcazD8OjEcO44ILQPvuj3XSyCuKpTXUObIAiCIAiCR13dmJDEGtGEg4NjRbQhWbHPWohFVIKQSgtyMZPgXDae6yR/v9I6yedb+j3y9TaXTz75BHbsGCv+oZPaaaedZpVlOxPROi9YwokGEopBPbIiNUb9CHgbKQaEeasv9or7z5QEY1hoxYGUWJQUIz/j5a4+FR09cOWUBDgmKZy5Uzy2IAuumZoI/hjHBMAGZkb6GK4rOgrFmHAmkz83DRspoGHxhud4kuzvA4/My4DnF+UYFJTmRwWzCJsXl+SyohmPYI6YR0vx0JaoqUfhvlfrDCEsc6dCrNGIC8oQK6jyCuHmxlSORBMZX0drFt55blwXZMXC2aOFeGNgfB++X87lueodF9HdWw1q9pqrSecu/j5ROiRwMz99SDaLvuRdY9CtB/cz9oOgizlP8KXlKFDaq7xtrBUt8W7o2oPub9YQ74kj4jCSSis8QZ5a0C3SWq478khCFM7E+WsTd6Go5ZeKRuZsIxY1Yh/Zv+dmwNoT58GrS/P0cV2npUUZuB/xMHW9UCOoRFEv9tOJCRLtf97R0yFyd8NzSH5/dDPiFPjczlI46YetBq//I1O6Drz9hwIna4GnhVxkZuoW4aIQDyfm2qlJLIILBeu3zEiBjwpr4KXd5fDq3nK90A/d4VDUh78HrzPRKhzVEhSigNFlVL6PWnv7obGnDzxk21AshFCqJ1rzDoO/UyySxwQjtU6fPDEHYuzzWCedOyokxXMm2MtdHwm6IMqw/Ykx1sbu15Zqu8TLxphnJfA4ECKy8RqsBB5TPHC3ojOY0r42BQoUo3y9mSgcr0ko2sfoODy2tKL1qi38XiXXKLnrpvCrzs6IUTXww9pVczz+TB3D5/2yA/7998gAM0dAuJdiG/jR+ZkGrxe3dVkk7tJyGzL3tpzgZ+gIJhcrF7epH2iSHOBj9FwTR7ubOpPQUXJFXChz+1waGwrzovhJbYR2yLmLGBfQopunEL52SiKcbGIURt/gsMSqExsC+2QjhPCG/8j8TMWsb4IgCIKwFOz0v39OOhN4odhK7LaF9scd/QOwIDoYrlu7D05Ni2IPV/KRdA3dffoOKvED6V2z0uDUtGiWWb+l3tD5AkXO2AGGI2PQmp7udwRBEARBaAWjGAV6ew1jE7TS0NAgiUu0BZ2dnQaOVOb+ZqSra6TD1hLky9Di2sX7DUrrJJ9v6W+Xb0tzKC0thQcffFAy7+KLL4bw8LFYO3OoqTE+olxwIJtsXJ6XADXd6Eov3ddYULhx/X7JPIyVEzBWfMMO/xOSI+HVvRWa1kXJ2QgL7Txhg1xUE+LtAQ0ip/6W3n72LHTnTKnry/dHz2IOHFgw+7O6GWq7paP81egusPB+Ykokez7DLYHuJ1j4xiisHY3tkrhBrM3w6jNYYMWig7nwolYsEV9YE1sMekWBHAp4eFR09sAhn2/U/z0tzB9eXpLHPXa18uMxs0djNxvgie0lBq/bTtoFzGng0twEFjP03oFqk+/nHWdnZxiPlRNTqtLxDQtwKI788EA1HFT4DE8IIha+eHKUAijsUDp20EUJQcfytTJxjyBie2Q0Tm2jTNyFIk7sG8GBa79pcKpBEVS7SNS6Mj4U4nTecN/mQmjrGzA7olDuFmWKwtZOibjWUp5dnAM5wdqd2VFgoAYUvaADllCknhsRpHcnMsXFOXHw6p6xe8eZKoSN6IqjtQY+qHF/nJQSBaurmti1HR1R0BWSh5LIF0UPd85KlUQ+KjlfoTtdlI+XgRhbvyx3VyawwJgxgW9K6+HwhHCYHRHILdZjFOFbsvg94bvxnOIJT+JlgjlehJg1xV1MnCub52qG0454uyCpgb7w9oqp+r+fll3Hz86MgbwQ6fkwIzzAqJOosfMBj390BxPzV30bbK5vM9he/aIGh6sdBMTy6zKKYjDSVJ4QwSPR34e5zcmPAyVhzaPzMllihACmQXx62Axo7x9gYn2u+6irKzPheHjrQe4xaa5A9NzMGLgyL9GoA6AACqiwxitg7BsvzIpj5x7vWMZtZY64C7fnJ0W18F1ZAzwwJ10S3YrRtWhe8n+yGjduF55oGG+z8u2M926skyshOJF6KByQKHwUOywJxye2019dlgefH6wdbVvzncZQnL0yLgw+LDTdpjEHruCzpdMh2sfoXoftnObePnhyezFcn5/MdU0UHNDU3nMtaWOojfvE9pvYvRBd+NAF8EBrl+TY7RANDGpSEcOpXw8XF/hgZT5z4r1p/T5F50qlgQFifqpohD3NHUxkiccnitm1DCYhlCHlC2E38OQVbmDyCzje9B6alwFLVCieUd358aHTWLb8u/urDEYD4o0SlyVYrBIEQRCErWMaX1qSC9ev2yeJGsaG8++jo23f2V8Fnx2shX/NSWcjv5GClk648LedTNSMD3RygRZ2Uv1nUQ6sqW6GZ3eUsk5yeScJLvfrknq4KDsOjk+OMJkBTxAEQRAEIRARMVYMKy42P9pHeN7fsmULd9nWpLu726pCKvnyzMFS0ZVacZd8XbV+j3xbWfrbURx21VVXSURiOTk5cMkll4ClLFmyxOjrHh4ekJ2dDZMN7Mc6OSUK/r3loGS+3F1CS1wdih7OyYxVJe4S97Wji8M7BdLiM69IgQNa8DsOmhgRriQSwecX4SlIcGZQWicl0E3r/YIqViDDPkH8LozuOT0tGkrbeyTiLubcxVkXS8sMvFHz5opNrI2WAuwJyRHweTE/HlQMi1cZh9oM7leclJxcsNYl7n+2BWp/d4CHoVBES0ELBZZqjqFhoVCtsGh0ZUEnNaOxjJx+BFym0uoK21fp98jnC/FA+P9r85PZ57NDdLC2ppn1a2ChMszHQ3KuyrlhejI8sLmIFRlTA3yYsw8WWz85bDrUdvXCsd+NtUG0II93M8UjW4uZaNRa+LiZF8Ok1kWkvKMHPhCJEa/IS1R9HKKICh3kMHYzyd+HXVNNrpeLsvATOTQ+FH4sH0tkkSM4/g0ZuX6hsOWjVdOgoaePXQuU+sHws7zIKPybt9sDPPn7Qn72iN0fUbA8JyII7pJFyu1uah8Rd3FOzBVxYQbiLuFnKl265PNRlMNzSLEWuHnQXOH6/CR9UV58Xf2goAq+K6sfEVW7AHNl4a26qUsxb9tire/VPeX6ZfOEXdNC/WGb6Dwsbue3na+cksgEOAa/b3iYCWPRjRTPBzyfgkTiPms4d90/O40JQz5SEM7w7lPDGq4bfh5uqsVdvOuccD81xtFJERDj6wWXi2LBtQjH8fyslonVFkQGc808ePSIXKGNbR/81TF+I/Fvt28sMHgdBWxKAiceQZ5u0NI3EjuMMcTIF8W1ow6iwKJJUeiFrq9yXlicAx8XVrN9gaIwMHIt29OkfC9BITT28yNK1zi54GhYJgy7eXoK7G3eofjbcblyVzNT3Lx+H2v34/HrBi7MlVcpZk9JrITOef/4dcdImw0HWIQHwNWiSF17II4lbR4VPhnTYSndc5fEBMNqBadVdMeTD+g3htoWIjuUhqXrJn8+88ZnQzPH7vUMDLFBOljvOjZJ+blgr0I8u5ivS6SfxRoYOqASlkPiLsIubKxtYYXpxxZkMjt1zIdHBfHDox1W98xOUyXsEsC4qyMTwpkyWmx1i9w4LYXZmBIEQRCEvcgK9oPXl06B69buhWKF0bLdA4OQ5D8iPB4YGoJ//V3EOjKxo+37sga4Ii+B2XKLH5DxYQnvjwuigthoodf3lkO77L6H9u2PbStmHQaX5ybA8tgQm3ZmEwRBEAQxOUAhjlDgwFi9+vp6sx2XfvvtN2hpGXPvmDdvHtgDrW0e+fttEeFl6TpNhN+OEZw33HADFBSMFVD8/f3hqaeeYsIrwnx4+xWLN1i+UfKKQdcrYy4qclcBJcQFa3RbmhEWAFsaRlyE/dzdwM/TzSC26uPCGnh5T7npZas4XHlFRrXHORbg0GFFoKVvgOvshM9Ms8IDOetn2fOTEG/Ec4bAGCp0ZHY0cVc2J9LupukpTCzH23by7aW0b9ANRSxK2tZgPSGMgNJ3727ugHmfbYCNJ823+ncKx4haEwYcgLWutkUSX6OFm6YlwfXrpI59PLBo++ioS5YcLMqjOAP7C4w5d2E/uxyXUdEXrvenB2slrwlGX0oiIfmgbhzI9tTCLCaeEFyPzsuMg3MzYpnoAI/RwtYuJkRC54w7ZUIZBAU0763MZ85p6OQjLmpbcvoac9VAUQi6ngii0RNSIrnOHpag5doj3mdqXUQM3Jc0bCsUv7yxLA+aevvZvuO5raDIDp3lBS7LTWDuiXjs8RyIVsaGGRV3YaQpnsOCs8rjC7K4bpF4zMZzRLU8kaT43oDg8cZz9VKKODYWT4jOJhgvnBOkgz2iZBnhGsXb3rxjyMXI9RrjR+Xz5fUwxN+KCTa4jqHennCagqAPBeNdou26t7mTtRnk8GKQxWDMM4q5hke/099zRLDEE5eLuSgnHq4SCY6OTYpkRhBKv0UOOkjigFp0/sRrD7q54TGFQkacbw1x12EJ4WxCoR8vxlgpWlENeO3lXYq0iLvUkhrEN9BQcy25a1YqXLFGKgzjiY2VnLvk4jWl66+wvzD+DcaMQyXXJXR5FJC77ak5bt/cN3Z8xfv7MHHX1DBD18XpYQFswv1uStxVLxogLsfD1U0vglGKmJVfx3g/yVibBT/OREAqQfGtXMiE4molcZcS6KQmdlPD884e4i6e2Fe8v43d35XuuctiQxXFXSiu0zLAQu1b5auJ6yZ3ozMnAh3d6fBz4ohTYwM+ePchU2ANDOtfhOWQuIuwKWXt3SwzW2i0P7q1mD3MYQP3+ORI1uhs7etnkVZaQHXvtWv3GlxAzkiLZlbsBEEQBGFvsJPy1aV5bJTQJln0AIIjfHxHH5reK6hmDy8C2FmGYq9PD9bADfnJzCJb3lA/Iz0ajkwIg9f2VrDOVbnNM3aEPrWjBBZGBxkt8BAEQRAEQSD5+fkQHR0N1dXVMDQ0xIQ58og9NaBI6P7772f/xmf9vLw8mzl3+fhIC3la4yR7eqROqL6+ljt+y5ch/w5rrZP8t2v9Hvm2suS333vvvUzQJ3YRe/HFFyEpyTod86tXrzYZy3j33XfDZIQbn+Y6UogeUqjQGHPuQuq6VZ4noq/Gc/n5xTmwtb4NgrzcIW00GkbtSHYUAaDTi+DComaUNs+5S62QQu37XBSKJ5a6UBkToWE/Je4DsXuOPVH6bbzoTbdRAYspcRcuUumoQzHRPX+NFVFXWBB3qQQWZu2N8I1h3p6gc3eFThPRfJnBOrhxWjJ8drCGObuhW7cWZkfwBy6jwwUWqpHndpZK3CfkoMM4Cm14m0t8rUHxDEbuiY9RnIfnMRYnN9e1SqKfBDcOJXEXCoEOiQpmr+OETk684i+eN4IzYUaQjk0IT9yFNQAUHuIkx5hTlCl48VkCP5Y3sL4agfU1LUavNcZEuErIt2Cot4fEEV7MopgxxxtzY420CllHnF2UnUIvyIpjfVvYH3VKapReNKpFSvL60lwmrEK3e7GQEI/tuzYVwDOHjAxGMIf0IF8DgSmKlPE8ll8P5W76yuKusW2Iwl2egNXFiHMNionk/K+0HgK9PNhAUDGnpkbBDdOSDd6Pzjlq9224t4dREYma34z38WHJdxju4V6OQAfFW8aEldjPiV810lZAtyIv+K2ykRsfh1HPLqOCIRR4npsRA9+XNzAxFi4nyNMdntlZqv/MDflJiue4IED+vbJJ4qyFLjV3zExVvG/idQiXp0WwgddynriLt78MwzC1xaF5KcyXR1NqAfuyl8WEGMToqtkGM8MD4bqpSbCjsQ1yQ/zZ8cBzilISd8ljnFGEx8OUUA7bsVND/dm+w2MbxYjGGDaxPEFshe5Y+Jv+qB4R91wzZSxuUm5Gxtvf6L6mhPjtSm1MeRu8pL0bilq7INbPS18XMLbncZ2UBIFqjyMcTKEERgL/Ijuf756Vypx25VGZasCB708tzGbXI0EErAX8rbxocBwIg/COQuGYU7rn4rPLUwuy4N6/DkCrSKvww9Gz7OZQhceB/DpnTl3oUI0aDXmimhpMuQUS6iFxF2ETDrZ1wTv7K+GHsgbJRXF9bQv8WNGoF3MxNbVG0PL92j/3GtwA8Eb6z6nSvGaCIAiCsCf+njgiNZt1ssqtt7FT8PzfdsJj87NYw1uIJhCDD5gX/b6L2fpelB2v79wUwM4e7NhBG1v8DuEBUuCSnHgSdhEEQRAEoZqzzz4bHnvsMdZJ+vjjj8PKlSth+fLlmrbgbbfdBmvWrNH/femll9psD8gFSVrFXdYUOCmJrvr6+myyTpYK2+Tv1+n4Yh1TPPnkk/Dxxx/r/3Z3d4enn34aZs+eDdYiKirK6OuT2R2MV7/B5wYsovUrlGhMxXphARWLKf/aXMT66NIDfeEAp7gsL+/gd86KMHS5EqNUFEJhFz4XWdrhr7YeaUygIX9e4hUkbSkVwm10zdQkFk30W6W0OGoPlAr+SoVZjMNSF8vI//zSmBCYGxEIG+taIcrXU7OoSQ0Yd2Zv8Nm7vqcPjkgIZ3F1xpxlRqK+XJnYBSdz4LkkCW5KwmAwFAIZQ9hHvH0lL1TKzzXxZwyL1KPL4Cx3SogfE9Q8sTALrMkHB6rgthmp3NdQGIQimI9VuhQKYCrImmrlc1Is7EI21bUoCl0vyoqFeVHBrD9HC/Lz8I4ZqXD9un3c98brvDULHKN9PVnkLwoacB/zRLSWkBroy6Ix5bF9WhzOsoL92fGIMVA8YYkl5AT7GYivcDsk+nvDo/MzR6N6jTuhGZ4byvsvN0QHyf6+kDoqQuRdJuXHFfLS6HX3sDhpcV1pO/JiGYX1kd8PPdxcIS3AVy9gUENFZy8s+WKjRAiBwr23lk8dXS91hX489pRA568Lf5OeL98cOdPgeoO8sWwKa7egMEjoJ8XIRZwEMAnhj5pm2FLfBrPDA+HwhBE3YrnzIF63hOsyJizw3G46FRxpsP6oRdiFKMXeccVdKk8bDwU1ky2cu5DDEsIMxF1qhaKnp0ezyRjflY45XBlz7lJy11O6X4qjxnESmPvpeqPvx32M4mg8DtCY5P7NRYrbE68jWxvamDgUhYZKQiieW+BBTltcQM3W5Q2wOPPn7fDuiqn68wTjdMWuZZJ1cnHRVEPQqimWt1FQaHpUYgQTvIvvlTdxBKw8hM1uruu1krjL2PUWrytK2zrJ35uJBlHEhZHTD24pYsvAVBVzhF0uGmpP3x2F18phVlfC++crsra7qYE/1kB+fqrhy+JaWBgVpNiWItRD4i7CauAotNWVTfC/snqWJ63EryJxlzkXjJvW74cC2Y0vI9AX7p+TrrlxRRAEQRDWBhvV1+UnsaLJw1sPSgRcKEy+4LedcOuMFPhgZT48s6MU/qwxtO9FS1+csGP84pw4g0Zvor8Ps6ffUt8Kz+8sY/ETKQE++ocOgiAIgiAItcKsV199FVpbW2FgYACOOuooePjhh+Gqq64CNxOdvRUVFXDjjTfC//3f/7FOVizsxcbGwkUXXWSzje/n52fg4KSFpiZpYQKjBC1Fvgyt6yR/v9I6Wfo98t8u35ZqePPNN+Hll1/W/437Hd3etAoCCWV4XfFYdDbW3+VlogMfI6mwmILOOU09/Sx6CJ9J5JhTLFEqiJuKYuLBEx1gAa28o9tk/BamA8yPCta7MnxXVs+evdp7++Fgew+bj4XpIxPDobS923B9rdCfiCImdCMQODE5UnX8my1RchtQOqbEEWtK4P5VKvJh8fXpQ7KhubefCfZs4SptbEuenxULtgDFeTjlhfgzcZkxcRcOTLYV4t2G5wUe1+jiUtnZw5xtxAj7iLev5fPkRU3xq72DfAGE/NhCwRH2Vbywq0xfhL1ndhpYA2PuUYJj3JKYEFhX0wzvm3DJQ/FpjM4LLsuNh0hfT0ncFvbjKJ3TKDoRO7DLB+KZU0yV7xp0JsHC54baFrYNxaVT8R5SG8uIcXUYPWdr5PcPpZJvx4DhufHu/komfNjBccDCmFdLOCE5ElIDfOCBvw/q52F7FUVjeLyoQRwzi7T0jv0tFziuiA2DszJi9H9rPSLkGhWl24ZSHFZWsA52y12izLz1yEUQ4ksECljXyAab8sRdxlyB1EZWCtccdAEyBp6D/1mUY7JNg4ITwblS/huFiDr5QFxBDHq1GcYSgZzYZjzH40YjasX3DYzZVQO6I/K2lNL2/vffRdDVP2hSZKUFa9Zhe2T3GP18mUMmTyBlTPRlLijMwuMZ/+/J+Z3iSFJsP6JDmcEyZMcyb3udkR6jGG0ub5fKI68RdxeFNrjoo2iu8nlxLezguHzi+7Q4d/HayhjBq4T8dBbOSRSo/2tOOvxa2cgEuOgYqwZLY5GVRICrRg1o/q/QUCAurDPvnhvi5akXceHzxbLYENbWR/GVOfCuWbwoSRTJ4Xvx/oOXLLynYZtbjYufEuiwpxU2KMfwkUoCDvKo6Rq7ruGzWZcJ51tCHSTuIsxiT1MHFLZ2MkvXso5u2N7Qzh5wjYE2k1flJcJxydriGd7aV8mymM/OiIF7/ypk6nsxsTov1mnAsxMnCIIgiPHi6KQI1rF5y4b9Elt97DzA+9nxyRHw4LwM+F9pHTy8tZi7jN+rmtiETl6npkbDzPAASWN/RnggvL4sD36tbGIPekoP11gQ+bqkHs7NjFG0micIgiAIwvkICgqCN954A04++WS9u9P111/PBF7HHnssE2uJ+eqrr+DAgQPwyy+/sFg+dKnCDkXE09MTPvzwQ/Z/W5GYKC2qYKSkFmpqpJ228fHxFq9TSEgIE0p1dIwU0xobG9l2Ubsd5L9BaZ0SEkZiuJR+izFwv4rFXSgUCw42XiST88knn8AjjzwimXfnnXfCcccdp2k5hPaOfSGWUQmlmBqBlaOxeCORZsAiW7SOyP+/ohroGRhkhR2csIAR5esFRyeFwxEJYUxMIR41joW6XU3tI+KE4WGI0XlDuIJ7BYLXESw+8VAjYsDoOZwExIU2LJiiqC1a58WWxStOWaNGeVpaFHw/KirDZzN5sQpFR3LnZXugtF+Vnh3VaNDwo7xYsLHvdIFQWeyZNTG2iofHW2fA09QQf9jRZFgM9VI4H2+bkQIJft7sedtSQYparshLgCtg5N7w0JYi+KK4TsG5y/Cz8t8g36bi8wQFomJ0o30K8nMTi5rflNZL5mGEmjXEk6YcQ1xGnQZ5rkhicB/999Bp+r/Rwefb0nqo6+5jRW5xBN5JKZGwvaEN9jR3wLLYUNjW0KYYJYWuQqacDnnItw3+jrU1Ldz3igUFamMZsWiN7kRC7B3WZ8x1PdGC0DaUUyGK95S7VqkVxmghwd/H4PjtHRqGB/8ugnMzYyHOb8wNTQkUn4kpFgmEg709mDMTXk9xn8hj1rjb2sgFzEB0qVGZxbtbDmuI+zOGeAmPLcgy2N8nfL9Vo7jLRfX9R+0xy3ufr7urREyATkYCCf7eMC3MH7oHhpipRPjofYv3dTiIF+NqtSK/HwR4uMGTHGdTJeGoHBQromj28G/+MnjN00g+4c6mdjgdrCnu0vb+XyoaoUjkHjcjLEB/zVRaVFVXL/xZ3awX9rkpvNNUO1grzX0DcPWfe/W1Z628vLsM3hCJhhF3zqpjKoeSuEsOiqGuXbtPIhpTug+Izy08B19cnMuEym/sq5C+D1zAX0NMHi4V3cnwawWRf6zIUVKO/PolXttV8WFs0kKaSHxtDk8syGIi9I8Lq+EzUXtJuO7gwHk5wjrznLvk2x8Hz1gCb2/KxV3BXu5wTqa0fwavbnLHwwGV13yMD0eB3kIF8ew5GTHwrsJgBnQlvmb0PFHi5JQoeH5XmWTeOCSrT0qoukeYxScHa9iDj+oDzcUFHpmXqfkhB+MdX9tbztTyGG8lH5UQ4uUBzx6SY9MOA4IgCIIwFxyN8tbyKXDL+v0GrpbY8YpiaTUPJ4KTFz7EX5GXKBmxhp0XpmKOX9pdzkZgf1FcC+dlxsJJqZEU30gQBEEQBOP444+HF154gbl1DQ0NsQJNbW0tvPbaa4aFmxNOkPytH83q4QGvvPIKLFy40KZbNTAwkImpBKFSQ0MDdHd3G0QWGnMbE5OSkmKV9UpOToadO3fqtwt+j9plq10n/A4x5eXqigFavkOJ77//Hu6++25Jsfaaa65hsZ6EdeF1xTNxl5HCplIx4cz0aNbxLkdpWcb62t/cVyEZsILPJSjuQnGHh6vhZwtbuyRxSzgi3JhjBF5LeE4ZStFvYl7aXcacuvDjeIwekRgOV+aNCUFRbCMe4MIrKJvjNCYHnWA+WJUPB1q6mGAA4/PE5Ib4M3cyudDA1igJa5SKK2pEALjMFiPiLmNgIV0ck6Y2jkeNcGRk3cAqnJEeDTs2Goq7MOKMt00XRgUbFTBaC/mxesfGAmjtHWCDrw3eO/pW3vrKC/NyRwzhs1hIlrssCC57BtGOnPW1ll+d2t1qav/Lr39YU3hv5VTY2dgByf4+ECsS++BrLyzO1f995k/bFJeLzkLmXEe0HK/lImEUr9DM4+Qfpev8x/FzjQpArAUvWs+ceDhLYxkR3K/vrJgK5/6yQz/vy5I6OCYpwkDcJRcCIaemRcPbIoHXSlH/232z0zWvD8+9DInTebM4VzViJxQZ8QS2SiIoa5yHxlxz8Ht5EV3GRIiuo9vbZVQkIqw77x5kyXUdXf9KRII8sRD8oux4NvHWTY65qyAXhLX3j4gt5dcitcsXjglsgzWLXOTEroo8LDnr0V1JjlrR7jcldWzQslzc/joAbDxp/si6GVnW1yV1Y+IuhQPBUlGNMeTuYWrgnSm87YXHxr/npsMdGw9wHWnFzIkMMnDmUxR3yfY2vo9Xe8CP54cFwKU58apEZrif8FqqFvklQ6vQWzg+eJoBfA4pajNhGyXDz90N/vV3EWxpGDOPweWgA6oSwjrztrXa+7AlhPl4QF13v8S171CZKI73XBfmpa49aio6/PK8BLg0N55ds1p6+uGRbcXsGQ+F47PCA2FqiB/sEB2TWUG+sK9lRMSJ1/dpYQEGy6T0NetA4i7CLMI0iqmw4Y7ZvpjBrtbqcWBoCO7fXKjv3JELu9CpCx271IywIAiCIIjxAjsSXlqSB09uLzYYSYsxw6UdPexBGUdpYWN5Sogfiwpp49is44PL49sOwr7mCFgSGwJpAb4mR7DtbmrXR2ughfOzO0vZfRlFXgRBEARBEMill14Kubm5TKxTVlYmaV+I/y0WdAlRjDExMcyxa9GiRXbZmGlpabBp0yb2bxSj7dq1C2bPnq3qs9u3bzdYljVIT0/Xi7uQHTt2qBZQqV0n/A5jnzMGro+Y1NRU1Z/9448/WPzmoCgy5YILLoArrrhC9TIIy4qnWDwwVotXKuYpiaKUikHGnisMhR/G3UXki1IjGMI4JHlEEmLMtQxp7xuQRH609xkXT/EWZy0jG4wgxAE+SmCcHxY57YlSEUUe4SLsZ/G2VII5CZgZjyMvOpqzFGOfsVbRCF245VyUHQdZQTqD17CAJRfz2QzZz9ve2A71ClFewrbgbRF5nJNBfNLo/9H1iRvFo0J4iZjjp4K1A7FQZG5EoOrYJhSKGAPTQXgCIlORb6YK01g4N6fOq1YQho5x/5ySqDmWUY5WJyhz6Owf5F5fEHRR1EKQFVzwMLIN3Wbkwi3e7kTholzcJd+vvD2Gro0Y19jePzKhOxQ6VmoRvt08PZnFcUrfy3/zDflJcM9fhfq/75qZqrhu7P5rYZyZ4E5nDJ64y9R++e24uQbzh+ute12X7z+hPYOxe/8rq2e1x/7BIegfHmZCB5YOZEWHT7lz1/Bou0WIcxtbvvEvuGZKInNg9R29/oZy7jlycaAYSxwUURB3XFIEE0UiV+UlqF4eCnFMuZYaW5Jwv0GU2sLGRG3I1vo2JoDGMrPWaD9eu9TUL+e9rnQMr4wLY8ccOpv9UN7AjkeMDj42yTD9CmMi1YiLeLN5jqLCPpzOEeBYwwtNvqWt0Tqr7OiBM35S/wwsxsPNBXplbYDT0qLhOJmQjrctMf7a8DXrirt4y/Ni0eb9Jp/hjkoM15vxoFD4lLQo+Las3qgLmBrwuMUJrzZROjd4SuY6iO568ijkDXWt0NE3CBfmxHG1ICTusg4k7iLMAnNdeaD17PzIIDg8IQy+L2uAn0aLyWiNeev0FE0ZvnubOxWt4vHG9dj8TNYwJwiCIAhHB+9/t81IZSMWHt5yUPJwiB0gaPO/KDoYMgJ1sCwuBKJ9veC/hTXw4YEqNqpLPMqkuqsPXt1bwaY5EYHw3KIc/XLQXljeIfDirnIDC3CMFyAIgiAIghBzyCGHsMjF9957D1566SXYsmWLRNAjIBT0c3JymCjskksuAS8v7ZEV5rJgwQK9uAvZvHmzKnEXxhhWVlZKnLBQmGYN5s+fD5999plkndARTU1cIorTBHQ6HeTn53PfO23aNPD19YWurpF+EhSTqY1/xPWR72s1/P333/DPf/4T+vvHOpVPPfVUuOWWW1R9ntCOvHAjFPGNdYSjKIqHkihKeaQ/vyiHzxlydwjDYqlxgYWaqD9fNzdoAUMnEsElSAkDoZmJwh1vW9orIcQWBY0oX0+jgiyl4t9O0Uh7reAizZYKyIV/ZogOjB1P1iq2ybcbCpn+kRWrF9WgG92zO0vY912Xn6w6Js9Sytq7WaSc4OiHcammtgVve8m76D+TxaIKEWFiBz5Tzl3IGWnR8GFhNVs3FKuYEwH4wJx0uHn9fvZv7OPAqES1Dk68rzsxORJCvT2Y8MGSyMwnF2YBduXgz8aEERTxeLi4MsEUCv7MOfR4n5kdHgh/1bdKnKcenJfBhB2WOoaouRZbipIgCcF4S3l0J/aF4UfKO7rZ4Ecx1ow4NbxPGYKRo/UmBGi8X/fU9hKJm+Hi6BBFcZfSxRPdUOTXLyzWY3LNVSJhnyAIKW7rho11Lex4OSxhxMmFewwyQQvYnD6OcNIceKtqyWVdLqAcEq3vQ1sOSl47PH5EaMOPRzNvJXjXrjaOuMuUWBZj06TCYm3rY+mtEaOHT0yJBE83V8m1yBRqDj1j922xcEupDeUjagfzBCxfltTCd2UNKtZkbBko2Mbl4vFgStho8HmeW6aRa/aCqGA2XZgdB1WdvZAX4sfEj6aurcqDNQzn8SJFhfdNDw+wSVtKLvg0FZusBEY+L/x8g8Xrg+03FHLK54nPQbG7JDp6CcI3e7h0uSgIu8UorQeen6iVwHbJSSlR7PiVOzyiI+2HB6r154fYhdJc5MLKEG9PeHhepv7vA62GcbMUy2gdSNxFmAVaFOPFAnOo0RoQi9H5Yf7sxi5c+OdEBEFjbz+UtHWzh59sjn2nMfAmhjFT8hsvKrTxIc+cHHuCIAiCGE+OSAhn98/bNhRIbMERHMmEHagzwgMgPVDHHupwtN//Suvg46IaKOvoYQ/RIOq8zRCJnN8vqGIdsgujglgkBI4KR2vqm6Ynw392lelHiGM2uziWhCAIgiAIQgDjFc8//3w2tbe3w4YNG1ikH8YgosAHIxEjIiJg3rx5EBVl3MbfVixfvhyefvpp/d9ff/01XH755SY/99VXXxksx1osWbIE3N3dYWA0aufHH3+Eu+66y6To7eeff9aLtRB0P1MSa+F8FGXhshH8HH7+yCOPNCkgEz4j7OPFixeb/E179+5l4j2MvRTA77rvvvtMfpawblF8xLlLuajgw0Z1S5kfEQSpCsU3xVhGzvyr/tgjiWPEd2AMh7xIJBdUyaO3ujlCUTknpkTA87KBKfMiAkeegYwgL0CZKiRaI4LRXFCgMffT9Qb9nEpOLmq4aVoK3LBun/7vs2Txl1ND/Q0cpJVQu2XMLXLzvsOcn14jcwqwRdEI+75/OXb2aPQoxoZJF4wxo0cnhbNtIXYWsTV7mjvZJGCs4OhqgdCwenQby/stEME5hldYvgD7MdKj2XphrKE5LIkJgecOyYa9LZ2sf4PnoqblN5+XFcsizKzhyi7Ai7xFRxGt8PbDJbnxcHRnOHsNt3G8n7eBmMJs5y4rODiZQumQRDca3J8YGfzBgWpWSMeC9NGjDjU4uPHpHaWSzwRa0REPXZlQ0CNsghBObBXvXL4gKw7OzYxlxxbeJ3nuQdjHJhZ3tfUrx9aKhSjibdbS28/ddigklIu78LjAuKzLIUG6HM61eXlsCHxQWAPGODcjBtbWtEBRmzYRixilaOXxFkYbOImOHgC8c0j4DdZ0+MTBviiAEA/yxVQFOej6iSJUcZtL8v0WuvBZ2vbBYz9LY30XwXOdB5qBaN33SoIjdE0Vb2+52xbvPmaMGJ0XfHb4DEVhEc/FSYyrmccwCkIVRaGcZwSl+wDvu3hC2S5OYojYxMVS/qhuMumCZs/7ForF+2TXKbEZDbYTKjrH7uP/yIyFxTEh7N/2EPDzDhEUgS6O9mbXJtz/2B7ggccCupCJQXdCMai1QEHXewVVTPx1eW6CNdZa8peaXWVtxzNnhSp7hFkIamJjYOfLo/MymVrU2E2JBzayMDaKJ+y6f046G+VBEARBEBMR7JR7c/kUeHxbsd4yV6Cuu48VULDTCTtqsGPplLRoOCk1Cr4qroWHthZL3r909CED+bOmmcUxYMc9TthUDvH2gPxQfzg0PhROTY1i4i9jeeofF1Yz1zCMJDBnhC1BEARBEJMHf39/WLVqFTgamZmZkJGRAQUFBezvoqIiWL16NRNYKdHT0wMfffSRZN7RRx9ttXUKDAxkwqzffvuN/d3a2gqffvopnHnmmUb7Pd5++23JvGOOOcbo9+A6i4Va+PkjjjjCaLvtk08+gba2Nv3fuJ1w3xqjpKQELrroIibwE1i6dCk8+uij4GpmQZlQB0/kgwUFY0UFIbZR/NnLpyQout0rjvTnvVd2bD2xIIu5R8g5LD4MsoP8YBADoIYBNtQ2w1clY886vMgXOemBhkXDY5LCTX7uuOQIyA3xY4UoLBhE+BgXlPB+vh1MTRTBbWzM6cYU+NsfnJsBXxTXMhHMRTnxktdXxYXB/ZuLVC1L7TOgNV1UzPnppUYKtdZyR8PlmBoUZetBU+hoZCrOCs9z3MfrapphY92Y25PUuWtY83YyJtQQPiuPdhREYdZI2pgTGcQmrfCOYXu5RJhTsOR9BAWZOBkD+4rOy4iBtwuqjL7v6YVZ7LqA64ZfxSLnbAzPgQgd5J9blM32DwrjTk2NBk83qQBQHodorVhGAblAikekjyfs5tS4TMkUxYIAZHNdKyxXqF+hO9i8yEDYUDtyvk4N8YMXFuey73lxV5nB+7W0urY0jLX3BPJCAwBMiLtQAIkCGEvEXdaC69xlgTDJ0N1TWRgrxLamBRpewyxp/eJ39Yh0NDxxl9b7odZ753h18cpjdtEN6ZUleZLrsiAmNtVmVXK/Egsm5UI6ISFKCxgre9x3f4Ofuzu71kb5eELNaPwxXsvmRpowHeGs5pRQ7cI4U+6+Sm5vvPMl0MvwWipOCjk/Kxbe3DfmcH3HaNSrJeBgEC2OaUqYuodj3QNFT+uqm6FJ4dxC0L3zw1X5rL301WjE6K8VjezahwPs5c9H4ucqcwXVlpIT4gdX5pm+d/H6GeTOaXguopnAQyJnLUuR3/vqe9RFuxOWQ+IuwmzwAoEXZxyNx8sARvw93dmkBezQeGJbMXx6UGoHjZfPe2enM9tZgiAIgpjIYIfa3bPSmMPWw1uKoE30QIXPDujUhZ24t85IgXmRQawz4pjkSEj092UOXL9XNbLRQ9iRjzT29MEeWawGLgdHfP1a2cQmvI+mB+ngmR2l7GEaHTVRaCY8vKAw7PmdpdA7NAw5wTo4PyuOdSaTyIsgCIIgCEfjqquugquvvlr/9wMPPMBiC1FkxeOJJ56QRDKuXLmSxUoqgRGLt912m/7vOXPmwLvvvmt0na688kq9uAt56qmnmJAqNjaW+34UZm3fvl3/N67PihUrjH7HoYceysRt+/ePxFVt27YN3nnnHTjvvPO470fXNVwPAWzX4bYzRm1tLVxwwQXQ0NAg+f3PPvssc/0ixsO5y5XFkl3z5179vBOSIyX7FV0LOkUOv8ai2pREHbziibzQIXfk6uwfhK0NbawgiiPEURCCLixY+MKiyP7mTlgVH6pK3OXFcTMJFznlKIFOF2f8dIAVLTC+Cv9+ckGWouOLo40Yd3N1hTgfD4MCCQ9e3JC/hzsbjY8TDxQMPDIvA27ZMCKItQa4DXmF5fkqxDgGLipmSOuMfcLR9q8lBKgQj6GDCBZtefGswrbgbS9TLhTYZ2AK3jJQeGcNcZe5mOuYYpXvNuNrzHXTwT6leVFBJsVduO+1Drq3FCygy3lgTobE+SxaZ3htb+cU5a0Zy6gGdDLB/jMtAmNh4KXglo8YN0UYhkfmZ8KXo4Myj0seibpTdoxSf4zcPiMFHpRFDaq5xvYNDht1G5PzdUkd/FTeoL/GYHKA1eCKUc1fXK1MONQ5+jtx3VEUgoIhDxcX1tYSXHy4cdAWrINYRIOguAQH1coxtqfe2FfB+nBRKJYfGqDZzWi8otAWRAXBb6JzCn+3KUdWJQGTkphJ7GArdmLSz3N1YX3dasG3jsRdjwhVcJA0xst1DwzBVXkJ3Gucsev6kphguHNmGljCD+UNBrG1Ss6dvNlidzMBFNgKoOAW6wp7mztgRVwYzI/SLq6Wg3Gxb+6rgIrOkXPwxmnJZi3H1DUQ27/oWrWtoQ2e3VHKzml8FhAfd0L7BAfVY71lddWYcH5abx8Td8m3m/iZzB6xjBjNKwcjfs0Bn8fkR7yXGQI13KYYFYrPebjMnGA/JjgTx14Lsd54OMmjHnmXKUvEusQYJO4izAILwI9uPQhrqpuZGnp6GKpj1VskK4EXiXv/KoSfKxo5wq40ODSehF0EQRDE5AEfQDCG+P7NhbC5XjrCDkcuYQHnqMRwuGZqIgR6esD08AA2XTs1kY2GEDpS/q5vM9ldg+M1MPYRp8+Lxx56seP10LhQKGzr0j/sYszDTev3Q3qgLxN5LYsNmVSd5ARBEARBTGxQ5DR9+nTYunUr+7u8vBzOPvtsePzxx5n4SQCdpzDC8b333tPPw6jEa6+91urrNGXKFDjqqKPg22+/ZX+jWxY6d6GwbNasWZKYxDfeeAOeeeYZSaf1TTfdZLLzGl+/8cYb4ZJLLtHHyjz00EMsOhGjNMUxkH/99Rd7r9h9C53BsrOzFZeP64zCLrEQLiEhAe68806or5c6zpoiPDzcZCwlYXpUvlBQwNHv+FyAzr+pAT5wVoY0ekM4dLCPDh2sjD0bKDt3Gc7H5wUsirkJ0XSy12u7eyWRgMiRieHM0QgHs2gBnz3k4IAUUwgRRjhCHZ+hcMJ4ek3OXeNo3eXuAnDDtCS4a9MB6OgfhLMzYmBwaAg+5DitoHhqXW2L9PMqCk5LY0NZ1N1qkfjgOIWBumrgicyQy3KlrmE8dssGJW1vbIcz0sFqWCICcDTumJUK35bVm3Tq4bn1iLcF7/iWF8kvz41nBTzmUuTqopiakSY6T/FaI44R83V3ZYX88YR3H7WXuMucr7Gkn0WNQEIp4s2W4DXpu6NmMfEJRsfh8YcRUKbgiYu8reA0NjA0cm/A9cBbLK5Tsr8P91hJ8PeXxYSVAACigElEQVSBm6clswGXcTpvuDRHXWzVJTnxrK8NvwcHSc4xKnYaEWTLI7SUjgctRwgKxdB9R+yEhAND1dTkWnul2z/cx5PVAHn862+pG+R62X3J6s5dFpwn4rhMBJMOMCEBeWVpnsI6DFtVkDArPMCgz5eP8r4SOyChCDEjSGfg1sgTGo63oEIuilFzPIoRu3UpXcvF4mZsB8s5OzMWXt9bof8bY8uNudQJz1gCiX7emoRJhlGgYDG8c1FJZKZ0X0FnWxQ3iWO9kXf3V0L34BC7v8f5ebMYWms4VeEy3l4xFdZUNUOkryfMDNcmAl325Uauo6MS08IC4I3lU9i/0TyGF3ErT1ARi/Hkx5dYQGmPWEa85vLcK/HeguuCq4PbUU3ktdy1S0n4aIpX95RLrl0Y/S4Wd/1zaiJ4uLmwuHS8p2GMpCmovGQdSNxFaAJH4eFFEBW3woUVbS7R3vulJbkWPSzhaL/bN+7XW9IK4BLvnp0GhyWoGylBEARBEBOJSF8veG5RDnx0oBpe2l1mMJoIHzz+rG5mD+/HJkewey12bIhHPa6KC4WMQB2LZlxb3cxGz6t5dsTG/o7GdjbxONDaBbdvLIBEf28m8sK4B3s80BAEQRAEQRgD20Iojjr55JOhrm4kVgFjGo877jjIzc2F+Ph4aGlpgR07dkBnpzSK41//+hekp1tRSSACHcQOHDigj4ysqamBs846i8VIJicnQ1dXF+zatQuam6UxW9dccw0sWLBA1XcsXryYuW8999xz+gIEunOhE1heXh74+PjAwYMH2XqIQVHXfffdZ3TZe/fuhcLCQsm8srIyOPbYY0Er6Cg2d+5czZ9zdnjOXSjCwGMexVJ3zUzlFjlR+PXfwhrWR4cTumpgkYOHUt8db/aHq6aZdA2S0zc0xHUIMAUKwi7OiYNX91SwvsAr8xJUiReaZOKFAE93o5/j/f7xjGVE4Ry6vHx75Ew2Kh4TENBRmUeMzgvidF56F4TT0qJUf0+Yt7TgYslzHW+/I1kqxHhihzkEn3W1Yqz/2ZqDkvB5Gb/L3s/AgijL0tKqcK3gCRXk8Vb/yIrjLgNFORhRJXDd1CTJtr4hPxn+9XchKzpel59s86hKU/D2lC0GqmHsHh4fw6PX7Skh/ma5cFlyaKkp1BoXGdmOENn1Rg0dGpyjtIBCp5N/2CaZ98fxcyWuNWJOSo1ikxZSA33h40OnQffgIHPcE9+n0XFfELXiVx6ZoGxegIM/0UkfB1yaK2xCkW1b3wC7buH1C78f2xFi500UsKGQA++VKL7B/SWPCrwiNwEe2FzIBooiRyeO1eZQ+KbGbdIcbH0/VrM5+W4z5nNscqReIOHj5goXKFxv1YqAUIB7ZnoMq9MKEboXZccZRBSKGa+eXOxLPjE5ih2PeKyFqRCmKAmRla6XYkEXxr5eLxp0gMcturpmBPqyazW6yqJRSUqADzsvl8aGwAcHqiXLG+JEqWpBLqSzxjHNi9TV4twlOCGKxV2tff16VzixiOqIhHCI8rXOAB1sE+CgD3OQC7vw2vjUwmw47JvNJs8brmOpwskvCOTlbQWpc5ftYxnxfi0Wn12cHQcPbT3IBvQLXJ+fxBUGy8HWCToTYjtFmHgOr6aQi1LfP1ANV4vagXhcXp+vLHzkOQxSVck6kLiLUAV2FqJdIUY58RpuWBReX9PCtRNVQ0VHN5zzyw6DCzZecO+fk65oLU4QBEEQkwF8gDgzI4bdRx/actBg5C12sjy89SB8XlzLRgtNDfWXvI6dPUkBPmzCkd67m9rhk6IaJvIasZK27GGytL2HOWuiaye6BpySFgW5wf6g87B8FCVBEARBEIQ5REZGwuuvv87iGYuLi/V9FyiewkkOukjdeuutZgmV1KLT6eCVV15hzmAYmSiAYi9B8CXG1dUVLr30Urj88ss1fQ9GQPb397PvGhoa6UdpamqCNWvWcN+PLmcohvP1NXRGIhxf3CUu7CoVeeVGCMbEKEqvmSOA4BXH+weHwdvMx4SLsuPhyIRwti5qC0sYUS8m1MSocUdzJEbnLsGhxtvEPsJC/BvLpsDXpfWsSKelYCY/tswdoDszPIA9d/LcMdSAgjQUIoqLiFpRKl5be/9+W1rH+sLR7RqjaOZEBpqIW7MOQmHYErcaMby+ALX7X36Ky48j7LNfHhvChCP2KH6aghtrZ4PvufevA1AvEpY+c0g2133QFJbsYhR4yEGHmaoujFAahnMyYthgwomCVtGHWniiuxFZnnVhrnec6+LVUxLhnr8OMGesy/MSFCODkflRwaxYfsnq3WYLAA/nXFPZMkQ/GZ1XxM6Y2H6Wi7uSA3zgsQVZ8MGBKnY/xt8hcOuMFLjqjz36v2+ZngyPbDV0yjGHSI57jTVRszmHrSzEPCw+DII93aGgtYtdL8MUfqPao1IQ5L2+bAp8WVzLEpVOHRV7K90Dx6vtg1GSliAWjctFyYKjaZL/WKLU3MggFg2HyVAohj8rI4atw8lGBJtycReKwW6alszE6OioiqJLLdjCuYvX/67FiZcXcyu49clr8q/sKWeD0B0NrEeoPY55DnFK7R5BuCp3Txa7X9nDAXRlXBgTHKIOY0Z4AHNQ29YgHYyv1vgO01+UnAm1MC3MX7IOeC2z3InR4tUiSNxFmAKVlX9UNTP17r4W6WhX8Qie26anmC3swhzfS1fvNrAKRBU75o/jDZkgCIIgnAG0gH9hcQ58WVwHz+0sNRjVjFa8F/++Cw6PD4NLc+MhRid0/0vJDfFnk2BBjxGOGLGwp6kD9jZ3wp7mDr1NO3aMd4se5NCeHhvfJe3dBsvFBz6MZMYJ8XN3hSWxocwVYFooRjR7W60DmiAIgiAIy7j//vvHbRPefffddvkedMT6/PPP4YUXXoDPPvsMGhsbDd7j4eEBhxxyCFx33XWSyEZbER0dDe+//z6LXvzoo48kEYcC2F5CVyt04Jo9e7bm78DP4+9ZuHAhPP/887Bp0yaDCBEkNjYWTj/9dLjwwgvBzQwnJcIxxF3mFDGURqcLBQpXjjOBOa14JecuS8BnHHyGae8bYC5WpsD4uM9D/Vn8GAq9TD2PcGMZx9G7ixero1REwkIeCgNwQI+lx5a5hV7BJeTElEh4bW85c8FADlEpepIXpswpmLvYKZZxQ20Lc8LD6Eic8BnaFuIuLOJtEbkjnJOpfv8GeLgx4UXf0DD3GV4xllHlhpefT1wXBhcX8HCQfgCew4otVk0s7EKK27qYCFArlhSMXTnebuhCc1Z6DDseeBFPjszpadHw6cFa/d9nppt2J1GDyzhH8WJ/2ZdHzFT9fvmqWUMyOXIeDyv+fhR2ye8RKARBARiv5ocxg7dMT4E1VU0wJdQfjk2KtJq4C2uB0b5e+j5LFOpYQpSvp37QK3K0ikhi/vFh2YVkTmQQm5Ro7e03ENgpIYjf8Zpz8/SRaD1T1xRHDmEQiwMx7hcFVUL/tDjql/fbnlyYJWnP4L3t33Mz4I6Zg6yNao7zJorXF8WEmPlrDM9Za4hJszn3F+XBGsqCH1NRuEh5h21c+bRy+4wUeHDLQf1xgUI9fhteStfAIBscr2Z7oSD6vMxY9u9CWVQnHpMnpiiLAq19SuH63TAtmU367zD4Evs+r1w7NQkuX72bxXb6e7jpHQItYbwiYicb5NxFcOkeGIRfKhqZMr+ojf9giKfgMUkRcEVegqrcdB5oE//wliIYkI8wdHFh6mBsHBIEQRCEM4EPpSekRMLC6CB4cnsJ/FbZZPCe78sb2CgkfN/5WbFG89axWBDt680mcb49RiugwPrd/VWSGMdFMcEsAhK/9/FtxdAkimCQ0zEwxCyDBdvgUG8PmI5Cr7AAyAz0ZZEo8f4+dhnhQhAEQRCElHvvvXfcRNf2EnchGEN44403MresLVu2QEVFBTQ0NDAXraioKOZaFRKirYP+xBNPZJO5uLu7wyWXXAIXX3wxbN++HUpLS1l8pLe3N3McmzJlChOBWcqcOXNY/GFVVRVzK6utrYWenh6IiIiAxMREyM/P13QMoOBs//79Fq8XYT7yUeNqGRiWCqpMOegEerlD8+iIfQGlQwWFg+gKjMcSPqtgbWRFbCgTXvFcSuSDN9WCzyR3bzrAorlwUAkKE7450nRBHNcBBWFKA1/kcEVN45jLyHtWUirYGRPtmUJ+aJkrguofFe8FeXnAPbPS4I19lcxB5JqpiSrXQyYyM6PIY6wwZE13ktVVzXYpjv8zLxGu/nMPtPcPMqcRNZE7AscnR8KVUxLZeXr6T9v1Aq9jksbce7ixjGY6d5l5ibIb6LAS4eOpj57KDtbZJSoSxVSmBEMR3p5QJ3MatKTIWd5pWLNZFB1s1BnK0Qc7/ntuOnxxsA4S/L3hQisUkZW2MQ6afHheJsT5qbtv2BOD48gK1zRTYpOdjVJ3GAT785TA9gAKfHGyNngNf2VpLnx0oJqdu2dmWNZevnV6Cty8fj87R9Hh6VgV4i6+iyrYFPm1QQlsGxkTHqH7aVVnj0GcmiP3yqKAJtnflwn6FkUHwaa6Nmjp7YfDEsIk93SeY2hn/yB3IAAvxlAt1n5+toaYFK+PYuGbsba+UjtI7NyFy1LC0kEa1uK45EhW78B2DTreYbsThVvGwGP/hO+3ctvP8t2A8bJvr5gKPhYcK7YGE9PE7BqN+LUXKPB9f2U+M/7B9pVWN1B+VLbVVs+pIXEXIXm4xobcN6X18HNFg4Edo5gpIX5MQSq2b9UCdvQ8sa0YviypM3gNz+2H5qWTsIsgCIJwaiJ8vFhn0191reyeWSwbhYuxB/9XVAPflNTB6enRcEZatKZOPBRm46hjnLCAsq+5E3Y3d8CMsAD2IIjxChtqmuErUd67KXC0PIrOcBLwcsXISF9YHB0MF+XEq14WQRAEQRATDywuj5egDAVVKHbCyVHAbTFt2jQ22ZKYmBg2EROfxTEh8OreCqOxWzyumZLEIg3RwQsnf083k88CcnGXksgGnZke314imYfPDEzcxVk/LKqclBJp4CZhCiy8CIIMBJ27bIGaUf/2hCfkUnbucrWacJAXb8QDi+FiRyjBuQs5LCGcTVqwhnOXsSq1NcVdGLN3oHXMyQFdI2wBRqR9tGoalHf2QEagjhu/pMSvlY2srwCPmUR/b1gWG8LETeikY6ywrHY7ya8LPOcuRwJ/1xMLsuDl3eXg4ebChHO24LikCH1dA/s88JrXJ9jYGYkkfW5XmWx9zV+H69bu48yd2FVTjKXCyZqgc9Mfx8+FRV9s1M/D87pn0LhIYLyQC6+s59w1hvw05tX4dOMoeMD+0KunJlllWRh1+eGqaUz0MTXUn0Ugm0JwDbPnmaVa6GziGjw9PACO6oowEHdlmlnHtRe43tNH/4390WqjWzGpQo3LqxYs3dfy++v62hb4s7rZ7OQrpXYcxmR/dcQMOPa7LbLv538eE0AuyY0Hfw93o45m4nbeeIPbTLzdTN0z0W2VB8Zqy6/5FZ09TCzmyOIuNNfB2o8A7jt7E+vnzSZzSAvUQbBoQBHG7grOg4RlkLjLyUG7crzRr69phg21rczFwxioZr04J45lq5rbYVvU2sVyxsUPx2LQ0nVxjGV2qwRBEAQxWZgdEQjvrZwK/1dUC6/uKTeIakRr3Df3VbJRbThq94z0aM0jKXA03KyIQDaJuWNWGlw3LRkKmjvgx4pG+KK4TnVUjK+bK3QNDkHv0DCLk0wN8FV8L0YYtPUNQGqgr11G1RIEQRCEs8CL6iMIwnHJCNKxPrcfyhuYcOruWWmqPoeFLS3FrRAvDzgI0sEjSt18/Bg260c88go0+IxgzD3EHBzNVZjnxqXk0OVhgRJkY12r5O8DLfx+WTmxOi+puMtMZzZF5y4z9oe9YhnROQjd5NDx5ejEcMgLsV3CRJiPJ5u0UtHZyyaBG/KTDfoDLGkJyPePA9V8jV5Hn1iYZdPvuC4/iV2bUJCKfTDYj9E42GdSKCnH2lcjjLQlOLGhrrYVgloT+S3XGoMm5G438hogXnsEwaLLaBTXeA3WsAXo0KbFpW1eZCCLvG0bdUnKDfaz+fGidvGmznAUsaHA9/D4MOaIis2GVXFhcFSiNiG2I4JOreg+JY6vrO/ugxQj/c3mYOmu5n18e2Ob5eIu2cUB27O8W7KSIyQ6X030+4ipNny8n7eBwxm6fqGD3zM7Sw3eb8rpeLwR3HKt8RwwHqCI8PYZqfDYtmJ2LcL94Kj33okGVc+cgNquXjaCR8htrunqhcLWLpYhiw4bakgJ8IF/ZMUx23VzcoqFh/f/FlbDf3aVsYdiOaviQiE5wIdFTBEEQRAEIR2hjR2GRySEwdv7K9moDflIGhR5fVhYzV47IjEMzkiLYWIpS0Er62nhgWxC187VlRjbXM2sgI3166KwS4x4Xf6vsBrWVDfD8thQNrL4s4O18PHoSBQcVXlSShScO5p5TxAEQRCEeRQXF9OmI4gJyH2z0+CCrDjm3oPxO7YAnbvk8Hr7Grr7oIETFSQUV1jR3M3VIIpRZ8aAjVhOrKJa5zIt8Ipe46lX4TloudkglhFdncQFfYw94zE/Moi5TCC+7q5wZGI4rK0Z+dsajg4GrjRWFHehaNGagoRlsaHwzVEBLPZJbezneMPrt7dE543OFmJWVzfBklhtUceTEXT6uGpKouoYMHRBivCVXs+xpGxtAc2WhnaYHi4dtEeM7zXecgGs9b8DI7bQKVTMbTNS4JS0KPBydWURcFpBMdH35Q36v8/Pip3QfbAPz89kdUwfNze4fpp1XMSMoXY3m7qeYyrT6yIHWKznYnTvZOH2GSng7eYGYT4eEO7tafUBANaAd123huNSor8Pa4OhQy8KvbzcXLkDMCwVuZtyoRwP5n663sirwxKx1qPzM+FFPHfd3VhkOLpHIbzB6p7WHBFgA+RtbnO1GeMJ3mvk9xvCchzvykdYHYxGepajSjUFPmDMiwqC45MiYVFMsEWKysLWTnhka7FBRqyQlXz7zFQ2MpEgCIIgCGVwlM01U5PgtLRoeG1vOXxbUm8wagvjGr8uqWfT9DB/ODk1CpbEhFhlNAoWcZbHhbEJxeMo2v68uM5k5j1S2NLJRpBhpzi6gGGbYFNdKzy27aCkE7Smq89owWBzXStzL0MnsBidF434IAiCIAgFEhMnT0c+QTgTWBRKCtBeWLVU3MXr98OR1r9XNUnm5YX4gafo2QIjyXpljwP+GmLlBEK8PVi02acHa9nfZ6ZHq4pP0gqvjjOeLof2cu7C6M6r/tjDnqXQ1eOcDH7hHQv8T+8oYa5p6FzVNSB94qzq6oWO/gGzHZf/V1ov+XtzvdRRTA1yN2sBW+zFQE8PNk0UeK4WckGdJaBLCsEHC8kr40JZLUYOJqHI5RuWCrsWRAXBOpHwcgTHK8o7Anx3G8fj98pGuGVDwbisJx6P6aMiCHM4LysW/qpvZWYSiX7erN9yIjMzPBBeXzbFbt+ntvY6bOIcl4t9JptJztJY2yc+WbrJZoQH2ETc9d7KfIN5FR1SAbY17i0T/S6C5+5rnHNXHmuJiJ9n/pEZC2/tr9T/fWj8+KeLJfv7wJyIQObghbWSGIo0JEYhcZcTEOSlbTejRTCOykJ3EMy3tgQc2fTGvgr48EAV8AS/qQE+8K+5GVa3ziQIgiCIyQzmk985Mw3OSo+Bt/ZVwk8VDdz77NaGdjaFenvA0YkR7N6ebKV7LkY9XD01CS7Mjofvy+rhk4M1cLBNGu0i5rvyBojSecEJyZESsTeud7vILhlBY2nskOB1brxXUKUfSe7j5spGoJ2SGmWV30QQBEEQBEEQzgAKqeTwakHyEeLoxHFZboJkHjp3gag9f1F2HKwycwDnTdOS2eBPfA6YEmqbCDzeM4Y9C1kJft5QJirGHZccodq5y82CATs5IX7w4ap8FrGYHeyn6HaBz3kPzcvU//1ndbPBe9r7Bs0Wd8mfWzFdQivdMsGZM0cRL4wKgqmh/myQF9Ytvd0NjxFrbhUsMhLGnRfnRgbBv/8u0s/LDNKxPosDsmPdUgOOi7PjDcRd6OhCGMK7NChFl40nTbK4RMQW8YiRNnAFxfreR6umsdQgvM/ZQpw9mbGWc5f89Qlo9GMUdF/65x97mGEICmrx/1fkJUCot/WOaUvPObzmY41dHGnt72mb84Hn3KV1n8tFTXfNSoXJCO/2KH4mMBUbPiXED3Y2dej/toeA9ZzMWDYRhBwSdzkBpkYXYWF0VkQgzIsMYpOW/Gkl+gaH4PPiWnhzXwU0945lIAvgZRHjpbBDCO0jCYIgCILQDgq17puTDpfmxjPR09clddzoYxw5h3GOOOFDJoq8VsWFQZgVOnQwLuak1Cg4MSUStjW2w6dFNfBbZRPrXJZzVGI4/FppOIpVzst7KpjzGL7/qMQIiNaNic0PtnVJoiiNWXCjy5ePuysbfehJ7Q2CIAiCIAiC0MfXyeHVguTirgETo94RFA7hYBRzC2r5YYaOB9bEkmQCa3BDfjLcvH4f9A4NQ1qgLxyeEK7KfclS5y5BuIWTpU5njlos5ku+JjcoJDJZYLRA73NjfhI8vr1Ef92ggVWm49yOTYqAJdHBrI8GhZo4KA/nG4ouLDuRULApx9iAO+fG8CRwREcjnuDMGpUz7Fv7dtQ1EZ01efcda4D9c44YkzcRUHs8tvQNQHVnr6SfVAzWWgM93ZnYGe+JGGE4megeGIS/69sk8y7Kjrfqd1jj0oDup9Z27lLvSqjtF5yUGgkb61pgb3MnHBIVDEsnQIRetK8XZAXr2C9dGBWs6jO8WEZjbUhX2XbEweU3r9/P9i1uI55DG0HYC7rTOgH44IUTOngFeY78H5XDmDWLnQgo5lLqNNBKz8Agy3XGh5fqrl7ue/C77p2VBocmUAwjQRAEQVgDjDq8eXoKi834v6Ia+KK4Dpo5I/6Q/S2dbHpmRykbDb84OpjFNib4Wxb9goWY6WEBbGrs6WPtAYzcEEYq4WjieD8fOCHZkzmD/lLRCH/WNEPvIL8LHuM+Xt1bAa/trWCjg49LjmQxk7WyGIg0I05kGCeCo2OxCJIRqIPL8xJgNo00JgiCIAiCIJwcjHuX42okHhCLy9im5nUfesqUPkrte0eBJ1ayJ/OiguCjQ0fcTfJC/LmDUOSiOlPzbQmKUiaCKCInWDeh4hOthRrBnyWxjKekRbP+hqrOHlgRF0ZuPCoJ9PJghWAx+1o6bX6tjLfCoP3JBsZZrakydCB0mSD3J62CXB43T0tmcbxNPf3McIHMFhwPuZDEGO39AxAN/OPiguw4Nk1WeNdNHNTraGB8ta3FXa19/fBdmTTq2px2LvbRv7FsCnO2ws/awi3Q2lyZl6DZJdikuMvAuUv6OtY7Pj98Oksrw+vpRNhOxOSFxF1OAI7i+O7oWTb9DuyQQLeQT4pqmHrc1EX0hd2lbL2s4RJGEARBEMQIaEONrpgo8kL3LLwvbxdFIIrBRxaMR8Tp+V1lTPiNIioUP+HoE3NjNoT1OC8zFs7NiIHdzR1M5JU/GquC1uwr4kLZhCOuMObjpd1lUNHZq7ieG+ta2YQjDHOD/aC8s4eNlMFiU4I/vy2ByxZcvjCXHtdjPIohBEEQBEEQBOFoBHPEXTxum5EKd8xMNeowIxcnYSHdkeEVY+yd5odiGZyUUBqEK4jt7EkcZz29LIiHnBsRyJ7tBM7OiNG8DF9OIfelJXlOIVg4PikCFkYHMxkAHstqnCMsPb7x+wjL2d4gdZuxlpirXBTzmstx83J2egaG4PaNBTARkN+fsoN18OrSPIuXi/1w8khlwrHg3d4xLg8H566vbbGqi+dEhhfLjNGM1sTSrdszOGiQquHnYX0HNXRwe3PfWJyigDmiI2znO/JhtfGk+TaJsJS+Lv2b9+yDtRJL6iUEYS3oKCQsUh+vrW5mlq6b6lqNjgHyc3eDjoFB/d8Y1Vjf00fiLoIgCIKwAR6urnBofBibCls72b36h/IGFs+oBDps4fRxUQ0bmY9xKjMjAmBmeCDkhfiZ9fCCD5Q4Gh0nHj7ubrAyLhRe3lOuugj19MIs8Pd0Z7+lorOH/VYe2AEyKGqc4OijrCAd971oV37OLztYu2RGWADMiQiCRH9vGoVDEARBOCUbNmyAb7/9FtauXQvFxcXQ1NQEHR0d7L44MGA4mKuhoYG9B/H29oaEBCoeEYSjE8SJTcICuBw1gyPksYx9Du7cZW1nI1ugtN3Ho6CL0U/WKKoJXDUlEfb+sYcN1onVecGZ6SYiBTnIHbpQ1DVZhV2npkaxZ3QEBztdNy1Jc8yWYx3dzkt6kA6+L2+w6jINoh4d0o9qfFHSOTii6Ypc2MtJQiYmKbwovfOyYmFPU4eBuEve7nImMPbzhvwk6B4cYoN6Uexl7fu/pY5M7X1jdXABW8SV8sRHPPE7oe56asq5iyAcCRJ3EarBwifmtv9d3wrralrgr7pWGDChdsUIpqvyEljU02Wrd7OiMSqpH5ufyWwMCYIgCIKwLRjDfM1UHetE31zXCt+XNcDvVY3QxSneCOAr6HSF0zv7q9g8dPbCUaDonIX/x2hnXkSHVorauiQjTZE7Z6TC3pYOJkjr6B97KD4mMRxO+XEb+Lq7MQdQFGsNDA1DZpCOdczp3N30D+H4kI/rLMRCpgT4MjEZD/x+jG/ECR3PkPdWToX0QL4YjCAIgiAmIyjmuv7662Hz5s2SfgBTbNq0CY455hj2bx8fH6iqqoKAAHreJwhHJsTb0LnLzcwqhqcs/0XuVjARsLdzlykUnbsmQUE3I0gHH63Kh4qOHkgN9DVzEJGD70Arcs3URBb/g4OkT06J0izsUnsvJ2xPiMwxEfsxLOWU1CgWzYV7GHdzvIKzuTPDE804qhBOfhs25TRDTB54TTDc/zw3VGdOJUCR1Klp2kXh9gRjM+XYwrlLrdsqoS6WcZvMXXNXUwdtOsJhIXEXwWVgaAiqu3qhtL0H9rV0wL7mTnYxa+5VdvwQMz8yiNlqzwwP0BdZnz0kG25ctw9unp4CU0ajmQiCIAiCsF+BYG5kEJtuHUxhYu3VVU3wR3WzUUcvubMXuoAJkSDJAT5M5IUCMvx/eqAv67DUMsop3s+Hib7X17Sw0Wid/QNwZFI4HOMSAVdPSYRfK5vgq5Ja2NnYwdoPLbvLWQR0VVcv/FzRqF+Op6sLG72G71keGwLZIX7wzoqprCNkb3OnUQcB+QNcsJc7pAb4ct870rkyPGlHhhMEQRDOyYMPPgj33HMPDA0NsSIw3suFYrD43zyOPPJISE9Ph4KCAuju7oYPP/wQLr30UjuuPUEQWkFBDfbZ/V0/0g6O9vWCjEB++7ezfxB+qWxkTrgstgUAVsSF6YuL8oic2i5+3DqhHqX4xclS0A319mSTtZjM8gcU9J2TGWvRMibz9plIoEgPY0kxyhZd+KxRhD/dDOc7Z8N1Ajl3yfvSSNxF4IBWU3HYhJXPQws//8mo26atxfm8OEpMpCD44EB1TCBToqC1S/J3oexvgnAkSNzlRGAGb0NPH/QNDbECZ9/gMFMRY4G0pbcfWvr6oaG7H8o7upmwSxxlpAZ0yzgsPgxOTI3kOl1E+nrB2yumcu0iCYIgCIKwHyhMWhAVzKZbhodhT3MHbKpthc31rbCjsZ2Jl0yB7p2C2xVAg4EwKtHfhzlnCf/Hjkye6AvXZXFMCJuwcIxCM2Gkure7GxyZGM6mhu4+JkRTAh0C+oYGmUBMsCzHpcTqvJkILdnfh412xr9jfL0g0tdT/3C9rbFdsqzZEYGK7RUUvF++Zjd7D26/hVFBrI1DEARBEBOVJ554Au688072b+FejQ5cs2fPBn9/f/jmm29MLuOss85i4jDkq6++InEXQUwAHpiTDq/vrYDewSE4PytOcYAG9hn+++8iybwlMSHg7jriQlA66pQr8E5BFVw5JdGGaz75UXJRUxJ9ORsGxl3jtB4TBdo+jsGsiEA2EfbFYwI5HsqMMCmW0Yng9UFi1ywvOWk8IpqdCUubWliDtweYlrUkJhhWVzVLBlATfM5Ii4YPD1RDz+jgb0wcEyNO/0CygynNg3BcSNzlBKDC/7YNBfB71UjMkDXBhgQWN1fFhcGMMH/4tLgWkv35I/0QEnYRBEEQhGOB9+a8EH82XZAdBz2Dg8wlC+OX0d1rf0unKrGXQHPvAGyub2OTGB83V/bgKRZ8Jfh7s9GqQlwiFpTCfPgjuHE+itC0gGtd0dnDJrkwDDvNIny8IEbnBcFeHrAkOhiaevuhrKOHrRtuB17kxbqaZvYgiMvDKdHPGz4+bDpMVlBw194/yIp6OCigvW9w5P9sGoT+wSHW2YSjCfE4QfdXPFywIIXtROxIxf/jPg7wcAN/T3dmo+7v4Q6Bnu4sEmgidbYSBEFMNnbu3Am33HKLXtSh0+ng4YcfhgsvvBC8vLygtLRUlbjrhBNOYOIuvG+sWbMGBgYGwN2dupwIwpFB5yR01zcnxkTcvycUSSYyjiZ+URJxUUF3BLkQkZLLjEOxjIQzg46HUb6eUNPVpyqucTyR187Iuct54Om1Clo6uc5d1IdmWyy9Mri72K+P84rcRDgsPnyk77ujB6aFUWKWEoFeHizh43+l9awucURCmOT1W6enwBVrdsPQaM3ghvxkO+xBgjAP6mlzArY2tFlV2IWN4ZnhgTAvMggWRAUxxy6MTPrHb7tYbCPmlV8uU70SBEEQBDExQEETCrdxQtDt80BrJ+xu6oDdzR3s/+UdPZqX2z04xIRiOMnBKEe0jo7VeTGxV6zfiOgLhVfimMfbZqTAqWlRbB3QQWtvcwcUtXVpEp8JoEMpOpXiJOeVPRUwIzwQpocFGLy2plrapsoP89fHV8lRmu8o4Pq19Q9AXXcf1Hb1sf/XdfeO/L+rD2pH/23Lgh1unVBvD+Z+FunjCVHs/14Q7+fNRHZROi+9kxtBEARhfW6//XYWxYgEBQUxYVZeXp7m5eBnUBjW2dkJXV1dsH//fsjNzbXBGhMEYU+6Bga57WVxAdrRhFGTQfyi6NxFbh0Mcu7SRozOG/Y0Gz6HE4SzkBGoMxR3OWA3g1wSUtrRAx39AyxKmXA+UFzP6+8kobdtsVT4eU5mDIszFzg6MRxsRVKAD5smO6u+/gva+gb0f/9rTjqsipeKs9SAoi4l7cL08AB4aUkubG1oZ9H1U0JJKEc4LtQqcAJQfGUu6KyAMUbZwX6QFayDKSH+rPAqLlS+uqccXttbof/77f2V7OI3JzLI4nUnCIIgCGJ88XRzhdwQfzYJtPcNQGFbFxS2dLJYRvx3UWuX2SIgdMzCCSMh5fi6u0KMrzdE+HqyaEcU/uD/l8eGwOlp0RDs7Q6VHb3wQ1k9rK1phorOXqsUmCK8DR3E8EHyQAvGUI7xdUk93DYjlfvof/vGAtje2M5EShlBOkgL8GXOVf4ebszJytvNlYnpvN1dWTwlTtYSMmGBqrVvgEVRjpdwS9V6Msvyfjbt5rzu6erChF74AI4TRn9nBPmyeE1yhCUIgrCMtrY2+OGHH/TP908//bRZwi4B/OzGjRvZv/ft20fiLoKYBHx2sBae21kqmZcW6Mt1mJjITBTnLiFW3tmpkQkOsQDu6ANrxpNLc+Lh54qxQvM/MmPHdX0Iwt5gf8wamZu7I14tOgcGDeY1dPeTuMsJ4PVvYdsEa7Fq3ktYEQs3b1aQDi7IioXPi2shwc8HLsyOs9aaOS1iYReyobbFLHGXKfLDAthEEI4OibucgKxgP7gyLwE+LqqBjr4BVqTFyWs0IgejiIK83CHI04NF4+BonnjmmuEFgZ4eJpd/WHwYvLO/EvpGVeT432d3lsK7EYH0UE0QBEEQkxAUKKGrldjZCu3iKzt7oLC1i2XU41Q6OnUNmC8gws8yIVmbVFQlBkVRwV4Y8+cBM8I9oaN/EKo6eqDdgu8N9fHgit7/NTcdbt94QD8P21DcTpjhYdhc18acsRp7+uFvWUylEihmQtHXiNhLJPxydQU3VxzJ6TLS0TA80ubC7Y6xiOh0hh2BDd19o2KpPrMczRwNbF8WtXWzSS76SwvUQXqgL+uoxZG4KYE+3ChNgiAIgs8ff/zB4hORkJAQOOeccyzaVJGRkfp/19TU0GYniEmA3B1iVngAvLCYXPlsjZJDF7l1jLlCyyFhlzIJ/j7w6LxM+LKkFpIDfOH8bBJ3Ec4F9hnIccTuErmAAYnzMxT3EJMPJen21FB/NlBU6BM9LinCruvljFgqncP2yKW5CWwibENqgC9tWsKpIXGXk3BuZiybbPWAeHFOPLywq4z9vSg6mMUm0UM1QRAEQTgPKHCK9/Nhk1zkhO5Rpe09EsEX/hudo6xB7+AQs9iX2+xb8gB/+o/bwcMFwNPdjY2cR0ctrLGgG5aYnoEhuH7tXvb7hffgv7sHBpmwyxwxU9/QIEA/jtjsV/25bQ2GrmfWxtMFwM/THQI8PZj7GEYDoPAMi0zuwuSC7mMjsZf9Q0MwwH7PEHT2D0J7/wDrrGzDf/cNWOSQgKI/dHoTu73h9yb7+0JmsA4yg0Ym7MT1tcDFliAIYjJTUTHiwI3P7nPmzLH4Gd7fX+Ty2W77+xJBEPZ3kMJBBXJuyE+CJ7aX6P++LDeedo2FKLn5Kjl6ORuWpFQ4K0tiQ9hEEM7ItDB/g2tpoJfjlUYXRgXD0zvG3DLzQvzIsdFJ4D2HxfiOJCi9vDQXviyuA52HGxydSOIum+8Lm38DoRV0HH1rfyX7N/ZHn5AyNqiMIJwRx2vBEA5JdWcvc+OYFRHIff3M9BjYUt8GRyeFw4rYUBJ2EQRBEATBwI6ICBal6AWzZe2InsFBqMI2RkcPi1PEtkZFRw/7P87nFY9sifjbqmVRH8ZGja+taYGJTqi3B/i4ubL9oETfMIrbBkcjJUdiMmN0XhCt82adTvjvEC8PVe1AdBxDgVcti4tEYV4v1OLU3cf2f1l7NxOBaQEFZYLL27el9WwergnGOQpiL2FC9zmCIAhnp6mpSf/v0NBQi5fX1TXmsunhYdoFnCCIiecghcJ9OYclhLHIN4wjzw32g2MnoKuEnR87zHbuUprvbMyLDIIgT3doGR14M4MidAiCMAK6vIvFASelRjrkIDA0UTgzPRo+OFAN4d4e8M8pieO9SoSd4N3d0ckfwYGVZ2XE0L6wEVNC/GBnU4f+7zPSaVs7GpfmxkOUrxfrOz4uOYL1SxOEM0NVDcKoC8af1c3wv9J6WFfTDKE+nvDF4TO4HQk47+lDsmlrEgRBEAShGozQSwnwZZOcweFhqOsaEfqg0AoFQHXdwv/7oK6rV7P4hxjpMDopJRIifL0g0scT4v28IcnfB3Qe7vBtaR3cv7nI6GbC/VLJhHi9ACP6KYO4RBRTJYkm/DvOzxs8XMeM5tHdLNDLg028iAR0fGvuHYDSjjG3t6LWLiho7WTz1YJ1OiEm9IfyBv38WJ3XqNDLD7Lw/8E6FlVOEAThTAQFBen/3damLj7YGNXV1VYVixEEMf4ckRAOK+JCWb8ftuV4jlJYNH9pSS70DA4xV1cl1ylHBtvEE8K5i8Rdkn7oV/aUM4HG1SSAIAjCBJfnJbD7GZIe6LiRXtdMTYIr8kbi3MR9KMTkhnfbdzTh+WQFz7kb1+1jgvE5EYGwJCZ4vFeJkIF9yOTWRRBjkLiLUKS1rx/u2Figd7Go7+6DtdXNZOFMEARBEIRdChrRzBXKS/E9GH3Y0NMHLb0D0NzbDy29/dDcN8D+j/Na+vpZHGDXwKD+/zhh9OFExx0jI11dwdPNlRU3cOR6YVu3yc/hL//kYK3B/B+OngXtfZaL5TAucW9zJ5vk+zNO5wWpgb6QFqiDVXGhbFSqEuj+FeLtwabpopH4KPpq7OlnIq+Cli44wP7fCeUdPZpiHgWB2q+VY6416EQmOHuhIA2nBD9vGhFGEMSkJSJizF1n9+7dFi2rt7cXtmzZov87Pp5i2QhiMoBtTZzUFF0c0QVFiVNTo+Djohr94ARHKxgpxS9SoX+M7GA/eGohDTQmCEI9vIFljghd650PbEfJmfg9lxODKaH+8Onh06G1d4D1QfP2BUEQhCNB4i4nBuNwMPoIR9VF+hoWTjE+CfPItza06+d9erCGxF0EQRAEQTgEaMMc7+cD8X7aPjcwNASdA4PMpbR/cBj6hoagf2h45O+hISb+enp7CRS3mxZL8fDzcIMTUyIBNWTY3kK3Kxxxhx0EOxrbYI9M+KQlOvHUlCh4cU85DAwDDAwOQX5YABu1/n5BFTy7s9Ss5Y6sszvMCA+Aa6cmMmcsFM019vQx0RRz6bIQ3AalHT1sQkEVCqh44i4Ub6FATOfhpij6CvPxZNOCqLHRdCjaQ5HXfmFq7oTi9i4W1agWwRXuj+pmyXx0OGPuYzpviPTFOEov9v9IFjfqqargSRAE4YjMnj1bf+0tLi5mAq/c3FyzlvXRRx9BX1+fPpJxwYIFVl1XgiAIa3L11ETWnkQ34JNToxxOzO+m4NClc7D1JAiCIAjCcnh3fexPJOwD9oniRBAEMRGgq5UTgjGLX5fUMceDjv5BljeOtrQ8VsWF6cVdOAIPC1vYqCD1MkEQBEEQExV3V1cI9DQuyHlj+RT4//buA8yJ6uvj+KX33nsVBGkqIFJE7IKiolj52ztie+1i7733hr2gYsFeQRRFmopgoav03mEX9n1+d504mU2Z7CbZSfb7eZ5Akp3MTJI7k5k7554zc9UG8/PK9fY2Z90mG/jjR5MqFc3wTi0i/u3xXxcWOrhLwWLzN4QHnDX+N7NZuSKUaNFFomkr1tkSmCrPqGO+/ZrWsaNax85fZm6aErtUY2G0jVIGQZ/x4I+m2rKJmmanGlXMie2b2MEIsWidu9Wtbm+OLdu321KOCvb6bXV+0Je+RwXyJWLp5m32Nsmsjfj3auXKmGrlyprq5f+7KcBP66wRt/pulGVtl9pVTff6NQJdqkjH+fp84n3eALJD8+bNTceOHc3MmTPt42uvvda89dZbCc9HJR1vvPFGG4Arffr0MZUqRc/OCCCzKEPu5GVrbV+gDjl1nOAOss9EOkY7qX0TE1SRjhfb1ajMoAIAALJQgLuJAAABQ3BXgClbwoL1m23Gge078kzlcmVMlzrVIk77y8r15qOFy23WApXUaV29khneOfJFxWWbt5qpK9aFHv+2ZkPUddinaR3z9aJVtnTOfs3qZlSKdQAAgMLSMY8CcXRzrNuWa+au22QDhhZs2GyWbtpmlmzaam9rtuWGpqtRPvohdlEC5JVxzFvuUIH37rT95UuXCgUUbd6+w2Yj++895Qcb6TndnBAnBSO9O2+p+ezvlaFpz9mlmQ3uUgavoqhQupTZ6gmmUjDUxpxcc/vUf2wQV5OqFW1AnO7/uXZTWNnEycvWmdM7NI04b30f+jSrRfm8K5YpY3apXc3eHMrMNm/dZvObze61wQZ8/bF2U9jnlKj1OdvtbdGm+BnO9F7O6JieUmVqL8s355ilm7faoDlbrvTfsqVrnfKl23JtyVIFwm3O3WG2bN9hzzee2rtTWtYRQPE777zzzLnnnmvvv/POO+aWW24xV199te/Xb9iwwQwdOtRm/hIFeF188cUpW18A6Tdv3SYzctKfYce6nx6an/kPqaGy6159GmV2QB0AAIisVITcXYkOTAQAlAwEdwXYxCVrwjIl7Fyzinl+3y4Rp1XJnLfmLg09Xpfz3wVGL5UvctNFQpVhcEbZutWqUM481K9jId8BAABA9lAQlDc7lGNL7nYbMKNbpIsxju71qptypZvlZz74d1S+7us1CshyZ3oKPWczQJUy5UqVMmMXLLclC3WRTeULW/x7XHd4q/r25j6eO3vcjLDy2md0aGaOb9fY3texnzqKNvwb2PPAz+ElHZ0+JGX10qCBFZu3mXU52xP6vGqWL2v2blLbvDNvWei5nWpUtuUfFVA1Zt5/x64Ob8ao2hXL2UEJCv6qV6l8WBYDBaQ9PGOhaVi5vGlbvYrN9OVk+2patWLE70Gfr4LWdDMt6/9XMnL95lA5RwXwLdywxQbtJbsr7bO/ViQluEvrvDl3e9S08SN/+MN8/vfKQq2/5gug5DjjjDPMAw88YP744w/726DsXZMnT7aZuDp37hz1dbm5uebtt982I0eONHPmzAn9/qgc46BBg9L4DgCkmvfaItn8U0/H4BXLlLaB945DW+QfuwIAgOyi87BI13ydAZ0AADgI7gow7wUpXcSJRpkYvFm/omlWtWKBThmN2lcgFwAAABJXURdgypYxDSrnl0mMZrd6NeytsNrXqhrq+Fm+ZZup/m9wT6Qg/eWeMpJVXRmuNH35MqVMbRtMVc7keq7aOXm9hrZtZG+iILCVm3PMXdPnmolL/ytRWK9iOZtDXgFg7rkoI1dZz3p1rl3NXNy1lXl65l8R3583g5Y6s84dn18uTAFujSpXsIFed+7ZPpTla4nNoLbNTFiyOixjWMvqlU2rapVM82qVTItqFU3zqpVM86oV7ffkpoCx1tUr29vBzeuFntf71fIXrt9ig7+cLG0q0ahMuAquS1SHf7+/WPRdrNqqZeTf9D0uDS03/74yqvVtVMvcuefOEedRsWzpQgemEdwFlCxlypSxGbtUSnH16tX29+W9996zt7Zt25o2bdqETa+sXH/++aeZMGGCLcfoDBTT/w0bNjSvv/56sb0XAKkr2+ymDKxIrfJlSpvjd2pknv3tH/t4WLvG9tgaAABkHw10rFSmtM3A7+hWN3IVJwBAyUZwV4C5MxPEC+6q5LlItXJLTtRsXAruOrdTc9OyaiWzc60qpn6l8hGnAwAAQDDp2K1+pdiBZPf16WCDgVZvzbFlA7tGKe8tCn5au62qPd5U4H/9iuUjljlsUrWM6deotqlSrqwN3CpTupTZs0FNs3+zumbb9h02+GmRLam4xWYYq1uxvM0aq0ELuinYSlRyMVHKNKaMWionqAtes9eGl6h0UylIm4lrTcFp6lYsZ0c/6ta4cgXTuEpFGzTWqEoFm23MOS7W+1UWMN28dJytrGf6fNduy7ElIpXZbL3+35Zr1ufk2vVVGUj9r4Ct9jWrmKPbNgybz7hFq8zkZWvzg7i25Advrdy8zfgJG9O00TSI0zZicXcmAigZ2rdvbz788EMzZMgQs2jRotB+TkFcs2fPDk2n55Tly7kvTmBXs2bNzLvvvmsaN87PEAkge4yYMCvs8TbKBKXFWbs0Nwc2q2cHXWgQAgAAyE46p7py9zbmlilzTM72HWZ45xZRM7UDAEo2fh0CHq1do3xZG+SlC2exMms1rlLBDGnVwFQuV8am7lYJG3W1looSCHZS+yYpXXcAAAAUL2Ws0s2P87u09D3fI9s0tDcvBVxFWmb3+gUzlfWoX8MoSa0TCKZAJb+ZppS1IHfHjkIFiMmKLTn2NmX5ugJ/U/kbBXo1rFzB1KlYztSpWN4GvtUoX858v3RN/nF5KWPXVQFbCobT/7l5eWb7jjxbOmdT7nZ7UwYsZfdSUNcde7aPuC4/LltrRs9ZUqj3sXRTrOCu8mFZzOr/+35qli9nalYoG/pf76tquTL2/KBSWY0ULWMqewaNAEXllIF1tonN2/O3j825+duLvb99R+jv/RvXMm0jBFXK5RN/Nxtztpsrd2tNBpMk69mzp/n555/N8OHDzejRo8NKg0QaDOYEdckRRxxhHn/8cVOv3n/ZDwFkj3Y1KtuS2o6rdw/P6IfUaVmdckwAAJQEBzara/ZqVMuWw9ZgSQAAIiG4K8D2alzbfNq4tq9plRHh8t1ap3ydAAAAgKIa2KKevbnLMSrrlwK9FLT1zwb9v8UGf/29cYsNmnKoLGPZ0qXNF4N7mAXrt5g/1240s9dusrdpK9aFTZsovXbe+s325tildlXTo16NQgdhaeCFTFi82gayKEBMcRIqiLlmW06h13XV1hzz7rylNtOayiWpA1D/16xQzvRrXNu8WKuqDfKq7spGNm35OvPr6g02IENBafqbyjtG8u3i1WbRpq12fcuWMnawSX5wW6mw+04GN/3vZGjTrVyp0vn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UN9pUetuU2svtt98e1gHhd2RZJqFdBW9fleloU6ltU95S1b169TIlAe0qOPsqlWN0l7VW54c6HoFolOb+hRdeMMOHDzf77ruv2W233Wy2FgWm+L25y1IAJVUQs1gCRaWBzyq/5abyjNFG2M+cOTP0uEWLFgWOdyJp0KCB6dmzZ+ixgsd++umnlG9r6Rhlj8xx1113hQIXdQ6ni4iFxbaATKCB+sr47FB5xSOOOCJp82c7QCZQeTm3hg0b+j4+0kBzx/r16yNOx3aAbJNNbXp8Gqr+ZURwl6LcVq1aFXZA4H6D8XhTnSl7VzK456OoumbNmiV9nbzPp2IZJRFtKphtyl1uSDp06BAzBW/Q0K6C166UivPSSy8Nq6F81FFHmSpVqphMQJtKf5tyd7ypfngy6oUHDe0q/e1Kwcsqn6MTAZ1wKMC0T58+9gTimmuuMR9++GFGl++gTaW+Tc2YMSN0X+dBO+20U2i00DPPPGOzc/Tt29e2Lf2v3zqVQVAa50xFuwrWcZU3a5f2Z6kcsYfMtXHjRjNixAjbFjXS8vHHHzdff/21zUo+d+5cm50lkRtQ0gUxiyWQzsz9qpzhHoG/++67+16G34ymypA7adKk0GNlTPU7iNu7DG+lD5RcKl00evRoe1+ZWFT2pyjYFpAJdFFb/RSOgQMHJvW8ke0AmUAxDN5rVH5t3bo1LONPJGwHyDbZ1Ka/S0PVv2RJafSFN/WgOigS4Y2KjZXK0C8Fm+mDdSirh99SGYmsk3t0dKTXxWsI7qxHykbizopUktGmgtmmXn755bDHAwYMMJmEdlX87UoHANo3z5o1yzz77LP2BFIXkxwa/a/6xpmCNpXeNuXueFNHszreklUzPEhoV+nfVylI5fXXX7cldXRfJxMKIlSZHdV5135p//33D7W/TEObSm2bUoCyO6W7An20j3rzzTft6J8777zTTJs2zXagqm3p/19++cU89dRTZsiQIeb8888PGyiTKWhXwTleV0fkxx9/HPbc4YcfXqR5Ijtpu1WGrkcffdRs2rQpdHzudNLpuMp9bOU8dt8ABD+LJVBU+l34+++/Y14ITWdViwULFoSVQNdgU7/9/Apmdpdz0ftK5CIuspPak/qUnGOg0047zWYlLQq2BWSCVGcdZztAJtA5sZuuVfmhYwh3SdOOHTtGnI7tANkmm9r0n2mo+pcRwV3uICpJtDySt6xbtFSG6Vwn7/TR1sn7fFGX413vkoo2Fbw2pQuU7ihUZaU45phjTCahXaW/XWkkg2oeO7edd97ZRnXrguMdd9wRdjFcJ5PPP/+8qVq1qskUtKn0tSlvx9sJJ5xgD/CyEe0qeL+BsmTJEjNy5EhbCjTTsnjRplLbplauXBn2uH79+uaRRx4xV199tc2QE88nn3xijj76aHsSm0loV8HZVym7rvu8VL+POuYC3NSxddhhh9nOJ+d4Sv+3atUqNFLReb5///62w1sD99zBX6IOM/1dt7322osPGSVaULNYAsko9+zOsK623bhx42KralGUZXiXo980Mk9C2ZWdC3LKonjOOecU+UNhW0AmcGcdd1+oVsDKK6+8Yk488UR7nK9g9T333NOeP9x8881h2VRiYTtAJlCCAXfmIfXL+Rl06U1+Ea2UL9sBsk02tel5aaj6lywprcfgvWjhpzalW8WKFcMeOyNIi8I7j0SydkV6D9HWyft8Ud+7nwtAJQFtKlhtShcbb7311rDnzjjjDFOvXj2TSWhXwWpXjt69e5uTTz7ZnjhmGtpU+trU008/Hep4U+DEBRdcYLIV7Sp97UoH8Lvssovd/2i0lS5YqCysAi2UnVVpet977z2zefPm0GvGjh1rszIpG1OmoE2ltk25R+2JMsBNmDAh9FilPlWGUUHOKveh4yqV+lRbcgIm1N6GDx9us8MlclG4ONGugnNcNWbMmLDHRxxxRJHmh+z0xBNPmJ9++imUfUsXa/ScfgfV6eXOVvHVV1+FjXh86aWXzP3332+WLVtmO721X9NADaCkC2IWSyAZXnzxxbDHOl+Klr3RW9Uike3AO220wQ7ebSORrKnSoEGDAsshEL7kUnt67LHHQo+vueaaAsfnhcG2gEwwc+bM0H31f+n6jo79NTjNO3BNx/26/fbbb/Z3QQOzb7rpJtO8efOo82c7QKbQIPJjjz3WXuNXn4yuNSjDdbVq1SJOrz68UaNGhR4rAPLQQw+NOC3bAbJNtrTpVWmq+pcRwV3uC17JCKTyzq8wihp05Te4y7uuiS7H+1kl471nA9pUcNqUDmzOO++8sItOugB+5plnmkxDuwpOu3LTyB+Vr6hcubLp0aOHySS0qfS0KW/H25VXXplRGd4SRbtKT7saPHiwufHGG23Gkkh0sfuggw6yJ/eXXXZZWLDOu+++a/bYYw9z5JFHmkxAm0ptm/Jm8lXwg+OKK64wp5xySoERgvvss48dAatjLCdNtAJYH3roIdveMgHtKhjHVWpvEydODD0uW7Zs1A5GlGwKznIuzGuEvjK+ORcyY5Vb1MhE7cs0uEdZBnXx5+6777aBre7jM6AkCmIWS6CodFyhDBYO/UYok0s03nbrbdexaFCDfouc42H1v+/YscP2EcVaRqoqdKBkuP7660Ntbt999zUDBgxIynzZFhB0avfuYxcFdr3zzjvm8ssv9/X677//3p4PPPnkk1FLcrEdIFNoAKYGO1144YU2sFHXqAYNGmSOP/54e41KGau1zcyZM8e8//775ssvvwy9tkWLFjYQTIN/I2E7QLbJlja9IU1V/zIiuMsrVsegn+ndKf+Dsk6Z/N6zQRA/15LQprZv327LTykDhUOR6/fdd5/NPJHpaFepb1e6ePnFF1+EHutHWxeCdFCsjDgfffSRLd2ooAnddAFcJ5SF3V6KG20qNW1KHW9qJ06mt4EDB5qShHaVmnY1dOhQX/NUCZKnnnrKnHXWWWb8+PGh5x9++GEbQJHooIYgoE0lt01Fa2fqEPIGdrn169fPXHvtteaqq64KPffaa6/ZkiDRRgoGGe2qeI7XlV1Qx+wOlclLtHMC2W/u3Lmh0ZFqf3fddVfCGSr0e6jRyn369DHTp0+3F3UOOOAAMsWhRAtiFkugKFavXm0Det2GDBliSz5Hk4yqFs7FHmd+3sFcya6cwbZWcunY+dtvvw1dbBw5cmTS5s22gKDzZh3XY/c2oAH9xx13nB3sqO1j0aJFdkDIm2++aXJyckK/E+eee64NClPwixfbATKJMlLrHPe5556zvw9Lliyx1z6j0TVR9SdffPHFMfvt2A6QbbKlTW9KU9W/ZAkPf0syb+kQ5wKsX+4vVJS9pai88/AuI1nr5H3viS7H+1kl471nA9pUMNqUAircJTm049Lo7JYtW5pMRLtKf7vSxSON9nduStuslLXKVqJSLgru2nXXXUPT60A6k0qd0aZS36bcHW86gVIgRLajXQXvuEojSbRvUsp6hzq5FKSaCWhTqW1Tkcoo6pjJT/lYZX9r27Zt2EXir7/+2mQC2lUw9lXqVPdegAW8Jk+eHDZCX1kqCrvdP/DAA6HHyuAFlGRBzGIJFJaCxXWxUhc23aVHvMFeqa5qEekiSVGXwbYGWbt2rbn99ttDH4YCVBo3bpy0D4dtAUHnzTCi8lRO0NbJJ59s3nrrLZuZS8FdKtnet29fe33o9ddfD8vSsnz5clueMRK2A2QaZ7BcvGQWOpY4++yzzYgRI+IOyGQ7QLbJlja9KU1V/zIiuMvbGZ1ocFcqLsR5LzZs27YtJetU1Isa3undFw1LMtpU8bepe++917zxxhthJV5UyiPTyua50a6Ct69q0qSJefrpp81OO+0UFuA1bdo0kwloU6ltU96ON5UDilZCL5vQroK3rxJ1ZB1xxBFhz2VKcBdtKrVtKtJ5gjLb1KxZ09cyvCX0fvzxR5MJaFfFv6+aMWOGLefpUJvr379/oeaF7KYLMM7AC5VkjJdNLlbAorIOasCGMs6pNMv8+fNTsMZAZgpiFkvAL12od5/f6CKn+garV6+eddsB21rJpMylKr0lGmATK8tyMrAtIGii7ft0DnnllVcWKJHlULCXN5vRp59+GsoMHAvbAYLs7bffttmolZX6r7/+ituP89BDD5l99tnHVnNwZ1CPh+0A2SZb2nSpNFVoC2Rwlzd1mlJzJkIR4m7JKEPinUei6+SdPto6FXU53vfu/SxLKtpU8bYpBdeo3rR7h3XrrbfaA5dMRrsK5r5K87rsssvCfnRHjRplMgFtKrVtSpmSnI63Zs2a2dExJQHtKpj7Ktlzzz3DHruDKoKMNpXaNhXpPKFLly6+l+Gddt68eSYT0K6Kf1/lzdp1yCGHZGSpWKSeAuYdkcqneAetbdiwIeb83AFimTIoAygpWSyBwlCW/ldffbVA5uLdd9897muTXdUiUtB7sgdXs62VzCymKi3nuO666+JmaUkU2wKCLlLWcbn00kt99Ye5BxLt2LHDVuSItwx+ExBUL774og1qdGfe6d27t3nwwQfN+PHj7WA657dj+PDhpkaNGqFsQAryUgYvJ/OdF9sBsk22tOnKaar6lxHBXS1atAh7vHjx4oRe70737FzALaratWuHdZLr4nAi2bu87yHaOmnEaqz3Eq+huTv2dWHInd60JKNNFV+b0sGKyuW5qfa6yuhlOtpVcPdVynDiHg06ceLEjBhJSZtKXZtShgmlA3eceuqp9rm///475s0tNze3wN/V+RB0tKvg7qtUXjZWgEZQ0aZS26aUhdJ7YSBS8EQ03mnXrFljMgHtqnj3VepEHDt2bNhzhx9+eMLzQcng7iSLdIztzcryzz//xJyfe/pE+3+AbBLELJZAopS1X5n63a655hozcOBAX69Px4UYgrtQFDpuVjCXcwykPu6ePXsm/UNlW0DQRdq/tm/fPqyiRlGzjrMdIBPMmjUrrFqIc+yjpBcHHnigadCgge3nU39N586dzfnnn2/ee+89065du9D0X3zxhQ3yioTtANkmW9p0pTRV/cuI4C5FrCqYyrFixYqItSyj8V6MVT3nZHCXbtLBu3c5yVgnb3moeKkbC7OMkog2VTxt6uOPPzbXXnttWIf/BRdcYIYNG2ayAe0quPuqMmXKhAVNKLvAunXrTNDRplLXpnSg5N4X3XDDDWbfffeNe3NbunRpgb/Hy0QRBLSr4O6rvHXVEx3dUVxoU6ltUypd7R3wkUj2JO+0iZ5YFhfaVfHuq8aNGxeWMUwd8up0BOIFkUYKINXvm7tPR6OUY9ExliMTjtmBkpTFEkiEsq4o6MXtoosuMscff7zveRSlqoWuH7ivIegCSaSyYMmunMG2VrI89dRTZvbs2aEA9csvvzwly2FbQCYct3hLSiU76zjbATIlY6kGhTt03BPvGmjDhg3No48+GtY3/Oyzz4adGzvYDpBtsqVNV0tT1b+MCO5y6pQ7lBUjXmeg208//RR1XkXhjTj/+eefk75O3mV4XxeLd33atGnj+7UlAW0qvW3qm2++MZdccklYrWhlyjn33HNNNqFdBXdfpYvjmXhxmzYV3DaVyWhXwWxX3gP4TMq4SptKbZvynhMkEkjqDYyoWbOmyRS0q+LbV3lLMpK1C7FoRH68ksLu4MBPP/006ry0f/v+++8z8rcQKAlZLIFE+gFVisud3Vr9gGeffXZCH6K33SaS0dS7zXgHTER7vqjbWrTlIDs9/vjjYRfwdYExXlZ490V/8f49Up8l2wKCTpmIGjdunNKs42wHCDrtv7/++uuw584880xfr1X7PuSQQ8IyQ0YqT8p2gGyTLW26dpqq/mVMcJdq0bqpFq3fD9ud8l+ZsLwHGIWlOtCFWSdlC3EHp6n2Z9euXSNO261bt7C0a7/88ovvhuBdn759+/p6XUlBm0pfm5oyZUqBGtFHH310ykYyFSfaVXD3Ve5RDhpFlCkXimhTwW1TmYx2Fcx2pfVxq1+/vskUtKnUtinv35yR4X7MmTMn7LHSv2cK2lXx7KsUaOrujFQG1MGDByc8H5QcnTp1shdzlBVVI+zXr19fYJoBAwbY/zXN6NGjze+//x5xXsrw4g5gTWS0P5BtgprFEihMP+BRRx1VqH5Ab7tNRUZT7/OJVOfwTq/+ppYtWyb0emQ2dwkdBXr5yQrvzcTi/bv3HE7YFpAJvIOLkp11nO0AQTd//vyw3wUN1mjUqJHv13vL+nr7ioXtANkmm9p0qzRU/cuY4K599tkn7PH777/v63WqUxtrPkXRv3//sEwwGn3qp0bn559/bjZt2hR63K9fv6gHOXre3SGv1+n18Wg93KNh1dG61157xX1dSUKbSk+bUn3ps846K6wDcuDAgbYEWjaiXQVzXzV37tywjhMF+XozeQUVbSo1bUplOnVRMdGbW5MmTQr8XSn4MwHtKpj7Ku9orO7du5tMQZtKbZtSB78CbBzfffed7+/GO+1uu+1mMgXtqnj2VR988EHYxdg+ffpkVLAp0k8D0pxOaHVeffLJJwWmUSYLdYDpprLD2q+9+uqrNrW9slfMnDnTnH766eb+++8PlXNRaQpv5zZQ0gQxiyUQi/bn3n7Agw8+2Nx0002F+uDSUdVCF1513OR+D34D6zWoXIGX7n6CSpUq+V5HwC+2BWRiO4006CMa77SRso6zHSDovO3YPVCjMBnsIpV1YztAtsmmNr1TGqr+ZUxwl9L8t2vXLvRYoxfGjRsX8zXqMHzttdfCnnOnNEzGCDoFZjnWrl1r3nrrrZivUUfn888/H/bcoYceGvM13nXW6zWfWN58882wEiwKREt1bc5MQ5tKfZtSlLo66N0HNHvvvbe58847I9a8zQa0q2Duq9wp0p12mCloU8FsU5mOdhW8dqUL4dOmTQs91oVtLSdT0KZS26bUGeQe8KFjrPHjx/vKYuwOslC7cp+/BB3tqnj2VWPGjAl7fMQRRyQ8D5Q87n4NtUUvdUqdcsopth1rX7Ro0SIzbNgwU69ePVOhQgVbtvG5556zf3emufLKK8MCW4GSKIhZLIFYA+tOO+20sH5ABZrfddddhe4H9G4Dygrml9+MprrQ06NHj9BjXeiJlCnDzzIUFA+kAtsCMoG3vyFSFrpovBnKIw0wYjtA0LlLskkiWXcjTe+u7OVgO0C2yaY2vWcaqv4lS1qiNM4777ywxxrxo4CqaO65556wjoz99tvPdOzYMer0b7/9tr2A4Nz+97//xV2n4cOHhz2+7777wpbppU55d+Sd1kcjVmM54IAD7Po4pk+fbl544YWYadu0Hg51ino/O+SjTaWuTSlL0qmnnhoWzapR1w8++GBYdGw2ol2lpl0pa4Xml0iNYnn22WfNu+++G3qsDsWhQ4eaTEKbysfvH+0qU46rXn755YT2VTrI1wVsN41u14iSTMK+KrX7qgsuuCCUzUauv/56s3LlyqjTqw2qXbkzCyu4OdoIpqCiXaX3N1Cd7+7OBAWHxduvAnLcccfZ/xWYpb6VSKnn1UfTrVu3UPCWE8jl3Jy265Tvoh8DCGYWSyCSxYsX235AZWR06ALKQw89VKR+QJUU32WXXUKPFyxY4Gs0v/olJ02aFJYJI9YFEu824t2GovFOx3FTyVOYrPDK+BBrHh06dCiwHLYFZALt990Zt6ZOnWqTcCQr6zjbAYJOg5dilWn0UwnJrU6dOgWmYTtAtsmmNt0/DVX/Miq4Sxfjdt1117Camxrp6S2TpNFBCvxyd35rJOiFF16Y9HXS6NJBgwaFHmuktMoNeCPx9MU99thj5vbbbw89p07LSy+9NOwiTST6+yWXXBI23W233WYz0XgbxI8//mhOOOGEsBFSGkEb6YTAS6UQ1AEb6eZuUKKAnUjTuU/gMwFtKjVtStuBOnTcgY7Nmzc3I0eONMuXL4/aziLdEjnwCQraVWralfZRt9xyi/18dfHyt99+s2UpItHFIf2on3nmmeaOO+4ocOHJzz4xSGhTqf39K6loV6lrVzfeeKM58MADzQMPPGD++OOPqNl2dAKibJYnn3yy2bhxY+h5dYRdfPHFJtPQplK7r9JJrjuDko6zdN7hPon1Zk91d44qXbTOKTIN7Sq9v4HerF0qp65zaSCeZs2a2WNz3RRcqhLYkbKff/nll+akk06KOA/9Xmpfdc0119iSjQCCmcUS8FJ/sLIzKsDL0alTJ3vcUrFixSJ/YN72q0yP8Wgg0Pbt20OP1X8fqw9ex5zuCyhjx44NG7Aaia5JuI+3dUHJO1ofSCa2BQSdLmjrHNKhc1TvOWYk6hPzZv+Nls2e7QBBpsz77kGVOi7/8MMPfb02JyenQBBJpCBHYTtAtsmWNl0jTVX/kqFUXrwaEUmii2Aawbls2bL/Fl6qlL3Yoc7ENWvW2PqV7gtkovTPgwcPjjlvjS51Z01QlqEXX3wx7jppWccee6y9eOemzhelPVdglEY/e2vjKtjsnHPOMX49/PDDdrST94dCJ8vqAFXq6z///DPs7+rQf+WVVyKmbvRSIE1RRxfpgpM7gC0T0KaS36Z++OEHc+KJJybl+1GQ5h577GEyDe0q+e1KQYPutJmi6bWvrVWrlk15qwtJ6lTUD667LJFjwIABRR41WlxoU6n7/UuEO+OTRlrqAmUmo12lpl2524lo/6R665q/XqtjQw1S0Py9h9C6+PHMM8+Y7t27m0xEm0rtvkpBPTrGUhYnN2V50++hOlIXLlxoZs6cGda2lLVS50OZemGXdpWe30AF5Si7mz5vh4ID3AOsgGRR/4M6uVV+RZ1dCmzW4Dllrow0OhkoyVRi+fzzzw89Vv+nOojVcRyJBkW5B7yqksEjjzySlnVFybNhwwZ7fPrrr7+GntO5j/rU1VeTDCpRpHbsvviiNq3nItG1AQ3s0yBB5xzrs88+i1jiy02DxV966aWwC0AasBOppKSOy1X1w51V4KqrrooawAx4M0e4B0V7kxdEw7aATKDzSe0/nYxd1atXN2+88Ya9VhqJ+i50XdYdBKZ+NVXiiHSRnu0AQXf//ffbZC8Ond++/vrr9hg+lltvvTUswEMD7b7++mvbB+TFdoAg0TVXxbC4B6cOGTIkoXlkU5v+5ZdfbCyTQ7+D77zzToHMrY5Ro0bZz8xdnUYxS/GSQ2VE5i4nNZsueLkPBPTjr+Cpjz76yEycODEssEs7v+uuuy5uYFdRqO7lk08+acsLuCnYSx0w33zzTVhglxqIgroSCexySkCeffbZYQ1MQQzjx4+3y/F26qsT/oknnkj6he1sQ5uiTdGuMndfpQAJXeD+6quvbHkKzV/ZK7yBXQrm0nplamCXsK9iX0W7ytx9lS54TJs2zXzxxRd2X6X/I2X0UnCORipmamCXsK9KbZvSuY06iNwjgJx01TqB1fmQLqy525bmr9+/TA3sEtpVevZVGonmDuxq2bIlgV1IGWX2UpZdZbBUm1W2XWVmJ7ALyIwsloBogJ3Ow9yBXQroUjtU/3wimfu9A7XdFNA+YsSIsOcuuugiM3r06LDR+joG1jGxqgk4F3pEWcXiXeiRs846KyxoUmVUlFHZO6Jf26Cy5Lov9GiwhVOiGEgVtgVkyvn7GWecEXqsfnpdHFfJKW8/mJJ46DjFHdilc18Fe0W7qM12gKDTcUe1atVCj1euXGmOPvpo2yfsPm5xaJDmBRdcUCBzj7abSIFdwnaA4hDtON57PVbXbiJNp8pe0WRTm+6chqp/GZW5yx3Bp4g9Ra5px+ili/d9+/a1X7w3e0KyM3c51IieffZZO7rZPfLCoS9CGYjOO++8AtlnEqHSK4qA1P+RPnZF/imT2GmnnWbKlCnje74lNXOXgzaVvDZF5i7aVSr2VcomoSxJKkHx/fff24PeeBo2bGjTV+rgWaVBswH7quT//pXkzF0O2lVy29XTTz9tBxzo4N9dJi0SzbNLly62pNpBBx2UsQGoXrSp1O+rdHKrkUYqUxxtAIp+A88991zbuZoNaFepbVf/93//Z1OSFzbTNAAgM7NYAoWVjL7kREb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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace_dist(spline_idata, var_names=\"acceleration_innovations\");" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace_dist(spline_idata, var_names=[\"beta_exog\"], compact=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Make in-sample forecasts with new spline model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our one-period ahead forecasts, look better than the ones we generated from the Exogenous covariates model, but worse than the original model that purely follows Newtonian kinematics." ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n", "\n", "No time index found on the supplied data. A simple range index will be automatically generated.\n", "\n", "Sampling: []\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5f5a3930885c44f5bbfa10d6101b84b2", "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": [
    "spline_ssm_filter_outputs = spline_ssm.sample_filter_outputs(\n",
    "    spline_idata, filter_output_names=[\"predicted_covariances\", \"predicted_observed_states\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "predicted_covs = spline_ssm_filter_outputs.posterior_predictive[\"predicted_covariances\"].mean(\n",
    "    (\"chain\", \"draw\")\n",
    ")\n",
    "post_mean = spline_ssm_filter_outputs.posterior_predictive[\"predicted_observed_states\"].mean(\n",
    "    (\"chain\", \"draw\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "© CARTO, © OpenStreetMap contributors95% CIpredictionsactuals"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_hurricane_path(\n",
    "    data=fiona_df,\n",
    "    posterior_mean=post_mean,\n",
    "    predicted_covariance=predicted_covs,\n",
    "    uncertainty_index=0,\n",
    ")\n",
    "fig.show(width=1000, config={\"displayModeBar\": False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "0102030405060050100150200Mean: 44.98Distance from ActualCumulative Average ErrorOverall Mean ErrorB-Spline Model EvaluationTime PeriodMiles Away from Actual"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_model_evaluations(\n",
    "    *evaluate_haversine(fiona_df.select(\"longitude\", \"latitude\").to_numpy(), post_mean.values),\n",
    "    main_title=\"B-Spline\"\n",
    ").show(width=1000, renderer=\"svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Our 24-hour (4-period) forecasts, look pretty good. So far, this follows the true trajectory during the mid-section the best. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# our last i will equal 60 so we need to pad our exogenous data to len 64\n",
    "exog_data_padded = np.concatenate(\n",
    "    (exog_data, np.tile(exog_data[60], (3, 1))), axis=0  # duplicate last entry 3 times\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n",
      "/opt/miniconda3/envs/pymc-examples/lib/python3.14/site-packages/pymc_extras/statespace/utils/data_tools.py:74: UserWarning:\n",
      "\n",
      "No time index found on the supplied data. A simple range index will be automatically generated.\n",
      "\n",
      "Sampling: [forecast_combined]\n"
     ]
    }
   ],
   "source": [
    "f_mean, cppc_vcov = generate_period_forecasts(\n",
    "    ssm_model=spline_ssm,\n",
    "    inference_data=spline_idata,\n",
    "    data=fiona_df,\n",
    "    periods=4,\n",
    "    exogenous_data_name=\"exogenous_data\",\n",
    "    padded_exogenous_data=exog_data_padded,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "© CARTO, © OpenStreetMap contributors95% CIpredictionsactuals"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_hurricane_path(\n",
    "    data=fiona_df, posterior_mean=f_mean, predicted_covariance=cppc_vcov, uncertainty_index=0\n",
    ")\n",
    "fig.show(width=1000, config={\"displayModeBar\": False})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "0102030405060020406080100120Mean: 36.11Distance from ActualCumulative Average ErrorOverall Mean Error24-hour B-Spline Model EvaluationTime PeriodMiles Away from Actual"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spline_errors, spline_cum_error, spline_mean_error = evaluate_haversine(\n",
    "    fiona_df.select(\"longitude\", \"latitude\").to_numpy()[1:], f_mean.values\n",
    ")\n",
    "plot_model_evaluations(\n",
    "    spline_errors, spline_cum_error, spline_mean_error, main_title=\"24-hour B-Spline\"\n",
    ").show(width=1000, renderer=\"svg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Closing Remarks\n",
    "In this case study we looked at how we can track a hurricane in two-dimensional space using a state space representation of Newtonian kinematics. We proceeded to expand on the pure Newtonian model and added exogenous variables that may hold information pertintent to the Hurricane's track. We then expanded our model by modeling our variables as smooth functions using cubic B-splines. \n",
    "\n",
    "Throughout, the case study we have been evaluating our 24-hour forecasts and our overall mean error is smallest with our first Newtonian model. Below you will find the errors from all three models plotting against one another. It seems that (as expected) the exogenous information we included in the exogenous model was not informative with respect to the hurricances' trajectory. However, it is worth noting that in the period (around 40 through 56) where the hurricane manuevers we obtain less spikes in error in that section with our cubic B-spline model. This implies that the model could benefit from some non-linear specification to handle the angular acceleration. Hopefully, someday the `StateSpace` module in `pymc-extras` may support non-linear state space specifications with either the Extended Kalman Filter or with the Unscented Kalman Filter. Until then you can learn more about how to build your own custom state space models with the `StateSpace` module on the `pymc-extras` official GitHub repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "0102030405060050100150Newtonian Model ErrorsExogenous Model ErrorsB-Spline Model Errors24-hour Forecast Model ComparisonsTime PeriodMiles Away from Actual"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "fig.add_traces(\n",
    "    [\n",
    "        go.Scatter(\n",
    "            x=np.arange(len(newtonian_errors)) + 1,\n",
    "            y=newtonian_errors,\n",
    "            mode=\"markers+lines\",\n",
    "            name=\"Newtonian Model Errors\",\n",
    "            hovertemplate=\"Period: %{x}
Miles Away: %{y}\",\n", " ),\n", " go.Scatter(\n", " x=np.arange(len(exog_errors)) + 1,\n", " y=exog_errors,\n", " mode=\"markers+lines\",\n", " name=\"Exogenous Model Errors\",\n", " hovertemplate=\"Period: %{x}
Miles Away: %{y}\",\n", " ),\n", " go.Scatter(\n", " x=np.arange(len(spline_errors)) + 1,\n", " y=spline_errors,\n", " mode=\"markers+lines\",\n", " name=\"B-Spline Model Errors\",\n", " hovertemplate=\"Period: %{x}
Miles Away: %{y}\",\n", " ),\n", " ]\n", ")\n", "fig.update_layout(\n", " title=f\"24-hour Forecast Model Comparisons\",\n", " xaxis=dict(title=\"Time Period\"),\n", " yaxis=dict(title=\"Miles Away from Actual\"),\n", " width=1000,\n", ")\n", "fig.show(renderer=\"svg\")" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "tags": [ "remove-cell" ] }, "outputs": [ { "data": { "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot_hurricane_path(\n", " data=fiona_df, posterior_mean=f_mean, predicted_covariance=cppc_vcov, uncertainty_index=0\n", ")\n", "fig.show(width=1000, renderer=\"png\", config={\"displayModeBar\": False})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Authors\n", "* Updated by Jonathan Dekermanjian in March, 2026 to set states, parameters, data info, shocks, and coords using the new dataclasses implementation\n", "* Updated by Jonathan Dekermanjian in August, 2025 to use the `sample_filter_outputs` method\n", "* Authored by Jonathan Dekermanjian in June, 2025 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Acknowledgements\n", "* Chris Fonnesbeck who reviewed and provided valueable feedback that improved the text\n", "* Jesse Grabowski reviewed and provided valueable feedback that improved the text and content, and suggested additional content that improve the overall quality of the work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References \n", "\n", ":::{bibliography}\n", ":filter: docname in docnames \n", "\n", "becker2023kalman\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Watermark" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Mon, 16 Mar 2026\n", "\n", "Python implementation: CPython\n", "Python version : 3.14.3\n", "IPython version : 9.10.0\n", "\n", "xarray: 2026.2.0\n", "\n", "arviz : 0.23.4\n", "numpy : 2.3.5\n", "patsy : 1.0.2\n", "plotly : 6.5.2\n", "polars : 1.38.1\n", "pymc : 5.28.1\n", "pymc_extras: 0.9.3\n", "pytensor : 2.38.2\n", "re : 2.2.1\n", "xarray : 2026.2.0\n", "\n", "Watermark: 2.6.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p xarray" ] } ], "metadata": { "kernelspec": { "display_name": "pymc-examples", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.3" }, "myst": { "substitutions": { "extra_dependencies": "patsy polars plotly pymc-extras" } } }, "nbformat": 4, "nbformat_minor": 2 }