diff --git a/.gitignore b/.gitignore
index 295c625..c01b0dd 100644
--- a/.gitignore
+++ b/.gitignore
@@ -13,3 +13,10 @@ evaluation/comparison-techniques/*
evaluation/comparison-drill/*
evaluation/comparison-np/*
.DS_Store
+reinstall.sh
+*.npy
+test.*
+.vscode
+.ipynb_checkpoints
+datasets/*
+*.csv
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
index d7ec5d7..a577fe9 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,5 @@
-FROM python:3.8-slim
+# FROM python:3.8-slim
+FROM --platform=linux/amd64 python:3.8-slim
RUN apt-get update && \
apt-get install -y build-essential && \
@@ -9,19 +10,17 @@ RUN apt-get update && \
# Install miniconda
ENV CONDA_DIR /opt/conda
RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh && \
- /bin/bash ~/miniconda.sh -b -p /opt/conda
+ /bin/bash ~/miniconda.sh -b -f -p /usr/local/
# Put conda in path so we can use conda activate
ENV PATH=$CONDA_DIR/bin:$PATH
RUN pip install --upgrade pip
-RUN conda install numpy
-RUN conda install scipy
-RUN conda install scikit-learn
-RUN conda install eigen
-RUN conda install pybind11
+RUN conda config --add channels conda-forge
+
+RUN conda install humap
COPY . /app
WORKDIR /app
-RUN python setup.py build_ext -I/opt/conda/include/eigen3 install
\ No newline at end of file
+RUN python minimal_test.py
\ No newline at end of file
diff --git a/README.md b/README.md
index 6735fad..50297a1 100644
--- a/README.md
+++ b/README.md
@@ -14,17 +14,17 @@
.. |conda_downloads| image:: https://anaconda.org/conda-forge/humap/badges/downloads.svg
.. _conda_downloads: https://anaconda.org/conda-forge/humap
-.. image:: images/fmnist-cover.png
+.. image:: images/humap-2M.gif
:alt: HUMAP exploration on Fashion MNIST dataset
=====
HUMAP
=====
-Hierarchical Manifold Approximation and Projection (HUMAP) is a technique based on `UMAP `_ for hierarchical non-linear dimensionality reduction. HUMAP allows to:
+Hierarchical Manifold Approximation and Projection (HUMAP) is a technique based on `UMAP `_ for hierarchical dimensionality reduction. HUMAP allows to:
-1. Focus on important information while reducing the visual burden when exploring whole datasets;
+1. Focus on important information while reducing the visual burden when exploring huge datasets;
2. Drill-down the hierarchy according to information demand.
The details of the algorithm can be found in our paper on `ArXiv `_. This repository also features a C++ UMAP implementation.
@@ -34,7 +34,7 @@ The details of the algorithm can be found in our paper on `ArXiv `_ library does not have to be installed. Just add the files to C:\\Eigen or use the manual installation to change Eigen location.
+HUMAP depends on `Eigen `_. Thus, make it sure to place the headers in **/usr/local/include** if using Unix or **C:\\Eigen** if using Windows.
**Manual installation**:
@@ -81,7 +81,7 @@ For manually installing HUMAP, download the project and proceed as follows:
Usage examples
--------------
-HUMAP package follows the same idea of sklearn classes, in which you need to fit and transform data.
+The simplest usage of HUMAP is as it follows:
**Fitting the hierarchy**
@@ -93,66 +93,18 @@ HUMAP package follows the same idea of sklearn classes, in which you need to fit
X, y = fetch_openml('mnist_784', version=1, return_X_y=True)
- hUmap = humap.HUMAP()
+ # build a hierarchy with three levels
+ hUmap = humap.HUMAP([0.2, 0.2])
hUmap.fit(X, y)
-.. image:: images/mnist_top.png
- :alt: HUMAP embedding of top-level MNIST digits
-
-By now, you can control six parameters related to the hierarchy construction and the embedding performed by UMAP.
-
- - ``levels``: Controls the number of hierarchical levels + the first one (whole dataset). This parameter also controls how many data points are in each hierarchical level. The default is ``[0.2, 0.2]``, meaning the HUMAP will produce three levels: The first one with the whole dataset, the second one with 20% of the first level, and the third with 20% of the second level.
-
- - ``n_neighbors``: This parameter controls the number of neighbors for approximating the manifold structures. Larger values produce embedding that preserves more of the global relations. In HUMAP, we recommend and set the default value to be ``100``.
-
- - ``min_dist``: This parameter, used in UMAP dimensionality reduction, controls the allowance to cluster data points together. According to UMAP documentation, larger values allow evenly distributed embeddings, while smaller values encode the local structures better. We set this parameter as ``0.15`` as default.
-
- - ``knn_algorithm``: Controls which knn approximation will be used, in which ``NNDescent`` is the default. Another option is ``ANNOY`` or ``FLANN`` if you have Python installations of these algorithms at the expense of slower run-time executions than NNDescent.
-
- - ``init``: Controls the method for initing the low-dimensional representation. We set ``Spectral`` as default since it yields better global structure preservation. You can also use ``random`` initialization.
-
- - ``verbose``: Controls the verbosity of the algorithm.
-
-
-**Embedding a hierarchical level**
-
-After fitting the dataset, you can generate the embedding for a hierarchical level by specifying the level.
-
-.. code:: python
-
- embedding_l2 = hUmap.transform(2)
- y_l2 = hUmap.labels(2)
-
-Notice that the ``.labels()`` method only works for levels equal or greater than one.
-
-
-**Drilling down the hierarchy by embedding a subset of data points based on indices**
-
-.. image:: images/example_drill.png
- :alt: Embedding data subsets throughout HUMAP hierarchy
-
-When interested in a set of data samples, HUMAP allows for drilling down the hierarchy for those samples.
-
-
-.. code:: python
-
- embedding, y, indices = hUmap.transform(2, indices=indices_of_interest)
-
-This method returns the ``embedding`` coordinates, the labels (``y``), and the data points' ``indices`` in the current level. Notice that the current level is now level 1 since we used the hierarchy level ``2`` for drilling down operation.
-
-
-**Drilling down the hierarchy by embedding a subset of data points based on labels**
-
-You can apply the same concept as above to embed data points based on labels.
-
-.. code:: python
-
- embedding, y, indices = hUmap.transform(2, indices=np.array([4, 9]), class_based=True)
+ # embed level 2
+ embedding2 = hUmap.transform(2)
+Refer to *notebooks/* for complete examples.
**C++ UMAP implementation**
-You can also fit a one-level HUMAP hierarchy, which essentially corresponds to a UMAP projection.
+You can also fit a one-level HUMAP hierarchy, which essentially fits UMAP projection.
.. code:: python
@@ -181,7 +133,7 @@ Please, use the following reference to cite HUMAP in your work:
License
-------
-HUMAP follows the 3-clause BSD license and it uses the open-source NNDescent implementation from `EFANNA `_. It also uses a C++ implementation of `UMAP `_ for embedding hierarchy levels; this project would not be possible without UMAP's fantastic technique and package.
+HUMAP follows the 3-clause BSD license and it uses the open-source NNDescent implementation from `EFANNA `_. It also uses a C++ implementation of `UMAP `_ for embedding hierarchy levels.
E-mail me (wilson_jr at outlook.com) if you like to contribute.
diff --git a/dump.rdb b/dump.rdb
new file mode 100644
index 0000000..b32c378
Binary files /dev/null and b/dump.rdb differ
diff --git a/humap/humap.py b/humap/humap.py
index 1db1802..19dac5e 100644
--- a/humap/humap.py
+++ b/humap/humap.py
@@ -6,9 +6,10 @@
import numpy as np
from scipy.optimize import curve_fit
-
from sklearn.utils import check_array
+import logging
+
class HUMAP(object):
"""
Class for wrapping the pybind11 interface of HUMAP C++ implementation
@@ -34,19 +35,24 @@ class HUMAP(object):
* FLANN (Python instalation required)
- init (str): (optional, default 'Spectral')
+ init (str): (optional, default 'Random')
Initialization method for the low dimensional embedding. Options include:
- * Spectral
+ * Spectral
* random
reproducible (bool): (optional, default 'False')
If the results among different runs need to be reproducible. It affects the runtime execution.
- verbose (bool): (optional, default True)
+ verbose (bool): (optional, default False)
Controls logging.
"""
- def __init__(self, levels=np.array([0.2, 0.2]), n_neighbors=100, min_dist=0.15, knn_algorithm='NNDescent', init="Spectral", verbose=True, reproducible=False):
+ def __init__(self, levels=np.array([0.2, 0.2]), n_neighbors=100, min_dist=0.15, knn_algorithm='NNDescent', init="Random", verbose=False, reproducible=False):
+
+ if init != 'Random':
+ logging.warn("Sorry, only Random initialization is available at this time.")
+ init = 'Random'
+
self.levels = levels
self.n_levels = len(levels)+1
self.n_neighbors = n_neighbors
@@ -199,7 +205,8 @@ def transform(self, level, **kwargs):
y = self.h_umap.get_labels_selected()
indices_cluster = self.h_umap.get_indices_selected()
- return [embedding, y, indices_cluster]
+ indices_fixed = self.h_umap.get_indices_fixed()
+ return [embedding, y, indices_cluster, indices_fixed]
except:
raise TypeError("Accepted parameters: indices and class_based.")
@@ -274,6 +281,20 @@ def set_info_file(self, info_file=""):
def set_n_epochs(self, epochs):
self.h_umap.set_n_epochs(epochs)
+ def get_knn(self, level):
+
+ if level < 0 or level >= self.n_levels:
+ raise ValueError("level must be in [0, n_levels-1]")
+ else:
+ return self.h_umap.get_knn(level)
+
+ def get_knn_distances(self, level):
+
+ if level < 0 or level >= self.n_levels:
+ raise ValueError("level must be in [0, n_levels-1]")
+ else:
+ return self.h_umap.get_knn_dists(level)
+
def influence(self, level):
r"""
@@ -343,11 +364,11 @@ class UMAP(HUMAP):
* Spectral
* random
- verbose (bool): (optional, default True)
+ verbose (bool): (optional, default False)
Controls logging.
"""
- def __init__(self, n_neighbors=100, min_dist=0.15, knn_algorithm='NNDescent', init="Spectral", verbose=True, reproducible=False):
+ def __init__(self, n_neighbors=100, min_dist=0.15, knn_algorithm='NNDescent', init="Spectral", verbose=False, reproducible=False):
super().__init__(np.array([]), n_neighbors, min_dist, knn_algorithm, init, verbose, reproducible)
def fit_transform(self, X):
diff --git a/images/humap-2M.gif b/images/humap-2M.gif
new file mode 100644
index 0000000..99a973a
Binary files /dev/null and b/images/humap-2M.gif differ
diff --git a/minimal_test.py b/minimal_test.py
new file mode 100644
index 0000000..50fa053
--- /dev/null
+++ b/minimal_test.py
@@ -0,0 +1,4 @@
+import humap
+
+
+print("imported :)")
\ No newline at end of file
diff --git a/notebooks/Generating UMAP projections.ipynb b/notebooks/.ipynb_checkpoints/Generating UMAP projections-checkpoint.ipynb
similarity index 99%
rename from notebooks/Generating UMAP projections.ipynb
rename to notebooks/.ipynb_checkpoints/Generating UMAP projections-checkpoint.ipynb
index 41828db..29ada57 100644
--- a/notebooks/Generating UMAP projections.ipynb
+++ b/notebooks/.ipynb_checkpoints/Generating UMAP projections-checkpoint.ipynb
@@ -126,7 +126,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3.7.3 ('base')",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -140,7 +140,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.3"
+ "version": "3.8.13"
},
"vscode": {
"interpreter": {
diff --git a/notebooks/Reproducible results for HUMAP.ipynb b/notebooks/.ipynb_checkpoints/Reproducible results for HUMAP-checkpoint.ipynb
similarity index 99%
rename from notebooks/Reproducible results for HUMAP.ipynb
rename to notebooks/.ipynb_checkpoints/Reproducible results for HUMAP-checkpoint.ipynb
index f1cff5e..b6562d9 100644
--- a/notebooks/Reproducible results for HUMAP.ipynb
+++ b/notebooks/.ipynb_checkpoints/Reproducible results for HUMAP-checkpoint.ipynb
@@ -185,7 +185,7 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 3.7.3 ('base')",
+ "display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
@@ -199,7 +199,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.3"
+ "version": "3.8.13"
},
"vscode": {
"interpreter": {
diff --git a/notebooks/Hierarchical-Exploration-with-HUMAP.ipynb b/notebooks/Hierarchical-Exploration-with-HUMAP.ipynb
deleted file mode 100644
index 9669544..0000000
--- a/notebooks/Hierarchical-Exploration-with-HUMAP.ipynb
+++ /dev/null
@@ -1,605 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {},
- "outputs": [],
- "source": [
- "import numpy as np\n",
- "import pandas as pd\n",
- "import humap\n",
- "import time\n",
- "\n",
- "import matplotlib.pyplot as plt\n",
- "import math\n",
- "import os\n",
- "\n",
- "from sklearn.preprocessing import normalize\n",
- "from sklearn.datasets import fetch_openml\n",
- "from sklearn.model_selection import train_test_split\n",
- "from sklearn.utils import check_array"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "(35000, 784) (35000,)\n"
- ]
- }
- ],
- "source": [
- "X, y = fetch_openml('mnist_784', version=1, return_X_y=True)\n",
- "X, _, y, _ = train_test_split(X, y, test_size=0.5, random_state=0)\n",
- "X = normalize(X)\n",
- "print(X.shape, y.shape)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {},
- "outputs": [],
- "source": [
- "hUmap = humap.HUMAP(np.array([0.2, 0.2]))\n",
- "hUmap.fit(X, y)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {},
- "outputs": [],
- "source": [
- "X_2 = X[hUmap.original_indices(2), :]\n",
- "X_1 = X[hUmap.original_indices(1), :]"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "\n",
- "# Using 'transform' method to project a hierarchy level"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {},
- "outputs": [],
- "source": [
- "\"\"\"\n",
- " Projecting the top-level (2)\n",
- "\"\"\"\n",
- "embedding_2 = hUmap.transform(2)\n",
- "y_2 = hUmap.labels(2)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_2[:, 0], embedding_2[:, 1], c=y_2, alpha=0.05, cmap='tab10')\n",
- "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
- "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(7000, 2)"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "\n",
- "hUmap.set_fixing_term(0.01)\n",
- "hUmap.fix_datapoints(embedding_2)\n",
- "\n",
- "embedding_1 = hUmap.transform(1)\n",
- "y_1 = hUmap.labels(1)\n",
- "embedding_1.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_1[:, 0], embedding_1[:, 1], c=y_1, alpha=0.05, cmap='tab10')\n",
- "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
- "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "(35000, 2)"
- ]
- },
- "execution_count": 9,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "hUmap.set_fixing_term(0.01)\n",
- "hUmap.fix_datapoints(embedding_1)\n",
- "\n",
- "embedding_0 = hUmap.transform(0)\n",
- "y_0 = y\n",
- "embedding_0.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_0[:, 0], embedding_0[:, 1], c=y_0.astype(int), alpha=0.05, cmap='tab10')\n",
- "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
- "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Using 'transform' method to project a subset of indices"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "I will use a clustering to discover indices more easily"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array([3, 1, 5, ..., 0, 0, 3])"
- ]
- },
- "execution_count": 11,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "from sklearn.cluster import KMeans, DBSCAN\n",
- "\n",
- "kmeans = KMeans(n_clusters=6, random_state=11).fit(embedding_2)\n",
- "# kmeans = DBSCAN().fit(embedding_2)\n",
- "kmeans.labels_\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 12,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_2[:, 0], embedding_2[:, 1], c=y_2, alpha=0.05, cmap='tab10')\n",
- "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
- "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
- "\n",
- "indices_black = np.arange(embedding_2.shape[0])[kmeans.labels_ == 1]\n",
- "\n",
- "plt.scatter(embedding_2[indices_black, 0], embedding_2[indices_black, 1], c='black', alpha=0.1)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "metadata": {},
- "outputs": [],
- "source": [
- "hUmap.set_fixing_term(0.01)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 14,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 14,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "points_before = embedding_2[indices_black]\n",
- "plt.scatter(points_before[:, 0], points_before[:, 1], c=y_2[indices_black], alpha=0.9, cmap='tab10')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "metadata": {},
- "outputs": [],
- "source": [
- "\"\"\"\n",
- " Use transform method, however, make sure to specify indices=\n",
- "\"\"\"\n",
- "points = embedding_2[indices_black]\n",
- "hUmap.fix_datapoints(points)\n",
- "\n",
- "embedding_cluster1, y_cluster1, indices_cluster1 = hUmap.transform(2, indices=indices_black)\n",
- "# X_cluster1 = X_1[indices_cluster1]\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 16,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "((802, 2), (802,), (802,))"
- ]
- },
- "execution_count": 16,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "embedding_cluster1.shape, y_cluster1.shape, indices_cluster1.shape"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_cluster1[:, 0], embedding_cluster1[:, 1], c=y_cluster1, alpha=0.2, cmap='tab10')\n",
- "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
- "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 18,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "kmeans = KMeans(n_clusters=1, random_state=0).fit(embedding_cluster1)\n",
- "plt.scatter(embedding_cluster1[:, 0], embedding_cluster1[:, 1])#, c=y_cluster1, alpha=0.1, cmap='tab10')\n",
- "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
- "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
- "\n",
- "indices_black = np.arange(embedding_cluster1.shape[0])[kmeans.labels_ == 0]\n",
- "\n",
- "plt.scatter(embedding_cluster1[indices_black, 0], embedding_cluster1[indices_black, 1], c='black', alpha=0.2)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {},
- "outputs": [],
- "source": [
- "\"\"\"\n",
- " Do the same as in the previous example\n",
- " \n",
- " Here (and for possibly subsequent levels), we have to indices = indices_clusterLevel[indices_black]\n",
- " \n",
- "\"\"\"\n",
- "points = embedding_cluster1[indices_black]\n",
- "hUmap.fix_datapoints(points)\n",
- "\n",
- "embedding_cluster2, y_cluster2, indices_cluster2 = hUmap.transform(1, indices=indices_cluster1[indices_black])\n",
- "X_cluster2 = X[indices_cluster2]\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 20,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_cluster2[:, 0], embedding_cluster2[:, 1], c=y_cluster2, alpha=0.05, cmap='tab10')\n",
- "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
- "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Using 'transform' method for projecting based on class"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "metadata": {},
- "outputs": [],
- "source": [
- "\"\"\"\n",
- " Make sure to set indices=, and class_based=True\n",
- "\"\"\"\n",
- "\n",
- "embedding_cluster, y_cluster, indices_cluster = hUmap.transform(2, indices=np.array([4, 9]), class_based=True)\n",
- "X_cluster = X_1[indices_cluster]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 22,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_cluster[:, 0], embedding_cluster[:, 1], c=y_cluster, alpha=0.6, cmap='tab10')\n",
- "plt.show()\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 23,
- "metadata": {},
- "outputs": [],
- "source": [
- "embedding_cluster0, y_cluster0, indices_cluster0 = hUmap.transform(1, indices=np.array([4, 9]), class_based=True)\n",
- "X_cluster0 = X[indices_cluster0]\n",
- "yy = y[indices_cluster0].astype(int)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 24,
- "metadata": {
- "scrolled": true
- },
- "outputs": [
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
- }
- ],
- "source": [
- "plt.scatter(embedding_cluster0[:, 0], embedding_cluster0[:, 1], c=yy, alpha=0.6, cmap='tab10')\n",
- "plt.show()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 37,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/plain": [
- "array(['1', '6', '0', ..., '7', '1', '1'], dtype=object)"
- ]
- },
- "execution_count": 37,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "y"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3.7.3 ('base')",
- "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": "3.7.3"
- },
- "vscode": {
- "interpreter": {
- "hash": "621b0173ecd44305b25aac7b243b5b45492d2735b523ac882596fbeccf29ca34"
- }
- }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/notebooks/cpp-umap-embedding.ipynb b/notebooks/cpp-umap-embedding.ipynb
new file mode 100644
index 0000000..79332ee
--- /dev/null
+++ b/notebooks/cpp-umap-embedding.ipynb
@@ -0,0 +1,222 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import humap\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import time\n",
+ "from sklearn.datasets import fetch_openml\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.decomposition import PCA\n",
+ "from sklearn.preprocessing import normalize\n",
+ "from sklearn.utils import check_array\n",
+ "import matplotlib.pyplot as plt"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(21000, 784) (21000,)\n"
+ ]
+ }
+ ],
+ "source": [
+ "X, y = fetch_openml('mnist_784', version=1, return_X_y=True)\n",
+ "# if you have low memory\n",
+ "X, _, y, _ = train_test_split(X, y, test_size=0.7, random_state=0)\n",
+ "X = normalize(X)\n",
+ "print(X.shape, y.shape)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "WARNING:root:Sorry, only Random initialization is available at this time.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Thu Jun 8 20:20:09 2023 Building RP forest with 12 trees\n",
+ "Thu Jun 8 20:20:09 2023 NN descent for 14 iterations\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\t 1 / 14\n",
+ "\t 2 / 14\n",
+ "\t 3 / 14\n",
+ "\tStopping threshold met -- exiting after 3 iterations\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "WARNING:root:Sorry, only Random initialization is available at this time.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Thu Jun 8 20:21:08 2023 Building RP forest with 12 trees\n",
+ "Thu Jun 8 20:21:09 2023 NN descent for 14 iterations\n",
+ "\t 1 / 14\n",
+ "\t 2 / 14\n",
+ "\t 3 / 14\n",
+ "\tStopping threshold met -- exiting after 3 iterations\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "WARNING:root:Sorry, only Random initialization is available at this time.\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Thu Jun 8 20:22:00 2023 Building RP forest with 12 trees\n",
+ "Thu Jun 8 20:22:00 2023 NN descent for 14 iterations\n",
+ "\t 1 / 14\n",
+ "\t 2 / 14\n",
+ "\t 3 / 14\n",
+ "\tStopping threshold met -- exiting after 3 iterations\n",
+ "CPU times: user 4min 24s, sys: 4.64 s, total: 4min 29s\n",
+ "Wall time: 2min 26s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "# reproducible True will make sure to use pyNNDescent algorithm\n",
+ "# reproducible=False for faster generation\n",
+ "hUmap1 = humap.UMAP(knn_algorithm=\"NNDescent\", reproducible=True)\n",
+ "embedding1 = hUmap1.fit_transform(X)\n",
+ "\n",
+ "hUmap2 = humap.UMAP(knn_algorithm=\"NNDescent\", reproducible=True)\n",
+ "embedding2 = hUmap2.fit_transform(X)\n",
+ "\n",
+ "hUmap3 = humap.UMAP(knn_algorithm=\"NNDescent\", reproducible=True)\n",
+ "embedding3 = hUmap3.fit_transform(X)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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20brOwQffwM16HIPKa9oXwvtuBd53K7BluEj7wBSSluTKqHIhhBAj4qV9lXz/7/uoaPIDkQ0OnieFZFS/ea2nm0zhSh/NzxfT/HwxrpkZpF8zDWdBynCEPm5IwU4IEXNaaz77x228vL+qy+MfwjW4Yt3Zwhbed8rxvlOOZ1EOGddOx5YmhTshhBDDo6KpjSt/uZEWf7jL45fgiMn5zcYADU8epvHZY6RePJnUtZNk2qwQQohh8/T2Ur72xK4uj83DRkqM9iUNHG2k+tc7sBckk7FuOu4ZGTE573gjt/CEEDH3zrG6bsU6gOnD0OS07aml8hfbCTcFYn5uIYQQAuAHf9/frVgHkAyxuRHVTvtNmjcUU/fYAbQ+exEhIYQQYujagibfenpPt8cnxzCfdQiXe6n9/R58e2tjfu7xQAp2QoiYu/eNYz0+3tJtBdPY0G1hKv9zC8HylmE5vxBCiPHLGwjz0v7KHp/rXsKLDf/eOsp+shltWsN0BSGEEOPV83sqCPaQXxqHqa8GUP/HAzS8cmLYzj9WScFOCBFzR6tbe3z8cYI9Ph4r1b/eSajZP6zXEEIIMb5UtwSweunDbBu2kh3QFKbs/9syfOcXQggxLu2vaO7x8fcxCQ1j0c77SilNm0r7P1B0koKdECLmkl097+C6A5MSTPQwJoKq/9yKb1fNsJ1fCCHE+JLm7n3J51/gx0IPX15rDlH1u12EanzDc34hhBDjTrqn5/VXw8ATwzzAouUfJ2h6qRgdlhHk0ZCCnRAi5m5aMbnX5z6JlxKGsYHWUP/ngzS9fHL4riGEEGLcyE5xUZTl6fG5MjT/im84x9kROtFM1S+3E6zoefS6EEIIMRA3rZjU63P3EuA5gsM6wKLltRKq79kpyz5EQQp2QoiY+8TqqSQ5ex5lFwK+iI/m4SzaAS2vniJYJmvaCSGEGLrvrl/Q63NbMfkpbcMbgKmp+X33BcKFEEKIgcrP8LB6RnaPzyngJ/jZgTmsMYQqvDQ+L2va9UcKdkKImHM7bPz9ixeSfEbRTgE24FocPEIyaSPQ/NQ9dlB22RNCCDFkH5ifxzeumtPlMQVkoPgWbr5JzyPwYkn7wrRuKR/26wghhBj7Hv7kuSwsTOv8c8f+sIsxeIBkltP7chCx4n27HCs0vIXB0U7pKHqzzc3NpKen09TURFpaWn+HCyEEAGHT4oG3TrB9w1FWY2ctDhzDsF14XzxLc8n6yByUMbLXjSdps/snn5EQYjAqm9r48WM7STvZyiXYmYMNNcJ5Lfv2eXgW5IzoNeNJ2uv+yWckhBisNw/V8OCjO1gaVlyBk4wRHtNlpDrI+5fl2FKcI3rdeBpImz38ZVMhxLhltxncVBVmPUlxi6FtZw0NdoOsG2fHLQYhhBBjQ16am2+UmoA7bjHUPXqA3C8swTVZCjNCCCGGZlV6EjPCwz9KvDdWS4iq/9lB/jdXotT4GWARLZkSK4QYNmZbmLYd1fEOA9/7VQQrvfEOQwghxCjX8mYpmPFZauHMSTF1f9gvSz4IIYQYstqH98Y7BKymIE0vFsc7jIQkBTshxLBpef1UvEPo1PJ6SbxDEEIIMcq1vl0Wt2ufOfLAagkRPCUbKwkhhBi8UL0fqzEYt+ufeeOp9Z0ytCU3os4mBTshxLAJlrTG9fpnJoG2vTVxjEQIIcRYYLWE4h1CJ98uyWtCCCEGL1jcHNfrd5kCG9SEa3zxCyZBScFOCDFslDO+TUyXJGCC2RK/O0hCCCHGgAT65uzdUhHvEIQQQoxiym2LdwhdeLdVxTuEhJNAXzuEEGNN8jl58Q6hi6rf7ECbVrzDEEIIMUo5E2mjh7Cm5a3SeEchhBBilHJPT2eENzrvU+vGMsL1/niHkVCkYCeEGDaeBTngSJwsYDUFaX41cdbVE0IIMbqkXl4U7xC6aHruBCGZQiSEEGIQDLcd16yMeIfRRc1De+IdQkKRgp0QYtiEq30QSqzFQ1teKyFU1xbvMIQQQoxCweNN8Q6hm9qH96LjtHOtEEKI0UtbmlBlYt30MWv9NG+UzQI7SMFOCDFsWt+rSKhh1h2qfrUd05s4C4cLIYRIfNq0aN2ceOvGmXUBGp46FO8whBBCjDL+Iw1YzYm3xnfz88W0HWmIdxgJQQp2QohhEyprhRjc9D9zt9eYCFo0vX4ytucUQggxppktIXRbeMjnGUhO01pHdbxvRw1hGT0uhBBiAEIV3gEPrjg7J0Wbp3p7fW/q/yI3okAKdkKIYaQcQ9t5qCMBdNntNcrX9ce3qQJtyRQiIYQQ0VGOwX1tHspNJ6UUSqmozlH3+MFBX0cIIcT4o+zGgAdXnNkv68hNA+mrRZvTtDeEPwGXoRhp9ngHIIQYu4w0R9THljtq2Jl8EI1moW8mkwL5GPScAPor4kWbNLw7qkhZMTHqGIUQQoxfhscODgNC/e82bmGxK+kwJa5KUswkzmmeT6pOBgbWsekQzWtCp1qxgiaGc2g3y4QQQowPjolJUR/rVW28l7qHFsNLUTCfhd6ZOFTP5aRo+mrRDMpo+PtR8r+8IuoYxyIp2AkhhkW4MUDbjpp+j9NoFIrnM9/i6axXKAjmkm6mMjk4EdXLIODBdHZ60vzKKSnYCSGEiErrO+VRFes0Gp/h54G8v3LCVcbq5qXM8E8mLZjS4/FhrbERm9zm21VNyrn5Qz6PEEKIsU1rTdPzJ/o/rr2vdsRzkl/m/xFDG9xau445/qk4rJ7LSRbQ362jaHKeWenDCoQxXOO3bDV+37kQYlh5t0S3MLdqXzjhzuoP02Br5rNVN+Gx3Bi9FOtC7R0bIwYdG6shMORzCCGEGPu0pWndVBbVsQqFx3Lxw5LP80T2S3yu6iNY9F7oawhrcuyxuRHl21UjBTshhBD9Cpa0ECr39ntcR19tsW82n6i+npmBySzwzcTWx+pqLaYmzRab/lqopg3XpNQhn2e0kjXshBDDInBiYGsOWFh8qeJjJFse7H3ck9EaKkIaK0YbUYTr/TE5jxBCiLHL8oYwG6O/yWPDRnY4g89U3QjQ600ogFZL91HOG5jgsabYb9QkhBBizAmebBnQ8QYG1zdcwiLfrD6LdQAVISsmxTqA1vcrY3Ke0UoKdkKIYaGjmDZ0JgMDJ44+OzUADgXFATMWm88CUPnTrVK0E0II0Tdj4B2PjmlE/Um3KQ76Y1Sy01B1zw7ZVEkIIUSftBp4nuivUNchrBWNYSsmN5DaNlfi3Vk95POMVlKwE0IMC0dO9IuYdoimY6OUYqLDYFOrGbNRdpW/2iadGyGEEL0ykuxgG1jRTrX/159Mm6ImZHE8YA42vC7CpV4a/34sJucSQggxNrmnpg/qddHktakug3e8Jj5raDuld2j4yyECZQMbEThWSMFOCDEsXHMzh+3c01wGHgVbvCZa66EngoBF0/PHYxOcEEKIMUcphXINz+6rSinOSbZz2G9REozNiATv5goZPS6EEKJXjoKeN0KKhVSbYr7bxqbWMAEdm6Jd3aP7YxDZ6CMFOyHEsHDPyxq2cxtKcW6yjUKnwZ42k5YYzCRq3Vwho+yEEEL0yshwDtu5U2yKi1PttJqaYwGLUAzyUdMrJ2MQmRBCiLFIDWKph4GY6jI4N9nGIb9JVWjoAyysxiChal+Mohs9pGAnhBgWw50ElFJMdhosTrKTNsBpSj0Ka0KV/e+UJIQQYnxSzuEZYdfBbSjmeWzMdNtwxCCHtu2tjUFUQgghxOBk2Q2WJNmZ6DRQMdiEwjsON6CwxzsAMf4EzMguay6bC4CgGaQ11EqqIxWHzdHteK013pCXoBkkaAbZX7+fJw8/SaO/kSmpU1iWt4wsTxZJtiTyk/PJT83HY/eM6HsS3QWOD2yX2EQQLG3BOYzDw4UQY4/WmrZwGy6bC5sRKei0BlsJW2HSXek9fkENW2F8IR+BcICgFeT548+zsXQjKFias5Q5WXNwO9xkubPIS8ojPyUfQ8k91rjzx2aNuRHTPr02Fp0kIcT4EbbCBM0gHrsHpRSWtmgKNOGyuUhy9LxGdVu4jUA4QMAM0OBv4NH9j3K8+TgZzgzOzTuXgtQCXIaLickTyU/JJ8OdMbJvSnSjzVjtTz5ygqfG3zp2UrATMWdaJgfqDrCvbh9t4Tay3FlMTZ3KX4/9lb8f+zshK9R5bI47h8ZgI2ErjF3ZmZY+jaUTlnL9zOuZkzmHPx74I/ftuq+zyHe2vXV7ea74uW6PFyYX8t1V32V14ephe5+idzps0TYKd/PRMVrwWwgxtjQHm9lXu499tftIcaSQk5RDuiudn239GQfqD6Db9612GA4y3ZlU+yLtX4ojhTmZc1hduJoPzfwQLaEWfrvjt2w4uaHXa+2s2dntMQODCwou4McX/pgsz/AtNyB6F673Yzb0/F0koYUtcAzvyEAhxOhzqvkU++v2U9JSQpYri8lpkzneeJx7dt5DY7Cx87hUZypoaAlFCiUFyQUsyFnAB6Z8gA8UfYDXS1/nl+//klOtp3q91qbyTd0eS7InccfCO7hz0Z2dN7vEyGrbVxfvEAZMB8dfX03pKCYTNzc3k56eTlNTE2lpaSMRlxhmWmu2VG7hpeKX8Ia9TEmbwodmfoiJyROxtIU/7OfVU6/y9JGnKW8tJ9WZyqr8Vayfvp652XM7z3Oi8QQbSzZiYnJh4YW8WfIm9+6+t0tRLp7mZM7h15f+moKUgniHMubVnGqh/EgjWBaefXUkjcLppWnXTCVt7eR4hzFk0mb3Tz6jsccb8vLc8efYVbMLheK8/PO4YuoVuGwuQlaIurY6njr8FC+ffJm2UBtFaUVcWnQpV0+9mkxPZJMc0zLZXLGZXTW7KEwuZFneMn7w7g/YUrklzu/utH+a90985ZyvYDfknutwMsMWJ/fU0VTbhj1okrK5HEdo9I1GKPzxhahYLBsRR9Je908+o7HpZPNJnjn6DOWt5WS4Mlg3fR2LchYBkVFwu2t285dDf2FP7R5sysbi3MVcPfVqLii8oDNHNAWaeO3Ua1R4K1g2YRkGBt946xvU+ROjWJNsT+anF/2UtZPWxjuUMc/bFKB4dy2hgImrykvK7ppRNQJbo3HkJTPxKyviHcqQDaTNloLdGKe1JmgFcRgODGVQ5a3iTwf+xF8O/oU2s63zOEMZaK0pTCmktLW0z3PasOG0O2kLt/V5XMxoDUNoTPI8eTx9/dOkuwa3dbXoW0u9n5ce2Evl8WZQ0D7QhGyb4pxkG+5hXssuViw0ekUeU26aE+9Qhkza7P7JZzR6WdoibIVx2pxordlRvYP7dt3H5orNnSPdFAqNJtmRjEM5uowW6IlDOTAwCOjRMYLq5jk3853zvxPvMMas4ztqeP1PB/G3hlCq/WsIMMtlMNcdm3V4hpvWmjplMe+LK3BNSo13OEMi7XX/5DMa3UJWCIXCbtjxh/28cOIF7t15LxW+is5jDAwsLPKT86nx1hAm3Oc5PTZPl75eIlMoHrjiAVbmr4x3KGOSaVpseuII+94qQ1t05jW3guVJNnIdo2fJjXInrPzhmniHMWQDabPl9uwY5Q15+cO+P/D4ocep89eh2v+z6PnusKUjj/dXrAMwMUeuWAdDKtYBVLdV8+ThJ7lz0Z0xCkh0CLaF+dvPt9Pa4I88cEb5v97UVIQspsZokdHhZqD49u5TPPChWTjtoydxCTFeHKo/xEN7H+Klky91LqMQ1j13WDoKd95QdCN9QzoxRoVH6/FDj/PxBR9ncuroHxGcaE7tr+OF+/d05rOO29oaOBywmOkycCR+SgMFPuD+jcf5548tiXc0QoizaK157sRz/GHfHzhQfwAAm7Jh6p6n/HX04Sq8FT0+f7bRUqyDSM7+1fZf8ad1f4p3KGPSG388xMHNFd3yml/DQb81agp2Wmv+HgyQWdHCrPzRfSNqIEbH344YkOZgM7c/fzv37b6vc7izRvdarBvrNJqH9z5Mlbcq3qGMOQfeqaCl3o/u4UdLA5Mco6NYB2CimRGCDfvG3+5DQiS69yre46PPfZQNxRsIW5EiXW/FuvHiF+//gqAZjHcYY867fzvW63M5dhWT3VtHgkJRhI1n9lbQGhjf/1aESDRaa36y5Sd8661vcbD+YOfjvRXrxoPdtbt55eQr8Q5jzGmo9HLw3YougyrONM0ZmWU3Kii4FAf3vHk03pGMKCnYjUH/s/1/ONZ0rHPUnICmYBNXPH0Fj+5/NN6hjCl9JQCPYtR0bCDyNtJR/HV7/6NMhRAjJ2gG+dc3/5WwFZa8doaXT73MlU9fyaH6Q/EOZcxorPJRW9Laa16bPCqG1nXltuDVA3LDUohEsqlsE48dfAw4PSJcwFfe+Apfeu1L+MP+eIcyZhx5v5reNplXQJ5DjZrBFQpFOop/7K4gEB4/xW0p2I0xJS0lPHHoCenU9MDSFj/d+lNeLH4x3qGMGW2tPU8jswFrU+yj544NkcawAk1Ny+hYw0qI8eK3O39LY6BROjU9qPfXc+dLd9IUaIp3KGOC39v71OiJdsVk5+j62qzRVGNR1yojMYVIFCEzxH9u+c94h5Gw3ix9kx+++8N4hzFm+L2hXgtyK5IM7KOjVgdEZkOVYxG2NK3+8TNyfHR98xB9+t6m73HNX68Zt1Nfo6FQ/G7X70ZVISmRpeW6uy0xqIALU2y4baPnjg2ABbyiwkzOSop3KEIIwBv0csnjl/Dg3gfjHUrCsrRFU6CJZ44+E+9QxoSUTHePjycbcG6ybYSjGRoTzWbC1KApzPTEOxwhBPBmyZus+OMKSlpK4h1KwrK0xT+O/4NKryxREwtp2W601b3fO8OpKBhFSxcB2FD8nSAeh400jyPe4YwYKdiNET/b+jP+duxv8Q4j4Wk0RxqPUOWT6SGxsHBNIWfXPme4DNJto6fx7xi1cy8B6rTFLefKIu5CxJvWmiufvpJaf228Q0l4Gi3r/sRISqaLovlZ3aYPnZdsx1Cj5yaURuMHfkuAzCQHl8yZEO+QhBj3DtYf5IuvfVFGi0dpY+nGeIcwJsxeObHbBo5pBizw2EZNToNIXttKmDeVyUfOmYTDNn7KWOPnnY5hQTPII/sfiXcYo4qsjRAbM1ZMoHBORpc8MMM1upoVbQR4mgBPqCAfmJ/H2lm58Q5JiHHv6SNP0xSUaZ7RGtGd28e41TfOwu60dRbtsm2K1FF2E8q0e/ksXoqx+OH1C2XncyESwL+89i/xDmHUUEpJXy1GktKcrPrQjC6PTRttfTUsThDm26qNjBQnX7hkZrxDGlGj629L9OiJQ0/EO4RRJcmexMTkifEOY0yw2QzWf2EJiy+djN1pkGSA2+g+CiERpyBrNJYKUrzy3zmsNHetnc49H1uOMYo2yhBirLp3573xDmHUsCkb87LmxTuMMSOrIJkbvr6CwtmZAGTbVbccprUeUl4bzpzoyzhA/dQNqEw3v7t9BdcuKRi2awkhohMIByj3lsc7jFHD0hazMmfFO4wxY9kHirj0n+aSkukCIMc+OqbC6vb/yhb/DyeTy1g9dwJ/+8JqJqT1vHzFWGWPdwBi6N6vfD/eIYwaBvDhrMW464shZxYYo2tNmkRkd9q48KZZrLx2GhWvn4I3yzqfC2uN34qs/zNYWuthSSoKBdqGoe1876IZ5F01PebXEEIMTnVbdbxDGDVMbXJz+jxoKoP0wniHMyZkF6Rw/ZeX0VzXRs2De6Hu9AjGprAmfYirdA9XR0ljRf5fG7z8pQuxjaM1foRIZLIUT/QMDfmOVM7DA4EWcKXGO6QxYd4FBcw9P5+akhZ8v93Z5bm6kEWmXWEkWBFPEYnHZiaxPDmZ2z9+Tpwjig8ZYTcGVLbKopw9OusOtqE1MwJBPr/lSfjtefCLBfDe77odJwbH6bYz6ZKiLo+97zXRDK1zolT30Q2xorCRUXIp2efkD8v5hRADl4gjchPGGZ+N0f77zzQ0sfDpz8Ev5sP/roNSuYkXK2nZHnJW5HXmMJ+l2ekb+s50Qx2h1xuFQVLjPNJbF0uxTogEUuWVgl2PzmoHbVrj1Bb/dfIIxv0XwX/NhH98Fdoa4xPfGKMMxYQpabgy3Z0rKRYHLOrMxP3epTFJqVlG4cLF8Q4lbqRgNwaMhiGtI05rXFp3JgKXZfGR5lYeragitSM5tFTAC1+HDd+MY6Bji81txzkzHYCGsEVVWNNsDk/HJFZSA8ux58gOekIkioZAQ7xDSDwdueyMtjQvHOZH1bV8sfGMtf5OvQMPXQXFb490hGNW6kWFYCg0mmN+i1YLzCHmNDWMG1goDPIuuHJYzi2EGJxDDYfiHULi0RqD0zeflNac2+bnL+WVLAoGI8eE/bDtYfjfqyOj7URMpF0xBQVYWnPAb9JiahK5muBsLSRtzdR4hxE3UrAbA5x2Z7xDiK+evjcrReCML8NhpXg8LYVnU5K7H/vefVC+c9jCG29yPr4QI91JWSjS+BcHrSF3TIazKD3x5jXDdm4hxMCphP7aOELOzmvtbWDAiHxtU1pTYbfzy6xMjjvOWN1EW6BN+PsXZfR4jBh2Gzl3LkShKA1ZhIH6cGJ+thoLPJq082TdOiESybgfXNFLX81SCqv9jwawOcnD/2RmEOryWhNqDsK7vx32MMeL5OV5JK+cSG3YIqihIhTZuzgxB1gYZMxfguEZvyu5ScFuDFhdsDreIcRXbzlQqc5OjqkUWil+nJPFFrer63GGHbbLLruxYjgMJn7jXFrSTABqwxorAROARuOYlIKrSNbGECKRZLgyyHRlxjuM+Oqnb6fb81uDzeCuiRPO6txYUH8cTm0ezgjHFff0DCb+23mE2nPZqaDVzyviQ2GQdd3ceIchhDjLuRPPjXcI8dVXTjujrwbwWpKHX2dmdD1GW/D+g8MT2ziV+eFZcEEOACbQkIA3ojQaZSgy18/o/+AxTAp2Y8CNc26Mdwijhk1rHk5P6/qgFYa6Y/EJaIwyDIPJyydjtd83q07Aop1BG9m3ys6KQiQapRR3Lroz3mGMCqZSVNntvJKc1P3JhhMjH9AYZk91Yk+20OiEzGkAjqwAnqW58Q5DCHGW2ZmzSXekxzuMUUErxV/SUvCePSqxtQrMUM8vEoNSdN6Uzt+XhhIvpyk06VdNw3CP39F1IAW7MSHLnUWGIyPeYYwKplK843F3HZmtbOAZ56M5hsGCNZM7p7YdC1gJtvOQRcoKD/bM8bUtuBCjxc1zbo53CKOGTWve9vTQlrmlcxhry5ZEduENaigJJtL6rBqoJvOfzpepd0IkqI/O/Wi8Qxg1/IbBLtdZM6LsrsisKBEzOZNSSUsy0FiUBi1CmoS6GeX0HCZlTWG8w4g7KdiNAUEzSGOoMd5hjBoWZy2loE1YeEOcohm7UnM8LG3fgKI2bLKnLTJFtiMRnLlL3kh3ehxJNaTdIGvXCZGo3ix9M94hjCrm2UUaZwpMvyQ+wYxhSz48k0y7gcJiT5tJXfsUIitOuSwics20CyfinJgSh+sLIaLxbuW78Q5hVDHPTGuGDRbe2Dl9VsTO2mumY0NhYvKu18Qkvn20CA14yfriLXITCinYjQlNgab+DxJAZCei+cHg6R98ZYOJi2DONfEMa8w675MLuDDtVdKMWo4HLF5vDnEqaOEzI4ubKqXQWkfdGOseV60dGEdGkJx/+xDKkAQgRKLaU7sn3iGMGhawyB/o+uBFXwdnD9NkxZA4U5xc85GZLEzaAJi84zXZ4g1TF9YErMHlp1jktbQLU0lbP87XMxYiwZ1sOhnvEEYNQ2vmdewUiwLDCau/HM+QxqyiSyZz5dQTFDr30GhqXmkOc8Bv0WJC+Iw+WrSFOysGOQ1lkvflC7BnyzrjADKudAxIccod1WhZSnFrU0ukWAQw5QK46RGwyT+F4WDP9rBowTFmH9lAceAXmFqTbFM4zijQRVOs02gUisNYzME2qFiMDAeZH5qNZ07WoF4vhBg5QTPY/0ECpTVurbmm1dv+gAEXfwsu+FJ8AxvDMlflsva13zPLOYm68DIMpUg1TueysBXCUAaG6jtXWUR2Ut+HycLBfB1X4JqdQeaHZmHPkOUdhEh0MlIoOjatudzrI8ts39wnORdu/iPkzo5vYGOUsimmXmpn+vM/4IjvbwQsOy4DPGcMbLC02W9O0+23nxrRuIDk/nbP6olTkXZJEalrJ6FsMq6sg1QpxgCP3YNCxeQu7ViXFwqRZZqRJuSy78Oar8Y7pDHPyJuO/dhOUm0Krbt/YYlmhF0pFr8nwJuEeYwUCvsZHNx5Thvkf3cVtnG+WKkQo83K/JU8dvCxeIeR8DSwos1PUCmwueDz70LW9HiHNbbZXWhPFp5QMRks5+ztD7W2MAxHn6fQaF4gxFMEsQEPkNLlOaBzDdiOfGZpC0MZuBdmk3Pb/Ji+JSHE8MtNyqUh0BDvMBKeoTUzg0FAQdEq+PizMrBimBk50wDwGAE8PeSv/op1AH40/0uQ5whxBy5uwNn5XE95DU73CbM/Ph/PvOyhvYkxTEqXY8S09GnxDiGxtTcM84MhVvoDcNE3pVg3Upbfjl1VoGjp8elo7jj+B35eI4wJVLbvPAugsQg7Gylf8PvIn7WFpa3IOQ3IvnW+FOuEGIXWFMoak/3SkRFa13h95DiS4eP/kGLdSFAKc+bH8BgbAdV9mlB7ca0vtWj+Ez9HsCjv4WarN3sv9ZNeAsDCImyFMZSBLctN5gdnxuqdCCFG0Lrp6+IdQmLTGrQm27S41uvDmHIB3PqEFOtGwtQ1mLY8POqdQb3cRPMkIR4jiBdNeZe+mgY0NbOeIJBUfnptvPbcl7wqH/dcmf3UFynYjRGfXvTpeIeQ8Ja0+bnacmF++lW45FvxDmf8mDAPr/4gafZHeizO9dWx0WjqsNiP2flYWsfdGWViOlo5de5/4PRnE7aCXUYgTPjcUjzz5W6NEKOR0+Zkcc7ieIeR2JTiU41NZE+7BONfdsPkc+Md0bgRXvgZDOXDxqluz9mVo3MUQY+vRfMKoc4/p3fkNCw0mtYJ2yhb/t8k1S+gJdiATdmwJ7lIvXgSeV9cii3F2duphRAJ7ObZN/fZNgjwaM2XGprQV/00MrLOJWuYjQjDoCXz/5HmeBywut2ICrX3sXpjQ/FGe16zOCOvKRPQVCz6Hd6cPTi8E/GFW1BK4SpMJfPmOWRcN0Omi/dDStZjxLrp6/jNjt9Q5i0b+Is7/lGO5X8sSnEoJYMLbnoFtys93tGMO968L+Mq/xNOtYugXtLlOUubKFSPjbVC8b/4MQGFZhKKmRiYNh9NhW/RUPQiGJq0U5eSfct8khdOQNkMlG0M/ywLMU58b9X3uPHZGwf34sj8+9gGlID2L7iGL11+37h4r4nENX0SFaGfkWJ7jBbzE1ja3ZnDlFKRdezovo6diSYAPEVkjUaF5qr2r+LB5Eoail6mqfAN0svWYGMiU75/PjaPA+UwpEMjxCiX7Ezm9vm384f9fxj4i88soIzVtkAp2pTCddPDTJp6RbyjGXfsK9bR+GyQFNuTtJof6bJkkcNwdu4ce3YuMtFsIczh9lF1FprLcKAxac3ZSf3UF/BnHKPw/a9hX5LOrBsvRBkKZZdxY9GSgt0YoZTiwase5GP/+Bj1gfooXxXZeiHJD1OrNfunjNEE0C7dlU66FOviIv3qadTefz1gYlCLqTNR7R0Zu+HAF27BY0vBAqzIbFY08CABniEEWqOV4rrFD3Jkwj60CoMCT/0cphvfYsK/rcKQqa9CjClzsubwnxf+J9/aNPAR0dMroCFF05gCeozuCG1TNhbmLJRCThwoh4Fz3nSa938OaMZQJpZO7vy7sCk7ftOLx55CWEcm/jiUohHNt2ijCo2hLdKdXhZe8G0OOfxgmCjTQdapK5m5+Nuk3FYgu5kLMcZ8ecWXKW4qZmPZxihf0blNHiuOaHbMUFhKwxhuG2ZmyLT/eEhemU/jc0sIhBdjUIOl0uGMdejCuv1GFDbCRH4q7UrxHmG+TxsQuQm1Nn8rrQv+zGFlgdLY27KZfOLrTP3kbTgnyO71gyE93DGkMKWQF254gT8f/DOPH3qcal81pj49lbBjY4pUZyrnulp4rQVA4/MoJjRq5pVYPH2hgWFprI48MEY6AjZlY+XElfEOY9xyT88g5cICWjeVY5GDUpEFRxsCVZT6DmFgo9R3mIKkmTQmTWWPK4cNhGnEAmXg0Sb/T6Vy6cFP4avei6EqMHZXMPmr38ezQBbfFmKsWj9jPYtzF/PrHb/mnbJ3aA21du4ardHYlA1Tm8zPmIr2HeVA0A5oTubBF/9u8o/zbBwr4HReGyM5DcDUJssnLI93GONW1i1zqPrvbZiNaZEutYrsEFvVVkylrxi74aAhWEl20ixOJU9ls93DRh3CQoMymKo1/xnKJ3v7vxJIKcYZPIVx2Ma0e36B4ZRpr0KMRQ7Dwf9c9j+8fup1frf7dxxrPEbQ6roruqEMtNZcnpPPe/VlNFuREePVmfDlZyx+u97A79SRWt4YK9xluDKYnDo53mGMS8qmyPnEQmof3IOlczsf94VaKPUdwhtqpilUQ7IjHeWZymFPIS8pxTEd7vxWdj12vlSxlmAoG8tZgb2ihKw5V5Fz521xfGejn9LdVsvtrrm5mfT0dJqamkhLSxuJuESMlLeW89Thp9hbtxen4WTtpLWsm76OipO/4Z2jD/Jmi429fhsBC6aWa1bvt6hNM9g+Q1GZxZjq3Px53Z9ZmLMw3mGMa20H6mjaUEy4ygeALctN2hVT8MzPpuylXbzxzINUt5zEbzg5njSNoD2FBZ4Ubnc14jGCeIxt+MsO0uZaS9ZXf4h7jmzx3hNps/snn9HopLXm/ar3eeboM1T5qshLyuO6GddxzoTlbHpnLe811vNWq42KkEHY1KzeC9MrNcfzFe/MU4TtYyOnGcqgMKWQf3zoHxhKppXEiw6ZNL9eQuu7Fei2MBgK96wM0tZNx7ApdjzyN7Zs+zv+cCt1jixKPIW4HClc5YGLHa3Ybc24zddpPt6GXvopcr/yNQyPJ95vK+FIe90/+YxGL1/Ix3MnnmNjyUYCVoAF2Qu4cfaNJIXK2Pj+R9nUauc9r51WU5Hcqrlkp8Zuwb4piv1Txk77r1B8bsnn+NzSz8U7lHEtVOOj6YUT+A82gKVRbhsp5+WTeulkvEdref3B+zlWvo2wtjjpKaLBkclEdxofd/sotPtx2k6iGjfRUltI0u3fJX2dbLbSk4G02VKwG6fC4Ra2bbuZVu8RaJ9zXhFUPNng5HjQgIEsiprAawV1jML45spvcuu8W+Mdjmh39nbeZ6ovL6W25BROl4vC+QtxOF0QDhI8cQCzNYS9YDKOvLyRDnlUkTa7f/IZjT0NDe+xY+cn0NoETCwNW70GG5qdNJgD7NQkeF7LcGXwv1f9LzMyZsQ7HNGup7V9ACzLpPTAPtqam0mfkEfe9JkopdCt9QSOHUYbybhmzMBIkqlCvZH2un/yGY09WmsOH/kRpaUPE+mXaXwWPNvo4H2vnVC0fbWOfJbAeQ1gbeFafnnpL3EYjniHItr1ltfaWpopO3gArU3yZ84hJSsbLItw5QlClbUY6Tk4p0+XJTv6IAU7EZVwuIXik/dRVvYY4XAzAJmZF9CUfBlfevfnUZ1j3bR1pDhS2FK5hRPNJ4Yz3AFz2VxcXnQ5H5v3MRbnym6DYvyQNrt/8hmNTS0t+zhx4n+oqX0VsDAMDwX5N/Kz4yfYXL09qnPcseAOatpqeOXkK7SZbcMb8ADlJeVx4+wbuWn2TWR7ZBdsMT5Ie90/+YzGJq01FRVPcfLUA/h8RwHweIrIL/wE17/+cyIrZPZtUc4iFucs5njjcd6tfHe4Qx4QhWLZhGXcMvcWrphyBTbD1v+LhBgDpGAnBsSywoRCDdhsbuz2VLTWXPu3aznZcrLf1z77wWeZmj4VgJeLX+a+3fdxuOHwMEccnaeufYo5WXPiHYYQI07a7P7JZzS2maaPcLgVhyMDw3BS3lrOlU9f2e/r5mbN5clrnwQi05Tu33M/Tx58kuZQ83CH3CeFYmr6VP7v+v+TO9Zi3JH2un/yGY1tWmtCoQZA43BkoZTid7t+x292/qbf13793K9z+/zbATjScIT/2f4/vFH6RlTFvuFkYPDPy/+ZOxfdGdc4hIiHgbTZY2fiuxg0w7DjcuVit6cCkWmKf73+r6Q5e//hMTC4oOCCzmIdwAemfoCnr3uadz76Dm/e/CZzM+cOd+g9Uiium3GdFOuEEGKcstmScLkmYBiRxfsLUgp45MpH+n3dxxd8vPP3SY4kvrz8y2y8ZSNv3vwmr934Gmogy0XESMc1v37u16VYJ4QQ45BSCqczC6czuzMPfGbJZ7hk0iV9vi7JnsR1M67r/POszFn8+rJfs+XWLbz+kdf5xjnfGNa4e2NTNvJT8rlp9k1xub4Qo4kU7ESPnDYnL9/4MnMyuxe9FIqitCJ+fOGPe3xtqjOVLHcWf1r3JzJdmcMdahdOw8k/zf8nfnDBD0b0ukIIIRLb8onLefTqR7utj9OxacNt825j3bTuiyPbDBtZ7ixyk3N58MoHRyTWM+Ul5fHrS3/NhYUXjvi1hRBCJK5fX/Zr7lhwR7fHDWXgsrn49aW/Jt2V3u15t91NjieH2xbcxjVTrhmJULtYOXElf7j6Dz3GJoToSqbEij6FzBAvFL/AU4efoqK1gmxPNh+c+UGum3EdSY7oFkj+xfu/4NH9j2KGItuWWzZOL3oaowVQ3TY3n13yWW6ac1OfIwOFGA+kze6ffEbjV5W3iicOP8FLxS8RMAPMy57HR+d+lPMmnhfVCLbmQDOfffmz7K3dgy2sCRuA7YzXDTavnfW6Gekz+OqKr3LhpAtlJ1gxrkl73T/5jMa3bVXbeOzAY+yp3YPT5uTSoku5Zc4tFKQURPX6TaWb+Namb9Hsa0BZYNqJeV8NYP309Xx2yWeZkjYlJucTYrSSNexEQqr0VtIWbuPxg4/zp4N/GvR5lNa4tKYoay5FaUWcn38+62esJ9mRHMNohRi9pM3un3xGYqhCZohybzkhM8QXXvkC5b7ywZ2ovTNkw8Y5E88hPyWfddPXRV1AFGKsk/a6f/IZiVhoCjRR56/jROMJvvLGVwa/zp3WOLUmNSmXRTmLmJU5ixtm30BhSmFsAxZilBpIm20foZiEYGLyRAC+sfIbZHmy+P3u3+M3/Z3PpznTmJI6hf11e0FbmKr7iAWlNZd521i89tt8ctGnRvotCCGEEAA4bI7OUQKPrX+M72z6DpvKN3U5ZnLqZByGg+NNx1Fao3sowKVbFqvCBp+68S/MzYrP2q9CCCFEuiuddFc609Onc9/l93H3u3dT4a3ofN5hOJiZMZOy5lO0hlqxzs5p7f21BYEgMwpW8p2rf4/H7hnhdyHE2CIj7ETc+EI+3ip7i9ZgK0VpRazIW4GhDI7UHeLBFz7Di+FawkqRYlks9ge42NfGhZaDzNv/j5SJS+IdvhAJS9rs/slnJIbDyeaTbK/ajlKKFXkrmJw6Ga01L+x9hIe3/IwD9kjnpjAU4hx/gEt8bczLW8HE2/6GYXPGOXohEpO01/2Tz0gMB0tbbKncQmlLKemudFYXrCbJkURzsJmHX/1/PFnxFo02GzatmR8IsqrNz6VtbUy4/EfknvuZeIcvRMKSKbFi9NOa8OENBN9/CE/tYZQ7AxbdBMtuA09GvKMTIqFJm90/+YzEiPM34d/+B9j7FO62JsiZDefcAbOuAEPWqBOiN9Je908+IxEPuuoAbVvvw3niLezKgOmXwspPQ86seIcmREKTKbFi9FMK+5yrsc+5Ot6RCCGEEEPnTsd9wT/DBf8c70iEEEKIIVN580ha/6t4hyHEmCa3dIUQQgghhBBCCCGESCBSsBNCCCGEEEIIIYQQIoFIwU4IIYQQQgghhBBCiAQia9gJMYwsy6K5uRmAtLQ0DMMgHA7j8/loamqiuLgYh8PB7NmzSUpKwu12xzliIYQQonfBYJDW1lZcLhfJyckABAIB/H4/JSUl1NXVkZOTw+TJk0lKSsJul6+aQgghEpfX6yUQCJCSkoLT6URr3fnYkSNHCIVCTJ06laysLJKSklBKxTtkMY7ItyghhkFJSQkvvPAClZWVWJbV+bjL5SIQCHQ7fsOGDZ2/t9ls2O12HA4HBQUFrF+/Xnb8EkIIETfhcJj333+fTZs20dra2vm4YRg4HI4e89qZnE4nNpsNl8vFkiVLWLNmjRTyhBBCxE1TUxOvvvoqBw4cIBQKdT7ucDgwTbNL/+1shmFgt9ux2+2kpaXxgQ98gBkzZoxE2GIcUlpr3d9BslW4EH3z+XwcPnyYiooK9u/fT0tLS0zPn5uby+c//3m5oyOiIm12/+QzEqJvlZWVFBcXc/LkSQ4dOtRn52UwrrzySlatWhXTc4qxSdrr/slnJETfTNPk6NGjlJeXc+TIEcrLy2N6fsMw+OpXv0pKSkpMzyvGpoG02VKwE2KAtNZorWlpacE0TbZu3cqWLVswTXPYrz1r1iyuueYaMjMzh/1aYvSSNrt/8hkJcZplWZimSUtLC36/nxdeeIGSkpJhv67T6WTVqlWsXbsWm8027NcTo5O01/2Tz0iIrizLwu/34/f7KS0t5cUXX8Tr9Q77dSdMmMCVV14pI+5En6RgJ8QwOHToEG+//TanTp2KdyisXr2aD3zgA/EOQyQoabP7J5+RGO8CgQBbtmxh69atnWutxovNZuNTn/oUBQUFcY1DJCZpr/snn5EQUF1dzTvvvMOePXtGZCBFX/Ly8rjrrrvkZpTo0UDabNklVogovPHGG/z5z39OiGIdwNtvv827774b7zCEEEKMQn6/n4ceeohXX3017sU6iExVuv/++/tdC08IIYToyYkTJ7j//vvZtWtX3It1AFVVVfz+97+PdxhiDJAVf8W4EgqFCAaDeDweDKPnenU4HObAgQOUlZVhGAbp6em88cYbIxtoFF588UWWLl2Kx+OJdyhCCCHiQGuN3+9HKdXnLuPNzc3s3r2b5uZmUlJSqK2tpbq6egQjjc6DDz7IZz7zGRmRIIQQ45Rpmvj9fpxOJw6Ho8djtNaUlJRw6NAhwuEwEyZM4OWXXyYcDo9wtH2rrKxk//79zJs3T9YhF4MmU2LFuLB//35eeeUV6uvrgci6OStWrGDNmjUkJSV1Hnfy5Ekef/xxfD5fZ0Ev1gttx5rNZsPtdpOVlcX06dNZvnw56enp8Q5LxJG02f2Tz0iMZqZp8tJLL7Fz587OUWnZ2dmsWbOGJUuWdHYMtNa88cYbbNy4EQClVOc6rInM6XSSnJxMbm4uCxYsYP78+b123MTYJ+11/+QzEqNdXV0dzz77LKdOnerse82dO5eLL76YiRMndh7n9Xr585//TGlp6ajpqymlcLlcZGRkUFBQwPLlyyksLJQi3jgma9gJ0U5rzdNPP83evXt7fD49PZ25c+dy4MAB/H4/oVAo4Tsy0ZDd98Y3abP7J5+RGK1aW1v57W9/i8/n6/H5+fPnY1kWJ0+eJBwOEwqFRjjC2PN4PNxxxx3k5ubGOxQRB9Je908+IzGa7dmzh6effrrH5wzDYOXKlRQXF9PQ0EA4HE6IKa9DNXPmTD72sY/1OuNLjG0DabNlSqwYdt6wSXkgRIrdIN/l7PZ8aWU1r770Gq3btjHvwF5yUlNIvuEGpn7oemoNO/+oaQQN6yekk2O3UV5eTigUIicnp98f8M2bN/darANoamrivffeG+pbTDgvvvgiWmsuuOCCeIcihBBjTlUgRFPYJN/lINXedfqm1pp3t+9mz5ubMPbuYdmRAzhXrGDiR25iwgWreK+xlR3NPvJcDq7LTcff1kZ1dTU2m438/Pw+R5JZlsVDDz3Ua7EOIiPKx5q2tjbuuece/vVf/5WUlJR4hyOEEGNK2NKc8gdRQJHHie2skV++QJANL75G+XtbyDt0gLn11djWX8vUm2/CkZ/PM9UN1AdNzk1PZnl6MjU1NbS0tJCSkkJubm6fI8mqqqp6LdZBJO9t3rw5Vm81YRw9epQHH3yQO++8U0baiT7JCDsxYJYVoK2tFKUMHq/18Led+8g7fpDclgaCThfe2QvxTJqMR8FbrUGOWArd3hAV6jBuwyDkcBIECASo1Ap6urugNZzRgCltMb+qhFWHd2HXFhrILijk9ptupMTu4rmaJrymycwkNysDLWx/522OHj3a7/vRQNBmx+9wUpecTorfxwRvU0w+q0SwZs0aLr30UkkG44i02f2Tz0icKRRqIBCowafS+OlxL0d27WB62QmSAn6asnIw5i3GnZFJWyjIqz6LehXJWTatmapMLJudgM2OBgLNzdS7Ty+10CWXnZXXXKEga4/sZEZNeeQBm51ly5Zx5VVXsqGuhe3NPgwFa9OTSTp2kLfffpuWlpZ+34+pFEGbnRZ3Ek2eZCY11OAJj/6RdgAul4vbbruNyZMnxzsUMUKkve6ffEbiTJH1TUsxLT97Axn8as9JOLiXKTXlGGjqimbgmTmHZJeTg74gW0KaUHteS9MWuUpjOhz4lYGhNfVeH36n68wLRHJZRxnhjByX19rIZfu3kuaP3FhypKTy4XXXkD19Jk9VNVDmD5LttHOF28bJbVvYtm1bv1NaNRA2DIJ2J/VJqViGYlJ9NWNltdMpU6bwsY99DJfL1f/BYkyQKbFiSI77Avx/xyt4oaaREOAE8t1OMP2sDf+FtdYGPHjRGvYfX01t2XSOZ+ezbepcGpLTunRGzu6ccPaP29lFpD46Nh2PJQX83PreS9jQWCiCdjsvzzuHiqw8AJxBP+ltXgqa6phXXkxaoPeRCAAWke2SO35tM+y4rPCY2kI5KSmJr33ta7KQ9zghbXb/5DMaP7TWvFzbxI+OlXO0LQhAqs0gx2HDHTrFuvAfWMRWDDShkIstO6/DG0pl16SZ7C+YStDhOvuEPecuON2B6S2P9fRaYEHZcdYc3R05BKhOzeDZxavRdgeW1qS1tZLq9zGzpowZ1WU4rJ6nA52ZYVX7nxXQ7HSTFvRH9XmNFqtWreLKK6+MdxhiBEh73T/5jMaXlrDJ70tquK+kmhbTwgAmOOy4bIqZgTdYp59ggi4FoKp+Cof2raE2KYOt0+ZRkjkBffZAiZ7y1tnFuI7nenrsrLymLIsPb3+DXG8zHaW4XZNmsmXGQhRgmGEyfC1k+lqYX17MxOZ6+hpWYKEw0J05zgKCdifucLDP1402X/jCF2Tph3FCCnZiUEyt+XVxFf9fcWX3J7VJKq3YCTObA9zKI1CXxLvH1vHcogtoTkrptSMyHDJbG7l52xtApBHfUzCNzTMWdo7kQymUtkDDZQe3MbOmrPtbgjHVyPfHMAy+8pWvkJqaGu9QxDCTNrt/8hmND3XBELftPs6OlrZuzzm1Hzd+PPi4iFdZx7Mc3n8B7xqreWPOcqz20QaDzmvR5sT2r2GX7t/K7NrISDsNvDhvJcUTCrp1nlL9Pq7btYnUQPf3NN7y2qxZs7jlllvkZtQYJ+11/+QzGj82NTTzsZ3HIzOVzpKkW3EQJJdqPsJjzA4d4d0tN/HK7JUcmzBp6BcfQF9PWRZ3bPoHjvZZUXXJqTy3aDVtLnfneZRloQ2DueXFXHRkZ0Lkr3jn0VtvvZVZs2bFMQIxEqRgJwYkZGm+e6SUP5TX0feA5DNozbz6w5QkT8brcqPVCI5Ha/+RtVkWSlu4Q8HTMfQw6kGhuXHbG2R7m0cuxgQ2e/Zsrr76ajIzM+Mdihgm0mb3Tz6jse1UW4CP7z7BAV/0o8oMHWb5iUO8P21+5IGRXkbAsrBZFjZt4Q4FaE7q+eaKsiwyfS3ctO31hOjcxJthGKxdu5Y1a9ZI4W6Mkva6f/IZjX1/q6zn64dKaLF66br3UEzLCdWQUd/G0QmTRz6naY2yNDZt4TAjSzK0Od09x6E1q47vY0lp16WM4l08i5eMjAzWr1/PzJkz4x2KGCYDabPH0qw/MQj7mlo59/m3+MvxEqyB7I6qFAey59Dq8oxssa792iiFabMRtjtodSehDVvPCUAp0LC3YPrIxpjADh8+zL333kt9fX28QxFCiJi7/+hJLnv5XY40DmwtUkvZ41esAzAMTLudoMNJs6f3jRW0YVCfkk55ek7Xx4c7vgRlWRZvvPEGjz/+eL/rIAkhxGjTGgrzode38K/v76U13MfuqD3krVpHbnyKde3xaJtB2G6nzeWhzeXpM46dk2ZinVWeG4/FOoDGxkb++Mc/smfPnniHIhKA7BI7jmitMUMWht2guriO1/74GCWHNnJ7ODICoSK3kHdXXMyxqfOiP2kibGTQTwzaMDiZnQdHRiieQQoTxj5C/ySDwSD33Xcfd911Fzk5Of2/QAghEpC2NOGwhTJgz6u7eev5xwlW7uOzaEzD4MDMxbxzzqU0pWVFd8JEyGnQbxzKsijNzKWwqXaEAhqcoAri0A7UCHS7Dh8+zOOPP86NN97Y5067QgiRyMxw5MZDwBdm42PPsvO9f3Chr4YLgdakVLYtOp/3F1+IFe2I4kTJa31RijaXm8akFLJ8/W+sFC8ajYWFgTEiee3pp5/GMAwWLFgw7NcSiUsKduNAOGiy67USdr56En+LidYhgi1Poc1K7Gfck8+rKefDG/7EKxeuZ8fC8+MYcezpBE5WGs3h9MM4LAdTW6ZijNDA12AwyG9+8xvuuusuCgoKRuSaQggRCw2VXra/eJKDmytBgxWuJNjyBGCiOL1swvwju5lx8hB/+tBdNGSMnYWcFYmd1wJGgPdz3ufc2nNReuTiPHToEPfffz933XWXFO2EEKPKse3VbH/pJNXFkYJVqO1tTP97nNmSJftaWPveK0wqP8nfrr41MsNoDLHOymuJNCW22l3NyZSTnFt77ohe98knn6SxsZHVq1eP6HVF4pApsWNcKGjyt//ezuZnjuNviQyjNgM70GYlZ0+gMdr/fOnbz5HSOobWe7MsJjbVdf5Rn/HrmZ9A0GYnYHf0Pq1oIFOGB+BQ+iH2Zu0lKZw0YsW6M91///3s3LmTKJazFEKIuKs80cTjP97CwXcjxTqtNSHvBsCkW17TFq5ggCs2/j0usQ4XyzDIa27o9rg+6/d+u4NQXx26jnY/hu2/qUzemvgW9a56nJYzZueNVk1NDffddx+VlT1soCWEEAnovb8fZ8P9ezuLdVa4BtP/XrfjFKDQTC85zILDO0c2yGHmCIfIaGvt8tjZxbqwMmizO7tNne1RDPNavaueTRM3YbfsZ+xVO3Jefvllnn/+efz+sbXbu4iOjLAb47a9UNzZ+EOkYxP276Sv1W6UhkUH3+fdcy4d/gBHgmFwKiuP5xaez4KKYorqKlFAm8OJOxTiRE4+OybPoiYtsglDapuXxWXHWFB2/HT5TGuW7tiBIxRix/LlhGN05z5oBDmQeaDz9x3DrEeU1jzzzDMcPnyYm266CZXAozaEEOObtjQv3r8XM3Q6h2mzAm31vianoS2Kyk+Q0VhLY8YYWAKgvRPy1szFlGbmsLD8BOk+Lwa6szi3c/Is9hVMw+90gdZMaqhmxanD5LffvNKAx+tjwf79tHnc7F+4MGbhlSaX0uRqQmkVn5wG1NXVcd999/HRj36UOXPmjPj1hRAiWpXHm3j/+eIuj5nB3bSPpe7lVYoVezazd+6KYY5uhGhN2LDxzJI1zK46xeyqUlxmiLBhw2GZ1Celsm3KHI7nFKANA0c4zNzKkyw/dQhP6PR+uVNOnGBCdQ3Hp0+jLoZL/uzN3AtA0BYckamw3WjNli1b2L9/P5///OdJSkoa+RhE3EjBbgwzTYs9b5ae9WgYdGuPx3dQwKJjFby7ov+tux1hzZSqECcmOjANEnadBNNmpyR7IiXZE0n3tTC7rJhTOfnk+JrZVzgdpU8vVN3iTuLtGYsoT8vmAwe2YgAen485h49wePYswvbY/bMpTyrHat+btySlhCJvUczOHbX2v7P9+/bx48OHueGGG5g3bwDrGAohxAgpOVBPa0Ogy2OWWdfL0V0tPF7BpuX9f4HPaDVJ9VmUTEjQKZVKgdb43B72FUxnX+EM8htqSPe14LBMSrPyaExKOb0hlFKUZeZSljmBy/dvZUZtOQqYcvIk006c4JXLL+txd8HBKk4pjox8VJrS5FImeyePfAen/f38+c9/pqCggI9+9KOkpva8664QQsTT3jfLuj0WyWt9DK5Ak1tfgytgEXD1c1NEaybXhmn2GDQlG4nZV1ORxSxq0zKpTc1gy7QFTK8qoS4lnTnVJbw3fSGWUmgj8l5Ddjt7C6ZxIiefD+14k+Rg5HvB0h07CbmcbD1vZcxC8xt+ajw1AFQmVRJWYex6hEso7X9nra2t/PSnP+WCCy7g8ssvxzBksuR4IH/LY1hbc5Cg7+zdhGxEsxpAltfG7LJQ7wdozZp9bXz1mQY+uqmVT7zWjCuksYctplaFmFkWRJndE42yNJktJlktJqq3bcmHWZMnha0zF1KVmcO+wsjusV12um3fhfbEhEL25k8DIGy3YynFqaLBF9R6ercBW6CzI1PpqaTJMbBdDWNKKcLhMH95/HHu+f0DNDQ0YJp97EYlhBAjrLa0+w0npaKbdrnqsIUt3HveSWmzuGVjC198rolPvN7CxXt8AKT6TGaVBymoCfY4xcYZ0uQ0m6S0jeAOpR0drvZfKzJzOVgwjT2TZ9GQnNZt93atIotevDZ3OT57pBAZdjoIOJ00ZmXFtAMXsAU6v2YcyjiEbv9vRJ3xfsrLy/n5z3/OG5s24fV6RzYOIYToR2VxY7fHFE76668pHFy+y9fnMTMqgpGc9loLd73UTH6DCVozsT7E7LIgnjazx7yW0maR02ziDI1g231GXgvbbBwunEZdehbvzFqCaRidxboO2jDwOt1snLmk87HW1FRKCyfFdDps0HZ6BF/YCHMw42DMzj1Y77zzDj/+yU84deoUwWCw/xeIUU1G2I1hNkf3eqxSBoZjJlboKL3fudHgnMXKI36OFDjQhjp99729AfzADh/nHQl0ppKCepN/ebYRwwKHBV6X4r+vzzjjlJrzDgc4/1AbaW2Rc7S6FFtmu3lnrjtyjZESbcdEa96fPo8sbzN+p4u8xcvxJSUNumPT06uSwklopTsPeDvvba4uvTo+w63pDIPqslL+v9/cQ4bDzjnnnMOaNWtwuVxxi0kIIaDnvGbYpxC5GdXHDQblxkUBC0qC7J3sxLJ3zWuukObjrzaT7ju9Ms6a/X5WHA3gCWoUsGWWi/Kc06PuUtosLt7jY9HJIPb2Wl1Jtp03F3o4MTEOo/P6y01KYRo2Hj/3Mj68/U2eXXUJU48ei3kYSeEkWh2taKVpdjZzOP0wc5riPy319Vde4dVXX6UwL48LL7yQhTGcBiyEEINl62GUlM05Cyt8vI9XKWzOOSw+GeSVJRYBhzrd0WjPa9MrQ9yy8fRNLndI88lXmgnawdM+JuOBD6TR5j591mmVIS7a28bkujAAYQP2Fjl5fXESrZ4RHOejVNeR373kN20YnMzJ5+1p85lWV8n/rb2cZcWHYhqKy3R12f3iUPohprZMJTmcHNf+mhkMcv//PowDzYIFC7jooovIzR07m2uJ06RgN4Z5UpzYnQbhYNe7/nb3uQRDx+i5YKdQtlzs9qnkNZp86uVm0LBjhouqDBvOkGZxcYCFJaFuTZQrfPr3LZ4zhlxrzbVbvCwp7noHICWguWRPG/n1YZ6+IKX/op3WKE3XAuJwUoqQYeeV+ediGQabZi3h5q2vRNZK6OfaZ+5q1NcOR/m+fOyWnbAKg4I2RxsnUk4wtXXkdovtiQLcZpg2M8zbb7/NsWPH+MQnPiFFOyFEXE1ZmMWmJ7o+pgw3NvdyTP/WXl9nd5+PpWzMrAhy5TYvx/Id7JviotWlyGq1uGhfGxne7stYJwVP58lmj4FhgWWLFOvueLmJFL/GdkYqLawLc+ubLfx1VTL7i/pvL5VuH3s2glOUAk43zy5dQ8DuYM+3/5OPbH+jzy7HQHfpm9Yyjaqkqs4/H8g4wLTmaTi0I+55zVQGlZWVPPXUU9TX17N27dq4xSOEEAA5RanUV3QdKWc4Z6P8m9FWM937awqwYXMtw7Dgqu1eZlSF2T7dxfE8B1pBUXWIi/b72zepOM2mTxfrIJLXOvLP/FMBPvyut8vV7BYsOhlkelWIBz+Q3nfRrr1vpiyNPrN4OFjRvlYp9k6ayZGJRVjKoOpwPjNqK/p9WbS5zWW5KPAVUJFUERlkoWB39m4uqLoguviGkU1beO1O9u3bx+HDh/nkJz9Jfn5+vMMSMSZTYsc4V1L3mqxhn4gj+TqgYxqRQcePgrJNxJnyYZRS2E1NXpNJfpPJNdt9fPK1Fm59q5VFJX1MlW2X7D9dJJxWFWZpcbBb0qD9z/PKQszta/ptu3OO+FlwMsAV273YTSKJQWs8AYskvzVsu7j6nS6CDid+p4ualIyoE0jHLrR9HW3XdpbULemyruzu7N00uBriM43oDBrw2xxoramsrOSdd96JWyxCCBHRc4tqd6/GcC454xiDjv30bO7zsLmWATC7LITThAWlIT7ydit3vNbCB7d4yfT2P501OaDR7d+aLtnt61asg9NfqtZv9eLoY/otWmMPWcwpCXLpLh/nHDm985thaVLaLBzDMBWp49NrdXkI2R00JKdF9Zqzd5/tS4GvgAltEzoPtAyLdya+g6WszjVb48VpmZ3jMF977TVqamriGo8QQiSldl/WQSkHzpSbUEZW+yOn+2ooF87UGzBskc3yFp8KkRzQrDng5+NvtPCJ11u4dJ8fm+6/IJUciPSf7GHN+q3eziudyaYh2a+5dHff029RiqKqIFOrQly9zUtu8+npts5QJK8Zw7QckjYM/E43QYeT47nRF6w6+mr9WdiwEJu2odorkRVJFRxIj2waGO+85gqH0FoTCoX4v//7v7jGIoaHjLAb4xwuW4+P25zTMRyfwQweRJs1gA2bYwbKXohSCguwmb1XdPtLAKn+yGYUp3LtLD/mxyQyYaknloIVR/0cmNzLOkRak91sooGWJBvnbfExrSrEnikulhQHyGmJNJT1yQab57jZNtMVm9EKWqPb17PrsK1oDkWN/X/B7+jgRBPF1Nap2LSNvZl78Tl8mIbJxvyNzGuYx8zmmUNe2FSjBzVkOzLKLlJI1VqzdetWLrroIlngVAgRN2ao5y/GShk4ky/Dcq/ACh5Aax9KpWJzzUMZkc0GbICtj+/V/bWSC04FeHWJB2dIs/BksFux7szzOMMwryTI7mm9j7JbfcDPjmlOZlWGWH3Ix6SaED63wdITAVzhSA45OtHBWws8lOXE5uuaPnt6kWFQnDGBaY3Vfb5O9fL7no9VXFB1AXsy93Ai9QSWYVHvrueVwldYWruUPH9eXKcRdfy1KaXYvn07V155ZdxiEUIIw6Z63BBW2dJwpv0TVvgkVqgYsDBs+RjOWShlRwMhW6S/1lsfqz9LTwR4aWkS80uCOMO9t+82DQtOBXlxmUXA2XM/QFmapccD/OO8FG5818uik0Henutmcq3JzMrIzKyAHXZMd/HWfA/+/jbLiEbHYI0z+mrF2QWYbO/3MxlIFkoNpXJJ+SXsyN5BracWgP1Z+2lyNrGofhHJZvLA4j7LUPpqtvYfnI4BFuXl5RQUFAwpHpFYpGA3xuUWpdFU40f3cEdDKQd216IeX9cxPmEo1m1tpdVjUFRr9tkEGRpymntZe8jSuEOam95uJd1n8ddVKQBMaLa4bE9bl9yW4bW4eruPgvowz65Mjk3R7qxzVGXm8NclF7K85Ah5LQ1dthLv9tIBXGaydzKTvJNocDYQtAVJCieRFup/5MNwO/M9+Hw+AoEAHo8nbvEIIca3tBwPdodBuJfCnWHLwPCs6vG5zkLNYK/dprllYwu5jWHs/dyStxRkt/SQ19o7FzPLQ1xw0M+MyhBH8iPr3S0qCXW50aOAGVUhpleFeOLCFI4WRLe5xkC9uHgVK4oPUtBUx8TmOmwxGK1u0zaW1i9lQcMC6l31AGQGM3FaQ38PHSPPB1v06+jEaa2pru67UCmEEMMte1JKr8O8lFLYHFOxOaZ2fw5wmIPPaQDLjgZIazWZVRHu91i7BWk+ixqn0XVpovacce0WL0tOhajN8NOcZDChyeTSvX4sTsfoCsPKIwFmlYf438vTaBtq0a6Hvp5ps/O/q9dxycFtZLZ5yfK1DO0a7dJCaVxUeRGt9lZaHa04LAdZgayY3oAabOHuTDU1NVKwG2OkYDfGLbqokCNbq/o/8CyxaHqyvZosb9/FOmifeunofpQzpFl6IsD5B/2kt0UGHF+7xdutQ9Oho8lfWhzk4CQnRwqH2DHopeBXnZHDhowclGUxq7qUC4/uxmn2n+j6vRyKrGBW/wcO4ryxYrdLkyGEiB+Hy8bcC/LZ91YZeoCzUGLREs6ojK6tVxBZBLxDe+cmq8Vi5RE/K44FMDTkN0aKeh157ewYDQ0W8MHNXn5xvQPTNgwj05Ri27R5bAM8QT/nFh9kfkVxTE7t0A7y/HkxOVcHhRrSchGnl1ZSsi6rECLuZiydwMbkwwR84ejmZ55hqBnBacHc8nDU5wmc1V9TWjOrPMSqg36KaiP58bLdbbQ4T7+Vs0tyho4MsrhkTxvPnzO0kWm9CdsdvLzwfAAmNNWz9shOcrzNMTl3SjiFlHBKTM51tlj02ZzO4bm5J+JHet9jXP7MDFZcNYVtG06eucnriImm2dHA3ildvzR/ekMjeU1Wt4JccrD/N2AqOOeof0AFuwmNYbJaLfwOxalcO1YUu9Zqw+BI3iQaklK5fudb2AfaexxlZs2ahcMRh50PhRDiDOdfP53yw400VHoTMqdBpENyYFJ7DtKa3CaTT7/U3H3NOw0FDf2MQgc8Ic280mC3XNkbm6kpqgnjDGvqUw1q0qP7utfmdLNx9lKCNjtLS49G9Zp4iEWnRmvNvHnzYhCNEEIMns1hcOWdC/nHb3ZFlucepnXeehNNa2oBFZk2mpNtna+5ZJePCw76u73eAlJ7n4AERKbYLj4R4OUlSYR6GLTRk5Q2i4L6MFpBabY96tF5NWkZPLNsLR/e/mbMRtvFWqwGVzgcDqZPnx6Tc4nEIQW7ceD8D84gZ3IqO14+RXVxbO4uxIoG2pywfUakE6IsTX6DycSmwRe/bBomNPUyxfYs9rDm4681U9BgErTD8TwHc0sNTkywc2hy/x0jrQxqUjM4kjeZeZUnBx1z+9mIzRiQ4bFmzZp4hyCEELiSHNzw9RXseOUUe98sw9/a/6ZFI0kDe6Y4aUg9vYLOimOBPte864+pIDeavKY1k2vDfGRTK0lBTX2yQVmOnYZkg71FTuqiLNxtmTaPuZUncYcT67ONpezsbCnYCSESwuR5Wdz0rXPYtuEkx7ZXD3gE+XBTwMaFp5fEURqWnAj0mL+ineTqsCDdZ1Gb3s9qc1pz1TYvK44HURpO5kZyWkWmjZ3T3Zj2vrOoVgamEclrV+3bEmV0vZ6NRO6rXXDBBTJyfAySgt04MXPFBGaumEBtaQuP/2hrvMPppIBHL07D5zZQlsZmwdXbvEM+b9DefSpST67c4SWvweSteW7enu8hdMbr3AEr6gVRN81czHvT5pPe1sr8imJmVpcOaB2ghrQT5HgLMU07ibh589KlSykqKop3GEIIAYDTY+e8a6ezcv003n3mGDtePBXvkDo1JRn849zINJ+Om1DLjgeGdE7FWXmtF4aGj2xqxVLw2JoUjp2x7p3SGmfIIujoP8dYyuBP512BwzQpbKhmUflxJrQ0Rh2vhYWVfRh73VwStYNz4403yjIPQoiEkTMplSvvXEgoZPLINzbh9/W/rNBIeW+WK7KOanuf6rJdbaQEhj4SMNRfE6w106pCrDge5MQEO8+dk0xTyukCnzOkMS0N/cyM0sqgODuf/73gatyhELOrSphfcaLPtcjP5rU1k+UOEvBmkYh9teTkZC666KJ4hyGGQeL9tIlhlTMpldkrY7uezGBpoMmjqMmMtNZTasJ84tVm8huiGx3XG0vB/jN3nO2lWDezLMiSE0HeWOThjcVJXYp10L5OQzRFN6UwbTb8ThfVaZm8PncFzy9aRVhF98+rJKmEhfPeYfHS58nOLmXAC1iMAOnUCCESkVKKVR+cgRHllJrhZgF7pjoxbQp7WHPOsQC3v9GMfYijJQwNByf1s8yD1nzkrVZsluaRS9M4MbHrEgZaqaiKfh1Cdgc+l5ujEybx12UXsS9/6ulz9fPafQVvctH8rcydtxGPpynqa46kYDD6jpoQQowUh8PGtV9aFu8wutgxww1E1p67fnMr5x/2D+l8FlCZbqMpqe++kjuo+dC7Xk7m2vnz2lSakrseH3Sofot1nZQi4HDRlJTC+1Pn8sQ5l9LoiW4tOp/NR3j+BpYteYnCSQcwjKGvXR4z7X1Vy7IwDCntjEXSCx+HLvmnuRzeWhX3ulDH7kafeKWZtDaLdN/Qx39bKjIKYdtMd7/HXrKnDa9b8e68no/VxsAX/dPtRbryjFy2TZ3LeSf29zm2QKOpydvNdJcFrhbmL3iTo0fPoaJ8DolUT/f7h5aYhRBiuCiluOrTC3nut3viPhpBAXNKg0yvDJHTbOKKwXd6S8GhAgd1aX1PG3IGNdMrQ7w/20V9qtHzzapod08/4zjd3gF4a9YS8prr+124u8HZwMzcSjSQm3uSnJyTvLf5RkKhxNphXDo2QohElTc1jcJZ6ZQdaYp7XjOBa7d6cYQ1E5piM+rPoH2KbT85af7JAElBzStLktp3ZorNp6GVwm93smHBSm5+/7V+39PRtCN8LDWI3aaZPn07mZll7N1zRUxiGbL2zyQcTqAioogp+bYyDtntNtZ9blG8wwAgKaiZXBcecrGuo6zmdSkevTiVVk8/P9pas2OGi31F/czzH2Ri0Eqxr2Aa4fYOQW9jBlscLaR7Wrs8VlBwiET7p7lv3z5aWhJzoVYhhJi2OJe8qSnxvg+FAiY0WxTWD61Yp4mMQAA4OtHB/53f/yiAoMugNMfOzmn95LVB7tShtGZvQf+LWZcnlZPv0J1ZTCnILzjE6XeUGF588cV4hyCEEL1a/89L416sA7ABk+rC5MWgWGcRWZP1+RVJHOpv1DhweLKL2lSDyiw7OkbFug7aMGhMTqM8PQcNhFC9foeoSi0l0647u4UZGVW43c0kUl4LhULs3r073mGIYZBYVQExYqYsysER5fpso0GbA/66Kplfr8+gMiuKgaNKUZ5lx+tWqGHq4QXtDuo9qQRtdkL2nndXNZVJUHdNQElJLUyavLf9T/0Ep/WIbP2rteaxxx4b9usIIcRgXXLb/ITo3MTKqVw7v/9AGo+vTe22ZEOPtKYqw0aru5fRdR0GeyPKMCjPjHRsKlIzez0ubIQJ6q7dmMLCg3g8LfTbudEarJHpAJWWlrJ///4RuZYQQgyUw2lj7gUT4x1GTG2a7+aX12VENRMKoNVjUJ/Sz6YUQ6Asi8r0LBRQk57Va68rQJgzN+9VCmbOeq/9T1H0w0Yorz3zzDOEQmN3s6jxauxUbMSAKKVY/ZFZ8Q4jJjSRtX32FbmwbFF2RLRGaU2Ly8Aaxh5eyG7n70supDYlvcduSnI4mWN+G4GzniwoOIBS/QzP0Jq5Bw5y1QsbcLe1xSzm3lRUVNDY2Djs1xFCiMHImZRCWm5iTbscLAVsXOCJ7gZU54sUNktjDuM3O6U1p7LyeH3eil5Lb2nBNPa02TgzHdvtIQoKDtLn1872vHz5K6+ydMeOEbkZ9eyzzw77NYQQYrBWru9/VPNooInMgto4343PPbAkpYdz7Hx7nnpz1hJO5BT0etMvNZjB/jYb5hmhZGZWkpJS3/f5tSatsYkP/u0ZJlRVxSTkvliWxcaNG4f9OmJkScFuHFuwupDJ83u/Sz5aKGDX9IFvYV1UE2bv1P6HYw+WzTT5x+ILqEvNYH/BtB7/sTktJ3ktRbze4ujSN6mqnIXWBr2ufqc1GQ0NLNqzh9SWlhHr3Gzfvn3YryGEEIN187fPxRjAxgqJKmiDkxMGtsyw0prqdFtkw6ThoDVBm4MXFp5PiyeFk9kTeyzaTfZOZp/XSXVIdXZutIaysnn0ORJBKZbu2El2fT2zDh8hv7x8ON5FF21tbdTU1Az7dYQQYjBSs9x84I758Q5jyBRwNN+Btg2g9KA1U6pCvLQiedj6OFoZ7C6cwYGCaRzOm4yljB6z1PSW6bzSYkdB50i71pYsWltz6GsXdMM0ueiNN3CEQqzc/B4O/9B2jI/Gjh07hv0aYmRJwW6cu+5Ly1hxzZR4hzFkqT4r+sa8/bgTE+yR6bAxXhOhg2mzoY3IMO7irIn4bY4ek8CihkVsrEtlU2ukc2ZqqK2dTF8JAKUI2x2EHA42rl3D5gsuiP0b6MGBAwdG5DpCCDEYTo+dT/18DRl50U23SWS2gcyg0RrDhF3T3cOT07QGpWhznT7/gYlTUHQvwdm1nRU1K/lttYvqUORYb1sqfn8afeY1yyLssFOdm8uz111LRWHhiNyIqqioGPZrCCHEYM1eOZEPfi2xdo0dDJs5wPZcKVrciqZk2/DlNSDgjAz6CDicnMqc0GOWmuSdRKi+iEdqnYTbVyOqrSukv2UeLLsd02Zj38KFPHftekKu4Rso0qG1tbX/g8SoIgU7wfnXzWDGstx4hzEk5x0JDGz3O6UiC5hGuxX4EE2rq8BthnpMAm7TzSXll7Hz5Dz+syyZV5vteE07fXZsANNuY+NFa6nOy4s8MEyFxw4aTU1NDabZ2xYaQggRf06XnVt/MDI3MYaL04RlxwMoK8oOjlKYNqJb624wesgvCyqKe90FvdBXyOKyi/nfE0X8rsbFjtae13HtcgnAm5TEmxdfhN/l6vW6sfbee+/1f5AQQsRR4axMPjTKi3Zzy0J4AgMYYAHUp9mG78bNWfnFFQxQ1NDztFWF4rya89Bly/nJqSz+1uigNBDdKPjDc2azf+GCyI7rI5DTAEpKSkbkOmJkDGy+hRizLrhxJsd2jN5pIZNrw6zZ6+OthUnxDqVHaW2tWPReIXdbbpbWL8WqX0zAFsAyXX1W05VlkeTzUZeTE9X1AzYHhydOpiIti+SAnwxfC1PqKkkJRT80W7V3yw4ePMiCBQuifp0QQsRD0YJMTu1riHcYg3bpLh8lOXaqMqIcXTBCHQEAtCa7tanPPJXrzyXXn0uoOkSbCuNGd+aRHk9pGDSlp0d2AjT6v59cn5TK/vypBOwOkgNt5DU3MLmhGrse2OLeZWVlBINBnM7hH/kghBCDlT8zA2XAAJu4hGG34IZNLfz54jTMaPeRUGpERloDeEIBVB/XUihmNc9iZvNMAkaAoLbh6Gfsky0U4vj06NYhtFCczM7jaG4hznCYNL+PwsZqJrQ2Deh9ALz99tvccsstA36dSEwywk4AkJbtITlz4OvAJZKL9/lJ87aP/urYPbWvRn6kkoDW7Jo8B7+t/+KagYHH9PTZqYFIx8YWDqOi2HWoKjWTJ1dcjN0Mc9nB7aw+vpcFlSexoalNTov6bXSebwQWTRVCiKG64s6F8Q5hSJwmXPtey+kHoslXI9SxURpen70aZfV/39ehHXisvvOasixcfj912dmRUQj92FY0hzdnL2NmdSmXHdrO+cUHmFZfSWNSCj7HwAtvTU0D7xAJIcRIUkqx4qrRvYzR1FqThcX+rg/2l7dG6GZUY3IaR7MX9rvpq0Lhttw4dN8jx5VlMaGmBsvef54M2B38bemFVGTksPrYXi46uotlpUfI9jZTkZo54G03pK82tkjBTnT68L8uj3cIg6bb/9c5HUid9WtvRiIJKIUGjmavIGxO4VDeZI5MmITPMYgCaXuBbtbhwwScrn47Nn67gxfnn8vV+zYzp7IE2xm35TyhINneZkJRdI7OZAzweCGEiAeXxzGq12hV0HUKTbTf2EegaKcNRVl2KqHQeVQlF3Awr4iTWXmY0ebUM2JUloVhWSzavTuqkXVHcwspzczlul1vMaGl6wjKLG8z7lBwwJ0bexQdKiGEiLeV107Hndz/EgOJKpLXzsoT0eSNkRpgUTQNT/N8juYUcihvcp8DG3T7fz2dB61Jb2rC4/NFFfurc1cwq6aMC47tJemM2U82rclraSRki3ZIYoQayRH3YtjJNxTRKS3bw/ovLuYfv9kd71AGrGPh6yUnAmye6+lcILtPHQ3oCDRq2lCcmGDnkt1T+Ns56dS1r8lgs0zml51geclhPOFQ5/G9jUTIamggubWVY9OnR+7Y9PM+D00sYnZ1KZnelh6r8wpwRDFK70xTp04d0PFCCBEv5183g/oyLyd21cY7lEHJbzBJ9Vm0JBn9LWsaMcLTYk/lJFFUM4e/rUjrHLWeEvBx7omDzKou6cw7HZ2aztzWHqdhmhSUltHm8fD+ypX95jQN7Jg8i8sOvo/SulteM4i+rtlBKUVGRsYAXyWEECNPKcXtP17Fw9/YRCgw+ubGamDp8SC7pw1gY6ho+nSxoBR1aTYMM5dmRxFbZkdiVNpiUn0NK0/sJ9d7ejR2b301d1sbeZVVVOVN4PjMmf1etiEphRZ3EovLjvf4vIHGaZq9rhnbE8lpY4sMlRFdTFmYw83fPRdjYIX8hKAVTGgawIYI7ZtPjJSqDDs/uTETr+t0hyXN72NBRTGecKhLJ6OnOzbKNFGWpmTKlNPDq/uJ/1RWHvPLT0TdwEfD6/XG8GxCCDG8rvncYs774LR4hzEoCshtTtyNfl5ZksTDl6XhDJ++ATalrorpteWdN9K6FevO4GprozY3h/qc7M7X98XvcGJoTZavtdcvsIroOjUdWVZrTTgcjuIVQggRf063nU/+dA3Zk5LjHcqAKSCvva+m9MA2oBgpv7gug11TnZ2x2SyLeRUnyPU2RXVDKNnr5dTUKfg9nqiuV5I5gXkVxVj95L+B9OV0An6uYvCkYCe6ySlM5bO/uYSCWenxDmVANBC2KZS2yG1pxGYm0BdwrbFsCtOm8DsjTa6yLK7c+x5pfl/kz729tON/Nht1udFtMtHBUgYpAX9MC3bV1dUxPJsQQgy/c66axj/9eBXGKJxXEDIiX7xnVpdGHkiUL+JKYdkUYbsi2L4cRYa3mQuP7sZhmZ2FM9X+X4czx4S0paTgT0qKat06AKv9RldMwj/j9y0tLb0eJ4QQicbhsnHLd85j9U39j+BKNGFbpFhnN03ymur6f8FIDa5on8pq2RQBp9H52DnFB5haF1kTrr++GkBdbm4kp0WZ17QySPX7+tzwYqCam5tjdi4Rf1KwEz1SSvGhr61gzUdmxTuUqNk0nMyxs/79Cm7bWMa179eR2xiOf+fm7KHc7b/XSrFl2nyMnkbTtaeENruj/c+Dk9dcTzDGa/M0NjbG9HxxozUEWiDk7/9YIcSol5rt4VM/W8uk+ZnxDiVqPqfCYYb5+OvHuW5LI+ccbsMVtMAaobzWW/48+/H2vNaYnEZx9sQ+T2mpwX/19AQDPa8ZJCLMMPibwErcUZlCiNhZelkRN3xjBQ7P6OjSmwoOFjpYdbCeu145xjXbW5hZHux/o8BY6u06Z8+8av/9jqI5WGevu9dxKjQm0Y/s7kluSwMBhxMdw+EVfv8Y6tuE/JH+Wrz783E0Cu81i5G0+NLJzFtdwJ9/sJmW+kD/L4gTTSQJfOg9L+AGJrLQq1hU3ExFho1HLkkl5IxTMuvtzpBSnMjNx3vMRXKw58/WFQ4NqfmeX1HM4bzJLCw70WNhcDCczoHvwBd3bQ3QVBrpxBx4Drb+Hu1v6PxsO9eFMJwwZTWc/1mYdUXUd8eEEKOD023n+i8to7q4mSd/8n68w+mXI6y5daMfTRqQxlU7fFy1o4135rh5bWlS/ALrJa8py2Jv4XSm1VX2+lK7Hvy6SwaQ29KIz+EkKRQc9HnONiqnxDYUg78lUqB75zdw9GW0DndORYb2vObJhgUfgvM/BzmjbzSOEKJvE6el8+mfX8TrfzrAgbd7b3vjTRPZYXz5sSAGBpocMlF8tKYVvwP+vCaV0twR2FDj7PzV1xp5ShFwODmWW8icqpLuT6M6104dbH8tv6mOQ3mTmVt5apBnGCPCAag/DlYYKvbCpv+GusOdT3f5jLPnwbmfgGW3gis1DsGOLCnYiX45XDbOu246rzx8IN6h9EoBdn3mn043m/mNJje828pf1qaO7ILcUdDKoC4lneT6nqeZDrVclOb3kRT0E7LbcYTDMSnapaSkDPkcw6pqH2y+F8p3QFsTNJfRdRJWhOrp91YQTrwe+R+AIznyM5M2CeZeDbOvgbwF4Bp964YIIU6bMDWNSXMzKT3Y0P/BceRob7rUWdnggkN+Tk2wc7RgmG+gDDBnasOgOrX3EYxD6dR0WFx2jH3501hc3vMC3YOR0LvEmmE49Dy8/xC0VEBrNbTV93ioOutXANrq4P0HIv9TDrA7we6GiQtg7nUw4zLILAJbAn8GQog+KUNx3nUzErpg19E70+2Z4My85g7Bxza28Mv1GQRdI3yzvJ88Z1gW1amZPRbsYOg5TQFLSo5SkZZFXnNDt77aYPJmwvfVvLWRnHbohfa+WimYfQ8M6vIZ1B2ADd+I/M/uAWWAJwumr4W562HySkjKTrh+/2BJdhZRmbkij+0vnaK+fHRuODCzMszEhjAF9SbTK0NMbAjjCGsaUm1sn+Fmb5ETyxaff9TGME9tmllTTm1yGh4jSHLQj8WZSXPgSWDWrASbJl13LNLoH38Lag+BGcNh4KH2n/fag7S+WcW+FypoNAtwelzMWJTK5HlZqNxZkc5P9gxwRLfArBAi/s67bjrlh7djjdT00hhbu6+NFo/BvJIgRTUhMlssMOBkroOts9yU5cTnK57Rx7SVWGRZm9YsLD9BZVoWOa2N2CwLjUJ1bm4xMFlZWWRmJtA0acuCY6/BjkehfCc0nRzSVKAug0d0CEIhCHnRxzdSdrCWo/6jBHQKaTku5q/MIn3SBMicAs4UyJo+Zjo8Qox1yekullw+mV2v9FxYShS97a7qDMOyEwEaUgxml4corAuT5Lfwuwz2FbnYNtOF1z3yM180YAxhZHg0stpaaQ27aEhKIcvXcvq6DDynKaWYP39+rEMcGn8T7PoL7P87VO0Hf883nQYl3Bb5NeQltP0JDr9TTXnwPbA5KZjmYdaKbJx508CTDmmFkDyw9eATgRTsRFRsDoPrv7yMlx7YS9nhxniHMyiferml27DlpDqTyXVelp4I8NjaVML2kf1iajfD5DXHsNHqRY739OKjZ6a6gbxbpRRTpkyhoKAgZnEN2fZH4e//DMO8ppHWCocKcMy/ikZzEvgt9m+0M+Gdw1ybdR1uo5dCtjMD1v0MZlwEnkywjcBQfyFEVCZOT2fdFxbzysP7aWsJxTucAVFAYb3JXS81d7vxMv9UkEWngry4LIkts90jG5e2KOpjOmysGGgmnpE71RBywIUXXohKlKJUOABP/BMc3hCzU/b+1hSmdnOg7WI0DijVbC+1cW7ynzk35YneX5e3FG74HaRMiOS1RPnshBBc8OGZKAW7Xi1Fj8KbUZftbsN2VtgpQYs1+9s494ifP1yaSk36yJYvtGFQ1MtMqFhKCQVICZ0eZTbYltXhcLB8+fLYBBULVfvgkevAVzusl9EaHEaIiuBcjvgvBODwXoN393lZn/lVJjqP9PJKO5z7KVj7NXClgDPxZlEpHcW+v83NzaSnp9PU1ERaWtpIxCUSWG1pK8d3VnP0/WoaKmOzW9tw628kmQVsneXipeUj+I9Ua2ZWl3LpwW2jYveX/Px8brvtNpKTE6QhK30fHric4S7WdbC0QUlgMbt965nreY00WxXJtnqSjUaUijKGCfMjQ7WX/xNkTB62WKXN7p98RqKDaVqc3FNLycEGDr1bQSgwvHfSo6Xbx40NxUOXpY3sSDutuX7HRvJaGmO2bupwWrt2LZdcckniFOw2fBs23zOil3yt6XM4VJCprq14jEZSbHW934Q6m90DU1bBoo/Agg8O2yhzaa/7J5+ROFNbS5Aj26o4ta+ek3ui2Il1BEST0/rqr1kKmpIMfrMufURvFLiDAT7+7gvQR2yJwuFwcPvtt1NUVBTvUCJCfvjVEmgdmanaWkMYJ8/U/ztz3BvJcRwl2WggxVaPTUW5Vm1qPsy8HJbdHplaO0w/awNps6VgJwYt6A/zx++8S1tr/EcmxKJjE7LBf1+XQXC4N6don5+S3mpiKYsFlYeYX1GM00zcRa+VUnz3u9/FSKRNGB68Eko2j+glO6YWnf3roCz6CHzw3mFZN0ja7P7JZyR6cmJXDc/fuyfeYXTuhDqUvKaBvUUOnlk1Agsyt3+VnNhgEnJ4WVm8n6L6qoTu3MyaNYtbb7013mGc1lIF/z0Xhnnq1ZksrdqnXbX/vA3lL8yww43/C/Ovi0lsZ5L2un/yGYnebLh/D8d21IzI/e2++mOxyGsAj61J4Vi+Y3iLdu1f8J0hizSvRZa/nBUnD5HuT+yloT7zmc+Qn58f7zBOe+sX8OrdI3rJmPbVMqbAHS9CWuw/04G02TIlVgya023n+q8s48mfvI8Ziu+IhMjqNUMr2jlMWHgqyPYZrmFJAq6gRXaLSW6TxZITAYpqw1gKdk2byh9XziU16OXy/VvJbGvt91yxWLh7INLTjcQq1r37W0IlW9HKxovZF/JK9ipCys6i1sPcXLmBrHBz/+cYhI4fi7N/HZQ9T8Cep+ED34dV/yw70gqRAKYtyeXCj8xi0xO9TZ0YWUPJawqYVxriH2FN2Maw5LU0r0lmq0VRTZhlx/2kt2m8LsWLy5bzxhxNbnM91+zb0u95zuxHjlRumz9/+EY5D1ioDR5ej1c58dnd/GXi1exPnonbCnBl3dtcXrcZO2bML2tEOzo8GlYYnrgd0ovgw7+HKefH7txCiEG79J/m0VTTRm1J//2LoeovXw21WKeB8w/5OTZMGy4ZpiarxSS71WJuaZB5JUEcFpRmpfO38y9BGz6WlB5lfkLu6KrJy8uLdxCnlW2HV39IUNnZlzKTpyZcQZ0zg/xANbdUvsAc38lhuWxM+2qNJyM30ubfAOv/G5IyhhreoMgIOzFkFcca+et/bY93GDEZZRc24NGLUynNsce0c5PuNfn0i824whrjrH9xFnC40MGTFyRzzslDLCw7hjvcPtouIYYnaJYv38q11/4DpRKgqNR4Cv8vV1DqmcBti35KsacQmxVGK4VG4dBhfnvg31lfuzHekQ6MKw2u+gksuimyi98QSJvdP/mMRF823L+HY9tr4h1GTJRl2XjkkjTMGBftlh7zc+373ZfF6Lih9NQFKRzL01x6eAdFdZWR3JcQOQ3A5NZbU5g16xvxDiRi0y8pfes3vJO+jK/O+QaWiqy4a2hN2LAzy1vM47v/lYJgYv9MdvsrnrgErvsNFCwe0nmlve6ffEaiL6Zpcf+X3sCKfd0/arEaYQfw5gI3GxcmDfk8Z1KW5rY3WiiqDXfrq5kKfC7F/VekkeOrYdXxvWR62wugCZLXsrJP8slPfoPUlLnxDiUyrO23qyhubuDfp3+W5yZcgt0KYymF0hrTsHNH2V/50dFfx3z5jCGNqOvrvIBSNjjnTrj4G5CcPaTzDaTNToDetxjt8mdkMGle/HdYi0UCsFtw2xstTKuK7fTUVQf9OHsq1inwuhVTqyM72L4/dS5bJ19OcvPsyAFnt2F9tGnDNdLd7W4mOeUQgeDwL7jaLzMMT3+aFruHjy76GSWuyJ0k07BjKRtaGYSUnc/Mv5udKXO6vVzryAYSiaLL31mgGf7v8/CjXPifcyAw/HdChRA9u/CmWRi2eEcRG4X1Jp95sQlnKHZZwmZqLt/d1uNzITs0eRQX7/YRtDt4ad551NrX4gxkRRq9M8OIyzJ3mjlzN9LUvC0eF++upRL9+o857pnEv8z9FmFlw1IGlrIRNiITYY57JnHz4p9h9vC1XWs1lE1kY6pj9/lOlbvg/jVwdzq8/P04RSWEsNkM1n60+/fikaTa/4uFtfv8XL4jttNTZ1SGmFrTvVinAb9ToRWcezTAqaw8Xp57Cc7W5SjLMaC+WhRPD5LFvHlv0dQU/wE0ALz7G5rqT3Lv5I/yQu5FAITb+2pme157qOBD/E9Rz8tSDKWvFutiXcfflwLQJmz9Hfq/psO/50HpyHyPkCmxIibWfW4xz927i9IDjfEOZcjsFiw77ufExBjt6Kk1S04Euux6FLTDpnkets1w4XdFvoBntpjkNZp8aLMPmIjddONLPkXI1QiAsuw4AhkEPT3vsqOAozn5TK+tiGEl3mL5iuci51dxaC7CQTjwdzj6amT3vLKt0HiKl/OuosTT83oCWhlghbl38s387sAPAagJTWe794Oc8J+HiZMMWymLkp5nvuclbMrst3Efrrs1EBlh2e3vq+4I/GchfPUwpCXQ8HYhxomUTDcf+fZKnvzJVswYFrriJbvVYkptmCMxmkY0vTKEJ9j1c6lKt7FxgYdDkxxopbCZmuSg5vwDPuaVgmIBbUlltCWXYdkiO+HZQykAhJ0936DwK4OGlHQmtjTEqJunSUmpZsKEUpQqjMkZB6ylEnY8CtUHwQzAoQ1ghbh30kcxsDB7yLWmYedI8lRezT6fK+reQWvFIf/F7PKuozY8DQOLItcOliU/Q4Fzfxze1Gm9/j29/Us4+Dz889YRjEYI0WHBhYWEAiZvP3k03qEMmQLOORrglWWx2whvUXEAU9HZX9PA7qlO3pnrprZ9Z9pUn4nd1Nz2WjMpgRRoW4Yv5RR+TxUoDVrh9GcRdDWC0X04owaKM3LJb23EHY7dGvDz5r2BYWiMePTVtIbSrbD7CWirj6zHenITfkcGf8xf3z5ivAdKcc/kW/hMyRO4dZA2K42d3uvY77scv07HpVqY53mVpcl/J9nW0ONlR2LvEQWYKGxnlFoVgOmHBy6Fa34OK+8c1hikYCdiwu60cf2/LOfFB/Zw9P3EnrLRHwWk+ayYtQQ2C5xntNlBOzxySRpVGTa0cfr8DSmRBm3nVCfLioM4gxk4gxloZaIxUdqBQlHv2Ipp7zqywQIsZTCztmLAd24yM8tobs7FNLt35GbOfBebzSIpaSZOx9CG/g5YzWF49IPQXAbK1r4Qd+Td+Wwe1le/zqvZq2izubu91DTsvJCzBoAT/nPY0PiN9oEdkSav0SzgrZY7KQ6cy7rM/8BG7yMqo/0xqLEZPJqWRoplcYXXx9Rw/6M0+z3tL+fDt8vB7uo/ACFETGUXpnDnL9by4FfeIhzndVpjwTB1zPJaUqBrpinJsfPHi1MxFej285s2hdeAzXM9zC8NkeGzSPJNwuMrRKswoFDahmn30pC9vVuDaAGGYZDf0jCgvKaUSXp6FY2N+XQ9qQZM5i/YBBhkZ60Z8Psesm0Pw3Nfi+QzDZF3GekMTApUsqz5IO+nLejx78huhdmQvZoP1L7Lq01f5JD/UsAEDCwMTgaWUxw4h4tTf8uC5FdiEu6bHjfb3G6KwiGubvWRHMVQvj5nPtcdhj/fCh/9U0ziE0IMzNLLikjNcrHhd/viHcqQGZqYVm2S/brL4IpXF3t4d56HM4cwt3gifbWXlyVxw7telHaT2jyblOaZaCOMsuyAwpt6nLbksm7XUEBRUy2G1gNYj9wiObkB03Tg93efOpmWVkl2ThmgyMxcNYB3HAOhNnjyE3B4Q2TjIcuiI68dSJ7BDdWv8FbmcipcE3p8ebM9lffTF7C07hRP1f0En5WJJjK9IaBT2eW7lkP+i7gh69uk27vuNHv2X3vHX1N/Pw6/yUjDUopz2/yc5w9ENcilz2m7z38Nis6HiQujONPgyJRYEVOrb5iFOyVGI9PiqKDOZEFxMPKHIc41MQ3+f/bOOz6O6mrYz53ZvqveJcuS3HvFHUzvhBZqCCQBkpAG6cmbStpHEhLS3jc9pBBCKKGF3o0Bg3Hv3VbvXdt35n5/rCRbVi+rlaz7/H5CaOeWM2PpnjnnnnsOfuvx1eOdWc5uzjqgc4V5/jQ3Ptvxa0LqaNLWXljDxBbI6NLNJLrga+2V5QautkxsNi+z57zOipWPkZbWNYFqVtZBcnKPAJKCgo8jRrGEOiEv/OPyaCQCREOQT1gsb6t4gj/vvZsdG67itrLHevw3CgsLAdPFS01fwkTrdNZF0QCN0tBCtvsu61OUgdx2BHjB5eKBRA9Petx8ISud76SlEhxA376aSDMCf7koGmmoUChGHYtF56yb4nuMaCSQwOm7fXh8I+N4bHEdf32UwBMr3FFnXQ96zWcXvLjkeK4hgUCTVjRpQSCwRDxoRteNlw69Zmmvnj5w7SPJzd3H/AWvsmTJM9hsvs7PQTJ/wavY7QF03UFu7rUDv+GR4OAr8N+7osUZ5HGjBsCC5KcH7+OZbZ9h3aaPMq/1QLfuUkBQs3EwcHq7sw7g+LntDiNnXeunaIlkdOs/FP6YnMjDCR4eSEjglpxM/uty9tun33+r/c9EHZcKhSIuTFmYSf6c1DGTe22o6BLO3epFmHLYthpAs1vDaH8m5al61FkHXQ0BIUAI9k62syf/eKCDQEMzbYh214rd39VBdaJ0upQIBvr4o2696dPfY9nyp5gy5f0TRpPY7a3MX/AKQuhkpJ+P0znKxZT++3k4+FL0/80IJ+q1M5s28+v997Dp3ev4370/xGX0nEYjqNl4vflTXZx1HUh0AmYirzTfOSBx+rLZTKBc1/lLUiJPeNzcm5bCx7IzKLX0H7/W77/VH86EhqMDknEoKIedYkTxpDj44FeWklU0vhPe+mxw1UYvl7/TNvydGyHYOtWOKaI56zZPtXc3ak5oa2qwo7DniCpTCKS0dln4692JUYddv4LIE75LLNYQ8+a/hq5LNM1g9pw38XjqAMnkgq3MmBE9tjJ58sfJyf7gQO92ZNj5KLRWtjvqutPx9BIMHz86/Bs+Xv5Y1+vSZKb3GAf9ZxLBTl9PZ4f30mHreQtQbrXwSEU1z5VX8kR5Fd+sb2C7bXjHzwRA5RbY+o/hCahQKIbMzJU5nPfR2eN6M0oAzjB85rlmcmuHfwznWKaFFodAAkezLDR7etiEakdqggO5VlqcvevSkHbcYRfRNJpcCchO06cvOhbvqJGQklpOYdE2AJyuZubNfwUwESLCwkUvkpxch647WLjgz9hs6QO51ZFj/c+i0eK90PF0pvpKeHL7nUz1dd1Ek2jMaTvMdt9liF4rxkazyO3xXzAsUSPAAYuFc7x+Xikt56mKKv5TUc3SYIhD1hE4nPPMF6FtfJ/GUCjGK0ITXHLHfGavzhmVI4WxZPXBEHc93cRIFLzeXmTvjLDbPNWBZvY+qDAlm6b1bKsJBEJaCJ+QCLfV5uzy88CI6rXpMzaQkFgPQG7ePvLzdwGQlFzBkqXPoWmSxMS5zJ79k0GOP0yay2DHw+0bUN3p+NXSkVxV8yp/2/UNxElthZRMam6hJLSkm7OuA4lOVXg29eHJfYozkN/lF90uflFTx6ulFTxeXsXfq2qp1TW6l88aJDICz31luKP0ijoSqxhxkrNcXPO106gtaeGRezbFKan08HCGo2K3ekZGk22Y6WBuSRDNAJ+jbxNESKhN6rmNJgUHchJ5Zf4luEMBQlYri0oPkuZrRevH62Sz+bBYwmh6hIz0YrKyD2G1RiO3hIhGMU+atAdNn0VRkY7bfTWT8j5EYuLwqrsNiX3PcWL66v4i3r9+9M88mHMZPr1j919we/l/qI0UITBOiq47EQ2vmU5QenCIwRd5MIjGN7zqdPL1hiZOVEN2YEkwRBgYtpm/8U+wLLb5ERQKRe/MXJnDtGVZvPvkYba9XBpvcYaEMySxmOB1Dn+vVmqCF5a6ufbtNmoTdYSUnUdhe0QI6hN0Ev3dUwUYAl6dPZOapARshkGbw8WH331xQJXjXK5mpBQ4nK3kZB8kNa0c0W65aZrE7W4mNbWcFSub0fVC0tM+Qm7udaPvrAu0QMmGATW1YOIwQtxV/AB3zv5m9ENpYpERbqh6nkfDV/Vq2EDUuKkJTx2yqBHAD4Q1wUdbWrvMlG0YPaVlGjzSgG0PwumfH4HBFArFYLHYdM65eTYrr5jK4z/fTHN1z9FP4wFBD9HdQ6Akw8LufCtzSsNUJ+uYfYwpNUFtUs/rsCGgLNXGv1ZfjCfgAyFI8Pu4bFf/OkCICE5nKwBJydXk5u7H5Wo54TpMyt9Nff10Tl9Th812Otk5V5ORfh6aNsqbih2RdSfQm72mY7K2aQtrGzezLnVZ9DMzwjkN72H1JjKQeMO6SBFp1pJ+23WTqf1rl83KDa1t2KTsshm4MDhCp5gOvQJNpZA88lGOymGniBkZkxOZe0Yee94q7835PmaxtNsJthHKB+pzaPz13CTO3+odUL4FWw/pz8pSdV5b4KI4KxWAUHv0VkRoA3KKFhZtIzPjKOLk8kftaJokLb2Uc895BU2Lc/Bt2MeJN9XfronbDHB+/Ts8nXE2ILiobj03Vj3HWwzMyaX1kcOuL7bbbTya4OH7dQ3t43TFAozIr379+E8QrFCMd3RdY+XlU9n7diVB38hWEh8NbJHoK7HecXxomKEV+yfZePgMD3l1kQHty9kiXVtJYON0O+vnOvG3F1/qqPmnmwNZOSVLlj7T6aDrCdMUzJ4TYMXyx3ptMypEgl1+NA36rEJsweDK2tf48syvYKBhCo1f7v8JaZFmNGFg9PnATXQxtJeXCPCUx02lRefTTS3ddNrJPw88B9PJaFDX/divQqEYXVyJNk6/ZjrP/t+OeIsyJCRg6XtBHDhC8ORKD00eP9YB5Hy1RrrP67ULXp/vZNsUO1IImt3RE2fOULBb255ISy9j9uz1fbaxWMLccOPZTM7/8YDGjBnhAFIIRHvAiDSht/oSABE0rql+kXWpy9BlhMxwAz85+AtC9B0514HG0PRana7xj8QEzvf5scvu2106x221oeu09t71h2LisFNHYhUxZcmFk7E5LH3+AY9VJDCnJDQieREAWl0aj69JQDfpc0xTE8ws6+rtP5Jp4e/nJlKc2d3HvqloNo2uhH7n17UI/cWMa1rXvDrxojXB1inFMW//kRAmgvRQI0X+cn506Jf8ac/d6JgUODb1EV0HAoMc625sWmDQMh62WPhIbjZpptnnQqoBEXTCfURE9IvV1X8bhUIRc3Srxuqrp8VbjCGhEX0RnV0WHrEk3Qdzbbwxv5+8ZlLi8ZlkNXYNzXp+iYuXlrjx27rL8syC1UT6kVEIs09nXbQNZGePcsGkHjAdHsIdm2xSoyycjiH72biTERIiXs5peI8nt93J1TXRQhKF9o2IPjeZBEX2oVVi/V1yIj9MT+VCb9/RNiZQSfrQDRshwDZy1R0VCsXQmTw3jbwZyeP2eKw9Eq3eOhL2mqkJXlvgojy175gmISVzS0JdNqu8NsH95yV2OutOpCo5nb3ZBf3Or2sD2wx0OoZhU4wQvqTEziOuDaYHs59fIAsmmaEGEiJtfLzsMV7a/AlyQ7Xk2nZjoW+HpkaEfPvOIcl5fU4W61wuFgRDvVpiHXZcFemYw0nuaPMMvW8fjEM3imI8kZjm5OqvLCV9Uv8OpbGGABxhyeSakY2kMPRowtLeFItmSuo9GpH2v04JPLnSgyno0cgyhMbb0+b3O6/Xm0zf+wYCp7MQTYtv4G0gWMVO+zZMKfhm6Fa+nXRLv300JN858jveef/D3FrxJJb2/D6TbdtI0Ut6zfcj0VnieXxIcmYZBlYpKQyH+3VxWjA4SOHQXKFCg3lXD6WnQqGIAXNOz+Xsm2dhd4/PQwpzjgXQO6IHRoL2JNx9XbdFJBVpx59XcbqFzdMdx/ufRFVSGgcz+96lllIn4Pf0eRtCCDzuGX2OMxqUVf6b0hwLpTKdi8L3sDFpWr/ORgls33A1D+z+Bitajhsqi9xPE9Xl3TWKwMCpNTHd0XeERm/kRwwiQH4k0u9GlIMgbbiGZtxIA+ZcOSQZFQrFyKJpgks/s5AZy7PiLcqg6Vh9Vu5r32QYIb1m6n3rNQkELYI2x/E2ry500uTWek4PISXrpy/Eb+n72KrXmzIg+dzu6QNqF0t2tT6Mz6HzX2MlF8h7aLa4+oy2l8Dqpm0cePtS7j7yOzLCjQDYtAAL3M/Se8CIyRznSzi01iHJWRQxKAwPLDqvmYQBpePokYRsyFsytL79MD7fNhXjitQcN9d9Yxm1Ja1UHGyieHcdZfuakH0k8xwrtLo0fHaB22fgdenHw6NHqoz4iYqlfTxTEzy33MPLiyVJfhOvTeDvK++dEFSkZNDscJEY8PX66lxVNY3JBX3vTuRPunmQNzDyVFY8it+l8wPXtZDVwEcnP03zFguJbZE+zQK77O5Y1YTJB1K/z9MN36PJyGvPZxettwuCMxL+TKF9y5Dk9EjJJW1e2oQ2IHNlDoeHNA+6DVZ9dmh9FQpFTJizJpeZK7Ip3dNAxaEmSvbUU1/m7b9jnJHAvnwbhVUhjuTYkIJR0WsNiTp/PzcRj9/EEY5uSvXHjvxpzKwu7fPlubxiJlOmbO71uhBi9KvB9kBZ2QN4cz38suTT3Lrqr+Rq1Yh+guAE0YiEk8m0HuGC5Pt4uenznbl5BBKJjlNr5vKUu7FqAzt+dTIXeH38OC0FrxA4+jF8Uxia8QQCJq+AgtVD7K9QKEYaq13nvI/NZdVV0yjZ20DpngZK9tQT9I799A8S2FZkJ68+QnmaZeR0WZdJThpTCLZMd7B1qp0Ur4kEGj1a7/MKgQkcyJrM/PIjveq1trZU2tpScLuaeklhpJOSsgKXq/9ovVjS0rqLVu8e/jNpAU/Vns6P5v+Q+lJJSnHvfQRg7SWAYoXnQdqMNA4EzkQQQaJ35iAvsm/k9MS/DlnW61taeShxYIFDsxhGpdczv953rothoBx2ilEjY3ICGZMTWHhuPqZhcnhrLS//bTc9+FnGDPtzrdQlt/+ZmBJNgtUwCVkEUkoYTpJTIVixz0/QKihJN2h21GHYCzqVQtgqqLMO/A+/RVrJ8vkIuHo+PhkKuTl0aDnTp7+HlKJzdz86nSA1ZQ15eR8a+v2MEG3egwQjNuqSnVyV/xoAB6a5Wbq9GWTXGMGB6OQEvZ4b0u/iaHA5RwIriEg7aZYS5rheJkGvG5asdzU28Z30VD7aMlTD5TgdeRM61LMAcCTBDf+C9PjvpCkUiq7oFo3CBekULkhn9dXTCAcirH/0IHvfroy3aL0iBeyZbKc+UQchEKZsz/8jCVsEmMPTa26fweKjIWqTdEpTmvDZbaAndia2aXNqtPVzghYAIWizOXE3NhNIdCP1nnVhZcVMUlPLSU6u6ugWvc92HTdr5g+x2+MbNSKlgd9fzOb6hVy76HHSnQ34NZ3iSU4Ky4aW6H2a4x1yM3az138u1eHp6CJCgX0L0xxvYxFDT6DtkpK76xp41uPiQy1tQzYSTjQzO/Ra52/V5FVww4Mjb1ArFIph4062M3tVDrNX5SClpLHKy/O/20lTzdgsStHhKKtLstCRZUBIsIVNwrrA7NgbGup6IyWzS0J4gpKKFEFNQiVhez4Qdc5JTdCQMDBbTUhJs+4gsamJtuSk3lqxf98aFi56EY0IWhennYbVmsTsWT8a2r2MIN62gwC80bKMTyz4OwJJeZ6D3JogTr8x6COcmjA5P/mXLAg/wz7fObSZabi0RmY5Xyfbun9Y6uI8n58X3S7qNY20AeXH7Zku9hkn6jUNzv0WnPaxoQvZD8php4gLmq4x/bQspizKYPdb5bz92CHMHpJ3xouOXeuSdAtCRncDpKZjAmt2+VlwLMjbc5xsLbITsXRaCIOKUkhqMzhnh59GVym1c/4XXQ/iSzgfb/LVINzHx4QBjbdm6/tIl43SwsJe21RVziAQ8DB16kZcrqiTyTASmTXzU+TnfxRNs/U7T6zRdRf7G6dwXsG6zttuSbSyZUESMw63kdh2fHfGL2y46N840YXBNMcGpjkGVqVvoGQYJt+va2C/1cq08MCz1EnZvvAv+ija8o9CSzli81+henc0H0TadJh/HSy8HqyOEZVZoVDEBqvDwjk3z2b5ZUWs+/cBjm0f3obASCMBvxVancejAKQmEAbc9nIzzU6NDbMdHM0+QQ/0EC3XF6v3B1h5IMjmvJdoMJ/FJRJpSbmRkHv18WzUA9aRLSzevYMtixfjd7t7jGSWUmf3rnPIy9tLQeF2hIi+jNvt85kz50ukpZ7e7zyxR0MIKzW+DJZlb+/89HCRi7BVUFjq70xeLjv+02F49jGqS29m6RBTOvTFRV4fm+02Qu3JxAej10xLMtp5X0PMuBD2PQM7HoW2SoQtAXIXw8pPw6TTlLNOoRgHCCFIzfFw0/dXUbavkVf+thtv0whV1Bwksv18TE9UJutI0R5pLDSkgJzGCDe82cqmaQ42zrDT4m5fyQaj06RESLhguw9HyM9/5/wfIV8JIfss2lJvwbDld2nb33ialMw/uI+i4mJ2Js6DXgr8+XwpbN1yCQWF28jIKEYIMAydSZOuY0rRZ3A4cvqWexTQdRemFBQklIEUaJrEsGhsXpjEzENtZNaFOv+1QkLH1mFL07dey7IeIitpZAvtacBPauvZ4HRwhn9wOculBDNnJfqZdyISc2HzX+HIGxDyRn+edi6s+BQkxHZjUEjZ/2HvlpYWkpKSaG5uJjExMaYCKSYu1ceaee+pI5TubYy3KFicOq9Ns/H2DAcuvYkWkdLFIXf63gBr9vjRTQhYo6W9359m53COjbD1hKWopz8vIdAjksKaENe/1cyDS+7Gb21DdkS8oRG2TSPkXITUnIStUzDsRX0rAilJa4kwpbaMJeXb+zmiKSks2ozVGuDY0ZV84QvfwNVLVF48qKt7jYde/ylz0g72eN3tjeAImAStGnVVOVxatZewBhZzOJV9hk+E6A5I38pIg9QiuPhemH5uzGRRa3b/qGekiDWGYXLw/Wrefeow3sb4GDknYuY6eWSqzsFcG3myhAomIdudaO6AyWUbvUyvDBPWo3rtcI6VzVPtVKZauuqfEzenOmi/ftXbrSS17uLZOb/tOrfmIWSfS9gxC6RBwHMWaPbehW2fY9XeFlxyH9NqK/rVa8tXPMbBgytISV7NLbcMrEL4aLFr1128uOsY89L3YNG67vALU5LUEkE3JV6XzuItzTgj0TbxdmsZRCvo9anXNDtMWQtX/h48/ReJGgpqve4f9YwUo4G3OcjWl46xc11F3AMthICD05y8OMNGg0fHJb0EcGCKqHNuSmWISzf5SPKZBGzRfHPbiuzsnmyj1XXCVkRPOg3QTdAMyZefamJ90b84kLGx01YDCFtyCDkXYVpyEDjxe1YMyAl49q5qcr3b8QT9va6rEkhOqmL2nDfY9P5VXH759SxYsGjwDylGRCKtvLbudPxhE4/N1+26LWiS4I1gAIfNPK7bs7dTn8QTg64FHHp+/gIcKbDyDjjzqzHbYBrMmq0i7BRjhqzCJC6/azFGxGTvOxW89/RRAm1DK+E8FIQmkKbktEsKWH7ZFKY2trJx1zEihp2Pyd/zD27HlBoCk7dmO3hvhoOi6jD2sMTnDtGU1kxYSweOR9mlt4W45FgpR/Rc6j069gjMLg3R4tJ4fomNYzkb8Nm6HqcUmNhCB7CFDoAEnTTqc+/r6gjsJrxg6eEQib50DmZOYlpNee95f4QkI+MoDfWFXHHFDWPKWQeQlnYmk5Lu6fW6123B6wZDCjJqm6hNsbJ/hodlW5uwhWTcDJyOxbRzfmcqXP9PMMPgSoesuSqqQKGYQOi6xqyVOcxamYO3KciGpw5z4L0q5CgX4rY5dS799AKypyVTfqCMgxX1TBWHyZaVbGYFmozgswsePsNDstdkUl0EqUEwpZZ6TxoIaxeDZn5lMwvLW9idmknAKkjxmiw6EuSZ5W5qpldRWrEOITWkOH6jmtmGw/8eDv97SATZDa0cK/hg9GJP62L7cd1V+w1eXDyXwvpqLKbRc5QdkJpSgd0ewG5L58orr4vJcxwOBQWfIPFgz7lIpSZoSj6eiFxosGeGB1MXzNsbfT+Il+boMK46559+Maz9EkT8kD4jmmRboVBMGNxJdk6/dianXzuT8gNNvPXofupKRz9/a860JC759ALqNMn72w/T4AvyIf7Of7ieRtLQZYSj2RZ+c1kSk2sjJPlMgjZJMKMKr3VSdJB2veaImFxwtIJIm4fitKhNVFAbYXJNmD9clETjlJ0cSHu/i7MOwBqpxNp6PAWGK1JEfUpWn9F2RdURFh+28+yKOZx9oI/8q0B29iEMw8q8eSuYP3/h8B7YCGOxJDC18Bb2Hf5zj9dDdo16ezRa39kUIGAVbFqYyIyjfjLqQ3HXacfR4LL7IG0a6NZoJLilj83EOKEi7BRjmrL9Dbzwx10xT3qqWwWzV+Uyd20e6ZOOl2RuiRg8UtWAtfjrJAS38hZrqSQPB36KOIyNEC58zGQ/Z61ZR5P08FTx+7SFmpjh1Llg8hqkkcim546xZ305oUA0JDijKJHNq/bRVP4L3g1EMLW+LbjCpg9zZNJM6lMLEAg06Ja28+MvNZPdaLBxukmO/z1skUgXp13HDnlh4RbyJ+8mN/c+Zs+6YmQe4AjT1LSd9zZdi0XrOTlpB+k1furS7aBp2IIGU4/6yK4N0mOe1tHi9C/Bed+JowBqzR4I6hkp4oERNtny0jE2/vdYzOdKyXExZ00us1bl4HAfdwjt9wZ4rLyEZWVXUEIeGzgdH27SqSGHCnRMsqhmQUouSxb/k/fqStlQvQtdBjgrNYV5OWdQW+Ll/WeOcmxXPUjQdEHKqkyK837Oo8VbCIq+126rOZls30XsmbaYgM3TueN9oiZMaTX47HPNBC3w1vxGFlTu7BbpJYlWCV+05BlcLpOVK14nISF5ZB7gCPP62zdiBjf2el1KiESsZLS00ZRqAyFIbQwx5ZiPpNZ4JvvV4I53IHt23CRQ63X/qGekiBdtjUFe/PNOqg63xHyuwoVpzFmTR8G8NLT2fKuGlLxc18Lu0seY1/RT3mc5+5gLwGSOkUgzOgbTOcDy2d8iNfMq/lu2jZKWctItBpdNmkuqZzp73qpg68slNLfn63Mn26g7NxE9cBP3N/QvW3rgXEKORRzLX4AhNHQBxkn2yNrdfk7f7ac8TaMpdSdZLfXd8r1JIMHdyIJFz+FyXsrq1feh9XJ8Np5IafDocytJtjei92J4GaaGo0VieAxMi4aQkoJSP/nlfmzhOBprqTPh02+BJX6poAazZiuHnWLMI6WkZHcDbz16kKYaH70Fjg2H6csyueC2eb1e93qP8P6mqzAMP91dZVBY+FmmTvlCn3MYYRNvSxCrTceZYGP/gR/x650P8FabtddC1h0IBFOSpvDbix7hqZom6sMRPLpGc9jg9cZWQqbk6ucbcFZHK8PVJgVoSTpMYqj++BiGlYRQBgsu+CkJCfNZvuxxxBiO+HrxtdMRsgpddP8HN0wNUwrSmnwEPBZCtuM5mfSIyeQyP1NKRjlBbvZCuOkxSMgc3Xl7QK3Z/aOekSKeRMIGm547xq515QR9sXHGfOSe1XhSes+BWVL6Vw4e/GEPVzQ0zcrSJQ+TmDi/zzmCvjBBXwRngg2LTePNt1bzlaOt+GVfuiXqdhMI7lx8F/MnX8+6xlYMCW5NY1erj13eAGk+g4seqQHAFFCcXY9FO4zDOJ6DxhJKYFJaFfmLH2fmjO8xadKH+5Q3ngSDtby+fg26MNF60GumBD0scQXD+NzWaAL1dr1mDxjM391CgnfwybyHjGaDZbfChff0mmtptFDrdf+oZ6SIN801Pt54aD8VB5ticlzWatf5xK/O7PW6aYbYvOVGWlp2QDfLSiMhYR6nLf03Wh/pGKSUeJtCSClxJ9tpbd3Jg29/kN/VDiyftEDw+JXPscXv4qA3gE0T6Aheb2ilNhzm9N1+ijZFi+h5bSYV2cUkhMvRO0LvpcDhz2bOigfxpNazauWLOJ2TBjR3PNi5+5vUVP+71+tSQkJLEMOq43cdr+ArTElyU5hFu1oQjGIUuTsTrvw/mH7BaM3YK+pIrOKUQghBwbw0CualAeBvCfLW4wc58G7NiM2RkNZ32Tq3ewqnLX2Evfu+SUvL1s7PLZZEigo/S37+rf3OoVs1Etvn8fmOUl7+T6Y7TN5s66uXxILAZnHyk7U/Iddh41OTuzqEvtv+/b3aI2x+7hhSQkazg4zmuRi6H0P3I6SOJeImufAdnM45LF70lzHtrANYs/x+3nn3A0iixmyHuGZ79T+rZtKa7kZKEzDRpIYpTAyLRlWmnYz6EAnevqM8howrAzLnwILrYcZ50Z/H4O6XQqEYm1isOiuvmMrKK6YipaT6WAvP/34nvuaRy3Vnc/b9ijc5/2PompPDR+4jHD6+uePxzGTWzB/266wDsLus2F3R6L2S0r8SCdcww2Fjp1/H7D07DBI4Les0bpl7MzbdxopkT7d20pQ88GoLrfUBNAlFlWlIUolYW5EigmY4sBguUuffy+T8z5CXd1O/8sYTuz2DKQUfpbjkfgwpOjejzBOqn0ubwGd3IWW7E7c9pDBo1yiZ5GDOAW9MNi1Bh9RCyF8Ji26AvKVgc8diIoVCcYqSlOniirsWA2BEDHa/Vc76f49cAQFXUt/RUJpmY/Giv3PgwPepqn6qcx0VQicr6wPMnHF3n866aFuBJyXaxjTD7N33DSbbTCxIIn26laKL9TdXfJNpSZOYdlIR2C8WRdMHVGe18Nj7mwBwhzSmlxRhinwi1mj6A0vYg9XuxZXUytIlD4xpZx3A3Nnfo77hNYxwDaYUnZtRhhRoSISAtiQnQmggI2hYMDGQmqAl0UJllp3c9mCTEcfijh51nXM5zL0CUgqjx17HISrCTjFuObS5hhf/tGtExrrpeytJzhpYLre2tgP4fEfRLW5Skpf1u/j3xO49X6Gq6kkMafKjSgdNhujVuFmauYQfrPkh+Yn5PV7vlKsxyD+/swEjYvbwQi9BSM7/lI3p888Y8866DrzeI+zc+RnavAc6P7Nak5k+7VtYrR5aW3ejaTbS0s7G7Z5GoOpdxI7HcBx4E2FEIGMmGGGoPwiRIDgSwZ4EzaXgG0IFx+V3wMU/HvO56NSa3T/qGSnGIs/9fgdHtw2/uqwz0cqtPz1jQG1NM0xT0/tEIq04nfkkJMwZ9HyG4WP9WyswDB9Hgxq/qrHT0565QKIh+MSCT3H7gtux6X0bYLvWlbHuoQM9XxQmzhQf139zCW732DZqTqSs7F8cOvxTIpHj+WsTE+Yya9ZPaGnZTDBUg92WRVbWJQh0Qgefxrr9CayV+8DqgszZ0HgMWisBCe6saK7UxmIwBlcBD80KH3kaClaP6D2ONGq97h/1jBRjEW9zkH/d/R4h//AjyReem8/p104fUNtQqI7m5m2AJDFpMXbb4AviVNc8z65d0dyj/2m08labhZ4yZWtI0uyJ/HDtz1id2/daKqXkPz/dTE1xK9LsyQUjmX5mM+dedym6PvZyqfWEYYTYvfsL1Na91B5EAUJYyM29jrzc66hveBNphklInE9a6pmEWo9i7n4U+67n0dvqITEX3BlQsxeCLaA7ICEH2qqhpXTwAmXOg9teAvvY3nRSR2LHMTXFLex6s5y6sjasNp2pSzKZtTK7353yiUpzrZ83/rmPsv1Dryybmuvmxu+sGEGp+sY0I7yxbh5SRgtqVIcF/1tjp9XsUALRXQkTwRX5y/nB2X8esIOtdE8Dz/5uB2bE7Cx2FC0CKDj/Y3OYviy2ZadjRSTSSjBYg8WSgN0+QkdO6w7Bi9+Agy/23U7oMPMSuPav42ZnRq3Z/aOe0ehgREwOb61h/7tV+FvDJKY7mLMml/w5qeNm42C0ObK1hnUPH8DXNPRouzOun86Cs/ve5BlJqmueY9euz3X+/HabhUcbrWjQuRklkFiE4Jdn/oS1BZcMaFwpJesfPsDON8o7C0N1hOglpju48otLSEgd2FGlsUYgWIUR8WK3Z2OxjIBhISXsfgJe+R40Heu7rc0DF/8UFo/tqMQO1HrdP+oZjR7epiC736qgdE89pgm505OZtzaXpIyxVcRtrBAOGbz75GF2v1mOMcSjskKDj9+3Fqtj9Ozh7ds/QV3964BJWMKfa+3sD+oIJBLR+b3A6ebBK14kyZ7U75gQdWI+ed9Wmqp9ncVpO/Tb7DU5nH3TLIQ2/t6PTDNMIFAGaDid+dGouuESaIH1P4MNvwezn0i8tOlw81OQnDf8eUcB5bAbh0gp2fjfo2x67tjxl9J2HB4rV395CSnZY9tTHG9a6wNEwgaRkMnWl4o5uKn/I7M2p86N312BJ3n0XvgjkVbWvbmoy2d+EzZ6LWz16QSlIMdqckFGPjed9dKgx/c2B9nzVgWlexqQUpI7PZm5Z+SRmN73sd8JT1tt1NgpfR+Q0ei8uVdEK+GNM9Sa3T/qGcWeQFuYp361lbrStuPnINu/F85P5aI7FqDr6ih5b0QiBq11AXSLRk1xC+8/e4yGiv6r8RXMT+PSTy8YVYdoWdk/2X/gbk4M764MC95us3AkqKEDc5wmH5r/GZZM+1xvw/RK1ZFmdq8vp6HSh91pYdppmUxfloXV1r3mm6Id04SaPbDjEWgui1a+KzoTZl4IzpR4Szco1HrdP+oZjQ6lext47rc7ME7YGO8Iujr3I7OZtTInbrKNBwJtIfxtYXSLxp53KtjxahnhYP/pay78+FymLR3doIP3N32QlpZtnT+bEnb5dd716jRENBJ1yXK3yZ0XvovTljyosSNhg0Obazi4sZqAL0JyppO5Z+SRMy1JbWb2RdgPh9+Afc9E/9+dAbM/AJNXgj6+gpuUw2680HAU3v8zeOspbsjh/e0Z1IanYHL8iIhDNJNqKUXqNlZ/7hqypw4+pHeiYkRMwgGDoC/M1pdLOLazDm97xIJuEcxalcPyD0zBlTi6FWKkNFj35mIMoy/DS6Ow4A6mTv3SqMmlOHVQa3b/qGcUA6SEAy/Bvv+CEeHtvTM4VplGU2QSJx6PTNFLcelN2LPyOfdLl2MbxR3z8U4oEME0TGpLWtn8QjE1x1o7jR13sp3TLi5g7tq8UX/hr6t7ne07bu+33YoVL+BxD+xIk0LRgVqv+0c9oxgRbIVNf4XqPfjCTl7eUEhtMJ+gTO5sohEmw3oYnQgF553BkisWx0/ecYY0JUF/BGlK9r9XxZ63K2iq9tFRgyFvZjKrrpxGVtHo/07v2nUXNbXPI2XvDkW3ewYrVzw/ilIpThVU0Ynh0HmOcAgvu63VEPZFz2KHvOBvhNoDsPvx6PX0mbD3Kag7CJGuFSwLgII0iJg6RwPLsGghUixlJOk1naIY//gGIWnBprWHhOp2yF4Q3UX11kTjhd1pMHl19OieMznazpkGbVWw7zloOBS9R3dGNJ+XxQHZ8+G0j0HW3MHf8xhGt2joHg2Hx8pZN80ComHZ4YCB3W2JW2SHEDq5uddTWvp3eqo4G0WSk3PNaIqlUChOVdqrcg0aIwwt5aDbwJMNLWUQCcPeZ6BiUzR3lm6BPU9HdcwJL7VSwhoBq9OgNZJKZXgObq2eNGsJTr19syIMwf/nxBB+9A7x7CmQtQD8tRBojuqotCLIXhQt7GJ1Rb8sNqjaCwdfAF8tWJzR6l92N9g9MO386HG/cRZJ1B8dzs382Wnkz05DShmtMivB7rbEbWc+NfUMrNY0wuEGeq6KoJGYME856xQKxcgwVL0WaAZfPbjSojkcWyujx+62PgjeWsiYBRVboWwjBLqm23EBVyRHpy4LziIgk0nWK0mxlmMR0RxtcosgsNmJQ/O199IgdRp4sqC1HIwQ2BJg0lLwZIA9AaQAV3rUdjyyDso3Ru1ERzK406N6MDEXFt4I088H7dSJLBaawOGOpptZdN5kFp03GdMwCXgjWO06Vnv87jU39zqqa57po4UgL+/GUZNHMXGZGBF2UkKwFWmxU1fchHXdt0gofwbN8COQIKxgc2KEwkjTAEzCegrWxVdTO/NrmGik5Xk6F5RubPorvP5D8LYnihYanVsDwxR7KLqo49TRwGk/o3TWN+Csrw1+QsWgCYXq2Pj+lYRCNT3u3BRM/iTTpn110OO2tR2gvOIhWlt3o2tOMjIuIDv7CiyW7hX4FKcu437NHgXG/TMywhD2EREuqrdsIe2du7C3HUR0rCe6A6npRMIRhIwg0YkkTIEzv0p94tlYbToZBQloPeVJCfvhyU9HjxwY7XnUhN7FITdUTtZrQ9VzA8KeCDc/AZNOi9EEihOpqXmRnbs+0/7Tia+WGkJYWLrkXyQlDS7yxDQj1Ne/RmXVE4SCdTiceeTmXEtKymp1bGgCMe7X61HglHhGIR8gaW0B/9t/I3X3z9BDTVFbDQ3sbsxIGCNsogmDCA5E4UpaV92Dn3QS0hy955Gr3AFPfDKa2J4Tz7KOfNnlmOq1gtPhQw9HN6YUMUVKya5dn6Om9gW6/57oJHhmsXTpw+j64FIOhcONVFQ8Sl39OqQ0SE5aQl7eh8Z8RVjFyDI2j8QaEajYEg0tTp8OyZOjK1rYH60CotvA3wQb/xBNAm+akL8CVnwSis4Abz2UvR+NWvM1YJoRxIyLEJkzu85TuSM6j2aBnEXw1n1w4AUIeQcVPGdK0MTxgDuIboCgO9CcSVF5pEEsFvq4cs39MO+D8ZZiQhAIVnFg//eorXsFiDp4rdZUCgs/Tf6kjw7aGCku/gOHDv8U2tN8H0eg64mkpKwkP/8jpKaMXoENRXw4JV7cY8yIPCNfA1Ruj+qbvCVgc0d1V6ApqqucqXD0jWjqg5p90evzroZlH4ekPKjeDfWHwdeA9DciXWloc68AxwmJiyMhOPwqtFSAJzO60/7GPciKrQhpDsow6EnbSwHCkYYwQ53GUtf1YxwjtGj0wl3bT7lIu7FKXd3rHDz0Y3y+Q52fJSYuYsb0b5OUtGhQY0UirWzbfhvNzZs5Wa8JYcFmyyI76zImTboFhyN7ZG5AMSZROq1/RuwZ1e6HptJo9Ff2gqiCiYTBWx3dKLK6YOs/YPu/o3oupRCWfgwWXB/tX7IhaiP56pChVshZhJhyVteosNbqqF6LBCFrHhx6JTpmSwXQt8PrxGs9WrACJDpaQk40Ys7sKN5zithrQoN518AH/xRvSSYEphnm6NFfU1r2985URkJYyc6+khnTv4nFkjCo8ZqaNrFt+20YRlu3a5rmwu2ewaS8G8jOvhJNGx+F7hRDY+w47EJeeOX7sPH3A+8zAE6MIJPtXypt9QggtKjivGN9vCWZUASDNXi9h9B1BwkJ84e0QNfWvcqOHZ8YUFshcvF5r0XTpjFz5kyKiorQNPUXdCqhjJv+GfIzqj0AD98CdXtjIleHThMMNlJa0TMCLvx/sOrT8RZkwiClpK1tH+FwA3Z7Dm73lCGNs3PX56ipeYGBOJClXInXewmJCbksWrSIlBTloD2VUDqtf4b8jKSEHY/CE58GwjGRbSC2Wkyj0k41hAZf2AOJqsDFaGEYflpadyFlhATPbKzW5EGPEQo18M6Gs9sdf/25X+yEQ1cQDq8iL28S8+bNw2Yb3ZzritgyNnLY+ZvgZ7PB8PXbdLCIk/7/xOJzHZgM3+AZ/NHScY40oWpHNGrElRpvaSYMdnsmdnvmsMYoLv4jAw3tl7ICh/NX7Nt3Fhs35pOdnc1NN91EQsLgdokUignH3mfh4Q/FdIq+9NZI6LWJh4xGbyiH3aghhCAhYfawxvD7y6mpeW4QPd7FYtnJhg2XsG7dOtasWcN5552njs0qFH0hJTxwDRx5JabT9GarnfjzUP9UJ5ytBlF77eg6WHhDvCWZMOi6k5TkZcMao7LysR4j63pCyiBW2yPU1W9j8+blvPTSS1x//fUUFRUNSwbF+CR2YTV/vzwmzrre6EkBDHcBj5cCkCd9N0ZbEHP4eYoUo4dhBGlu3sRgw/2nz3iT0sSD7G3aywP/fADTPEWOwSkUsSDYFnNnXX9ojF/D5ES9NuqHbs3YRI0oYkdj44ZBtRcC7HYvGTPeoNhTzCvvvsKGDYMbQ6GYcGy6P+bOuhPpyVYb7kHVeOvETp026rZaZJQnVAyX+vo3B9y2w4Gdk3OAUN4WjmpH+ceD/6C+vj5G0inGMrGJsPPWQ9X2mAw9EOK9eA8XcdJ3TUJjooWk1gharFMwJOZFKycpxgRSmjQ2bqCm9kVCoTo0YSMlZSVpaWficHSEwg/e9BUCdM3EMnkzr3mtrDPX8eSjT7IgawHXzLyGFdkrVGSCQnEib/0i3hKMa07Wa4KoXktpibXRIWDS8HbFFSNLJNJGVdVTNDdvIxJpwuHMJyVlNWmpZ6DrdgCkHPzvhRBQkFLLX/xtbDIEr+x/haK6ItbkreG6mdeR58kb6VtRKMY3r3wvblOfrBPGK50pmiQErQIpwBEahXx5eUtjP4diwPh8R6mo/A9+fymmGSQpcRGpqWtISJjXaU+ZQ9BrpoTs3H3813YMIQUvPfsSM7NmctmUy7ik6BIcFsdI34piDBIbh92RN2Iy7ERFAEmtEQ5McTPrsDe2k638FKh8ZmOCmprX2bP3CxhGa5fPq2v+CwgyMy9m9qz/h8WSgN2eSzBYMeg5iuwm73glhhahMlBJdUk160tf4MbMBE7zWLFak8jOvpK83OsGnVhVoTil2PmfeEtwSmECEV1Ql2IlvTGGEXBCwNKPxm58xYCRUrJv/7eoqHiYk+Nqysr+jq57mDrli0yadAuJgyxQ0YEuIMticMTUCYkQ+xv3c7DpIC8f+AufyE0lwypwuYqYnH87qamrEUK97ygmMMHmeEtwyqAB9rBk/1Q3U475sBoxdNpNXgWZw0s7oBgZAoFatm69GZ//YJfP6+pe5vCRe/G4ZzFnzk9JSJhLctISmpvfH9T4moBCWzQwQwqTFtnCpqr32Vy1kdd3/YgPZrix6zZSUldTMPl2nM7JI3ZvirFDbBx2Uh2pHGk0CSGbRptLx+OL0fMtOB1WfCo2YysGTEvLHrZt/xjhcF0frSQ1NS/g95eyaOFfyM66kuKS3/Y7dljCbr9OQ0Tg1CQtRtfD49NtYW5ND2IVfgIBCAbLOXRoD0eO/IIli/9BUtKS4d+gQjEeUccqRxQNSGsKs3FxEmmNzbGLsrjy99Gq9Iq4cvTY/3HkyC/pKyLcMNo4cPD7GGaQnJyrsdmyCIWq+x27KSLYHdAJmZBtNQmaJ+o1yZVJftYmGBiRcvwRCATKaGhYT2LiYhYv+hsWi2ckblGhUExwTCChLUJFjoOCMn9sJrEnwNWqQmy8iUQCbNt+S3sV895p8+5n85YbWLrkYTIyLqC45A/9ji0lHA1plIQ0NCDT0qE3o3otUTf5VEaQbKufcLAJQ4Cv/Cjl5Q8yber/UFBw+zDvTjHWiI3DbvoFMRl2oqOZkupMO55jMcgNOPdq+OCfu5ZdV4wKjYFGDjQeQAYrcLS8Qn3dCwPsadLaupP1by0fUOvNXp3HGm34pUBDdjOb0nST2zOC6ER3dLrMZPrZtPkG5s39JVlZlwxQPoXiFKJwDex4ON5SnFIICV63BW9MNqJE1KhZcO0Ij6sYCEeajlDpLcMVPIKv6m8EAqUD7nv48E84fPgn/baLSHi0wcZGn35CPqyuWbHOSoiwNiH6u6WfpNdaWrayceMHWLLkXyekmFAoJhI6oIIsRhIhJZVZ9tg47JIL4dYXITF75MdW9EnYCLOrfheBYA0J/p1Ul/0JGMgRV4lh+Nj4/uUMJGNjVVjwtzo7VREN0d5enrClKZB8Ij1IhiV67WR77dDhe/D5jzFzxt1oWuxqiypGl9j8SzqTwZYIoZaYDD/eGUpFIwm0JFiwGDGI8nBnwrV/HflxFb3i9R6mtnkXjx58mjcrNnJlsp9CuyRWB553+nUeaLDToSzMHn4Dz0iIoNF98T+Owa7dn+PQ4Z8ye9b/IyVlpTpOpJg4XPYr5bAbQTp0GkIQtsYgvm7VZ5SzbhQxzQjNzZvZX7eVv+1/Bhk4xCVJYTwx3AP8Z72N7X6905g5bgqJ9v9Kzk3o+53JHyjh7XdOJyPjQmZM/y4OR1bsBFYoxhqrPwfv/DLeUoxJhmKrCaAl0UrIGqN344+/Bm6VZ3y0CIUaaG7exislr/DgoVdZ42rkNJeBb0ivLP0765oNwW9qHPjNjh7dJ5pmM8mz9T1WRcVDVFY+wdSpX2JS3k2duWEV45fYuV4/uxHumxWz4ccrjXhIZmAlnTuQQGOCRsgqcAQHXmAggI1NLCCEhWXsIIFeIvO8NfD+X2DZbYOSSzE4IhEvra17OHDgbtq8+wBYAizOjO28UsJ/m6z09/ox2x7pFoHQE4FAKVu33YzNlklhwSeZNOkW5bhTnPrYnHDabbDpL/GWZExhAGFs2An1uLr0tuoIoCrTjjAljsDA9VotKWxgCZOpYAH70Hp7CX73d3DWN8DuHvDYisEhpUkk0kxl5ZMcPfYrIpFovtVrXYArtnOXhwTb/H2/wjqEJGGADsPa2heprX2RlJTVTCm6i+Tk00ZASoVijHPB9+Cd/wNUyocOJNCGgwQCg+5nAPVJFpz+gRcXMBHsYyqHmcxSdpFLTe+N/30T3DbQUziKoWCaIYLBag4dvpeamucBk0zg8+nR67Gsx7eu1YLf7DmoooMMq4kp+wquiCJlgEOHfsThwz8lL+8GigrvxGZLHWGJFaNF7KzsxBz4/J6YDT9ecePDh6PHAPTe/OUCSG01OXNDI/l9hFif3N9BiNPZhJ0wv+NmaknpXbA37+1HcsVQqa9fz+YtH2LdmwvYsvWGTmddB0LEVgFUhgU1EY2+9wolxaHBhUKEQjUcOPgD9uz9ClKOQkUshSLeXHYfrPlivKUYU+iAHxuS7tnJ+otQmHnYy5nv1OPsYyPq5JUljSYu4XU2sZB/8wGM3l5jpAHrf9av/IrBY5ohjhX/gbffPp0315/GwUM/JBxu7b/jCLLFZ+ndWdtOQApCgyyi3tj4Dpu33Eht3avDkE6hGEd8pwY0VWmyAwF4CFBHUo8rTF+rjgVYvbmZRbsGvh5qSGZxmGXs4H6uYxt9FJMo3QDevvJbK4aK31/Cnj1f4/U35vPOhrOoqXmWE99qYm2rAbzv1ft01oGkzRCDivyUMkxZ2T95f9PVhEL1wxVRESdiGxaTnAd3N8MSFbnVgQ0TNwE0ui/6/f0BCkDvQ1P01n81m7ES4mE+0Luiaa2MhmIpRpSKikfYtv2jNDUNrirQSOI1+1/aBeCTQ9NEVVVPUlf/2pD6KhTjjvO/C9+uB5zxlmTMkEJb+8tE1zVkICuK3o9D5eQxNCQakvN5kwNM4R2W9t75wIsDkEAxGEwzzPbtH+fw4XsJnlAQItaGzMkMRK9JBMEhvdaY7N79RQwjOJTOCsX4QtPgO9Vwu3qP60AA6USLIQ3U53/iimQZZIVYDUkWdSxkL09xAQ0k9d5437ODGlvRP21tB9j4/uVUVT/BwPLSxQZ/v3pN4JNiCPpWEgiUcvjIfUOUTBFvRucc2+X3RR13H/jNqEwXL0wE+5nCv7mMP/Ah/sXl7GY6Rg9mS0dy5CBWwrGrjwft8yxgP3WkcYxJMZ1LEaWxqoJX//4z9uz5n3Y/qNnFHyoltI1Snt8US/8vDhJBal/e4H4oKVHHBBUTCN0Cd1fBt2qh8Mx4SxNT/Nh5hyXcz7X8kRt5hnOoIr3HthoSCTSQMIBsLUNHQ1JABck08x6Le9+RloMMr1L0yZEt7/PsX2+ivuEtOrYcT9RrQRPMUdr3S7WY/f6O2YTENcS3XMNoo7ZWOXwVE4hJS6O22mc2gR7jM+1xppo0nuEc/siN3M+1vMMSfPSc56ujjE1L+ybdQCy2oVh1EljCLgA2saD3hkb8HEqnGiG/j/f/+zhvvng94VArUhpI2VWPNY/i447aa71rNg1J+gBsut6orHwMw4hB4UpFzBndxFNLb4HPbYH5143qtKNBGJ0HuZKHuIL9TKWSLA5SxKNcxt+4lgC2bn00JDbCWGJq2kSdMYm0ITApo5dKaM7U0d8iP0Up27uLf3z1s9R7H4L2EGpDHn+89RHBT6scMXbTHifdIplqNzqrDXVH4tYkc5xD9yDW1W2jvHzgVQAVilMCiw0++jTc8C9Imx5vaUacSjL4NR/jZdZSQh4VZLOF+fyem3mLnnN8CSCV1lFZ3xLw0oabFjw9NyhYPQpSTAzefPCvPPXz72LN2tb5WTTXTpTNXp2/1dv6zaszUix39a2vNCQr3APLy9oTUgp27HyUtrbB5RxWKMY9GdPha4fg7G+C1t12Ge+8zVJ+xy1sYT4VZFNCHi+zlt/wMSrJ6Na+YwlJIAZVX09AAxJpQ6JRQm7vDWdeHFM5Jgr+1hb+9a0vs3X9r7GntNCRijtoRvPDRWS0sNGegD5qB9BWeyJ9vjuZCFa4h+5BlDLCjh2vYBiqMvR4Y/QzxadNhQ/+Cb7TCF89Crc8C+mzCBg2TDl+T2W+xFqOMBkA2f5YO76XkcMznNtjP8HQdmIGg0DSRjTxttZbcPfKT8VYilMXU5ocbjrM3vq9NHsbeernPyTv9KOkzWrqbKN1toW/1NmojgwlpHnoXJ0cwiro5rTr+PnalBCWIRs2EAra+dOf/sLf/v5bQqHQcMVVKMYXsy6Fz22Cb9fB53fBZb/GEA6Chhi3Oi2MzgNcTQB7e6Wy6AJhtq9mr3AGByiKo4R002snr26c+91Rl+lUwRv2srd+L4ebDnNo83tsf+MhZl1/GKvL6NRddgG6gLowPNBgZZCnwIZFskVycVJHovyuE2tIEnXJ+YnDS6RfUuzn5z+/lw0b3hzWOArFuMPmhjO/Ct+ugW9Uwh1vw6IPEzRsRMzxa6sdpJCXWQsc12XRN2FBADsPcDWhHuoxjoatJoFW3EStx15stcy5kNSHM0/RJ1XeKnbX76bGV8Or9/8ePDuZcuHxYAMpwa5Fv7/WYmGzT0cXA6nvOjKsdkfItZq95GeVrHBFKLQN7+TA88+v5777/h81NX0UN1GMOWJXJbY/NA1cqTDldPjUWzg2/gk2/gEaj0Wve3Ig0AaR0U1kPBTC6GxhXqeD7mQkGruZwfmsJ2mQFWIHSl/JvQWS7cxGojGV4u7tJ6+OKmbFwDFN5JHX+c+m3/DHYDGV7TkPrMLCdWsMZk72Asej6jq/A5cnh/l9rYPioMZMhzkqEQl5NsldmQGebLJxMHi8uES2RfKB5BBznMNTAHX1+WhamPr6nfz733dyww0/wmZTpecVEwzdCsn5cNpH0Keehf7Or2HbvyDsA90GrvRovtBRe/0bOocpwIeT3jSLwORtljKDo6MrGNFd5nKyaCSJNBpIwNu90WW/AmcfeYAU3Qm00Lz17/zq0KM8ZTYRav89TY44+NLlLVidXXf2O3RXuhWWuQz2BiwYkiFHtQ2W8xMiJGiSF1usNBnRSQWS+U6Dq5LDJA6ujlIXhJDU1U3GavOx4d2HkGxn5YrPoGmqIrpiAiEE2FyQPQ+u/D/sc6+Et38Nx9qd2I4UEDr4x0chhLdZisDs0V6TaPhwsouZLGF3HKSDrcxDIJnGsXaZTtDANjfc8lRc5BrX1B1k24b7+GXDJjafUPl3qc3Ch9e2dGnaYatJCWsTIrzRZqU4pLGsn4jukcKuwWczgzzdZOV9r4WOeDuXJjk7Icy5CZEhB3tICX5/AqGQC6u1mocf/ibXX/9xMjOXj+AdKGJF/Bx2J6JbYdWno1+RIGgW0NrftLx18NyXYfeTjFUjp5IMjH4epUTjGJNYyL4+2w2VjhwLJ/8dS+A9FtFMAoWUkk1UqXpx4CEI590Np38+JjKdsoR88O8P8b8NW/hjSlJ0FWxfQaUMM3eSv9cFVQiY5TCZbDWojQhmj2KUXZ5N8pnMIPURQVNE4NYlWRY57Eg/ISAvbzd5eXvR2zPIv7n+FXJzPsisWT9AOwWPVCgU/ZJSAJf+HC75GUQCYHFE/1hME8o2w+O3Q9OxeEvZK7uZjkC2R9d1R6JRzCRMRL/VOkcSk6hee5kzAMEaNnXqPz82XImZcM39MHnFqMl0SlCxlbZ/XsVHU+wctVoxTlAMuW4vCX0cwzElnJMQ4WhIUB8RZIyAXhkIQsAqj8EKt0F5WBCWggyLScIwHHVwXKUvXvIMFkvUUPP7X2Ldm79nzuyfk5V10QhIr1CMQ6afH/0yItEcoZb297uwH96/H179PhiBvseIExIoJr9XnQZRh/8RJsfUYdeTrWYiqCOF7czCQqRzfgMNCybMuwYu+wU4EmMm1ynJW7/g/bfu4RPZmdGYxRMU05xJXkx63mASAmzASneYmnD7WSTJqOg1pwbXp4b5QHKYqrCGDuTZzCGfgupACHA6W1m1+t9YLFF9vmPna3g8M1m44E84nXnDF14RM8aGw+5ELCcl/XSnw7V/gyu8sPsJqDsANg8k5MGr3wNvdY/DjCb+AVYL7C0CL1aEsLCBJbzBajKo4xqeRQIRtOhRyKv/DAuuGVWZTgme/SLHSt/mj5Oyoz+fsILn2Uxc/RgLUsLns4KjluvnZNIskrRhJC3tCV2HruXPJZVVj9HcspWVK55HiGFaUArFeEUIsJ6gIzQNJi+Dz2+HhiNRveZvhuTJUHcINt8PY6A6pclA/mZFu/ETO4edSdfcHU0k8SznUMIkVrOJxezGBMrJJl+rh7u2R4uCKAaOvwn+cRUPOCSHrVbkSVbJTKdBRNKrwaAJyLFJvpUTn3QImoB8W9/JugdDx+13OOs6MIwAu3Z/hkDw2xRM/uiIzKVQjEtOXmOtTlj9mWh6nSOvQ/Hb0T/HzNnw7u+gYisDr7caG6IrRP8v3maMbbWTAywkcIAinuY8JIKbeBIP0cIA5WRRMGUWXKMKuw2a3U8iX7mb70zKiZ6BOkmvzXYafUaDC+CypEjcbDWXBlPsI/s3IwSdzrqOn73e/Wx49xxWr3odh0Mdtx6rjJ+3WpsbFn+462dLbop+D7TAP6+FsneHPc2Jr3sD/RvNpabXEOsTmURFj3ON1FrQoQTqSOEwBexjKlYiXM3zzOYgGiYRdErJZUpOmnLWDYWWStjxMP86KbKugwFVjxKxz4UxVvD5DvP+pmtYsvgBLJZeEsMrFBOV1Clwxpe6fnbJj6PfS96DB6+FYPOwp+krZUJv5FPBbmb0el1gkkUt+klG2FDm6gsNCKNRTg77mUIJuWRSz8f5FzlEN+zqSCWRVrjox8pZNxS2PwSBJh7IzO3mrIN4JDsem3Q8mkOHopHj+ZM+FF+BFIqxhqbBtHOjXx0suDb6XUp45fvw9i8YCef6YG0oDcihmioy+khhJMg/yVaLBQJow8lR8tnNDPw4WMVWFrMLZ3txi31MYYZeAVf/KebynJKs/zmbHA7KrNYeL/en10Rs9yLHFFJGeGfDeSxf/hQe96lXQO1U4NR4s3Ukwu0vRp0pR9+AcBDyV8LhV2DLA9BUCtKIHrV1eMCZCamTIRICZwos+hCUvANbHkC0VhDAio6BBbPT+OhLISTgZQ4H2MOMHpWAhkkhpaTT1OXzWDlt0mkkg0ZmcIg6UsmkkWYSqCaDJFqZMnUGXP/PGM1+inN0HUiTVxNcPf4DVoY1QibYlIXTSUvLDja+fzUrlj+JrrviLY5CMT6YvAK+Xgzlm6FqV1TPZcyCd38Lh14BX1P0jVKzgCsNErLAkxFNK5ExG+ZcAet/Fl2zQl7acOLBj9m+tdPfErWQvbzKGsJY6OnVVqKxiq3dPo+FXrNgUkA5kymnlBwsmHjwUkUmDSRRSAWei78Ly2+PwewTgAMv0iqgVe85qvJYSOOMibLLNED27f824VA9U6Z8Lt6iKBTjAyHg/O/CWV+FQ69BW3VUpwVaYMNvonquI9+rxQaeLEiaHO2nW2D6hVE9+MZPoG4/hjQJYcVFCJPjuqevpWoVW3ic3qqsmlilwSKxZ2Tvuxfc+JnPAaZzlBLySKOJCBaOUICBxgyPH+2WdVG9rhgcvgao2sELGSm9Njka1JjhMPuOsptAes80g7z33mUsX/4UCZ5Z8RZHcRKnhsOug8QcWHjj8Z+zZsHqzw6s79Sz4OxvQCSEI9QGQoPdTyBKN0L9YajYAmbvFccu5TVqSaOG9PYQA9FZRsmDj8vlS502jynbnYCDWAh6CObquR2CZjw0kkgh5aRYJOHkIrT0qaRlz4kacZmzBz6xoitGiDYhqNU0Tgxon2E3WemJkG4xaTMhWRC3MOqxhhDQ6j3CsWN/ZOrUz8dbHIVi/CAETDot+tXBFf878P43PhQdJtiKxzTAV4+27V/QWAxl70FTSa9dnQS5nv/yEFcgOX5MSEgTKTQWmntZoO3tbB9LvRbGQh3JWIhQQBWmK5Nw4mwScuaQmzMf5l8LzuSBT6zoihHimRR3l4/sQrLMHWGh08ChScJmNNeP0mtRBHDwyK/IybkSpzM/3uIoFOMHqxNmX9r1s1mDyAs590owTSyBJiwWB5S8g7bv2WjQRvHbEGzptet89lFCDptY1KnLIKrXBJIPyudximhKio5KuLFw2kjAi5Ma0silkhminEjSZMykyUzPnQdFa2HaedGIRcXgMaL2+tuerimrMi0mqz0RimwmNk2OWoGk8UDUbRFh1647WbXypXiLoziJU8thNxJYbGBJjf7/aR+LfkE0Ufihl6F6N7gzYObF0STi3lpwpuJyJnF7MMjWFx9k8859tIQtuPUAS5JbmJ/loarkWuoCDbgTdDLPvwatcCU89KFo9ISMABq40yBrLiQXQs0eqNoeTVYOCKsTItEwaXR7NDJQRsAIgdUDBWtgzZ1oyYWkNB4lxe6BlCLQNFTK/xEkdzGHEmydeTA0JDenhVjsMjqr45kyatQM1BidCGhCcrTkAeWwUyjigT0h+t2ZDOd++/jn/ibY/Xg0wiFjVvQYk68Rwl5IzGOaxcanq8t576n72VvlJWIKcmwtLM+WZGo5HKi8CavZQkp+OimXfRbqj8J/Pwet1YCMRkokT4LMuWBPhLKN0Ty07QibKxpRAdHrNnenzsOVAYtuhEU3YZMmuW01kJgLngw04KRst4rhMOk03qs82G6hRgs3fDYjQKIeNSw1AYbSa10QIqr/S0r/yswZ34m3OArFxELTwNVuq007L/rVQdVuOPxqVP8UnQFp06PRfJoVkZDFpcD0zet47/XnqfRpWDCY5Wpg+WQ3/tozOdi0ELs1TOZpy3CccWv0GO+2B6OFNZBRfZo+MzpusCmq17ztVXI1S3SRlAYgopXhNT2q5yx2SJ8Bq+9EFKzG01KFxwxB2lSwOpVBPpK4M8CTTbPQOo+1rnRHuC4lWvtcb9dlHfpM6bXj1DZV4PUewu2eFm9RFCcgpOzYQ+idlpYWkpKSaG5uJjFRVagZNYwwNJdFFUDSpKghE/aDI+l4FV3FqLPtHyu5WXoBuDgxxAWJPZfZVgrgOFJCSyiBKy/chKap15JYo9bs/lHPKE4EmqPGjTMl+hVoAqGr6nfxpOEoX3rpQl4O2hDAN3ICpOgq+qA/pASbaxFrV/0n3qKc8qj1un/UM4oTUkJrZdRGS8yLntAKtIDd072QomL0WP9zziq+n3pDo9BmcFdmUNlqA2TunF+RnX1ZvMU45RnMmq1ibccyuhVSiyA5/3ilQVeqctbFmclr/4csi4lVGJyZ0LOzDpQCOBEhIGxaVLVYhWKi40iKRhS4UqMLgzNFOeviTWoRi5LdSAQLnQbpFuWsGwgSQb3f2X9DhUJx6iJENPo7dUrUQadboyemlLMursiVn2WRywAkFySGe61RrGy17ui6+t0da6hQF4VikLRQya3pQbwmOJTLe0AYpkZLaw5CaUaFQqEYU5hmiKKEZD5hlFFgM1XEwQDRhMRlWx5vMRQKhUJxEv5INeclhMmxmsx2mEqnDZDWoJvU1LXxFkNxEsrdoFAMEMMIsH3HJzh85F6yrJIi2wSp9z1A+jpcr2sm9vfSRk8YhUKhUPRLa+te3n7nDILBEmY7TFzaxHXW9Z8g5jiGKajxpjH7UFLsBFIoFArFoCkpuZ8NG87FqcNSlxFvceLKiXqtI29fb5hScGTXdMz65tgLphgUymGnUAyQHTvvoK7u1c6fJ6pRA2BEoOmwG3+9FW+NnYaDiZQ05QBdlYFhRh/SS/vOZtELm4g0NMRDXIVCoVCcRChUz6bN1xAKRROmCzFx9ZqU0FrhoK3Kib/eSmulg7J9WfjCdsyTDBzD1AibVg4+Nx/5xuvxEVihUCgU3Sgvf5iDh34E7YdgJ7JeA2g8lICvzo6/3kZzsZt9JVMxJV30mpTtzrqmAqY+1YR3/VvxE1jRI+pIrEIxAJqaNtHQsD7eYowZSl7Po/lIR94pSaGjnkMti3ntnLO4cPJr5CZUA1Dcks/6g2v40GNvYZUGMhiMn9AKhUKh6GTvvm9hmoF4ixF3pAQzIjj2QgFmJLqPLTTJouIafnXabcxctJe1eRtwWgNETJ33KpdSvrGQz7zxX+TCeXGWXqFQKBQApmly4OD34y3GmKHpqIeS1yZFfxDgdvtJ3W/jvos/w/lTX2d+xl40IWkOJvJayRnMerqOGXVbkeFQfAVXdEM57BSKAXDw0E/jLcKYQEpoq3TSfCQRoWlI02TOmWczw1LO7Pte4HBFHs8WnUtJagZWI8Kq0r18rvRZPOEAWlISlvT0eN+CQqFQTHikNLpEjE9khIDyt7MxIxpCCDTdwnmfugX9V7/k+6/+lQ275/G3/I/iS7CT2tzKBcc28cGap9B0Dcdc5bBTKBSKsUBV9VNqE4r2TSgDSt7IRQiBlJK0vMmcef1K/B+5h4JHani+cCW/zD4PYYEZ1WVcdfRd8rzRaHvHrFlxvgPFySiHnULRDz5fMS0tW+ItxqjTLfG4BCEdWFs+yOT5BsmZ2cw7+3yyp81ABgIc/ONbTGup4K5tj3UfTNNIufEGhNU6avIrFAqFomeOHPklMLFz+3QgArNIdi8jaZEkd+Yc5p9zAe7kFFp8bsrvvIszy7dzZvn27h0Ng5Qbrh99gRUKhULRBdMMcejQj+MtxqjTkYbo5GO/ev1V5M9yYne5mbHydKYtW4lusVB23vuI117npv0vc9P+l0/qpGOfMgXHwoWjI7xiwCiHnUJxEmYoRNtrrxM8fAhLZibF018CJl6BCSGix4SELpEm+GodpNpvZeEHriE9v6BrW6eTvPt+TumnPxPVHobRZSDnggWkf/KTo3wHCoVCoQAIV1fT+sorGE3NWE+bSbHvj/EWadSREsywQLNG9bkR0AnUplE0+XOs/uzpONyeLu0Tzj+fpGs+SPNj/wFNAzOaE6nj/zO/+lXs06eP9m0oFArFhEdKiX/bNnwb30dYLXhXm4TDdfEWa/SRYIQ0LI5ohfdgow09sIqZ826k8PrFCK1ruYKsb30b/67dRKqrj+s0AF1Hc7nI/dnPEBM56d8YRUjZf12slpYWkpKSaG5uJjExsb/mCsWYpDViUBeKkGLVSbb27Ktu+Oc/qf7pvRCKnt83EiXV/y884cqzSBMCTTakhOKX8wk22zoXcCklBQsWc+ldX8XpSejSL7BnD/V//gstL70EkQiW7GxSbvoQqTffjOZwxONWJiRqze4f9YwU4x0pJdWhCEHTJNtuxa51V1Sm10vZF7+Ed926zs/azjJoucaYUHqtI2LcX2/DW+Wi4t2s6IaUpiNNE91qZdU1H2L5Fdd0MVaklDQ/+RQNf/87wX37QAhcy5aRdvtteNaujeMdTSzUet0/6hkpTgVCpkllMIxNE2TbrD06j/y7dlP66U9h1NR2flb7tTDhfDmx9JoZddYZEah4J4fmo4kgQIhoyqLE9Ewu+/zXyJk+s0u/SEMDDX/9G42PPILZ3IxwOkm+6kpSb70V26RJcbqbicdg1mzlsFOc8hzxBfnFzgNoTz+F0+9jy6z5ZC8/ja+VHiDh6acIlZRgSU3Fkp1N6/PPd+kbKjKp+0okTpIPj25HWgfQvgNfdRJhH5S+mYUR0rsFGApNI6OgiJt+dB+arncfyzSRkQiazTZE6RXDQa3Z/aOekWI883RNE4+/tp6sje8RslpYf/q5XJOXzkc2vYX/hRcwfT4cM2YQ2LePcElJl77N10Xwnm6OuzMWg9VpyOOqSxoaraVpBFtMKt7N7LXLmTffxmmXXdXzcOEwCIGwjLMHdwqg1uv+Uc9IMZ7xGSa/OFJB8RNPkl5ZQVlGNiVnn8tXI60sevFZ/Fs2I3QLzkWLaHr88a4neYDKn4eQzjgJP4pISTRFkQahVgfeWhf1uxNoq3SC7KoghaZhsdr48I9/SWpud0eclBIZCiFsNhVVFweUw06haGdvUytbbv04i/ds58SlKKzpWE0DKQSijz8B0ykJ50vMBIlvmUlw3vjYvelY0CG6qPeOhtWSTP2eSXibKjENjeajHsJeB/LEUOleWH7FtWgWHX9LC03VVVTs34MRiZA+uYAlF1/OnDPO7haOrYg9as3uH/WMFOOVB97cQOGXv0h6S1PnZxIwNA3NNPtVUeEsEyMJIpMk3tMNjOxYShsf3LblHHqrAkSQUKuV5qMJmIbedWeqB6wOB2uuvxl/czMtdTXUlR6jvqwM3WJh6mnLOe2yq8maMm2U7kLRgVqv+0c9I8V4xW+Y/PZ793D+fx7CeoIjzhACXUrMdt3WF8FpJtIOgbkmvhUmjCPnnTT7s9UABHrbmZTu2oXQNNqqHPiq3P2pNISmMWXJcrKnTifQ1kpLbQ1l+/cQaG3FnZTM/HMvYPHFl3c7MaWIPcphp5jwmKEQ/k2b2Pq1/yGttqbbdQkMZC9BIhEIpCYRpiA4xaThM5Exv4sjJdTtSiGpqBWbJ9JrZEJS0mlUbZjGgbd3DshB1xMd1WK7fNZelWjm6rVc8rkvoWndo/AUsUOt2f2jnpFivBGuqaHkpZfx/+j/oUmzmw4bql5ruTJC2wVDW/9HE2lCzY4UMuY3ITTZo04TwkZ25nW8eu9uwoEgA3jF7Rkhujn3hKYDksvu+iozVp4+tHEVQ0Kt1/2jnpFivCGlJLB7D+/+72/JeuM1YGA6rNfx2iMVpBvqPxchPHls5x+XJnirnUhTkJDn69VWs9uzcYWv4fXfDb2ye0+2WsfniekZ3PD9e/GkpA55fMXgGcyareL6FacUz9c08u4f/sIlT/ybRJ+XtF7aDVQhiPaWwox+tx0VJP/DQuMnx+4x2Y6cBlWbMijfkEnKtBYKzqlB153Y7bkkJy0mMXE+SUlLCLV6WLd+eMUgelIAHUbS/nfeZPLcBSw476JhzaFQKBQTkbBhcu/OA6T/7F5Wb96ALiW9bX8MVa8lPmkhkhEmsHjsGjfShIaDSVS+l03NtnTy11aSOi2MEHYSEmaTlLQYj2cWaalree8/TxHybx7mhN2fhTSjkR/P/eZnTJozH1di0vDmUCgUignIEV+A3z39Iuf+4TcUVJYzUkHeHboNnyTtNxaqvx8e0wEWQoPqLem0lnlwpAaYckkJjgQbFksiSYlLSEpahCdhFslJK7j/rjuGNVdvQRnSNGmpq+XlP/6Gq7723WHNoYgdymGnGPNIKUHKfo9WfnZPMfa/3c/tTz9CcXYu26fNZvXOLehy5CIHhBQ4toNeA0bvaXBGlU67oj28wgjqHH4uP5p7DnBlBpkx49vkT7q5Sz9vUyOPfO+umMu3+bknWXDeRZimQV1JMZFQkKSsHMr37mLHqy/RUluFOzmFOWeey6w1Z2K12WMuk0KhUMQTaZrRfGh95I1pDkc4681tfO+eb1FUUcpbi5Yx5+hB0poaRzQzgxQSz0s6gcXtG1EDDdWLMSfm6mktd1P2VjYgMcMa7qwwq1etw27P6NLn8OaNvPfEIzGVy4hE2PX6yyy/4hqCPi/1ZaXoFgvulFR2v/EKB957m0gwSGbRFBZecCmTZs2NqTwKhUIxFpCm2a+t9t/qRn75zMv84r7v47M7eGb12Vz2zusjKoeQArwS57savrPHTvR4F3sNKHs7m9YyDwiJxWmQPWkVixf/vWsf0+S5//s5LbXVsZPLNDmy5X1aamtIzMikuaaKtsZGPCkp+Ftb2fbSs1Qe2IdutTL1tJUsOO9CElLTYyaPojvKYacYs3g3bKD+/vvxvrMBTBPHnDmkfuQWEj/wgU4jx7ttGxt+9z3e0cK0TTqPT/73MbbOmMPXP/s17nro/mj+zREKGpBCEsmRRFIlCU/pmHZoucXov2OMESIafdBc7KG11EPjwSRMI/p80uY0UbA8ndycD3br99TP/x/exoaYydXx2A+2+vnclz6Px9tCYksDNuPE6MToP1BTVSVle3ez+Zknue6796jIBYVCccphhkI0PfQQDf98kHBpKcJmI+GCC0i7/TYcs2Z1tql8/GE2PP0H1hUs4YoWK1PLivm/a2/h8XMu5sXP3TyizjrTLgnnSaQNku7XCC6SYyPSzoSwT6e1zEPjgSTaKl3R6ne6pOiCMmbMu6Obs66xqoKnfv6jmIolAVNoPPTKq/zzzfWkNNbh9rWg9xCR11hVyb633+S0D1zN2ps+ppJ6KxSKU45QaSn1999P81NPI30+9IwMUm64ntRbbkFPiOZFC1dXs+u3P+bdoxvZMOtqPvf6y7S43Hz+S3dTVF48og47icRIgXCOiX2fhm2npPl2GY20i/MSLAR4qx20lrup35tCuC3qhnGkBCk6v5Zp0/63W59NzzzBvrfWdft8JJGA3+bkWz/6PlbTILmxFmcocPxxnZAioq60mE3PPM4Hv/49Js2ZF1O5FMdROewUY5KGBx+k+gc/BE2Dk8J4Ey64gNxf/oLiT32KqvffJNl3/FpY09lfOIVppcXopoluREbMuOnMjeCE+k9F0JvASJWECxkThShaylzUbEvDCOk4koOkzW5C1xOxNF/OwnOu6lLWu+rQAR785hfjKG3PCE2jYMFiPvg/3xt033AgQOmenYSDQdLzC0iblB8DCccHas3uH/WMFKOJGQxSevvH8W3a1P24paaRd9/PcSxcyM6rL0Nv9WE/YV+jOCsXWyRManMTFiPSo3NoKHToNIEgOM2k8aMRXG9rtF1qjgmdJiVUbkynrcINAhLyvKTNaiZUPZvMtOtYcO5FuJNTOtu/9rc/svX5p+Moce9c8rkvM/v0swbdr7mmiuojh9AsVibNmovD4xl54cYBar3uH/WMFKNNYM8eim++BTMQ6Fa11ZKVRdHj/6Hl5VfY+7O7SW3r2nfb9FlMKyvBFg5hi4xsmiEpoiXCW642CM6U2A6IaKRdvPWahJBXp+LdLILNNixOg5TpzXhywoRKzmbW0uuYtmwVenslciMS4fef+DABb1s/A8dM3B59nEIIrHYHH/+/vw5aJ0nTpOLAPtoa63ElJZM3a86EzXOuik4oxjXBI0c5cskl/bbr+MU9eTExEWgjFVbX47wSdAhnSrSIoPbLYaQLuiQWGsaRot6Sjg6mf6DBjr/eRt2eFHzVHkAy76zzueCOOxFC8M6j/2LDY/8a+iQx5mO/+AOpuXkDahsOBHj6F/dwbPuWLoZw+uRCPvCFr/dYyvxUR63Z/aOekWI0qf7lL2n4/R/6bNOb2jhZ18XixKoUkki6RG8T+JYatHzIBIPjei3Ox2TNsMBb5yBQ66ByczpmyIKmW7jiK99kyuJlAPz+jltiGjU+VIQQZBRO4eYf/2rAfcoP7OPZX/2E1rra4+NoGvPOPp9zPnYHFqs1FqKOWdR63T/qGSlGE2maHDznXIyqqr7btX9pJ38mBFr7O3ss1UuwyMRaAg2fMQjNkNGJRkCZDtdWAwi1WfDV2WktTqB+X3TzKSUnjxt+cC+uhERqjh3hga/dObxJYoUQnH3L7Sy55IoBd3nn0QfZ+NR/MMKhzs8cHg/n3v5pZq1aGwspxzTKYacYt8hIhINnn4NRW9t/44GOSQyMmxMiE4xkSdv5Br7V0ZLiIgC2/YLgwsE7DYerAJqLPZS9lUW4zdbjdXd7BaCxaNScyHm3foYc5xRat1fgjLiwZSTgWZaNfUZKl2NF4UCAP995O77mph7HEZrGRZ/6AnPWnj1Kko8N1JrdP+oZKUaLwMFDHP3AB0Z0zFj7z4IzTdouMAjOiho4ehWIoCBSMEp6TQJSQ0qTyvczqN2ZijS1Ey4eHzB9ciHNNdWEA/5Byzaa3HHfP2jYcJhIsRenLRHHlGQ8K3KwpHfNin502xYev+e79JbPw5Oazod+9HMSUnsrq3Xqodbr/lHPSDGaVHzzWzT/5z8jOuZI67WOiugA0iLxrjXxnmVgpAMm2PcIgtMkOEZw0r4FAiDYaqVkXQ7eChc9eQ81i4WkzCwaKyt6LIA0VihcuITzr7yD+ncOo7doODwJuBZm4FqUiWbvGjX3zK9+wv531vc61py153DRpz7fbw7EUwnlsFOMWyq+9S2aHxtZBdBBrA0ciURaQYSjjrzqu0ODLkwxJMPG1HC0FOItTWHnO17inqRhBLAKO2EZBEDHyuSE2SxMOZukhXmkXDed4p1b2fLCM5Tu2YHZLZReIiwSGTm+jXbZ57/GzFVnjO5NxBG1ZvePekaK0cAMhTi4ahWm19d/4yEQc72myWhohAHhSZK6/xn80aWhOuzSDl/F5gPbaCq1M971mkBDIDCJHhtzW5KYlbScaUlLSL1uJky1s2fda+xZ/zq1xUe699dMpBREE/OC3ZPAR3/2f3jaN+FOddR63T/qGSlGC+9771HykY+O+LijFcgtLTIaQS6h5RoD7zmjUJhCAlInef8HWPfOHmREY7zrNYuwEpHhzp+zHIXMT11LZlYhGZ9YQH1zOdtfeo5Dm9/D3y2worutNmftOVz06S9MmHyvg1mzVdEJRVyRoRAtL75E03/+Q2D/fszGxpjNFes/f4FAtK9bEol9n4Yvc3BKoKc1qk9jx9TQDCfZu25jV8keYMug5hurdDjrAAzCHG3dwdHWnaRV5xJ5MUxzqKbXvrrDwGI3CDZ3VJuVPPebn5E3cw6eCRSRoFAo4kO4poamhx+h5eWXCRUXQzDYf6chEnO9ZgpoV2O2UoHwR/O4DmqMQeg1KaO61F03n4TD5xGoKAW8g5Z7rCExu8TLeSPNbK5/mR0Nb5L5qwKq/EcxCHfr1fEvbPWEMUMakUD0KGywrZVnfvkTrr/7xxPGuFEoFPHDt2UrDQ89hH/zZiKVlTGZY7RWMhFpj7prt9VGymHXq71mAgKy93yM4OECZGT/iMwXb0501gFUB45RXXGMhJpUEr+URrnvYA+9onpN6BKbJ0SwxQZmtADhnjdfI2/mHBacd9FoiD+uUA47Rdwwmpspue02Art2x1uUEUVaJd5VBv4lPSsA2f6f/t6xpYSa7amYhiB9dhNWV3RnPthiRegmNoek8UAqzoNrqY60cqj11HDW9Y6kPljebysjoGMETgzFFphGhH987U5u/eUfcLgnZtJuhUIRe7zvvkfJHXdAIBBvUUaUSJrEe46BtPffti/Cfp3K99PxZPtJmdqC0KNVzv2NdhzJQfC7qdqZyKzaK9nY9AIBIzaRiWOFsAxS7j/Qy9XjLwmhlpPTXEjK9+3mtb/+gXNvvSNm8ikUiomNlJKan/yUhr/9Ld6ijDiBOSatlxo9XhtMtF9rmYumowmkzWzGlRnV/UZQI+yz4EgJEahMoXlnATmR2ayv/sfICD+GaY000BrpLfVSu7PU0Ag2nRg9H3Xavfyn/yV9cgG5M2aPgqTjB+WwU8SN8q99ncDuPfEWY0Qx7ZL6OyOEC7ueND8xaXgYKzZx8k56dyrfS6dmewYA1ZszsLoiSAmGz4pFs3Nu7k3kCzuv1DxAMWUjfCfjmR5rGuFvaebJe3/IDXf/eNQlUigUpz6RhgZKPvnJmEbUxYPgFJOGz0WQFrpV2ZNEgwcGUuPNNODQUwUEW2w07E2lbH0OFkeESFDHDFvIdhVwesY1OLx7WF/3BCYjWzlwfHOyXov+vO3FZyhcvJSp7YU3FAqFYiRpeuw/p6SzruWKCG0Xmp0R5HCyrWbBNgAd5Kuzcfi5ySChfk8qFkcEYZGEfRYwBcszL2K6az5v1zzO+vB/iMhQv2NOHHrSa5J/3/11vvDPJyZUPrv+UE9CERda31yP9403xnQyzaHQcqVBuOCkKkR0LEGCSrLZzqJ+xzHCULM9/fgHUhD2Won4rEggYobY17QRh+5hTvJq/EbrCN/JqUn53l0c2bY53mIoFIpTkPKvfu2Uc9ZJi6ThjgjSSq9euf9wI0F6LnR0Ii1lboLNts48bGZEI9RmwwzrgKTKd4zaYAlFCfPxWJJG7iZOcZ788fcwDOXcVCgUI4vh91P1gx/EW4wRJzDXjDrroIsnpMNsM9D4I5/qdxwpoXR9TrunL9o7ErAQbrO2H/OE7XXrkNJgRcaltEVil/bp1EEgDYOHvvu1eAsyplAOO8Wo49uyhbJPfCLeYow4hkPiW2X2+lelIcmhiiIO9zlOoMnG3n9Po69gbImkuG0PpjTIchYOXegJyBM/+V68RVAoFKcQUkoqvvMdfG+9FW9RRhzfEhPpoc+3xQt5Fht9Rw3U70vi2Av5fbYRCI627sSUJqmOnCFIO3F57a9/jLcICoXiFCLS2Mihs8+B0KkXEdZ2jgE9n4TttLwu5Zk+xzDDgqMv5uGvObHSa3eCpp/qQAk23YlF9L+xpYhSeWAvrQ318RZjzKCOxCpGlXBNDcU33zLofhJ4c/FyHj/7Ig5MLsJiGKzasZnrXn2OaWXFIy/oIGUL2OzUzXGh26r7bZtGb+f6IRLUOPT0ZCL+/v80JSZvVz/BqRWjOAqYJpWHD5AzdUa8JVEoFKcAjQ/8k+ZHHh10v1aXm6fWns+za86mMTGJlJZmLn37da5482USfPEttGAIgc/hpGqRBYfZgK71nJNVAEm09DlW8zEPpety6S8rkERS5T/GOzVP0hJSL+qDYcerL3D+7Z+OtxgKheIUofgjH8Vsahp0v0OTCnjk3EvYsGApEV1nRslRrn79BdZu3Rj3mqhB3UKb241/WgO63ovHDtAxKeRon2MVv5FDS3HCgObd2fgmh1q2Ysre51R0581/3s+ld34l3mKMCZTDTjFqSMOg5KMfA2NwC5YE7vvQbTxzxnlohoGpR8/lvLZsDa8tW8O3//Jrzty6MQYSD0y2I7n5fOKbP6ZIHOL7/E+/fXpSWB2Vhep2Jbc76wam1qoCfSsURc8Ub9+qHHYKhWLYBI8do/qeewbdry4phTu//F2qUzMwhQAhqErL4K8fuJbn1pzFb+69m7SWppEXeID877Uf4em153GT9jfO48VB9+/QaaYJ5RsyGWgK75Dp76WynKJPTJNQwI/NMcgSvgqFQnESNb/6FaEDvRXD6Z11i5fz/dvuRCAx9KiLYdeUGeyYPpvL1r/CF//1l7g67S6/7y+EbDb+KG/B3Uf1cdmPuvLV22g+MvC0DU2hGpqoGYSkCoDyA/viLcKYQR2JVYwKMhKh+GO3EjpyZNB9X122mmfOOA+g01kHYOg6hhD86NbP0pAQv3w3789ZgKlpFFNEG31XIO1t/RciqiDqdqeOvICKbiijRqFQDJdgaRlHr7xqSLlY7/3wJ6hJScfUtOMlw4XA1DRqUtL56c2fHGFpB44Etk+fjanr7GQRlt7ODnU07uH2O24p3GYl1HJiJTiFQqFQjFXq//Y36n/3+0H3a0hM4oe3fhZTiE5nHRy325454zxeO231iMk5GCRwLDuXkNUKwDYWY/ThAhGA6EWtSxPqdqXSo+JTjCi6VcWVdaAcdopRofzr/4N/49Ci4B4/+yI0sxeDQdMwNJ3n1pw1dOGGyTWvPsea7ZuICCv76KMMdS+GjZTgrXJS8V4GZkRDGTaxp2Dh4niLoFAoxjGR2lqOXX01MhAYdN+K9Ew2zluEofdcxcHQdTbOXUhFeuZwxRwSEvjBH+8juaWZXcwjiK130+SkAksdmBFBw4EkKjdmxE5QRSfCYlEbUQqFYli0vPACNT/+yZD6Prf6LAxNh14qe2qmwX/OuWg44g2LwqoK7nz4ryAlW1iGhtmzXuuIrutBr4VaLdRsS8Nf54itsAoAZsfRth9rKNelIub49+yh9Zm+k3f2hgT2F0yNRiH0gikE+wqmDlG64SEATUq+9ZffcPtPfsRix6b+O5xAxK9z9KVJeKtc0e0ctWETczTdQlpe38nPFQqFoi9qfv0bzNahVefeP3lK/42EYP/kKeTWjf4xGg3Iqq/lc4/8nfdvm4KV0KC2kVrLXBx7eRJGSG8PUxjYcVjF0Fl51fXxFkGhUIxjpGFQ8Y1vDrn/voKpSNH7Om9qOvsLpsZFG3TMd9W6l9k4dxGXzXsSiUDrzeg6SUgpofK9TGq2pypVNoosvuiyeIswZlARdoqYU/mNbwyrv2b2nOy6AyElej9tYokG2MIhbql6gH5X8hN0g5Rw5IV8vNXtu+Kyly2dU4khHB0baW78wb3xFkGhUIxjpGnS/Ojgi0x0oPcWMT7EdrHAYpqcueVdLjL72Ww7aUn3N9g58nw+Rqj99XIi6LUxwKoP3hBvERQKxTim8ZFHkD7fkPvrpono5x2/P3su1hhCcP3O/1DE0d6ddT2orOqtadRsT4tekELptVFg5qozcHoGVtRjIqAcdoqYEiopIbhv/5D7C2DZ7m3ofRSqkEKwfM/2Ic8xEghgavgQoq8QuZPW97ZyN74aZ/vCrxgNllx2FdlTp8dbDIVCMY6p/P73h9V/4cF9WCKRPttYIhEWHtw7rHmGiyZMMrTa/l8UT7DBaranIieSMSNl3Deibv3lHxF9RLYoFApFf1QP8ShsB8v27Ogzwk43DJbt3hZXzaBLSZExuFzqRlhQszU9RhKNUeKs01wpqVx611fjKsNYQznsFDGl+ifDUwAA17/yLEZvOREMg+S2Fs55/51hzSFH4CxqSn1Lu6HS50R05O9uOpLQe1bTU5XRNipOUDqXfO6rnH3zbaM7v0KhOKWQUtL8+BPDGiPJ28rF77yB6CXaQJgmF7/zOknetmHNM2y9JkH2F+Rndv3edDhx4m1CDUKviZF47W7Xa+7kFO744z9Jyckd/pgKhWLC0rpuHQSDwxrj3PffJrmtBa2XAAtD07j+lWeHNcdIYPMPLsqvrdzdnl98AhFHW23W6Wdzx+/+rjahTkLlsFPEFP/WbcMeY+GhfXzxX3/mFzfehpASU9cRpokUAo/fy72/vgdnaHiKRgxzz0cAju0aOAzse3REBEIFEv9yE9mRB9oA214wcsBIAzM8wRTAIEmyZlDgmcOOxnVDG0BK0AUf/Pr3KVy4ZGSFUygUE5JwSQmEQsMe57OP/oPq1DQ2zluMbhgYut75fdme7Xz20QeGPcew9ZoUuDYKRJuGrRKkFQKLTIIz5fHtXh2c6wX+VTJ6UsiYYHptkEbF3OTVVPuLqQ2WDnFCSWJWNrf85DfYXa4hjqFQKBTHaXl2+I40ZyjIvb++hy/d9Q1a3AkIKZGahmYYSCH4wkN/YeGhfcOaQyKHrdds+wSWowLXFg2tDYxU8K0yME4IohN+sB6B0BwmnrNuCKzOvJL3654nbA7RFhcmSy6+mrM/+vGRFewUQjnsFDHFHEY+hBP5wFuvsWTfLv57xnnsL5iCNRJm1c4tXPDeW7gD/hGZY7g4twtc263RqAYBznch8UmdxtsjBGdHP4vkgJkabW9PGZ6T8VRGIMh1TWV28ko8liTeqX16YB2lxBXw457ZRubMSzn7Q19RRo1CoRgxzCFUhe0JWyTMPb+9l82z5vHCqjOpS04lvamBizasY+m+XWhjIN8nQPIDJ7wmCnCv1wlNNmn4TATTBVoz+FdHHXhCgC0pSKjZxoQ5EjtI8twzmJO8mrdrnqTcd2BgnQyDZN2LbbbGgtO/wsLzLo2tkAqFYkJhtnlHZJxpZcX869uf56UVp7Nh/hLCFiszi4/wgfWvkDcCBZSG66wD0P2CzHutxyPQBXie12i70KT18mh0oF4DobnRfX97srLV+iLRmsYk1wxSc7N5qeLvhMwB2ORSYg+GSMj24pw6hbOu/wGZBUWxF3Ycoxx2iphhhkLIcHjExsurq+GOJ/41YuONNB2KRCCOJ+IOSlJ/b6H2yxG0AASny84N+bSZzVRtyoiPsGMZKUEIihIWIKVJnnsGZ+s3srvpbWoCJX11RHNoXHHPvWRMmovVrsquKxSKkSVUXDxiY2lSsmzvTpbt3TliY440XQykdr1mLRWk/tZC04cjRFJBascDzTLmNlL+TtboCzoOSLFlk2zLwJQGqzIu41DrNvY3b8Rv9Hb0OVqqsGjlbM666S5SsierY0IKhWLEidTXj9hY7oCfq9a9zFXrXh6xMWNBp25r12sJL+qYiZJwuklofnsbAa70IM50P/46B2ojqjvTEpYghMBp8XBB7kfY07yBo607kfRx9FgIzvrKxymafwHupORRk3U8oxx2ipjR9vob0EexiImAQCANSfrPLVTfG0acEFmtOwzsiSGCzXa61RCfqLQ76ySS1yofJN89C4fuxh9ppSnU9+5c0eJlXP7Fb2Cx2UZJWIVCMdFofnqA0b6nMEIKbMWCxId1Gr5odNFczkxfVJXJCa7T2nVZ53egMVTFyxX/IMc5BYFGQ7CiD2cdoOmce+sdLDr/klESWqFQTDSM1lYCu3fHW4wxQeJjOg23SzAk6Mc/d2f78dc5mfC2Wg96bWvDq9QFy0i0pWOYYWoDZX066zxp6Vz77R+RmpM3WlKfEiiHnSJmhMvLQdMgzmW8441AgCGR9q6f12xLI9hs62w1ITnx2JcQXfIBBQwvB1s299p18ryF5M9biCsxkaLFp5GQOsGqOCkUilEnXDLU3GOnHtIqkCadG1FSQunree0RCxNUp8FxvXaCUdNBQ7CShmBlj92sDiczVq4hbdJkkjOzKVqyDIvVGmtpFQrFBCZSWwf9VC2fKAgpMO10cdb5ah3U7UrtaBEPscYGveg1iUmJdy/0cqo6JXcS05atIiE1lZxpM8meNmMUhD31UA47RczQk5MnvLOuA3nSIi9NqNudwoRe/KHXhN1O3YPf8MJJVQ5tTidLL7uaFVdeg25RhoxCoRhd9NRUtRFFdGVuC9uB44ZeW4WrPWJ8gtODXhNo6FiI0L1gSXJOLuff/hkmz1s4GtIpFApFJ3pyUrxFGFOE2qwgQ53LeN3uFBBy4lU/P5ke9JpDcxM0/d0i6jRdp2jxcs7/+KdxJ6eMloSnNMphp4gZCeedS9XdNuQIVNQb77TZrXirNVwZAYQGEb+FiF/9+fWER0/mokm3owlBTVEtjtmpWO02UvPySc8viLd4CoViApN0+eX43n033mKMCRoMNx5xfFvdX+tQhk0vzEtZw6yklYREgNaVQZwZyVjsdvJmzcHpSYi3eAqFYoJiSU3FtXIlvo0b1UYUUOtLIEPWd8ZT+GocSqf1wjk5HyLBlkq9pwax0oPd7cKVmETe7Llomt7/AIoBozwGipihJyaS9slPUPeb/423KHFFAkfTk2naqDPl4lI0IRHa2KgAOBZZmHY2lgIX6ZfOJL9Q7fwpFIqxQ+Kll1D/178SOnJkwuZole1fxa5ksnaHSJvdhKaD0OXJQdEKohHjhYkLcK/MJu/8InSPyrOqUCjGDhl33UnxzbdEjzuOkQrl8aDO46TqWCpJS5qxeSIIrV2vKboxxbMQV0oyyRdOI2/Z6aogUoxRDjtFTEn/9KdBCOp//4cJGWkngVaHlfLUBKgQ7Lx/JinTm8k+rRZHmp9Avao61IHd6ebsmz/B7DPOQrOpnRmFQjH20Ox2Cv72V8q//BV8GzbEW5xRp8N02ZObTsSiU/52DlWbM8haVE/CpFYgO57ijTmyCqdyyR1fJmXyJISudL1CoRh7uBYvJv/3v6fyf/6HSG1tl2sTocyCBEwBOyZnYgYt7H1oOq4sHznLakmc3Ia/XkXZdSA0jYXnXMza6z+KJcGhHHWjhJCyf1d6S0sLSUlJNDc3k5iYOBpyKU4xjJYWWl95lZqf/xxjBMuHj3WCusZrcwqQ2gnlYZEIXZI4uZXmoxM3gszhTmDavOWkTJpESkGeSrA9gqg1u3/UM1IMl+DBg7S88ip1v/pV52engnHT3z2UpHrYlZ/VrZc9OYjQINBg72eEU5eMvEIKZy/BnZVK3ty5ZE+dHm+RTgnUet0/6hkphouMRGhbv57Gxx7D++pr0c84NVbz3u6jwwny1rQ8Wt2ObleSilpoKU5AmqKXEU5thKZTOGsRuVNn4cpJZdppK3AlJcdbrFOCwazZKsJOMSroiYkkX30VrqVLOPKBy5GhUOcieSovf5oE2W33QSAN0e6sG/+qUGgasoe8F67kFKQp8bc0dX6mWSzMXHUGSy+5gszCKYgujkyFQqEYP9inTydj+nS0hARqfvjDeIszYvSlkUzA6DE3jSDY5Ojh8/GKoKfzvemTC6kvK0Wax49DuxKTWX71dUxftpLE9MxRlFGhUChGDmGxkHD22XjWrOHIddcT2rdvnFsox+ntPjo+726NRK+cKraapuuYPaTx0CwWkjKzaawo6/J51tTpnH79zeTNnIPVcSrp9vGJctgpRhVbQQFTnnuOim98A//GjfEWJ+ZYTRNNSsxeQ4bHpgLQbTaMcDj6w0lBuJ7UNDILp5KSm8eCcy8kJSePsj072f7KCzRUlOFwe5h9+lnMWrMWi9VG2b7dtNXX4UpKIX/ufDRdHXdVKBSnDmkfvglrZgZV3/8BRl3dKfBq3zsCcIYjfbQYu3fvTErG39zU9UMhQEqyiqaRmJlJ/twFzDnjHDRNY+/bb7DvrXUEfV5S8/JZeN7F5M2eS8jvo2TXdiLhMBmTC1UxJIVCcUohbDaKHnmYmp/+lMZ/PTQhilE4wxGa+2wxNnWb3e0h6PN2s9Wsdjs5M2aTkJrOrNPPpGDeQpprqtn+yvOU7t6B0DQKFy5hwbkXkZCWTn15KTXHjmCxWMmfuwCHxxOnO1L0hDoSq4gbLa+/TvmnPh1vMWJKRAheml/UYzlsAIQJcmxFmc0/70LOvOk2mmuq2PTMExx8722McJjUvHwWX3QZ88+5UDndxjhqze4f9YwUsaDkE5/E++ab8RYjZphAWVoiuyZl9NJi7MXO25wuzrn1DuaccTZ733qDLc89Tc2xw2iaTtHipZx22dXkzZoTbzEVfaDW6/5Rz0gRC4zWVg6sWg2RvjZqxj8bpubS6HH2cEW2Vz8fW7Za9rSZXHjHnbiSktn6/NPsePVFfM1NOBOTmH/2+Sy55ArcySnxFlPRB4NZs5XDThE3pJSUfOxj+N59L96ixAQTKE1LZHevhs3YYsbKNVz82S/3mEdOSqkSi44j1JrdP+oZKWJBqKSEI5dfgQwE4i1KzNgwLZdGd0+GDYylKAQhBBd/7svMWr22m/5SOm18odbr/lHPSBEr6h98kJofjF7ah+FokcH2lUDAqvP67IJegivGjk4DcKekctMP7yMhPb3bNaXXxheDWbPHlrtYMaEQQpD/+9+TePXVvUegDYKeArY7vNGG6PrzUBhMXwkYmsaRzORhzDh6LL3sKi77/Nd7LfqgFIBCoVD0j23yZAoffhjrtGkjMt7Jek1ygl476eeRpKcxJVCV4KLR1Vc+m9HTFX3lQNWtNq6/+yfMXnNmj/pL6TSFQqEYGGk33UT23d8FZ28bNV3pSyf1dc1k9N1jAtiXk9aHHTrKuqIP3ZRZOIXbfvWnHp110a5Kr52qKIedIq5oDgd5/+9HTF//JolXXtlnW0nfxkl5WlfjpjQNdhXAnnx4Z47gVx8QmCI2TjvZw/VNhVn4bfGvejpz9Vo+c/+/ufEH95JRUNTlmic1nUs++yXOuvk2tdArFArFCOCYOYOp/32agkcewZqf32fb/vRRTfLx/w/rcCAXdk2G3ZPhvysFj68e+XVb9vD/kmjV820Fmb0bFFJ2y6MTKy753Je565+Ps/amj2F3u7tcy58zn4/c+xt1zFWhUChGiJQbbmDme++S9YMf9Btk0dfV+gTwn2AaNbqj+mx3PmydCr+/WFCc0XMQxkDpLYDDPOH/OzialkhlSkLvg42STnOnpHHbr//Ep/74T6avWNPFJrNYbSy99Eo+9KOfY7XbR0UexdhCHYlVjBlkKMTBc87FaGgYUoLTx1cLXlgiSPYKWl1Qn9hdZZy5w+TTz5pD2i8xgYDNgit0PI9DRBMcykqhLNlDepsfZyhCdpOXXZPSafY4owt9e1Lrbt87/j9WjjIhSEhL58P3/BJXYlLnxzXHjtBSW4MjIYHcGbPQeqz4pxjPqDW7f9QzUowG3g0bKPnYrUPuf+cnNBACezjqvPPbu+oLS9jk7n+ZzKgYonw2C/aIgcU8/irYZreyIz8TKSDRFySjxUfYorEnLwNDa5+/Q291vEIKgRYxMC2x1ycLzruI8z/+2c6fI+Ew5ft2Ew4GScubREpOXsxlUIwuar3uH/WMFKNFxTe+SfOTT/Zsq7XbNdLs2dY6lgnfukUnpwEiOlSkgtS6tsytM/np/Sa27kVNv3lASAAALRBJREFUB0SLw0ZiINT5swQqk9zsycsg2RfAHo5QWNfEsfRkStOTokdJT5T/BFvNYphEdC12thrRaPEPfuP7FMxf1PlZW0M91UcPo+k6uTNmY3e5Yja/Ij4MZs1WVWIVYwZhs5H/u99S8rFbMX2+44pA08A0SbjwQhp370Qvq+hRCazaK/n3mTpNvWyUaKakLmnowc0a0Oi0sz0/E1cwTMSiUedxYegaSElFSgL2sMHhrJRoJKDFStiZyF4tn6LGUrIDNdiMCI6ASYknF4u9CU3ImAVbT1u2knM/dkcXZx1EQ6ozC6fEaFaFQqFQdOBetYqMu+6k9le/Bl0Ho90C0XWQkuzvfoeq797da/+1uyWPni66GTQdRCyCilSG7LBzhSJsKshEQ2AxTbx2G00ue6ex0uqwUZHiwdA0pBAYdhdtzmSKw5nMb9xHgtGKIxRBhm0cScsmmdqhCTIAbE4nyy6/hhVXXtvlc4vV2sXQUSgUCkXsyPrG/xDcv5/A7t3HHVwAQmDNycGy9nR8/36kx74FNZDaCsWZ9OoEq0kWhC0M2WGnmyZvzphEoj8EAhrcTgK2qMujJtGFLWJQmhZ1kJhCYLgTKbXmYG0NMtV7DLsRxhWMUG9NpTUBHARiZqulTy7k7I98gsnzFnT53JOahic1LUazKsYbymGnGFM4589nyn+fpvFfD9Hy7LOYPh+2adNI/dCNJFx0EfXf/Dp6Wc+WSU4jrN1hsn6+hjxpZRUI0AS3tM3DkltNpK0VWloHJVtEaJg2D22eNBo8vq6Ld7vSCbYrBAGISBh7az0LaOCop5B1OStotiTiMvzMajvAjLYWdAanjYSmoVmsGKFgj9emLl3OzFVrmTRnHp6U1EGNrVAoFIqRJ/1Tn8K5ZCkND/wD/5atoOt41q4l9ZabccycyaFf3Ie7qaVHg+CCLZIXl0KLs3uROl1o5JiJnG3JRsuoxmhrA79/QDJ1xNP5rTaceDiW6kAzT9IrQmC06zbR/mUJ+kgO+rBr9WzNmM0h91TCwkJ6qJ75rbtJHkKtDVdSMr7mph6vOTwJzD/nfAoWLiVv5pxe86wqFAqFYnTQPR4KHvwnzU8+SePDjxCuqMCSmkryB68m+dprqT9wAH8vDjsB3PiGyS+u1ntNWHdt62ySc70YjY2YLS0DPnXVodcCNhe6nkhZahjt5AOyQhC0Wjqn1aRE87YwhRZqbek8P+lMKu3Z/P/27js8rurM4/j33umjMupWca+4Yww22MYYY4MJhtBCSYOwEBJqSNvdQFhqyGZZkt0kmx5IQggQEkICofdijDEGYxtcsS25qZfRaOq9+4fcJatZoxlJv88TYuvOzL2v7gPnzHnve85x2BajQluZ0rgWowfzczNy82iuq233taJRY5i8YBHDJ0+jYNiI7p9cBh1NiZV+pWrDx1ScfyHueKLNAowWEHUYfO+iTD4e0YJpmJiGSdyOE3AHuHPunZw6/NT97080NbFpyZlYNTVtrnNwHxJ2OthclMNtX72F6vwhYBjk1+zmUy89RnHN7gPnMwzqAgUU1B9UYWAYOJwu5lx4Kb5ALpveeZMd6z8i0hwEwJedTcm4iQRrq6n8ZHOHv3vRqDEsvfHb+LICrHjyr3z44rO0NDbg9vmZfMppHL/0PLILi7pxN2WgUpvdOd0jSRfL77iV7If+3O7YxQI+GurlR+caNGTFcBgObGws22J64XTuW3AfRf4D7X7jq6+y4+qvdHrNmgwvy8eP4b++fMv+Y8eueZu577yAP3og6xZxeWjx+MgJ1h/y+byyYcw+7yKaqqvYuGIZVVu3YO2tHiwcOZqcISXsWL+OUH3dEWMwTJPpi85kwWVXUr19G8v/9iibV76DFY+TW1LGjCVLmbboTBxOPVse7NRed073SNKFbVm8eso8iqrqjliZ9rsFAZ49IUTcaeM0nCTsBA7DwWWTL+OG427ANA6M8spvvJHgs8+1vQ4H+syEYbAjN5P7z7qAV09cjG2auGJRlrz8F8ZtWYdjbzrPBhoycwgE69tMg528YBEjp82gfN2HbFu9iobKPQCYTielx0zCYTooX7cGKx474u/uy8pm0VXXMu6Ek1j76ousfOpvVJdvwzAdjDr2OI4/+3yGTZrarfspA1N32mwl7KTf+ds3rmf4c6/gi8X3PzcxgJjDZOXIYuoyfUz7wsXsGW0QjAUZGRjJwmELcTvcbc4V27GDiq/dRPjDD1un3gJYFnU+NxuL84i4nDR53WAYvDd5Ni/OW3pICXdOQw05DTVE3V52FQ3l2uVPkbnuPRKxGKbTycS5pzD7/IvJLS7d/xnbsmisrsK2LLILizAdrWv+hBobWPfqi9Tt2onL56Nk3ASioWZsG4aMHsuQUWPaxG9ZCa1BJ22oze6c7pGki2BtDU9fcgGTtu/B4ECVgElrYm3lqGLiLicn3HET61s2YxomJ5acyOSCye2er/GZZ9j1H7dhNTSAw4GdSGAD5XnZVORlEnE5Ce/dEOkP513NnsIy7L39n2FZlFRW4I6GacjKxXZ7+OaLf6Rh5w6gtWpgxpKzmXnWuYdUu8XCYYJ1Nbh9fjJycvcf37NlE+uXvU6kuZmsgkJyS8sINzXh9noZMf24Nks22LaNbVvq1+QQaq87p3sk6eSDp56g7vY7GNIYOqTGzQDWl+SxpSiX4mmTybpkLjuCO8jz5LFoxCLyfW2ngdrRKLvvuov6x/7SOv3WNCGRIOIw2VCcR6PfQ7PHTdxhUpedx68vvemQsZon0kJx5Q4wYE9+CSdVbODkFS/Q0tgAwNCJU5h17mcYdezMQ64baqgnEmomIzcPt7d1h9xEPMbGd5ZRsW4NGAZDRo/B4XARj0bIKihkxNRj94/r9sdvWWAY2txPDqGEnQxo4eYgD37rOnybt1IQbAHbpj7Dy86cTCzTZNjkaVzwndtxOLs+daZl9WpCK94Fw+Ct1SvYuKeitYE9SNzh5OGzr2B30dD9gxtg/9oN0z56lyVv/AOPP4NPf+sWSsaO71YMIr1FbXbndI8knWz9YBVP3vEdSmsbyYzEiJsmuwMZ1GV4wTBYdOW1TF98ZpfPZ0WjBF98kWh5BTGHyV+efZxIO2OF3QWl/OnTV2KZDqyDBhmGZQE2n/nnHxhRsYmR04/jjGtuIiM7gGEeXt8uklxqrzuneyTpxLZtnvm/H7LjmX9SUh/ElbAIuV1U5GURcTnxZmby2bvvO6SgoTOxPXtoeuEFrFCIivoaXlrxOnY7SbA3Z57KWyecdmDziL0MK0FuQy2ff+LXeCIhFl5+NVMWLMLl9fbK7yzSHUrYyYBnWQne+vNDfPD804SbGoHWMuSZZ53LzKXnHdU6N831dfz+29e3u6ZO1OHkneMW8u602cRcrVtr+0NNzF71OgvffhkTm6YML9klZXzphz/X0xRJCbXZndM9knQTrK3lmZ/9iPJ1q7HirbuRF4+dwJwLL2XUjOOP6tzrl73Bkz/6fruv1QaKeGXOEjaPGL//WOnubSx+459M2LqJmMMk6PMw9+IvcOL5Fx9VHCI9ofa6c7pHko42rVjGa398gLpdrVXapsPBpPkLOemCS49qGR/bsnji3rvYvPKdtq8B68dM57XZi2jIbq34diTiTFq/iqWvPElWKEizx0XM7eLy+35OXql2Fpe+p11iZcAzTQfzLv4C8y7+AuFgkEQ8hr+Xnvzv3rzhiAtgeyyLS0O7mPvI/7DHm4kzEWfOuo8ZWVWPc2/uO2YabNtVw7ZVKxl53NENskREZHDIzMvjwpvvwLIStDQ24nC58GZk9sq5Ny5/E8MwaO8ZbV5DJbeGd7PsD48TzMimoK6OuR9vpCB4YC27Jo+LrQ/+nlmfvrDNdB8REZH2jD3hJMaecBKxSJhIKIQ3M6tXNg8KNTZQ8fG6Q3ep3cs0TY7dvZnTVsMHuyqJmwaTtm5j+rYd+GKta63awJ5ABmv+8jDzr//GUccjkkya1yD9njczk4yc3F6bpvPWnx86YmWcbVuUr/0QI9hISdUOzlqxijGVdfuTdQAuy2ZMZT2Nd9zVZlqtiIhIR0zTQUZObq8l6+p27WD9stfbTdYBYBhsWrGM7JZmxm3bwlnvrSEveOh2r5mRGFPWbWHPww/3SkwiIjJ4uDxeMnPzem2n79UvPkM01NwmWQet1XeRUDOVG9dTULOLOWvXcuKm7Xj3JuugdS29ooZmAr/5A7E9lb0Sk0iyKGEncpCmmtbdWjuaKb4vMVhaFyS/OdzuDkgG4Pp4PcFXXk1OoCIiIl2w8Z1lHT/Qsm3CwSYAJu6swbTsNl8O9/VzDT/8EVYkkpQ4RUREumL9Wx08hKJ1Db1ELIY7Fmf8rlqg7S7sJuCKRKn+6U+TF6hIL1DCTuQgsUi40/cYhoHT7WFYTQMdLgBpmtQ/+mivxSYiItJdsUikS+upuiJRCoMtR/xiaAB2MEjwpZd6NT4REZHuiIZbOn2P0+NhaH1zu4UV+xi2TcMTT+hBlKQ1JexEDpKVV4DT5e7wPVYiweiZs/BH4x12AlgW0e3bezU+ERGR7sgvG4qVSHT4HtPppDgnv/OTORxEKyp6KTIREZHuKxg2ssPKccM0KR4zDl801nFxBWBHIiTq6no3QJFepISdyEFcXi+TFyzqsBNwe32ccfUNmIFAx52AYeDMy+v1GEVERLpq7Kw5revhHaHKzjBNJs5bwMJrvtb5ySwLR05Or8YnIiLSHcee/qkO1wm3LYtZ536GESfO7fxkhoGZmdWL0Yn0LiXsRA4z9+LPEygqbpO0M0wTwzRZcu1NuH0+yq64ouNpRrZN4NxPJzlaERGRI3O6XJx5/TcwDKPdfi0rv5CTL72MvJnH4x43FruDfs1wOslevDjZIYuIiBzRqBnHM3nBoiO+Pm3RmQyfMp3RX/lqx8kOh4PMhQtxZGb0eowivUUJO5HD+LKy+ezd/82MJWfj8nr3Hx82eRoX3fo9xs2aA0DuZz6Ds7gYHI62J3E4cI8eTfbSpX0VtoiISLtGzziBS27/ASOmzdh/zOXxMn3xp/jc9+5r3WndMBjyzW92uNRD/lVXqsJORERSyjAMzrj6BhZe8RUCRcX7j+cUl7DoymtZdOU1GIaBZ+xYss85p/0Kc9PEcDgovPaaPoxcpPsMu6MtVvZqbGwkEAjQ0NBAdnZ2X8QlkhYS8RihxgbcXh8ef9unL7GdO6n42k2EV68G02zdXty28c+aRdl/34uzsDAFUctgpza7c7pHMlhFQiGi4RC+rABOl6vN643PPMOu/7gNq6GhtV+zLAyXi/yrrqLgums73nFWJAnUXndO90gGK9u2CTXUA+AP5LSZ/WRHo+y++27q//xY6zjNMMCycA4ZQukPfkDG7FkpiFoGu+602UrYSb/RFI7xQXkDlm0zpSxAXkbHm0P0pZYP19Dy3kowDPyzZ+OdMCHVIckgpja7c7pHkg62VjfzSU0zmR4nM4bl4HSkRzLMikYJvvwKsYoKHDk5ZJ22UJV1kjJqrzuneyTpIGHZvF9eR2NLnOH5fsYUZqY6pP1ieyoJvvwyViiEZ+wYMubOxWhvlpRIH+hOm+3so5hEeiwST/CfT6/nj8u3EYm3LjDqNA3OnVHGZSeNYEddC15XhFmjhuD3+FISo2/qFHxTp6Tk2iIi0r9sqmzi5sfXsPyT2v3HCjM93LhoHOOKMqlrDlGSbTB1WDGm2fdf1Uy3m+wzTu/z64qISP/02MoK7n12Pbsbw/uPHT8il2+dMYFgJE4iEWZKWSYlOXkdrwGeJK4hReRecnGfX1fkaClhJ2nNsmy+/PuVvLqh6pDjccvmsZXlPLaynExXM/PLltH8wWbcxjhmzL6YghGz2z2fbduU17YQjifI87txOgyyvS5Ms/sdx5qmEK/VBUnYNscHMjgxkJGSDkhERPqPT6qbOe+nbxKMJA45XhWMcMvfPsTAZljWDhaXvU2trx5/9lymz78Mb0ZRu+cLxxKU14ZwOgxyfC48Lgd+d/e/3sUsm+drGtgUiuB3mJxZEKDMmz6V7CIikp5+v2wrtz6xts3xd7fVcfEvl+Ey48wo+oCzhqymlExGjf8Uo2dciGm2X+FWHYxQE4wS8DlxOx1keZ24elCBXhWN8VRVAw2xBCN8bpYUBPCmSSW7SFdpSqyktb+t2sHXHnm/nVdsOGhpbBPIw+BnZFAMGKPjFF80j22xGLXNUYqzvazcVsePX9rI5qrmQ85UlOXhS3NH8S/zRuF2dt6IV0VjfHnNVpY1NGPujSIBjPd7+O3UUYz1ezs5g0hyqc3unO6RpMolv1jG2wdV1h1woF8zsLExWISTW/FhO8NkzSvDv3ACH+8JkrBshub4+NXrW3jonW2EotYhZ5o9Ko9rTx3L/PFdW0f15ZpGrvtoOzWxOA4DrL3fDD9bksc944fi1rp1kkJqrzuneySpUh+KMvPO50m0m1E40K859v50Jz5OwUU00EDJBXMIlmSwraYZv9tJ3LK47/kNvLL+0EINt8PkwuOHct2pYynN6Xw2VcK2uWvzTn5ZUYVlg8OAuA3ZTpMfjB/GuUNyj/bXFjkqWsNOBoRo3GLmXc/TFI536f0OYAoOfkoGtpFgMzZftUO0dPrJ1s6kyOvisnkjycn0kOl1MiTby2Mry3n54ypiCYtxpXGGDdvMm4k6qu0CIuHpYDmw/U7sTBcOINfl5OVZEyh0t13IW6SvqM3unO6RpMLbW2q45Jdvd+sz/4qXs3FjYXG/EeN+O3KEdx76IAtgblmA02cOxekwGJrjo7Y5yoPLt7NxTxMep8HUMTX4inbybDBIxDiGRGgYmCZWjhtcJgZw4ZBcfjxpRI9+X5HeoPa6c7pHkipX3P8OLx2WYDsSg9bpfY+TSQAIAdcQYjNWxx/cy20aXDpzKGPLsnE7TMYUZfL6hmr+8l4FDS0xirLhmDFb2emv4f2Qg4g1A6JZ2C4TO8e9fybUg9NGc1q+/juR1NEadjIgPLt2d5tkXVlmBfPLljGl4CPAYE31RF4qP5k9oSEkgA9IsIU4L9txHiBKp9loYN8ApzIc5b9e2NjOmMcCI8HKLS5WfjIUV6ASf8FDZJgPEN51IfGmKVgBF7EpudRmwgMVVVxv+4lsqgfbxj08G+8xeRg9mHYrIiIDx49e2HDIzwYJZhStZl7ZMsoyK2mKZvDWzlm8tXM24YQXA3iUKPNw8q+0sM5OtH/ivWc7lM2bFfW8uaOhnbdGIOzmpQ+yMVxRXHkbCOT+FStcQkvFF7HiARLD/MQn5PDnPXXcWFpAycYmYtUtmG4HvqkFuIr8R3s7RESkH6ttjvLKYcsWZbkaOan0HU4seRe/M0x5UxmvVMxjbc0x2BjEgaeIMR4HtxCiuf1TtytqWfxuRTmsaOdFM0xTpZfNlaU4MoJ4818hw/9HYrXziFSeie12EDsmB0r83LNlF6fgIrS6GqsljjPfi396IaZXqRFJP6qwk7R1xQMreOnjPewbhOS466mP5gCQ66lj0fBXOXXY6zjNBL/48DJW7pkBwI14+B+OVIHQEXvvP4dP/Tk8g5cARwv+ET/DdNfSsv1fSDSPwWXHufOTV5gx+lNkGL69p2mdW+TI8ZD/xUm4S9NntyQZuNRmd073SPpaYzjG9Nue2/8gyTQSZDhDNMWyADgmbwNnjnyeSfnrqW4p4D9X3EB9JAeAL+Pi18S6WINwsH1XMw47dnBfZwEGjsyP8JY9BPFsmrd8DSwXI4O7uCNUy8ghJ2JigmmAbYMNvin55F40AdOtXfYkudRed073SFLhj8u3cfPja/b/nOEMEkl4iNsu3GaUOaXLWTLyRQr9tbxSPoc/fHQxBgYLcPIhCWqwu1hc0ZnD+7UEYOAtfRRn9vtEa04hWrUEMPjCtlc5b8hMirylrV2jaUDCBqdB7jljyZhV3CsRiXSkO222FiWRtLWmoo6DBxmN0az9f6+L5PDYxnP4yftXkbANvjz1dxT4agDwYJDToysatP+fxOFVCw5I+Ajv+gwA7sLn8RsGt5jZzB19fmuyDlrHQHsXAko0RKj65YckGnqSSBQRkf5uV33LIQMTyzZpih14iLOhdgw/fO9aXt9xEvneWq6e9gDQ2iuVYPYgWdcR87C/GySCE4k3zMRw1eIKrGKi4eC/ssYxesic1mRda9D7c4Ata2uofWR9r0YlIiL9xwfl9Rx4MGTTEvcRt1uXBYpabl7bMYe7l3+DylABC4a9xfyyZRiAA5vJmEeRrDv8k4eP4RyAQXjnhdiJDNz5r2M4Qlxqu7hi+NLWZN2+0+xbfC9uU/fXjbSsqe5xVCLJoISdpKUv3f8OlcHYQUdsLA5+im9gY/JR7XherZiHAcwpWQ7ADwhTn/QIHVgtI7EiRTj927jVGWMyJn82ovyGME8TJXxwZ2KDHYkTfHtX0iMTEZH0Utcc5ZyfvHHQkX2V2wceCFl7l+R+cN1FNEazGJ+7hUJfFRZwe4+qxmlzjQPH2mMTq50DQFb2+/wvfvbYFg8Q4QEivE/80FoIG8Jra4jt6c6EJhERGQj+srKcR9+toG0/doBlO2iO+fnd2kuwbFg84kUsbF4kwat0tMRDZ7qyzFBrEi9WfzxgcXLWev7F8PKCEeM3hHmUCHvaeRTW8Nw2ujABUaTPaKK2pJ2Hlm/j5TaLl7bfMNvAi9tPYV7Zct7aOSvpsR3OipRgeqp40YLv0Ly/GDsB/JAw38TH6bj2BxtaVUngjJF9HqeIiKTOBT97k0i8KwMAAxuD13ecxLiczVS35Cc9tgNMrOgQwMBvubmaEFuMA8OvBDAGk+/hp2zf814TQqurCSzO6MM4RUQklaqawnzjz6sPO9r+WM3Cwcd146kKFfJy+XygbX1cMlmREgwMvLFszqGJEK31dxbwEyKcg4uv4cW5N/54ZYh4dQuuQq3TKulBCTtJO3c99VE33m1S1VLAC9vmUxPOS1pMR2JbbiK7z+YFy7W/89n3vCgE3EELmcCcvUk7K3I0T5NERKS/2VIVZEt16LCjHVcHlDeVsHzXcdhdqiLoTQkSMR9VOy8mvrfy4OBeawsW1xDkQbLIwgDDwO7iTu4iIjIw3P73td3+zAfVk3ip/JQkRNMRAzvhJd48nueax+w/uq9fs4G/EcPG5lscSNDZGq9JGtGUWEkrlQ0tRKLdayRNEry2Y04KBjY2kcrTidWf2OGTojtoIYKFBZj53r4KTkRE0sD3n+7OQ6jWGrtows3uUDFdm/bTW1prxMPlVxCxfO1OVrKBGuA+Wlp/Ttg4C319GKOIiKTaC2t2d/sz62vHYR7VNNieMEg0TyC881w66k+fIM6HtD58sg1w5Gq8JulDCTtJG5Zlc80fV3WzKbfJcDVTG86l44FNMoqvDbAyOrkuBIG7CWMCz7l7d9lwERFJX7saWnh9XWW3PmPhoLql7yvG9613Z0eH0lm/9jxxVhAjgs26HE3WEBEZLP76XgWRbg6rDBJUNJVidZh6SN5EWTuR2+l7vk2IZizeciSwvdr9XNKHEnaSNh5eUc772+u6+SmDplhWJ+/Zt7h3MnTtvC8T559EuWdbJY3hWOcfEBGRfu/6h1YR7fanbHaHSjp9T6r9jij3EuaBleWpDkVERPpAeW2Irz/6Qbd7IBuT6nA+HW16lDxdG6s1Af8gxn3xEC993L0HbSLJpISdpAXbtvn161vo2Uo47e2Cd/jrqWUD9xAmnLD463sV2n1IRGSAW7ezkXe31fVgAlAnfZYRIR0Sdu+T4BlivLahioq6w9foExGRgebB5dt6+MlOxmqO5o5f7yO/IMIebB5ZUU44pnXsJD0oYSdpobElzpbq5t4/saMBzPQYSOwbXt358p84839fYHdDOKXxiIhI8ry7rTYp53VkbiCdvr41x+tZ8JNfcNeT67Cs1CcSRUQkOd7YUJWU8zq826HP17drq3UOVIJXtr/BCf/5CK8l6fcV6Y70+cYng1pLPDmNtMNTiTt3OdDR2nF9OMBwNOMtfZRy3/e55DcvEI1rTTsRkYFo7c7GpJzXmfExhrOeI/drfZk0S+DMWoNv+G/5w4af8qMXNvThtUVEpC99Uh1Mynnd+a8B6bJunAN34YvYZfdy5aOPsC5JfblIVylhJ2nhN69vScp5bduNO/8VTHclbZ/cWAf92RcDHLv1f9F8DHc1u10P8sza7u+yJCIi6e+ZNbuSc2LbjafkMVr7rsOTdgkO9HV90a+ZxKM52JYTd/5r/Pq9vxOM9GxxCxERSV/rdzcSiiWnX3F4d+HKeWvvT4f3azb7at/6RoJ4OB+MOO7S3/GzV9f14bVF2lLCTtLC46t2JOW8VstQbNuJf+TPceUt27v2TyvTuxPv0N+TMe57hxxPntZdZUOf3EQ0OAxn1joeX72mD64rIiJ9aUd9Cw0tyUlcxZsm4crchH/kz3FkbORAYi6BM3s1/tH34RnyOH2zHpCBHZpIcMN3sBJO7MBrvLFRU4hERAaaX7yanOIKgHjTFNxDnsRT/DiGq37/ccPRhLvwOTIm3I7p+yRp1z+Ug9ieiwjtOBfMMM+XP621xyWlnKkOQKQmGKE62P199LrGQbR6Id7if+Ad8iSewmew4wEwopiuJmzbIFY/C2xvkq7fHoNoxVcwSh+mKmMjcHofXltERJLtuSRWTydCY0i0DMX07sQ//H7suB874cdwNoEZAQwiu6cn7frtsv00b/wO/lE/pSmsCjsRkYHm3a3JWZcVIFp7Mv7s93HlvIMr553WsZpt7k/e2bEAVnho0q7fHqtpFqEKB67MT4hbNi5H6jfFkMFJFXaScqFochcZjdXNIVJ9KrYNGAkMVx2Gs3WDi3jjNCK7z07q9dtnENl5KcRzU3BtERFJpua900KT80zepKX8cqxwaeuPjjCGu7Y1WWc7Ce+8mERodFKu3CHbR2jr9RRmefr+2iIiklTJ3DXVihTTUnEZWC7AxnA2YrjqMQwLK5pHaPtVYLuSdv32GVjBmVgNc3E5lDKR1FGFnaTcvi/3NsmawGMQrTqDWP0JuAIrMV31WPFM4o3HYkVKknLFrrHZsD0H27YxDD21EREZKIbl+YHkTUq1E5mEtl6Lw78ZZ9Y6MKNY4WJiDceB5T/q8xv0JNlogOXl4Xe2s2BC0VHHICIi6SPD64SkzYiCRPN4gptuxpX9PqavHGwn8eAEEsEJpK7GyCDWUsq7W2s5fmReimKQwU4JO0k5r8uBaUAiycsD2LE8otWLe/28ASBITzYjN4gmbP763g4umNm3Zd4iIpI8k0qy++AqBonQWBKhsb1+5mMxWdXh7upH9vxHlXoQJSIywGR5+iBtYHmI1c+G+tm9fuqJwEc9/Oy9z63n4S+f1JvhiHSZ6jsl5bbVNGPZfbM8djI0AOccRe775fWVvReMiIik3NNr+vcO4BuxmN7DXjlh2WyqDPZyRCIikkq7G8J9svd4spTgpKcrln+0q6lXYxHpDiXsJOV2N4RTHcJRq8DibnwU9uCzyVwTQkRE+t7OhpZUh3BUgsBSPFyKq0ePo5qTvDatiIj0rdpQrN8WVwC8Rpyf4GdGD9IfEY3VJIWUsJOUKxgAC1SvwGINCVrofqVgJN6zaUciIpKefC5HqkM4av9HhCjQkz1fw0rYiYgMKP29X4sDvyFC/y8TkcFGCTtJuTGFmXhd/f9fxT8RJUj3F+q2bSXsREQGkiWTi1MdwlGrw+YvxHr02T1NGhKJiAwk04flpDqEo7aMBB/1YH3WcNzCtvvzhGDpz/p/lkQGhIEwuOkpy+7PBeYiInK4WaPy+n01wtHwOvX1UkRkILnu1N7f4Ki/MEEbKUnK6BuVpIWCzP4/LbanirMH7+8uIjIQ2TYDonK8p2YMz011CCIi0ou87sH7ECrD2wc75IocweD9Nilpw7Zt/rpqR6rDSJma5miqQxARkV709ic11IV6Np2037Nt9WsiIgPMQ8u34RikVWbhaEJTYiVllLCTlGuOJqgdrF/ubZv3NlcR1cYTIiIDxpaq5lSHkBq2DbbFn5ZvS3UkIiLSizZVBkkM1qRVtIVV5fWpjkIGKSXsJOW8TnNwPrGxbTyJFhKRZjZWNqU6GhER6SVZg3X6jGEwIrSdl9ZXpToSERHpRdk+F+YgHK5h25REdvLWpupURyKDlBJ2knJOh8kZU4bgGIS9wJSmj8iJNTBYH1iJiAxEpx5ThGeQbrxwQuMqLHVqIiIDytnTSrEGYdOeGW9iWHg3CU2GkhQZnN8mJe1cs2AshgGDKmVnGIxu2YrT5WJMYWaqoxERkV6S7XXx5fmjUx1Gn/MkWsiIB5kzOj/VoYiISC86a1oJowr8g6vAwraZENyAZRgcP1KbKUlqKGEnaWFKWYDfXnYC2b7BM43ItOLkRWs58+QZ+AbxzksiIgPRTYvGc9XJoxhMKz4MD5Wzy1PC5XNHpToUERHpRV6Xgz9ddRITi7NSHUrfMQwmN31MrHA0c8boQZSkhhJ2kjbmjy9k+XcWcdHMsr1HBnDdtW0zomUb1aUzuOlTU1MdjYiI9DLTNLj5rEm89W8L8bsHR9ZuatNaZp39aaaUBVIdioiI9LLigJd/XD+PX192fKpD6ROGFcM0De65/gKMwfT0TdKKEnaSVrwuBxedMHzvTwO4YTQMTnLu4c67vo3Xpeo6EZGBqiTgY2iOP9VhJJ070cL8xQu58vxTUx2KiIgkiWEYLJo4JNVhJJ9tM6NpLZ+75TbGFeshlKTO4Jl/KP3GyIKMVIfQIZujSCXaNhgGkzLC3HHnbThdrl6MTERE0tHksmw2VDanOozksW1uWVDGuWedlOpIRESkDxiAfXSjovRl27iJ89Nbr6KkpCjV0cggpwo7STsFmR5cjvRt/I8qMsNg4TFFPHXL+UrWiYgMErcsnZzqEJLqJ5+dwReVrBMRGTSWTi9mQCbrgPxMN8u+e6aSdZIWlLCTtPTLL8xMdQi9zuOEVd9dzG8vP0HrIIiIDCL5GR7GFg68abELJxSw9ftnsXR6WedvFhGRAeOHF81IdQhJcf/lM1n53dPJz/SkOhQRQAk7SVOnHjOEG08bk+owek3A5+KdmxeTm+FOdSgiIpICz399AQHvwFmJ5Jzppfz2S7NTHYaIiKSA02HyyjfmpzqMXmMAD145i1OPKU51KCKHUMJO0tZNi4/hhxdNS3UY3WZz6P62S6cWs+zfFhLwKVknIjJYGYbBB7edweiC/v3U3u0wuOvcKfzvpQOzukJERLpmZGEWb//7aakOo9vsw34eVeDnua/PZ97YwpTEI9IRJewkrZ133DDOnlaS6jC6wD6QqHMaGIDPZfL36+byk8/NxO8ZOFUVIiLSc0/dsAB3v/j2daBfs/eu4jBjWA4f3n4Gnz9xRCoDExGRNFEc8PLrLx6f6jC6zAZwHEja3XzWRF7+5qmMK8pKYVQiR9YvvjLK4PY/l8xIs7V/7Hb+MUjkubCzXOQ4HVw5bxQvfGMB04bmpDJQERFJMz63k1f/dWGqwzjM4X0a2BgkhnoxnAbjCzO469wpPHL1SXicjlQGKiIiaWbRpCHcdvakVIfRDvuQPy23gVXkwWUbLJk8hEevPomrTh6duvBEukBlP5L2TNPg79edzPTbnyNmHV7EnCo2JjYWrQOXPJ+Le8+ZzqkTirShhIiIdKgk4ONXXzyOq37/XqpD2c8ksbdPa+3D5o3J554LpjI8LyO1gYmISNq7fO4onlq9kxXb6lMdyl42DhIk9vZrDgO+tWAcV84frQdP0q8oYSf9gt/jZNl3TmPuPS8QSaQ6GgOP08Rhmkwpy+aGheOZN64g1UGJiEg/snhSCfdeOJVvPvZhH1+5tSr8UAZupwuv28nSaSV8dcFYynJ8fRyXiIj0Z49cPYfz/+9N3q9oSHUoOAwDt9NDUZaHK08exUUnDFOiTvolJeyk3yjI9LD+7rO4/Ddv88rGmiReqb3BTKvSgJdbz57Ekin9YV09ERFJZxceP5wzpxQz/Y7niVvJusq+ynTjsD9bnTK+kHsumEJpIJ2WnhARkf7GNA3+dt08Hn+vnJseXZ3EK+0bq7Uds7lNuOqUMXx98QQcpmY9Sf+nhJ30O/dfMZtr/vgeT6/ZnaQrtDbuLoeBCRRme/jCiSO4bM4ovC49mRERkd6T4XWz8runM/eeFwlGe1JCfuSHTK2M/f/vNMHpMJlSFuCG08Zx8jjtiCciIr3rvONaq9mueWhVL53x8H6u9e9O08A0DPxuB0umlHDjonGUBFQdLgOLEnbS7xiGwc8+P5MH3vyE2/6xrhufbG3sJ+SsJxT3U9lSSCTh3f+qCZTl+vj8iSO45IThBPyu3g5dRESkjYDPxbvfXcxnfvYWH+5s7MInDlQXuIwYx+SvZ1ewhNpwDtZBX+18LoOpZTl8ZcEYThlfpGoDERHpE5+aVsrThZmc8+M3urEGeWvfVujdQ663nl3NJTTFsjg4WZeX4eL0ScVcNX80YwozkxG6SFpRwk76rcvnjmJSaTaf+9XbxLo0lai1sd/UMIHjR+Ry7XFDWTxpCPmZHmzb1mYRIiKSMl6Xg3/ccDJ3P7mOX73xSSfvPjC9NWa72dIwnXNmlLF40hBOHleI0zTUp4mISEpNLMnm3e8u4tM/foOttS1d+ERrv1UVHoLPN5JrFg7n1IlFHFOcrbGaDFpK2Em/NmtUPm/++2n8aXk5T7y/g8qmMLZt43M5mVIW4JalE8nP8LC9NkSGx8GYwsx2G3t1ACIikg5uXjqJJVNL+MOyrby1qZpgNI5pmOT4XSydVsJ1C8dR3RShviVGWY6PwixPqkMWERFpV8Dn5tmvn8I/PtjFn5ZvZVNVM7GEhcthMjTXxw0Lx3HKhEI2VTYDMLYos90liDRWk8HKsG270xrVxsZGAoEADQ0NZGdn90VcIiLSQ2qzO6d7JCLSP6i97pzukYhI/9GdNtvso5hERERERERERESkC5SwExERERERERERSSNK2ImIiIiIiIiIiKQRJexERERERERERETSiBJ2IiIiIiIiIiIiaUQJOxERERERERERkTSihJ2IiIiIiIiIiEgacXblTbZtA9DY2JjUYERE5Ojta6v3td3Slvo1EZH+QX1a59SniYj0H93p17qUsGtqagJg2LBhRxGWiIj0paamJgKBQKrDSEvq10RE+hf1aUemPk1EpP/pSr9m2F1I61mWxc6dO8nKysIwjF4LUEREep9t2zQ1NVFaWoppauWD9qhfExHpH9SndU59mohI/9Gdfq1LCTsRERERERERERHpG3pMJSIiIiIiIiIikkaUsBMREREREREREUkjStiJiIiIiIiIiIikESXsRERERERERERE0ogSdiIiIiIiIiIiImlECTsREREREREREZE0ooSdiIiIiIiIiIhIGvl/owc5eiVFINcAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axs = plt.subplots(1, 3, figsize=(16, 4))\n",
+ "\n",
+ "\n",
+ "axs[0].scatter(embedding1[:, 0], embedding1[:, 1], c=y.astype(int), alpha=1, cmap='tab10')\n",
+ "axs[0].tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "axs[0].tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "axs[0].set_title('1st run')\n",
+ "\n",
+ "\n",
+ "axs[1].scatter(embedding2[:, 0], embedding2[:, 1], c=y.astype(int), alpha=1, cmap='tab10')\n",
+ "axs[1].tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "axs[1].tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "axs[1].set_title('2nd run')\n",
+ "\n",
+ "axs[2].scatter(embedding3[:, 0], embedding3[:, 1], c=y.astype(int), alpha=1, cmap='tab10')\n",
+ "axs[2].tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "axs[2].tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "axs[2].set_title('3rd run')\n",
+ "\n",
+ "# plt.savefig('rep.png', bbox_inches='tight')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(True, True)"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "np.array_equal(embedding1, embedding2), np.array_equal(embedding2, embedding3)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.13"
+ },
+ "vscode": {
+ "interpreter": {
+ "hash": "621b0173ecd44305b25aac7b243b5b45492d2735b523ac882596fbeccf29ca34"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/information-demand-embedding.ipynb b/notebooks/information-demand-embedding.ipynb
new file mode 100644
index 0000000..92065bd
--- /dev/null
+++ b/notebooks/information-demand-embedding.ipynb
@@ -0,0 +1,785 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "import humap\n",
+ "import time\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "import math\n",
+ "import os\n",
+ "\n",
+ "from sklearn.preprocessing import normalize\n",
+ "from sklearn.datasets import fetch_openml\n",
+ "from sklearn.model_selection import train_test_split\n",
+ "from sklearn.utils import check_array"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(35000, 784) (35000,)\n"
+ ]
+ }
+ ],
+ "source": [
+ "X, y = fetch_openml('mnist_784', version=1, return_X_y=True)\n",
+ "X, _, y, _ = train_test_split(X, y, test_size=0.5, random_state=0)\n",
+ "X = normalize(X)\n",
+ "print(X.shape, y.shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "L0 - 35000 data samples.\n",
+ "L0 - Fitting: done in 46.330555 seconds.\n",
+ "\n",
+ "L1 - 7000 data samples.\n",
+ "L1 - Selecting Landmarks: done in 0.106748 seconds.\n",
+ "L1 - Constructing Neighborhood: done in 30.891439 seconds.\n",
+ "L1 - Sparse Similarity: done in 0.050694 seconds.\n",
+ "L1 - Fitting: done in 0.103322 seconds.\n",
+ "L1 - Associating data points to landmarks: done in 0.008750 seconds.\n",
+ "L1 - Construction: done in 31.306973\n",
+ "\n",
+ "L2 - 1400 data samples.\n",
+ "L2 - Selecting Landmarks: done in 0.011870 seconds.\n",
+ "L2 - Constructing Neighborhood: done in 0.874222 seconds.\n",
+ "L2 - Sparse Similarity: done in 0.010142 seconds.\n",
+ "L2 - Fitting: done in 0.017783 seconds.\n",
+ "L2 - Associating data points to landmarks: done in 0.001541 seconds.\n",
+ "L2 - Construction: done in 0.990622\n",
+ "\n",
+ "Hierarchical Representation: done in 78.760750 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "hUmap = humap.HUMAP(np.array([0.2, 0.2]), verbose=True)\n",
+ "hUmap.fit(X, y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_2 = X[hUmap.original_indices(2), :]\n",
+ "X_1 = X[hUmap.original_indices(1), :]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Using 'transform' method to project a hierarchy level"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.000558 seconds.\n",
+ "\n",
+ "Embedding level 2 with 1400 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 0.775731 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "\"\"\"\n",
+ " Projecting the top-level (2)\n",
+ "\"\"\"\n",
+ "embedding_2 = hUmap.transform(2)\n",
+ "y_2 = hUmap.labels(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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tE0MY+MPhD8x5rqMAqcZFQ1e1AbfjLcf+iMczxOHFpvimv+HT3acEF77hgLiWFcNe/AkajUbjX0ErBhqN74mIIAjOOW77W67pym13y5vxDVgVG4qrN/fBD/Vjd47fjr+l6zqe5id+f/g9n+4+rRHJqiA1KOnt+LaKEcvCWlbmPCMiRIn0oW+Rw41G419KKwYaje/JcxzwXGY635FKIkliH/dc0xVF6V3P0NW1v6KFIQ68G98xxIFLd+FmvOGmvyG4gJq+RA7v4g7vPDtXXQMVffEnaKOBRqPxr6YVA43G30EfepIl1rIyxhERYc0rWXMVB5rW9EFf1wmDC9z0N3S+49gd2YU6Xnh2KNzFevh7518+x8t6Y6PRaPxItGKg0fg7CC5wiAfmPLPqWg/78YY+9Pxu/zuSpir2CxFBGMPIEAaWsnCIBw7d4WU9UUSaDqDRaPwsaMVAo/F3Elzg0B1qwJAZCGCQNHFOZ+Zco4ef1wCXsryMAqCOG2id/0aj8TOiFQONxj/In7v9RR8Zw0jRQqFQtGYcPI8L2uy/0Wj8XGnFQKPxAyIiBB8IBNrYv9Fo/FJoA8tGo9FoNF45rRhoNBqNRuOV04qBRqPRaDReOa0YaDQajUbjldOKgUaj0Wg0XjmtGGg0Go1G45XTioFGo9FoNF45rRhoNBqNRuOV04qBRqPRaDT+DDOrduOvhOZA2Gg0Go2fNWYF1YzqChjOdTgXEfnhbT5tXdF1xXIGQGLEdR0S4w/+uX5OtGKg0Wg0Gj9bVBM5n4HCczM75wWRgJMBzGMYzjmc/+cyQHSe0esVLYp4jziHTjO2rrj9Htd1P8wX9TOkFQONRqPR+FlipuR8ARTnhq/ersoynynpCe8PCA5E8MET+xHnPVYKlFKLA+eQ8NePO0uJcjqhKSPbiMBCQLoOEPR6rQWC/3WGjrRioNFoNBo/S8wSRsZ/vRDImXWaKGlFghCiw7keMyNdr5SnC14L5IyoQoy4YcD1PW4cv7UoMDPS6YQ+PiJdD96Dc9gyo5czMgyIc0jf48fxx/wW/Gi0YqDRaDQaP0tUC0Jt+1splGkiX68slwsh1mTQrJ4YHWWesKcnli/fE0Kgu7mB3Q6Kks6PyNXhzh1+f0RCQLyvt/9lIT89kf70JxAhvnsHMUBK2LJgKVMuV1zXYYB4/53jgmfB4S8xrrwVA41Go9H4uzAztGTKJrJzzuNDQNw/v6CmWtBcMIxSElAoaSF9+EiaL2Q1tBTMO0Qzfn5AukxJGUsF6QdUADXS+QFlRacT4jyWFRdGuuMbxHnS+YxerogI+fEJJ3Uc4PZ7/G6H63rcbofNMyUlmBfS558T7u6Qvq9fr3OgiqWELguY1XFC30OoGoavFwdmBilR1hXWFZyrAsVx/EmLiFYMNBqNRuN7o1pY54mS0le3djN8CMRhxP+N2fzX+fpN2sxIy0xeE2a1I7CuF+bpIzqtlGkijjusFHIuuJIpeSKkAKvgYsQwVDMSInOZmD78F4LgxgP+MhH2O+gglwn7r0fS4yMiDjNDAIsRFSH/x38QPvmE/re/RUuuosKUCPs9ermyXK74ccBt44OyLAhSCwDn0PmKffhQNxHGEen72k1wrj7W+YwuK5SMFQUBORwI9/f4vv9X/LH9TVox0Gg0Go3vhZnVQmBNhK77xk22pMQ6TfT7Hc79dZFdyYm8rlW1L+C7jlIyZV3xPuB8T5oXlsvK9enE+vgFu8MbvA8UhPX8RMpnOulYzjM5JHxwqBnp8QkL4HsjGPjYgxXSMmNdT7TEwkT5/HMCHvoBSSuaEmqAE+w6oWsCcaAFnWf87R1lntDTCTMQvaEsC2WaYF6qLuF4rMLFnEEEt6wQAq4oZVlABFsWdF1BBBl3OOfQnNHLlWKGvH37k2wttGKg0Wg0Gn8VUwVqV6Ck/BeFAIALod7sF08c/rLlbaqUnDk/fiBNE84FunEEEebrlbQuDLs9sfOkdWW6PJGWGecG1jmT85csywkfu3pAL4Z0R67XLynTe0LXY7GjnB7xQ4D1SlhWwhghZSSD6koqgtdCPj8gfo/ve3SeAcFKxk5nVBU7nVhDwLTAsqDTTPKecrkgJbPsdmjOeOcIn/4GU0XXFZ2mOjboOsSMOE+E3/0ecsGmKzgPCO5rHQAXAtL36JrQaUZi/NFHBq0YaDQajca38tUNvtRfb21t+drN1VTJOZPmifl6BR4YD0f6cSRsa3nrOrNcLizncz3guw4rE5eHD8RxR+w75qen+tiwPd7CfH5ivVxZLwWxhel0xYvn+MlvQY3TxwfW6xnvA6mseBF832N2QecvyacL4bojZkWip6wTmKczT3r/JZafCNOE9D0hxnqYAxICVgrmBFEwg3w+11FCyZR5Rj//nHK9Eu7f4Pd7tOsp1yuWUm31Xy5YCKxPj5Rpwr99h80TLkakH6qpkfdfHfre1yJiXSCP8CObHLVioNFoNBp/QVoX1mlCqDdXgLLUQ9+HQOg6TJV1nlnmK2VN9aYcPDmtpGUGg9j3aM7M5xPzMuOd4F1AzVAzrk9PjIcjvuvQlDh9/EAphfP7L5jPZ3wX6fYHmGdSzkzzhPGe3c0dqdRCxYknvnuHXzOWrqxPH9G84suIqkEfcS5iJJbLBboBMcGmCQ4HxHuKc5Rppjw8YALit66Ac4TbO0gr5ekJdnucD9APkDI6TaxffInmhK0JP45YzvjdDj8MSAzospD/z//BzOju73BFMeeQrqu6g827QERAt+rjR6YVA41Go9H4BloKaV7w3uO+ZrLT9QN5XVjnCec9pRRSWjBVxDli7IjDgI+R6+MDBrjgSMuCC4FeBlQL09MDJWdcCJR14fyQ6McRTFE11mUmrSsiYGpM84wuM6wLoetZpwnvPWM/kvc3VcGvykrB1ic0LaBKKTMintUPBIziIjq9h3Ul3r5Dr1+Qr1ckpXrjP53JT4/Em1vEB/LjUy1alhWdJzifCb//H1jXQSl19r+uJBH06YmSEnG3q9qB+3tYV/zNEStKfnrCj0PdLti2EMrlgqWEG0copXYDYqwbCj8yrRhoNH4gzKwKkADvfnl7xo3GMzknzBRxkZJzFcwJiHOE2LFeroTYUUoBAytGbSHUNbo0T2iut+r5fGZ6OjHs96RlJqXE5cN7XIz0+3194JxRVabHp/px64IDJHbkdakeA0UJXY8A6XrFmTHs97jxQFlm1vWK7wziQu6M4kfcvtDHHeI7bFnR8xN5OaPxFrk94MYz6XzGpol0PuNLwfoeUa2bBTlTPnxALhfWecatK9L1yO0N+XJFH2pRI9crNs8wjuh+D4+PrI+P8Mc/4oYeQ3DOYfNMOp3w84xRv+6kSri9rf4F44g/7P+mW+K/glYMNBr/JGbGkpU5FcrW3ovO0UdHH36d1qWNXzlFsVJY1pVcMppW1mWtM33v0JRZ1xnnI4KSlhkfe3zwLNNEySvLcqWkBcOR5okw9FzPJ04fv6TMmfH2FkzAjFwyklbCEKvivhRKVpwTSspICJTrhXVOFCt0caB4jxv3aDFcXNEA8XiLdoaKsM4LvgdCIMQOs0zY30CGMgmcLpRSyNMEl0vtJHiP7zrYvAWklLqyKEJwDo2RsizYf/wnyXtsWXCbdbEuS3UtnCayKn4YYNMhiAiiheI9QRwlF2yekBDrNoIZ4f4eTDHVl07Lj0krBhqNfwIz47pmplXxTojbD3BWY50z1sMQvyoIVOucVERa96Dxs6WUzDxNBO9I8yb+my7M1wtkJfQ9h7s3aCqsy4wED5KZz2cQw7lAXtZ6m+8jORWuj4845+m6gfP5A/PlCUFBHLHr0WVld3uHD5FlvjLNJ9QJLgbK+UKa6wZC7Hq893TjjmW6EmIg5xnEE/sdKpnl4Qvi0BHDCDbjh1u8HJChUHxP/s9HyvlaD/ZSyGY4kaoVuF6waU9ZV2SaUO9hXXFboW/Lgg499nSq/gRdB95Tug5bF/Sz/ybs9oTDHn14ID3bIvcdYdwhvpoMuZtjFSWuC5oTEjwSI+XhEYmRcDz+qH/mrRhoNP4JUjGmpHTB4b52uHdOSEW5LBkvghNq9yDrVgxA5xxD54n+x58PNhrfxrMJkJmBFqb5wvnDB3LKLJcLIoJqJi0zpWTGww0hBsxgmS44EQTHOk9cHx+JfY9ZIZcVnTOxH/AhgkEphZILOc2E0IGAYnROePs//sBj9zkf/vf/Rp0hJvS7PbvDDeaEvMxIcJQ1o3nGR4fvBtZ5RothPjCGiNvv8OwYhhE0MX/5fykfr5T/fs8aelxKlJyweaIUhS6gBuWzz3AiuBCwrsM795KJENOK639TZ/whgAjL4yOo4ryDXKqe4joBgldFhp7u7g43DuiacGbIOOL3B3wINRGxH5BhxK5XyseP+L7/xtbGv5pWDDQa/wCqRlbj6bqwqBJdBOQb7y9qPF5WrimDgSDsek8fHGqwFiXNxqEPdKEVBI2fBjOj5ExeZnLKmBbWdWK6nPn4n3+ilKXOztXo+gFwhF1H2Q7H0N9x+fgBSuH47h0iwrouLMtMWhbECT4G1rRy/fiAd45xf6iWwRjdsMOPAyUtnL74HD75hP044EJgXi6obl0051nmK9244+bNO5RauGRVfAgMux0ghC7S+/8H0yuaZ+IYUJ+wfIGHBI8Jhyf0Hamkqm0A6DwED4Xa2u97NCVICd6+BTO8GenhoQoDd3vMOZbLBbtcCDc3hE8+wZnCmtBNR6AxMhwPWAiE4w2kVK2cHx+R8JVDIZsLomzbF7osdWTxI9GKgUbjO8ilvty4P2vpzynzcE1c1syX54V1VY6D53bsuNl3BBFOc+K8JK5rwS+CmdAFQS1wHDuCE6J3pKJMqRC9/CLDTRq/HJ6Ng74+i352FLyenureu8EyX3n4/DOm64V0umCiLNep/hz4egMXAxd7oGBoteKNXe0YmJGuFzRndje35LTiQmAIHZd1wYKnG/b4zuFDzzJdyNMVwUhp5vz+I7JpFva3b1jTTJ5mur4jDD3RuRoxvFwR37O7OdAfO/a3bzE1oKr103xB0oK4leAP6O6M3Brp+hllVOTmBpcyPkbKBLiAy1q3FnKhAJSCH0c8wPGIGwZSCOTrFQN8zpRtG8D1fe0C7HcoE2IGqngziB3iHDkngtU/h3K5EO7u6iYBsik0peoFhupDYKX8aJHJrRhoNP6MORVOU2LJBTPogmPXecYuUNT44mnhsua6clRq2//jZeW6KqkYgnFZEzF4vBNSNooqU4KHa+LQLwxdxLs6Pgje0Xlh7NqPY+OH58+Ng7wP+C7iQ90UuD49QinbdkAdB5y/+JKnj+9Jy8SwP4IK0vvqPhgUxeGlKvxRJfSBcXdDHEfWeWJ+eiI4Xy15Q9UP7G5uuXn3CTllxv0Oc5CXjI9dbauvCcFhaebD5xfKknHOEWNPDB39bs8wjLh1ZT49gTjGXSSKYGlizR+JYaAUQ88ZVsN5IQ53+NVj0xN6c4d7fKr2w6czzrm60+88DoF+wKmhXmFdYKo3e/EOfzxg1yscDsSuI5eCDQOS6/N0Iqyff47s94SbI+JDPdSdYKbkx0fkcsHevcWZkUstFMyqkZE/HKrHAFR3Qvtx/Qbaq0/j1aNqJFWWpJznlQ/XhKriPYg4ZIGnq+M4BlZVzkvGA5clc10z5znTBc8lzUxroqjQBcdhqLqBrEr0DjPlv59mUlGOQ+Sm7ziMATMjOCF41/QDjR+UtC4s1+t2w3SIgebMOs/EYdgCh1b6YUdKKx8//4yP//UnLk9PrMvCfD5jCiF4skZMIJdM1w+UFHDBs1wmVAu+i6gW5uuZdZroxgHEwApoqQevc2jJpGUhjgOmZYsphm6/J5SR2EUup0dEPS569uOOZZqwdaEsM/7mDr8/4oNnuD3iQsHWQr7MZKbNwS+zv32H8zvscSZfF/I8E44H3P09OReW0wkfHPGwrwr+lKAUZLdDMCz3uOORIIIMmyNgiJS0ghZQRc5nyJniHLqulHmuIuLjsWYPTDPqBLtccccjooqeLxiGUyWfTlguuN0OGQYc1P+ve5w/qt9AKwYarxpV47xkllwoanx+Wvh4WSlaRX5D8JRiFDG6k4AY0Tven1amXOrqoBOWtTDnwn9OE7vO89u7gTlBKqWKCJ1jWgr/+Tjjpc4GU1FS6QjO8RgTuy5wM0bMeFlR9CLfECY2Gn8LLQUzRUthOp1RzWCGJbCSyKVQlkTRTJ5nMGUadsxPjzz86U9cr4/My4Tz4IDp9EDc75F5Zj1f6A972Bv9YY9zEdWEZWM+nyhWD1lxQn+8xbSwJCV0NYzHrIB4QtehWfGhIw4ju8MB1foYIQTG3Z7kZvAB8Z7hsCd9WOrGwDCQU6qGRLIi0iP9DV1ZSWQoHmLA94Hd7g3mVnKc8PNM6DrWvqcMQ23Xn8/1cwSPmCI+0L19ixxqOqGZ4dYVd3uLHwZyLuA83nksbFqLx0cA4jhiIaCbX4AcDpT/+i/csaYRusMBW1fC4YClRD6fiTFCDNi61FXDd++qfmCZa1HSioFG48dhSpk1K0P0nKaVj9eVohC94MSBQMZIWTlrQbLgnfH/e3/lfhcYu8jOwZfTysOy8nBNPJwVRPjNjWNOiQ/nxMOyMk+FJRsuCDE4hlW5XAtDJ5yWmTklPr0Z8c6RN/ei6B3HIRC9+0aBEFoHofFnaKnJfCVl1ArT6cR0eqIfd3TjjpxWrk+PTE9P5HVCQlXO67qSrv/OMl1Zl4W01kNfng/JtJIuE4Lghx5ZF0LsCHmg68E5T7wZmC+1y4AIIfT1YusDx7f3+GeDIjXW6ULsdyBG1/cohnMes4x4X813QsCJMOz29fdRcAhrWZHzCSuZ4aZ2B8SHGpu8CEF6dLihpJWiHSVlPEJ3d4edz+g04fqBcHtDQUnXK6ZKiB0cj4TdjvDJp5T9jvD559jjE3Jzg7+9RZxD5omwG6vwL2fkWfRXCqkU9HSCYaA8PmIPD1gphH6oryOnU91Q2O9fUg0Zd/gQMO+rKdLHj9iy4G/vcMPwo/79acVA49VS1JizEjcl/9OcucyJXR8oBtd1ZUqFMXrWYvzp4cKyKDE6gghq8OE8U4ryOCc+nhZyMcQp1yXx5Vn408cLazGuU+aaM94JA4HTlPkiLzjn+PTQkS+Fz8+JT28XPtl3vN1X29J5zbw/L+z7wNj5TWMk9N4xdqF5FTSA6guwXie0ZETqLXy5nFmvm3Pex/csy0JeE3mdMS14HxCE+XxmLRktiVJqQJAVqzf+kvDDjtB3oFDKSh96xptb9scbxuOR/Zt3iColFUwT4iJd77GiDIfDtk4YyGlFTQhDx/HNO5brlXU+I+ZwocePPSUlTAuO2iJ3XUd0dW33ep2J4Ybd4UB/vMFYyMuZEKtRkaoCCj7QDXuwgpYVL1W8F+7uSJ/9N3hHd3+PxA5dEzJPcH+L6wdMhKKF4D3u3/4NDg91RdA7/P6A5oR7eKybAl2HKwV/PKIi6BdfoM4hKVHmGds+pxz25MuF/NnnSAj421v88YjESNzt8Dc31btgnjFX7Z8l+GY61Gj8WBQ1clbMw5ISf/p45cNl4Twn1qJcVuU8J459pKA8XTPZMtO5MAbHbRmYUmZOWiNXFchGxhBmLmvi3z+c2fcRKEQRgveM0fNwXXmcEp8eB94cBh4uE0/XzLuDcloyh77w5jBwmVeua6KYcRgCXfAvo43rWhiCI3i36Q3aRsJr4zkW+Pr0SF4WXPDknOu+v6vt+JIz0/VS1ekKmMM0c3r8EqM6/JWi5Gkia2K+XNC0sswzYka3P5Bzoos9IUT8ONDvRnb39wzDjhADJRe6oWoESq4Kfe89WHUTzKqsy4QLkdtP3nF88ynX8xOXD5DXhdBvB/YwMJ8vlJQY9oeqyBdBvGc83OCC4/juE4bDkcv5PenyhIY6v1fVanjkBdcJaZ2Yl4QPN5CoVr9v3uCuV3RN+N3I8Jvfkm5vwQm4AKa4XBg++RR3c8TOZ8rphM11vZJ5qbN9VSgFE0H6HqeKv7+nOIcD/Lt3dMdjzS6YZkykbhzEWAueDx8gRvou4vq+Zh3EWP0GYsTWtYoT25ig0fjXM6fC45xwCE/zymenmc8fZrreczN0pFJ4mlceL4mlJJIaN32kC57PTgv/7+eXKhTsPavCvCbqncawMvHhCqe5kJIyr0p28MfbgBblsiQM5boWPj9NnK5lUw9XvdXDNRG942mu614fzjND9Hx6HFiLsuQ6i70ZO6Ialgq9d+z70DQGr4SaGDiRlqWu73lHWlfyPNUAoLIyz3NV9SuoKcv1St7+7q3LTAgj4j3Tw0fWyxkDUlpqIRFD7RBkpeSVEDv2d3cc3rzhcPuGru9Z04pNQuw7Yt+D1LFByYluGJHg0VwwLXT9yHA4sr97gw+BcX+ErJwfH0jrgg8RJ76OD/YDXb9HNeNDR+gicueI4un3B8R5+n7HMtYD00omHPeYZnArpaxgBQkD2U/o9T2Y4G/ucGPAFwDPYIqMI2W6sj6eIC24YYffLJHd27f0f/gD5Xpl+Y//xOaJ2HfYdUdRhcsFh6EpE8YRWxbC3R3+7g4rBf3wAf/JJ/iur5sKIRCGAXt6QtOKfW1tUJyr6ZDe102GUpqAsNH4V7PkwnW7Eb2/rDxO9f8TyvVSswamufBwmskGU7Ia3KLGfoxcUuaL00zfB7J1da2oQHCKmXBZE1lrm9+NHSEK61p4WBa67JnWQnQQnOCBlDPHXSSr8fG61rHDeSapMXaB85yZsnKaVsY+cOgjY+cAo491I2FOBefYOhF/P6qbwItti0JC6zT8jElrLQJCjJScAKmH1vXKsiys08xyOqEURIWCcn38WGfkXYfDYxS883jxqCmm0I8jDoeMe/K6kJaJEDv6YWB/c0MXuxpfbLBeL3R9j3O+age6HpG6SmcIXd8T9nErPCKH+7eE2AMQYqz5BM4xPT2BZsLQc9N/Wr0LBGJ3Q+w7RBwuBoIaslajIFEhWkQs4W5vcOOe9foePS9I7BAZqhbAK0VWJCted6gHm2ZCv8ffv0O6vt7aux5yRkKErsMP/YshkKVE3O9ZPn5K+vABmaufQvn8c8qyIO/fU0qhe/cOub0ldF3dFACki5j3+MOhOjjO8/b2rhoaAbauNZwo1J+5Hz/AuBUDjVeImTGvhTUrWY2HKeM9HIaeMSzklLlOmS8uE6dF6ZyRV6VgnGaYi7LOmeg8h86TzQjAXArRHGOAS4IxGBIc81q4P1YdQspGKok1KdkLRytkgf3gUIxSlGsqLGvhduwQD3nO5FLI2fGnjxNddPzPdwf66GvyGVVH0AXPnJU+6N8lMDQzSrmiugC6rTYLzkW83+Fce5n4uWGqpGWpdr7LyjJN5Hnh8vQBU8M5Ic9XpusTZkbOGV0Tj19+Rtft2d0d6caRtKys1wulrJhB7COhG2onAUVCIMhIP+7ob27YHY90h7olkOYE1K2FkjJhHPDOM08XfNfhpeoRunFHP+wYb26I/fCNAjPEyOH+nn43UpaVoqW2xsVw5moKoneE0FWRoAikVHMDsiJjTzbDh0zJH1GfcLsdOiuiwHoFH+hvPsW8ErojTjr0OFffBTFIa41ffvcONwyI96jWr626itYsEdntiM7jnKsbBNME9/fY6YRezoShx9/eghoy9LiSib//HbLf100FU8QFRMDt94hz6DxT5jo+eV4ptJxrd+BHMht6+bP4UT9bo/EzQA0uKZOL0gdh7DxFDbPE0AemVPhwXdFiiBhfXFbmta4RrklxLpEoNdTEAmsqZBFGV9cMkxpWatKaE8iloMVziIG+C1zTypqEUqQqpp2gzvF0zTwNhWlOXFP1Iphnra1SD7e+3samVPh4TRwH482+f/m6vBNSMcpWnHxfaiEwIRIRqfanZobqgpkS4w0ibXvh50TJmeV6BpEqBPSO6fzAfH3Ch7q/v6wzoe9J04SumWWa0JzJfqGUsSYQbqY3agZbZHHsB9Iy0w0jzu1rMnHsGIaBrttxOBxRLaRlRVw9sLpxwPuAqtKPYy0oilI0s7u9JXYD7jsONxGhG0YYxrrvj22dqW/vSlmM4DJWhKE/sk4dKU3kckacw8dbYudxThFZcXFEfMDI1VwoDLhhoJQJYcD74UWXoJrJ6YRqQqR2NwSHkx7xHj+OW3lQCzI7n+F0QkIk3N7gP/m0jg68r7d8gL6nO97gb45IiPjbG7Qo6bPPto5BFROKc9UlMqdaQDQBYaPxr2fNiqPaBN/sAksqLGtV6/cv2wLG07WK96IDw0gieAqny1o1Ry7UVb9gIA6hBhItxRgUxIxkMK9G2MG+86Ti2EVhN3puhlC3DVYlmfLFxytzUcbgOK+JlJUhBnZdYB8j15xJq3FZEkN0/7Q+QDVTyoJz3TcOfBHB+wHVGdWE9/1feZTGj4mZsS4TVrTO5Z3D+4yqYupqkaDgJCBBKeLr/v/lQrfb040jmgvX0xnfB0Ls8X4FH4lBiMNQg7TGkeHmDssrIfTEXU93POBiYHe4R5zj/P4LxDuMWqCId4z7Y7X4zZlOhG7Yfe9xkzjH3/pIs5WiNcEQFwiDgk/kq0PzBYaBbvcJ4gxVj3NbgavfbL6LVCMFCWF73ELOZ8zyN34eVBPFJlznkangDgf63Y7w9i3hN78hvXmDnp7ww4AbRvjkE1gW3DxRnk64YcTd3RGOR2QccV2HlILd3hBub6sHRM7VhlioH/MjrxVCKwYarxDBcAgZre0/hDXBUpTzlMhbdzB4z9B7dDbM+eoUCEyLck21Qe98IvpAD7goXK4r02p4jP3gWZORSuHqBTcLwsTYdfz2tudmF7muiYfLwpKNec1YDHiMKRfCnBmjJzihCwFxEMWRi7KkTBd2uK+9yFajJMH/HXN+swzoX7n5e1SXVgz8jNCSMTXiMFJKJriuZgN4z7g/ME8nnj77nNCPhGGg2wHOSNcroR9qsp4ZcRzo+5E4DAx3d8QvP6fb7dnf3NT2mUHoBmwYGcaB4XDkcHeP955+3FUL4bmKDfthRETqWpxztbNUCt3u+xcC35dSFqRu95PzGcjEbiDET1nXJ8wKRS84Inxj+q4493U9TdUBlTKjuqK6UMpMjMdv/Dw4FzHLaFD82CNLAjV83+NjrJsQIphzcJ2wkuF4rBbEu4/YNCG7XR0NhIBufgTh7Vvimze1G7CJBV2MEONPotVpxUDj1eGcY+w8D5fq/T2vGURJWlf1LquyrsrTvNJ5x+zgvCimSm/GUkrtCggEgT4oqo51VUpWPAbOiOLQYDjvOHaO4y6QkvJ21/Ob+56c4YJwXTIZ4+2+5+bQgxbOi9KHwBiFu33HUFsTBF9Dk/48+tjMWHNh1/kf3JDItmCVxs+D5xtu7HvWqVC2WyVq+C4wcOTSn+gPIyH0OO8IsSenROx3WMnkdWF/95bg6wpiNwSCh+FwB6ZoTtXlzwt9PyJOGPd7QoiEvq+hOykx3N4gJqjpi/BNc0ZLIXQdIfxjYtbv/NpNMSuIeFRXzBLOPd+iq9lRKWcMRa2KKlHdPi4i8twFMIomhEwpE2aQ0iO1eBBC2L10FID6+2TGjR3SDWjOiGo1SBoHbJ6hH+Duvo4I628ivHtH+fABvEev17ox5Bz+5obw9g3uR0wl/Fu0YqDxKjn2gcuceH9eeb+1/FOGED2DGTjwYlxXI3rP/c5zXmor1omji7CLAScekWpd/DRPZFNuu479OKBWCwIvhVSMpRguOFSUzx8WHuYExTjsO+77wCFGOufYjR3epe3WLxSFwxjZx8C0Fn57OzJ0jiVnsgY01cNhCJ4x/n0/0vKclGb2rbcRs4L34w/xLW/8gAjgQ6AbRtKy1GLACXleUcB3XQ39Ma23dVH2d2/oxx15WZmnMxiklPHe0Y3Cm9/9keP9W+bLE9fTE35ZMOfpD0f2t7fEoUd8deXUosRYUwQBckqUNW2tbqHf7fH/whuumW6C16/+vos4vB8pusBWNICjsOL9iPc9pcyYpRrLrAXnepxz9eavSxVe5gtmma67r6OErz5pzTSKER+/KnJMFVXDlgVCwIWImWEp4bzH//GP9eNSArN6+x+GmtXwM6IVA41XSfSOPjpSEe6GyDVXP3ensOsDf3yzYxccf3qcWJIRvdB54TJlxITVjDkXbnow9XRBGGLgkgrmHLsusmghBGFZ4HHJ9M5xOHaIeQ5jqJbDAje9Zz94tCg42A8RE+HpsnBZCyLGp8eei9bVwXe7DheEu6FjFz1O5B82HRKJCB6z9CIefKaOENw3bkiNnx7nPYirYVox4kKofv155fGLLynrxLgbSDmjKdXQoH5g2FXrW3FGv/sNceiZnh4J/cB4OHL76ad0w0h/2DEe7wh9BIPx5pZuGDbhXC08Rdw3BIFd77Guryl78q8zvxKpfx/rgW3fOt4K/oYQBkqZ8X4HQCkz6/qwdbkCUCjlhNmCc0e8HzErqK4gSilnShkJYQ/UTgI4zFLdzNC0PZce5yJuv0O9q2ZBy/wiSHSbRgCA8eddVLdioPEqyWZgwhCFSTxB64GfO89xCLzd95jAmgqXVFvw4oTjXpBZsbQ9kHh2Q+TQebxzrHkmOk8fDFc8PhhqkTuv7MYAapso0PHJcUSkvrzejR1Lrr4DucAQhLX3DJ1n19cthX3v6b3HMO7GnreH/p+2IxZxhLAj5wulzIj4bU+8YPbcLv1hW72Nfw7nPSFG0jJX1zrnqonP4YbL02ON100JOz+SNRNivf26EPF9T2AgxEiIPaoZcY7hZocLQk4LIIzHA2E7xPrdiHN/e83tucv0r6aK+xbMLkB8ub2bFdTytg47AI4YjzUi2ErdDDADqu2ybauDajVjwLkOtYSTSC5nSlleigHVpdozm22W4DVLIZcVpx0h7PH7PTYMNYZYBLz/Rfl0tGKg8SpZk1LM8M5z08PdWNeAci6sJpynlWPXkY/g5oXLDIN3XJbE4zWz6z29E7ou8nYfEXE8TpmbfcchBpLWQKLBd/SjEqMnZ2XXe3x0mNVtgiCOx2lhVUMN9n3A+2ppisCnh4GbXceuC6RSW7C3Q+B27H6wXALnOkJwm4hqrUltrse5rnUFfqbETW2eU/rKcChn9jf3+Biqkn8T763zTF4XYlcdBNmyC1yIDLc7IKE5saYTPkS6OOJjQLXQjbvvVQj8mDgXCWFPKTNFL7Wg2Q5o73Z4P2ydLo9IRHWqB7nOlDIDhXV9IqUnhvE3WAYXe0QizvXbqu1Kzk/EuNvMuJ7HEF8VH/DVCm7OUoWHP4E/wA9FKwYar5K1KGsx9kNgTjVieOg8yQmDCKkUUsm8PXaEXngMgSUXYim8OcQqDjRjN0SOY08utgUHeboASxLe7TuKCRlH9A4vcLfvOQ4RRQkEOl+9BjzCYajdBbX6evI/3xy42UXGGPFetq0C/y/JIHAu4FzArLYyf0k3mteIiNCNY40CLmVzD1T6/R6RWhiE2JHTyu54xBDW+YpQI4D7cYeLhoQCCjkpZV2Bqq5HYNi/qQ5+PxPqwZsxS9t8v8NIdbznapxynf+vPIsARerGQUpPQEFcRKQnRkP1wrp+xLkdwe/rmq5pNVRKT6R8xsxqdwEj+OGbGgLqn4NzHaoJ1fyLNuj65T7zRuOfwKx28w6DRzCuayaIUKQasHgz7vYDx86RTbguifOceZwSXzzNfH6e6ZwQomdNhc573hwjqRScGIrVeFVV0looTjj2kU/GCJva/92xZ0rKH9/u2Hcdj3PCO+jEcb/veHPouRm7La3wxzmcWxHwy8J5/zK715wwNXwIm7hwoORMWdMmlnOMx8NLx6CUU9WM+G2c1XVV+GYGLuPDdxv//JjUg3ZlXZ+25+zw/kAIAyI7cp43fUuoM3883g+IxK+5a86EeHg5zJ0bcH5HySsln1Cdq39BSagmnOuJ8QYfdpgJaonMFZFYTYq+RjVIUqDwSz5Sf7nPvNH4J4heKFYAz9gFnKvOA8UAlE9uRvZ9oIsOUzgvqcYZX2a8sBm9GH3wVY2NcK89WZWyffxx7BiiMG/2wr9/M3IzDlzXxBADMXjUhNtdpHu+7Svc7j2f3owch64lETa+NyH2rNP1G297Lgy0lNoR2O9rkFBZMCsvYyARqXa/G6r8LPwlVBdSOpHSmVKe0G2tsOiE6h1dd0fXdeQ8bSuHVeb47B1Qn/+z6PGrW71zgbjpAWq64ZfEuAME1ZWuuyHGe0QCpVzqFoAESqlmR88ris8824L/kmnFQONVMsQqxpvWTBc8Q/REBwgsa6HrHHdDhw/CaUoc+sj9PhK8p3eO393vKArFFLW6nbAW5TonnHOcJscYA/f7vooUU2HoAqbGkxrBG7ko92MgBoeq8e7Y82bXcTPGH9wroPHrx4eAi4G0roQQXuxsS86oFmI/fG3+X/fpvxv5yf0lzAopXcj5ilkCPCHUMYjpQi4fcTkQwh6zGTO/WWf7rcORSem0FQkO04Q8i2FF6mhB1m2LpoCxdRlqJyXnCZG6VZPyFThsrpwZ78PXnmdGcH9RIPzS+GU/+0bjH6QLjrtdx2lOqNU4Y4DjENj3gaw17KcLjsNNjQX2Xni3L3y4DJyWhc/PK6Iw5xpJnM04DB1jcHyy6+hjQLwQvPDprUfVeFoyf+wCv7/fcegC3kP0nhhcdRtsRUDjH0Scq74DzJRc6l77ZpndjbtvzP+r8v+vPZri3E/dFcioziCGSIe4/NIlE9cjRTcHQtlEhOHl9i8iL2OCugEQtoJgpmjBdKmt/7xQNEMudPGOEAagRy1R1g903RGRHicTOT+S8wXoXkYFLxsMbvcXeoJfGq0YaLxKRITDEEDYon/rIVxV/MIYHGNXfzy+7v8fXTVd8UFweK4ps9PCJ8eq7h+jpwuBrIVUlFIEESM6wUL9nL85jtwf6gvtd5n9NBr/CM55+t2+igo3r3vn/F+E3jz7S9T5+DdXR6vLHz/5Jsnz3r+IrzkD+c+zBWK1EFYP+G818fG+w/keIyMSqVsXH4GEWqGUBUg4dwRkMy064whIcFt3oAZ2iQTW9SMImCVCGGqyp9v9Koy5WjHQeLUE7zgOkSH6l87As2K/C99+Q3dOOAyxHvydZ17K5kHg2HWeYx8YukApymUtzDmjZqjWz3foQi1CNloh0PhX8HVh4bfx5/4SVQW/+UtgeD9uh+dPi5rit1t9bf+Xr93AFag23SL2NVvib+LdgBBY1y9YlgeMguqMiEMtE8MdiKvaALTqAmRALbEsHxEKMd7TdXf0fV0/lM1YyfsD3v98Ni7+GVox0HjVeCd4VzUD3/eW7reCYCgeHert3knNDHjuInhXW/9ZwxYgBMG5H8wboNH4Z3Gu3/wlqqEO1HZ68H1ty/9EhWpt7adqJ2yFnK+bFqCrYwMHggMM58OmJ+i/da3v2aUwhB0pR5wLVYOgCSTiXSTGEdXCup4QqT4E4lYEo+QrIdzinLCuj4RwRwg7YrzZPq/9xef8pdKKgUZj4+998ftb830RIXoh/rJHiY1fMXU3P35NLPjTbq/UGOHL5vZXnfxy+ggUQqitfNWZonVrIoQ9Id7A5ib4l4+XaoiSrQR/gL7mJThfbYRzeiDnKyEMNe2wTORypYt3+O3nO0SP4fE+YDajOmyfy6M6/+QbFz8UrRhoNBqNV853R1j/eJjZVgisL634etB6cn6PrjMh3FQNhIzbDf0O58YXL4GvRIR1m6CUAlKqJTH64idQPQkKqsaaPiLyBue7um4pHucCakKIA84NL52IlJ6+4TNQMwt+HbRioNFoNBo/OWZrzQbYCgGoRcrQvyP7HSk9AIJztRDwfvdyMIvsUY3kfEV12rI1dPMJuCIIOZ1Z5s8AfRETql5RXZjm/4atGKlGRRdSPtF3b6qmwGUwwfkBtUxKF5zzvwrh4DOtGGg0Go3Gj07dWkiUslKNglYgI+GbbffaIehQ7TGrGwKGkvOJnJ9NgPz2eHXcoTpjFBwDgt86Hw4RUNXqDSARqN4fqg8guxd9gZGwlFmWz0FGxuHN9nlqpyKl94gEuu5NzUTwfVstbDQajcavj5oDUKjCQlfXEf9OPUFdD8zbY8j2GO4rbYCtWwteKOWyRQNHvO9fjIOqedDTNp8/bP4BhZzP245/dRIs5fK1xMKIk377/GkT+yV8OJDn/yYlQWRiXT9idsXo6MINztVgo5SuxHDPsnwkrV9WQXC8oZRHehZgoO8/fek8qK6EcGjZBI1Go9H4dWBW1+tUl60YAMQhmwPg94m0fk7zK+W6PYZs/3i8370kZH59JBDjgZSetlZ9dQFUS6T1w2Yu5Oh72d6XqnjQdS/FRjVJypQyVV8BNl+BMrOsX+Bd3EYMt1uGQcC5HsMTJG4rgn7TEmRECj44Up6R9QO5TGCGuIFhuK2xxdtaYSnzZlV8/OH/QH4kWjHQaDQav3K+umXXNrpsIrlvoxYC0xbp233t96/kfH6x/P1rqK7kctnEeN3X3p5I6REzJYTdy9ueW/yGoOVMKQ7v95jmraXfb2u7QimJeuhfEelI6RFQYrxDTUnrCRGjHuw1ijjnC+YPhNBvQkHbvv6xfr0GHo/3kVwizu/I+f22beFxYmDUJESMnJ9QfQdUzcJXyYV/aeL0S6EVA41Go/ErxrZd/eoloNTdeI/3Hd7vvrFJUC2Al62d/9WBX1v8/RYAlPB/xdCoCvCmb/Xrr2342jFwLlDKvBUotn3+Qkrnl7FELlXQ573HhyOmCbV661/XR7wftq2BFdUvMTOW9UtSeqDWPcvWkejJ+UwuM8H3hHAgxj3L4lAtiK047zc9QcH7CLanaEEk4Pxh81+oX48g5HwihBHn4teSC3/aPId/hlYMNBqNxq8UM/3aul73cvA/jwLMjBAOL636qsIvfJcVsYinlPkvYny/+Tnzdz5GPbgX1vVLSjlvgsB6Y68H7UIWQaTDTHES8V0Eq4WEYeT1jEjanrNDTTAWoHYJpuk/MV1BjCpMzAhC0YJ3X7Lb/b56E4gjhJF1fdjGESfqSuKKdzvM7TF7wvlA2LYIsIz3B2K8B2rh9NwJqMmFv1xTsVYMNBqNxq+UarrzzXU9qCt7zvWorpilLbnv5b3f43Ft0wJsmgL+cuzw52JD1bSJBjMgqCkh7KuJUCkvXYqq2u8IYQ/Ujy3lXOf1m3jQKHg/bu36hBlk/cg0/xdp/UAIbwghsCyP5HRCpJCLUdzIoDMpfaTkSx0P+B3e96R8xolHiKRcRxnOH4nxFicetB72XXdXv1aBUpatiKndll9ycuEv95k3Go1G46+impDvcBWsXQJDNb/c4uvHyV+x5q47+lX5v/JVW9zh3Fdjh7oxkL9xOFZBouJdT3E99S7t8H6glBlYt3HEs3FQHR9Ua+RIzqc6xrAEJpT8nDMA3kXW9Ym0fknOGedWVEPdDMgPQNx0Eiu5rIQykfSBki8M4/9AGAgBtJwAxclALlfECd4FxHliPNSv1Lvte+bJ5YTZgmrBhz2SBOeGTWvwyzpef1nPttFoNBrfmzqP/+6b/p8f+FU0GDBbt536rz9WRhVEMlC2boPDTFFdWdMDLtf1vlIWzBLeV8V9/b2p+gGQCeGw6RNqAYAZpTzh/S3e70j5jJTa5je78Gz0V8oM5ig6kdJl8x9ImAqlXCmlbI87kfNz9yLgXYfhmOdHtPzH1g1xsOkNgjf67g2qB5b1c7QkvO8o5cQ8G+P4SR2nuA4tiaInMMWHAUq1dNaysuqXiAzEuP+GKdIvgVYMNBqNxq8UkbDd4L9L4W5/IRT0fk/O5yoC3G729VB1eB83xfzwsutfRYCl/peFGN5u7X8lpfeoHrbnMW+3fIeJYVZb7GY1K0DoNhvgAmSKZsxWluVLnAS8j/X3O2qxgOJdh5MOcVVwuKaJlD6SMkSUktO2yjhTcgESZlXcqLrUx0Qwc6T0QC4zqgspPeF8rJsHemVevqhZI/E327dNNlvkDuc9we9eUhXNMlC1GiKyrTz+/GnFQKPRaPxKqStv87euvNXtgr+c9TsXiPG4rcotm5p/3DYBMrBSykxKjxQ9g7nNPMi2ZMEVGIjxDrOFnGecA2Tb47fC83ihjgcUitsOzSpwdLIHHCm9J6ULOZ9x4uj7T/F+xLRuLMR4S9fd1s9jSvABcOR8ooYuufr4ZsBcMwps+1rKQk4z3l/wpqT0Jev6wLj7I33/CWZG379DJJDSE2s64dyxfi88eHdTv7cIbLbEtSDImNXCqmoKfroEyL+HVgw0Go3GrxTnwnbTv1DKvI0AavtcxNe9+W/xDKgWu/4v2tyqK6UsqK2YLQS/xww0ZRDdthbG7VZcxwn1/3vECSk/0nf3mMnmDlg3GorOAMTwBu97nOswW+vGgy5gCVzcnAQjRu0y1MeuK4q5PFUbYcuYTZTskM1R8DmLwDnDe2NZ3mPmcF5QnXDOYVYTEXM6EeNxMyjqca4WD9fp/2VdH+l7Q1xAxGp3wFVjoxAOL98nM92+htolgJ+/VXErBhqNRuNXTPXNdy+ufyCbbW/3D4jcZDtcn1cUDbWESK5GPelpMycqqH6BIaT0SFofSWnCKPT9G5wMdN0dIOSygnnqqt78okVY1o+k9IDaSgjjphuoGojqIWCo2eZOKAS/J6czatXuGMk4iWRNdLGji5+SyxWzzLJ+SYw74BMwQegwMkZAbWZNKzG+QbVUu2JbcG5PjAe67m3dwqBGHge5qb/3a4LJn0MK5N9LKwYajUbjV05Vt0fMdl97q750CP4ezBJrupLWDyACGJgSYsFMti7EsvkIKGv6QFqfaoseWJcvMSCGe7runhjrzbuUFec8ZgPreibnafuEum0TPFF0xeczuSyUfNpWIiPj+G6zAw4cDv/GskSEnhAiMd5WEyEJ6KyYrYRwxEnEORAXUEvkdMI5xUlHiLvqNWAzKSVEwLueEDrEBRwZiBSuqF4QGalxxtV6uXZgqs7iefTxc6cVA41Go/GKqA6AdVZfDzDZVvr8tufffWco0XN877x8Tk5nYtyjlijlQs4TIdyQ0mmzHF63scKFGG9BHMvy+XbIP6/9ndjtfrOFAJ1RXUlpwjkDuu2mLVsY0ISqgu3RMjHP/4VuGwtw3TYVasXR97+jlCsImDkgIgS6/o6crnTduypW1GnbdBC6/m39vojg/WHbVADVKyA1l8EPOOlRZ5hOiFRnQ+/Dtm5YI5ZBMArBH34RegFoxUCj0Wi8CqpN8IWiM4Knevdfq6EPUm/LLlDKgvfD5hnw1UFWysIyP1DKFe8OSNcjkgkyggXULpzP/5t1/RKzhGGUPNX5uutxMqBlIpeFvguoubrbrzM5Jcw8uZy3aOAbgn+2R06k/AHnepyLrOtHxAkiO3L6b7RkBIfBpmFIhHAghIiWsvkEFASl737DbhxRvWyWyDWbwElmHP+NUjZfAjOwglreNBaGuJHgjzjnEBtRHCHMlFJHI3Xdck8dpZRNdPntTo4/R1ox0Gg0Gq8As5WiS13FE7etBC54f9jcASdiPFbLYZ0At83qawLhsnwgpS+3qOCR4PeUkrZ1RGO+/DfT9H9QVfr+U4pOta0uEdOFZOctgQDWdcKHiOq4Pbc6/xcSqs+3ebfd7AHzmEVSviAuI4w4p3TdPUIB8dWy2NdkQu87tHTgJnzY4SQiAuP4W2I8siwfKWWhOiEWTGfEOYLb1zVFHOt62oqiDueP9N0nW2GgLw6OZtB1n9L3b7foZK1ZBttY5pdEKwYajUbjFVDKsrkRupcD3ixglmoAkU1A3g41B969rCYWnTbbX1dv5DlDfqzGRFJYls9I+ZFcEjHuNptjQ+hq/LF40npCS40bVj0hZQehrzHHLlLyiriOGAecBJzriOGWkk81nEjPFD3jbESC4P1I19+S1gdCHLYiYsK7t2iZqhZiC1yK8ZYYb4jxDc45QrzF+5WUHhArFJ1Zlyf6/kAX31DKhWE40vefbOMTiPEtkF6+tufthBjf0XVvfjHjgO+iFQONRqPxK+erdcJnMVvZVvsKZjOIx9FtroPyshFQi4Fle9tMSp9Ryrq5Cho5f6BqDjzBj+zG3yMuYpoQLeS8YmUl47ePrWJFowPx2/OCki+s6co4/A7v9y8aBmNBraAloVpwTvCxbhbE7hbQOkZYT4gbUE30fcR0JvgdYfvYeng7zK6oxjo62KyTU77g/FANjHzE+35bLdzR9294FgWCbVbD/Uugk0gkxl+OLuCv0YqBRqPR+JVTD1e3tbjr21QzZjOypRmqFkTYtgue7X2vdSXRMjmfX8R4dY8+UooHse327BFJBD+izrNcP1RjovIIFiia6eK+Fg5xV53/UMzAOU8M++qL4OLmD5CpUcu3OHcihBoTHPyRZXlA3YQPewxBS8ZvOQs51dhj54503Qj0W/7BU+1obPHNznlC2BPiDd5FSplQXWsREe6rliE/EuM7Qhi/YcL0PCbwfvjFjQO+i1YMNBqNxivAuYFSTpgFXm7oVnDi0JIwdNsymFDNiKtrgvVgrW35YXjLsn6gRiBfNg1Cz7y8R8uMWaYfBsqyUnIdO0BH0UwIst3QPapGjLt6oDoQt9+U+HVs0PldHR9QCKEjxBFVJYS4ZR4YKV9RNbwbMXGIJLzrgUDsDvT9PTEeMSuEeENOdZWwugN2dTSiiXH8Hd6PeL+vgsqt+KnFTSSEHc6FbTVz2Aoq+btXMn/utGKg0Wg0XgHVTri2/Z8FbikXyNMWIiTgPdUNoIAJKT8RQodta34h3KKqlPLEkiClJ0DQciWEG8yMdfmSlM7bLf8ItjIMPU4OL6FFiMNtY4J1vdAPAe92iGS8v8e5vuYBIIiMxHAgpQtqCdOM4TY3wgFEcGL0wx+qq6As9N0dXXeHuFAzFmCb/ztyftwyDiIln7dDX7Z1yj0iPSEcEXleu/zKJ+A5kfHXSCsGGo1G4xUg4ghhTyn+RQcgeMyqKC7G/faRDh8OYI6cP1J0xdnmQ+Acff8G1d1Xa3kuQrytXYPlPdfrI+v6HkPxtsN7R9d9ym73B7zb1a2E/EX1JfCHTdhXW/E5P6DqmOf/JucTffcJMfbkclOzDUzB19FCFgcScWZ47/Bu3G7ruy358FQPdRTnqg7gefb/PApZLaM246lhQmZl2yCIlDLj/firPfz/nFYMNBqNxiuh5hHsMRs2MVz19w8hgwQEt1kUC2aZGO+qGZAlIONlBAwkEMKRcfwU8JsVb8QAH46Ie0DI+HBkjP+DrntHDEdUc93/15Hh8G8I4Jzb2vQjTupNvpRMCHd43+P9oWoVoienh3qwd/fkvMfJgIhHbSXGu2qYRNjCixIICD0x3uNcbes/jyLq1z+iZcL8s5+AbKLJ9GLA9FpoxUCj0Wi8Mp5DikDI+YRIfInatS1CuO7re5al3pBLOW+uewEnHvEdIRxRXaqiP53I+VpTD8MOMyWEkRD2eB9Y10dEEvXYyYgMeMc2j69bDDEeSOmE8yMx3mCWSOmJUhacj5t18IqWhHd7+v4tMR5Z1yeci4g4fBgJfiDngriesIkFn/G+zv1rTkO1Oi6lugw6t8NQBEcIh1+NOPD70IqBRqPReKV4P2wH+rwl7NVxgveHzfdft0CjiHOfoHoBQNVY1sfNjTCScybl96ieEenpursXg6GULyCGlrW6EZKqta8TfBhx0uO839YHF1SvxO6eGPak9ADiEcd24IPIiA97YripYUMi28EtL1kLZobzA113j20uhs8H+/O4RDVSymYzvBkIOfd1/cDrGA8804qBRqPReKXIdpDmLHjfUcWD/mVv3szwfr9F/CoiPapXlvU9WEKQbQWwOgcKHcHvETFSnhGWGhCkm88BPSHcbAFFA1D3+s0yBQGEfvgNJWecc/TDW3K6YgbeaS0MJDL0b/F+IOUnTIUQhs1OecQ5X7chxBH8HpVEzjX34DnroIoYja67f/E1eO20YqDRaDReMd732/58rir77WCsFsUnIGxOhQXnPEXrbTqGG9b1PbmccW4k+IWMYmh1GrSyrQzWvAMkMPS/Z7//PVWlT/Ur8MP26247mAPZn19u8851xBiJcc+6nuj7Pd4fN4dCQ02J4eZF7Fc7HLJlK7gtwrk6MJrlbbVQCP6wxSW3QgBeYTFgaqBbA0sAJ+0vQ6PReLVU/cDhxWCodgeUnGcAYhy3G3VkXZ+q/W84YparcQ8Hcpo3N759FQl2R6Q+OKaCc5nYHRmH39X1RFswnWoxIB0giHd439F1b3A5bO3+gjjAHJDo+3uc229hRreIvNnm/zNmynM2QAjDN8R/9dDvNj3Er3tF8B/l1RQDZoauBbJiyqYypfpvdx7xrSBoNBqvkyq+q4I9M6Pogg+27f4/jwxq/HHezIVEHIjhZCDG3abe7/Aeuu4GzLbWfLfd7t9tH7cgREzA7IlcTvUA93tCOOD9YXtWgtmCagGBEI6EcHx5XxVAsj23YdMLfLcZUH3fqzny/m5+Md8ZM4NiaFGs2LONFCKCCw68IO67D3RdC7Yq4gXXbX+51aAUdDHcEP7q7280Go1fM/WwrLdp1WVL+vt6hPFMzmeCj1RhYdha8qmmGIaC6kKIh22/v2yOhmHTCRzwfrcJ92YEJYTqM1DjfgecC6jmzRPAgK+8D0QCIkIp09eKgq8/91/Mcfaz5Gf93bNiWCloNjQVnFXPCcsFzYoEh+scln39/95/64FuapBrIfD1DoA4AefRVaEouF+XvWSj0Wj8vfxlqFFdNyxlqtHA5ij5XGOD0a2AWAlhz7KcMF237qtWV0IM52sKYY07fvYGiHi/3wSHX70uP68aFp22gsS/PK9S5m0N8vWs/P1Y/GyLAUuFsmR0VSwXLBVyMUgKzkEU5FooF8PtIz4GVBXfewSpWoDnwqDUZCwXvv3mLw40KT62YqDRaLxuXhIDLX8t1KgAivd7LD9VoZ7WeWvRBQAjMYy/w8kBWHBuTwi3OOe3TIJCKYVnB8Dgj5vo7y9fl72vHghVC5Awg+oD0G3CwPZa/UPzsywGLCvlkiip1C7AaaWsik0ZnRPiPOYFFwXpA5ZAu+p3bYfw1V+u3uGHWLUB9lc+oVSLyppG1UYFjUbjdeNcTy7r114Tq09/1RbETfm/QzVhdiFtZkND/247rGVr/cetfa/bCuKz37/fnA6/nbryuEP166K/5/3/9hr9r+BnVwyYGfma0EuiqNb/Pq4UFFsytipO6oigrIJLSgkJxCFm6BQJuw4tBqmQosfvI2KGWcDFr0YJVTNglDnXboMrX+kP/sZfODN7/nuNiHz1a2jag0aj8YvGuYjTHtV5S+sDUMwy3neEUGf5dVVvR4zrpgu4e0n7++ZrqMf7v/82XwuGn90x9avkZ/ddtmKUx4VyXdAM5WkmnxImBT1n8ILtArGP6FoolxU6jzhPWROWtG4NiKGL4lTQOSIx4KeMHTr8LoAIuhZ0LYiCBLAlUyagc7gx4Nxfrp6YGpYKuhSslM2L26MivNQAzuGiQ0JbXWk0Gr8cvrq989KOr6FGutn0GjHe4lz3sspnZhhKDMdX5eX/a+NnVwzoUshPdZ3EipEveSsMlLIWxBzBhOISgiOvBVcUiQVdFPEee0qAILmQMZwZ8Tce9YJeZkw7xDsoiiHg5UVXYGbImqEYso/14zZMjTJlyiUhKCaCLYWyLDAEwk1XOwtF0aK4PiDx2wuCf6ST8Px7Wueh0Wj8kDwLBFXXbb4vm23viPe3mCled5Q8bR9f9QK1EChbYmAT9f2S+VkVA2ZGWVZ0SXWF8KTodUUMxASSYctMSoYbPTiFVUklIwY+RmxUmBRVrSKXYpTLDKqEtzvEC+Vprd4C+w7vQLO9bBmIQl4NPdcfCr+vB3wtTFbWjzMihvj6nDQp5sEuNSEr3va46LCi6Jq3cA35xtdINjQrqNY3BocL3+11YMXQXOrGg/HSefg+44xGo9H4a5gVUjphlrYcAr9tFCRSuhBj9e53LuA3N8Hm5Pfr42dRDFhRNCuWlPKUKXMmn6v5hYuOtG4q1FRgTZALy2eZsB+w4Oo2wKK4G49OGZ0SLnrCTYeqok+Zck24IeGOHQRBs+KKkucMWoM3dPMhwNV/9ZLqExy3kcRpwdaMeI8uik4JwWo3wozyISNAOHa4zlOWgiRF+q9WY178Dhz18xiQ6qqk68NfjBYsK7pkthQNcIAqZVKk2wyT2g9ho9H4B6kiwOoV8Myz50C1JJ6Isa4F/qWTX3v9+bXwkxcDuhb0Wg87s+ohUK6ZdJpq4MRKFfilBEt1EKQTSEKeEq4LFFVIwFzXEFULovXAL0vGQp0EIFoLCh/Ic8afV/KScSaUpeAGj993EBwEwXpPPifKvI0kLmu9nXehVs/X2sEQEdB6cOfTgs4ZGQKiRvYrvvP4PiDeoWvBde6brX7v66G/Ftxzd0DrWEKXut4jX197dFItlZOCr8+10Wg0/l7q7v70nYY9IjUy2Cy9GBI1g59fJz/pn2jVB8z10uuFvCr5NFPmjM4KashQLS9ZS3Uc6nqIQFHEHDbX+T4KaVqRILAYaUpoMaRQiwXxuNWweYVLquMDM6QYWQC33cKnjAwefEDPGV1T9SzYx7ramBSr+kRK0VqgbEJDTQW7GnZOWCn46HH7gewdbhBcF/BjxCRUK84tI8F5wdymW1hKVe6qbmLIDH3Au286LIqTOj5Iim9CxUbjdaIKz6I/qa9bwOYdnKGk+j4XwMWX16qvqK9B3+XTLyKI2cvHNX69/GTFgGWlXFesKG6M9cafC7ZkdM71pt8LLnhsMHT2kB10VKdA55De4X31Fcia0WLYY6qdAyAvqVoWm9Wtg5RREfwuIr2vhcSckP1A2EUEo0wLUgKCYVPN93bisCWTLwkpRkmKnqtGwMyQudROQlLsYtiaKXOheE8oQrjr0AnKw0o+RFxXNQKEapBUxOpBb4aFgPSuCg+9VA+EVJO5XP9nHQUH285Po9F4TZhBniFNoLVljzjwEcIIyyNcv4TlCpbr27oD7N9C3NXXUN0uWNs2wLcZ+VTtQI0Wbvy6+UmKAdMqxsuXhECdxRejLAXE4/cBSwq+CucEQfYdNpd60M+5vs8F4uBBBK8eKYlyzchW/ZpSxwLBYV5J54wJiFP8GlGtgjx/WVEnuDGgK5ASzgRK/dy5ZOQQEQ95SthZ6/MSoRTFmcNCgVJv/yKCYlhesY9G/jiBd2jO+KHD30biEHHHvhYlSxVK2prxb3dE6ato0lGLmShYViibnuHlG0ktCBqNxusiTbBe6qEeh/o201ogPP43XD+HvEBZYZ3q2wU4/Abu/yeEHnyoEb+WKJKx7hb5M0v2Oh7wbVPgFfCjFwN1PS9hS0aCYNmwbFuLPIMT4r6H1erMXRWyYWzhRJdUW13e4RZlmWZccPg3fW119Q4Q/MFjybDgIFYPbZsU2XlE66+91Pa8RoElU3qPmSKAacZ5v7XVauxxngo6KXnNVefgBGeGRiiTIdEjJZOLVjFiEMpc23ROHAQoeaJzhmQjDAHmUg0QXS3gZfNJkGxI5+sPcM1kQpPiwlcbBKbgu2bL2Wi8KrRAmutIwIX667KNCtIVvvz/1PGBCKSFap4ioCt88f+F+QTv/heMd9AdcTh0mdHyJTLcIS4Chmra4o13TST4CvjRiwFNpe7wB18P0pRrkMUQ0POCacHtIm7OdVXPhDLPlPdVF0Cohz0ZtJSt9e/QznAi0DnE6hhCitR2uxrlWiAY8aZDqs02RFfHEQZY7VZIKrDrkAzqFJzVG3rS2v5fU/3BcEApWO+rgC9VjUPSDEXqAb9o1TMY6AjMBcShB8XmQv4w4WLAHyLOOWT09WtzUouSTO0KlLrTK1JHAtU5UasHQotebjReF5rrvxJhudRbv5X6Ovb4Jzj9Z31ffwvpXN8XBwg3kL+Eywc4/q4WEmFEYk8Y3lCWJ7SsmNSxgPfDtlLYugKvgR+1GHhOD6wmP3VGzib4s2BVpT9l1Bl+8ODr7NzOwFOGnCFTFfS2dQqc1CvyKaPR18N71xGChwEQKEvBXIHiEBVIhZwzwQ3VJMgM9WCrVuFfKRiC846SwYdqrpEvK7YqfqijDN1WEm37mqwonDN0rpoZlQLrNtO3sNkXG5oh54Q+zvhjpGOH39d8b9WC3+Zzlgv0XR3vLQXTrTsgAt7XtcJmQNRovC7yDOupdgQuH6pI0HfQjXD+L5ivEEfotm5Bf1O7Avm6veZ6KAvktY4bYo84T+j2GIKFm5ewosbr4cftDGyiVAn1xl5mqzf3UA9S1wnFBFkNOXbV1CJXu0vEQKW2v8q2YriJ8KpRwFZcqIO1oNHT7esqjIWMzLkenFFAApoy+TLjD5tZRqppWq4LmAoMDnUemRPllCmrUi51jcC5gO8CFiBejWWZIRksc90usAhDrF0HLdRORgZnUIRyWZHOk68ZE8PFAGLYCm6/iRKdYFWjiHRVaOijr98v4RvOiI1G45WQZljOMJ3g/HnVBij1ghR3MD3UYiGv2zg11BcR30E519+/u69aA8u1SHhmy3cR8dDGAq+OH7cYeBalGhAE6Rys2wGc6v6+v+kwEaTfbuMPCyzgnMPeDLjeUU4ZpjpGIAAhwrK1zWLdsJH0Ncvfc0YcyOCRBNJ7urFDc6p6BK/IEF4ijMuc6p7/qpRpRRelXDKc6qaCxUJBCCGgEfwQKJdLLQhKrl2AtRYXLFtn4Lj9cInCaSE7V/MRFgcq6Dlh0UESynnF7WN1QISqP3BSuyh/tmLYaDReCaqwXqsg8PE/4OF/1wuQdKAJ1v+7fWCp3YLrRxhv6haBSPVIQSEMtVDYVq5fsO3XrRB4lfyoxYA4qRVsLkj0uG6beTtByVhWwruhGglNGbsm6AP2pkditfCN3lOKpwwBVkWLodng0BGHCKL4sas367x9ztHXtcW5oCo4akfCH/Y4BHPb338BW8rmPphrDsE1107EnOsHWaFMjqJKWTPeO6wUGDrwGcZY9QM46kxDoffQufr2EOrowGv9fNnV9R1xiIIPbltrTLVYKlTbZXHVg0DqdsTX0xcbjcYrQBPMj/Dx3+HyJSynaj6G1rFB2i4ew6Emry3btoEL4Ps6GugOVT/g+21k8LyJYLWL2e9/si+v8dPyowsIXfToZqiDFyQ4vBNccNWSNwriHK4PcOhI5wW3C+QYSJ+fSLkgYlUqEKTq7RDCbY8ouFhjit2hRmiWKRFcBKMWA0FrxrZzVa2PVdMet2UfHDxuVXJJrLZCLnUEceyqzqFoPeeXjC6gIhA9rvdYL9VlcN7EPC7WMUbvN3OQbUwRgS7WboUXbE1I3+P6gGGUJeNveuJNX7ULX4tVtmLYqqiCG5oVaKPxKjCD+al2BD7+77ohUODFUGi4A/1YxwDcAlq7lMsT5ATDEUIHx9/W/+YJhje1GNBcPyYOdZzQeJX86MWAeMH1AV21pvtle7HbjbtYOwU1NAtdC2H1lKRwL+Rrh3ta0VzjiS0bFsGNNQzIRY/0HucdfoiYB+9Bi9L1gXyeqytgF6pB0ZoJu4g7RkDQc8YFQdcaPhTFUTr3snurPYj5Ghp0KvUHdIj44PCdxw09FKMMStnGGOYNS9smxOhgK378+FyQOHzYVgg34yI3eMKhR0I97L8eYFSzE6jFVGlWxI3Gq2C9VK3AfIb1aTMNWurbcfWmr2lzHZzg5nfQ3UAX4fJQxwLdTb3597cQD7VA0FwNTfp9NSb6ltj2xuvgJzEdEu/wY00CrDMv6iz8+Za7/cd5R/HVU0C8o3+3J8WAnmbWa6q2wgJhFwiHCM7jDPwhQpBq86sBLOMHwYXdy/t0LehlrS33voOlUAL1xl8MFzzqHGHXA9SuhWotOLyvq4qmuJ2r2wVdhz902JSwa8KNsa4dWt0EECd1PLcZIfk+1PXKfah6CK0JibIW3HHAdR5TcN1fHvZ1tbFZETcar4KS6o3fCpw/g9MXEHa1ONBlcxlku9VLLQZCB90e/AB4OHwC+0/roR93sH8Hw00dfYprRUDjp80mqDfev3KzdYLrHLZWgyE5RiQKZfC480rZZUpJ+Lu+Rg33AcEhoyBFqlFRMZz3KOCCIbvaRZDtUCdlSIoWxUdfVwKXBEXrKKKwFd4BRYljTykZXasrV3cYCDd9dUnsBA0dXmtuQRgi4jx6q8iqNYHxvECsmob69XkkV12BBFd/pndbbHIuf+WbR7MibjReA5qrmdDTZ/XwDgHSqQr+ilWnQYDdXW33hwHiESj1deLm93D3P7bDnyq0LivVfrV5CDQqP+voKXGC72Mdf+mKJUW8x+3ABSG8GfBjjwSQ6Gr8r9YOg4zVbEjPudoca6mdiLVgW6ch7B0l+/q4Y6guf6oEA5sdy3kF9xxMVAg3Xd3S6T3dfqhFwhjr55bqVOhFsJ3DZ4c/BNzY1x/aa4HR4YZIeVqwAi46bFZMFYkBSwV/6Aj7Wixo1u8ulZQ2Img0XgNaYHpf5/y3v6+5A4+fAQrdrhoL5aUKBIebqh8oS+0CjHf11i9s/ubUj9VSC4LQNAKNys+6GACqwHBXY4Xd+v9v796a40iOBc//45aXKlxISi3NaO3Y7sOa7ff/Omu28zBzjkZHfSEJoKoyMyLc9yEqkmBLLbWko26xy39mNJIgUADREsMz/FaQrRIY2pKiKeJDu2JHr5v85LrPoA0EvM4ogPAwgnPXXLsgKF5aOoDBE4aI5Iyerk/pgyeWifyS8aXQCgBAneBCItwBh0Twoa1NLhXGgPeOMETcm8Dw2zdtOFGu1I8LcinonK6LmQoqHnKhaiAdI/4ukd7MrRhR9Nq8IH8yU2DfdmgpAmN+2VRbiuD5j62Y2bvrCOIMYW5Xl2FiX1SSDm340NO/w8P/AfO7NnPg8gG2tc0WUGnBQAgtlWBFyIYvIBiAlk6Ic0Kn9uV+v4L+datsuwXzLT2g4JxST3kvMNTk24CjLBA8Mbh2+OPQs+K8oKU9rcchwoO7VtwKbNeBSYfQAoI54qaEXApy2nDX7ggfBsK7ifRmwAcPU6QOgfK8oVuFEagRWSvMgXRs9QZxiu12gxbY+CEia0FVPi0oEm3twL0t0xjzy9P3DWwn2F7a0LLzN9d/h1aurQTtYI8j4OD4BuZft7enGVB4+l8toHj8t9bJJNcBaKc/XrccDi1gSOPP8/c0/zK+iGCg+7FtdM65/Qo9XP+PUi8F0TYrwDkHU2yHt2vdDXhHGAJljNR5u446hri1RUq1ZPTSVhUP7474IVCXdlCHMba1yMHhnMcn3+oIXj3RhzG2IGUTJAsA6mmDjkIbffwnf4/k8S62979uWMQ7wtS6Eqyt0JhfmG2By3etjbCurQYgRFg+wPPvr+3KCeKxTWXlekswOXj8v1pHQHAg9+0m4fQtzI/ttcvW6g94NV/g5Y/tZ/crSxncuC8qGPh7OOcIdy3NoFttOfhr4aJztJXD/SCOjnQ/tkr+TXAe1LVr+ZSntvwouHYQe1ANsGnrhEwBFzx+aOkL92eu8L33MHn89Dd8/dET4qdUCP7HB0XGmC+EyHWg0P8Hp4/AdZqplzYq/fmb6/6BY3tQGY9tGuHhsY0mPv6q1QuE1LYSlhXO37Wbg8uHNoRoemjBRDldbxOkDSZy71twEJKlDG7YLz4YgGsh4hxhCEhpT+U+OPD+sx7+zg9tSZJkwYm0w3cOLUfvHVRFqhDvA44RWt8C3v/wa/5X/B2MMb9Aqm2a4Id/h5fvYHpsh/LlYzus1zOQ2/uVtRVDxUP79brQ+pevk1LPH9o0Qn8dK1xyW2O8XWC8a0OH5sdWZAjt1kG2dvMw3ll3wQ27iWAAPqUOfkxffn9fHxxoK0j47DD2jpCseM8Y8w+qpdUEvHzdagJCavl71eso4XB9uv/YBguN1xXudWtvD64NEPLX9edhgPlX7UahbNeAYG2phNI/JrUURN3a+x/etTqEulkwcMNuJhj4ezjn/uIYBGOM+buoXosDT22h0Pk7OH3dWgH7Ie3buHTKBepynRT42zYOfVnbHhR1n9IH5dJ2v+DaTUC+tHHEfmqvOTy0wsRyaTcLLrQfZQVXWqrC3CwLBowx5qeWz3D+9no4r61FULSlBVA4/Krl8VXapEF3XTnM9aaA6xjh9QUGhfRreP5Dm1ZYM3vqQEN77W2D8vs2lyAdWg1BGtrvfWxrj+UvDDkzv3gWDBhjzE9Jarv2r1s78MdjGys837Uc/3puswOmR/DX9cTx+j7nr9vBrb59vHNw/5s2Xvj5P+Hb/9Hefnx73UwoEI7tc5z+s7UUpqkFAjK0FEU6tFZEKT/3d8b8jCwYMMaYn1LNLT0Qh+t6YbmOEL6D8qH9+fLh2jnAtXvgAPFNKxLcntuVvrveEuh1jXHN7fV9aK8Xx+uPoQUQ+aGlB+bHVifgUyuILqV9Ltx1V4zlRm+RBQPGGPNTktoO9eFarOfTNee/tUPbabsd6GmE4xva7PND21iotCf5OLZ6g4//DuObti59etNuEPTajRDHdquwfvdpRgG+BRNe2g1EPFyDDksT3DILBowx5qfkry3KUltrn3NtWNCdb0uInr8F8W3Z0HDX5gks78Gt7WPDeO0g8K3zQCpcvrnOIQmQM9QPLSCQArK0moFI+7jjr1tQUK81COP9tR3R263ADbNgwBhjfkphbE/25QL+rh3A/bpffKsRGAZA4Ol/tz0D+XydQiptV8Hy/loEeC0IPL+/bje8rjUe38I4txuIEMFlcFtrKQQYH1un1HZuw45C+nyuu7k5FgwYY8xPyfvWQvjydTvklfZzucDpffv1/KaNEl4u7dC/PLfVw7q0mQDD2H4gcHl/DSZ8GzAUx9YlEAaol0+Fhuk6lvjy7XWnwfSpdmF6aCmKcv14c3Nsco4xxvzUhut1fRghP7fbABw4aVMCa26tguevaUuJBMpL+1ly210g63W64NaKAPO5jRoe71qb4vKxdQvktaUF5oc2hyCv8PSHtgNhmFq9QrrOSF+e2s2DuTl2M2CMMT8179vTuLvm9X1sNwFxaumCurT3KaeW0x9mOJ3Aj63eYFng6T9pAYS2lkQ/AqXtJgj5emOg8PCbVpOAg3rtQpClDSUKQ3v7w39rqYuaW+ogpOvQI3MrLBgwxpifg3PtwB2P7SC+fKCtSk2tPkDKpwmocW5TBZ//eB1QVCDH1kXgpD3tu60FBh/+vaUW8G2BkRuvw4hKSy3UtX3evsEwHT6NIQ6p3QzUbMHAjbE0gTHG/GxeVe+rtIPeX5/RthUEuDy1g1zXdvCrtj9fz60LgNC6ELxr7x8ihABRP90unL+BfGoHf16vnQe+pSqGubU1fvpCrj/MLbFgwBhjfi4+sg/7iVMbMay1VftLbkV9OFi+A3Gt1sDRDvWY2pO8ZNrsgAwptLkCIcFyajUDdb0OGPItTbC8h/f/8zp+WK5n/6u9BAq2lOX2WJrAGGN+LiG16v2ytg6A8aHl7H0ArrsHYmk3A3FuT/yjb9f4zrWPPX3bHuvUtYBiGK8dB4f2GlJbGiJnWL5tNQN9psDlGfL2qYCw1y/Y9sKbY8GAMcb8XJy7jgLmGhDM7Zr/8hHu3ra5Act1ffFhbrcBZYXTNyBzu/LHtR99Y6Fcr/iHY2sbHI9AvQYFv23pBHy7LcC124OytRZEkdaNYPUCN8eCAWOM+Tn56xTAOH4q4Jvfth0Cd7+Fb/7f6wTBobUTLi/t6X17aXMJ4nR90r8GA3FoNQQi7ePT2IYPxdQCjTRdRxPPtCID124gxvv2o98SmJtiwYAxxvzc+pX/8as2fGg7wTq2zYVv/s9WD+A8rE/tif/8XXvbfN/WHk931x0D1xuAvpo4zdfbgT7e+NA+vhca3v0WuC4nmh8tPXDDLBgwxph/Fd5fr/fna26fNgvg8h17G+DL7yHfwXEA/gDp2K72uW4glEsrQIypFQ9Ox1ZU+OZ37cm/jz4e79vH5Uv7XDaO+KZZMGCMMf9qvG+HdVnbwZ2ObRrh9gJ+gllb0HD8qt0KoK2+YFtaeiCldjMQD22gUM0tqPAB/HV1cpzbjUBd4e437XOam2XBgDHG/CuKAxzetXTAdoaH37Uiv/mx/X5+0/YVSL62Ieb21O9DqxFwtEDg8OvWTnj5eJ1BMF1XGEdYn1t6Ynz4uf+25mdmwYAxxvyrShM8/B/tMM8ruANMb+D0n20ewPzQDvblqf3srnML7n4Dd1+xjys+/KoVDa7P13bF61TC8XhdaTz8vH9P87OzYMAYY/6Vhdie7mtuBYLQWhDXl+ufA/FX4H7dAgQXWiCQpvYxfbzweN9SCyotZZDma2eB1QoYCwaMMeZfn3OfP73HqT3d50s73N111oAP1wLE6xri0KcUXoMIdx02ZMz3WDBgjDFfGudaJ0Ac29RAvW4j/KFtg/b0b/4KCwaMMeZL1Z/8jfkHWS+JMcYYc+MsGDDGGGNunAUDxhhjzI2zYMAYY4y5cRYMGGOMMTfOggFjjDHmxlkwYIwxxtw4CwaMMcaYG2fBgDHGGHPjLBgwxhhjbpwFA8YYY8yNs2DAGGOMuXEWDBhjjDE3zoIBY4wx5sZZMGCMMcbcOAsGjDHGmBtnwYAxxhhz4ywYMMYYY26cBQPGGGPMjbNgwBhjjLlxFgwYY4wxN86CAWOMMebGWTBgjDHG3DgLBowxxpgbZ8GAMcYYc+MsGDDGGGNunAUDxhhjzI2zYMAYY4y5cRYMGGOMMTfOggFjjDHmxlkwYIwxxtw4CwaMMcaYG2fBgDHGGHPjLBgwxhhjbpwFA8YYY8yNs2DAGGOMuXEWDBhjjDE3zoIBY4wx5sZZMGCMMcbcOAsGjDHGmBtnwYAxxhhz4ywYMMYYY26cBQPGGGPMjbNgwBhjjLlxFgwYY4wxN86CAWOMMebGWTBgjDHG3DgLBowxxpgbZ8GAMcYYc+MsGDDGGGNunAUDxhhjzI2zYMAYY4y5cRYMGGOMMTfOggFjjDHmxlkwYIwxxtw4CwaMMcaYG2fBgDHGGHPjLBgwxhhjbpwFA8YYY8yNs2DAGGOMuXEWDBhjjDE3zoIBY4wx5sZZMGCMMcbcOAsGjDHGmBtnwYAxxhhz4ywYMMYYY26cBQPGGGPMjbNgwBhjjLlxFgwYY4wxN86CAWOMMebGWTBgjDHG3DgLBowxxpgbZ8GAMcYYc+MsGDDGGGNunAUDxhhjzI2zYMAYY4y5cRYMGGOMMTfOggFjjDHmxlkwYIwxxtw4CwaMMcaYG2fBgDHGGHPjLBgwxhhjbpwFA8YYY8yNs2DAGGOMuXEWDBhjjDE3zoIBY4wx5sZZMGCMMcbcOAsGjDHGmBtnwYAxxhhz4ywYMMYYY26cBQPGGGPMjbNgwBhjjLlxFgwYY4wxN86CAWOMMebGWTBgjDHG3DgLBowxxpgbZ8GAMcYYc+MsGDDGGGNunAUDxhhjzI2zYMAYY4y5cRYMGGOMMTfOggFjjDHmxlkwYIwxxtw4CwaMMcaYG2fBgDHGGHPjLBgwxhhjblz8ub8AY4z5V6WqFG2/Dg68c3/yPlkURXE4ogP3Z97HmH91FgwYY8wrokoWYVVlq4rSDnxRZfBwCIExBBxwqZVVFHWAQnKOOXpGb5eu5stiwYAx5maIKlmVtQqbKMHBFDzT9fC+VGER4blULqIkFIeC86jCSeBSlegKS1WcUwbvic4xeo+gPOcKCQsIzBfFggFjzC+SiqKq4BzeO0SVU6k81bo/6RdVHPAYA6P3LCJQoayVyUF28CTKMQn3IeCcYxHhJVc+lMKbIbKUlkrwDt6kyOQdlyIMyVnKwHwxLBgwxvyiqCg5V2oWVBUVcMBZKydAfDu5R++ZvSer8s1WcVp4K46tKlUFB3y3Zl6k8h/ecTdG7kOgIixF8V75/Vq4D55DCAjK1znzLgTGAEcNJIsFzBfCggFjzC+GirIthW2thOgREeoqbJvwVAunAMWBi54wBsbgmEMgInxzyhyHSIiBUpVv18L/2FaWXIgCq4ycU+BDKSDwdgyMPuBDuy1IzhGAUxUqcBRPVUdwnuggqyLXYsToHNFbpGD+dVgwYIz5ovU6gCLKdsnkl0wKnmUtnF82FKge/vNl5RwgHD2+BIIKLkWiFwYRcql88J5QhN+vGycVliocUmDZlFMV1Ds+bhvqPPc1cggtPTA4xypKRblU4VuF5ywM3qMIooIK4ByD99wlz0MM3MVoqQTzL8GCAWPMF6uI8lIqGaUumeevL+RcIQXKWqhnoUplycL/3jKC8vZuYL4fGbxnHB0nEf7n80o5ZXRqB/p3W2aTiouOzQd8gKDKuRYyEMTxh3UBNyKwP/2/5MJzEabgWhBRK/9+Wvm2ZN4mz9s0MPrIxwwfU+CrpNyliHfaXsNuC8zPxIIBY8wXSbQFAkWVkCvrx4IrEFLgu2Vl/XZjzuB8KxJMyfFRlEut6Hkji0B01ORZ1oqvlRgcY/AcVfn6UggrJK0MwTE4WBxMzvNSNp6qZ/SZpQpahYry+3XjTQr83/d3BHF8KJkXEQ4+UumdC/CUhfdb5g9x46sxcfSBwUMKrS1x8p7kPcFuDcxPxIIBY8wXKauSUVwVPj5nllLRAC+XjJ4q56eN5SKkADnCyVU+HByXOHHIlUGF76ISpkREiSkiKKowSvux5gLikeDxR4dkeNkyF5QqhcV78loI1XEqlT+eFvQu8Yewso6Fb7ZKAN4NkY9F+JgrcWhFix9qZVLlIXhOKnzIGe8ddzHxNgXug+dNihxjsFSC+aezYMAY80Uq0uYFLEumikCAcxa++7jCKVMvG1RB48BJKs+lMgbPFgqSPCqKnIW6Zo7J81UIsFSqh7IUfFWcKodNiRH8ud1CXJbCOAaWIgxeOTrPU6icqxBHx4hnu2SeUJ5rZQqBrEp0cCrCMQjegaKci/ChVJxzCJ6AXusLPBcv1FwAuEv2T7X557L/hRljvkirCKdaSeII0ZEL+CJ44LwUXAgk59lKYUUJzjGnyFlhEpAh8KEIYa14QFNiq44LigeSCt9VpYjwa4AK1QkHoC6VY1GmKJTR4dThcBzjwLt5gCzUorhrF8FahaKwSeYpOzZV1lqJzrNW4RAij8mRFUD5WCu/DYFFhCdXGUMgWT2B+SeyYMAY80USVcARnCJchwxtigsgKiyloJuybgqj4zB4zhukWjkS2DIcRcgi+OzwPrOIsk6BMnqSgEqlbMIfNLCFdui/OQa2Rdi2wvJSmfCk4PhV8HxUAecIMeCKkAbPKsL7daU6xyEGsjj+kBee1soUHGut3CfhmCL5OvVQnWfwrTBx24S7GEj+83+u+96Eom2AUvSO5Nyf3Z9gzF9jwYAx5ovTAgEYgVUqLJV1FZ6fV87LxrMqPjhkcqAVFxWVQn2p+Cnw7WWD+4SGQK7CQCDNkcspo4viBgiHyNuPgjiox8idOh6c424Y+JhXzs7jg8Op8hgjVUDEUXNhKTAXZdsy3+XCBeXRBcZp4D9d5jsRnKusGvjDWnhflMcqOIW74Blj23MQnSOr8DEXkm+3D5sIgrIWQVwLAABElITnGD3D90Yh9/bL60BGCxrMn7BgwBjzRZIs+HOhLpXTWliKcBGBS2UUjxsc64eN85JRjeAcUylILtQQcaEyzJ5UHM5Xnp5XPmbhITjGF88IDDEiPuFSJIsgVYlVOMSIRsVXRbNSQ2ER4W5VlqAsAq4qG5X3lw1V5Vf3E8+XzEcqEmBIkYBHgqBO+OO64QTmuxGALBAjjC4gwDdrZvSt/fBUWo3CFBxDjPsehFWEl1J5iJ+GGq0inItQUJyCOog45uCZgu1PMI0FA8aYL07dKtvTRsmVhxSpSVguG6MIfvTEmpHVwZRIc+RMxS+KbEDw3B8jzgXcwnUboVJLJXsBiThXmKuHIbCtSlLPinBxcPCeN3eJ/1kqT9+t6CxIGJCiJFG8wG8UUvQ49fzb5DkqoI7s4I0LrKp8XDNfJY+2akJQwYfAuVaOPrCKEkR5CG0l4kWUuxhBlarKfQxUhVOphOT2ZUlLFVYRog9sIjznincwv7ot2K5Bg3O2UMk0FgwYY74oNQvLKTPgqFOkiOJx3A2RU4gEJ7yIwlI4HEYO3hHFk8NGfpfYWuMBz1pJeKYqTHjKEHgQR/Iwj4FjipyWwqUKYXGE4JicazcBXrmTVkOwCrAUYlUWlBnHYwjolNiK8G7w3LvAf5bCpsrb6HmKcF6U81KZDxHnwOGYVVFRShVeauUhBeYYWGvbs/BcCpsoZxHuFIbgqQpbFWIMAATnyNclTUsVnONP0gbJOS4l8zFv3AdPCGH/YW6TBQPGmC+GqlJyBQdDbAfcx2XltFWGGAiHyOVlw2fHMARQJRIYS2EMARk831bhnAu+QBwTqUJelTAoKQondcyrwFAZBMYAmwMiTCkyZGE7b0wvhePDSBojXpRnyTwXhVq53EVmPG8dREdrO9yEEmFZC656HlNgUyUpvMHxnXjUKUEgOOUueN6miFTluzWzqHIflBAcVYQFx6aV0Xmy0z/5XhVRNlGG73UhiAhb3ii5UIGRQKitvXEYBlJKP8F/SfOvxoIBY8wXQ0WRqgTvqQihKA8xoN63ivpDouAIEdI4t+vzMRBKwK0FxTMNQs0VqUrZQGNAgqK1ouo5jJ6IsIkyPw4kAs9BUITH5Amr4k6VMCbGx5GHITEofHxe+eO24ReHLnCclFV9G5XsYR4Ca4DzacMBnjbVcKytDuDXUfHquMcjRZnUcVoL//uy8h/Lwu/GCXfwbBUuooxeEBxnqQyvnuirKnP4tD75+2WCW94opZJiQNURrm2LIsK6rjjniPFvPxpEpH0+94+tbhZptyD9tfyPSGP8V33uW2bBgDHmi6IoLrR/8GsR0hB4kLZIKDgYBo/kSBghRI8OjomAFqVk4TBGZGhP85fngnNtbTEoLivT0TGmSAqeYU7EKTE7oVbh6ALiKuuaKUU55kpdhVNRtvNGlDb6WLaCnD3Vg5s8kzpeVNlKpaDk4Cm58m5KBBU+rsKojtl7vlkL0Xt+x8ZpTJxLYSRAVfJSmcZAcY4PpfIuRU7a0iTQ2gwBBh/wrqUMKp/+oa+1UkolxkAFPHD9VuJ92/JYSvmbgoFaKzlnaq1AO5BTSjjnrp+v7AFGf/uf/e+qSimFnPN+uHvvSSkRrwudVPWzz5dz3gOHlFILbK4//5ggwnxiwYAx5ovhvMN7hyqE4BEpqEDyjpCVbz9sSAikQ2u1y2shlsCUPG5oB3A9ZzhG/MPIMXkuTxmnFT9FHkLgYUoweTR6KMoxeo7zQPIeVWVdC/Jx43Je0I+FlyrkVfDOMUyOcxEoFVkrcQo8XwQJggBHcSTv+bpWXpZM8Y6wCo9DZBw8wYETz32G0/NGio63KfEQHZsoiypxFY5TZBPh25wZfKDyqT6gzSRoB+7gHecqBM9+mHZZ4Og/bzHsAYGq/qgn7FIK67q2/zbu0+3Chw8f9tcIIey/HseRh4cHvPfUWvdgodbKtm2UUvZURYxxfz0RIYTAuq5s27YHAtu2ISLEGBnHkRjj/hrDMFhA8DewYMAY88VwzhGHwLZUfGx1ASKCFOCUGYqgh0CaR85PK3GtDNeDsKqyXgopeQY85byxbW06oLv29k/OMTnwBZbTxiCewwMMm+KTEqLHqWPwji14tlKRrR3CMQZ0LVAqKy1AiShaKk8KQR1HB8fDyBSUWR0faXMMYnQUdYw+8P8cRtJWWbZK3IRAaOOWRXhWQWPg4GCeWmrgzgcm75mvS456S6Go4h0UEf5YhRFHuK56LgKTd/9Qa6GIsG3bfpXfD/NSCtu2sW0b4zjuV/elFC6XCzlnjsdj++8mQs6ZZVlY15VhGPbgQVVJKaGqvLy84Jzbbw16QBBC29vQP3cPOHLO+6/Nj2PBgDHmixKiJw5KXgR8y71LFWII/Oo3B0QgJs+YlVUKpUAMio+ew/1IioEweuJSqcvGHCDiCdmhsbKcFWi3AP5QQaCKImul5ErJglZFFiUMHvHgPBQVvPM8TJ7qPOmQCFNgFOGYPFWFEhwleUYHqcK9CgyBh+BZUQ4+8BAcC46XkikfMoepoN4xB0eqAmubtHgYAsMYuA+BQww4XEsTtCGInEplVSV5x0E8Z2mpjojyzsMY/H4r8PpgHobhR/136B/Tn8ZLKfjr7YmqMgwDtVYulwvDMDCOI957Pnz4wPl85nA47IGAqu63AKrKPM/7gd5TB6qK955lWdi2jfP5jKruKQ3vPeM4fnbL8Pbt27+YmjCfWDBgjPmiOOdIQyBEjw+ey8sGKIfHdoidnzfKUiF4Do8DtQp5LaQQuXs3kddK3irxPpJLxQfHfExIFnJpQcM0B2oGF9pWwlocPjhKUZwKaQyk2aPqGAaHj+5akFgZx0hIMIyBcUqci3J/nzh75T9ypmqbRyApcCeeuzExh8BWlQp83CovTwtLkWtthONp2XgvMCXHNA5sWcgfF4a7gTUJQxKiQvKe5B1VpbUqBo/zninAPZBFOK9QS8Vdn8BzzvuBC+1QXdd1z73/kM9SDteDG/gsKMg5M03THiDEGPcAwTm3Fyz2GoEeWGzbRkppT0HUWlnXlRAC5/OZUgqn0wlVZRxHSimoKo+Pj0zTRCmFp6en/W09EDE/zIIBY8wXp+WiHfPdQIyel6cVB6hCGjxalTE4alGCg7o5huNI8A605c5F2xRD5wMiDmKgbgWKgCbGybce/TnitN0+IG0PQoieEB0qjiUL0SkxeIpz1K3iQiK6Vt/gnZBwvE2B70rhkoV5CMR7z/ZcqFlYcdxFz0vO/PFSeBDlmAI+ORwwOsfXQbkUwbvKyQnr4niQwn97mHn0DucdqIA6nmvl3nuca4d532OggAutxqAfuv3wTint1/SlFESEaZp+8BB1r24VVHW/3t8/3/V1ewDQn/5zzozjyOl0Yl3XPWXQiwP76/Sgoda63x4A+6/rtR0SWvFgrZWXlxdOpxPjOBJC2OsO7u/vORwONkfhL7BgwBjzRYtDYJwjKPjgGObAOWRqrqxLpmzKMCVi8K34cIA5tTz85ZDRKqQUCIOnFiWlVpcgIjgB78BHR8ltpfDlXAihLUmKyTOj5CyIKHHwpOQY50gaE2mMTNFxyZU5wmOMDNERUsSJ8nIp5OeNN0OEIbZrfAU5BuQkHAbPd9vGd94RRdGqvEhheEiMOAbvyUV4HytHdRxCYKsC0qYdFlEUuNTadhNwrSUInsl5vC/7wfm6Aj+ltOflfygY8N5/9lQPn1oB+5P692cW9OBDVfd6g55iWJaFZVnw3u9P9/22ot8sbNu2v61/3mVZ9pTEy8sLx+MR5xzzPO+fq//dDoeDpQx+gAUDxpgvmvOOmAJlq/jQUgfjoc0QcM5xrmurE4i+nexVaPP+HMMQ0ZrBtbz/PAeUthJ5e84IcPq44rxvH1qE4NrTuvcOHzwhBfScWU8bcYioc3gPayn41TNOgW2rLKUyjgEfA6Eo/pIZSyXhSJtyzoUshYcxMqRAHuCiypqVd6MnusiTL4xDYFSHeOVFK7I53gyBD6IUuA5a8gwhcBGhiKB8Wk6URdgUziqMPjCPf75GIIRAzvkHhxB57xmGgWVZPrvm70V/IrJ3J/ROhvP5zLIsxBjJOe/X/iLCy8sLl8uFw+FAjHE/5GOMzPPMMAycTieAvQNhWZb9JiPnvBcY9uBCRPaOhX5L0YObHrhY+qCxYMAY88WLySNVWkAQPTF5avaEIMToEWhV9t4h0mYKoEqVynpWtvWCjwHvlXGKLCehrIIbAnkThslxein44JiOERGoG5StkOZITI4ltAmCDm0f4z14cAJTgKWAusLHc0EWIRV4qJ5wiCzOobXg19Yi+evHERmF95dK8HA3DBQUcuAQAn+sGxeEySdWYLveABRRnGvFjLN6Nqkt6Hl14FWFuxDQ2pYrHX7ge9oP8L/UZtgDBVXlcrnsLYCPj4+cTifO5zMxRoZh4HK5sCzLZ8FCKYUPHz58VizYUwnAXgzYWwVDCFwuF9Z1pdb62e3A65sG5xzH43EvLrxcLmxbWxj1OvXRA5q/Z8jSL419B4wxXzwfPMMU21V+kWvlucOlyPTgOH1YyZvinMcpiFTyRcjnipR2YFaFgEe1tGmGweFFqFvltFa0VtwQqLXVEkzHyLa2OgWpgqJIATe1/H0aA85BzkK+FEJwPHrP+lR5RhHvmOeE8465CA9hYD568loJCjVFpqIUCTjvEAUvSnWV1YH3Eacwhkh0sAqcqnAfA0spfFAYg+Px1UGXpbUbDt6j6nnRVlSY/szTcT/YfygQ6HMCRGRPNZRSAPaD+OXl5bPX6TcJ/eq+Bxyvr/77U/zrz9uDkuPxyLIse2HiPM/7rIFt2wA+uy3oNQg9vXA8HpnneQ9IemFin4dwyywYMMb8IvjgGYJHrkt6OIJWZV0KdRPyUhnmwHgIXJ4yl3JhPCSmkChZiMlRVuHysjFMiXAIaFW2NbfbhikQfCCmVntQNiUOgaqKy55xiITBM8yRNARU4fKyEUPAXwsX3ep4zJ63d4HNOWpoV/fTFEnaChM/VsfLOVOCI0bYtsLlaSGjhBQp94noAt4p6jwxtCfcoMKlCFUEQRg08FQqWZT7GAneE1CO16FE6iLOX0cTD58HA71Y7/tPzD0A6E/5/aDvP14/ZQ/DwN3dHdu28fLywrqu+5Ci/kTer/V7kWFPH4zjyOVy+axlEdif6qdpYhzH/bag3yC8LjTsKY7D4cDlctnbDs/n895u2D9fDxpumQUDxphfFO9bOx4AAULyhADP7zdUKtsqXE4b0yHik6dslTgkYvKsl43cVwKHQJGKiCPQNhSWXAmb4/hmglBZ3hdiCrz7byPrS6HUig+QNyHE1q1QnCeGdltQc3ttXSv300BK7QnYB08tQj4XkgoL8OG7M1rgsmVWUcYIGZBFYQhoguMU8MGx1spZlKUoxSm/Owz892nkXAqrKiLKIUDwnk3aimMUfEwE2rX864LAPicghLDPE+hP19u2cblcgE/BQh893A/61wWAr8cG99uA3m7YRxi/nnrYA4Se6+9thP0WoR/ivWZgmqbPBhX1WQX96+7zC4Zh2AOG4/G4pzj6LcKtzyOwYMAY84um0ir/xzmwnpW6ZmoV0hCJKRFCKyoLyZEXR4qBGB3jFPExIFlIc0RzZVsKeSnXq+eKbBnxSt4c6pVAAAd13VhPG8473Fo5PIygynbJ+NhaHqWsoAMuOEJUaq5sm7TJglnJMbINyt0xchIhJ8daC6dSyFEZfeK3YyQAL6WyinAXA48x8jZFDsHjiC3VoW13Q9JW/OhwnKRy9A5CYnB8VnkfY/zsiXvbtr3n/3w+473neDx+1kLYD+Sez+/X730WQC8gfL07oOf8z+cztdb9QO6HeN9z0A/05+fn/f16wNGDlH79fz6fPytY7LcDfUpijHGfY7D/b+Sv1EbcAgsGjDG/WCrKthREYDwk0hjAKbm0f/i9c4z3EXDkLG0uwdA6CnzyjMlRfMEpVKDUtoPg5eOF9ZxZloLH8fDVgWGKrVpQIJfK6WllGAPDmFBRFGXLFZdhmGJbaERbWXx+yeQ1k4ZAUY/mymOMnFR40YIX5VE8U0ggFRciwXkUOATPMbQiyeQAPHcx4p1rRZMVPuQCCr8dItW1TYfROaL3nBWGFJmvefR+Jf/9vQP9UO4HeF9o1IOGlBLLsnC5XPa0AbAPC+pzC/qTfw86+m0DtJuGXvHfAw1V3QcMAfvHxRj3KYb9IO9FhK83L47jyPF43EcT9wDieDwCn2ojbr2rwIIBY8wvVq2CVIjXnHiIgfE4MK0VCuAUnGtth7TdA95D75wP0aPVU0XZLgUtMD0mzqfM+XllWypSoG6V8WFgSAEXfBtoVKA4QDMlCy60LYHpOLRuh1K5PK9IEUoWlpfMw1cztQoqEDxMY+RSIbi2rnj2jre5tJXFKXApgnrPFNq44Qz8OgaCg+dSyKKsKqy13Q58W1pLZXJtJsMi7XN5D18Nw2dPxr0YsD/B9/kB/ZDvrYHe+72t7/X2wt6297oroY8M7h0CvXugbyXsg4ReFxdCO9Dv7+/31+g3CMuy7K2J8GkgUf/a+vKinnLoNQev0xPwp7URt8i+A8aYXywpupcPdGkIjEPgnAuUNkLY0RYTLUtpI4aTp25C2eTaKQAxOcZpAAfnDwvrORNiYDgE1q1Qn+ClCGmMLaCognqHG2Nbu1yUdD/iPZyfM2mMqApVaEGFczgHdRWoSjgmgoNjjDgniAKD47vFcy5CKp4UYb1+fasWfjeM3KfAqQhFlcG3tchTaEOWMsKvQmKOn4rlFq18zIWHEBmvi4t6zv710/Lrvvx+uPenamDfM9ADin4d/3o8cV8x3AsQ+wHdbxz6LUO/dehP+T2ocM5xOBz2boD3799zOp32IGOeZ0Rkb2vsepri5eWFaZo4HA77LUKvjbh1FgwYY37Rvp8GDsFzeJgQXTh/3FhOG+cXh0plmgLxcaCstbUoVkVQShZwELzwzb+f+PjNmTRFBh/Bg6pnOW1s50KcAsMQW1piDgQPITnWRVlOK8F71qUgtV5HCMPxcaDmig8Rlcz5XIlTQkK7ufAKEuB9KSwoSYTkHYso3gu/CoGjG0net1XH+58LWxVWaauYHZBRplf58eg9pVY2qXsw8Ol7196nP0336//etgfsuf3T6UQpZV9R/LqO4Pn5eb9VeH07cD6f9wChrx7u8wD66/afe6Axz/NnXQA90PDeM8/zfqPQ2x77euOu32D0hUh/qX3yllgwYIz5xWpjhP/07XEMPLybSUNkWwuKMEwz3reZBFupqNKK+5wDgXWtPJ/WNpEQzzhFtpxxpa0gRtpegrpVwlvH8c2xVe9fMi9PSt0yzrdURa5C3oTDMRLniKhDxJO3zDAnwrmNUvYxkaWA97ygPK0F55V5jNwfBqII0TsUx2P0rKJ8u2TEKV7aobhJG650Lp530bNUxWltExSBTZXRe4q669pjtz+Fv87t98O/t+j1nD6wjwo+Ho8cDoe9k6CnEPpsgL5DYJqm/UYghMD9/f1eH/Dtt9/umw57IACf5gc8Pz/vgcY8z/vnf32D0Bce9ULGnPNeY9DnE7zuTjAWDBhjfsF88LjQnvJbXcAnojDdRcZjvLb3OS5PG1KV4RApa0Ud1FxREWIACZ4YA8Pc5g04HKVUnGvti+paF0IcAmUVilZOL6UtQFKF4FiXlpbwOKQ4UorXtsOWv0fbRMWSC5wAD89ReJZKAd4cBu4PI947jj4we8dJYabdgihKAIbroqS3yfOSHf+xZtBWtFh8q414KgKqvE0JB8zBMV2flPvWwD7Gtw8EAj7L6feZAfBpDkA/jE+nE7VWhmH4bFphTwsM1zqFcRzJOfP8/AzA4XDgdDqxbRvjOHJ3d7enLnqHQ3+dcRz3r6W3KP65QsZek9CDjl5b0NMRt86CAWPML5b3jmGKbEuhbIK7xgMq4AKkIZK36wTCoqxLZbpLrVhuq+Rc2U6OukII4FzGJ0fwtHXGQHCOKoqotIO2FDyR9SXvhYDEVlRYl43lUpmmyPKyoQjqlel+YLqL1E0IKTA/TuSlMt9HZuA/1q0VECZHmgdqak/1h9BWFucirLUSHByiZ3Tt7f2Qe0iRP66Zb9bMMTg0KqU45uiZvCOrsAm8lHbIj6+2Dfbxvr3ITlW5u7v7rEUQ2Av5+vu377/fr+v7oT9NEwAvLy97zr4f5qUU7u7u9t/3X/en/j6KuF/zT9NESmlfY9wnGfbWw23b9mFI0zR9Fkz0moHXdQ+3zIIBY8wvWgiecU5IFSRLy8GPbdCP964NBqpKLYJz7LcEwxyJg8fjwLcCQveiLM+By1IoSyUED07ZzqVNPlwrmUgpjvWy4oLSRhaBOG0BhHOIh7Ip+mFDBcYpku4GyrpSt8IwJdzUbhnu50itEb9kskIMnpm+dEhZRTnXyibwLkXuQ+Ciyuv1Qt45DinwVAqFgBRljq2rIHqHCCTvcWgrTkzXtstrNf7rqv8+5Od1cWHvAhARlmX57Om9Fw72W4PeZgif2hd73v/1boFhGPbpga93F7xuP7y7u/ts1kHfSng4HPY5A/3r73+H/nX1r7ePUr51FgwYY37xvHd439rxvi8MgXzekFwJsR2McB1EU5U0BKQq6pQ0RKbjyPllJa8V8QXnPCVX1AvpLjJNqQ04EkehzQhwySGrMk6BKo5pjuQglDWznje+/fqF5ZS5PGcOb0be/sYx3Q+EwbOuFZ8rURx3CVZVlnMme0caPQTPKoI4R6V1EIjCIkpsmQleauFDLojzVAdTcCTvOEsrLnyMAU+bO7CpklUZX/Xrxxj/Yn69H6y9OwDYFw4tywKw5+n7kKD+dP/09LSnDPqegZ5W6KOJY4z7tf/hcODdu3efBQ/Pz8/7KOSe4ugrlF8XCfZ0RC9A7J/z9TbDW2XBgDHmpoXoGcZIvlQQQct1oY9v8wd8dKyXzPK8EufE8c1AqQfimFmeCttlwzmYDxPD3cg0e+KQCH6jFMd2qahoe6K/H1lPGQWu1xCUTdn+eOEyLgxjpGyRl+8WfPIMU2KYYFgLk1dUPYhyUsWXylbacKQYPP9tCgiOUxHuU8CrUBTOUvnjpfAxVx5DANqBn9TxED2i2ookr1xb6Pgnvh8IvM7h96fuYRg+qwnoY43703ivC+i3A73LIKW0H+A55/1JPqW0dx28vh347rvviDFyd3e3DxFaloX7+/u9jbDPRng91Kh3H/S2x17r0DsZbpkFA8aYm5fGyPygXE4OX4W6KcG3g9a5vk1PGb3DHxKPeuB4X/k4LJw+wuHdSHKeNHtUHSrK/DCyboLzeb/G9t7hQ8Ch+NACjmn2XM6VvAiPX83cvx1bkJCF08cLog5XhVgqJwcnrYgqGgJaBZ8CxzESq2eJwu+d8qspMl7b+l5yZZVK8oHoPc5DFUd1SnCeyXvOVZiCx9PSGX+tnq5f7/cDt+8q6E/gvWOgpw9eXl4A9luBnt/vaYc+JOj+/n4v/utzAfpV/ziOe8DQVxL3tEH/XK9rA14XMj49Pe07EXqA0Qca9WFKtpvAGGNMGwIk2lICc9t4KLVSMgyHSLpLbKeC5IrSFiDdPQ6Mx0BIAamAKuMcrq+X8JeMF4GFVoy4VnyC9VLQqvjo0eCoAnGMpAjqQIpwfr8QB8+yCo9vJ+7HyN2U+F/PF/Sc8RTi4DmEwMOYWEVYVwWnLM7D5Ph23fjjVmhNA8I3VUE96pQ7HwhOeJsCVSB5R1GIONL3DkVVpW14YN8/0PP6vaOgbzPsh+w8z/v7fn8lMbQiv/7x0AKFWivzPDPPM9988w3Pz8/7boPXuwzg07yAt2/f7kWFvSagj0mGdqPx+Pi41xEcDgdCCPv7m8aCAWOM4dp5MKdPA4eia3MBEsRhIibPJRWkCOulEJOjPlSWc2E7Z1yCWrQVG8YI14mC0/3A9ADf/f6EV2U6jEzX1kW84/KUOd4PjEOg4Km5fS3rWtsMhAK8a4WQIsJcYUqeslaG6rgPHh8c2TmG6ogBxqxo3XjKhU0KZ3WMvmUmzlI4lY1vtfCcPWGOTHEAcRTnuY8Bfz245TqnYKmtU8Lj8FKRWpmvg3z6VsI+VKhP/uu5+3Ec91uEXrnfhwL1eQV9pkBfWDTP877w6P7+fq8F6LMKtm37bFshsLc/Xi4XjsfjniLow4Wmadq7EvrshJ6W6O2Jt8yCAWOMuWoBQWyjhK+Pwo72JC+ixAhuaGuDaxFEtI0OTp4YHcVrW3A0BZz3eD8yHROqFSpsRRkGT4ievBRyLsTYDuTgPJoFnBJiIMZALhX1yvK0EYNHNoi5sjlwGVQKWgdWVbyDqoqs2oYdJYeIEjalSOU4JeYUCVxIsnHOyscKL+KZqCzbR+7HB5w7ItcD9qUUFhGi8wTXChM/bhmvMKi2oUXXFr0+5Ke3EoYQ9tXBwzDw/PzMhw8f9gCg1wHc399zd3e3H9KlFL7++mu2bePu7u6z7YjAniLoUwmXZSGl1g76/Py8txMej0dijLx9+3bvVgA+K4rsNxq2m8CCAWOM+RP+e2N5Q/LoUnDeoQJpbNMCSxbc4IjVkUtbDRxSIK9CTI43v54Z5taG9/DuwPuvzyzPG2lsq5GXixCmwJDa/gKcokWoTttio9IGGVVpmxZT8hymoRXTJYdUKKUiNSIe1q0wO0eaE4sUxDu26DkW5cNl5X3JKBdCGNBYqdKu/+/iyOwrRS58zJHoIlWUj0UYHUgQBu8ZvGcOjpesXKow8WnQz+tr/For5/OZy+WC9577+/t9s2G/3u+3Bf19DocD8zzvrYm9i6DfCKzr+lltQr+R6IFHLzDso5B7a2J/nddLlPr79aJHay20YMAYY/6qmAJalVoVkUrNCsq1yLDNBJg8pNTWCmsbZ8BwiAxTJCTfZhIofACcKBwja06EKEgp+BgYpoGSK7IqMQaqFqZjYhyHdluRPE5hxvGUlTAFSnCsubSlSUU53iVQcN4RBJ5rYZW2tTCVhTE5osJTBRHHWiuP0RN8pMpCrYVvq/BSlDep3XBsoqxSOQSIPpAorKpEdH/Sn6aJy+XyWT9/nxnw9PS0H9a9yK93DCzLwul04s2bN7x9+5bn5+d9JkHvEng9D6B/HMAwDJ/dFPTbhWEY9h0JPQ3RFyRN07QHAD2FcOspArBgwBhj/irvHWmKhOhZlky5VFDHcPCkIRLHQIifiuS8d+S1Ms5tNHE3PySWS6QsrQvgAc/peWXdlPWU27rlyTNPiTAEwuSZxtQmGQ++DUrKlSl6dAikQ2KYEpMqqypjDPutxhA9vigft4IAb2PEu4ogFNcWF820+QSrKAcPqo6TZIKbcL6lHuK1BTJL5WlbOeDQUjivK+m6hvj1nIGefx/HcR8Y9PT0tC86OhwO+/djGIb9FuH9+/f7LUPfbzDP8x5U9IP7dDqxrutej9BTE8fjEWhpi3470CcT9huAYRj2r69PRbRbgcaCAWOM+RG8d/ghcEweOShxaoV2Ifq2ffAVVcX5tujo8z9wpBgJs+CTZ7pLTPdtXPL5/QoO5jcj05TanIPkqJvy8mFhmEMbMqSBbakcjgNp9Hh1xKqIKBuCrwKD44TjUoUAxOAApahjdK0YIjrlGCKjawuODkARoahjjgFflQKMwJY3LucLT5cLzyL4WthEIQXkupCo5+Bfbyvs6YOe3+/bCfuAH1Xdc/sxxr3Xv1/p94mC/fahdwp89dVXexDS2xf7DcDDwwPQFhuN47hvSAwh/MkMgt6lYCwYMMaYv4lzjhDbzoOy1j8JBACkKuE67rhTUXKuDMdIzYIUJUaHmxMOB2/aOOD7xxGCJwRHHAN5qdSq+MS1XiExP4x455AqLEslxcCvpsA3W+YlAs5xzpXkHdE7zlWYvSPGNgchORDaDoJjDAit9bAoeB8JzhEdZFXWbeX9+/eUUjldLmjNjM4TQ8AFt08H7H38/Un+crnsBzWwTxfso4z70/7d3d3+xN47CvoI4147AOzdCg8PD4zjyLfffvvZRsOegujpgJ5a6HsKDofDXtPQFxhZIPCJBQPGGPN3iCkgRShbxcd28Ku0J3QU4hA+y0WrKipKiK1+oFahZiEkzyEOzAfhslSEttzIRwc4xkNkmAMla9uV8GoBUc3CMEtriXTK8QRTVUJsh/ngBxYR/v20IQ5iGnAKQiE6zxw9KXiCZkQdIUygreVu8B4V4esPH5Atk1Js0wrTyBACo9bPFg31VsA+8KfvKVjXdb8p6MWDPZcfQuDp6YnD4bB3F/RDuncjnE6nvUbg3bt3PD4+7nMO5nneOxX6r/tr9PZCEdn/zPwwCwaMMebv0DcilrU9uZci4No8gDiEP1mZvLsW90UfiK92JagqYWpLinqff1+aBJCXQilCFXCuBRbOOcY5EYfAWq4fm4WcK5KVrPC7MMLBodFxlwYiE56VNa8gGa2VeZgJfmJwI2tt7YSH4Kl549t1I00TL+cLG/CrlLgPnkTY8/HTNPHy8rLvA+gpgn4T0J/SX15ePrsd6OmBPtK4P/nXWvfgoo89fr2zoAcYfbZALwLsExD7YiT4dKNg/jILBowx5u/kg2c4+FbpT5tJ4F49ub/mvLsODmqjjr9PausgSN+7UejSHAlVqVVAwA8tUPChPWVnoT3lB09MgcSCE3iICarn61wYPRxjYJOZjcQhwFdDgjRQXHsdwaEog3MstfAQQxuCpJW3MfA2tNRD+9t+mjMAbeogsPf/9wP76emJlBKHw4F1XfdAoQcOIsLhcCCltLcBvt502KcT9tHCfTBRDz767UT/fPv3/DpTwLoF/joLBowx5h/0/bkEf45zjpgC6yUjVfcnfmiBgIqS5h8+uHqtwg/eOHzv/eZpYMkF8fA2RPAOFFZRRJXfjAP/fUq8S4miUFQAxzEGiihLrWwKq8KoytF7BhXiqzx7nyrYK/sfHx/3r+Hp6Ynz+bz3+XvvOR6P5Jz58OHDnkK4v7/fBwL1pUI55z04eD0TYJqm/efXbYZ9roB7daMyTdNeh2D+OgsGjDHmJxKSZ9BI3iplU0BRBR9ayiH+mRXLP4ZzjsHDpeq1cwDm4LmIR1EuVRmc5z5FHMLsPd457mMien89CF4FGQHmEAjTgFsT3gHj8Nlyoj5LoF/Rv77yH8eRaZpYlmV/8h/Hkbu7u/01VHVfMtQL/lR17zro7X+Pj497zcD9/f1e/NfbCnvqoc8h6D96msC5P39TYz5nwYAxxvyE4hDwsaUWem7Bf6/z4O8x+MAihU3atMDkHbN3FGnBRk8RRBdpNY76JwuJPvs6veN+mtBtax0C1xuB16uE+8ELbfFQz++P48ibN28QEXLOLMuybzqENl/g17/+9V5sOM/zPofg9VM9fLrqf/fuHSGEvb2wTzR8+/btnlbohYo9NdC3GlrNwF9nwYAxxvzEvHd4/197QCXvuIuBU6lcRPBAcI4FITnHMUQ8jixtRfExhGvu/4fFGPdtf/3pu28I7C17zjmOx+PePdCH+vR1warKu3fv9qf7Pnugpw+A/XXWdd1rAXrhYSllbyfs7u7u9n0FfbZBTzH0W4UeCFgXwY9jwYAxxvxCjN4TUzvwqypzCLzRhKiQW1qeOTgGH0g/4iaiH+oxRtZ13dMC/Wm7L/oZhmEvJOyzBXq3QF9BvG1bG8b0vWr/dV33HQKn04kPHz581qUwTRN3d3d7q2EvGOyfuwcEPbDor2+zBP42FgwYY8wvSHCO8P3Jh3y+te9v0VcR96f8/rb+635T0EcQ94FCzjnevXu3rxHu0//6CuJ+ld/HAgMcj8fPDvheB6CqXC6XvSOhX/v3OgXzj7PvojHG3ID/iiK616/Rf92v4fu2wf6U/nomwPl83ov+Xn9Mf1ufNth3DAzDsKcBenqhbzW0w/+fw76rxhhj/m7e+73VrwcIPY3Qr+x7IWGMcb9h6Id8jHHP7/fCwR4cbNvGOI57WsC6Av55LBgwxhjzD0spcTwePxsqBOy5/7u7u/33feZA//3rvQXAZ1sKX88PMP88FgwYY4z5L9HrAHreH1pK4HUL4p+TUto/pgcFr28XzD+fBQPGGGP+y/SD/29p6Xs9tMj8PKznwhhjjLlxFgwYY4wxN86CAWOMMebGWTBgjDHG3DgLBowxxpgbZ8GAMcYYc+MsGDDGGGNunAUDxhhjzI2zYMAYY4y5cRYMGGOMMTfuR81+7Hurn56e/qlfjDHGGGP+6/Rzu5/jP+RHBQPPz88A/Nu//ds/+GUZY4wx5qf2/PzM4+PjD/65078WLtBWTP7+97/n/v7eNkgZY4wxXwhV5fn5md/97nd4/8OVAT8qGDDGGGPML5cVEBpjjDE3zoIBY4wx5sZZMGCMMcbcOAsGjDHGmBtnwYAxxhhz4ywYMMYYY26cBQPGGGPMjfv/AZk0GKfpoCIfAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_2[:, 0], embedding_2[:, 1], c=y_2, alpha=0.05, cmap='tab10')\n",
+ "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.001554 seconds.\n",
+ "\n",
+ "Embedding level 1 with 7000 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 2.996113 seconds.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(7000, 2)"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "hUmap.set_fixing_term(0.01)\n",
+ "hUmap.fix_datapoints(embedding_2)\n",
+ "\n",
+ "embedding_1 = hUmap.transform(1)\n",
+ "y_1 = hUmap.labels(1)\n",
+ "embedding_1.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_1[:, 0], embedding_1[:, 1], c=y_1, alpha=0.05, cmap='tab10')\n",
+ "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.006637 seconds.\n",
+ "\n",
+ "Embedding level 0 with 35000 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 17.695620 seconds.\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "(35000, 2)"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "hUmap.set_fixing_term(0.01)\n",
+ "hUmap.fix_datapoints(embedding_1)\n",
+ "\n",
+ "embedding_0 = hUmap.transform(0)\n",
+ "y_0 = y\n",
+ "embedding_0.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_0[:, 0], embedding_0[:, 1], c=y_0.astype(int), alpha=0.05, cmap='tab10')\n",
+ "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Using 'transform' method to project a subset of indices"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "I will use a clustering to discover indices more easily"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([2, 0, 2, ..., 2, 0, 4], dtype=int32)"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from sklearn.cluster import KMeans, DBSCAN\n",
+ "\n",
+ "kmeans = KMeans(n_clusters=6, random_state=11).fit(embedding_2)\n",
+ "# kmeans = DBSCAN().fit(embedding_2)\n",
+ "kmeans.labels_\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_2[:, 0], embedding_2[:, 1], c=y_2, alpha=0.05, cmap='tab10')\n",
+ "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "\n",
+ "indices_black = np.arange(embedding_2.shape[0])[kmeans.labels_ == 1]\n",
+ "\n",
+ "plt.scatter(embedding_2[indices_black, 0], embedding_2[indices_black, 1], c='black', alpha=0.1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hUmap.set_fixing_term(0.01)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "points_before = embedding_2[indices_black]\n",
+ "plt.scatter(points_before[:, 0], points_before[:, 1], c=y_2[indices_black], alpha=0.9, cmap='tab10')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Performing optimization with 129 fixed data points.\n",
+ "Correspond values has 129/129 indices, from 813 to be projected. \n",
+ "Initial low-dimensional representation: done in 0.000494 seconds.\n",
+ "\n",
+ "Embedding level 1 with 813 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 0.553221 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "\"\"\"\n",
+ " Use transform method, however, make sure to specify indices=\n",
+ "\"\"\"\n",
+ "points = embedding_2[indices_black]\n",
+ "hUmap.fix_datapoints(points)\n",
+ "\n",
+ "embedding_cluster1, y_cluster1, indices_cluster1, indices_fixed = hUmap.transform(2, indices=indices_black)\n",
+ "# X_cluster1 = X_1[indices_cluster1]\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "((813, 2), (813,), (813,))"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "embedding_cluster1.shape, y_cluster1.shape, indices_cluster1.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_cluster1[:, 0], embedding_cluster1[:, 1], c=y_cluster1, alpha=0.2, cmap='tab10')\n",
+ "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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zv8RebJRj7vTe+/Dhw+8Z8NGnqDq/9974VcoLx5GRQRASe/5Z3MyCFw1GBiAQwc0toex8w3bCTpYR1U8tGLFRAnvOAuUJ+wjLwhyYQFaiZ2WXGpxgu2ONq0f8tGN7y4EcGxkMYcZGaouU6s//5GKa7z/6HHc/8iTf+tEv0HYZlUvjpGYRVhAzPsbeA4fa7tqvft8P3PwD3PwyTnIKXc4hwwMY0QGkFQLwyiKRQVRFGGk1mukHtLNGGuWNV5aTU3zpK9Pc8r1JJib21NX5vWt5amoKt5xHojFjw5ixEbQAe2EKt5BCaCCSQATC3n6GcgFrdBIZiGzrIiofPk4X+GTAR9vYzs5tL1K/HxwblUtjL8/gZpfQdgEjOoRE4hRSICRmYgRdKjRsJ2y3ht6gLxAfRdlFpBn0xggHx1G5Zdxc0lvNK0RTJ9hOJ329o5uZmcPNL6NKOcz4KNbQZMOKZfAib+3YHLnl71heXMBePIFyHczEHqzxsxBK4eRTCDPA4Wsv74gIVImPNXoIt5BFZee9FcblgqdAqByEFcYIRjC0J45ERKyrH9DOGmmAcvIEulzy+gC0RzRWTydc9fLzuPfRY7z7418jvbyANbQfDTiLXjOhGR3CSc1hmGFkMIoQAje3hJtZRAyHt20RlQ8fpxN8MuCjLWynMlyDY4kOEUyMYS9OYy8cQxoBzPgoIhTDWAInMwfKwYgNr+gABEJtK99VpxYwLC/dXBEEcnNJVD6NER/GyacwwgNop9QyHd9OJ/01l1yA62oOf+nbLJULGFYYJ7uECEYxpWhYQ+yk5tDlAktJA13MgxHAio2gSlmc5DTW6CSB0QO46XmO3HY/V19y/obErNm4ZnjyQorToHIp3FIelIs5cgBhBrDiQ/zOlSsd+62yHu2skbYzC6DxiEBsCK0VKp9BGgYysnY64cpfOZuPvPtfec9BZgFtBlGFFBgBVCmHER7wFiRVsikyGMMtePsUdCHTkeqhDx8+fDLgYxWaRf93/uSpLSnDdZJRaOZYtNZop4C0wshAGF0uYITjkBhFaxc3mwRhIIJhlF2AYqbtGvrMcha3mEUVs+CWkcEYMhRDBiM4y6dwlr2+ARUbYWJVOr7TTMntDz/hKfWVChjxEYxIgvL8c9gLx1CFFNbY2QjDxM2n0HYeGYxghhOUMgtek6FpYZhDDVFwfX18IzLSbFzTiI8QPvQSnOUZ7OxihfBE2XfgYO27/tnvvGbd79nOGmmVS6I1yHDc+7nrNkgeN/seHnn6bQ5/6dskp4/jZhaR8VHM2DDWyCROZsHrJwhFQUi0XcJJzWHFhzvqn/Dhw4dPBnzUoVn0PzY2SjGfb0v8p5nxrR5zZnYeSnkQgsHRMY787uu59rIL1/x+M8einZK3aCgQBjOAW8phOGWkFcIcGEcIAye7iFSDaKfMxP4DbdfQ98SjqHwaZRexBla+nxGOIUPnVjrWLf7z7/wW//GqX2tIi3eSKWkqomQFCe45ByezSDk5hZ57Bmt4kqHhYZa1QkaHvGVGykUYK69qfRQsjEDb9fFms/wAMhQlMH4O5uBe3FySd1392oaFRxtlPZodt7ZGOr+EDA+gHAcNte+hSlmM6BDCrGyabFLnrzZ1LqcyaCHQ0kAIiREbroxWhmt7GrRdRCuX4fF9/Pk73+DrDPjw0SF8MuADaC39O3PiOdz0HME95zT9u/Ui09rin+wS2rZx7QI4JWbnn+P6Dz3Dz952FR95x2sb/qapw1IuAgMZTlTW40pPIhi8hrehvSinROLQhXzxT97RmVyt8P5f0GSWXgikaSKsEP/snL2t6+NtZEpaiSiJYAQrEMaIDKBKOf7Pt/8Go4Mx/uiTX/M0FmztySK7DsIMeH9kGJ4CoXLRtF8fb7XFsPJlwTCQodiahUdtH9cuA9S2FprxujXSQoMwKlMCZYQZwoiPtNRJWHONIwlQCmf5FLYha82iViCMaZew0/MMjU3wV++5isVsge8/+pyvRujDRwfwyYCPdaV/zdgQ9sIxnEKaQGSgoeMdWnftV4/pZJdqy3VkKIoIx5Cug7N0is9/9Ru89Nz9XHvZC2p/19RhScNzVDKCk19G5TLemJkRAO2icssY4QS//6bXcOVLzu7ou8+lc5jhBI6UtZSzkCZaOehiDhGKYAbjzKVzG16r9TIlTUlOdRWxdkGaYFiMD8cbroG0ghihOG5uCWIVMlCXYu9kK2CrLYa102nzWKvLI5deOEk8GiF57AkwzJo6ohGKY8ZHUHYRYQQRrsLNLREYmcSIjzT0SNR/dqtrbA3v9dQRU3MIaWGNHqrcpwwyGEJrzb/9i5t73tPiSyD7OB3hkwEf60v/Si9adHNL6MQeT662Dq06t6sKd9q2a01jVQgzgDW0Dzs1y+EvfadhuU4zhyXMIBgW7uIJVEVPwF6aRmQWkdFBpGkxfPACLjn/IDc/cLQjAz0xGEOEYgRCXurdLWbQKu85s9gQRiiOrvzehteKlUzJvY8eQxqi5jD2xKMrIkpmAJVbxknPe/PxQgIaYVg8Pb3IWy99wco1SIxVHGq+RlZUIYsMxb0VyKFI2/Xxddc9t7lhsFl5JB6NsLw46+1McE2MSAKNxknPobXCGj2L977ltaSyRW7+3g/RrgvCQCvV9LO//+hzTa+xDESwRidBVspCVggRjBAfGCCdSpNOp3q+7dBfsezjdIVPBk5jtBvBrIla6yNWJEZ4oLaCV6z621bRZL3CnWyicIdhIK0QSwuNJYZmDku7DqqQwc0tIawg1thZCCRuIYUu55HDBwHNdX/+5Y4NdD35sEYmMSvfWwgDYQVxMwsN369V3b0KYVg4xXne/fGvkS0U63ovxohHwywvzIFdpDz/LMouI4NhZCiGVhoZFNz0tw9y8aHxNdfAGtyPk5rDTs16srzBMHv3T3akLwBbW/fctDxil0keewJlFwlMPA9VzKOKGVDK6/FwHQYGBzj8lsswDckrLzq04Wevd41lIOLd/0CIa19/Ob/1sgv4D5//DulUqq1MzVaien/Fso/TGT4ZOE3RSQTTIP2r3FpTVjXdixYIw/BS1dJsGU3WG9rZZMarwjslRLhJPdt1EaaF1npNiWH1TL6dPIF2SoQOvQihQVUW9RiRAXQph1tYIpUKYkQGOjbQDeQjs+BFy6Y3q64yC2ui5XXr7oBbSOOm5kgLMOJjtfOZn5nGLZewl0/hLs8gpIkxMAa2XREQimKNHcLNLvEnX7ibX3z6Bnjf1Q33UMaHmdh/iNf/2kW8/qXngfDKHOvVx5s5v81sGGyVuge80oBrokt5zOH94JZrz47WkMnma4Svnc/e6BqjHIxglKte4TWgzs9vnKm5/+hxlnPFpu/E4WsvZyQRWfdabLY85MPHboFPBk5DdBrBVKPjU8eeqdX3RSiKMEx0pb4vIwkSQ2Nk84WmEd1q8oEwKo46g4wMrDS/VaBKWUQghgxEmja/VZ3GjXf9hL/40t8iR8+qjaXVZy3s5DROZg5jbwJZcRydGuhOouX16u5aa8rzxwCNjAwitEYgPD19c5Ty8V+A63qOS7voUgGEwIiNoIpZyqeeQgRjzCxO8fzfOcI7f+vV/PRj7+Khx6fWjHr+p//xnQ2J3kaEsJMNg63KI1q7FWKW8CYcEuWaiiGAVgq3lG0gfBtNJ3TS2/DVh/6xrc2Rdz/yJF+593+teSemn3uG648cxQgPgGG2vJbtlofuP3qcyy8+6PcU+Nh18MnAaYbNRDDVJT3Xf+gxnMw81tA+r2PdddGlHGZiDyIQJhyN8pl//2bm0rkGI3f7w0/wh391B25+2Rv5CkRASJQZBMfFnj9OYOxQ7ZiqlEWYIYRpMTEx3rJhzTQk48NxMC0vu1BpXhSBEALQ5SLKKXjOp4l+ficz+O1Gy+vV3e3FKVR6FiM6hD33bEMTnZZeX4A0DLQZQ0YHEFqjXRsns+SpG5YLIA3cXJLlX/4DH//Ms/z1PT/mw+/6La571cVA+0Sv2yntVql7IQwvA4AGtXaPwWbUADvpbdgoi6BdG6TJt370izXvhNYuulzASc97DYljh9Cu0/QatVMeUirDtx55kv/wuW/7PQU+dh18unqaoZMIph4jiTAyEscc3Iuyi6h8BmV762Ot0UnMgT3Mzy8gpeC6V13Mr7/4rFpp4P2f/Sbl2Wdw82nsxSnK8895crHhOMbgHjRQXp7BzSQregExRCCMFR/asGFt/e2FLjhlhGU11c9vd7NeFdWItf77NcM1l1zAJ993NeP79qHLnlqhm02iSjkwAojoEDKS8HoOckueBG8hi0B44khSIoREWCFv1E6VEYEIbj6NyqUwglGs4Uk0sHjsSd7zV7dz+8NPrCF6rTY1FstOW7/Xzla/6uKhx4/PVvYKlBuvcWXaQefTDSJCtXvU4TbF9a6xLhcY37efT75vxUm3s81xKBFnOZ1t1K6oW5FsDnnPPNXpjSbXaL3nEFbko2/57g+7slLbh4/thp8ZOM3QbgSz2kHOLGcRpoU1cBZUavJIA2EGEUJ42/ia/N2Rrz3I4rNHQWtvdNAw0cUc5dmnvb6AcBwMEzMyhAyGwAx4pYGJ8baa39ZLGQthoOwSZniwJl5Tj15q1NdnEk4upjlyy9+RdB2vuU9UnL0ZgFgAN7uEK1NorcA0kcEoupiDUMST7TXDuLkkaK+PwggPeA5cGii7iJtL8cFb7yMRCrZF9D5190/bJoTrZUzWLB5KL8LyrLd4qLpLQQhPTyA1A66D1jRMCYhAmKsvuYivPvSPHafM28nWtJNFeN3LX8Ct37oPbZporRFWsHJdFxHSqpyv09Agu/oabVS6cPMphOvtWjAH9qxca7+nwMcugU8GTjO0kzZt5iCrf4frNNR81/s7x1X89Xd/jCoXsEYOeKShXMTJJb2/AYQUGGYUEYogwzGu+41X8oaXnd+2U1jP2KtCGjM6gjCtmnhNwzl3MINfj3Y7zquZhO8/+hypdBajqsufX8Iw60YpgxHcQhpVKiLNAOb4BM7SSdzsEjg2Whq4+SWkEUAEPQGiqggQJYUMRpmdneOBx55pi+g9O7u8KUJYj9VlBtP0rnv51FMUph4jNPH8yqSHjS7lCIydTSIRJ5Mr4Jay3shhYhBQ3PSN+zZMmbe65u3ufGjV8/G6l57LNx58lPLSSUTKQFgh7/mxi9jJaYQVRqBAVESTgtGm12gj0iEMA7SFjAw0v+YdlKx8+NgJ+GTgNMOlF04yEI+SnDuFObCnFtlX0cpBbkaQ5v6jx0mlUshQDFwHarr6ZYzKSKBbyGImRrAGx9GFDN9/9Bn+6++9tqPoqJWxn9g/yeteejlfvueRTc/Nr8Zm5sir2RjDCiASnuqem1tCBmOVnoBFnKVpZHwYhMCefQZzYAyNwEnNonLLCKUxx/Zj1Ws5VMSFhBVEl/Icn6mQh0LWy7isIkBVwnb2+OCmCGEVrfpOzOgg8uDFlE49TXlpGrOSCak2WtZH8U9PL3LT3z6ILhc37Fnoxux+syzCYjrPDTd9A6eYx4gOo0pZNGDP/tIjS9KsLLXKgCmw03NeRiYYaXqN1iMdv/7ic7j5uw95qpFN0O5aZV/QyMdOwScDpxGqRnU5uYibmsVOnsRM7MEcnPDS9+s4yM0I0swsZ0FKjMggqpBCBiK4pZw3Xw5gSHS54O2YN4MQFpuOjtZLGb/s/AObmptvdv0203TXoBhYEcZx0ouozALl9Cy6mEeEogT3XogMhLAXT2AvncKIjxEYmsS1CwgpMWIjDc67qt+PXcJJz/Hth36Gm5lHzT9HYHgSMz7SsPq4Stj+8A2/ypd+8PebVhpcr+9EBiIE9p6Hyqf4/auu4NUvPqfBYf36i8/CcRUvueEz6HJxwybWrS7Bqkd9FqF6Dm6pgDWwBxWOUZ4/gbN00mt6NA2UY0N6HiM+jJUYR5VX1mC3ukatnsP7jx7nlnt+vGkCBr6gkY+dhU8GThOsWfsbiuEsz2GnZ3FzSazhSfau2rq3Gp0K0kwMxpCGhY4MeBvjcktop4wIBGtCQaLSkCWEgDajo1ZolTLezNz8amxljnx1VkUGIljDIcqFNEKDlibCDOLmkgiVIDj+PJzcEoPDY1z3r9/ITXc9hDP3LCqfQiRGGyYuZCBCafZphBnEiA5iROLYc89SXjiGU0hhDe5FSOmt9Y0M8oG3XUEoYG5JaXCjvhNpBtCGwQsO7Wl6P+rJhLdxstTYg1Kn0rjeNXdSc/yXL3ybXLHM/pFER/d0NaGRgQjGwB6c5AlPwlgItHYxwnGkGfQaH4NhnGzS64OIDra8Rs2ew61KPfuCRj52Gj4ZOA3guIoP3HwvTm7Z2wSnNSIYJTB+NtbwPuz0PMOje/jpx36fUGD9W96JY21Q7xudRCxK3MwiKp/xmudMg8DIAYzIINDbhr52asvroZMpjNWf0yyrokpZygvH0U4RIzKEObwXIU3c3BLKzmMlxsnkC1x28Vm88OwJ3v/Zb7L47FHsxanKeGYUEYpSnnsWtCK491xkpXwgxs/BWTxJcfpJ7NlnkJEBjMgAiaHR2jm1Q+xapaQ323dSRZVMoBycxbmaIiFSIkNxjNgwWjk88NgzLa+5LuVRhSyzTx3jP358BiMY7ShKXk1oVDmPm55H2SWEtBBCI8wggfHnA9o7R9dBlQskhsf4yLt+qyPnu+YZCMVBKbRbaiBqrYShfEEjHzsNnwycBjjytQeZfupRtGt7TWl18+0iGMEc2MNyOsNDj0+15TDbdaz1BlAVcxjD+wmgcdLzldprDGt4/8pmuk029G0GndZeNzuFUUWDauLsPPbss7jlHIGRQxixwZWmzMp0gVNIIQNRZpazXPeqi7nq5edx5GsP8rk77yU3exwnu4BOzaBK3jFE3VJFocEtFUBIzzEbQTSwdPwprv9vt8AfvZ1rLrlgXWK3Xkr6qpeft6Uod2IwhnZsnOUZ0AoZjFVUCh1UfglVSGHERtBaNL3mupSnnDyBKhU8pcZIAmEEOoqS6wmN1i72wpS30CgQRgTClcxVGpVfJrDnbBjwxgkNp8xn/t2bufJXOlt4BSvPwPs/+02SU0+jCmk0YIQTDAyvvY5VbIWI+vDRLfhkYBfDcRVHbnuIT9xyF056DnNoP9IKeI17lQg0MHzAm2ffQnp+PayOQI1AGBUIgTQxB8cRZghllzbd0LcZbKb2utVoGBpVE//fzy0TAIzoENJqVF8UoShubhlphWrHMw3JxYfGsYWFER/FCkY9JzZ/HO2WKSdPePcyEMZOnsRJTSOsoDeKGB9aGemcf5b3f/ZbtSiyGbFrJyW9lTLDpRdOIlwHN7fsiU1VYVoY5hDl+WOYkQEuu+gQn//mqmuuNU5m0VtuFU5UNh5anrpkB7sGaqqaJ096ipVOESMxhtYKVcyC1lgD46DdWhlNFzJMTB7g1S8+1PR7tYtMseRNYAzuRQSCgCSTTrckMlsloj58dAM+GdiluP3hJ/jAzT9g+smfe9vh7CIqs4iMj3jp5GoEml3EiI/1LD0Pa0sLT08v8vUHjzI/v+DVyTto6NtqN/Vma6/dWu9bVU2UoShCCFQhBavJgDRRhSzxQ4O141VTxbpcJDAyCeDNwgdCSCuEKma9TX2xEcpL0wgkMhhFOSWkYdY0DXRqjuTUP3Hvz481Xefcbkr672/8Aza70Oihx6c8xx8dbLoW2ogOgmFhCLnmmmu7hFvMeNsZKw2U9RoS7ewaqJK+D7zt1Vz/sVspz055jZiV8pnOLILw+gi0ZbXVJ9AOmt3DGgKhlun+bhBRHz62Cp8M7EJUHZ6dXUYrG3N4P25mobIy1sFKjHuSvaEobiEDQrD34Dk9Tc+vjkAPv+Wyjp36Vrupt1J77cZ63ypWN1ZWxwyrcsxObhkZCPM7V/5a7XjNUsXCDCJDcVR+qXYvhTTRpRwiMoiyC95Yp7ESUYpIApVZ5P5fPNuUDHSSkt5sY+bMchYMk8DYWZ7g0uq10JEhlFNkLpNrsqHSRttFtGsjrTBGfKRhNHajXQOrSd8PH3slX7r1FFq5qEIaIQ0CE89bWXhVKmy6T2Ar17b+XekWEfXhYyvwycAuQ4PDiw2hcstefT4x6qU8M0mEMDGHJkBp3OwSZnysLUfWzRnnThv6utFN3WCM69YwV9cRb1R73cp633qsbqx00oteg1rJa6IThsnIWRdw+NpLa3/TLFUshMCs6BaoQha0i3IdlHKQxQwyFMWIDjY6Sy08saf6JoM6dJqS3kxjZk3AyrCaroVWThmhHCYGY5Vj121nLOXRysUID2INT3h7Luqw3q6BZqTvDS87n5vvmUQKCYZROwcNaKe05T6Bemw23d9NIurDx2bhk4FdhsboQ3t68BXVQHNgHIThLQyqjH8ZsSH+8M1XbujIdnLGuVvd1FVjLFwbOzXXsIbZCMWR0UF0Kc+dP3ocoCnZ6caY4prGysQYRnwEbVc6y6MDfPj3/2VbqeKqboGdPOXp87sO0gigkZgD42vUIt1CGiOc4FUXndP03LYjJd0Q6SbGaoulap+xKtJtkHZOZjjy199jaWlpDRGo/u3Q0DBLqXTbGwQnKudiROqeLUBYoa71CcDWrm23iKgPH5uFTwZ2GRqjD1FLIxvmkEcIBveizADm6AGUXWLiwFkNEWgz7PSMc7e6qScGPSXE8vJzoFTDGmY7NYua+yXCsPjKtzVf+8EjLcnOVscUYa1xrxKsfYfOaWrcW6WKtdYgJBgmgwfP5//+t/+SD3zxb0kffxJdLqCF0bANEuUwfODcls5tO1LSm4l06695NGh5ZbDUnCcfLISnV2AXMUMRXv9rF3FLm2p/2xl1b1b9s4puEFEfPjYLnwz0CdpN0Teo3VnBWhq5Jn+rXTBMtFPCig3ywetes64x6YcZ5251U1964SQ49poudq0V2i7iLM8SGD3oZVCU2xWys95968S4N3Na2nVwlmdw0nNIwyRvBfn4XQ/ztisv4Yvfsr1sQTGDQHgrhBEExs9ek3XY6HN64Ry3Eulec8kFPPLky/jiHd+jvHDME7IyAwQGJvid37qcK3/l+dzagdrfdkTdW1H/rEcrIurLFPvoNXwy0AfoJEXfVO2uri7t5pYwokNMHDibP337xin+fphx7lbq+qHHp9CG6XWxV8mRlDjpRdxc0iMBVgjhOp7+/xbJTjv3rZMsQ73TOnXiOHZyCu06WAPj3iY8w2J2epovLy7xjje+irt/+hSz0yfRbhlhBBjft58PXveaDe95N5xjM+cENPzbVS8/b1OR7u0PP8GX73kErCChveejpUAojbKLfPmeR3jpuZMdZzd6GXV3Q/1zo+P7MsU+eg2fDOwwqobEKea9lKgVRCvNqZMnm0atTSM7M+RtzBMCMzHKH775Sg6/5bK2DF0/zDh3K3VdW8O852zcTBJVzHgjl/llzPgYIjoEpRxuMYMUNEjjdkp2elVaueaSC3jjPz+XF15/I0nXwUqMeQSpmm6uEJjv/OxpfvbxP+Chx6c25dy24hybOad4NAJoMrnClhxWQ6aqbhUwgCSBm57nyG33c/jay7nhpm90lN3oRvln3fOtZtasIIHxaMfqn82w0yU8H2cOfDKwg6gaEjuzBICbWWiQbbXtUtOotVVk16oevR76Yca5W6nr6ncR0sQamfS6xQsZb5dyKIrKJj39fwQEQg3SuJ2QnU5KK0DHDvehx6dIpbNe3bnJPakSmHYVJVthM86xqXPKp1n45aOgNYG953nXdJMOq91M1Ugiwiff1152o5cp9pbnKwQiEOpY/bMe/VDC83HmwCcDO4j7jx7n1InjnjBNE9lWhOTUiWNNo9ZupT37Zca5G6nr+u8iE2OISqe9FgK1dApVSGMm9iDjI6DcBmncTshOuw7ryG0PccfDRxsi6LGxMd586cWcu394zT2rOq07f/Q4upRHhuPNj79DinRNnZPWOIWMt+xHgC5mIDLQUjFwI6zJVK0eETUsVIW8VWWc13sHep1i72VmrR9KeD7OHPhkYAdxcjGNk5kHrTFjwys/qMi2OpkkTmaBk4vppn/fjbRnP804b5XgNG3CEya6XMRJzWKN7Pf2NUjprV6uk8a99MLJjT+ggnYcgFOc51Nfv8dTuquLoKcf/xkfP/oTjIE9GKFYzTEBNafllnI4S9OY5SLW0ETDmmLYOUW6Zs6pXjFQIHALGQynVCNinTqs+kwVysXJLDaMiEozhAxFGmScWx13O1LsexLRCrFMIa1wY0mHrd2rfijh+Thz4JOBHcRCKoe2S8hQiwjQCqKKGRZSua58Xqt0aT/NOG+V4Kz+Lm4ph9auN5NvhtBSetvkVknjdpLG3ai0opwyKp9GRBNYwx7J0KU8dnrW++8AWoEVYnZ6mus/ejNoAWhP0z4cR5eL2MvTaG17OwnqCMFOKdI1c05au6BchFExJSXlOe4KOnVYtZ0Cx55BlfPocqlxRHRpGnNgjMV0ft3jbDXF3k5poSoJ7jWoLnnqinULwmBr96ofSng+zhz4ZGAHMToYQ5phtF2CUHTNz7VdRFphRrvwsm+ULj2dZpzrv8udP3qc274tEJE4KrvcUhq33llt5Ag2Kq24mQUQYMQqK4Xrl+/EhpCOjSpWegLioxSP/wIhIHTghbWo0hre60XGqTmEtLBGD3kEZgcV6Zo5JyEMkAbadbxeDClBGrW/6dRhmYbk8LVXcP2HHsPJzGMN7avpKOhSDjOxB2GFOXLbA1x9yQUtr8FWUuztlBbqsw7m8D6QElXKo8sF3HKWwMBeT1J5C/eqX0p4Ps4M+GRgB7F/OI45MIqTWWi60EUYJmZ8lP3DzTMH66HeoT19Msmn73oQVV4/XdqLbuutnPdWCEn9d/naDx5BGIENpXGh/XHBdUsrVgBJAlFZUFSfSgc851aJoLVTAjRae78nAl56vToyijS8BUVWCBGM7KgiXTPnJKwgRiiOm1tCC9YsFtqMwxpJhJGROKZhoOxiTcbZiA5hxEdAGBuWHjabYm+ntHDVy89bk3WQVmBlvDeTpKw0+89/cVvjva3QTyU8H6c/fDKwg7j84oNMTB7g1DEbNGuiVoCJyYMdM/96h6ZcGzc1D8ohOHHuSkTXhx3JvWj26kQat5Ma83qllatf+QJu+pv7axH0mlS6665E0MqtiAZ5Kff6c5OBCNbYWYhAiGtffzlXveLCHc3WtHJORjiOnZrxel9G4qA1yilv2mHVRkQHzgLXrvULVBX9tFIblh42k2Jvt7SQCAXXZB1kIII1Eq7tO9BOmY+983Vb3ndQfc4+cPO9zJ2a8r6PaTG+b3JLRMOHj9XwycAOYsW4LuEW8wQiA2ghENoTWDFCkY4N6RqHpgM4S9OeTG/yxJr683rp0o2i9G6ObG212avVubQbXQEd15hblVYA7vjhY7UIuiGVbgYaVvNqp1RRD6yk3FdDORjBKFe94sIdz9pAaxI0+rx/BigyuULLtdWdqmxWd26sRjulh82k2NstLTzw2DNNsw5CCE8rxAjg5pLMZbrT61M5Yy97hAZdkan24aOL8MnADmONhr3rgDSZ2D/ZcTq4WWSjSjmEMJAJb8Ohk13ECoRrten10qXrRendjOK32uzVTj/ERg2S33/0uU3VmFuVVhoISCiODEZxMwto0/JEoqqrec0gIBCC5hFsH9aF1yNBrZz9VlQ2V6Oda7KZFHu7pQWtxbY19tWTZCM6iKiQ5PmZU77okI+uwicDfYBuNe81jWykUdtsKEJRb/SrXKwsf3ErKetGw7VRlP7Iky/jy/c80rWRra02e7WTUdjoGnd7jGs1AZHSwBUCrakssQmh7BK6kPaaBbXAzSzsmrpwKxLU7N86zfp0q1be6ZRMu6WFy194Nt985ImeN/b5okM+thM+GegDdCvd3syhCTNY22wowwPo0hL24gm0ckC5uMUswZHJ2qjWRgbITs3xxTu+B1awQS52KwZqs464U2O5XoNkL8a4VhOQp6cX+fqDR5mfX1iTSgfadlrdRi8U+qrHrK4kdop5rCbPi52a40++cDe5ks3+4XjXx107IdrtZiRe/aJD29LY54sO+dhO+GRgh9HNdHvz0S9R22zoLE3j5paRWmGEE2htY4TjKA033PQNDEMyGA2tb4CsEOWFY4T2nt/855swUJt1xN00lr0a41pNQA6/5bKWjmknRjt70bTZcMxSnvLSSYzoMCocQwZW+lVUOY8qZJh76hh/9Jdz3rRED8Zd252S6SQjsR5ZOXzt5QxGQ9z8wNGuk/t6+KJDProJnwzsEBxXceRrD/Kpr9+DsssY8VEMK7CldHsrh+Z1Ok96W/C0wrDCoBVmbBgjPoIMRGpR9B/99ivXN0BCoJ0yWormP9+EgdqsI+6msdyOMa6NIvCtjHZuJrrvhULf6mNiGIiUgSplsRemsEYnkYEIqpzHXphClQsIaSAicYQR2PFx104yEs3IymI6z5Hb7usZua+HLzrko5vwycAOwFMuu5fppx6trRxGa0TCc8ybTbev59DcXBIZHiAweRFmONYwqgUrUfRCKre+AdIaYQbAVehysWFmHyE2ZaA244gdVzGbzIBjowtZRDjeIAMLnRvLXiox9lIjfzPHdlzFB26+Fye37E02aI1AbKnc06xso7Ve2cZZyuFmFmEohJNeRDtFZDjmqXBKq29q4Z1kJOrJyu0PP+FtUuwSufJFh3xsJ3wysM2orSzOLaNdG2NgHCkkKr+EXS7UIqfN1gNbObTE8BgpDdbAGEKsNWrVKHp0MLa+AbKLmJFByvPPIUyrNgNelWHVpdymDFQnjrgqAztzcsrLdpQLBEbPwkqMblm2txdKjL3UyN/ssY987UGmn3rUI4rZpYZ7KIKbe/6alW3qRYlkKIZbyCDCGVQxgwzGUMUsRmyogXj2Qy2804xEp/0r7WRy+kF0qJcbH330F3wysI2oNxhGdAg3u4Q0LYTwlua4uSXczCJiOLylemAzh6ZczXV//uUNU477h+PrGiAhBdoKo3NLaOViRBJoNE56Djs1Q2Ds7E0bqHYc8e0PP8H1H70ZO3kK8KJZVcpROPYPOMP7vV4G09qSsexmarqXHeGbPfbtDz/Bp75+j5eVGhj3CITr4OaWUHbe06KwQh0/f03LNkJgxkdQdh63kPa2EJaLniqjYyODIczYSENWZzfWwjvpX1nOFdvO5Ozk3pBeb3z00V/wycA2ot5gCK0bhGgAZDBW2/oGYkv1wNUOzXFV2ylHz3GsNUBjE3sp5vOkdYrQwYtr8qsohQiEwXVIDCS46uXnbeqcm513PRxX8f7P3kV59llkIIQMxsEwkcEIzvIs9vwJcGys0YMMj43z//zu63bcaPWyI3wzx64SCGWXMaJDSCERQnrPYCyAm13CyS5ixMc6fv5a1bhFMEJg+AD20gxObtFbQKQczNgI1mD/bGXcCtrtX/nWI0/y1Xv/V0eZnG5lqzqJ8rdj46OP/oJPBrYR9QZDIGrpU2IeGWjQrC/lu1oP7DTl2DS7oDTX/dmXPeNgBWvyq9VSgdaQyeZ7lt6999FjJE/8EqTp9VlUYITjnhMqF7HT88iBPSyl0hy57T4MQ+yo0eplR/hmjl0lEEZ81JMNzi9hmCvXsqpFgRDsPXhOR8/fejVuEYwgwzHG9x/i/3zra/jzr36f5WRyDRGA3VkLb6fZD2Fw94+PdrWU0C46ifJ9fYMzEz4Z6DHqX+jZZAbqDEYtfZpNIswgyrXBLuFkkljxoa7XA9tNOa42Qm+99AWYhuTmB442OJ+q/GoVWincUrZn6d0HHnsGt5jGjI82/LsuF3EycyAFQoMRSSCDkb6IYnrZEb6ZY1cJhGEFEJWRUze3hAzGPDKqNG52CTM+1vHztxHhNEIR/uydr+eaSy4gEQ2eVgt42mn2GxwaYjmd7XopYSN0GuX7+gZnJnwysAm0y9hXs3GEAcUsbjGDHPF2BJjxUUozz+Iun8LNp5HhBEZiD79z5ct64sA2SjmuF0Hs9KiT1gIB6MZ/xM2n0HYZGU7g5pcRQiL7JIrpZUf4Zo5dfw+rmxFr5Z6SQmsXIzbEH775yk09f+0Szp2shfcC7WTe3vhrF3Pzdx/yGm+boJrJufuRJ/lKh6UEaG6XoPOdG76+wZkJnwx0iHbTba3YuFPMorJJAIxQHDs9BxJkZAhzcAJjYC9CCL58zyO87PwDPTGKreryG0UQN77nTTs66nT5C8/m0+EEOp+Cipqddsq4pRwiEK50qEfBCnmrb5WLNoPMzMzuWBTTy47wzRx7NYGo37aHcnGyS0wcOIvD11666e/cbo27F5MbvcRGQcBGBGcwGuKWe368filBmnzrR7/YVFNoM7t09SUXdxzl7zTp97Ez8MlAG6gagbsfeZKbv/dDtOtiRAZaMvb1am6BkUlKrrfm1E4veqNVkRhGOIGRGMOIDCKE2PaItp064ZHbHuDwtVdww01/syPp3Ve/6BDDk+ey8MtHcbNLiFDUW+zklCvyyhojPoKbXsApZUEpEKC14luPPLljKc1eRsGdHrsVgQCBLuWxYoN88LrXrHsP2x2La1f1bzekmtsNAtYjOO008Q4NDbOUSnfkvNcj8Z/6+jTKKWFFEmitG3p8hBlsGuX7+gZnJnwysAGqRmBmdh5nYQq3lMEangTtIkSwwVl+4OYfkAgHeeDoM8ycnEKGBxqOpUt5nMwiqpjDzaXRbhEhLbRdRmGgl06hClnMxEjbdbluNRm1WyccSYT55Pt2Jr1rGpIPv+tfcv1/S+MsTaOKWXBslFNCGEGM+AgojS4sV2rgJqqUR+WWuOW7P+TSiw7tWPq5l1Fw9dj3PnrMW6+rBZe/8Gxe/aJDLX9/s+TkTBw328yipWbvbDuZnNf/2kXc0kYpoeq8N9wlkpxCFdI4uSi6mK1N/yAlMhRHVppv66P8ftA38LH98MnAOmgwAmYQLQVGdGiNQBCANiymn/w5b//QSZRTxkmexBzcVxPC0aU85eQJdLnkdVAXM6hsFiG9HfZmdBApzdqxzeH9aOWsW5frpmHupE543asu7sixdbMr+ppLLoA/ejsfuPle5k5NoewyGCZagwxFwS40TBrglAmMTIJye9ap3S56GQXf+ZOnGp6Fz3/zwXWfhc2QkzNx3KzbnfXtlBJu3aCUUO+8NyLxRmwUJzVPeeofMSLxGknGdVD5JZzlU4w+/5+tifJPt54OHxvDJwMtsNoIqFIOoRUyGEOIaINAkLYLOMszuLklrOG9GOE4bjaJm5lHOwWs4UncTBJdLmHEhjwHViqCMDASY2i7gM6nYWCPJ0aUW8JZnsWIDbWsy3XbMHdaJ2zXsfUikmy2DfCTt3+f8ql/wogOoZVCKwddzCECQczYCFoaPenU7gds9lnohJycqeNmveis32opoT5F3w6JF8oFdOX/NEJrdOV/IwTo5ntGdltPh4+twScDLbDaCAhhNIgEVQWCpF3ETS+iSnmM2BDSCoMV9La05ZfQ5RLO0imUXUKEogC4+WUwLczgGLpc8BYFlXJIt+ytHA7GsFOzjOw/2LQu1wvD3Is6YS8jydWOLJUt8qVbZ9DKRRXSnrxubAgz5snrotSmRV/6GdvlpM/UcbNeddZvpZRQn6LfkMSXcig0wYnne822xQxa5UFIRCiCFRglnUpy78+PceVLzm77PH2cfvApXgtUjUC1dlfVWNfFnPcLhgFKocsFVDGDQHviN1awtjZYmCGU63hZgnLeG4PLLSENCxmMeTrwVgBV8mrf2nFQThm3kEYaJm/8tYubGvBODHO7qBohGQzjpudRdgmtFMoueUYpEObqSy7iqw/9I99/9DkcV617vNVOSlrB2sifkRhDlQp88Nb7NjxOu3jDy87HHJ0kOHKAwPg5BPecgzU8WRO1aSb60utz2g704llohtXvw5rPMawNy1rtwnEV33/0OW5+4Ghbz1ovUe9sm6EXnfXXXHIBn3zf1Yzv24cuF3BzSXS5wPi+/XzyfY1k9dILJxlIxHBSc+hyEXTD4C1OPoWwQsjEKNbIJME952AO7fXKnnYZJz1Pee5Zrv/417j94SdW/q6P7oGP7YGfGWiBNYy7XmM9uwRmAAQou+xpvMdHGjTWqzPcIjWPvXACrV2UGcCMDSNCMZylUwjDxEqM46QXcYvLqFIOqcMYYU805w0vO7/puXUjWmlWM29VJ4wnBgHFTd+4r+20+nZHkpdffJCJSmbDiLQp+qI12i6tbF4MxXdddLtdM+HbNW7Wbw2KO9VZ3+6ejg/eei9LC/M4qRns5BRWYhxzYE/dfo4IotIjgBUErXCzi17vUiiKMAMoYDm5UMuMAX11D3xsD3wy0ALNjEBVY93JLFJOTiFDnuEzokMEBtZqrMtABGNgHKwQ4VCAQi6HObwfAFXIelKw0SFkKIw5MIoxOIGUJm4hzcT+yZYGZquGeSODu7oef9PfPoguFztKq2+3cEmnoi/VyQ63mKmNWslgFCmNXSWmsl1Oejuc4nplpff81e0cPXYZ5+4baRDUaaeevZVm0Z3srF8vRV9/rYzYMDKSwFmawU7P4uYWsUYOMDF5kMPXXs6R2+7z7ps5ipNZrPUuAbi5JczYMObwflRmgfd/7ptkC2VU+fQoo/loHz4ZaIGWRkAaCCtIcO95vP03X8nrX3oe/+Hz32F+Zrr5gYoZ9k0e4PC1r+KGm76ByiwgwgmM2DCqkKI8fwwjOog5MAGGharItq5nYLZimNut4//6i8/CcRUvueEz6HKx43r0TgiXtC36kk9jp2dXoiPD9Lb2ZRZwheDp6cWunVOvsdGz4OZTDA0Pc2I+zUe/8SNGB6LsH0l03AjWa6e4Xu+D0lFKp57mxi+cwEzsQRgm8WgE0GRyhQ3Fv7Ya5fZbZ33zaxVEjp+DNbIfJzXH4MgoP/3Y7xMKmBiG4L2fuAN76SROztsHoR0bVcoizBBGfAQhBITiJI8/jRFNeOPTFZzuTaI+PJy2ZKAbo2OtjMDE/skGI/DB6zY2ktdccgGGIRsMkxEbwQwPgGmhnCJCOW0ZmM0a5k6bzbaS6u/H9KrjKsbGxph+/GcAtegIQJgBtGmhNXz9waMcfstlu8LgrfcsOKk5tJ1nqZTnP/6/n0A5hcpOjDH2HjjYcdq3l06x1bOmynnshSlPXAqNDEbAKbPwy0dBawJ7z8OIDTcltN1sYN1MZ32vxldbXavqrhBzYJxUOstDj0/x6y8+q3bf/vgzf8vC4hQGAmV4y76M+EhtPBqtcItprOG9TT/3dG0S9eHhtCQD3aw7tmMEOtFjX32sSy+c5KHHpzo2GJsxzJ06962k+vsxvWoakjdfejEfP/oTNCAd22sEdd1alGQO7GF+fqFrBq/eIexJREHDXCbXddGh1c+Cdmx0uYCQBm4pi9YuMhRHOyXc7CLTzzm89xNLdJr27dW4WbNnTWuNk15EO0WvX6eQRmuFKmSQZtBTlyxmIDKwZhfFG//5uV2fsuiks76XvQ+beS+vueQCEqEgb/tQqjINFfYUCMXKWKG2SwhAmGszea2O6+P0wWlHBnoxztaOEWjXSDY71madTqeGuVMjstVUf7+lVwHO3T+MMbAHlIsq5byV0VLWoiRhhnBzya4YvAaHUMziFNKgQUYSGKFYV5uy6p+Fk4tpjtzydywlDbBLUMpjxocrv+lpZAgBTjG/qbRvL8bNmj1r2ilV9k3EPLlpaYDr4BYzXnkHgVvIYDil2vbMKqH91N0/3bFRyF6LM232vXz1iw+xd3KS2elpZN220SpUKeddL9H8Wdjofd8JIS8f3cNpRQZ2WhilVzO5671knXxmp0akG6n+fhMumRiMYYRiYAYxnDLaLSOMQEWWVXp6EF3qiq85BMPCLmXR5QIaAUWJDMW63pRVfRa+/+hzpNJZDCtEObNQ07eooqqRYQ4P9E3at+mzplxPOtcw0bllr6xjmKBcr0MePDKn3NpxqoT22dnlHdm8tx02aLPv5YYrpqMDDAyPkV6ah+iQN2FTmaRa77jQf1MgPjrHaUUGTkdhlG6+ZJ0akW6l+psRll5HEa2Of/nFB4lHIySPPVFzLEgDoxDHjI+gS7kt9zI0OIT4KPbiFNhlb+QLr4NbFzMYw5OozELXCWo1A4QVbHScVRgGlBRCCLTbHW2AraLZs6YRaO3ipueR4VhldFeuiH8hQHr/u4oqoT17fBCEgVvIIg1jZTFP1bH1aPPedtig9d5LN59CGAa//uJzuP/o8Y5Kmq976bnc8cDf4yzPUZ47hgzHMCKDmJEBtGu3fN87nQLxswX9idOKDJxue7jXvGSGiS7mmH7uGa7/6Ayu+6+59rIL2z7eZpx7L1L9vY4i1js+QDqT8lYcuyZGJIFG46TnsFMzBMbO3nIvQ71D0HapltauohqZG05pS86hFeGpZoCE0g2qmTW4LkiJ1rqvVtGuedZcGyEtEILA8AFvdFdrjFDcI1TCG+utr3FXCe3ESAKKWUrJKYxQvLaYx0x4DXO9amDdLhvUqk9EuA5oi5u/+xC33PPjtjcrLqbz3HDTN3BLBazxc1D5FG5+GTs5hZtdZOTsF/Lhd71xzfvZ3hTIcYzwIEJKBkfHOPK7r+/IbvnYHpxWZOB02sO9+iXTpTxOaq42F28np3jvR74A/B7XXvaCto+7GefezVR/p/XUTjMI6x3/D//qDmIhCzSEDl6Mk16sbXETgTC4DomBBFe9/LyOv1c96h2CLhfWRueVyBzlIqzwppzDeoTnqpefx/j4GDMnT9YcJ7EVMqBKWW+Hg11cV89iJ7BG5+Jkkk/f9aC3G0QaCMPCCMexUzOgNeZIHLRGOeUaoX3dS8/lP336To8shONo17v+bjaJKqSQ4QGs+FBPGli30wbVX6tvPfIkt3z3h55eRmTA09Joc7NidYS43qHryACmMw7KxckuEYqEm74XG06BlHI4pTzKLiPQzM4/x/Ufeoafve0qPvKO1275GvjoHk4rMnA67eFuiC7rNx5W5uIxLEqLU7z3xq9iGG/reUd4N/ohOq2ndppBaGeda3IhjbXnHGQghDUSbtjvrjVksvktl5EaHMKqnRZALTL3/r1z59AOoapmgBynBFLiZBYRVsjrGDe872ptoGexU1j9rF181p415HX0ef8MUGRynlxvldAevvZVHLntfi/CHTmAGRupiUsJKb1eicgAN77nTT2pZW+3DaqWvv7D574NWtVKUdB+n0Izh14dUwQwpdlywma9KRBVSKGUN9UizQAyHEO6Ds7SKT7/1W/w0nP3dxTI+OgtTisy0M1xtp3ujK29ZIZZ0R0vNczFy6AXyapirm86wjdCJ/XU5Vyx447sjY4vg1HKi1NYeDrr9QYPQCuFW8puOYVb7xBkfHRNdF6NzIUZRGUWas6hnWeuXUL19zf+AdUM0MzUCZzUgrdDwwphxEbYe+BQLRO008/6RmhFXmGtAuGaBWPBCFYgjFmRncZ1UVoxkois95Gbxk6M1G61T2ErpY3WUyBptOtCqeg15wa8PSDCDGAN7cNOzXL4S9/h6ksu6Ktn7UzGaUUGoDs17nYj0l4a0dpLVsytqTkDtehSRgZ3TVNku0bnZDLDf7vjwY47sjc+fhAB6HIJAmudQbdSuA0OIbPgrbQuZz1Sh/D04kNxVGah5hzu/MlTbT1znRj+hnHDZIaF5ewaBcLd0gXeiryu/reTi2ncUg7DMFDoWtOgCIS8e68UdGl0tBW2e6R2q30KWylttJwCKZdw7SIgMINRhFHXs2IYSCvE0sLusFtnCk47MgBbq3G3W9PutRGtvmTTzz3TtCO8Gl3KYBSVX9oVTZHtGp2F5eymIp098SjadXFzqaaiKkiJDCc8fYG6LEvt87uYwl3tEMxgHEdpBCBDMQTUnAPQdhakU8Pfrr79dujQ9zoDcfvDT3Dklr/DWZrGTc0hrGBD0yBsX9/Qdo7UbrVPYSuljVZTIEo7qHzK25sQHWh8D13X62nQelfYrTMFpyUZgM2lwdtNwbqu5oab/qbRiNplTh1/luv/680cffOVHL720i29+NWX7PqPetvIMKxKacBt0BSnQkR2Q1PkpRdOMhCPkpw7hTmwZ60CWsXojA5EO450bn/4CT5w87242UVvi2R0aK0jKGYYnnw+mWLRM1yhuLeG2i2hSjmMyOC6KdxOndlqh9BMgRBY07wFrbMg3WpQ6/Y8/EbXZjsmSN77iTtwi3nM6AhuMYO0Qqj8Ena5gDU62dMpgmZoxwZ1gyBttU9hq6WNplMgRgBhWJjxkTUCR6qURQRiyEBkV9itMwWnLRnYDFqlYLXWaKeElibTJ47zX/7H3Y2dt6U8bqVJyc0uceP/mOfrD/2CD173mi0ZumsuuQDX/de898NfoJSc8taQ1qnlyUAENz2/5kXvxxpw1RksJxdxU7PYyZOYiT2YgxPeoqA6ozMYDXXk8Ooj3MDQPspSoos5nHIRVcp5n1GZk/7wu94IwPs/+02SU097EreAEU4wMLzWkK4+/06d2UYO4fuPPtdRFqRbDWrdnIff6Nr0OgPRQGwG9qBDMXTSRhWziGAEN7uEnrOR4QRmtDdTBJtBtwhSN/oUtlraWE18n5pa4BNf+hpuZt4jA6tkv4VpMTExviuauc8U+GSgDs1SsKqcXxlBcx2cfIrFpWms8XMA1nT6m4PjqFKOmRPPdcXQefO4v8d7b/wqqphDRgaRwSgoxxNjWfWi9yIC2yq5aHAG0SGCoRjO8lxl3WoSa3hyTUNbuw6vWYQbNAO1DnI3swhase+8F9XI2e0PP0GmWPKcw+BeRCAISDLpdNN71g1n1uoabibt340GtW7Nw290bVz3TbXu/l4p8jVrGgwMH8BOnqScPOl1tS86BMfPYXBkzwZH2x50myB1o09hq6WN1cS3WLb5/Fe/gZ2aRVoeARCBGMK0ejba6WPz8MlAHVanYGuzsk4RGYyhTIW0C6hCGmd5BmkGcFftB9daIcoGZmwIVdqc9vtqXHvZCzCMt6286Pmlpi96LyKwrZKLpuloK0hgPIo1vA87Pc/w6J7aulXozOE1i6zrO8jVUAHtlPnL3389V77k7Nr56HKRwMhk48kGQmucUzfS6etdw82k/bth+LtRbmjn2hz+0ndYTmd7qsjXitgo7SKD0cpWwxLmyEEy6fSOq+L1SrK46szv/fkx7v/FswihedVF5/DqFx9q+xjdnDL6yDtey0vP3c/hL36bpcV5tNZeaWBifMd2k/hoDZ8M1KE+BavN0drGNCNaaTbLLmHER9ChMqqUx05Oo0oZb/2tXfLmyOtmyLspf7wRa++FgekGuWiZjq50eJsDe1hOZ2rrVuu/bzsOr2WEWzm+NAO4uSRz6dz651P9s1X3bKvp9I2u4Y3v+e1Npf23GsV1o9zQzrVZWphDaBCRFr/TBUW+NcRGa5zMIthlrMFxtGOjpIERioBWFVW8E5iJPQhj+6cneilZvHoq5XN3PbSj0yHXXvYCrr7kgr4rW/pYC58M1KE+IrWTJ3FzSWQg6qmbFXOIQBBrcC9uJonKp7HnnkXZBWQo5unbB6OA9mrUpmeUuil/vB5r77aBaUUuMAMQjmOn5viTL9zNG//5ubWIvhm2ko6+6uXnkQgH10Q59Yak0wi30/PZzPlXSwInkxmO/PX3cIp5rBZiMEduu5/D117uScF2mPbfShTXjXJDO9dGa40QsqeKfKuJzWoJ6JrionJxFk+iXQfQyGAEpNGz6YlW6JVk8XZPh7SLndA08dE5Tgsy0M2GuWpE+v7//rcsJKdQCIRhYsSGMGMjiGAEbRdxS1nc7DwyFPccpNbYS9PIUJTAnnMQQqCcctud3Vs9/24bmGbkor5/Qtsl5lKzvPD6G/nzd76hpZHZbDq6WWr9rp88uSbC6TTC7fR8Ov39hvMu5SkvncSIDqPCsdpUQxVVgjaSiPDJ923/quetlhvauTYyEGFwIE5qaantDESn78NqYoNhevfFDHjrms0QMjbilfScImZ8BFVIAxq5TRtN69ELyeKd3tjqY/dj15OBXjTMXfXy83jm1GV8+AsziEAIIzyADIS8VZ5ao4p5ZDCGGDTRykHllpHhOObQXtCe0zT0cFup1m6df7cNzGpysbp/QgciqFyS5OypdaOOzaSjO4lwOo1wOz2fTn5/9XljGIiUgSplsRemauNtVdQTtOtedfGW59I3Qyq3Um5o59pM7NtfyXz8TVv3Z7PvQz2xmTk5hS4XUIAZG/ZGcIVEFTPes6scr4wnVrYdbudG0zWZjMq0UlUW282n2dvhzojTcWOrj+3FriYDDcY3FEdohXZKnDr+LH/4V1trmJuZmcMtplHLpwgMTyLi1axAJQVpBrCG9yNCUZzFKXBtZGQQjcLJJkEIzOj6c+vdTOtdfvFBxsbGmJ16tuNd5M1QTy4wA2v6J7RTRlghrMQYqphZE3XUO6arX3kRN/1tsi1nsJkIp5MIt1Py0O7vA2vOW2vtyR2bAVQ+hb04hTlywOusFmINQdtKOnUrpHKzn7smIg/FQSu0XdFtiA7Urr9hbHx/tvo+1DfQXf/xr7GcXMAc3u9l6Uo5UMrLGuSWMWJDDaR5Ozea1l+38sIJtFNG2wWvt8EuYsaHed1LL++ICJ5uG1t9bD92LRmodxpGMIqTnq9t9EMauJkk7//st7bUMBcYfx723LOUF47hFlIERs9CKxu30khYFbQxAqGG8UNVLpAYHuMj7/qtlsar22m9O3/yFMV8tuNd5K3QEL2E47WoqgpdzNUMqhCiIepo5pji0QiEAmRyhXWd9WYjnE4i3E7T4+38ftOpBiuIMCzsheMA2KlZL2sU9Z4dXcxtSNDaifZ3slZcK6t99i6SJ36JW0x7KovhRMMY33Y1wJqG5MqXnM2H/+Bf8d5P3IHKLNRU8bR2vXHccAwzNlIjyrD9G02vueQCHnnyZXz+1jtxcoteucIMYlU2Dn75nkd42fkH2r5vp8PG1n7URzmTsGvJQM1pGNaajX664pAXn/0FR772IH/6r1+14fGaG6MgYvwcnPQidnKK8vxzmIlRr39gcKKW8pWBCNZIGGUXcXMphF3k3f/y0nVX4XZb9KXqDDrZRb4eGpopU3Nou4QORLwoptJMWTWo9VFHK8eUSacQgTDvedMVnLt/uOXLvpUIp5MIt9P0+Ea/31Sjwi6gy0W0WwYNQlogDJz0PM7yKQLjZ2+YOdoo2t+sE+224c0WbYxoAmt4r9c8KySZdKqBjHTcAKu199xpF2EGmekgzd1UFU9aIASB4QOIYGP/RreUCdu9ro6r+M7P/gkjNkhg7KD3HeuyeZ0GA7t9Y+tu2ZFxOmPXkoGZ5SzadXBL+TUb/YQZQCRGsRen+Ovv/oTDb7lswxeqlXOuOnoZGUCXsvznf/Mv+f9+8PfMz5xq+D1tF3ArpMEIxfmvX/07/vq+f2j5MHcrrdfMGbS7i3wjVA3qn3z+W8ylZlG5ZGXr3UozJaxEHXsSUf7TF76zrmO64+HH+Psb/6Dl/ejW/HtNAjgeBQFz6dwa49xpeny931993tU1rghNcM/zcNKLuMVltFNGBsKgHBLxwZb3pd1ofzOkspuGt/r8qXIBa3hj3YZWWP0+6FK+JhyFctFCIBTc/ciTmyZ8T59M8um7HkSVcghpePerlMPJp5DBCIev7Sw1vxqdXNfafYsMeBmkVcfqtMa/E9sSu4V+nYI407BrycDEYAyUg5OeRVhhz2gIA2mYYFjgushQjFRqua0Xaj3nLITACMVw3TL7RhN88LrXNC7mcB3s+Wdxc8sY0UECY2eBYa37MHcrrbeVXeTt4JpLLuCN//xcXnj9jSRnT2Elxhp6EWAl6kCz5WzHViOceoPsFrOofBoEmOEEIhTrWbSxpinMKdVKK8K0kKEw5sAoxuAEUppoIJPLNb0WnUT7nZLKbvfZdCvD1dCjotw12T5VKuAWlrj5ez/klRcdavscVxO4i8/a07jW2SkgrBDCMDly230YhtjUs9GpQ+tFjX+7tyV2A/4URP9g117dxXQelU9Tmvkl5VNPUjz2C0pTj1OeexYnNYuTXcSIDIGUbb1QDcaoCeqd8zWXXMAn33c14/v2oUp5ynO/xC1kCIwdIrjnHGQohrSCGIkxVKnAB2+9D8dVtWM5rkK5mlg4hJuZB63Xfl4hzfj4ng3TelWjItab9VbOlhqHQgGTP3/nG7DiQ6hixtNdUApllxokkecyuS2fSzXCkcEwbnoeZZeaflYzw1A1yDPT02hAFbMou4guF3BKWQTUjPPtDz+x6evR1nmXCl7/iFa42SVEIIQ1tA8jFPPW6ZqBlteiEwfbyXO7us/GTc9Tnn8Oe3EKN5+mPPsM7//stxqe1Y3QreevSqZUPoVTp+opzQBCSHDLBEYm0a675n3qBNdccgGHr70cTAsZTRDYez7ByRdgxIbXPBuOq/j+o89x8wNH+f6jz7X8zNUOTVpBhJDr2oBO7lun3+/vb3w3tx7+t/zlv7uWWw//W/7+xj/oSyIAcO+jxzg1NQXS9N7VVbaw/ln30VvsyszA7Q8/4Ym0KNvT6C+WMMIDKOWgcylEIY0RHoThSaRhtfVCdRqRVlOQH7vzx3z4C1/HTOzBCA8gAo0bulZHRqsjVzc1h5tJEhg9WMkydJbW267GoXab6LpxLu181ura7KUXTq44urhXIsItYw1499LNLuEWM1jDk7iZhZ5EG/XnfWpqCrecR6IxY8MrZZVKHVzZBVCut8lwFTqJGt966Qvafm673WcD3Xv+VrZ03ko5OeWJBGm1dkunMLY0Iue4iiO33Q9KERitI9rSWLWZ1Pu9jlL+HWRHelnj77XIT7f6TW5/+An++DN/S3n+WYxABAxzzaZRfwpi+7DryECVhTvFPEYwjpkYQxVzIPDSr3YBGR5CROK46XkmLvyVtl6ozdTc7vzJU/z3ux7ESc0gAhHcbBIjFMeMr9TT12uusyIJZCiGvXCc0twzWIk9Xiq7g7TedjYObdRE181zWe+zmtVmB+JRlpOLyOhQQ4q+ChGK4hYymHappzPXtfG2R4/x7o9/jfTyAtbQfhCioQ7uZpcwYkP8h899e812y04cbCfPbbf7bKD79/yhx17Jl75yErSDymfWbOnUSm3JObTjuGemjvPeG78KSjWk/GdOnuT6j97KQ4+9kje+7PxNL5uC3Vvj71a/SdUWOrllr4cmGEEKuXbl9C6YgjhdsOvIQPVlFlYIN7PgbSfLLUKp4CkBMoRWdmVHgMObL7u47Reqk5pb9WG2s8uIQNiTNhUCN7eEsvO1juWNmuvM6CBGZAA7eZLE8Bif/vdv5tUvOtT2OW+3UVkv6tjoXEQgzNWXXMRXH/rHtpXlVn9Wq9pscu4UbmqWYCjm9TNUZsqrENJEq3ylMz3c02jDNCRX/srZfOTd3nibm1lAGBbl1Cl0MY9GeKOpgxPMz6wVbdpMlqqd53ZiMAbaxc0veRLaq9Fhn031u3bz+Xvjy87nlu8dAGkgDcMTBzK98VXYeqZrQ8ctTZzUgldCqM8cKBdtlygnp/jSV6a55XuTTEzs2fSyKdh9Nf5uNfrVl1Wsof2gtKcUGRvCMIdwc0u4mUXEcLjvpyBOJ+w6MlCrUVpBUAoRSRAwLdx8CreUA+WAU8YYGcQMxjh330hHx29n5KzhYR7e76kS5pc8QZ5YADe7hJNdxAqE22quE0JgJsbI5AtIKdoynKtTdTe+5021tOZOGpVWBi6eGAQUN33jvk1HFOs1G5kDe7CTJ3FSc54SpJTgOlDtTq9TnduuaKN6LT5w871MP/Uobs57RsxwvBbpAmuapDbjYNt5bi+/+CDx+AALp57GiA6uOV9VynbUZ7P6e3bDqV1+8UEmJvYwOz2NjHQ/07Wh4y7lUE4BM3Kw7t9W1pQb0SHQTsNOg80um4KtL5zqFdYrw2210a8hOyOEJw9t573emlAUYUVwskk0Aiu2vnCbj+5h15GB2susdM3gi0AI0wpiOGWUUwLXxhrYC+hNGfxW0W/1Bbn30Wc4NTXljQUJgZkYwS4XcHNLXmo6GF6jQlhtrutG9/BtDz7O4S99m+WFSvNhMMLE+BiHr72CkUR4x43KmpGu6UVu+tsH0eXiliKK9VK8wgxiJvZgp2YxB/ciQ3GPoJkVxcQ6kSSVWdi2aOOaSy4gallc96e/REYGkaEoMhRHypX70qxssdrBum4alGJgYJB/85svbzqSuFGt2DQkv/Obr+Djz/0jTnoRMzoIhtFQl5eRBAI21bjWDafW60zXRlkXJ59CWCFkZclRdQNitayitULlM0jDQEa2vmyq+p37SSJ4ozJcU4TinJo6wf99y/28+sXnrHvvV2dnRDBCYPhArYSmXRtdLjA4PMaH/6C1cJuP7mLXkYHqy3zq5MlGgy+Ex1JLeYzYCNopMdGhvvd6qH9BVDFLOTmFNbgXMTDmaRGMTq6rQtit5ro//uLfrVEtM8pFThUz3HDTEp9839Vc96qLu/Kdt4KqgXNcxUtu+Ay6XNxyRLHR+Kc5OIGbS+JkFpDhOKqUw07NI9CIUAQjFMfNLGxrPbbaJGUvT2MEIqj8cttNUlUHe+S2h/jyd39EJpMinclw09/czx0/fGxTI5KHr72Uv77nxyweexJlF6GkGury7agitkK3nFov0+cbk40IwjC9rJI01mxArF9RDju/bKrbaKsMt8p+qXIeNzWPvXyKz379O3z+m+uP8DbLzohgBCsQxqw012qnzKf//Zu58iVnb8v39rELyUCDMp5dAiFxMklP6MUuei8yYIQiXTP4q18Qwwwgs4texGCXas0u1kjYa14rFTCcMp/5d2/myl/xHuZuNFrd9uA/8vmvfgMnM485tHelC7yYReggTpa+m8ntptLiRileYZhYw5MMjY6RSme9urhSns5AMI6GbTXO3WiSuvMnT/GZbz7oPXuRQcQWBVlMQ/Lhd/0W7/mr23FzKWQwWtGNkOhipm8a13qZPl+PbBy+9nKO3HZf3RIhF5RbsyvVdcjCrDixLi+b2km0W4YLBKM1nZHqAjO3mEUGwhix4Q3XQre0hUJ401jFDBP7D/DqFx3ajq/to4JdRwZg1QjXieM4mXmve9wKY8ZHmZg82DWD3/QF0RozOoybW0I7xVqzS1XsRxcyTEwe4NUvXnmYt5r+dFzF4S9+GyeTxBraV5vrFmag1qegpdWRZOt2oJviKu0Qqr0HDvHTj/0+Dz0+taECYS/RjSapXgmyeO/FNSup4HK+L6PYXqbP1yMbhiFW3lMziBaiohtRro04tmpo7LeUfxXtjAO2W4azhvYhAqGayqZ2isjKmncZCHtEwRrDSc3xX77wbXLFMvtHErXP3K2TFKc7diUZgMaX+eRimoVUjtHBGPuH4+vqgXfK2pu+IHVNL6qQxckmkbERhDTWfZi3kv68/+hxlhbnkVaooUu+dkqhqDfXXgr11UxuN3UQ2jUioYC5LQZ5veepG01SvVxL28wZXnrhJA89PsXNDxzddVHtZtDKcTesQ56dRyhwC0sERiYbGj+hd5r/3dwd0e44YLtlODs9jzmwB61c3FwSXGfN8idd8mzj7FPH+I8fn8EIRhs+c7dNUpwJ2LVkADpj4Zudj231glSbXuzK0hk3u4gRim/4MG82/TmznK2sxLUauuRr5yNNcMogRF/N5HZbB2GnjUjVSH/rkSe5+8dHWU5nocnz1I0mqV6vpa1/f25/+Al+9T9+1l8UU0H9e3r3I09y8/d+iHZdEAZaqZ5Gsd3cHdHJOGCnZTi3mEGXC5hD+7Dioyu7SirTF6pUQEgTI5JAGIE1n9mvkxRnKnY1GWgXW5mPXe8FEcEI5sA4MhDiXb/9Gq540fPaepg3k0qcGIx59eVy0atbmo1dvVo5KLvE0OjGEsadYitRSi9SgjtlRKpG+tSJ49jJKbTrYIYHkQOjSCGZOXmy9jx1o0mq20ub+nEFcj+j+p7++ovP4pUXHdoWAtrNe9FpmanTMtx9P/8ln/2bHyDrlVfrpy/CCZRdRBiW1+zc5DP7taxyJmLXkoFOVoW2fCHMUeylk/zxZ+8iEQry6hevFfvZ8AWpNLt8sMc1rur89fRzWVDuyhhjZTTMWTqFmdjD//O7r+u7KKUX0fx2G5FaM2AxjyrlvZXEWlCafwaRPIaZGMeMj+I4JT5463389GO/v+UmqW4uber2CuQzDdtBQLt9LzotM3Vahrv84oPc9ZMnveezQgbqpy9WN1s2+8x2romfOdge7EoysKlVoateiKo0rJ1dZH7uWd56+BQjE/s58o7Xc+1lL6j9Xr80u6ycxxJ2BpAGqpxHOzbKLmIOjPF/vPUqrr3swq59ZjejlN2cEmxY8BNJ4CZPoso5UAojNowu51HlEk4uiZAGM1PHeejxqS0/N1t59nq5Armf0Uvn0WsC2u17sZkyUyfEvdnzqV0bbRfRro20wg3Nlq0+s9U962a5xMfG2HVkoBurQqs1LTeXRrlldD6NI2eYXT7F9Uee4WdvfRMfecdra7+/U3Xq1S+JJzRTaWyamUOV8wghGBrdw5HffV0DienGZ3cSpbRjhHdrSrDBSLs2Tj6FVi5mZAAAHYiinBIyNOo1lKYXOJnM8G+veCFbfW428+z1cgXydmEzTn23O49u34utyCS3S9xXP5+6lEcrFyM8iDU80dBs2ewzW92z1730+Xz5nkf80tU2YleRgc2k0SYGYyBNdCGLNgxA4qQXcHNptFuCYgGsEEZiBCkM7KVpPv+VO3npuZMNUfZ2R7brGba/v/HdPT+PTqKU5VxxVxvhjVBvpFW56OlZBOu2DRoSbO3JY1shVDHDQsVgd+O56fQYm12B3Mutl51gM079dOh76Pa92EqZqRPi3jDZlcxw5K+/x9LS0hoisPozW92zUydP8vl/OlrRbjlQ+1u/dNVb7CoysJk02mI6D4UMheQURshb1GJnlhFSgFZgGpihBLKyDMUc2ouTmuP/96XvcPUl5zc8bNsV2faDYas5QMNEl4vegh9hVARqRC1KufuRJ/nKvf9rVxvhjdCwe97wFufgloGw9wuu8kaqpESXCggrxOjAClnoxnPTyTF6tQJ5O7CZZ/906Xvo9uTNdpY465/PaNDa8DOB1vcskqA8+0usAcuTW68rM8DuK13tFvTvm9EEtSVF6xg5rZxaGu32h5/ghpu+gQKMcBytFRpwc0vYS6dQpRzCCCCjA7W6lpAm0gqytOA9bNuN1YZNWkGEkEgriJEYQ5UKfPDW+3BcheMqvv/oc9z8wFG+/+hzOK7q2nlMDMbAdbDnjlGae4by7DOU5p7BXpzyUoGuDdLkWz/6RVvnut73Xf0devm9NoOqkdaFNFKayOggCKMyIujglnNIM4gq5hCGgRkfZf9Ic8K6HWggL03QbAWyDIZx0/Mou+StCbZLuOn5bRWAWffZj4/i5Jb548/exT3/+9mGZ6KTIKFfUS2LvObFz0MLiZOa68q9uOaSC/jk+65mfN8+dLmAm0uiywXG9+3nk+/rDVFv5zPX3DOtK5NSOXQxjzSDuOUC2i6tOf5qO++jO9hVmYFO0mj1hiUwegBVHvF2B2QXEVLilvIY0QGMgXFPyKd6DOV4q5C13pGHrV3DduS2h7jj4aMdpVI7qcMupvO4hRROqlH6uLqiWQYiDO/Zx1IqvemGp2bp4Hg0DAgyuXzflBwaIqxCGjM8gOOWQSnc3CJIExEIYsaG0Rr2Hji0oytXe7UCudfYqNnXySVZWJzibR9aZu/kZEtNh9XYqb6HdrH6PdCOjXAdVG4JDHPL92Inmnc3+sz6e1a9v24x462KVi5uIY3hhLyM5Kpj70Tp6kzAriID6xk5TxpznsHhMZTS3PvosQbDUtsdkBgFaXp649LyygX1xynmvHJCMLIjD1s7hs0pzvOpr98DgrZTqZ3UYR1XceS2+xFWBDOxB13KIYIxhGEiQjHspWnMxB5+82UX8pV7Hl43U9PKCDdLB7v5NAtPPwpCEBw/FxGMoMslpo89y3v+6nbgmh0jBA2qdFMnEDmJq12ssed5HdOV3RhWF3dibBa9WoHca6zX7KvLJUQwgoFAmI0CNv3Y99AuWpVF3HwKYRhc9xuv5A0vO7/pveiE3O9E8+56n1m7Z/k0dnrWu7+hKMIwUY6NTs1h55cJOOdDfX8O21+6OlOwq8hAKyPnFtLYC8dBOaSB6/7sy8TCIdxiFiuyEmUIIRCBMIE9Z+PkkzhLM+jyXrT00k66mEMEggjTYmK8++I97WAjw6acMiqfRkQTWMOTtX9frz7aaR22GqGZA3tAuyvbGCsb7szBfchgmEN7BjdlhJvVeLXWqEIGGQihyiVKs08jgxGorKp2s0ne/7lv7mjdd7Uq3bd+9AtPgVC7CK2Y2D/ZN1Kqm4n2d3raY82zv3p9sGOjDBMZDCOtUO1Zb6npUEE/OI9mjhta183lwB7c9Dzff/QZ/uvvvbapUNRubtq9/OKDjI2NMf34zwAwYisiaoYVRMWGcDKK8sJxglYYYQb83QU9xq4iA7DWyDnFedzUHMI0Cew5BxFJoB2b9LL37zIU8/a210GGooTGn0+hXMLJJjGcEpgBjFAMYVqYsaEde9g2SvG6mQUQYMRGm/796tT8Zpqr6iM0IYK1bYwo11vdKi1UfonRwdimjHCzdLB2Sh7hkBaqlESV8gT3nI2IRMF1cMrLLP7yKEdue4g/fdu/2NS17QbqVen+6++9tq91E/oh2u8Eq5/91euD12wMrDzr3dB06CVaOe6rX3nRpnQF+qHBeDNYTYiufuUL+KujP0EDstKci+t69zk8gDk8icouoQopkIa/u6DH2HVkAFaM3L2PHuPdH/8aaYG3Ga7aBGgFkUP7cTNJ7IXjGJGBBuEL8HS297zoXyClQWpx3utaDUaYGN+zow/bRileYVpIK4RWNrpMrbt/5Xs1puY3M4GxOkKrbmOsQtklhDTZPxzflBFuWgpRLtp10XYBlIsMhr3OfSHAtDDjI9iLU3z5nh9z+NpLu7aIaivY7kh6M99vp6P9TrD62ccwveySGfA2Pq7aGLh6fXA/9D2sxnqO+1NfPwl2GRlp8W62EOjZjZMTTfuDIiGMSAIMC1XK1TKPRnTIu89mCMcwedebruDCg+N9T2Z3O3YlGQDPcEhDkC0UMeJja8ZPEILA6EGvAz55EjMxtsZRfeRdv9WXkVOrFG98YIBysUB64ThufhlhhTBCccz4yMqSkFWp+c00V3XSgOZdq86McNNSiDRAu6hittLAqRBi5T5o5W1Gy6SWmzYk7va06UY43b9fFQ29GSen0OUCCjBjw2s3Bq561tvJhGwnYdzIcZcXp1CFNNIeXdH2r0OzMttuVIxsRYiWk/O4hTSBsbMxB8drmUdRGfNWdglpWFzxouf1zXc5nbFryQC04ejCCazEHhLDo2TyhZaOqh8ftNWG7emTST5914O4pRJGdBhVyiKsYK27PzB8wGu4W5Wa30xzVacNaJ2mo5uRDWEGEYEIqjSFCIQxIwMIM7BynsUcRmWkb3VD4k6nTXvtYHb6+203apm/nx/j+o9/jeXkAubw/jXZvWZlqPUyIdtNqDZy3EZ8FJVP42YXkHX9P1U0+367bXJiPUJkDe/HzSaxkycIHXjhmoCuH3o9ziT0NRnYyMi25ehCMT7979+ClKKvov92UDVsjqt4yQ2fQZULWAN7UOEY9sIUupRDhmJeA+XyDDIUw1jVze416owyc+I5zNhQA/OG1i9cpw1onaSjW5ENGRlAuw7YBWRwL1prj4BUGjvN8AAaGojLTqdNe+1gdvr77RRMQ3LlS87mw3/wr3jvJ+5AZRa21AuwE4RqI8ctzQAykkAYwbbLbLttcmI9QiSEwBo9iD37DPbSSYz42uyt3yi4fehbMtCOkW03nf3qF63dRribsPqFkoEI1ujkSpe/1jjZRcb3HeLP3vn6BqN250+eopjP46bnsBeOeYQhMoiMDCBce90XrpcNaM3IhjQDhA9chJtfRuPdP6SBERvCjI2gSrk1xGUn06bb4WB2Q1q4l5mRbmgg7BShasdxG6EY73nTFTXNkI2+X7dVCnuNjQiREU6gBvaQGBwlW2idva2Hv8mwN+hLMtCuke2XjYK9RrMXqqab4JS8ueRCmv/r7b/e8PLUX8fgnnNw8mnc/BL24hQys8jI8y7mw7//L9c1qL1sQGtGNhbTBf7dp/4GN7+MDEYRRhCkRBUzTe/nTqVNt8vB9HtaeDtS71slpTtFqNp13IevvZTD117a1vfrxOb1g9NslxB95t+/BWlsnL09U3pndgJ9RwY6NbKdRA6Oq7j30WM88NgzaC247KJDGEIyl8n1NcNs9UJVu/wVAhmIsJDKcfMDR5kYjHHphZON11FrTDOIDHvpQ1XKEY5EK5sQdw7NyIZh1N1PO79upLBTadPtcjD9nBbeztT76uekKlndjqPbKULVabCy0XNSde5F2+Hdv3UpX3/wKPPzC01tXr84zbazty/eOHt7pvXObDf6jgxsxsi2Eznc/vATvP+zd5E88UvcYhptl/mE1hiRBEZiDCMU61uGudEL5aTmkMBf3HoPVF78gXiU5eQiMjq0Ru4TaSDNELMnT/RV13EVnUSCO5U23S4H069p4WLZ4U++cDd2ZgkrMeY1ewqxLb0MnTq6nSRUnZY5WkXzzb7z2NgY73nTFZy7f3jN7+6U02x2/t3I3jYNErWujYQ7uSX+9JZ7T7veme1E35GBzRrZjbqIr//ozZRnnwVpIkNxnNIcqpBClTIIKZGhWN8yzPUiDCc1h8olEbFhjEAYUXnxk3OncFOzWIaJm11skPvUroNbSOPmFrn7kSdrTYo7nVJc/Z3bISk7VSraLgfTj6Ww2x9+gj/5/LeY+6d/QEgDVcysGXHtVep9M45upwlVu+S2Fcl53Uufz5fveQSnmEdYIU/6WmlmT53kM99c4pPvu7p2jXey4XQ9kvbJ922t72N1kLhmn4FWnHwyzZGvPcif/utXdfV7nSnoOzLQbSPruIoP3PwD7OQpZCCEjAzipOYQQhMYnsQtpD0VwugwxsgkKrPQl93ZzSIMhIEERGx4zd5vc2AP9uJJyqeeRgTDmLHhlZ+bAUQ4gZ2a5Vs/PsqvXXCQI7fdt+Mpxc1io+jrqpef13ZKuV1sp4Ppl0VCsOKM7UzS2/AZGwLlrhlx7UXqfbOOrh8I1UbkthXJmTl5ks8/+RhaCk+CObMAyhPnkaE4tl1q+M471R+xEUn75Puu5u9vfPemA47Vi41q+ypq+wzKuKk5PvX1e7j40PiusFv9hr4jA902svcfPc7s9ElAI4NxtFtGlXJIqxLBBMKoUh43u4gxMNYX3dmtsDrCmE1m+Itb78EIhNf8rjCDmNFBitOPE9z/gjU/V6UsZmKc5Pwc7/34V0CrXV2HaxV93fmTp3jJDZ/pOtHZbgfTD9LCDc54YA+qmEUo5ZUIYgHc7BJOdhErEO5J6n0rjq5bhKoXGbT1SI4IJyiefBy0xogNYYTiYJjgOqj8EgjJqRPHat95J/ojOiFpm7WptSDRLuPW7auoQgoDokMou9yXwdxuQN+RgW4b2ZnlLNotIxDeS2QXvTqTYQAgpAFCePPtykVY4b4S7ViN+gjj5geOej0CTV58IQQyPgIa3EIaaQYatL+FGcIY2IM9/wxEhgiMNmYWduMM++roq9e10+2O2HdaWrjeGQszgAzFUfklDNMzyiIUxS1kMO0Supjpeup9q45uq4SqV01565EcpZzKxFCZwOiBlXfdtDDMIZxMEiezwMnFNLAz/RFbzUYUyw6fuvunPDu7zNnjg/zhG36VUKDRNVWDxFPHn23YV1FFdW+FjI+u+ax+K4H2K/qODMCKkf3Azfcyd2rKe7BNi/F9k/zp2zt78SYGYwgjgEaD64CUntKV63ra58oFrRGGCdLoO9GO9bDRi29YIczBcc9o28U12t/KcdB2CTMy0PT4/Zwl2QjbVTu96uXnkQgFaxMql7/w7F2va9EKjQusBGZiBLtcwM0tIYMxEBJtF7HT81jx7i/76oaj2yyh6iWxXJfkuA7KdREa3FIOA8CwVvYzWEFUMcNCKgfsTH/EVkjaH3/x7/jiHd+jnJpBO2WEGeAvvjDBO67+DT7yjtfWfq8aJL77v/41TmoOIzGC1i4CA13OreytMAO4pWzts/plqmI3oC/JwAq01zCKBu2tue0Ul198kPF9+zmZmkWVssjIIDIYRRXTGEYCXS4gpMSIjSDMICqz0FeiHethoxdf2UWCowdRRgAzOrBG+9tJH0da4TUsu4qdnmHfCrajdtrM0HzzkSdOW0Oz2hmvFr/SdgmtXEbG960Rv+oGOnF0m4kGW/1Nr4nleiRHu95qdbcqP24GkMEIRnTQW1hmF5FWmNEKAdqJ/ojNkrQ//uLf8bkvfwW3kMGIe/sZdLlIaeEYn/vyVwAaCAFAJBSiYBdRc895U1HBKNbwPqzh/chApLZEbWIw5o8idoi+IgPVl/HuR57k5u/9EO26GNHBWof8/Mypjm+iaUg+eN1ruP6jpyjPPotyFhCBMLqQoZycQhim1/QUjqMyC7tKqGijF98IRfidKy/ny/c8gipkVn7ulL0FKaEo0gygXccrl6zCbsqSVFF9hu780eO4pRxmON7097ZKdM5EQ9PMGdeLXzmpOYbH9/HzT/+7NWnebqBdR3fnT57qOBpcL4IcjIZ6SixbkRxdyuMsz4CykcEYGoEQEpVPo4o5ZDCKDIYx46PsH155zre7fLWZbESx7PDFO76HW8gQGDu08suhKEYoSnn+GF/8m+/xobdfQShgrrxvxSLB8edXslERtF1Au2rNZ1164SS/+h8/e8bJeG8FfUMGqi/jzOw8zsIUbimDNTwJ2kWI4JZuovfwX9egMyCk4aXLwwlkfAQBO77udDNo58V/2fkHmv78T978L/jAl79LcvaUNyu+ah1yv0mbboQGg17K4yxNo8tFrOG9DdvuYGtE50zeF9DaGWew4sP8+Tvf0BMiUMVGzzvQMUnbiNi99dX/vKdNeU2vqzSxl2Zwc8tYIwcQQlZS4DlPkbOU98h8OMHE5MGmu0W2q+F0M9mIT939U8qpGYz4aNNjGvFRysszfOrun3LDb728oXHVCMUo46DLJWR0EFXIYidnkOEYZmU3y0OPT/W9jHe/oS/IQMPLaAbRUmBEh1D5JexyAWt0smbMN3sTa5vQOlQgXC912C9NKRu9+M1lf/Mcue1+lhbmcVIz2MkprMQ45sAeMK1dJ+e8xqCH45jlIvbyNCi34RmCrRGd3bAvoBW2+tyu9PP8gNnpk15zrhFgfN9+Pnjda7aFSLd63gFecsNnOiJp7RC7b//4MRBGT5vy1pCcUh4nt4g5tA8zOoCTXfCIbWgcDeDauIUsMhRt+Y5uZ8Npp9mIZ2eXvR6BJqubwbv+OrvIs7PLa943EYwQGD6wojOgXdzcIiP7D/Ln73wD11xyATc/cLSvZbz7ETtOBla/jKqUQ2iFDMYQIoqbW8LNLCKGw5787hZuomlIrvyVs7nyV85u6/fXEwH5zs/+qa+aUjZ68et/fvvDT3DDTd/ALRUwYsPISAJnaQY7PYubW8QaOcDE5MFdkyVpZdCtoQm09oSZkCbW2CFQzpaJTr/vC2iF7jZTiUoSaeU/N4vNEJRmz/v3H32uY5LWDrFbSmcYTMRILS93vSlv9Xf/6cfexUOPT3Hnjx7nK9++D3NwAikNZCDcKLIjBEY4znW/8codHYusRyfZiLPHBxFmAF0uQpOeJW2XEGaAs8cHGzUGtEY7JUBjJEYx4qNo5aALGQ5fd2XtWvSzjHe/YsfJwBrWJ4xKV7/jjS8FY16DiVNCWKFtu4mtUofTzz3D5x77XxixYYzEnl1RK643AnsSUT5w8w9WOc4gcvwcrJH9OKk5BkdG+enHfr+n6d5uopVBr0YQQlg4uUVEIIgRjG65HNQPhqZTw96tHoeG40Tq+3kaj9Pu+a0mKAiDwUSMN77ihbzhZedvWpimGZqRtHb+BpXhja94IV+59391tSlvPXJ21Ssu5Gs/eKQyAWUgghGsQNgb29SuNyKsFW942fm14613zberq77dbMQfvuFX+YsvTFBaOIbRhAy4mQWCY4f4g998Kf/9uz9DO2Xs1LzXpFrKNggvyXAcEYw09E3stOrkbsSOW/vVL6OwghihOG5uCWKV2fiS8jrh2Z6b2CrSxAwAeOQkNuzN7m+THvtmscbYKhcnvYg5vK/h96pLj8yBcVLpLA89PtV3Ke5m8JZPPYMqZjHMgKchUdf3IIIRrLFDyECIa19/OVe94sItR0SrDU0tWqlMa7j5NHv3T/bsGe3EsDuu4t6fH+P9//1vsbPLWMP7G8bSOnlu2+2VcF3dlqLlaoKiXRt74QQzx2f5whM/5eZvnc3EgYNtO6zNkLR2/+YNLzufV150qGtNeRuRsxvf86a1zkwIRCCEANz0PBN1dnC9ZwI676PoNUIBk3dc/Rt87stfoTx/zJsmsIJou4SbWcAIx7ns5b/CK/7z570+suQ05cUpjEgCc3AvMpKoCS85y6cYff4/a3jf+kF1crdhx8nAmpdRCMz4CMrO42aXPAcsQLkuOj2/LTexVaSpnZKnwx4frYmr1Ne8+q1W3MzgqHzKI1pSIq3Amsa6fk1xN0PVAJ6amqKcnEJmFzGjww0a+YBnHIMRrnrFhV25L/WGprxwAu2Uva5mx0bZRcz4MK976eU9eUY7ifBrTbknpyjPPYsIhL3tlYmRhvve7nPbTkr91IljbSlariYWTnaR4tTjqHwKISROdgntOEw7Nu/9xBLtOKx6kqbN0QaCJsxg00CikwjSNGRXmvLaIVVHbnuAw9dewQ03/c2Gzmy9Z+I9f3U78VCwL5tdq2ODNZ2B7CLCDBAcO8RlL/8VHn7sWe87heIVoSsTVczipGYx5V5PG0bjkX+9tkzVTzLeuwE7TgaavYz1DSLl5BQyFAPlbttNbJk6VC4ohQhF0MVMRfRiBf3kSFsZHGmFMWJDngRzXS9GFRuluPulcbIxXT2ANbjXq6mu0siH3mSTrrnkAh558mV8/tY7cXKLSCsIZhArMoAwLb58zyO87PwDXX1WO5liuPMnT9WujzADiEAEGYw0b8pt87ndKKWONHEy8xhtKFrWEwu3lKM09Thueg5hhnDtEthl7PlnvXfObU9itkrSrv/ozRSP/wK8YTxPpwSBNbx3TSDRaQTZjaa8dhtQRxLhDRf8rPtMmKOU559lcTpFYPycNVmz+s/aqQDmI+94LR96+xUNCoR/8Jsv5RX/+fO4xTxGOIFbzqPKeQJjZ6PLBezUHM7SNEZiD2ZsiEAoTiaXaylDvdMy3rsFO04GWr6M0kBYQYJ7z+Ptv/lK3thh/XAraJk6lAZIT2UNaXj9DXXop6aUlnX0ShlGlwsNvRhVrOc4+0XNq5kBFANjXj3RKXqjRpl5TDGOLmZ6kk1yXMV3fvZPGLFBAmMHPWIojFp2a7MR13pkq10ncu/PjzVcH10uelGU8KZ0VjfltvvcbpRSV6Vc24qWVWIhDBNncQons+ApGDpFDDOEtoLokoGbW6YsBTMnou07LC0QeEFjVaZMCJpGj7D9EWQnvQ3XveridZ1ZyyxmZaufnV7AXjyOFmDFR9dkzfohgAkFTP7Tm15R+9/ff/Q5ZqZOoIp5nMwCupTHTs9hxkcxokMEg1GUXSAwPIkRSaC1RuWSLb/DTst47xbsOBmA1i/jxP7JHUnntEodCjPobQpbOEZg7NBatbA+akppaXAqZRi3nMXNJFGlgifXXImECIS4+pUv4KsP/eO6O9KFNFDZJCf/6THe/eHjlP7Tv+Ht/+KibfluzQxgvRqem0viLJ1CWiEm9h/oyTNUO4fIgLdQZtXPNxNxbUS22nUi9//i2cam3FV9OGuactt8bjdUvMwvt61oWSUWqpjDLSx7u0GEwAx5hES7DhgmZnQYp5DGXj7FyWRm3fOrkkTQhA6+0COHdSTNXWcj6XZGkJ32NqznzJo9E/Vb/WQoimF5pK9p1qyPApgq7n7kSezFE2AEkOEYwrCQhRRuLoV2yt5CORVAmB7B1U4ZpMlsMsPNDxz1o/9Noi/IADS+jCeTGRaWs4wORBmMhnBcta03tlW2Qjnlmn62dsq4dqmi4Nd/TSnrGRwRjBAY2EtZae975Lx1tPGBAdBw09/c3+CMDl97OUduu78WabrZRUozz+LmFtCOg3bLvOdPpvjfv/dv+Og7f6Pn362VU6yq4RnxEdzsIu/67dfwwR7dj26PF7bTC9CuExFCN57bqj4cHQhBqYCTSYJWGNGBtp7bjVLqIhjFUNpTt7TCa0Ws6hxPlVhMP/dLcBy062DU93nYJYxQFBEIIksmbinPwgbXsoEk1jXbVbERQduuCHKrne712aPZZKZRA0FrnLqtfsouI0IxtHIxB0YaNksiRF8FMOB9t2/96Bco18GKjXiLmbTGCA/gFtLe1tnMEjIS9zK14JWXgL+45XueSF0fjHrvRvQNGQDvZVzOFflvdzy446no1dkKpziPyqdBgBkfRtkl1OwzyEgCIxTru6aUDQ2Oa7P//BfzsXe+jrlMjqdPJvn0XQ+iyk2c0Y1fBcdGRodws4sUnvsHTwEtMoiMBlDFPOXFY3zhSzdjSLlGT7zbWJfoCOGpS4biXPGi5/WMmG12vLBZGQBoqxfgpx/7/bacyKsuOofP3fVQw7lV+3DKyZPYi8dxcynMcgEzPszgyJ62v3erLF48MYjSDsvLs5STU7V1u/Vp6dXNeB9426u5/mMzuOU8AoFyyt5YsV1CmFalV0ijtYMRCDM60DzjUMVu0X/YSqf7mukgaUIxi1PMEhg94HXj12310+Uc1vA+tKu8zJAZwMmnMMIDaKfUVwEMeIRuOZ3FTOzxNhGaQ155KzKAcoroYh6nMEcgPoLWYC+ewM0mkdFhzGCkNuraz6Pe/Yq+IgP9pvdezVYcue0hPvX1eyASxwglwJAYrsItppFmkPe86QoOX3tp37xQ0J7B+dO3v5orf+VsHFfxkhs+gyo3d0blheOofBorNkJp5llUKY81uHfl90JRLw1ZSDfoifcKa4iO1g0pYVVIM9HD0b6m57AKzSKuVmWAqy+5uK1egIcen2rLibz6xYeaa90LvAZYIQntuwBr7BBCGmTSqY7er9Up9aenF7npbx9El4veyGpFLleXC7jlLIGBvWjXXuN4rrnkAlz3rbzn/10in56vqOrZmOEEMjIAwsDJzCFDCczBfewfaX59qugH/Yd2sZk+hVb20S1mUNkkZcAIx7zvaQZwc0sIM4Q1vB/AWyhVSKHyKVQsx8SBQ30VwIBH6NAu5tAEzuLJlY2YVgAzMoxdLqG1AgHaLiIAGR0+LVaw7zT6hgz0s977HQ8fRTtFhAZ76WRtXMkIxdFOkTsefozD117a03PYTBd/uwZno8Y0GRnESc2iUjO4uQVkZLDxF5Ty2HtsRU+8viGo26gnOvbiCbRt49p5cMoou4QZHenZaF+zc2gnuluP6H7q69Mop4QVaUEGVjWUtXNPV58b0sROnsLJzGMN72uoGxMIdfx+VVPqVSKpy8XaeyutQG2ToZtJUlaa/ee/uOn68WsvewHOf3k37/3AX2IvnUIGQmit0OUiyi1hREcwBvaw7+ChLfc09EtKvPouF22Hj/7e60DAXLq1JHr1bz5w8w+ws8uYsSEqM3VIK4gc8RyhAJRdQpcLKMCMDWPEV8ZIrZEwbmEAI5bl//zdf8UNv/XyvnGS1Wvy+PFZUB6pr9+IWV2/bo2dRcAwefdb38BwLMJf3PI9zGCk6TF3elJit6FvyEC/6r3ff/Q4M1MncPOpylhhFGGYaNepzevPTB3v6XltpYu/ncaojdKrMhj1GrAqs98yGmj4ubILyFAMEYqhljM8O7u85e+8EWqjfV/9Bk4mibRCCCuAGR7s2Whfs3NoxzFvRHTt5BSqkEbZoxhNtNpXR7Tt3NPV5+aWcri5JNbQPqzBiYaOctj8+9WymbOyyVCVCminzMfe+bqWMuBv/xcX8ejvXMvnv/oN7PQiUppgSGQg5pU3EsNd6WnoVkp8K+O1673L6133I7c9xPSTP0crG5VbrqnvVTUjjMQeVLnAH7/1tfz3ux5kObmAWScwBZUSmlNi4sBZfUUE6q+Jcm2c9CIsnMDacxZmfBQSo6BVg6DXB992BV996B+9HoE+LwvtFvQNGejXet/JZAYntYDWLmZ8eOV8zADEAjiZRZz0woadzptFN0onGzVGbZReRTmY8cronltGFfNeTVIplF1AmBZGdLDWXHn2+GDH37NTA1sd7ZORIcKjhxrEZcQWRvs6RTuOeSOia8RGcfNpT3ltZHLNz5tFtO00u9Wf250/epzbvn0/xuC4t656VWnFe7+cjt+vVu9tVdFSGAHcXJK5TG7d43zkHa/lpefu5/AXv83S4jxaa2QgwsTEeEep7F6PCbZDzFs9y5t9l29/+Ak+9fV7cHNLmIPjnu2pqO9VNSOEGQKVYd9ogg//wb/ivZ+4A5VZ6HvlvdXXxHBNXASlxSnKi8exhicxB8YxIwNoN1/bSmgasq/KQv2iv7IV9A0Z6KcbW4+F5SzK8VSwmkFYIVQxs2Gn82awYUSZmuNPvnA3uZLN/uH4ph/AdtKrew8c4o+vuZT3/l/zlBePeRGHEMhQDCM6iLRClJePERw7xB++4Vc7+vzNZD6qDtaIDHiCP6uwnZmkjRzzhkTXDGCGE2AFuh7R1p/b137wiDeyZ5calt4gDYQWiGCI2WSmo+mdbr631172Aq6+5IItG9VejQm248yBps/y4Wuv4Mht93VcBq3aAO160wEI4b17poVhrmhGyPhY7Tp797v/lfdW2zddylNeOgnKJrDvPJzlU6hClrJTxs0uMnL2C/nwu95YO/9+KQv1i/7KVtE3ZKBfbuxqjA54KXJvU1aL7VpWaMNO581gvYhSlfOoQoa5p47xR385hwhGVpacdGgI202vXnPJBfzD7/0bvvClm3ELaYzYqDe25JQpLx/DCMd5x2//Rq15sB22vNloqV8zSc3QlsMMxXjPb1/OHT98rCcGvPp+nTr2DKqcR5dLXnbHdXAzS5STJ5DhOH/2xTv50g/+vm1D1u33tlvjfd0eE2ynp+n9n/sm2UK5+UTOx7/izcjHhpsevxV5rZHe2CgovbKzpYKqZoRGsO/QObXrvBuU9xrs26qRSABpBlHFDNboQVQpTygS5qqXn1f7+37YP9BvTe9bQd+QgX64sc2wfySBGfdm62udrYbhbQ0rZRGGgREb2bDTeTNo5fBUOY+9MIUqFxDSQETiCCPA7PQ01/+3W3h/Ik4mV+iIpTZLryJNhoaGef2vXVTTe/joO38DQ8qanrhaztT0xN/x279RGytsN5262abRfs0kNUO7DvPwWy7j8Fsu64kBNw3J4Wuv4PoPPeY1EQ7t8xYDLZ9C5dOYiTFkMIIuFzl18mRHJah+fG+7jY1KPYTiJI8/jRFNYA2vlHpWJnJO4OaXMQZWxjjrF1xpBMq115DXmg2wAg1aESIU9USblIOTniMQjHH1JY2iX/2uvNewmnjVSCSAME2ENL0myWCU+fmFNWRpJ/cP9HPT+2bQN2QA2ndI23lhL7/4IHsPHGT6OQegobPViA6hNew9sHGn82bQzOFprXHSi2iniAzH0HYJKS0ve6GiFKYeY3EpSGDveRhWoCOWWh9N3P3Ik3zrR79gKZXmlu8+xK33/LjmzJvpif/hG34V05B8/9Hn+NYjT3LLd38IykVGBlqy5a00jfZrJqkZOnWYvTLgI4kwMhLHNAyUXcBJzaNLOcyhvRjRQW8s0y5iRPahCpm2DVkvDfJO12Krn3/njx7HLeUww83LhWhv1Nga3tv0x2ZkACc1gyrmkJEEqpxf6ZRXyuvdkBZPn0w2/F29DZB1O1vcYgZdWsLOp8C10crhpm/cxx0PH9016en674Z2vSkCo84luS5I6ZWx1sn07VQWpF+b3jeLviID0L5D2q6HfcWQL+EU85iRAU/PXWu0XcSqa2jpNpo5vOrmRBmMeWt7Y0MNymNCSIRh4pX0ZccstSr89JV7/9eK9HALZ14/PljbkDczh508gSrmCAxPIpSLEMGm57GVVP9ui0j7YYPazHIWYVpYA2ehC1mUXUIOjnvTIkJ489uVdeGdGrJeGOSdrsU2fH4pj7M0jS4XsYb3rtn2qe0SAk+yvBlEMIo0w6j8Mso0sRemPEIfjIFh4qbnQQg+fdeDXHzWnpZ1cRGMYAXCyPwy9sJxhJSYY8/HGjsErrNr0tOOq1CuJhYOkV6ex4iOeIJTruM1SIInOhQd8jZOOuV1M33tZEG6TSx3U6myHfQdGYDOHNJ2YLUh166zLbsTmjk87dheSs2xkcEQZmzEkxUtF700WyQB5crq1jq0a9w3k/qqr5thBhGVrEkzLfT689hqqr8fHGwn2Ok6bvV64zoI00QaFjIYWRk/azMSa4VupqV3uha75vPDccxyEXt5GpTbsPURvCVNngxy83uplYM5MIo2TEqnnka7DmZ8BK0cdG4ZGY4RGD6AKuUa3q+mpFeauJkl3EIGa2i/R06k4cnz7oL0dD3JcotZ3NQcdmoBCTiFDGZkAOWUvA2r8RGEEKgtZvp6QSx3U6myHfQlGejHWsxOGfJm8+JaOZixkYZ5cV1NsxFAVwx6Pdo17p2mvlbfK1XKgQIZiSBC0TVa6PXn8dZLX7DlVH8/7bRoBztZx62PMmUovqVIrJfY6fe/1edbQxNobeOk5kCaXjSuHHQhjREdYHBkD5l0CpppRRTSTEwe5E2vuIBPfPGrgPa0S7RCBiOY8TEIhBHSWEPa15DeUh4nt4g5uA9reGJNlqKf09OrSZYVSYA0KJ18nHJuCZTClhJrcB/m0H4QBm56fkuZvl4Ry91UqmwHfUkGelGL6UaKaLsM+epzfeM/P5dEOMj9v3gWrRVfu/8fSC8vNa4iFUZNlMMaGFuTrmyXpXaa+lpzryprnnEdMC2PEBQymHYJEQg1nEe3Uv39tNOin9FwvQtppBnCLaQR4YTXDGuGuhaJbQU7XYtd3eVer8dgDU8ihIWTW0QEghjBaC0TBWz4LBdtBzOxx1tznV1El7zJDnv5FLKYxYgNo5voPazWjPjKt+/DHJzwMgKrr88W09O96tNoRrJUOY8uZDArSokyGAFpofLL2PPPwvAke7cgm9xLYrnbSpUboS/JQCcOqd3xtW6niHr1wqw+V+3YiIpjxfC6a+PRCEjR+ACC54CVUzPo9WiXpXaa+lp9r6prnlV+CWkMesJEpTxuOY9hBdecRzdS/TudUt5NqL/eM1MncHOL2KlZzMQ45uB4VyKxrWKna7HVzxeujZ2aa9BjMEJxjIExZCDEta+/nKteceGqd3/9Z/n7jz6Hdm3c7KKXFQgnwDBrIkKqkMKIjTQl7as1I3CdNRlA2Fp6upd9GqtJXn0ztBkbRoXKaLuEObQXhsZxs0sMjozx04/9/qZ3nfSaWO62UuV66Esy0K5Devpkkpfc8Jl1H9xuOIrVjn8xnefIbfd3/YVZfa4oB2d5Bje3jBEdJDB2FhiWl4pEEK+MEFYfwOFDF5LOLKOLOVRFVa5Tltpp6mv1vRJCYCZGKOWWKc887X2+6yAA2wxgDe9dcx5bKcHsdEp5N6JZk+5yOou2C+DuvCFr5/3v5f76icEYuA7l5eeaSpC7hRRmfJSrXnHhGgey0bN86YWTCNfBzS0TGDu08ocVEaHy/DHMyACXXrhWibKKXqWne02qV5O8+mZoABwHZ3nOW0BkWGit/v/s/XmUZFd55gv/9plijsg5s6qySgNCAxTGmDbYQjICbGEa2sZIoDbIuLu9jAGD5elr2/erewF/tex2t00jN4PMYGwhCYQkwCAxCIHE1QCSTdOCEhoQUg1ZVTlGZszDOWfv748TERWRMU+ZkaV81uIPlBURZ9j73c87PS9rx5/iv93xIO//zVcO5Dc3YxDEcrtrgQaFkSQDnSz2SCzWfORuaeG+8eUX9n1Q1I0MdR3cXAJhBtGj0wgkqljg1LFnefff3w5cPZBwllIKZ20ZlMSaPgc3vY6bWfd6mKPetQdCYT72B2/mdCJdyZU/u7jBbQ8cYWWlN5babeir2bvyAhPCq1j3R7yUgaA0Oq/x7/bCzLc7pLxTUX7ev/zic/kf/+VXRsqQtdv/w55ff9kl8+DYdQd2WYK83YHdai0/8PiCd/CHxmr0ApR0UPkMemgMdJMHHl9o+h3DCE83ItVKKUAhfEHs9Drvu+lbfZHqOpInXW/ImW6ginlP86KYwRifQ/MFkE4RN7HMR267m4PnzPb0breqyG/UNR06wUiSgXaLHcsPCmQxhx6ZQjnepC40HS0yhUyt8oFb7iXq9/V1UNQxZd3AXj6Gk1hBC8RQdt7zUqSnO+Cm4/zZJ77S04apC6FtYs2bc+8iEGV5eYWHnjxeUa0rRymmp6d495uu4IK9kz0Z925CX5vfFf4IbmIF6djokQmM2DTG2By6L+wNOyq9m0F56tsdUj4bMGqGrLymfv/v78COL3itj7rP22OplaHPr3/g8QWUbngHdgOhMT00htKMlgd2MyxupEE3sKbPxUnFcTNxL3KmG+jhCYzQBNLJt12vgw5Pb7Y/jXQQTj2Z5PCtD/D+t/5SV99dRh3JK9cXOTZuNuGpDY7tqXS4aEKH0DjSLvZsM7ayyG+7NTH6xUiSAWi92K96xQv46BfuA93EXluoLNjyJC8tEGFpaZnvPPZMzwdFQ6ZczCOdPFp4AmftOMLwYU4e8KZmuQ5OcYO1nx7pacPUHWpVrBkoeQ9Zr5CpfO35FT5y292AqImOrCye5oYvb/Dh917Vs5HvJvRV/a5OLyx4xVBWACM8gRGerC10HLCnvl3tPTt94+8EhP0m8ZUkxbUFb269P4JmWF3Nr+/lPVX0GGbOw03F64TGtNAEys71RDDL61W6nohZOU4mwHNwSoS+k/U6yPB0tf0pK5xW6yAou4iTWPK89CodhG7QyHHQfCGcjUWc1Kr3fkOxSr1TubtFi0z1bDMGFUVpt462WxNjEBhZMgDNF/vnHvgxbj6NzKfBLVYWbKUIp5BB84dRSvR8UDQKPyvlolwHZecQ6F5PsVCVwSFGZBJ7bYEb7/4eh665rKtNWXeobarKV9IrFhLCKxhSThEnl0QjilU16W6QufJuPMarL72YN/y7C/jd67/EXfck0SOT6MExhFb724P21Lejveds2PijjOqInDl7PmYpFedm1nEy6/ij9e8Z6olmr++pvBeFZmBOzlckg8tTMZVTBLc3gnnFwQNEQgFWn34UzfLXFhDmNnASi0w9/2e3vIujQlLsIm6pqE8PjVf+rjSBHh5HuYW+7MpmJ4/yBE3pooViKOni5tMop3hGZ8CwcAvpnm1Gv1GUmnXkOqBcIpEYb//VX+TQNZfxpYefOisKmEeaDEDjA2kmEkJmk0g7jxmrMgylIhw7sQJKcvkLzuErjzzR8qCYntuDlKquEKlR+FkIHZRE5tOIQAhlFz3vvfx90kELhEmuLvG+W+7lVT/zvI6Zep3SWFVVvm6Me/nEstog4KZXAdAjUw2/b6tz5eUNc3phASe95rUM5TMYkdrIwKA99a1u7xlmkdVutKF5QShWEM20cDZO4+SSWMFYuTClgmqi2c97qtFjiE4jzFrdgP7bLr2JnyhQKIRSKO//lP5747qazRgkKS3f86ljz9YW9ZVQtj96uHcvvYzNTt4/f+27fPeer+LET4ISlXkv+qQn7CTtQt82o9coSs060k3cQhY3u87q6af50NEf88/feAhN6GdFAfPIk4GGEN7/hNdQ1+DP3n/X2xwUSkA+m+Xav7qxbjM1Cj8L04dmBbELC+hm0Nu4VZ6vTK+jlKQYP8UNn/8an/hypOPN2ehQ08MTyFyC4sox9NAYenAc6RRRuSRC93lGzrQafp/QDGQhy5e++zjAUA+Wmg0TjGGO7fH00xsoEA7DU9+q9p5hdi6cLdGGfglNy4JQTUfzh3Ez66joDGKTuE+ZaM5EQ/zJp77W83saJsG878hxUpks/rnn4+ZS3owBmfXaFsPjWP4IqUym7WE7aFJavud3/e1nsFfXITaLJmWlsFFYPk/t1LCQHXrprdZC2cm7/aEn+OHRZYzwOKroRwuPI5RCOgXc5BqaFUDlMwOxGd3WxlTvd90Xohg/gSoWKmPbneQa8Wd+DAL8s89r+B07qYB5R5KB5WQGIxDF0bSGFbnCH8TwRVhOZrj2lQdpdFBEYjGSiSTJZKLhZrr+3W+qDz8LgRGdxl49ipNcwojOgTCQThGZ9lqOhBVC85VlNPWuNmed7LF00MOTGIEYGCbSySOk49VNXPpCPvrFexumQFQhi72+iJNZ47NfvZfPf+uRoR0sjQ5IEZv2hFqcPDKXxk6tYIhZVD41tP71rWjvGVbnwtmikzAIQtOqIFQYPvTgGPbaQqV2phploomi7/c0LIJZub/wBGYwhlElaCRMH0opZCbe8rAdFim9+tKLOfLmK7n+U6uoQgYptApJKdf+dOqldzO1VBZz+Pc8v3LY4g+hWwGc1Bry9NNYs+cN1GZ0Slgr+90fwUmu1IxXBjBCYzjZDWQ22VG0atSxI8nA3FgY4Q9j+cMN2bXuj6BK/w7qD4qZSIg/+uTXSCYSTTfT4Vvv49A1V3DdR79Y4x1gBdBC4yhXoVk+VD5VEf7QAjE00/KKXsyAV0vQ5eZsdKhddsk8Dzy+ULN4Ae546EhdCkQVshTjJ3ASKxhjezHG5oY6wKTRAalZQcypeZzkGm4mjrN+Gs30M7dv/9D617cixN70oCqr1Lk2qpDlZDzV1XWfDToJgyI0rQpChRDeFMxS1AnNaOixL6cyA+kwGQbBrNPlsPw1pKYTGehhttMeesvl3Hb/YywtPOtJU5dISvmQ6ySy1+laqL4PYfpqJzLKLELXEbrBu3/98oHZjG4Ia0V8Ssm68coA6DpCgfAF20ardsJ8gh1JBqpzeubkfB27dlOrdQu2OkR0z6NHWVlpv5kmo0E+/N5672DqgheT3Eig3AKaL4RSCnv1uCdQUiXpuvn7OhkStFljX7qK//exEywnM3XGqNEAE3t90SMC0RlPt3zIA0yaHZCaFcSc9CIkbnqNd7zpNXxgSIp2vXikvZCHhiOlC9kzBszOo6TL4c98g5DP7MiADdKwb1fNwSAJTbuCUOHaTD7vIP5AqKmWxj2PHh1Yh8mg2y4HUfA6zHZaQ9f4wLWeXZGFLJQlmUvpyXaRvW7WQp16aWkiY9meowSymOWCvZNd30cjdEtYz+z3Qv14ZfAGe5k+dCOCm1huGa3aCfMJdiQZqMnppVa9g9AIoFwbmVptu2C78fB++1UvaugdfOnhp6rGm2a8YsbxvRjRqfrBIR1szsoI4IUTOIlVpJPDK4zQ0SwfRiCK8IdrDrlRGGDSzpMTJQnXV/3M84ZGBLr1SHsNZ2825OUojCoWEP4QyrXRA2Osr6937A0PyrBvZ83BIAlNJ/n6v/nd/9DSYx/lATKDqEcYdjttPymSbtZCw/sQohItkXYBoQ/Gq+6FsJbX0enjz9YN9QKv9dEIjYMvjMqlWkarRjmqV8aOJAPQ34Jt6+EV80g7z6F/+ALPnl7n0DWXtZQd/fajz/DxL9zjhTAbTSxrsznLB5qTXsfNJjyGaVjY8VMo6WJGJnE0DcsfrjvkGg0w0WOzIB1vgmCpHUpsmhg4KFx2yTyxSIj48mmM2Ezltyr3PkTD2++45W7D2dWG3EksI3NpZCGHXhr0o5mBCgnr1BsehGHf7pqDQXuqne7trVToGyT6rUfYCrLTa4qkm7UwiKmlnaIXwlotfuWm4shiDhGdqohPlaPAKp9pG63aCdixZAC6W7DVIdSZaIjp6SlWFk/Xe3i6gZPZQAnFxrNH+NANz/CZu7/H37zj1+peajmEeMXBA2daGJuML222qCsHWj7rtRZJiR4ex0kso1k+QJTkOgu4+RTmxHydil91KPNzX/sOzsqxUmjrjBCTEZ0EoQ80f1X2Rjfia7iJJez4SYzoDMbYnKflPmTD2++45cq/6yKc/caXX8iRo5fzqS9/m43FRTTTj7S9nmy9NHmt0W83Qz+G3XEl3370GP/1hn/ByWxgju+r5Ha3suZgGJ5qv/n6UR8g08/9bRXZ6SVF0s1a2ErSdnItiVvIoOs6ElXntDQjrOV19Gcf/wprzx7BXlvwugmC42jBKCqf6ShatROwo8kAdLZgG4VQI6EgSlDj4Wm6RXHtOCgwpg6g+0M4yTXWjj3Zcu5AP4u6cqCZfoqp1VK4uegJJ5newSILWYxY+IwccZODZi2ZQ2ZTOKllzPG9NUJMdjGHsALsPfd5XTPtRrnoGqGN0Dg+fxhnYxk7uYSbiWP2OXq0E/Q9bnnzv+9Anrq8jtxcGpSL5gthjM14AksdGJfN6HXtVOs6FFeeRbMCIFWdrsNWtDYNy1PtN18/6gNk+rm/USU73a6FrbiP2x96gsM3fxNn/RRuYtlrES85SGXy3oqwltfR4c/fzz9/9SGS8VWUAGUXmNm7jw9c+5q20aqdgB1PBtqhWQi1PPkv4PeRWD2GEDp2dgWhW5hT+9FKQiNGaAxp53EziZYeVq+LunygURrcIXQDZRdAKU8PXSnvf2ggi6UUQqDuoHFcyeFb70XzBzC0aU8YqdRyKXwhnPXTGLFpDl3zyq6MYSMiNT09RT6brfWwTR/WbAhzYi92coWJqZm+Ro+W76mVIe933PJmtDrAN68jw7BwM3FkIYObWEEzfQirN3GlbtdO9bUIw0K3glCqaN6s67AVrU3D9vD6KYwctbkLg8Qokp1e1kKn99HLOqjslXwWIzSJm0950bySg2ROecJG7QiroWscPGeWYCRGOp3ybE5pGNvZgrOaDHQSFjZMC31sD7rph/gCwh9Gqz5YdB0KEs0X6qg3udvNWZE+lapSpIKmeeFe1y1dsABkRY640UFT9nr16AyGdGtadNB0zPG9aL4gk9Fg4wtpgGZEavHEUdzkMr6Z82s/UCr+MWIzbCRTPQ1yqf7tdgVx/Y5brvv3TQ7whutIKYzQhNdS5ORxU2uIiUAlOtCtN9yNQay+FmnnQTfQhIYIj+Om13HSa5hWAITYstamYXl4oyLGNKrqkNVkZ1SusZe10I609doxVNkrsRmUP4yK2xVHSebS2PFFtEAYwx/kfW99FeB1m21+hrfe/zjv+dBnvShtMIaITKFch5XFnaUF0gpnNRnoJCycSm2g6abX06rp9V6j64KmeYIgxWxHYd9uDsDygbZ48iS6P+JNSQuNoflCyHwSEN6cBbuIEZlAmD5kg9bJaq9XCF9Ni44QOugmbna9Yw+xFZEywuPYq8cGKrRRbciePhlvO5766ksv7toL6TWc3XAdCYERmUTaWWQujZOOo4UnEZreszfcydqpuRalQCqEbuCm1zFi03XTLbeycn7Qnup2F0ZWX8coEJJWGLVrHORa6HUdbN63whes0TJAubiZNSb3HeCvf+f1ALzkuhvqnuGVL3keN37xmxRKEzTd9BqaFcSITaNHpgY+iXW7cFaTgU7CwgidWDRMYn21afuIHhoHoQ3Nw7rqFS/kI7edRLlFlBC46TjCMJHFgjfAw/QjAmGPLDRpnazzeqtadICu9b0HIQvb6W9VGzLp2riJFZAOvrkLaqSgGxXE9TNuuUIenCJuehWh+7jq0hfWXV+zdVQ2LnZyBWfjNG56Dd0fGWretiKE4trYiWXcfApZyOJm1nFzSYzoNEq5SDsHQ1R8bIZ+w/LVWhuHP/MNnHwWMzZT+fsgCyM78aS3k5B06un3co1bEUUYRIqmn6LfhvNlqrQMpGujcikOXXslQMNnePrYM3zq0e96xYehMZSdR+ZT2IUF7NVjWNPnYkSnd4zkcCuc1WSgo7CwbvBbv/oLfOxfHmjTPpIa6vQ77CLSLoDroFwJQnqLv6wz4PNUFZsdNIMu4hqELGwnv1VnyJSFs34KXIdi/ERN/hsaF8T1Om55aWkFmV/BySUB0AJRPvrFe7njoSM1HlVLLQVfECM2i2b5ecebXtPVcKpeMDcW9p7NxlFP5MofwvCHPBW0jUXs+Ak0XxjlFIeq+DgM1Hi3hSzF9ZPooQlkIDxwzYxu5HK3Qx2yU0+/1/baYUURBk0y+in6bbpvy46SLcAXZE8szJ/8Y4NZFoaFq8DNJVGug5NJIpSNZoXQAlFkep1i/ASudDD9kR0hOdwKZzUZqA7Bi0C0RqUQISqH1qG3XM7Bc2bbto8M0sPanIPSxvegRaa8aYS6xX+4/N9xxc8+jz1jERA0VCCsxqCLuAYhC9vutxoZMlnIIISOFh1HZjZq8t/QPAXR7bjlcnXwR267G40oemQKzbQaelRtiVY+xdy+/UNTWKzGZZfMg2PjZjawps+p/HcjEEH3hyku/RRjbJYbD/0Ov/Kz5+2YsOVmUoiuIxI6spDGXl2oFHqV0U9hZC9yuY0wrE6Nbjz9bq9xmJGOYZCMfop+O3WQEI1nWSjba+fWwpMUTz2B7nfQq6NUgYinzJhN4CjFTDS0+Sd2FHaGpegRhq7xupc+Hze9QfboDyicepL80tMUl57FXjtRc2hdfenFPPmpP+EP3/lfmL7wpRixOYQvgMDzxj/83sGFA2+9/8e8528+ReH0U8jsBsX4Ak78FEJJzIl5NCH4t2cWedsrD3Llz53HlS85j2tfeZBffvG5LY371ZdezIffexWze/eiijncTBxVzHV1/Y4ruefRo5yMp4hFQrjZRMN/V5aFnZ0/r+ffamjINN0roHSdSv5b2YXKnwdZEHfHg48BAmtyHt3yI4SGZvrQo9PIQo4P3HIvjisrREvzBXCTK0i7gJISaRdwkytbGop/4PEFlG6gh8ZKxYs2SkmUYyOzGxjRaTR/BNPQBzrY5Z5Hj3LTd45wz6NHcVzZ/kNdfn81KdRMH5pmIky/Vy9TKtBU6syU0l7XQaPfavbeKymZFgeRks5APcJurg/o6hq7/e5uUCYZi6dOIawAengCYQUqJOP2h57o6XlUOyWN0GoddLpvl5OZhs9QKRekC5Y3QGrzjFyheSPtK+uy8RDdHYOzOjJw+0NPcOPdjyB8AQx9BuXkULaNnVvCiEzw9itfW5dTfv9vvpJDb7l8aPm02x96gvdc/zkK8QVvoJEvgHKd2rawPjyOfgp3NjN7XMcboWwXPHXBLmVh24UMG+b0DK8HWGbX0QIxlMzWpCIGVRDXrUc1Kn3dixtphGFizpznpbXyKSh44lJ6aBwtNIGycwM7oLaiMK3RuxCm70xBbWkgme4UEKWW317XQd9yuVUYRqdGt+uy02uciYa4/ssPs3jiOJov5BWfbi787dHuDDOd0m/6s3rfLi4uI4tZhBCMT81w+D+9ruUsCyG8uS6imEf3BT1SkU+hmQHQNKRdQBZyWOEptECU5VSmq3sbNWwrGRhmEUv1ArWm9nvMrjRwAk3HzSb52vef5q/e/pq63xxWb3JlZGc+g+6PoPmCnkywYUHYqrSFGWN7kX14HL1cf7PwoXJtZD5XKWrsVBa2k0OkkSETQmBEJ7GLOZzUGkLXvYEldmGgqmS9hB9Hoa+70oqqGZiT8zVrWhg+lFMEdzAH1FYVzzV8F1XdGm4uWRqWYyMRfa2DUZXL7eX6oLPDMhId448+8VWWTh6nuPwsWnAMIxCtF6jqMfUyzHTKINKfV196Ma6rOPRPX2VjNQ9KsZFMc/jW+9B1jTe+/MKGz7BMSAtLT6MFY+iRaVQx4w1wUgpVyGDEZjAm5xFC7IjJhK2wbWSgW4+jW+JQ11YiRMWrACAotrwCtHJNwTFkPg2uA9VecSksrgcyWzr2shWz1yb34ySWGZ+Y5P/7tl9m32S07bPv9BBpZsjKI5Dl6acRuuGxeX2wXnivXt92i9hUPzMtOl27pgE5oANqK4vnmr2LSrfG+iJOZg03l0T3hfpaB6Mql9vL9UH7w1IhSKY2SCY3EL4weigGQm8oUNVrpGOYUxShfw2L2x96gus++gXPHoUnEA3sUbNniAA9PI6ybZSdR49Mo/lzyFwaLTqJNX0+qpjdMZMJW2FbyEC3HkcvocphL9BeULmm0HglFK4b42euSTNQMouTTfQkG9wNqsnVUjzFYgtmrwVjbCRT7JuM1h2Em0naZZfMtzxEnMQy/9envkomX2TfZJRD17zK26ibDVk+gzV7Hu/+9cu5YO/kwL3wUZ5s1wpbdUBtZfFcq3chfEG0QJjZfed0TEar0Wh9jppcbjV6WZfNrnFmz15ymTTJZLnlVCH9Mc/uNBKo6nHNb0U6pdeoXKek9gfX/x6NnuGec57H6176Wu74zg9Ye+YxnPhJT6RobAYjEEMVs9s++GpQ2HIy0K3H0Wuocjvyfe1QviZcpxIKdzPraL4w6DqymMPNpzHG9w51cW0mV8op4ibjWLPnerLIm9CMODUiabFomPXVFfTwRN33qIIn0LP01DH++EOLnpc3O83br3wZX/v+T7Y0Fz/qk+1aYSsOqK0k0+3ehe4P8le/8++7vq9mTsTrXvp8blxbH7hc7iDQ67psdI3SVVz71zfWREer7Q6GhZNNoAdiKKfQ0ZpvFKHdKmLdS1SuG1Lb6j3/1dtfw+FbH+DGr3+XVCoBQm/Z6r0TseVkoJuXc8XBAz2HKkfR86u+Jj06jTk1j5NcqxSBufkUvsl5PvyHvzm0xdWIXLm5NG7hGMWVo/hmzq/JI0Jj4tSMpMWXTuMkFtGCUaBELJTCzWxgr51AOnmEMNCDUYRusXTqFDeurXP9u3+DyWhwS3PxjQ5VNIPx8Qn+/S+8kLGQv9JNMGoY9gG11WR60ASnlRNx49p61wR0K9NDvT6Lzdd403eO1BG6cgrOSa4hcwlkNoEMZ5jrYKhYqwhtP8R6mLVj3ZLaZu/Z0DXe/9Zf4tA1l42E5PMwsOVkoJuX00+octCe3yAWbKNrMsb3IgsZry1sYg8fvu4/cs3ll3T1vZ2iWVRGD0QwJ+Y9ieFNff1QT5xaRXfM6DR2fAFnfQlt9jwo5rCTqxSXn0XmUwgrgNANcBw0f6RC6g7f+h1+cP3vbfnGqj5U73rkSe787o9YTyS5+esPcMvd3xs52dlqDPOA2g4yPSiC00n08Wvff5p//eA7eODxhZE07I2exWWXzPPA4wvc9J0jXc092UzoNCuIORnAzcXQw2n+/D/9Otf92sv7qgP68Huv4sPv7Z7ADLtbpe4ZKIWqkmlX0BWp3e6aoWFiy8lANx5Hv6HKQXkbg1ywm6+p/H17z71g6OGmZuSqHD6UuQTFtQX0QAzhDzclTq1ImkcIZrGTSxjhcZzUMm42BcpBD094hZNCYCeXvD5nX3BLxuy2gqFrbGTyfPbb/1Yxdo2KjEaREAwL25VGGYSx7dSJ6GeQ1lag+lnc/tAT/Pwff7wrG3TZJfPEIiHiy6e91mDDVxmkJYRAOAXm9p/blgh0k3fvhsxtRbdKNalVMnRmLkGpAwfXYeKcSwZKakdlYFS32HIy0I3Hcd+R422JA5rBUjzVlC336210umC7WQD9XFM/C60VudKsIOb0eajlnyILGXCLTYlTS5ImBEZsBiezRmHxaYSmoQXCuJkNsPNofk++VxVylSjEdhRzVmM7ZWdHGaOirdAtKutTN1DFfJ3yaKP1NsoGvJdDs+zAbMTXcBNL2PGTGNEZjLE5b0x6C0K3+VlIV3UVoe2EYG3VniuT2nf97c3kFh5DCA0RjCKwcLNJkDYba8v86T9+kze87KK+3/uoDYzqBltOBrrxONoRBze5jAD+283fAOU2ffC9ehudLljXlRy+9b6uFkCvWgD9LLR2URmhG5gT+/nzt72W2YlIU6PY7nswTMzIDE5mHTSBKmRBOmj+GHp0ypsnLrTKdD0lxJYXc1Zju2RndwJGQVuhW5TnN9jLx5BOvuIF6v4IRmQSpek1622UDXgjG+Qp3imEL4idXud9N32rbvZAhTyExvH5wzgby9jJJdxMHHNinj1NagQaPYtwwI+bT2MGm+yPHsj8Vu65N778Qv4sGmFt3eelKIsFlKZhBLx5L/bacf7ps7dx8zfmmZub6fm9j8qUzV6xLa2FnXocrYiDm1zGTcfRQhMYvuBQwrqdLNjFheO85/rPgZRDXQCDWGidRGXm9u5rGzbs5HuiM3MkEgH0QLj0bGLIQhrN9HvGTEpv2l4xi3Id9uyb37Y2vlFsQx0l7LQ86Voyi5tL4CRWMMb3eJ5wlcqnZgXZc47XujvqBnyzDZLF7JmiYylRyuXUk0kO3/oA73/rLzV2YEwf1mwIc2IvdnKFiakZ/vWDv4vfqjX/zZ5FcmMFN7GM5g9jhMbqrrGXYtJu91w/kZv7jhwnlclh7bnQK4WSLsouYieXwC56U2mVA5re83s/G6KL2yY61KnH0aziGwX4QhiRCbz/I9AG/ODbLljNwEmsooWiWFNnDrJBL4BBLbRB5YE7+Z63X/kLfPSL93pDh/xBxISGvbqAvbEIroNbyKCKOWQxizk2y+teekVHPcPD8FBHsQ11F73BKUXphBnEiM6gChmEL4zQDYQ/jL1+CiM6w6FrrgAYqAFvtj4HldqTxSz26gLKyZfakQ2UXcRJLPGR2+7m4LkzjIX8jR2Y0qQ+IzbDRjJVVy/RUnhsfB9uKo69ehw9GKvUHZTRSzFpN3uu38hN+RnqpoUQGiiFnYp7RCA8jlISmU2h6TpasDe7fTZEF7dVjrhTj2MzcfjW93/CF+/8GiiH4tKzoGlo/ghGdBLNGlxBWtsFW8ggnRxGsPEmGNR1NFpo1fLKyvCxuLjU0e8MKg/c7nve+PILueOhI5XogWYF0aOT2MllZDaJcm20YAxzfB+aaXHj3Y/wsov2b0vVcb+V86Ocbx4WRvWey3vFiM2Acmtad9E0jLG9aL4Ak9HAQA14K02DcgtjP6k9aRdxk2soJ+95siUoTXgHmlvgA7fcy5++6RU9RblaPgshsKYOUFh+plR7MN13MWmne24tmTujHthj5GazHS9PIxT+0pRB1/WGo2m6d7s92O2zIbq4YwYVlYnD7Q89wZ33f99rxRub9XT9XQeZXccu5jCn5hGGfyAPvqYS1Ziq04F3sonSZLXGoysHtQA2L7TNoUIEKCW585EneyJXvRrzdt9THT3AH0Hm0ggzgBHzoxkm5tQB9OAYCNGSjXcSyu3nfvqJmIxyvnlYGOV7rt4rQvgwJwM1+xbNRGbXK3tyEAa82fo8dfQZPvHYv6GHJ9CjM32l9k4d81pzNV9tdErlM+jhcfTwFEtLy6wmMj1FudoeZoEoZnSG6MQUqWyu72LSTvbcoWteyeFb7+07crOZeJSnEQrdO/5kIY0eGkcYpfkoPdjtsyG6uGPIAJwJZSm3gB4e90JfQoBhohvjuJl13NQaWmR6IA++Uon6dzeRP/4jQCEQqFJaQg9PYkSmvBkDJVZZjUEtgOqFppRbFyqUhSwys87NX3+Qy154Tkcbs1ygWT5AyyJPvWgnNCMg1dGD0wsL2Bun0awARngCIzyJsAJnen4NH4tVbLzseZ6Mpzj8mW/g5LOY1bPEqwzCn338Tt53U4CVldWaw+nQNVd0LGTUS8Rk1PPNrdCrZz/q97zZKG+eSSLtQs2e7NeANwuvY1gA3qyR8ASaYXn2qsfU3rv+9jPYq+sQm0WT0lMOzWcQlg8jPAmGhSykmRoL9xTl6ugw84f52B++BU0TA4kItdtzTVMeJXTqwdcRD8OHEgJZyHldU4YfPTJZSX/0YrdHUeSuW+woMlAOZenhKZDKk9QMW5W/az5v1KlCsPec8wf34JVA4FUmlEdWCwGaYRGNRUklk0NdAOWFdvrkSe/w3BQqxCliTc6DdDvOdW2Vd1eOHvw/N9/Hx2/7mmcYrQCqmMNeW6j0/CohEBLueuRJNjL5M9dWyFJcP4kemkAGwmhWrTqi0E3Wnv0RenTGm9Fe5ZW96/AR9EAMdKOj++smYjLMgqF+QvCdfLbXd78TiqRqjLIxVSMwI0xf3Z7s14A3C68rp4DMp9AjU5WuGWGdISXdhKKvvvRijrz5Sq7/1KqXmhReSFsPj3uk2heskJx9E5GeolzNDrNyOtJJLDMxu5dfeuH+usLDftBqzzVSUKxGNx58zSjjpRWEBDe3jjU5jx6ZrLErvdjtnSxvXsaOIgOVUJZpnRlvml735HOlQrp53NQavsjUQB582fiBwn/gRXWGxU2tAhpY/qEugIp38MFbKC4toIfGUQ28A6XpHRmYrfbuDF3j1S8+n09+JQyajirmKMZPoIoFhD/kTSYs5HBz69z4lW9x09d8gPIMrK4jEjoyn6a4+AzG+By6L1zxXpxsAlnM4QuPewWkgFIuqpjDSa4gNBNz+hyU63R0f53WsWw+BDaPyMYf6alepB+S1slnu3333Qy0anfAbUWdQXVfef74j0pRvNL1IermfvRrwJuG16ULUiL8QVQ+5dmNqj93G4o+9JbLue3+x1haeNYLaVfpJkDtAeZdb3dRrkaHmXIdnI1FnOQymm6wYVj8/B9/fOAOQ7M9N+jQ+2a10Zu+8SDKdb05A1L2bbd3qi5HGTuKDFQvDq083jR+kmL8pMeYpYOmW/j9Vvsv6wA1Br9UjVuzoQNRUpkM737TFdzx4GMDXwCbjedv/sov8pnPnUZJF5lL1nkHSNnWwGyXd1f2PBbL0Y1iKdVThlvEnNiHk1xF0wT+/S/yJqkphRAaspDDzsRxUiteFCAQRfOHcbMbaP5wJU2jlMIpFVoZ43uQdh4cG83yD+z+HFfy7UefQebT6IaFLGRxUlU1HJqG5guBpneVd+yHpHVaV9HtkLBBDLQqX9+W1hmIMzSgnNpTpf9ejX4NeNMDS9NB01B23qsxErVpxG4PMkPX+MC13mEtC1kIRD1pXafY8ABr5nED3PPo0YaErCatd+I4dnwB5TqYsVmvIFM3tzQdNIzQe5l4/PKLz+UVLzxn4Af3TtTlKGNHkYFGi0MqF80XQotM4Raz6KEJ8vniQBZspxWiF+yd5AfXv3OgC6DZREAtOonhC3ke82bvoAMDs10tMGfqL26hGC9FN5QE10UW0gjDjxaIIDLrnpddCqsq5eIW0rjpdbTgWElcSvPqQzLruOk41uzzKsU/5fCs5itFIWTWI4llJbpNtQndovxeTi8sUIwvINZPoZwimulDD0+C7k2ldFJrCODpk/GOvrcfktbpZ6N+X8fvfiOT726glVKofBocm6V4qmbA01ZGoirRPIUXzdtU9CtTq3XPsVMD3s3EPmH40PwR7NVjWNPn1Hm2vRxk3RKXzR53J4Ts6ksv5g3/7gJe9K7ribsOZnS6xsZsZTpo2KH3YR3cO02Xo4wdRQaqF4eTWEbm0qhiHiM8gSykMQIxzIk9aFYQN7nC+276FtGAj+VkpqcX3U2YapALoJnx3IjHUdkUjutgTe2vv54ODMx2tsBcfenFPPDYK/inz54E5SCzKdA09NA4emQSVLlA0wv1C6VwU3GvwCc0jnQKCKlAaGj+MMXVYyjXQfgjVcU/DqqYR2o6OAWkY+OuL2K7xbrahF4UICvvJRjDiM1ROP0U2HmITKBLF2GYYJhougECbn/wCIeuuaztuuuHpHX62e889kxH7/5kPMXf3nF/xwOtVCkyUowvoPnD/Lebv8E/fesHvO+tr+46GtEvqp/F5uLB6mex+Tm227+9TOwrPzMA6RQHcpD1eoB1Q8geeHyBRDLtzTNoFAHqwmHoNzXUKQFq9DtA29/eqQf3MLCjyACcWRx/8am7WH7qWKkHN185UMqFIEo3OfXkD3nbX570vIIewpLbUSFa8fLyWfRAFCUdsBWa6UOLzXiebzGLnVj2BEC6NDDb3QLzhpddxM3f2A+ajqbrFY9NCIG085UcrxB6pR9YD4+Dkl47ZXYDlc8gLT/m5AHcXBJVyEB43Gu5LOU4RdrALWQ8j2ZszqsWrqpNuOkbD/KKDjsvoIksbCiGhkBZflQ+i2Oso4sJVCGLsLyBTcvLKx0ZzX5IWqefVUp09O5XN9LtB1qtLpSqssFZO4nMZ9DDY5gz5yE0o3LIHDl22ZZGooZBdnud2Lf33Ofxupe+tumo5De+/MKmIftW6PYA61bSeFDPcFCpoXYEqNHvREJBQJHK5Las/XVUtTc6xY4jA+Atjky+yB9/aAk96DHx6olc5UPBzax7kYJgrKew5HZUiN535DiLCyeQ+SxOarVOV12PziAy64yNj5NIZbrOdW13C8wVBw8wNzfD0qlTaMHa3/dC/QIhPM9RFrOVfmAhNDRfACM67elL6AZoJvrGaTAtiqsnvPnsjouwQjiZdQQKIV2UWwQlPfUx1+u8UG7nnRfQ2PvWDAs9Mo6UCpVP4iZXvf8WnvTavUw/MhPv6ODph6R1+tkrXnQeX3nkibbvfioWajnQSo/NYSeWyZ96CpndQDoFrMkDmGN70H0lzY2S1/+Zrz+McrcuEjVosjuIiX1/9fbX1P33Lz38FC+57oYtqaHoVtJ4JhoC6SKzCTQzUJsm6PAZDjo11IwANfydbJLVnz4KSmHtuRA9PDH09tdR1t7oFDuSDADsm4yi+0II3apUkcOZAjJZyKKHx73FLLSew5JbXSF61yNPYq+dAN0qKWQpsIvYiSXcYgZrfB50g0O/9Vr2TUR68ip6JTiDYL7tft+c2ANK4KZW6/qBNTNQSQNBqWfcH+adb/wlPvbZu7BzKXR/GBEIg3KRuQRaeNqLMCRXkb4gmhnwUhKis86LMhp6S5qOsIIYhg8VGkNmExiTBzBCngbG5p72VuiHpHX62Vf/zDkdvfuxkL/pgSqLWdzEIsL0Y00ewEktIjQLlMJJr6JZgUotgQhESSQ2EIIti0QNmux2m75ptJYa5e63spunG0njbKHAXf/6FE5yDTez7gkalRyR8nvtRJFzK1JDDX9HKZxcCs3weWJs+RQEY31L1beyfaOuvdEpdiwZaNoXWyogEyj0QKTOAPUSltyqClHHldz53R8hXQfdF0JmNrxxwkp5h0suCVJijO9l30Sk7vo7Pax7FdgZFPNt9/tAV/3Al73gXD4WiBCYf2GlsNLNp8mf+CEoFyUVbjaBLzaDMe6RCdVB50U1Gnmc5SIxmV1H+EJoviC6FWzY7tUO/ZC0bj7bybt3XNm059w7JDbwTZ+DHhpDZjfQgl5+3k2v19QSCN0ETSMSjpBOD1eLYxDPsREGnXbYjm6eTiWNZT7JJz/3RbTgOMbEXtA0ZCGLKuZwi2ms2B5PRrzNM9yqIuWGMu1VUsMC4Yk+OYVK7Ugvv93K9m11TcwwsWPJQLNNLws5j9FGSqHaTUM1eg1LbkWhyX1HjrORTKMFYtirJxCmiWYGQdfBdXFzKYqnnyI8XT/hr9vDuhuCMwzm2+73u+kHXk5mQDqI8ISXCgB0wIjOei1eAlQhix6bPVNT0qVH2oh8lnPodjGHs34ac3wv6CbSLvR08PQTherms+2efbO95ebT2PEF9NBYSddC8zTdXQcME+EP1QjsKNdG002ufe3L+dgXvk1x9QRGMIbweWmIYaXaBhnNG3TaYTu6eTqRNNZCYyjbxknFCUydg2b60Uyrkk5wU3GKUrHvohfz/re1dgC2qki50e9slhqmIL1Ua4+/3c72bXVNzDCxY8kANN70ynXRQ+NYsbna1qcSRk0jutqbf/z4EtK1Ebpe6ocuERlVKqrTNKSUqKrFDb0f1p0QnGF6Mq1+v5t+4HsePVrvtZs+9EAUN7OO5g8jTXnGQNC9R9rsgEToCCuAEZtG8wVxs+t9pZH6iUJ189l2777h3nKK6P4I1vS53t5SqhIZ0Y1x7x3IbEVgR+WSRGIx7njwx55GQXYdJ7GIZgQwYlPMzR8YmhjLoKJ5g047bEc3TyeSxro/QjF3Es30Vw5PzQpWZjvIQg7lFPng77yOK3/uvJa/t1VFyg2jdcIrSlaug0DUDCDq9rc7sX1bXRMzTOxoMgD1m34mEuKPPvk1VhZPNfz3o6QRvdmbR7o48dOeAM/kOchC2hMYKaUJhC+IGYhQKBZrNPw7PayhfavNZgzak+ml7qCdYW9osIWoqFTa66cwxvZ6Q2p69NrL11E3TlvoTMzu4XUvewHnzIwxNRZm30SkrzRSP1GoQUawNj/3pXiK/3bL3aB7hq86MuJm1kG3UEJ4UazkCkpAMpEkmUh4w3piM8h8BpndAMPk0DWvHGoudRDPYtBph+3q5mknaaxQ4BQRptVwzorQDWQxy+mNVNvf2qoi5YbROtMjNm5mHSWoGUDU7W93Yvu2uiZmmNjxZADqN31ZqWuUNaIbevN2Edzj2GsL+A4cxIjNgmujpIvQdNxcGj08BuKMsl2nh/Xhz99fUUnsJud/ci2JW8ig6zoSVdO1Ad0x337qDtpFERoabE1Hs4IYkRk0X8DL7fdZ/Fl9QN75yJPc9b0jbCTTfPbuh2ruZ7vX16BQ/dzzRYcbvvIg8eXTXg+64fO8x6l5nOSal0LwR5BKMjO3h3w2SzKZqCGpWjAKwShucoXDt36Hqy69eGjFqoPCINMO29nN01LSuJhH2gWMwFjl8KzuOlB2ASUdDt/8TUJ+q+U9G7rGoWtexXs+9Nmhpoaa7Xs9EMFOLIJSGJMRUArZRKmxGRxXcu8Pf+q1NptWSQm1PuW81TUxw8RZQQY2Y9Q1ovNFh7/45J3YqXjJqFqeQIrlx7fnApz1k9jLRzFnz0creWEyn0Hz+TECMRRUmGZHYcf8Ch+57W5AdDUC+EsPP8Xhm7+Js34KN7GMML2COSM62XXufdgVt83e+Z5znleaXhgY2MFi6BobmTyf+/a/Ve5H7NAK4k5RJnIb8TXcxFJprv0Mxtic1/pp+vDtvZBrX/sKXv+yi5BSce1f3dhTRGkU27QGlXbYzoE2rSSNZS6JEZpEGKan+bGp68B1bIzwJBvxeEfS2IdvvXdLUkPN9v3U834WkKQyOdxMvCv7X15/iycXcOIncdNx9NBEjd0DKjUxb//VX+SGr9w/0s5nJxBKKdXuHyWTSWKxGIlEgmi08eYeRYySd1HG7Q89URJM+gFCM+oPWKUoLDxOceVZjIl9CM3LgemBCEZ4ElnIMLt3Hz+4/vcwdI17Hj3KWw//M8IK1LRYliGLeYrLz6AFot5kw01wkytEYjH8gRArK9WiHQGSyRQoicylPYYciFSkg82p+YrSY/X1NILjSl5y3Q0snjpVO+a16hrafUen2Ip3vpX3MwrYTORwbZyNZezkEkI3MCfm2bP/nBpDe9N3jvBHf38relVRZzWUlLiZOP/zD67h2lcebPpbZZJVNqwffu/ZQbIaE56ZLXFWmv326156ATfe/QhOPovMpZD5NFogXKkrsCb2I3yt93zdWtGNSmpI84f48HX/kWsuf8HA76lXBcJGz6Zy/f4ITmIZN7XikaQquwe1+/xLDz+1be+zHTo9v8/KyEAZoyY1WV5odmodoelo4XGElMjsOnYxV1lo5tQB3GIGzR/CiEwhdJ/X5pNP1THNdmFHN70KgB6ZanhNSjdZ++kRjLEZ9Ig3AljaRdaOPYlyCgTmX4juD6PiNjKfRvhDyFwaO76IFghj+INtme9WVlAP852XDc69P/wpiycX0AKxhv9uJ1UQt0PDmhTThzUbwpzYi51cYWJqhn/94O/WjLbtJTe+E0YkDwrbOdCm1W+/7KL9/MUn72R59RhC81RAa4ah0Xx9N3t/naaG+kGzfd+vUqMZnUI5OVSxgJtPIxKr6LEZ2GSLd/KAojLOajIwSqheaGZ0uqT+5SIMC90Y94bupNYQEwEwTKzJ/YxNTHoqg3a2aZirXdhR6D4vLG/WT3JUSiFLI4D10JkRwEJ4BUO4ttc3PjGPNbEfJ7WGm0+BcnEza0zuO8Bf/87r2zLf7ZyHMChUe1NuPoUTP4kxthczOlXXtbIT7qdTNCVypbSWEZthI5nigccXagxvL7nx7RqitV3YTmel2W9ffenFZAo2f/o/VxDBCJpm1ikQNlvfg3p/2xXRbXT9ojQd10mtoTJx7I1TCNPHnvn9DW3xTl6Xu2Rgi1AzQMWwKhWvhL1DWvOFKwIZKpdibv4A//rB3+WBxxd6FhGantvDyy7Yy1e+8z2v+DAQqSmCUU7BGwEcCNeOWC3PYg/GzvSN+4KYVgDDLiBdG5VLcejaKzsKgW33PIRq9GJoNoc+ddPCTcdxUysoJ1cJn5axkyqI26FXItdLbvxsII1nA/ZNRBC+IEK3utqvg3h/21kv0uz6y7ZPD0/iZuK8402/zF++7Yod5fV3gl0ysEWoWWhVbW9uet2THRYayi7gJJYxIxO8762vwm8ZFabZ7hDbHKZ6+mSc2x44wp3f/SFuMo5bOIY5MV9bBCNdZD6NObm/4Sx2oUBJt9I3XvYGhS3AF2TfRKSje9/ueQhl9GJomg150UMTyOw6qlioUd3byvvZCvRD5Lot5B0l0tgOw/JeR6HOqdf92u/7225Z35bXLwToOpo/zKtffP5ZRwRglwxsGWoWmmGB0EpMcwNVzKOcAkq6TMzurQu9d3qIlcNUtz/0hFfdWtpU1uy5FFeOYq8eQ+YSmNPnIXQDJ72OZgUwAtHaMGBJZtdJrqBZ/tqoAYMT7Bl2xW21YX36ZJyPffl+ZLE7Q9MwdFjdX59Po9Jx9NAk6PpA7mcUDoQy+iVy3eRSR4U0tsOwvNdR6aLodb928/42r/HLLpnf9nqRnbL+hoUdSwb6MZjbYWzLC+30sWdwFV7uvTSRUDN8KMNiav58fvixP6gpxOqWLTcr+PLNnF+ZOa+Wn8GcmGdu/7nkszOkkomaay0fds7GaZCON1S4gQzwMOaSDwrVhlW6Nm5iBaSDb+6CGpXCdoamWeiw3F8vEivYG6dxM3E0f7jv+xmVA6GMQRC5TnOp29l21ymG5b1ut1e8Gb3s107fX6PK+1g0zPrqCnp4ouH19Fov0o2t3wnrb5jYkWSgH4O5XcbW0DVe99Ln84nH/s2rDYhMIQIBVLGAnVhED0R442UvqiECvVRXNyviqeS9gjFkIcOfv+21XPdrL+dLDz/VePHnM1iz5xGNxEhlsl5L4QAFe4ZJxOoMq7Jw1k+B61CMn6jL8bcyNK1Ch94431mE6ecdb/plXv3i8/u6n34OhGES3K0kcqOsETKobodR9IoboZf92skQskZrPL502tMjCEaB+hRDL/Uivdj6UV5/w8aOIwP9GMztZN+OK/na93+CFppAC014ql65DGga1vQ5KAVf+/7T/NXbX9P2YC+j0SHWsohHCIQ/DG6R2YlI2yl2h655JePhAPf96FmEULzyhefz6hef07dgzzArbhsZbFnIIISOFh1HZjbqcvytDE270CH5FHvm9/ddUNTPQbMVBHcrW6dGtU1rENXyjd5VLBJiI76GVjVJsNvvHRZ62a/N3h/AS667oeEaN6PT2PEFnPUltNnz6tT+uq0X6cfWj+r6GzZ2FBnox2AOgtW3875a/b1sSMqKg8opVNIEwvChnGLNhu9UDnPzIdZLEU+jxb+WzHH41ntrjNaXH35yW1XgOkFDg10qiMR16ibrQWtDs1Whw14Pmq0kuFvZOjWKbVr9VMs7ruTw5+/nI7fdjbSL6JEpb187NvHl07iJJXz+MDTYszuxi6LR+7vn0aNN17hHCGaxk0uYk3srI4fL6CZfPwhbP4rrb9jYUWSgH2beL6tv5321+3u1IRFC1C12qjZ8N3KYmw+xXotgqhf/7Q89wXUf/cLI5C+7QSODXS6IlNl1tECsZrIedFYEN+zQYS8HzXNJpGcU0Gu1/O0PPcH7bvo2p5561BuvHhoHpRCl/WzEZrDjJ3ESy1i+UN3Y9VHqougH7aKWRmwGN7OGk1jGiM32TLob2XqlVMUBU4aPxcWls0avYlDYUWSgH2bez2fL3peTzyJMP8L0oaTi9MmTvOd/3cEjT76MG+9+pOXh2akhefrUGjd8+YHSd8UwxvbiplbqVAqh8SHWryc7agdMt7nwxmNNz1T/O6k1b0S0El1NMBx26LCXg6YdwcUf4fTCCf6fm+/ru55hJ2LQdRS9EO2K7chsoFwbPTaLJrSa/SzMAEZ0BjuxhDG2ByGER1ZLg4R6rWLv9/4H/fzarXEME7NabK1H0r3Z1lcPXEJKEKCU5M5HntwlA1XYUWSgnz7WXj9bPhzt1DoAbmrVW1CahuaPUCzm+fQd3wDThxGbqXxu8+H5rx/83baGZGbPXm67/0hPcpjV6MeT7SaCcsXBA0PNq/WSC29msMvV//L005VxrELvztAMM3TYy0HTiuDKYha31Onw8du+xie/Et72YT9biUZrZ3p6ijdffpAL9k4yEw2BguVUpuO12y3RribWemgcN71eigxqNaqjxsQ8xtgcdmKR/Ikj3hjhEgQCY3xv16mofutIhlGH0ska70ZsrRmqbb1Sbs3AJXQDWcjipuN85ivfRgCvf9lFLX9j2N1no9JKvKPIQD99oL1+9r4jxzl94jgylwAlKwsK1/FEZ1wHu5AleOBnGl5z+fB84PGFtobk6lcc5KNfvLdnOcxq9OrJdhpBueuRJ/mjT3x1aEVrvebCWxrsUofEu3/9ci7YOzlShUG9RHSaEdzyxDk3n0azAl67lqbviDTPINBo7bjZJCcf/9986LFH0INRpF0E5enm6/7OiVI3RLtGdVQp0HSU63g6I2xSHXVtNKGfKWpFoFBeW69oO0uu7f13k+YbVh1Kp2u8WmytF1TauE+e9EYvO3kvNUNJgj29jkBSXPwJ/3TLGjfdvZ+5Ju9/2MW5o9RKvKPIQD8h8F4/e3ItiZNa8WZjV/fAGia6MU4xfhqZ2UAKaHSkVKcfvOlszQ1J3nYGKofZiyfbSQQF1+GmbzwIUg6lpqDfVMWgc/xbxdy7ve5GBFcphZNc8zwh3UAPj6OVOyeeA3UEDbtJillvBLcAaRcprp/2ngka5DU0f7jtOO9Wap/N1kRNnRCiToIcXYeC9ByK1eNo/iC++YMot1hTXCxTqx2/s373zrDThFtRf1O29e/64C0UlxbQQ+PelMxCBmf1BG5mDc30I3wh7NQaRmymoe1qR4pc9zeYjAZbroFWtmPUtCV2FBmA/hZTL59dTWRQdgHN31h6V7P8ONKBYt6bD74Jm9MPrQzJPY8e3XY5zHYRFJlNgGujhIbZIi3Sz2EziBauQeX4t5q5d3PdjQiuki5uJg6u402VDE/WqksOqE1tVEKbm7F57VSTIz04hsxlkdkk5vgeNMOHm1lH5VPoE/PI1Cp/9omv8L6basd5T09P8+bLDnLBvomae233/DYT6zoJcqlQysVJLIN0sGbOR2gaQqstLu7mnfW7d7ZiWNRWtO5dfenFPPjYK/inW06jpIuTXMFJx1HFDHpgDD02jXJs3HQcJ7GEb+4CZCFTsV1AS1JUXD3Be/7mHyEQgSZ2oZXteOPLLxyp2izYgWQA+ltM3X52aiyMZgSQdh5hGJV6AaFbXqGPdNEDMWQx3/Dz5fTDZZfMc8+jR1v+5ijIYbaLoKDpKM1ADw5vfO+gBtb0m+PfLubezXVvJrhuPoUq5jDG92JGhjNRcZRCm5uxee0op1Aa/R1GOUWkk0czfN4+ZlOovsE4b5VNcurx7/OhIw+jx2a6Sils3s/VKT83n8JNr6OHx4lN7yG9biGCTQ7gLt5Zv3tnq4ZFbUXr3utfdhE33T2PQOAkl8BxkKaFZvi9NIwQaIEIyi3ipNfQI9MV2wU0JUWymEXmEti5FIH5FyLCE3V2ARqLK5X/zZGjl4/chM4dSQagv8XUzWf3TUTQA2Gc1aM48ZOeIdENhOFDGCaa5ceYPQ/NH6o9PJ0ibnoVofs4uH+Kl/7hP7Cystp2tsAoyGG2iqC85sXnc/PXH0AM0ViMwsCaUeuqaIVqgnvvD3/Kx7/wLbRArKKjUI1+nl2rXvlRqUeoWzulCZzoBsrOg2uDYXq6E1ATqt88zlsVstjJJQAvd68kmP6O77Xhfjb96NFp0ARGZJrff/OVXHrJfq79qxsHst773Tu9fH5Uo0RXHDzA3Ow0p449i3IdtGAUmcx7uiOAKubQA1G04JhHCEOTKOlUbFcjUlSJNLkuuj8Muo4QWo1deN9N3wJES9tx493fQ7o2htE/ARwUdiwZ2CqsJbNIt+DVDIQmkY5nUNxCBj0YQwuNsfe8Czl0zRUVkR6ZX8HJJQHQDIuvffVO0AzMqQPoDVhk2aA4rmQs5Oc3X/3vuPO7P2IjmQblboscZrMIyn1HjnPL3d8b6kE9ChGSrQiXDhJlgnvFwQN8+eEnvWfXiAz0+Oza9cqPCkGqWzvVglNCQzpFdF8EoZfy9q4LmualV6rHeSvlFe0WC17dhWMj82mM2AxatPN7bUas9xw4v7KfHVcObL33u3e6/fwoR4kqtQN/+xns1fWKwqMskUJhWl6EUzdRxRzKLdTYrkakqBxpEqYPlKwb4iYCUZZOnUQI0IJjDa9LBKKkEhugGKkJnbtkoAUcV3L41vsQZhBzfB/KzqHrMZQmELJkLKTk0DVXcM3ll3DVpRdVPCeNqFfwl/SKD4UAN7GMZloNjefm4R1oBmOxCK//hYO8oU3ry7DQKIKyFQf1oCMkvXguWxUuHTSaPruqSNVVl76wq+/spFdes4IjQZA23z/+CJovhJNaQ9N19EAMYRgVNU9ZSKOHxhGaXjPOW9kF3HzKy+1DJYKAdIHuyGC71OQg13vbNJ/l56pXvIDPPfDjhnuhm2tpX2D3JiajgW2NGFx96cUcefOVXP+pVaRTBKWQuRRmbAY96EXPpFMETUcWMuw5cH7FdjW0c6VIk5I2RmSi7iD3nlUREC2jpwidWDRMKpUcmQmJu2SgBaolhFHuGeEKx0VpGsb4XjRfgMlooPKZOx58DBBYk/OoYh67kEYLjaEZVqWvWEwEPBXCkkE5fOsDNSOHy5sqsb7O5779b1z2wv7mAQwSnRoLoG2NRCu0nplwBWMhPzd950jb7+7Vc+lHl2K7Q6Z1z646UhWI8tEv3ssdDx3pyHvrtFdeTARGhiBtvn80HYEX6rem5nEy6xTXToJuovtDCH8EN7NRM85bKReki9BLJrIUQSiHmLu913apyUFW2Tf7rkgsBgo++oX7Wu6FTq6lXRrNXjvBe/77p8AXPhPd3KaIwaG3XM5t9z/G0sKziMl5nPVFUF63hlISmdlAGCZ6cKyGdDWyc9J1PYn4QKSuOBdKdkG3EKKN168b/Nav/oInMDciExJ3yUAL1EoI+zAnAzUzBdBMZHa9YhDqK5lrDUp1sZIw/QjdxHWT3Pj17+6I3HQZnUwme8l1N/QdOmw8MyFbNzOh2Xf3UwDYq9rcqIRMy8+uJlIVmULrMsffTa88iIGENgdBqDavnbu+92O++f8+jJ1cQuUzXkGwGYBQDAF147yF0GvutRJBMDzjPoww7iCr7Dd/11MLq3zsjm8hizmMYAwtNI5ynabroN211Ng6pbx+/pJqolIubjaBm0vh2/cCr/7CKXD6+LP8/t9vQ8ucrvGBa72DXRZyGJPzyGwCN7uBLGlxTBy4hL95xxvakiKEjm9iHiWoK86FM3YBBMunT3odPlVqkghR+TeH3nI5B8+ZHZkJibtkoAU2e4ebZwpIuzbHtDm0vNmgbA41KtcGKUmlEi3zS9sdem2EZsaiMhJ5QBX49TMTvtjRd/dbANht6HbUeobLqI5UldEN0ey0Vx7pogrZvkObgyRU5bVz+0NPcO//+QlYfqw9FyE0gXIlMp9EM/y8+zdexaFrLuNLDz/F7//9HdjxBYQVRGgGMrOOMiyE4UePTFbSC8MK4w6yyr78Xbfe/2M+9tk7KcQX0P1hivkUuj+CEZlsWf/Q6lrK60K4NnZiGTef8uya0JCFHCDRdRM3seS1XpccKDcV588+fue2jGOuPtiFL4hh+okdGOO3fvXlHHrL5U01SxoNcbvuo19oahc+cO1reOTJE3zylscoLP0UzfSBYaGbQYRpYoTHK7ZjlCYk7pKBFujWO6wjD6av1nhuCjWqXJJYbIxkKjWU6vxhh6w3G4thVuB3+92D0iroJHTb630P+/0M4hl03CufXscMj/UV2hwGoap+N9W6GACEYrjJFe546DEOXXMZAGG/SXwlibu2gLKLYBfQwmNYkwcQhr+reRajgNsfeoL3XP85jwiExtF8AZTr4GbWkXYWa2J/Tw7H3FgYXIfixlGQEuEPeTLfhRxOcgmBhiskBgItPIbQDa9jo5hj7dkfcfjz9/P+33zlUO99M3o9eBuRIl1vHRm98e5HEL4Ahj7jycnbNnZuCSMywduvfG1dF9koOHq7ZKAFuvUO68iDEDXGU7oORmQKpcBNrqD5Alx75c/z0du/icwm0MxAJZRURq/hyO0IWQ+zAr/b7x5UAWAnBqSX+96K9zOIZ9Bpr/zc/nP5wLWv6fnah0UkO303hz9/f2VAmDl7PibSmweSjqOkDXYet/yetimM2y3Kz1TmM+j+CJov6EU3DQvCFm56HSe9hjG2F1nVUtcJLrtkHhwbJ72ONbEXVYp2IgSaFaS4fhLdCqJFp9BKbZzCsBDRKey1BT7z9YebeuPDxKAO3mZ2AbwUqVvIYU3tr5mWiKbjZpN87ftP81dvf83IEcldMtAG3RT2NOsrNqOzFFePeyNzNQ3sPLN79/G6l17A7Q/+GCe55rVrhccr4btyPqqXcOR2hayHWYHf7XcPUqugnQFpe22aNxzlS999HPDaVTtNd/SDQTyDTnvlD11zWV/GbVhEsqN146b4zNe/V0dEsIIY4XHsxDJjExMcuvZK9k1E2nqTo1BEClXPNDiGzKfBdTyNhRKEP+TVewQyXTscDzy+gCsdkA6FU08gdB8YBggNNx1HEwLNFwRpg1a19lwXzR8mkdgYqdRnL++skV2459GjNeu4blx9UIxk2hd2yUBH6Ca81Iw87HvBS7n6FWckTSt5p0IOY2IvaBqykEUVc7jFNFZsjze8pIc2uu0SyxmmWFC3391vC2Q3xqHVtalCFnt9ESezxme/ei+3fusRyKWQgDW1v/LvhvF+BtUG2kmvfL8YFpHsaNaGckkkEuihsYbfoQdjJJLpChFotS46jfhsBWGoPNPQOJo/gsyuoxvjlb8LzUDJLE42wd5zn9eVw3HnI0/iplYR/jDC9BRacRzPCxYCNMOLQJSUHsuQhTR6cBw0bShdJ70810FG6RY30kjXRlMWspCpzJco15qMSsdNI+ySgQ7RrURsK/LguLISSiof2JppVVoX3VScolTsu+jFvP9t3S3I7RTLGaYGQbff3U/vdrfGodm1qUKWYvwETmIFY2wvxtgc5DPk4gvogQiyWBLsqcIg388g+9eHXeg0LCLZybqJxMZIJpNt63bubDOps9OI3Fal8MrPFNfBiE5iF3O4mfXS5FUdWczh5tMNRyS3OlQdV3LX946gXAcjNnOmt74k1e6sL1OMn8DNpTCki1ISXBdZSCMMP1ow6nVwDFhQp5fnOugo6tMn47iJFZz1U6UCcm/UvVES59oOMaFOsUsGhoRW5KHRga1ZwUrroizkUE6RD/7O67jy587r6ne3UyxnmHLKvXx3L73bvRiHhtemGV5EILGCEZ3BnJhD03SkrqP7w57iXZXmRBmDfj+D7F/vJ9/azmMbFpHsZN28/cpf4KNfvLclEVGOzc1ff9AbY95EYOfwrfe2jci5rtySFBHUPlM9Oo05NX9GK6UgcfMpfJPzfPgPf7PmN9sdqvcdOc5GMo0ZnfVa88JnWi4BzLFZnOQywgqAkshsCjQNPTSOHplE5TMD78ToZd8OOop6+0NP8LEv3w/S8QaFRccro+7L4lzDuPdBYZcMtEHZiJ2Mp1jdSDMVC7FvMtqXV7S4kfbaDaWLLGQqPajl/JLQLdxMnOVUpuvv3m5d/2GOKO3lu7vxaPsxDnXXVsjiZLziLHNirhIBKLebCmHWaE6UMer9672gE49tmESy3bp548sv5I6HjjQlIm42gXAd0HRPgKyE6nXxf//T11hPJFtG5BaXljn06a9uWQqv0TM1xvciCxlkdgNjYg/Xv/caJqOBioBXJ/UsedurFTDGZrDX7UpniZd2cJD5FEZsGmNyHiF0NF+oVBitofKpgXdi9LpvBxlFrRRrFnP45i6gGD/hiRn5Q2iBGE5qDXn6aazZ80a2C2WXDLRA2YgtLpzASawinVypvWqaPfsPtAw/tfKEnj61hpNc9gy/8FoNqwsH+zkQ+vGwBpXHHObh08t3d+rR9mscqq/tS999nM9+9V6MMS8iUPmOUrupk17zQrjlKuwSdkL/ejdo6LHZRU4ff5Z3/Y+bOFJVfDhsItlq3bQiIkLXQZloLSZ1rq8uI5VEDzX5N7oJhTXWi1n08GTT7xl0Cm/zMy2Tsb3nXsDrXnoBf33bd2ok0DupZ/m73/lVb+3qZk1niZJZz5YFophjc/z+Nb/KHQ8+5n1/MTu0Toxe920nUVTXTXLvD3/a1tbUiHOZvrrnInQdoRu8+9cvH9kulF0y0AQVPfb0Om42gVIumj+Ccgq46TVOHXV4z/9ap1H4qZUnBPDRf7kf5Tre5KvoWF3fryr0HkpqFrJWhQxONoHmC3LomivqFvSg85jDPHyG9d2DSLFUX9vnv/WIV8FdRQbK7aZuzlNok66LkHJbZUiHhUYemypkcavaEq//xxVue+BHlbbEYRLJVuumFRH55Refz01tJnV680dE60JFIVBKDnXiZyM0U/KsiwDk0h3Vs6DO6PZr0WlMK4BRpUDo5pLM7Zvn0Fsu59BbLt+6Qskun2u7KKqbS+ImVvj4F77lRfNa2MQ6wTlfsOa5oASymOWCvY2J4Chglww0QMWI5bOeoLmUGJGJ0l9DuJl1hAAnn60LP7XKXf3+399B2G+iinl8ey7AXl3w9AV8YUQohptcpbD0NNbM+X0dCNWGrTaq4UfoBodvvRddF5UFParqeVuNQaZYWkVohC+IHoxhBGMgXdxMfEf1r3eKOnnuUkGlKhYQ/hDG2CyykGHxxNGadbZdUYxWkzpvbjOpE1+Q8UiIxMZG04jc+NQM64nktqTwqp9powJmANVhPctyKlPvcBgWuDYyl0T3B2vs17DfZa/7ttUelcUsxdNPoVl+bxx4GxnvhtcgBMLyIyip1eqjWThYxs53P4aAihEz/bWTy0oo67EL018JP0G9J6SZPoTQ0EwfenQaN7tBfOGnCH/EKxicmkcLjiPtvFdkoxugGbzr1/oPJV196cUcuuYKMEy0UBRrz0X45l+AHp6oLOjbH3qi7TXLQo4P3HIvjivb/uZOR9k4qNJQn81QuSSzszMdRWzKERrNF8BNrnjKdVIi7QJucgUjPM6H/+vv8Nn/+z/xP//gGm459Nv84PrfO2uIAFRJ1hpm/Uhgw0IYJkLoGOHxkVln5UPz2lce5JdffC6GrnW0LuZmZzj8n/990/et+QL8//7T65ibmxnI+uoHzcLqlXoWw4ebS3ltgtXXV3WoXn3pxXz4vVcxu3ev1w6diaOKOWb37uPD7x2e8+C4knsePcpN3znCPY8exXFlz/u22R51i3kKp58GIfDNXoBm+dvaxEHaju3CbmSgAcpGDNNXO7msjJIeuxAC5Z5R7mqXu9J8IYprC5h4i6i6gwDpohDIQoYL9k00/Hw3KI9fRkqsqaoFqOk1+b+o37dtrYhbhU5rIVoVsclsAjSd17z4fO47cryjcOcbX34hR45ezo1f/y6p1AYIL294tkUAmqHaW0KpemJdJc89rHU2iDqYTosbr770YnRda1nzoOti4EWS3d5js7B6t/UsrVT4+plY2gytUpm9Fp82Sg8p17P5vqkDDYcRNVqrwyyA3SrskoEGKBsxIeuntAEVI6aUajmoaDOE7vNGqRYLUKkuP6NQ5RbzICU/PrbMPY8erWyiXgxap0U133nsmW1rRdwKdFsL0XBSmeuAa6M0g5u//gC33P29jvqXK9/h2qAgFg3zW7/6C9siw7odqAnD+oJ1xNrNp9B8YZTreANuXHug62yQdTCdFje2q3kYdJFkL/fYNKzeQz3L5pTO5utB6IxFw7zhF1/E6192Uc/EoF0q88PvvYoPv7e357r5nf342DKf+NK9iGAT29nEJg6zAHYrsEsGGqBsxBZPnqyf0gaVcabKzjO3b77poKI6aBpaIOopU4XHa/7k5aieRugGn/jSvXzyK/czOzvN6176fL72/Z90bdAqxEQ3UMV83RjN8oJWSmxrK+Iw0WstRLVxuOuRJ7npGw+ihIYejCE6+I7Nv2sYUZRjk0olueHLD3DwnNmRNwyDQLW35GTWvdnxThFN6DjptUpYVhVz3vrUTJ4+GR/Ibw+jDqbT4sZ2NQ+DKpLs9R6HVc+y+XqQDs76IkunnuDTP/k/3HTXfubm93dNxjptHfzB9b/X83Otfmf3PHqUT37l/p5s4na38faDXTLQADVGzCl4qlqpNYTpR9kFhK6jFJibCmXatvXlU4zPX0AylaS4ehwtOIbmCyHzKYqnn/JyVFMHEEHv8Dh19Bk+8di/oYcn0KMzXRm08lQxe/kY0slXBmWUWxhVqTr2ihedx1ceeWIoqoHbiUGMML7i4AH+6BNfBSlrJt61+o7tlIMeRZS9pffd9G1OPZXETSyjfEGUXUQzfd6hoxu4yRUQgo99+X4OnjvTF1lq+A6U8v7nC+Jk1nn/zd/u6R10UtyYLzp85K5/5dmlDc6bHeP3X//z+K1aU9tvkWQ/66xdSNsIj3P9u9/EZDTQ8YG2+XpkMYuzdhLl5DFjs16koZBl8eTJrslYt62D/aaZ+hXAGpUphN3i7LdGPaJcILPnnPMxIlMIYXjKXZqGHp5k77nPqyuUaVc0phAIFMJ1kJkkxdNPkl84QnHpGTTLT2D+hWihMYTQKmkJN5cC8AquuijsW0tmcXMJ7I1TCNPnSYCaPtzMuicVmlxmdnaGV//MOS2veSfkuhqhGwMyyO8YxO+ebbj60ot59H+9k+t+561YcxegXAmmHyM6g0IhMxtogTC+2QtQxf4LCRt1MdhrCxSWn6G49AxOao2TTz7K4c/fP6hbrOC/fvqb7H/Tn/OXH/wIN/7zp/nLD36E/W/6c/7rp7850N/pd521KwC85vJLagopgbrCvWbXo5TCTqx69tLwec6I5rUcav5I18WiNYWoje5VN1FdTl1shXZ2fKfaxHbYjQy0QHXIp1MFwmZ5o0h0jGRqg0QigbCCmDPnoIp5nGwCN72KOXteTbGKcgrIfAo9MuVpfNsFhOlDlft5DR+LTQquysWDwgx6BreQQfjCCN1A+MPY66cwojMVvYGdnutqhEFoBvTyHdspBz3KMHStMr/++k/d4hVl5pJetCo8jhH2BLeEpvddSFj9Dja3MwrdQDpF3MQyH7nt7oGmbP7rp7/JJ278rKcsGZlCWH5UMU9h9Rgfv/EWTixv8PpfuGQgoeNBrLNOQ9qd1CVUX4+b3cBeeRZVzCFXT6Acr60O3fCKpmMzXb3j7VBVbWUTD13zSsZC/opq405JA7TDLhlog15CPps32Uw0xB994qtsrC4C4KZWK0M9hG54zDyXQg+OeRO/wAvrS4nwB1H5FG4hjUqu4OZTXueBEAgJdz3yZN31lVm6EZsB5dbokaNpGGN70XwBJqOBpte80xf5IAxIL9+x3XLQo44L9k5iRGe88baomjoWGAxZqrwDu4hb1c5YhiZ0CI0j7WLDNE8veyBfdPj0Hd/AzaWwps858wd/CKHrFBYe5847Pss3v/cCNMPsezDRoNZZO/vWaV1C+XrcbBJn9QQys4ZUwpvlYAVw7QLCzeGmV1G4GL5IR+/YcSVSKiJBPxvxFcyJfTXaBzC8VGZjsaYch2+9d+hDprYDu2RgSNhckLJ08gQyl/A2hy/saQq4Dk5mHWnncTYWMaMzCKukU695E6+UnUe5XiEOSp7xbgo53Nw6N33jQV7xwnNqFmI1SxfCV9O+6H2vicyu123Grch1tTO2g5JEHsTgm16+Y5iTG88GzI15ESo0HW1IZKn8Dk4ff7ahTki5AFiLTNV4qP10H3zkrn+lmFhEj0zV/padx9lY8vZcPuVF56xA34Je3a6zXvZVN3UJVxw8wPT0FCcf/99Ip4hCA2ljlFM1rlPSMTCRuQyOVMxEQ81+GtgUkcincZPLuOk45tQB9EC047a9fmxKtU28/aEnKmPnz0Zxtl0ysAU4uZbESa2AUhjhKg0Bw/SKbTIb2BtL+OYdysK1wvCh+SMUV455oheahl79WbeINTmPct0672az11DdvgglNaw2BncY89bbGdtBtoINou+3l+84G/qNh4mtIEvld/Cu/3ETbnodY2y2boyuHplEGBZuIc3iRrrv7oNnlzZQTvEMmQeUUriZBMotokfGcZOrIB2PBPVZTNrNOut1X3VbuPfmyw/yocce8aTWpQtKIV3HK7o2TPRAFFnMIozSM1LN76/ufQSjaP4wxdXj2EvPIGMz6P5w21Rmt/fezO49FwqDd8nAFmA1kUHZBTR/pO5vQgj06BRy5ThuctkbFqKkVxvgFL06gWIW/DMNDRqiPsfar8Edxrz1dsb2kSdfxo13PzLwVrB+ayF6nZRY/RnXTYKUxGJj/Navvpw3vvzCru7jbMJWkaWrL72YI2++kus/teJNBi3qNWN0NStYIcUzkRB/8o9fa2vo3/DvLuCBxxcaEuTzZscQhoUq5qEUiVBuEVnIoJlBpGN7UQH9TItyv0JLnazNfkhOt3UJF+yd9KKb+QwyuYR0HWQuhV46zBEaMh3HmIyhBaJNp7I2PXhDY/iDMez1k0QnprnhD97Mq198TtO10u29N7N7h665goXVBIsnjqP5Ql5XyqZUxdkgzrZLBrYAU2NhNCOAsgsVQwGe54BrI4t5jOgUVihCfukZ3HwSAWiBKMGpveTWToFy6uaCa1bQq3LdlGPtx+AOoz+7Hat2Est8+gvfQBm+jlv4yt/bLnoxiFqIXr6j/JnDtz5QUiBMkEyl+OgX7uOOBx87K3KMvWKrClYPXXMZtz3wIxZPHMUIj1ekdss55zIpRtDWAz594hgvetf1JJLphgT591//8/y3T81RWD2GXt7jUnoHh64jk8sY43vQAmccgkHUR7Ram/16s9W1F0CdVsnmlM7cWBjhD2P6I+DkUFJ5RYRusRIt0AIRjLE96KavaWSyYURCqUrxtO6Pksrk0HTRMjXQzb03s3unjj7Duw4fQegW9voptOAYRiBamTBb+d6zoDB4lwxsAfZNRDBiUzip1crsb+U6uOk4Mh1HAZovSH51Ec0XxJy4CGF487+d9CqgoYWnMQLheoPWJMfai8EdViisrUyz6Se/egxrz0UN/96IdXcTvRhELUQv3/Glh5/ihq/c7xmY4FhHgkX9YhjpnWH8ZrtDbBD3YOgaH7j2Nbznf92BLGQRgagXunaKNaR4OZlp6QEr18GOLxB3HYxYc72P/3zVa/nEjZ+luHIMPTKFEgLlFHDi62iBKL6Z8xGaVvW9gykmbbY2+x3JfcXBA0RCQeLHnvBqnDZrlWyarloj1haaxM2so0/Oo9wiSOl1RUVnEEK01OnfHJFQhWxlHHC74ule7v2Kgwca2j2lXFQxh5NcwYhMoQdjXotk1YTZMiE4GwqDd8nAFuCKgweYm9/P6WOeLK2dWsVJLKJsGyMYQ2kGQtNwswmEZaEZvsoi08b34abiuIklzNhMV5W03WqH92s8mqFduNEzmkWEJhr+fTPrHrUpi40OL2DLc4zDSO8M8zcbHWKDvodOSPE9jx5tWpmvlMLZWES5DmZ0uvL3Ru/xv//nXwHg03d8g2JiEekUQSm0YIzAgRd7ab3q7x5yMWm/7YdfevgpkqkE0s6Da6AHoygUTnIZO7GINX1eTYSxkVibm45XxNo0w4dyC2imn6sufWHT666ZaSHd+tbQFsXTvdx7I7unlMJJrqGcPMb4HmQxj274kXYWPTyOm17HSa9hWgEvSnIWFAY/p8nAVnlRZzbJOk4u40kPKdAtn5cS0HTQLYyJvahioWaRIQTW1AHySz+luPwsemi8FKbTIJ9qm2Ntpx1ebWzztjOUHvl2bVBCKS/fKhtXFFWz7lEr5Gn2PK+69OCWDoDaDoI06N8c1j20S/O0qrFRTgEnuYwZm228dje9x//+n3+Fv3zbqyoKhJlsnjsffgzsfGmM7dYVk/bTfljeZyjwHzh4pj1ZSoQVANchGovW1b80HJ+eTyEQSCXRbA1pFPjoF+/ljoeONCR51REGZRfqWkNbFU/3cu+NiENZ50XzlaKxSqKFx1Ap6cnTGxZONoEeiKGcwllRGPycJQNb7UWVN8kf/69bWf3pCYR0Uf4IRmwCoenY66dwUmulQSElkaFKm6GBphRudgM3uYwCdH+UiQMX8De/+x86vt52xvad/+HyofTItytolHYea2wOZeeB+sOzmnUPK3rRC1o9z4/cdgrpFDC7HHbSCwZFkLohx5t/UylVaV8VgQhONtkVKRs2yWuV5mlVY+MkltF0w9PsEPWRq0bv0W8Z/Mlv/GLl/9/+0CVDqY9o9776KSSu3meaWd+erBSk0tmG+2yzWNu9P3iaO+//V5Rjo0em0EyrJcmrdIP83S0U4wveHJgOi6d7ufdvP3oM5bq4mQSaL+ClaEs6L+gGyrW99IgvjOYLesQol0BmE8hwhrn95+xYcbZqPCfJwHaFmd/48gv5/9zgx/BH0Mfn0DTD84hdGzefQtk5ZD7jdRAo15twWMhSXD2K69r45l5QutYCspAhnSt2/NudGNvbHzzC9PQUK4unB9r21a6gUfcHefuVV3jdBG0KHkdF4a/d87TjC8hcEmlPoVe1m5XRK7FyXMm3Hz3mTZtUgitedB6o9gVw7QhSt+S4+rCQxWyN54imIQwfp08c65iUbTfJa5ZOmJjdy4Zhgd6snqD9exyGoFcn76smbJ9YRjP9Xr5dKaSdR980W6Uam/fZ5vZkJWWlLbMRyuTLcSV/e8f9CKFhTs5X/t6O5F196cU88Ngr+KfPnuyqeLr69zspov7Sw0/xvpu+jZte82ocQuNo/ghaIOyN13YdVD6DHh6vtGmbkwHcXAw9nObP/9Ovc92vvXxHRwTKeM6Rge0MM9935DjpVAItPI7QzTNjkXXTU+nKZ3Aza+jhSUADpbzCmcwG1vQ56MGoVzPgC6KHxru61k6M7fLyCu9+0xXc8OWNgbd9dZK7fdlF+9t6UKOi8NfueerhKdxsEje1il5lBCvX2QOxuv2hJ/izj3+Z+ImfVjpOPhaIEp6cw81ne45C9EKOy4cF0qkMpCmLaSnH9nKqG6f5h7u+19HB1ynJO7mWbFjvMgg0OrQvu2Sen//jj/eti9BLAWozz7+b93X1pRfzyJMv49N3fIP86jGvNsewsMbmePuVV3Q/5rh83x3us35I3htedhE3f2O/J1Cl622Lpzc/Ly+F0dzmAJXnaI3vpahpqHwGp5hHK2RQCk+6PTaNHppAVkdG7Dx79p971hABeA6Sge30QBY30iB09OA4MrtxZiyyXQDXwS1kcJNrmDMKO7GE7guUwmRjnkhKH72tnRrbC/ZO9jwXvB06mfXezoMaFYW/ts/TsDz1NdMaCLG6/aEneNff3URx6VnQDIzIFApQ2QSJ448jNB3NH8YIjdV9tpPccLfkeG4sDELHWV9EOXn0kJfTlXYeN7OBzCdx0uvcc/c3ePFCnA9c2zr91snhoxybwzd/s2l73yBqgBod2p14mNC4KLdXtOp5P3zrfV21zN149yMo04e15yKEJryWPzvPjXc/wssu2t/1mGPofJ/1E8m74uAB5uZmWDp1Ci3Y+hpaRUp+cP07Gxb4vuS6G2qeo8+wcFJrOLkkzsYiwvSjBWIoBPbGIsrOoRwbaecxIhO87qVXnDVEAJ6DZGA7w8xlKVYjGMV2cl6boW5gp1ehkEcYPvTIOFowhrN+EkdoaLqJOXMemhWs+75urrUbpv/LLz53aHMK2nlInfx9FBT+Onqe/jDvftMV3PHgY30RK8eVvO+mb2HHT6NZ/srBC0BsBicdx03FsVeOoQdjXXWc9EqOrzh4gLFomKVTT2DGZoGS9G5iCeXYKNfFHN+HEoKlhWfbpt/aHT5OYhlVzLER19GCsYaiVV/7/k+GUgPULqoF3sEyqN9u6flf/zlwbLTqNVCFVi1zlZoOU0cEIsjUassxx4eueRXv+dBnKa6ewAjGEL4QSjpd7bN+IgzdhPq7jWzd8+jRunUvfEF08IoW/d6YbWGYOBvLoFz0QAQMH2YwhjDMlmRqJ+I5Rwa2M8xcbfCsif3YyVWKK88icym0QATdMDEmLsac3I9QEntjCVnMeZreDdDNtXbL9KsP5e3oXW+F7Z6y6LgS6SrCAT/JjRW08X11xWXl5/nnV72CSy86UJPjf/XPNFdNa4T7jhxn6dRJQKH56lUsNX8YZReQdg47fhIjOt0xQeqVHBu6xht+8UV8+if/Bzfn6f/LVByZzyJ0A80fxAhPeFK8oXFkIdsypdXK8LvZBMrOovmCXiFf+drK9RlrJ/jk576IFhxHb0AUBlED1Cxq1ctB1ArtIjXF1ePIbBJftH4PQ+OWOXQTe22hpqbDy4tHmkYWb3/oCQ7fei/KKeJm13ESi2hGACM2xdz8gY732WWXzBOLhIgvn8aIzdSE+aF9hKHdXn/jyy884+FHpkrdB57N1CJTuE0IT6N1L4veqGvl5NGDE7j5DLKYA6eIHh7HnNyP7g9XRJfOBgniajznyMB2hpmrDZ4sZDzDFYigB2OeOpcvjDU5j2Z50wSN8b3YS8/gplfRJvrLO/fqUW9H73ojNMoHbseUxern4ebTuIll3FQca+oAYtPwlNe99AIv31z17L7yyBNdP7vFjTTKLSIQnvjLJgjNQJg+dF+IsYkpUtlcxwSpH3L8+pddxE137Ufms7j5JG56DQwfeiDqrWlNg5JqHR2ktJoZ/vGJCTaUbOwNK4WybZxUnMDUOZXhR53WAHVDdDdHrYZRf9RWoCs45kVf8hlEgxqRzS1zbj6NzKfBLdYMSJPZdU8q2R+uI3rVkQk9PIEem0HmM15q0zA5dM0rO1q/5b2yEV/DTSyViOoMxticN621wwhDq/RhxcMvEZ6yMFFZHElvQng2r/tqXQE9NI7MpXDTK6hiHmH6sNdPgXTR5i+pkJmzQYK4Gs85MrDdYeaaPtwTx1HFHFoohhGYrFTJlqEZFlowitB9A7nWbj3qURH3GRVCsvl5mKXhKfbqcQrLz3i67KXhKa976QUDm7XgpZcsFApcBzZ58Uo6AOiBCB/7w7egaaJjgtQPOS6LaXmKc2PgOl4Iv+Q5yfR6pQobpTpKaTUy/CfjKf70w59HNIheKLuAa2fRTL93CGxCK4Pd77oaRv1Ru0iN5gshTB9ONoHViAxsapmT2STSzmPGqt6tYaIb49iJFVCSmcgZifRmBEcLRiEYxU2ucPjW73DVpRe3XFc1eyU0js8fxtlYxk4u4WbimBPz7OmiJa9Z+nBxI43Kp7ELabCLFWEi5Tq4mXXcYrrhuOTN675aV0AV8xTXjnuDlAwfWjCKsovYiSWE5feUJH3Bs0KCuBrPOTIA2x9mLhu867/8MH/9T19C+MJePgov71rdy6v7w7z7N17FHQ8dGci1dtrmtFVdF+08s4aExC5y+vizvOt/3MSRN1/JoWsu2xLJ3UbPwwiNoQdj2HFveMrH/vDN/NIL9/Pzf/zxgT27Kw4eYHbvPk4mlrzxu0ath6zyGU/ide981ymIfshx9Wft9EaJpAika3vXZPkwwpOeQptT7Diltdnwt1YIdMEpIkzLG8+9Cc0M9iCI7jDqj9pFapAORmTam7jY7n0JQIBoMh6w8t+rMlyDIDgN94rpw5oNYU7sxU6uMDE1w79+8HfxW/0dQTPREE4uiSrmalNIhgVhCyex3HBc8uZ1r7RSxER3cdZOgAJzaj9OcrWUWhFouoGTTaClVrGs/WeFBHE1npNkAIbT+9sNDF3jul97Of/0rR+wdOoUyjbqerWV6zB57sUcuuYyDl1z2cCutZM2p63oumjnmTUyKqqQxS3plLvpda7/xxVue+BHfODa1wyVxLV6HkIIjOg0qWwOTRM88PjCQJ9dWWP/XX93muLSs0hnxZvnLhQqm0QpiTV9Hu9/26uH1vbZ7rPvu+lbnHoyiZNYQg+Po4fHMcJnhrn0k35rFb0QQkfaBYzAmCcWswmNDPagiO4w6o86idTs2X9Oqavg3pbvazmZwQhEcTStMhNFaIZXBJjPIPxBDF+E5eSZ6YGDIDh1e6VqyJAQOkZ0mo1kigceX+g/vK68/ykaS5krL7nWcFxy9bo/tbCAm01CLoWSEmNyP5o/gshs4Gyc9obKOTY6UFx6Ft0fAenseAniajxnyQAMZoBNv7/vKW3dROH4EdAMz8gbXsuYUpJkIsmXHn6Kqy+9eEuvddhdF514ZmMhf41RUYVsjU65MTaLLGRYPHF06GmLbp/HoJ+dd1/XVnQGnPRqZbLl5Pzz+Zt3vGGobZ+dfPbwrQ/wkdvuRrkF9PAUGBbSLvSdfmsVvZC5JEZoEmGYdV0U0JiEDIroDqP+qNNIzdWXXsxVl17U8n2Vpwha/jBuLuUJm8msl08Pj6P7I6jSv6v5TJ8Ep3qvbB4yhKaj+UJomj6Q8PpyKuOlMPIabma9VBehV9QKNV8QzR9uOi756ksvxnUl/9en7mQ1HvCKYN0iqpBBUiIxro0qekWEWCHc9Br5E4/h23fxjpcgrsZzmgyMAt748gv5s0iMeNzvCbbYOdB0jNgMRngSWchsS8XqMLsuOvXM/vSqy84cqiUBpmqdcqUkoqhjhNtXq/eLbp/HMJ5d+dDdrEDYbWqgGfohx4au8f63/hIHz505E2EopAeqUdEoejG3b57XvbQz9coyBkV0B1V/1K1YTrXCYKdkxZycx6jyzoXpw02t1pGVQRCcyl7JJrGTSzVDhpTr4KZWcYXg6VNrLZ9LJ5gbC6P7w2j+MDKX8iKrBVlRKxT+CAKa7rXbH3qC6z76RU94aPZ5OLqFXHkWO7nqrRFN83RhrDya5UfZOTTTh/D5G85m2MnYJQPbjPuOHCeVyWLtudCTH940M1xozfW3h4lhdl106pmtbqTPTC9TCjfvtbBV4LqeZKimD72yt9vnMaxnZ+gaV/7ceVz5c+d1fxNbgGGm31p9dyfqlWUMkuj2W3/UrVhOz/UgqVWPrBgBL6KSWm1IVgZBcK44eIDp6WlOPf59gJohQ8KwUIaJUnDb/Uc49JbL+1obmwlP9fwEYfiQDQhPGY2cEs2wkHYee/0UMrOOCEQworOYoRiapuOk4hiRCfSxvU1nM+xU7JKBbUbFSzEthNDqMl/bVbE6zK6LTj2zqVjozKHqC3qCKVWtdbKQ9ti/0Xm1eq/o9nmMgjDSdmGY6bdm390NCRk00e2mKLf636wlc1z30S8MtVunF7LSL8ExdI03X3aQDx15GAVojl0TuheGHyM2w8rKat+HaU27dpnwmK0JTxmNnBLNF8Q//wKEEBRcG+ELoQVjCE1H5jPooSjm2B4wfbjFzFnTSQC7ZGDbMSpa+40wrK6LTu9532T0zKCVzDpKSaRTRBN6zfQyIQSyi2r1XtHN8zhTWPdtlk6dQBWyoGlMzO7j8H/+92eNatkooVMSMgyi2+63N0cAEDrk0ygB5uT+yr8bxoyUXqI1/UZ4Ltjn6RMgXWQhUxO61yOTCMOPm4kP5DDt1U41c0o0fwhr7nk4+TQqn0Lmkmi+YE1RrLQLZ1UnAeySgW1HP17KVigD9moUWl1bN/fsfcY7VE89lcRNLENovGZ62ebPDBPdPo9cJom9vojMJUDorOYz/F+fUui61jMhGDVFyJ2IrWwvblQs6+bSFOIL6IFITddFGYNOe/USreknwlPO5WP6MQQ1oXshxMAP017sVCunRA+OeSqxGyexZs9HMwMgvDolZedxs0n27Js/azoJYJcMbDtGVRmwnwOn3bU1vWeniJteReg+rrr0hZXvq1Srf/5+PnLb3Ui7iBaZQgyoWr1bdGIkNw8WMif2VQYLrf70Ud71t0n407d1/a5GRYCpE4w6admK9uKmIj66p5CnXBcnvYZpBWokrZulB7fjmfbym9WEX2sgnTwM8t4teWnplAiBZlmYY7O4uTRuev2sH1QklFKNFSmqkEwmicViJBIJotHGRV+76A+NjfxMR8qAopRrLB+KH35vf7nGfg6cbq6t5nfyaZxcEvDa5XR/uOFvdvOctguOK3nxez/Gycf/N0JQO1gIcNPrIGDfJS/l//z9O7siWcN874NEqzW0nfoeW417Hj3KWw//M8IKVKSSwRMXKy49A0IDJT1VO8tf9XdPY/+WQ79dOeC2gwgOwhbIQq6hkzMK67XdNV76wvO47zsP4mTWvPdn+NCti7KDTQAAKeRJREFUAMIwMcLjI3EP7dDp+b1LBkYInTBwx5W85LobWDx1qsbTKMNNrjC7dx8/uP73ujawjitrvG89MoVmWh0fOL1cWy+/Oeoe5z2PHuU/vu/jOIlFdH+kTkZXOkVkPo05Nsdn3/+OjryZYb73QaMVaVECopEYqUx2aAfaKK2Pm75zhD/6+1vRwxMIceYalFKeln46jtA0LxTtO9Mps/l9DpMINnteg/jN2x96gvfd9C2WTp305mvoFrN79w1dJKwbNHMwDl3zSg7fep8ntx2I1nV6jdKea4VOz+/dNMEIYPNm/I+XvaDp4mrWlqeUQjkFlGZweuEE3370WFftZ96m/TannnoUN7PuebNKIaKlvHwHRU29irnc8eBjgMCaPDOMqVUh1XaLRbU7bDoZLASgHLvjAqqtUIQcBFppSEgVonD8CPF1P9bchRXSN8jq+VFLozTLS3uqlZPIXAI3lwLXRUnZMD04TGnwZs/LUzi8b0C/KUoZEIFAUcjneeCxY4yF/CNB5Juliyp7LhhDmL76Tq8R2XODwi4Z2GZ0a7yajd6sSBm7Dm4xyzs/9Hn++zt/vePpYl7F/gbKtdFjs2hCQ2bXsYs5zKl5NCtYNyt98+bpRcxlpxxyZXTyvjodLCQMs+MCqmErQg4Krciqk1wDzQDN8GTzhTbQ6vlRGaxVjVZ5ac0KogViGIEYUknIxBsWMQ5rj7R8Xtd/Dhy78aTIDn+z5vuDY+DaOBvLLD/xr3z6Jz/gpjvn2bP/wEjUuzRyMHbKnhsUdsnANqIX47XZ05DFLPaqN4Nb84WRhkRDkdxYrXxHqxxttdehh8Zx0+tohokQGrox7k3+Sq0hJgKVxX/nI0/yR5/4at2BeNWlB7tuk9xJG67T99XNYKFOC6hGuQW1Gs3eZ3kqnB6IeoVYyq3xtLo90DZHZy67ZH5LBmt1i3YFwmZknOvf/RtMRoOtI02bnmk5Eoh0UaXhUN3skXbRhuLqcWQ2ia9BSgra78vN368KWYrrJ1HFAkZsBplPIws5Tp88uW1ErR12yp4bFHbJwDah19BftaehjKmaGdwApNcxwhOY4/twU6v82Se+wvtuCrGy0tiTrfY6hFLetETX8aZ+AZrP0zXXnQIgUI7NzV9/EJSsOxA/9uV1IqEAqWSy4zbJrd5wveaTu31fgx4sNExFyEGi6fuULkiJMvBazETthMFuSF+j6EwsGmZ9dQU9PNHwM51O2xuWcmI/bYyNHIDqoWZKuQjN5OmT8Y6vqV20QQuO4SSWPOLaaFRym31Z8/0NpMSFP4K08+jBvchcaluIWjvslD03KOySgW1Cr6G/mrGx8ZO4mTiaFUI6xfqxsbrJ2k+PYIzNoEemG3qyedupeB0Cge6P4GbWIeyRAXTdEwyRLm4+g3CdyuyEyrVWHYj4fWD5O26T3MoN108+udv3NejBQsNUhBwkmr5PTfcmcWYTGLGZ+lHEHZK+ZtGZ+NJpnMSiN7SGelLZjmwMu9agnzbG6mcqVagmEohuePtOCD725fs5eO5MR9fbLiKn+UII04eTTWA1IgNt9mXNsCK7UC8lXmVXRi0VWMZO2XODwi4Z2Cb0Ex4vexp/9g//wmp8AYlA6EaNQpZSCplNIIte+L/c1rTZk/273/nVGq/DiEwi7Wxl5ClSoZSLk15H8wVAmWjBWONrDkRJZTK8+01XcMeDj3XkBW3Vhus3n9zL+xr0YKGtFMpphVYedNP3qUC5DkrJClmtRiekrxydcfJZ9GAUpINyFMLwYUanseMLOOtLaLPn1U0wbEU2tqrWoNfC1/Izffff307h9NMo18GITHqjiDMbaIEw1sT+roaatYvIIR2MyDTCsHral9Xfj3LrpMRr5oqMUCpwM0Zlz20FdsnANqHf8PjVl15MNODjbX+ZQBgWmhmotLyAl6N1s56h2ByShTOeLKp2qI7wBbEm9lfGjrrpdfTwOHP7z+XKl1zATV9/oK5VrvKdpU19wd7JroasDHvDDaIau9f3NejBQlshlNMKnXjQzd7n5LkXk0wkkYUMonQIdEP67jtynNMnjiMLWdzUKkhP4lbzRzAik5jRWezkEubkXoTpr/lsM7IxzEr9QeLqSy/myLHLuf5TJ1BK4qZWUUJgBGMYsTmEL9jVULNOInJ79p9T6iq4t+t9WSM65I/UpR/dfArdH0a5DtIugtBHNve+3Xtuq7BLBrYJgwiPv/pnzmFu3zxLp04hQrXGD+l6veyT+xseXuWD+3QizVWXHuQjt53Cji+gh6cQph89Og2awIhM8/tvvpJD11zGfUeOc/Pd3+voQOzWCxrmhhtENfYo5Q+3q7WyGw+62fv80sNP9Uz67nzkSez4AsKw0P0Rr23TdSpdL3poHC2zhpNYxojNdkQ2dlI3ywV7J9H8UYSdQ+ZTaMoTL3LScQxNIAx/xx52TboxsYww/QghvMJEO4/hD1beyVWXXtT1vqyJEOWSaIYfN5dEBKI46TWUXQAlkYUcbj6Fb2KetWRuUI9q4NjuduatwC4Z2CYMIjze6juc9DqaFcAIROtCsuAd3LgOhz/zDRKpDNIpILNJ3GwSIxBF+MPsOXB+jZFudCBWVzU76XXm9p/b84E4rA03iI6FUcofbpckbbcedKP32c+si7u+dwTlOp6AT/ldGuaZrpdcCmNinvHJKW9Nd0A2dlI3y9Mn47jJZRRghMbqyVBspqti26svvZhHnnwZn77jGxRXj6GcIsKwsGJzvP3Xrqg8r173ZXWEaHHhBG5mjeLaCU+/xBfypgvaBfRABCXguo9+AV3vLyUzSoJTOw27ZGAbMYjweLPvmNt/LvnsDKlkouHn3OQysphlfV1DD8Ywg1FkZMoLv5oW737TFXWzxjcfiEo3kdkEbnYDmU+jWQHy2Rm+9PBTI5VLG1THwijkD7dLVGeQHnQvh8t9R46zkUxjRmeR+fSZAtcSNF8YO7HE7CU/z48+dh0PPL7Q0YGwU9rHHFdy2wNHEHpJo6EBGbJXj7Pvkp/rmIzf/tAT3Hj3I2D68O+5CKUJhFRIO8+Ndz/Cyy7aP5ARymXy9+XvPc7NX/wqdmIF3fKDkhiRiUqdU78pmVETnNpp2CUD24xBhMdbhWQbebIym0DmcwhfELOqK0C3/OiT87jJFe548MccesvlDX8LruLPPv5l1p55DFnMoQXCmJP7MQJRUsnEyPUNX3HwANPTUyyeOIoRHq+Zngbdhfi3M3/YS6HboDyl7fagFzfSXlHb2Az2ul0pcBWagZIOMpdC0w3e8AsH8VtGx2RjlNI/zeC4kuu//DDLJ49jxGZxsht196+cItJ1eMH8ZEUUrNV7ron0VNkAAI3oQGslDF3jioMHePSZ0wgriG/ueQhfEE0zauqc+knJjKLg1E7DLhkYAQwiPN4sJNvIkx2fmCQu3Z57st/48gt5301hr2UxNF6j1w2MTNFVGV96+Cny2Sxuchl79RiaP4weHPNkRl276xD/duQPewnTD9JT2m4Puvz76GZNgauSWdB09EAUzRfk9S+7qKvvHaX0TyOU3+HpE8coLj+LFhxDMyyEFfCGGcmsJzwkJcou8u3v/hvf+cGTbd/zVtZK1NzDincPRiCKFqntKumVUO6UItBRxy4ZOMvRyJM9uZbkTz9yW9uugGab8r4jx1lZWfG0CxoVJ45Q0VW1x+CbOR8nm8TNrmOvLaCl1ph83kH+6r+8nrGQn5u+c2RoY2z79c67Nd6D9pS224PePBLXtAIYdqEyPMbNJZnrcb78KKR/GqH6HQpfGD0UA6GjijmUaWGO70FJF2djEaSDHoqhRyYRQm/7nrcq0tPsHtzMOtLOYk3sR/iCQO+EcicVgY4ydsnAcwCbPdl7Hj3al5e3VYak30O0kcdgBWMoewalXNzMOkop/vKz9zVVaOwXg/LOu3nm3XpKnTzn7fagG/6+YYFrI3NJ9FL1e6+/32n6Z6sK1OrkfJVC+mPIrNfq66a9gkkUICWaYZX0RAJe+quNR9w20uMUQbo8fnyJex7t7T47uQcnvYZpBTyRtBbtn20Hg+2QItBRxi4ZeA6iXy+v25BxLwZ0EIdoQ49BCITlRwDSsYk/81hLhcZ+CMEgvfNunnk3ntJGJt/xc95uD3rYv98u/bOVBWqb32F5yqFdzHkKoYaFm15FuS4IHd0fLkUFqsLuLTziVjZAFbIUF58G3eAfvngvn/jyAz3dZyf34GQT6IEYyik0JJQdDwbbAUWgo45dMvAcRL9eXjdkohcDOqhDtJXH0KlCY695xkHnMbt55p974McdeUp3PvIkn/v2v3X1nLdbgGW7fn+rC9QarV3NCmJOzXtzCXIJ3EwShMCaOQ8jOuWNGq9CK4+4qQ3IJckv/gSUwpq6ED0Y7fk+O7kHmU0gwxnm9p9TR+i6Ggw24kWgOwG71RTPUVx96cV8+L1XMbt3L6qYw83EUcUcs3v38eH3tt7wZUOi+QK4yZVSIZNE2gXc5EqFTJS7GRZPnUJYAa8/3ApUNvPtDz1R992bD1HN9CGEhmb60KPTyEKOD9xyL44r295jjSTqJnSq0HjfkeNtf6cRuvHOO0Gnz9zQtZb3DSWNCaFz1/eO9PScyx70ta88yC+/+NwtL8ra6t9vtyadfJa/+NRd/PO9P+KeR492tDbbodk71Kwg5uQ8xuQBrJlzsabPQ4/O1BEB6EzFtMYGpOMU108hDB/+AwcxQmM9773O7+E8/vw//To/uP73amxON3agm72xi+bYjQw8h9GPl9UuZPvGl1/IS667oSPPGKhcw1I8xeLi8kCKgVp6DB0qNPaaZxxGHrPTMHknntLY+DgbyfRu0VUHaEXsZDGLzKVYfuoYf/o/lxG+4EBSB63eoRAC4RTYc+7zUUqxsngaLH/dd3TiEVfbgG8/+gz/cMc3EVYAlKc3UN2C2+2a6OQe5vafy3W/9vK+lSG3O4V1NmCXDDzH0U+bXCsycc+jRzvazIc/f39lqJGSDjg2dmoFa/Z59DJ9bvO99aPQ2E+ecVh5zE4IXCdpoDf8wsH6ORNKoUoV+iiBcp3doiuaEztZzGKvLiCLOW/WQjCC0K2BpA4MXePQNa/iPR/6LMXVExjBGMIX8jQFSu/w/W97NUDfRZ1lG3DnI0/ippYRmoYrOTP3ITqJZgW7JrD9pCP7GQy2q0DYG3bJwC76QjMy0dFmzq/wkdvuBsSZnGAujVw5ir38LGL2/LrwZ7eHaK8Kjf3mGYeZx+yEwLXzlMZC/po5E6qQrfTuI12Ukgjd5OlTa11f39mGRsROKYWTXPNGCQfCKLuAppkDqzm5/aEnOHzrvSiniJtd98YzGwGM2BRz8wc2ebv9e8S3P/QEN3/9QWQ+49XQBIM1Usfm1DwIvWsC26vH3s9gsOd6JKtX7JKBXQwFnbQuObkkGlGsyfnKfxeBCNbEPMXVY7ipNcREoKZCupdDtFuFxkG0ym13Kx609pQcV1bIipIhivETqGLBU7XTDZzkGiD46L/cz8FzZrc9zNqoIwXYEi+w4UwOp+ANC/KFkfk0eni8Zp0PSk1PD0+gx2aQ+QwyuwGGyaFrXlnzPvr1iMv5eaSLNTGPmymNL6+e+5BaA8PHnh60HHq5vt2iwK3HLhnYxVDQbjO76VUA9MhU7R+EwIhM4uYSFNcWEIFYadRpf4doNwqNg8ozjkIes5mnVCYrv//3d1BYfBrl2ujRKXBdZDaB7g9jTs2j8pltV29r1JESCQUBRSqTG3qbnxeyv4L3XP85iqvH0YJjgEDZBVzHRvP5McLDVdPTglEIejLBh2/9DleV7nEQZKiSnw/GENJF2tkauWN0i+LaAr69F9bsvW5ahrv12EeBTD/XsEsGdjEUtNvMQvd5qQHTqvus8AWxps6luHwUVUjjusWhHaLDzjOOch7z6ksv5sjRy7n+U8cBhcymQNPQQ+PoES9PLIVe5+Fu5WS4hu1l2SSrP33Ua3/bcyF6eGKobX5eyP4+cGxkJomTWAKhIYs5rPG9mGNzFRW9Moatpnf41ge446EjA9E8qE7pCeGrk3tWQqD7I1z72ldUvnsrNBdGgUw/l7BLBnYxNLTazFdd+kI++sV7m6YRMEyMqXn+/K1XMjsRGeqhM+w846jlMasP86LjoEen0QIhhFJ1Q5w2e7hbKbzT0EtWCieXQjN8IEDlUxCMeToRQ9ChryEjoXF80WlUPoOd2UDkEqCbdUQAeg9jd1Jr4+RX+PDnv4Fyi2i+UOn3tZ7J0OaUnvAFa+SecV2kkpW5D1upuTDKZPpswy4Z2MVQ0WwzA55n0yInOLd3X8O2o130js2HuXJd3PQaumGihcbq/n21h7vVwjuNvGRlF3DzKS+EjcDNpdCdAsL0WusG2RLZVDgqGMUXjFJcPYEq5nASy16IvYcw9uYoy0wk1LLWRjpFnMQKKBfNF0RmNmqq/mUPaZ2GKb0qpU43ucJcidhsx1CgUSPTZyt2ycAuho5mm/lsyAluZci8XzQ6zKVdxEkskV/8CYH5F9aHu0se7mWXzPPzf/zxrg6Bfp9NIy9ZKReki9BLpqsgQbpnrmeAOvTtQvZGbAY3HWdsYoJEMt11GLtRlGV6eppIKEAqmWxIku34Am56FT00gWb6QTdqqv712EzXZKib/HynLcO7+hQ7D7tkYBfbhp2eE9zKkHm/aObR6ZYf354LyB8/QmHpaay5CxGGVXcQPPD4QtdTE/t9No06UoTQQdNRroNAgKaBdkZBstdcfSPi0knIXhgmh972K+ybjHY9e6NRlGVl8RQKAYK6g9nNJlCFDJpuYMSmEKL0G1VV/zKbRPgCXZOhTvfi7lCgsxe7ZGAX24qdlBOsPjCePrXGR//lflQxvyUh837RysvVrCDWngtx4qeQuYRXN7DpILjpO0c6PgQGlU5oFL4Wpg/dH/EmTgrQQ+MI40w4vZdcfTPictUrXthRr/u+yWhXXrDjSt5307ew0xsY4XG80YPCm8IYiOAmlglFxwhFx1hbi1cO5vGJCdaLORzwyJBRW3yr+cK42XUM09eTWFYne3F3KNDZi10ysIttx07ICdYcGK6Dk1xGuQ6+PRcMfMhRIwwj5F4NPRBFxWze8Ruv4pIDs3W/0ekhMBMJ8Sf/+LWB5JSbha/1QITixiK4RfTINKqQQ2kaKp/qOr3Uirh89F/iREJBT5hqgL3uh299gFNP/hAl7UrOX+gmCsC1UXaBRGIJ6/kv4d2/8Sou2DfB3FiYk/EUf/q/Po+O8DQHwps6cXQdmU8TOzDW9JraraN2e3G3///sxS4Z2MUu2mDzgSGk64XRXRd7dQFzar5GKXHQedNhhdyroVwbTTd51c88r+E1d3oIIBhoTrlR+BrXwQyP4WTTFFePIQAtEGVi/vn8zTve0PEz6aQYjoAPYQUGVtdy+0NP8JHb7sbNrGOMzSIMC5lPU1x6BoTCnDwHLTSOzMRZXz7NDV+5nw+/9yp++cXncs+jRxG6gRGMYju5Gi0AJR1kZgPNCvBbv9q46HYQ62i3///sxe4b28UuWqDR9DRQCKFhRCdRTh43tYZSqvIZoZsoORhd/zIR6WbyYyOUD3OVSzb8u8olmZ2daerRdToZbjmZ8Q6aFumEbp/N1ZdezA+ufye3HPptrv3Vy8AwEYEYvvlL8J/zM1h7LkILREnl8x1/J3TW059KZ3nXr13e03TPzSivJeUW0MPjFZEiWcgiTBNh+JAFL4IjTD/mpul85XconSJGdAZh+pG5lFdLYBcQhsnkeS/i0Fsur/vtQa0j6G/i6S5GF7uRgV3sogUaHRjVRWyaL1zX3jaovOkg27gG4dF1UmR2z6NHh5JTNnSNKw4e4I8+8VWQEjM2c+aPVhDC412nZzothrtg3wQ/uP6dfde1lNeSHp4CqXAz6+APIgsZNNOLLMlCFoGGMTbj9fwLURNJed1Ln88nn3wMJ7PmaS1oIDQTzfBhjB3gb97xhrrryhcd/uJTd2Gn1jGj016tgRB9pbV2Uq3PLjrDLhnYxS5aoNGBUV3EJkKxuva2QeVNux3j2g6D6N5odwgMM6c86OfRTTHcIOpaKmvJtDAikxXZXxwbZfq9UH8uhR4eq8gbC91Euim+/egz3PnIk9z89QcRlh9Dn0E5OZRt4+aSCMPgt1/7srp3ePtDT/AXn7yT5Z/8H4SmI/MpdH8EIzJZaSPtNa21E2p9dtE5dsnALnbRAg0PjNL8BGlncZOroBsohBc6H2DedBhtXIPw6FodAsPMKQ/6eWx1MVz1WtJ8QayJ/RTFKdz0GuSSKKGhBSJYEwcqB7XKJXGSy/zDHd/ETS0j8xmsiXmMsTnQdY+EajpuNsnXvv80f/X211SebTk1YKfiCM1AC4+DdL0WRDuLNbEf4et+NPEuzk7skoFd7KIFmh0YomTMC4tPg254oV7dHKhGwrDauDrx6PrpXuglAtHJ7w36eTQaQKT5QiCdoRTDbV5LwhfEmjkfocDJbiAQGLGZihKkKmTJL/7Ek4e2AojS3IjawzzkfXmwNp1Qk2KKzSDzaYSUXoogbOGm13HSa5hWYKjtgDtJlOu5jl0ysItdtEBLT7eQwZo9n3f92uWV9q9BGrvtauMaRNV5NxGITn9v0M+j0QAiYfowItPs2X/OwIWvmq0lIzqFk11HKYkIREAppF2guPg0KIVvzwWgFK4ELRhE+EM1h3klnVDl3VenVIRhofkjyOw6ujEO4H1HLuXNH8inRnYd7WLrsEsGdrGLNtgupcTtaOMa5PyBTiIQ3fzeIJ9HswFETjaBMCwOXXPFUN5rs7U09byfBSSpTA4nvYYq5pDSwZg6B2EGUE7BU1t0Ha+bouowF5a/zruvnUQoMKKT2MUcbmYdzRcGoaHsPHZyBTMyPtLraBdbA6Gqe6KaIJlMEovFSCQSRKONi3d2sYuzHcMMebb67sYe1kyFiAzquhxX8pLrbmDx1Kma7oUy3OQKs3v38YPrf28g993r77V7HsP63UGi0TsDT5Doxq9/l8TqIsX1kxihGJo/hh6ZxE2ted59aNxr68wlsWbPR/OF6q75nkeP8tbD/4ywAhVRLFnM4iTXkPkUyi6gpMPshT/HX/3Ovx/owTwKz3cXZ9Dp+b0bGdjFLjrEsKqn24VTW4XcBxmKve/IcRYXl8HwIQuZM+OM8aYFohssnjzBt394jCtfcl7f933fkeMsLq2glX5PCN2rBSiPT25S5d5vEeSguxJ6QaO1dPtDT3DDV+738vzhCdxCBoSOzK6jijn06GSpr38ddAslBLhujc5Dq64OzQpiTnpRBiexzMTsXn74sT/Abw32GBiF57uL7rFLBnaxi21Ep+HUZofHIEOxdz7yJHb8BELTQOKNxi3J5HqKizaqmONdH/o8f/N7v970uzuNVNz1yJM4qwsoTSCUBE2vaXtrVeXejJh18ttbNWynm4hNnaaEUhiBKG5mHT3sFQ2qQhZjch9uKo4dX0D3R5BKMtcgXdU6pZLCjEzw17/z+o6IQLeRp91hRjsTu2RgF7vYJvQjKjToufK3P/QEN3/9QWQ+gx4aRwsGUbk0heWfggJj6gCaL4QENuKrTclGp5GK2x96gpu+8SBuIeX9ni+Mcp2aSnlVGpjUaZV7p7/da1dCN4ditxGbOm+6un01vQ6GhZtNIAIxhOnDt/dCrn3tK3j9yy5qeh2DqHXpJfK0O8xoZ2KXDOxiF9uEfsKpgwzFlokF0sWamPfElHxB3GIWoXtqdaqQQbo2RngCY2IfMrVaRzaaRSpOnzzJuz54Cw8+5h1el10yz/tu+hZuPosRmcTNpdB8QbRNbW/C8DG3b76jKvduoiS9dCV0cyj2ErFp6E1bAYzIDE5yBbeQRhay6OEJ9uw/d2AiUYN6ptXYHWa0M7FLBnaxi21CP+HUQYZiK8QiGENIF2lncZLLuLkEmH6EVLjJZczJc9Ajkwgh6shGs0iFUi7KLlBcWuCfPnuam+6eJ2BoJE4+jdB1lOPgZuLIbBJjbBbNHwLDori2gG/PhR1VubeLktiJZf7iU3eRKdjsm4hwxcEDXXUldHMo9hqx2exNVxf74boIKdGtIP/hlb/AJ6779YGJRPX6TFtFnnaHGe1M7L6NXexim1B9ADRCq3BqP5/djDKxEIZZEVPS/FGkXQC7gJQOwgphjM9VpjNWDxxyXMn1X36Y0yeOgeGrDG2SxSzFlRM4yWU0K4B0bVQxz/qzP8RePQqagRGbxpyYBxT22gL2+mlkPoMwLH7zyl/syPttFSWRxSwyl2L5qR/wp//zJt56+J95yXU3AHQ0bKfRoCohNDTTh75pkFC7a4HaiE01qgdJyWIWe3UBmV1HM/1ooZinJWAYfPWRH/Olh59q+0z6Ra/3UcbuMKOdh93IwC52sU3oJ5w6yFDsZq9U+IKYk/uRxSxCN73+diXR/GeIRZlsPH0y7rWRnThOcflZ9FAMWWqFc+IncdZPeZ+XLm4xhyp3DRg+ZDaFHoigB8Kgz2MvH0XmUmj+KGiCrz3yY25/0XltD45mUZLKoVrMITQdEYwgdKvi0X/4vVe1HUDU6aH47UePoemCL333cVQhixaINP73TSI2ZW/63X9/O4XTT6NcByMyiZIOKrOBFghjTexHFjJ1HvkwWl4HEXnaHWa0s7BLBnaxi21CP+HUQYZiG7eh+THCk14bm3LRQ+MI40wxmMolicRifOzL9yOLOTRfCC04VmmFc5LLuOtLYBroVhSpJJpr46bXEIGYN+0xs4YxNoVSCjexDALv0NZ0jMgEG/F4R10RjQrWlFI4yTWUk0cLhFF2AU0zG4a5W4XQOzkUnfwK7/zQ50nn8riFDM76KYxiHnN8rjJjoPLcWkRsrr70Yo4cu5zrP3UCUMhc0uuwCI9jhEsdFppek54ZlsrfoIoAd4cZ7RzsUrRd7GIb0U84dfNnnfQabmaDSCTKO3/tMt748gs7uoYysdB8AdzkijdwSSn0QATpFJDFPMJ/RibXTa6A5QcFslgKnwciGIEoOEW04BhOchUnu4EWGEPoBth5NF/Y87Cli9B1hK7jpOI4iVWUXUD4Qt4IX8vEHJvzNPU3heEboTrEXoZyCsh8yutSyGfQA5GaQ61dmLuMdukYN5fETSyT3FhFWAGMsTn00AT2ximK8ROoQrbm36tcktnZmaYRmwv2TmJEZ/DNPR9r9nx8M+djTsyfmTBYlZ4p1zIsnjqFsALo4QmEFahEPm5/6ImW99YKjZ5pN/exi52HXTKwi11sM66+9GJ+cP07ueXQb/M//+Aabjn02/zg+t/ruFr8B9e/k3f/xquIhiMIAclUio9+4T5ect0NHR8IDUkJMPW8n2XqghcjoIaovPvXLyeVyda1wgnLh5NYBukgUMhC2huxa1oYoTEQGsKwUE4BIzTh9crnE6Akqpivm9rXyaHdkMw4Nsou4OZSCMtXGQlcRvWh2gqtDkWlFPbqcYRhYI7vQzN9aJqOObEHIzqDk1jB3lhEuW6FRLWL2MyNhT3ypOlovhDC8tdcd9kjn4mGuqpl6BYNn6mUHd/HLnYedtMEu9jFCKCfcOqXHn6qolynBccQPYoPNcvxAnX/7XMP/LgufF4uPiyqBe8QFCCzKazJfejBGJg+tGIWmU0iiznMiQPo43ugmAN/EJXL1Eztg867Ijb31LulVkg9EEEPT4LQQKnKwdpNmLtZOsZJroB0sGbOrzmwNSuIOTUPmo6TXkMz/QhfsKP+/k5rQVA0Votso97YDbZrJscutge7ZGAXu9jBGLT4UDNSsvm/NcspV4oP8wnc0Bi6FUToOmg6oNB8YeyNJYR00INRNKGhdB2Vz3oHd3SycqBB+0N7c/Hcv37wHTzw+AJf/t7j3PyFu7BTq+A6OJvUDbspsGx2KI5NTJMERLC+uFCzgpjT5yIsP9f8+yt44y9e0lHxXKe1IF/9/lP1apH+CEZ0Es1qrd7YDXaLAJ872CUDu9jFDsZ26cC38mA1y4/QfegBH9bc83BTca9fviBB0zBjs17KoNRPL3QTEJhT85XWxTJaHdrNiude99Ln8/n7/jeYfvRABCVdhDC9mopc4v/f3v3DtlHFcQD/Pt+d7cT/YjupqZNQESEBoksXJMrSBTqwoMLW7EAZujJUAqSqUwcqVNQBlgJCUIHECgUJtcyoQ5EqAW2hsZo2SWM7dnL23XsMlwuOe07s+HxufN/P2sh1+qS+3/v3/UEbz0BP9tapz2tSlFJh/tzljpfsIC1osQTeePmFnv7td1uRA3gsLRK2BVl/hGZj3dmVEL2lN+6ElwDDgcUAUcD8fAo2rBz43VawerYICAWYdWjpKWipPFTThDRrMCZn8cl7J5BPj+P+6hr+LC3j0x+uQW3UIIXW1auITkFA9xcW8NmtmxCxMUQnZyEb+a3wHhHRnba/4xlcOHWi523u9knRsmXHgsh5zfAQE7kpSKlg2bKnMd7pyObI6Uvb0yLjCUA3oOlODwO7ugzoMRzsMr2RCGAxQBQov5+CDTMHvpsVbPvvWjw053nefPhQoeuz6Z2ORsRYGubiX9C1ApRS2zr1QdqQtg1IG/n0WN+/f6eCyF6voLn0DyAtVADMn7u8pzH2WpFfvXHnsbRIe80pCEREB7TN9MZid+mNRC4WA0QB8bvLIDD8HPjWFezCcgVL5RomJ5KYSMRx7PDTXZ8393I2vdPRiFI2IkYMyqpDWSaEEXfik404AEBICbu2goXlCq7euNP37kx7QWRtPIRdfgCh64gemIMYT/c9xq1ad4KEiCGam4VVXYa9UYWSdSghoMVTmD/+Ci/4UU9YDBAFwO+Lfq4nIQde1yJYrW3g/PfX+9rx6PZsuuPRiFLOk0IlITfqULYFtP+I3YSymjj71U8oV9Z82Z1xC5lfbtzFOx9/i4oAjOz01guDfse4lWdaZHQMetOEUjZg25BK4vWXntvT51N4cQ+JKAD9Zr3vZNg58F7hNzDiKN29jXfPf4EPv/51z+/dvXgFASmzvtnboAS7uorm8r+wVhchG9tDf6zyA8j1KlZXVnwN6tG1CCKawNr6BrTU1Lanhq5+xtjlmXsgBEQ0jkgsAWWZeIphQLQH3BkgCsCgL/oN6wmY146HbNRhb17aay49woXPl3Dl2k18NN9fRK6r/WhEmXUn7a9hQsQT0BIZCF1H81EJqrkOY+oZCE2HXS9DNeuIxMahZw5sfZ5fK/egLnO+efQwLl4poblyD1py0glxYkdA6hOLAaIABHHRbxhPwNp3PNzmQMpy4oeRKUCZNSzeu+3LmTmw/WjEWemvQZrr0MbSkOYatPEMYoU5SLOOxso9qAd/w8jNIJvLYVVJRBJZz8/t9xnmoMe49fKptEzIegV2vQJ9LA0RTzIMiPrC8pEoAKOa9d7a/ri1OZDT2MhARDMgRARaItt3RG4r92hkIpeDVVve7Jvg/L3G5Ay0VB5GfgZjMy/CSE3i/ZPHcWb+NUDTIXZYuXcTUdzJIMe4/SjGyBVhFOacIsyI4tSJY11HWBN5YTFAFIBRzXpvXQ23NgdyKWk5UblC8+XMvNVbR5/HmZOvQs8WET34LKKFOei5luAiISDiSUA3UMilMJ1L7dh0qN+V+6DGuP0oxu1DoEXjiOZnICDw3W9/7Ok7E7n21/88RPvYsC/6DcK21bC0ASkB7f/Tx9aOgf2uvL1M59PQYgkILer0AGi7uNc6wQexOzOIMR7k5VMiF+8MEAVo1LLeW8/vm2uPoJQN1WxARQTURm1bx0BlNXwPQOolZyGoZ5h+j/GwUiYpXFgMEAVs1LLe3eCdD778GaVbFVjlRWjJLLRkFnoyv9WOeBABSL1O8EF14vNzjIeZMknhIZRSarcfqlQqyGQyKJfLSKe9t6qIKNwsW+LsN9dx8cqPULbp+extUMch3jHPBzpO8H72hxg0y5Y4cvoSFkslaOnHdz/sykMUitP4/cLbT+zvQMPT7fzNYoCIfNXrxOyX/TTB98p9TSDNdc/dj/1654QGj8UAEQ3NKE/MwzKsIov2NxYDREQjhkUW9arb+ZsXCImI9olRu3xKTw6WlERERCHHYoCIiCjkWAwQERGFHIsBIiKikGMxQEREFHIsBoiIiEKOxQAREVHIsRggIiIKORYDREREIddVAqGbWFypVAb6ZYiIiMg/7ry9W+eBroqBarUKAJidne3zaxEREVHQqtUqMplMxz/vqlGRlBKlUgmpVApCCF+/IBEREQ2GUgrVahXFYhGRSOebAV0VA0RERDS6eIGQiIgo5FgMEBERhRyLASIiopBjMUBERBRyLAaIiIhCjsUAERFRyLEYICIiCrn/AOv6d4RfQh/LAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "kmeans = KMeans(n_clusters=1, random_state=0).fit(embedding_cluster1)\n",
+ "plt.scatter(embedding_cluster1[:, 0], embedding_cluster1[:, 1])#, c=y_cluster1, alpha=0.1, cmap='tab10')\n",
+ "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) \n",
+ "\n",
+ "indices_black = np.arange(embedding_cluster1.shape[0])[kmeans.labels_ == 0]\n",
+ "\n",
+ "plt.scatter(embedding_cluster1[indices_black, 0], embedding_cluster1[indices_black, 1], c='black', alpha=0.2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Performing optimization with 813 fixed data points.\n",
+ "Correspond values has 813/813 indices, from 3419 to be projected. \n",
+ "Initial low-dimensional representation: done in 0.000972 seconds.\n",
+ "\n",
+ "Embedding level 0 with 3419 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 1.431064 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "\"\"\"\n",
+ " Do the same as in the previous example\n",
+ " \n",
+ " Here (and for possibly subsequent levels), we have to indices = indices_clusterLevel[indices_black]\n",
+ " \n",
+ "\"\"\"\n",
+ "points = embedding_cluster1[indices_black]\n",
+ "hUmap.fix_datapoints(points)\n",
+ "\n",
+ "embedding_cluster2, y_cluster2, indices_cluster2, indices_fixed2 = hUmap.transform(1, indices=indices_cluster1[indices_black])\n",
+ "X_cluster2 = X[indices_cluster2]\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_cluster2[:, 0], embedding_cluster2[:, 1], c=y_cluster2, alpha=0.05, cmap='tab10')\n",
+ "plt.tick_params(axis='x', which='both', bottom=False, top=False, labelbottom=False) \n",
+ "plt.tick_params(axis='y', which='both', left=False, right=False, labelleft=False) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Using 'transform' method for projecting based on class"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.000605 seconds.\n",
+ "\n",
+ "Embedding level 1 with 1321 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 0.625532 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "\"\"\"\n",
+ " Make sure to set indices=, and class_based=True\n",
+ "\"\"\"\n",
+ "\n",
+ "embedding_cluster, y_cluster, indices_cluster, indices_fixed = hUmap.transform(2, indices=np.array([4, 9]), class_based=True)\n",
+ "X_cluster = X_1[indices_cluster]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_cluster[:, 0], embedding_cluster[:, 1], c=y_cluster, alpha=0.6, cmap='tab10')\n",
+ "plt.show()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.001502 seconds.\n",
+ "\n",
+ "Embedding level 0 with 6994 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 2.719875 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "embedding_cluster0, y_cluster0, indices_cluster0, indices_fixed0 = hUmap.transform(1, indices=np.array([4, 9]), class_based=True)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "yy = np.array(y)[indices_cluster0].astype(int)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding_cluster0[:, 0], embedding_cluster0[:, 1], c=yy, alpha=0.6, cmap='tab10')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.13"
+ },
+ "vscode": {
+ "interpreter": {
+ "hash": "621b0173ecd44305b25aac7b243b5b45492d2735b523ac882596fbeccf29ca34"
+ }
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/notebooks/whole-level-embedding.ipynb b/notebooks/whole-level-embedding.ipynb
new file mode 100644
index 0000000..be12c43
--- /dev/null
+++ b/notebooks/whole-level-embedding.ipynb
@@ -0,0 +1,434 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import umap\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "\n",
+ "import jscatter \n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "import humap\n",
+ "from datasets import load_dataset\n",
+ "\n",
+ "import time\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 4.04 s, sys: 10.8 s, total: 14.9 s\n",
+ "Wall time: 49 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "import pickle \n",
+ "\n",
+ "with open('./../datasets/arxiv_titles/embeddings_0.pkl', 'rb') as f:\n",
+ " data0 = pickle.load(f)\n",
+ "with open('./../datasets/arxiv_titles/embeddings_1.pkl', 'rb') as f:\n",
+ " data1 = pickle.load(f)\n",
+ "with open('./../datasets/arxiv_titles/embeddings_2.pkl', 'rb') as f:\n",
+ " data2 = pickle.load(f)\n",
+ "\n",
+ "data = data0+data1+data2\n",
+ "del data0\n",
+ "del data1\n",
+ "del data2\n",
+ "\n",
+ "documents = [d[0] for d in data]\n",
+ "sentence_embeddings = np.array([d[1] for d in data])\n",
+ "del data\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(2250000, 768)"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "sentence_embeddings.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "N = 100000\n",
+ "indices = np.random.choice(sentence_embeddings.shape[0], N, replace=False).tolist()\n",
+ "documents = np.array(documents)[indices]\n",
+ "sentence_embeddings = sentence_embeddings[indices]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "L0 - 100000 data samples.\n",
+ "L0 - Fitting: done in 94.259552 seconds.\n",
+ "\n",
+ "L1 - 20000 data samples.\n",
+ "L1 - Selecting Landmarks: done in 0.264769 seconds.\n",
+ "L1 - Constructing Neighborhood: done in 25.438246 seconds.\n",
+ "L1 - Sparse Similarity: done in 0.278487 seconds.\n",
+ "L1 - Fitting: done in 0.498057 seconds.\n",
+ "L1 - Associating data points to landmarks: done in 0.052607 seconds.\n",
+ "L1 - Construction: done in 27.386200\n",
+ "\n",
+ "L2 - 4000 data samples.\n",
+ "L2 - Selecting Landmarks: done in 0.039919 seconds.\n",
+ "L2 - Constructing Neighborhood: done in 0.919506 seconds.\n",
+ "L2 - Sparse Similarity: done in 0.045108 seconds.\n",
+ "L2 - Fitting: done in 0.060190 seconds.\n",
+ "L2 - Associating data points to landmarks: done in 0.004880 seconds.\n",
+ "L2 - Construction: done in 1.346612\n",
+ "\n",
+ "Hierarchical Representation: done in 123.250183 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "y = np.zeros(sentence_embeddings.shape[0])\n",
+ "\n",
+ "hUmap = humap.HUMAP(np.array([0.2, 0.2]), verbose=True)\n",
+ "hUmap.fit(sentence_embeddings, y)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.005959 seconds.\n",
+ "\n",
+ "Embedding level 2 with 4000 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 1.728469 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "embedding2 = hUmap.transform(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.003835 seconds.\n",
+ "\n",
+ "Embedding level 1 with 20000 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 14.376681 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "hUmap.set_fixing_term(0.01)\n",
+ "hUmap.fix_datapoints(embedding2)\n",
+ "embedding1 = hUmap.transform(1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Initial low-dimensional representation: done in 0.016775 seconds.\n",
+ "\n",
+ "Embedding level 0 with 100000 data samples.\n",
+ "\tcompleted 0/500 epochs\n",
+ "\tcompleted 50/500 epochs\n",
+ "\tcompleted 100/500 epochs\n",
+ "\tcompleted 150/500 epochs\n",
+ "\tcompleted 200/500 epochs\n",
+ "\tcompleted 250/500 epochs\n",
+ "\tcompleted 300/500 epochs\n",
+ "\tcompleted 350/500 epochs\n",
+ "\tcompleted 400/500 epochs\n",
+ "\tcompleted 450/500 epochs\n",
+ "\tcompleted 500 epochs\n",
+ "\n",
+ "Embedding: Done in 43.424648 seconds.\n"
+ ]
+ }
+ ],
+ "source": [
+ "hUmap.set_fixing_term(0.01)\n",
+ "hUmap.fix_datapoints(embedding1)\n",
+ "embedding = hUmap.transform(0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "original_indices2 = hUmap.original_indices(2)\n",
+ "original_indices1 = hUmap.original_indices(1)\n",
+ "\n",
+ "documents2 = []\n",
+ "for i in range(len(original_indices2)):\n",
+ " documents2.append(documents[original_indices2[i]])\n",
+ "\n",
+ "documents1 = []\n",
+ "for i in range(len(original_indices1)):\n",
+ " documents1.append(documents[original_indices1[i]])\n",
+ " \n",
+ "df2 = pd.DataFrame({ \n",
+ " 'id': np.arange(len(embedding2)),\n",
+ " 'x': embedding2[:, 0],\n",
+ " 'y': embedding2[:, 1],\n",
+ " 'document': documents2,\n",
+ " 'labels': y[hUmap.original_indices(2)],\n",
+ " 'original_indices': original_indices2,\n",
+ "})\n",
+ "\n",
+ "df1 = pd.DataFrame({ \n",
+ " 'id': np.arange(len(embedding1)),\n",
+ " 'x': embedding1[:, 0],\n",
+ " 'y': embedding1[:, 1],\n",
+ " 'document': documents1,\n",
+ " 'labels': y[hUmap.original_indices(1)],\n",
+ " 'original_indices': original_indices1,\n",
+ "})\n",
+ "\n",
+ "df = pd.DataFrame({ \n",
+ " 'id': np.arange(len(y)),\n",
+ " 'x': embedding[:, 0],\n",
+ " 'y': embedding[:, 1],\n",
+ " 'document': documents,\n",
+ " 'labels': y,\n",
+ " 'original_indices': np.arange(len(y)),\n",
+ "})\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "dcbc3823b31f492e8c2619b941763286",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "GridBox(children=(HBox(children=(VBox(children=(Button(button_style='primary', icon='arrows', layout=Layout(wi…"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "config = dict(\n",
+ " background_color='#FFFFFF',\n",
+ " color_by='labels',\n",
+ " color_map=['#000000', '#f57e42'] \n",
+ ")\n",
+ "\n",
+ "scatter = jscatter.Scatter(data=df, x='x', y='y', **config)\n",
+ "scatter1 = jscatter.Scatter(data=df1, x='x', y='y', **config)\n",
+ "scatter2 = jscatter.Scatter(data=df2, x='x', y='y', **config)\n",
+ "\n",
+ "jscatter.link([scatter2, scatter1, scatter], rows=1, row_height=640, match_by='original_indices')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding2[:, 0], embedding2[:, 1], s=15, alpha=0.1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding1[:, 0], embedding1[:, 1],s=15, alpha=0.1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.scatter(embedding[:, 0], embedding[:, 1],s=15, alpha=0.1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "interpreter": {
+ "hash": "4a31e1183ff8eec086bfd36e61951877b3783897cd1d8aa479610120ba8bcbbe"
+ },
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.8.13"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/setup.py b/setup.py
index b005cfd..3a49f13 100644
--- a/setup.py
+++ b/setup.py
@@ -9,7 +9,7 @@
import sys
-__version__ = "0.2.7"
+__version__ = "0.2.8"
with open('README.md', 'r') as f:
long_description = f.read()
@@ -34,8 +34,8 @@
Pybind11Extension("_hierarchical_umap",
["src/cpp/external/efanna/index.cpp", "src/cpp/external/efanna/index_graph.cpp", "src/cpp/external/efanna/index_kdtree.cpp", "src/cpp/external/efanna/index_random.cpp", "src/cpp/utils.cpp", "src/cpp/umap.cpp", "src/cpp/hierarchical_umap.cpp", "src/cpp/humap_binding.cpp"],
language='c++',
- extra_compile_args = ['-O3', '-std=c++11', '-fPIC', '-fopenmp', '-DEIGEN_DONT_PARALLELIZE', '-DINFO'],
- extra_link_args = ['-O3', '-std=c++11', '-fPIC', '-fopenmp', '-DEIGEN_DONT_PARALLELIZE', '-DINFO'],
+ extra_compile_args = ['-O3', '-std=c++11', '-fPIC', '-fopenmp', '-DINFO', '-I/usr/local/include'],
+ extra_link_args = ['-O3', '-std=c++11', '-fPIC', '-fopenmp', '-DINFO', '-I/usr/local/include'],
define_macros = [('VERSION_INFO', __version__)],
),
diff --git a/src/cpp/external/efanna/index_kdtree.cpp b/src/cpp/external/efanna/index_kdtree.cpp
index ef66309..ca3f842 100644
--- a/src/cpp/external/efanna/index_kdtree.cpp
+++ b/src/cpp/external/efanna/index_kdtree.cpp
@@ -171,27 +171,21 @@ IndexKDtree::IndexKDtree(const size_t dimension, const size_t n, Metric m, Index
if(node->Lchild !=NULL){
DFStest(++level, node->DivDim, node->Lchild);
//if(level > 15)
- std::cout<<"dim: "<DivDim<<"--cutval: "<DivVal<<"--S: "<StartIdx<<"--E: "<EndIdx<<" TREE: "<treeid<Lchild->Lchild ==NULL){
std::vector& tmp = LeafLists[node->treeid];
for(unsigned i = node->Rchild->StartIdx; i < node->Rchild->EndIdx; i++){
const float* tmpfea =data_ + tmp[i] * dimension_+ node->DivDim;
- std::cout<< *tmpfea <<" ";
}
- std::cout<Rchild !=NULL){
DFStest(++level, node->DivDim, node->Rchild);
}
else{
- std::cout<<"dim: "<& tmp = LeafLists[node->treeid];
for(unsigned i = node->StartIdx; i < node->EndIdx; i++){
const float* tmpfea =data_ + tmp[i] * dimension_+ dim;
- std::cout<< *tmpfea <<" ";
}
- std::cout<StartIdx, node->EndIdx-node->StartIdx, node->StartIdx);
}
//DFStest(0,0,tree_roots_[0]);
- std::cout<<"build tree completed"< humap::create_sparse(int n, const vector& rows, const vector& cols, const vector& vals)
+vector humap::create_sparse(int n, const vector& rows, const vector& cols, const vector& vals)
{
vector sparse(n, utils::SparseData());
for( int i = 0; i < rows.size(); ++i )
sparse[rows[i]].push(cols[i], vals[i]);
-
return sparse;
}
@@ -65,12 +64,12 @@ vector humap::create_sparse(int n, const vector& rows, c
* @param v py::array_t containing the datataset
* @return Container with dense representation of the dataset
*/
-vector> humap::convert_to_vector(const py::array_t& v)
+vector> humap::convert_to_vector(const py::array_t& v)
{
py::buffer_info bf = v.request();
- double* ptr = (double*) bf.ptr;
+ float* ptr = (float*) bf.ptr;
- vector> vec(bf.shape[0], vector(bf.shape[1], 0.0));
+ vector> vec(bf.shape[0], vector(bf.shape[1], 0.0));
for (int i = 0; i < vec.size(); ++i)
{
for (int j = 0; j < vec[0].size(); ++j)
@@ -95,20 +94,18 @@ vector> humap::convert_to_vector(const py::array_t& v)
* @param is_landmark Container to specify whether a point is a landmark or not
* @return int representing the landmark
*/
-int humap::HierarchicalUMAP::depth_first_search(int n_neighbors, int* neighbors, vector& cols, vector& strength, vector& owners, vector& is_landmark)
+int humap::HierarchicalUMAP::depth_first_search(int n_neighbors, int* neighbors, vector& cols, vector& strength, vector& owners, vector& is_landmark)
{
bool* visited = new bool[is_landmark.size()*sizeof(bool)];
fill(visited, visited+is_landmark.size(), false);
+
int* neighbors_search = new int[n_neighbors*sizeof(int)];
-
for( int i = 1; i < n_neighbors; ++i ) {
-
int neighbor = *(neighbors + i);
int landmark = -1;
-
+
if( !*(visited + neighbor) ) {
-
stack p;
p.push(neighbor);
while( !p.empty() ) {
@@ -134,16 +131,24 @@ int humap::HierarchicalUMAP::depth_first_search(int n_neighbors, int* neighbors,
p.push(v);
}
}
- }
+
+ }
+
if( landmark != -1 ) {
- free(neighbors);
- neighbors = 0;
+
+ // free(neighbors);
+
+ // neighbors = 0;
+ free(visited);
+ visited = 0;
+ free(neighbors_search);
+ neighbors_search = 0;
return landmark;
}
}
-
+
return -1;
}
@@ -163,9 +168,9 @@ int humap::HierarchicalUMAP::depth_first_search(int n_neighbors, int* neighbors,
* @param knn_dists Container with the knn distances
*/
void humap::HierarchicalUMAP::associate_to_landmarks(int n, int n_neighbors, vector& landmarks, vector& cols,
- vector& strength, vector& owners, vector& indices,
+ vector& strength, vector& owners, vector& indices,
vector>& association, vector& is_landmark,
- vector& count_influence, vector>& knn_dists)
+ vector& count_influence, vector>& knn_dists)
{
int* neighbors = new int[n_neighbors*sizeof(int)];
@@ -230,18 +235,24 @@ void humap::HierarchicalUMAP::associate_to_landmarks(int n, int n_neighbors, vec
* @param knn_dists Container with the knn distances
*/
void humap::HierarchicalUMAP::associate_to_landmarks(int n, int n_neighbors, int* indices, vector& cols,
- vector& strength, vector& owners, vector& indices_landmark,
+ vector& strength, vector& owners, vector& indices_landmark,
vector>& association, vector& count_influence, vector& is_landmark,
- vector>& knn_dists)
+ vector>& knn_dists)
{
int* neighbors = new int[n_neighbors*sizeof(int)];
int count_search = 0;
+
for( int i = 0; i < n; ++i ) {
-
+
int index = indices[i];
if( is_landmark[index] != -1 || owners[index] != -1 )
continue;
+ // for( int j = 0; j < n_neighbors; ++j ) {
+ // neighbors[j] = cols[index*n_neighbors + j];
+ // }
+
+
bool found = false;
for( int j = 1; j < n_neighbors && !found; ++j ) {
@@ -266,11 +277,13 @@ void humap::HierarchicalUMAP::associate_to_landmarks(int n, int n_neighbors, int
found = true;
}
}
-
+
if( !found ) {
count_search++;
+
int landmark = this->depth_first_search(n_neighbors, neighbors, cols, strength, owners, is_landmark);
+
if( landmark != -1 ) {
strength[index] = 0;//knn_dists[landmark]
owners[index] = landmark;
@@ -278,16 +291,19 @@ void humap::HierarchicalUMAP::associate_to_landmarks(int n, int n_neighbors, int
association[index].push_back(is_landmark[landmark]);
count_influence[is_landmark[landmark]]++;
} else {
- cout << "Did not find a landmark :(" << endl;
+
throw runtime_error("Did not find a landmark");
}
+
}
+
}
-
+
if( neighbors ) {
free(neighbors);
neighbors = 0;
}
+
}
/**
@@ -298,54 +314,84 @@ void humap::HierarchicalUMAP::associate_to_landmarks(int n, int n_neighbors, int
* @param neighborhood Container representing the representation neighborhood of each landmark
* @param indices Container representing the indices of intersection
* @param mapper int* to map each indice to assoation Container
-* @param elements double* to store the similarities
+* @param elements float* to store the similarities
* @param indices_nzeros Container to store the location of non-zero elements
* @param n int representing the length of elements
-* @param max_incidence double representing the greater number of neighbors in the representation neighborhood
+* @param max_incidence float representing the greater number of neighbors in the representation neighborhood
* @param association Container representing the association between landmark and point
*/
-void humap::HierarchicalUMAP::add_similarity(int index, int i, vector>& neighborhood,
- std::vector >& indices,
- int* mapper, double* elements, vector>& indices_nzeros, int n,
- double max_incidence, vector>& association)
+void humap::HierarchicalUMAP::add_similarity(int index, int i,
+ vector>& neighborhood,
+ std::vector >& indices,
+ int* mapper,
+ // map& mapper,
+ // float* elements,
+ unordered_map& elements,
+ // vector>& elements,
+ vector>& indices_nzeros, int n,
+ float max_incidence,
+ // vector>& association
+ vector>& association
+ )
{
- std::vector neighbors = neighborhood[index];
-
- //#pragma omp parallel for default(shared) schedule(dynamic, 50)
- // #pragma omp parallel for default(shared) schedule(dynamic, 100)
- for( int j = 0; j < neighbors.size(); ++j ) {
- int neighbor = neighbors[j];
-
- if( indices[neighbor].size() == 0 ) {
- indices[neighbor].push_back(i);
- } else {
- int ind2 = i;
+
+
+
+ #pragma omp critical
+ {
+ std::vector neighbors = neighborhood[index];
+ //#pragma omp parallel for default(shared) schedule(dynamic, 50)
+ // #pragma omp parallel for default(shared) schedule(dynamic, 100)
+ // #pragma omp parallel for
- for( int count = 0; count < indices[neighbor].size(); ++count ) {
- int ind1 = indices[neighbor][count];
-
- if( *(mapper + ind1) != -1 ) {
- int u = *(mapper + ind1);
- int v = *(mapper + ind2);
-
+
+ for( int j = 0; j < neighbors.size(); ++j ) {
+ int neighbor = neighbors[j];
+
+
+ if( indices[neighbor].size() == 0 ) {
+ indices[neighbor].push_back(i);
+ } else {
- double s = 0.0;
- if( this->distance_similarity ) {
- s = (std::min(association[u][neighbor], association[v][neighbor])/std::max(association[u][neighbor], association[v][neighbor]))/max_incidence;
- } else {
- s = (1.0 / max_incidence);
- }
-
- *(elements + u*n + v) += s;
- *(elements + v*n + u) += s;
-
- indices_nzeros[u].push_back(v);
- indices_nzeros[v].push_back(u);
-
+ int ind2 = i;
+ for( int count = 0; count < indices[neighbor].size(); ++count ) {
+
+ int ind1 = indices[neighbor][count];
+
+ if( *(mapper + ind1) != -1 ) {
+
+ int u = *(mapper + ind1);
+ int v = *(mapper + ind2);
+
+ float s = 0.0;
+ if( this->distance_similarity ) {
+ s = (
+ std::min(
+ association[u][neighbor],
+ association[v][neighbor]
+ )
+ /
+ std::max(
+ association[u][neighbor],
+ association[v][neighbor]
+ )
+ )/max_incidence;
+ } else {
+ s = (1.0 / max_incidence);
+ }
+
+
+
+ elements[utils::encode_pos(u, v)] += s;
+ elements[utils::encode_pos(v, u)] += s;
+
+ indices_nzeros[u].push_back(v);
+ indices_nzeros[v].push_back(u);
+ }
}
+
+ indices[neighbor].push_back(ind2);
}
-
- indices[neighbor].push_back(ind2);
}
}
}
@@ -355,52 +401,66 @@ void humap::HierarchicalUMAP::add_similarity(int index, int i, vector>& indices_nzeros)
+// humap::SparseComponents
+
+humap::SparseComponents humap::HierarchicalUMAP::create_sparse(int n, int n_neighbors,
+ // float* elements,
+ unordered_map& elements,
+ // vector>& elements,
+ vector>& indices_nzeros)
{
vector cols;
vector rows;
- vector vals;
+ vector vals;
int* current = new int[n*sizeof(int)];
fill(current, current+n, 0);
- double max_found = -1.0;
+ float max_found = -1.0;
+
for( int i = 0; i < n; ++i ) {
bool flag = true;
-
- for( int j = 0; j < indices_nzeros[i].size(); ++j ) {
+
+ for( int j = 0; j < indices_nzeros[i].size(); ++j ) {
+
int index = indices_nzeros[i][j];
if( *(current + index) )
continue;
*(current + index) = 1;
- if( *(elements + i*n + index) != 0.0 ) {
+
+ string enc_pos = utils::encode_pos(i, index);
+ float value = elements[enc_pos];
+
+ if( value != 0) {
rows.push_back(i);
cols.push_back(index);
if( i == index )
flag = false;
- vals.push_back(1.0 - *(elements + i*n + index));
- max_found = max(max_found, 1.0 - *(elements + i*n + index));
+
+ vals.push_back(1.0 - value);
+ // max_found = max(max_found, 1.0 - value);
+
}
}
for( int j = 0; j < n_neighbors+5; ++j ) {
- if( *(elements + i*n + j) == 0.0 && i != j) {
+ if( (elements.count(utils::encode_pos(i, j)) == 0 || elements[utils::encode_pos(i, j)] == 0.0) && i != j) {
rows.push_back(i);
cols.push_back(j);
vals.push_back(1.0);
- // vals.push_back(-1.0);
}
}
for( int j = 0; j < indices_nzeros[i].size(); ++j ){
*(current + indices_nzeros[i][j]) = 0;
}
+
if( flag ) {
rows.push_back(i);
cols.push_back(i);
@@ -408,7 +468,8 @@ humap::SparseComponents humap::HierarchicalUMAP::create_sparse(int n, int n_neig
}
}
-
+ free(current);
+ current = 0;
return humap::SparseComponents(rows, cols, vals);
}
@@ -421,62 +482,51 @@ humap::SparseComponents humap::HierarchicalUMAP::create_sparse(int n, int n_neig
* @param n_neighbors int representing the number of neighbors
* @param greatest Container representing the landmarks
* @param neighborhood Container representing the neighborhood
-* @param max_incidence double representing the maximum neighborhood
+* @param max_incidence float representing the maximum neighborhood
* @param association Container representing the representation neighborhood
* @return SparseComponents with sparse representation of similarity among landmarks
*/
humap::SparseComponents humap::HierarchicalUMAP::sparse_similarity(int level, int n, int n_neighbors, vector& greatest,
vector>& neighborhood,
- double max_incidence, vector>& association)
+ float max_incidence,
+ // vector>& association
+ vector>& association
+ )
{
using clock = chrono::system_clock;
- using sec = chrono::duration;
+ using sec = chrono::duration;
std::vector > indices_sim;
+
+
int* mapper = new int[n * sizeof(int)];
fill(mapper, mapper+n, -1);
for( int i = 0; i < greatest.size(); ++i )
mapper[greatest[i]] = i;
-
for( int i = 0; i < n; ++i ) {
indices_sim.push_back(std::vector());
}
-
- double* elements = new double[greatest.size()*greatest.size()*sizeof(double)];
- fill(elements, elements+greatest.size()*greatest.size(), 0);
-
- int* non_zeros = new int[greatest.size() * sizeof(int)];
- fill(non_zeros, non_zeros+greatest.size(), 0);
+ unordered_map elements;
vector> indices_nzeros(greatest.size(), vector());
-
+
+
for( int i = 0; i < greatest.size(); ++i ) {
- this->add_similarity(i, greatest[i], neighborhood, indices_sim,
- mapper, elements, indices_nzeros, greatest.size(), max_incidence, association);
- }
-
- humap::SparseComponents sc = this->create_sparse(greatest.size(), n_neighbors, elements, indices_nzeros);
-
- if( elements ) {
- free(elements);
- elements = 0;
- }
-
- if( non_zeros ) {
- free(non_zeros);
- non_zeros = 0;
+ this->add_similarity(i, greatest[i], neighborhood, indices_sim, mapper,
+ elements, indices_nzeros, greatest.size(), max_incidence, association);
}
-
+
if( mapper ) {
free(mapper);
mapper = 0;
}
- return sc;
+
+ return this->create_sparse(greatest.size(), n_neighbors, elements, indices_nzeros);
}
/**
@@ -487,33 +537,33 @@ humap::SparseComponents humap::HierarchicalUMAP::sparse_similarity(int level, in
* @param neighbors Container representing the list of neighbors
* @param X Matrix representing the matrix
*/
-vector humap::HierarchicalUMAP::update_position(int i, vector& neighbors, umap::Matrix& X)
+vector humap::HierarchicalUMAP::update_position(int i, vector& neighbors, umap::Matrix& X)
{
- vector u = X.dense_matrix[i];
+ vector u = X.dense_matrix[i];
- vector mean_change(X.shape(1), 0);
+ vector mean_change(X.shape(1), 0);
for( int j = 0; j < neighbors.size(); ++j ) {
int neighbor = neighbors[j];
- vector v = X.dense_matrix[neighbor];
+ vector v = X.dense_matrix[neighbor];
- vector temp(v.size(), 0.0);
+ vector temp(v.size(), 0.0);
for( int k = 0; k < temp.size(); ++k ) {
temp[k] = (v[k]-u[k]);
// temp[k] = (v[k]-u[k]);
}
- std::transform(mean_change.begin(), mean_change.end(), temp.begin(), mean_change.begin(), plus());
+ std::transform(mean_change.begin(), mean_change.end(), temp.begin(), mean_change.begin(), plus());
}
int n_neighbors = (int) neighbors.size();
- std::transform(mean_change.begin(), mean_change.end(), mean_change.begin(), [n_neighbors](double& c){
+ std::transform(mean_change.begin(), mean_change.end(), mean_change.begin(), [n_neighbors](float& c){
return c/(n_neighbors);
});
- std::transform(u.begin(), u.end(), mean_change.begin(), u.begin(), plus());
+ std::transform(u.begin(), u.end(), mean_change.begin(), u.begin(), plus());
return u;
}
@@ -530,17 +580,17 @@ vector humap::HierarchicalUMAP::update_position(int i, vector& neig
* @param rng default_random_engine
* @return int representing the endpoint
*/
-int humap::random_walk(int vertex, int n_neighbors, vector& vals, vector& cols,
- int walk_length, std::uniform_real_distribution& unif,
+int humap::random_walk(int vertex, int n_neighbors, vector& vals, vector& cols,
+ int walk_length, std::uniform_real_distribution& unif,
std::mt19937& rng)
{
//std::srand(0);
int begin_vertex = vertex;
for( int step = 0; step < walk_length; ++step ) {
- double c = unif(rng);
+ float c = unif(rng);
int next_vertex = vertex;
- double incremental_prob = 0.0;
+ float incremental_prob = 0.0;
int mult = vertex*n_neighbors;
for( int it = 0; it < n_neighbors; ++it ) {
@@ -572,14 +622,14 @@ int humap::random_walk(int vertex, int n_neighbors, vector& vals, vector
* @return Container representing how many times each landmark was the endpoint
*/
vector humap::markov_chain(vector>& knn_indices,
- vector& vals, vector& cols,
+ vector& vals, vector& cols,
int num_walks, int walk_length, bool reproducible)
{
vector endpoint(knn_indices.size(), 0);
std::mt19937& rng = RandomGenerator::Instance().get();
- std::uniform_real_distribution unif(0.0, 1.0);
+ std::uniform_real_distribution unif(0.0, 1.0);
if( reproducible ) {
// #pragma omp parallel for// default(shared)
@@ -619,15 +669,15 @@ vector humap::markov_chain(vector>& knn_indices,
* @param is_landmark Container storing landmarks information
* @return int representing the endpoint
*/
-int humap::random_walk(int vertex, int n_neighbors, vector& vals, vector& cols,
- int walk_length, uniform_real_distribution& unif,
+int humap::random_walk(int vertex, int n_neighbors, vector& vals, vector& cols,
+ int walk_length, uniform_real_distribution& unif,
mt19937& rng, vector& is_landmark)
{
// std::srand(0);
for( int step = 0; step < walk_length; ++step ) {
- double c = unif(rng);
+ float c = unif(rng);
int next_vertex = vertex;
- double incremental_prob = 0.0;
+ float incremental_prob = 0.0;
int mult = vertex*n_neighbors;
for( int it = 0; it < n_neighbors; ++it ) {
@@ -665,30 +715,34 @@ int humap::random_walk(int vertex, int n_neighbors, vector& vals, vector
* @return int with the maximum representation neighborhood
*/
int humap::markov_chain(vector>& knn_indices,
- vector& vals, vector& cols,
+ vector& vals, vector& cols,
int num_walks, int walk_length,
- vector& landmarks, int influence_neighborhood,
+ vector& landmarks,
+ int influence_neighborhood,
vector>& neighborhood,
- vector>& association,
+ // vector>& association,
+ vector>& association,
bool reproducible)
{
using clock = chrono::system_clock;
- using sec = chrono::duration;
+ using sec = chrono::duration;
// std::srand(0);
auto begin_influence = clock::now();
- vector is_landmark(knn_indices.size(), -1);
+
+ vector is_landmark(knn_indices.size(), -1); // can I use a dict?
for( int i = 0; i < landmarks.size(); ++i ) {
is_landmark[landmarks[i]] = i;
}
neighborhood = vector>(landmarks.size(), vector());
- association = vector>(landmarks.size(), vector(knn_indices.size(), 0));
+ // association = vector>(landmarks.size(), vector(knn_indices.size(), 0));
+ association = vector>(landmarks.size(), unordered_map());
std::mt19937& rng = RandomGenerator::Instance().get();
- std::uniform_real_distribution unif(0.0, 1.0);
+ std::uniform_real_distribution unif(0.0, 1.0);
int max_neighborhood = -1;
if( influence_neighborhood > 1 ) {
@@ -699,25 +753,23 @@ int humap::markov_chain(vector>& knn_indices,
for(int j = 1; j < influence_neighborhood; ++j ) {
#pragma omp critical
- {
+ {
+ // TODO
if( is_landmark[knn_indices[i][j]] != -1 ) {
-
int index = is_landmark[knn_indices[i][j]];
neighborhood[index].push_back(i);
max_neighborhood = max(max_neighborhood, (int) neighborhood[index].size());
association[index][i] = 1;
-
}
}
}
}
- }
-
+ }
+
if( reproducible ) {
-
for( int i = 0; i < is_landmark.size(); ++i ) {
if( is_landmark[i] != -1 )
@@ -727,6 +779,8 @@ int humap::markov_chain(vector>& knn_indices,
int vertex = humap::random_walk(i, knn_indices[0].size(), vals, cols, walk_length, unif, rng, is_landmark);
if( vertex != -1 ) {
int index = is_landmark[vertex];
+
+ // TODO
if( !association[index][i] ) {
neighborhood[index].push_back(i);
max_neighborhood = max(max_neighborhood, (int) neighborhood[index].size());
@@ -737,11 +791,10 @@ int humap::markov_chain(vector>& knn_indices,
}
} else {
-
#pragma omp parallel for
for( int i = 0; i < is_landmark.size(); ++i ) {
- if( is_landmark[i] != -1 )
+ if( is_landmark[i] != -1 )
continue;
for( int walk = 0; walk < num_walks; ++walk ) {
@@ -750,11 +803,18 @@ int humap::markov_chain(vector>& knn_indices,
{
if( vertex != -1 ) {
int index = is_landmark[vertex];
- if( !association[index][i] ) {
+ // if( !association[index][i] ) {
+ // neighborhood[index].push_back(i);
+ // max_neighborhood = max(max_neighborhood, (int) neighborhood[index].size());
+ // }
+ // association[index][i]++;
+
+ // if( association[index].count(i) == 0 ) {
neighborhood[index].push_back(i);
max_neighborhood = max(max_neighborhood, (int) neighborhood[index].size());
- }
- association[index][i]++;
+ // association[index][i] = 1;
+ // }
+ // association[index][i] += 1;
}
}
}
@@ -766,6 +826,93 @@ int humap::markov_chain(vector>& knn_indices,
return max_neighborhood;
}
+float humap::HierarchicalUMAP::dRNH(
+ unordered_map& l_u,
+ unordered_map& l_v
+)
+{
+ int min_row = min(l_u.size(), l_v.size());
+ unordered_map keys_min;
+
+ if( min_row == l_u.size() )
+ keys_min = l_u;
+ else
+ keys_min = l_v;
+
+ float s = 0;
+ // for(auto kv : keys_min) {
+ // // TODO: divide by max_incidence
+ // s += std::min(1.0, (float) (l_u[(int)kv.first] * l_v[(int)kv.first]));
+ // }
+
+ return s;
+}
+
+humap::SparseComponents humap::HierarchicalUMAP::compute_landmark_similarity(
+ vector>& neighborhood,
+ float M,
+ int n_neighbors,
+ int N)
+{
+ using clock = chrono::system_clock;
+ using sec = chrono::duration;
+
+ auto before = clock::now();
+
+ vector cols;
+ vector rows;
+ vector vals;
+ vector sizes;
+
+ auto before_sort = clock::now();
+ for( int i = 0; i < neighborhood.size(); ++i ) {
+ std::sort(neighborhood[i].begin(), neighborhood[i].end());
+ sizes.push_back(neighborhood[i].size()+5);
+ }
+ sec duration_sort = clock::now() - before_sort;
+
+ auto before_creating = clock::now();
+ Eigen::SparseMatrix mat(neighborhood.size(), N);
+ mat.reserve(sizes);
+ for( int i = 0; i < neighborhood.size(); ++i )
+ for( int j = 0; j < neighborhood[i].size(); ++j )
+ mat.insert(i, neighborhood[i][j]) = 1.0;
+
+ sec duration_creating = clock::now() - before_creating;
+
+
+ auto before_multiplying = clock::now();
+ Eigen::SparseMatrix m_mult = (mat * mat.transpose());
+ sec duration_multiplying = clock::now() - before_multiplying;
+
+
+ auto before_iterating = clock::now();
+ for( int i = 0; i < mat.outerSize(); ++i ) {
+ int count_nonzeros = 0;
+ vector accessed(n_neighbors, 0);
+ for( Eigen::SparseMatrix::InnerIterator it(m_mult, i); it; ++it ) {
+ count_nonzeros++;
+ if( it.col() < accessed.size() )
+ accessed[it.col()] = 1;
+
+ rows.push_back(it.row());
+ cols.push_back(it.col());
+ vals.push_back(1.0-(it.value())/M);
+ }
+
+ if( count_nonzeros < n_neighbors ) {
+ for( int j = 0; j < accessed.size(); ++j ) {
+ if( accessed[j] == 0 && i != j ) {
+ rows.push_back(i);
+ cols.push_back(j);
+ vals.push_back(1.0);
+ }
+ }
+ }
+ }
+ sec duration_iterating = clock::now() - before_iterating;
+ return humap::SparseComponents(rows, cols, vals);
+}
/**
* Fits the hierarchy
@@ -773,13 +920,12 @@ int humap::markov_chain(vector>& knn_indices,
* @param X py::array_t with the dataset
* @param y py::array_t with the labels
*/
-void humap::HierarchicalUMAP::fit(py::array_t X, py::array_t y)
+void humap::HierarchicalUMAP::fit(py::array_t X, py::array_t y)
{
std::srand(this->random_state);
-
-
+
using clock = chrono::system_clock;
- using sec = chrono::duration;
+ using sec = chrono::duration;
auto hierarchy_before = clock::now();
@@ -788,74 +934,53 @@ void humap::HierarchicalUMAP::fit(py::array_t X, py::array_t y)
umap::Matrix first_level(humap::convert_to_vector(X));
sec duration = clock::now() - before;
- this->hierarchy_X.push_back(first_level);
- this->dense_backup.push_back(first_level);
this->hierarchy_y.push_back(vector((int*)y.request().ptr, (int*)y.request().ptr + y.request().shape[0]));
- utils::log(this->verbose, std::string("\n\n*************************************************************************\n")+
- "*********************************LEVEL 0*********************************\n"+
- "*************************************************************************\n\n"+
- "Level 0 with " + std::to_string(first_level.size()) + " data samples.\n"+
- "Fitting the first hierarchy level... ");
+ utils::log(this->verbose, "L0 - " + std::to_string(first_level.size()) + " data samples.\n");
umap::UMAP reducer = umap::UMAP("euclidean", this->n_neighbors, this->min_dist, this->knn_algorithm, this->init, this->reproducible);
reducer.set_ab_parameters(this->a, this->b);
- dump_info("Step,Level,Points,Runtime\n");
-
+
before = clock::now();
/**
Basically, computes the knn and indices the graph of strengths
*/
- reducer.fit(this->hierarchy_X[0]);
+ // reducer.fit(this->hierarchy_X[0]);
+ reducer.fit(first_level);
duration = clock::now() - before;
- utils::log(this->verbose, "\ndone in " + std::to_string(duration.count()) + " seconds.\n");
+ utils::log(this->verbose, "L0 - Fitting: done in " + std::to_string(duration.count()) + " seconds.\n\n");
this->reducers.push_back(reducer);
- this->dump_info("Fit,0,"+std::to_string(this->hierarchy_X[0].size())+","+std::to_string(duration.count())+"\n");
- vector indices(this->hierarchy_X[0].size(), 0);
+ vector indices(first_level.size(), 0);
iota(indices.begin(), indices.end(), 0);
- vector owners(this->hierarchy_X[0].size(), -1);
- vector strength(this->hierarchy_X[0].size(), -1.0);
- vector> association(this->hierarchy_X[0].size(), vector());
-
- this->metadata.push_back(humap::Metadata(indices, owners, strength, association, this->hierarchy_X[0].size()));
+
+ this->metadata.push_back(humap::Metadata(indices, first_level.size()));
this->original_indices.push_back(indices);
- Eigen::SparseMatrix graph = this->reducers[0].get_graph();
- vector> knn_dists = this->reducers[0].knn_dists();
-
for( int level = 0; level < this->percents.size(); ++level ) {
auto level_before = clock::now();
- int n_elements = (int) (this->percents[level] * this->hierarchy_X[level].size());
+ int n_elements = (int) (this->percents[level] * this->reducers[level].get_size());
- utils::log(this->verbose, std::string("\n\n*************************************************************************\n")+
- "*********************************LEVEL " + std::to_string(level+1) + "*********************************\n"+
- "*************************************************************************\n\n"+
- "Level " + std::to_string(level+1) + ": " + std::to_string(n_elements) + " data samples.");
+ utils::log(this->verbose, std::string("L" + std::to_string(level+1) + " - " + std::to_string(n_elements) + " data samples.\n"));
/*
COMPUTING RANDOM WALK FOR SAMPLING SELETION
*/
auto begin_random_walk = clock::now();
- utils::log(this->verbose, "Computing random walks for sampling selection... \n");
-
- vector landmarks;
- landmarks = humap::markov_chain(this->reducers[level].knn_indices(),
+ // utils::log(this->verbose, "Computing random walks for sampling selection... \n");
+
+ vector landmarks = humap::markov_chain(this->reducers[level].knn_indices(),
this->reducers[level].vals_transition,
this->reducers[level].cols,
this->landmarks_nwalks,
this->landmarks_wl, this->reproducible);
- sec end_random_walk = clock::now() - begin_random_walk;
- utils::log(this->verbose, "done in " + std::to_string(end_random_walk.count()) + " seconds.\n");
-
- this->dump_info("Markov Chain - Sampling,"+std::to_string(level)+","+
- std::to_string(this->reducers[level].knn_indices().size())+","+
- std::to_string(end_random_walk.count())+"\n");
+ sec end_random_walk = clock::now() - begin_random_walk;
+ utils::log(this->verbose, "L"+std::to_string(level+1)+" - Selecting Landmarks: done in " + std::to_string(end_random_walk.count()) + " seconds.\n");
// we sort points based on their endpoints
// the most visited ones will be landmarks for the next hierarchy level
@@ -869,34 +994,29 @@ void humap::HierarchicalUMAP::fit(py::array_t X, py::array_t y)
COMPUTING RANDOM WALK FOR CONSTRUCTING REPRESENTATION NEIGHBORHOOD
*/
auto influence_begin = clock::now();
- utils::log(this->verbose, "Computing random walks for constucting representation neighborhood... \n");
+ // utils::log(this->verbose, "Computing random walks for constucting representation neighborhood... \n");
vector> neighborhood;
- vector> association;
- double max_incidence;
+ vector> association;
+ float max_incidence = 0;
// another markov chain process...
// here, we use to induce a global neighborhood for the data points
- max_incidence = humap::markov_chain(this->reducers[level].knn_indices(),
- this->reducers[level].vals_transition,
- this->reducers[level].cols,
- this->influence_nwalks, this->influence_wl,
- inds_lands, this->influence_neighborhood,
- neighborhood, association, this->reproducible);
-
+
+ max_incidence = humap::markov_chain(this->reducers[level].knn_indices(),
+ this->reducers[level].vals_transition,
+ this->reducers[level].cols,
+ this->influence_nwalks, this->influence_wl,
+ inds_lands, this->influence_neighborhood,
+ neighborhood, association, this->reproducible);
+
sec influence_time = clock::now() - influence_begin;
- utils::log(this->verbose, "done in " + std::to_string(influence_time.count()) + " seconds.\n");
+ utils::log(this->verbose, "L"+std::to_string(level+1)+" - Constructing Neighborhood: done in " + std::to_string(influence_time.count()) + " seconds.\n");
level_landmarks.push_back(inds_lands);
- this->dump_info("Markov Chain - Dissimilarity,"+std::to_string(level)+","+
- std::to_string(this->reducers[level].knn_indices().size())+","+
- std::to_string(influence_time.count())+"\n");
-
-
-
- /*
+ /*
STORE INFORMATION ABOUT ORIGINAL INDICES AND LANDMARKS
*/
vector greatest = inds_lands;
@@ -906,41 +1026,35 @@ void humap::HierarchicalUMAP::fit(py::array_t X, py::array_t y)
orig_inds[i] = this->original_indices[level][greatest[i]];
this->original_indices.push_back(orig_inds);
- this->_sigmas.push_back(this->reducers[level].sigmas());
- this->_indices.push_back(greatest);
-
-
+
/*
COMPUTE SIMILARITY AMONG THE LANDMARKS
*/
- utils::log(this->verbose, "Computing similarity among landmarks... \n");
+ // utils::log(this->verbose, "Computing similarity among landmarks... \n");
+ SparseComponents triplets = compute_landmark_similarity(neighborhood, max_incidence, n_neighbors, this->reducers[level].get_size());
+ // vector sparse = humap::create_sparse(n_elements, triplets.rows, triplets.cols, triplets.vals);
- umap::Matrix data;
auto similarity_before = clock::now();
- // it consists of the intersection of the global and local neighborhoods.
- SparseComponents triplets = this->sparse_similarity(level+1,
- this->hierarchy_X[level].size(), this->n_neighbors,
- greatest, neighborhood, max_incidence, association);
+ // it consists of the intersection of the global and local neighborhoods.
+ // utils::log(this->verbose, "Computing sparse similarity... \n");
+ // SparseComponents triplets2 = this->sparse_similarity(level+1, this->reducers[level].get_size(), this->n_neighbors, greatest, neighborhood, max_incidence, association);
+
+ // utils::log(this->verbose, "Creating sparse matrix... \n");
vector