From 1c3fab9c3b88984b8c287655e60ce1fb714a993e Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Tue, 13 May 2025 18:48:49 -0500 Subject: [PATCH 01/18] Adding PCovC code along with base class, modifying PCovR to inherit from it --- .../pcovc/PCovC-BreastCancerDataset.ipynb | 375 ++++++++++++ examples/pcovc/PCovC-IrisDataset.ipynb | 335 ++++++++++ src/skmatter/decomposition/__init__.py | 22 +- src/skmatter/decomposition/_pcov.py | 287 +++++++++ src/skmatter/decomposition/_pcovc.py | 429 +++++++++++++ src/skmatter/decomposition/_pcovr.py | 337 ++-------- src/skmatter/utils/__init__.py | 3 + src/skmatter/utils/_pcovc_utils.py | 68 +++ tests/test_check_estimators.py | 3 +- tests/test_pcovc.py | 573 ++++++++++++++++++ 10 files changed, 2147 insertions(+), 285 deletions(-) create mode 100644 examples/pcovc/PCovC-BreastCancerDataset.ipynb create mode 100644 examples/pcovc/PCovC-IrisDataset.ipynb create mode 100644 src/skmatter/decomposition/_pcov.py create mode 100644 src/skmatter/decomposition/_pcovc.py create mode 100644 src/skmatter/utils/_pcovc_utils.py create mode 100644 tests/test_pcovc.py diff --git a/examples/pcovc/PCovC-BreastCancerDataset.ipynb b/examples/pcovc/PCovC-BreastCancerDataset.ipynb new file mode 100644 index 000000000..0af705dce --- /dev/null +++ b/examples/pcovc/PCovC-BreastCancerDataset.ipynb @@ -0,0 +1,375 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PCovC with the Breast Cancer Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np\n", + "\n", + "from sklearn import datasets\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", + "from sklearn.linear_model import LogisticRegressionCV\n", + "\n", + "from skmatter.decomposition import PCovC\n", + "\n", + "plt.rcParams[\"image.cmap\"] = \"tab10\"\n", + "plt.rcParams[\"scatter.edgecolors\"] = \"k\"\n", + "\n", + "random_state = 0" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load the Breast Cancer Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".. _breast_cancer_dataset:\n", + "\n", + "Breast cancer wisconsin (diagnostic) dataset\n", + "--------------------------------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + ":Number of Instances: 569\n", + "\n", + ":Number of Attributes: 30 numeric, predictive attributes and the class\n", + "\n", + ":Attribute Information:\n", + " - radius (mean of distances from center to points on the perimeter)\n", + " - texture (standard deviation of gray-scale values)\n", + " - perimeter\n", + " - area\n", + " - smoothness (local variation in radius lengths)\n", + " - compactness (perimeter^2 / area - 1.0)\n", + " - concavity (severity of concave portions of the contour)\n", + " - concave points (number of concave portions of the contour)\n", + " - symmetry\n", + " - fractal dimension (\"coastline approximation\" - 1)\n", + "\n", + " The mean, standard error, and \"worst\" or largest (mean of the three\n", + " worst/largest values) of these features were computed for each image,\n", + " resulting in 30 features. For instance, field 0 is Mean Radius, field\n", + " 10 is Radius SE, field 20 is Worst Radius.\n", + "\n", + " - class:\n", + " - WDBC-Malignant\n", + " - WDBC-Benign\n", + "\n", + ":Summary Statistics:\n", + "\n", + "===================================== ====== ======\n", + " Min Max\n", + "===================================== ====== ======\n", + "radius (mean): 6.981 28.11\n", + "texture (mean): 9.71 39.28\n", + "perimeter (mean): 43.79 188.5\n", + "area (mean): 143.5 2501.0\n", + "smoothness (mean): 0.053 0.163\n", + "compactness (mean): 0.019 0.345\n", + "concavity (mean): 0.0 0.427\n", + "concave points (mean): 0.0 0.201\n", + "symmetry (mean): 0.106 0.304\n", + "fractal dimension (mean): 0.05 0.097\n", + "radius (standard error): 0.112 2.873\n", + "texture (standard error): 0.36 4.885\n", + "perimeter (standard error): 0.757 21.98\n", + "area (standard error): 6.802 542.2\n", + "smoothness (standard error): 0.002 0.031\n", + "compactness (standard error): 0.002 0.135\n", + "concavity (standard error): 0.0 0.396\n", + "concave points (standard error): 0.0 0.053\n", + "symmetry (standard error): 0.008 0.079\n", + "fractal dimension (standard error): 0.001 0.03\n", + "radius (worst): 7.93 36.04\n", + "texture (worst): 12.02 49.54\n", + "perimeter (worst): 50.41 251.2\n", + "area (worst): 185.2 4254.0\n", + "smoothness (worst): 0.071 0.223\n", + "compactness (worst): 0.027 1.058\n", + "concavity (worst): 0.0 1.252\n", + "concave points (worst): 0.0 0.291\n", + "symmetry (worst): 0.156 0.664\n", + "fractal dimension (worst): 0.055 0.208\n", + "===================================== ====== ======\n", + "\n", + ":Missing Attribute Values: None\n", + "\n", + ":Class Distribution: 212 - Malignant, 357 - Benign\n", + "\n", + ":Creator: Dr. William H. Wolberg, W. Nick Street, Olvi L. Mangasarian\n", + "\n", + ":Donor: Nick Street\n", + "\n", + ":Date: November, 1995\n", + "\n", + "This is a copy of UCI ML Breast Cancer Wisconsin (Diagnostic) datasets.\n", + "https://goo.gl/U2Uwz2\n", + "\n", + "Features are computed from a digitized image of a fine needle\n", + "aspirate (FNA) of a breast mass. They describe\n", + "characteristics of the cell nuclei present in the image.\n", + "\n", + "Separating plane described above was obtained using\n", + "Multisurface Method-Tree (MSM-T) [K. P. Bennett, \"Decision Tree\n", + "Construction Via Linear Programming.\" Proceedings of the 4th\n", + "Midwest Artificial Intelligence and Cognitive Science Society,\n", + "pp. 97-101, 1992], a classification method which uses linear\n", + "programming to construct a decision tree. Relevant features\n", + "were selected using an exhaustive search in the space of 1-4\n", + "features and 1-3 separating planes.\n", + "\n", + "The actual linear program used to obtain the separating plane\n", + "in the 3-dimensional space is that described in:\n", + "[K. P. Bennett and O. L. Mangasarian: \"Robust Linear\n", + "Programming Discrimination of Two Linearly Inseparable Sets\",\n", + "Optimization Methods and Software 1, 1992, 23-34].\n", + "\n", + "This database is also available through the UW CS ftp server:\n", + "\n", + "ftp ftp.cs.wisc.edu\n", + "cd math-prog/cpo-dataset/machine-learn/WDBC/\n", + "\n", + ".. dropdown:: References\n", + "\n", + " - W.N. Street, W.H. Wolberg and O.L. Mangasarian. Nuclear feature extraction\n", + " for breast tumor diagnosis. IS&T/SPIE 1993 International Symposium on\n", + " Electronic Imaging: Science and Technology, volume 1905, pages 861-870,\n", + " San Jose, CA, 1993.\n", + " - O.L. Mangasarian, W.N. Street and W.H. Wolberg. Breast cancer diagnosis and\n", + " prognosis via linear programming. Operations Research, 43(4), pages 570-577,\n", + " July-August 1995.\n", + " - W.H. Wolberg, W.N. Street, and O.L. Mangasarian. Machine learning techniques\n", + " to diagnose breast cancer from fine-needle aspirates. Cancer Letters 77 (1994)\n", + " 163-171.\n", + "\n" + ] + } + ], + "source": [ + "bcancer = datasets.load_breast_cancer()\n", + "print(bcancer[\"DESCR\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scale Feature Data\n", + "#### Below, we transform the Breast Cancer feature data to have a mean of zero and standard deviation of one, while preserving relative relationships between feature values." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "X, y = bcancer.data, bcancer.target\n", + "\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCA\n", + "#### We use Principal Component Analysis to reduce the Breast Cancer feature data to two features that retain as much information as possible about the original dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca = PCA(n_components=2)\n", + "\n", + "pca.fit(X_scaled, y)\n", + "T_pca = pca.transform(X_scaled)\n", + "\n", + "fig, axis = plt.subplots()\n", + "scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y)\n", + "axis.set(xlabel=\"PC$_1$\", ylabel=\"PC$_2$\")\n", + "axis.legend(\n", + " scatter.legend_elements()[0][::-1],\n", + " bcancer.target_names[::-1],\n", + " loc=\"upper right\",\n", + " title=\"Classes\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## LDA\n", + "#### Here, we use Linear Discriminant Analysis to find a projection of the feature data that maximizes class separability between benign/malignant." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "lda = LinearDiscriminantAnalysis(n_components=1)\n", + "lda.fit(X_scaled, y)\n", + "\n", + "T_lda = lda.transform(X_scaled)\n", + "\n", + "fig, axis = plt.subplots()\n", + "axis.scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCA, PCovC, and LDA\n", + "#### Below, we see a side-by-side comparison of PCA, PCovC (Logistic Regression classifier, $\\alpha=$ 0.5), and LDA maps of the data. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LogisticRegressionCV()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mixing = 0.5\n", + "n_models = 3\n", + "fig, axes = plt.subplots(1, n_models, figsize=(6 * n_models, 5))\n", + "\n", + "models = {\n", + " PCA(n_components=2): \"PCA\",\n", + " PCovC(\n", + " mixing=mixing,\n", + " n_components=2,\n", + " random_state=random_state,\n", + " classifier=LogisticRegressionCV(),\n", + " ): \"PCovC\",\n", + " LinearDiscriminantAnalysis(n_components=1): \"LDA\",\n", + "}\n", + "\n", + "for id in range(0, n_models):\n", + " model = list(models)[id]\n", + "\n", + " model.fit(X_scaled, y)\n", + " T = model.transform(X_scaled)\n", + "\n", + " if isinstance(model, LinearDiscriminantAnalysis):\n", + " axes[id].scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y)\n", + " else:\n", + " axes[id].scatter(T[:, 0], T[:, 1], c=y)\n", + "\n", + " axes[id].set_title(models[model])" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/pcovc/PCovC-IrisDataset.ipynb b/examples/pcovc/PCovC-IrisDataset.ipynb new file mode 100644 index 000000000..bf34b924a --- /dev/null +++ b/examples/pcovc/PCovC-IrisDataset.ipynb @@ -0,0 +1,335 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PCovC with the Iris Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "from sklearn import datasets\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.svm import LinearSVC\n", + "from sklearn.linear_model import LogisticRegressionCV, RidgeClassifierCV, Perceptron\n", + "from sklearn.inspection import DecisionBoundaryDisplay\n", + "\n", + "from skmatter.decomposition import PCovC\n", + "\n", + "plt.rcParams[\"image.cmap\"] = \"tab10\"\n", + "plt.rcParams[\"scatter.edgecolors\"] = \"k\"\n", + "\n", + "random_state = 10\n", + "n_components = 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load the Iris Dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ".. _iris_dataset:\n", + "\n", + "Iris plants dataset\n", + "--------------------\n", + "\n", + "**Data Set Characteristics:**\n", + "\n", + ":Number of Instances: 150 (50 in each of three classes)\n", + ":Number of Attributes: 4 numeric, predictive attributes and the class\n", + ":Attribute Information:\n", + " - sepal length in cm\n", + " - sepal width in cm\n", + " - petal length in cm\n", + " - petal width in cm\n", + " - class:\n", + " - Iris-Setosa\n", + " - Iris-Versicolour\n", + " - Iris-Virginica\n", + "\n", + ":Summary Statistics:\n", + "\n", + "============== ==== ==== ======= ===== ====================\n", + " Min Max Mean SD Class Correlation\n", + "============== ==== ==== ======= ===== ====================\n", + "sepal length: 4.3 7.9 5.84 0.83 0.7826\n", + "sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", + "petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", + "petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", + "============== ==== ==== ======= ===== ====================\n", + "\n", + ":Missing Attribute Values: None\n", + ":Class Distribution: 33.3% for each of 3 classes.\n", + ":Creator: R.A. Fisher\n", + ":Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", + ":Date: July, 1988\n", + "\n", + "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n", + "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n", + "Machine Learning Repository, which has two wrong data points.\n", + "\n", + "This is perhaps the best known database to be found in the\n", + "pattern recognition literature. Fisher's paper is a classic in the field and\n", + "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", + "data set contains 3 classes of 50 instances each, where each class refers to a\n", + "type of iris plant. One class is linearly separable from the other 2; the\n", + "latter are NOT linearly separable from each other.\n", + "\n", + ".. dropdown:: References\n", + "\n", + " - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n", + " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", + " Mathematical Statistics\" (John Wiley, NY, 1950).\n", + " - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n", + " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", + " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", + " Structure and Classification Rule for Recognition in Partially Exposed\n", + " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", + " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", + " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", + " on Information Theory, May 1972, 431-433.\n", + " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", + " conceptual clustering system finds 3 classes in the data.\n", + " - Many, many more ...\n", + "\n" + ] + } + ], + "source": [ + "iris = datasets.load_iris()\n", + "print(iris[\"DESCR\"])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scale Feature Data\n", + "#### Below, we transform the Iris feature data to have a mean of zero and standard deviation of one, while preserving relative relationships between feature values." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "X, y = iris.data, iris.target\n", + "\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## PCA\n", + "#### We use Principal Component Analysis to reduce the Iris feature data to two features that retain as much information as possible about the original dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pca = PCA(n_components=n_components)\n", + "\n", + "pca.fit(X_scaled, y)\n", + "T_pca = pca.transform(X_scaled)\n", + "\n", + "fig, axis = plt.subplots()\n", + "scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y)\n", + "axis.set(xlabel=\"PC$_1$\", ylabel=\"PC$_2$\")\n", + "axis.legend(\n", + " scatter.legend_elements()[0], iris.target_names, loc=\"lower right\", title=\"Classes\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Effect of Mixing Parameter $\\alpha$ on PCovC Map\n", + "#### Below, we see how different $\\alpha$ values for our PCovC model result in varying class distinctions between setosa, versicolor, and virginica on the PCovC map." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_mixing = 5\n", + "mixing_params = [0, 0.25, 0.50, 0.75, 1]\n", + "\n", + "fig, axes = plt.subplots(1, n_mixing, figsize=(4 * n_mixing, 4))\n", + "\n", + "for id in range(0, n_mixing):\n", + " mixing = mixing_params[id]\n", + "\n", + " pcovc = PCovC(\n", + " mixing=mixing,\n", + " n_components=n_components,\n", + " random_state=random_state,\n", + " classifier=LogisticRegressionCV(),\n", + " )\n", + "\n", + " pcovc.fit(X_scaled, y)\n", + " T = pcovc.transform(X_scaled)\n", + "\n", + " axes[id].set_title(r\"$\\alpha=$\" + str(mixing))\n", + " axes[id].set_xlabel(\"PCovC$_1$\")\n", + " axes[id].scatter(T[:, 0], T[:, 1], c=y)\n", + "\n", + "fig.supylabel(\"PCovC$_2$\", fontsize=10)\n", + "\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Effect of PCovC Classifier on PCovC Map and Decision Boundaries\n", + "#### Here, we see how a PCovC model ($\\alpha=$ 0.5) fitted with different classifiers produces varying PCovC maps. In addition, we see the varying decision boundaries produced by the respective PCovC classifiers overlayed onto the PCovC maps." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mixing = 0.5\n", + "n_models = 4\n", + "fig, axes = plt.subplots(1, n_models, figsize=(4 * n_models, 4))\n", + "\n", + "models = {\n", + " RidgeClassifierCV(): \"Ridge Regression\",\n", + " LogisticRegressionCV(random_state=random_state): \"Logistic Regression\",\n", + " LinearSVC(random_state=random_state): \"SVC\",\n", + " Perceptron(random_state=random_state): \"Single-Layer Perceptron\",\n", + "}\n", + "\n", + "for id in range(0, n_models):\n", + " model = list(models)[id]\n", + "\n", + " pcovc = PCovC(\n", + " mixing=mixing,\n", + " n_components=n_components,\n", + " random_state=random_state,\n", + " classifier=model,\n", + " )\n", + "\n", + " pcovc.fit(X_scaled, y)\n", + " T = pcovc.transform(X_scaled)\n", + "\n", + " graph = axes[id]\n", + " graph.set_title(models[model])\n", + "\n", + " DecisionBoundaryDisplay.from_estimator(\n", + " estimator=pcovc.classifier_,\n", + " X=T,\n", + " ax=graph,\n", + " response_method=\"predict\",\n", + " grid_resolution=5000,\n", + " )\n", + "\n", + " graph.set_xlabel(\"PCovC$_1$\")\n", + " graph.scatter(T[:, 0], T[:, 1], c=y)\n", + "\n", + " graph.set_xticks([])\n", + " graph.set_yticks([])\n", + "\n", + "\n", + "fig.supylabel(\"PCovC$_2$\", fontsize=10)\n", + "fig.subplots_adjust(wspace=0.12, left=0.035, bottom=0.06)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/src/skmatter/decomposition/__init__.py b/src/skmatter/decomposition/__init__.py index 415fcf54a..b9c8448d7 100644 --- a/src/skmatter/decomposition/__init__.py +++ b/src/skmatter/decomposition/__init__.py @@ -25,11 +25,21 @@ original PCovR method, proposed in [Helfrecht2020]_. """ +from ._pcov import _BasePCov + +from ._pcovr import PCovR from ._kernel_pcovr import KernelPCovR -from ._pcovr import ( - PCovR, - pcovr_covariance, - pcovr_kernel, -) -__all__ = ["pcovr_covariance", "pcovr_kernel", "PCovR", "KernelPCovR"] +from ._pcovc import PCovC + +from ._pcov import pcovr_covariance, pcovr_kernel + + +__all__ = [ + "pcovr_covariance", + "pcovr_kernel", + "PCovR", + "KernelPCovR", + "PCovC", + "_BasePCov", +] diff --git a/src/skmatter/decomposition/_pcov.py b/src/skmatter/decomposition/_pcov.py new file mode 100644 index 000000000..d6e4a6046 --- /dev/null +++ b/src/skmatter/decomposition/_pcov.py @@ -0,0 +1,287 @@ +import numbers +import warnings + +import numpy as np +from numpy.linalg import LinAlgError + +from scipy.linalg import sqrtm as MatrixSqrt +from scipy import linalg +from scipy.sparse.linalg import svds + +from sklearn.decomposition._base import _BasePCA +from sklearn.linear_model._base import LinearModel +from sklearn.decomposition._pca import _infer_dimension +from sklearn.utils import check_random_state +from sklearn.utils._arpack import _init_arpack_v0 +from sklearn.utils.extmath import randomized_svd, stable_cumsum, svd_flip +from sklearn.utils.validation import check_is_fitted + +from skmatter.utils import pcovr_covariance, pcovr_kernel + + +class _BasePCov(_BasePCA, LinearModel): + def __init__( + self, + mixing=0.5, + n_components=None, + svd_solver="auto", + tol=1e-12, + space="auto", + iterated_power="auto", + random_state=None, + whiten=False, + ): + self.mixing = mixing + self.n_components = n_components + self.svd_solver = svd_solver + self.tol = tol + self.space = space + self.iterated_power = iterated_power + self.random_state = random_state + self.whiten = whiten + + # this contains the common functionality for the PCovR and PCovC fit methods, + # but leaves the rest of the functionality to the subclass + def _fit_utils(self, X): + # saved for inverse transformations from the latent space, + # should be zero in the case that the features have been properly centered + self.mean_ = np.mean(X, axis=0) + + if np.max(np.abs(self.mean_)) > self.tol: + warnings.warn( + "This class does not automatically center data, and your data mean is" + " greater than the supplied tolerance.", + stacklevel=1, + ) + + if self.space is not None and self.space not in [ + "feature", + "sample", + "auto", + ]: + raise ValueError("Only feature and sample space are supported.") + + # Handle self.n_components==None + if self.n_components is None: + if self.svd_solver != "arpack": + self.n_components_ = min(X.shape) + else: + self.n_components_ = min(X.shape) - 1 + else: + self.n_components_ = self.n_components + + # Handle svd_solver + self.fit_svd_solver_ = self.svd_solver + if self.fit_svd_solver_ == "auto": + # Small problem or self.n_components_ == 'mle', just call full PCA + if max(X.shape) <= 500 or self.n_components_ == "mle": + self.fit_svd_solver_ = "full" + elif self.n_components_ >= 1 and self.n_components_ < 0.8 * min(X.shape): + self.fit_svd_solver_ = "randomized" + # This is also the case of self.n_components_ in (0,1) + else: + self.fit_svd_solver_ = "full" + + self.n_samples_in_, self.n_features_in_ = X.shape + self.space_ = self.space + if self.space_ is None or self.space_ == "auto": + if self.n_samples_in_ > self.n_features_in_: + self.space_ = "feature" + else: + self.space_ = "sample" + + def _fit_feature_space(self, X, Y, Yhat, compute_pty_=True): + Ct, iCsqrt = pcovr_covariance( + mixing=self.mixing, + X=X, + Y=Yhat, + rcond=self.tol, + return_isqrt=True, + ) + try: + Csqrt = np.linalg.lstsq(iCsqrt, np.eye(len(iCsqrt)), rcond=None)[0] + + # if we can avoid recomputing Csqrt, we should, but sometimes we + # run into a singular matrix, which is what we do here + except LinAlgError: + Csqrt = np.real(MatrixSqrt(X.T @ X)) + + if self.fit_svd_solver_ == "full": + U, S, Vt = self._decompose_full(Ct) + elif self.fit_svd_solver_ in ["arpack", "randomized"]: + U, S, Vt = self._decompose_truncated(Ct) + else: + raise ValueError( + "Unrecognized svd_solver='{0}'" "".format(self.fit_svd_solver_) + ) + + self.singular_values_ = np.sqrt(S.copy()) + self.explained_variance_ = S / (X.shape[0] - 1) + self.explained_variance_ratio_ = ( + self.explained_variance_ / self.explained_variance_.sum() + ) + + S_sqrt = np.diagflat([np.sqrt(s) if s > self.tol else 0.0 for s in S]) + S_sqrt_inv = np.diagflat([1.0 / np.sqrt(s) if s > self.tol else 0.0 for s in S]) + + self.pxt_ = np.linalg.multi_dot([iCsqrt, Vt.T, S_sqrt]) + self.ptx_ = np.linalg.multi_dot([S_sqrt_inv, Vt, Csqrt]) + + if compute_pty_: + self.pty_ = np.linalg.multi_dot([S_sqrt_inv, Vt, iCsqrt, X.T, Y]) + + def _fit_sample_space(self, X, Y, Yhat, W, compute_pty_=True): + Kt = pcovr_kernel(mixing=self.mixing, X=X, Y=Yhat) + + if self.fit_svd_solver_ == "full": + U, S, Vt = self._decompose_full(Kt) + elif self.fit_svd_solver_ in ["arpack", "randomized"]: + U, S, Vt = self._decompose_truncated(Kt) + else: + raise ValueError( + "Unrecognized svd_solver='{0}'" "".format(self.fit_svd_solver_) + ) + + self.singular_values_ = np.sqrt(S.copy()) + self.explained_variance_ = S / (X.shape[0] - 1) + self.explained_variance_ratio_ = ( + self.explained_variance_ / self.explained_variance_.sum() + ) + + P = (self.mixing * X.T) + (1.0 - self.mixing) * W @ Yhat.T + S_sqrt_inv = np.diagflat([1.0 / np.sqrt(s) if s > self.tol else 0.0 for s in S]) + T = Vt.T @ S_sqrt_inv + + self.pxt_ = P @ T + self.ptx_ = T.T @ X + if compute_pty_: + self.pty_ = T.T @ Y + + def inverse_transform(self, T): + if np.max(np.abs(self.mean_)) > self.tol: + warnings.warn( + "This class does not automatically un-center data, and your data mean " + "is greater than the supplied tolerance, so the inverse transformation " + "will be off by the original data mean.", + stacklevel=1, + ) + + return T @ self.ptx_ + + def transform(self, X=None): + check_is_fitted(self, ["pxt_", "mean_"]) + return super().transform(X) + + def _decompose_truncated(self, mat): + if not 1 <= self.n_components_ <= min(self.n_samples_in_, self.n_features_in_): + raise ValueError( + "n_components=%r must be between 1 and " + "min(n_samples, n_features)=%r with " + "svd_solver='%s'" + % ( + self.n_components_, + min(self.n_samples_in_, self.n_features_in_), + self.svd_solver, + ) + ) + elif not isinstance(self.n_components_, numbers.Integral): + raise ValueError( + "n_components=%r must be of type int " + "when greater than or equal to 1, was of type=%r" + % (self.n_components_, type(self.n_components_)) + ) + elif self.svd_solver == "arpack" and self.n_components_ == min( + self.n_samples_in_, self.n_features_in_ + ): + raise ValueError( + "n_components=%r must be strictly less than " + "min(n_samples, n_features)=%r with " + "svd_solver='%s'" + % ( + self.n_components_, + min(self.n_samples_in_, self.n_features_in_), + self.svd_solver, + ) + ) + + random_state = check_random_state(self.random_state) + + if self.fit_svd_solver_ == "arpack": + v0 = _init_arpack_v0(min(mat.shape), random_state) + U, S, Vt = svds(mat, k=self.n_components_, tol=self.tol, v0=v0) + # svds doesn't abide by scipy.linalg.svd/randomized_svd + # conventions, so reverse its outputs. + S = S[::-1] + # flip eigenvectors' sign to enforce deterministic output + U, Vt = svd_flip(U[:, ::-1], Vt[::-1]) + + # We have already eliminated all other solvers, so this must be "randomized" + else: + # sign flipping is done inside + U, S, Vt = randomized_svd( + mat, + n_components=self.n_components_, + n_iter=self.iterated_power, + flip_sign=True, + random_state=random_state, + ) + + return U, S, Vt + + def _decompose_full(self, mat): + if self.n_components_ == "mle": + if self.n_samples_in_ < self.n_features_in_: + raise ValueError( + "n_components='mle' is only supported " "if n_samples >= n_features" + ) + elif ( + not 0 <= self.n_components_ <= min(self.n_samples_in_, self.n_features_in_) + ): + raise ValueError( + "n_components=%r must be between 1 and " + "min(n_samples, n_features)=%r with " + "svd_solver='%s'" + % ( + self.n_components_, + min(self.n_samples_in_, self.n_features_in_), + self.svd_solver, + ) + ) + elif self.n_components_ >= 1: + if not isinstance(self.n_components_, numbers.Integral): + raise ValueError( + "n_components=%r must be of type int " + "when greater than or equal to 1, " + "was of type=%r" % (self.n_components_, type(self.n_components_)) + ) + + U, S, Vt = linalg.svd(mat, full_matrices=False) + + # flip eigenvectors' sign to enforce deterministic output + U, Vt = svd_flip(U, Vt) + + # Get variance explained by singular values + explained_variance_ = S / (self.n_samples_in_ - 1) + total_var = explained_variance_.sum() + explained_variance_ratio_ = explained_variance_ / total_var + + # Postprocess the number of components required + if self.n_components_ == "mle": + self.n_components_ = _infer_dimension( + explained_variance_, self.n_samples_in_ + ) + elif 0 < self.n_components_ < 1.0: + # number of components for which the cumulated explained + # variance percentage is superior to the desired threshold + # side='right' ensures that number of features selected + # their variance is always greater than self.n_components_ float + # passed. More discussion in issue: #15669 + ratio_cumsum = stable_cumsum(explained_variance_ratio_) + self.n_components_ = ( + np.searchsorted(ratio_cumsum, self.n_components_, side="right") + 1 + ) + return ( + U[:, : self.n_components_], + S[: self.n_components_], + Vt[: self.n_components_], + ) \ No newline at end of file diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py new file mode 100644 index 000000000..33f64cd29 --- /dev/null +++ b/src/skmatter/decomposition/_pcovc.py @@ -0,0 +1,429 @@ +import numpy as np +from sklearn import clone +from sklearn.discriminant_analysis import LinearDiscriminantAnalysis +from sklearn.linear_model import ( + Perceptron, + RidgeClassifier, + RidgeClassifierCV, + LogisticRegression, + LogisticRegressionCV, + SGDClassifier, +) +from sklearn.linear_model._base import LinearClassifierMixin +from sklearn.svm import LinearSVC +from sklearn.multioutput import MultiOutputClassifier +from sklearn.utils import check_array +from sklearn.utils.validation import check_is_fitted, validate_data +from sklearn.utils.multiclass import check_classification_targets, type_of_target + +from skmatter.decomposition import _BasePCov +from skmatter.utils import check_cl_fit + + +class PCovC(LinearClassifierMixin, _BasePCov): + r"""Principal Covariates Classification determines a latent-space projection :math:`\mathbf{T}` + which minimizes a combined loss in supervised and unsupervised tasks. + + This projection is determined by the eigendecomposition of a modified gram + matrix :math:`\mathbf{\tilde{K}}` + + .. math:: + \mathbf{\tilde{K}} = \alpha \mathbf{X} \mathbf{X}^T + + (1 - \alpha) \mathbf{Z}\mathbf{Z}^T + + where :math:`\alpha` is a mixing parameter, :math:`\mathbf{X}` is an input matrix of shape + :math:`(n_{samples}, n_{features})`, and :math:`\mathbf{Z}` is a matrix of class confidence scores + of shape :math:`(n_{samples}, n_{classes})`. For :math:`(n_{samples} < n_{features})`, + this can be more efficiently computed using the eigendecomposition of a modified covariance matrix + :math:`\mathbf{\tilde{C}}` + + .. math:: + \mathbf{\tilde{C}} = \alpha \mathbf{X}^T \mathbf{X} + + (1 - \alpha) \left(\left(\mathbf{X}^T + \mathbf{X}\right)^{-\frac{1}{2}} \mathbf{X}^T + \mathbf{Z}\mathbf{Z}^T \mathbf{X} \left(\mathbf{X}^T + \mathbf{X}\right)^{-\frac{1}{2}}\right) + + For all PCovC methods, it is strongly suggested that :math:`\mathbf{X}` and + :math:`\mathbf{Y}` are centered and scaled to unit variance, otherwise the + results will change drastically near :math:`\alpha \to 0` and :math:`\alpha \to 1`. + This can be done with the companion preprocessing classes, where + + >>> from skmatter.preprocessing import StandardFlexibleScaler as SFS + >>> import numpy as np + >>> + >>> # Set column_wise to True when the columns are relative to one another, + >>> # False otherwise. + >>> scaler = SFS(column_wise=True) + >>> + >>> A = np.array([[1, 2], [2, 1]]) # replace with your matrix + >>> scaler.fit(A) + StandardFlexibleScaler(column_wise=True) + >>> A = scaler.transform(A) + + Parameters + ---------- + mixing: float, default=0.5 + mixing parameter, as described in PCovC as :math:`{\alpha}`, here named + to avoid confusion with regularization parameter `alpha` + + n_components : int, float or str, default=None + Number of components to keep. + if n_components is not set all components are kept:: + n_components == min(n_samples, n_features) + + svd_solver : {'auto', 'full', 'arpack', 'randomized'}, default='auto' + If auto : + The solver is selected by a default policy based on `X.shape` and + `n_components`: if the input data is larger than 500x500 and the + number of components to extract is lower than 80% of the smallest + dimension of the data, then the more efficient 'randomized' + method is enabled. Otherwise the exact full SVD is computed and + optionally truncated afterwards. + If full : + run exact full SVD calling the standard LAPACK solver via + `scipy.linalg.svd` and select the components by postprocessing + If arpack : + run SVD truncated to n_components calling ARPACK solver via + `scipy.sparse.linalg.svds`. It requires strictly + 0 < n_components < min(X.shape) + If randomized : + run randomized SVD by the method of Halko et al. + + tol : float, default=1e-12 + Tolerance for singular values computed by svd_solver == 'arpack'. + Must be of range [0.0, infinity). + + space: {'feature', 'sample', 'auto'}, default='auto' + whether to compute the PCovC in `sample` or `feature` space + default=`sample` when :math:`{n_{samples} < n_{features}}` and + `feature` when :math:`{n_{features} < n_{samples}}` + + classifier: {`RidgeClassifier`, `RidgeClassifierCV`, `LogisticRegression`, + `LogisticRegressionCV`, `SGDClassifier`, `LinearSVC`, `precomputed`}, default=None + classifier for computing :math:`{\mathbf{Z}}`. The classifier should be one + `sklearn.linear_model.RidgeClassifier`, `sklearn.linear_model.RidgeClassifierCV`, + `sklearn.linear_model.LogisticRegression`, `sklearn.linear_model.LogisticRegressionCV`, + `sklearn.linear_model.SGDClassifier`, or `sklearn.svm.LinearSVC`. If a pre-fitted classifier + is provided, it is used to compute :math:`{\mathbf{Z}}`. + Note that any pre-fitting of the classifier will be lost if `PCovC` is + within a composite estimator that enforces cloning, e.g., + `sklearn.compose.TransformedTargetclassifier` or + `sklearn.pipeline.Pipeline` with model caching. + In such cases, the classifier will be re-fitted on the same + training data as the composite estimator. + If `precomputed`, we assume that the `y` passed to the `fit` function + is the classified form of the targets :math:`{\mathbf{\hat{Y}}}`. + If None, ``sklearn.linear_model.LogisticRegression()`` + is used as the classifier. + + iterated_power : int or 'auto', default='auto' + Number of iterations for the power method computed by + svd_solver == 'randomized'. + Must be of range [0, infinity). + + random_state : int, RandomState instance or None, default=None + Used when the 'arpack' or 'randomized' solvers are used. Pass an int + for reproducible results across multiple function calls. + + whiten : boolean, deprecated + + Attributes + ---------- + mixing: float, default=0.5 + mixing parameter, as described in PCovC as :math:`{\alpha}` + + tol: float, default=1e-12 + Tolerance for singular values computed by svd_solver == 'arpack'. + Must be of range [0.0, infinity). + + space: {'feature', 'sample', 'auto'}, default='auto' + whether to compute the PCovC in `sample` or `feature` space + default=`sample` when :math:`{n_{samples} < n_{features}}` and + `feature` when :math:`{n_{features} < n_{samples}}` + + n_components_ : int + The estimated number of components, which equals the parameter + n_components, or the lesser value of n_features and n_samples + if n_components is None. + + pxt_ : ndarray of size :math:`({n_{features}, n_{components}})` + the projector, or weights, from the input space :math:`\mathbf{X}` + to the latent-space projection :math:`\mathbf{T}` + + pxz_ : ndarray of size :math:`({n_{features}, n_{classes}})` + the projector, or weights, from the input space :math:`\mathbf{X}` + to the class confidence scores :math:`\mathbf{Z}` + + ptz_ : ndarray of size :math:`({n_{components}, n_{classes}})` + the projector, or weights, from the latent-space projection + :math:`\mathbf{T}` to the class confidence scores :math:`\mathbf{Z}` + + explained_variance_ : ndarray of shape (n_components,) + The amount of variance explained by each of the selected components. + Equal to n_components largest eigenvalues + of the PCovC-modified covariance matrix of :math:`\mathbf{X}`. + + singular_values_ : ndarray of shape (n_components,) + The singular values corresponding to each of the selected components. + + Examples + -------- + >>> import numpy as np + >>> from skmatter.decomposition import PCovC + >>> X = np.array([[-1, 0, -2, 3], [3, -2, 0, 1], [-3, 0, -1, -1], [1, 3, 0, -2]]) + >>> X = StandardScaler().fit_transform(X) + >>> Y = np.array([0, 1, 2, 0]) + >>> pcovc = PCovC(mixing=0.1, n_components=2) + >>> pcovc.fit(X, Y) + PCovC(mixing=0.1, n_components=2) + >>> pcovc.transform(X) + array([[-0.4794854 -0.46228114] + [ 1.9416966 0.2532831 ] + [-1.08744947 0.89117784] + [-0.37476173 -0.6821798 ]]) + >>> pcovc.predict(X) + array([0 1 2 0]) + """ # NoQa: E501 + + def __init__( + self, + mixing=0.5, + n_components=None, + svd_solver="auto", + tol=1e-12, + space="auto", + classifier=None, + iterated_power="auto", + random_state=None, + whiten=False, + ): + super().__init__( + mixing=mixing, + n_components=n_components, + svd_solver=svd_solver, + tol=tol, + space=space, + iterated_power=iterated_power, + random_state=random_state, + whiten=whiten, + ) + self.classifier = classifier + + def fit(self, X, Y, W=None): + r"""Fit the model with X and Y. Depending on the dimensions of X, calls either + `_fit_feature_space` or `_fit_sample_space` + + Parameters + ---------- + X : numpy.ndarray, shape (n_samples, n_features) + Training data, where n_samples is the number of samples and n_features is + the number of features. + + It is suggested that :math:`\mathbf{X}` be centered by its column- + means and scaled. If features are related, the matrix should be scaled + to have unit variance, otherwise :math:`\mathbf{X}` should be + scaled so that each feature has a variance of 1 / n_features. + + Y : numpy.ndarray, shape (n_samples, n_properties) + Training data, where n_samples is the number of samples and n_properties is + the number of properties + + It is suggested that :math:`\mathbf{X}` be centered by its column-means and + scaled. If features are related, the matrix should be scaled to have unit + variance, otherwise :math:`\mathbf{Y}` should be scaled so that each feature + has a variance of 1 / n_features. + + If the passed classifier = `precomputed`, it is assumed that Y is the + classified form of the properties, :math:`{\mathbf{\hat{Y}}}`. + + W : numpy.ndarray, shape (n_features, n_properties) + Classification weights, optional when classifier=`precomputed`. If not + passed, it is assumed that `W = np.linalg.lstsq(X, Y, self.tol)[0]` + """ + X, Y = validate_data(self, X, Y, y_numeric=False, multi_output=True) + check_classification_targets(Y) + self.classes_ = np.unique(Y) + + super()._fit_utils(X) + + compatible_classifiers = ( + LinearDiscriminantAnalysis, + LinearSVC, + LogisticRegression, + LogisticRegressionCV, + MultiOutputClassifier, + Perceptron, + RidgeClassifier, + RidgeClassifierCV, + SGDClassifier, + ) + + if self.classifier not in ["precomputed", None] and not isinstance( + self.classifier, compatible_classifiers + ): + raise ValueError( + "Classifier must be an instance of `" + f"{'`, `'.join(c.__name__ for c in compatible_classifiers)}`" + ", or `precomputed`" + ) + + if self.classifier != "precomputed": + if self.classifier is None: + classifier = LogisticRegression() + else: + classifier = self.classifier + + self.z_classifier_ = check_cl_fit(classifier, X, Y) + + if isinstance(self.z_classifier_, MultiOutputClassifier): + W = np.hstack([est_.coef_.T for est_ in self.z_classifier_.estimators_]) + else: + W = self.z_classifier_.coef_.T.reshape(X.shape[1], -1) + + # we don't want to copy all parameters of classifier, such as n_features_in, since we are re-fitting it on T and Y + self.classifier_ = clone(classifier) + else: + if W is None: + W = np.linalg.lstsq(X, Y, self.tol)[0] + + # if precomputed, use default classifier to predict Y from T + self.classifier_ = LogisticRegression() + + Z = X @ W + + if self.space_ == "feature": + self._fit_feature_space(X, Y, Z) + else: + self._fit_sample_space(X, Y, Z, W) + + # instead of using linear regression solution, refit with the classifier + # and steal weights to get pxz and ptz + self.classifier_.fit(X @ self.pxt_, Y) + + if isinstance(self.classifier_, MultiOutputClassifier): + self.ptz_ = np.hstack( + [est_.coef_.T for est_ in self.classifier_.estimators_] + ) + self.pxz_ = self.pxt_ @ self.ptz_ + else: + self.ptz_ = self.classifier_.coef_.T + self.pxz_ = self.pxt_ @ self.ptz_ + + if len(Y.shape) == 1 and type_of_target(Y) == "binary": + self.pxz_ = self.pxz_.reshape( + X.shape[1], + ) + self.ptz_ = self.ptz_.reshape( + self.n_components_, + ) + + self.components_ = self.pxt_.T # for sklearn compatibility + return self + + def _fit_feature_space(self, X, Y, Z): + r"""In feature-space PCovC, the projectors are determined by: + + .. math:: + \mathbf{\tilde{C}} = \alpha \mathbf{X}^T \mathbf{X} + + (1 - \alpha) \left(\left(\mathbf{X}^T + \mathbf{X}\right)^{-\frac{1}{2}} \mathbf{X}^T + \mathbf{Z}\mathbf{Z}}^T \mathbf{X} \left(\mathbf{X}^T + \mathbf{X}\right)^{-\frac{1}{2}}\right) + + where + + .. math:: + \mathbf{P}_{XT} = (\mathbf{X}^T \mathbf{X})^{-\frac{1}{2}} + \mathbf{U}_\mathbf{\tilde{C}}^T + \mathbf{\Lambda}_\mathbf{\tilde{C}}^{\frac{1}{2}} + + .. math:: + \mathbf{P}_{TX} = \mathbf{\Lambda}_\mathbf{\tilde{C}}^{-\frac{1}{2}} + \mathbf{U}_\mathbf{\tilde{C}}^T + (\mathbf{X}^T \mathbf{X})^{\frac{1}{2}} + """ + return super()._fit_feature_space(X, Y, Z, compute_pty_=False) + + def _fit_sample_space(self, X, Y, Z, W): + r"""In sample-space PCovC, the projectors are determined by: + + .. math:: + \mathbf{\tilde{K}} = \alpha \mathbf{X} \mathbf{X}^T + + (1 - \alpha) \mathbf{Z}\mathbf{Z}^T + + where + + .. math:: + \mathbf{P}_{XT} = \left(\alpha \mathbf{X}^T + (1 - \alpha) + \mathbf{W} \mathbf{Z}^T\right) + \mathbf{U}_\mathbf{\tilde{K}} + \mathbf{\Lambda}_\mathbf{\tilde{K}}^{-\frac{1}{2}} + + .. math:: + \mathbf{P}_{TX} = \mathbf{\Lambda}_\mathbf{\tilde{K}}^{-\frac{1}{2}} + \mathbf{U}_\mathbf{\tilde{K}}^T \mathbf{X} + """ + return super()._fit_sample_space(X, Y, Z, W, compute_pty_=False) + + def inverse_transform(self, T): + r"""Transform data back to its original space. + + .. math:: + \mathbf{\hat{X}} = \mathbf{T} \mathbf{P}_{TX} + = \mathbf{X} \mathbf{P}_{XT} \mathbf{P}_{TX} + + Parameters + ---------- + T : ndarray, shape (n_samples, n_components) + Projected data, where n_samples is the number of samples + and n_components is the number of components. + + Returns + ------- + X_original ndarray, shape (n_samples, n_features) + """ + return super().inverse_transform(T) + + def decision_function(self, X=None, T=None): + """Predicts confidence scores from X or T.""" + check_is_fitted(self, attributes=["pxz_", "ptz_"]) + + if X is None and T is None: + raise ValueError("Either X or T must be supplied.") + + if X is not None: + X = validate_data(self, X, reset=False) + # Or self.classifier_.decision_function(X @ self.pxt_) + return X @ self.pxz_ + self.classifier_.intercept_ + else: + T = check_array(T) + return T @ self.ptz_ + self.classifier_.intercept_ + + def predict(self, X=None, T=None): + """Predicts the property labels using classification on T.""" + check_is_fitted(self, attributes=["pxz_", "ptz_"]) + + if X is None and T is None: + raise ValueError("Either X or T must be supplied.") + + if X is not None: + X = validate_data(self, X, reset=False) + return self.classifier_.predict(X @ self.pxt_) + else: + T = check_array(T) + return self.classifier_.predict(T) + + def transform(self, X=None): + """Apply dimensionality reduction to X. + + ``X`` is projected on the first principal components as determined by the + modified PCovC distances. + + Parameters + ---------- + X : numpy.ndarray, shape (n_samples, n_features) + New data, where n_samples is the number of samples + and n_features is the number of features. + """ + return super().transform(X) \ No newline at end of file diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index bc094a720..fc12d3393 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -1,31 +1,21 @@ -import numbers -import warnings - import numpy as np -from numpy.linalg import LinAlgError -from scipy import linalg -from scipy.linalg import sqrtm as MatrixSqrt -from scipy.sparse.linalg import svds -from sklearn.decomposition._base import _BasePCA -from sklearn.decomposition._pca import _infer_dimension + +from sklearn.utils import check_array from sklearn.linear_model import LinearRegression, Ridge, RidgeCV -from sklearn.linear_model._base import LinearModel -from sklearn.utils import check_array, check_random_state -from sklearn.utils._arpack import _init_arpack_v0 -from sklearn.utils.extmath import randomized_svd, stable_cumsum, svd_flip from sklearn.utils.validation import check_is_fitted, validate_data +from sklearn.base import MultiOutputMixin, RegressorMixin -from ..utils import check_lr_fit, pcovr_covariance, pcovr_kernel +from skmatter.decomposition import _BasePCov +from skmatter.utils import check_lr_fit -class PCovR(_BasePCA, LinearModel): +class PCovR(RegressorMixin, MultiOutputMixin, _BasePCov): r"""Principal Covariates Regression, as described in [deJong1992]_ determines a latent-space projection :math:`\mathbf{T}` which minimizes a combined loss in supervised and unsupervised tasks. This projection is determined by the eigendecomposition of a modified gram matrix :math:`\mathbf{\tilde{K}}` - .. math:: \mathbf{\tilde{K}} = \alpha \mathbf{X} \mathbf{X}^T + (1 - \alpha) \mathbf{\hat{Y}}\mathbf{\hat{Y}}^T @@ -67,11 +57,12 @@ class PCovR(_BasePCA, LinearModel): mixing: float, default=0.5 mixing parameter, as described in PCovR as :math:`{\alpha}`, here named to avoid confusion with regularization parameter `alpha` + n_components : int, float or str, default=None Number of components to keep. if n_components is not set all components are kept:: - n_components == min(n_samples, n_features) + svd_solver : {'auto', 'full', 'arpack', 'randomized'}, default='auto' If auto : The solver is selected by a default policy based on `X.shape` and @@ -88,13 +79,16 @@ class PCovR(_BasePCA, LinearModel): min(X.shape) If randomized : run randomized SVD by the method of Halko et al. + tol : float, default=1e-12 Tolerance for singular values computed by svd_solver == 'arpack'. Must be of range [0.0, infinity). + space: {'feature', 'sample', 'auto'}, default='auto' whether to compute the PCovR in `sample` or `feature` space default=`sample` when :math:`{n_{samples} < n_{features}}` and `feature` when :math:`{n_{features} < n_{samples}}` + regressor: {`Ridge`, `RidgeCV`, `LinearRegression`, `precomputed`}, default=None regressor for computing approximated :math:`{\mathbf{\hat{Y}}}`. The regressor should be one `sklearn.linear_model.Ridge`, `sklearn.linear_model.RidgeCV`, or @@ -108,42 +102,52 @@ class PCovR(_BasePCA, LinearModel): regressed form of the targets :math:`{\mathbf{\hat{Y}}}`. If None, ``sklearn.linear_model.Ridge('alpha':1e-6, 'fit_intercept':False, 'tol':1e-12)`` is used as the regressor. + iterated_power : int or 'auto', default='auto' - Number of iterations for the power method computed by svd_solver == - 'randomized'. Must be of range [0, infinity). + Number of iterations for the power method computed by svd_solver == + 'randomized'. Must be of range [0, infinity). + random_state : int, :class:`numpy.random.RandomState` instance or None, default=None - Used when the 'arpack' or 'randomized' solvers are used. Pass an int for - reproducible results across multiple function calls. - whiten : bool, deprecated + Used when the 'arpack' or 'randomized' solvers are used. Pass an int for + reproducible results across multiple function calls. + + whiten : boolean, deprecated Attributes ---------- mixing: float, default=0.5 mixing parameter, as described in PCovR as :math:`{\alpha}` + tol: float, default=1e-12 Tolerance for singular values computed by svd_solver == 'arpack'. Must be of range [0.0, infinity). + space: {'feature', 'sample', 'auto'}, default='auto' whether to compute the PCovR in `sample` or `feature` space default=`sample` when :math:`{n_{samples} < n_{features}}` and `feature` when :math:`{n_{features} < n_{samples}}` + n_components_ : int The estimated number of components, which equals the parameter n_components, or the lesser value of n_features and n_samples if n_components is None. + pxt_ : numpy.ndarray of size :math:`({n_{samples}, n_{components}})` the projector, or weights, from the input space :math:`\mathbf{X}` to the latent-space projection :math:`\mathbf{T}` - pty_ : numpy.ndarray of size :math:`({n_{components}, n_{properties}})` - the projector, or weights, from the latent-space projection :math:`\mathbf{T}` - to the properties :math:`\mathbf{Y}` + pxy_ : numpy.ndarray of size :math:`({n_{samples}, n_{properties}})` the projector, or weights, from the input space :math:`\mathbf{X}` to the properties :math:`\mathbf{Y}` + + pty_ : numpy.ndarray of size :math:`({n_{components}, n_{properties}})` + the projector, or weights, from the latent-space projection :math:`\mathbf{T}` + to the properties :math:`\mathbf{Y}` + explained_variance_ : numpy.ndarray of shape (n_components,) The amount of variance explained by each of the selected components. - Equal to n_components largest eigenvalues of the PCovR-modified covariance matrix of :math:`\mathbf{X}`. + singular_values_ : numpy.ndarray of shape (n_components,) The singular values corresponding to each of the selected components. @@ -166,7 +170,7 @@ class PCovR(_BasePCA, LinearModel): [-1.02805338, 1.06736871], [ 0.98166504, -4.98307078], [-2.9963189 , 1.98238856]]) - """ + """ # NoQa: E501 def __init__( self, @@ -180,16 +184,16 @@ def __init__( random_state=None, whiten=False, ): - self.mixing = mixing - self.n_components = n_components - self.space = space - - self.whiten = whiten - self.svd_solver = svd_solver - self.tol = tol - self.iterated_power = iterated_power - self.random_state = random_state - + super().__init__( + mixing=mixing, + n_components=n_components, + svd_solver=svd_solver, + tol=tol, + space=space, + iterated_power=iterated_power, + random_state=random_state, + whiten=whiten, + ) self.regressor = regressor def fit(self, X, Y, W=None): @@ -206,6 +210,7 @@ def fit(self, X, Y, W=None): means and scaled. If features are related, the matrix should be scaled to have unit variance, otherwise :math:`\mathbf{X}` should be scaled so that each feature has a variance of 1 / n_features. + Y : numpy.ndarray, shape (n_samples, n_properties) Training data, where n_samples is the number of samples and n_properties is the number of properties @@ -217,51 +222,23 @@ def fit(self, X, Y, W=None): If the passed regressor = `precomputed`, it is assumed that Y is the regressed form of the properties, :math:`{\mathbf{\hat{Y}}}`. + W : numpy.ndarray, shape (n_features, n_properties) Regression weights, optional when regressor=`precomputed`. If not passed, it is assumed that `W = np.linalg.lstsq(X, Y, self.tol)[0]` """ X, Y = validate_data(self, X, Y, y_numeric=True, multi_output=True) + super()._fit_utils(X) - # saved for inverse transformations from the latent space, - # should be zero in the case that the features have been properly centered - self.mean_ = np.mean(X, axis=0) - - if np.max(np.abs(self.mean_)) > self.tol: - warnings.warn( - "This class does not automatically center data, and your data mean is" - " greater than the supplied tolerance.", - stacklevel=1, - ) + compatible_regressors = (LinearRegression, Ridge, RidgeCV) - if self.space is not None and self.space not in [ - "feature", - "sample", - "auto", - ]: - raise ValueError("Only feature and sample space are supported.") - - # Handle self.n_components==None - if self.n_components is None: - if self.svd_solver != "arpack": - self.n_components_ = min(X.shape) - else: - self.n_components_ = min(X.shape) - 1 - else: - self.n_components_ = self.n_components - - if not any( - [ - self.regressor is None, - self.regressor == "precomputed", - isinstance(self.regressor, LinearRegression), - isinstance(self.regressor, Ridge), - isinstance(self.regressor, RidgeCV), - ] + if self.regressor not in ["precomputed", None] and not isinstance( + self.regressor, compatible_regressors ): raise ValueError( - "Regressor must be an instance of " - "`LinearRegression`, `Ridge`, `RidgeCV`, or `precomputed`" + "Regressor must be an instance of `" + f"{'`, `'.join(r.__name__ for r in compatible_regressors)}`" + ", or `precomputed`" ) # Assign the default regressor @@ -275,7 +252,7 @@ def fit(self, X, Y, W=None): else: regressor = self.regressor - self.regressor_ = check_lr_fit(regressor, X, y=Y) + self.regressor_ = check_lr_fit(regressor, X, Y) W = self.regressor_.coef_.T.reshape(X.shape[1], -1) Yhat = self.regressor_.predict(X).reshape(X.shape[0], -1) @@ -284,26 +261,6 @@ def fit(self, X, Y, W=None): if W is None: W = np.linalg.lstsq(X, Yhat, self.tol)[0] - # Handle svd_solver - self.fit_svd_solver_ = self.svd_solver - if self.fit_svd_solver_ == "auto": - # Small problem or self.n_components_ == 'mle', just call full PCA - if max(X.shape) <= 500 or self.n_components_ == "mle": - self.fit_svd_solver_ = "full" - elif self.n_components_ >= 1 and self.n_components_ < 0.8 * min(X.shape): - self.fit_svd_solver_ = "randomized" - # This is also the case of self.n_components_ in (0,1) - else: - self.fit_svd_solver_ = "full" - - self.n_samples_in_, self.n_features_in_ = X.shape - self.space_ = self.space - if self.space_ is None or self.space_ == "auto": - if self.n_samples_in_ > self.n_features_in_: - self.space_ = "feature" - else: - self.space_ = "sample" - if self.space_ == "feature": self._fit_feature_space(X, Y.reshape(Yhat.shape), Yhat) else: @@ -349,41 +306,7 @@ def _fit_feature_space(self, X, Y, Yhat): \mathbf{X})^{-\frac{1}{2}} \mathbf{X}^T \mathbf{Y} """ - Ct, iCsqrt = pcovr_covariance( - mixing=self.mixing, - X=X, - Y=Yhat, - rcond=self.tol, - return_isqrt=True, - ) - try: - Csqrt = np.linalg.lstsq(iCsqrt, np.eye(len(iCsqrt)), rcond=None)[0] - - # if we can avoid recomputing Csqrt, we should, but sometimes we - # run into a singular matrix, which is what we do here - except LinAlgError: - Csqrt = np.real(MatrixSqrt(X.T @ X)) - - if self.fit_svd_solver_ == "full": - U, S, Vt = self._decompose_full(Ct) - elif self.fit_svd_solver_ in ["arpack", "randomized"]: - U, S, Vt = self._decompose_truncated(Ct) - else: - raise ValueError( - "Unrecognized svd_solver='{0}'" "".format(self.fit_svd_solver_) - ) - - self.singular_values_ = np.sqrt(S.copy()) - self.explained_variance_ = S / (X.shape[0] - 1) - self.explained_variance_ratio_ = ( - self.explained_variance_ / self.explained_variance_.sum() - ) - - S_sqrt = np.diagflat([np.sqrt(s) if s > self.tol else 0.0 for s in S]) - S_sqrt_inv = np.diagflat([1.0 / np.sqrt(s) if s > self.tol else 0.0 for s in S]) - self.pxt_ = np.linalg.multi_dot([iCsqrt, Vt.T, S_sqrt]) - self.ptx_ = np.linalg.multi_dot([S_sqrt_inv, Vt, Csqrt]) - self.pty_ = np.linalg.multi_dot([S_sqrt_inv, Vt, iCsqrt, X.T, Y]) + return super()._fit_feature_space(X, Y, Yhat) def _fit_sample_space(self, X, Y, Yhat, W): r"""In sample-space PCovR, the projectors are determined by: @@ -408,144 +331,7 @@ def _fit_sample_space(self, X, Y, Yhat, W): \mathbf{P}_{TY} = \mathbf{\Lambda}_\mathbf{\tilde{K}}^{-\frac{1}{2}} \mathbf{U}_\mathbf{\tilde{K}}^T \mathbf{Y} """ - Kt = pcovr_kernel(mixing=self.mixing, X=X, Y=Yhat) - - if self.fit_svd_solver_ == "full": - U, S, Vt = self._decompose_full(Kt) - elif self.fit_svd_solver_ in ["arpack", "randomized"]: - U, S, Vt = self._decompose_truncated(Kt) - else: - raise ValueError( - "Unrecognized svd_solver='{0}'" "".format(self.fit_svd_solver_) - ) - - self.singular_values_ = np.sqrt(S.copy()) - self.explained_variance_ = S / (X.shape[0] - 1) - self.explained_variance_ratio_ = ( - self.explained_variance_ / self.explained_variance_.sum() - ) - - P = (self.mixing * X.T) + (1.0 - self.mixing) * W @ Yhat.T - S_sqrt_inv = np.diagflat([1.0 / np.sqrt(s) if s > self.tol else 0.0 for s in S]) - T = Vt.T @ S_sqrt_inv - - self.pxt_ = P @ T - self.pty_ = T.T @ Y - self.ptx_ = T.T @ X - - def _decompose_truncated(self, mat): - if not 1 <= self.n_components_ <= min(self.n_samples_in_, self.n_features_in_): - raise ValueError( - "n_components=%r must be between 1 and " - "min(n_samples, n_features)=%r with " - "svd_solver='%s'" - % ( - self.n_components_, - min(self.n_samples_in_, self.n_features_in_), - self.svd_solver, - ) - ) - elif not isinstance(self.n_components_, numbers.Integral): - raise ValueError( - "n_components=%r must be of type int " - "when greater than or equal to 1, was of type=%r" - % (self.n_components_, type(self.n_components_)) - ) - elif self.svd_solver == "arpack" and self.n_components_ == min( - self.n_samples_in_, self.n_features_in_ - ): - raise ValueError( - "n_components=%r must be strictly less than " - "min(n_samples, n_features)=%r with " - "svd_solver='%s'" - % ( - self.n_components_, - min(self.n_samples_in_, self.n_features_in_), - self.svd_solver, - ) - ) - - random_state = check_random_state(self.random_state) - - if self.fit_svd_solver_ == "arpack": - v0 = _init_arpack_v0(min(mat.shape), random_state) - U, S, Vt = svds(mat, k=self.n_components_, tol=self.tol, v0=v0) - # svds doesn't abide by scipy.linalg.svd/randomized_svd - # conventions, so reverse its outputs. - S = S[::-1] - # flip eigenvectors' sign to enforce deterministic output - U, Vt = svd_flip(U[:, ::-1], Vt[::-1]) - - # We have already eliminated all other solvers, so this must be "randomized" - else: - # sign flipping is done inside - U, S, Vt = randomized_svd( - mat, - n_components=self.n_components_, - n_iter=self.iterated_power, - flip_sign=True, - random_state=random_state, - ) - - return U, S, Vt - - def _decompose_full(self, mat): - if self.n_components_ == "mle": - if self.n_samples_in_ < self.n_features_in_: - raise ValueError( - "n_components='mle' is only supported " "if n_samples >= n_features" - ) - elif ( - not 0 <= self.n_components_ <= min(self.n_samples_in_, self.n_features_in_) - ): - raise ValueError( - "n_components=%r must be between 1 and " - "min(n_samples, n_features)=%r with " - "svd_solver='%s'" - % ( - self.n_components_, - min(self.n_samples_in_, self.n_features_in_), - self.svd_solver, - ) - ) - elif self.n_components_ >= 1: - if not isinstance(self.n_components_, numbers.Integral): - raise ValueError( - "n_components=%r must be of type int " - "when greater than or equal to 1, " - "was of type=%r" % (self.n_components_, type(self.n_components_)) - ) - - U, S, Vt = linalg.svd(mat, full_matrices=False) - - # flip eigenvectors' sign to enforce deterministic output - U, Vt = svd_flip(U, Vt) - - # Get variance explained by singular values - explained_variance_ = S / (self.n_samples_in_ - 1) - total_var = explained_variance_.sum() - explained_variance_ratio_ = explained_variance_ / total_var - - # Postprocess the number of components required - if self.n_components_ == "mle": - self.n_components_ = _infer_dimension( - explained_variance_, self.n_samples_in_ - ) - elif 0 < self.n_components_ < 1.0: - # number of components for which the cumulated explained - # variance percentage is superior to the desired threshold - # side='right' ensures that number of features selected - # their variance is always greater than self.n_components_ float - # passed. More discussion in issue: #15669 - ratio_cumsum = stable_cumsum(explained_variance_ratio_) - self.n_components_ = ( - np.searchsorted(ratio_cumsum, self.n_components_, side="right") + 1 - ) - return ( - U[:, : self.n_components_], - S[: self.n_components_], - Vt[: self.n_components_], - ) + return super()._fit_sample_space(X, Y, Yhat, W) def inverse_transform(self, T): r"""Transform data back to its original space. @@ -564,15 +350,7 @@ def inverse_transform(self, T): ------- X_original ndarray, shape (n_samples, n_features) """ - if np.max(np.abs(self.mean_)) > self.tol: - warnings.warn( - "This class does not automatically un-center data, and your data mean " - "is greater than the supplied tolerance, so the inverse transformation " - "will be off by the original data mean.", - stacklevel=1, - ) - - return T @ self.ptx_ + return super().inverse_transform(T) def predict(self, X=None, T=None): """Predicts the property values using regression on X or T.""" @@ -600,8 +378,6 @@ def transform(self, X=None): New data, where n_samples is the number of samples and n_features is the number of features. """ - check_is_fitted(self, ["pxt_", "mean_"]) - return super().transform(X) def score(self, X, y, T=None): @@ -647,3 +423,8 @@ def score(self, X, y, T=None): np.linalg.norm(X - Xrec) ** 2.0 / np.linalg.norm(X) ** 2.0 + np.linalg.norm(y - ypred) ** 2.0 / np.linalg.norm(y) ** 2.0 ) + + def __sklearn_tags__(self): + tags = super().__sklearn_tags__() + tags.regressor_tags.poor_score = True + return tags \ No newline at end of file diff --git a/src/skmatter/utils/__init__.py b/src/skmatter/utils/__init__.py index 2f0c6b969..6c94e2efa 100644 --- a/src/skmatter/utils/__init__.py +++ b/src/skmatter/utils/__init__.py @@ -14,6 +14,9 @@ pcovr_covariance, pcovr_kernel, ) + +from ._pcovc_utils import check_cl_fit + from ._progress_bar import ( get_progress_bar, no_progress_bar, diff --git a/src/skmatter/utils/_pcovc_utils.py b/src/skmatter/utils/_pcovc_utils.py new file mode 100644 index 000000000..9fb07c865 --- /dev/null +++ b/src/skmatter/utils/_pcovc_utils.py @@ -0,0 +1,68 @@ +from copy import deepcopy +from sklearn import clone +from sklearn.utils.validation import check_is_fitted, validate_data +from sklearn.exceptions import NotFittedError +import numpy as np + + +def check_cl_fit(classifier, X, y): + """ + Checks that a (linear) classifier is fitted, and if not, + fits it with the provided data. + + Parameters + ---------- + classifier : object + sklearn-style classifier + X : array-like + Feature matrix with which to fit the classifier if it is not already fitted + y : array-like + Target values with which to fit the classifier if it is not already fitted + + Returns + ------- + fitted_classifier : object + The fitted classifier. If input classifier was already fitted and compatible with + the data, returns a deep copy. Otherwise returns a newly fitted classifier. + + Raises + ------ + ValueError + If the fitted classifiers's coefficients have a shape incompatible with the + number of classes or number of features. + """ + try: + check_is_fitted(classifier) + fitted_classifier = deepcopy(classifier) + + # Check compatibility with X + validate_data(fitted_classifier, X, y, reset=False, multi_output=True) + + # Check compatibility with y + # dimension of classifier coefficients is always 2, hence we don't + # need to check dimension for match with Y + # We need to double check this... + n_classes = len(np.unique(y)) + + if n_classes == 2: + if fitted_classifier.coef_.shape[0] != 1: + raise ValueError( + "For binary classification, expected classifier coefficients " + "to have shape (1, " + f"{X.shape[1]}) but got shape " + f"{fitted_classifier.coef_.shape}" + ) + else: + if fitted_classifier.coef_.shape[0] != n_classes: + raise ValueError( + "For multiclass classification, expected classifier coefficients " + "to have shape " + f"({n_classes}, {X.shape[1]}) but got shape " + f"{fitted_classifier.coef_.shape}" + ) + + except NotFittedError: + fitted_classifier = clone(classifier) + fitted_classifier.fit(X, y) + + return fitted_classifier \ No newline at end of file diff --git a/tests/test_check_estimators.py b/tests/test_check_estimators.py index fc89ecdb4..b9b470c6f 100644 --- a/tests/test_check_estimators.py +++ b/tests/test_check_estimators.py @@ -1,6 +1,6 @@ from sklearn.utils.estimator_checks import parametrize_with_checks -from skmatter.decomposition import KernelPCovR, PCovR +from skmatter.decomposition import KernelPCovR, PCovR, PCovC from skmatter.feature_selection import CUR as fCUR from skmatter.feature_selection import FPS as fFPS from skmatter.feature_selection import PCovCUR as fPCovCUR @@ -13,6 +13,7 @@ [ KernelPCovR(mixing=0.5), PCovR(mixing=0.5), + PCovC(mixing=0.5), fCUR(), fFPS(), fPCovCUR(), diff --git a/tests/test_pcovc.py b/tests/test_pcovc.py new file mode 100644 index 000000000..c7ec24ee7 --- /dev/null +++ b/tests/test_pcovc.py @@ -0,0 +1,573 @@ +import unittest +import warnings + +import numpy as np +from sklearn import exceptions +from sklearn.datasets import load_breast_cancer as get_dataset +from sklearn.decomposition import PCA +from sklearn.linear_model import LogisticRegression, RidgeClassifier +from sklearn.svm import LinearSVC + +from sklearn.naive_bayes import GaussianNB +from sklearn.preprocessing import StandardScaler +from sklearn.utils.validation import check_X_y + +from skmatter.decomposition import PCovC + + +class PCovCBaseTest(unittest.TestCase): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + self.model = ( + lambda mixing=0.5, classifier=LogisticRegression(), **kwargs: PCovC( + mixing=mixing, classifier=classifier, **kwargs + ) + ) + + self.error_tol = 1e-5 + + self.X, self.Y = get_dataset(return_X_y=True) + + scaler = StandardScaler() + self.X = scaler.fit_transform(self.X) + + def setUp(self): + pass + + +class PCovCErrorTest(PCovCBaseTest): + def test_against_pca(self): + """Tests that mixing = 1.0 corresponds to PCA.""" + pcovc = PCovC( + mixing=1.0, n_components=2, space="feature", svd_solver="full" + ).fit(self.X, self.Y) + + pca = PCA(n_components=2, svd_solver="full").fit(self.X) + + # tests that the SVD is equivalent + self.assertTrue(np.allclose(pca.singular_values_, pcovc.singular_values_)) + self.assertTrue(np.allclose(pca.explained_variance_, pcovc.explained_variance_)) + + T_pcovc = pcovc.transform(self.X) + T_pca = pca.transform(self.X) + + # tests that the projections are equivalent + self.assertLessEqual( + np.linalg.norm(T_pcovc @ T_pcovc.T - T_pca @ T_pca.T), 1e-8 + ) + + def test_simple_reconstruction(self): + """Check that PCovC with a full eigendecomposition at mixing=1 can fully + reconstruct the input matrix. + """ + for space in ["feature", "sample", "auto"]: + with self.subTest(space=space): + pcovc = self.model( + mixing=1.0, n_components=self.X.shape[-1], space=space + ) + pcovc.fit(self.X, self.Y) + Xr = pcovc.inverse_transform(pcovc.transform(self.X)) + self.assertLessEqual( + np.linalg.norm(self.X - Xr) ** 2.0 / np.linalg.norm(self.X) ** 2.0, + self.error_tol, + ) + + def test_simple_prediction(self): + """ + Check that PCovC with a full eigendecomposition at mixing=0 + can fully reconstruct the input properties. + """ + for space in ["feature", "sample", "auto"]: + with self.subTest(space=space): + pcovc = self.model(mixing=0.0, n_components=2, space=space) + + pcovc.classifier.fit(self.X, self.Y) + Yhat = pcovc.classifier.predict(self.X) + + pcovc.fit(self.X, self.Y) + Yp = pcovc.predict(self.X) + self.assertLessEqual( + np.linalg.norm(Yp - Yhat) ** 2.0 / np.linalg.norm(Yhat) ** 2.0, + self.error_tol, + ) + + def test_cl_with_x_errors(self): + """ + Check that PCovC returns a non-null property prediction + and that the prediction error increases with `mixing` + """ + prev_error = -1.0 + + for mixing in np.linspace(0, 1, 11): + pcovc = self.model(mixing=mixing, n_components=2, tol=1e-12) + pcovc.fit(self.X, self.Y) + + Yp = pcovc.predict(X=self.X) + error = np.linalg.norm(self.Y - Yp) ** 2.0 / np.linalg.norm(self.Y) ** 2.0 + + with self.subTest(error=error): + self.assertFalse(np.isnan(error)) + with self.subTest(error=error, alpha=round(mixing, 4)): + self.assertGreaterEqual(error, prev_error - self.error_tol) + + prev_error = error + + def test_cl_with_t_errors(self): + """Check that PCovc returns a non-null property prediction from the latent space + projection and that the prediction error increases with `mixing`. + """ + prev_error = -1.0 + + for mixing in np.linspace(0, 1, 11): + pcovc = self.model(mixing=mixing, n_components=2, tol=1e-12) + pcovc.fit(self.X, self.Y) + + T = pcovc.transform(self.X) + Yp = pcovc.predict(T=T) + error = np.linalg.norm(self.Y - Yp) ** 2.0 / np.linalg.norm(self.Y) ** 2.0 + + with self.subTest(error=error): + self.assertFalse(np.isnan(error)) + with self.subTest(error=error, alpha=round(mixing, 4)): + self.assertGreaterEqual(error, prev_error - self.error_tol) + + prev_error = error + + def test_reconstruction_errors(self): + """Check that PCovC returns a non-null reconstructed X and that the + reconstruction error decreases with `mixing`. + """ + prev_error = 1.0 + + for mixing in np.linspace(0, 1, 11): + pcovc = self.model(mixing=mixing, n_components=2, tol=1e-12) + pcovc.fit(self.X, self.Y) + + Xr = pcovc.inverse_transform(pcovc.transform(self.X)) + error = np.linalg.norm(self.X - Xr) ** 2.0 / np.linalg.norm(self.X) ** 2.0 + + with self.subTest(error=error): + self.assertFalse(np.isnan(error)) + with self.subTest(error=error, alpha=round(mixing, 4)): + self.assertLessEqual(error, prev_error + self.error_tol) + + prev_error = error + + +class PCovCSpaceTest(PCovCBaseTest): + def test_select_feature_space(self): + """ + Check that PCovC implements the feature space version + when :math:`n_{features} < n_{samples}``. + """ + pcovc = self.model(n_components=2, tol=1e-12) + pcovc.fit(self.X, self.Y) + + self.assertTrue(pcovc.space_ == "feature") + + def test_select_sample_space(self): + """ + Check that PCovC implements the sample space version + when :math:`n_{features} > n_{samples}``. + """ + pcovc = self.model(n_components=2, tol=1e-12) + + n_samples = self.X.shape[1] - 1 + pcovc.fit(self.X[:n_samples], self.Y[:n_samples]) + + self.assertTrue(pcovc.space_ == "sample") + + def test_bad_space(self): + """ + Check that PCovC raises a ValueError when a non-valid + space is designated. + """ + with self.assertRaises(ValueError): + pcovc = self.model(n_components=2, tol=1e-12, space="bad") + pcovc.fit(self.X, self.Y) + + def test_override_spaceselection(self): + """ + Check that PCovC implements the space provided in the + constructor, overriding that chosen by the input dimensions. + """ + pcovc = self.model(n_components=2, tol=1e-12, space="sample") + pcovc.fit(self.X, self.Y) + + self.assertTrue(pcovc.space_ == "sample") + + def test_spaces_equivalent(self): + """ + Check that the results from PCovC, regardless of the space, + are equivalent. + """ + for alpha in np.linspace(0.01, 0.99, 11): + with self.subTest(alpha=alpha, type="prediction"): + pcovc_ss = self.model( + n_components=2, mixing=alpha, tol=1e-12, space="sample" + ) + pcovc_ss.fit(self.X, self.Y) + + pcovc_fs = self.model( + n_components=2, mixing=alpha, tol=1e-12, space="feature" + ) + pcovc_fs.fit(self.X, self.Y) + + self.assertTrue( + np.allclose( + pcovc_ss.predict(self.X), + pcovc_fs.predict(self.X), + self.error_tol, + ) + ) + + with self.subTest(alpha=alpha, type="reconstruction"): + pcovc_ss = self.model( + n_components=2, mixing=alpha, tol=1e-12, space="sample" + ) + pcovc_ss.fit(self.X, self.Y) + + pcovc_fs = self.model( + n_components=2, mixing=alpha, tol=1e-12, space="feature" + ) + pcovc_fs.fit(self.X, self.Y) + + # if(alpha > 0.5): + # print(np.isclose( + # pcovc_ss.transform(self.X), + # pcovc_fs.transform(self.X), + # self.error_tol + # )) + + # failing for all alpha values + # so these are similar (within approximately 0.001), but not exactly the same. + # I think this is because transform and inverse_transform depend on Pxt and Ptx, + # which in turn depend on Z, which is a matrix of class likelihoods (so maybe there is some rounding problems) + self.assertTrue( + np.allclose( + pcovc_ss.inverse_transform(pcovc_ss.transform(self.X)), + pcovc_fs.inverse_transform(pcovc_fs.transform(self.X)), + self.error_tol, + ) + ) + + +class PCovCTestSVDSolvers(PCovCBaseTest): + def test_svd_solvers(self): + """ + Check that PCovC works with all svd_solver modes and assigns + the right n_components + """ + for solver in ["arpack", "full", "randomized", "auto"]: + with self.subTest(solver=solver): + pcovc = self.model(tol=1e-12, svd_solver=solver) + pcovc.fit(self.X, self.Y) + + if solver == "arpack": + self.assertTrue(pcovc.n_components_ == min(self.X.shape) - 1) + else: + self.assertTrue(pcovc.n_components_ == min(self.X.shape)) + + def test_bad_solver(self): + """ + Check that PCovC will not work with a solver that isn't in + ['arpack', 'full', 'randomized', 'auto'] + """ + for space in ["feature", "sample"]: + with self.assertRaises(ValueError) as cm: + pcovc = self.model(svd_solver="bad", space=space) + pcovc.fit(self.X, self.Y) + + self.assertEqual(str(cm.exception), "Unrecognized svd_solver='bad'" "") + + def test_good_n_components(self): + """Check that PCovC will work with any allowed values of n_components.""" + # this one should pass + pcovc = self.model(n_components=0.5, svd_solver="full") + pcovc.fit(self.X, self.Y) + + for svd_solver in ["auto", "full"]: + # this one should pass + pcovc = self.model(n_components=2, svd_solver=svd_solver) + pcovc.fit(self.X, self.Y) + + # this one should pass + pcovc = self.model(n_components="mle", svd_solver=svd_solver) + pcovc.fit(self.X, self.Y) + + def test_bad_n_components(self): + """Check that PCovC will not work with any prohibited values of n_components.""" + with self.assertRaises(ValueError) as cm: + pcovc = self.model( + n_components="mle", classifier=LogisticRegression(), svd_solver="full" + ) + # changed X[:2], Y[:2] to X[:20], Y[:20] since first two rows of classes only had class 1 as target, + # thus error was thrown + pcovc.fit(self.X[:20], self.Y[:20]) + self.assertEqual( + str(cm.exception), + "n_components='mle' is only supported " "if n_samples >= n_features", + ) + + with self.subTest(type="negative_ncomponents"): + with self.assertRaises(ValueError) as cm: + pcovc = self.model(n_components=-1, svd_solver="auto") + pcovc.fit(self.X, self.Y) + + self.assertEqual( + str(cm.exception), + "n_components=%r must be between 1 and " + "min(n_samples, n_features)=%r with " + "svd_solver='%s'" + % ( + pcovc.n_components_, + min(self.X.shape), + pcovc.svd_solver, + ), + ) + with self.subTest(type="0_ncomponents"): + with self.assertRaises(ValueError) as cm: + pcovc = self.model(n_components=0, svd_solver="randomized") + pcovc.fit(self.X, self.Y) + + self.assertEqual( + str(cm.exception), + "n_components=%r must be between 1 and " + "min(n_samples, n_features)=%r with " + "svd_solver='%s'" + % ( + pcovc.n_components_, + min(self.X.shape), + pcovc.svd_solver, + ), + ) + with self.subTest(type="arpack_X_ncomponents"): + with self.assertRaises(ValueError) as cm: + pcovc = self.model(n_components=min(self.X.shape), svd_solver="arpack") + pcovc.fit(self.X, self.Y) + self.assertEqual( + str(cm.exception), + "n_components=%r must be strictly less than " + "min(n_samples, n_features)=%r with " + "svd_solver='%s'" + % ( + pcovc.n_components_, + min(self.X.shape), + pcovc.svd_solver, + ), + ) + + for svd_solver in ["auto", "full"]: + with self.subTest(type="pi_ncomponents"): + with self.assertRaises(ValueError) as cm: + pcovc = self.model(n_components=np.pi, svd_solver=svd_solver) + pcovc.fit(self.X, self.Y) + self.assertEqual( + str(cm.exception), + "n_components=%r must be of type int " + "when greater than or equal to 1, was of type=%r" + % (pcovc.n_components_, type(pcovc.n_components_)), + ) + + +class PCovCInfrastructureTest(PCovCBaseTest): + def test_nonfitted_failure(self): + """ + Check that PCovC will raise a `NonFittedError` if + `transform` is called before the pcovc is fitted + """ + pcovc = self.model(n_components=2, tol=1e-12) + with self.assertRaises(exceptions.NotFittedError): + _ = pcovc.transform(self.X) + + def test_no_arg_predict(self): + """ + Check that PCovC will raise a `ValueError` if + `predict` is called without arguments + """ + pcovc = self.model(n_components=2, tol=1e-12) + pcovc.fit(self.X, self.Y) + with self.assertRaises(ValueError): + _ = pcovc.predict() + + def test_centering(self): + """ + Check that PCovC raises a warning if + given uncentered data. + """ + pcovc = self.model(n_components=2, tol=1e-12) + X = self.X.copy() + np.random.uniform(-1, 1, self.X.shape[1]) + with warnings.catch_warnings(record=True) as w: + pcovc.fit(X, self.Y) + self.assertEqual( + str(w[0].message), + "This class does not automatically center data, and your data mean is " + "greater than the supplied tolerance.", + ) + + def test_T_shape(self): + """Check that PCovC returns a latent space projection consistent with the shape + of the input matrix. + """ + n_components = 5 + pcovc = self.model(n_components=n_components, tol=1e-12) + pcovc.fit(self.X, self.Y) + T = pcovc.transform(self.X) + self.assertTrue(check_X_y(self.X, T, multi_output=True)) + self.assertTrue(T.shape[-1] == n_components) + + def test_Z_shape(self): + """Check that PCovC returns an evidence matrix consistent with the number of samples + and the number of classes. + """ + n_components = 5 + pcovc = self.model(n_components=n_components, tol=1e-12) + pcovc.fit(self.X, self.Y) + + # Shape (n_samples, ) for binary classifcation + Z = pcovc.decision_function(self.X) + + self.assertTrue(Z.ndim == 1) + self.assertTrue(Z.shape[0] == self.X.shape[0]) + + # Modify Y so that it now contains three classes + Y_multiclass = self.Y.copy() + Y_multiclass[0] = 2 + pcovc.fit(self.X, Y_multiclass) + n_classes = len(np.unique(Y_multiclass)) + + # Shape (n_samples, n_classes) for multiclass classification + Z = pcovc.decision_function(self.X) + + self.assertTrue(Z.ndim == 2) + self.assertTrue((Z.shape[0], Z.shape[1]) == (self.X.shape[0], n_classes)) + + def test_default_ncomponents(self): + pcovc = PCovC(mixing=0.5) + pcovc.fit(self.X, self.Y) + + self.assertEqual(pcovc.n_components_, min(self.X.shape)) + + def test_Y_Shape(self): + pcovc = self.model() + Y = np.vstack(self.Y) + pcovc.fit(self.X, Y) + + self.assertEqual(pcovc.pxz_.shape[0], self.X.shape[1]) + self.assertEqual(pcovc.ptz_.shape[0], pcovc.n_components_) + + def test_prefit_classifier(self): + classifier = LogisticRegression() + classifier.fit(self.X, self.Y) + pcovc = self.model(mixing=0.5, classifier=classifier) + pcovc.fit(self.X, self.Y) + + Z_classifier = classifier.decision_function(self.X).reshape(self.X.shape[0], -1) + W_classifier = classifier.coef_.T.reshape(self.X.shape[1], -1) + + Z_pcovc = pcovc.z_classifier_.decision_function(self.X).reshape( + self.X.shape[0], -1 + ) + W_pcovc = pcovc.z_classifier_.coef_.T.reshape(self.X.shape[1], -1) + + self.assertTrue(np.allclose(Z_classifier, Z_pcovc)) + self.assertTrue(np.allclose(W_classifier, W_pcovc)) + + def test_precomputed_classification(self): + classifier = LogisticRegression() + classifier.fit(self.X, self.Y) + Yhat = classifier.predict(self.X) + W = classifier.coef_.T.reshape(self.X.shape[1], -1) + pcovc1 = self.model(mixing=0.5, classifier="precomputed", n_components=1) + pcovc1.fit(self.X, Yhat, W) + t1 = pcovc1.transform(self.X) + + pcovc2 = self.model(mixing=0.5, classifier=classifier, n_components=1) + pcovc2.fit(self.X, self.Y) + t2 = pcovc2.transform(self.X) + + self.assertTrue(np.linalg.norm(t1 - t2) < self.error_tol) + + def test_classifier_modifications(self): + classifier = LogisticRegression() + pcovc = self.model(mixing=0.5, classifier=classifier) + + # PCovC classifier matches the original + self.assertTrue(classifier.get_params() == pcovc.classifier.get_params()) + + # PCovC classifier updates its parameters + # to match the original classifier + classifier.set_params(random_state=2) + self.assertTrue(classifier.get_params() == pcovc.classifier.get_params()) + + # Fitting classifier outside PCovC fits the PCovC classifier + classifier.fit(self.X, self.Y) + self.assertTrue(hasattr(pcovc.classifier, "coef_")) + + # PCovC classifier doesn't change after fitting + pcovc.fit(self.X, self.Y) + classifier.set_params(random_state=3) + self.assertTrue(hasattr(pcovc.classifier_, "coef_")) + self.assertTrue(classifier.get_params() != pcovc.classifier_.get_params()) + + def test_incompatible_classifier(self): + self.maxDiff = None + classifier = GaussianNB() + classifier.fit(self.X, self.Y) + pcovc = self.model(mixing=0.5, classifier=classifier) + + with self.assertRaises(ValueError) as cm: + pcovc.fit(self.X, self.Y) + self.assertEqual( + str(cm.exception), + "Classifier must be an instance of " + "`LinearDiscriminantAnalysis`, `LinearSVC`, `LogisticRegression`, " + "`LogisticRegressionCV`, `MultiOutputClassifier`, `Perceptron`, " + "`RidgeClassifier`, `RidgeClassifierCV`, `SGDClassifier`, or `precomputed`", + ) + + def test_none_classifier(self): + pcovc = PCovC(mixing=0.5, classifier=None) + + pcovc.fit(self.X, self.Y) + self.assertTrue(pcovc.classifier is None) + self.assertTrue(pcovc.classifier_ is not None) + + def test_incompatible_coef_shape(self): + classifier1 = LogisticRegression() + + # Modify Y to be multiclass + Y_multiclass = self.Y.copy() + Y_multiclass[0] = 2 + + classifier1.fit(self.X, Y_multiclass) + pcovc1 = self.model(mixing=0.5, classifier=classifier1) + + # Binary classification shape mismatch + with self.assertRaises(ValueError) as cm: + pcovc1.fit(self.X, self.Y) + self.assertEqual( + str(cm.exception), + "For binary classification, expected classifier coefficients " + "to have shape (1, %d) but got shape %r" + % (self.X.shape[1], classifier1.coef_.shape), + ) + + classifier2 = LogisticRegression() + classifier2.fit(self.X, self.Y) + pcovc2 = self.model(mixing=0.5, classifier=classifier2) + + # Multiclass classification shape mismatch + with self.assertRaises(ValueError) as cm: + pcovc2.fit(self.X, Y_multiclass) + self.assertEqual( + str(cm.exception), + "For multiclass classification, expected classifier coefficients " + "to have shape (%d, %d) but got shape %r" + % (len(np.unique(Y_multiclass)), self.X.shape[1], classifier2.coef_.shape), + ) + + +if __name__ == "__main__": + unittest.main(verbosity=2) \ No newline at end of file From 7f24a7d1891dc1d7d3474d60ed16300a174e16f1 Mon Sep 17 00:00:00 2001 From: cajchristian <114787994+cajchristian@users.noreply.github.com> Date: Tue, 13 May 2025 22:57:16 -0500 Subject: [PATCH 02/18] Finalizing/touching up docs --- src/skmatter/decomposition/_pcov.py | 2 +- src/skmatter/decomposition/_pcovc.py | 95 ++++++++++++---------------- src/skmatter/decomposition/_pcovr.py | 2 +- tests/test_pcovc.py | 16 ++--- 4 files changed, 51 insertions(+), 64 deletions(-) diff --git a/src/skmatter/decomposition/_pcov.py b/src/skmatter/decomposition/_pcov.py index d6e4a6046..d782eb22c 100644 --- a/src/skmatter/decomposition/_pcov.py +++ b/src/skmatter/decomposition/_pcov.py @@ -284,4 +284,4 @@ def _decompose_full(self, mat): U[:, : self.n_components_], S[: self.n_components_], Vt[: self.n_components_], - ) \ No newline at end of file + ) diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index 33f64cd29..966bc8001 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -11,7 +11,6 @@ ) from sklearn.linear_model._base import LinearClassifierMixin from sklearn.svm import LinearSVC -from sklearn.multioutput import MultiOutputClassifier from sklearn.utils import check_array from sklearn.utils.validation import check_is_fitted, validate_data from sklearn.utils.multiclass import check_classification_targets, type_of_target @@ -99,21 +98,19 @@ class PCovC(LinearClassifierMixin, _BasePCov): default=`sample` when :math:`{n_{samples} < n_{features}}` and `feature` when :math:`{n_{features} < n_{samples}}` - classifier: {`RidgeClassifier`, `RidgeClassifierCV`, `LogisticRegression`, - `LogisticRegressionCV`, `SGDClassifier`, `LinearSVC`, `precomputed`}, default=None - classifier for computing :math:`{\mathbf{Z}}`. The classifier should be one - `sklearn.linear_model.RidgeClassifier`, `sklearn.linear_model.RidgeClassifierCV`, + classifier: {`LogisticRegression`, `LogisticRegressionCV`, `LinearSVC`, `LinearDiscriminantAnalysis`, + `RidgeClassifier`, `RidgeClassifierCV`, `SGDClassifier`, `Perceptron`, `precomputed`}, default=None + classifier for computing :math:`{\mathbf{Z}}`. The classifier should be one of `sklearn.linear_model.LogisticRegression`, `sklearn.linear_model.LogisticRegressionCV`, - `sklearn.linear_model.SGDClassifier`, or `sklearn.svm.LinearSVC`. If a pre-fitted classifier + `sklearn.svm.LinearSVC`, `sklearn.discriminant_analysis.LinearDiscriminantAnalysis`, + `sklearn.linear_model.RidgeClassifier`, `sklearn.linear_model.RidgeClassifierCV`, + `sklearn.linear_model.SGDClassifier`, or `Perceptron`. If a pre-fitted classifier is provided, it is used to compute :math:`{\mathbf{Z}}`. Note that any pre-fitting of the classifier will be lost if `PCovC` is within a composite estimator that enforces cloning, e.g., - `sklearn.compose.TransformedTargetclassifier` or `sklearn.pipeline.Pipeline` with model caching. In such cases, the classifier will be re-fitted on the same training data as the composite estimator. - If `precomputed`, we assume that the `y` passed to the `fit` function - is the classified form of the targets :math:`{\mathbf{\hat{Y}}}`. If None, ``sklearn.linear_model.LogisticRegression()`` is used as the classifier. @@ -147,15 +144,24 @@ class PCovC(LinearClassifierMixin, _BasePCov): n_components, or the lesser value of n_features and n_samples if n_components is None. + classifier : estimator object + The linear classifier passed for fitting. + + z_classifier_ : estimator object + The linear classifier fit between X and Y. + + classifier_ : estimator object + The linear classifier fit between T and Y. + pxt_ : ndarray of size :math:`({n_{features}, n_{components}})` the projector, or weights, from the input space :math:`\mathbf{X}` to the latent-space projection :math:`\mathbf{T}` - pxz_ : ndarray of size :math:`({n_{features}, n_{classes}})` + pxz_ : ndarray of size :math: `({n_{features}, })` or `({n_{features}, n_{classes}})` the projector, or weights, from the input space :math:`\mathbf{X}` to the class confidence scores :math:`\mathbf{Z}` - ptz_ : ndarray of size :math:`({n_{components}, n_{classes}})` + ptz_ : ndarray of size :math: ``({n_{components}, })` or `({n_{components}, n_{classes}})` the projector, or weights, from the latent-space projection :math:`\mathbf{T}` to the class confidence scores :math:`\mathbf{Z}` @@ -171,6 +177,7 @@ class PCovC(LinearClassifierMixin, _BasePCov): -------- >>> import numpy as np >>> from skmatter.decomposition import PCovC + >>> from sklearn.preprocessing import StandardScaler >>> X = np.array([[-1, 0, -2, 3], [3, -2, 0, 1], [-3, 0, -1, -1], [1, 3, 0, -2]]) >>> X = StandardScaler().fit_transform(X) >>> Y = np.array([0, 1, 2, 0]) @@ -178,12 +185,12 @@ class PCovC(LinearClassifierMixin, _BasePCov): >>> pcovc.fit(X, Y) PCovC(mixing=0.1, n_components=2) >>> pcovc.transform(X) - array([[-0.4794854 -0.46228114] - [ 1.9416966 0.2532831 ] - [-1.08744947 0.89117784] - [-0.37476173 -0.6821798 ]]) + array([[-0.4794854 , -0.46228114], + [ 1.9416966 , 0.2532831 ], + [-1.08744947, 0.89117784], + [-0.37476173, -0.6821798 ]]) >>> pcovc.predict(X) - array([0 1 2 0]) + array([0, 1, 2, 0]) """ # NoQa: E501 def __init__( @@ -225,38 +232,30 @@ def fit(self, X, Y, W=None): to have unit variance, otherwise :math:`\mathbf{X}` should be scaled so that each feature has a variance of 1 / n_features. - Y : numpy.ndarray, shape (n_samples, n_properties) - Training data, where n_samples is the number of samples and n_properties is - the number of properties - - It is suggested that :math:`\mathbf{X}` be centered by its column-means and - scaled. If features are related, the matrix should be scaled to have unit - variance, otherwise :math:`\mathbf{Y}` should be scaled so that each feature - has a variance of 1 / n_features. - - If the passed classifier = `precomputed`, it is assumed that Y is the - classified form of the properties, :math:`{\mathbf{\hat{Y}}}`. + Y : numpy.ndarray, shape (n_samples,) + Training data, where n_samples is the number of samples. W : numpy.ndarray, shape (n_features, n_properties) Classification weights, optional when classifier=`precomputed`. If not - passed, it is assumed that `W = np.linalg.lstsq(X, Y, self.tol)[0]` + passed, it is assumed that the weights will be taken from a linear classifier + fit between X and Y """ - X, Y = validate_data(self, X, Y, y_numeric=False, multi_output=True) + + X, Y = validate_data(self, X, Y, y_numeric=False) check_classification_targets(Y) self.classes_ = np.unique(Y) super()._fit_utils(X) compatible_classifiers = ( - LinearDiscriminantAnalysis, - LinearSVC, LogisticRegression, LogisticRegressionCV, - MultiOutputClassifier, - Perceptron, + LinearSVC, + LinearDiscriminantAnalysis, RidgeClassifier, RidgeClassifierCV, SGDClassifier, + Perceptron, ) if self.classifier not in ["precomputed", None] and not isinstance( @@ -275,20 +274,13 @@ def fit(self, X, Y, W=None): classifier = self.classifier self.z_classifier_ = check_cl_fit(classifier, X, Y) + W = self.z_classifier_.coef_.T.reshape(X.shape[1], -1) - if isinstance(self.z_classifier_, MultiOutputClassifier): - W = np.hstack([est_.coef_.T for est_ in self.z_classifier_.estimators_]) - else: - W = self.z_classifier_.coef_.T.reshape(X.shape[1], -1) - - # we don't want to copy all parameters of classifier, such as n_features_in, since we are re-fitting it on T and Y - self.classifier_ = clone(classifier) else: + # If precomputed, use default classifier to predict Y from T + classifier = LogisticRegression() if W is None: - W = np.linalg.lstsq(X, Y, self.tol)[0] - - # if precomputed, use default classifier to predict Y from T - self.classifier_ = LogisticRegression() + W = LogisticRegression().fit(X, Y).coef_.T.reshape(X.shape[1], -1) Z = X @ W @@ -299,16 +291,11 @@ def fit(self, X, Y, W=None): # instead of using linear regression solution, refit with the classifier # and steal weights to get pxz and ptz - self.classifier_.fit(X @ self.pxt_, Y) - if isinstance(self.classifier_, MultiOutputClassifier): - self.ptz_ = np.hstack( - [est_.coef_.T for est_ in self.classifier_.estimators_] - ) - self.pxz_ = self.pxt_ @ self.ptz_ - else: - self.ptz_ = self.classifier_.coef_.T - self.pxz_ = self.pxt_ @ self.ptz_ + self.classifier_ = clone(classifier).fit(X @ self.pxt_, Y) + + self.ptz_ = self.classifier_.coef_.T + self.pxz_ = self.pxt_ @ self.ptz_ if len(Y.shape) == 1 and type_of_target(Y) == "binary": self.pxz_ = self.pxz_.reshape( @@ -426,4 +413,4 @@ def transform(self, X=None): New data, where n_samples is the number of samples and n_features is the number of features. """ - return super().transform(X) \ No newline at end of file + return super().transform(X) diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index fc12d3393..d429f6c76 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -427,4 +427,4 @@ def score(self, X, y, T=None): def __sklearn_tags__(self): tags = super().__sklearn_tags__() tags.regressor_tags.poor_score = True - return tags \ No newline at end of file + return tags diff --git a/tests/test_pcovc.py b/tests/test_pcovc.py index c7ec24ee7..58cac3fe2 100644 --- a/tests/test_pcovc.py +++ b/tests/test_pcovc.py @@ -5,8 +5,7 @@ from sklearn import exceptions from sklearn.datasets import load_breast_cancer as get_dataset from sklearn.decomposition import PCA -from sklearn.linear_model import LogisticRegression, RidgeClassifier -from sklearn.svm import LinearSVC +from sklearn.linear_model import LogisticRegression from sklearn.naive_bayes import GaussianNB from sklearn.preprocessing import StandardScaler @@ -216,8 +215,8 @@ def test_spaces_equivalent(self): self.assertTrue( np.allclose( - pcovc_ss.predict(self.X), - pcovc_fs.predict(self.X), + pcovc_ss.decision_function(self.X), + pcovc_fs.decision_function(self.X), self.error_tol, ) ) @@ -522,9 +521,10 @@ def test_incompatible_classifier(self): self.assertEqual( str(cm.exception), "Classifier must be an instance of " - "`LinearDiscriminantAnalysis`, `LinearSVC`, `LogisticRegression`, " - "`LogisticRegressionCV`, `MultiOutputClassifier`, `Perceptron`, " - "`RidgeClassifier`, `RidgeClassifierCV`, `SGDClassifier`, or `precomputed`", + "`LogisticRegression`, `LogisticRegressionCV`, `LinearSVC`, " + "`LinearDiscriminantAnalysis`, `RidgeClassifier`, " + "`RidgeClassifierCV`, `SGDClassifier`, `Perceptron`, " + "or `precomputed`", ) def test_none_classifier(self): @@ -570,4 +570,4 @@ def test_incompatible_coef_shape(self): if __name__ == "__main__": - unittest.main(verbosity=2) \ No newline at end of file + unittest.main(verbosity=2) From 0c841ddfbcd821aab9a6b27c3fa54a80c2b886a1 Mon Sep 17 00:00:00 2001 From: cajchristian <114787994+cajchristian@users.noreply.github.com> Date: Tue, 13 May 2025 23:16:09 -0500 Subject: [PATCH 03/18] Fixing linting --- src/skmatter/decomposition/_pcov.py | 6 ++--- src/skmatter/decomposition/_pcovc.py | 38 ++++++++++++++-------------- src/skmatter/decomposition/_pcovr.py | 5 ++-- src/skmatter/utils/_pcovc_utils.py | 11 ++++---- tests/test_check_estimators.py | 2 +- tests/test_pcovc.py | 27 +++++--------------- 6 files changed, 36 insertions(+), 53 deletions(-) diff --git a/src/skmatter/decomposition/_pcov.py b/src/skmatter/decomposition/_pcov.py index d782eb22c..21efbf1bc 100644 --- a/src/skmatter/decomposition/_pcov.py +++ b/src/skmatter/decomposition/_pcov.py @@ -3,14 +3,12 @@ import numpy as np from numpy.linalg import LinAlgError - -from scipy.linalg import sqrtm as MatrixSqrt from scipy import linalg +from scipy.linalg import sqrtm as MatrixSqrt from scipy.sparse.linalg import svds - from sklearn.decomposition._base import _BasePCA -from sklearn.linear_model._base import LinearModel from sklearn.decomposition._pca import _infer_dimension +from sklearn.linear_model._base import LinearModel from sklearn.utils import check_random_state from sklearn.utils._arpack import _init_arpack_v0 from sklearn.utils.extmath import randomized_svd, stable_cumsum, svd_flip diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index 966bc8001..8af7d9572 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -2,18 +2,18 @@ from sklearn import clone from sklearn.discriminant_analysis import LinearDiscriminantAnalysis from sklearn.linear_model import ( + LogisticRegression, + LogisticRegressionCV, Perceptron, RidgeClassifier, RidgeClassifierCV, - LogisticRegression, - LogisticRegressionCV, SGDClassifier, ) from sklearn.linear_model._base import LinearClassifierMixin from sklearn.svm import LinearSVC from sklearn.utils import check_array -from sklearn.utils.validation import check_is_fitted, validate_data from sklearn.utils.multiclass import check_classification_targets, type_of_target +from sklearn.utils.validation import check_is_fitted, validate_data from skmatter.decomposition import _BasePCov from skmatter.utils import check_cl_fit @@ -218,29 +218,28 @@ def __init__( self.classifier = classifier def fit(self, X, Y, W=None): - r"""Fit the model with X and Y. Depending on the dimensions of X, calls either - `_fit_feature_space` or `_fit_sample_space` + r"""Fit the model with X and Y. Depending on the dimensions of X, + calls either `_fit_feature_space` or `_fit_sample_space`. Parameters ---------- X : numpy.ndarray, shape (n_samples, n_features) - Training data, where n_samples is the number of samples and n_features is - the number of features. + Training data, where n_samples is the number of samples and + n_features is the number of features. It is suggested that :math:`\mathbf{X}` be centered by its column- - means and scaled. If features are related, the matrix should be scaled - to have unit variance, otherwise :math:`\mathbf{X}` should be - scaled so that each feature has a variance of 1 / n_features. + means and scaled. If features are related, the matrix should be + scaled to have unit variance, otherwise :math:`\mathbf{X}` should + be scaled so that each feature has a variance of 1 / n_features. Y : numpy.ndarray, shape (n_samples,) Training data, where n_samples is the number of samples. W : numpy.ndarray, shape (n_features, n_properties) - Classification weights, optional when classifier=`precomputed`. If not - passed, it is assumed that the weights will be taken from a linear classifier - fit between X and Y + Classification weights, optional when classifier=`precomputed`. If + not passed, it is assumed that the weights will be taken from a + linear classifier fit between X and Y """ - X, Y = validate_data(self, X, Y, y_numeric=False) check_classification_targets(Y) self.classes_ = np.unique(Y) @@ -280,7 +279,8 @@ def fit(self, X, Y, W=None): # If precomputed, use default classifier to predict Y from T classifier = LogisticRegression() if W is None: - W = LogisticRegression().fit(X, Y).coef_.T.reshape(X.shape[1], -1) + W = LogisticRegression().fit(X, Y).coef_.T + W = W.reshape(X.shape[1], -1) Z = X @ W @@ -289,8 +289,8 @@ def fit(self, X, Y, W=None): else: self._fit_sample_space(X, Y, Z, W) - # instead of using linear regression solution, refit with the classifier - # and steal weights to get pxz and ptz + # instead of using linear regression solution, refit with the + # classifier and steal weights to get pxz and ptz self.classifier_ = clone(classifier).fit(X @ self.pxt_, Y) @@ -404,8 +404,8 @@ def predict(self, X=None, T=None): def transform(self, X=None): """Apply dimensionality reduction to X. - ``X`` is projected on the first principal components as determined by the - modified PCovC distances. + ``X`` is projected on the first principal components as determined by + the modified PCovC distances. Parameters ---------- diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index d429f6c76..f24deb8e0 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -1,9 +1,8 @@ import numpy as np - -from sklearn.utils import check_array +from sklearn.base import MultiOutputMixin, RegressorMixin from sklearn.linear_model import LinearRegression, Ridge, RidgeCV +from sklearn.utils import check_array from sklearn.utils.validation import check_is_fitted, validate_data -from sklearn.base import MultiOutputMixin, RegressorMixin from skmatter.decomposition import _BasePCov from skmatter.utils import check_lr_fit diff --git a/src/skmatter/utils/_pcovc_utils.py b/src/skmatter/utils/_pcovc_utils.py index 9fb07c865..91829e6ae 100644 --- a/src/skmatter/utils/_pcovc_utils.py +++ b/src/skmatter/utils/_pcovc_utils.py @@ -1,8 +1,9 @@ from copy import deepcopy + +import numpy as np from sklearn import clone -from sklearn.utils.validation import check_is_fitted, validate_data from sklearn.exceptions import NotFittedError -import numpy as np +from sklearn.utils.validation import check_is_fitted, validate_data def check_cl_fit(classifier, X, y): @@ -22,8 +23,8 @@ def check_cl_fit(classifier, X, y): Returns ------- fitted_classifier : object - The fitted classifier. If input classifier was already fitted and compatible with - the data, returns a deep copy. Otherwise returns a newly fitted classifier. + The fitted classifier. If input classifier was already fitted and compatible + with the data, returns a deep copy. Otherwise returns a newly fitted classifier. Raises ------ @@ -65,4 +66,4 @@ def check_cl_fit(classifier, X, y): fitted_classifier = clone(classifier) fitted_classifier.fit(X, y) - return fitted_classifier \ No newline at end of file + return fitted_classifier diff --git a/tests/test_check_estimators.py b/tests/test_check_estimators.py index b9b470c6f..1683b53f3 100644 --- a/tests/test_check_estimators.py +++ b/tests/test_check_estimators.py @@ -1,6 +1,6 @@ from sklearn.utils.estimator_checks import parametrize_with_checks -from skmatter.decomposition import KernelPCovR, PCovR, PCovC +from skmatter.decomposition import KernelPCovR, PCovC, PCovR from skmatter.feature_selection import CUR as fCUR from skmatter.feature_selection import FPS as fFPS from skmatter.feature_selection import PCovCUR as fPCovCUR diff --git a/tests/test_pcovc.py b/tests/test_pcovc.py index 58cac3fe2..fbc102f2b 100644 --- a/tests/test_pcovc.py +++ b/tests/test_pcovc.py @@ -6,7 +6,6 @@ from sklearn.datasets import load_breast_cancer as get_dataset from sklearn.decomposition import PCA from sklearn.linear_model import LogisticRegression - from sklearn.naive_bayes import GaussianNB from sklearn.preprocessing import StandardScaler from sklearn.utils.validation import check_X_y @@ -231,18 +230,6 @@ def test_spaces_equivalent(self): n_components=2, mixing=alpha, tol=1e-12, space="feature" ) pcovc_fs.fit(self.X, self.Y) - - # if(alpha > 0.5): - # print(np.isclose( - # pcovc_ss.transform(self.X), - # pcovc_fs.transform(self.X), - # self.error_tol - # )) - - # failing for all alpha values - # so these are similar (within approximately 0.001), but not exactly the same. - # I think this is because transform and inverse_transform depend on Pxt and Ptx, - # which in turn depend on Z, which is a matrix of class likelihoods (so maybe there is some rounding problems) self.assertTrue( np.allclose( pcovc_ss.inverse_transform(pcovc_ss.transform(self.X)), @@ -301,8 +288,6 @@ def test_bad_n_components(self): pcovc = self.model( n_components="mle", classifier=LogisticRegression(), svd_solver="full" ) - # changed X[:2], Y[:2] to X[:20], Y[:20] since first two rows of classes only had class 1 as target, - # thus error was thrown pcovc.fit(self.X[:20], self.Y[:20]) self.assertEqual( str(cm.exception), @@ -401,13 +386,13 @@ def test_centering(self): pcovc.fit(X, self.Y) self.assertEqual( str(w[0].message), - "This class does not automatically center data, and your data mean is " - "greater than the supplied tolerance.", + "This class does not automatically center data, and your data " + "mean is greater than the supplied tolerance.", ) def test_T_shape(self): - """Check that PCovC returns a latent space projection consistent with the shape - of the input matrix. + """Check that PCovC returns a latent space projection consistent with + the shape of the input matrix. """ n_components = 5 pcovc = self.model(n_components=n_components, tol=1e-12) @@ -417,8 +402,8 @@ def test_T_shape(self): self.assertTrue(T.shape[-1] == n_components) def test_Z_shape(self): - """Check that PCovC returns an evidence matrix consistent with the number of samples - and the number of classes. + """Check that PCovC returns an evidence matrix consistent with the + number of samples and the number of classes. """ n_components = 5 pcovc = self.model(n_components=n_components, tol=1e-12) From f807237792f6c830662e0ba1e56acfa4b342a357 Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Wed, 14 May 2025 12:27:12 -0500 Subject: [PATCH 04/18] Minor changes to examples, formatting --- .../pcovc/PCovC-BreastCancerDataset.ipynb | 27 ++++++---------- examples/pcovc/PCovC-IrisDataset.ipynb | 32 +++++++++---------- src/skmatter/decomposition/__init__.py | 6 ++-- src/skmatter/decomposition/_kernel_pcovr.py | 24 ++++++++++++-- src/skmatter/decomposition/_pcov.py | 7 ++-- src/skmatter/decomposition/_pcovc.py | 1 - src/skmatter/utils/__init__.py | 6 ++-- src/skmatter/utils/_pcovc_utils.py | 8 ++--- 8 files changed, 61 insertions(+), 50 deletions(-) diff --git a/examples/pcovc/PCovC-BreastCancerDataset.ipynb b/examples/pcovc/PCovC-BreastCancerDataset.ipynb index 0af705dce..f7ddd3b2f 100644 --- a/examples/pcovc/PCovC-BreastCancerDataset.ipynb +++ b/examples/pcovc/PCovC-BreastCancerDataset.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -204,16 +204,16 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, @@ -255,16 +255,16 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 29, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -299,16 +299,9 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "LogisticRegressionCV()\n" - ] - }, { "data": { "image/png": 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9PZC9PT4+Pi8aS0TSoAsXLhAbE0OG8pWTbHcoUhwHD09Onz5No0aNUjmdiEj6cfr0aQCcyldJst3xP9v/+OMPihYtmmq5RERERERE/q1UW+wxJCQEg8FAxowZ/3a/Cxcu4OvrS758+Xj77bf/cVGi6OhoTCZTgpeIpC2urq4AWEMeJ9lujYzEHBWJi4tLKqYSEUl//vp9awl5lGS75T+/h/X7VkREREREXjapUsiOiopiyJAhBAQE4OHh8dT9KlWqxIIFCwgMDGTmzJkEBQXx+uuvExoa+tRjxo4di6enZ/zLz88vJW5BRP6FEiVKkCtvXiI3rU6yPXLbBqyxsc80/ZCIiDxd7dq1cXFzI3LTmiTbIzeuxt3DkzfffDN1g4mIiIiIiPxLKV7Ijo2NpU2bNlitVmbOnPm3+zZo0IDWrVtTqlQp6tWrx+bNm3n8+DErV6586jFDhw4lJCQk/nX9+vXkvgUR+Zfs7OwY/umnRP28jbB507FERgBgNZuJ2hVIxHeTCGj/Nnny5LFtUBGRl5yHhwcf9OtHxPIFRPy0EmtsLADWmGgi1iwl4sfFfPThB7i5udk4qYiIiIiIyPN54Tmyn8VfReyrV6+ya9euvx2NnZSMGTNSqFAhLl68+NR9nJyccHJy+rdRRSSFde3aldu3b/P5558TvXYZDnkKYL4bTMy9OzRt1ow5s7+zdUQRkXRh9OjR3L9/nzmTxxK16Dvsc+Qi7voVYkMe8/777zN8+HBbRxQREREREXluKVbI/quIfeHCBX7++We8vLye+xxhYWFcunSJDh06pEBCEUlNBoOBYcOG0bFjRxYsWMDly5fJnDkzAQEBVKhQwdbxRETSDaPRyOzZs/nggw/44YcfuH37Nr5NGtCxY0eKFCli63giIiIiIiIv5IUL2WFhYQlGSgcFBXHixAkyZ85M9uzZadWqFceOHWPjxo2YzWaCg4MByJw5M46OjsCTeRxbtGhBnz59ABg4cCBNmjQhd+7c3Lp1i88//xyj0UhAQMC/uUcRSUNy5cql0YAiIqmgWLFijB071tYxREREREREksULF7KPHDlCzZo1438eMGAAAJ06dWLEiBGsX78egDJlyiQ47ueff45fYOjSpUvcv38/vu3GjRsEBATw4MEDsmbNSvXq1Tlw4ABZs2Z90ZgiIiIiIiIiIiIi8pJ74UL2m2++idVqfWr737X95cqVKwl+Xr58+YvGEREREREREREREZF0ys7WAURERERERERERERE/o4K2SIiIiIiIiIiIiKSpqmQLSIiIiIiIiIiIiJpmgrZIiIiIiIiIiIiIpKmqZAtIiIiIiIiIiIiImmaCtkiIiIiIiIiIiIikqapkC0iIiIiIiIiIiIiaZoK2SIiIiIiIiIiIiKSpqmQLSIiIons2bOHJk2a4Ovri8FgYN26dQnarVYrw4cPJ3v27Li4uODv78+FCxdsE1ZERERERETSPRWyRUREJJHw8HBKly7N9OnTk2wfN24cU6ZMYdasWRw8eBA3Nzfq1atHVFRUKicVERERERGRV4G9rQOIiIhI2tOgQQMaNGiQZJvVamXSpEkMGzaMZs2aAbBo0SK8vb1Zt24d7dq1S82oIiIiIiIi8grQiGwRERF5LkFBQQQHB+Pv7x+/zdPTk0qVKrF///6nHhcdHY3JZErwEhEREREREXkWKmSLiIjIcwkODgbA29s7wXZvb+/4tqSMHTsWT0/P+Jefn1+K5hQREREREZH0Q4VsERERSRVDhw4lJCQk/nX9+nVbRxIREREREZGXhArZIiIi8lx8fHwAuHPnToLtd+7ciW9LipOTEx4eHgleIiIiIiIiIs9ChWwRERF5Lnnz5sXHx4edO3fGbzOZTBw8eJAqVarYMJmIiIiIiIikV/a2DiAiIiJpT1hYGBcvXoz/OSgoiBMnTpA5c2Zy5crFBx98wJgxYyhYsCB58+bls88+w9fXl+bNm9sutIiIiIiIiKRbKmSLiIhIIkeOHKFmzZrxPw8YMACATp06sWDBAgYPHkx4eDg9evTg8ePHVK9encDAQJydnW0VWURERERERNIxFbJFREQkkTfffBOr1frUdoPBwKhRoxg1alQqphIREREREZFXlebIFhEREREREREREZE0TYVsEREREREREREREUnTVMgWERERERERERERkTRNhWwRERERERGRNGD69OnkyZMHZ2dnKlWqxKFDh/52/1WrVlGkSBGcnZ0pWbIkmzdvfuq+vXr1wmAwMGnSpGROLSIikjpUyBYRERERERGxsRUrVjBgwAA+//xzjh07RunSpalXrx53795Ncv99+/YREBDAu+++y/Hjx2nevDnNmzfn9OnTifZdu3YtBw4cwNfXN6VvQ0REJMWokC0iIiIiIiJiYxMnTqR79+506dKFYsWKMWvWLFxdXZk3b16S+0+ePJn69eszaNAgihYtyujRoylbtizTpk1LsN/Nmzfp27cvS5YswcHBITVuRUREJEWokC0iIiIiIiJiQzExMRw9ehR/f//4bXZ2dvj7+7N///4kj9m/f3+C/QHq1auXYH+LxUKHDh0YNGgQxYsXT5nwIiIiqcTe1gFE5NVitVrZu3cvgYGBxMTEUL58eVq0aIGjo6Oto4mIiIiI2MT9+/cxm814e3sn2O7t7c3Zs2eTPCY4ODjJ/YODg+N//vrrr7G3t6dfv37PnCU6Opro6Oj4n00m0zMfKyIikpJUyBaRVHP79m2at2jJoYMHcPLIjJ2DM5HffEM2bx9W/7iK6tWr2zqiiIiIiEi6cPToUSZPnsyxY8cwGAzPfNzYsWMZOXJkCiYTERF5MZpaRERSRWxsLHXq1uPEmYtkaz0S714LyNZtNtm7TifMOSv16tfn/Pnzto4pIiIiIpLqsmTJgtFo5M6dOwm237lzBx8fnySP8fHx+dv9f/31V+7evUuuXLmwt7fH3t6eq1ev8tFHH5EnT56nZhk6dCghISHxr+vXr/+7mxMREUkmKmSLSKpYt24df5z+nczNP8UlXzkMhie/fhyz5sar5XDijM58++23Nk4pIiIiIpL6HB0dKVeuHDt37ozfZrFY2LlzJ1WqVEnymCpVqiTYH2D79u3x+3fo0IFTp05x4sSJ+Jevry+DBg1i69atT83i5OSEh4dHgpeIiEhaoKlFRCRVrFq1CpccRXDKXjBRm52jC87FarF8xUpmzpxpg3QiIiIiIrY1YMAAOnXqRPny5alYsSKTJk0iPDycLl26ANCxY0dy5MjB2LFjAejfvz81atRgwoQJNGrUiOXLl3PkyBFmz54NgJeXF15eXgmu4eDggI+PD4ULF07dmxMREUkGKmSLSKowmUzglump7fYZvAgNC0vFRCIiIiIiaUfbtm25d+8ew4cPJzg4mDJlyhAYGBi/oOO1a9ews/vvl6qrVq3K0qVLGTZsGJ988gkFCxZk3bp1lChRwla3ICIikqJeeGqRPXv20KRJE3x9fTEYDKxbty5Bu9VqZfjw4WTPnh0XFxf8/f25cOHCP553+vTp5MmTB2dnZypVqsShQ4deNKKIpCFFihTBfPscVnNsku3R13+nQKFCqZxKRERERCTt6NOnD1evXiU6OpqDBw9SqVKl+Lbdu3ezYMGCBPu3bt2ac+fOER0dzenTp2nYsOHfnv/KlSt88MEHKZBcREQk5b1wITs8PJzSpUszffr0JNvHjRvHlClTmDVrFgcPHsTNzY169eoRFRX11HOuWLGCAQMG8Pnnn3Ps2DFKly5NvXr1uHv37ovGFJE0okePHsSEPsR0cE2itqjrp4k4f4D3e/W0QTIREREREREREUnrDFar1fqvT2IwsHbtWpo3bw48GY3t6+vLRx99xMCBAwEICQnB29ubBQsW0K5duyTPU6lSJSpUqMC0adOAJ4tb+Pn50bdvXz7++ONnymIymfD09CQkJESLUoikMcOHD2f06NG4FaqMa/FaGBxciLx0iIhT26hWtQrbtgbi5ORk65gi/0h9TfLQcxQRkZSkfiZ56DmKiEhKep5+5oVHZP+doKAggoOD8ff3j9/m6elJpUqV2L9/f5LHxMTEcPTo0QTH2NnZ4e/v/9RjAKKjozGZTAleIpI2jRw5koULF+JnNHFv7ZfcXfkZjlcPMHTIILYGblERW0REREREREREkpQiiz0GBwcDxC9K8Rdvb+/4tv91//59zGZzksecPXv2qdcaO3YsI0eO/JeJRSQ1GAwGOnbsSIcOHbhx4wYxMTH4+fnh6Oho62giIiIiIiIiIpKGpciI7NQ0dOhQQkJC4l/Xr1+3dSQR+QcGgwE/Pz/y58+vIraIiIiIiIiIiPyjFClk+/j4AHDnzp0E2+/cuRPf9r+yZMmC0Wh8rmMAnJyc8PDwSPASERERERERERERkfQjRQrZefPmxcfHh507d8ZvM5lMHDx4kCpVqiR5jKOjI+XKlUtwjMViYefOnU89RkRERERERERERETSvxeeIzssLIyLFy/G/xwUFMSJEyfInDkzuXLl4oMPPmDMmDEULFiQvHnz8tlnn+Hr60vz5s3jj6lduzYtWrSgT58+AAwYMIBOnTpRvnx5KlasyKRJkwgPD6dLly4vfociIiIiIiIiIiIi8lJ74UL2kSNHqFmzZvzPAwYMAKBTp04sWLCAwYMHEx4eTo8ePXj8+DHVq1cnMDAQZ2fn+GMuXbrE/fv3439u27Yt9+7dY/jw4QQHB1OmTBkCAwMTLQApIiIiIiIiIiIiIq8Og9Vqtdo6RHIymUx4enoSEhKi+bJFRCRFqK9JHnqOIiKSktTPJA89RxERSUnP08+kyBzZIiIiIiIiIiIiIiLJRYVskZdUdHQ0wcHBREVF2TqKiIiIiIiIiIhIilIhW+Qlc+XKFbp27Ypnpkxkz54dD09P3unQgfPnz9s6moiIiIiIiIiISIp44cUeRST1nTt3jqrVXyfMYMChXRdc8hci7loQq9avYv2GjezZ/TNlypSxdUwREREREREREZFkpUK2yEukR69ehLu64Tl5HnaemQBwqloDl8ZvYfqoB53ffZfjR45gMBhsnFRERERERERERCT5aGoRkZfE+fPn2bN7N84de8YXsf9i554Bly7vc/LYMY4ePWqjhCIiIiIiIiIiIilDhWyRl8Qff/wBgGPZikm2O5arDMDp06dTLZOIiIiIiIiIiEhqUCFb5CXh5uYGgOXRoyTbLY8eAODu7p5qmURERERERERERFKDCtkiL4k33ngDz0yZidiwKsn2yA2rcXFzo06dOqmcTEREREREREREJGWpkC3yknB2dubjwYOIXLeC8GXzsUZFAmCNiSZizTIils3jg3798PT0tHFSERERERERERGR5GVv6wAi8uyGDBnCgwcPmDBhAlHL5uOQw4+44FvEhjymZ8+ejB492tYRRURE0hyLxcLq1auZMXMWZ86ewyNDBtq1bc3777+Pj4+PreOJiIiIiMgzMFitVqutQyQnk8mEp6cnISEheHh42DqOSIoICgpi0aJF3Lx5Ex8fH9555x0KFSpk61girwz1NclDz1FSQ1xcHG3btWPN6tW45iqJQ87imMMeEnVuLx7urvy8ayelSpWydUwRSQHqZ5KHnqOIiKSk5+lnNCJb5CWUN29ePv/8c1vHEJFXmNlsZsSIESxevJjg4GB8fX3p3Lkzw4YNw2Aw2DqeSLwJEyawdu06srb4FNdCVeK3m2t04sGPn9OkaTMuXbyAvb3+LBYRERERScs0R7aIiIg8t6+//pqZM2cybdo0zpw5w9dff824ceOYOnWqraOJxDObzUyaMhW3ErUSFLEBjK6eeNbtw7WrV9i0aZONEoqIiIiIyLNSIVtERESe2759+2jWrBmNGjUiT548tGrVirp163Lo0CFbRxOJd/36dYJv3cS1ULUk2518CuCcyYfffvstlZOJiIiIiMjzUiFbREREnlvVqlXZuXMn58+fB+DkyZPs3buXBg0aPPWY6OhoTCZTgpdISrKze/KnrtVqTrLdarVitZrj9xMRERERkbRLkwGKiIjIc/v4448xmUwUKVIEo9GI2Wzmiy++4O23337qMWPHjmXkyJGpmFJedTlz5iRPvvzcO7MH1wKVErVH3/iD6Mf3qFWrlg3SiYiIiIjI89DwE0m3Tpw4wfjx4/nqq6/YvXs3VqvV1pFERNKNlStXsmTJEpYuXcqxY8dYuHAh33zzDQsXLnzqMUOHDiUkJCT+df369VRMLK8iOzs7Bg74kPA/fyH0RGCCvwViHwcTsnUqRYsVx9/f34YpRURERETkWWhEtqQ7d+/epW1AALt37cLe1Q2D0UhsqIkixYuzZtUqihYtauuIIiIvvUGDBvHxxx/Trl07AEqWLMnVq1cZO3YsnTp1SvIYJycnnJycUjOmCO+//z6nT59m1qxpRBxbj32OYljCHhJ5+Sg5c+Zkw/qfNLWIiIiIiMhLQH+1S7oSHR2Nf926/HbyFJ4jxpP5p91kWrebTBPnEBQZTY2atQgODrZ1TBGRl15ERESi4p/RaMRisdgokUjSDAYDM2bMYPfu3TSvXY181juUze7M1CmTOf37KfLnz2/riCIiIiIi8gw0IlvSldWrV/P7yZNknrUUh0L/HXntWKY89uO/41HHpkyfPp3Ro0fbMKWIyMuvSZMmfPHFF+TKlYvixYtz/PhxJk6cSNeuXW0dTSQRg8FAjRo1qFGjhq2jiIiIiIjIC9KIbElXlixdhlOpsgmK2H+xy5QZh1r1+WHpUhskExFJX6ZOnUqrVq14//33KVq0KAMHDqRnz576oFBERERERERShEZkS7ry4NFDDD6+T203evvyaO+uVEz06oiIiGDlypUcOHAAe3t76tWrR8OGDTEajbaOJiIpIEOGDEyaNIlJkybZOoqIiIiIiIi8AlTIlnSlYP78nNi9B6vFgiGJhZvi/vydIvny2SBZ+vbLL7/QouVbPHr0EFfvfFjNMUyfPp2ChQqzZfMmzT8qIiIiIiIiIiL/iqYWkXSle7duRF+/StTWDYnaYk6fIPrAHnp1726DZOnXxYsXadCwEdEeOfHtPpusnSaTretMfDpO5PrDcGr51yE8PNzWMUVERERERERE5CWmEdmSrrz++ut07tyZhRNGEXv2d5z9G2FwdCTq111Er11O1WrV6Ny5s61jpiuTJk3CbHTCu8Vn2Dk6x293yl6IzC0+49r3vVi+fDnvvvuuDVOKiMjzuHnzJnv27MFsNlOlShV9s0ZERERERGxOhWxJVwwGA3PnzqVIkSJMmDSJextWA+Dm4UG/Xj0ZM2YMTk5ONk6ZvqxavQbnIjUSFLH/4pA5By65S7N69WoVskVEXgKhoaH07PUeK1Ysx2I2x2+v37AhC+bNw9vb24bpRERERETkVaapRSTdsbOzY8iQIdy8do3jx49z+PBhftuzB4PBQJ169ahV258JEybw8OFDW0d96d27d4/Hjx9j5+b51H0MLp6EhUekYioREXkRsbGx1GvQgFXr1+P2/kCyrttN1o178Rgykl2HDvP6m29iMplsHVNERERERF5RKmRLuuXg4ECZMmU4evQoZcuWZerceRxzdGdfZCyDh35C/oKFOHz4sK1jvrS2bdtGnrz5iImJISroRJL7WM1xxN08TckSxVM3nIiIPLd169ax/7ffyDBmEq4t2mHn4Ymdqxsu9ZqSYcIcLl28xNy5c20dU0REREREXlEqZEu6tmfPHnr16oVT09ZkWhGI57CxZPxiMpmXbSIqe07qN2yk0WUvICgoiGbNW4BPUTLV7k7U1RNEXDiQaL+Qgz8SY3pAz549bZBSRESex4KFC3EuWQbHUmUTtdn75cbx9ZrMW7jQBslEREREREQ0R7akcxMmfotTvgJk6DMYg91/P7cxZs6C+/CvedC+ET/88AO9e/e2YcqXz4wZMzAb7MnadAgGeweir/3OvbVf4lb0DVwKVcEaF0PEH7uIDDrOyJEjKVWqlK0ji4jIP7gVHIwhV76nthtz5yP4z5OpmEhEREREROS/VMiWdG3b9m04tH83QRH7L8as3jiWLs/27dtVyH5O6zduwqlQ1fgFHrM0HUzo0Q2EHttE+J+7AXBxc2f58uW0bdvWhklFRORZ+eXIydkL55/abr58gRw5cqRiIhERERERkf9K0alF8uTJg8FgSPR6WtFwwYIFifZ1dnZOyYiSzlnMZnB0evoOjo7ExsWlXqB0IiYmBoPDf//fNNgZ8ajQHN8es8nZdwnuperi5+enIraIyEuka5fORJ05TfSRxFNFxV6+QPRvu+nWpYsNkomIiIiIiKRwIfvw4cPcvn07/rV9+3YAWrdu/dRjPDw8Ehxz9erVlIwoNhIeHs706dMpW6EC2f38KF+pErNmzSIyMjJZr1OxUiXifvs5yTZLWChxJw5TpXLlZL3mq6ByxYrEXj6M1WpJsN1gMGDn7E7s9ZNUrVzJRulERORFNGnShNr+/oQOH0D40rmYg29hfnCPiLXLCf2oByVKlqSLCtkiIiIiImIjKVrIzpo1Kz4+PvGvjRs3kj9/fmrUqPHUYwwGQ4JjvL29UzKi2MD9+/epVKUKffv354yLB6Fv1ucPe1fe792bqtWr8+jRo2S71gf9+hF18igR61Yk2G6NiyX02zEYgW7duiXb9V4Vffr0JurBTUL2r8RqtcZvt1qtPN67lOhHdzRdi4jIS8ZoNLJh/Xq6depIzOLvud++Efdb1yVi5gRa1q/P7p07cXNzs3VMERERERF5RaXaHNkxMTEsXryYAQMGYDAYnrpfWFgYuXPnxmKxULZsWb788kuKFy/+1P2jo6OJjo6O/9lkMiVrbkl+73brxvkbt8g8ezn2eQvEb4+9eI4/BvbkvffeZ/nyZclyrZYtW9K/f38mT/6K2O0bMVapgTUinLifA7E8fMCK5cvx8fFJlmu9SqpVq8aoUaMYPnw4MZcO4VSoOmAh+txeIm9f5Ouvv6Z8+fK2jikiIs/JxcWFWbNm8cUXX7Bv3z4sFgsVKlTA19fX1tFEREREROQVl6Ijsv+/devW8fjxYzp37vzUfQoXLsy8efP46aefWLx4MRaLhapVq3Ljxo2nHjN27Fg8PT3jX35+fimQXpLLlStX2LB+Pc5d309QxAZwKFAY5449WfXjKm7dupUs1zMYDHz77besX7+e13PlwH7dMtx2B/JOo4YcPXKEli1bJst1XkWfffYZmzdvpnqJPEQeWEbUwZXUKFOQbdu2MXjwYFvHExGRf8HLy4smTZrQrFkzFbFFRERERCRNMFj//7wAKahevXo4OjqyYcOGZz4mNjaWokWLEhAQwOjRo5PcJ6kR2X5+foSEhODh4fGvc0vyWrZsGe3btyfr+j3YuWdI1G5+eJ/7rerw9ttvcykoiOiYGCqWK8d7771H6dKlbZBYRCQxk8mEp6en+pp/Sc9R/nLp0iW+//57Tp8+jZubGy1btqR58+Y4OjraOpqIvMTUzyQPPUcREUlJz9PPpMqI7KtXr7Jjx47nnovYwcGB1157jYsXLz51HycnJzw8PBK8JO2Kn1bGbE6yPfbMabCzY9mqVZxwcONM1hzMX7OWMmXKMHHixFRMKiIiIqnh22+/pWDBgkyYMp2dZ+6wfu8J2rZtS6nSZbh+/bqt44mIiIiISBqRKnNkz58/n2zZstGoUaPnOs5sNvP777/TsGHDFEomqe3111/Hzmgkalcgri3aJWizhIdh+vJTHIoUJ+MXk7HzzAQ8WZgxbN4MPvroI0qUKEHdunWf+XqxsbFs2rSJ8+fP4+npSbNmzTQntoiISBrx008/MWDAADwqtsSz+tvYOTgBEHPnEld++pKGjRpz8sRx7OxSbTY8ERERERFJo1L8XYHFYmH+/Pl06tQJe/uEdfOOHTsydOjQ+J9HjRrFtm3buHz5MseOHeOdd97h6tWrzz2SW9KuHDly0KZNWyLnzyDm9IkEbWELZmKNjsLz8/HxRWwAg70D7t374Vy4GBOeY1T2li1byJkrFy1atODT0WN4r08fcvr50a9fP+Li4pLrlkREROQFjf3qa1xzlyLjm13ii9gAjt75ydhwAKd/P8X27dttmFBERERERNKKFB+RvWPHDq5du0bXrl0TtV27di3BCJtHjx7RvXt3goODyZQpE+XKlWPfvn0UK1YspWNKKvpu1kyCrgRxsF8XnMuUx5A7H9bLF4j6/TiOpctjzOqd6BiDwYB9rfr8PHcaVqv1v1OUPMXevXtp0rQpDuUqk3n0ZBzyF8ISaiJyw49MnzmTuLg4ZsyYkVK3KCIiIv8gJCSEgwf249XwwyT7daccxXD28mXTpk3Uq1fPBglFRERERCQtSfFCdt26dXnaepK7d+9O8PO3337Lt99+m9KRxMY8PDzYs3s3q1evZt6CBdwKOotfDl8eOlfglNX41OMMRnssFsszXWPY8OHY5y+Ex+iJGOwdALDL4IFb+67g4Mh3333LkCFDyJ07d7Lck4iIiDyfmJgYAOycXJJsNxgM2Dm6JljUW0REREREXl2acFBswtHRkYCAALZv3cofJ08SuGULrVu3JvbkMSwhj5I8JvbXnVSpWvUfR2MHBwfzy88/49SiXXwR+/9zbfwWBidnVqxYkSz3IiIiIs/Py8sL35x+RF46nGR7XMhdIoMvU758+VROJiIiIiIiaZEK2ZJmdO3aFSdHB0LHj8QaHRW/3Wq1ErF6KVEnj/JBv37/eJ5Hj54Uwo3ZcybZbnBxwSGzFw8ePEie4CIiIvLc7Ozs6Nv7fSL++JnIKycStFnjYnm8YxbuHhkICAiwTUAREREREUlTUnxqEZFn5eXlxepVq2jesiWP2jfGvmZd7FzdiDvwK9EXzzFw4EBatmz5j+fx9fXF3sGB2DO/41jytUTt5gf3iL5zm7x586bEbYiIiMgzGjBgALt/+YVtqz7HtWBlnHKXxhwRQtQfO7FGPOandWtxd3e3dUwREREREUkDNCJb0pQGDRrw+8mT9HqnPVmOH8Bt12bqFC3E1q1bGT9+/D9OKwLg6elJ69atiVmzDMujhwnarFYr4Yu+w8nRkXbt2qXUbYiIiMgzcHR0ZMP69UybOoVc9iE83vkdcSd+om2Tehw+dJD69evbOqKIiIiIiKQRBuvTVmJ8SZlMJjw9PQkJCcHDw8PWccRGrly5QoVKlTEZ7XFq2wnHUmUx37tL1E/Lidq3h5kzZ9KrVy9bxxSRl5T6muSh5yj/y2q1PtOH1iIiz0L9TPLQcxQRkZT0PP2MphaRdClPnjwc3L+PDz78kE1TviLUYgGgQOHCjFm+nNatW7NlyxbmzZ/PtRs38PX2oWPHDjRp0gR7e/1vISIiYgsqYouIiIiIyNNoahFJt/Lly8f6n37ixo0b7N27l1OnTnH+zBmaN29O02bNaNiwIRuOn+KURxYCz12gZcuW1Kxdm9DQUODJqLC9e/eyZMkStm3bRmxsrI3vSERERERE0rPp06eTJ08enJ2dqVSpEocOHfrb/VetWkWRIkVwdnamZMmSbN68Ob4tNjaWIUOGULJkSdzc3PD19aVjx47cunUrpW9DREQkRaiQLele9uzZqVatGiVLlsRgMDB48GC2bNuG5+hv8fxuGZ5DRuE5/QcyTZjNgaPH6NnrPbZt20aBwoV5/fXXeeedd6hXrx45cuVi3rx5tr4dERERERFJh1asWMGAAQP4/PPPOXbsGKVLl6ZevXrcvXs3yf337dtHQEAA7777LsePH6d58+Y0b96c06dPAxAREcGxY8f47LPPOHbsGGvWrOHcuXM0bdo0NW9LREQk2WiObHmlhISE4OPri7FVB9w7J54jO2LtcsKmj8fOzg77UuVw7dAdh8LFiLt5jYgVi4jasZnvvvuOHj162CC9iKQV6muSh56jiIikpJetn6lUqRIVKlRg2rRpAFgsFvz8/Ojbty8ff/xxov3btm1LeHg4GzdujN9WuXJlypQpw6xZs5K8xuHDh6lYsSJXr14lV65cz5TrZXuOIiLycnmefkYjsuWVsm/fPqIiInCu0zDJdif/hlgBY5ESeH49DcfS5TA4u+CQvzAeQ8fg3KAZg4Z8TGRkZOoGFxERERGRdCsmJoajR4/i7+8fv83Ozg5/f3/279+f5DH79+9PsD9AvXr1nro/PBnYYzAYyJgxY7LkFhERSU0qZMsrxWw2A2BwcEyy3XL7BlgsuLbrjMGYcNFHg8GAW/uumB4/SjDqQURERERE5N+4f/8+ZrMZb2/vBNu9vb0JDg5O8pjg4ODn2j8qKoohQ4YQEBDwtyPeoqOjMZlMCV4iIiJpgQrZ8kopV64cdkYj0Xt/TrI9as9OAOzzFkiy3T5HLuycnLh9+3aKZRQREREREUlOsbGxtGnTBqvVysyZM/9237Fjx+Lp6Rn/8vPzS6WUIiIif0+FbHmlZM+endatWhO1eA5xQRcTtJlv3yRm608AxF6+kOTxcTeuYomOxtfXN8WzioiIiIjIqyFLliwYjUbu3LmTYPudO3fw8fFJ8hgfH59n2v+vIvbVq1fZvn37P84/OnToUEJCQuJf169ff4E7EhERSX4qZMsrZ/r0aRTK5cejnu0JGT2E8KXzCPnqMx51fYucGTNSvFQpolYsxBoXm+A4q9VKxJJ5eGbKTOPGjW2UXkRE0iuz2cyNGze4e/cu6Wwt7jTtwIEDtGsXQOYsWcmY2YsmTZuyc+dOW8cSkVeMo6Mj5cqVS/D7x2KxsHPnTqpUqZLkMVWqVEn0+2r79u0J9v+riH3hwgV27NiBl5fXP2ZxcnLCw8MjwUtERCQtUCFbXjleXl4c+O03JowfR777t7FbvQS/axcZM2IExw4fZtrkyZjP/UHIkN7EHD+MJTyM2PN/YhozlMit6/lm3Nc4OzunSLagoCCGDh3KGzXepFbt2owbN4779++nyLVERCRtiImJ4YsvviBHrlz4+fnh7e1N6bJlWbZsma2jpXvfffcdVatW5aede7EUrgPFG7Dz0B/4+/vzxRdf2DqeiLxiBgwYwJw5c1i4cCFnzpzhvffeIzw8nC5dugDQsWNHhg4dGr9///79CQwMZMKECZw9e5YRI0Zw5MgR+vTpAzwpYrdq1YojR46wZMkSzGYzwcHBBAcHExMTY5N7FBER+TcM1nQ25MdkMuHp6UlISIg+OZYXtnPnTt7r04cLZ8/Gb/P29eXrL7+kU6dOKXLNxYsX07lLF+wcnHHI/RqYY4kKOoabmwubN26kevXqKXJdEXl+6muSh57jkyJDoyZN2LnrZ5zqNcGpag2sUZFEb9tA1IG9jBw5kuHDh9s6Zrr0559/UrJkSdzKNCCTf08MhifjO6xWKyG/LSPkt6Xs2bOH119/3cZJReRFvYz9zLRp0xg/fjzBwcGUKVOGKVOmUKlSJQDefPNN8uTJw4IFC+L3X7VqFcOGDePKlSsULFiQcePG0bBhQwCuXLlC3rx5k7zOzz//zJtvvvlMmV7G5ygiIi+P5+lnVMgWeQqr1cqBAwe4evUqWbNmpUaNGtjb26fItY4ePUrFSpVwLVaTTHV6YefwZMS3OSKEh+u/xvj4KpcvXiRLliwpcn0ReT7qa564efMmQ4YMYcuWLURERFCgQAHmz59P+fLln+l4PccnI4Lfe/99PL+ejlO5ygnawhZ9R/iCWfzxxx8UK1bMRgnTrz59+jBn0TJ8es7FYHRI0Ga1Wrk7732a1KzMypUrbZRQRP4t9TPJQ89RRERS0vP0M5paROQpDAYDVapUoV27dtSuXTvFitgAkyZNxsEzG5nr940vYgMYXT3J3HQI4eGRzJs3L8WuLyLyvB49ekS1atVwcHBgy5Yt/Pnnn0yYMIFMmTLZOtpLZfqsWThXeSNRERvALaArDpm8mD17tg2SpX+/7TuAQ55yiYrY8ORvAMcCldi774ANkomIiIiISFJSrjInIs9sc2AgToVrYbAzJmozunrinLcsgVu3MnjwYBukExFJ7Ouvv8bPz4/58+fHb3va15fl6c6dPYvTu32TbDM4OGBXsgx//PlnKqd6NdjbG7FGP32OWGtcbIp+iC0iIiIiIs9HI7JF0gCz2YzBPvGIsHj2jsTGxqVeIBGRf7B+/XrKly9P69atyZYtG6+99hpz5sz522Oio6MxmUwJXsklNjaWuXPnUq5iRdw9PMmeMycffvghV65cSbZrpARXN3fMD/9mUd+HD/DIkCH1Ar1CGjaoT8ylw1iiwxO1Wc2xRJ/fS6MG9WyQTEREREREkqJCtiSL+/fvc/XqVa1+/YKqVK5EzMUDJDVlvSU2itgrx6hWtYoNkomIJO3y5cvMnDmTggULsnXrVt577z369evHwoULn3rM2LFj8fT0jH/5+fklS5bo6GgaNWlCt+7d+dPeBUP7dzFVeZPpCxZSskwZDh06lCzXSQltW71F3I5NWCMjE7XFXjpH9OkTtGrVygbJ0r8ePXrgaG/gwfpxmCND47dboiN4sOlbLBEm+vTpY8OEIiIiIiLy/2mxR/lXtm7dyugvvuC3X38FwCNjJrp17cLw4cPx9PS0cbqXR2BgIA0aNCDjm13xqNgCg8EAgNVi5uHWaUT++TMXzp/X1/ZF0gj1NeDo6Ej58uXZt29f/LZ+/fpx+PBh9u/fn+Qx0dHRREdHx/9sMpnw8/P7189x1KhRjBzzBR5fTk4w17QlPIzQoX3J9OgeV4OCcHD4m2++2MiZM2coVaYMhqIl8RjwGfZ+ubFarcSePEroV8PIlzkTp06cwMnJydZR06WdO3fStFlzomNjccpTFgxGYq4ew2COY+nSJfoQQeQlp/46eeg5iohISnqefkYT/8kLW7hwIV26dMGxRGk8Ph6NXabMxBw/zJTvZrN1xw5+27NHxexnVL9+fT755BO+/PJLos//ilP+yljjYog+t4eYx3dYsGCBitgikqZkz56dYsWKJdhWtGhRVq9e/dRjnJyckr0gGxsby9QZM3Bq2DzRgol2bu649h/K7e5tWb9+PW+99VayXjs5rFq1iriYGAwXzvCgU3OMufNijYzEcjcY7Ix0HfChitgpqHbt2gRdvsT333/P9h07sFgsvNF6AD169Ei2bwyIiIiIiEjy0IhseSEPHz4ke44cGN+sR4aBwzHY/XeWmrigi4T068yA3r35+uuvbZjy5RMYGMjkKVPYv/8ARnt76tety4cffkD58uVtHU1E/h/1NdC+fXuuX7/Or//5Rg7Ahx9+yMGDBxOM0v47yfEcL1++TP78+cn49QycKiQ9BVNIh6b0bd+OcePGvdA1UorJZMInRw4Mjd7Cvct7RP2yg9izpzHYO+BYqRqRgevJ+OcJbly9qkUHRURegPrr5KHnKCIiKUkjsiXF/fDDD8TFmfHs3i9BERvAPm8BHBs0Z/b3cxkzZkya/Cp3WlW/fn3q169v6xgiIv/oww8/pGrVqnz55Ze0adOGQ4cOMXv2bGbPnp2qOf4q8FpjopNst1qtWGKiU60QbLVa2bBhA1OnT+f4iRM4OjnRokkT+vXrR+HChRPsGxgYSGRYGFlatMPg6IRLnUa41GkU327n6s6dHZvZt28fb7zxRqrkFxERERERSau02KO8kLNnz+KUrwB2mTIn2e5YpgKPHz7g/v37qZxMRERSQ4UKFVi7di3Lli2jRIkSjB49mkmTJvH222+nag4/Pz8KFC5M9I5NSbbHHD9EzL271KtXL8WzWK1WevfuTbNmzdh74zZRDVoSUukN5ixfSenXXmPr1q0J9g8JCQHALku2JM9nl80beDJCQURERERE5FWnEdnyQtzd3TE/eoDVYkk0IhvA/PABAG5ubqkdTUREUknjxo1p3LixTTMYDAaGDBxI9+7dsV/1A64tAzAYn/x5Exd0kYjxIyldtmyqjGheunQpM2fOJMNHn+HaqGX8duu7fTCNHMxbrVtz/epVMmXKBEDBggUBiD19AsdSZROdL/bUcQAKFCiQ4tlFRERERETSOo3Ilhfy1ltvEXPvLtH7fknUZjWbidm0Gv86dTSHmoiIpLh3332XQYMGETZzIo/faULIF5/w+MPuPHi3NbkzerDxp58wGAwpnmPi5Mm4VKyWoIgNYHByxn3gcCIjo1i4cGH89jfeeIN8BQsSMX9GoqlRLOFhRC2eQ9Xq1SlSpEiKZxcREREREUnrVMiWF1KpUiVq+fsTPn4EUXt2YDWbATDfu0Po2E+JvXiOYZ9+auOUIiLyKjAYDIwbN46jR4/SpXkzyseGU8cvO4sWLeLUiRPkzJkzxTOYzWaOHT6MffWaSbYbM2fBsUTpBAth2tnZMf/777Ge+4OQ3h2J3LKOmNMniPhpJSHvvYPDg7vMnD49xbOLiIiIiIi8DDS1iLwQg8HAmh9/pFWbNuwYMQjHzFkwemYk6loQrq6uLFu6lBo1atg6pqSAqKgoVq5cydatW4mLi6NSpUp07tyZzJmTni9dRCS1lC1bllmzZtnk2gaDATs7O4iNffpOcXEYjcYEm9544w327tnDp599xvbxIwGwMxpp2rQZX4wZTbFixVIytoiIiIiIyEtDhWx5YZ6enmzfupUjR46wZs0awsLCKF68OO3btydDhgy2jicp4PTp09Sr34BbN2/gkrMIBqMjP65Zy7DPhrNyxXKbz5UrImIrdnZ21KhZk/27tmBt3jbRVCZxN68T9cdJ6nzYN9GxFSpUYFtgIHfu3OH+/fv4+Pjg5eWVWtFFREREREReCipkywt7+PAhV69eJWPGjHzxxRepMv+o2E5oaCj+depiwgXf7t/hkDkHAObwxzzaNp2Wb7Xi2NEjlChRwsZJRURsY9BHH9GwYUPs5k7DvXMvDPYOAJgf3CPsi6Fk8/amXbt2Tz3e29sbb2/v+J8fP37MrVu3yJw5Mz4+PimeX0REREREJC1L0TmyR4wYgcFgSPD6pwWLVq1aRZEiRXB2dqZkyZJs3rw5JSPKC7hx4wbt334bbx8fypYtS8GCBSn12musXbvW1tEkBf3www/cvXuXzM2HxRexAYxuGfFqMhg7Fw8mTZpku4AiIjbWoEEDxo8fT8TSeTxu34iQr4cTMuwDHgY0wv3BPQI3b8bV1fUfz3P58mXaBQSQNVs2ihcvTvbs2alZ25/ffvstFe5CREREREQkbUrxEdnFixdnx44d/72g/dMvuW/fPgICAhg7diyNGzdm6dKlNG/enGPHjmmUZxpx8+ZNKlWpwv2oGJy79cWxdDnM9+5ycf0qWrZsyffff8+7775r65ipIjo6GkdHR5uMRLdYLOzevZszZ87g5uZGo0aNyJo1a4pec/369bjkKY29Z7ZEbQZ7B5yK1mDd+g18n6IpRETStoEDB1KvXj1mzZrF4WPHcHF2ptnXXz3zWgIXL16kUpWqhBntce7WD4eiJTDfvMb+tct5s2ZNNqxfT/369VPhTkT+y2q1snv37vip5IoWLUrnzp3Jli3x3wQiIiIiIinFYLVarSl18hEjRrBu3TpOnDjxTPu3bduW8PBwNm7cGL+tcuXKlClT5pkXbzKZTHh6ehISEoKHh8eLxJa/0aVLF5Zs2IjnjCUYs/73zYvVaiV0wmisu7cSfOsWnp6eNkyZNKvVyqVLlwgLCyNPnjxkzJjxuc8REhLCt99+y6zZc7hz+xbOLq60D2jH4MGDKVy4cPKHTsL+/ft5p2MnLl+8gJ3RHos5DgcHR957rxfffPMNDg4OKXLdN2vW5HCwmazNhiTZHnLwR+KOriHUFJIi1xdJS9TXJA89x8QaNW7MjhOn8Jy2EDvPTPHbrXGxmIZ9SMabV7h+5crfDgwQSU4PHjygabPm7PttL86Zs2PnlpHo4MvYYWXGjOl069bN1hFFnkr9TPLQcxQRkZT0PP1Mik4tAnDhwgV8fX3Jly8fb7/9NteuXXvqvvv378ff3z/Btnr16rF///6nHhMdHY3JZErwkpQRFhbG0uXLcWreLkERG8BgMODW5T2iY2JYtmyZjRI+3Y8//kiJ0qUpWLAgr732Gtl8fOjYqRPBwcHPfI6HDx9StVp1xoz9mnDvUng1/BCnss1ZsnoD5cqX5+DBgyl4B0+cOnWKWrX9uR3tgHf7r8j50Vpy9luKW5V2TJs+nZ49e6bYtcu+9hpx109hjYtNsj0m6ChlypRJseu/6sLDw/nhhx8YPXo0M2bM4M6dO7aOJCLJ7MaNG2zZvBmndp0TFLHhyTdfXLv2JvjmTQIDA22UUF41VquVFi3f4vCJ38nWeiTZus0ma/vxZH9vAU7Fa9G9e3e2bNli65giIiIi8opI0UJ2pUqVWLBgAYGBgcycOZOgoCBef/11QkNDk9w/ODg4wSJH8GTho78rNo4dOxZPT8/4l5+fX7Leg/zXrVu3iImKwqF46STbjV5Zccqeg0uXLqVysr83a9YsWrduzWUXDzxHf0vm6T/g1KkXyzduplLVqs9cEBw8eDAXgq6RrcNEvOr1wb1kbTJWb0+2LtOxZsxFm3YBmM3mFL2XUaNGgVtmsrQehbNfCQwGA0YXDzyrtCFj7Z7Mnz+fc+fOpci1e/XqRWyEiUd7FvK/X+QI++NnIq7+Tt8+vVPk2q+6RYsW4ePrS8dOnfhi/CT69utPzpx+DBkyBIvFYut4IpJMLl26hNVqxbFk2STbHQoVxc7ZhTNnzqRyMnlVHThwgF/3/ELG+v1xyVcufjo1o0sGMtftjYtfcb74cqyNU4qIiIjIqyJFC9kNGjSgdevWlCpVinr16rF582YeP37MypUrk+0aQ4cOJSQkJP51/fr1ZDu3JPTXVBzmu7eTbLfGRBP38MELTdmRUh48eED/Dz7ApWlrPMZOxbnamzgULYFbu854TlvI7UePnxSH/0FISAiLlyzFrXxzHLPkStBm5+SKR813uXYliG3btqXUrRAWFsbadetwKd0QOwfnRO3uJevg4ObB0qVLU+T6hQoVYtKkSYQeXse9xR9hOrqB0JNbubd6JA82TqBz5860bt06Ra79Klu7di2dOnXC6lcO3x5z8Hl/Eb69f8CtchvGjR/PsGHDbB1RRJLJX9NyWe7fTbLdEvIYS3QUy1es0IdYkirWrl2Lk2cWXPKXT9RmMBhwLVWX3/b+yoMHD2yQTkREREReNSk+tcj/lzFjRgoVKsTFixeTbPfx8Uk0OvbOnTv4+Pg89ZxOTk54eHgkeEnKyJYtG2+8+SbR61ZgNcclao/cuoG48DDatGljg3RJW7x4MXEWK+6deyValNHo44tjk1YsWLSIqKiovz3PhQsXiI6KxCVfuSTbHbMXwsHNg+PHjydb9v/1+PFjLGYzDpmyJ9lusHfAwSMrd+8mXQBJDv369WPr1q1UL5GHkF1zeBg4lYLuccybN4+5c+faZOHL9MxqtTL0k09xzV8er0YDcMj45Heh0SUDGasF4FmlHd9MmKgCgkg6UapUKfIWKEDEuuWJvvkCELF+FRiNHDt6lLVr19ogobxqIiIiMLpkwGBI+i2D0eXJ392RkZGpGUtEREREXlGpWsgOCwvj0qVLZM+edCGuSpUq7Ny5M8G27du3U6VKldSIJ89g1IgRxF44i2nkYOKuXQHAGhlJxNrlhE8fT4eOnShYsKBtQ/4/Fy9exClXbuwyZk6y3aFEGSLCwv6x+Ovk5ASAJSo86R3MsVhio3F2TjxSOrlkyZIFZxdXou8kPXWLJTqCmIe3yJ07d4plAKhbty7btm4lJiaGmJgYThw/RpcuXbCzS9VfJ6+E06dPc+7sGdzLNknyQ4IM5RoTFxvLunXrUj+ciCSbkJAQJk+ezBtvvklcXBzRe38mdMpXmB/eB8ASGUH4ykWEL/wO1xbtcC5RhpnffWfj1PIqKFmyJJF3rhJnup9ke2TQcTJl9ko0NaCIiIiISEpI0crTwIED+eWXX7hy5Qr79u2jRYsWGI1GAgICAOjYsSNDhw6N379///4EBgYyYcIEzp49y4gRIzhy5Ah9+vRJyZjyHGrUqMGa1atxOfM7Dzq34HGbujx4qxbh08fT6e23mTM7bb2xzpgxI3H372GNTXqBQvOd2xgMhn8cyV+sWDH8cuch7Pekpw4JP/Mr5phoGjdu/K8zP42zszNvtw8g8sRmzOGPErWbDq7GEhdDx44dUyzD/2c0GnFwcEiVa72qHj168t/Z3jNbku1GV0+MTs48fvw4FVOJSHI6d+4cRYsX58OBAzlqtuN+8bJg70DkpjXcb9uA+2834f5b/oTNnoxLs9a49+iPXamynD1/3tbR5RXQvn173NzdePzzHKyWhOuARAdfJPL0dnr26K6/B0REREQkVdin5Mlv3LhBQEAADx48IGvWrFSvXp0DBw6QNWtWAK5du5ZgFGfVqlVZunQpw4YN45NPPqFgwYKsW7eOEiVKpGTMNCUiIoJ169Zx48YNsmbNSosWLdLUnNMAzZo143b9+qxdu5Zz587h4eFBy5YtU3wk8Ito06YNY8aMIWrnFlzqN03QZo2LJWb9KurWq/ePz9hoNPLJx0N47733wM4Bl/zlcfTOj72nN1GXjxCyazbNmregUKFCKXg38Pnnn7Nh4ybuLRmMW6VWOOcujSX8MaEnNhN+ehcjR47E19c3RTNI6smbNy8A0TfP4uCVeCHbmHtXiIuKIF++fKkdTUSSgdlspkHjxjx0cMZr0U8YfZ78/o67cgnc3XGuUgNz8C3sPDLiXLMuRu8n32iz3LuDp6ZSk1SQIUMGFi5YQJu2bbm76ANcStbF6JaJqKsnifxzF2VKleLTTz+1dUwREREReUWkaCF7+fLlf9u+e/fuRNtat279yi4YN2/ePD4Y8BGhIY9xyOBBXHgY7/fpw+effcaQIUPS1PzDTk5OtGvXztYx/lHJkiVp3aYtayZ/iTUmGpe6jTE4uxB3LYjw7yZhvnqZ4Qvn/eN5rFYrjx49wsnVlfDftxP++3YA7BxdsMRE8mbNWixauCCF7wb8/PzYv+83+vbrx5bN0+LnUPXxzcG46dOfFNol3fDz86NuvXr8cng1roWqYOfsHt9mtZgJ+XUxWbJmo1GjRjZMKSIvauPGjQRdvEjmWUvii9gAzjXrEjrzWzz7f5JgO4D54X1if91JgIqHkkpatmzJnl9+YexXX7F50xwsFgvZvH34aOjHDBw4EHd3938+iYiIiIhIMjBYk1pN6CVmMpnw9PQkJCTkpVr4cdmyZbRv3x7nek1w69ADe9+cmO/fJWLVD0SsWsz48eMZOHCgrWO+lKKioujWvQdLlyzGzskZ+wwZiL53l8xZsrJowfxnKgJ+9NFHTJw4EZdmbXFp8hZ2nhmJOXqAiAWzcI+N5tTx4/j5JR4x+5fQ0FD27t1LTEwMZcqUSZbR69euXePcuXO4u7tToUIF7O1T9HMpsZEzZ85QuUpVou1dcSvfAqfshYh9HEz40fVE3zrL6h9/pHnz5raO+cp5WfuatOZVf479+/fnu7U/kXHhugTbLeFhPOjWBoO9PR4DP8ehVFkAYs/8TsTEMXiEh3L61EmyZUt62iGRlBIVFUVkZCSenp5aG0NeCq96P5Nc9BxFRCQlPU8/o0J2GmCxWMhboAB3cuTFc+Q3iUZem6Z8hXFXIMG3buLm5majlC+/S5cusXbtWsLCwihatCjNmzePX8Tx71y8eJGCBQvi3uMD3Np1StBmfnifkO7t6NauDTNmzEh0bFxcHMOGDWPqjBlEhIYCYDAYaNS4Md/NmqVpQOSZnD17lkGDB7N50yYsFgsAFSpW4ssvxuDv72/jdK+ml7GvSYte9efYt29fvt+4Gc95qxO1xd28zqNBvbAE38IxSzYMdnZE3w0mX8GCbFi3jmLFitkgsYjIy+VV72eSi56jiIikpOfpZzSEMw04ePAg14KCyPTBZ0lOH+LWugP3161gy5YttGrVygYJ04f8+fO/0Kj2hQsX4uDhiWuLtonajJmz4NioBQt/+IEpU6YkGBVttVrp1Lkzy1aswKVNR7zqN8Xg6kb0/j1sWzSbqq+/ztFDh/Dy8vpX9yXpX5EiRdiwfj3BwcFcv34dLy8vzYstkg5Uq1aNadOm4XblEvZ58idos8/hh2OxUngarHTt3BmA119/nXr16mkk7HOwWCycPn2a8PBwChYsSJYsWWwdSUREREREXpAK2WnAw4cPATD65Eiy3c7HFwwGHjx4kJqx/pbVamXv3r2sXLkSk8lE4cKF6dKlC9mzZ7d1tGR348YN7HPlweDknGS7fYEihISFERISkqAoffDgQZYuWYLHx6Nwqdskfrtro5Y4la3Eze5tmTx5MqNGjUrxe5D0wcfHBx8fH1vHEJFk0rJlS3x8c/B4wigyfDkVuwz/HX0Q9fNWondv45Nvv6Vfv342TPnyWrhwISNHjyHo0kUA7O0deOutt5g4cYK+ESUiIiIi8hLSkJ40IE+ePADEnj2dZHvcuT/BaiVv3rypmOrpQkJCqOXvzxtvvMGc1WtZdewUw0ePwS9XLqZMmWLreMkuW7ZsmG/dwBobm2R73LUgHJ2dyZAhQ4Lt8+fPx8k3J87+iefgNmbPgUPtBsyZ988LTYqISPrk6OjI+nVrcbx5nUftG2GaOIawBTMJ6deFkNEf065dAL1797Z1zJfS+PHj6dy5M3cdvMnWdgzZu04jQ43OrN2yg8pVqhIcHGzriCIiIiIi8pxUyE4DihcvToVKlYha8j3WqMgEbVZzHBELZpIjVy5q165to4QJtQ0IYO/hI2T8YjKeP6zHY8p8Mq/cilPTNvTv35/VqxPP9fky69ChAzEPHxC5dX2iNktYKLEbV9O+XTscHR2BJwshLV68mPUbNkCe/Bie8hVw+wKFuXPrFulsmnoREXkOFSpU4I/fTzGoX1+yn/8dtx0bqeqThdWrV7P4h0UYjUZbR3zp3L59m6GffIJHxZZkaTYUlzxlcMyaB4/yzcj69jjuPHjM6NGjbR1TRERERESekwrZacT0qVMx3LhKSL8uRO7YTNyVS0T9uouQD7sTc/QAs2fOTBNvZo8fP87WLVtw++ATnKq8EV+ktXPPgHvvgThXqMKoMWPSVXG2RIkSdO7cmbApXxG26DvMD+9jNccRfXAvjz94F4eoCD755BPgyYKSRYsVp0OHDtwLiSQu6OJTn0Xc1ctY7exYuHAh165dY9WqVaxZs4a7d++m5u2JiIiN5cyZky+//JJL585x5+ZNdm7fTsuWLTUX9gtatGgR2NnjWaVNojZ7j2w4l6rPwkWLiI6OtkE6ERERERF5UXqHlEZUqFCBvXv2UNnPF9OXn/KgaytCPv+Ikq6ObNu6lYYNG9o6IgDr16/HwTMjTm8kHh1uMBhwatSSUydOcOPGDRukSzlz5syhW5cuRCyaw/1WdbhbpwKPh/Yl7vo1wk0m5syZQ0xMDPXqNyDYFE32rtPJ0mwI5ts3if51Z6Lzme/fJSpwA/Ye3vR6733y5M1LmzZteOutt8jp50fXrl0JDw9PkXsJCwtj5syZ1KhZk9fKlqN9+7f55Zdf0tWHDyIi8uoKCgrCySsnds7uSbY7+RYmPCwsTa09IiIiIiIi/0yLPaYh5cqVY/euXVy5coUbN26QLVs2ChUqZOtYCURERGB0z4DBmPQ/HTvPjABERkYm2f6yMhqNHDl6DAf3TLiWbYzRxQOHLLlx8M5P2LGNjB8/HpPJxKWLF8jeeQqOWXNjtVpxzFGUkDGfYO56A5d6TTG4uRG9bw9hc6ZgZ3TCajUT4+iI+/sDcX69Fta4WKJ2buGHRbO5fOUKO7Ztw94++f43DQoK4s1atbl+7Rou+cpi55aNszv2smzZUnr06MHMmTM1AlBERF5qmTNnJi70ybenkvp7JS7kDnZ2dnh4eCRxtIiIiIiIpFUqZKdBefLkiV8AMq0pWbIkUTfH4XbjKvY5cydqjz68H7cMHvj5+dkgXcrZs2cPx48dJVvbMbjkKZOgzaNCc2JunWHpsmW4+OTH0Tsf8GSEeoYyDXiwaSJhc6cTNnty/DFOfiVwKlEN06HVeH2/Avvc+eLb3Np0xKFAEX4Z2JONGzfSvHnzZLkHq9VKk2bNuWOKJnu3WThkyh6/PezUNmbPnkrJkiXp06dPslxPRETEFgICAhg7dizhf/6Ce8mE3yCzxsUQeXILTZo2xd096RHbIiIiIiKSNmnopTyXVq1akTGzF+EzJmCNjU3QFnv5AjHrV/Ful864uLgAT+aMnjhxIqNHj2bt2rWYTCaWLFnCiBEj+Pbbb7l27dozXTcuLo7ly5dTy9+fPAUKUL5SJaZMmYLJZEr2e0zK1q1bcfLwwjl36STbXYvVItRkAgfnBNvtMz4pFmdtMpgsTQbh1fBDsnedhk/7r4i8fBin12slKGL/xbFsRZyLlWTe/AXJdg+7du3ij99PkbFe3/giNvyn4F66Hm7F3+Sbid9isViS7ZoiIpI8rFYrq1atokbNmnhm9sLb15devXpx9uxZW0dLNVFRUSxatIiGDRtSpWo1unTpwr59+xLtV7JkSdq0bcvj7TMwHd2AJebJt8Sigy9yf/UoLKa7DP/ss9SOLyIiIiIi/5JGZL/ijhw5wpSpU9n1yy8YDAb833yTvn37UrZs2ST3d3Z2ZuniH2jWvDkhPdri0LAlxqzexJw8Ssy2DRQtWICRI0cSERHBu926s3zZUozOzhhd3Yh5+ACDvT3WuDicsmYjzhTCwIEDeffdd5k2bRqOjo5JXjMqKoomzZqxY9s2nMuUx658de7cus4HH33E5GnT+GXXLnLmzJmSj4m4uDgM9o4YDIYk2w32T7JH3z6POfwxRreMADjlKIJ95pyEHt9ItjajMdj9d8FOc9hDHPMWePpF8+Tn5u2byXYPu3btwskzC05+JZJsdytag6s/juTq1avkzZs32a4rIiL/jsVi4d1332XBggU4ly6H/VvtCQsNZf7qNcxfuJCf1q6lfv36to6Zom7dukVt/zqcPfMnrrlLYXD34sSGbSxYsIBevXoxY8aMBH30ooULcXV9j0UL5xCyex5GR2diI0LxzZGTxVs2P/XvHBERERERSbtUyH6Ffffdd7z33ns4+Phi/3ptsFpZGriNRYsWMXv2bN59990kj2vQoAH7fvuNL8d+xU+zJ2Exm/HKmo0BAz5k8ODBeHh40LxFCzYGbiXDgGG41GlEzOkTxAzujWOVGrj36Id9jlxYIiOI2rKOud9Nxmw2M3fu3CSvN2zYMH7+5RcyjpuJU/nK8dvjblzlxuD3aNe+PXv37EmRZ/SXypUrM378eGLuBuGYLXGRN+LCAbyyZCU8PIxHO2bh1XggBqM9BoOBzP49ubvqc+4s/RjPKm1wyJqb2HvXsJpjiQu68PSLXrlEjgKJR2u/KIvFgsHO+NRiPP8psmtEtohI2rJgwQIWLFiAx9AxuNRpFL/d2uU9TCMH06pNG25ev46np6cNU6Ycq9VKy7daEXTrLtm7TI3vh61WC2EnApk1awZFixalX79+8cc4OTkxf948Ro0cyU8//UR4eDjFihWjQYMGybr2hIiIiIiIpB6D1Wq12jpEcjKZTHh6ehISEmLzRXwOHz7Mtm3biIuLo2LFitSrVy/NLKR34sQJypYti3PztmR4fyAG45MiptVsJnTKV0RvWsPJkycpUSLh6N3Y2Fi+//57ps+axbkzZ3B2caVZk8Z8/PHH8fsePXqU8uXL4/Hpl7jUbgDAw35dwGol06S58df6S8Ta5YRNG8elS5cSjQQODw/HO7sv5lr1MWb2wnInGINnRlz8G2KftwBRv+4i5POPOHbsGK+99lpKPS5iY2PJkzcfjwwZyNJqBHZObvFtkVdOcH/1SIYP+5RSpUrRpk1b7D2z4VSsJkbnDEQHHSX84iE8MmbC9PhR/HHZs/sSfO8umeesSDS9SMyxQzwa2JO1a9cm2xzZGzZsoGnTpvh0/Ban7AUTtT8InIbbnZPcuH5Nb/JF/kFa6mteZnqOz6bUa69xwTUjnmO+TdRmfnCPBwENmTRhQoJCbnpy4MABqlSpQtZWn+Oav0Ki9gebJpIx5CJXgi5j/J+/MUTk1aZ+JnnoOYqISEp6nn4mbVRV05k7d+5Q/Y03qFixIiO+HseXU6bSsGFDChQuzMmTJ22aLSQkhFu3bjF58mQcsnmT4f2PEhSWDUYjGfoOxj6zFzNmzEhwbExMDI2aNKF3nz5cdM+EfY06ROfKy/Kf1lOufHl27twJwIoVK3D0yoLzm3UAMN+7S+zpE7g0b5uoiA3g0qAZds4urFq1KlHbiRMnCA81EbX+RyJWLCL20nkit6zjwbutCRk7DMcKVbBzcuKXX35JzseUiIODA2vXrMbedIvgOT14uHMOIQfXcG/1SO6u/Az/2rUYMmQI7u7ufPjhB5Qp6Ef0kTU83jWb/O5Piv8P7t3l1KlTBAYGcvLkSc6ePUPhQoUwfdSTiI1rsJhCMD+8T/jKRZiGD6BGzZo0btw42e6hYcOG5M6bj5Dt0zFHhCRoi7h4iIjTO+jXt0+iIvbhw4fp1asX9es3oEOHDgQGBmrUtohIKomJieH3EydwrPZmku1Gr6w4FSvFgQMHUjdYKtq2bRsOrh645CuXZLtrsZrcuH6NixcvpnIyERERERFJTRp2mcxiYmKoXbcuF27dxnP0RJwqvwF2dsSe+Z1bU76iZm1/Th4/hp+fX6rm2rNnD6NGj2bnjh0A2Nk7YJc3P9bISAzuGRLsa7B3wFj1TX7+9dcE27/55ht27voZl3adiVy/Cmt4GHZZsmGJjcEcE0PDRo25d/cOjx49wpjNB4PxyT8va1goAEbv7CTF4OyCfcZMPH78OFHbmjVrAHDr2APXNh2wc3HFGhtL1PaNmCZ9SezFc1ji4pg7dy6ZM2emTZs2ODs7JzpPcqhYsSKnTp5gypQpLFuxklCTiSKFC/P+nDnkypWLwkWLce1KEAajPVZzHA6OTnw0YABjx47FaDQSHR2Ns7MzRYoUIVeuXBgMBn75+We69+jBhm/HEDpxNAD2Dg50fOcdpk6dmqwjo41GI+vXraVmrdoEz+6Oc+HqGN29iL35BxFXT9G0WTMGDRoUv7/ZbKZnz57MnTsXp0ze2GXNh/X4WRYvXswbb77JxvXryZAhw99cUURE/q2/poOyxkQ/fafYmHT9TRqz2YydvT3wtHUqHIAn61mIiIiIiEj6pRHZyWz16tX8ceoU7mMm4VytJgbjkzmJHYuVwuPrGYTFxjJ16tRUzfTjjz9Ss1Yt9l6/RYYBn5Hxyyk4twzAfOMaj/p3xRJqSnyQ2ZxgLmWz2czUGTOwL1OeiGXzcapYjSyLN5B1RSBZ1+wiQ++BxMTG0rRpU/Lnz09M0CUs/ylg22XNBg4OxJ4+kWQ+853bxNy5Tf78+RNsj42N5Yely3Cu1xT3Tj2xc3EFwODggEvDFrh37Y35yiUcK1XngtGJTp06UbxUKa5evZo8Dy4JefLkYeLEidy+eYOwUBNHjxymZMmSNGrchLtRRpxzl+avyXriDPaMH/8NvXr14uOPP8bbJzuFChUiT548FC9RksWLF5MtWzZ+WreOoKAgli9fzqpVq7h54wbz5s3Dzc3t78O8gFKlSnH691N8MmQgPpFXcbq0m/J5MrNs2TLWrF6Ng4ND/L5jx45l3rz5ZK7XB+9us8nW4lOydZ5Ktjaj2HfgMO9265bs+UREJCEHBwdq1KxJ7M4tJDUbXNy1IKLOnKZOnTo2SJc6KleuTLTpITG3ziXZHnF+PxkzZaZAgb9ZQFlERERERF56miM7mTVr1pytQVfJOHl+ku2mqV+T8fBebl2/nip5wsLCyJ4jB3GvVcJj2Jfxo6QB4q5c4mHfzrjUa0qGPv8diWuNieZRuwb07tyJb799Mh/n7du38fX1xeiXB7vMXmSaMBvD/8z3HbF6KaEzvuHQwYNUqVoVp5btydDrQwBCvhxGzPFDZJ61BKNX1v9ey2IhdNzn2O3/hds3byYY4bt//36qVq1KpmkLcSxWKtG9WUJN3GtWA49BI3Bp0Iy4oEuEfvYBBbNk5tTx46k2H3m9+vX5+eAJYkMfYu/pjXupuhjdMxF9/TRhp3eB5clIMrcyDXHJXwFrdAQRp3cQfuEgo0ePZtiwYcmWxWq1sm/fPpYuXcqDBw/IkycPXbp0oXDhws91nujoaLL75iAub1Uy+/dM1B56IpBH26Zz+fJl8uTJk0zpU87169e5fv06WbJkoVChQraOI+mArfua9ELP8dls3ryZRo0a4dq+K+6demH4z4eO5ju3Cf3sQ7yiwrl04UKKfSPJ1iwWCwULFeZ2BHi1HoXR5b//VqKunuL+6pEMHjiAL7/80oYpRSQtUj+TPPQcRUQkJWmObBt6+PgRhqw+T203ZsuOKSSJEdApZPny5YSHheHe68MERWwA+zz5cWnamsit6+O/smyNisT09XCICOf999+P3/evkbrm61dwbd42UREbwLlhcwwOjvz66698/dVXRKxcRMjwAUQf+g2nWvWxRkfxsEcA4asWE3vuD6J+3YVp8PtEbtvIjGnTEk1TER4eDoBdxsxJ3pvBPQM4OGCNjnpyP3nz4zZ4JH+cOhU/X3dKu3fvHtu2biUu3IRLnjL4dp2KZ6WWuBeviVf9vvi8Mx6D0R5jppxkrtUNl9ylcS1UhSwtP8OzagCfffYZFy5cSJYsERERNG7chOrVqzNv+Vo2HDzHt9NmUaRIEQYPHpzkSL6nOXLkCI8ePsCtRO0k292KvQkGO7Zu3Zos2VPKqVOnqFO3Lrly5aJatWoULlyYsuXKs23bNltHExF5Zg0bNuSbb74hYuk8HgU0JOTLTwkZ2ocH7zQhY7iJrVu2pMsi9vnz5xk0aBAtW7akWNEi2IffI3hODx5sm0nIgVXcWz2SOys+pcbr1Rk+fLit44qIiIiISApLvxMq2kjhggU5tDkQq9mc5MKG5j9OUCB/vlTLs379euy8sz91fmrHcpWIWDafx198ip2rK+b9eyAqkuXLllGwYMH4/bJkyUKRYsU4++efGLMlfS47F1ccPD15/Pgxo0aNwtvbm5FjxnDx4z4A2Ds6kjNrFq5/P4Ww2FgASpcty+j162nSpEmi8xUpUgQ7Oztijh3E3jdnovbYU8cgNhb73P99ng4lX8Mpew4CAwNT5WvWDx8+BMAaG0Wm2j0wGB0StDv5FMD9tYaEHd+CNS42fh5PAM8qrYk4sYk5c+Ywbty4f52lR8+ebNu5i6zNP8GlUGUMBjuscbGYjq5n/Pjx5MiRg/79+z/TuWJiYgCwc0i6MGJwcMRgZ4zfLy06efIk1V5/HbNzZrwafoijTwHiHt/m7JF1NGjQgDVr1tCsWTNbxxQReSYfffQRDRo0YNasWRw7cQIXD1eaT55Mhw4d0t3oOKvVyogRIxg1ahSObp4YvQtC+H0iTSFkz+6L3b3fCQsKpUiBArw3ezYdO3bE0dHR1rHlX7BarQmmtBMRERERSYpGZCez7t27E3P7JpEbVydqi/n9OFH7fuG9Hj1SJcuff/7Jxk2bsISFYjUnvQCS5eGDJ9n2/YLn70f5oGcPzp45Q8uWLRPtO3jgQDAYiHnaXNe3bxJz/178HJXe3t7k/s+ihgD58hfg4yFDuH3zJseOHePixYscP3IkySI2QM6cOWnUuDHRS+Zivn83Ye7ICMLmTMHolweHMuXjtxsMBgxOTsT+p1Ce0nx8fDAY7LDP6INDpqQL/C55y2GNiyYu7EGC7QZ7R+yzF+L8+fP/OsfVq1dZtnQpHm90xrVwVQwGu/9cwwHPSm/hVrIOY78e98wLYZUsWRIHB0ciLx1Ksj0q6DiWuBjKly+fZHta0O+DDzC7eJH17fG4l6yNY9bcuBasTNa2X+CSvwI9evZKtX8nIq+Cr776CoPBwAcffGDrKOlWsWLFmDJlCnv37GH7tm307t37XxexL1++zJAhQ6hV258GDRoyffp0TKbU++ZYUhYsWMCoUaPwrP42Pr3mk631CLJ2mop3wJfcN4VTpEhhHj96yNHDh+jWrZuK2C+ps2fP0q1bN9w9PDAajRQoVJiJEycSGRlp62giIiIikkapkJ3MKlWqxPvvv0/o5LGEfPUZ0UcPEHP6BKGzvsU05H2qv/46Xbt2TfEcVquVDh06YHV1wxpqIvrXXYn3sViIXL8KhxJlcG3elpjoGMaMGUO+fEmPGO/SpQulSpUiYsUCzA/vJzpX+NxpZPDwpFWrVkyfPp26devy2/XbuPcZjMegEVzL4kOv996jX7/+lC5dmvz58//j6JtpU6fiZW9HSM8AwubPIOq3nwlfsYgHXVsTF3QRz49HJThH3LUrRF25TKVKlV7gqT0/T09PihQpgiUqDKvFnOQ+lqgni14a7JN4ox328F8XIe7evUufPn2wYODxvmUELx5M2O87Enx44V6qLndu3+LYsWPPdM4sWbLQrl07wg6tJub+tQRt5ogQTL/Mp2TpMlSuXPlfZU8ply5dYs/u3bhXaoWdk2uCNoOdEY/q73D3TjBbtmyxUUKR9OXw4cN89913lCqVeD0DSbvmzJlDwUKFmDjrO/bFGfj5/mP69u9PgUKFOXnypE0yWa1Wvhj7FW6Fq5GxWkB832kwGHDOVQrPOu+zc8d2jh8/bpN8kjz27t1L2XLlWfzjT9iXbESmuu9zx8GXQYOHUNu/DhEREbaOKCIiIiJpkKYWSQHTpk2jcOHCjJswgZvbNgLgkTETvfv2ZeTIkTg5OaV4hhUrVnDs5ClcW7Ql7sY1TBNGg50dTtVqYjAasTx6SOj3U4g9fYKMY6eC0Z5Hq5dw8+ZN8ubN+9Tzbli/nrIVKvC4V3ucW3fEsUQZzHdvE7VuBTGnjrFkyRKCg4Pp168fLi0DyNB7UHyh2aVBM5x+2c7ykYNp0KA+HTt2/Mf7yJUrF4cPHuSLL75g4Q8/EBIWhp3RiMVqJUP/oTgULRm/rzUykvDJX+KVNRutWrX69w/xGY0ePYpWrVoReekIrgUTFtCtViuhJwJx9C6AvXvCub6jbvxB5J3LtG496ZmuY7VaMZvN2Nv/93/bc+fOUePNmtx78BC34jWx9/Qm+uYZHmyexONfF+OUtxxOXn7EhgQDsHv3bsqVK4cxiWlv/te3307k6LFjnFv0IS5FXsfRpyCxj24R9efPeLo5s2LZ5jT7NeArV64A4Jg96UUuHbPlxejgSFBQUCqmEkmfwsLCePvtt5kzZw5jxoyxdRz5H1arlV27drFt2zbi4uKoVKkSzZs3Z//+/fTs2RPnpq3J0PMDDM4uwJMFJE2ff0S9Bg24dOECbm5uqZr30qVLXLpwnmytApJsdy1YGQcXdzZt2sRrr72WqtkkecTExPBWq9YYsuYjW8vPsXP8zzRmZRrgXrYxh1YOY9SoUXz11Ve2DSoiIiIiaY5GZKcAg8FAv379uHr5Mn/++SenTp0i+NZNxo0bh4uLS6pkGD9hAgYHBwxOLnh++iUOxUsTMmIQ99vV50GPdtxrW4+obRux88mBU6XqWMOejBr+p8WicuXKxbHDh2lVx5+o76fwsHcHQkYOppSzPZs3byYgIIDZs2djdM9Ahm59ExU6nWvUwblCFabNmPHM95IjRw5mzJjBowcPCA4O5uGDBzSoX5/QSV8S8kk/wlf9QOh3k3jUoSl2F86wdvWPqfJhwV9atmxJ+YqVeLj5WyKvnIhfVNESHcGjXd8Tfe0UWGLjRzZbLWYiLhzk0U9fUbZceRo2bPi359+/fz8tWrbE0ckJBwcHihQrzvTp04mNjaXFW60IMTuQvcccsjT8gIzVAvBuMwrvdl9iDn9ExB+7ePTz94T/8TN2Lh4MGTKEAoUKc+LEiX+8Ly8vL/bv+43RIz/HK+wypt3f43TtAP3f78GJ48coWrTov352KSVz5icfGsSF3EmyPS70AebYmPj9ROTF9e7dm0aNGuHv7/+P+0ZHR2MymRK8JOVcu3aN0mXL4u/vz+QFi5ix8kfatm1L7rz5+HTYMBzzFSRD3yHxRWwAo3d23IeP405wMMuWLUv1zNHRTxafNvzPt2n+YrAzYufoEr+fvHzWrVvH3TvBeNbu9d8i9n845SiCa6l6fDd7jv4bi4iIiEgiGpGdgoxGo02KfWFhYRw7cgT7QkWJ3rcbt67vk+mracSe/YOoPTuwRoTj7N+I8GXznhSxrVaiA3+i1Guv4ePj84/nz5UrF8uWLmXG9Olcv34dT09PcufOHd9+4sRJ7EqVS/DG+P9zqFidk3OnPvd9OTo64u3tDcD6n35i4cKFTJ81i7OLvsPVzY0uAW3p379/gkUqU4PBYCBw8yYaN2nKgRXDcPLKgZ1bZmLvXMQSF0Pfvn1ZvmIlt+e+j3Pm7FhiIokJe0z1199gzeof/3Z09IoVK2j/9ts4euXEvVoH7JzduXHlKH379Wfx4sWc+eM03u2+TDTa2ylHUeycMwDg1bA/LvnKYTDYEX3rHHd2zKJmrdqcOnkCPz+/v703Dw8Phg4dytChQ//9g0pFZcqUIX/BQtw+8hPOuUsn+kAl9Oh6nF1cadq0qY0SiqQPy5cv59ixYxw+fPiZ9h87diwjR45M4VQCEBkZSa06dbgeGk6miXNwKF0Og8GAW9BFHn/7Bb/t249r244Y7BKPabD3zYlTqbIEBgbSrVu3VM2dN29e3DJkIPLSEZxzFk/UHnP3MtEh9yhbtmyq5jp69Cjz58/n+vXrZMuWjY4dO1K9evU0+82ktOzYsWM4Z/bBMWvuJNtdC1TizpGfuHr1KoUKFUrldCIiIiKSlqmQnQ5ZLBYAHMtXIWLpPCKWL8AtoAsORYrjUKQ4VquVsOnfYDWF4FK/CWHfTyXq0G98umLFc70hy5QpE5kyZUq03cXFGe7cT+KI/+QLNeHk9Pcjv/+Jvb097777Lu++++6/Ok9y8fLy4re9v7Jr1y5WrVpFaGgoRYq0omvXruTMmZNvvvmGtWvXcuzYMZycnGjcuDEVKlT42+d9//59OnbqjEuR1/Fq+CEY7MASh3upOrhdPsqB1SMxOrvjlKtkomPDz+3FEvGY7J2n4Oj93znPnXwL49V6FHe+78HUqVMZN25cijwPWzMYDHw99ktatWrFg00T8azWHodM2TGHP8Z05CdMB1c/WUjM09PWUUVeWtevX6d///5s3779H7/N85ehQ4cyYMCA+J9NJtM/fqCWXphMJk6dOoWdnR1lypTB1TXpEcfJZcWKFVw6fx6vuT9inzd//Hb7vAXIMHYq0e0aEHvm96efwNHpmRcITk6urq50f/ddps2ajWvhajj5FIhvs8REEbJrDtl9czx1oejkZjab6d69O/Pnz8cpYzbsvHJh/e0o33//PY2bNGHlihWp9m279MLR0RFLTBRWixmDXeIP8y0xT+bHTs1v14mIiIjIy0GF7HQoQ4YMFC5WjGvXr+LWoTthc6YQtWcnzm/UxhoXR9T2TZhvXMXeLw+mQe9hDg9j3LhxtGnTJlmu36RJE9Z160bcjavY50w42sYaG0vcjk20bd4sWa6VXCwWC9u2bWPHjh2YzWaqVq1K8+bNcXBweOZz2NnZ4e/vn+TX6x0dHWnbti1t27Z95vPNnz+fOLMFr8pteLR7PuGnd2GJNGHn7I5bidrYZ8qBOfQ+WC1gSPhGMOLsrzjlLJagiP0Xo0sGnIu+yZJly9NtIRvgrbfeYuHChfTt159bs3/G0c2D2MhwHBwc+Pzzzxk2bJitI4q81I4ePcrdu3cTjIw1m83s2bOHadOmER0dnegbJ05OTq9ccSo8PJyhQ4fy/bx5RIaHA5DBMyN93n+PESNG4OiYxELAyWDVj6txLlM+QRH7L3Zu7rjUb0bkpjVJHmsJNRF36igVmw9PkWz/ZNSoUfy69zdOLB2Mc+HqOOUsjtl0n6g/dmCMi2DV1q0J1otI6SwLFiwkc/2+uJf0x2BnxGq1Enl+P1s2T6Bv3758//33qZLlfz18+JAFCxawf/9+jEYj/v7+BAQEpPq85s+rUaNGjB49msjLR3AtkHhx7ojTOyhctBi5cuWyQToRERERScsM1r8m9E0nTCYTnp6ehISE4OHhYes4NjN79mx69uyJx8ejsPPMRMSaZcT+cRIMhidzOEeEY2c08lqZMixcuJDixRN/ffdFRUREUKhoUe7b2eP+2dfY530ymsry6CGhk7/EfOBXDh86ROnSpZPtmv/GpUuXaNSkKefO/IlzJm8MRgci79/AN0dOflq3lvLly9sk19tvv82a3UeJDX2ANTYK95J1cMiah9j7Vwn7fQdWSxzW6AiyvvVZojeCwUs/xpjBi6xNBiV57pCDq4k7uppQU0hq3EqKiY2N5fDhw0RERFC0aFFy5MiRaJ/IyEjWrVvH1atXyZIlCy1bttTc2PKvqa+B0NBQrl69mmBbly5dKFKkCEOGDKFEiRL/eI70/hxjYmKoXacO+w8fwbn1Ozi94Q9mM1G7AolavZQmjRuxZvVq7JKY3uPfer1GDY44uOH56ZdJtocvX0DY99Pw+OgzXBr898Nla1wsprHDsOzfw7UrV+Kn9Ept4eHhTJs2jRmzvuPalSDc3N1p26YNgwYNokiRIqmSISIiAp/svhgK1yJTrcTfADMdWkPorz9w/fq1Z5qaLTkFBgbyVqvWREVF4ZSzGFjiiLxxhqxZs7Fl8ybKlSuXqnmeh9Vq5Y0ab3LoxGkyNf0Y55zFnmyPiyHk4GpC9i5h4cKFz7QouMg/Se/9TGrRcxQRkZT0PP2MRmS/JCwWC4GBgXw/dx5BV6+QLUsWOrzzDq1bt05ydFu3bt04cOAA878ajnOxkjiUq4wxew6idm7BYLXiPmQUlju3OLHyB97t3p3du3Y981fD/4mrqys7t22jboMGXHu3Nc6FioKLKzF/nMLJyZFVK1emmSJ2WFgYtWr7czcsFu+3x+GUoygGg4GYe1d4tHUa/nXq8vupkzb56ruTkxMx969j55IBn67Tsc/gFd/mUaEFwUsGERcTRciOmdh7euOYNQ9A/GKT0df/eOrXdmNvnqFAgQKJtr8srFYrU6dO5cuxX3En+DbwZER8o8aNmTZ1aoJRXC4uLgQEBNgqqki6lSFDhkTFajc3N7y8vJ6piP0qWLx4MXt//ZVMk+biWPK1+O0OBYvgULw0Pw0fwJYtW2jUqFGyX7tYkSIc+mk9VnMcBmPiP/dijx8mS5Ys3B8/gpit67Gv/AbWiDBid27Bcv8uy5cte6Ei9unTp5k8eTKbNgcSFxdHpUoV6Ne3L3Xq1Hmu87i5uTFkyBCGDBmCxWJJkWL/P9m3bx+hphCyl0x6IVO3knV49PM8tm/fTocOHVIt17lz52jWvAX2fiXxrd8fo1tGAGIfB/Nowzjq1K3HhfPn8PLy+vsT2YjBYGDN6h+pV78Bx5cMxsUnP7hlxhx8npjwEEaMGKEitoiIiIgkKfXfFcgz++OPP/j444/p2LEjRYsVo1GjRmz+/Q/O+eRmz50HdOjQgcpVq/LgwYNEx9rZ2TF37lzWrVtHMVcnwpfMI2rHJoy58+HevR8uterj3rEnnuNncujgQRYuXJis2QsXLsyFs2dZtmwZbSpXoHnRgnwz7mtuXLtGs2ZpZ1qRH374gevXrpH5rRE45ywWP2e1Y9Y8eLUaQXh0LNOnT090XFxcHGvWrKFJ06aUq1CRps2asW7dOsxm8zNdNzw8nC1btrBmzRouXryY5D5ly5bFEhOB5+vvJChiAxjdM5HxjY5gteCb2YPb8/tyd8UwHmyZwu257xN9/TTm0PuEndiS6LxR108TcfEQ7/Xs8UxZ06LPPvuM/v37E5a1BD4dJuDb83sy1nmPbXsOUKVqNW7fvm3riCIifPf99zhXqJqgiP0Xp2pv4lyoKHO+n5si1+7Zsycxd4KJ+HFporbow/uJPryPksWLsXLlSipkyoBl6VwctqylXV1/Dh86xFtvvfXc11y9ejWvvVaWH1atIzxnRWIK1GTn4T+pW7cun3766Qvfy78tYlssFrZu3crXX3/NpEmTuHDhwjMdFxMT8+T6TknPZ/7X9ujo6H+V73lNmTIFHF3xavpxfBEbwCGjD14tPiPEZGL+/Pmpmul5Zc2alUMHD7Bu3Tpa1q6MfzEf+vbqxpkzZ/j8889tHU9ERERE0ihNLZIGxcXF0aNHD+bPn49DpsxYjUbiHj3Ec/g4nKrXjC+2xp77g9ChfaldtQpbNm1K8lzh4eEUKVaMG9euYXBxxeDmjuX+XewyeeExZCROFasRMuxDisaEsW3LFhYvXsz+/fsJDg6mQIEC1K1bl+bNmyca9R0cHMzcuXM5evQojo6ONGzYkDZt2iTbqO7kZDabCQ0Nxc3NLdGc17Vq1ebgNRNZW41I8tgHW6fj9fgcV4IuxW8LCwujUePG7PnlF1xyFsGYORfmB1eJvHmOWrVqs2HD+qcu4mU2mxk9ejQTJn5LWKgpfnvt2v7Mnv0d+fL9d07r5cuXExAQQM7+yzE6uyc6lyU6guuT2rBgwQIsFgs/LF7CkaNHCTWZcM5dGgwGooKO4VrsTdxL1MJg70jE+f1EnAqketWqbNsamGJzs6akK1eukC9fPjyqv03Gqu0StMWF3ufuwv707NKBqVOn2iihvArSQ1+TFqT35+idIwfh/o1x7/xeku2mb8eQ//olfj9+PNmvbTabyZQ5M6EmE07Va+Hs3xCDkxPRv+0mMvAnjL5+cOs6N65fT5ZpMW7evEm+fPlxyF8Jr0YfYjA+6W+tViuhh9fy6Od5bNy4MUVGn/+dw4cP06ZtO64EXcbBJQOWuBjMsdG0fOstFsyfT4YMGZ567I0bN8idOzcZ/XuR4bWGidojLhzg3poxHD16NMFc8Sktp19uTD6vkbl29yTb760ZQ1kfR37d80uqZRJJq9J7P5Na9BxFRCQlPU8/oxHZadDHH3/Mwh9+IMOHn5JxwVrMkZG4tu6A8+u14ovYAA6Fi+PSawCBmzdz7ty5ROc5d+4cJUqW5Mat29hl9cbpzTpkHDsFr/mrsS9UlMeffUjs2T8wFinOubNn8c2Rgw8HDmLlypX8evgIC9atp127duTwy8X27dvjz7t8+XJy58nD52PGsPl6MOtOn6VTp04UKFyYM2fOcP78eaZNm8bEiRP59ddfsdVnJQ8ePGDw4MFkyeZNpkyZcHVzI6B9e06fPh2/jyk0DINrxqeew+iembDwsATbevfuw74Dh/Fu9yXZ3v4Grwb9yPbOBLK1Gc0ve3/jgw8+eOr5evfuzahRo7Er6o9vt1nk7LsEr8Yfsff4n1StVp2bN2/G7/tXMdwSFZbkuSzRTxYN8/DwoEuXLuzauYP7d+/w9Vdj8TI/ICroGADmoEPcXTmcO0s/xnjpVwYN+JDALZtfyiI2wMKFC7F3dsOjfPNEbfYZsuBSqj7zFywgLi4u9cOJiPw/Wby8MN+8/tR2660bZMuSJUWufeLECUJNJlwDuhB3/QohIwbyeGhfovfvwa1jTzJ9+z0Wi4UNGzYky/XmzJmDxfB/7J11mFTl98A/dzq2m12WpVu6pVEaCUG6S1IUUVARRQTpDpHuDukO6W6kY4Nle2dndnru74+BgXUHFQXR728+z7OPct/3Pe95z70zd+655z1HSkC9/i4nNjjTSPhUaIEmojBTp017JXP9WW7dukXtOnV4bFEQ1mE8OQasIHzACgIbDOTnbTto3rzF7/5GyZkzJ03eew/9iTVY0+KztNkNaWT8spjyFSr+o05sALPFjET54oKOglKL6R+OEvfgwYMHDx48ePDg4Z/gtebIHjNmDBs2bODXX39FrVZTpUoVxo4dS6FChV44ZtGiRXTt2jXLMaVSiclkep2qvhFiYmIwGAxERka6nJapqanMmDULdbvuaJq0xHLpHKJBj6pOA7cyVDXfJWP8N+zfvz+LXdeuXUvbdu1wqLXOIk4SKeajBzDt2oL3oC/xGzmJ5N5tMSyfh5iZiUWvRxIcimDQ4/3xSFQ13kGQybE9uIt+5ngaNWnCiWPHsNlstO/QAWWt+vgO+AyJt/NNie3hfRJHfEKZcuUwZWYikcsRpDLsJiNF33qLNStXvtKCkn9EQkIClatW5eGjeBT138O3aAns8XFs2LqezT9XYvfOnVStWpViRYtwZetuRNGBIGR/r2ONvkyJIkVc/46Pj2f5iuX4VO+CKqpElr7qPKXxrtyGRYuXMHr0aIJ+45y4evUqP/74IwHvfoh3mcau417FaqGOKsXjRf0ZO3asc8swULNmTTRaLfpLe/Cvnj33pv7SHlRqDbVq1XIdUygUfPbZZ3z66aekpqaiUCjQaDTcvn0bm81Gvnz5/pVR8y/DgwcPUARGIlG4X4cyLB+Jx/WkpaVlOwcePHjw8E/SuUMHhg0fjj0+DmlYeJY26+0bmM6epNOiRa9lbr3e+RJUXb8pXj0G4EhKBLsNSXAIglSGKIpIFEpXv7/L0WPHkOcq8cI0HIoClTh6dO0rmevPMnbsWKwSJSGtRrr0EuRKvErURaLxY9/6kRw6dIiaNWu+UMbsWbOo8nZVYhYPRFWkForQvNhSYjFe3YevRsnSJa82NdufoWyZ0hy+fAaqtsvWJtptWB+cp3yH1v+4Xh48ePDwR9hsNnQ6HV5eXigUChwOB+np6SiVSqxWKzKZDK3W/Yu6p33VarXb5xmLxYJer0epVGI2m/H19UUqlbqO+/r64nA4iI2NxdvbO1sdgczMTMxmMxKJBIvFQkZGhiu1ldlsRqPR8OjRI+x2O8WKFePKlSs8fvyY0qVLExQUxPnz54mLi8PHxwd/f39+/fVXkpKSCA4Opnr16ty6dYu0tDTy5cuH2WwmJCQEhULBuXPnsNlsBAYGYjAY8Pb25v79+ygUCu7cuYNKpcLLywsfHx/y5cuHIAjExMQAIJfLuXz5Mjly5CAyMpL79++TmJhITEwMwcHBaLVaNBoNdrudfPny4evrS1xcHCkpKaSnpxMREUFKSgpqtZrHjx+TkpJCnTp1MJvN6HQ6jEYjYWFhqNVqYmJiiI2NxWw2ExYWRo4cOTAajeh0OgICAihUqBAajYZjx46hUCioUKECVquVmJgYVCoVKpUKs9lMXFwckZGRxMfHk5CQgCAIqFQqAgICKFu2LDKZjFOnTpGWlkbBggUJCAhAJpOhUCgwGo0olUquXLmCRCLB39+foKAg7ty5Q3JyMoUKFaJAgQKkpqbi5+eHRCIhOjoahUKBn58fCoWC1NRU1Go1giBgMBgwm80olUr8/f1dUaBmsxmDwYCPjw8GgwGDwYDJZCIiIgKDwUBmZiZSqRS1Wo3D4cDLywuj0YjVauXhw4cAmEwmwsPDCQgIQKPREB0d7UoJ6+/vT3BwsOtas9lsxMbGYjQaCQgIQCqVEhwcTGJiIhKJhLi4OPz8/AgNDSUpKYmUlBQCAwNJT08nKCiIqKgojEYj8fHxaDQa13mOj48nKioKq9WKQqFAq9WSnp7OyZMnCQwMJG/evPj6+rrOY968eYmJiUGn05E/f36Sk5N5+PAher2eXLlyodVqMRqNhISEkJCQwIMHDwgLC0MQBPz9/V2fv9DQUHx8fEhISMBkMmEymZDJZMjlcmQyGVar1XV93r9/n/T0dHQ6HUFBQXh5eWGz2bh27Rp37tzB19eXqKgo8uXLh0QiQS6Xo1AoEEWRtLQ0Hj58SFRUFEFBQdy6dQuHw4FMJkMQBKKiorDZbAiCgEwmc507f39/rly5Qs6cOV3XpdVqRaPRkJqail6vp1y5ctjtdgwGg2t3v06nQ6/XI5VKsdlsqFQqgoODCQgIQBAEMjIyAOeuyKffUzqdzvX9JZFIyMzMxGAw4Ofn5xrnjri4OBwOB+Hh4S+dYk+v12O32/Hx8Xmh/Oe/9ywWC76+vn/Y1x2//U7/p3itjuxDhw7Rr18/ypcvj81m44svvqBu3bpcu3bthTcocEaYPh9h/FcM+m9m4sSJjJ84kcdP8viqvbzo1rkzI0eOZM+ePZiNRrwbt3B2djgAEGQvOFVSKYIgwfGkH8CdO3do17498hrv4jPkG4QnF5TY/1MyZkwgY/Io5AWLoGnSkoyZ40GQICtQBNut6/h+NwnV207HqD0lCdO+HdgexWJ3OHinXn3y5c6NLDwS78+/yVI8ShoRiUOpxiqCz2ffoqpdD+QKLOdPcWfWRGrUqs3F8+eIiIh41eZ0S99+/XgQG4eyZXuUpcsjL1EWQRDQNGuNbtgA2nbowP07d/jww94sWbKYjLNb8Sn3XhYZmbdOkPngEn1/WOn6Aj548CB2mw1t0Zpu59UWrUnaoUUcOXKEZs2aZWlbvHgxCi9/vErWyzZO6uWP+q26LFy0iClTpiCRSPDx8aF/v35MmDgRuV8o2uJ1ECRSRIcdw7WDZJxYw0cDB+Dn55dNnkQiITAwkISEBKZOncr6jZvIzMykTKlS9O3bh2rVqv1V075xgoODsaY/fnEBs9Q45HLF724X9+DBg4d/gp49ezJj9mwef9obdZ9PUFaqDg4HpsN7Mc6eRPESJWjd+vU4HAsUKOB8QLpwGk1kFNLgkCzttl+vOF82Fy36SuaTSaXgePFOGNFuQ+rmO/t1IYoiK1auQlX6PbfOdXW+8qgCI1ixYsXvOrJz5MjBmdOnmDJlCj/Nm8/j89vwDwhkQO/ufPLJJ//Y75rn6d+vH7uaNCHjwg68Sz0LdBBFkbQjy7BkpNCnj/t0Nh48ePj3M3PmTMaPH098fDwlS5Zk+vTpVKhQ4YX9165dy/Dhw7l//z4FChRg7NixNGz4LB2SKIqMGDGCn376ibS0NN5++21mz55NgQIF/onlAM5goDFjxjB/0SIMOh1yhYIiRYoQG/eI5MQEZydBAFGkUpUqDP3sM1ddJb1ez/jx45n941wSH8cjkUho0LAhX37xBZUrV+bmzZuM+v57Vq5ahc1iAYkEHA68vH2IjMzJrdu3sVksSGUyHKKIaLeDIOAfEMCXw4ZRsmRJRv/wAwf27XsyVgQBEEUQJM7/f/qsLZXC05pIEik43Pz/832erOmpTs6+T/4/i6w/aBcEQADx2TO/23Eiz/oIgvPP4XimR7Y1SLK1T5427Vm7u7W4W9MLZGW1wRMbCYJTz6c2ft52L7LZ8zKf+oZcugjOPAN/dI4EyXO2kQKO39jEQVBwMPny5uXs2bPYbFbns7f4236/tYck+3kRpCD+pp9zwdl1ef7fWY4/6e/u2G/XBb/R4elcwjM7Z5n393R5Xnd36/jtHG7GvUj+03PvGvfbfuKL/53FJr+5FnnqLxT/nC2zXaO/1VF0b6sX6CkRBHz9/UlNTsoiz9vHlwxdelb9hWefY28fX4Z+/hlDhw5FInH69AYMGMDCRYsxZjp33ytVGtq2+YD58+f/oUN77dq1jBs/gTOnTwFQqHARPh70ET179sw2du/evYwZ8wP79+8DICIyF/379uHjjz/OllbYHY8ePWLMmDEsWLQIQ0YGCoWS1q1b8+WXX/xu4PKr4rU+UezcuTPLvxctWkRISAhnz56levXqLxwnCMIrydf4byMtLY3Kb7/Nr9euIWi9kITkwJHwCJPdwZyFi9h34AD9njx4SPz8AZDlLwRKFabD+/DqmDebTPOxwzhsVqpUqeI69u233+JQqlCUq4Ruymiw25AXeQvVOw3x7j8E84nDZG5chbJqrSdf+A4k/gFIQnOgrFwDANv9O6QO7o1oMqKqXR9JaA4Ml85y5sxJpBGRzi/w5x5ILaeOYrt5Df9JP6EoVc51XFmmIvIJc0jr0oKpU6cybty437WR1Wp1vTH7K5jNZnr26sX69esByFy5kMwlc5FG5cV32HfICxZF0/tjYvp2YOfOnRQoUICoqCge7JuL6eElvIrVBqkM/aU9GG+dICQkhKFDh9KuXTtEUcTH1w/ArQP1+ePuij7GxsYiC8yZZcv18yiCc5OUkYFer+fSpUucOOGcv1GjRmz5eRr6YyuRBkRiT43BnJZAm7ZtGTt27AttcfbsWd6tWw+dXo8qfyUk2nA27f2FVatWMmTIEMaOHfuffEnUvn17xo0bh+HqAbxKvJulzWExYry4iw8++OBPfQH/f+f8+fMsXryYR48ekSNHDrp06UKpUqXetFoePPzP4O/vzy8HD9K6bVtODv8EiUIBoojDauWdunVZvnTpa9slEx4eTuMmTdi5ciHKKjWQBga72kSzicyfphGZOzfvvvvu70j587z77rvs3jsUuyEVqdY/S5soOjD/ephG777zSub6M1itVoyZBjS+7n9PCoKAxCeElJSUP5QVGBjId999x3fffeeKqHmTNGrUiH79+jFz5kxMN4+hKlAZ0W7D9OshjLE3mDBhAm+99dYb1dGDBw9/jdWrV/PJJ58wZ84cKlasyJQpU6hXrx43btwgJCQkW/9jx47Rtm1bxowZQ+PGjVmxYgXNmjXj3LlzFC9eHIBx48Yxbdo0Fi9eTJ48eRg+fDj16tXj2rVr/8hOzZiYGCpVqUKCLgN5o/fxyZMf/fwZXLp2DXX99/AtXRFHWgrGreux3b/D2bh4mjVrxtixY+nTpw81a9fm4pWrKOo2xrdUeRwpSezdvpGd1aszbuxYRowciVmpRtWxF9KcubDdvkHmlnXoDXp+fZyIumUH7Ns34rDbUTd+H3mhothjHpK+eQ2ffvYZOBxI/AKcygoCkhw50DT9AFv0fUzbNiIrVBx1w+ZItFrMJ45g2r8DBAF109Y4Eh9jPrwXecmyqN9tBHI5xq0bsF4+hyQwGE3TD5DmzIX1xjWMW9eDVIbg5YUj5iGKCm8j8fXDtPNnZAWLoG7YAkEhJ+PHKYgZGajrv4eiTEUc6alO29y95dLxqRNOXqwk6vrvYbl+BdPW9cgKFEZZ412M65cjWq3O9RYuhj02msxNq3EkJ6KsVB1VnQY40lIwLJ2LIzUVaVReNE1aIvEPxHL+FMadm8HhQF6mEuq6jbBHP8CwYgESXz80zVo/s/PmNYjGTFCq0DZvgyx/IeyxD8ncuBqHXoe2dWcyf16HaDKiadQCefGS2BPiMf68DvujGJDJ0DRphSQkFP2iOUg0WtRNP0AWleeZ/EwDePuBLhUASUgY6iatMB/Zj+36FcCBvFhp1PWaIKjUmI4exHxwt9M+5SsjDQrBtG0j8pA8eJesh0TljfHeWQxXDyCNjELTtguWY4cw/7KPpKREUs3gXbUj9sw0Mk5vQhqZG817rZAEBGG5eAbjjs1INX5IFF5YE+4i1fpjN6SCTAE2CwgC2mK1UOcpi8OsR39hJ5bHdwARVe7SqAtWxnBpD5b4Wy6HpywgJ7bkhygjijiD16RyUg8twmFIRVOkOpr8FbAb9aT9shTRrEdTuCqafBVwWE0YLu/FHHud552kUp9g7LoEQEQRVtC5E02pxXj3NIarB5Fo/fCv0QUcNvSX92KOueYarypYBfO9s4hWk3Oe/L+dB5ApARGJ2scZVJmZhrZ4HVRRJXFkpqE7vwNbcvQTW9REnaec0xYXdzvXLVOA3YbUJxifMo2Q+oRgjvsV/cVdSBQavCs0x3jjKObY62iK1UIZlp+Mc9uxpcUhKLzwKfce8uAorIkPyDi/HdFiRLQ5U6pJvYOw6xJcthStRtIOL0WQyvAu3Qh5SB5sKbHozm3DYXQ6mbXF66DOUwaHUUfGxV1YE+6iyl0ac8xVEAREi/G5z52IPCgXXqXqI9X6Y3p4Cf2l3aQbzATUH4AgkWG4dgDT/QvorU6HuqDQOPWzW1FGvoVXsVoIMjmZN47x5ZdfcvLUKTZu2EClSpU4ffo0qjxlCCxaAwQJmb/+wqJFizh58qRrJ4I7RowYwciRI9HkKU1gw0EIUhkxt47zYZ8+HDt2nEWLFrp8P/Pnz6dnz56owgsSUK8fEqUX6ffO8uXwr9m9Zy87tm/7XV9KdHQ0lau8TUKqDvVb9QkKzYctNY41W3aycdNGDh44QNmyZV/6XvEy/KPFHm/fvk2BAgW4fPmy68b6WxYtWkSPHj2IiIjA4XBQpkwZRo8e/cK0FGazOUu1eJ1OR2Rk5L+uEIUoilR++21OXbyEz6dfo6xWG0Eqw/bgLhkzJ2C5eBapVErblu+zbNky/EZPQ1nJGTWrmzwK076d+I2bhaLos3QW9vg4dJ/2pmyeKI4dOYJOp6N127bs3LkTQaVBzNQjy18YQaHA+utVBLUa36/HYTlzHPOR/c6b3LpliDYbivJVEI2ZBExbiOhwkNy9FYJUiv/4OUj8A1xzWs6fJnVofzQt2+Pdc6DreNp3Q7FHPyBw7kq368+YMR6v4wd4HBfHsWPHmDRpMjt278Jus1G+fHlKvvUWW3fs4MHduwBE5s7NN8OH061bt5eyc6sPWrNh0yY03fuhbtgcQeuF9eJZMn6cgj3mAQEzlyLLlZuUZjUZ1LsX8xcsRC8qkEcUxRxzDVtqnEuWoPVClrcA9vg4HImPkYfmQ+YXhvHGUQIbDMSrRN3s6zy/nbS9c7h//z6RkZFZ2gYPHszMeYsJ7TXfrSM87ZdlmM9vJn/+Aly5fAmZUoPosGO3mqlYqRJvFS9OamoqOXLkoFOnTpQvX/6FdjCZTETlzkOGzJfAFl8j1fgCT4pundlM6v55rFixgrZt276Uff8ttGvfntVr1uJTtT1eJesjUWoxR19Gd3gJkvQYTp86RZHnUsJ4yIrNZqN79x4sWbIYpU8Q0oCc2FNiMOuS6NSpM/Pnz/vLL5P+v+ApevRq+P9kx7Nnz3L06FEkEgm1atX6R9JtPXjwgIpVqpBqtiBv0hJ54eLYY6Ox/LwGEuLZtWMHNWrUeCVzpaSkkCdvPqy+kQQ2G4ZU7Tyfos1K6oH56M9v45dffuHtt99+JfP9GcJyhGMIK0VgvX7Z2kSbhfg5Xfmob68/fMn+b0QURVatWsXkKVM5c/oUgiBQq3ZtPh08mPr1679p9Tx4+NfwX7vPVKxYkfLlyzNjxgzAuR09MjKSAQMGMHTo0Gz9W7dujcFgYOvWra5jlSpVolSpUsyZMwdRFAkPD2fw4MF8+umnAKSnpxMaGsqiRYto06ZNNpnu+Dt2bNqsGTtPnMRn2iKkwaHoF87CsGYpAZPnIS/87F4o2u2kj/4Sy/HDqBq/j3HdMnr06MHC5SvwnTIfeYHCz/rarKR/NxTriV+Q5y2Az4QfkWi9XO32xARS+ndClqcAglyO9dZ1AqY753+KI9NA6sc9sMfFIBr0CN4+yPIXwn/MdBypKSS1b4L6vZZ4D/g8S/CP+cwJ0ob2R9OqA5mrF+PVvT/a9t2deokiyd3eR1Bp8J/4IxLNs13o9oR4Uvp3xpGUiM+QESjKViSpXWPUTVriPdA5h37RHAyrFhEw+SfkRZ69kBTtdnQ/DMd0eC9YrQBo2/dA262vU9e2DVC/2xjvT74ifeTnWK9dcq43NMez9RozSf2kF460FIKWb8Vh0JPUojbKqrXx/Wp0ludT642rpAzshjQ8J4EL1pHSszXIZPhPnJvVzkkJpPTtiDRXHgImzHk2l0FP6uBe2B/FgiAhYNpCZLlyP1uPxUzqsAHY7t8haNUOUvt3AYcd/8nzkHg921VrT0kipW9HZ3o0QUBerCT+P0zHdGgPurEjAAFN2y549RiQ5RyZjh4kffjHePUbgv7HKWiL1iKwfv8sqURN0Vd4vHo4Xt37omnVkcSW76LwCiOk9XcgisTM7oKiXEV8v/4BQfYsEM1661dSP+qOV4l6iGYj+ku7kHgH4zCkgCgS2noUqlzPnTvRQfLOGRgu7QFEQlp9iypPaR6v/hrzgwv4Ve9M2uEl+FR8H78anZ0pKs5vJ2XPHEJajkCd1+kQzLi4i5SdMwhu+TWafOWfky+SdnAhulMbAPAq0xj9ua0gSPAqVZ+Ad/tksY3x/gUS1o7Av1Y3fMo1dY4/vBjdiXUE1B+A8e5ZjDePO+fOVy7LPKkH5pNxerPzXITmQZ2rJBnntxHadgzKHAVdfdNPrift8BJCW3+HKleJ52Q8scWVfSgjihLS6hsk8mcOU2tKLPHLP0OdrzyBDT4i7dBidCfXE95zDjLfEBI2fI8l7lci+i52jbNnphO//HMQBKfzHCGLLR+vGYEtNZaw9uORej0LtEg7vJT0k+sJbTsaVc5nuxNFh53kHdPI/PUXQtuNJWHN1zgsRnDYEGQK1PnKE/TeZwgSqWuMOf42j1cMxbtsY+cLAiD9xDrSDi1CovZBFEVEUwa+Vdvj93ZW/4vh+i8k/TyWbt26sWDBAvxr98CnfLMsfTIu7iZl5zS+/fZbvv76a37L2bNnKVeuHH7VO+Fb+YOs8q8dJGnLBNatW8f777/Po0ePyBUVhapYHQLq9s36mXh4icQ1XzNu7A8MHjw42zxPea9pU3YfPkFQu3HIvJ+lcnWYM0la8xW5fGVcv3rlpYMm/5XFHh0OB4MGDeLtt99+oRMboFChQixYsIDNmzezbNkyHA4HVapUceWB+i1jxozB19fX9fdb5+G/hQMHDnDy+HF8h/+AqmZd141CFpUXv1GTkYaEQkgoW7Ztp2TpMhjnz8Chd+bY8frwE2R5C5A6oAupwwagX/wjutFfkdKlOaEKGSuXL0cURd5v1Yo9hw6DVIYkOITA+WsJnLuSgBmLCVq5HXnxUqR9/QkOXTqi3YZl63r69OqFWqtFtFqx3b6Bw6DHcv4U9gd38f5oWBYnNoCidHk0zVpj3LYB0fLsBYKoS0ca/uLttdLwnKSmpLBw4UKqVqvG1rPnoEV7hJr1OH7nPjNnzuRhegZeH3+F96AviPfyo3v37rz//vt/2sZnz55l3do1eA0ejvaDTki8vBEEAUWpcvhPmIOg9cKwcgGiyYjdZGTfvv0Y7BJCOkwgqOEgwnv+iF/1zgBou/YleN0eAqYuIGjldny/meB8AyiVIQ/JQ+rBRViTsxbwsiQ+IO2XpTRu3MTtddixY0fMumT0V/Zna7NnppN5cSeCIOH243RCWo8i/KNVRHy0iqAmQzh/5VfOnjvPypUrmT59+u86sQHWrFlDwuN4/Bt+4nJiw5OiW+WboclbhgkTJ/1p2/7bWLRwIb16dEd/ZDkxU9sQM6kFj1d+QU6tyP59+zxO7D/gyy+/ZNnyZQTUH0ho7/kEtx5FaO/5BNQfyLLly/nqq6/etIoePPzPUbZsWQYOHEj//v3/sZoRUVFRnDl5ko7NmmJfs4S0of0xzBxP/dKlOH706CtzYgMEBASwbesWZGkPeDS7K4mbRpO0dSLxP3bFcGE7s2fP/ked2AC9e/XEeO0A1qTsBTd1ZzZjMaTTvXv3f1SnV4UgCLRt25ZTJ09gtVqxWq3s3bPH48T24OE/jMVi4ezZs7zzzrPdKxKJhHfeeYfjx4+7HXP8+PEs/QHq1avn6n/v3j3i4+Oz9PH19aVixYovlPkqiY2NZeuWLSjbdkMaHIpot2PcugF1/aZZnNgAglSKd59PEK1WpCFhyPz8Wbp8BcpGzbM4sQEEmRxV7QY4rFbUPQZkca4CSIND0HbsheXUEczHD6Ft1y2LExtAotHi/eEniAY9Ev8AxAwd3n0HIyiUGHdsQlCp8Oo5MJszRlmuEsqqtTDu2IQkJAxNmy6uNuvFs9gf3MP7w0FZnNgA0pAwp8NbAEX5yhi3b3wyh9MJK9rtGLetR13/vSxO7Ke28erzCThEBK3T0atu0RZBEDDt3AwSKV69B+FIS8F85IBzvc85sQEkag3efT7B8fgR1gtnMCycBQ4R776fZguykhcqhrpRc+wxDzAfP4Tt7i28eg7MbuegELSde2M9fwr740fP5tJ6oe3YE1GvR/N+uyxObABBocS776eIqSlkrl2G7dZ1vHoMyOLEBpAGBOHVtY8zjYbdhnffTxBUaoyb1yL1DUHw8cWr84fZzpHq7ZooylUmc90yBEGCf61u2ephqSKLoy1SDePmtZhPHUVMT8W/Ti8kchWG64cRzUbn9SDLuptaXqAw6sbNMVzei1+1DiCROXeiORxoilTP4sQGXPMjlSEotGRc2IEgSBDNeuSh+bAb05GovfGr2s61jozz21EXqOhyYgPoz29Hnb98Fie2U76Ab9X2IJUh8w/HbkhFovFFkCnwr9Elm23UuUuhKViFjPM7XOP93m6HROWFNekhxrtnUecrn8WJ7epXrQOCUgOiA1Wukuiv7MfrrXezOLEB9Bd3oilcLYsT+6ktVLneAoedgDo9szixAeQBEfiUa0rm9cOIZgN+VdshUXujv7ATQSonoE5PHCY9mTeOusZINb74VeuALTkaicYPiUrrsqU1LR7TvbP4VmmbxYktiiL6K/vQFquVxYkNIEik+Nfq5txNGH0Zn0rvg2hHovVHtNvwr90zixMbQBmWH68SddFf3I1od6bZ86nQHKlvCA6jDnlgJFKvgGxOZgBtkWooI4qybMUKZL6heP8m3S2AV4l3kYfkYeasWdnaAGbPno3SLxSfitl9Z9qiNdFEFmXmrNkALFiwAFGQPrk2fvOZyFUCdeGqzHjS1x0xMTFs27oVbcUPsjixASRKDd7VO3Pj+jWOHDnyQhmvgn/Mkd2vXz+uXLnCqlWrfrdf5cqV6dSpE6VKlaJGjRps2LCB4OBgfvzxR7f9hw0bRnp6uusvOjr7w8q/gbVr1yLLEYGiQvaHOEGhRN2oBfbYaNJTU5g8cQLK5ETSe3yAfulPWE4fR16iDFK1BseF0yi2rSfq0X1GjxzJxXPniIqK4tSpU+zdvRt5zbpgs+I/ZjqyPPldc0iDQ/D7ZjwSLy9Mh/cgpqUSFZ6DkSNH0qlDB8Q7NxAtZgxL5mK9egnB1w958VJu16KsVhtRl44t+r7rmCQsHOuvV505x9xguX4ZH18/uvfogbx0BWx2B5nLfsK0YxP2WGdBBDE1Bfv9O2jea0XAtIVou/Zlw4YNzg+bKHLy5El+/PFHFi1axKNHj7LNsXz5chTBIajqZH+Ik2i90DRpiWn3VhI+qI/DYuH8+fOoSzVyRY0hOsi4uANVnQZ4deyJoHRutRMkElTV6+DVbzCZ1w9j0yUh2q3ELRhA4uaxpB1bReKmH3i0aCCi2UhkZE63NihVqhQdO3Yibc9M0o4sx5aRhGizkHnzGPHLPsNqSMNstRP0wSjUuUshCBIEqRxt0RoENB/O+XNn2bRpk1vZv+XgwYNowgsgD3D/ckFdqBrnzp4hMzPzT8n7t6FQKJg9ezYxMdEsWLCAaVMmc/DgQW78ev13cwh6cEbhTJ8xA+8KLfEuWdd1IxYkUrxL1sWrwvtMnzHDVZjCgwcP/21y5szJvHnzSElKIjo6mrS0NDZt3EDp0qVf+VxVq1bl9q1bfPftCEoHSynqZaRP985cu3aN3r17v/L5/ohPPvmEgvnzkbjyc9KPr8Hy+C6mh5dI2jqRtEOLGTp06D+Sx+91I5VK33i6Ew8ePPx9kpKSsNvthIZmdbiGhoYSHx/vdkx8fPzv9n/635eRCbiK/T3/91e4fv06DocDRbnKADjSU3GkJqMoV8ltf2lQCLI8+bFH30dSqBhmY6Zr7G9xpKeCIKAo7f63v/LpHM/N/1vkpco58x4r1Uj8A5Hnc94TbHdvIy9WEon6BQWMy1VG1KUjL10BQfrMqWW7ewvkcuQl3G+rV5SrDKKI/eH9Z3M8cXiLGek4kpNeqKs0IAhZvgJIAgJBKsWR6Dx/tnu3kRcuhsTbB/vD++Cwv9C+8rdKg1yB7d5trDevI82VO1sNjacoy1cBux3zqWMgkfyOnZ1rsj24m+W4JDgMRIez3Z0u+QoiCQjCeu3SE9u419llD6UKecGirjULUjmKUuVc9cCyjStfxWnPsPxIVV5u+6hyl8b+OA7bzetI1N4oczjzxlsT7yOLjMpWqDuLbGMGot2CMkdBZ2oR0YE6Txm3/aUqL5RhBUAQsCY9cK4h7TGavOWwJj5AFVkcQfakrpkoYk16iDp31t9plsQHqHK7/+0mkSsRZCrUectiTXyARKlFGV74hQW41XlKY0uJcTldBZkCVa4SWBLvgc2cxYGedR4VqshiIFPgMBtxZKahypNVJ9FmwZb6CHUe97ra0uKRqLxRhGZPmwugylMG0WbBmhbv1CuyOJbE+4DT0S3zC3PZ8Pn1OBcioMpVwmXLp/2y6Wg2YM9IevH50viiCM2HJfEh6txlQBSRKDXIg3Ih8wlyO0adpzQOow67Ic2pikSKOqqUM5+5zYwqqmQ2B7hrbL5yWCxWVHnLZXMuO5cloM5bluSUNLfjL1y6jCzyrRfKl0eV5vLlKwBcvnwZZXghJL/zmbh/9w4mk8lt+9Pv9BedX1WuEghSKZcvX3bb/qr4R/aO9+/fn61bt3L48GFy5nTv5HsRcrmc0qVLc/v2bbftSqXyP5ELNz09HUlw6AvD6yXBoWC3IwgCFStW5OzpU3z//fesWLkAg8mExsuLXp07MWzYMLfRvuvWrUMRHILj8SMU5Sq5/dIVlCpU7zQic90yypQqRcWKFZk0aRJNmzZl74ED3HvwgMy1S5HmjAKb7VmRid9ic37h6aePRVm7AWJmJtazJ3AkxGPcsRnN00KVT7DeuYn54B7UPt4glWI5ewIAZa16aNt3d/5YuX8H/bJ5GDeuRF6kOOp3GqJt1w3j1vV89dVXjP5hLHdu3XTlkZLKZHTu1IkZM2agVqsB548/aY4It2k7RFHEnpLkHK93/hATJQKGK/vxLtcUiVSGNfEB9vQEfBq1yDYeQP1OQzKmjUU0ZRDaYTyWuBvor+zD9PAyUq8A/Gt1w5Yaz7LlK5gwYYLbnHPz588jODiIGTNnkn70WRoWeVAUErUPmkJvZ8stCqAML4Q6Z1GWLVtGq1at3Or32/U+K3rghidfkP9gZqHXQmhoKF27dn3TavynOHjwIMbMTAJKZk+NA843vnHHV3PgwAFXkR0PHjz891Gr1S/9G+yvEBISwrBhwxg2bNjflqXX60lNTSUwMBCNxv3DGDjzYev1ery9vbOkRfL19eWXw4cYMmQIy1esJO3wEsBZ0GbsjBn07dv3b+vowYMHD/+LjBkzhm+//fZvy3n63S2mp0F4TgSF87ld1KW57S+KIg5dGoJSCQY9AI509315UndCzNAhPKlj9DyO5+Z4On+2+fQZztpPogOH0YBoMSMolAgqFfaE7IFTrnG6VJBInM705xBUKrDZnKlKfhNd7FzLk/5KN3M8sc1vZbrmFEUcunRXrt6nthSUKpeNngZiOdLTIGdUdhkGPdisrvkdj2IRHQ4ENy9DHWlPclJrvcDheLGdXXP/xifzxGfwwvVYzIiZBgSV+km/dKQBgS+Uj9WCaDI6+ytVzpojL7o2eHKNyaTYjTpEUXTrh3EYdc4cxhoNDqsJh8WERKFCkCtxZOgQ7fYsLypc457YRpApsWemu/wPjswXv/CxG9OdaahlT+wklWM36hDkSuzGZ+MEQUCQKbIcA5w6GX/vhZIDe6YOiVyJw2TINj6rLjqQyJwFNZ8ey0xHotKCIPn9sZk6cNiRPLFLtjVLpCBIXmgLiVyJaDXhsJqzRWQ75TnzVkue2Mlu1LmcrqLDjsNkcDmqs+j09P+fOJLhma0dRh14PZdpQCoHhBfaUxRFHEYdgvy58yA6cBh1iKLDrbP5aT/huTXZjTpX4cjft2k6giC41u4OR6YOqdR90IJWq0FMfbF8h1Hn8plpNBrE39HFkalDIpUil7uv6/b0O92eqUPmG5qt3WE2INrtrvleF681fEMURfr378/GjRvZv38/efLkeWkZdrudy5cvkyNHjj/u/C+mYMGC2G/fwGF0HwFrvXQWFAoaNmqERqMhf/78LFy4EL1OR1JSEmkpKcyaNeuFqVMyMjKQ+gciWsxIvH3d9gGQ+PgCAmfPnmXBz1uYMGcuDRs2xN/Pjx6dO6NUq7HHRSMa9FhOHXUrw7R3O74BARSWgn7qGMyLZiFJS0EaEUXG5FHopo7Bev0ytnt3MKyYT+onPRG8fcg0mRCtVgQfX5TV38H3qzHI8xZwFnfMkx/fr8agrP4O+p+mIdptCFIp8kJFeZSQwH2zFb8fZhCy5zTBPx9G3WsQi5Yv54PWrV3O2Fy5cmG7fxfRnP3tkWHhLIwbV6EoVwnfr8bgO3ISqjoNsCZH83j5EESH3VUgQPB+QT4epQpBrkBQalFFFMGnfDPCu04ncsAywrtOw6dcUzSFKpOelsqDBw/cipDL5UycOJEyZcoi9wkioG5fcnSdRnj3meCwI/PL/mXgOne+oSQmJb+w/XmqVatG5qNbWFPd/wAz3ThCyVKl0Wq1btv/DOfPn6dHjx4UKlKUYsVL8Omnn3Lnzp0/HJeZmcmiRYsYNmwY33//Pb/++utf1uHvkJaWxpw5c/j8888ZO3Ys9+/ffyN6/NM8fbv6orewUrV3ln4ePHh4/YiiyJEjR5g+fTpz587l4cOHb1qlN8qVK1do1aoVfv7+5MqVC3//ALp06cK9e/ey9Lt58yZdunTBy9uHgIAA/AICGDhwYJZdW4GBgSxYsIDH8Y84ceIEFy5c4MG9u/Tr1+8/WfDYgwcP/7sEBQUhlUp5/PhxluOPHz8mLMx94dqwsLDf7f/0vy8jE17drufy5csTHBZG5rb1AEi8vFGUruBMU+lwZOtvOX0MR0I8soJFsVy9SN78BbBs3+g++EZwFqczbtvgdm7j1g0IfgFIAoJc82frs22j0yGdkgwmE6Z9znQLyrdrYrt5HevN69nGiDYrxp0/I8tXEOvp41lSaigqVgWJFOP2jS/UCZkMac5c2eaQaLQoylbEuHW9e9ucOYEjPg7H40dOB/4TR6Kyai3s9+9guXIBWcHCSIJDnfO4m3+HM7+xslI1NE1a4UhNdvvMLzocZG5dB0oVmhbtnEUsX2TnbeuR+AcgL1oyq77nT4FURuYLdDHt2+ksAtmiHSiUGF90jraudwbXORwY92wDQFWtFnajDuuls9ge3s+uv8WMcefPKN4qgy0p+lmRwixrtKO/vAdlpWqoqtYGuw3DVWcKUE2ByjhSkzGfOJx9nChi3LoBZc6i2FLjsKXEIPMLAwT0F3chOrLvUDfFXMeWEotoMaEp4IwwV0YUwnDtIOrcpTFHX8mStlRToBKGy/sQ7dbnjlVGf3kfos2aTb4l8QGiOZPMm8dQ5S6FTZ+ENeEu5kc3s+tvt6G/tBdNgUouh6w1ORpzzFXU+Ssi9QpwrsPtPPexxP0KDjuiIEGZ6y1nX/HZ9SpIpKgLVER/abdbW0i9gxDtVgzXDmVrA9Bf3IUsICeywJxOvaKvoCnotFnmjaM4TBkuGz4bsxNBocFhMWGOveaypSpnUSRqH/QXdmbpL5ErUeUtQ8bFnW51ND+8jC31kdPmF3aARIpNl4Rdn4LxzpnsNhVF9Bd3oYws7nqWtmUkYbxzxpmaRhAw3TuPLf1xtrEOiwnDlf1ERoSTeesEdn32Fz8Okx7D9cOUL+s+grxlixaY7p3FpktwI9+I6dfDtGrpDNZs3rw5xsf3MMdm98GIDjvGq/t47733kLoLaAUqVKhAcEgo+os73bbrL+5EJpPTqFEjt+2vitfqyO7Xrx/Lli1jxYoVeHt7Ex8fT3x8PEaj0dWnU6dOWaJ2Ro4cye7du7l79y7nzp2jQ4cOPHjwgB49erxOVV873bp1QzQZMSz9KduN2HrnBsZdW5HYbHz15ZdZ2uRyOYGBgS98I/KUQoUKYb53B1lkFJbzpxGt2b94AMzHDyNotQQuXI/vkp/xW7MLv9HTuHjnLidPnyYlKYmH9+/zVqlSGKZ8j/VpdWSefGnv2Ixxxya+GjaMi+fOYbPZMJtMlCxZElnOSLy698d8eB8p/TqR3L0l+iU/oapWB3lwiHNLRnhORF062jbZ8zUJgoC2XVcciY+xXDiDaDFjPnkEQetFwNQFKCu8jSCRIPHyRtuyPd7DRrF1yxaOHnXefLt27YpVl07m+hVZ7XvrVwzL5uHVoz/+P8xAVbs+qqq18B36Hb4jJ2J5dAvD9cPIAnKCTI7ltPt8cebTxxCNBkSHDceTbTi/xWF2Xtu/t0vg1q1bnDh+DN8aXfEu3RBFiHNbjcwvDEtc9pvNU9vbH9+iQP58L5T7PG3atCEwMIi0HZOxm/RZ5GSc347hzmkGf/Lxn5LljpkzZ1KmTBmWrd/CI01eHsrCmTb7J4oWLcaWLVteOG79+vWEhYfTtVs3pv60hG+//4EiRYrwQevW/2iak7lz55IjPIJ+/fszff4yvvz6G/LkzUuLFi2wvuCz879CiRLOXGXGu2fdtj+9OT/t58GDh9fL5cuXKV6yJNWqVWPQ4MF82KcPefLkoU3btkRHR+Nw8zD7v8zp06epVLkyWw8cx6d6V0JafoOmchtWbdpGufIVuHnTeZ88f/48ZcuXZ9XmHWgqfkBQ06FIi9VnzoIllCtfIdvLAD8/PypWrEjJkiVf+OPcgwcPHt4kCoWCsmXLsm/fPtcxh8PBvn37qFzZfXqGypUrZ+kPsGfPHlf/PHnyEBYWlqWPTqfj5MmTL5QJzmcZHx+fLH9/BblczpdDh2LavgnD8vlOx2XbrlivX0E38TtXtK4oipjPnCD9h+HI8hfCtGQukVFRjB/7A6aLZ8mY8r0zGvlp35NHMM2ZTHh4BJmL5mDcscnleBNNRgwrFmDcuh5F2YpoWnfKMj84nXnGXT+jnz8dZHIEhQLBx5eM6eMwHdqDolJ1pFF5SRsxGMvVi67nd3tSAukjh2KPi0XbrR8SP39SvxjoemaWBgajqvEO+nnTMe762ZW6QTQZ0S+b9ySftYT0rz5Gmjtftjk0bbtiu3kd3fhvs9rm7AnSx3wJag2IgCiSPmwA1pvXUZSvgix/YWeRxysX0bTpjGnXz+iXzkU0Prfe3VvR/zQVZfV3kAaFoKhWG8HHl/TRX2I+fdy1Rkd6GrpJo7Bdv4Ky5rtIA4NQN34f/aLZ2e28ciHGLeuRFSwKT9dqs2LcsRnDkh+RlyyL5dhBMn6cguNJhL1ot2M6vBfdtDFIc0Yhy5UbzXstMSz5icytG1x+DNFswrBmCcZNqxHUWhAEMmZOwHRgF+rmbRFtZgSFirQvBmK9ec11zdkT4kkb/gmO1BTUzT5Alr8wSVvGYYq+8uw8GlJJ2jYJa1I0mrZdABD8AkjZ9xOGa4eQh+ZDmbskurHfYD555JltdOlkTBmN9fI51PkqkLh5LBK1D+Z755Bo/bAmPyRpy0RnqpEn584UfYXETd+DRIYgV6ItWQ9T9BXMMdcQrWb0V/cj9QkmYf13mOOdWQh8KjTHpkskcdMP2DKSnhxrht2QQuKm0dh0Sa71mh/dJHHDd6DQgMNO5p3TCDIlglxF4sbRmGKuufS36VNI2jIeW9ojfCo6HZvm+Ns8XvsNCBIyb53Eu3xz7Ppk5zwZz80Td4OE9d85I7mVWvQXtqMILYA57gYpO2e4Io5FUUQVWRxrcgxJWyZks0XqgQUIciWpe+dg+PWIy5HsMGeSemgRmTeP4Vu5FZb42ySs/w6ZXw7UBauQefskyTunIwvKhTww0nWt6c5uQXdqAxK1N1hNSLT+Tls+uoUgU+BToTkZ57aSfnIDDqv5yTVoRR4UhTXhHknbJmPPfPbdYnpwiaQt41GE5sf48LIzH7fDAXYbglJL8rbJGO+efXYtGXWk7JqJOeYavhVbAs4XCwnrvkWiUCM6RCyPbiIoNCSs/QZLwrMUPLb0xySsH4nUYWbevHkIAjxe+3WW2i7W1Djn+bFbmTx5Mu7o1KkTwcEhJG/4zpWGBcCaFk/yhlEoBDv9+/cHoGHDhhR/qwSpW8Zm/UzoU0neOhFrSgyff/aZ23nA+Z0+bOjn6C/uIv34GhxW0xOb2tBf3ovuyHJ69OhOSIj7lEWvDPE1wpOv2d/+LVy40NWnRo0aYufOnV3/HjRokJgrVy5RoVCIoaGhYsOGDcVz58796TnT09NFQExPT3+FK3k1jB8/XgREZcWqou/ISaL/5Hmipl03EZValMoV4urVq/+y7MTERFGhVIrK6u+IgKhp100M2XdODN1/3vXn+9UYERB9Ph+Z5Xjo/vOi39QFIiC2b99enDhxonj48GGxUJEiIiCqylQQVfWbispceURA7Nq1q2i327PMP3fuXBFBEANmLhFDdp0SA2YuFf2nLhCDNx8S/UZPEwFRqlCIymp1REAM3nokmw6h+8+LwduOOnX8crTo1X+IiEQiatp2dds3ZO9ZURYWLvbq1culx+effy4CorphczFg5lIxcOnPorx4aVESECSG7DntVo68VHlRHpJbzPXZFlFduJoo+PiKgUs2udqDVmwTlVVriQiC6xqW+oaKwc2/EKM+35rlT1uwslioSFHR4XC88Fxt27ZNBMSIPouyjA1490MRQSKGdZyYTW5go49FQDx06NCfviaOHz8uevv6ijKVRtS+9Y7oU6GFqA51nsMBAwb8ro6/x7Fjx0RA9C7XVMw1ZLNLx8hP1ovagpVFhVIlRkdHZxu3f/9+USKRiNrCVcWID+eLUZ9vFXMN3igGNvhIlCpU4vstW/4lfV6WNWvWiIDoVbK+GNFviVP3j9eJ/nV6iggS0T8gUDx48OA/osubolr1GqIyMELM2W9plussZ7+lojIwQqxeo+abVvFfz7/5XvNf4v+7He/duyf6BQSKyvyFRL/xs8WQfefE4G1HRe+PhokolCKCIAaGhIjDhw8XMzIy3rS6rx2HwyEWLlpMVEcUEiM/Xpv1+2nAclEVlFOsXbuO6HA4xCLFiovqHAXEyEGrs/SL6LtIVPqFiI2bNHlja/jll1/Ejz/+WOzZs6c4efJkMTk5+bXMZbVaxQ0bNoh9+vQRe/bsKc6bN080GAyvZS4PHv6r/NfuM6tWrRKVSqW4aNEi8dq1a2KvXr1EPz8/MT4+XhRFUezYsaM4dOhQV/+jR4+KMplMnDBhgnj9+nVxxIgRolwuFy9fvuzq88MPP4h+fn7i5s2bxUuXLolNmzYV8+TJIxqNxj+t19+xo8PhEIcNGyYKgiDKvX1EdfFSolTrJSIIoiCTi7JCRUVJSJgIiIJaIwJi3gIFxFu3bomi6HzOlCsUolSpFNXFS4rK8JwiIL5drZr46NEjsW279s7nMz9/UVa4mChonDKePrtJAwJFaVCIS76scHFR8PV3Pueq1WK+ggWd/WUy1xiJf6AozVtQRCpzygiPFGUFiohIJM4/EFGqRGnufCIyubNPrjyiLN8TWU/6CL5PdHqyLiEg6IkMqXOeXLlFlKpncxQs4tRBEERkMlFWsKgoCc3xTKbwZG65wiVDmjPKqceTfwuhOUQhIPDJetVZ1osgiEilT2z+RK70iS4hYaKscLFndnhiC1m+QqIkIpcIzn8LPn5P7KzN4uNx2dbH16WjtFARp64golSKskLFRElgUBYboVCK0oJFXXYQvH2dcrTarP2eO6cS/0BRkjPKqZP0mR1k+Qs5+0gkz/pG5hYFpdr1DK8Izee0oyCIQmCwKMtb0ClHEFxrlHsHivLQvK7zLwkOFWWFijnPtSARJWpvp64y5RPdhGf/FQQRQSIqwvKLUt/QJ3o71yALyCnK/MKeHZMpn523J7Jk/uGiPCTvs/UKgigPzSfK/HI8G/f0mH/4ExtJn1zDShGJ7Mkx2bN5/XJkWTcgykPyZh0vU7jmk2j83M8jSJ6T/0Rvucp1XBFWQJR6B2e3RWg+UfbUFs/rB6JE6y8qwgqIgkzx5N8BWfSSB0WJUq/ArOdf5SUqchQUBeXz1+Cz88cTWTL/cFEWnOfZNarQiIocBUWJyvs5HQQRidR5vnyefE8o1CJSxTO5Cs1za3LaVOodJCrCCjyTAaI8OI8oD4x88rl6sk65ShRc80ld14E8xKmXUqUW9+/fL4qiKK5evVqUPPk+kQflEuXBuZ36SGXivHnzfvd79urVq2JkriinLyw0j6gJLyAiCKKff4B4+PDhLH1jY2PFEiVLOb8Dg3KKmpyFRYlUJqrUGnHt2rV/6jv9888/d36nq71ETWRRUeEdIAJim7ZtRbPZ/NL3CVF8ufuMIIr/8SS5v0Gn0+Hr60t6evpffnP8Olm1ahUjv/+e61ecydblShW1a9Zg0aJFv7u9688wf/58evTogSw8J7a4GOTFS6F6txGCUon58H7Mxw4iy1uAgLmrsuTBsly5QProL3HExyHx8kawWbGbTDRt1oz69eqxcdMmUtLSKJg/Pz179KBGjRrZoqlNJhM1atXizKVLaNp1Q1n9HbDbMe3bgWH1EqQRkdij76Os/g7mA7vwnzIfRYnsWyMsl8+T+lE3fL4ag27y92DQ4zPkG9QNmrpdc+pnfWgUmYMNG5xblkRRZOrUqYweO5bEpwVMJFJUtevh+8X3bmUYVi5Ev2AmEkGCw2ZFkMoQFAqUDZoiDY/EsGAWEokCn0qtUOUshk2fTMaZnzHdP09A/YF4l6yLaLOQfnI96UeWs3jxYjp16vTC83T06FGqVq1KWIcJKCOeVeB2WM0krPoSS9IDfMo3Q1OwMqLVguHaAfTnd9ChQwcWL170UluhY2NjmTNnDus3bCLTmEmpkiXo17cv77zzzl/eUt2mTVs27ztCSLdZ2fJDOcyZPJrdhaFDPuG7777L0lajVi1O33xEcPtx2QoR6C/vI3n7ZGdkYvHif0mvP4MoihQpWoxoqxdB73+dzQbpJ9aRdngxMqmMAwf2U7Vq1demy5vkzp07VHm7Kml6I6ri7yIPjsKa+ADTlT34e2s4euQX8uX7c9H//1/5t99r/iv8r9kxISGBvXv3YjabKV26NKVKlfrd/v3792fuilX4LVz/JPXXM0xHD5A+/BMUb9fCfvYEJYsX49CBA3h5uU8L9L/A0/tjSGtn0ePfor96gOStE1m1ahVt2rR5Yb+MCztJ3T2T+/fvkytXrtev+BNSU1Np2qw5vxw+hNIvBKnGF1PCfeQyGXN/nPO7vw1ellu3blG/YSPu3r6FOjgXgkxBZvwd/Pz82bhhPTVr1nxlc3nw8F/mv3ifmTFjBuPHjyc+Pp5SpUoxbdo0KlasCEDNmjXJnTs3ixYtcvVfu3YtX331Fffv36dAgQKMGzeOhg0butpFUWTEiBHMnTuXtLQ0qlatyqxZsyhYsOCf1ulV2PHu3bssWrSIhw8fEhwcTIMGDTh37hwXL14kOjoatVpNZGQkDRo0oEmTJllqHjx+/JjFixdz/fp1vLy8aNmyJdWrV3f9lr948SJLly7l2rVrJCcnkzNnTsqWLUuZMmXYs2cPycnJaDQabt26xYMHD1CpVLRt25bBgwcjk8nYvXs3GzZs4Pr16yQnJ5OcnExmZiZWq/VZxKLdnmWX1NPjgiAglUqx2dzv2H0REonk/92uq7+CIAjI5XIEQUAURSwWy+/2V6lUhISEoFAoMBgM6HQ67HY7vr6+qFQqbDYbNpsNh8NBZmYmdrsdpVJJoUKF6NmzJ0WKFGH9+vU8fvwYnU7Ho0ePuH//PlKpFK1Wi1wuJy0tDYlEglarJSIiApVKRUZGBleuXEGv17tycsvlcvLnz48gCNy9e9eVulGhUBAaGkpISAh6vZ7o6GgyMzMRRRGJRIJCoUAqlWK32zGbza61PT32/LUnl8uJjIxEFEWSk51pSEVRRK/X43A4kEgkyGQy1+fp+V3QgiCgUqlwOBxIpVLnLvDnrnOHw5HtGn26q81uz5qSQxAE12chLCyM8PBwYmNjSUxMdPV9WpxarVaTK1cu5HI5165dc6396XrcnWNBENBqtXh5eaHRaNDr9SQnJ7t0l0qlWK1Wl74ymQy1Wk1ISAhyuRyj0YhOp8NqtWI0Gl3zPf898/zaAwICKF26NDdv3kSn02GxWDCbzS77P11rSEgIH3zwAVFRUZw+fZpbt26hVqspXLgwwcHBPHjwgDt37mCz2cjIyCApKQmbzUZISAidO3fmo48+ypLuVafTMWzYMPbt24coilSvXp2xY8cSEBDAH2G1Wtm4cSN79+7FbrdTpUoV2rRp4zadrMPhYPfu3fz888+YnmRY6NSpE/7+2eu1vYjffqe3b9/+D599fo+Xuc94HNlvAFEUefDgASaTiVy5cv1uAaOYmBjmzp3Lnn37sDsc1KxWjQ8//JC8eZ9Ved2/fz+TJk/m4KHD2Gw2VCol6ampzuT9Tz6IBQsX4eav1/H6+Eu0TVq6xlqunCf10w+RFyiCd78hyAsXQ7SYMe3bSeas8dR8+21279z5u07PjIwMFi9ezILFizl/4SI47K55USiQ+AciCYvAdutXkMuRenkhzZETvzHTsxRPEO120ob2x3L1IpiMzlxYcgXq+u/hM3BodjvarCR9UI8BnTsxZcqULG1Wq5XTp0+zYcMGJk6ahKJ0BfwnzHGv/8wJqA7vYeSIr/H29qZKlSosWLCAH3+aR0pSIhKNH+FdpyP1evahFkWR5B3TMFzdjyqqBPaEu1gN6XzzzTeMGDHihbYCsNls5MqdB51vPoKaDMnS5rAYiV8xFGvCPXiSayowKJiPB33E0KFD/xXboUPCcmDOWwP/6h3dtiduHkupQJGjR35xHUtKSiI4OJjAhoPweuudbGNEu5VHszoz7NNBr6SwzIu4evUqxYsXJ6TVt26rMTtMeqKnt0fuHUjpwnk5ecJ9mpn/BWJjYxk/fjwLFi4iQ5eOt48v3bp2YciQIURERLxp9f71/BfuNf8F/lfsaDabGTRoEPMXLMD63I/v8hUrsnTxYgoVKuR2nI+fP/aGzfHuOTBbmyiKJHduhqJEWdTvtUL3cQ+GDPqI0aNHv7Z1vGnmzZtHz549yTVks9vK67aMZGJndaZv377MnvMjkZ9uzPJC1aZLJOPMz+ivHsCRmU5Ezpx88vEgevfu/bdqQvwZRFGkVu06HDt1Fr+GH6POWxZBkGA3pJF2aBGGK/vYtWsX77777t+ey2AwULhIUZJMIn4NB6MMyw84t5Cm7Z6B+PgWFy+cp0CBAn97Lg8e/uv8r9xn3jQeO3rw4MGDh9fJy9xnXmuObA/uEQSB3LlzU7hw4d91Yu/YsYP8BQsyZtIkLqh8uOwVyOQf51KocGFWrlwJwMSJE6lTpw57f72F0LoT8vbdMQU5CwYO/vhj0tLSMBgM3Lh+jXwFC2K/dM4l3/bgLqlD+iDx8cN/3GzkhYs59VMoUTdoinboKPbu3s3KlStZv34927dvR6/XZ9ExOjqakmXKMHDQIK4rvNC818qZIwtcVXAFlRrb5fNgygRdOoKvP5Zzp0j7rC/mMyewJydiPnOC1CEfYjl7AkxGoqJy83blykikUkx7tmF/FJvNPsZtG3GkpdKtW7dsbXK5nCpVqjBy5Ei8tF5Yzp/CFp29AKMj04Bl7zY6tmtLv3796NSpE/nz52f06NHcvX0LmVyBT4VmWZzYT8+hX7X2IIoU8nEwqG8vbty48YdObHC+HRz5zQgM1w6Rsu8nV2Vdh9lAxpmfsSbc5fPPhnDs2DFOnTpFXGwMX3755b/CiQ3Oh/WXjeXW6Zw5s6TeQW7bBakcuZe/q9/rIj09/Yke2Stig7MAokShRpGzGKdOnuDGjRuvVZ83SUREBFOmTCE9LZXMzEzS01KZMmWKx4ntwcNLIooibdu1Y+6CBSg7f0jwhn2E7DqF73eTuBSfQNXqNYiJick2zm63k5Gehiyn+4hhQRCQhufEkZ6GvGAR5A2a8uNPP/3n8/jfvn2bESNG0Lt3b7755pssRYKfOpvtL6ja/jTP4t69+xAdduzGZ79JLIn3ebToI/SX96ItWgP/Oj1J88nLkM8+p3qNmq/9/nLixAkOHTyAX4OP0OQr73KwS7V+BDQYiCq8EKNe0UuI5cuXExsTQ0Dz4S4nNoDcL4zAZl9hlyiYNm3aK5nLgwcPHjx48ODBg4d/E7I/7uLhTfDw4UNatGyJUKo8/l98j0Tr3Eosmk1kTP6ejp06IZFI+PTTT9G07YpXjwGuqGmxbVcMi39k4sSJvP/++65CHn1792bI50OxNGuNvMhbpI4YDFYr6vdaIajVgLOAhWnvduwJ8Uh8/ZAEBNG+fXuXXlK5HP+AAKJyRdGyRXPWrF9PrD6TgIXrkeWMcvUzHT1A+jdDkObOh/3WryCTg1SKLDLKGZktCFhvXiPtsz6uMbny5OHHHTuoV68egiBw5swZypcv7yy8MLAr2g49UFasisOQ4Sw6uWElNWrW/N2idBqNhu3bt1GzTh1SP++L75ejkRctgSAI2B7eJ2PiSJQOOwMHZo+Gi4uLw2a1oIwo4la2zDsIdUAY9evX54cffvizpxaAHj16kJ6ezhdffkXc+W0ofYOx6FPAYWfIp58yevRoJJJ/53umWjVqsOXAMcRqHbJF6jvMmVjun6XW+1kLSebIkQONVos5+qrbbeC2jGRMyTEvtcXxr5A3b14kUinmmGsognNna7ck3sdh0qMIL4zh6gFiY2NfGEn5IuLi4li2bBkxMTGEhITQrl27LDso/m0IgoD6yeffgwcPL8+JEyfYuGEDvsN/QFWrnuu46u1aKIqWJK17SyZMmJBt55BUKiU0PBzdjWuoGzTLJle0WbHduYmqRl0AlOUqk7JhJYmJiYSHh7/OJb0WHA4HgwYNYvr06cg13sj9c2BNecS3337LRx99xKRJk6hfvz5KlRr9+e34VeuQTYb+wg4EuYoHqc6tuYnrvyWswwQAkjaPQ+odSGib75Gqn0VxmMs35+KqL2jRogUrV64kODj4taxv48aNKH2CUOcrn61NECRoStTj8I6ppKamvtS2TXes37ABde6SyP2zXwcShQpVkZqsXb+B6dOn/615PHjw4MGDBw8ePHj4t+FxZP9LmTZtGhYRAr8ag0T9LGpbUKrw/vRr0s6f5uuvv0YemgN5oWKkDRuAPfo+glqDsnod1E3ex7Z/BzNmznzmyO7bl/UbN3JyyIfIylXB8fC+U6aXD/qVCzEf3I3t1g1QyJFG5MKREI9o0CP4B6CsWhvTlnUQEoahXBWupKVw9quvwG5H261fNv1Vb9fC2rQ1mZtWI8mVB827jUAiwXRoD1gtyMtWxBYbjcRkpHOnTnTq1Clb7u1y5coxePBgJk6ciBAcSsb0sWRMHeNslErJX6AAu3bu/ENbVqtWjeNHjtDovfdIGtAFaWgOJEoV1of3CAoJZdOOHW4djX5+fgDY0hMgZ7Fs7Q6rCas+7S8/kA4ePJguXbqwatUqoqOjCQkJoU2bNv96B8VHHw1k7do1pB1ciF+Nzq7t36LNQsrOqUgcdnr37p1ljFqtpnOnTsxbsgLtW3WQ+z3LBy+KDtJ/WYpCoaRdu3avVfewsDCaNGnCjoPr0BSsglTr90wPu420Q4uRav2Rap3nNEeOHH9atiiKfPfdd3w7ciSCVI7SPweW9AS+/vpr+vTpw7Rp0/41UfUePHh4dSxduhRleE6UNbKnjJD4ByCv35SFi5dkc2QD9OrenTETJ2Fr2T7Ly2AA45b1OJKTUDVsBoAjzRmN/F998TRy5EhmzJiJf+0eeJVqgESuxGE1oz+/janTphEYGMjw4cMZ9NFAxo0bj0TtjVfJ+s5+5kx0pzeiv7gL/zo98S77HvqLu0jZNYPk7VPQFquJNfkhoW3HZHFiAyjD8uNVrhn79q8iPDyCXr16MnnyZBQKxStdn8FgQKrxyVY74imSJ/cbo9H4tx3ZBkMmqF+85VKi8cX4XA7Mp1gsFn7++WeuXbuGVqulWbNmnnoIHjx48ODBgwcPHv5TeHJk/wt59OgRUXnzIq1aB98vRrntkzFrApat6xGDQrHHPEBetATyUuVwJCdhPrQHQa1GUb4yOe7d5O7Nm65xmZmZDBw4kPnzF4C3N4LdjmgyOaOlc+fDkZqMIykBRZkK+HzxPeYDu8mYPREcDrz7D0HdvC2CIGA+8Qu6Cd/iSEl2yZa/VRrvPoNdKUosVy+SOqAL/rOXoyjkTDciiiKGZfMwLJyF79fjSB/5GWvWrKFVq1Zu1ymKIj/99BM/jB/Pvdu3AdB6eTFwwAC++eabl3oQtdvt7Ny5kz179mCz2ahUqRItW7ZEqVRy7tw5oqOjCQ4OpnLlyq5o6GrVa3D2zmO3BQp1Z7eQtm8uc+bM4fjx4xgMBooVK0b37t3JmTOnq9+RI0eYM+dHLl25ireXllYt36dLly4uR/l/kWnTpvHRRx+h9A9FkbcCot2K5dZxRKuJtWtW07Rp9uKciYmJVKhUmdjHSWhKN0aV6y3s+lQMF7ZjfHiZhQsX0qVLl9eu+71796hQsRKpmVa8yzdHGV4QW/pjMs5uxZJwl+BmX6A/vYEiIWrOnjn9p+VOnz6dgQMH4lulDT4VmiNRanFYTegv7CLtwHw++2zIS0fue/j38r9wr/k38L9gx/fff59tMY/x+2GG23bjjs3oxn+DxWJBLpdnaUtNTaVC5co8SExG2bozysrVEA16566jLetQv/cBPh8NRXQ40H3cnXL+Pvxy6NA/saxXil6vJyxHDqRF6+JfK3s6sJT98xBv7Cc+Lg6VSsWAAQOYPXs2UpUWiTYAmy4B0WbFt/IH+FZt73rpnbhpNJk3TyCRKxFFkciP17qt6WF5fJdHiwbiVboRmZd307JFc1avXv1K1zhr1iwGDBxIjt4LkLlJX5Wy7ydkd4/wOP5RtuvgZenXrx/zlq0mrNd8BGn2mJTE1V9SMtyLY0ePuI7t3r2bDh07kZjwGKVPADZTJnaLibbt2jF/3rz/7AuS50lLS2PGjBnMnTef2JhoAgOD6NK5E4MGDfrXBwl4eH38L9xn/g147OjBgwcPHl4nnhzZ/wJEUeTMmTOsXr2a3bt3/2F13ackJCRQqmxZrHYHyH8nYF4mx263Y499iO/XYwmYsRjvHgPw/fxbglZsRRIYgvnY4SxVWMGZamPKlClIZVKwWhEzDaibvE/w2t0E/riCoFU78Bs1BevN6+jGfYPm/XZoO/QAqRTVu42xR98n9cuPSPvyI6S58uI3ZjqBS3/G9+uxiEYjKR/3wHr9CgDC0xzZzz1TCoKAtn13pDmjMB7aA8Co0aMJz5WLPAUKMHjwYO7du5elf8mSJbNcyAa9nvmLFrFkyZI/ZdOnSKVSGjVqxJQpU5gxYwYdOnTg+PHjFH+rBOXKlaN58+ZUrVqVPPnys3btWgC+G/kt5se3Sd48BmtyNOBMn6E7tZH0A/Px8/Ond+/erN55mG1nbjFqzDiicudmzpw5iKLIoEGDqFatGut3HuCeEMqFRDuDPx1CkaLFuH79+kvp/29i4MCBnDlzhrZNGxCc/ivhpgf07dmVq1cuu3ViAwQHB3Py+DG6tPsA89mNPF4xlKSfx1I8TMPWrVv/ESc2QJ48eThz+hSli+Qn7eBCHq8YSvK2yQgKFf51eqI/vwXLoxuMHzf2T8u0Wq18N+p7vErUxa9aByRKZ55XiVyFT/mm+FT+gClTp5GWlvaaVuXBg4c3RUREBOL9O4h2m9t2252baH18GDlyJJMnT86SL9vf35+jhw/Tsn5dTPOmkdypGSl9OmA6sAttjwF4D/gMR3oaGZO/x3zlIl998cU/taxXyt69ezHo9ciCcmFNi8/W7l2qAXqdjgMHDiCVSpk1axa3bt2iXMniOAwp+FZuTcSHC/D7TUorTeHqIDqoVK60s0Cyw/05cFiNAHiVeBf/egNYs2YNZ86ceaVrbN++PUqlivSDCxEd9ixtlsd3MV7eQ+9ePf+2Exvgww8/xKJLJv34mmxtmTeOkXn/Iv36PkvddurUKRo3boLBKyc5us0krM8SwvsvJ6Bef9asW0+Hju6LN/+XSExMpGKlynzz3ShS/QriV7sXplyVmDJzDqXLlOXmc0EdHjx48ODBgwcPHv67eCKyXwNHjx6ld9++XL10yXUsMCSE7775hj59+vzOSOjTpw9zl69AUbkGltNHCVq5A+E3Uceiw0FSx6Y4HsehqtMA32HZo7YtVy6QOrArISEhVKhQgWbNmtGuXTtXxE2NGjU4fPQo8uKl8J/0U7YIJtPBPaSP/IyAH1ciCQwmqeU7KKu/g/nwXpDJUFSsit+3E13OanDm7075qBuCXEHA9EVkzJ6IcdcWgtfsQlAos8jXzZ6Eces6MBpR5i+ErGJVHPoMbAd3IbPZ2LZlC7Vq1eLs2bNUrV4dMVce1B17IS9aAvvjODLXrcC0dxtTp051m9/6z3Do0CHeefdd5GEF8a70AYqw/FhTYsg4tYHMWydZvnw57dq1Y9OmTXTv0ZOU5CSU3v5YjQYQ7fj7+5NhgYCmw1CGO/MoO8yZpB1eQsa5rQwaNIgpU6bg/05vvMs0cm03tukSSV7/DWFeMm7d+DXby4aXwWw2c/XqVURRpGjRov+ZiCq9Xk90dDTe3t5Zotf/aaZMmcI3344k/cmWfYA8+fIze+YM6tWr9zsjs3L48GFq1KhBWOcpWQpvPcWuTyVmZkdWrFhB27ZtX4nuHt4s/4Z7zf8C/wt2PHfuHGXLlsX7k+FoGrfI0mZ//Ijkbi0RjZkoQ3NgS0tBtNno17cvkydPzpJuKCEhgePHj/PV119z5dIllDkikPgHYr79KzJBYNbMmXTv3v2fXt7fZunSpXwy+FOSEhNcx1RRJfGv0wtFsDOdisNsIHpKa1atWkXr1q1d/QYOHMi8VZsI6TbbrezMG8dI3DSaQ4cOUaNGDYKafIq2aM1s/ZJ3Tsd45zQRHy4AQeDx3B707tyWqVOnvtK1rl69mnbt2qEMzYe6RD2kWj9MDy5ivLKX4kWLcPjQQby9vV/JXKNGjWL48OFo8pRGXaQmgkyB8dZxMm8coWXLlqxaudK1u6xxkybsO3WZkE5TEKRZHen6qwdI3jqRCxcuULJkyVei25ugTZs2bNy2m6A2Y5AHPvtdYTekkrT6C4rnzsHpUyffoIYe3hT/C/eZfwMeO3rw4MGDh9eJJyL7DXL69GnqvPsut+0CfmNnErzlFwLmrcFQtjJ9+/Zl4sSJLxybmZnJ4qVLUTdvi7ZdVxzp6WTMGIdofxbZI4oi+gUzcTyKAYcDVc262eRYrl0ifcRgQCDFN4Cdv96iR48eBIeFcfLkSex2O7fu3AG7Hc17rdxuw1VWq4Xg64f5yH4k/gEgCJgP70VZuz7YbHh1+TCLExuc+bu17bphvXqRzC3ryNy4CnXj97M5sQFsd26A0Yj3R8Pw/XElXt374/PRMPxWbEcs8hZNW7RAp9Mx5PPPEXPkxHfyPJSVqyPx9UNesCi+X4xC3bQ1Q7/4Ap1O9xJn6JkdB340CHloAYJbj0KdtyxSjS+qnMUIav4V2sLVGPTxJ1gsFpo1a0ZcbAyrV6/mq88+YfLE8SxdsoTkpCT8Gw12ObEBJEoN/u/0RhNZlB9/moe2YGV8yjbJkjNT5hOMX4OPuX/3Dlu3bn1p3QFsNhvffvst4RE5KVu2LOXKlSMsRzhDhw7FbDb/JZn/JF5eXhQpUuSNOrEBBg0axOP4R2zbto0lS5Zw6NAhbt+88VJObHA65oEsObefR6L1BUEgIyPj76rswYOH18S1a9dYuHAhS5cuJS4u7k+PK1OmDN26dUM/5Xsy5kzG9uAu9qQEMrdtIKVfR5BICJi7Er+V2wlYtxdN9/7MmDWLIUOGZJETEhJC06ZNuXThAocOHaJXyxa0qViWsd9/T0x09H/SiT1r1iw6depEZkABQtv9QMSH8wlsPBi7PoXHyz/DmuTc6WS8fwGAYsWy1qOoVq0axsRoLAn3fisagMwbR8ibvwDVqlWjQcNGpO//CVP0FVe76LCTcX47+ou78S7XFEEqQ5BIkfrlICEhwa3Mv0Pr1q3Zv38/Vd/KQ8quGSRuGIXiwQk+G/zxK3ViA3z11VesXbuWokFykrdPJunnsYRa4pg6ZQorV6xwObEzMjLYsX07mpINsjmxAbSFq6Hw8mfVqlWvTLd/mvj4eNatX4+2YqssTmwAqdYf7+pdOHP61CuPwvfgwYMHDx48ePDwz+Mp9viKGfL555AzCt+JP7ocuJK8BfAd8g0StZavvv6aHj164Ovrm23so0ePMBoM+JcogyxXHnwGD0c3cSTmM8dR1ayLIJVhOrgLe2w0qvpNMe3cjOhwZJFhT0wgbWh/ZLnz4T99MbJw5w96W+xD0kd9QfVatZj34488io116ubrvuCQIJUh8fZFNJmwXjwLooisSHEUxUthPrwXeb5C2caIViuyKGfRoIzJ34NUiqZlh+z9zCasl88jL10BTdMPsrRJ1Bq8PvuW5LYNmTZtGgf27cNn6EgEpSqbHG27riRvWcv69evp2rWr23W4IzY2lh07dnDp4gWC3h+e7cFOEAR8qrTm0YL+7Nq1iyZNmqBUKvngg2e6Dhw4EFVgOMrI4tnkC4KAuvg7JO+YRkD+im51UIblRx2Uk/3799OsWbM/rTuAw+GgdZs2bNq0CW2phoQ1qA6ChMwbR5kwcTLnL1xg29atfyvS+/8TSqWShg0b/i0ZhQo5Pw+mh5fxKlYrW7v54RUQRYoUKfK35vHgwcOr5+HDh3Ts3JnDBw+6jkmkUtq2bcec2bPw8vL6Qxlz584lIiKCyVOnkbzmWdoriX8gAfPXIgtxFriVaL3QtumCaLMxfcYMhg4dyp07d5g2fToHDh9GEATeqVWLjwYOZNq0aa98rf8k6enpfDrkM7xKNyTg3T6ul+ZevqFo8lfg0eJBpP6yhMD6A9EfW0GlylUoWrQo69atY+as2Vy5ehWNRoOXlzcp2yYQ3Ho0Uo3zt5Moihiu7sfw6y8MnjEDQRBYvmwp9Rs05NSKochD8iL3z4H50S3sugS8SjfEp0Jz51ibFVvyQyIjX+6F5Z+lRo0a1KhRA71ej8FgICgo6LUV+m3ZsiUtW7ZEp9Nhs9nw9/fPFpyQkZGBw+FA6hvqVoYglSHzDnwtqa9u3bpFQkICOXPmJCoq6o8H/EUuXbqE3WZDnb+C23Z13nIIgoQzZ85Qrly516aHBw8ePHjw4MGDh9ePJyL7FRIdHc2hAwdQtuzgNgpZ07YLZrOZdevWuR3/NFLHnuSMElI3aErArKUoSpbFtG8Hxp2bscc/AkGC6eBukErRTRyJccdmV25O45a14HDg9/1UlxMbQBaRC/8fpmOx2Zg6dSryoGAErRfmsyfc6mKLi8Ee+xBpRC4y5k594pTuiMTXD2w27PHPotXM506S+llfEupXJLlrC5BKqVOnDnKZDN2oYTjSUgBw6DMwrFxIYufmYLWiqpU9mhxAGhSColhJDh8+7NQ9X0H3/YJDkfv5E/vEKf9HPHjwgPeaNiVXrlz07NkTgNTds8m4sIPfZtiRB0UhCJIsuUyfx2QyIVFq3UazA0iUTseHNTUum+xnnaQ4fvMi4s+wY8cONqxfT0CTzwh4pzfKiCIowwvhX6sbgS2Gs3vXLtasyZ4308PrI1++fNSuXQfDidXYjVl3CDgsJnRHllKocBGqVq36hjT04MGDO5KSkni7enVO3LiF79djCdl5kuCfD6PtM5hVGzbQ+L33sNvtfyhHKpUycuRI4uNi2b17NzNmOAs/+nz+rcuJ/Tya91phF0UGDBhAlSpV2HjkGBk16qGr+g5r9h2gQoUK/PTTT698vf8ka9euxWQy4Vu5dbZ7pUSpxad8c4w3T5CwsD8qawZzf5xD+w4daNWqFafuJGAtUIdkvyIYrTbMidHEzupM0rZJpB5YQOLSj0neNpn69esTGBjIiRMn8PPz4+iRX9i8eTN5/GQYb59EmbMoYZ0mEVi3r2tnVMaFHVj0aS/1Avyv4OXlRWho6GtzYj+Pj48PAQEBbn+TBAUFofX2xhxzze1YuzEDc1I0+fLle2X6HDhwgPIVKlKwYEGqVq1K7ty5qVmrNmfPnn1lczzP08LfosXotl20mhFFx0sVCPfgwYMHDx48ePDw78TjyH6FxMc7CxjJ8mbPkQsgDQxG7uvndsuy2Wzm119/pXiJEph/XutKJyIvWBTfz0cSvHon6kbNQXQgaDSo67+HV9e+yPMXRjfhW9K++hjRasV87BDK6u8g8c6eU0bi64+y+jtcvnIFm8mEqt57GDevwXbvdpZ+os1KxqwJIJdjWLME261fwW5HotGgqFQNQeuFYe1SADK3bSBtSB8cGel4DxyKz7BRqKq/w/6DBylbpgzyW9dIbt2A5J6tSWxeG/38Gc+iq3/HOSDY7a58z7b7d932sackYU1PIywsu5Pgt8TGxlKpytvsOnka7UfDCFyyCf+pC5BVKE/KrpnoflMwyZYahyg6CA11H8FUunRpjPF3sWUku23PvHsGpDIyjq/h8aovsRuzppSwJD3EmPDgLzk2f5w7F1VYPjQFq2RrU+cpjSZ3SX6c+2ocIKIosmbNGqrXqImPrx/BoWH07t2ba9fcPxD/f2bWrJloRBOJiz8i/cQ6jPfOoTu7hcSlgyDlIYsWLnjhiw8PHjy8GWbOnMmjhER8Jv3k3PmkUCDx8kbToi3e30zg0IED7Ny580/L02q1vPvuu5QqVQoAqRsnNoDExxeJQsmaNWvQfNAJ34Ub8O4xAO9eH+G3eBOq91rx4YcfcvXq1VexzDfCgwcPUPoEIPMOdNuuCM0HiNSrWYUzp09x8OBBVq9eTdB7nxPc9geU4YWwxF7DbjaC6EC027DfOYHq4XEKhfkQEBjEzh07aNOmDZUrV6ZwkaIcPHiQ9957j8OHDxMRHo497hqWhHvYdElYEu6RsvdHUvf/RL9+/f7f7JBRKBR069IF46Vd2QptiqJI+tGVSBDp1KnTK5lvx44dvFu3Llcf6Qlu9gU5us0ksPFgTl6/T9Vq1Tl9+vQrmed5KlSogI+vH/or+9y266/sQyKVUreu+wAKDx48ePDgwYMHD/8dPI7sV8hTh6rt3h237fbkRKzpaeTIkQOA69ev079/f8IjI9H6+FKjRg2uXLqE+dol0kd/if3xIwBEi4XMbRswLJ+PrEARglZux2fgULTtuuE/bhZ+P8zEcuYEKR91w/74kVsn9lMEtQaLxYKoz0D+VimQSEju2wHd9LGYDu8jc8NKknu3w3LiF7BYkIblQJo3P0ilmE/8gkStQduxJ8aNq0gf9w0ZU0ajbtyCgJlL0TT9APW7jfAd/gO+o6Zw8uRJRgwfTo+uXbDdvYWqVl2CVu8kePFG5CXKYNqXPRIawP4oFtO1SzRp0oSq1atjXrcM0WrN1i9z9RIUCgXvv//+H56bkSNHkmwy4zNjMZomLZHljELxVmn8vhyNpl030o4uz+KUTj+xDj//ABo2bIjZbCYmJiZLLu727duj0WhI2/ejKxr+KaaHlzFc3Y9vlTYEvz8ca8JdEjeMcq3VbtKTtnMaYTnCadEia2Gw3+Pu3bv07NmTrVu3YYq/Q8y0dqTun4/dkJalnyxHIW7fce/8fxkcDgddu3ajdevWnH2QgrR0cyx5qrF49QZKlS7D9u3b//Yc/0sUKlSI06dO8sF7DTAcX0nCmq9JPzCPhtUrcOL4MSpVqvSmVfTgwcNvWLhkCYpa9ZCG5sjWpihbEWWBwixZuvSl5ebJkweJRILlygW37bZ7t7FnGpCHhePV66MsNScEqRTvfp8i8w9g1qxZLz33v4Xg4GCs+nQcJr3bdmuq86X+rFmzyJs3L5OnTkNTuBraItXIvH2ShHXfItX4ENLqWyL6LCD4/eEQkIvkpEQunD+HKagQYR0nkvOjVYS0+Z5ok4L6DRpw4MABQkNDOXb0CHXeLk/qrhnEzu7Co4UDkN49yvejRv2r0rZcv36dfv36kb9gYfLmL0jXrl05d+7cK51j+PDhRIQFk7R8COkn1mF+dIvMO6dJ2vAdGWd/ZsKE8YSEhPzteex2O70+7IMyV0mC245BU6gKiuAovIrVIrj9ePCLoF//Aa9gRVnRaDQM+mgg+rNb0F/ag+hwBkqIoojxzmkyfllK27Zt33hdDg8ePHjw4MGDBw9/H0F8Yd6D/yZvuqJyjVq1OBkbj+/0RdnSi2TMmoBj+0YexcayYcMGevbsieDtg7xKDUSzBfOR/WC3I80ZiT36AYgiktAciPoMRL0zojdg7irk+bPnp9ZNGY1x2wbn+Fx5CFy4Plv0p+hwkNiiNmKGDln+QtiTEhBTU1BWq4Pl8jnEtFSQSFBWqoamVUd0E0YijcyN5eQvIIogV+A/bibyEmXJXLMU/YIZIJEQvG4vEm32HKK6EZ8SlRJPaEgIJ+IT8Z2+2PWwbjp6kPThH6Pt8iGaDzpjvXIB0ZCBxNePzHkz8E56zIN7d7lw4QI1a9VCUuQtNF0+RF60JPb4ODLXL8f481rGjBnD0KFDs8xrNptZv349R44cQRAE3n77bbr16IHsg854de6dTU+HPoPElnXxrdQKTYHK6E6ux3BlH+PGjePBgwcsWrwYg16PIAjUb9CAr4cPp1KlSmzevJmWLVsh8wtDVbwOUo0fxnvnybxxFFVkMUJafoMgk2O8e5aEtSPQFq2FIFdguvELGqWCvXt2U758+Sy6GAwGHj16hJ+fH0FBQa7jly5donqNmhgdUtRv1UUeEI7l8V30l3YjKLWEtRuLzMfZP2nLePLI0rh88cKLLtM/xYIFC+jevTuBjQdnyfss2qwk/zwWMe4KsTHR+Pn5/a15/hcxGAwkJiYSEBDgqez+P8qbvtf8r/Cm7ajx9kbasRfaVh3dtqePGkZ5uzFL/uw/S+MmTdhz7gK+M5dkqUch2m3oRgzBeuY4yqat8O4z2O143eRR5Hlwi6sXL7703P8G4uPjyRkZiVflNvhVaZOlTbTbSFwxhPIFIjh08ACJiYmEhIQQ1HQomoKVif2xJ4rgKIJbfIUgkT43zsrjFcOwpsYS0X+5q6ChS+bqLykQIOfC+XMIgsDt27eZMGECJ0+dQq1S0bFjRzp16oRWq/3H7PB7rFmzhnbt2yNV+6AsUBkEKZa7J7GkJTBjxgz69u37yuaKj49n6NChrFi5CqvFWRS6UJGifPP1cNq0afMHo/8ce/bsoW7duoR1nJilEPZTMm8eI3HjaK5cuZKtsOffxW63061bd5YsWYzSPwxJUG7E9EeYEh5Q55132Lxp07/mvHv4Z3nT95n/FTx29ODBgwcPr5OXuc94qsH9CTIyMtiwYQNxcXGEhYXRokULt8UaAcb98APVa9YkfciHqDv1RvG843X7RsaNG8etW7fo2bMnykbN8e7/OeaTR8iYPAosZgSN1unElkjAZkMSkQtliTLY4+OwnD/l1okNoKxaG+PPa5FG5cP+4A7GzWvQNGudpU/m+hWIunSUb5XG+6sfSO7RCklgML4jxoEoIuozEFQqV+oPdeP30c+dAlIZ2KxIw8JJHfwhyqo1UZQqjzQkB9KwcLdObABZ+Sr8Ouk7fr16FZ8hI7JEnKnerom1Sx8Mi2ZjWDYPbM+imqUKBZPnz0ej0VClShV27tjBB23bkvxxz2fCJVLUGm226JozZ87Q+L2mPH4UhypvAXDYnRFtEikKXz+3ekq8vJGGR5B+eCnph5cSEBjEN+PHM2PWbOISklGXaERIRBFsGYkcOLuDPdWqs3nzJpo2bcrx48cYM+YHNmxYDIjI/MPxr9EZ7zKNEWTOIpKqPGWQ+YYg3j9FjoictB78MX369CEiIsKlQ2xsLMOHD2fFylWYTc4cj7Vr1+Hbb7/h7bffpl2HjlhUAYS2/h6JymlvbdGaeJdtTPyyz0jZO4eQFl9h0yVgvHmcTqNHuV3ryzBl2nS0BSpmK14oyOT41+1H7JwuLF68mI8++uhvz/W/hlar9Twwe/DwHyDA35/4jasw7dqCoFShrFoLdcNmSHz9EUUR8e4toqpW/kuyx48bR9nyFUju2QZtm87Ii7yFLS4G04aV2G5eIyQsB+k22wvHi1YbUsl/d+NcWFgYgz/5hHHjxyPaLHiXaYzMKwDzo5vojizDmnCf71cvAHiWR9phx/TwMnZdAr5NP8/ixAYQpHJ8q7QhYd03WBPuogzL/1ybDK+KLbm07lsuX77ML7/8wsCBA5GqvJDnLI6Youd4v358P3oM+/bucRXpfVPcuXOH9h06oCr4NoENB7kKT4uO7qTun0///v0pV64cFSq4L2D4soSFhbFo0SKmTJnC3bt30Wq1FCxY8JWmvLp37x4IAooc7mubKHIUcvV71Y5sqVTKokUL6du3DwsXLuTBg4eEhBSkY8eO1K5dO8tLDw8ePHjw4MGDBw//XTyO7D9gxowZfD5sGJkGA3IfX2wZOvr27893337L4MGDsz0AVKxYkb27d9OrTx9+HdLHdTwgKJhx06fTr18/OnbqhDwsAu+Bw7CcP036iE9Rvl0Dr279kOXOhyM9jcyf12BYNAcydHh17EnGvOlgsSCKovuHjifRNb6jJpP2cQ8ypv2A+cQvqGrWBdGBad9OLOdOIpVKcZiMSINDUFasiv1RjMvBLPzG0SsNzeGMxLZZkSqU2GMeIskZieXcKcy/7HeOeZLH2h1iRjpyhQKrxYLEP3uOTInM+YCqqtsYTfM2SIPDsFw+j2nJj3zYty8lS5bkrbfe4ty5cyQnJKCs8S7yYiWQ5siJNDSMzFWL6dixIxqNhhYtWhAXF8c7dethCgsncPR0ZFF5AdDcuUH691+inz8DVe36SHyyvoQQLRaE5EQaN25Mr169qFu3Lr169eZRUhohHSch832WJ9vrrXdI2jiaTp27EBsTTbly5Zg/fx4bNqwnsPGneBWrmW2dgiCg8AmiVe0GLFq0KFt7TEwMFStVJkmXiaZCK/zCC2PTJXD8/DZq1qrFmNGjuXr5EiEfjHQ5sZ8i8wnBt0prUnbPRn9lP4YTqwnPEUb37t1feF7+DBaLhcsXLxDYYKDbdqmXP+qIIpw4ccLjyP4fwGq1snnzZjZs2IDBYKBo0aL06tWLPHnyvGnVPHh4LYiiyGeffUZsdDTSHBHI3yqDQ5eKftEcMtctw2/cLOyx0Zjv36Hr/LkvLd9mszHks8+chYF9/cmYPSlLXYhcuXJRunRpdhzei/jhJwhyeVb9TEbsxw5Sv3evv73Wl+HRo0dMnTqVRUuXkpyYSERkJD27daN///4vfIH/e4wZMwalUsn4CROJPb4GiVSGw24jIjIXC7ZtddWJ8Pf3560SJblz7SCOJ2khFGHu640ochQAwK5LhN/0UQTnBmDr1q18+eWXeJd9D78anZHInTvkrKlxJG/8nrr16nPzxq8olc92zsXGxpKUlER4eDjBwcEvvdaXZfbs2QhyFQH1B7qc2ACCRIp/nR5Y751m2rTpLFv28qltfg8/Pz/KlCnzSmU+JSAgAEQRW/pj5H7Z88Pb0uOf9XsNCIJAxYoVqVix4muR78GDBw8ePHjw4OHN4wlP+B3mzZvHgAEDEGs3IGjldgI2HiBw1Q4kDZozZMgQpk+f7nZctWrVuHb5MidOnGD58uVs376duJho+vfvjyAI7Nm3D2nNd7Fev0z6N58iL/oWviPGI8vtrBgv8fXDq2MvvLr1w3brOqbjh5AVKIwjJQnL+VNu5zTu3Y40ZxSy8Jx4fzoCAPvjR+jGjUA3/lusd28B4FBrsN76FdvDe0gjo7DdvY0j0+BWpvXKBVCp8RrwObIq1UEAR2oqokGPslptBK0Xtts3sN6+kW2saLdh3LaBwMBAvP38suntSE9Fv3gumtad8f10BPJ8hZD4+KJ6uyY+U+Zj8w/kiy+/RK/X883I71C3aIvfiHFoW3ZA9XZN5PkL4/PlaJSVqvHZsGE4HA6mTJlChsmIz5gZLic2gDxfIfzHzUI0mTBuWZfddrt+xpahY9y4cTRp0gSj0cjKVavQlHkvixMbnNFgfjW7kZyUyLJlywDw8fEhJDQMc6z7Aoh2kx7z4zsvLCw1ZMhnJGWYCO44Cd/KH6CKKoHXW+8Q3H48qjxl+fbbkQiCBFXuUm7Hq/OUBdFB8rZJFMoVyqGDB17qITE9PZ0ffviBfAUKotF6EZUnL6NGjUIQBERb9tzkT3FYzZw6dYru3buzatUqLBbLn57Tw7+H2NhYSpYqTatWrdh06Ax7rsYxceoM8uXLx6RJk960eh48vBaWL1/OhAkT8O43hMBlW/D5aCh+w8cStHIbkqAQUj/uiW7UFzRt1pxatWr9scDfsGbNGrZt3YrvqMkELfsZTZsuIAgIWi/kJcsSY3a+PLKmpqAbNwLxyU4cAIcxE92YrxAsZvr06fPiSV4RV69epWfPngSGhBCRKxfjJk0iNWceVL0/JqHQW4wYNYqKlSuTmJj40rIlEgkjR47kUVwsS5cuZdrUKezcuZMH9+5mKbwnCAJDPh1M5p3TmO6dB8CWkr0wNoA1JdYpW5PdsW5NegjA5p+3oA4viH+dni4nNoDcPxz/Jp/x8MF9NmzYAMCxY8eoWas2OXPmpFSpUoSFhfFe06avvajxgUOHUeQtn0W/pwiCBEWBKuw/eOi16vCqadCgAVpvbzLObM7WJooiGac3ExmV21MzwoMHDx48ePDgwcNfxuPIfgFWq5Uvv/4a1TuN8Bn0BdIQZ2SJNCgE736fom78Pt+M/A6TyeR2/NOokHbt2tGgQYMsUT+iKOJISSL1096ImQY0LdsjSKXZZKibfgASCelfDkL37Wcgk6EbOwLb/WfFJEW7ncz1KzAf3I3mg44IgoA8rzNCybv3IEK2H8N/8jzE9FTUzdsQtHoHkoBA0r4ZgqJsZUSzGcPy+dnmtj28j3HnZjTN26Bt3ga/r8fhP2U+WEzwNKu6Qok0PJL0EYOx3rjqGutITSH9+y+wx8cR//gxhowMzNs2upzpAKb9uwARbZvO2eaWqDUoWrRj+7ZtrFixAkOGzm3+UkEQ0LTswJ2bNwkLj2D8pEkoatbNFnENzvOmfLsmhtWLsVy54DwHGToMKxdimD6Ozl26uBzN9+/fx2oxo4oqkU0OgDwoEonah6+/HoHD4UAikdDnw96Yru7H8jhroU9RFEk7vBRBdNClS5dsspKTk1m3bh3acs2QeQdlaROkMnyrd8Fg0COKDhzmTLf6OEzO/OkzZszg/Nkz5M2b120/dyQkJFChYiW++vobHqtyoarUlhTfgowZNwGFUoXx2gG3BTmtydGYHt0iJtXIyh2Hadu2LfnyF+Dq1atuZvHwb8XhcNCocRPuxiUS1nkKIR0nE9LyG8L6LMK7fHMGDx7Mpk2b3rSaHjy8csZPmoSqUlU077fLsstJGhCE77BRiPoMGtR9lzWrV/2l1Auzf/wRVdmKKCtWxbh7C5nL56Nt153gNbsJmDyPoBXb8Bs9DUGuwHxgFymt65M++ivSv/+ClFZ1cZw6xro1a177roitW7dSumxZlmzegqlOI7RdPkRWqBiWU0ex37+D96cj8JuzkrvxCQwY4H6Hzp/Bz8+PDh060K9fP+rVq/cslchzlCxZEgD/dz9EovYh/dT6bH1EUUR3cj2CUoPiNzmYRYedjFPrKVqsOKdPnURVtJbbc6cIjkIdXoCdO3eyb98+atasxckb0QQ2+oSwjhPxe+dDdh89S8XKlbl8+fJfXvPzmEwmrl69yo0bN3A4HIDzNwy/V6bmRTvw/sVotVpGDB9OxtktpO6fj02fAoA1LZ6UndPIvHmMH0Z/70nz4cGDBw8ePHjw4OEv40kt8gJ++eUXEh49ImBEe7ftmpbtSd66nr1799K4ceOXkl397aps2L4daUg49pj7SHNEuO0n8fJG0Hoji4xC/V5LdJNGIVrMJHdribxkWaQhzlQcjvg4NC3bo27UAgDbPaczVRIQhKBSY9y2AWmOnHj3G4IgkSD4+WN/cI/UAZ2RhIaTuXIhtgf30DRugcTXD/OZ42SuWw5yBfbYaDJmT0JVtzGK4qXQNGlF5qZVmI8dxqtbX1Q165I6bAApfTogy1sAQeuF9fplsNtRVKyGpk1n0j7phcRqQfdRVxQNmqEoUxHzqSNI/PyzFMB6Hlm+gjgcDh48eIBEJnemOXGDNCISAJ0qDIRkJH4vjkSW+Aci2qykDuwKSpUrHUvv3r2ZNnWqq9/T3MZ2Q6pbOQ6rGdFqJi5Ox65du2jQoAGffvopW7Zu49LKYajfehd1njLYjTqMl3eT+eAyc+bMITQ0NJus+/fvY7NZUUYWdzuXPCgSQakFqxH9xd34VGgOoiNL3tCMi7sJCAyiR48ev/vQm5GRQWJiIoGBga4t4h/26cP9uMeEdp6KPPBZvnFbldYkLB2MOfZX0g4twq9qB1fOb1t6AombxiD1CiCs20wEmQJL4gOStk3knXfr8uv1a39pC7qHf559+/Zx8cJ5Qtv9kCXXrESuwq9mV2yP7/DD2HE0a9bszSnpwcMrRqfTcen8eXyGfue2XZY7H6p8BYmIiEChUADOdEtHjhwhIyODggULvnCHzVNu3LyJtF4zRFHEsGIhyqq18erez9UuCALKStXwGjwc3egvKV+8GGeO7sdqNoPDgUSpZMOGDVSpUoXAwOypuV4FycnJfNCmDdJylfEZPhbhyVq17bpj3PkzunEjkBcvhbpuY1Ttu7FuzmTi4ycTFpY9ZcSrYOnSpSi8A/AuWQ9BIiFl10wEiRSfiu8j9w/HmhRN2rGVGG+fBCBl+2R8KrRA5h+B5fEdMo6vxhxzlbGbNtGkSRMkctUL5xJkSiwWC9169EQeUZSgliNc6T2U4YXQFq1J4orP6Nd/AIcPHXzptdy8eZNJkyaxes1adLp0BEGC/ckOp1y58zBk8CfUrlmDizNm47CYkCiy6io67JhvHaX5e/Vfeu43zaefforNZmPkd6OIO7MZmVqL1ajHy9ubn376iXbt2r1pFT148ODBgwcPHjz8h/E4sl9ASoozikQaFu62XRoWkaXfy/DBB61Yv34d6pbt0E/7Aev1K8gLFs3Wzx4fh6hLx3r1Iva4aFf+bK/u/cmYPg7bw/soK1VD0/h95EWcjlDRbidz1SJkeQsgK1AYURSxnD2Jqv57OFKSSP9uKPa7t11zOOJjQSbHcvIXLMcOOg9KJOBwIPj640hPxXrlAplrl6Jq0BRVrfpkrl8O2JEXLYE0LJzAeasxH/8F84nDYLGirFoLw5qlWE4cxpEYj6JqTSxHDlC/Rg2O7ttB2rrlgLNooEOX7jaC2nb/DoIgUKRIERw2K9Y7N5Dny16Y6WkkuHepepgfXsRy9iT0zNbNaYdzJ1FWroG6QTPsD+5ivX8H07YNNGrY0OWsePDgAbGxseTNl5+4c9tR56uQzTlsuHoA0WZBGRDBmjVraNCgAV5eXhw6eIBRo0Yx96d5JDzZVuvj509wSChz583HZDLRtWvXLBVYvb29neda7/46cliMiDYLOBykHVpE+tGViFYjUq0/2uK1EeRq9Oe38cMPP2SJ+n+eW7du8fXXI1i3fh02qxWJVErjxo3p368fmzdtwu+dD7M4seFJ7u1aPUjaMp6MUxswXd2HLLIkoikD4/3zSDX+hLT+DkHmtJsiOIrAFsOJ+7EHS5cupX///m518fDvYtu2bagCwlHmzF50SxAE1MXrcHLbJFJT/4+9sw6v4njb8L3HJW4kIbi7u7sWdyhFCgWKW5GiLe5W3N3di7u7u0Ncjtt+fxw4kCbU+7Nv7+vqdZWd2ZnZ2SS7+8w7zxuHv3/qi04SEv9teHaZpBIV7EEmcyd7FEVmzpzJyNE/EB8b4ykuXbYs8+fOJW/e1BchfXx8MES9w/nqOc7nT/Du0ifVepoK1TBMG8OZM2fQVK2DV+0GCN7e2M6dYvXGlZw5d46zp0/j5+f3Zy/3syxduhSrzU5gv2EeEfsD2pr1sBzZj2nberTV66IuXZGk2ZO4dOkSderU+dvHAvD27VsU/uEIcgXeBWuBKBJ/fAWGa/tBpgCXAwQZ8+fPR6lU8t2gwbxZ+jFKPEOmzPy0Ywe1a9cmV568PH90Hq/81VL04zTGYXl1Fz+/sjx/+oTQNpOTeVQDyNQ6vEo05cTOSTx48IBs2bIlKxdFkVu3bmE0GsmSJQtBQR93VB0/fpxatWvjkGlwCgpEQY5XoTpos5VAdNiIuXWEHj168NVXXyFz2ondO52A2n08FiOi00HsoQXYE6Lo0aPH3znF/xIEQWDw4MF07dqVrVu3EhkZSUREBA0bNkSn0/27hychISEhISEhIfFfjrS37zN8sGew30l9W6n9zvVk9f4IERFu0VCdrzDyjFkwrl2KKzEhWR1RFDEsmwtqNchkKIuUwHHvNq63r3G+fol3n6GIcTGIJiPIBFwmI7Zrl4j7rhu2axfx+qY3jof3iO3aGldiAqLdRlzfzjjfvMJn6FhC9p0jZM9pfAaMQFCrQaVG37UvsogM4BLx7j2E4I373Vug1+3Bu+/3WPbvSuYx7Xz3BnBbYGjKVsK3/wh8h/yI7osmYDKirdMI0WLBfv0yuFz4+PgQ9e4tL1++5N69e8gF3oviyRGtFmxb1lCjZk2aN29OmrAwTMvmIX6SKOtDPePKRagicrltOUQRx/3bmA/sTNGmefsGnC+eoqvXFHXRkugat0IeGAwyOdu2bePGjRtUrVaNjBkzUqlSJR4/eojlySXifp6P05zo7s/pwHDzMHGHFqLPXQG5XxoSExM9fXh5eTF+/HiePX1CwYIFAUhMSiIqOoart+/Tu29fChQsxIsXLzznZMuWjVx58mK4sitVCw/D9YPgdIBcgUytw7twHQJr9USXsyxJl3eTcGoNX3/9NQMGDEj1Z+3OnTsUL1GSrfsP4132S0Ka/4hvpa85cOoSdb+oh8vlQps19aRI2mxuD8sxY8bQteNXFAkG15vbqNPlI7zTPFTBGZLVV/gEo81UiK2SFcV/DVarFZla+9lIfpla56knIfG/go+PD7ny5MF29ECq5Y4Xz7A8uEu5cuVo2bIlvXv3xlKyHAEL1hG8+RC+wydy8eUbypQrz717KXNEALRq3hzb0QO4oiMBEFJZsAUQlEpEtRploWL4DvkRVcGiKLPkQN+qAz4zlvDo2XOmTJny91z4Lzh37hyqfAU/u5NJXbYSjrs3EZ1ORLPb2mra9OmpPqv+DtKmTYsj9iWi0x257F2oNmm7LSeo/iACqnyNLkdZdDotHTt2pH379rx6+YK9e/eyYsUKjh49yuOHD6hduzYAfXr1xPjgLMY7J5L1ITrtxB34CbVaTZYsWdxe1OEpF8kB1BHuAINHj5Jbhq1evZpsOXKSL18+SpYsSVhYOC1btuLVq1dYrVYaN2kKQVnRF2uEMymakGaj8a/cEU26vGgzFSaobj/8q37D8uXL+fHHH7A9vsDbee2J2TuTmP1zeLugI6Zr+1iwYAFFihT5u6f5X4afnx/t27fnu+++o3Xr1pKILSEhISEhISEh8bcgRWR/hkKFCpGvYEHur1yAqlAxBNUnHtd2O+bl88mSPTtlypT5w21/sJhwPHsMDgeu2Ghiv/0SXYt2qPIUwPnuDaYta7FdOI2uVQdMa5bg1fpr5D7+mHZuwrRuGfLwdKhKVcB28QzWYwc9bSvUGuQ6PbbzpzDv2YY8bTqUeQpgObAb0ZCE3/hZKDJk8URfaWs1QJExK7HffolMp8cV9Q5dq/bo6jX1tCkolOjqNsb17g3G9SsQ/ANRpM+Iaes6NJVrIMiT/xiZ92xDtJjRtWyPvnVHolu7rVd27NpFuQoVKVWiON988w1DBg9m9OjRuIwGdA1bIA8OxXbjMuZl8xDevWHMpg0olUrmzplDkyZNSPiuG9ombZBHpMfx4C7GVYtwPHuCwj+MxEu7QKZAGZyBxAkjsJ4+jqZiNXC5MB/ai+3McXSNW6Mq4P4odCUlYt61BbnejxcvXlC6bFkcan8C6/RBHZYDR8I7Yg8tJOnybpKu7UMZmA6nIRaXKQFdjrL4VelM5OJvyJ69Or+kRYsWXL16FYV/GPo8lZEp1Zgensf64ibPX7+habPmnD1z2j23gsAPo0bSpEkTYvfPxq9sG+Re/ogOG4abh4g7ugSZzheZxovQ1hOQf5LcyrtofaLXfEdUdPRn/Sa/6dIVi8KL4FYTkWu83Pc8Y0G88lUjav1QePMAlz11kVJ0uJM3ZsiQgcGDBwPgHxiEmCG/R+D8JYLWB6PJnGqZxH8eRYoUYf78BTgSIlH4hqQoNz86T1jaCIKDg/8No5OQ+GcQBIG+vXvTqVMnVHu2oqnVwLOY40pKxDhpJEEhaXj37h3rN2xA37ojXh0/7jLRVKyGqmhJ4r9pyfARI1i/bl2KPrp168ZP8+aTNGcyqDXYzp9ClTtl3gX7o/uI8XFo6zRMUaZInwlltTrMX7iI0aNH/+1+yXK5HH4tSa/NBjI5CALm/TtBo+XQzz9z+vTpP/Xu81t89dVXTJgwgaSr+/Ap8gUAMqUafc6yOI1xGM6sp1O7dh5/baVSSc2aqVtvdOzYkSNHj7J2zQRMNw6gzlQEl8WA5c4RXIY4Nm/ehMHgzj/hNMSkyFEB4Eh0J7f81Cpr+vTp9OnTB332UoQ0G41c74fl2Q227NnKyVOlGTzoO6KjIgn/ejTROyehzVYCTSrWYd6FamO6uJUHDx5w5/YtfvrpJw4cPITT7qJi62Z069bts9H+EhISEhISEhISEv+fEcR/KrTm30RiYiK+vr4kJCQks3D4M5w+fZrKVaviCg5Fnr8w8rC0yLy8se3dhuvxAwYPGlu03nwAAQAASURBVMT9+/cxGo3kzp2bTp06kSVLlt/VdqkyZbj0NhL744egVKIqWAzbxTOexD+KTFnRt++GmBhP4uTRBG8+hOhyEt28FigVCHpvREMSOJ1463W0atmSNm3akC1bNgYPHsyyFSsQgkIIXLwR+50bxA/sBgol2N0frYocudG36oimXGUAYvt2QjQYcDy8S+CqnSjCI1KM2fnmFdGt66Kp3xxtharE9e+CulQ5vDr1RJE+Ey6jAfOerRgWzkRb/Qt8+g/H/ugesd3bgd2GqkhJZN4+OC+fw5EQz/Tp0zGbzYwZN56khHhPPznz5GHJwoWUKlXKc2zv3r0MGDSIW9evfxyQTIY6bW6UARFYnl3DEf8GBDnexRtifnQOR/T7yGe5AnXZynj3GeK+f5fOYVgwHefrN8hFF+nC0/AmyUFw68nJBFpRdBG1dSzmx5fxylsZmc4Hfa7yqIIzEn9iNQmn1/LgwQMSExNZsGAB9+7dx2azcvr0aXS5KxFUp3dyL+ur+4jdPxuAixcvJou0KlasGBcvXwEEFH6hOI1xiFYjmizFsDy6QHDj4eiyFk9xT5Ku7CH+53k8e/bME+n/gfv375MjRw6C6g1En6t8inPNT68Suf579HmrElSnd4ryxAvbSTy+lJcvXng8UStWqsyFx1EEtxyfor7odPB2wdd0aNWEuXPnpij/TyEuLo5ly5axcdNmDAYjBfLno0uXb/4RYeY/HaPRSFjatDiDsxNUf4jHBx3A/Owa0ZtG8sOokQwZMuTfOMr/TP7OZ83/Z/5d8yiKIl26dGHBggVosudCVqQkroQ4HMcOolOq2L51CzVq1sLmchK86Wdk3inHZty0GvOC6cRER6eaF+DGjRvUa9iQp48eIeh0BMxajiLTRy960WImfnAP7HdvEbzzeLLfvw+YD+wicfwwTCYTWq32T12r0+lk165dLFu2nFdv3xARFk779u149+4dnTp3JnDFNhRp06eYn9hubZB5+6KpWovEiaPQtWyH89hBWlWrwpIlS/7UWH6Lrl27Mn/+AryLNcCrQA1kWm8sTy6TdHotPnIHly5eIF26dL+rLZfLxZo1a5g1ew7Xr19HrVbTsEF9evfuTYECBUhISCAsPBxlvtr4V2znPsduwXjzMIabh7BHv0ApuJg5YzpfffUViYmJpI2IQFugNv6Vk+ekcCRGEbWyDzkypePh23hCOszl+bSm+JVpiU/xRqmOL2rHRIqmkXHsyJG/PG8SEhKfR3pe/z1I8yghISEh8U/yR54zUkT2rxAaGkqOnDm5fuUK9udP3AcFgaCgIHRhYYwePRp1zrzg58++ufOYOHEikyZNol+/fr/Z9sTx4ylfoQJodWC1oipYFO9eg7CeOIIoulAVKIoiczZiu7ZyC8D+7q2/gpc3YlICoi3GfTwwGNPVC8yfPx+VSsWMGTOYNm0ay1esQN+kDYgihvnTQa1B17AF6qKlcCXEY969mYQR/XD1+A5dwxYo0mXAev4MQKqe1fBxa7Qqb0GU+Qqhb9kO0+Y1xJxqhODrj2gygMOBtm5jvHsMfP+R3hNFugz4jZmBPNgdiS7abBgWzaRXr14cPHiQt69fcfDgQRISEsiePTslSpRIEXlWq1YtatasydWrV6lRsxYJThXBzX/wRFGJooukC9uIO7KEpHOb0WQvhS57WRzxbzDdOY71+EGsxw64o8tcTpQhmdBnL4Ph2j6ePH5MYO3eKaKMBUGGf8X2mB+cxWmIRZ+7Ao74dySeXIXx/llGjx7N3LlzmTp1KmrfYORhOXEkuj1U7ZGPcZkSkXt99BX2LlgT460j2F7f5dixY8mE7AYNGnDl+k28y7TCaYhFpvFCn7Mcluc3sDy6gDZz6tuLtVmKEXvgJ27cuJFCyP6w5V2TPl+q5344brp9BGOWouhylEEQBERRdAsHp1bRpnWbZIm9un/bjaZNm2K8fRR97oqe46IoknBmA7bEaLp06ZJqf+BOOLl48WKWLFvO2zdvCU8bztcd2tO+fXtPks1/klu3blGlajWioqLQZCmGTBfKg72HWbVqJf369WPSpEl/e9TjfzJ6vZ4N69ZRr34D3i3thiZ3ZeR6P6zPrmK6f5YqlSv/rr9nEhL/bQiCwLx582jQoAE/zZ3LtbNH0el0NO3Thy5dunDo0CFsVgvyiAypitgAyizZMTgcREZGpipk58uXj4f37rFp0yZ69OpFTLc2qKt/gTJfIVyRb7Dt2YYz6h0KXz+Qp/465nz7Co1O99kcCL+F0Wikbr36HD18CE3OvJAhMzdu32VrvXpUqlyZkDShJPwwCO8fpiV/Ri+ejePebWQBQSSOf+/f3a4LCS+f8/TZ8z81lt/D7NmzCQkJYeq06bw+v8VzvGKlyixcMP93i9gAMpmMNm3a0KZNm1TLfX19GThgAKNGj0ZQqtHlrkD0tnHYo56hzVIMTeH8OKKe0KVrVxYsXETDBvURkeFbukWK54TCJxht/lrcubAJuc4PURSRqXQ4EqM/Oz7REI1/9uy/+3okJCQkJCQkJCQkJCQh+7O8ffuWsuXLE4sM3xETUZcqj2g2Yd63k5glc4hJSsJ/7ipUOdxJ0kSrBcPy+fTv359MmTLRqFHqETgfKFeuHJUqVuT40xeoChfHsGgWxpULES1uWwYjIOi9EI0GvDr3AsAZHYmYlIDg5e2O7Eqf0d23y4V5+wZmzZpAnjx58Pf3x+V0Is+UBdO65ThfPidg1jKUWT5+MKkrVCVpziSSfpqCunwV7A/uIQ8Lx/XuNbYLp9FUqpFizLYL7+0w9F7EdGiC88VTZGERYLMixkSBUgW+fvj0GQqA+eAeXDFR+E9b5PlABhBUKry69sN14wqTJk9m/7591K9f/zfviSAIPHz4kKjId4S1n4XCOwinKQHrq7sgOtHlKo/52TVs7x5hfXwR26PzhIWH4x0SQlRcPKp0+VAGRCDX+2F7dQfDtX107NiRxYsXowrNlmqfyoC0yDV6nC+v8+7ReQBy5MrN9ytXYjAYGD58OP6VO+FdpK4n+tr69iFRm0cTtX0caVpNSPbBq8tWAuurOyk+gjt06MCIkSNxxL8loFpXT7n19V3AnfTxgzXIp7isRvf9TEXk8PJy13caYpHrUybqcxriAChSpDAXt49HE5weWVBGxLiXmN8+pkrVqsyZMzvZOY0bN6Zt269YsXIK5nun0GQrhei0Y7lzDNOz6/z4448UKFAg1bmMjIykQsVK3L9/D222UiiyVeZh9FN69urNgoWLOHrkMAEBqXu1/h3Y7XZq16lLgqgh7JtFyRdBLu1kypQp5M+fn7Zt2/5jY/hPpGbNmly8cJ7Jk6ewafNmLGYT2XLkpPv0aXzzzTeeRKgSEv9rCIJArVq1qFWrVoqyZ8+eIdfqcEVH4jIZkelSLrQ5nj9BkMmSJfr7JXK5nObNm1OrVi2mTJnC3AULiNq5CaVKRbNmzahapQrt27fHduY46tIVkp3rMhmx791GmxYtPmsf9Vt0796dE2fO4DdpLuoiJT3HNRdOc3xEf+rXrsWJU6eJbl0XVZGSCHovrBfPICYmIE+XEVW+Qmhq1Uf5wRbl1XPSFC30p8bye5DL5YwaNYqBAwdy7NgxzGYz+fLlI/s/JPgOHz4cm83GpEmTSTi9DplKS1j7maiCM3rqWN8+5MaG70lKTEAdFIFc651qW+rwHCTY7TgSorA8v44uVzmMNw7hW7ZViue39e1DzC9u02LisH/kuiQkJCQkJCQkJCT+V5GE7M8wffp0ohIS8VuyCXmQ2ztWUKnRN2+LPG06Eob3BfNHL2BBrcGrU09c9+8wfuLE3xSyAcqXL8/RMxOR6b1BFNFUrY2uYUtkoWHYb1zBsPQnHPfvIvN2R3qZ1i0HQcB30A8eERtAkMnQNWyB7cJphgwb5rEnsT96gGn3FjQ16iUTscH9Ae/VrqvbCmTRLBx3b+L7w1RMoohh6U8oCxRFHhDoqe+Ki8WwcBbI5CSM7I/g5Y3/tMWoChQGwPHkEQkThuN49hhnVCTy4BCsF0+jzJUPRdqUEVSCIKCoUpuf50/D5XL97o/0HTt2oND7EX9qLba3D3AaYsDl+jARqMKy4TLGk79AQfbv20toaCiJiYn069ePlatWkfToAgDZcuTk++XLKV68OIsXL8aR8DZF8kIApykBl83CrNmzqFy5Mmq1mgwZMiCKIpmzZkOfqzw+xZKL8OrQrATU7EHUplHY3txH/UkiqQ9+1JUqVUp2TlhYGHN/+onOnTvjjHqCNm9V5BpvTI8vAwLG6wfxKZ7SQ9Vw/SA+vn7JbFg+UKZMGYKCQ0i6vJvAWj1TlCdd2YVWp+Pngwe5dOkSy5Yt49mLF4QXKE7btrOpUaNGivsiCAJLly6hbNkyTJsxkzu7pwJQqnQZBkzbQsOGKcf4gY5ff83jl28IbTcbZdDHnwlb5BPubvierl27sn79+s+e/1fZsWMHz589Jaz9zGR+qIIgw6dofWzPrzN5ylS+/PLL/1dR2QD58+dnxYrlrFixHFEU/99dv8SfY9y4cWzZsoW7d++i1WopXbo0EyZMIEeO1JPn/TcRFBSEy2ZDFF2Yt61H36pDsnLRYsa0aRWVK1fG3z/lQuEv8fHxYdSoUYwcORKz2YxarUYulyOKIqvXruXouKG4uvZDU6UWqNTYb1/HPG8aSrOJgQMH/qlrePfuHatWr0bbsXsyERtAXaw0ji87sXPFfO7evs3u3bvZsXMnd+/d5pXJhN+MxajzFU52jvXSWawP7/HljKl/ajx/BL1e70nc+DkcDgcWiwW9Xv+n/2bJZDLGjh1Lw4YNKV6iBH4V2iUTscH9TPcq3ZKHRxajUOsRnXYEeUobGEeiO7FnvvwFuL9vBr5Vu2G8cYjI9cMIqNYFdXgORJcT8+NLJBz8iTx58/2ud0UJCQkJCQkJCQkJiY/8uRCf/wcsXbECZbU6HhH7U9RlKiJPl9Gd/OgTBEFAVeMLLpw7R2xs7G/2ERoaimgxY1yzGF2ztvj0/R5FpizItDrUxcsQMH0x8gyZMMyfRsKkkZi2rEHQ6FCVLJesHWdMFPEj+mE9d5LYqChio6NBocS4fD5ifKwnweEvkXl5o8yUDcuBXQg+vihyF8Cn/3BchiRiOjTGsHg25kN7MSyeQ3S7Rjij3qEqWxFlnvyIcTEkTh+DM9r94abIlAX/SXMRZDIM86dhvXQW+52b8CvRnIJajcvp5PfYtIuiyOjRo1m1ahUOcxLm+6dxJka5RWy5En3eKvhX6oAj9hUIMnbu2E5oaChms5l+/fqxbNlyrBaLp73AgABKlSpFjhw5KFCwEIaL2xFFV4p+ky7uQKlU0qxZM3LkyEHGjBkRBIHHjx/z7Mlj9HkqpzpebabCyLQ+mB9f+ngNLifGGz8TFBhIwYIFU5zTqVMn9u3bR/GsocTum0XUtrHYXt5CFZqF+BMrMd496Rmj6HKSdHUvhks76dunNzdv3qRfv3506NCBMWPG8PLlS1QqFcO+H4rh+gHij6/EZTEA7ujuhHObSTy3mX59++Lr60vlypVZsWIFx44cYe3atdSqVeuziwsymYxOnTpx++YNkpKSMJlMnD518ldF7CdPnrB71y68y36ZTMQGUIVkwrt0SzZt3syrV68+28Zf5fDhw2hD0qMKyZxquTZneW5cv0ZcXNw/Nob/BiQRW+L3cuzYMb799lvOnj3LwYMHsdvtVK9eHaPR+O8e2l+mcePGKOQyFDnzYlg8m6QFM3C+fY3odGC9dNadV+LdG6ZMnvyH2hUEAZ1O50lYKAgCWzdvpkHt2iROHk10/QrENahIXI92pDEncejAgT+9MHD8+HEcdjuaqnVSLddUrY3dauX69ev06NGDgwcOcPTwYXy8vTCMHoRx40pcDgcuswnTzk0YRg4gR65cHDp0iBEjRnD16tU/Na6/ytWrV2nRoiVanQ5vb29Cw8IZMWIEiYmJf7rNBw8egCiiz1k21XJdjrKILhd2cxLGW0dTlIsOO6are6hTty57du8iY1gQkZtGovQJwh77krcr+/FiZitezWpN1ObRFM2Xk58PHpB2vEhISEhISEhISEj8QaSI7M8QHRmJPn2mVMsEQUCRPiOuuJiUZe+3H1ut1t/sIzIyEkGhRHQ50Tf/KmVbag36pl+SOGkk9js3URYujuvNq2RCkysxgbg+XyOaTXj3HoK6ZHlEsxHzvh3uCG7wiM2/RHS5cEa9Q+YfgCs2hphm1ZH5+CHGx7mF8HXLwOkEmQxlgaL4DByJIk0YAI4nD4n77lsSfhhEwAx30ieZtw+aKrUw792G5fA+BC9v7Dev4kqIQ+abMmLNfvIIRYoV83zQ/xpz585lxIgRyNReCGod/hW+Qpul2PvETIdIOLUWl9VISMtxvF3Wi+3bt9O9e3eaNmvGvgMH8Sn3Jfp8VZGptJgfXeDqiRWUK1+By5cuMm7sGOrUqUPM9gn4lG2NKig9TmMcCRd3kHR2I5kzZyFHrtyoVWrq16tLz54fo5sFZeq+pYJMjiB331twi8exP8/DkRDJ0p07PnudNWrUoEaNGuTMlYeXynB3JLXTQdSOiURvH4/CLwyFfzj2yMc4jXG0a9eOCxcvMnLkSNS+Qci9g7GtWc/wESMYO2YMAwcOJD4+ntE//IDh0jZUfqHYE6Jw2S306tmTUaNG/ebc/xof7Et+i7NnzyKKIrocqSdU1GUvQ+zBeZw/f/5XBfG/gsvlSpZ8MwXvy1yulAsaEhISKdm3b1+yfy9btoyQkBAuXbpE+fIpE8z+NxESEkL/fv0YN24cynyFMW9bj2ndso8V5HJmTpv2WSulP4KXlxcbN2zg4cOH7N69G4vFQsGCBalWrdqfthQBd5JHAEGZMnr40+MOhwOXy8WPP/7IxMlTMCa5BWHD3KkYFswApxNBJkOhVHLvzh2eJRlxJiUyevRoqtesyYZ161L1CP+jiKLIzz//zMKFC3nw8DFBQQG0btWKFi1aoNFoAPj555+pU/cLZF6BeJVpg8I7CNPLW4wZP5Gt27Zz4vixPzWWD+9Vn11Yf3+8bNmynDk4F5fdgtf7dwpb5GMSji3DGf+GEcM3EBERwfWrV9iyZQsbN24kMTERnU5H2rRpCQsLo2bNmhQrVuzPTZKEhISEhISEhITE/3MkIfszhIaHE/f4fqplosuF/fED1IVLpCiznT1BmvBwQkJSRnL/Ep1Ohyi6kPkFeJI5/hJF5qwAKEuURVejHgkj+mE5cxxBoXB7WZ49iSs6ioBFG1CEf0z25925F4r0mUicOALjumXYLp8DqxV5xszo6jZBkSkLtnMncUVH4j99Mcb1y3E8uIumTkMUYRFoylXBfO4EST8ORlOjHr4DRiQfV6as+PQeQvz3vd0ie668AMgCAhF8/AiYvhjBS09M63okTv4B32HjET6JPDLv24Hlwml6r1z5m/N0584dBg78DkGlRXQ5CGs9AYVPsLs/tQ7fkk1R+IcTvW0cPkXro8tWgsVLl5E/f35279pFcIMh6HKU/jjv2UujDs/Fu6XdmDZtGpMmTWLDhg106dqNN4u7odDocFjMHgHhjVWBKkc1bFYji1etZ/GSpWzcsB4//wBMD86mmkzR+sZte2J+dAF7zHMsTy4juBwsXLiAunXr/uY1e3t7IRqsCIIMFCqCGw7F+uoOxluHcZoSkGm9SRvkh9liYf/BQwTV+w5djtIIMjkuq4mEsxsYNGgQoaGhDB8+nE6dOrF69WpevnxJmjRpaNWqFRkypLRS+af4MJei05FquehyJKv3T1C2bFnmzZuHPeYlysCIFOXm+6fImj0HgYGBqZwtISHxWyQkJAD8o173/0p+/PFHFAoFEydPRrSYkSlVuOw2/AMDWbp48e/K7fBHyJo1K7169frb2vuQONl68jDaWg1SlFtOHEYmk1G8eHEGDBjA1GnT0DX9ksB6TZEHBGK7ehHTkjmIL57hdNiRFymFT9e+KNKmc0emnzjM4WljaNi4MYcOHvxLuznsdjuNGjVi165daNNkQp4mG/cfRvJz+/ZMnDSZw4d+xt/fn5atWqNIm5ught8jKNzvFPrcFbAVqs3dtYMYPnw4M2bM+MP9lytXDplcjunOcbwLp4xgN945hlKpYu3atQwbPpwVyxeScHQpCrUWmzGB0LBwVu7e5RGoVSoVLVq0oEWLFn96TiQkJCQkJCQkJCQkUiIJ2Z/h6/btGTNpMo7m7ZIJxACWQ3txvXnl9rL8BNuVC1gP7KL78GGpRhlHR0czc+ZMFi1dyrs3bwgMDganE1dCHK642FTFbMfjhwAIIsjTpgO1hoShn3zoKlVoa9ZLMUYAZd6CoFQixsYgmozIAoKwHj2Iees61JVqYLtwGlWh4ijzFUIbH0vCmePoajdCHuwW4RX+geByoa2W+rZkVYmyCHovbJfPeYRs26VzKDNlQZHOLZL6fj+O+JH9iW5ZG02NL5B5eeE4dxLLjat06tSJ1q1bf+YOuJkyZQoDBgwAnR4E8MpbxSNif4oue2kUAWkx3DyMMiQzr+7/zIoVK9AEpkWbPaV/tNzLH03uyixdtpxJkybRuHFjQkJCGDt2LK9fv8blcnHr1i0CanTHu2BNz3li+bbE7JhAi5at6Nzpa2bPnYcueyk06fJ66rgsBmIPzkOm9UFQqDHfP0vdunWYM2cO6dOn/9Xr/UCjhg24MmIUTmM8cr0fgiCgiciNJiI3LquJt/M7UKtxa+bPn09Aje7oc320m5GpdfhXaIcj7jWjfxxD27ZtCQsLo3///r+r73+CDyKB8fYxfIrWS1FuvH0MpUpNmTKpR2z/HTRp0oS+/foTt28mQY2HI/sk+Zbh1hGMd0/SZ/ZsyVpDQuJP4HK56N27N2XKlCFv3ryfrWe1WpPtWPordhD/NDKZjNGjR9OnTx927NhBfHw8mTNnpmbNmig/E+X8n0SmTJmoXacOB5bMQZm3kOe5DO5ElZbl8/miXj1cLhfTpk3Dq1NP9C3aeeqoS5ZDma8QsV83B0MSPiMnIijc1y3IFWgqVgeliiPD+nD69Ok/9fdbFEUWL17MwO++Iy4ujqAvBqDLVd7zd9gW+YRHm0fSvEVLunXtQnRUJOH1RnlE7A+ogjOiLVibxUuXMm7cOHQ6XYq+LBYLR48eJTExkezZsyez+IqIiKBx48Zs27kSVWjWZLktLC9uYjizjjatWxEREcHSJUsYNXIk27dvx2AwkCtXLqpWrcrOnTsZNGgQWq2WevXqUajQP5cUU0JCQkJCQkJCQuL/K5KQ/Rl69erFyjVreNWnI+ovO6MuVR7RbMKyfyemdcuQyeUYJo5AVbMeMv9AHJfPYzl5mEqVKrmF11/w6tUrSpcrx+t3kSir1EJXNx1xxw9DdAyILmI6NUPfsgPa2g0RtFoARKsF48ZVCH7+2C6cIu7mVeQhoejbfI0qXyEcUe+I79UBxS8SOQKITifxw/ogCwzGf/xsFO9tUkS7HePqxRhXzEeRNTu+oyYjCAKC9v1H3ycRs87od+7/UXzmx0QmA4XCY59hOXYQ+61r+I6YiP3RPWwXzoLLiapUBWwnDqE6uAur1YJGpULUaFi4dBmLli5Fq1LRpk0bJk2ahI+Pj6f57du3079/f3Qt2uHVrguRtcugDEo9ilgQBJSB6XAaY8FhIV1oqNu6xT/tZ4VJZWA6Yi9FY7FYaN2mDVs2b0btH4rcPxzz85uo0+dPJmIDCAoV/jV68Hpee8LCwihTuhQn1g5Bk7U4mnR5cSRGYbx1xG0Xk6cilttHKV6iBBs3bvRsjf49fP3110yaPIWYLaPxr9MPZUBaABwJ74jbOx21UkZISAhylRp9nkqptuGVvwaPN47g7t275MqV63f3/U8QHh5OixYt2LB5Nao0mZMJ/+anVzGcXU+7tl8SFBT0K638NdRqNTu2b6NajRq8md8RTY5yyHW+2J5fw/zqLm3bfkWXLl3+sf4lJP6X+fbbb7l58yYnT5781Xrjxo37y5ZG/2r8/f356quU9l9/lMjISNasWcPLly8JCQmhZcuWpEuXMhnyX8XpdBIZGYlarWbxokWUq1CBR183Q1W+CoqMWXA+eYj1+CGyZ8/GwgULWLBgAXKdDl395inakum90DZqiWH+NESbzSNkf0Bdqjzq0DA2btz4p4TsoUOHMm7cOASFGu/CddHnrpCsXBWSCd/K33B821iyZsmMxj80RZ6FD2gzFebdmQ08e/Ys2TNPFEWmTp3Kj2PGEh/3MX9JkaLFWDB/HoULu5NaLpg/nydPanBxZT90GQsgD0yPM/oppmc3KFO2HLNmzfKcmz59enr06AHAwYMHyZAxE7Ex0WgDwnBYjIwcOZKq1aq7d2/5+f3heZGQkJCQkJCQkJCQSB1JyP4MAQEBnDp+nC5du7Jr+liSpv4IgM7bm4H9+9OsWTNmzJzJps2rMRgMZM+Vi+7Tp9O5c+dUk/d06tyZtyYzfos2gFJJXN/OON++Ql2hKooMmXE8vEvS3KmYdm7Cb8IcnM8eY1g2F+fbl/iNnEz84J4IWi0Bs5cj83aLvfLQcGT+gThfPEvRn+38KZzPHuM/e7lHxAa3J6ZXuy7Ybl1FTEzAduUCyGRYTx1BFhCELOhjtLPl1DGQy7GePIIqb8EUfdivX0ZMiAeXSPzYoVgP7UWWPiOmHZuwXzmPoNGCXI5oNODj74+/vx9PHj3CbDCgyJoDbZ6COF+/wHTxDAsWLWbV6jXcvXPb82E/fuJENAWL4tWpJ4IgIAsIwhb5JNX7JYou7NHPUAVnxnz/DB0nT+LevXu4Tl1AdDlT9Ua2vXtEmrBw+vbty/btO99Hgrkjm59PrP/ZpE9yvR/qiDxcuHCB/Xv30qdPH1auXkPcw/MgCPBe2LfdOsRXbVozbdq0PyRiAwQHB/PzwQPUrlOX1wu/QReeDQQZptf38fcPYOeePRw5cgS5SovsMz7dMp3bJ9RkMv2hvv8p5s2dy9Onzzi9ZhDatDlwiuCIfYnLaiYibVq+/fbbf3wMJUqU4PbNm8ydO5cNGzdjiDJSIl8eus0ZT7169aRobAmJP0H37t3ZtWsXx48fJyIi5e6gTxk8eDB9+/b1/DsxMfEfEXP/kxBFkQkTJjBs+HBcgoAqNBx7VCSDBw+mZ8+eTJkyJYWt0suXL5k7dy6bt2/HbDZTuEBBvu3WlSpVqnz275TZbGbChAn8NG8+Ue/eAlCydGl+GDWKFy9esHjZMt5cOUe68HC+njCeTp064e3tzdu3b1GGhnsW0X+JImMWcLkQExPcu6M+QZDJkAUG/6nI+ps3bzJu3Di8CtfFcHkX+lwVUq2nzVYChVrLy5cvcVoMiE4Hgjzl66vLnASkzFEyevRoRo4ciVeh2oQ1qovCOxDLi5vcOrWW8hUqcPbMGfLmzYufnx8nTxxn48aNLFm6jNdvHpEuewQdxw+hcePGqUbhX7lyhTp1v0AZkZfwhj+iDIxAdDkx3T/DsYNzqFe/AceOHvmverZcv36defPmcenKVbQaDQ3q16Ndu3aSIC8hISEhISEhIfEfgSRk/wphYWFs37aN58+fc+XKFVQqFWXLlsXb2xuA5cuWsXzZMkRR/NWPlDVr1rB3zx58BoxEHhpO3KDuiGYTgYs3ooj4GGFsf/yAuF4diGlZBxBRZMmO/+T5oFACIrombXA8vIfjyUMEjQZVibJoqtXBvGcrmvpNsV88i/3WNZDJcMZEIw9PhzJXSv9mAG21uiSOH0bCiH7uA4KAInM2cDhwxsVhXLME29EDyDNmxrRtPeoSZVEV+picyBkbQ+K0MSCTY1w+z22LIoqICfE4DUn4jpyEukxFkMmxX71I0vSxJD55CoKA76gpaMp+jCJ2PHlE3IAumOLjKFe+PE+fPCExMZGzp0/jM3CUZ261tephXL8K35JNUPimSXY9prsnccS9wWlMwM/Xl44dO3Lnzh3mzZuH8eZhvPJXS1bfHv8Wy51jfNO9KzNnzsK7TEtPJJgoukAQEJ32z/9wOO3I5XKGDRvGvHnz0Ebkwq9ICVwWE+bbR7AnRjFp4oRkiSH/KIULF+bpk8ds2LCBI0eOIIoi5coNoEWLFuj1eqKiorAZ4rG9e4wqTeYU51ueXkGl1pAlS5Y/PYa/E29vb44eOcy0adP4fvgI7DYbmowFAYG3b+5RqFAhZs+e/Y8L2hEREYwZM4YxY8b8o/1ISPyvI4oiPXr0YOvWrRw9epRMmVJPkPwparUatTr1xbd/GoPBwPHjx7FYLOTPn5+sWbP+S/qdN28egwcPRteiHfoW7ZD5+OIyGTHv2MiMmTPx8vLihx9+wGQysWTJEqbPnMnjx49BpUJdqQYyb1/2XjzNtmrV6NWrF9OmTUvxzmGxWKhWowZnz59HVaMefsXL4DIkcnXvdlq0aMHs2bO5c/MmT58+ZfPmzcTHx7N9+3YaN25MeHg49jevcZmMyH4hVAM4Hj8AuRzB1y9FmTM+Duv9O9zx1tG5c2eKFStGy5Ytf1ci4IULF6LyDkCfqzyGy7sgFXEacC8QCzJy5crFgQMHMN0/jT5X8mSioiiSdG0/yBQ0atyE06dOEhoaytu3b/nxxzH4lmqOX/kvPfV1WUugSZ+fqJV9+H7YMLZt3Qq4fz7btGlDmzZtfnP8AOPHj0fuE/zes/u97YpMjj5nWWQqLSc2juDYsWNUrFjxd7X372bChAkMGjQItU8QivT5EaMNHO/fnzFjx/HzwQN/S3JTCQkJCQkJCQkJib/Cv0TInjNnDpMmTeLt27cUKFCAWbNmUbx48c/W37hxI8OGDePp06dky5aNCRMmULt27X/FUFMlffr0v+pt/Gsi9vjx4xk8eDAA6tLlcbx4hu38KXwG/5hMxAZQZs6GV/tuJP00Bb8x01EVL4MgCCTNmQyiiGnzGlzvXoNSBQ47yORoKtdAFCG2XSNwuRD8AhBUKlyRb5FnyPzZsQnvI4QDFm9EpvfCcmgvhmXziGxQEez293YiArrGrbEePUhc/29QFSuNMk8BXO/eYDmyH0Grw2/ibOwP7mFcPJu0ERG8evkS//lrUWbL6elLVagYftMWEd26DorMuZKJ2ACKTFnw7vkdCSMH8OzZcy5fvuxJRPhphJiuUSssB/fwdu0g/Eq3Qpu1OKLdguHGzySc2QAICFpvFEoBb29vihcvzpdftmXV6tnYY17gla8aglqL+eF5DGc3kD4inBw5cmC32/DK91HoFgQZmowFMd4+ineRlFG69vi3mF/eJiSkEpMnT8a/Sudkvs9+5dsQe+An+vTtS506df6SkKzRaGjbti1t27ZNUVa3bl3CwtOScHQxQY1HJPMMtce9xnRpO61atvjboqjMZjNXr17F5XKRL1++ZDYwvxebzcbkKVORB0SgzVAI481DOA3urd6CQkX37t3JkiULNWvW/I2WJCQk/t18++23rFmzhu3bt3siewF8fX3Rfia699+B0+lkxIgRTJs5E1NSkud45apVWbxwIRkzZvzb+3zx4gXnzp3jxYsXDBk6FDQazNvWY79+CW29pmiq1Ebfoh2i0cDkqdP4+uuvqd+wIdeuXQOFEmXu/PiNmYHMy71wLnbuhXn7BmbMGE+xYsVS5JeYNWsWZ86ew3fK/GQ7qDTV6iLMmUSPnj05efIk69evR6ZWo/DxxRr5ju49ezF+7BhcFjOmzWvw+rJTsnZdhiQsW9ciIOB6+xpZpo/iv+PNK2K7tkG027n64AXXn0WzaNFi+g8YyMYN66levXqKeXE6nezZs4f169dz4MABnHIVgkyJoNZjun8adWjKxQXL02s4LEaaNm3K3Xv3OXzwJ2QqLZrMRREEwZ3g+Mx6LI8v4lf5a15d3MY3Xbqwfds21q5diyjI8C7eMEW7MpUWXaEv2LljPrGxsX84SanD4WDL1q14lfkyheUKgCZTYTSBadmwYcN/hZC9a9cuBg0ahE+p5viVaemJenckRRO79Udq1qrN40cP/6N+tyUkJCQkJCQkJP7/8Y8L2evXr6dv377MmzePEiVKMH36dGrUqMG9e/cICQlJUf/06dO0bNmScePGUbduXdasWUODBg24fPnyryaQ+k/k1KlTDB48GHXF6liPHkA0m7HfuQ6ApmzlVM9Rl6tC0uyJiA6HR0C1v34BMhky/wB8B41Gmb8wotGAec9WDItmg+gClwt5xszItHrs926DUonz+RMcr1+mmgjSeuoo8rC0KDJkRpDJ0LdsjyJbLuIHdkWeMQvOp49AEDAunYvfpHk47t7EvHsLpo0rES0Wt5Cu05EwvD+iyQgyGSqVGnWBIslE7A/IAwLRVquL9fyp1K+7dAVQqcBmo3PnzvTp04eIDBmIOXsCTQW3yCzz9cN/xhISp/5AzL6ZIIrvG1eiyVAQ/yqdMD84g+3aDk+7S5YsJn36dMyYOYvX57e425HJqPvFF8ybO5f9+/e7j2mSR6H5FGtA5IbhxB9bhl+5Nghy90eq0xBH3K5JBAUFc/vOHbRps6dIXigIMvwrd8J6/xTz5s1j0qRJ7nOdTvbu3cvWrVsxGo3kyZOHDh06kDZt2lTn5LdQKBSsXrWSWrXrELm8J9r8NVH4hGB9fRfzjQOkTxvGhAkTfrWN6OhoNm7cSFRUFOnSpaNx48YpBGq73c7IkSOZPecnEhPiAdDqdHRo354JEyag16eM4Pscq1evJioyEl2OrCSe24xX/mroc1dEkCsw3T9D4qUdtPnyS968fv1fkUxNQuL/M3PnzgVIIdItXbqUdu3a/esH9Bk6d+7M0uXL0Tb9ksDaDZB5+2A9d4qTK+ZTumxZLl24QFhY2N/SV3R0NJ2/+Ybt27bhcrl398j8A9DVrI/M1w/bxbMkjh+O9exJfIeORVu/GdGrF9O6TRtuPXqMrvXXmFYtxHfwjx4RG9wL5roGzbGfOc7U6dNTCNmz585FXam6R8R2GZLcO7ScTrT1mmHZsYn1mzbh9e0AtLUaIGi1OF69wLhoFt9++y3NmjVj3dKfcMXGoKvfFFlgMLYr57Esn4/WZiFN1iw87dUB1RdNUBcthTMmiqSpY5Cp9AS3mYwqPAeCIOBIiCTu4E/Uq9+ASxcvkCdPHs8YY2JiqFmrNhcvnEcbmgV8MiG+vsvblX1QhWYj8cI2tJkKJ8uh4EiKIeHwfPIVKEjp0qVZt3YNVatV59KmUSh80yD3Ccb27hGi3Ypfxfb4FmuATKlh186feP78OW/evEHlG4RckzxC3B77Cnvca0RRxOVyERkZ+YeFbLPZjMNuR+EdmGq5IAjIvAL+oxOafsqkyZPRpcvtfuf5ZAFf4R2Ef90BvF74DRs2bPhb/OIlJCQkJCQkJCQk/iyCKH5QA/8ZSpQoQbFixZg9ezYALpeLdOnS0aNHDwYNGpSifvPmzTEajezatctzrGTJkhQsWJB58+b9Zn+JiYn4+vqSkJDwpyJG/05atGzJttPn8J61jOjmNdA3b4c8bToSxw4lePsxj9f1pzjfvCK6dV38xs5EVaIs9lvXiOvbCZl/IIHLtiD7kJQREG1WolvVAZUavxETUeZwfzA6oyJJnPoDtgtnUOYvjP/YGW6/6vdYz54gflhfvDr1QN/sY6Sv8+1rYgd0xfVeONd164d5xULEhHiURYqjSJ8Zx8N72G9cRp4pK+riZZB5+6AuXwXz9o1Yd25EWakGvt+NTnU+DKsXYVy1GE2ZijhjopC9F7dVxcuAKBJZpwzYrMgDg3DGRKP38cFkNOI7Zgbq4h+TSIk2K3Hfdcd++wZBtXqjzVwYmdotpkat/54C4XpOn0qecMxoNHL69GmsVisFChTweLJevXqVQoUKEdxwKLrspZKdk3h+K3FHFiPT+qDNUhTRanJHfPn5cfDAfipXrYaQtw6+pVMmyAKI2jGRwkFw4vgx3r59S81atbl29QrakIwIWl9sb+8jOu3MnjXrLyUZvHr1KmPHjmXL1q04HQ70Xt4UL1aUmjVr0rBhQ7Jly5biHFEUGTlyJOPGjcfpcqHU+2BLiker0zJ50iS6du0KuH9fmzRtyvbtO/AqUs9tvyKTY7p3GuPFbRQvWpjDh37+3VYBTZo0YeeJS9ginxJYuzde+aomK7c8v867tUNYvHgxHTp0+NNzIiHxT/Of9Kz5b+afnsdr165RsGBBvPt+j65u42RlzuhIEjo1p3uH9kydOvUv92UwGChZujT3X75C3aoDxmVzUeYpiN/oKQiqj38jLScOkzByAJqqtdC16kBs+8YIcjn6zr1xPLyL8+VzAuasSLUP895tJE4ahdls9uReePv2LWFhYShy5UUeFuHOf3Htont3lSB4Fn29uvVD3yS5ZYbodJLQ52sK+ehoWL8+Y8dPIOGThIglS5dm4fz5REREMHLkSBYvXYYhMcFTHtZhDqrg5LvLRIeNd4u70LpRXRYvXuw5XqVqNU6cvUBA/cEesVp02km8sJ34Y8tQBKTFEfsaTabCqNPmxBH/FuOd4yA6qVi+PAsXLiRr1qwsX76cdu3aoS9QA9FuQemfFq/81VD4uHN8OI1xvJz9JVu3buXx48cMHDSE8G7LkWm8sEU9JfbgPKwvbn4csEzOtCmT6d279++91e6xiyJh4WkxhhUisHq3FOUuq4k389oxbPB3DB8+/A+1/a/GbrejUqkIqN4N70Kp74CMXNWPxpWKsXLlyn/x6CQk/hrS8/rvQZpHCQkJCYl/kj/ynPlHI7JtNhuXLl3yWGuAOxq2atWqnDlzJtVzzpw5kywRFECNGjXYtm1bqvWtVmuyxD7/7siXR48eMXXqVNasW098XCyCrx+WfTvQ1mqAcc1ivLv1B5kcy8970DVskeJ88897QJBh/mkS5pnjsb59De8jsT4VsQEsRw/iio0hcMkmdzKm98iDQ/AbNYWolrWxX79EVMs6aGvVR+YfgO3CGWyXzqIuXRFd41YAOJ49JumnKdgunP7YuEyGadZEZGERiAlx2C+dw37lArKAILz7fo+2Vv1kyZbU5Spj2rwa4ebVVD3DRZsV05Z1YLXgePoIReZsOJ4+In5IT1RFSyIEh4LTAYAzJhqUSkxOFwDxg3ugKVUBZZESuOJjMe/Zhis+jpBGw9BmLuLpw3T/DKanV/n2x1Up5lWv11OtWrUUxwsWLEjxEiW5fmIFqvAciDYzotOOwjcUXc4yGC5uJTzAmxC9CW2gmnrfjKd9+/YEBASgUCiwO6wp2vRgt6BSeSOKInW/qMedx89J03oimojcALisRuKOraBr165kyJCBWrVqfb6tX6FgwYJs2LCBGzdu0Kp1G27euM7xk6c5dvwE3333HfXqN2D5sqXJLEbGjBnD6NGj8S3VHO+i9ZDrfHEkRpNwZh3dunXDy8uLL7/8kv3797N1yxaCGwxBl6O053xVcEY0GQtxes1AVq1aRceOHX/XWJ1OJ05TIoqACPR5q6Qo16TPjyZjIeYtWCgJ2RISEn+ZZcuWoQoKRlurfooyeVAIypr1Wbx0GVOmTPnLCfkWL17M7Tt3CJi/Dtv1S4hmCz79hiUTsQE05SpjKV8Zy+F9WA7ufp+TwYmmXGUMj+4hulyf7eOXZbt376ZZixZuD2ulCufLZzju3wFA8PFFVbAorrg47DcuY9qyDnWpCijSfkyuKcjlqOs34+yYIWzasIEePXpw7NgxDAYDOXPmTLYTbvr06YwbN45Xr17Rs2dPjt58nkLEBrdNlDpXJTZv2eoRsq9cucLhQz8TVH9QsohrQa7Et2QTbO8eYXv7EF3uCpjuHMf68iYyrS/eBWsi903Dmat7KFGyFOfPnfUsnPqXb4v8fVLjT3HZLACoVCpatmzJwO++I/HidvQ5y/Nu9XfIvQMJqjcQdUQenEnRJF3aSZ8+fXA6nfTr1++zc5/iOgWBLt90Zsy4CdgK1kIV8tEjXhRFEk6vw2W30r59+9/d5r8LT0yL7Fc+C2QKnE7nv2ZAEhISEhISEhISEp/hHxWyo6OjcTqdpEmTPDFfmjRpuHv3bqrnvH37NtX6H7w3f8m4ceMYNWrU3zPgv8j58+epUq06VoUSZfUv8A4JxXbjCoaFM1Bkz42qQBGSZoxD0OkwLJqFInNWVAWKAu6PCNu5kxhXLaRggfzkzJmTwMBAsmfPTq9evZCnTenRbT19FGW+QslE7A8IKhW6L5pgXLsE0WbBtGk1uJzupI7Zc+M7ciKCXIHj5TNie3VE5uuHz6DRKPMWwhX1lqSFs3DcuYFMp8drwAhkacKw37iKaft6TGuXoi5VHnlgsKc/0eFOjOh49QLLwV1oq3+RbDwJY4ciJiXi+8M01KUrIAiC+5ovnCZ+eD+wWVFXqoG2Si2Qy7GcOIxl33YAChcqhMOcwJ3509BodeTPlJGrMVEYLu3AaU5EUKgwPziD6c4JGjdpQosWKRcIfo0Vy5dRtFhxXs/r+DHBo1yJDAgLC+XkyZNERKS0Z6lbuxbrduxDLNsaQSZPVuY0xmF5eoXaXcZx+PBhLl28QEiLMR4RG0Cm1hNQrQuu6CeMHTf+TwvZ4P69qVqtOokuFSFNR6HJVAicDox3jrP34GJq1qrNyRPHUSgUJCUlMW78eHyKNUyW/ErhE0RA9W8RLQaGDhtOq1atWLx4MdrQLGh/Ea0OoInIhS5LURYsXPS7hewSJUqwfecudJmKfFY0UqfLw6M7+//cREhISEh8wuvXr5Glz5xs4fVTFJmzkRgfh8Vi+cvev4uXLUNdphKKTFkwblyJInsu5MFpUq2rLlsZ67GfUVf/AuvJI2AyIDrsqAoUxXJwN45XL5IJzh+wHzlAsRIl0Gg03Lp1i4aNGyMvWoqgPt8jDwjEevoY8d/3RteiHV7tunhEdMfzJ8R/35v4IT0JXLIx2XzI07htVRISEkibNu2v5ijQarVkzZrVLWhqPx8pIdf5YjSbPf/es2cPSq1Xip1PH/DKV5XIuydwxL/Fq0ANAmp8m+wZocteisgVvalcuTKFCxdGJpORdGUvfmVSPu+NNw+j1ekoW7YsPj4+DB40iB9//BHjraPItN6Etpnk2cWl8A5EHZ4Dmc6XIUO/9yxU/1769evHtu07uLV2ELqCtdBmKoLLnITxxgFMjy4yZcoUzw6wv8Lly5eZMWMm+w8cxOlyUqZ0KXr17EmlSpV+++TfgUqlokDBQjx8eAbvAim9zR1JMVhe3aV06T+/e0xCQkJCQkJCQkLi70D27x7AX2Xw4MEkJCR4/nvx4sW/ZRwOh4NGTZviSJcRv+Vb8e7cC12D5vgNG4/Pd6Nx3LuN7eJZAESTCdFqIa5PJ2K+bUvCxJHEdm1N/JCe4BK5evUq69atY+HixRw6dAhkMuz3b6foU7RYkPn4fXZMMh9fcDjQlKuKtm4jkMnB6XRvXX71EgDDotnI9HoCZi9HW/0LFOERKHPlw/nqOapS5QmYtwptrQaoC5fA66tvCPxpFaLFgmHRrGR9WX7egxCcBnn6zCROGEHi9LHYbl7Ffu8WST9NwXryCPovO6EpU9HzcSoIAuriZfDq0A3kcry/HYC6dAXUJcri2384vqMmg8vF5atXOXPyJDarlcT4OK5cucLatWvJ4Qcxu6YQvW0cweYXTJ0ymfXr1iGXy385Fb/KmjVrMCQlos1ajJAmI0nTehK+xRuBXIG/vz9+fn68ePGCoUOHUqhIUfLlL0jXrl2pU6cOjqQYYvZMx2U14UiMJv7Eat6uHcLrxd1QKZVuK42dO9EEhKFJnz9F34IgoM1bjZMnjpOQkJDK6D5y69Ytdu3axenTp1NERc2cOZPYhCSCmo9Bm7kIgiBDUKjwyleVgAZDOXf2DLt37wbcgoLJaMT7F97eH8bjVaQeL5495fz58zx6/AR5mmyfFZ2VabLx5MnT3znTvBe8RRwJqS9MATgTIvHz9fvdbUpISEh8jtDQUFwvnyF+JpLU8fQRXr6+HpuOv8KbN2+QZ3YnKxTkckSr5fOV35dZD+wEkwHkckxb16GpXAOZfyCJY4fiSojzVBddLozrV2C5fI56desCMG3aNARff3yGTUAe4PZpNm5YgTJ/Ybw69UwWCS5Pmw6vb3rjfPEUy+ljyYZiv3kVpVqdar6Gd+/ece/evRS73fLmzYvz1W1Ehy3Vy7M9u0qu3B8Xbm02GzKlOsWi7wcE1ccdZ75lWiZ75ljfPODtyn44TAbe2jXsv/QAlwgJp9YQf2qdJ5pYFEWMd06QdH4T3bp29WxJHD16NMOGDcMR/xafYg08Ivan+JZsisPhYN26damO75c8fvyYjRs3cvjwYbZv20r3Lp1w3TrAu7WDido2lrTyJPr370+RIkVwOBy/q83PsXLlSooVL876nfsxZyiNPWsl9p++SuXKlRkzZsxfavtT+vTuhfHhBQzXDyY77rJbiNs/C71ez5dffvmZsyUkJCQkJCQkJCT+NfyjQnZQUBByuZx3794lO/7u3TtCQ0NTPSc0NPQP1Ver1fj4+CT779/Bnj17ePX8OdpvB2C/dwvz3u1YTx/D/vAeSTPGIU8bgc/QsQSt2Y2qZDn3x+f345H7B+B89hjR5v4YVJUqh9+EOQTMW42qzdfsPX4CRBHzzk04I5OLf4rM2bBdu/jZj2XrhdMgyLBdPuexMvEZMBKZjx+xvTpg2rIW68kj6Bq3TubXbTlxGDEhHu9v+qSIYpOHhqNr0hrL4f24DEmIooh57zYs+3eib9Iav/HuJIyWQ3uJ69me2K5tMO3cBC4X2mp1Uh2ntlpdcDqxX7uY7LimTCWU+d3WITNmzEhW1qJFCy5fukhsbCyRkZE8fviA3r17/2ER+8GDB26LjbKtCW4wBG2WomgicuFX/kvStJrAnbv36NGjB9lz5GTi1Bk8sPnyVBbG0jWbaN68OV+1bYvt/ilezW7Dq3kdSDy/BZlKgzI4I1aLhWLFS/Dy5Utkav1nxWDZ+yRUn1rkfMqFCxcoXqIkefPm5YsvvqBMmTJkzJyF1atXe+osX7kKTa6KyPX+Kc7XpMuLNjwbq1a568fFxSEIMuTeQan2p/BxJ2GNj48nODgIV8Kbz86fI/4NgUGpJ7pKjeDgYLp364b1+Q1skU9SlDuNcVjunaBN65a/u00JCQmJz9G2bVtskW/dFh6/wBUXi33fdtq3bfuXbUXA/f7ifPIIAFWx0jifPMT+IOXuM1EUMe/bgTJPAUL2n8d31BRkIaGYd2zEcuxnfH+YhuPVC6Ja1CZ+zBASZ44nuk09DPOngULBsGHDmDFjBtt27kRRpRaCSuVu12zGfv0y2up1PdcjOuwYVy8mukVtEoa5bduSJo3CtH0DoijijI7EtmUNzZs1w9fXbdPhcDgYNGgQ3n7+hIaHkzNPHvz9/WnYqJEnWOCbb77Bbkok/tRafplqxfzoIsZHF+jeravnWOHChbEmxmB9+zDVuTM/OodKrUHtF5IseaLTlEDkxhEofNIQ/s1CwtpOJaTVBNJ2XYImfT4STq3h7aJviNo6lsjFXYjeMYGGDeozbtw4TxuCINC8eXNARBmScgcbgFzvh8o36DeDIV69ekWt2rXJkiULzZo1o0GDBuTImQuHw8GL58/YvHkzBQoW4sH9e0yePJmKFSsSkT4DixYt+tV2P8fDhw9p36EDujyVSfP1fPwrtsOvXBtC2s3Ct0wrvv/+e44ePfqn2v4lbdu2pVOnTsTsnUHk6v7En1pL7KGFvFvQCeerW2zZvMnzMyIhISEhISEhISHx7+IftRZRqVQUKVKEQ4cO0aBBA8CdPO7QoUN079491XNKlSrFoUOHkiXdOXjwIKVKpb4d9Z/AZDKxbt06Ll68iEqlolatWlSrVg2Z7PO6/8WLF1H4+JL4w3c437z6WKBWI2h1BMxegczLGwDH/Ttoa3yBIkNGXPkK40qMx7RuGdqW7fHp1NNzqjJ7btTlqxLbuSWiyUhs96/Qt+6IqmgpXAlxOF6/RDQkYVjyE15d+iSPYDpzHNu5kwiBbrEycME65KHh7nZz5yNuaG+SZk8EQJHjY9QUgPPFU2RBISjSpfS+BFAVLAp2Gwnjh+N4+hDX65egUuN48QzFyxcIKhWCIOAzYhLy0DCcL1+QMGYwqD6TEPC932VqEXOqgkWx373JkCFD2LVnD7NnzqRQoUKecn//lMLtH2HRokUo9b74lmicokyVJjPanOVZvnIV2oyFCPtiADK17v1YHcQdWcKSJUuYMGECgwYNRp+nIgFVu3jqOBIiid0+lv37D2A2uSO2FT4pxWPz44ukCQsnMDClIHzp0iXKV6gIfmkJbjgEVXhOHPHviL24jTZt2mAymejUqRNxsTFosod99joF3zCioqMByJIlC6Lowvb6Huq0OVPUtb5y+6tmzpyZNq1bc/Crr7C9e4QqTXIBwJEYieX+ab4aPfKz/abGhAkT2LV7Dy82Dse/ene0WYqCIMP64gYJh+YT4OdLt24pE2dJSEhI/FGKFClCy1atWT/1R5zv3qCt3RCZtzfWcyexLP0JP5WKAQMG/C19dWzXjn4DBuJ49hhlgcIgV5AweiB+Y2d5nqeizYZh+TzsN6/i+8M0BKUSTbnKKHPnI6ZtAxLHD0OTPReqoiWw37iK9cgBkAnI/AJQV6qOK/Id9lvX6N2nDxqdDsUni9Di+zwTH5I7i04nCaMGYj17Em3t+qjLVgGnA/PB3STNGIfl5z3w9jVBGhXjxo4F3En/Spcpw8ULF1AVK41X4RK4YqMxH9jJth07OHb8OFcuXSJ79uxMmDCBgQMH4nhzH22eyggqDZaH5zDdOU6d2nVo166dZ2x16tQhbUQ64g4tILDJSM9zEtwR16YreyhVvBinz53HZTV5ypOu7cdlMxPSZHgyP2yFdxDBjYbxZl57sob6EZ5WT7oy1WnXrh3lypXzvA85HA52797NqlXu3BkJp9chr/YNSv/wZPfOZTFgT4ojJCTks/c3JiaGMmXL8TbOQGDt3mizlkC0mzHcOMRP8+Zz89YtLly4gNMrDcENhqCOyIUjMYqkSzvo1KkTBoPhDyeUnDdvHjKVjoBqXZNFswuCgG+ZltgenGbmrFlUrFjxD7WbGoIgMH/+fOrUqcPs2XO4fPUAerWGr9q1pmfPnqkmjpaQkJCQkJCQkJD4V/OPCtkAffv25auvvqJo0aIUL16c6dOnYzQaPclv2rZtS9q0aT3RM7169aJChQpMmTKFOnXqeATlBQsW/NNDBeDQoUM0btqMhPg4NFmyIZrNzJgxg9z58rF31y7Sp0/pVQ3w7NkzHIkJqHLmxff7cSiy5cT56oV7K/C+7VgO7UVXvxkALqsF64lDmNYtA/X77cyiiO3sCRw16qFIn9HTriIiA9q6jTBtWYsrNpqkmePhQ/STUgWCDNPGldhuXUVbswGCVov19DGsRw8iBIUgRkfi1WuwR8R2RkcS/31vxLgYVGUrYTt5BOer55CngKdPQavHZUhEtJg9H8Sf4oxxC6L2+7cRY6NBpUaZPRf2qxex7NoMMhmhISFEjv8eVcUayMIjQBCwnj6Krm5Kwdh68oj7cnLmSVHmiokCmYCqcAkuvH5HiVKlOXTwAOXKlfv1G/k7efDgAco0WRAUqlTL1RG5Mdw4SEDt3sk+vAW5Av8qX2N/doXZs+egDggjsFavZB+aCt8QAuoP4dW8jqjUauIPLyDwi4HJotwtL29hvn2E74YPSzWavP+AgeCThuCW45Ap3T8rCq8A1GlzErtvFn3796dVq1akz5CRl28fpHoNoujCFfmIzCXdvpeVK1cmXYaMxJxaTVDjEcnG47KaMJzbQOkyZcmRIwcZMmRg8pSp3Ns8Ep+KX7sTPgoyzI8vknRkMeFhoXTu3PkPzLjbY/XUyRM0btKUM1t+QKn1QpDJsRkTyJErN1s3703hky8hISHxZ1m+bClpQoKZO38+0cvneY6XKlOG5UuX/i0exuC2TlqwaBEP+32DrEhJcLkQHQ5i2jVEmb8wMr8AbJfOIRoS8fqmD5oyFT3nygOD0dSsh/r4QSrlycWJ06eIjolG8PHBf9pilBk+JhK0njlO/PC+iE4njvOnoEU7AAS9F/KI9FhPH0NTuSaWowewnjqK39iZqEt+fGaqS5bDlL8wSTPGUbVqVZYuXerJAzFhwgQuXr6M3/jZqIuX8Zyjb9eF+CE9ibt1nT59+rJly2YGDBhA1qxZmTBxEuf2TAMgXYaMjBg/jl69eqFQfHy2KBQKNm/aSJVq1Xi3pCuaPFVQ+ARjfXkb872TFClcmAULFpAnTx6Sru7Dt0QjXHYLSee3ostaItWkjjKVBk3O8pgT7nHwwIEU5e/evaNGzVpcu3rFneshc1Esr+7wesE3+FVoi2/Jpp66iZd3geh8H7mdHFEUOXPmDNOmTePFq1ekaTcbVcB7IVzrjV+ZligD03F0+wTUQRGEtByPTOV+d5Lr/VHX7Y9M483gIUNp165dssTLv8WJU6dRZSqS6juKIAiospbkxPt3qL8DQRCoX78+9eunTI4qISEhISEhISEh8Z/AP+6R3bx5cyZPnszw4cMpWLAgV69eZd++fR6h6vnz57x589G6oHTp0qxZs4YFCxZQoEABNm3axLZt28ibN+/nuvjbuH37NnW++AJr1hwErtyB74L1+K7Yjv/0xTyMiqFK9eqp2j+4XC527tmDskAR/MbMQJkrH4JCiSJDZnwHjkRbpxGGJXMQrRZEmw0BcCbEociaE2xWt1emTIbz3Rtie3XAGRuTrH1lngLgcoFL/ChiCwJCUDA+Q350R0M/ekDS1B9IHDME+63rKPMUQIyOBNxbnD+QNGMcosVC4KIN+I+eiqpQcUxb1iLa7Z466rKVwGLBfGBXimsVRRHz9g3IwiMQoyPRNmhO8OafCZi5lMDlW/GfPB9B70X6dOkZNWwYIQ9uYl4xH6VKhWHxbBwvniVrz/nmFYYFM1DmK4wiInkEuCshDsvhfWCxoK3bCL9Zy3CFhFKpShUOHz78h+7t5/Dz80M0xKTYGv0BR2IUyBTIUklqJQgy1DnK8vLVa9S5Kqbq/anwDUGbMT/58+XD+ugCkct7kHBuC4abh4jZNYWodUMpXaoU/fv3T3Hus2fPOHrkMPpijTwi9se+BXxLN8eQlMTWrVv5ptPXmO+dwvbucYp2jDePYIl5RYcOHQCQy+UsWjAf24ubRK0ZiPH2MaxvH5J07QBRq/ohN0YxZ7bbA12j0XDo54OUL1mM6J2TeDm9Ga+mNyNq8w/ky5qOY0eP/KHEWB8ICwvj9KmTnD9/nlHDhjBsUH8OHTrEnVs3yZUr1x9u73PY7XaWLFlCkWLF8fbxJSxtBL179+bJk5S2JhISEv+bKJVKpk2bxptXr9i4cSMrV67k+vXrnD558m+JMrVaraxfv54pU6bQtHFjSufPi/XgLlAq0Fatjb5tZ0S7Devxn5F5+xC4bAv65m1TtKNIn4nE+Hi2bNmMXq8HlxPfgaOSidgA6lLl0TVogdVmx3L1Iuaf9wDu54KufnMsRw9iOXUU867NqAoVTyZif0D7RRNUEekJDQvziNhOp5Mp06ejqV43mYgNINPq8OkzFBx2tm3fRmSk+/2iYcOGnD1zmoSEBKKionj25DH9+/dHqVSm6LNEiRJcuXSJjq2bwe0DxB+cSxrrSyaMG8vRI4fJmTMn3bp1I+H4chJOrydm70xcdovHfis1ZBovzJaU9mqiKFK/QUPuPHpGaJtJhHw1g5CmI4n4dgU+pZoRf2w5htvHcSRGE3d0KQknV9Ovb1/Cw5NHau/bt49sOXJSpkwZNm3ahMtuI3L99xhvJ/cZV6fNDYjoizbwiNif4lOyKVarlY0bN372WlJDIZd7Iu0/4DQnYY9+gdOUgOh0oPhMIlMJCQkJCQkJCQmJ/0X+JW+/3bt3/6yVSGrefk2bNqVp06YpK//DTJkyBdHbF9/RUxHUGkRRxPHgDqLVgrZbPx4O78eWLVto2TK5f2/v3r2Ji47Gr/9IhFSianUt2mHevQXr2ROINhui0QAqFTgdePf9HkWGzDge3sO0eTXON68xLp+LT5/vPec7370BQUCeOTv6Ri2RhaTBfvMapm3rSJz6I4Jag//sZYjRkYiCDGXeAsgUSozrlmNYMB3Ho/sowiNwvnuD9fQxvPsMRR7mTuqkb9+VuL6diB/aC6+O36LMkQeZTo8iczaSZk9yb3uuUhtBpcIZG41h6U/YLp1FFhaBskARvL8dkCx5o6pwcXwH/cC5ob2YNmUyQ4cOBeDcuXOULF2GmK+boqlYHUXm7DiePsJyeK87ak2uwHb9Msp8hRAEAfv9OyROGY3osCMEp0FdthKCQom+VXsSJ4ygdp263Ll9i0yZMqWY7z9C8+bNWbp0KZZn19BmLJiszGWzYLy2H7l34Of9UwUZImIKoTkZSi0BAT6cPn2KCRMmsG37CpwOB+kzZmL4uLH06NEj1URjr165LWpUIalfo8I3DSqdNy9fvqRHjx6sWLmKW+uHoC/WCG22kogOG8abhzBc3k3btl9RpsxHYaJ69eocPnyIwUOGcmrnJPelCAI1a9Viwvjx5MuXz1M3ODiYgwf2c+vWLQ4fPozL5aJ06dIUK1bs89f8OylWrNjf0k5q2Gw26jdowL59+9BlKYqqSBOMhhh+WrSMxUuW0rtXT6xWK3q9nkaNGiW7ZgkJif89/P39adKkyV9u5/r166xdu5bo6GisViu79uwhLiYGdXAI9oQEXA73wrDM1x/Tjo2ISYmoSpR175JyOpBHpG7b5Xh4j/D3orLF7N4R9elC9KeoK1XHtNmd9yBx7FAsh/agKVcFERC8vEgY1gfUGvQt26V6viCTIctfmNt3P3p4v337lviYGPzKVk71HEX6TMjTZcT54ilPnjxJZsPxe/KTiKLIs2fPeBcZSZrQMLJkzUrzpk1o3749Op17x9O0adNQKpXMmjUbh8OOKjwn5ieXEV3OFIvFoihif3KRIkULpujr9OnTnDt7hpCmo1Cn/bg4KlOq8S//JdY394nZOQkQkcvlVKpYkZ49eyZr48CBA9SpWxd1unykaTkOVUgm7LGvSDi3iej35+pzVwTAZXIn5lSFZE597rwCUHn78/Lly9+cp0+pUb0a58eOx2Ux4DDEEn9iJeYH50B0AQIypYoKNav/oTYlJCQkJCQkJCQk/puRwjg+YdOWrSjrNkZQa7CcOIxh0SycL556ygW9FwsXLkwmZBsMBha8T+KjSP8ZwTFtOlAqccXGYDl3ErQ6lFmy4z9pLsJ7axFV3oJoqtUhtkc7zAf3eIRs0WrBtG09sqBgAuet8thAqIuURFOlFjFfNUSeJR2xnVq4o7sBWVAIuqZfom3QDOOqhRhXLURTrjKOR/dBFJNFZ6nyFsRvzEwSp4wmtmsbUCjBYQeZDAQZiZNGkTR3KrKAILcFicsFgOvNS7w6dEtV4FWVKIsqKJjt27d7vM3Tp08PLiey4BAsh/fD0YPI/APR1m2M6HRg2b2VuN4dkQUEgkKJK/ItyOUIXj4ETJiDoHBHdymzu/28HaLATz/9xKRJk/7gXU5OtWrVKFW6DBd3TsRVtQu67KUR5Aps7x6TcHgBgi0JEVkyz84PiKKI7cFpAvz9sTy+AMUbpmjfZTVhf3Gd4s37UqxYMTZt2oTT6cRut6cqXn/KB5HAHvsKVXDGFOVOQxx2k4GQkBD0ej1HjxymX79+rFy1mvjjKwDwDwhk1KiRDBkyJMW9KleuHCdPHOfZs2dERUWRNm1awsI+77OdJ08e8uRJaf/yn8rEiRM5cPBnQpqORpvpo6+6q2xrIjcM48cxY9EEhOI0Gxg5ciR1v6jHmtWr8Pb2/jeOWkJC4j8Vq9VK+w4dWbtmNaqAQPD2xfb8CariZQic0hfRZCK2V3tUxUrj/W1/FBEZEB12rCcOkzjlB+ThETge3sPy8x601esma9vx6jm2Q3vpPGQwANmzZuXdhQvwG0koVWUrobp+CcOFs9jOnQJBQFmoOIos2TDv3IwrOurzJ0dH4fuJAP3BCkT8TOJhURQ9yaU/Fa5v3rzJ8uXLefPmDWFhYXz11VcpdtGJokjXrl2ZP38+2jQZUUTkw2WKZ8j3w5kydRqHD/1M3rx5USgUTJ06lfTp09OnTx/8K7Tj3dpBJJzZgG/pFsmeY4YrezC/fUT3b2enGOuuXbtQ+wSi+eRv/wccidE4Yl8CIuqQTMh1vpw4fZaMmTIxb+5cOnbsiCiK9O7TF3VEHoKbjvKI6OrwHAQ3GEL0jonEHVmCLkdZBLkCQeu2PrHHvEAdljLK32lKwG6I/8O2WZ06dWLCxIlEbRqFNeopcr0/AVU7owzJhD36BYkXtrH/wEFOnz5N6dKpL3pISEhISEhISEhI/C8hCdmfYDYZ0fgFYD60l8QxQ1CVKItPr8HI06bDfu82xlWLOHb8BOfPn6d48eIA7N69G6vZDID90X0EtQbTni3Yr14CmQx1uSrIc+QGux3j2qW4DAawmPDq8K1HxP6ATO+FV9tvSBjtThYl2u0k/TQZ17u3+P44LZmXMQByOQgCzndv8GrbGVXJcogmI5Z9OzDMnYLr3RtkERlw3L9NzDet3FHggOPVC+RBHyOp1MVKEbR6F5ZjB0n8cTDy9JlwRr5FptUhSxOK4/4dFCXKuj2+NVqSJo10j9c79QgsQSZD5u2D+f28gNtKImfu3Ny9fRufQT+k+IjX1qxPXLcvccXGuKPP02VEW7cx2lr1PUkyARzvFxbUmYuydduOvyxky2Qydu/aSYuWrTiwYyIKjR65Wos1IZqw8LTMWbeOFi1aErtvJoF1+nkEdVF0kXByDeZ3T+g/bBg//PADhusH8Mr/MTJKdDmJO7wQ0WGjU6dOnuNyuTxVP+xfkjVrVoqXKMmNi9vQZS2R4v4nXtiKWqOhUaNGAPj6+rJo0SImTpzIzZs3USgUFC5c+DcF8wwZMpAhQ+oRgp/y7Nkz5s2bx+GjxxBFkcoVK9ClSxcyZsz4m+f+q3E4HMye8xO6vFWTidgAMrWOgJo9eLOkO15l26LLVhLTvVPsOziH5i1asGf37n/TqCUkJP6T6dmzJ+s3bcRnwEg01WoTP6wvCoUCvx+mIiiUxA/vhzw8Ar/RUxHeW2sICiWaSjVApXZHSWt1JE4aiXHVQrQNW6AuVQHbuZNYVi0kQ7oIunfvTlJSEvny5ePEiRPYzp9K1RrEevQAgo8furpNiD95BL+AACzlquDT/TvPzjCZSo1p23q8OnZH5uuX7HzHy2dYL56hxdy5nmMhISFkz5mLp/t3oqlYLUWf9htXcEW+JSAwiAwZMuBwOOjSpQuLFy9G5R2Awj8tjtg9TJ48ma+//pp58+Z5nnULFy5k/vz5BNTojleBGh+TMRpiidk0kjp1v+DRwwceMV2j0SDI5KgjcuFbrg0JJ1ZheXoFfa4KIJNjuncSy9OrNGjQgBo1aqScH6sVmVqHICR30BNdTiI3jwJRJPTLKajDcwDgshqJO7qUTp06kSFDBvz9/blz+xYhzUaniAQXBAHfUs14s7QH5qdX0GUphv3NfRAEDBe3o89ZzvOu8IHEi9uRy+U0a9YsxVh/jbCwMHZs3071GjVR+KcltM0kz6K6JiIP+jyViN4wjA5fd+LOrZuf3z0mISEhISEhISEh8T+CJGR/Qo5cuXh4+RzW29dRV6qO7/fjPR8F8jRhqEuUIa5HO3r37cvpkycBiI2NRZDJkGfLSdKcybii3oIgQ5ExC67YaGwXTrsFZ8D13rMaQUD2iZD8Kcr8hQGI6d4WjEYEvReCry+aUuVT1LUc2AVyGQHTl6DIlMVzXJW3IIpMWUmaM8kdYQ3gsCN4eYFKTXy/znj3Hoq2dgNsV867RXdEnLGxAIg2K/pmX6Kt1wyZlzcx7RshCDJ0DVvgjI0mCfDy9cV24UwKH00A59vXWJ4+pkCBjwkkbTYbSoUCwdcP+91bmLatx/XuDYKPD5oqtdF90QR1+Wo4b93BEfcGddlK6Ju2Sdau6HRg2rgKVdqcKHxDML98+us39Hfi7+/P/n17uX79Ort378ZisVCoUCHq1q2LQqFg3bq1NG/egrcLOqLOVhpBocL26ByWmFeMHz+egQMH8u7dOxYsmIn59lHUWUog2i1Y7hzFFvuKZcuWfTZJ6G8xYfw4qlarRvSW0fiUboUqPDuOhEiSLm4n6dJOxo4di0KhYN68eWzctIkkg5G8uXPRpUsXz2LL38G2bdto3rwFLpkCVeaiCAhcmTmHqVOnsW7dWo+Y/k/gdDp/l/D/Ka9eveLd2zeElOuSarkqOCMK/zCsr++iz1kWfW63OLJ3+3guXrxI0aJF/46hS0hI/I/w5s0bFi9Zgq5TT7S16uMyGrCdP4V37yEICiWizeq27ura1yNif4q6VHlkgcG44mJRV66B8/kTDLMmYpgzGQFo0KAhc3+aw9atW+nZuzdGgwFBpSZx2hj8py1CER7hact69gSm7RvQN/sKQe1eoG7auDFLVq3GWb85iozu9wFt/WaYdm0mbkBXfPoPR5k9l9uO49olEsYPw9ffn1atWnnaFQSB74cMpm3bthjXLEHXvK1nAdXx9BEJ474HmZzYmGjSpktPrRrVWbd+AwE1vsUrXzUEuQLRacdw/SCLl8wnJCSEMWPGIIoik6dOQ5+zDN4FayabF4VXAP61evN8WU927txJw4bunU2FCxdGdDmxPLmMX+kWqIIzkXhxG7EH5wEict80CDIZc+bMSVW8LVy4MOZp07DHvkIZkNZz3PzkMvbIJ6RpPckjYgPI1HoCqnfDGfmY8eMn0KuX22ZEFZz6TjtlsHvx1x79jITIJySeXkeZMmU4f/4CURuH41O2Neq0uXAkRpF0cQdJl3YwYsQIgoKCUv8B+xVCQ0NxOR0ElmudYmeYTKnGu0wr7q3/nrNnz3p2wUlISEhISEhISEj8ryIJ2Z/QvWtXunTtCqKIV9tvUnwcCWoNulYdOTN6IPfv3yd79uxkzpwZ0eVCmTMf5u3r0X7RBK8O3yLz9UN0ubCdPUHC2KEoMmXFd/gEbJfOYVg2l7heHQiYtxp5cPJtpq7odwCoi5ZGU7kmjmePMa1dimizIqjUnnqOJw8xbliBoPMiYfwwVEVKoKvXFHmoO1GRpm4jkhbMQObrh9+P0zyWHC6jAcP86SRN/QHj2iW43rxCFuj+sHLFRCPovfAdMQlVjtyevjQ162FauwwA++0bALRo2pRlq9dgr1oLZY6PdhOi3Y5hziS8fX1p3rw5ACtXrqRP//7EvE8OZd62DtQa1MVLI+j0GFcvxrxrM5rKtbCdP41PsQYkrl0KDju6Jm2QBYXgeHAHw5K52O/cIKTpaJKOLqFoyZRbhv8K+fPnJ3/+/CmON2zYkOvXrzFnzhx27dmHw+GgXPUKdO/+rWcr77x586hcuTIzZs7i0skVKFRKvqhVi759+1KyZMk/PaaKFSuya+dOOnfpyotVHxNCenn7MHHiRBo0aEDuPHl5+eIF2kyFEHT+XN+2h6VLlzJw4EDGjx//lyO0Hj58SLNmzVFlKUZArd6eRFYum4XYfTNo0aIlN2/eIHv27H+pn0958+YNU6ZMYcnSZcTFxhAQGETHDu3p16/f79qa7dki77ClWi6KIqLdlizSTpe9FCrvADZu3CgJ2RISEsnYtWsXLpcLba0GAIgmI4gi8pBQ978tFrd9VlBwqucLMhmyNKG4YqLQlK2EpvwYbNcukji0N3WqVWXL5k1s3ryZjh07oqlZn6B2XcDlIrZfZ2K+aoC6dAXkoWmx376O/dY11KUroG/bmaSfJhOUJg1jx45l09atxHb/Cl2T1qiKlkJMTECePhOO29eJ7dIKWWg4OBy4oiORBQYRHxPDzZs3kz2j2rRpw507dxg3bhzGTatRFSqGKyYK+/XLoFCg79AVTYVqGGeMZ+369ejzVcO7YK2P1ylX4l2oNo7ESKbPnMmgQYMwm808uHeXoAaDU50bVZrMaIMiOHLkiEfILlasGAULFebu8WWowrKjy1YCXbYSiC4n9rjXxKwfQqPGjVMkZ/xAkyZN6NW7D/E/zyOw4ffIlO73J/PDcyj806JOmzPlPRJkaPNW5dCBnxgxYjgAtuhnaL38U9S1Rz8HIP7oMlRqDd906si0adM4c+YMHTt15vGaQZ66em9vxo0bx3fffZfqWH+Le/fuAaCOSN3aS5Mur6fe3yFkx8fHs3r1ah48eICvry/NmjX7r7IVk5CQkJCQkJCQ+N9GErI/oUOHDkyfMYO7Dx6iyPCZhD3Z3UmDXrx4Qfbs2alatSpp06fn9aG9KPMVdkdnfUh+KJOhLl0Bn4EjSRg5AFdcDNqa9VAVL01Mx6YYVy3Cp8/QZO2btq4HuRzrsYM4XzxFXbMeotmE+eBudHXcUa+mnZtImj4WwccPTbnKiHY75p2bMG1Zi9/ISahKlMV+6RzYbfiOnOQRscFtX6L/ugfmg7sQEPCftsgTBW6/fZ3ESSOJ6/4V2rqN8O7WH0GpROYXgGi14DKbsKxeRNHixZk+fTrXbtzgcu+OqKrURlmoGK7YaOx7t+F6/ZKNmzej1+tZsmQJHTt2RF2pBoHjvkaeITOOp48wrl6M9ch+fIaOxavDt8T17YR5/w4EjRd+FdphfnQB0+Y1mDaucke0O53IfYMJbjQMe8wLzO8e0/3beX/7z8DnyJkzJ7NmzWLWrNTLBUGgefPmHvH+76RmzZo8efSQI0eO8PjxYwICAqhVqxYajYZcufMQZXIS1mk+Sn+3v7XocpJ0cTsTJ04kd+7cfPXVV3+p/zlz5oBKS0Dtvh4xAECm0hBYuw9v5rVnzpw5zJgx4y/184HHjx9Tpmw5YhIMaPNUIbBEemxRT5k+ey5r1q7j1MkTv2mFEh4eTo6cuXh5+wi67Ck/7K3Pb+A0xKDNVMRzTJDJUXj5k5iY+Ldch4SExP8ORqMRmUqFoPcC3IkcBZ0e+81rqEuUde+e8vPHduMKmgopbTlchiQcjx+461y5gKZ8VVQFiqLr1JNdsybw/Plzhg4fjrp4GXwGjPC8RwQuWIdl/w6MG1dhPXMCZb6C+I6chLpMJaxnT2DZvYXBw4cTFBREvjx5OHn/EaaNqzCuWODuWKXGu/9wZF7e2G9dB5kMVeHiKAsUJfGrhsyeMyeZkC0IAmPHjqV58+b07NmT48cOIgsIRlO9Ll6deiF/v/Dt88NUbF/Wx2UxpDpfXgVq8vrsJo4ePerZHSTwK4uqggxRFJONY83qVZQrX4HIJd3Q5KmCwj8c27tHWO4cJSI8jCZNmnDmzBmKFi2K8hdR8BqNho0b1lO7Tl0il3RFk6cqcq8ALE+uINN6f3aBV6Zx3998+fKRPUdOXp7fjCZ9PgSZHFEUsb68hS3yKcbbR9B7ebNo4QKqVatGYGAg4F58fnDvLidOnODRo0f4+flRo0YN9Hr956/9N/D1dftvO5NikOt8U5Q7kqKT1fsrLF26lG7fdsdms6IJjMBuiGP06NE0adqUFcuXo1QqSUxMxNvbO8WcS0hISEhISEhISPwrkITsT1AqlQweNIivvvoKZ+RbT6TVp3xI/hgc7I66ksvlTBg7ljZt2qCt1yTVjyN1mUrI/AOwnjiCMntu5AFB6Oo3w7h2Gfp2XZH7B+BKiMO4dhmW/TvQNWmNMn8RzLu3YPxpCgBJ08dh3r4BURBwPriHtkEzvLt94tnccxDxPw4i/vve7oSMWh3ytOlR5U4ZYWw9uBscTvynzPdEcAOo8hTAf8oColvXxbxzE67oKHxHTcZ24QxoNCT0aIfs7SvmrDiCXq/nyKFDTJs2jZ/mz+fNnq3IFQoa1G/AdxvWUaxYMQwGA12+/RZ1hWr4fj/OMzfKzNnw/X4cCQ4HST9NJnjDAby/HUD8kJ7o8lVDEARUIZkJ1oi8fvkCpXcw6kyFUQZnIPHcFqwvbpA+Q4a/5aPtX83Zs2eZP38+t+/ew9fHm2ZNm9KqVSt0uuTbhd+9e0dMTAxhYWH4+/sjl8upWrVqsjo7duzgwf17aDIUIGbfLBQ+QXjlq4o6XT58ijfC8vwGPXr1onDhwuTLl+9Pj3n/gZ9RZy2VTMT+gKBQoc5Win0HDv7p9n9Ju/YdiLNCSPvZKLwCPMcdxRsSvXYwX3/diYMHD/xqG4Ig8N3AAXTo0AHluS34FKvvib62RT0jes90VGmyoE7/cV6cpgQsUc//1shyCQmJ/w3y5s2L02LBfusaqrwFEVQqNNXrYtq5CW3tBsjD0qKt3RDz1nXo6jROZvcliiLGZfPA7kAI8oFPBFtN1dokzRhHy5YtuXf7Nn7jZyd7j5DpvdA1aoWmah2iGlVGNBmx372FddNqLDev0qBhQwYNckf/BgYGogxMwGfRelxvXxP3fR/UJcuhq1HP3VeZSsmuSVayLNt37SJLtmyYjEbSp0tHkyZN6NSpEwUKFCAiIgJ1tpz4zV2dYj4EtQZtnUaY1i5Pdb7kWnduC7PZTEhICJmzZuPdvZPocqRMSGiLfII56jkVKlRIdjxXrlxcuXyJadOmsWz5CmJjYwgKDkGl1/L0yRPPwrHOy5vvBvRn2LBhyeaucuXKXLp4gcmTJ7Nh40YSjEYCg4KJjXyC0xiHXJ8y0try+CLpMmTE19eXaVOn8MUXXxC95Qe02UuTcH4LjpiXIMhAdOGQyzl27FgKay2ZTEaFChVSXM+fpVy5cgQFh5B0eReBtXqmKE+6tBO9tzfVq1dP5ezfz65du+jQoQNe+asRVK4tci9/RKcd4+3jbN32E/ny5+f16zeYTUbUGi2tW7Vk6NChZM6ceuCHhISEhISEhISExD+B7Ler/P+iYcOG6Ly9MW5YkaJMdLkwb1xF7nz5kgmDH+wlZH4pP4oABLkcwdsX0fox+aEia06w24huVoOYFrWIalIN09a1eHXqiVfXfmjKVsJv7Ew0dRuDTA5OB4JWh5iQgCw0DO/uA5MlExK0WnyHjAGVGmWx0sj0Xm5P7FSwHD2AulT5ZCL2B+SBwWjKV0OWJhzrqSMY1y7FeuoImM04Xz5DFEV69u7NqlWr0Gq1fP/997x6/pykpCTMJhObNm2kWLFiAPTr1w+7xYK+ZfuUNi2CgL5FO8S4WJLmTEJVrDSoVCh8ghEdNmzPrtC8aRNmzZqFyxiL4coe4g7MxWVORF+gJu/MAuXKV+DYsWOfu5WpEhcXx/Tp06lStSply5WnX79+PHjw4A+18WtERkZy5MgRTp8+jc320dZCFEX69OlDqVKlWLtjP7cMOk49iKJT587kzZefZ8+e4XA4GD9+PBHp0hEaGkqePHkICg6mWbPmKcaYlJREt2+7A+A0JyHX+2F9fZ93a4cQvWMiotOBPk9lkhISKFmyJJcuXfpD1+FyuTh58iRbtmzBYDR6koelhiBX4nQ6/1D7n+POnTucOH4M77JtkonYAArvILxKt+Tnnw/y8OHD32yrXbt2fPfdd8QfXcK7BV8TtWMS79YM4s2SbxEEgeBGQz0/l6IoEn9iJQq5nLZt2/4t1yIhIfG/Q+XKlcmYJQumBTMQ3ycy9vqyszuPxLduT2lV4RIIfv7Edm+LYfFsbNcuYjn+M/GDumPasgZd87a4Xj5D9X4XFICgdHtcn7l4ESDVBXQAmY8vgkaL4/4d/E4fpqi/N02bNkUuk9GpUyd27NhB40aNsN68ivPVCxSZsiLTapO9d/wSZ3QUhiQDjx8+JEql5XKCkYGDBhGWNi27du3CYDCAf+Bnz5cFBCLazCSc38qbVf14tbgrkZtHY3p4HtMj9/Xky5cPQRDo16c3xrsnMNw8lCzy2mlKIH7fTNJGpKN+/fqe4y9fvuTi+zmZOnUqsTHRnDlzhri4OOItTvyrdia88wJCv5yCLHMpRowYQbdu3VKMMU+ePCxduhSjwYDT6eTB/Xuo1WriDi1EdCV/bpmfXcN05zg9vu2GIAjUrl2bbdu24Wt5Q8y+2cgUatK0GEv6AduJ6LUOn3JtWbBoMV+1a/fZOfo7UKlUDB/2PYbrB4g7ugyn2b1ryGUxEH9qLUkXtzP4u+/+UtQ3wIiRo9BlyE9AzZ7I39upCHIlXvmq4FulM48ePkSeowJBDQajKdqI1Zt3UKRoMW7duvWXr1FCQkJCQkJCQkLi9yJFZP8Cb29vRg0fzoABA8DlQt+sLfLQcOyP7mFaPh/blfNM2rUrmTAbHh6OWqfDdukc6iIp/ZCdb1/jfPEURbMvPx578RQEwS1QJ8ShzJ0fv9FTkPl+IoaLIvabV5EFBeM/fjaKjFmIaloNbbX6CLKUaxAyvRfqUuWwnjwCdjuuuBicsTHIA5J/iLqMBo9FSmrIgkPAbkOWMQvGJXPcySkDg9HUrIfg7cO1C6f58ssv2bN3H6tWrkAmk+GVimi+bft2ABTpMqbajzy9+7h5+wZ0DVuAKCKodcQeWojTnETXrl3p1PkblL5pCG05AblG74mqFR02ojaOoF2Hjjx6cB9ZKvPxSy5evEj1GjVJSEhAk6kwKDWcn7+Y6dOnM2fOHLp0ST0x4O8hMjKSXr16s3HTRpwOBwBBwSEMHNCffv36sXixux//Kp3xLlIXQXCP1x7zktebR1Gteg2SkpJ4++Y1Cv8wlEEZsEc/Q1So2bbvZw7+/DNnTp8iZ063r2fnb77hTWQUIc1/RJuxoHtORBHT3RNE75pK/IlVHg9Ql1cavmz7FaNHjUSr1VKxYsVf/eDdtGkT/QYM5PnTJ55j8uh4/Kt0TuYpDW4bE9ujc1RoVPdPz92nXL16FQBt5tQ9qrVZ3IskV65cIWvWrL/aliAIjB8/nubNm7NgwQJu3rqNLl1arjtiiI5PwnB1P5qMBXAa4zFd24fp2XUWLFjg2SIuISEh8YHr16/j7eXF0xvXie7QGF3DFsjTpkNVqhzm7RswLJnj3g0FIAgYN67EuHoxAIpsufAZOBLTjk3IgkJQl6viadd68jAA3kPGkDhqILab1zzJGj/F8eSR25cbKFGkCFu3bUNQa1Dmzg/xMSxfvpy8+fOTNVs2ng/rja7/CFTFy2DeuQl7kzaIsTEIXt4osuZAkMlwxsdiO30UeZpQfIdPRPn+ncAZE0XS1DE0atyY1q1a4Tp2HNFqQVBrUozJeuooyOXEH1+OukxFVCFpsF27TNTm0cjUOsqULUeuXO52u3TpwsWLF1m6dBqmyztRpsuP0xiH5cEZfL292PXzQZRKJZcuXWLgwO84fPiQp58KFSsxccJ46tdvgEumILztVBS+73Ml+IM6PAeKgHDmzZtHnz59PrurRiaT4e/vz8oVy2nRsiWRy5+hzVMFmdYHy9MrmO+donKlSvTq1ctzzhdffMH69RvYuOsAaVqO8yRblGu88C3RGLnOl3VrpzPou++SJbj+u+nevTtJSUmMHDkK46UdqHyDsCXGgOhk8ODBDBky5C+1/+LFCy5fukhQ/UGp7iz0ylOJuMOLUHgHoc9RBnKUwVm4LtHrh/BVu/ZcvHD+L/UvISEhISEhISEh8XuRhOxU6NevHzKZjBGjRhO9bT2CQoHocBASFsbcTZuoXbt2svpqtZr2bdsyf9lyNFVro8yczVMmOuwkzZ2CoPdCU6km4BaSTdvWuxNF+fphT4jHt36z5CI2YLt4BufTR/jPXPrxw1bELYB/BkGQIfMLwGfoGOK/+5ak2RPxHToGQf7xVsu8fLBdvYAoiql+sNiuXMAVEw2GJBAElCXL4z9iIsIHP8SmX6I+eoC1PwyiYoXydO7cOUUbLpeLyHfuxJX2R/dQ5S2Yoo7joTuBERoNhgUzwG7HcHE7zqRoFi5ciCAIHDt6hKAv+qPQ+SS/ToUKn3Jf8nT1QI4ePUrlypU/OyfgTl5UsVJlzHYnoiDH8uouumwlCWwyCuONn+natSu5c+emfPnyv9pOasTGxlKmbDmev43Cp0J7tJmL4rIaMVw/yMCBA3nx4gV79u1Hn7MsPkXrJTtXGRiBT5VOPNj8Iwr/MMLazUCVxn2v7bGviNk7A1vkU8wKH3r26sWB/ft58eIF/8feWcdLUe///zmzvXv2dBCH7i7p7gZpEZBGUELAAkVBECVFJKW7EUG6u7s7D6dzO+f3x8Li8RzUe6/3eu/3N8/H4zx0Zz41M8vOzOvz/rze69etI7jRQL+IDS+i3EvUwZnwANOFHbhNiSiDogio1Y2bmyfQqVMnwJd4auTw4XzxxRcofhNpvW7dOt566y30hasQ1W0QqrBoLLeOk7pnNqkHFhLSsL9fhJckL6kHFuFMT2Tw4MH/8HnLDo3GZ1/idVj9gsGv8Tosmcr9GSpUqMDcuXP9n1NSUvjiiy9YumwZ8SfXAfBG5Sp88cNWWrdu/a8MX0ZG5v8gly9fpladOrgjcxLQfyi2vdsxz5/hswhRq33isMWM6+ljRowYQUpKCkuXLkVdoBBi6YpIDjsZM75BUKsJmTrPfy/1xD3HNO87UCjwxschhkdhWbUQbe0GiEHB/v4ljxvTwpkIegOS1cJPP/2Evv3bGPq8h6j3TUo6r1/m9tiPKJ4nNyUDA7n00SCUQcFINispfTr621JE50XfqQfWn9aA203w199nygmiCIsgaOwUUnu2JT09HXdGOuYVCwjoOzjT84Lj0jmc50+jiMyZxabMfnA36RNGU71aVf82URRZtGgRHTt2ZO68eVy9dhljQACdPx/NgAEDiIqK4tSpU9Sr3wAhKAdhLYejjsiPM+kJp8/9RLXqNZC8XoyV274SsX9FYKU2pJ/cwHfffef/vX/y5AkbNmwgJSWFggUL0rlzZ4xGIx07duRYdDSTp0xh69bleNxuChYuwpCpU3jvvfdQq9X+dp1OJxs2bEBfvWu29yRDqfqYjy1n5cqV/1YhWxAERo8eTf/+/VmzZg0xMTHkyJGDt956i5w5c/7L7ZtMJgAUv1kJ5e9fqUbUGvE6X0X4K3RGjDW7c37zeC5evEiFCn9tAm4ZGRkZGRkZGRmZ7JCF7GwQBIERI0bw7rvv8ssvv5CUlES+fPlo2rTpa5PbvP3228z7cQEp7/dA16Id6vKV8SYnYv15PZ6njwj88EvQaHCcO4X5xxl4kxPRtuqA/ZdNvuioxIRM7Ul2G9ZNqyEgEPuRfbgf3EUZnQ9V6fLYj+zH0Pu9LCK0ZLPhOHUU3Ztd0JStRNCoCaSPH0Vy387omrVFDArCcfYEruuXQfJi37cDXeOWmdqwHz2A+9Y1AvoPxZMQh+3n9Yg63SsR+wXaek1wHtjFjB9+yFbIFgQBQRSRBAHL8h9RffNDJnsKyePBsmoRijz5EXNF4zh9DBRKRIeJI8ePU716dXbu3AmAJrpUtudck7sEgiBy586d3xWyPR4PDRo0xGI2oS1QEV2BinhsJizXDmC5cYjwN0fhjrnOtOnT/ykhe/r06Tx68ozInjNQhbx6mdfkLIoqLJofXmSI1BUOJf3EOvQlamcq506NAyCq83iUQZH+7arQ3ER2HEvMvD4IIbnZu2cPjx494tChQ3i9Xgwl62U7noBSDck4tRHrjSOE1O+DLq/PJz202VC0eUphvryb8eMnEB8fz7x5rxJmulwuhn0wHH2xGoS3HeX/fgVWaA6Sh9S987DdO42+eB0QwHnnBPaU58yePfsve4GtX78+Gq0O89W9BNfsmmW/5cpedHoD9eplf+x/htDQUGbNmsXkyZN59uwZBoOB3Llz/wujlpGR+b+G1+tlx44d/LhgAQcOH8bq9mBo1gZ1yXKY589AUaiozwZEVCAGGBFCQhFjnjB9+nSOHj1Kx44dmTN3LlevnUOr0ZBo0JOWno5l7VJUhYvjfvoI+6G9iMGhaJu0xjx3GiiVIIgkDepGQMfuqEqUwRP7DMvmNbhvXgWVCkQFqtLlCHj/w0zPAOpS5QgYNYGrH77L4sWLUSgUDBg4EHJGo+/eF1Xp8njj47BsXo3pu68BUJYogyJndJZjF1Qq1E3asHfLWr799ls++eQTvHdvomnaBkFv8CWZ3PETeNwEfvxlFpsybf2mOM+fZuWaNXzzzTcolb5HzZd2Hb8NBgDfiqJ3Bw5CDMtHeJev/TkZ1FGFMBSrSdya0Thj76COyn4ljqBUow7Px5EjR3z3smHDmD9/PoJSjcoQhCMtkWEffMAPM2fSu3dvqlWrxuZNm/B6vbjd7kzi9UsuXrzI8ePHcTodBIZkLxYLogJFUBSJiYnZ7v+riYiIYOjQrD7Z/yp58uRBo9XheHIVbXTJLPtdqbF4MhJRhWX+vugK+O79165dk4VsGRkZGRkZGRmZ/wiykP07GAwGfzKhP2LJkiUoQ0MR8hTAtm0jtp/W+na8eNHMmPwlGVPG+uwzAoxoGrbAsW8H8MJ7e6vPXkNQq7Ht2opp7jQkUwYolNg2vkq0JISEIaUmY14wk4B+Q/wWI5LLRfqUsUguJ/pWHQDQ1mmEYmYOLOuXY144E7xexLAIAt4bgeP4YTK+HYPzwmm0DZqBIGI/vAf7zq1o6jZG36UngiiiLFQM0/TxuNq/japE6UzHrKpRj5uTv+T2bV9kdb58+dBqtVy4cIFu3bsjeb3oOvXAtmEFqZ+8h+HtPijzF8L98B7WNUtwXjpP8NczMC+dh6DQEFC+GYq7h6hevTqAP5mjx5SMMjAiyzn3WFKRJC+BgYFZ9v2aOXPmcPHiBYxvtMWZ8ICMs1sQNQYCyjbCEXOTpK1TCKz8Jnv2bPlT1/q3LFi4CG3J+pnEaT+C6PsDXMlPsD+5QtrRFRjKNCas6XsIChXWu6fQFqiYScR+iajRoy9RF9v9swDcu3cPt9sNgoCgzPriDa88VzXRJTG+0QZ3ynMAlAGhqEJzE1K/D4rACObPn8+wYcP8S7/37dtHfFwsOZuNyjJJElixFXi9pO7/EdWDI6iUKlo2rcewYUOpWrUqfxUhISEMfHcAP8yajTI4B4YSdRBEBZLXg+X6IUxnNjJyxIg/vOZ/Br1eLyd2lJGRyYLL5eKtrm+zedNGNEVLItZvhio2BvOcafAiN4U3MR4xMBjP86d442NBowWHHVQqvvjiCw4cOEDLlr6J4kePHlG0eHHwSriuXsJ57hSCWo1oDMTr9eA8f8onUrtcAEipyZhmTcG3BAtUZSqgf7sP1hdWJboWb2a7mkpVoTJieCR9+vZFp9fjCgwmbM4KROOL38vceVEUL0XqB/3wPLyL++ZVElrUQFO9Doa3e6Mq8Sr3hxgYhN1u4+OPP6ZAgQJ8/e23XJ4wCoDwqCgq16jBqWvXUZWtlO051NRvQtyOn7h//z7FihX7w3N+4cIFrly+RGTHL7MkFhaUaoJrdydh3efYn1wloFS9LPUlrwd3ehw3YlKoUrUqly9fIbhubwLKN0NU63BnJJJ+bBV9+vQhODiYdu3a+Y5TFLOI2Ddv3uSdnr1e2WUIIs74+z5Ljd/gddlxJT0jb15f1LvH42HHjh0cPHgQSZKoXbs2bdq08Yv5/yhxcXHMnDmTpctXkJyURO7oaAb068t77733l9wHXxIQEED9enXZd+Rn9CXrogp+5dUueT2kHl6KqDWg/8058Fh9ft06ne4vG4uMjIyMjIyMjIzM7yEL2X8R+w4dQl2/KcZBI/HabDhOHwWXC2WBwigiokj7YgTuJw8xDv0U1+3r2NavQFWjLoqoXLhvXMV95zqpH76Lpk4jzHOmoipVDtf1y2jqNMTQtTfKvAVw37+NecUCnKePYV27FPuhPWhrN0RyObEf3I1kyiBozLeZoqNUJUoT/OVkLJtWY54zFcntQnJ7cF29CJKEff9O7Lu3ASCGRxLQ5z30Xd7xC+S65m2xrF6EbeeWLEK2ZPctMX3p22wMCqZd2zZs2LQJh0KJIlcejO9+gPvuLVzXLpP24SsPakX+QgRP/B4xPBL37euEtRiB9fwW6teu5S9TpUoVcuaOJuPiL36/519juvALWp0+2+gu/xgliRkzf0AMCMV07me0+coSUKYR7owEMk5vRtDokZw2nEmP/d7W/wgul4uE+DjCKhXJss9y8wip++YTUKEFwTW7ojCE4HU5sFzdR8r+BQgKJWFN38drTUed8/WCqkIfhOSyAxAYGEiVKlVAkrDdP4O+aI0s5a13T4GoILzNx0geF8l7ZoGoIHHLNwhqHQGlGxBYtSOWU+tYunQpkyZNAiAmJgYAVWT+bMdhKF6b1P0/snjhAtq0aZNtmb+CyZMnExsby/r10zAfX4kYEo035RmOtHjefrsbX3/99b+tbxkZGZmvv/6an37eQtDYqWjrvPKzNi2eg3XlAgL6DUHfsRuCWoMkSThOHCZj4meoKtdAcrk4dOQI169fp1SpUhw6dIiWrdvgcjhAEAiZMo+0cR/iefYUdfXaeB49wBP7DP2bb6Gp1xgAx6G9WH9eh6pUeQI//hJlzmjcD+/7hWw0OpyXziHZbSjzF/Lf8wVBQAwMApUKW2wM6pLlwOvBdecGQkAgYnAIaSMH4Hn6CF2rDqjLvYE3JRHrL5tJGdaH4LFT0dSoC4Dz7AlKvUhq3alTJzp16kRCQgIOh4OcOXMybtw4Tl2/+fqT+DsWaL/G7Xbz8OFDjh075ju03Nnn73j5DGC9fQxvgz6Imsx5Hqy3juExp2Cs3I5LZ3/CULohgVXa+fcrAyMIbT4MryWVMV98yZtvZj8Z8PjxY2rVroNVNBDRfgy6ghVJ3j0H88WdGMu3QBkYnqm86dxW3HYzvXr14tatW7Rs1ZoH9++hCo4CBGbMmEFoWDiTJ30L+AIkmjZtSkhI9snBf83du3epXbceKWkZaEvUxVA8Nwnx9/n8i7EsX7mKo4cP/SU5He7fv0/bN9tx/dpVBIWKuGUfYKzYGk2eUnhMSZjOb8OZ8IDwtp8iqjJ7pZsv70Kr09O4ceN/eRwyMjIyMjIyMjIyfwZZyP6LkCQJ8L0UiTodunpNMu1X5M6L68YVMsZ/6ovQNQTgOnUMl9eDoNODUonr2iVcN6+iqloLz52baBu1IHDUBP/LlqpEGYInzCBt1GBc927jjY/FtvcXcLmQLBYU0XnR1GmU7fg8z58ihoaDSoVl/ndo6jQioO9gFLmiSWhWDUPXXhh6vpvJSxtAUChQFS2BJ+55luO17fwZITiUgH7v4751A9vdWyxfvRoUSpQFi6IIi0AQRbTN2uC6dBZlmQromrVFVbAwyqIlcd+6RtrooSiCInGlPccW/4BhQxf4+1AqlXw19kv69++PqA8mqFonFPogvA4rpovbyTi1gc9GjyY4OPi118VsNvPg3l1QKInsNA5dwVfRY+46PUlY9zmS047j6XWq/xORxUqlEoPRiCs1Nsv5ST++Bm2hyoQ2HuS/hqJKg7FiSyS3g9RDSzFWao3HkoL90UUkrydLMkUA++NLICrIky8/b7zxBqIoUqNmLc4fXoo6R9FML9bOpCc++5LitZA8Lp7/OACPJRVdoSqoowriSnxMxtktmK8dQBMSxfPnr65rVJTPd9SV/Ax1eN4s43AlPwUgR44c7N69mx9mzeLs2fOo1WratG7JkCFD/JMa/wpqtZq1a9cyYsQIli1bRmxsLLlyVaVXr15Urlz5X25fRkZG5nU4HA5mzpqNtk2nTCK25PFg37MNbeOWGN7u498uCALamvXwvjcS0/QJhC5cT/qng5kyZQoff/wxzVu2xFu0FPoSpbFuXoNpzlQks4mwRetxP3pA+tgPCZ4wwy8gSy4XquKlUVeoTNrnH+C+extlzmgcF0697JCMSWPAbvd/VleuQeAHo0EQcD+6j/GD0XiePcG6fjmJHRuDxwOAGBaB15RB6KxlqAq/ipLWtelE+rhPSP92DBHrduO4cBrHmeMMWbgw07mJjHy1aqhu3bpMmDAB19WLqMtWzHoeD+0lMmdOChXKmrgSICMjw+dnPf9H4mNf3YfcGQmotVmTR3vSfdYdksNK3OpRhDbohyZvGSSnFfOVfaQdWYa+aA1CG/TF8fQanoysVh+CIGCo2IrrG8dx+/btbO9XkydPxuzwENl7Igq9b1VYcJ0e2B9fIm7lSIKqd0FboCJeazrmy7sxX9lD27ZtmTp1KstXrMSlCSbHO9+hyemb3HYmPCBp+3f06z8AJF8yUI1Wx5DB72eyXcmOt7t1J92lIKrPXBQBr4RvV9WO3Fv7KUOHDmPVqpWvrf9nSE9Pp179BiRZPUR1/QZlaDTpx1eTcWYz0ok1AOTNl48nkoQnIwnJ7URQqpE8LsxX9pJxagMfjhzhX0EnIyMjIyMjIyMj8+9GFrL/IurXqcO6vfuRBgzL5AUNIDkdeE4epm+vXsTFxbF9+3ZwOFAWKoJxyCeoSpUDlwvLmsVYls1HXbo8ltPHMHTtkyViSBBFDG/1JnXkANBo0TZpjaZSVdK++RzPs8ck9+kIXi+KnLnQNmyBGBqO15SObfc29G074zxzAkXZigR9MckfdS0GByPZbFlE7Jd4nj5G/FWUt+SwY140C/fdm2hqN8Q0/WtQq1GER/pEeqcDT8wTsNl8gvfaZShDo/HcuYXp+hWUhYshWa14nj1CUGvxer1knFjLuHHjsnhd9+vXj/T0dEaP/oznF7ejCYrAaUpG8rgZOWIEX3311e9eF4/HA4KIsULLTCI2gNIYRmiTQcSvGY3ksjFs6JDfv8jZ4PV66dGtG4tXrcNTpR2KFy/grqQnuJKfEtKgX7ZRXwHlmpJ6eBlxyz5AEkSwmcg4+zNBVdtnKme5eQTHsxsAjJ/9HeKLa7ZyxXJq1a5D/OL30Bavgyo0N86E+1huHvX1H3OD5/P7g0pDjp4z0ES9EhNcyU+JW/UJtrj75MjxKrlhkyZNCAuPIOPUBsJajsg0bknyYjqzkUJFirJ+/XqmTZuGLmdh1IXqYnPaWLhiLQsWLmLzpo3Uq1ePc+fO4fV6KV++PKGh2SeP+j0EQaBq1ap/qW2JjIyMzB9x/fp1UpOTCKnfNNN294O7eBPi0LVol209XaMWmGZOwnXxDNpWHVi7dgkAHmMQIRO/x3nlgs9S69xJAkd/jTJvAUxzpqEqWRZ1tdpYf9mMbcta3A/u+sTpN6qjyFsA246fEMPDfckldXqwWdE1boWuVQfE4BCc505hWbmAlCG9UBYohKDToypZFsuSOYjhkRje6oWqdDk8cbFYN6/Ge+UinicPMwnZglKF8f0PSerWipQR/fDcu82bb75Jz549X3ueGjRoQPFSpXj43QQUk+eiiHiVgNF+ZB/2nVsYM358FqF269atfDtpEidPnABA1AQQUL4F2oIVSd42lYxzWwlv8UGW/jLO/4yoNaKKyIfj2U3i144GhQq8PpE+oEwjQhv7Vn3pi9Uk/dSGbMetNPomftPT07PskySJZcuXoy3T0i9ig8+WK0e3SaTsnU/Knjn+7SGhYQQYA/n5559RGoJw26zk7vFDpslldWRBorpMIGZeHwKrtCegfHPMl3Yybfp3pKen8+OPP2Y7zvPnz3Pu7BkiOozJJGIDqMLzEFC1E+vXL+O776ZnmmD4R1m6dCkxz2PI1f9HfxLNsKbvE9KgH86EhySuHc3Ad9/l+fPnzJo1C8vp9ShDc+NOfY7TnEafPn2YOHHiP92/jIyMjIyMjIyMzD+KLGT/RQwdMoSVK1ZgmjsN46CRfjFbcrswTZ+A12KmR48e1K/fAEWBQnhTkgmZ9iNigNHXgFqNqqQvKd9LgVmRr0C2fSnyFfT9j+TFtn45tvXLQaEAUUSZJx+KnLlxXb9Cxjef+5b3ShKIIu5H93Hfv03QV9P9fQBoG7bAtutnDN36IAZnFh2dF8/ifngPHt4jZcQAxMBAnBfOIJlNqCpVxXHsAAH9hqBr2xlRb8CbnoZl7VKs65bhTknGumUt7kf3iOwyAU3OoliuH8ARdw9Br0RXtQeSx03Slm9AFHG98Af9LSNHjqRXr16sWbOGp0+fEhERwVtvvUV0dNYkVb/l6dOnIHmz+Dq+RJOnDIJGT2Swkf3793Pw4EEaNGhA27ZtX5vY0+v1smTJEr7/YRZXL19CoVAiiCIJy0cQ3OQ9tPnK4bGk+q6VMftlv6LGgKDSoI4sSHirkaQcWEjaocU4nlzGUKo+iEqst49jvXUMUVQwdeqUTKJCgQIFuHTxArNmzWLJsuUk3jmCQqn0v9S7MpIACVx2krdNJahGF39ySFVYHkLq9SZ55/eZJg40Gg1TJk+iT58+IHkJrNoRVVg0zvgHZJxch+3hRTp/+inffPMNIQ0HYKzU2i92S3V7kbxtMu3atUelUWOzWABQa7S806M706dPx2g0/uH1kpGRkfk78a2uIsvqGMnl9G03vsaXWK1BUKuRnE4UEVFYbDZWrlqFunUnBK0OdaVqCIFBSBnpaF+snPI8f4a6Wi0yvvkc+4FdaGrURd/hbSSbDdveX/A8eYg3NZm0j99HkTsvnscPCOg/FEPX3v5udc3boq5Sg+Q+HXFeOEPw+O+wLP8R1BrC5q7039NVRUuiqVWf9K9Hk/H9N2hq1kPQvLKJUOTIhSJnbnRxMXz93XcMGjQIhSLrCqGXiKLIz5s3U69BA+J7tEFdsx5iRA681y5iv3GVjp068+GHH3Ls2DE2bdqEyWTyT+Tr8pQitNlQRJUG670zmC/vwmtNI7huL1L3zUPUGAis2gFlQCgeSyoZZ37CfGkXIQ37Y6zUhtjlIxAEEUOpeggKFbpCb/gFagDJ7ch2AhnA8ewGokJB/vz5s+yz2WxYzGbCwrI+WygDI4nsMIb4VR9RtVAkgwcPpmfv3hCSl5yd3id59yx0uUOyWI+Azx5MX6w21tsnCK7VjeBa3VDog1iwYB4jR47M1kP8zJkzCKICXcE3sj0OXZFqpB5YyJUrV2jUKPuVeH+GNWvXoStUxS9iv0RUadDmLo6uWA1Wr13H1cuXGDJkCMuWLSMmJoYcOXLQo0cPSpXKPhm3jIyMjIyMjIyMzL8LWcj+i3jjjTeYPXs277//Pp4Th1HWrI/k9eA5uh9PWiorli/n4MGDiDotntgYDB26vRKxX6CI8kU9e81mANwP76IqlPUFx/3wLgCqshUxdOmFed50vKYMQqbNR5n7lSWE49RR0r4Yia55WxRROTCvXAiiiBie+UVL3+Ft7Ht/IfXDgQQMGoG6QhVwu7Af2I3ph0koChRG92YXHCcO43n2BEQFYq5oXNcuYXi7T6aXajEoGOO7H+BNTsJ+dB/meTMA0EaX8kV9VWzFr4/aYzP59heoxOw5c/n888/RaHyJnlwuF2vWrGHe/B+5d+8+wSHBdH+7K++8806WCCSz2czz588JCgryW2QA/gjml0t6syKBJBEfH8/yLXtA8jJ37lzy5M3Hju2/ULp0Zl9wr9dL9x49WLNmDYbCVQhtOhjJZcd24wD2uAckrPscUanG6/aJ8vYnV1FH5M/SqzPhIZLDiqgxILmdhLf+iKe3jxPmSuTZtqkABIeE0qpzJ+bMmZOtD2ZERATjxo3jgw8+4I3KVXgan4JoCAWvm8DKb6LNXx6vNR3TpV0kbZuKx5zq9wzVF6tJ8s7vefjwYaY2e/f2XcuPP/mU2CWvItRz58nLqs2bmf7dDPR5yxD4RmaPbEGpIqTZEJ7NfgdFWEFydhmIoPCJ8UtXrubK1WscPnQQrTazv6aMjIzMfxMlS5YkMDgE+6E9mfJCKPPkB5Ua55njqApmzYngun4ZyWJGWbg49v07ETQavKKI7ac1IIDxvQ/RNW2DdcMK//1INAbiunIB952bBH0xCe2vLMl07d7CNGuyP3G0qkgJvMmJ6Nt3zdK3IiwCfdvOWDauRFm0BI4xIzC+NzLLxLQgigT0eZ/kg7uxHz2ArtGr/BKSx4PCbmPwe+8xZMifW51UtGhRrl25wqJFi1i1di3pTx9QrEgRBn79FXXq1KFJ02YcOngATXAUgkaPPf4hgdU6Elynp19oNpSsi7VEHRI3j0dbqDIh9fuSengppvPb0BiDcZrTAQmFWoc7I5nELd/gTo1BctqJbP95lmhlyevBcu0Agkqbxa7LY0nDcu4nWrdujVarZf78+dy/f5+QkBA6d+5MwYIFCQoOwZXwEErVz3K8kseNNz2eSpWac+zYMdySgqgOYxE1erx2M5qogq89V4qAYLwvcl0ABJRtgun4alauXMn48eOzlFer1UiS12floc6aSPFl3ozXTbj/Ec+ePeP58+ckJCaiCM7el9w37nDS4x4Bvust56iQkZGRkZGRkZH5uxH/uIjMn2XQoEGcO3eOt5s1IfLyaXJcO0+fjh24fOkSXbt25fbt2yiLlgS7HTEqV5b6yrz5UZWpgOPUEcSwcCwrFvqjw14iedxYVi5EDAkjZNIcRL0B9/07BA79NJOIDaCpVht9uy7YD+9F36EbodN+BK+EddOaTOUUEVGETPsRye0i7aNBJLSoTkLLmmRM/hLJ7cLz8B7mudNxnTuJ+8FdJKcd7/Nn4HCga9s523Ohb/cWOBwoon1jcpuTsy3nMSUBoM1XntSUZG7e9CWPcjgctGzVip49e3I5zoazSAOeq6P56utvKFuuPLdu3QIgNjaWvn37Eh4RSbFixciRIwd16tbj4MGDgO/FKzIqB5Ybh7Lt3/7gApLTRnjrj4js9QORvWeTs/dMEh0KGjZqTGpqaqbyK1euZM3q1YS3/ojw9mMwlm9GYOU3iXxnBsYKzRFFkS8+H82PP86neYsWWM/+hNuckuUaph5agqDUYH92g+cL3iXtyAoAvp4wnpSUFBITE0lJTmLdunV/mMzphx9+4PHTZ6gLvoHkdpCjx1SCqndGk7MoukKViWj/OYGV25F6eCluk+86SC+ElN9+v8AnZsc8e8r27dtZsmQJe/fu5fHDB7z55pucPHkCTZFq2Y5DoQtEm68colqHOiIfqtDcBFXvTHin8Zw5c5oVK1b87nHIyMjI/N3odDoGvTsA+8/rcJw96d8uGgPRVK+DZfUS3E8eZarjtZgxz52OIjovQoAR+4FdGHr0J2LTfgIGjcD201osy+eja9MRAPvBPQBoGzTDff8O6krVMonY4LNXMvYf6suhAaBUoMybP1MU9a9RFi4Odjvuxw/A60FVunz25XLnQQwNx/P8aabtjlNHcKYk065d9tYpryM0NJSPPvqIY4cPM2bUKCqUK8ft27dp3aYtx0/5rDGiBixAlacsoi6Q4JrdskRL64tURVugEuZLuwis0g5juWaEh4czeuQw5s+by62bNylVoiims5txxt0loHRDBIWKhJ8m4DG/ukd7nXZSds/Gk5GI15JC4ppPsdw4jCPmFhlnfyZx5QiMSi/VqlYlZ67cDHrvfWYtWc0XX02gcOHC9OnTh14938F2bR/uF88mv8Z8ZQ9OUwq9e/dm7foNaErUQ9T4ro8qOCe2hxezvacC2B9fQR2Wx/9ZUKpRheQgPj4+2/KNGzdGFAQs1w9mu99ydT+BQcG+5M//AOfPn6dhw0bkyZOHqlWr8vD+PSxX92N/YWH2W1wx1ylW9PXJqGVkZGRkZGRkZGT+08gR2X8xFStWZMmSJdnuMxqNkJoMWh2uG1egVfssZQLeHU7q0F4IoeE4juwjbcwIDG/1RJm3AO57tzGvWojrygWCx3+HIAg4r1xA0OlRV62VbZ/aek2xbliJ+9F9xIgoxFy5cRzeR+LlcyjzFUTXqgOa2g1R5C2AokARPDHPMLzVGzE4BHXl6igiokj97ANc50+hqduYgN6DUOYtgGXtUswLZiKGRWTbrxju227oMQDT5LGYzm8jtGH/LOVMF35B1AejjswP4H/BHTt2LAcOHCKyywR0+cv7y3vq9CRp/ee069CRfXt2U616DRLSzOgrdyQ4ugTujCTOXdxOo8aN2bB+Pe3bt2f4B8MYPfoztHlKoy9R19+HK/kZybtmos5RBH2JOv4+1JEFCevwJbE/9mPJkiWMGDHCv2/mD7PQF6yE4VflfeMWCa7XB9vNI7hcLvr370+TJk2oVr0GiSuGoy/fEk2u4rjT48g4/wuupCcY32iD4/FlnHYTpjObQPDZq4SEZI4w+yMWLl6CtlgtbHdOYCzXFFVI5kkSQRAIqtEF06UdWK7tJ6h6Z6w3DgECrVu3zrZNtVpNixYtsmwXRQXSi8Rh2eJx+3xLf4UmVzEMhSozf8FC+vfP+h2QkZGR+W9i3LhxXLx0iT2fvIe2QmXEEmXwxMbgOH4IFApSBnVD26QVqhKl8TyPwbZ9M5LFjLp2Q9JGDkBZqCj6dm8jaHUYOvXAm5KMdeMq9F16oq5eB9OPM1AWKooiOg9I0mvv34JWh7piVRzHDyHo9HhiY5DcLgRl1ihcz7NHoFLDi1wXnvhYVEWzRtp6LWa8Gem+svgmM51nT2Cd+hX1GjT4pxLqrly5kkHvvYfFbEETEonLko7HYUOTtyy6AhURBBFX4mO0ectkO3YAXYEKpB31JS702jPIkzcvX3zxBQDnzp3jyuXLGN9oS0iDvj5bkRJ1Sdg0jmdze6HNXwFRpcX15BJel52lS5cQHR3NmC++5MS2KQAolSo6dOhAvXp1GTRoEAFlG5OrVneUxjC8LgeWq/tYvnIhb3XuRERIIEmrPyGg+lvoCr6B127GdGU35nNbGTBgAKVLl8ZiNqMMeBXxbqzUmoT1YzBf3o2xfLNMx2a5cRhn7B0i2o95dR2cdpzJMa+1SMubNy+dOndm05alKINzoM1fAUEQkCQvluuHMJ3fyuefjUanyxqt/TrOnDlD3Xr1ITCKsJbDUUcWwJX0lPQzm4hfM4qozuPR5ivrL2+9cwLbs5sMnJE1YlxGRubfQ0pKCkOGDGHbtm2IokiHDh34/vvvCQjImgT3JXa7nZEjR7J27VocDgdNmzZlzpw5/hWqly9f5ttvv+XYsWMkJSWRP39+Bg4cyLBhw/5ThyUjIyMjI/OXIgvZ/0ZMJhNLlixh6YoVJCYlERQQgOPxQxQFCmPftwNDp+4oCxTOVMd17SJ4vWCzAuA8fRTniUP+/YIxEEXeAmhq1P1VrewjgH6N+8kjTJ8MBpcDXZNWiKFhOC+eJX3cx6jKVEASRdyXz2Mc/jn61h1etSxJeJMTUFeqStCYb/3e2spCRUGScF29iLpsxSz9Oa9cACDjq4995+Lczz7fyzfaIGoD8NgyyDizGfPl3YQ0HID19gnCIyIpUaIEdrudufPmo6/QIpOIDaAICCGo0bvcWjOa3r17k5BmJqL7NJSBrwR1Q8m6JG+dTJ++/WjevDkfffQR165dZ9WqqaiPrUIMjUZwO7E9uYKoMRDRbnSWCDGlMQxtwcps2Lgpk5B95fJlAur0yvYci2odqujSXLhwEYB8+fJx5vQpvvjiC1atWk3aC49Vdc5iaHKXxHRmM9oClQhtNhQkL5brB+nXrx9Pnz5l7Nixf3hNXxL3/Dn6fHV8S5tzF89+bNoAVOH5cKfFYX92k9RDS9FoteTNmzfb8q+jUaOGHLxwBKlKuyznzG1Kwv7kKiHZTFgoowrz5O6Bf6gvGRkZmb8DjUbD9l9+YcOGDcz78UfuHt1LfFw8yiLFCPz8Wxy7fsa2Ywu2n9eDqPDnJnAeP4iuVXsMPQci/Epg1LfphHXdMtLHf4qmTiNcVy+R8m5XCPD5bUvmjNeOxWvyWWsggDc1xZe4uWXmSXCv2YT1p3WgEEn7eBCoVFg3r/b5YIuZF97Ztm0CtxvLkjk4ju7Hm5KMNyGOSpUrs3njxn/4XO3YsYN33nkHfcl65KrTA2VgJF6XHcvV/aQcWEDKnrmENR+KoNLgsb3+OD22DASlGndGEra7p3j7m1cJBGfO/AFtaE5C6vdBEHzHo8ldnFz9f8R8ZQ/pR1cSFRlBuTo1qVixIqGhodSpU4fjx47y7NkzUlNTiY6OJjg4mDLlyqMvUJHQZkP99zBRpcFYsSWS183atYs4duwY4776ij27ZvojrI2BQXzxxRjGjPGJ0cWLF+fG06tQ1fe8pM1fHnWOIqTsnoX90UUMJeuCIGK5eRTrraMYStVHV/hV9LTp/FY8DivvvPPOa8/Jgh9/JDYujiPrv0CXoyBCUE68iQ+xpzynW7fufqH/zzJw0HsIIbkJf+sbRJUvsl8dWRB9sRrEr/2cxC0TCWv9MYIoYr11DMvVvbTv0OEfjtKXkZH55+nWrRuxsbHs3bsXl8tF7969GTBgAKtXr35tneHDh7N9+3Y2bNhAUFAQgwcPpn379hw/fhzwrcSIjIxk5cqV5MmThxMnTjBgwAAUCgWDBw/+Tx2ajIyMjIzMX4YsZP9FSJLE3r17mT1nDucuXkQURFJTkrFYLGhq1EVRvQyJt2+AKOJJiAWvl5ShvdF3fgdN9TpIFhO2XVux794GQOCHX6AqVgrT0nk49u0Arwfj8M9xPbqH89hBJI8HQaFAkS8/ks2G88xxNNXrZBmX/dAeBGMgpkWzUOTMRci3sxGDgl/tP7KP9HEfAwLKkmUzidgA7gd38Tx6gHHgiEwvxM6b10EQSf/mcwyde6Bt0NzfrteUgWXZPJTheTEUr0362Z8Qg4NIP7WO9NMbUQaG4U5LBCSCanVHNIRgObiIj8d+iVqt5sqVK6SnpRJV9PUJGlX6QA4cOIixdvdMIjb4knQF1XmH5wveZfPmzXTp0oWCBQugNwRgTY2F1FgEQUSlUqEuUTdL/ZeI+iDMlueZtqk1arwOS7blfSfGilb7KiI6T548LFmyhNu3b3Py9FkEtRZn7G0AQpu8h7HCq6hnY/lmpJ9Yx7hx42jevDlVq1Z9fT+/Ijwykoz0eBBE3BmJ2ZaRvB7cGQl4TEmYr+wBQYFHEnE6najV6j/VD8DIESPY0bAhaYeWEFznHYSX0X/WdBJ/noSoDSCgdMMs9dypMeSOzP48y8jIyPy3oVQq6dq1K127+jyp582bx6BBg7Auno2+U3d0nXrgunoR6+rFeG5fx+vxELb0JxQvViNJTgf2A7ux792OJzUJBAHnqaM4Tx1Fkb8QUoARb1wMALbd2zB064fwG79jd8wTXFd9E6O2nzegLF4a04xv8KamoG/VHiEwGOf505jnz8CbluITxtNTCXj/I8xzppL+9WgC+g5GmSsar8WM7ZfNmBf+AAI+yxKvhBgYhNdk4vLly9y8eZMaNWr8Q+dpzBdfos1bhrCWw/0is6jS+oRhyUvqvh8JqtEFfZFqJO+ciSv5GarfJFOU3E4s1w6gyVWM5I1jyBEV5Us6/ILDR4+hKlQ1SwJOhc5IUNUOuFOfE3d1P/H79rH/8DHc33xDrtzRLF+2lIYNG/qjnu/evcv1q1eI6DAm22SQAWWbkHFkOWfOnGHXzp08fPiQq1evotVqqVWrFnq93l/2vUED6dO3L7YH59EVrIQgCES9PYnYZcOw3j2J9bZPQEJUImoMaPJXwGtJw2NNw3RpJ+aLO/jkk0+yTTr5EqPRyMH9+9m9ezcrVqwgPiGB/DWb0bdvX6pXr/7ahJbZcfnyZS5eOE9E+zF+EfslgkJFcJ0exK/+lMQNPnE8KkdORk8Yz0cfffQq14iMjMy/lZs3b7Jr1y7Onj3LG2/4Er3+8MMPtGjRgqlTp5IrV1ZbyvT0dBYtWsTq1av9CdyXLFlCiRIlOHXqFNWqVcv0ewpQsGBBTp48yebNm2UhW0ZGRkbmfxJZyP4LkCSJ4cOH8/3336MpUBi3UoPn8QN4YcHgvHoRQ+nyBEyZi+PkETLGfojk9SBZzFiWzceyZI6vIa0vgkvbsj2aOo0QBAHPs8egUCBGRGJZtRDDOwOw/7QWx9EDaOs1xnXtMihVZMyYSEjeAihzv/JgdJw6inXLWjRVa+M4doDAr2dkErEBtHUa4WjcEvv+XYiRObIeW0Y6AIpftWvdthHrivmAhGS1YJo9FdPc6WgbtUBRoAi2n9bgTYzHUKIewTW7ogrJRdK2KYRMX4Dr7i28KUm4N69BFZoH5/1TpB+7R6dOnRg1ahTwqwSNXvdrTrgXyePC43GjzVMm2yKq0NxogyO4desWffv2Y8XKlRjKNSWyWC0UxjDs98+RcWIt1mv78dZ9B1Fj+M019eJ+eoWyTetl2t66VWu27D2EVK2TX8R9iSslBtvTa7QeO9y/zePx8Msvv3Dq9GmQIKBUA5zx9/E6bQSUb55l3IHVOmK7tpfvZ85k2tSpREREoFT+/j/Tvr178e3U6WjzV8B0cSfG8s0RlJnFaevt43gtaaBQo8lfETEgBNuNQ7Rq3Zpftm3702J2gwYNmDFjBh988AH2m4dQ5auI12nFdu8MSF5Cmw32e4b6z0taHLY7J+g1UU4SJSMj87/JwIED0Wg0jPr8c+IHdfdvL1G6NJ8sWkSvXr1w3biMok4jvOlppH78Hu57t1BXqoa6QhXcBiOu65dBoUBdrQ62tT4LMjEyB97EeNK/Hk3gB6P8CRrdj+6TNu5jEEXfKi21BvftG77VO0vnYVk8GwQBJAmlWuN73shI8yWB7vA2YnAIppnfknxoD2JoGN6MDHC7EAKMaBu3xLZ3B7o2nXAc2YdSocAT95ymzZuTlJDgT7j8e8TGxjJx4kQuXLyIoNISv+pTAso1xVCyrv/eGFCmMWmHl2K5dRxjxZakn1hLwqavCG/zMZocvtVo7oxEknf9gMecgs2URLESJdm65SdCQ1/Zdoii6I96zw7J60EREEKuPrMQNQYccfdIO7KMZs1bsGP7L9SpUweNRkNGhi8iXBGQfd4JUa1DqTP4yxUoUIACBQpkW7ZHjx5s3LiJXZvHoy/VAH3R6njdTtShuXAnPyUsIhKLyYRWpyMgIIBn26fzMltGaFg4U6ZMYeTIkX94nkVRpHnz5jRvnvV54R/hwYMHAK9dtaXJ5dv+7bff0q5dOwoWLPiHzx4yMjJ/LSdPniQ4ONgvYgM0atQIURQ5ffp0tqsjzp8/j8vlolGjRv5txYsXJ2/evJw8eZJq1bLPa5Oenp7pd1ZGRkZGRuZ/Cfkp9S9g3bp1Pv+yd4dj27MNb1IiAX0Ho6laG6/VjH33NszzvsMTH0vgkE9wde2DZ8Ny2rZpw5GjR4mLjQVAWaAQ+nZd0TZsjiAI2A/vxX3jCoq8+fE8eQSiAtPUr3yR0N+OwWvOwHF4H5q6jXAc2U9yz3ZoatRBkTMa57VLuG9eRV2lJkJEBIqc0agKFct2/Nq6jbHv+QXnqaNINlumJdFiVE4AXLeuo8ydF9ueXzB99zW6Fu0w9OiPIion3rQULBtXYV29GAQRTb1GeKNy4bWY8djNvsSCgoDjzHEC+g/Fee4k1nXLyKnzUr5cWQb0n0Hz5s39AnaxYsWIypETy43DaPNmFaptD87jdtgA8JiyTyLpddlxWU2kpqayfPkylCG5MF/cgfniDhSBERgrtCDyrYnELh9O8s4fiHjz00z1Ted/wZ4cw6BBAzNt//DDkWzYuIHk7dMJaTwQhc63NNyZ9ITkTeMIDg5GrVZjMpl4/Pgxrdu+yaMH9wEIb/sphuK1eDa3N4aS9bKNphJEBap85Vmzdh1rVq8mOCSURg0b0KNHDxo3bpytH+bQoUNZumw58UmPcVvSSNj0FSEN+qGOyI/kdmK+fojUffPRFa5KZIdXHp22UvXZt/4LFi1axKBBg7I9j9kxbNgwGjZsyJgxY/h56zYEjYGAck1wxNwk7dBSBEFEX7w2gqjAevcUpiNLyJsnj+yPLSMj8z/B+fPnWbFiBYmJieTJk4devXpRvHhxevfuTY8ePThy5AjJycnkz58fo9HIB8OHgyhiXjgLdfnKZEwdhychltB5q1EVeSUcOi+eJXXUYGxrlzB06FBmzZqFqlwlHHu34zh5hMSTh1GVLItkt/lEa60OBAHDgA+wrl2CEBxC6NT5CHo9jrMnfaufVi/CbbNhHDAM266t/klnXcPmaGvWw370AJ7nzxCNRtwJcTj2bkddsSq2LesxTR2HqnxllAWKINlsmJ88pGGjRhw+dAiFQsHjx4+ZNWsW6zZuxGKxULJECd4bOJBSpUrRoGEj0kwWAso0RhEYjuPZDZJ3fIfl1hEi230OooigUiNqjUhOK6JKQ2SXCcSv+5y4ZR+gDotGqdVjfX4PtVrNW10606dPHxo2bJglArhp44YsXbMJqX7fLBPIXpcd652TGMs19U9IK43hKEJy4358hSZNmqBUqejYoSODB7+PUqnC8fS6X0iXJAl36nMktxPJ68GRkULRP5HcUKlUsmXLT0yePJkfZs8h/oovgWfxkqX4ZMkSevbsmekef//+fW7cuIHBYKBmzZp/arLgr+Rl7g13egIKfVCW/e50X9LJ4sWL/6njl5GR+euJi4sjMjIy0zalUkloaChxcXGvraNWqwkODs60PSoq6rV1Tpw4wbp169i+ffvvjsfhcOBwOPyfX07yycjIyMjI/N3IQvZfwPQZM9BWqobktON5/oywuStR5i/k368uVQ5l/oKYZk3BdeMauBy47XYaNGjAunXrGDlyJNOnT0cMDkVQKnEcO4jj6H7sB3ahbdCMwNFfkzHjazx7tuNyg7JMORQh4Zi++xoUCrQNm+OMyokUH4vz+hXEB3fx2nxCr/OMb3mrGB6JJEnZiqf+5H0uJxkzvibw47H+l0VFztyIOXNjWbkQddVamJfORVOnEcaRr5bmisGhGPsNAacD2/afCBz5BSlDeuPKsBMzuyeS2/cQZF27FOfp4wiWDMpVrMjFc+eyHY9KpWL4B8MYNWo0muiSGErV95dzJj0hY/88qlSthsPp5O6lHeiKZl1ia7l2AK/LwbFjx3zHYQwnqEYXRLUO670zpB1dhf3pNfQlamO9eYTELRPRF6sFkhfbraNY7p5mxIgR1KqVOQlXpUqVWLtmDd269yB27mnUuUvgtaTiSHoKkhcn0L17d3R6AyDhNUahiS6F125GX8xnlSIoNXjt5td+n7w2E4JCRWD1LnjsJjZt2crGTZsxGo189OFIPvvss0wv+hERERw7eoRevftw6OAB7I+vELt4MKLOiNdpB48LfbGahLUYjuRx43VYENV6dPnLoy9SlVlz5v5DQjZAoUKFiIuPR5ujIBFvT0FQKPHYTCTvmOH72/m9r6AkUbtOXVatXJHlIVtGRkbmvwmn00n3Hu+wYf061JE5EHNF49m5i0mTJjFkyBBmzJiBUqn0L9++e/cuVapVx2owomvTCdvWDST1bIeUkeazByuSOfpVXaEyhu79sS6dR79+/Xj46BG7zl9C27gl9r3bEaNy4k1P80VXa3XgsBP09fcIajVSehrBY6egyJkbAF2jFlh/Xo+UmuITzAsX801g37ruv9cLWh26xi39/aeOHoYiR24sy+YhGI2ETJ7rH6MkSdj37+T4t2MYPHgwvXr1olHTptglUNVvhhgaxrlLZ3n77bcxGI149OHkHDAjkyhqfXCexI3jeDavt28FkKgArxdH7B2st09gf3oVbBnkzZefhg189/XKlYfTrVs3XzLs1zB48GAWLlpEyq6ZhDYd7F9x5HXaSfplGpLbScALmy63KZn4VR/jdVgJrNwOdc4iuNPi+GnPLrZu20rdunU5dm4L+uK1sD++RPrJDbhTnvk6EpVoNBrq1av3p74vKpWKzz77jE8//ZSYmBiUSiU5c+bM9rmmUKFCFCpUKJtW/jEOHz7M1GnT2LNnL16vh8qVq/DBsKF06tTpd61GatWqRVSOnJjObUHT+qMs+zPObSUwKJgmTZr8y2P8q4iPj+fGjRvodDoqVaqESpV9olAZmf92Pv30UyZNmvS7ZW7evPkfGcu1a9do27YtX3755R/+e//mm28YN27cf2RcMjIyMjIy/wiykP0v4na7OXv6NMYRn2NZtQhtw2aZROyX6Np0wrxiId70FNTlK+PNSGfgwIHcv3+fAgUKYAwOxnT2hE949ngQc+QmYOAI9O3eQhBFdA2ak/rLZgCCho9BmTc/rkfvkjZ6KI7zp9BWq41t40qCRo7xJ4J0P3uM89J53A/uYNuyDtfNq6hLls0yNvv+nSjyFkDfvR+mb7/Aef402sYtEVQq7Ef2442NAVEkZUBXvHHP0Y+akO0Lk75DN6wbV2HdsBLPw7sgKgiq3oWA8s1Q6AKxPbpI2sEluNOS+W7tmt996frwww+5fv0GK1ZMx3J2M8qcxfCaErE+vEiRIkXZvGkj58+fp23btqTsmklQre4ojWG+CORrB0g/sJA2bdvy85YtBFbtQHDdXv7+9EVrYChRl4QNX6IvVgO8XtQJN0m6fQKA0mXK8tGyZfTo0SPbsXXs2JG6deuyePFi9u7dy6HD19DmLEJg7R5o85bBY0rGdOEXMs5sJqBYSZzPb6GJLvGq/8JVMF/ZQ0i93llsODyWNKz3zqAwhJB+fA3hrT/EULoh8as+wWGI4osvvyQ2NpY5c+ZkqpcvXz4OHtjPzZs3OXXqFFevXsXj8bB48WJcYSUJadif1EOLsVw/iOS0gUKJoVgtlOF5uX1m02uvw295+PAhX331FatWr8HldPh8UV9OeuiMRHYY47NYeXCetEOL+WDoEKZPn55tWyaTieTkZMLCwn5XxJCRkZH5T/DBBx+wactPBI6agLZBMwSFAsnpxLp1Az/MmkauXLlo3749y5YtIyYmhpMnT2IWFYT8sBQxMAj3w3u4Lp8HQFuvabZ9aOs3xbJ4NrXr1qVGtWq4YmPwIKFr3xX3nVu4nzwAtxvsNgx93kdbrTbmRbMRw8JRla2UqS3brq1oqtdFVdi32krXoh1pHw/CcXA32gbNMpV1XruE8/RR9N36YV25gKAvJ2cS2gVBQNeoBa7rV5i3YAFr16/HnbcAIV/PRAx48fvcoz+aYwdJ/3IkxiL1MonYkteD5fJuQEKTqzi6QlWQHGbMV/Zif3gB+8MLhIVHMOTD4XzyyScEBgb+6etSunRpVixfTo933iH2wTnUBSv7Jp3vncbrtBPR7jNUwT5rtNQDC5E8LnL2+h5l0KvIRmOFliRv/II7d+8SolcRt2gQHocVXZHqhDToi0IbgO3hBSznt9KwUWNOHD/2p8eoUCj+4cTJ/wwvfdp1UQXRV38LQaHm8v3TdOnShaNHjzJz5szXPlcplUomfj2Bvn37ImgMBFXrjDIwHI8llYwzP2G+uJ1p06Zlu+rrP01sbCzDhg1j808/4XH7LOaicuTk008+ZtiwYf+QN7iMzH8DI0eOpFevXr9bpmDBguTIkYOEhIRM291uNykpKeTIkdX+ESBHjhw4nU7S0tIyBYzEx8dnqXPjxg0aNmzIgAED+Pzzz/9w3KNGjcqU8D4jI4M8efL8Tg0ZGRkZGZn/DLKQ/RfhtVnxxseiyJ39y4ygVKEqXgpEkaCPxyJ5PFiW/8iUadMRkNDUqIehUFHcj+/jOHoAQaNB17A5gsKX3MiT5nNXFCNzgFZLyocDcV05DxJ4E+PwxDwFQHLY/X0qo/OhjM6H5PXivHCGjImfEzJ1HoocvmQhkteLbdtGHIf3Yhz+GfpGLcDhwDTtK6wbV71oRfL9RxSRrL4o4pf1f4sYmQNEEcsL78/QxoMwln/1Mq0vVBlt7hLELx3CihUrqF+//mvPp0KhYNmypfTs+Q4//riAO3fvEpo/hLdHL6Br167o9Xpy587N4sWLeX/wEJ5fO4A2LBducyoum5m3u3UjNCQEUaMnqObbWV58dAUqoCtSFfuTqwgqNWmpqdStW5devXrx9ttv/6FndEREBJ988gnHjh9HFZyTiLe+9idQUgZFElK/D6I2gLSjK9HkKo47Ld5f11ixFaZLO0n8aQJhLYb7k026Up+TtG0qolpHjnemkXpgIcm7ZxP9/jICyjbCcus4wQ36MXfuXAYPHkzJkiW5c+cO9+7dIzg4mKpVq1KiRAlKlCjh7ys2NpatR84Tt3wkktdD4BttUUcVwpUag+niTrx3TqD7k0uc79y5Q42atTC7JLRlmuI6vxVlcNYHa1VoblShubFfzN57+8aNG3z55Zf8tGULHrcbpUpFh/Yd+OqrcfKSZhkZmb+FhIQEFixciL73e5mimAW1GkPHbrifPWHsuHGMGjUKVVAwijz5cMTGIZkyMP04g8DhnxHy7SwSOzZGsphBzF5se5k0OT09nb1nz6Nr0wnn5XPYNq95VUihIPCTr9A1bf1igwRkbc+bnIim6qukyOpKVdHUb0r6xM9x3riCrmELUKlwHNmHdeMqVGUq4H54D9RqNDXrZTs+baPm2H5eR1pKCmHTF74SsV/ur1UfR6MWWM+eJUTq70/waL68G+vdU0S0/xx94VeJio1vtCV550wct45w+dJFcufO7d+Xnp7O9u3bSU9Pp0iRIhQtWpSUlBSio6MJDw/P1G/Xrl2pXLkyc+fO5eDhI0iShLNQfm7cvIn5yh5cKU/RFaqC9c4JQur3zSRiA4hqLcY6vXm66iN/nofA6l0IqfNqwlqTuwT6YrW4vepDpk2b9h+PRHQ6nZhMJgIDA7NEH9+5c4f3338fY6XWhDQc8OqZ5o02mC7uYNasWTRq1Ii2bdu+tv0+ffpgsVj4dNQonl/ahcoQiMtqQq1WM3HiRIYPH/7auv8pEhMTqV6zFrHJ6QTW64uuQEW8NhPmK3sYPnw4sbGxfxjZKiPz30ZERAQREX+c8Lx69eqkpaVx/vx5KlXyTVweOHAAr9f72gTwL1cr7N+/nw4dOgBw+/Ztnjx5QvXq1f3lrl+/ToMGDejZsydff/3nctZoNJr/uA2SjIyMjIzMn0EWsv9FUlNTyZEzJ3E/zgTAsmAmzmMHMXTvh6Z6HX85SZLwxMWgKu7zfBYUCtzPHiHo9YR8txBVoVcCnvvJQ1JHDCB96jiCx03FunktlmXzAPAmxJHcrRV4PKjKVkRdpiKehFjsh/aCQoH1p3UoCxXDtutnvInxiEEhaJu0xNC9HxmTviCpe2vUVWqiiIjEefEcnmeP0bXtgq6V7+HH/fCuz4dz7moEyYtpyRxyPrxNaGAgF65eBcB1/QqKeo2znAv3rWu+pFQOB6LWSECZhlnKiNoAdGWbsmr1aubPn/+7S0UFQaBhw4Y0bJi1nZf07t2b9u3bs3btWu7du0dQUBCdO3emaNGi5MiZE02e0oiq7B/CdPnKY7tzEgQBTe6SnLzxmMO9ezNh4jfs2bWTggULvrZfgJSUFHZs305wo4F+EfvXGCu2Iv3kOl9ixdsncCY+Qh2RH2VQJJEdvyRx89fEzOuLOkdhkCSccXdRGEKI7PwVSkMIIXV6Yr1xBOutY2jzlcd0YTuGojWwnt7I5MmTuXvvPieOH/P3lztPXiZ8NS5T1EeHDh3YsGEjisAIcvb8DmXAq8QuxvItiF8zCpUj5bW2M79m4MBBmCU1Ee9MRhAVmC7uwPn8DtroUlnKus0pONITyJ8/f6btFy5coE69erhVRgLr9EYVnhdX4iO27NnBzl1VOXrkMGXLZl01ICMjI/PvZPfu3bhdLnQtsibTApDSUnDY7QS89yH6Nh0R1Boklwvbrp8xff8tYmAwxgHDCHjvI0xTvsR+eB+6Jq2ytGM/vBdEEUWBQgRN+B77L5uR0lJ9OxVKkCTweNBUq+2voypTAcuqRbiuX0ZVqhy4XKBSIYaG4X70wF9OEASCRk/AkrcA1i1rX4njgoAQGobr9g1wuwAB+6G9aOs2RvjNPfjlZzE8EmXe7BMdauo0xL53Ox5zKkqjL3Gi6cJ29EWqZRKxwZf3IaRhf2JuHmHu3LlMmDABr9fLuHHjmDxlKnabFUEUkbxeEESQvIgKBW3atOHbb76hWLFXuT0KFy7MtGnTuHPnDo2bNOXJ40eoowrhdVhJO7qKtKMrwetBV6BC9uPOXRylRs/27dtR6QIIqtYpSxl1RD60Jeszb/6PjB079k9F/3q9Xg4ePMjFixfRaDQ0b96cwoUL/2G9l9y9e5eJEyeyes1anA47eoOBnu+8w+jRo4mOjgZ80dhKnZGQer2zjMlYoQW26wf44YdZvytkAwwZMoSePXuyadMmYmJiiIqKomPHjn4P7b+bKVOm8DwukcieM1AGRfm3a3IXRxmSi8mTJ9OvXz+KFCnyN45SRubfQ4kSJWjWrBn9+/dn3rx5uFwuBg8ezFtvvUWuXL4gopiYGBo2bMjy5cupUqUKQUFB9O3blxEjRhAaGkpgYCBDhgyhevXq/kSP165do0GDBjRt2pQRI0b4vbMVCsWfEthlZGRkZGT+25CF7H+BpKQkqtWsSZLFiqFHP9Tl3sCbmox16wbSPhtG4Edj0TX3vVQ4z57A8/ghxvc/BsCTlIDj8H6Mgz/KJGIDKPMWIKDvYDKmjCX1w0G4rl1CU78J2up1yJg7DSktleBvfkBT9ZV/c0D/oaQM74/r2iWSe7VDCApGma8gzsvnsW5eDTodYp68aOs3x7piAYgimmq1CRw5BlXZigiCgPPCGWzbNmHo8g7KqBx401JwHz1A71Gf8t5771GxcmWexcZiWbkAddWaiLpXthiS24V50WwEtRZt/kp4LSkIiuxFalVYHtIdDs6dO5cpWuCfJSgoiHfffRcAl8vF5s2bGfDuu8THxaPO8XrLCo81DQSRnL1noo7ID4Az/j4x2ybTuElTbly/9ruRCElJSXi9XlRh2S+zEzV6FMZwFAGhqMLzkLD+C0IavYu+SDU00SUJbTaY5F2zcCY8Ql+4CsaKLdEXr+0X3pVBkSiDInGlxvhf6ERtAKIxglWr16AMzU14m4/RRJfEnZ5I6oWt9O7dG7PZzODBgwFeRHRIBNd8K5OI/XJ8wfX7kLD2M44fP57FD/zX3Lt3j4MHDxDWaqR/Obm+WA0yzm3FULpB5iXmkkT68dWo1RreeuutTNv79O2HJyCKyC4T/bYqugIVCCjXhMQ1nzLg3YGcOnniteOQkZGR+Xdgs9l8gu9vIpAlp4O08aNwnjyMvmM3DB27+fcJKhX61h3xJiVgWbcc152buC6eAVHENHcaqmIlUeZ7NSHqvHEFy8qF4PUS0HMQaZ++jzchHm2T1qhKlsET9xzr1vVIKcnY9mzD0MkXLax+ozoEBpL2+QcICiXe1GQErQ5lwcI4jh3A/fiBvx9BocTwzgC8dju2DSvA68uBISUnoSxcHFWxkrgfPyBj4mfYflpL8KTZmaKuHUcPgEKB12rBa7Nmus/7cbl8fYm+FWOS14Mr6THGN7IXURXaANS5S7Bt2zYmTJjA6NGjmTR5MoFVOxJWqTUKQwjO2DukHl6G49kNDBVbs/PwaQ5Wq87JE8czrTKy2WzUqVefVIdAzj6zUUfkA8BjyyBp6xTsjy7isWWQ3dOH5LThcTtITU1FFVkQUZ11AhpAG12ShIs7sFqtGAyGbMu85OLFi3Tq8hb3795BqdXjdbsYOnQo7Tt0YOmSJX9om3X58mVq162LU9Cgr9qZwNDcuBIesmjFWjb/tIUTx49RsGBBzpw9hzJveb8/+G/RFKrCufPbfrevlwQGBtK7d+8/VfY/iSRJLFi4CG3phplE7JcEvtEGy9nNLFmyhIkTJ/4NI5SR+fezatUqBg8e7E9826FDB2bOnOnf73K5uH37Nlar1b/tu+++85d1OBw0bdo0kwXhxo0bSUxMZOXKlaxcudK/PV++fDx69Og/clwyMjIyMjJ/JbKQ/S8wbtw4niYkEjR7Bcrcr8RMTd3GZEz9ioyZ36KuXB3nmeOY5k5HXaEK6opVAHDdug5eD5raDbJtW1OnIUwZi+vqBYInzkRTtRaexHiktFR0bTplErEBFOGRaCpUxhbzhIBBI9C37eJLEOXxYD+wi4wpY1EEhuLYtwPBYEDyeHGeP4UYGobrxhWcl8/hPHsSdcWqGLr3x3X/NpYp4wgKCODdd98lPDyc40eO0KFjR86eO0fKu29j6NobZZHieJ49xrJuOe47N4ho/wWO57cwP7mC5HZm+9LlSngIooIffpj1lwjZL0lPT6dBw0ZcOH8ObXRJNHnL4HhyBWf8A9RRmaOrJbcT8+U96ApX9YvYAOqoQoS0HcWDxYPZvHkzXbt2fW1/kZGRKJRKnAkP0eYtk2W/x27GnZ6AKiiK4C5fE7/hC5K2fOM7J4ICyWUDQSSkfl8CK2cVALwuBx5bBoJKh/nybrQFKiIo1TiTHqMwhhPRdZJfDFYaw9HkLk6KNpCPPv6Etm3bkidPHu7duweANn/5bI9Bm7csgqjg2rVrvytk37p1y1c+Xzn/tuA67xC34kPilo8gsFpHtNGlcZuSMF/YhvXeGebOnZvJr+/ChQtcvnSRyI5fZvEGFzUGjNW7cnrLRK5du0bp0qVfO5b/VW7fvs20adNYv2EjVouFIsWKMfi9QfTt2/cPrWxkZGT+vZQrV863Mub8KTSVa/i3Z8z8FufpY+D1+lcu/RZdqw5YVizAdeMyuo7dURYojHn2FJL7dEJTow6KvAVw372F89xJxJy5kZxOHCcO4U1LJXTuKpR58wO+xMticAimWVMwz//el3ejXhO0TVuDzY4kCGibtfGJ3rHPsW3bAEDy4J4EvjcSTZ1GSG436WM/xHX5POqqtcDjwXn5PMHjpmaK8nbeuELap0PImDqO4LFTfduuXsSyYQWIIjgdJHVrTejMJSijM1um2fduR1CpcVvTURiCQRBAVCA5fieJsd3M02dpxMbGMnXaNIJqdSO4xquJTk2uYkR1Hkfcig9xJTwgosd0klZ9xLAPPmDP7t3+ch988AHxsc/J1W8eqrBo/3ZX8lO8LjsICkwXd2a7Ush8dR8CvqjHaw/3v3YlkjsjEZVKjVabvdD9khs3blCzVi3cmkBCmw0hoGwTJLcT683DbN2+iDZt3+TA/n2vjeqWJIkePXvh0oUT+dZERM0L0bxYTYwVWpK45mMGvfceG9avJyE+DvvTWJ7N7Y0yMIKAMo0xlKyHoPRJ9l6n9X/+PmKxWEhLTSE8R/bR1oJSjSpCFt5k/m8TGhrK6tWrX7s/f/78SJKUaZtWq2X27NnMnj072zpjx45l7Nixf+UwZWRkZGRk/lbEv3sA/6vY7XYWL1uGunXHTCI2+Jb3BvR9H9wukt5qTsbUr1CVKkfQ+Ol+f0xevth4PNl34PGAQoGmRj2/aO28ch48HrR1GmUpLjmd2I8dRNe2M4ZOPRBevNAICgW6xi0J6DMY19ULIIoEfzOL8IXrUOYriO2XzVhWLMJ16QJIEu6nj0nq1Y6U/m8Rbrewf+8eoqJ8kTF58uThzOnT/PzTT+TTKMmYMpaUAW+R/tUnuO/dIqB8c/SFKxNQugFeuwnThe1ZD8uSiunCdlRhedi4cSMOh+OfOf1Z2LZtGwUKFuLi1etEdZtCVLfJRHUehyosDwmbx2N/dt3/4OdOjydh8wQ81nSCa3fL0pY6Ij+63MXYunXr7/YZHBxMuzffxHpxG16HJcv+jDObwePGEf8AZ9JjBFGBMjSawFrd0Revha7gGwgaPRlnNuNMeZalvuX6ASSnDcfzWzjjHxBUrSOmi9vxuhwYK7fPIgYLgkBQ9c7Y7Tby5s1LhYqVOH78OAAea0a2x+C1m5C8HvT6bKLufsXLqDSvJdW/TRWcgxzdp6CKyE/Knjk8XzSIhPVjyCWms3btWgYOHJipjZdiuCYb0R9Ak89nKfKfytz+n+Tw4cOUr1CR5et/QirRmIC6vXnsMvL+4CG0bNnqL/t3ICPzdzB79mzy58+PVqulatWqnDlz5u8e0j9MlSpVKFO+PLYFM/GafL+XnsR47Lu2oW3UAgAxKDjbui+3CzoDtg0rMC/43ueTjYTj5FGsG1bgvHAGwRCArmU7cLuwH9iFofM7vxKx3aSP+xjTd1+jLleJgP5D0TVri/3wXlKH9gaFgrAf1xD4wWh0TVoT0PNdwpZtQVm0JDgdZEwZR2Lr2iS1q4/r8nmMw0YR9NlEXNcuYejaO5OIDaAuWZaAAcNwHNlPxpxppI4aQuqwPghKFbo2ndE2bIFks5Dcv7Nv4h2f0G7ZsALHySNEhoYSt2QwievHkLzzBwSFCtPlPUjerM80zoSHuBIeoFSpWL9+PRIigRWz2q4IChXGN9pgf3wZyeXAUKUje/fs4fHjx4BvZdCPCxagyV0yk4hte3iR+DWfgdeDoXR9rDcOkXZsFV6nzTdurwfz9YNkHPElce7Tpw/25OfYH5zLMgavy4Ht6h46deqE4kWOkt8iSRJTp06lQsVK2KxWXKlxpOz6gbjlI3AlPyWgbBNCW33EoYMHOHjwYLZtAJw9e5arly8RWPudVyL2CxQBIQRU68Ke3bspW6489+4/QJuvHIZS9RFUOpJ3ziR+3Wd4nTYkjwvHrSO0adXyNT39b6DT6dBodbjSYrPdL3k9eNLjs/iny8jIyMjIyMjI/P+FHJH9TxIXF4fVZCK4TMVs9ytCw1FH56Nq3txcuXYdx6+SMAKoS5cDpRL7/p0YumZd4mnbtwM8HtSVX0UsC5oX2eS93izlXTevIqWlvNbfU9eyHeYfZ+B5/IDUIb3Q1KyLO+YJCqUGY5X2ICqwXtuHM+EpFStWZPSsmbRp0yZbD+s2bdrQunVr3qhcmct37qIfOBzTlHFochUHfMn+jG+0JfXgYtwZCQSUa4pCH4Tt4QXST6zF67CgL1kXc+IjMjIy/mV/tvnz578QTQVCmwxCG+1bhiwoVER2/oqETV8Rv+oTFIERiNoAXAmPQBAwVmyZKRobwOu0Y7l5GGdaAkePHmX27Nn06NGDwMDAbPseP348u/dWI3H1JwRU64I2bxk85mRMF7ZjvrKHhg0bcu36DeLXHQAgqE4P7HdP4oi5iSo8L5qcRXDE3CZ2wUCMld8ktEE/X7T4tQOk7JsPCDieXCW08SAcMbdIP+6L0vhthPlLlMYwFPoQ1LmKcifDzYQJE9AbAjBf2om66WDsT65gvrgTV9JjBJUGURuAUqWmRYsWv3uOa9asSVh4BKaLOwhrNsS/XRWSk8gOY0jZvwD7lZ0c2L+fmjVrZhuBFhAQAIDHkoaYTZJIj9mX0PSPlmL/r2G32+nQsRNiVFHC2n/+yk+9Umtsjy9zcNM4Jk+ezJgxY/7egcrI/BOsW7eOESNGMG/ePKpWrcqMGTNo2rQpt2/fJjIy8o8b+Dfi9XrZv38/hw4dQpIk6tatS+PGjRHFrHP4giCwavlyatetR3q/Tqiat8OTGA9I6N7sjH3XzzjOnULXsHmWuo6zJwEI/uYHXOdPYV4wE9QaAvoNQVu/CQgijsN7MS+ahWW1LxkyTifqKq8iv60bV+M4cZjgCTPQ1Kjr3x7QcyCpo4fgvnMTRVTOTP2KhgCM740kdWhvxHwFCejWF+vGlUg2my+J5PnTSHYb2mzGDKBr2BzT9PHYtq4Hjwdl6fKgVOI8dQQxKISAnoOwHdxFygd9UNduBDcu44yN4aOPPmLs2LGsW7eONWvXkpqWzsOgAJKTnpG883tCGg5AofX93jsTHpK4ZSKCSkPFChVITExEbQxBfLH/t6hCfMkgvbYMNC/u5Q8ePCBfvnzMnTsXQVRkqitJXlL2zEGbpxSRncaBqEBhDCf9xFoyzm5BFRqNJyMBjzWdDh07Mm/uXDQaDXXr1ef49mkENXwXbZ7S2B5exJ0Sg+PxBSRLKp9++km24wNfdONXX32FsWJLwiu0QmEMw/70GunHVhG/ZhQ5uk9BW7AS2oi8rFq1igYNGpCRkcGzZ88ICgryJ7y8+iLvyGtXTOWvAILI8xQTOfvOQRX6KlGmI+Ym8eu/IGXvfHDb8VrS6NixIx999BE7d+3B7XFTq0Z1Bg8eTPny2bf/34ZCoaDrW11Ys2UH3kptskzWW28dw5GWQPfu3f+mEcrIyMjIyMjIyPw3IEdk/5O8FDa9SQnZ7pfcLtwpSdStW5ft27aieHiXtG4tyZj5LeYVP2L68kNwu7Es/xHHhdOZ6jqvXsS+dC4KlQpvepp/u7pqTVCpsR/czW+RnL6ITtGYveAqGAJAENF37I5x4HCcVy8jZaSTPzoHjnMbsZxYTbGcIUyaNIkzZ87QoUOHP0zEuGvnTiqVKolpyjgElRr748v+/SEN+hJU623MV/cRu3gwz2b1IHn7dxAaBJIXyelLaPRr64l/hoSEBIYMGYomXzlAwlCyXqb9ysAIcvb6ntAWH+DJSMSdFo8yxJcwxZ2egOT14Ii9i/3JVaz3zxEzvx8pu2ahCIwkWQhiyNBhROfNy6FDh7Ltv3jx4pw4doyKRaJJ2jqJZ7O6E7t0GNrYS8ycOZO9e/fy7OkTf5Sx5fohXCkxRL01kZx9ZhPVeTzRg1cQVLMrprNbePJ9V55+35WU3bN8ia+QkFx2UvbMxnJqHT17+F7gXCkx2Y7HYzPhsWegy1+eiI5jCanfB6vFjPnybuJWfkTC2s9wJT1Bm78CypDc2J9eR6lU8uxZ1ojwX6NWq/ls9CjMl3eTdmw1XofPm8/rcpBxbivmC78wYvhwatWq9dpl1I0aNcJgNGLOJlIfwHxxB8EhodSrV+93x/K/xsaNG0lOSiS48aAsSUF1+cqhK9WA2XPm4na7/6YRysj880yfPp3+/fvTu3dvSpYsybx589Dr9SxevPhvHdfdu3cpWaYMTZo0YeqChUxfuJhmzZpRvFQp/+qQ31KmTBkunDtLr3Zv4t20EvvOLaBQoojMAQolliVz8KamZKrjNWVgXjATMVce1EVL+Cy3SpRBmb8Qho7dEEPCcD+8iyfmKeo3qoHVgvgi0lcymXz/9Xqx/rwObaPmmURsAEGnI/DDL5BsVuyH9mQZs6pUOQSdHu/jh6jLVMAT9xxNlReTiZJv0ltQviZm4cU4BGMQgjEI97VLiIKIplYDxJAwzAt/AIsFnE6Upw7TpVEDTp8+zeTJk9Hr9fTu3Zs9u3dz9vQpli7xCfSWG4eJmd2T+LWfEbtsOLFLhiC5HEguB+8NGkSePHlwZiThMadmOyRn/H0QRBQBobgzEgFfHgyAI8eOowyNxv70Gl6nLzjA/uQq7rRYgmp1R1AosT++jOX6QZAkJJcDZ9xdPNZ02rVrx7q1a9FqtQiCwNaft9C4Xh2Sf5lGzNw+pOyaScb5rTjiHyKIIuPHj/cLzb8mNjaWrydOJKhGV0IbD0IVngdRo0dfuApRXb9BYQgh/dhqBEFAMEYSExND7969iYiMolSpUkRHR1O9Rk327NnjXwnltZmyPReO57dB8hJUr08mERtAk7sEQdU6Ybl+ANeDs3z00Ye82a4938+Zz2MxBzHaAqzcuJWKFSu+1m7gv5FRo0ah8tpJWv859idXkCQJr8NKxrmfSd09kzZt21K5cuW/e5gyMjIyMjIyMjJ/I3JE9j9JaGgogcHBvpfPJq0QfrME1X5oL15TBmXLlqVmzZpcu3yZWbNmsX7zZmxWK6VLlaLfypUsXLyYQx8ORFOyLGLBIkiP72O/eonqNWsSnSsXP+/ZhvRWLwSVClGlRlOzLrbtm1GVq4S2QbNXoqFGAwg4zp1En42Pp/P8aZC8KIsWx7ppDVJqEgD3791DUCiQPB6uXr3CJ59cYfa8eXwzYQJvv/32756DiIgITp04wYEDB/j88885feYwjvLN0OQugTs5BsvVfUhOG4qgKARBxJ0eh/vxfURjKM6HZ+nfs+fviuV/hmXLluFFIKBodRyPL/u8PX+DIIjoXng7a3IVw2s3geTFdu80z2b3xGtNe1FQRJ2jMOE9pqJ6ETHsNiWRunMGLVu14vq1a+TPn9/friRJnD17lpiYGKZMnkRQUBD37t0jMDCQmjVr+v0qlUolxYsXp3iJEty6eZPwN0ehfWGjASCqNATX6oYz/gH2J1cQA8JQ6INQChJ1yxagY8eO6HQ6mjRpQlhYGA8ePuLM+a0YitfKklDTdM5nh6Iv5rOjMVZ+E8ulHUToFcTE3CK08SACKrTwf288ljSSN42jRctWPHr44Hc9Nj/44ANSUlKYOHEilnNbUIfmxJWWgMtmYuDAgXz99de/e60MBgMff/ghX44di6gPxFixFaJa53tJPb8V04VfmDRp0h/6kv6vce7cOXQRebMIES/RF65K/KVdPH/+nLx582ZbRkbmvxGn08n58+cZNWqUf5soijRq1IiTJ0/+beNKS0ujXsOGJAtKQr5fjKp0eQBc1y/zZPoE6jVsyPUrVwgLC8tSt2DBgsyfP585c+awY8cO2rRpg2XpPBAEvFYLyf06o2vdAWXBIrgfP8C2bRPe9DSUefL529A1bIZp7ne4kxJIHzMc9+0bKHLmfjGhLCABiCLW7ZtRl38DKT0Nb9xzNINGZns8ytx5UeQvjOvmNXRN22Te6XQguZwgQOqooUgWC550n0isKlIcVCrsR/Zj6PJOlnbtR/cDICUngkZLyPQFqMu/4d/vfvKQ1JHvIhgM2Gw2NBoNVapUyXaMLVu25K2uXVm7Zi2qyDxIHjeCRo8mb1kcT6/RpUsXWrVqRUZGBsM+GE76qfWENno3Uxteh4WMc1vQFamKqAvEfH4bBQsX8UcUi6KIIigKV9ITUg8tJrTxQNypPhsKTe5iOGJukrBxLNro0kS0/QRNzqJ+O7OftqzjnXfeYebMmYSFhREYGEiuXDkRRAVBtboRUL45ojbAl3Ty0BI2bNzEhg0byB0dTdmyZWnVsiU9evRgzZo1ICqyzWshavQEvtGGlH0/4rGk4km4z7GEW7gENfpqXQiJLoknI4nLl3bQrFkz5s+fj1qjxXR5Vya/8JeYLmwDQUBfNPtcIvpiNUk7spwffpjJ0GEfoMpbjtBWH/mTWEreAaQeXMzgwYOpUKECNWrUyLad/yaKFi3KoQMH6Pp2N+6uGY1CpcHrdiGIAj169GDunDmvnSyXkZGRkZGRkZH5/4N/S0T2o0eP6Nu3LwUKFECn01GoUCG+/PJLnE7n79arV6+eL4rlV3+/9dn9byE+Pp6MtDTc926TPv5TPLG+CFnJ5cK2eyum6RMQ1GquXbsG+JJzTJ06lScPHpAYF8fB/fvRarWYzb7kSI6bV/Ec2ElBr4u1a9dy+OBBRo0ahSs2hvSvPsbzIvI76LNvUOTJR8bXo0nu05GMGRNJ/XQwacP7gyhgWTYfT0JcprF6zSbMC2aiyFeQjFlTwOkgeMIMInefIXzjXvQ9B4JCiaZWfUK+W0h87gJ069aNBQsW/OF5EASBhg0bcvDgQWrUqE7ius9J2jmTuNWfICg15Owzi+iBi8j97gJyD1yCNro0XnMaQXoNo0eP/pevw+3bt9FE5UeXvwIA1jvZiyfW2ydAVBLeagQ5e85AX9qXZFObvxxRb3+L8Y22CAolkR2/9IvY4EuiGPbmZ7gkMVNU0969eylRshRVq1alffv21KxZk5at2+DxeKhfv362gnCJ4sUR1Hr0RaplO8aAck2QnDbUkfnA68L6/DYdOnSgT58+dO3a1S+6fDPxazxJj0naOA5HzE0kScKdkUjqwcWkn1hDYJUOvgRc+ER8Vd5yJKekYShSFWPFlpleAhWGYEJajCD2eQybNm363XMtCALjx4/n0aNHjPviM3q+2YTRH4/g7t27zJ0797V+or/m888/Z+SIEWQcXUHsnJ4kLh1M7NyemE6sYdSoUXz00Ud/2Mb/Gmq1Gq/LniU5z0teRhb+ryfqkvn/j6SkJDwejz+PwkuioqKIi4vLto7D4SAjIyPT31/N4sWLiYuNwzhpNuoyFfzPE+rS5TFOmkNiUhILFy783TYUCgUtW7akYJEiOA7uRlW2ImFzV6GpVR/rhpWkj/0Iy+olqKvUwPB2H9wP7yG9tP2SAEkifdQQvMlJhExfQNjKbYT9uJbwNTtQVa0FkoRj/07MKxcieVy+as7svfIlSUKy2/wR1L/Gtm8HuN0YP/8Wb3KCLy/D0QN401IQg0PRNmiGZdVCXHduZKrnjnmCef4M3+SvKGLo0hN1+TfwxMdiXrGAjGnjse35BX3HbkgWC2L+QixZuvS111UQBFauWMGkSd8SJtpwPLuO4/FlQtzJfPvNRFatWoUoigQHBzN50reYzm8jcesk7M9u4s5IxHLjMHErPsRrzcBYsTUpu2djvXuKr8d/5beCadKoIe5nVwlp0A/zxR3ELRuOI8a32smTkUjasdWow/MR2elLNDmL+q6jIYTg2t0JrtOT1atXExWVg7fe6srhw4dZtGgRIQ37E1S9MwqdEUEQXiSd/AplSE4QlaTq83LwxnMGDxlKocJFuHz5MuqgyNdbo4TnA8lLxtmfcZpTcXhFIrpPI6haJ7TRpTCUrEtE12/QFa/NgHcH4vV6ST+2itQjy/3fA6/LQfrpzTieXPV/l7L/Yvi+b0ePHsUjCYS2HOkXsQEEUUFIg75ow/Pw/fffZ9/GfyGVKlXi9q2bHDx4kOlTJzNv3lweP3rE0iVL0Ol0f/fwZGRkZGRkZGRk/mb+LRHZt27dwuv1Mn/+fAoXLsy1a9fo378/FouFqVOn/m7d/v3789VXX/k//1ESur+LlwK0vns/bJvXkNS9NYocufFmpCFZzGjqNIIHd/3lfsuECRMYM2YM2opVCfxkHIJag/P4QW4e2svmn7bQqVMnRFFE8npxnDuJo2tLlEWKIZky8MQ8RQiPBEnCfnQ/glqLtmkb7Lt+xmvOILlvJ3StOqAqUhz308fYtm9GcthRV6iMZM4g5LuFiIG+pbqK0HACuvdDER5JxuQvMfQYQNC4qZimfcXwDz+ka9eufm/j30Or1bJ3z24mTZrEtOnf4bWbyNnzO5RBrwQOZWA4Ee0/5/m8PjRr2sTvE/mvYDQa8ZhTUYbkRFugEmmHlqDJWTRT9Ksz/gHpJ9ZiKF4LhSEEtykJ6/VDBFbvTEgdX5Ra6qEl6ApXRaEPytKHqNahKVqLn7ZsZcqUKezdu5fmLVqgji5FZJcJqKMK4kp+SuLpTXTo0IF169bRuXPnLO0UL14c5b4jCGL2gu/LZE+OZzcQBIGwsHC6du2apVyNGjXYsWM7ffsP4MnKjwABkBDUOoJqdSPoN5FdXnMqdpuF8OK1s7QFoArPgy6qAIcPH862v9+SJ0+ef3oSQhRFpk6dytChQ1m1ahWxsbHkypWL7t27Ex0d/ccN/A/SvHlzpkyZgv3JFf/KgF9jvX6AcuUrZBEDZWT+L/LNN98wbty4f2sfa9avR12jbhZPaQBFRCTqWg1YvW4dn3zyeh9k8P1erVm5kho1a4LDjiIqJ4HDP8M45GMkiwXBYEBQqrBsWAGiwhdtLUnY9u9EWaAg7vt3CJ29HFWJVwluFZE5CP5yCkm92uGNe45l8Wwsa5ciGAKw79qarQe36+ZVvHExSBYzktOBoNYgSRKOE4cxz5mGslgpnEf3o8hXAPe1ywhqNamjhhI0ajzG9z/C/egBKe/1QF21NqqiJXA/eYjjyD6fMG4MgvRUNHUbYV46F8vKhQhaHYo8+fDEPUdKTwNBQJG/EM4Hd9m9ezc9e/bM9nwpFAo+/vhjRowYwcOHDwEoUKAAyt9YmwwdOhSj0ciYL8cSs+pXk5eiArUhkMT1Y9DptMybN4+33np1P3v33XeZOm06jieXiOjwBeZLO7FcOwCCSNqJddgfXSSsxfAsK5UAjBVakH58Ner8Fdiyaz/bt29HpQsgoGyTLGUFpZrAN9qSsnceYS2GIWoMuDMSSNkykc2bf8LpcOJ1WLIkaARwJT0BQSDj9EZEhYKAyu1RBr7KA+I2p2C+vBuPJRUkL0JwLpROKxkn12O5sB1NZF5cyc9wWU307t2bJUuWYLl1jIAXk++/xnLjCHqDgXv3H6DOXzGLpzT4JrM1RWuyd99e0tPT/TYt/+0IgkC9evX+z1mNycjIyMjIyMjI/Ov8W4TsZs2a0axZM//nggULcvv2bebOnfuHQrZerydHjqyJ4P7byJUrFwZjIHi8RKzfjf3wXtyPHyLo9GjrNETQ6kju1ooSJUpkqXvlyhXGjBmDoedAAnq+Wlqrrd8UdZ1GrB/7EW+2bcODBw8QtFrC1uzAcWA3rlvXcZ47CRot+g5vo2vQDBCwH9qDZelcX2SVIKIqXR7rlnXgsIMgoqnfBEPPgaS+2xV95x5+EfvXaBu3wLxoFva9v2AsUhxDjwEk7fyZzZs38847WZckZ4dOp2Ps2LEcP36C4/eTMonYLxFVGgylG7Jn3/4/f7J/h44dOzJjxgxs984S1mIY8WtG83zR++iL1UAVGo0z4T62e2dRRxYgpLEvut9y7QCCUk1Q1Y6vGvK4XxthBSBqA0h9lsrHH3/M4iVLUecuSUSnr/yitCK6FJrcJUn6+RuGfjCc9u3bZ3l5r1ChAi5TMs7ER1mSTALY7p9DUKrxWtMxBBjZsX33aydyGjVqxMP79zhw4ABTp05l74FD5Ow7J9MLM4DblIz94fkXn35nOe4LAeY/Rd68eTPZEfxfpl69elSoWIkbu75H8eZnqKMKAT4f/fRT67HeP8snq1fLy6Vl/ucIDw9HoVAQHx+faXt8fPxr7+OjRo1ixIgR/s8ZGRnkyZPnLx1XWno6YslCr90vRkSR/vjun2qrSpUqjP3yS8Z88QXu589Q5opGUKoQgoIBX7S0fe8OX2JmScKyahHuW9cQI6IQgoJxXjyDGBKGIkcuf5uCSoW+ZXvMi2b5NlgtYAzEef4U5uXzMbzdB0HpE2PdTx6RPmGULz/Gnl9wnDiMskhxPLExeOOeg1qD+/Z1BLUaQaUBhQJN1Zo4L50nuVd7lIWK+n7bvV6c507gPHMclErweMBoBKsv34HjwC4sqxZheOdd33OC3vBihdk2TDMm4rp4BgQB64vykiRx6NAhzp8/j1qtpnnz5hQpUgTw2Wm9/P/X0bt3b9555x3OnDlDeno6gYGBnDt3jqSkJPLly0fnzp2zJP6Njo7mp82baNe+A6lPr6EuWBl9qfrY7xzHcsXnH64MyTp5AT7bD4UhBFV4HoxN3yd2wQCUgREIyuxXwiiDc4LkxWs3I2oMKAMjCWnzKc/n90MUFWSc/ZngWpnt17xOGxlnf0Kj0fLBsKFMmjQJTXQp/37L7eMkbZuKIIpo85ZFm68c9idXEbUBaAtUxPnkCq2ql6Fo0Q707NmTwoULEx+fwL7DS1BH5M+U5Nn28ALppzeQIyKc5ORkEH8vsapAaloaYeHhvNm2LePGjaNUqVK/U15GRkZGRkZGRkbmv5f/mEd2eno6oaGhf1hu1apVrFy5khw5ctC6dWvGjBnzu1HZDocDh+PVctx/xzLl7NDpdPTp1ZN5y5ajbdwyk2+l5PGQ/vUoNFotOp2OU6dOUbVqVb9QNX/+fNQRkRi69cnSrrZOIxwVqzB77lziYmNBVCAGBqNv54tK8lrMmGZN8UVxzZ/hqyQIvqWnShURa3chBgaSMmIAaNS4Lp1DkSMXirBwJLsNZd4C2R6PoFCiiM7rT2SliMqJOjiEJ0+e/EPnxev1cunKZYTwrAL+S0SdEbvN9g+1+zpq1KhB/QYNObbzO4KaDCZH9ylYru7DdGUPtrunkDxuguv2xFixpT/RnjsjAVVYdKboJVVkAewPLyB5PVkipiVJwnbvNK6kJL6fvxhnRjKRDYZmKScIAkHVuxC7dBj79u3LNJkD0LZtW6Jy5CR9/wLCOozJlPjPEXcP0/ltSG4nDRo0YNWqVX84ofPSi7ZYsWKULF2alF+mEtJ8GKoXySydiY9I3TGdsLAwwsLCeHb7GIaSdbO040p+ii3uAXXrZt0n868jCALbtv5Mo8ZNuLV0GLrcxcEQguf5TZzmNL766qs/FQkvI/PfhlqtplKlSuzfv58333wT8N0D9u/fz+DBg7Oto9Fo0Gg0/9ZxlShalKdXLyBJUrYTRN6rFyhR1Gc9YbVasdvtBAcH+y0sfsuIESOYNWcOaV99jHH8dygifJO0ktOBecEPuO/dQh2Vg8RurZHin/v8tFNTUERGYVm1GPPiOeje7IJx0Eh/Pg0xJMx33xYVaGrUIWjcNCyL52BZOg/rlvWoK1TGm5KE6/IF0OlQV6yK15yO+/oVXBfPgkIJSiWCMRBtg6ZoqtREXaEK5vkzsG5ahfHDLxEUClxXLgAgVK+DdfMasNsRIyLxJidChgm8Hp9f95Z1aJu2IaDXKzs3QaVC36o9UkYa5sWzQZKYOXs2JUuWZMCgQdy5eRPFC8F72LBhhIZHULtmTfr160vz5s3/0G5KoVBQvfor/+c/4+HcrFkz7t65zfz589m9dx9ej5fa7w/CZrMxf/6POOPvo40umaWex5KK25SMMjASZUAo6jylsT+6hMdmQqEzZinvjLuLoFQj/mqVlio4B7q8Zcirc3L7+Gq8tgyMFVuhMIZhf3oN0/FVKJ0ZnDhxnPDwcCZNmoTH5MtH4kx4QNLWKeiL1SCs6fv+aG63KYmkLd/ijL0LokjZsmX57LPP/H0uW7aUBg0bcXXpUPQFKqAIyYUj9g7O2Lsog3OSrs1B3J2LiKrHeB3WLFHZkiRhuXUETa7i6IvV5JdD29lVrRqHDx2iUqVKf3i+ZWRkZGRkZGRkZP7b+Ld4ZP+We/fu8cMPP/Duu+/+brm3336blStXcvCFP/SKFSvo3r3779b55ptvCAoK8v/91ZFdv8fYsWMpmDsXGUN6YvrxexxnjmPbuYWUXu1wHD2A3Wqle/fuVK9enWIlS7J7924ALl25gljuDX/E1W9RVqrGxUuXuH/vHpLV4n8RBRANAQR9Mo6ItbvQ1GmMQqkESUJQa1AWKooYGAiAoFAgiAoMnXpgXbME609rEQKMuO7dzrZPyeXC8+Qh4osXdG9aCi5TBhEREdmWfx3r168nKSEB+6PLSB53tmUcjy5QpkyZbPf9HikpKUyePJlyFSqSN38BGjduwqZNm9i4YT31atck6edvSVg8CPu1PbhTnqHXaQAJURuQSTQWdYG40xP8fpTgW3bsTo8n/dSGLP2aLvyCK+kJgdU6YqjaCQB1ZPYTAqoXkdYxMTFZ9qnVatavW4uUeI+Exe+RdnwN5it7SNr+HXErRqLXqvn000+pWbMmc+fO5cCBA38qSjpPnjzs2bULgz2R5z8OIHH5ByQsHULs4sGEq9wc2L+Pjz/6EMudk5gu7crUpseaTurOGUTlyEmHDlmThMr8NeTOnZvLly6ydu1aWlYvTZ0Cgbzfvzc3btxgzJgxf/fwZGT+aUaMGMGCBQtYtmwZN2/eZNCgQVgsFnr37v23jWngu+/iuHsL+4FdWfbZD+/FfuMq1atVo0GjRhgMBsLCwojOl4+JEydit9uz1NHr9ezeuRNjWgrJ3VqRNmowaeM/JbFjY6ybViFGROGJeYoixDdZr+/Sk4iNewlfuY2IjfsIGDAM25Z1mJfM8bfpOH/KZ+3h9WB4uy+SxYzj7HHf6piMNByH9+F+eA9FrmiwWXHdvIK+bRdf5Rf1cLuRTBnYdmwh7aNBJPftiLZxCzR1G2Oa/CWWpfOQbFZcd29hXbUIXC6E0DCk5CR0DVsQ0H8IyjIVwOtFspjRtc7+HqBr1QG8XvRv9eJ+zHMaNWnKY7fk8/7edpTwbUcI/HgcqRYL23btoXXr1jRp0hSLxfIXXM2sREdHM378eM6cOsm5s6f57rvvmDdvHq3btMZ8bgsee2ZLN0mSSD28HBBQhuTCbU5B1AWBx0NGNvd8X4LIX9CXqJPp2QEAlYbChYswadIkhPvHeL5wIE+/60TixnEUizJy7MgRKlSoQJ48eahcpSqWS9uRJC8Z57aiCAghvOWITJYkSmM4Ee0+w+u0IRojOXPmTKbuwsPDOXP6FEuWLEGR/ADz1f2Iaj0R7UaTq/88IruMJ/zNUXjdDpJ3zEByv8pFI3k9pB1eijslhuC67xD4Rhsie3yH15iTvv36/0dXYcnIyMjIyMjIyMj8VQjSP/Ak++mnnzJp0qTfLXPz5k2KFy/u/xwTE0PdunWpV6/eHyZX+i0HDhygYcOG3Lt3j0KFsl8mnF1Edp48efxLVf/dpKSkMH78eBYuXoI5I92/XVOtNvq3+6DMWwD3/TtYVy3CdfkcO7ZvZ/p333EkOYOgyXOybdM0dzrs2oI7IBCPWoOgUBAydR5i8KuIdtfNq6SM6A8OBwGDRuBNTMB+YBfh63YiKJRY1i7FvGQO4Wt2YF23HOum1SCAoNMTtngjivDMy1CtP63F9MMkwpZsQpmvIOZFs3BtWsXzZ8/8SQb/DLVq1+H8g3jsz+8QVL0LQbW7Z4qIs9w8QtLWyaxdu5YuXbr86Xbv3r1LvfoNiItPQFe0OgpjBO7nN7E+vU7rNm3YtHEjV65cYcuWLVitVkqVKkWXLl14u1s3du0/QniXiajCfZMczsTHxC5+n9BmQzGWe+WPmXZ8DenHVqHJXQJDqfogiFhvHcX++PKrqPcXRHX9Bm3erGK8M/ERsYsH88svv9CyZctsj+XGjRtMmTKFtevWY7dZic6Tl3ZvtmXXnr3cvX0LTWAoSOAwpVCydBm2bvnptd//X2Oz2Vi/fj3Hjh1DFEUaNGhAyZIlWbhwIfsPHCI29jkpyUloI/OjzlcBjy0d+50TGA169u3dI0dnycj8A2RkZBAUFPQfu9f8NzNr1iymTJlCXFwc5cuXZ+bMmVStWvVP1f13nEdJkninZ09WrVqFtklrNPWbgCDiOLQH266fKV2qFNeuXkVTvBTqFu0QjYE4z57AsXcHtWrWYPfOnWi12iztpqens2LFCn7eupUHDx/y4MEDQn5YhrpEaSSPm6SuLVFXrELQp+Oz1DUvmYNl/QoiNuzBff8OqSPf9YnRgoCqbCUkqwX3s8fg9aIuW5HAj8eiCPNNJHvinpM2/lPct2/466BQgvvVZKyyUFEkhx2v2UTovNWYF8zEcXgvqpJlEVRq3MmJeONjEQODCJ2xKJN/uHX7ZkzTxhO+6hcUObPmrpAkiYSmVTAOGumzZfliBMFT5qGplPkaO86dIu3jQQTVfgfLmY38P/bOOjyKq+3D96zvZrNxIbi7W4q7u7tDoRQrxbUFCm2hQEuhxaW4W3EnuGtwJ4R4sm7z/bEQmibwVujb9v3mvq5eV5lz5pwzs5M9O7/znN/TsV0bli5d8oc/x9/L7du3KVc+HJtCj1f5VmiyFsEWdYeEgwtTI6MBz/2TyZFpDLhN8egKVMa7VEPkXn5YH18l6eRacLsI7TwdheHNbyW31cjzed2YMHY048aNw2KxcPDgQZKTk8mXLx+lSpVK/b1jtVoZNWoUs2bNwqtQNSwPL6EvVgu/qt0yHPvLjZ9je3qDFo3qsX59enH99OnThIeHE9RqArrcZdOVx2yZhvl2BEqdAXXeCghyJeY7p3Alv8SvRm8MZZum1rXcO8vLDZ9x9uxZypQp8wfvtoTEvwdpvn4/SPdRQkJCQuKv5PfMM79LyI6JifF48b2DXLlyoVJ5PAefP39OtWrVCA8PZ+nSpW/dtvs2TCYTer2e3bt3U7du3d90zt81ydpsNp4/f054xYok5ymIYcLXCL+4XtHlJGnEx2S3JDNk4EA+6t8f/+VbUYSlTXAnWi0kdGxMzqAAHmv0eA0aTcKnfRDtdjS1GiIPDcNx4zK2iMMAqCpVx2/idBy3bxLftwOGUZPR1m6IOymB2E5NUOQtiO+ErxDtNszbN2LZvBpBp0ffvR+qchUQk5Kw/LwZ86ZVaJu0xqtDD8wbVmJev4IJEyYwceLE33UffP38EYo19iRfOrIUddYieBWqhqBUY7l9EvPtkwQGBRH9Iuo3Pw+iKFK0WHHuvUgkoPUkFIbA1DLz3TPEbfmCcWPHZDjWmJgYqlarzq1bkWjzVUARkA1n7CNMtyJAkOFXtSv6YnUQ1F7Yn0cSv/s7nAnPcb+OJpfJEeQqDBXaos1RApcxntjt01FnLkBw64kIwi8+Y1EkbucMtC9v8Ozpk9S/g1/jdrvZvXs3y5cv53lUFKEhIRw4dBizoMWn9kepnpq2J9dI2vc9/mrYumUzDoeD7NmzExYWlmG7v2blypV07dYNuUaPKlc5j5fr7QjcDitBwSEEBwXTulUL+vTp86/wpZeQ+CchvdC9H/6q++hyuZg5cyYzv/2W50+eAKD39sYlilheJWGWBYWga9EBXetOCDIZ9svnSRr+EVMnT2L48OHvbH/48OF8t3otPsu3AmC/domEgd3x/34FyoJF0o8nPpbYVrVRliiD49olcLtBoUQdXgnR6fJ4VyOCSk3w+n0IWm2a891JCcS0qQtOJ4giqg+q4NWqE/JMmXHcvIpp5SJcUU8RRVAWKIyiQBEsm1YjM/jgjn3paUQmRxVeCd/xXyH8Yn5yxUQT264+3kPGomvUIt3Y7ZfPkzCkF34z5qMsVoqYFjXQNW+fxoYEPHNgfM/WqL2yoQrJQ9KRxfT98EOCgoJo0qQJpUqVeuc9fR/cvHmTAQMGcuDAfs8BQYbcy9eTBFmQEb9nDvri9fCt2gW51kDK5T0kHluB25T4qgWPEO1btSs+4W/yaIhuF/E7Z2K/e5KHDx+QKVPGXtwAsbGx1KxVmytXLqMKzI49/hmIbnwrdkCTqzQp57dhfXgJ0e1GHZYf71KNMF7djznyGIsXLcxwN8PMmTMZNnI0mQetzTBhtD36PlFLB9KmTRuORZwgKioKXf6KGMo2Q50pX5q6boeNJ9+0/E27HiUk/heQ5uv3g3QfJSQkJCT+Sn7PPPO7PLKDgoJ+s9XEs2fPqF69OqVLl2bJkiW/W8QGuHTpEsA7Xxj+KajVau7cucPLqCj8J0xPI2KDx4Na26E7tz/tS4ECBQjLnJnYsYPwGjUFZV5PBLvrxXOM30xCYbdSp04dfliyFFloJvx/XI158xqsB3cjGlOQZ8qMskgJHFcvoWvkedFS5iuIulodkmdMQkxOQlOvCT6TZ5E0eiAxbeqgDq+CoNYglwk4416S/NWEN2N7ZU9i2b4By9Z16PR6Jk+ezOjRo3/3fdDqdJgsyfjX6IUyIAvJZ7cQv8eT0EoZmB1lYBZKlCjwu56HI0eOcP3aVULafZFGxAbQ5SmHtXg95nw/l9GjR6cTj4OCgjh96iSLFy9m4eIlRN3aR7awMLpNn8716zdYtnwZiYeXIlOqcNmtZMuRk5WbDxEeHs7AgQP5cfFyMnX/Nk3iyoCGnxC7eTIxGyfjU7EdquBcOOKfknxqPaYbR5izZMlbRWyTyUSTJk05ePAA2tDcCH5ZsJ/fh9OSQuYPF6W5Pk22ojjLteL57u8oW9YTgSUIAvXq12f6119TqFB6H9DXXL9+nS5du6IrVB3/Ov1TbWzEOv2I2zWb+DsnOH70yH9MyCUhISHxb0Qul/Ppp58yZMgQ7t69y4f9+nHseATqhs3xq1oL0eXCenA3xgWzcT68h2H4RFTFS6OuXoc58+YxbNiwdyZgDQ0NxRH7ErcxBZneG9H0ShwPzPg3kswvAAQB5+2b4HKhqlQNn+GfI/PyJBl2JyWSNGkk9qsXcBtTkP9KyJb5+KEKr4I94jCamvUwjJqUOj55aBiq8MokfNwVt9mE49olHJfOgSCgLlcRTc36oFRiPXoAy5a1xPVsjbp2AwS3CIKAPDQTqpJlMS3/EXV4pTQ7tkSLBeOCb5FnzYGyRBkEQUDQaBEddn6NIAjIw7LgepGCV+FqJBxcwILlqxBEkc8++4yatWqzft1a/Pz8ft+H+TsoWLAg+/fv48GDB1StWpVnMQmEdvkGhXcgL1Z8ijprEfzr9k+9d97F66IvWouk05tIOroMEEGuJPHIUix3z6DLF47bbsF68zDO5BhWrVz5H3+TduvWnch7D8nUdRaqkNy47RZe/PQpKVf2knh8JXJDEF5Fanqipm+f4OW6cSBXoFGraN269VvbFV0uTDePofAJQZ25QJrnU3S7AI/VT/fu3alfvz4+FdqhCsyWrh2X0ZML5dfJNCUkJCQkJCQkJCT+DfwlyR6fPXtGtWrVyJ49O9OnTycmJia17HXk57Nnz6hZsybLly+nXLly3Lt3j1WrVtGgQQMCAgK4cuUKQ4YMoUqVKhQrVuyvGOZ757UvsiJ3vgzLlbk8omFCQgIH9++nboMGPPywPZqceUClwnr7Jj6+fmzevp3cuXMzd+5cTCsX4d1rAN69B+LdeyAAzkf3SfyoM4huZPo3LyI+Iz8n+dtppMz7xmNPolCA3QaCgP/9W2TNlpVKvXvTt29f5HI5165dQ6PRUKFCBSIiIjzbpP38aNiw4R9+wWnVojnzl67EXakTurzh6PKG47JbQXTjMifxYsGHtGzx+wTyo0ePotL7os7AygNAV6AS0Rd2cPv2bYoUSR8J5+3tzaBBgxg0aFC6ssmTJ7F9+3ZMJhOFCxemVq1ayGQybDYby1esQF+qURoRG8ArXzhig8HE7f4Oy703fpZBwSF8t3gx3bp1e+u19PvoI45GnCS4zedocpREEASilg5Gl61YOpHeFHmcuJ9no85aGEPZ5ih8Q7A9v83BM5sIr1CBUydOvFXMnjRpEjKNAf+6HyPI3/yZCwoVAfUH8eLRJebOncvMmTPfOlYJCQmJfztyuZzz589z5NAhfKd+h7p8pdQydanyqIqVInnaeDS16qMuHY6yzAc82bsDi8XyzkTT7dq1Y/iIEZg3r0bfuQ/yrDkAT/SytlaDdPUdVy+CKKIoXhrnzWv4jpmWJipa5uOLz8SviWlTF8vOjei79UvXhmj0JGf06vphOpFdptWha9uF5GnjQa0GpxPDsIlo63kSUTtuXsN+6ig4HbjiYjCvWAguJ6g1YLOCRgt2O3G926Fr2hpF3oK4nj3Gsm0D7oQ4fL+ehyAIOB/cxR0TjTJv+oTOosuJ49ZNvLKXRVB4EnoaqvbAq1BVzHdOcXTv9zRu0pRjR4+8c5HgfZAlSxbi4hPwLtkQhXcgLlMCtueRBDb+NF3fgkyOT/kWpJzZiDIoJ8FtPsNy5zQpF3eSeGwlottJUGAAP588+R+tOO7cucPOnTsIaDAEVYjHEkym0uJdugnxu+fgVaQGAfXfJIv2qdie5FPrSTy6HKvLSeGixZj+1ZdpBO1169bx5dfTcbscxO2YDoDCPwv+NXqhze0Zj+nGYXz9/ClevDjg2R1nvLgT/9rpnyPjxZ/x8vamVq1af/DuSkhISEhISEhISPx9/CVC9r59+7h79y53794lS5ZfWWe8cjJxOBzcunULs9kMeBLh7d+/n1mzZmEymciaNSstW7Zk7Nixf8UQ/xJCQjyCp/PhfZQZiNnOR/cBj5ifL18+7kRGsm3bNvbu3YvT6ST80yG0b98eLy9PIqAvvviCkSNH4n78AE2D5sh8fLGdOYFt82ry5MjOo8ePsZ06irKAx4pCUKnx+XQC+q59MW9eg3nNUrx69Mf56D6qB7c4FRGR5gUuV65cqf//S+uW2NhYEhMTCQ0NRanMOCHl2xg0aBCLFi8hdtMkNHnKY751HNvzSBBkyBQqAgIC6Nix4+9qU0j1pxZ5ve03Da+eqT/yYpwpUyb69OmT7nhMTAwmo5HgzAUyOIvUCC5n3GMmTpxI2bJlqV279jvv1/Pnz1m1ahWGqj3Q5nyzxdptN6HwTitii04H8fvmoctfgcCmI1ItTFRBOfAqUJGYnz5lyCefsGd32mRmoigyfvx41q7fgHeJ+mlE7NcIChWqPOHs3Xfg7Tfmb8ZsNrNo0SIWLFrMkydPCAoKonvXLvTt2/cvjeaTkJD43+OH+fPRlCqXRsR+jaZ2I0xrlmHZuRl16XDciQnIZLLUXTWiKHL+/Hlu376Nt7c3NWvWRKfTERYWxvBhw5g6dSqOa5cQ9AZkgcGeqOZyFZEZfFL7EG1WjIvmIM+SHdfDe2hr1EsjYr9GpvdGU7EatrMn0gnZosuF49Z1BJ0XiswZJ7VW5n21sCmTI8+WE03dxgA4nzwiYXg/FNlyYvh2CcrCxcFmxbJ/F8Z5M1AUL40sOBO2fTtQ5MqDafUScDhALkddpRb6Tr1R5Mztic7+dhrI5ch+ZYsGeETvuJfoG9fFfOckAOqw/J7E0/krIlNqiFg/gUOHDlGjRo3f8Mn9ceLj4zGbjAS9stVwOzy5VGRanwzrCzI5Mq03qpBcyBQqvApWxqtgZQDMd08Ts3ESbrf7P/Z75MgRwLPA/ksc8c8R1Dr86/RLYw0iCAKG8NaYbh5FptYRq/SmTZs2/PTTT3Ts2JE1a9bQvn17dPk+ILTmJygDs2KPvk/SyXW83Pg5QS3HIzptmC7uYMzo0Wg0Gl68eEG3rl2YNWsWMp0vhjJNkal1uO0WUi7sIPncFj7/7LPU35oSEhISEhISEhIS/yb+EiG7W7du74xKBciRI0eajOlZs2ZNfQH4VyOXY1q1GJ+xU3+17dONec0ycuXNm5oES6FQ0KJFC1q0SO9JCTBixAjCwsKY9MUX3BnticZWqlQEBwfjdLsJ8Pcnau0yVOUro/qFJ6eg1WG/dA55WFa8OvTAenA3jw7swmw2v/PFZfv27Uye8gVnTp8CwD8gkL4f9mH06NG/+YUnT5487NyxnXr165Pw6DLKEmXwbj4M0WHHuncHsffvsGzZMj7++OPf1B5A1apVGT9+PNFrxyEgIPf2R1+kFupsRREEAdPNowSHeBYH3hcGg8ETfZYck2G56HLiNsXzwQcfMGHChAzr/JqDBw/icjrxKpL2BV7hF4bt6Y00x8x3T+M2J+FbqVMaH24AmdoLr7It2Lf7W548eULWrG9EjaVLlzJ58mRkOl9PQqu3IQj8Dnv8/yqJiYlUr1GTy5cvo8sbjrJIQ57HP2XchM/4cf4Cjh09kuaaJSQkJN7FrTt3kNfMOPmuIAioipbAEXnDE1G8ewsNGzVCoVBw9uxZevbpw9VXNmcA3j6+jBk1kuHDh9OkSRO+nTMH09mTyHPkBqUC1/NnxPVsja5VJ5T5CuJ88hDz5jW4XjzH98vvSRo3BN5iPQWAWo07Pg7R6cB6eB/W3VtxRb9AdDjAbEIUBFzxccj90ydhdj577PkfuRxl4WKpv0FMa5ci6Lzw/XoeMt2ruVyjRdeoBTI/P5LGfYLvzIWIifE4rl9C4R+I8+ULAGQKBfYbl7Ee2Ydjz1ZkKcnkypGDx8P7oW7VCXWFqohmE9bd27D8vBmv4nUR1DoSjyxHk6MkSv83ySM1OUuhCcjM+vXr0wnZDoeDvXv3pi5cNmjQAO2v7FV+DwaDAblCgTPhOQAKfQAytRfWR5fQ5iyZ/t4lReNMeIEyMHu6Mm2uMsg0etauXUu5cuXe2a8oeuxafj1v259Hos1VGpkyfRJRQRDQ5a9IyoUdhHz8E3Hbv2LQ4CE0a9aMwUM+QZe/IoFNR6Z+nppsRVFnKUT02nHEbp2G6LDSomVLGjZsSN169di7Z09q20kRqzCe2YDaNxR7Ugxuh5VPhw5lzJgx//kmSkhISEhISEhISPwD+UuE7P+P2O12uvfsiTJbTmyH9pAEeHXojiJbLpz3bmNcMR/76eMUbtwYh8OBWq3+Te127tyZTp06cfHiRbp06871q1eID86MkCMX4oO7uJ88IWFgN9SVa6EqURpXdBTW3dsQHXb8pv+AIJMhJieliTDLiLlz59K/f3902YsR0Ggoco0ey4MLfDX9Gw4cPMTBA/vfuc36l6SkpGC32fAeMgZd4zfJknStO2OcN4OBAwdSq1YtChTIONr5l1gsFqZOnQaAKyUOVVAObM9vY7p2EG2+D9Dlr4Tpyl5Gfv7Z744efxcGg4H6DRpw8Nwu9MVqI8jTtm26eRS31cgPP/zwm9t0Oj0JJGWKtJ+Dd/F6xGyegvnWCXT5K3jqJkUjqL1QBmYs2KrDCiCKIg8fPkwVdUVRZOqXX+GVvwKCWo/59in8avRKlxhKdDmw3ztDjS7tf/PY/5sMGjSY67fuENplJqqQN7sGnJU68mLtaDp17sKRw4f+xhFKSEj8m/D18SH5ZfRby10voxHUalKmjsXx6AEjVyzjypUrVKtRA1eW7PhO/Q5VsdI4o56R8uNMRo4cydatW7ly7Rqu7LkJGDYRRVaPAGo7dZykqWMwzp/1areQgDxLVjQ16pEyYxJiSgq244fQ9x6YbheR6HBgO34IMTmJmBY1EY0pKIuXRl2xGs7HD7G/jAIEzBt+wrtPWqss0eXCvHa5J1o6IAj3KyFaFEWsB3fj1bbbGxH7F6g/qIo8UxZsB3ejrlEX+9kTFMmXj3ZDBiEIAvPmz+fhvp1ovbwoVrAghQoVIkeOHKxevZo7S+ZiWvw9AIJKA4IM0/XDmK4dROEdSECDtGMUBAGZ3p/k5OQ0xzdu3Ej/jwcQ/SLKswArihh8fJkyeVKGi96vo+Rv3bqVGiX/68V2rVZLyxYt2bp/F/oS9ZGpNHgVrUXKxV14Fa6OKijHm/bcLuIPLERQqvEqWCVdf4JMjqBQsWPHDmbMmJGu/JdUqlQJRBHz7Qi8ClV7UyCTeaxcXuGyGjFd3Y/l3jlEtxPRaQdR9ERof9COqMX9+eqrr4h+EUWmeqMytkP5oA0v145l1qxZlCtXjmrVa4B3MAH1B6IMzI4j9hHGMxtxJb2kUbXylCxZko4dO0oLwRISEhISEhISEv9qJCH7PbFt2zZevnhBwKINOO7cxLhgNvGH3kTFCN4GkMnYsXs3LVu1YtvWrb854aEgCHz19XRuPXyI//fLURZ84xWtvXaJpBH9sR3Zi+3IPgRvA5oaddG16oQiLAuiy4V9zzbq1a//VqH32bNnDBw0CO9SjfCr9cZ7U5u7LLZC1Ti3ZhQzZ878zRE8386Zg6ZwsTQi9uvr0PcaiOPALn744QdmzZr1H9saOHAg+w4eJKjFOLR5yiG8iiQ234ogdvvXWG6fpE2bNowYMeI3je33MH7cOPZVrkLs5in4VO2GKigHbocV07WDJB1eRKvWrX+Xf/vrSC7zndOpW5YBtHnLo8tfiZit09AXr4MufyVcpgREuxmXOQm5Lv1WaGeSR6Tw9/dPPfbo0SPu3IokqMU4FIYgjFf2kXBgPn41+6SK2aLbRfzeeTjNSXz00Ud/6L78lcTExLB69Wr0lTqlEbEBFD4heFfuxtFtX3Lt2rUM/dAlJCQkfk3Hdu34fOo0XL0HIPdPa+PkfPwQ+xmP7Zb8voY1q1dToUIFmjRtiss/EJ8ZCxC0WmxnIkiaNg4xMQFZYBAnz5wFpZKgKbOReb/Jqq0Or0TA4g3Etm8IchmygCBEixn76eMoi5VCU78ppvmzSfp8OPo+g1Fk8kQsi243iZNHIqakeP5ts+H3zQJUJd54MtsvnyNhSG/Ma5aCy4muVSfkQSE47kRiXPw9jhuXQRTR1WuCcf5snA/uIs+cFaxW5JkykxGCTIYsUxi208ex7NgIcjlXI29xaeRI8uTPz/o1a1i/fj3TZ8zg4vUbXIuNx752HW6bDXW2ovhU6ohMoUIVnBOXOZGXa8fhTHpJSKevUXj5punLbTNjf3GPfPlaph7bsWMHrVu3Rps3nEz1RqEMzokz8QUJhxczYMAApn31NVmzZKFpk8b07NmTR48e0aNXb65evpTaht7bwMgRwxk9enQawXfcuLFs2lya6LVj8KveA5+S0xEWAAC2kElEQVSK7bE+usyLFUPRF6uDJltRXMYETJd2YYt5hDZPOWSq9BHT9pf3cRnjuXMngadPn6azzPslBQsWpGat2hw7shRVSB6UAZ662hwlSYpYjcuSjDMxmpfrJ+C2mdHmLIlM5YPl/jlEm5mUiz/jXbIBMrmCe/fuAaAMSh8lDqSK8evXr+eLaV+Cf1aC2k5JjfpWh+VHV7AKsWvGEHnrNmvWrPnLvcklJCQkJCQkJCQk/mokIfs9cf36dVQBQShy5kaRMzeaGnWxXziDOz4OWVAwgtaLhI+74NX3E3bOnc6+ffvS+FK/i2fPnrF+/Tq8+g9LI2IDqIqUQNetH8YfZ6LwD8Dw2YzUOu6kRIw/zMR+7zYjFv741vaXLFmCIFfiW6VzupccdVh+tAWr8v28H9K9JGZESkoKZ86eQ94842hfQaVCXjqcM+fO/cfrfvnyJUuXLsO7Uid0ecu/aUMQ8CpQCUfsI8xnNzFv3jwUivf/KJcvX57t27fRuUtXohZ/jNrbH6fNhNthp0PHjiyYP/93tVeoUCGqVK3G6WPLUGfOj8IQ/Op6ZPhUbI/twTkct47y8tIr32tBRsr5HfhWTuspLopujOe3U7hI0TTJHu12u+c0lQZVSC786/Ynfs/3mO+eQZevAogipsijiOZklixZ/NZEkX8nFy5cwOGwo81XIcNyXb5wEAROnjwpCdkSEhK/ib59+/L9vHkkDeuHbtAolEVLgihiP38K44xJeBt8GDt6FL1798bPz4/4+Hh27tiB14ARCFotjsjrJI4bgqpUebz7fYIiW05iu7VAVaREGhH7NfKAINQVqmK/dBZ3QjxBK7cjaLSkzJ2Back8AGxH9mM7sh95tpyoy1fCuv9n3InxyLPnwvXsCV4de6QRsQFUxcugKFwc560bmLdvwLz+J09SZ6cTwdcfNDrUZcPRNWuLZddWEob1w/uTscj8A3DcvIa2TqN0YxXtNpy3byJaLHgPHo22VkPQaHBcvciTH76hUpUq2CwWvHr0R9eiPTKdF25jCuZNqzAt/QH789L4lPcI0wrvQAIbf0rU0kGYrh/Cp1zzN/2IIkkn1uB2WOnRo0fqsU+HDUebsySBzUal2nGYbx3Hcvskcn0ASX4FSIg3c3b8RL6YOg2bzYqo9cOnQnv0pRoivvJ9Hjt2LCkpKUybNi21zyJFipAlaxYePn1C9MoRIJOD2wUIpFzaTcr57YAnMWLxcmU5c/4CtmeRqH+RG8NttxC/70fkXv64TPFcuXIFlUrFsmXLuH37Nj4+PrRp0yaN5ciK5cuoWq0695b0R5snHLlfGI6oW4huFzGbpuCIe4LCNxNBLcag0HsWo0WnnYTDS4jfOxdBpcPtcpItWzYAHHFP0kSQv8YR67GSOXPzEY74KIJb901nXSJTavCu0J4rGyZy4cIFSpcuna4dCQkJCQkJCQkJiX8TkpD9J7Db7WzZsoWTJ09y4cIFnKYURJsVQa1BUChRl6uYWtd26hgAqnIVUe/dzqLFi3+zkB0REYHb5UJTvU6G5ZoadTHOm0GIVsOz/l3Q5MoD3j44Iq8hB5YtXUqVKum3y77m5s2bqELzIFNn7IOtzlaMqCv73umxHR0dzejRo1m5ajU2hx2dxfzW/kSzEY0mfdTTrzl06BBOpwN9kYyTQnkVqUlSxGpOnDhBo0bpX9DfB3Xr1uXpk8ds376dGzduoNfradasGTlz5vxD7a1YvowKFSsRNf9D0Og9L+4yGaIxgTx583D40EGSkpIQBIGlS5cy7csvQQDv0o2Raw04Ep6TdHwllocX+WLLljQLC9mzZ8fXzx/L3TNosxfHu0Q91Jnyknx+B5Z7ZxBdLtymRKZPn07Xrl3f1y16r8jlr2xQXI4My0WXE0TxL1m4kJCQ+N8kODiYI4cO0aR5c+4M7onKP9Djh52USKkyZdi8cWOqaAienSFutxtFzjwAmFYuQhaaGVWZD7Du+xlZQCCi1Yzg+/bEszI/f0STCRCJ7d4KeUgmnI/vo+/eD02tBggqNbaIQ6Qs+BbzplXgFlFXqIq2aRsSh3+EplrG873vpJnEtqoNVgfynHk8/RhTcN6+iSw4FE2dxlj27UR0OnAnJ5I0djAoVVh2b0HXon2qBcprzBtXIRpT0A8amWYXlapYKRRfzSOuSzMUoZnRd+r15tr03ui7fIg7IYHkfRsxlG6M8MoySxWSG4VvKIlHluI2J6HNVQq3xYjp6l7M984xY8aMVGuLixcvcivyJsFtJ78Rse+dJfHIMnwqtMenYrvU3UQucxIvN0zEnnIPbC9IOrGa5HNbMJRpil+Nnsi03nw9fToDBgwgc+Y30edWqx2ZXIGoUONVqCrK4Jw44p5ivHYAmcaAJlsRQoVYypcvz5mz53ixagS6fBXQZC2CMyUW07UDuO0W/Ot8RNyOGSxcuJAmTZoiCjI0wTlwGeOZMWMG9erXZ/26dej1ejJlysT5c2dZunQpS5YtJ/rpaXJkz0bldsOYOWsWbrudoGazkXu9eX4EhQq/mn2wPr5K4tHlGHx8GTlyJAsXLSb51HoCGn2aNu+K6Cbp9AYU/lkwVGhL3I4ZqLNkvDj9+vjdu3czFLJtNhsXL17E6XRSpEgRfH19M2xHQkJCQkJCQkJC4p+ApAb9Qc6cOUPT5i148fwZmmw5cJnNuK1WLPt/RtcwbfJGURQxb9+APEduFFmzI+TOx8PHj39zX6lJ+YS3WJG8Ov7N9OloNBq2bt2K1WqlWPvWdO/eneDg4He2r9frcZsSEV/5M/4atykBuULxVl/vly9fEv5BBZ7HxKMr2wpZ1C2se3ei79YP4Ve+3K64GBxnTtL4qy/fOp64uDhOnTrFmTNnPJeXQXIkIDXyyOHIWPR8X6hUKlq2bEnLli3/c+X/gN1ux+V2I4putGEFkBsCsT66gsMdQ6lSJQkJCSFTpkwATJkyBUEQmD59Bimn1qHQ6LGbkvDx9eOnn36iSZMmadpWq9X0/bAPX38zE13+SmiyFEQVkpvABoNw2y3EbfwMg5eCgQMH/unr+KsoX748Oi8vjNcP41elc7py040jCIJA9erVf1N7Dx8+5MqVK6jVaipVqvSbk5ZKSEj8b+Hv70/nDh1YsXIliYmJZM6WhX79+tG7d+90815QUBAyuRzbmROYd2/FFnEIFAqMP85E5h+IOz4W3CL2syeh14B0fYluN/ZzJ1EWLYEiJBOWPdtxJiXgO21OmgVubf1mKIuUJK5nKxBd6Pt+kupt/TZkOi8Q3Qh6b1zPnuB6/gR5WFYUeQvivHvLI1wLAsgVKMtUQFuvCcYFs3G/eE7iwG5o23RBVb4SYkoylp+3YN23A7z06Jq0Sd+X3httk1aY1q3I8PeBrlkbLFvXYn18FW2uXwikciUKQxDJZzaRfHoDAEWLFWfs2rW0afOmn5gYTzJlpX9Y6rGUs1tQZy6IT6UOafqT63wIajqSZz/0wq9mH7R5ymG8tJukk+twWVLwq9oV4+kNrFq1imHDhqWe53I6QBDI1OM7lH5v+vEJb0306pFY7p3hoVzgu+++8/yWcrsw3z6J+VYEMrUXugKVMJRtRuKxnxBkMjZv3ox3qYb4VOqEXOuN+Kr+/j3f0qFjJ7Zu2cz27dv57rs5nD1/HpVKRdPGjRg8eDCFCxfm4sWLHDxzheg1Y3AmRCGodXgVqIShXAuU/pnxKlyNxCPLmDpnDgaDgRnTv6ZLly6Iohuf8q1Q+GfB8fIBiSfWYH1wkaCW41Lvkys5FlkGeTVeJ6328UlrU+ZyuZgyZQqzZn9LQnwcAGqNls6dOjJjxgwMhvS7Df4NGI1G1qxZQ2RkJHq9npYtW1K0aNH/fKKEhISEhISEhMS/AknI/gM8evSIWnXq4siSnYBJs1DkzIMoiiQM60fKd18iaLRoqtVGkCtwpyRjWjEf+8mjGMZ84XnhePKQsLy5f3N/FSpUQCaTYT2yL53vNIDt8F7kCgWVKlUiLCwsncD5n2jRogXz58/H+vgK2uzF05SJLgeWa/to2qTJW6NgP/vsM569jCOo0wyUvqHYYx4RtXQQcT1boyxQGHnW7GjrNgFRJGXSCHx9fenWrVu6dkwmE0OGDGHpsuU47LZXRwVerp9AcKsJ6SLGzXdOIQgCpUqV+l3X+3fhdrtp0rQZiXaBsD4LUPh4FhhEUcR0/RBr1sykXNmyDBkyBACZTMYXX3zBkCFD2Lx5M3FxceTMmZOmTZui1Woz7GP8+PEcOx7ByTWj0Ob7AHUWT1SZ9cZBlG4bG/fsea9JMd833t7e9Ovbl5mzv0Udmgdt3vDUl3Tr0+ukHF1Ki5YtyZEjxzvbefr0KR/27cuun39OXQjSexsYPGggEydOfBP5LSEh8T/PmTNnqFOvPkaLGWWFagj5vbl57iQffvghUVFRTJgwIU19f39/ihUrxqVVi+FVkmNdq054te2CzMcPd1ICyTO/wHZ0P5bd29DWSzvnWjavwfXsCYbhn6EqWhLn44eINmsaEfs1iqzZUVerje3oQRSZs+L28QWNBuuhvei7fpiuvvXYARBFT7S36MZn0jdoKnoW9twpybgT4pD5+GLZtRXjwu9wnDoKGi1ymYz2TRqzdvmPGBd862ns1fegIm+Bt9qGycOygNUCDgf8amFaFhDk6dduST1mj3mEM+4JglxB5UqVmDv3e3x8fMiSJUu6Pl5HZtujH6AwBCOKbqyPr+JXM/3iAnjyJKizFMT27CaGMk3wq9YNud6fhAPzMZRujMoniKioqNT6T548ITYmBr86/dKI2AAKQyC+VboSu+1LXAHZCG3zCerQPDiN8aSc30byqY3oS9bHt1JHEo+vwhx5DEGtQ5MpP361+qaOT5DJ8SpQCdHlYPu2GVSuXJmIiAh0WQqiKtIQm93MivVbWbZsOStWLOfM2XM4k5PwKlgFQ7kWOJNjMF3dh+nmUULafI4gVyGTyVJzWHTu7LF8+3T4CKKWvkmeKfcJIajFGHR5yiE67ci0BpLPbyOgbv909y3lwnb8AwLTLACLokiPHj1ZsWIF+lINCW1UA0GhwnLnFMtWruHCxUscO3rkNyf5/qewfv16evTsicloQhOYGZc5mc8++4zGTZqyauVP6PX6v3uIEhISEhISEhISfxJJyP4DzJkzB4so4jf1O2R6b8Dj2+w3eSYJ44aQPGU0KXO+9mwlfnQfnE70/YairVkf++VzWG9cpevkz35zf1mzZqVZ8+ZsX/w9ykJFUebOn1rmuH0Ty/Ifad2qNWFhYe9o5e3Url2bMmXLcWXHdKg3EE2u0giCDGfSSxIPLsCZ8IKRI0dmeK7FYmHpsmXoijdB6RuK6HSQdGoduJ2I8Qm4r93GdvQQpqU/AiIBQcHs3bMbP7+0W7KdTicNGjXixMnT6D9oh1fBKiDIMEceJ/H4Kl6sGkWmztNTty87Ep5jPLmaRo0bkz17xomQ/gjR0dF89913LF2+grjYWDJnyULvnj3o16/fn45OOnDgADdvXCekw7RUERteJcEsUgPro8t8M3MWAwcOJDo6moSEBMLCwggKCqJPnz6/qQ+tVsv+fXuZP38+c3/4kXuHF6LXe9OjQxuGDBlCvnz5/tQ1vA1RFLlw4QIvXrwgLCyMEiVK/OGkUl988QW379xh++YpaENzIQvMhZj4HPPTG5QP/4BFCxe+8/yXL19SoWIlXiZZ8K83AE2uMog2E8Yr+5gy5QueP3/OokWL/tDYJCQk/plER0djNpsJCwtLs3vIZDLRoFFjrGFZ8Z88E5mPZ+4R3W7Mq5cwceJEihcvTrNmzVLPuXLlCpcvX0bToCm244fQNG6Jd583IqLMxw+fCV8R170lyV9NwBZxCHW1OuB2Yz24G/vp4+had0ZVtKTnBIUCRdY38/avUebMi+3QXkS73RMFXa8pprVLURUtiarUG+9l54N7GOd9gywwGHdcLMhkqMPfJA6WeRtSPbvVlapjnD8bXbuuKHLnJ3nKaGbNnMnsWbP4/vvvGT9+POqsRREEObb7dxHt9nQ7qAAcN68hePtkWGa/5Ml1ofT3WHm4LMnE7vwGQSZnyKCBTJ48+a2LruDJG1G6TFlunF6HNmcpkMlAFFPtRDJEJofXu9QA7xL1SIpYjfHyHuxJL9PYily8eNGz+yl3uYxaSs294V2mKepQj42MQu+PX9VuCHIlSSfWYr1+EHtyHEq/MBwJz9GXqJfh3OZVoBLxe74nIiLCE9mtD0BQqnHGPkIemh8x4TkdO3ZClCsI7fQ16kxv5mKf8Fa8XD+BmK1fofIL5YMP0uaI6NSpE+3atePQoUNMmTKFU9fvE9Lj+1Q7FkGhwueDNiQcXIhM7YWhXHPkOh9c5iSSz2zGeGk3s2bNSvN3cfz4cZYvX0ZAgyHoi9ZMPa4Kyo4mV2ku/TSU+fPnM3jw4Ld/Fv8wDh06RLt27dDmr0RYte4oDEGILifmW8fZtWcu7dt3YPv2bX/3MCUkJCQkJCQkJP4kkpD9B1i7YQPKGvVSRezXCBot/l//QHy/jrjv38H95AGaitXw6jUQmbc35q3rsCz8jgqVKtG4cePf1eeC+fOpXrMmVz/sgLp8JWQ5cuN+cBfr6eOULFWKefPm/uHrkclk7Pp5J02bNefEhs9Q+wQh13hhefkYvbeezZs3UbZs2QzPffHiBWaTieBXHozxB37EfCuCgAaD8SpUzROVbreQfGYzSRGrGDNqZIYR1Js2beLo4cOEtPsCTfZiqccN5ZqjzlqYF8s/IXrteHT5P8D+8iGmG4fx1nsxa+bMP3zdv+b+/ftUqlyFmPgENAWroc2bmeiX9xgzdjzLlq/g6JHDBAYG/uH2Dx8+jNonEHWWwhmWexWswtP1B/igQkXOnjkNgEKhpGXLlkyd+sVv9uXWaDQMHDjwv2Yh8vPPP/PJ0E+5FXkz9VjhosWYPfMbatas+Y4zM0alUrFl82b27t3LokWLefj4MaE5c9N15mc0bdr0P0aUz5gxgxcxcQR3+zY1oSZ6f/yq90DhF8bixXP4+OOPKVmy5O8em4SExD+L7du3M2nKFM6e9nxnGnz96N2zB+PHj8dgMLBq1SriYmMInL0kVcQGEGQyvDr2xHnuJNO/+SaNkP3999+jDAhCXaEa1p+3oMsgebEgCPhM+Ir4nq2xnTqGLeIwAIo8BTCMnISmdsPUujL/QJz377z1GhyvyqwHfkaeLSdiShKCQknCiI+QBQajLvsBrpfRHisTjRosFhDkILo9kdLy9D/lxFfJf9XlK2G/eA6tlxcGgwFBEPh+3g/o8lcksOlInPFPeb6wH+bNa/Bq2yVNG84nj7Du3oag0+E2mzy2Jq9wm4wYF3+PoNZiunmU5HNbMUceR3Q7UchltGrV6p0i9mtmz5pJjRo1iVkzCn351qhCcmO+FYF3yQbp6jqN8die3sCveo83n4NChcIvE5ZHl8HtomPHN8mRVa/Ed9FhzbBv96vjMlV62zTv0k1IPrmO0oXzcupUHLpC1UiKWIVc55OuLoAgVyLTGtAVrQ0yGSkXdmC+FYE6c0EQZNhfPgBBwFCmURoR29O/Fv9afYlaOhBLSgyDpq9L175CoaB27dpERkZy7PgnuE1JyPVvnmfvMk0RHTYSI1aRfHYzGkMA9pR45HI5U6ZMSfd7YPHixWgCMuNVJL1Nlzo0D9p8FflxwcJ/lZD92eeTUIfmIaDR0NTFEEGuwKtQNUBgx/avuXjxojT3S0hISEhISEj8y5GE7D+A0WhE5v92QVOeIzeFdGr8/Pw4fHA31oO7AY9g3LpNW+b/+MPvTlbn7+/PyYgIfvrpJxYtXcrzk4fIEhZGz/nz6dix4296YXwXgYGBHD92lBMnTrzx2C5WjPbt27/TV/h1lLIrJQanMR7jlX34Ve2Kvmit1DoylRbfSh1wJr3g6xnfMGDAgHTXv2jxYnTZiqQRsV+jzpQPTc5SWB9fxRZ1C7mXH5qsRTA/v0mPnr3Yv2/ve0n+16FjJxJsENJjHgrvgNTjjvKtubd2FAMHDmLVqpV/uP23eZC/xhZ1GxC4+jSBgEZDUfiEYn8eyZY92zlwMJzTp06SK1euP9z/X8H27dtp1qwZ6mzFCG47GWVAVhwxD7l/ej1169Vj188/U7t27QzPvXfvHt9++y1r12/AZDRSqFAhPurXl06dOiGXy6lXrx716tX73WNauGgxmkI13ojYv0BfrDamU2tYunTp3/4yK4oi0dHRuFwuQkNDJbsTCYnfyQ8//EC/fv3QlCiDYcwXyHz8sJ87yewffmD/wYMcPXyYQ4cOoSlcHHloxjuWlNXqEDF7Kk6nM3Ue2X/4MPJK1RFfJS2WBYdmeK48xJPPQF2jHq7HD5AFBuM3Kf3iqrZuYxJHD8R29gTqsmmjbZ1PH2E7sg+USpJnTAK3G3lYFjQ1GyCaUrAe3Y/l560e0VoUQa5E8FLjU7YFiYcXE9+/iydJZMMWaa7Ruv9nBC898pBM2HZsoGenTshkMmbPnk101HO8gotifXQZTfZiGMq1IPnHmTgf3UPboDkyvTe20xGYVi1CdDoQExOI790OXcv2KHLkwfngLqb1K3DHxaAKzY/p5lFkSjWGss3RF61J/PavGDzkE06fOvkfP8OKFSty8OABBg4azIVNk1KPp1zYib5kg9Q50+2wEvfzbASFGn2RNwukotOOI/4Zos3EuHHjCA1981lVqFDBk3Ph2sGMcy5cPQAyOZpsxdOVybXeqPQ+lC5dmpMnT6IOy4+g0mJ9eBlN1iLp6tui7+FKfoncLxPJEatQZ8pPYJNPU+chy6PLvFwzBm2ejIMCVCG5kOl8KVUoD61apbeQe03nzp0ZMXIUCQcXpBVsBQF11sIIgkDjhg0oVqwYmTJlom3btgQEBKRr5979B8hC8qRGdacbT2geHp85/9Zx/JqXL1+yePFizpw5g0KhoG7durRv3/6/Zk0SHx/PkcOHCKg/KMOIfl2BSqgOLWDDhg1/+9wvISEhISEhISHx55CE7D9AwQIFuHD5PHTqla5MdLlwX7lAqXp1WLx4MTdv3uTkyZMoFAqqV6+e6gn5R9DpdPTp0+c320z8XgRBoGLFilSsmN7H820EBARQo0ZNTl7ehehygSiiL143w7r64vWIWnmQCxcuUK5c2q2+j588Qx6Y4639qELz4Ih7SpZ+i1OPWR5d5siaMWzbto0WLVq89dzfwqVLlzh96iRBzcekEbEBlIFZ8SrXmvXrlzJz5jeEhIQA/1mY/jWVK1dm6tSp2J9HeqK0foHocpB8eiOaXKUJbjku9UVMk6UgXoWrE7NyGIOHDGHb1q1/6jrfJy6Xi/4DPFY0gc3Hpo5Z4R2AJkcJYtaNY8Cgwdy8fi3dfTp+/Dj16tfHgQJ1wWoovHy59vgq3bp1Y9PmzWxYv/4PeXk7HA7i42IJKJ+x4C/I5MgDsvH06dPff8HvCVEUWbFiBV9+9TU3rl8DICxLVgZ+3J9PPvnkH+1hLiHxTyE6OpoBAweibdoG74EjU79j1GXCcdRuwPWBPfj66689HvmytyRKhlSf6F8iCAKIIoos2QBwXLuUob+14+pFALxatMd++TzGRXNwvXyB/FfCtzxXXpDJSRw3BH23j9DUboCgUmM7fhDj4u89laye6GB9r4/RteuO8GrM3v2HkThmEM6njwj4cTWW3Vsx/bSQxMOLURYqhuDji3nLWkyrl+A9YATaJq2xHdmHef0K1OUrEz+oJ+74eOYvWsSPP/7oSQSpUGCKPILp8h5k+gB8KnXAp2J7Uo7vwbr7lfWCXIE8LAsulwufMVOw7tlBytxvwO0CuRxZUCggI7jlOOTatLvT9OVacWbLF9y8eZOCBdPOdRlRsWJFzp87y7Vr13j06BErVqxg7dp5WK7tQ5mjNKLNhOnGYUSng6CW45Bp3vgcp1zchWgzMWLECD77LK1lm8FgoP9HHzHjm5moArOhK1gZQZAhiiKWe2dIOLocdab8yPV+OJNfYou6gyDIUGctjOiwYk9JpGDBgigUShxxT/EqXIOUC9vxKlQFZYDnt5z16XWPBcmDCwAkHVkGiAT96r4ovD3BD6LNnOE9EN0uZKKTJk2avPN3ha+vLyuWL6Ntu3a8XPYIbeFayHQ+WB9exBJ5jKpVqrBu3bq3Jud+TVBgIOK9628tdyS+wM8/vQCeEZs3b6Z9h444XW5UWQqD0876DRsYM3Yce3bvonjx9AsF7xuj0QiAXO+fYbkgk6Pw8iMlJeUvH4uEhISEhISEhMRfiyRk/wE+6uuJGtWcOIK6QtU0ZeZNq7FHPaNv374AFCxY8De9yP2bmTBhPNVr1MDl3IkgUyCoMo7Aeb0l12xO/yIXFhrC4/tvFxcdsY+Re/mmOabNXhxtlgIsXrLkTwvZZ8+eBUFAmydjL01t3vIkHFzAvn37OHfuHMtX/ERCfByZMns8tAcPHpzO9/vX1K1blzx58/F07xwCWk9C8YsXroSjKxAdVvyqdUsXTST38sWrbHN27viBqKgoMmXK9Keu9X1x5MgRnjx6SGjnAenGLMjkeIe34dbasZw5c4by5cunllmtVpq3aIkYkJOQFuORqV7tJijfCvO9s+zYPIWZM2cyfPjw3z0mhUKBwccXR9yTDMtF0Y074TkhIeUzLP9vMGbMGKZOnYpX3vIENh2JoFCSfOcUo8eMJeLECTZt3PhedhhISPwvs3TpUkS5HH2P/umEP2Xu/CjrNGbe/PlMHDeOtevX44p5iTwo/S4Nx5H9lAsPT/M3V7t6dRZv3IS83yco8hTAuPQHVMVKIWje7HwSrRaMy35EkSc/inyFkIdlxbxxFQnDP8Lw6XiUhT3inTPyGklfTQS9N5ryFTEu+R7j/Fmp7Qh6b1CqkGfOhszgg1eHnmnGJ/PxxWfsVGI7NsJ66jjmreuRB2fC94vZKLJ7FuxEi4WUhd+SMnsqplWLcMe8BARsJw6DTIZg8EEeGITz8QNwOj2R3aIIOi/cxjgS9s0Flwu5byZQqfEZ+wXKAkWJ69kKXZPWaD6oiuaDqriNKbiTEpH5+CLa7cS2rYfp+iEMZdImu1S98pt+/PgxBQsWxGKxsGnTJh48eIC/vz8tW7ZMXRD+JUWKFKFIkSI0aNCAzp07M2PGDK5dO4xKrcYuOhEN/ritRtw2Ey5zEsZLu0k+u5m+ffsybdq0DJ+TKVOm8OjRI9at+xrNiVXIArLjTnyG9eUjAoOCSTbH83Lj51junfNEvQPIlci9g5DLZfzw43wQBBKOLEGbqwwyjZ6o5UPRF6+DIFOQfGYTysBs+Nf5CLnen7g9c9FmL5ZO3Ff4haHwz4Lx6n60udNHZVvunMZpMfLBBx8wffp07ty5g4+PD23btqV06dJp6rZs2ZLjx44x7csv2b59KW6Xi+w5c/HxtKkMGDDgP4rYAB07dmDTppZYn95A88oa7jUuYwLWm4cZ+Mng/9jO5cuXadOmLeo85Qmq8xFyrWeXniMhioTtX1K7Tl3u3rn9p3OM/CdCQkLw8vbG+uQa2lyl05U7jfFYYx+TP//bveolJCQkJCQkJCT+HbwjTEnibbRr146mzZqRPPFTkr+aiO3kUaxH95M0YSjGeTMYOnRouojj/2WqVKnChvXrUZhiEF12bM9uZljP+vASMrk8wxeJbt26Yn54CdvzW+nK7DGPsNw9g75IjXRl8oAcPH36/E9fg0KhAFFEdNgyLH99vH//j5m3cCmuPFXxr/sxKUFF+eLLrykf/gEvX758Zx8ymYxtW7dgEGy8mN+b2B3TiT+0hKiFfUk5swmZSosqKEeG56qzFMbtdvPgwYM/dZ3vk9dRzargjKOfVSG5AXjyJK2ovGHDBmJjXuJbu/8bEfsVutxl0Rasyndzvsftdv/uMQmCQLeuXbBe24/LlJiu3HzzGNaEF3Tp0iX9yf8FLly4wNSpU/Gt2o3AFuPwKlAJXZ7yBNQfREDzMWzfto1Vq1b9LWOTkPg3cevWLVR58qcmN/w1qhKliXv5kkaNGuHtbcD45XjcZlNquSiKmDevwXr+FEMGDUpzbv/+/XHGx2Gc9QXeA0bgeniPuI86Y965CcfNq5h3biKuXyecD+9iGDIW17PHWA/sQlOnEaLFTMLA7iS0q09sm7rE9++CaDISMGshPqMmE7R2Nz4Tp+Mz/ksURUsgGlPwHjwK16P7aGrWB8D18gXWQ3uwHt6LK/Yl8tAwlIWKYT3wM2JiPD6fT08VsQEErRbvj4ejyFsQd3zc6ysEmRx51hyIFjPulGS8OvfGMPwzNHU8OToUWbJjGDPVk8xR741b6UaQy1HmK+SZD1OSURV7k9NCpvdGkTkrMr03cv8AFNly4oh/llruMiWSfGYz8fvnA55F65UrVxKaKYxOnTox6csZDBg4iCxZsjJ8+HBcLle6z81utzNp0iR69OzFoUOHiImJRqPVMHr0KEoXyEXs1mk8mdWW5/P7YLuyi9GjRvH999+/9TlRKpWsWbOGY8eO0aFpXSpk96J13Srs27ePnTu240yJxfYsEv86H5Hl458I6zMfVWgeXEkvcDqdXL1y2WM74xuGLeo2zsRoVJnykHJ5D8lnNqHNG06mbrPxLtkAXd5w5DoDgjq9HZsgCBjKtcB8K4Kkk+sQnY7UMuuTayTtn0vefPlp0KAhI0eP5acdh5j9wyLKlClD48ZNMJlMadoLDw9ny+bN2G02LBYLD+/f49NPP/1NIjZAkyZNKFc+nPjNkzFeO4DotCOKbiz3zxO7bgwBvj4MGDDgP7Yza9Ys5N7+BDT6NFXEBlD6ZcK/2RhiY2NZsWLFbxrTn0GtVtOze3csl3eleSbBs4CddHQ5KpU6jYe6hISEhISEhITEvxMp7O8PIJfL2bB+Pd988w2z58zh+W6P3UP+QoUYvmgR3bt3/5tH+N+nefPmvIyOJmfuPCQdXoyqzWRkKk1quTM5FuOZDTRp0iTDiOI2bdow+9vvuLLxM7wrd8arYFUQBMyRx0k4vARlQFa8iqRPHOiOe0zm4r8tCeK7qFWrFjKZzJNEMoMkU6brB5HJFdjUPgS3m5om4ZOjbDMerRnJwIEDWbNmzTv7KViwINevXWXevHksXLSYZ7dP4HLYPUkxHTZcViPyX2ybfo0rJRbgL49q+j0EBQUB4Eh4lqEA74z3CN3BwWmjIE+fPo02ODvKgCwZtqvL9wFPNx0gOjr6D0WfDxs2jFWr1xC7dhTelbqgzV0Gt82M8cpeUiJW06JlyzQR4v9N5s+fj9onCEO55unKdLnLostViu/nzvvbhHYJiX8L3t7euONi32rx5I6LRSaTERoaytbNm2jYuDGJHRqiqFoLQW/AdSYC273bDB48mLZt26Y5t0iRIixdsoRu3bvjPB2BqlwFHLdukDLjjYezLCgE36lzMK1ajC3iECgUIJOD3YYgV1CtRDH27dsHWi8CVu5A9soySObrj6ZKTZzPniAmJ4FCiWXregBEm5XEz4ZjO3YAXi/kyeRoqtdBdLtxPbqPPEdulLnTLwYLgoC2flNSvv1FZLLbhevpI5SFi+M3bU5qRLm2XhN0zdqSMKQXzshr+H01l/g+7dD36I95xXxMKxag/3AwAK64mAzvv+hy4YqPRRbsiTxPPrOJhKPLEQQZckMwMpX2zU4plRZkclzI0JWoj6BQMn36DARB4Msvv0xt0+l00qx5c/bs3YeuaG2Cq4YjOh28uHGICRMmULJkSWRyOSICCo0emymR7+fOo2jRorRr1+5tjwqCIFCpUiUqVaqU5viMGTMAgdCOX6IMyIoouonb/S32F3fxqdAOr8LVEORKzHdOkRSxGrk+AHWWQlgiIwAREPCv2SvNjiRVSC6sD84jiu50/tNeRWuRfHQZiUeXY76wDXlIXjDFYXlxn9x58nLn9i28SzXCp1JH5FpvRLcL860Idu/5jq7durFh/fp01yaXy/9QfgWFQsHuXT/TpUtXduyYScLu7xDkclx2G8VLlGTd2jVp/MbfxtZt21EXqIWQQcJRhSEITfbi7Nixg/79+//uMf5exo8fz+49e3mw8lN0xRugzl4MtykB0+XdWJ9cZ8mSJfj6+v7l45CQkJCQkJCQkPhrkYTsP4hCoWD48OEMHTqU58+fo1AoCA0N/V2eyf9reHl5sW3LZmrWqsXLZQPQFquH0i8M24s7WK/sIcjPwLezZ2d4rlqtZv++vfTq3ZvNm+YRv+cXEVaCjKDmY9JF71qfXMP89Abdvpn4p8eeNWtW2rRty4bNS1H4ZkKTowSCICCKbsw3j5Jydgui24VPtZ5pRGwAlzkJt9qbtevWsWHTZgREcubMzYCPP6J3795oNG8E/RMnTjB12jR27tiBCKizFiWoWncU3oE8ndcN46Vd+IS3TtO+KIoYL+4gf4GCFC5c+E9f6/uiZs2aBAWHkHx6AwENh6Z59kVRJPn0RrJmz5HOc12hUHgSiL1FgHod/f5H7TWyZMlCxPFjdOnajdObp6QeVypV9Ondk5kzZ/5tf6fXrt9AkblwhsmoAFRZi3Hz4ub/8qgkJP59tGzZkm+//Rb76eOowyunKROdDuw/b6Jho0ZoNBqqVavGjWvXmDt3LhtfJTMuU7Ik/efNoVatWhl+H3Tu3JkyZcowd+5c9h48SKIgYvXzw5SSgkyhwBETTdLkUWC3eaKca9QFhRL7+VMY53zN6XPnAJDpdKki9mssB3aRPG08glaLpnodcLlw3rqOafl8kCvwHjgSTdXaILqxHtqLcclcRLMJ3G4E3duTLwuvEusFbT9K4oiPcdy4Ai4XhkGj0tiiACjzFkDbtA2WbevR9+yPskgJ7GdOoG3W9pXf9nBUpcOxbN+Atl5ThF+JpbZjBxGTEnAkviDp9EYSDy/Bu2wzfD5o6xFhnXaMV/cTv+8HFPoADKUb4Yh/hunaQQSlGq9SDZk5cxZDhw5NXez86aef2LVrF8GtP0Ob800kuC5veVSZt3LxwAL0JRviV7ULMrUXjoTnJB37iQ4dOmAwGGjQIP0i9LtYuHgJ2nwV3vhdP7iI5e4ZglqMQ5f3zWKnoXRjNNmKErV0EF4Fq2C/f558uXPwMM6ULqmwd8mGmK4dJPnUBnw+aJOmzHhhO05zEosXL+batWuv7EPy06bNLEaOGo0uV2n8an2Y+jwKMjleBasgOu1s3DCLyMhIChQo8Luu8V34+fmxffs2bt++zd69e3E6nZQvX57w8PDfPEfa7XaU6rcnGxfUXlitGe90e98EBARwIuI4EyZMYOmyZSSdXAtA+AcVmPDjz38oebSEhISEhISEhMQ/D0nI/pPI5fI/lcDxf43w8HDOnD7N5MlT2LDxJ5wOB156PX26d2P06NHvjLD19fVlw/r1PHr0iKNHjyKKIiVKlKBtu/bc3z4NfcXOeOWvgOh2YbpxmJSIlVSoWIlmzZq9l7EvmD+f51FRHF03Dm1obgTfMNyxD7DGPqVU6dJcuHgRTc602e4Tj68kKWI1vPIG1xWthcIQxNMn1xk0eDBr1q5j39496HQ6Nm7cSJu2bVEFZkMekBUBgZDWnyEoPCKHd8mGJB5dgSBToC9RD5lKizMllqSIVZjvnmXSunVpXi7j4+N58eIFgYGB6aKe/xuoVCq++nKaZweCIMOnfGsUAVlwxD4i+eRazHdOsXjNmnTRYnXq1GHWrFnYnkWiyZLeP9588zDFipcgMDDwD48tX758nDp5gkuXLnHp0iU0Gg21atX6U22+D7y99YhPo95a7jIl4KVPH5EvISGRlsqVK1O5alVOThuH+Mk41BWreSJKo55h/OEbXE8eMXrlG0uD7Nmz8+WXX6aJAP5PFCxYkClTpnCiZk3u3r6DumotdAWL4Ix6hmPnZsT4WNQVqnqSOypVCIKAumwFFDMXEtfZY9/hjovBcScSZV6PAOm4f4fkaePR1KqPYfBoBLVnoVNUKLHt24H/j6tR5nkTca1r3g5lgcLE9++C4OOL89YN3AnxyPzSJ7WzRRxB8NJj2bEJx73bHquRpAQUOfNkeH3q8pUwr16C68Vz5Jky43x4D2XeVmC14k5KxKtTTxKG9iVpymi8PxyMPCQTosuJ7ch+TDOnUKBgIZ48vUzi7RPo8lfEv8abBNiCQoV3yQa47WYSj65Al68icr0fPuFteLF6FPanN3G6XGzevJkPP/wQgLk//Ig2R8k0IvZrvEs1IvnMZnA5kL2y7lD6hRHQ+FOcxniat2jJZxMnUK1aNV68eIGfnx8VK1Z854Jo1PPnKIuXSf238ep+lME5M8yVoQrKgS5fBUw3j6DKUQKLJQqXOQXR7UqzMKkOy49PxQ4kHl2O5d5ZvApVe7W77BjWx1fp0aMH9+7dIyEhgSJFitClSxdUKhU3rl8jqMVY7NH3sN4/j+hyogrNgzZ3GbwKViXp4Hy2bNnCyJEj33o9f5R8+fKRL1++P3RuqVKlOH//PJRvla7M7bDheHyZMo3+mgTlGREQEMCcOXP4+uuvefbsGXq9/jdFlktISEhISEhISPx7kIRsifdO4cKFWb16FUusi0lJScHX1xflryLS3kX27Nnp3Llz6r+PHD5Er9692bH9O+J3fwuAXKGgXbt2zJs793e1/S70ej0H9+9nz549rFixghfR0eQIr0WPHj24desWvfv0QbRbEdSeqDfz3TMkRaxGpvNB4R1EcLvJqbYghrLNsD27yZn14xk3bhzjx4+nS9duaPNVwLfmhzyb0xn/uv1TRWwAvxo9Ed0uEg4vIeHoclR6Xxwp8Wg0GubPn0/r1p5I7cjISEaPGcPWrVtxv/IYrV2nDpMnTXqrN7vNZsPtdqPVvj1y6o/QrVs3XC4Xw4aP4PmigyAIIIoEBYfw408/pduyD56kl/kLFuLhrpkEtBifajEiul0kn96I+e5Zhv/003uJmi5RogQlSpT40+28L1q3asXuXr1wxD1JjQJ8jdtmxnbzMD17//+zJpKQ+L0IgsDWzZtp1aYNByd+iso/AJnegPXJQ7x9fFi7YQPh4eF/up+RI0dy5WYkvnOWocxXEFd0FJbPhoPVguClx375PLaIw8jDsiLLmh3n5fOIDgcyHx9Eqw1kMpK+HI+6bAVEmxXH7ZvI/PwxDB2X5vvf/ewxqvIV04jYr1EWLIqyZFlwuXDcvkHy7Kn4jP0izfnWiEPYjh9Eni0nxgXfgtuNslhJrHt3ILqcGVo/iMYUz/8olNivXMAdHUXSJI9Qaj12EE3VWug/Gopx/mxsR/ahCMuCYDLiSEygQaNGrFm1iitXrlCpUiW8SzXM8P7pi9cj8chyzHdP412iHnK9H37VuxOzcRJytY7ExMTUupGRkahLNM2wHUEmR5OtKI74tEmhBUGGoUxTYjZPYdSYsa8SWXpsWULDMvPF5ElvtXsLDgnhecyj1H+7UmJRBed669yjCsmF9eElFN4BZMqUiYcPH5J0eiO63GVRBmVPtRLxqdgeU+QxHHFPiN/3AyCCXEGOHDlYvHgxSp0BpX9mnAnPmTp1Kq1aeUTgpBNrsb+4g6D2QqZU4zqxGrkhmKCmI1Bo9Ol8sv8JDBzwMa1bt8Z4dT/6orVSj4uiSOKRpbisxtSFiv8mWq2WPHkyXsCRkJCQkJCQkJD4dyMJ2RJ/GRqNJo2txh8lODiYbVu38uDBA06dOoVMJqNy5cqEhYW9h1GmRS6X06BBg3RblHPmzIlMJsN47QCG0p5Iu5RzW1H4Z8YZ/wz/FuPSeVurMxdEV6Ih8xcuJGvWrFgsFsKq90K0WwARhV/a6HRBJiegTj98yrfk5YpPKJY3O717T6Zt27b4+HjsTK5fv06FipWwyXX41uiNMjgXzvhnHLu4ncpVqrJn9y6qVauW2ua2bdv46uvpRBw/BkDhIkUZMngQ3bt3RyZL69/54sULEhISCAsLS+3vt9CzZ086derE7t27efHiBZkzZ6ZOnTqoVKoM68tkMnbt3EGNWrV5uKgfuuzFQeeD69l1bEmxjBs37g8nZHrw4AEnT55EEASqVKlC5syZ/1A7fxXt2rVj0pQviNr0Ob71B6POXAhBEHDEPiFx3/coZW4GDhz4dw9TQuJfgZ+fHwf27ePs2bNs3boVs9lMkSJFaNu2LV5eb7fg+K0kJyezZNky1K27oMxXELfFTMKwvohOJ75ffo+qdDgIAo4r50meMRnHhTPoWndCHhCE7fRx7GciAAHX/TtYoqOQBQThev4EXbO2aURoAHd8HOqiJTMeCKDImQf7+dP4jP6CpM+HE9etJZq6jZB5+6T2JQsJQ9DqkIdmxvX8CZpaDbBsXIUt4jCaKrXStWnetQV59lzYLp7BHR2FtmkbrAd3g0yOcc5XGOd89apzJVqtlg9bt8RgMNCiRQuKF/d4Y79O2Cj38stw3HKNHkGpfjXvedDmKgOCDJfNTK5cubBarWzZsgW73Y7KGP/We+AyxiGo0i/GKnxCAAhoMJj4vXPRFaiMd/G6pJzfRo8ePTCbzRl6NIcEBXLnxDF8KrZH6Z8ZmZcvjrgn6eq9xhH3BJnWG8vDizgDSiPI5CQdXU7S0eUofEMxlG+FNm84SUeX44x7QnCrich9M2G6eRjjpd08fPgQn4od8QlviaBQITodGK/sYcOGH0Emx5n4gsBmo9DlDUeQybG9uEvCvh+IXjsW0W6hUKFCbx3b30XLli3p1asXCxfOwnLzCJo84YhOG9abR7C8uMe8efMkQVlCQkJCQkJCQuK9IgnZEv8acubMSc6cfz6x4x8hS5YsdOjQgTXrlqMwBKPJXRbr0+toshXHbTWhCksfRQceb88Xpzdw4sQJtCE5UHgH4LZbQK7EHnUbbfbi6c4RlGrcNjOdOnWiT5+0W3L7fdQfu9qH4A5fpW6vJkshvApVI2b9eHr06s3d27eQyWRMmzaNUaNGoctWBP+6HyPIlTy8c5JevXoRERHBokWLEASBI0eOMG78BI4dPQJ4vKTbtGnDF19MIVu2bL/p/qjVapo2zTiSLiNy5szJ9atXWLt2LRs2bCA5xUjRqq3p06fPH4qgjomJoWevXuzYvh1RFAGQyeW0adOGH3/44R+TJFOn03HowH4aNGrMzZUj0PiFIihUWGIeExwSypY9e/62Z1xC4t9K2bJlKVu27Htv9+bNm1jNZvwrVAXAum8nrudPCViyCUXW7Kn1VMXL4PfNfGI7N0Gm1aFr3g5d83ZYj+4naeIwNHUaeyKwlUpi2tYDRfpdRLKAQJwP7r51LK4H95AHBqGpVB35nOWYN6zEvHY5otXiaU8UEd0uFDly43x0H54/AYcDVZkPSP5mCoLeG1XJcp7cDzYrptVLsEccRlm0JMZZX6Bt3BLvgSPRNW9HXJ/2gBzDyM/BLWKcMYlPhw7l888/TzeuPHnyIJPJsD6+mm6XCYAt6jai3ZImua/osHmipgUBm81GWOYsJMTHIShU2K8ewLdSR2S/Whi2xz7G+ugKAQ0Gp+/jeSQIMrQ5SmIo3YTk89vwr9mHwMbDEFQ6RowcSZcuXfD29k49JzExkbPnziPT6IlePQrfyp3R5atA3I4ZWB9fQZOtWJo+HIkvMEceR6Y1IJPJuXTjDj5VOqPNWQqXJQXj5T3E75kDe78HmQL/egMw3zuL8eLPCGodci9fRJuJpJNrQACfCu0QFEq8SzXC8vgqllsRBLUciybLmzwY6tA8BLf5nGfze6MSxDfJM/8iLl68yJo1a0hISCB37tx07dr1P9pyCILA/PnzqVatGrO//Y7zB35EJpdTt25dPh26MM3CuoSEhISEhISEhMT7QBKyJSR+Iz/+8AMvX75k76ZJqAOygNvzIi66HK9eytMn8HO/Slyo1WpxWYyIoohMpcWrYGVSzm9HX7RWmkg2URRJOrkOmUC6qOQ7d+5w7OgRAhsPeyNiv0JQKDFU7sSDlSM4fPgwgYGBjBo1Cp8P2uJTuVPqVml90Zporh1kyZJvaNSoEUqlkuYtWqAKzk1Ao6EofIKxPbvFhh3b2bd/P6dPnSRHjhzv+U560Ol0dO/e/a3bvn8rRqORatVrcPfRM/zqDsCrQEVEtxvTjcNs2LKSBw8ecvTI4bdGiP+3yZEjB9euXGbfvn2pCbbCw8Np0aIFarX67x6ehITEK15/Z4hWTzSx5cAulEVLIiiV6ZLVygOD0VSphfXQHrw69gRAU6UWlg+q4Lx/G+GVBZaqaElsxw6i7zUA4Re7YjR1GpMyczKO2zdR5kubO8B+7RL2i2cwjPYkr1XmK4jP6MkAJE4Yii3iMPo+g9C17owglyO63cR2aIRxyTx8xkwhaeIwEj/tizx7TmSBIThvXvUkjwRc0VHo+w5B17IjgiCgyJYTbZ1GWHZtwfXkMfaj+/HT6+nXr1+G9ygsLIxGjRuz58hGdHk/QK7/xXzmdJB4ZClyQzCaX/hem64felVBpGvXrmjzhhPWsiuCQknU4oFErxtPQN2PUYXkQhRFrI+vELfjGwS1F9r8aZMHuyzJJJ/ZhDZveeRevmjzlCPp5Fqcic9RBuXEUK45zy/tZtOmTXTt2jX1vEOHDmGzWgjt+gVJx1cRt+tVImpB4OWGz/Gr1g2vwtUR5ErMt0+ScGgRotuF3JaCW6EkqMOXKP3f7PjRZi9Oon8WkiJWEdrxK8y3jmO8tAu/mr3QF6+HTKnGbTORfHoTScdXItd6412q0auLcKEMypFGxH6NTK1DX6wOrmu7/7L5wWKx0KFjR7Zs3ozK2x+FdwC22OWMGTuWr778kk8++eSd5wuCQMeOHenYsSNutxtBEP5fJz6XkJCQkJCQkJD4a5GEbAmJV4iiyOnTpzly5AiiKFK1alXCw8NTX8h0Oh27d+3iyJEjrFixgm3bd5CU/BLRZsJy9zS6fBXStWm6fpAs2bLTtWtXli9fjvXBBbS5SuNbqRMvHlwkasWn+IS3QpO1KC5TPCkXdmK+FcE333yTLjHhnTt3AFBnTf+yC6DOXAgEgTt37rBhwwbUhkB8KrZP90KpL1IDy5XdzP72O65fv44mZ2kCmo1OTVilyVIYfZHqxPw0lE8//ZQNGzb86Xv7V7JkyRIiI28S0vVbVEFvoiQNpRujCsnD6ZXD2LRpE+3atfsbR5kWmUxG3bp1qVu37t89FAkJibdQpEgRgjNlInnXVuxnInBGXgOHg9gODZFny4lXm85o6jdL/Y6Vh2TCfvl8mjbUFaqSMmNSqk+1tnk7rAO6YVw0xyNmvzpXU6MuxsXfk/BJb/Q9+qOuVgdEN9aDezAtmYuyUDE0VWuntuu4dR37hTPYIg4jCw7Fq1231DJBJsMwdCyJoweSOHYIujad0dRphPXALpyR1xDNJmTZsuM3cQbyrNnT+Wcr8heCHRsxLZlLcGgm9u3f985EzbNnzSL8gwq8XDEYXfEGqDLlw5kYRfK5bTiTXhDcagKCTO4Rpe+fJ+HQYtRZCmN7dhNVaF4CmoxInX+C204iZvMXRC0diNw7ANHlxG1OQu4TimiMI2bj5xhKN0bhE4LtWSTJZzfjtlvwq+ZZEHXbPAJ98tmtWO6ewW1NAZmcH3/8kVq1aqXaTdlsnkVmpV8Ywa0m4EiIwh51G7fLieXuKeL3z3/lb+3Bzz+Aj4eMZs73c3HmrJhGxH6NoXwLks9twXTzKMaLO/Gp0BZDmTc7lWRqL3yrdMZpjCPp5Dr0xeshyBWILnuqPUpGKAxBGC3mt5b/WXr26sX2nbsIbPwpugKVEWRy3FYjiSfWMHToUEJDQ+nQocNvauvXlmUSEhISEhISEhIS7xtJyJaQAB49ekSr1m04d/YMCo0n2tlpHUXpMmXZuGE92bN7BFJBEKhWrRrVqlXj559/pmHDhsh9Q4nbOxe5PgD1K4sR0e0i5eLPmK4dZOq331K9enXCP6jAhV2zoNGnaLIVI6TT18Tv+4H4PXMBjx1G9py5+HzZMrp06ZJujK99q10pcSi8A9OVu4xxIIoYDAbOX7yEIluxDBN8AShzlOL8+a2YjClkavpZqojwGrmXH7oyzdm8ZSEvX74kODj4D93X/waLly5Dmyc8jYj9Gk2WguiyFWHJ0qX/KCFbQkLin49SqWTIwIGMGjMG5Ap0jVujrlAV0WrBsncHydM/x/n0Md59BgFgv3YZeVhaew3RbAaZHF4lAlQVLo6+7xCMP8zEdmQfmup1EV0urIf2ICYloChQhJS5M0h57U8tk4EoIhh8Ea0WXC+jSP5iLI6bVz3tiiLu6CgSJw7DMGwCMi+PJYe6bAX8vv6BhNEDSf58ROp45Fmy4TKbEESQZ884saHr+VOQyfHWe/H44YM0kcBnz57lm29msmv3bpxOJ+XLlWPgwAGcOX2KiRMnsmr1GhKtFo+FiQggEr97DsoQTz4HR+xjNNlLoM1dFtvT6+hLN04z/6gz5SXzhwsw3TpO3M6Z4HZhKN8K36pdsd4/R8LhJcRs/sJTWZChzVsev2rdUfp5cmYkn98OciWWu2fQF6uNMig7jtjHnL20l1KlyxBx/Bh58uRJtbCy3DuHV6GqKP0yoXyVt8KrQCXi9nyP+fpBWrZsybBhwyhfvjwpKSlMmjSJwIoZW4nJlBpUgdmx3DuL6LTjXbJBhvW8SzbEdHU/tueRaLIW8fhhP7uJ6HIgyNPbztie3SBnrtwZtvVHEUWRkydPsnHjRlavWoV32eboClZNfR5kGj1+1XviSoxi4ueTaN8+/aK4hISEhISEhISExN+BJGRL/L8nOTmZqtVr8CLRTHCriWhyebZAW+9f4NqBH6larTqXL11MlwCxQYMGTJo0iXHjxiEo1LxYMRRVaF4UvqHYnl7HZYzn448/5uOPP0YQBLZt3ULDRo05u2YMmsDMyLS+OF7cRaFQMHjwINq3b0+JEiXeGtFUvnx5MmXOQvKF7amC+S9JubADrU5HgwYNWLBgIWKs8a3X7LakIJMJqLx8UAVm7IOtyVqEBJeLBw8e/KOF7KioFyhyVn5ruSwgG8+eP/0vjkhCQuJ/Bb3eIwz7fT0PVbE39hjqClUxrVmKcf5sNDXr4Y6LxXHpLIYxX6TWEd1urHu3oypfMY2NiFebLriinmHZth7T2uUIXnrU5Suia9EBmbeB5FlTsZ+N8IjYr8RD++njxLSsCQoFcv9AfKfMRlWuIjjsWPbvwvjjTBLHDMJvxnwEuUcYVpUogyIsC/IcudA1a4c8MBjLnu2YN63C9eQR9tPHUYen/e50Jydh2bEJ3C7q16tHpaoef/AaVasSEhLCsGHDUPllQl24HkqFmlO3T3OwWTMGDx7MokWLmD17NmvXruXQoUPs3LkTo11ElSkvbpsZVUhu/Gr0QhmSm5ifPgVAbkg/twhyBfpC1Ug8vASXMYHkM5tAENAXrUVI2ym8WD0CZ0ocgQ0/QZevgkc0dzpIPrcF6/1zyL2DCO30NQrvgNQ2DWWaEbtmJN179OTY0SMUKFCAqtWqcypiJepsRVHo/QEwXj1A/IH5iDYTMrWOTZs2s2Pnz4wdM5oRI0agUqlxJkVn+KyIohtXcgzOlFgAkk5txHzzCC5LCgrfUPTFauNdskGqnZhot+KypOBKeIbbkkzyua34lG+Vpk1b1G0styLoN21qxg/oH+DRo0e0aNmKC+fPIdd4Iah0pJzdjPXRZYKajUoV9AVBQF+8Pnc2TOTWrVsUKFDgvY1BQkJCQkJCQkJC4o8iCdkS/+9ZsmQJTx4/IrTnD6kvcADa3GVQBGTh8cIPWbp0KYMGDUp37tixYwkJCWHQoMFYXDLs0fewR98D0U2lSpWZPHlyahRTUFAQp06e4ODBg2zatAmj0Ujhwp3p3r37bxKKFQoFn0+cQO/evZFpffAJb43cyxe3zUTK+R0kn97I+HHj8PHxoVmzphz55BOcyTEoDEFp2nE7rNgijxJeqgTHI07gtpnSeW4DuF69jP9TEiW+jcyZw7gV+/Ct5e7Yh2QrmuO/Nh4JCYn/HebNn4+mUvU0IvZrdK06Yt64kqSp43A9eoCyRBk01Tz2H26LGeO8b3Deu41v3yFpznNFR2E9sg9VeCVAwH7yKLZTx3Bcv4Lr+RMQZCjyF8Z56zqy0DDUZT/AFfMS+6ljIFfgN2sR8sBXc4Zci65RCxSZs5IwtI9HnH6VnNL55BHO+3fQtemMqkgJT/Us2RBTklEWKUHSpJHo+w5BW6shaDTYL57BOHcGojEFBIENO3aiqlANgItz5+EyGVFnLUxw2ylvoqjDW5FyYQezZs2iWLFizJr9LVcuX0IbnAN8s+F+Gon5VgS6fBXwKlgVe/R9kvbOQYsdt1KJ7VkkmiyF0t1bZ3IsLmMCmlylEWRyUi7sIPnU+tRyP/8AYrdMRROcA0EfiO15JG6rZ/HWt0rnNCI2gFzvh75iJ45v+5Lr169TuHBhFi9aSMVKlXm5pD+awjURHXaMl35GV6gavpU6ovTL5BHSz21h3LhxyOVyWrduzYaf9+JdugkylSZNH5bbp3CmxNK5c2dW/LQS07UDeBWticInBHvUbRKPrcAceQyvYh5LKcvDiyTtm4NO5qZzz54sWrQIR/R9vIrURFDpsNw7jfniz5QuVYqPPvro3Q/qbyQlJeXVwr2F4NafoclZEhCwPrpM/L55RK8ZQ6bu3yJ/lWxT5uULgMlkei/9S0hISEhISEhISPxZBFH0bP78XyE5ORkfHx+SkpL+8QLcvwGz2cyWLVt49uwZISEhNGvW7H/uvpYrH871JDlBzUZnWB67ZSoFDQ7OnjmdruzWrVuULlMGt182fKr3Rp0pL6LLgSnyOMkHfiS8bGmOHD70Xrfkzpgxg9FjxuJ0OlH7BGE3xoPbxSdDhjBt2jRkMhlJSUnky1+AZHT4NxqGMtCz3d2ZHEvCnu9wR91k757dVKteHUPlrviUb5GmD1EUid34Gdk1Vq5fvfKP3lI8b948+vf/mNCus1CF5EpTZn10heg1o1m/fj2tWrV6SwsSEr8faa55P/zT76Naq0XdcwC6lhl7BCdOHIbtxBFQqcBsQlm4OIK3Acfl84gWMwgCitz50DZpjTwkE47rlzFvXecRi3V6fEd8hhAYjO3IPo8P973b6Np3w7x6KfpeA9C165YazR3Tth7qD6pgGJzxXBX3YQfkmbPiO/5L3CYjiSM/xhF5DZ/PvkH9QWUEQcCVlEBs+4aoSpZBUGuxHdnnsShRKMBmBYUSXE7UVWriM/xzBK0W8CS8TPpqIrZjBwnr8X06j+iYlcOQJT3DIVPh22gEmiyehJVuq5GEw0swXt4DgEqlpm3btkyYMJ4JEyayfsdugjvNTJskUhSJ2zUbc+RxsvRfjkytw5HwnLgtXyAmv6Bdmzbs2befuJgYNFoN2bJmJW/evBw7HkF8XCxZBq5GrvVOd3/cdgtPZrZm5cqVqZ7PUVFRzJgxg4WLFpOUlIQmV2mCW45PN+fFH1iA6+Z+Dh86RLXq1RH9c+BTrQfqsPy4HVZM1w+TfHgRtWtU596DBzyINRPSYSpy7Ztn2h59nxerR4HoRnRYUas1dGjfjrFjx5IzZ04WLFjA1C+/4uH9ewDovQ306tmDSZMmpe4M+LN89913DB4yJN3CPYAz+SXP5vfBt3KX1N8ESac2YDq5mugXUfj5+WXUpITEP55/+jzzb0G6jxISEhISfyW/Z56RIrIl3sqCBQsYOmw4KUmJKPTeOE1GdF5efD5xIp988sk/Wtz8PcTFxyP3yziBIni2PsfFX82w7Msvv8Sp0BHc6jNkKs8LvyBXoi9cHbnWwLH1Ezh48CA1a9Z8b+MdOnQo3bp1Y82aNTx58oTg4GDatWtHWFhYah0fHx8O7N9HvfoNeLaoH9pMeRDkSizPb6P31rNt+zYqV67Mh3368OP8+Z6t3MXqIFNpcKbEkRSxEvO9c0zasOEf/zl37dqV+QsWcn3dWPQV2qPLXxHcLkw3j2A8uZYq1arRrFmzv3uYEhIS/0K8DQYssS/fWu6KiUYdXgnDsIkkz5qK7dBu5FlzoChQGMf1y/hOmol54ypSZk7xeF1rdWhqNcCVEI/99HESxw72CMluFwDybDlxXLmIskQZvDr0SNOXmJKMPHPGVlDgibZ2RF4jefY0rAd3eYR0IGnsIDD4IPM24I5+AU4H9pPHUBQogv6jobhfRuN8+gjH1UuIxmQEbwM+oyYjqN54YwsaLT4jJxF78SwpF3bgX+vDNH2r8pQn8chyQtpNSRWxweO17F+3P67Yh5TIHsj+fXvR6XQAfPHFFPYfOEDMyqHoSjdFk7UIzuRYjBd3YHlwEUGuIHbnN+ByYnt0Ca1Wg0rnxer1m9AUrIZ3oTAcL+5w61YEMrmCb2fPolOnTrhtpoyF7FcR2xrNm0jqTJkyMW3aNDJnzswnn3yCT9nmGc55hrLNeXZuK3fv3mXf3r20a9+BJyuGotR547LbEF0OWrdpQ7euXWnQoAEh7b9II2IDqEJyYSjbjKSI1ezft4/KlSujUqlSy/v06UOvXr24c+cOdrud3Llzp96r98Wq1WvQ5i6XTsQGUBiC0eX9AHPkUXzKt8CR+ALz+a20b9dOErElJCQkJCQkJCT+MUhCtkSGLF++nD59+qCp35TATr2RZ8qMKyYa09plfPrpp6hUKgYMGPB3D/O9kDdPbqKuRb613PniFnkLpU+0JIoia9auQ1OyaaqI/Us0OUuhCczK6tWr36uQ7XK5OHnyJI8ePUIQBAoWLEhoaGi6ekWKFOHe3Tts2LCB/fv343Q6+eCDj+ncuTPe3p6X/NmzZ+N0Olm4cAEpx39CqffFmhCNRqNh/vz5tGzZ8r2N+69Cp9Nx8MB+PvroI9ZvWETC/h8BUCpVdO3SmdmzZ6NQSF91EhISv5/2bdrw48rVuDv1Sk2k+BrH7Rs4b15FzJGb2E6NEVOSUeQriP+8lSRPGQ0FiqAuWwF12Qq4jSmIJiMyP38ElRrLvp3Yjx/EMOErzCsW4Ip+7km+qPfBceY4hk/HpxuLLCQU5+0bGY5TdLtx3LyGO/o5lj3bkGfOiuvxQ3A5EPTeiCkpuI0pIFe88t0WcN67hTHymqcBpRJB64Wg80JTtXYaEfs1gkqFukpNLKfOpO/fYQNBhjprkfTnCTK0RWpzcs8cfrkJMFu2bJw+dZJhw4axafMSEpxOAIoWK86QxYt58uQJx44fRyGXU7PfVJb/9BN3nscT0mNWmghue/mW3Fozmu3bd6Dz8sJ4ZS9+VdInTDZe2Ytao6VGjRqpx44dO0b7Dh159vQJAArf9HMpgMIQiEyuIC4ujvbt2/Pg/j327NnDlStX0Gq1NGrUiNy5c/P111+j0OhQZy2aYTu6vOVJOr4SnU6XRsR+jUwmI3/+jJNJvg/i4hOQeed5a7nCJxjb0+skHF6K5eoesoQG89VXX/5l45GQkJCQkJCQkJD4vUjqjkQ6XC4XI8eMQVOtDoZPJ6RGJ8mDQjB8PBwcdsZNmEivXr3QatMLuP82+vTuzZ6WLTHfOY0ub/k0Zea7ZzA/uUGfmZ+nO8/pdGIxm9D5ZOxvLQgCMu8gEhMT39tYr1+/TpOmzbh/7y4avxBEUeSrr74ib778bN+2Nd0LsFqtpmPHjnTs2DHD9pRKJfPnz2fUqFGsW7eO+Ph4cufOTbt27f5V2wb9/PxYvXo1M2bM4MyZMwiCQMWKFQkMDPy7hyYhIfEvZsiQISxdvoKU0QPQDRyJMnd+RLcb+5kIkqd/huDrhzxbTpSFimHdtwNNtbqeOVOtwZ0Qn9qOTO8N+jdRwu6kREDAtHElrvt3MQybgOPeLayH9746QZ5uLNr6zTAumoOufXeUufKmKbMe2IX7xTPAEz3tuncbbdO2eHXogTwoGFdcDOa1yzBvWIlXz/5gt2NasQBVhap49xqA224joW9HZKFhIE/fdyoKBfzKkU50uzBfP4RcrXvrDh7ZK89lm82Gl9ebnAzZs2dn3bp1xMbG8ujRIwwGA3ny5EnXzunTpxk2bBjBrSakEbEBVEE58CrXkk2bVtKvX1++m/M9Cp9Q9EVrIsjkiG4XpuuHSTm1joEDBvDgwQNmzPiGzVu2YDabkKl0eJVsiOniTmzPb6HIYE63R9/D7XKSM2dOAORyOQ0aNKBBgwZpx6JS4XY6weX02LT8Crfdmlrv7yBf3tw8vXDrreXWJ9dxmRJw39xLv17dGTt2LEFBQW+t/76xWq1ERnoCCwoVKvS33ScJCQkJCQkJCYl/LpKQLZGOiIgIop4+xX/UFxm+lOpadiJu+0b27dtHkyZN/oYRvl+aNm1Kk6ZN2bF1KtYSDfAqWBkAU+RxTBd30qhx4wytKZRKJZkyZyHl2U30RWulKxeddhwv75E7d/qyP0JMTAzVa9QkRdAR2nkG6rD8iKKI/XkkT/Z8R/UaNbl+7eof2gKcM2dORowY8V7G+XcSFhYm2YhISEi8N3LlysW+Pbtp2bo1z3u3Q50pDLfViiMhHhRK9H2HoGvcCkGpxHn/DrYzx/Fq1xV1uQpYd23Bfv0yqsLF07QpupxYd21B8PHBdf0KIKKuXANF/kJYNq0GrQ7r4b1o63nmV1EUsV88gzslGZneQMKgHnh17IW6YjVEuxXr3h2YN65GXbM+otOJPeIQmjqNMAwamdqnPCAI748+RbRaMW9YSdDa3eB2Y1q9BLN/EIq8nkVQZf5C2CIOI348DEGuSDdu29EDaILfJGd0263E75+HMykaBAGXMSGd0AxguX8elVrDkCFD6N27NxUrVkzz+yIwMPCdC49nz55FJlegyZk+6SaALm84iYeX0LhxY5KSklm27FtMJ1ch98+KK/4ptqQYOnToSMWKFSlXrjwKQyDqkk3x0+ix3D+P6eLPyHS+JJ1ahzZ32TSJHEW3i6SIlYRmCqNu3bpvHSNAvXr1GDx4MKbIY+iL1EhXbrp2gOCQUIoVK/bOdv4qPuzTh51NmmC6FYFX/oppysz3zmJ/Hsn8+fPp1q0bSmV6If6vwm638/nnn/P93HkkvloACggMYsDH/Rk9evR/dSwSEhISEhISEhL/bCQhWyIdcXFxAMgzZc6wXB6WOU29fztyuZwN69envkS9OL8NAF8/f0aPGsn48eORvyVCrW+f3nw+5QvspRujCsqRpiz57BYcpiR69er1XsY5f/584hMTydR7eqpQIAgC6swFCWj1GVHze7NkyRI++eST99KfhISEhASEh4fz8P59li5dyurVq7FYLJQsWZIrV68SMecrzD/OQqbT4UxKBMB6aA+qitVBLidp4jB8xk1DWbQkgiDgjIslecponA/ugVaLPEduXA/ugsuJoNagyFcI5+0b2M9EkPTNZLTN25EyeRTOB3cRfHwRHQ4wmzAu+Bbj/FkACAYfvDr2wKtLH6wH92A/sg9dy4x34ehadsCyYyP2C2fQNm+PaeViLDs3pkZZK3LkwXb0ACnfT8f74+GpiSZFtxvjvJm442Iwxx8j2mZEplBjeXABXHbmzZvHkE+GknBwPgGNPgVRxHwrAuO1gzgTo3AmvkDuHcDaHftZvnw5PXv2ZP78+chetf+fUCqViG43otOBoEo/H4sOT6SzRqNh6dIlDBw4gGXLlvH8+XMyZapEly5dyJUrF5mzZEWdpxwBjd4I9YbSjTHfOkHMlqmIdjMvVgzFUL4lqtA8OBOek3J2C/bnN1m9adN/tKnKnz8/jRo1Zs/BBSgMgWiyFXt1/1wYL+/BeGUv47/88m8TZhs2bEjLVq3YvPlrrI+ueBbuBRnmyGOYLu2iUePG9OjR462/ef4KXC4XzVu0YPeevXiVaEBogUqIIpgjj/L5pElcuXqV9evW/eZnRUJCQkJCQkJC4n8bSciWSEeOHDkAcEReRx1eOV25I/I6QOoW2/8FlEolkyZNYsyYMdy8eROAggULpkkKlRFDhgxhw8ZNRK4eia5UY7S5y+K2mjBd3Yfp5lHGjBlD3rx539nGb2XNuvVo8lbIMNpNYQhCk6c8a9auk4RsCQkJifeI2+1m7NixTJ8xA0GpQhkcwunzixCdDmQqNfLMWXA9f4pMLickOJioSSNRV6iGIlc+nI/vkzC4J/Is2RG0Gpz374LLhSwgCBQKj4gtl5M4fiiOa5cQ9AZU4ZVxx8Vg3bER666tyDNlxu+bBSiLlwZRxH7+FEnTP0cQRbyHTUBdrBSC2jNXCUqPFYM8NCzDa3l93J2chNw/AEGjxVCqKY7EKMw3j2A/tAd9v6EY583AfjoCdVXPjiLr4b24XzzHq9fHyNRabKePY39wF9FpY/++fdSsWZPAwEDatmtH9JKPcTkcOJNeoM5SCE2OEthf3sf+LBJFlsL4lWrCosU/kj9/foYNG5Y6NqvVyq5du4iOjiZz5szUrVs31VqiTp06gIjpxmG8S9RLd13Gqwfw8fWjTJkyAJQqVYpSpdJGb8+cORO7w0FYrX7pos11+Sugy/cBtue3cCQ+J27nN28KBRmZM2emcOG3J4X+JStWLKd+g4acWj0abWhuBEMIrpf3sCVG07dvX4YOHfqb2vkrkMlkrFm9mqlTp/Ltd3OIvrgTAP+AQMaMHsXYsWP/qyI2wKZNm/h5506CW01Am7ts6nFNloJoshVl08Yv2LFjx//EDkAJCQkJCQkJCYk/jyRkS6SjRIkSFC9ZksifFqAqVS5N0ifR6cCy/Eey58pFlSpV/sZR/jVoNBpKliz5m+t7e3tz9MhhRo0axbLly0mKWA1A9py5mDl//nuLxgZITk5GHvL2JE1yvT9JyXffW38SEhISEjB58mS++vprvLp/hK55O2ReetwpyZjWLsO8ajG6uk0QDD5Y9/9M1IUzCEHB2G9cQUyMBwTkufMhD8uK4+JZZAFB+IychLJ4aU+E9oO7JE4YiuPqRXTtu6Pv0idVlE6ePRXLzs34zZiPPOiVb7MgoC5bAf8ZPxLXrSXu508RylZIHavg5w+A48YV1OUrpbsWx42rAMjDsuB8cA/RakYVkhOfSh14mRyD/fktHLu24NXlQxx3I7Hu2Y5otSBazMh0Xrjj43C73fDwLiTGs2L58tRkxi1btuTY0aM0b96C6IR4glqOQ5fnTd4J65NrvNzwGQrfTOiL1mbGNzMZPHgwSqWShQsXMnzESBLi4zzJKEWRwKBgZs38ho4dO5IzZ05atmrFlu1LUPiGosleHEEQEEU3pmsHMV7YwYQJ49+5+Hz27Fk0YfmRe/lmWK7NUx7z7ROoshTCt1InBLkcudYHt81E3M/fUKNmLW5cv5bG4zsjfH19OX7sKLt372blypXExsaSu0ZzevbsmSq0/50oFArGjRvHiBEjiIyMRBRFChQogFqdPsHnf4MffpyPLluRNCL2a3T5KqDNnI/5CxZIQraEhISEhISEhAQgCdkSGSAIAnPnzKF6zZokDeyOpk0XFHny43x4H+uGn3BGXmP+zp3SNs9X+Pr6Mm/ePL766ivu3r2LRqMhf/787/3+FCpYgKNXrmdYJooizqfXKVSheIblEhISEhK/n5SUFL6cPh1d687oO71ZmJR5G/DuNQD7lQsYF3wLLheCxpP8WIyPQ9/3E3SNWmBaswzTTwtw3bsNgP/sxShy5k5tR5EzD4LOC2WJMuh7DUjjG+24ehF1tdpvROxfoMiSHVW5ClgP7UHXtM2bcyKvgUyOcdkPqEqUSRXFAUS7HeOyH5Bnz4miQBGSPx+OTO+HNndZBEHAu2wzYjZPoWSmYE4t+yH1vLwFCvBhr15ERkZy8OhRBEGgdquWfPzxx2milDdu3Mio0WOIjn4BQMymKejyfYBf9R4ofELQZC2Cb8UOJBxZRlCzkURf2cvNmzc5d+4cvXv3xqtITcJatEbhnxlH7COST66lU6dOKJVK2rRpw6KFC3nRqDHH1471RDr7hOKOuY81PorOnbswduzYd36WKpUq1YIkI9x2MwDBLcYh13qnKfNvMZ7HC/uyatUqevfu/c5+wGNZ1rBhQxo2bPgf6/5dqFSqv82r+5fcuXsXRabSby1XhObnzl1pkV5CQkJCQkJCQsLDX6ZE5siRA0EQ0vw3bdq0d55jtVrp378/AQEB6PV6WrZsSXR09F81RIl3UKFCBY4ePkyZkECSJo8irlsLkiZ+SlGdiv379r3a5ivxS7y9vSlZsiQFCxb8S0T+vh9+iPlZJKabR9OVma4dxBJ9n74ffvje+5WQkJD4NQ8fPqRnz57kzJkTrVZL7ty5mTBhAna7/e8e2ntl7969mFNS0DVrm67Msnc7zmuX0NRuRMCKbQT/fILAVTvRNmiG8fuvsezdgb7rh6gbtUCQyVAWK5VGxAZwJyXivH0Tbf1m6ZIru40pKEIytggBkIdkwp2U4KlrMmJauxzTwu/A7cJ57zbxH3fFsm8njnu3sBzYRfyArjhuXkVTsz6JQz/EFnEE/1p9EeQev2aZzgeARQsWcP/+fQ4cOMDFixe5deMGQ4cOZcGCBdy7dYu7kZHMmzcvjYi9cOFCWrVqxVOnF0GtJpCp+7f41eyNLeo2L34ahjPpJQC6QlXB7cQR98RzDy0WRowchVfh6gQ0GIwyIAuCIKAKykFA4+Ho8n3Ap8NH4HK5MBgMHD50kB07dtC0WlnCs2jo2LwBJ06cYNmypf/REqN+/fpYou5ij3mYrkwURYxX9yP3CU4nYgMo/TOjy1GCDRs3vrOPd3H37l1GjRpF69at6d27N/v370d85U3+/xl/f39cyS/fWu5KjsH/DySxlpCQkJCQkJCQ+N/kL43I/vzzz9NErnh7p385+CVDhgxh586drF+/Hh8fn/9r776jo6jeBo5/dzfZTe+NFjqE3omhNwmIgIAUBQVEVHp7VUAEUWlKU6R3EaQpVeldCFWKtNAJJCShpJfdze68f/BjMSaUaJJN4Pmcs+eQuXdmnrls9m6euXMv/fv3p3379hw8eDAnwxRPEBgYyB/793Pt2jXCw8Px9fWlTJky1g7rpdW6dWtea9WK3zd9S8q14zgG1EdRFJIv7ifp/D569uwpNxiEELni4sWLmM1m5s6dS6lSpTh79iy9e/cmKSmJyZMnWzu8bJOQkACA2ss73XbFlEbiwpnoGgfj8vEYSxJa41cQlyGjUAxGkpbMxr5FW2x8C6IHNN6+GY6vpBkBUDlknK7CppA/hrMnM41LURQMp09gunmD6DcaoyQngsn0cFoOlQqVqztpt24SP+Fvo5TVajCbSVo0C42738M5iUs8Hgmbev0k9g6O+Pv74+Tk9NzrYMTFxTFw0GCcKjfHo8XjUeVanxI4lq3HnaWDiT2wDK/Xh6FSP0w26yNCcXJ2ITw8nHt3oynQenSGRP7DUeLtubX8Yw4dOkT9+vWfOtJZURS2b9/OnLlzOXvuPM7OznTu+Cbvv/8+np6etGvXjmLFSxC5aRIebT/D1rMwAGZjKrH7lmKMuopjpVefeJ0qBzcSEhKfq03+GdfYsWMZO3Ystg4u2PqWxJxwlwULFlCvfgM2b9qIq6trlo/7ouj29lt8OmIkaXHR2Limf/rA+CCclKvH6DboOytFJ4QQQggh8pocTWQ7Ozvj5+f3XHXj4uJYuHAhK1asoEmTJgAsXryYcuXKcfjwYV555ZWcDFU8RYkSJShRooS1w3ippaWl0adPH37/7Tc0WjuSLx4k6exuAFxc3Zg2dSoDBw7MkAgQQoic0KJFC1q0eLzoXokSJQgNDWX27NkvVCL70c1bw5k/0VV/PN+z8a9TmO9G4djpnUw/dx07vUPqto0YThzGcGgvKidnDH+dRDGlpVtoUO3mgdrLB8PhA9jVbZTuGPat2hH39Qj0hw9kWHg5dfdWTDeuomvaEtOtm6RdDQVFefiytUWJeQCmNGzKlEfl5ETalUso8bHg6ASpegp2/w617nHy3Hj/FsmnfqPXu+/g5ORk2Z6YmMjy5cvZuGkTqampVK9WjQ8//JBSpR6v17Bq1SpSU1MpWK9rhrbQOLnjXLMtsQd+xOPVj0gOPQgqNfobJxk8oJ/lRoGtR6FM29/W8+H26Ognj9iFhwtyfvDBByxcuBB7vxLYFK7EnaQYRo4azdRp09m9aycVKlRg+7atNH21ObcWfIR9kQpg50za7bOY9MkULFSI2IS7mR5fMZtIu32WSnXbPTWOzCxatIixY8fiWq8rLrXbo7bVoSgKqTdOcmTzt7z1dld+/21zlo/7SExMDIsWLWLlqtXExcdTvlwAH334IcHBwfniO8H777/Pd9/P4N6az3Fp+iF2xaoCkHrtBHG75lKsWDHeffdd6wYphBBCCCHyjBxNZE+cOJGvvvoKf39/3n77bYYMGYKNTeanPHHiBEajkWbNmlm2BQQE4O/vT0hIyBMT2Xq9Hr1eb/k5Pj4+ey9CiDxg+PDhLFy0GI9X++BUuTmo1Rjvh5N0bhfxR37BYDDk2znL9Xo9a9euZdeuXZhMJurUqUPXrl3TJVOEEHlfXFwcHh4e1g4jWwUFBVG2fHluLJqFtnxlyzzYj6b00BTyz3Q/TaEiD+vFx5F28zq6oIakbt9E8toVOHZ+nJRTaTRoqweSsnUDdk1aoK32eME7bVADVO4exI4agn3bjtg1aAZmM6l7tpHy26+gUqHftQUA2wpVsGvakqSNazBH3ELt6YnbuO+wLfkwEa+Y0kheu4LEudNQqdTcXf4J9pWDsXHxIvXWOVLO7qRkMX/GjRtnOf+5c+do1jyYqMg7D+NydOLA/PlMnTqVGTNm0LdvXwCuXbuGnbsvNs6embaFrlBZMKWRcvM0sft/BBSCAmvz1VdfcfjwYQAMkVfRFQrIsK8h6hoARYoUeer/05w5c1i4aBGeLQfhWKmZJYGblviA+2u/oFXrNly5FErp0qUJvXCeVatWsXHjRlJSUqnaoT8ffPABBw8e5J133iH58mEcSqf/zhl/9Ff0cXf5MIvTd5nNZsZNmIhjQD3c6r5l2a5SqbAvXh1z0w/Zsmky586dSzdVy/O6dOkSjRo3ISo6GruStdE4leH24b/YsL4l777bncWLF+X57wZubm7s27uH9m925PTq0djaOwMKxpREataqzS9r1zzziU4hhBBCCPHyyLFE9sCBA6levToeHh4cOnSIESNGcOfOHaZOnZpp/cjISLRaLW5ubum2+/r6EhkZ+cTzTJgwgbFjx2Zn6ELkKTExMfwwcxYuQZ1wrv74cWqttz/aRj0xG1KZOOkbBg0ahE6ns2KkWXfmzBlavtaKiPDb2BcohUpjw7JlP/HpiBFsWLeOhg0bWjtEIcRzuHLlCjNmzHjmaOz8dvNZpVKxZOFCmjRrRlzfbmjf6IJN0eIYz58BwHjxHLqaGW+0G0PPA2C6G4WSkgwoOHTpQeLcaRjPncbu1VaodDr0f+whdcdvqJydifm4D7p6jdFWr4055gEpWzegxMaAswspm38lZd1KALz9/PAvW5bQixcBcOrVH8euvUgLv0XC9w/XInH55AtLEhtApbHBsfO7GM+dwvPmFWpWr8rmTQswm824uXswdGA/hg8fjvv/5iJOTU2leYsWxNg54LlsI5oCD0dGK/pUEuZ/T79+/ShbtixNmzbF3d0dY2IMZkMqau3jxSUfeTQ/9r1141GpNQwaOJBJkyah0+lo2LAhhf2L8iBkJV7tP7dMPQIPk+8JIasoW648tWrVynBcSz1FYcq06TgG1MepcvqpQWycPHBrMZCbSwezefNm3njjDezt7enRowc9evRIV9ff359f161j/foJOJZrgH2ZOihpBpIv7CX5yjE+++wzqlev/sQ4MnPp0iWuX72CT8d3Mi13KFsX1ZYZvNGuHceOHs3wHfhpzGYzr7dpS4xRQ4He87Bx8ba0R9L5vfy4bCrVqlVl8ODBWYrZGkqUKMHJE8c5dOgQ+/btQ6VS0bhxYwIDA/PFqHIhhBBCCJF7sjRMY/jw4RkWcPzn6+L//rAaOnQojRo1onLlynz00UdMmTKFGTNmpPsDNjuMGDGCuLg4y+vWrVvZenwhrG3btm3oU1Nwqtoy03Lnqi2IeXA/380lHxMTQ7NXmxNj0lGw12x83p2Od9fJFPxwAUZXf15r1Yrr169bO0whXipZ6ecfCQ8Pp0WLFpZF7J5mwoQJuLq6Wl7PGmmbF7zyyiuEHDxI88oVSfp+IjFDepPyy8/Y6HQkLZ2LYjSmq6+Y0khcMgeVnT1JC38goFQpjPt34dCxGy4ff0HarRvEjRlG7PD+pB7cCyjg6o5jt16Ybt0g4bsJJK/+EdX/nmDT1a4LRgMjRozgzJkzlCldmqvhEdhWrIqmUBEc3uoJgPHiWQDUnt5oq9XO9FrsglsTcesWM77/nsTERO7evcvd6CgmTZpkSWIDrFmzhojbt3Ea/Y0liQ2g0tnh3O9j7MqWZ/KUKQB06tQJkyGVxDPbM5xPMZtIOLYBlc4Rl8A30fmWZNHiJdy5cwcAjUbDrB9mkHr9T+6uGUPK9T9JS7hHytVj3F31GYaIC8yc8f1Tk5mRkZFcu3IZh4B6mZbr/Eph51mQffv2PfEYAKGhobRp3Zre7/fCNf4qd9eN496mbynlaOSnn37i66+/fur+jxiNRhYsWED1mrWoVv3hHORqu8yfMFJpbFFp7bl24ybBLVryxRdf0KNHD4YOHcqxY8eeep7t27dzOfQibsEDLElseHjzxalCY5wqNGbKtOmYzebnitvaVCoVdevWZeTIkYwYMYJXXnlFkthCCCGEECKDLCWyhw0bxoULF576etJcyoGBgaSlpXHjxo1My/38/DAYDMTGxqbbHhUV9dR5tnU6HS4uLuleQrxIkpKSANA4ZL4YlMbBDYDk5OTcCilbLF68mPv37+PRfjS2Xo+TWTauPni2G4URG3744QcrRijEyyer/XxERASNGzemTp06zJs375nHz683n6tUqcLGDRu4e/cuoaGhPLh/j53btqFcPk/c4F6kHthNWngYqQf3EjP4fYynjlG9YgV+/fVXdu/ejaO9HXGf9sOmTDk8F63Fa9VWXL/+DrWbOyoXV1SpKST9OA+VoxO2NYNQTCZMEbdRqdWYD+xiwoQJjBs3jqioKA4eOIDTqAmYExPQ1qqD6n9TR1jm3tZqn5gAVP1vxHRaWhr29vZ4eXllOuXb1q1bsatQGRv/YhmPoVJh26wV27dtw2w2U7x4cd5//33i9i4k7sivmPUP+yLDvTDurhuP4e51fNqPwr1RD7w7f4XeBN9993jxvtatW7Np0yb87Q1Erx5N+KweRK8dSyl3G7Zv20bTpk2f+n+jKMqjyJ5YR/WUsqVLl+Lp5U2FihXp2bMn8+bNIzoqil69ehEeHs6pk3/StWvXp8bwiMFgoHWbNvT+4AMuxWuwq9kBNLakXDueaX195BXMybHY+pXh6JHDjJv4LWt2H2PWomXUrl2btm+8QUpKSqb77t27Fzs3H7QFM07JAuAQUJ/bYTcJCwt7rtiFEEIIIYTID7I0tYi3tzfe3t7PrpiJU6dOoVar8fHxybS8Ro0a2NrasmvXLjp06AA8HB0TFhZGUFDQvzqnEC+CihUrApB64xT2JWpkKE+5cRKAcuXK5Wpc/9Wv69ajK14DU+IDjNHX0Dh7YetdDJVKhVprj13Z+qz9dT1T/jfqTwiR87LSz4eHh9O4cWNq1KjB4sWLn2suXp1Ol++mQPo7Dw8PyzzgderUYfSoUfwwazbRY4ZZ6lSvWZNvd+6kSZMmmEwmunbtSnxMDCQk8KB3Z9R+hVCpVZgibqMpWASPaQvQFChE6p7tJP+ynLRzp2nSuDHly5cnICCALl264On5cP7pVatWoStaHG3NIFS2WpSkRMt5tVVqgEqN+U44adevYFO8FP+kP7QXWzu7Z46ET0tLA13GaUIsdHaYzWbMZjNqtZqZM2diY2PD3HnziNv/IyqtHebURNQObni/MRI7/0oAqHWO6Mo3ZvnPK5k2bZrlcK+99hotW7bk5MmTREZGUqhQISpXroxKpcJgMLBy5UoWLFzEzbAwfH186NH9Xbp3746joyN+fn4UK1GSu6F/4FAm4/dFQ9RVUu6H06BBgwxlEydOZMTIz1DZ6nBr2B2HMnVQTGkknd/3cOR4ZBSrVv5MXFwc7u7uODg4PLXdJk2axI6du/Dp+CX2xas9bMvEB8Qf34hD2bpovYtZ6poNqcTsXoDazhn9rbO41umCS2AH1Fp7FLOJ5It/8NuW7+n9wQf8tGxZhnMpigJPG7Gsevj7GBcX99SYhRBCCCGEyE9yZAWYkJAQpk+fzunTp7l27RrLly9nyJAhdOvWzfLoanh4OAEBARw9ehQAV1dXevXqxdChQ9mzZw8nTpygZ8+eBAUFPXGhRyFeBrVr16ZS5Sok/LHMMtLtEVNSLImHV9G0aTNKlixppQj/nTsRd9DfPk/kj0OIXjuWO4sHEPnjEFJv/e/xeHtnUp8wEk0IYV3h4eE0atQIf39/Jk+ezN27d4mMjHzqmhYvkvPnz1OyTBlGjx5NvJ0D2v+NXHb39GLmjBk0adKEdevWUaBwEVatWvVwJ5MJmzLlMMfFYE5NxWXUBDyX/opNsZKodHZoq9ZEHRdDp06d2LVrFzNmzKBfv36WJDY8nJJJ5e2HSqVCF1Qf/R97MCc8nGdc7e6BytMLNBrip36N+W9JbgD9n0dI+e1XFJMJW1vbp15frVq1MPx1yrKo5T8ZD+2lcrVqltHctra2zJo1i7CbNylZojgaJ0+82g6ncN/FOJQOTLevjbMXiQkJGY6pUqmoXr06r732GlWqVEGlUpGYmEjjJk3p3r07J27FE+tbnfOxKvoPGEit2oFER0ejVqsZNmQwSRf2k3h2199GaIMpKYbYrd/jX7QYrVu3Tne+GzduMHLkSAB835qAa+Cb2LoXROvlj3uDd3Bv9hG//7YZN3d3ChcujJubO926vcPly5czbZO0tDR+mDkLh4rNLElsAPcG72Dj6kvkj0O5v3UGiX/tIvbgz0Qs7IMh8ioqjQ0O5RriVr8bau3DxURVag2O5Rvi2vA9VixfnunTjA0bNiQ1JgrDnUuZxpN0cT+o1FStWpUWLVsSEhKSaT0hhBBCCCHykxxZ7FGn07Fy5Uq++OIL9Ho9xYsXZ8iQIQwdOtRSx2g0Ehoamm46hGnTpqFWq+nQoQN6vZ7g4GBmzZqVEyEKkW+oVCqWLllMg0aNiF46APvKLbH1LIwh6hopZ7biam/LnDmzrR1mlvz6669cu3YFu2LVcAnsgK1HYQx3rxMfspqoVaPw7fQVxhsnqV2lklXiUxSFkJAQTpw4gVarJTg4mGLFilklFiHyoh07dnDlyhWuXLlC4cKF05X9PZH4IoqNjaVJs2bE2jvhMX8ltiXLApB26yZJk7+geYuWfDH6c4YNG4a2Vh3cBo1E41sAw9nTJK9agkqjQUlOInH+95gjI9AUKoLx4jmMW9ZTwNOD6X8bqRwTE8PMmTNZuGQJkXfuoLW1xWAyoxj02L/egeRfVhA7ajCun41H4+OHTbGSGFNTMF74i3tvt8K+RRvUXj4Y/jyK4ehBNAWLYBt7/5nX2KNHDz4fM4aE6eNxGTke1d8S3ym7tpB6+ACDFy3KsF+hQoVo1qwpi3/+BYcyQekWb3zEcPscJUs9HC0eERHBgQMHUBSFoKAgihYtmq7u0KFDOXr8T3y7foNd4fKPj3EvjKurR/HOu93ZtnULffv25cSJEyxZMo3kPzdhW7gSpuQYUi+H4O7qyuZNOzNMobJw4UJQ22BfogY6v/Sj1w13bxC7/0c0Tp4412iN1rsohns3Wfvb72zavJk/DuynUqX0/dPt27eJjorEp0H6wRdqOyf83p5I/PENxIWsJvH0NlQ2OhzK1ce+VG3urRuPc9XgTP8fHCs2JXbPAjZt2sSAAQPSlQUHB1OyVGnCt83As+OX2Dh5WMqSLuwn6exunCq9irZAGfaf2kKDBg3ZsGE9r732WqbnEkIIIYQQIj9QKS/YX5zx8fG4uroSFxcn82WLF0poaChffz2OVatWYTQasLN34N13uvHZZ5/h7+9v7fCeW1paGkX8ixLv5I9Xu5GoVI8fDFFMRqJ+/oy0hHuY4qNZv349bdu2zdX4zp8/T5e33uavM6dR29iimM2gmOnYqRMLFyzAySnzRbvEy0X6muyRH9tx2rRp/N8nn+KxfBMab990ZebEBB689RrqtDRsGjXH+ZMv0s1XbY6P40GfbmgKFkLl5oF+91ZQFFzc3OnVswcjRoywTO0SERFBvYYNCbt9G23jYDTFS2M8ewr9/p04vtcPp27vYzh7ithRQ1AS47EtVwnT/buY70bh9OEQUjasxnQvCkxmNH4FsO/4DvoNq2leviybN2165nVu2LCBjp06ofLwwrbZa6icnEk7epDUP4/ybvfuLP5fInv79u2sWLGCu3fvUaxYUerUqcO7776Le5P3can1Rrpjpt46S/TPI5kyZTLHjh9n1apVmE0m4OFN2zZt27Jg/ny8vLx48OABBQoWwiGwE65BnTLEl3huD/c3TyE0NJQyZcqgKApbt25l1uzZnD13HmdnZ7p0ergAaWbT5XTs2JFf1m/E5ZWOuNV9K11Z5LL/w2xIwbfrJDR/W6jRnJrI3ZUjqFTUh6NHDqfb5/bt2xQpUgTvdiNxKFMnw/kUReH2D+9gV7w6Xq2GoFKp0IdfIPKnjynw3g/pph35+z53ZrzF1198zieffJKh/Pz58zRu0pT7D2KwK/0KGidPUm+exhB1FYfyDfFqNRSVWoNiSuPe+nE4xN0k/PYttFpthmMJ8aLKj/1MXiTtKIQQIidlpZ/JkRHZQojsV7ZsWZYt+5H58+dZ5uvMj3+M7ty5k8g7Efh1/yRdEhtApbHFJagjd9eOpV27drRp0yZXY7t16xYNGjYiSe2IT8ex2BWvhmI0kHR+D79uWMzd6Lbs3LnjueYCFkK8mH5Ztw7tK/UyJLEB1E7OqEsHYDx9AtceH2VYdFHt4opDx24k/PAtXmu2YzryByOHDmH06NFoNOlHL/f+4APC4xJwm78am0L/m9P6za7Efz+RpEUzSbt2GfuWb+D2xbckrVqK4dghMJvB1hbD0T/wmLMctePDJKxiSiNx0SyM1y4zdP6c57rOtm3bcuzoUaZPn876TevQ6/VUr1qV/itW0KVLFxITE2ndpi379u7BzqcoKtcC7Dl8gjlz5lCpcmX+2r0Aw51LOFRojNpGR/LlwySf2Ua9+vVZtXoNJ07/hWvj93Es1wDUGpIv/sGWnT/RqHETjhwO4dixYxj0qXgF1M80Pseydbm/eQoHDhygTJkyqFQqWrZsScuWLZ/r+pydnUGlxhgTkW674e4N9BEX8W43Ml0SGx6Ornau8zbH1o3j9OnTVKlSxVJWqFAhChfx5/7ZXZkmslPDzmBOjiUl9A9inT2wL1GTtNhIUKlJvX4y00S24c4ljCmJlrUy/ql8+fKcO/sXCxYs4KcVP3P+xEE0bgXwbv859qVqWfpYlcYG14Y9ubOwL+vXr6dTp4w3BvKrpKQkfv75Zw4cOIBKpaJRo0Z07twZe3t7a4cmhBBCCCFygCSyhchn7OzssLN7yiJcedytW7cA0PpmPqf3o+09evTIkATKadOmTSM+xYDve9PROLgCoNLa4Vy1JTbO3uxZ+wW7du3i1VdfzdW4hBB5R0JSEqoCxZ5cwWxG7eqGxrdApsW25SqC2YT+4B7SEhNo0KBBhiT29evX2fL77zj/35jHSez/cR7wKUpKMqk7f0e/dzsAKjt77Fq+Qer2zWA0YDh5jHsdm6Or3wSVvQP6g3sw37/H5MmTadKkyXNfa5UqVVi8eDGLMynr9f77HDx85H83/aqjUqlQzCYSz+zgr+0zadu2LWfOnuP62rEAuHt48unHwyhTpgw9evTIMF2Ic9UW6AoFcH7JIJYuXUqpUo+m+8j8wcFHDxT+237izTffZPHixSRf/IO0+t2wcX14Y8J4LwwAu6JVM93PrujD5PX58+fTJbJVKhVFChfidkgIcUd+waXWG5apVQx3b3D/9+moHdywNadiOreNqMNrAXB1cyPx6C/YlwnC1s3PcjyzMZX4fYspUrQYwcGZTz0C4OXlxfDhwwkODqZ69ep4tRqKrkDpDPW0Xv7oXDy4cOFCFlopbwsJCeH11m148OA+DoXKgqKw9Mcf+eTT4fz+22Zq1qxp7RCFyJIHDx4wYMAANm3aZJlu87vvvnvq04CpqakMGzaMlStXppua09c3483W+/fvU6VKFcLDw4mJicHNzS0Hr0YIIYTIGZLIFkLkqkePeKc9CMfWs3CG8rQH4QCZfgHPaUuX/YR9+SaWJPbf2ZWogZ1PUX766SdJZAvxEqtSsSKhu/agmM2oMnk6Q4mORElMxJyYgNrJOUO56c7Dzzj9rz9TOiAg08Ty8ePHURQFXZ2GGcpUKhXO/T4mddsmnD4airZaLTSFiqB2cER/9CC2pQIwhOzDyUlLWsh+nJydaBfcnGHDhlG9evVnXl9YWBizZ89m46bf0Bv01K5Zk/79+1GnzuNRxtevX2ftmjW4N++HfYkaj2NTa3Cu2gLj3Rsc+OMgt2+FcefOHYxGI8WKFUOn09E8OBiHopXSJbEf0XoXw6FUbRYuXsKGdb+isbEh+cIBXOt0zlA3+eIfADRo0OCZ15SZ4OBgKlepyl9nzxG5YjjujXvhUPoV+F/y2ZQUg1rnkGE/U3IsQKaJJWdnF2zcCxK7dzEJJzahK1weU+ID9LfOYuNRGKcqLUg4tIKYBw8ICwvD3t4erVZLUN16hP84GPtKzdEWKENaXCQpZ7ahTo1nxbatGW50ZOZRPKakzBfoNBtTSUtNemGmx7p9+zbNW7TA7OZPoY6THt+IiLlDzG9TeLV5MBcvnLfKdwkh/q2uXbty584dduzYgdFopGfPnnzwwQesWLHiifsMGTKE3377jTVr1uDq6kr//v1p3749Bw8ezFC3V69eVK5cmfDw8Jy8DCGEECJHyfPxQohc1aJFC9zcPYg/+muGMkVRSDj6KyVKlaZWrVq5Hlvsg/vYuGc+ilKlUqFyLcDdu/dyOSohRF7S56OP0IffIvmXjImFlF1bSIuMALOJlI1rMpQrJhPJa5ejstXimBDHL6tXZzqi+NHChIpBn2kMSmoKABq/gtiWDkDt4Ijx0gWUu1HYln2YIN6zaxfJCfFER0SwfPny50pi79mzh3LlyzN5+gxuqn2Jdglg3fZ91K1bly+//NJSb9u2baBS41ihUabHcazUjAf373Hy5ElKlChB2bJl0el0AIRH3EHt8eR1HWw8/YmIiOCtt7tiNkNcyCpSb55JV8cQfY34/Ytp1er1v43czhqNRsPOHdupXq0qpoT73NswkbAp7bi3fgKo1CSc/D3T/RJO/o6Ts0umNyBKlCiOBhN+707DvmQtSzLc8/VhFOz5PabYOxTxL4q9vT1ly5bF398fPz8/jh05zIA+H0Dobu5tmEjiweW0D27M0SOHqVev3nNdT6lSpShXoSJJp37PdMHVpLO7MRsNtGvXLmsN9RRRUVGcOnWKiIiIZ1fOZrNnzybVkIZnu1GWJDaArXsBPNt/TkJSEvPnz8/1uIT4ty5cuMDWrVtZsGABgYGB1KtXjxkzZrBy5con/o7FxcWxcOFCpk6dSpMmTahRowaLFy/m0KFDHD6cfh7/2bNnExsby//93//lxuUIIYQQOUZGZAshcpWdnR0Txo+jT58+ALi88iY2bgUw3rtJ/KGfSb56jG9/+cUq81AXKuJPTOSVTMsUswnz3WsUa1Ytl6MSQuQlQUFBfPLJJ3zzzTeknTyKtmlLVBoNhn07Sdm/kzp163Lo4EESF/6AYjLh0LYTahdX0q5fJWHhDxgv/MWbHTowdepUihQpkuk5GjZsiNbOjtTtm3Hs2suy3RQZQcrWjegP7QW1GpVWi6IoKEmJJHw/AbVvAYyhZylZpsxzJa7/LiYmhrZvvAE+pSnQdqRlNLKimIkLWc2YMWOoUaMGrVq1wmAwoFJrUNlkvk6D2vbh9FeJiYns2rWLpKQkypcvT6lSpShSuBA3zt98Yhxp929ib2/PHwf249PpS+KPrCVq5Uh0RSqi9SmB8cFtUq//SaHCRViyJLNJTzJnMBg4e/YsJpOJ8uXL4+joiLe3N8eOHuHw4cMsWLCAGzduULRoUZycnJjxww9onNxxrvY6aq0dZmMqCX/+RsLxDYz94gscHR0znKNXr17MmTMHQ9RVPIP7pT//3ZukXDzAh2PHZNjPy8uLKVOm8M033xAXF4eTk1OW18BQqVSMHTOaTp068WDHHNzqvY3GwRXFZCTp/D7i9izk7a5dKVGiRJaOm5kzZ84wfMQItm7ZYkmaN2rchIkTxhMYGPifj/88fl23AV3puqjtMo4w1zi4YlfqFX5Zt55Ro0blSjxC/FchISG4ubmlmxKnWbNmqNVqjhw5kulNqBMnTmA0GmnWrJllW0BAAP7+/oSEhPDKK68AD6dC+vLLLzly5AjXrl3L+YsRQgghcpAksoUQ2SoqKoqffvqJ27dv4+3tzdtvv02xYsXS1fnoo49QFIURIz8j4sx2VCo1imLGx9ePhStX0r59e6vE/sH7vfjiq68x1mqHrVf6BFPime3oY6Pp1avXE/YWQrwsJk6cSMWKFflmyhTOjhsJgMrGFhdXV85duICuflM0fgVJ+mk+SUvnonJwQElMQOXoBIrCxIkTn5jEBvDw8KBXz57MWzQfTbES6Oo0IvnnRSQumoXKzh6bYiVRe3oTO3Ig6gKFMCclojKZsK1UDUPIASY8YaT30yxdupSkpGQKvjss3ZQaKpUa16DOGK4fZ+rUabRq1YqaNWtiTjOQeuMU9sUzJsyTLh9BrdbQqctbxMU8sGxv2rQZbdq0ZtvWQaSG/YWdf6V0+xmir5F8+Si6smVwKFoJ++LVsStaheTQgySe2UHqjZOoHVzRehelUKECeHl5PfO6TCYTkyZNYtr077h3NxoAR2dnevfqxbhx43BwcCAoKIigoCDLPmazGVtbW6ZNm0bi4TVo3f0wxkaRlprE4EGDaNGiBRs3bsTPz49atWpZ2rpmzZq8//77LFg4E0P0dZwqNUWttSf5yhGSjv5K2TKl6devX6ZxwsNR4h4eHs+8pifp2LEjM2fOZMiQodz5awc6r0KkJTzAkBRHx06dWJANI5T//PNPGjRsiMneA/fg/g9vLty/xeETG6jfoCHbt22lUaNGlvpms5lVq1bxw8xZnDp9Cp1WR9s2rRkyZAiVK1f+13EkpySj8ck4dc8jajtnUlLu/uvjC5HbIiMj8fHxSbfNxsYGDw8PIiMjn7iPVqvNMNe1r6+vZR+9Xs9bb73Ft99+i7+//3MnsvV6PXr946eC4uPjs3A1QgghRM6RRLYQIlsoisL48eP54ouxKCo1OndfDHH3+Pzzz+nfvz9Tp05NN89nnz596NGjB1u2bCE6OprChQsTHByMra2t1a5hwIABrPh5JVdWDsexVgccStXGbEgh6exOEk7+Tu/evalRo8azDySEeKGpVCo6dOjA3PnzQaVCV7suNpVroL8Sin7PVtxe74CuVhCOXXqQenAPSmICmoKF0VYP5EGn5mzYsIGhQ4c+9RxTp07lZlgYv38+FBsvH9LuRePY9X0c334Plb09itmMPmQfcV+PhDQjismE7sJfzFm0iI4dO2b5mvbt24euSEU0ju6ZXq9dmfrsP7AERVEICgqiUuUqXN67CK1vyXTrChjuhZFwaDlmswlTsSAKvNECjYMbKTdP8UfISk6dPk2t2oGc/PUrnIK64Fi+ASq1huTQgyQc+pnKVaqQlJyMxqvYw3OrNTiWa4BjucdzYcfsXULEnePPvCZFUXjvvV4sW7YMx6ot8G3eGJXGhuTLIcyYNYdjx0+wa+cOy7Qnj6jVaqZMmcKAAQNYtmwZERERFChQgGLFijFh0jdMnz7dUrdUmbJMmzKZ119/HYC5c+dSvHhxpkydRuTJ3wCw1ep4q0sXpk2biouLy3P/n/wbffv2pXPnzixbtoyrV6/i5uZGly5dqFChQrYcv0/ffpicfPF+ayJqrT0AugKlcQyoz901o3n/gw+5HHoRlUqF2WymZ8/3+PHHpTgUq4K2ZidM+iR+Xv87y5evYO3aNbRp0+ZfxVG9WlW2HTqJoigZbtooihnjzZNUb55xjnkhctvw4cOZNGnSU+vk5CKsI0aMoFy5cnTr1i1L+02YMIGxY8fmUFRCCCHEvyeJbCFEtpg9ezajRo3C5ZU3cQl8E42dE2ZDKgknf2fGjB9wcnJi3Lhx6faxt7e32ujrzLi6unJg/z4GDx7CqlU/Ebt3EQAenl6M+/prhg8fbuUIhRB5xeeff87hY8dx/24R2opVATCGnkO/ZytqVzcA1O4eOLzeId1+ajt7UlJSnnl8Ozs7Nm3cyK5du2jfsSPG+k1w6vV4NK9KrcaubmOUwSOInzSGb775hn79+uHgkHGBwuymUqlY+fMKGjRsRNTCPtiVb4yte0EMkZdJvrAfc5oBt4bdcX3lcULdqUJj7ItVI3rpQCqUL0eF8uVYvvzx56xao+HNDh2YM2cO7dp3IOLm7See3/TgNgUL+D0zzn379vHjj0vxbDUEp4pNLdt1BUpjX6Imh1YMZ+nSpXzwwQeZ7l+sWDE+//xz4OG84K+1aoWucAV8On2F1qcYhnthhB/5hbZt27Ju3TratGmDWq1m5MiRDBs2jD///BODwUDFihXx9PR8rrbNDp6engwePDjbj3vu3DmOHjmMd7uRliT2IyobW1zqdeXqiuEcOHCABg0asGTJEn78cSlerf8Px/KNLHWVul24v+lbOnd5i/Dbt/7VKPR+ffuyft2rJJ78Defqr6crSzi2ntT74fTt2+dfXacQ2WnYsGH06NHjqXVKlCiBn58f0dHR6banpaXx4MED/Pwy/7zz8/PDYDAQGxubblR2VFSUZZ/du3fz119/sXbtWgDLdEBeXl589tlnT0xWjxgxIt0N1/j4+Kc+SSSEEELkFklkCyH+M6PRyJdffY1jxaa4N+xh2a7W2uEa2B6zPomp06bz8ccfZ3j8Ma/x9PRk2bIfmTp1CmfPnkWr1VKzZs0MI/aEEC+v5ORk5i1YiO6NzpYkNoCmkD/YajGcOIxtmXIZ9jNeuoAxNoaKFSs+13nUajWFCxcmMS4Ot38kxB+xa9yCpO8noVKp/lMSu2HDhmzctBlTYgwap/SjshVFIfXSARrUb2AZ/Vq+fHlOnfyT6dOns+THZcSeekChwkWo3aAe+0OO4lyjdYZzaBzdsK/SkpWrVhMXG8OkSZM4ePAgiqIQGBhIoUKFAOjZozv7evRAf+cyugKl0x3DcPcGyVeO0nPWzGde0/z5C7Dz9sexQsaFGe0Kl8ehVC3mzJv/xET236+//8BB6IpUwrvjWFTqh08X2Tu6Y+dfiXu/fEX/gYN4/fXXLes76HS6dNOVvAiuXHm4hoSuUPlMy3WFylnqNWjQgO9m/IBj6cB0SWwAlcYW91f7EjGnJ0uWLHnm0wmZadq0KQMHDuT7778n9eox7MvWe/g+DT1A8vWTDB8+/LkXyhQiJ3l7e+Pt7f3MekFBQcTGxnLixAnL03+7d+/GbDY/ce75GjVqYGtry65du+jQ4WEfERoaSlhYmOXz55dffkl38/TYsWO89957HDhwgJIlSz4xHp1OJ999hRBC5Em5v5qaEOKFc/jwYaIi7+BcvVWm5c7VW5GaksyWLVtyObJ/z9vbm8aNG1O3bl35Ii+ESOfSpUskxsehq9c43Xa1kzN2TVqQtGYZaeFh6coUfSoJsybjU6AArVpl/lmZmUcJCLWza6blKq0Wjb3Dc43yfpru3bvj6OjAg9+nYNYnP45bMRMXsoqU2xcZOnRIun0KFy7M5MmTuRcdRZrRyM3r1yhRogRaj0KWBR//SetTnNSUZGJiYvDx8aFdu3a0b9/eksQG6NKlC9Vr1OT+2jEknNqCWZ+EWZ9Mwunt3F89ivIVKvDuu+8+85ouX72Kxrf0E+cLty1Q9rnmiz18+DBXLoXiEtTJksR+RKVS4xLUmVs3b7Bv375nHis/e3QjOi0+87mnH213c3PDaDRy5tRJdCVrZ1pX4+iGXaFyHDly5F/FolKpmD59Oj/99BNl3eD+lu94sPV7ynvZsnLlSsaPH/+vjiuEtZQrV44WLVrQu3dvjh49ysGDB+nfvz9dunShYMGCAISHhxMQEMDRo0eBh08S9urVi6FDh7Jnzx5OnDhBz549CQoKsiz0WLJkSSpWrGh5FS9e3HK+f87JLYQQQuQHMiJbCPGfJSQkAKBxyvzxYI2jG6hUlnpCCJGf2dj87+uTwZChzPnDQRjPn+bBB12wf70DtuUrY4q8Q8rmtZjuhFOnTZvH+z+HUqVKobO3R388BNuAjPMcG6+EYnhwj0qVKmWy9/Nzd3dn44YNtHr9de7M6YmudBBqrQPG68dJfRDB2LFjnysB7+vrS1psJEqaEZVNxjUPjPdvY2urxdU188Q8PBwJuHPHdnp/8AHrfp3Ng20PR1+rVCpat2nDwgULnmv0uaeHO0rkk6coSYuLwvs5prW4ffvhMWx9SmRarvUtka6etURHR7Np0yYSExMpV64czZo1s4wQzw5169bF168ACSc2ont9WIbyhOMbcXJ2ITg4GLVajVqtRknL+DvyiJKmz9Lvwj+pVCq6du1K165dSUlJeTiXu13mN1BE/qAoCseOHWPDhg0kJydTqVIlOnfujKOjo7VDyxXLly+nf//+NG3aFLVaTYcOHfj+++8t5UajkdDQUJKTH99snDZtmqWuXq8nODiYWbNmWSN8IYQQIldIIlsI8Z+VKVMGgNSwv3Cq0DhDuf7WWVAUAgICcjs0IYTIdgEBAfgVKkTcjs1oq9ZMV6Z288Dh7V4kTBpNyu/rSV7zE9jYoKvfFNtK1dm9N2ujdl1cXHina1eWrllOWoNm2PgXs5Qp+lSSZ0/Br1Ahy2KD/0WjRo24cP48c+bMYeOm30iNTyWwRWP69etLnTp1nusY3bp1Y9y4cSSe2Z7hKR2zPomUM1vo3LnzMxOO7u7urF2zhrCwMA4cOICiKNStW9cymvB5dH37bba+8w6GqKtofdM/Qm9KjCH14gHe+fT/nnmcR6MW0+7fRlMoYz9mvH87Xb3cZjQaGTp0KHPmzMVkMqG2scFkNOBfrDjLli6hQYMGzz7Ic7CxseGrL8fywQcfoLZzxvWVjmic3DGlxBN/bAMJJzYyYcIES9KxabNm/HF2D87VX88wKt54/xYp4aG0bDkqW2Kzt7d/diWRp8XExNDhzY7s2b0LrbMHNvbOJN/9jsFDh/LTjz/+64VB8xMPDw9WrFjxxPJixYpZ5rh+xM7OjpkzZzJz5rOnW4KHn/P/PIYQQgiRn6iUF6wni4+Px9XVlbi4uBxfGV4I8Vijxk04cvYKXm9/g8be2bLdbEzl3urRFHYwEXrxwhMf8RYiP5G+Jnvk53acMmUK//fxxzgP+Qz719qh+t/IV+Ol88SOHITGvzju385GSU5CZWePytaW5M2/kDD1a8xmc5Y+C+/fv0/d+vW5GhaGbXAbtBWqYIq6g/G3X+HBPbZt2ULDhg1z6lKzrHfv3ixctBiXVzrhVLUFGkc3Uq+fJOHgT9gk3eX4saOWG6A5Sa/XU7NWbS7duI1L0w9xKP0KqNSk3jxN/J75uKj0nDl9Cl9f36cex2QyUaxESR7oCuDV7rN0/3eKonB/82ScHlziVthNbG0zjkLPab169WLJ0h9xqdcVpyotUNs5YYgIJf7AUkxRVwg5dJBq1apl2/mmTZvGyM9GYTDo0Tp5YEiMQaNWM3LkCMaMGWNpnx07dtC8eXOca7bFvWF3VDZaAIyxkTxYPw5P2zSuXL4ko6gFiqJQv0FDjv55GrcWA7EvWQuVWkNaXBSxuxegv3acP/448MS5op8mP/czeYm0oxBCiJyUlX5GEtlCiGxx8eJFgurUJUWxwb7q62h9S5D2IJzkk5sh6T67du547hF9QuR10tdkj/zcjmazmT59+jBv3jx0hYqgKlcJ851wDOdOY1OyDO7fzEbtnn7aivhvv8Dz/Clu3biR5fPFxMTw7bffMnf+Ah7cu4uNrS1vvvkmI4YPp3Llytl0VdkjLS2NESNGMOOHmehTH8/dXalyFX5cuoSqVavmWizR0dF07vIWe/fsxkZnj0qtwZiSSIWKlfhl7RrKli37XMdZvXr1wykOAurjEtQRW+9iGO+FEX9kLUnn9rJ06dLnmrc7u4WGhhIQEIBH8744V3stXZnZqOfusiEE163O+nXrsvW8sbGxrF69mtu3b+Pr60unTp0yXdDuhx9+YODAgdg4uGBbuCKKPonUm2fw9fNj547tVKiQcboc8fLZu3cvjRs3xqfjWOxL1EhXppjSiP5xMM2DqrBh/fosHzs/9zN5ibSjEEKInCSJbOlkhbCKK1euMHr0GNauXYvRaECtVtPq9df5cuzYXE1cCJHTpK/JHvm9HRVF4fDhw8yfP5/LV69io9Gwd88eHD8cglPn9EnNtOtXiO3bjbGff85nn332r89pNptJTEzE3t7eKqN/syImJobt27eTnJxM+fLlqV27ttWeyjl9+jQ7d+4kLS2NoKAg6tevn+VYfv75ZwYPGUp0VKRlm5e3D5O//Ybu3btnd8jP5YsvvmD8t1Mp0GepZcTz3yX8uZnYXfOIiYmx2u/YlStXmDNnDn+ePIm9nR1t2rSha9euODk5WSUekff079+fhT//is/78zL9vYw/voG4PQtJTk7O8gLc+b2fySukHYUQQuSkrPQzMke2ECLblCpVihUrljN37hyio6Px8PDA3d3d2mEJIUSOUKlUBAUFERQUZNk2ZMgQpk+fhjnsGnbBbVA5OqIPOYB+zTLKli7NwIED/9M51Wp1vkkiuLu707lzZ2uHAUCVKlWoUqXKfzrGW2+9xZtvvsnOnTsJDw/Hz8+P5s2bo9VmTCDnlnv37mHr4p1pEhvAxq0AZrPZqsmnUqVKMXnyZKucOy87ePAgP/wwk8NHj6LVamnzeiv69u2bpXngXxSJiYmoHd2feHNJ4+SJ2WwmJSUly4lsIYQQQrxYJJEthMh2zs7OODs7P7uiEEK8YKZOnUrRokWZ+O1korZseLhRrQazmZs3w/j666/58ssvJRmTT9na2tKyZUtrhwE8HOl84cIFUu7dxpyaiNou4whnQ+QVdHb2eHl5WSFC8SRfffUVo0ePxs6zELbFa6IY9Xw3ay4/zJzFxg3refXVV60dYq4KCAhA//PKJ76PU8PO4O3jm29u4gkhhBAi56itHYAQwjoUReHq1aucP3+e5ORka4cjhBAvBJVKRb9+/QgoWwa1VotdcBvcps3HY+7PKK3aM3nadNp36IDJZLJ2qBaKonDo0CGWLFnCunXrSExMtHZI4ikUReHjjz+mdOnS7A85gmIyEnd4bYZ6pqQYkk//Tte338Le3t4KkYrMbNmyhdGjR+Narys+vWbj0bQ3ni364/fhYtQFy/NGu/bcu3fP2mHmqh49eqBSzMQeWMY/Z700RF0j5dxu+nz0IWq1/OkqhBBCvOxkRLYQL6Fly5YxbvwEQi9eAMDR2ZlePXvy1VdfyWgXIYT4j9asWcO+PXtwnzwXbfXalu22pQPQVq7O7yMHsnHjRtq1a2fFKB8KCQmh5/vvE3r+vGWbo7MLIz79hJEjR1ptTmvxZFOmTGHy5Mm4NeqBc/XWJJzYSOy+paTF38W5+mtoHN1JvXmGpKNrcbO35YsvvrB2yOJvpk2fjn3BMrjW6ZLu90uttcPjtSHcmd2TRYsW8cknn1gxytzl5+fH9999R9++fTHdv41D5eao7Z1JvX6S5DPbqFShPB9//LG1wxRCCCFEHiC3tYV4yYwfP553332XWyZXvDt8jm/XSWgqtmTWvIU0bNRYRuIJIcR/NHf+fOyq106XxH5E90p97CpUZv6CBVaILL2TJ0/SpFkzbmCD2+Q5+Gw7itfyzSjBrRk1ahSjRo2ydojiH/R6PRMnfYNT1Za4Br6J2laH6ysd8Qjujz78AlHLPyVi3gfE7JjFq/VqcTjkEEWKFLF22OJv9u8/gK5MvUxvEmkcXNH6V2Lfvv1WiMy6+vTpw8aNG6noZ8+9Td8SvXo0qst7GTKwH/v27pHFQYUQQggByIhsIV4q165dY9SoUbgEdca9wTuW7XaFK+BYth5/rfiY6dOnS/JCCCH+g2s3bqB+pdETy1VlK3D14uncC+gJPhs1CsWnAK6T56Cyezj1hKZAIZz7/h8qJ2cmffMN/fv3p0CBAlaOVDxy5MgR7t+7i1+r4HTbnau2wKnyq6SGnSF61edMnTKFwYMHWydI8VQPE9jKkysoykv7JETr1q1p3bo1UVFRpKSkULBgQasupiqEEEKIvEdGZAvxElm4cCE2do64BnXMUKb1LYF9uYbMmjPXCpEJIcSLw8vTE/Od8CeWKxG38fb0zMWIMrp37x5bt2xB2/5tSxL77xzavw0aDStXrrRCdOJJHq1poXHIOA2YSq3BrmgVVCq1zImdhzVs2AD9pT8yzAUNYEqKRX/rLxo3bpTbYeUpvr6+FCtWTJLYQgghhMhAEtlCvEQuX76MrV8p1LZ2mZbrClfgTvht9Hp9LkcmhBAvju7dumE4uJe08FsZytJuXEV/9CDvdutmhcgeu3v3LoqiYFO0eKblaidnbL18iIyMzOXIxNOUL18elUpFyvWTmZan3jiNopipWLFiLkcmntfQIUNIibhM3IGfUMyPF30165N58NtkHOzt6NmzpxUjFEIIIYTIuySRLcRLxNXVFXPC/UxHAQGY4u+h1dlha2uby5EJIcSLo2fPnvgX9Sfh/z4k9cBuFFMaSpqR1L07SPikL2XKlqVr165WjdHX1xe1RkPa1UuZlpvjYjHcjaJQoUK5HJl4Gn9/f15r1Yqkw6tIS7iXrsysTyLhwFLKV6hInTp1rBSheJbmzZszceJE4kJWEbXgQx7smMO936ZxZ04PiL7Mxg0b8PDwsHaYQgghhBB5kiSyhXiJdOrUidR7t0i9kXEkl9mYSsrZHXTq2BG1Wj4ahBDi33J1dWX/nj3ULF2SuDHDuPd6Pe69Xo+4Lz8hqFIF9uzahaOjo1Vj9PDwoHXrNuh/XYE5KeMiv0mrlqIB3nrrrdwPTjzVrJkz8XTUEr10EDH7lpB08Q/iDq0ieskAbJLv8tOyH1/aOZbzi08//ZSjR4/SpU0LCiRfpYT6Pp8OG8LFCxdo3LixtcMTQgghhMizVMqThmbmU/Hx8bi6uhIXF4eLS8b5A4V4mZnNZuo3aMixk6dxbdYXhzJBqDQ2GO7eIG73fMxRlzl+7CgVKlSwdqhC5GnS12SPl6Ed//zzTw4cOIBKpaJRo0ZUrlzZ2iFZnD9/nsA6dTB6+WL3zgdoq1THdDea5PUrSf19PePGjWPkyJHWDlNk4s6dO0ycOJGFixeTlJCAVmfH2291YeTIkZQuXdra4QmRZ7wM/UxukHYUQgiRk7LSz0giW4iXTExMDJ27vMWO7duwtXdCo3MgNTYaH18/Vq9aScOGDa0dohB5nvQ12UPa0fpOnz7NBx99xNHDhy3bPH18+OLzz+nXr5+M7M3jTCYT8fHxODk5vRDTghmNRsLCwtBqtRQuXFjef+I/k34me0g7CiGEyElZ6WdscikmIUQe4e7uzvZtWzl16hSbN28mNTWVqlWr0rZt2xfij2AhhBDPr0qVKhwJCeHs2bNcvnwZFxcX6tevj1artXZo4jloNBrc3d2tHcZ/lpqayvjx45k1ew73790FoGxAOYZ/+gndu3eXhLYQQgghhAAkkS3ES6tq1apUrVrV2mEIIYTIAypWrEjFihWtHYZ4CRkMBlq+1ooDfxzEodKr+DQJRDGmcvvcbnr27MnVq1f56quvrB2mEEIIIYTIAySRLYQQQgghhLCKBQsWsG/fPnw6f42dfyXLdocyQdiGrObrr7+mc+fOcqNFCCGEEEKgtnYAQgghhBBCiJfTrDlzcSgdmC6J/YhL7XZonT2YN2+eFSITQgghhBB5jSSyhRDiBZScnEx8fDwv2Hq+QgghXjCXL11CWzjz0dYqjS02BQK4cPFiLkclhBBCCCHyohxJZO/duxeVSpXp69ixY0/cr1GjRhnqf/TRRzkRohBCvJA2btxI3Xr1cXR0xNXVlVJlyjJjxgxMJpO1QxNCCCEycHJywpT44InlStIDXJ+xer0QQgghhHg55Egiu06dOty5cyfd6/3336d48eLUrFnzqfv27t073X7ffPNNToQohBAvnG+//Za2bdty6nYcni0H4tX6Y6JsCzBo0GA6d+kiyWwhhBB5TpfOnUg9vxuzPjlDmT7yCinhF+nYsaMVIhNCCCGEEHlNjiz2qNVq8fPzs/xsNBrZsGEDAwYMQKVSPXVfBweHdPsKIYR4tosXL/LJJ5/g8kpH3Bq8a/msdSzfkOSA+vyydhzLly/n3XfftXKkQgghxGNDhgxh6Y8/cv/XL3Ft9hFa72IoipnU6yeJ2z6D8hUq0q5dO2uHKYQQQggh8oBcmSN748aN3L9/n549ez6z7vLly/Hy8qJixYqMGDGC5OSMozP+Tq/XEx8fn+4lhBAvm7lz56J1csOt7tsZbhg6lAnCoUR1fpg5y0rRWZ+iKMTGxpKUlGTtUIQQIs9LS0vjwYMHGI3GHD9XqVKl2L5tG86G+9xZ1J+oBR8QNacH0WvGULlsSXbu2I5Wq83xOIQQQgghRN6XK4nshQsXEhwcTOHChZ9a7+233+ann35iz549jBgxgmXLltGtW7en7jNhwgRcXV0tryJFimRn6EIIkS+cPnMGm0IVUdnYZlquK1qNs+fO5nJU1peWlsa0adMoXrIU7u7uODk5Ua9+A3777TdrhyaEEHnOrVu36NOnDy6ubnh6euLs4kqvXr24du1ajp63Tp063Aq7yerVq+nf822G9f+IAwcOcORwCAUKFMjRcwshhBBCiPxDpSiK8ryVhw8fzqRJk55a58KFCwQEBFh+vn37NkWLFmX16tV06NAhS8Ht3r2bpk2bcuXKFUqWLJlpHb1ej16vt/wcHx9PkSJFiIuLw0UWhhFCvCRat27Drr9u4tNlfKblMfuWorm8hwf37uZyZNaTlpZG+w4d2Lz5NxzK1ce+RC3MxlRSz+0m+dY5pk+fzqBBg/7VsePj43F1dZW+hof9cGBgIKdPn+bkyZNUrVr1ufeVdhQi77hy5Qp16tYjLsWIfaXm2PoUx3gvjNS/tmGvNvPHgf1UqFDB2mEKkSXSz2QPaUchhBA5KSv9TJbmyB42bBg9evR4ap0SJUqk+3nx4sV4enrSpk2brJwKgMDAQICnJrJ1Oh06nS7LxxZCiBdJu3ZvsPm39zE+CMfWo1C6MiXNgP7CHt7t9HLNMbp48WI2bdqEd4fROJSsZdnuVLk5sXsWMXToUF5//fUn9i/i+XzyyScULFiQ06dPWzsUIcR/0PuDD0kw2eDTfQoaR7eHG8vWxVT9de6tGkn3Hj05fuyoVWMUQgghhBAvtyxNLeLt7U1AQMBTX3+fw05RFBYvXsy7776LrW3mj7s/zalTpwDkkUIhhHiGLl264O9flAfrvsYQddWyPS3+LvfWTwB9EoMHD7ZegFbww6zZOJaqnS6JDaBSqXCt3xWNnSPz5s2zUnQvhi1btrB9+3YmT55s7VCEEP/BpUuX2LtnN0513nqcxP4fjb0zznW7ceL4MU6ePGmdAIUQQgghhCCLI7Kzavfu3Vy/fp33338/Q1l4eDhNmzblxx9/pHbt2ly9epUVK1bw2muv4enpyZkzZxgyZAgNGjSgcuXKORmmEELkew4ODuzauYMWLV/j6pJB2PsUQ2WrIyXiMk7OTqzbsJ7y5ctbO8xcdf7cWZwbvpdpmdrWDpuC5fnrr5dv3vDsEhUVRe/evVm/fj0ODg7PtU9m04EJIazv7NmHn4V2xaplWm5fvJqlXrVqmdcRQgghhBAip+VoInvhwoXUqVMn3ZzZjxiNRkJDQ0lOTgZAq9Wyc+dOpk+fTlJSEkWKFKFDhw6MGjUqJ0MUQogXRqlSpbh44TybNm1i69atGI1GatceTNeuXXF2drZ2eLnOzs4ec8pTEqWpCTg4PH0RYpE5RVHo0aMHH330ETVr1uTGjRvPtd+ECRMYO3ZszgYnhMiyRzejzCnxaBxcM5Sbkh9+ltrb2+dqXEIIIYQQQvxdjiayV6xY8cSyYsWK8fd1JosUKcK+fftyMhwhhHjh2djY0K5dO9q1e7nmw85M+3btWLVpK8ornVDZpJ/eynD3Bim3z9Nu4kgrRZc3Pe+iztu3bychIYERI0Zk6fgjRoxg6NChlp8fLdAshLCuBg0a4OLqRsKprXg07Z2hPPH0VuzsHXj11VetEJ0QQgghhBAPZWmObCGEECK/GDZsKOakWO5vnEha/D3Ldv2dSzxYP54SJUvx5ptvWjHCvGfYsGFcuHDhqa8SJUqwe/duQkJC0Ol02NjYUKpUKQBq1qxJ9+7dn3h8nU6Hi4tLupcQwvocHBz4v2FDSTixkfhjG1DSDAAoJiMJJ38n/vAaBg7oj6trxtHaQgghhBBC5BaV8vdh0S+A+Ph4XF1diYuLkz+QhRDiJff777/TuUsXkpKSsS9QCsWQQsrdMMqUDWDrlt8pXrz4vzruy97XhIWFpZvfOiIiguDgYNauXUtgYCCFCz/flC0vezsKkZeYzWYGDRrEDz/8gNbRFRuPQqTFRGBIjOW9995j7ty52Njk6MOcQmQ76Weyh7SjEEKInJSVfka+jQohhHhhvfbaa4Tfvs1PP/3E8ePH0Wq1vPbaa7Rq1QqNRmPt8PItf3//dD87OTkBULJkyedOYgsh8ha1Ws2MGTMYMGAAS5cuJTw8HD8/P9555x0qVKhg7fCEEEIIIYSQRLYQQogXm4uLC3379rV2GEIIkS+UKVOGcePGWTsMIYQQQgghMpBEthBCCCH+k38u4CyEEEIIIYQQQmQ3WexRCCGEEEIIIYQQQgghRJ4miWwhhBBCCCGEEEIIIYQQeZoksoUQQgghhBBCCCGEEELkaZLIFkIIIYQQQgghhBBCCJGnSSJbCCGEEEIIIYQQQgghRJ4miWwhhBBCCCGEEEIIIYQQeZoksoUQQgghhBBCCCGEEELkaZLIFkIIIYQQQgghhBBCCJGnSSJbCCGEEEIIIYQQQgghRJ5mY+0AspuiKADEx8dbORIhhBAvqkd9zKM+R/w70mcLIYTISdJfZw/pr4UQQuSkrPTXL1wiOyEhAYAiRYpYORIhhBAvuoSEBFxdXa0dRr4lfbYQQojcIP31fyP9tRBCiNzwPP21SnnBbk+bzWYiIiJwdnZGpVLlyjnj4+MpUqQIt27dwsXFJVfO+aKTNs1+0qbZT9o0++WXNlUUhYSEBAoWLIhaLbN0/VvZ3Wfnl/dPfiXtm7OkfXOWtG/OycttK/119viv/XVefo/kRdJeWSPtlTXSXlkj7ZU1/7a9stJfv3AjstVqNYULF7bKuV1cXOSNnc2kTbOftGn2kzbNfvmhTWVk13+XU312fnj/5GfSvjlL2jdnSfvmnLzattJf/3fZ1V/n1fdIXiXtlTXSXlkj7ZU10l5Z82/a63n7a7ktLYQQQgghhBBCCCGEECJPk0S2EEIIIYQQQgghhBBCiDxNEtnZQKfTMWbMGHQ6nbVDeWFIm2Y/adPsJ22a/aRNxX8h75+cJe2bs6R9c5a0b86RthXPIu+RrJH2yhppr6yR9soaaa+syY32euEWexRCCCGEEEIIIYQQQgjxYpER2UIIIYQQQgghhBBCCCHyNElkCyGEEEIIIYQQQgghhMjTJJEthBBCCCGEEEIIIYQQIk+TRLYQQgghhBBCCCGEEEKIPE0S2dmsWLFiqFSqdK+JEydaO6x8ZebMmRQrVgw7OzsCAwM5evSotUPK17744osM78mAgABrh5Wv7N+/n9atW1OwYEFUKhXr169PV64oCqNHj6ZAgQLY29vTrFkzLl++bJ1g84lntWmPHj0yvG9btGhhnWBFvjBu3Djq1KmDg4MDbm5umdYJCwujVatWODg44OPjw8cff0xaWlruBpqPSf+cPaRPyTkTJkygVq1aODs74+PjwxtvvEFoaGi6OqmpqfTr1w9PT0+cnJzo0KEDUVFRVoo4f5k9ezaVK1fGxcUFFxcXgoKC2LJli6Vc2lZkhV6vp2rVqqhUKk6dOmXtcPKkGzdu0KtXL4oXL469vT0lS5ZkzJgxGAwGa4eWZ8h3k+f3PH2kyNzEiRNRqVQMHjzY2qHkaeHh4XTr1g1PT0/s7e2pVKkSx48fz/bzSCI7B3z55ZfcuXPH8howYIC1Q8o3Vq1axdChQxkzZgx//vknVapUITg4mOjoaGuHlq9VqFAh3Xvyjz/+sHZI+UpSUhJVqlRh5syZmZZ/8803fP/998yZM4cjR47g6OhIcHAwqampuRxp/vGsNgVo0aJFuvftzz//nIsRivzGYDDQsWNH+vTpk2m5yWSiVatWGAwGDh06xNKlS1myZAmjR4/O5UjzJ+mfs4/0KTln37599OvXj8OHD7Njxw6MRiPNmzcnKSnJUmfIkCFs2rSJNWvWsG/fPiIiImjfvr0Vo84/ChcuzMSJEzlx4gTHjx+nSZMmtG3blnPnzgHStiJrPvnkEwoWLGjtMPK0ixcvYjabmTt3LufOnWPatGnMmTOHkSNHWju0PEG+m2TN8/SRIqNjx44xd+5cKleubO1Q8rSYmBjq1q2Lra0tW7Zs4fz580yZMgV3d/fsP5kislXRokWVadOmWTuMfKt27dpKv379LD+bTCalYMGCyoQJE6wYVf42ZswYpUqVKtYO44UBKOvWrbP8bDabFT8/P+Xbb7+1bIuNjVV0Op3y888/WyHC/OefbaooitK9e3elbdu2VolH5G+LFy9WXF1dM2z//fffFbVarURGRlq2zZ49W3FxcVH0en0uRpg/Sf+cM6RPyVnR0dEKoOzbt09RlIdtaWtrq6xZs8ZS58KFCwqghISEWCvMfM3d3V1ZsGCBtK3Ikt9//10JCAhQzp07pwDKyZMnrR1SvvHNN98oxYsXt3YYeYJ8N/lv/tlHiowSEhKU0qVLKzt27FAaNmyoDBo0yNoh5VmffvqpUq9evVw5l4zIzgETJ07E09OTatWq8e2338pjy8/JYDBw4sQJmjVrZtmmVqtp1qwZISEhVows/7t8+TIFCxakRIkSdO3albCwMGuH9MK4fv06kZGR6d63rq6uBAYGyvv2P9q7dy8+Pj6ULVuWPn36cP/+fWuHJPKxkJAQKlWqhK+vr2VbcHAw8fHxltGEInPSP+ce6VOyV1xcHAAeHh4AnDhxAqPRmK59AwIC8Pf3l/bNIpPJxMqVK0lKSiIoKEjaVjy3qKgoevfuzbJly3BwcLB2OPlOXFyc5TPtZSbfTf67f/aRIqN+/frRqlWrdO8zkbmNGzdSs2ZNOnbsiI+PD9WqVWP+/Pk5ci6bHDnqS2zgwIFUr14dDw8PDh06xIgRI7hz5w5Tp061dmh53r179zCZTOmSDAC+vr5cvHjRSlHlf4GBgSxZsoSyZcty584dxo4dS/369Tl79izOzs7WDi/fi4yMBMj0ffuoTGRdixYtaN++PcWLF+fq1auMHDmSli1bEhISgkajsXZ4Ih+KjIzM9Pf0UZl4Mumfc4/0KdnHbDYzePBg6tatS8WKFYGH7avVajPMoy/t+/z++usvgoKCSE1NxcnJiXXr1lG+fHlOnTolbSueSVEUevTowUcffUTNmjW5ceOGtUPKV65cucKMGTOYPHmytUOxOvlu8t9k1keK9FauXMmff/7JsWPHrB1KvnDt2jVmz57N0KFDGTlyJMeOHWPgwIFotVq6d++ereeSRPZzGD58OJMmTXpqnQsXLhAQEMDQoUMt2ypXroxWq+XDDz9kwoQJ6HS6nA5ViAxatmxp+XflypUJDAykaNGirF69ml69elkxMiGerEuXLpZ/V6pUicqVK1OyZEn27t1L06ZNrRiZyE1Z6X+FEOLv+vXrx9mzZ2VdkGxWtmxZTp06RVxcHGvXrqV79+7s27fP2mEJK3ve/nr79u0kJCQwYsSIXIosb/o332/Cw8Np0aIFHTt2pHfv3jkdonjBSR/5dLdu3WLQoEHs2LEDOzs7a4eTL5jNZmrWrMn48eMBqFatGmfPnmXOnDmSyLaGYcOG0aNHj6fWKVGiRKbbAwMDSUtL48aNG5QtWzYHontxeHl5odFoMqxuHhUVhZ+fn5WievG4ublRpkwZrly5Yu1QXgiP3ptRUVEUKFDAsj0qKoqqVataKaoXT4kSJfDy8uLKlSuSyH6J/Jf+95/8/PwyrGT/qL+RPubppH/OPdKnZI/+/fuzefNm9u/fT+HChS3b/fz8MBgMxMbGphs5LO/l56fVailVqhQANWrU4NixY3z33Xd07txZ2vYl9rz99e7duwkJCckwwKtmzZp07dqVpUuX5mCUeUdWv99ERETQuHFj6tSpw7x583I4uvxBvpv8e0/qI8VjJ06cIDo6murVq1u2mUwm9u/fzw8//IBer5enhP+hQIEClC9fPt22cuXK8csvv2T7uSSR/Ry8vb3x9vb+V/ueOnUKtVqNj49PNkf14tFqtdSoUYNdu3bxxhtvAA/v6uzatYv+/ftbN7gXSGJiIlevXuWdd96xdigvhOLFi+Pn58euXbssSYb4+HiOHDlCnz59rBvcC+T27dvcv38/XWJHvPj+S//7T0FBQYwbN47o6GhLn7xjxw5cXFwyfOkS6Un/nHukT/lvFEVhwIABrFu3jr1791K8ePF05TVq1MDW1pZdu3bRoUMHAEJDQwkLCyMoKMgaIed7ZrMZvV4vbfuSe97++vvvv+frr7+2/BwREUFwcDCrVq0iMDAwJ0PMU7Ly/SY8PJzGjRtTo0YNFi9ejFoty5yBfDf5N57VR4rHmjZtyl9//ZVuW8+ePQkICODTTz+VJHYm6tatS2hoaLptly5domjRotl+LklkZ6OQkBCOHDlC48aNcXZ2JiQkhCFDhtCtWzfc3d2tHV6+MHToULp3707NmjWpXbs206dPJykpiZ49e1o7tHzr//7v/2jdujVFixYlIiKCMWPGoNFoeOutt6wdWr6RmJiYbgT79evXOXXqFB4eHvj7+zN48GC+/vprSpcuTfHixfn8888pWLCg5UuVyOhpberh4cHYsWPp0KEDfn5+XL16lU8++YRSpUoRHBxsxahFXhYWFsaDBw8ICwvDZDJx6tQpAEqVKoWTkxPNmzenfPnyvPPOO3zzzTdERkYyatQo+vXrJ1N/PQfpn7OP9Ck5p1+/fqxYsYINGzbg7OxsmZvZ1dUVe3t7XF1d6dWrF0OHDsXDwwMXFxcGDBhAUFAQr7zyipWjz/tGjBhBy5Yt8ff3JyEhgRUrVrB37162bdsmbSuei7+/f7qfnZycAChZsqSMDM1EeHg4jRo1omjRokyePJm7d+9aymTUsXw3yapn9ZHiMWdn5wxzhzs6OuLp6Slzij/BkCFDqFOnDuPHj6dTp04cPXqUefPm5cxTJIrINidOnFACAwMVV1dXxc7OTilXrpwyfvx4JTU11dqh5SszZsxQ/P39Fa1Wq9SuXVs5fPiwtUPK1zp37qwUKFBA0Wq1SqFChZTOnTsrV65csXZY+cqePXsUIMOre/fuiqIoitlsVj7//HPF19dX0el0StOmTZXQ0FDrBp3HPa1Nk5OTlebNmyve3t6Kra2tUrRoUaV3795KZGSktcMWeVj37t0zfU/t2bPHUufGjRtKy5YtFXt7e8XLy0sZNmyYYjQarRd0PiP9c/aQPiXnZNaugLJ48WJLnZSUFKVv376Ku7u74uDgoLRr1065c+eO9YLOR9577z2laNGiilarVby9vZWmTZsq27dvt5RL24qsun79ugIoJ0+etHYoedLixYuf+LkmHpLvJs/vefpI8WQNGzZUBg0aZO0w8rRNmzYpFStWVHQ6nRIQEKDMmzcvR86jUhRFyf70uBBCCCGEEEIIIYQQQgiRPWSCJSGEEEIIIYQQQgghhBB5miSyhRBCCCGEEEIIIYQQQuRpksgWQgghhBBCCCGEEEIIkadJIlsIIYQQQgghhBBCCCFEniaJbCGEEEIIIYQQQgghhBB5miSyhRBCCCGEEEIIIYQQQuRpksgWQgghhBBCCCGEEEIIkadJIlsIIYQQQgghhBBCCCFEniaJbCGEEEIIIYQQQgghhBB5miSyhRBCCCGEEEIIIYQQQuRpksgWQgghhBBCCCGEEEIIkadJIlsIIYQQQgghhBBCCCFEnvb/AnOyBZ9Se7AAAAAASUVORK5CYII=", diff --git a/examples/pcovc/PCovC-IrisDataset.ipynb b/examples/pcovc/PCovC-IrisDataset.ipynb index bf34b924a..4b8ee6104 100644 --- a/examples/pcovc/PCovC-IrisDataset.ipynb +++ b/examples/pcovc/PCovC-IrisDataset.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -149,16 +149,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, @@ -197,12 +197,12 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -215,7 +215,7 @@ "n_mixing = 5\n", "mixing_params = [0, 0.25, 0.50, 0.75, 1]\n", "\n", - "fig, axes = plt.subplots(1, n_mixing, figsize=(4 * n_mixing, 4))\n", + "fig, axes = plt.subplots(1, n_mixing, figsize=(4 * n_mixing, 4), sharey=\"row\")\n", "\n", "for id in range(0, n_mixing):\n", " mixing = mixing_params[id]\n", @@ -231,10 +231,10 @@ " T = pcovc.transform(X_scaled)\n", "\n", " axes[id].set_title(r\"$\\alpha=$\" + str(mixing))\n", - " axes[id].set_xlabel(\"PCovC$_1$\")\n", + " axes[id].set_xlabel(\"PCov$_1$\")\n", " axes[id].scatter(T[:, 0], T[:, 1], c=y)\n", "\n", - "fig.supylabel(\"PCovC$_2$\", fontsize=10)\n", + "fig.supylabel(\"PCov$_2$\", fontsize=10)\n", "\n", "fig.tight_layout()" ] @@ -244,17 +244,17 @@ "metadata": {}, "source": [ "## Effect of PCovC Classifier on PCovC Map and Decision Boundaries\n", - "#### Here, we see how a PCovC model ($\\alpha=$ 0.5) fitted with different classifiers produces varying PCovC maps. In addition, we see the varying decision boundaries produced by the respective PCovC classifiers overlayed onto the PCovC maps." + "#### Here, we see how a PCovC model ($\\alpha=$ 0.5) fitted with different classifiers produces varying PCovC maps. In addition, we see the varying decision boundaries produced by the respective PCovC classifiers overlayed onto the maps." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -299,14 +299,14 @@ " grid_resolution=5000,\n", " )\n", "\n", - " graph.set_xlabel(\"PCovC$_1$\")\n", + " graph.set_xlabel(\"PCov$_1$\")\n", " graph.scatter(T[:, 0], T[:, 1], c=y)\n", "\n", " graph.set_xticks([])\n", " graph.set_yticks([])\n", "\n", "\n", - "fig.supylabel(\"PCovC$_2$\", fontsize=10)\n", + "fig.supylabel(\"PCov$_2$\", fontsize=10)\n", "fig.subplots_adjust(wspace=0.12, left=0.035, bottom=0.06)" ] } diff --git a/src/skmatter/decomposition/__init__.py b/src/skmatter/decomposition/__init__.py index b9c8448d7..25ccae94b 100644 --- a/src/skmatter/decomposition/__init__.py +++ b/src/skmatter/decomposition/__init__.py @@ -25,21 +25,19 @@ original PCovR method, proposed in [Helfrecht2020]_. """ -from ._pcov import _BasePCov +from ._pcov import _BasePCov, pcovr_covariance, pcovr_kernel from ._pcovr import PCovR from ._kernel_pcovr import KernelPCovR from ._pcovc import PCovC -from ._pcov import pcovr_covariance, pcovr_kernel - __all__ = [ + "_BasePCov", "pcovr_covariance", "pcovr_kernel", "PCovR", "KernelPCovR", "PCovC", - "_BasePCov", ] diff --git a/src/skmatter/decomposition/_kernel_pcovr.py b/src/skmatter/decomposition/_kernel_pcovr.py index 093195674..e47e771fb 100644 --- a/src/skmatter/decomposition/_kernel_pcovr.py +++ b/src/skmatter/decomposition/_kernel_pcovr.py @@ -40,11 +40,13 @@ class KernelPCovR(_BasePCA, LinearModel): ---------- mixing : float, default=0.5 mixing parameter, as described in PCovR as :math:`{\alpha}` + n_components : int, float or str, default=None Number of components to keep. if n_components is not set all components are kept:: n_components == n_samples + svd_solver : {'auto', 'full', 'arpack', 'randomized'}, default='auto' If auto : The solver is selected by a default policy based on `X.shape` and @@ -62,6 +64,7 @@ class KernelPCovR(_BasePCA, LinearModel): 0 < n_components < min(X.shape) If randomized : run randomized SVD by the method of Halko et al. + regressor : {instance of `sklearn.kernel_ridge.KernelRidge`, `precomputed`, None}, default=None The regressor to use for computing the property predictions :math:`\hat{\mathbf{Y}}`. @@ -72,36 +75,47 @@ class KernelPCovR(_BasePCA, LinearModel): If `precomputed`, we assume that the `y` passed to the `fit` function is the regressed form of the targets :math:`{\mathbf{\hat{Y}}}`. + kernel : "linear" | "poly" | "rbf" | "sigmoid" | "cosine" | "precomputed" Kernel. Default="linear". + gamma : float, default=None Kernel coefficient for rbf, poly and sigmoid kernels. Ignored by other kernels. + degree : int, default=3 Degree for poly kernels. Ignored by other kernels. + coef0 : float, default=1 Independent term in poly and sigmoid kernels. Ignored by other kernels. + kernel_params : mapping of str to any, default=None Parameters (keyword arguments) and values for kernel passed as callable object. Ignored by other kernels. + center : bool, default=False Whether to center any computed kernels + fit_inverse_transform : bool, default=False Learn the inverse transform for non-precomputed kernels. (i.e. learn to find the pre-image of a point) + tol : float, default=1e-12 Tolerance for singular values computed by svd_solver == 'arpack' and for matrix inversions. Must be of range [0.0, infinity). + n_jobs : int, default=None The number of parallel jobs to run. :obj:`None` means 1 unless in a :obj:`joblib.parallel_backend` context. ``-1`` means using all processors. + iterated_power : int or 'auto', default='auto' Number of iterations for the power method computed by svd_solver == 'randomized'. Must be of range [0, infinity). + random_state : int, :class:`numpy.random.RandomState` instance or None, default=None Used when the 'arpack' or 'randomized' solvers are used. Pass an int for reproducible results across multiple function calls. @@ -111,18 +125,23 @@ class KernelPCovR(_BasePCA, LinearModel): pt__: numpy.darray of size :math:`({n_{components}, n_{components}})` pseudo-inverse of the latent-space projection, which can be used to contruct projectors from latent-space + pkt_: numpy.ndarray of size :math:`({n_{samples}, n_{components}})` the projector, or weights, from the input kernel :math:`\mathbf{K}` to the latent-space projection :math:`\mathbf{T}` + pky_: numpy.ndarray of size :math:`({n_{samples}, n_{properties}})` the projector, or weights, from the input kernel :math:`\mathbf{K}` to the properties :math:`\mathbf{Y}` + pty_: numpy.ndarray of size :math:`({n_{components}, n_{properties}})` the projector, or weights, from the latent-space projection :math:`\mathbf{T}` to the properties :math:`\mathbf{Y}` + ptx_: numpy.ndarray of size :math:`({n_{components}, n_{features}})` the projector, or weights, from the latent-space projection :math:`\mathbf{T}` to the feature matrix :math:`\mathbf{X}` + X_fit_: numpy.ndarray of shape (n_samples, n_features) The data used to fit the model. This attribute is used to build kernels from new data. @@ -133,12 +152,10 @@ class KernelPCovR(_BasePCA, LinearModel): >>> from skmatter.decomposition import KernelPCovR >>> from skmatter.preprocessing import StandardFlexibleScaler as SFS >>> from sklearn.kernel_ridge import KernelRidge - >>> >>> X = np.array([[-1, 1, -3, 1], [1, -2, 1, 2], [-2, 0, -2, -2], [1, 0, 2, -1]]) >>> X = SFS().fit_transform(X) >>> Y = np.array([[0, -5], [-1, 1], [1, -5], [-3, 2]]) >>> Y = SFS(column_wise=True).fit_transform(Y) - >>> >>> kpcovr = KernelPCovR( ... mixing=0.1, ... n_components=2, @@ -248,6 +265,7 @@ def fit(self, X, Y, W=None): means and scaled. If features are related, the matrix should be scaled to have unit variance, otherwise :math:`\mathbf{X}` should be scaled so that each feature has a variance of 1 / n_features. + Y : numpy.ndarray, shape (n_samples, n_properties) Training data, where n_samples is the number of samples and n_properties is the number of properties @@ -256,6 +274,7 @@ def fit(self, X, Y, W=None): means and scaled. If features are related, the matrix should be scaled to have unit variance, otherwise :math:`\mathbf{Y}` should be scaled so that each feature has a variance of 1 / n_features. + W : numpy.ndarray, shape (n_samples, n_properties) Regression weights, optional when regressor=`precomputed`. If not passed, it is assumed that `W = np.linalg.lstsq(K, Y, self.tol)[0]` @@ -463,6 +482,7 @@ def score(self, X, y): ---------- X : numpy.ndarray independent (predictor) variable + Y : numpy.ndarray dependent (response) variable diff --git a/src/skmatter/decomposition/_pcov.py b/src/skmatter/decomposition/_pcov.py index 21efbf1bc..9d4ad5a43 100644 --- a/src/skmatter/decomposition/_pcov.py +++ b/src/skmatter/decomposition/_pcov.py @@ -38,9 +38,10 @@ def __init__( self.random_state = random_state self.whiten = whiten - # this contains the common functionality for the PCovR and PCovC fit methods, - # but leaves the rest of the functionality to the subclass def _fit_utils(self, X): + """Contains the common functionality for the PCovR and PCovC fit methods, + but leaves the rest of the functionality to the subclass. + """ # saved for inverse transformations from the latent space, # should be zero in the case that the features have been properly centered self.mean_ = np.mean(X, axis=0) @@ -152,6 +153,7 @@ def _fit_sample_space(self, X, Y, Yhat, W, compute_pty_=True): self.pxt_ = P @ T self.ptx_ = T.T @ X + if compute_pty_: self.pty_ = T.T @ Y @@ -168,6 +170,7 @@ def inverse_transform(self, T): def transform(self, X=None): check_is_fitted(self, ["pxt_", "mean_"]) + return super().transform(X) def _decompose_truncated(self, mat): diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index 8af7d9572..15200adcf 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -291,7 +291,6 @@ def fit(self, X, Y, W=None): # instead of using linear regression solution, refit with the # classifier and steal weights to get pxz and ptz - self.classifier_ = clone(classifier).fit(X @ self.pxt_, Y) self.ptz_ = self.classifier_.coef_.T diff --git a/src/skmatter/utils/__init__.py b/src/skmatter/utils/__init__.py index 6c94e2efa..80b201168 100644 --- a/src/skmatter/utils/__init__.py +++ b/src/skmatter/utils/__init__.py @@ -8,15 +8,15 @@ Y_feature_orthogonalizer, Y_sample_orthogonalizer, ) + +from ._pcovc_utils import check_cl_fit + from ._pcovr_utils import ( check_krr_fit, check_lr_fit, pcovr_covariance, pcovr_kernel, ) - -from ._pcovc_utils import check_cl_fit - from ._progress_bar import ( get_progress_bar, no_progress_bar, diff --git a/src/skmatter/utils/_pcovc_utils.py b/src/skmatter/utils/_pcovc_utils.py index 91829e6ae..ea55dd60a 100644 --- a/src/skmatter/utils/_pcovc_utils.py +++ b/src/skmatter/utils/_pcovc_utils.py @@ -30,7 +30,7 @@ def check_cl_fit(classifier, X, y): ------ ValueError If the fitted classifiers's coefficients have a shape incompatible with the - number of classes or number of features. + number of features in X or the number of classes in y. """ try: check_is_fitted(classifier) @@ -39,10 +39,8 @@ def check_cl_fit(classifier, X, y): # Check compatibility with X validate_data(fitted_classifier, X, y, reset=False, multi_output=True) - # Check compatibility with y - # dimension of classifier coefficients is always 2, hence we don't - # need to check dimension for match with Y - # We need to double check this... + # Check compatibility with the number of features in X and the number of + # classes in y n_classes = len(np.unique(y)) if n_classes == 2: From c651e2359711e125291a5147608c90ac85b763c1 Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Wed, 14 May 2025 13:24:49 -0500 Subject: [PATCH 05/18] Fixing docstrings to address docs build errors --- src/skmatter/decomposition/_pcovc.py | 3 ++- src/skmatter/decomposition/_pcovr.py | 2 ++ 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index 15200adcf..bb6b95f16 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -69,6 +69,7 @@ class PCovC(LinearClassifierMixin, _BasePCov): n_components : int, float or str, default=None Number of components to keep. if n_components is not set all components are kept:: + n_components == min(n_samples, n_features) svd_solver : {'auto', 'full', 'arpack', 'randomized'}, default='auto' @@ -161,7 +162,7 @@ class PCovC(LinearClassifierMixin, _BasePCov): the projector, or weights, from the input space :math:`\mathbf{X}` to the class confidence scores :math:`\mathbf{Z}` - ptz_ : ndarray of size :math: ``({n_{components}, })` or `({n_{components}, n_{classes}})` + ptz_ : ndarray of size :math: `({n_{components}, })` or `({n_{components}, n_{classes}})` the projector, or weights, from the latent-space projection :math:`\mathbf{T}` to the class confidence scores :math:`\mathbf{Z}` diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index f24deb8e0..3dd84d4fa 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -15,6 +15,7 @@ class PCovR(RegressorMixin, MultiOutputMixin, _BasePCov): This projection is determined by the eigendecomposition of a modified gram matrix :math:`\mathbf{\tilde{K}}` + .. math:: \mathbf{\tilde{K}} = \alpha \mathbf{X} \mathbf{X}^T + (1 - \alpha) \mathbf{\hat{Y}}\mathbf{\hat{Y}}^T @@ -60,6 +61,7 @@ class PCovR(RegressorMixin, MultiOutputMixin, _BasePCov): n_components : int, float or str, default=None Number of components to keep. if n_components is not set all components are kept:: + n_components == min(n_samples, n_features) svd_solver : {'auto', 'full', 'arpack', 'randomized'}, default='auto' From c0a16aafa8dc1a582178a5a0719279ad0bca5619 Mon Sep 17 00:00:00 2001 From: "Rose K. Cersonsky" <47536110+rosecers@users.noreply.github.com> Date: Wed, 14 May 2025 14:56:37 -0500 Subject: [PATCH 06/18] Fixing whitespace for linter --- src/skmatter/decomposition/_pcovc.py | 2 +- src/skmatter/decomposition/_pcovr.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index bb6b95f16..0dcdc080a 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -69,7 +69,7 @@ class PCovC(LinearClassifierMixin, _BasePCov): n_components : int, float or str, default=None Number of components to keep. if n_components is not set all components are kept:: - + n_components == min(n_samples, n_features) svd_solver : {'auto', 'full', 'arpack', 'randomized'}, default='auto' diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index 3dd84d4fa..4fc0f3f89 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -61,7 +61,7 @@ class PCovR(RegressorMixin, MultiOutputMixin, _BasePCov): n_components : int, float or str, default=None Number of components to keep. if n_components is not set all components are kept:: - + n_components == min(n_samples, n_features) svd_solver : {'auto', 'full', 'arpack', 'randomized'}, default='auto' From f66aa9de030446f725982ff14f7577719b47493d Mon Sep 17 00:00:00 2001 From: "Rose K. Cersonsky" <47536110+rosecers@users.noreply.github.com> Date: Wed, 14 May 2025 15:23:39 -0500 Subject: [PATCH 07/18] Adding pcovc to docs --- docs/src/references/decomposition.rst | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/docs/src/references/decomposition.rst b/docs/src/references/decomposition.rst index 8ae92be4b..4ffb24013 100644 --- a/docs/src/references/decomposition.rst +++ b/docs/src/references/decomposition.rst @@ -19,6 +19,20 @@ PCovR .. automethod:: predict .. automethod:: inverse_transform .. automethod:: score +.. _PCovR-api: + +PCovC +----- + +.. autoclass:: skmatter.decomposition.PCovC + :show-inheritance: + :special-members: + + .. automethod:: fit + .. automethod:: transform + .. automethod:: predict + .. automethod:: inverse_transform + .. automethod:: score .. _KPCovR-api: From df8fa2ed1d9455d73d2531aa90b0e0d57652bade Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Wed, 14 May 2025 16:10:40 -0500 Subject: [PATCH 08/18] Making PCovC accessible via API reference on docs for now. --- docs/src/references/index.rst | 3 ++- docs/src/references/pcovc_decomposition.rst | 22 +++++++++++++++++++ ...omposition.rst => pcovr_decomposition.rst} | 16 +------------- src/skmatter/decomposition/_pcovc.py | 10 ++++----- 4 files changed, 30 insertions(+), 21 deletions(-) create mode 100644 docs/src/references/pcovc_decomposition.rst rename docs/src/references/{decomposition.rst => pcovr_decomposition.rst} (69%) diff --git a/docs/src/references/index.rst b/docs/src/references/index.rst index e7bfe54a8..488468711 100644 --- a/docs/src/references/index.rst +++ b/docs/src/references/index.rst @@ -11,7 +11,8 @@ API Reference selection linear_models clustering - decomposition + pcovc_decomposition + pcovr_decomposition metrics neighbors datasets diff --git a/docs/src/references/pcovc_decomposition.rst b/docs/src/references/pcovc_decomposition.rst new file mode 100644 index 000000000..f0bde6913 --- /dev/null +++ b/docs/src/references/pcovc_decomposition.rst @@ -0,0 +1,22 @@ +Principal Covariates Classification (PCovC) +================================================================ + +.. _PCovC-api: + +PCovC +----- + +.. autoclass:: skmatter.decomposition.PCovC + :show-inheritance: + :special-members: + + .. automethod:: fit + + .. automethod:: _fit_feature_space + .. automethod:: _fit_sample_space + + .. automethod:: transform + .. automethod:: predict + .. automethod:: inverse_transform + .. automethod:: decision_function + .. automethod:: score diff --git a/docs/src/references/decomposition.rst b/docs/src/references/pcovr_decomposition.rst similarity index 69% rename from docs/src/references/decomposition.rst rename to docs/src/references/pcovr_decomposition.rst index 4ffb24013..f60f9d2c8 100644 --- a/docs/src/references/decomposition.rst +++ b/docs/src/references/pcovr_decomposition.rst @@ -1,5 +1,5 @@ Principal Covariates Regression (PCovR) -======================================= +================================================================ .. _PCovR-api: @@ -19,20 +19,6 @@ PCovR .. automethod:: predict .. automethod:: inverse_transform .. automethod:: score -.. _PCovR-api: - -PCovC ------ - -.. autoclass:: skmatter.decomposition.PCovC - :show-inheritance: - :special-members: - - .. automethod:: fit - .. automethod:: transform - .. automethod:: predict - .. automethod:: inverse_transform - .. automethod:: score .. _KPCovR-api: diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index 0dcdc080a..cbd77ee2c 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -158,20 +158,20 @@ class PCovC(LinearClassifierMixin, _BasePCov): the projector, or weights, from the input space :math:`\mathbf{X}` to the latent-space projection :math:`\mathbf{T}` - pxz_ : ndarray of size :math: `({n_{features}, })` or `({n_{features}, n_{classes}})` + pxz_ : ndarray of size :math:`({n_{features}, })` or :math:`({n_{features}, n_{classes}})` the projector, or weights, from the input space :math:`\mathbf{X}` to the class confidence scores :math:`\mathbf{Z}` - ptz_ : ndarray of size :math: `({n_{components}, })` or `({n_{components}, n_{classes}})` + ptz_ : ndarray of size :math:`({n_{components}, })` or :math:`({n_{components}, n_{classes}})` the projector, or weights, from the latent-space projection :math:`\mathbf{T}` to the class confidence scores :math:`\mathbf{Z}` - explained_variance_ : ndarray of shape (n_components,) + explained_variance_ : numpy.ndarray of shape (n_components,) The amount of variance explained by each of the selected components. Equal to n_components largest eigenvalues of the PCovC-modified covariance matrix of :math:`\mathbf{X}`. - singular_values_ : ndarray of shape (n_components,) + singular_values_ : numpy.ndarray of shape (n_components,) The singular values corresponding to each of the selected components. Examples @@ -315,7 +315,7 @@ def _fit_feature_space(self, X, Y, Z): \mathbf{\tilde{C}} = \alpha \mathbf{X}^T \mathbf{X} + (1 - \alpha) \left(\left(\mathbf{X}^T \mathbf{X}\right)^{-\frac{1}{2}} \mathbf{X}^T - \mathbf{Z}\mathbf{Z}}^T \mathbf{X} \left(\mathbf{X}^T + \mathbf{Z}\mathbf{Z}^T \mathbf{X} \left(\mathbf{X}^T \mathbf{X}\right)^{-\frac{1}{2}}\right) where From f56ea061b8bb172ca9322501307f0b803a09b164 Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Fri, 16 May 2025 13:37:14 -0500 Subject: [PATCH 09/18] Implementing Rosy's suggestions to code --- ...vr_decomposition.rst => decomposition.rst} | 24 +++++++++++++++++-- docs/src/references/index.rst | 3 +-- docs/src/references/pcovc_decomposition.rst | 22 ----------------- examples/pcovc/README.rst | 2 ++ src/skmatter/decomposition/_pcov.py | 2 +- src/skmatter/decomposition/_pcovc.py | 23 ++++++++++++++---- src/skmatter/decomposition/_pcovr.py | 2 +- tests/test_pcovc.py | 12 ++++++++-- 8 files changed, 56 insertions(+), 34 deletions(-) rename docs/src/references/{pcovr_decomposition.rst => decomposition.rst} (60%) delete mode 100644 docs/src/references/pcovc_decomposition.rst create mode 100644 examples/pcovc/README.rst diff --git a/docs/src/references/pcovr_decomposition.rst b/docs/src/references/decomposition.rst similarity index 60% rename from docs/src/references/pcovr_decomposition.rst rename to docs/src/references/decomposition.rst index f60f9d2c8..070f74b2c 100644 --- a/docs/src/references/pcovr_decomposition.rst +++ b/docs/src/references/decomposition.rst @@ -1,5 +1,5 @@ -Principal Covariates Regression (PCovR) -================================================================ +Principal Covariates Regression (PCovR) and Classification (PCovC) +================================================================== .. _PCovR-api: @@ -20,6 +20,26 @@ PCovR .. automethod:: inverse_transform .. automethod:: score +.. _PCovC-api: + +PCovC +----- + +.. autoclass:: skmatter.decomposition.PCovC + :show-inheritance: + :special-members: + + .. automethod:: fit + + .. automethod:: _fit_feature_space + .. automethod:: _fit_sample_space + + .. automethod:: transform + .. automethod:: predict + .. automethod:: inverse_transform + .. automethod:: decision_function + .. automethod:: score + .. _KPCovR-api: Kernel PCovR diff --git a/docs/src/references/index.rst b/docs/src/references/index.rst index 488468711..e7bfe54a8 100644 --- a/docs/src/references/index.rst +++ b/docs/src/references/index.rst @@ -11,8 +11,7 @@ API Reference selection linear_models clustering - pcovc_decomposition - pcovr_decomposition + decomposition metrics neighbors datasets diff --git a/docs/src/references/pcovc_decomposition.rst b/docs/src/references/pcovc_decomposition.rst deleted file mode 100644 index f0bde6913..000000000 --- a/docs/src/references/pcovc_decomposition.rst +++ /dev/null @@ -1,22 +0,0 @@ -Principal Covariates Classification (PCovC) -================================================================ - -.. _PCovC-api: - -PCovC ------ - -.. autoclass:: skmatter.decomposition.PCovC - :show-inheritance: - :special-members: - - .. automethod:: fit - - .. automethod:: _fit_feature_space - .. automethod:: _fit_sample_space - - .. automethod:: transform - .. automethod:: predict - .. automethod:: inverse_transform - .. automethod:: decision_function - .. automethod:: score diff --git a/examples/pcovc/README.rst b/examples/pcovc/README.rst new file mode 100644 index 000000000..4018f7ffa --- /dev/null +++ b/examples/pcovc/README.rst @@ -0,0 +1,2 @@ +PCovC +===== diff --git a/src/skmatter/decomposition/_pcov.py b/src/skmatter/decomposition/_pcov.py index 9d4ad5a43..a23ccf7e2 100644 --- a/src/skmatter/decomposition/_pcov.py +++ b/src/skmatter/decomposition/_pcov.py @@ -38,7 +38,7 @@ def __init__( self.random_state = random_state self.whiten = whiten - def _fit_utils(self, X): + def fit(self, X): """Contains the common functionality for the PCovR and PCovC fit methods, but leaves the rest of the functionality to the subclass. """ diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index cbd77ee2c..88d12bc9f 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -149,10 +149,10 @@ class PCovC(LinearClassifierMixin, _BasePCov): The linear classifier passed for fitting. z_classifier_ : estimator object - The linear classifier fit between X and Y. + The linear classifier fit between :math:`\mathbf{X}` and :math:`\mathbf{Y}`. classifier_ : estimator object - The linear classifier fit between T and Y. + The linear classifier fit between :math:`\mathbf{T}` and :math:`\mathbf{Y}`. pxt_ : ndarray of size :math:`({n_{features}, n_{components}})` the projector, or weights, from the input space :math:`\mathbf{X}` @@ -239,13 +239,28 @@ def fit(self, X, Y, W=None): W : numpy.ndarray, shape (n_features, n_properties) Classification weights, optional when classifier=`precomputed`. If not passed, it is assumed that the weights will be taken from a - linear classifier fit between X and Y + linear classifier fit between :math:`\mathbf{X}` and :math:`\mathbf{Y}` + + Notes + ----- + Note the relationship between :math:`\mathbf{X}`, :math:`\mathbf{Y}`, + :math:`\mathbf{Z}`, and :math:`\mathbf{W}`. The classification weights + :math:`\mathbf{W}`, obtained through a linear classifier fit between + :math:`\mathbf{X}` and :math:`\mathbf{Y}`, are used to compute: + + .. math:: + \mathbf{Z} = \mathbf{X} \mathbf{W} + + Next, :math:`\mathbf{Z}` is used in either `_fit_feature_space` or + `_fit_sample_space` as our approximation of :math:`\mathbf{Y}`. + Finally, we refit a classifier on :math:`\mathbf{T}` and :math:`\mathbf{Y}` + to obtain :math:`\mathbf{P}_{XZ}` and :math:`\mathbf{P}_{TZ}` """ X, Y = validate_data(self, X, Y, y_numeric=False) check_classification_targets(Y) self.classes_ = np.unique(Y) - super()._fit_utils(X) + super().fit(X) compatible_classifiers = ( LogisticRegression, diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index 4fc0f3f89..df9a2cadd 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -229,7 +229,7 @@ def fit(self, X, Y, W=None): passed, it is assumed that `W = np.linalg.lstsq(X, Y, self.tol)[0]` """ X, Y = validate_data(self, X, Y, y_numeric=True, multi_output=True) - super()._fit_utils(X) + super().fit(X) compatible_regressors = (LinearRegression, Ridge, RidgeCV) diff --git a/tests/test_pcovc.py b/tests/test_pcovc.py index fbc102f2b..57e501270 100644 --- a/tests/test_pcovc.py +++ b/tests/test_pcovc.py @@ -461,10 +461,10 @@ def test_prefit_classifier(self): def test_precomputed_classification(self): classifier = LogisticRegression() classifier.fit(self.X, self.Y) - Yhat = classifier.predict(self.X) + W = classifier.coef_.T.reshape(self.X.shape[1], -1) pcovc1 = self.model(mixing=0.5, classifier="precomputed", n_components=1) - pcovc1.fit(self.X, Yhat, W) + pcovc1.fit(self.X, self.Y, W) t1 = pcovc1.transform(self.X) pcovc2 = self.model(mixing=0.5, classifier=classifier, n_components=1) @@ -473,6 +473,14 @@ def test_precomputed_classification(self): self.assertTrue(np.linalg.norm(t1 - t2) < self.error_tol) + # Now check for match when W is not passed: + pcovc3 = self.model(mixing=0.5, classifier="precomputed", n_components=1) + pcovc3.fit(self.X, self.Y) + t3 = pcovc3.transform(self.X) + + self.assertTrue(np.linalg.norm(t3 - t2) < self.error_tol) + self.assertTrue(np.linalg.norm(t3 - t1) < self.error_tol) + def test_classifier_modifications(self): classifier = LogisticRegression() pcovc = self.model(mixing=0.5, classifier=classifier) From 78e7051af0820b886ba686b46f1f77a7d9538939 Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Thu, 22 May 2025 15:42:43 -0500 Subject: [PATCH 10/18] Adding PCovC to docs examples --- docs/src/conf.py | 9 +- docs/src/tutorials.rst | 1 + .../pcovc/PCovC-BreastCancerDataset.ipynb | 368 ------------------ examples/pcovc/PCovC-BreastCancerDataset.py | 122 ++++++ examples/pcovc/PCovC-IrisDataset.ipynb | 335 ---------------- examples/pcovc/PCovC-IrisDataset.py | 178 +++++++++ src/skmatter/decomposition/_pcov.py | 4 +- 7 files changed, 310 insertions(+), 707 deletions(-) delete mode 100644 examples/pcovc/PCovC-BreastCancerDataset.ipynb create mode 100644 examples/pcovc/PCovC-BreastCancerDataset.py delete mode 100644 examples/pcovc/PCovC-IrisDataset.ipynb create mode 100644 examples/pcovc/PCovC-IrisDataset.py diff --git a/docs/src/conf.py b/docs/src/conf.py index 7c72f4cef..48e617faf 100644 --- a/docs/src/conf.py +++ b/docs/src/conf.py @@ -54,7 +54,14 @@ "sphinx_toggleprompt", ] -example_subdirs = ["pcovr", "selection", "regression", "reconstruction", "neighbors"] +example_subdirs = [ + "pcovr", + "pcovc", + "selection", + "regression", + "reconstruction", + "neighbors", +] sphinx_gallery_conf = { "filename_pattern": "/*", "examples_dirs": [f"../../examples/{p}" for p in example_subdirs], diff --git a/docs/src/tutorials.rst b/docs/src/tutorials.rst index 96381ea39..8c5402542 100644 --- a/docs/src/tutorials.rst +++ b/docs/src/tutorials.rst @@ -3,6 +3,7 @@ .. toctree:: examples/pcovr/index + examples/pcovc/index examples/selection/index examples/regression/index examples/reconstruction/index diff --git a/examples/pcovc/PCovC-BreastCancerDataset.ipynb b/examples/pcovc/PCovC-BreastCancerDataset.ipynb deleted file mode 100644 index f7ddd3b2f..000000000 --- a/examples/pcovc/PCovC-BreastCancerDataset.ipynb +++ /dev/null @@ -1,368 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PCovC with the Breast Cancer Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "import numpy as np\n", - "\n", - "from sklearn import datasets\n", - "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.decomposition import PCA\n", - "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n", - "from sklearn.linear_model import LogisticRegressionCV\n", - "\n", - "from skmatter.decomposition import PCovC\n", - "\n", - "plt.rcParams[\"image.cmap\"] = \"tab10\"\n", - "plt.rcParams[\"scatter.edgecolors\"] = \"k\"\n", - "\n", - "random_state = 0" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load the Breast Cancer Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ".. _breast_cancer_dataset:\n", - "\n", - "Breast cancer wisconsin (diagnostic) dataset\n", - "--------------------------------------------\n", - "\n", - "**Data Set Characteristics:**\n", - "\n", - ":Number of Instances: 569\n", - "\n", - ":Number of Attributes: 30 numeric, predictive attributes and the class\n", - "\n", - ":Attribute Information:\n", - " - radius (mean of distances from center to points on the perimeter)\n", - " - texture (standard deviation of gray-scale values)\n", - " - perimeter\n", - " - area\n", - " - smoothness (local variation in radius lengths)\n", - " - compactness (perimeter^2 / area - 1.0)\n", - " - concavity (severity of concave portions of the contour)\n", - " - concave points (number of concave portions of the contour)\n", - " - symmetry\n", - " - fractal dimension (\"coastline approximation\" - 1)\n", - "\n", - " The mean, standard error, and \"worst\" or largest (mean of the three\n", - " worst/largest values) of these features were computed for each image,\n", - " resulting in 30 features. For instance, field 0 is Mean Radius, field\n", - " 10 is Radius SE, field 20 is Worst Radius.\n", - "\n", - " - class:\n", - " - WDBC-Malignant\n", - " - WDBC-Benign\n", - "\n", - ":Summary Statistics:\n", - "\n", - "===================================== ====== ======\n", - " Min Max\n", - "===================================== ====== ======\n", - "radius (mean): 6.981 28.11\n", - "texture (mean): 9.71 39.28\n", - "perimeter (mean): 43.79 188.5\n", - "area (mean): 143.5 2501.0\n", - "smoothness (mean): 0.053 0.163\n", - "compactness (mean): 0.019 0.345\n", - "concavity (mean): 0.0 0.427\n", - "concave points (mean): 0.0 0.201\n", - "symmetry (mean): 0.106 0.304\n", - "fractal dimension (mean): 0.05 0.097\n", - "radius (standard error): 0.112 2.873\n", - "texture (standard error): 0.36 4.885\n", - "perimeter (standard error): 0.757 21.98\n", - "area (standard error): 6.802 542.2\n", - "smoothness (standard error): 0.002 0.031\n", - "compactness (standard error): 0.002 0.135\n", - "concavity (standard error): 0.0 0.396\n", - "concave points (standard error): 0.0 0.053\n", - "symmetry (standard error): 0.008 0.079\n", - "fractal dimension (standard error): 0.001 0.03\n", - "radius (worst): 7.93 36.04\n", - "texture (worst): 12.02 49.54\n", - "perimeter (worst): 50.41 251.2\n", - "area (worst): 185.2 4254.0\n", - "smoothness (worst): 0.071 0.223\n", - "compactness (worst): 0.027 1.058\n", - "concavity (worst): 0.0 1.252\n", - "concave points (worst): 0.0 0.291\n", - "symmetry (worst): 0.156 0.664\n", - "fractal dimension (worst): 0.055 0.208\n", - "===================================== ====== ======\n", - "\n", - ":Missing Attribute Values: None\n", - "\n", - ":Class Distribution: 212 - Malignant, 357 - Benign\n", - "\n", - ":Creator: Dr. William H. Wolberg, W. Nick Street, Olvi L. Mangasarian\n", - "\n", - ":Donor: Nick Street\n", - "\n", - ":Date: November, 1995\n", - "\n", - "This is a copy of UCI ML Breast Cancer Wisconsin (Diagnostic) datasets.\n", - "https://goo.gl/U2Uwz2\n", - "\n", - "Features are computed from a digitized image of a fine needle\n", - "aspirate (FNA) of a breast mass. They describe\n", - "characteristics of the cell nuclei present in the image.\n", - "\n", - "Separating plane described above was obtained using\n", - "Multisurface Method-Tree (MSM-T) [K. P. Bennett, \"Decision Tree\n", - "Construction Via Linear Programming.\" Proceedings of the 4th\n", - "Midwest Artificial Intelligence and Cognitive Science Society,\n", - "pp. 97-101, 1992], a classification method which uses linear\n", - "programming to construct a decision tree. Relevant features\n", - "were selected using an exhaustive search in the space of 1-4\n", - "features and 1-3 separating planes.\n", - "\n", - "The actual linear program used to obtain the separating plane\n", - "in the 3-dimensional space is that described in:\n", - "[K. P. Bennett and O. L. Mangasarian: \"Robust Linear\n", - "Programming Discrimination of Two Linearly Inseparable Sets\",\n", - "Optimization Methods and Software 1, 1992, 23-34].\n", - "\n", - "This database is also available through the UW CS ftp server:\n", - "\n", - "ftp ftp.cs.wisc.edu\n", - "cd math-prog/cpo-dataset/machine-learn/WDBC/\n", - "\n", - ".. dropdown:: References\n", - "\n", - " - W.N. Street, W.H. Wolberg and O.L. Mangasarian. Nuclear feature extraction\n", - " for breast tumor diagnosis. IS&T/SPIE 1993 International Symposium on\n", - " Electronic Imaging: Science and Technology, volume 1905, pages 861-870,\n", - " San Jose, CA, 1993.\n", - " - O.L. Mangasarian, W.N. Street and W.H. Wolberg. Breast cancer diagnosis and\n", - " prognosis via linear programming. Operations Research, 43(4), pages 570-577,\n", - " July-August 1995.\n", - " - W.H. Wolberg, W.N. Street, and O.L. Mangasarian. Machine learning techniques\n", - " to diagnose breast cancer from fine-needle aspirates. Cancer Letters 77 (1994)\n", - " 163-171.\n", - "\n" - ] - } - ], - "source": [ - "bcancer = datasets.load_breast_cancer()\n", - "print(bcancer[\"DESCR\"])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Scale Feature Data\n", - "#### Below, we transform the Breast Cancer feature data to have a mean of zero and standard deviation of one, while preserving relative relationships between feature values." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "X, y = bcancer.data, bcancer.target\n", - "\n", - "scaler = StandardScaler()\n", - "X_scaled = scaler.fit_transform(X)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PCA\n", - "#### We use Principal Component Analysis to reduce the Breast Cancer feature data to two features that retain as much information as possible about the original dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pca = PCA(n_components=2)\n", - "\n", - "pca.fit(X_scaled, y)\n", - "T_pca = pca.transform(X_scaled)\n", - "\n", - "fig, axis = plt.subplots()\n", - "scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y)\n", - "axis.set(xlabel=\"PC$_1$\", ylabel=\"PC$_2$\")\n", - "axis.legend(\n", - " scatter.legend_elements()[0][::-1],\n", - " bcancer.target_names[::-1],\n", - " loc=\"upper right\",\n", - " title=\"Classes\",\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## LDA\n", - "#### Here, we use Linear Discriminant Analysis to find a projection of the feature data that maximizes class separability between benign/malignant." - ] - }, - { - "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": [ - "lda = LinearDiscriminantAnalysis(n_components=1)\n", - "lda.fit(X_scaled, y)\n", - "\n", - "T_lda = lda.transform(X_scaled)\n", - "\n", - "fig, axis = plt.subplots()\n", - "axis.scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PCA, PCovC, and LDA\n", - "#### Below, we see a side-by-side comparison of PCA, PCovC (Logistic Regression classifier, $\\alpha=$ 0.5), and LDA maps of the data. " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mixing = 0.5\n", - "n_models = 3\n", - "fig, axes = plt.subplots(1, n_models, figsize=(6 * n_models, 5))\n", - "\n", - "models = {\n", - " PCA(n_components=2): \"PCA\",\n", - " PCovC(\n", - " mixing=mixing,\n", - " n_components=2,\n", - " random_state=random_state,\n", - " classifier=LogisticRegressionCV(),\n", - " ): \"PCovC\",\n", - " LinearDiscriminantAnalysis(n_components=1): \"LDA\",\n", - "}\n", - "\n", - "for id in range(0, n_models):\n", - " model = list(models)[id]\n", - "\n", - " model.fit(X_scaled, y)\n", - " T = model.transform(X_scaled)\n", - "\n", - " if isinstance(model, LinearDiscriminantAnalysis):\n", - " axes[id].scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y)\n", - " else:\n", - " axes[id].scatter(T[:, 0], T[:, 1], c=y)\n", - "\n", - " axes[id].set_title(models[model])" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "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": "3.13.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/pcovc/PCovC-BreastCancerDataset.py b/examples/pcovc/PCovC-BreastCancerDataset.py new file mode 100644 index 000000000..6ac44ac83 --- /dev/null +++ b/examples/pcovc/PCovC-BreastCancerDataset.py @@ -0,0 +1,122 @@ +#!/usr/bin/env python +# coding: utf-8 + +""" +PCovC with the Breast Cancer Dataset +==================================== +""" +# %% +# + +import matplotlib.pyplot as plt +import numpy as np +from sklearn.datasets import load_breast_cancer +from sklearn.decomposition import PCA +from sklearn.discriminant_analysis import LinearDiscriminantAnalysis +from sklearn.linear_model import LogisticRegressionCV +from sklearn.preprocessing import StandardScaler + +from skmatter.decomposition import PCovC + + +plt.rcParams["image.cmap"] = "tab10" +plt.rcParams["scatter.edgecolors"] = "k" + +random_state = 0 + +# %% +# +# For this, we will use the :func:`sklearn.datasets.load_breast_cancer` dataset from +# ``sklearn``. + +X, y = load_breast_cancer(return_X_y=True) +print(load_breast_cancer().DESCR) + +# %% +# +# Scale Feature Data +# ------------------ +# +# Below, we transform the Breast Cancer feature data to have a mean of zero +# and standard deviation of one, while preserving relative relationships +# between feature values. + +scaler = StandardScaler() +X_scaled = scaler.fit_transform(X) + +# %% +# +# PCA +# --- +# +# We use Principal Component Analysis to reduce the Breast Cancer feature +# data to two features that retain as much information as possible +# about the original dataset. + +pca = PCA(n_components=2) + +pca.fit(X_scaled, y) +T_pca = pca.transform(X_scaled) + +fig, axis = plt.subplots() +scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y) +axis.set(xlabel="PC$_1$", ylabel="PC$_2$") +axis.legend( + scatter.legend_elements()[0][::-1], + load_breast_cancer().target_names[::-1], + loc="upper right", + title="Classes", +) + +# %% +# +# LDA +# --- +# +# Here, we use Linear Discriminant Analysis to find a projection +# of the feature data that maximizes separability between +# the benign/malignant classes. + +lda = LinearDiscriminantAnalysis(n_components=1) +lda.fit(X_scaled, y) + +T_lda = lda.transform(X_scaled) + +fig, axis = plt.subplots() +axis.scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) + +# %% +# +# PCA, PCovC, and LDA +# ------------------- +# +# Below, we see a side-by-side comparison of PCA, PCovC (Logistic +# Regression classifier, :math:`\alpha` = 0.5), and LDA maps of the data. + +mixing = 0.5 +n_models = 3 +fig, axes = plt.subplots(1, n_models, figsize=(6 * n_models, 5)) + +models = { + PCA(n_components=2): "PCA", + PCovC( + mixing=mixing, + n_components=2, + random_state=random_state, + classifier=LogisticRegressionCV(), + ): "PCovC", + LinearDiscriminantAnalysis(n_components=1): "LDA", +} + +for id in range(0, n_models): + model = list(models)[id] + + model.fit(X_scaled, y) + T = model.transform(X_scaled) + + if isinstance(model, LinearDiscriminantAnalysis): + axes[id].scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) + else: + axes[id].scatter(T[:, 0], T[:, 1], c=y) + + axes[id].set_title(models[model]) diff --git a/examples/pcovc/PCovC-IrisDataset.ipynb b/examples/pcovc/PCovC-IrisDataset.ipynb deleted file mode 100644 index 4b8ee6104..000000000 --- a/examples/pcovc/PCovC-IrisDataset.ipynb +++ /dev/null @@ -1,335 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# PCovC with the Iris Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "from sklearn import datasets\n", - "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.decomposition import PCA\n", - "from sklearn.svm import LinearSVC\n", - "from sklearn.linear_model import LogisticRegressionCV, RidgeClassifierCV, Perceptron\n", - "from sklearn.inspection import DecisionBoundaryDisplay\n", - "\n", - "from skmatter.decomposition import PCovC\n", - "\n", - "plt.rcParams[\"image.cmap\"] = \"tab10\"\n", - "plt.rcParams[\"scatter.edgecolors\"] = \"k\"\n", - "\n", - "random_state = 10\n", - "n_components = 2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Load the Iris Dataset" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ".. _iris_dataset:\n", - "\n", - "Iris plants dataset\n", - "--------------------\n", - "\n", - "**Data Set Characteristics:**\n", - "\n", - ":Number of Instances: 150 (50 in each of three classes)\n", - ":Number of Attributes: 4 numeric, predictive attributes and the class\n", - ":Attribute Information:\n", - " - sepal length in cm\n", - " - sepal width in cm\n", - " - petal length in cm\n", - " - petal width in cm\n", - " - class:\n", - " - Iris-Setosa\n", - " - Iris-Versicolour\n", - " - Iris-Virginica\n", - "\n", - ":Summary Statistics:\n", - "\n", - "============== ==== ==== ======= ===== ====================\n", - " Min Max Mean SD Class Correlation\n", - "============== ==== ==== ======= ===== ====================\n", - "sepal length: 4.3 7.9 5.84 0.83 0.7826\n", - "sepal width: 2.0 4.4 3.05 0.43 -0.4194\n", - "petal length: 1.0 6.9 3.76 1.76 0.9490 (high!)\n", - "petal width: 0.1 2.5 1.20 0.76 0.9565 (high!)\n", - "============== ==== ==== ======= ===== ====================\n", - "\n", - ":Missing Attribute Values: None\n", - ":Class Distribution: 33.3% for each of 3 classes.\n", - ":Creator: R.A. Fisher\n", - ":Donor: Michael Marshall (MARSHALL%PLU@io.arc.nasa.gov)\n", - ":Date: July, 1988\n", - "\n", - "The famous Iris database, first used by Sir R.A. Fisher. The dataset is taken\n", - "from Fisher's paper. Note that it's the same as in R, but not as in the UCI\n", - "Machine Learning Repository, which has two wrong data points.\n", - "\n", - "This is perhaps the best known database to be found in the\n", - "pattern recognition literature. Fisher's paper is a classic in the field and\n", - "is referenced frequently to this day. (See Duda & Hart, for example.) The\n", - "data set contains 3 classes of 50 instances each, where each class refers to a\n", - "type of iris plant. One class is linearly separable from the other 2; the\n", - "latter are NOT linearly separable from each other.\n", - "\n", - ".. dropdown:: References\n", - "\n", - " - Fisher, R.A. \"The use of multiple measurements in taxonomic problems\"\n", - " Annual Eugenics, 7, Part II, 179-188 (1936); also in \"Contributions to\n", - " Mathematical Statistics\" (John Wiley, NY, 1950).\n", - " - Duda, R.O., & Hart, P.E. (1973) Pattern Classification and Scene Analysis.\n", - " (Q327.D83) John Wiley & Sons. ISBN 0-471-22361-1. See page 218.\n", - " - Dasarathy, B.V. (1980) \"Nosing Around the Neighborhood: A New System\n", - " Structure and Classification Rule for Recognition in Partially Exposed\n", - " Environments\". IEEE Transactions on Pattern Analysis and Machine\n", - " Intelligence, Vol. PAMI-2, No. 1, 67-71.\n", - " - Gates, G.W. (1972) \"The Reduced Nearest Neighbor Rule\". IEEE Transactions\n", - " on Information Theory, May 1972, 431-433.\n", - " - See also: 1988 MLC Proceedings, 54-64. Cheeseman et al\"s AUTOCLASS II\n", - " conceptual clustering system finds 3 classes in the data.\n", - " - Many, many more ...\n", - "\n" - ] - } - ], - "source": [ - "iris = datasets.load_iris()\n", - "print(iris[\"DESCR\"])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Scale Feature Data\n", - "#### Below, we transform the Iris feature data to have a mean of zero and standard deviation of one, while preserving relative relationships between feature values." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "X, y = iris.data, iris.target\n", - "\n", - "scaler = StandardScaler()\n", - "X_scaled = scaler.fit_transform(X)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## PCA\n", - "#### We use Principal Component Analysis to reduce the Iris feature data to two features that retain as much information as possible about the original dataset." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pca = PCA(n_components=n_components)\n", - "\n", - "pca.fit(X_scaled, y)\n", - "T_pca = pca.transform(X_scaled)\n", - "\n", - "fig, axis = plt.subplots()\n", - "scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y)\n", - "axis.set(xlabel=\"PC$_1$\", ylabel=\"PC$_2$\")\n", - "axis.legend(\n", - " scatter.legend_elements()[0], iris.target_names, loc=\"lower right\", title=\"Classes\"\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Effect of Mixing Parameter $\\alpha$ on PCovC Map\n", - "#### Below, we see how different $\\alpha$ values for our PCovC model result in varying class distinctions between setosa, versicolor, and virginica on the PCovC map." - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "n_mixing = 5\n", - "mixing_params = [0, 0.25, 0.50, 0.75, 1]\n", - "\n", - "fig, axes = plt.subplots(1, n_mixing, figsize=(4 * n_mixing, 4), sharey=\"row\")\n", - "\n", - "for id in range(0, n_mixing):\n", - " mixing = mixing_params[id]\n", - "\n", - " pcovc = PCovC(\n", - " mixing=mixing,\n", - " n_components=n_components,\n", - " random_state=random_state,\n", - " classifier=LogisticRegressionCV(),\n", - " )\n", - "\n", - " pcovc.fit(X_scaled, y)\n", - " T = pcovc.transform(X_scaled)\n", - "\n", - " axes[id].set_title(r\"$\\alpha=$\" + str(mixing))\n", - " axes[id].set_xlabel(\"PCov$_1$\")\n", - " axes[id].scatter(T[:, 0], T[:, 1], c=y)\n", - "\n", - "fig.supylabel(\"PCov$_2$\", fontsize=10)\n", - "\n", - "fig.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Effect of PCovC Classifier on PCovC Map and Decision Boundaries\n", - "#### Here, we see how a PCovC model ($\\alpha=$ 0.5) fitted with different classifiers produces varying PCovC maps. In addition, we see the varying decision boundaries produced by the respective PCovC classifiers overlayed onto the maps." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mixing = 0.5\n", - "n_models = 4\n", - "fig, axes = plt.subplots(1, n_models, figsize=(4 * n_models, 4))\n", - "\n", - "models = {\n", - " RidgeClassifierCV(): \"Ridge Regression\",\n", - " LogisticRegressionCV(random_state=random_state): \"Logistic Regression\",\n", - " LinearSVC(random_state=random_state): \"SVC\",\n", - " Perceptron(random_state=random_state): \"Single-Layer Perceptron\",\n", - "}\n", - "\n", - "for id in range(0, n_models):\n", - " model = list(models)[id]\n", - "\n", - " pcovc = PCovC(\n", - " mixing=mixing,\n", - " n_components=n_components,\n", - " random_state=random_state,\n", - " classifier=model,\n", - " )\n", - "\n", - " pcovc.fit(X_scaled, y)\n", - " T = pcovc.transform(X_scaled)\n", - "\n", - " graph = axes[id]\n", - " graph.set_title(models[model])\n", - "\n", - " DecisionBoundaryDisplay.from_estimator(\n", - " estimator=pcovc.classifier_,\n", - " X=T,\n", - " ax=graph,\n", - " response_method=\"predict\",\n", - " grid_resolution=5000,\n", - " )\n", - "\n", - " graph.set_xlabel(\"PCov$_1$\")\n", - " graph.scatter(T[:, 0], T[:, 1], c=y)\n", - "\n", - " graph.set_xticks([])\n", - " graph.set_yticks([])\n", - "\n", - "\n", - "fig.supylabel(\"PCov$_2$\", fontsize=10)\n", - "fig.subplots_adjust(wspace=0.12, left=0.035, bottom=0.06)" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "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": "3.13.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/pcovc/PCovC-IrisDataset.py b/examples/pcovc/PCovC-IrisDataset.py new file mode 100644 index 000000000..6454fa5f3 --- /dev/null +++ b/examples/pcovc/PCovC-IrisDataset.py @@ -0,0 +1,178 @@ +#!/usr/bin/env python +# coding: utf-8 + +""" +PCovC with the Iris Dataset +=========================== +""" +# %% +# + +import matplotlib.pyplot as plt +from matplotlib.colors import LinearSegmentedColormap +from sklearn.datasets import load_iris +from sklearn.decomposition import PCA +from sklearn.inspection import DecisionBoundaryDisplay +from sklearn.linear_model import LogisticRegressionCV, Perceptron, RidgeClassifierCV +from sklearn.preprocessing import StandardScaler +from sklearn.svm import LinearSVC + +from skmatter.decomposition import PCovC + + +plt.rcParams["image.cmap"] = "tab10" +plt.rcParams["scatter.edgecolors"] = "k" + +random_state = 10 +n_components = 2 + +# %% +# +# For this, we will use the :func:`sklearn.datasets.load_iris` dataset from +# ``sklearn``. + +X, y = load_iris(return_X_y=True) +print(load_iris().DESCR) + +# %% +# +# Scale Feature Data +# ------------------ +# +# Below, we transform the Iris feature data to have a mean of zero and +# standard deviation of one, while preserving relative relationships +# between feature values. + +scaler = StandardScaler() +X_scaled = scaler.fit_transform(X) + +# %% +# +# PCA +# --- +# +# We use Principal Component Analysis to reduce the Iris feature +# data to two features that retain as much information as possible +# about the original dataset. + +pca = PCA(n_components=n_components) + +pca.fit(X_scaled, y) +T_pca = pca.transform(X_scaled) + +fig, axis = plt.subplots() +scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y) +axis.set(xlabel="PC$_1$", ylabel="PC$_2$") +axis.legend( + scatter.legend_elements()[0], + load_iris().target_names, + loc="lower right", + title="Classes", +) + +# %% +# +# Effect of Mixing Parameter :math:`\alpha` on PCovC Map +# ------------------------------------------------------ +# +# Below, we see how different :math:`\alpha` values for our PCovC model +# result in varying class distinctions between setosa, versicolor, +# and virginica on the PCovC map. + +n_mixing = 5 +mixing_params = [0, 0.25, 0.50, 0.75, 1] + +fig, axes = plt.subplots(1, n_mixing, figsize=(4 * n_mixing, 4), sharey="row") + +for id in range(0, n_mixing): + mixing = mixing_params[id] + + pcovc = PCovC( + mixing=mixing, + n_components=n_components, + random_state=random_state, + classifier=LogisticRegressionCV(), + ) + + pcovc.fit(X_scaled, y) + T = pcovc.transform(X_scaled) + + axes[id].set_xticks([]) + axes[id].set_yticks([]) + + axes[id].set_title(r"$\alpha=$" + str(mixing)) + axes[id].set_xlabel("PCov$_1$") + axes[id].scatter(T[:, 0], T[:, 1], c=y) + +axes[0].set_ylabel("PCov$_2$") + +fig.subplots_adjust(wspace=0) + +# %% +# +# Effect of PCovC Classifier on PCovC Map and Decision Boundaries +# --------------------------------------------------------------- +# +# Here, we see how a PCovC model (:math:`\alpha` = 0.5) fitted with +# different classifiers produces varying PCovC maps. In addition, +# we see the varying decision boundaries produced by the +# respective PCovC classifiers. + +soft_dots = ["#ff3333", "#339933", "#3333ff"] +soft_fill = ["#f5bcbc", "#b7d4b7", "#bcbcf5"] + +cmap_dots = LinearSegmentedColormap.from_list("SoftDots", soft_dots) +cmap_fill = LinearSegmentedColormap.from_list("SoftFill", soft_fill) + +mixing = 0.5 +n_models = 4 +fig, axes = plt.subplots(1, n_models, figsize=(4 * n_models, 4)) + +models = { + RidgeClassifierCV(): "Ridge Classification", + LogisticRegressionCV(random_state=random_state): "Logistic Regression", + LinearSVC(random_state=random_state): "Support Vector Classification", + Perceptron(random_state=random_state): "Single-Layer Perceptron", +} + +for id in range(0, n_models): + model = list(models)[id] + + pcovc = PCovC( + mixing=mixing, + n_components=n_components, + random_state=random_state, + classifier=model, + ) + + pcovc.fit(X_scaled, y) + T = pcovc.transform(X_scaled) + + graph = axes[id] + graph.set_title(models[model]) + + DecisionBoundaryDisplay.from_estimator( + estimator=pcovc.classifier_, + X=T, + ax=graph, + response_method="predict", + grid_resolution=1000, + cmap=cmap_fill, + ) + + scatter = graph.scatter(T[:, 0], T[:, 1], c=y, cmap=cmap_dots) + + graph.set_xlabel("PCov$_1$") + graph.set_xticks([]) + graph.set_yticks([]) + +axes[0].set_ylabel("PCov$_2$") +axes[0].legend( + scatter.legend_elements()[0], + load_iris().target_names, + loc="lower right", + title="Classes", + fontsize=8, +) + +fig.subplots_adjust(wspace=0.04) diff --git a/src/skmatter/decomposition/_pcov.py b/src/skmatter/decomposition/_pcov.py index a23ccf7e2..972f097dc 100644 --- a/src/skmatter/decomposition/_pcov.py +++ b/src/skmatter/decomposition/_pcov.py @@ -110,9 +110,7 @@ def _fit_feature_space(self, X, Y, Yhat, compute_pty_=True): elif self.fit_svd_solver_ in ["arpack", "randomized"]: U, S, Vt = self._decompose_truncated(Ct) else: - raise ValueError( - "Unrecognized svd_solver='{0}'" "".format(self.fit_svd_solver_) - ) + raise ValueError(f"Unrecognized svd_solver='{self.fit_svd_solver_}'") self.singular_values_ = np.sqrt(S.copy()) self.explained_variance_ = S / (X.shape[0] - 1) From 12a2c3923652a6d710aae1bab1abf863a5b9986d Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Tue, 27 May 2025 18:42:08 -0500 Subject: [PATCH 11/18] Updating CHANGELOG, changing PCovC fit() note --- CHANGELOG | 4 ++++ docs/src/bibliography.rst | 6 +++++ docs/src/references/decomposition.rst | 4 ++-- src/skmatter/decomposition/__init__.py | 9 +++----- src/skmatter/decomposition/_pcovc.py | 32 +++++++++++--------------- src/skmatter/decomposition/_pcovr.py | 4 ++-- 6 files changed, 30 insertions(+), 29 deletions(-) diff --git a/CHANGELOG b/CHANGELOG index 426358f29..3ae370f43 100644 --- a/CHANGELOG +++ b/CHANGELOG @@ -13,6 +13,10 @@ The rules for CHANGELOG file: 0.3.0 (XXXX/XX/XX) ------------------ +- Add ``_BasePCov`` class (#248) +- Add ``PCovC`` class that inherits shared functionality from ``_BasePCov`` (#248) +- Add ``PCovC`` testing suite and examples (#248) +- Modify ``PCovR`` to inherit shared functionality from ``_BasePCov_`` (#248) - Update to sklearn >= 1.6.0 and scipy >= 1.15.0 (#239) - Fixed moved function import from scipy and bump scipy dependency to 1.15.0 (#236) - Fix rendering issues for `SparseKDE` and `QuickShift` (#236) diff --git a/docs/src/bibliography.rst b/docs/src/bibliography.rst index 896b24478..b0bcff53f 100644 --- a/docs/src/bibliography.rst +++ b/docs/src/bibliography.rst @@ -45,3 +45,9 @@ References Michele Ceriotti, "Improving Sample and Feature Selection with Principal Covariates Regression" 2021 Mach. Learn.: Sci. Technol. 2 035038. https://iopscience.iop.org/article/10.1088/2632-2153/abfe7c. + +.. [Jorgensen2025] + Christian Jorgensen, Arthur Y. Lin, and Rose K. Cersonsky, + "Interpretable Visualizations of Data Spaces for Classification Problems" + 2025 arXiv. 2503.05861 + https://doi.org/10.48550/arXiv.2503.05861. diff --git a/docs/src/references/decomposition.rst b/docs/src/references/decomposition.rst index 070f74b2c..ff4afb59b 100644 --- a/docs/src/references/decomposition.rst +++ b/docs/src/references/decomposition.rst @@ -1,5 +1,5 @@ -Principal Covariates Regression (PCovR) and Classification (PCovC) -================================================================== +Hybrid Mapping Techniques (PCovR and PCovC) +=========================================== .. _PCovR-api: diff --git a/src/skmatter/decomposition/__init__.py b/src/skmatter/decomposition/__init__.py index 25ccae94b..06a7cac05 100644 --- a/src/skmatter/decomposition/__init__.py +++ b/src/skmatter/decomposition/__init__.py @@ -25,19 +25,16 @@ original PCovR method, proposed in [Helfrecht2020]_. """ -from ._pcov import _BasePCov, pcovr_covariance, pcovr_kernel +from ._pcov import _BasePCov from ._pcovr import PCovR -from ._kernel_pcovr import KernelPCovR - from ._pcovc import PCovC +from ._kernel_pcovr import KernelPCovR __all__ = [ "_BasePCov", - "pcovr_covariance", - "pcovr_kernel", "PCovR", - "KernelPCovR", "PCovC", + "KernelPCovR", ] diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index 88d12bc9f..508de93da 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -20,7 +20,8 @@ class PCovC(LinearClassifierMixin, _BasePCov): - r"""Principal Covariates Classification determines a latent-space projection :math:`\mathbf{T}` + r"""Principal Covariates Classification, as described in [Jorgensen2025]_, + determines a latent-space projection :math:`\mathbf{T}` which minimizes a combined loss in supervised and unsupervised tasks. This projection is determined by the eigendecomposition of a modified gram @@ -219,8 +220,16 @@ def __init__( self.classifier = classifier def fit(self, X, Y, W=None): - r"""Fit the model with X and Y. Depending on the dimensions of X, - calls either `_fit_feature_space` or `_fit_sample_space`. + r"""Fit the model with X and Y. Note that W is taken from the + coefficients of a linear classifier fit between X and Y to compute + Z: + + .. math:: + \mathbf{Z} = \mathbf{X} \mathbf{W} + + We then call either `_fit_feature_space` or `_fit_sample_space`, + using Z as our approximation of Y. Finally, we refit a classifier on + T and Y to obtain :math:`\mathbf{P}_{TZ}`. Parameters ---------- @@ -237,24 +246,9 @@ def fit(self, X, Y, W=None): Training data, where n_samples is the number of samples. W : numpy.ndarray, shape (n_features, n_properties) - Classification weights, optional when classifier=`precomputed`. If + Classification weights, optional when classifier= `precomputed`. If not passed, it is assumed that the weights will be taken from a linear classifier fit between :math:`\mathbf{X}` and :math:`\mathbf{Y}` - - Notes - ----- - Note the relationship between :math:`\mathbf{X}`, :math:`\mathbf{Y}`, - :math:`\mathbf{Z}`, and :math:`\mathbf{W}`. The classification weights - :math:`\mathbf{W}`, obtained through a linear classifier fit between - :math:`\mathbf{X}` and :math:`\mathbf{Y}`, are used to compute: - - .. math:: - \mathbf{Z} = \mathbf{X} \mathbf{W} - - Next, :math:`\mathbf{Z}` is used in either `_fit_feature_space` or - `_fit_sample_space` as our approximation of :math:`\mathbf{Y}`. - Finally, we refit a classifier on :math:`\mathbf{T}` and :math:`\mathbf{Y}` - to obtain :math:`\mathbf{P}_{XZ}` and :math:`\mathbf{P}_{TZ}` """ X, Y = validate_data(self, X, Y, y_numeric=False) check_classification_targets(Y) diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index df9a2cadd..5b33d4677 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -9,7 +9,7 @@ class PCovR(RegressorMixin, MultiOutputMixin, _BasePCov): - r"""Principal Covariates Regression, as described in [deJong1992]_ + r"""Principal Covariates Regression, as described in [deJong1992]_, determines a latent-space projection :math:`\mathbf{T}` which minimizes a combined loss in supervised and unsupervised tasks. @@ -225,7 +225,7 @@ def fit(self, X, Y, W=None): regressed form of the properties, :math:`{\mathbf{\hat{Y}}}`. W : numpy.ndarray, shape (n_features, n_properties) - Regression weights, optional when regressor=`precomputed`. If not + Regression weights, optional when regressor= `precomputed`. If not passed, it is assumed that `W = np.linalg.lstsq(X, Y, self.tol)[0]` """ X, Y = validate_data(self, X, Y, y_numeric=True, multi_output=True) From 861eb07272a6328b65ee9e4d6ae0e9f6beefbdfe Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Wed, 28 May 2025 17:40:48 -0500 Subject: [PATCH 12/18] Modifying examples, docstrings --- docs/src/bibliography.rst | 4 +- examples/pcovc/PCovC-BreastCancerDataset.py | 122 ------------------ examples/pcovc/PCovC_Comparison.py | 96 ++++++++++++++ ...risDataset.py => PCovC_Hyperparameters.py} | 24 +--- src/skmatter/decomposition/_pcovc.py | 30 ++++- src/skmatter/decomposition/_pcovr.py | 2 +- src/skmatter/utils/__init__.py | 1 + 7 files changed, 128 insertions(+), 151 deletions(-) delete mode 100644 examples/pcovc/PCovC-BreastCancerDataset.py create mode 100644 examples/pcovc/PCovC_Comparison.py rename examples/pcovc/{PCovC-IrisDataset.py => PCovC_Hyperparameters.py} (83%) diff --git a/docs/src/bibliography.rst b/docs/src/bibliography.rst index b0bcff53f..0a7eec358 100644 --- a/docs/src/bibliography.rst +++ b/docs/src/bibliography.rst @@ -47,7 +47,7 @@ References https://iopscience.iop.org/article/10.1088/2632-2153/abfe7c. .. [Jorgensen2025] - Christian Jorgensen, Arthur Y. Lin, and Rose K. Cersonsky, + Christian Jorgensen, Arthur Y. Lin, Rhushil Vasavada, and Rose K. Cersonsky, "Interpretable Visualizations of Data Spaces for Classification Problems" - 2025 arXiv. 2503.05861 + 2025 arXiv. 2503.05861. https://doi.org/10.48550/arXiv.2503.05861. diff --git a/examples/pcovc/PCovC-BreastCancerDataset.py b/examples/pcovc/PCovC-BreastCancerDataset.py deleted file mode 100644 index 6ac44ac83..000000000 --- a/examples/pcovc/PCovC-BreastCancerDataset.py +++ /dev/null @@ -1,122 +0,0 @@ -#!/usr/bin/env python -# coding: utf-8 - -""" -PCovC with the Breast Cancer Dataset -==================================== -""" -# %% -# - -import matplotlib.pyplot as plt -import numpy as np -from sklearn.datasets import load_breast_cancer -from sklearn.decomposition import PCA -from sklearn.discriminant_analysis import LinearDiscriminantAnalysis -from sklearn.linear_model import LogisticRegressionCV -from sklearn.preprocessing import StandardScaler - -from skmatter.decomposition import PCovC - - -plt.rcParams["image.cmap"] = "tab10" -plt.rcParams["scatter.edgecolors"] = "k" - -random_state = 0 - -# %% -# -# For this, we will use the :func:`sklearn.datasets.load_breast_cancer` dataset from -# ``sklearn``. - -X, y = load_breast_cancer(return_X_y=True) -print(load_breast_cancer().DESCR) - -# %% -# -# Scale Feature Data -# ------------------ -# -# Below, we transform the Breast Cancer feature data to have a mean of zero -# and standard deviation of one, while preserving relative relationships -# between feature values. - -scaler = StandardScaler() -X_scaled = scaler.fit_transform(X) - -# %% -# -# PCA -# --- -# -# We use Principal Component Analysis to reduce the Breast Cancer feature -# data to two features that retain as much information as possible -# about the original dataset. - -pca = PCA(n_components=2) - -pca.fit(X_scaled, y) -T_pca = pca.transform(X_scaled) - -fig, axis = plt.subplots() -scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y) -axis.set(xlabel="PC$_1$", ylabel="PC$_2$") -axis.legend( - scatter.legend_elements()[0][::-1], - load_breast_cancer().target_names[::-1], - loc="upper right", - title="Classes", -) - -# %% -# -# LDA -# --- -# -# Here, we use Linear Discriminant Analysis to find a projection -# of the feature data that maximizes separability between -# the benign/malignant classes. - -lda = LinearDiscriminantAnalysis(n_components=1) -lda.fit(X_scaled, y) - -T_lda = lda.transform(X_scaled) - -fig, axis = plt.subplots() -axis.scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) - -# %% -# -# PCA, PCovC, and LDA -# ------------------- -# -# Below, we see a side-by-side comparison of PCA, PCovC (Logistic -# Regression classifier, :math:`\alpha` = 0.5), and LDA maps of the data. - -mixing = 0.5 -n_models = 3 -fig, axes = plt.subplots(1, n_models, figsize=(6 * n_models, 5)) - -models = { - PCA(n_components=2): "PCA", - PCovC( - mixing=mixing, - n_components=2, - random_state=random_state, - classifier=LogisticRegressionCV(), - ): "PCovC", - LinearDiscriminantAnalysis(n_components=1): "LDA", -} - -for id in range(0, n_models): - model = list(models)[id] - - model.fit(X_scaled, y) - T = model.transform(X_scaled) - - if isinstance(model, LinearDiscriminantAnalysis): - axes[id].scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) - else: - axes[id].scatter(T[:, 0], T[:, 1], c=y) - - axes[id].set_title(models[model]) diff --git a/examples/pcovc/PCovC_Comparison.py b/examples/pcovc/PCovC_Comparison.py new file mode 100644 index 000000000..98406f678 --- /dev/null +++ b/examples/pcovc/PCovC_Comparison.py @@ -0,0 +1,96 @@ +#!/usr/bin/env python +# coding: utf-8 + +""" +Comparing PCovC with PCA and LDA +================================ +""" +# %% +# + +import matplotlib.pyplot as plt +import numpy as np +from sklearn.datasets import load_breast_cancer +from sklearn.decomposition import PCA +from sklearn.discriminant_analysis import LinearDiscriminantAnalysis +from sklearn.linear_model import LogisticRegressionCV +from sklearn.preprocessing import StandardScaler + +from skmatter.decomposition import PCovC + + +plt.rcParams["image.cmap"] = "tab10" +plt.rcParams["scatter.edgecolors"] = "k" + +random_state = 0 + +# %% +# +# For this, we will use the :func:`sklearn.datasets.load_breast_cancer` dataset from +# ``sklearn``. + +X, y = load_breast_cancer(return_X_y=True) + +scaler = StandardScaler() +X_scaled = scaler.fit_transform(X) + +# %% +# +# PCA +# --- +# + +pca = PCA(n_components=2) + +pca.fit(X_scaled, y) +T_pca = pca.transform(X_scaled) + +fig, axis = plt.subplots() +scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y) +axis.set(xlabel="PC$_1$", ylabel="PC$_2$") +axis.legend( + scatter.legend_elements()[0][::-1], + load_breast_cancer().target_names[::-1], + loc="upper right", + title="Classes", +) + +# %% +# +# LDA +# --- +# + +lda = LinearDiscriminantAnalysis(n_components=1) +lda.fit(X_scaled, y) + +T_lda = lda.transform(X_scaled) + +fig, axis = plt.subplots() +axis.scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) +axis.set(xlabel="LD$_1$", ylabel="LD$_2$") + +# %% +# +# PCovC +# ------------------- +# +# Below, we see the map produced +# by a PCovC model with :math:`\alpha` = 0.5 and a logistic +# regression classifier. + +mixing = 0.5 + +pcovc = PCovC( + mixing=mixing, + n_components=2, + random_state=random_state, + classifier=LogisticRegressionCV(), +) +pcovc.fit(X_scaled, y) + +T_pcovc = pcovc.transform(X_scaled) + +fig, axis = plt.subplots() +axis.scatter(T_pcovc[:, 0], T_pcovc[:, 1], c=y) +axis.set(xlabel="PCov$_1$", ylabel="PCov$_2$") diff --git a/examples/pcovc/PCovC-IrisDataset.py b/examples/pcovc/PCovC_Hyperparameters.py similarity index 83% rename from examples/pcovc/PCovC-IrisDataset.py rename to examples/pcovc/PCovC_Hyperparameters.py index 6454fa5f3..25540b161 100644 --- a/examples/pcovc/PCovC-IrisDataset.py +++ b/examples/pcovc/PCovC_Hyperparameters.py @@ -2,7 +2,7 @@ # coding: utf-8 """ -PCovC with the Iris Dataset +PCovC Hyperparameter Tuning =========================== """ # %% @@ -32,16 +32,6 @@ # ``sklearn``. X, y = load_iris(return_X_y=True) -print(load_iris().DESCR) - -# %% -# -# Scale Feature Data -# ------------------ -# -# Below, we transform the Iris feature data to have a mean of zero and -# standard deviation of one, while preserving relative relationships -# between feature values. scaler = StandardScaler() X_scaled = scaler.fit_transform(X) @@ -51,9 +41,6 @@ # PCA # --- # -# We use Principal Component Analysis to reduce the Iris feature -# data to two features that retain as much information as possible -# about the original dataset. pca = PCA(n_components=n_components) @@ -118,12 +105,6 @@ # we see the varying decision boundaries produced by the # respective PCovC classifiers. -soft_dots = ["#ff3333", "#339933", "#3333ff"] -soft_fill = ["#f5bcbc", "#b7d4b7", "#bcbcf5"] - -cmap_dots = LinearSegmentedColormap.from_list("SoftDots", soft_dots) -cmap_fill = LinearSegmentedColormap.from_list("SoftFill", soft_fill) - mixing = 0.5 n_models = 4 fig, axes = plt.subplots(1, n_models, figsize=(4 * n_models, 4)) @@ -157,10 +138,9 @@ ax=graph, response_method="predict", grid_resolution=1000, - cmap=cmap_fill, ) - scatter = graph.scatter(T[:, 0], T[:, 1], c=y, cmap=cmap_dots) + scatter = graph.scatter(T[:, 0], T[:, 1], c=y) graph.set_xlabel("PCov$_1$") graph.set_xticks([]) diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index 508de93da..a1ea80e9f 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -100,8 +100,7 @@ class PCovC(LinearClassifierMixin, _BasePCov): default=`sample` when :math:`{n_{samples} < n_{features}}` and `feature` when :math:`{n_{features} < n_{samples}}` - classifier: {`LogisticRegression`, `LogisticRegressionCV`, `LinearSVC`, `LinearDiscriminantAnalysis`, - `RidgeClassifier`, `RidgeClassifierCV`, `SGDClassifier`, `Perceptron`, `precomputed`}, default=None + classifier: estimator object or `precomputed`, default=None classifier for computing :math:`{\mathbf{Z}}`. The classifier should be one of `sklearn.linear_model.LogisticRegression`, `sklearn.linear_model.LogisticRegressionCV`, `sklearn.svm.LinearSVC`, `sklearn.discriminant_analysis.LinearDiscriminantAnalysis`, @@ -377,12 +376,35 @@ def inverse_transform(self, T): Returns ------- - X_original ndarray, shape (n_samples, n_features) + X_original : numpy.ndarray, shape (n_samples, n_features) """ return super().inverse_transform(T) def decision_function(self, X=None, T=None): - """Predicts confidence scores from X or T.""" + r"""Predicts confidence scores from X or T. + + .. math:: + \mathbf{Z} = \mathbf{T} \mathbf{P}_{TZ} + = \mathbf{X} \mathbf{P}_{XT} \mathbf{P}_{TZ} + = \mathbf{X} \mathbf{P}_{XZ} + + Parameters + ---------- + X : ndarray, shape(n_samples, n_features) + Original data for which we want to get confidence scores, + where n_samples is the number of samples and n_features is the + number of features. + T : ndarray, shape (n_samples, n_components) + Projected data for which we want to get confidence scores, + where n_samples is the number of samples and n_components is the + number of components. + + Returns + ------- + Z : numpy.ndarray, shape (n_samples,) or (n_samples, n_classes) + Confidence scores. For binary classification, has shape `(n_samples,)`, + for multiclass classification, has shape `(n_samples, n_classes)` + """ check_is_fitted(self, attributes=["pxz_", "ptz_"]) if X is None and T is None: diff --git a/src/skmatter/decomposition/_pcovr.py b/src/skmatter/decomposition/_pcovr.py index 5b33d4677..417a82c12 100644 --- a/src/skmatter/decomposition/_pcovr.py +++ b/src/skmatter/decomposition/_pcovr.py @@ -349,7 +349,7 @@ def inverse_transform(self, T): Returns ------- - X_original ndarray, shape (n_samples, n_features) + X_original : numpy.ndarray, shape (n_samples, n_features) """ return super().inverse_transform(T) diff --git a/src/skmatter/utils/__init__.py b/src/skmatter/utils/__init__.py index 80b201168..70e32616c 100644 --- a/src/skmatter/utils/__init__.py +++ b/src/skmatter/utils/__init__.py @@ -17,6 +17,7 @@ pcovr_covariance, pcovr_kernel, ) + from ._progress_bar import ( get_progress_bar, no_progress_bar, From 234f66843672ca7f2a4263fd882d6569da2fa994 Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Thu, 29 May 2025 11:09:15 -0500 Subject: [PATCH 13/18] Addressing docs suggestions for inclusion of PCovC --- docs/src/getting-started.rst | 8 +++++--- docs/src/index.rst | 4 ++-- docs/src/references/decomposition.rst | 4 ++-- src/skmatter/decomposition/__init__.py | 18 +++++++++++++----- src/skmatter/decomposition/_pcovc.py | 2 +- 5 files changed, 23 insertions(+), 13 deletions(-) diff --git a/docs/src/getting-started.rst b/docs/src/getting-started.rst index 8d09e285b..3f9dd1d1e 100644 --- a/docs/src/getting-started.rst +++ b/docs/src/getting-started.rst @@ -37,10 +37,10 @@ Notebook Examples .. include:: examples/reconstruction/index.rst :start-line: 4 -.. _getting_started-pcovr: +.. _getting_started-hybrid: -Principal Covariates Regression -------------------------------- +Hybrid Mapping Techniques +------------------------- .. automodule:: skmatter.decomposition :noindex: @@ -50,3 +50,5 @@ Notebook Examples .. include:: examples/pcovr/index.rst :start-line: 4 +.. include:: examples/pcovc/index.rst + :start-line: 4 diff --git a/docs/src/index.rst b/docs/src/index.rst index 2095eab22..33858328d 100644 --- a/docs/src/index.rst +++ b/docs/src/index.rst @@ -33,7 +33,7 @@ .. only:: html - :ref:`getting_started-pcovr` + :ref:`getting_started-hybrid` .. image:: /examples/pcovr/images/thumb/sphx_glr_PCovR_thumb.png :alt: @@ -41,7 +41,7 @@ .. raw:: html -

Utilises a combination between a PCA-like and a LR-like loss +

PCovR and PCovC utilize a combination between a PCA-like and a LR-like loss to determine the decomposition matrix to project feature into latent space

diff --git a/docs/src/references/decomposition.rst b/docs/src/references/decomposition.rst index ff4afb59b..0ee5caf9c 100644 --- a/docs/src/references/decomposition.rst +++ b/docs/src/references/decomposition.rst @@ -1,5 +1,5 @@ -Hybrid Mapping Techniques (PCovR and PCovC) -=========================================== +Hybrid Mapping Techniques +========================= .. _PCovR-api: diff --git a/src/skmatter/decomposition/__init__.py b/src/skmatter/decomposition/__init__.py index 06a7cac05..6f58f5a7d 100644 --- a/src/skmatter/decomposition/__init__.py +++ b/src/skmatter/decomposition/__init__.py @@ -3,12 +3,18 @@ in order to compress data or visualise trends in the dataset. In the archetypal method for this dimensionality reduction, principal components analysis (PCA), features are transformed into the latent space which best preserves the -variance of the original data. This module provides the Principal Covariates -Regression (PCovR), as introduced by [deJong1992]_, is a modification to PCA +variance of the original data. + +This module provides the Principal Covariates +Regression (PCovR), as introduced by [deJong1992]_, which is a modification to PCA that incorporates target information, such that the resulting embedding could be tuned using a mixing parameter α to improve performance in regression tasks (:math:`\alpha = 0` corresponding to linear regression and :math:`\alpha = 1` -corresponding to PCA). [Helfrecht2020]_ introduced the non-linear version, +corresponding to PCA). Also provided is Principal Covariates Classification (PCovC), +proposed in [Jorgensen2025]_, which adapts PCovR for use in classification tasks by +leveraging the evidence :math:`\mathbf{Z}` as an approximation of :math:`\mathbf{Y}`. + +[Helfrecht2020]_ introduced the non-linear version of PCovR, Kernel Principal Covariates Regression (KPCovR), where the mixing parameter α now interpolates between kernel ridge regression (:math:`\alpha = 0`) and kernel principal components analysis (KPCA, :math:`\alpha = 1`). @@ -20,8 +26,10 @@ a low-dimensional projection of the feature vectors that simultaneously minimises information loss and error in predicting the target properties using only the latent space vectors :math:`\mathbf{T}`. -* :ref:`KPCovR-api` the Kernel Principal Covariates Regression - a kernel-based variation on the +* :ref:`PCovC-api` the Principal Covariates Classification. Adapts PCovR for + classification tasks, proposed in [Jorgensen2025]_. +* :ref:`KPCovR-api` the Kernel Principal Covariates Regression. + A kernel-based variation on the original PCovR method, proposed in [Helfrecht2020]_. """ diff --git a/src/skmatter/decomposition/_pcovc.py b/src/skmatter/decomposition/_pcovc.py index a1ea80e9f..fe4434b4f 100644 --- a/src/skmatter/decomposition/_pcovc.py +++ b/src/skmatter/decomposition/_pcovc.py @@ -100,7 +100,7 @@ class PCovC(LinearClassifierMixin, _BasePCov): default=`sample` when :math:`{n_{samples} < n_{features}}` and `feature` when :math:`{n_{features} < n_{samples}}` - classifier: estimator object or `precomputed`, default=None + classifier: `estimator object` or `precomputed`, default=None classifier for computing :math:`{\mathbf{Z}}`. The classifier should be one of `sklearn.linear_model.LogisticRegression`, `sklearn.linear_model.LogisticRegressionCV`, `sklearn.svm.LinearSVC`, `sklearn.discriminant_analysis.LinearDiscriminantAnalysis`, From 9d8ea2839c268f72f653a5d4c365c4a711a3f957 Mon Sep 17 00:00:00 2001 From: Rhushil Vasavada Date: Thu, 29 May 2025 15:57:23 -0500 Subject: [PATCH 14/18] Adding side-by-side to PCovC comparison example --- examples/pcovc/PCovC_Comparison.py | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/examples/pcovc/PCovC_Comparison.py b/examples/pcovc/PCovC_Comparison.py index 98406f678..3f465d6d2 100644 --- a/examples/pcovc/PCovC_Comparison.py +++ b/examples/pcovc/PCovC_Comparison.py @@ -94,3 +94,18 @@ fig, axis = plt.subplots() axis.scatter(T_pcovc[:, 0], T_pcovc[:, 1], c=y) axis.set(xlabel="PCov$_1$", ylabel="PCov$_2$") + +# %% +# +# A side-by-side comparison of the +# three techniques (PCA, LDA, and PCovC): + +n_models = 3 + +fig, axes = plt.subplots(1, n_models, figsize=(6 * n_models, 5)) +axes[0].scatter(T_pca[:, 0], T_pca[:, 1], c=y) +axes[0].set_title("PCA") +axes[1].scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) +axes[1].set_title("LDA") +axes[2].scatter(T_pcovc[:, 0], T_pcovc[:, 1], c=y) +axes[2].set_title("PCovC") From 2c77b00b70b65904164e9d368d07b3f6bc5d6c39 Mon Sep 17 00:00:00 2001 From: cajchristian <114787994+cajchristian@users.noreply.github.com> Date: Thu, 29 May 2025 17:37:11 -0500 Subject: [PATCH 15/18] Touching up pcovc vs pca example --- examples/pcovc/PCovC_Comparison.py | 41 +++++++++++++++--------------- 1 file changed, 20 insertions(+), 21 deletions(-) diff --git a/examples/pcovc/PCovC_Comparison.py b/examples/pcovc/PCovC_Comparison.py index 3f465d6d2..d3e769142 100644 --- a/examples/pcovc/PCovC_Comparison.py +++ b/examples/pcovc/PCovC_Comparison.py @@ -45,10 +45,10 @@ pca.fit(X_scaled, y) T_pca = pca.transform(X_scaled) -fig, axis = plt.subplots() -scatter = axis.scatter(T_pca[:, 0], T_pca[:, 1], c=y) -axis.set(xlabel="PC$_1$", ylabel="PC$_2$") -axis.legend( +fig, ax = plt.subplots() +scatter = ax.scatter(T_pca[:, 0], T_pca[:, 1], c=y) +ax.set(xlabel="PC$_1$", ylabel="PC$_2$") +ax.legend( scatter.legend_elements()[0][::-1], load_breast_cancer().target_names[::-1], loc="upper right", @@ -66,9 +66,9 @@ T_lda = lda.transform(X_scaled) -fig, axis = plt.subplots() -axis.scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) -axis.set(xlabel="LD$_1$", ylabel="LD$_2$") +fig, ax = plt.subplots() +ax.scatter(T_lda[:], np.zeros(len(T_lda[:])), c=y) +ax.set(xlabel="LDA$_1$", ylabel="LDA$_2$") # %% # @@ -91,21 +91,20 @@ T_pcovc = pcovc.transform(X_scaled) -fig, axis = plt.subplots() -axis.scatter(T_pcovc[:, 0], T_pcovc[:, 1], c=y) -axis.set(xlabel="PCov$_1$", ylabel="PCov$_2$") +fig, ax = plt.subplots() +ax.scatter(T_pcovc[:, 0], T_pcovc[:, 1], c=y) +ax.set(xlabel="PCov$_1$", ylabel="PCov$_2$") # %% # # A side-by-side comparison of the -# three techniques (PCA, LDA, and PCovC): - -n_models = 3 - -fig, axes = plt.subplots(1, n_models, figsize=(6 * n_models, 5)) -axes[0].scatter(T_pca[:, 0], T_pca[:, 1], c=y) -axes[0].set_title("PCA") -axes[1].scatter(-T_lda[:], np.zeros(len(T_lda[:])), c=y) -axes[1].set_title("LDA") -axes[2].scatter(T_pcovc[:, 0], T_pcovc[:, 1], c=y) -axes[2].set_title("PCovC") +# three maps (PCA, LDA, and PCovC): + +fig, axs = plt.subplots(1, 3, figsize=(18, 5)) +axs[0].scatter(T_pca[:, 0], T_pca[:, 1], c=y) +axs[0].set_title("PCA") +axs[1].scatter(T_lda, np.zeros(len(T_lda)), c=y) +axs[1].set_title("LDA") +axs[2].scatter(T_pcovc[:, 0], T_pcovc[:, 1], c=y) +axs[2].set_title("PCovC") +plt.show() From 061d7ad84fc1c63b96e9fe66f00546a43705a7b7 Mon Sep 17 00:00:00 2001 From: cajchristian <114787994+cajchristian@users.noreply.github.com> Date: Thu, 29 May 2025 17:45:28 -0500 Subject: [PATCH 16/18] Linting --- examples/pcovc/PCovC_Hyperparameters.py | 23 +++++++++++------------ 1 file changed, 11 insertions(+), 12 deletions(-) diff --git a/examples/pcovc/PCovC_Hyperparameters.py b/examples/pcovc/PCovC_Hyperparameters.py index 25540b161..c1baafe3e 100644 --- a/examples/pcovc/PCovC_Hyperparameters.py +++ b/examples/pcovc/PCovC_Hyperparameters.py @@ -69,7 +69,7 @@ n_mixing = 5 mixing_params = [0, 0.25, 0.50, 0.75, 1] -fig, axes = plt.subplots(1, n_mixing, figsize=(4 * n_mixing, 4), sharey="row") +fig, axs = plt.subplots(1, n_mixing, figsize=(4 * n_mixing, 4), sharey="row") for id in range(0, n_mixing): mixing = mixing_params[id] @@ -84,14 +84,14 @@ pcovc.fit(X_scaled, y) T = pcovc.transform(X_scaled) - axes[id].set_xticks([]) - axes[id].set_yticks([]) + axs[id].set_xticks([]) + axs[id].set_yticks([]) - axes[id].set_title(r"$\alpha=$" + str(mixing)) - axes[id].set_xlabel("PCov$_1$") - axes[id].scatter(T[:, 0], T[:, 1], c=y) + axs[id].set_title(r"$\alpha=$" + str(mixing)) + axs[id].set_xlabel("PCov$_1$") + axs[id].scatter(T[:, 0], T[:, 1], c=y) -axes[0].set_ylabel("PCov$_2$") +axs[0].set_ylabel("PCov$_2$") fig.subplots_adjust(wspace=0) @@ -106,8 +106,7 @@ # respective PCovC classifiers. mixing = 0.5 -n_models = 4 -fig, axes = plt.subplots(1, n_models, figsize=(4 * n_models, 4)) +fig, axs = plt.subplots(1, 4, figsize=(16, 4)) models = { RidgeClassifierCV(): "Ridge Classification", @@ -129,7 +128,7 @@ pcovc.fit(X_scaled, y) T = pcovc.transform(X_scaled) - graph = axes[id] + graph = axs[id] graph.set_title(models[model]) DecisionBoundaryDisplay.from_estimator( @@ -146,8 +145,8 @@ graph.set_xticks([]) graph.set_yticks([]) -axes[0].set_ylabel("PCov$_2$") -axes[0].legend( +axs[0].set_ylabel("PCov$_2$") +axs[0].legend( scatter.legend_elements()[0], load_iris().target_names, loc="lower right", From f524ab273cbee5437253d22992827e252467d434 Mon Sep 17 00:00:00 2001 From: cajchristian <114787994+cajchristian@users.noreply.github.com> Date: Thu, 29 May 2025 17:53:13 -0500 Subject: [PATCH 17/18] Linting (again) --- examples/pcovc/PCovC_Hyperparameters.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/pcovc/PCovC_Hyperparameters.py b/examples/pcovc/PCovC_Hyperparameters.py index c1baafe3e..49846c687 100644 --- a/examples/pcovc/PCovC_Hyperparameters.py +++ b/examples/pcovc/PCovC_Hyperparameters.py @@ -115,7 +115,7 @@ Perceptron(random_state=random_state): "Single-Layer Perceptron", } -for id in range(0, n_models): +for id in range(0, len(models)): model = list(models)[id] pcovc = PCovC( @@ -155,3 +155,4 @@ ) fig.subplots_adjust(wspace=0.04) +plt.show() From 95057426773167315741ce77853d74fed6c538a0 Mon Sep 17 00:00:00 2001 From: cajchristian <114787994+cajchristian@users.noreply.github.com> Date: Thu, 29 May 2025 18:37:18 -0500 Subject: [PATCH 18/18] Touching up docs --- src/skmatter/decomposition/__init__.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/src/skmatter/decomposition/__init__.py b/src/skmatter/decomposition/__init__.py index 6f58f5a7d..4fbb6d92c 100644 --- a/src/skmatter/decomposition/__init__.py +++ b/src/skmatter/decomposition/__init__.py @@ -11,8 +11,7 @@ be tuned using a mixing parameter α to improve performance in regression tasks (:math:`\alpha = 0` corresponding to linear regression and :math:`\alpha = 1` corresponding to PCA). Also provided is Principal Covariates Classification (PCovC), -proposed in [Jorgensen2025]_, which adapts PCovR for use in classification tasks by -leveraging the evidence :math:`\mathbf{Z}` as an approximation of :math:`\mathbf{Y}`. +proposed in [Jorgensen2025]_, which can similarly be used for classification problems. [Helfrecht2020]_ introduced the non-linear version of PCovR, Kernel Principal Covariates Regression (KPCovR), where the mixing parameter α @@ -26,8 +25,8 @@ a low-dimensional projection of the feature vectors that simultaneously minimises information loss and error in predicting the target properties using only the latent space vectors :math:`\mathbf{T}`. -* :ref:`PCovC-api` the Principal Covariates Classification. Adapts PCovR for - classification tasks, proposed in [Jorgensen2025]_. +* :ref:`PCovC-api` the standard Principal Covariates Classification, proposed in + [Jorgensen2025]_. * :ref:`KPCovR-api` the Kernel Principal Covariates Regression. A kernel-based variation on the original PCovR method, proposed in [Helfrecht2020]_.