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Moreover, we can compare this to the well known derivative: $\\frac{d \\sin(x)}{d x} = \\cos(x)$, which makes it immediately obvious if we have learned the correct gradient." - ], - "metadata": { - "id": "xyl4csp7yEbk" - } + ] }, { "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "rxyiP-tSyIPg", + "outputId": "05dd72f4-c7d5-4af9-ba67-2a55c08bf1b5" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cpu device\n" + ] + } + ], "source": [ "import torch\n", "from torch import nn\n", @@ -52,27 +55,13 @@ "np.random.seed(seed)\n", "torch.manual_seed(seed)\n", "torch.cuda.manual_seed(seed)\n" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "rxyiP-tSyIPg", - "outputId": "05dd72f4-c7d5-4af9-ba67-2a55c08bf1b5" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Using cpu device\n" - ] - } ] }, { "cell_type": "markdown", + "metadata": { + "id": "KX6GlXtUysE9" + }, "source": [ "## Training Data\n", "\n", @@ -81,60 +70,46 @@ "\n", "The function [torch.linspace](https://pytorch.org/docs/stable/generated/torch.linspace.html) is the equivalent to numpy version but produces a tensor directly.\n", "The part ```.view(-1,1)``` re-shapes the resulting array such that we have one feature: torch.linspace creates a tensor with shape (100), i.e. a 1D tensor with 100 elements. The ```-1``` is a placeholder to tell PyTorch to infer the length automatically from the number of elements in the original tensor. The ```1``` tells PyTorch to reformat the data such that we have one feature. The resulting tensor has a shape of (100,1), i.e. 100 rows of 1 feature each." - ], - "metadata": { - "id": "KX6GlXtUysE9" - } + ] }, { "cell_type": "markdown", + "metadata": { + "id": "aeKM4U2ellXN" + }, "source": [ "**Exercise**\n", "\n", "Create training data ```x_train``` and ```y_train``` for a $sin(x)$ function in the interval $x_{train} \\in (0, 2\\pi)$.\n", "\n", "Plot the resulting training data." - ], - "metadata": { - "id": "aeKM4U2ellXN" - } + ] }, { "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Ta5rGSisl58h" + }, + "outputs": [], "source": [ "##\n", "## Your code here\n", "##" - ], - "metadata": { - "id": "Ta5rGSisl58h" - }, - "execution_count": null, - "outputs": [] + ] }, { "cell_type": "markdown", - "source": [ - "**Solution**" - ], "metadata": { "id": "JoWaGzuPl7tm" - } + }, + "source": [ + "**Solution**" + ] }, { "cell_type": "code", - "source": [ - "# Generate training data based using sin(x)\n", - "x_train = torch.linspace(0, 2 * torch.pi, steps=100, device=device).view(-1, 1)\n", - "y_train = torch.sin(x_train)\n", - "\n", - "sns.lineplot(x=x_train.numpy().flatten(),\n", - " y=y_train.numpy().flatten(), label='sin(x)')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.legend()\n", - "plt.show()\n" - ], + "execution_count": 2, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -143,22 +118,36 @@ "id": "8NCpW8Z4yuLT", "outputId": "035546af-9a0b-4c08-cdcb-47183c5dc9df" }, - "execution_count": null, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "# Generate training data based using sin(x)\n", + "x_train = torch.linspace(0, 2 * torch.pi, steps=100, device=device).view(-1, 1)\n", + "y_train = torch.sin(x_train)\n", + "\n", + "sns.lineplot(x=x_train.numpy().flatten(),\n", + " y=y_train.numpy().flatten(), label='sin(x)')\n", + "plt.xlabel('x')\n", + "plt.ylabel('y')\n", + "plt.legend()\n", + "plt.show()\n" ] }, { "cell_type": "markdown", + "metadata": { + "id": "mu-cy0lXyu7z" + }, "source": [ "## Network Definition and Training\n", "\n", @@ -170,26 +159,28 @@ "Here, we need one input node, since we pass one value at the time to the network: $y = \\sin(x)$.\n", "\n", "Similarly, we only need one output node as we want the network to learn a single number." - ], - "metadata": { - "id": "mu-cy0lXyu7z" - } + ] }, { "cell_type": "markdown", + "metadata": { + "id": "LKl2PBVxl_H3" + }, "source": [ "**Exercise**\n", "\n", "Write a class for a small neural network with three fully-connected (linear) layers and $\\tanh(x)$ as activatin function.\n", "\n", "Discuss how many input and output nodes the network needs." - ], - "metadata": { - "id": "LKl2PBVxl_H3" - } + ] }, { "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "yyY9odYjmQMm" + }, + "outputs": [], "source": [ "class NeuralNetwork(nn.Module):\n", " def __init__(self):\n", @@ -206,24 +197,41 @@ "\n", "model = NeuralNetwork().to(device)\n", "print(model)" - ], - "metadata": { - "id": "yyY9odYjmQMm" - }, - "execution_count": null, - "outputs": [] + ] }, { "cell_type": "markdown", - "source": [ - "**Solution**" - ], "metadata": { "id": "VbMn4wAvma26" - } + }, + "source": [ + "**Solution**" + ] }, { "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3I8E4V-OyWOt", + "outputId": "8b855e66-6660-4794-ec47-362f6513742d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NeuralNetwork(\n", + " (flatten): Flatten(start_dim=1, end_dim=-1)\n", + " (fc1): Linear(in_features=1, out_features=50, bias=True)\n", + " (fc2): Linear(in_features=50, out_features=50, bias=True)\n", + " (fc3): Linear(in_features=50, out_features=1, bias=True)\n", + ")\n" + ] + } + ], "source": [ "# A simple Neural Network\n", "\n", @@ -245,32 +253,36 @@ "\n", "model = NeuralNetwork().to(device)\n", "print(model)" - ], + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, - "id": "3I8E4V-OyWOt", - "outputId": "8b855e66-6660-4794-ec47-362f6513742d" + "id": "AxNeglAYzqzf", + "outputId": "3ac54803-87d8-4b10-cf43-3900fc8987e7" }, - "execution_count": null, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "NeuralNetwork(\n", - " (flatten): Flatten(start_dim=1, end_dim=-1)\n", - " (fc1): Linear(in_features=1, out_features=50, bias=True)\n", - " (fc2): Linear(in_features=50, out_features=50, bias=True)\n", - " (fc3): Linear(in_features=50, out_features=1, bias=True)\n", - ")\n" + "Epoch 0/1000, Total Loss: 1.043527\n", + "Epoch 100/1000, Total Loss: 0.000421\n", + "Epoch 200/1000, Total Loss: 0.000122\n", + "Epoch 300/1000, Total Loss: 0.000928\n", + "Epoch 400/1000, Total Loss: 0.000005\n", + "Epoch 500/1000, Total Loss: 0.000288\n", + "Epoch 600/1000, Total Loss: 0.000004\n", + "Epoch 700/1000, Total Loss: 0.000003\n", + "Epoch 800/1000, Total Loss: 0.000210\n", + "Epoch 900/1000, Total Loss: 0.000007\n" ] } - ] - }, - { - "cell_type": "code", + ], "source": [ "# Train model\n", "\n", @@ -318,42 +330,11 @@ " # Print progress every 100 epochs\n", " if epoch % 100 == 0:\n", " print(f\"Epoch {epoch}/{num_epochs}, Total Loss: {total_loss.item():.6f}\")" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "AxNeglAYzqzf", - "outputId": "3ac54803-87d8-4b10-cf43-3900fc8987e7" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Epoch 0/1000, Total Loss: 1.043527\n", - "Epoch 100/1000, Total Loss: 0.000421\n", - "Epoch 200/1000, Total Loss: 0.000122\n", - "Epoch 300/1000, Total Loss: 0.001010\n", - "Epoch 400/1000, Total Loss: 0.000005\n", - "Epoch 500/1000, Total Loss: 0.000433\n", - "Epoch 600/1000, Total Loss: 0.000004\n", - "Epoch 700/1000, Total Loss: 0.000003\n", - "Epoch 800/1000, Total Loss: 0.001428\n", - "Epoch 900/1000, Total Loss: 0.000008\n" - ] - } ] }, { "cell_type": "code", - "source": [ - "sns.lineplot(loss_history, label='Training loss')\n", - "plt.xlabel('Epoch')\n", - "plt.ylabel('Loss')\n", - "plt.show()" - ], + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -362,22 +343,30 @@ "id": "wpmM_03k0gZh", "outputId": "98b8277d-e929-4c50-bb25-204b83fb47cd" }, - "execution_count": null, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "sns.lineplot(loss_history, label='Training loss')\n", + "plt.xlabel('Epoch')\n", + "plt.ylabel('Loss')\n", + "plt.show()" ] }, { "cell_type": "markdown", + "metadata": { + "id": "xnVeLeA211hL" + }, "source": [ "# Plot the Gradient\n", "\n", @@ -387,13 +376,39 @@ "- the ground truth: $y = \\sin(x)$,\n", "- the predictions $\\hat{y}$\n", "- the gradient" - ], - "metadata": { - "id": "xnVeLeA211hL" - } + ] }, { "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 506 + }, + "id": "jKniVE8M10qA", + "outputId": "f6e1fe97-f0e0-431d-8103-4c223020c24d" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_6172/235726813.py:3: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", + " y_test = torch.sin(torch.tensor(x_test))\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Prepare test data with requires_grad=True\n", "x_test = torch.linspace(0, 2 * torch.pi, steps=200, device=device, requires_grad=True).view(-1, 1)\n", @@ -426,36 +441,31 @@ "plt.ylabel('y')\n", "plt.legend()\n", "plt.show()\n" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 506 - }, - "id": "jKniVE8M10qA", - "outputId": "f6e1fe97-f0e0-431d-8103-4c223020c24d" - }, - "execution_count": null, - "outputs": [ - { - "output_type": "stream", - "name": "stderr", - "text": [ - "<ipython-input-6-1f4b339fb796>:3: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n", - " y_test = torch.sin(torch.tensor(x_test))\n" - ] - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ], - "image/png": 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\n" - }, - "metadata": {} - } ] } - ] -} \ No newline at end of file + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "datascienceintro-eVBNPtpL-py3.11", + "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": "3.11.11" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/datascienceintro/solutions/Solution_CyclicBoosting.ipynb b/datascienceintro/solutions/Solution_CyclicBoosting.ipynb index 9e7f1fe..2bca073 100644 --- a/datascienceintro/solutions/Solution_CyclicBoosting.ipynb +++ b/datascienceintro/solutions/Solution_CyclicBoosting.ipynb @@ -1,21 +1,10 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, "cells": [ { "cell_type": "markdown", + "metadata": { + "id": "XK5m6PqEfRGg" + }, "source": [ "# Explainable Machine Learning with Cyclic Boosting\n", "\n", @@ -31,14 +20,11 @@ "Here, $E[\\cdot]$ is the expectation value, $g(\\cdot)$ is called a *link function*, and $f_j$ are some functions that operate on the features (variables) $x_j$.\n", "\n", "One method is called *Cyclic Boosting*, you can find more information in [Cyclic Boosting - an explainable supervised machine learning algorithm](https://arxiv.org/abs/2002.03425) and [Demand Forecasting of Individual Probability Density Functions with Machine Learning](https://arxiv.org/abs/2009.07052), as well as on the [Cyclic Boosting GitHub](https://github.com/Blue-Yonder-OSS/cyclic-boosting).\n" - ], - "metadata": { - "id": "XK5m6PqEfRGg" - } + ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -48,8 +34,8 @@ }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Requirement already satisfied: cyclic-boosting in /usr/local/lib/python3.11/dist-packages (1.4.0)\n", "Requirement already satisfied: decorator>=5.1.1 in /usr/local/lib/python3.11/dist-packages (from cyclic-boosting) (5.2.1)\n", @@ -82,11 +68,16 @@ ], "source": [ "# install the package if not avaialable\n", - "!pip install cyclic-boosting\n" + "# !pip install cyclic-boosting\n" ] }, { "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "84AwAHKUt_xk" + }, + "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", @@ -103,26 +94,26 @@ "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n" - ], - "metadata": { - "id": "84AwAHKUt_xk" - }, - "execution_count": 2, - "outputs": [] + ] }, { "cell_type": "markdown", + "metadata": { + "id": "5gGVyjScxxCK" + }, "source": [ "## Data\n", "\n", "We will use the [adult](https://archive.ics.uci.edu/ml/datasets/adult) that focuses on a (binary) classification task whether or not a person makes more than 50k USD per year. The data are taken from a 1994 census and were first discussed in the paper [Ron Kohavi, \"Scaling Up the Accuracy of Naive-Bayes Classifiers: a Decision-Tree Hybrid\", Proceedings of the Second International Conference on Knowledge Discovery and Data Mining, 1996](https://www.academia.edu/download/40088603/Scaling_Up_the_Accuracy_of_Naive-Bayes_C20151116-5477-1fw84ob.pdf)\n" - ], - "metadata": { - "id": "5gGVyjScxxCK" - } + ] }, { "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "-ryzXarVsXfe" + }, + "outputs": [], "source": [ "df = pd.read_csv(\n", " \"https://archive.ics.uci.edu/ml/machine-learning-databases/adult/adult.data\",\n", @@ -136,18 +127,11 @@ "# change the type of the variables to \"categorial\" for the respective variables\n", "df = df.astype({'WorkClass': 'category', 'Education': 'category', 'MaritalStatus' : 'category', 'Occupation' : 'category',\n", "'Relationship' : 'category', 'Race' : 'category', 'Gender': 'category', 'NativeCountry': 'category' })" - ], - "metadata": { - "id": "-ryzXarVsXfe" - }, - "execution_count": 3, - "outputs": [] + ] }, { "cell_type": "code", - "source": [ - "df.head(10)" - ], + "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -156,52 +140,283 @@ "id": "yfOU0f4vtiFT", "outputId": "fed6cb48-e9c0-4583-f0b8-b9c11a33b2a5" }, - "execution_count": 4, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": [ - " Age WorkClass fnlwgt Education EducationNum \\\n", - "0 39 State-gov 77516 Bachelors 13 \n", - "1 50 Self-emp-not-inc 83311 Bachelors 13 \n", - "2 38 Private 215646 HS-grad 9 \n", - "3 53 Private 234721 11th 7 \n", - "4 28 Private 338409 Bachelors 13 \n", - "5 37 Private 284582 Masters 14 \n", - "6 49 Private 160187 9th 5 \n", - "7 52 Self-emp-not-inc 209642 HS-grad 9 \n", - "8 31 Private 45781 Masters 14 \n", - "9 42 Private 159449 Bachelors 13 \n", - "\n", - " MaritalStatus Occupation Relationship Race \\\n", - "0 Never-married Adm-clerical Not-in-family White \n", - "1 Married-civ-spouse Exec-managerial Husband White \n", - "2 Divorced Handlers-cleaners Not-in-family White \n", - "3 Married-civ-spouse Handlers-cleaners Husband Black \n", - "4 Married-civ-spouse Prof-specialty Wife Black \n", - "5 Married-civ-spouse Exec-managerial Wife White \n", - "6 Married-spouse-absent Other-service Not-in-family Black \n", - "7 Married-civ-spouse Exec-managerial Husband White \n", - "8 Never-married Prof-specialty Not-in-family White \n", - "9 Married-civ-spouse Exec-managerial Husband White \n", - "\n", - " Gender CapitalGain CapitalLoss HoursPerWeek NativeCountry Income \n", - "0 Male 2174 0 40 United-States <=50K \n", - "1 Male 0 0 13 United-States <=50K \n", - "2 Male 0 0 40 United-States <=50K \n", - "3 Male 0 0 40 United-States <=50K \n", - "4 Female 0 0 40 Cuba <=50K \n", - "5 Female 0 0 40 United-States <=50K \n", - "6 Female 0 0 16 Jamaica <=50K \n", - "7 Male 0 0 45 United-States >50K \n", - "8 Female 14084 0 50 United-States >50K \n", - "9 Male 5178 0 40 United-States >50K " - 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" @keyframes spin {\n", - " 0% {\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - " border-left-color: var(--fill-color);\n", - " }\n", - " 20% {\n", - " border-color: transparent;\n", - " border-left-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " }\n", - " 30% {\n", - " border-color: transparent;\n", - " border-left-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " border-right-color: var(--fill-color);\n", - " }\n", - " 40% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " }\n", - " 60% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " }\n", - " 80% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " border-bottom-color: var(--fill-color);\n", - " }\n", - " 90% {\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - 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" 'suggestCharts', [key], {});\n", - " } catch (error) {\n", - " console.error('Error during call to suggestCharts:', error);\n", - " }\n", - " quickchartButtonEl.classList.remove('colab-df-spinner');\n", - " quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", - " }\n", - " (() => {\n", - " let quickchartButtonEl =\n", - " document.querySelector('#df-26f066fc-24e7-44d9-82e4-cc925539f553 button');\n", - " quickchartButtonEl.style.display =\n", - " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", - " })();\n", - " </script>\n", - "</div>\n", - "\n", - " </div>\n", - " </div>\n" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "dataframe", - "variable_name": "df", - "summary": "{\n \"name\": \"df\",\n \"rows\": 32561,\n \"fields\": [\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13,\n \"min\": 17,\n \"max\": 90,\n \"num_unique_values\": 73,\n \"samples\": [\n 28,\n 73,\n 35\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"WorkClass\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 9,\n \"samples\": [\n \" Without-pay\",\n \" Self-emp-not-inc\",\n \" ?\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"fnlwgt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 105549,\n \"min\": 12285,\n \"max\": 1484705,\n \"num_unique_values\": 21648,\n \"samples\": [\n 128485,\n 469907,\n 235951\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Education\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 16,\n \"samples\": [\n \" Bachelors\",\n \" HS-grad\",\n \" Some-college\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"EducationNum\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 1,\n \"max\": 16,\n \"num_unique_values\": 16,\n \"samples\": [\n 13,\n 9,\n 10\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MaritalStatus\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 7,\n \"samples\": [\n \" Never-married\",\n \" Married-civ-spouse\",\n \" Married-AF-spouse\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Occupation\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 15,\n \"samples\": [\n \" Machine-op-inspct\",\n \" ?\",\n \" Adm-clerical\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Relationship\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 6,\n \"samples\": [\n \" Not-in-family\",\n \" Husband\",\n \" Other-relative\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Race\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 5,\n \"samples\": [\n \" Black\",\n \" Other\",\n \" Asian-Pac-Islander\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Gender\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \" Female\",\n \" Male\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CapitalGain\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7385,\n \"min\": 0,\n \"max\": 99999,\n \"num_unique_values\": 119,\n \"samples\": [\n 3781,\n 15831\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CapitalLoss\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 402,\n \"min\": 0,\n \"max\": 4356,\n \"num_unique_values\": 92,\n \"samples\": [\n 419,\n 2051\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HoursPerWeek\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12,\n \"min\": 1,\n \"max\": 99,\n \"num_unique_values\": 94,\n \"samples\": [\n 6,\n 22\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NativeCountry\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 42,\n \"samples\": [\n \" El-Salvador\",\n \" Philippines\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Income\",\n \"properties\": {\n \"dtype\": \"category\",\n \"num_unique_values\": 2,\n \"samples\": [\n \" >50K\",\n \" <=50K\"\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" - } + " Gender CapitalGain CapitalLoss HoursPerWeek NativeCountry Income \n", + "0 Male 2174 0 40 United-States <=50K \n", + "1 Male 0 0 13 United-States <=50K \n", + "2 Male 0 0 40 United-States <=50K \n", + "3 Male 0 0 40 United-States <=50K \n", + "4 Female 0 0 40 Cuba <=50K \n", + "5 Female 0 0 40 United-States <=50K \n", + "6 Female 0 0 16 Jamaica <=50K \n", + "7 Male 0 0 45 United-States >50K \n", + "8 Female 14084 0 50 United-States >50K \n", + "9 Male 5178 0 40 United-States >50K " + ] }, + "execution_count": 3, "metadata": {}, - "execution_count": 4 + "output_type": "execute_result" } + ], + "source": [ + "df.head(10)" ] }, { "cell_type": "markdown", + "metadata": { + "id": "Q_uRjXFxyGGZ" + }, "source": [ "# Exploratory Data Analaysis\n", "\n", @@ -654,19 +699,11 @@ "\n", "Explore the influence of the various variables on the target, e.g. the education level, gender or race.\n", "Try to understand if or how the behaviour you see would make sense with your understanding." - ], - "metadata": { - "id": "Q_uRjXFxyGGZ" - } + ] }, { "cell_type": "code", - "source": [ - "sns.displot(data=df,y='Education',hue='Income')\n", - "plt.xlabel('count', size = 20)\n", - "plt.ylabel('Education', size = 20)\n", - "plt.show()" - ], + "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -675,29 +712,28 @@ "id": "J8Y5WDVIyFyx", "outputId": "f9c9517d-2cb2-421b-edc3-15ad542cfd7d" }, - "execution_count": 5, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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", "text/plain": [ "<Figure size 604.125x500 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "sns.displot(data=df,y='Education',hue='Income')\n", + "plt.xlabel('count', size = 20)\n", + "plt.ylabel('Education', size = 20)\n", + "plt.show()" ] }, { "cell_type": "code", - "source": [ - "sns.displot(data=df,x='MaritalStatus',hue='Income')\n", - "plt.ylabel('count', size = 20)\n", - "plt.xlabel('Marital Status', size = 20)\n", - "plt.xticks(rotation=-45)\n", - "plt.show()" - ], + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -706,28 +742,29 @@ "id": "25_RVS2dySMe", "outputId": "594204f1-71eb-478d-f2c7-38062a468276" }, - "execution_count": 6, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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"text/plain": [ "<Figure size 604.125x500 with 1 Axes>" - ], - "image/png": 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j+sRy2FghT85sxi7jo4TbWBm7BCKizwoHCRARERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpjEECWufOndGlSxc8fvz4nfd5+vSpsh8RERER/Y9BAtry5cuxfPlyvHjx4p33iY6OVvYjIiIiov/hLU4iIiIilTFaQEtISAAAWFpaGqsEIiIiIlUyWkA7ceIEAMDR0dFYJRARERGpktmH7DR27Ng3bv/555+RO3fuf903MTERf/75J7Zv3w6NRgNvb+8PKYGIiIgo0/qggDZ69GhoNBq9bSKCefPmvfMxRARWVlYYNGjQh5Twn/7++28MGTIEe/bsQVxcHNzd3bFs2TKUL19eOf+oUaOwaNEiREZGwtvbG/PmzUPhwoWVYzx//hy9e/fGjh07YGJighYtWmDmzJmwsbFR2ly6dAk9e/bEmTNnkCtXLvTu3RuDBw/+JH0iIiKiz8MH3+IUEeVLo9FAo9HobXvbl6WlJQoUKAB/f38EBwejVKlShuwPAODFixfw9vaGubk59uzZg2vXrmHatGnIkSOH0mby5MmYNWsW5s+fj5CQEGTNmhW+vr7Ks3EA4O/vj6tXr2L//v3YuXMnjh49im7duimvR0dHo27dunB1dcW5c+cwZcoUjB49GgsXLjR4n4iIiOjz8UFX0FJTU/W+NzExgUajwZUrV1CsWDGDFPYxJk2ahPz582PZsmXKNjc3N+XPIoIZM2ZgxIgRaNKkCQBg5cqVcHR0xNatW9G6dWtcv34de/fuxZkzZ5SrbrNnz0aDBg0wdepUODs7Y/Xq1UhKSsLSpUthYWGB4sWL4+LFiwgKCtILckRERETvwyCDBFxcXODi4gILCwtDHO6jbd++HeXLl8dXX32F3Llzo0yZMli0aJHy+r179xAWFgYfHx9lm52dHSpVqoTg4GAAQHBwMLJnz66EMwDw8fGBiYkJQkJClDbVqlXT67evry9u3rz51jnhEhMTER0drfdFRERElJZBAtr9+/dx7949uLu7G+JwH+3u3bvK82S//fYbvvvuO/Tp0wcrVqwAAISFhQF4fQSpo6Oj8lpYWNhrAx7MzMxgb2+v1+ZNx0h7jn+aOHEi7OzslK/8+fN/ZG+JiIgos8mUE9WmpqaibNmy+PHHH1GmTBl069YNXbt2xfz5841dGoYNG4aoqCjl68GDB8YuiYiIiFQmUwa0PHnyvPYsnIeHB0JDQwEATk5OAIDw8HC9NuHh4cprTk5OePLkid7rycnJeP78uV6bNx0j7Tn+ydLSEtmyZdP7IiIiIkrLoAHt+vXr6N+/P8qXLw97e3uYm5vD1NT0X7/MzD5onMK/8vb2xs2bN/W23bp1C66urgBeDRhwcnLCwYMHldejo6MREhICLy8vAICXlxciIyNx7tw5pc2hQ4eQmpqKSpUqKW2OHj0KrVartNm/fz+++OILvRGjRERERO/DYAEtKCgIpUuXxqxZs3D+/HlERkYiJSXlnabeMLT+/fvj1KlT+PHHH3Hnzh2sWbMGCxcuRM+ePQEAGo0G/fr1w/jx47F9+3ZcvnwZ7du3h7OzM5o2bQrg1RW3evXqoWvXrjh9+jROnDiBXr16oXXr1nB2dgYAtG3bFhYWFujSpQuuXr2K9evXY+bMmQgICDB4n4iIiOjzYZDLV3v37sXAgQMBvAo/lStXRrly5WBvbw8Tk/S/i1qhQgVs2bIFw4YNw9ixY+Hm5oYZM2bA399faTN48GC8fPkS3bp1Q2RkJL788kvs3bsXVlZWSpvVq1ejV69eqF27tjJR7axZs5TX7ezssG/fPvTs2RPlypWDg4MDAgMDOcUGERERfRSDBLQZM2YAAHLkyIHt27erYvmmhg0bomHDhm99XaPRYOzYsW9dtgoA7O3tsWbNmn89j6enJ44dO/bBdRIRERH9k0Eub509exYajQaBgYGqCGdEREREGZlBAlpcXBwA4MsvvzTE4YiIiIg+awYJaHnz5gUAJCUlGeJwRERERJ81gwS0Ro0aAQBOnDhhiMMRERERfdYMEtAGDhwIe3t7TJs27a1LHBERERHRuzFIQHN2dsa2bduQkpKCKlWqYPfu3YY4LBEREdFnySDTbNSqVQvAq2kpbt26hUaNGiF79uwoXLgwrK2t/3VfjUajN6M/ERER0efOIAHt8OHD0Gg0yvcighcvXuD06dNv3Uej0UBE9PYjIiIiIgMFtGrVqjFoERERERmIwa6gEREREZFhpP9CmURERET0rxjQiIiIiFSGAY2IiIhIZQzyDNrRo0c/av9q1aoZogwiIiKiTMEgAa1GjRofPIpTo9EgOTnZEGUQERERZQoGCWjAq7nPiIiIiOjjGSSg/f777//Z5uXLl7h16xbWrVuH06dPw9vbG2PGjIGpqakhSiAiIiLKNAwS0KpXr/5O7Ro0aIB+/fphypQpGDJkCJYuXYpffvnFECUQERERZRpGGcU5aNAgNG/eHGvXrsW6deuMUQIRERGRahltmo327dtDRLBw4UJjlUBERESkSkYLaC4uLgCAy5cvG6sEIiIiIlUyWkALDw8H8GrwABERERH9j9EC2ty5cwH870oaEREREb2SrgHtxYsX2L9/Pxo0aICdO3dCo9GgefPm6VkCERERkeoZZJqND53LrHDhwhgyZIghSiAiIiLKNAxyBU1E3uvL1NQUbdq0wdGjR2FnZ2eIEoiIiIgyDYNcQRs1atR/tjExMYGtrS3c3NxQpUoV5MqVyxCnJiIiIsp00i2gEREREdG7MdooTiIiIiJ6MwY0IiIiIpUxyC3OfwoPD8fhw4dx5coVPH/+HABgb2+PEiVKoEaNGnB0dPwUpyUiIiLKFAwa0B4/foyAgABs3rwZycnJbz6hmRlatGiBadOmIU+ePIY8PREREVGmYLBbnH/88Qc8PT2xYcMGaLXat06xodVqsX79epQqVYrrcBIRERG9gUEC2suXL+Hn54dnz55BRODj44P169fj/v37SEhIQEJCAu7fv48NGzagbt26EBFERETAz88PcXFxhiiBiIiIKNMwSECbM2cOHj16BBMTEyxatAj79u3DV199BRcXF1hYWMDCwgIuLi5o2bIl9u7di8WLF0Oj0eDvv/9W1uQkIiIiolcMEtC2bdsGjUaDjh07okuXLv/ZvnPnzujUqRNEBFu2bDFECURERESZhkEC2q1btwAArVu3fud92rRpo7cvEREREb1ikIAWGxsL4NVUGu8qR44cAF49v0ZERERE/2OQgKZbV/P69evvvM+NGzcAAA4ODoYogYiIiCjTMEhAq1y5MkQEQUFBb53/LK3k5GQEBQVBo9GgcuXKhiiBiIiIKNMwSEBr3749AODixYvw8/PDo0eP3tr20aNHaNSoEc6fPw8A6NixoyFKICIiIso0DLKSQKNGjdC0aVNs3boVBw4cQMGCBVG3bl1UqlQJuXPnhkajQXh4OEJCQrB//34kJSUBAJo1awY/Pz9DlEBERESUaRhsqae1a9eiffv22LhxI5KSkrBr1y7s2rXrtXYiAgD46quvsHLlSkOdnoiIiCjTMNhST5aWlli/fj127NiB+vXrI0uWLK8t85QlSxbUr18fO3fuxPr162FpaWmo0xMRERFlGgZdLB0A/Pz84Ofnh5SUFNy9exfPnz8H8GoKjoIFC8LU1NTQpyQiIiLKVAwe0HRMTU1RuHDhT3V4IiIiokzLIAEtKioKM2fOBAB07doVefLk+df2jx8/xqJFiwAAAwYMQNasWQ1RBhEREVGmYJCAtnr1aowePRqFCxdGYGDgf7Z3cnLC6tWrcefOHeTNm/ed1u8kIiIi+lwYZJDAnj17oNFo0KpVq3dqr9Fo0Lp1a4gIduzYYYgSiIiIiDINgwS0ixcvAgCqVKnyzvt4eXnp7UtERERErxgkoD158gQA/vPZs7ScnJwAAOHh4YYogYiIiCjTMEhAs7KyAgDExcW98z66tpx2g4iIiEifQQKa7srZ2bNn33kfXVvdlTQiIiIiesUgAa1q1aoQEfz888/QarX/2V6r1eLnn3+GRqPBl19+aYgSiIiIiDINgwS0Tp06AQBu376Ntm3b/uutzri4OLRp0wa3bt3S25eIiIiIXjHIPGhVqlRB69atsW7dOmzevBmnT59G165dUbVqVeX25+PHj3H06FEsXrwYDx8+hEajQcuWLVG9enVDlEBERESUaRhsqaelS5ciIiICBw4cwMOHDzFq1Kg3thMRAECdOnWwYsUKQ52eiIiIKNMwyC1O4NVIzt9++w0zZsxA3rx5ISJv/MqfPz9mzZqFvXv3KqM/iYiIiOh/DLpYukajQZ8+fdC7d29cvHgRFy5cQEREBADAwcEBZcuWRalSpaDRaAx5WiIiIqJMxaABTUej0aBMmTIoU6bMpzg8ERERUaZmsFucRERERGQYDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyn0VA++mnn6DRaNCvXz9lW0JCAnr27ImcOXPCxsYGLVq0QHh4uN5+oaGh8PPzg7W1NXLnzo1BgwYhOTlZr83hw4dRtmxZWFpawt3dHcuXL0+HHhEREVFmlukD2pkzZ7BgwQJ4enrqbe/fvz927NiBjRs34siRI3j06BGaN2+uvJ6SkgI/Pz8kJSXh5MmTWLFiBZYvX47AwEClzb179+Dn54eaNWvi4sWL6NevH7799lv89ttv6dY/IiIiynwydUCLjY2Fv78/Fi1ahBw5cijbo6KisGTJEgQFBaFWrVooV64cli1bhpMnT+LUqVMAgH379uHatWv45ZdfULp0adSvXx/jxo3D3LlzkZSUBACYP38+3NzcMG3aNHh4eKBXr15o2bIlpk+fbpT+EhERUeaQqQNaz5494efnBx8fH73t586dg1ar1dtetGhRuLi4IDg4GAAQHByMkiVLwtHRUWnj6+uL6OhoXL16VWnzz2P7+voqx3iTxMREREdH630RERERpWVm7AI+lXXr1uH8+fM4c+bMa6+FhYXBwsIC2bNn19vu6OiIsLAwpU3acKZ7Xffav7WJjo5GfHw8smTJ8tq5J06ciDFjxnxwv/5NaGgoIiIiPsmx05uDgwNcXFyMXQYREZFRZMqA9uDBA/Tt2xf79++HlZWVscvRM2zYMAQEBCjfR0dHI3/+/B993NDQUBT18EB8XNxHH0sNslhb48b16wxpRET0WcqUAe3cuXN48uQJypYtq2xLSUnB0aNHMWfOHPz2229ISkpCZGSk3lW08PBwODk5AQCcnJxw+vRpvePqRnmmbfPPkZ/h4eHIli3bG6+eAYClpSUsLS0/uo//FBERgfi4OPgPmQJHl0IGP356Cg/9E6snDUJERAQDGhERfZYyZUCrXbs2Ll++rLetU6dOKFq0KIYMGYL8+fPD3NwcBw8eRIsWLQAAN2/eRGhoKLy8vAAAXl5emDBhAp48eYLcuXMDAPbv349s2bKhWLFiSpvdu3frnWf//v3KMYzB0aUQ8hUubrTzExER0cfLlAHN1tYWJUqU0NuWNWtW5MyZU9nepUsXBAQEwN7eHtmyZUPv3r3h5eWFypUrAwDq1q2LYsWKoV27dpg8eTLCwsIwYsQI9OzZU7kC1qNHD8yZMweDBw9G586dcejQIWzYsAG7du1K3w4TERGpQMeOHREZGYmtW7cau5QML1MGtHcxffp0mJiYoEWLFkhMTISvry9+/vln5XVTU1Ps3LkT3333Hby8vJA1a1Z06NABY8eOVdq4ublh165d6N+/P2bOnIl8+fJh8eLF8PX1NUaXiIiIKJPI1NNspHX48GHMmDFD+d7Kygpz587F8+fP8fLlS2zevFl5tkzH1dUVu3fvRlxcHJ4+fYqpU6fCzEw/09aoUQMXLlxAYmIi/vzzT3Ts2DEdekNERKRuNWrUQJ8+fTB48GDY29vDyckJo0eP1msTGRmJ7t27w9HREVZWVihRogR27typvL5p0yYUL14clpaWKFCgAKZNm6a3f4ECBTB+/Hi0b98eNjY2cHV1xfbt2/H06VM0adIENjY28PT0xNmzZ/X2O378OKpWrYosWbIgf/786NOnD16+fPnJ3osP8dkENCIiIkpfK1asQNasWRESEoLJkydj7Nix2L9/PwAgNTUV9evXx4kTJ/DLL7/g2rVr+Omnn2Bqagrg1YC/Vq1aoXXr1rh8+TJGjx6NkSNHvrak4vTp0+Ht7Y0LFy7Az88P7dq1Q/v27fHNN9/g/PnzKFSoENq3bw8RAQD8+eefqFevHlq0aIFLly5h/fr1OH78OHr16pWu781/+WxvcRIREdGn5enpiVGjRgEAChcujDlz5uDgwYOoU6cODhw4gNOnT+P69esoUqQIAKBgwYLKvkFBQahduzZGjhwJAChSpAiuXbuGKVOm6N2tatCgAbp37w4ACAwMxLx581ChQgV89dVXAIAhQ4bAy8tLmalh4sSJ8Pf3V9bnLly4MGbNmoXq1atj3rx5qpmei1fQiIiI6JP45zrYefLkwZMnTwAAFy9eRL58+ZRw9k/Xr1+Ht7e33jZvb2/cvn0bKSkpbzyHbvL4kiVLvrZNd94//vgDy5cvh42NjfLl6+uL1NRU3Lt370O7anC8gkZERESfhLm5ud73Go0GqampAPDW+UI/5hwajeat23TnjY2NRffu3dGnT5/XjqWmuTcZ0IiIiCjdeXp64uHDh7h169Ybr6J5eHjgxIkTettOnDiBIkWKKM+pfYiyZcvi2rVrcHd3/+BjpAfe4iQiIqJ0V716dVSrVg0tWrTA/v37ce/ePezZswd79+4FAAwYMAAHDx7EuHHjcOvWLaxYsQJz5szBwIEDP+q8Q4YMwcmTJ9GrVy9cvHgRt2/fxrZt21Q3SIABjYiIiIxi06ZNqFChAtq0aYNixYph8ODByvNlZcuWxYYNG7Bu3TqUKFECgYGBGDt27EdPZ+Xp6YkjR47g1q1bqFq1KsqUKYPAwEA4OzsboEeGw1ucREREZBBpp8A4fPjwa6//c4UBe3t7LF269K3Ha9GihbIk45vcv3//tW266TR0ChQo8Nq2ChUqYN++fW89rhrwChoRERGRyjCgEREREakMAxoRERGRyjCgEREREakMAxoRERGRyjCgEREREakMAxoRERGRyjCgEREREakMAxoRERGRynAlASIios9MaGgoIiIi0uVcDg4OcHFxSZdzZSYMaERERJ+R0NBQFPXwQHxcXLqcL4u1NW5cv67qkFagQAH89ddfetsmTpyIoUOHKt9funQJPXv2xJkzZ5ArVy707t0bgwcPVl4fPXo0tm7diosXLyrbjh07hkaNGqFjx46YPn06NBrNO9fEgEZERPQZiYiIQHxcHPyHTIGjS6FPeq7w0D+xetIgREREfNKAlpqaisePHyNv3rwffIyxY8eia9euyve2trbKn6Ojo1G3bl34+Phg/vz5uHz5Mjp37ozs2bOjW7dubzzerl278NVXX2Ho0KEIDAx873oY0IiIiD5Dji6FkK9wcWOX8VFu3LiBFStWYNWqVfjqq68wffr0Dz6Wra0tnJyc3vja6tWrkZSUhKVLl8LCwgLFixfHxYsXERQU9MaAtmbNGnTq1AnTpk1Dr169PqgeDhIgIiKiDOPFixeYN28eKleujBIlSuD8+fP46aefMGHCBKXNjz/+CBsbm3/9Cg0N1TvuTz/9hJw5c6JMmTKYMmUKkpOTldeCg4NRrVo1WFhYKNt8fX1x8+ZNvHjxQu84c+fORadOnbB06dIPDmcAr6ARERGRyqWmpmLPnj1YsWIFtm/fjiJFiqBdu3bYsmUL8uTJ81r7Hj16oFWrVv96TGdnZ+XPffr0QdmyZWFvb4+TJ09i2LBhePz4MYKCggAAYWFhcHNz09vf0dFReS1HjhwAgOvXr6NXr15YsmQJ/P39P6rPDGhERESkaqGhoWjYsCFy5MiBtWvXolmzZv/a3t7eHvb29u98/ICAAOXPnp6esLCwQPfu3TFx4kRYWlq+83Hy5cuH7NmzY8qUKahfv/4bw+O74i1OIiIiUrV8+fJh7dq1qFSpElq1aoVq1aph0aJFiIyMfGP7D7nFmValSpWQnJyM+/fvAwCcnJwQHh6u10b3fdrn1mxtbXHgwAFkzZoVNWvWxOPHjz+4zwxoREREpGpmZmZo3bo19uzZo1xNmzFjBpycnPDVV19h+/bt0Gq1SvsePXrg4sWL//qV9hbnP128eBEmJibInTs3AMDLywtHjx7VO8f+/fvxxRdfKLc3dXLkyIEDBw4gW7ZsqFGjBh49evRhff6gvYiIiChDCw/9M0OeI0+ePBg8eDAGDx6Ms2fPYvny5ejcuTM6dOiAadOmAXi/W5zBwcEICQlBzZo1YWtri+DgYPTv3x/ffPONEr7atm2LMWPGoEuXLhgyZAiuXLmCmTNnvnXUaPbs2bF//374+vqiRo0aOHz48L8GwjdhQCMiIvqMODg4IIu1NVZPGpQu58tibQ0HB4dPcuzy5cujfPnyCAoKwsOHDz/oGJaWlli3bh1Gjx6NxMREuLm5oX///nrPpdnZ2WHfvn3o2bMnypUrBwcHBwQGBr51DrS0+9SrVw/Vq1fH4cOH32ueNgY0IiKiz4iLiwtuXL+eqZZ6srCwQMGCBT9o37Jly+LUqVP/2c7T0xPHjh176+ujR4/G6NGj9bZly5YNJ0+e/KC6GNCIiIg+My4uLqpeeok4SICIiIhIdRjQiIiIiFSGAY2IiIhIZRjQiIiIiFSGAY2IiIhIZRjQiIiIiFSGAY2IiIhIZTgPGhER0WcmNDQ0U01UmxkxoBEREX1GQkND4eFRFHFx8elyPmvrLLh+/QZD2ntiQCMiIvqMREREIC4uHr8MbwUPl1yf9FzXQ5/imx83ICIiIl0D2ujRozFmzBi9bV988QVu3LihfJ+QkIABAwZg3bp1SExMhK+vL37++Wc4OjoCAO7fvw83NzdcuHABpUuXBgDExMSgcePGCA8Px759+5AvX75P1gcGNCIios+Qh0sulC3y7ot3G1NCQgJiYmKQK9e7B8rixYvjwIEDyvdmZvqRp3///ti1axc2btwIOzs79OrVC82bN8eJEyfeeLynT5+ifv36MDExwbFjx5AzZ84P68w74iABIiIiUrXw8HDkzZsXTZs2xZYtW6DVav9zHzMzMzg5OSlfDg4OymtRUVFYsmQJgoKCUKtWLZQrVw7Lli3DyZMn37hw+oMHD1C1alXY2dnh0KFDnzycAQxoREREpHKurq4IDg6Gq6srunfvjjx58qBPnz44d+7cW/e5ffs2nJ2dUbBgQfj7+yM0NFR57dy5c9BqtfDx8VG2FS1aFC4uLggODtY7zs2bN+Ht7Y1ixYph9+7dsLGxMXwH34ABjYiIiFSvXLlymDlzJh49eoRly5bh8ePH8Pb2RsmSJTF16lSEh4crbStVqoTly5dj7969mDdvHu7du4eqVasiJiYGABAWFgYLCwtkz55d7xyOjo4ICwvT29a+fXu4u7tj48aNsLS0/OT91GFAIyIiogzDzMwMjRo1wsaNG3Hv3j04OTlh0KBBmDhxotKmfv36+Oqrr+Dp6QlfX1/s3r0bkZGR2LBhw3ufr3Hjxjh27Bg2b95syG78Jw4SICIiogxDRHDs2DGsWrUKGzduRI4cORAYGIguXbq8dZ/s2bOjSJEiuHPnDgDAyckJSUlJiIyM1LuKFh4eDicnJ719f/jhB3h6eqJt27YQEbRq1eqT9OufGNCIiIhI9W7duoVVq1bhl19+QUREBFq2bImtW7eievXq0Gg0/7pvbGws/vzzT7Rr1w7Aq9ul5ubmOHjwIFq0aAHg1bNmoaGh8PLyem3/kSNHwsTEBP7+/hARfP3114bv4D8woBEREX2Groc+zTDneDW5rgdq1KiBMWPGoEWLFsiaNetb2w8cOBCNGjWCq6srHj16hFGjRsHU1BRt2rQBANjZ2aFLly4ICAiAvb09smXLht69e8PLywuVK1d+4zF/+OEHmJqawt/fH6mpqcqxPhUGNCIios+Ig4MDrK2z4Jsf3/95rA9hbZ1Fb4qLD+Hg4IB79+6982S3Dx8+RJs2bfDs2TPkypULX375JU6dOqU3j9r06dNhYmKCFi1a6E1U+2+GDh0KExMTtGvXDiKCtm3bflS//g0DGhER0WfExcUF16/fyFBrcVpbW7/XMdatW/efbaysrDB37lzMnTv3ja8XKFAAIvLa9sGDB2Pw4MHvXMuHYkAjIiL6zLi4uHBtTJXjNBtEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKsOARkRERKQyDGhEREREKpMpA9rEiRNRoUIF2NraInfu3GjatClu3ryp1yYhIQE9e/ZEzpw5YWNjgxYtWiA8PFyvTWhoKPz8/GBtbY3cuXNj0KBBSE5O1mtz+PBhlC1bFpaWlnB3d8fy5cs/dfeIiIgok8uUAe3IkSPo2bMnTp06hf3790Or1aJu3bp4+fKl0qZ///7YsWMHNm7ciCNHjuDRo0do3ry58npKSgr8/PyQlJSEkydPYsWKFVi+fDkCAwOVNvfu3YOfnx9q1qyJixcvol+/fvj222/x22+/pWt/iYiIKHMxM3YBn8LevXv1vl++fDly586Nc+fOoVq1aoiKisKSJUuwZs0a1KpVCwCwbNkyeHh44NSpU6hcuTL27duHa9eu4cCBA3B0dETp0qUxbtw4DBkyBKNHj4aFhQXmz58PNzc3TJs2DQDg4eGB48ePY/r06fD19U33fhMREVHmkCmvoP1TVFQUAMDe3h4AcO7cOWi1Wvj4+ChtihYtChcXFwQHBwMAgoODUbJkSTg6OiptfH19ER0djatXrypt0h5D10Z3jDdJTExEdHS03hcRERFRWpk+oKWmpqJfv37w9vZGiRIlAABhYWGwsLBA9uzZ9do6OjoiLCxMaZM2nOle1732b22io6MRHx//xnomTpwIOzs75St//vwf3UciIiLKXDJ9QOvZsyeuXLmCdevWGbsUAMCwYcMQFRWlfD148MDYJREREZHKZMpn0HR69eqFnTt34ujRo8iXL5+y3cnJCUlJSYiMjNS7ihYeHg4nJyelzenTp/WOpxvlmbbNP0d+hoeHI1u2bMiSJcsba7K0tISlpeVH942IiIgyr0x5BU1E0KtXL2zZsgWHDh2Cm5ub3uvlypWDubk5Dh48qGy7efMmQkND4eXlBQDw8vLC5cuX8eTJE6XN/v37kS1bNhQrVkxpk/YYuja6YxARERF9iEx5Ba1nz55Ys2YNtm3bBltbW+WZMTs7O2TJkgV2dnbo0qULAgICYG9vj2zZsqF3797w8vJC5cqVAQB169ZFsWLF0K5dO0yePBlhYWEYMWIEevbsqVwB69GjB+bMmYPBgwejc+fOOHToEDZs2IBdu3YZre9ERESU8WXKK2jz5s1DVFQUatSogTx58ihf69evV9pMnz4dDRs2RIsWLVCtWjU4OTlh8+bNyuumpqbYuXMnTE1N4eXlhW+++Qbt27fH2LFjlTZubm7YtWsX9u/fj1KlSmHatGlYvHgxp9ggIiKij5Ipr6CJyH+2sbKywty5czF37ty3tnF1dcXu3bv/9Tg1atTAhQsX3rtGIiIiorfJlFfQiIiIiDIyBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilTEzdgFERPRxrl+/buwSPpqDgwNcXFyMXQaRajCgERFlUNHPnwIAvvnmGyNX8vGyWFvjxvXrDGlE/48BjYgog4qPjQYA+HX/AV94ljNyNR8uPPRPrJ40CMeOHYOHh4exy/lovBpIhsCARkSUweV0dkW+wsWNXcYHy0xXAgFeDSTDYEAjIiKjyixXAoH/XQ2MiIhgQKOPwoBGRESqkNGvBBIZEqfZICIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZBjQiIiIilWFAIyIiIlIZM2MXQERkDBERETC1eWzsMj5KZGSksUsgok+EAS2TyQwfOhEREcYugTKxx49f/f+xefNmmNrYG7maj5P05B4AIC4uzsiVEJGhMaBlEpnpQycl9jmA//WJyJB0V51qlimIol8UNm4xH+nUSS2O3QYSk5KMXQoRGRgDWiaRmT50bty8jR1/8PYNfVo5bKyQJ2c2Y5fxUbJlsTB2CUT0iTCgZTKZ4UMn3MbK2CXQW9y7dw/nz583dhkf5d69e8YugYjoPzGgEdF/io2JBgCMHDkSI0eONHI1hhGXmGzsEoiI3ooBjYj+U2J8PACgWts+KO9dw7jFfKTTB3fi+OalSNQyoBGRejGgEdE7s3PMh3yFixu7jI9y89I5Y5dARPSfOFEtERERkcowoBERERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpDAMaERERkcowoBERERGpDCeqNZC5c+diypQpCAsLQ6lSpTB79mxUrFjR2GUREWUYLyIj8fjxY2OX8VEiIiKMXQJlEgxoBrB+/XoEBARg/vz5qFSpEmbMmAFfX1/cvHkTuXPnNnZ5RJTJxURHZ+hgExYWBgD4/dAhHD190bjFfKSU2OcAkKH/PkgdGNAMICgoCF27dkWnTp0AAPPnz8euXbuwdOlSDB061MjVERlORg8CABAdE2PsEgwmQZsCADh79iwu3Lhr5Go+XNKTewCAMu5OqFy+lJGr+Tg3bt7Gjj+AyMhIY5dCGRwD2kdKSkrCuXPnMGzYMGWbiYkJfHx8EBwc/Fr7xMREJCYmKt9HRUUBAKKjoz+qjri4OADAnTt3kZSU+B+t1S009G8AwO+//670KyMKCQkBkDn+Tu7eCwUAnPr9N5wJOWXkaj6O9sUjAMD9u3dx2kJj5Go+zoPQBwAAR0st3PJbGbmaD3crJhWhAF48eYQH97Iau5yP8izs1b+vuLi4j/65DgC2trbQaDL2v1P6MBoREWMXkZE9evQIefPmxcmTJ+Hl5aVsHzx4MI4cOaJ8SOuMHj0aY8aMSe8yiYgoA4qKikK2bNmMXQYZAa+gpbNhw4YhICBA+T41NRXPnz9Hzpw5Vf9bUnR0NPLnz48HDx5k+B8Y7Is6ZZa+ZJZ+AOyLsdna2hq7BDISBrSP5ODgAFNTU4SHh+ttDw8Ph5OT02vtLS0tYWlpqbcte/bsn7JEg8uWLVuG+eH2X9gXdcosfcks/QDYF6L0xnnQPpKFhQXKlSuHgwcPKttSU1Nx8OBBvVueRERERO+KV9AMICAgAB06dED58uVRsWJFzJgxAy9fvlRGdRIRERG9DwY0A/j666/x9OlTBAYGIiwsDKVLl8bevXvh6Oho7NIMytLSEqNGjXrtFm1GxL6oU2bpS2bpB8C+EBkLR3ESERERqQyfQSMiIiJSGQY0IiIiIpVhQCMiIiJSGQY0IiIiIpVhQCMiIiJSGQY0IiIiIpVhQCMiItVLOyMUZ4eizwED2mcsNTU1U5wjPWSEfmSEGtUgM79PmTW4iAg0Gg0A4OnTp9BoNJm2r0Q6DGifmYSEBPz666/4888/YWJi8kk/rOLj4/HLL79g27Ztn+wc6SEj9CMj1GhMcXFx2LhxI+7cuQMTE5NM+eGeNsRER0cjJiYG0dHRRq7KMHT9mjRpEkqWLImoqChlG1FmxYD2GdFqtVi7di1atWqFwoUL448//vhkIS0xMRGbN29Gjx490KxZMwQHBxv8HOkhI/QjI9RoTImJidi6dSu+/vprlCpVChEREZnyw13Xp23btqFbt24oXbo02rVrh/Xr1xu5MsO4dOkSfvvtNzRu3BgmJvzoosyPa3F+JrRaLVauXIkePXpgwoQJEBFUqVIFp06dQsmSJZGammqwH3parRarVq1Cnz594ODggHz58qFkyZIGOXZ6ygj9yAg1GpNWq8Uvv/yCPn36QKPRwMPDAw4ODsYu65MQEURHR2PevHmwtrbG999/DxMTE3Tt2hVxcXHo1KmTsUv8ICkpKTA1NcXu3bvx559/YsSIEbC1tdVrY8ifX0RqwYD2GUgbzoYOHYphw4YBeHUbpGnTpjhw4ADc3NwMdq4VK1agW7dumDhxIhITExEXFwcLCwvlB21GkBH6kRFqNKa078+4cePw119/KR/sSUlJsLCwUG51ZoYrahqNBsnJybh79y6GDx+Ojh07AgCcnZ3Rr18/ODk5oX79+sYt8j2lpqbC1NQUN2/exKhRozBixAjUqlVLef2PP/5Arly54OzsrHeLlyhTEMrUkpKSZPHixWJmZiYjRoxQtqempkpMTIz4+/vLwIEDJSUlRVJTUw1yLlNTU5kyZYpcunRJsmTJIocOHfrYbqSrjNCPjFCjMaX9dz9mzBgJCwuTrFmzys6dO/XaPX361EgVfjpeXl7SqFEj5fv4+HgZNmyY9OzZU6Kjo41Y2Yd5/vy51K1bV6pXry7JyckiIhIXFyeLFi2S7NmzS9asWeXJkydGrpLI8BjQMrF/C2c6o0aNkgoVKhjkXEuWLBEzMzMZNmyYiIgMGDBA+vTpo9cuJCREFi1aJJs2bfroc34KGaEfGaFGY0r77173/mzZskVKliwpoaGhSrvvv/9e3N3dJTIy0lilGsTRo0fl+fPnyvfBwcHi4eEhM2bMULbt379ffvvtN2OU98F0P6d++eUXKVasmGzZskX5vnv37mJvby8lS5aUVq1aGbFKok+HAS2TiouLk/nz50uWLFneGs5ERIKCgiRnzpzy7NkzZVtKSsp7nSs5OVlmzpwpVlZW8sMPP4iISHR0tJQoUUJ27NghCQkJEhwcLF27dpWSJUuKra2taDQaOXXq1Ef00PAyQj8yQo3GpNVqZc6cOa/9u69Xr540aNBA+X7QoEHi6OgoU6ZMydABLTIyUr777jsJCgpSri69ePFCBg0aJI0aNZJHjx69ts/HXilPD7qfQcnJyeLt7S2+vr4SGRkpX3/9tdStW1eGDRsm27dvl4CAAFm/fr2IvPq7/+f+RBkZA1omFRUVJYUKFZLixYsr21JTU/V+OIeFhUm9evWkdOnSEhUVpfxQmzJlikyfPv2dz5WamirVqlWTvn37KtsGDRokRYoUkUuXLknNmjWlUaNGUrt2bZk6dapYW1tL48aNP7qPhpYR+pERajSmyMhIyZUrlwQEBOhtK1WqlPJB3r9/f7G3t5c5c+Zk6HCmM2LECPHx8ZHw8HBl28mTJ8XS0lIOHDjw1v0yQlAbPny4aDQaCQwMlKpVq0qNGjXk+vXrIiLSo0cPqV+/viQkJCjtExMT5e+//xaRjNE/on/DgJaJnT9/XqytrSUwMFBE9H9gRUdHy8SJE0Wj0cjChQv1Xr9586YMGDBA7wff2+j2SXvsly9fSp06dSRLlixSsWJF6d27t1y4cEH27t0rJUqUkNq1aytt0/7Wa0wZoR8ZoUY1+OfzSBs2bJDs2bNLTEyMBAYGSo4cOWTOnDkSERGhtMmIV1x0/w60Wq1UqlRJGjRoIFFRUSIiEhoaKlZWVkooFRG5d++eXL58WW7fvq1sU3O/o6KixN3dXTQajbRt21Z+/PFH5bVZs2ZJvnz5JCwsTEREIiIi5MiRI+Lq6iqVKlWS+Ph4Y5VNZDAMaJnc2bNnxc7OTgYPHixnzpwREZFz587J4MGDxdTUVPr16ycir37zHDt2rJw4cUJE3hwG3iZtG92fL168KCtXrlR+2z106JC4uLhIjRo13rifGj4oMkI/MkKNaqELpOPHj5du3brJwIEDxdbWVmbPni0xMTFKu5SUFHn58qWIZLyrLrrbmklJSVKxYkXx9vaWJk2aiL29vXh5eSlBpUWLFlK7dm3JkyePlC9fXoYPH64cQ819vnbtmsydO1du3bqlbDt79qz4+/vLsmXLRETk8OHD0r17d7GxsZHGjRvLzp07RavVypAhQ2Ts2LFGqpzo4zGgfQYuXbok1atXlzJlyoijo6PY29uLqampjB49WkRefZBNnDhRihcvLr169XqvcPYm/wwRBw8eFCcnJ/Hx8VG2JyYmyuXLl2X37t3KNrUFh4zQj4xQozHFx8dLiRIlRKPRiIuLi8yePVsSExMlOjpatm7dKlWqVJHq1atLw4YNZdeuXSKi7sDyJrogmpycLFOnTpXu3btL//79JTw8XLRardSsWVM0Go1MmjRJoqOj5fDhw5IzZ06ZOHGikSv/MAsWLJCGDRvKsWPHZM6cOZIrVy6pUaOGTJo0Sa/dpUuXZN68eRIXF2ekSok+DgPaZyI8PFxOnDghY8eOlaVLl8rhw4dF5NVv3j/++KNUqlRJevfuLVFRUfLw4UM5f/78R59Tq9XKwYMHJW/evFKrVi291168eCHjxo2TokWLKg+7i6jzwzEj9CMj1GgMT58+lVy5comtra0sWLBAoqKiJDIyUgIDA8XJyUk6d+4s586dk9GjR4u1tbXs2LHD2CV/EN2VtH/q27ev5M+fX0aOHCnZsmWTbdu2iYjI2rVrpUGDBhnuGbwrV66Ig4OD+Pr6Svv27cXU1FTGjRun9/Pqu+++U6ab+Vx+EaHMiQHtM5aYmCjjx4+XSpUqSc+ePZUf1uPGjRMnJye9gQMf4uzZs2Jqaqp3NSc0NFSePXum3FI6deqUODg4yPjx4z+uM59QRuhHRqjRWG7evClLlixRnlfatGmT5MqVS8qUKSPu7u7y+PFjEXn1775mzZp6tz8zsoSEBPH19ZUhQ4aIiMi8efPExsZG9uzZI2vWrJHixYu/dnVJzYEmOTlZvvnmG9FoNFKtWjXx8/NTHtvQ6du3rzg4OMiMGTM+m2cuKfNiQPtMJSUlycSJE6Vy5cp6E1heuXJFChYsKFOnTv3ocyQnJ+uNNly3bp3Ur19fChUqJHXq1FFuKa1YsUJ8fHzkxYsXH33OTyEj9CMj1GhMaa8WVq1aVdq2bSsir0YC5smTR6KiouSPP/4QDw+PDHdV6W1SUlKkfv36MmrUKGXbvHnzxNbWVipVqiSdO3dWwvuDBw+MVOX7uXLlitSvX182bNigBGud3r17S4ECBWTOnDl6I1qJMiou9fSZmj17NlasWIG6deti/PjxyhI4p06dQt68eeHr6wsAH7xkkG6/GTNmAACePn2KFStWwNraGgMHDkRERATatWuHrVu3QkRw+fJlZdkdHVHB0i0ZoR8ZoUZjS9s3a2trFChQAAAwa9YspKamwtPTE8WLF4ezszPs7Ozw8uVLXL16FRUrVjRSxR/PxMQEHh4eOHr0KOLi4mBtbY0ePXrA1NQUY8aMwZQpU2BtbY3g4GB4e3tjz549yv/3al3bsnjx4ti+fTvMzPQ/uvr27Yvt27djwIABaN++PWxtbREXF4eYmBiICJycnCAi0Gq1sLCwMFL1RO/JSMGQjOzevXsyaNAgZVi+jru7u/To0UNv261bt+Tq1asfdb7nz59L8eLFZdasWcq2pUuXirm5uVSsWFGGDBnyxtsrantOKiP0IyPUaAypqamSnJws3bt3l/bt2+u91rNnT3F2dpbVq1eLyKvnmBwdHTPsdA1pp+AoXry4NGjQQM6ePatcMdNNRXL06FHJnz+/aDQamTp1qixevFg5hppvd6bVv39/KVCggMyaNUvi4+MlIiJC5s6dK/ny5RN3d3cpWLCgbN68WWn//PlzmTt3rhErJno3DGifMd0Pcd0DxpMmTVImrRV5NR3H7Nmzxd7eXqpVqyb379//qHPVq1dPfH19lVULTpw4IWXLlpXq1avrTajZp08f5YMybZ1qkBH6kRFqNKZr166JnZ2d/PDDD3oraPz+++8SFRUlf//9t9SqVUsv4GZEumewkpKSxM/PT1q1aiWLFi1S/n8/duyYZMuWTapVqyYjRoyQ+fPni5OTk7I8VkYwZMgQsbOzk7lz50p0dLQ8f/5cBg4cKE5OTjJixAjZtWuXTJkyRbJmzSrh4eESHR0t+fLlkyJFinD9TlI9BjQSkf89gNu5c2cJDQ2Vnj17SuXKlaVgwYISFBQkly5d+uBj634TT0pKEm9vb2nbtq1UrVpVcubMKd7e3rJ9+3al7YQJEyRnzpzy1VdfSXBwsLJdDcEhI/QjI9SoBufPn5ciRYpIkyZNlJGbun4vXbpUnJyc5OLFi8Ys0SB0IS0lJUVOnTqlLP108uRJyZEjh3z11Vd6z3KtXr1aChcuLA8fPjRKve/r9u3bsnDhQuWZs4ULF0ru3LllwYIFeu2GDBki27ZtEzc3N6lSpUqm+LulzI8BjUTk1WLSGo1GatSoIT4+PpI/f35ZuXKl/PHHHyLy6gP/6dOncunSJeWH9/t8kKf9oFi7dq24u7uLt7e37NmzR2kzdOhQcXFxEXd3d2nZsqVUr15dGYGmFhmhHxmhRjW4d++eLF++XG7duqUE2/v374u7u7veg/Uir666pZ0sNSP5563K48ePS758+cTNzU3+/PNPvSXg9u3bJ7a2tvLnn38ao9QPoutffHy8FCxYUAYOHKi8pvt/wc/PTzQajXh7eys/04jUjgGNRETk+vXrypIqkyZNksTEROW1Fy9eSNOmTaVkyZKSO3du8fDwkE2bNonI+4U03Q/SlJQU6devn6xbt055bciQIVK2bFkZMGCAPH/+XFJSUuT06dNStWpVuXLlioF6aRgZoR8ZoUY1Wr16tVSsWFHu3bsnWq1Wnj17JsOGDZPy5ctLvnz55O+//87QVxiPHj0qtra2UqhQIalfv74kJSUpr8XFxUnLli31VqBIS+3PpEVHR4unp6esWrVKRP736Mbdu3fFwcFBGjRoIOfOnfvoibiJ0gsDGimePn0qIvo/uKKioqRkyZJSqVIlmTdvnhw/flxmzJghVlZW8vvvv7/3Od70Q37YsGFSrlw5GTlypPJciK7d9evXZcSIEXrr8L1tUs70lBH6kRFqVJsqVapIx44dJSYmRvr27Sve3t6SK1cuWbx4sRw5csTY5X2UgwcPSs6cOeWbb76R48ePS7NmzfQGQQwdOlS8vLzk559/VradP39e77a4mkNaVFSUlC5dWnr37i0ir6763759W1xdXaVixYp6v3ykDaYMaqRWDGj0VsnJydK2bVupWLGinDp1Su+1tm3bysiRIz/6HD///LPky5dPRo0apQREnaioKAkMDBSNRiO9e/dW1prUef78+Uef31AyQj8yQo3GtGLFCtFoNNKlSxfJly+feHt7y9ixY/UGEiQmJsqjR4+UbRnlwz0uLk5cXFykcePGEh8fL8nJyVKqVCkpX7689OvXT0qXLi2lS5eWwMBAZfLa58+fS//+/aVYsWIZZu3OCxcuiJ2dnfTv31+qVasm9vb2UqlSJeXf84ULF2T8+PFSq1Yt+fbbb+W3334TEXX3iT5fDGj0VpGRkVKmTBmZMmXKa6+VKVNGunfvrnz/oT/gkpOTZdGiRa9NLBkVFSUBAQFiYmIitWvXlj59+kjBggWlV69eSpuFCxcqE44aW0boR0ao0Zju3Lkjjo6OUrduXZk8ebKI/O8K4h9//CEDBw6UMmXKSPHixaVSpUqydetWEck4H+5///23xMbGKlfBEhMTpUuXLtKkSRPp1KmTHDp0SFJSUiQpKUlCQ0MlISFBREROnz4tOXPm1LuyqmZhYWHy+++/i0ajkaZNm8rly5dFRGTz5s1St25dyZcvn3z77bfSvn17sbS0VP4eidSGAY3e6q+//pICBQroLbKt1Wplz549UrZsWVm1apXy4RQREfHex3/b7bOoqCjp37+/mJqa6k0BcezYMRk5cqQy63lSUpIqpkLICP3ICDWqQUREhPz99996286ePSt16tSRHDlyyOTJk+XZs2cyefJkyZo1q+zbt89IlX6ctLf40t623LZtmzRo0EDy5s0rPj4+snPnThERWblypdSuXfuD/j83htu3b4uvr6+EhIRIamqqXL16VerWrStNmjTRm9MxKChIypcvzyk3SJUY0OitIiMjpWLFihIQEKBs27lzp9StW1cqV66srG148OBB0Wg0cufOHRH5uCsKL168kAEDBoi5ubls2bLltePdvHlThg0bJvPnz9fbT23PxmSEfmSEGo1JNwJwwIAB4uXlJXXr1hU3NzdlqoqAgABp3bq1aLXaDHMVLa1/1hwdHS0NGjSQunXryqpVq2TMmDHi4OAg+/btk/nz50vhwoWViW7fdgw10V0BFBGZMWOGODo6yrVr10Tkf/+Gly5dKl988cVrE3YTqQGXeqK3srOzw4IFC1CjRg1cv34dt27dQrZs2ZAlSxZs2LABjo6O2L9/P5o2bQoA2LdvH0qVKoUqVap88DlXrVqFoKAgbNmyBU2aNEFqaiqAV0v1PH36FJs2bcKmTZtQt25dvf3UtixNRuhHRqjRmMzMzJCQkICtW7eiY8eOGDFiBHr06IHy5cvj8uXLKFeuHK5fvw4TE5MMuUzWP2uOi4vD7du3MXz4cHzzzTcAgDx58qBx48aoUKEC6tevr7RNTk6GmZkZNBqNapcJs7S0BPBqGbPg4GB8+eWX8PDwQGpqKlJSUmBiYoJHjx5Bo9Hg5cuXyJYtGyIiIuDg4GDkyon+n7ETIqnfzZs3Zfr06TJs2DDZvn27cjtg9+7dYmpqKl9++aUEBARIYGCgWFtbKw/efgitVquMlks7P1N4eLiMHz9ePDw8ZOjQoW/cV02/zWeEfmSEGo0tMTFRypcvLytXrhSRV7cGu3XrJi4uLlKgQAH55ptvlLahoaHGKtMgUlNTxdfXV+rUqaM8p3jo0CEpW7aslCtXThko9PLlSwkICJC1a9fq7atmgwYNkgYNGuht2759u2g0GpkxY4aIvLotamNj89oAGSJjYUCjD6ILZ127dtWb1HLjxo2yZs2aDzqm7paSyNsDw+DBg5U2jx49ktDQUL1nhtRw+y0j9CMj1KgGCQkJ0rhxY70BMSKv1ur09PRUZuGfP3++lC9fXrnNn9GkXYGiRo0a8vXXX0vVqlUlT5484unpKUePHhWRV+FswoQJUqBAAalbt66cP39eOYaaQ9q1a9fE1tZW+vfvL0FBQTJ8+HDRaDTSt29fERGJiYmRhg0bSu3atZV9OF8aGRsDGr23nTt3ipWVlXTr1k1vmRiRVx/wN2/elPv37yvP6nzMD7hHjx7JhAkTpFixYnqBYeDAgVK7dm3JmzevfPnll3pTfqjxB2pG6EdGqNEYLl26JHZ2djJs2DBl0ERqaqry55UrV0qhQoUkd+7cEhgYKGfPnlXaZCRpV6DYtGmTuLm5SenSpeXEiRMi8irEjBw5UlnLskmTJlKnTh3p06ePMct+ZxcvXhQfHx8pV66clCtXThYsWKBMyL1mzRqpWrWq3oAo3c+2jPb3SJkHAxq9s9TUVHn58qU4ODhImzZtXvsBdv78ealUqZLkz59f8ubNK6VKlXrjw+fvY/ny5ZIzZ069BZw7dOggGo1GhgwZIvfv35d9+/aJvb29jBkz5uM6+AllhH5khBqN5eLFi1K6dGmpUaOG8m9aRGTJkiVSokQJKVOmjAwcOFCGDx8uOXLkkG3bthmv2I+gu5KWmpoqHTp0UEapxsTEyIgRI6RSpUry/fffi8irQHf8+HEpV66c3tQtag40MTExkpSUJC9evFC2paSkyJdffimdOnUSEZGQkBAZOXKkaDSa1+Z/JEpPDGj03h49eqSM4NS5ePGi2NvbS8OGDWX9+vVy+vRpmTx5smTJkkUZqv8hkpOT9UYRTpo0SWxsbKRXr16SPXt2ZaHrHTt2SI0aNV6rSy0yQj8yQo3G9ODBA+U9EBFZtGiRlClTRrp27aq3+PbixYtl2bJlRqjQMP556zo6OloCAwOlcuXKMmDAAGUiW90Vt+TkZHnx4oWEhIS89Rhqk3bameHDh0u+fPkkJiZGxo4dKz169BBvb2/RaDR6YZwovTGg0UfRXVWrV6+eNG7cWG7evKn3+oQJE6RGjRofNBP9P+fuSkxMlPbt20uXLl1ERGTevHliY2Mje/fulcOHD0v+/PlfmyFfDTJCPzJCjWoyY8YMqVixonTr1k2ZuiE5OVliYmKMXJnh6K6ELVy4UAoWLCiDBg1Spq5IO4/as2fPZPr06eLt7S2BgYHKdrWHNBGRw4cPS6FChaRjx45Sq1YtqVatmmzZskXc3NyU59NERJmGQ81XBynz4TQb9FE0Gg0SEhJw8+ZN/PDDDyhSpAgAKEPva9SogUqVKiFHjhx629+Fqamp3vcWFhZISEhQhs/36NEDANCqVSt4e3ujYsWKbzxOamqqUaeGyAj9yAg1qoGIICoqClu2bIG7uzv69++PokWLAgDOnTuHCRMmYObMmShQoAC0Wi1MTU1hYmKivC/v8+/f2HR1du7cGYmJifj2229haWkJEYG5uTkAIDY2Fvb29ujXrx9KlCiBb775BqampggMDFT9v4Pk5GRs3boVd+/eRZ48eVChQgUEBQVhwYIFqFKlCkaPHg0AmDdvHo4cOYK+ffvCy8vLuEXTZ4UBjT5abGwsTExM4OLiAgB682n9c060lJQUmJmZffAHVfHixfH7778jNjYWNjY26NGjB0xNTdGnTx+sWrUKDg4O0Gq1uHr1KiwtLeHh4QETExNl3ia1yAj9yAg1pjeNRoPs2bNj3bp1iI6OVn4hAYAKFSogd+7cqFq1Ko4ePQo3NzfltdDQUBQoUCDDhDOdlJQUmJqaolevXgAArVYLc3NzREVFYciQIQgODkaxYsXQtWtX+Pj4YOHChRg2bBjatm0Ld3d3I1f/78zMzNCtWzeYm5ujSZMm8Pb2RlxcHM6ePQsPDw+8ePECXbt2xfXr11G2bNnXfokh+uSMefmOMoeoqCipXLmy3tqNOklJSXLnzh1p06aNtGrVSjp37iz79+8XkQ+7XaDVaqVEiRLSoEEDuXLlisTHx4vIq9ss8fHx8uOPP0q+fPkkZ86c4uTkJEOGDFH2ffTokQwYMOADe2lYGaEfGaFGtUlNTRV/f3/x8/NTbvHNnDlTNBqNQUY1q0WvXr3Ezs5OJk2aJL169RJHR0fZtm2b3L17VwoXLiz37t3Ta6/m2+Fpb8X+9NNP4uDgIIMHD5YaNWpI0aJF5cSJE8qt67RtM8PfI6kbAxoZxIULFyR79uzSu3dv2bNnj4i8eo5p7dq14uHhIVWrVpWNGzdKQECAZM2a9YMevtU9J5WUlCR16tSRZs2aydy5c0VE5OHDh9KnTx8pXbq0DBs2TK5fvy7bt28XZ2dn2b59u0REREi5cuXE0dHR6A+3Z4R+ZIQa1Uqr1SrPXOrCmYODg/z0009y6NAhEcnYH+6xsbHi4+OjBPLU1FSZPXu2ZM+eXerUqaP3fOKlS5fkzp07kidPHqXvanX48GHRaDRiY2MjHTp00PsF48qVK7Jp0yZp2bKl/PTTT3L48GERydh/j6R+DGhkMJcvX5bGjRsrQ/Nv3rwp9vb24urqKm5ubsoKBNOmTZMyZcp80G/VaedqOnDggLLw8dq1a+WLL75QZgXXmTRpksyZM0cqVqwopUqV0ptU15gyQj8yQo1qk/YKy9SpU0Wj0UjXrl1l9uzZMmvWLLGxsZFdu3YZsULD8Pf3l4oVK0pSUpIkJydLSkqKVK1aVXLmzKlMavvs2TNxcHCQrFmzypdffmnkiv/b/fv3xcbGRgICAuT06dPK9t27d4uvr694eXlJr1695NtvvxVbW1vZtGmTEaulzwEDGhmUbgi+iEjXrl2lQoUKIiLy/fffi7Ozszx58kSePXsmbm5u8tdff33QOd40Oqxy5crSsmXL19p8++23otFopFy5cqoLDBmhHxmhRrVIezVl2rRpotFoZNKkSXojmJs0aSLt2rXLsFdedHUnJSVJ6dKlpXnz5tK6dWvx9vYWS0tL2bhxo4i8ugJ75coVcXJykqxZs0rv3r1fO4YapZ0fTeTVFcCaNWuKh4eH2NvbK7f5lyxZIkWKFJFbt24ZoUr6XKh7mA1lOFmyZFH+nJycrDwoPXPmTDRs2BAVK1bEjz/+CHt7e+TKleuDzvHP0WFJSUmwtrbWG1loYmKCO3fu4ODBg6hatSrWrVuHggULftD5PpWM0I+MUKNa6AYATJgwAcOGDcNPP/2E7t27KyOYExMTkZycjBcvXiAiIgKPHz8G8GpkaEah0WiQnJwMc3NznD17FsOHD0dISAhu376N1atXo2XLlgCA8+fPo2HDhihWrBiOHTuGpUuXYsyYMcox1MrOzg7A//5O7t69i3v37mHmzJlo1aoVChcujDt37qBdu3awtLREXFycMculTI4BjQxO98PNxcUFKSkpAF6NmFqwYAEaNGiAuXPnom7dukqYi4+PV37Q6UaAvg8LCwtkz54dO3bsQFxcHJ49e4aLFy+iRYsWyJo1K5YtW6aMKFPzh2FG6EdGqNFYRATPnz/HtGnTMHz4cPTo0UP5wAeAyZMnY/fu3QgPD8dPP/0EHx8fbNmyRdWB5U3MzMyU0Z1ly5aFi4sLpk2bhmbNmgEAzpw5g1atWsHV1RV79+5FmTJlEBwcDCsrK2i12g/6fzy96P4udP89fvw4cuTIgTp16mDevHlo0KAB6tWrh9OnT+PZs2d4/vy5su/n9u+d0oHxLt5RZqd7Bm348OESGxsrIq9ub2zatEni4+PlwIEDEhAQIB4eHlKvXj29gQOPHj2S48eP/+c50t5yKVOmjHzzzTdSunRpsbOzkzJlysjdu3dFRJRRZWq9vZIR+pERalSDiIgIiY6O1ts2duxYMTU1lblz58qTJ08kOTlZFi1aJLly5crwC6ynFR4eLgULFpRatWopk9nqJrd9035qn8x25cqVUr16dYmMjJTU1FRJTU2Vbt26iUajkTp16ui11Q2sSU1NVZ7fJPoYDGj0SZ0/f14KFCggrVu3fm0NwyJFikiDBg1k4MCBMmjQIMmaNaucPHlSYmNjZcyYMaLRaCQkJOQ/P+jTPsx+6dIl0Wg04uvrq3zwXb9+XRwcHJSHet92PGMHivfthzE+3N63xn+uUCBi/Pc5vU2YMEFMTU1l0aJFetu3bt0q7u7uSrDNDIYNGyYuLi56z6LqDBo0SDp16iRdu3aVBQsWKNvVHNLu3r0rzs7O8sMPP+ht/+WXX5QVJEaOHCkdO3aUNm3ayN69e/XanTlzJt1qpcyHAY0+udu3b8vkyZPlwIEDkpKSIjt27JDixYvL8OHD9a4ejBkzRkaPHi2TJ0+WHDlyyJQpU975HLof8snJydKuXTu5ceOG3uvz58+XrFmzytatW1/bR0cNU0K8az/+bQTZp/7Ae9caN2/erGyLi4vTu5Ki5g9lQ5o0aZJoNBpZunSp3vbIyEjp0aOHFCpUSB48eGCk6gxv3LhxUqlSJb1t165dk4YNG0r27NllxYoV8sMPP4ijo6MMHjzYSFW+n/Pnz0uePHmke/fuylQzIiK3bt2SypUrS548eaRVq1byzTffiEajkd9//11ERKZPny4FChSQ3377zUiVU0bHgEbpQjcUX0RkxIgRUrt27ddu7YwePVry5s0rdnZ2MnXq1A86x79ZuHChNGzY8LWRWj///LOMHTtWzM3NZe3ate99XkP7r37Mnz9fGjVqJCKvbiMfPnxYdu7cqffb+qcOQP9V46JFi5QaFy9eLPXq1ZOGDRvK5MmT061GNbh27ZqsWrVKb1tkZKQMGDBATE1NlUmbk5OT5cmTJ3L//n0RybhXGbVarRQqVEhZw1VEpGLFipI7d26xtbVVrjAdP35cChYs+E6PMajBjRs3pGvXrrJ48WJlW8WKFaV06dLy8OFDZVtQUJCMHz9epk2bJuXKlZPvvvvutfWJid4VAxqlq8TERPHy8pLu3bvrbf/rr7+kfv36otFoZP78+QY/ry4M6GYEf/z4sSxcuFB8fHykVKlSMmPGDDE1NZURI0YY/NyGlPaDe9u2bVKmTBnJkSOHuLm5iZubmwwdOlR5PSUlxagf9JGRkRIfHy+VK1eWb7/9ViZMmPDaigOfm6ioKCWcbdiwQURe/Z0+fvxYZs6cKRUqVJAdO3Yo2zMS3e1vrVYrs2fPFq1WKxs2bJDcuXPLvXv3ZMmSJWJjY6NcxS5RooQyLUdGoJtiQ0Rk4sSJ4uTkJKGhoSLyv19YVq1aJW5ublKlShXp3bv3ZzndDBkOR3FSutJoNMifPz9iY2OVbX/99RcWL16Mo0ePYvbs2ejevbvBzif/P7JKN13ElStXMH/+fHh6euLIkSMoXLgwTp48iaJFi6JZs2bKmoNqpRtdtmnTJgwcOBAVKlTA7t27cf78eSxYsADLly/HhAkTALzqs0ajwaNHj9KtPkkzks3Ozg4RERG4desWypcvj+HDh2Pr1q1YtWoVNm7cmG41qUVMTAyGDBmCuXPnYvXq1fjqq6+QlJQEjUYDJycntGrVCv7+/mjTpg127NiRYUd3mpmZoVevXjAzM0N8fDysrKxgbW2Nzp07Y8qUKWjXrh1GjRoFGxsb5M2b97XjiEpHQ1pZWSl/Dg8Ph6enJ5ycnJQRrcCrEazh4eEoW7Ys+vTp81lON0OGkzlXNCbVMjc3x/Dhw1GrVi306dMHVlZWOHv2LEJCQjB+/Hj07NnToOfTfcjt2rUL+/btw86dO2FtbY2IiAjMmjUL9vb2AICdO3fC0tISNjY2AKAs5i4fuKj7p6L78Nq8eTNKlSqFfv36wcPDAwBQp04dTJo0Cb/++iuePn2KnDlzwsTEBD/++CM0Gg1mz579yevTvVcnT55E8eLFkS9fPvTp0we7du1CvXr1UKFCBUycOFF533VSU1Nfm3Mts4mPj8fGjRuxaNEifP3113j06BFGjx6NqKgo5MuXD4MGDULfvn0RGRmJKVOmoHr16siWLZuxy34vuqCi+/8md+7ccHJyglarBQD06NEDJiYm6N27N8qWLYtChQoBeLUIu4jAwsICGo1GL/Soie7/v8TERJiYmMDc3Fx5berUqdi2bRs6deqEgQMHwtXV1VhlUmZhtGt39Fm7deuWTJ06VVxdXUWj0eg9fGtougWsHRwc5Ndff5UzZ86Ij4+PeHp6isirdUTt7e3l7NmzIqJ/a1C3wLWaPH36VLJly/bGW8H379+Xy5cvi4goM9hrtVplfdT0cP36dalTp46yXuHJkyelTp06snv3bhF5VX9iYqIkJSXJqVOn0q0uNdBNvxEbGyuNGzeWatWqSbt27aRVq1ZSqFAhiY2NlRMnToirq6uyNFpGlpycLBUrVpR69epJRESEcitw+/btcufOHXnw4IHMmDFDSpcuLY0aNZLx48cr+2q1Wrlw4YKRKv93V69eFQsLCxk8eLDMmjVLunfvLnnz5pVevXplqlG5ZFwMaGQ0kZGRUqBAAZk2bdonO4cuaKWkpEhkZKSy/enTp+Lt7S0eHh4ycuRI6dGjh2i1WtFqtco+a9asEY1Go/dgsBq8ePFCKlWqpDzD9KZnze7cuSPe3t6yYsUKve3p8VxTSkqKNGvWTOrXr69sq1u3rrRo0UL5PiEhQebMmSMajSZdBzeoxcuXL6Vy5coyevRoSU1NlaioKPn+++8lX7584uPjI02aNHltn4z2TJoujCUlJUmlSpWkdu3asnTpUnn58qWIiAQHB0udOnXE09NTOnbsKKNGjRJ7e3uZOHGiiIjs3btXNBqNBAUFGa0P/+batWsyY8YMKVCggOTIkUN69uzJcEYGlbnvKZCq2dnZ4ezZswgICPhk59DdLjExMYGdnZ2ysoGDgwMOHjwIJycnjB8/HmXLloWZmRnMzMyg0Wiwdu1adOjQAXXq1EHPnj2xYMGCT1bj+7Kzs4OjoyPmz5+P5ORkaDQapZ/Aq+VpAgICoNFoYGFhka616W5Vrl+/Hg8ePEC9evUwdOhQxMXFIU+ePEhNTUVCQgLmz5+PoUOHAgCOHTuGqVOnAnj13Jyo9BkkQ0pOTkZycjIiIiKg0WiQLVs2TJ06FZaWlnj27Bm++eYb5X3YuXMnjh49qqpb7e/C1NRUWRbq+PHjqFOnDkxNTREbG4vQ0FD89NNPsLGxweTJk7Fs2TKMHj0aa9aswd27d7Fv3z60bdsWbdq0Qf/+/Y3dlTfy8PCAv78/ihYtiqZNm2LQoEHK0nZEBmHshEhkLCkpKdK1a1dp3bq13vbNmzeLRqOR4cOHS1xcnGzfvl3MzMw+yejS95V2Nn9PT0+pWbOmbNq0SRITE0VE5M8//5QGDRpIrVq1ZPXq1SLyqj//nIfrU0o7mq979+7Spk0b+eqrr5QRbdOmTRMTExPp27evrFixQjZv3iz29vYyZsyYdKtRDS5cuCB2dnbSp08f+f7776Vs2bJSsmRJmTVrlvL3eejQIbG1tZVOnTrJ33//LSIZ90qaiCj9OnLkiOTNm1d27typ13bfvn3KAutff/21sl3NfQ4LC+NoTfokGNDosxUeHi4VK1aUSZMmKR8i69atE41GIy4uLsqHiYjIpk2bxMLCQm+iW2NJG4CGDh2qPDunC2c1a9aUX375RWnfvHlzqVChgl5/PrW0y96krXn69OliYmKi3MbSmTx5slSqVElZEuxz8ddff8mKFSskV65cUqxYMZk7d64yoe+OHTskb968Ym5uLj4+PtKwYUNV/PszhJEjR4qHh4fetoSEBJk6dapoNBrp2bOnkSojUg8GNPpsTZ48WTQajRIKVq9eLRqNRrp16yYlS5aUli1b6rU/evSoXLx40RilvuafE8XevHlTGjVqJLVq1ZI1a9Yo2zdv3iy5c+eW4OBgEUnfZ7zSnuvly5cya9Yssba2Vp5NS01NVfoxc+ZMcXNzU9Y8/Jw8evRIGjVqJBMnTlRC9Pbt2yV//vzSsmVL2bVrl9y+fVt+/vlnKVWqlFy5ckVE1H1V6b/MmTNHihYtqkwanZCQIJs3bxZbW1vp0KGDUWsjUgsGNPpsabVaZX3QVatWiUajkUGDBklUVJQ8ePBAPD09xdfX97X91PTBqKtl4MCBUrJkyddWQujXr5+0bNlSIiIi3lh3evQlISFBgoKCRKPRiJeXl/To0UNE/hfgHj58KF988YXe7PPpXaOxPXv2TO/KWf78+aVz587yxx9/6LX77bffZPny5XLs2DFjlGkwWq1WSpQooQTTjh07SpYsWaRt27bGLo1INRjQ6LOku+UmIvL777+LRqORoUOHytOnT5Xtf/75p/j5+cnJkyeNUeJ7SU5OVpYN0rly5YpYWVm9Ngp10aJFsmTJknSpKyEhQSZMmCCWlpYSFBQkwcHB0rhxY0lKShKRVys61K9fX6pWrapMqRAXFyc3btxQZmkX+XxGd+7Zs0eyZs0qXbt2VaZL0Xn58qX88ssv4urqKr6+vsqV34z23vxzxYHGjRuLRqORrl27GrkyInXRiHwGQ6aI/kVycjIWLlyIr776Crly5dJ7LT4+HpaWlsroQjWOpPvnpJ66kZLfffcdkpKSsHbtWgCvJtI8efIkduzYgfbt22PcuHFwdnb+pLU9f/4chQsXRkBAAH744QdotVqUKlUKJiYmcHV1RXBwMEqUKIHhw4ejXr16GDVqFI4cOYJTp06haNGiaNiwIcaPHw8Aqn3/Den27duYNWsWunTpgtKlSyvbX758ic2bN6NPnz4wNzdH1apVkZiYiK+//hrt2rUDACxfvhwxMTHo3bu3kap/d2n/zTZq1Ajm5ubYvHmzkasiUhcGNPqsJScnw8zs3xfUOHz4MFJTU1GrVi1l6gO1B4W///4b3bt3R8GCBVGhQgWMGzcOFhYWqFKlCvr376+sPpAenj9/Dnt7e+W91mq1GDt2LGJiYuDi4oK2bdvCyckJ33//PU6cOIE6deqgbt26ePnyJbp27YqBAwcqU3J8DpKSkvSmR9GFs4EDB6J27dpYtGgRXrx4gXXr1mHDhg04ePAgbG1tcfv2bUycOBFTp059baUGNdIF7s9hFQmiD8GARvQfNm3ahC5dumDZsmVo1qzZGz9Q1PYhM3PmTPTv3x8FChRA4cKFkT9/fvz0009wcHCAVquFubk55NUjDula99sC8bJlyxAUFIQ+ffqgdevWsLW1BQDMmzcPW7ZswcaNG2FnZ5dudapFbGwstm3bhkGDBqFevXpYunQpgP/9e4uKisKWLVtQtGhRVK5cWfm7zSjU9v8NkZpwLU6i/9CiRQtERESgbdu22LRpExo0aIA7d+4gMTERcXFxqFChAkxMTFT1YfP9999jx44d+Oqrr1C+fHmUK1cOAPDgwQN8++236NGjhxI2/+lT3kp829XKY8eOwdnZGe3bt4elpaWy/f79+3j69Cmsra31alPTe/2piAh27dqFzp07o3379li0aBEAICEhQVm4e+PGjZg3bx4KFy6M5cuX6713GUFm/zsk+hgMaETvoHv37siaNStsbGxw+/ZtfPvtt4iIiFCeA5owYYJqnlPTXUU5cOCA3vbU1FTkz58fLVu2RIcOHZCYmIjWrVu/tn96ByCtVouwsDCUKVNGCRgigr///hvXr19HiRIlkJSUBHNzczx79gwODg6fxQe7RqNB2bJl0bVrV8yZMwfAq9ufunC2aNEirFq1CsWKFcOoUaOU7Wr4N0hEH48BjegdffPNNwCALVu2ID4+HjNnzoS1tTWaNm0KExMTjBs3ThUfjG+7xaULNV27dkVCQgL69euHFi1a4Pjx49i3bx/Cw8NRoUIFfPfdd+l6RdDc3Bxubm44efIk4uLiYG1tjdu3b2PSpEk4dOgQDh06hKxZs+Ly5csoVaoUNmzYgJYtW37yutSgcOHCSjhLTExUAuyiRYuwcuVK5M+fH6NGjYK7u7tyZS0pKQmWlpYMakQZHJ9BI3pHuuenDh06hAYNGuDUqVMoXbo09uzZgylTpmDmzJkoWbKksct8Z8+ePUPOnDnx3Xff4dSpU6hSpQo2b96Mdu3aYfLkyelSgy5EaLValClTBnZ2dsr6on/++Sc2btyIGjVq4NKlS6hRowa8vb0xffp0uLu7p0t9arRkyRKsWLEC+fLlw8SJE+Hq6opTp05h2rRpiI+PR86cOdG2bVv4+voypBFlYJn/PgGRAVy6dAmzZs1CYmIiqlatik6dOmHJkiWIiYlB5cqV0atXL+TJk0dvHzX+7pO2ppw5c+LFixfYv38/GjdujLlz52Lbtm345ZdfsGTJknSpR6PRKAtqX7x4Ec2bN0fVqlXRsWNHHDlyRAln3t7eqFatGmbNmgV3d/fX3ls1vtefwsqVKzFz5ky4urpi3LhxcHV1xYoVK1CvXj1YWlrC398frq6uaNasGbZt28ZwRpSRpdN8a0QZ2pIlS8TX11eZPHXjxo3i7u4uN2/eFBGR+Ph4ERE5ePCgTJ48WdlPrbPgX7hwQWJiYkREZMqUKVKlShWlL0uWLJEZM2ZIYmKiMgnqp54M9Z9LV+ncuHFDcubMKU2aNJG7d++KyP/e09DQUJk3b94nrUtt7t+/L99++63cvn1bREROnjwpJiYmUqJECSlUqJA8ePBARESCgoLE29tbnj9/bsxyiegj8Aoa0Tvo0KEDYmJi0KNHD2i1WpQvXx4AEBISAgCwsrLCqVOn0LZtW2zYsAEPHjwA8L8H7tXk8ePHWLZsGY4ePQoAqFu3LhwcHHDq1CkAQO3atdGxY0dYWFggNDQUwKcfbZd2ol3g1USmSUlJGDt2LEqUKIFp06bBzc1NuWX36NEjVK9eHQsWLMDff//9SWtTE1dXV8ybNw/u7u5ISkrC/Pnz4efnh8uXL6NWrVqoXLkynj9/Dj8/P9y/fx9xcXHGLpmIPhADGtF/0M16fvjwYTx58gReXl5o3rw5Hj16pDxzdvz4cfj5+eHly5ewtbWFv78/hg0bBkB9Uwk4OTkhKioK06dPh4jA09MT+fPnV6ZxcHV1hZ2dHU6ePImCBQvi999/V/ZNr7BpamoKCwsLREZGwsPDA4UKFQIAJZzVrFkTrq6uWLRoEfLmzau3r9oCsaHppiqxsLBAQkICsmbNCgBYsGAB/Pz8UKpUKSxYsACenp7Inj27ESsloo/BUZxE/8HU1FR5TurUqVNYs2YNEhISULJkSZQuXRpHjx5Fo0aNUKdOHQQGBiJPnjy4e/cufHx88MUXX6Bjx47G7oJCdwVq8eLFKFeuHBo0aICOHTvi8ePHiI+PR2xsLGxsbHD8+HHUr18fAPD777/j7t276NKlS7rP92Zra4s7d+4gOTkZIoLw8HDUqFED+fLlQ1BQEMqUKYNz584hLCwMlpaW8PHxUd2cdJ+C/P8zd+7u7rh//z6AV+F1wYIF6NOnD6ZPn44ffvhBCW9RUVEwMzND1qxZM/17Q5RpGPUGK1EG8qbnpE6cOCEODg5Sv359vYXWRUTq168vY8aMSa/y3pmuH0lJSdKyZUupU6eOODs7y4kTJ0RE5NChQ2Jubi5ffvmlBAYGyrx58yRv3rwyZMiQdKtR95xZUlKSlC5dWvr06SNeXl5iZ2cn3t7ecurUKREROXDggFSoUEEKFSokbm5uMnjw4NeOkZnduHFDsmfPLsOHD1eeN0tNTZW9e/eKiMiOHTukY8eOUqhQIalWrZps2bJF2ffFixeyf/9+Y5RNRO+AAY3oAx09elRy5colGo1GfvnlFxHRf5je0dFRlQFNRESr1YrIqw/z2NhYiYyMFJFXfTI3Nxd/f3/lQXQRkfXr10vRokWVh9DTu8bz58+LRqORxo0by+nTp5U2EydOlLJly8qzZ8/k3Llz4uDgIGPHjk23GtXg/PnzUrBgQfnmm29k69atyvbJkydLuXLlpFatWjJt2jQZPHiw2NraytGjRyUxMVF69+4tGo1Gbt26ZcTqiehteIuT6AOcOHECDRs2RIsWLWBlZaU8B2ViYoLY2FiMGjUKuXLlQosWLd64v7FvM5mZmSm3O7NkyQITExMcPXoUvr6+cHR0xJAhQ/TmGrO0tMT9+/eRlJRklBo9PT3Rs2dPtG3bFhUqVFCeC/Tw8MDDhw/x9OlTlC1bFsuWLcOyZctw9+5dFCxYMN1qNaYyZcpg37592LNnD7JkyQIA2Lx5MzZt2oQ6deogICAAuXLlAgBkyZIFV69exa5du7Bo0SJs2rQJhQsXNmb5RPQWnKiW6D0FBwfD29sb7du3x5w5c9C7d288ffoUU6dOhaWlJcaPH49r166hWbNmGDx4MO7du4eQkBDExMTA2dkZfn5+AIwf0gD9ARB16tRBkSJFULhwYWzdulVpExERgQEDBiAiIgK7du0CoL+ckHziyVB1Ners2LEDf//9N7p06YKYmBgMGjQIzs7OCAwMxNOnT3H58mX4+vrqHeNT16gGad+n7777DpcuXcL27duRM2dOpU1AQAAWLFiAxMRE/Prrr2jatOln8d4QZUR8UpToPdnb26Nbt26YNWsWbGxssGjRIvz9999o2LAhChUqhEuXLsHf3x+DBw/G8uXL4e/vj2+//RaLFy9Gp06dMGjQIADqGN1pamqKffv2wc/PD+3bt8ePP/4IjUaDmJgYAEB0dDQWLlyIS5cuoUGDBsp+z549Q2xsLIBPP5XIP6fguHPnDjZv3oznz5/D3t4elSpVwurVq/Hs2TM4Ozsr4SwxMVHZR43TnRia7n16+fIlzp49Cx8fHyWcyf+vbXrx4kWkpKRg165dDGdEKscraEQfQPfBprtqkZKSgrNnz+Lly5eoVq0azMzMsG7dOsyYMQOlS5fGsGHD4OrqitOnT6NJkyaYOXMmWrVqZfQ+xMfHo0CBAqhRowbmzp0LBwcHVKhQASYmJqhcuTJCQkKQmJiIpk2bYvTo0di/fz8WLlyIEydOwN3dHb6+vvjhhx/03pNPLTk5GVWqVIGjoyMWLVqE8PBw1KpVC7/++itq1qyJGzduYPHixbhw4QKcnZ1RsWJF9O7dG4A6rlp+aklJSWjevDns7OywevVqAMCDBw/w008/YeHChdiyZQsaNmzIcEakcgxoRB/pn7fgdBo2bAgrKytMmTJFb5LVatWqoU6dOhg5cqQRqn3d48ePodFo4OTkBODVB3zv3r3x8OFDuLu7o3bt2mjcuDFWrVqFefPmAQC6deuGmJgYjBkzBj179sSYMWPSpVbde63ValG9enUkJSXh9u3bcHd3R0hICPbt24c5c+bg9OnTWLNmDU6fPo25c+eiU6dO+PHHH9OlRjX4448/ULt2bbRu3RparRaXL1/GmTNn8Ouvv6JJkyYMZ0QZQfqOSSD6PFy7dk00Go0cOHBARP43ujMyMlLKly8v06ZNe22fT72c0rtITExU/pyUlKT8+dq1a1KhQgXp0KGDREREKNt//fVX8fT0lNDQ0HSb1kI3ujM5OVmOHDkimzZtEhGRuLg48fLykkKFComVlZUyFcfx48fFzc1NQkJC0qU+tbh165asWrVKbGxsxMbGRnbu3Ckin8f0I0SZAUdxEn0CWbJkgaenJ6ytrQH873mzpUuX4ty5cwgKCgLw6gH8PXv2oF27dqq49WZhYaFcXTE3N1e2b9iwAY8ePcLBgwdha2uL5ORkmJmZQavVIjY2FpaWlnpXZOQTXqExMzNTrqRVq1ZN2b5y5UpcuXIF9+/fx549e+Dj44MVK1agefPmsLW1VZ6r+1wULlwY9vb2sLKywuLFi+Hn58crZ0QZCAMa0Sfg4uICOzs7jB07FnPmzEF4eDj279+PcePGISgoCFWrVkVERAQaNmyImJgYVKlSRVnOyNje9AH+5MkTVK5cWQlnulu6J0+ehLm5ufJ9ZGQksmfP/slDwJtuKWu1Wri7uyN79uzw9/dHbGwsOnfujJCQEDx58kSZauJzkjNnTty9exe2trYMZ0QZDAMakYHpHkQ/cOAAqlevDj8/P0RFRUFEMG/ePHTt2hXPnj1DkyZNYGlpiREjRsDNzU3vGGr7MHV0dERISAhSUlKUtSCnTp2KuXPnYsOGDciZMydu3LiBzp07o1evXmjbtm261+jk5AQTExNEREQgd+7c6N69O0QEAwcORMuWLeHu7o7U1FRoNBpVvbefmq2tLYA3B28iUi8OEiD6BHS3AFNTUxESEgIrKyvY2trC3d0dz549Q9OmTZGamorhw4ejfv36yu3Ntw04MLbk5GSUKlUKjo6OyJcvH54/f47du3cjKCgI/fr1w+3bt9G/f3/lqlX79u3TvcaUlBR4eXkhZ86cWLNmDWxsbGBubo6jR48ie/bsKFCgALJly6a68EtE9CbGf+iFKBPShTMTExN4eXmhTJkycHd3R1xcHHr16gUAr4WzxMRENGzYEMuWLTNm6a/RXTX7448/UKpUKaSmpiJHjhw4cuQI+vXrh3v37qFv376Ij4/H999//8Zw9qnnINMF2xMnTiAyMhItWrTAzz//jMTERFSrVg0ODg4oUqQI1q9fD41GA3m1zJ3eMfi7KhGpCW9xEn0ib3ro/+HDhzhz5gx69uyprCgAvApnnTp1wuPHj/Hy5UvlOS81XOkxNTVVrghOnz4dwP8CUWhoKAICApCYmIhu3brpze32+PFjnD9/Hn5+fp98AISuRnNzcxw/fhwzZ86Eh4cHkpKSYGlpCWdnZ/zwww/o1KkTLC0t0bRpU6UfsbGxsLOzUyazVcNgDSIiBjSidBQZGYmEhATUqlVL2RYfH4+OHTvizp07CAgIQJs2bfRGKgLGn2BV99yZju5q065duxAaGoqBAwfi66+/Vl5/8uQJhg4dirNnzyJ37tyoUKFCutSoe88CAgJee713796wsrLCjh07UK1aNdjZ2eHUqVPYvHkz8ufPj379+sHExMTo7zUREcBn0IjSVWpqKr788kvkzJkTgwcPhr29PQYMGIBnz56hR48e6NixI65fv47Vq1fj6dOnKF++PHr06KHsq7bg0KlTJ9y9exdHjhxRtoWHh2PYsGG4ffs2mjdvjv79++vtY+x+xMfHK4uKR0REYNu2bRg9ejT8/f3x008/Ga0uIqK01PXTnigTS0lJgYmJCY4cOYJixYphxYoVqFKlCm7cuIHvv/8e/v7+MDU1xbx587B69WrY2tpi1KhRqlq785+yZ88OEUFKSgoAICoqCsOGDcPNmzfRqlUrJZyFhITg8uXLAKBcpUpvuhrDw8MxceJELFy4EGFhYejSpQu2bduG5cuXY8uWLUp7/u5KRMbEK2hE6Uj3LBfwapDAhg0bMGrUKLRu3Rrm5uZ48eIFypUrh65du2LYsGE4c+YMmjdvjpEjR6Jbt25Grv51ycnJKFOmDMqXL4+UlBScO3cO5ubm6NSpE/r27YvIyEi0bt0aJ0+ehIuLCxo1aoSJEycCMM6VtL/++gtVqlSBvb097OzsEB4ejp9++gktWrSAj48PWrZsiR49euiN9Dx48CBq166drnUSEfEZNKJ0ZGZmpnz4jxs3DlWqVEH9+vVx+/Zt5M2bFzly5MB3332HzZs3o1mzZqhQoQKGDBmiylnwdWHz4sWL2L59O4YOHQoTExN899136N69OwBg9+7dOHv2LEJCQvD06VO0bNkSFhYWGDNmjFGuCB44cACWlpZYs2YNnJycsGbNGnz77bdITk7GH3/8gebNmwP435xhS5cuxbfffos1a9agdevW6V4vEX2+1HfPhCiT02g0ysPsupUEli5dqjzH5evri1y5cuHUqVMAgEaNGqFfv36vHcfYF791U4mYmpqiSZMmqF+/Pjp16qSEMwDImzcvtFotkpOTUa1aNaxduxabNm3CuXPnjFKzbqSmi4sLcuXKhb59+2Lo0KFo06YNypYtqxfCFi9ejK5du2LkyJHw8fExSr1E9PniLU4iIxMRdOzYEQ8fPsSBAweg0WgwZMgQHDlyRAlpAHD9+nVYWVlBq9WiSJEiAIz/wH3aGnRXBm/fvo0zZ86gWbNmMDMzQ79+/WBqaorx48cjJiYGx48f1xvxmZ6Sk5NRvnx5uLq6onXr1rC1tcXgwYPh6OiIoUOHom7dutBoNFi/fj3atGmDH3/8EX379kWWLFk4wS0RpSteQSMyIt2H/pIlSxAREYH69etj165duHr1qhIG7t+/j2HDhqFu3bpo0qQJvv76a4wcORIAlGBkTGnDGQCcOXMGixcvxuPHj2Fubo5atWph3759ePr0KfLmzfvWcJYek9mamZnhzJkzqFmzJnbu3InmzZvD2toaQ4YMQZ06daDRaLB8+XK0adMGwKtBDytWrAAAZYJbIqL0wCtoREamu92p1WrRpk0bvHjxAn/++SdWr14NT09PdO3aFRs2bMDYsWMxfPhwHDlyBF9//TX69u2LH374wdjlvyYlJQXVq1dHjhw5sGnTJlhYWCBHjhyYNGmSMtBh9uzZePDgAUQEJUuWVFYf+NRXBNMO0ujWrRvOnz+PsWPHol69ejAxMcHixYvRrVs3tGzZUpkrbdCgQejSpQsmTJjwyeoiInqNEJHRabVaERFJTU2VqKgoiY+PFxGRSZMmiZmZmQwdOlRy5Mghv/76q4iIrF69WurXry9xcXFGq/lNkpOTRUQkKSlJypQpI97e3uLs7Cx58uSRu3fvytOnT+W7774TExMTmTp1qvTo0UPy5MkjgwcPNkqtJ06cUGpeuXKlaDQaGTJkiDx69Ehpt2TJEilXrpw8ffo03Wskos8XR3ESqUDa0Z26Bb1jY2OV0ZHjxo1Dvnz50LFjRzg6OiJHjhw4ffq03qSrapB2yaUzZ85gw4YNePLkCfz8/ODm5oavv/4aO3bsgIWFBTw9PTFgwAC0a9cObdq0Qe3atVG3bt10qVN31bJKlSoAgJ9//hm9evVC6dKl8f333yNPnjxK2/j4eNy5c0eZR42IKD0woBGpRNoH0DUaDWxsbODg4ICEhAQAQM+ePWFqagofHx8UKVIEHTp0gL29vbHKfau0Sy7pnuUCgCNHjmDPnj3Yv3+/ssrAypUr0axZM7i5ueGvv/5Ktxp1S2jJ/z/hsXbtWpQoUQKlS5eGi4uL0u7u3bv47bff0LhxYzg6Or52HDUM0iCizIkBjUjF3N3dceHCBeVKWY8ePWBlZYWff/4ZXl5exi7vrXQBKK24uDhYW1vD2dkZ3t7eSExMRIcOHXDv3j0kJyfDwcHBCJW+CsNHjx7F5s2bsWrVKsTGxsLGxgb379/H/Pnz8fDhQ3To0AEJCQnYs2cPwsPDkTt3bjRv3pxrdxLRJ8NBAkQqpLvdmZycjNKlS8PNzQ0jRoxAyZIlYW1tjfv376NAgQLGLvO9nDx5En379sW6detQqFAhAMCCBQvQt29fFClSBGvXrkXx4sXTvS7de52SkoJy5crBxMQE7u7uuHLlCrJmzYo2bdogICAAK1euxMSJE2FjY4Pw8HC0bt0akydP1jsGEZGhMKARqVTa0Z3NmjWDiYkJ2rdvj2bNmr3xCpXapaamonr16siaNSvWr18PW1tbmJiYYPPmzTAxMUHTpk2NVlva93r48OF4+PAhypQpg0qVKqF69eoAgA4dOiA8PBx79+7FhQsXULduXQwePFhZK5WIyJAY0IhUTDctRGpqKs6ePYu8efMib968xi7rveluA2q1WlSpUgXZs2dH+/bt0bx5c2TNmtXY5QHQn4JDF9ji4uJgamoKS0tLrFq1CmPGjMGuXbvwxRdf4Ndff8X+/fsxfvx45MqVy8jVE1FmwwcniFRMF85MTExQsWLFDBnOgFeT2epGdwYHB6NSpUqIjo5GeHi4sUtT6MIZAOVq2tKlS7F27VqkpKSgRo0a8PLywrZt2wAAFStWRLdu3ZRwpvtdl7/zEpEh8AoaEaUb3ZUpAEhISICVlZWRK/p3gYGBOHnyJDZt2gQ7OztMmTIFixYtwvnz52FjY6O0i46OhpmZGaytrQFwdCcRfTz+BCGidJP22Tm1hzPgVUB78eIF2rVrh6tXr8LV1RUREREICwtDTEwMDh8+jHr16qF27dpo3ry5MmhAN7qTiOhDMaAREb2Bbu3OU6dOISYmBp07d0abNm3w9ddfw93dHStXrkSfPn3w5MkT/Prrr2jRogWCgoL01kklIvpQvMVJRPQWaQdp3L59Gy9evEDlypVx/fp11K1bF/ny5cPVq1exdetWZVH4/v37Y/v27cpUIkREH4IT1RIRvUXaQRpffPGFMgBg3rx5sLOzQ3BwMJYtW4YmTZpgw4YNqF+/PmJiYhAdHa13HM6TRkTviwGNiOhfpL1VqQtZNjY2yJ8/PwCgU6dOSExMROvWrVGzZk1kzZoVhQsXBgA8e/YMOXPmhEajYUgjovfChySIiN6R7gpa3rx5ERUVhZiYGABAjx49MHnyZJw+fRqtW7eGjY0Nrl27hiFDhmDJkiUAXoU7DhwgonfFZ9CIiN5TcnIyKlSogDx58mDx4sWwt7eHlZUVzp07h0KFCiEhIQETJkzAunXrUKdOHfzwww/KMlacgoOI3gV/ShARvQfd6M7Tp0/j5cuXaNu2LZYuXQqtVoty5crh+fPnGD9+PJYtW4Zq1aohV65caNu2LQYOHAiAozuJ6N3wChoR0XvSje5MSUnB6tWrUbp0aXh6euLWrVuYM2eOMpqze/fuAIALFy6gfv36WLNmDWrVqqU3YS8R0ZtwkMD/tXenMVFd/xvAnwFhIKAIigKCuIHiUkFjX4hixB9gpWLFrYooaBEVrYmx1TR1xbVqbF2w4IIIZixio9QV10aooihuCAoVBRwJGEAWBYW5/xf+uQVhNtmm6fNJSC5zzz3ne89E/Oacc+8hItJSbXKmr6+PWbNmAQDS09MRHh6OCxcuYNmyZfjmm2/E8hUVFfWmNmuTs/T0dDg5ObX+DRCRzuNYOxHRJ/h4BOz8+fOIiopqkJy9fPkSCQkJsLOzQ8eOHVFUVITTp09jx44dmDx5Mu7evdvKkRPRvwFH0IiImsHixYvRu3dvjB8/XvwsPz8fkZGRiIqKwsKFC+Hs7IzS0lIsXLgQlZWVmDNnDrp06dKGURORruIIGhFRE9VOd36cnB08eBB79+5FYGAgli9fDgCIiIiAsbExSktLUVxcDBsbm7YKm4h0GEfQiIia6OPpzqKiIvzyyy84evQo5s6dizVr1gAANmzYgLi4OPj6+mL06NHw8vKCpaUlQkND2yBqItJlTNCIiJqZubk5MjIyMGnSJDE527hxI+Li4jBmzBgEBwfD3t4eDx48aLAtFBERwNdsEBE1q9otnepu7XTw4EGEhYVhzJgxCAkJQffu3fnCWiJSiSNoRETNqLF9NzMyMtChQwcsWrQIdnZ2EASByRkRqcS/EEREzezjTdFLS0vx/v17cYN1bppOROpwipOIqIVVV1fD1tYW//vf/xATE9PW4RDRvwCnOImIWlDttlC5ubm4d+9eW4dDRP8SHEEjImph3HuTiLTFBI2IiIhIx/AhASIiIiIdwwSNiIiISMcwQSMiIiLSMUzQiIiIiHQMEzQiIiIiHcMEjYiIiEjHMEEj+o/o0aMHJBIJAgIC2joUXL16FRKJBBKJBFevXm3rcIiIdA4TNKJG1E0gJBIJ2rdvjzdv3qi97u3btzAzM6t3LROQlpWXl4c1a9Zg5MiRsLS0hIGBAYyNjWFraws3NzcsWbIEcXFxeP36dVuHSkSkMSZoRBooLy/HiRMn1JY7efIkSktLWz6gZvbs2TMxoTx06FBbh6Oxffv2oW/fvli7di0SExPx6tUrVFdXo7KyEi9evMC1a9ewc+dOTJkyBcHBwY3WUXvfa9asafF4/639TEStj3txEqlhZGSEyspKREdHY8aMGSrLRkdH17tGlzx79qytQ2hWMpkM8+bNA/ChvwMDA+Hl5QVbW1sIggC5XI6UlBScOnUKqampbRwtEZF2mKARqeHj44PY2FhcuHAB+fn5sLKyarRcQUEBEhISAAATJkzAb7/91pph/qfU1NRg6dKlAID27dsjMTERn332WYNyPj4+WLduHdLT0/HgwYPWDpOI6JNxipNIDU9PT1hZWaGmpgYymUxpOZlMhurqalhZWcHDw6MVI/zvSU5ORn5+PgAgODi40eSsLicnJ0ydOrU1QiMiahZM0IjU0NfXx/Tp0wH8M4XZmMOHDwMAZsyYAX19fbX1Pnz4EOvXrxen5aRSKUxNTeHg4IDZs2fjxo0bKq9fs2aNuJ4JAF6/fo3Q0FC4uLigY8eODdY5KXuKUyKRoGfPnuLvgYGB9R5yaGx91tOnT7F9+3aMHz8ePXr0gLGxMYyNjWFvb49p06bh3Llzau+/KXJycsTjPn36fFIdtf1Ra+3atQ3u++O+evnyJcLCwjB58mQ4ODjAxMQEUqkU3bp1E0dNFQpFo+1p288ff7/KaPJE7O3btzF37lw4OjrCxMQERkZGsLOzw9ChQxESEoL4+HgIgqC6w4ioVXGKk0gD/v7+2LFjB1JTU5GWloYBAwbUO//o0SPcuXNHLHv37l2V9V29ehWjR49u8Pm7d++QlZWFrKwsHD58GCtWrMCmTZvUxpeZmQlPT89WWWeWnZ2N3r17N3ouJycHOTk5iI2NxcyZMxEZGYl27Zr/z4yhoaF4nJ6e3uz1N6ampga2traNJmByuRzx8fGIj4/HgQMH8Pvvv8PU1LRV4lJnx44dWLZsWYO48/LykJeXhzt37iAsLAxlZWU6EzMRMUEj0oiLiwsGDBiAtLQ0REdHY/PmzfXO146sDRw4EM7OzmoTtOrqapiYmMDb2xvu7u7o168fOnTogIKCAqSlpWHnzp14/vw5Nm/eDEdHRwQGBqqsb/LkyXjx4gUWL14MHx8fmJubIzMzE/b29mrv7cGDB5DL5fDy8gIArF+/HhMmTKhXpkuXLuJxTU0NDA0N4eXlBQ8PD/Tv3x8WFhYoKirCkydPsGfPHqSlpSEmJga9evXC2rVr1cagLRcXF/E4PDwcPj4+cHd316qOhIQEvHv3DoMGDQIALFiwAAsXLqxXxtzcXDyuHWFyd3fHF198gUGDBsHS0hJlZWV4+vQp9u3bh+vXr+PChQsICQlBVFRUvbq07efmcP/+fTE569mzJxYtWgRnZ2dYWFigrKwMjx8/xpUrV3Dy5MlmbZeImoFARA1cuXJFACAAECIjIwVBEIQtW7YIAAQ7OztBoVCIZRUKhWBnZycAEH766SdBEAQhMjJSvP7KlSsN6i8sLBSKi4uVtl9VVSV4eHgIAAR7e3uhurq6QZnVq1eLbejp6Qnnz59XeU/29vYCAGH27NkNzmVnZze4X2XKy8sFuVyu9LxCoRACAgIEAIKJiYlQUlLSoEzd/m2sfzTx5ZdfinUAEIYNGyasWrVKOHPmjFBYWKhxPbXXr169WmU5hUIhZGZmqiyzatUqAYAgkUiEJ0+eNDivTT/X/X5VUdWXK1euFL+H/Px8pXWUlJQINTU1KtshotbFNWhEGvLz84Oenh5yc3PrrfW5evUqcnNzoaenp/Y1HLU6d+6Mjh07Kj1vaGiIrVu3AgCeP3+udkQuICAAnp6eGrXdVCYmJrC2tlZ6XiKRYPv27dDX10dFRQUuXrzYInFERkZi2LBh4u+3bt3CunXrMG7cOFhaWqJv375YvHixOPXcVBKJRO16t1WrVqFz584QBAHx8fHN0m5T1D5I4ejoiK5duyotZ2ZmBj09/ndApEv4L5JIQ926dRPXjdV9WKD22N3dHd26dfukuquqqpCTk4NHjx7h4cOHePjwYb1F2/fu3VN5vZ+f3ye12xzev3+PvLw8pKeni7HL5XJ06tQJgPrYP1Xnzp2RlJSEiIgIDBkypMH5J0+eYPfu3Rg6dCj8/f1RUVHRrO0rFArI5XI8fvxYvO/09HTY2toCaLn71kZtIv3o0SPcvHmzjaMhIm1wDRqRFmbNmoVLly7h+PHj2LNnDwAgLi5OPKeNiooK7Ny5E0ePHkVaWhpqamqUln316pXKutS9ZqK5vX//HhEREYiOjkZqairevXuntKy62JvCwMAAQUFBCAoKglwux7Vr15CSkoLk5GTcuHED79+/BwDExMRALpcjISFBoydslREEAUeOHMGBAweQnJyMt2/fKi3bkvetqenTp2PTpk2oqqqCq6srxo4dC29vb4wYMQIDBgxQ+4QoEbUdJmhEWvD19cWCBQtQWlqKkydPQhAElJWVwcTEBL6+vhrX8+zZM7i7uyM7O1uj8qoSAaD+YvaWVlRUBE9PT9y+fVuj8upiby42NjaYNm0apk2bBuBDnNu2bcOWLVugUChw+fJlyGQyzJw585Pqr6yshK+vL86ePatR+da6b1X69esHmUyGoKAgFBcX49SpUzh16hSADyOQY8eOxbx58zBy5Mg2jpSIPsYpTiItmJqaYuLEiQA+TG3WTm9OnDgRJiYmGtfj7++P7OxsSCQSzJkzBwkJCcjNzUVlZSUUCgUEQag3oiaoeUdVU0aFtLVkyRIxOfvqq68QHx+PZ8+e4c2bN2LsgiDAzs4OgPrYW4qFhQU2btyI77//Xvzs2LFjn1zfhg0bxORs1KhRiI2NRVZWFsrLy1FTUyPed22y01b3/bFJkyYhOzsb4eHh8PX1haWlJYAPI3wxMTFwc3NDQECA0ve3EVHb4AgakZZmzZqFI0eOiNs61X6mqYyMDCQmJgIAfvjhB6xfv77RckVFRU0LtAWUlpaKW1j5+fkhJiZGadni4uLWCkuloKAg8bUoWVlZn1SHIAjYv38/AGDkyJG4fPmy0kX1zfW91a1foVAobU+TtXVmZmaYN2+euHdpeno6Tp48iV27dkEulyMqKgouLi5YsmRJs8RORE3HETQiLY0ZMwbW1taorq5GdXU1bGxsMGbMGI2vT0tLE49rp+Mak5KS0qQ4taHpWqTMzExxXZeq2DMyMlBeXt4ssTWVjY2NePypa66KiorEJyKnTJmiNFkqLy/H48ePldajTfvt27cXj1Ulu0+ePNG4zlpOTk5YsWIFbty4IY78xsbGal0PEbUcJmhEWtLX14e/vz+kUimkUin8/f21ekVBdXW1eKxq9OPXX39tUpzaMDIyEo+rqqqUltOV2LWZPqyb6Pbq1avB+dp7b4773r9/f72yytpS1x6AettCqUrWjx49qrIeVezs7ODo6AhANx5qIKJ/MEEj+gRbtmxBZWUlKisrG+wqoI6Dg4N4XHevzLr27t3bqm9379Spk7h90t9//620XJ8+fcRRoKioqEYTpT/++AO7d+9umUD/39mzZzF16lSkpqaqLFdUVIRvv/1W/P3jN/cD/7yKQtV9W1paiu+tk8lkjSZXt27dwsqVK1XGo2k/A8Dw4cPFbbJ27NjRaF9v3bpV5eszTpw4gZKSEqXnc3NzkZGRAaB+QkhEbY9r0IhamYuLCwYOHIiHDx8iPDwcxcXF8Pf3h7W1NfLy8hATE4O4uDi4uroiKSmpVWJq164dhg0bhqSkJBw8eBAuLi5wdnaGgYEBgA8L7i0sLNCpUyeMGzcOp0+fxrlz5+Dp6YkFCxbA3t4eBQUFOH78OA4dOoRevXqhpKQEhYWFLRKvQqHAsWPHcOzYMQwePBje3t4YNmwYrK2tYWhoiIKCAiQmJiIiIgIFBQUAgKFDh2L27NkN6ho+fDiys7MRHx+P8PBwuLq6iiNdHTp0QJcuXaCnpwc/Pz/s2bMH9+/fx4gRI7B06VI4ODjg9evXOHPmDMLCwmBqagobGxul046a9jPwYdunKVOmQCaT4fz58/Dx8UFISAi6du2KnJwcREdH4/jx4xg+fDj++uuvRtv7+eef4efnJ24p5uTkBDMzMxQXFyMlJQW7du0SnzadP39+074UImperb95AZHua2yrJ22o2+opNTVVMDc3r7dVUd2fQYMGCXK5XOU2RJpuBVRL1VZPgiAIp06dEiQSSaPx1G0/JydH6N69u9LYu3fvLqSlpalsr6lbPSUmJgomJiZKY/j4x8PDQ3j16lWjdaWmpgpSqbTR6+rGXlJSIjg7Oyttw8LCQvjzzz+FUaNGCQCEUaNGNamfBUEQ8vPzBQcHB6Vtfv3118LFixeV9mVtLKp+9PT0hNDQUK2/AyJqWZziJGoDtRuqz58/H/b29jAwMICFhQU+//xzbNu2DTdv3lS5nVJL8Pb2xqVLlzBhwgTY2NiIozofs7Ozw507d/Ddd9/B0dERUqkUZmZmGDx4MFavXo27d++if//+LRqrq6srCgsLER8fj6VLl2LUqFGwsbGBVCpFu3btYGFhgSFDhiA4OBhXrlxBQkKCuLPBx5ydnXH9+nVMnz4d3bt3h1QqbbScmZkZkpKSEBoaikGDBsHIyAimpqZwcnLCsmXLcO/ePbi5uamNXdN+BoCuXbsiOTkZy5cvh4ODA6RSKSwsLODm5oaYmBjIZDKVr1iRyWSIiIjAjBkz4OzsDCsrK7Rr1w6mpqYYMGAAFixYgNTUVPz4449q4yai1iURBB15WQ8RERERAeBDAkREREQ6hwkaERERkY5hgkZERESkY5igEREREekYJmhEREREOoYJGhEREZGOYYJGREREpGOYoBERERHpGCZoRERERDqGCRoRERGRjmGCRkRERKRjmKARERER6RgmaEREREQ6hgkaERERkY75P8ZzcLDa8G/JAAAAAElFTkSuQmCC\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "sns.displot(data=df,x='MaritalStatus',hue='Income')\n", + "plt.ylabel('count', size = 20)\n", + "plt.xlabel('Marital Status', size = 20)\n", + "plt.xticks(rotation=-45)\n", + "plt.show()" ] }, { "cell_type": "code", - "source": [ - "sns.displot(data=df,x='Gender',hue='Income')\n", - "plt.ylabel('count', size = 20)\n", - "plt.xlabel('Gender', size = 20)\n", - "plt.show()" - ], + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -736,29 +773,28 @@ "id": "g1XIGRanyVay", "outputId": "7f180c54-d819-4034-e1fc-c120f02b0752" }, - "execution_count": 7, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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", "text/plain": [ "<Figure size 604.125x500 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "sns.displot(data=df,x='Gender',hue='Income')\n", + "plt.ylabel('count', size = 20)\n", + "plt.xlabel('Gender', size = 20)\n", + "plt.show()" ] }, { "cell_type": "code", - "source": [ - "sns.displot(data=df,x='Race',hue='Income')\n", - "plt.ylabel('count', size = 20)\n", - "plt.xlabel('Race', size = 20)\n", - "plt.xticks(rotation=-45)\n", - "plt.show()" - ], + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -767,28 +803,29 @@ "id": "3VeUcYJ7yYMk", "outputId": "5f5f9a0b-720e-4834-e0e3-da2c53be75ec" }, - "execution_count": 8, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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", "text/plain": [ "<Figure size 604.125x500 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "sns.displot(data=df,x='Race',hue='Income')\n", + "plt.ylabel('count', size = 20)\n", + "plt.xlabel('Race', size = 20)\n", + "plt.xticks(rotation=-45)\n", + "plt.show()" ] }, { "cell_type": "code", - "source": [ - "sns.displot(data=df,y='Occupation',hue='Income')\n", - "plt.xlabel('count', size = 20)\n", - "plt.ylabel('Occupation', size = 20)\n", - "plt.show()" - ], + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -797,41 +834,40 @@ "id": "ePV1fNp_yaO_", "outputId": "f104175a-3ee8-48ff-b6b3-563002704b3e" }, - "execution_count": 9, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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ZOTdo0CC1oaGh+tGjR8o5T09P9aBBg9RqtVp9/fp1dZEiRdR///23RlvNmjVT+/n5qdVqtbp79+7q1q1ba1zv2rWr2szMLNfn+O6779Q6OjpqIyMj5ahTp47yjMWLF1cnJSUp5bdt26bW0dFR37p1S61Wq9V9+vRRly5dWp2SkqKU+emnn9QmJibqu3fvZnvPZs2aqSdPnqxxbtWqVWpra2u1Wq1Wz5w5U+3o6KhOTU3NNfZMT548UT98+FA5bty4oQbUgDoiIiJPbQghhBD5TYY4tWD58uX07NlT+dyzZ0/Wr1/Po0ePNMq5ubllqWtoaEjFihWVz6VLl8bOzg5jY2ONcwkJCcCzYcb09HQcHR0xNjZWjgMHDhAbGwtAVFQU9erV07iPu7u78nNcXJxG3cmTJyvXnJyciIyMVI4NGzYobdasWRMjIyOlbIMGDcjIyCA6Olo5V716dWVIFCAyMhIXFxcsLCyy/e5Onz7NxIkTNeIZMGAA8fHxJCcn07lzZ/777z8qVKjAgAED2LRpkzL8mR09PT1MTU01DiGEEKKwkSHON3ThwgWOHj3K8ePH+frrr5Xz6enphISEMGDAAOXc88lNpmLFiml8VqlU2Z7LHBJMSkqiSJEiREREUKRIEY1yzyd1uSlTpgyRkZHK5+eTJ11dXSpVqpSndrLz4jMaGBjkWj4pKYmAgAA6dOiQ5Zq+vj42NjZER0ezd+9e9uzZw9ChQ5k+fToHDhzI8j0JIYQQ7wtJ0N7QsmXLaNiwIT/++KPG+RUrVrBs2TKNBE0bXFxcSE9PJyEhIcs7bpmcnZ01XsIHOHr0qPJz0aJFXzkJc3Z2JigoiMePHytJWFhYGDo6OspkgOzUqFGDpUuXcu/evWx70VxdXYmOjs41HgMDA9q2bUvbtm0ZNmwYlStX5uzZs7i6ur7SMwghhBCFhQxxvoG0tDRWrVpF9+7dqVatmsbRv39/jh07xvnz57V6T0dHR7y8vOjduzcbN27k6tWrHD9+nMDAQLZt2wbAiBEj2LlzJzNmzCAmJoYFCxawc+fON7qvl5cX+vr69OnTh3PnzrF//36GDx9Or169KF26dI71unfvjpWVFe3atSMsLIwrV66wYcMGjhw5AsCECRNYuXIlAQEBnD9/nqioKEJCQhg3bhzwbDbqsmXLOHfuHFeuXOGXX37BwMCA8uXLv9HzCCGEEAWZJGhvYOvWrdy9e5f27dtnuebs7IyzszPLli3T+n1XrFhB7969GT16NE5OTrRr147w8HBsbW0BqF+/PkuWLGHu3LnUrFmT3bt3KwnP6zI0NGTXrl3cu3ePOnXq0KlTJ5o1a8aCBQtyraerq8vu3bspVaoUrVu3pnr16kyZMkUZnvX09OSPP/5g9+7d1KlTh/r16zN79mwlATM3N2fJkiU0aNCAGjVqsHfvXn7//XdKlCjxRs8jhBBCFGQqtVqtzu8ghHhbEhMTMTMzAyAiIkKGRYUQQhQK0oMmhBBCCFHASIImhBBCCFHASIImhBBCCFHASIImhBBCCFHAyDpo4oOxfft2oqKi8juMQsvc3Bxra+v8DkOIAsXS0lKZQS+ENsksTvFee34WpxBCaJuBoSEXo6IkSRNaJz1o4oNQu3kbqlZ2zO8wCq37SU/Yf+oKHTp0wNLSMr/DEaJAuB0Xy+qpY7hz544kaELrJEETHwSHCuWpVaNqfodRaMXfTeSvmAeUtnOUYU4hhHgHZJKAEEIIIUQBIwmaEEIIIUQBIwmaEEIIIUQBIwmaEEIIIUQBIwmaEEIIIUQBIwnaey4sLIzq1atTrFgx2rVrl9/h5Jm3t3ehilcIIYTQJknQ8plarebnn3+mXr16GBsbY25ujpubG3PmzCE5OfmN2x81ahS1atXi6tWrBAUF4e/vT61atd488Lds7ty5BAUF5XcYQgghRL6QBC2f9erVi5EjR/L555+zf/9+IiMjGT9+PFu2bGH37t3Z1klNTc1z+7GxsTRt2pRy5cphbm7+RrGmpaW9Uf1XYWZmlmu8r/IdCCGEEIWNJGj5aN26daxevZpff/2V//3vf9SpUwc7Ozs+//xz/vzzT5o0aQL833DfDz/8QJkyZXBycgJg1apVuLm5YWJigpWVFT169CAhIQGAa9euoVKpuHv3Ln379kWlUhEUFERAQACnT59GpVIp57KTWX/t2rU0atQIfX19Vq9eDcDSpUtxdnZGX1+fypUrs3Dhwiz1QkJC+Oijj9DX16datWocOHBAKZOenk6/fv2wt7fHwMAAJycn5s6dq3H/F4c4GzdujI+PDyNHjsTS0hJPT883/v6FEEKIgkp2EshHq1evxsnJic8//zzLNZVKpbGH5L59+zA1NWXPnj3KubS0NCZNmoSTkxMJCQmMGjUKb29vtm/fjo2NDfHx8Tg5OTFx4kS6du2KmZkZ586dY+fOnezduxfgpftUfvPNN8ycORMXFxclSZswYQILFizAxcWFU6dOMWDAAIyMjOjTp49Sb8yYMcyZM4cqVaowa9Ys2rZty9WrVylRogQZGRmUK1eO9evXU6JECQ4fPszAgQOxtramS5cuOcYSHBzMkCFDCAsLy7FMSkoKKSkpyufExMRcn08IIYQoiCRBy0cxMTFKb9jLGBkZsXTpUnR1dZVzffv2VX6uUKEC8+bNo06dOiQlJWFsbIyVlZWS6FlZWQFgbGxM0aJFlc8vM3LkSDp06KB8/u6775g5c6Zyzt7engsXLvDTTz9pJGg+Pj507NgRgEWLFrFz506WLVvG2LFjKVasGAEBAUpZe3t7jhw5wrp163JN0BwcHJg2bVqu8QYGBmq0LYQQQhRGMsSZj9RqdZ7LVq9eXSM5A4iIiKBt27bY2tpiYmJCo0aNAIiLi3ulOAYPHoyxsbFyPM/NzU35+fHjx8TGxtKvXz+N8t9//z2xsbEa9dzd3ZWfixYtipubG1FRUcq5H3/8kdq1a1OyZEmMjY35+eefXxp37dq1X/osfn5+PHz4UDlu3Ljx0jpCCCFEQSM9aPnI0dGRixcv5qmskZGRxufHjx/j6emJp6cnq1evpmTJksTFxeHp6fnKL9BPnDgRX1/fl943KSkJgCVLllCvXj2NckWKFMnz/UJCQvD19WXmzJm4u7tjYmLC9OnTOXbsWK71XvwOsqOnp4eenl6eYxFCCCEKIknQ8lGPHj3o1q0bW7ZsyfIemlqtJjExMcd3xC5evMjdu3eZMmUKNjY2AJw4ceKl99TV1SU9PV3jXKlSpShVqtRL65YuXZoyZcpw5coVvLy8ci179OhRGjZsCMDTp0+JiIjAx8cHeLY220cffcTQoUOV8i/2wAkhhBAfMhnizEddunSha9eudO/encmTJ3PixAmuX7/OH3/8QfPmzdm/f3+OdW1tbdHV1WX+/PlcuXKFrVu3MmnSpJfe087OjqtXrxIZGcmdO3c0XqjPi4CAAAIDA5k3bx6XLl3i7NmzrFixglmzZmmU+/HHH9m0aRMXL15k2LBh3L9/X3lnzsHBgRMnTrBr1y4uXbrE+PHjCQ8Pf6U4hBBCiPeZJGj5SKVSsWbNGmbNmsXmzZtp1KgRNWrUwN/fn88//zzXpSRKlixJUFAQ69evp0qVKkyZMoUZM2a89J4dO3akZcuWNGnShJIlS/Lrr7++Usz9+/dn6dKlrFixgurVq9OoUSOCgoKwt7fXKDdlyhSmTJlCzZo1OXToEFu3bsXS0hKAQYMG0aFDB7p27Uq9evW4e/euRm+aEEII8aFTqV/lTXUhXuLatWvY29tz6tSpArFjQeYwcbeBw6jr5prf4RRa8XcT+fmPcGU5FCEE3Iw5z6xhHYiIiMDVVf5+EdolPWhCCCGEEAWMJGhCCCGEEAWMzOIUWmVnZ/dK67sJIYQQIivpQRNCCCGEKGAkQRNCCCGEKGBkiFN8EE5GRPJ3fEJ+h1FoJT9JJTUhgaO7NmJqYpLf4XwQ9PT0MDAwyFNZA2NTTC1KvuWIxItux8kC2+LtkWU2xHstt90YhBDiTRkYGnIxKgpbW9v8DkW8Z6QHTXwQqnl8Qpn/vyWWeD1FdIpQtKj8lfEuPEpO4UT03zRp2pTi5ua5lr37z3W2/fQDv/zyC87Ozu8mQKGwtLSU5Ey8FfK3rfggVHN2kIVqRaERfzeRU3//R+VadV+6MPDNmPNsA5ydnWWxVCHeIzJJQAghhBCigJEETQghhBCigJEETQghhBCigJEETQghhBCigJEETQghhBCigJEETeSba9euoVKpiIyMzHMdb29v2rVr99ZiEkIIIQqCDypBCw0NRaVSZXvcunUrv8P74NjY2BAfH0+1atXyOxQhhBCiQPkg10GLjo7G1NRU41ypUqXyKZoPU2pqKrq6ulhZWeV3KEIIIUSB80H1oGUqVaoUVlZWGoeOjg5PnjyhatWqDBw4UCkbGxuLiYkJy5cvByAjI4PAwEDs7e0xMDCgZs2a/Pbbbxrtnz9/njZt2mBqaoqJiQkeHh7Exua8Z1vjxo0ZPnw4I0eOpHjx4pQuXZolS5bw+PFjvvjiC0xMTKhUqRI7duxQ6qSnp9OvXz8lDicnJ+bOnavRbuZw4IwZM7C2tqZEiRIMGzaMtLQ0pcyqVatwc3PDxMQEKysrevToQUKC5p6VW7duxcHBAX19fZo0aUJwcDAqlYoHDx4oZQ4dOoSHhwcGBgbY2NgwYsQIHj9+rFy3s7Nj0qRJ9O7dG1NTUwYOHJhliDMvzySEEEJ8CD7IBC0n+vr6rF69muDgYLZs2UJ6ejo9e/akRYsW9O3bF4DAwEBWrlzJ4sWLOX/+PF999RU9e/bkwIEDAPz99980bNgQPT09/vzzTyIiIujbty9Pnz7N9d7BwcFYWlpy/Phxhg8fzpAhQ+jcuTMfffQRJ0+e5JNPPqFXr14kJycDzxLFcuXKsX79ei5cuMCECRP43//+x7p16zTa3b9/P7Gxsezfv5/g4GCCgoIICgpSrqelpTFp0iROnz7N5s2buXbtGt7e3sr1q1ev0qlTJ9q1a8fp06cZNGgQ3377rcY9YmNjadmyJR07duTMmTOsXbuWQ4cO4ePjo1FuxowZ1KxZk1OnTjF+/Pgs30Fenyk3KSkpJCYmahxCCCFEYfNBbZYeGhpKkyZNMDIy0jhfvnx5zp8/r3yePn0606ZNo1u3bmzYsIGzZ89SokQJUlJSsLCwYO/evbi7uyvl+/fvT3JyMmvWrOF///sfISEhREdHU6xYsTzF1bhxY9LT0zl48CDwrCfJzMyMDh06sHLlSgBu3bqFtbU1R44coX79+tm24+Pjw61bt5QePW9vb0JDQ4mNjaVIkSIAdOnSBR0dHUJCQrJt48SJE9SpU4dHjx5hbGzMN998w7Zt2zh79qxSZty4cfzwww/cv38fc3Nz+vfvT5EiRfjpp5+UMocOHaJRo0Y8fvwYfX197OzscHFxYdOmTUqZa9euYW9vz6lTp6hVq1aen+nBgwds3rw52/L+/v4EBARkOd9t4DDZ6kkUGvF3E/n5j3AGDhyYp62eZg3rQEREhGz1JMR75IN8B+3gwYOYmJgon19MpEaPHs3mzZtZsGABO3bsoESJEgBcvnyZ5ORkWrRooVE+NTUVFxcXACIjI/Hw8Mg2OTt48CCtWrVSPv/00094eXkBUKNGDeV8kSJFKFGiBNWrV1fOlS5dGkBj+PHHH39k+fLlxMXF8d9//5Gampol0alataqSnAFYW1trJFsRERH4+/tz+vRp7t+/T0ZGBgBxcXFUqVKF6Oho6tSpo9Fm3bp1NT6fPn2aM2fOsHr1auWcWq0mIyODq1evKhs4u7m5ZflOXpSXZ8qNn58fo0aNUj4nJiZiI5ukCyGEKGQ+yATN3t4ec3PzHK8nJCRw6dIlihQpQkxMDC1btgQgKSkJgG3btlG2bFmNOnp6egAYGBjk2K6bm5vGkhKZSRdkTRJVKpXGOZVKBaAkUCEhIfj6+jJz5kzc3d0xMTFh+vTpHDt2TKOd7NrNbOPx48d4enri6enJ6tWrKVmyJHFxcXh6epKamprjc7woKSmJQYMGMWLEiCzXbG1tlZ9f7Ll8UV6fKTd6enrKfwshhBCisPogE7SX6du3L9WrV6dfv34MGDCA5s2b4+zsTJUqVdDT0yMuLo5GjRplW7dGjRoEBweTlpaWJTkyMDCgUqVKWokxLCyMjz76iKFDhyrncpuIkJ2LFy9y9+5dpkyZovQynThxQqOMk5MT27dv1zgXHh6u8dnV1ZULFy688bNp45mEEEKI98FbSdAePXrE1atXefToEenp6S8t37Bhw7cRRo4SEhJ48uSJxrkSJUpQrFgxfvzxR44cOcKZM2ewsbFh27ZteHl5cfToUUxMTPD19eWrr74iIyODjz/+mIcPHxIWFoapqSl9+vTBx8eH+fPn061bN/z8/DAzM+Po0aPUrVsXJycnrT2Dg4MDK1euZNeuXdjb27Nq1SrCw8Oxt7fPcxu2trbo6uoyf/58Bg8ezLlz55g0aZJGmUGDBjFr1iy+/vpr+vXrR2RkpDLJILNX7+uvv6Z+/fr4+PjQv39/jIyMuHDhAnv27GHBggXv9JmEEEKI94FWE7QlS5awcOFCzp49S17nHqhUqpfOcNS27BKlI0eOYG5uzpgxY1i2bJnSo7Rw4UJq1KjB+PHjmTp1KpMmTaJkyZIEBgZy5coVzM3NcXV15X//+x/wLNH7888/GTNmDI0aNaJIkSLUqlWLBg0aaPUZBg0axKlTp+jatSsqlYru3bszdOhQjaU4XqZkyZIEBQXxv//9j3nz5uHq6sqMGTP47LPPlDL29vb89ttvjB49mrlz5+Lu7s63337LkCFDlKHEGjVqcODAAb799ls8PDxQq9VUrFiRrl27vvNnEkIIId4HWpnFmZ6eTseOHfn9998B8pycwbMELS+9bKLg+OGHH1i8eDE3btzI71BeKjExETMzM5nFKQoVmcUphNBKD9rixYvZunUr8OzF9y+++ILatWtjYWGBjo4stVbYLVy4kDp16lCiRAnCwsKYPn16ljXOhBBCCKE9WknQMtfqqlKlCgcPHqR48eLaaFYUEDExMXz//ffcu3cPW1tbRo8ejZ+fX36HJYQQQry3tJKgRUVFoVKpGD9+vCRn76HZs2cze/bs/A5DCCGE+GBodfxRm7MUhRBCCCE+VFpJ0BwcHAC4d++eNpoTQgghhPigaWWIs1u3bpw6dYo//viDpk2baqNJIbTqZEQkf8cn5FpGt2gR9IsVybXMh0TPwABjE9P8DuODdD/pCelJ97h97RLpSbn/w/d2nCzmLMT7SCvLbKSkpFC/fn0uXrzI7t278fDw0EZsQryxzGU2hHifGRgacjEqSmNrNSFE4aaVBA2erc7foUMHTpw4wYgRI+jRoweVK1dGX19fG80L8VoyE7RqHp9QJpdN0x8/SeN0bAJubm6YmEqv0cPbN/lrzTwmTZokOznkE3Nz85eugZbJ0tJSkjMh3jNaSdCKFPm/YSG1Wq1sAZSnAPJhJwHx4cjrQrWvsjDoh0AWPxVCiPyllXfQXszxtNQpJ4QQQgjxQdJKgvbdd99poxkhhBBCCIEkaEIIIYQQBY5slCmEEEIIUcBIgiaEEEIIUcBoZYjzRWlpaZw8eZJz584puwtYWFhQrVo1XF1dKVas2Nu47XtJpVKxadMm2rVr99bv5e/vz6JFi0hISGDTpk1s3ryZBw8esHnz5pfW9fb2fmlZOzs7Ro4cyciRI7UWsxBCCPE+0mqClpyczKRJk1iyZAn379/Ptkzx4sUZOHAg48aNw9DQUJu315rQ0FCaNGmS5fy3337L999//05jiY+Pfycb0EdFRREQEMCmTZuoX78+xYsXp0mTJlqdkRseHo6RkZHW2hNCCCHeV1pL0OLi4mjevDmxsbG5/lK/d+8eU6dOZcOGDezbt49y5cppKwSti46OxvS5RUuNjY1fq520tLTX7jW0srJ6rXqvKjb22XYxn3/+ubKOnZ6enlbvUbJkSa22J4QQQryvtPIOWlpaGq1ateLy5cuo1WoqV67M1KlTCQ0N5eLFi1y8eJHQ0FCmTZtGlSpVUKvVxMTE0KpVqwK9SG2pUqWwsrJSDmNjY8LDw2nRogWWlpaYmZnRqFEjTp48qVFPpVKxaNEiPvvsM4yMjPjhhx/w9/enVq1aLF++HFtbW4yNjRk6dCjp6elMmzYNKysrSpUqxQ8//JClrcxhw2vXrqFSqdi4cSNNmjTB0NCQmjVrcuTIEY06S5YswcbGBkNDQ9q3b8+sWbMwNzfP8Tn9/f1p27YtADo6OkqC5u3trTG0+ttvv1G9enUMDAwoUaIEzZs35/HjxxptzZgxA2tra0qUKMGwYcNIS0tTrtnZ2TFnzhyNZ1u6dCnt27fH0NAQBwcHtm7dqtHe1q1bcXBwQF9fnyZNmhAcHIxKpeLBgwc5Po8QQghR2GklQVu6dClRUVGoVCq+/fZbzp49y5gxY2jYsCGOjo44OjrSsGFDfH19OXPmDOPGjQPgwoULLF26VBshvDOPHj2iT58+HDp0iKNHj+Lg4EDr1q159OiRRjl/f3/at2/P2bNn6du3L/Csl2rHjh3s3LmTX3/9lWXLlvHpp59y8+ZNDhw4wNSpUxk3bhzHjh3LNYZvv/0WX19fIiMjcXR0pHv37kqiGxYWxuDBg/nyyy+JjIykRYsWWZK+F/n6+rJixQrg2ZBqfHx8ljLx8fF0796dvn37EhUVRWhoKB06dNDoLd2/fz+xsbHs37+f4OBggoKCCAoKyvXeAQEBdOnShTNnztC6dWu8vLyU9xavXr1Kp06daNeuHadPn2bQoEF8++23ubaXkpJCYmKixiGEEEIUNloZ4ly/fj0qlYp27doxadKkXMvq6OgwceJEzp8/z6ZNm1i/fj2DBw/WRhha9+Lw6/Xr12natKnGuZ9//hlzc3MOHDhAmzZtlPM9evTgiy++0CibkZHB8uXLMTExoUqVKjRp0oTo6Gi2b9+Ojo4OTk5OTJ06lf3791OvXr0c4/L19eXTTz8FniU4VatW5fLly1SuXJn58+fTqlUrfH19AXB0dOTw4cP88ccfObZnbGys9LDlNKQaHx/P06dP6dChA+XLlwegevXqGmWKFy/OggULKFKkCJUrV+bTTz9l3759DBgwIMd7e3t70717dwAmT57MvHnzOH78OC1btuSnn37CycmJ6dOnA+Dk5MS5c+dyTTgDAwMJCAjI8boQQghRGGilB+3cuXMASk9RXvTr1w+As2fPaiOEt+LgwYNERkYqR/Hixbl9+zYDBgzAwcEBMzMzTE1NSUpKIi4uTqOum5tblvbs7OwwMTFRPpcuXZoqVaqgo6OjcS4hISHXuGrUqKH8nLlvZGad6Oho6tatq1H++c9xcXEYGxsrx+TJk1/2NQBQs2ZNmjVrRvXq1encuXO2E0GqVq2qsS+rtbX1Kz2LkZERpqamGs9Sp06dHJ8lO35+fjx8+FA5bty4kafnE0IIIQoSrfSgPXz4EIAyZcrkuU5mYlGQh6Ds7e2zvLvVp08f7t69y9y5cylfvjx6enq4u7uTmpqqUS672YovThRQqVTZnsvIyMg1rufrZL4v9rI6mcqUKUNkZKTy2cLCIk/1ihQpwp49ezh8+DC7d+9m/vz5fPvttxw7dgx7e/sscWXG9irPktc6udHT09P65AYhhBDiXdNKD1rmL/mrV6/muU5m2bwmCAVFWFgYI0aMoHXr1lStWhU9PT3u3LmT32EpnJycCA8P1zj3/OeiRYtSqVIl5XiV71+lUtGgQQMCAgI4deoUurq6bNq0SWuxv8jJyYkTJ05onHvx2YQQQoj3kVYSNFdXV9RqNT/++GOe6yxcuBCVSoWLi4s2QnhnHBwcWLVqFVFRURw7dgwvLy8MDAzyOyzF8OHD2b59O7NmzSImJoaffvqJHTt2KD1tr+vYsWNMnjyZEydOEBcXx8aNG/n3339xdnbWUuRZDRo0iIsXL/L1119z6dIl1q1bp0w6eNPnEUIIIQoyrSRomS95h4aG0rdv3yxLLzwvOTmZ/v378+effwLPXqYvTJYtW8b9+/dxdXWlV69ejBgxglKlSuV3WIoGDRqwePFiZs2aRc2aNdm5cydfffUV+vr6b9Suqakpf/31F61bt8bR0ZFx48Yxc+ZMWrVqpaXIs7K3t+e3335j48aN1KhRg0WLFimzOGUYUwghxPtMpdbCUvFqtRoPDw8OHz6MSqWiZMmSdOnShXr16lGqVClUKhW3b9/m2LFjrFu3jn///Re1Ws3HH3/MX3/9pY3nELkYMGAAFy9e5ODBg/kdyhv74YcfWLx4cZ5f/k9MTMTMzIxuA4dR1801x3LxdxP5+Y9wBg4cqLwf+SG7GXOeWcM6EBERgatrzt+bEEKIt0MrkwRUKhW///47n376KUePHiUhIYEff/wx2yHPzHzQ3d2dLVu2aOP24gUzZsygRYsWGBkZsWPHDoKDg1m4cGF+h/VaFi5cSJ06dShRogRhYWFMnz4dHx+f/A5LCCGEeKu0ttVT8eLFOXToEIsWLWLhwoVERUVlW87Z2Zlhw4YxePBgjeUlhPYcP36cadOm8ejRIypUqMC8efPo379/fof1WmJiYvj++++5d+8etra2jB49Gj8/v/wOSwghhHirtLpZuo6ODsOGDWPYsGHEx8dz7tw5ZVV4CwsLqlWrJsNH78C6devyOwStmT17NrNnz87vMIQQQoh3SqsJ2vOsra0lGRNCCCGEeA0yxiiEEEIIUcC8tR40IQqSkxGR/B2f/bZTukWLkPo0ndSEm1w4vId/Xtg94kN079ZNgBzfJX3XLC0tsbW1ze8whBDinXmlZTYmTpyo/DxhwoRsz7+O59sSQpsyl9kQhZuBoSEXo6IkSRNCfDBeKUHT0dFRVnBPT0/P9vzreL4tIbQpM0Gr5vEJZWxsslx//CSN07EJuLm5YWlpiaGhYT5EWTDp6+tjbGyc32FwOy6W1VPHyJpsQogPyisPceaUz2lhvVsh3ppqzg7ZLlQbfzeRc7fDqdOwuUxqEUIIUWC8UoKWkZHxSueFEEIIIcSrk1mcQgghhBAFjCRoQgghhBAFjFYStKZNm9KsWTOuX7+e5zr//POPUk8IIYQQQvwfrayDFhoaikql4vHjx3mu899//yn1hBBCCCHE/5EhTi3y9vamXbt2yufGjRszcuTIfIsnJyqVis2bN+d3GEIIIYTIQb4laJm9bfr6+lppL7M37sGDB1mu2dnZMWfOHK3cRwghhBDibcu3BG3Hjh0AlCtXLr9CKPDS09M/6CVMUlNT8zsEIYQQIl+8VoLWt29fjSPTuHHjslx78fDy8qJ+/fr873//Q6VS0ahRI609TF7NmjWL6tWrY2RkhI2NDUOHDiUpKUm5HhQUhLm5Obt27cLZ2RljY2NatmxJfHy8UiY9PZ1Ro0Zhbm5OiRIlGDt27EsX601JScHX15eyZctiZGREvXr1CA0NzXLfrVu3UqVKFfT09IiLiyM0NJS6detiZGSEubk5DRo0eOmEjOXLl1O1alX09PSwtrbGx8cnx7I3btygS5cumJubY2Fhweeff861a9eU6+Hh4bRo0QJLS0vMzMxo1KgRJ0+e1GhDpVKxdOlS2rdvj6GhIQ4ODmzdulWjzLlz52jVqhXGxsaULl2aXr16cefOHeV648aN8fHxYeTIkVhaWuLp6Ylarcbf3x9bW1v09PQoU6YMI0aMyPU7TkxM1DiEEEKIwua1JgkEBQVleblfrVazZcuWPNXPTGQsLCzw8/N7nRDeiI6ODvPmzcPe3p4rV64wdOhQxo4dy8KFC5UyycnJzJgxg1WrVqGjo0PPnj3x9fVl9erVAMycOZOgoCCWL1+Os7MzM2fOZNOmTTRt2jTH+/r4+HDhwgVCQkIoU6YMmzZtomXLlpw9exYHBwflvlOnTmXp0qWUKFECCwsLatWqxYABA/j1119JTU3l+PHjuU6uWLRoEaNGjWLKlCm0atWKhw8fEhYWlm3ZtLQ0PD09cXd35+DBgxQtWpTvv/+eli1bcubMGXR1dXn06BF9+vRh/vz5qNVqZs6cSevWrYmJicHExERpKyAggGnTpjF9+nTmz5+Pl5cX169fx8LCggcPHtC0aVP69+/P7Nmz+e+///j666/p0qULf/75p9JGcHAwQ4YMUeLdsGEDs2fPJiQkhKpVq3Lr1i1Onz6d47MHBgYSEBCQ43UhhBCiMHitBM3W1lYjQbh+/ToqlQpra2uKFSuWYz2VSoW+vj7W1tZ89NFHDBkyhDJlyrxOCDnKbsg0OTlZ4/PzL+7b2dnx/fffM3jwYI0ELS0tjcWLF1OxYkXgWXL1/Kbwc+bMwc/Pjw4dOgCwePFidu3alWNccXFxrFixgri4OOWZfX192blzJytWrGDy5MnKfRcuXEjNmjUBuHfvHg8fPqRNmzZKLM7Ozrl+B99//z2jR4/myy+/VM7VqVMn27Jr164lIyODpUuXKv9NV6xYgbm5OaGhoXzyySdZks6ff/4Zc3NzDhw4QJs2bZTz3t7edO/eHYDJkyczb948jh8/TsuWLVmwYAEuLi7Kc8KzXj4bGxsuXbqEo6MjAA4ODkybNk0ps23bNqysrGjevDnFihXD1taWunXr5vjsfn5+jBo1SvmcmJiITTZ7cAohhBAF2WslaM8Pf8GzHimA3bt3U6VKlTcO6k0cPHhQo1cHng2dPW/v3r0EBgZy8eJFEhMTefr0KU+ePCE5OVnZLNvQ0FBJiACsra1JSEgA4OHDh8THx1OvXj3letGiRXFzc8txmPPs2bOkp6criUimlJQUSpQooXzW1dWlRo0aymcLCwu8vb3x9PSkRYsWNG/enC5dumBtbU1cXJzG9/2///2P/v37888//+R5fbnTp09z+fLlLN/ZkydPiI2NBeD27duMGzeO0NBQEhISSE9PJzk5mbi4OI06z8dtZGSEqamp8p2dPn2a/fv3Z7v5dmxsrPK91K5dW+Na586dmTNnDhUqVKBly5a0bt2atm3bUrRo9n909fT00NPTy9OzCyGEEAWVVtZBa9iwISqVCiMjI20090bs7e0xNzfXOPf8L/Nr167Rpk0bhgwZwg8//ICFhQWHDh2iX79+pKamKgnaiz2BKpXqjTaET0pKokiRIkRERFCkSBGNa88nLQYGBlmGL1esWMGIESPYuXMna9euZdy4cezZswc3NzciIyOVchYWFrn2YOYUV+3atZWh2+eVLFkSgD59+nD37l3mzp1L+fLl0dPTw93dPctL/Nl9Z5mTHJKSkmjbti1Tp07Ncp/nNyl/8c+QjY0N0dHR7N27lz179jB06FCmT5/OgQMHXvlZhRBCiMJCawvVFhYRERFkZGQwc+ZMpedv3bp1r9SGmZkZ1tbWHDt2jIYNGwLw9OlTIiIicHV1zbaOi4sL6enpJCQk4OHh8cpxu7i44OLigp+fH+7u7qxZs4b69etTqVKlLGXt7OzYt28fTZo0eWm7rq6urF27llKlSmFqapptmbCwMBYuXEjr1q2BZ5MKnn+5Py9cXV3ZsGEDdnZ2OfZ+5cTAwIC2bdvStm1bhg0bRuXKlTl79myO37UQQghR2H1wC9VWqlSJtLQ05s+fz5UrV1i1ahWLFy9+5Xa+/PJLpkyZwubNm7l48SJDhw7Ndg22TI6Ojnh5edG7d282btzI1atXOX78OIGBgWzbti3HelevXsXPz48jR45w/fp1du/eTUxMTK7vofn7+zNz5kzmzZtHTEwMJ0+eZP78+dmW9fLywtLSks8//5yDBw9y9epVQkNDGTFiBDdv3gSevRe2atUqoqKiOHbsGF5eXhgYGOTti/r/hg0bxr179+jevTvh4eHExsaya9cuvvjiC9LT03OsFxQUxLJlyzh37hxXrlzhl19+wcDAgPLly7/S/YUQQojC5INL0GrWrMmsWbOYOnUq1apVY/Xq1QQGBr5yO6NHj6ZXr1706dMHd3d3TExMaN++fa51VqxYQe/evRk9ejROTk60a9eO8PBwbG1tc6xjaGjIxYsX6dixI46OjgwcOJBhw4YxaNCgHOv06dOHOXPmsHDhQqpWrUqbNm2IiYnJsf2//voLW1tbOnTogLOzM/369ePJkydKj9qyZcu4f/8+rq6u9OrVixEjRlCqVKk8fEv/p0yZMoSFhZGens4nn3xC9erVGTlyJObm5kpPZnbMzc1ZsmQJDRo0oEaNGuzdu5fff/9d4709IYQQ4n2jUr/Ji1UvSE1NZfXq1WzevJnTp09z584d/vvvv9wDUKl4+vSptkIQQkNiYiJmZmZ0GziMum5Zh0Tj7yby8x/hDBw4UONdOFFw3Iw5z6xhHXJ9hUAIId43WnkHDeDSpUu0a9eO6OjoN3qZXgghhBDiQ6eVBO3x48e0atWKq1evoqOjw+eff07JkiVZsmQJKpWKcePGce/ePU6cOMGxY8dQqVS4u7vTokULbdxeCCGEEOK9opUEbfHixVy9epUiRYqwa9cumjZtyvnz51myZAmAxsrup06dolevXhw9epRu3brlugWREEIIIcSHSCuTBH7//XdUKhVdunTJdasjeLZcxP79+ylVqhSjRo0iIiJCGyEIIYQQQrw3tNKDduHCBYAcZzFmZGRozNQrWbIko0aNYuzYsSxYsIAVK1ZoIwwhcnQyIpK/4xOynE9+kkpqQgJHd23E9IXdFF5GT0/vlZcbEa/u3q1ny71ERUXlcyQvZ2lpmeusbCGEyCutJGiZ6389vzbV89vtPH78OMtWQg0aNADgwIED2ghBiFxdigjjUi6dtQdjjry7YMRr6dmzZ36H8FIGhoZcjIqSJE0I8ca0kqAZGhry6NEjjS2Knt9uKS4ujqpVq2Zb99atW9oIQYhcVfP4hDI5bJpeRKfIK+9u8Cg5hRPRf9OkaVOKv7C1mNA+fX39bPdxLUhux8WyeuoY7ty5IwmaEOKNaSVBs7e358yZM/zzzz/KOUtLSywsLLh//z5hYWFZErTMd890dXW1EYIQuarm7JDtOmivK/5uIqf+/o/KterK+mlCCCG0TiuTBNzc3AA4ceKExvlmzZqhVquZPn069+7dU85fuXKFKVOmoFKpqFWrljZCEEIIIYR4b2glQWvRogVqtZqtW7dqnB8xYgTwLCFzdHSkc+fOtG7dmlq1aim9bQMHDtRGCEIIIYQQ7w2tJGht2rShYcOGmJiYEBsbq5xv0KABEyZMQK1Wc+/ePTZu3MiuXbtISkoC4IsvvqBHjx7aCEEIIYQQ4r2htUkCoaGh2V7z9/fHw8ODpUuXcv78eZ4+fYqDgwO9e/emY8eO2ri9EEIIIcR7RWt7ceamWbNmNGvW7F3cSgghhBCi0NPKEKcQQgghhNAeSdBew7Vr11CpVERGRuZYJigoSGMtuMLIzs6OOXPm5HcYQgghxAdH6wna3bt3mTVrFq1bt8bGxgYjIyOMjIywsbGhVatWzJw5kzt37mj1nqGhoahUKooXL86TJ080roWHh6NSqTQW0X0XunbtyqVLl97pPbUtPDy8QM2y9fb2pl27dvkdhhBCCPHWaTVBmz9/Pvb29owZM4Zdu3bx999/899///Hff//x999/s3v3bsaOHYu9vT1z587V5q0BMDExYdOmTRrnli1bli+rehsYGFCqVKl3fl9tKlmyJIaGhvkdhhBCCPHB0VqCNmbMGEaOHElSUhJqtRozMzOaNGlCt27d6NatG02aNMHc3By1Ws3jx48ZNWoUo0aN0tbtAejTpw/Lly9XPv/333+EhITQp08fjXJ3796le/fulC1bFkNDQ6pXr86vv/6qUSYjI4Np06ZRqVIl9PT0sLW15YcfftAoc+XKFZo0aYKhoSE1a9bkyJH/28/xxSFOf39/atWqxapVq7Czs8PMzIxu3brx6NEjjXsGBgZib2+PgYEBNWvW5Lfffnvpc589e5amTZtiYGBAiRIlGDhwoLKUCfxfz1NAQAAlS5bE1NSUwYMHk5qammu7Lw5xqlQqli5dSvv27TE0NMTBwUFj7bv79+/j5eVFyZIlMTAwwMHBgRUrVgD/NywcEhLCRx99hL6+PtWqVcuyF+v58+dp06YNpqammJiY4OHhQWxsLP7+/gQHB7NlyxalRzS7mcMpKSkkJiZqHEIIIURho5UEbdeuXcycORO1Wk25cuVYu3YtCQkJ7Nu3jzVr1rBmzRr27dtHQkICa9euxdbWFrVazdy5c9m9e7c2QgCgV69eHDx4kLi4OAA2bNiAnZ0drq6aW/w8efKE2rVrs23bNs6dO8fAgQPp1asXx48fV8r4+fkxZcoUxo8fz4ULF1izZg2lS5fWaOfbb7/F19eXyMhIHB0d6d69O0+fPs0xvtjYWDZv3swff/zBH3/8wYEDB5gyZYpyPTAwkJUrV7J48WLOnz/PV199Rc+ePXPdUP7x48d4enpSvHhxwsPDWb9+PXv37sXHx0ej3L59+4iKiiI0NJRff/2VjRs3EhAQ8PIv9QUBAQF06dKFM2fO0Lp1a7y8vJRdIjK/qx07dhAVFcWiRYuwtLTUqD9mzBhGjx7NqVOncHd3p23btty9exeAv//+m4YNG6Knp8eff/5JREQEffv25enTp/j6+tKlSxdatmxJfHw88fHxfPTRR1niCwwMxMzMTDlscth/UwghhCjItJKgzZ8/H4AyZcpw7NgxOnfunO3m00WKFKFz584cPXqUMmXKAGh1qLNUqVK0atWKoKAgAJYvX07fvn2zlCtbtiy+vr7UqlWLChUqMHz4cFq2bMm6desAePToEXPnzmXatGn06dOHihUr8vHHH9O/f3+Ndnx9ffn0009xdHQkICCA69evc/ny5Rzjy8jIICgoiGrVquHh4UGvXr3Yt28f8KznZ/LkySxfvhxPT08qVKiAt7c3PXv25KeffsqxzTVr1vDkyRNWrlxJtWrVaNq0KQsWLGDVqlXcvn1bKaerq8vy5cupWrUqn376KRMnTmTevHlkZGTk+fuFZ71x3bt3p1KlSkyePJmkpCQlsY2Li8PFxQU3Nzfs7Oxo3rw5bdu21ajv4+NDx44dcXZ2ZtGiRZiZmbFs2TIAfvzxR8zMzAgJCcHNzQ1HR0e++OILnJycMDY2xsDAAD09PaysrLCyssp2H1c/Pz8ePnyoHDdu3Hil5xNCCCEKAq0kaMePH0elUuHn55enjaOtrKzw8/NDrVYTHh6ujRAUffv2JSgoiCtXrnDkyBG8vLyylElPT2fSpElUr14dCwsLjI2N2bVrl9LzFhUVRUpKykvXbqtRo4byc+ZzJyQk5Fjezs4OExMTjTqZ5S9fvkxycjItWrTA2NhYOVauXKnszlC1alXlfKtWrZRYa9asiZGRkdJugwYNyMjIIDo6WjlXs2ZNjffJ3N3dSUpK4saNG6xevVrjngcPHszTMxsZGWFqaqo8w5AhQwgJCaFWrVqMHTuWw4cPZ6nv7u6u/Fy0aFHc3NyIiooCIDIyEg8PD4oVK5bj/V9GT08PU1NTjUMIIYQobLSyUO3jx48BqFevXp7rZJbNrKstrVq1YuDAgfTr14+2bdtSokSJLGWmT5/O3LlzmTNnDtWrV8fIyIiRI0cq72QZGBjk6V7PJxKZs0Rz65F6MfFQqVRK+cx3xrZt20bZsmU1yunp6QGwfft20tLSXinGvPjss880/tu9eP/n5fYMrVq14vr162zfvp09e/bQrFkzhg0bxowZM/IUhzafSQghxLvn7e3NgwcP2Lx5c36HUuhppQetXLlywLNhurzKLJtbMvA6ihYtSu/evQkNDc12eBMgLCyMzz//nJ49e1KzZk0qVKigsSSGg4MDBgYGyvDju1ClShX09PSIi4ujUqVKGkfme1Tly5dXzmV+b87Ozpw+fVoj0Q0LC0NHRwcnJyfl3OnTp/nvv/+Uz0ePHsXY2BgbGxtMTEw07vcmiVLJkiXp06cPv/zyC3PmzOHnn3/WuH706FHl56dPnxIREYGzszPwrHfu4MGDShL6Il1dXdLT0187NiGEEKKw0EqC9umnnwKwY8eOPNfZvn27Rl1tmjRpEv/++y+enp7ZXndwcGDPnj0cPnyYqKgoBg0apPG+lr6+Pl9//TVjx45VhhiPHj2qvCv1NpiYmODr68tXX31FcHAwsbGxnDx5kvnz5xMcHJxjPS8vL/T19enTpw/nzp1j//79DB8+nF69emlMakhNTaVfv35cuHCB7du389133+Hj44OOjvZWWpkwYQJbtmzh8uXLnD9/nj/++ENJvjL9+OOPbNq0iYsXLzJs2DDu37+vJNI+Pj4kJibSrVs3Tpw4QUxMDKtWrVKGau3s7Dhz5gzR0dHcuXMnx0ROCCFE/mvcuDEjRoxg7NixWFhYYGVlhb+/v0aZBw8eMGjQIEqXLq3M7v/jjz+U6xs2bKBq1aro6elhZ2fHzJkzNerb2dnx/fff07t3b4yNjSlfvjxbt27l33//5fPPP8fY2JgaNWpw4sQJjXqHDh3Cw8MDAwMDbGxsGDFihNZH9N6UVn47+/r6YmlpyaxZswgLC3tp+cOHDzN79mxKliyJr6+vNkLQoKuri6WlZY6L044bNw5XV1c8PT1p3LgxVlZWWRZAHT9+PKNHj2bChAk4OzvTtWvXXN8v04ZJkyYxfvx4AgMDcXZ2pmXLlmzbtg17e/sc6xgaGrJr1y7u3btHnTp16NSpE82aNWPBggUa5Zo1a4aDgwMNGzaka9eufPbZZ1n+R3lTurq6+Pn5UaNGDRo2bEiRIkUICQnRKDNlyhSmTJlCzZo1OXToEFu3blVmepYoUYI///yTpKQkGjVqRO3atVmyZIkyrDpgwACcnJxwc3OjZMmSefqzJoQQIv8EBwdjZGTEsWPHmDZtGhMnTmTPnj3As1eCWrVqRVhYGL/88gsXLlxgypQpFClSBICIiAi6dOlCt27dOHv2LP7+/owfP16ZCJhp9uzZNGjQgFOnTvHpp5/Sq1cvevfuTc+ePTl58iQVK1akd+/eqNVq4NmKCi1btqRjx46cOXOGtWvXcujQoSyrH+Q3lToz4jcUERFB586d+eeffxg8eDDe3t7UrFlTSZLUajWnT58mODiYRYsWUaZMGX777bcsS2AI7SsI7wRcu3YNe3t7Tp06Ra1atd7ZfRMTE5+tOTdwGHXdtPdnLf5uIj//8WynhbxMjBHvv5sx55k1rAMRERHy95r4YD3/+6Zx48akp6drTDyrW7cuTZs2ZcqUKezevZtWrVoRFRWFo6Njlra8vLz4999/NZbjGjt2LNu2beP8+fPAsx40Dw8PVq1aBcCtW7ewtrZm/PjxTJw4EXj2ao27uzvx8fFYWVnRv39/ihQporFCwqFDh2jUqBGPHz9GX1//rXw3r0orkwQqVKgAQHJyMqmpqcyfP5/58+ejq6uLhYUFKpWKu3fvKi/hq9VqkpOT6dSpU45tqlQqZfaiEEIIIQqf52f+g+bqBZGRkZQrVy7b5AyerVLw+eefa5xr0KABc+bMIT09Xelpe/4ema/2VK9ePcu5hIQErKysOH36NGfOnGH16tVKGbVaTUZGBlevXs3yak5+0UqCdu3aNY3PmZ1yKSkpxMfHZ1vnZcOF73rvTCGEEEJoV24z/7U1cz+7FRVyW2UhKSmJQYMGMWLEiCxt5cfWkDnRSoL24lZKomB5cbw+P9jZ2aGl0XQhhBDvgRo1anDz5k0uXbqUbS+as7NzlneNw8LCcHR0VHrPXoerqysXLlygUqVKr93Gu6CVBC1zv0UhhBBCiLxo1KgRDRs2pGPHjsyaNYtKlSpx8eJFVCoVLVu2ZPTo0dSpU4dJkybRtWtXjhw5woIFC1i4cOEb3ffrr7+mfv36+Pj40L9/f4yMjLhw4QJ79uzJMsEuP2klQROioDsZEcnf8XmbhatbtAj6xXL/11nif6mkJtzkwuE9/GNuroUIRWF379ZNAGVnDPH+s7S0LFBDYoXRhg0b8PX1pXv37jx+/JhKlSope1S7urqybt06JkyYwKRJk7C2tmbixIl4e3u/0T1r1KjBgQMH+Pbbb/Hw8ECtVlOxYkW6du2qhSfSHq3N4hSiIMqcxSmEENpmYGjIxagoSdLEWyE9aOKDUM3jE8r8/x0ZcvP4SRqnYxNwc3PD5CX7eOrp6mrsbyqEvr4+xsbG+R2GeAdux8WyeuoY7ty5IwmaeCu0kqCtXLnyjer37t1bG2EIkaNqzg55Wgct/m4i526HU6dhc1nfTAghRL7RSoLm7e392stiqFQqSdCEEEIIIZ6jtSFOeZVNCCGEEEI7tJKgXb169aVlHj9+zKVLl1izZg2//fYbDRo04Oeff5Z3eIQQQgghXqCVBK18+fJ5KlelShXatWvHunXr6NGjB8OHD1c2TRVCCCGEEM/o5MdNu3TpQp8+fdi/f7/GZqVCCCGEECKfEjR4lqSp1eoCsQ2REEIIIURBkm/roGXuLh8dHZ1fIRRIKpWKTZs20a5du/wO5a0ICgpi5MiRPHjwIL9DEUKID1ZcXBx37tx5J/eSHRdeT74laHFxcQCkpaXlVwhvRXp6OvPmzWP58uXExMRgYGBA/fr1GTduHA0aNFDK+fv7s3nzZiIjI/Mv2HzQtWtXWrdund9hCCHEBysuLo7Kzs78l5z8Tu4nOy68nnxJ0NLS0pg2bRpAgd9N/lWo1Wq6devG3r17mT59Os2aNSMxMZEff/yRxo0bs379+nzpGUtNTUVXV/et3iM9PR2VSoWOTu6j5gYGBhgYGLzVWIQQQuTszp07/JecjNfX0yltW/Gt3quw7LhgZ2fH9evXNc4FBgbyzTffKJ/PnDnDsGHDCA8Pp2TJkgwfPpyxY8cq17PreDl48CBt27bF29ub2bNnv9KasVp5By0uLu6lx7Vr1zh16hRLlizBzc2NI0eOoFKp6NatmzZCKBDWrVvHb7/9xsqVK+nfvz/29vbUrFmTn3/+mc8++4z+/fvz+PFjgoKCCAgI4PTp06hUKlQqlca7eHfu3KF9+/YYGhri4ODA1q1bNe5z7tw5WrVqhbGxMaVLl6ZXr14aXdWNGzfGx8eHkSNHYmlpiaenZ5ZY1Wo1/v7+2NraoqenR5kyZRgxYoRyPSUlBV9fX8qWLYuRkRH16tUjNDRUuR4UFIS5uTlbt26lSpUq6OnpsXTpUvT19bMMX3755Zc0bdpUo97zfv/9d+rUqYO+vj6Wlpa0b98+z3G8KCUlhcTERI1DCCFEVqVtK1LOoepbPd52ApgpIyODv//++43amDhxIvHx8coxfPhw5VpiYiKffPIJ5cuXJyIigunTp+Pv78/PP/+cY3vbtm3D09OTUaNGMWfOnFde0F8rCZq9vf1Lj4oVK+Lm5sbgwYM5d+4carWa+vXr89VXX2kjhAJhzZo1ODo60rZt2yzXRo8ezd27d9mzZw9du3Zl9OjRVK1aVfmD0LVrV6VsQEAAXbp04cyZM7Ru3RovLy/u3bsHwIMHD2jatCkuLi6cOHGCnTt3cvv2bbp06aJxv+DgYHR1dQkLC2Px4sVZ4tmwYQOzZ8/mp59+IiYmhs2bN1O9enXluo+PD0eOHCEkJIQzZ87QuXNnWrZsSUxMjFImOTmZqVOnsnTpUs6fP4+Xlxfm5uZs2LBBKZOens7atWvx8vLK9jvbtm0b7du3p3Xr1pw6dYp9+/ZRt27dV4rjeYGBgZiZmSmHTR723xRCCFE4Xbx4ET8/P2xtbZkxY8YbtWViYoKVlZVyGBkZKddWr15Namoqy5cvp2rVqnTr1o0RI0Ywa9asbNtas2YNHTp0YNq0aUyYMOG14tFKgqZWq1/pKF68OH5+fuzduxc9PT1thFAgXLp0CWdn52yvZZ6/dOkSBgYGGBsbU7RoUeUPwvPDft7e3nTv3p1KlSoxefJkkpKSOH78OAALFizAxcWFyZMnU7lyZVxcXFi+fDn79+/n0qVLShsODg5MmzYNJycnnJycssQTFxeHlZUVzZs3x9bWlrp16zJgwADl2ooVK1i/fj0eHh5UrFgRX19fPv74Y1asWKG0kZaWxsKFC/noo49wcnLCyMiIbt26sWbNGqXMvn37ePDgAR07dsz2e/nhhx/o1q0bAQEBODs7U7NmTfz8/F4pjuf5+fnx8OFD5bhx40a25YQQQhRO9+/fZ9GiRdSvX59q1apx8uRJpkyZwg8//KCUmTx5MsbGxrkeme/CZ5oyZQolSpTAxcWF6dOn8/TpU+XakSNHaNiwocbrQp6enkRHR3P//n2Ndn788Ue++OILli9fjo+Pz2s/p1beQcvpl+XzdHR0MDExwd7enmrVqlGkSBFt3LrA0caWVzVq1FB+NjIywtTUlISEBABOnz7N/v37MTY2zlIvNjYWR0dHAGrXrq2cnzx5MpMnT1Y+X7hwgc6dOzNnzhwqVKhAy5Ytad26NW3btqVo0aKcPXuW9PR0pa1MKSkplChRQvmsq6urESuAl5cX9evX559//qFMmTKsXr2aTz/9NMuwZqbIyEglMXxRXuN4np6e3nuV9AshhHg2hLljxw6Cg4PZunUrjo6O9OrVi02bNmFtbZ2l/ODBg7OMLL2oTJkyys8jRozA1dUVCwsLDh8+jJ+fH/Hx8UoP2a1bt7C3t9eon7kaxa1btyhevDgAUVFR+Pj4sGzZshxHjvJKKwlanz59tNFMoefo6EhUVFS21zLPv5hsZKdYsWIan1UqFRkZGQAkJSXRtm1bpk6dmqXe839In++affEPapkyZShatCjR0dHs3buXPXv2MHToUKZPn86BAwdISkqiSJEiREREZEmkn08MDQwMsoyp16lTh4oVKxISEsKQIUPYtGlTrmvd5TZhIK9xCCGEeL/FxcXRpk0bihcvzq+//qrxrnJ2LCwssLCwyHP7o0aNUn6uUaMGurq6DBo0iMDAwFf6R3+5cuUwNzdn+vTptGrVKtvkMa/ybaHa91G3bt2IiYnh999/z3Jt5syZlChRghYtWgDPep/S09Nf+R6urq6cP38eOzs7KlWqpHE8n5Q9z8LCQqNc0aLP8nIDAwPatm3LvHnzCA0N5ciRI5w9exYXFxfS09NJSEjIcg8rK6uXxujl5cXq1av5/fff0dHR4dNPP82xbI0aNdi3b1+21940DiGEEO+HcuXK8euvv1KvXj26dOlCw4YNWbJkSY5rar7OEOfz6tWrx9OnT7l27RoAVlZW3L59W6NM5ufnfx+ZmJiwd+9ejIyMaNKkCfHx8a/9zJKgaVG3bt1o3749ffr0YdmyZVy7do0zZ84waNAgtm7dytKlS5Ukys7OjqtXrxIZGcmdO3dISUnJ0z2GDRvGvXv36N69O+Hh4cTGxrJr1y6++OKLV0r4goKCWLZsGefOnePKlSv88ssvGBgYUL58eRwdHfHy8qJ3795s3LiRq1evcvz4cQIDA9m2bdtL2/by8uLkyZP88MMPdOrUKdd/fXz33Xf8+uuvfPfdd0RFRXH27Fmld/BN4xBCCPF+KFq0KN26dWPHjh1Kb9qcOXOwsrKic+fObN26VWNd1cGDBxMZGZnr8fwQ54siIyPR0dGhVKlSALi7u/PXX39p3GPPnj04OTkpw5uZihcvzt69ezE1NaVx48b8888/r/fMr1XrBQ8fPmTu3LkADBgw4KVdevHx8SxZsgR4Nrsxp56fwkalUrFu3TrmzJnD7NmzGTp0KPr6+ri7uxMaGqqxUG3Hjh3ZuHEjTZo04cGDB6xYsQJvb++X3qNMmTKEhYXx9ddf88knn5CSkkL58uVp2bLlS9cge565uTlTpkxh1KhRpKenU716dX7//Xfl3a4VK1bw/fffM3r0aP7++28sLS2pX78+bdq0eWnblSpVom7duhw/fpw5c+bkWjZzfbhJkyYxZcoUTE1NadiwoXL9TeIQQgiRs9txsYXyHtbW1owdO5axY8dy4sQJgoKC6Nu3L3369GHmzJnAqw1xHjlyhGPHjtGkSRNMTEw4cuQIX331FT179lSSrx49ehAQEEC/fv34+uuvOXfuHHPnzmX27NnZtmlubs6ePXvw9PSkcePGhIaG5poQZkel1sJb7QsXLsTHxwcHB4c8bd2kVqupXLkyly9f5ueff6Zfv35vGoIQ2UpMTMTMzIxuA4dR1831peXj7yby8x/hDBw48I3eHRBCvN9uxpxn1rAORERE4Or68r9bCpL3cSeB1NRUbt68SYUKFV657smTJxk6dCgXL14kJSUFe3t7evXqxahRozRGgJ5fqNbS0pLhw4fz9ddfK9ezW6g2MTGRli1b8u+//xIaGkrZsmXzHJdWetB27NiBSqV66YyJTJkL1E6aNInff/9dEjQhhBDiHbG1teViVNR7tRenrq7uayVn8Ozd7qNHj760XI0aNTh48GCO1/39/fH399c4Z2pqyuHDh18rLq0kaJnZ4kcffZTnOu7u7hp1hRBCCPFu2NraFuitl4SWJglkrtH1KkNCmbMeXpwVIYQQQgjxodNKgqavrw882/onrzLLvq8L1gohhBBCvC6tDHFaW1sTExPDiRMn8jzMeeLECQBZz0q8ExfOnudRDuvlPC/xv1RSE24SG3mE9KSsW2QJIQS8mxmQ4sOmlVmcAwYMYNmyZTg6OnL27NksK+G/KC0tjerVqxMTE0OvXr1yXWleiDeROYtTCCG07V3MThQfLq0kaIcPH+bjjz9GpVLRoUMHgoODMTQ0zLZscnKysvCoSqXizz//pFGjRm8aghDZykzQarXuhY1T9TzVSb53m33BM/nll1+UTe6FEOJF72J2ovhwaSVBg2eLuIWEhKBSqShXrhwDBgzAw8NDmTgQHx/PX3/9xdKlS7l58yYAnTp1Yu3atdq4vRDZUtZB85tL3SYt81SnMK9vJIQQ4v2glXfQAJYvX86dO3fYu3cvN2/e5Lvvvsu2XGY+2KJFC4KDg7V1eyGEEEKI94bWEjR9fX127drF/PnzmTFjhtJL9iIbGxvGjBnDsGHDUKlU2rq9EEIIIfIoLi7uvVqo9n2ktQQNnu0QMGLECIYPH05kZCSnTp1S/gBYWlri6upKzZo1JTETQggh8klcXBzOzpVJTv7vndzP0NCAqKiLkqS9Iq0maJlUKhUuLi64uLi8jeaFEEII8Zru3LlDcvJ//PK/Ljjblnyr94qK+5eek9dx586dd5qg+fv7ExAQoHHOycmJixcvKp+fPHnC6NGjCQkJISUlBU9PTxYuXEjp0qUBuHbtGvb29pw6dYpatWoB8OjRIz777DNu377N7t27KVeu3Ft7hreSoAkhhBCiYHO2LYmrY943785PT5484dGjR5QsmfeEsmrVquzdu1f5XLSoZsrz1VdfsW3bNtavX4+ZmRk+Pj506NCBsLCwbNv7999/adWqFTo6Ohw8eJASJUq83sPkkVYStPT0dOWBatas+dJ1px48eMCZM2cA8PDwkCFPIYQQQuTo9u3bODg40Lp1a/r06UObNm1euuZq0aJFc1wM/+HDhyxbtow1a9bQtGlTAFasWIGzszNHjx6lfv36GuVv3LhBixYtKFu2LFu2bMHY2Fg7D5YLrWz1tHnzZho3bkzHjh1f+oXBs13nO3ToQJMmTdi2bZs2QigQ/P39lW7Q12VnZ8ecOXO0Eo8QQgjxPihfvjxHjhyhfPnyDBo0CGtra0aMGEFERESOdWJiYihTpgwVKlTAy8uLuLg45VpERARpaWk0b95cOVe5cmVsbW05cuSIRjvR0dE0aNCAKlWqsH379neSnIGWErRNmzYB0Llz5xwXqH2eoaEhXbt2Ra1Ws2HDBm2EoFWhoaGoVCrlKF26NB07duTKlSu51vP19WXfvn3vKEohhBDiw1G7dm3mzp3LP//8w4oVK4iPj6dBgwZUr16dGTNmcPv2baVsvXr1CAoKYufOnSxatIirV6/i4eHBo0ePALh16xa6urqYm5tr3KN06dLcunVL41zv3r2pVKkS69evR09P760/ZyatJGjh4eGoVCqlmzAvMssePXpUGyG8FdHR0fzzzz+sX7+e8+fP07ZtW9LT07OUU6vVPH36FGNj47c+Jv2hSE1Nze8QhBBCFEBFixalbdu2rF+/nqtXr2JlZcWYMWMIDAxUyrRq1YrOnTtTo0YNPD092b59Ow8ePGDdunWvfL/PPvuMgwcPsnHjRm0+xktpJUG7ceMGAPb29nmuY2dnp1G3ICpVqhTW1tY0bNiQCRMmcOHCBS5fvqz0sO3YsYPatWujp6fHoUOHNIY4d+/ejb6+Pg9e2KD7yy+/fGkim5ycTN++fTExMcHW1paff/5Z4/rZs2dp2rQpBgYGlChRgoEDB5KUlKRcb9y4MSNHjtSo065dO7y9vZXPCxcuxMHBAX19fUqXLk2nTp2UaxkZGQQGBmJvb4+BgQE1a9bkt99+yzXm69ev07ZtW4oXL46RkRFVq1Zl+/btyvVz587RqlUrjI2NKV26NL169dJYg6dx48b4+PgwcuRILC0t8fT0pEePHnTt2lXjPmlpaVhaWrJy5cps40hJSSExMVHjEEII8f5Qq9X89ddfDBgwAGdnZy5fvsyECRMYNWpUjnXMzc1xdHTk8uXLAFhZWZGamprld/Tt27ezvLf27bffMmHCBHr06PFaCd7r0kqClulVdo3KLPv06VNthvDWGBgYAJo9O9988w1TpkwhKiqKGjVqaJRv1qwZ5ubmGkO46enprF27Fi8vr1zvNXPmTNzc3Dh16hRDhw5lyJAhREdHA/D48WM8PT0pXrw44eHhrF+/nr179+Lj45PnZzlx4gQjRoxg4sSJREdHs3PnTho2bKhcDwwMZOXKlSxevJjz58/z1Vdf0bNnTw4cOJBjm8OGDSMlJYW//vqLs2fPMnXqVGWc/sGDBzRt2hQXFxdOnDjBzp07uX37Nl26dNFoIzg4GF1dXcLCwli8eDFeXl78/vvvGsnnrl27SE5Opn379tnGERgYiJmZmXLY2Njk+XsRQghRcF26dInx48dToUIFPv30U54+fcrmzZu5cuUKAQEBuS7jkZSURGxsrLL9ZO3atSlWrJjGa0nR0dHExcXh7u6epf748ePx9/fHy8vrnW1RqZVZnCVLluTmzZtcvHgRNze3PNXJXIvE0tJSGyG8VfHx8cyYMYOyZcvi5OTE4cOHAZg4cSItWrTItk6RIkXo1q0ba9asoV+/fgDs27ePBw8e0LFjx1zv17p1a4YOHQrA119/zezZs9m/fz9OTk6sWbOGJ0+esHLlSoyMjABYsGABbdu2ZerUqcr6LbmJi4vDyMiINm3aYGJiQvny5ZU161JSUpg8eTJ79+5V/pBWqFCBQ4cO8dNPP+W4sX1cXBwdO3akevXqSp1MCxYswMXFhcmTJyvnli9fjo2NDZcuXcLR0REABwcHpk2bppSpWLEiRkZGbNq0iV69egGwZs0aPvvsM0xMTLKNw8/PT+NfUYmJiZKkCSFENqLi/i0093i2uK4zjRs3JiAggI4dOyq/A7Pj6+tL27ZtKV++PP/88w/fffcdRYoUoXv37gCYmZnRr18/Ro0ahYWFBaampgwfPhx3d/csMzgzffvttxQpUgQvLy8yMjKUtt4WrSRoderU4caNG6xcuZKePXvmqU5QUBAqlapAb0Zdrlw51Go1ycnJ1KxZkw0bNqCrq6tcf1ky6uXlRf369fnnn38oU6YMq1ev5tNPP8Xc3JzVq1czaNAgpeyOHTvw8PAA0OiNU6lUWFlZkZCQAEBUVBQ1a9bU+IPZoEEDMjIyiI6OzlOC1qJFC8qXL0+FChVo2bIlLVu2pH379hgaGnL58mWSk5OzJJ6pqalKEle1alWuX78OPFsmZceOHYwYMYIhQ4awe/dumjdvTseOHZXnOH36NPv378925ktsbKySoNWuXVvjWtGiRenSpQurV6+mV69ePH78mC1bthASEpLjs+np6b3TlziFEKKwsbS0xNDQgJ6T381wnaGhwRt3xlhaWnL16tU8L3Z78+ZNunfvzt27dylZsiQff/wxR48e1VhHbfbs2ejo6NCxY0eNhWpz880336Cjo0OvXr1Qq9X06NHjjZ4rN1pJ0Dp16sTGjRvZt28fM2fOZPTo0bmWnzlzJn/++ScqlYrOnTtrI4S34uDBg5iamlKqVKlse2xyy97hWeJasWJFQkJCGDJkCJs2bSIoKAh49tJhvXr1lLJly/7fYoEvLlWiUqnIyMjIc9w6OjpZhpvT0tKUn01MTDh58iShoaHs3r2bCRMm4O/vT3h4uDKcuG3bNo2YACXx2b59u9Je5tBv//798fT0ZNu2bezevZvAwEBmzpzJ8OHDSUpKUnr4XpTZ3QzZf59eXl40atSIhIQE9uzZg4GBAS1btszzdyGEEEKTra0tUVEXC9VenIaGhq/URm7/kM+kr6/Pjz/+yI8//pjtdTs7u2xf3Ro7dixjx47NcyyvSysJWteuXZk6dSqnT59m7NixHDlyhJEjR1K/fn1l5d6nT59y5MgR5syZw+bNm1GpVFSrVi3PPW75wd7ePssU3Ffl5eXF6tWrKVeuHDo6Onz66afAsyQpp2G63Dg7OxMUFMTjx4+VhCYsLAwdHR2cnJyAZ0PO8fHxSp309HTOnTtHkyZNlHNFixalefPmNG/enO+++w5zc3P+/PNPWrRogZ6eHnFxcTkOZ5YvXz7b8zY2NgwePJjBgwfj5+fHkiVLGD58OK6urmzYsAE7O7ssKzm/zEcffYSNjQ1r165lx44ddO7cOU9r7QkhhMiZra2t7I1ZwGllkoBKpWLTpk1YW1ujVqvZtGkTjRo1wtjYmDJlylCmTBmMjY1p3LgxmzdvRq1WY21tzZYtW977XQS8vLw4efIkP/zwA506dXrj4TcvLy/09fXp06cP586dY//+/QwfPpxevXopw5tNmzZl27ZtbNu2jYsXLzJkyBCNmSp//PEH8+bNIzIykuvXr7Ny5UoyMjJwcnLCxMQEX19fvvrqK4KDg4mNjeXkyZPMnz+f4ODgHOMaOXIku3bt4urVq5w8eZL9+/fj7OwMPJtAcO/ePbp37054eDixsbHs2rWLL774IttlS17Uo0cPFi9ezJ49e146wUIIIYR4H2htFqednR2nTp2iXbt2wLNZmqmpqdy6dYtbt26RmpqqdBV26NCBkydPKkttvM8qVapE3bp1OXPmjFaSC0NDQ3bt2sW9e/eoU6cOnTp1olmzZixYsEAp07dvX/r06UPv3r1p1KgRFSpU0Og9Mzc3Z+PGjTRt2hRnZ2cWL17Mr7/+StWqVQGYNGkS48ePJzAwEGdnZ1q2bMm2bdtyXUYlPT2dYcOGKeUdHR2VsfwyZcoQFhZGeno6n3zyCdWrV2fkyJGYm5ujo/PyP4JeXl5cuHCBsmXL0qBBg9f96oQQQohCQ6V+lbUx8ujSpUts27aNU6dOKWPclpaWuLq68umnn+Lg4KDtWwqRrcTERMzMzOjmN5e6TfL27trNmPPMGtaBiIiIAj2JRQghxPtLK++gvcjR0VGZmSeEEEIIIV6N1hO0W7ducffuXRITEzE1NaVEiRI57iYvhBBCCCGy0kqCtm3bNlasWMGhQ4f499+si9KVLFkSDw8PvL29lVmMQgghhBAie2+UoJ05c4ZevXpx7tw5IOetnhISEti4cSMbN26kevXqrFq1SllxXgghhBBCaHrtBG3Dhg306tWLlJQUJTHL3Fi7dOnSGBsbk5SUxO3btzlz5gzJycnAs6Subt26rFmzJsf9FIXQtgvhf/HoXkKeyj7899kactu3bycqKupthiU+QObm5hoLNBcU2lhMVAihPa81izMsLIzmzZuTkpICQMuWLRk5ciTNmzfPdtmEjIwM9uzZw/z589m+fTvwbAXfvXv38tFHH73hIwiRs8xZnEKI3BkYGnIxKkqSNCEKiFdO0DIyMqhRowYXLlxAT0+PZcuWvdJeVCEhIXh7e5OamkrVqlU5c+bMe79Yrcg/mQlarSatsSlvl+d6esWKYqj3ViY5iw/Y/aQn7D91hQ4dOrzx3oTadDsultVTx8jSMkIUIK/8G+i3337jwoULqFQqVqxYQbdu3V6pfrdu3dDR0aFbt25cuHCB9evX06VLl1cNQ4hXUtnBnrpu8otH5K/4u4n8FfOA0naOBXKYUwhRcLzyTgJbt24Fnm0n9KrJWaYuXbrQtGlTALZs2fJabQghhBBCvK9eOUELDw9HpVK90rBmdry8vFCr1YSHh79RO0IIIYQQ75tXTtBu374NgJOT0xvduHLlyhrtCSGEEEKIZ145QUtLSwNAV1f3jW5crFgxAJ4+ffpG7QghhBBCvG9eOUErVaoUANevX3+jG2fWL1my5Bu1I4QQQgjxvnnlBK1KlSoA/P77729048zJBlWrVn2jdj4EYWFhVK9enWLFitGuXbv8DidbKpWKzZs357m8v78/tWrVemvxCCGEEIXZKydon376KWq1ml9//ZWzZ8++1k3PnDnDr7/+ikqlem/25gwNDUWlUilH6dKl6dixI1euXHnjtkeNGkWtWrW4evUqQUFBbx7sWxAfH0+rVq1eu763t3eBTT6FEEKId+2VE7SePXtSokQJnj59Stu2bYmNjX2l+leuXOGzzz7j6dOnWFhY0LNnz1cNoUCLjo7mn3/+Yf369Zw/f562bduSnp6epZxarc7z+3exsbE0bdqUcuXKYW5uruWItcPKygo9Pb38DkMIIYR4L7xygmZqasrkyZNRq9XcuHEDFxcXZs6cyaNHj3Kt9+jRI2bNmoWLiwtxcXGoVCp++OEHTE1NXzv4gqhUqVJYW1vTsGFDJkyYwIULF7h8+bLSw7Zjxw5q166Nnp4ehw4dIiUlhREjRlCqVCn09fX5+OOPlaVHrl27hkql4u7du/Tt2xeVSpVtD1pqaio+Pj5YW1ujr69P+fLlCQwMVK6rVCoWLVpEq1atMDAwoEKFCvz2228abdy4cYMuXbpgbm6OhYUFn3/+OdeuXdMos3z5cqpWrYqenh7W1tb4+Pho3OP5Ic6vv/4aR0dHDA0NqVChAuPHj1cmmLzI39+f4OBgtmzZovRAhoaG0rRpU417APz777/o6uqyb9++vPznEEIIIQql19rLZsCAAURHRzNr1iweP37M2LFj+e677/Dw8MDV1RUrKytls/Rbt25x6tQp/vrrL/777z9lY/Uvv/ySgQMHavVhChoDAwPgWQKV6ZtvvmHGjBlUqFCB4sWLM3bsWDZs2EBwcDDly5dn2rRpeHp6cvnyZWxsbIiPj8fJyYmJEyfStWvXbPeVnDdvHlu3bmXdunXY2tpy48YNbty4oVFm/PjxTJkyhblz57Jq1Sq6devG2bNncXZ2Ji0tDU9PT9zd3Tl48CBFixbl+++/p2XLlpw5cwZdXV0WLVrEqFGjmDJlCq1ateLhw4eEhYXl+OwmJiYEBQVRpkwZzp49y4ABAzAxMWHs2LFZyvr6+hIVFUViYiIrVqwAwMLCgv79++Pj48PMmTOV3rlffvmFsmXLKgsdvyglJUXZIxaebfUkhBBCFDavvdlgZpLh6+vLkydPSE5OZvfu3ezevTvb8pmJmZ6eHtOnT8/SM/K+iY+PZ8aMGZQtWxYnJycOHz4MwMSJE2nRogUAjx8/ZtGiRQQFBSnvby1ZsoQ9e/awbNkyxowZg5WVFSqVCjMzM6ysrLK9V1xcHA4ODnz88ceoVCrKly+fpUznzp3p378/AJMmTVI2r1+4cCFr164lIyODpUuXKvuirlixAnNzc0JDQ/nkk0/4/vvvGT16NF9++aXSZp06dXJ8/nHjxik/29nZ4evrS0hISLYJmrGxMQYGBqSkpGg8Y4cOHfDx8WHLli3KdmBBQUF4e3vnuH9rYGAgAQEBOcYlhBBCFAavPMT5vKFDh3Lx4kW+/PJLLCwsUKvVOR4WFhaMHDmSixcvvtfJWbly5TAyMqJMmTI8fvyYDRs2aKwZ5+bmpvwcGxtLWloaDRo0UM4VK1aMunXrEhUVlW37gwcPxtjYWDng2Qv2kZGRODk5MWLEiGyTZHd39yyfM+9x+vRpLl++jImJidKuhYUFT548ITY2loSEBP755x+aNWuW5+9h7dq1NGjQQOlNHTduHHFxcXmuD6Cvr0+vXr1Yvnw5ACdPnuTcuXN4e3vnWMfPz4+HDx8qx4s9iUIIIURh8No9aJlsbW2ZPXs2s2fP5vz585w+fZo7d+7w6NEjTExMsLS0pEaNGlSrVk0b8RZ4Bw8exNTUlFKlSmFiYpLlupGR0Ru1P3HiRHx9fTXOubq6cvXqVXbs2MHevXvp0qULzZs3z/KeWU6SkpKoXbs2q1evznKtZMmS6Oi8Wh5/5MgRvLy8CAgIwNPTEzMzM0JCQpg5c+YrtQPQv39/atWqxc2bN1mxYgVNmzbNtocwk56enkxWEEIIUei9cYL2vKpVq37w65rZ29vneaZlxYoV0dXVJSwsTEk60tLSCA8PZ+TIkdnWKVWqlLJY8PNMTU3p2rUrXbt2pVOnTrRs2ZJ79+5hYWEBwNGjR+ndu7dS/ujRo7i4uADPEry1a9dSqlSpHCdt2NnZsW/fPpo0afLS5zp8+DDly5fn22+/Vc69bGFjXV3dbGe7Vq9eHTc3N5YsWcKaNWtYsGDBS+8vhBBCFHZaTdDEqzEyMmLIkCGMGTMGCwsLbG1tmTZtGsnJyfTr1y/P7cyaNQtra2tcXFzQ0dFh/fr1WFlZaSSK69evx83NjY8//pjVq1dz/Phxli1bBjzbuH769Ol8/vnnTJw4kXLlynH9+nU2btzI2LFjKVeuHP7+/gwePJhSpUrRqlUrHj16RFhYGMOHD88Sj4ODA3FxcYSEhFCnTh22bdvGpk2bcn0GOzs7du3aRXR0NCVKlMDMzEzZDixzsoCRkRHt27fP8/cihBBCFFZv9A6aeHNTpkyhY8eO9OrVC1dXVy5fvsyuXbsoXrx4ntswMTFh2rRpuLm5UadOHa5du8b27ds1hiYDAgIICQmhRo0arFy5kl9//VXZFcLQ0JC//voLW1tbOnTogLOzM/369ePJkydKj1qfPn2YM2cOCxcupGrVqrRp04aYmJhs4/nss8/46quv8PHxoVatWhw+fJjx48fn+gwDBgzAyckJNzc3SpYsqTFDtHv37hQtWpTu3bujr6+f5+9FCCGEKKxU6szpleK9pVKp2LRpU6Fdqf/atWtUrFiR8PBwXF1dX6luYmIiZmZmdBs4jLpur1ZXCG2Lv5vIz3+EM3DgQKytrfM7HMXNmPPMGtaBiIiIV/5/TAjxdsgQpyiw0tLSuHv3LuPGjaN+/fryi0MIIcQHQ4Y4RYEVFhaGtbU14eHhLF68OL/DEUIIId4Z6UH7ABTWUezGjRsX2tiFEEKINyE9aEIIIYQQBYwkaEIIIYQQBYwMcYoPwsmISP6OT3jjdnSLFkG/WBEtRPSMnoEBxibZLw4s3j/3k56QnnSP29cukZ50L7/DUdyOi83vEIQQL5BlNsR7LXOZDSFE7gwMDbkYFYWtrW1+hyKEQHrQxAeimscnlLGxeaM2Hj9J43RsAm5ubpjksCXWq3h4+yZ/rZnHpEmTsLe3f+P2ROFgbm5eoNZAy2RpaSnJmRAFiCRo4oNQzdnhjReqjb+byLnb4dRp2Fwrv2BvxpznrzXzaN26tazxJoQQQoNMEhBCCCGEKGAkQRNCCCGEKGAkQRNCCCGEKGAkQRNCCCGEKGAkQRNCCCGEKGAkQXvPXbt2DZVKRWRkZH6HIoQQQog8kgQtF6GhoahUKuUoXbo0HTt25MqVK1pp98GDB9oJ9P/z9vamXbt2GudsbGyIj4+nWrVqWr2XEEIIId4eSdDyIDo6mn/++Yf169dz/vx52rZtS3p6epZyarWap0+f5kOEOStSpAhWVlYULVq4lrxLS0vL7xCEEEKIfCMJWh6UKlUKa2trGjZsyIQJE7hw4QKXL19WesJ27NhB7dq10dPT49ChQ6SkpDBixAhKlSqFvr4+H3/8MeHh4cCzIccmTZoAULx4cVQqFd7e3gBkZGQQGBiIvb09BgYG1KxZk99++00jlvPnz9OmTRtMTU0xMTHBw8OD2NhY/P39CQ4OZsuWLUqPX2hoqMYQZ0ZGBuXKlWPRokUabZ46dQodHR2uX78OwIMHD+jfvz8lS5bE1NSUpk2bcvr06Vy/o9DQUOrWrYuRkRHm5uY0aNBAaQ9gy5YtuLq6oq+vT4UKFQgICNBIZlUqFYsWLeKzzz7DyMiISZMm5SlWIYQQ4n1UuLpVCgADAwMAUlNTlXPffPMNM2bMoEKFChQvXpyxY8eyYcMGgoODKV++PNOmTcPT05PLly9jY2PDhg0b6NixI9HR0ZiamiptBgYG8ssvv7B48WIcHBz466+/6NmzJyVLlqRRo0b8/fffNGzYkMaNG/Pnn39iampKWFgYT58+xdfXl6ioKBITE1mxYgUAFhYW/PPPP0qcOjo6dO/enTVr1jBkyBDl/OrVq2nQoAHly5cHoHPnzhgYGLBjxw7MzMz46aefaNasGZcuXcLCwiLLd/L06VPatWvHgAED+PXXX0lNTeX48eOoVCoADh48SO/evZk3b56SUA4cOBCA7777TmnH39+fKVOmMGfOHIoWLcp///330lhflJKSQkpKivI5MTExL/9ZhRBCiAJFErRXEB8fz4wZMyhbtixOTk4cPnwYgIkTJ9KiRQsAHj9+zKJFiwgKCqJVq1YALFmyhD179rBs2TLGjBmjJDmlSpXC3NwceJZYTJ48mb179+Lu7g5AhQoVOHToED/99BONGjXixx9/xMzMjJCQEIoVKwaAo6OjEp+BgQEpKSlYWVnl+AxeXl7MnDmTuLg4bG1tycjIICQkhHHjxgFw6NAhjh8/TkJCAnp6egDMmDGDzZs389tvvymJ1fMSExN5+PAhbdq0oWLFigA4Ozsr1wMCAvjmm2/o06eP8lyTJk1i7NixGglajx49+OKLL/Ica3YCAwMJCAjI8boQQghRGMgQZx6UK1cOIyMjypQpw+PHj9mwYQO6urrKdTc3N+Xn2NhY0tLSaNCggXKuWLFi1K1bl6ioqBzvcfnyZZKTk2nRogXGxsbKsXLlSmJjYwGIjIzEw8NDSc5eR61atXB2dmbNmjUAHDhwgISEBDp37gzA6dOnSUpKokSJEhpxXL16ldjYWOLi4jTOT548GQsLC7y9vfH09KRt27bMnTuX+Ph45Z6nT59m4sSJGvUGDBhAfHw8ycnJ2X6PeYk1O35+fjx8+FA5bty48drflRBCCJFfpActDw4ePIipqSmlSpXCxMQky3UjI6M3vkdSUhIA27Zto2zZshrXMnuyModC35SXlxdr1qzhm2++Yc2aNbRs2ZISJUoocVhbWxMaGpqlnrm5Oebm5hpLdmT2Bq5YsYIRI0awc+dO1q5dy7hx49izZw/169cnKSmJgIAAOnTokKVNfX195efsvsfcYs2Onp6e8n0JIYQQhZUkaHlgb2+vDEW+TMWKFdHV1SUsLEx5TyotLY3w8HBGjhwJoPS+PT8TtEqVKujp6REXF0ejRo2ybbtGjRoEBweTlpaWbS+arq5utrNLX9SjRw/GjRtHREQEv/32G4sXL1auubq6cuvWLYoWLYqdnV229StVqpTteRcXF1xcXPDz88Pd3Z01a9ZQv359XF1diY6OzrHe68YqhBBCvK9kiFPLjIyMGDJkCGPGjGHnzp1cuHCBAQMGkJycTL9+/QAoX748KpWKP/74g3///ZekpCRMTEzw9fXlq6++Ijg4mNjYWE6ePMn8+fMJDg4GwMfHh8TERLp168aJEyeIiYlh1apVREdHA2BnZ8eZM2eIjo7mzp07OS5VYWdnx0cffUS/fv1IT0/ns88+U641b94cd3d32rVrx+7du7l27RqHDx/m22+/5cSJE9m2d/XqVfz8/Dhy5AjXr19n9+7dxMTEKO+hTZgwgZUrVxIQEMD58+eJiop66btkeYlVCCGEeF9JgvYWTJkyhY4dO9KrVy9cXV25fPkyu3btonjx4gCULVtWeXG+dOnS+Pj4ADBp0iTGjx9PYGAgzs7OtGzZkm3btmFvbw9AiRIl+PPPP0lKSqJRo0bUrl2bJUuWKL1pAwYMwMnJCTc3N0qWLElYWFiOMXp5eXH69Gnat2+vMXSqUqnYvn07DRs25IsvvsDR0ZFu3bpx/fp1SpcunW1bhoaGXLx4kY4dO+Lo6MjAgQMZNmwYgwYNAsDT05M//viD3bt3U6dOHerXr8/s2bNznImZ11iFEEKI95VKrVar8zsIId6WxMREzMzM6DZwGHXdXN+orfi7ifz8RzgDBw7E2tr6jWO7GXOeWcM6EBERgavrm8UmhBDi/SI9aEIIIYQQBYwkaEIIIYQQBYwkaEIIIYQQBYwkaEIIIYQQBYwkaEIIIYQQBYwsVCs+CCcjIvk7PuGN2kh+kkpqQgJHd23ENJsdJV7Vw3+fbYe1ffv2XLcBK8jMzc21MqNViEyWlpbY2trmdxhC5DtZZkO81zKX2RBCFA4GhoZcjIqSJE188KQHTXwQqnl8Qhkbmzdup4hOEYoW1d7/NnrFimKoVzj/N7yf9IT9p67QoUMHLC0t8zsc8R64HRfL6qljuHPnjiRo4oNXOH8zCPGKqjk7vPFCtUJT/N1E/op5QGk7RxnmFEIILZNJAkIIIYQQBYwkaEIIIYQQBYwkaEIIIYQQBYwkaEIIIYQQBYwkaEIIIYQQBYwkaOKdU6lUbN68Ob/DEEIIIQosSdDEK1myZAk1a9bE2NgYc3NzXFxcCAwMzO+whBBCiPeKrIMm8mz58uWMHDmSefPm0ahRI1JSUjhz5gznzp3L79CEEEKI94r0oIk827p1K126dKFfv35UqlSJqlWr0r17d3744QelTHh4OC1atMDS0hIzMzMaNWrEyZMnc233xo0bdOnSBXNzcywsLPj888+5du2acj00NJS6detiZGSEubk5DRo04Pr162/rMYUQQoh8JwmayDMrKyuOHj2aa3L06NEj+vTpw6FDhzh69CgODg60bt2aR48eZVs+LS0NT09PTExMOHjwIGFhYRgbG9OyZUtSU1N5+vQp7dq1o1GjRpw5c4YjR44wcOBAVCpVtu2lpKSQmJiocQghhBCFjQxxijz77rvv6NChA3Z2djg6OuLu7k7r1q3p1KkTOjrPcv2mTZtq1Pn5558xNzfnwIEDtGnTJkuba9euJSMjg6VLlypJ14oVKzA3Nyc0NBQ3NzcePnxImzZtqFixIgDOzs45xhgYGEhAQIC2HlkIIYTIF9KDJvLM2tqaI0eOcPbsWb788kuePn1Knz59aNmyJRkZGQDcvn2bAQMG4ODggJmZGaampiQlJREXF5dtm6dPn+by5cuYmJhgbGyMsbExFhYWPHnyhNjYWCwsLPD29sbT05O2bdsyd+5c4uPjc4zRz8+Phw8fKseNGzfeynchhBBCvE3SgyZeWbVq1ahWrRpDhw5l8ODBeHh4cODAAZo0aUKfPn24e/cuc+fOpXz58ujp6eHu7k5qamq2bSUlJVG7dm1Wr16d5VrJkiWBZz1qI0aMYOfOnaxdu5Zx48axZ88e6tevn6WOnp4eenp62n1gIYQQ4h2TBE28kSpVqgDw+PFjAMLCwli4cCGtW7cGnk0AuHPnTo71XV1dWbt2LaVKlcLU1DTHci4uLri4uODn54e7uztr1qzJNkETQggh3gcyxCnybMiQIUyaNImwsDCuX7/O0aNH6d27NyVLlsTd3R0ABwcHVq1aRVRUFMeOHcPLywsDA4Mc2/Ty8sLS0pLPP/+cgwcPcvXqVUJDQxkxYgQ3b97k6tWr+Pn5ceTIEa5fv87u3buJiYnJ9T00IYQQorCTBE3kWfPmzTl69CidO3fG0dGRjh07oq+vz759+yhRogQAy5Yt4/79+7i6utKrVy9GjBhBqVKlcmzT0NCQv/76C1tbWzp06ICzszP9+vXjyZMnmJqaYmhoyMWLF+nYsSOOjo4MHDiQYcOGMWjQoHf12EIIIcQ7J0OcIs86duxIx44dcy3j4uJCeHi4xrlOnTppfFar1RqfraysCA4OzrY9U1NTNm3a9BrRCiGEEIWX9KAJIYQQQhQwkqAJIYQQQhQwkqAJIYQQQhQwkqAJIYQQQhQwkqAJIYQQQhQwMotTfBBORkTyd3zCW2tft2gR9IsVeWvtv4yegQHGJjkv9Ps23E96QnrSPW5fu0R60r13em/xfrodF5vfIQhRYKjUL655IMR7JDExETMzs/wOQwiRRwaGhlyMisLW1ja/QxEiX0kPmvggVPP4hDI2Nm+l7cdP0jgdm4CbmxsmuWxX9bY8vH2Tv9bMY9KkSdjb27/Te5ubm2Ntbf1O7yneb5aWlpKcCYEkaOIDUc3Zgbpurm+l7fi7iZy7HU6dhs3zJVm5GXOev9bMo3Xr1ri6vp1nFEII8W7JJAEhhBBCiAJGEjQhhBBCiAJGEjQhhBBCiAJGEjQhhBBCiAJGEjQhhBBCiAJGErRC6Nq1a6hUKiIjI/M7FCGEEEK8BZKgvSXe3t6oVKocDzs7u/wOsdDx9vamXbt2+R2GEEII8dZJgvaWzJ07l/j4eOUAWLFihfI5PDw8nyMsPNLT08nIyMjvMIQQQoh3RhK0t8TMzAwrKyvlgGerrmd+vn37Nq1atcLY2JjSpUvTq1cv7ty5o9TPyMhg2rRpVKpUCT09PWxtbfnhhx807nHlyhWaNGmCoaEhNWvW5MiRI7nGdPr0aZo0aYKJiQmmpqbUrl2bEydOAODv70+tWrU0ys+ZM0ejpy+zBysgIICSJUtiamrK4MGDSU1NVco0btwYHx8ffHx8MDMzw9LSkvHjx/P8jmL379+nd+/eFC9eHENDQ1q1akVMTIxyPSgoCHNzc7Zu3UqVKlXQ09Ojb9++BAcHs2XLFqUXMjQ0NE//LYQQQojCRhK0fPDgwQOaNm2Ki4sLJ06cYOfOndy+fZsuXbooZfz8/JgyZQrjx4/nwoULrFmzhtKlS2u08+233+Lr60tkZCSOjo50796dp0+f5nhfLy8vypUrR3h4OBEREXzzzTcUK1bslWLft28fUVFRhIaG8uuvv7Jx40YCAgI0ygQHB1O0aFGOHz/O3LlzmTVrFkuXLlWue3t7c+LECbZu3cqRI0dQq9W0bt2atLQ0pUxycjJTp05l6dKlnD9/nnnz5tGlSxdatmyp9EJ+9NFHWeJLSUkhMTFR4xBCCCEKG9nqKR8sWLAAFxcXJk+erJxbvnw5NjY2XLp0CWtra+bOncuCBQvo06cPABUrVuTjjz/WaMfX15dPP/0UgICAAKpWrcrly5epXLlytveNi4tjzJgxynUHB4dXjl1XV5fly5djaGhI1apVmThxImPGjGHSpEno6DzL921sbJg9ezYqlQonJyfOnj3L7NmzGTBgADExMWzdupWwsDAlwVq9ejU2NjZs3ryZzp07A5CWlsbChQupWbOmcm8DAwNSUlKUHsnsBAYGZkkYhRBCiMJGetDywenTp9m/fz/GxsbKkZk0xcbGEhUVRUpKCs2aNcu1nRo1aig/Z+4BmZCQAKDR9uDBgwEYNWoU/fv3p3nz5kyZMoXY2NhXjr1mzZoYGhoqn93d3UlKSuLGjRvKufr166NSqTTKxMTEkJ6eTlRUFEWLFqVevXrK9RIlSuDk5ERUVJRyTldXV+P58srPz4+HDx8qx/NxCSGEEIWF9KDlg6SkJNq2bcvUqVOzXLO2tubKlSt5auf54cnMhCjzZfrnl+AwNTUFnr1n1qNHD7Zt28aOHTv47rvvCAkJoX379ujo6Gi8JwZoDDm+awYGBhpJXl7p6emhp6f3FiISQggh3h3pQcsHrq6unD9/Hjs7OypVqqRxGBkZ4eDggIGBAfv27XvtezzfZqlSpZTzjo6OfPXVV+zevZsOHTqwYsUKAP5fe/ceVVWZ/w/8fUDOAYIDKCCgIAhIqAgpaHhBCxLJ8pal5Hgp0lRY2YhKpobazMhEWYxjjWZJTSWZo+Z4S1PRJEAkLpEMClGkgjcCvCDX5/sHP/bPHRexOJwNvl9r7bXOOc/z7P3eu7Pw03P2xcbGBiUlJbIirbn7rGVlZaGyslJ6n5KSAjMzMzg6OkqfpaamysakpKTA3d0dhoaG8PT0RG1trazPtWvXkJeXh/79+7e6T2q1GnV1dW07AERERJ0YCzQ9CA8PR2lpKUJDQ5GWloaCggJ89dVXeO6551BXVwdjY2NERUVh2bJl+Pjjj1FQUICUlBR88MEHv3ublZWViIiIQGJiIn7++WckJSUhLS0Nnp6eABquvrxy5QreeOMNFBQUYOPGjThw4ECT9VRXVyMsLAxnzpzB/v37ER0djYiICOn8M6DhXLfFixcjLy8P27Ztw4YNG7Bo0SIADee9TZw4EXPnzsXJkyeRlZWFP/3pT+jVqxcmTpzY6j44OzsjOzsbeXl5uHr1ql5n+IiIiHSJBZoeODg4ICkpCXV1dRg7diy8vLzw8ssvw9LSUip0Vq1ahcjISLz22mvw9PTEtGnTpPPLfg9DQ0Ncu3YNs2bNQr9+/fDMM88gJCREOqHe09MT7777LjZu3Ahvb2+cOnUKS5YsabKewMBAuLu7IyAgANOmTcOECROwevVqWZ9Zs2ahsrISQ4cORXh4OBYtWoR58+ZJ7Vu3bsWQIUPwxBNPwN/fH0II7N+//65XlM6dOxceHh7w9fWFjY0NkpKSfvfxICIiUjKV+O2JR0QtmDNnDsrKyrB79+4W+4wZMwY+Pj545513OixXayoqKmBhYYHp88Ix1HewTrZRfK0Cm/emYd68edLFGh3p/LkfsD58CtLT0zF4sG72kYiIOhZn0IiIiIgUhgUaERERkcLwNhvUZvHx8Xftw8cvERER/XGcQSMiIiJSGM6g0X3hu/RMXCj+/VfBtubW7WpUX76MlK92QmtuDo1GAxMTE51sqzmlJecBQPYkhq7G2toaTk5O+o5BRNRheBUndWmNV3FS52Ziaor/5eaySCOi+wZn0Oi+MHDUWDjc8bSD9mZoYIhu3brh+q0qnM67gEcefRRWlpY6295vGRsbw8zMrMO215EuFRXg078vxdWrV1mgEdF9gwUa3RcGerrr7D5odyq+VoGMC5V40GeoXu6JRkREXQMvEiAiIiJSGBZoRERERArDAo2IiIhIYVigERERESkMCzQiIiIihWGBRkRERKQwLNCowzg7O+Odd97RdwwiIiLF65IF2pw5c6BSqVpcnJ2d9R2x3a1evRo+Pj76jtGqtLQ0zJs3T98xiIiIFK9LFmhxcXEoLi6WFgDYunWr9D4tLU3Wv7q6Wh8x24UQArW1tfqO0SY2NjYwNTXVdwwiIiLF65IFmoWFBezs7KQFACwtLaX3fn5+eP311zFr1ixotVppVicqKgr9+vWDqakp+vbti1WrVqGmpkZab+Ms1b///W84OzvDwsIC06dPx/Xr16U+O3bsgJeXF0xMTNCjRw8EBQXh5s2bABpm9iZNmoQ1a9bAxsYGWq0W8+fPlxWIVVVVeOmll2BrawtjY2OMHDlSVlAmJiZCpVLhwIEDGDJkCDQaDT755BOsWbMGWVlZ0ixhfHx8s8fmp59+gkqlwvbt2zFq1CiYmJjAz88PZ8+eRVpaGnx9fWFmZoaQkBBcuXJFGldfX4+1a9eid+/e0Gg08PHxwcGDB6X24cOHIyoqSratK1euwMjICCdOnADQ9CdOlUqFLVu2YPLkyTA1NYW7uzv27NkjW8eePXvg7u4OY2NjPPLII/joo4+gUqlQVlbW7P5VVVWhoqJCthAREXU2XbJAa4s333wT3t7eyMjIwKpVqwAA5ubmiI+Px5kzZxAXF4f3338fb7/9tmxcQUEBdu/ejb1792Lv3r04fvw4YmJiAADFxcUIDQ3F888/j9zcXCQmJmLKlCm483n0R44ckdq2bduGnTt3Ys2aNVL7smXL8J///AcfffQRvvvuO7i5uSE4OBilpaWyHK+88gpiYmKQm5uLxx57DJGRkRgwYIA0Szht2rRW9z86OhorV67Ed999h27duuHZZ5/FsmXLEBcXh2+++Qb5+fl47bXXpP5xcXF466238OabbyI7OxvBwcGYMGECzp07BwCYMWMGEhISZPv6+eefw8HBAaNGjWoxx5o1a/DMM88gOzsbjz/+OGbMmCHta2FhIaZOnYpJkyYhKysLL774IlasWNHqfq1btw4WFhbS4qjD528SERHpyn1boD366KOIjIyEq6srXF1dAQArV67E8OHD4ezsjCeffBJLlizB9u3bZePq6+sRHx+PgQMHYtSoUZg5cyaOHDkCoKFAq62txZQpU+Ds7AwvLy8sXLhQ9hBrtVqNDz/8EAMGDMD48eOxdu1a/OMf/0B9fT1u3ryJ9957D7GxsQgJCUH//v3x/vvvw8TEBB988IEsx9q1a/HYY4/B1dUVvXr1gpmZGbp16ybNEpqYmLS6/0uWLEFwcDA8PT2xaNEipKenY9WqVRgxYgQeeughhIWF4dixY1L/N998E1FRUZg+fTo8PDzw97//HT4+PtKM2DPPPIOLFy/i5MmT0pjPPvsMoaGhUKlULeaYM2cOQkND4ebmhr/97W+4ceMGTp06BQDYtGkTPDw8EBsbCw8PD0yfPh1z5sxpdb+WL1+O8vJyafnll19a7U9ERKRE922B5uvr2+Szzz//HCNGjICdnR3MzMywcuVKFBUVyfo4OzvD3Nxcem9vb4/Lly8DALy9vREYGAgvLy88/fTTeP/99/Hrr7/Kxnt7e8vOw/L398eNGzfwyy+/oKCgADU1NRgxYoTUbmRkhKFDhyI3N/eu+X9r/vz5MDMzk5Y7DRo0SHrds2dPAICXl5fss8b9qqiowMWLF2W5AGDEiBFSLhsbG4wdOxaffvopgIbZr+TkZMyYMaPVjHfmeOCBB6DVaqXt5uXlwc/PT9Z/6NChra5Po9FAq9XKFiIios7mvi3QHnjgAdn7xmLi8ccfx969e5GRkYEVK1Y0uYDAyMhI9l6lUqG+vh4AYGhoiMOHD+PAgQPo378/NmzYAA8PDxQWFuo8f3PWrl2LzMxMabnTnfvROMP1288a96utZsyYgR07dqCmpgafffYZvLy8ZEVfc1o7nkRERPer+7ZA+61vv/0Wffr0wYoVK+Dr6wt3d3f8/PPP97welUqFESNGYM2aNcjIyIBarcauXbuk9qysLFRWVkrvU1JSYGZmBkdHR7i6ukKtViMpKUlqr6mpQVpaGvr379/qdtVqNerq6mSf2draws3NTVp+L61WCwcHB1kuAEhKSpLlmjhxIm7fvo2DBw/is88+u+vs2d14eHjg9OnTss9+ewUuERFRV9RN3wGUwt3dHUVFRUhISICfnx/27dsnK6zaIjU1FUeOHMHYsWNha2uL1NRUXLlyBZ6enlKf6upqhIWFYeXKlfjpp58QHR2NiIgIGBgY4IEHHsCCBQuwdOlSdO/eHU5OTnjjjTdw69YthIWFtbptZ2dnFBYWIjMzE71794a5uTk0Gs3vOhbNWbp0KaKjo+Hq6gofHx9s3boVmZmZ0k+aQMOs3qRJk7Bq1Srk5uYiNDT0D23zxRdfxPr16xEVFYWwsDBkZmZKV6e2dl4bERFRZ8cC7f+ZMGEC/vznPyMiIgJVVVUYP348Vq1ahdWrV7d5HVqtFidOnMA777yDiooK9OnTB2+99RZCQkKkPoGBgXB3d0dAQACqqqoQGhoq20ZMTAzq6+sxc+ZMXL9+Hb6+vvjqq69gZWXV6rafeuop7Ny5E4888gjKysqwdevWu55Qfy9eeukllJeXIzIyEpcvX0b//v2lW2DcqfFn4oCAADg5Of2hbbq4uGDHjh2IjIxEXFwc/P39sWLFCixYsKBdi08iIiKlUYk774tAOjVnzhyUlZVh9+7d+o7Saf31r3/Fv/71rzZfnVlRUdFwv7p54RjqO1jH6YDiaxXYvLfhiQn29vY639794Py5H7A+fArS09MxeLDu/xsSESkBZ9BI0d599134+fmhR48eSEpKQmxsLCIiIvQdi4iISKdYoJGinTt3Dn/5y19QWloKJycnREZGYvny5fqORUREpFMs0DpQS49fopa9/fbbTZ7mQERE1NXxNhtERERECsMZNLovFBVdgFqt+ys/f71xG3U3SnHpp7Oou1F69wF0V5eKCvQdgYiow/EqTurSGq/ipM7NxNQU/8vN/cO3biEi6iw4g0b3hc2bN8uegapLlpaWvMVGO7O2tmZxRkT3Fc6gUZfWOINWXl7OB6cTEVGnwYsEiIiIiBSGBRoRERGRwrBAIyIiIlIYFmhERERECsMCjYiIiEhhWKARERERKQwLNCIiIiKFYYFGREREpDAs0IiIiIgUhgUaERERkcKwQCMiIiJSGBZoRERERArDAo2IiIhIYVigERERESkMCzQiIiIihWGBRkRERKQw3fQdgEiXhBAAgIqKCj0nISK6d+bm5lCpVPqOQXrAAo26tGvXrgEAHB0d9ZyEiOjelZeXQ6vV6jsG6QELNOrSunfvDgAoKiqChYWFntPcXUVFBRwdHfHLL790ij/KnS0v0PkyM69uKT2vubm5viOQnrBAoy7NwKDhNEsLCwtF/vFtiVarZV4d62yZmVe3Olte6vp4kQARERGRwrBAIyIiIlIYFmjUpWk0GkRHR0Oj0eg7Spswr+51tszMq1udLS/dP1Si8T4ERERERKQInEEjIiIiUhgWaEREREQKwwKNiIiISGFYoBEREREpDAs06rI2btwIZ2dnGBsbY9iwYTh16pRecqxevRoqlUq2PPjgg1L77du3ER4ejh49esDMzAxPPfUULl26JFtHUVERxo8fD1NTU9ja2mLp0qWora1tl3wnTpzAk08+CQcHB6hUKuzevVvWLoTAa6+9Bnt7e5iYmCAoKAjnzp2T9SktLcWMGTOg1WphaWmJsLAw3LhxQ9YnOzsbo0aNgrGxMRwdHfHGG2/oLPOcOXOaHPNx48bpJfO6devg5+cHc3Nz2NraYtKkScjLy5P1aa/vQGJiIgYPHgyNRgM3NzfEx8ffc962Zh4zZkyTYzx//ny9ZH7vvfcwaNAg6Waz/v7+OHDggNSutONL1CaCqAtKSEgQarVafPjhh+KHH34Qc+fOFZaWluLSpUsdniU6OloMGDBAFBcXS8uVK1ek9vnz5wtHR0dx5MgRcfr0afHwww+L4cOHS+21tbVi4MCBIigoSGRkZIj9+/cLa2trsXz58nbJt3//frFixQqxc+dOAUDs2rVL1h4TEyMsLCzE7t27RVZWlpgwYYJwcXERlZWVUp9x48YJb29vkZKSIr755hvh5uYmQkNDpfby8nLRs2dPMWPGDJGTkyO2bdsmTExMxKZNm3SSefbs2WLcuHGyY15aWirr01GZg4ODxdatW0VOTo7IzMwUjz/+uHBychI3btyQ+rTHd+DHH38UpqamYvHixeLMmTNiw4YNwtDQUBw8ePCe8rY18+jRo8XcuXNlx7i8vFwvmffs2SP27dsnzp49K/Ly8sSrr74qjIyMRE5OjiKPL1FbsECjLmno0KEiPDxcel9XVyccHBzEunXrOjxLdHS08Pb2bratrKxMGBkZiS+++EL6LDc3VwAQycnJQoiGYsTAwECUlJRIfd577z2h1WpFVVVVu2b9bbFTX18v7OzsRGxsrCyzRqMR27ZtE0IIcebMGQFApKWlSX0OHDggVCqVuHDhghBCiHfffVdYWVnJ8kZFRQkPD492zyxEQ4E2ceLEFsfoM/Ply5cFAHH8+HEhRPt9B5YtWyYGDBgg29a0adNEcHDwH8rbXGYhGgq0RYsWtThG35mtrKzEli1bOsXxJWoOf+KkLqe6uhrp6ekICgqSPjMwMEBQUBCSk5P1kuncuXNwcHBA3759MWPGDBQVFQEA0tPTUVNTI8v64IMPwsnJScqanJwMLy8v9OzZU+oTHByMiooK/PDDDzrNXVhYiJKSElk+CwsLDBs2TJbP0tISvr6+Up+goCAYGBggNTVV6hMQEAC1Wi3bh7y8PPz66686yZ6YmAhbW1t4eHhgwYIFuHbtmtSmz8zl5eUAgO7duwNov+9AcnKybB2NfdrjO//bzI0+/fRTWFtbY+DAgVi+fDlu3boltekrc11dHRISEnDz5k34+/t3iuNL1Bw+LJ26nKtXr6Kurk72xxYAevbsif/9738dnmfYsGGIj4+Hh4cHiouLsWbNGowaNQo5OTkoKSmBWq2GpaVlk6wlJSUAgJKSkmb3pbFNlxrX39z278xna2sra+/WrRu6d+8u6+Pi4tJkHY1tVlZW7Zp73LhxmDJlClxcXFBQUIBXX30VISEhSE5OhqGhod4y19fX4+WXX8aIESMwcOBAaV3t8R1oqU9FRQUqKythYmJyz3lbygwAzz77LPr06QMHBwdkZ2cjKioKeXl52Llzp14yf//99/D398ft27dhZmaGXbt2oX///sjMzFT08SVqCQs0Ih0LCQmRXg8aNAjDhg1Dnz59sH37dv5R15Hp06dLr728vDBo0CC4uroiMTERgYGBessVHh6OnJwcnDx5Um8Z7lVLmefNmye99vLygr29PQIDA1FQUABXV9eOjgkPDw9kZmaivLwcO3bswOzZs3H8+PEOz0HUXvgTJ3U51tbWMDQ0bHKV1qVLl2BnZ6enVP+fpaUl+vXrh/z8fNjZ2aG6uhplZWWyPndmtbOza3ZfGtt0qXH9rR1LOzs7XL58WdZeW1uL0tJSRewDAPTt2xfW1tbIz8/XW+aIiAjs3bsXx44dQ+/evaXP2+s70FIfrVb7u/9HoKXMzRk2bBgAyI5xR2ZWq9Vwc3PDkCFDsG7dOnh7eyMuLk7Rx5eoNSzQqMtRq9UYMmQIjhw5In1WX1+PI0eOwN/fX4/JGty4cQMFBQWwt7fHkCFDYGRkJMual5eHoqIiKau/vz++//57WUFx+PBhaLVa9O/fX6dZXVxcYGdnJ8tXUVGB1NRUWb6ysjKkp6dLfY4ePYr6+nrpH21/f3+cOHECNTU1sn3w8PBo9583m3P+/Hlcu3YN9vb2HZ5ZCIGIiAjs2rULR48ebfKzaXt9B/z9/WXraOzze77zd8vcnMzMTACQHeOOzPxb9fX1qKqqUuTxJWoTfV+lQKQLCQkJQqPRiPj4eHHmzBkxb948YWlpKbtKq6NERkaKxMREUVhYKJKSkkRQUJCwtrYWly9fFkI03ALAyclJHD16VJw+fVr4+/sLf39/aXzjLQDGjh0rMjMzxcGDB4WNjU273Wbj+vXrIiMjQ2RkZAgAYv369SIjI0P8/PPPQoiG22xYWlqKL7/8UmRnZ4uJEyc2e5uNhx56SKSmpoqTJ08Kd3d32S0rysrKRM+ePcXMmTNFTk6OSEhIEKampr/7NhutZb5+/bpYsmSJSE5OFoWFheLrr78WgwcPFu7u7uL27dsdnnnBggXCwsJCJCYmym5JcevWLalPe3wHGm8DsXTpUpGbmys2btz4u28DcbfM+fn5Yu3ateL06dOisLBQfPnll6Jv374iICBAL5lfeeUVcfz4cVFYWCiys7PFK6+8IlQqlTh06JAijy9RW7BAoy5rw4YNwsnJSajVajF06FCRkpKilxzTpk0T9vb2Qq1Wi169eolp06aJ/Px8qb2yslIsXLhQWFlZCVNTUzF58mRRXFwsW8dPP/0kQkJChImJibC2thaRkZGipqamXfIdO3ZMAGiyzJ49WwjRcKuNVatWiZ49ewqNRiMCAwNFXl6ebB3Xrl0ToaGhwszMTGi1WvHcc8+J69evy/pkZWWJkSNHCo1GI3r16iViYmJ0kvnWrVti7NixwsbGRhgZGYk+ffqIuXPnNinOOypzczkBiK1bt0p92us7cOzYMeHj4yPUarXo27evbBvtmbmoqEgEBASI7t27C41GI9zc3MTSpUtl90HryMzPP/+86NOnj1Cr1cLGxkYEBgZKxZkQyju+RG2hEkKIjpuvIyIiIqK74TloRERERArDAo2IiIhIYVigERERESkMCzQiIiIihWGBRkRERKQwLNCIiIiIFIYFGhEREZHCsEAjIiIiUhgWaEREREQKwwKNiIiISGFYoBERdUIqlQoqlQqrV6/WdxQi0gEWaEREREQKwwKNiIiISGFYoBEREREpDAs0IuqUkpKS8MILL8DDwwNarRZqtRq9e/fGE088gY0bN6KsrKzZcf/9738xdepU9O7dGxqNBj169IC/vz9iYmJw48aNFre3evVq6byv1iQmJkr9EhMTm7SPGTMGKpUKY8aMAQBcuHABixcvhpubG0xMTNCjRw8EBwfjwIEDza7f2dlZlmHNmjXS9hqXOXPmtJqRiJSvm74DEBHdi8rKSoSFhWHbtm1N2i5cuIALFy5g3759uHLliuwE+tu3b+PZZ5/Frl27ZGNKS0uRkpKClJQUbNiwAfv27YOPj4+O96JBUlISJk2ahKtXr8pyHjp0CIcOHUJsbCyWLFnSIVmISFlYoBFRp1FfX4+JEyfi8OHDAAB3d3csXLgQvr6+MDU1RXFxMb799lts3769ydjZs2dLxZm3tzciIyPh6emJ0tJSJCQkID4+HhcvXkRgYCCys7PRq1cvne5LcXExJk2aBAMDA8TExGDkyJFQq9U4efIk1q5di7KyMixfvhwhISEYMGCANO7QoUOorq6Gl5cXAGDBggVYuHChbN1WVlY6zU5EuscCjYg6jX/+859ScTZ58mRs27YNGo1G1mf8+PF4/fXXUVxcLH22b98+qWgLDAzE/v37oVarpfaxY8fC398f8+bNQ2lpKRYvXozPP/9cp/ty9uxZ9OnTB0lJSbJi0M/PD35+fggICEBtbS02b96MuLg4qb1fv36y9dja2mLgwIE6zUpEHY/noBFRp1BfX4/Y2FgAQO/evfHxxx83Kc4aGRgYyIqejRs3AgCMjIywdetWWXHWaO7cuQgKCgIA7Ny5U1bg6cqGDRuanakbOXIkhg0bBgD45ptvdJ6DiJSHBRoRdQqZmZk4f/48gIZiyszMrE3jamtrcfz4cQANM2WOjo4t9p07d640prkT/NuTpaUlxo8f32L7kCFDAAA//vijTnMQkTKxQCOiTiEjI0N6PWrUqDaP+/HHH3Hr1i0AkGalWnJne05Ozj0mvDfu7u4wMGj5T3D37t0BANevX9dpDiJSJhZoRNQp3Hmlo729fZvHlZaWSq9tbW1b7WtnZ9fsOF0wNTVttb2xeKuvr9dpDiJSJhZoRHTfuNs9zIiIlIIFGhF1CtbW1tLrezmBv/GnQgC4dOlSq31LSkqaHQdA9nNka7NaN2/ebHM2IqKWsEAjok5h8ODB0usTJ060eVzfvn2lnxNTU1Nb7Xvq1Cnp9W9vXWFubi69/vXXX1tcx9mzZ9ucjYioJSzQiKhT8Pb2lq7A3LJlS6uPZbpTt27dMHr0aADA4cOHpStBm7NlyxZpTOOjmBq5uLhIr0+fPt3iOhISEtqU648yNjYGAFRVVXXI9oioY7FAI6JOwcDAAEuXLgUAnD9/HrNmzUJ1dXWzfevr63Hx4kXpfXh4OACguroaYWFhqKmpaTLmww8/xKFDhwAAU6ZMaXIhwvDhw9GtW8O9vd9++20IIZqsIzY2VjYLp0uN+QoKCjpke0TUsVigEVGnER4ejsceewwAsGvXLnh5eSEuLg5JSUnIyMjAgQMHEB0djQcffBCbN2+Wxo0fPx5PP/00gIZHJT388MP49NNPkZ6ejq+//hovvPACXnjhBQAN556tX7++ybZtbW2ldXz11VeYMGECDh48iIyMDHz55ZeYOnUqli1bhuHDh+v6MACAtJ09e/Zg06ZNyMnJQX5+PvLz83H58uUOyUBEOiSIiDqRmzdviqlTpwoArS7R0dGycZWVlWLy5MmtjnFwcBAZGRktbrukpES4u7u3OH769Oni66+/lt4fO3asyTpGjx4tAIjRo0e3up/R0dHSepqTkZEhNBpNszl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"text/plain": [ "<Figure size 604.125x500 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } - ] - }, - { - "cell_type": "markdown", + ], + "source": [ + "sns.displot(data=df,y='Occupation',hue='Income')\n", + "plt.xlabel('count', size = 20)\n", + "plt.ylabel('Occupation', size = 20)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NSYMHigPydnt" + }, "source": [ "We can also look at variables with (continuous) numerical values.\n", "These are binned and we use a histogram which allows us to examine the behaviour of the feature variable w.r.t. the target.\n", "If you look at the variable ```HoursPerWeek```, using 20 bins works quite well.\n", "Note the strong peak at 40 hours (default work week), so use a log-scale for the ```y```-axis." - ], - "metadata": { - "id": "NSYMHigPydnt" - } + ] }, { "cell_type": "code", - "source": [ - "g = sns.histplot(data=df, x='HoursPerWeek', hue='Income',bins=20)\n", - "g.set_yscale(\"log\")\n", - "plt.ylabel('count', size = 20)\n", - "plt.xlabel('Hours per week', size = 20)\n", - "plt.show()" - ], + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -840,22 +876,31 @@ "id": "pZXFiXjaygbj", "outputId": "b14c82c5-494c-49a5-880f-fd50042ce78d" }, - "execution_count": 10, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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cDgUHB3u6HQBAPdMtuo36XW7+2+XdISsrS126dNGNN96o+Ph4/eY3v5Gvr2+V+/j4+CgiIqLCdb/++qteffVVvfnmm7rmmmskSa+99pq6deumTz/9VIMGDSqz/Y8//qjrrrtOl1xyid599121aNHCnC9mAgZpAwDQRF166aXau3evLr30Uv3xj39UZGSkHnjgASUnJ1e6z7FjxxQVFaVOnTpp8uTJSk9Pd65LTk7WmTNnNHLkSOeyrl27Kjo6Wnv37i1T58iRIxo6dKi6d++uDz/8sF6FI4mABABAk9a/f38999xzOn78uF577TVlZGRo6NCh6tWrl5599lllZWU5tx04cKCWL1+uTZs26cUXX1RaWpquuuoq5eTkSJIyMzPl5+enkJCQMscIDw9XZmZmmWV33HGHLrvsMq1Zs0b+/v5u/541RUACAADy8fHR2LFjtWbNGqWlpSkiIkIzZszQggULnNuMHj1aEydOVO/evTVq1Ch9+OGHys7O1ttvv13j4/32t7/Vrl27tHbtWjO/hmkYgwQAAGQYhnbt2qXXX39da9asUatWrTR37lzdddddle4TEhKiyy+/XN98840kKSIiQkVFRcrOzi5zFSkrK6vcuKXHH39cvXv31u233y7DMDRp0iS3fK/aIiABANCEHT16VK+//rreeOMN2e123XzzzVq/fr2GDRsmi8VS5b65ubn69ttvNWXKFEnnbtf5+voqMTFREyZMkHRurFF6eroGDx5cbv85c+bIy8tLkydPlmEYuuWWW8z/grVEQAIAoIk6N3dTNw0fPlxPPPGEJkyYoObNm1e6/aOPPqqxY8fq0ksv1fHjxzVv3jx5e3vrtttukyQFBwfrrrvuUkJCgkJDQ9WyZUvdf//9Gjx4cLkn2Eo9/vjj8vb21uTJk1VSUuKs5WkEJAAATJSa/kuDOU5YWJjS0tKqPY/STz/9pNtuu03/+c9/1KZNG1155ZX69NNPy8yjtHjxYnl5eWnChAllJoqsyqxZs+Tl5aUpU6bIMAzdfvvtdfpeZiAg1RATRQIAKhIWFqbAwGb6/V9rPmC5tgIDmyksLKwO+wfWaJLJVatWXXCbgIAA59/KinTo0EGGYZRb/thjj+mxxx6rdi/uRkCqISaKBABUJDo6Wqmph3kXWyNBQAIAwCTR0dEElkaCeZAAAABcEJAAAABcEJAAAKiligYbw/PM+O+FMUgAnOx2u7xbZJheE2hsvL29JUlFRUVq1qyZh7uBq/z8fEmSr69vrWsQkAAoI+NcKFq7dq28W4SaWrs492SZYwCNgY+PjwIDA/XLL7/I19dXXl7ckKkPDMNQfn6+Tpw4oZCQEGeQrQ0CEgBlZ2dLkkb07aSuV3QxtfbhI8f0/uf/PQbQGFgsFkVGRiotLU0//PCDp9uBi5CQkHLvfqspAhIAp1YtAhTZuqWpNbNaBJhaD6gv/Pz81KVLFxUVFXm6FZzH19e3TleOShGQAACoJS8vLwUE8C8BjRE3TQEAAFwQkAAAAFwQkGrIZrOpe/fuiouL83QrAADATQhINWS1WnXo0CHt37/f060AAAA3ISABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICDVkM1mU/fu3RUXF+fpVgAAgJsQkGrIarXq0KFD2r9/v6dbAQAAbkJAAgAAcEFAAgAAcEFAAgAAcEFAAgAAcOHj6QYAoD5KT0+X3W43vW5YWJiio6NNrwvAXAQkAHCRnp6urt26qSA/3/TazQIDdTg1lZAE1HMEJABwYbfbVZCfr8kzFyo8urNpdbPSv9XKZ2bIbrcTkIB6joAEAJUIj+6sdl16eLoNAB5AQAJwUaSlpenAgQOm1mQ8DwB3ISABcKvcHIckac6cOZozZ46ptRnPA8BdCEgA3KqwoECSdPXtDyh26HDT6jKeB4A7EZBQ7/G4deMQHN6O8TwAGgwCEuo1Hrcuy11hMS0tzfSaANCQEZBQr/G49X+5MyyWyi8867baANCQEJDQIPC4tfvCoiTtS/xAu9cuU+EZAtL57Ha7vFtkmFoPQMNAQAIaGHeExSNfJJtar6HLyDgXitauXSvvFqGm1S3OPVmmPoD6i4AEAC6ys7MlSSP6dlLXK7qYVvfwkWN6//P/1gdQfxGQAKASrVoEKLJ1S9PqZbUIMK0WAPfy8nQDAAAA9Q1XkAA3cMfj+KmpqabWAwBUjoAEmMzdj+Pn5ua6pS4A4L8ISIDJ3PU4fuq+Hdq44jmdPn3atJoAgIoRkAA3Mftx/Kz0b02rBQCoWpMdpJ2dna3Y2Fj16dNHPXv21Msvv+zplgAAQD3RZK8gBQUFaefOnQoMDFReXp569uyp8ePHq3Xr1p5uDQAAeFiTvYLk7e2twMBASVJhYaEMw5BhGB7uCgAA1AcNNiDt3LlTY8eOVVRUlCwWi9avX19uG5vNpg4dOiggIEADBw7Uvn37yqzPzs5WTEyM2rVrpxkzZigsLOwidQ8AAOqzBhuQ8vLyFBMTI5vNVuH61atXKyEhQfPmzdOBAwcUExOjUaNG6cSJE85tQkJC9PnnnystLU1vvvmmsrKyKj1eYWGhHA5HmR8AANA4NdiANHr0aP3lL3/RuHHjKly/aNEi3X333Zo6daq6d++ul156SYGBgVq2bFm5bcPDwxUTE6Ndu3ZVerwFCxYoODjY+dO+fXvTvgsAAKhfGuUg7aKiIiUnJ2v27NnOZV5eXho5cqT27t0rScrKylJgYKCCgoL066+/aufOnbrvvvsqrTl79mwlJCQ4PzscDkJSI+CO2amZ8RoAGr5GGZDsdruKi4sVHh5eZnl4eLgOHz4sSfrhhx90zz33OAdn33///erVq1elNf39/eXv7+/WvnHxOE7+Ikn6/e9/77ZjMOM1ADRcjTIgVceAAQOUkpLi6TbgIQW558aQjfnj47qid39TazPjNQA0fI0yIIWFhcnb27vcoOusrCxFRETUqbbNZpPNZlNxcXGd6qB+aB11qamzXUvMeA0AjUGjDEh+fn7q37+/EhMTddNNN0mSSkpKlJiYqOnTp9epttVqldVqlcPhUHBwsAndAk1DjsOhjIwM0+rZ7XbTajUW6enpbjkvYWFhio6ONr0uUJ812ICUm5urb775xvk5LS1NKSkpCg0NVXR0tBISEhQfH6/Y2FgNGDBAS5YsUV5enqZOnerBroGm5/SZc1dbk5KSdPDwd6bVLc49KUmmhq6GLD09XV27dVNBfr7ptZsFBupwaiohCU1Kgw1ISUlJGjFihPNz6RNm8fHxWr58uW655Rb98ssvmjt3rjIzM9WnTx9t2rSp3MBtAO5VdPZcQIrp3FZD4vqaVvfwkWN6//NzE77i3BW1gvx8TZ65UOHRnU2rm5X+rVY+M0N2u52AhCalwQak4cOHX/DVINOnT6/zLTUA5mge4KvI1i1Nq5fVIsC0Wo1JeHRn08fVAU1Rg50o0lNsNpu6d++uuLg4T7cCAADchIBUQ1arVYcOHdL+/fs93QoAAHATAhIAAIALAhIAAIALAhIAAIALAhIAAIALAlIN8RQbAACNHwGphniKDQCAxq/BThQJACjPbrfLuwXvvAPqioAEAI1A6Tvp1q5dK+8WoabV5Z13aKoISADQCJS+k25E307qekUX0+ryzjs0VQQkmCI9Pd0tl+JTU1NNrwk0Zq1aBPDOO8AEBCTUWXp6urp266aC/Hy3HSM3N9dttQEAcEVAqiGbzSabzabi4mJPt1Jv2O12FeTna/LMhQqP7mxq7dR9O7RxxXM6ffq0qXUBAKgKAamGrFarrFarHA6HgoODPd1OvRIe3VntuvQwtWZW+rem1gMAoDpMmQdp2rRpuuuuu2r0lMMvv/zi3A8AAKA+MSUgLV++XMuXL9epU6eqvY/D4XDuBwAAUJ8wkzYAAIALjwWk0kG3/v7+nmoBAACgQh4LSHv27JEkhYeHe6oFAACACtXqKbYnn3yywuUvvPCC2rZtW+W+hYWF+vbbb/Xee+/JYrFo6NChtWkBAADAbWoVkObPny+LxVJmmWEYevHFF6tdwzAMBQQEaMaMGbVpwWMa+jxI7pjxmtmuAQCNTa3nQTIMw/l7aVg6f1llAgICFBkZqSFDhujRRx9VTExMbVvwiIY8D5K7Z7xmtmt4Qlpamg4cOGB6TQBNW60CUklJSZnPXl5eslgs+uqrr9S9e3dTGoP53DXjNbNdwxNycxySpDlz5mjOnDluOUZ+4Vm31CXUAfWfKTNpR0dHy2KxyM/Pz4xycDOzZ7xmtmt4QmFBgSTp6tsfUOzQ4abW3pf4gXavXabCM+YGpIYc6oCmxpSA9P3335tRBgBqLDi8nemvuDnyRbKp9Uo1xFAHNFW8iw0ALrKGFOqApoqZtAEAAFyYGpBSU1P18MMPKzY2VqGhofL19ZW3t3eVPz4+XMQCAAD1i2npZNGiRZo9e7bOnj1brcf9AQAA6itTAtKmTZv06KOPSjo3J9KgQYPUv39/hYaGysurcd3Fa+gTRQIAgAszJSAtWbJEktSqVSu99957jfr1IQ15okgA9UOOw6GMjAxTazpyckytBzR1pgSkpKQkWSwWzZ07t1GHIwCoi9Nnzl15TkpK0sHD35lau+jEuYkiz57lMX/ADKYEpPz/e3XFlVdeaUY5AGiUis6eC0gxndtqSFxfU2tv3Zqn5GNScQm3/wEzmBKQLrnkEn333XcqKioyoxwANGrNA3wV2bqlqTUDA3iTAWAmU0ZQjx07VpK0Z88eM8oBAAB4lCkB6dFHH1VoaKj+/ve/KzMz04ySAAAAHmNKQIqKitK7776r4uJiDRkyRB9++KEZZQEAADzClDFI11xzjSQpNDRUR48e1dixYxUSEqIuXbooMDCwyn0tFosSExPNaAMAAMAUpgSk7du3y2KxOD8bhqFTp05p3759le5jsVhkGEaZ/QAAAOoDUwLS1VdfTdABAACNhmlXkAAAABqLxvWitIvAZrOpe/fuiouL83QrAADATQhINWS1WnXo0CHt37/f060AAAA3ISABAAC4MGUM0s6dO+u0/9VXX21GGwAAAKYwJSANHz681k+xWSwW3j4NAADqFVMCknRu7iMAAIDGwJSAtG3btgtuk5eXp6NHj2rVqlXat2+fhg4dqieeeELe3t5mtAAAAGAaUwLSsGHDqrXdjTfeqIceekgLFy7UzJkztWzZMr3xxhtmtAAAAGAajzzFNmPGDI0fP15vvfWWVq1a5YkWAAAAKuWxx/zvuOMOGYahf/3rX55qAQAAoEKmDdKuqejoaEnSl19+6akWAAAelp6eLrvdbnrdsLAw598ZoDY8FpCysrIknRu8DaD6TmVnKyMjw9SajpwcU+sB1ZGenq6u3bqpID/f9NrNAgN1ODWVkIRa81hAstlsksT/eIFqKigokCRt27pVO/elmFq76ESaJDEnGS4qu92ugvx8TZ65UOHRnU2rm5X+rVY+M0N2u52/Mai1ixqQTp06paSkJC1evFibNm2SxWLR+PHjL2YLQINVWFgoSYq94hLF9e1pau2tW/OUfEwqLik2tS5QHeHRndWuSw9PtwGUYUpAqu1cRl26dNHMmTPNaAFoMoIC/RXZuqWpNQMD/EytBwANnSlPsRmGUaMfb29v3Xbbbdq5c6eCg4PNaAEAAMA0plxBmjdv3gW38fLyUlBQkDp27KghQ4aoTZs2ZhwaAADAdBctIAGAO+Q4HDzVB8B0HnuKraGy2Wyy2WwqLmYwK+BJp8+c+/9gUlKSDh7+ztTaPNUHgIBUQ1arVVarVQ6Hg/FTgAcVnT0XkGI6t9WQuL6m1uapPgBuCUhZWVnavn27vvrqK508eVKSFBoaqp49e2r48OEKDw93x2EbDXfNLJuammp6TcDTmgf48lQfANOZGpAyMjKUkJCgtWvXVnpp2sfHRxMmTNDf//53RUZGmnn4RsGdM8uWys3NdVttAAAaA9MC0ueff66RI0fq5MmTMgyj0u3OnDmj1atXa8uWLUpMTFSvXr3MaqFRcNfMspKUum+HNq54TqdPnza1LgAAjY0pASkvL09jxozRf/7zH0nSyJEjdffdd2vgwIGKiIiQJGVmZmrfvn165ZVX9PHHH8tut2vMmDE6fPiwAgMDzWijUXHHzLJZ6d+aWg8AgMbKlIkin3/+eR0/flxeXl56+eWX9fHHH2vixImKjo6Wn5+f/Pz8FB0drZtvvlmbNm3SK6+8IovFop9//tn5TjYAAID6wpSA9O6778pisejOO+/UXXfddcHtp02bpqlTp8owDK1bt86MFgAAAExjyi22o0ePSpJuvfXWau9z2223admyZc59AQD1V1pamg4cOGBqTZ6sRX1mSkAqfSoqNDS02vu0atVK0rnxSwCA+ik3xyFJmjNnjubMmeOeY/BkLeohUwJSmzZtdPz4caWmpqpfv37V2ufw4cOSpLCwMDNaAAC4QWFBgSTp6tsfUOzQ4abW5sla1GemBKRBgwbpnXfe0aJFi3TLLbfIx6fqsmfPntWiRYtksVg0aNAgM1oAALhRcHg7nqxFk2LKIO077rhDkpSSkqIxY8bo+PHjlW57/PhxjR071nkv+8477zSjBQAAANOYcgVp7Nixuummm7R+/Xpt2bJFnTp10vXXX6+BAweqbdu2slgsysrK0meffabNmzerqKhIkjRu3DiNGTPGjBYAAABMY9pM2m+99ZbuuOMOrVmzRkVFRdqwYYM2bNhQbrvSWbYnTpyof//732YdHgAAwDSm3GKTJH9/f61evVrvv/++Ro8erWbNmskwjDI/zZo10+jRo/XBBx9o9erV8vf3N+vwAAAApjH1ZbWSNGbMGI0ZM0bFxcX67rvvdPLkSUnnpgDo1KmTvL29zT4kAACAqUwPSKW8vb3VpUsXd5UHADQSp7KzlZGRYVo9u91uWi00XaYEpF9//VXPPfecJOnuu+9WZGRkldtnZGTo5ZdfliQ98sgjat68uRltAAAakIL/m2Np29at2rkvxbS6xbnn7lyYGbrQ9JgSkFauXKn58+erS5cumjt37gW3j4iI0MqVK/XNN9/okksuqdb72wAAjUthYaEkKfaKSxTXt6dpdQ8fOab3P5eys7NNq4mmx5SAtHHjRlksFk2aNKla21ssFt16663685//rPfff5+ABABNWFCgvyJbtzStXlaLANNqoeky5Sm2lJQUSdKQIUOqvc/gwYPL7AsAAFBfmBKQTpw4IUkXHHt0voiICElSVlaWGS0AAACYxpRbbAEBAcrNzVV+fn619yndlsf+AaD+y3E4TB/07MjJMbUeYCZTAlJkZKSOHTumpKSkat9mS0pKkvTfK0kX248//qgpU6boxIkT8vHx0Zw5czRx4kSP9AIA9dXpM8WSzv0z++Dh70ytXXQiTdK5F5gD9Y0pAemqq67S0aNH9cILL+i+++6Tr69vldufOXNGL7zwgiwWi6688kozWqgxHx8fLVmyRH369FFmZqb69++vG2+8kSkHAOA8RWfPBaSYzm01JK6vqbW3bs1T8jGpuKTY1Lrulp6e7pa5lsLCwhQdHW16XdSOKQFp6tSpevXVV3Xs2DHdfvvtWrFihQIDAyvcNj8/X3fccYeOHj0qi8WiqVOnmtFCjUVGRjrHTEVERCgsLEwnT54kIAFABZoH+Jr6pJkkBQb4mVrvYkhPT1fXbt1UUIMhJdXVLDBQh1NTCUn1hCkBaciQIbr11lu1atUqrV27Vvv27dPdd9+tq666yhlCMjIytHPnTr3yyiv66aefZLFYdPPNN2vYsGG1OubOnTu1cOFCJScnKyMjQ+vWrdNNN91UZhubzaaFCxcqMzNTMTExWrp0qQYMGFCuVnJysoqLi9W+ffta9QIAaBrsdrsK8vM1eeZChUd3Nq1uVvq3WvnMDNntdgJSPWHaq0aWLVsmu92uLVu26KefftK8efMq3M4wDEnSddddpxUrVtT6eHl5eYqJidG0adM0fvz4cutXr16thIQEvfTSSxo4cKCWLFmiUaNG6ciRI2rbtq1zu5MnT+qOO+5wzuwNAMCFhEd3VrsuPTzdBtzItIAUEBCgjz76SEuXLtWzzz6rn376qcLt2rdvrxkzZshqtcpisdT6eKNHj9bo0aMrXb9o0SLdfffdzlt4L730kjZs2KBly5Zp1qxZks7N4nrTTTdp1qxZFxxcXlhY6Jz1VZIcDkete0fNmf2uJmbYBQBUxdSX1VosFj3wwAO6//77lZKSooMHDzoHsoWFhalfv36KiYmpUzCqjqKiIiUnJ2v27NnOZV5eXho5cqT27t0r6dyVrDvvvFPXXHONpkyZcsGaCxYs0BNPPOG2nlExd72rqfTpmZpMTQEAaDpMDUilLBaL+vbtq759zX3iobrsdruKi4sVHh5eZnl4eLgOHz4sSdqzZ49Wr16t3r17a/369ZKk119/Xb169aqw5uzZs5WQkOD87HA4GLN0EbjrXU2ffnJGu45JhUVFptV0ZfZVL+aMAYCLxy0BqSG48sorVVJSUu3t/f395e/v78aOUBWz39XUspn7np5x91Uv5owBAPdrlAEpLCxM3t7e5V5jkpWV5bGJKdF0uOuqV0OdMwYAGqJGGZD8/PzUv39/JSYmOh/9LykpUWJioqZPn16n2jabTTabTcXF/JFC1cy+6tUQ54wBgIaqwQak3NxcffPNN87PaWlpSklJUWhoqKKjo5WQkKD4+HjFxsZqwIABWrJkifLy8uo8MaXVapXVapXD4VBwcHBdvwYAAKiHGmxASkpK0ogRI5yfSwdQx8fHa/ny5brlllv0yy+/aO7cucrMzFSfPn20adOmcgO3AQAAXDXYgDR8+HDnpJOVmT59ep1vqQEAgKbHy9MNAAAA1DcEpBqy2Wzq3r274uLiPN0KAABwEwJSDVmtVh06dEj79+/3dCsAAMBNGuwYJAAAPMVut8u7hXkz5Ze+lqshSk9Pd0v/YWFhio6ONr1udRGQAACoptLXB61du1beLUJNq1uce7JM/YYiPT1dXbt1U4Eb3mvZLDBQh1NTPRaSCEgAAFRTdna2JGlE307qekUX0+oePnJM73/+3/oNhd1uV0F+vibPXKjw6M6m1c1K/1Yrn5khu91OQAIAoKFo1SLA1Jnys1oEmFbLE8KjO6tdlx6ebsNUDNKuIZ5iAwCg8SMg1RBPsQEA0PgRkAAAAFwwBglNWo7DYfpTI46cHFPrAQAuPgISmqTTZ4olnXvp8cHD35lau+hEmiTp7NmzptYFAFw8BCQ0SUVnzwWkmM5tNSSur6m1t27NU/Ixqbik2NS6AICLh4BUQzabTTabTcXF/PFrDJoH+Jr6qK4kBQb4mVoPQO2kpaXpwIEDptdE00BAqiGr1Sqr1SqHw6Hg4GBPtwMAcJGb45AkzZkzR3PmzHHLMfILuYXe2BGQAACNSmFBgSTp6tsfUOzQ4abW3pf4gXavXabCMwSkxo6ABABolILD25k+u/ORL5JNrYf6i3mQAAAAXBCQAAAAXBCQAAAAXBCQAAAAXBCQashms6l79+6Ki4vzdCsAAMBNCEg1ZLVadejQIe3fv9/TrQAAADchIAEAALggIAEAALggIAEAALhgJu0m6FR2tjIyMkyrl52dbVotAADqAwJSE1Lwf+8n2rZ1q3buSzGtbtGJc2+3zs/PN60mAACeREBqQgoLCyVJsVdcori+PU2r++knZ7TrmFRYVGRaTQAAPImA1AQFBforsnVL0+q1bOZnWi0AAOoDBmkDAAC4ICDVEDNpAwDQ+BGQaoiZtAEAaPwISAAAAC4ISAAAAC4ISAAAAC4ISAAAAC4ISAAAAC4ISAAAAC4ISAAAAC4ISAAAAC54FxtMk+NwKCMjw9SajpwcU+sBAMxnt9vl3cK8f/7b7XbTatUWAQl1dvpMsSQpKSlJBw9/Z2rtohNpkqSzZ8+aWhcAUHel/1K8du1aebcINa1uce7JMvU9gYBUQzabTTabTcXFxZ5upd4oOnvuXMR0bqshcX1Nrb11a56Sj0nFJZxvAKhvsrOzJUkj+nZS1yu6mFb38JFjev/z/9b3BAJSDVmtVlmtVjkcDgUHB3u6nXqleYCvIlu3NLVmYICfqfUAAOZr1SLA1H/+Z7UIMK1WbTFIGwAAwAUBCQAAwAUBCQAAwAUBCQAAwAUBCQAAwAUBCQAAwAUBCQAAwAXzIAEAGiVef/Rf6enpbnl9R1pamuk16wsCEgCgUeH1R2Wlp6era7duKsjPd9sx8gsbzvmoLgISAKBR4fVHZdntdhXk52vyzIUKj+5sau19iR9o99plKjxDQAIAoEHg9UdlhUd3VrsuPUyteeSLZFPr1ScM0gYAAHDBFaR6ym63y7sFgwsBAPAEAlI9U/rExdq1a+XdItTU2g1xcCEAAJ5AQKpnsrOzJUkj+nZS1yu6mFq7IQ4uBADAEwhI9VSrFgEMLgQAwEMYpF1DNptN3bt3V1xcnKdbAQAAbkJAqiGr1apDhw5p//79nm4FAAC4CQEJAADABQEJAADABQEJAADABQEJAADABQEJAADABQEJAADABQEJAADABQEJAADABQEJAADABe9iAwCgnkhLS9OBAwdMrZmammpqvaaCgAQAgIfl5jgkSXPmzNGcOXPcc4zcXLfUbawISAAAeFhhQYEk6erbH1Ds0OGm1k7dt0MbVzyn06dPm1q3sSMgAQBQTwSHt1O7Lj1MrZmV/q2p9ZoKBmkDAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4ICABAAC4aNIBady4cWrVqpVuvvlmT7cCAADqkSYdkB588EH9+9//9nQbAACgnmnSAWn48OEKCgrydBsAAKCeabABaefOnRo7dqyioqJksVi0fv36ctvYbDZ16NBBAQEBGjhwoPbt23fxGwUAAA2Oj6cbqK28vDzFxMRo2rRpGj9+fLn1q1evVkJCgl566SUNHDhQS5Ys0ahRo3TkyBG1bdu2xscrLCxUYWGh87PD4ahT/wAAXEynsrOVkZFhak1HTo6p9eqTBhuQRo8erdGjR1e6ftGiRbr77rs1depUSdJLL72kDRs2aNmyZZo1a1aNj7dgwQI98cQTte4XAABPKCgokCRt27pVO/elmFq76ESaJOns2bOm1q0PGmxAqkpRUZGSk5M1e/Zs5zIvLy+NHDlSe/furVXN2bNnKyEhwfnZ4XCoffv2de4VAAB3Kr37EXvFJYrr29PU2lu35in5mFRcUmxq3fqgUQYku92u4uJihYeHl1keHh6uw4cPOz+PHDlSn3/+ufLy8tSuXTutWbNGgwcPrrCmv7+//P393do3AADuEhTor8jWLU2tGRjgZ2q9+qRRBqTq2rJli6dbAAAA9VCDfYqtKmFhYfL29lZWVlaZ5VlZWYqIiPBQVwAAoKFolAHJz89P/fv3V2JionNZSUmJEhMTK72FVl02m03du3dXXFxcXdsEAAD1VIO9xZabm6tvvvnG+TktLU0pKSkKDQ1VdHS0EhISFB8fr9jYWA0YMEBLlixRXl6e86m22rJarbJarXI4HAoODq7r1wAAAPVQgw1ISUlJGjFihPNz6RNm8fHxWr58uW655Rb98ssvmjt3rjIzM9WnTx9t2rSp3MBtAAAAVw02IA0fPlyGYVS5zfTp0zV9+vSL1BEAAGgsGuUYJAAAgLogINUQg7QBAGj8CEg1ZLVadejQIe3fv9/TrQAAADchIAEAALggIAEAALggIAEAALggIAEAALggINUQT7EBAND4EZBqiKfYAABo/AhIAAAALghIAAAALghIAAAALghIAAAALghINcRTbAAANH4EpBriKTYAABo/AhIAAIALAhIAAIALAhIAAIALAhIAAIALAhIAAIALH083AAAAzslxOJSRkWFqTUdOjqn1mgoCUg3ZbDbZbDYVFxd7uhUAQCNx+sy5vylJSUk6ePg7U2sXnUiTJJ09e9bUuo0dAamGrFarrFarHA6HgoODPd0OAKARKDp7LiDFdG6rIXF9Ta29dWueko9JxSX8i31NEJAAAKgnmgf4KrJ1S1NrBgb4mVqvqWCQNgAAgAsCEgAAgAsCEgAAgAsCEgAAgAsCEgAAgAsCEgAAgAsCUg3ZbDZ1795dcXFxnm4FAAC4CQGphqxWqw4dOqT9+/d7uhUAAOAmBCQAAAAXBCQAAAAXBCQAAAAXBCQAAAAXBCQAAAAXPp5uoKEyDEOS5HA4TK2bn58vSSoqKtTpggJTa589c+b//rPI1NruquvO2vTc8GvT88WpTc8Xp3ZD7NmdtYuKCiWd+5to9t/Z0nqlf8crYzEutAUq9NNPP6l9+/aebgMAANTCjz/+qHbt2lW6noBUSyUlJTp+/LiCgoJksVhqXcfhcKh9+/b68ccf1bJlSxM7REU43xcX5/vi4nxfXJzvi8us820YhnJychQVFSUvr8pHGnGLrZa8vLyqTJ411bJlS/4PdhFxvi8uzvfFxfm+uDjfF5cZ5zs4OPiC2zBIGwAAwAUBCQAAwAUBycP8/f01b948+fv7e7qVJoHzfXFxvi8uzvfFxfm+uC72+WaQNgAAgAuuIAEAALggIAEAALggIAEAALggIAEAALggIHmQzWZThw4dFBAQoIEDB2rfvn2ebqlRWLBggeLi4hQUFKS2bdvqpptu0pEjR8psc/r0aVmtVrVu3VotWrTQhAkTlJWV5aGOG5enn35aFotFDz30kHMZ59tcP//8s37/+9+rdevWatasmXr16qWkpCTnesMwNHfuXEVGRqpZs2YaOXKkjh075sGOG67i4mLNmTNHHTt2VLNmzdS5c2f9+c9/LvMeL8537e3cuVNjx45VVFSULBaL1q9fX2Z9dc7tyZMnNXnyZLVs2VIhISG66667lJubW+feCEgesnr1aiUkJGjevHk6cOCAYmJiNGrUKJ04ccLTrTV4O3bskNVq1aeffqrNmzfrzJkzuv7665WXl+fc5uGHH9b777+vNWvWaMeOHTp+/LjGjx/vwa4bh/379+uf//ynevfuXWY559s8p06d0tChQ+Xr66uNGzfq0KFD+vvf/65WrVo5t/nb3/6mf/zjH3rppZf02WefqXnz5ho1apROnz7twc4bpmeeeUYvvviinn/+eaWmpuqZZ57R3/72Ny1dutS5Dee79vLy8hQTEyObzVbh+uqc28mTJ+vrr7/W5s2b9cEHH2jnzp2655576t6cAY8YMGCAYbVanZ+Li4uNqKgoY8GCBR7sqnE6ceKEIcnYsWOHYRiGkZ2dbfj6+hpr1qxxbpOammpIMvbu3eupNhu8nJwco0uXLsbmzZuNYcOGGQ8++KBhGJxvs82cOdO48sorK11fUlJiREREGAsXLnQuy87ONvz9/Y233nrrYrTYqIwZM8aYNm1amWXjx483Jk+ebBgG59tMkox169Y5P1fn3B46dMiQZOzfv9+5zcaNGw2LxWL8/PPPdeqHK0geUFRUpOTkZI0cOdK5zMvLSyNHjtTevXs92Fnj9Ouvv0qSQkNDJUnJyck6c+ZMmfPftWtXRUdHc/7rwGq1asyYMWXOq8T5Ntt7772n2NhYTZw4UW3btlXfvn318ssvO9enpaUpMzOzzPkODg7WwIEDOd+1MGTIECUmJuro0aOSpM8//1y7d+/W6NGjJXG+3ak653bv3r0KCQlRbGysc5uRI0fKy8tLn332WZ2Oz8tqPcBut6u4uFjh4eFlloeHh+vw4cMe6qpxKikp0UMPPaShQ4eqZ8+ekqTMzEz5+fkpJCSkzLbh4eHKzMz0QJcN36pVq3TgwAHt37+/3DrOt7m+++47vfjii0pISNCf/vQn7d+/Xw888ID8/PwUHx/vPKcV/fOF811zs2bNksPhUNeuXeXt7a3i4mI99dRTmjx5siRxvt2oOuc2MzNTbdu2LbPex8dHoaGhdT7/BCQ0alarVV999ZV2797t6VYarR9//FEPPvigNm/erICAAE+30+iVlJQoNjZWf/3rXyVJffv21VdffaWXXnpJ8fHxHu6u8Xn77be1cuVKvfnmm+rRo4dSUlL00EMPKSoqivPdyHGLzQPCwsLk7e1d7imerKwsRUREeKirxmf69On64IMPtG3bNrVr1865PCIiQkVFRcrOzi6zPee/dpKTk3XixAn169dPPj4+8vHx0Y4dO/SPf/xDPj4+Cg8P53ybKDIyUt27dy+zrFu3bkpPT5ck5znlny/mmDFjhmbNmqVbb71VvXr10pQpU/Twww9rwYIFkjjf7lSdcxsREVHu4aazZ8/q5MmTdT7/BCQP8PPzU//+/ZWYmOhcVlJSosTERA0ePNiDnTUOhmFo+vTpWrdunbZu3aqOHTuWWd+/f3/5+vqWOf9HjhxReno6578Wrr32Wn355ZdKSUlx/sTGxmry5MnO3znf5hk6dGi5aSuOHj2qSy+9VJLUsWNHRURElDnfDodDn332Gee7FvLz8+XlVfZPpbe3t0pKSiRxvt2pOud28ODBys7OVnJysnObrVu3qqSkRAMHDqxbA3Ua4o1aW7VqleHv728sX77cOHTokHHPPfcYISEhRmZmpqdba/Duu+8+Izg42Ni+fbuRkZHh/MnPz3duc++99xrR0dHG1q1bjaSkJGPw4MHG4MGDPdh143L+U2yGwfk20759+wwfHx/jqaeeMo4dO2asXLnSCAwMNN544w3nNk8//bQREhJivPvuu8YXX3xh/O53vzM6duxoFBQUeLDzhik+Pt645JJLjA8++MBIS0sz1q5da4SFhRmPPfaYcxvOd+3l5OQYBw8eNA4ePGhIMhYtWmQcPHjQ+OGHHwzDqN65veGGG4y+ffsan332mbF7926jS5cuxm233Vbn3ghIHrR06VIjOjra8PPzMwYMGGB8+umnnm6pUZBU4c9rr73m3KagoMD4n//5H6NVq1ZGYGCgMW7cOCMjI8NzTTcyrgGJ822u999/3+jZs6fh7+9vdO3a1fjXv/5VZn1JSYkxZ84cIzw83PD39zeuvfZa48iRIx7qtmFzOBzGgw8+aERHRxsBAQFGp06djMcff9woLCx0bsP5rr1t27ZV+M/r+Ph4wzCqd27/85//GLfddpvRokULo2XLlsbUqVONnJycOvdmMYzzpgMFAAAAY5AAAABcEZAAAABcEJAAAABcEJAAAABcEJAAAABcEJAAAABcEJAAAABcEJAAAABcEJAAAPXK/PnzZbFYZLFYPN0KmjACEnARbd++3fkP/vnz51drnzvvvNO5z/fff+/W/gAA5xCQAAAAXBCQAAAAXBCQAAAAXBCQAAAAXBCQgEYiNzdXTz/9tAYPHqzQ0FD5+/urXbt2uvnmm/XBBx9UuW+HDh1ksVh05513Vrld6YDxDh06lFv3/fffOweTL1++XJK0du1a3XjjjYqKipKPj4+GDx9eZp+jR4/q/vvvV8+ePRUUFCQ/Pz9FRUWpT58+mjZtmlavXq3CwsIanIVzzh8Mv337dpWUlOjll1/WkCFDFBoaqubNmysmJkYLFizQ6dOnq1Vz/fr1mjhxoqKjoxUQEKCQkBDFxsbqiSee0KlTpyrdz/WcZWRkaObMmerRo4eCgoKcPVbHs88+K4vFIl9fX+Xm5pZbf/r0aQUEBDi/e0pKSoV1unbtKovFoltvvbXSY23btk3x8fHq1KmTAgMD1bJlS/Xq1UszZszQ8ePHq9WvGTUqk5KSovDwcFksFkVGRuqLL76oUz2gHAPARbNt2zZDkiHJmDdvXrX2iY+Pd+6TlpZW4TYHDhwwoqKinNtV9DN+/HijoKCgwv0vvfRSQ5IRHx9frV4uvfTScuvS0tKcx1q2bJkxZcqUcj0MGzbMuf3bb79t+Pn5VdmzJOPLL7+s1nk63/nn+aOPPjJuuOGGSut3797dyMjIqLTWyZMnjWuuuabKHtu2bWvs3bv3guds7969RlhYWLn9t23bVq3vtW/fPuc+GzduLLd++/btZeouXry43DaZmZnO9S+++GK59QUFBcatt95a5fdt3ry58d5771XaZ11rzJs3z7ldRXbu3GkEBwcbkowOHToY33zzTaW9ALXFFSSggfv555917bXX6vjx47JYLJo6dao++ugjJSUl6d///rdiYmIknbuac6ErRGZZsmSJXn/9dV111VV68803lZSUpC1btmjKlCmSpKysLE2dOlVFRUVq27atnnzySX388cc6cOCA9uzZoxUrVmjatGkKDQ2tcy//+7//q02bNun666/XunXrlJSUpHXr1um6666TJB06dEhjx45VcXFxuX0LCws1cuRIbd26Vd7e3poyZYreeustffrpp9q1a5eeeuoptW7dWidOnNCNN96oH374odI+cnNzNWHCBJ0+fVqPP/64tm/frn379unVV19VZGRktb5Lv379FBQUJEkVXnVyXXahbYYNG1ZmnWEYuvnmm7Vq1SpJ0tixY/X6669rz5492rt3r5577jlFR0crLy9PN998s5KSksrVN6NGVTZs2KBRo0bp119/VY8ePbRnzx517ty5RjWAavF0QgOakvOvbNx3333Gl19+ecGf3/3ud1VeQbr55pud61955ZVy60+fPm2MGDHCuc2HH35YbhuzryBJMu644w6jpKSkwjqvvvpqta4Q5efnG/n5+VX2VJHzz7Mk45577qlwu7vuusu5jc1mK7f+T3/6kyHJCAkJMZKSkiqs8f333xuRkZGGJOP2228vt/78K4AtWrQwUlJSavx9zjd69GhDkjFw4MBy60r/ex47dqwhyWjVqpVRXFxcZpv77rvPkGSEh4eX2/9f//qXIcnw9fWt8AqVYZy7otajRw9DkjF06FC31KjsCtLKlSsNHx8fQ5IxYMAA4z//+U+F9QEzEJCAi8j1D3dNf1wD0s8//2x4e3sbkowbbrih0uOmpaU5/7DceOON5dabHZBCQkIMh8NRaZ2nnnrK+QfcHc4/z+Hh4UZeXl6F2+Xk5Bht2rQxJBk9evQot670Ns7SpUurPN4LL7zgDAW5ubll1p0fkJ588sm6fTHDMJ555hlDkuHj42Pk5OQ4l58+fdpo1qyZIcnYvXu38/eDBw+W2b9bt26GJGPixIlllpeUlBidO3c2JBmPPPJIlT18+OGHzu909OhRU2sYRsUByWazGRaLxZBkXHvttWW+O+AO3GIDGrDt27c7bw3dddddlW7XoUMH5y2l8/dxl7FjxzpvBVWk9JbSqVOn9O6777q1l0mTJikwMLDCdS1atNCkSZMkSV9//bUyMzOd63bs2KFff/1VknTzzTdXeYyrr75aknTmzBklJydXut3kyZNr1HtFSm+LnT17Vrt373Yu37dvnwoKChQcHKxBgwZp0KBBksreUjtx4oRSU1MlqdyA+UOHDunbb7+VVP3vK0l79+41tUZF/vKXv8hqtcowDI0bN04bNmxQixYtqtwHqCsCEuAh8+bNk3HuKm6VP/Hx8ZXW+Oqrr5y/Dxw4sMrjla7Pz8/Xd999Z86XqETv3r2rXP/b3/5WISEhkqRx48bpmmuu0eLFi5WcnGx6eIuLi6ty/YABA5y/f/nll87fzx8bExkZ6XwyrKKfnj17Orc9P2Sdr0WLFurUqVNtv4ZT//79neHg/PBT+vuVV14pb29vZwA6f5sdO3Y4f3cdf3T+9x08eHCV3/f8cHL+9zWjhquHH35Yc+bMkSRNnTpVa9askb+/f6XbA2YhIAEN2MmTJ52/t23btsptIyIiKtzPHVq1alXl+tatW+u9997TJZdcIsMwtG3bNiUkJCg2NlahoaEaP378BacmqK4LnZfw8HDn7+eflxMnTtTqePn5+RUuLw2EdeXj46OhQ4dKqjj8lAaj0v/cuXOnSkpKymzTpk0b9ejRo0xdM76v2edMOjfgX5J69uypV155Rd7e3rU6BlBTPp5uAIA56tObz6vzR+yqq67SN998o3feeUcffvihdu7cqZ9++kkOh0Pr1q3TunXrNGrUKK1du7bSW2TVUdvzcv6VrAMHDsjX17da+7Vr167C5Wb+YR8+fLg++ugjJScnKzc3V/7+/s7bVKXBaODAgQoICNCpU6f0xRdfqE+fPs6AdP7trVLnf9/333+/wrmuKnJ+ADWjhqsJEybonXfe0VdffaUHH3xQS5curVZNoK4ISEADdv5j8FlZWWrfvn2l255/G8P18Xkvr3MXk0uvNFQmLy+vNm1WKiAgQJMnT3aOzUlLS9OGDRu0dOlSHT16VB999JEef/xxLV68uNbHyMrKqvb6889L69atnb+3adOm0uDjCa7jkIKCgpSfn6/g4GD17dtXkuTv769BgwZp+/bt2r59u9q1a6evv/5aUvnxR1LZ7xsSElLmtmF1mVHD1VtvvaVJkyZp/fr1ev755+Xj41On/z0A1cUtNqABO/8P0GeffVbltvv27ZMkBQYGlhsLUzqguqoZoaVzM1+7U8eOHTV9+nTt37/fGUjefvvtOtXcv39/tdeffz5Lg4Yk7dmzp049mC0uLk7NmzeXdO42W+mVodLxR6XOH4e0c+dOGYYhqfz4I8mc7+uOc+br66vVq1frN7/5jaRzt9xmzJhhSm2gKgQkoAEbPny48w/ismXLKt0uPT1dmzdvLrdPqY4dO0o6dyup9I+oq6+//vqivc6hZcuWzsHVdru9TrXWrFmjgoKCCtfl5eU5A1j37t3LTNg4cuRI5629f/zjH5WeF0/w8fHRkCFDJMl5hUgqf2Xo/HFIW7dulXTuKk9FV3b69evnDKX/+te/qv0KFrNrVMTPz0/vvPOObrzxRknnXrkya9YsU2oDlSEgAQ1YVFSUxo0bJ0nauHGjVqxYUW6boqIiTZs2TWfOnJEkTZ8+vdw2pVcUjh8/rrfeeqvc+pycnCqnEaipjz76SBkZGZWu//XXX51XvErDW21lZmbqkUceqXBdQkKCc2DxfffdV2ZdSEiI81x98sknevjhh6u8BZmVlaVXXnmlTr3WRGn4SU5Odl6tcQ1IAwcOlL+/v06dOqU33nhD0rnxRxWNy/Ly8tKf/vQnSdJ3332nO+64o8r34DkcDj3//POm16iMn5+f1q5dq1GjRkmSnnnmGf3v//5vtfYFasUTky8BTZU73sX2448/Gq1atTIkGV5eXsYf/vAHY/PmzUZSUpLxxhtvGH369HHuP2nSpAqPceLECaNly5aGJCMgIMB44oknjE8//dT47LPPjBdeeMG47LLLjICAAKNv377Vmijytddeu+B38vX1NW688UZjyZIlxpYtW4wDBw4YO3bsMGw2m3MyQ1XyPrELOf88x8bGOifSXL9+vZGcnGysX7/eGDVqlHObvn37GmfOnClX5/Tp08bAgQOd28XExBjPP/+8sXv3buPgwYPG1q1bjaVLlxq/+93vDD8/P6N///4VftfKzlld7N69u8wkosHBwcbZs2fLbTds2LAy2z333HOV1iwpKTHGjRvn3LZz587G3/72N2P79u3GwYMHjR07dhj//Oc/jdtuu81o3ry50bp1a7fUqOpdbAUFBcZ1113nXD937twanjmgeghIwEVUX19WaxjnXh5bOiu360+zZs2MNWvWVHsm7eoEpKp6Lf259957y70qozpcX1Z7/fXXV3qMrl27Gj///HOltRwOhzF+/Phq9TtixIhKv6vZAamoqMgIDAx0HnvMmDEVbnd+2JB0wVedFBUVGffdd59z1uqqfjp27OiWGhd6WW1+fn6ZFwj/+c9/vsDZAmqOW2xAI9C3b18dOXJECxYs0MCBAxUSEiI/Pz9FRUVp/Pjxeu+99/TOO+8oICCg0hoTJ07UJ598onHjxqlNmzby8/NT+/btFR8fr/37919wZuSaWLx4sd544w1NmzZNsbGxuuSSS+Tn56dmzZrp8ssvV3x8vHbt2qUXX3zR+YRdbfn5+enDDz/UCy+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"text/plain": [ "<Figure size 640x480 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "g = sns.histplot(data=df, x='HoursPerWeek', hue='Income',bins=20)\n", + "g.set_yscale(\"log\")\n", + "plt.ylabel('count', size = 20)\n", + "plt.xlabel('Hours per week', size = 20)\n", + "plt.show()" ] }, { "cell_type": "markdown", + "metadata": { + "id": "YCPHEeKfyNqq" + }, "source": [ "# Data Preparation\n", "\n", @@ -865,24 +910,11 @@ "\n", "Then, in the next step, we can use ```.cat.codes``` to access a numerical representation.\n", "An alternative would be to use \"One-Hot-Encoding\". Pandas provides a utitlity function for this called [get_dummies](https://pandas.pydata.org/docs/reference/api/pandas.get_dummies.html)." - ], - "metadata": { - "id": "YCPHEeKfyNqq" - } + ] }, { "cell_type": "code", - "source": [ - "# select all columns with the datatype \"category\"\n", - "cat_columns = df.select_dtypes(['category']).columns\n", - "print(cat_columns)\n", - "\n", - "#convert all text to numerical values\n", - "df[cat_columns] = df[cat_columns].apply(lambda x: x.cat.codes)\n", - "\n", - "# convert target column (income) to 0 or 1\n", - "df['Income'] = df['Income'].apply(lambda x: 0 if x == \" <=50K\" else 1)" - ], + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -890,57 +922,65 @@ "id": "E-4RKwK_yygd", "outputId": "f03df91d-04eb-4142-e419-cf29f3522b35" }, - "execution_count": 11, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Index(['WorkClass', 'Education', 'MaritalStatus', 'Occupation', 'Relationship',\n", " 'Race', 'Gender', 'NativeCountry'],\n", " dtype='object')\n" ] } + ], + "source": [ + "# select all columns with the datatype \"category\"\n", + "cat_columns = df.select_dtypes(['category']).columns\n", + "print(cat_columns)\n", + "\n", + "#convert all text to numerical values\n", + "df[cat_columns] = df[cat_columns].apply(lambda x: x.cat.codes)\n", + "\n", + "# convert target column (income) to 0 or 1\n", + "df['Income'] = df['Income'].apply(lambda x: 0 if x == \" <=50K\" else 1)" ] }, { "cell_type": "markdown", - "source": [ - "Split the dataframe into two dataframes for the features (variables) ```X``` and the target (label) ```y```." - ], "metadata": { "id": "VSyWhFq3zAax" - } + }, + "source": [ + "Split the dataframe into two dataframes for the features (variables) ```X``` and the target (label) ```y```." + ] }, { "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "yg8ObcYOuiLn" + }, + "outputs": [], "source": [ "# the target column is the last column (Income)\n", "train_cols = df.columns[0:-1]\n", "X = df[train_cols]\n", "\n", "y = df['Income']" - ], - "metadata": { - "id": "yg8ObcYOuiLn" - }, - "execution_count": 12, - "outputs": [] + ] }, { "cell_type": "markdown", - "source": [ - "Check that ```X``` really doesn't contain the target (label)" - ], "metadata": { "id": "5LGVWJ1BzIRn" - } + }, + "source": [ + "Check that ```X``` really doesn't contain the target (label)" + ] }, { "cell_type": "code", - "source": [ - "X.head(5)" - ], + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -949,37 +989,183 @@ "id": "8lPOVWnrmBlk", "outputId": "b5c34e9c-49e5-4404-d48d-354bbb22caf3" }, - 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Visit the ' +\n", - " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", - " + ' to learn more about interactive tables.';\n", - " element.innerHTML = '';\n", - " dataTable['output_type'] = 'display_data';\n", - " await google.colab.output.renderOutput(dataTable, element);\n", - " const docLink = document.createElement('div');\n", - " docLink.innerHTML = docLinkHtml;\n", - " element.appendChild(docLink);\n", - " }\n", - " </script>\n", - " </div>\n", - "\n", - "\n", - "<div id=\"df-3414a247-fc24-4494-882d-d83a54bc5dcb\">\n", - " <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3414a247-fc24-4494-882d-d83a54bc5dcb')\"\n", - " title=\"Suggest charts\"\n", - " style=\"display:none;\">\n", - "\n", - "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", - " width=\"24px\">\n", - " <g>\n", - " <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n", - " </g>\n", - "</svg>\n", - " </button>\n", - "\n", - "<style>\n", - " .colab-df-quickchart {\n", - " --bg-color: #E8F0FE;\n", - " --fill-color: #1967D2;\n", - " --hover-bg-color: #E2EBFA;\n", - " --hover-fill-color: #174EA6;\n", - " --disabled-fill-color: #AAA;\n", - " --disabled-bg-color: #DDD;\n", - " }\n", - "\n", - " [theme=dark] .colab-df-quickchart {\n", - " --bg-color: #3B4455;\n", - " --fill-color: #D2E3FC;\n", - " --hover-bg-color: #434B5C;\n", - " --hover-fill-color: #FFFFFF;\n", - " --disabled-bg-color: #3B4455;\n", - " --disabled-fill-color: #666;\n", - " }\n", - "\n", - " .colab-df-quickchart {\n", - " background-color: var(--bg-color);\n", - " border: none;\n", - " border-radius: 50%;\n", - " cursor: pointer;\n", - " display: none;\n", - " fill: var(--fill-color);\n", - " height: 32px;\n", - " padding: 0;\n", - " width: 32px;\n", - " }\n", - "\n", - " .colab-df-quickchart:hover {\n", - " background-color: var(--hover-bg-color);\n", - " box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n", - " fill: var(--button-hover-fill-color);\n", - " }\n", - "\n", - " .colab-df-quickchart-complete:disabled,\n", - " .colab-df-quickchart-complete:disabled:hover {\n", - " background-color: var(--disabled-bg-color);\n", - " fill: var(--disabled-fill-color);\n", - " box-shadow: none;\n", - " }\n", - "\n", - " .colab-df-spinner {\n", - " border: 2px solid var(--fill-color);\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - " animation:\n", - " spin 1s steps(1) infinite;\n", - " }\n", + "</div>" + ], + "text/plain": [ + " Age WorkClass fnlwgt Education EducationNum MaritalStatus Occupation \\\n", + "0 39 7 77516 9 13 4 1 \n", + "1 50 6 83311 9 13 2 4 \n", + "2 38 4 215646 11 9 0 6 \n", + "3 53 4 234721 1 7 2 6 \n", + "4 28 4 338409 9 13 2 10 \n", "\n", - " @keyframes spin {\n", - " 0% {\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - " border-left-color: var(--fill-color);\n", - " }\n", - " 20% {\n", - " border-color: transparent;\n", - " border-left-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " }\n", - " 30% {\n", - " border-color: transparent;\n", - " border-left-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " border-right-color: var(--fill-color);\n", - " }\n", - " 40% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " }\n", - " 60% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " }\n", - " 80% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " border-bottom-color: var(--fill-color);\n", - " }\n", - " 90% {\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - " }\n", - " }\n", - "</style>\n", + " Relationship Race Gender CapitalGain CapitalLoss HoursPerWeek \\\n", + "0 1 4 1 2174 0 40 \n", + "1 0 4 1 0 0 13 \n", + "2 1 4 1 0 0 40 \n", + "3 0 2 1 0 0 40 \n", + "4 5 2 0 0 0 40 \n", "\n", - " <script>\n", - " async function quickchart(key) {\n", - " const quickchartButtonEl =\n", - " document.querySelector('#' + key + ' button');\n", - " quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", - " quickchartButtonEl.classList.add('colab-df-spinner');\n", - " try {\n", - " const charts = await google.colab.kernel.invokeFunction(\n", - " 'suggestCharts', [key], {});\n", - " } catch (error) {\n", - " console.error('Error during call to suggestCharts:', error);\n", - " }\n", - " quickchartButtonEl.classList.remove('colab-df-spinner');\n", - " quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", - " }\n", - " (() => {\n", - " let quickchartButtonEl =\n", - " document.querySelector('#df-3414a247-fc24-4494-882d-d83a54bc5dcb button');\n", - " quickchartButtonEl.style.display =\n", - " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", - " })();\n", - " </script>\n", - "</div>\n", - "\n", - " </div>\n", - " </div>\n" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "dataframe", - "variable_name": "X", - "summary": "{\n \"name\": \"X\",\n \"rows\": 32561,\n \"fields\": [\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13,\n \"min\": 17,\n \"max\": 90,\n \"num_unique_values\": 73,\n \"samples\": [\n 28,\n 73,\n 35\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"WorkClass\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 9,\n \"samples\": [\n 8,\n 6,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"fnlwgt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 105549,\n \"min\": 12285,\n \"max\": 1484705,\n \"num_unique_values\": 21648,\n \"samples\": [\n 128485,\n 469907,\n 235951\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Education\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 16,\n \"samples\": [\n 9,\n 11,\n 15\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"EducationNum\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 1,\n \"max\": 16,\n \"num_unique_values\": 16,\n \"samples\": [\n 13,\n 9,\n 10\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MaritalStatus\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 7,\n \"samples\": [\n 4,\n 2,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Occupation\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 15,\n \"samples\": [\n 7,\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Relationship\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 6,\n \"samples\": [\n 1,\n 0,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Race\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 5,\n \"samples\": [\n 2,\n 3,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Gender\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CapitalGain\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 7385,\n \"min\": 0,\n \"max\": 99999,\n \"num_unique_values\": 119,\n \"samples\": [\n 3781,\n 15831\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CapitalLoss\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 402,\n \"min\": 0,\n \"max\": 4356,\n \"num_unique_values\": 92,\n \"samples\": [\n 419,\n 2051\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HoursPerWeek\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12,\n \"min\": 1,\n \"max\": 99,\n \"num_unique_values\": 94,\n \"samples\": [\n 6,\n 22\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NativeCountry\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 42,\n \"samples\": [\n 8,\n 30\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" - } + " NativeCountry \n", + "0 39 \n", + "1 39 \n", + "2 39 \n", + "3 39 \n", + "4 5 " + ] }, + "execution_count": 12, "metadata": {}, - "execution_count": 13 + "output_type": "execute_result" } + ], + "source": [ + "X.head(5)" ] }, { "cell_type": "code", - "source": [ - "# split into training and test sample\n", - "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25)" - ], + "execution_count": 12, "metadata": { "id": "OyfWTeWkulYA" }, - "execution_count": 14, - "outputs": [] + "outputs": [], + "source": [ + "# split into training and test sample\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.25)" + ] }, { "cell_type": "markdown", + "metadata": { + "id": "6r4QofqhzWcw" + }, "source": [ "### Feature Flags\n", "\n", @@ -1346,24 +1347,26 @@ "\n", "We can also indicate that the feature has missing values (```HAS_MISSING```) that should be treated separately. This is particularly convenient as we do not have to treat, say, NAN values as part of the data preprocessing but it can be included in the machine learning part directly. Additionally, using the flag ```\n", "MISSING_NOT_LEARNED```, all missing values will be put into a separate neutral category that does not contribute then to the final prediction." - ], - "metadata": { - "id": "6r4QofqhzWcw" - } + ] }, { "cell_type": "markdown", + "metadata": { + "id": "QcZYUZa_1m0D" + }, "source": [ "***Exercise***:\n", "\n", "Set appropriate feature flags for the variables" - ], - "metadata": { - "id": "QcZYUZa_1m0D" - } + ] }, { "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "uGEmRCw-v2Cy" + }, + "outputs": [], "source": [ "# add feature flags\n", "\n", @@ -1386,33 +1389,24 @@ "fp['CapitalLoss'] = flags.IS_CONTINUOUS\n", "fp['HoursPerWeek'] = flags.IS_CONTINUOUS\n", "# fp[''] = flags.IS_UNORDERED" - ], - "metadata": { - "id": "uGEmRCw-v2Cy" - }, - "execution_count": 15, - "outputs": [] + ] }, { "cell_type": "markdown", + "metadata": { + "id": "8FMlfLHU1wtV" + }, "source": [ "# Cyclic Boosting Model\n", "\n", "Here, we use the classifier ```CBClassifier``` that takes the above dictionary of feature flags as argument.\n", "\n", "Cyclic Boosting follows the convention from scikit-learn for training and inference." - ], - "metadata": { - "id": "8FMlfLHU1wtV" - } + ] }, { "cell_type": "code", - "source": [ - "CB_est = CBClassifier(feature_properties=fp)\n", - "CB_est.fit(X_train, y_train)\n", - "\n" - ], + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1421,26 +1415,9 @@ "id": "7Ruo3EXQusLm", "outputId": "20919447-97da-4236-bc5f-5d901789c300" }, - "execution_count": 16, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": [ - "CBClassifier(feature_groups=['Age', 'WorkClass', 'fnlwgt', 'Education',\n", - " 'EducationNum', 'MaritalStatus', 'Occupation',\n", - " 'Relationship', 'Race', 'Gender', 'CapitalGain',\n", - " 'CapitalLoss', 'HoursPerWeek', 'NativeCountry'],\n", - " feature_properties={'Age': 1, 'CapitalGain': 1, 'CapitalLoss': 1,\n", - " 'Education': 2, 'EducationNum': 1, 'Gender': 4,\n", - " 'HoursPerWeek': 1, 'MaritalStatus': 4,\n", - " 'NativeCountry': 52, 'Occupation': 52,\n", - " 'Race': 4, 'Relationship': 4, 'WorkClass': 52,\n", - " 'fnlwgt': 1},\n", - " learn_rate=<function half_linear_learn_rate at 0x7c6e8cdc5a80>,\n", - " observers=[],\n", - " smoother_choice=<cyclic_boosting.common_smoothers.SmootherChoiceWeightedMean object at 0x7c6e89490390>)" - ], "text/html": [ "<style>#sk-container-id-1 {\n", " /* Definition of color scheme common for light and dark mode */\n", @@ -1867,9 +1844,9 @@ " 'NativeCountry': 52, 'Occupation': 52,\n", " 'Race': 4, 'Relationship': 4, 'WorkClass': 52,\n", " 'fnlwgt': 1},\n", - " learn_rate=<function half_linear_learn_rate at 0x7c6e8cdc5a80>,\n", + " learn_rate=<function half_linear_learn_rate at 0x7fd8ef6aa700>,\n", " observers=[],\n", - " smoother_choice=<cyclic_boosting.common_smoothers.SmootherChoiceWeightedMean object at 0x7c6e89490390>)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>CBClassifier</div></div><div><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>CBClassifier(feature_groups=['Age', 'WorkClass', 'fnlwgt', 'Education',\n", + " smoother_choice=<cyclic_boosting.common_smoothers.SmootherChoiceWeightedMean object at 0x7fd8ea84a850>)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>CBClassifier</div></div><div><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>CBClassifier(feature_groups=['Age', 'WorkClass', 'fnlwgt', 'Education',\n", " 'EducationNum', 'MaritalStatus', 'Occupation',\n", " 'Relationship', 'Race', 'Gender', 'CapitalGain',\n", " 'CapitalLoss', 'HoursPerWeek', 'NativeCountry'],\n", @@ -1879,39 +1856,63 @@ " 'NativeCountry': 52, 'Occupation': 52,\n", " 'Race': 4, 'Relationship': 4, 'WorkClass': 52,\n", " 'fnlwgt': 1},\n", - " learn_rate=<function half_linear_learn_rate at 0x7c6e8cdc5a80>,\n", + " learn_rate=<function half_linear_learn_rate at 0x7fd8ef6aa700>,\n", + " observers=[],\n", + " smoother_choice=<cyclic_boosting.common_smoothers.SmootherChoiceWeightedMean object at 0x7fd8ea84a850>)</pre></div> </div></div></div></div>" + ], + "text/plain": [ + "CBClassifier(feature_groups=['Age', 'WorkClass', 'fnlwgt', 'Education',\n", + " 'EducationNum', 'MaritalStatus', 'Occupation',\n", + " 'Relationship', 'Race', 'Gender', 'CapitalGain',\n", + " 'CapitalLoss', 'HoursPerWeek', 'NativeCountry'],\n", + " feature_properties={'Age': 1, 'CapitalGain': 1, 'CapitalLoss': 1,\n", + " 'Education': 2, 'EducationNum': 1, 'Gender': 4,\n", + " 'HoursPerWeek': 1, 'MaritalStatus': 4,\n", + " 'NativeCountry': 52, 'Occupation': 52,\n", + " 'Race': 4, 'Relationship': 4, 'WorkClass': 52,\n", + " 'fnlwgt': 1},\n", + " learn_rate=<function half_linear_learn_rate at 0x7fd8ef6aa700>,\n", " observers=[],\n", - " smoother_choice=<cyclic_boosting.common_smoothers.SmootherChoiceWeightedMean object at 0x7c6e89490390>)</pre></div> </div></div></div></div>" + " smoother_choice=<cyclic_boosting.common_smoothers.SmootherChoiceWeightedMean object at 0x7fd8ea84a850>)" ] }, + "execution_count": 14, "metadata": {}, - "execution_count": 16 + "output_type": "execute_result" } - ] - }, - { - "cell_type": "markdown", - "source": [ - "### Get Predictions" ], + "source": [ + "CB_est = CBClassifier(feature_properties=fp)\n", + "CB_est.fit(X_train, y_train)\n", + "\n" + ] + }, + { + "cell_type": "markdown", "metadata": { "id": "-zB29CsH2K23" - } + }, + "source": [ + "### Get Predictions" + ] }, { "cell_type": "code", - "source": [ - "y_hat = CB_est.predict(X_test)\n", - "y_hat_proba = CB_est.predict_proba(X_test)" - ], + "execution_count": 15, "metadata": { "id": "694wnChAvKPt" }, - "execution_count": 17, - "outputs": [] + "outputs": [], + "source": [ + "y_hat = CB_est.predict(X_test)\n", + "y_hat_proba = CB_est.predict_proba(X_test)" + ] }, { "cell_type": "markdown", + "metadata": { + "id": "AYGWVrvR2N4K" + }, "source": [ "We now use the model on the test data to derive predictions. We take a (deep) copy of the test data to be able to manipulate the dataframe and not touch the original test data.\n", "\n", @@ -1923,21 +1924,11 @@ "In case we had more classes, there would be more numbers and we could, for example, assign the class with the highes probability and/or require that each assignment also exceeds a certain threshold.\n", "\n", "For convenience, we append the predictions (and the true labels) to the copy of the test data. This allows us to look at a few values and also collects all information in a single dataframe" - ], - "metadata": { - "id": "AYGWVrvR2N4K" - } + ] }, { "cell_type": "code", - "source": [ - "predictions = X_test.copy()\n", - "predictions.loc[:,'y_hat'] = y_hat\n", - "predictions.loc[:,'y_hat_proba_class1'] = y_hat_proba[:,1]\n", - "predictions.loc[:,'y'] = y_test\n", - "\n", - "predictions.head(15)" - ], + "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1946,67 +1937,413 @@ "id": "63XmRUKxD5SC", "outputId": "35a4ff2b-d2f9-4499-f892-7486e6c381aa" }, - "execution_count": 18, "outputs": [ { - "output_type": "execute_result", "data": { - "text/plain": [ - " Age WorkClass fnlwgt Education EducationNum MaritalStatus \\\n", - "688 41 4 195124 12 14 4 \n", - "20970 20 4 147884 11 9 4 \n", - "31476 45 4 358701 2 8 4 \n", - "30348 29 4 250967 8 11 2 \n", - "25768 19 4 236879 15 10 4 \n", - "7200 35 4 194690 5 4 0 \n", - "24934 18 4 189487 15 10 4 \n", - 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Visit the ' +\n", - " '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n", - " + ' to learn more about interactive tables.';\n", - " element.innerHTML = '';\n", - " dataTable['output_type'] = 'display_data';\n", - " await google.colab.output.renderOutput(dataTable, element);\n", - " const docLink = document.createElement('div');\n", - " docLink.innerHTML = docLinkHtml;\n", - " element.appendChild(docLink);\n", - " }\n", - " </script>\n", - " </div>\n", - "\n", - "\n", - "<div id=\"df-3e4c101e-8db2-4791-80ae-001a73deb93a\">\n", - " <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3e4c101e-8db2-4791-80ae-001a73deb93a')\"\n", - " title=\"Suggest charts\"\n", - " style=\"display:none;\">\n", - "\n", - "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n", - " width=\"24px\">\n", - " <g>\n", - " <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n", - " </g>\n", - "</svg>\n", - " </button>\n", - "\n", - "<style>\n", - " .colab-df-quickchart {\n", - " --bg-color: #E8F0FE;\n", - " --fill-color: #1967D2;\n", - " --hover-bg-color: #E2EBFA;\n", - " --hover-fill-color: #174EA6;\n", - " --disabled-fill-color: #AAA;\n", - " --disabled-bg-color: #DDD;\n", - " }\n", - "\n", - " [theme=dark] .colab-df-quickchart {\n", - " --bg-color: #3B4455;\n", - " --fill-color: #D2E3FC;\n", - " --hover-bg-color: #434B5C;\n", - " --hover-fill-color: #FFFFFF;\n", - " --disabled-bg-color: #3B4455;\n", - " --disabled-fill-color: #666;\n", - " }\n", - "\n", - " .colab-df-quickchart {\n", - " background-color: var(--bg-color);\n", - " border: none;\n", - " border-radius: 50%;\n", - " cursor: pointer;\n", - " display: none;\n", - " fill: var(--fill-color);\n", - " height: 32px;\n", - " padding: 0;\n", - " width: 32px;\n", - " }\n", - "\n", - " .colab-df-quickchart:hover {\n", - " background-color: var(--hover-bg-color);\n", - " box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n", - " fill: var(--button-hover-fill-color);\n", - " }\n", - "\n", - " .colab-df-quickchart-complete:disabled,\n", - " .colab-df-quickchart-complete:disabled:hover {\n", - " background-color: var(--disabled-bg-color);\n", - " fill: var(--disabled-fill-color);\n", - " box-shadow: none;\n", - " }\n", - "\n", - " .colab-df-spinner {\n", - " border: 2px solid var(--fill-color);\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - " animation:\n", - " spin 1s steps(1) infinite;\n", - " }\n", + "</div>" + ], + "text/plain": [ + " Age WorkClass fnlwgt Education EducationNum MaritalStatus \\\n", + "9175 27 4 119170 1 7 4 \n", + "13281 26 4 243560 15 10 4 \n", + "22662 53 4 47396 11 9 2 \n", + "1973 30 4 111415 11 9 2 \n", + "19296 70 6 177199 11 9 2 \n", + "31925 40 4 101593 9 13 2 \n", + "16056 37 4 187311 15 10 4 \n", + "1257 57 4 141326 11 9 2 \n", + "19707 66 5 112376 5 4 2 \n", + "11448 41 4 120277 9 13 4 \n", + "16660 26 4 215384 9 13 4 \n", + "24277 33 4 157568 11 9 2 \n", + "3885 27 4 146719 11 9 0 \n", + "20113 33 4 166961 15 10 4 \n", + "27842 24 4 227594 15 10 4 \n", "\n", - " @keyframes spin {\n", - " 0% {\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - " border-left-color: var(--fill-color);\n", - " }\n", - " 20% {\n", - " border-color: transparent;\n", - " border-left-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " }\n", - " 30% {\n", - " border-color: transparent;\n", - " border-left-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " border-right-color: var(--fill-color);\n", - " }\n", - " 40% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " border-top-color: var(--fill-color);\n", - " }\n", - " 60% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " }\n", - " 80% {\n", - " border-color: transparent;\n", - " border-right-color: var(--fill-color);\n", - " border-bottom-color: var(--fill-color);\n", - " }\n", - " 90% {\n", - " border-color: transparent;\n", - " border-bottom-color: var(--fill-color);\n", - " }\n", - " }\n", - "</style>\n", + " Occupation Relationship Race Gender CapitalGain CapitalLoss \\\n", + "9175 4 4 4 0 0 0 \n", + "13281 12 4 4 0 0 0 \n", + "22662 3 0 4 1 0 0 \n", + "1973 8 0 4 1 0 0 \n", + "19296 4 0 4 1 0 0 \n", + "31925 10 0 4 1 0 0 \n", + "16056 1 1 4 0 0 0 \n", + "1257 12 0 4 1 0 0 \n", + "19707 3 0 4 1 0 0 \n", + "11448 3 1 4 1 0 0 \n", + "16660 4 1 4 1 0 1974 \n", + "24277 7 0 4 1 0 0 \n", + "3885 12 3 4 0 0 0 \n", + "20113 1 1 4 0 0 0 \n", + "27842 12 3 4 0 0 0 \n", "\n", - " <script>\n", - " async function quickchart(key) {\n", - " const quickchartButtonEl =\n", - " document.querySelector('#' + key + ' button');\n", - " quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n", - " quickchartButtonEl.classList.add('colab-df-spinner');\n", - " try {\n", - " const charts = await google.colab.kernel.invokeFunction(\n", - " 'suggestCharts', [key], {});\n", - " } catch (error) {\n", - " console.error('Error during call to suggestCharts:', error);\n", - " }\n", - " quickchartButtonEl.classList.remove('colab-df-spinner');\n", - " quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n", - " }\n", - " (() => {\n", - " let quickchartButtonEl =\n", - " document.querySelector('#df-3e4c101e-8db2-4791-80ae-001a73deb93a button');\n", - " quickchartButtonEl.style.display =\n", - " google.colab.kernel.accessAllowed ? 'block' : 'none';\n", - " })();\n", - " </script>\n", - "</div>\n", - "\n", - " </div>\n", - " </div>\n" - ], - "application/vnd.google.colaboratory.intrinsic+json": { - "type": "dataframe", - "variable_name": "predictions", - "summary": "{\n \"name\": \"predictions\",\n \"rows\": 8141,\n \"fields\": [\n {\n \"column\": \"Age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13,\n \"min\": 17,\n \"max\": 90,\n \"num_unique_values\": 70,\n \"samples\": [\n 56,\n 41,\n 52\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"WorkClass\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 9,\n \"samples\": [\n 3,\n 2,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"fnlwgt\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 108699,\n \"min\": 13769,\n \"max\": 1455435,\n \"num_unique_values\": 7128,\n \"samples\": [\n 150324,\n 163530,\n 98881\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Education\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 16,\n \"samples\": [\n 12,\n 11,\n 5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"EducationNum\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 2,\n \"min\": 1,\n \"max\": 16,\n \"num_unique_values\": 16,\n \"samples\": [\n 14,\n 9,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"MaritalStatus\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 7,\n \"samples\": [\n 4,\n 2,\n 5\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Occupation\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 15,\n \"samples\": [\n 10,\n 0,\n 4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Relationship\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 6,\n \"samples\": [\n 1,\n 3,\n 2\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Race\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 5,\n \"samples\": [\n 2,\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"Gender\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 2,\n \"samples\": [\n 0,\n 1\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CapitalGain\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 8172,\n \"min\": 0,\n \"max\": 99999,\n \"num_unique_values\": 94,\n \"samples\": [\n 4787,\n 2597\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"CapitalLoss\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 394,\n \"min\": 0,\n \"max\": 3900,\n \"num_unique_values\": 67,\n \"samples\": [\n 1258,\n 1719\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"HoursPerWeek\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12,\n \"min\": 2,\n \"max\": 99,\n \"num_unique_values\": 84,\n \"samples\": [\n 51,\n 35\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"NativeCountry\",\n \"properties\": {\n \"dtype\": \"int8\",\n \"num_unique_values\": 42,\n \"samples\": [\n 13,\n 30\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y_hat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.4004661242764046,\n \"min\": 0.0,\n \"max\": 1.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 1.0,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y_hat_proba_class1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.27098375479263437,\n \"min\": 5.198691751343466e-05,\n \"max\": 0.958661937450008,\n \"num_unique_values\": 8139,\n \"samples\": [\n 0.645385689019674,\n 0.17391834652291707\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"y\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0,\n \"min\": 0,\n \"max\": 1,\n \"num_unique_values\": 2,\n \"samples\": [\n 1,\n 0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" - } + " HoursPerWeek NativeCountry y_hat y_hat_proba_class1 y \n", + "9175 45 39 0.0 0.010920 0 \n", + "13281 40 0 0.0 0.011287 0 \n", + "22662 40 39 0.0 0.390861 0 \n", + "1973 55 11 0.0 0.123770 0 \n", + "19296 3 39 0.0 0.094945 0 \n", + "31925 50 39 1.0 0.788971 0 \n", + "16056 60 39 0.0 0.083563 0 \n", + "1257 50 39 1.0 0.511030 1 \n", + "19707 40 39 0.0 0.156361 1 \n", + "11448 40 39 0.0 0.202189 0 \n", + "16660 55 39 0.0 0.210653 0 \n", + "24277 40 39 0.0 0.181460 0 \n", + "3885 35 39 0.0 0.007068 0 \n", + "20113 38 39 0.0 0.037594 0 \n", + "27842 20 39 0.0 0.002932 0 " + ] }, + "execution_count": 16, "metadata": {}, - "execution_count": 18 + "output_type": "execute_result" } + ], + "source": [ + "predictions = X_test.copy()\n", + "predictions.loc[:,'y_hat'] = y_hat\n", + "predictions.loc[:,'y_hat_proba_class1'] = y_hat_proba[:,1]\n", + "predictions.loc[:,'y'] = y_test\n", + "\n", + "predictions.head(15)" ] }, { "cell_type": "markdown", + "metadata": { + "id": "jAKBxo9-2TKs" + }, "source": [ "# Evaluation\n", "\n", @@ -2579,21 +2766,11 @@ "This allows us to see if the predictions are generally quite good (most entries on the diagonal line) and how many off-diagonal elements we have that indicate wrong class assignments.\n", "\n", "Here, we normalise the values displayed in the confusion matrix to the number of all entries to get the relative proportions" - ], - "metadata": { - "id": "jAKBxo9-2TKs" - } + ] }, { "cell_type": "code", - "source": [ - "\n", - "cm = metrics.confusion_matrix(y_test, y_hat,normalize='all')\n", - "disp = metrics.ConfusionMatrixDisplay(confusion_matrix=cm,\n", - " display_labels=['<50k', '>50k'])\n", - "disp.plot()\n", - "plt.show()" - ], + "execution_count": 17, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2602,34 +2779,39 @@ "id": "pk1HdL1vvcLF", "outputId": "a2019250-f0da-4a3f-a0a4-b94b654c3fcd" }, - "execution_count": 19, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 2 Axes>" - ], - "image/png": 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0+/s/ftDq90P1zF+ZiHylcMjkszm8aAJmjSYTL774oiZPnqzu3btr586dio6OrrJtWlqa898dO3aUv7+//vznPys9PV0BAQHVPudXX32ljz/+WO+++64GDBhw0fbjx493OXdRUdEF40Tl6vgb+lXHU9q0roFu/P3Z8WGHQ8pe10C3DT1ywb7/+qihykptumlgxQoTUFPKy3z0n8311Pm3J5S1MkSSZLMZiv3tSX24sHGlfbZvqKfY7ie17NXz8ya69Dih7ReYNxTWtFTBoXYd+2/C8dKEKC18KtL5fuPIcqW/vVvT/9JCOzYx7HElMUzezWGQTFTP8OHD5efnp9dff10dOnTQHXfcoSFDhqhXr17y8bnwCEx8fLzKy8u1d+9etWnTRpGRkcrPz3dpc+51ZOT5H7xWrVqpcePGysjI0P/+7/+qTp2Kt2/9XEBAgFvJCqo2cPhhPfPXa3Rdp1Nq0/mUls1vojOnfNR30Nl5EE+PvEZhkWW69/+5ViBWvt1IN/YrVHAje4VjFhX46vB+fx3NP/tRzt119v+r0PAyNQq/cMUDMOv9V8I0ZnaufviunnI2nb01NLCeQ58tOXuH0qPP79ORvDp6Lb2pJGn5q000872duuPPh/R1ZrB69j+uX3U8rdmPNpckBdaz657R+Vq3IkQFh+qoaUyJ7n/8oA7s8deGNWcnnB/e71q1PVNcKkk68GOAjhx0fQ81i6eGXibNmjXT448/rscff1zr16/XokWLNHDgQAUFBWnw4MEaMmSIOnToUGnf7Oxs+fj4KDz87LhhQkKCHnvsMZWVlTkThFWrVqlNmzYuQxxhYWF6//331atXL91999165513LppQwDN69T+uwqN+en1mUxUc9lPLDqc1bfFu5zDH4f3++mUOmbszQNu+bqDpb++s9JhffhaiZ0edL+umPxAjSbonLU9DxuRZch3AOV98GKqQxnYlP5qn0Cbl2r2trh4bfK2OHzn7O6VJVKkcP7v56Ptv62vGQy2UMjZPQ8fl6cCeAE2+N8a5xoTDYdO17U6rz10Fqh9s19F8P238IkiLno5UWekVM8UNqMBmGMYVtfr3mTNntHz5ci1cuFD//Oc/tWnTJp08eVJfffWVevfuraCgIGVlZWnUqFH6/e9/r0WLFkmSCgsL1aZNG/Xt21djx47V1q1bde+99+q5555z3hr680Wr8vLy1Lt3b3Xo0EFLliyRn1/18qqioiKFhISo4IeWCg7ihxtXp37NYms6BMAS5UaZ1ugDFRYWKjg4+OIdLsG5vxO3r0pVnfqXXi0qKy7Vsj6vWRqrp1xxfw0DAwM1aNAgrVy5Uvv27VOLFi0UEBCgJUuWqGfPnurQoYOmTZumUaNG6ZVXXnH2CwkJ0WeffaY9e/YoLi5Oo0eP1sSJE6tcYyIyMlKrV6/Wli1bNHjwYNntFUvoAABcqnPDHGY2b3FFL1rVrNnZld26dOmiL7/88qLtO3bsqLVr11b5/sKFC11eN23aVDk5OaZiBACgtruikwkAALxVbXo2B8kEAAAWqE13c1xxcyYAAIB3oTIBAIAFalNlgmQCAAAL1KZkgmEOAABgCpUJAAAsUJsqEyQTAABYwJC52zuvqOWpL4JkAgAAC9SmygRzJgAAgClUJgAAsEBtqkyQTAAAYIHalEwwzAEAAEwhmQAAwAI19QjyOXPmKCYmRoGBgYqPj9fXX39dZduFCxfKZrO5bIGBgW6fk2QCAAALGIbN9OaupUuXKi0tTZMmTdLGjRvVqVMn9evXT4cOHaqyT3BwsA4ePOjcfvzxR7fPSzIBAMBVYtasWRo2bJhSU1PVvn17zZ07V/Xq1VNGRkaVfWw2myIjI51bRESE2+clmQAAwAIO2UxvklRUVOSylZSUVHq+0tJSbdiwQYmJic59Pj4+SkxMVFZWVpVxnjx5Ui1atFB0dLT69++vbdu2uX2tJBMAAFjAU3MmoqOjFRIS4tzS09MrPd+RI0dkt9srVBYiIiKUl5dXaZ82bdooIyNDH3zwgd588005HA7deOON+umnn9y6Vm4NBQDgCpabm6vg4GDn64CAAI8dOyEhQQkJCc7XN954o9q1a6d58+Zp6tSp1T4OyQQAABa41EmUP+8vnZ0g+fNkoiphYWHy9fVVfn6+y/78/HxFRkZW65x16tRR586dtXPnTrdiZZgDAAALXO5bQ/39/RUXF6fMzMzzMTgcyszMdKk+XIjdbteWLVvUtGlTt85NZQIAAAt4qjLhjrS0NKWkpKhr167q1q2bZs+ereLiYqWmpkqSkpOTFRUV5Zx3MWXKFP36179W69atdfz4cc2cOVM//vij7r//frfOSzIBAMBVIikpSYcPH9bEiROVl5en2NhYrVy50jkpc9++ffLxOT8oUVBQoGHDhikvL0+hoaGKi4vT+vXr1b59e7fOazMMw5semV7jioqKFBISooIfWio4iFEiXJ36NYut6RAAS5QbZVqjD1RYWFiteQiX4tzfiS7vpsm3/qVPlrQXl2jjnbMsjdVTqEwAAGABQ5KZr+ve9E2fr9YAAMAUKhMAAFjAIZtsMvEIchN9LzeSCQAALFATd3PUFIY5AACAKVQmAACwgMOwyWaiuuDuolU1iWQCAAALGIbJuzm86HYOhjkAAIApVCYAALBAbZqASTIBAIAFSCYAAIAptWkCJnMmAACAKVQmAACwQG26m4NkAgAAC5xNJszMmfBgMBZjmAMAAJhCZQIAAAtwNwcAADDF+O9mpr+3YJgDAACYQmUCAAALMMwBAADMqUXjHCQTAABYwWRlQl5UmWDOBAAAMIXKBAAAFmAFTAAAYEptmoDJMAcAADCFygQAAFYwbOYmUXpRZYJkAgAAC9SmORMMcwAAAFOoTAAAYAUWrQIAAGbUprs5qpVMfPjhh9U+4G233XbJwQAAAO9TrWRiwIAB1TqYzWaT3W43Ew8AAFcPLxqqMKNayYTD4bA6DgAAriq1aZjD1N0cZ86c8VQcAABcXQwPbF7C7WTCbrdr6tSpioqKUoMGDbR7925J0oQJE7RgwQKPBwgAAK5sbicT06ZN08KFC/X000/L39/fuf/666/Xq6++6tHgAADwXjYPbN7B7WTi9ddf1yuvvKLBgwfL19fXub9Tp07asWOHR4MDAMBrMcxRtf3796t169YV9jscDpWVlXkkKAAA4D3cTibat2+vtWvXVtj/7rvvqnPnzh4JCgAAr1eLKhNur4A5ceJEpaSkaP/+/XI4HHr//feVk5Oj119/XR9//LEVMQIA4H1q0VND3a5M9O/fXx999JH++c9/qn79+po4caK2b9+ujz76SH369LEiRgAAcAW7pGdzdO/eXatWrfJ0LAAAXDVq0yPIL/lBX99++622b98u6ew8iri4OI8FBQCA1+OpoVX76aef9Mc//lH//ve/1bBhQ0nS8ePHdeONN2rJkiVq3ry5p2MEAABXMLfnTNx///0qKyvT9u3bdezYMR07dkzbt2+Xw+HQ/fffb0WMAAB4n3MTMM1sXsLtysQXX3yh9evXq02bNs59bdq00Ysvvqju3bt7NDgAALyVzTi7menvLdyuTERHR1e6OJXdblezZs08EhQAAF6vhtaZmDNnjmJiYhQYGKj4+Hh9/fXX1eq3ZMkS2Ww2DRgwwO1zup1MzJw5Uw8//LC+/fZb575vv/1WjzzyiJ555hm3AwAAAJ6xdOlSpaWladKkSdq4caM6deqkfv366dChQxfst3fvXo0ZM+aSRxiqNcwRGhoqm+382E1xcbHi4+Pl53e2e3l5ufz8/HTvvfdeUkYDAMBVpwYWrZo1a5aGDRum1NRUSdLcuXO1YsUKZWRkaNy4cZX2sdvtGjx4sCZPnqy1a9fq+PHjbp+3WsnE7Nmz3T4wAAC1moduDS0qKnLZHRAQoICAgArNS0tLtWHDBo0fP965z8fHR4mJicrKyqryNFOmTFF4eLjuu+++Sh+XUR3VSiZSUlIu6eAAAMCc6Ohol9eTJk3SE088UaHdkSNHZLfbFRER4bI/IiKiyqd6r1u3TgsWLFB2drapGC950SpJOnPmjEpLS132BQcHmwoIAICrgocqE7m5uS5/WyurSlyKEydOaMiQIZo/f77CwsJMHcvtZKK4uFhjx47VO++8o6NHj1Z43263mwoIAICrgoeSieDg4Gp9UQ8LC5Ovr6/y8/Nd9ufn5ysyMrJC+127dmnv3r269dZbnfscDockyc/PTzk5OWrVqlW1QnX7bo6//e1vWr16tV5++WUFBATo1Vdf1eTJk9WsWTO9/vrr7h4OAAB4gL+/v+Li4pSZmenc53A4lJmZqYSEhArt27Ztqy1btig7O9u53Xbbberdu7eys7MrDK9ciNuViY8++kivv/66evXqpdTUVHXv3l2tW7dWixYttHjxYg0ePNjdQwIAcPWpgbs50tLSlJKSoq5du6pbt26aPXu2iouLnXd3JCcnKyoqSunp6QoMDNT111/v0v/cYzJ+uf9i3E4mjh07ppYtW0o6W3o5duyYJOm3v/2tHnjgAXcPBwDAVakmVsBMSkrS4cOHNXHiROXl5Sk2NlYrV650Tsrct2+ffHzcHpS4KLeTiZYtW2rPnj265ppr1LZtW73zzjvq1q2bPvroI2dGAwAAasaIESM0YsSISt9bs2bNBfsuXLjwks7pdnqSmpqq7777TpI0btw4zZkzR4GBgRo1apQeffTRSwoCAICrTg0tp10T3K5MjBo1yvnvxMRE7dixQxs2bFDr1q3VsWNHjwYHAACufKbWmZCkFi1aqEWLFp6IBQCAq4ZNJudMeCwS61UrmXjhhReqfcCRI0decjAAAMD7VCuZeO6556p1MJvNVmuSiTtv7C0/H/+aDgOwhE9sk5oOAbCEj71E2vzB5TlZDdwaWlOqlUzs2bPH6jgAALi6eGgFTG/g+ZtNAQBArWJ6AiYAAKhELapMkEwAAGCBmlgBs6YwzAEAAEyhMgEAgBVq0TDHJVUm1q5dq3vuuUcJCQnav3+/JOmNN97QunXrPBocAABeqxYtp+12MvHee++pX79+qlu3rjZt2qSSkhJJUmFhoaZPn+7xAAEAwJXN7WTiySef1Ny5czV//nzVqVPHuf83v/mNNm7c6NHgAADwVucmYJrZvIXbcyZycnLUo0ePCvtDQkJ0/PhxT8QEAID3q0UrYLpdmYiMjNTOnTsr7F+3bp1atmzpkaAAAPB6zJmo2rBhw/TII4/oq6++ks1m04EDB7R48WKNGTNGDzzwgBUxAgCAK5jbwxzjxo2Tw+HQTTfdpFOnTqlHjx4KCAjQmDFj9PDDD1sRIwAAXqc2LVrldjJhs9n02GOP6dFHH9XOnTt18uRJtW/fXg0aNLAiPgAAvFMtWmfikhet8vf3V/v27T0ZCwAA8EJuJxO9e/eWzVb1DNPVq1ebCggAgKuC2ds7r+bKRGxsrMvrsrIyZWdna+vWrUpJSfFUXAAAeDeGOar23HPPVbr/iSee0MmTJ00HBAAAvIvHnhp6zz33KCMjw1OHAwDAu9WidSY89tTQrKwsBQYGeupwAAB4NW4NvYCBAwe6vDYMQwcPHtS3336rCRMmeCwwAADgHdxOJkJCQlxe+/j4qE2bNpoyZYr69u3rscAAAIB3cCuZsNvtSk1N1Q033KDQ0FCrYgIAwPvVors53JqA6evrq759+/J0UAAALqI2PYLc7bs5rr/+eu3evduKWAAAgBdyO5l48sknNWbMGH388cc6ePCgioqKXDYAAPBfteC2UMmNORNTpkzR6NGjdcstt0iSbrvtNpdltQ3DkM1mk91u93yUAAB4m1o0Z6LaycTkyZP1l7/8RZ9//rmV8QAAAC9T7WTCMM6mSD179rQsGAAArhYsWlWFCz0tFAAA/AzDHJW77rrrLppQHDt2zFRAAADAu7iVTEyePLnCCpgAAKAihjmqMGjQIIWHh1sVCwAAV49aNMxR7XUmmC8BAAAq4/bdHAAAoBpqUWWi2smEw+GwMg4AAK4qzJkAAADm1KLKhNvP5gAAAPg5KhMAAFihFlUmSCYAALBAbZozwTAHAAAwhWQCAAArGB7YLsGcOXMUExOjwMBAxcfH6+uvv66y7fvvv6+uXbuqYcOGql+/vmJjY/XGG2+4fU6SCQAALHBumMPM5q6lS5cqLS1NkyZN0saNG9WpUyf169dPhw4dqrR9o0aN9NhjjykrK0ubN29WamqqUlNT9emnn7p1XpIJAACuYEVFRS5bSUlJlW1nzZqlYcOGKTU1Ve3bt9fcuXNVr149ZWRkVNq+V69euv3229WuXTu1atVKjzzyiDp27Kh169a5FSPJBAAAVvDQMEd0dLRCQkKcW3p6eqWnKy0t1YYNG5SYmOjc5+Pjo8TERGVlZV08XMNQZmamcnJy1KNHD7culbs5AACwgoduDc3NzVVwcLBzd0BAQKXNjxw5IrvdroiICJf9ERER2rFjR5WnKSwsVFRUlEpKSuTr66uXXnpJffr0cStUkgkAAK5gwcHBLsmEpwUFBSk7O1snT55UZmam0tLS1LJlS/Xq1avaxyCZAADAArb/bmb6uyMsLEy+vr7Kz8932Z+fn6/IyMgq+/n4+Kh169aSpNjYWG3fvl3p6eluJRPMmQAAwAqX+dZQf39/xcXFKTMz07nP4XAoMzNTCQkJ1T6Ow+G44CTPylCZAADAAjWxAmZaWppSUlLUtWtXdevWTbNnz1ZxcbFSU1MlScnJyYqKinJO4kxPT1fXrl3VqlUrlZSU6JNPPtEbb7yhl19+2a3zkkwAAHCVSEpK0uHDhzVx4kTl5eUpNjZWK1eudE7K3Ldvn3x8zg9KFBcX68EHH9RPP/2kunXrqm3btnrzzTeVlJTk1nlthmF40erfNa+oqEghISG6Kew++fn413Q4gCWMqCY1HQJgiXJ7iVZvfkqFhYWWTWo893eiw5+nyzcg8JKPYy85o23z/p+lsXoKlQkAAKxSS76uMwETAACYQmUCAAAL1KZHkJNMAABgBQ+tgOkNGOYAAACmUJkAAMACDHMAAABzGOYAAACoHioTAABYgGEOAABgTi0a5iCZAADACrUomWDOBAAAMIXKBAAAFmDOBAAAMIdhDgAAgOqhMgEAgAVshiGbcenlBTN9LzeSCQAArMAwBwAAQPVQmQAAwALczQEAAMxhmAMAAKB6qEwAAGABhjkAAIA5tWiYg2QCAAAL1KbKBHMmAACAKVQmAACwAsMcAADALG8aqjCDYQ4AAGAKlQkAAKxgGGc3M/29BMkEAAAW4G4OAACAaqIyAQCAFbibAwAAmGFznN3M9PcWDHMAAABTqEzAUn9IytUdKT8qNKxUe35ooJdntNEPW0OqbP/bPvka8tAuRTQ7owP76ipj9q/07bow5/sNG5Uo9a871SXhqOoHlWvrxlDNndFGB/bVc7YZMWG7OscfU6MmJTpzylfffxei12b/Sj/trW/ptQKS9Ic//KA779ih0NDT2r0nVC+/HKcffmhcadtrrinUkCGb9avWBYqIKNa8eZ21/IO2Lm0GD96iewZvddmXmxuk4X/+g2XXAA+pRcMctaoyMXToUA0YMKCmw6g1evTL07AxP+iteS318KBu2p0TpKkvb1JIo9JK27frdFxjZ2zVZ8ua6eGkeGV9Hq4Js79Ti9Yn/9vC0ITZm9W0+WlN+WsnPZwUr0MHAzV93kYF1LU7j7Pz+yA9N7G9/nx7gh5/oLNsNunJuRvl4+NFP5nwSj16/KjhwzZp8VvX6+GHb9ae3Q315NTPFRJyptL2gQHlyjvYQK+91knHjgVWedy9e0P0p8EDnNuYR/tYdQnwoHN3c5jZvIXXJBMxMTGy2Wwu24wZM1zabN68Wd27d1dgYKCio6P19NNP11C0kKTbh+zTyvejtOqDZsrd3UB/f7KtSs74qu+AA5W27z84VxvWN9Z7i2KUu6e+3pjTSru2B+nWQbmSpKgWp9SuU6H+Pq2t/rMtRPt/rK85T7aVf6BdvW7Ocx5n5XvNtXVjqA4dqKtdO4L1+t9bKbxpicKbnb4s143a6/bbc/SPla20alVL7csN0Yt//x+VlPipb9/dlbb/4T+NtSCjs774VwuVlflWeVy73aaCgrrOragowKpLgCedW2fCzOYlajSZOHDggMrLy6vdfsqUKTp48KBze/jhh53vFRUVqW/fvmrRooU2bNigmTNn6oknntArr7xiRei4CD8/h1q3O6HsLxs59xmGTdlfNlLbjscr7dO243Ft+ll7SdqwvrHadiyUJNWpc/YHq7Tk/MfWMGwqK/VR+86VHzOgrl19+h/QwZ/q6khe1d/8ALP8/Oz6Vetjys6OdO4zDJuysyPUru0RU8eOijqhN99YrowFH+pvj65XkybFZsMFPKpGk4n58+erefPmGjNmjLZs2XLR9kFBQYqMjHRu9eufHwNfvHixSktLlZGRoQ4dOmjQoEEaOXKkZs2aVeXxvvnmGzVp0kRPPfVUlW1KSkpUVFTksuHigkPL5OtnqOCov8v+40f91Sis8mGO0LBSHa+kfeh/2+furadDBwKVOnKnGgSVyc/PoTtT96pJZIkaNSlx6fe/d+fqvazPtezLz9X1t0f12J87q7zcawpx8ELBwSXy9TVUUOCatBYcD1Roo8qHOaojJ6exnp31az0+oaf+Pud/FBFRrJkz/6m6dcvMhgyLMcxxmYwdO1bPP/+8tm/fri5duqhLly564YUXdPjw4Urbz5gxQ40bN1bnzp01c+ZMl6pGVlaWevToIX//83+M+vXrp5ycHBUUFFQ41urVq9WnTx9NmzZNY8eOrTLG9PR0hYSEOLfo6GgTVwwz7OU+ejKto5q1OKV31n2hZV99ro7/U6Bv1jaW4bC5tP38k6Z6OClef0uN0/4f62n8zC2q42+v4sjAlevbb5tp3bprtHdvqDZubKqJk3qqQf0yde++r6ZDw8UYHti8RI0mE4GBgUpKStKKFSu0f/9+JScna+HChYqKitKAAQO0bNkyZ8IwcuRILVmyRJ9//rn+/Oc/a/r06frb3/7mPFZeXp4iIiJcjn/udV5ensv+ZcuWqX///po3b56GDx9+wRjHjx+vwsJC55abm+uJS7/qFRXUkb3cptDGrlWIho1LdeyIf6V9Co74q2El7Qt+1n7n9mA9nPRr3fmbXhqc2F0TH+ys4IZlyvuprku/Uyf9dGBfPW3dGKrpozsq+tpi3fi7ypNUwBOKigJkt9sUGupahQhteEYFF5hc6a7iYn/t3x+kZs1OeOyYgFlXTN03PDxcf/3rX7Vx40Z98MEHysrK0sCBA7V169lbotLS0tSrVy917NhRf/nLX/Tss8/qxRdfVElJyUWO7Oqrr77SXXfdpTfeeENJSUkXbR8QEKDg4GCXDRdXXu6jnduD1Cn+mHOfzWYoNv6YdmxuWGmfHZsbKvZn7SWp86+PacfmireSnjrpp6ICfzW75pRaty9S1pomVQfz36JFHX8vWgEGXqe83Ff/2dlIsZ3Of3mx2QzFxuZr+46wC/R0T2BgmZo2Paljx+pevDFqFMMcNeDEiRN67bXX9Lvf/U633nqrrr/+ei1atEjt27evtH18fLzKy8u1d+9eSVJkZKTy8/Nd2px7HRl5fkJUq1at1LZtW2VkZKisjDFHKy174xrdPPCAbrr1gKKvLdZDj+9QQF27Vi1vKkka/eRWDR2509n+g8XRirvxqG5P/lHNY4o1+C+79KsORfpoyfmhpd/2ydcNXY8pMuqUft3rkKbN3agvP2+iTVln7+OPjDqlu+/do9btitQk8ozadTqu//fMZpWW+OqbdZ77hQ5UZtmyNrr55l1KvGm3oqMLNeKhbxQQUK5Vq66VJI0enaWhQ7Od7f387GrZskAtWxbIz8+hxo1Pq2XLAjVter7qcP99m3TD9YcUHn5S7dod1oQJa+Vw2PTFmhaX+/Lgrlp0N0eNLlplt9v12Wef6Y033tDy5csVHR3tHOq45pprLtg3OztbPj4+Cg8PlyQlJCToscceU1lZmerUqSNJWrVqldq0aaPQ0FBnv7CwML3//vvq1auX7r77br3zzjvO9vCsf30aqeDQMg15cLdCw0q0OydIEx/srOPHzt7W1iTyjBw/m+uw/buGenr89UoesUtDH96p/fvqaepfO+nHnQ2cbRo1KdGwMT+cHf44HKDMj5vq7XnXOt8vLfVVhy7H1f+eXDUILtPxo/7auiFUo5O7qvBY5cMrgKf8618tFBJconuGbFGj0DPatTtUEyb20vHjZ6sI4U1OuczvadTotOb8faXz9Z137tCdd+7Q5s3hGjvuJklSWNgpjR27XsHBJSosDNC2bU00alQfFRZxdxKuHDbDqLnUZ+rUqXr22WeVlJSklJQU3XjjjZW2y8rK0ldffaXevXsrKChIWVlZGjVqlH7/+99r0aJFkqTCwkK1adNGffv21dixY7V161bde++9eu6555zzIoYOHarjx49r+fLlysvLU+/evdWhQwctWbJEfn7Vy6uKiooUEhKim8Luk58Pf5xwdTKiLjBsBHixcnuJVm9+SoWFhZYNW5/7O5Hw+ynyq3PpSV952Rll/WOipbF6So0OcwwZMkR5eXmaN29elYmEdHbewpIlS9SzZ0916NBB06ZN06hRo1zWkAgJCdFnn32mPXv2KC4uTqNHj9bEiROrnGAZGRmp1atXa8uWLRo8eLDsdmb6AwA8qIbu5pgzZ45iYmIUGBio+Ph4ff3111W2nT9/vrp3767Q0FCFhoYqMTHxgu2rUqPDHDExMdVq16VLF3355ZcXbdexY0etXbu2yvcXLlzo8rpp06bKycmpVgwAAFzpli5dqrS0NM2dO1fx8fGaPXu2c5mEc9MCfm7NmjX64x//qBtvvFGBgYF66qmn1LdvX23btk1RUVHVPu8VMwETAICrSU3czTFr1iwNGzZMqampat++vebOnat69eopIyOj0vaLFy/Wgw8+qNjYWLVt21avvvqqHA6HMjMz3TovyQQAAFZwGOY3qcIqzFUtiVBaWqoNGzYoMTHRuc/Hx0eJiYnKysqqVsinTp1SWVmZGjVqdPHGP0MyAQCAFTw0ZyI6OtplJeb09PRKT3fkyBHZ7fZKF3D85eKNVRk7dqyaNWvmkpBUR43OmQAAABeWm5vrcjdHQIA1T42dMWOGlixZojVr1igw0L27UEgmAACwgE3mVrE8tyJJdVdfDgsLk6+vb6ULOP588cbKPPPMM5oxY4b++c9/qmPHjm7HyjAHAABWuMwrYPr7+ysuLs5l8uS5yZQJCQlV9nv66ac1depUrVy5Ul27dr2kS6UyAQDAVSItLU0pKSnq2rWrunXrptmzZ6u4uFipqamSpOTkZEVFRTnnXTz11FOaOHGi3nrrLcXExDjnVjRo0EANGjSo8jy/RDIBAIAFzD6s61L6JiUl6fDhw5o4caLy8vIUGxurlStXOidl7tu3Tz4+5wclXn75ZZWWlurOO+90Oc6kSZP0xBNPVPu8JBMAAFjBxCqWzv6XYMSIERoxYkSl761Zs8bl9bmHZZrFnAkAAGAKlQkAACxgMwzZTDxL00zfy41kAgAAKzj+u5np7yUY5gAAAKZQmQAAwAIMcwAAAHNq6G6OmkAyAQCAFS5hFcsK/b0EcyYAAIApVCYAALBATayAWVNIJgAAsALDHAAAANVDZQIAAAvYHGc3M/29BckEAABWYJgDAACgeqhMAABgBRatAgAAZtSm5bQZ5gAAAKZQmQAAwAq1aAImyQQAAFYwJJm5vdN7cgmSCQAArMCcCQAAgGqiMgEAgBUMmZwz4bFILEcyAQCAFWrRBEyGOQAAgClUJgAAsIJDks1kfy9BMgEAgAW4mwMAAKCaqEwAAGCFWjQBk2QCAAAr1KJkgmEOAABgCpUJAACsUIsqEyQTAABYgVtDAQCAGdwaCgAAUE1UJgAAsAJzJgAAgCkOQ7KZSAgc3pNMMMwBAABMoTIBAIAVGOYAAADmmEwm5D3JBMMcAADAFCoTAABYgWEOAABgisOQqaEK7uYAAAC1BZUJAACsYDjObmb6ewmSCQAArMCcCQAAYApzJgAAgDeaM2eOYmJiFBgYqPj4eH399ddVtt22bZvuuOMOxcTEyGazafbs2Zd0TpIJAACscG6Yw8zmpqVLlyotLU2TJk3Sxo0b1alTJ/Xr10+HDh2qtP2pU6fUsmVLzZgxQ5GRkZd8qSQTAABYwZDJZML9U86aNUvDhg1Tamqq2rdvr7lz56pevXrKyMiotP3//M//aObMmRo0aJACAgIu+VJJJgAAuIIVFRW5bCUlJZW2Ky0t1YYNG5SYmOjc5+Pjo8TERGVlZVkaI8kEAABW8NAwR3R0tEJCQpxbenp6pac7cuSI7Ha7IiIiXPZHREQoLy/P0kvlbg4AAKzgcEgysVaE42zf3NxcBQcHO3ebGY6wCskEAABXsODgYJdkoiphYWHy9fVVfn6+y/78/HxTkyurg2EOAACscJnv5vD391dcXJwyMzOd+xwOhzIzM5WQkODpq3NBZQIAACvUwAqYaWlpSklJUdeuXdWtWzfNnj1bxcXFSk1NlSQlJycrKirKOe+itLRU33//vfPf+/fvV3Z2tho0aKDWrVtX+7wkEwAAXCWSkpJ0+PBhTZw4UXl5eYqNjdXKlSudkzL37dsnH5/zgxIHDhxQ586dna+feeYZPfPMM+rZs6fWrFlT7fOSTAAAYIUaWk57xIgRGjFiRKXv/TJBiImJkeGBZ4CQTAAAYAHDcMgw8eRPM30vN5IJAACsYBjmHtblRU8N5W4OAABgCpUJAACsYJicM+FFlQmSCQAArOBwSDYT8x68aM4EwxwAAMAUKhMAAFiBYQ4AAGCG4XDIMDHM4U23hjLMAQAATKEyAQCAFRjmAAAApjgMyVY7kgmGOQAAgClUJgAAsIJhSDKzzoT3VCZIJgAAsIDhMGSYGObwxNM8LxeSCQAArGA4ZK4ywa2hAACglqAyAQCABRjmAAAA5tSiYQ6SCTedyxTLHaU1HAlgHcNeUtMhAJYo/+9n+3J86y9Xmak1q8pV5rlgLEYy4aYTJ05Ikr449kYNRwJY6EhNBwBY68SJEwoJCbHk2P7+/oqMjNS6vE9MHysyMlL+/v4eiMpaNsObBmWuAA6HQwcOHFBQUJBsNltNh3PVKyoqUnR0tHJzcxUcHFzT4QAex2f88jIMQydOnFCzZs3k42PdPQhnzpxRaan5Cra/v78CAwM9EJG1qEy4ycfHR82bN6/pMGqd4OBgftHiqsZn/PKxqiLxc4GBgV6RBHgKt4YCAABTSCYAAIApJBO4ogUEBGjSpEkKCAio6VAAS/AZx9WACZgAAMAUKhMAAMAUkgkAAGAKyQQAADCFZAJXlaFDh2rAgAE1HQZgGT7juBKRTOCKERMTI5vN5rLNmDHDpc3mzZvVvXt3BQYGKjo6Wk8//XQNRQu4j884rlasgIkaVVBQoDp16qhBgwaSpClTpmjYsGHO94OCgpz/LioqUt++fZWYmKi5c+dqy5Ytuvfee9WwYUMNHz78sscOSNKBAwcUHh4uP7/q/TrlM46rEZUJXHbl5eVasWKF7rrrLjVt2lS7du1yvhcUFKTIyEjnVr9+fed7ixcvVmlpqTIyMtShQwcNGjRII0eO1KxZs6o81zfffKMmTZroqaeesvSaUHvNnz9fzZs315gxY7Rly5aLtuczjqsRyQQumy1btmj06NFq3ry5kpOT1aRJE33++efq1KmTs82MGTPUuHFjde7cWTNnzlR5ebnzvaysLPXo0cPlCXr9+vVTTk6OCgoKKpxv9erV6tOnj6ZNm6axY8dae3GotcaOHavnn39e27dvV5cuXdSlSxe98MILOnz4cKXt+YzjasQwByx19OhRvfnmm1q0aJG2bdumW265RS+99JL+8Ic/VHis7siRI9WlSxc1atRI69ev1/jx43Xw4EHnt7K8vDxde+21Ln0iIiKc74WGhjr3L1u2TMnJyXr11VeVlJRk8VWiNgsMDFRSUpKSkpJ06NAhvfXWW1q4cKHGjBmjW265RSkpKbr11lvl5+fHZxxXLwOw0KRJkwxJRvfu3Y19+/a51XfBggWGn5+fcebMGcMwDKNPnz7G8OHDXdps27bNkGR8//33hmEYRkpKihEZGWn4+voay5Yt88g1AJfik08+McLDww1JxqZNmyptw2ccVwuGOWCp4cOHa+rUqcrLy1OHDh2Umpqq1atXy+FwXLRvfHy8ysvLtXfvXklSZGSk8vPzXdqcex0ZGenc16pVK7Vt21YZGRkqKyvz3MUAF3HixAm99tpr+t3vfqdbb71V119/vRYtWqT27dtX2p7POK4WJBOwVLNmzfT444/rhx9+0MqVK+Xv76+BAweqRYsWGjdunLZt21Zl3+zsbPn4+Cg8PFySlJCQoH/9618uvzxXrVqlNm3auJR/w8LCtHr1au3cuVN33303v2xhKbvdrn/84x/605/+pIiICM2YMUM33XSTdu/erczMTCUnJ1cY0juHzziuGjVdGkHtc/r0aePtt982+vXrZ/j6+hqbN2821q9fbzz33HNGdna2sWvXLuPNN980mjRpYiQnJzv7HT9+3IiIiDCGDBlibN261ViyZIlRr149Y968ec42KSkpRv/+/Q3DMIyDBw8abdu2Ne644w6jrKzscl8maokpU6YYISEhxvDhw41///vfVbbjM46rGckEatT+/fuNwsJCY8OGDUZ8fLwREhJiBAYGGu3atTOmT5/uHEs+57vvvjN++9vfGgEBAUZUVJQxY8YMl/d//ovWMAzjwIEDxnXXXWfcfffdRnl5+eW4JNQye/bsMU6fPn3RdnzGcTXjEeQAAMAU5kwAAABTSCYAAIApJBMAAMAUkgkAAGAKyQQAADCFZAIAAJhCMgEAAEwhmQAAAKaQTABeaOjQoRowYIDzda9evfTXv/71ssexZs0a2Ww2HT9+vMo2NptNy5cvr/Yxn3jiCcXGxpqKa+/evbLZbMrOzjZ1HADVQzIBeMjQoUNls9lks9nk7++v1q1ba8qUKSovL7f83O+//76mTp1arbbVSQAAwB1+NR0AcDW5+eab9dprr6mkpESffPKJHnroIdWpU0fjx4+v0La0tLTKp0m6q1GjRh45DgBcCioTgAcFBAQoMjJSLVq00AMPPKDExER9+OGHks4PTUybNk3NmjVTmzZtJEm5ubm6++671bBhQzVq1Ej9+/fX3r17nce02+1KS0tTw4YN1bhxY/3tb3/TLx+p88thjpKSEo0dO1bR0dEKCAhQ69attWDBAu3du1e9e/eWJIWGhspms2no0KGSJIfDofT0dF177bWqW7euOnXqpHfffdflPJ988omuu+461a1bV71793aJs7rGjh2r6667TvXq1VPLli01YcKESh+hPW/ePEVHR6tevXq6++67VVhY6PL+q6++qnbt2ikwMFBt27bVSy+95HYsADyDZAKwUN26dVVaWup8nZmZqZycHK1atUoff/yxysrK1K9fPwUFBWnt2rX697//rQYNGujmm2929nv22We1cOFCZWRkaN26dTp27JiWLVt2wfMmJyfr7bff1gsvvKDt27dr3rx5atCggaKjo/Xee+9JknJycnTw4EE9//zzkqT09HS9/vrrmjt3rrZt26ZRo0bpnnvu0RdffCHpbNIzcOBA3XrrrcrOztb999+vcePGuf3fJCgoSAsXLtT333+v559/XvPnz9dzzz3n0mbnzp1655139NFHH2nlypXatGmTHnzwQef7ixcv1sSJEzVt2jRt375d06dP14QJE7Ro0SK34wHgATX81FLgqvHzR0M7HA5j1apVRkBAgDFmzBjn+xEREUZJSYmzzxtvvGG0adPGcDgczn0lJSVG3bp1jU8//dQwDMNo2rSp8fTTTzvfLysrM5o3b+7yGOqePXsajzzyiGEYhpGTk2NIMlatWlVpnJ9//rkhySgoKHDuO3PmjFGvXj1j/fr1Lm3vu+8+449//KNhGIYxfvx4o3379i7vjx07tsKxfkmSsWzZsirfnzlzphEXF+d8PWnSJMPX19f46aefnPv+8Y9/GD4+PsbBgwcNwzCMVq1aGW+99ZbLcaZOnWokJCQYhnH2seCSjE2bNlV5XgCew5wJwIM+/vhjNWjQQGVlZXI4HPrTn/6kJ554wvn+DTfc4DJP4rvvvtPOnTsVFBTkcpwzZ85o165dKiws1MGDBxUfH+98z8/PT127dq0w1HFOdna2fH191bNnz2rHvXPnTp06dUp9+vRx2V9aWqrOnTtLkrZv3+4ShyQlJCRU+xznLF26VC+88IJ27dqlkydPqry8XMHBwS5trrnmGkVFRbmcx+FwKCcnR0FBQdq1a5fuu+8+DRs2zNmmvLxcISEhbscDwDySCcCDevfurZdffln+/v5q1qyZ/Pxcf8Tq16/v8vrkyZOKi4vT4sWLKxyrSZMmlxRD3bp13e5z8uRJSdKKFStc/ohLZ+eBeEpWVpYGDx6syZMnq1+/fgoJCdGSJUv07LPPuh3r/PnzKyQ3vr6+HosVQPWRTAAeVL9+fbVu3bra7bt06aKlS5cqPDy8wrfzc5o2baqvvvpKPXr0kHT2G/iGDRvUpUuXStvfcMMNcjgc+uKLL5SYmFjh/XOVEbvd7tzXvn17BQQEaN++fVVWNNq1a+ecTHrOl19+efGL/Jn169erRYsWeuyxx5z7fvzxxwrt9u3bpwMHDqhZs2bO8/j4+KhNmzaKiIhQs2bNtHv3bg0ePNit8wOwBhMwgRo0ePBghYWFqX///lq7dq327NmjNWvWaOTIkfrpp58kSY888ohmzJih5cuXa8eOHXrwwQcvuEZETEyMUlJSdO+992r58uXOY77zzjuSpBYtWshms+njjz/W4cOHdfLkSQUFBWnMmDEaNWqUFi1apF27dmnjxo168cUXnZMa//KXv+g///mPHn30UeXk5Oitt97SwoUL3breX/3qV9q3b5+WLFmiXbt26YUXXqh0MmlgYKBSUlL03Xffae3atRo5cqTuvvtuRUZGSpImT56s9PR0vfDCC/rhhx+0ZcsWvfbaa5o1a5Zb8QDwDJIJoAbVq1dP//rXv3TNNddo4MCBateune677z6dOXPGWakYPXq0hgwZopSUFCUkJCgoKEi33377BY/78ssv684779SDDz6otm3batiwYSouLpYkRUVFafLkyRo3bpwiIiI0YsQISdLUqVM1YcIEpaenq127drr55pu1YsUKXXvttZLOzmN47733tHz5cnXq1Elz587V9OnT3bre2267TaNGjdKIESMUGxur9evXa8KECRXatW7dWgMHDtQtt9yivn37qmPHji63ft5///169dVX9dprr+mGG25Qz549tXDhQmesAC4vm1HVLC4AAIBqoDIBAABMIZkAAACmkEwAAABTSCYAAIApJBMAAMAUkgkAAGAKyQQAADCFZAIAAJhCMgEAAEwhmQAAAKaQTAAAAFP+P0XHoUlNRGYQAAAAAElFTkSuQmCC\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "\n", + "cm = metrics.confusion_matrix(y_test, y_hat,normalize='all')\n", + "disp = metrics.ConfusionMatrixDisplay(confusion_matrix=cm,\n", + " display_labels=['<50k', '>50k'])\n", + "disp.plot()\n", + "plt.show()" ] }, { "cell_type": "markdown", - "source": [ - "Scikit-Learn also provides a summary report with the most important metrics:" - ], "metadata": { "id": "M2_kalrz4d9r" - } + }, + "source": [ + "Scikit-Learn also provides a summary report with the most important metrics:" + ] }, { "cell_type": "code", - "source": [ - "print(metrics.classification_report(y_test, y_hat, target_names=['<50k', '>50k']))" - ], + "execution_count": 18, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2637,50 +2819,41 @@ "id": "SS804f7oGTs-", "outputId": "c33463e4-628c-46bb-c711-5b20307654ed" }, - "execution_count": 20, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", - " <50k 0.88 0.93 0.91 6187\n", - " >50k 0.73 0.61 0.67 1954\n", + " <50k 0.87 0.93 0.90 6137\n", + " >50k 0.71 0.56 0.63 2004\n", "\n", - " accuracy 0.85 8141\n", - " macro avg 0.81 0.77 0.79 8141\n", - "weighted avg 0.85 0.85 0.85 8141\n", + " accuracy 0.84 8141\n", + " macro avg 0.79 0.75 0.76 8141\n", + "weighted avg 0.83 0.84 0.83 8141\n", "\n" ] } + ], + "source": [ + "print(metrics.classification_report(y_test, y_hat, target_names=['<50k', '>50k']))" ] }, { "cell_type": "markdown", + "metadata": { + "id": "1mmLyB6J4h_9" + }, "source": [ "A key plot to understand the performance is the ROC curve.\n", "Here, we need probabilities and the curve is constructed by setting subsequent thresholds on the predictied probabilies.\n", "A model that is only as good as random guessing would lie on the diagonal, the ideal point is (0,1) where all predictions are perfect" - ], - "metadata": { - "id": "1mmLyB6J4h_9" - } + ] }, { "cell_type": "code", - "source": [ - "fpr, tpr, thresholds = metrics.roc_curve(y_test, y_hat_proba[:,1])\n", - "roc_auc = metrics.auc(fpr, tpr)\n", - "display = metrics.RocCurveDisplay(fpr=fpr, tpr=tpr, roc_auc=roc_auc,\n", - " estimator_name='Cyclic Boosting')\n", - "\n", - "display.plot()\n", - "# diagonal line\n", - "plt.plot([0, 1], [0, 1], \"k--\", label=\"random guess (AUC = 0.5)\")\n", - "plt.legend()\n", - "plt.show()" - ], + "execution_count": 19, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -2689,49 +2862,58 @@ "id": "RLycM16AGYmG", "outputId": "2a45e88b-9366-425b-eb87-34d7c25b1124" }, - "execution_count": 21, "outputs": [ { - "output_type": "display_data", "data": { + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" - ], - "image/png": 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\n" + ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" } + ], + "source": [ + "fpr, tpr, thresholds = metrics.roc_curve(y_test, y_hat_proba[:,1])\n", + "roc_auc = metrics.auc(fpr, tpr)\n", + "display = metrics.RocCurveDisplay(fpr=fpr, tpr=tpr, roc_auc=roc_auc,\n", + " estimator_name='Cyclic Boosting')\n", + "\n", + "display.plot()\n", + "# diagonal line\n", + "plt.plot([0, 1], [0, 1], \"k--\", label=\"random guess (AUC = 0.5)\")\n", + "plt.legend()\n", + "plt.show()" ] }, { "cell_type": "markdown", + "metadata": { + "id": "CR7EePnS4ju4" + }, "source": [ "Since Cyclic Boosting is a fully explainable (\"white box\") model, we can get detailed information about which feature contributes how to each individual prediction.\n", "\n", "To investigate more wen get a dictionary of the feature contributions for the test data. The dictionary contains each variable used in the model, together with an array of the numerical values of how much this variable contributes for each prediction.\n", "\n", "For classification, the features contributions are centered around 0.5, i.e. the value of 0.5 is the \"neutral\" element. Values larger than this indicate this feature is particularly important for this prediction, and vice versa for smaller values." - ], - "metadata": { - "id": "CR7EePnS4ju4" - } + ] }, { "cell_type": "code", - "source": [ - "feature_contributions = CB_est.get_feature_contributions(X_test)" - ], + "execution_count": 20, "metadata": { "id": "plmMUe9lzGhk" }, - "execution_count": 22, - "outputs": [] + "outputs": [], + "source": [ + "feature_contributions = CB_est.get_feature_contributions(X_test)" + ] }, { "cell_type": "code", - "source": [ - "print(feature_contributions)" - ], + "execution_count": 21, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -2739,42 +2921,65 @@ "id": "cSnT6IoD0JQC", "outputId": "b019276c-a5d8-4ca8-e970-0585abe7f8b7" }, - "execution_count": 23, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "{'Age': array([0.56552353, 0.14468231, 0.60204227, ..., 0.19732741, 0.32425085,\n", - " 0.19732741]), 'WorkClass': array([0.53114851, 0.53114851, 0.53114851, ..., 0.53114851, 0.53114851,\n", - " 0.46545386]), 'fnlwgt': array([0.49929637, 0.49915531, 0.49971289, ..., 0.49926855, 0.49927962,\n", - " 0.49953604]), 'Education': array([0.61247986, 0.43119116, 0.36438462, ..., 0.57128696, 0.43119116,\n", - " 0.29214504]), 'EducationNum': array([0.62121937, 0.44180738, 0.40740085, ..., 0.58332728, 0.44180738,\n", - " 0.30875204]), 'MaritalStatus': array([0.27355185, 0.27355185, 0.27355185, ..., 0.27355185, 0.27355185,\n", - " 0.30854674]), 'Occupation': array([0.63579665, 0.46507476, 0.24979187, ..., 0.57122167, 0.32915655,\n", - " 0.448426 ]), 'Relationship': array([0.4292497 , 0.21512424, 0.21512424, ..., 0.21512424, 0.21512424,\n", - " 0.4292497 ]), 'Race': array([0.53382892, 0.53382892, 0.53382892, ..., 0.53382892, 0.53382892,\n", - " 0.53382892]), 'Gender': array([0.53138809, 0.39192276, 0.53138809, ..., 0.39192276, 0.53138809,\n", - " 0.39192276]), 'CapitalGain': array([0.42999849, 0.42999849, 0.42999849, ..., 0.42999849, 0.42999849,\n", - " 0.42999849]), 'CapitalLoss': array([0.4743547, 0.4743547, 0.4743547, ..., 0.4743547, 0.4743547,\n", - " 0.4743547]), 'HoursPerWeek': array([0.52241507, 0.57260521, 0.26002657, ..., 0.57260521, 0.63487309,\n", - " 0.52241507]), 'NativeCountry': array([0.44234036, 0.526976 , 0.35107406, ..., 0.526976 , 0.526976 ,\n", - " 0.526976 ])}\n" + "{'Age': array([0.28545659, 0.25716827, 0.61743904, ..., 0.18044609, 0.31420331,\n", + " 0.52477049]), 'WorkClass': array([0.52872523, 0.52872523, 0.52872523, ..., 0.52872523, 0.52872523,\n", + " 0.52872523]), 'fnlwgt': array([0.4991514 , 0.49947656, 0.49893789, ..., 0.49924244, 0.49920619,\n", + " 0.49926688]), 'Education': array([0.32903565, 0.48850523, 0.42277561, ..., 0.42277561, 0.56815092,\n", + " 0.48850523]), 'EducationNum': array([0.37203779, 0.48053654, 0.44507931, ..., 0.44507931, 0.58426338,\n", + " 0.48053654]), 'MaritalStatus': array([0.26034409, 0.26034409, 0.60593957, ..., 0.30054315, 0.60593957,\n", + " 0.60593957]), 'Occupation': array([0.64021002, 0.51840904, 0.453273 , ..., 0.453273 , 0.64021002,\n", + " 0.51840904]), 'Relationship': array([0.32404975, 0.32404975, 0.53489167, ..., 0.42892809, 0.53489167,\n", + " 0.53489167]), 'Race': array([0.53731951, 0.53731951, 0.53731951, ..., 0.53731951, 0.53731951,\n", + " 0.53731951]), 'Gender': array([0.39450404, 0.39450404, 0.52638951, ..., 0.52638951, 0.52638951,\n", + " 0.52638951]), 'CapitalGain': array([0.42628362, 0.42628362, 0.42628362, ..., 0.43981619, 0.42628362,\n", + " 0.42628362]), 'CapitalLoss': array([0.47385278, 0.47385278, 0.47385278, ..., 0.47385278, 0.47385278,\n", + " 0.47385278]), 'HoursPerWeek': array([0.61383957, 0.57607899, 0.57607899, ..., 0.64456994, 0.57607899,\n", + " 0.61383957]), 'NativeCountry': array([0.52710546, 0.4578741 , 0.52710546, ..., 0.5149437 , 0.52710546,\n", + " 0.52710546])}\n" ] } + ], + "source": [ + "print(feature_contributions)" ] }, { "cell_type": "markdown", - "source": [ - "For convenience, we can also make a nice plot of the feature contributions:" - ], "metadata": { "id": "7QKz9FlU5iSF" - } + }, + "source": [ + "For convenience, we can also make a nice plot of the feature contributions:" + ] }, { "cell_type": "code", + "execution_count": 23, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "O7P2iSh-6oSW", + "outputId": "2a38bc80-51fd-42b5-f1e9-ee84e06503b4" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "##\n", "## Individual prediction for which we want to get more information\n", @@ -2836,37 +3041,40 @@ "\n", "# Show the plot\n", "plt.show()" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 472 - }, - "id": "O7P2iSh-6oSW", - "outputId": "2a38bc80-51fd-42b5-f1e9-ee84e06503b4" - }, - "execution_count": 24, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ], - "image/png": 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\n" 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -550,12 +962,12 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -581,12 +993,12 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -614,12 +1026,12 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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pQPrpp5/0wQcfaPz48Vq5cqUcDocmTZrUlCVY9u7dq9GjRys2NlaDBg3SsmXLvFIHAABofjxym/+pjmXUt29fPfbYY54oocHatGmjOXPmKD4+Xrm5uRoyZIjGjx+vDh06eKUeAADQfHjkDJIxpkEvf39//epXv9LGjRsVEhLiiRIarHv37oqPj5ckRUZGKiwsTEeOHPFKLQAAoHnxyBmkGTNm1LmMn5+fgoOD1bt3b40aNUrdunU7rW1u3LhRs2bNUkZGhg4cOKDly5fruuuuc1nG6XRq1qxZys3NVVxcnF544QUNHz68WlsZGRkqLy9XdHT0adUEAAB8Q5MFJE8rLCxUXFycpkyZUmM/ptTUVKWkpGjevHkaMWKE5syZo7Fjxyo7O1vh4eHWckeOHNEdd9yhl156qdbtFRcXq7i42Hqfn5/vuQ8DAACaFa/dxXa6xo0bp7/85S+aOHFijfNnz56tqVOnavLkyYqNjdW8efPUvn17LViwwFqmuLhY1113nR5//HGNGjWq1u3NnDlTISEh1ouzTQAA+K4WG5BqU1JSooyMDCUkJFjT/Pz8lJCQoLS0NEkn+03deeeduvTSS3X77bfX2ea0adN07Ngx67V3795Gqx8AAHiXRy6x2eXl5Wn9+vXavn271fE5NDRUAwcO1OjRoxUREdEYm7UcPnxY5eXl1bYTERGhr7/+WpK0adMmpaamatCgQVqxYoUk6b///a/OPffcGtsMCgpSUFBQo9YNAACaB48GpAMHDiglJUVvvPGGysrKat5gmza6/vrr9fe//13du3f35OYb5MILL1RFRYXXtt8UKsrLlJ2d7TJtwIABCggI8FJFAAC0DB4LSJ9//rkSEhJ05MgRGWPcLldaWqrU1FStWbNGa9eudXvG5nSEhYXJ39/fepxJpby8PEVGRp5W206nU06nU+Xl5afVTlMoOLRPf1tZrG7biyRJx3O/19wkWcMbAACAmnmkD1JhYaGuuuoq/fjjjzLGKCEhQampqdq9e7eKiopUVFSk3bt367XXXtMVV1whY4wOHz6sq666SidOnPBECS4CAwM1ZMgQrV271ppWUVGhtWvXauTIkafVdlJSknbs2KGtW7eebplNokN4tLpE91OX6H4KjuSxLgAA1IdHAtKLL76o/fv3y8/PTy+99JLef/993XjjjYqJiVFgYKACAwMVExOjG264QatXr9b8+fPlcDi0b98+65lsDVVQUKDMzExlZmZKknJycpSZmanvv/9ekpSSkqKXXnpJL7/8sr766ivdd999Kiws1OTJkz3xkQEAgA/zSEB688035XA4dOedd+quu+6qc/kpU6Zo8uTJMsZo+fLlp7TN9PR0DR48WIMHD5Z0MhANHjxY06dPlyTdfPPNevbZZzV9+nTFx8crMzNTq1evbvQO4gAAoOXzSB+knTt3SpJuueWWeq/zq1/9SgsWLLDWbajRo0fX2tdJkpKTk5WcnHxK7bvTkvogAQCAU+ORM0gFBQWSTt7KX19dunSRdLL/UkvS0vogAQCAhvNIQKp8rtpXX31V73UqxyMKCwvzRAkAAAAe45GAdP7558sYo9mzZ7sd/6iqsrIyzZ49Ww6HQ+eff74nSgAAAPAYjwSkO+64Q5KUmZmpq666Svv373e77P79+zVhwgRt27ZNknTnnXd6ooQm43Q6FRsbq2HDhnm7FAAA0Eg80kl7woQJuu6667RixQqtWbNGffr00RVXXKERI0YoPDxcDodDeXl52rx5sz744AOVlJRIkiZOnKirrrrKEyU0maSkJCUlJSk/P18hISHeLgcAADQCj42kvWTJEt1xxx1atmyZSkpKtGrVKq1ataracpV3nt1444165ZVXPLV5AAAAj/HIJTbp5MNcU1NT9fbbb2vcuHFq166djDEur3bt2mncuHFauXKlUlNTefgrAABoljz6sFpJuuqqq3TVVVepvLxc3333nY4cOSLp5BAAffr0kb+/v6c3iXqyP7yWB9cCAFAzjwekSv7+/urbt29jNY9TUPXhtTy4FgAA9zwSkI4dO6Z//OMfkqSpU6eqe/futS5/4MABvfTSS5Kkhx9+WB06dPBEGU2ipY+kXfnwWgAA4J5H+iC9+uqreuKJJ/Tqq6/WGY4kKTIyUq+++qqefPJJLV261BMlNBlG0gYAwPd5JCC9++67cjgcuummm+q1vMPh0C233CJjjN5++21PlAAAAOAxHglImZmZkqRRo0bVe52RI0e6rAsAANBceCQgHTx4UJLqdXmtUmRkpCQpLy/PEyUAAAB4jEcCUtu2bSVJJ06cqPc6lcty2z8AAGhuPBKQKs8cpaen13udymUrzyS1FDyLDQAA3+eRgHTRRRfJGKO5c+eqtLS0zuVLS0s1d+5cORwOXXjhhZ4ooclwFxsAAL7PIwFp8uTJkqRvvvlGt956a62X2k6cOKFf/epX2rlzp8u6AAAAzYVHBoocNWqUbrnlFi1dulRvvPGGtmzZoqlTp+qiiy6yLr8dOHBAGzdu1Pz58/XDDz/I4XDohhtu0CWXXOKJEgAAADzGY48aWbBggQ4fPqw1a9bohx9+0IwZM2pczhgjSbr88sv18ssve2rzAAAAHuORS2zSyTvZ3nvvPc2ZM0c9evSQMabGV3R0tJ5//nmtXr3auvsNAACgOfHow2odDod++9vf6oEHHlBmZqY+++wzHT58WJIUFham8847T3FxcXI4HJ7cLAAAgEd5NCBVcjgcGjx4sAYPHtwYzQMAADQqj11iay0YBwkAAN9HQGogxkECAMD3EZAAAABsCEgAAAA2BCQAAAAbAhIAAIANAQkAAMCGgAQAAGBDQAIAALAhIDUQA0UCAOD7CEgNxECRAAD4PgISAACATaM8rBbNX0V5mbKzs12mDRgwQAEBAV6qCACA5oOA1EoVHNqnv60sVrftRZKk47nfa26SFB8f793CAABoBghIrViH8Gh1ie7n7TIAAGh26IMEAABgQ0ACAACwISABAADY0AcJkrirDQCAqghIkMRdbQAAVEVAgoW72gAAOIk+SAAAADYEJAAAABsCUgM5nU7FxsZq2LBh3i4FAAA0EgJSAyUlJWnHjh3aunWrt0sBAACNhIAEAABgw11szUxpaamysrKs99nZ2TLGNHkdjIsEAGjNCEjNTFZWlu53vq3gyBhJUm7WZnXqPajJ62BcJABAa0ZAaoaCI2Os8Yjyc/d4rQ7GRQIAtFb0QQIAALAhIAEAANgQkAAAAGwISAAAADYEJAAAABsCEgAAgA0BCQAAwIaABAAAYMNAkagXHj0CAGhNCEioFx49AgBoTQhIqDcePQIAaC3ogwQAAGBDQAIAALBp1QFp4sSJ6tKli2644QZvlwIAAJqRVh2Qfve73+mVV17xdhkAAKCZadUBafTo0QoODvZ2GQAAoJlpsQFp48aNmjBhgqKiouRwOLRixYpqyzidTvXq1Utt27bViBEjtGXLlqYvFAAAtDgtNiAVFhYqLi5OTqezxvmpqalKSUnRjBkztG3bNsXFxWns2LE6ePDgKW2vuLhY+fn5Lq/WrHLgyMzMTGVmZqq0tNTbJQEA4DEtdhykcePGady4cW7nz549W1OnTtXkyZMlSfPmzdOqVau0YMECPf744w3e3syZM/Xkk0+ecr2+purAkQwaCQDwNS32DFJtSkpKlJGRoYSEBGuan5+fEhISlJaWdkptTps2TceOHbNee/fu9VS5LVblwJHBkTHeLgUAAI9qsWeQanP48GGVl5crIiLCZXpERIS+/vpr631CQoI+//xzFRYW6owzztCyZcs0cuTIGtsMCgpSUFBQo9YNAACaB58MSPW1Zs0ab5fgE3iQLQDA1/hkQAoLC5O/v7/y8vJcpufl5SkyMvK02nY6nXI6nSovLz+tdnwJD7IFAPgan+yDFBgYqCFDhmjt2rXWtIqKCq1du9btJbT6SkpK0o4dO7R169bTLdOnVPZHok8SAMAXtNgzSAUFBdq1a5f1PicnR5mZmQoNDVVMTIxSUlKUmJiooUOHavjw4ZozZ44KCwutu9oAAADcabEBKT09XWPGjLHep6SkSJISExO1cOFC3XzzzTp06JCmT5+u3NxcxcfHa/Xq1dU6bgMAANi12IA0evRoGWNqXSY5OVnJycke3S59kAAA8H0+2QepMdEHCQAA30dAAgAAsGmxl9jQfNU1LlJpaamysrLqNc8+HwCApkBAaiD6INWtrnGRsrKydL/zbQVHxtQ6r6Z1AQBoCgSkBkpKSlJSUpLy8/MVEhLi7XKarcpxkdwJjoxxO7+2eQAANAX6IAEAANgQkAAAAGwISAAAADb0QYJX2e94y87OrnMAUAAAGhsBqYG4i82z7He85WZtVqfeg7xcFQCgteMSWwMxkrbnVd7x1iW6n9p3jfR2OQAAEJAAAADsCEgAAAA2BCQAAAAbOmmj0Z3OnWq1PdeN57YBABoLAamBuIut4U7nTrXanuvGc9sAAI2FgNRAPIvt1FR9Nlt+7p5TXteO57YBABoDfZAAAABsCEgAAAA2BCQAAAAbAhIAAIANAQkAAMCGgNRATqdTsbGxGjZsmLdLAQAAjYSA1EA8rBYAAN9HQAIAALAhIAEAANgQkAAAAGwISAAAADYEJAAAABsCEgAAgA0BCQAAwKaNtwsAPKWivEzZ2dku0wYMGKCAgAAvVQQAaKkISA3kdDrldDpVXl7u7VJgU3Bon/62sljdthdJko7nfq+5SVJ8fLx3CwMAtDgEpAZKSkpSUlKS8vPzFRIS4u1yYNMhPFpdovt5uwwAQAtHHyQAAAAbAhIAAIANAQkAAMCGgAQAAGBDQAIAALAhIAEAANgQkAAAAGwISAAAADYEJAAAABsCEgAAgA0BCQAAwIZnsaFFqSgvU3Z2tiQpOztbxph6r1taWqqsrCzr35IUEBBgzR8wYIDLe0+tCwBoeQhIDeR0OuV0OlVeXu7tUlqlgkP79LeVxeq2vUi5WZvVqfegeq+blZWl+51vKzgyRrlZm+XfoYu69Tr5YNvjud9rbpIUHx/v8XUBAC0PAamBkpKSlJSUpPz8fIWEhHi7nFapQ3i0ukT3U37ungavGxwZY63bplO4ukT3a5J1AQAtC32QAAAAbAhIAAAANgQkAAAAGwISAACADQEJAADAhoAEAABgQ0ACAACwISABAADYEJAAAABsCEgAAAA2BCQAAAAbAhIAAIANAQkAAMCGgAQAAGBDQAIAALAhIAEAANgQkAAAAGxadUBauXKl+vfvr759+2r+/PneLgcAADQTbbxdgLeUlZUpJSVF69atU0hIiIYMGaKJEyeqa9eu3i4NAAB4Was9g7RlyxYNGDBAPXr0UMeOHTVu3Di9//773i4LAAA0Ay02IG3cuFETJkxQVFSUHA6HVqxYUW0Zp9OpXr16qW3bthoxYoS2bNlizdu/f7969Ohhve/Ro4f27dvXFKUDAIBmrsVeYissLFRcXJymTJmiSZMmVZufmpqqlJQUzZs3TyNGjNCcOXM0duxYZWdnKzw8vMHbKy4uVnFxsfU+Pz//tOqH76goL1N2drb1vrS0VJIUEBBQ4/sBAwa4zMvKymrydb3FXrNU/7pOZ120LhwrLU9z/Jm12IA0btw4jRs3zu382bNna+rUqZo8ebIkad68eVq1apUWLFigxx9/XFFRUS5njPbt26fhw4e7bW/mzJl68sknPfcB4DMKDu3T31YWq9v2IklSbtZm+Xfoom69+lV7fzz3e81NkuLj4yVJWVlZut/5toIjY5p0XW+x19yQuk5nXbQuHCstT3P8mbXYgFSbkpISZWRkaNq0adY0Pz8/JSQkKC0tTZI0fPhwbd++Xfv27VNISIjeffdd/fGPf3Tb5rRp05SSkmK9z8/PV3R0dON9CLQoHcKj1SX6ZDDJz92jNp3C3b63C46M8cq63lK15qZcF60Lx0rL09x+Zj4ZkA4fPqzy8nJFRES4TI+IiNDXX38tSWrTpo3+/ve/a8yYMaqoqNDvf//7Wu9gCwoKUlBQUKPWDQAAmgefDEj1dc011+iaa67xdhkAAKCZabF3sdUmLCxM/v7+ysvLc5mel5enyMjI02rb6XQqNjZWw4YNO612AABA8+WTASkwMFBDhgzR2rVrrWkVFRVau3atRo4ceVptJyUlaceOHdq6devplgkAAJqpFnuJraCgQLt27bLe5+TkKDMzU6GhoYqJiVFKSooSExM1dOhQDR8+XHPmzFFhYaF1VxsAAIA7LTYgpaena8yYMdb7yjvMEhMTtXDhQt188806dOiQpk+frtzcXMXHx2v16tXVOm4DAADYtdiANHr0aBljal0mOTlZycnJHt2u0+mU0+lUeXm5R9sFAADNh0/2QWpM9EECAMD3EZAAAABsCEgAAAA2BKQGYhwkAAB8HwGpgeiDBACA7yMgAQAA2BCQAAAAbFrsOEjeVjkGU35+vkfbLSgoUFnxzyr9uVCSVFZSJLl5X9u8xly3udRR57LFP6ugoMD6GVXdt3UtW9vP5bRqrqWmplzXW6rV3IC6TmddtC4cKy1PU/7MKtusayxFh6lrCdTohx9+UHR0tLfLAAAAp2Dv3r0644wz3M4nIJ2iiooK7d+/X8HBwXI4HKfcTn5+vqKjo7V371516tTJgxW2POyLk9gPv2Bf/IJ98Qv2xS/YF7+o774wxuj48eOKioqSn5/7nkZcYjtFfn5+tSbPhurUqVOrP7grsS9OYj/8gn3xC/bFL9gXv2Bf/KI++yIkJKTOduikDQAAYENAAgAAsCEgeVlQUJBmzJihoKAgb5fideyLk9gPv2Bf/IJ98Qv2xS/YF7/w9L6gkzYAAIANZ5AAAABsCEgAAAA2BCQAAAAbAhIAAIANAcmLnE6nevXqpbZt22rEiBHasmWLt0tqck888YQcDofL6+yzz/Z2WU1i48aNmjBhgqKiouRwOLRixQqX+cYYTZ8+Xd27d1e7du2UkJCgb775xjvFNrK69sWdd95Z7Ti58sorvVNsI5o5c6aGDRum4OBghYeH67rrrlN2drbLMkVFRUpKSlLXrl3VsWNHXX/99crLy/NSxY2nPvti9OjR1Y6Le++910sVN55//vOfGjRokDUA4siRI/Xuu+9a81vLMSHVvS88eUwQkLwkNTVVKSkpmjFjhrZt26a4uDiNHTtWBw8e9HZpTW7AgAE6cOCA9fr444+9XVKTKCwsVFxcnJxOZ43zn3nmGT3//POaN2+eNm/erA4dOmjs2LEqKipq4kobX137QpKuvPJKl+NkyZIlTVhh09iwYYOSkpL06aef6oMPPlBpaamuuOIKFRYWWss89NBDevvtt7Vs2TJt2LBB+/fv16RJk7xYdeOoz76QpKlTp7ocF88884yXKm48Z5xxhp5++mllZGQoPT1dl156qa699lplZWVJaj3HhFT3vpA8eEwYeMXw4cNNUlKS9b68vNxERUWZmTNnerGqpjdjxgwTFxfn7TK8TpJZvny59b6iosJERkaaWbNmWdOOHj1qgoKCzJIlS7xQYdOx7wtjjElMTDTXXnutV+rxpoMHDxpJZsOGDcaYk8dAQECAWbZsmbXMV199ZSSZtLQ0b5XZJOz7whhjLrnkEvO73/3Oe0V5UZcuXcz8+fNb9TFRqXJfGOPZY4IzSF5QUlKijIwMJSQkWNP8/PyUkJCgtLQ0L1bmHd98842ioqLUp08f3Xbbbfr++++9XZLX5eTkKDc31+UYCQkJ0YgRI1rlMSJJ69evV3h4uPr376/77rtPP/74o7dLanTHjh2TJIWGhkqSMjIyVFpa6nJcnH322YqJifH548K+Lyq9+uqrCgsL08CBAzVt2jSdOHHCG+U1mfLyci1dulSFhYUaOXJkqz4m7PuikqeOCR5W6wWHDx9WeXm5IiIiXKZHRETo66+/9lJV3jFixAgtXLhQ/fv314EDB/Tkk0/qoosu0vbt2xUcHOzt8rwmNzdXkmo8RirntSZXXnmlJk2apN69e+vbb7/VH/7wB40bN05paWny9/f3dnmNoqKiQg8++KAuuOACDRw4UNLJ4yIwMFCdO3d2WdbXj4ua9oUk3XrrrerZs6eioqL0xRdf6LHHHlN2drbeeOMNL1bbOL788kuNHDlSRUVF6tixo5YvX67Y2FhlZma2umPC3b6QPHtMEJDgVePGjbP+PWjQII0YMUI9e/bUa6+9prvuusuLlaE5ueWWW6x/n3vuuRo0aJDOPPNMrV+/XpdddpkXK2s8SUlJ2r59e6vpk1cbd/vinnvusf597rnnqnv37rrsssv07bff6swzz2zqMhtV//79lZmZqWPHjun1119XYmKiNmzY4O2yvMLdvoiNjfXoMcElNi8ICwuTv79/tbsM8vLyFBkZ6aWqmofOnTurX79+2rVrl7dL8arK44BjpGZ9+vRRWFiYzx4nycnJWrlypdatW6czzjjDmh4ZGamSkhIdPXrUZXlfPi7c7YuajBgxQpJ88rgIDAzUWWedpSFDhmjmzJmKi4vTP/7xj1Z5TLjbFzU5nWOCgOQFgYGBGjJkiNauXWtNq6io0Nq1a12uo7ZGBQUF+vbbb9W9e3dvl+JVvXv3VmRkpMsxkp+fr82bN7f6Y0SSfvjhB/34448+d5wYY5ScnKzly5frww8/VO/evV3mDxkyRAEBAS7HRXZ2tr7//nufOy7q2hc1yczMlCSfOy5qUlFRoeLi4lZ1TLhTuS9qclrHhEe6eqPBli5daoKCgszChQvNjh07zD333GM6d+5scnNzvV1ak3r44YfN+vXrTU5Ojtm0aZNJSEgwYWFh5uDBg94urdEdP37cfPbZZ+azzz4zkszs2bPNZ599Zvbs2WOMMebpp582nTt3Nm+++ab54osvzLXXXmt69+5tfv75Zy9X7nm17Yvjx4+bRx55xKSlpZmcnByzZs0ac95555m+ffuaoqIib5fuUffdd58JCQkx69evNwcOHLBeJ06csJa59957TUxMjPnwww9Nenq6GTlypBk5cqQXq24cde2LXbt2mT/96U8mPT3d5OTkmDfffNP06dPHXHzxxV6u3PMef/xxs2HDBpOTk2O++OIL8/jjjxuHw2Hef/99Y0zrOSaMqX1fePqYICB50QsvvGBiYmJMYGCgGT58uPn000+9XVKTu/nmm0337t1NYGCg6dGjh7n55pvNrl27vF1Wk1i3bp2RVO2VmJhojDl5q/8f//hHExERYYKCgsxll11msrOzvVt0I6ltX5w4ccJcccUVplu3biYgIMD07NnTTJ061Sf/mKhpH0gy//nPf6xlfv75Z3P//febLl26mPbt25uJEyeaAwcOeK/oRlLXvvj+++/NxRdfbEJDQ01QUJA566yzzKOPPmqOHTvm3cIbwZQpU0zPnj1NYGCg6datm7nsssuscGRM6zkmjKl9X3j6mHAYY0zDzzsBAAD4LvogAQAA2BCQAAAAbAhIAAAANgQkAAAAGwISAACADQEJAADAhoAEAABgQ0ACAACwISABgBtPPPGEHA6HHA6Ht0upt9GjR8vhcGj06NHeLgVo0QhIaDU2bNhgfdk5HA598skn3i4JjWzmzJlyOBy64oorXKa/9dZbcjgc6tOnj5cqA9DcEZDQarz88ssu71955RUvVYKmsmnTJknShRde6DL9o48+qnE6AFQiIKFV+Pnnn/X6669Lkjp27ChJeu2111RcXOzNstCIjDFKS0uTREAC0HAEJLQKy5cv1/HjxyVJzz//vCTpp59+0ttvv+3NstCIvv76ax05ckRt2rTR+eefb03/+eeftW3bNkkEJADuEZDQKlReThs0aJAmT56s/v37u0yH76m8vDZ48GC1b9/emv7pp5+qtLRUXbt21TnnnOOt8gA0cwQk+LwDBw5ozZo1kqRf//rXLv9dvXq1Dh06VG2dKVOmyOFwqF27dtaZp9r0799fDodDw4cPr3F+eXm5Xn75ZV199dWKiopSUFCQunbtqgsvvFCzZ8/Wzz//7LZt+11J33zzjZKTk9W3b1+1b99eDodDu3fvdvm8c+fO1Q033KC+ffuqQ4cOCgoKUo8ePXTttdcqNTVVFRUVdX6msrIyPf/88xo+fLg6deqkzp07a+jQoXruuedUUlKi3bt3Wx3eFy5cWGtbK1as0I033qiYmBi1bdvWauvJJ5/UTz/9VGctp6Ku/kejRo1q8N1pR48e1YwZMzRgwAB17NhRoaGhGjNmjJYsWVKv9YuKivTiiy/qsssuU2RkpAIDAxUeHq6EhAT9+9//VllZWZ1tfPrpp7rxxhsVGRmptm3bqnfv3rrnnnuUnZ3doM/izsKFC62f6+7du1VcXKw5c+bo/PPPV1hYmBwOh5544gmXdUpKSjR37lyNGTNG3bp1U2BgoCIjIzV+/HgtWrSoXsdbQUGBnn76aY0cOVKhoaEKCgrSGWecoRtuuEErV66sdV37/yO7du3Svffeqz59+qhdu3bq1auX7rrrLu3Zs8dlve3bt2vy5Mnq06eP2rZtq+joaN133306ePBgrdvbuXOnHnjgAQ0cOFDBwcEKDAxUVFSU4uPjNWXKFKWmpnL53hcYwMfNmjXLSDJ+fn7mhx9+MMYY89133xmHw2EkmX/84x/V1lmzZo2RZCSZhQsX1tr+1q1brWXnzJlTbf6ePXtMXFyctUxNr7POOstkZ2fX2P4ll1xiJJlLLrnErFixwnTo0KHa+jk5OcYYY8rKyoyfn1+t25JkLr/8cnP8+HG3n+nYsWPm/PPPd7v+8OHDzWeffWa9/89//lNjO0eOHDGXXnpprbWEh4ebtLS0WvdxXRITE+v8zHW9evbsWa3dGTNmWPO/++47c+aZZ7pd/6abbjKlpaVua8zMzDQ9e/astYZhw4aZ3Nxct23Mnj3b7c+3Q4cOZtWqVS7Hy6n4z3/+Y7W5detWEx8fX21bM2bMsJbPyckxZ599dq2f68ILLzQ//vij221u27bNREVF1drGpEmTzM8//1zj+lU/8wcffGCCg4PdHmtfffWVMcaYxYsXm8DAQLfHwr59+2rc1muvveZ2vaqvL7/88pT2P5oPAhJ83qBBg4wkc+mll7pMv+CCC4wkM2TIkGrrlJeXW7+wL7/88lrbf+ihh4wk4+/vX+3L7fDhwyY6OtpIMkFBQSY5OdksW7bMbN261axbt85MmzbNtG/f3kgyffr0MUePHq3WfuUv/969e5uOHTuabt26maefftps2rTJfPrpp+aFF14whw4dMsYYU1paavz8/Myll15qZs2aZVavXm0yMjLM+vXrzYIFC8zIkSOtX+B33HGH2880btw4a7kLLrjALF261KSnp5t3333X3HbbbUaSGTFiRK0BqaioyJx33nnWvrn99tvNkiVLzKeffmo++ugj89RTT5muXbsaSaZLly5m9+7dte7n2jRFQBo2bJjx8/Mz9957r1mzZo3ZunWr+fe//2369etnLfPggw/WWN8333xjQkJCjCTTqVMnM23aNLN8+XKTnp5u3nvvPZOUlGTatGlj7deSkpJqbbzxxhvWdkJCQsxf//pX88knn5hPPvnE/OUvfzGdOnUynTt3Nn379vVYQBo0aJBxOBzmjjvuMKtWrTIZGRlm+fLl5p133jHGGHP8+HHTp08fa/nrrrvOvPXWWyY9Pd0sW7bMOnYlmVGjRpmysrJq2/vhhx9Mly5djCTjcDjM5MmTzXvvvWfS09PNK6+84vLHxc0331xjzZXb6du3r+nSpYuJjo42L7zwgtm8ebP56KOPzIMPPmj9QXTBBReYLVu2mDZt2phzzjnHzJ8/32zZssWsW7fO3H777bVuKzc31/oDJTw83PzpT38y77//vtm2bZvZtGmTefnll82UKVNMaGgoAckHEJDg06qe5ViwYIHLvH/+85/WvKysrGrrpqSkuA0+laoGqSuuuKLa/FtvvdX68v3uu+9qbGPbtm3WL90//OEP1eZX/ZKJiooye/bscft5KyoqzDfffON2vjHGTJ8+3foy2rlzZ7X5K1ascPmrvby8vNoyzz77rEu4qCkg/eEPfzCSTOfOnU16enqNtezevdt0797dSDK33nprrXXXZv/+/earr76yXn/729+MJHPmmWe6TF+yZImRZDp27Gh27NjhMm/Xrl3V2q0akCSZxYsXV1smPz/f+hL38/Or8Ytx1KhRRpIZPHiwFWbt3n33Xevs0L/+9S+XecXFxdZxFhISYnbs2FFt/S+//NJ06tTJqtUTAUmSmT9/vttlH3nkEWu5//u//6s2v6KiwgrUkszcuXOrLXPDDTfUuq2ioiIzZswYa5nKcFZV1f9H+vbtaw4ePFhrrd26dTOjRo0yhYWF1Za78cYbjSTTpk2bau38+9//rtcZohMnTpgTJ064nY+WgYAEn1Z5dqddu3bm2LFjLvN+/PFH61T5Y489Vm3djIwM65dhTZfOjHG9FPfyyy+7zMvJyTH+/v5Gknn77bdrrfP3v/+9FYDsqv7yf+WVV+r6yHUqKyszYWFhRpJ59tlnq82/8sorrX1W0xeNMSe/+CrPDtUUkI4fP26dMXnhhRdqrWfu3LlGkgkICDAFBQWn/Lmquv/++40kM3nyZJfpc+bMMZLMZZddVq92qgakq6++2u1ymzdvtpZLSkpymbdx40Zr3hdffFHr9m666SbrbEtVr732mtVGTT+zSpXB0FMByX7WtaqioiLTuXNnI8kMGDCgxrNDxpy8XFt5pjA2NtZl3r59+6z/R6688kq328rJybHOsI0fP77a/Kr/j7z77rs1tvHdd99ZyzgcjhpDpjHGfPjhh9Zyb775psu8p556yjrjCd9HJ234rLKyMi1evFiSNGHCBHXq1MllfmhoqMaPHy9JevXVV6t1JD3vvPN09tlnS5LVjl3l9Hbt2mnixIku81atWqXy8nK1b99e48aNq7XWiy++WJK0f/9+ff/99zUuExgYqBtvvLHWduwqKiq0f/9+ZWdna/v27dq+fbu++uornXHGGZKkzz//3GX5srIybdiwQZJ05ZVXqlu3bjW263A4dPvtt7vd7oYNG3Ts2DFJ0g033FBrjZWfvbS0VBkZGfX7YHVwN85RZcftUaNGNbjNyZMnu503fPhwDRgwQJKsGwIqvfXWW5JOduQ/99xza91G5b7YunWrS4ftyjYdDocSExNrrdGTj0W57bbb3M7LyMjQ0aNHJUl33nmn/P39a1yuU6dOuummmyRJO3bs0IEDB6x569evV3l5uSTprrvucrutXr166fLLL6+2jl3nzp01duzYGuf17t1bwcHBkk7ezeruDsa4uDjr3999953LvO7du0s6OUTIm2++6bZe+AYCEnzWe++9p7y8PEm/3LVmVzn9hx9+0Lp166rNr/yC2LJli3bt2uUyr7i4WG+88YYk6ZprrrF++VZKT0+XJJ04cUJt2rRxecyJ/XX11Vdb6+Xm5tZYa9++fdW2bds6P7cxRosWLdKYMWPUsWNH9ejRQ2effbbOPfdc65WZmSlJOnz4sMu63377rXVH3ZAhQ2rdztChQ93Oq/zs0skvldo++8CBA61l3X32hjh69KiysrIkVQ9IlY+XueCCCxrc7rBhw2qdX3kH486dO1VSUmJNr9wX2dnZte4Hh8Oh5ORkSSfD4pEjR6w2vvzyS0knv+TDwsLc1tCtWzf16tWrwZ/NnUGDBrmdt337duvfI0aMqLWdqvOrrncqbZw4caJacKnUt2/fWgNi586dJUn9+vWrcxlJ1e5gveaaa6z5EydO1KWXXqrnnntOGRkZbkMbWi4CEnxW5RhHXbt21ZVXXlnjMldffbX1C6+mMZFuvfVW69+vvvqqy7xVq1ZZf0HX9Jd2XbcKu3PixIkap3fp0qXOdYuKinTVVVfp9ttv1/r162sdPkBStflVb7l3d/aoPvM9/dkb4pNPPlFFRYXCw8Ndvgj37Nmjffv2yc/Pz2XgyPoKDw+vdX5ERISkkwG16n70xL6oDEt11VC1Dk+o7ZirGuDqqisyMrLG9TzRRlVVx7uqiZ+fX53LVS4jqVro6dq1q9566y316NFDxhitW7dOKSkpGjp0qEJDQzVp0qQ6hyRAy9HG2wUAjeHYsWPWpY0ff/xRgYGBda7zxhtvaO7cuerQoYM1rU+fPho5cqTS0tK0ePFizZgxw5pXeXnNXQCr/OUaFhZW49kpd3r37l3jdHeXMKp66qmn9O6770qSLrnkEiUlJem8885TZGSk2rVrZ/3yv/jii/XRRx/JGFPvuhqi6hfLtm3bFBAQUK/1Ki/91dfu3bvd7q+DBw/WeDahoqLC5SyBJK1bt84aQ8edU710Vbkv4uLitGjRonqv16NHD4/VcKrqc8xJnqmrqT/bqbrooou0a9cu/e9//9M777yjjRs36ocfflB+fr6WL1+u5cuXa+zYsXrjjTfqDGxo3ghI8EmvvfaaioqKGrROQUGB3njjjWp9a2677TalpaVp586dSk9P19ChQ5Wfn69Vq1ZJkm688cYaA0DXrl0lnTxNf84559T7y+ZUGWM0f/58SSd/iX/44Ycufw1X5e4v8KpnDGoaQLOq2uZXfnbp5Jmmhgaf5igvL0/R0dG1zpdOftFX3Y+V+6KgoMDlcmJDVLZXuY266mwKoaGhLtus7bJV1UunVdezt1Hb/nXXhje0bdtWt912m3XmOCcnR6tWrdILL7ygnTt36r333tP/+3//T88995xX68Tp4RIbfFLl5bLu3btryZIldb4qv8Brusx20003qU2bk39LVJ41+t///mcFMHcdWQcPHizpZF+lqn1yGsuRI0esL5Ebb7zRbTgqKChwO+rymWeeafVzqqvDdG2fqfKzS790jG4MPXr00Jdffmm9MjIyrJ/VihUrXOZV/oznzJnjMv3LL7+ss3+RdLLjdH3m9+3b1+WMZeW++O677065j1Vl5+6cnBz9+OOPbpc7dOiQy6jqjalq2Nu8eXOty27ZsqXG9U6ljfbt26tPnz4NqrWx9e7dW8nJydq6dat1nL322mtergqnzav30AGNoOoo2cnJyfVa53e/+501jk3laNtVjR8/3kgy3bt3N+Xl5SYhIcEa36iioqLGNr/++murjltuueWUP099R0bOzc21bk+eOXOm2+Wee+65Wm8Fv+KKK077Nv+ffvrJGgBz1KhRbveRp23atMkaK6jq+E15eXlWrQcOHKh3e1Vv87/mmmvcLrdlyxZrufvvv99l3nvvvWfNe/zxxxv+oYwxqampVhuzZ892u9wzzzzj0dv8K0dor0nV2/wHDhxY43hZxpwcJ6pyWInabvMfN26c223t2bPHBAQE1Hmbf12fuXIk88TExFqXq/z8VUcMr6+JEycaSSYwMLDB66J54QwSfM4rr7xi9a2p6xbzSpXLVVRU1NhPpPIs0YEDB7R48WKrT9Gtt97qtu9E//79rdvyly5dqtmzZ9daQ05OTr2f6VWTbt26WX1rlixZUuOzoLZu3ao//vGPtbbzm9/8RtLJDtz33ntvjc/Rmj17trZt2+a2jc6dO1t3ZH3yySd66KGHan0eV15ennV58HRs3LhR0sm71KqeQfv4448lnTy7U7Wzb0O89dZbNZ4VKCgosPaZn5+f9e9KV1xxhXWH26xZs+o8s/Dll1/q7bffdpl23XXXWbeY//nPf67xDOCOHTv01FNP1f8DnaagoCDdfffdkk7ejfbnP/+52jLGGCUnJ1t3S1YeE5WioqKs4THeffddvfzyy9XaKCkp0ZQpU1RaWlpjG03pvffecxmmwO7YsWPWmS53fePQgng7oQGeVvm8rPDwcLd/1dqVl5dbIzoPGDCg2vyCggJrtOvKv5olme3bt9fa7o8//ujyKIaLL77YzJ8/36SlpZlt27aZDz74wDz77LMmISHB+Pn5meuvv75aGw15tlZSUpK1raFDh5rFixebrVu3mjVr1piUlBTTtm1bExYWZj0ew12blWeRpJOPZkhNTTUZGRlm9erV5te//rWRTj6PrXKZmp5XV1RU5PI4kri4OPPiiy+ajz/+2Hz22Wfmww8/NC+88IK59tprTWBgYI2PfGmoykek2M+gPfjgg0aSufvuuxvUXtUzSEOHDjX+/v7m/vvvNx9++KFJT083CxYsMP3797eWeeCBB2psZ9euXSY0NNRabsKECWbRokVm8+bNJj093bzzzjvmqaeesp5/9/DDD1dr4/XXX7fW79y5s5k5c6ZJS0szn3zyifnrX/9qQkJCTEhIiDnrrLOa5AySMSfPDlU9vq+//nqzcuVKk5GRYV5//XUzevRoa97IkSNrHExy79691qNG/Pz8zN13320++OADk56ebhYtWuTyLLibbrqpxjqa6gxSYmKiCQgIMOPHjzdz5swxa9asMdu2bTMbNmwwTqfTnHPOOda6zz33XK3bQPNHQIJP+fjjj61fUL/5zW8atG7l6MuSanw0RtVHJlR+4dfHgQMHzEUXXeSyrruXfeRnYxoWkI4ePVrjw0UrX6GhoWbDhg11tvnTTz+5BCD7a/DgwSY9Pd16v3Tp0hrbyc/PN5MmTarXZx8zZky99qc75eXl1qM2Pv74Y5d5Q4YMMVLDRyK3P6y2d+/ebuu//vrra31YbXZ2thk4cGC99sWTTz5ZYxuzZs2yLtvaX+3btzcrV6706MNq6wpIxtTvYbUXXHBBkz2stjaeCEj1+fnde++99f7jDM0XAQk+5Z577rF+Sb3//vsNWnft2rXWur/97W+rzX/nnXdcfgk+88wzDWp/5cqV5rbbbjN9+vQx7du3NwEBAdYzoR5++GGzYcOGGtdr6BdeYWGh+fOf/2zOPfdc07ZtW9OxY0dzzjnnmEceecTs3bu33m2WlJSY5557zgwZMsR07NjRBAcHm/j4eDNz5kzz888/uzznzt3jHSp99NFH5u677zb9+/c3wcHBpk2bNiY0NNQMGzbMJCUlmXfeecftoyrqa9u2bUaSadu2rSkuLram5+fnW/1cGvpA3KoByRhjjhw5Yv7whz+Yc845x7Rv396EhISYiy++2CxatKhe7ZWVlZnFixeb66+/3sTExJh27dqZwMBA0717dzN69Gjzf//3fyYjI6PWNjZt2mQmTZpkwsPDTVBQkOnZs6eZMmWK9eiMpg5Ixpx8VtyLL75oLrnkEtO1a1cTEBBgIiIizJVXXmn++9//1issHD9+3MycOdOMGDHCdO7c2QQGBpqoqCgzadIk89Zbb9W6blMFpCNHjphFixaZKVOmmKFDh5oePXqYwMBA065dO9OvXz+TmJhoPvroozo/K1oGhzGNNBAKAJ+2aNEia0iEXbt26cwzz/RyRQDgOXTSBnBKKjuUd+vWrdnddg0Ap4uABKCaffv21fqYkvnz5+udd96RJN1xxx0tZhRkAKgvLrEBqGbhwoX6/e9/r1tuuUWjR49Wz549VVFRoW+//VapqalasWKFpJPP/crKynIZORsAfAEBCUA1Cxcu1OTJk2tdpnv37lq1apXLqNkA4CsISACqOXz4sF5//XW999572rFjhw4dOqTjx4+rc+fOOuecczRhwgTde++9Cg4O9napANAoCEgAAAA2dNIGAACwISABAADYEJAAAABsCEgAAAA2BCQAAAAbAhIAAIANAQkAAMCGgAQAAGDz/wFIJbqVSfBHKQAAAABJRU5ErkJggg==", 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0aUD66aef9MEHH2j8+PFauXKlHA6HJk2a1JQlWPbu3avRo0crNjZWgwYN0rJly7xSBwAAaH48cpv/qY5l1LdvXz322GOeKKHB2rRpozlz5ig+Pl65ubkaMmSIxo8frw4dOnilHgAA0Hx45AySMaZBL39/f/3qV7/Sxo0bFRIS4okSGqx79+6Kj4+XJEVGRiosLExHjhzxSi0AAKB58cgZpBkzZtS5jJ+fn4KDg9W7d2+NGjVK3bp1O61tbty4UbNmzVJGRoYOHDig5cuX67rrrnNZxul0atasWcrNzVVcXJxeeOEFDR8+vFpbGRkZKi8vV3R09GnVBAAAfEOTBSRPKywsVFxcnKZMmVJjP6bU1FSlpKRo3rx5GjFihObMmaOxY8cqOztb4eHh1nJHjhzRHXfcoZdeeqnW7RUXF6u4uNh6n5+f77kPAwAAmhWv3cV2usaNG6e//OUvmjhxYo3zZ8+eralTp2ry5MmKjY3VvHnz1L59ey1YsMBapri4WNddd50ef/xxjRo1qtbtzZw5UyEhIdaLs00AAPiuFhuQalNSUqKMjAwlJCRY0/z8/JSQkKC0tDRJJ/tN3Xnnnbr00kt1++2319nmtGnTdOzYMeu1d+/eRqsfAAB4l0cusdnl5eVp/fr12r59u9XxOTQ0VAMHDtTo0aMVERHRGJu1HD58WOXl5dW2ExERoa+//lqStGnTJqWmpmrQoEFasWKFJOm///2vzj333BrbDAoKUlBQUKPWDQAAmgePBqQDBw4oJSVFb7zxhsrKymreYJs2uv766/X3v/9d3bt39+TmG+TCCy9URUWF17bfFCrKy5Sdne0ybcCAAQoICPBSRQAAtAweC0iff/65EhISdOTIERlj3C5XWlqq1NRUrVmzRmvXrnV7xuZ0hIWFyd/f33qcSaW8vDxFRkaeVttOp1NOp1Pl5eWn1U5TKDi0T39bWaxu24skScdzv9fcJFnDGwAAgJp5pA9SYWGhrrrqKv34448yxighIUGpqanavXu3ioqKVFRUpN27d+u1117TFVdcIWOMDh8+rKuuukonTpzwRAkuAgMDNWTIEK1du9aaVlFRobVr12rkyJGn1XZSUpJ27NihrVu3nm6ZTaJDeLS6RPdTl+h+Co7ksS4AANSHRwLSiy++qP3798vPz08vvfSS3n//fd14442KiYlRYGCgAgMDFRMToxtuuEGrV6/W/Pnz5XA4tG/fPuuZbA1VUFCgzMxMZWZmSpJycnKUmZmp77//XpKUkpKil156SS+//LK++uor3XfffSosLNTkyZM98ZEBAIAP80hAevPNN+VwOHTnnXfqrrvuqnP5KVOmaPLkyTLGaPny5ae0zfT0dA0ePFiDBw+WdDIQDR48WNOnT5ck3XzzzXr22Wc1ffp0xcfHKzMzU6tXr270DuIAAKDl80gfpJ07d0qSbrnllnqv86tf/UoLFiyw1m2o0aNH19rXSZKSk5OVnJx8Su2705L6IAEAgFPjkTNIBQUFkk7eyl9fXbp0kXSy/1JL0tL6IAEAgIbzSECqfK7aV199Ve91KscjCgsL80QJAAAAHuORgHT++efLGKPZs2e7Hf+oqrKyMs2ePVsOh0Pnn3++J0oAAADwGI8EpDvuuEOSlJmZqauuukr79+93u+z+/fs1YcIEbdu2TZJ05513eqKEJuN0OhUbG6thw4Z5uxQAANBIPNJJe8KECbruuuu0YsUKrVmzRn369NEVV1yhESNGKDw8XA6HQ3l5edq8ebM++OADlZSUSJImTpyoq666yhMlNJmkpCQlJSUpPz9fISEh3i4HAAA0Ao+NpL1kyRLdcccdWrZsmUpKSrRq1SqtWrWq2nKVd57deOONeuWVVzy1eQAAAI/xyCU26eTDXFNTU/X2229r3LhxateunYwxLq927dpp3LhxWrlypVJTU3n4KwAAaJY8+rBaSbrqqqt01VVXqby8XN99952OHDki6eQQAH369JG/v7+nN4l6sj+8lgfXAgBQM48HpEr+/v7q27dvYzWPU1D14bU8uBYAAPc8EpCOHTumf/zjH5KkqVOnqnv37rUuf+DAAb300kuSpIcfflgdOnTwRBlNoqWPpF358FoAAOCeR/ogvfrqq3riiSf06quv1hmOJCkyMlKvvvqqnnzySS1dutQTJTQZRtIGAMD3eSQgvfvuu3I4HLrpppvqtbzD4dAtt9wiY4zefvttT5QAAADgMR4JSJmZmZKkUaNG1XudkSNHuqwLAADQXHgkIB08eFCS6nV5rVJkZKQkKS8vzxMlAAAAeIxHAlLbtm0lSSdOnKj3OpXLcts/AABobjwSkCrPHKWnp9d7ncplK88ktRQ8iw0AAN/nkYB00UUXyRijuXPnqrS0tM7lS0tLNXfuXDkcDl144YWeKKHJcBcbAAC+zyMBafLkyZKkb775Rrfeemutl9pOnDihX/3qV9q5c6fLugAAAM2FRwaKHDVqlG655RYtXbpUb7zxhrZs2aKpU6fqoosusi6/HThwQBs3btT8+fP1ww8/yOFw6IYbbtAll1ziiRIAAAA8xmOPGlmwYIEOHz6sNWvW6IcfftCMGTNqXM4YI0m6/PLL9fLLL3tq8wAAAB7jkUts0sk72d577z3NmTNHPXr0kDGmxld0dLSef/55rV692rr7DQAAoDnx6MNqHQ6Hfvvb3+qBBx5QZmamPvvsMx0+fFiSFBYWpvPOO09xcXFyOBye3CwAAIBHeTQgVXI4HBo8eLAGDx7cGM0DAAA0Ko9dYmstGAcJAADfR0BqIMZBAgDA9xGQAAAAbAhIAAAANgQkAAAAGwISAACADQEJAADAhoAEAABgQ0ACAACwISA1EANFAgDg+whIDcRAkQAA+D4CEgAAgE2jPKwWzV9FeZmys7Ndpg0YMEABAQFeqggAgOaDgNRKFRzap7+tLFa37UWSpOO532tukhQfH+/dwgAAaAYISK1Yh/BodYnu5+0yAABoduiDBAAAYENAAgAAsCEgAQAA2NAHCZK4qw0AgKoISJDEXW0AAFRFQIKFu9oAADiJPkgAAAA2BCQAAAAbAlIDOZ1OxcbGatiwYd4uBQAANBICUgMlJSVpx44d2rp1q7dLAQAAjYSABAAAYMNdbM1MaWmpsrKyrPfZ2dkyxjR5HYyLBABozQhIzUxWVpbud76t4MgYSVJu1mZ16j2oyetgXCQAQGtGQGqGgiNjrPGI8nP3eK0OxkUCALRW9EECAACwISABAADYEJAAAABsCEgAAAA2BCQAAAAbAhIAAIANAQkAAMCGgAQAAGDDQJGoFx49AgBoTQhIqBcePQIAaE0ISKg3Hj0CAGgt6IMEAABgQ0ACAACwadUBaeLEierSpYtuuOEGb5cCAACakVYdkH73u9/plVde8XYZAACgmWnVAWn06NEKDg72dhkAAKCZabEBaePGjZowYYKioqLkcDi0YsWKass4nU716tVLbdu21YgRI7Rly5amLxQAALQ4LTYgFRYWKi4uTk6ns8b5qampSklJ0YwZM7Rt2zbFxcVp7NixOnjw4Cltr7i4WPn5+S6v1qxy4MjMzExlZmaqtLTU2yUBAOAxLXYcpHHjxmncuHFu58+ePVtTp07V5MmTJUnz5s3TqlWrtGDBAj3++OMN3t7MmTP15JNPnnK9vqbqwJEMGgkA8DUt9gxSbUpKSpSRkaGEhARrmp+fnxISEpSWlnZKbU6bNk3Hjh2zXnv37vVUuS1W5cCRwZEx3i4FAACParFnkGpz+PBhlZeXKyIiwmV6RESEvv76a+t9QkKCPv/8cxUWFuqMM87QsmXLNHLkyBrbDAoKUlBQUKPWDQAAmgefDEj1tWbNGm+X4BN4kC0AwNf4ZEAKCwuTv7+/8vLyXKbn5eUpMjLytNp2Op1yOp0qLy8/rXZ8CQ+yBQD4Gp/sgxQYGKghQ4Zo7dq11rSKigqtXbvW7SW0+kpKStKOHTu0devW0y3Tp1T2R6JPEgDAF7TYM0gFBQXatWuX9T4nJ0eZmZkKDQ1VTEyMUlJSlJiYqKFDh2r48OGaM2eOCgsLrbvaAAAA3GmxASk9PV1jxoyx3qekpEiSEhMTtXDhQt188806dOiQpk+frtzcXMXHx2v16tXVOm4DAADYtdiANHr0aBljal0mOTlZycnJHt0ufZAAAPB9PtkHqTHRBwkAAN9HQAIAALBpsZfY0HzVNS5SaWmpsrKy6jXPPh8AgKZAQGog+iDVra5xkbKysnS/820FR8bUOq+mdQEAaAoEpAZKSkpSUlKS8vPzFRIS4u1ymq3KcZHcCY6McTu/tnkAADQF+iABAADYEJAAAABsCEgAAAA29EGCV9nveMvOzq5zAFAAABobAamBuIvNs+x3vOVmbVan3oO8XBUAoLXjElsDMZK251Xe8dYlup/ad430djkAABCQAAAA7AhIAAAANgQkAAAAGzppo9Gdzp1qtT3Xjee2AQAaCwGpgbiLreFO50612p7rxnPbAACNhYDUQDyL7dRUfTZbfu6eU17Xjue2AQAaA32QAAAAbAhIAAAANgQkAAAAGwISAACADQEJAADAhoDUQE6nU7GxsRo2bJi3SwEAAI2EgNRAPKwWAADfR0ACAACwISABAADYEJAAAABsCEgAAAA2BCQAAAAbAhIAAIANAQkAAMCmjbcLADylorxM2dnZLtMGDBiggIAAL1UEAGipCEgN5HQ65XQ6VV5e7u1SYFNwaJ/+trJY3bYXSZKO536vuUlSfHy8dwsDALQ4BKQGSkpKUlJSkvLz8xUSEuLtcmDTITxaXaL7ebsMAEALRx8kAAAAGwISAACADQEJAADAhoAEAABgQ0ACAACwISABAADYEJAAAABsCEgAAAA2BCQAAAAbAhIAAIANAQkAAMCGZ7GhRakoL1N2drYkKTs7W8aYeq9bWlqqrKws69+SFBAQYM0fMGCAy3tPrQsAaHkISA3kdDrldDpVXl7u7VJapYJD+/S3lcXqtr1IuVmb1an3oHqvm5WVpfudbys4Mka5WZvl36GLuvU6+WDb47nfa26SFB8f7/F1AQAtDwGpgZKSkpSUlKT8/HyFhIR4u5xWqUN4tLpE91N+7p4GrxscGWOt26ZTuLpE92uSdQEALQt9kAAAAGwISAAAADYEJAAAABsCEgAAgA0BCQAAwIaABAAAYENAAgAAsCEgAQAA2BCQAAAAbAhIAAAANgQkAAAAGwISAACADQEJAADAhoAEAABgQ0ACAACwISABAADYEJAAAABsWnVAWrlypfr376++fftq/vz53i4HAAA0E228XYC3lJWVKSUlRevWrVNISIiGDBmiiRMnqmvXrt4uDQAAeFmrPYO0ZcsWDRgwQD169FDHjh01btw4vf/++94uCwAANAMtNiBt3LhREyZMUFRUlBwOh1asWFFtGafTqV69eqlt27YaMWKEtmzZYs3bv3+/evToYb3v0aOH9u3b1xSlAwCAZq7FXmIrLCxUXFycpkyZokmTJlWbn5qaqpSUFM2bN08jRozQnDlzNHbsWGVnZys8PLzB2ysuLlZxcbH1Pj8//7Tqh++oKC9Tdna29b60tFSSFBAQUOP7AQMGuMzLyspq8nW9xV6zVP+6TmddtC4cKy1Pc/yZtdiANG7cOI0bN87t/NmzZ2vq1KmaPHmyJGnevHlatWqVFixYoMcff1xRUVEuZ4z27dun4cOHu21v5syZevLJJz33AeAzCg7t099WFqvb9iJJUm7WZvl36KJuvfpVe38893vNTZLi4+MlSVlZWbrf+baCI2OadF1vsdfckLpOZ120LhwrLU9z/Jm12IBUm5KSEmVkZGjatGnWND8/PyUkJCgtLU2SNHz4cG3fvl379u1TSEiI3n33Xf3xj3902+a0adOUkpJivc/Pz1d0dHTjfQi0KB3Co9Ul+mQwyc/dozadwt2+twuOjPHKut5SteamXBetC8dKy9PcfmY+GZAOHz6s8vJyRUREuEyPiIjQ119/LUlq06aN/v73v2vMmDGqqKjQ73//+1rvYAsKClJQUFCj1g0AAJoHnwxI9XXNNdfommuu8XYZAACgmWmxd7HVJiwsTP7+/srLy3OZnpeXp8jIyNNq2+l0KjY2VsOGDTutdgAAQPPlkwEpMDBQQ4YM0dq1a61pFRUVWrt2rUaOHHlabSclJWnHjh3aunXr6ZYJAACaqRZ7ia2goEC7du2y3ufk5CgzM1OhoaGKiYlRSkqKEhMTNXToUA0fPlxz5sxRYWGhdVcbAACAOy02IKWnp2vMmDHW+8o7zBITE7Vw4ULdfPPNOnTokKZPn67c3FzFx8dr9erV1TpuAwAA2LXYgDR69GgZY2pdJjk5WcnJyR7drtPplNPpVHl5uUfbBQAAzYdP9kFqTPRBAgDA9xGQAAAAbAhIAAAANgSkBmIcJAAAfB8BqYHogwQAgO8jIAEAANgQkAAAAGxa7DhI3lY5BlN+fr5H2y0oKFBZ8c8q/blQklRWUiS5eV/bvMZct7nUUeeyxT+roKDA+hlV3bd1LVvbz+W0aq6lpqZc11uq1dyAuk5nXbQuHCstT1P+zCrbrGssRYepawnU6IcfflB0dLS3ywAAAKdg7969OuOMM9zOJyCdooqKCu3fv1/BwcFyOByn3E5+fr6io6O1d+9ederUyYMVtjzsi5PYD79gX/yCffEL9sUv2Be/qO++MMbo+PHjioqKkp+f+55GXGI7RX5+frUmz4bq1KlTqz+4K7EvTmI//IJ98Qv2xS/YF79gX/yiPvsiJCSkznbopA0AAGBDQAIAALAhIHlZUFCQZsyYoaCgIG+X4nXsi5PYD79gX/yCffEL9sUv2Be/8PS+oJM2AACADWeQAAAAbAhIAAAANgQkAAAAGwISAACADQHJi5xOp3r16qW2bdtqxIgR2rJli7dLanJPPPGEHA6Hy+vss8/2dllNYuPGjZowYYKioqLkcDi0YsUKl/nGGE2fPl3du3dXu3btlJCQoG+++cY7xTayuvbFnXfeWe04ufLKK71TbCOaOXOmhg0bpuDgYIWHh+u6665Tdna2yzJFRUVKSkpS165d1bFjR11//fXKy8vzUsWNpz77YvTo0dWOi3vvvddLFTeef/7znxo0aJA1AOLIkSP17rvvWvNbyzEh1b0vPHlMEJC8JDU1VSkpKZoxY4a2bdumuLg4jR07VgcPHvR2aU1uwIABOnDggPX6+OOPvV1SkygsLFRcXJycTmeN85955hk9//zzmjdvnjZv3qwOHTpo7NixKioqauJKG19d+0KSrrzySpfjZMmSJU1YYdPYsGGDkpKS9Omnn+qDDz5QaWmprrjiChUWFlrLPPTQQ3r77be1bNkybdiwQfv379ekSZO8WHXjqM++kKSpU6e6HBfPPPOMlypuPGeccYaefvppZWRkKD09XZdeeqmuvfZaZWVlSWo9x4RU976QPHhMGHjF8OHDTVJSkvW+vLzcREVFmZkzZ3qxqqY3Y8YMExcX5+0yvE6SWb58ufW+oqLCREZGmlmzZlnTjh49aoKCgsySJUu8UGHTse8LY4xJTEw01157rVfq8aaDBw8aSWbDhg3GmJPHQEBAgFm2bJm1zFdffWUkmbS0NG+V2STs+8IYYy655BLzu9/9zntFeVGXLl3M/PnzW/UxUalyXxjj2WOCM0heUFJSooyMDCUkJFjT/Pz8lJCQoLS0NC9W5h3ffPONoqKi1KdPH9122236/vvvvV2S1+Xk5Cg3N9flGAkJCdGIESNa5TEiSevXr1d4eLj69++v++67Tz/++KO3S2p0x44dkySFhoZKkjIyMlRaWupyXJx99tmKiYnx+ePCvi8qvfrqqwoLC9PAgQM1bdo0nThxwhvlNZny8nItXbpUhYWFGjlyZKs+Juz7opKnjgkeVusFhw8fVnl5uSIiIlymR0RE6Ouvv/ZSVd4xYsQILVy4UP3799eBAwf05JNP6qKLLtL27dsVHBzs7fK8Jjc3V5JqPEYq57UmV155pSZNmqTevXvr22+/1R/+8AeNGzdOaWlp8vf393Z5jaKiokIPPvigLrjgAg0cOFDSyeMiMDBQnTt3dlnW14+LmvaFJN16663q2bOnoqKi9MUXX+ixxx5Tdna23njjDS9W2zi+/PJLjRw5UkVFRerYsaOWL1+u2NhYZWZmtrpjwt2+kDx7TBCQ4FXjxo2z/j1o0CCNGDFCPXv21Guvvaa77rrLi5WhObnlllusf5977rkaNGiQzjzzTK1fv16XXXaZFytrPElJSdq+fXur6ZNXG3f74p577rH+fe6556p79+667LLL9O233+rMM89s6jIbVf/+/ZWZmaljx47p9ddfV2JiojZs2ODtsrzC3b6IjY316DHBJTYvCAsLk7+/f7W7DPLy8hQZGemlqpqHzp07q1+/ftq1a5e3S/GqyuOAY6Rmffr0UVhYmM8eJ8nJyVq5cqXWrVunM844w5oeGRmpkpISHT161GV5Xz4u3O2LmowYMUKSfPK4CAwM1FlnnaUhQ4Zo5syZiouL0z/+8Y9WeUy42xc1OZ1jgoDkBYGBgRoyZIjWrl1rTauoqNDatWtdrqO2RgUFBfr222/VvXt3b5fiVb1791ZkZKTLMZKfn6/Nmze3+mNEkn744Qf9+OOPPnecGGOUnJys5cuX68MPP1Tv3r1d5g8ZMkQBAQEux0V2dra+//57nzsu6toXNcnMzJQknzsualJRUaHi4uJWdUy4U7kvanJax4RHunqjwZYuXWqCgoLMwoULzY4dO8w999xjOnfubHJzc71dWpN6+OGHzfr1601OTo7ZtGmTSUhIMGFhYebgwYPeLq3RHT9+3Hz22Wfms88+M5LM7NmzzWeffWb27NljjDHm6aefNp07dzZvvvmm+eKLL8y1115revfubX7++WcvV+55te2L48ePm0ceecSkpaWZnJwcs2bNGnPeeeeZvn37mqKiIm+X7lH33XefCQkJMevXrzcHDhywXidOnLCWuffee01MTIz58MMPTXp6uhk5cqQZOXKkF6tuHHXti127dpk//elPJj093eTk5Jg333zT9OnTx1x88cVertzzHn/8cbNhwwaTk5NjvvjiC/P4448bh8Nh3n//fWNM6zkmjKl9X3j6mCAgedELL7xgYmJiTGBgoBk+fLj59NNPvV1Sk7v55ptN9+7dTWBgoOnRo4e5+eabza5du7xdVpNYt26dkVTtlZiYaIw5eav/H//4RxMREWGCgoLMZZddZrKzs71bdCOpbV+cOHHCXHHFFaZbt24mICDA9OzZ00ydOtUn/5ioaR9IMv/5z3+sZX7++Wdz//33my5dupj27dubiRMnmgMHDniv6EZS1774/vvvzcUXX2xCQ0NNUFCQOeuss8yjjz5qjh075t3CG8GUKVNMz549TWBgoOnWrZu57LLLrHBkTOs5JoypfV94+phwGGNMw887AQAA+C76IAEAANgQkAAAAGwISAAAADYEJAAAABsCEgAAgA0BCQAAwIaABAAAYENAAgAAsCEgAYAbTzzxhBwOhxwOh7dLqbfRo0fL4XBo9OjR3i4FaNEISGg1NmzYYH3ZORwOffLJJ94uCY1s5syZcjgcuuKKK1ymv/XWW3I4HOrTp4+XKgPQ3BGQ0Gq8/PLLLu9feeUVL1WCprJp0yZJ0oUXXugy/aOPPqpxOgBUIiChVfj555/1+uuvS5I6duwoSXrttddUXFzszbLQiIwxSktLk0RAAtBwBCS0CsuXL9fx48clSc8//7wk6aefftLbb7/tzbLQiL7++msdOXJEbdq00fnnn29N//nnn7Vt2zZJBCQA7hGQ0CpUXk4bNGiQJk+erP79+7tMh++pvLw2ePBgtW/f3pr+6aefqrS0VF27dtU555zjrfIANHMEJPi8AwcOaM2aNZKkX//61y7/Xb16tQ4dOlRtnSlTpsjhcKhdu3bWmafa9O/fXw6HQ8OHD69xfnl5uV5++WVdffXVioqKUlBQkLp27aoLL7xQs2fP1s8//+y2bftdSd98842Sk5PVt29ftW/fXg6HQ7t373b5vHPnztUNN9ygvn37qkOHDgoKClKPHj107bXXKjU1VRUVFXV+prKyMj3//PMaPny4OnXqpM6dO2vo0KF67rnnVFJSot27d1sd3hcuXFhrWytWrNCNN96omJgYtW3b1mrrySef1E8//VRnLaeirv5Ho0aNavDdaUePHtWMGTM0YMAAdezYUaGhoRozZoyWLFlSr/WLior04osv6rLLLlNkZKQCAwMVHh6uhIQE/fvf/1ZZWVmdbXz66ae68cYbFRkZqbZt26p379665557lJ2d3aDP4s7ChQutn+vu3btVXFysOXPm6Pzzz1dYWJgcDoeeeOIJl3VKSko0d+5cjRkzRt26dVNgYKAiIyM1fvx4LVq0qF7HW0FBgZ5++mmNHDlSoaGhCgoK0hlnnKEbbrhBK1eurHVd+/8ju3bt0r333qs+ffqoXbt26tWrl+666y7t2bPHZb3t27dr8uTJ6tOnj9q2bavo6Gjdd999OnjwYK3b27lzpx544AENHDhQwcHBCgwMVFRUlOLj4zVlyhSlpqZy+d4XGMDHzZo1y0gyfn5+5ocffjDGGPPdd98Zh8NhJJl//OMf1dZZs2aNkWQkmYULF9ba/tatW61l58yZU23+nj17TFxcnLVMTa+zzjrLZGdn19j+JZdcYiSZSy65xKxYscJ06NCh2vo5OTnGGGPKysqMn59frduSZC6//HJz/Phxt5/p2LFj5vzzz3e7/vDhw81nn31mvf/Pf/5TYztHjhwxl156aa21hIeHm7S0tFr3cV0SExPr/Mx1vXr27Fmt3RkzZljzv/vuO3PmmWe6Xf+mm24ypaWlbmvMzMw0PXv2rLWGYcOGmdzcXLdtzJ492+3Pt0OHDmbVqlUux8up+M9//mO1uXXrVhMfH19tWzNmzLCWz8nJMWeffXatn+vCCy80P/74o9ttbtu2zURFRdXaxqRJk8zPP/9c4/pVP/MHH3xggoOD3R5rX331lTHGmMWLF5vAwEC3x8K+fftq3NZrr73mdr2qry+//PKU9j+aDwISfN6gQYOMJHPppZe6TL/ggguMJDNkyJBq65SXl1u/sC+//PJa23/ooYeMJOPv71/ty+3w4cMmOjraSDJBQUEmOTnZLFu2zGzdutWsW7fOTJs2zbRv395IMn369DFHjx6t1n7lL//evXubjh07mm7dupmnn37abNq0yXz66afmhRdeMIcOHTLGGFNaWmr8/PzMpZdeambNmmVWr15tMjIyzPr1682CBQvMyJEjrV/gd9xxh9vPNG7cOGu5Cy64wCxdutSkp6ebd99919x2221GkhkxYkStAamoqMicd9551r65/fbbzZIlS8ynn35qPvroI/PUU0+Zrl27GkmmS5cuZvfu3bXu59o0RUAaNmyY8fPzM/fee69Zs2aN2bp1q/n3v/9t+vXrZy3z4IMP1ljfN998Y0JCQowk06lTJzNt2jSzfPlyk56ebt577z2TlJRk2rRpY+3XkpKSam288cYb1nZCQkLMX//6V/PJJ5+YTz75xPzlL38xnTp1Mp07dzZ9+/b1WEAaNGiQcTgc5o477jCrVq0yGRkZZvny5eadd94xxhhz/Phx06dPH2v56667zrz11lsmPT3dLFu2zDp2JZlRo0aZsrKyatv74YcfTJcuXYwk43A4zOTJk817771n0tPTzSuvvOLyx8XNN99cY82V2+nbt6/p0qWLiY6ONi+88ILZvHmz+eijj8yDDz5o/UF0wQUXmC1btpg2bdqYc845x8yfP99s2bLFrFu3ztx+++21bis3N9f6AyU8PNz86U9/Mu+//77Ztm2b2bRpk3n55ZfNlClTTGhoKAHJBxCQ4NOqnuVYsGCBy7x//vOf1rysrKxq66akpLgNPpWqBqkrrrii2vxbb73V+vL97rvvamxj27Zt1i/dP/zhD9XmV/2SiYqKMnv27HH7eSsqKsw333zjdr4xxkyfPt36Mtq5c2e1+StWrHD5q728vLzaMs8++6xLuKgpIP3hD38wkkznzp1Nenp6jbXs3r3bdO/e3Ugyt956a61112b//v3mq6++sl5/+9vfjCRz5plnukxfsmSJkWQ6duxoduzY4TJv165d1dqtGpAkmcWLF1dbJj8/3/oS9/Pzq/GLcdSoUUaSGTx4sBVm7d59913r7NC//vUvl3nFxcXWcRYSEmJ27NhRbf0vv/zSdOrUyarVEwFJkpk/f77bZR955BFruf/7v/+rNr+iosIK1JLM3Llzqy1zww031LqtoqIiM2bMGGuZynBWVdX/R/r27WsOHjxYa63dunUzo0aNMoWFhdWWu/HGG40k06ZNm2rt/Pvf/67XGaITJ06YEydOuJ2PloGABJ9WeXanXbt25tixYy7zfvzxR+tU+WOPPVZt3YyMDOuXYU2XzoxxvRT38ssvu8zLyckx/v7+RpJ5++23a63z97//vRWA7Kr+8n/llVfq+sh1KisrM2FhYUaSefbZZ6vNv/LKK619VtMXjTEnv/gqzw7VFJCOHz9unTF54YUXaq1n7ty5RpIJCAgwBQUFp/y5qrr//vuNJDN58mSX6XPmzDGSzGWXXVavdqoGpKuvvtrtcps3b7aWS0pKcpm3ceNGa94XX3xR6/Zuuukm62xLVa+99prVRk0/s0qVwdBTAcl+1rWqoqIi07lzZyPJDBgwoMazQ8acvFxbeaYwNjbWZd6+ffus/0euvPJKt9vKycmxzrCNHz++2vyq/4+8++67Nbbx3XffWcs4HI4aQ6Yxxnz44YfWcm+++abLvKeeeso64wnfRydt+KyysjItXrxYkjRhwgR16tTJZX5oaKjGjx8vSXr11VerdSQ977zzdPbZZ0uS1Y5d5fR27dpp4sSJLvNWrVql8vJytW/fXuPGjau11osvvliStH//fn3//fc1LhMYGKgbb7yx1nbsKioqtH//fmVnZ2v79u3avn27vvrqK51xxhmSpM8//9xl+bKyMm3YsEGSdOWVV6pbt241tutwOHT77be73e6GDRt07NgxSdINN9xQa42Vn720tFQZGRn1+2B1cDfOUWXH7VGjRjW4zcmTJ7udN3z4cA0YMECSrBsCKr311luSTnbkP/fcc2vdRuW+2Lp1q0uH7co2HQ6HEhMTa63Rk49Fue2229zOy8jI0NGjRyVJd955p/z9/WtcrlOnTrrpppskSTt27NCBAweseevXr1d5ebkk6a677nK7rV69eunyyy+vto5d586dNXbs2Brn9e7dW8HBwZJO3s3q7g7GuLg469/fffedy7zu3btLOjlEyJtvvum2XvgGAhJ81nvvvae8vDxJv9y1Zlc5/YcfftC6deuqza/8gtiyZYt27drlMq+4uFhvvPGGJOmaa66xfvlWSk9PlySdOHFCbdq0cXnMif119dVXW+vl5ubWWGvfvn3Vtm3bOj+3MUaLFi3SmDFj1LFjR/Xo0UNnn322zj33XOuVmZkpSTp8+LDLut9++611R92QIUNq3c7QoUPdzqv87NLJL5XaPvvAgQOtZd199oY4evSosrKyJFUPSJWPl7ngggsa3O6wYcNqnV95B+POnTtVUlJiTa/cF9nZ2bXuB4fDoeTkZEknw+KRI0esNr788ktJJ7/kw8LC3NbQrVs39erVq8GfzZ1Bgwa5nbd9+3br3yNGjKi1narzq653Km2cOHGiWnCp1Ldv31oDYufOnSVJ/fr1q3MZSdXuYL3mmmus+RMnTtSll16q5557ThkZGW5DG1ouAhJ8VuUYR127dtWVV15Z4zJXX3219QuvpjGRbr31Vuvfr776qsu8VatWWX9B1/SXdl23Crtz4sSJGqd36dKlznWLiop01VVX6fbbb9f69etrHT5AUrX5VW+5d3f2qD7zPf3ZG+KTTz5RRUWFwsPDXb4I9+zZo3379snPz89l4Mj6Cg8Pr3V+RESEpJMBtep+9MS+qAxLddVQtQ5PqO2Yqxrg6qorMjKyxvU80UZVVce7qomfn1+dy1UuI6la6Onataveeust9ejRQ8YYrVu3TikpKRo6dKhCQ0M1adKkOockQMvRxtsFAI3h2LFj1qWNH3/8UYGBgXWu88Ybb2ju3Lnq0KGDNa1Pnz4aOXKk0tLStHjxYs2YMcOaV3l5zV0Aq/zlGhYWVuPZKXd69+5d43R3lzCqeuqpp/Tuu+9Kki655BIlJSXpvPPOU2RkpNq1a2f98r/44ov10UcfyRhT77oaouoXy7Zt2xQQEFCv9Sov/dXX7t273e6vgwcP1ng2oaKiwuUsgSStW7fOGkPHnVO9dFW5L+Li4rRo0aJ6r9ejRw+P1XCq6nPMSZ6pq6k/26m66KKLtGvXLv3vf//TO++8o40bN+qHH35Qfn6+li9fruXLl2vs2LF644036gxsaN4ISPBJr732moqKihq0TkFBgd54441qfWtuu+02paWlaefOnUpPT9fQoUOVn5+vVatWSZJuvPHGGgNA165dJZ08TX/OOefU+8vmVBljNH/+fEknf4l/+OGHLn8NV+XuL/CqZwxqGkCzqtrmV3526eSZpoYGn+YoLy9P0dHRtc6XTn7RV92PlfuioKDA5XJiQ1S2V7mNuupsCqGhoS7brO2yVdVLp1XXs7dR2/5114Y3tG3bVrfddpt15jgnJ0erVq3SCy+8oJ07d+q9997T//t//0/PPfecV+vE6eESG3xS5eWy7t27a8mSJXW+Kr/Aa7rMdtNNN6lNm5N/S1SeNfrf//5nBTB3HVkHDx4s6WRfpap9chrLkSNHrC+RG2+80W04KigocDvq8plnnmn1c6qrw3Rtn6nys0u/dIxuDD169NCXX35pvTIyMqyf1YoVK1zmVf6M58yZ4zL9yy+/rLN/kXSy43R95vft29fljGXlvvjuu+9OuY9VZefunJwc/fjjj26XO3TokMuo6o2patjbvHlzrctu2bKlxvVOpY327durT58+Daq1sfXu3VvJycnaunWrdZy99tprXq4Kp82r99ABjaDqKNnJycn1Wud3v/udNY5N5WjbVY0fP95IMt27dzfl5eUmISHBGt+ooqKixja//vprq45bbrnllD9PfUdGzs3NtW5PnjlzptvlnnvuuVpvBb/iiitO+zb/n376yRoAc9SoUW73kadt2rTJGiuo6vhNeXl5Vq0HDhyod3tVb/O/5ppr3C63ZcsWa7n777/fZd57771nzXv88ccb/qGMMampqVYbs2fPdrvcM88849Hb/CtHaK9J1dv8Bw4cWON4WcacHCeqcliJ2m7zHzdunNtt7dmzxwQEBNR5m39dn7lyJPPExMRal6v8/FVHDK+viRMnGkkmMDCwweuieeEMEnzOK6+8YvWtqesW80qVy1VUVNTYT6TyLNGBAwe0ePFiq0/Rrbfe6rbvRP/+/a3b8pcuXarZs2fXWkNOTk69n+lVk27dull9a5YsWVLjs6C2bt2qP/7xj7W285vf/EbSyQ7c9957b43P0Zo9e7a2bdvmto3OnTtbd2R98skneuihh2p9HldeXp51efB0bNy4UdLJu9SqnkH7+OOPJZ08u1O1s29DvPXWWzWeFSgoKLD2mZ+fn/XvSldccYV1h9usWbPqPLPw5Zdf6u2333aZdt1111m3mP/5z3+u8Qzgjh079NRTT9X/A52moKAg3X333ZJO3o325z//udoyxhglJydbd0tWHhOVoqKirOEx3n33Xb388svV2igpKdGUKVNUWlpaYxtN6b333nMZpsDu2LFj1pkud33j0IJ4O6EBnlb5vKzw8HC3f9XalZeXWyM6DxgwoNr8goICa7Tryr+aJZnt27fX2u6PP/7o8iiGiy++2MyfP9+kpaWZbdu2mQ8++MA8++yzJiEhwfj5+Znrr7++WhsNebZWUlKSta2hQ4eaxYsXm61bt5o1a9aYlJQU07ZtWxMWFmY9HsNdm5VnkaSTj2ZITU01GRkZZvXq1ebXv/61kU4+j61ymZqeV1dUVOTyOJK4uDjz4osvmo8//th89tln5sMPPzQvvPCCufbaa01gYGCNj3xpqMpHpNjPoD344INGkrn77rsb1F7VM0hDhw41/v7+5v777zcffvihSU9PNwsWLDD9+/e3lnnggQdqbGfXrl0mNDTUWm7ChAlm0aJFZvPmzSY9Pd2888475qmnnrKef/fwww9Xa+P111+31u/cubOZOXOmSUtLM5988on561//akJCQkxISIg566yzmuQMkjEnzw5VPb6vv/56s3LlSpORkWFef/11M3r0aGveyJEjaxxMcu/evdajRvz8/Mzdd99tPvjgA5Oenm4WLVrk8iy4m266qcY6muoMUmJiogkICDDjx483c+bMMWvWrDHbtm0zGzZsME6n05xzzjnWus8991yt20DzR0CCT/n444+tX1C/+c1vGrRu5ejLkmp8NEbVRyZUfuHXx4EDB8xFF13ksq67l33kZ2MaFpCOHj1a48NFK1+hoaFmw4YNdbb5008/uQQg+2vw4MEmPT3der906dIa28nPzzeTJk2q12cfM2ZMvfanO+Xl5dajNj7++GOXeUOGDDFSw0citz+stnfv3m7rv/7662t9WG12drYZOHBgvfbFk08+WWMbs2bNsi7b2l/t27c3K1eu9OjDausKSMbU72G1F1xwQZM9rLY2nghI9fn53XvvvfX+4wzNFwEJPuWee+6xfkm9//77DVp37dq11rq//e1vq81/5513XH4JPvPMMw1qf+XKlea2224zffr0Me3btzcBAQHWM6Eefvhhs2HDhhrXa+gXXmFhofnzn/9szj33XNO2bVvTsWNHc84555hHHnnE7N27t95tlpSUmOeee84MGTLEdOzY0QQHB5v4+Hgzc+ZM8/PPP7s8587d4x0qffTRR+buu+82/fv3N8HBwaZNmzYmNDTUDBs2zCQlJZl33nnH7aMq6mvbtm1Gkmnbtq0pLi62pufn51v9XBr6QNyqAckYY44cOWL+8Ic/mHPOOce0b9/ehISEmIsvvtgsWrSoXu2VlZWZxYsXm+uvv97ExMSYdu3amcDAQNO9e3czevRo83//938mIyOj1jY2bdpkJk2aZMLDw01QUJDp2bOnmTJlivXojKYOSMacfFbciy++aC655BLTtWtXExAQYCIiIsyVV15p/vvf/9YrLBw/ftzMnDnTjBgxwnTu3NkEBgaaqKgoM2nSJPPWW2/Vum5TBaQjR46YRYsWmSlTppihQ4eaHj16mMDAQNOuXTvTr18/k5iYaD766KM6PytaBocxjTQQCgCftmjRImtIhF27dunMM8/0ckUA4Dl00gZwSio7lHfr1q3Z3XYNAKeLgASgmn379tX6mJL58+frnXfekSTdcccdLWYUZACoLy6xAahm4cKF+v3vf69bbrlFo0ePVs+ePVVRUaFvv/1WqampWrFihaSTz/3KyspyGTkbAHwBAQlANQsXLtTkyZNrXaZ79+5atWqVy6jZAOArCEgAqjl8+LBef/11vffee9qxY4cOHTqk48ePq3PnzjrnnHM0YcIE3XvvvQoODvZ2qQDQKAhIAAAANnTSBgAAsCEgAQAA2BCQAAAAbAhIAAAANgQkAAAAGwISAACADQEJAADAhoAEAABg8/8BSCW6lUnwRykAAAAASUVORK5CYII=", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -638,12 +1050,12 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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1112Ul5fz7LPPUlJSQv/+/Vm2bFmTRfNCCCGEuH612wXy1wpZIC+EENcvWSB/dbvuF8gLIYQQQrQHEmwJIYQQQrQiCbaEEEIIIVqRBFtCCCGEEK1Igi0hhBBCXDXWr1/P1KlTSU1NRVEUPv3007bu0mWTYEsIIYQQLfK53bitdTgrq3Bb6/C53a3ans1mo1+/frz22mut2s6V1C7zbAkhhBCi9XntDsq37cBRWh64Zk5KIGHwAHRh5lZpc9KkSYHDqK8VMrIlhBBCiCZ8bneTQAvAUVpO+bYdrT7CdS2RYEsIIYQQTficriaBViNHaTk+Z/PnEYumJNgSQgghRBN+j+eyysUZEmwJIYQQogmNXn9Z5eIMCbaEEEII0YTWZMSclNBsmTkpAa3JeIV71H7JbkQhhBBCNKE1GEgYPKDF3Yhag6FV2q2vr+fo0aOB1/n5+ezcuZPY2FgyMjJapc3WJsGWEEIIIZqlCzOTOHwwPqcLv8eDRq9HazK2WqAFsG3bNm688cbA6zlz5gAwY8YMFixY0GrttiYJtoQQQgjRIq3B0KrB1beNHTsWVVWvWHtXgqzZEkIIIYRoRRJsCSGEEEK0Igm2hBBCCCFakQRbQgghhBCtSIItIYQQQohWJMGWEEIIIUQrkmBLCCGEEKIVSbAlhBBCCNGKJNgSQgghhGhFEmwJIYQQQrQiCbaEEEIIcdWYN28eQ4YMITIyksTERKZNm8ahQ4fauluXRYItIYQQQrTI43BiL6/BeqoMe0UNHoezVdtbt24ds2fPZtOmTaxcuRKPx8OECROw2Wyt2m5rkoOohRBCCNEsZ209hz9bT82x04FrMZ070PW2MZiiIlqlzWXLlgW9XrBgAYmJieTl5TFmzJhWabO1yciWEEIIIZrwOJxNAi2A6mOnOfLZ+lYf4WpUW1sLQGxs7BVprzVIsCWEEEKIJjz1ziaBVqPqY6fx1Ld+sOX3+3nyyScZOXIkvXv3bvX2WotMIwohhBCiCa/LfVnloTB79mz27t3Lhg0bWr2t1iTBlhBCCCGa0BkNl1V+uZ544gkWL17M+vXrSUtLa9W2WptMIwohhBCiCX2EiZjOHZoti+ncAX2EqVXaVVWVJ554gkWLFrFmzRqysrJapZ0rSYItIYQQQjShN5voetuYJgFXTOcOdLttDHpz6wRbs2fP5t133+W9994jMjKSkpISSkpKcDgcrdLelSDTiEIIIYRolikqgh533oSn3onX5UZnNKCPMLVaoAUwf/58AMaOHRt0/a233uKhhx5qtXZbkwRbQgghhGiR3ty6wdW3qap6xdq6UtrlNOL8+fPp27cvFosFi8VCTk4OX3zxRaDc6XQye/Zs4uLiiIiI4I477qC0tDToGQUFBUyZMoWwsDASExP56U9/itfrDaqzdu1aBg4ciNFopEuXLixYsKBJX1577TU6duyIyWRi2LBhbNmypVXesxBCCCHap3YZbKWlpfH73/+evLw8tm3bxk033cRtt93Gvn37AHjqqaf4/PPPWbhwIevWraOoqIjp06cH7vf5fEyZMgW3283GjRt5++23WbBgAc8++2ygTn5+PlOmTOHGG29k586dPPnkkzzyyCMsX748UOeDDz5gzpw5PPfcc2zfvp1+/foxceJEysrKrtyHIYQQQoirm3qNiImJUd988021pqZG1ev16sKFCwNlBw4cUAE1NzdXVVVVXbp0qarRaNSSkpJAnfnz56sWi0V1uVyqqqrq008/rfbq1SuojbvuukudOHFi4PXQoUPV2bNnB177fD41NTVVnTdvXov9dDqdam1tbeCnsLBQBdTa2trL+wCEEEK0Ow6HQ92/f7/qcDjauiuiGef686mtrb3g7+92ObJ1Np/Px/vvv4/NZiMnJ4e8vDw8Hg/jx48P1OnRowcZGRnk5uYCkJubS58+fUhKSgrUmThxIlarNTA6lpubG/SMxjqNz3C73eTl5QXV0Wg0jB8/PlCnOfPmzSMqKirwk56efvkfghBCCCGuWu022NqzZw8REREYjUYef/xxFi1aRHZ2NiUlJRgMBqKjo4PqJyUlUVJSAkBJSUlQoNVY3lh2rjpWqxWHw0FFRQU+n6/ZOo3PaM7cuXOpra0N/BQWFl7S+xdCCCFE+9BudyN2796dnTt3Ultby0cffcSMGTNYt25dW3frvIxGI0ajsa27IYQQQogrpN0GWwaDgS5dugAwaNAgtm7dyssvv8xdd92F2+2mpqYmaHSrtLSU5ORkAJKTk5vsGmzcrXh2nW/vYCwtLcVisWA2m9FqtWi12mbrND5DCCGEEKLdTiN+m9/vx+VyMWjQIPR6PatXrw6UHTp0iIKCAnJycgDIyclhz549QbsGV65cicViITs7O1Dn7Gc01ml8hsFgYNCgQUF1/H4/q1evDtQRQgghhGiXI1tz585l0qRJZGRkUFdXx3vvvcfatWtZvnw5UVFRzJo1izlz5hAbG4vFYuFHP/oROTk5DB8+HIAJEyaQnZ3NAw88wIsvvkhJSQnPPPMMs2fPDkzxPf7447z66qs8/fTTzJw5kzVr1vDhhx+yZMmSQD/mzJnDjBkzGDx4MEOHDuVPf/oTNpuNhx9+uE0+FyGEEEJcfdplsFVWVsaDDz5IcXExUVFR9O3bl+XLl3PzzTcD8H//939oNBruuOMOXC4XEydO5C9/+Uvgfq1Wy+LFi/nBD35ATk4O4eHhzJgxg1//+teBOllZWSxZsoSnnnqKl19+mbS0NN58800mTpwYqHPXXXdRXl7Os88+S0lJCf3792fZsmVNFs0LIYQQ4vqlqOo1mBe/HbFarURFRVFbW4vFYmnr7gghhLiCnE4n+fn5ZGVlYTJduSNxrmbz589n/vz5nDhxAoBevXrx7LPPMmnSpCvel3P9+VzM93e7HNkSQgghxJXhrHfgsNpx250YwkyYLWGYIsyt1l7jKTFdu3ZFVVXefvttbrvtNnbs2EGvXr1ard3WJMGWaJdUvx+fyw2A1mREUZQ27pEQQlx76iutfPnXJZzacyJwLb1vFmMfm0xEXOvMxkydOjXo9W9/+1vmz5/Ppk2b2m2wdc3sRhTXD0+9jcrdByhc9iWFy9dRc+AIHpu9rbslhBDXFGe9o0mgBVC4O5+1f1uKs97R6n349ikx7ZWMbIl2xVNvo3D5Wry2M/+Rl2/bTe3RE3QYPxp9WOsNbQshxPXEYbU3CbQaFe7Ox2G1t9p04p49e8jJycHpdBIRERE4Jaa9kpEt0W6ofj+1x04GBVqN3DVWHCXlbdArIYS4NrntzvOUu1qt7cZTYjZv3swPfvADZsyYwf79+1utvdYmwZZoN3wuN3X5BS2W1x7Nx+/xXMEeCSHEtcsQdu7dkYaw1jt6rvGUmEGDBjFv3jz69evHyy+/3GrttTYJtkT7oYCiafmvrKLRgCyUF0KIkDBbwkjvm9VsWXrfLMyWsCvWl8ZTYtorCbZEu6E1Gonq2qnF8ujundHoZBmiEEKEginCzNjHJjcJuBp3I7bWeq25c+eyfv16Tpw4wZ49e5g7dy5r167lvvvua5X2rgT5ZhLthqIoRGSkYj2aj6u6NqgsLDUJU3xsG/VMCCGuTRFxFsb/6LZv8my5MIQZWz3P1vlOiWmPJNgS7Yo+PIzUcaNwlFVgPZIPioboHp0xxUWjM0v2ZSGECDVThLlVg6tv+/vf/37F2rpSJNgS7Y4+zIy+YzoRHVJAQaYOhRBCXNXkW0q0Wxq9/PUVQghx9ZMF8kIIIYQQrUiCLSGEEEKIViTBlhBCCCFEK5JgSwghhBCiFUmwJYQQQgjRiiTYEkIIIYRoRRJsCSGEEEK0Igm2hBBCCCFakQRbQgghhLhq/f73v0dRFJ588sm27solkxTcQgghhGiRzWrDWl2Hvd5BWIQZS0wk4ZbwK9L21q1b+etf/0rfvn2vSHutRYItIYQQQjSrqrSat+a9y74tBwLXeg/tyUNz7yc2KaZV266vr+e+++7jjTfe4De/+U2rttXaZBpRCCGEEE3YrLYmgRbA3i0HWDDvXWxWW6u2P3v2bKZMmcL48eNbtZ0rQUa2hBBCCNGEtbquSaDVaO+WA1ir61ptOvH9999n+/btbN26tVWef6VJsCWEEEKIJuz1jnOWO85TfqkKCwv58Y9/zMqVKzGZTK3SxpUmwZYQQgghmgiLMJ+z3Hye8kuVl5dHWVkZAwcODFzz+XysX7+eV199FZfLhVarbZW2W4sEW0IIIYRowhITSe+hPdnbzFRi76E9scREtkq748aNY8+ePUHXHn74YXr06MHPfvazdhdogQRbQgghhGhGuCWch+bez4J57wYFXL2H9uSh/76/1dZrRUZG0rt37+C+hIcTFxfX5Hp7IcGWEEIIIZoVmxTD9389E2t1HY56B+YrnGfrWiHBlhBCCCFaFG4Jb/Pgau3atW3a/uWSPFtCCCGEEK1Igi0hhBBCiFYkwZYQQgghRCuSYEsIIYQQohVJsCWEEEII0YraZbA1b948hgwZQmRkJImJiUybNo1Dhw4F1Rk7diyKogT9PP7440F1CgoKmDJlCmFhYSQmJvLTn/4Ur9cbVGft2rUMHDgQo9FIly5dWLBgQZP+vPbaa3Ts2BGTycSwYcPYsmVLyN+zEEIIIdqndhlsrVu3jtmzZ7Np0yZWrlyJx+NhwoQJ2GzBJ5A/+uijFBcXB35efPHFQJnP52PKlCm43W42btzI22+/zYIFC3j22WcDdfLz85kyZQo33ngjO3fu5Mknn+SRRx5h+fLlgToffPABc+bM4bnnnmP79u3069ePiRMnUlZW1vofhBBCCCGueoqqqmpbd+JylZeXk5iYyLp16xgzZgzQMLLVv39//vSnPzV7zxdffMGtt95KUVERSUlJALz++uv87Gc/o7y8HIPBwM9+9jOWLFnC3r17A/fdfffd1NTUsGzZMgCGDRvGkCFDePXVVwHw+/2kp6fzox/9iJ///Ofn7bvVaiUqKora2losFsvlfAxCCCHaGafTSX5+PllZWdfMocvXknP9+VzM93e7HNn6ttraWgBiY2ODrv/rX/8iPj6e3r17M3fuXOx2e6AsNzeXPn36BAItgIkTJ2K1Wtm3b1+gzvjx44OeOXHiRHJzcwFwu93k5eUF1dFoNIwfPz5Q59tcLhdWqzXoRwghhBDXrnafQd7v9/Pkk08ycuTIoDOT7r33XjIzM0lNTWX37t387Gc/49ChQ3zyyScAlJSUBAVaQOB1SUnJOetYrVYcDgfV1dX4fL5m6xw8eLDZ/s6bN49f/epXl/emhRBCCNFutEqw5ff72b9/P8ePH6eurg6fz3feex588MFLamv27Nns3buXDRs2BF1/7LHHAv+/T58+pKSkMG7cOI4dO0bnzp0vqa1QmDt3LnPmzAm8tlqtpKent1l/hBBCiHOpramjqrKaOms9kZYIYuNiiIqObLX2nn/++SaDEt27d29xEKM9CGmw5XA4+M1vfsMbb7xBZWXlBd+nKMolBVtPPPEEixcvZv369aSlpZ2z7rBhwwA4evQonTt3Jjk5ucmuwdLSUgCSk5MD/9t47ew6FosFs9mMVqtFq9U2W6fxGd9mNBoxGo0X/iaFEEKINlJSVMbzP3uRjeu3Bq6NGDOE5194muTUxFZrt1evXqxatSrwWqdr3xNxIVuz5XA4uOmmm/j9739PRUUFqqpe1M/FUFWVJ554gkWLFrFmzRqysrLOe8/OnTsBSElJASAnJ4c9e/YE7RpcuXIlFouF7OzsQJ3Vq1cHPWflypXk5OQAYDAYGDRoUFAdv9/P6tWrA3WEEEKI9qi2pq5JoAWwcf1Wnv/Zi9TW1LVa2zqdjuTk5MBPfHx8q7V1JYQsVPy///s/Nm/eDEDv3r154oknGDRoELGxsWg0oV2HP3v2bN577z0+++wzIiMjA2usoqKiMJvNHDt2jPfee4/JkycTFxfH7t27eeqppxgzZgx9+/YFYMKECWRnZ/PAAw/w4osvUlJSwjPPPMPs2bMDI0+PP/44r776Kk8//TQzZ85kzZo1fPjhhyxZsiTQlzlz5jBjxgwGDx7M0KFD+dOf/oTNZuPhhx8O6XsWQgghrqSqyuomgVajjeu3UlVZ3WrTiUeOHCE1NRWTyUROTg7z5s0jIyOjVdq6EkIWbH3wwQcAjBgxgjVr1mAwGEL16Cbmz58PNKR3ONtbb73FQw89hMFgYNWqVYHAJz09nTvuuINnnnkmUFer1bJ48WJ+8IMfkJOTQ3h4ODNmzODXv/51oE5WVhZLlizhqaee4uWXXyYtLY0333yTiRMnBurcddddlJeX8+yzz1JSUkL//v1ZtmxZk0XzQgghRHtSZ60/Z3n9ecov1bBhw1iwYAHdu3enuLiYX/3qV4wePZq9e/cSGdl6a8VaU8jybEVEROBwOFi0aBHf+c53QvHI64Lk2RJCiOvX1ZxnK/9YAbfd9ECL5Z+t+SdZnVt/tKmmpobMzEz++Mc/MmvWrFZv72xXXZ6txpGs9jzMJ4QQQogGsXExjBgzpNmyEWOGEBsXc0X6ER0dTbdu3Th69OgVaa81hCzY6tGjB3AmR5UQQggh2q+o6Eief+HpJgHXiDFDeP7Fp1s1/cPZ6uvrOXbsWGCDW3sUsjVbDz30EJs2bWLhwoXccsstoXqsEEIIIdpIcmoiL7zyHFWV1dRb64m4Anm2fvKTnzB16lQyMzMpKiriueeeQ6vVcs8997Ram60tZMHWo48+yocffsg777zD+PHj2/WHIoQQQogGUdGRV2wUC+DUqVPcc889VFZWkpCQwKhRo9i0aRMJCQlXrA+hFrJgq7CwkFdeeYVHH32U+++/n0WLFnHvvffSo0cPwsLCznu/rPUSQgghxPvvv9/WXQi5kAVbHTt2RFEUoCHp6Mcff8zHH398QfcqioLX6w1VV4QQQgghrhohzX9/dhaJEGWUEEIIIYRo10IWbL311luhepQQQgghxDUjZMHWjBkzQvUoIYQQQohrRmgPLRRCCCHERZOlN1enUP25SLAlhBBCtBGtVguA2+1u456I5tjtdgD0ev1lPSekC+TPVlpaytq1a9m7dy9VVVUAxMbG0rt3b8aOHSsHNQshhLju6XQ6wsLCKC8vR6/Xo9HIGMjVQFVV7HY7ZWVlREdHB4LiSxXyYKu4uJg5c+bwySeftJjOQafTcccdd/DSSy+16/T7QgghxOVQFIWUlBTy8/M5efJkW3dHfEt0dDTJycmX/RxFDeFE8a5duxg/fjxVVVXnnedUFIW4uDhWr15Nnz59QtWFdudiTg0XQghxbfL7/TKVeJXR6/XnHNG6mO/vkI1s2Ww2pkyZQmVlJQDjx4/n0UcfZdiwYYGosKSkhC1btvDmm2+yYsUKKioqmDJlCgcPHrygLPNCCCHEtUij0WAymdq6G6KVhGxy+NVXX6WoqAiNRsMbb7zBihUruPPOO8nIyMBgMGAwGMjIyOC73/0uy5Yt480330RRFE6fPs1rr70Wqm4IIYQQQlxVQhZsffbZZyiKwkMPPcSsWbPOW3/mzJk8/PDDqKrKokWLQtUNIYQQQoirSsiCrcOHDwNw9913X/A999xzT9C9QgghhBDXmpAFW/X19UBDeocLFRMTAzSs9xJCCCGEuBaFLNhKSEgA4MCBAxd8z8GDBwGIj48PVTeEEEIIIa4qIQu2hg8fjqqq/PGPf2wxv9bZvF4vf/zjH1EUheHDh4eqG0IIIYQQV5WQBVsPPvggADt37mTKlCkUFRW1WLeoqIipU6eyfft2AB566KFQdUMIIYQQ4qoS0qSm06dP59NPP0VRFPR6PRMmTGDYsGEkJiaiKAqlpaVs3ryZlStX4na7UVWV6dOn89FHH4WqC+2OJDUVQggh2p+L+f4OabDlcrl48MEHWbhwYcPDFaXZeo1N3nnnnbzzzjsYjcZQdaHdkWBLCCGEaH8u5vs7pCdeGo1GPvjgAz7//HMmTZqE2WxGVdWgH7PZzKRJk1i8eDEffPDBdR1oCSGEEOLaF9KRrW/z+XwcP36cqqoqoCEtRKdOnS779OxriYxsCSGEEO1Pm5yN2BytVkvXrl1bswkhhBBCiKtaSKcRhRBCCCFEMAm2hBBCCCFa0UVPI86cORNo2Gn497//vcn1S/HtZwkhhBBCXCsueoG8RqMJpHTw+XzNXr8YqqqiKErQs64nskBeCCGEaH9adYF8RkZGs0FVS9eFEEIIIa5nFx1snThx4qKuCyGEEEJcz2SBvBBCCCFEK5JgSwghhBCiFYUs2MrKyqJz584cPXr0gu8pKCigU6dOdO7cOVTdEEIIIYS4qoQs2Dp58iQnTpzA7XZf8D0ej4cTJ05c9HqvefPmMWTIECIjI0lMTGTatGkcOnQoqI7T6WT27NnExcURERHBHXfcQWlpaVCdgoICpkyZQlhYGImJifz0pz/F6/UG1Vm7di0DBw7EaDTSpUsXFixY0KQ/r732Gh07dsRkMjFs2DC2bNlyUe9HCCGEENeudjmNuG7dOmbPns2mTZtYuXIlHo+HCRMmYLPZAnWeeuopPv/8cxYuXMi6desoKipi+vTpgXKfz8eUKVNwu91s3LiRt99+mwULFvDss88G6uTn5zNlyhRuvPFGdu7cyZNPPskjjzzC8uXLA3U++OAD5syZw3PPPcf27dvp168fEydOpKys7Mp8GEIIIYS4uqkhoiiKqtFo1H379l3wPXl5eaqiKGpERMRltV1WVqYC6rp161RVVdWamhpVr9erCxcuDNQ5cOCACqi5ubmqqqrq0qVLVY1Go5aUlATqzJ8/X7VYLKrL5VJVVVWffvpptVevXkFt3XXXXerEiRMDr4cOHarOnj078Nrn86mpqanqvHnzLqjvtbW1KqDW1tZe5LsWQgghRFu5mO/vNh3ZevfddwHIzMy8rOfU1tYCEBsbC0BeXh4ej4fx48cH6vTo0YOMjAxyc3MByM3NpU+fPiQlJQXqTJw4EavVyr59+wJ1zn5GY53GZ7jdbvLy8oLqaDQaxo8fH6jzbS6XC6vVGvQjhBBCiGvXRefZanTTTTc1e/3hhx8mPDz8nPe6XC6OHz9OWVkZiqIwYcKES+0Gfr+fJ598kpEjR9K7d28ASkpKMBgMREdHB9VNSkqipKQkUOfsQKuxvLHsXHWsVisOh4Pq6mp8Pl+zdQ4ePNhsf+fNm8evfvWrS3uzQgghhGh3LjnYWrt2LYqioJ512o+qqmzduvWintOpUyfmzp17qd1g9uzZ7N27lw0bNlzyM66kuXPnMmfOnMBrq9VKenp6G/ZICCGEEK3pkoOtMWPGBB3Ps27dOhRFYdCgQecc2VIUBZPJREpKCiNGjODuu+8+70hYS5544gkWL17M+vXrSUtLC1xPTk7G7XZTU1MTNLpVWlpKcnJyoM63dw027lY8u863dzCWlpZisVgwm81otVq0Wm2zdRqf8W1GoxGj0XhJ71cIIYQQ7c9ljWydTaNpWP61YMECsrOzL6tT56OqKj/60Y9YtGgRa9euJSsrK6h80KBB6PV6Vq9ezR133AHAoUOHKCgoICcnB4CcnBx++9vfUlZWRmJiIgArV67EYrEE+p+Tk8PSpUuDnr1y5crAMwwGA4MGDWL16tVMmzYNaJjWXL16NU888USrvX8hhBBCtB+XHGx924MPPoiiKMTExITqkS2aPXs27733Hp999hmRkZGBNVZRUVGYzWaioqKYNWsWc+bMITY2FovFwo9+9CNycnIYPnw4ABMmTCA7O5sHHniAF198kZKSEp555hlmz54dGHl6/PHHefXVV3n66aeZOXMma9as4cMPP2TJkiWBvsyZM4cZM2YwePBghg4dyp/+9CdsNhsPP/xwq38OQgghhGgHWntrZGsAmv156623AnUcDof6wx/+UI2JiVHDwsLU22+/XS0uLg56zokTJ9RJkyapZrNZjY+PV//rv/5L9Xg8QXW+/PJLtX///qrBYFA7deoU1EajV155Rc3IyFANBoM6dOhQddOmTRf8XiT1gxBCCNH+XMz3t6KqZ61wF1ec1WolKiqK2tpaLBZLW3dHCCGEEBfgYr6/QzaN2Byfz0d1dTUOh4PzxXQZGRmt2RUhhBBCiDYR8mCroqKCV155hU8//ZT9+/fj9/vPe4+iKE3OJBRCCCGEuBaENNjauHEj06dPp7y8/LwjWUIIIYQQ14OQBVuVlZXcdtttVFZWEhERwSOPPEJ0dDTPP/88iqLw5ptvUlVVxbZt2/jPf/6D0+lk5MiRzJo1K1RdEEIIIYS46oQs2Hr11VeprKzEaDSSm5tLr1692LdvH88//zxAUCqE4uJi7r33XtavX09OTg4vvPBCqLohhBBCCHFVCdlB1F988QWKojBz5kx69ep1zropKSksXbqUzp0787//+7+sWbMmVN0QQgghhLiqhCzYOnr0KADjx48PXDv7OB+fzxdU32w289RTT6GqKq+//nqouiGEEEIIcVUJWbBltVoByMzMDFwzmUyB/19XV9fknsGDBwOwefPmUHVDCCGEEOKqErJgKyIiAiAohUNsbGzg/584caLJPU6nE4CysrJQdUMIIYQQ4qoSsmCrS5cuABQUFASuRUdHk5ycDMCXX37Z5J4NGzYAEB4eHqpuCCGEEEJcVUIWbA0bNgyArVu3Bl2/5ZZbUFWVF198kSNHjgSub9q0iT/84Q8oisKQIUNC1Q0hhBBCiKtKyIKtiRMnoqoqn3zySdD1OXPmoNPpKCsro1evXgwZMoTs7GxGjx5NTU0NAD/+8Y9D1Q0hhBBCiKtKSIOtBx98kOHDh5Ofnx+43rt3b+bPn49Wq8Xr9ZKXl8fBgwcDuxOff/55brnlllB1QwghhBDiqqKoV+hcnUOHDrFgwQL27duH1+ula9euPPDAA4Ediderizk1XAghhBBXh4v5/r5iwZZongRbQgghRPtzMd/fIZtGFEIIIYQQTUmwJYQQQgjRiiTYEkIIIYRoRbqLvUGr1Ya8E4qiBGWeF0IIIYS4Vlx0sCXr6YUQQgghLtxFB1vPPfdca/RDCCGEEOKaJKkf2pikfhBCCCHaH0n9IIQQQghxlbjoaUQhxLXB7/PhsTlw19bh9/owxVjQhZnRGvRt3TUhhLimSLAlxHXI5/FSf6qEk8s24Pd8sxNYUUgc2JOEAdnow0xt28F2QlVVVL+KRiuTBEKIloUs2HrnnXcu6/4HH3wwRD0RQpyPp95O/uJ1cPaSTVWlLG8/5oRYYrp1bLO+tQf2OjtVJVVsWrwZW009fW/oS1afLKITotu6a0KIq1DIFshrNBoURbm0TlzHebZkgbxoC8Ubd1C6bV+zZaa4aDrfPg59mPkK96p9cNQ7+PrTr1m+YEXQ9diUWL7/h+8TmxzTRj0TQlxJbbZAXlXVS/4RQlwZqt+Ps8raYrm7zobql/8mW1JbXtsk0AKoKq7iy3+vweP2tEGvhBBXs5BNI+bn55+3js1m4/Dhw7z33nt89NFHjBw5kr/97W+EhYWFqhtCiPNQNBoi0pKoPV7YbLk5IQaNLvQnRVwr9mzY02LZthV5jLt/nEwnCiGChCzYyszMvKB62dnZTJs2jQ8//JB7772XH/3oR6xcuTJU3RBCXABLVholm3bha2YUJiWnPzqTsQ161T64bK4Wy3xen4wKCiGaaLMtNN/73veYMWMGX375JX/961/bqhtCXJcMlnC6fHcCpvjowDVdmJmOk8dgjrvya45c9Q4cNfV4nO4r3vbF6jWyV4tlXQd1xRQhOzmFEMHaNPXD9773Pd566y0WLFjA448/3pZdEeK6oigK5vgYOk8bj8/pQvX70ZoM6MPDLnmjy6Vw1tmpOFrEwWVbcVptxHVKIXvyMCISo9Hqr87MNPFp8XQZ2IWj248GXdfpddz62BTM4bKxQAgRrE3/NUtKSgLg0KFDbdkNIa5b+jBTm+XUctudHFi6hWPrdgWund5xlKJdx7nhqTuI75zaJv06n8iYSO752d3sWrebDYs24Khz0G1wN25+YDxxHeLauntCiKtQmwZbBQUFAHg8sntHiOuN02oPCrQaqX4/299bw5gnp2OKvDo3z1jiLIy6fST9xvZF9amYIkwYzbLOTQjRvDYLtjweDy+++CIAXbp0aatuCCHaSNXx4hbLrMWVeOyuqzbYgoapWEus5MYTQpxfyIKtxlGqc/H7/VRXV7Nt2zZeffVV9u7di6Io3H333aHqhhCindDoz51eQtFc3Noxv8+HtbKOioIy6mvqSc5KJjIuivDo8MvpphBCXLaQ7UbMyso670/nzp0ZPHgwjz/+OHv37kVVVYYPH85TTz11UW2tX7+eqVOnkpqaiqIofPrpp0HlDz30EIqiBP3ccsstQXWqqqq47777sFgsREdHM2vWLOrr64Pq7N69m9GjR2MymUhPTw+MxJ1t4cKF9OjRA5PJRJ8+fVi6dOlFvRchrlexHZOhhcX48V06YLiItWQ+r49TB0/x19mv8u/n/8nnf1rEGz+ezyd/+JC6ypYTuAohxJUQsmDrYjPGx8TEMHfuXFatWoXReHFrHWw2G/369eO1115rsc4tt9xCcXFx4Off//53UPl9993Hvn37WLlyJYsXL2b9+vU89thjgXKr1cqECRPIzMwkLy+PP/zhDzz//PP87W9/C9TZuHEj99xzD7NmzWLHjh1MmzaNadOmsXfv3ot6P0Jcj0yWcAbefWOT6/owIwPuvhFD+IUHW3WVVt579m3cjuAcWCd2HWfjxxvwuq/P48CEEFeHkJ2N+Pbbb5+3jkajITIykqysLHr37o1We/lZqhVFYdGiRUybNi1w7aGHHqKmpqbJiFejAwcOkJ2dzdatWxk8eDAAy5YtY/LkyZw6dYrU1FTmz5/PL37xC0pKSjAYDAD8/Oc/59NPP+XgwYMA3HXXXdhsNhYvXhx49vDhw+nfvz+vv/76BfVfzkYU1zOPw0V9hZVj63fhqKojsWcGaQO6EhYbeVEpKPZ9tZdPXvig2TKdUc8P5v8/ohOjQ9RrIYS4uO/vkK3ZmjFjRqgeFRJr164lMTGRmJgYbrrpJn7zm98QF9ewLTs3N5fo6OhAoAUwfvx4NBoNmzdv5vbbbyc3N5cxY8YEAi2AiRMn8sILL1BdXU1MTAy5ubnMmTMnqN2JEye2GOQBuFwuXK4zv31brTLFIa5ferORmPQEBt59I36fH61ed0l5vqzlNS2WeV0efB7fZfRSCCEuT5tlkG9Nt9xyC++88w6rV6/mhRdeYN26dUyaNAmfr+Ef3JKSEhITE4Pu0el0xMbGUlJSEqjTmAesUePr89VpLG/OvHnziIqKCvykp6df3psV4hqg0WrRGfSXnFA1tVtai2WWhCgMJv2ldk0IIS7b1Zmi+TKdvbuxT58+9O3bl86dO7N27VrGjRvXhj2DuXPnBo2GWa1WCbiEuEyxqXEkZCZSfrKsSdm4hyYQGSdT9EKIttNqwdb27dtZtWoVe/bsoaqqCoDY2Fh69+7N+PHjGTRoUGs13USnTp2Ij4/n6NGjjBs3juTkZMrKgv9R9nq9VFVVkZycDEBycjKlpaVBdRpfn69OY3lzjEbjRW8IEEKcW2RsJPc89wAr/76Mg7n7Uf0q4dERjHt4Ap0HSh4/IUTbCnmwtX37dn74wx+ydevWFuv893//N4MHD+a1114LWjfVWk6dOkVlZSUpKSkA5OTkUFNTQ15eXiDoW7NmDX6/n2HDhgXq/OIXv8Dj8aDXN0xBrFy5ku7duxMTExOos3r1ap588slAWytXriQnJ6fV35MQIlhUYjTfefJ2xj08Aa/bizHMSGRsJIrmmlwtIYRoT9QQWrhwoWo0GlWNRqMqiqIqiqIajUY1JSVFTUlJUY1GY+C6oiiqwWBQP/zww4tup66uTt2xY4e6Y8cOFVD/+Mc/qjt27FBPnjyp1tXVqT/5yU/U3NxcNT8/X121apU6cOBAtWvXrqrT6Qw845ZbblEHDBigbt68Wd2wYYPatWtX9Z577gmU19TUqElJSeoDDzyg7t27V33//ffVsLAw9a9//Wugztdff63qdDr1f//3f9UDBw6ozz33nKrX69U9e/Zc8Hupra1VAbW2tvaiPwchhBBCtI2L+f4OWbB18OBB1WQyqYqiqHq9Xv3hD3+obtu2TfV6vYE6Xq9XzcvLU3/4wx+qer1eVRRFNZlM6oEDBy6qrS+//FIFmvzMmDFDtdvt6oQJE9SEhARVr9ermZmZ6qOPPqqWlJQEPaOyslK955571IiICNVisagPP/ywWldXF1Rn165d6qhRo1Sj0ah26NBB/f3vf9+kLx9++KHarVs31WAwqL169VKXLFlyUe9Fgi0hhBCi/bmY7++Q5dmaOXMmCxYswGQysXTpUsaOHXvO+o07BF0uFzNmzOAf//hHKLrR7kieLSGEEKL9uZjv75AtZli1ahWKovDkk0+eN9ACuOGGG3jyySdRVZVVq1aFqhtCCCGEEFeVkAVb5eXlAEyePPmC75kyZUrQvUIIIYQQ15qQBVsJCQkAmEwXfp5ZYwqE+Pj4UHVDCCGEEOKqErJga+TIkQDnTPnwbVu2bAFg1KhRoeqGEEIIIcRVJWTB1pw5c9Bqtfzud7+7oGnBsrIy5s2bh16v56mnngpVN4QQQgghriohC7aGDBnCX//6V8rKyhg2bBiffvopfr+/ST2/389nn31GTk4O5eXlzJ8/n6FDh4aqG0Jc15w19ZTuOsq+D1ZxbMUWbGXVeF3utu6WEEJc10Ka+gFgx44d7Nq1C0VRiImJYcCAASQmJqIoCqWlpezcuTNwfE+/fv3o379/y51TFP7+97+HontXLUn9IELFUWUl72+f4aq1nbmoQPadN5HYKwutQQ5jFkKIULmY7++QBVsajQZFUQKvGx979rVzXf82VVVRFAWfzxeK7l21JNgSoeB1udn34Roq9p9oUqZoFIbPuZuwuKgr3zEhhLhGXcz3d8jORszIyDhvACWEaB0em5OKAyebLVP9KrUnSiTYusp4PB6slXX4vD70Rj0xCdFt3SUhRCsJWbB14sSJUD1KCHGRVL8K5xiklnVbV5ea8hpWvL+GLxd9hdvpJjYphu/+cBq9hvUkwhLe1t0TQoRYyBbICyHajtakJzwxpsXy6I4pV7A34lzqaup463f/Yvm/V+N2NgTBVaXV/O25t9j51e5mNxYJIdo3CbaEuAYYI8LofttoaGYqPz67I8YoGS25WtSU17J38/5myz7+y2fUVNRe4R4JIVpbqwdbXq+X8vJyysvL8Xq9rd2cEOfk93jwud34r8GNF5a0BAb/4HaiO6WiaDUYo8LpdutIekwbgyHc3NbdE98oPHq6xTJrdR0Om/MK9kYIcSWEbM3W2Q4cOMBf/vIXVq1axZEjR4J2IHbt2pWbb76Zxx9/nOzs7NZoXogmfB433jor9pIiVI8HXaSFsJQOaI0mFM21McCrNeiJSk+k7/0T8bk9KIqCITJMNq5cZSyxkS2WKRoFvb5V/lkWQrShkH/LzJ07l759+/KXv/yFQ4cO4ff7UVUVVVXx+/0cOnSI1157jX79+vHf//3foW5eiCb8Hg/2UwXUHT+Cz27D73HjrqqgZv9uvA57W3cv5PRmI6aoCIyWcAm0rkIpmcmYw5s/Q3bA6L5ExrQcjHncHupq6/G4Pa3VPSFEKwjpr1A/+tGP+Mtf/hIYyerZsyfDhg0jOTkZgJKSErZs2cL+/fvx+Xy88MIL2Gw2Xn755VB2Q4ggfo8bV2UzR0ipKraCfCxde6DRnT/hp8/twetw4nW40Oh16MxG9GEyPScuTnR8FD/+3x/yx6deDSyQB0jOTOKu/3dHs4GYy+mi+FQZn767hOOHTtKxawa3PzCFlLQkTGbjley+EOIShCyp6ddff83o0aNRFIWePXvyt7/9jREjRjRbNzc3l8cff5w9e/agKApfffVVi3WvdZLUtPU5SouwFTafgwogpnd/tKZzB00eu4PSrXup3HskkGLBFBtF5qQxmGLkz01cHK/XR015Ncf3naSypIqs7I4kZyQQHR/dpK7P5yNv4y6enf1C0E5FjUbD83/+KUNGDUCr017B3gshoI0yyD/44IO8++67dOrUiby8PKKizp1Asba2lkGDBpGfn899993HO++8E4putDsSbLU+R1kJtoL8Fstj+gxAa2x+WgfA7/NRlref0i27m5Tpw810nn4zxqiWp36uNqpfxWW14bE7URQFXbgJ03WW28llc2KrtVF2vBitTktCx2TCo8PRmwxt3bUmyoor+OGdT2OtqWtSFhkVwfyP/0Bicnwb9EyI61ubZJD/6quvUBSFn//85+cNtACioqL42c9+xve//32++uqrUHVDiCb0lpb/PuqjolG05/7PwGt3Ur7zQLNlHpsDR3kVWr0OXTuYUvS6PVQfOcWBRevwfLPrzRQdQa+7xmFJT0SjvfZHSOxWG3mfb2bLJxvgm181NVoN474/me4jsjGGtRx4t4XaKmuzgRZAXW09NZW1EmwJcZUL2QL5kpISAAYMGHDB9wwcOBCA0tLSUHVDiCY0Oj1haZlNris6HeHpHdHozh1s+b1e/OdYkOysrMVRWX3Z/bwS7GU17P7X8kCgBeCsqWf7m5/jqGr+C/1aU3KkiC0fnwm0APw+Pyv/spiakqvvz/F8kw8hmpwQQrSikAVbJlPDb4M2m+2C72msazTKAk/RejQ6Hab4RKJ69sEYG4/eEkVYeibRPfugO89arcb7NYaWF9AboiKo3H0Ir9MVym6HnNflJn/NtqAgo5Hq81O09QB+37WdvdxZ72DzRy2PpO9YsgWf9+rKwRYdF0V4ZFizZWERYcTImZdCXPVCFmxlZWUB8Pnnn1/wPY11O3XqFKpuCNEsjU6HPjyCiI6diezcHXNiyjnXaZ1NF2YioX/PZsv04WY0Wg2eejv4r+4RBp/LS31xVYvl1lNl+K/xxMNej5e6c4zgWctr8Xmurs8gNiGap371eLNlTz73GLEJLR/TJIS4OoQs2Jo8eTKqqvLKK6+wevXq89b/8ssveeWVV1AUhcmTJ4eqG0Kck6LRoNFqLyr/lEarJa5XF2J7dQ06DscYG0X6uBzKtu0hMrMDGuP500e0JY1eizmu5UWc4YkxaK7xXW0Gs5HUbmktlqf37ojuHKOYbUGn0zFkZH9e/eD3jBo/lPSsVEaOG8qr7/+eoWMGojvPNLgQou2FbDdiRUUFXbp0oa6uDq1Wy2OPPcbMmTPp378/mm8ydPv9fnbu3Mk//vEP3njjDTweD1FRURw9epS4uLhQdKPdkd2ITfm9Pnyuhik5jV6P9ir58nPX2XBV1+Jze9FoNbjrbVTuOojf66Xz9IkYLBFt3cXzqj5exPY3/tO0QFEY9v/uJCI59sp36gorP1nKuz95o8mUqcFs4IGXHiP6Kv4MHHYnTocLk9mI+SpbyC/E9aZNUj8ArFixgu985zu43e7AyIHBYCA2NhZFUaisrMTtbkjip6oqBoOBxYsXM378+FB1od2RYCuYp95G1d6DWI+dRPX7CeuQTMLAPhgskYFjdfw+H6rPh6LVXvHdc25rPeXb91F79CSqqmLJSidxSO+G/rWDbO0eh4uSnUc4ujQX/zdrk7RGPdl33kRc17SrJrBtTV63h+IjRaycv5jqokoAkjqnMOGHU4nPSESjvTaObxJCtK42C7YAdu7cyWOPPca2bdvOWW/w4MG88cYb9OvXL5TNtzsSbJ3hsdkpXL4Wb33wETqKTkvmlPFow8x46uqp2ncEV7UVU1w0sb26oo8Mv6JBl9/rxed0o9IQqGj17StA8Xm8uOvsOGttKBoFoyUcoyXsukj7cDZbdT3OegeKRoMp0kTYdZZrTAhxedo02Gq0detWVq1axd69e6mqaliUGxsbS+/evRk/fjxDhgxpjWbbHQm2zrAeO0nJ11ubLYvtn43BYqFw5deBDO4AKAqZk8cSnprYLkaWrlVuuxNnnQNXnR29yYAxMgxzlAQvQohr1xVNarpkyRKWLVvGyZMn8fl8pKamcuONN3LnnXdKQCUumN/no+7EqRbLjRYLp9ZuDg60AFSV019uotPtN6MPb357/PXIWWfHXe/A5/ZiCDdhjAxD10oL+B019WxfuI6TWw8F0kpYUmIZM/s7WJKu3vVPQghxpVxysFVaWsq0adPYsmVLk7J//OMf/PKXv+TTTz+lT58+l9VBcX1QFAXtuY5KUZQWE4t67Q68DpcEW9+oL6tmyz++wHq6AmjYgdnphr50vXkwphbyNV0qr9vLvi+2cnLLoaDr1uIqvvy/T7j553cTFn31bxwQQojWdEkrQX0+H9/5znfYvHkzqqo2+5Ofn8/EiROpqKgIdZ/FNUjRaIjq3rmFwoZ1W+d2dee4ulIc1XV8/cqiQKAFoPr9HPtyJydz9+H3hTZhp9Nq4+j6pmdGAtgqrdgqakPanhBCtEeXFGx9+OGHbN26FUVR6NKlC3//+9/Zs2cPBw8eZOHChQwfPhxoGP166aWXQtphce3SR4YT07t7k+thyYkYIsJbDLi0RgM607VzCoHqv/Qs7nVlNThq6pstO7pqO85ae7Nll8rr9gR2NTanvlyCLSGEuKRpxA8//BCAjh07smXLFqKjowNl3bp1Y9q0aYwfP55169axcOFC5s2bF5LOimubzmgktld3LFkZ1J0oxO/1EpmZhj4yAo1BT8qIQRStbzptnTJ6SLs4BPpcvE4XnjoblfuP4nO4iOqaSVhSPIaIC5v2U/0q7no71lPlLdbxOFwhz46uMxjQGnT43M0/NzIx+qKe53V7cdTW46p3otXrMFnMmGWXoBCinbukYGvHjh0oisJ//dd/BQVajbRaLb/61a8YO3Ys+fn51NXVERkZebl9FdcBrdGA1mjAGNP0vDdLpzSM0RbKduzDXVOHKTaKhIHZGKIsgRxcVwu/14vX4QJVRaPXoTO3nIDS53JTuecwZVv3BK5ZjxdiiI4ka+pNGCKbBhtehxOf24OigMZgwFVTz/4PV5E8vG+L7ehMBrT60GYbN0eF0X3cAPZ/0XQXaWRSDGHnyFj/bQ6rnQOrd7Dr882BoDA2I4GbZn+H6NTrM+mxEOLacEn/8paXN/z2PHjw4BbrnF1WUVEhwZa4bFqDgbDkeNLH5eD3+tDodFdlEk53vY3yvH2BxKzG2CiScwZiio9pNieXu94WFGgFrtfUUbHzAMkjBgRyYPl9PpwV1RRv2IarumGKLiw5gdg+PdBoteiNOkyWcJzWpgfCd75xAKao0C6Q1+p1dB83EI/TzdH1e1C/ycoel5XMyEenXPDieNWvcmLrIbZ/8nXQ9aqCcpb87n1u+9UDRFxE4CaEEFeTSwq2HA4HiqIQEdHyP6RhYWf+UXc6nZfSjBDN0hoMaM+xcbEteWx2Cr5Yh7v2zGHHrqpaTi75ko5TxxGWFN/kntqjBS0+r+rAMRIGZKP5ZjrRXVvHicVrglJg2EvKcVbX0nnScI58voFBD45n14frqC+raaigKGSO6EXWqN6tkrjUHBVO/ztG02P8INx2JzqjHmNEGKbIC5/atdfUs33RxmbLHLU2qgrKJdgSQrRbV+QE01bKmyrEVcdZVRsUaJ2tdNNO0ieObrKYv6WUFgCqzx/478fn8VC+Y1/TXGOA3+XGWVGFITKM/KVf0+Pmgegjw/F7fIQnxWCOiUR/rtQal0lvNKBPvPTn+zxeHLVNR+MaVRaUkjGghd2qQghxlbu6FrpcoPXr1zN16lRSU1NRFIVPP/00qFxVVZ599llSUlIwm82MHz+eI0eOBNWpqqrivvvuw2KxEB0dzaxZs6ivD97FtXv3bkaPHo3JZCI9PZ0XX3yxSV8WLlxIjx49MJlM9OnTh6VLl4b8/YqLp/r9eJ1OvE7nZe3uu1j1hcUtljnKK1G9TReSWzqlt3hPREYKWkNDEON3e3CUtpxKxVVZRVhCDK5aG/nLcjm8cBX5X2zAYDa0SqDlrHdgr7Xhu4h0EvbqOsqPnKZg2yGqCspwWht2R2r0OowRLa9ri05tOiIohBDtxWWNbP3lL38hMTExJPWeffbZC27XZrPRr18/Zs6cyfTp05uUv/jii/z5z3/m7bffJisri1/+8pdMnDiR/fv3YzI1/IN+3333UVxczMqVK/F4PDz88MM89thjvPfee0BDGv4JEyYwfvx4Xn/9dfbs2cPMmTOJjo7mscceA2Djxo3cc889zJs3j1tvvZX33nuPadOmsX37dnr37n3B7+d64nU4cdfUYjtdhMZoIDIjDa3ZHAgoQtOGA1vhKWynToEKYWkdiMhIR2du/R2L+vCW29AY9NDMkULGaAthKQnYi4N3Emr0elJyBmCvrKXm+Cks6UnozGa89uan5bUmE97y4F8YMm4YiCHEiUxt1fWc2n+S7Z9vxu1003lod/qM609UUsw576s5XcGXf/okKDVFfKcURn7/VsKiw+k7ZRhbP1jX5D5juIn4rKSQvgchhLiSLulsRI1GE/Jz6C7mt+OzKYrCokWLmDZtGtAwqpWamsp//dd/8ZOf/ASA2tpakpKSWLBgAXfffTcHDhwgOzubrVu3BhbyL1u2jMmTJ3Pq1ClSU1OZP38+v/jFLygpKcHwTSDw85//nE8//ZSDBw8CcNddd2Gz2Vi8eHGgP8OHD6d///68/vrrF9T/6+lsRK/dQcmGXNw11qDrsX2ziezUMSQBl9fhoDx3M157cD4prdlM4ojhrR5wuWqsHPvoi2bL4gdkkzCgF6rPj8fuwG21o2g16CPC0GgVag6fpHLPIXxuD1FdM4nr0wNntRW/14e9vIaqY6foMLArZZt3NPv89FtuYO+/VnyTTd9M5o0Die+Zdc4A8GLZa+pZ+foSjm09HHTdFGnmnnkziUlp/ngee3Udy+f9G0d10xxg6YO6MfyhCXhdHrZ/upGDq3cGpk7D4yKZ8NQdxGYktNrZl26nG3t9wzrUyOgINNp2OeAvhLjCrsjZiKFchxXKf0Tz8/MpKSlh/PjxgWtRUVEMGzaM3Nxc7r77bnJzc4mOjg7aMTl+/Hg0Gg2bN2/m9ttvJzc3lzFjxgQCLYCJEyfywgsvUF1dTUxMDLm5ucyZMyeo/YkTJzaZ1jyby+XC5XIFXlut1hbrXktUn5/ao8ebBFoAVbv3E5aSdNnBlqqqOErLmgRaAD6HA3txMZFZWa16YLU+PIzUscMpWhd8jqM5OYGYHl3wutxU7jnK6Q07Ajv3tEYDnaaOIbZ3V6K7dUT1+3HW1HPgw1XYSioBiO6USucJw1A0CpbOmViPnTzTqKI07HaMi2HA92/H7/Oh1esxRIShaEL7XquLq5oEWgDOOgebP/qKcY9NRt/MGYy2SmuzgRbAqe1HcE4fRWRiNEO+N4betwzGXl2P3mTAHBVGeEzr7GT2+/xUFley6l+r2Ze7H6PZyIipOQyeMIio+KapR4QQ4lJdUrD15ZdfhrofIVNSUgJAUlLwtENSUlKgrKSkpMm0pk6nIzY2NqhOVlZWk2c0lsXExFBSUnLOdpozb948fvWrX13CO2vffG4XdcdOtFheV3CKuD6X9wXn93ixn2r5MGv7qSLCO3RAa2y9bPMavY7IzFQ6f3cS9uJSvE434alJGCLC0IWZqTl+ilPr8oLu8bncHP1kNb0evg1TbBT1JZXsXrA4EIwB1BwvYu8/v6DnXeOIye5CdPdOeOrqUbQawhLj0JnNaPQ69ObWzaR/YP3eFssOb9zPyHtvbDbYctS0vPhdVdVAUlSD2YjBbDzvlGQoVBZV8n8/fBmXveGXH0edg6V//4LdG/Yw838eJkp2PwohQuSSgq0bbrgh1P24bsydOzdoNMxqtZKe3vIC6WuFqqr4m1kc3sjvcl92G4oCnCO5qaJRml0zFWpavR5tlB5jVPCIjMfupPjrXc3eo/pVKvYeJWFADwrW5gUFWmffX3uiGK3iQ2eJJqFvFzTfer8eR0Mm+ppjDUFndOc09JHhIQvCOg3sTKcBnXA73Oxdu5uCPflnjqU8x2cbmRTdYpnOqEdvvvBRTXutjZqSag6sb8hN1nNMH6KTYwiLuvBM8y6ni+XvrAwEWmc7degURceKJNgSQoTMFUn9cCUlJycDDecypqSkBK6XlpbSv3//QJ2ysrKg+7xeL1VVVYH7k5OTKS0tDarT+Pp8dRrLm2M0GjG24sjK1Uqj12NOSsBRUtZseXhah5C0Edkxk8qq6mbLIzqGZl3YpVJ9PlwtpIUAcJTX4KyqxXqq+c8IwFpYRnRqDBEpsU0DLbuTUxt2UL7jUODaqfXbSRzQgw6j+qMPa3m33/l4XW6sRZUUb9xDbUEp+nATPQd1Z8Atg1j8x0X4vD56jumDuYXF+OboCBK6pFJ+tKhJWc+JgzFdYKBkq6ln7T+Wc3jjgcC13cvz6DaiJ2NnTiT8ApOoOuoc7M/d32J53so8egzp3qpTzkKI68c1txI0KyuL5ORkVq9eHbhmtVrZvHkzOTk5AOTk5FBTU0Ne3pnpnDVr1uD3+xk2bFigzvr16/F4zuRAWrlyJd27dycmJiZQ5+x2Gus0tiPO0Or1xPbt1ezIkyE6CkNUaEYRDDExGOOaHu1iiI3BGN+2R75o9DpMcdEtloenxOO12zGcY0G7PtyMz+1uNgiwlVQEBVqNynYcxFZaeUl9blRzspRNr31CbUHDLxcem5OT63dRtv0QY+6/ifCYCIbePgKdofnf30yRYYx8bAoZQ7oH1pHpjHr63DaCrjf0RdvCIePfVnz4dFCg1ejwxgOUHGkayLVEURT0ppZPHzCFmyTQEkKETLsMturr69m5cyc7d+4EGhbF79y5k4KCAhRF4cknn+Q3v/kN//nPf9izZw8PPvggqampgR2LPXv25JZbbuHRRx9ly5YtfP311zzxxBPcfffdpKamAnDvvfdiMBiYNWsW+/bt44MPPuDll18OmgL88Y9/zLJly3jppZc4ePAgzz//PNu2beOJJ5640h9Ju2CIjKDD+BswJyeCoqDR64nu0Y3kUcPPeXbghXJZ6yndcRBDfCLRvXtjSkzElJhI/OBBxA0cgM50+W1cDp3JSIfRA5ot0+i0xHTLoHrfEZIH9WjxGQm9srAVlTVJjOpzuSnZsq/F+0o278V3iVO1LquNfYvWn5kuPEv10dOk9UjjnnkPn3edVVhMJMMevJlbf/Mwk597gMnPP0j2LUMwXeBB0y67k/1f7sYY1vzIcN7nm3C1kBbj2yJiIhg+eViL5UMnDb2g5wghxIVol9OI27Zt48Ybbwy8bgyAZsyYwYIFC3j66aex2Ww89thj1NTUMGrUKJYtWxbIsQXwr3/9iyeeeIJx48ah0Wi44447+POf/xwoj4qKYsWKFcyePZtBgwYRHx/Ps88+G8ixBTBixAjee+89nnnmGf77v/+brl278umnn0qOrRYoWi3G6CgSc4ageryggNZgRAnBVnuXtZ7D7y/Da3cAoI8MIzIjBUNkONpIS5sHWo3MCTFkTRlNwerN+JwNwY8hKoJOt45BY9DhrrES3V1PYr+ulO06KxGvotDxpkE4ikqJ79sd3bdGv/w+f8PB1y3wOlz4/X7ONX7kstqxVdRQtv8k+jAjSb2zMFrC8bo82BqP/mlGfXElCV3TLuTtozddWIJVn8+H1+1Fp9eh1Wlx2504a2z0GNaV7FE90ej1bPksl+JDZzZEeBxu/M2sdWuOVqslZ+pw9m3cR3F+8IaW0dNHEddCCgshhLgUl5RnS4TO9ZRnq7X4fT6Kc3dRtq35kZ2Ok8cQ0y0z5O2qfvWSUiuofj+eegcehxNFo6AzmzBEhOGqrcdZXYuzogpFq8WcFE9tfkNG+oiUOOpPnsIUE0V096wmI4F+n4/TG3ZSvKnpgdYAKcP70GHUgBZzSDlrbez453JqTgQHHj1vH01C93TWv/Aeqr/5fyr63jOetMHdL/ZjaJbX66W6pJpty7dRcLCAxIxEbrzzBg4t28qJs9ZY6Yx6Bt47jrzleRTuOQHAyHvHMvi2EReVJ6u2opaCg4XkrczDFGEi59Yc4lPjCL+IxfZCiOvTFcmzJcTVwudwUX3oRIvllfuOEpXVAY0+NH/dnTX11JwopvzACUxR4aQM7IEpJgKd8cIW3ysaDQZLOIZvps/cNgfl+45TsG4Hrpo6whJjSBvRh7rjhegMWiyZ6Sg6DeYB2ShaLSgKXqcbt82B6vOjNRowWsJI6NuNsh0NSVHPzvGlNRqI7Z6Jp96GwRLRZC2S3+encPP+JoEWwIFFX5Hw8/tI6tOJkl3HmnkvCpEpsVQeLyIs1oL5AheoN7Trw13vQFVVdEYDerORU4dO8bef/g2vp2Hnqs/j4+TmA0GBFoDX5WHbOysY9titFO45QVh0ON1H9b7ohKRR8VH0GRVFrxHZKIoi67SEEK1Cgi3R/inKOb9kNVpNyFI+OKqsbH/zc1y1ZxJ0Fn69h+7TRpPUtwtavQ6vw4nX5kD1+dBHhKE1mVoM9LwuD0Wb93Jqw+7AtfqiCg5+9CVdbxtDTKdUVK+Pk6s2Yi+uQBdmIv3mUeSv3UHFwQJQVYyWcLrdOoLojkn0vO8W3FYbiqJQd7oMe1k1SQN7cHLFRrw2B93umogpNjqoD+56BwVfNz8iBnA67xA9bh1BbWE5jqqzktIqCtnTRnNwySZK9zUEnsN/cBuWlPNvRHDW1lOQu4/C3L14nW7iuqbT9ZZh5P5nYyDQAhh2yxBOrG4+Y77f56emoJThd40he0wfohKjm613Ib69s1MIIUJJgi3R7qh+Px6bA0+dDZ/Hi8ESQYcbBnP8s+aT7cb3647mAne7nYvX5ebY8s1BgVajQ599RUxWKqrbRcn6zfgbd7EqCjG9uxPTowtaU9OF3R6bg1MtBDr5KzZjmTmVIx8sxe9tOM4qOWcAez9YExT0uKw29ry3kt53j6Nm30Fc1Q1lkRmppI7oS/7n6wJr2U6tz6PjpNFBo3CqquI5x3ovZ009YbEWcmbfTu3pcsoPFmAINxGdkcTJTfsp3XeioV6tjU3zP2P0nO+dc4TLabWx4+1l1BaeSXFRcaiAyqOnGHXPzRzOO4KttiEJalikGae15YSoLqudzCHdMUW0/rmXQghxqeTXOdGuqD4/9tIKDv17KUc+WsHxz9Zw8J//wZp/mo6TRjepH9U5HXN8aLKRe+xOyvfnt9AxqDp2moq8PWcCLQBVpXrPQeyl5c3e5qyuC5ryO5vX4cJlteH3+jBERRLdLROvxxc8unSW46vziOnZOfC6rqCI8h37g9ar1Z0owucMDqx0Rj2xXVrOc5bcpxMApugIknpl0WX8YEoPFrLpb59T/K2pRbfNidfhwl7ZkC/MVl6Nxxa8Q9BWWh0UaDVSfX6KcveQM/nMTsDK4iqiUlseKYtMjmXFq/+hvrrl/GVCCNHWZGRLtCvuejtHF61G9QYfXF659wjG2Cg6Tx9HWd5+FK2WhH7dMcfHhOwgZtWvtrhIHMBrd6JpYcF81e4DmBPjmyxs1+jPN+Km0nHyGFy19ag+P9ailvNl2ctr0IUHJxVtDELLdx5s8T692UiPKTlsPPoxqj94N194YgyWDvFB19w2B9XfLNwPei9aDYMfmkjhujwqD545uzEyPZEed9yEKboho37pvhYCVqD6eBFZ086cULFx8SamPTKJHf9cFVQvrlMKKb07EtsxCQU4tvkQcWkJLT5XCCHakoxsiXal/lRJk0CrUdm2vZhio+l061iyJo/GkpkaskALQGcyEJEa32J5VGYybmvzIyyeeluTQAbAGBWBtoWF9WEJDYHiiWUbKVyzlcp9xzCcIwu8zmRo+tmoatDRPxFpSc22F54YQ87/m05Mp4Y8cxq9jowRvRny2FT04WbqK2qxllZTX1qFVq+l+6RhaA3BSUEzR/Smav/xoEALoK6wjAMfrMJd3zCVea73oDXo8XrOvIeK0xUc2p3PoPvHY4wMwxQVzujZt5E5oDM1Rwo5tnwzo747irSe1/6RV0KI9ktGtkS74qyqbbHMa3eC3x+yXYffZgg3033qKLa/8VmTEa74npnojLoWA0FjdFTDTsJvPzMijJ533sS+91YEBWNao4Fu08Zwel1eIH+Wo6KGlFEDULSaZs9OTB3Sg9pjwYEOihLI2q/R60gbO6RJQlQArV5HVFoiAx+6BZ/LAwoYI8zYa+3kfbSew2t343F56NCrI30nD0bj8zBk5iS2vvVFQ30gKTuDQwtXN3k2QH1xBe56O456BwnZmRxdubXZeunDsontlEyPYT0oOV5CbEosHbMzcbs89LtjNHGZieS9tRRH1Zmgtvp4MfHd04lNS8Bkaf64ICGEaEsSbIl2JSy55ZElQ1RkswHN5XDbHPjcnoZ0DRFmIlLiGPyD6RxbsYXak8Xow81kjOpLQq9OaFDR6HX4PU0P3I4b0KvZIEej1RCZkczAH0ynfH8+9tIqLJnJxHZNR/WrWE8EH0FTlneA3t+7kX0frQtqJ7ZbGnGdUzm16uug+tFdM7GXVRLfrzsJ/XtgjDp3agZDmAm+GXmyVdWx4qWF1Jw6M3V5avdxig8WcMt/3UFZ3n66TxzC/v9sRNEoDUfuqA25x2J7dCSuR0dQFFy19ZRuP0h9aRWr5i+h8/BsssYNIn91XlDbESmxZI7uhzk6gnv/+17KjxVTeqCAo4s34ai1kdo3C1txRVCg1ajiUCH1JZUSbAkhrkoSbIl2JTy5Yd2T19H0WJbUEf1DNm3odbmpO1XG0S9ysZdVozXoSR2aTYfhvYlMjaf33ePwujwoGgVDRBiKoqCqKh0m3EDJV1vwfDOdqDEYSBjSF53ZTO3xArQGA4aoSPRhpkBgqNVpMcdFkTG6P6qqBnI9NXeeYX1hCarfT7/7b8br9uJ1uglPjEZvMlCyaeeZiopCVOd0kof1RaPXoTUa0FxkIFpxoiQo0Grkc3vZuyKP9KwEknt3JLFnJlqDHgW1YURu+o1UHiti10frcdfZiUyJo9vNgzB8k43+0Npd9LipP/0enETN8dP43B6S+nQiMiU+cCC1KcxEzYliDq88E5Cl9urIqQ27WuxvQe5eYjt3uOhcW0II0dok2BLtiiEynC533MzJ5V/jKK8CGtb5pIzoT0R6csjaqT1Zwt53lwVe+9weCjfswnqqjOzvjccQYW4yUqUoCqbYaNImjMHncqH6G0a6ao6c4NTq3EA9jV5H2s2jCEtOaBIAnZ1UU2c2ojHo8bs9QXVsp8vILyqn9yO3o9XrOPbRMvxeL7G9u5HQrwd+rw+NTkt9YTHVB4+TPKzfRb9/r8tNfm7TA58bnd57kh4js/E5PURlNnzujuo6es+YQn1pNRq9jl63jcLv9XHoi03kvbOCwY9MITIxmrrSGg6u2cnhdbtJ6pbGyEcmERHXNPtyh36d2fOfTWd9Ni1u3ATOXdZWvB4v9dX1+L0+9CYDkbGRbd0lIUQbkGBLXHV8bjd+lxvV50cx6NGZTUFBiCk2is633YTX6cLv86EzGdGHmUNyxiKAu87OsaUbmy2rPVGMq7YOwznyOunMJnRmE6qqUnvkBLWHgnff+T1eCpatp8t3J2GIavnLVx9uJm30AApWb2lSljigB3qzEb/Hi9flAr9KxY79TepF9+jU5JrP48Vrd+CxO9HotOjNJvQRDdNvPq8PR0UNlQfz0ZtbzoivNxvxe73oI8NwWu0oWgW33cW2vy/BWXMmD1lYnIW+d49j579WcmjJJnrc1J+t/17b8Dn4/BQfKMBeXd9ssBUea6Hj8J6c2NQQ9BXtKyCxV0cKc5s/liljeK+ralTLWmnl64++YusXW/C4PMSkxHLLrEmkdElFUcAUbsYUfnWc2SmEaF0SbIk2paoqNeW1lBWWUVNWQ3JmImYt2Pbsxe/xoDUZiRvQh7DUJLSGM1/+ujATunPsarscXrenxVxWALUnS4nskNhiuafejqvehsftp7KsHiU9i6TkaGwFhdQ3LmD3+6k/VUxsVCR+nw+vw4nvm6lRRavF7/WiM5uI6dERXbiZ0+u346qpwxgbRca4oZhjLYCCRq8nIi2Z+oKmqRgAojoF79Lz2B2U5u2nNG8/fLPI3xgdSeepYzHFR+Mor2Lv24tRtFo6TRrNobW7m3ss3Ub3JiotkZObDnB6+xG6TxzMsdV5QYEWgL3SyuGlm+h0Q38OLsml66RhTZ5lCGu6lg0aFugPvHMMGQO7sn/5VurKqukzdRjlB042aSeuawciz5GP60qrr6ln4YsfcGL3mUC7uriKf//mX9w6+zvsWLmdiJgIJsy8hfi0eMlgL8Q1ToIt0ep8Hi+eejs1R07gqqkjMiOFiA6JKAYDJSfLeP1nfwtkDAfo0KUDD/70u9h27sTndFGWu43k0cMJT0u55D54Ha6GM/hMBpTzfLFpNBoUjdJiTq1zBXmumlqqjxRQXFDNrsWb4ZtHKIpCv+8MJyG7G7X7DwPgc3nw2OzUFxZRnrc7sJNRazKSOLQ/lTv3EZGRRlSndCLSElF9fnxOF+U79lNaVYPBEkHCwF6k5Azk6OkvmuxQNMXFYIo7k9BVVVWqD52kdGvwyJCrpo5DC1fQ477JnFi1BdWvEtczE2OYiT6Th7BnafDOwfisZLqM7s3Xry7CWdPw56Y3GbCV1TT7mdSeKqfLhCFo9FpM35wHGZEQRXL3NCITozFHtbyo3WQJJ21AFxK7peH3+dCHmch5YjrFO49wevsRtDotmaP7Ete5Q+DZbcXv8+O0OdFoNVjLa4MCrbOt/2AdN957E5/9eREn9uTzw1efIPYCjji6HvjcHnzOhil4rUHfar9QCXGlSbAlWpXf66OuoIiTyzYEFtU4q2pRDEbq7W7++tyCoEAL4PTR0yz+52omTeqH40TDSFDlzr0Y42KaJAU9H1edHWtBCUVb9uF3e4nLziKxT+dAgs3m6MNNJPTpQtmuI03KFK0GfWQY9eU1mGMj0Z615spjd1D81Va0HTLY9fnmoPtUVWXnZ7mM//FtaI0GwlISCEuOx1FaQdnm4LP/fE4XJRu2knrTCE6t3IApNgpTQhx1BUUULv/qm44oeOrteO0OEof2o+tdUyjasI36whI0eh2x2V2I690taMOAp95O8ebmR6p8Thc+p5u6wlJMsRYsHVPZ+ff/0CGnN7f85A4KduXjcbpJ79uJuKwkTn69LxBooSj4mtmBeTa/10dKvy643R5GPzoZn9tD6f6T2EqqqDlVQVRqHKbIloMuw1nTbeaYSLJuGECHoT3RKAr6q+ALuaa0mt3rdrNvw14SM5NI7ZzaYl1rRS2miIY+u+wutizezPiHJqBrpZQl7YXbWk9J7g7qCooazvyMtpAyajCmhFi01/lnI9o/+RssWpXH7qBg+deBQEvRaUkY0pctby2nw/hB1Fc3PWcQYO/GfUx5aCLGujpclVV46upRfc3nsGrk9/nwe7woWg2+b466KVi3k+pjpwJ1bKVVFG/dT+/7J1FbVEFEQjTGqHCMEWe+6LUGPVnjhlB/uhx7RU3guqJR6PndcZjCDViPHsOm0RCZlY7ObEJrNOJzutBHR7H/y5Z3zB1cu4eeQztiSU/BVlyGo7TpsTUAKiqOskrCU5Oo3H2QpJyBFK3fQniHZCK6ZOFxedEaDRjMBmwlpTgra0nJGYgyRoeiNIyOfXvxverzN+Qia+nz83jR6HUk9u9B/pfbATiduxfN1gNEZSZjNmo59eVWolMmULjt0FkPbtiFiEJgJO9sikaD3mQgJrsjpnAzu9euo7rgzPsuzDtC+uDu9J02Ap/Hh6KAx+FCbzRgiDAHdijWV9dRWVjBkU0HMEaY6TGqF5FxFvRNm7wi6qvrcNicqH6Vvev3sOmzjTjqHdRV1ZHWPa3F+zQaTdAaxMNbDzHqzjFEnOM8yWudp95G/uer8docgWuuGisnlnxJ1m3jCUuUkT/RvkmwJVqVs6I6KFlnVOcM8jfsRaNRqKtpPtCChqNxPC4Psb17oNHrKducF0jO+W0+jxdndR3FW/ZhK6smLDGGxF5ZDdNmZwVajTz1Dk7n7sZmdbJz51FiO3eg/73jMZ31ZWeKjqDvQ1Owni6n+ugpzHEWYjunYTt1mlPLtwXq1Rw8SkRmGtHdO6EoGhS9AXt1ywcn26vrCU9LoXr/ESI7dsBqDf4MNAY9Yd274VK0nCy3Eh2fTLhRg8/jJTy9Aw6fjtV//gyfu2EkSWcyMOSuG1DLyineuIPOt48nPCWh2alSRadBF24O+kILrgAJ/bpitIRhL68JXPZ7fVQfOx147XW4GrYGnqXsYAEp/bpQvPMoAOEJUXQY0hNTrKVhMb1ex9aPN9BnSLegQKtR4bZDZA7rQfWx05zcsDswhRueEM3gmZNAr+fTFz6k5MiZvGObFn7FmAfG0X/iIIxXcKG5x+Wh8FAhn/35U8oKylAUhU79O/Pdn32PxX/5nOriKixxFvRGPR6Xp8n9PXJ6cnT70cBrc6S5IUfZdcxeUtH830tVpXTzLtInjAo6PF2I9kZWZYpW1RgUNDInxVN+sBBXvYOEcxx9Yw43ofW6Ob16A/Wnikge3bCwWv3W/n7V76f2RDE7/rqIku2HqDtVRun2Q+x5dzkeh7vF43UqDxWQ0CMDaDhA+vCyzbhtdnxud6COISKM/G1H0MfFACrOikqq9zY9Y7D+5Cl8ThcakwF8XpK6tXyoc2KXVIyWCBzllXjq7egjzwR4Gr2OiAH9efsvS/jDj//C33/zLi89+Rp/+Z/3qKm1Y0hKYNv7a4M+U6/TTe47K4no3BFQyF+8Fs9ZX1oehwtnTR3Omno0egMpI5pPA6E1GTFEhtNhWB8UnRbNOb78fW43aQO7BF07vm4XCT0zyRjRm4yRfegwuj95y7bz+YsfsfSPn3B8yyFunnkLluRYRn5/Cl3H9kNnCv7yzP96Lx67M2itnK28hsMrt7FrxfagQKvR+n+uxlre8qkCraGsoIw3n36Dsm+CRlVVObbjKAtfXMikRycD8PXHG5j25PQmU4OJGYkMmjiYXWvOTB2P+u4YzOfY3Xo9sBY0/bNt5CitQD3PNLUQVzsZ2RKtKiwxJui16vOhNejwOFx4qq107tuJY7uPN7lv3F1j0as+MqaMw+d0UneiEHtRKZZOGUSkd0AX1vDl5Kqzc+Tzr9AadIFjYxoaUjn2RS6dJgzj8Kfrmjz/28dFn95+mMzhPbCfzCeqWxeMsTFojUZ0Bh3hMeE4SyqwnSxs8X3WHMnHkJCEKSmBXl2yOPr1PrzfGtXQGnR0Ht4Dv9OFzmyi9sgJEof2o2RDQ2oHU1YmC99YSuHh4NG4iqJKXv/vv3P//5vefOMqHMvdT3JWGrVHT+Kpt6MLM2ErrSJ/2SbqTpehaBTiemaRMXYgHUYPpOjrnYERR2N0JJ2/MxajJQJXnR2DJYK+Mybjrneg0WmpOlJA8bZDqH4/ikaDyRJBSq9MinfnY6toCHRUv8q2d1bS7+4b8aGw8pX/BLrnrHOw47NN1BZXkdUrnRNr8ojvnsHox29l+8L11J6uAMDn8TWbuiFjZF8+/PW/Wvzs963bw9iOSS2Wh5LT5mTFguXNbp6or6mn9GQpyZ1SOLnvBIpG4aF5M6kuraGmtJqkjknY6+x89IcPAyNe/ccNIL1nRovteT1e6upsGAx6wiOu3ez4hsiWNzfozKYmI6lCtDcSbIlW4Xe78bndKPjpdtct1BWWULptH3UnT5M2uBtHV+8gf1Ue33lwAhuWb2X7lzvxeX2ERZqZcO9NDBnbF091DaUbNuNzuTDGxRLXtyc1h49TV3ialJHDGtYlaaDXXTei+nwoOj2Vhwop3LAbVBWv3YnWqCexfxcSe3fBFB3ekMPL48NRa+P0jjNBnurz4/N4cVfXUL55G5YunYjolEXPcf3xOlyE98ykvrAIR3nTjOoAqseLs8rKkf9sID47i6m/vI91f1tK1TejH7GZiQy5czTVOw+gH9iDmOyulOZux1FWSfzAPlTuPgCRURzYeqjZ55cWluHXKIFM9d9WV1ZDh6yGdS1+jxdHVS173locCKhUv0rFvuNYC0vpM2MKMd0y8dpdKDotujAThm8W0vvcHg589jUVhxsCS0WjkNKvCz2/O5aDn6yl+7Qb0Jr0OGusDP/+rRTvyad0bz4ag44OA7oSkRzL0v/9uNn3cHzLYXqP6w8olB84SXV+MQPvncDaPy9C9ftJ7dORU5uCd0paUuNR/X5cNlfQ9YSOSfQb35+IWMsVza3lsrs4ue9ki+WFh06RmJFIyfFiTuzJR1EU+t/UHwB7vR1reS0jbh+F3++n5/CeWBKiCG9mF6Xf7+d0YTEf/XsxG9dtISY2mocfv4cevboQExvdSu+u7UR1yWw2TxxAXL8esitRtHsSbImQ8zqdVO/di7vyTGBiiI6m09Sx5C9ZT9q4bMoOncJ6qpy9/1pJjwFdGfH7RzGEG8HlIiJMj/XgEexFJYH7naXllJRVkDRiCOXbd+O21qH3ebEe3o/qPTOCFJUaS+RdN7H/gzVEdkjAHBNJ2rBsfA4r9sKiwEJ9c1QMHUdmU7ovH7/XS3y3DIwRZpyREfjcbgxxcZxek4u9pBxoyH0V06sLiUMHULYlePcggDkpgZK9BQBU7M8nvkcmQ74zBMVkQgG8dfXU7NhHXO8uOKpqicrqQGRWBtX7jxDeIZnkkYOptp97A4Dd5kRr0DUZMQOITo3HW28HRUEfGU7+yi1Ba+Uaua02rAUlJPbtivFbCVVd9Q52vreamhNncnapfpWiHUdQtBoGPnobpzbspHjzHjqMGsDuD78kbXAPojOT8Pv8HFmxle5TR2JrYdMDQPXpSkxR4Tiq6/A63ZTuPUZqv07Ul1YTFh2Braxhl2d8lzRUVcXSIZ6qY0Wk9+nIiR3HABj74DgiIswcW7+L8DgLmcN6UnGilPCYCMxRrZv+QaPTEBkbicvuarY8MiYC6zejfdkjexF7Vu6vsIgwwiLCSM46fwqT/KMF3H/7D7DV2wPXNm3YxgOz7uT7P56B5RzJcNsjQ0Q4HW4czum1m4OOAojMakh9osjIlmjnJNgSIeXzeKjZty8o0AJw19SAcoLu90xC0eoY9ugUak9XcGrrIXQGHdFxFgxGDadXbiNq7PCgQCtAVanef4iorp2oO3kKU4w5KNAC8NRUYU5NY8CjU9HodNQeKyA8MRxPbVVQPb/HgyEygpzZ0/D7VepOFlG07SCRKQnEZKVyek0u7tozBx6rPh9Vuw8R378nYalJ2ItKA2VaswlDbCy1J89kei/bc4yIhEiq9h1D0WhIGdGfxKF9qDl+Gvwq5sQ4wjumE5mVjqumFnedA5PFglanxedtPuiK7xDPfnfTQEvRasga1p2iFV8R368Hqt9PeFIMzmor9rLqJvUrD54ktkdHfA4ntlMlDSN3aUloDAbqisqbbbto+xFS+3eh+khh4POwldWgaBTcdXZO5TXkDjvfKJMx3BS05qz6eBHdpo4ERYOn3s7wH92BolGwV9ZSe6KEsJhIDG4vw24bTuGeE3QfmY3W42Xf57kMfWgChfsL+HLBSjxONxn9shj+vbFEp8S22mhXZEwkN9w1lo9f+qjZ8l4je/HVh+u555n7SM/OuKQdhtbaOl741StBgVajf/59IdPvvvWaC7Y0eh2RHdPoelc89pJyfG4PYSkJ6MPDmj3AXYj2RoItEVJ+txtXRUWzZe7qalBVdCYjOpMRU1QEiT0zA7+1uqz1RGSm4apsGiCceUYt0dnd8DmdqN7mF806S0swJXWgctcekkYOpe7omekJRafDlJiO9WQx1dvyUIDIrHQiU+IpzTtA9eGTdIuKCAq0zla1/yhp40bgKCkHBcLTOxDZMYNDnzbkv4rtnkHKgG7ozAaMlnAsmaloDHqKt+4PBCoAZbsOE5fdicR+3dCGR6DValCcTkZ/ZwRrP2l4ljnCjCU2krrqejr2zMBkNjDi0Snk/XsNrrqGRfDmmAiG3HUDtvwCUm8YgjEmktNfbkZRFDoM7oHGbOLo5xvwe72EJcYCEN25A/UnTzec19g4irAVzMnxDHxwInsXbSCqQzw+t4fKo6fxe32ofj/+s4JAe1k14fEW9ixcS9YN/ch5/DvYqqyEx0aS1qcjp/acaPLZ6Yx6wqLCcJ+1gF9nMqI3G3A5PFSUWdn+5nLsNfXEdIhnyLQcKo8XYS+vocPQnnz3F3ehNej5+pVPGXDvTWz8cD3l+WeC8mObD3FyxzHumjeT2LSElv4KXbbuQ7szYPwAdqw6M8Kp0WiYPmc6SVnJ3PPL+y5rwbu1to5NG7a1WP71+i107tbxkp9/tdLqdWj1ERgs128KDHHtkmBLhFRLAVAjvyd4ZObs6QGjJYKEgb2pL2iaruGsGwCISE+l/sTRZquoPi8anQ53rRWfK3i6x5iYxskVubhqzgRTzqpajDEWOk8eycm1ebitzQdaAH63B41OR/rkcaiqirWwjP0L1+CxOekyZQR6nZ/a/fsaPgdFIbxDCpZuXag90fQ4ncr9x4ntkoZWr4BfS9mmbYy6sQ8RljA6dEwmMsyIq7oeS0oc0alx2GvqMEcYGP+T7+K0u1FQMJp0mCxmfJmJlOftpeSsL2l7aQWmhBiy752A3+3BVtIQBMd0TOHoh0vPfKTahnxhhigLOp1C/7vHUrH7CFpjJFmj+1B2sJATG3YH7VAMi4/C6/GBqpK/dieFmw8w4P6b0Yab6DdlKDVFVdRXnjnySKPVcNP3J3FqY3BS1ZQBXSk/fIpTx0o5sO5MWfXpCla89jk3PHRzw/mPDhf5G/bSdeJQjJFmfD5/UKDVyOv2sunDdYz/wVQM5tYZEYmMieTWx6cy5s4bOLn/JEazkfQe6UTGRmIwSXoCIURTEmyJkFJ05/4rpdGfSUGpqiruOjseuxNFo6AzmzBGhhGelkLVruYPGw5LTcLv8YLZDGrTNUkAGoMBn8uNotehaLVozeH4HDa05nDqT5UHBVqNXNVW3NaGA6Z14S3v+lK0WrwuD0feXYqqgqVTB3pMH0vFoUL0Wj/WI8fOVFZVbKeK8DqcZIwdyImVTQ+ULtt9lKR+ndGaTaSOHQWo3DA1hx1vfUHJWbmuTFER9L37Jk6v24LX7iS6dxd8UdEYo8x49VpMqkpU50yiu3bEVlxG9YHj+N0eLFnpWI8VUr6zIWVFWFIcWt2ZANecnEBs356c3naI2p0nMUSEkTm6L+aEWE5/tZ3yXYdJHtaH7GmjsZ4sDnwGUR1TGPrIFJy1NhRFwRQVjtEShtfjY9uWQwy7dyxuu4vKE6VEJcfQoUc6J9Zso+asACm+RwaKTktESjwH/rGy2c9788dfM/H7kyjdcZiOI3oBKrGZSRTsPdHin9GJ7Udx2V2tFmwBhFnCCLOEkZyVHPJnR0VbGD5qcIujWyPHDA15m0KI1iXBlggpjcGAKSEBZ3nTtT/GuDg03xwm7XN7qDlRwuHP1uOyNiQBDYuPoudd49BoNET3zqZmb/DuJG2Ymdg+2VQdOgGKBo3BgP+svFiNTAkpeF0+onv3pnTXUXQGPZbMTBSNSunOpovbG9WdOE1kagKqqqA1mwIHQ58tqksm5TsPB7b+W4+dwnaqjJ73T6J43dfNPtdVWUV8p04oGk2TResJ/bpRVVBG4cZ1DUGkopCQ3ZHuU0ew690VgfVNztp69i36iq439qPoq21U7z5Mwsj+/N//vkfJ6TLuuf879OqcTt3WPUSmJZMxYSQlubvQh5sp2nDmPWsNenzOhs9MHxFGdHY3tv9jaWCK0F5RS82JYtKGZ5M4qCdleQco2byHXg/eyt5/LkWj09LzngkYLeFotFrCYi1B78eg1TLoO8P599y30Bl0xKTGUVFcSVRSNJ0nDCUq/QSqXyW2cyq1pys5sGQTmTcObPHPxFlnR1U0+L0+TMlx4FfRGvXo1ZYXTOuNBrxuDy6HC2MrBlytJdISwdPPPcEDt/+wybqtB2bdSUJSaLOp2+rtVFXWcLqwCKPJSHJqIgmJcejO84uTEOLCyX9NIqS0ej1R2dmwf39QwGWMjye6Vy+03wRb9ooa9rz7RdDxLvaKWuxlNRz49CsSe3Wkw/AhOMvK8bvdGGJi0EVGUrE/n+JNuzBEhtPlO2NwVpbgq28YqVK0WkyJySgGM6fXbaausDSob5njhmLp2AFHefBi+QBFQ0L/bnhtTtLHj+L0lxvxnPVlF5HZAXNiAkWb1wfd5nO5Gw7PPccUqs/pQGc24rE5ULRaEvp0JqFPV8r25XNy3c4zFVWV8n35uOvtdL55CIeX5AaKbGXV6CLO7Lar2XWYSZPG8LOn5vHc3Je4YVwOTzx0O3U7D+KstpIxPoeSLXuC+uGorCWudxeq9x8lqkdnjizfErQWq9GpTfsZOGsKZdsPNmxMOFpIz3smYrSEY4gMa3IU0Nmik2O594VZHNl0EEWjEBlnYcvnm6mvrqNbTja9b+wHXh/7PvsPOqMeQ9i5A6KwuEi635rD5qXbyN9zgkmzJqKqsHfV9mbrdxmRzeLXl6DV65j06CRikmKarXc169Qlkw+XvsnH7y9m47qtxMRG8fDj99A9u0tIF8dXVdbwz78vZMHr/8b3zXFYlqhIXnr91wwY3BuDQaZFhQgFCbZEyOlMJmL69MHndqN6vSg6HRqDAe03U4hel5sTa7c3OUdPZzLg9/nx2Jyc3nKQorzDxHbugM5koH5LPrbyGgY+fAvQMB3m86hEZnbC7/E0LOB2u3GUVeKorWwSaAGcXL2FXg9OoSxvX7NpEaK7ZFC6YQuxvXtQlX+K9Ilj8DldeG129JYI6k+Vc3zxV0Fb0xv5fc1PaQbeW3gYKioavY6u08ZSfTAfj81Bwdd7m61fe7KUzBsGNBkN858V0Hnq7cT3zAq8Xrc6lwceuh29Xoenzoa73o6inNmVp48MI3X0YPThZowxFvSWSOpON7+ZAaCuqAJTjAVnVS1el5uojAufMotKjKbfxIHsWrGdT1/4MHB908Kv2PTRV9w+9266TRjM4RXb0Bt0GMxG3I6m6RSSuqZiLyimcscBevTvTkbPdFa/t5YpP5jCgKnD2PGtA79j0uLp0CeLVR+tR/WrFB8r4tE/PIolPuqC+3410Gg0pGd24Ik5s3josbvRG/SEn2N6+1Jt3rCNv7/2btA1a20dP5zxNItWLiCjY8tnPAohLpwc1yNahUavRx8ejiEqCn14eCDQgoYjfOqLmn7Ja40G3PVndqqpPj+Vhwsp3X0MW1nDTkZUiMvujCU9CZ/HQ11BEcXrvsbncFF/8jQak5my3Uda7FfVoZPE9urS5HpEWjKmuChUn4+yzduJ7Z5J7ZF8FK0Gc2IcqH5qjp1qNkgDsJdWEZbafP4krcmERquhx/Qb6Xb7jZRu20f14RP4ff6GqcMWuGrq0Z89DaYo6IxnPkd9ZDjl3xqlW/flZsK+mWayFZVhyWo4Okij15F243COLP6aPe8uI2Fo/4bDo89FUQKBZXSnNDyOM1O2HpcbV5292Zxfjew1Nta9vappgQor5i+mw9CejPzR7dQVljNh9tQmRwSFRYUz5r4bqdpzGJ/bQ9mWvZicNrL6ZPK3H89HHxnG9377MH0mDKJLTk/GzLqFPlOG8f4L7wemeSuLKilpZiF9e6HT64iOiWqVQKuyvIr5f1rQbJnH7WHVF+ubLRNCXDwZ2RJXnEanxRQdgas2+MBmd729yRqgs+nMBszxMYQlRFO6ZQ9o9eiNmoapt23bichMxxQXh9fRdB1XoI06OynDehOWFEf1geNo9FqSBvfG7/VhLyrB0ikTY2w0qs9HzcGj1Bw4giEqkrSJN5A0OBvriebPcNMYDUR2TsNrt+OuOXNWn9ZkJH5QP0o378BTb6PDTaOxFZUFPoezA5pv00eY8brOvJfUAV2oLzizq9HSuysvzHs9+B69LpBh3hgVQWRGMhqDnphuHSnauh/3N+vj9r63gq7fGUNUZjK1J5sJRhSITImjNHcn4anxKEYDaBQ8Dhe2smqOr87DXlFLREocnW4aSFhCNDqDPugRtWW1LeYMs1XX47K7SOyWTnRmEmWHT3Pb3LspPnQKW009iZkJxCZFU/ZVHl77mbVzFbuPMOj+KWxY+BUr3viCH7z+/xg8fRSf/+U/7Hl3FTWlNU3aOr77ON2GdG+2H+fi9/mpq6rD9s2B6eHREUTGRpxzCrU98Xh9nD7VciB6aH/zu32FEBdPgi1xxenNRjLHDmL320uDrqs+P44qK9FZKdTkN02VkHXjQHyOWrQGMxEZqQ3H9WiVQMBiO3WaiMxMItOTWgyKLJnJuKw2dGYTEalxWLIyKNmUh4JCeHoHVEVLbX4hkemphHdIxlFWQVyfntgKi0GjJa53Zyr3Hgt6ZnS3DPgmD5U5JZXYPr1wW61oDQZU1d8QaFnr0YWZsZedGYmqP1VCQs9MyvefaNJPU3QEPo8Xv7fhLMm0YT2J75RC4apcFK2GhP49cIQZ2b87+HifsTcNx563DzQKlo5pnFzxNZ2njcOvaNCVVROb3RlPvZ3izXvIX7GJLlPHsPtfK4LPlQSyxg7EerKYxCG90MXEUJZfSuekWIp3HWf/R2sD9ewVtZTtPU7/GZNI6JGJojmzcF3Rnjvrd2Ndn9tL3ofrqDlVQWxmImMeuYUTS7+icHszKThUFZ/dSXKnFKwVtRjDjLgcLo7kHcFpa7qhASA68eLXbHlcbk7szmfxq/+hQ7cOGMJN1FdYGTRpCJ0HdsVgbv9rmYxGPV26ZXFg7+FmywcNa/7QciHExZNgS7Qqn8vVkFtLVVH0erRGI4qiYE6IJm10P05/vTsw5aPRazGEG+gxdQQnN+yhZNdRVJ8ffZiRrLH9icmIwXm6ABSFsPQsak6WodHqiR3QD7/LgzEuFo/dQdqo/hwoKG5yWLAxOhJTVDiGqEhUvx+bx0PNkXyiunfFVl5L/ld78DrdRGelYsnSE9e/Nz6XB9XrwX6qhP/P3lmG13GeW/vezCBmRku2LJmZYnYcsMPMzNw2bZIGmgaaJk3SpOE06DCYYma2TJLFzNJm5u/HtiXvSErh9LTfSb2uyz888w7u0bxrHljL1tRC9MhCopfPwdrSBSFQp8bjMVpp37qfwsvPQqpV4/d4MBw5TtDri0gTBrw+JKd4vBmO1ZG5ZAYeuxPrCQ9FCEekii+Yg9/jZfIdy8PSGAIBQgFkLpoOAgGm+nYON0R2a553yVKioqNwxMWQMLYIp81N0tRxNOyponp9eX8hvDpez7iLZtO6aS/NG/dRevkCDLXtmJo6kaoVpE0qQqpRYDfY2f/NbjorWzjnscvx2pxUfb0NkUxCVHYyAoEAS3M3oVCQzoM16NMTkJ4i5qmN1SGRS/C5B6cadQl6FJpwakwoFiHThLczNveEvRCHkOc4iRCQnJfM/OsXUbH+EL1NXYxbMI7tX24fNFYoEpI3Nm/YfQ0HU5eJyl2VzLh2HpvX7sDQbKZ4dD5+YQhLj4m4jH+P8fX/JqKi9dz10A3ceNl9g9ZptGqmzjwtMXEap/GvgiA0lKvtafzbYLVa0el0WCwWtNrhU2j/1xAKhfDZbJiPHcPvCKeuhBIJ2sJC5DEx2Ax2Dny5ncLpxfidbmQqOcooFba6ejwGA8qUZNSZmfjdbgQCCNiN+K0D6TmBRIIiJQuhREZfVROdeyvxOdxoUuPImDMOoVBAy8Z92Dt6EYiERBdmkjA6j6Dfh6u9A5FchjozA0dXH+0H6zDXt0ecv1Aiovji+TSv3k7Q5yemOAd9djLdO/cjEAqRx0YRXTKC5rXhjsWkKaXEjMpHKBbhtdho/m5o3aiEKeNpWr+nPzUmlEpImjwaRVwMzj4zIqmEoM+PubGd5PFFtGw5iLlhcJQufdYYjptMfPHJSnQ6NUvOnofX4GL35zu4+cVbqFl3AGuXiZwpIzi0Ysug7aUqOVOuWUDN5xtAAGNuWtYvPeExWTAcqUU1Io9Vz31JTEY8ix44H4/JhqGuDVV8FL1VLYSA9IlFuO0u2g/XI1XKSR9fgCJag0wpJ+ALULe/hm+eWRHRDCGSiLjwt1eQOiK9f1n70UY2/CFsYL3olxfRvW0/rj7zoPOWx+iIHV+CRyDE0NjF9r9uQCAUsODOc9n29Q4aDg+Yi4slYi79zaVkl+Yg+VGK86fg9/rZt2Yf7b29vPFCZPG4RqfmiZcfImdEJpL/BQHTnu4+TAYzwWCQqGg9sfHRf5cEg9Vio7uzhx9WbsZud3LGgulkZqcRG//TMhFWq43N63byzGN/wnrCNSEnL5Pf/+nX5BXmnPYkPI3T+An8I/P3abL1H8bPlWz5XS56d+8eUg4hZtw43F746K5wvZFUJScUDDJh2RSS8xLx9XaD30/U6CJs1ZWDtj8JTcFIGn7Yh7G6ZdC6oovmgc+NUC6HUAhnRxcBn5fYkiK6t4b1sOKnT8FltHHso6GJUVRuKvrUWHoOHA+fd3E2Cp0CS21j+PhZaahzspCqFQgEAvxOF36HE6lWg9dmo3ffYQKeyPoxiVZNwuTx1H61IaIWSZkcS+bcSbgNFkRyGUGvD4lGTd3qXYM6K+XRWvKWzeaTZz4jITcJv8dP7d5qnNawTEXxtGIy0+KIyUigas1eXMMYQ4+9eDamI9UoY/VkzZ9A/edrCfoDSLVq4sYUIdKo2fXJNqZfuwBNrA5bp5H6jQdoP+GDOPrSedRsOkRvbSRRLVo0gfx5Y5Gp5HjdXizdZg6u2ouxrY+k/FRK5pWhi9cjOqUg3m11cvibnVRvPETyyAwmXDiThm83R0hvSNRK0uZOxo8Ai9nB5tdX4jpxzSKJiIkXzESTEEVnQwdRSTGkF6WjjdYilv5jAXynzUlzdQv3XPMIweDg12PJ+CJ+8cydRMf96yQlfF4fxw5X8eAdv6XrRE2fTq/l4SfvYeqsiajVwxfIWy02Pn7vK155/q2I5WMmlPDsy48QlxA77LYOu5PqijrMJivBYACxWIzT7mRk6QjSslJOk63TOI2fwD8yf59OI57G/wrcPT3D6k7ZamtRFxYzauE44rMSkSrCkg81Oyo5+N1essblUTxvDMHAT3wHCIT4XL4hiRZA4/p9FF1wBq7uHrxWG7rcDPwOFwH3AMEJejyYhoganYSpvo2UCSPgBNkyVDaSv3xOP9kKBQIYGrtILEqnbcN2/Kd4/smidCROn0jnlt0RFkXKpARCAT+5Z8/Ga7Xjs7uQRWkQiIQIEGCprkUWpUMSFU1HbR3RI/OIzs/AWN1EKBAkekQGsfkZrPtkC23VbbRVD7Y2qj1QS9n0UchV8mGJFoC1y0TytFLsbj9Ou7s/zei12mnfvJe0uVMYt2QMIpEAl8mKUATapBiM0RqkaiWWTuMgogVQuXovyaU5yFSJSOVS4jLimXv9IvxePxKZpN8kOhQM4rU58Xu8CMUiSs+eTMGcMtqO1OMPhEieM4mg243XYkOq0xAIQvvxFvosLpJykvqJFkDAF2DnhxsRS8Vo4/XELo4iOjF62Gv/KUhlUhrrW4ckWgBH9lXicg5dH/bPoqO9m+svvQfvKeTcYrZy/62P8sHXf6akrGjYbdtbOwcRLYCDe4+w8uv1XHH9BQiFQzee11U1cscVvxy0XKNT8/aXL5KU+n8/XXoap/H/A06TrdP4lyMUCuE1m4dd77PbCYVCJGbGUbVqNx6bE7FMQvrEEeRNGUFPYzd97X1kl2aBUAhDyC2IVaohtbROwtVnxud047G70GWlg1CI6dhBYseMGhjT1d0vsjoUBCJRZN1XKIRQKiV9yRwCHg9ihQK/L0DHpp0RRAvAY7JgPFpF/IRSDIcrECsUaHMz8TvdtK7ZgiYzFW1eJooYHV6HC0eXkebKg8SX5KBOicNp83L46+8B0CXHkDo6G6FQQPX2KkJSOWq9iuEgU8gI+Px4nG4UehUus2PIcdqUWDZ9v4/KHRVc8ciliOTSfnV5gO69h8lYNAPj0RoMx2oJeHwo4qMpWTYNry9I+WdhaQC5TkXW5CJUMRqcBhuNuyup33KEqPT4/kleJBZFRLJ8LjeG6haa1u3Fd4K46LNTyD1zKiMXhWuF3FYnDqMNS58NR3e487Gzx8KWz7dx8S8uQqqU4XVGanP5vX6MbX2oov55M2OxVAx/I6Dz43rAoeB0uujp7GXT+h0Yeo1MnTmR3PysQQrwgUCAbz5bHUG0TsWrL7zDc688iloz9G/+5Scrhz2Hj979giXnzB0yumU12/jzc+8MuZ3NYmfP9oOcc9GiYfd9GqdxGn8/Tutsnca/HAKBALFqeDIgT0ykZW8Vh1dswWMLRyf8Hh8NW4/Qe6yRojklJCXIEUkkaLJyht5HQhIC0U88vgIBAbeHnn3HqP38B2xtXcSMHY29dSAS5GjrICZveNHGuKIsrA2RkSOBSIizz0IoJKDvQDlCgvhsQ5MZZ2cPsmg9iTMnEzdpDGK1ColWjS4/G3trJx0bd+F3e0EgRCARo8tMRCSTAAJqtxzu34+lw0DF6n0cW7mXvoZOqteXUzanbNjzHr94PMkFqcRkxDNiwfghx0gUMkIyCZU7wh6Uxg4DYoU8YkxsSQFtm/fRc6Cyv1vR1WOkZe12lFEavE4P+XNKGXfhLFydvbRuKsfZ0cPYC2YRnZlA0De07AOAubGT2m+29hMtAHNDO0ffX9Vv3yTXKonJTKBg7lhyZpag0KkomTGK2166BZvZwYhZQ3fLydUKYv+HBezFYwqHXZeZl4ZaN/zzDWGitX7VFs4+4wpeeOo13n9jBTdedi83XXEfXZ09EWO9Xh9HDx0fdl91VQ24nK4h1wWDQYwG07Db2m0OgsNow7ndHmqPNw677YFdhzldZXIap/Gvwc+SbD366KMIBIKIf4WFAy9Pt9vNrbfeSkxMDGq1muXLl9PdHRklaWlpYcmSJSiVSuLj47n//vvx/ygttnnzZsaMGYNMJiM3N5d3333333F5/yegTEoKSzIIhchiY5EnJPQTMHFUPFWrB0yZZVol6eMLSJ9QiLG5m5DHizo1FZFUijQqBt2IkUi0OoQyGVJ9FNr8IgK+ENr0xPAxhkB0Xhr2joFJrWvnIUQKBfLYWGRxsUh1WmTRUfgsRtKmDZ60ZTo1SWX5mGqa+5epUxNwdnXjNRqwd/ahLSiIqCkaCl6rHb/DTc++I7Ss3kL7pt0EvF5S500jafp4BEIhHqMZbXIMAq8Ta1U1Pqdr2GgUgNvuRCwSMm3Z1EHrUvKSGTOrhJ6jDex97VtEIiF5s0cjOCWNpIzRMubKeax+Z23/stjkmIgaMqFEjFilxN42dPTQ3txGwdwx6OL1VHy6AUtTF16HC0tzNxWfbkAqEeJ2uGjcfoSOw3U4DdZ+zS2vzUnT+sGm3BAWcnX0RAq12notbHt9Fd/95n1WP/kxG57/AoUARs4tJXfSiIix6mgNC+48B2uvZUhF+oj76PJg6DLS12nAaY8kM9FxUZx54fxB24jEIu74zfXoo39akb63q49f3/f0ILJSW9XAO3/+GO8pnp5SqYTcgqwf76IfaZkpyORDWxoJhUIWnDln2G0nzxiPWjt0lE8sFhGfNHw9V1Ze+umardM4jX8RfrZpxOLiYtavH1CvPrWj5+6772blypV89tln6HQ6brvtNpYtW8aOHeHC6UAgwJIlS0hMTGTnzp10dnZyxRVXIJFIeOqppwBobGxkyZIl3HTTTXz44Yds2LCB6667jqSkJBYsWPDvvdj/DyGUy9GPHoPL4qBpbw0uq5PkkmyiRxaAUMCU6xcTCgVR6DX4XS7c7e2AgJxJ+UjVCkTycJQl4PFiOHgUVVoKiuQ0BCIxPruLzl1HEErE5CyYSP2a3RHHlmpVpE0fTdP3myKWm443oE6PR1eQj8diQ6yQIxCJSExKJrognc59lfhdXmJHZCLXq2n+YRehEzY8irgoUqaNpmfXPoI+HwlTJ+I221HF64e9BwKREKlGTdP3GyPqtmyNbTi7+shYPIum7zcRN6aIoD+IPj8Hr82GXK+lYE4pAX8AQ8MpIqaJ0ci1SqLS4vAaDYyfP4aCsXkc23kcj9vDqOkjScpMpONgDXXr9gNQ+fU2UsYXMPvu5Xg8XnweP2aDlS9e+gZDhwGAqMQoVCoprlPSWDK9Blff8BGTvkPV5F6wkD0vfznk+trVe5iQncLRz8KdkEKJiMk3nY0qIQqf00Pc6HwEgrAxttfqoOdoHb4ThMfS3EV0bhoADpONjS99jaF5gPT53F7Kv9iOUChgzNmTGL9sKoaWHpRRahQqOS6LA7fFjr1PgTZeH6G6fxI97b18+fp3HNh0kGAwRPGEEVx4+zIS0xMQiUVodGouv+V8Rk8o5pM3vsLUZ6aorJDLbj6PlIyhnQJOxbZNu4eNCn316UquvuliEpPjARCJRJx/6Vl88t5X/f6Ep+KWu6/+ST/E0WOKychKpbkxMgorlUm55a6rh1Wfj46N4qpbLuLx+58ftE4kEjJ3yYxhj3kap3Ea/xh+tmRLLBaTmDjYy81isfDWW2/x0UcfMWdO+IvwnXfeYcSIEezevZtJkybxww8/UFlZyfr160lISKC0tJTHH3+cBx98kEcffRSpVMprr71GVlYWzz8fflGNGDGC7du388ILL/xsyVbA7cbnsOM1mRAplciiYxBJJAQDQbx2F7aOPkL+AJqUOERyKW1Hmyn/dDPapBhGLZ2AOlqNVBgkFAwhDAWQR+twm6wIRUKUKSlYampxHChHHhuNaEIZQqmUoM+HWKVEIBbRu3sv0WVlNK7c2h9REopEFF8yH3NjJz6HE11WCpqkGIJeL7rsNEzVA2kSsUpByBek93glqvQUmtZtxXsijamI1ZN95nRCoRDunl5kWiUZ8yfiszuRqlUEPG56du/vJ02u3j78fiFCmQxVahKOthOkSChEGR+DQCxGHqPH2dMXQbT676XLja2pndQzJmOtb6VrxyFUqfEkTBiNrakNocXK6DOKES+fSu2O46SV5WLuNGDvsxKTk4xQoUQcCtD1w06yM5IQilXEJ2jxW200npKCBGjfV037vmoKz51BdWULu7/b3R9lSslPZfmd5+I8HilsKVLIkf5EB1woGMTrcCPXq4kfmY1IKsHW0UfPsQZCgSABjw+f083EG5dyZMUmUieMwGlzse+zrVg6jWgToiiaPxZbjxFDfQfZcybg6Oiha/9xBHIZbocbuUqOw2DDYbIx6pwpqJKi8Pv9SIQiWvdUc3TlXs4cm8/bd7xKxuhsSueNYf3rq3DbTj4bQkafPYURZ5Qi1wxcS1+ngd/d9DwWg7V/2bE9ldQeqeeRd39BYlqYBOljdMxYMJnRE4rx+wIoVXIUKgV/DwwG87Dr3G7PIFKVkprIS28+xUN3Po7NGm5qkMmk3PurWygoGmwvdSoSkuL4y4d/4N3XP+HrFatwuz1MnTmBu39xIxlZP+1tOGHaGC686hxWvPdNPzlUKOU89sKDJJwgg6dxGqfxP8fPlmzV1taSnJyMXC5n8uTJ/O53vyM9PZ0DBw7g8/mYO3du/9jCwkLS09PZtWsXkyZNYteuXYwaNYqEhIG6jwULFnDzzTdTUVFBWVkZu3btitjHyTF33XXXT56Xx+PB4xlIb1it1p8Y/f8P/C4XxkPlBP0+NNm5CARCHM3NSPRRWNpN1H67NaJoOGl8EUK1iuisRMZfMA3b8eOYm06kqYRCtLk52Fo6ad18AACRXErWoqnYGxtx9xlxtHfh7jUSW1aMKi0Fc2UlYpUqXPh+SurOXNuMUCIiOjcNW1MbtuoaDPvsIBAQM6qAxEkl+Owu1KlJiORS/B4v0SWFVH6wKsImx9VnpvKvKxl55VIM5RXIdRr69h1AKJEQ9IaNrgWiAXsdoVBAdH46hpYutDkZiGRSBCIxiqQETA3tBLw+1Fo9hALhfQxBuOwnCJrhaA3yuChiSwpoWbkhwn9RIBYzasE0Nry6ClNbLwBVG8pR6FXMv/c8JGoF2vRElHF6/E4fUq2SgsUTqV23H9+PFNWrvt7K2GuWUDShAK/bi1gqwdFlxG9zkjJzLD7nSEKBIAIhCMWS8HkIBTBEMbi+IAuxUk7s6Dxqd1TicbhJKEil5IqFNPywD1t7L36Xh74jtUy86Sy6qtrY9NLX/dv32lxsqeugbPk0xHIp+99dQ/E504jKSwOlAqfNiUwhQywRseDe8zCbrexYv5+N324HgYCll8ynYP5YfG4vhGDcmRPZ/PI3BE6pEwsGgpR/uR19SgxZJ+x6QqEQ5duORBCtk/C4PPzw8XouuvM8pKf4Ruqi/nFJlqkzxw8yeD6J4pLCQdEmmVzG5Bnj+Hzt2/R2G/D7AyQkxhIbH41MNnQK8VQkpSRw78M3c83NlxAKhVBpVGiGKag/FVHROq6+7RLOvWQxjXUtKBRyUjOSiImPQSL556eHYDBIZ3sPu7bupfzAMfJH5DBn/jSSkhMQ/w/2exqn8X8VP8unfuLEibz77rsUFBTQ2dnJY489xvTp0zl27BhdXV1IpVL0en3ENgkJCXR1hX3Curq6IojWyfUn1/3UGKvVisvlQqEY+gv4d7/7HY899ti/4jL/bQj6/Vjragh4PUQVj8JSXY3fbgehELVMTc3X4VSRPEpDXGkBsigtIb8fiULKuItmYjlUTujUL/lgEGtNLTFjS9HnZ2CuaSbg9lL/3Vbyl8+hp28P9pY2VEmJuHqNyKN1qDMykep09P7IKkcgFhGVn0nb+h+ph4dCGI5UkTZ/OraQieqvNhH0+YkrySN0QtH+xwgFgnSXV6NOS8LZ1YsyMQFHRyeanGxkcXF4rE7EcilCgkjUcjp3HCBmZD7Na7aTPGMcHpuLyo9/6N9fT3kNyoRoss6YQPvGnYOOKZJJ+5XSE8aPonPr3kFG1yG/n+6d+xi1cAxb3xyosXKZHez5aBNTLptNzfc7sbZ0I9OqiClIR65XM+G6Jex9Y2VEATohCHr9HHh7dT8pEcskzP/VpfRVNGHv7MPW0YdMryFlUjHmxg4y5k6heV3kucuitMSWjaD8y+207B8w/W7YWUnz/hpm33o2dat3EfT5MNa0kDy1lAOfDhZWBTj63R4W/OoixEo5NWv3Mfm2c/nwuc+47JeX0LqviuPf7UQZoyW+KINZs8qYeeYUHr/tBVav2MDtj1+HXKukaHYJvbUdEUTrVJR/uZ3EglQUWhUel5fybYfJG53DvGUzUShkCIRC6iqbWP/FZo7uruTsa10RZOufQUpqEsWjC6k4XBWxXCgU8tCjtw9Z8yUWi0lKTiAp+Z8r7pdKpSQkxf3D26k1StQaJakZyf/UcYdCXXUDV19wZ3+UDuBPz77J6399jtJxIxH9TPwlT+M0/l78LMnWokUD7colJSVMnDiRjIwMVqxYMSwJ+nfhF7/4Bffcc0///61WK2lpaf/BM/rbCPq8ePr6kCcm4WxvDxMtQBYTQ/fhMPmJHZmDPC2J3V/uoK+5B6lCSvGcUkrmlg67X0t1LUmTS/HZHDg6+4gblYtUrST5jKkIBOEUnaO1ja6tx1AmJyHRqCLsYAB02alYG1uHPYbhSBUClabfNkcepcVQUT/seGe3gcTxBXj6TOhH5CFPTqLtQD1tn+3sV0GXaZWMuWIBAbcHj8mCPD4KsUJOzTfbhtifEWNtG6rUxLC/4inQ52XRvnkvAqEQsUqBVKfGbfBHElPAZ3MQM2pwdCUhL5n6H/Zha+sl/8ypiGQS+ioa8JqtiCRiJt10Fnv+8h3eE7VQcp0Kn9fXT0okShmz715OKBhErNeC00dUbAwqvYqGtbspWDabYCBEzvmLCHo8OLt6kUfpkGpVuG3uCKJ1EgGvn2Nr9zPmvFk0rt0FgNvqCEeghoDf66OvvY+D9W2csWw61j4LydlJWJu7aN5xlPHXLgaBgI5DdZgONxCbm8JzH/wGY5eBjr01HNhXy4jpo2jYXTXk/gFsPWZ8Hh8KQCQWMmX+eFQiMUe/3IX7hFZXQn4KdzxxPd9/vD5CouIfhcvlpraqgVeff5sbb7+CHVv28t2Xa3E6XJSMKeb+X99K/oihO2x/LujrNXLfrY9FEC0Ar8fL3Tf+mhWr3uyvVzuN0/hvwc+SbP0Yer2e/Px86urqmDdvHl6vF7PZHBHd6u7u7q/xSkxMZO/eyG6pk92Kp475cQdjd3c3Wq32JwmdTCb7u9IC/1/hRBpJHh2D8fBAPZBQLMFjdaCI1SFLTWTlC1/1r/O6vJSv3Et3fSczL5iEo3rwZOi3O3CbbCRMGAUBH4KgB+Phg/1RFLFSiSY3D3d3D+qMNIyHD6EvLolIbYmV8n7yNxR8dgfq+IEXu8/hRKpT4TZahhwvi9IgVSkJ2CyIFHKMx5pp2x9p9uyxOtn35krGXTkfQ3kFsSUFmBoGi3ueRM+ROoovXYCjrav/2nT5WQjEIrR5mcjjY+g83EAABbETc/HbbJiOHY+MhA0RiUvMS+X4Jz+Qu2gy5sZ2TDUDAq+Wpk7k0VrKLpnLnje+R6ZWMPaqRXjdXkrPn4E6Voc+NZbOAzV0HqgmGAgQV5RF9KgcqtcfoGTZHCrW7KNpbzVBf4Co9HhGnzMFc3MXUo2KkExGQmEa3VWDiW7X8WYC3gk4u8NdhYJhBDVPQiAQsHXVLlwOF+dffxZzzp/Bsc+3UHTWZOw9ZvZ/sL4/4tdeXodEIWP8VQswNnTisbsQioXE5aTSuGdowqVLjiHoDxLwB5BIJSQnxLL+xa8jxnTXtGN7Zx0X3XMuat0/r9F1/GgN11x4J8FgkD07DzJ9ziQefvIeomOiyM7N+I+SjGAwiKHPRCgYQh+tRfoTGnP/E5iMZprqhxYbNpss9Pb0nSZbp/Ffh/8KsmW326mvr+fyyy9n7NixSCQSNmzYwPLlywGorq6mpaWFyZMnAzB58mSefPJJenp6iD8xUa9btw6tVktRUVH/mFWrVkUcZ926df37+DlBIBYhPEkQT5n0A04HuowENJnJbFsxOKoD0FHViic4BYFYPEhRXqJR4zRYkWlVyKRBnJ2RkR+/04ml6jjRo0fiaA+TGWdHG1mLptG0dichfwCPyYYqIQpnV++Qx5dF63EZBohVX2Uj2fMnYW0cWjk+oawQoUSEtqAAr91F4+ZDQ47zu73Y+6yI5TIEYnG/DtVQCHh9BL1+kmdOwtHViyo5AYFQgFAmw9pjo+LbPf1jm7YcJmF0DiljR9O3P3xsoUSCzztEiiwURKKSI9MoIojWSbiNVuxtXUy9czmOXgsHP1iHw2BFrlMx8pxpHHl/LY4eE1G5KaRMLMbn8uI0Whm9bDr1Oypo2FmJRCFDqpRhausJF7YnxVO/5TBep4eE/FSKF45n30cbsfWY+48rEAojbIqkCikKvRqXeYAUJxSkkjW1GIlcijxKzeR549m78SDn3XQOIpGQtHEF+D0Byj/dNCi1KpKK8TjcjL96IQ6DFW1iNAhALJeGdct+hJIzJ7Hngw1MumIuXreX/Z8P/aw6TXYcvRZCWUn/lOSB0WDiqd/8sV/XKhAIsHndDjavC3c5f/Tt63+TZPh9fnp7DHg8XuRyKXEJsf+SlFt3Vy8rv1rHZx9+i8fj4YyFM7jiugtJTf/nrvWn4PcN7RxxEo6/IZdyGqfxc8TPkmzdd999LF26lIyMDDo6OnjkkUcQiURcfPHF6HQ6rr32Wu655x6io6PRarXcfvvtTJ48mUmTJgEwf/58ioqKuPzyy3nmmWfo6uri4Ycf5tZbb+2PSt100028/PLLPPDAA1xzzTVs3LiRFStWsHLl8GrO/1chksnR5eUT8HgRyeX9ljdei4WoohKsRgemEzICQ6GzpoOUKBVec2Q0SZmRwbFv9zL6kjk46oYWdQx6vQQD/v4Cc6/JSCgYJPecWXhtLhAKUMZFY65uGJR+QyBAX5BN1Wcb+xf5nW6s7T2kTC+jY+fhfmkHoVhE+hkTEYiEBP1B3G3diFQqfM7htZqcBiux2WmEBAJ0GYn0HB6cVgPQZSRhbWpHlZZEfXkzxi93M/fBi3FbnLTuHuz92H24nti8VKQ6LT6Hg8QZE/F6gyy8dxmBQJCa7RU0769FFaslKicV4ylES5uRSOKYQoTicDG/rbUbQiEOvD9QSyYSi/A73Th6TMSPykaTkcTet9cQODFJCoQC8uaNY9HDl+IymAl4/WiSYzC3G9j5+nf96VRTSw/WbhNz7l5G7dajdFe1YmjsIq00B8sJMquI0+NzeZhwyWy2/WUVQX+A0uXT8HgDbH53HS6rE7FUTN70kUz53Y04HW6i9GpkOiVehxv/j0isQq+m9OI5bHt3PeZTnrni+WOYf995bPvLqn7iJ5FLGXXmRNQxWjqONeG2ubD0mjG3D/+sdlQ0kzwiA4V2+E5MgGAggLXPSmtVK6ZOIyn5qWjjdT8pMLpr2z7io6NRqBRoojWEQiEsfRZsZjsBfwCZRs5XK1bywdufY7c50Om1XHvLJZy1fCHRsf+8D2NPVy93XPMLjlcMPJ+fvv81a77dyEffvEZaZso/ve+hoI/SodaosA8h9isWi5BKpbicbhRK+RBbn8Zp/DzxsyRbbW1tXHzxxRgMBuLi4pg2bRq7d+8mLi5cPPrCCy8gFApZvnw5Ho+HBQsW8Oqrr/ZvLxKJ+P7777n55puZPHkyKpWKK6+8kt/+9rf9Y7Kysli5ciV33303L774Iqmpqbz55ps/W9kHiT4KoduNbsQIbPX1CMVifA4HjuZ6lJkFCEVCgoGhlapVMTqE4oEXr0AkQp2dhanNiKPHhFgmGeyjKBAgi4pCIJYQ9PmRaDR4jeG0lM9ixmIxI5TJ0OQWUvv9DtJnTqT34FG8JwrOJWoliVPG4nW4CXgjJ+yufZXEFGVRfOVSnD1GBAhQJkThttipXrGW3LNmY65rJm7cKGRaVb+i+Y+hSYomKFewb/UBZl0yG2VCdH/qrP8yhEKSJxbTsm4nIoWcooUTaNhxDL/TRcv2I4P2KderyZxVhlSjQlo0AnW8no7t5ZjrW8NdkBIx2aPyGXfedEIeL9rUuH7h0fTZY0EgoG7VTnxODwKhgNiiLBJUcgoWTUCXnoBYJkGuUVK3ahcCkZDEsnx2/PnbfgIFYSuamrX70MTr6d59BI8lHJGKHZXDuEvmcPS73Yw6awqxWYmY61vp2nOMpKx4ssfn43X7EEnFNK7eQfqssagzkrAbbEg1SpY8djmGhm4MnQZ2r9jafzy/18/xDYew91mZfuU8ZBolzj4rAf/gCEjBwglseWst1m5zxPKKHw4iFIsYf8kcQoEgwWCQUCjE0Q2HUCeEiYq124TH40OuVfbXav0Y+qRYXGb7T5KtYCBIW1UbH/76PXynkEF9YhQvvPQYt9zwi0H1SgBSoZj3Hn2fYDDEdU9di8Vg4a1H3sXSZ2HaOVM52lLDd18OkGKL2cofnnoNs8nKtTddisvqpHJ3JW6Hm8IJhcQkx6CJGl5/6ySOlFdGEK1T9//eG59y/29uQ/Y/bAg4FXHxMdxyzzU889ifBq274LJz+ObzNSSnJZ4mW6fxX4WfJdn65JNPfnK9XC7nlVde4ZVXXhl2TEZGxqA04Y8xa9YsysvL/6lz/L+CgM+Pz+7AVFkHIhGa9BQCYi1Osw1NajoyvQqRUk7+1CKqth4btL1QJCQxJwG5UoamIIiAEF6Hh9Z9VVja+lAlRCGWSSPSjPK4eBTxidjbuwiYnYhkKhSJSXh6e/E7ByZJqU5P54FqrM1d1FkdJE8sJm6sDrFcikAkIugPooiRkTF3PM0b9venQKVqJbFF2TSs3IbbZIUQ5C6djlAkJOQPIBALiSnKRiwRkTO7jMpvtg+6LplWiT4jiU+f+BixWITTbCX/nJl0Haii92g9Aa8PXUYSyROL6S2vJOD2EAoEaNtykNSSXELB0KComSJKQ+GyGRz7YiuOXjMjl02n78AxnN0DkZigz0/fwUokMgmqpFj0GfHINcpw16FAQOO6ff1jQ8EQvccacJts5C6dxrePfkDA5ydv5ig0EjEx+Wm0H6qPIFqnomHbUTLKcmjfEa7T6ztaT+a8WGbdcQ7uPgtH3/2u/572HqlFqlWRtWgqAgSkL5qKz+Vj3RtraD/eglAkJHtcPtMumc2uL4ZO47UebiDkD+Cy2FFEaxCe8CiUaZRkTi5GnxqHMkaLPikGW49lkGhoxdoDJOSn8u0zn/UvE4lFlC4YC4BEKae6vI6ieWUc/GLHoOMLxSJ0abF4TzyHoVAIa68Zt92Fx+PF6nSgjdEhE0r45LcfRBAtAHOXicPfH+CiS8/hjT8PyD6oNSoWLT2DGbMns9exl8NbjtDX0cdrD72B78SHQO64XH734tDvI6/bS/n6g3z/+vf9yzZ+tJGcshwufvBitDHDS1P4ff4IAvdjrF+zlWtuvoTk1MGahP8sxBIx8fEx/PbZh/jg7c+or2kiNT2Ji644F5/PxyvPv83Nd1/9Lzve/2UY+ox4PT5EYhGxcdHDGob/O9DV0cPxihqOHjpOVk46Y8aXkJgcf7pz9F+EnyXZOo1/DYKBAI72LlrX7UCVHI8qM52j733fP8F27qtEHqUlf/lsxi0ZR3d9J6ZTUjQCoYCFd52DXC0jaLfh6uxErNUii4kn94yxeExmJCpFWBcoNQ17UyPS6BhESg0dmwYmQ0dbByKZlMRZUzBXHCPgCnfXiVRqrC3h4nW3yUZvRSOpU0bRtmk73hPRKJFMSvK0MZTecC6OLiNipQyBUICpthWP2U7Q6weBAKFUTCgQJHHCSBzNbVhqG5FG6UiYPJa8+eNp2HyoP0KmTY2j5ILZ+Dw+Zl82B3NbLwKRGEdrBzKNnJxFkxCKRDi7DbSs20nAHSZVyvgY7OsPYO/oZdRVS4jOScbc3NV/ndnzx3P4k424zXaEIiHqOB2GfZECpSfRvb+CjAVTcbb1EJ2fQcrkUVR/tXXIsbb2XoJeX39tTsvBOqZfOQ9rcyemTvOwv7/TaEXyo+hD594K9FmJ1K/aMaho32t10H2gEll8HNrsZD577K/9nY/BQJC6PVV01bZzxg2LWfnsZwyFvqYuhL4Ajj4zAqGQUcvCxfw16w9QtXYfErmM9ImFFJ1RyvqXv0UoEpI3fSSJhWkQCqGKUqOO1mA3hiOcxbNH03qglsSCNJQ6JWqtipSRmVg6TdTvHEjhShRSJl81jy/f+J7z71iGz+2l83gL+z/ciNMU3ldMVgLZi8fi8IZw291Dnn/ToQaW/uq8frJ19vKFnHvuIio2HeWrP3xJXGosVz16BeY+Sz/REoqEWG22CPIYFx/D5ddcQFFRHrGx0Zg6TWQWZ9JU0dQ/pr68noMbDjLjvBnDT9ICwU9GrWQy6bAR6X8Wfp+fxJR4fnHnk5x74WJSUpPo7TXw5acrqa1qYPnFZxL1I+0yn8+Hodd0olZNRmx89M96krdabRzeX8HzT71KQ20z0TF6rr7pEpacO4/YuOh/+/k0N7ZyzQV30tsz8P5WKBW88dEfGDm68D9KAn8uOE22TmNY+F0e+g4fRyAUEjN6BBUfrBk0wbpNVtq2HSauIJHFNy/EanbRXtWGSq8irTgdVbQGa8VRgj4fmrxCTA0dNG3djEAgIG5kDpoUCaZjB0mYMo6g34dMH03H5l2DzuWkbU/cpLEEfV4EAiHBQAixUg4nJsP0GaU0rdwaUbsV8Hhp3bCbvAsWIFErsLb3YaxtQySTkD53Eh6zBa/Fjs9ixevyoU1L7Cd6XpOFru17SRg3mqTROfjcXkRSCQGfD6/dRfk3u+itDRfuN+2qZNbNS5DHCmn4fms/wTqJxEmjsbb39t+/lq3lZM2dQOueSnwONyKZBIlKjvtEEblUrRjW4BrCES5CIVq3lmPr6CN1WlmkptaP4Og2oYxSh1NpNheWPisynQq9REpP1dCdY7qUONzmSPFPj9VBKBgaVLR+Eub6dkbNHseWDzYNqXtlN9owtPYSl5VIb2PXoPWqKA1qnYpj32xHrlUx4aoFbPvTV/2CuT6Xh/rNhzE0dDLz+kVIlDL2fbeHXd/sghAk5iUz+7qFHF67n6jkGFLyUmg9WMvoZVP56Ffv4nP72P/NLiacM4Wlv7kUY3sfIQEgFvHdh+tprGiir6MPaSjE1pe/QROvZ8zFs5FqlYSCIcQhEVbnTxd4J8TH8sJrj9Pa1M6IrBw+e+KTfiLV09xN5c5Klt97Htmjsmg42kgwEIzoYM7MTuPRJ+5n01838tFn4UhlWkEaS25YTCAQwGV30VrRQvkPBznwwwHGzRuHOmp4/8Ozli1gzXcbh1x/5tnzUKv/tvjp34vuzl4+fv9LtBoNo0pH8NIzb0Ssj0+I5dpbL4vweuzrNbLivW9Y8ddvcDpc6PQarrzxQhYvm0t0zD9fq/b/K4LBINs37eGhOx7vX2Y0mHn+yVepqqjlocfuQKf/x4V0/1mYjGZ+edeTEUQLwOV0cfs1D/HpqjdJTDrdPfo/xWmydRqD4PP4cJrtdFS24AoqSJyYg98fAgHEleQSlZdB0B9AIBLhNpjp3F9J8rgCLBVHkUmlFOTrCPr9hPo68AX0+B0OdMUl1H63HfcJYgTQsvkA8hgdOQsm0ru3nLiJY/HbHUQVF+J3OLC3tEfUcrl7DfgdLkQyKe1b9hDweEksy6euvRddZhK21q7BRfIAAgEBf4DKzzfj7Bso0u8+XEfKxCJSxhcS8vsw1lQglUX+SfisdnoPHCG2ZARimZSQ141UIcfu8mJqGTC6dpnsbPnzSsZfOof8CxZgaWjD1tyBWKlAnZVKT0MXcq2aUdcsJeB2I9dp8NntjLt+KfXr94MQnH0DxMbn9oaJ5HAQCPpNuM11raRNL0MgFESo+J8KkUKG5xQytv/TLSx84HziNArqNx8eVNeGAHJnltC4OjLdpkqMxv9TBs+hEC67h9ZjTcMOaT/eQmxm/CCypdSpEBLC63CTXJJNbG4Kx77dOeQ1mVt60KfE8OkjH+C0DJDSrtoOvn32cy579joEPh9iqZj47EQ++tV7+NzhawwFQ+z5cgd7v97JWQ9ewDtPf4TllOciNjGGg59vIyYrkbz541jzxmqMJ4rx1dEaLnz44mGvTaFVYumzsvuD7Vz75DX8+a4/D0p3hkIhVr2+kiW3LKXhaNhOymlykJqeTFtLBw89fAdfPPsFjhPR2aLJRYyYUcSTv36RxtpmBAIBE6eP5eanr8ZvcVG/t5qY1Fj0idGoYwbXcGVmp7PwzDms+T6ScOUVZjNv8Sw0+n9e6uJU9HT3cce14UJ8oVDIXQ/dwJQZ41m7chMOm5P5S2Yxe/40klIGRFsNfSZe+t0brPl24NwsZhsv/f5NTCYL519+NolJcfR291Fb3ciGNVuJiY1iwdI5JCTGof47VPINfSZ8Xh8SqYSY/0Gjwb8Kvd0Gnn186JTxyq/Xcf3tl//DZMvn82E6IWcTFa1DIhnsBzoczEYLRw8N3aBkMlro7ug5Tbb+BThNtk4jAj63l8b9tWz883cRk1z66GymXrqYzn3HOfz+2v7IhiYljtwl08LaV4S7Bz0nCtl1hQU42lqR6HRYmrsiiNZJuA0W7N0mlEmJuA1muvYew2u1o4jREzt+DI6WVpztA5IQQomY9q17cfeGjyESCYgblYNQJMJrGlo7S5+XQffRxgiidRLteypJLMuna/dRYkflgn+AdIjkMmLHlyLXa+jYsgfvKVEeRWIcs25dyqaXvyXgDRNCp8nOlpe/ZeKV81BGa4keO4pgMEhffSeaOD0SuTTcDODz0vj1D/0F73E5GWjzs7GfIp8Q8PjweQNIVAp8Dtfga8pJw1w/YDzsMlqIG5lNz5HBgq1iuRRlrA7vKTViqhgtIY+bzkMVTLpuEUe+3I6tK3xP5ToVI8+egrGqcRCxSp0yCrFMQsyUEkRKOQG7E3tVc78SvjxKi9vlQa5W4DQPHZlT6lRIFZFaczK1nMX3LkejV2KsqCcuSUtUchQK7WgOdpnwnXIeyhgthWdOoulIYwTR6r93/gC7PtvGhLMmUvn+GuTRWpbedQ5fPL0Cv3eAvIeCIbpq2rni/gsJBAJ4XF72bixHIhFhau1h8vVL+Oi3H0bUZtmNNur211IwsZDqIXS9piyfxqbPtmDsMmHptUQQ3FPhtDmRnjDITspKJC4pjudefZRnfvsy1m5LP9FSaVWMnlfK/Tc/1i8pEQqF2L11P7VVDfz2qXvZ+MZqALRxOpb95lKikqIJBIL4PGFLppi4KK645gLmLZzJ2tWb8bg9zJwzmbS0FBKS/nU1OXXVjf2F+MFgkD889RoxcdHMmjuV/FnZLF2+ICKK1tdjoLW5I4JonYpP3/2a0WOL8XnDYqg1xwee7ddefI8HH7mds89fNCzhMpss7N9zmJefe5PmhjYyslO57b7rGDexFP0/YcH0r4LVasPQaxx2fW1VPdm5GX/3/jrauvj0r1/z/Zc/ECLE0mULuPDyc/7uOjzvjz+0fgTbT0TYT+Pvx2mydRoRsBtsbHj120FF0y2HG0gsSCXUa4pIIdnaezn+5VZGX7EAiU6HLEpPKBjC3duLRBv+ypbooujcOfSXE4Chqgnl9FLqvljfv8xrsWNpbCdjwRT8DideswWxWoXbbEcRG40iNgplQiwiuZyUhFgATFUN0DRYPyuqpIDD7wwvydFVXkPWoum4eo0IVQqUiXEIpVJ0+dm4zQ56G46hy81CrFIQ9PmxNbbg7OxBKBZTMHs0lWsP9O8rOjMBXVIMFd/vpquqmYmXzUWvk2E4fAy/y4NRpSC2tJD48SX07D1M0OfHXFWPNEqPz+VDHR+FvScsH1C1ag+lF8yibdNufPYBwqVKiSdhUgldLd3EzJ2EyOcj6A+SOXssLoMVW/uA5phYLqVw2Sz6KhrInzaS6i3hDsiCmaOwHK/H1W2gd3c5xQvKEKuUhEIhBIIwaTIeDU+cQrEIeayO1Ckl+Ahx/GgdH7z+Be0tXaRlpXD5decQjQDTwSriJo5kx1c7KJpVwvYPhp5ER84ejUwlJ7M0h47qNtQxWqJSYgiYzVR+vWHguahoQB6rY/K1C9n26reIZVIKFo5HlhzD4R1H8XUN7yvafryFppFpZJ41jboVGzEeq2fk7BIOrT3YP2bqhTPRxWgo/2QL9j4rMrWcCQvGIRSJSC3Lpa68flARPMC2FVu5+DeXEpMay4HV+/A4Peji9cy8dDYdzd3UHwqTAq9naNX8k9BGa8kZnc0Zl5yB2+uhYV8N9/3qFg6vPdQ/Zuz8MXz87pf9ROtUGHqM1De0EJMai6GtD2uvhd2fbWX0WRPZunoXVYfrSM5IZOH5c8jISSU2PpoorQ6P20tiWjwxCdHoYwbbBv2z2LBmcM2godfIFx9/h1AoZPa8af1ky+3y8NarHzJy9Ihh9+f1+hCJRHzw1mcRROskfv/Yn5g0bdyQZMvj8fD1ilX84anX+pc11DZzz42/5p5f3sTFVy6LSGX+OyGV/nTUSaP92x2mJ9HZ3s3VF9xBZ/uAwPY7r33M6m838N7nL0dEEYc/nnpYqQ6AtPR/nY3TfzNOk63TwG530tfdR01VPWpLaNjutGM/HGDW5XOwNEWmf9wmG16HB1l0LPbWDoRiIZrsbIQyGYqEBILB0E+qiAuEQuxtPYNXhEJ0bDtI2qyx9O0/REzZSOpW7SH/3Fn4bHYkShles5FQIIA8Lo640QUYjzcQOEXYUpmagNlsI+gLIJSISRqTR3ROCsFAgK5D9RhqWgl4/QT9ATxmK8qEGERqbbgL0+VFlRwLhGjbeQSXwYJYKSehrICUeYWEQqAJQUJBGgKxCAihitJQ/vk2uiqbyZ0xCoHTTvcpE4XP4aJzRznxY4vQZKViawxHp7xGM4ZWM0XnTqf2h32YGjtx9lk48vkWxlw+H4IBPGYbYpUCn8ONqb2XIwdr+OQv35CYFs+Nv7oSsc1Fwuhc0qeX4jSYkaqUSNQygoEQccVZJJaKyZ0ygq6adqJSYjDuDau/e612unaESYhEoyJqRA4ShZzMRZNBKMRtceIw2ghKpTicbl5++h3MBguxCdHMmjcRoVCIJCGGwsuXcHRHBZlF6aSPzGDKRTPZtSLSoHzqxbNRaBXY+qx88cKXKNQK3A4PFz2wnJbNA6S1/9nqs2BraidzSjFJJTl4Q0H+cPcrFE8sJCVm+EJipVaJqddMxb7jjCvOou9oPYUXzUOhVaGO1iAUCvDZ3ex4d13/Nh67mwNfbMfWa2bkgrH88M7QXXxBf4Cvn/+Ci397Bfq0WKQyCUnZSbTWtBGXFseVj1yOKlqNXC5DoVbgsg+OTCq1SmQKKctvO5f2ti5eee5tmupbKS4tZMm82f3j4jPiqXijetD2J1F+8BiTMgowtPWhS4wiqSyL+y59FO+Jv4Fj+46z7ovN3P27mxg3s4zEtH/Od/HvQVS0fth1KrUyQjy1u7OHzz76jglTxv7kPnVRWr75fM2w69et2kxO/lWDlvf1GHnl+beH3OaV599m3uJZpKQl/eSx/7egj9IzfnIZ+3YN7mRXqhRk5vx99m3BYJAfVm2OIFon0dXRww+rNnP5tef/zeL2+IRYbrvvOp5+5MVB6869YPH/SOPtNAZwmmz9l8NutfPNF2v5/aMvMWveVJaWThx2rMvqRDREZ5MiRksoEESsVaPKzCCEAL8vSLDPgiIlBWtVFXEjs3F09g253/jR+fSVDxb3hDA5EcpkJM6YRCAAjm4joWAAoSCA+ehAp56rowOxWk3BRYuo/nQNQrGIhHHFyOOi8Xj9pE4pJrE4E3dnB562egQiEWll6WRMH0XAFyTo9+O1OWjfGp7whVIJHqsdTXoyjWsGCvb9Tjduix1rl5nKb3cgEosYdeEczA3t9FU2IdWqGDFnNGXLpwHQtmFwsT9A76Fqcs6e3U+2rA3NZEyfyP53fyBj6khy5owh6A8gVclxm6w0rN6JSCbB7/T0RxZHTihmxsJJbF2zmydu+wNPv/swLev2npBLUJFQmo9ILqVpyyFcJhuapBgypo4kJkZOdFYCnrY4rA0Dqcioohxk8XHUbijH0rYdhU5F+tSRCKQSdr67DpFMTO7Ukbzw9qNs27CXMaPy6dpVieGHQzij1EjnjaNobB71K3fQ2NBK/Mgcrn/5Vqp2HSfoD5A1Lh+Xw4Wly4xIKSO9KJ2skVkodSrcHUOQ7RMwHm+k4OKF7Pl4M/4YNW6nm2O7K5n+2DUc33J0yG0KZ5Xw3Wcb6GnrYc7CCfQerkOpUdBV2YKtx8wZty5lw4pvhty2ZusxSpZMICYllroh/B8BdAl63C4PPe09jJs7DqVWidftpXLvcUbPK+XDD75EIBSw6KYlfPX8FxF1WwKhgKU3LeW7V75l8vkzaG5so6k+THzbmjsomVZMRl4qXo8PsTxcZ9TW0jnkecTGRvenKovnj+HtFz7pJ1onEQqFePnRt/jjZ08Snxw77H0+FXarA1OfmarDtUikEgpKcomK0SH/iTrChWfN4S9/en/IdRdcdnZEvZTFYsPr8WIymEhKSRiSMBSPLoBQCOcQafSTMJuHjm6aDGY8w0QWPR4vRoP5P0a2dHoNj/zuPq658E56ugfeiRKphD++8STx8X/fb2S12Fj19fph16/6eh1nn7cQfdRPRy/FEjGLzz4DfZSWPz37Bu2tXURF67jqxotZunwBGu2/pqbvvx2nydZ/OTrau/n9oy8B4ZoL7dlLYLAEEQAJeSk4ewZqDcRKGUXnzkAoCILHgdMrofrbHXht4W4teZSG4gvmoM7KIhgIoUqKHUS41CnxqJNiaN84fEpIIBbh6unFYfGQMnkUEqWMviODvwr9djvO9jZyzz0DAQJa1u/Aa7YhlEnJXT6P3l27+wvoQ4EAztYWxGoV0WPG4LO76C2vQpkQQ8q0MkRyGQiFVH64OuIYIrkUfU46+98Oa7CVXrukv/A/dXIx0dlJ9B6owNVnRqZTEz+mkKDXR9fuSAkHsVyKUCYlbsJoPAYTEo0asVTC5NvPpWV3JT2VTUiUMpJG51C7chtBn7/fTPskDPuPs+DcGWxds5uAP8DKT9ezaPYYvEYrUq0an9dP9XsDUQGPxUFfdQujLpxD585ykqeU9ZMtRXw0Iq2O/e+u7R/vMtupXrmbpDF5zL3zHCQSIfaWDtwVdcybUYbH5cPeYyHg82PvMVP+4XoyphSjz06hY28lLdsO0X24lhEXzcXj8CCRiOizOjny1Q4W3b2M7PQ4+vYdRzwiHZl++Ek84PMTDASQKKQ01Ie7Pz0uL8f2VzPhvGns/TxSB61wWhEpI9JISk+gs7kLgViMWC7F2mulp64DbYIesVSMzzV8mq+7toPRc8vY+92eITsvxy4ez5ZvtnPhnctRapTUHKxl1/e7KTtrLN9+vZbxE0rx+fwcq63hgt9cTPX24/S29JCYlcikMyex7bOtdDd2IRDBjs1hH9bScSO5/tZLWf/eeurL65DKZZSdUcbTf3qYmy9/ANsQ4roz50xiy5/CKXJFtJqO5sEdnhDW6upu6/m7yJbFaOWj175g9YqBlK5QKOCmX17F9IVTUKmH9n5NSIzjvodv4bknXo1YPqI4j4uuOBexZGC68Xi8iCVi3njlAx5+4h4ef/B5jAZz//rk1ARuvPtKqiprefy5h/B6fdTVNPL9lz9ECMbOmjs14lh9PYZhCdipkEj+s1NfelYqH3z9KhVHqtm/5zCZWalMmTWRhMTYiPv0UxCKhMh/IhUqk8sQiv4+yQZ9lI7FZ89l/ORSPG4fEon4Zy+/8e/GabL1X4agz08oEAj7HYrFfPXpQC1TW0sHPpkATawO24+LyQUw4bxpNHx7QpBSIKDk4rlYq47jd7qJHlPGobdXRUhDuE02Dr75HeNvPgeBMET+2TOwtffSezScVosvzUeVEA2EEIrFBH+sIg9IdWqCHg+azDRch2sIEsTVOfSEAuDu7kKVmkL9VxvxO8NfxLqsVGz1Q9j5EDbDDjjsmOs6UCXHkzq9DJ/DRcfmvcRPKsXniCxwjinMomVXBQBR2UnY2rpxm2xEZSejTYyiadXAxO/qM9P8w24SJ40ifvxIevaFRV8Tp5QhlEhoXLcPdXIc6tRUGjYcwNq2i9xFk0gbkwvBIBBCJBYw8srFONp7cfaZ6a1o7C9GDwWDiPwBZHIpHreX2mONnHnWNHwtXSSNG8HRTzehiNbiMp4y+YSgZtUeis6ejNdqJ++ixbRu2EVsWREHP9485D1VR2sImk20HhyouzPXtSCL0jL+qvns/POAuGnzrgom33QWHfsqIRSWiug5Uk99RRspIzNIHpnFjKvm07jtGPHFmehzU5DKZSjlInoP1Qx5fG1mEn2N3URnJpAsE3OAQwCsX7GJaUsmc9YvL6SnvpNQIEjuuHx6a9rY9cp3jBmXx3k3LEUiFZOzeDJHtx4lOj2OMedPx/1THZWErX72f7md8x66gG9e+ArvifFCsYhJy6eiitNh7Dbh9/rpa+1FrpBx8S8voqejlzR1Ahvf2YRYKqZs1mi8fh8t7j6u+tVFqDVqVjz9CfUH6xAIBGijNIglYjRaFTfcdimfPvFxv2SGx+lm93e7aDzawFMv/orbr/5l//kJhULufOh62vbXE/SHyeBQdV2nwuf9ac/Ckzi2/3gE0QrvO8SrT7xD/sgcsgszh9xOo1Vz7oVLmDJzAqu/3YDZaGHuohnk5GcRnxBJ8prrW1h45hy+/+oHfv/YS9z18I24XR66O3rIzElnxMg8Ko/V4HJ5+ODtzzH0mhhVNoKn/vgrVnzwDds27qZoVAE5eeFCcr/PT8XRah6+5ymaG9t49Pf3k5gcT9cQEdPE5PhhJSW8Xi99PUZamtpwuzxk52UQHRP1d3U9/qNITE4gMTmBMxbO+Ke212o1XHL1csr3Dx3dvfTq89D+A/VfAHF/Z1Tt74Hb5aav10hPdx9SqZTYuGjiEmL+awncabL1X4KA14vPasNSXYvf5UIWpUdbWEBPd6S2yiO/eo4//ukxWrYdp/VQA6FgiKjUWCYun4ZUKiYqO4XuI7XEFKThNfThs9pRZ2fSurtikAYXQCgQpPNgLXEFSXi6uwlYLCSMTAXAb+qGOA3unj7SzphI89rIkJpAJCR93mSkOjXVn67FZ3WgSUskmDR8J1EoECAUop9oAaiS43A2Nwy7jbO9k6iCTKILsxAIBbiaOlBnJCMUD/7zkGpV2A+F2/VjslPoO6FRlTqxiLZNe4fcf/feY4y4YinazFR8ThfW9j5UsQqSxhfh9/oofyccJUufOgpNgh6/zYbpyHHEGhWxpcWYjtbg7O5FJJOSObMUn8dPw9rdEAqFvRxP3PfY+Ci8Rivpc8YRCoRIGJ2LUCxCkxBFx4Fquk90KnqsDkQKOc4eI22HGilaNgOvyzukLZFIKiY2N5nmVYOLnz0mK462ThKKM+g+KfUQGhBDPUlUTbUtpI3KZudHm7jwmVy8/gAGi5NNT37SL6h5zgPno0qMxdEVGfkUiISkTC3F0GnG3m0mb1QWIrGIgD9MSLav3MWOVbtJzkrk7GuXcHzNPggEyZkxClVaLN/+dS29nQbyRmZTOrsEmULGOw+/w8zzZxCXnUhvw2DiLtcqCfgDuG1udFFqLvzFBXhcXgL+AGq9mmAoSEgq4or7L2Lz++uo21eDRCbhrAcu4N1H/orzlBqtLV9so3p/DdMumkZ7RzcFBWpKFoyhaM4oXFYXYpGYBWfNJicvk33f7RmkTZZVkk3Z3DHExkaz4oc3qaqoxePxMrKsEFNDD1vXhevKJHIpGp2a6Dg9xl7z4N9RLCIqToff54+InPR1G+lq76G3s4/k9ESiYvV89ta3g7Y/iVUrNnDzL69CKBLSd0KXyePx4nZ7EIvFREXryM3P4vb7rht2HwCZuenoorR43B7Wrd7CA7c9RnRsFGMnlDBmwige/8UfuO72y3jgtsf6t9m+aQ+7tu7n93/6DROmlLHwzDOIO0Hi2ts6ue6iu/pTh++9sYKHHr2DX9z1JK5T3gUKpYLn//xb4hMHk4q+XiOHD1bwyzufwOUKP7sCgYArb7iQq2+6+Cdr0v5TGDuhhCkzJ7BzS+S7Z8qM8YyZUPIfOiswm6x89uG3/PmP7/Qbk0dF63juz49ROmYkkr/RJPBzxGmy9TOE3x+gt7sPu92BTCYlNkaPr7sH87GBuii/3YHHbGHOvKmsW7W5f3lvj4Hrr7mfc5cv4sy7lhKl1iBTSKn6bBPZc0rJmFpIxvRRiCQinB0dpJwxDQSgTksmcXQu9T/sGySxYG3rITYvCaFETCgUxN3VhVilRF9chM9hR56QgKPLQPbZszFVN+G12lEmxBKVn46juQmhKBPfCSLg6jMjiy7B1dE+5LVLdLpB4p6hQBCBSAS+oVucBSIhxuONKGL1SFQKtNlp+BxOxCo52oxErKekZrw2J6o4PU5D2C5GeOIrTSgRERimRiQUDOG1OXB5/IiUCuRpCZgq6tEkx1G/PlwjJpZLSZlcRMDuoHvPEYQyKTGji2hZtyNCa8zVY0CTmUra9FLadx/F5Qv0d8wtvWguifmp1G8sp+PAQJRIIBSQv2giIpmEjn0n5AqEIlQpCTh/OIjX5R22gSEmJwX7MPVCAOaaZlLHlwyQLUAklfRHW8LHD/tmhoIhjK29mHvMHNt0mKjkGLwuD7Y+K6te/oYLH7kMd0c3PeXVBDw+tBmJxJQWcmj1AQpmlVD3RQ3io41c+/DlfPD8pzhtrv7rm7xoAilp8SgDQSwdBhQaBSKRELFExILzZpGYlhCuORSJWHbnMnZ+u4P5l81n59trcZoG0lJimYQzbj8LQ4+JaZfMZtMLXxD0BxCKRQiEgrDMhwAW/vpSutp7SSnNInN8PgSCbP5qawTROomu5m5UYgXJKYn89e3PeP/NFdisdlLSkrj93mspLikkPi6aL55aMXDPBALOuv1s+rpNfPryl9jMdvRxes66djHjZ5eh0atJTkkkc1Q2fo8PsUyCUq/ihl9dye/vfmmQttfSyxbw/SfruPCGc4hPChON1sZ2fnH9E/R2DXxw3f/UrZgMQ0uoAPR29mG12Fi3ajPNTW1kZqfz+ovv9dcelY0bxaPPPEBWTvqw+3A6XSiVCiqPVDNz7lTOuWAxLqcbmUJGS2MbD9/1NCajheb6VtIzU2hpGvhbDwQCfPr+V/z2uYcw9BmpqqglITmevh4DUpm0n2w11jXz1qsf8tyrj1JzvIGGuiZGlY5g2qyJJCZHakYZDWb27ypHq9dw702/iYgQhkIh3n39E0aOLmT+ktn8/4bY+BieeO4h6moa+fyj7wiF4LxLlpJXkEVsfMx/7LwO7j3Mn56NFLQ1GS3cdPn9fLXuXdIzU/9DZ/afw2my9TOD2WRh5dfrePUP72Cz2hEIBHy/7h2ClYOlF/w2O6NGFJCcmkhH2wChcDpcfPrRN5x9wSIqvt5OwZwy1InRyBRCrJWVaPILECm1iCRCzBUDIWyhTMbIC2dT+cVW7F0DtV3qxGjk0VqEQh1CqQyxSolYIcd05BDq7DwaV27DY7IiEIvQZaehTIgJ2+2EQnhNJuRxsSRNGU33vgp0OakIpTIkGg0+2490uwQCNLm5eH9kpWKuayEqNxl7Y+OQ90yekAgyBz1HaojKz0QpjkKqVUMoRM6iqfQcqaNz7zGC/gDG4w1kzJ9Cb1UzPZVNZM8qJaksF1WcnrRZY+k5XINnCD2xkEDIW7/7mJ7WXiRSCePnjWHR6AJcJ21lLpyDo70XV2s4UqbNycBwpGqwQTdga2ojec4UEmeM5YP3ViEUCbnwurNIjNNjbOiMIFoQJnvVK3cz9upFdJXXIo/SYG3vQyASossKFwl3VzYRlZmI6UedpkKxcMj07kkEfb5+wglhoiWVSyOIZ2xRNke2h5+/ECEkSjnzbz+LroYulFoV0UlRyBVSmvfX4jLbSZ84GrlWiUQp5/Dq/TTsOk7D7irm3HE2Hz/2AV6Xh2sevJQAIXxeH1GxemLj9Wx76asIg2mhWMTCG8+kt9PIioff69fYUsdomHPtQo5sP8qkq+bhtjgwt/WhitGSPjqb3z7wR5x2J9fdfSnJZTm07ash6A+g0KuJKUogZVweW9fvY8Vb3+I+Qezve/pWKvYO1t06iYObDiEUQlxcTH/NUXtrJw/d9QQPPXoHs2ZORq6U4zihGzZ+8QRqjzawfeXu/n2Ye828//RHnHPDUuZdNBuJVII2TofX68PldBEMhYhLjOGB52/nhy8201LXRmxiNHPPnUlHSxcbvt7C/GWziE+KxdBr4je3PB1BtACOH64hf1QOezYN7gwFKJ00km8+X8NH737B3Q/dxIN3/DZiffn+o1x9wR18/O1rJKUMrfPU0tjG5ctu5Z1PX+TeGx4hEAiy9Lz5jB5bTEpqIgvPnsP3X6xj385yRpUVRZCtmLhorrnlUm656kEa65r7lxeNKuDpl37NA7c9hsMefgaOHjrOrVc9yOx503j8+YfQ6gZSaoY+E06HE4FAwL7dh/jh+81kZKUOm4p97Y/vMW5S6f+Xivax8THExscwblIZEHYN+E/C0Gfi1RfeGXKdz+tj7febuf62y/7NZ/Wfx2my9TNCMBhk/Zqt/P7RP/Uv0+o0BJxOBEOk+ACEzc288eEf+PML77Bm5Sb8Pj+lY4u598Eb0DpszLxtadgzcEQqvbv3EPT5kKgV+Kxm3N2RE3PQ48HRUE3+mZM5+Ga4FkwoFZM1ZwzGg4fwWsJfzDFjSzFXHkMoleIxO/CYwjVFIX8AV6+RgFuF1+ag53AN+vQ0fFYbICB76UwkagXOrh5Umdn4LCacHR2E/H4kOj3avFyCQRDJZEjUSnwnXrqO9m7iSgsRazX4rZFESJmSgkAsoedQFXFlxeFi7+Y2rHVN4RovgQBNZgqjrl5Kd3k1EpUCuV7NyOUzCAWCKLUyTMcaaa6pRqbXkja9FHu3ia49A6bcIrmUnm4TPa1h/Suf18fOlXuYumA8AKr4KHx2B3KdCq8lfC/kMdH0lg+vTeY1W5AlxDBv+WyuvvcSTOXVKLRKqr8fuvsRoPtYI7FFmaROGEHHoVp6jrcw5or5VH63E2uHgbGXz6P8w/V4T4nOmFt7yZk+ElPV0ERVm5lMX31Y20wgFFBy/kzadg9cuzophvhR2eQjxGm2E52ewMbnP6fplEiYWCrmwgcuwNzeR09VK60Hwh2AAoGAqTcsoaemHbvBSsvBOnLG5VG3t5qVNV8iFIsQCoVMXjaV1g3lEUQLwhINu99cRcklZ0SImabkp6JQSCkqzcXa1ktUejwut5cDW48QnZtIbUU45fzYXc/z6Av3oGszkDe3DK8/QH15PfYD9eSUZHDWxfNZcSLlZuo1I/0pD0KFlKO7KskdncPv//gbGuqbWb9mC/W1Tfz5j+8yZep4yuaOYfsJk+6CiYW89MBrQ+5r1XtrGD19JAq1AoPRxAdvfU5ddQNnn7+InOxM/vjr15ixaAojJxRiMVr58JXP6OsOf/ycFF8w9proaI3sANTo1EyaNQ59jI792w71p2pPXT9+RhlLZl/Cbfddy/GKWi68/GyaG9vZs+NAfzTN2GfiwN4jnHnuYLLldrl5688f4fP6OHr4OPlFudx8z5UcPXCc9Su3snvrAUaPLebJF3/Jwb1HGD22mA2rt+I+YX913S2X8ocn/xxBtAAqj1bz/hufcvGVy3jzlQ8i1rlcboRCIX5/ALvNwfFjNTzz2J+or21CJpOyYOkcbrjjcj7969fD/n5dnT0/WfPmcDhxuzwolQoUP+X88L+IoUiW0+FEIBSiUPz7zsnv89PaPFjv8CSqKmoIBoP/dX6Lp8nWzwg93X2DtGVCoRACBMNsEZY4UAZ83HzhfK6/7jxCoRBijweR3U5UcT7mY0fxO53oi0cS9IajFWKZHEvV0EQg5PcjxI88SoPX7mLMtUuwVFf3Ey04kWbyepHHJ2BqCP9RKmKjSJlRRtDtxu9yIlYqEcmViJRy/BYzcoWKhpXbyDtnNqaKahKmTMDY2EtUThYCsQhnl5GqT9cROzIXRGLSFkyjY/Ne3Cc6nFrW7yRz8UwEBHF1diIQi5Hoowl4ArRtO0jChBI6D9YSlazFUn2KgGIohK2xDb/LgyYzg849x+jYfoiUGWOQKIV079jXP9RjstC96wCxpSPRZaVgaWxHIBSSOGs8H7/2/aB7dXRPFYm5KWiTY7E0tKObPRaJWoXvZLeVQDBkHRyAz+NHJZEQ77Kh1+QgGZEFAkEEUfoxPHYXeQsnULt2HzG5KbTuPo5IIqGvJtyReOSzLZScPwunyRquK4vTE5efhkQpRZkQg/NH9X1CsZiE8aOo2VBOzpwyUsry8DndiGUSonNTicpLA6mU1U9+hEKnZuHdy6jaW03J9JHMu2Q2BEM47C62frWTlW+s4rJfXoLLZMPWbT5x60NUrtlH4ZzR7P9sG8aWHmIzEqgjrDsV9AcIEiCjOINdW4Y27PZ7fOD3I1PJ8Dg8jJxdQlp+Kltf/iZC/yt1TC6Lrl6AyRJJxv/6ly/51ZO38f3L39FROxBhObBqL2WLxnHh9efw6Rtfs2vTfsbNKWXtB0O34k9bOgWVVsnutfs4tqcSmVzGfXffTMaINExGC16fj4lLJtJ4pIGuxi6cdtew1ktejw+r0YbBZObg/iNMmzWBSdPGotNr6eszIpaIWb1i8HkoVHL0sXoAbBZ7xLpxU0dz9R0Xs/KDH5DKpPziuTt4/0+f0XLCpWDkuBHc/Mur6OruYfFZZzB9xiTWfL4RZ7ebsaNHc/0tl7F100462rs5Ul7J7u0HOPPc+YPOwel0U1cVJrPtrV3c/5tb2LBmO8cOHicqRscjz97Hvp2H+PWdT/Pax8/w3JN/5tFnHuj3EUxNT6a2euj6yz07DnLZNecPWn73L26ko62LH1ZuJq8wm/tvfbR/ncfj5dvP11BdWceDj9w+rJRCYXHekCTKbnPQWN/CG396n6bGNvJH5HDdLZeSnpWKUjl01+a/A92dvezbXc7XK1YhkUi4+MplFI0qIDb+p02uHQ4nLqcbhUKG6p/0zJTKpGTnZlBxZOhI7+gxI//riBacJls/K7hdnkE2EFaLDWcgiFIoPNHhFglFYgKutg58Pb1AuDbHD8ROm4j5eGV/Givk9yOSy8LyAwIIDVP/BCAgwMiLz0AAyLRKzAfDETCRTIYyLQ1EEjR5IxDJpYg77Uh1GtJmj8NccSwibSYQi4mdMA5pTDRBt5vCC+fjtTnQFeTQffA45rpWjJXhF69UpyZ+zAhkOg3yGD0Bn4/ESSMRSmQgECIUCXEbDAR9XuRpGQiEAiz1bShi9IhkUox1HSSWZNO7e/+Q1+Tq6iWubGS/dY46MZrOLUNHkYwVVSTNnII8Rk/UiCz++sLnNFW2oI/TEZMUg91sp7ulh63f7uRXf7kHQSiI22yjetUeMsblYiw/iqunF3VqIvbWoeulxHo9B1bvo2RKAc27KmjadoQpdy5Hn5FAT0XTkNvE5KXgtbvQpsYhlIgRK2QIhANE3NFnYe9bq9AkRjHqsvk4uvrY8+qXiKQSRl8yF3WvAVN1U9hUPCOZmOI8mrcfQROnJSY3jdrN5YgkEqJy0+mta+fwqv1Yu8Nq+D6XkcNfbaf0nClUfLGFyq2HAJBplJx15Vx8IiEN5XUULJqAOkrN0a93YmjswtjczYiF44CwSbXzlCJ+kVhE4bRilFrlkNd7En5X2LbG7/FTNH0UW//09aAxbQfrSC7KQJGg5Ze/u50De46yafUO1BoV1ftqIojWSZSv3s/ZD56HXCmn8mA1Z1+6kIwR6TQfjzT2nrRwAkq1ghfvfRWrcYDMNR1vZsS4AuZddgZBfwBfIMDyu5bT09KDXPfT1yRTyPC5nEycPJbXXnqXnVv28qe3n+bD9z7nijsv4NXfvt3ffADhKOE1915K9AmyFZcwUM+TkpHEuZcs5vHrnyVwomO37mg9i5bNIaMgjUAoSExcFKmZyThcTqZMmcADVzzWH8k6sreCdV9u5pcv3Mm6H7Zy891Xk5U9dM2WQiEnpyCLnu4+zj5vEbdc+mC/px/A6q83cu3tlzL9jIms/XYzQpGAjrYuRozMp762CacjHL0Ui0X4/YO7i72nvJfEYhFP/+k31FY18PC9v+PeX93M6y++N+R5VVfW4fF4SUlLon2Iv7k7Hrg+Ig0J4c7FjT9s5+F7nupf1lTfwrqVm3nxzSeZPnvSf6Tzrquzh1uvfDCClO7Yspfpcybz2O/vH7KWy+lw0ljfyl/+9D61VQ1kZKVx452Xk5OX9Q/rbEVF67jjgeu58bJ7B61TKBXMWTDtH7+onwFOk62fEaRSCXK5rD/kfhJvv7mCO2+4gEBTEwgESNQqQqEQfqcLUVQMGM0R4yVqFQGvB6FEgjwpGbFKhUAiIbp0NG6DiYDbjVAqI+gdun1eotEgEIsRSqT4HG7ESiWqrAxEchUtmw9gb9+FUCwidmQuieOK0KTFY62pHlSfFPL7MZYfJrpsNOaqKkJeL2KVCk1+Ic0bB2xX9Hnp6HMzaNtxGGePEYFIRFxxNsmTRyGWS/AYDHgsTiRqFWJNAn6bA3trG0GnEx8+kicU03GkKRxIGsrI+gQ8Vhs5Z86geePe8LkOE3UK+vwEA0G6a9ohNpretl5uevxq9FFqRKEQiIS4vQGMfRZ6DlXj7DKSNHkUPRVNxOQko8nLxtbYStKsKbh6DIMK79W5WdTsq6VqRyWlc8to2HyIsVctpG3bYdInFdN7vHlQVESilKOK1dO6/ShZc8rwubyMu3oRYrmUmNxkDHUDYX9btwmf203HrgoIhX0aD76zmuicFHLmToRgiO6jDRx4cyWBE51GTRvLGXHeLMQqJZtf/pqA109sTjLjzyhDIpdgaO4hrTSH/W98H442nbynNieHP1zH+BuWklmUjqWlG4fbw6Qr51K79Sh1W4/1T+qjFo8nGArhcXtxmB3MuWIu9TsqsPZYkGmUeGyRacSTUMZqcVocZJXl0Hl06HQowPF1Bxlz3jTaVx9gdHEGi1//FT29JvZ+uG3YbRr311IyoYi9mw+y4s1vuP3X19JW30HFnuNIZBJGTx2JUCBkw+dbIohW/zH3VzNhwTheeuYtbrj7cmTuEIdX7+eMGxejj9NjHqKzMCUnmWAoyKHdx7DbHVx/y+X0dPWx5rsNxCfE8v1363jwD3ewfc1u2hs7SUiLZ8aiyUTF6XHYXeiiNOhjdEyaNY7dm/dz9iUL+fSVr/qJFkB3Wy8fv/Q5AoGA25+9ka8/X81t912LRqXmvRc+GVSA73F5eOP3HzD97Ek8+sAzFJcU8Mc3niQhMS5inEIp59qbLyExMZ7X/vAeJqMFrU7N8suXUlCcg9frQywWM3nmOJ75zctMmzeB1d9s4KobLwJgxKh8XnrzKVxON2qtin27yvng7c+ZNHUsS86dR0ZWKp+teRuP20N0jJ5QKMTZZ1wBQFJKInU1w//+u7fv53d//BVP/vqPVFfWARAXH8OvnribvMLsQeP7eow8+as/DFoeCoV49IFn+OT7NwYV4/9vIxgMsvrbDUNG/7Zt3EVVZR3TfkS2AoEAu7Yf4J4bf93/u7a1dLBjyx4efeYBlpwzD9lPpMiHQnFJAY8+8wDPPf5Kvw1Qanoyz77yyN9lIfRzxGmy9TNCbHw0yy9Zyodvfx6xfO3KLaSlJXPDTRcR9Hhxm2xItWrESjkuuxt1Xi6y6CgCTheOtnbEajVilQpVajpilRKP0YjH0IdQKkVfOAJ7SyvK1FTsDYP9yoRSKSK5AuPB/Yg1GtQZWcROnYjX7OD4h6v6SUDQH8Da3IkyToc+L52gw4LL7R5EYAIuFwGPD01uAZ7uDjwGAwHXwDiJRoU+L4OaLzf1bxMKBOg5Uouto5echRORarUEvB4QCPAZzRjKB1JOPosVR1s7SVMnhX0WZ0/GY7ZgrmrA74ostBdKJNR9t4WcJdMRCIbxNDoBgVCAMjORXruVW393AxKCONvacRtNiOQytOlpxIzMoPabbYSCQewnamqOf7uT1AmFpIwrIxgKETt9Eq6OLnwGI0KpBFlKMq01nez6cie6eD1Ok434ogy8Zht9x5sI+gOUXjaf2h/29TcpROemkD2rjOrvduDsNWPrMlB41jRadxwhbWYZI5ZMYvdr3w2QoBCIRCJCgchIqKmxg6CvtF+q4sdoXL+fkssWEAqGmH7DElxGC207juBzuonOSUGmkpE8Jo+WXZUIRUJkWhV+jxef00P9hgPo0xNoPEGia1fvYfTFZ6CO0dFcXs+486djbOggNj+VSedMQSSV0HqonpbyesztBgoXjufwZ1sGnVP6hEKajjQRCoaQqeTDEjIAt9VBQCFm/PWLOP7VTg6+vY7ZD1zAdveGYbfxunxceO1ZTJxehtli48jWIxzdcpT0onQC/gBfv/gVi69fwuHtR4bdR+WeKopHF/Dsr1/htc+fZedHm9n2/nqufOBi/vLYuxF2P5ooDctuOos/3P8qE+aMJeALUFvZwE13XskDtz3GC395gkfu/z3bNu1i0bI5iERibDYbGzfuIDc7mxcf+Qs3P3QVucU53PGb64hNjCZvRBbV+2px2ByDCGEoFKKruadfCqG3qw+vx0fZlFFMWzARmUJGb0cfP3y5mbbGDlJTwz56FUeq+f7LH7jqxov6ozth300BGVlpnHnuPK5ZdhfRsVE8/Pu7ee3Fd3n5D28CIJNJufiqZdxw9+Uc2HsYp9NFyZgigsEQ77z2CX29BioOV2E0mJm7aAYffvMaa7/byFO//iM2qx19lI7rbr2UM8+dz+HySmaeMZkl584nJTVxyI/Rk9DqNLzyh3dYuHQOt95zDXEJscTGRxOfEBthNXQSvT2G/vvyYxgNZjrauvji4+8oLM6jqKSApOT/fZJhNJj58uPBJQsnseKvXzN+ciky2YAYam+3gccefHYQgQb4/SMvMWnq2L/b1PoktDoNZy1bwORp4zAZzYglYqKi9cT9Bzsk/9M4TbZ+RpBKpVx908W0NLWxbeNAF5M+Ssf5Fy/FeKwWoUSMRKOhZcMe3EYLMq2ahAkjEcuk+IMOkmZOBYEAc1U12uxMLNXHCXrCLydVSirW+lqk2ihCAT+q9HQcbW396UmxWo02L5+gz49+9BiCHhdemwWJQEzblgMD0RaBgOxFU5CppXgMPZiPHUWm1xM7YRz25lb8Nht+x0C6KOj1UvvlJrIWT0Ps8eB32FGnJmBv6yZ2ZC7tu4YW9XP1mfH7ggisVgJuL/LYeLo2bx80LqasBJ/ZjKm5Bb/bg1SnJWnGeCx1LVjrw4W4Eo2KYCCITKvG1t5DVG4qIrmMwBAvbolWTTAQpE/op72yjbzURLq27SJ0StrD2dGNtiCHnEWTqfpsAxL5wJdj294q2vZWIdepSJ49loOrj5Ccn4zbYaH6g924TkgelMwfg621h9w5Y6j6PGz6bKxtxWWwUHT2VIKBIAFfAGtrN8c+2YDP6UYVrye+OAupUopYLsXRa0abHMukG5bQcbie3toOZGo5IqmEqIJ0bJ0DdVoyrQpHr4mo7CTiRmQiFAkx1LfTdyKS5jbbCYWCjL1wJh37j2OoG0i99VQ20VvdwoQbziJtykh8VicuoxWpWoFQKqFuw0FUcfr+8aFgkEMfrWfG/RehSYrB1m0AhZwPH/8I0wkSmVqYxhnXLmD/J5sxtPcx7op51Kw/iLXDgFyrJHd2KVFZidQfakAsFdPX0kv63FJaDgxtwROdlcj3366naGQBuQvG0XWonoDLQ+64PCqGswWaPIJjX+7E2m0ma0IBefNHUrGjgiMnDL8FAgHxmQlDTtYnIRAICBEiMzcdu8XBZc9dR/W2Cg5+vYu7n7+FxpoWupp7SEyPR6VX8dYzH2LqNbP20w3c+4fbePnpt3no6dtxudy8/tK7fPDZK2x47wdWPPIRyfkpZI7O4oLzl+INBIhJiOL4kRokEgkZuaksv3gx5ZsOkZ6SyMxFk3G53Pz1jyvwnCL6KhILmTwt7GEYCAS553c3c/DgER779XPYrHZy8jK57pbLaDjWFBFR/eT9r5i/ZBYmo4WvPlmJ0+li6fIFFBTlolKHTc9vvOcKnvrNCzQ3DthGeTxe3n39EzQaNZ3t3UydOQG33Y3D4qQwKQtfVCoXXXAOfSYjNTX1fPr+V3z5yUoKi/O46Ipz0GjVCIUiKo/VkF+YzbKLlvDWKx8RlxDDorPP4KtPB38siEQixk8u42h5JQqFnLzCbJJTE//m7/ZTMBrNvP5S2L4oOkbP25++SHZe5k9u8z9GKIT/J7qHfT7/oIC8yWjGbBpa7sPlctPT3fcPky0I2wAlpST810ayfozTZOtnhviEWJ54/hcYeo001LcQHaMnSq1FaHPgstnRZKRh6OhBnBSLQijA1WuiZd0u4spGEDcym569B4kqKoBAEK/Z1E+0AMRKJbbGOuTxCVirmpFo1OhHFIWNq4UC/A4nCIS0bd1PwOtFn5OGNiMZr82J9ZTOp/RZYxEEndgbB2pbnC4nrp5uokpKsbd1o8nNw9nZgaevl1BIgDo5jmAgiLZgBH6HjYyFUwh5/YSCQZTxUYCA7kM1GKsju5TM9W1oYmXIk8LaWT9OE+oKcnH19uHqGKjT8JrMGPYfJLq0BI/RjCw2Cn1hHqa6NtRpiagSY0EsJm58Gd0790XsUygRkzRjIjZvgJeef4tXX38C49HKCKJ1EtbqenTZGQR8fqRqJWK5FP8pvnZuiwOB24tSp2L3lzsjto3NiKdwyggEPj9StYLUaaORnaitcBktBLx+Dv91bf/kJxSLGHXRHESCILamVgwHjxGXk4I6PR5/IIRIIiahMI2MSUWI5VLq1u8nY0YpvUfrcRnCHZJCkYiYvFTw+zEcrSEYCBKVm0bGtUuo+GILLqMNoURMdEostd8N9nwKBYLUrNlN2vgRVH01IJIqVkgpvWoxIrmUKXedj9fuombNHqxtvXQdrUcerUOVEsfb978R8fXdVtXKiqc/5YIHL2TDC1/SeriREXNGM+biVMx9FmwmG2KTHYVKxnkPX0wI0MZoqV53cFDnokAgIH1GEU/c8AtS0g5w3UXnM3L+WMrXHWTKsmnU7KnG9yPPwbj0eGRScThdDFSuO0jj3mouvOd8XnvwL4SCIUpmldBU20LZzFK2fxf5G55E8eQR5PlyCNp9bPjLWpwWB5klmUy+YAZ+n5+v31tNVKyOnRv20tcVWZPZeLwZiVSCQilHJBJx2RXn8fFvPyAYCHLuLy+g/OAxvlm3Ce2efZx7yWI6Orr48rOVlE4YxfYvd7D2vQGz7X1r9pFWkMYtj17LCw+GLXdEIhEJafFk5qXS091HXHIMO3bs5b03Pu3/Leprm/jF3U/w22ceRKlVcvnV52Oz29m3+xBNDa3cetWD/cdY/e0GSsqKee7VRymbMAqpTBJBtE7Fu3/5hN/87j5yczMpX3+IjSsGIpe7V+8lpySLs29ezEVn3sCCM2czffYkXn7+rX7V+IKiXH791L18/elqpswcT0ZWGgqlnKqKOo4fG5BHEYlEPPfnxygsyuX5P//27xbcjIuPQaVW9ktNnIrY+GgctoEPRqPBzH23PMobH78Q4RH5r0bYdmceb7z81yHXn3vhkkEWP3+LNP5fLmbvaO/C0GOkqbGVhMQ4klISSE1P/pvX/L+B02TrZ4ioaD1R0XpyC8J1Bo3ltbg72pEU5bFpxwG+/iLsf3fueQspmzUO687D9B6qIiovDYlSiaunB3lCHJ6+MEESiMVocgv6X662+jr0xSNwdXVjPHyEUCCIPC4OVXo6TWt24jyhAu7s7EMkl4NAEI6cuT0IJWLUyTHYagYbT4cCAezNjXhd0LHjEJmLp6HNySKEgLjRuZgrqjCVe9DkZKASSejctrc/siQQCYkqKkAZq6dtx0CaUKKUI09IxGWyIVP+6CUqECCLjcG6ex9DwVpTR/KsSTh6LPRVNiKWSfDanFR9vhF1cixZCyaRvng29pYOfDY7Ur0WRWw0gUAQU6eRUaMK0KqVmPuMQ+4fwNVrQJ+ZRNu2g5RcfAZHP9mI75SogqmulWkXTGfE1BFUbKvA7/VTPHMUCTlJEAjhc7kJBoI0bDuG7cRErE2JpeyyeUg1SjwndJtGnD0VV1sbzlPsS9wGE6bj9STPnMihd77vJ2ba9ATyz5mB3WRnzDVL6DxUS/ehOgqWTKbuu204uweup/tgFcbqZoqWz6R+wwFkKgWd5UNHjgBMjV3kzCqLWOZ3eSl/eyUjzpvN0a93kH9GGSUXzCbg9SHTqehr6GLHii1Dpjlcdhdt1W3E5STRW9/Jno83U3r2ZI7uqKC7sQupQsZVz9+AAFj/yrd4HG5mX7uI42v303m8GUKgS45h9HnTeOnP72ExW/G4PaQUpmIz2pHKpNTsqODCX13MvlV7qT9Qi0QmYdSsEkrmlFGz6VDk+Vgc9FS1MnHxBHZ/v4fi6aN46eHXuevpW6jcexzjiYaBkxg1tRi1XsWhVVVU7x7o3qrYVkHV7iqu/t01+H1+qg/XDXk/g8EgKekJ1NU08tanf8Tda8faZ+XcX5zPL+7+HYbegeNtWb+L8y5bysw5k7EarRFE6yRaq1tpr26jaGwBlQequeL+i4lLiuGd1z9hzbcbEYlFzFs8i5feeorf3Pd0RHH7n198lxf//AR6u5RETTLLf7+YPrNp0DGOlFdwtLySBx+/jYa6ZkaMzI8gPydhs9pJTU/G7/RFEK2TaDjWhNlgQaNVs/jsudx1w8MRz0h1ZR03XnYvz77yKLdc+QAlZUU89uyDPPXCL+lo72bfrnK0Og2FxXmECItBy/8BiYS4+Bh++9xD3HfzIxHHFYlE3PPLm/nrmysixtfVNGIymv9XyZZYImb5xWfy7edr6O7qjVg+cepYysaNHLRNVIye+ITYCFPsk9Bo1f9nU3+tze384s4nOFI+MNckJMXx8ttPkz8i599OuAShod5gp/Fvg9VqRafTYbFY0GqHt6H5n8DWY8TYa+D++39PVUXkRFhYnMdzL/0ar82NSCElLk6PSCRAGAphb23Ba+hDX1IKwSBCsRjT0UPhDQUCokaWEPT5EAgEBPxQ99VGQoEA+rwM9LlpCASAQIipvh2BUEDXvko0aQkkjcnG1TH01yyApnAkIpEQj7EXr9mEUCRGHh+PQCSlZ/cBEqZNpGvHfkKhULh+6xTETxpL44YD/f6BJdedjaWlB3NdGxkzR9O3Zx9CsRhFUgIiRThdZjo2vJ5V4sxpmBs6MVTU43O5USfHEVOcQ/vuCtKnl9CxcTvy2GjESjk+uxOP0YxAJCR53ix6mzpIyEqmdfXGYfcfN6EMq82HQq3A3taFJikOgUSM02BBGaXF1WeidWs5IpkEXVYKEpWCxLEFfP7ohyi0SmZfM599r38X0XkGEJuXQtLILGpW7kKmVVJ87lS6tg1NKvWFOZg7TPQdH4gK6rKTMaqUBEMwamwBap0KR0cvdd8Otu0BSBg7gqSJRVibO3GYnFQNo/clEAmZctsy9r361cAyoYDYwgwyZpSCEJq3HqH7aD0SlZyMqaOIzk3FZrLT0djFuvfWDdJ/KphYSFJ8FHU7wp6Vc+9ZxqePf0QoGKRkbhlJozIIWl3s+WgzAJo4HWOWTkKfFI3P7cXaayFxRDq7dh/kd4+9SGp6Mq++9TQb3/6BCUsm8e3TnyKRSymcMZKk/BQC/iAN+6ppq2hh0e1nsfFP30ScjzZBz9QbF+OwuxBKxDxy7e+Ijo/imgcvpb0uXDwvk0spnTUal9dNclI8nz/56ZD3K7UwjcLZI3n9iaG76O55/la6unt5489/Zcm585g8upTaAzUcbKhh45rBKXOAVz/6PQGHD38ggABoPtJET1MPI6YXo45S43d7SclLISQQIBILueqC2+nrifxgyMxO4/b7r+Pemx+JWP76W8/y3bNfkZKfyoiZRcRnJtDd18eTv36hfx+33nsN2bmZrP1+IxazjQlTysjJy+R3j7xId+cAQZDLZfzloz9QteU4Xp8fqVxCe20H9UcGir+vfOJytmzaSX1tE7u2Dd1JfOMdV3Jg7yH27z7MI0/fzxsv/5Xk1ERuu/daPnn/K7Zu3I3X4+WDr1+laFTBkPsYDk6ni+aGVv761mc0N7SSPyKHMxbO4JP3vmLrxsF/Ax9/9xeKS/6xY/wz6Gjr4pvPVrNhzVYuvOJccguy6O7sJT4hluS0RBIS4/rJRigUYv/uQ9x4+X391joQjmi98PrjTJ896e82x/7/BUaDmd/+4jk2rh3c3JKYHM9bn/yRtIyU//Fx/pH5+//WHTyNfwoytYL966sGES2Aqopatm/bz9SpY1F4rNgrmyEUQiSXo87MRh4TiyAYwFpThSo9M2yHY7FAKEQoEMBWW40sNg5DdRciqYTMRbPw9PXgbKolFAwii4sjcWwBbosTW1tP+AvwJz4oBCIRMo0S4+Hy/u7EIB7sTY1IdDqSZk1BKJWSOm8aoWAQoUiEx2yje9cBgv4A7t4+UqeNpmH1LrIXTEIokaBJ0CEJufEY+oifMhGvzY61oRWB0I4+N+Mn753f7aVlw57+/xstdky1LeSfNw9LXfil7/5R5CoUCOJs68DX1oNDIUMeGz1ozElIdFq2PPM+CKD07CnI3G5iklORSkUEgwGUsTqyFkwi4PFhbe3C0mQiaUwBc66YQ8DtQRAIMOr8mRz/bhfeU0yz+2rbyV8wnrjiTEQSMY624S137M3txBQXRpAtS0MHmefO5NGb/0BhWR63PHI1fRXD+0uaaltIHFOARKVCpxpenyepJAeXyUrSmHw6D9agjNWRf9Y0Og7Vs++9tYgkYlLH5lFyyTwqPt9E3Q/7iG/vRREbRajbyPJ7lrPimciIgTZGi/tEEfmoxeNpPd5KYnYik5ZPo9do4aNXvuS8ixcgFIsoPW8qfoWAbzZvQSIRM2vWZFwmK+KOPuq2VfP7P/4as8mCx+Eh4A/iPKFH5XN7OfrDQY7+cDDi2EN9q4okYswGC99+/APnX3c2AMYeE8/d+zJ5o7KZfc504lPjeP/VsG3Pkvkzh71fbVWtnHX72UhlUrweL2NnjGbWmdMQCQSodWpEcjFHjlXSVN/Ch299zoLPZ5Hhz+KFvwxNzsZNHo3X6+NPf/wLR8qPIxKJmDVvCtffdjnP/vZl5i6aiVqr4r3HvsDpcDJjzmQeefp+nvr1H+lsHygFaGpopb21k/wROdQcDzfKCIVCRCIhi287k4b2Np794+v09hgYWVLI0y/9BmOvkeamNvp6jBF6gHt2HCAxOZ5Hf/8Ad1z3S3zecKPGORcsJiY2ioTiJL5asRKL2cbkqWO59qKrqNhaQWxGHGqNioKiXFZ9M7Q+FkDFkSrue/hWbr7ifrZs2MnYCaNZ/e16tm/ewzU3X8LUWRNRq1UY+8x4PB7cLg8ikRCfL0DA70cXpcVudeD1+VAqFRFSCDarnV/d/RT5I3IYO3E0cxfP5NoL78IzRC1nQVEuOr2G3u4+1Br1/6r4aXJqIjfccQVnn7+I39z/NI//srx/XUxcNK+9/2x/dEcgEDB6bDFfrH2HFR98Q+WRaqbOmsD8xbMQiUUYDCZi46L/TxlImwxmNq/bQem4kZxzwWI0GhV+f4AfVm5i0w876O7s/ZeQrX8EpyNb/2H8OyJbFrOVm6+4n2OHhxaZKykr4tmn70LQM9D+L5TKkEZHo05Nx1x5lKDHg0AkQptXiKuvJ6xKnJCEvbEekVxBX1Un8aX5OJrqCLgjo00CsZioklKsbWEzZVWcFtORQ0OeiyYvH5/Vgqe3Z8j1MWPH4+7pxtneRigYRCRXoEpLR6rTE/T78BiNCIRCZNHRhIQivEYThv3hF42uMB+XwdJf9A6QOn86hgPlQ2qQyWJjCIRkdOwa3EmmToknbmQWhkPHBq0DUCYnII2JpXP3MfLOmUX7pu2D6rb0Rfm01BmoWBu2RtEmRrHwvmUY9h/B1RMO6Us0KqJGFdFd0YJYJSc2P41jH6yJqO1SxOnJmj+J/W+vjpBViMpKpHDheCQqBZbjNVjrW4c8V7FSjq6okOpvIr8C8y6eh7HPikopQ6tXIxIK6Nxbgak2vB9FjI7YklxkGhUimRR5lJq2fdV4HW6UcXqqflSjpIjSUHLBLI5+tJ5RF8/l0PtrKL1qEXvfWTtIjDUqM5Gc6SOp+HwzAGVXLWbvm9+TM28c29eV014djowKBAKueuoa6rYeoWjuGKRKORK1DL/LR2tlMz6vD028DrVOTXdLF2++v4IdWyNNe8+/eCnnnLuI1x94g8XXLqJofCFWsx1rq4G4tFhWPf/lkPctfXQWUy+djbnLhEgkwtjcQ/XGQ+TNKyWmKAW31U13bSf7dh/h2N7I6GlCahyLLplH8bgCGg/Us+aN1UMeQyAUcOsrtxMSQkdTF8bmXrZ/sQ2vK/z7pxakMvWSmTx03xN0tHXx1fr3MLcZuf2UNv6TUKmVPP7SQzz+y+fp7e7r9xGEcK3nH994krde/YANayKfg/iEWB579sEIIgQwfnIZOfmZfPJeOEo5Y85krrrifD7/YiWrvovs4BQIBLzw+uPEJ8ZyyVk3DXmtS5ctIBgKsvKrdZyxYDq33HsNX368kg/fieyujo7R88q7z7Dm2w3MXTALtU7JL+9+cshUJP+vvfOOjqJs+/C1ve+m9wKBQCihho5SBQRBUEQRBbGioAgqVhQrYkVRUSxYKYoKKkXpSIeE3kIL6b1ssr3M98fCwpIE9X0NvJ/OdU7OSXaembmnZOa393MX4MbRQ5FIfPauXrEBlVrFVX26smblRtas3BRwjCeOnuLX5etRqVUMGX4Nao2K40dP0rNPV9548QOCQ4OY9MidJCU3QqvVsGH1Fh66+6mAfSEIfL/ofEagVCrliecfQqVSsvCLHykvrSCtazvumXQ78Y1iUCr/WlmFP4vNZmfWjDn8sOgXNFoNiY3jsNRYyTmTR0hoEAt/+Zjoi0pTuF1uKsqr2Lk1gzlvfEJ+biHBISbGTxjN0BsGEhoeUms88D/n+Tq47whbNu5EpVLy5SffUlpcjkarYdjIgXTs3BbBK3Dt9f3+6/2Ini2RAC5O4a+1XBAQXC6fw0kqxZjUFIlMhr2kBI/d7g+SFzwe3A47SmMQlpxcHCW+voXKkGAiOhjx2iy1hBb46mU5SoowNorFVW3F6wVtXBzW3MCpRKlSiSoomJrTtUtKACiDgnBWVmA52z9Qn9gIiUyJ+fhp3FYrCqMBY9PGOCsqKMvYjS4+Aa/b98KRyGTIDQbMOwOFU8Wh4wS3bknF/kDRJFWpMKU05+jCX+u0pSavmLir2tW5TKZSokuIBZmKpCFXkbd1HzG9e2DJycNWXIpMoyY4pSlZ+7P9Qgug57j+FKzdHFBXy1VtoXjrLiJ7dsFhcXJowW8BQgvAVlJJwY6DJHRryakN5+PVVHotFZnZVGXlkzSgc71iy5AYS+mxwEKcoS0aIXV7KVmzm4Kz+5Mq5DTp3xGVyYBMpUBpMnBqwx4sJZXowoJoOqATxrhwXBY7QY2iMEQMoehwlq/0Q1IMGpOOI0s24HE4cVnsRLVPJnvnsTqr3ldkFSLt14H47q3I3XEEa5mvllb+7mN06NuevGO5yOQyrn94BCqtEmNYEGtm/4hcpaDNkM54gY2frAJ8gqXH2P5kV5fWEloA3y38mR5XdUZv0rFj+Q4Smsfz3pMf8dKXz1CSVYQ+xEDNRSUROt3YE7cUPpj6IfazHsVGrRoxZNJQCsvKmPbg87z36ats/3ErY6fezPvPfsKZzPP3u8vpJrl1Evs2HqBdj9Q6rwtAs07N2f3rbjoP7ozH4mTd14EiJvdYLivf/ZmP5r/O0cwTaNQqdE1i6Xp1R7ZtPD+tFpsYzbQXJmKpsXLLuBFEx0RQUVbFe29+ikqlJDQ8GHNVdS2hBb7OFCuXreGaa3sFeJBUKiUup5uwiBC69OjI+DtvptpsqSW0+g68iqE3DCQ4JIjflm+o91h/W76eL75/j8HX92fv7oM4na5aQgt8U0TzP1zA2Dtv5vPXFzDusdHcMnY4z017rdZYiURCnwE9mHLfdJq1aMJ1IwaybvXv7Ms45BdaMpmMGa9N44Un3wjw3qXv2Ef3qztxVd9uTJv0Ai+98QST7nySyvIqnn9tGkh8RVqfnfko33y2hJPHs/hh0S88/eIU7n/4DhZ/vYzy0gomPXoX+/cc5pcffDFyzVo0wWyu5onJL/Lcq4/Rum1Kvefkr1JWWo7L6cbr9WK32flt+XqmPTuJqJgIjhw6jinISGLjOBZ+/gNnTuXUElsAq1ds4NUZ7/r/riiv4q1XPuT0yRwefeYBDEY9pcVlZB49yZJvfgbgxtHX0bxl0yva/PpCgkKCkCAhOyuPZ195FJfLhVKp5OC+o6xZuZH7p4y/7DaJYutfgMGgZfjIQfV6tm4YNRily4YbMCU3x5qf55sqBDRRZ1N+JRJ0iY2xFRRhLypGrtOijoxAqlYhAOpgIx6NErclAolMhkKvx+tyYSssxGO3Yy8txe2WUrr/GBEdU5GqdASntsVakIfgciE3BiHXGbCXVSKRSJAbjSgMRgSvB0dpKV6XC01UNNUnfYHC6ohI3DYn5uPnPQaOsnJKysoJaZeKwmjEkpONKaUlUqUCZVAQlguabSORoIkIRSKXYSsuJ6xzGs7KStwWK+rwMOR6A+acIty2umvyAL7g/wvQJ8QS0toXjyF4PNjLK/F45MT3TuPIgpUY4qPQRviyKitKa9j93fkXW0hiBF5rDR6HE6lCgVQh99X5OuudqDl1BnVcPC5r3XV9Kk7m0mLUNQFiK75Tc6pOZpPYNw2VyYAuLirwHAAKvRZdXAwn1p1fTyKTEtulNbvn/RRQ98zrcnN85Q7a3TEIa5mZ/YvOv1RtldVIpBJshRXk7z6GJrgnBxeuJqRpLAqlgvydh7FeUKBTqpBhSojkwNK6M/QActMzCW8eR4fxg5FIJTS/rjsSmQxtmJG7X78HbZCe8jNF/PL8N/51HBY7275aS0qftrTu34GDazIQvAI1VTUs+KpuDxXAiuVr6dy/PXvX78MYZOCB5+/CjZeQuDAGPng9y9/6HvvZkhuRTaKRaZX89N7SgG1kHcrim1cW0n1sL0qKypAipV2/9qz6YjWj7h2OSqcmP7sQhVqBxWbly/mLGXP7SDas3MrVo3uzaeGGgO3pQwx0H9GDr5//iibtm7C2nlZA5jIzZ45m89lHC3nyhcls+34b900eS152ATfeNpSExjGYgo1MuW96QMP55OZJfLp4NvszDqPTa1m7qu54PIDVKzfx+ZI5hIQFs/TbFdRUWxg+6lqio6MYNuQaju85QfbhXKoJzMybMHkcggBPTn6RDp3b1NucGnwB6sWFpTx091O0T0tFKqs/C27tqt+56/7buHniCB4YP40777+VcffewleffOtvJq1SKXnkmQdY/uNqXE4Xu7bt4Y57b+HWcTcwftRk/7au7teNDau3BAitc8z9Mr8AAGnCSURBVGzdtIshIwYgCALrV29h0qN3ERYewgPjplFS7CuLEhMXxZQnJ7BkwU/s2JLBS8+8RVrXdjz6zAO0apOCw+7g3dc+pnXbFO6bPI7MIyfJOZNPp67tqamuobiolJysPH76fhVSqZQhw68hNiEGU5CBirJKPB4vBqOO4JAgPB4PZSXlCALoDTp0el+ngZpqC3vTD/LNp0u47e6beOuVuUyYfAcvvPEEX338LXt2ny9dIlfImf7KI9jtdo4fO43DbickLJjw8FBKS8tRKBVMevQuVi5by8njWf71ln67gjsnjMZudzD9kZls3XQ+BnTNqk106dmRV956OqA7wZXC6/EQ3yiW7Kxcptw33V+wt2OXttz9wJh6G443JKLY+hcgkUi4qk8XklOSOH40MO4mOSWJbj074j6TiVynw+ty+YUWgNtmQ98kGalCAV6wl5QQ3KY1SMBRVoLDZkEZHIxUYsJeVoIhqTHW/DzsJUVIFUqMzZJx22zYC4vwutw4q2rIXb+dxGuvxm2zIFOr0CQ2wmmxk7cpHW10GBHt2uGsKMdZWYFEJsfYNBmPw4FEJsd7th2HOjyC4m11B3xXHj5GRPfOeGx239Rns6Y4SkrxCgIKox5dTCSGxFgcZeV47HaUJpMvo/KsEPI43FTmFGOIDiO4WSIyjRJ7aRU1eeenNo2NY5EqFAS3TqHycCYRXdvjsVgp2LAFwe1BIpWiS4xDGx1Jye49NLvpGop2HaI6p5iQ1k3YtXQHCR2a0qxnK2RyKTKVArnXSVTPznjdHtx2J6ogPY7ySsoPHsVVU4P8EsIPARAEmvbrgCkuDLVJh1ypwFqo4fiy3/F6PCQP7YmpSQKVmacR3B50cVGYmiSQtWmff8pJIpWQ2DeNgr3H662Qn735AIbYsIDPWl7fk9Pr0qnJ972A7BU1qIMMlB7NrrW+TKVAE2pE5REu+UKVyqSUHs8jc9VOuky4nnWf/YCt0vcyj06Jp9ddA9n30/Y61z22YT/XTL2Bg2t8MVZSpcxfyfpCYuOjePiRe4mOCMdrddHxqnYoVQoUagUOh5ONq7bQZ2APRs64jcqCcqqKKolLbcRn0+fXud/KkkpUgozZH7zIpzM+J/+kL1Yuff0eFEoFnQaloQhV8sqMdwiLCGHIkGtY+sUKBt/Sn1HPjObYtqPYqq3EpsQT1SSakrxSHFYHXrcXc6m53nNVnluKUqXgvtse5dvlH6NRqHjlvaeZMmE6t40fydfPzg4QWgDHj53ilemz6dilLTVmC73696BLD189rU1rt7Lql/U4z3pZBa+XE8dOk3Uym9ffn8HKn9bSrHkTvnjhGwpO+44xtkkMg+4ewEPT7iEvu4BjR04QFh7KS8/4qqwf2HuE62+6lu8X/lznMVzVtyvxiTGEhgUjlUpqJUJciNfrRaGSk757P9XmGt6ZNY/3P59Ft6vSyDmTh0KpIDjYxLdfL2PLRp83MyjYxJnTuag1amzW897U7ld3Yu7sz+vd16a1W+nUtR0b127l3U9eYfTQ+wJe1vm5hTz58EvM+eQV0nfsw+32sHv7Xrpdlca1w/qx+KtlvlpkE29j2qQXAvZtMOp568MXmPH46/42Qd8v/IU+A3rywJTxvPbCe+zatocOnVKZ8drjrPppLYu/Xoa1xkqP3l24475bOLDnMLHx0Zirqrnp9ut55pGZlJWUYzTpWffr5gChBb6pvxeffIOFP3/EbddPwGaz07t/d+6edDuff7SQjF0HCA0LZuStQ5Er5Mx89h28Xi+CIJCbk4/dag8QWufYsTmd9J17GTT0v5+e+29xu73s3LqHn74PnJlI37GPmmoLM2ZNu+w2iWLrH4zb7sDrdCJ4PIQGG3l37vNs3rSLH5f8ikQi4bY7byQhKZ6QID2V2RJUoWHYCgO9P3KtlpqsLKRyBSAhqEUKjooyXFWV5/djqcGpr8TQqDHle/f4X9Iemw2XuQpNTCymFi0ACbroMF/skkSKTKtBodODTIrE6yGifTN0MVFUHNgX0ArIUVaKJioKZUgokrNBmh6Hs/52OU4nbouN4m07kWs1BLVoTnBqKwA04cFIJJKzxV312AoKseblI1UpCe+UhkyppHDnQeJ6peG1O9FHGPBY7ehbJBDboy1n1u7CbbUR2aEF9koz5aeLSbyuPzWnsjBnnheygtdLzelsX+ugjm2xl5ShNalRxIejjwmj06irceQXUpW+F6/LjS4+ivB2Lcj+bTPeC+Ku9AnRRHXvRNmBo2hCDLWO9RwytRJdRBDmzFOUbN2NXKMmNDUZU0IUuqhQdOG+dHOP042xWROUei15Ow9RcjyfxN4die3cEo/LjetspfWSw2fq3Ze1tIrQ5ud736lMOgTwCy2AnC0HSB7SjYOL1uBxXtDvUioh+boe7F64AYVGRULnFmSurjuLLCq1MQeWbMJltVN8JIvedw48m/nq4fi2o/z86mIGPzKSzC0HCUmMxO1wcWbnMQqOZCMIAk6bA5lSjsfppvJMCd2v6sR3C37ybz82PopZbzzDpo9Xk15y/gtGTLM42o3owoczP2f47YN5/435uJxuBo/oR4hCS1VxJZXFlfWen4q8cjr074DBpCMsOhSb1Y6lyoLL6WLrT9sY89QtBAWbSOvanqNny2SsWLSGtUs30a57Klqdht9W/M7po2d44o2HAF/HBa1Bi7WeCvjGcBNlJRXYrDZ2bttDStMkVq/bzNQnJxAUYiLrVN1TyOk79jHlifvIPHqKV6a/TX5uIfGNYuk/qBeLfp5HzplcwFd0NWPHPjZv2MHJ41l89NUblJVUMHzidXz31o+07JpCVPNoPv1oAbnZ+TRtnsQzrzzibyANvmDyspJyuvZMY/vmwGuu02u58/5bWfXzOma99xy5Ofk0Tkrgk/e/Bnyi5MZbhpDWtR0Gox6n04VarSbnzPnCuZ/NXUCHTql8v2g5bpcb80VNxa+9vh8Txz3OM688ginISFWlT7xKLpWxg+8xI5VKkMvl5JzJr9Mr4na52bR+Ox8veJsdW9I5dTKb4TcNRiaToVQquOO+W3hl+uwAoXXunLz8zNvcfvcoXn3uHf/n63/bzFV9unL/w3ewN/0g148azOMPPs+Rg+eTnNas3Mjm9dt5+6MXeWzS80REhTHr3WepPtvI3uFw8tP3q+o8Jrfbw86te4hvFIulxsKwm67ljpGT/P0my0srmPX8HK4d1o8777/Vfx3UajWffbCw3nP1zfzv6X5151p9JC87gsDPP9QdAnLs8Alcl+jt21CIYusfitNcTcmudFxm3wNHIpMRltaeESOu4ZpBPdFqNVTlFyBxu/BYLIS074jb4UIoPu+9UUdE4jSbUUdEotDpsOYXIlWpAoSWf2xYGObjmecFkMQn3uRaLVKlCrfFSume/f4MQ4lMRkjbVGR6HdbsUvSxYShMRix5OXX2XLQVFqKNjUMTHYM1Pw/JHxXaO/v8dFttlKbvJahlc5TBQdhLy7Dm+b5BGpISCe3QFrfVSvn+Q1QcPkpw6xZEdmyJLb+Ikl3np9asBUVIlQqSh/dCECQU7T+OMSGKkkOnie/ZBvOJ2j3XZBo1upgo8tdtwXtBYHHFoWNE9uhEdUWlr7E3EN6uBWdWbqoVRF+TXYAqyEBIagrVheWYGsdQdTqfi0m4uh2F2/ZSc9Z74aqxUnkim5geHSjZe4Scs145XWwkcVd3ALmC2K6tKd53AnNeCSc37KNRz1QEm5Wy8ip0kcFUnKq9H/A14bZVnH+RRbRohKOyBpVJj+Ns9p6t3MzpdRm0uW0gFafyqSksQxVkILR5Apnr91GRU0LamL7oQoxU5hRRkV2My3r+use0a4rapKPtqF5I5XLcDifHf92FpbQKmVJBTFozWvRKpbKwnOJSM2uWbEKt09Dhmvb06d+O3+etRGXQ0u/BYZSfLkSpVjF+RDc2rNnin/6ZPPUeNn28GvMFQgsgPzMX7QYdTZol8voT7/H8+9PY8NsWWrZowpKnv6DfA9eh0WsC2uhciDHEwPezvmXovYOpqKwmKj4CuULOnk37OLY7k6rCKgZd15fBI/pzYu95ge6wO9mx7nwMn1av8QtVQQLdR3RnzZe1pxJVWhXqEB2FBcUoVUrOnMymY+c2VJRVMv2RV3j8+YfrtBN8GXL5uYW88OQbXN23G0++MJncM/lYrTaKCovRG/TcO+YREhrH8dgzD7Bp/Q6yTmazc9se1v32OyNvHcb4F25n09rtPHz/M/7tZmflce2wfmSdDPRsvv3qRzw381G6XZXGLz/+Rk21he5Xd+bG0UOoqqzm68+WEBUTSbu01jgcDvoNuoqw8FB69u7Cj4tXsGXTLpJTkhg6YgDLvlvJ+AmjaZ+Wyqsz3iF9xz5uveMG4hJi2J9xKGC/4++/FY1GzYtvPoFGo2L8hNHMfvUjALZv2U2fa3rW63G7um9XZs/6iFtuH8H61XWX0wA4fOAYcrmcA3sO89j0iRiDfIKjU9d2nDyeVWcdK/BldtYVO/XrL+u4acz13Hzb9chlsgChdQ673cGiL5cy9MaBLPz8B7785FsGDunDzz/8it3mqLPg6jlKist49d3pyGRSpk16oc7G3it/WsuHX7/B5/MWYTTqUSgVWCz1b9PpcP7HU3TV5hocDgdarRatTvMfbQN8CWE2m83vle3RqzOt27YgL6eAlT+txePxBNQgu1z8/y0NK1IvbquVwt+3+oUW+GKIzCdOgVSCVi6jYk863oJcPCVFmI8doWLfXlxON7Ig33y7RKFEl9gIuUaLvayMsr370MRE46ysu4SBTKX2t9iRG4wEtUpF8Pra0kiVKkp2ZQQ0mhY8Hsoy9iJFQBOkApcDqVyGvbjuLETwCS59XDyGxknI1Cok8rq/K8j1OtyWwBdhVeZJ8HgxJiXC2foy1afO4DRXY8nJJ7R9W5zl5QhuD3K1ipLdtTMQvU4XJbv2Yc7KRhesQxcRRMub+/l0nbe2l83ULImyPQcDhJbv4AWKt2cQ0fGsty0qDJfFVmeVeYCKI6eQqTVk/ryVuG6pRHdqgVTu8/ApdGqaDOqKxqCh+swF4kgiIaZ7e04sXRcw/WnJK+L4ktVIEag4XYDdbPFVnpdKMISbKNh5iKpTeUS1boyknim+Rr3bU34yH31UCO3HDSIoPgLB46Fx3/akjrkGTajJd37zStg7fwWW4gqaDe1JRLtkzMWVxHVIputdg5BIpVgqawht2Zi2t/ajy4ShNO6ZStd7h9Dsmg7Yy80o1EpUOhXHVu7AUuoTRR6ni5yth8jZsh+lWoG5rAqv24tMLmXXyl2sW7SBLmP64kLA7XRTU2nF6fJQerKIBd/N5cFH70an0xAfH0PPm65m1FO3cPMzt9Lz5l5ojb4YGGtlDUNvHsB7i2Zi0GgY0Ks7UomU5O4tOb7lMF0Gd67z3CjVSkKjQynPK8MrCChVCpZ+upxv5/5IaFQIo6fehFqj4rrrrqG6opqEZnH1ptT3HXYVhzYdIKltEh4FOLUCrXulBhRj1AfrGfnkKBRqBbPff4k3Z89g1JjheDxeHnjwDhYt/Zh2bVqy4MePGDy89vTOqNuu553X5jFgSB+u6tuVKfc+w6zn5zDn9U+4f+w0Fn+1lBfffJLTJ87w1JRXeGjaPQAcOZAJAkybOAMvAu/P/qzWtkuKSmul17ucLp55ZCYrlq1h6lMTmDD5DkLCgjFX1bBi2Rq+XjqX4BAThfnFHNp7lMlP3EdSciIP3vUk6377neNHT7Fi6RoevOtJkpomMvO5d0hKTuTZmY8B8MzUmQy7YSCvzH6am267nvETRvPuJ6+g1ao5mZmFVCrFbnfStWdHPln4NqYgIxtWb6H/tVfXapoN0KVHB2w2O0FBJgYO7UtcQgwJjeouGZDQKA6X00lxUSlrf/2dnKxcjh05QUlxGco/aOTsuqC+1TksNVYaJcVz4+ih7NiSXsdaPrb+vou2HXzPklU/r+Pqft0AKMgrJLl57Qba50jr2o75cxdw6ni2v/F2XWQeOcnseS8xY9ZjLP7yR67u263esYOvvwab1c5PS1ax9NuVZJ3K8Xva6sNcVc2ubXuYet90bh8xkaenvsKRQ8dreQH/DIUFxUyb9Dxej5euPTvy3cpPuWnMMAQEOvfowOLlHzP2nlFERta+1g2N6Nn6B+KoqMTrDMxYk2s1BDVrittiwXz8WK1SB16nE2deFoamKSjkUhSmIMyZmXgdDhRGI/o2qQiCt36H+9kXgFSlQhefQOmudASvF01MNNVZteN2kEgIadMad42VmuwcvC4X6ohwglu1xnzyOB5r7W9PyqBgnDXVuKqr8TichHZoS+mujIDpRIlMRnDLFMr2BWYX+oSegK24BHV4KPaSMp+3rrAYpdGAs7IKZXAQUqUcR7m53ilKe0kZ4Z3aYi8ppjwjHa/LhTakXZ1jFXo9jnp6jgluN1KZFKlCTnBKUr3jwBeY7rI7aNQvDZVJj93mIvn6XsiUchRaFRIJnF4amAFmbBRDxfFsv+fs4u2V7M9EFx9DSJM4LOXVdBx/LWd+9QWrC16BmvxiOowfzMHv1vur0Cu0KpoN6U7Z8Rxa39Qbt9XO4SXrA5IIFDoNLUf25vCSjTjMvvV0EcGUnCpg6ycrUOu1SBVSOt12Dek/bKYy7/zUo8ako//DI5DJoOJ0ATnbDmGrqMYQHUqLIV0pP11I1ubz8ScVpwpIHtiJFl1b0O367lTklaHSqVBp1ehCDRRm5qExalGE6Niywfey6tirHUOG9OP6GwZiK6xi5+p0qs96tiKSYxnx6EjKiiooKa3gjSnvUVFcQWhUCMPuHEyN2UJYo0iqCsqJSY4jtWdrDmw+f59pDVpGTh3J74s2cuOTN/PLN7+xb+v55Rkb95GcmsQdj49h7lMf07FfB9L6dWDKrPt556kPcV0w3ZrauSU9rumM2+lGqpZRVFrKkaMnkCBh5PSbsZltBIcFYQw1UmOz4CmxcmDzIYIjg2jaMgmqvSx5fwnZR7LRGDR0uKYDd99zG8nJSbzz+seEhodw592j6N2jE80T4wmPjeDpx2fV8m78tnwDKa2SadO+Jfv3HKakqJTY+GhCI0I4evgEcrmcrJM5fi/Chfzy42888swDrF25iVMnznBo//kEneysPDweL++98Qn9B/fi6MHjjLvnZjZv2MFbL8/l00WzqaioIutENm++PLfWtt1uD7NnfcS9D45l59YM4hvFktIqmaOHjvPy9LcZe88ouvXsSFCwiZnPvcPzr02jorwKu82OQqFg17Y9HNh7hC9/eJ+Tx08jlUqZ/fFLrP9tMxvXbkOlVnH9yIGER4RRkF/EszMfIetUNoX5Rdw6fiThESG8/uL7/tZAEomE0eNGUJBXTPOWySxb4iso2ql7e0bdNhy9UY9cLqvTe6TRqOuMXbxmcG+WL11NbnYBwSGmWsv9951W4y/j4XK6kJ/9EvrdNz9x/5TxPDn5pVrrNG6aiLmymp9/+I0+A6/y9eesLyzD4+W3FRvo1jONn3/4jTmfziQmLqpWDGB0bCRpXdsyqMfNAdu698Gx3HbXSIKCax+D3WZn2ZJVvP7Ce/7P8nIKWP/bZuZ8NpOevbv86Urv5qpqXnrqTbb9vptnXpnKtOceZOp9z5KUnEhiozh2b9/Le298wqvvTCcsIuSPN/g3I4qtfyCOytovbkNSY8xZpzE1bRowlaeOiESh14NEitflRCqTIlEoKUtPR6pUog4LQxCgOisLfWIiqvBI7KW1XbBetxuFwYAqNIyqY76CpgBytRprZW1vVVCL5thLS7EXns8AqqmpwZKdQ3injlQeORjQc9DYrDlumw1bQb7fg6YKDSOyRxeshcW4q2tQhgShNAVRceiIr0/jxUileOx29AlxBKck47LUIJFIUQUHUZOThymlGRKprFZV+lrH6nJizctFGxOD/GwBz7oKl/5RCTuP04k+Phq5Rn3JB4pCr0UQJJTmlOKw2MnedpjsbYcJax5PSGwIEa2TfGL3gv2pQ4OpOFGHyD2LpaCE4OZJlGTmcOD732lxXRdcZ0sYRHdpDRIJ2RvTaTaoM3KNCkEATaiR8pP5nF6bQXT7ZhxevKZWtqbLYuPEyu0kXNWG48u3oY0IJrJtU2rKqkEAe7WVloM6sX/5jgChBb5WN+veW0avewdz7IIK9Oa8UvYvXEuL4T0JSYqm/NT5Aq1ShZzsA6dZM+98nSqFWsmwqTcQ0zyez2d9Q/YFJRdO7D9FfHIc970wnrXv/uhLLDhL8fE8cvaepMBiYeU3q/2flxWWM/+Vr7nh3qEYZAqSOjdn1ewf6Dn2GvqO6UfO0Rw0OjUg4feFG3BY7FjtjgChdY7jB05xeNcRHnxtAqu/Xc9rE96idbdWPPPeo5QWlVFaXE5UfAQ6o47f1mzim/lL/LFHg6/vT+ceHXjw/qd5e96LfPjRV2xcuxVBEFCqlNwydgRdOzejpqyaT5/81N9+yVZtY8sPW8g9lsuAuwayfWsGjz16D4UbDrDtbV9phXy9hqn33Mbq1ObMv6jNzHff/MSkR+/2jcsrIjYuijbtWzLv3S9RqZR1ThsNvr4/g4f3Z8vGnVRX19Crf3cmTB7HWzM/xFJt4dV3p2Mw6nnzwxew1Fix1FjYuS2Djp3bsGTFZ8gkUlq3TCEqNsI/LXYxBXlFmIIM/PrLejxegRmvPUZFWRXhEaGYq6pZ9fM6bhozlFffnc7Cz39g6bcr/GKnecumPPzEffy46BfCI8NRqhRIpVKCgoN4+In7OLj3CAV5xRw5eJyMXfs5dfwMcz6dyfKla1j23Soio8OZMWsa0yY9j9vl5pGn76e0pJytm3by/cLzNbbOnM5l+Q+r+Xjh29x1/xg+mvNlreO4475b+PmCQG6lSsnDT9xL2w6tSd+xl6RmjUhMjOXbr5fVWhdg8PD+rD1bxiK5eRKx8VFExUSQnZXH9s3pvPTmk8yb8yXZWXnI5TIGXNeXUbcN4+F7nkGtVlFtruGBqXfyyw+/1upTKZVKSU5JYvarH9H9qk4EBZt44ck3eO3951j/62Z+Xb4eBOg36CpuGH0dD4ydVuu5N2/Ol3Tq1s6ffHEhpSXlvD3zw4DPDEY9t4wdjtFk4PTJbAwGHUEhJhSKS/esLC+rYNM6X8KM4BX4YdEvPD7jQdas3MTuHXuJiongyecfZsOaLdw4+rpLbqshEMXWPxClsXZwokKvQ6bV4Dnr8VKYgtAnJGLNz0eqUOJxOHBWVOCqqkQVFkFoWhqOymoqM8/gdTjRxUUieEEql6IwBeOqCux5JlUq0TVKQvB4cJnPZ025bTYUBp/n6BwSmQylQY/5WO0ihILbTfWp075+hvl5yLRaDI2b4LbYcJRXoAoOw9C4CdVnslAY9AiCgC4+zj+tlr/u94Dm2f5zEmTCVV2DKjQEPG4q9p+Px6oG9I0aIdfpqDx4GF1CfP3n1mRA8HoIbp1KzZkzWHLykOt0hKW1pWjr7oCpWwCZWuXv31jrmmg1qIINPmEqkaA06nHW4XIPT2vN6V2ZJPVoRfpny33nWyEjrGksulADNQVlmJrEU3WBuPI4nSi0aupzxMs1KqRyKcVHfYHTVXllBEWH4XE40UaEcHyprxfdqRXnG0pLFXJajhkEgNvmwF5Z9/SApbiCoMZRdLx/OAgCEgmo9SpMsaFU5ZURmhRNxrK62/lYyqpx2pxIZNJa9eFOrkmn+XXd/WIrtGksmbuOk7ktsKSJy+5k6WvfMfb1uwOE1jlyjudyND2TkIQIys8EfhGIaJXAF1Pfq7UOwC9frOLZTx/n4K8ZxLVqhEQho7SgjG1LfsdaZcV1NrGh+8irWP9j/WUUNq/cQUr7ZhRkF3Lb07eSnZ3L75u207Z9K9p2bcULT73F2HtH8fm8RQFTKSuWraFxkwQ+/24OMx5/jQN7z5c9cTqcfPnxYgYM6sXyj5b7hdaFnDl0BmuVldfeeIqdHyzFUX1+284aG6d+2cHAG3uyds0WsrPOB56XlpQTFx9N+06p9Li6E4Ou68O8Ob5Gxw6HE71Bh0ajxnb2S0qvft1p06EVD975pP/Fu2H1FkxBRj76+g3kcjl5uQX8+O0KgoJNlJWWc2jfUR6f8RBanZZj6cdZ9fUayosrkCvk9B7ekydnTGbmjHeohURCULARqQTkMjnffr2MjWu2IpFI6NW/Ox6Pl4ydB1iyIDAe69jhEzz/xOvM+WwmK5au4ecffsXt8tB3QE9S27fg5x9+DTgHAOk799G6bQp7dx+kqKCEb+Yv4f3PZ2Gz2VEo5CgVigChdQ6bzc5bL8/l/il3EBoewhcfLyIvp5DExnHcef+tpLRKJje7AJ1ei1wuY/a8l/n4/a957fnz9+FdD4zhrgfG8OkH3wRsOzkliWE3DOSBOx5HIpEw9en7eWfWPJ6d+SgRUWFYqq1IZBJefONJ5HIZXkFAKpVy761TGT7qWjp378DGtVupNlsYM34kQSEmXp3xLuWlvuf7A1PHs3yp74vH9s3ptGnfkk3rtvHTklXExEUxfsKtgE/czHntk3rj0j79YAGt26ag0wd2l8jNLghoERQaHsJbH76Ax+3h11/Wc/TQcSKjw7lx9HUkNoq/ZFmJmguSR7wegQ6d2zL5nqf9XtcDe4+wesVGpjw5gWpz7czkhkYUW/9AVCEhSORyvwdLn5iAVKNB4vaAx+0TRvHxlGVkENK+HTWnTuG2nr/5HOXlKENCkKoM1GT74oCsRaVUHD5J4pDeqMMj0EZFYS3IR/B4UIWGIZMrqDpxDGOTwL5f9qJiQju0x5Kb5/e8qM4GqteHragYQ9MmuK0WdLEJlGzf7S/5AD6xFtmzC7biEpT4GmM7SkuR6XSEd2pPzZkcdHExcLYVhaOiElVoCOUHDhGe1oGyXbULW9ZkZaGOiMRWWIRcq8XYJDGg0rxvxxLCO7VDplZgzS8422TbjLOigtJduwnrmIpEKsVRXoXCqEdhMBDWsQ1FW2qnSZuaNcZZbUYTFoy9rJKaghJirkqjZO8RLGfr/cjUKsLapaCNDCM62U316Rw6jOnve5FKJCh0apw1NnJ+30vqrQOwFpXhOlveoOpkDtHd2mE+U3ebnrDUZnjcAkVnsw4L9p8i6YFhqAw6CtPrrsfmdblxVNUQ36M1Lkv98RRx3VOpLqwgc8U2nNU2kEBYs3iunnAduxZtuGRKP4CjxoZMIcftCZyactbYkMnPxzdFdWjGTx/UfrkBeNweTmacIK5pLLkn8mot37JiO737dAwQWxKJBJvVgaeeIsBOh4uaihrUOhXGUCNKjZKV366j/aA0Nnx5fhpXKpcETAlejMvpAgmk9m/DxHufCJiC69CpDdNnPsKG1VvqjFlZsvAXOnVvHyC0LkQqSCg4Vfc1B1/7nzCjNkBoXUjxtiPcO2EMzzxxvkBo6zYpbN6wnS/mLeaLeYvp1K09o267nvW/nQ8Wf3bmozw15WUEQWDkmKFMqaOCfVWlmaKCUkIjglEqFKjVKvbvOURMbBSPPP0Avy1fz8Ahffhm0Q/c9/BYNn2/haPpmaz5bgM33DeU9mmpAWUMYuKiqCyv4prBvQiPCOPOmycHZCCu+/V30nfs47U5z9Y5TVaYX8zJzCx+WLTcn5n4w+LlbFizhZfffpqJdzwe4LVzOJyktmvBDTdfh1anobiwBJVSSXFhCV998h1de6bVe94zdu3H7fZw+OAxPl7wNuaqGs5k5WIy6rltxANcM7gXTz4/mbCIUFav2MjWjYHPqE8/+Ia77h/DN8vmsuy7VVSba+jcvQNKpYI5b37CG3NnoFQpCQ4ycttdN7Fm5SYO7D1MaFgwN9xyHeERodx+w0RuHH0dva/pwYhbBqNSqZh8z9P+faxesYGERrG8NfcFli1ZRe/+3dmycScrlvqSMhQKuf989O7fg8cffAH72S+S4yeM9iee1EVpcRlOhwudPvBz2QXTp206tGLaMw9gdzh58K6nAu7/5T+u5pmXpjD0xoFotHUHzxuM54Wcx+vh3VnzcDqcSCQSNFo1dpsDr9fLe29+yjdLa09NNzSi2PoHItdqiLqqG8XbdqGNi0UikeK22LGVlCHxujEkNaXm1GmUwcG4zFUBQusczvJyDE3DkWs1uM/e9G6bnZI9hwlrk4zbYsHQuAnWwkIcpWWogoPxWCw4K8tRmkw4z9bqErxearKzCevYjooDh/E4HAgCl56Hl0gAAWPTZhRv3RkgtMAXXF+yI4OIbp2oOHIYz9lpRY/FguBxow42UXnwkH8aUhUWhiYygrCO7bHm1D+15nU5kcjl2AoLMSQloQoLxnw8C7fNjjo0mOBWzZDrNNgKC3FbapDIZAS1SMHrcFB55Chlu9OJ6NGd8kPH8djtRPXqhlyvJfrqLlQcPo6jogq5TktQ8yQkcilyjRqpRgMyBfpGsZz+aT3BzRsTmtoMwevF6/bgcbgoTD9C4e5zL9fzWVZNR/Tl6M9baXXj1XhcXuL7d8NeWoGlsBS5WoUmLJiIDi0ozgh8MYe3a44mLJjN7y31C2DB4+XMjqM07deeoj11tz0BKN6bSVDLJqiCDLWmLgF0kSFow4M4uPiC5tsClB7LwVK6kg6j+yFIZf6SDHWhCzHgriMGCPAH7UvlMoyxYVjN9WdGVZdWYQjS17nM6xW4+BYUBAG54tL936RSCTEt4rGW1WAIM5F9PJf4pnFc99D17Pp5ByXZxZRll9J1QBqZ++oOOm7fsw0qrYqnHnk54Fs9+F7KPyz6hYL8Ynr27sKom4eiVqnwCl5WrljPjm0ZFOTWLr6ZlJxI/2t7odVrkcll9QpavUlPdV7d3gcAc34ZXW/pQ1hECKXF5UgkEm6/ZxSvTH/bP2bXtj2ktmtB5+7tfQHwDoHTe7L48PPX2bB2C6XFZbWOC3xTXDqDlsryKqZOeNYvMvelH2LlT2t5/LkHOZ6ZRURkKA9PeIa5n73G6UNZOOxO1i7ZyI13XOcXW3KFnMmP30tJUSlSqZRDBzJrlXoAn8DbsmknXXt2rLNR9ZlTOYRHhPrFFvgq1G9Ys4WRtw7l1Ikz5OUUUJBXRN8BPdm7+wBvz5xLRXkVjZLiiYqJZH/GYWw2O1Jp/c80iUSCwahnwuQ7+OzDhXz71VLA1//x6Rcf5sN3vmDF0jXMevdZfvx2RZ3bOH7sFBqtioL8ItRqFZvWbaNps0a0aNWMrz/5jmdenkpJcRlT75vu9zICREZHYLVY8Xq9/LZ8A4OH96ffwKsZP+qhWvvIzspj2ZJVNGmaGCCmALpd3Ynpj8zk8RkPsXnDjoBlp46fIbVdCw4fOFan7Wld26EzaGt9HhsfTbMWTXho2j0c2neUnJwC5n+4sM4vGq8+P4fOPTrSKKnumYfg0GD6DOjJ+t8243K6KMwv5oGpd9IytRnlpZUYTXpKi8uZN+dLCvOLSWmVXOd2GgpRbP0DcdntSBUKInt2ASQIHsFX0FOromT3EQxJCTgrKzE2b4atoP5vwY6KUvRxUVRmni9rYD6VQ3DzRlQdO0Zo+/bUnD4NgoChSRJygwFbYQHG5smUpe/xix17cQkeu4Pwzh19rYE8bqQKJdWns+rcryY6Eu9Zr5y7pm53r8duR/B6/UILQBUairvGQvXJwMKtjtJSPA47IW3b+EXgxcjUagSkmFq0xGGu8QkChQJj0wQkMhnu6hqkchllGRkBwfuO0lLUkZGYmjej6lgmrqoqVKEmbEUuFDoN1soaqKnCkBhNUMumeJ0OrLn5KEOCkSiUFKzbjlyrITS1GU1G9KP84AkKd+xHodUQ2qYpmvBgTq6qXbgzqGkcpZk5WEqr2LdwLWnjr6WmsIyQpBh00WFnEyAEwto2J7RFEubsQkDAkBADUinrZy3EbQ8UsW67i4y9hwkND8JZT8q4NiKE01sOYYgKITothYJdgUIuJi2FU+sy6lzXVmbGUlKFJa+Ylv3ac2BlbY9ffLsm1BSUBcRSncMYG4ZEKiXlum5oI4PxeLyExYdTmlN3GndsSgKb1tZdw6vboM4UHahdS8xrcxEcEUxFcUWtZVEJEQSFmZC7XbgMGtRGDaMeGM7HL35JRFw4vYb2IG1ENypKKmmUkkhkXDhFuYG2BYWZ6DG4K7YqKwMH92H5stW19rNk4S98s+R9snafYM/Xm7Fb7MgUctJ6tmT4jdfi9J4XMnKFnGdemoLVYuOXH1fjcblp16ct6atrXwOJVELTDk0oPZxV5zkBUJt0HD18gjvuG813Xy/jvsnj+PXndZQWB8YjLluyis8Wv0PmnhN8MWsBOoOWg9sOc8+zYzmdU3vqFuCaIb1RKhU8//jrdQbUz371I9799BXKSspwOV0s+mYpXQaksemnrVSVmYmLjyGlVTIpLZsycsww5HIZuWfy6dy9GQs+/77eY9q1bS/dr+5Up9iKiYui7KJYy9ZtU+jdvwd5OQVIZVIGXdeX+MQYXE4X7791vpht1qkcpk6YzmPTJ2IyGWh1ibY7XXt2pCC/iK8//Y427Vvy5tznee3591j67QqOHT7BhMnjiIyOICo6ot4svCHDr+HFp99EoZDz7MzHOH70JOtXb0EqldL/2quprrYw953PA4QWQFxCNMvPeqeqKs0cP3KSiksk5KxYupoXXn8iQEzdcMsQtFo1b330InKZjN3b9gSss3nDDt7/fBZHD58gIjKU0uJy9qYfRBAEVColt46/sc4ekGERIbz4xhNMuP1RX1ugj170Nza/GLfLzcnM0xTkFWIw6ImICiPiggxSo1HPUy8+7P971pxnWfD5D8x9ez5anQa7zUF8YgzPv/54vQlQDYkotv5hOC0WPDY7XpcHwetFqlAgUylQqJR49HoQfDWYkEh8xfwucdNJBKCOb2vnPrGXlqKJjsaWn0911hkMSU2pOnwIa242YZ06Ys0vwFlZhUylwpDUCJelGmt2FgDauAR08XFYLnowS5VKTMlNcdtsdb5wL8Trdgd4V7TRMVQcPFTnWHd1DV6nC2VICLa8wGklmVqNrkkzTixd75+GA1CHmkjo14WKvftQh4fhcTrqzJK0FxWhaROJRO5zswenNMXUPJmyvHLc1TUEhelQ6LU4yst9WZhtU6k6lUPhr75pGEd5FZbcQsLbt8TYKBx9TBAyjQaZUokEL6ljryV74x4qT/nsNsRFEN6mOelf+AoWOsxWZGoV+jA9xVt34DkbsyZVKglJbYUgV2JqkkBxYTkusxV3jR2ZUlFLbNmraihUOIhv1QxzHbW8JDIZoS0bk7FsB0VHs+k4ui+JvTuQv/MwLqsdpUGLITYca1n9lc6r80txlFUS2aIxsmFdObxmD06rA5lCRpPuLWk1IA2X1VorZkuhVZE8pBv7l+/CXFRBdXElQ18YS6cR3Vn5bu3AYUOYkeimMai1qlrLohtH0TQ1iRNFVZSdPp9RJZXLMJh0THzpbt54eA72C1oj6Qxa7ntuPCqJl6qcQgp2HESh09BqWG/GPnozi99fyndzlwKQ1KoRbbu3Zupbk9i8YhtbVuzA6/XSqU8H+oy4ih1LtnDo9wOMmDSEzKMnOX4s8MtBz6s7k7cvi10/nG9l5HG5Obx+P7ZKK+1u6OLPBpv8+L2sWbmJzRt2AHAy8zTzF7xD9pEcSi4QehKJhBsm38DOnXtp3iQRqUyKt47p0sjOzXn9o6954vnJJDSKZfarH3HqeG1RWlleRWFuMS3aJPPA9DupKq4gODoEY7gRh1B3wUidToPL5Q4oRHohDoeTarOFqrMeqn3pB+nXqycAphAjbrebXv264XK5eXfWPB555gE8Xi+WGssli2iagoxY6xAw4RGhKJQKKsrPC4/klCTueuA2pk54NkD0hEWE8NKbTxEaHkJZSaA4+/SDb3h0+kQydu7nzvtv5bO5CwKWG4x6xt49iicmv0RVpZlVP68jOjaSGa9NY+qEZzlyMJOl363kkaceoKq0iujYyDpbB8nkvi4Is+e9xOxZ8wJqmB3af5TVKzZy74O3s3F1YAuskuIyYuOiOH3Cdx3XrNpE00uUhHA4nCQ0jqVrzzR0eg3XDO5NtbmGV597l6xTOWh1Gt6c+wLHjpwk92yYSVJyIlKplMHX92PPrgO075TKPQ/ezvrVW7jxluuIS4iuZ18u3n39E/81EP6gRpfd7uDl6W9TWlxOdGwkH3z+Gk2aNfIvj4wK56U3n6Sqyszqjzcy7Pp+zHhxqm+hREJeTh5z3vmCF994/JL7aQhEsfU38f777/P6669TWFhI27ZtmTNnDp07112Lp6FwO114HU7KDp+iZO8x/8tKExFCowHdUAUbCUltiTW/EFVYmC82KzQUW37dDz9FUAilhwPrTenjo3GeLWpqyckhuHVrpHI51rw8VCHBBLVug8tchaO8FE1kOPqEeByV5VSfPok+IRFjsxQ8DgcytRp1RCSaqEhqzmT7eh9GhKOOiKDi0BGcFRWEtm+PRCYLyEr0I5EgU6sCxaJUElDL62KsJeVoIqN93rwL/qm1cQmc+XVrgNACsJdVkb91H3G9OqLQqinZsaPebdtLS1GFhiDXainN2IckKgFblY2QuDCclSVUHjyMMsiEvnEjcjbsxFFa23NSsvcIjYf2Rq7WYC8ppSovD8HrRaJQENupKQm9O+Bxe1Fo1ez8+Bf/NJypUSQSvJRl7AvsZeh0Upq+h/Bunck5kcc7j33E4PEDadszlTZj+pP5yzaqznqFZEoFoc3iiG0SyZKFP3PDwF6Ubz/kzzZUmfQkXtsVQRB8U4AOF+kL1hHeLI7G/TohVytRBenwyqTI1cpazbLPoTLqqMkuIHd9Ok1H9CaieTwuuxNDmImDv6ZzeMN+DPGhpIzuj6OwHHtFNYaYMJQmPZs/+42qgnKkMilX338dGSt2EtmmEX3vHsSO7zdjqfAF7CekNqLTDT2w2+zc98KdHEnPZMuK7SAIdOrbgdQerZk/6xtS2jSl54PDqCmqQGfSExoXhjWvCAEdT70/hRMHT1GQXUR8k2gaN4nBfuQweVXV6BPjaDyoO6dXbuH4ktWk3XotjZolUFNZg0IhRxekZ/13G9n1624efu9BWrVrhlypoPh0IV8+9gnus4H0u77bwrg7R/HM468GnKPRtw1nw5y6p5JO7zlBq0Htmf7KI8x+9SOioiP8Qgt8L8qJ9zzBS689iVGl48SeExhDjTTv3JxfV65nzluf0r1nGtOfmMi+r1cHXKfIDk3Jd1jYv+cwdpudynJznUILYODQvkSEhLBwxtfUXFDgNrpJDAPvH8zI0dex5KJg8SMHj9OsRZM6t3cOpVLB5rMZZSFhwdjOZsj2ufEqPnhnPhm7zj+PcrPz+eCtz/jg81kMGX4Nu7fvrXObN99+PSeO+co7nIs5apQUz6w5zzJ1wrMBY8dPGM2LT71Ry7tUWlzOnNc/4dY7bmDO658ELCsvq0Rv0NOpW3uOHzvFrDnPsvKntVSUV9KhUxuuu2EAM6a9FjBVWZBXxJIFPzFkeH/OnM5l5Oih1FRZWPXVGu6aMIaXpr9V6zhUKiWdurXnyMHjtYrFgq+oakFeEUnJiQHX7def1/PMy1P998nRQye48ZahLJhftzewa880EhrF8czLU5n37he8+ty7VF7gCbNabDzzyEw++voNCvOLOXIwky49OjLxjscDamp9+cm3vDf/VZq1SPKXo7iYqoqqgPi08rJK4hJi/CLuQqRSKVHREX4va0FeEfeOmcqCnz4kMvp8UViDUU9pSRl33zeaioIKPnjmMwrOFGIMMTLo5j689vYzlFfV/4WwoRDF1t/A4sWLmTp1Kh9++CFdunRh9uzZDBw4kGPHjhERUbsycEMhuF1UZGZTnB44tWMrLufEsg00GXYVhsbx2CvMKPVqKvbvJzghAUdZaa0MPrnegNcj4Ko+/88jVSgIa9ucqsPnU9orDh5EHRlJWOfOeGw2BMDj8eC2WHBWVOK2nF+/8vAhjM2a43U5kOn0VGfnoTIZ0cbEIFUpqD6VhfnEWReyRIIgeDG1aEblwdrBwMamSeAVLhJjEp8nro5MLPB5eirzK9Alt8SZfwZX9dmXhFyJo7J2vAdATW4RXpcHW0n5pV3PgoAuLo7qU2dwW6wYDRr2/bKLnuP6I4uKwpqbh6O8An2TpDqF1rltCIIEa14O9uLzXgnB5cKceRxtfCL5h/Jo3Kcj7W7pQ9bmg+TvO0l855ZUnz5Tr32W7BwEue+b/8YfNhMeG4alykKbm/uCy42tsgYkEk5uOYx1XxZX9+7GnPnfccst1xFqNCCRSpAo5FgqqrBmHqDHvUPY/c1arOXVlGTmUnGmiKT+7ZE67ERHBJPQvXWdU4lSuYzQ5DiUJh0eQcK2JVsoOJrLoEdvRBAEots3YdeadHbPX4FEIiGxZSItOqcQ1yQGR5WVpG4t0AbpiUiOxVxSSWRiJOERwVSWV9Hl1l6o1UokUikFecXoTDqkArjtTtp1a4XG7XvJFhw8w4adxxk0pAfaMCMOu5OYVo2oOXaa4wt3ET+gO6s+Wk5Uciz977qG0t37cNVUU73zfFHJmjO5qIJN6KLDsBSUkn/kFCu3pNOmTQoyuYwQvGxfsYOQyGCyD2ax/vPaU4UAFYUVpIXXzq4KCQryZzbWhbm4ktlz5/PQtHsChJZ/u+VVTLz7CWLjo/h04WzMNRa+/up7Fn35IwBbN++myFZD2KD26OQKPA4XCpOO1at/59N5i5BKpVitNlRqJfGJsbU8UVKplPsnjmXxCwsChBZAwcl8tizeyKCh/UhKbsQPi5ZTXFRKy9TmDBrah8joCCKjwykqqD31K1fIMZoMlJ71HI28+ToyVu+lz41X4VZ4A4SWTCbzlwJwOFzYbXYGDOnDb8vXB2xz8PX9iYqJJDwylJTWydhtDtQaFYkJsZRnFdOiZbK/J6FCqUCpVFJeVlnneT+0/yj3Pnh7ncsiIsN4aspLnDp+BlOQkb4DexKfGMvhA5kc2n+Mrj071kpq2LB6K6+99yy9r+nBlPumM/v9lzhx8BTN2jXh8ekP8vHcrykvrUAqldKzd2eaJCcyeuwI5r7zeZ02gM9r1a1nWoDYqqyoYveOvUx/ZSqvPf8e5qpqKiur6NCpTcA5BV/ZiUeevh+DUY/dZmf3jn0BQuscVZVmtFoNV/ftRqs2zbn31kdqFS91u9w89sAMlvz6GdExkXXae67n4jkWffEjDz56N09NednfPPocdz5wKz//8FvAZyXFZeRk5weILQC9TsvRQ8eY/+p5L6O53My3c5eRn1XIkPGD6rSnIRHF1t/AW2+9xT333MP48eMB+PDDD1m+fDmfffYZTzzxxGWzw+t0Ubyn7kwyV7UFZ7UNqUKOOacUY4yJ4NQ2uK0Wglq0wlFWir20BIlUiiYqBmVQEJaCEjThIXicLvRxUZiaxFN98ngt75GzvBxJkyZUHjnsm2pq3wFbbg4ee2DsgFynQ67VIVOpKd17CEdFFTFXdwWZBORyglu39MdoyTRaqvLL8HgkhHZsT9XRTNwWCzKtBn1SEqqQYBxVZoJbt6bi0CEEtxt7STHa6GiseXV8K1IqcTk82KtqOPRbBvFtGxOS0AwkEly2ur0w53Db7NiKilGFhWMvKqxzjDY6mprcQixnWwEheCk9VYDXK1C48xCxndtjzqw/8Nx/jlSKAKF1Iba8HGI6pFBxKg+VzEF0s3ASu6agDDZSsad2xftzuMzVqKJ9vREtVRZMIUY+ef4LlI/dQtHmw1jLA1+YboeTO2+9AfRKzG4XoSYDrhM5lJ70lYko3p5B2s29kOq1eNwepAo5EqUcibkMb0UlUa0aYc4rofTY+X58MpWCliP7YKlxkJNZSEVOMaGNIml5bSd++XoNNzwwlJ2rd5O+zhcLIggCWYeyyDqUxa7fdnP/y+NolBKB+cRpbKdseG1ehDN55B0+QlTTBNTJ8dhtDpQaFZGJEUglUuRKOb8v+Z2k1CSKjuZSfPy8aMhY7CvNIJXLuG7ajZRkHEUXHUaNxYGlogZ7tZWKzNNY82tP5wBUHT9NeGpTLAWlCDU2Dh/M5IuPv6XPgB6kJfuqebvdHhR/UDncYDL4i13GxkcxZdp9aP6gVUlEXARer8BXn3xHYlJcveNKisux2x3s2rqHW++4gRtvuY4dWzOQyaSEhocw//sFrPp5HSqVksoKs/+ld+31/bDZ7MSEh/PO3Bf57ONFrPplHW6XmxatmzFh8h1UlVRRXc908YndJ0jpm8oPi5YzZMQ1BAWbOHXiDCt+WsuDj97NszMf5cE7n6xVn2vC5HEs+PwHAIbdOJAuPTvSuEkivyz7jaXvrwwY22/gVSQ2juPFN54gKNjIx+9/Se9+Pbh22Evs3r4HiURCWtd2ZB45iVKpYMp9z5OdlYdEIuG5mY9S8vsJ8o/kcMOo/tx48xB+XrYamUyGXH7pBIm6Kr2ndW2H3W73C5yqSjM/Lg70TN5+10211vN4PCiVSjKPnPQVIz2bnLHi69U0b9uUZ2dMRa6UI5PJOLbnBNWFZhol1F29/hwSiQR5HfWoTCYD1wzuQ/erO1OQV4RMJuWqvt1Yu/J8LbduV3Vi4iN3ktjId0+FR4bx/GvTmHD7Y7WEz9QnJxAa5isMWllurjUVfo5qcw0FecX1ii2DUU/L1Ob+wPqTx7NYsWwN7376Ct8v/IWjh44TERXGbXfeRNapbH5YVDv7uCC3CLpc9KFbYMmHP9UaC77SK4Nu7V/nsoZEFFv/JU6nk/T0dJ588kn/Z1KplP79+7NtW+1aQg6HA8cFXiSz+e9zZ3o93nprOgHYy80otXKUBg0uczUV+w6gMBlRmozINBpUYVEIHg+OSjNyvR5XRQkhrRojkUqR67RY83Jw19SuraRv3BhLfi4hbdpgycunOus0waltsRUVYC8p8aXeRsegCg3DfPIMlcdO+FvYCF4vlixfzy9D0xTMWXno4qKwnMpCExGBIAhY8osI6dgOqVxBTVkVuYeySeoaTM62I8R2SyW0Q0e8DjsehxO5yYTbbsdZdj6uQqpSYWiWwpmMkzTumYoglbHlk/MNWgc9XvtBeA6JTIrCqMditqBrFIuzvKxWdqQqJASnucbXDglfPSqn3fdw2vbNOtr0TeXYT1uI7dLSN30aGoS9jm/PUqWiVuX/CxG8XqQyCc5qK2HtkyjethNbXh76pETkeh2O8ro9ZnKdjqMHfS8CfZAek0nDE3MeRK5UcmZF7aDhqrwyDnyzkUZdUjjiKiO5cQKxQXpUQQZcVjsynRaL4GbjynU0kpmITIoiLFSOMshEZW4ZXi/EtE6kSf9OVOYUgUwGSgUbFm0i/1guAx64jvj2ScjVCmw1NobePRiP3cnAm6/GYrZwdPd5URoRH8EdT96CM+sMCr0OV3UNCpPRV1X/bBC/KsTEkQ0HiGschUclx6ySoXVLOPLrLrrfNYhD24/S5dY+/Pbm9zgu7GcogZ7j+lN1IofIrqlIjSZ+me3z/qgNWqijXts53FYbco0aAGNsOO06tqZ7r84MGtqX1Wc9WeYyM4YwQ73ZgQmtElE4vXzxxVt4vF68NheOwioUKgWN2iWRtbf2C0wfYqCwtJTrbxpEbFwUxiAji79cWqeNg4f1Q61VM+zGgZiCjAA0b9XUv/yBqXdiNBlY/OVSBEFArVYx/KbBDBjUm6riKgSzg12Lt3LXnTczYHAfvF4veVn5LJz3PbfdNqLec+NLghE4kXmad2bNA3wxTx9++QY/fb+KQf16sGDpXD77aBFHD2USHRfF+PtG43K6EAS4877RSCstlG7ah65dE7ZcVAahbYdW3D91PKdOZPPaC+8RExfFpEfv4omHXsTr8dKqbQqCIPD9wl94+uUp/PLjb+TnFZHSKpkHH7kLocTGnkN7AUhf9DspV6dy96TbOXYok9DwkHqrqesNulqfRUaFc/+U8X/YksZZx/91i9bJSCT4PUcH9h+hWZsmZO4/ybF9Jzh2QTZrZFwEHds25/SaTIbdMJA3X6m7dMFNY4bR9mwbsJ1b0wkLD+WOCaNJbt6YoGAjQcFGYuPPx0/dfvdNDL6+P16vB71Bj04fmDHYrmNrvlv5KZ/N/YaD+44SGx/N3ZNuI7l5Ehqt7/53XyJ0A8Buq79MTHBIEM+8PIWxN07yZ7BuXLuVXdv3MO3ZSUx7dhIAD9wxrd4p7cZNEmp9Zq2xUV1PHUCA/KxCYppcWrj+3Yhi67+ktLQUj8dDZGSgco+MjOTo0dpeppkzZ/L88883iC0SmezsC7vuKQhVkB4QMOcUEZmaBFlncFWZcV00fx3ctjVeAYJatMBRVorbZkNQKjA1b45Fp8Oam4vg8SBTq9E3bozgceMoLsJRWoI6LByFydeWQRESjjo8CrfVhvnUGQouygaS63UInkBbjY3jMZ8+g7GRL2NSAExJ8ciUSp8HzOFAJ3VRnH6QuB5tObliK5aicuQaFUFN4zBHGjh5LIvu3dohF7zoTUYEmZzTWQUUShxEnDlJcEQISd1acGqbz61fcCQHQ6NYqrNqx66FtE5mx5q9bF6+nZ5Du9P92jQqTp5CYqlGKpOhjopCIlNQunvv+WNIac7un33TTiUn8rF0bYGpSRynV+9CadDSdEh38jdsrxWLFtY2BckffLOWSCWYEiIoP3iM8M5pWPLycZZVEJTaGkt23VlguiaNWTVzNgADbumDSgLl6fsIS0slvEk0RcfqXi+qWQx6TSzjbp5MqzYpjL71OkzRoWzZf5TFL81hzryXSQwPxWMuw2utQdW4EabGMmRqFSe+X41EKiU0rTUyk57sg9k065RM/7sGcCYzlzmT5gAwfPIIQiJDKM7MJSlKybBR3blu3DVUlVejM2pR4sF59DDq8FA8ZzPYtFGRFB/ciVyjIrRdCzAaaNxSQcbCdbQd1x+5y0NwfDhpY/ohuDy07NwcmUrB0GfHkHcwi4LD2RjCTcR2bIJGr0GpTGDfb3vY/cH5Kt4V+WXIglKBukuFqEKDsJVV+qrra7RUZ5tx6VyYT+ST2jWF3Wt813/Tsi30v3sQv360ImCaV2vS0euW3uyc/yv2C2peNeqagsTtof+dg1j6xhJKs4sD1hk27SZem/UBWzftIj4xhudefYyRo4ey5KImyhGRYdz70FhiYqPqtP/cmEmP3sXIW4dRUlCCtdpG+oZ9vDH1PYxBBp7+4BGGTr8Vt9vNkWOneOPZDwBfbSRjmLHe7SrVSqITorj+pmspL6ugZ68utO3YCpvVjlQAc3om1XklTBh9PdJwE6XllZw5mU1q6+ZEtWvDmcUb8Lp8/xvaEjPvz5lBjeClsKCYmPgoQkKCWPrdSrr06EBoWDDHDp/g/Tc/4433Z7B7xz6OHMwkOjaKiY/cSWW5mRtGDWHEyMFUF1Wy74dtlF2UvRrXrjHvvfEJnbq1xxRcw+Dh/Vn+Y+2p30mP3k2bDi157tVHyTqVS4dOqaS0SkYqk9Y51XYOuVxWq/q5TCbjwcfuoXHTBJBI+PLjb/ny02956/0XqHnnB/LPnPegh0QEc//T49i/cAOWMjOd+gykSXIjTh7PCthmavsWdOzSlojIMB6adjeWmltRqpRo66lLBT7HwKUKharUKpo2b8z0mY9itdhQq5W1CpMagwyYgowBMWkXbv/i/pgX06xFE75d8Qnz3v2S9B37CAkL5s77b6Vzd9/1dblcDLn+Gua88Umd60bF1g7VkSsvXW3+XA/Uy4lE+KOeIiKXJD8/n9jYWLZu3Uq3bucbdE6bNo2NGzey46Kg6ro8W/Hx8VRVVWE01v8A+zO4bDZK9hylcMeBWsvkWjVNr++FQq9j36fLieyQTEhSNGUZewKyvvSNEtAlxGEvKkEbF0PVkSPIlEq8brdvGtBgQKZSIVMoEAQBr9uFOfOoP+BcolBgTG6Oo7IKZ0UlxuRk8tdu9mUXXkRElw54rJV4rBY0MfHIdUaQSpFIJb7pRMm5kgzgtLmQCF4UajVZqzZjKylHadSRMKAHUoUCp8VOTVE5Fo+Hd+d9zfYtGRhNeqwWGw6Hk5i4KD756jU0FaUogoKQGEKwlNdQeDQHjVFLTKsESvceofLYaQSPF6lCTlDLpoS3bUZxTjEarRJpTSWysDAOn8ihJL+I5i2aEGLQ4cn2efwURgPGpMagVLN9wQbyDmb5j7X1tZ1o0acNHocLFDIUChnlh05gLy1HrlVjTEpEIpOjCTNSnpFRawoWQBkcjEdhRKVTUnngIEgk6GKjURoNyLQaJDIZZRn7/P0QJTIZptSWbFi1jw1LN9N3VG96XNuZk6t30+zqNthLSpEFh7D6je9rfZPXBhvoO2U4LonA8p/X8e5rH/unEuQKOU/OeJBeaS3xFhWgiY1FExlF6b6j2IvLMDRNQCpTkLPWF+gskUpRh5pQGvXoUpoye9J7/ky4Ft1a0vm6LiikMoL0Cqoy9vhtF7wef0Zq1FVdKNqejio0mND2bbCUmpHIZZTllnJ87V7Kc4rpeFs/DDEhqJRKKvLLkcmlGMODMEQEodb5voVXm6ux2xw4HE72ph9k0ZdLOXzgGDPfeIpIUwintx3F4/TQrEdLktOakPvrxjrbN0Vf1YWC3UeJ6taGimo7L9z/Oi6nm6ffmYzSI7B80XpOHfJd//a92tL12s6c3nuSmrJqGrVpTGhUCPuW/E51UaA38prHR7HzkxVIJJAytDsKg4aKokqCIoMxRQZxOieHk5lZJDSKQ4IEj8dLo6bx5GTl8fVnS6iuqqH/4F70HdjzkkLrYmwWG1Xl1ZQWlqHWqAkONxEcHoRUKj173mo4tPcY8978kqwTOUydfh9Fe3LI2l/b+9btxp5s2rcbl9uNVqcl88hJuvbsSHBoEAMHXs3x+csDMo01EUG0uKk/295ZgqeOL4opI66mwusl91Qe3QZ2ISwyBEEQkEgk5JzJ45H7n+PoIZ93vGPnNgwefg39Bl2Fy+nCKwjo9TrcFgffPfMFtovqskUlx9L/wWEIcgkymYxqcw0ymZS1qzbx2dwFlJdVEhsfxUPT7qXbVWl19vcD39Th01Nnsmnt1lrLbrptGL369+Clp96ksryKdmmpPDDlDn/8WklRGeNGTiI/t5CQsGCmTLuPkKAgSvJLSUppTGRkCFvm/kLN2R6eKp2a1NFXs+9IJiuXr0Mqk3LjLdfRtWcakdGXv8Gy2+1m5U/reHrKy7WWjZ8wmnsfHFvLY1YXVquNmmoLCrmc4NCggGXlpRUs+OIHvpy32F+SokevLkx/ZSoxcbXv8/Kicj589jNOHKh9f2p0ap6b/wQRcf99PLXZbMZkMv2p97cotv5LnE4nWq2WJUuWMHz4cP/n48aNo7KykmXL6u5ndY6/crH+DI6qagp3HKDs0HkXtNKkp/G1PZGpJEjkaqxF5YAXXWQYnBU2gtuN3GDwpdw7nVQePorcZEQXE03loUP+AHqJVIqhaVNUoaHYi0vwer1oIiPA4wGpxFdBvcqMXKtFqlBQlrEPU7OmlO0/gr3EV2FYqlQQ2rYVytAgrOZqNCYTMpkct8WGVC7FXlKIo9Q3/Sh4PKgjIlBFJ5K36yi5u4/SfFAX5AoplrwiZCoFYW2aYzdb2b9wDY5qK/HXdiaruJjvvl2O3e5k8PX96XVVGvKSckJSknC7HODxIlGqcdhclJ0pQqpRkX8sl8RWCUglEmRKOZogLY6Tx3BbfaUytLGx6BIbUVVaRVWNhd27DyCTy+jdtytqmQxbbgEVR0/hsTsJ79IeuclITXEFKr0alU6F2qTn85cXcmTnUdpe3ZobJgxD6vH6Mg5l4LVZUYeHIbhclO/dGzClKNfpMLVsBXIFuJ2Upu/ztwaSyOXomyRhqfagDdGj1imRyuXItGrKy6uxmK0Ygg3o9Rq8Djdet5tDv2xHKpUQ2bIx6mA96Ys3UpVfhkQiIbpNY5pf04GtP22ly/AeqI0abDYbp0+cQXB7SIiLQouEkLhIJHIpXqR47E5qCspQqJUoDFqUOjUIAuZTubgsVgwJ0SiNemwWB9ZqK+byatQaFRKnE114EGUVNRiMWlQOC1WHj533AkklhLRpBYIXmVaDzGSioLgMvUJN2bFcijNz0YWZSOrRCmRSpFIJ2mADXqcHqULmF1l1UZBXRPrOfezatofGTXxFQTUaNU6HA0EioeRkIdExIViPHcdeXHr2OmiJ6NwWhcGIvcbGhrnL0Rh1JPZryw+fL6eqopqJT92OxCtw4nA223/djcPmoE2PVvQd3RdjiAGX3cX+pVs5tm6v3xaJRELa6N7EpDai4KyAiWrVCI1J7zuXF1BSXIrd5kChUBAaHuz3mthtdtxuDzq99k837/2rVJRV4XK5kMlkSDwC679Zy4EN+/G4Pai0Kq4a1YsW3Vuw/8ARVq/chCnIyIAhvTEFGQkJC8ao1VCQfpSsdbv9iSwSuYw2dw3FWlbNwcVrfV9IACQQ07kl8d1b891HPzHsriFExIX7BeA5yksrKC+rxGqxYgr27cdgqF3Mtqqogn2rdnNix1HkSjltB6XRpHMK+pDaZSO8Xi8lZ4uzKpXKS3p/zlFcWMq7r81jxbI1uN0elColN40Zxl0PjCE0LJjSknK8Hg9anRaDMdC+3Ox8Xpk+my0bdyIIAvGNYnjsmUl06NIWlUzO6R1H2f3tBn+5Fl2okd73DwGVFBQKQsJDA6qxX26qzTUc2n+M2a9+xPFjp4iNi+K+yePodnUnQkKC/pZ9OJ1OSorKqKm2oNaoCQkNqnUeLyQ/q4DXH3yHqgtiC+VKOVPenEhiSjxa3X/v3RLF1mWmS5cudO7cmTlzfFMjXq+XhIQEJk2a9IcB8n+32AJwmGvwuj1+8SJVypFr1SCAQqvF63YjeL0IghePxYrX40Gu0/nFzbnS2oLH65vWEgQEl8sXM6RUgUzqG+fxIJFKQSr1BZrX2HwveZUSiVyKx+1FKnhwlJUjSCTINRoEiQQPEtJ3HaasuII2aS0JDQtGp5LhdXuQyuVI5HLA69u+TIYggMfpRqJU4rE78ThdSKRSlAYNXo+XgkNZyFUqQhLC8Th8dqr0GhxeNx63B4XDCQKoggxIFHIkghfB40Eil+NyupHJ5UhkMhxWO06rE68EnB43UhmYdGokAsgUcpDKENweBK/gCwpXyPHYnXg9XmRKOYLLjdflQqpQIFUpfCXAznqDvEjJ3HeKXb/txhBsoNvgLmj1ahzVVlR6DXqjFo/DhrvGgjo0FIlEgttmxW21odDrkapUOK0uJAqZL5DW7T5b+FVAplLhdnnJP5CFx+UmIiUehUaF22pHrlUjU8iQK+TI1UqcFpvv2nvB43YDEpRqBXabE5fNid1ipzi3BH2IidDYUOQqORqtGqvZ6mszI3hRKhXIVQpkCilSqQyF5rwYELwCkktU0nbZHLhqrFQXliNXytFFhCCRS3HbndhsThQaJUq5FNfZXpqq4CAkcjkypQJZHVMDbqcLp82J2+VGoVai0V86uPyvUFNZg9VsRSGXolLJkUpAplKhOBvA7na5sVdaqCmtQiKToDRqcbk9SGRS1HI5XqcLp9t3D6t1avTB51/qDqsde5WVkhN5SOUywpvEoDZqUagvHVD/v4bT7sRSWYPT4UKlUWEIMQS0VKoLt8OJy2LHWlrpS8gJNaHUa/G43DiqrVhKK3E7XBijQ5AoFLi8XnQGLSpN7ZppfxWPy4O9xopEIkVj+vtFqdVqo6ykApvVhk6vJSw8BJX6z9ldba6hsrwKh9OJwagnIjLMb5/H5cFWVYPNbEUqlaDUKlHrNcjVKt8z+H+EivJKHA4XCrmM0PCQK20ORbnFnDmWw/H9J4mKj6BVpxR0wfpLirS/gii2LjOLFy9m3LhxfPTRR3Tu3JnZs2fz7bffcvTo0VqxXBfTEGLrQs69UP/oAfhHCILgayr8H/5jez0epLL/zoZ6t312CvPib7z/i3g9Xl8phQbyPIiIiIiIXB7+yvtbDJD/G7j55pspKSnh2WefpbCwkHbt2rFq1ao/FFqXA1k9xeT+KhKJxO/x+k9oKKEF/z9E1jmkV9DVLyIiIiJyZRA9W1eYhvZsiYiIiIiIiPz9/JX3t/g1W0RERERERESkARHFloiIiIiIiIhIAyKKLRERERERERGRBkQUWyIiIiIiIiIiDYgotkREREREREREGhBRbImIiIiIiIiINCCi2BIRERERERERaUBEsSUiIiIiIiIi0oCIYktEREREREREpAER2/VcYc4V8DebzX8wUkREREREROR/hXPv7T/TiEcUW1eY6upqAOLj46+wJSIiIiIiIiJ/lerqakwm0yXHiL0RrzBer5f8/HwMBoOv2fMFmM1m4uPjycnJ+Vf1Tfy3Hjf8e49dPG7xuP8N/FuPG/6Zxy4IAtXV1cTExCCVXjoqS/RsXWGkUilxcXGXHGM0Gv8xN+df4d963PDvPXbxuP9diMf97+Ofdux/5NE6hxggLyIiIiIiIiLSgIhiS0RERERERESkARHF1v8wKpWK5557DpVKdaVNuaz8W48b/r3HLh63eNz/Bv6txw3/7mMHMUBeRERERERERKRBET1bIiIiIiIiIiINiCi2REREREREREQaEFFsiYiIiIiIiIg0IKLYEhERERERERFpQESx9T/M+++/T6NGjVCr1XTp0oWdO3deaZMalJkzZ9KpUycMBgMREREMHz6cY8eOXWmzLjuvvvoqEomEhx9++Eqb0uDk5eVx2223ERoaikajITU1ld27d19psxoUj8fD9OnTady4MRqNhiZNmvDiiy/+qf5q/9/YtGkTQ4cOJSYmBolEwtKlSwOWC4LAs88+S3R0NBqNhv79+3P8+PErY+zfyKWO2+Vy8fjjj5OamopOpyMmJoaxY8eSn59/5Qz+m/ij630hEyZMQCKRMHv27Mtm35VEFFv/oyxevJipU6fy3HPPkZGRQdu2bRk4cCDFxcVX2rQGY+PGjUycOJHt27ezevVqXC4XAwYMwGKxXGnTLhu7du3io48+ok2bNlfalAanoqKCHj16oFAoWLlyJYcPH+bNN98kODj4SpvWoMyaNYu5c+fy3nvvceTIEWbNmsVrr73GnDlzrrRpfzsWi4W2bdvy/vvv17n8tdde49133+XDDz9kx44d6HQ6Bg4ciN1uv8yW/r1c6ritVisZGRlMnz6djIwMfvjhB44dO8awYcOugKV/L390vc/x448/sn37dmJiYi6TZf8DCCL/k3Tu3FmYOHGi/2+PxyPExMQIM2fOvIJWXV6Ki4sFQNi4ceOVNuWyUF1dLSQnJwurV68WevXqJUyePPlKm9SgPP7440LPnj2vtBmXnSFDhgh33nlnwGc33HCDMGbMmCtk0eUBEH788Uf/316vV4iKihJef/11/2eVlZWCSqUSFi5ceAUsbBguPu662LlzpwAIZ86cuTxGXQbqO+7c3FwhNjZWOHjwoJCYmCi8/fbbl922K4Ho2fofxOl0kp6eTv/+/f2fSaVS+vfvz7Zt266gZZeXqqoqAEJCQq6wJZeHiRMnMmTIkIDr/k/mp59+Ii0tjZtuuomIiAjat2/Pxx9/fKXNanC6d+/O2rVryczMBGDfvn1s3ryZa6+99gpbdnk5ffo0hYWFAfe7yWSiS5cu/6rnHPiedRKJhKCgoCttSoPi9Xq5/fbbeeyxx2jVqtWVNueyIjai/h+ktLQUj8dDZGRkwOeRkZEcPXr0Cll1efF6vTz88MP06NGD1q1bX2lzGpxFixaRkZHBrl27rrQpl41Tp04xd+5cpk6dylNPPcWuXbt46KGHUCqVjBs37kqb12A88cQTmM1mUlJSkMlkeDweXn75ZcaMGXOlTbusFBYWAtT5nDu37N+A3W7n8ccfZ/To0f+oBs11MWvWLORyOQ899NCVNuWyI4otkf9JJk6cyMGDB9m8efOVNqXBycnJYfLkyaxevRq1Wn2lzblseL1e0tLSeOWVVwBo3749Bw8e5MMPP/xHi61vv/2Wb775hgULFtCqVSv27t3Lww8/TExMzD/6uEVq43K5GDVqFIIgMHfu3CttToOSnp7OO++8Q0ZGBhKJ5Eqbc9kRpxH/BwkLC0Mmk1FUVBTweVFREVFRUVfIqsvHpEmT+OWXX1i/fj1xcXFX2pwGJz09neLiYjp06IBcLkcul7Nx40beffdd5HI5Ho/nSpvYIERHR9OyZcuAz1q0aEF2dvYVsujy8Nhjj/HEE09wyy23kJqayu23386UKVOYOXPmlTbtsnLuWfZvfc6dE1pnzpxh9erV/3iv1u+//05xcTEJCQn+59yZM2d45JFHaNSo0ZU2r8ERxdb/IEqlko4dO7J27Vr/Z16vl7Vr19KtW7craFnDIggCkyZN4scff2TdunU0btz4Spt0WejXrx8HDhxg7969/p+0tDTGjBnD3r17kclkV9rEBqFHjx61SntkZmaSmJh4hSy6PFitVqTSwEevTCbD6/VeIYuuDI0bNyYqKirgOWc2m9mxY8c/+jkH54XW8ePHWbNmDaGhoVfapAbn9ttvZ//+/QHPuZiYGB577DF+/fXXK21egyNOI/6PMnXqVMaNG0daWhqdO3dm9uzZWCwWxo8ff6VNazAmTpzIggULWLZsGQaDwR+3YTKZ0Gg0V9i6hsNgMNSKS9PpdISGhv6j49WmTJlC9+7deeWVVxg1ahQ7d+5k3rx5zJs370qb1qAMHTqUl19+mYSEBFq1asWePXt46623uPPOO6+0aX87NTU1nDhxwv/36dOn2bt3LyEhISQkJPDwww/z0ksvkZycTOPGjZk+fToxMTEMHz78yhn9N3Cp446OjmbkyJFkZGTwyy+/4PF4/M+6kJAQlErllTL7v+aPrvfFolKhUBAVFUXz5s0vt6mXnyudDilSP3PmzBESEhIEpVIpdO7cWdi+ffuVNqlBAer8mT9//pU27bLzbyj9IAiC8PPPPwutW7cWVCqVkJKSIsybN+9Km9TgmM1mYfLkyUJCQoKgVquFpKQk4emnnxYcDseVNu1vZ/369XX+T48bN04QBF/5h+nTpwuRkZGCSqUS+vXrJxw7duzKGv03cKnjPn36dL3PuvXr119p0/8r/uh6X8y/qfSDRBD+gWWLRURERERERET+RxBjtkREREREREREGhBRbImIiIiIiIiINCCi2BIRERERERERaUBEsSUiIiIiIiIi0oCIYktEREREREREpAERxZaIiIiIiIiISAMiii0RERERERERkQZEFFsiIiIiIiIiIg2IKLZERET+Z/j888+RSCRIJBKysrJqLe/duzcSiYTevXtfdttERERE/lNEsSUi8v+cDRs2+AWKRCLBYDBgtVr/cD2bzYbJZApYd8OGDQ1vsAgQKCw///zzK22OiIhIAyKKLRGRfxg1NTUsXbr0D8ctW7YMs9nc8AaJiIiI/MsRxZaIyD8ItVoNwFdfffWHY8+NObfO/wc2bNiAIAiiB05EROT/FaLYEhH5BzFs2DAAVq9eTWFhYb3jiouL+e233wC4/vrrL4ttIiIiIv9WRLElIvIPYsCAAURFReHxeFi4cGG94xYuXIjb7SYqKoprrrnmMlooIiIi8u9DFFsiIv8gZDIZo0ePBi49lfjll18CcOuttyKTyf709tevX8+4ceNISkpCq9ViNBpJTU3lscceIz8//w/Xr6io4IknniAlJQWNRkNERAT9+/fnu++++1P7/6NsxIqKCubPn89tt91Gy5Yt0ev1KJVKoqKiGDhwIPPmzcPpdNa7/aysrFpB66tXr2bo0KFERUWhUqlo3Lgx999/P7m5uX/K5v+UizMzvV4v8+bNo3v37gQHB6PT6WjTpg0vv/zyn0qI8Hq9LFy4kBtvvJGEhAQ0Gg0ajYZmzZoxZswYlixZgsvlqnNdp9PJBx98QJ8+fQgPD/ef08GDB/P111/j9Xrr3e8dd9yBRCKhUaNGABQWFvLoo4/SrFkztFotsbGxjBo1ikOHDgWsl5WVxUMPPUSzZs3QaDRERkYyZswYTp48+afO3397r4qI/K0IIiIi/69Zv369AAiAMH/+fCEjI8P/98GDB2uNP3TokH/5nj17hPnz5/v/Xr9+fZ37sNlswi233OIfV9ePTqcTfvrpp3rtPHz4sBATE1Pv+uPHjw+w5fTp07W20atXLwEQevXqVec+EhMTL2kjILRv314oKCioc/3Tp08HnMsnnnii3u2Eh4cLhw8frvd4/4gLj3X+/PmXXH7o0CGhX79+9drSuXNnoaampt59nT59WmjXrt0fnpu6rv/p06eFlJSUS67Xs2dPoaysrM59jxs3TgCExMREYe/evUJUVFS998/vv/8uCIIgrF27VjCZTHWOCw4OrvO+Psffca+KiPzdiJ4tEZF/GO3bt6dVq1ZA3d6tc5+1bt2adu3a/eH2BEFg5MiRLFq0CIChQ4fy1VdfsWXLFrZt28Y777xDQkICFouFkSNHsnv37lrbMJvNDBw40O9RuPnmm1mxYgW7d+9mwYIFpKWlMX/+fD744IP/9LAB8Hg8dOnShRdffJFffvmFXbt2sWXLFr7++msGDRoEwJ49e7jlllv+cFsff/wxr776Kr169WLBggXs3r2bNWvWMHbsWABKSkq48847/yt7/yz33HOP31OzfPly0tPT+fHHH+nWrRsAO3fu5KWXXqpz3aKiInr06MHevXsB6Nu3L1988QU7duxg586dLF68mPvuu4+QkJBa69bU1NCvXz+OHj0KwPDhw/npp5/YvXs33333Hb169QJg8+bNDB06FI/HU+8xWK1WRowYgdPp5JVXXmHLli1s376dGTNmoFQqsVgs3H777Zw4cYLhw4djMBh455132L59O5s3b2bKlClIJBIqKiq466676tzH33Gviog0CFda7YmIiPx3XOzZEgRBmDVrlgAI8fHxgtfr9Y/1er1CfHy8AAivvfaaIAjCH3q25s2bJwCCQqEQVq5cWacN5eXlQqtWrQRA6NGjR63ljz76qH8fr7zySq3lTqdTGDBgQID34T/xbGVmZtb5+Tk+++wz//bXrFlTa/mFni1AuOeeewLO3znuvvtu/5iMjIxL7rM+/opnCxC++uqrWmPsdrvQunVrARBCQ0MFl8tVa8yIESP825g1a1a99lRXVwvl5eUBn1143Z555pla63i9XmHMmDH+MR988EGtMec8W4AQFhYmnDhxotaY9957L8BjmJycLBQXF9ca99hjj13yvP8d96qISEMgii0Rkf/n1CW2cnNzBalUKgDCunXr/GPXrVsnAIJUKhVyc3MFQbi02PJ6vUKTJk0EQHjkkUcuaceKFSv827lQ9DgcDiE4OFgAhDZt2tQpXgRBEHJycgSFQvFfia0/w7nptEmTJtVadqHYio6OFux2e53bOHr0qH/cO++88x/Z8VfE1g033FDvdj788EP/uH379tWyUyKRCIAwfPjwv2Sf3W4XgoKCBEBo1aqV4Ha76xxXVVUlhIaGCoDQsmXLWssvFFtz586tcxtWq1VQq9X+cfUJpVOnTtV73v+Oe1VEpKEQpxFFRP6BxMbG0qdPHyBwKvHc73379iU2NvYPt3P48GF/QPLIkSMvOfbqq6/2/75t2zb/7+np6VRUVAAwbtw4JBJJnevHxcUxYMCAP7TpzyIIAoWFhWRmZnLw4EH/z7nj3rdv3yXXHzlyJCqVqs5lzZs3R6/XA3Dq1Km/zeb6GDNmTL3LOnbs6P/9YluWL1+OIAgATJky5S/tMz09ncrKSsAX5F5fIoXRaGTUqFGA734pKCioc5xEIvGPuxiNRkNycjIAwcHBDBw4sM5xjRs3xmAwALWP9e+4V0VEGgpRbImI/EM5F1v0/fffY7PZsNlsLFmyJGDZH3FhTEu3bt0CWvtc/HNOfAABNb4OHDjg/71Tp06X3F/nzp3/lF2XYvny5Vx33XWYTCaio6Np3rw5qamp/p/ly5cDUFpaesntpKSkXHJ5cHAwANXV1f+1zX/EpWy5MNbqYlv27NkDgEKhoGvXrn9pnwcPHvT/3qVLl0uOvXD5hetdSFhYWJ1xYecICgoCoGnTpvUK8gvHXXysf8e9KiLSUMivtAEiIiINww033MD999+P2Wxm2bJlCIJAdXU1Op2OG2644U9to7i4+D/a94WlCMrLy/2/R0REXHK9yMjI/2h/4PNk3XPPPXz66ad/arzNZrvkcq1We8nlUqnvu+qlgsL/Li5lyzk76rLlnKAMCQlBqVT+pX3+lesWFRVV53oX8mfP53963v+Oe1VEpKEQxZaIyD8UvV7PiBEj+Oabb/jqq6/800kjRoxAp9P9qW1c+EL7+eef/bWS/oj6Xs6X8lj8t3z22Wd+odWuXTsefvhhunTpQmxsLFqt1j8NNnbs2IDzIfLHNOR1+7v4u+9VEZG/E1FsiYj8gxk7dizffPONvzXPuc/+LKGhof7fg4KCaN269V+24dx0G/jKEDRr1qzesUVFRX95++f4+OOPAd801NatW9FoNHWOq8/z8k8kLCwM8B2z0+n8S96tC6f8/ui6XTgVd6mpwobk77hXRUQaCjFmS0TkH0y/fv2Ijo7G7XbjdruJiYmhX79+f3r99u3b+3/fsmXLf2RDamqq//ddu3ZdcuwfLb8U5yqQDxs2rF6hJQgCGRkZ//E+/r/RoUMHAFwu118OBL9QrOzYseOSY3fu3FnnepeTv+NeFRFpKESxJSLyD0Ymk3H77bejUqlQqVTcfvvtATE+f0SHDh2Ii4sDYN68edjt9r9sQ8eOHf3erUtN3+Xl5QV44P4qbrcbAIvFUu+YZcuW1Zst909kyJAh/inA2bNn/6V1O3bs6A9G/+KLL+ptyVNdXc23334LQMuWLYmOjv6P7f1v+DvuVRGRhkIUWyIi/3BmzZqF3W7Hbrfz6quv/qV1pVIpTz31FOBLtR87diwOh6Pe8Wazmffeey/gM5VKxfjx4wHYu3cvr7/+eq313G4399xzzyX7Fv4R50oH/Pzzz3VOFZ48eZKJEyf+x9v//0izZs0YMWIEAEuXLq3z3J/DYrH4S3SA77rdfffdgC/D8MUXX6y1jiAITJo0yR+IP2nSpL/T/L/E33Gviog0FKLYEhERuSQTJkzwv7C/++47WrVqxeuvv87GjRvZu3cvmzZtYt68edx6663ExMQwY8aMWtt49tln/V6Hxx9/nFtvvZVVq1aRkZHBokWL6N69OytXriQtLe0/tvNcLFp+fj7dunXjs88+Y+fOnWzatIkZM2bQsWNHysvL/VNr/xY++OADYmJiAJg2bRr9+vXjq6++YteuXezevZslS5YwceJEEhISatUee/bZZ0lKSgJgxowZjBw5kuXLl5ORkcH3339P3759/U3Nu3Xrxr333nt5D+4i/o57VUSkIRAD5EVERC6JRCJh8eLFTJ48mQ8//JCTJ08ybdq0esfXld1lMplYtWoV/fv3p7CwkIULF7Jw4cKAMXfccQe9evXye8H+KpMnT2b16tX89ttvZGZm1uqfp9Fo+PLLL/1i4d9CZGQkv//+O9dffz0HDx5k3bp1rFu37k+tazAYWLt2Lddeey1Hjx7l+++/5/vvv681rkePHvz000/1Fj69XPwd96qISEMgerZERET+EIVCwQcffMC+fft48MEHSU1NxWQyIZPJMJlMtGvXjrvuuoslS5Zw5MiROrfRqlUrDh06xLRp00hOTkalUhEWFkafPn1YsGAB8+fP/69tXL58Oe+++y5paWlotVo0Gg1NmzZlwoQJZGRkcNNNN/1X+/j/SlJSEnv37uXzzz9nyJAhREdHo1Ao0Gg0NGvWjLFjx7Js2TKuuuqqWus2atSIffv28d5779GrVy9CQ0NRKBRERkYyaNAgvvrqKzZt2nTFshAv5u+4V0VE/m4kglhsRkRERERERESkwRA9WyIiIiIiIiIiDYgotkREREREREREGhBRbImIiIiIiIiINCCi2BIRERERERERaUBEsSUiIiIiIiIi0oCIYktEREREREREpAERxZaIiIiIiIiISAMiii0RERERERERkQZEFFsiIiIiIiIiIg2IKLZERERERERERBoQUWyJiIiIiIiIiDQgotgSEREREREREWlARLElIiIiIiIiItKAiGJLRERERERERKQB+T9AUin0ahCUrAAAAABJRU5ErkJggg==", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -679,12 +1091,12 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -733,7 +1145,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -751,19 +1163,434 @@ }, { "cell_type": "code", - "execution_count": 83, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"â–¸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"â–¾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>HistGradientBoostingRegressor()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">HistGradientBoostingRegressor</label><div class=\"sk-toggleable__content\"><pre>HistGradientBoostingRegressor()</pre></div></div></div></div></div>" + "<style>#sk-container-id-1 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: #000;\n", + " --sklearn-color-text-muted: #666;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-1 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-1 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-1 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-1 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-1 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-1 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: flex;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + " align-items: start;\n", + " justify-content: space-between;\n", + " gap: 0.5em;\n", + "}\n", + "\n", + "#sk-container-id-1 label.sk-toggleable__label .caption {\n", + " font-size: 0.6rem;\n", + " font-weight: lighter;\n", + " color: var(--sklearn-color-text-muted);\n", + "}\n", + "\n", + "#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"â–¸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"â–¾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-1 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-1 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-1 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-1 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-1 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 0.5em;\n", + " text-align: center;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-1 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-1 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-1 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>HistGradientBoostingRegressor()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>HistGradientBoostingRegressor</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.html\">?<span>Documentation for HistGradientBoostingRegressor</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>HistGradientBoostingRegressor()</pre></div> </div></div></div></div>" ], "text/plain": [ "HistGradientBoostingRegressor()" ] }, - "execution_count": 83, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -784,11 +1611,123 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "MedInc", + "rawType": "float64", + "type": "float" + }, + { + "name": "HouseAge", + "rawType": "float64", + "type": "float" + }, + { + "name": "AveRooms", + "rawType": "float64", + "type": "float" + }, + { + "name": "AveBedrms", + "rawType": "float64", + "type": "float" + }, + { + "name": "Population", + "rawType": "float64", + "type": "float" + }, + { + "name": "AveOccup", + "rawType": "float64", + "type": "float" + }, + { + "name": "y_hat", + "rawType": "float64", + "type": "float" + }, + { + "name": "y", + "rawType": "float64", + "type": "float" + } + ], + "conversionMethod": "pd.DataFrame", + "ref": "c56d81cc-c6c4-4347-98a4-32578aa2a113", + "rows": [ + [ + "16224", + "3.4625", + "36.0", + "5.722426470588236", + "1.0588235294117647", + "1746.0", + "3.209558823529412", + "1.4264936503767518", + "0.846" + ], + [ + "14064", + "2.1394", + "15.0", + "4.134674922600619", + "1.1207430340557276", + "1800.0", + "2.7863777089783284", + "1.2004534795748876", + "1.067" + ], + [ + "12295", + "2.0976", + "29.0", + "4.987938596491228", + "1.0043859649122806", + "2494.0", + "2.7346491228070176", + "0.9564621664793018", + "0.726" + ], + [ + "1492", + "4.2569", + "23.0", + "5.643659711075442", + "1.0609951845906902", + "1465.0", + "2.351524879614767", + "2.548056846947001", + "2.131" + ], + [ + "9574", + "3.5393", + "15.0", + "5.460504201680672", + "1.030252100840336", + "1569.0", + "2.6369747899159663", + "1.3593275613547013", + "0.88" + ] + ], + "shape": { + "columns": 8, + "rows": 5 + } + }, "text/html": [ "<div>\n", "<style scoped>\n", @@ -820,59 +1759,59 @@ " </thead>\n", " <tbody>\n", " <tr>\n", - " <th>12277</th>\n", - " <td>2.8783</td>\n", - " <td>5.0</td>\n", - " <td>5.821086</td>\n", - " <td>1.172524</td>\n", - " <td>798.0</td>\n", - " <td>2.549521</td>\n", - " <td>1.206398</td>\n", - " <td>1.052</td>\n", + " <th>16224</th>\n", + " <td>3.4625</td>\n", + " <td>36.0</td>\n", + " <td>5.722426</td>\n", + " <td>1.058824</td>\n", + " <td>1746.0</td>\n", + " 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AveRooms AveBedrms Population AveOccup y_hat \\\n", - "12277 2.8783 5.0 5.821086 1.172524 798.0 2.549521 1.206398 \n", - "14831 2.8089 30.0 4.400000 1.079339 1997.0 3.300826 1.599351 \n", - "14099 2.2287 29.0 3.707865 1.114607 882.0 1.982022 1.911623 \n", - "11269 3.6531 18.0 5.642638 1.064417 1820.0 2.791411 1.572099 \n", - "16478 3.3929 28.0 5.673961 1.065646 1365.0 2.986871 1.359892 \n", + "16224 3.4625 36.0 5.722426 1.058824 1746.0 3.209559 1.426494 \n", + "14064 2.1394 15.0 4.134675 1.120743 1800.0 2.786378 1.200453 \n", + "12295 2.0976 29.0 4.987939 1.004386 2494.0 2.734649 0.956462 \n", + "1492 4.2569 23.0 5.643660 1.060995 1465.0 2.351525 2.548057 \n", + "9574 3.5393 15.0 5.460504 1.030252 1569.0 2.636975 1.359328 \n", "\n", " y \n", - "12277 1.052 \n", - "14831 1.206 \n", - "14099 1.400 \n", - "11269 1.435 \n", - "16478 1.130 " + "16224 0.846 \n", + "14064 1.067 \n", + "12295 0.726 \n", + "1492 2.131 \n", + "9574 0.880 " ] }, - "execution_count": 84, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -917,19 +1856,19 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAD: 0.45, MSE 0.40\n" + "MAD: 0.44, MSE 0.37\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -959,12 +1898,12 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -989,12 +1928,12 @@ }, { "cell_type": "code", - "execution_count": 108, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1039,7 +1978,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -1075,17 +2014,432 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"â–¸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"â–¾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[('k-nearest',\n", + "<style>#sk-container-id-2 {\n", + " /* Definition of color scheme common for light and dark mode */\n", + " --sklearn-color-text: #000;\n", + " --sklearn-color-text-muted: #666;\n", + " --sklearn-color-line: gray;\n", + " /* Definition of color scheme for unfitted estimators */\n", + " --sklearn-color-unfitted-level-0: #fff5e6;\n", + " --sklearn-color-unfitted-level-1: #f6e4d2;\n", + " --sklearn-color-unfitted-level-2: #ffe0b3;\n", + " --sklearn-color-unfitted-level-3: chocolate;\n", + " /* Definition of color scheme for fitted estimators */\n", + " --sklearn-color-fitted-level-0: #f0f8ff;\n", + " --sklearn-color-fitted-level-1: #d4ebff;\n", + " --sklearn-color-fitted-level-2: #b3dbfd;\n", + " --sklearn-color-fitted-level-3: cornflowerblue;\n", + "\n", + " /* Specific color for light theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n", + " --sklearn-color-icon: #696969;\n", + "\n", + " @media (prefers-color-scheme: dark) {\n", + " /* Redefinition of color scheme for dark theme */\n", + " --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n", + " --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n", + " --sklearn-color-icon: #878787;\n", + " }\n", + "}\n", + "\n", + "#sk-container-id-2 {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "#sk-container-id-2 pre {\n", + " padding: 0;\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-hidden--visually {\n", + " border: 0;\n", + " clip: rect(1px 1px 1px 1px);\n", + " clip: rect(1px, 1px, 1px, 1px);\n", + " height: 1px;\n", + " margin: -1px;\n", + " overflow: hidden;\n", + " padding: 0;\n", + " position: absolute;\n", + " width: 1px;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-dashed-wrapped {\n", + " border: 1px dashed var(--sklearn-color-line);\n", + " margin: 0 0.4em 0.5em 0.4em;\n", + " box-sizing: border-box;\n", + " padding-bottom: 0.4em;\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-container {\n", + " /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n", + " but bootstrap.min.css set `[hidden] { display: none !important; }`\n", + " so we also need the `!important` here to be able to override the\n", + " default hidden behavior on the sphinx rendered scikit-learn.org.\n", + " See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n", + " display: inline-block !important;\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-text-repr-fallback {\n", + " display: none;\n", + "}\n", + "\n", + "div.sk-parallel-item,\n", + "div.sk-serial,\n", + "div.sk-item {\n", + " /* draw centered vertical line to link estimators */\n", + " background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n", + " background-size: 2px 100%;\n", + " background-repeat: no-repeat;\n", + " background-position: center center;\n", + "}\n", + "\n", + "/* Parallel-specific style estimator block */\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item::after {\n", + " content: \"\";\n", + " width: 100%;\n", + " border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n", + " flex-grow: 1;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel {\n", + " display: flex;\n", + " align-items: stretch;\n", + " justify-content: center;\n", + " background-color: var(--sklearn-color-background);\n", + " position: relative;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item {\n", + " display: flex;\n", + " flex-direction: column;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:first-child::after {\n", + " align-self: flex-end;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:last-child::after {\n", + " align-self: flex-start;\n", + " width: 50%;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-parallel-item:only-child::after {\n", + " width: 0;\n", + "}\n", + "\n", + "/* Serial-specific style estimator block */\n", + "\n", + "#sk-container-id-2 div.sk-serial {\n", + " display: flex;\n", + " flex-direction: column;\n", + " align-items: center;\n", + " background-color: var(--sklearn-color-background);\n", + " padding-right: 1em;\n", + " padding-left: 1em;\n", + "}\n", + "\n", + "\n", + "/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n", + "clickable and can be expanded/collapsed.\n", + "- Pipeline and ColumnTransformer use this feature and define the default style\n", + "- Estimators will overwrite some part of the style using the `sk-estimator` class\n", + "*/\n", + "\n", + "/* Pipeline and ColumnTransformer style (default) */\n", + "\n", + "#sk-container-id-2 div.sk-toggleable {\n", + " /* Default theme specific background. It is overwritten whether we have a\n", + " specific estimator or a Pipeline/ColumnTransformer */\n", + " background-color: var(--sklearn-color-background);\n", + "}\n", + "\n", + "/* Toggleable label */\n", + "#sk-container-id-2 label.sk-toggleable__label {\n", + " cursor: pointer;\n", + " display: flex;\n", + " width: 100%;\n", + " margin-bottom: 0;\n", + " padding: 0.5em;\n", + " box-sizing: border-box;\n", + " text-align: center;\n", + " align-items: start;\n", + " justify-content: space-between;\n", + " gap: 0.5em;\n", + "}\n", + "\n", + "#sk-container-id-2 label.sk-toggleable__label .caption {\n", + " font-size: 0.6rem;\n", + " font-weight: lighter;\n", + " color: var(--sklearn-color-text-muted);\n", + "}\n", + "\n", + "#sk-container-id-2 label.sk-toggleable__label-arrow:before {\n", + " /* Arrow on the left of the label */\n", + " content: \"â–¸\";\n", + " float: left;\n", + " margin-right: 0.25em;\n", + " color: var(--sklearn-color-icon);\n", + "}\n", + "\n", + "#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {\n", + " color: var(--sklearn-color-text);\n", + "}\n", + "\n", + "/* Toggleable content - dropdown */\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content {\n", + " max-height: 0;\n", + " max-width: 0;\n", + " overflow: hidden;\n", + " text-align: left;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content pre {\n", + " margin: 0.2em;\n", + " border-radius: 0.25em;\n", + " color: var(--sklearn-color-text);\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-toggleable__content.fitted pre {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n", + " /* Expand drop-down */\n", + " max-height: 200px;\n", + " max-width: 100%;\n", + " overflow: auto;\n", + "}\n", + "\n", + "#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n", + " content: \"â–¾\";\n", + "}\n", + "\n", + "/* Pipeline/ColumnTransformer-specific style */\n", + "\n", + "#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator-specific style */\n", + "\n", + "/* Colorize estimator box */\n", + "#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label label.sk-toggleable__label,\n", + "#sk-container-id-2 div.sk-label label {\n", + " /* The background is the default theme color */\n", + " color: var(--sklearn-color-text-on-default-background);\n", + "}\n", + "\n", + "/* On hover, darken the color of the background */\n", + "#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "/* Label box, darken color on hover, fitted */\n", + "#sk-container-id-2 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n", + " color: var(--sklearn-color-text);\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Estimator label */\n", + "\n", + "#sk-container-id-2 div.sk-label label {\n", + " font-family: monospace;\n", + " font-weight: bold;\n", + " display: inline-block;\n", + " line-height: 1.2em;\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-label-container {\n", + " text-align: center;\n", + "}\n", + "\n", + "/* Estimator-specific */\n", + "#sk-container-id-2 div.sk-estimator {\n", + " font-family: monospace;\n", + " border: 1px dotted var(--sklearn-color-border-box);\n", + " border-radius: 0.25em;\n", + " box-sizing: border-box;\n", + " margin-bottom: 0.5em;\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-0);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-0);\n", + "}\n", + "\n", + "/* on hover */\n", + "#sk-container-id-2 div.sk-estimator:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-2);\n", + "}\n", + "\n", + "#sk-container-id-2 div.sk-estimator.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-2);\n", + "}\n", + "\n", + "/* Specification for estimator info (e.g. \"i\" and \"?\") */\n", + "\n", + "/* Common style for \"i\" and \"?\" */\n", + "\n", + ".sk-estimator-doc-link,\n", + "a:link.sk-estimator-doc-link,\n", + "a:visited.sk-estimator-doc-link {\n", + " float: right;\n", + " font-size: smaller;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1em;\n", + " height: 1em;\n", + " width: 1em;\n", + " text-decoration: none !important;\n", + " margin-left: 0.5em;\n", + " text-align: center;\n", + " /* unfitted */\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted,\n", + "a:link.sk-estimator-doc-link.fitted,\n", + "a:visited.sk-estimator-doc-link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "div.sk-estimator:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link:hover,\n", + ".sk-estimator-doc-link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover,\n", + "div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n", + ".sk-estimator-doc-link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "/* Span, style for the box shown on hovering the info icon */\n", + ".sk-estimator-doc-link span {\n", + " display: none;\n", + " z-index: 9999;\n", + " position: relative;\n", + " font-weight: normal;\n", + " right: .2ex;\n", + " padding: .5ex;\n", + " margin: .5ex;\n", + " width: min-content;\n", + " min-width: 20ex;\n", + " max-width: 50ex;\n", + " color: var(--sklearn-color-text);\n", + " box-shadow: 2pt 2pt 4pt #999;\n", + " /* unfitted */\n", + " background: var(--sklearn-color-unfitted-level-0);\n", + " border: .5pt solid var(--sklearn-color-unfitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link.fitted span {\n", + " /* fitted */\n", + " background: var(--sklearn-color-fitted-level-0);\n", + " border: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "\n", + ".sk-estimator-doc-link:hover span {\n", + " display: block;\n", + "}\n", + "\n", + "/* \"?\"-specific style due to the `<a>` HTML tag */\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link {\n", + " float: right;\n", + " font-size: 1rem;\n", + " line-height: 1em;\n", + " font-family: monospace;\n", + " background-color: var(--sklearn-color-background);\n", + " border-radius: 1rem;\n", + " height: 1rem;\n", + " width: 1rem;\n", + " text-decoration: none;\n", + " /* unfitted */\n", + " color: var(--sklearn-color-unfitted-level-1);\n", + " border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n", + "}\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link.fitted {\n", + " /* fitted */\n", + " border: var(--sklearn-color-fitted-level-1) 1pt solid;\n", + " color: var(--sklearn-color-fitted-level-1);\n", + "}\n", + "\n", + "/* On hover */\n", + "#sk-container-id-2 a.estimator_doc_link:hover {\n", + " /* unfitted */\n", + " background-color: var(--sklearn-color-unfitted-level-3);\n", + " color: var(--sklearn-color-background);\n", + " text-decoration: none;\n", + "}\n", + "\n", + "#sk-container-id-2 a.estimator_doc_link.fitted:hover {\n", + " /* fitted */\n", + " background-color: var(--sklearn-color-fitted-level-3);\n", + "}\n", + "</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Pipeline(steps=[('k-nearest',\n", " KnearestNeigbourAsFeature(columns=['Longitude', 'Latitude'])),\n", - " ('regression', HistGradientBoostingRegressor())])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Pipeline</label><div class=\"sk-toggleable__content\"><pre>Pipeline(steps=[('k-nearest',\n", + " ('regression', HistGradientBoostingRegressor())])</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>Pipeline</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.pipeline.Pipeline.html\">?<span>Documentation for Pipeline</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></div></label><div class=\"sk-toggleable__content fitted\"><pre>Pipeline(steps=[('k-nearest',\n", " KnearestNeigbourAsFeature(columns=['Longitude', 'Latitude'])),\n", - " ('regression', HistGradientBoostingRegressor())])</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">KnearestNeigbourAsFeature</label><div class=\"sk-toggleable__content\"><pre>KnearestNeigbourAsFeature(columns=['Longitude', 'Latitude'])</pre></div></div></div><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-5\" type=\"checkbox\" ><label for=\"sk-estimator-id-5\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">HistGradientBoostingRegressor</label><div class=\"sk-toggleable__content\"><pre>HistGradientBoostingRegressor()</pre></div></div></div></div></div></div></div>" + " ('regression', HistGradientBoostingRegressor())])</pre></div> </div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>KnearestNeigbourAsFeature</div></div></label><div class=\"sk-toggleable__content fitted\"><pre>KnearestNeigbourAsFeature(columns=['Longitude', 'Latitude'])</pre></div> </div></div><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" ><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow\"><div><div>HistGradientBoostingRegressor</div></div><div><a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.6/modules/generated/sklearn.ensemble.HistGradientBoostingRegressor.html\">?<span>Documentation for HistGradientBoostingRegressor</span></a></div></label><div class=\"sk-toggleable__content fitted\"><pre>HistGradientBoostingRegressor()</pre></div> </div></div></div></div></div></div>" ], "text/plain": [ "Pipeline(steps=[('k-nearest',\n", @@ -1093,7 +2447,7 @@ " ('regression', HistGradientBoostingRegressor())])" ] }, - "execution_count": 100, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1131,11 +2485,133 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "MedInc", + "rawType": "float64", + "type": "float" + }, + { + "name": "HouseAge", + "rawType": "float64", + "type": "float" + }, + { + "name": "AveRooms", + "rawType": "float64", + "type": "float" + }, + { + "name": "AveBedrms", + "rawType": "float64", + "type": "float" + }, + { + "name": "Population", + "rawType": "float64", + "type": "float" + }, + { + "name": "AveOccup", + "rawType": "float64", + "type": "float" + }, + { + "name": "KNN", + "rawType": "float64", + "type": "float" + }, + { + "name": "y_hat", + "rawType": "float64", + "type": "float" + }, + { + "name": "y", + "rawType": "float64", + "type": "float" + } + ], + "conversionMethod": "pd.DataFrame", + "ref": "1d4bb384-8683-457c-aeca-34efdb129e49", + "rows": [ + [ + "5115", + "2.6518", + "39.0", + "5.296786389413989", + "1.168241965973535", + "1524.0", + "2.880907372400756", + "1.13004", + "1.0322525887057543", + "1.363" + ], + [ + "9511", + "3.5938", + "36.0", + "5.74384236453202", + "1.064039408866995", + "504.0", + "2.4827586206896552", + "1.25664", + "1.321550714801241", + "1.221" + ], + [ + "18273", + "8.2266", + "28.0", + "9.163865546218489", + "1.1932773109243695", + "728.0", + "3.0588235294117645", + "4.585446", + "4.8883665875657405", + "5.00001" + ], + [ + "2156", + "2.3967", + "43.0", + "4.932059447983015", + "1.0658174097664543", + "1144.0", + "2.4288747346072186", + "0.70104", + "0.7290163237316706", + "0.587" + ], + [ + "18314", + "6.46", + "36.0", + "5.59581881533101", + "0.9634146341463414", + "1455.0", + "2.534843205574913", + "4.3112032", + "4.634476136620692", + "4.255" + ] + ], + "shape": { + "columns": 9, + "rows": 5 + } + }, "text/html": [ "<div>\n", "<style scoped>\n", @@ -1168,64 +2644,64 @@ " </thead>\n", " <tbody>\n", " <tr>\n", - " <th>15824</th>\n", - " <td>2.7173</td>\n", - " <td>52.0</td>\n", - " <td>4.245161</td>\n", - " <td>1.129032</td>\n", - " <td>935.0</td>\n", - " <td>2.010753</td>\n", - " <td>2.998960</td>\n", - " <td>3.201904</td>\n", - " <td>3.000</td>\n", + " <th>5115</th>\n", + " <td>2.6518</td>\n", + " <td>39.0</td>\n", + " <td>5.296786</td>\n", + " <td>1.168242</td>\n", + " <td>1524.0</td>\n", + " <td>2.880907</td>\n", + " <td>1.130040</td>\n", + " <td>1.032253</td>\n", + " <td>1.36300</td>\n", " </tr>\n", " <tr>\n", - " <th>13208</th>\n", - " <td>2.7321</td>\n", - " <td>31.0</td>\n", - " <td>4.703390</td>\n", - " <td>1.114407</td>\n", - " <td>1662.0</td>\n", - " <td>3.521186</td>\n", - " <td>1.335040</td>\n", - " <td>1.189337</td>\n", - " <td>1.043</td>\n", + " <th>9511</th>\n", + " <td>3.5938</td>\n", + " <td>36.0</td>\n", + " <td>5.743842</td>\n", + " <td>1.064039</td>\n", + " <td>504.0</td>\n", + " <td>2.482759</td>\n", + " <td>1.256640</td>\n", + " <td>1.321551</td>\n", + " <td>1.22100</td>\n", " </tr>\n", " <tr>\n", - " <th>15072</th>\n", - " <td>3.9630</td>\n", + " <th>18273</th>\n", + " <td>8.2266</td>\n", " <td>28.0</td>\n", - " <td>5.427894</td>\n", - " <td>0.976281</td>\n", - " <td>2672.0</td>\n", - " <td>2.535104</td>\n", - " <td>1.719960</td>\n", - " <td>1.740126</td>\n", - " <td>1.644</td>\n", + " <td>9.163866</td>\n", + " <td>1.193277</td>\n", + " <td>728.0</td>\n", + " <td>3.058824</td>\n", + " <td>4.585446</td>\n", + " <td>4.888367</td>\n", + " <td>5.00001</td>\n", " </tr>\n", " <tr>\n", - " <th>9012</th>\n", - " <td>5.8735</td>\n", - " <td>35.0</td>\n", - " <td>5.811639</td>\n", - " <td>1.056662</td>\n", - " <td>1521.0</td>\n", - " <td>2.329250</td>\n", - " <td>4.095242</td>\n", - " <td>4.446608</td>\n", - " <td>4.481</td>\n", + " <th>2156</th>\n", + " <td>2.3967</td>\n", + " <td>43.0</td>\n", + " <td>4.932059</td>\n", + " <td>1.065817</td>\n", + " <td>1144.0</td>\n", + " <td>2.428875</td>\n", + " <td>0.701040</td>\n", + " <td>0.729016</td>\n", + " <td>0.58700</td>\n", " </tr>\n", " <tr>\n", - " <th>132</th>\n", - " <td>7.4882</td>\n", - " <td>35.0</td>\n", - " <td>6.467269</td>\n", - " <td>1.038375</td>\n", - " <td>1072.0</td>\n", - " <td>2.419865</td>\n", - " <td>3.824682</td>\n", - " <td>4.434946</td>\n", - " <td>3.193</td>\n", + " <th>18314</th>\n", + " <td>6.4600</td>\n", + " <td>36.0</td>\n", + " <td>5.595819</td>\n", + " <td>0.963415</td>\n", + " <td>1455.0</td>\n", + " <td>2.534843</td>\n", + " <td>4.311203</td>\n", + " <td>4.634476</td>\n", + " <td>4.25500</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", @@ -1233,21 +2709,21 @@ ], "text/plain": [ " MedInc HouseAge AveRooms AveBedrms Population AveOccup KNN \\\n", - "15824 2.7173 52.0 4.245161 1.129032 935.0 2.010753 2.998960 \n", - "13208 2.7321 31.0 4.703390 1.114407 1662.0 3.521186 1.335040 \n", - "15072 3.9630 28.0 5.427894 0.976281 2672.0 2.535104 1.719960 \n", - "9012 5.8735 35.0 5.811639 1.056662 1521.0 2.329250 4.095242 \n", - "132 7.4882 35.0 6.467269 1.038375 1072.0 2.419865 3.824682 \n", - "\n", - " y_hat y \n", - "15824 3.201904 3.000 \n", - "13208 1.189337 1.043 \n", - "15072 1.740126 1.644 \n", - "9012 4.446608 4.481 \n", - "132 4.434946 3.193 " + "5115 2.6518 39.0 5.296786 1.168242 1524.0 2.880907 1.130040 \n", + "9511 3.5938 36.0 5.743842 1.064039 504.0 2.482759 1.256640 \n", + "18273 8.2266 28.0 9.163866 1.193277 728.0 3.058824 4.585446 \n", + "2156 2.3967 43.0 4.932059 1.065817 1144.0 2.428875 0.701040 \n", + "18314 6.4600 36.0 5.595819 0.963415 1455.0 2.534843 4.311203 \n", + "\n", + " y_hat y \n", + "5115 1.032253 1.36300 \n", + "9511 1.321551 1.22100 \n", + "18273 4.888367 5.00001 \n", + "2156 0.729016 0.58700 \n", + "18314 4.634476 4.25500 " ] }, - "execution_count": 102, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1262,19 +2738,19 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "MAD: 0.29, MSE 0.19\n" + "MAD: 0.29, MSE 0.20\n" ] }, { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1306,12 +2782,12 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1336,12 +2812,12 @@ }, { "cell_type": "code", - "execution_count": 107, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "<Figure size 640x480 with 1 Axes>" ] @@ -1373,7 +2849,7 @@ ], "metadata": { "kernelspec": { - "display_name": "datascienceintro-eVBNPtpL-py3.10", + "display_name": "datascienceintro-eVBNPtpL-py3.11", "language": "python", "name": "python3" }, @@ -1387,14 +2863,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.6 (main, Nov 14 2022, 16:10:14) [GCC 11.3.0]" + "version": "3.11.11" }, - "orig_nbformat": 4, - "vscode": { - "interpreter": { - "hash": "402de31444172310c7be4e347cbdab8859808fc8e2ecdac42a940ed3f4ddd2fb" - } - } + "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 diff --git a/datascienceintro/solutions/Solution_RootFinding_Newton.ipynb b/datascienceintro/solutions/Solution_RootFinding_Newton.ipynb index 473cab0..ccc7eeb 100644 --- a/datascienceintro/solutions/Solution_RootFinding_Newton.ipynb +++ b/datascienceintro/solutions/Solution_RootFinding_Newton.ipynb @@ -1,21 +1,10 @@ { - "nbformat": 4, - "nbformat_minor": 0, - "metadata": { - "colab": { - "provenance": [] - }, - "kernelspec": { - "name": "python3", - "display_name": "Python 3" - }, - "language_info": { - "name": "python" - } - }, "cells": [ { "cell_type": "markdown", + "metadata": { + "id": "mlFU2iWsADAb" + }, "source": [ "# Newton's Method for Root Finding\n", "\n", @@ -47,13 +36,15 @@ "We will use the example of a conic steel vessel discussed in the lecture \"Numerical Models in Processing\" by [PD Dr. W. Lenz](https://www.iob.rwth-aachen.de/habilitation-von-dr-wolfgang-lenz/). In this example, a numerical solution is derived which we will use as starting point.\n", "\n", "First, we will start with a motivating generic example to get familiar with the method and general code structure before then turning to the concrete example." - ], - "metadata": { - "id": "mlFU2iWsADAb" - } + ] }, { "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "FTDBpsfQAJUu" + }, + "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -62,15 +53,13 @@ "import torch\n", "\n", "from datetime import datetime\n" - ], - "metadata": { - "id": "FTDBpsfQAJUu" - }, - "execution_count": 1, - "outputs": [] + ] }, { "cell_type": "markdown", + "metadata": { + "id": "gbNrWJBShOFE" + }, "source": [ "## General Example\n", "\n", @@ -80,35 +69,53 @@ "First, we plot the function.\n", "Note that we directly use [torch.tensor](https://pytorch.org/docs/stable/tensors.html) as we will later on use the automatic differentiation to implement Newton's method for finding roots.\n", "\n" - ], - "metadata": { - "id": "gbNrWJBShOFE" - } + ] }, { "cell_type": "code", - "source": [ - "def f(x):\n", - " return torch.cos(x) - x" - ], + "execution_count": 2, "metadata": { "id": "fQA-El5LATbi" }, - "execution_count": 12, - "outputs": [] + "outputs": [], + "source": [ + "def f(x):\n", + " return torch.cos(x) - x" + ] }, { "cell_type": "markdown", + "metadata": { + "id": "5Kh08W8faFrI" + }, "source": [ "Let's first make a plot of this function.\n", "Assuming that we already know that the root of the function is at $x=0.755$, we add a vertical line to indicate this root." - ], - "metadata": { - "id": "5Kh08W8faFrI" - } + ] }, { "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "id": "Os50IvYqAV2S", + "outputId": "1e6aff52-9d90-4c90-d07c-f5e1b916b4d9" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "x_space = np.linspace(-10, 10, 500)\n", "y_space = f(torch.tensor(x_space))\n", @@ -123,31 +130,30 @@ "plt.ylabel('f(x)')\n", "plt.legend()\n", "plt.show()" - ], + ] + }, + { + "cell_type": "code", + "execution_count": 4, "metadata": { "colab": { - "base_uri": "https://localhost:8080/", - "height": 472 + "base_uri": "https://localhost:8080/" }, - "id": "Os50IvYqAV2S", - "outputId": "1e6aff52-9d90-4c90-d07c-f5e1b916b4d9" + "id": "0f4dvR4FBVAl", + "outputId": "9e2e810a-1f9f-4436-ea38-78f07d8ed591" }, - "execution_count": 13, "outputs": [ { - "output_type": "display_data", - "data": { - "text/plain": [ - "<Figure size 640x480 with 1 Axes>" - ], - "image/png": 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\n" - }, - "metadata": {} + "name": "stdout", + "output_type": "stream", + "text": [ + "Converged after 5 iterations.\n", + "Time taken: 0:00:00.001611\n", + "Root approximated at x = 0.7390851378440857\n", + "Function value at root approximation f(x) = 0.0\n" + ] } - ] - }, - { - "cell_type": "code", + ], "source": [ "x = torch.tensor([0.1], requires_grad=True)\n", "tolerance = 1e-6\n", @@ -171,30 +177,13 @@ "\n", "print(f'Root approximated at x = {x.item()}')\n", "print(f'Function value at root approximation f(x) = {f(x).item()}')" - ], - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "0f4dvR4FBVAl", - "outputId": "9e2e810a-1f9f-4436-ea38-78f07d8ed591" - }, - "execution_count": 14, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Converged after 5 iterations.\n", - "Time taken: 0:00:00.017358\n", - "Root approximated at x = 0.7390851378440857\n", - "Function value at root approximation f(x) = 0.0\n" - ] - } ] }, { "cell_type": "markdown", + "metadata": { + "id": "Svek5D1zaYaJ" + }, "source": [ "# With Optimiser\n", "\n", @@ -206,104 +195,43 @@ "*Hint*: You need to think of a suitable loss function;\n", "\n", "*Note*: Depending on the problem at hand, using an optimiser and loss function may (or may not) improve convergence. You may find that the standard approach works sufficiently well for your problem." - ], - "metadata": { - "id": "Svek5D1zaYaJ" - } + ] }, { "cell_type": "markdown", + "metadata": { + "id": "aOVC7XJle_fr" + }, "source": [ "**Exercise**\n", "Modify the above code to use the Adam optimiser" - ], - "metadata": { - "id": "aOVC7XJle_fr" - } + ] }, { "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "pyeAplQKevqA" + }, + "outputs": [], "source": [ "##\n", "## Your code goes here\n", "##" - ], - "metadata": { - "id": "pyeAplQKevqA" - }, - "execution_count": null, - "outputs": [] + ] }, { "cell_type": "markdown", - "source": [ - "**Solution**" - ], "metadata": { "id": "iH84kEVD8mFa" - } + }, + "source": [ + "**Solution**" + ] }, { "cell_type": "code", - "source": [ - "# Optimization using Adam optimizer\n", - "x = torch.tensor([0.1], requires_grad=True, dtype=torch.float64)\n", - "tolerance = 1e-6\n", - "max_iterations = 10000\n", - "\n", - "eps = 0.001 # small value to avoid dividig by zero\n", - "\n", - "\n", - "# Initialize the Adam optimizer with a smaller learning rate\n", - "optimizer = torch.optim.Adam([x], lr=0.001) # Adjusted learning rate\n", - "\n", - "t_start = datetime.now()\n", - "for i in range(max_iterations):\n", - " if (i % 10 == 0 or i < 10):\n", - " print(f'Iteration {i+1}, x = {x.item()}')\n", - "\n", - " optimizer.zero_grad() # Clear gradients\n", - "\n", - " # Calculate the height at the desired time\n", - " y = f(x)\n", - "\n", - " # Check for NaN or Inf in y\n", - " if torch.isnan(y) or torch.isinf(y):\n", - " print(f\"NaN or Inf detected in y at iteration {i+1}. y = {y.item()}\")\n", - " break\n", - "\n", - " # Check for convergence\n", - " if torch.abs(y).item() < tolerance:\n", - " t_stop = datetime.now()\n", - " print(f'Converged after {i+1} iterations.')\n", - " print(f'Time taken: {t_stop - t_start}')\n", - " break\n", - "\n", - " # Define a suitable loss function.\n", - " # Here, we aim for y = 0\n", - " # instead of using the normalised loss directly, we add a small\n", - " # contribution eps to make sure the loss function is always well behaved.\n", - " loss_1 = (y) ** 2\n", - " loss = loss_1 / (loss_1 + eps)\n", - "\n", - " # Backpropagation\n", - " loss.backward()\n", - "\n", - " # Check for NaN or Inf in gradients\n", - " if torch.isnan(x.grad) or torch.isinf(x.grad):\n", - " print(f\"NaN or Inf detected in gradients at iteration {i+1}. x.grad = {x.grad.item()}\")\n", - " break\n", - "\n", - " # Optional: Gradient clipping\n", - " torch.nn.utils.clip_grad_norm_([x], max_norm=0.1)\n", - "\n", - " # Update parameters\n", - " optimizer.step()\n", - "\n", - " # Keep x within bounds using in-place clamping\n", - " with torch.no_grad():\n", - " x.clamp_(-5.0, 5.0) # Modify x in-place without breaking optimizer's reference" - ], + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -311,11 +239,10 @@ "id": "kd2FGitu8npe", "outputId": "0386b368-2162-48ca-e754-0a22fb93e67e" }, - "execution_count": 22, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Iteration 1, x = 0.1\n", "Iteration 2, x = 0.10099999673261355\n", @@ -377,10 +304,93 @@ "Iteration 481, x = 0.7390324072129005\n", "Iteration 491, x = 0.7393768757578784\n", "Converged after 495 iterations.\n", - "Time taken: 0:00:00.332195\n" + "Time taken: 0:00:00.132291\n" ] } + ], + "source": [ + "# Optimization using Adam optimizer\n", + "x = torch.tensor([0.1], requires_grad=True, dtype=torch.float64)\n", + "tolerance = 1e-6\n", + "max_iterations = 10000\n", + "\n", + "eps = 0.001 # small value to avoid dividig by zero\n", + "\n", + "\n", + "# Initialize the Adam optimizer with a smaller learning rate\n", + "optimizer = torch.optim.Adam([x], lr=0.001) # Adjusted learning rate\n", + "\n", + "t_start = datetime.now()\n", + "for i in range(max_iterations):\n", + " if (i % 10 == 0 or i < 10):\n", + " print(f'Iteration {i+1}, x = {x.item()}')\n", + "\n", + " optimizer.zero_grad() # Clear gradients\n", + "\n", + " # Calculate the height at the desired time\n", + " y = f(x)\n", + "\n", + " # Check for NaN or Inf in y\n", + " if torch.isnan(y) or torch.isinf(y):\n", + " print(f\"NaN or Inf detected in y at iteration {i+1}. y = {y.item()}\")\n", + " break\n", + "\n", + " # Check for convergence\n", + " if torch.abs(y).item() < tolerance:\n", + " t_stop = datetime.now()\n", + " print(f'Converged after {i+1} iterations.')\n", + " print(f'Time taken: {t_stop - t_start}')\n", + " break\n", + "\n", + " # Define a suitable loss function.\n", + " # Here, we aim for y = 0\n", + " # instead of using the normalised loss directly, we add a small\n", + " # contribution eps to make sure the loss function is always well behaved.\n", + " loss_1 = (y) ** 2\n", + " loss = loss_1 / (loss_1 + eps)\n", + "\n", + " # Backpropagation\n", + " loss.backward()\n", + "\n", + " # Check for NaN or Inf in gradients\n", + " if torch.isnan(x.grad) or torch.isinf(x.grad):\n", + " print(f\"NaN or Inf detected in gradients at iteration {i+1}. x.grad = {x.grad.item()}\")\n", + " break\n", + "\n", + " # Optional: Gradient clipping\n", + " torch.nn.utils.clip_grad_norm_([x], max_norm=0.1)\n", + "\n", + " # Update parameters\n", + " optimizer.step()\n", + "\n", + " # Keep x within bounds using in-place clamping\n", + " with torch.no_grad():\n", + " x.clamp_(-5.0, 5.0) # Modify x in-place without breaking optimizer's reference" ] } - ] -} \ No newline at end of file + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "datascienceintro-eVBNPtpL-py3.11", + "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": "3.11.11" + } + }, + "nbformat": 4, + 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