diff --git a/README.md b/README.md index d785947..3d75a00 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,5 @@ -![TGX logo](imgs/2023_TGX_logo.png) +![TGX logo](docs/2023_TGX_logo.png) # Temporal Graph Analysis with TGX

@@ -19,8 +19,8 @@ TGX implementation works with `python >= 3.9` and can be installed as follows. 1. Set up virtual environment (conda should work as well). ``` - python -m venv ~/tgx_env/ - source ~/tgx_env/bin/activate + python -m venv tgx_env/ + source tgx_env/bin/activate ``` 2. Install external packages @@ -29,21 +29,17 @@ TGX implementation works with `python >= 3.9` and can be installed as follows. ``` 3. Install local dependencies under root directory `/TGX`. - ``` pip install -e . ``` -4. [alternatively] Install from `test-pypi`. +4. [Aternative] Install TGX from [`PyPi`](https://pypi.org/project/py-tgx/): ``` - pip install -i https://test.pypi.org/simple/ py-tgx + pip install py-tgx ``` - You can specify the version with `==`, note that the pypi version might not always be the most updated version 5. [optional] Install `mkdocs` dependencies to serve the documentation locally. @@ -52,65 +48,7 @@ TGX implementation works with `python >= 3.9` and can be installed as follows. ``` - -## Data Loading -For detailed tutorial on how to load datasets as a `tgx.Graph`, see [`docs/tutorials/data_loader.ipynb`](https://github.com/ComplexData-MILA/TGX/blob/master/docs/tutorials/data_loader.ipynb). -Here are some simple examples on loading different datasets. - -1. Load TGB datasets. - ``` - import tgx - dataset = tgx.tgb_data("tgbl-wiki") - ctdg = tgx.Graph(dataset) - ``` - -2. Load built-in datasets. - ``` - dataset = tgx.builtin.uci() - ctdg = tgx.Graph(dataset) - ``` - -3. Load custom datasets from `.csv`. - ``` - from tgx.io.read import read_csv - toy_fname = "docs/tutorials/toy_data.csv" - edgelist = read_csv(toy_fname, header=True,index=False, t_col=0,) - tgx.Graph(edgelist=edgelist) - ``` - -## Visualization and Statistics -For detailed tutorial on how to generate visualizations and compute statistics for temporal graphs, see [`docs/tutorials/data_viz_stats.ipynb`](https://github.com/ComplexData-MILA/TGX/blob/master/docs/tutorials/data_viz_stats.ipynb) -Here are examples showing some of the TGX's functionalities. - -1. **Discretize** the network (required for some visualization). - ``` - dataset = tgx.builtin.uci() - ctdg = tgx.Graph(dataset) - time_scale = "weekly" - dtdg, ts_list = ctdg.discretize(time_scale=time_scale, store_unix=True) - ``` - -2. Plot the **number of nodes over time**. - - ``` - tgx.degree_over_time(dtdg, network_name="uci") - ``` - -3. Compute **novelty** index. - ``` - tgx.get_novelty(dtdg) - ``` - - - +For tutorials on how to use TGX to generate visualizations and compute statistics for temporal graphs, see [`docs/tutorials/data_viz_stats.ipynb`](https://github.com/ComplexData-MILA/TGX/blob/master/docs/tutorials/data_viz_stats.ipynb) ### Citation diff --git a/docs/tutorials/data_viz_stats.ipynb b/docs/tutorials/data_viz_stats.ipynb index ac509e1..badf629 100644 --- a/docs/tutorials/data_viz_stats.ipynb +++ b/docs/tutorials/data_viz_stats.ipynb @@ -11,14 +11,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This tutorial shows you how to use TGX visualizations and statistics.\n", + "This tutorial shows you how to use TGX for visualizations and obtaining dataset statistics.\n", "\n", - "For comprehensive API references, visit [TGX website](https://complexdata-mila.github.io/TGX/)\n" + "For comprehensive API references, visit [TGX website](https://complexdata-mila.github.io/TGX/).\n" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -30,10 +30,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Load TGB dataset\n", + "### Load TGB Dataset\n", "\n", - "load the [TGB](https://tgb.complexdatalab.com/) datasets in TGX from \n", - "[Temporal Graph Benchmark for Machine Learning on Temporal Graphs (NeurIPS 2023 Datasets and Benchmarks Track)](https://openreview.net/forum?id=qG7IkQ7IBO)" + "For the examples used in this tutorials, first, load the [TGB](https://tgb.complexdatalab.com/) datasets in TGX from \n", + "[Temporal Graph Benchmark for Machine Learning on Temporal Graphs (NeurIPS 2023 Datasets and Benchmarks Track)](https://openreview.net/forum?id=qG7IkQ7IBO)." ] }, { @@ -47,16 +47,20 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "raw file found, skipping download\n", - "Dataset directory is /mnt/f/code/TGB/tgb/datasets/tgbl_wiki\n", - "loading processed file\n" + "Dataset tgbl-wiki version 2 not found.\n", + "Please download the latest version of the dataset.\n", + "\u001b[93mDownload started, this might take a while . . . \u001b[0m\n", + "Dataset title: tgbl-wiki\n", + "\u001b[92mDownload completed \u001b[0m\n", + "Dataset directory is /home/fpour/projects/def-rrabba/fpour/proj/TGX/ENV/lib/python3.11/site-packages/tgb/datasets/tgbl_wiki\n", + "file not processed, generating processed file\n" ] } ], @@ -69,15 +73,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Load Built-in dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "load the built-in datasets in TGX from \n", - "[Towards Better Evaluation for Dynamic Link Prediction (NeurIPS 2022 Datasets and Benchmarks Track)](https://openreview.net/forum?id=1GVpwr2Tfdg)" + "### Load Built-in Dataset\n", + "\n", + "Load the built-in datasets in TGX that come from \n", + "[Towards Better Evaluation for Dynamic Link Prediction (NeurIPS 2022 Datasets and Benchmarks Track)](https://openreview.net/forum?id=1GVpwr2Tfdg)." ] }, { @@ -91,9 +90,21 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data missing, download recommended!\n", + "./data\n", + "https://zenodo.org/record/7213796/files/uci.zip\n", + "Downloading uci dataset . . .\n", + "Download completed\n" + ] + } + ], "source": [ "dataset = tgx.builtin.uci() " ] @@ -102,19 +113,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Discretize the graph for visualization" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Discretize the temporal graph into snapshots (equally spaced durations) for visualization purposes" + "### Graph Discretization for Visualization\n", + "\n", + "We can discretize a temporal graph into snapshots (i.e., equally spaced durations) for visualization purposes." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -154,7 +160,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "TGX provides a suite of visualizations for analyzing the dynamics of temporal graphs" + "TGX provides a suite of visualization tools for better analyzing the dynamics of temporal graphs.\n", + "\n", + "Below is a list of visualization approaches offered by TGX." ] }, { @@ -172,21 +180,22 @@ "source": [ "| Function | Description |\n", "| --- | --- |\n", - "| [`tgx.degree_over_time`](#Average-Node-Degree-Over-Time) | plot average node degree over time|\n", - "| [`tgx.nodes_over_time`](#Number-of-Nodes-Over-Time) | Plot the number of active nodes in each snapshot |\n", - "| [`tgx.edges_over_time`](#Number-of-Edges-Over-Time) | Plot the number of edges in each snapshot |\n", - "| [`tgx.nodes_and_edges_over_time`](#Number-of-Nodes-and-Edges-Over-Time) | plot the active number of nodes and edges in the same figure|\n", - "| [`tgx.connected_components_per_ts`](#Number-of-Connected-Components) |Plot number of connected components per timestamp.|\n", - "| [`tgx.degree_density`](#Degree-Density) | Plot density map of node degrees per time window |\n", - "| [`tgx.TEA`](#Temporal-Edge-Appearance-(TEA)-Plot) | Temporal Edge Appearance (TEA) plot from [Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg)|\n", - "| [`tgx.TET`](#Temporal-Edge-Traffic-(TET)-Plot) | Temporal Edge Traffic (TET) plot from [Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg)|\n" + "| [`tgx.degree_over_time`](#Average-Node-Degree-Over-Time) | Plot the average node degree over time|\n", + "| [`tgx.nodes_over_time`](#Number-of-Nodes-Over-Time) | Plot the number of active nodes per snapshot |\n", + "| [`tgx.edges_over_time`](#Number-of-Edges-Over-Time) | Plot the number of edges per snapshot |\n", + "| [`tgx.nodes_and_edges_over_time`](#Number-of-Nodes-and-Edges-Over-Time) | Plot the number of active nodes and edges in the same figure|\n", + "| [`tgx.connected_components_per_ts`](#Number-of-Connected-Components) |Plot the number of connected components per timestamp.|\n", + "| [`tgx.degree_density`](#Degree-Density) | Plot the density map of node degrees per time window |\n", + "| [`tgx.TEA`](#Temporal-Edge-Appearance-(TEA)-Plot) | Plot Temporal Edge Appearance (TEA) (from [Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg))|\n", + "| [`tgx.TET`](#Temporal-Edge-Traffic-(TET)-Plot) | Plot Temporal Edge Traffic (TET) from ([Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg))|\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For each visualization tool, you can specify the output path with `filepath`, otherwise it saves in the current directory. \n", + "For each visualization tool, you can specify the output path with `filepath`, otherwise the output is saved in the current directory. \n", + "\n", "
\n", "Example: tgx.degree_over_time(dtdg, network_name=dataset.name, filepath=filepath) \n", "
" @@ -196,24 +205,22 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Average Node Degree Over Time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot average node degree in each snapshot. x-axis is the snapshot id (or timestamps), y-axis is the average node degree" + "In what follows, we cover some of the visualizations offered by TGX.\n", + "\n", + "### Average Node Degree Over Time\n", + "The goal is to plot the average node degree of snapshot. \n", + "\n", + "In this plot, the *x-axis* is the snapshot index (or timestamps), while the *y-axis* is the average node degree." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -230,24 +237,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Number of Nodes Over Time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the number of active nodes in each snapshot. x-axis is the snapshot id (or timestamps), y-axis is the active number of nodes" + "### Number of Nodes Over Time\n", + "The goal is to plot the number of active nodes per snapshot. \n", + "\n", + "In this plot, *x-axis* is the snapshot index (or timestamps), while the *y-axis* denotes the number of active nodes." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -264,24 +267,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Number of Edges Over Time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the number of edges in each snapshot. x-axis is the snapshot id (or timestamps), y-axis is the number of edges" + "### Number of Edges Over Time\n", + "The goal is to plot the number of edges per snapshot. \n", + "\n", + "The *x-axis* is the snapshot index (or timestamps), while the *y-axis* denotes the number of edges." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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sLEw6rlKlCtf9EBERkUUZ+znX7kd+iEiuqMUOcuiO/Ny9exeZmZkmx0VERERkKiY/RCRJSEjA5cuXZW2mJj9arRZ37941OTYiIiIiUzH5IVKAVqvFmTNnpI1vbcXff/8tO3Z2dkaTJk0K1UeZMmXg5eUla+O6HyIiIrIFTH6IrEwURbz++uto1qwZatWqpVfRT0m6U96aNWsGJyenQvdTtWpV2THX/BAREZEtYPJDZGWHDx/GqlWrpOOPP/4YsbGxCkb0f0xd75ODFd+IiIjIFjH5IbKyuXPnyo4zMzOxbNkyhaL5P1qtVm/aG5MfIiIiKkmY/BBZ0eXLl7Fjxw699sWLFyM7O1uBiP7PpUuXkJiYKGsravLDaW9ERERki5j8EFnRd999Z7D97t272L17t5WjkdOd8hYYGAh/f/8i9cWRHyIiIrJFTH6IrCQ2NhZr1qzJ8/zChQutGI2+yMhI2XFRR30A/eQnPj4ez549K3J/RERERObA5IfISn7++Wekp6fneX737t2KTg8zV7ED4MWokSAIsjZOfSMiIiKlMfkhsoLU1FT8/PPPsrahQ4fC09NTOhZFEYsXL7Z2aABejMxcvXpV1mZK8uPk5ISAgABZG5MfIiIiUhqTHyIrWLlyJeLj42VtH3/8MUaNGiVrW7ZsWb6jQ5Zy4sQJ2bGLiwsaNWpkUp9c90NERES2hskPkYVlZ2dj/vz5srZevXqhbt26eOONN2TtcXFx2Lx5szXDA6A/5S04OLhIm5vmxuSHiIiIbA2THyIL27ZtG27cuCFrmzJlCgCgTp066Nixo+zcL7/8Yq3QJOZc75OD5a6JiIjI1jD5IbIw3U1NmzZtKkt43nrrLdn5Y8eO4fz589YIDcCLkSndzU1bt25tcr8c+SEiIiJbw+SHyIKOHz+uV0J6ypQpskpo/fv3h5+fn+waa5a9vnjxIpKTk2Vt5hj50U1+bt++rfhGrkRERGTfmPwQWdC8efNkx5UqVcKgQYNkbY6Ojhg7dqysbc2aNUhKSrJ4fID+/j5Vq1ZF+fLlTe5XN/nJyMjAw4cPTe6XiIiIqKiY/BBZyM2bN/H777/L2iZNmgRHR0e9a8ePHw+V6v/+OSYnJ+N///ufxWMELLPeBwB8fX1RqlQpWRvX/RAREZGSmPwQWcj8+fMhiqJ07OHhoTfCk6NSpUro06ePrG3hwoWy+y3FUsmPIAh6RQ+47oeIiIiUxOSHyAKePn2K5cuXy9omTJgADw+PPO958803Zcfnz5/Xm5JmbnFxcbh+/bqszVzJD8CiB0RERGRbmPwQWcCiRYuQlpYmHavVarz33nv53tOtWzdUr15d1mbpste6m5u6urqiYcOGZuuf5a6JiIjIljD5ITKz58+f46effpK1DR06FAEBAfnep1Kp9DY93bRpE548eWL2GHPoTnlr3ry5wTVJRcWRHyIiIrIlTH6IzGzt2rWIjY2VtU2ePNmoe0ePHg1nZ2fpOCMjQ2/6nDnpJj/m2N8nNyY/REREZEuY/BCZkVar1Stv3bVrVzRu3Nio+8uWLYuwsDBZ2+LFiy2yP05WVhZOnjwpazPneh9AP/mJiYlBamqqWZ9BREREZCwmP0RmtGfPHly+fFnWZuyoTw7dwgfR0dGIiIgwOTZdFy5cQEpKiqwtJCTErM+oUqWKXtvt27fN+gwiIiIiYzH5ITKjuXPnyo7r16+PHj16FKqPkJAQvZGihQsXmhqaHt1KctWrV4evr69Zn1G6dGm9DVM59Y2IiIiUwuSHyExOnz6NAwcOyNomT54MQRAK1Y8gCHqjPzt37sSdO3dMjjE3S+3vo4vrfoiIiMhWMPkhMhPdtT4VKlTAsGHDitTXK6+8And3d+lYFEUsWbLEpPh0WSv5YblrIiIishVMfojM4O7duwgPD5e1vfvuu7LKbYXh5uaGkSNHytqWLl2KjIyMIseY2+PHj3Hz5k1ZG0d+iIiIqKRj8kNkBj/88IOsIlvp0qUxYcIEk/rUnfr2+PFj/P777yb1mUN3c9PSpUujQYMGZulbF5MfIiIishVMfohM9OzZM70paWPGjIG3t7dJ/darVw/t27eXtZmr8IHulLcWLVpArVabpW9dhpIfURQt8iwiIiKi/DD5ITLRr7/+iuTkZOlYpVJh0qRJZulbd/Tn8OHDuHjxosn9Wmu9D6C/5ic1NRVPnjyx2POIiIiI8sLkh8gEGRkZ+OGHH2RtAwcO1PvAX1QDBgzQKz9t6uhPZmYmTp06JWuzZPJTsWJFODo6yto49Y2IiIiUwOSHyATh4eF48OCBrK2wm5rmx8nJCWPHjpW1rV69WjbSVFj//vsvUlNTZW3m3tw0NwcHB73NTpn8EBERkRKY/BAVkSiKepuatmvXDi1btjTrc8aPHy/bKygpKQm//fZbkfvTnfJWs2ZN+Pj4FLk/Y7DcNREREdkCJj9ERbR//36cO3dO1jZlyhSzPycwMBAvv/yyrG3hwoVFLhpgzfU+OVjxjYiIiGwBkx+iItId9QkKCkLv3r0t8izdwgf//POPXrlqY+kmP61bty5yXMZi8kNERES2gMkPURFcuHABERERsrYPPvgAKpVl/kn16NFDb+pYUQofxMbG6k0548gPERER2QsmP0RFMG/ePNmxj48PRo4cabHnOTg46G2aGh4ejqdPnxaqH91RH3d3d9SrV8/k+Aqim7jdv38fGRkZFn8uERERUW5MfogK6eHDh1i7dq2s7Z133oGrq6tFn/v666/DyclJOk5PT8eKFSsK1YehzU0dHBzMEl9+dEd+tFot7t69a/HnEhEREeXG5IeokH766SdkZmZKxy4uLnjrrbcs/txy5cph0KBBsrZFixZBq9Ua3YcSxQ4AwMvLC2XKlJG1ceobERERWRuTH6JCSE5OxqJFi2Rto0aNQrly5azyfN0k6+bNm/jzzz+NujcjI8Oqm5vqYrlrIiIiUhqTH6JCWL58OZ49eyYdC4KA999/32rPb926NRo0aCBrM7bwwblz5/D8+XNZmyU3N9XFogdERESkNCY/REbKysrC/PnzZW19+/ZFrVq1rBaDIAh6Za+3b99u1PoZ3SlvtWrVgre3t1njyw+THyIiIlIakx8iI/3++++4ffu2rG3y5MlWj2P48OFwc3OTjrVaLX799dcC71Nif5/cmPwQERGR0pj8EBlBFEW9TU1btGiBtm3bWj0Wd3d3jBgxQta2dOlSWREGQ5QqdpCDa36IiIhIaRZPftLT07F//35s2LABJ0+etPTjiCzi6NGjesUCpkyZAkEQFIlHd+pbTEwMtm7dmuf1jx49wp07d2Rt1k5+dEd+EhISkJCQYNUYiIiIyL6ZlPzcuXMH06ZNw7Rp02SLwHOcOHEC1atXR/fu3fHKK6+gVatWCA4O1vsQRmTrdEd9qlSpgtDQUIWiARo0aIA2bdrI2n755Zc8r9cd9fHw8EDdunUtElteKleuDJVK/iOHoz9ERERkTSYlP7///jvmzp2Lffv2wcvLS3YuMTER/fv3x6NHjyCKovQ6c+YMXn755QKn6BDZiqtXr2Lbtm2ytvfffx9qtVqhiF7QHf05ePAgLl++bPBa3eSnZcuWeomIpTk5OaFSpUqyNq77ISIiImsy6dPPn3/+CUEQ0K9fP71zS5YswePHjwEA7733Hv744w9pj5LLly9j1apVpjyayGp0K7x5eXnh9ddfVyia/zNo0CD4+PjI2nT3IMqh9HqfHFz3Q0REREoyKfnJ+a1tcHCw3rnw8HAIgoABAwbg+++/R58+fbBgwQIMHjwYoihi8+bNpjyayCoeP36sl6i/+eabsmprSnF2dsaYMWNkbatWrUJKSoqsLSMjA1FRUbI2pZIfVnwjIiIiJZmU/Dx58gQAUKFCBVm7RqPBmTNnAACvvfaa7NzQoUMBvNhwkcjW/fLLL7KNQR0dHfHOO+8oGJHchAkTZEUXNBoN1q1bJ7vm7NmzSE9Pl7VZc3PT3Jj8EBERkZJMSn6SkpIAANnZ2bL2yMhIaLVaODg4oGPHjrJzOXP+4+PjTXk0kcWlpaXh559/lrW9+uqr8Pf3VygifVWrVkXPnj1lbQsXLoQoitKx7pS3unXr6q3RsxZOeyMiIiIlmZT85HyAevjwoaz94MGDAIDGjRujdOnSBu91cXEx5dFEFrd69WrExcXJ2pTY1LQguoUPzpw5IyvLbSvrfQD9kZ/bt2/r/fKEiIiIyFJMSn7q1asHANiyZYvUlp2dLa330R31AYAHDx4AAMqXL2/Ko4ksSqvVYt68ebK2l156CfXr11coorz17NkTgYGBsraFCxdK7205+cnMzJR+JhARERFZmknJT2hoKERRxJo1a/Dhhx9ix44deOWVV6R9fMLCwvTuyVl4rVvylsiWbN++HdevX5e12eKoDwA4ODhg/Pjxsrb169cjPj4eDx48wL1792TnlEx+ypUrpzcazHU/REREZC0mJT8TJkxAnTp1IIoi5s6di379+mHTpk0AgD59+hisArdlyxYIgqDYgmsiY+huatqoUSN06dJFoWgKNmbMGDg6OkrHz58/x8qVK/VGfby8vFC7dm1rhycRBIHrfoiIiEgxJiU/zs7O2L9/PwYMGAC1Wg1RFOHo6IgRI0ZgzZo1etcfPnwYly5dAgD06NHDlEcTWczff/+No0ePytqmTJkiq6pma8qXL4+BAwfK2hYtWoRjx47J2pTY3FQXK74RERGRUkzeot7Pzw+bNm1Ceno64uPjUbZsWTg5ORm8tlKlSjhw4AAAoG3btqY+msgidNf6VKxYEUOGDFEoGuO9+eabWL9+vXR8/fp1LF++XHaNklPecjD5ISIiIqWYnPzkcHZ21tvvR1fVqlX1prwQ2ZKUlBRZAQ8AmDhxomxKma1q164d6tWrh4sXL0ptiYmJsmtat25t7bD0cNobERERKUXZ+S9ENub69evIysqSjgVBwLhx4xSMyHiCIOiVvdY937JlSytGZBhHfoiIiEgpZkt+NBoNli1bhrFjx6J3797o3LmzVPUtx8OHD3Hp0iV+2CGbdePGDdlxQECAYhuCFsWIESPy3FurXr168PDwsHJE+nSTn9jYWKSkpCgUDREREdkTs0x7W7BgAT766CMkJycDAERRhCAIeh9oDh48iOHDh8PFxQX379+Ht7e3OR5PZDY3b96UHdeoUUOhSIrGw8MDr776KpYsWaJ3zhbW+wBAlSpV9Nqio6Ntcg8lIiIiKllMHvmZPXs2Jk6ciKSkJDg5OaFZs2Z5Xjt06FD4+fkhPT0dmzdvNvXRRGanO/JT3JIfAHlOfbOV5KdUqVLw8/OTtXHdDxEREVmDScnP6dOn8fnnnwMAhg8fjpiYGJw8eTLvh6lUGDx4MERRxJ9//mnKo4ksQjf5qV69ukKRFF3jxo0NJjq2kvwAXPdDREREyjAp+VmwYAFEUUSrVq2wevVqeHp6FnhPzgew8+fPm/JoIoso7tPecuiO/pQtWxZBQUEKRaOPyQ8REREpwaTk5/DhwxAEAe+8847R9+TM93/w4IEpjyYyu7S0NNy7d0/WVlyTn7CwMFlZ6+nTpyu+uWluLHdNRERESjCp4MGjR48AALVq1TL6HhcXFwBAenq6KY8mMjtDH8B1RyiKC2dnZ+zZswd//fUXfH19ERISonRIMhz5ISIiIiWYlPw4OTkhPT0dz549M/qe2NhYAChW5YPJPuiu9ylfvjzc3d0VisZ07u7u6Nevn9JhGGQo+cmpEklERERkKSbNg6lcuTKAFxtDGuuvv/4CULjRIiJrKCnrfYoD3eQnLS1N+sUIERERkaWYlPx06dIFoihi0aJFRl3/4MEDLFmyBIIgoHv37qY8msjsSkKZ6+LC398fTk5Osjau+yEiIiJLMyn5eeedd+Do6Ihz587hs88+y/faq1ev4qWXXoJGo0GpUqUwYcIEUx5NZHYlocx1caFSqfQ2O+W6HyIiIrI0k9b8VK9eHV988QWmTZuG//73v9i5cycGDBggnd+4cSMcHR1x7Ngx7N27F1qtFoIg4Pvvv0e5cuVMDp7InDjtzbqqVauGa9euScdMfoiIiMjSTEp+AGDKlCkQRREzZ87EyZMncerUKWnR8qeffipdJ4oiHBwcMHfuXIwZM8bUxxKZVWZmJm7fvi1rY/JjWSx3TURERNZmlo0/pk6din/++QejR4+Gj48PRFGUvTw8PDBs2DCcPXsWEydONMcjiczqzp07yM7OlrVx2ptlsdw1ERERWZvZdj2sU6cOli1bhtjYWNy+fRsnT57E8ePHce3aNTx9+hRr165F/fr1zfU4JCYmYv369Zg8eTI6dOiAGjVqwNPTE05OTvD19UXHjh3xzTff4OnTp0b1FxkZieHDhyMwMBAuLi7w8/NDjx49sG7dukLFtW7dOnTv3h1+fn5wcXFBYGAghg8fjuPHjxvdR2pqKr755hs0b94c3t7eKF26NGrXro3Jkyfjzp07hYqHjKO73qdMmTLw9vZWKBr7wOSHiIiIrE0QRVFUOoii2LdvH7p161bgdT4+Pvjf//6HHj165HnNf//7X3z22WfQarUGz7/88svYtGmTtEGrIWlpaRg0aBB27dpl8LxKpcKsWbMwe/bsfOO9ceMGevXqlWf5cA8PD6xduxa9e/fOtx9DEhMT4enpCY1GAw8Pj0LfX5L9/PPPeOedd6Tj5s2b4+TJkwpGVPL9888/aNKkiXQsCALS0tLg7OysYFRERERUHBn7OddsIz9KqFSpEkaOHIkffvgBv//+O44fP45jx45hw4YNGDx4MBwcHBAXF4e+ffvi3LlzBvtYvHgxPvnkE2i1WlSvXh3Lli3DyZMnsXXrVnTq1AkAsHPnTrz++uv5xvL6669LiU+nTp2wdetWnDx5EsuWLUP16tWh1Wrx3//+F0uWLMmzj6SkJLz88stS4jNu3Djs378fkZGR+OKLL+Dm5obExEQMGTIE//zzTxH+xCgvrPRmfbprfkRRxN27dxWKhoiIiOyCWExlZWUVeM2WLVtEACIAMTQ0VO/806dPRU9PTxGAWLlyZfHJkyd6z+jTp4/Ux4EDBww+Z//+/dI1ffr00YvtyZMnYuXKlUUAopeXlxgfH2+wn48//ljq55tvvtE7f+zYMVGtVosAxA4dOhT49evSaDQiAFGj0RT63pKud+/e0p89AHHmzJlKh2QXvL29ZX/ue/bsUTokIiIiKoaM/ZxrUrW3zp07F/oeQRDg4uICT09P1KxZEyEhIejRowdUqsINQjk4OBR4Tf/+/VGrVi1cvXoVR44c0Tu/dOlSaDQaAMDXX38NHx8fvWf88ssv2LVrF7Kzs/Htt9+iY8eOev3MnTsXAKBWq/HLL7/oxebj44Ovv/4aw4YNw7Nnz7B06VJMnTpVdk1mZiZ+/PFHAC/WT02ePFnvOa1bt8aYMWOwePFiHDp0CKdOnULz5s0L/HOggrHMtTKqVauG+Ph46ZjrfoiIiMiSTEp+Dh48CEEQIIqiVN46h/j/lxIZ016+fHnMmzcPw4YNMyUcg9zd3QEAz58/1zu3detWAC/W0eTenyi3gIAAdO3aFREREdi/fz+SkpKkPoEXU9X2798PAOjatSsCAgIM9jNgwAB4eHggMTERW7Zs0Ut+Dhw4ICVio0aNyjMZfO2117B48WIAwJYtW5j8mEF2djaTH4VUrVoVUVFR0jHLXRMREZElmbTmp3379mjfvj2CgoKkstbAi9/mhoSEICQkRKrolHMuKCgI7dq1Q8OGDeHi4gJRFBETE4Phw4fjm2++MfHLkbt69aq0NqZ27dqycxkZGdKC9latWsHJySnPfjp06AAASE9Pl31QA4BTp04hIyNDdp0hTk5OCAkJke7JzMyUnT969Kje8wwJDg5GqVKlAADHjh3L8zoy3oMHD6TvYQ6u+bEOVnwjIiIiazIp+Tl48CD+85//4MmTJ/D29sYPP/yAuLg4XL9+HZGRkYiMjMT169cRFxeH77//HmXKlMGTJ08wY8YMnD17FhqNBhs2bEBAQABEUcRHH32ES5cumfQFpaam4vr16/juu+/QoUMHZGVlAQAmTZoku+7atWvSvi66iZGu3OcvX74sO5c7XmP7ycrK0qvmZmw/arVaGpXQjYWKRnfUp3Tp0ihfvrxC0dgXJj9ERERkTSYlPzdv3sSgQYMgCAKOHz+Od999F2XKlNG7rkyZMnjvvfdw/PhxCIKAsLAwXLt2DWq1GoMHD8bhw4fh5eUFrVaLX375pdBxrFy5EoIgQBAElC5dGkFBQZg8eTJiY2MBANOnT8crr7wiu+f+/fvS+7ymquWoVKmS9P7evXsW7ad06dLw8vIyqp8nT54gPT09z+vS09ORmJgoe5E+3UpvNWrU0JuuSZbB5IeIiIisyaTkZ+7cuUhKSsL06dNRs2bNAq+vWbMmpk2bhuTkZKlIAABUqVIFEyZMgCiKOHDggCkhyTRu3BgnT57EnDlz9D7MJiUlSe/d3Nzy7ad06dLS++TkZIv2U1AfBfWT25w5c+Dp6Sm9cidf9H9Y5lo5uuWuNRoNEhISFIqGiIiISjqTkp+9e/dCEAS0a9fO6Hty1rPs27dP1p5TOe7BgweFjqN///44f/48zp8/j5MnT2LdunUIDQ3FP//8g2HDhmHHjh169+QugJDfeh8Ask0X09LSLNpPQX0U1E9uM2bMgEajkV66o030gqGRH7KOypUr6xX34OgPERERWYpJyc/Dhw+LfG9MTIzs2NfXFwDyncaVFy8vL9SvXx/169dH8+bNMXToUPz+++9YvXo1bt26hX79+mHlypWye1xcXKT3uovddeWOydXV1aL9FNRHQf3k5uzsDA8PD9mL9LHSm3IcHR1RuXJlWRuTHyIiIrIUk5KfnLUpuSuVFSRnvx1PT09Ze0pKCgCgbNmypoQkM2LECAwePBharRbvvPOObD+R3OWq85s6ljs2QH9amrn7KaiPgvqhwhFFkSM/CtOd+sbkh4iIiCzFpOSnTZs2EEURX331lVH7c9y6dQtff/01BEFA69atZecuXrwIAGavstWvXz8ALxKGPXv2SO25ixPkLlpgSO7pYrrrZszdT0pKCp49e2ZUP+XKlZNNgaPCi42NlSWTANf8WJtu0QPu9UNERESWYlLyM2nSJAiCgPj4eISEhGDRokUGK4ppNBosXLgQrVq1wtOnTyEIAj744APZNTt27DCYFJmqXLly0vs7d+5I74OCguDg4AAAuHLlSr595D5fp04d2bm6desavC6/ftRqtV6BCGP7ycrKkqZp6cZChac75c3Z2bnAqn1kXqz4RkRERNZiUvLTtm1bfPnllxBFEXFxcXj77bdRtmxZ1KpVC23btkXbtm1Rq1Yt+Pj44J133sGTJ08AAJ999hnatGkj9XPz5k3s3LkToiiiZ8+epn1FOnIXUMg9RczJyQktWrQAABw/fjzftTaHDh0C8OKDcXBwsOxc8+bNpSIFOdcZkpGRgRMnTkj3ODo6ys63bdtW73mGREVFSSMVuf8MqWh0p7xVq1ZNbwE+WRaTHyIiIrIWkz/lffjhh1i/fj18fX0hiiKys7Nx/fp1HD9+HMePH8f169eRnZ0NURTh6+uL3377DTNmzJD1Ub16dWRlZUGr1aJXr16mhiSzceNG6X2DBg1k5/r37w8ASExMxO+//27w/vv370uV6bp06SJb4wO8WKvTpUsXAC8q2OU19e3333+XRsVCQ0P1znfs2FFaB7Vq1SqIomiwn9yFGwz1Q4XDMtfK013zc+fOHWkDYiIiIiJzMsuvuMPCwnDnzh2sX78eY8eORUhICIKCghAUFISQkBCMGTMGv/32G+7cuYOhQ4ea45FYuXKlrMy0IfPnz8euXbsAvPiApVuSe+zYsVLCMX36dDx9+lR2Pjs7G2+99Zb0QWzq1KkGnzNlyhQAL6akvf3223of3OLi4vDhhx8CeFEkYuzYsXp9ODk54b333gMAXL58WbYPUo7jx49j2bJlAF6UDG/evHk+Xz0Zg5XelKc78pOVlVXg+jkiIiKiohDEvIYYbFyVKlWQlJSEgQMHom3btqhevTrc3NyQlJSE8+fPY+3atTh27BiAF4nFzp070bVrV71+Fi9ejDfeeAPAi9/6f/TRR2jQoAEePnyI77//Xtp0ddiwYfjtt9/yjGfYsGFYv349AKBTp06YNGkS/P39cf78eXzxxRfSh+zFixdj/PjxBvtISkpCcHAwrl27BgAYP348hg4dCldXVxw4cABffvklkpOT4erqisjISDRu3LhQf2aJiYnw9PSERqNh2ev/r0WLFjh16pR0vGDBArz99tsKRmR/RFGEh4eHrNLhX3/9hU6dOikYFRERERUnxn7OLdbJT+4CBnkJCAjA8uXL0a1btzyvmT17Nj777LM8p5r16tULmzdvlu3poystLQ2DBg2SRpp0qVQqfPzxx/jvf/+bb7w3btxAr169cP36dYPnPTw8sHbtWvTu3Tvffgxh8qPP29sbCQkJ0vGePXvQo0cPBSOyT40aNcK///4rHS9duhRjxoxRMCIiIiIqToz9nKu2YkxmFRERgZ07d+LYsWO4ceMGYmNj8fTpU7i6usLX1xeNGzdG7969ERYWhlKlSuXb1yeffIIePXrg559/xpEjRxAbGwsvLy80atQIo0ePxrBhwwqMx9XVFTt37sRvv/2GlStX4ty5c3j27BnKly+Pdu3a4Z133kGrVq0K7KdGjRo4e/Ysfv75Z2zcuBE3btxARkYGKlWqhF69emHixIkIDAw0+s+J8hYfHy9LfACu+VFK1apVZckPy10TERGRJRg18nP37l2LPFx3Z3eyLI78yJ06dUqq+AcADg4OSEtL06vER5b3wQcfYP78+dJxQdNMiYiIiHIz68iPbjUmcxAEAVlZWWbvl8hYupXeqlSpwsRHISx3TURERNZgVPJTTJcFEeWLZa5th+4vWDjtjYiIiCzBqORnxYoV+Z7/5ZdfcOrUKTg6OqJ79+5o0aIFypcvDwCIjY3FqVOnsHfvXmRmZiI4OBhvvfWW6ZETmYhlrm2H7sjP48ePkZycLNuYmIiIiMhURiU/o0aNyvPcmDFjEBUVhe7du2PZsmWoWLGiwesePHiAcePGISIiAkeOHMHSpUuLFjGRmeiO/DD5UU6VKlX02qKjo/U2JiYiIiIyhUmbnG7atAkrVqxAcHAwdu7cmWfiAwAVK1bE9u3b0axZM6xYsQLh4eGmPJrIZJz2ZjtcXV3h7+8va+O6HyIiIjI3k5KfxYsXQxAEfPDBB3BwcCjwegcHB0yePBmiKGLJkiWmPJrIJMnJyYiNjZW1ceRHWVz3Q0RERJZmUvKTsy9HUFCQ0ffkXHv+/HlTHk1kEt31PoIg6K07IetixTciIiKyNJOSn6SkJAAvFicbK+fanHuJlKA75S0gIAAuLi4KRUMAkx8iIiKyPJOSn8DAQADA6tWrjb4n51pucEpK4nof28Npb0RERGRpJiU//fr1gyiKWL9+Pb755psCr587dy7WrVsHQRAQGhpqyqOJTMIy17bH0MgP9xgjIiIiczKq1HVepk+fjjVr1iAmJgYzZszAunXrMGrUKDRv3hy+vr4QBEHa52fNmjX4559/AAB+fn748MMPzRE/UZGwzLXt0U1+nj9/jpiYGFSoUEGhiIiIiKikMSn58fLywr59+9CjRw/cv38f//77LyZPnpzn9aIoIiAgAHv27IGXl5cpjyYyCae92Z4KFSrA2dkZ6enpUtutW7eY/BAREZHZmDTtDQDq1KmDixcvYvLkyfDy8oIoigZfXl5e+OCDD3DhwgXUrVvXHLETFcnz589x//59WRtHfpSnUqn0Njvluh8iIiIyJ5NGfnK4u7vj22+/xZdffonTp0/j/PnziI+PBwCUKVMGDRo0QLNmzeDk5GSOxxGZJDo6Wm8tCUd+bEO1atVw9epV6ZgV34iIiMiczJL85HB0dERISAhCQkLM2S2RWelOeStfvjzc3d0VioZyY7lrIiIisiSTp70RFTdc72O7WO6aiIiILMmsIz83b97E8ePHERMTg9TUVLz11lvw8fEx5yOITMYy17aLIz9ERERkSWZJfs6cOYNJkybh2LFjsvZBgwbJkp+ff/4Zn3zyCTw9PXHp0iU4Ojqa4/FEhcIy17ZLN/l58OABnj9/DhcXF4UiIiIiopLE5GlvO3bsQJs2bXDs2DFZdTdDRo4cibS0NNy6dQs7duww9dFERcJpb7ZLd9qbKIq4c+eOQtEQERFRSWNS8vPo0SMMGzYM6enpqFu3Lnbv3o2kpKQ8r3d3d0ffvn0BALt37zbl0URFkpmZqfdhmiM/tsPDwwNly5aVtXHdDxEREZmLScnP/PnzkZKSgsDAQBw5cgQ9evRA6dKl872nY8eOEEURp0+fNuXRREVy9+5dZGVlydqY/NgWrvshIiIiSzEp+dmzZw8EQZA2ODVG7dq1AfC3uaQM3SlvZcqUgbe3t0LRkCFMfoiIiMhSTEp+cqYPtWjRwuh7PDw8AADJycmmPJqoSHQrvXG9j+1huWsiIiKyFJOSn5zpQ1qt1uh7NBoNAMDNzc2URxMVCSu92T6O/BAREZGlmJT8+Pn5ASjch5OTJ08CACpXrmzKo4mKhMmP7TOU/ORVQZKIiIioMExKftq1awdRFLFx40ajrs/IyMDixYshCAI6duxoyqOJioRlrm2fbvKTmJiI+Ph4haIhIiKiksSk5Oe1114DAGzbtg1//vlnvtdmZGRg5MiRuHnzJgRBwLhx40x5NFGhabVavVFKjvzYnkqVKsHBwUHWxnU/REREZA4mJT8dO3bEkCFDIIoi+vTpgw8//FCa1gYAt2/fRmRkJL799lvUq1cPGzduhCAIeOONN1CvXj2TgycqjAcPHiA9PV3WxuTH9qjVar1psVz3Q0REROagNrWDlStXIikpCbt27cLcuXMxd+5cCIIAAOjTp490Xc6c/QEDBuCHH34w9bFEhaY75a106dIoX768QtFQfqpVqyYb7WHyQ0REROZg0sgPADg7O2PHjh1YvHgxqlWrBlEUDb4CAgLwyy+/YNOmTXpTWoiswVCZ65xEnWwLy10TERGRJZg88pNj3LhxGDduHC5duoSoqCg8fvwY2dnZKFu2LJo0aYKmTZvygyYpipXeig+WuyYiIiJLMFvyk6Nu3bqoW7euubslMhmTn+KDyQ8RERFZgsnT3oiKC0PT3sg26SY/d+7ckTZVJiIiIioqJj9kF0RR5MhPMaK75ic7Oxv3799XKBoiIiIqKZj8kF14/PgxkpOTZW1MfmxX2bJl4e7uLmvj1DciIiIyFZMfsgu6oz5OTk6oWLGiQtFQQQRB4LofIiIiMjsmP2QXdNf7VKtWjSXXbZzu1DcmP0RERGQqJj9kF7jep/jRHfnhXj9ERERkKiY/ZBeY/BQ/nPZGRERE5sbkh+wCy1wXP0x+iIiIyNyMSn4GDBiAgQMHstQsFVsc+Sl+dNf8xMXFISkpSaFoiIiIqCQwKvnZunUrtm7disTERPnNKhXUajUuXbpkkeCIzCEhIQHx8fGyNiY/tq9KlSp6bVz3Q0RERKYo1LQ3URSNaiOyJbpT3hwcHBAYGKhQNGQsFxcXvXLknPpGREREpjAq+cnZbDA2NtaiwRBZgu6Ut8DAQDg6OioUDRUG1/0QERGRORmV/NSuXRsA8MMPPyA5OVnvvCAI5o2KyIy43qf40l33w2lvREREZAq1MRe98sorOHXqFHbs2AFvb2+UL19e9pvz7t27F/o36YIg6E1HIrIEJj/Fl+7Iz5kzZxSKhIiIiEoCo5Kfd999F8eOHcOmTZuQlZWFBw8eSOdEUZQdG4ujRWQtLHNdfDVp0kR2HBkZiWvXriEoKEihiIiIiKg4Myr5UalUCA8Px/Hjx7Fv3z48ePAA6enpWLVqFQRBQN++feHl5WXhUImKhiM/xddLL70EHx8fxMXFSW3Lly/HV199pWBUREREVFwJognl2lQqFQRBwPnz51G3bl1zxkUWkJiYCE9PT2g0Gnh4eCgdjlUkJydLBTtyXLx4kX9fi5HJkyfju+++k47Lly+Pe/fusWgFERERSYz9nFuoUtdExY2h6mC6i+jJto0ZM0Z2HBsbi507dyoUDRERERVnJiU/Wq0W2dnZ/C062SzdKW8BAQFwdXVVKBoqirp166JVq1aytmXLlikUDRERERVnHPmhEo3rfUqGsWPHyo537dpVpEIrREREZN/MlvxkZ2dj8+bNePPNN9GuXTvUq1cP9erVQ7t27fDmm29i8+bNyM7ONtfjiIzCSm8lQ1hYGNzc3KRjrVaLVatWKRgRERERFUdmSX727NmDqlWrIiwsDEuWLEFkZCQuX76My5cvIzIyEkuWLEFYWBiqVauGiIgIczySyCgc+SkZ3NzcMHToUFnbsmXLoNVqFYqIiIiIiiOTk581a9agd+/eePDgAURRhCiKCAwMREhICEJCQhAYGAjgxX5A9+7dw8svv4y1a9eaHDiRMZj8lBy6U99u3bqFQ4cOKRQNERERFUcmJT937tzB+PHjodVqUapUKXz++eeIiYnBrVu3EBkZicjISNy6dQsxMTH44osv4ObmBq1Wi3HjxuHu3bvm+hqIDEpPT8e9e/dkbUx+iq8WLVqgXr16sralS5cqFA0REREVRyYlPz/88APS09Ph5uaGI0eO4D//+Q98fX31ritXrhxmzJiBI0eOwM3NDenp6fjhhx9MeTRRgaKjo6G7jRXX/BRfgiDojf5s3rwZCQkJCkVERERExY1Jyc/evXshCAKmTp2Kxo0bF3h9o0aNMGXKFIiiyLU/ZHG6U958fX31Njyl4mX48OGyzU3T09M5jZaIiIiMZlLykzN1rWvXrkbf061bN9m9RJbC9T4lj4+PD0JDQ2VtS5cu1RvhIyIiIjLEpOQnp3S1g4OD0feo1WoAYJUmsjiWuS6ZxowZIzs+d+4czpw5o1A0REREVJyYlPxUrFgRABAZGWn0PTnX+vv7m/JoogJx5Kdk6tq1q1RFMgcLHxAREZExTEp+OnXqBFEU8dVXX+Hhw4cFXv/w4UN89dVXEAQBnTt3NuXRRAVi8lMyqVQqjB49Wtb222+/ITU1VaGIiIiIqLgwKfl59913oVKp8OTJE7Rs2RKbNm2SpsLlptVqsWnTJrRq1QqxsbFQqVR45513THk0Ub6ysrJw+/ZtWRuTn5Jj9OjREARBOk5MTMSmTZsUjIiIiIiKA0E0caXwnDlz8NFHH0kfRLy8vNC0aVP4+vpCEATExsbizJkzePbsmbQo+csvv8T06dNNj54KJTExEZ6entBoNPDw8FA6HIu6deuW3hqfuLg4lC1bVqGIyNx69uyJPXv2SMft27fnpqdERER2ytjPuWpTHzRjxgx4enpi2rRpSE1NRUJCAv766y/ZNTlJT6lSpfDtt9/izTffNPWxRPnSnfLm5eUFb29vhaIhSxgzZows+Tl8+DCuXbuGoKAgBaMiIiIiW2bStLccb731Fm7fvo2vv/4a3bp1g5+fH5ycnODk5AQ/Pz9069YNX3/9NW7fvs3Eh6zC0Hqf3NOkqPjr27cvfHx8ZG3Lly9XKBoiIiIqDsyS/AAv9t+YOnUqIiIi8ODBA6SlpSEtLQ0PHjxAREQEpk6dqvdBhchSWOa65HNycsLIkSNlbStXrkRmZqZCEREREZGtM1vyQ2RLWOnNPuju+RMbG4tdu3YpFA0RERHZOiY/VCIx+bEPdevWRatWrWRt3POHiIiI8sLkh0ocrVaLW7duydo47a3kGjt2rOx4165dePDggULREBERkS1j8kMlzsOHD/H8+XNZG0d+Sq6wsDC4ublJx1qtFqtWrVIwIiIiIrJVTH6oxNGd8laqVCn4+fkpFA1ZmpubG4YOHSprW7ZsGbRarUIRERERka1i8kMlDstc2x/dwge3bt3ihqdERESkh8kPlTgsc21/WrZsiXr16snaWPiAiIiIdBXr5CcqKgqffvopunfvjoCAADg7O8PNzQ1BQUEYPXo0jh49Wqj+du/ejdDQUKmvgIAAhIaGYvfu3Ub3kZWVhUWLFqFdu3YoV64cXF1dUb16dUyYMAEXL140up+4uDjMmjULDRs2hIeHBzw8PNCwYUPMmjULT58+LdTXZW9Y6c3+CIKgN/qzefNmJCQkKBQRERER2SJBFEVR6SCKon379jhy5EiB140cORK//vornJyc8rxGq9Vi/PjxWLZsWZ7XjB07FosXL4ZKlXe+GBcXh169euHUqVMGzzs7O2PBggV61al0/f333+jfvz9iYmIMnq9QoQK2bt2KFi1a5NuPrsTERHh6ekKj0cDDw6NQ9xYnTZo0wT///CMdL168GOPHj1cuILKKuLg4+Pv7yzY5/emnn/DOO+8oGBURERFZg7Gfc00a+fn000/x6aefIiIiwpRuiuThw4cAAH9/f0ycOBGbNm3CyZMncfz4cXz33XeoWLEiAGD16tV47bXX8u3ro48+khKfJk2aYN26dTh58iTWrVuHJk2aAHgxhWbmzJl59pGdnY3Q0FAp8RkwYAB2796Nv//+Gz/++CN8fX2Rnp6OCRMm5DuSdO/ePfTp0wcxMTFQq9WYNm0aDh8+jMOHD2PatGlQq9V49OgR+vTpg/v37xv952UvRFHktDc75ePjg9DQUFnb0qVLUUx/v0NERESWIJpAEARRpVKJf/zxhyndFMnLL78sbtiwQczKyjJ4/smTJ2JQUJAIQAQgHjp0yOB1V69eFdVqtQhADA4OFlNTU2XnU1JSxODgYBGAqFarxevXrxvsZ9myZdKz3nrrLb3z169fFz08PEQAYo0aNcTMzEyD/YwYMULqJzw8XO/8hg0bpPOjRo0y2EdeNBqNCEDUaDSFuq84iY2Nlf58cl63b99WOiyykoiICL3vf1RUlNJhERERkYUZ+znXpJGfsmXLAgAqV65sSjdFsmPHDoSFhcHBwcHgeR8fH8ybN0863rRpk8Hrvv/+e2RlZQF4MUXG1dVVdr5UqVL46aefALxYzzN//nyD/cydOxcA4O3tjW+//VbvfI0aNTBjxgwAL9akbNmyRe+amJgYrF27FgDQo0cPDB48WO+asLAw9OjRAwCwZs2aPKfG2Svd9T5OTk4ICAhQKBqytq5duyIwMFDWlt90ViIiIrIvJiU/OQvJbfUDeKdOnaT3ulOhgBdTpP744w8AQO3atRESEmKwn5CQENSqVQsA8Mcff+hNo7l27RouX74M4EVyUqpUKYP95J5+Zyj52bZtm7Q3yejRo/P6sqR+tFottm3blud19kj3+1ytWrU8E2QqeVQqld6/nbVr1yI1NVWhiIiIiMiWmJT8DBkyBKIoIjw83FzxmFV6err03tAH4OjoaGntUIcOHfLtK+f8gwcPcPv2bdm53FXl8uvHz88PQUFBAIBjx47pnTe2n9znDPVjz3RHfrjex/6MHj1atq9TYmIiNm/erGBEREREZCtMSn7eeustNGrUCKtXr8bKlSvNFJL55N7ksE6dOnrnL126JL2vXbt2vn3lPp8zymNKP/fu3UNKSorBfjw9PeHn55dnHxUqVJCqWOjGYu9Y5poqV66M7t27y9q45w8REREBJiY/MTExWLp0KerXr48xY8age/fuWLlyJc6cOYPo6GjcvXs335clabVafPXVV9JxWFiY3jW5q6UVtC6kUqVK0vt79+6Z3I8oinrV2nKOjVmjktOPbiz2jskPAdArJ3/48GFcu3ZNoWiIiIjIVqhNublKlSrS9BJRFLF//37s37/fqHsFQZAKDVjC/PnzcfLkSQAvyk43a9ZM75qkpCTpvZubW779lS5dWnqfnJxs0X4K6iN3P7p95Jaeni6b+peYmFhgv8Udy1wTAPTt2xc+Pj6Ii4uT2pYvXy77hQgRERHZH5NGfoAXSU9OAYCc98a+LOXQoUOYPn06AMDX1xcLFy40eN3z58+l9/ltggq82KA0R1pamkX7KaiP3P3o9pHbnDlz4OnpKb1yj16VRAkJCXj69KmsjSM/9snJyQkjR46Uta1cuVK2ASoRERHZH5NGflasWGGuOMzm4sWLCA0NRVZWFlxcXLBx40b4+voavNbFxUV6n5GRkW+/uUdQdMth6/aT+7iw/aSmphYYS+5+dPvIbcaMGfjggw+k48TExBKdAOmO+jg4OOiVPSb7MWbMGHz33XfScWxsLHbt2oV+/fopGBUREREpyaTkZ9SoUeaKwyyio6PRvXt3JCQkwMHBAevXr0f79u3zvN7d3V16n9/0MQCy4gS609J0+8kv+Smon9TU1AJjyd1PflPknJ2dZSNNJZ1u8hMYGGjUKBqVTHXr1kWrVq1w/PhxqW3p0qVMfoiIiOyYydPebMXDhw/RtWtXPHz4EIIgYPny5QV+yMldWEC3+ICu3IUFdEdPitKPIAh6hQ1yjgvqI3c/JXkkp7BY5pp06RY+2LVrFx48eKBQNERERKS0EpH8xMXFoVu3brh16xYA4KefftKb729I3bp1pfdXrlzJ99rc53XLZheln0qVKsmKH+TuR6PR5Ltx7KNHj6TiBYZKeNsrVnojXWFhYbLRUa1Wi1WrVikYERERESnJbMmPVqvF/v378fnnn+Odd97B66+/jkePHsmuycjIQGpqqmzdi6k0Gg169Ogh7ZHz1Vdf4e233zbq3qpVq8Lf3x+AfE8gQw4fPgwAqFixIqpUqSI717ZtW+l9fv3ExMRI5XbbtGmjd97YfnKfM9SPvdKd9sbkh9zc3DB06FBZ2/Lly6HVahWKiIiIiJRkluRnx44dqFGjBrp3747Zs2dj4cKFWLVqFRISEmTXLV26FO7u7vD19dXb4LMoUlNT8fLLL+PMmTMAgI8++ggffvih0fcLgiBNjbty5QpOnDhh8LoTJ05IIzb9+vWT7R4PAEFBQdIITHh4OFJTUw32k3sj2NDQUL3zffv2hUr14luSXzGJnH5UKhX69u2b53X2htPeyJAxY8bIjm/evFngLzuIiIioZDI5+fn111/Rr18/3L59G6IoomzZsnmWsR47diw8PT2RnJyMLVu2mPTcjIwMhIaG4tixYwCAiRMn4vPPPy90P5MmTYKDgwMA4N1339UrHZ2WloZ3330XAKBWqzFp0iSD/UyZMgUAEB8fj2nTpumdv3nzJubMmQPgxYiEoeTHz88Pr776KgAgIiICmzZt0rtm48aNiIiIAACMGDECfn5+xnyZJV5KSoreSCNHfggAWrZsiXr16snali1bplA0REREpCSTkp/r169LU8w6d+6MS5cu4fHjx3le7+TkhIEDB0IURezdu9eUR2PYsGFSH507d8aYMWNw4cKFPF957e4eFBSEqVOnAgCioqLQpk0bbNiwAVFRUdiwYQPatGmDqKgoAMDUqVNRs2ZNg/2MGjVKmoL2888/Y9CgQYiIiMDJkyexYMECtG7dGomJiVCpVPjxxx+hVhsutPfFF1+gXLly0tc4ffp0HD16FEePHsX06dPxyiuvAADKlStXpGSvpNKd8gYA1apVUyASsjWCIOiN/mzatElvZJqIiIjsgGiCN998UxQEQWzQoIGYnp4utQuCIKpUKvHixYt696xatUoUBEGsX7++KY8WARTqFRgYmGdf2dnZ4uuvv57v/WPGjBGzs7PzjenJkydi8+bN8+zD2dlZ/PXXXwv82k6cOCH6+fnl2Y+fn5944sSJwv6RiRqNRgQgajSaQt9r637//XfZn1HFihWVDolsyJMnT0RHR0fZ35GffvpJ6bCIiIjITIz9nGvSyM9ff/0FQRAwadIko/dTyZmKlLt0tNJUKhWWLVuGnTt3ol+/fvD394eTkxP8/f3Rr18/7Nq1C0uXLpXW4+TFx8cHkZGR+OWXX9C2bVuULVsWLi4uqFatGsaNG4fTp0/rld41pGXLljh//jxmzpyJ+vXrw83NDW5ubmjQoAFmzpyJCxcuoGXLlub68ksEVnqj/Pj4+KB///6ytqVLl+Y5RZeIiIhKJkE04f/+bm5uSEtLw8mTJ9GsWTOpXaVSQRAEnD9/XlYGGgDOnTuHJk2aQK1WIyMjo+iRU6ElJibC09MTGo0GHh4eSodjVhMmTMCSJUuk4zFjxmDp0qUKRkS2Zu/evejRo4esLSoqSvazi4iIiIonYz/nmjTyk1P1LK/qZoY8ffoUAODp6WnKo4lkWOaaCtK1a1dUrlxZ1sbCB0RERPbFpOSnYsWKACBtLmqMo0ePAuBidDIvlrmmgqhUKrz++uuytrVr1xbqlzdERERUvJmU/HTs2BGiKBq9Y7pGo8GiRYsgCAI6d+5syqOJJOnp6bh7966sjSM/ZMjo0aNl+3QlJiZi8+bNCkZERERE1mRS8jNhwgQIgoBDhw7JNvA05OnTp+jfvz9iYmKgVqvxxhtvmPJoIkl0dLTewnWO/JAhlStXRvfu3WVtXBtGRERkP0xKfpo0aYKJEydCFEWMGTMGQ4YMQXh4uHQ+MjISv/32G95++23UqFEDhw8fhiAI+PjjjxEYGGhy8ESA/nqfcuXKlbiCDmQ+uhUXDx8+nOc+YERERFSyGN5psxDmzZuH9PR0LFy4EJs2bcKmTZukaSUTJkyQrsv5zfykSZMwc+ZMUx9LJGGZayqMvn37wsfHB3FxcVLb8uXL8dVXXykYFREREVmDSSM/wIuKbz///DMiIiLQsWNHCIIAURRlLwBo1aoVdu7cie+++87koIlyY/JDheHk5ISRI0fK2latWoXMzEyFIiIiIiJrMXnkJ0e3bt3QrVs3JCUl4ezZs3j8+DGys7NRtmxZNG7cGD4+PuZ6FJEMy1xTYY0ZM0b2i5iYmBjs2rUL/fr1UzAqIiIisjSzJT853N3d0b59e3N3S5Qnlrmmwqpbty5atWqF48ePS21Lly5l8kNERFTCmTztjUhJWVlZiI6OlrVx5IeMMWbMGNnxrl278ODBA4WiISIiImsw68jP48ePcfDgQZw/fx7x8fEAAG9vb9SvXx8dO3ZE+fLlzfk4Ity7dw9ZWVmyNiY/ZIwhQ4Zg0qRJSE5OBgBotVqsWrUK//nPfxSOjIiIiCzFLMnPgwcPMHnyZGzZskXvg2gOBwcHhIaG4ttvv0XlypXN8VgivSlvnp6e8Pb2VigaKk7c3NwwZMgQLFu2TGpbvnw5pk+fDpWKg+JEREQlkcn/hz969Cjq16+PjRs3IjMzU6/SW84rKysLmzZtQsOGDXH06FFzxE5ksNJbTql1ooLo7vlz8+ZNHDp0SKFoiIiIyNJMSn4ePnyIPn36QKPRQBRF9OzZExs3bsSdO3fw/PlzPH/+HHfu3MGmTZvQq1cviKKIxMRE9OnTBw8fPjTX10B2jGWuyRQtW7ZE3bp1ZW0rV65UJhgiIiKyOJOSnzlz5kCj0cDBwQGrV6/Gzp07MXDgQFSqVAlOTk5wcnJCpUqVMGDAAOzYsQP/+9//oFKpkJiYyA0FySxY5ppMIQiCXuGDrVu34vnz5wpFRERERJZkUvKza9cuCIKAcePGYfjw4QVe/8orr2D8+PEQRRE7d+405dFEAFjmmkw3ZMgQ2VTJxMRE7NmzR8GIiIiIyFJMnvYGAIMHDzb6npxrOe2NTKXVajnyQyarWLGi3t5k69evVygaIiIisiSTkp8yZcoAeFFhy1g51+bcS1RUjx490puexOSHimLo0KGy4+3btyMlJUWhaIiIiMhSTEp+goODAQDnz583+p6ca3PuJSoq3SlvpUqVgp+fn0LRUHE2cOBAODg4SMepqanYsWOHghERERGRJZiU/Lz33nsQRRHffPMNUlNTC7w+NTUVX3/9NQRBwLvvvmvKo4kMrvdhmWsqinLlyqFLly6yNk59IyIiKnlMSn66du2K2bNn4/Lly+jYsSP++eefPK89d+4cOnXqhKtXr2L27Nno1q2bKY8m4nofMivdqW+7du2CRqNRKBoiIiKyBLUxF3366ad5nhMEAcHBwYiKikKzZs3QoEEDNG/eHL6+vhAEAbGxsTh16pTedLdPP/0Us2bNMsOXQPaKld7InEJDQzFhwgRkZmYCADIyMrB161aMGjVK4ciIiIjIXARRFMWCLlKpVEZNJxJFMc/rDJ3Lzs42Mkwyh8TERHh6ekKj0cDDw0PpcEzWtGlTnD17VjpetGgRJkyYoGBEVNz169cP27Ztk4579uyJXbt2KRgRERERGcPYz7lGT3sTRbHAV37XGTpHVFSiKOqN/HDaG5lqyJAhsuM///wTcXFxCkVDRERE5mZU8qPVai3yIiqquLg4JCUlydqY/JCp+vbtC1dXV+k4KysLv//+u4IRERERkTmZVPCASCm6oz6Ojo4ICAhQKBoqKdzc3NC7d29ZG6u+ERERlRxMfqhY0k1+qlWrJtunhaiodKu+HTx4EI8ePVIoGiIiIjInJj9ULLHMNVlKz5494e7uLh2LoohNmzYpGBERERGZi1GlrgsjMTERSUlJRlVyq1y5srkfT3aCZa7JUlxdXdGvXz/873//k9rWr1/PjZmJiIhKALMkP3v37sXChQtx5MgRJCQkGHWPIAjIysoyx+PJDrHSG1nS0KFDZclPZGQk7ty5g8DAQAWjIiIiIlOZPO3tjTfeQM+ePbFt2zbEx8cbVRKbpa7JVJz2RpbUrVs3lClTRtYWHh6uUDRERERkLiaN/CxevBhLliwBALi7uyM0NBSNGjWCl5cXVCouJyLLePbsmd7eK0x+yJycnJwwcOBALF26VGrbsGEDpk6dqmBUREREZCqTkp+cxKdOnTr466+/UL58ebMERZQf3VEflUrF6UhkdkOGDJElP6dPn8b169dRs2ZNBaMiIiIiU5g0PHPlyhUIgoD//ve/THzIanTX+wQGBsLJyUmhaKik6tixI3x9fWVtGzZsUCgaIiIiMgeTkh83NzcA4G9Cyaq43oesQa1WY/DgwbI2bnhKRERUvJmU/NSpUwcAuAEgWRXLXJO16G54evHiRVy4cEGhaIiIiMhUJiU/48ePhyiKWLdunbniISoQy1yTtbRu3RoBAQGyNk59IyIiKr5MSn5eeeUVDBw4EGvXrsWCBQvMFRNRvjjtjaxFpVIhLCxM1rZ+/XqW6iciIiqmBNHE/4tnZGRgypQp+OWXXxASEoKwsDAEBQWhVKlSBd7bvn17Ux5NhZSYmAhPT09oNBp4eHgoHU6RpKSkSGvNcly4cAH16tVTKCIq6U6dOoUWLVrI2qKiotCsWTOFIiIiIiJdxn7ONanUNQA4OjqiUaNGKFOmDI4fP47jx48bdZ8gCMjKyjL18WRnbt26pddWrVo1BSIhexEcHIxq1arJ/u6tX7+eyQ8REVExZNK0t6ysLISFhWH8+PGIj4+HKIqFehEVlu56n4oVK8LV1VWhaMgeCIKgV/ggPDwcWq1WoYiIiIioqEwa+Vm0aBE2b94M4MVeK6NGjUKjRo3g5eUFlcqkvIrIIK73ISUMGTIEX375pXR89+5dnDhxAq1bt1YwKiIiIiosk5KfnN3PQ0JCsH//fv4GniyOZa5JCQ0aNECdOnVw+fJlqW39+vVMfoiIiIoZk4Znbty4AUEQMGPGDCY+ZBUsc01KyGvqW3Z2tkIRERERUVGYlPyULl0aAFCpUiWzBENUEE57I6UMGTJEdhwbG4tDhw4pFA0REREVhUnJT6NGjQAAd+7cMUswRPlJSkrS+7vGaW9kLbVq1UKTJk1kbdzwlIiIqHgxKfl54403IIoili1bZq54iPJ05swZWZVAtVqNunXrKhgR2Rvd0Z9NmzYhMzNToWiIiIiosExKfgYMGIA33ngDO3bswJQpUzj/nSwqKipKdtygQQO4uLgoFA3ZI93kJz4+Hvv27VMoGiIiIiosk6q9rV69GiEhITh79izmz5+PTZs2YcCAAQgKCkKpUqUKvH/kyJGmPJ7szKlTp2THzZs3VygSsldVqlRBSEgITpw4IbWtX78ePXv2VDAqIiIiMpYgmrDbqEqlgiAIRXuwICArK6uoj6YiSExMhKenJzQaDTw8PJQOp9Bq1KghK3iwZMkSjBs3TsGIyB798MMPmDRpknTs4eGB2NhYjkISEREpyNjPuSbvRCqKYpFfRMaKj4/Xq/TGkR9SwuDBg2W/9ElMTMSePXsUjIiIiIiMZdK0t+joaHPFQZSv06dPy45dXFxQr149haIhe+bv74/27dvLylyvX78e/fv3Vy4oIiIiMopJyU9gYKC54iDKl+56n8aNG8PR0VGhaMjeDR06VJb8bN++HSkpKdLeZ0RERGSbTJ72RmQNLHZAtmTgwIFwcHCQjlNTU7F9+3YFIyIiIiJjMPmhYkG3zHVwcLBCkRAB5cqVQ9euXWVt3PCUiIjI9jH5IZsXExOD+/fvy9o48kNK093zZ9euXdBoNApFQ0RERMYwac1PtWrVinyvIAh61buIDNEd9XFzc0OtWrUUiobohdDQUEyYMAGZmZkAgIyMDGzduhWjRo1SODIiIiLKi0nJz+3bt42+VhAEWXnrou4PRPZHd71Ps2bNoFJx0JKU5eXlhZ49e2Lbtm1S2/r165n8EBER2TCTkh9j/iefkpKCa9eu4d9//4UgCGjSpAkaNGhgymPJzrDYAdmqoUOHypKfffv2IS4uDj4+PgpGRURERHkxKflZsWKF0ddevHgRY8aMwfnz5/Gf//wHAwYMMOXRZCdEUWSxA7JZffr0gaurK9LS0gAAWVlZ+P333zF+/HiFIyMiIiJDrDZ3qF69eti3bx/8/f0xcuRIXLlyxVqPpmLs7t27ePLkiayNIz9kK9zc3NC7d29Z2/r16xWKhoiIiApi1YUTbm5u+OCDD5Camopvv/3Wmo+mYkp31Mfb2xtVq1ZVKBoifUOHDpUdHzx4EI8ePVIoGiIiIsqP1VeN50xZ2r9/v7UfTcWQ7nqf4OBgFssgm9KzZ0+4u7tLx6IoYuPGjQpGRERERHmxevKTU/EtNjbW2o+mYkh35IdT3sjWuLq6on///rI2bnhKRERkm6ye/ERERAAAPD09rf1oKma0Wi2LHVCxoLvhaWRkJO7cuaNQNERERJQXqyY/69evx5w5cyAIAtq2bWvNR1MxdOPGDWg0GlkbR37IFnXr1g1lypSRtYWHhysUDREREeXFpFLXr7/+eoHXaLVaJCQk4MyZM3j48CFEUYRarcb06dNNeTTZAd1RHz8/P/j7+ysUDVHenJycMHDgQCxdulRqW79+PaZOnapgVERERKTLpORn5cqVRi8+z1nr4+HhgaVLl3L6EhXI0OamLHZAtmro0KGy5OfMmTO4fv06atasqWBURERElJtJyU/lypUL/DCqUqng7u6OqlWrokOHDhg+fDh3PyejcL0PFScdOnSAr68vHj9+LLVt2LABM2fOVDAqIiIiys2k5Of27dtmCoNILisrC2fOnJG1cb0P2TK1Wo3Bgwfj559/ltrWr1/P5IeIiMiGWL3aG5ExLl++jNTUVFkbR37I1ulueHrx4kVcuHBBoWiIiIhIF5Mfskm6U94CAwNRrlw5haIhMk7r1q0REBAga1u/fr1C0RAREZEuJj9kkwwVOyCydSqVSm/Pnw0bNkgFX4iIiEhZTH7IJrHYARVXusnPjRs39NavERERkTKMTn4cHBzM+lKrTaq1QCVYRkYGzp07J2vjyA8VF8HBwahWrZqsjVPfiIiIbIPRyY8oimZ/merx48fYsWMHZs2ahZ49e8LHxweCIEAQBLz22muF7m/37t0IDQ1FQEAAnJ2dERAQgNDQUOzevdvoPrKysrBo0SK0a9cO5cqVg6urK6pXr44JEybg4sWLRvcTFxeHWbNmoWHDhvDw8ICHhwcaNmyIWbNm4enTp4X+2oqT8+fPIyMjQ9bWtGlThaIhKhxBEPQKH2zYsAFarVahiIiIiCiHIBqZhYwePdqkB4miiF27duHp06cQRRGCICA7O9ukPvPbY2jUqFFYuXKlUf1otVqMHz8ey5Yty/OasWPHYvHixVCp8s4X4+Li0KtXL731KjmcnZ2xYMECjB07Nt94/v77b/Tv3x8xMTEGz1eoUAFbt25FixYt8u1HV2JiIjw9PaHRaODh4VGoe61p0aJFePPNN6XjoKAgXL16VcGIiArn/PnzaNiwoazt6NGjaNOmjUIRERERlWzGfs41eu7ZihUrihzM1q1bMXv2bNmIRaVKlYrcnyGVK1dG7dq1sXfv3kLf+9FHH0mJT5MmTTBt2jRUr14dN2/exDfffIOzZ89i6dKlKFeuHL788kuDfWRnZyM0NFRKfAYMGIBx48bB29sbf//9Nz7//HM8fvwYEyZMQMWKFdGzZ0+D/dy7dw99+vTBkydPoFar8cEHH6B3794AgB07duC7777Do0eP0KdPH5w+fVqvslRJwGIHVNzVr18fderUweXLl6W2DRs2MPkhIiJSmmhBO3fuFIODg0WVSiWqVCpREATR399fXLBggZienm5y/7NmzRK3b98uxsTEiKIoitHR0SIAEYA4atQoo/q4evWqqFarRQBicHCwmJqaKjufkpIiBgcHiwBEtVotXr9+3WA/y5Ytk5791ltv6Z2/fv266OHhIQIQa9SoIWZmZhrsZ8SIEVI/4eHheuc3bNhQ6K8xh0ajEQGIGo2mUPdZW8OGDaWvEYA4f/58pUMiKrRPPvlE9ve4fPnyYlZWltJhERERlUjGfs61SPKzd+9esVWrVrKkp3z58uJ3330npqWlWeKRoigWLfl58803pXuOHz9u8Jrjx4/nm9iIoijWqVNHBCB6e3uLKSkpBq+ZM2dOvonNo0ePRJVKJQIQe/TokWfMPXr0EAGIKpVKfPTokRFf5QvFIflJSUkRHRwcZB8ajx49qnRYRIV25coV2d9jAOL+/fuVDouIiKhEMvZzrllLXR86dAjt27fHSy+9hL///huiKMLb2xtfffUVbt26hffffx8uLi7mfKRJRFHEH3/8AQCoXbs2QkJCDF4XEhKCWrVqAQD++OMPvWIN165dk6a3hIWFoVSpUgb7yV2EYcuWLXrnt23bJi2Kzm+NVU4/Wq0W27Zty/O64uiff/6RrQVTqVRo3LixcgERFVGtWrXQpEkTWRurvhERESnLLMlPZGQkunbtis6dO+PYsWMQRRGenp749NNPER0djWnTpuWZECgpOjoaDx8+BAB06NAh32tzzj948AC3b9+WnTt69KjedYb4+fkhKCgIAHDs2DG988b2k/ucoX6KM931PvXq1UPp0qUViobINLpV3zZv3ozMzEyFoiEiIiKTkp+oqCj07NkT7dq1w4EDByCKItzc3PDxxx8jOjoaM2fOhJubm7liNbtLly5J72vXrp3vtbnP517EXNR+7t27h5SUFIP9eHp6ws/PL88+KlSoIFWx0I2luGOxAypJwsLCZMfx8fHYt2+fQtEQERFRkZKfc+fOoV+/fmjZsiX27t0LURRRqlQpfPjhh4iOjsYnn3wCT09Pc8dqdvfv35feF1Q1LXd1unv37pncjyiKsvty92NMBbecfnRjyS09PR2JiYmyl62LioqSHQcHBysUCZHpqlSpojedllPfiIiIlFOo5OfixYsYNGgQmjZtih07dkAURbi4uOCDDz7ArVu3MGfOHHh7e1sqVrNLSkqS3hc0QpV76lVycrJF+zFmtCynH90+cpszZw48PT2ll7nLi5ubRqPR28+HIz9U3OlOfduyZQueP3+uUDRERET2zejkZ9iwYWjUqBG2bNkCURTh5OSE9957Dzdv3sTcuXNRrlw5S8ZpEbk/gDg5OeV7rbOzs/Q+LS3Nov0U1EfufnT7yG3GjBnQaDTSK79RIltw5swZ2bGjoyMaNGigUDRE5jF48GDZhsxJSUnYvXu3ghERERHZL6M3Od2wYYP0vly5cnjvvfdQqVKlIm0qmmPkyJFFvtcccleey8jIyPfa9PR06b2rq2u+/eRX0a6gflJTUwuMJXc/un3k5uzsLEu2bJ3uep9GjRoVq/iJDPH390f79u1x6NAhqW3btm0IDQ1VMCoiIiL7ZHTyA0D67WVcXBxmzZpl0oMFQVA8+XF3d5fe5zd9DICsOIHutDTdfvJLfgrqJzU1tcBYcvdjywUlCovrfaikGjhwoCz5iYiIgCiKshEhIiIisrxCrfkRX2yKaraX0nIXFtAtPqAr95Qx3bUzRelHEAS9wgY5xwX1kbsfW1/HUxis9EYlVY8ePWTHjx49wvnz5xWKhoiIyH4ZPfJz4MABS8ahiLp160rvr1y5ku+1uc/XqVMn337y25Qzp59KlSrp7V9Tt25dnD59GhqNBjExMXmWu3706JFUuU03FmNkxsUjM73we404uJWGytXwqFZmXDxQxIRWVcoV8akpevsnNW/eHFnxzyDm2vS0UP26OMPB3fDIWNazRIhF3G9FcHKE2tPDcL+aRIgZRezX0RFqL8P9ZiclQ/s83eC5Avt1cIDa28twvymp0KbmvW4s/44FOPoYLnCiTXuO7OQUg+eM4ViurOF+09ORnVjwyGhe1GXLQFDp/85Hm5GBbE2SgTuM7LeMJwS1/o9TMSsLWQkaVPHyRsPKVXD37l3p3P5NW1CnQsV8+3XwdIfKwBpAUatF1tOEIsfr4OEGVR5TSjOfPC16vxb8GeFQ2vBecfwZ8QJ/Rvz/fovpz4ii4s+IF/gz4v/3a+c/IzKTjPs3anTyU9AmoMVR1apV4e/vj4cPH8qmpBhy+PBhAEDFihVRpUoV2bm2bdtK7w8dOqRX3SlHTEwMrl27BgBo06aN3vm2bdtizZo1Uj9Dhgwx2E/uWA31U5B/q3eAWxGqnFde8AnKv214quKFOt2QFRdf6D4BwH/2RJwPke+P5Orqijp16uByo154ful6kfr1fWs4An/+zOC5G/3HI+nQ30Xqt8ygnqix8ReD526PnY6ETUVbzO7eoSVqHzRcBvn+9K/x+Jf/Falfl7o10eCi4bV5Md8uwcNPfihSv2ofbzR5ctrguSfLw3H3ndlF6hcAmovRBtufbduHm2HvFLnfxo+jDH5oSo48g6udhhW53/oXIuBaL0iv/fnVW7hQ/8Woz1IAQOX/O/nZSvzz2cp8+611YB08OobotWc9TcA/vkWfFlo9fAG8B79s8Jwp/VryZ0TF/04yeO5yuzD+jAB/RuQozj8jioI/I17gz4gX7P1nRDK0Rl1n0ianxZ0gCOjXrx+AFyMyJ06cMHjdiRMnpBGbfv366c3TDwoKkkZgwsPDkZqaarCflStXSu8NLXbu27cvVP//N04rVqzIM+6cflQqFfr27ZvndcWJ7pS3pk2bQm3gt2REREREREVl18kPAEyaNAkODg4AgHfffVevdHRaWhreffddAIBarcakSZMM9jNlyhQAL3ZwnzZtmt75mzdvYs6cOQCAGjVqGEx+/Pz88OqrrwJ4sSB606ZNetds3LgRERERAIARI0bkOTWuuGGxAyIiIiKytGL9q/WjR4/ixo0b0nFcXJz0/saNG7KRFgB47bXX9PoICgrC1KlT8dVXXyEqKgpt2rTBhx9+iOrVq+PmzZv4+uuvcfbsWQDA1KlTUbNmTYOxjBo1CsuXL8exY8fw888/IyYmBuPGjUOZMmVw8uRJfPbZZ0hMTIRKpcKPP/6Y56jGF198gT179uDJkycYNmwYoqKi0Lt3bwDAjh07MG/ePAAvyo1//vnnRv9Z2ToWOyAiIiIiSxNEWyi7VkSvvfYaVq1aZfT1eX2pWq0W48aNw/Lly/O8d8yYMViyZIk0Lc2QuLg49OrVS++DfA5nZ2csWLAAY8eOzTfOv//+G/3790dMTIzB835+fti6dStatmyZbz+6EhMT4enpibib0fDIVZ7bWJZaqBjzLAGVg+RJ5ZUrV1CrVi0uVPz/7GGhYm4ldTHzjz/8iM+/+L9fWlSpUgUnT57Ms18uZn6Bi5n/f7/8GSEpqT8jCos/I17gz4j/36+d/4xITEqCT/Wq0Gg08PAw/OcAMPmR2bVrF5YsWYJTp04hLi4OPj4+aN68OSZMmICePXsa9YysrCz8+uuv+O2333D58mWkpKTA398fXbp0wcSJE1GvXj2j+omLi8MPP/yArVu3SlXQqlatin79+mHSpEkoW9bwD/785CQ/Bf2lsLY//vgD/fv3l449PDyQkJCQb6JJVBz9888/aNKkiazt+vXrqFGjhkIRERERlQzGfs4t1skPFY6tJj8zZ87EF198IR137twZ+/fvVzAiIsvQarXw9/dHbGys1LZgwQK8/fbbCkZFRERU/Bn7OZe/WifFsdgB2QuVSqW34emePXsUioaIiMj+MPkhRYmiyGIHZFdeeukl2fFff/2F9PSizcMmIiKiwmHyQ4q6ffs24uPlm5px5IdKsm7dusn2CktNTcWxY8cUjIiIiMh+MPkhRemO+vj4+CAwMFChaIgsz8fHRy/B59Q3IiIi62DyQ4rSTX6Cg4NlvxUnKol01/3kbFxMRERElsXkhxSlW+yA633IHuiu+/n333/x8OFDhaIhIiKyH0x+SDFarRanT5+WtTH5IXvQsmVLeHp6yto4+kNERGR5TH5IMdeuXUNSknzHbBY7IHugVqvRtWtXWRuTHyIiIstj8kOK0V3vU7FiRVSoUEGhaIisS3fq2969e5Gdna1QNERERPaByQ8pxlCxAyJ7oVv0ICEhQW8NHBEREZkXkx9SDIsdkD2rVKkS6tatK2tjyWsiIiLLYvJDisjMzMTZs2dlbRz5IXujO/WNyQ8REZFlMfkhRVy6dAnPnz+XtTH5IXujO/Xt5MmTiI+PVygaIiKiko/JDylCd71PtWrVULZsWYWiIVJG+/bt4erqKh1rtVrs27dPwYiIiIhKNiY/pAjd9T4c9SF75OLigg4dOsjaWPKaiIjIcpj8kCJ0R35Y7IDslaF1P6IoKhQNERFRycbkh6zu+fPn+Pfff2VtHPkhe6Wb/Dx8+BAXLlxQKBoiIqKSjckPWd2///6LrKws6VgQBDRr1kzBiIiUExQUhMDAQFkbp74RERFZBpMfsjrdKW+1a9eGu7u7QtEQKUsQBJa8JiIishImP2R1LHZAJKdb8vrIkSNISUlRKBplxcbG4uOPP8brr7+O33//HdnZ2UqHREREJQiTH7I6FjsgkuvcuTPUarV0nJGRgYMHDyoXkAIyMjIwd+5c1KxZE59//jlWrFiBgQMHonr16pg7dy4SEhKUDpGIiEoAJj9kVcnJybh8+bKsjSM/ZO88PT3RunVrWZu9TH0TRRHbt29H/fr1MXXqVCQlJcnO37lzB1OnTkVAQADeeustXLlyRaFIiYioJGDyQ1Z19uxZaLVa6djBwQGNGzdWLiAiG6E79c0eih5cunQJL730Evr27Yvr16/ne21qaioWLlyIOnXq4KWXXsLu3btlP0uIiIiMweSHrEp3ylv9+vVlO9wT2SvdogfXr1/HrVu3FIrGsuLj4zFx4kQ0bNgQe/fuNXhNzZo187w/IiICvXr1Qt26dfHLL78gOTnZUqESEVEJw+SHrEq32AHX+xC90LhxY/j6+sraStroT1ZWFn755RfUrFkTP/74o8FiBi1btsTff/+Nq1ev4tixYwgLC4ODg4PB/q5evYq3334bAQEBmDJlCm7fvm3hr4CIiIo7Jj9kVSx2QGSYSqVC9+7dZW0lad3P/v370aRJE7z99tuIj4/XO+/v7481a9YgMjISLVq0gCAIaN26NTZs2IDo6GhMnz4d3t7eBvvWaDSYN28eqlevjgEDBuDQoUMQRdHSXxIRERVDTH7IahISEnDjxg1ZG4sdEP0f3alvf/31FzIyMhSKxjxu3ryJ0NBQdO3aFRcuXNA77+zsjJkzZ+Lq1asYPnw4VCr9/y1VqlQJc+bMwb1797BkyRLUq1fP4LO0Wi22bNmCjh07okmTJlixYgWeP39u9q+JiIiKLyY/ZDWnT5+WHTs7O6N+/foKRUNke7p16yY7Tk5ORmRkpELRmCYpKQkzZsxA3bp1sXXrVoPXDBo0CJcvX8Znn30GNze3AvssVaoUxo0bh/Pnz2Pfvn3o06cPBEEweO25c+fw+uuvo3Llyvj444/x8OFDU74cIiIqIZj8kNXoTnlr1KgRnJycFIqGyPb4+vqiWbNmsrbiNvVNq9Vi5cqVCAoKwldffWVw5KpRo0Y4ePAgNm7ciKpVqxb6GYIgoEuXLti2bRuuXbuGiRMnwt3d3eC1T548weeff47AwEC8+uqrOHnyZKGfR0REJQeTH7IaFjsgKpju1LfilPxERkaiZcuWGD16NGJiYvTO+/j4YPHixTh9+jQ6dOhglmfWqFED33//Pe7fv4/vv/8e1atXN3hdVlYWfvvtN7Rs2VJaS5SZmWmWGIiIqPhg8kNWozvyw/U+RPp09/s5d+4cHj16pFA0xrl//z5effVVtGnTRu+XHACgVqvx/vvv4/r16xg/fnye1dtM4eHhgYkTJ+Lq1avYtm0bunTpkue1x48fx9ChQ1GtWjX8/vvvZo+FiIhsF5MfsorY2Fjcu3dP1saRHyJ9ISEh8PDwkLXltReO0tLS0vDZZ5+hVq1a+O233wxe06tXL1y4cAHfffcdvLy8LB6Tg4MD+vTpg3379uH8+fMYN24cXFxcDF57//59DBo0CGvWrLF4XEREZBuY/JBV6P42uHTp0qhdu7ZC0RDZLkdHR71RC1vb70cURWzcuBG1a9fGrFmzkJqaqndNrVq1sGvXLuzcuRO1atVSIMoXmygvWbIE9+/fx5w5cxAQEKB3jSiKeO211/JM3oiIqGRh8kNWoTvlrWnTphaZ+kJUEuiu+9m7d6/BDUGVcPbsWXTo0AFhYWG4e/eu3nlPT0/Mnz8f58+fR8+ePRWIUF/ZsmUxffp03Lp1Cxs2bECrVq1k57VaLUaMGIGNGzcqFCEREVkLkx+yChY7IDKe7rqfp0+f6pWKV8LOnTvRsmVLHDlyRO+cSqXCG2+8gevXr2PSpElwdHRUIML8OTo6IiwsDMeOHcPkyZNl57RaLYYNG4YtW7YoFB0REVkDkx+yOFEUWeyAqBACAwP1poUqPfUtMTERY8aMMVghrWPHjjhz5gwWLlyIcuXKKRBd4QiCgG+//RYTJ06UtWdnZyMsLAzbtm1TKDIiIrI0Jj9kcffv38fjx49lbRz5IcqfrZW8/uyzzxAbGytrq1KlCjZt2oS//voLjRo1UiiyohEEAfPnz8dbb70la8/KysKgQYOwa9cuhSIjIiJLYvJDFqc76uPl5ZXnXhxE9ILu1LcTJ04gISFBkViuXbuGH374QdbWo0cPXL58GQMHDoQgCIrEZSpBEPDTTz9h/PjxsvbMzEwMGDDAZqvsERFR0TH5IYvTXe8THBxcbD8sEVlLhw4dZCWatVot9u/fr0gsH3zwgWy6m6OjI3766ac8S0gXJyqVCgsXLsTrr78ua09PT0e/fv0U+zMnIiLLYPJDFqc78sMpb0QFc3V1RYcOHWRtSkx92717N3bu3Clre//991GzZk2rx2IpKpUKS5YswYgRI2Ttz58/R58+fXDo0CGFIiMiInNj8kMWJYqiwZEfIiqY7tS3iIgIiKJotednZGRg0qRJsjY/Pz/MnDnTajFYi4ODA1asWIFXXnlF1p6WloaXX34ZR48eVSgyIiIyJyY/ZFE3b97Es2fPZG0c+SEyjm7Rg/v37+PSpUtWe/5PP/2Ea9euydq++uoruLu7Wy0Ga3JwcMCqVasQFhYma09JSUHPnj1x/PhxhSIjIiJzYfJDFqU75c3X19fgLutEpK927dqoXLmyrM1aJa9jY2Px6aefytpatGihNzWspFGr1fjf//6HAQMGyNqTk5Px0ksv4eTJkwpFRkRE5sDkhyzK0OamLHZAZBxBEPSmvllr3c9//vMfJCYmytp+/PFHqFQl/38bjo6OWLduHfr27StrT0xMRI8ePWxiw1kiIiqakv9/MVIUix0QmUZ36tvhw4eRmppq0WdGRUVhxYoVsraRI0eiZcuWFn2uLXFyckJ4eDh69eola3/27Bm6deuGf/75R5nAiIjIJEx+yGKys7Nx5swZWRuLHRAVTpcuXeDg4CAdp6enW7T6mCiKeO+992SFFdzc3PDVV19Z7Jm2ytnZGZs3b0b37t1l7QkJCejatSvOnz+vUGRERFRUTH7IYq5cuYKUlBRZG5MfosLx9PREq1atZG2WnPr222+/6S3snzlzJipUqGCxZ9oyFxcXbN26FV26dJG1P336FF26dLFqAQoiIjIdkx+yGN0pb5UqVUL58uUVioao+NKd+mapogfJycmYNm2arK1GjRp65a7tjaurK7Zt24aOHTvK2p88eYLOnTvjypUrygRGRESFplY6ACq5DBU7IKLC69Gjh2xvnatXryI6OhpVq1Y163PmzJmDhw8fytq+++47ODs7m/U5xVGpUqWwfft29OzZU7bnT2xsLDp37oxDhw5ZfePXrKws/Pvvv9BoNHB0dIRarYajo6PRLxafISJ7xOSHLEZ35IdT3oiKpmnTpvDx8UFcXJzUFhERgTfeeMNsz7h16xbmzZsna+vevTt69+5ttmcUd25ubti1axd69Oghmxr46NEjKQGqVq2aRWO4efMm9u7diz///BN//fUXNBpNkftycHCQJUN5JU9OTk6oXr06wsLC0KtXr2KXDGdkZCAiIgKRkZFQq9UICAhAQEAAKlasiICAAJQtW5aJIJEdEURrbhdOikpMTISnpyc0Gg08PDws+qyMjAx4eHggPT1davvzzz/RtWtXiz6XqKR69dVX8dtvv0nH/fv3x5YtW8zWf2hoKLZu3Sodq9Vq/Pvvv6hTp47ZnlFSJCYmolu3bnp7/lSuXBmHDh1ClSpVzPashIQE/PXXX1LCEx0dbba+i6JMmTIYMmQIRo4ciZCQEJtNGkRRRGRkJNauXYvw8HA8ffo0z2udnZ1lyZBuchQQEIDy5cvLCo8Qke0x9nMukx87Ys3k58yZM2jWrJmsLT4+HmXKlLHoc4lKqjVr1mDkyJHSsbu7O54+fQpHR0eT+963bx+6desma5s0aRLmz59vct8l1bNnz9C1a1e9PX+qVKmCQ4cO6W1Oa6yMjAycOHECf/75J/7880+cOnUKWq3WHCGbXY0aNTB8+HAMHz4c1atXVzocAMClS5ewdu1a/Pbbb7h9+7bZ+nVwcECFChXyTI4CAgLg7+8PJycnsz2TiAqHyQ/psWbys3jxYtmUnBo1auD69esWfSZRSRYbGws/Pz9Z26FDh9C+fXuT+s3MzETjxo1lVcvKlSuHa9euwcvLy6S+S7r4+Hh06dJFb8+f6tWr49ChQ6hYsWKBfYiiiKtXr+LPP//E3r17cfDgQSQnJxcqjrJlyyI7OxuZmZnSy9r/a2/Tpg1GjBiBsLAwq/+S68GDB1i/fj3Wrl2Ls2fPWvXZunx8fODk5ARRFPN9ASjwmrxejo6OCA4ORlhYGAYOHGi3lRiJdBn7OZdrfsgiWOyAyLzKly+PJk2ayD7c7dmzx+TkZ+HChXrlmr/44gsmPkbw9vbGvn370KlTJ9mePzdv3kSnTp1w6NAhgx9M4+LisH//fmkq27179wr1XF9fX3Tr1g3du3dH165d4e/vr3eNbjJkzCsrK8tge3x8PDZt2oQjR47kGdOxY8dw7NgxvPfee+jduzdGjBiBXr16WWwkRKPR4Pfff8f//vc/HDhwwKhkr3Xr1ihfvjwePHiA+/fv49GjR2ZPEnOvy7OUrKwsHDlyBEeOHMF7772HDh06ICwsDAMGDCg2FVXT0tLw7NkzlC9fHioVCw+TdXHkx45Yc+SncePGOHfunHQ8b948fPDBBxZ9JlFJ95///Adz5syRjps0aaK3kXBhxMXFoWbNmnj27Jmsz1OnTnF9QyE8fvwYnTp10ksia9eujYMHD8LLywvHjh2TprKdOXOmUB+6XVxc0L59e3Tr1g3dunVDgwYNFPnAGB0djbVr12L16tVGjeSXLVsWQ4YMwYgRI9CyZUuT1welp6dj9+7dWLt2LbZv3y5bU5qXOnXq4NVXX8Urr7yiVx0xMzMTMTExuH//vpQQ5X49ePAADx48QGZmpklxW4tKpULHjh0xZMgQhIaGoly5ckqHJMnKysKpU6ewf/9+7N+/H5GRkcjIyICbmxuaNm2KZs2aITg4GMHBwahRowYTIioSTnsjPdZKftLS0uDu7o7s7Gyp7fDhw2jXrp3FnklkDw4dOqS310xMTEyRf9v75ptvYtGiRbK2I0eOoG3btkUN0W7FxsaiY8eOenv+lC9fHklJSUhNTS1Uf40bN5ZGd9q2bQsXFxdzhmsSURRx8uRJrFmzBuvXr8+3mECOmjVrYsSIERg+fHihSrRrtVocPXoUa9euxcaNG5GQkFDgPRUqVMArr7yCV199FY0bNzYp6dJqtXjy5IksIdJNkO7du4e0tLQiP8MSHBwc0LlzZ4SFhSE0NBRly5a16vNFUcSlS5ewf/9+7Nu3D4cOHUJiYqJR93p4eMgSombNmqF69epMiKhATH5Ij7WSn+PHj6N169bSsUqlgkajgZubm8WeSWQPMjIy4OPjg6SkJKlt9erVGDFiRKH7OnfuHJo2bSpbTD906FCsW7fOLLHao0ePHqFDhw5FWt/o7++P7t27o1u3bujatSt8fX0tEKH5ZWRkYPfu3VizZg22b9+OjIyMAu9p27YtRo4cicGDB+c5vfL8+fNYu3Yt1q1bh7t37xbYp4eHBwYOHIhXX30VHTt2tOrIpSiKePbsGe7fv4+YmBhotVoIgmDyC4DB9rt372Ljxo34448/jFofplar0bVrV4SFhaF///4WW5N19+5daWRn//79iImJMVvfnp6eaNasmSwhqlatms1WGyRlMPkhPdZKfn788UdMnDhROq5Xrx4uXLhgsecR2RPdktSvvPIK1q5dW6g+RFFEx44dcfjwYanN1dUVV69eRaVKlcwVql26f/8+OnTogFu3buV7XalSpdCxY0dpdKdOnTrF/oNcQkICNm7ciDVr1sg2gs2Ls7Mz+vTpgxEjRuCll15CbGws1q1bh7Vr1+Lff/8t8H5HR0f06tULr776Knr37g1XV1dzfBnFRlpaGiIiIhAeHo5t27YhJSWlwHscHR3RvXt3hIWFoV+/fvD09Czy8+Pj43HgwAFpdMfaRY3KlCmjlxBVqVKl2P87oqJj8kN6rJX8jBw5EmvWrJGOX3vtNaxYscJizyOyJ4sWLcKbb74pHfv4+CA2NrZQU0LCw8MxZMgQWdunn36Kjz/+2Gxx2rO7d++iQ4cOslLLgiCgWbNm0uhOq1atit1moYVx69Yt/O9//8OaNWtw48aNAq/39PREYmKiUWuh2rVrh+HDh2PQoEHw9vY2R7jFXmpqKnbv3o3w8HDs2LHDqGmWTk5O6NGjB8LCwtC3b98CPxekpaXh6NGj2LdvH/bv31/otWsAULduXXTt2hVdunRB/fr1cfHiRZw+fRpRUVGIiopCbGxsofrT5e3tLVs/1LhxY/j7+9vUtFGyHCY/pMdayU+dOnVk894XLFiAt99+22LPI7In0dHRqFatmqzt1KlTCA4ONur+1NRU1K5dW1ZhrEqVKrh06ZLd/ebckuLi4jB//nykpKSgTZs26Ny5s9XXXdgCURTx999/Y/Xq1diwYQPi4+OL1E+9evUwfPhwDBs2DIGBgWaOsmRJSUnBzp07ER4ejp07d+L58+cF3uPs7IyePXsiLCwMvXv3hru7O7KysnD69Gkp2Tl27JhR0xpzq1SpErp06YKuXbuic+fO+ZblFkURDx8+lJKhnP8+fvy4UM80xMPDA+XLl5devr6+suPcbW5ubhw9KqaY/JAeayQ/iYmJ8PLykv026O+//0aLFi0s8jwie1SrVi1cu3ZNOv7888/x0UcfGXXvf//7X3zyySeytk2bNmHgwIFmjZFIV0ZGBnbt2oU1a9Zgx44dBX6QrlixolS4oGHDhvxAWgTJycnYsWMHwsPDsWvXLqMq5Lm4uKB58+Y4d+6c0UUKcpQpUwadOnWSRndq1qxp0vdNFEXcv39fLyGyZElxV1fXAhOknFeZMmX499KGMPkhPdZIfg4ePIhOnTpJx2q1GklJSRxyJjKjiRMn4scff5SO27Ztm+8eLDnu3LmD2rVry34T3KlTJ+zfv5//Ayerio+PR3h4ONasWYPIyEip3dPTE4MGDcLw4cPRvn17Vvgyo8TERGzfvh3h4eHYs2dPoUdxDHFxcUG7du2k0Z3GjRtbvNiEKIq4d++eLBk6ffq0UVUHzU2tVsPf3x/16tVDgwYNUL9+fTRo0AB16tQp0dNabRWTH9JjjeRn7ty5mDp1qnTctGlTnD592iLPIrJXu3fvRq9evaRjBwcHPH36tMDFy0OGDEF4eLh0rFKpcPbsWTRs2NBisRIV5ObNm9i3bx8qVKiA7t2785dlVvDs2TNs27YN4eHh2Lt3r9F7GalUKjRv3lxKdlq1amUT3y9RFHHnzh29ESJjSqNbgoODA2rWrIkGDRrIkqJq1aoxobcgJj+kxxrJj+6Hq/Hjx2Px4sUWeRaRvUpNTYW3t7dsCsvmzZsxYMCAPO8xtEfQW2+9hZ9//tlSYRJRMZCQkICtW7ciPDwc+/btQ1ZWlux8nTp1pGlsHTp0yLM8ua0RRREJCQl4/PgxYmNjpZfucc7LGns1lSpVCnXr1pUlRA0aNED58uU5+m4GTH5IjzWSn2rVqiE6Olo6/vXXXzF27FiLPIvInnXv3h1//vmndDxu3DgsWbLE4LXZ2dlo1qwZzp07J7WVKVMG169ft8tF+ERk2NOnT7Ft2zbcvXsX1apVQ5cuXeDv7690WFaRnJxcYJKU06bRaMz67LJly+qNEtWrV8+ixalKImM/56qtGBOVcE+fPpUlPgDQvHlzhaIhKtleeuklWfITEREBURQN/vbw119/lSU+APDZZ58x8SEimbJly2L06NFKh6EINzc3uLm5oXr16gVe+/z5cykRunHjBs6fP4/z58/jwoULshL3xnr69CkOHjyIgwcPytoDAwOlRKhOnTqoVasWateuXWxG32wVR37siKVHfiIiIvDSSy9Jxy4uLkhMTISjo6PZn0Vk7y5evIj69evL2i5duoQ6derI2hISElCzZk3ZYuAGDRrgzJkzUKv5+y8iInNKTEzEpUuXZAnR+fPnzVqhrnz58lIiVLt2bel9YGCgxQtO2DKO/JDVRUVFyY6bNGnCxIfIQurWrYuAgADcv39fatuzZ49e8jN79my9Kkg//PADEx8iIgvw8PBASEgIQkJCpDZRFBEbGyslQjlJ0cWLF43akFZXzjS8w4cPy9qdnZ1Rs2ZNvaSoVq1acHd3N/lrKyn4fz8yi0uXLmH9+vWyNmM3XSSiwhMEAT169MCyZcuktoiICLz//vvS8YULF/DLL7/I7hs4cKCsHD0REVmWIAjw8/ODn58funbtKrVrtVrcunVLLym6du0asrOzC/2c9PR0XLhwARcuXNA75+/vr5cU1a5dGwEBAXZXgY7T3uyIJaa9PX78GLNnz8avv/6q9w919erVGDFihFmeQ0T6Nm3ahMGDB0vHLi4uiI+Ph6urK0RRRLdu3bB//37pvLOzMy5fvoyqVasqES4RERnh+fPnuHr1qpQQXblyBVeuXMHNmzeLlBTlx9XVFbVq1ULlypWldU+GXqVLl87znKurq01Uq2O1N9JjzuTn+fPn+OGHH/DFF18gKSlJ77yjoyPu3LmDChUqmPQcIsrbs2fP4OPjI/uf4Z49e9CjRw9s2bJFr/T1zJkz8dlnn1k7TCIiMoOMjAzcunULV65cwdWrV6Wk6MqVK3j27JlicQmCkG9ylHPO29tbGgHz8/ND+fLl4efnh9KlS5slDq75IYsQRREbNmzA9OnTcefOHYPXVKhQAUuWLGHiQ2RhXl5eaNmyJSIjI6W2PXv2oEOHDpg8ebLs2oCAAEyfPt3aIRIRkZk4OTlJ09VyE0URT548kSVEOe+jo6Oh1WotGpcoikhOTkZycnKR7ndzc9NLiAwlSeXLl4eTk5PJ8TL5IaMdP34cH3zwAU6cOGHwvKurK6ZOnYqpU6fCzc3NytER2aeXXnpJL/kpV66cXtn5b775xmy/XSMiItshCAJ8fX3h6+uLdu3ayc6lp6fjxo0beknR1atXkZiYqFDEcsnJybhx4wZu3LhR4LU5o0eGkiRjizpw2psdKeq0t9u3b2P69OnYsGFDnteMGjUKn3/+OQICAswRKhEZ6eTJk2jZsqWszcXFBc+fP5eO27Zti8OHD9vEnGwiIlKeKIqIiYmREqGnT59KozeGXikpKbJjW04fuOanGLtz5w5+/PFH7Ny5E/fu3YOzszOqV6+OsLAwvP322yhVqlSh+its8qPRaDBnzhx8//33SE9PN3hNhw4dMG/ePDRr1qxQsRCReWRnZ6N8+fJ65axzCIKAqKgoNG3a1MqRERFRSSSKItLS0oxKknJeSUlJiIuLQ0xMjPRKS0uzSHxMfoqp7du3Y/jw4XkOSQYFBWHnzp2oUaOG0X0am/xkZWXh119/xaxZs/LclKtGjRr49ttv0a9fP/42mUhhr7zyCtatW2fw3NixY/Hrr79aOSIiIqK85awTyp0MxcbG5nmclZVldN9Mfoqhs2fPok2bNkhLS4ObmxtmzJiBTp06IS0tDevXr5c+yAQFBSEqKsroOY4FJT+iKGL37t2YMmUKLl++bLCPMmXKYPbs2XjzzTfNsuiMiEy3atUqvPbaa3rtnp6euHbtGnx9fa0fFBERkRlotVokJCQUmCA9fPgQcXFxrPZWHE2cOBFpaWlQq9XYu3cvWrVqJZ3r3LkzatasiWnTpuHatWuYN28e/vvf/5r8zPPnz2Py5Mn4888/DZ5Xq9V455138PHHH8Pb29vk5xGR+XTv3t1g++zZs5n4EBFRsaZSqVC2bFmULVsW9erVy/O6nF/yF4QjPzYm9+LlCRMmYNGiRXrXaLVa1K9fH5cvX4aXlxceP34MR0fHAvs2NPITExODWbNmYdmyZXmWQuzfvz++/vprBAUFmfCVEZElNW7cGOfOnZOOa9eujX///deonw1ERETFnbHLO1RWjImMsHXrVun96NGjDV6jUqkwcuRIAC82OTxw4EChn5OWloYvvvgCNWvWxK+//mow8WnatCkOHjyILVu2MPEhsnFvvPGG9N7BwQE//fQTEx8iIiIdnPZmY44ePQoAKF26dL4V1Dp06CC9P3bsWJ7TXgzZsGEDPvvsM9y7d8/geX9/f8yZMwfDhw+HSsX8mKg4GD9+PFQqFU6ePInBgweja9euSodERERkczjtzcaUK1cOcXFxaNSoEf755588r0tISJDW3gwePBjh4eEF9l3QXMhSpUrhww8/xOTJk7kZIhEREREVG8ZOe+PIjw15/vy5VFq6oM1Cy5Qpg9KlSyMlJSXPERxjCYKA0aNH47PPPoO/v79JfRERERER2SomPzYkKSlJeu/m5lbg9TnJT3JyssHz6enpss1JDe0Z1KlTJ3z33Xdo3Lhx4QMmIiIiIipGuKDDhjx//lx6b8weOs7OzgCQ5w65c+bMgaenp/SqVKmSdC4oKAjbtm3D/v37mfgQERERkV1g8mNDXFxcpPcZGRkFXp8zquPq6mrw/IwZM6DRaKRXzvS4r7/+GhcuXECfPn0gCIIZIiciIiIisn2c9mZD3N3dpfd5TWXLLSUlBUDeU+ScnZ2l0aHc3njjDZbAJSIiIiK7w5EfG+Li4oKyZcsCAO7fv5/vtQkJCVLyk3s6GxERERERGcbkx8bUrVsXAHDjxg1kZWXled2VK1ek93Xq1LF4XERERERExR2THxvTtm1bAC+mtJ0+fTrP6w4dOiS9b9OmjcXjIiIiIiIq7pj82Jj+/ftL71esWGHwGq1Wi9WrVwMAvLy80KlTJ2uERkRERERUrDH5sTEtWrRAu3btAADLli3D8ePH9a6ZN28eLl++DACYOHEiixcQERERERlBEEVRVDoIkjt79izatGmDtLQ0uLm54T//+Q86deqEtLQ0rF+/HkuWLAHwYq+eqKgoWZW4/CQmJsLT0xMajQYeHh6W/BKIiIiIiKzG2M+5TH5s1Pbt2zF8+HAkJiYaPB8UFISdO3eiRo0aRvfJ5IeIiIiISiJjP+dy2puN6tOnD/7991+8//77CAoKQqlSpeDl5YXg4GB8/fXXOHv2bKESHyIiIiIie8eRHzvCkR8iIiIiKok48kNERERERJQLkx8iIiIiIrILTH6IiIiIiMguMPkhIiIiIiK7wOSHiIiIiIjsApMfIiIiIiKyC0x+iIiIiIjILjD5ISIiIiIiu6BWOgCynpz9bBMTExWOhIiIiIjIfHI+3+Z83s0Lkx878vTpUwBApUqVFI6EiIiIiMj8kpKS4Onpmed5Jj92xNvbGwBw9+7dfP9SUMmRmJiISpUq4d69e/Dw8FA6HLIwfr/tD7/n9oXfb/vD77nxRFFEUlIS/P39872OyY8dUaleLPHy9PTkPyA74+Hhwe+5HeH32/7we25f+P22P/yeG8eYX+6z4AEREREREdkFJj9ERERERGQXmPzYEWdnZ8yePRvOzs5Kh0JWwu+5feH32/7we25f+P22P/yem58gFlQPjoiIiIiIqATgyA8REREREdkFJj9ERERERGQXmPwQEREREZFdYPJDRERERER2gcmPHbhz5w4mT56M2rVro3Tp0vD29kbz5s3x7bffIjU1VenwyEwEQTDq1bFjR6VDJSM8fvwYO3bswKxZs9CzZ0/4+PhI38PXXnut0P3t3r0boaGhCAgIgLOzMwICAhAaGordu3ebP3gqNHN8v1euXGn0z4GVK1da9OuhgkVFReHTTz9F9+7dpX+Xbm5uCAoKwujRo3H06NFC9cd/47bNHN9v/hs3E5FKtG3btokeHh4iAIOvoKAg8fr160qHSWaQ1/dY99WhQwelQyUj5Pc9HDVqlNH9ZGdni2PGjMm3v7Fjx4rZ2dmW+2KoQOb4fq9YscLonwMrVqyw6NdD+WvXrp1R36eRI0eK6enp+fbFf+O2z1zfb/4bNw91YZMlKj7Onj2LIUOGIC0tDW5ubpgxYwY6deqEtLQ0rF+/Hr/++iuuXbuGl19+GVFRUXB3d1c6ZDKDN998E2+99Vae50uXLm3FaMgcKleujNq1a2Pv3r2Fvvejjz7CsmXLAABNmjTBtGnTUL16ddy8eRPffPMNzp49i6VLl6JcuXL48ssvzR06FYEp3+8cERER8Pf3z/N8QEBAkfsm0z18+BAA4O/vj8GDB6Ndu3aoXLkysrOzcfz4ccybNw8PHjzA6tWrkZmZid9++y3Pvvhv3PaZ8/udg//GTaB09kWWk/ObBrVaLUZGRuqd/+abb6TfEMyePdv6AZJZ8XtZssyaNUvcvn27GBMTI4qiKEZHRxd6JODq1auiWq0WAYjBwcFiamqq7HxKSooYHBws/ZzgKLByzPH9zv1b4ejoaMsFSyZ7+eWXxQ0bNohZWVkGzz958kQMCgqSvp+HDh0yeB3/jRcP5vp+89+4eXDNTwl18uRJHDlyBAAwZswYtGrVSu+ayZMno06dOgCAH374AZmZmVaNkYjy9sknn6B3794oX758kfv4/vvvkZWVBQD46aef4OrqKjtfqlQp/PTTTwCArKwszJ8/v+gBk0nM8f2m4mPHjh0ICwuDg4ODwfM+Pj6YN2+edLxp0yaD1/HfePFgru83mQeTnxJq69at0vvRo0cbvEalUmHkyJEAgGfPnuHAgQPWCI2IrEAURfzxxx8AgNq1ayMkJMTgdSEhIahVqxYA4I8//oAoilaLkYjy1qlTJ+n9zZs39c7z33jJUtD3m8yHyU8JlVM1pHTp0mjWrFme13Xo0EF6f+zYMYvHRUTWER0dLc0zz/3v3JCc8w8ePMDt/9fe3cdUWf9/HH8dQQQEOw610kgFYWSZOdFJknmLM1MD1NaaoUmmpZU1Z7O7ZXOzZvtOW3kz82413cBmZnMLp55UEBVczdskwIVgeNyZqdyIev3+8Mc1kLuDnMPhnPN8bGf7cK7PdXxf++z98bzP57opLnZ3aACcUF1dbbYbWzEgx31LS+MN16H48VFnz56VJA0YMECBgU3f1yIuLq7BPvBuGRkZGjhwoEJDQxUeHq6YmBilpaWxsudnzpw5Y7br5nljmAd8z5w5c9S7d28FBQWpR48eGjFihD7++GNdunTJ06HBSTabzWzXnqJeFznuW1oa7/uR4w+O4scHVVVVyW63S2r5bh/du3c37/71zz//uD02uN+ZM2d09uxZVVZW6saNGyooKNC2bds0duxYJScn69q1a54OEe2gpKTEbLc0D0RGRppt5gHfcPDgQZWVlammpkZXr15Vbm6uVqxYoQEDBmj9+vWeDg8tuHv3rlauXGn+PXPmzAZ9yHHf4cx4348cf3Dc6toHXb9+3WyHhYW12L9r1666efOmbty44c6w4GahoaGaOnWqxo0bp7i4OIWFhenKlSuy2Wxat26drl69ql27dmnatGnKyspS586dPR0y3Kg180Dd258zD3i3qKgopaSkKCEhwfzCW1hYqJ07dyozM1NVVVWaP3++LBaL5s2b5+Fo0ZT//e9/OnbsmCQpJSWl0dPXyXHf4cx41yLH247ixwdVVVWZ7aCgoBb7d+nSRZJUWVnptpjgfpcuXZLVam3w/oQJE7Ro0SJNmjRJJ0+elM1m09q1a/XOO++0f5BoN62ZB2rnAIl5wJslJycrLS1NFoul3vvDhg3Tyy+/rD179iglJUU1NTVavHixpk6dqkceecRD0aIpNptNH374oSSpV69eWrt2baP9yHHf4Ox4S+S4q3Damw8KDg4227du3Wqxf+1FdvffIhPepbHCp9bDDz+szMxMc7Wn9tan8F2tmQfqXmjLPOC9HnrooQZfiup68cUX9emnn0qSKioqzAdjouM4ffq0kpOTdfv2bQUHBysjI0O9evVqtC857v1aM94SOe4qFD8+KDw83Gw7s7x98+ZNSc6dIgfvFRUVpQkTJkiSCgoKzLsEwTe1Zh6onQMk5gFfN2/ePPPLU90LrOF5RUVFSkpKksPhUEBAgHbs2KFRo0Y12Z8c926tHW9nkeMto/jxQcHBwYqIiJBU/4LIxjgcDnNSrHtBJHzTwIEDzTZ3hPFtdS+AbmkeqHsBNPOAb+vVq5f5/wNzQMdRWlqq8ePHq7S0VBaLRZs2bdK0adOa3Ycc914PMt7OIsdbRvHjo2q/5BYUFJhPf27MuXPnzLYzt1aEd2tuuRy+pW6hWzfPG8M84F+YBzoWu92uCRMmqLCwUNK905JrH0DeHHLcOz3oeLcGOd48ih8flZiYKOneUndeXl6T/eouiY4cOdLtccGz6j4Xonfv3h6MBO7Wv39/c4xbOvXh999/lyT16dNH/fr1c3do8KArV66Yj0JgDvC8a9euaeLEiebcvHLlSr399ttO7UuOe5+2jLezyPGWUfz4qJdeeslsb968udE+d+/e1bZt2yTdu1h+zJgx7REaPKSoqEhZWVmSpOjoaPXp08fDEcGdLBaLeRrFuXPndPTo0Ub7HT161PxVeNq0afxi6OM2bNggwzAkSc8//7yHo/FvFRUVmjx5svLz8yVJH330kZYuXer0/uS4d2nreDuLHHeCAZ/13HPPGZKMwMBAIzs7u8H2r776ypBkSDI+++yz9g8QLrN7926jpqamye2XL182hgwZYo73119/3Y7RwRWKiorM8UtLS3Nqn/PnzxsBAQGGJCM+Pt6oqKiot72iosKIj48354m//vrLDZHjQbR2vIuKioz8/Pxm+/zyyy9GUFCQIckICQkxSkpKXBQtWqu6utpISkoyx/jdd999oM8hx72DK8abHHcdnvPjw1avXq2RI0eqsrJSSUlJWrZsmcaMGaPKykrt2LFDGzZskCTFxsbqgw8+8HC0aItFixappqZGqampSkhIUL9+/RQSEiK73a6DBw9q/fr15jJ4YmKiy5fZ4XqHDx9WQUGB+Xft+En3ruXbsmVLvf6zZ89u8BmxsbFasmSJVq5cqRMnTmjkyJFaunSpoqOj9ffff+vLL7/UyZMnJUlLlixRTEyMW44FLWvreBcXF2vMmDFKSEjQlClTNHjwYPOWuYWFhcrMzFRmZqb5i/CqVatY/fWgV155Rb/99pskaezYsZo7d65OnTrVZP+goCDFxsY2eJ8c9w6uGG9y3IU8XX3BvXbv3m1069bN/LXh/ldsbKxx4cIFT4eJNurbt2+TY1z3lZqaajgcDk+HCyekpaU5Naa1r6bcuXPHeP3115vdd+7cucadO3fa8ehwv7aO94EDB5zaLzQ01Fi/fr0HjhB1tWasJRl9+/Zt8rPI8Y7PFeNNjrsOKz8+bsqUKfrzzz+1evVq/frrryopKVFQUJAGDBigGTNmaOHChQoNDfV0mGijrVu3ymazKScnR4WFhbLb7frvv/8UFhamyMhIPfvss0pLS1NCQoKnQ0U769Spk77//nulpqZqw4YNOn78uOx2u3r06KFhw4bpzTff1KRJkzwdJtpo6NCh+uGHH5STk6MTJ06orKxMdrtdt2/fVvfu3fXkk09q3LhxSk9Pb/YhivA+5Lh/IMddx2IY/78+BgAAAAA+jLu9AQAAAPALFD8AAAAA/ALFDwAAAAC/QPEDAAAAwC9Q/AAAAADwCxQ/AAAAAPwCxQ8AAAAAv0DxAwAAAMAvUPwAAAAA8AsUPwAAAAD8AsUPAABN2LJliywWiywWi4qLiz0dDgCgjSh+AAA+p7i42Cxa2vICAPgWih8AAAAAfsFiGIbh6SAAAHClmpoanT9/vsntgwYNkiTFx8dr8+bNTfZ76qmnXB4bAMBzAj0dAAAArta5c2enCpeuXbtS4ACAH+G0NwAAAAB+geIHAIAmtHS3t9GjR8tisWj06NGSpIKCAs2fP19RUVEKCQlRv379NHfuXF28eLHefqdOndKcOXMUFRWl4OBgRUZGasGCBSovL3cqrl27dmnGjBl6/PHHFRwcLKvVqvj4eH3++edyOBxtPWwA8Fmc9gYAgAvs27dPKSkpun79uvnexYsXtWnTJu3Zs0c2m01xcXHavn27Zs+erVu3bpn9SkpKtG7dOu3du1fZ2dnq3bt3o/+Gw+HQ9OnTtX///nrvV1dXKy8vT3l5efruu+/0888/a8SIEe45UADwYqz8AADQRqWlpZo5c6asVqu++eYb5ebm6tChQ3rvvfdksVhUXl6u9PR0HT9+XK+99pqio6O1ceNGHTt2TAcOHNCsWbMk3SuW3n///Ub/jerqao0fP1779+9XQECAZs2ape3bt+vo0aM6dOiQVqxYoYiICJWXl+uFF15osNoEAGDlBwCANrtw4YJiYmJ05MgR9ezZ03w/MTFRgYGBWrVqlY4cOaLJkydr+PDhysrKUmhoqNlv9OjRqqqqUkZGhnbu3KkrV67U+xxJWr58ufLz82W1WrVv3z4NHTq03vbExES9+uqrSkhIUFlZmZYtW6Yff/zRvQcOAF6GlR8AAFxgzZo1DQoWSXrrrbfMtt1u18aNG+sVPrUWLFggSbp9+7ZycnLqbbtx44a+/fZbSdIXX3zRoPCp1bdvX33yySeSpIyMDN28efPBDgYAfBTFDwAAbWS1WjVx4sRGt/Xv31/h4eGSpKefflpPPPFEo/0GDx5stgsLC+tts9lsunbtmiRp+vTpzcYyatQoSfeedZSXl+fcAQCAn+C0NwAA2igmJkYWi6XJ7VarVdevX1dsbGyzfWrVvWmCJJ04ccJsP/roo07HdfnyZaf7AoA/YOUHAIA2auw0tro6derUYr/aPpJ0586detucvQX2/SoqKh5oPwDwVaz8AADQwdUthvLz89W5c2en9nvsscfcFRIAeCWKHwAAOriIiAiz3bNnT4oaAHhAnPYGAEAHN2TIELN95MgRD0YCAN6N4gcAgA5u/Pjx5vVCa9askWEYHo4IALwTxQ8AAB2c1WrVwoULJUnZ2dlavHix7t6922T/f//9Vxs3bmyv8ADAa3DNDwAAXmD58uWy2WzKzc3V6tWrdfDgQb3xxht65pln1LVrVzkcDp0+fVr79u3T3r17NWjQIKWnp3s6bADoUCh+AADwAl26dFFWVpZmz56tn376SX/88Ye5GtSYbt26tWN0AOAdKH4AAPAS4eHh2rlzpw4fPqytW7fq0KFDKi0tVWVlpbp166bo6GgNHz5ckydPVlJSkqfDBYAOx2Jw1SQAAAAAP8ANDwAAAAD4BYofAAAAAH6B4gcAAACAX6D4AQAAAOAXKH4AAAAA+AWKHwAAAAB+geIHAAAAgF+g+AEAAADgFyh+AAAAAPgFih8AAAAAfoHiBwAAAIBfoPgBAAAA4BcofgAAAAD4BYofAAAAAH6B4gcAAACAX/g/BYyRHex/BpcAAAAASUVORK5CYII=", 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", 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" ] @@ -298,19 +297,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Number of Nodes and Edges Over Time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot the number of active nodes and edges in each snapshot. x-axis is the snapshot id (or timestamps), y-axis is the active number of nodes / edges." + "### Number of Nodes and Edges Over Time\n", + "The goal is to plot the number of active nodes and edges per snapshot in the same figure. \n", + "\n", + "The *x-axis* is the snapshot index (or timestamps), while the *y-axis* denotes the active number of nodes / edges." ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -322,7 +317,7 @@ }, { "data": { - "image/png": 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", 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16tUxYsQIhX3c3d3h4eEBQPF1kzV58mTY29srtNepUweDBg0CABw6dEj1EyGfJKrGQgjRKfr6+jhw4AAYY7C1tYVEIkHjxo1x7949fp+ilJYTiUTw8vJCvXr1cOfOHQQGBioke8vJycG1a9cQHByMkSNHomrVqhp/PoQQQgrHiplEOjg4GADg4+MDS0tLpft4enrC0dER8fHxCtuk5c3btm2rNKElALRq1Qr6+vqC6mBSN27cAJAf9Cgo6ac0SPPy5Uu+rVOnTjA2Nsb9+/fRpk0bjBs3Dh07doSrq6vKfoqjoNekZs2acHJyQlxcHIKDg9GnTx/B80lJSUG1atVU9i1NuCr7fGSZmJjgs88+U2f4pcrGxgbu7u5Ktzk4OAAA6tatCzMzswL3+fDhg6Bd+vpduHABVapUUXl+aYJS2devadOmsLOzw+vXr9GsWTNMnjwZnTt3Rq1atVS+N4srMjISW7duRUBAACIiIiAWixWWlMTFxak8viiviY+Pj8rxOjg44MWLFwqvm6yOHTsWuO2PP/7Ao0ePkJOTAwMDA5X7kk8LBTsIITrl5s2b/IepN2/eQE9PDxMnTsSkSZP4fQqa2SFPX18fLVu2xGeffYbr168jKChI4YOrgYEBKleurJknQAghpNRJK285OjoWuJ+Tk5PSYIc0F0dBF/ZGRkaws7PDmzdvFLZJq0OkpqYiNTW10PGmp6fz37u7u2P37t2YPHkybt26hVu3bgEAKleujA4dOmDEiBH4/PPPS3yhW9hr4ujoiLi4OP41BP73fHJycpCQkFDoOTIyMpS229raluty79K8F8ro6+sXeZ+cnBxBu/T1S0tLK9LsDNn3g7W1NQ4ePIgRI0YgJCQE06dPBwBYWVmhbdu2GDJkCIYOHVriC/wTJ05g+PDhglmslpaWMDY2BsdxyM7OxocPHwocd2m9brIKet9Kt+Xm5iIpKYkPsBBCwQ5CiE6RL0/m4+ODJk2aCNpiYmKQnp4OU1PTIvdrbGyMzp07o2nTprhy5QoePHjA30ns0KED/4+YEELUYWtrK7iIrEhsbW21PQSNK2lAQbr8ZNu2bZg8eXKxj//iiy/Qo0cPHDlyBAEBAbh58yZiY2Nx+PBhHD58GG3atMHp06dVztDQNOnzadasWYGlSAujp6enqSHpFOnrN3/+fPzwww/FPr5z586IiorC8ePHcenSJdy8eRPPnz/HqVOncOrUKfzwww84f/58oYEsee/fv8fo0aORlZWFjh07YsmSJWjatClMTEz4fS5duoTOnTsXe8yElAf06Z0QolPkgx2dOnWCp6enoI0xhufPn6tcF1sQS0tLfP7552jevDkuX76M5ORkNGjQQOX+qampZfZhkxCi+0QiEc0UKwPStf3KZm3IUrW9cuXKCAsL4+/IK5OVlYXExESl26pUqYKXL1+qXM5RFDY2Npg0aRI/czEiIgK7d++Gn58fAgMDsWzZMvz888/F7reor4lsfgTp0gt1ns+nrEqVKggLC1Pr9TMzM8OXX36JL7/8EkD+z+nAgQNYunQpP+Pj+PHjxerz7NmzSE1NRaVKlXDq1CmlN4mUzVzShvj4eNSqVUvlNiB/hoiNjU1ZDouUc+V3HhkhhCA/cCGd1picnCzIzQHkBzvMzMwUEsAVZymLMvb29hg2bBjGjBmjcsptYmIiNm7ciNOnT5e7kouEEPIp8/HxAZCfu0OaB0He8+fPVeYhkOaVuHr1qspz3LhxQ2m+DiA/nwcAnD59ushjLoy7uzvWrFnDJ3mUTSBaHAW9Ji9evOBfE+lrCPzv+bx584bPh0KKTvr6Xbx4USE/WEk5Ojpi3rx5+OabbwAovh+kn10KyncTGxsLAKhVq5bK2bAXL17UxHDVFhAQUOi2hg0bUr4OIkDBDkJIuRYREYH169fj8uXLuHjxoiCoYGRkxGf5lo/2qxvskD2HKpcvX4ZEIsG9e/cKzCBOCCGkbA0cOBB6enrIyMjAunXrlO7z/fffqzxeWt0hOjpaaYJRxhhWr16t8viJEycCAJ48eYJt27YVONa0tDQ+FxWAQiuASZcYlDT3RUGvycqVKwHkzyrp0qUL396hQwe+YsbXX38tGK8ySUlJJRpbRTV27Fjo6+sjMTERS5cuLXDf7OxsQTCqpO8H6azT5ORklcdKK9KFh4crDcI8ePCgwAS7ZWn79u1KZ1KFhYXh6NGjAIChQ4eW9bBIOUfBDkJIuXb79m1kZGQgMDAQT5484cv0Afl3SqT/5GvXri04rigVWdQRGxuLZ8+e8Y8fPHhQqucjhBBSdI6Ojpg6dSoAYMWKFVizZg3EYjGA/OSj06ZNw++//660/DgAtGnThr/YnzBhAvz9/fmLzri4OHzxxRcIDAxUeTe8Xbt2GDNmDABg6tSp+PrrrxEZGclvz8rKwu3btzFv3jy4uLgI8rhMmzYNQ4YMwbFjxwTtHz9+xPbt27F//34A/ysJWlxWVlYKr0liYiJmzpyJX3/9FQCwePFiGBsb88fo6+tj+/bt0NfXx/Xr19G2bVtcunRJkFAyMjIS27dvR5MmTbB169YSja2icnd3x+LFiwEAP/74I0aNGoUnT57w23Nzc/HgwQN8//338PDwEHym8PPzQ48ePfDbb78JZiJlZWXh8OHDWLt2LQDF90P9+vUBACEhIbh586bScXXt2hUikQhJSUn44osv+OUg2dnZOHz4MLp27VpgYtGylJOTgy5duuDu3bsA8gOOFy9eRLdu3ZCVlQVnZ+cS5cchFRvl7CCElFtv375FREQE/5jjOL5MHwC+5j1QejM7VJH9kALkr2NOTk6GtbV1qZ6XEEI+RQWV65Q6fvw4WrZsyT/28/PD06dPcfHiRXz77bdYvHgxLC0tkZycDMYY5s+fj9u3b6tcqrJ//3506NABoaGhGDNmDCZOnAgzMzMkJydDJBJh+/btWLlyJWJiYgSBAant27dDT08Pu3fvxoYNG7BhwwaYm5vDwMAAKSkpgpmKsolQc3JycOTIERw5cgQAYG5uDn19fcEd+tatW+O7774r9DVRpl+/fsjMzFT6mgDAqFGjMGPGDIXjOnXqhCNHjmDUqFEICgpC586dYWBgAEtLS3z8+FEwA6Ffv34lGltFtnjxYuTm5mLlypX47bff8Ntvv8HExASmpqZITk7mk5gCwveDRCLBP//8g3/++QdA/kwOExMTfPjwgf+Z1alTRyF/S/v27VGrVi2EhYWhVatWqFSpEj/bY926dRg0aBBq1qyJuXPnws/PD8ePH8fx48dhZWWF9PR05OTkwNXVFStXrsQXX3xR2i9PoXbs2IEJEyagadOmMDc3h0Qi4avWWFtb4/jx45RDjSigmR2EkHIrKChI8DgtLU2wXES25rqyYEdB61TV1aVLF4UPt7SUhRBCSkdCQkKhX/JLK4yNjXHu3Dls3LgRjRo1gqGhIRhjaNOmDQ4fPlxoVYwqVarg7t27WLx4MWrVqgWRSAR9fX307NkTly9fxoQJE/gAvLJAt6GhIXbt2oWbN29i9OjRcHd3R15eHj5+/Ah7e3u0b98eS5YswaNHjwRVNBYvXoxNmzahf//+qF27NvT19fljunTpgr179+LKlSswMzMr8et58OBBbN26Fd7e3sjNzYWZmRlatGiB/fv349dff1W5RKZfv3548eIFli5dyl90Jicnw8jICF5eXhg/fjxOnDiBuXPnlnhsFRXHcfj+++/x6NEjfPXVV6hTpw709PSQkpKCSpUqoWXLlpg7dy5u3rzJ5/gA8pdE7dy5E8OHD0f9+vVhamrKJxVt06YNNmzYgP/++08hIKivr49Lly5h/PjxcHV1RVpaGp80V3aZzA8//ID9+/fzVVhycnLg4eGBb7/9Fvfv3y+w/HJZatasGYKDgzFq1ChYWVkhNzcXjo6OmDBhAh4/fizIMUOIFMdK82qAlCtxcXFwdnZGbGwsnJyctD0cQgqUnp6O9evXC5K/Xb16lU9CZWlpiffv3/MlYWNjY1G9enVBH3FxccUuw1Ycp0+fFiRMtbW1xdSpU0tcqpAQovsyMzMRFRUFV1dXpXf7ScXx/PlzvhpYTEyMQqLs8mb06NH49ddf4evrC39/f20Ph5BCRUdHw9XVFQAQFRWFGjVqaPwcJfmbTddUuoNmdhBCyqXg4GBBoIMxxq/TBPLXQ0sDHUD++mz5tdOlvZRFvrTt+/fvCy3pRwghpGJYs2YNAKBu3brlPtBBCCGfIgp2EELKnby8PEFgA8ivyiI77VJ2CQuQn4VceodNqrSDHU5OTgr13B8+fFiq5ySEEFI2QkNDMX78eFy7do1P5CltHzNmDPbt2wcAWLBggbaGSAghpAAU7CCElDshISGCwAYAXLp0SfBYNjmpVFlXZOE4Dg0bNhS0hYSECJKMEUII0U2ZmZnYs2cP2rVrB0tLS1hbW8PMzAx16tThl4HMmDEDX375pXYHSgghRCkKdhBCyhXGGG7fvi1oMzQ0xOvXr/nHlStX5kuqySrriiwAFIIdGRkZeP78eamflxBCSOlyd3fHunXr0L17d7i6uiI3Nxd5eXlwdnbGkCFDcPHiRWzcuFHbwySEEKIClZ4lhJQrMTExgsAGAERGRgoed+zYUWkSUG0EOypVqoTq1asjJiaGb3v06JHCLBNCCCG6xcLCAt988w2++eYbbQ9FI/z9/SkxKdEpNWrUKNXKeqTio5kdhJByRX5WR6VKlXDq1ClBm7IlLIDiMpaXL18iIyNDswNUQn52R1hYWJmclxBCCCGEEKJchQx2zJ8/HxzH8V9Xrlwp9Jhz586hf//+cHJygpGREZycnNC/f3+cO3euyOfNzc3F9u3b0aZNG1SuXBkmJiZwd3fHpEmTEBISUuR+EhMTsWTJEjRs2BCWlpawtLREw4YNsWTJErx//77I/RCiaz58+KCQZ8PZ2RkJCQmCNvnkpFLyCUoZY2WypKRevXrQ09PjH0skEjx58qTUz0sIIYQQQghRrsIFOx48eICff/65yPtLJBKMHz8ePXv2xMmTJxEfH4/s7GzEx8fj5MmT6NmzJyZMmACJRFJgP4mJiWjZsiWmTJmC69evIzExEZmZmYiMjMTOnTvRuHFj7N69u9DxBAUFoUGDBlixYgUeP34MsVgMsViMx48fY8WKFWjQoAHu3LlT5OdHiC4JCgoSPDYyMsLLly8FbS4uLnBzc1N6vJmZmUL5v7JYymJsbKwwq+TRo0elfl5CCCGEEEKIchUq2CGRSDBx4kTk5ubC3t6+SMd899132LNnDwDA29sbBw8exJ07d3Dw4EF4e3sDAHbv3o1Fixap7CMvLw/9+/fnS2UOGDAA586dQ1BQEDZt2gR7e3tkZWVh0qRJBc4UiY2NRZ8+ffDmzRvo6+tj3rx5uHbtGq5du4Z58+ZBX18fr1+/Rp8+fRAXF1fUl4UQnZCVlYX79+8L2ry9vXH58mVBW6dOnZTm65CSz9tR2hVZpOSXsrx9+xbp6ellcm5CCCGEEEKIUIVKULpp0ybcvXsXtWvXRv/+/bFmzZoC9w8PD8e6desAAD4+Prh27RpMTEwAAE2aNMHnn3+Odu3aITg4GGvXrsXYsWPh4eGh0M+vv/6K69evAwC++uorbNmyhd/WtGlT9OjRA40bN0ZqaipmzJiBZ8+eQV9f8aX/7rvv8O7dOwDAH3/8gcGDB/Pb2rRpg8aNG2Po0KF4+/YtFi1aREmmSIViaGiI4cOH4/bt2wgLCwPHcWjcuDGuXr0q2E/VEhapWrVq4eLFi/zjspjZAeRn7Tc3N4eDgwO8vLxQu3ZtGBgYlMm5CSGEEEIIIUIVZmZHTEwMFi9eDADYvn07DA0NCz1mw4YNyM3NBQBs3ryZD3RImZqaYvPmzQDy83GsX79eaT/SgImNjQ3Wrl2rsN3DwwMLFy4EALx48QInTpxQ2OfNmzc4cOAAAKBbt26CQIfUkCFD0K1bNwDAb7/9hjdv3hT6HAnRFRzHoUaNGhg2bBimT5+O3r17IyIiAqmpqYL9Cgt2yC8nKauZHXp6epgxYwZGjhyJBg0aUKCDEEIIIYQQLaowwY6pU6fi48eP8PX1Rbt27QrdnzGGv/76C0D+xVHz5s2V7te8eXN+Wvxff/2lUP4oPDwcz549A5AfjDA1NVXaz+jRo/nvlQU7/v77bz4vyJgxY1SOW9qPRCLB33//rXI/QnSZjY0NPvvsM1y6dEnQXrduXVStWrXAY5WVny2rsmUU4CCEEEIIIaR8qBDBjsOHD+P06dOwsbHhZ1kUJioqCq9evQKAQoMj0u3x8fGIjo4WbJMuXymsnypVqvCVIm7cuKGwvaj9yG5T1g8hFYl8vo7CZnUAisGOjx8/4vXr1xodFyGEEEIIIaR80/lgR3JyMmbOnAkA8PPzg52dXZGOe/r0Kf+9/LR3ebLbpbM41OknNjYWaWlpSvuxsrJClSpVVPZRtWpVWFpaKh0LIRVJZmamQkCvU6dOhR7n5OSkMMOqrJayEEIIIYQQQsoHnQ92zJs3D2/evEGrVq0wbty4Ih8nW83EycmpwH1lS1nGxsaq3Q9jTKGaivRxYX3I9iM/FnlZWVlITU3lv8RicaF9E1Je3Lx5E5mZmfxjkUiE9u3bF3qcSCTiZ1FJlVWSUlXKahkNIYQQQgghJJ9OBzsCAwOxe/du6OvrY/v27QWWo5Qne+Fvbm5e4L5mZmb89x8/fizVfgrrQ7Yf+T7krVmzBlZWVvxX3bp1C+2bkLIkFouxd+9ePH78GHl5eYJt8ktYPvvsM1hbWxepX2V5O8qaRCLBixcvcOzYMRw7dqzMz08IIYQQQsinTGdLz2ZnZ2PixIlgjOHrr79G/fr1i3W87B3jwiq3GBkZ8d9nZGSUaj9FqSIj7Ue+D3kLFy7E7Nmz+cfx8fEU8CDlyt27dxEbG4vY2Fj8+++/aNmyJZ8sWD45aVGWsEhpqyKL1KtXr3Dw4EE+IMlxHNLS0gQBT0IIIYQQQkjp0dmZHatXr0ZoaCiqV6+OpUuXFvt4Y2Nj/vvs7OwC983KyuK/ly9Pq+l+CutDth/5PuQZGRnB0tKS/7KwsCi0b0LKSk5ODoKDg/nHYrEY7969AwCkpqbi7t27gv2LE+zQ9swOW1tbwe87YwxPnjwp0zEQQggpO6NHjwbHcYLqe6T84jgOHMfhypUr2h4KIaQU6WSwIzQ0FGvWrAEAbN68uUR3S2Uv/AtbDiKbTFR+mYmm+ymsD9l+irLkhZDy6tGjRwqzk6SzOq5duyZY1mJoaIhWrVoVuW/5YMfLly8LnQmlSUZGRgqzSx4+fFhm5yeEkIpg2bJl/EWpqakpX0VPmejoaLqA/URIf84l+fL399f28MtcdHQ0li1bhmXLlml7KISUOZ1cxrJ+/XpkZ2fDzc0N6enpOHTokMI+sndRL1++jDdv3gAA+vTpAzMzM0EiUPlkofJkE4HKJisFoNBPQdVgpP1wHKeQiNTJyQkJCQmFjkW2H/mxEKIrGGO4ffu2oM3DwwOVK1cGoLiEpUWLFgoVVgoin6CUMYbnz5+jYcOGJRxx8Xl5eeHx48f849evX+Pdu3f8cySEEFJ0GRkZWL58OXbs2KHtoRAtc3BwUNr+8eNH/oagqn2ks6KlN0WK89lCV0VHR2P58uUAQAEP8snRyWCHdHp4ZGQkhg8fXuj+K1as4L+PioqCmZmZIHdFYev5ZbfXqVNHsE2+n0aNGhXaj7Ozs8JslLp16+LevXtISUnBmzdvVJafff36NVJTU5WOhRBdERERgcTEREFbs2bN+O/VydcB5M96cnJyEgQPw8LCyjTY4erqCnNzc8FsrYcPH6Jz585lNgZCCKlI9u7di2+++UYhoE0+LdIbmPKWLVvGX9Sr2keKStIT8mnQyWUsmuDq6opq1aoBAK5evVrgvteuXQMAODo6okaNGoJtrVu35r8vqJ83b94gPDwcAJROxy9qP7LbijOtn5DyJCgoSPDYzs4O7u7uAIC3b98KZkQAQMeOHYt9Dm3n7RCJRGjQoIGg7fHjx1SGlhBCisnZ2RkNGzZEbm4uvv32W20PhxBCiI7QyWCHv78/GGMFfskmLQ0ICODbpcEKjuPQt29fAPnRXfkp9VK3b9/mo799+/ZVKG/r6enJz7A4fPgw0tPTVY5Zqn///grbP//8c4hE+T+Offv2FfjcgfwLqc8//1zlfoSUV+/evcOLFy8Ebc2bN+d/twICAgTbzM3N0bRp02KfR9sVWYD8pSyyUlNTER0dXebjIIQQXSYSifhcbceOHcOdO3dK1E9eXh727t2Ljh07ws7ODkZGRnB0dMTgwYOLlOfjwIEDaNWqFSwsLGBlZYVmzZph586dRQ5iP3nyBBMnTkTNmjVhamoKc3NzNGzYEN99953CbEdZQUFB+OKLL+Dq6gpjY2OYmZnBxcUF7dq1w4oVK4q0BFqWv78/OI7jPxP/+++/6NGjBypXrgwTExPUq1cPK1euFFQcVEYsFuOHH35AixYtYGNjAyMjIzg7O2PYsGG4deuW0mNkc6tER0cjIiICEydOhKurK4yMjBRuKpYWVfld5Mf38uVLTJgwAdWrV4exsTHc3d2xaNEiQR6+J0+eYOTIkXB2doaxsTFq1qyJlStXIicnp8AxREdHY9asWahXrx7Mzc1hamqK2rVrY+bMmYiJiVF5XGhoKCZOnAhPT0+YmprC2NgYzs7OaN68Ob799lvB550aNWqgQ4cOCs9b+iWbUDcnJwd///03Jk6cCB8fH1StWhWGhoawt7dHt27dcPDgQZXv9StXrvB9Avl52YYPH45q1arBxMQEderUwbp165Cbm8sfc+PGDfTr1w9Vq1aFsbEx6tevjy1btqg8R40aNfi8K2KxGAsXLkStWrVgYmICOzs79OvXT+FmGiFgFdTSpUsZAAaABQQEKN0nLCyM6enpMQDMx8eHpaenC7anp6czHx8fBoDp6+uz8PBwpf3s2bOHP9fUqVMVtr948YJZWloyAMzDw4Pl5OQo7efLL7/k+zly5IjC9sOHD/PbfX19C34BlIiNjWUAWGxsbLGPJURT/v77b7Zs2TL+y8/Pj2VnZ/PbJ0yYwL/PAbCePXuW6DybNm0S9OPj46Opp1As27ZtEzzfEydOaGUchJCykZGRwZ4+fcoyMjK0PRSdJ/0s5+LiwhhjrF27dgwA69Chg8K+UVFRBX7uS05OZu3bt+f30dPTY9bW1ozjOL5tzpw5SschkUjYmDFj+P04jmOVKlViIpGIAWDDhg1jvr6+BX4+8/Pz4/cHwExNTZmhoSH/uGrVquy///5TOM7f318wRiMjI/4zpfRr3759RX1JGWOM7du3j39dt2zZwvdvbW3N9PX1+X69vb1ZUlKS0j7u37/PnJycBK+nhYWF4DVavXq1wnGyP6cDBw4wc3Nz/vUwMzPjf9YlIfvZvzCq3iuy4zt27BiztrZmAJilpSV/zQCAtWnThmVnZ7PTp08zU1NTBoBZWVkJflZDhw5Vef7ff/+dGRkZCX6uJiYm/GMLCwt2/vx5heMuXLggOM7AwIAfo/Rr6dKl/P4+Pj6sUqVK/DYHBwfB14wZM/h9AwICBP1YWloKfqYA2ODBg1leXp7CuGSPPXv2LDM2Nlb6mgwbNowxxtiuXbuYnp4e4ziOWVlZCc4xf/58pa+Zi4sLA8B+/vlnVqtWLQaAGRoaCn4fRCIR27NnT0E/egUl+ZutzjVVVlYW27VrF+vatSurUqUKMzQ0ZGZmZszT05ONHj2a3bhxo0j9nD17lvXr1485OjoyQ0ND5ujoyPr168fOnj1b5LHk5OSwbdu2sdatWzM7OztmbGzM3Nzc2MSJE9mTJ0+K/dzKo0862MEYYwsWLBD8UT906BC7e/cuO3ToEPP29ua3LVy4UGUfubm5rFWrVvy+AwcOZP/88w8LCgpimzdvZvb29vwvYEFvwJiYGFa5cmU+uDJ//nwWGBjIAgMD2fz58/l/QJUrVy7RLxcFO4i2paWlsZUrVwou/i9duiTYx93dXfBPb926dSU614ULFwT9WFhYMIlEoomnUSw3b94UPN9Vq1axrKysMh8HIaRsFOeD88ePH0v8JRsklpeWllbifgv6+5Senq70mNIiH+y4desW/zf93Llzgn0LC3YMHDiQvzjatGkTS0tLY4wx9vr1azZ27Fj+2G3btikcu3HjRn77tGnT2Lt37xhj+QGUZcuWMY7j+AtOZcGO3bt3MwDM3NycrVq1ir1+/Zoxlv/5MTg4mHXs2JEBYE5OTkwsFvPHpaWl8RebI0eOZC9evOC3ffz4kQUHB7O5c+eyM2fOFOt1lQY7TE1NmYGBARs8eDCLiYlhjOX/jLdt28ZfUPfv31/h+FevXvGfbQcMGMCCg4P592NCQgJbvHgx/5lVPsAv+3MyNzdnzZo1Y3fv3uW3h4WFFeu5yNJ0sMPa2pp16tSJhYSEMMbyX5tNmzbxQY9FixYxKysrNnToUBYdHc0YY0wsFrPvvvuO7+Pff/9VOPeFCxeYSCRi+vr6bN68eSwqKopJJBImkUhYaGgoGzx4MB9sePnypeBY6Wekrl27ssePH/PtGRkZ7MmTJ2z58uUKwS/ZQERBgoKC2KRJk9i///7LUlJS+Pb379+zjRs38kGFjRs3Khwrew5ra2s2dOhQfuypqals4cKF/PY1a9YwAwMDNn36dJaQkMAYYywpKYmNHj2av15S9j6QBjusrKxYpUqV2OHDh/kbyE+fPuWDofr6+uzevXsFPldZZRnsiI6OZvXq1RN8PlX2NX36dJWfWfPy8ti4ceMKPH78+PFKg1Ky3r17x5o0aaKyDyMjI7Zr165iPb/yiGOsYi4gl01SFBAQgPbt2yvdTyKRYMKECdi7d6/KvsaNG4edO3fyy0yUSUxMRM+ePXH37l2l242MjPDLL79g/PjxBY47KCgI/fr1U5lYqUqVKjh58qQgmWNRxcXFwdnZGbGxsQrVYAgpC4GBgbh8+TL/WCQSYdasWXzp5ZcvXypMYb1//36BiX9ViYmJgYuLi6AtPj6ez9VTVsRiMdavXy+Yltm/f/8yTZZKCCk7mZmZiIqK4pccFET6OaUkevTooXKJ39q1a1Uuqy1Mu3btVH5m2rp1K969e6fQLrt0WJOkn+VcXFz4JYADBgzAiRMn0KhRI/z333/8tPno6Gi4uroCUPzcFxQUxJc237FjByZOnKhwrkGDBuHYsWOws7NDbGws/7PLzMyEo6MjkpKS8OWXX2L//v0Kxy5cuBA//PADAMDX11ewdFksFqN69epITk7GP//8g27duikcn5ubi+bNm+PevXtYv349Zs2aBQC4c+cOmjVrBjMzMyQnJ0NfXzN1Bfz9/TFmzBgA+T/vy5cvK3zG3bNnD/+Z9c6dO2jSpAm/bdy4cdi7dy9GjBiBAwcOKD3H+vXrMXv2bHh5eeHBgwd8u+zPycXFBU+ePIG5ublGnpfsZ//CLm9kl87Kvldkx1evXj3cu3cPRkZGgmNHjRqF3377DQDQpUsXnD9/XmGZe9u2bREYGIhx48Zh9+7dfLtEIkHt2rXx/Plzle9FIH/p/N9//42ZM2diw4YNAPJzmkmrzLx69QpVq1Yt8DlKXblyhV/Kos5l39GjRzF48GC4u7srLEeWPUdhrwkAjB8/Hrt27RJsz8vLQ82aNREVFYUVK1Zg0aJFgu01atTAy5cvAQAXL15USF6fkZEBLy8vPH/+HD179sSZM2eK9LyK8zdbqiTXVDk5OfD29kZISAgAoGHDhpg9ezZq1aoFsViM69ev46effuKXSK1ZswYLFixQ6Ef27423tzfmzZsHd3d3RERE4Mcff8T9+/f5/VavXq10LHl5eWjfvj2uX78OIP/v6oQJE2BjY4OgoCCsXLkSb9++hUgkwunTp9GjR48iPcfySCdzdmiSSCTCnj17cObMGfTt2xfVqlWDoaEhqlWrhr59++Ls2bPYvXt3gYEOID/B4s2bN7F161a0bt0atra2MDY2hpubGyZMmIB79+4VGugA8itSPH78GIsWLUL9+vVhbm4Oc3NzNGjQAIsWLcKTJ09KFOggRNvy8vIUgoH169fnAx2AYhUWW1vbEgcFnJyc+BJzUmWdpBQALCws+OSrUo8ePSrzcRBCSEWwevVq6Onp4cGDBzh48GCRjvnzzz8B5P9fUPVZTFq5LzExEf/++y/ffuHCBSQlJQEAlixZovTYBQsWqLxIOnbsGJKTk+Ht7a000AEA+vr6fHXB8+fP8+3W1tYAgOzsbLx//17V01PLokWLlH7GHTNmDH8Rd+jQIb49MzMTf/zxBwBg/vz5KvsdNWoUgPwqZAkJCUr3mTZtmsYCHaXh66+/Vgh0ABD8HBcsWKBwUS+7j/z/+2vXruH58+ews7Mr8LpA+vrJvh8sLCz4n9Xr16+L8Uw0o1evXgDyK+oVVO1m/vz5Bb4mQP6FuDw9PT0+gFHQ56RWrVoprdJnYmKCuXPnAgD++ecfpKSkqOxDG/766y8+0NGiRQv8999/8PX1RfPmzdGlSxcsX74cV69ehYGBAQDAz89PkOMEAMLDw7Fu3ToAgI+PD27cuIFhw4ahSZMmGDZsGK5fvw4fHx8A+UFv+aCU1K+//soHOr766iscO3YM3bt3R9OmTTF9+nTcuHEDlpaWkEgkmDFjhsI4dEmFDXYsW7aMT0qq6g6FrJ49e+LkyZOIj49HVlYW4uPjcfLkyWJFsvT19TFlyhQEBgYiMTERGRkZiIiIwM6dO1GvXr0i92NnZ4cVK1bg8ePHEIvFEIvFePToEVasWAFbW9si90NIeRISEgKxWCxokw/cyc76AIAOHToUGmhURSQSab0ii5R8wCYyMlLhtSCEEFK42rVr87MSFi9eXGgSSAAIDg4GUPD/lDp16sDR0VGwv+z3zs7O8PDwUHqslZUVGjdurHTbjRs3AADPnj1DlSpVVH59//33AMDfuQYAd3d31K5dGzk5OWjWrBn8/Pzw4MED5OXlFfqci0JfXx9t2rRRuk0kEvGfn2Vfj3v37vGJS7t27ary+ch+7pV9TrLKe1VBVTOnpLMrAAhmvCjb58OHD4J26fshJSUF1apVU/n6TZgwAYDwtTMxMeEv8rt3744lS5YgKCgI2dnZJXyGisRiMdauXYt27drB3t4ehoaGfOJRU1NTfr+CkuIW9rrZ2NjAzc2twH3kXzdZBVXok26TSCT477//VO6nDTdv3uS/X7hwIfT09BT2ady4MXr37g0ASE5OxrNnzwTbN2zYwAceNm/erHBTz9TUFJs3bwaQP2Ns/fr1SsciDZjY2Nhg7dq1Cts9PDz4gNSLFy9w4sSJIj3H8qjCBjsIIeUHY0whQ3b16tUFS0oYYwozO5RF7otDPtihjYosQP6Hc0NDQ/4xY0yhvC4hhJCiWbZsGUxMTBAZGYnt27cXuv/bt28BgA9mqCKdySDdvyTHynv16hWA/BkRCQkJKr9SU1MBQLD8SE9PD4cOHYKrqytevnyJBQsWwNvbG5aWlujSpQu2bdtW4uVKAPiKNKpIn7Ps6yF9PgAKfD6yszlUjdHe3r7EYy8LsjNPZckuJypsH/lgnPT1y8nJKfC1k17sZ2RkCI7fvXs3vLy88O7dO6xYsQLNmzeHhYUFWrdujbVr1/KzkEoiPDwcdevWxbx583Dt2jW8e/cOBgYGqFy5MhwcHARBHtlqNPIKe01UbZfdp6AgZkG/i7LbZN+35YFsUEpVsAeAYDaw7DGMMfz1118A8j9XSpfmyWvevDn/+fevv/5SWLoUHh7OB1GGDBkiCGLJkq3Uo8vBDs0s/iOElBvSiK+m1vZqAmMMjRo1QmZmJv+PWP6P9LNnzxSmRWo62KGtmR0GBgaoW7cuv27ZxMRErXWzhJCKYc6cOSU+VjaAKm/q1Kkl/hsjnUKtzJgxYyCRSErUryY5Ojpi+vTp+PHHH7Fy5Up+pkd5JJ2FMXToUMFykKLy8vJCaGgoTp8+jfPnz+PmzZsICQnBxYsXcfHiRaxZswZnzpxBgwYNND10pWRnlWRkZBQ5x4Eyyu5sV3TS169Zs2a4fft2sY+vXr06/vvvP/z77784e/Ysbty4gYcPH+LGjRu4ceMG1qxZg6NHjxY4+0GVMWPGIC4uDjVq1MDatWvRsWNH2NjYCMYu/WxJn2GKT/YzaWRkpMpZ/xEREQDy88rUrFmTb4+KiuKDZe3atSvwXO3atUNYWBji4+MFeWgA8MtXCuunSpUq8PT0RHh4OD8jSReVn6shQojanj59ir///hu5ubmoX78+OnToACsrK20PCyKRCE2aNIGPjw+eP3+OkJAQhUCE/BIWJycnlVOGi6p27dqCx9qa2QEAjRo1QlZWFry8vODh4fFJfsgjhAiZmZmVSr+q7tSpS37KtDYtWLAAu3btwtu3b/HTTz/B19dX5b729vYICwsrcOo98L+p+bIzDqTfx8fHF3isqu1VqlQBoHopR1EYGhpiwIABGDBgAADg/fv3OHr0KL799lvExsbC19e3RFP2ExMTkZ2drTJwJn1Osq+H9PkA+c9J/n85KZgm3g8ikQjdunXjc2CIxWKcOnUKCxcuRExMDEaMGIGYmJgCA6LyYmNj+WUWBw8eVDproKA8HWWpoN9F2W3lbebQ8OHDsWjRIqSmpsLPzw89e/ZU+Cx4//59PrHqiBEjYGlpyW97+vQp/73851t5stufPXsmCHYUt5/w8HDExsYiLS2t1P5nlSZaxkJIBZGdnY0TJ04gKysLeXl5ePjwIX755RdcvnwZWVlZ2h4egPwotaenJ/r376+wblrZEhZlCa6KQ/5D2MuXLxWmhJYVFxcXDBkyBLVq1aJAByGEqKlSpUp8pYKffvpJaZUYKWnCvoCAAJUzU0JDQ/kLJdk8DNJjY2Nj+Tuu8lJTU3Hv3j2l26R5Ke7du6expJK2traYNGkS/Pz8AORfIJUkgWlubi5fHUMeYwxXr14F8L/XAMh/baQX0adOnSr2OT910vfDmzdvBLlQ1GFhYYERI0Zgz549APKXF8kulZX9vKVqRkZsbCz/vbe3t9J9Ll68qInhqi0gIKDQbSKRSOXz0CSxWIzU1FT+q6DP23Z2dvjtt99gamqKGzduoEmTJti/fz9u376NixcvYvny5WjXrh2ys7Px2Wef4aeffhIcLxusLawCjLOzM/+97M+2pP0wxgoNFpdXFOwgpIJ48OCBQrZk6QeZbdu2letMynl5ebhy5YqgTd0lLADg6ekpeMwYU5mZmhBCiG6ZPn06nJycIBaL+WoqygwbNgxA/l1f2TKgsqSVVuzs7NC5c2e+vUuXLqhUqRIAqDzHjz/+qDKQPnjwYFhbWyMnJwezZ88ucPq/RCJBcnIy/7iwGxWyM21Kmsx71apVSgNAv/76K3+RNHToUL7dzMwMI0aMAJBfLSImJqbA/tXJIVERdejQgZ+1+vXXXxeaXFT29StsX1XvB9nZAbLvL1mys4AfPnyosF0sFmPlypUFnr+sXL9+XeEzI5CfF0caIOjWrRtfzag01a1bF1ZWVvzXmjVrCtz/888/5yt0PnjwAL6+vmjRogW6dOmCZcuWwdTUFBs2bEBgYKAgRwoAQWL7wqoYyc7A+PjxY6n0oyso2EFIBfHPP/+o3FavXr1ylcND3v379xX+AZdkvak8c3Nzhai1NpeyEEII0RwTExMsW7YMQMGzDJo2bYqBAwcCyA+Q/PLLL3zSzDdv3mDChAk4cuQIgPyAhmweChMTEyxevBhAfgBg1qxZ/CyK1NRUrFixAqtXr1Z5YWVtbY0NGzYAyC/h2qtXLwQFBfEBBolEgmfPnuGnn35CvXr1cPr0af7YQ4cOoVWrVtixYwciIyP59ry8PJw/f56f2dKiRQs+IFMcpqamuH79OkaMGMHftc3MzMTOnTsxZcoUAEDfvn0VqmusXr0a1apVQ2JiIlq0aIHffvtNcAH17t07HDt2DP379+dL6pJ8+vr62L59O/T19XH9+nW0bdsWly5dEiTklCbebdKkCbZu3cq337x5Ew0bNsT69evx7Nkz/j3EGMPNmzf5n5mTk5OgCpynpyc/G2f37t1KA2516tRB9erVAQBjx44VzFS6desW2rdvX2CFlLJkZWWFgQMH4ujRo/yNvNDQUPTq1QuhoaHQ09PjqxuVtqdPnyIlJYX/UlZSV1Z2djb279+vNHEokD8r5/fff1c6i0ZaBQkoOGcTAEHiYflArKb60RUU7CCkAoiKilJ5t8jY2FhlabnyQn4JS61atQrNfF9U5SVJKSGEEM0bPXp0oevOAWDPnj38FPHp06fDysoKNjY2qFatGj/bY86cOZg8ebLCsTNnzsSXX34JANi4cSPs7e1hY2MDGxsbLFmyBEOHDkXfvn1VntvX1xfbtm2DoaEhzp07h+bNm8PU1BR2dnYwNjZG3bp1MWfOHISGhgqWb0ovYidPngx3d3cYGxvDzs4OhoaG6N69O+Li4lCtWjXs3bu3uC8bAKBy5cpYv349Dh8+DGdnZ9jY2MDS0hKTJk1CZmYmvLy8+KURsqpWrYqLFy/C09MTr169wqhRo2BtbQ1bW1uYm5vD3t4egwYNwsmTJ8tFQtvyplOnTjhy5AgsLCwQFBSEzp07w8zMjH8/uLu7Y8qUKQgODlZYzvv48WPMnj0bdevWFbwfWrVqhcePH8PS0hJ//PGHYLmsqakp//6dN28ezM3N4eLigho1avBJkkUiEbZs2QJ9fX2EhITAx8cHZmZmMDMzQ8uWLREWFoY///yz7F6kAixduhSVK1fG4MGDYW5uDmtra9SpUweXL18Gx3HYtm2bYOlVabKwsIClpSX/VVB1o7S0NHTu3Blr1qxBUlIS5s2bh2fPniErKwspKSm4cOECWrdujeDgYPTr1w8///yz4HjZIGxhs3xkZ4XJ51rSVD+6goIdhFQA+/btEzxOS0vDtm3bEBYWhqysLJXZ0rOzs/lyd5omkUhw/vz5IiW00nTJWVnlPdiRnp5eYIk1Qgghqunp6WH16tWF7mdlZYVLly5hz549aN++PSwsLPDx40dUqVIFAwcOREBAANauXav0WJFIhP3792P//v1o3rw5TExMkJubi88++wzbt2/HH3/8Uej5J0+ejLCwMMyZMwdeXl4wMjJCcnIyzM3N4ePjg+nTp+Pff/8VzIT4/PPPsX//fowZMwZeXl6wsrJCSkoKLCws0LRpU6xYsQIhISFFCvaoMnXqVJw/fx7du3eHSCSCSCRC7dq18f333+PWrVuwtbVVelydOnXw6NEj7NixA127doWdnR1SU1PBGIOHhwcGDx6MnTt34vDhwyUeW0XWr18/vHjxAkuXLkXTpk1hbm6O5ORkGBkZwcvLC+PHj8eJEycwd+5c/pgmTZrg8OHDmDJlCho3bsy/5sbGxmjUqBF/8azsBteWLVuwbNkyvmpPTEwMXr58icTERH6f3r1749q1a+jVqxesra2Rm5sLOzs7jBkzBvfu3dPoZzN1VKpUCXfu3MGCBQtQvXp1ZGVlwcbGBn369MGNGzcwYcIEbQ9RqWXLlvE5cvbs2QM/Pz/Url0bhoaGfDnpgIAAdOjQAYwxzJ07V7CkSLZkb2FLSmRLA8svVdFUP7qCY1Q76JMRFxcHZ2dnxMbGFpqQhuiOV69e4eeffxb88bp16xbOnz8PALCxscHLly+V/pG6cuUKbt68iRYtWqBVq1bFytxdmNDQUP4uQI0aNdC8eXN4enoq3KXIyspCpUqVBNPjjh49yk85VtfmzZsxY8YM/rGPjw/u3r2rkb5LKjc3F+Hh4Xj48CFevHiB3r17l0kiLUJI6cvMzERUVBRcXV3VKstJSGnx9/fHmDFj4OLigujoaG0Ph5AiqVGjBl6+fIl9+/Zh9OjRGuu3JH+zi3tNxRiDnZ0dkpKS4OnpWeCNtxs3bqB169YAgFmzZmH9+vUAgNOnT6NPnz4AgPXr12PWrFkq+1i/fj1mz54NADhz5gx69uzJb5szZw6f2+T+/fto1KiRyn769u2Lv//+GxzHQSwWUzUWQkjZW7dunSDQAeQnK5VKSkrCzp07FY4Ti8W4efMmcnJycO3aNWzevBn//fefxqacytaPj46O5rO6K9tPNtDBcRw6dOigkTEAymd2aDvGe/LkSRw5cgTh4eGQSCR49OiRVsdDCCGEEEJKR0JCAp9strCbW40bN+a/l80zV7duXaXtyshur1OnjmBbSfpxdnbWyUAHQMEOQnRaVFSUQr3xrKwshWRi69atEyQkAoDLly8Llk98/PgRp06dwo4dO9SuWPL69WuFGvLNmzdXWkpWfgmLt7c3bGxs1Dq/LPlgh1gs1nqteNl/NEB+MEhVhnRCCCGEEKK7ZIsEFFYdUfazuexxrq6uqFatGgCovIEode3aNQCAo6MjatSoIdgmnTVSWD9v3rxBeHg4gP+VTNaU3NxcvHv3Du/evSv1apEU7CBEhy1fvlyhvGq7du3w3XffCdpev34Nf39//jFjDPr6+kqDD2/fvsWBAwfw+++/IyEhoUTjkp3VAeSv86tXr57SfS9fvix4rIkqLLKcnZ0VkippuyKLp6enwlTJx48fa2k0hBBCCCGktEiT/wL5S80LusCXDUC4urry33McxydCDg0NVfisLXX79m3+c27fvn0VPut7enrysz0OHz7MV6aSJ3vd0L9/f5XjLaqnT59ixowZfHLdKlWqoEqVKjA2NkadOnUwffp0PHnyRO3zyNNosOO///7Djz/+iC+//BK9evVCr1698OWXX8LPz09QwogQor4nT54gNDRUEPVljKFt27Zo1qyZQiIpPz8/PlrMcRx69eqFyZMno2bNmkr7j4iIwI4dO/D3338LSsoVRiwWK/yxatKkiSAzuNTHjx8RFBQkaNN0AiyRSKQQENJ2klJ9fX2F2R2PHj3S+vIaQgghhBCiWSKRCL169QKQn2tv1apVSvf78OED5s+fzz/u3bu3YPusWbP4z9PTp09XKAebkZGB6dOnA8j/rKkqr4e0Co+0Koy8iIgIrFmzBgDg4eGhVrBDIpHgm2++gZeXF7Zs2YLQ0FBIJBIwxsAYg0QiQVhYGLZu3Qpvb298/fXXGq3ipJEEpf/99x+++uqrQpP++fj4YMuWLWVWDogIUYLSiqVfv3548uQJWrZsCTc3N3AcBw8PD3zxxRcA8mdMyAcOfv31V4waNUqhr8jISFy4cEHlTA4DAwO0bNkSLVu2LDSJ6eXLl/ls00D+H9uvv/4apqamCvuePXuW/+Mv3ffDhw8az/g8dOhQQUZ42YRP2hITE6NQRWf8+PEaK7lLCNEOSlBKCCG6oywSlAL5szEaN27Mz6To06cPfH194ebmhszMTNy+fRsbNmxATEwMgPybfxcvXlToZ+HChfjhhx8A5C/9nj9/Ptzd3REREQE/Pz/cv3+f309Vpaq8vDy0a9cON27cAAAMHDgQEyZM4CvdrFixAm/fvoVIJMLp06fRo0ePIj1HZYYNG4YjR47wN/Tq1auHpk2bwsHBAUB+PpO7d+/yN0o5jsOgQYM0VupY7WDH0aNHMXLkSOTk5PBPwtDQkF9zn5SUJKjha2BggN9//x2DBw9W57SkBCjYUXHcvn0bLVq04B9bWVlh1qxZfHZ1IH+WR8uWLQXT3GrXro2QkBCIRIqTuiQSCR4+fIiAgACVMznMzc3RsWNHeHl5Ke0jJycH69evF0SaP/vsMz57tDzZjNBA/jpC2UCJpixduhTff/89/7h79+44d+6cxs9THIwxbN68GR8+fODbmjRpIsiYTQjRPRTsIIQQ3VFWwQ4AuHjxIoYPHy4o+atMx44dcfToUVSqVElhm0QiwYQJE7B3716Vx48bNw47d+5U+lldKjExET179lQ5WcHIyAi//PILxo8fX+BYC3Lo0CGMGDECHMehYcOG2LlzJ5o0aaJ037t372Ly5Mm4f/8+OI7DgQMHMGzYsBKfW0qtZSxhYWH48ssvkZ2dDT09PUyZMgV3795FWloaXr16hVevXiEtLQ3BwcGYMmUK9PX1kZOTg1GjRml9zTwhuooxhm+//VbQpq+vj9mzZ/OBDiA/MiqfuyM0NBQnTpxQ2q9IJIK3tzemTZuG9u3bw8DAQGGfjx8/4u+//1ZIiir16NEjhSl1zZs3V/lc5JOTllYNd2UVWbRN+odfVkhICPLy8rQ0IkIIIYQQUlo6d+6M0NBQ+Pn5oX379qhcuTIMDAxgYmICV1dXDBkyBCdPnsTFixeVBjqA/M/re/bswZkzZ9C3b19Uq1YNhoaGqFatGvr27YuzZ89i9+7dBQY6AMDOzg43b97E1q1b0bp1a9ja2sLY2Bhubm6YMGEC7t27p1agAwBfDdLT0xPXr19XGegA8m/4Xbt2DbVq1QJjDDt27FDr3FJqzewYO3Ys/P39YWxsjLNnz6J9+/YF7n/16lX06NEDWVlZ8PX1LTAiRTSPZnZUDP/++y+6du0qaPvpp5/4etqyGGPw9vbGw4cP+TZvb2/cu3dPaXJSWWKxGFeuXMH9+/cFuSRq1aqlNNLKGMO2bdvw7t07vs3d3R0jR45U2n9iYiIqV64saLt69Sratm1b4LhK4r///hOU8uI4Dunp6Vq/65qUlITNmzcL2oYNG6YQnCGE6A6a2UEIIbqjLGd2fGpsbW2RnJyMPXv2YPTo0UU6xt/fH2PHjoW1tTVfrlcdas3suHjxIjiOw6xZswoNdAD5VSJmzZoFxpjSNUiEkIIpm9Xh5OSEr776Sun+HMcp7H///n38888/hZ7LwsICffr0waRJk+Dh4cH317lzZ6X7R0ZGCgIdQMGzOq5cuSJ4bGpqWuD+6pBPUMoYw/Pnz0vlXMVhY2MDZ2dnQdujR4+0NBpCCCGEEEI0Q5rKQn4mc0Gk+8qW4FWHWsEO6YVNcdaYS5MRyl8UEUIKd/z4cQQHBwvali5dWmAkeuDAgQoX+6tWrSpy5Q8HBwd88cUXGDlyJDp37gw7Ozul+926dUvw2M7ODu7u7ir7lV/C0qZNm0KTn5aUubm5QuLP8rCUBVD8BxAWFqawFIgQonuouhIhhJR/9Le69EiX16ekpBT5mNTUVMGx6lIr2CGdgl6caZpGRkYAoPKCiRCiXG5uLhYtWgRzc3N4eHiA4zh4enoWOi1MT08PCxYsELTduHGj2IlA3d3d0bJlS6XbEhMTERERIWhr1qxZgUtl5IMdHTt2LNZ4iqt27dqCx+Ul2FGvXj1BWd68vDyEhIRocUSEEHVI10lT/h1CCCn/pH+rC8txQYpv4MCBYIzh2LFjRT7m6NGj4DhOrXK3stT6qbZq1QoACi05K+vOnTsA8qsuEEKK7rfffkNoaCi8vb0xcuRIfP3115g+fTofAS3IyJEjUb16dUGbqhrfJWFlZQUrKyv+sYmJCby8vFTuHxsbq7CMpLSSk0rJ58EoL0mSTUxMFGbe0FIWQnSXgYEBDAwM8PHjR20PhRBCSCHEYjH/d5to1uzZs+Hm5oYdO3bg8OHDhe5/9OhR7NixA66urpgzZ45GxqBWsGP27NnQ09PD6tWri7Qs5e3bt1izZg0MDAzw9ddfq3NqQj4pWVlZWLZsGQCgUaNGAABLS0u8f/8e169fL/R4AwMDzJs3T9B24cKFYgUqCxIUFCSYoubj41PgP43Lly8LHleqVIl/XqWlPFZkkZJfyhIbG6uRpEyEkLLHcRwsLCyQkpJCS9IIIaQcy8jIQGpqKiwsLApN3E+Kz8rKChcvXsRnn32G4cOHo1+/fjh58iTi4+ORk5OD3NxcxMfH4+TJk+jfvz+GDh2Kzz77DJcuXRLcRFWHvjoHN2nSBDt27MDkyZPRrFkz/Pzzz/j8888VpgFJJBKcOnUKs2fPxrt377Bt2zY0bdpUrYET8inZvn07YmJiUL16ddja2gq2eXt7F6mPsWPHYsWKFUhISODbVq9erbIUbXHUrFkT8fHxiImJgbu7e6EVVeSXsLRv316wlKM0yC9jCQ0NBWOsXPxzq1mzJkxMTJCRkQFLS0s0aNCA7jAQosPs7OyQkZGBmJgYWFpawsLCAnp6euXi7w0hhHzKGGPIy8uDWCxGamoqjIyMKL1CKZH9bM8Yw6lTp3Dq1CmV+zPGEBwcDDc3N5X7cByH3NzcIo9BrWDH2LFjAQB169bFw4cPMXDgQFSqVAne3t6wt7cHx3FISEjAgwcP+LuUXl5euH79usq70RzHYc+ePeoMi5AKRSwWY+XKlQAUAxu2trZFLnllYmKCb775RjDD4+TJk3jy5Anq16+v1hgdHBwwdOjQIu3LGFOY2VHaS1gAxZkdYrEYb968QdWqVUv93IXR09ND9+7dYW5ujho1atC6UUJ0nJ6eHpydnZGYmAixWIzk5GRtD4kQQogMAwMDWFtbw87OrtRvuH2q5JO/FiUZrKYTxqoV7PD39+fvUnAcB8YYkpKSFC5kpIPmOA4PHz7Ew4cPlfYnvctKwQ5C/mf9+vVITEyEoaEh6tWrJ9jm7e1drDuFkydPxpo1a/Dhwwe+bc2aNThw4IDGxluY8PBwxMfHC9rKItjh7OzMz56QCgsLKxfBDqB4ZbkIIeWfnp4eHBwcYG9vj5ycHEgkEm0PiRBCCPKTkRoYGNBsu1K2dOlSbQ9BvWBH9erV6U1CSClKTEzEunXrAOTPoJItzcpxXLEvkC0sLDBjxgwsX76cbzt06BC+//77AsvEapL8EpaqVasqzLooDSKRCJ6enoJga2hoKNq3b1/q5yaEfLo4jiu1stqEEEJIeaXzwY7o6GgNDYMQoswPP/wAsVgMQHEJS82aNWFhYVHsPmfMmIGffvqJrxQgkUjg5+eHnTt3qj/gIlC2hKWsgqa1atUSBDvKU5JSQgghhBBCiObQwnBCyqm4uDj88ssvAPJzc7i4uAi2l7R6iY2NDaZMmSJo8/f3R1xcXIn6Kw6JRIKAgABBW1ksYZEqzxVZCCGEEEIIIZpDwQ5Cyqnvv/8eWVlZABQDG6ampvD09Cxx37Nnz4aRkRH/OCcnh18uU5pkkxVLdezYsdTPK6WsIkt5lpKSgpCQEG0PgxBCCCGEEJ2j1jIWQkjpCA8Px969ewHkr/f28vISbG/YsKFamaOrVKmCcePGYevWrXzbzp078e2338Le3r7E/RZGPl+Hh4cHqlevXmrnkyc/syM6OhqZmZkwNjYuszEUJicnByEhIXj06BGioqIgEolQo0YNmJmZaXtohBBCCCGEFNvDhw8RGBiIyMhIiMVi5OXlFbi/poqWaDTYIRaLERUVVaQnAABt27bV5OkJqTCWLFnC/w65u7vD0tJSsL2kS1hkzZs3Dzt37uRrVWdkZGDjxo1YtWqV2n2roo2Ss7LkZ8MwxvDixQu1S+9qkkQiwZkzZ/ifi0QiQUhICJo2barlkRFCCCGEEFJ0z549w7hx4xAUFFTkYzRZoVXtYAdjDLt27cK2bdvw6NGjIh/HcRz/YZ4Q8j/379/Hn3/+yT+WT0xarVo1ODg4qH0eFxcXjBw5Ev7+/nzbL7/8grlz58La2lrt/uVlZ2fj2rVrgrayXMIC5FejcXR0FJS+DQ0NLVfBDiMjI9SuXRtPnjzh2x4+fEjBDkIIIYQQojMiIyPRunVrJCcngzEGIP+zuLW1NUSissmmoVawIycnB/369cM///wDAPyTIISU3Hfffcd/b2JiorD0QhOzOqQWLFiAX3/9lf/dTU1NxZYtWwRj0JSgoCCkp6cL2jp06KDx8xSmVq1agmBHeUxS6uXlJQh2vHr1ComJibCzs9PiqAghhBBCCCmaJUuW4MOHDxCJRJgzZw6mTJmCGjVqlOkY1Ap2/PTTTzh37hyA/LvEvr6+8PLyKtNoDSEVSWBgIP87BQD169eHvv7/fk319PQ0OguhVq1aGDx4MA4fPsy3rV+/HrNmzdJ4jgj5JSxeXl6oXLmyRs9RFLVr1xaMpTwGO9zc3GBmZoa0tDS+7eHDh2W+7IcQQgghhJCSuHjxIjiOw6xZs+Dn56eVMagV7Pjtt98AAC1atMDFixdhYmKikUER8ilijGHhwoWCtri4OPTt2xfPnj3D8+fPUadOHY3/ni1cuFAQ7Hj//j127tyJr7/+WqPnkU9OWtZLWKTkZ8qUx4osIpEIDRo0wO3bt/m2x48fo2PHjuA4TosjI4QQQgghpHCpqakAgIEDB2ptDGpNv4iKigLHcVi4cCEFOghR05kzZ3Djxg1B23fffYdGjRph+PDhmD17dqkECBo1aoRevXoJ2tatW8eXvdWEtLQ0wYU7UPbJSaXkgx1hYWHlcgmefAWelJQUvHz5UkujIYQQQgghpOicnZ0BQDBLvaypFeyoVKkSAMDJyUkjgyHkUyWRSBTyZLi6umLChAn8Y3Nzc/53TtPkz/3q1Sv8+uuvGuv/+vXryMnJ4R/r6elprRpT7dq1BY9TU1ORkJCglbEUpEqVKgplgB8+fKil0RBCCCGEEFJ03bp1AwDcuXNHa2NQK9ghvfMYHR2tibEQ8sk6dOiQQjWj5cuXw9DQsEzO36JFC4VkoX5+fhqrmCS/hKVp06awsLDQSN/F5ezsrDATrTwuZQEUZ3c8ffpUEDQihBBCCCGkPPrmm29gYWGBtWvXIikpSStjUCvYMW3aNDDGNFIDl5BPVU5ODpYsWSJoq1evHkaMGFGm45Cf3REZGYlDhw5ppG/5YIc2E22KRCLUrFlT0FYek5QCQIMGDQQ5OrKzs8ttYIYQQgghhBApFxcXHD9+HElJSWjZsiX+/fffMh+DWgtoevbsienTp2Pz5s2YM2cO/Pz8oKenp6mxEfJJ2LNnDyIiIgRtq1atKvPfpY4dO6JZs2YICgri29asWYMRI0aoVV0pKSkJ9+/fF7Rpu6pI7dq1BTNpymuww8LCAm5uboL3x6NHj9CgQQMtjooQQgghhJDCdezYEffv30fLli3RvXt3VKpUCR4eHjA1NS3wOI7jFG6WloTa2UI2btwIFxcXLFq0CEePHsWAAQPg6elZ6BMAgFGjRql7ekJ0Wnp6Or7//ntBW7t27ZCeno5nz57B09OzzIIeHMfh22+/Rd++ffm2p0+f4uTJkxgwYECJ+71y5YogAaixsTGaN2+u1ljVpQsVWaQaNmwoCHZERERALBZrbRkQIYQQQgghRXHz5k18+eWXSExMBGMMSUlJBebw4DgOjDGNVR9UO9iRkZGBDx8+wMDAALGxsdi4cWORjuM4joId5JP3yy+/4PXr14K2MWPGIDw8HOHh4TA1NYWPj49CPo3S0rt3bzRo0ACPHz/m21avXo3+/fuX+I+OfFS2devWMDY2Vmuc6lJWkaW8ql27NgwMDPhcHYwxPHnyBC1atNDyyAghhBBCCFHu6dOn6NatG9LT08EYg7GxMWrWrAlra2u1Zo0Xh1rBjvT0dHTt2hW3bt0CgHJZvpGQ8io5ORk//PCDoK1Lly58TWog/3fs48ePZTYmkUiEb7/9FsOHD+fb7t27hwsXLvAZlYvr8uXLgsfaXsICKFZkiYqKQmZmptaDMMoYGhqibt26gkosjx49omAHIYQQQggpt5YvX460tDQYGRnhp59+wtixY8v8s7ZawY6ff/4ZN2/eBAA0b94cEydOhJeXV5lGawjRVevWrcOHDx8EbXPmzOGDh1KNGjUqw1EBgwcPxpIlS/D8+XO+bdWqVSUKdsTHxyssEenYsaPaY1SXp6en4DFjDC9evED9+vW1NKKCNWzYEA8fPoStrS0aNmyIhg0bantIhBBCCCGEqHTjxg1+mfxXX32llTGoFez4448/wHEcevTogb///psCHIQUUUJCAjZs2CBoGzhwIDIyMgRtdnZ2cHJyKsORAXp6eliwYAHGjRvHtwUGBiIwMBBt2rQpVl/yszqsrKzQuHFjjYxTHRYWFqhWrRpevXrFt4WFhZXbYEeNGjUwfvx4VKtWTWNrGAkhhBBCCCkt0pu63bt319oY1IpOREdHAwBmzpxJgQ5CimHVqlVIS0vjH4tEIixduhQhISGC/Ro1aqSVi9uRI0fC2dlZ0LZq1api9yMf7Gjfvn25qdgkv5SlPCcpFYlEcHR0pEAHIYQQQgjRCdIbtnl5eVobg1oRikqVKgHIv/tMCCma6OhobN++XdA2evRo5Obm8kkogfwkvl5eXmU9PAD5eSLmzp0raDt//jzu3btX5D4YYwrJScvDEhYpXUpSSgghhBBCiC7p06cPAODatWtaG4NawY4mTZoAAMLDwzUyGEI+BcuWLRMENQwNDbF06VLcv39fsF/NmjVhbm5e1sPjjR8/Hvb29oK21atXF/n4Fy9eIDY2VtBWHpKTSlGwgxBCCCGEkNIxd+5c2NvbY+3atfyKkLKmVrBj5syZAPLLZ1IlFkIKFxISgv379wvavvrqK5iamioEBso6Mak8ExMTzJ49W9B2/PhxPH36tEjHyy9hcXBwQN26dTU2PnUpW8ZCf8cIIYQQQghRn4ODA86fPw9LS0s0a9YMu3btQnJycpmOQa1gR4cOHbBq1SrcuHEDw4YNK/PBE6JrFi1aJLigNjc3x7fffosHDx4I9jM1NVWoGKINU6ZMgbW1taBtzZo1RTpW2RKW8pRzQn5mR2pqKhISErQ0muJLTEzE5cuX8ezZM20PhRBCCCGEEAE3Nzf069cPaWlpePfuHSZPngw7OztUqVIFbm5uBX65u7trZAxqVWP5/vvvAQBNmzbFkSNHcPbsWXTp0gWenp4wNTUt9PglS5aoc3pCdEpQUBBOnjwpaJs9ezZsbW3x8OFDQXvDhg3LRSJPS0tLTJ8+HStWrODbDh48iOXLl8PNzU3lcRKJRGFmR3lawgIA1atXh7GxMTIzM/m2sLAwVKlSRYujKtzz589x9epVxMfHAwBcXV1Rp04dLY+KEEIIIYSQ/5FfusIYA2MMb9++LfRYTd0gVSvYsWzZMn4gHMchLS0Nf/31V5GPp2AH+ZR8++23gse2trb45ptvEBERgY8fPwq2eXt7l+XQCjRz5kz8/PPPfPWYvLw8+Pn5YceOHSqPefz4Md6/fy9oK0/JSYH8Cieenp549OgR3xYaGop27dppcVSFy87O5gMdAPDy5UtkZ2fD0NBQi6MihBBCCCHkf3x9fbU9BPWCHQAU1rjTmndCFF28eFFhpsPChQthaWmJf/75R9BerVo1hcSg2mRra4vJkyfjp59+4tv8/f2xZMkSODo6Kj1GfgmLq6srXF1dS3WcJVGrVi1BsEMXkpTWrFkTIpEIEokEQP4smpcvX6JmzZpaHhkhhBBCCCH59u3bp+0hqJezQyKRqPVFyKeAMaYwq8PR0RFfffUV0tPTFS6wtZ2YVJlvvvkGRkZG/OPs7GxB8EOefLCjvC1hkZJPUqoLwQ5DQ0O+brlUVFSUlkZDCCGEEEJI+aRWsIMQUrgTJ07g7t27gralS5fCxMQE79+/F5SX1dfXR4MGDcp6iIWqWrUqxo4dK2jbsWMHEhMTFfbNyclRqKdd3pawSMknKQ0NDdXSSIpHfpYMBTsIIYQQQggRomAHIaUoLy8PixYtErTVrFkTY8aMAQA4Oztj5syZ+OKLL1CvXj3Ur18fxsbG2hhqoebOnStImpqeno4NGzYo7Hf37l2FHCS6EuyIjo5GVlaWlkZTdPLBjjdv3iA9PV1LoyGEEEIIIaT8UTtnByFEtd9++02hNOjKlSuhr/+/Xz2RSAQPDw94eHiU65w3rq6u+OKLL7B//36+7ZdffsHcuXNhZWXFt8kvYalfvz4cHBzKbJzFIR/skEgkePHiBerVq6elERWNk5MTDAwMkJOTw7dFRUWV+3ETQgghhJBP04cPH/Dw4UMkJiYiIyOj0OueUaNGqX1OCnYQUkqysrKwdOlSQZu3tzcGDRqk8hhNlVkqLQsXLsRvv/3G/3FKSUnB1q1bsXDhQn4f+USs5XVWBwBYWFigWrVqePXqFd8WGhpa7oMGenp6cHFxwYsXL/g2CnYQQgghhJDy5sqVK1i6dCmuX79e5GM4jtNIsEMjy1iys7Oxb98+9O3bFzVq1IC5uTn09PQK/JK9s01IRbRjxw7ExMQI2lavXg2RSHdXj9WuXRsDBw4UtK1fv55fQpGeno6bN28KtpfX5KRS8rM7dCFJKUB5OwghhBBCSPm2bds2dO7cGdevXwdjrFhfmqD2VVd4eDgaNWqE8ePH49SpU4iJiUF6enqZPQFCyqOPHz9i5cqVgra2bduiW7duWhqR5shXlnn37h127doFALhx4ways7P5bSKRCO3atSvT8RWXLlZkARSDHUlJSUhJSdHSaAghhBBCCPmfZ8+eYcaMGWCMoUGDBjh58iTOnDkDIH/mRkREBO7evYtt27bhs88+AwC0bt0aISEhiIyM1MgY1Ap2pKWloUePHggNDQXHcejXrx8mTJgAIP8JLF68GFOnTkWzZs34tpYtW2Lp0qVYsmSJ+qMnpJzasGED3r17J2hbs2YNv0wlLS1NG8PSCG9vb/Ts2VPQtnbtWmRlZSksYfHx8RHk8yiPdLUiS5UqVWBiYiJoo9kdhBBCCCGkPNi8eTPy8vJgZ2eHwMBAfP7556hevTq/3dXVFY0bN8akSZNw9+5dzJ07F9evX8f06dPh4uKikTGoFezYvn07oqKioKenhwsXLuD48eOYMWMGv3358uXYvHkzbt26hXv37qFOnTq4ffs2bG1tFXIZEFJRvH//HmvXrhW09e7dGy1btgSQn+fip59+wv79+/H48WNBkkldIT+7Iz4+Hvv371dITlrel7AAypex6MLMM47jUKNGDUEbBTsIIYQQQkh5cPXqVXAchxkzZsDCwqLAfTmOg5+fHzp27IiAgADs3btXI2NQK9hx6tQpcByHIUOGFJqE0NvbGwEBAbC3t8fs2bNx7949dU5NSLl15MgRpKam8o85jsOqVav4xw8fPgRjDFFRUTh+/Di2bNkCiUSijaGWWKtWrRSWp6xcuVLh91oXgh3yy1hSUlKQkJCgpdEUj/xSlsjISJ0I1BBCCCGEkIotLi4OAPglKoCwGIOyG74TJ04EYwy///67RsagVrDj6dOnAID+/fsr3S5/AVe5cmXMnj0bubm5+OWXX9Q5NSHl1oMHDwSP+/bti4YNGwIAGGMK293d3XUyael3330neBwTEyP4nTcyMuJns5Rn1atXh7GxsaBNV/J2uLm5CR5//PgR79+/19JoCCGEEEIIyZeZmQkAqFatGt9mZmbGf//hwweFYzw8PAD8L86gLrWusJKTkwFAsKbGyMiI/15ZXoJWrVoByJ/WQkhFJP/L2aJFC/77ly9fKvxie3t7l8m4NK1z585o0qSJyu0tW7ZUyClRHolEItSsWVPQpivBDhsbG1hYWEAkEsHFxQXt27eHoaGhtodFCCGEEEI+cTY2NgCEMYHKlSvzszvCw8MVjklMTATwvziDutQKdpiamgIQTkextrbmv5cvuynrzZs36pyakHJLPthRt25d/nv5WR12dnZwdHQsi2FpHMdxCrM7ZOnCEhYp+aUsupKklOM4jBw5EvPnz8fo0aPRrl07WFpaantYhBBCCCHkEyf9fP38+XO+zdTUlL/J+Pfffyscc+LECQD5QRFNUCvYIV0v/urVK77Nzs6Oj+LcuHFD4Rjpmn66+0gqonfv3iksI6hTpw4AICsrSyEQ4u3tLQgW6po+ffqgXr16SrcVlsenPFGWpFRX2Nvb099TQgghhBBSrrRu3RqMMQQGBgraBwwYAMYYNm3ahH379iEtLQ1v377Fjz/+iN27d4PjOI1dR6gV7PDx8QEABAcHC9o7deoExhjWrl2LpKQkvj0yMhI//PADOI5Do0aN1Dk1IeWSfDDD2NiYr5gREhIiSMTDcRyfy0NXiUQihcosAGBhYVHgEpfyRpeDHYQQQgghhJQ3vXv3BgCcPHmSz98BAN988w1sbGyQk5OD8ePHw9LSElWrVsXChQuRl5cHY2NjLFiwQCNjUCvY0aVLFzDGFKagSMvPRkZGwtPTE4MHD0bPnj3RqFEjfhbIxIkT1Tk1IeWSfLCjdu3a0NPTA6C4hMXT0xPm5uZlNbRSM2TIELi7uwva2rVrB319fS2NqPjkl7FERUUhKytLS6MhhBBCCCFEtzVr1gz79u2Dn5+fIGehra0tzp8/jxo1aoAxJviyt7fHiRMn+Jnx6lLraqR3795o27Yt8vLyEBERwV/wtGrVCkuWLMH333+PpKQkHD9+HAD4kohjxozBiBEj1Bw6IeXPs2fPBI+lv6iJiYmIjY0VbKsos5v09fWxcuVKDB8+nG8bO3asFkdUfJ6enoLHEokEL168ULlEhxBCCCGEEFIwX19fpe2NGzdGaGgoLl++jJCQEOTm5qJmzZro1q0bnxdUE9QKdpiamuLKlStKty1btgxt2rTB7t27BU9g1KhRGDhwoDqnJaTcUpWcVH5Wh5mZmUIFEF02bNgw5Obm4ty5c+jatSv69eun7SEVi6WlJapVqybIPxQWFqaTwQ7GGJKSkmBtbc3PKiKEEEIIIaQ8MTAwQLdu3dCtW7dSO0epzjPv1KmTTlVkIERdyoIdEokEDx8+FLQ3bNiwwl2Ijhw5EiNHjtT2MEqsVq1agmCHrlRkkXr8+DEiIyMRGRmJ1NRU+Pr68vliCCGEEEIIKUvXrl0DADRp0gQmJiZFOiYzMxN37twBALRt21btMejOonpCyrnk5GS8fv1a0FanTh28ePECHz9+FLRXlCUsFUmtWrUQEBDAP9a1JKW3bt0SvP+ioqIo2EEIIYQQQrSiffv2EIlEePToET/bvTDx8fH8cbm5uWqPQe3Ss+7u7njx4kWRj4mJiYGbm5tCQkNCdJ18vg59fX14eHgoLGFxdHSEvb19GY6MFIV8klJdC3ZIS4FLRUVFaWkkhBBCCCGE/C9nZ1kdJ0+tYMfLly8RHR2N7OzsIh+Tk5OD6OhoREdHq3NqQsod+SUsnp6eyM7OVrhoplkd5ZN8+dnQ0FCN/aEtC/LBjvj4eKooQwghhBBCdIZEIgEAjS33VyvYQQj5H2WVWEQiEdq1a4dKlSoByJ/tUb9+fW0MjxRCPtiRkpKCt2/famk0xVe9enWIRP/7ky6RSBATE6PFERFCCCGEEFJ0L1++BABYWVlppL8yz9mRkpICABotKUNIeaAsOamJiQnatm2LNm3aICYmBu/evYOxsbGWRkgKUr16dRgbGyMzM5NvCwsLg4ODgxZHVXSGhoZwcnISBDgiIyMrVNUfQgghhBBSPqm6yfb69WuYm5sXeGxWVhYiIiKwePFicBynsYqIZR7s+P333wEALi4uZX1qQkqVqrKzAMBxHFxcXOh9X47p6emhZs2aePz4Md8WGhqqkUzQZcXV1VXwj4bydhBCCCGEkLIgv6QayM+90bVr12L3NWrUKE0MqXjBjo4dOyptHzNmDMzMzAo8NisrC5GRkXj79i04jivRkyakvEpLS+OnXUnVqVNHS6MhJVWrVi1BsEPXkpS6ubnh6tWr/OOEhASkpaUV+veZEEIIIYQQdajKdVecHHjGxsaYMWMGxo4dq5ExFSvYceXKFXAcJxgwYwx3794t1knd3NywcOHCYh0jLzU1FWfPnsXdu3cRHByM+Ph4vHv3DhkZGbC2tkbdunXRs2dPjBs3Dra2toX2d/PmTWzduhWBgYFISEiAtbU1vLy8MHr0aAwfPrzI4zp48CD27duHR48eITk5GQ4ODmjTpg2mTp2KFi1aFKmP9PR0/PLLLzhy5AgiIiKQlZUFZ2dn9OrVCzNmzKDZAeVQaGio4LFIJIKnp6eWRkNKStcrsjg6OsLAwAA5OTl8W3R0tMamAhJCCCGEEKLMvn37BI/HjBkDjuOwYsUKODo6qjyO4zgYGxujatWq8Pb2LnTJS3FwrBihlvbt24PjOP7x1atXwXEcGjduXOCdQ9kn0LJlSwwbNkztO40XL15Ely5dCt3Pzs4Ov//+O7p166Zyn2XLlmHFihV89ld5vXr1wtGjRwvMtZCRkYFBgwbh7NmzSreLRCIsWbIES5cuLXC8L168QM+ePfH8+XOl2y0tLXHgwAH07t27wH6UiYuLg7OzM2JjY+Hk5FTs44lqv/32m2C6lYeHh8qfISm/fv/9d3z55Zf84+KW1i4PDhw4IBjzZ599hj59+mhxRIQQQgghFQddUxWNSCQCx3F4/PixYHl/WSr2zA5Z0sz//v7+WnkCzs7O6NChAxo3bgxnZ2dUrVoVEokEcXFxOHr0KI4fP47ExER8/vnnuHPnDry8vBT62LFjB5YvXw4g/8Lm22+/RYMGDfDq1Sts3LgRAQEBOHPmDMaOHYs//vhD5VjGjh3LBzo6dOiAmTNnolq1anj8+DFWr16NiIgILFu2DFWrVsXEiROV9iEWi9GrVy/+InnChAkYNmwYTExMEBAQgDVr1iA1NRVDhw7FjRs3qIRpOSJfiaV169ZITEyEnZ2dlkZESkK+IktUVBSysrJgZGSkpREVn6urqyDYQWW+CSGEEEJIWQsICACgPJdHWSnWzA55o0ePBsdxWL16NapWrarJcRUqLy+v0Pq7J0+eRP/+/QEA/fv3x/HjxwXbk5KS4ObmhpSUFFSvXh337t0TXJzm5eWhf//+OHXqFID8H1j79u0VznP58mV06tQJANCnTx+cOHFCMLbExEQ0btwYMTExsLa2RmRkJF+KVNaSJUuwYsUKAMCPP/6IuXPnCrbfvHkT7dq1Q25uLtq1a6cQfCoMRSFLT79+/fDXX38ByC+VNGvWLHAcB2dnZzRq1AgNGzaEvn6Z5wMmxZSamqpQ6urJkyc6tQzk9evX2Llzp6Bt1qxZGivhRQghhBDyKaNrKt0hUudgf39/7Nu3r8wDHQAKDXQA+Reg0ju1gYGBCtt3797Nl8L18/NTuAuvp6eHrVu38udau3at0vOsW7cOAKCvry/YX8rOzg5+fn4AgOTkZOzevVuhj5ycHGzatAlAfmLLb775RmGfli1bYty4cQDylxAVN1cKKT2ylVjq1q3LL/eKjY3FhQsXipWYh2iPpaWlwt8zXcvbUaVKFZiYmAjaIiMjtTQaQgghhBBClHv48CEWL16MKVOm4Mcff0R8fLxG+1cr2FFUERERCAoKQkJCQlmcTsDCwgIAkJmZqbDt5MmTAPIvcAYMGKD0eCcnJ3Tu3BkAcOnSJYjFYsF2sViMS5cuAQA6d+6sMro3YMAAWFpaAgBOnDihsD0gIIAPvPj6+vJLhOSNHj2a/15ZP6TsZWZmIiIign/s5uYm2F6nTh0YGBiU9bBICckvZdG1YAfHcQrTBakELSGEEEIIKUt3795F06ZN0bJlSyQnJyts37FjBxo3bozVq1dj586dWLhwIerWrYt///1XY2NQK9jx9u1bbN26FVu3buUv1GW9ePECjRs3hqenJ1q2bAlHR0cMHDgQHz58UOe0RRYWFoYHDx4AUKyykJ2djTt37gAAWrRoAUNDQ5X9tGvXDkB++dzg4GDBtrt37yI7O1uwnzKGhoZo3rw5f4xstQQAuH79usL5lPHx8YGpqSkA4MaNGyr3I2Xn+fPnfHJbPT09hWo5Hh4e2hgWKSH5vxXylXZ0gWywQ09PT2XyZUIIIYQQQkrDqVOnEBwcDEtLS1hbWwu2RUVFYcaMGZBIJGCM8V9isRhDhw7Fu3fvNDIGtYIdx48fx7Rp07Bx40aF9eBZWVno0aMHHjx4wA9eIpHg5MmT6Nu3r1qDLkh6ejqeP3+On3/+mc9vAeSvWZcVHh6OvLw8AIoXN/Jkt8snopRdvlDUfnJzcxUqdRS1H319ff7iWX4sRDtkf3aOjo4KgbMaNWqU8YiIOnR9ZgeQH2Br1aoVRo4cifnz52PQoEHaHhIhhBBCCPmEXLlyBRzHoXv37grbtmzZgpycHJiYmOD48eNISUnB4cOHYWJigpSUFGzfvl0jY1Ar2HHhwgVwHMcnAZXl7+/PT+3//PPPsXHjRvTp0weMMdy4cQN//vmnOqdWOBfHceA4DmZmZvD09MQ333zDL5tZsGABRowYITgmLi6O/76wxDLOzs7897GxsaXaj5mZmULkS1U/7969Q1ZWVoH7ktInG+yQXz7g4OCgdpllUrbkg41hYWE6l3PF2toanTt3hru7Oy2hIoQQQgghZU6af6Nhw4YK2/766y9wHIdJkyahX79+sLCwwKBBgzB58mQwxvDPP/9oZAxqBTukdzylyzNkScu0duzYESdPnsT06dPx119/oXPnzmCM4dChQ+qcukgaNWqEO3fuYM2aNXzCSCnZ3Bvm5uYF9iN7sfrx48dS7aewPgrrR1ZWVhZSU1P5L/l8I0QzZGfYyOfr0GapJVIy8jM7kpOT8fbtWy2NhhBCCCGEEN0jXYpia2sraI+Pj+cnRQwZMkSwrWvXrgA0t4xcrWCH9AnIz2jIyMjA7du3wXEcJk6cKNg2duxYAMB///2nzqkF+vXrh8ePH+Px48e4c+cODh48iP79++PBgwcYPnw4Tp8+rXCMbMLSgvJ1AICRkRH/fUZGRqn2U1gfhfUja82aNbCysuK/6tatW2jfpPikMzsMDAwUfhco2KF7qlevLvgdA3RzKQshhBBCCCHaIs1rmZaWJmiXVkk1NTVFkyZNBNscHBwAQGM36dUKdkizqspXDrl9+zZycnLAcRxfyURKevGnyTul1tbWqF+/PurXr48mTZpg2LBhOH78OPbv34/IyEj07dsX/v7+gmOMjY3576U/CFVkl4rIl3TUdD+F9VFYP7IWLlyIlJQU/kt2uQXRjNzcXISHhwMAXFxcBGWHRSKRQrJSUv7p6enB09NT0EbBDkIIIYQQQoqucuXKACCoWgmAr7bSvHlzwbUT8L8JAIWldSgqtYId0iUXb968EbRfuXIFAFC3bl1UqlRJsE26flxfX1+dUxfJl19+icGDB0MikWDatGlISkrit0lL0gIFLwUBhNEo+WUmmu6nsD4K60eWkZERLC0t+S/ZsRLNiIiI4CvryM/icHR0VJghQHSD/FIWXazIQgghhBBCiLb4+PiAMYY9e/bwlQHfv3+P48ePg+M4dOrUSeEYaWBEOsNDXWoFO6SJ/OQTiBw7dgwcxyktoSoNjGjqCRRGWvklLS1NME7Z5QaySUaVkU0mKptktDT6SUtLU1qHWFk/lStXpotpLSsoOSktYdFdFaEii1RqaioePnyIkydP4uTJk9oeDiGEEELIJy8mJgZLly6Fj48PKleuDGNjYzg7O6NNmzZYsmQJnjx5UuDx586dQ//+/eHk5AQjIyM4OTmhf//+OHfuXJHHkJubi+3bt6NNmzaoXLkyTExM4O7ujkmTJiEkJETdp4hRo0YByF+20rp1a8yZMwctW7ZESkoK9PX18cUXXygcc/PmTQCAu7u72ucHALWmV/Tq1Qu3b9/Gzp07UadOHbRp0wb+/v54+vQpOI7DgAEDFI6R5upwdHRU59RFJp0+AwAvX77kv/f09ISenh7y8vIKvWsru71OnTqCbbJ5MIraj76+PmrWrKnQz7Fjx/j9lCV9BfLflNKIl/xYSNmTBjtMTExQtWpVwTYKduguZRVZdNGLFy9w4MAB/rG+vj569+5dJjPrCCGEEEKIos2bN2PhwoUKuSzi4uIQFxeH69evIzU1FRs2bFA4ViKRYOLEidizZ4+gPT4+HvHx8Th58iTGjx+PHTt2KKSakJWYmIiePXvi7t27gvbIyEjs3LkTv/76K3755ReMHz++xM+zf//+GDRoEI4ePYrbt28jKCiIr3A4b948hZv/eXl5/KyP1q1bl/i8stSa2TFt2jRUrVoV2dnZmDZtGry8vLB+/XoAQIsWLdChQweFY06dOgWO4xSSkZQWackbQLjkw9DQEE2bNgUA3Lp1q8BcGVevXgWQvyzEx8dHsK1JkyZ8UlHpfspkZ2fj9u3b/DHy5SBlf6AF9RMcHMz/YrRq1UrlfqRsSCux1KhRQ1DxR19fv9BSxKT8kp/ZERkZqZNlnuWDyrm5uYXOQCOEEEIIIaVj5cqVmDFjBtLS0uDp6Ym1a9fiypUruH//Pi5evIi1a9eiZcuWKgMV3333HR/o8Pb2xsGDB/kCHd7e3gCA3bt3Y9GiRSrHkJeXh/79+/OBjgEDBuDcuXMICgrCpk2bYG9vj6ysLEyaNKlYM0WUOXToEDZt2oQ2bdrAw8MDbdu2xZ49e7BixQql+yYkJIAxhl69eql1Xh5T09OnT1njxo0Zx3H8V9u2bVl8fLzCvg8ePGAcxzGRSMT++ecfdU9dJD179mQAGAAWEBAg2Obn58dvO3jwoNLjY2NjmZ6eHgPAevbsqXSfHj16MABMX1+fxcbGKt3n4MGD/Ll+/PFHhe1ZWVnMysqKAWB16tRhEolEaT+TJk3i+7lz504Bz1z5cwGgcoyk+Ly9vRkA1qtXL7Zs2TL+a//+/doeGlFDSkoK/3sm/QoJCdH2sEpkx44dgvfmpUuXtD0kQgghhBCdVdJrqosXL/KfK0eNGsWys7NV7puVlaXQFhYWxvT19RkA5uPjw9LT0wXb09LSmI+PD39d+vz5c6V979mzhx/HV199pbD9+fPnzNLSkgFgHh4eLCcnp1jPszxRa2YHkL+UIjg4GBEREbhx4wYiIyNx9epVVKtWTen++/btw969e9GxY0e1zuvv7y8o+6rM+vXrcfbsWQD5SwratGkj2D5+/HhYWVkBABYsWID3798Ltufl5eGrr75CXl4eAGDu3LlKzzNnzhwA+XdNp06dyu8vlZiYiPnz5wPIzyyrbDqQoaEhZsyYASB/tsC6desU9rl16xYfyWvXrl2ZzY4hykkkEn5p0ocPH5CQkMBvoyUsus3S0lJhWZKuLmWRfy9GRUVpaSSEEEIIIZ8miUSCKVOmAAC8vLywZ88ehZn+sqQrB2Rt2LABubm5APKXwshX5TQ1NcXmzZsB5F+XSldcyJNeZ9rY2GDt2rUK2z08PLBw4UIA+UuiT5w4UdjTK7c4xv5/4YyOqVGjBsRiMQYOHIjWrVvD3d0d5ubmEIvFePz4MQ4cOIAbN24AyH+znDlzRqEMLgDs2LEDkydPBpCfCOW7775DgwYN8OrVK2zYsAEBAQEAgOHDh+OPP/5QOZ7hw4fj0KFDAIAOHTpg1qxZqFatGh4/foxVq1bxeTZ27NiBiRMnKu1DLBbDx8eHL2U6ceJEDBs2DCYmJggICMDq1avx8eNHmJiY4ObNm2jUqFGxXrO4uDg4OzsjNjaWllhoQFRUFNzc3ARtkZGRSEtLQ7Vq1WBjY6OlkRFN6NChA19ZCgBWr17N/+HXJfJ5OziOw/z58ym5MSGEEEJICZTkmuqff/5Bjx49AAB//PEHhg8fXqxzMsbg5OSEV69eoXbt2vxSemVq166NsLAwODo6IjY2VrDUPjw8nF+uPXnyZGzbtk1pH2/evOFv/BV2HVye6XSWuqSkJOzatQu7du1SuY+TkxP27t2rNNABAJMmTcKrV6+wYsUKREREYOzYsQr79OzZE3v37i1wLHv37kVqairOnj2LgIAAPkgiJRKJsHjxYpWBDiC//OyZM2fQs2dPPH/+HDt37sTOnTsF+1haWuLAgQPFDnQQzZOtxALkR0flc3cQ3VWrVi1BsENXZ3ZUr14dIpGIL/nFGMPLly/h6emp5ZERQgghhHwajhw5AiD/plPv3r359qSkJLx//x62trYF3iiNiorCq1evAEBpxVNZ7dq1Q1hYGOLj4xEdHS2Y5Xv9+nXBfqpUqVIFnp6eCA8P5ycQqOPSpUvw9/fHrVu38ObNG2RmZuLRo0eCYh/Xrl3DkydPYGlpiZEjR6p9TkCDwQ6JRIKAgAD+CaSnp2PVqlWCqeDZ2dnIzc2Fnp6e2ncVz58/jzNnzuDGjRt48eIFEhIS8P79e5iYmMDe3h6NGjVC7969MWTIEJiamhbY1/Lly9GtWzds2bIFgYGBSEhIgLW1Nby8vDBmzJgiRd5MTExw5swZ/PHHH/D398fDhw+RnJwMBwcHtGnTBtOmTUOLFi0K7cfDwwP379/Hli1bcOTIEbx48QLZ2dlwdnZGz549MXPmTLi4uBT5dSKlRz7YUadOHQp0VCAVpSKLoaEhnJ2dBdWooqKiKNhBCCGEEFJGpIUqatSoAQsLC/zxxx9Ys2aNoMSsp6cnJkyYgOnTpytcK8ted8h/RpUnu/3Zs2eCYEdx+wkPD0dsbCzS0tJgZmZW4P7KpKenw9fXF8ePHwcAvhqLsmsmPT09TJs2DRzHoVmzZgrVS0tCI8GO06dPY8aMGYIP00B+LgvZYMfu3bsxffp0mJub49WrVyV6waRq1aqFWrVqYfbs2SXuQ1bLli3RsmVLtfsZMWIERowYoVYfZmZmmDdvHubNm6f2eEjpkZ8+JhuZJLpPviJLaGgoGGM6GdBydXVVCHYQQgghhJCSE4vFSE1N5R8bGRkpvaEvm+fPzs4OM2fOxKZNmxT2Cw8Px9y5c3HixAmcOXMG1tbW/DbZanqFLZ2RLekaGxsr2FaSfhhjiIuLU/hsXBRDhgzBuXPnwBhD06ZN0bZtW6W5KYH8SqP169dHSEgIjh07hgULFhT7fPLUTlC6a9cu9O3bF9HR0WCMwdbWFqrSgEgTgn78+FGnE50QAijO7KBgR8Ui/wc9OTkZ796909Jo1COfpDQhIUGhtjshhBBCCCm6unXrwsrKiv9as2aN0v1SUlL45cSPHz/Gpk2bULVqVfz+++9ISkpCeno6rl69iubNmwMAbt68qZBaQSwW89+bm5sXOC7ZCQUfP34slX6K4tixY3yxkJ07d+L27dv48ccfCzxmwIABYIzh6tWrxT6fMmoFO54/f46pU6cCADp27IinT5/i7du3Kvc3NDTEwIEDwRjDhQsX1Dk1IVrFGMPTp08Fd/nr1KmjxRERTXNxcVGIzkuj8rrG0dFRIeN3dHS0dgZDCCGEEFIBPH36FCkpKfyXqkT2sjeYMjMzYWpqioCAAHzxxReoVKkSTExM0LZtW1y+fBleXl4AgBMnTiAoKEhwnJSySi2yZD+/ZmRkCLZpqp+i+PXXXwEAI0eOVFqNVJnGjRsDUJxBX1JqBTvWr1+P3Nxc1KtXD2fPni103Q8Avvzr/fv31Tk1IVr16tUriMViDBo0CJMnT0bXrl1hYWGBrKwsbQ+NaIienp7CWkFdzduhp6enkOsnMjJSS6MhhBBCCNF9FhYWsLS05L9U5aQ0NjYWPB4/frzSJSEmJiZYtWoV//jPP/9U2kd2dnaB45K9HpEvT6upfooiODgYHMdh6NChRT5GmgJDU7Op1Qp2XL58GRzHYdasWYVGhqQ8PDwAKK4fIkSXSGd1uLq6okqVKmjZsiX+/fdfhaUtRLdVlCSlgOJSFsrbQQghhBBS+iwsLASPu3btqnLfTp06QV8/P63m3bt3lfZR2JIS2Zkk8ktVNNVPUbx//x4AUK1atSIfIxLlhyeky37UpVawQ5rgRDrdpiika3/S09PVOTUhWvX06VNUqVJFodKPm5ublkZESoOyJKW6Sv69+eHDByQnJ2tnMIQQQgghnwgjIyNUrlyZfyybQFSesbEx7OzsAAhnN8gmE5VNMqqM7KQC+XOVpB+O4wpNZqqMlZUVAPAlc4tCejNO+hqoS61ghzRfQXECF9IIj/TJE6KL5Ms4AYCNjQ29rysY+WCHLs/scHBwUJiCSLM7CCGEEEJKX7169fjv8/LyCtxXul06wwMQFkIo7Oab7Hb5nIIl6cfZ2blEVVQ9PT0BAA8fPizyMSdPngQAeHt7F/t8yqgV7HB0dARQvLXf169fB0B3wIlue/r0qUKwQ/4x0X3yy1iioqJ0Ni8Lx3Fwc3NDtWrV0KpVK3z55ZeoX7++todFCCGEEFLhtW3blv++oGvn1NRUJCYmAvjftTaQf50hXQ5SWKWSa9eu8cfXqFFDsK1169b89wX18+bNG4SHhwPILwlbEr169QJjDJs3bxYkRlUlMDAQhw4dAsdx6NOnT4nOKU+tYEf79u3BGOMzrRYmJSUF27dvB8dx6NixozqnJkSrQkNDFRI+UrCj4pGf2ZGXl4eIiAgtjUZ9AwcOxIQJE9C5c2e4ubkpVGghhBBCCCGaN3DgQP77EydOqNzvxIkTYIwB+F9hDyD/plXfvn0B5F+H3L59W+nxt2/f5mdk9O3bV1A5EsifbSGd7XH48GGVKzT8/f357/v3769yvAWZOnUqbGxskJCQgEGDBiEpKUnpfrm5udi1axd69+4NiUQCZ2dnjB49ukTnlKdWsGPSpEngOA5Xr14VvCDKvH//Hv369cObN2+gr6+PyZMnq3NqQrTm3bt3MDExUUjKKx85JbrP0tISVapUEbTp8lIW+X94hBBCCCGk9DVs2BA9evQAABw8eBCXLl1S2OfNmzdYtGgRgPyysGPGjBFsnzVrFvT09AAA06dPVygHm5GRgenTpwPIXwIza9YspWOZM2cOACApKQnz5s1T2B4REYE1a9YAyC8uUtJgh6WlJf7880/o6+vj3LlzcHZ2Rs+ePfnt8+bNQ9euXWFvb4/JkydDLBbDyMgIhw8f1tgNObWCHd7e3pg5cyYYYxg3bhyGDh2Kw4cP89tv3ryJP/74A1OnToWHhweuXbsGjuOwePFihbvihOiKp0+fKizDcnBwKNFaNlL+VaSKLIQQQgghRDs2bNgAa2trSCQS9O7dGwsXLkRgYCCCg4OxdetWNGnShE8aumLFCsEyFiB/VsbcuXMB5Jd1bdWqFf78808EBwfjzz//RKtWrRAcHAwAmDt3LmrWrKl0HL6+vvzSlC1btmDQoEE4f/487ty5g19++QUtW7ZEamoqRCIRNm3aJMgdUlydOnXC5cuXUb16dWRkZOCff/7hb76dO3cOly5dQnJyMhhjcHZ2RkBAAJo2bVri88njmHSeTAkxxjBt2jRs27atwLuG0tPMmjULP//8szqnJCUUFxcHZ2dnxMbGliijLsm3bds23L17VxCwa968Obp166bFUZHSMnnyZOzYsYN/7OvrW+hMNkIIIYQQUjGpc011/fp1DBo0CAkJCUq3cxyH7777DitWrFC6XSKRYMKECdi7d6/Kc4wbNw47d+7ky7gqk5iYiJ49ewrK28oyMjLCL7/8gvHjxxfwbIouNzcXhw4dwt9//43g4GC8ffsWeXl5sLW1hbe3Nz7//HP4+voqzJxXV8nDNP+P4zhs2bIF/fr1ww8//ICrV68q1MXlOA4tWrTAokWL+Ok7hOiqZ8+eKfxho4S7FVdFqshCCCGEEEK0p3Xr1ggJCcHmzZtx8uRJREVFITs7G1WrVkX79u0xffr0AiuRiEQi7NmzBwMHDsTOnTtx9+5dJCYmws7ODk2aNMGkSZOKdL1tZ2eHmzdvYteuXfjjjz/w7NkzpKWloVq1aujUqRNmzpwpqCCjLn19fYwcORIjR47UWJ9FofbMDnlisRj3798XRGsaNWqksVq5pORoZodmDB48WKGKxYIFC2BkZKSlEZHSdO7cOcH6wkqVKuH9+/cVIv9FamoqoqKi4OzsDBsbG20PhxBCCCGk3KNrKt2h9swOeRYWFoLSOoRUNPK1sU1NTSnQUYHJz+z48OED3r17B3t7ey2NSH2BgYF4+PAh3r9/DyB/PaVsKTJCCCGEEEJ0ncaDHYRUZMnJyahcubKgjaqwVGwuLi4wMjJCVlYW3xYWFqbTwY7U1FQ+0AEAUVFRFOwghBBCCCGlKjU1FWKxWOHmsTLVq1dX+3wU7CCkGB49eoSqVasK2gpaV0d0n56eHmrWrIknT57wbWFhYYLa57rGzc2Nz9YNADExMcjNzVUr2zYhhBBCCCHyLly4gG3btiEwMBAfPnwo0jEcxyE3N1ftc2vkk21ubi7OnDmDwMBAREZGFilaw3Gc0vrChJRnjx8/FuRqyM3NpZkdn4BatWoJgh2hoaFaHI365N+zubm5iIuLo/cyIYQQQgjRmMmTJ2PXrl0A/ledtSypHey4evUqRo8ejZiYGL6toCfCcRwYYxUiuR/59ERFRWH79u2oUaMG3Nzc4OrqSnfDPwEVrSKLiYkJqlatitevX/NtkZGRFOwghBBCCCEasWPHDuzcuRNAfl7P/v37w8vLC9bW1gWWxdUkta7SHjx4gO7duyM7OxuMMRgbG6NmzZpl+gQIKUtPnz5FWloaQkJCEBISgkWLFml7SKQM1K5dW/BY14MdAODq6ioIdkRFRWlxNIQQQgghpCKRBjrq1KmDy5cvw8HBoczHoFawY9myZcjKyoKRkRF+/vlnjBkzBsbGxpoaGyHlztOnTwWP69atq6WRkLIkP7MjMjIS2dnZMDQ01NKI1Ofm5oabN2/yj+Pj4/m/54QQQgghhKgjNDQUHMdh2bJlWgl0AIBa0y+uX78OjuPw3XffYcqUKRToIBVaWloaXr58KWijYMenQT7YkZeXh4iICC2NRjOqV68umIHHGFN4fxNCCCGEEFIS5ubmAICaNWtqbQxqBTsyMzMBAN27d9fIYAgpz+STUnIcB09PTy2NhpQlKysrVKlSRdCm60lKDQwM4OzsLGiLjIzU0mgIIYQQQkhFUqdOHQAQLJsua2oFO6TJ7HJycjQxFkLKNfklLG5ubjAxMdHSaEhZq2hJSoH8vB2yoqOjtTMQQgghhBBSoUycOBGMMRw8eFBrY1Ar2NGvXz8AwLVr1zQxFkLKrQ8fPiA8PBw1a9bk8zTQEpZPS0VNUiorISEBaWlpWhoNIYQQQgipKEaMGIGBAwfiwIED+OWXX7QyBrUSlM6cORP+/v5Yt24dhg4dSmULSYX14sUL6Ovr44svvoBEIkFoaCi93z8x8jM7dH0ZCwA4OjrC0NAQ2dnZfFtUVBTq16+vxVERQgghhJCK4MCBA5gzZw5mzZqFQ4cOYciQIfD09ISpqWmhx7Zt21bt86sV7KhcuTLOnj2L3r17o1mzZli5ciWGDBkCKysrtQdGSHkiW5ZTJBIhJyeHZnZ8YpQtY2GMgeM4LY1IfXp6enBxccHz58/5Ngp2EEIIIYQQTTAwMICXlxcqVaqEW7du4datW0U6juM45Obmqn1+tYIdANCwYUNcu3YNzZo1w+TJkzFlyhTY2dkVGq3hOE7nqxmQTwNjTBDsAPIvCCnY8WmRX8by4cMHJCYmonLlyloakWa4uroqBDsIIYQQQghRR25uLoYPH47jx48DyL+mKmtqBzuOHTuGcePGQSwWgzEGxhjevn1b6HG6fDeUfFrevHnDVx6SioyMVLj4JRWbi4sLjIyMkJWVxbeFhoZWiGAHkP83uVq1anB1dUVeXh709PS0PDJCCCGEEKKrtm/fjmPHjgHI/xzt6+sLLy8vWFtbQyRSK3VokakV7Lh16xaGDRuGvLw8APlPomHDhmX6BAgpbfLlON+/fw8rKytYWFhoaUREG/T09ODh4YGQkBC+LSwsDG3atNHiqNTn4OCAYcOGwcXFBcbGxtoeDiGEEEIIqQB2794NAGjevDkuXbqklSqWagU7Vq5ciby8PFhZWeHAgQPo2bOnpsZFSLkhP60/MjKSlrB8omrXrq0Q7NB1HMcp5CMhhBBCCCFEHS9evADHcVi4cKFWAh2AmqVng4ODwXEcli9fToEOUiHl5eUhJiZG0BYVFYU6depoaUREmypiRRZCCCGEEEI0zczMDADg7OystTGoFexIT08HALRu3VojgyGkvImLi0NOTo6gLTo6mmZ2fKKUVWQhhBBCCCGECHl5eQEAXr58qbUxqBXskCa2kwY9CKlo5JewvH79Gunp6RTs+ETJJ6WNjIxEdna2lkZDCCGEEEJI+TR58mQwxrBnzx6tjUGtYMeAAQPAGMP58+c1NR5CyhVlJWcB0DKWT5T8zI68vLwKW0I7IyND20MghBBCCCE6asCAAZg8eTJOnz6NOXPm8EVNypJaCUq/+eYbHDx4EBs2bEDfvn3h4+OjqXERonXZ2dmIi4sTtEVGRsLBwQE2NjZaGhXRJisrKzg4OCAhIYFvCwsLqxDBr+zsbLx48QKRkZGIiopCWloa5s2bR5W1CCGEEEJIse3fvx/NmzfH/fv3sX79ehw9ehQDBgyAp6cnTE1NCz1+1KhRao9BrWCHhYUFLl26hMGDB6Nt27b4+uuvMXToUHh6elIJQ6LzXr58CYlEwj+WJitt1aqVFkdFtK127doKwY6KICsrC0eOHBG0vX79Go6OjloaESGEEEII0VWjR48Gx3H849jYWGzcuLFIx3Icp5Fgh1q37PT09ODi4oI7d+4gMzMTP/zwA7y9vWFmZgY9Pb0Cv/T11YqzEFLq5JewxMXFITs7u0LcxSclV1ErslhYWMDOzk7QFhkZqaXREEIIIYQQXccYK/GXJqgVcZAfhKYGRUh5oCpfByUn/bRV5Iosrq6uSExM5B9HRUWhTZs2WhwRIYQQQgjRRfLXUtqgVrBj6dKlmhoHIeVO69atERkZiUuXLqFSpUoU7CD4P/buOyyKq/sD+HeWLiC9SBFQUVDsICiKscSCBRFbmsYeWzQazZtq8qZpNPaY2DUmJlFJwNi7CBaKXUEUEOlVet+d3x/8dl5md4GFXdgFzud5fB7m7sydQ6Kwe+aecwHpHVliYmLAsixvmV5L5eTkhIiICO44KSkJVVVVtBKPEEIIIYQ0iIODg6pDoGQHIbXp0aMH2rVrh4kTJ8LIyAhFRUUAaCeWtk5yZcerV6+QnZ0NCwsLFUWkPI6OjmAYhlulV1VVhaSkJG6bcUIIIYQQQloKarNPSB2ePHkCAMjPz4dQKISJiQmsrKxUHBVRJUdHR2hra/PGWkspi56eHjp06MAbU4cliIQQQgghhDQUJTsIqYM42SHWvXv3VlGuQBpPQ0MDzs7OvLHW0qQUgNQqDkp2EEIIIYSQlogKsQmpQ3R0NO+YSlgIUF3K8vjxY+64tazsAKqTHWFhYdxxSkoKysvLoaOjo8KoCCGEEEKIOho+fDiA6u1iL126JDXeGJJzNZZcyY5ff/2V+7rmfrc1xxtDGXvnEtKUZK3sIESySWlrSnZ07NgRGhoaEAqFAKp32UpMTETXrl1VHBkhhBBCCFE3V69eBQCp1e9Xr17l9YKTh/h8Za2klyvZ8e6774JhGDAMw0tQiMcbQ3IuQtRFeno6TExMoK2tTckOIpNkk9LWVMaipaUFOzs7JCYmcmPx8fGU7CCEEEIIIVJ8fHxk5gRqG29OcpexsCwrMyvTkEwNIeqOZVkcOXIERUVFsLCwgIeHByIjI1FQUACAylhINclkR3x8PCoqKqQal7ZUTk5OvGQH9e0ghBBCCCGyiFd2yDvenORKdtT2RpfeAJPWJicnB4WFhQCAzMxM+Pj44MGDBwAAAwMD2NvbqzI8oiYkkx1CoRDx8fFS5S0tlZOTE+8XVGZmJoqLi6Gvr6+6oAghhBBCiFqaM2cOGIbBN998I7WznyrJlexwcHBASEgIAMDS0hJ6enrcOCGtiWQCr6CgANnZ2QCqV3WoeikWUQ/GxsawsrJCRkYGNxYTE9Nqkh22trbQ1tZGRUUFN5aQkAA3NzcVRkUIIYQQQtTRwYMHwTAMVq1apVbJDrm3nn3ttdcwfPhwWs1BWjXJv981j6mEhdQkubpDHZbqKYuGhgYvmc0wDF69eqXCiAghhBBCCGmYBm09S/05SGsmEonqTHZQc1JS08CBA7kVbwCwb98+fPnllzA2NlZdUErk5uYGU1NTODk5wcHBAbq6uqoOiRBCCCGEELnJvbKDkNYuPT0dZWVlvLH4+Hjua0p2kJoWLlwIgeB/P0KLioqwa9cuFUakXL169cKYMWPQrVs3SnQQQgghhJAWh5IdhPw/yVUdOTk53C4sAJWxED4nJydMmTKFN7Z161ZenwtCCCGEEEKIalCyg5D/J5nsqLmqQ0dHB05OTs0dElFzH374Ie84LS0Nf/zxh4qiIYQQQgghhIg1qGcHIa2VUCjEy5cveWM1kx8uLi7Q0NBo7rCImvPw8ICPjw+vd8fGjRsxc+ZM2rmHEEIIIYS0KcHBwYiMjFTKXDNnzlR4jgYnO+gNPGmNkpOTUVlZyRt78eIF9zWVsJDarF69mpfsePToEc6fP4/Ro0erMCpCCCGEEEKa12effaaUeRiGUUqyo8FlLG5ubtDQ0FD4j6YmLSoh6qNmyQpQ3WyypKSEO6bmpKQ2vr6+cHFx4Y1t2LBBRdE0jZKSEjx+/BgnT57EgwcPVB0OIYQQQghRQyzLKu2PMjQ440Dbz5LWqOYqDgCIi4vjHVOyg9RGIBBg1apVmD9/Pjd26dIl3L17F3379lVhZMpx5coV3sqVoqIi9OrVS4UREUIIIYQQdfTNN9/A1tZW1WFwGpzscHd3h76+flPEQohKVFRUIDk5mTf28OFD3jGVsZC6vP322/j000+RmZnJjf3444/47bffVBiVcpiZmfGOX7x4AZFIxNt2lxBCCCGEkEmTJqnVQ+IGJzsOHjyoVt8AIYpKTEyESCTijhmG4TUr1dTURJcuXVQRGmkhdHV1sWzZMnz++efc2J9//onvv/8e9vb2KoxMcZK7EJWXlyMtLU2tsvaEEEIIIYRIokdzpM2rrKyEqakpd6ylpYWKigru2NnZGdra2qoIjbQgixYtQrt27bhjoVCIrVu3qjAi5TA0NIS5uTlvTLLHDSGEEEIIIeqGkh2kzevevTuWLVuGFStWwM/PD/n5+bzXqYSFyMPMzAxz5szhje3evVvq71NLJLm6o+a2zIQQQgghhKgjSnYQ8v+MjIzQp08fqd0mqGyLyGvFihW8XhaFhYXYs2ePCiNSDslkR1JSEqqqqlQUDSGEEEIIIfWjZAchEp48ecI7pmQHkVfnzp0xefJk3tiWLVt4ZVEtkaOjIxiG4Y6rqqqQlJSkwogIIYQQQgipGyU7CKmhuLgYiYmJvDEqYyEN8eGHH/KOU1JS8Ndff6koGuXQ09NDhw4deGPUt4MQQgghhADA2rVr8cUXX8DS0lLVofDInezo2LEjOnbsSI0aSasWExPDO2YYBt26dVNRNKQl8vT0xODBg3ljGzduBMuyKopIOSRLWV68eKGaQAghhBBCiFpZu3Yt1q5dK9XUXtXkTna8ePECCQkJtAUnadUkS1g6deoEPT09FUVDWirJ1R0PHjzAxYsXVRSNckgmO1JSUlBeXq6iaAghhBBCCKkblbGQNuvBgwfYu3cvLl26hPj4eFRVVSE6Opp3DpWwkMaYMGECunbtyhvbuHGjiqJRjo4dO0JDQ4M7ZllWquSLEEIIIYQQdUHJDtJmxcXFISUlBaGhoTh8+DD++ecfak5KlEIgEGDVqlW8sfPnz0vt9NOSaGlpwdbWljeWkZGhomgIIYQQQgipGyU7SJvEsiwSEhJ4Y46OjpTsIErzzjvvwMLCgjfW0ld3SDadys7OVlEkhBBCCCGE1I2SHaRNysnJQWFhIW/M1tYWcXFxvDEqYyGNpaenh6VLl/LG/vjjDyQnJ6soIsVJJm+ysrJUFAkhhBBCCCF1o2QHaZMkt800NDREdnY2RCIRb5ySHUQRixcvhq6uLndcVVWFbdu2qTAixVhYWEBXVxf29vbo168f+vbtq+qQCCGEEEIIkYmSHaRNkixh6dSpk1RzUnt7exgaGjZnWKSVMTc3x+zZs3lju3btQkFBgYoiUoyjoyPWrFmDOXPmYMKECfDw8FB1SIQQQgghhMhEyQ7S5ohEIrx48YI35ujoSDuxkCaxcuVKMAzDHRcUFGDv3r0qjKjxGIbhfS+EEEIIIYTIMmfOHMyZMwfHjh1TWQwKJTtCQkIQEhKCZ8+eKSseQppceno6ysrKeGOdOnWi5qSkSXTp0gX+/v68sS1btqCyslJFERFCCCGEENK0Dh06hEOHDqF9+/Yqi0GhZMdrr72GYcOGISwsTFnxENLkJEtYzMzM0L59e0p2kCbz4Ycf8o6TkpJw9OhRFUVDCCGEEEJI0xI3treyslJZDAolOwwMDAAAPXv2VEowhDQHyWSHk5MTqqqqEBsbyxunMhaiLAMHDsSgQYN4Yxs3bgTLsiqKiBBCCCGEkKYjfnCcmJioshgUSnZ07NgRAFBSUqKUYAhpalVVVVL/4JycnBAXFydVVkDJDqJMkqs77t27h8uXL6soGuURiUSUtCGEEEIIITxvv/02WJbFoUOHVBaDQsmOcePGAQAuXryolGAIaWrJycmoqqrijTk6OkqVsFhZWcHMzKw5QyOt3MSJE9GlSxfe2MaNG1UUTeNVVVUhJCQEf//9N3bt2oXvv/8ehYWFqg6LEEIIIYSokdmzZ2PEiBEIDg7Gl19+qZKHY5qKXPzBBx9g//792LJlC6ZOnQo3NzdlxUVIk5AsYbG2tka7du1oJxbS5DQ0NLBq1SosWrSIGzt79iwePXrUon52amhoICwsDBUVFdxYVlaWSptPEUIIIYQQ9XL9+nV8+OGHyMrKwtdff42//voL06dPR69evWBiYgINDY06r/fx8VE4BoWSHdbW1jh58iQCAgLg7e2Njz76CG+++SYcHR0VDkwekZGROH36NEJDQ/HkyRNkZWVBS0sLNjY28Pb2xty5czF48GC55ztz5gx2796NiIgIZGVlwcLCAh4eHliwYAHGjh0r1xxVVVXYu3cvfv/9d8TExKCoqAg2NjYYOXIk3n//ffTo0UOuebKzs7Ft2zYEBQVx26Q6Ojpi0qRJWL58Oa06aCRZ/ToAUHNS0ixmzpyJzz//HNnZ2dzYjz/+iAMHDqgwqoZhGAbm5uZITU3lxrKystC5c2cVRkUIIYQQQtTJa6+9BoZhuOPY2Fh8/fXXcl3LMIzUavzGYFgF1pN06tQJAFBUVITs7GzumzEwMICxsXGd2RqGYRAXF9fYW8PHxwfXr1+v97yZM2diz5490NbWrvUckUiEBQsWYN++fbWeM2/ePOzatQsCQe2VP9nZ2fD19UVERITM13V0dLBjxw7Mmzevzphv376NSZMmIT09XebrHTp0QFBQEAYMGFDnPJKSk5Nhb2+PpKQk2NnZNeja1qCiogLr16+HSCTixt566y106dIF/fr1w927d7nxHTt2YMmSJaoIk7RyX375Jb766ivuWEtLCy9evICNjY0Ko2qYoKAg3L9/nzvu168fJkyYoMKICCGEEEKaR1v/TCWvuj4314dhGAiFQoVjUGhlh3jFgZg4b1JYWFhvDXfNLE9jiJ8q2tjYYOrUqRgyZAg6duwIoVCImzdv4scff0RKSgp+/fVXVFZW4siRI7XO9emnn3KJjr59+2LNmjXo3Lkz4uLi8MMPP+Du3bvYu3cvLCws8N1338mcQygUwt/fn0t0TJ48GfPnz4epqSlu376Nb775BpmZmVi4cCFsbW1rXSmSlJSECRMmICsrC5qamli5ciXGjx8PADh58iQ2bdqEtLQ0TJgwAVFRUfQPrAG0tbXx/vvvIyEhAQkJCXj58iU6duwIkUiEmJgY3rlUxkKayuLFi7F+/XqUlZUBACorK7Ft2zasW7dOxZHJT7yVmFjNlSqEEEIIIYRcuXJF1SEotrJj9uzZCt1ckaXb48ePx8yZMxEQECBzBUl2dja8vb257USvXbsms+4nNjYWPXr0QFVVFdzd3RESEgI9PT3u9ZKSEgwdOhSRkZHQ1NREdHS0VJNBANi/fz/mzp0LoPrDzE8//cR7/fnz5+jfvz8KCgrQpUsXREdHQ1NTOtc0c+ZMHD58GABw9OhRTJ06lff60aNHMX36dADArFmzcPDgwbr+M/FQFlK2hIQEbpWSWFpaGqytrVUUEWnt3nvvPezatYs7NjIyQlJSEgwNDVUYlfxiY2Pxxx9/cMe6urpYs2aNwklsQgghhBB1R5+pWg6Fkh3q7uTJk9zS6mXLlmHbtm1S5yxevBg///wzAODmzZvw8vKSOufWrVsYOHAgd75kIgOo7vEQHR0NU1NTJCUloV27dlLnrFu3Dh9//DEA2YmM9PR02NraQiQSYfTo0Th79qzM72vMmDE4d+4cBAIBUlJS5P5QTv8wZTt16hS3egYATExMkJOTQx/cSJOJjY2Fi4sLryv15s2bsWLFCtUF1QCvXr2S+nm6atUqGBgYqCgiQgghhJDmQZ+pWg6Ftp5Vd8OGDeO+ltUfhGVZBAcHAwBcXFxkJjoAwMvLC926dQMABAcHS22bExsby+3mMW3aNJmJDgB49913ua//+ecfqddPnDjB9ZOoa9WMeB6RSIQTJ07Ueh6Rj6ydWCjRQZpS165d4efnxxvbvHmzUhoxNQcjIyOplWlUykIIIYQQQtRJq052lJeXc1/LKnVJSEjgen8MHTq0zrnEr6ekpEj1KgkNDZU6TxZra2t07doVABAWFib1urzz1HxN1jykYWgnFqIKH374Ie/45cuXOH78uIqiaRiBQABzc3PeWFZWloqiIYQQQggh6iw/Px/79u3DvHnzMH78eAwfPhyJiYm8c1JTU/HkyRPEx8cr7b5KTXaUlpYiNDQUx48fx6+//oqCggJlTt9g165d476W1XCy5odcFxeXOueq+brkSoDGzJOUlITi4mKZ8xgZGdVZmtKhQwe0b99eZiyk4SjZQVRh0KBBUqvJNmzYILVyTF1JNimlZAchhBBCCJG0Y8cOdOzYEQsWLMCBAwdw+vRpXLt2Teqz8NWrV+Hm5gY3Nzfk5uYq5d5KSXYkJSXhnXfegYmJCYYOHYrp06dj9uzZSE5O5p23b98+DBgwAK+//nqTv6EXiUS83Q2mTZsmdU7N+Oqrt7K3t+e+TkpKUngelmWl/vuIj+Wp/RLPIxkLkS0sLAzx8fGorKzkjbMsK7OMhZCmxjCM1OqOO3fu4OrVq6oJqIFoZQchhBBCiOI++ugjMAzD/ZHnveCZM2fg7+8POzs76OjowM7ODv7+/jhz5ozc962qqsIvv/yCIUOGwMLCAnp6eujcuTMWLlyIx48fK/Ad/c/atWuxfPlyFBYWQltbG/3796/13BkzZsDa2hrl5eUIDAxUyv0VTnbcvn0bffv2xZEjR1BRUQGWZWtNZEyYMAEPHjzA5cuXcf78eUVvXafNmzcjPDwcQPU2sLL+w9bcHre+xnr6+vrc10VFRU06jzxN/sTzSM5RU3l5OQoKCrg/9W0H3Frl5+fj4sWLOHz4MNavX49ff/2VyySmpqZKrUCilR2kuUyaNElqJ6CNGzeqKJqGoZUdhBBCCCGKuXfvHjZt2iT3+SKRCPPmzYOvry+CgoKQkpKCiooKpKSkICgoCL6+vpg/fz7XB7I22dnZGDRoEBYtWoTQ0FBkZ2ejrKwM8fHx2L17N/r374+9e/cq9L1FRUXhm2++AQC8/fbbSE9P5z6fyyIQCDB16lSwLIsLFy4odG9uTkUuzsvLg5+fH3Jzc2FtbY2dO3fi4cOHtZ5vaWmJsWPHAqjeAaOpXLt2Df/5z3+4e4p3W5FUVlbGfa2trV3nnDo6OtzXpaWlTTpPfXPUnEdyjpq+//57GBkZcX/a6of4hIQE7muhUIj09HSuiaxkCYuBgQFvFQ8hTUlDQwMrV67kjZ0+fVpp2fSmJJnsKC4urvPnESGEEEII+R+RSIQFCxagqqoKlpaWcl3z6aefYt++fQCAvn374o8//kB4eDj++OMP9O3bFwCwd+9efPbZZ7XOIRQK4e/vj4iICADVCwPOnDmD27dvY9u2bbC0tER5eTkWLlzYoJUiknbs2AGWZTFw4ED8+uuvMDIyqvca8Q6odeUUGkKhZMe2bduQmZkJc3Nz3Lx5E++99x569OhR5zUjR44Ey7J1ZnUU8fjxY/j7+6Oqqgq6uro4duxYrX95dHV1ua8rKirqnLdms1M9Pb0mnae+OWrOIzlHTR9//DHy8/O5P5If7NuKmskOAHB0dOR2W5H8b+Li4kI7sZBmNXv2bJiZmfHGGpLhVxVTU1MIBPxfIbS6gxBCCCFEPtu2bUNERARcXFwwd+7ces+PjY3lVgC7u7sjLCwMM2bMgIeHB2bMmIHQ0FC4u7sDqO4D9/z5c5nzHDp0iNsYY/HixQgMDMSYMWMwYMAALFu2DGFhYWjfvj1EIhHef//9Ru8WGBISAoZhsHTpUrmvcXR0BFC9KYgyKJTs+Pfff8EwDFauXImOHTvKdY04GSJrK1hFJSQkYNSoUXj16hU0NDTw559/wsfHp9bzDQ0Nua/rKgcBwGugIllmoux56puj5jx1lbzo6Oigffv23J+acbYVLMtKdfR1cnLivpbs19FWV78Q1WnXrh0WL17MG/vtt9+QlpamoojkQzuyEEIIIYQ0zsuXL/H5558DAH755Re5VvZv2bKFSzxs375d6qF3u3btsH37dgDV/Tg2b94scx5xwsTU1BQbNmyQer1Lly74+OOPAQDPnz/HP//8I+d3xSd+L9utWze5rxE//K+5QEARCiU7xNmiuhIKkkxMTABA6Tu1pKamYuTIkUhNTQXDMNi/fz/8/PzqvKZmI1DJZqGSajYClSxzaMw8DMNINSIVH9c3R815qOSibtnZ2VLJo5o9EmgnFqIOlixZwitxq6iowI4dO1QYkXycnZ3h5uaGYcOGYerUqdzW2oQQQgghpHZLlixBUVERZs2ahaFDh9Z7PsuyCA4OBlC9El1yRz8xLy8vLrkQHBws1UszNjaWe9g7bdo0rrRf0rvvvst93dhkhziBk5eXJ/c1GRkZAABjY+NG3VOSQskOcY8JLS0tua8Rr0ioq/yiobKzs/H6669zT/C3b9+OmTNn1ntdzQ+2MTExdZ5b83XJ3ToaM4+9vT2vWWnNefLz85Genl7rHGlpaVyyiHYOqZtkCYuhoSFMTU25Y8lkB/33JKpgZWUl9TPr559/lmuVlyqNHDkSAQEB8PHxQffu3dvk6jFCCCGEkIY4evQoTp48CVNTU7kb0yckJCA1NRUA6k2OiF9PSUnBixcveK+Jy1fqm8fa2pp7iBUWFiZXjJLElR/Pnj2T+5rLly8DaNhqkLoolOwQ98KQ/EBZl3v37gEAbGxsFLk1Jz8/H6NHj+Y+tK5btw5LliyR61onJycujmvXrtV5bkhICADA1taWqyUSGzx4MPd1XfOkp6cjNjYWAODt7S31urzz1HxN1jzkfyT/bnbq1InryZGVlYWcnBze67Syg6iKZKPSV69eYf/+/SqKhhBCCCGEKFteXh6WL18OAFi/fr1USXBtaj6gdXFxqfPcmq9Lluw3Zp6kpCReKwZ5jRgxAizL4pdffpHr/JSUFOzevRsMw2DUqFENvp8sCiU7PD09AUDuLq0sy2LPnj1gGAZDhgxR5NYAgJKSEowbNw537twBUN2d9qOPPpL7eoZhuFKXmJgY3Lp1S+Z5t27d4lZk+Pn5STWw7Nq1K7ci4OjRoygpKZE5z8GDB7mv/f39pV6fOHEi1/DvwIEDtcYtnkcgEGDixIm1ntfWiUQiqWxmzX4dkqs6dHR0eK8T0pxcXFwwYcIE3tjmzZsb3RSKEEIIIYSolzVr1iA9PR3e3t5yNSUVq9nmQLIVgqSabQ5qtmJo7Dwsy8rVZkHS0qVLoaWlhfv37+Prr7+u89ynT59izJgxyM/PR7t27bBw4cIG308WhZIdb731FliWxe+//86t2KjLqlWrcP/+fQDArFmzFLk1Kioq4O/vzy2rWb58ObePb0OsWLECGhoaAIBly5ZJbZ1YWlqKZcuWAQA0NTWxYsUKmfN8+OGHAIDc3FysWbNG6vW4uDh8//33AKqbvshKdlhbW+Ott94CAJw7dw7Hjx+XOufYsWM4d+4cAOCdd96BtbW1PN9mm5Sens7bFhioO9nRrVs37u8CIaqwevVq3vGLFy/w999/qygaQgghhBBSm8LCQhQUFHB/6muqef36dezduxeampr45ZdfGrQDZGFhIfd1XRtUAOC1SpAsiVbWPPLo3Lkzvv32W7Asiy+//BJeXl744YcfuNePHTuG7777DuPGjYObmxuePHkChmGwZcsWWFhYNPh+smgqcrGfnx+GDRuGK1euYMSIEfjmm28QEBDAvV5VVYXU1FSEhYVh27ZtuHHjBhiGweTJkzFo0CCFAn/jjTdw/vx5AMDw4cMxd+5cPHr0qNbztbW1ZTbP69q1K1avXo1169YhMjIS3t7e+Oijj9C5c2fExcVh/fr1uHv3LoDqDyLOzs4y5581axb279+PsLAw/PTTT0hPT8f8+fNhYmKC8PBwfP311ygoKIBAIMC2bdugqSn7P/23336Ls2fPIisrC2+88QYiIyMxfvx4AMDJkyfx448/AgAsLCwaldxpSyRLWMzMzNC+fXvumHZiIepm8ODBGDBgAG9r7o0bN2Lq1Km0JTIhhBBCiBqR/Oywdu1afPnllzLPraiowIIFC8CyLD744AO4ubk16F41H+DWt3NLzab3kg/ylTWPvD788EOwLIvPPvsM4eHhiIiI4N7T/ve//+XOY1kWGhoa2LhxY4NWvNRHoWQHAAQGBmLEiBG4e/culi5diqVLl3LfQN++fXnnsiwLLy8vXjlHY9V82nn58mX06tWrzvMdHBykShrEvv32W2RmZmL//v24e/cuZsyYIXXO3Llz60wuaGhoICgoCL6+voiIiEBgYCACAwN55+jo6GDHjh0YO3ZsrfPY29vj33//xaRJk5Ceno7169dj/fr1vHOsra0RFBRU79Kjtk4y2SFZokI7sRB1wzAMPvzwQ0ybNo0bi4iIwPXr1xu065WqFBcXo6Kigtt1ixBCCCGktXry5AlsbW2545rJAUnfffcdYmJi0LFjR6xdu7bB9xJvyQpUJ07qUnOFieSmIJLz1DxuyDwNsXr1aowfPx4bN27EyZMnkZWVxXvdyMgIvr6++PjjjxucBKqPwskOY2Nj3Lx5E1999RV27tyJ/Px8mee1a9cOS5cuxX//+1+59hFuTgKBAPv27UNAQAB2796NiIgIZGdnw9zcHB4eHli4cGGdCQoxc3Nz3LhxA3v27MGRI0cQHR2N4uJi2NjYYMSIEVi+fDl69OhR7zyenp54+PAhtm7diqCgIC5J4+TkBD8/P6xYsQJmZmaKftutmkgkwsuXL3lj9SU7aCcWog78/f3h5OTES9Zt2LBBbZMdMTExuHnzJrKyslBaWgpnZ2e8+eabqg6LEEIIIaRJGRoa8laN1yYmJoZrZ7B9+3apHTnlvZdYfSUlNZuJSpaqSM5TV7KjrnkaytXVFfv27QMAvHz5EpmZmRAKhTAzM0OnTp24vpXKpnCyA6heAvPtt9/ik08+wbVr1xAZGcn7Bvr27YuRI0fCyMhIGbcDAKk9g5XB19cXvr6+Cs2hqamJRYsWYdGiRQrNY25ujq+//rreZi5EtqysLFRWVvLGxNsfAdWdkNPS0niv08oOog40NTXxwQcf4P333+fGTp48iejoaLVMyFVUVPASi5LZekIIIYSQtmzz5s2oqKhAp06dUFJSgj///FPqnJrtGC5fvoz09HQAwIQJE6Cvr89b0V9fs9CaTUlrNisFIDVPXbvBiOdhGEapFQUdO3bkfS5rSkpJdojp6+srJWFAiKIkfwgYGxvzMpKS/To0NTXRpUuXZomNkPrMnj0ba9euxatXr7ixTZs2Yc+ePSqMSjbJBlJ5eXmoqKhQuxV8hBBCCCGqIC4HiY+PxxtvvFHv+TUfdickJEBfX5/3UFa8S2htar4u+aBMcp4+ffrUO4+9vX2jVqOog6ZZL0KIihkZGaF79+7c0rKa9XSAdAlLly5d6MMZURsGBgZYvHgxb+zXX3/lsvzqRNYTgZycHBVEQgghhBDSOjk5OcHGxgYAcO3atTrPDQkJAVD9+cfR0ZH32uDBg7mv65onPT0dsbGxAABvb+/GhCzlzp07+OGHH/DOO+9g3LhxGDduHN555x2sX78eUVFRSrmHJKWu7ACAzMxMPHz4ELm5uQAAU1NTuLm5wcrKStm3IqRWXbp04VZqFBYWSpW00E4sRN0tXboUGzZs4JpQVVRU4KefflK70jYtLS0YGxsjLy+PG8vKykKHDh1UFxQhhBBCiJo4ePBgvRt0fPnll/jqq68AAFeuXMFrr73Ge51hGPj5+eHnn39GTEwMbt26BS8vL6l5bt26xa3I8PPzk9rNr2vXrnB1dUV0dDSOHj2KH3/8Ee3atZMZs5i/v78c32Xt7ty5g8WLFyMiIqLWcz755BO4u7vjp59+gru7u0L3q0kpKztYlsUvv/yCXr16oUOHDhg1ahRmzJiBGTNmYNSoUbCxsUHPnj3x888/QyQSKeOWhMjN0NAQpqamvDHaiYWoO2tra7zzzju8sZ07d/KaRakLyVIW6ttBCCGEEKJcK1asgIaGBgBg2bJlUtvBlpaWYtmyZQCqS/RXrFghc54PP/wQAJCbm4s1a9ZIvR4XF8c1VO3SpYtCyY7jx49j0KBBiIiIAMuyYFkWWlpasLKygpWVFbS0tLjxiIgIeHt749ixY42+nySFkx2ZmZnw8vLCkiVL8PjxYy5YyT9PnjzB0qVL4enpqZZLsUnbQjuxkJZg5cqVvOPc3FylbN2tbJLJjuzsbBVFQgghhBDSOnXt2hWrV68GAERGRsLb2xt//fUXIiMj8ddff8Hb2xuRkZEAqrd7dXZ2ljnPrFmzuNKUn376CVOmTMG5c+cQHh6OHTt2YNCgQSgoKIBAIMC2bdugqdm4YpCnT5/inXfeQUVFBTQ0NLBo0SJERESguLgYqampSE1NRXFxMSIjI7Fo0SJoamqisrISM2fOrLcvibwUKmMpLy/H8OHDER0dDZZlYWFhgWnTpmHAgAFc2UpGRgYiIiJw9OhRZGZmIioqCiNHjkRUVFSdexET0lSKi4uRmJjIG6OVHUQdde/eHePGjcOpU6e4sU2bNuG9997jMvvqgFZ2EEIIIYQ0vW+//RaZmZnYv38/7t69ixkzZkidM3fuXHzzzTe1zqGhoYGgoCD4+voiIiICgYGBCAwM5J2jo6ODHTt2YOzYsY2Odf369SgvL4euri5Onz4tVZojjqVfv37o168fpk2bhrFjx6K8vBw//PAD9u/f3+h7iym0smPz5s3cE/K5c+ciPj4e27dvxzvvvINRo0Zh1KhReOedd7Bt2zbEx8dj/vz5AKr7JWzevFnh4AlpDMlMIcMw6Natm4qiIaRu4qWGYvHx8fjnn39UFI1skk1Kc3NzUVVVpaJoCCGEEEJaJ4FAgH379uHUqVPw8/ODjY0NtLW1YWNjAz8/P5w+fRp79+6FQFD3x3xzc3PcuHEDO3fuxODBg2FmZgZdXV106tQJ8+fPR1RUFObNm6dQrBcvXgTDMFixYoXMRIekoUOHYsWKFWBZFhcvXlTo3mIMy7JsYy/u06cPHj58iNdffx1nz56V65oxY8bg/Pnz6NWrF+7du9fYW5NGSE5Ohr29PZKSkpS6V7I6Ef91lmzGU9Phw4cxc+ZM7rhTp06Ii4tr8tgIaQyWZTFgwABuWSIADBgwALdu3arz73lzKi8vx7p163hjixYtgqWlpYoiIoQQQghpGm3hM5Uy6OnpoaKiAteuXePtAlOXsLAwDBkyBDo6OlI9SRpDoZUdz58/BwCpLRLrIj6XPlySplBQUID169fj8OHDuHz5Mp4+fSrVFJd2YiEtCcMwUqs7wsPDERYWpqKIpOno6HDbPItRKQshhBBCSNslLnPW1dWV+xpxmwvJVcONpVCyQxyMvb293NeIz9XW1lbk1oTIlJycjPLycsTHx+P69esICgqSevpNO7GQliYgIAAODg68sY0bN6ooGtmobwchhBBCCBETN0Gta8tZSeHh4QAg90qQ+iiU7HBxcQEAJCUlyX2N+FzxtYQoU0pKCu/Y1ta23mQH7cRC1J2mpiY++OAD3tiJEyfw9OlTFUUkTTIDT8kOQgghhJC2a+XKldDQ0MB3330n1/vCzMxMfP/999DS0pJ639tYCiU73n33XbAsi19++UXua3755RcwDMPrmUCIsiQnJ/OObW1tecfl5eVSJVS0soO0BHPmzIGxsTF3zLIsNm3apLqAJNDKDkIIIYQQIubh4YFdu3YhMzMTnp6eCAoKkmovAAAikQjBwcEYOHAgsrKy8PPPP2PAgAFKiUGhrWfnzZuHv//+G+fOncPixYuxadOmWmtyysvLsWrVKpw9exajR4/GggULFLk1IVKEQiHS0tJ4Y5JNg2JjY6X+kdHKDtISGBoa4r333uM1Aj106BC+/vprtWgEKpnsyM3NhUgkqrcbOCGEEEIIaX3mzJkDoPrB8v379xEQEAATExP07dsXlpaWYBgGGRkZuHfvHnJzcwEAvXv3RmhoKEJDQ2XOyTAM9u3bJ3cMCu3GEhISgvLycnz22WeIjIyElZUVpk2bBg8PD943EBERgWPHjiE9PR3u7u749ttv6+zZ4ePj09iQSB1ae+fgtLQ07N69mze2evVqtGvXjjv+66+/ePtR29nZNagMixBVSktLg4ODAyorK7mxL774Al999ZUKo6pWVlaG69evw8LCAhYWFjA3N+f6OhFCCCGEtBat/TOVsggEAl47gdp2zZRnN03xeQzDQCgUyh2DQis7XnvtNV5QGRkZ2L59e53XREZGYvTo0bW+zjAMqqqqFAmLtFGSJSympqa8RAdAO7GQlq1Dhw54++23ceDAAW7s559/xqeffqryps+6urp4/fXXVRoDIYQQQghRDx07dqw3gdHUFEp2AP/LxBCiarKak0qinVhIS7dy5UpesiMrKwtBQUGYNm2aCqMihBBCCCHkf168eKHqEBRLdly5ckVZcRCisMYkO6hfB2lp3Nzc4OPjg5CQEG5s9+7dlOwghBBCCCGkBoWSHUOHDlVWHIQopKysDNnZ2bwxyRq6qqoqxMbG8sZoZQdpiRYuXMhLdly6dAnPnz9Hly5dVBgVIYQQQggh6oPa5JNWQXJVh4aGBqysrHhjcXFxvMaOAK3sIC3T5MmTYWpqyhvbs2ePiqIhhBBCCCFE/VCyg7QKks1JO3ToAE1N/sIlyRIWS0tLmJmZNXlshCibrq4uZs2axRs7cOAAKioqVBQRX0VFBVJTU3H//n0UFxerOhxCCCGEENIGUbKDtAry9OugnVhIa7JgwQLesbhRqart3r0b33//Pfbs2YOgoCCpf5uEEEIIIYQ0B0p2kBaPZVnaiYW0OS4uLvDx8eGN7d69W0XR/I+WlhbvOCsrS0WREEIIIYSQtoySHaTFy8vLQ0lJCW9MsjkpQDuxkNZn4cKFvGNxo1JVMjc35x1TsoMQQgghhKgCJTtIi2dkZISFCxdi/Pjx6NOnDzp27AhjY2PeOSKRCDExMbwxWtlBWjp1bFRqYWHBO5bcJYkQQgghhJDmQMkO0uIJBAJYW1ujf//+8PPzw+zZs8EwDO+cxMRElJaW8sYo2UFaOnVsVCqZ7MjKygLLsiqKhhBCCCGEtFWU7CBtgmQJi7GxsdTWtIS0ROrWqFQy2VFRUYGCggIVRUMIIYQQQtoqSnaQNkHWTiySqz8IaYnUrVGpoaEhtLW1eWPUt4MQQgghhDQ3SnaQNoF2YiGtmTo1KmUYRmYpCyGEEEIIITWVl5fj0qVL+OuvvxAeHq70+SnZQdoE2omFtGaTJ0+GmZkZb0yVjUqpSSkhhBBCSNuWmJiINWvWYM2aNcjLy5N6/datW+jcuTNGjRqFN998EwMHDoS7uzsSExOVFoNCyY7Kyko8efIET548QXl5udTrZWVlWLVqFezt7aGnp4fu3btj+/btitySEJ7nz58jOTkZVVVVtZ7DsqzMMhZCWgt1a1RKKzsIIYQQQtq2v//+Gxs3bsTFixeldsosKCjApEmTkJaWBpZluT937tzBuHHjUFlZqZQYFEp2/PPPP+jZsyeGDh0q83V/f39s2bIFKSkpKC8vR0xMDFasWIGlS5cqcltCOGfOnMG+ffuwbt067N27Fy9fvpQ6JzU1VapBIiU7SGszf/583rEqG5Wam5tLxUI7sjSMUCjE/fv3cfLkSZw5cwZ3796lFTKEEEIIaTEuXLgAhmHg5+cn9dru3buRmZkJAHj//fcRHByMxYsXA6jutXjo0CGlxKBQsuPcuXNgWRaTJk2Cjo4O77VTp07h3LlzAAA7Ozv4+/vD1tYWLMvi559/xo0bNxS5NSEoKSlBbm4ugOoPBikpKdDS0pI6T7KERV9fH/b29s0SIyHNRVaj0l27dqkkFsmVHWVlZSguLlZJLC2NUCjEnTt3sGPHDgQFBSEqKgrh4eE4ceIEQkNDVR0eIYQQQohc4uPjAQDu7u5Srx09ehQMw2Dy5MnYsmULJkyYgB07dmDq1KlgWRaBgYFKiUFTkYvv3LkDhmFkruzYv38/AKBr164IDw+HoaEh8vPzMWjQIMTExGDv3r0YNGiQIrcnbVxKSgrvWFNTE5aWllLnSZawuLq60k4spFVauHAhQkJCuOPLly/j2bNncHZ2btY4jI2NoampySsvy8rKgoGBQbPG0ZJUVVXh3r17CA0NRX5+vsxzrK2ta73++PHj3DnW1tbo0KED9PX1myRWQgghhJD6iMuYO3TowBvPz8/HnTt3AADvvvsu77UZM2bg2LFjuH//vlJiUCjZIV560qVLF964SCTCpUuXwDAMli1bBkNDQwCAkZERli5diiVLluDmzZuK3JoQqWRHhw4doKGhIXUe7cRC2gpxo9KcnBxubO/evVi/fn2zxiHekSUtLY0by8rKgpOTU7PG0RJUVVXhzp07CA0NRWFhYZ3nSr5ZEBOJRHj69Cmqqqrw+PFjbtzAwAAdOnTgJUCMjY0p2UsIIYSQJid+XyMUCnnjN27cgEgkgqamJl577TXea+LV9+LV+4pSKNkhrh/W09Pjjd+7dw8FBQVgGAbjxo3jvebm5gYASEpKUuTWhEglO2xtbWWeRzuxkLZC3Kh006ZN3NiBAwfw9ddfQ1tbu1ljqZns0NXVVVqjqdaisrISUVFRCAsLQ1FRUa3n2draon379khPT4eVlZXMc7Kzs2U2aS4qKsKzZ8/w7NkzbkxHR4dLfoj/WFhYyEwUE0IIIYQ0lrGxMXJycpCamsobv3r1KgCgT58+ta5C1dXVVUoMCiU7dHR0UFVVJdU0TbyM2s7ODg4ODrzXxKs8JDM8hDQEy7JITk7mjdnZ2ck8l3ZiIW3J/PnzeckOcaPSadOmNWscnp6e6NOnDywsLKCvr0+rCf5fRUUFIiMjcePGjTr7mNjb22Po0KHo1KlTvf/t0tPT5b5/eXk5EhMTedu6BQQEcA8iCCGEEEKUoUePHggJCcE///zDNSkVCoVcvw7JVR3A/x5m1/aAp6EUalAqTmTcvn2bN/7vv/+CYRipZnnA/5akSDawI6QhcnNzUVZWxhuTtbIjKytLKhlHyQ7Smrm4uEj1UVJFo1IbGxs4OTnBwMCAEh013L17FxcuXKg10eHg4ICZM2di9uzZ6Ny5s1z/7Tp27IgJEybA3d0ddnZ2Mhs116WuXiCEEEIIIY3h7+8PlmVx+PBhfPTRRzh58iTefPNN7oGLrAdxkZGRAKC0zSQUWtkxbNgwPH78GNu3b4e/vz9cXV1x4sQJbmmKr6+v1DWPHj0CUHvtMSHykFzVYWBgACMjI6nzJEtYdHR0qG8AafUWLFiAa9eucceqalRKpPXt2xchISEoKSnhjTs5OcHHxweOjo4NntPY2Bj9+vXjjkUiEXJzc5GWlob09HTuj+Q9AUBLSwtmZma1zl1RUQGhUChVrkoIIYQQUpeFCxdi165diI6OxsaNG7Fx40buNfFDGkn//PMPGIaBl5eXUmJQKNmxbNkybo9cNzc3mJiY4NWrV2BZFnZ2dggICJC65vz582AYBr169VLk1qSNk9WvQ9YTUMkSlm7dulFtOmn11KVRKZGmra2NQYMG4eLFiwCAzp07w8fHBx07dlTaPQQCAczNzWFubo6ePXsCqC79KywslEqAGBoayvzZWVVVhcjISFy/fh2urq4YP3680uIjhBBCSOuno6ODS5cuYenSpfj3339RWVkJbW1tTJ8+HTt27JA6PyQkBE+ePAHDMBg9erRSYlAo2eHs7IzDhw9jzpw5KC4u5kpUjI2N8ccff0g1xEtPT8eFCxcAAMOHD1fk1qSNa2xzUiphIW2BOjUqbWtKS0tx+/ZtVFRUYNSoUTLP8fDwQFpaGry8vGrtNaRsDMOgffv2aN++Pbp168aNy2ps+vLlSwQGBqKgoABAdenNoEGDYGpq2iyxEkIIIaR1sLa2xvHjx1FeXo7c3FyYmZnV+l7U3t4eV65cAQAMHjxYKfdXKNkBAFOnTsXQoUNx6tQppKeno0OHDpg4caLMN0UPHjzAm2++CUB2iQsh8qiqqpJqyFfbBwbaiYW0VerSqLStKCkpwa1bt7hEh0AgwIABA2BsbCx1rra2NqZMmdL8QcqgqSn9NsDY2JhX8iISiXDt2jX4+/s3Z2iEEEIIaSV0dHTqbWPh5OSk9HYDCic7AMDS0hKzZ8+u97xRo0bV+qSLEHmlpaVBJBLxxmxsbGSeSzuxkLZK3Ki0Zu+OXbt2NWuyQyQS4dWrV8jKykJWVhYYhlFapl5dFBcX4+bNm4iIiEBFRQU3LhKJEBoa2iLLP9q3bw8PDw/cvHmTG3vw4AG8vb1haWmpwsgIIYQQQuSnlGQHIc1JsjmphYUFdHR0pM7Ly8uT2teZkh2kLVF1o9Lo6GgcP36cOzY0NGw1yY6ioiLcuHEDkZGRqKyslHnO/fv3MWLEiBbZ3HPw4MGIioriJXCuXLmC6dOnqzAqQgghhLRE+fn5OH78OG7evMk1TT9w4AC3uysApKamIi8vD7q6uujUqZNS7qvUZEdpaSmioqK4b2DSpElo3769Mm9BiNz9OiRXdWhoaKBLly5NFhch6kZWo9I9e/bghx9+aJb7S24xXlhYiLKyMujq6jbL/ZtCYWEhwsLCEBUVJbPfhZibmxuGDBnSIhMdANCuXTsMHDiQlyyLiYlBcnJys/UZIYQQQkjLt2PHDnz66acoKioCUN00nWEYFBcX8867evUq3n77bejq6iI5OVkpvcIECs8AICkpCe+88w5MTEwwdOhQTJ8+HbNnz5Z6Ar9v3z4MGDAAr7/+OliWVcatSRukq6sLfX197ljefh3Ozs7UnJG0KeJGpTUdOHAA5eXlzXJ/MzMzqZ0+srOzm+XeylZQUIDTp09j69atuH37tsxEh3insSVLliAgIKDFl3wMHDhQKllz+fJlFUVDCCGEkJZm7dq1WL58OQoLC6GtrY3+/fvXeu6MGTNgbW2N8vJyBAYGKuX+Cic7bt++jb59++LIkSOoqKgAy7K1JjImTJiABw8e4PLlyzh//ryityZt1Pjx47Fq1SosX74cAQEBta7WoH4dhFQ3Kq0pOzsbwcHBzXJvDQ0NmJmZ8caysrKa5d7KUlFRgVOnTmHbtm2IiIiAUCiUOodhGPTp0wdLly6Fv78/zM3NVRCp8uno6EiVHSUkJCA+Pl5FERFCCCGkpYiKisI333wDAHj77beRnp6O8PDwWs8XCASYOnUqWJbldnBVlELJjry8PPj5+SE3NxfW1tbYuXMnHj58WOv5lpaWGDt2LADg1KlTityatHEMw8DY2Bhubm4wMjKSeQ7txELI/xqV1rRr165mu7/kB/+Wluw4efIkIiMjZSY5BAIB+vbti2XLlsHPz69Vbs3q4eEBQ0ND3tjly5dpdSYhhBBC6rRjxw6wLIuBAwfi119/rfUzW00DBw4EgDpzCg2hULJj27ZtyMzMhLm5OW7evIn33nsPPXr0qPOakSNHgmXZOrM6hCjDo0ePeMe0soO0VQsWLOAdixuVNgfJvh0tqYyFZVmUl5dDQ0ODNy4QCNC/f38sW7YMEydOhImJiYoibHpaWlpSybKUlBTExsaqKCJCCCGEtAQhISFgGAZLly6V+xpHR0cA0j0aG0uhBqX//vsvGIbBypUr0bFjR7muESdD4uLiFLk1IXVKSkpCUlISb6xnz54qioYQ1VJlo1LJZEdLWtnBMAzeeOMNVFRUID4+HpcuXYKdnR1ee+01uZ5OtBZ9+vRBWFgYXr16xY1dvnwZXbt2lerJQgghhBACAGlpaQCAbt26yX2NuIm9svrLKbSy4/nz5wAAHx8fua8RPwErKChQ5NaE1On69eu8YxMTk3pXHRHSWqmyUalksiMvL4+3nWlLoK2tDRcXF8yfPx9+fn5tKtEBVPdeGTZsGG8sMzNTaUtMCSGEENL6iDeGyMvLk/uajIwMAICxsbFSYlAo2VFWVgagepmrvMRbzLTU7fhIyyCZ7PD29oZAoJTNhwhpkSRLWbKzsxEUFNTk95VsUCq+d0vUlndzcnNzk9pd5urVqzJ7mRBCCCGEiCs/GlI6Ld71rSGrQeqi0Kc/8RufhIQEua+5d+8eAMDGxkaRW5M26PHjxzhy5AiuXbuGuLg4LtkmS0hICO+4IauPCGmNunXrJtV7Yffu3U1+Xy0tLameFi2plIVUYxgGw4cP5421a9eOe4BBCCGEEFLTiBEjwLIsfvnlF7nOT0lJwe7du8EwDEaNGqWUGBRKdnh6egIAzpw5I9f5LMtiz549YBgGQ4YMUeTWpA2Kj4/Hs2fPcPXqVfz22284ceKEzPNycnKkdmKhv2+EqK5RaUtuUkr+p2vXrrCzs4OlpSVmzJiBuXPnon379qoOixBCCCFqaOnSpdDS0sL9+/fx9ddf13nu06dPMWbMGOTn56Ndu3ZYuHChUmJQKNnx1ltvgWVZ/P7779yKjbqsWrUK9+/fBwCp+nFC6iPZldfOzk7meaGhobxjPT099OvXr8niIqSlEDcqrWnPnj1Nft+WuP0sba0qjWEYTJ8+HQsXLkS3bt2oOSkhhBBCatW5c2d8++23YFkWX375Jby8vHjN8Y8dO4bvvvsO48aNg5ubG548eQKGYbBlyxapB2WNpVCyw8/PD8OGDUNVVRVGjBiBn3/+GZmZmdzrVVVVSE1NxbFjxzBkyBBs3boVDMNg8uTJGDRokMLBk7ajoqKC93cLAGxtbWWeK1nCMnDgwDZda0+ImKoalba0HVnKysqwZcsWBAcH4/Hjx3WWzLU1BgYG1P+IEEIIIXL58MMPsX79emhqaiI8PBwff/wx97Dkv//9Lz7//HOcPXsWQqEQAoEAmzZtwty5c5V2f4XfsQQGBqJv37549eoVli5dig4dOnDfQN++fWFvb48ZM2bgxo0bYFkWnp6eOHjwoKK3JW1MWloa70krwzC19n2RbE5KJSyE/I8qGpVKJjtevXqFqqqqJr2nIuLi4lBQUIB79+7h+PHj2Lx5s1rHSwghhBCirlavXo179+5h9uzZMDc3B8uyvD/t27fHG2+8gbt372L58uVKvbfCyQ5jY2PcvHkTH3/8Mdq3by8VvPiPnp4e1qxZg6tXr0JfX18ZsZM2JDk5mXdsZWUlcxegoqIi3LlzhzdGyQ5C/kcVjUrFZSwaGhqwtLRE9+7dm2Xb28YSb6su1rFjR2hqaqooGkIIIYSQls3V1RX79u1DRkYGXrx4gfDwcNy8eROxsbHIycnB77//Djc3N6XfVynv3rS1tfHtt9/ik08+wbVr1xAZGYnMzEwIhUKYmZmhb9++GDlyJIyMjJRxO9IGSfbrqK2E5ebNm7ytEDU1NeHl5dWksRHS0ixYsADXrl3jjsWNSp2dnZvkfjo6Oli2bBmMjY3VvgSCZVmppq1dunRRUTQtA8uySEhIQHZ2NgYMGKDqcAghhBCixjp27MhtS9vUlPqoSl9fH76+vvD19VXmtITIneyQLGHp378/rSQiRIK4UWlOTg43tmfPHl7TKGUzNTVtsrmVKS0tTWo71aZKArUGSUlJuHz5Ml68eAENDQ24uLjQDi2EEEIIUQvq/YiNEAAFBQUoKCjgjdW2Ewv16yCkfqpqVNoSSK7qMDMzazGJmuZWVFSEgwcP4sWLFwAAoVDIWzFECCGEEKJKVIRM1J7kqg4dHR2prSwBoLy8HLdu3eKN+fj4NGlshLRUCxYswKZNm7hjcaPS6dOnqzAq1aMSFvkZGBigX79+iIyM5Mbu3r0Lb29vShARQgghbcTw4cOVPifDMLh06ZLC8yiU7Pj1118bfA3DMNDV1YWRkRGcnZ3h5OSkSAikDZBsTmpra8vt+FNTVFSU1BaR3t7eTRobIS2VuFFpzSfxu3fvbtPJjuLiYqnkKpWw1M3Hxwf37t3jdqthWRZXr17F5MmTVRwZIYQQQprD1atXwTAMb+dMSZKf3cTnyjveWAolO959912FA7GwsMCsWbPwn//8ByYmJgrNRVqnxvbr6NmzJz1dJKQOCxcubNZGpeouLi6Od6ylpQUHBwcVRdMyGBoaYsCAAbhx4wY39vDhQ3h7e8PKykqFkRFCCCGkOfj4+NSZE0hNTeVWzjIMA0dHR+49gnh3FpZlwTAMnJ2dYWNjo7TYFC5jqSuDI4/MzExs3LgRv/32G86cOYNevXopGhJpRUQiEVJTU3ljtSU7QkJCeMfUr4OQuvn7+zdro9KXL18iLS0NWVlZyM7Ohre3t1olViRLWDp16kRbzsrB29sbUVFRvJ4vV65cwYwZM1QYFSGEEEKaw9WrV2t97cyZM3jrrbfQvn17fPrpp5g9e7ZUO4Ls7GwcOHAA3333HbKysrBlyxaMHTtWKbEp1KA0ISEBd+/ehaenJwCgX79+2Lx5M65fv46YmBjExMTg+vXr2Lx5M/r16wcA8PT0RFRUFO7evYvDhw/D19cXLMsiLS0N48aNk+qCT9q2rKwsVFZW8sZkNScVCoUICwvjjVGyg5C6NXej0qtXr+Ls2bOIiopCYmIi0tLSmuQ+jSESifD8+XPemDolYtRZu3btMHDgQN7Y06dPkZSUpKKICCGEEKJqsbGxmDZtGliWRVhYGFavXi2z76K5uTlWr16NsLAwsCyL6dOnIzY2VikxKJTssLGxwcKFCxEeHo4ff/wRkZGRWL58Oby9vdG1a1d07doV3t7eWL58OSIjI7Fhwwbcvn0bCxYsgKurK9566y2cPHkSu3fvBlC9xGXXrl1K+cZI6yDZr8PY2FjmVrIPHz5Efn4+b4ySHYTUb8GCBbxjcaPSpiD5Cy4rK6tJ7tMYycnJUj1/qDmp/Ly8vNCuXTve2OXLlxVe/UkIIYSQlunHH39EcXEx1qxZgx49etR7fvfu3bFmzRoUFRVh48aNSolBoWTHTz/9hPDwcLz11lv44IMP6j1/1apVeOutt3Dnzh1s3bqVG583bx78/PzAsixOnDihSEiklXFycsLYsWO5/hvybjnbqVOnWstdCCH/I25UWpM4Aa1sFhYWvGN1SnZIlrBYWlrCyMhIRdG0PDo6Ohg8eDBv7MWLF0hISFBRRIQQQghRpQsXLoBhmAbt1jJs2DAAwMWLF5USg0LJjt9//x0Mw+Dtt9+W+5p33nkHLMvizz//5I2La3ujo6MVCYm0MqamphgwYAAmT56MZcuWwd/fX+Z5kskOWtVBiPwWLlzIOxY3KlU2yWRHTk4ORCKR0u/TGFTCojgPDw+0b9+eN3bp0iVa3UEIIYS0QY0pVxY3Ok1PT1dKDAolO8RvDiXfwNZFfK5k1/vOnTsDAPLy8hQJibRyAoH0X1mWZaWak/r4+DRXSIS0eJMnT4aZmRlvbM+ePUq/j+TviqqqKrX4mV9WVsZr0gpQsqMxNDU1pVYJpaam4unTpyqKiBBCCCGqYmxsDAC8nf/qI252qqzVtQolO8RP5CSfiNVFfK7kkx7xh1hDQ0NFQiJt0PPnz5GRkcEbo5UdhMhPR0cH7777Lm+sKRqVtmvXDnp6erwxdShl0dXVxZo1a/D222/D09MTNjY2tZbMkbr17t1basvvy5cvq80KHkIIIYQ0jyFDhoBlWaxbt06uhqOxsbFYv349GIaRKo1tLIWSHS4uLgCAHTt2yHU+y7LYtm0bgOo68ZoSExMBNGyVCCGAdAmLlZUVNRYkpIHmz5/PO26KRqUMw6ht3w5NTU107twZY8aMwfz586GhoaHqkFokDQ0Nrt5WLCsrC48ePVJRRIQQQghRhZUrV0IgECA/Px9eXl7YsmULcnNzpc579eoVtm7dikGDBiEvLw8Mw2DVqlVKiUGhZMdbb70FlmURGhqKadOmSS0DriknJwfTpk1DWFiYzD4f4iUr3bt3VyQk0gbJKmER13sRQuTTXI1KJZMd2dnZSr8HUa0ePXrAysoKQPWqmeHDh3MPRwghhBDSNnh5eWHDhg1gWRb5+flYtWoVLC0t4ezsDG9vbwwePBjOzs6wsLDAypUruUTIDz/8AC8vL6XEoKnIxUuWLMEff/yB27dvIzAwEKdPn8aYMWPQv39/7g1tVlYWoqKicPbsWZSWlgIABgwYgCVLlnDzlJWV4c8//wTDMBg9erQiIZFWgmVZZGRkwNLSUmafjpqoOSkhyrFw4UJeXaW4Uaky+1eo68oOojwMw2DkyJFITEzEoEGDpEqXCCGEENI2fPDBB3B0dMSyZcuQmpoKlmURFxeH+Ph4APzWFh06dMD27dsxefJkpd2fYRVsk15YWIjp06fj7Nmz1RPW8kRdfJtRo0bhr7/+4jUdSU1NxYULFwAAEyZMkKr3JcqRnJwMe3t7JCUlqX09en5+PrZs2QJNTU3Y2NjA1tYWw4YNg5aWFu+8lJQUqe/l7t276NOnTzNGS0jrUF5eDltbW94qvdWrV+OHH35Q2j3i4+Nx+PBh7lhLSwsff/wxrcYihBBCSIvQkj5TqYvKykoEBwfj4sWLePjwIbeKw8TEBD179sTIkSMxadIkqc96ilJoZQdQ3VD09OnTCA4Oxq5du3Dt2jVuBYeYrq4ufHx8sHDhQplbh9rY2GDWrFmKhkJakeTkZADVuzW8fPkSmZmZeP3116XOk1zVYWRkhJ49ezZLjIS0NuJGpT/++CM3duDAAXz99dfQ0dFRyj0kV3ZUVlaioKBAaV23CSGEEEKIetHS0sKUKVMwZcqUZr2vwskOMT8/P/j5+UEoFCIuLg6vXr0CUJ2t6dy5MzV7Iw2SkpLCO7a1tZX55Fcy2eHt7U1/1whRwPz583nJDnGj0unTpytlfgMDA+jo6PB2esnKylJJsuPVq1e4dOkSunTpAmdnZ+jr6zd7DIQQQgghpGkoLdkhpqGhga5duyp7WtLGiFd2iNna2so8TzLZ4ePj02QxEdIWdOvWDa+99hrXNBoAdu3apbRkh3hHlpr/xrOyslSyg9KzZ8/w+PFjPH78GADg7OyMN998s9njaGsqKiqgra2t6jAIIYQQogJVVVW8hRGamkpPSXAU2o2FkKYgFAqRlpbGG5NVD5ebm4uHDx/yxqg5KSGKW7BgAe/4ypUrcu2PLi9zc3PesaqalD5//px3TI00m1ZRURFOnz6NLVu2oLi4WNXhEEIIIaSZREdHY9myZXB1dYWuri6sra1hbW0NXV1duLq64v3338eTJ0+Ufl9KdhC1k5mZiaqqKt6YrJUdYWFhvGNdXV24u7s3aWyEtAWTJ0+GmZkZb2zv3r1Km9/S0hLGxsZwdnbGwIED4erqqrS55VVZWYmEhATemDJ3nSH/w7IsLl++jK1btyIiIgKlpaUIDQ1VdViEEEIIaQYff/wxevXqhZ07d+Lp06cQiURgWRYsy0IkEuHp06f46aef0Lt3b3zyySdKvbdca0aGDx+u1JsC1UuZL126pNAcmZmZCA8PR3h4OCIiIhAREcHtIjBr1iwcPHiwQfOdOXMGu3fvRkREBLKysmBhYQEPDw8sWLAAY8eOlWuOqqoq7N27F7///jtiYmJQVFQEGxsbjBw5Eu+//z569Ogh1zzZ2dnYtm0bgoKC8OLFCwCAo6MjJk2ahOXLl0t9EGlNJEtYTE1N0a5dO6nzJEtYvLy8aGk0IUrQ1I1Kvby8MHDgQIXnUcSLFy94SVWGYdC5c2cVRtR6MQyDgoIC3n/viIgIeHl5UWNaQgghpBVbtmwZdu7cye3M6urqCk9PT1hbWwMA0tPTER4ejidPnkAoFGL9+vUoLi7G1q1blXJ/uZIdV69eBcMwqGuXWsnmkeJz5R1vDCsrK4XnAACRSIQFCxZg3759vPGUlBSkpKQgKCgI8+bNw65duyAQ1L4YJjs7G76+voiIiOCNx8fHY/fu3Th06BB27NiBefPm1RnP7du3MWnSJKSnp/PGHz58iIcPH2Lv3r0ICgrCgAEDGvidtgyympPKEhISwjumEhZClKcpG5Wqwzazz5494x3b29tTGUsTGjp0KB4+fAiRSASgulwxJCQEEyZMUHFkhDQ/lmXV4ucgIYQ0pbCwMPz0009gGAbdu3fH7t27MWjQIJnn3rx5E++99x4ePnyIHTt2YPr06bWe2xBylbH4+PjAx8cHQ4cOlfnH2dmZW4oCVK9A8PLygpeXFxwdHQH8L8nh7OyMoUOHKr2RZMeOHTFq1KhGXfvpp59yiY6+ffvijz/+QHh4OP744w/07dsXQPUS7s8++6zWOYRCIfz9/blEx+TJk3HmzBncvn0b27Ztg6WlJcrLy7Fw4UKcOXOm1nmSkpIwYcIEpKenQ1NTE2vWrEFISAhCQkKwZs0aaGpqIi0tDRMmTJBaAdFayJPsKC4uRlRUFG+Mkh2EKI+4UWlNu3btUk0wSsayrFSyQxUNUtsSExMT9OvXjzd29+5dbjUmIW3Fw4cPcezYMS7xRwghrZX4faOTkxPCwsLqTF4MHDgQISEh6NSpEwDgl19+UUoMcq/sqM2ZM2fw1ltvoX379vj0008xe/ZsqeZz2dnZOHDgAL777jtkZWVhy5YtcpeF1OWLL76Ah4cHPDw8YGVlhRcvXsDJyalBc8TGxmLjxo0AAHd3d4SEhHBP9zw8PDBx4kQMHToUkZGR2LBhA+bMmSPzTfGhQ4e4GuTFixfjp59+4l4bMGAAxo4di/79+6OgoADvv/8+oqOjZXae/fTTT7lmfUeOHMHUqVO514YMGYL+/ftj+vTpyMzMxGeffdbgUh11V1ZWhuzsbN6YrOakt27d4i2J1tDQUPmyeEJamwULFvB+/osblbb0HbdycnKQl5fHG6N+HU3Px8cH9+7d4352syyLq1evIiAgQMWREdL0WJZFSEgI9zP1/PnzGDNmjGqDIoSQJnT9+nUwDIP//Oc/cpWtGhkZ4aOPPsLChQul2hU0lkINSmNjYzFt2jSwLIuwsDCsXr1aKtEBVHfeX716NcLCwsCyLKZPn66Uzv5fffUVxo8fr1A5y5YtW7g3Xtu3b5daxtyuXTts374dQHU/js2bN8ucR5wwMTU1xYYNG6Re79KlCz7++GMA1TsA/PPPP1LnpKen4/fffwcAjB49mpfoEJs2bRpGjx4NADh8+LBUqUtLJ7mqQ0NDQ+b/X8l/AP369YOBgUGTxkZIWyOrUemePXtUFI3ySP7+MTQ0VFpZJKmdoaEhPD09eWOPHj1qdb/HSNtVXFyM4OBgPHr0SOq1s2fP8pLHt2/flip7JoS0XpGRkfjvf/+LUaNGwc7ODjo6OjAwMEDXrl0xe/bsBjfuPnPmDPz9/bm57Ozs4O/vX2cFgaSqqir88ssvGDJkCCwsLKCnp4fOnTtj4cKFePz4cUO/RSni3+/iSgl5iFeBZmRkKHx/QMFkx48//oji4mKsWbNGrsab3bt3x5o1a1BUVMQlB1SJZVkEBwcDAFxcXODl5SXzPC8vL3Tr1g0AEBwcLNW7JDY2FtHR0QCqkxGymmkCwLvvvst9LSvZceLECW5Z4+zZs2uNWzyPSCTCiRMnaj2vJZIszbG2tpa5AkYy2UElLIQon7hRaU0HDx5EeXm50u8lFAqVPmdtJLec7dKlC9XPNxNvb2+pJrdXrlxRUTSEKIdIJEJERAR27NiBe/fu4dy5c1I/J7t37y7V9+3MmTNSP48IIa2Pj48PPDw8sHbtWly4cAEpKSmoqKhAcXExnj17hoMHD2LIkCGYNWsWKioq6pxLJBJh3rx58PX1RVBQEDeXuM+kr68v5s+fX2+pXHZ2NgYNGoRFixYhNDQU2dnZKCsr43pN9u/fX+Gd+HR1dQGgQdvNi89VRkN8QMFkx4ULF8AwTIN2axk2bBgA4OLFi4rcWikSEhKQmpoKoLp5Wl3Er6ekpHC7o4jVzMTVNY+1tTW3/Fty29SGzFPzNVnztGSSKztklbBUVFTg5s2bvDFl94AhhFSbP38+71jcqFRR+fn5OH/+PI4cOYKtW7fWumpO2crLy5GYmMgba+llOS2Jnp6eVM1ubGwskpKSVBQRIYpJSUnBvn37cPr0aZSVlQEAioqKpErAHRwcMHHiRN4Yy7I4fvw4MjMzmytcQogKiD9v2tjYYPny5Th+/DjCw8Nx8+ZNbNq0ietP+Ouvv0o9ZJKkTr0m6yNuL/Hvv//KfY34XHHvDkUplOxIS0tr8DXip2fqsGz1yZMn3NcuLi51nlvzdfEqDkXmSUpKkspyiecxMjLituORpUOHDmjfvr3MWFoylmXlak56584dlJaW8sYGDx7cpLER0lY1VaPSqqoq3Lx5E8+ePUNeXh6Ki4sblPlvrPj4eN7TDoFA0OBeT0Qxnp6eUisgL126VOeOb4Som5KSEpw8eRJ79+7lPsjUdO/ePS75Ida7d2+phzPl5eU4cuQIioqKmjReQojquLi44K+//sLLly+xZcsWBAQEwMPDA15eXvjggw9w79497sHLH3/8IbXjpJhkr8mwsDDMmDEDHh4emDFjBkJDQ+Hu7g4A2LBhQ60rxyR7TQYGBmLMmDEYMGAAli1bhrCwMLRv3x4ikQjvv/8+r09iQ/j6+oJlWWzfvh2XLl2q9/wrV65g+/btYBgGvr6+jbqnJIWSHcbGxgCAa9euyX2NONMtT5OSplazZELWCoKa7O3tua8ln0A1Zh6WZaVKNsTH9c1Rc57W9DSsuLhYasmVrP8WkiUsPXr0kOorQAhRngULFvCOxY1KFWFiYgINDQ3emGRz4qYguQuLg4OD0pZKEvno6OhIlR4mJiYiPj5eJfGUlJQgNjYWV69exdWrV/Ho0SNkZWXRbhlEJpZlcefOHezYsUNqVzgxNzc3LF68mFvCXdNrr70mVfqdn5+Pv/76C5WVlU0SMyFEtU6ePIlp06ZJve8RMzc3x48//sgdHz9+XOZ56tRrUh4rVqxA+/btUVlZibFjx2Lp0qW4c+cO7/erSCTCnTt3sHTpUowZMwYVFRVo3749VqxY0ah7SpJrN5baDBkyBMePH8e6deswadKkepcCx8bGYv369WAYRi2exBcWFnJf19fcUl9fn/taMvuu7HnkabQpnqeuJwHl5eW8mtGacaojAwMDrFmzBjk5OUhJSUF6ejqXUKtJMttJ/ToIaVriRqU1twnds2ePzF+Q8hIIBDA3N+c1oMrKyoKDg4NCsdaFZVmppxy0C4tquLu74+bNmygoKODGLl++jE6dOjVp/xSRSITMzEwkJycjOTkZSUlJyM3NlXmuhoYGzM3NYWVlBUtLSzg4OMj1MIK0XmlpaTh9+rTUwyoxc3Nz+Pr61rlajGEY+Pn5IT8/nzdPcnIygoODERAQQD2ECGmDxK0eACAuLk7q9Yb2mnz69CmCg4OxY8cO3s+UhvSaFCc8/vnnH5kbZ9TH3NwcR48excSJE1FRUYGff/4ZP//8M7S1tWFqagqGYZCTk8P1KWFZFtra2jh27JjSHmQrtLJj5cqVEAgEyM/Ph5eXF7Zs2SLzTcOrV6+wdetWDBo0CHl5eWAYBqtWrVLk1kpRc3mhtrZ2nefWfPInWUKh7Hnqm6PmPJJz1PT999/DyMiI+9O9e/d651U1hmFgbm6O3r17Y/To0VK/8EUikVSfEkp2ENK0mqpRqYWFBe9YvO12U8nIyJBK+lKyQzU0NTWlelOlpqYiJiamye5ZUFCA9evXY9euXTh16hTu379fa6IDqK5pzsjIwIMHD3Dx4kXcv3+/1nMbu8SXVK/q+eOPP3Dv3j2UlJSoOhyZysrKcPr0aezZs0dmokNLSwsjRozAe++9J1dZnJaWFqZPny61yvnx48fUsJeQNqrmeypZK0DUrdekvEaNGoVbt27B3d0dLMuCZVmUl5cjLS0NqampKC8v58bd3d1x+/ZtjBw5stH3k6TQyg4vLy9s2LABq1atQn5+PlatWoUPP/wQTk5OsLS0BMMwyMjIQEJCAvdNAMAPP/xQazaqOdVcXlhf59uafwEllwxJziNr2aK885SUlNQbS815JOeo6eOPP8bKlSu545SUlBaR8KjL48eP8erVK94YJTsIaXrz58/nLbHMzs7GyZMnERAQ0Og5Jbcqb+oyFktLS8yePRvPnj3Ds2fPUFFRQSVwKtSnTx+EhYXxEg5paWlwdXVt1HwikQhZWVnQ09Pj+lrVZGhoWOsSYnlYWlrW+tqePXtQVlYGS0tL7o+VlRXMzc1l7ihG/ufJkyeIjY1FbGwsGIaBg4MDXF1d4eLiIvP/Y3NiWRYPHjzAhQsXau0p5OrqitGjRze4PNvAwABvvvkm9u/fz3tveP36dZiZmaF3794KxU4IaVlqtoWQ9XtQkV6TNZOwDZ1H3ES8uLiYV6HQEH369EF4eDgiIiJw8eJFPHr0iPvdb2pqCjc3N4wcORIeHh6Nmr8uCv8G/uCDD+Do6Ihly5YhNTUVLMsiLi6Oq72t2XCsQ4cO2L59OyZPnqzobZXC0NCQ+7q+xlA1f8lJlplIzlNXsqO+eUpKSuRqUiWep66SFx0dHd5KkprLhVsqyRIWR0dHXj8VQkjT6NatG4YOHcr7ZXz8+HGFkh3NvbJDIBCgY8eO6NixI0aMGIGKigpaLq5CAoEAw4YNQ2BgIFxcXDBs2LA6EwqSSkpKuHKU5ORkbvu94cOHy0yCMwwDOzs7qb4tQPVKE1tbW2hqaiIzM1Nm2aeVlZXMOIRCIbKzsyESiVBQUMArlWIYBmZmZrwEiKWlJUxMTNrE3z1xsqCsrAyenp4yX6+5modlWbx48QIvXrzAmTNnYGtrCxcXF7i4uEglR5sDy7K4ceOGzESHqakpxo4diy5dujR6fktLS0yZMgVHjhzhvV8+ceIEjI2Nm7SsjxCiPkQiEdatW8cdT5s2Teocdeg12a1btzrPr4+Hh0eTJDTqopTHDf7+/hg/fjyCg4Nx8eJFPHz4kMvWmJiYoGfPnhg5ciQmTZoELS0tZdxSKWr+D66t/lKs5l8UyQ/XkvPU9QtZPI/4TZfkPBkZGfXGUnOetvZBX7I5Ka3qIKT5zJgxg5fsOHnyJMrKyupM8NZFMtlRWFio0HwNJU/JIGla4gbTHTp0qPM88aqNpKQkpKSkICkpiddDpqa6foeKkx3Gxsawt7eHnZ0d7OzsYGVlxVv1UVpaiszMTGRkZCAzMxOZmZm1JmLEiQ5ZWJZFdnY2srOzeU/TtLS0YGFhAUtLS7i7u8vceayly87OxqlTp/DixQtoaGjA2dkZpqamvHNSU1PrfBCTkpKClJQUXLp0CRYWFnBxcYGrqyusra2bJVkkEAgwbtw4HDhwgBvT1NTEkCFDMGjQIKWs2unSpQvGjh2L06dPc2MikQh//fUXli5dWms9PSFE9QoLC3k/wyQfNMtr8+bNCA8PB1DdJ61///4y7yWmDr0mWwqlra3U0tLClClTMGXKFGVN2eRqlnTUVydc83XJpUWS8/Tp06feeezt7aWWAnXv3h1RUVHIz89Henp6rdvPpqWlcf+wGrvctyViWVYq2SG5hRshpOn4+/tj8eLF3BPIoqIinD9/HhMnTmzUfKamphAIBLwPillZWW0uiduWMQwjM9FRWlrKW7WRnJwsV4knUJ3sYFlW5ofh/v37o1+/fvW+wdPT04ODg4NcT9YzMzPliqumyspKpKamIjU1td5lxC1NVVUVrl+/jtDQUO7ftlAoxKlTp/D222/z/r+Ym5tj0qRJiImJwfPnz+vsfZKVlYWsrCxcv34dRkZGcHFxQb9+/Rq0GqgxOnbsiN69e+P+/fvo1q0bRo8eDRMTE6Xew8PDAzk5Obh9+zaA6iTLiBEjKNFBiJqTbA+wdu1afPnllw2a49q1a/jPf/4DoHq1188//yzzPHXrNdlStOlCUicnJ9jY2CA1NbXe7XPF5RO2trZwdHTkvVZzZ5lr165hxowZMudIT0/ntmv09vaWen3w4ME4fPgwN8/06dNlzlMzVlnztES3b99GVVUVbG1tYWNjI/MfX3x8vNRe9rSyg5DmY2VlhSFDhvDKyY4fP97oZIeGhgZMTU15vToo2UEA4NSpU3j8+HGjrtXW1kZJSYnM2uLG1hvXpXv37rCysuJWgIhXhOTl5cl1fVN/WG9OcXFxOH36tMzGr/Hx8UhMTOS9h9LR0UHv3r3Ru3dvVFRUIC4uDjExMYiNjeW9IZeUn5+P27dvw97eXin//bKyssCybK1zvf7663B1dVV4CXddRo0ahVevXiExMRHTpk1Dp06dmuxehBDlePLkCW9lXkNXdTx+/Bj+/v6oqqqCrq4ujh07VuvPIXXrNdlStOlkh3j7r59//hkxMTG4deuWzMapt27d4lZk+Pn5ST0t6tq1K1xdXREdHY2jR4/ixx9/lJmNP3jwIPe1v7+/1OsTJ07EokWLIBKJcODAgVqTHeJ5BAJBoz9kqJvw8HDuzRHDMJg8eTLc3Nx450iu6rC0tKx3u2NCiHJNmTKFl+w4ceIEKioqGl0SYmFhIZXsIMTOzk6uZIempiZsbGy4chR7e3u5tm9XJg0NDa4nR03l5eXIysqSKoepueOItra2zC3WxddfvXoVXl5eDW5+2dyKiopw7tw5PHr0SObrRkZG8PX1lXpYVJO2tjZcXV3h6uoKoVCIFy9eIDo6Gk+fPpW5fFpDQ6PWfhlCoRBCobDen0sVFRW4du0abt26BWtra8ydOxcCgfRGhfr6+k2a6ACq39NNnjwZhYWFKulPQghpOENDw0Y3Uk5ISOCSnBoaGvjzzz/rXLGubr0mJSnSAFwWhmGUstOZ3MkO8a4e//nPf2RmnIRCIVJSUgBUL/mrTXx8PKZMmQKGYRAVFdXQeJVuxYoV2L17N4RCIZYtW4aQkBBe5qq0tBTLli0DUP2masWKFTLn+fDDDzF37lzk5uZizZo12LFjB+/1uLg4fP/99wCq6zNlJTusra3x1ltv4fDhwzh37hyOHz8uVRZ07NgxnDt3DgDwzjvv1Frq0pKUlJTwngKxLCtzhwRZ/TraQoM3QtTJ5MmT8f7773PH+fn5uHTpEsaOHduo+ZpjR5asrCwkJibC2dlZ7T80kmq1NU0zNjbmEht2dnawtrZW+hssZdHR0eHiFGNZFsXFxVwCpLKystbfYxEREbh16xbCw8PRq1cveHt7q92HYJZlERUVhYsXL8rcipphGAwcOBBDhw5tUEJUQ0MDnTt3RufOnTFu3DgkJycjOjoaMTEx3I5snTp1qvUp6vPnz3Hs2DF07twZLi4u6NatG+8hFMuyiI6Oxrlz57iy4NTUVNy9e1dmrXxzaWy9PyGkZUlNTcXIkSORmpoKhmGwf/9++Pn51XmNuvWalFSzybI6kTvZsWXLFjAMg3nz5slMdsTExKBnz54QCAR1ZmFKS0tx7949pXxIDQ0N5XU9r/km+fnz57yVFADw7rvvSs3RtWtXrF69GuvWrUNkZCS8vb3x0UcfoXPnzoiLi8P69etx9+5dAMDq1avh7OwsM5ZZs2Zh//79CAsLw08//YT09HTMnz8fJiYmCA8Px9dff42CggIIBAJs27at1qZW3377Lc6ePYusrCy88cYbiIyMxPjx4wFUNwMUb/1oYWGBb775Ru7/VupMnCQT09TUlNn1XnInFiphIaT52draYuDAgbh58yY3FhgY2OhkR3PsyPLo0SPu54elpSX69u2rFtufk9p16NABurq6sLS05CU3aj6RaokYhoGBgQEMDAzqLFOorKzErVu3AFQ3q7x37x7u3buH7t27Y8iQIWrxoCM9PR0nT56U+h0uZmdnh/Hjx9e6i428GIaBvb097O3t8frrryMzMxPR0dF1NrWNiYmBUCiU2tLWxcUFNjY2uHbtGuLi4qSuu3TpElxdXdW2V0ZlZaVaNfonhDRcdnY2Xn/9dW7n0u3bt2PmzJn1XqduvSYlzZo1q87X68OyLE6fPo2cnBylJk6UXsbSnFmdvXv34tChQzJfCwsLQ1hYGG9MVrIDqE4wZGZmYv/+/bh7967Mnhtz586tM7mgoaGBoKAg+Pr6IiIiAoGBgQgMDOSdo6Ojgx07dtT5ocDe3h7//vsvJk2ahPT0dKxfvx7r16/nnWNtbY2goKB6M2wtheQbJRsbG6llpGlpabzEFkDJDkJUZcqUKbxkR1BQEH755ZdG7UwgmezIz89XqCxGlpo/OzIzM1vFNtytnYaGBlavXi2zpKAtuHv3rsztTp88eYInT57A2dkZgwcPrnMlbVOpqKjA1atXcevWLZnv+XR1dTFy5Ej069dP6asvGYaBlZVVnQkUkUiEp0+f8sZqbmlbG4FAgP79+ytlh5Wm8Pz5cwQHB+ONN96AjY2NqsMhhDRCfn4+Ro8eze3OtW7dOixZskSua9Wt16SkmrtWNVRQUBDWrl3L22VNWf3b2ua7CAkCgQD79u3DqVOn4OfnxzXItLGxgZ+fH06fPo29e/fW+6bL3NwcN27cwM6dOzF48GCYmZlBV1cXnTp1wvz58xEVFYV58+bVG4+npycePnyIzz77DG5ubtxToJ49e+Kzzz7Do0ePZO5X31JJJjtkbcEnWcJiaGiI3r17N2lchBDZJk+ezDvOycmp9xdvbczMzKQ+ECmzlKWoqEiqsXFtK/SIemmriQ4A6NatGwYMGFDrB+9nz57hwIEDOHjwIJ4/f96sD5rOnj2Lmzdvyrxnr169sHTpUvTv319lZaaZmZkyS2rq0qlTJyxatAgjRoxQyy2pIyIicOTIERQVFeGPP/5Afn6+qkMihDRQSUkJxo0bhzt37gAAPv30U3z00UdyXy/uNQmA6zUpi7y9JgHg6NGjvD5SNdXXa1IZTp8+DQ8PDwQEBODRo0dgWRbW1tbYvn07l2hRFMPK+RtSIBCAYRg8fPhQapsdoLqbbM+ePcEwDIRCYa3zyHseUb7k5GTY29sjKSlJbVaFsCyLH374gdd1fcqUKejRowfvvGXLlvH6oIwZMwZnzpxptjgJIXweHh6IjIzkjt97771at0urT2BgIHR0dGBhYQELCwvY2dkp7QPHvXv3EBwczB1ra2tjzZo1atvngZCaiouLcevWLURERNT5Ab5Dhw4YPHgwXF1dmzzJkJeXh507d6KyspIbMzU1xbhx49RmB5HS0lI8e/YMMTExePbsWa3l1YaGhhg9ejS6d++utj3AHj9+jOPHj/PGrKysMHv2bOrvQYiKNPQzVUVFBSZMmIDz588DAJYvX44tW7Y0+L6xsbHo3r07hEIh3N3dZfaa9PHxQWRkJDQ1NbmVgJL279+PuXPnAgCWLFkis9dkv379UFBQgC5duiA6Olqpq94uXLiAtWvXcttti3fD+uijj7Bo0aI6m6Y2lHqu1SNtRm5urtT2crJ+aEiu7KirWzEhpOkFBATwkh3//PMPduzY0agkQkBAgDJD43n27BnvuHPnzpToIC2Gvr4+RowYAW9vb65hqayncGlpaTh27BjMzc0xePBg9OrVq8k+vBsbG2Po0KG4ePEiNDQ0MHjwYAwePFityj/09PTQq1cv9OrVC5WVldyWtk+fPkVZWRkEAgE8PT0xdOhQtU8YuLi4wMnJCQkJCdxYRkYGAgMDMWPGjDa9AoqQluKNN97gEh3Dhw/H3Llza929Cqh+MCNrx0l16zXZUNeuXcPnn3/OtZoQb0qxevVqLF26tEn6JdHKjjZEHVd23L9/H0FBQdyxgYEBVq5cyXuTlpeXB1NTU96S2evXr/NqzgghzevZs2dSv4ivXbumVolIoVCIDRs28J6IT5gwAf369VNhVIQ0XmVlJe7cuYMbN27U2numY8eOmD17tsL3Ki8vrzURIBQKcebMGQwcOFDm7mnqSigUIisrC4aGhvU221MnpaWl2LdvH6+eHaguex4zZoyKoqofy7Koqqqipqqk1WnoZ6qGJp8dHBxq7TEkEokwf/587N+/v9br586di927d9eZDM3OzuZ6Tcoi7jUpTwuG+ty4cQNffPEFrly5AqD6Z4OxsTFWrlyJFStWNOmW8eqThidtkmS/Djs7O6kfCGFhYbxEh46ODjw8PJolPkKIbM7OzujVqxcePHjAjR0/flytkh3JyclSS/+pXwdpybS0tODp6Ql3d3c8ePAAoaGhvK3bAcWbd5eVleHixYt49uwZFi9eLDPhoaGhwe0U15JoaGioxU42DaWnp4c333wTe/fuRWlpKTd++/ZtmJmZqd17ooyMDERERODRo0dc0szV1bXWrTVFIhGtUCFETuJekwEBAdi9ezciIiKQnZ0Nc3NzeHh4YOHChXLtkCfuNblnzx4cOXIE0dHRKC4uho2NDUaMGIHly5dLtRVoqMjISHz++efcqhaWZWFoaIgVK1Zg5cqVMDIyUmh+eVCyg6hUY5qTenp6qv2yU0LagilTpvCSHX///Te2bNmiNm9aJUtYrK2tW/zWpYQA1R/a+/bti969e+PJkycIDQ1FRkYGOnTogM6dO8u8hmVZlJaW1rpMmGVZPHr0COfOneN2grly5YparxxoS0xNTTF9+nT8+uuvEIlE3PiZM2dgYmKCLl26qDA6oKqqCtHR0YiIiEBSUhLvtfLycl7MkgIDAxEfH4/27dvL/GNkZIT27durZfNYQuTRFE2kfX194evrq9AcmpqaWLRoERYtWqSkqKrdv38fX3zxBU6ePAmg+vvX19fH0qVLsXr1apiamir1fnWhZAdRmaqqKqSnp/PGZCU7xNsnidGWs4SohylTpuCLL77gjlNSUnD79m0MHDhQhVH9j2Syg1Z1kNZGIBDAzc0NPXr0wLNnz6ClpVXrcunnz5/j2LFj6N+/PwYOHIj27dtzr+Xm5uLUqVOIj4/nXRMeHo7evXujQ4cOTfp9EPk4ODhg4sSJvPJflmVx/PhxzJkzB5aWls0eU15eHiIjI3H37t1ad3UAwPv7JqmgoABlZWUoKytDZmZmrefp6upKJUJsbW1VnughhFR7/Pgx1q5di3/++QdA9c8nPT09LFq0CB999BEsLCyaPaYGJzt27twp84dpzR9O//3vf2u9vq4fYqRtSUtLk8r0S+4dX1paymuCCFCygxB14erqCldXV0RHR3NjgYGBCiU7RCIRXr16BS0trTrfHNcnPz9f6vcNJTtIa8UwjMxmdmIsy+L69euorKzkdnfp3bs3vLy8EB0djZCQEJl91DQ1NZGdnU3JDjXSu3dv5Obm8h4ElZeX48iRI5g3b16T1r6LsSyL58+fIzIyUu7tIetLdshDVkKkd+/etSY78vPzUVlZCXNzc7nmJ4Q03htvvIFjx46BZVmwLAsdHR0sXLgQ//nPf1RaPtjgZEddWwuKnyZ89dVXjY+ItBnJycm8Y0tLS6nylNu3b/O2txMIBBg0aFCzxEcIqd+UKVPw9ddfc8fHjx/Hhg0bGtyMKzQ0FI8ePUJ2djaEQiF8fHwwbNiwRscluapDT09P5soxQtqCly9f8koLhEIh7ty5gzt37tR6TdeuXTF27FgYGxs3Q4SkIV577TXk5OTg8ePH3Fh+fj7++usvzJw5s8kagpaUlODu3buIiorCq1ev6jzXwMAA/fr1g6urK0pLS2tdti4SiVBYWNjomOoqTbx16xZu3boFKysrdO/eHd27d6fEByFN5K+//uK+trCwwPvvvw97e3uuX0djzJw5U+G4GpTsaIp6I9J2ydOvQ7KEpW/fvlRzT4gaCQgI4CU7EhMTcefOHfTv379B8xQXFyMjI4M7zsrKUiiu58+f8447d+6sNr1ECGluqampYBhGrvdxhoaGGDt2LFxcXJps+1qiGIZh4Ofnh/z8fN6Do+TkZAQHByMgIKBJ/t9FRUXh8uXLdZ7j6OgId3d3uLi4yLXNN8MwWLJkCQoKCpCfn4+CggKpPzWbskqqrcEhy7J48uQJgOqGqRkZGbhy5QqX+OjRo0eL2kmIkJZA/HMnOzubV+bc2LmaNdkh3iqGEGXp3LkzWJZFSkoK8vPz5WpOSiUshKiXXr16oUuXLrzkwvHjxxuc7JCs41Qk2VFVVSXVe4BKWEhbNnDgQLi4uODGjRu4e/euzJIVhmEwYMAADBs2jJqAtwBaWlqYPn069u7di/z8fG788ePH3CoGZevXrx+uXr0qVYKso6OD3r17w93dvcE1+QzDwMzMrM7EQ2VlJZf4kEyI1Ha/lJQUmeUxlPggpOmo48IIuZMdQ4cObco4SBvUt29f9O3bFwBQWFgoteyysrISN2/e5I2p07aWhJDqN6oBAQFYv349N3b8+HF89913DXqyKPmGNTc3F0KhUK4ng5ISExN55W8AqIEdafNMTEwwbtw4+Pj44NatW4iMjERFRQWA6n5Z48ePp94cLYyBgQHefPNN7N+/n9tme/jw4XB1dW30lfeJoAAARhJJREFUnNnZ2dDW1pbZY0NfXx/du3fHo0ePAABWVlbw8PBAz549m3SnFC0trXoTIpIKCwthYGCAoqKiWs+hxAchyqOuCyMYVh1TMKRJJCcnw97eHklJSbCzs1N1OPUKDw+Hp6cnbywzM1MlnXwJIbWLjIyEh4cHb+z+/fvo1auX3HOUlZXxEiYAsHjx4kb9e8/Ly8P9+/fx/PlzJCcnw87ODnPnzm3wPIS0ZqWlpXj+/Dn09PTQqVMnKvNqwcQ77UycOBE9evRo8PVCoRBPnz5FZGQkEhIS4OXlhdGjR8s8NykpCREREfDw8ICdnZ1alzqJRCK8fPkST548QXR0dJ2Jj5qsrKzg7+8PKyurJo6QtFQt7TNVW0ZbzxK1JVnC4uLiQokOQtRQ//794eDggMTERG7s+PHjDUp26OrqSj2Fy8rKatS/eWNjYwwdOhRDhw5FcXExiouLGzwHIa2dnp4eevbsqeowiBJ06dIFy5cvR7t27Rp0XWFhIaKionDnzh1ek9B79+5h+PDhMhud2tvbw97eXuGYm4NAIICjoyMcHR0xZswYLvHx5MmTOn8vZGVl1doLhBDSslCyg6gtyWQHlbAQop7EpSybNm3ixgIDA+vchlwWCwsLqWSHovT19aGvr6/wPIQQos7kTXSwLIsXL14gMjIS0dHRMmvsy8rK8OjRI67UuDWQlfh4/PgxoqOjpRIfnTt3hq6ursx5cnNzwbIslboQ0kJQsoOoJZFIRM1JCWlBpkyZwkt2iJcNN6R23MLCAgkJCdxxdna2UmMkhJC2qKCgABoaGnj06BEiIyPr/dnarl07mU1sW4uaiY+xY8dKJT7qau4aGhqKu3fvwtramuvxUdu2uoQQ1aNkB2l2QqEQAoGgzjrP6Oho5Obm8sZoZQch6svT0xM2NjZITU3lxgIDA/HZZ5/JPYcyd2QhhBBS3WNj//79cp1rZ2cHDw8PdO/eHZqabeMjgqzEh7W1tcxzhUIhYmJiAADp6elIT0/H5cuXKfFBiBprGz/JiFp58OABzp07BxsbG9ja2sLJyQmdOnXinRMSEsI77tixIzp27NicYRJCGkAgECAgIADbt2/nxo4fP96gZIe5uTnvODs7GyKRiBonEkJIIzx+/BhBQUF1nqOlpYWePXvCw8Oj1g/5bYU48VGbFy9eoLS0VGpcMvHRo0cP9OnTBwYGBk0YLSFEHpTsIM0uJSUF5eXlSEhIQEJCAnJycqSSHVTCQkjLI5nsEO+IIu+2r5IrO4RCIfLy8uR+UpabmwuRSAQzMzO13iGAEEKaWnFxMYKDg1FVVSXzdXNzc7i7u6N379619qcgfCUlJdDX16+zuak48XH16lX06NGDW/VICFENSnaQZpecnMw7trW15R2zLCu1soNKWAhRf4MHD4alpSUyMzO5scDAQHz00UdyXa+vr4927dqhpKSEG8vKypI72XHjxg1ERUXBxMQEzs7O6NmzJ20JRwhpk/T19eHv74+jR49yYwKBAC4uLvDw8ICDgwMlhRuoZ8+e6NGjBxITE7m+VLUlPoRCIR48eIAHDx7Azs4Onp6ecHV1hYaGRjNHTUjbRmuDSbOqqKjgfRACIPVh5MWLF0hJSeGN0coOQtSfhoYG/P39eWPHjx9v0ByN7dvBsiyeP38OAHj16hXCw8N5W+ESQkhb4+rqirlz58Ld3R0jR47EihUrMHXqVDg6OlKio5EEAgGcnJwwbtw4rFy5EjNnzkT//v3r3A0nOTkZf//9N2+3MUJI86CVHaRZpaWl8bY5YxhGanmfZAmLubk5XFxcmiU+QohipkyZgl27dnHHkZGRSExMhIODg1zXm5ub85IU8iY7srKykJ+fzxtzdnaW61pCCGmt7OzsaIVbExEnPpycnODr64vExEQ8ePAADx8+lNrNxtXVFUZGRiqKlJC2i1Z2kGYlWcJiZWUFLS0t3pisfh30BIKQlmHo0KEwMzPjjQUGBsp9veTKjpycHLmue/bsGe/YyMhIai5CCCGkKYgTH35+fli5ciWGDx8OQ0ND7nVPT89ar83MzGzVW/0Sokq0soM0K8nyFMl+HYD0TixUwkJIy6GlpQU/Pz/eVoeBgYFYuXKlXNc7Ojpi+PDhsLCwgLm5udz9OiSTHV26dGnRSdLS0lLs378f58+fR5cuXfD222+jT58+Lfp7IoSQtqBdu3YYMmQIBg0ahJiYGMTFxcHe3l7muVVVVTh06BA0NDTg7u6O/v37Q19fv5kjJqT1omQHaVb1JTsyMjIQGxvLG6NkByEty5QpU3jJjhs3biAlJUVmclOSlZUVrKysGnS/srIyvHz5kjfWtWvXBs2hLkpKSrBr1y788MMPSE9P58Y3bdqEnj17YtasWXjrrbfa/BaRhBCi7jQ0NNCjRw/06NGj1nMeP37MNeW+cuUKQkJC0LNnTwwYMAAdOnRorlAJabWojIU0m4KCAhQUFPDGJOtIQ0NDeccGBgbo06dPU4dGCFGiESNGSNUm//PPP012v/j4eF4vIA0NDTg6OjbZ/ZpCcXExNm7cCCcnJ6xcuZKX6BB7+PAhPvzwQ9jZ2WHcuHE4evQoysrKVBAtIYQQRbEsi9u3b/PGhEIh7t27h927d2P//v14/PgxlbgQogBKdpBmI7mqQ0dHB+bm5rwxyRKWQYMGQVOTFiAR0pJoa2tj4sSJvLGG7srSEJIlLI6OjtDW1m6y+ylTUVER1q9fD0dHR6xevVpqtypZhEIhTp8+jenTp6NDhw5YtGgRbt26xUv4EEIIUW/l5eV1vsdNSkrC8ePHsXXrVly/fr3WbW4JIbWjZAdpNpLNSW1tbaXqz2U1JyWEtDwBAQG84+vXryMjI0Pp92FZVirZ0RJ2YSkoKMD3338PR0dH/Oc//0F2drbM84YMGYKOHTvWOk9eXh5++eUXDBw4EK6urvjuu++QlJTUVGETQghREl1dXcyZMwfz589H7969oaGhIfO8wsJCXL58GZs3b0ZwcDDS0tKaOVJCWi5KdpBmU1+/jvz8fNy/f5835uPj0+RxEUKUb9SoUTAwMOCORSIRgoKClH6ftLQ0qadd6pzsyM/PxzfffANHR0d88sknte42M3r0aISFhSEkJAQJCQm4fPkyZs2aVWfjuqdPn+LTTz+Fg4MDXn/9dfz222/0JJAQQtScjY0NJk2ahA8++ADDhg3j/e6sqWaJy4EDB6R6VRFCpFGygzQLkUiE1NRU3phksuPGjRsQiUTcsba2NgYMGNAs8RFClEtPTw/jxo3jjTWklIVlWRQVFSEhIQERERG1lmhIruowMzOTeweX5pSXl4evvvoKjo6O+Pzzz/Hq1SuZ5/n6+uLmzZs4e/YsBg0aBKB6S8Nhw4bh4MGDSE9Px8GDBzFs2LBa78WyLC5evIh33nkH1tbWmDNnDq5du8b7+UoIIUS96Ovrw8fHBytWrEBAQIBUX7uaXr58iaqqqmaMjpCWiZohkGaRlZWFyspK3pjkD3HJEpYBAwZAV1e3yWMjhDSNKVOm4K+//uKOr1y5gpycHJiZmdV5XXFxMXbs2MFrvuni4gJDQ0Opc58/f8477tKli4JRK1dubi62bNmCrVu3SjVormnChAn4/PPP4eHhUed8BgYGmDVrFmbNmoXExEQcPnwYhw4dkvrvIFZUVIQDBw7gwIEDcHR0xMyZMzFz5kx07txZoe+LEEJI09DQ0ICbmxvc3NyQmpqK8PBwPHr0iNeo1MLCAk5OTjKvj4mJAVD90FDWH+qFR9oS+ttOmoVkCYuxsbHUcmzq10FI6zJ27Fjo6emhtLQUQPUS3ODgYMyZM6fO69q1aye1CiErK0sq2VFcXCzVC0hdSlhycnKwadMmbN++HYWFhbWe5+fnhy+++AL9+vVr8D0cHBzw2Wef4dNPP8WNGzdw6NAh/PXXX7UmVV68eIH//ve/+O9//4vBgwfj3XffxdSpU9G+ffsG35sQQkjTE5e4jBw5ElFRUYiMjERRUREGDBgg1fdO7OTJk3WWMAoEAqkEiI6ODrS1tbkkiywJCQlgWVbmdbX1GyFE1SjZQZpFnz59YGtri+TkZKSkpKBdu3a818vKyhAeHs4bo2QHIS2bvr4+xo4di7///psbCwwMrDfZwTAMzM3NeaVvWVlZ6NSpE++8uLg43rGWlhYcHByUEHnjZWVlYdOmTdixYweKiopqPW/y5Mn4/PPPlbK1NsMw8Pb2hre3N7Zu3Yrg4GAcOnQI58+fr7V0JTQ0FKGhoVi2bBn8/f0xa9YsjBgxgt6wEkKIGjIwMMDQoUMxePBgREdHo2vXrrWeW15eXudcIpEIZWVlMrculywxr+nkyZPIzc2VP+gahg4ditdee03mazt37kRWVlaj5tXS0sK7774LGxubRl1PWj/q2UGahUAggJWVFfr374+JEydi5MiRvNfDw8NRUVHBO19cr04IabmmTJnCO75w4QLy8vLqvc7CwoJ3LOuNkJ6eHpycnCAQVP8q69Spk8qW52ZmZmLNmjVwcnLCunXrZCY6GIbB1KlT8eDBAwQGBiol0SFJT08PM2bMwJkzZ5CUlIQffvgB3bt3r/X80tJSHDlyBKNHj4aDgwM+/vhjbgk0IYQQ9SIucalte3WRSKRQL4+6tm2v+T5dXRgaGqJDhw6qDoOoMUp2ELUQEhLCO+7duzeMjIxUFA0hRFnGjRvHe/NUWVmJkydP1nudubk571hWssPZ2RkzZ87EmjVrMG3aNHh5eSkecAOlp6dj1apVcHR0xIYNG2QuHWYYBjNmzMDDhw9x9OhR9OzZs1lis7GxwerVq/Ho0SNERERg6dKldTZvTUlJwbp16+Dq6gpPT0/8/PPPMp/8EUIIUU9CoRBWVlYwMTGBvr4+tLS0GnR9S0t21FXOQ025CUBlLERNUL8OQlqn9u3bY/To0fj333+5sePHj+Ptt9+u8zrJlR3Z2dm1nqujowNXV1fFAm2gtLQ0/PDDD/jll19qTQgIBAK88cYb+PTTT5s9vpoYhoG7uzvc3d3x448/4tSpUzh06BBOnTpV6xPA8PBwhIeH45dffsGpU6fq3BWAEEKIetDS0sJ7773HGxOJRKisrERFRQXvT3l5udRYbeUgLMvCwMCAu0Zy0wFV0NbWrnOF5G+//QYdHR14enrCwcGh1qQIad0o2UFUrqqqCjdu3OCN+fj4qCgaQoiyBQQE8JIdZ8+eRWFhoczdVcQkkx0lJSUoLi6Wamzc3FJSUrB+/Xrs3r271rpogUCAt99+G5988gm6devWzBHWTVtbG/7+/vD390dWVhaOHDmCQ4cO4e7duzLPf/DgATw9PXH69Gn07t27maMlhBCiKIFAAB0dHejo6DR6DoZhsGzZMu5YMoFS3yoKyV59Nc2YMYO300xDYqpt5Up6ejoSEhIAVO9OY2lpCU9PT/Ts2bPBq11Iy8awLMuqOgjSPJKTk2Fvb4+kpCS1ekoXGRkptd1ieno6rKysVBQRIUSZXr16BUtLS94qgj///BPTp0+v9RqRSITvvvuO9wZo1qxZcHR0bMpQa5WUlIR169Zh7969tS7l1dDQwMyZM/HJJ5+o3Ra49Xn48CEOHTqE3377DRkZGVKvGxoa4vjx4xg1apQKoiOEEELkd+LECZlJfD09PfTr1w8eHh4Klcur62cqIo16dpAmxbIsIiIikJSUVOtyackSlq5du1Kig5BWxMTERKop8fHjx+u8RiAQyNW3o6mVlpZi6dKl6Ny5M3bu3Ckz0aGpqYm5c+ciNjYW+/fvb3GJDgDo2bMnNm7ciOTkZJw8eVJqRUphYSF8fX2xf/9+FUVICCGE1K+qqgqxsbEyXystLUVYWBi2bt2Ko0ePIjExEfTcv3WjMhbSpPLz83H69GkA1R9erK2t8dZbb/GWs0kmO6iEhZDWJyAgAGfPnuWOT58+jZKSkjqXtlpYWPBWGYiTHWVlZdDR0Wny+luWZREQEIAzZ87IfF1LSwuzZ8/Gxx9/rLIVJ8qmqamJcePGYeDAgfDz80NoaCj3mlAoxNy5c/HixQt89dVXVP9MCCFE7WhqamLZsmW4d+8ewsPDZW6Xy7IsoqOjER0dDSsrK3h6esLNzY1KXFohWtlBmlRkZCT3tUgkQm5uLvT09LgxlmWpOSkhbcCkSZOgoaHBHZeUlPCSH7LU1qT0xIkT2Lx5M06cOIHo6Ohae2coavfu3TITHdra2li0aBGeP3+OXbt2tZpER02mpqa4cOGCzFKjr7/+GrNmzVLLzvyEEEKIuDHp0qVL8eabb9a54jIjI4N7X3Hx4kXk5+c3Y6SkqVGygzSZrKws3Lx5kzfm5OTEexoYExMjtcsCrewgpPUxNzfH0KFDeWOBgYF1XiOZ7MjKyoJQKERcXBwKCwtx9+5dHD16FNHR0UqPNz4+HqtWreKN6ejoYOnSpYiLi8POnTvRsWNHpd9Xnejq6uLIkSNYs2aN1GuHDx/GmDFjkJeX1/yBEUIIIXJgGAbOzs546623sGTJEnh4eNS6va64xOXx48fNHCVpSpTsIE2CZVmcOnWK151ZIBBIfdiRXNVhZ2cHBweHZomRENK8pkyZwjv+999/61yVIdmzo6ioCLGxsVIrCpTdI0MkEmH27NkoLi7mjQcFBWH79u1tqhmZQCDA+vXr8fPPP0Mg4L9luHLlCgYPHoyXL1+qKDpCCCFEPubm5vD19cXKlSsxZswYmJqaSp2jpaWFvn37qiA60lQo2UGaxP3795GYmMgb8/Lykmo8GhISwjseMmQI1YET0kr5+/vz/n0XFhbiwoULtZ5vamoq9QFbcptqGxsbGBgYKDXObdu2Sf1sWrBgAcaMGaPU+7Qk7733HoKDg6V6rDx+/BheXl61bl1LCCGEqBPJEpfOnTtzr/Xq1YtXbl9TYWEhlbi0QJTsIEpXUlKC8+fP88aMjY2lVnUA1JyUkLbE2toagwcP5o3VtSuLhoYGzMzMuGNjY2MkJyfzznF2dlZqjDExMfj44495Y46Ojti4caNS79MSjR8/HteuXZNKWqelpWHIkCG1NnIlhBBC1I24xOXtt9/mSlwGDBhQ6/nXr1/H1q1bcezYMaSlpTVjpEQRlOwgSnfhwgWUlpbyxnx9faVq5BITE6WWP1NzUkJat4CAAN5xcHBwnY0ufX19MX/+fHz88ceYOXOm1OvKTHZUVVVh1qxZKCsr440fOHAAhoaGSrtPS+bu7o5bt27B1dWVN15cXIwJEyZg9+7dKoqMEEIIaRxxiYulpaXM18vKynDv3j2wLIsnT57g77//buYISWNRsoMo1YsXL3Dv3j3eWPfu3WV+IJFc1WFqair1BpoQ0rpMnjyZd5yXl4crV67Uer6joyNsbGygra2N58+f815r164dbGxslBbbhg0bEB4ezhtbvnw5XnvtNaXdozVwdHREWFiY1H8XoVCIhQsX4pNPPuH1ayKEEEJasnv37qGyspI7rrm7HFFvlOwgSlNVVYWTJ0/yxrS1tWutc5e15axkfT4hpHWxt7eHl5cXb6yuUpaanj17xjvu0qWL0nr8PHjwAGvXruWNOTs747vvvlPK/K2NiYkJzp49izfffFPqte+//x5vv/12k20JTAghhDSniooKaGlpccfKboxOmg59siRKExYWhpycHN7YiBEjal3+LSvZQQhp/SRLWYKCglBVVVXnNZWVlUhISOCNKauEpaKiAjNnzuQ9tREIBDh06JBUQ07yPzo6Ovjtt9/w6aefSr32xx9/YPTo0Xj16pUKIiOEEEKUx8fHBytXrsSoUaNgYmKC3r17qzokIidKdhClyMnJkUpe2NjYwN3dXeb5WVlZiI6O5o1RsoOQtkEy2ZGdnS21+4mkFy9e8BIiDMPwOqgr4ptvvsH9+/d5Y2vWrMHAgQOVMn9rxjAMvvnmG+zevVtqWe+1a9fg7e2NFy9eqCY4QgghREl0dXUxcOBALFu2DBYWFqoOh8iJkh1EYSzL4tSpUxAKhdwYwzAYP358rWUpoaGhvGN9fX3a15qQNsLJyQn9+vXjjQUGBtZ5jWQJi729fa3bwzVERESEVKmKm5sbvvzyS4Xnbkvmz5+Pf//9V2ob4OjoaHh5eSEyMlJFkRFCCCHKo6zyWdI8KNlBFCYSiWBpacn7x+/p6YkOHTrUeo3kU9yBAwfyauEIIa3blClTeMd///03L2FaU3l5OSIiInhjyqiXLS0txaxZs3j31dTUxK+//godHR2F529rxo4di+vXr0v97M/IyMDQoUPx77//qigyQgghhLRFlOwgCtPQ0MCYMWMwb948dOjQAe3bt8ewYcPqvIb6dRDStkmWsqSnp+PGjRsyzz116pTUmDL6dXz++edS5XSff/45rTJTQJ8+fXDr1i306NGDN15SUoJJkyZh586dKoqMEEIIIW0NJTuI0tjY2GDevHmYNWsWtLW1az2vsLAQd+/e5Y35+Pg0dXiEEDXStWtX9OzZkzdWWymLZGJDU1MTVlZWCt0/NDQUmzZt4o31798fH3/8sULzEqBjx44IDQ3F8OHDeeMikQhLlizBmjVraGtaQgghhDQ5TVUHQFoXgUAAU1PTOs+5ceMG742ulpYWPD09mzo0QoiamTJlCh4+fMgdBwYGYtOmTVK9flxcXNC+fXsUFBQAAEaPHq1QzWxRURFmzZoFlmW5MR0dHRw6dIjK6ZTE2NgYZ86cwfz58/Hrr7/yXtuwYQMSExNx6NAh6OrqqijC6uTLkydPEBoairCwMNy6dQt5eXnQ0tKCpqYm96ehx425pl27dvD09ESvXr3aRD14bm4ukpKSYGJiAisrKyobI4QQ0iQo2UGanWQJi4eHh1IaDRJCWpaAgACsXbuWO05OTkZERIRU8lNLSwsLFizAo0ePYG5ujk6dOil0348++gjx8fG8sa+//lqq9IIoRltbGwcPHoSTkxO++uor3mtHjx5FSkoKgoODYWZm1izxlJaWIiIigktu3LhxA3l5ec1yb3k5Ojpi0qRJmDRpEry9vaGp2XrepsXGxiI4OBgnTpyQeughTnpYW1vz/kiOWVhYSO36QwghhNSGYWs+2iKtWnJyMuzt7ZGUlAQ7OzuF5qqsrGz0E9ChQ4fyGpR+9NFHWLdunULxEEJaHpZl0b17d8TExHBjH374ITZs2NBk97x48SJef/113tigQYMQEhJCH6Ka0IEDB7BgwQLe9sFAdTnT6dOnlbaNcE1ZWVkICwvjkhtRUVGorKxU+n2aipmZGSZMmAA/Pz+MGjUK7dq1U3VIDSIUCnHz5k2cOHECJ06cwNOnTxWeUyAQwNzcvN6kiLW1NUxMTNrEKhlCSPNT5mcq0rQo2dGGKOsf5qtXr7B37154e3vD09OzQR8QysvLYWRkhPLycm7s5MmTGDduXKPjIYS0XJ999hm+/fZb7tjJyQlxcXFN8iElPz8fPXv2RFJSEjfWrl073L9/Xym7u5C6XbhwAQEBASgsLOSNW1hY4N9//1WonJFlWcTGxnKJjdDQUKntilsyPT09jBo1CpMmTcL48eNhbm6u6pBkKioqwoULF3DixAmcPHkS2dnZKotFS0uLlwQRf21lZQU9PT2wLCvzD4Ame83AwABDhgxBv379pMr1CCEtByU7Wg5KdrQhyviHybIsfv/9d8TFxQEArKysMH78eLnnCw0N5e28wjAMcnNzYWxs3Kh4CCEt271796R2P4mKikK/fv2Ufq85c+bgwIEDvLHt27dj6dKlSr8Xke3Bgwfw9fVFSkoKb1xPTw9//PEH/Pz85JqnvLwcd+7c4ZIbYWFhjf5g7ejoCG9vbwwePBhdu3aFSCRCVVUVKisrUVVVxf1pyuNnz54hMTFRrngFAgGGDBmCSZMmwc/PD05OTo36vpUlNTUV//77L06cOIFLly7xHmYQ2SwtLTF27Fj4+vpi1KhR9B6IkBaGkh0tByU72hBl/MN89OiR1I4JAwYMwNixY+W6/vvvv8cnn3zCHffu3Rv37t1rVCyEkJaPZVl06dKF10Pjk08+4a32UIaTJ09iwoQJvLHhw4fjwoUL9IS1mSUnJ2PcuHF48OABb5xhGGzZsgXvv/++1DWvXr3CjRs3uORGeHh4oz5UCwQC9OnTh0tueHt7w9bWttHfi7KwLIsHDx4gODgYQUFBUjuW1aVXr15cn48+ffo0eekGy7J4+PAhV54SEREh97XW1taYOHEiJk6ciGHDhqGsrAzp6enIyMhAeno670/NsczMTLTWt6saGhoYNGgQfH194evri549e7b48pvCwkKEh4cjPDwcpaWl6NatG9zc3ODi4kLNaEmrQMmOloOSHW2Iov8wy8rK8NNPP6GoqIgbMzQ0xJIlS+T+5TV27FicPXuWO166dCm2b9/e4FgIIa3HRx99hB9++IE7dnZ2xtOnT5X2hj8nJwdubm5IT0/nxgwNDfHw4UM4ODgo5R6kYQoKCjB16lScP39e6rUPPvgAS5Ys4SU3Hj9+3Kj76OvrY+DAgVxyw9PTE4aGhoqG3+QSExO5xEdISAiEQqFc13Xs2JFLfAwZMkRpDU4rKytx7do1LsEh7yoUAOjZsyeX4HB3d29UcrGqqgrZ2dn1JkXS09Px6tWrBs+vTmxtbbnEx4gRI9T+7yvLskhISMCNGzdw8+ZN3LhxAw8ePJC5vbSGhgacnZ3Rs2dPuLm5cX86d+5MPZNIi0LJjpaDkh1tiKL/ME+dOoXIyEje2NSpU9G9e3e5rhcKhTA1NeW2jwSqO/JPnTq1wbEQQlqP8PBwqX4NDx48QM+ePZUy/xtvvIE///yTN7Zv3z7MmTNHKfOTxqmsrMR7772H/fv3K21OGxsbbsXG4MGD0atXrxa/o0lOTg5OnTqFoKAgnDt3DiUlJXJdZ2pqivHjx2PSpEkYNWoU9PX1G3TfvLw8nDlzBidOnMCZM2eQn58v13WampoYOnQoJk6ciAkTJjR7mU15eTkyMzNrTYpkZGSgqqqKS6YyDCPzT12vNeZaAHjy5AliY2Pl/l60tLTg4+PDJT+6deum8lUfZWVliIqK4iU3MjIyFJpTV1cX3bt35yVA3NzcYGdnp/LvlxBZKNnRclCyow1R5B9mcnIy9u3bxxtzdnbGG2+8Ifcvort370rV4aelpcHa2rpBsRBCWheWZeHg4MBrHLp27Vp8+eWXCs999OhRTJ8+nTfm6+uLkydP0ptoNcCyLL755ht88cUXDb6WYRj06NGDl9xwcHBo1f9fS0tLcfHiRQQFBeHEiRNy9ynR1dXF66+/jkmTJmHChAmwsLCQeV5CQgLXf+PatWtSu+fUpn379vD19cXEiRMxZswYmJiYyP09tTXPnz/HmTNncPr0aVy5cqVB5VhOTk5c4uO1115rlh16UlNTeYmN5tzVyMjISCoB4ubmprYNeknbQcmOloOSHW1IY/9hCoVC7Nmzh5e519LSwuLFixvUVGvr1q1YsWIFd9ylS5dW1S2fENJ4K1euxObNm7njHj164NGjRwrNmZGRgR49eiAnJ4cbMzExwaNHj2BjY6PQ3ES5Dh8+jLlz59b5IUpXVxcDBgzgkhsDBw5s0x+qhUIhbty4gaCgIAQFBfH63tRFIBDA29sbkyZNwsSJE/Hq1SsEBwfjxIkTePjwodz3d3BwgJ+fHyZOnIghQ4ZAW1u7sd9Km1VSUoIrV67g9OnTOH36NF68eCH3tbq6unjttde45Icytm+urKzEgwcPeMmNhpQs1aSpqYl+/frB3NwcT548adD3Vh8rKyupUpgePXrAwMBAafcgpC6U7Gg5KNnRhjT2H+aNGzdw4cIF3tjIkSPh7e3doPtPmTKF19x0zpw5UqtFCCFtU1hYGAYPHswbi46OhouLS6PmY1kWkyZNwokTJ3jjR44cwRtvvNHoOEnTuXz5MqZOnYrc3FwA1VvS1mwk2q9fP/pAXQuWZfH48WMu8REVFdUk9/Hw8OD6b7SGRprqhGVZxMTE4PTp0zhz5gxCQkIatIKia9euXOLDx8dHrl5qOTk5XFLj5s2bCA8Pl7tMSpKFhQUGDRqEgQMHYtCgQXB3d4eenh73emFhIR4/foxHjx7x/ihaAlOTk5MTL/lhZ2cHMzMzmJubw8zMDFpaWkq7F2nbKNnRclCyow1pzD/MvLw87Ny5k/cL18rKCvPnz29QMymWZWFtbY3MzExu7MCBA3j33XflnoMQ0nqJRCLY2dnh/9q796ioyv2P4x8uAgISipp5SwVJTeu4NJO8JOUl0zRT67QyL0ezLE3LrnqqX3ePZh1tdSrFvJTl8VKWeqwsk7wb6qpURLmpiBdQROU+ML8/XOwYZ5ABZmAY3q+1WO559rP3/s7ymQf2d579PKdOnTLK3nrrLc2cObNC51u2bJnGjBljUTZixAitXLmSGzQXlpmZqZiYGLVo0UJt27bl/6qCjh8/ru+++05r167Vli1b7J7g9Gq+vr7q27evhgwZosGDBzMiqgpdunRJP//8szHq4+rlmq8lICBAd999t+69914NHDhQLVu2VFFRkWJjYy1GbcTFxVUoNg8PD3Xq1MlIbNxxxx0KDQ2t0Oc1LS3NKgFy4MABi/ndHCUoKMhIfNj7L6vHwBaSHTUHyY5apLwfTLPZrBUrVlhNpjV+/Phyf7Dj4uKsvqGNj493yLBLAO5h8uTJ+uijj4zXnTt31r59+8p9nhMnTqhTp04WEyo2atRIBw8eLHWuAsBdZWRkGBOcfv/998rKyrpm/YYNG2rw4MEaMmSI+vXrx6MBLqB4ud/ixMeOHTvKlcAKDw/XmTNn7J5k9mpBQUGKiIgwkhu33367goKCKnQue5jNZqWkpOjPP/+0SIAcOnSoQktOV0ZgYGCZSZGry0qOaIF7ItlRc5DsqEXK+8GMjY3VypUrLcq6dOmiwYMHl/vaUVFReuyxx4zXTZs2VUpKCt/aATBs2bJFkZGRFmUJCQlq06aN3ecwm8265557rJY0/eabb3T//fc7IkygxsrNzdXPP/9sTHBaPNrypptuMubf6N69O8uAuriMjAxt2rTJeOSl5KhZRwgPD7cYtdG+fXuXaBMmk0kJCQlWo0COHDlic6nb6nLdddcpPDxc4eHhuummm4zttm3bkjx0EyQ7ag6SHbVIeT6YeXl5+uijj3Tp0iWjLCAgQJMnT5afn1+5rz169Gh9/vnnxuuHHnrIailIALVbYWGhbrjhBqWlpRlls2fP1vPPP2/3OT799FM98cQTFmWPPvqoli1b5rA4AXdQWFioxMRE+fr6qmXLltUdDiqoqKhI+/btM1Z42b17t8rzp33dunV12223GYmN7t2717gRcLm5uTp8+LBFAiQuLk7p6em6cOFCdYdnoVmzZjYTIa1atWJOkRqEZEfNQbKjFinPB/OHH37Qrl27LMqGDx+ujh07VujarVu3tpiJ+6OPPtKTTz5ZoXMBcF+PP/64FixYYLzu1q2bdu/ebdexiYmJuuWWWyyG6Tdr1kx//vlnrV61A0DtkZaWph9//FH/+9//9P333xsT/hZr0aKFkdi44447dOutt7r1TbbJZNL58+d17tw5paenW/1rqywjI6NcCSNH8Pb2VmhoqJH8KJkMadKkCSOhXQzJjpqDZEctUp4P5vnz57VhwwZjKbvQ0FA98sgjFepsT5w4YfWt0R9//KFOnTqV+1wA3NumTZvUv39/i7Jjx46V+c1zUVGRIiMj9euvv1qUb9y4Uffcc4/D4wQAV1dYWKg9e/bo999/V0hIiCIiIrgxs0NhYaEyMjKumRC5+t/z58877VGawMBAq5EgxT/OnDsFpSPZUXN4V3cAcE0NGjTQqFGjdODAAW3evFmDBg2qcFZ569atFq/r16+vm2++2RFhAnAzffr0Uf369ZWRkWGUff3115o2bdo1j5s/f75VomPixIkkOgDUWl5eXsbEorCfl5eXMfHoTTfdZNcxRUVFunDhgtLS0pScnKwjR47oyJEjiouL05EjR3T8+PEKjxa5fPmy9u3bZ3PC7iZNmlgkP8LCwtSmTRu1bt2aRAggRnbUKhXNQhYVFcnT07PC1500aZI++eQT4/V9992n7777rsLnA+De/vGPf2jx4sXG6x49emjbtm2l1j98+LA6d+6s3Nxco6xVq1b6448/VK9ePafGCgBAWXJycpSQkGAkP0omQ86dO+eUazZs2FBt2rSx+dO8eXOXmHS2pmJkR83ByA6UqTKJDsl6ZEevXr0qdT4A7m348OEWyY4dO3YoNTVVTZs2taprMpk0ZswYi0SHJC1evJhEBwDAJdStW1cdO3a0OffduXPndPToUYuRIEeOHNHRo0eVk5NT4WsWP4KzZ88eq33e3t5q1aqVzURI69atFRwcXOHrAq6EZAecxmw26/vvv9fBgwctykl2ALiWvn37KigoSBcvXpR0pS/55ptv9NRTT1nVnT17ttUfclOnTlWfPn2qIlQAAColJCREISEh6t69u0V5UVGRTp48aXM0SHJycqXmCDGZTIqPj1d8fLzN/fXr1y91VEiLFi3celJbuBceY6lFrjXk6uzZswoODpaPj0+lr1NUVKRvv/1Wb7/9tvbu3Wuxz9/fXxkZGQ65DgD3NWrUKC1fvtx4HRkZqc2bN1vU+eOPP9S1a1cVFBQYZeHh4dq/f7/8/f2rLFYAAKpSXl6eEhMTLUaDHD16VElJSUpJSXHqajJeXl5q2bKlRQKkSZMm8vf3N34CAgIsXheXeXu7x/fsPMZSc7hHi0Ol5Ofna/ny5fL09NS9996rtm3bVug8JpNJK1eu1DvvvGM1mqNYZGQkiQ4AZRoxYoRFsiM6Olpnz55V48aNJV3pt0aPHm2R6PD09NTSpUtJdAAA3Jqvr6/at2+v9u3bW+3Ly8vTsWPHlJiYaPWTkJCgy5cvV+rahYWFSkpKUlJSkn7++edyHVunTh27kiL2lgUEBKhhw4YKCQnh/gI2keyAtmzZYgwX//LLL9WhQwcNHTrU7k4jPz9fy5Yt06xZs5SQkFBqvTZt2mj27NkOiRmAexswYIACAgKUlZUl6cqIsbVr12rixImSpDfffFO///67xTEvvPCC1TBgAABqE19fX2N1lquZzWadO3fOZiIkMTFRJ06ccNoSupJUUFCgzMxMZWZmOvzcQUFBatSokbGSTvG2rbKGDRsqODi4witNouYg2VHLnT59Wrt27bIoy8nJsetZvOzsbEVFRWnOnDlKSUkptV5YWJheeuklPfroo2RdAdilbt26GjRokFauXGmUrVmzRhMnTtRvv/2md99916J+x44d9X//939VHCUAADWHh4eHcbPfrVs3q/35+fk6fvx4qaNCir8cdUUXL17UxYsXr/nFa0ne3t4KCQmxKzFSvO3n5+fkdwFHI9lRixUVFWn9+vUWz/V5eXlp0KBB18x0Xrx4UR9//LHef/99nT17ttR6HTt21IwZMzRy5Ei3eUYPQNUZMWKERbJj8+bNSk1N1ZgxY1RYWGiUe3t7a9myZfL19a2OMAEAcAs+Pj4KCwtTWFiY1T6z2ayMjAyrJEhSUpIuXLig7Oxs4ycrK0vZ2dlOnTukskwmk86cOaMzZ87YfUxAQIAaNWqkoKAgJ0YGR+IOtBaLiYnRyZMnLcp69uypkJAQm/XPnTun+fPna/78+bpw4UKp5+3atatmzpypIUOGVHrZWgC118CBA+Xn52csK2symdSvXz/FxsZa1Hv11VfVuXPn6ggRAIBawcPDQw0aNFCDBg3UtWvXMuubzWbl5eVZJD+uToZcq8yeOpWdf6S8srKyjMdrUTOQ7HBhx44d0/z587VhwwadOHFCvr6+Cg0N1YMPPqinnnqqUpPwXbp0yWplg5CQEPXs2dOq7unTpzV37lx9/PHH1/yA9+7dWzNnzlS/fv14Bg5ApQUGBmrgwIH65ptvjLJDhw5Z1OnSpYteeumlqg4NAABcg4eHh/z8/OTn56cGDRo45Romk0kZGRlKT09XWlqaxb+lbWdnZzsllvJw5j0eLLH0rItat26dRo0aVeqzceHh4dqwYYPNYWalKblM0q5du6xWTBk9erRat25tvD5+/Lhmz56tqKgo5eXllXreAQMGaObMmerVq5fdsQCAPZYvX65Ro0bZ3Ofr66u9e/fq5ptvruKoAABATZSdnW0kQOxJkqSnp5c6aWtFlp51xj0eSkeywwXt379fPXr0UE5OjgIDA/Xyyy8rMjJSOTk5WrFihRYuXCjpyochJiZG9erVs+u8xcmObdu26aeffrLYd+utt+r++++XJB05ckSzZs3S559/LpPJVOr5hg0bphkzZtg1lA0AKiIzM1ONGzdWfn6+1b45c+boueeeq4aoAABAbVBUVKQLFy5YJEHi4uL04osvljvZ4ax7PJSOZIcL6t27t7Zu3Spvb2/9+uuvioiIsNg/Z84cvfDCC5Kk1157ze4VCIqTHe+8847FjUPdunU1efJkJSQk6J133tHKlStLzWB6enrq4Ycf1ssvv8y3qQCqxODBg7VhwwaLsh49eig6OlpeXl7VFBUAAKiNSo6WL0+yw1n3eCgds0e6mD179mjr1q2SpPHjx1t9CCRp+vTpat++vSRp3rx5KigoKNc1rh42FRYWpocffli33HKLVqxYYTPRUadOHU2YMEFxcXH64osvSHQAqDIjRoyweO3v768lS5aQ6AAAADVCVdzjwRrJDhezdu1aY3vcuHE263h6emr06NGSpAsXLuiXX36p8PUyMzM1fPhwfffddzb3+/n56emnn1ZCQoIWLlzI82MAqtzDDz9srLbi5eWlBQsW0BcBAIAao6rv8XAFyQ4Xs23bNklX1nHu0qVLqfXuvPNOY3v79u0VulZhYaE+//xzm/vq1aunF198UcnJyZo3b55atGhRoWsAQGX5+vpq9+7d2rRpkw4fPqxHHnmkukMCAACwW1Xe4+EvLD3rYmJjYyVdebTE27v0/5527dpZHVNe27ZtU3p6ukVZgwYNNHXqVE2ZMkX169ev0HkBwNHq1Kmjvn37VncYAAAA5VaV93j4C8kOF5Kbm2skH8qa7KZ+/foKCAhQVlaWTpw4Ue5rnT9/3nhuTJKuv/56Pffcc3r88ceZ+RcAAAAAHKAq7/FgiWSHC7l06ZKxHRgYWGb94g/C5cuXbe7Py8tTXl6e8TozM1OS9Ouvvyo1NVUmk0lNmzbVpEmT9Pe//11+fn7KzMw06gEAAAAA/nLq1ClJV+6tgoKCjHJfX1/5+vpa1Xf0PR7sR7LDheTm5hrbPj4+ZdYv/jDl5OTY3P/uu+/q9ddftyrfsWOHsZ2amqpXXnlFr7zySnnDBQAAAIBaqWPHjhavS1su1tH3eLAfyQ4X4ufnZ2zn5+eXWb941EbdunVt7n/55Zf17LPPGq/Pnz+v1q1b68CBA7ruuusqGS1g7dKlS+rQoYMOHTrE41BwONoXnIn2BWeifcGZaF9Vq6ioSMePH1eHDh0s5t+wNapDcvw9HuxHssOFlOyc7Bm2lJWVJan04VClDaVq0aKFxZArwFEuXrwoSWrWrBltDA5H+4Iz0b7gTLQvOBPtq+q1bNnS7rqOvseD/Vh61oX4+fkpJCREkpSSknLNuhkZGcYHgWVhAQAAAMD1cI9XfUh2uJgOHTpIkuLj42UymUqtd/jwYWO7ffv2To8LAAAAAFB+3ONVD5IdLqZnz56Srgxf2rt3b6n1oqOjje0ePXrYdW5fX1+99tprpT5PBlQWbQzORPuCM9G+4Ey0LzgT7cv1OfMeD6XzMJvN5uoOAn/Zs2ePbr/9dknS448/rk8++cSqTlFRkTp27KjY2FgFBwfr7NmzqlOnTlWHCgAAAAAoA/d41YORHS6mW7du6tWrlyRp0aJF2rlzp1WduXPnKjY2VpI0depUPgQAAAAA4KK4x6sejOxwQfv371ePHj2Uk5OjwMBAzZgxQ5GRkcrJydGKFSu0YMECSVJ4eLhiYmJYYgoAAAAAXBj3eFWPZIeLWrdunUaNGmUsJXW18PBwbdiwQWFhYVUcGQAAAACgvLjHq1okO1zYsWPHNG/ePG3YsEEpKSny8fFRWFiYRo4cqcmTJ8vf37+6QwQAAAAA2Il7vKrDnB0u7MYbb9T777+vuLg4ZWVlKSMjQ7/99pteeOGFcn0Ijh07punTp6tdu3YKCAhQgwYNdNttt2nOnDnKzs524juAO/Pw8LDrp0+fPtUdKlzM2bNntX79er366qsaOHCgGjZsaLSXsWPHlvt8Gzdu1LBhw9S8eXP5+vqqefPmGjZsmDZu3Oj44OHyHNG+lixZYncft2TJEqe+H7iemJgYvfHGG+rfv7/R7wQGBio8PFzjxo3Ttm3bynU++jCU5Ij2RR/m2hx1j4eyeVd3AHAuW0OlsrOzFRMTo5iYGEVFRTFUCkCVuv766x1ynqKiIk2cOFGLFi2yKD958qROnjyptWvXasKECfr000/l6Uluv7ZwVPsCbOndu7e2bt1qVZ6fn6+jR4/q6NGjWrJkiUaPHq2FCxfKx8en1HPRh+FqjmxfAEh2uLX9+/froYceMibBefnlly0mwVm4cKGOHDmiQYMGMQkOKmzSpEl68sknS90fEBBQhdGgpmnZsqXatWunH3/8sdzHzpw507hJ6Ny5s1544QWFhoYqISFBs2fP1v79+xUVFaVGjRrpnXfecXToqAEq076K/fDDD2ratGmp+5s3b17hc6PmSU1NlSQ1bdpUI0eOVK9evdSyZUsVFhZq586dmjt3rk6ePKlly5apoKBAX375Zannog/D1RzZvorRh6FWM8Nt9erVyyzJ7O3tbd6xY4fV/tmzZ5slmSWZX3vttaoPEDUabQcV9eqrr5rXrVtnPn36tNlsNpuTkpKM9jRmzBi7zhEXF2f29vY2SzJ37drVnJ2dbbE/KyvL3LVrV6MPPHr0qKPfBlyUI9rX4sWLjWOSkpKcFyxqnEGDBpn/+9//mk0mk839aWlp5vDwcKP9REdH26xHHwZbHNW+6MOAKxgT56b27NljDIMbP368IiIirOpMnz5d7du3lyTNmzdPBQUFVRojgNrp9ddf1+DBgyv1uMG///1vmUwmSdKHH36ounXrWuz39/fXhx9+KEkymUz64IMPKh4wahRHtC+gNOvXr9eDDz4oLy8vm/sbNmyouXPnGq9Xr15tsx59GGxxVPsCcAXJDje1du1aY3vcuHE263h6emr06NGSpAsXLuiXX36pitAAoFLMZrO+/fZbSVK7du3UvXt3m/W6d++um266SZL07bffysziYwCqQGRkpLGdkJBgtZ8+DJVRVvsC8BeSHW6qeKbmgIAAdenSpdR6d955p7G9fft2p8cFAJWVlJRkPNdcsg+zpXj/yZMnlZyc7OzQAEB5eXnGtq1v6OnDUBlltS8AfyHZ4aZiY2MlSWFhYfL2Ln0e2nbt2lkdA5THqlWr1KFDB/n7+6tevXpq27atxowZw0ghOM2hQ4eM7ZJ9mC30caiscePGqWnTpvLx8VHDhg3VvXt3/fOf/9TJkyerOzS4qOjoaGO7+HHhkujDUBllta+r0YehNiPZ4YZyc3OVnp4uqewZluvXr2+slnHixAmnxwb3c+jQIcXGxionJ0eXL19WfHy8li1bprvuukvDhg1TZmZmdYcIN5OSkmJsl9XHtWjRwtimj0NFbNmyRadOnVJBQYHOnTun3bt36+2331ZYWJg+/fTT6g4PLqaoqEizZs0yXj/44INWdejDUFH2tK+r0YehNmPpWTd06dIlYzswMLDM+gEBAcrKytLly5edGRbcjL+/v4YMGaK7775b7dq1U2BgoNLS0hQdHa1PPvlE586d09q1azV06FBt2rRJderUqe6Q4SbK08eVXPqYPg7l0aZNGz3wwAOKiIgwbjgTExO1Zs0arV69Wrm5uXriiSfk4eGhiRMnVnO0cBUffPCB9uzZI0l64IEHbD5KTB+GirKnfRWjDwNIdril3NxcY9vHx6fM+r6+vpKknJwcp8UE93Py5EkFBwdblffr109TpkzRwIEDtX//fkVHR+vjjz/W008/XfVBwi2Vp48r7t8k+jjYb9iwYRozZow8PDwsym+77TY99NBDWr9+vR544AEVFBTomWee0ZAhQ9SkSZNqihauIjo6Wi+99JIkqXHjxvr4449t1qMPQ0XY274k+jCgGI+xuCE/Pz9jOz8/v8z6xRMdXb3sGXAtthIdxa6//nqtXr3aGM1RvHwe4Ajl6eNKTuRGHwd7XXfddVY3CSUNHjxYr776qiQpOztbixYtqqrQ4KIOHjyoYcOGyWQyyc/PT6tWrVLjxo1t1qUPQ3mVp31J9GFAMZIdbqhevXrGtj1DHrOysiTZ98gLYK82bdqoX79+kqT4+Hhj5nmgssrTxxX3bxJ9HBxr4sSJxs1EyQkDUfskJSWpf//+ysjIkJeXl1asWKHevXuXWp8+DOVR3vZlL/ow1AYkO9yQn5+fQkJCJFlOgmVLRkaG8Yu05CRYgCN06NDB2GbWbzhKyQn9yurjSk7oRx8HR2rcuLHxu5b+rfZKTU1V3759lZqaKg8PD3322WcaOnToNY+hD4O9KtK+7EUfhtqAZIebKr7JjI+Pl8lkKrXe4cOHjW17lq8CyuNaQyiBiiqZRCvZh9lCHwdnoo+r3dLT09WvXz8lJiZKuvLI5ujRo8s8jj4M9qho+yoP+jC4O5Idbqpnz56Srgx/3Lt3b6n1Sg5b69Gjh9PjQu1y6NAhY7tp06bVGAncSevWrY32VNbQ219//VWS1KxZM7Vq1crZoaEWSUtLM5Z5p3+rfTIzMzVgwADj99ysWbP01FNP2XUsfRjKUpn2ZS/6MNQGJDvc1P33329sL1682GadoqIiLVu2TNKVySYjIyOrIjTUEklJSdq0aZMkKTQ0VM2aNavmiOAuPDw8jGG8hw8f1q5du2zW27Vrl/Gt6NChQ/kGCw61YMECmc1mSdKdd95ZzdGgKmVnZ2vQoEHat2+fJGnmzJl68cUX7T6ePgzXUtn2ZS/6MNQGJDvcVLdu3dSrVy9J0qJFi7Rz506rOnPnzlVsbKwkaerUqcbKGUBZ1q1bd83Ho86cOaPhw4cbs8w/+eSTVRUaaolp06bJy8tLkjRlyhSrJRlzcnI0ZcoUSZK3t7emTZtW1SGihkpOTtb+/fuvWWf9+vV64403JF1ZIWPcuHFVERpcQH5+voYNG6bt27dLuvL301tvvVXu89CHwRZHtC/6MOAv3tUdAJxn3rx56tGjh3JyctS/f3/NmDFDkZGRysnJ0YoVK7RgwQJJUnh4uKZPn17N0aImmTJligoKCjR8+HBFRESoVatWqlu3rtLT07VlyxZ9+umnxtDInj17OnzoJWq2bdu2KT4+3nhd3FakK/MMLVmyxKL+2LFjrc4RHh6u559/XrNmzVJMTIx69OihF198UaGhoUpISNC//vUv44+9559/Xm3btnXKe4HrqWz7Sk5OVmRkpCIiInTffffp1ltvNZZ4TExM1OrVq7V69WrjG9H33nuPkWu1yMMPP6wff/xRknTXXXdp/PjxOnDgQKn1fXx8FB4eblVOHwZbHNG+6MOAv3iYi1s63NK6des0atQoXbx40eb+8PBwbdiwQWFhYVUcGWqyVq1a6dixY2XWGz58uKKiohQcHOz8oFBjjB07VkuXLrW7fmm/poqKivTYY4/ps88+K/XY8ePHa8GCBfL0ZCBjbVHZ9rVlyxa7Huv09/fXBx98oIkTJ5Y7RtRc5X2U5MYbb1RycrLNffRhuJoj2hd9GPAXRna4ufvuu09//PGH5s2bpw0bNiglJUU+Pj4KCwvTyJEjNXnyZPn7+1d3mKhhli5dqujoaO3cuVOJiYlKT0/XxYsXFRgYqBYtWuiOO+7QmDFjFBERUd2hwo15enpq0aJFGj58uBYsWKDffvtN6enpatiwoW677TY9/vjjGjhwYHWHiRqmS5cu+uKLL7Rz507FxMTo1KlTSk9Pl8lkUv369XXzzTfr7rvv1oQJE4xvS4GKoA+DM9CHAX9hZAcAAAAAAHArjIkDAAAAAABuhWQHAAAAAABwKyQ7AAAAAACAWyHZAQAAAAAA3ArJDgAAAAAA4FZIdgAAAAAAALdCsgMAAAAAALgVkh0AAAAAAMCtkOwAAAAAAABuhWQHAAAAAABwKyQ7AACAwyxZskQeHh7y8PBQcnJydYcDAABqKZIdAABAycnJRpKiMj8AAACugGQHAAAAAABwKx5ms9lc3UEAAIDqVVBQoLi4uFL3d+rUSZLUtWtXLV68uNR6HTt2dHhsAAAA5eVd3QEAAIDqV6dOHbsSFQEBASQ0AACAy+MxFgAAAAAA4FZIdgAAAIcpazWWPn36yMPDQ3369JEkxcfH64knnlCbNm1Ut25dtWrVSuPHj9exY8csjjtw4IDGjRunNm3ayM/PTy1atNCkSZN09uxZu+Jau3atRo4cqZYtW8rPz0/BwcHq2rWrXn/9dWVkZFT2bQMAABfDYywAAKBa/PTTT3rggQd06dIlo+zYsWP67LPPtH79ekVHR6tdu3b66quvNHbsWOXn5xv1UlJS9Mknn2jjxo3asWOHmjZtavMaGRkZGjFihDZv3mxRnpeXp71792rv3r36z3/+o2+//Vbdu3d3zhsFAABVjpEdAACgyqWmpurBBx9UcHCwPvzwQ+3evVtbt27VtGnT5OHhobNnz2rChAn67bffNHr0aIWGhioqKkp79uzRL7/8okcffVTSleTIs88+a/MaeXl56tu3rzZv3iwvLy89+uij+uqrr7Rr1y5t3bpVb7/9tkJCQnT27Fnde++9VqNJAABAzcXIDgAAUOWOHj2qtm3bavv27WrUqJFR3rNnT3l7e+u9997T9u3bNWjQIHXr1k2bNm2Sv7+/Ua9Pnz7Kzc3VqlWrtGbNGqWlpVmcR5LeeOMN7du3T8HBwfrpp5/UpUsXi/09e/bUI488ooiICJ06dUozZszQ8uXLnfvGAQBAlWBkBwAAqBbz58+3SlBI0pNPPmlsp6enKyoqyiLRUWzSpEmSJJPJpJ07d1rsu3z5sj766CNJ0ptvvmmV6Ch244036pVXXpEkrVq1SllZWRV7MwAAwKWQ7AAAAFUuODhYAwYMsLmvdevWqlevniTplltuUfv27W3Wu/XWW43txMREi33R0dHKzMyUJI0YMeKasfTu3VuSVFBQoL1799r3BgAAgEvjMRYAAFDl2rZtKw8Pj1L3BwcH69KlSwoPD79mnWIlJzmVpJiYGGP7hhtusDuu06dP210XAAC4LkZ2AACAKmfrsZSSPD09y6xXXEeSCgsLLfbZuyTt1bKzsyt0HAAAcC2M7AAAAG6nZPJj3759qlOnjl3HNW/e3FkhAQCAKkSyAwAAuJ2QkBBju1GjRiQxAACoZXiMBQAAuJ3OnTsb29u3b6/GSAAAQHUg2QEAANxO3759jfk+5s+fL7PZXM0RAQCAqkSyAwAAuJ3g4GBNnjxZkrRjxw4988wzKioqKrX+mTNnFBUVVVXhAQAAJ2PODgAA4JbeeOMNRUdHa/fu3Zo3b562bNmixx57TH/7298UEBCgjIwMHTx4UD/99JM2btyoTp06acKECdUdNgAAcACSHQAAwC35+vpq06ZNGjt2rL7++mv9/vvvxmgPW4KCgqowOgAA4EwkOwAAgNuqV6+e1qxZo23btmnp0qXaunWrUlNTlZOTo6CgIIWGhqpbt24aNGiQ+vfvX93hAgAAB/EwM2MXAAAAAABwI0xQCgAAAAAA3ArJDgAAAAAA4FZIdgAAAAAAALdCsgMAAAAAALgVkh0AAAAAAMCtkOwAAAAAAABuhWQHAAAAAABwKyQ7AAAAAACAWyHZAQAAAAAA3ArJDgAAAAAA4FZIdgAAAAAAALdCsgMAAAAAALgVkh0AAAAAAMCtkOwAAAAAAABuhWQHAAAAAABwK/8P615jAlWdKAIAAAAASUVORK5CYII=", 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" ] @@ -339,24 +334,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Number of Connected Components" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot number of connected components per snapshot. x-axis is the snapshot id (or timestamps), y-axis is the number of connected components" + "### Number of Connected Components\n", + "\n", + "The goal is to plot number of connected components per snapshot. \n", + "\n", + "The *x-axis* is the snapshot index (or timestamps), while the *y-axis* denotes the number of connected components." ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -373,24 +365,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Degree Density" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plot heat map of node degrees per snapshot. x-axis is the snapshot id (or timestamps), y-axis is the node degree" + "### Degree Density\n", + "\n", + "The goal is to plot the heatmap of node degrees per snapshot. \n", + "\n", + "The *x-axis* is the snapshot index (or timestamps), while the *y-axis* denotes the node degree." ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -407,21 +396,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Temporal Edge Appearance (TEA) Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "### Temporal Edge Appearance (TEA) Plot\n", "A TEA plot illustrates the portion of repeated edges versus newly observed edges for each timestamp in a dynamic graph. \n", "\n", - "This is described in [Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg)." + "This plot is proposed in [Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg)." ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -433,7 +416,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -451,21 +434,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Temporal Edge Traffic (TET) Plot" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "### Temporal Edge Traffic (TET) Plot\n", + "\n", "A TET plot visualizes the reocurrence pattern of edges in different dynamic networks over time\n", "\n", - "This is described in [Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg)." + "This plot is proposed in [Poursafaei et al. 2022](https://openreview.net/forum?id=1GVpwr2Tfdg)." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -479,7 +457,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "29it [00:00, 8286.88it/s]\n" + "29it [00:00, 3438.15it/s]\n" ] }, { @@ -495,7 +473,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████| 24/24 [00:00<00:00, 66.87it/s]\n" + "100%|██████████| 24/24 [00:01<00:00, 20.33it/s]\n" ] }, { @@ -509,7 +487,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|█████████████████████████████████████████████████████████████████████████████████████| 5/5 [00:00<00:00, 75.07it/s]\n" + "100%|██████████| 5/5 [00:00<00:00, 23.35it/s]\n" ] }, { @@ -524,7 +502,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|███████████████████████████████████████████████████████████████████████████████████| 29/29 [00:00<00:00, 84.02it/s]\n" + "100%|██████████| 29/29 [00:01<00:00, 24.76it/s]\n" ] }, { @@ -537,7 +515,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -565,25 +543,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Temporal Graph Statistics" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ + "## Temporal Graph Statistics\n", + "\n", + "\n", "TGX provides APIs to compute the statistics of temporal graphs. \n", "\n", - "First, define how much portion of the dataset would be considered as the test set (chronological split). " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "test_ratio = 0.15" + "Here, we cover some the functionalities for obtaining temporal graph statistics provided by TGX. " ] }, { @@ -604,88 +569,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can use ```plot_for_snapshots``` for visualizing the statistics functions. " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "INFO: Reoccurrence: 0.03712061378765655\n" - ] - }, - { - "data": { - "text/plain": [ - "0.03712061378765655" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tgx.get_reoccurrence(ctdg, test_ratio=test_ratio)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "INFO: Surprise: 0.7961586121437423\n" - ] - }, - { - "data": { - "text/plain": [ - "0.7961586121437423" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tgx.get_surprise(ctdg, test_ratio=test_ratio)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "INFO: Novelty: 0.6590964516995399\n" - ] - }, - { - "data": { - "text/plain": [ - "0.6590964516995399" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tgx.get_novelty(dtdg)" + "Since some the measures require distinct test split, we should first set the `test_ratio`. \n", + "Please note that temporal graph data is generally split in a chronological manner. \n", + "\n", + "You can use `plot_for_snapshots` for visualizing the statistics reports. " ] }, { @@ -697,6 +584,9 @@ "name": "stdout", "output_type": "stream", "text": [ + "INFO: Reoccurrence: 0.03712061378765655\n", + "INFO: Surprise: 0.7961586121437423\n", + "INFO: Novelty: 0.6590964516995399\n", "INFO: Node activity ratio: 0.16558624321330645\n" ] }, @@ -712,6 +602,18 @@ } ], "source": [ + "test_ratio = 0.15\n", + "\n", + "# compute reocurrence\n", + "tgx.get_reoccurrence(ctdg, test_ratio=test_ratio)\n", + "\n", + "# compute surprise\n", + "tgx.get_surprise(ctdg, test_ratio=test_ratio)\n", + "\n", + "# compute novelty\n", + "tgx.get_novelty(dtdg)\n", + "\n", + "# compute node activity\n", "tgx.get_avg_node_activity(dtdg)" ] }, @@ -719,14 +621,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "You can also visualize some statistics such as how the size of the largest component changes over time" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Size of Connected Components" + "### Size of Connected Components\n", + "\n", + "You can also visualize some statistics such as how the size of the largest component changes over time." ] }, { @@ -736,7 +633,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -756,14 +653,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Average Node Engagement" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Calculate the average node engagement over time. Node engagement represents the average number of distinct nodes that establish at least one new connection during each time step." + "### Average Node Engagement\n", + "\n", + "The goal is to calculate the average node engagement over time. \n", + "*Node engagement* represents the average number of distinct nodes that establish at least one new connection during a timestamp." ] }, { @@ -773,7 +666,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -805,7 +698,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/examples/data_viz.py b/examples/data_viz.py index f313c19..854b1f5 100644 --- a/examples/data_viz.py +++ b/examples/data_viz.py @@ -3,28 +3,28 @@ from tgx.utils.graph_utils import subsampling """ -master example to show all visualization in tgx +A master example to show all visualization in TGX """ + +# === load built in datasets === +dataset = tgx.builtin.uci() -#* load built in datasets -dataset = tgx.builtin.uci() #built in datasets - -#* load the tgb datasets +# === load the tgb datasets === # data_name = "tgbl-wiki" #"tgbl-review" # dataset = tgx.tgb_data(data_name) #tgb datasets - +# initialize a Graph object from the loaded dataset +# & discretize its timestamps... ctdg = tgx.Graph(dataset) -time_scale = "weekly" #"daily" +time_scale = "weekly" # other choices: "daily", "hourly", ... dtdg = ctdg.discretize(time_scale=time_scale)[0] -#* example for subsampling +# === example for subsampling sub_edges = subsampling(ctdg, selection_strategy="random", N=1000) subgraph = tgx.Graph(edgelist=sub_edges) - -#* plotting the statistics +# === plot the statistics tgx.degree_over_time(dtdg, network_name=dataset.name) tgx.nodes_over_time(dtdg, network_name=dataset.name) tgx.edges_over_time(dtdg, network_name=dataset.name) @@ -39,15 +39,18 @@ tgx.TET(dtdg, network_name=dataset.name) -#tgx.TET(dtdg, network_name=dataset.name, figsize = (9, 5), axis_title_font_size = 24, ticks_font_size = 24) +# tgx.TET(dtdg, +# network_name=dataset.name, +# figsize = (9, 5), +# axis_title_font_size = 24, +# ticks_font_size = 24) - -tgx.TEA(dtdg, - network_name=dataset.name) +# tgx.TEA(dtdg, +# network_name=dataset.name) -#* compute statistics +# === compute statistics test_ratio = 0.15 tgx.get_reoccurrence(ctdg, test_ratio=test_ratio) tgx.get_surprise(ctdg, test_ratio=test_ratio) diff --git a/examples/starting_example.py b/examples/starting_example.py index ce75eea..4dccaad 100644 --- a/examples/starting_example.py +++ b/examples/starting_example.py @@ -4,8 +4,8 @@ import sys def get_args(): - parser = argparse.ArgumentParser('*** discretizing time steps from datasets ***') - parser.add_argument('-d', '--data', type=str, help='Dataset name', default='tgbl-wiki') + parser = argparse.ArgumentParser('*** discretizing time steps of a TG dataset ***') + parser.add_argument('-d', '--data', type=str, help='dataset name', default='tgbl-wiki') parser.add_argument('-t', '--time', type=str, help='time granularity', default='daily') try: @@ -18,24 +18,26 @@ def get_args(): args, _ = get_args() -#! load the datasets from tgb or builtin +# === load the datasets from tgb or built-in === + +# load a built-in dataset # dataset = tgx.builtin.uci() -data_name = args.data #"tgbl-coin" #"tgbl-review" #"tgbl-wiki" +# load a TGB dataset +data_name = args.data # args.name can be supported TGB datasets, such as: "tgbl-coin", "tgbl-review", "tgbl-wiki" dataset = tgx.tgb_data(data_name) - - +# make a Graph object from loaded dataset ctdg = tgx.Graph(dataset) # ctdg.save2csv("ctdg") #! save the graph to csv files -time_scale = args.time #"minutely" #"monthly" #"weekly" #"daily" #"hourly" +time_scale = args.time #choices are: "minutely", "monthly", "weekly", "daily", "hourly" dtdg = ctdg.discretize(time_scale=time_scale)[0] -print ("discretize to ", time_scale) +print(f"INFO: Discretize {data_name} to `{time_scale}`") -#* plotting the statistics +# === plotting the statistics === tgx.degree_over_time(dtdg, network_name=dataset.name) tgx.nodes_over_time(dtdg, network_name=dataset.name) tgx.edges_over_time(dtdg, network_name=dataset.name) @@ -53,7 +55,7 @@ def get_args(): -#* compute statistics +# === compute statistics === test_ratio = 0.15 tgx.get_reoccurrence(ctdg, test_ratio=test_ratio) tgx.get_surprise(ctdg, test_ratio=test_ratio) diff --git a/setup.py b/setup.py index 07539b3..8955355 100644 --- a/setup.py +++ b/setup.py @@ -14,23 +14,4 @@ def readme(): keywords="Temporal Graph Visualization", license="MIT", packages=find_packages(), - install_requires=[ - 'appdirs', - 'networkx', - 'numpy', - 'pandas', - 'py-tgb', - 'requests', - 'scikit_learn', - 'scipy', - 'seaborn', - 'sklearn', - 'torch', - 'torch-geometric-temporal', - 'torch_geometric', - 'torch_scatter', - 'torch_sparse', - 'tqdm', - 'wandb', - ], ) \ No newline at end of file