{ "cells": [ { "cell_type": "markdown", "id": "8d41506e", "metadata": {}, "source": [ "# Unsupervised annotation in DeepOF - exploring the behavioral space" ] }, { "cell_type": "markdown", "id": "eba0ae68", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/lucasmiranda42/deepof/blob/master/docs/source/tutorial_notebooks/deepof_unsupervised_tutorial.ipynb)" ] }, { "cell_type": "markdown", "id": "11e24f1d", "metadata": {}, "source": [ "##### what we'll cover:\n", " \n", "* Brief introduction to unsupervised analysis.\n", "* Load your previous project.\n", "* Understanding the different available models.\n", "* Running an unsupervised analysis with default parameters.\n", "* Temporal and global embeddings.\n", "* Global separation dynamics.\n", "* Exploring cluster enrichment across conditions.\n", "* Exploring cluster dynamics across conditions.\n", "* Interpreting clusters using SHAP.\n", "* Exporting cluster video snippets." ] }, { "cell_type": "code", "execution_count": 1, "id": "d5b28605", "metadata": {}, "outputs": [], "source": [ "# # If using Google colab, uncomment and run this cell and the one below to set up the environment\n", "# # Note: becasuse of how colab handles the installation of local packages, this cell will kill your runtime.\n", "# # This is not an error! Just continue with the cells below.\n", "# import os\n", "# !git clone -q https://github.com/mlfpm/deepof.git\n", "# !pip install -q -e deepof --progress-bar off\n", "# os.chdir(\"deepof\")\n", "# !curl --output tutorial_files.zip https://datashare.mpcdf.mpg.de/s/knF7t78isQuIAr0/download\n", "# !unzip tutorial_files.zip\n", "# os.kill(os.getpid(), 9)" ] }, { "cell_type": "code", "execution_count": 2, "id": "179a89c5", "metadata": {}, "outputs": [], "source": [ "# os.chdir(\"deepof\")\n", "# import os, warnings\n", "# warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "42fada9a", "metadata": {}, "source": [ "Let's start by importing some packages. We'll use python's os library to handle paths, pickle to load saved objects, and the data entry API within DeepOF, located in deepof.data. This time we'll add copy and numpy to the mix.\n", "\n", "**NOTE**: If running this notebook in colab, we strongly recommend using a GPU environment. Go to 'Runtime' -> 'Change runtime type', and select GPU under 'Hardware accelerator'." ] }, { "cell_type": "code", "execution_count": 2, "id": "a2b46f72", "metadata": {}, "outputs": [], "source": [ "import copy\n", "import os\n", "import numpy as np\n", "import pickle\n", "import deepof.data" ] }, { "cell_type": "markdown", "id": "1e245762", "metadata": {}, "source": [ "We'll also need some plotting gear:" ] }, { "cell_type": "code", "execution_count": 3, "id": "4f7a0df0", "metadata": {}, "outputs": [], "source": [ "from IPython import display\n", "from networkx import Graph, draw\n", "import deepof.visuals\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "366bcf28", "metadata": {}, "source": [ "### Brief introduction to unsupervised analysis" ] }, { "cell_type": "markdown", "id": "7f3b55e5", "metadata": {}, "source": [ "So far we saw how to create a project, and to apply pre-defined supervised annotators to our tracked animals. We also saw how we can use those to compare across two experimental conditions. In this tutorial, we'll cover how to get the most of DeepOF by embedding our time series directly using a deep learning model that can obtain and compare different clusters of behavior across our cohorts.\n", "\n", "In a nutshell, unsupervised learning is a powerful technique for analyzing time series data, (in this case behavioral motion tracking in mice). With this type of analysis, you can identify patterns and structures in your data without needing labeled examples or a pre-existing hypothesis. This makes it a great tool for exploratory data analysis, allowing you to uncover hidden relationships and insights that might not be immediately apparent. This way you can gain a deeper understanding of the underlying patterns and behaviors of your mice, which can ultimately help you make more informed decisions in your research." ] }, { "cell_type": "markdown", "id": "b58a7f23", "metadata": {}, "source": [ "### Load your previous project" ] }, { "cell_type": "code", "execution_count": 4, "id": "1ce3f645", "metadata": {}, "outputs": [], "source": [ "# Load a previously saved project\n", "my_deepof_project = deepof.data.load_project(\"./tutorial_files/tutorial_project\")" ] }, { "cell_type": "markdown", "id": "44238f08", "metadata": {}, "source": [ "### Processing time series for unsupervised learning" ] }, { "cell_type": "markdown", "id": "db10910b", "metadata": {}, "source": [ "The unsupervised pipeline starts by creating training and validation datasets that we'll later on pass to the deep learning models. DeepOF provides a couple of functions to do this on its own, as we'll see shortly. Importantly, and where the details of the pipeline are beyond the scope of this tutorial (check the main paper if you're interested), there are two concepts that we should cover to make interacting with the workflow as easy as possible.\n", "\n", "First, we'll see that, when generating a dataset, DeepOF applies a sliding window across all features in the data. Sliding windows are a commonly used technique in time series analysis that involves dividing the data into smaller, fixed-size windows and applying analysis techniques on each window. This approach is useful for unsupervised learning because it allows for the exploration of patterns and trends in the data over time.\n", "\n", "The size of the window refers to the number of data points in each segment, and the stride is the number of data points by which the window moves forward in each step. By adjusting the window size and stride, different patterns and trends can be extracted from the time series. For example, a smaller window size with a larger stride can capture short-term changes in the data, while a larger window size with a smaller stride can reveal longer-term trends. We'll see that DeepOF allows us to control these parameters, although default values should work well in most cases.\n", "\n", "On the other hand, DeepOF offers a more advanced input pipeline that's optimized for top-down videos. This includes representing the different created features as a graph, with nodes as body parts and edges connecting those that are adjacent in space. Thus, DeepOF can automatically annotate the animals across time with coordinates, speeds, and distances. This is particularly useful when access to crucial body parts (such as paws) are occluded (such as in top-down videos). Moreover, this input pipeline enables the joint embedding of multiple animals: when more than one mouse is present, all nose-nose, nose-tail, and tail-tail distances are included in the graph, and annotated with their respective distances." ] }, { "cell_type": "markdown", "id": "1a32b5e8", "metadata": {}, "source": [ "![unsupervised_processing](./Assets/deepof_unsupervised_processing.png)" ] }, { "cell_type": "markdown", "id": "41319539", "metadata": {}, "source": [ "Let's see how we can generate datasets with and without graphs:" ] }, { "cell_type": "markdown", "id": "14fff7ee", "metadata": {}, "source": [ "Let's start simple: we can omit the graph representations and generate DeepOF-ready datasets by running the `.preprocess()` method on any TabDict object (TabDict are the dictionary-like structures that we saw in the first tutorial)." ] }, { "cell_type": "code", "execution_count": 5, "id": "f1a21e59", "metadata": {}, "outputs": [], "source": [ "# This code will generate a dataset without graph representations\n", "coords = my_deepof_project.get_coords(selected_id=\"B\", center=\"Center\", align=\"Spine_1\")\n", "preprocessed_coords, global_scaler = coords.preprocess(\n", " window_size=25, # Sliding window length\n", " window_step=1, # Sliding window stride\n", " test_videos=1, # Number of videos in the validation set\n", " scale=\"standard\", # Scaling method\n", ")" ] }, { "cell_type": "markdown", "id": "9a1f0450", "metadata": {}, "source": [ "The first thing to notice here is that we're only passing the coordinates as input (no speed, no distances). While a merged object can be passed in theory to get embeddings that carry other signals (see tutorial on preprocessing), that often leads in practice to unstable training (at least in our experiments). So let's continue with coordinates only!\n", "\n", "Next, you may have already seen that the `.preprocess()` method returns two objects, the preprocessed coordinates, and a global scaler. Let's explore these in more detail." ] }, { "cell_type": "markdown", "id": "afa68b41", "metadata": {}, "source": [ "Upon exploring, we see that preprocessed_coords is a tuple containing four numpy arrays. These correspond to training and validation features (X) and label (y) datasets, respectively. Labels in the unsupervised pipeline are beyond the scope of this tutorial, which only deals with purely unsupervised models. \n", "\n", "Focusing on the features, then, let's explore their shapes:" ] }, { "cell_type": "code", "execution_count": 6, "id": "d1918af1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Features in the training set have shape (74873, 25, 22)\n", "Features in the validation set have shape (14975, 25, 22)\n" ] } ], "source": [ "print(\"Features in the training set have shape {}\".format(preprocessed_coords[0].shape))\n", "print(\"Features in the validation set have shape {}\".format(preprocessed_coords[2].shape))" ] }, { "cell_type": "markdown", "id": "b50eb8dc", "metadata": {}, "source": [ "The first axis in these shapes corresponds to the number of sliding windows per dataset (we have 6 videos in total in this tutorial, and one has been assigned to the validation set. Note that's important to split videos (and not sliding window instances) to have truly independent training and validation data.\n", "\n", "The other two axes relate to sliding window size (same as the frame rate of the provided videos, by default, so each sliding window includes a second of data), and the number of features (11 body parts, _x_ and _y_ coordinates)." ] }, { "cell_type": "markdown", "id": "5a61803b", "metadata": {}, "source": [ "To understand the global_scaler object, let's first briefly review how DeepOF normalizes data. First, data coming from each video are normalized independently in both training and validation sets, which helps correct for differences in body size. All videos in the training set are then scaled together, and the fitted global_scaler is then returned for further processing as we'll see below." ] }, { "cell_type": "markdown", "id": "5dee8ea6", "metadata": {}, "source": [ "Next, let's generate a graph-based dataset and understand its output. To do this, we can preprocess our coordinates directly (no need to create the feature objects by ourselves) using the `.get_graph_dataset()` method. Under the hood, DeepOF will create a TableDict object containing centered and aligned coordinates, speeds, and distances corresponding to the edges of the aforementioned graph. Let's see it in action:" ] }, { "cell_type": "markdown", "id": "6ccda299", "metadata": {}, "source": [ "**NOTE**: the embeddings we use throughout this tutorial are single-animal by default. This is controlled by the 'animal_id' parameter in the method call below. If you'd like to try how multi-animal data is processed, comment the parameter out. Processing is quite similar, but the graph is larger as it will include both animals, as well as the distances between them." ] }, { "cell_type": "code", "execution_count": 7, "id": "bc0b29d7", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "adjacency_matrix will return a scipy.sparse array instead of a matrix in Networkx 3.0.\n" ] } ], "source": [ "# This code will generate a dataset using graph representations, as well a some auxiliary objects\n", "graph_preprocessed_coords, adj_matrix, to_preprocess, global_scaler = my_deepof_project.get_graph_dataset(\n", " animal_id=\"B\", # Comment out for multi-animal embeddings\n", " center=\"Center\",\n", " align=\"Spine_1\",\n", " window_size=25,\n", " window_step=1,\n", " test_videos=1,\n", " preprocess=True,\n", " scale=\"standard\",\n", ")" ] }, { "cell_type": "markdown", "id": "8f300a66", "metadata": {}, "source": [ "We see that now the pipeline returned four objects instead of two. The first one is equivalent to the preprocessed_coords, although the tuple now contains 6 elements, and their shapes in the arrays are different. Instead of just features and labels for the training and validation sets, we now have:\n", "\n", "* Node features for the training set, with shape window instances × window size × features (which include coordinates and speeds per body part)\n", "* Edge features for the training set, with shape window instances × window size × features (which include distances between adjacent body parts)\n", "* Labels in the training set\n", "* Node features for the validation set, with shape window instances × window size × features (which include coordinates and speeds per body part)\n", "* Edge features for the validation set, with shape window instances × window size × features (which include distances between adjacent body parts)\n", "* Labels in the validation set" ] }, { "cell_type": "code", "execution_count": 8, "id": "8370bd13", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Node features in the training set have shape (74873, 25, 33)\n", "Edge features in the training set have shape (74873, 25, 11)\n", "Node features in the validation set have shape (14975, 25, 33)\n", "Edge features in the validation set have shape (14975, 25, 11)\n" ] } ], "source": [ "print(\"Node features in the training set have shape {}\".format(graph_preprocessed_coords[0].shape))\n", "print(\"Edge features in the training set have shape {}\".format(graph_preprocessed_coords[1].shape))\n", "print(\"Node features in the validation set have shape {}\".format(graph_preprocessed_coords[3].shape))\n", "print(\"Edge features in the validation set have shape {}\".format(graph_preprocessed_coords[4].shape))" ] }, { "cell_type": "markdown", "id": "808c1464", "metadata": {}, "source": [ "The second returned object is the adjacency matrix of the aforementioned connected graph as a numpy array (where rows and columns correspond to each body part, and ones indicate connections). Let's have a look!" ] }, { "cell_type": "code", "execution_count": 9, "id": "7135d1f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0 0 0 0 1 0 0 0 0 0 0]\n", " [0 0 0 0 0 0 0 0 0 1 0]\n", " [0 0 0 0 0 0 0 1 1 0 0]\n", " [0 0 0 0 0 0 0 0 0 1 0]\n", " [1 0 0 0 0 1 1 0 0 1 0]\n", " [0 0 0 0 1 0 0 0 0 0 0]\n", " [0 0 0 0 1 0 0 0 0 0 0]\n", " [0 0 1 0 0 0 0 0 0 1 1]\n", " [0 0 1 0 0 0 0 0 0 0 1]\n", " [0 1 0 1 1 0 0 1 0 0 0]\n", " [0 0 0 0 0 0 0 1 1 0 0]]\n" ] } ], "source": [ "print(adj_matrix)" ] }, { "cell_type": "markdown", "id": "8293932e", "metadata": {}, "source": [ "We can also plot it:" ] }, { "cell_type": "code", "execution_count": 10, "id": "5c5f243d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(3, 3))\n", "draw(Graph(adj_matrix))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "1b6e1bfd", "metadata": {}, "source": [ "Finally, the two last objects correspond to the TableDict object with the features (useful later on, as we'll see shortly) and the already explained global scaler.\n", "\n", "So, with just a few commands, we already have everything we need to train our first deep clustering models. Let's briefly explore how they work and get on with the training!" ] }, { "cell_type": "markdown", "id": "121b3cac", "metadata": {}, "source": [ "### Embedding our data with deep clustering models" ] }, { "cell_type": "markdown", "id": "39841a5a", "metadata": {}, "source": [ "The core idea of deep clustering is to embed our input (the motion features over time) with a neural network, and retrieve a set of embeddings per time point (a reduced representation in the form of a vector) each of which is assigned to a cluster. In this context, clusters correspond to systematic behaviors the model observes in the provided cohort.\n", "\n", "DeepOF has three main models it can offer. Two of them (called [VaDE](https://arxiv.org/abs/1611.05148) and [VQVAE](https://arxiv.org/abs/1711.00937) after the models from the literature they are based on) are [**autoencoders**](https://blog.keras.io/building-autoencoders-in-keras.html). This means that the architecture consists of two parts, an encoder and a decoder, which are trained jointly in a way in which the output is optimized to reconstruct the input. Moreover, a clustering structure is imposed in the latent space that forms in between, so that embeddings are thought of as coming from one of a set of jointly trained components. While VaDE (left on the figure below) treats each component as a multivariate Gaussian distribution in a continuous space, VQVAE models (right on the figure below) use a codebook mapping to a discrete representation space. More details on both VaDE and VQVAE can be found [here](https://medium.com/machine-intelligence-and-deep-learning-lab/variational-deep-embedding-403fb476ed7f) and [here](https://ml.berkeley.edu/blog/posts/vq-vae/), respectively.\n", "\n", "For now, let's just say that VaDE models are a lot more stable (at least in our experiments) when working with graph input, so we've assigned them as default. You can still try the VQVAE models with your data if you'd like, though!" ] }, { "cell_type": "markdown", "id": "e548212f", "metadata": {}, "source": [ "![unsupervised_models](./Assets/deepof_unsupervised_models.png)" ] }, { "cell_type": "markdown", "id": "f6425c54", "metadata": {}, "source": [ "The third class of models use a different architecture altogether, which is based in [contrastive learning](https://lilianweng.github.io/posts/2021-05-31-contrastive/). This produces embeddings without the need for a decoder, but clustering must be conducted post-hoc, which DeepOF takes care of using a Hidden Markov Model.\n", "\n", "With all of this in mind, let's see how this works in practice. To train a model, you need to call the `.deep_unsupervised_embedding()` method on your coordinates. Some parameters we should take into account when doing so are:\n", "\n", "* preprocessed_object, which corresponds to the dataset tuples generated above (either preprocessed_coords or graph_preprocessed_coords, for matrix and graph input respectively).\n", "* adjacency_matrix, required for graph input.\n", "* embedding_model, corresponding to the model to use. Can be set to 'VaDE' (default), 'VQVAE', or 'Contrastive'\n", "* encoder_type, corresponding to the architecture that the models use for the encoder (and decoder if available). Can be set to 'recurrent' (default), TCN, or transformer.\n", "* n_components, corresponding to the number of clusters to train.\n", "* latent_dim, corresponding to the size of the produced embeddings.\n", "* interaction_regularization, which is only applicable when multi-animal embeddings are at play. Higher values will force the model to focus more on interactions rather than on joint individual behaviors. For reference, in the multi-animal embeddings depicted in the main DeepOF paper the parameter was set to 0.5.\n", "* pretrained, which loads already saved weights within your DeepOF model instead of training a new model. By default, DeepOF will attempt to load the latest trained weights with the specified parameters. See the **NOTE** below to see how to select between different sets of weights in case you need to.\n", "\n", "For more details, feel free to open the full API reference." ] }, { "cell_type": "markdown", "id": "d9b60bfb", "metadata": {}, "source": [ "**NOTE**: Trained weights are saved under __Trained_models/trained_weights__ in your project directory. If you'd like to manually select the weights to load, browse to the corresponding folder and input the name of the file of choice, instead of a boolean.\n", "\n", "**NOTE2**: If you set pretrained to False in the cell below, it can take a while to run in some cases (around 20 min in a GPU environment in Colab)." ] }, { "cell_type": "code", "execution_count": 12, "id": "04932934", "metadata": { "scrolled": false }, "outputs": [], "source": [ "trained_model = my_deepof_project.deep_unsupervised_embedding(\n", " preprocessed_object=graph_preprocessed_coords, # Change to preprocessed_coords to use non-graph embeddings\n", " adjacency_matrix=adj_matrix,\n", " embedding_model=\"VaDE\", # Can also be set to 'VQVAE' and 'Contrastive'\n", " epochs=10,\n", " encoder_type=\"recurrent\", # Can also be set to 'TCN' and 'transformer'\n", " n_components=10,\n", " latent_dim=4,\n", " batch_size=1024,\n", " verbose=False, # Set to True to follow the training loop\n", " interaction_regularization=0.0,\n", " pretrained=True, # Set to False to train a new model!\n", ")" ] }, { "cell_type": "markdown", "id": "d70bfc78", "metadata": {}, "source": [ "While we won't explore the models themselves in detail in this tutorial, some hints you may want to try on your own are:\n", "\n", "* `trained_model.summary()` will print a detailed description of the trained model and its parameters\n", "* `trained_model.encoder()` will encode data to the latent space\n", "* `trained_model.grouper()` will retrieve the clustering output" ] }, { "cell_type": "markdown", "id": "80373de6", "metadata": {}, "source": [ "Once we have a trained model, it's time to finally get our embeddings! This can be done using the `deepof.model_utils.embedding_per_video()` function. This will return TableDict objects containing the embeddings, soft_counts, and breaks per experiment. These are:\n", "\n", "* embeddings: a TableDict object containing embdings per time point per experiment.\n", "* soft_counts: soft cluster assignments per video. The values per time point can be interpreted as the probability the model assigns to each cluster. The cluster with maximum probability will be assigned in the end. This soft clustering approach allows us to filter time points with low confidence, as we'll see.\n", "* breaks: length of each time point. By default, it corresponds to the stride assigned to the sliding window. This object is here for legacy reasons, as it enables compatibility with a change point detection pipeline that won't be explored in this tutorial." ] }, { "cell_type": "code", "execution_count": 13, "id": "ae1dd046", "metadata": {}, "outputs": [], "source": [ "# Get embeddings, soft_counts, and breaks per video\n", "embeddings, soft_counts, breaks = deepof.model_utils.embedding_per_video(\n", " coordinates=my_deepof_project,\n", " to_preprocess=to_preprocess, \n", " model=trained_model,\n", " animal_id=\"B\",\n", " global_scaler=global_scaler,\n", ")" ] }, { "cell_type": "markdown", "id": "1dba21af", "metadata": {}, "source": [ "As the training set in this tutorial is quite small, we'll load embeddings from a model trained on the full dataset of 53 videos for the rest of the presented analyses. Feel free to try the remaining cells with your trained model by skipping the cell below, though!" ] }, { "cell_type": "code", "execution_count": 67, "id": "f581f691", "metadata": {}, "outputs": [], "source": [ "# Load results\n", "with open(\n", " \"./tutorial_files/Trained_weights/deepof_coordinates.pkl\", \"rb\"\n", ") as handle:\n", " my_deepof_project = pickle.load(handle)\n", "with open(\n", " \"./tutorial_files/Trained_weights/deepof_unsupervised_sa_VaDE_encoder_recurrent_encodings_input=graph_k=10_latdim=8_changepoints_False_kmeans_loss=0.0.pkl\", \"rb\"\n", ") as handle:\n", " embeddings, soft_counts, breaks = pickle.load(handle)" ] }, { "cell_type": "markdown", "id": "c04ad58f", "metadata": {}, "source": [ "So we finally have our trained embeddings, and our data has been clustered. Let's see what sort of tools DeepOF offers to analyze the results, then!" ] }, { "cell_type": "markdown", "id": "3175278c", "metadata": {}, "source": [ "### Visualizing temporal and global embeddings" ] }, { "cell_type": "markdown", "id": "40cbb13a", "metadata": {}, "source": [ "The first thing we can do is to visualize the cluster space. If you went through the tutorial on supervised analysis, you're already familiar with the `deepof.visuals.plot_embeddings()` function. Here we'll run it again, with slightly different parameters (passing embeddings, soft_counts, and breaks instead of the supervised annotations). As in the previous tutorial, all figures shown in the documentation version of this tutorial were produced using the full 53 animal dataset." ] }, { "cell_type": "code", "execution_count": 17, "id": "fa50ace5", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "OMP: Info #271: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project, \n", " embeddings, \n", " soft_counts,\n", " breaks,\n", " aggregate_experiments=False,\n", " samples=100,\n", " ax=ax1,\n", " save=False, # Set to True, or give a custom name, to save the plot\n", ")\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project,\n", " embeddings, \n", " soft_counts,\n", " breaks,\n", " aggregate_experiments=\"time on cluster\", # Can also be set to 'mean' and 'median'\n", " exp_condition=\"CSDS\",\n", " show_aggregated_density=False,\n", " ax=ax2,\n", " save=False, # Set to True, or give a custom name, to save the plot,\n", ")\n", "ax2.legend(\n", " bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "78609213", "metadata": {}, "source": [ "The figure on the left now shows time points in a UMAP projection of the latent space, where colors indicate different clusters. The figure on the right aggregates all time points in a given animal as a vector of counts per behavior (indicating how much time each animal spends on each cluster). We can already see a clear separation between conditions, in a fully unsupervised way!" ] }, { "cell_type": "markdown", "id": "e7315bdb", "metadata": {}, "source": [ "### Generating Gantt charts with all clusters" ] }, { "cell_type": "markdown", "id": "16d4f3e9", "metadata": {}, "source": [ "Like we did for the supervised annotations, we can also visualize assigned clusters over time using Gantt charts:" ] }, { "cell_type": "code", "execution_count": 18, "id": "9787776a", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 6))\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " soft_counts=soft_counts,\n", " experiment_id=\"20191204_Day2_SI_JB08_Test_54\",\n", ")" ] }, { "cell_type": "markdown", "id": "85ae0e11", "metadata": {}, "source": [ "### Global separation dynamics" ] }, { "cell_type": "markdown", "id": "9e6bbae2", "metadata": {}, "source": [ "Next, let's quantify the distance between our experimental distributions. To measure how far the behavior of stressed animals is from that of controls, we'll use the [Wasserstein distance](http://alexhwilliams.info/itsneuronalblog/2020/10/09/optimal-transport/) between the distributions shown on the right panel of the figure above. Moreover, we'll see how that distance evolves over time. To this end, we can use the `deepof.visuals.plot_distance_between_conditions()` function. " ] }, { "cell_type": "code", "execution_count": 19, "id": "0c6dc3ed", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found an optimal_bin at 126 seconds\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.8 s, sys: 15.4 s, total: 20.2 s\n", "Wall time: 1min 27s\n" ] } ], "source": [ "%%time\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 4))\n", " \n", "deepof.visuals.plot_distance_between_conditions(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " breaks,\n", " \"CSDS\",\n", " distance_metric=\"wasserstein\",\n", " n_jobs=1,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "91498c14", "metadata": {}, "source": [ "In the figure above, you can see two curves. The grey one in the background measures how the distance between conditions evolves over a growing window over time. We start with 10 seconds of data, and add one at the time until all 600 are included (the underlying videos are 10-minutes long). Peaks in this curve can then point towards points in the time series that maximize the difference between conditions. Here, we see a maximum at 125 seconds, which is compatible with the habituation of the mice to the novel environment in which they were introduced (see the main paper for details).\n", "\n", "The function then selects 126 seconds as the optimal binning break, and splits the experiments in equally-sized bins (except for the last one, which is a bit smaller). The distance across consecutive bins is then reported in the green curve, which we see decay over time as the distributions become closer and closer. We can map these back to the embeddings we displayed before, and filter them over time:" ] }, { "cell_type": "code", "execution_count": 20, "id": "e0d9dec5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project, \n", " embeddings, \n", " soft_counts,\n", " breaks,\n", " aggregate_experiments=\"time on cluster\",\n", " bin_size=125, # This parameter controls the size of the time bins. We set it to match the optimum reported above\n", " bin_index=0, # This parameter controls the index of the bins to select, we take the first one here\n", " ax=ax1,\n", ")\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project,\n", " embeddings, \n", " soft_counts,\n", " breaks,\n", " aggregate_experiments=\"time on cluster\",\n", " exp_condition=\"CSDS\",\n", " show_aggregated_density=True,\n", " bin_size=125, # This parameter controls the size of the time bins. We set it to match the optimum reported above\n", " bin_index=3, # This parameter controls the index of the bins to select, we take the fourth one here\n", " ax=ax2,\n", ")\n", "ax2.legend(\n", " bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0\n", ")\n", "\n", "ax1.legend().remove()\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9a195f3a", "metadata": {}, "source": [ "Where we clearly see that the overlap between the distributions is greater in the figure on the right (and therefore their Wasserstein distance lower)." ] }, { "cell_type": "markdown", "id": "cec60eee", "metadata": {}, "source": [ "### Exploring cluster enrichment across conditions" ] }, { "cell_type": "markdown", "id": "3769a5d4", "metadata": {}, "source": [ "Next, and as we did in the last tutorial on supervised annotation, we can test for enrichment in cluster expression! This way we can detect and pinpoint specific behavioral differences between our cohorts. Let's compare how the enrichment plots look for the whole data and the first time bin, respectively:" ] }, { "cell_type": "code", "execution_count": 21, "id": "e2258e23", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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58yZycnLQrFkz3THu7u6oWbOmKV4ii2FiioiIiIiIiCTz1VdfoXXr1vjhhx+watUqdOvWDYMGDZI6LCoDVCoVXnnlFXzxxRc4fvw4Bg0ahEmTJhV6jIODQ77H6enp8PHxwblz5/L9XLt2DePGjQPwtDbV5cuX0aVLFxw4cAB16tTB1q1bAQBDhw7FrVu30L9/f1y8eBFNmjTBggULdM/dtWvXAs9948YNtG7d2gyviDSYmCIiIiIiIiJJxMbG6k0ErFmzBkeOHJEgIirL6tSpg4yMDACAjY0N1Gp1kccEBQUhLi4OCoUC1apVy/fj4eGhG1ejRg2MHTsW+/btw5tvvomVK1fq+nx9fTF8+HBs2bIFH330EZYtW6Z77suXL8Pf37/Aczs4OKBq1aqwsbHByZMndc+VlJSE69evm+olsQirSEwtWrQI/v7+UKlUaNasGf766y+DY7ds2YImTZrA1dUVDg4OCAwMxE8//WTBaImIiIiIiMgUIiIiDF78792718LRUFnx6NEjtGvXDmvXrsWFCxdw+/ZtbNq0CbNmzcIbb7wBAPD390dkZCTi4uKQlJRk8LlCQ0PRvHlzdOvWDfv27cOdO3dw/PhxfP755zh9+jQyMzMxatQoHDp0CHfv3sWxY8dw6tQp1K5dGwDw4YcfYu/evbh9+zbOnj2LgwcP6vpGjhyJx48fo2/fvjh16hRu3ryJvXv3YvDgwVCr1XB0dMSQIUMwbtw4HDhwAJcuXcKgQYMgk1lFqsdokhc/37BhA8LDw7FkyRI0a9YM8+bNQ8eOHXHt2jV4enoWGO/u7o7PP/8ctWrVglKpxG+//YbBgwfD09MTHTt2lOA3ICIiIiIiouJwdXUtVh/Ri3B0dESzZs3w7bff4ubNm8jNzYWvry+GDRuGzz77DAAwZ84chIeHY9myZahYsSLu3Lmj97kEQcCuXbvw+eefY/DgwXj48CG8vb3RunVreHl5QS6X49GjRxgwYADi4+Ph4eGBN998E1OmTAEAqNVqjBw5Evfu3YOzszM6deqEb7/9FgBQoUIFHDt2DJ9++ik6dOiA7OxsVK5cGZ06ddIln2bPnq1b8ufk5ISPPvoIKSkp5n8RTUjQSlxVrlmzZnjppZewcOFCAIBGo4Gvry9Gjx6N8ePHG/UcQUFB6NKlC7788ssix6ampsLFxQUpKSlwdnZ+odiJiIiIiIio+HJychAQEID79+/na1epVLh58yYqVKggUWSWU1KvUbOysnD79m0EBARApVJJHQ5ZGTF/H5LO78rJycGZM2cQGhqqa5PJZAgNDcWJEyeKPF6r1SIyMhLXrl0zWPgrOzsbqamp+X6IiIiIiIhIekqlEjt37kTVqlV1bV5eXti0aVOZSEoRkcRL+RITE6FWq+Hl5ZWv3cvLC1evXjV4XEpKCipWrIjs7GzI5XIsXrwYr7zyit6xM2bM0E2RIyIiIiIiIusSFBSEGzdu4OTJk8jJyUHz5s1hY2MjdVhEZCGS15gqDicnJ5w7dw7p6emIjIxEeHg4qlSpgpCQkAJjJ0yYgPDwcN3j1NRU+Pr6WjBaIiIiIiIiKowgCHj55ZelDoOIJCBpYsrDwwNyuRzx8fH52uPj4+Ht7W3wOJlMhmrVqgEAAgMDceXKFcyYMUNvYsrW1ha2trYmjZuIiIiIiIiIiF6cpDWmlEolGjdujMjISF2bRqNBZGQkmjdvbvTzaDQaZGdnmyNEIiIiIiIiIjJA4v3UyEqJ+buQfClfeHg4Bg4ciCZNmqBp06aYN28eMjIyMHjwYADAgAEDULFiRcyYMQPA05pRTZo0QdWqVZGdnY1du3bhp59+wvfffy/lr0FERERERERUZjyrA/bkyRPY2dlJHA1Zm5ycHACAXC4vcqzkiak+ffrg4cOHmDhxIuLi4hAYGIg9e/boCqJHR0dDJvt3YldGRgZGjBiBe/fuwc7ODrVq1cLatWvRp08fqX4FIiIiIiIiojJFLpfD1dUVCQkJAAB7e3sIgiBxVGQNNBoNHj58CHt7eygURaedBG0Zm3eXmpoKFxcXpKSkwNnZWepwiIiIiIiIqAwrydeoWq0WcXFxSE5OljoUsjIymQwBAQFQKpVFjpV8xhQRERERERERlTyCIMDHxweenp7Izc2VOhyyIkqlMt/qt8IwMUVERERERERExSaXy42qJUSkj6hd+fLy8jB16lTcu3fPXPEQEREREREREVEZISoxpVAoMHv2bOTl5ZkrHiIiIiIiIiIiKiNEJaYAoF27djh8+LA5YiEiIiIiIiIiojJEdI2pV199FePHj8fFixfRuHFjODg45Ot//fXXTRYcERERERERERGVXoJWq9WKOaCwquqCIECtVr9wUOZUkrfiJCIiIiIiotKF16hU1omeMaXRaMwRBxERERERERERlTGia0z9V1ZWlqniICIiIiIiIiKiMkZ0YkqtVuPLL79ExYoV4ejoiFu3bgEAvvjiC/z4448mD5CIiIiIiIiIiEon0Ympr776CqtWrcKsWbOgVCp17fXq1cPy5ctNGhwREREREREREZVeohNTa9aswdKlS9GvXz/I5XJde8OGDXH16lWTBkdERERERERERKWX6MRUbGwsqlWrVqBdo9EgNzfXJEEREREREREREVHpJzoxVadOHRw9erRA++bNm9GoUSOTBEVERERERERERKWfQuwBEydOxMCBAxEbGwuNRoMtW7bg2rVrWLNmDX777TdzxEhERERERERERKWQ6BlTb7zxBnbu3ImIiAg4ODhg4sSJuHLlCnbu3IlXXnnFHDESEREREREREVEpJGi1Wq3UQVhSamoqXFxckJKSAmdnZ6nDoTIkJCQEDRo0gEqlwvLly6FUKjF8+HBMnjwZWq0WU6ZMwYoVKxAfH49y5cqhZ8+emD9/vtRhExERERGRGfEalco60Uv5qlSpglOnTqFcuXL52pOTkxEUFIRbt26ZLDii0mb16tUIDw/HyZMnceLECQwaNAjBwcFISUnBt99+i/Xr16Nu3bqIi4vD+fPnpQ6XiIiIiIiIyKxEz5iSyWSIi4uDp6dnvvb4+Hj4+fkhOzvbpAGaGrPRJJWQkBCo1ep8mwc0bdoU7dq1g6enJ3744QdcunQJNjY2EkZJRERERESWxGtUKuuMnjG1Y8cO3X/v3bsXLi4uusdqtRqRkZHw9/c3aXBEpU2DBg3yPfbx8UFCQgJGjhyJefPmoUqVKujUqRM6d+6Mrl27QqEQPamRiIiIiIiIqMQw+qq3W7duAABBEDBw4MB8fTY2NvD398ecOXNMGhxRafP8bChBEKDRaODr64tr164hIiIC+/fvx4gRIzB79mwcPnyYM6iIiIiIiIio1DI6MaXRaAAAAQEBOHXqFDw8PMwWFFFZZGdnh65du6Jr164YOXIkatWqhYsXLyIoKEjq0IiIiIiIiIjMQvQ6odu3bxdoS05OhqurqyniISqTVq1aBbVajWbNmsHe3h5r166FnZ0dKleuLHVoRERERERERGYjE3vAzJkzsWHDBt3jXr16wd3dHRUrVuQuYkTF5OrqimXLliE4OBgNGjRAREQEdu7cWWD3SyIiIiIiIqLSRPSufAEBAVi3bh1atGiB/fv3o3fv3tiwYQM2btyI6Oho7Nu3z1yxmgR3PCAiIiIiIrI+2dnZ2Lp1K+7du4fg4GA0b95c6pAsgteoVNaJXsoXFxcHX19fAMBvv/2G3r17o0OHDvD390ezZs1MHiARERERERGVbteuXcMrr7yCmJgYXdubb76JDRs2cKdqolJO9L9wNzc3xMTEwNfXF3v27MG0adMAAFqtFmq12uQBElkrrVaLrKwsqcPQUalUEARB6jCIiIiIiEQbNmxYvqQUAGzZsgVLly7FiBEjJIqKiCxBdGLqzTffxFtvvYXq1avj0aNHePXVVwEAUVFRqFatmskDJLJGWq0WQ4YMwYULF6QORadhw4ZYvnw5k1NEREREVKLExcXh6NGjevs2btzIxBRRKSc6MfXtt9/C398fMTExmDVrFhwdHQEADx484BsGlRlZWVlWlZQCgPPnzyMrKwt2dnZSh0JERERERERkFNGJKRsbG3z88ccF2seOHWuSgIhKmn379kmaDMrMzESHDh0kOz8REZUNISEhaNCgAVQqFZYvXw6lUonhw4dj8uTJ0Gq1mDJlClasWIH4+HiUK1cOPXv2xPz586UOm4hKAG9vb7Rq1UrvrKnevXtLEBERWZLoxNSaNWsK7R8wYECxgyEqiezs7DhLiYiIyoTVq1cjPDwcJ0+exIkTJzBo0CAEBwcjJSUF3377LdavX4+6desiLi4O58+flzpcIipBli1bhtDQUNy7d0/X1r17d7z77rsSRkVEliBotVqtmAPc3NzyPc7NzcWTJ0+gVCphb2+Px48fmzRAU+NWnGQKmZmZaNWqFQDg6NGjks+YspZYiIio9AoJCYFarc43o6Fp06Zo164dPD098cMPP+DSpUuwsbGRMEoiKsmuXr2KZcuWAQB69OiBFi1aSByRZfAalco6mdgDkpKS8v2kp6fj2rVraNmyJX755RdzxEhEREREVqBBgwb5Hvv4+CAhIQG9evVCZmYmqlSpgmHDhmHr1q3Iy8uTKEoiKmnUajWGDBmCOnXqYO7cuZg7dy6mTJmC1NRUqUMjIgsQnZjSp3r16vj666/xwQcfmOLpiKyeSqXC0aNHcfToUahUKsZCRERlwvOzoQRBgEajga+vL65du4bFixfDzs4OI0aMQOvWrZGbmytRpERUksyfPx8rVqzAfxfz7Nu3D+PGjZMwKiKyFJMkpgBAoVDg/v37pno6IqsmCIKutpQgCIyFiIjKPDs7O3Tt2hXz58/HoUOHcOLECVy8eFHqsIioBFi9erXe9rVr10KtVls4GiKyNNHFz3fs2JHvsVarxYMHD7Bw4UIEBwebLDAiIiIiKhlWrVoFtVqNZs2awd7eHmvXroWdnR0qV64sdWhEVAKkp6frbc/MzIRarYZcLrdwRERkSaITU926dcv3WBAElC9fHu3atcOcOXNMFRcRERERlRCurq74+uuvER4eDrVajfr162Pnzp0oV66c1KERUQnQuXNnLFiwoEB7aGgolEqlBBERkSWJ3pWvpOOOB0RERERERNYjISEBrVu3xrVr13RtHh4eOHjwIOrVqydhZJbBa1Qq60TPmCIi6Z06dQqJiYlo0aIFXFxcpA6HiIiIiKjYPD09cebMGaxbtw5RUVGoWrUqBg0aBA8PD6lDIyILMCoxFR4ebvQTzp07t9jBEFHh7ty5g+7du+PcuXMAAAcHB0yfPh1jxoyRNjAiIipxtFotsrKypA5DR6VScRMPojLMwcEB7777rtRhEJEEjEpMRUVFGfVk/DJBZF59+vTRJaUAICMjAx988AGCgoLQsmVL6QIjIqISRavVYsiQIbhw4YLUoeg0bNgQy5cv5/dJIiKiMsaoxNTBgwfNHQcRFeHvv//GX3/9pbdv5cqVTEwREZHRsrKyrCopBQDnz59HVlYW7OzspA6FiIiILEh0jamUlBSo1Wq4u7vna3/8+DEUCkWxirUtWrQIs2fPRlxcHBo2bIgFCxagadOmescuW7YMa9aswaVLlwAAjRs3xvTp0w2OJyotUlNTi9VHRERUmH379kmaDMrMzESHDh0kOz8RERFJSyb2gLCwMKxfv75A+8aNGxEWFiY6gA0bNiA8PByTJk3C2bNn0bBhQ3Ts2BEJCQl6xx86dAh9+/bFwYMHceLECfj6+qJDhw6IjY0VfW6ikiQoKAienp56+zp37mzhaIiIqLSws7OT/IfIVEJCQkS1v0gfERGZhujE1MmTJ9G2bdsC7SEhITh58qToAObOnYthw4Zh8ODBqFOnDpYsWQJ7e3usWLFC7/h169ZhxIgRCAwMRK1atbB8+XJoNBpERkaKPjdRSaJUKrFo0SIoFPknOrZv3x79+vWTKCoiIiIiaR07dgwRERH52iIiIgy2Hz9+vNh9ZD65ubnYv38/fvvtN2RkZEgdDhFZkOilfNnZ2cjLyyvQnpubi8zMTFHPlZOTgzNnzmDChAm6NplMhtDQUJw4ccKo53jy5Alyc3MLLC0kKo169uyJevXqYeXKlUhMTERoaCh69uwJGxsbqUMjIiIikoSfnx/Cw8OxZcsWpKWlYcSIEUhMTMScOXMMtgModh+Z3vHjx9GrVy/cv38fAODi4oKlS5eid+/eEkdGRJYgesZU06ZNsXTp0gLtS5YsQePGjUU9V2JiItRqNby8vPK1e3l5IS4uzqjn+PTTT1GhQgWEhobq7c/OzkZqamq+H6KSrFatWpg5cyZ+/PFH9O3bl0kpIiISTaVS4ejRozh69ChUKhVjoRLN19cXmzZtgouLC86ePQtXV1ds3Lix0Pbi9pHpZWVloXv37rqkFPC0rvHbb7+Nu3fvShgZEVmK6MTUtGnTsHz5crRu3RpTpkzBlClT0Lp1a6xYsQLTp083R4wGff3111i/fj22bt1q8IvMjBkz4OLiovvhBwoRERGVdYIg6Oo7CYLAWKhEi42NRVhYGJKTkxEUFISkpCSEhYUV2l7cPjK93bt3660vnJubi19++UWCiIjI0gStVqsVe9C5c+cwe/ZsnDt3DnZ2dmjQoAEmTJiA6tWri3qenJwc2NvbY/PmzejWrZuufeDAgUhOTsb27dsNHvvNN99g2rRpiIiIQJMmTQyOy87ORnZ2tu5xamoqfH19kZKSUqwdBImIiIiIyHocO3YMmZmZCA0NRUhICA4dOoSIiAjY2dkZbAdQrL7g4GApf9VS6aeffsKAAQP09n3++eeYNm2ahSOyvNTUVLi4uPAalcos0TWmACAwMBDr1q174ZMrlUo0btwYkZGRusTUs0Lmo0aNMnjcrFmz8NVXX2Hv3r2FJqUAwNbWFra2ti8cKxERERERWR99ySJDZT4Mtb9IH72YDh06QKlUIicnp0Bfly5dJIiIiCxN9FI+UwsPD8eyZcuwevVqXLlyBe+//z4yMjIwePBgAMCAAQPyFUefOXMmvvjiC6xYsQL+/v6Ii4tDXFwc0tPTpfoViCR37tw5zJ8/Hxs3bsw3Q5CIiIioLDl06JCo9hfpI9Pw8vLCrFmzCrQPHz4czZs3lyAiIrK0Ys2YMqU+ffrg4cOHmDhxIuLi4hAYGIg9e/boCqJHR0dDJvs3f/b9998jJycHPXv2zPc8kyZNwuTJky0ZOpHkNBoNhgwZglWrVunaKlasiL1796Ju3brSBUZERCRCfHw8MjIyUKVKFalDISIJfPDBB2jTpg1+/vlnXTH0tm3bSh0WEVlIsWpMlWRcv0uliaE1+U2aNMGpU6ckiIiIiMh4Dx48wJAhQ7Bnzx5otVrUrl0bffv2RV5eHqpVq4ZevXpxpz4iKvV4jUplHRNTRCWQVqvF5cuXMXLkSBw5ckTvmFu3biEgIMDCkRERERmvWbNm+Ouvvwz2+/v749ChQ6hcubIFoyIiKWk0GixevBgrV65ESkoKOnbsiP/973/w8fGROjSz4TUqlXWS15giInH+/PNP1K5dG/Xr1zeYlAKefqgTkXUICQkR1f4ifUQlxalTpwpNSgHAnTt3EB4ebqGIiMgafPDBBxg9ejTOnj2LmzdvYvHixWjZsiVSUlKkDo2IzER0jamMjAx8/fXXiIyMREJCQoGL31u3bpksOCLKLyUlBa+++iqSk5MLHRcYGIiqVataJigi0uu/25c/8/z25f9tt7e3h1arLVZfixYtLPNLEZnQ/fv3jRq3fft25OXlQaGQvDQqEZnZ/fv3sWTJkgLtt27dwurVqzFmzBgJoiIicxP9CT906FAcPnwY/fv3h4+PDwRBMEdcRKTHhg0bikxKlS9fHitWrLBMQERkkJ+fH8LDw7FlyxakpaVhxIgRSExMxJw5cwy2Ayh2H1FJ07RpU9jY2CA3N7fQcQqFIt9GOFS2abVaZGVlSR2GjkqlKjXXQ+np6dixYwdiYmJQr149dOjQATY2NhaN4eLFi8jLy9Pbd+bMGYvGQkSWIzoxtXv3bvz+++8IDg42RzxEVIiEhASDfa+//jq6d++Onj17wtHR0YJREZE+vr6+2LRpEyZMmICzZ8+iY8eOWLx4MQAYbH+RPqKSxsfHB+PGjcP06dMLHde7d28mpgjA06TUkCFDcOHCBalD0WnYsCGWL19e4pNTt27dwoABA/Dw4UNdW506dbB69WqL1jwqbGdO1k4lKr1Ef8q7ubnB3d3dHLEQUREK2zZ35syZGDRoEJNSRFYiNjYWYWFhSE5ORlBQEJKSkhAWFlZoe3H7iEqqr776Cps3b8Zrr72G1q1bo1atWvn6mzRpgrlz50oUHVmbrKwsq0pKAcD58+etagZXcX311Vf5klIA8Pfff2Pp0qUWjaN69eoGk1M///wzP/OISinRu/KtXbsW27dvx+rVq2Fvb2+uuMyGOx5QSRcWFoYNGzbka2vbti06d+6Mjh07on79+hJFRkT/9d8aUyEhITh06FCBGlPPtwMoVh9nMVNp8tdffyEqKgrVq1dH27ZtS/xMFDKdzMxMtGrVCgCwb98+3XujVLF06NABAHD06FFJY3lRWVlZCAwMhL7LwipVqmD37t0WiePOnTtwcHDAyJEjsXfvXqSmphYY8+abb+LXX3+1SDyWxGtUKutEL+WbM2cObt68CS8vL/j7+xdYd3z27FmTBUdEBf3888947bXXsGXLFjx+/BinTp3CwYMHcfDgQYwbNw6jR4/G/PnzpQ6TqMzTlyz6b+FyY9pfpI/I2u3fvx87d+6Evb09qlSpgs2bNyM6OhpBQUEYP348GjRoIHWIZMXs7OxKdDLImshkMigUCr313uRyudnPf+TIEYwYMQKXL1+GIAjw8fGBWq3WO3b79u3IysqCSqUye1xEZDmiZ0xNmTKl0P5Jkya9UEDmxmw0mUJ2djZyc3MlXTanVqsREBCAmJiYAn27d+9Gp06dJIiKiIioaEOGDCl0ow57e3scO3YMgYGBlguKrN5/Z0xJPUvJmmIxhY8//hg7d+4s0K5QKDB27FgMHTrULOe9d+8eatWqhYyMjHztgiDoncElk8mQnp5e4l/v5/Ealco60TOmrD3xRC8mJCQEDRo0gEqlwvLly6FUKjF8+HBMnjwZWq0WU6ZMwYoVKxAfH49y5cqhZ8+eZWp2TmpqKqZNm4Zdu3YhNzcXQUFB+Pzzz1GvXj2Lx3Ly5Em9SSkA2LhxIxNTRERklbZu3Vrk7rFPnjzB9OnTsXHjRgtFRSWBSqXC0aNHdf/NWEzn888/R0xMDM6dO5evPS8vD7Nnz0aNGjXQunVrk5935cqVBZJSAPQmpQCgc+fOpS4pRUTFKH7+zJkzZ7B27VqsXbsWUVFRpoyJJLZ69Wo4ODjg5MmTmDVrFqZOnYr9+/fj119/xbfffosffvgBN27cwLZt28pcPaPRo0dj+/btuqnOZ8+exeDBgwsUi7SEwmpusB4HERFZq7Fjxxo17tSpU2aORDohISGi2l+krzQRBEG3hE/q7zrWFIspuLm5FXqz2Vx1ne7fv2/0WH9//zJ1Q5yoLBE9YyohIQFhYWE4dOgQXF1dAQDJyclo27Yt1q9fj/Lly5s6RrKwBg0a6GbGVa9eHQsXLkRkZCQ8PT3h7e2N0NBQ2NjYwM/PD02bNpU4Wsu5evUq/vzzzwLtqamp2LJlC9577z2LxtO0aVP4+fkhOjq6QF+fPn0sGgsREZExbt26hbt37xo1trRtDf/fDRGeeX5DhP+229vbQ6vVFquvRYsWlvmlqMTKzc3Frl27cOzYMTg7O6NHjx5QKpUGx6elpZkljuDgYCxZsqTIcaNGjcI333wDW1tbs8RBRNISPWNq9OjRSEtLw+XLl/H48WM8fvwYly5dQmpqKsaMGWOOGMnCni826uPjg4SEBPTq1QuZmZmoUqUKhg0bhq1btyIvL0+iKC3v3r17Bvuk2LpWLpdj3bp1ugTxM2PHjtXtEkNEVNaEhIRgzJgx+OSTT+Du7g5vb29MnjwZwNOlIZMnT4afnx9sbW1RoUKFMvndJSsrC1u3bsW8efOwZ88eJCUlWezzPD4+3uixxs6sKin8/Pzwww8/YMSIEUhLS8OIESOwdOlSg+2+vr7F7iMqTG5uLt5991188skn2L59O3766Se8+eabOH/+PCpWrKj3mJYtW5ollt69e6NmzZpFjnNzc2NSiqgUE52Y2rNnDxYvXozatWvr2urUqYNFixZZbCtRMq/nd1oUBAEajQa+vr64du0aFi9eDDs7O4wYMQKtW7fWu4NHaVS3bl2DO5NIUWMKeDqj7cCBA1i5ciW+/fZbXL58GXPnzpUkFiIia8El6Ybdu3cPnTt3xvjx4/H999/jgw8+wMsvv4zmzZvju+++M7gTlqk0bNiwwA0Vfb744gt07drVrLFYmq+vLzZt2gQXFxecPXsWrq6u2LhxY6Htxe0jKszvv/+O48eP52vTaDSYMWMGunfvXuD7bv369c02G1+pVOK3336DTFb4ZemXX36JlStXmiUGIpKe6MSURqMpkLgAniYzNBqNSYIi62VnZ4euXbti/vz5OHToEE6cOIGLFy9KHZZF+Pj4ICwsrEB79erVLf7lOSEhAa+99hp8fHwQFBSEr776CrVq1UKdOnUsGgcR/evZshpr+BG54W6p82xJevXq1TFgwAA0adIEkZGRiI6O1i1Jf7YcfdiwYVKHa1EzZ87UO8s3NTUVixcvRlhYGO7cuWO289vb22P69OkF2p2dnVGjRg2EhIRg9OjRCAgIMNvSIanExsYiLCwMycnJCAoKQlJSEsLCwgptL25fWcLrD/H++OMPve2pqalYuHAh1Go1bG1t0bRpU0ybNg1r166Fg4OD2eI5fvy43uvL55XFGa5EZYWgFfnt9Y033kBycjJ++eUXVKhQAcDTD9p+/frBzc0NW7duNUugpsKtOAsXEhKCwMBAzJs3T9fWrVs3uLq6IiQkBGq1Gs2aNYO9vT1WrlyJOXPmICYmBuXKlZMuaAvSarXYsGEDtm3bhoyMDLRu3RpDhw6Fm5ubReNo06YNjhw5kq9NqVTi8uXLqFatmkVjsQbcTZKkptVqMWTIEFy4cEHqUAA8nZWyfPnyUlGQV6yQkBDUrVsXixYt0rW98cYbKFeuHKZMmYLg4GBotVp06tQJnTt3RteuXaFQiC65WSJpNBrUr1+/yGV7tra2WLJkiVnrFB08eBDLly9HYmIiQkND8e677+Ljjz/G8uXLdWPkcjm++eYbfPjhh2aLw5L+W2MqJCQEhw4dKlBj6vl2AMXqCw4OlvJXtYhTp05hzpw5iIqKgoeHB/r164f33nvP4Ox2+tdnn31mVDFzpVKpqzNrLlFRUWjSpInRCcY7d+6gcuXKZotHKrxGpbJO9DexhQsX4vXXX4e/v79uqnBMTAzq1auHtWvXmjxAsh6urq74+uuvER4eDrVajfr162Pnzp1lJikFPF3WGBYWpnfmlCVotVp88cUXBZJSAJCTk4MJEyZg06ZNEkQmvdWrVyM8PBwnT57EiRMnMGjQIAQHByMlJQXffvst1q9fj7p16yIuLg7nz5+XOlwqZbKysqwmKQUA58+fR1ZWVpndUruoJekRERHYv38/RowYgdmzZ+Pw4cNG3a0v6QRBgFwuLzIxlZ2djenTp+O3334zSxypqan4559/ULlyZeTm5uK7777D9OnTkZycnG+cWq3G2LFj0bhxY7Rq1cossViSvmTRfwuXG9P+In2lybVr1zBkyBBkZ2cDABITE/Hdd98hLS0Nn376qcTRWT8PDw+jxuXk5GDJkiWYOHGiqOePnmr8Eun5u+6LmvUW820HCO6Gi7Q/z29i2VjZQVTSiU5M+fr64uzZs4iIiMDVq1cBALVr1y4zH4Sl3aFDhwq0bdu2Tfff3bp1s1gsVNAnn3yCb775xmD//v37kZubixs3bqB8+fJlapdM7iZpfs/uyBvbXlbt27dPsoRQZmYmNz8owrMl6V27dsXIkSNRq1YtXLx4EUFBQVKHZnaCIKBLly7YsmVLkWNv3LiB+Ph4eHl5mTSGqKgodOjQAYmJiUYfM2nSJBw4cMCkcUjN0HtmYe+lxe0ryTQaDfbu3YsDBw5AqVSia9euePnll7FmzRpdUuq/1q9fj1GjRpl12VlpIOb74a5du0QnpsRIzjS+rp2XkwJ+IpJSRFRyFGvuuiAIeOWVV/DKK6+YOh4iq/bXX3/h3Llz8PHxQYcOHSy6O0hiYiIWLFhQ6JiUlBRUqlQJCQkJkMvl6NWrF5YuXQonJycLRSkdQ7tJjhw5EvPmzUOVKlXK5NKdF1Wc7c3L+jbldnZ2ZXamkrVbtWpVviXpa9euhZ2dXalcFmLIJ598gn/++afIGX4KhQL29vYmP//QoUNFJaUA4O7duyaPg0qGjz76CLt27dI93rx5M0aPHm3wb+LJkyeIj49HlSpVLBViidS2bVtMnz7dqJlKSUlJuHnzJqpWrWqWWFpXdcS2CylFjhMALO5VySwxEJH0RBc/JyqLcnJy8O6776J///6YM2cOPv74Y3To0AEXLlzAunXrsHDhQpw+fdqsMfz999967w4+LyEhAcDTJRDr16/H8OHDzRqXteBukuZRnO3NiayVq6srli1bhuDgYDRo0AARERFlbkm6m5sbNm3ahDVr1mDMmDGoVauW3nEdO3Y0+U2Nu3fv4uzZs6KP4yzXsunEiRP5klLPfP/99/Dz89N7jLOzs64GLhlWqVIlvP3220aPVyrNN0upaz0XNA8oeoabFsC47ffxML3wpchEVDJxykApp9VqkZWVJXUYOiqVqkQW4/35559x+PDhfG1xcXHo06eP7m7TggUL0KVLF3zzzTdFbnlbHAEBAZDJZKJ3n9m4cSO+++47o+sJlEZleenOi3q2HfmECRNw9uxZdOzYEYsXLwYAg+1lkUqlwtGjR3X/XdbjkBKXpBunWbNmuHjxImJiYgr0tW7dGpMnTzb5OYtTlNrW1haffPKJyWMh63f8+HG97Xl5eahWrRqcnZ2Rmpqar2/YsGFl9r1PjKioKKxfvz5fmyAIend0DQwMNOtNJ6VChjVvV0bNaX9DU8SWXLce5WDeoQR89RqTj0SlDRNTpZi17RIFlNydovbs2aO3/fkk0e+//4527drhtddeM3kMvr6+CAsLw88//yzquLy8PCQmJpbZxBSX7ryY2NhYfPTRR3Bzc8u3HfmcOXMMtlesWFHqsC1OEASrWL5nLXGQ9du/fz9mz55doL19+/ZmSzJXqlQJLVu2NLhV/fNatGiBefPmoVGjRmaJh6xbYTuTeXt74+eff8bixYtx+vRplC9fHv369UOPHj0sGGHJtWjRIuTk5ORr02q1KFeuHB4/fqxLUAmCAH9/f+Tk5Jh11tSlB1mQywCNEeWm9l9NZWKKqBRiYqoUs7ZdooCSu1OUmETavn37zJKYAoAff/wRXl5e+PHHH5Gamoo6derg7t27yMjIMHhMhQoVUK1aNbPEUxJwN8kXc+fOHQwdOlS3Hfn333+PiIiIQtvLYmKKzMuaZv+W1Jm/z9uwYYPe9sjISMyfPx+jR482y++5YsUK1K1b16jl1OHh4XjppZdMHoMlWNPfLFAy/25ff/11zJ07V+9M8alTpyIwMBBpaWl466238N5775lltnppZej64NGjR/kea7VabNu2DXK5HNOnTzdLLJceZCJs1W3kGlkDXc+kLiIqBYqVmLp58yZWrlyJmzdv4rvvvoOnpyd2794NPz8/1K1b19QxkglIuUsUUPJ3inr11VeNrothzqLaKpUKc+fOxZw5czBs2DD8+OOPRR4zc+bMUl/om0t3zMdU25sTFZe1zf4tqTN//+vu3bv4888/DfYvWrQIDg4OGDJkiMnPXb16dXz66aeYNm1akWPr1zd+y3lrYm1/s0DJ/Lv18vKCXC7Xm5hKSkrCwYMHAQCnT5/GypUr8fvvv5ep3YhfhNjvhTt27MDHH38Md3d3k8fywx+JyM4zPtuUnJmHzBwN7JRMRBKVJqL/RR8+fBj169fHyZMnsWXLFqSnpwN4OhPm2VbtZH2e7RIl5U9J1rdvX1SvXt2oseac6vzMn3/+aVRSyt/fX1RxS6LCFGd7c6IXZW2zf5/N/C2J1q9fj+bNm6NDhw5FzlhasWKF2eIIDw9HjRo1ihx34MABs8VgTtb2NwuU3L/b5zc2MSQlJQWjR482czSlh9jv5bm5uTh58qRZYrmaIO7vMkcNHLmZbpZYiEg6oqdRjB8/HtOmTUN4eHi+3VratWuHhQsXmjQ4Imshk8lw+/Zto8Zu3boVQ4cONevyuR07dhg1buTIkWaLwZy4BIKI9JFy9m9Jn/k7btw4oz87ACAxMVFUXZnoqcbNbkpMz0Pf1bdxPaHoXWZ/mBaOzgmLjHreZ/wmXhQ13tw4Y/3FdOrUCVu2bDFqbFRUFFJSUuDi4mLmqEq+mjVr4t69e6KOmTZtGtq1awdbW1uTxlLVw9ao94P/4mo+otJHdGLq4sWLeosve3p6IjEx0SRBkWlY0+5M1hRLcWzfvh15ecZvT7t7926z3rkz9jU8ePAgPv74Y7PFYQ5cAkElwe7du7F582akpaWhZcuWGDhwIC+GLKA0zMCVwpEjR0QlpQCgfPnyZpkBPOdAvNEXoTceWs8NiuLi3+yLGTduHP766y+jkyjZ2eISHGVV//79ceDAAb278BmSmJiI/fv3m7yO6rstPBBxLQ25auNj8XIs3SUqiMoi0f+qXV1d8eDBAwQEBORrj4qKYsFbK2NNuzNZUyxiJSYmYtasWaKOEfNBb+xd5v8KeZwNmYAit9Xds3sXLk6oAxc747botoY7zda8BKKk/g2TaS1YsCDfDOHz589j9+7d6NGjB/bs2YPs7Gy0b98eQ4cOhaOjo4SREj21f/9+0ceYq1bP3qupRo/NyNFiy/kkvNnQzSyxkPVzd3fH/PnzMWbMmCKTUzVr1oSnp6eFIivZmjdvjm+++QbTpk1DUlKS0cclJCSYPJYgX3us6lcZ3xyIR9S9TKOOuZuUg0a+9iaPhYikIzoxFRYWhk8//RSbNm2CIAjQaDQ4duwYPv74YwwYMMAcMRJJas6cOaI+tIGnU8/Nyd9dCR8XBWKTC5/FpdECeUVlr6wYl0CQtUlKSsKyZcsKtN+6dQuzZ8/WPb5+/TqOHj2K9evXG10jhchc5HLjbk7817Vr15CVlWXyWc4KmbiZpytOPGJiqoyKj4/HBx98gKioKABPb3IauvEnCALGjRtnyfD0Sk1NhZ2dnWTv+43HrTF6rOZJCp4kG58oBoD5x+Ox6ErR59jqVOSQfFpWdcSD1FxE3Ys1anxVD9MuJyQi6YlOTE2fPh0jR46Er68v1Go16tSpA7Vajbfeegv/+9//zBEjkWQePHiArVu3ijrG2KKuL+LYrYwik1LPlOTEFJdAkLW5cuWK0UtFLl26hP3796Nz585mjqp0s5al4NYSR3F06tQJv/zyi6hjNBqNqNm/xupazwXLTzwqeuD/u59aeJF2a2RNfyvWFItYn3zyiS4pBRQ+G12r1WLz5s1o1aqVJUIr4MCBAxg3bhzOnj0LR0dHvPPOO5g5c6ZVv+a50ecArdro8XLPqpC7mWd1jEajxYLDD40a26qqA+pX4HdDotJGdGJKqVRi2bJl+OKLL3Dp0iWkp6ejUaNGRu9YRlSSbNiwQfQX82bNmpkpmn/deZxj9NiYpBx4OXHGBj3FwvIvxsvLS9T4xYsXw93dHS+//LKZIir9rGUpuLXE8V/Gzo5QPxZX5BgAtHIbtJy4yejxxs6QCG/riZN3M3DxvnHvQyqbkrclvDX9rVhTLGLExMTgzz//FHVMREQE0tPTLb6E+u+//0bnzp11Ny3S09Mxf/58pKWlmXV3yxelzUozeqy8Qm2oGnczWyzrzybhbpLh77YyAE4qGbo3dMUn7cV9DhNRyVDsynF+fn7w8/MzZSxEVic6Olr0MWKKpBdHapYadx4ZX9zTz830xWupZGJh+RdXtWpVVK9eHTdu3DBq/I0bNzBw4EAMHz4cY8eONWtsO3fuxLp165CVlYXXX38dAwYMgELBArEEQCZ+KR/ycqBJS4TMycOkoTjYyvFVlwp4fdkto8anPDHvZypZp7Q045Mmz+Tl5SEzM9PiialFixbpnUn7008/4euvv7bauleCszeA84YHOHpA4VEZNlWbQe5g3uW02y4kF9qvAeDpZIPRrT3hYFuM9zMisnqiv7E+myp78OBBJCQkQKPR5Os3dktXKt2mT5+OBQsWIC0tDZUrV8bixYvRpk0bqcPKx5g7zdnXk0U/75Dv90Hh/rfR48Wsw7/7OBu9V95GXKpxX9TLOyjgWcJmS1nTsgNrisUUWFjeND7//HMMGjRI1DE//PADevbsCV9fX7PENH78eMycOVP3ePv27fjll19Qo0YN7NmzB05OThg0aBDGjBkDmazkzUChFyN39YHMyQOaNOvYPXlLEReh/2Wn5EVoWVS9enWUL18eDx8at7wLeLpBk6urq/mCMuD27dt62/Py8nDv3j2rTUzl/nOs8AGZKci7cwZ5MRdhUzkQyjrtIBQnyW2EHCN25LvxMBtzD8ZjeldutkVUGolOTH344Yf44Ycf0LZtW3h5eZWYu9xkOX379sX69et1j//++2+EhITA3d0d7dq1w9ixY9GiRQsJIzSeoBR/sZxzORKKVgPNEA3w1b54vUkpmUxWIElsIwO+DzPPRbA5WdOyA2uKxdRYWL54srOzMWnSJNHHabVa/PHHH+jbt6/JY7pz547enUMjIiIQERGhezx27FhcuXIFP/zwg8ljIOunrN0eWX9tBGDc8nSZU3mTz5Z65u8445cTv9nQ1SwxkHWzsbHB//73P3z44YdGl1RITk7G0qVLMXLkSDNHB9y8eRMqlQoVK1ZEkyZNsHv37gJjnJ2dzV5ztLjy4q4DWemFD1L/f303dQ5yb/0FaLWwrW+ez+0OtZyN2pFvz5VUJqaISinRiamffvoJW7ZsYTFX0uvhw4fYsGGD3r7Hjx9j8+bN2LJlC7Zt24auXbtaODrxBFsH0cdoku7hyfF1sGv+lskTtwev65/arrRRoENwYzx4EAt3bRL83JXo/5I7Krtz1xLSj4Xli2fXrl24e/dusY51cXExcTRPjRs3zugLt+XLl+Pzzz/nUvwXkJWVhVOnTsHFxQUNGjSQOhyj5Vw7BGOTUlAoYdvIfJ/R7vbGzbpoWFGFD9uUN1scpV18fDx++uknxMfHo02bNujcuXOJmjHZpEkT0XU+f/31V7Mmpk6cOIF3330Xly5dAgC0adMGs2fPxo8//oj79+/nGzt+/HiLLys0Vl6i+M+x3OhzUNYOgaAwfYmIwc3K4cD1NJyKflLoOBs5J0QQlVaiE1MuLi6oUqWKOWKhUuCPP/4o8kuERqNBjx498Mcff6Bp06YWiqx4FN41kK1QAnnGFxsHAE3iHeTdPQcb/0YmjcdWAeTo2UDF2wFY0CYNgPP//xCROVy8eLHYxzZp0sSEkTyl1WrzzYoqikajwfnz55mYKqZ169ZhzJgxePz4MQAgKCgImzZtsvrvRXmJd6FJiTf+AI0Ggkrkfu8ivF7fBXuu6L/R4mQrQ1r20xnA52OzELb6Dta8XRmu9qyXJsaRI0fQpUsXpKc/nRXzzTffoEOHDti5cyeUSmlrTxpdtP9Jsujnjo1LMPr5z8weIOq5ExMT8eqrryIlJUXXdvjwYQwcOBDHjh3DrFmzcODAAXh6euL99983ywxZU5GXq4S8W3+JO0idC21OplkSU3ZKGTYMDkDk9TScuJWOc/czcTam4Ayq1+u5mvzcRGQdRN82mTx5MqZMmYLMzKKnW1LZ4+/vb9S43NxcdO/eHbm51r0NtKBQQl6+eBccuXfOmDgawN3AF/NaXpwZRUV7VjPr6NGjktfMsqZYxKhYsfhLCJ48KfxOcHFkZmYiOTlZ1DHVqlUzeRxlwcWLFzFw4EBdUgoAzp49ix49ekgYlXHyYkTWltPkIe/BFfMEA6BzHRd4Oen/PHuWlHrmfGwmvo4QkVQjaLVa9OvXT5eUembfvn1YuXKlRFGJl3v1SLGOEzvLylhr167Nl5R65sqVK7h58yYWL16Mq1ev4siRI1adlAIAG5/agNJe1DGCysmsCeubidlYdjwRK04+xrl7mXCxy3+ZGlzFAWPbWme9LiJ6caITU71790ZSUhI8PT1Rv359BAUF5fuhsq1Ro0ZG34m/f/8+IiMjzRzRixNsxX1wP6PVaooeJMLtxGzcTdKfyItP465FpvbkyRNERUUhPr70XBA9q5llZ2cneX1Aa4pFjO7duxeruK6LiwsqVKhg8njs7e1Rt25do8d36dIFtWvXNnkcZcHKlSuhVhecsnru3DmcOWP6GxEmpS7GZ0Se+W4cCYKABT194Wib/2uorUL/e0FRO3ZRfhMnTsS9e/f09m3fvt3C0RSPJiMZefeKMUNVnQtNSpzpAwLw4MEDg31Xr15FQkKCWc5rLvZt34XMxdvo8cpabSCYaSloerYab62+g7/uPr2Bo9ECKZka+LraYPprPtgytAp+HhgAe2XJWYpKROKI/tc9cOBAnDlzBm+//TZ69OiBN954I98PWQ+tVovffvsN77//PoYPH45t27bp/VJtaidPnjQ6OXX58mUzR/Pi5F7Vi3WcjV9Dk8ax/mySwb7YlBzEJOUgPtW6Z6CVFN9++y0qVKiAoKAgVKxYEW+//bZZZrtQyePu7o5Vq1bhpZdeEnXcK6+8YrblM9OmTSsyuWdjY4Phw4fn25iCxElKMvwe/N9ZVNZI7iV+lpzCu3iffcZq5u+AIx/UwMRO3hjZygPrBvjDyVb/33FmrhbJT3gDxhhpaWmYN2+ewf6SMkNVk278bnwFmGnGVMuWLQ32jRo1Cl5eXggJCcGNGzfMcn5Tk9k6wL7NEMgq1DE8SKGE3KsaVC+Hmfx77X/tuJiCh+kF/43HJOfC102Jxr7Fu0lMRCWH6AX7v//+O/bu3VvomzNZh//973/YvHmz7vHBgwdx5MgRzJ0716zn9fb2xt27dzF37lx89tlnyM7ONjh24sSJaN26teiLPEvRarXIiz4v+jiZsydsqpi2flZqluGkYnqWFi3nXQcANA9wwDfdKqKSq7Q1JEqqrVu3Ijw8XPdYrVZj3bp1cHBw4G5mpZixNUl0fDrAvkMwcqOjkHvvEpD+qNDhm3f8jt2ZVSHIi/7YFVv3pFu3bnj//fexePFig2M+/PBDvTv3kfE6dOiAVatWFWh3cnJC8+bNLR+QCIqKdZF3/2+o4/8xarxN9RaQOZm/6Hg5BwWGNP9357+63nY4fDND79idl1LQv2k5s8dU0p0+fbrAEr7/6t+/vwWjKT6ZQ/H+Xwv2rpC5+pg4mqe6dOmC0NDQQuv6HT58GKGhobhx44bktbyMpYk3nEiTOZaDXbM+Zo8hNsXwjdXC+oio9BA9Y8rX1xfOziyubO2uXr2aLyn1zO+//46oqCizn//Ro0eYOHFioUkp4OlyqSlTppg9nuJSP7wN9YOrxh+gtIcy8DXYhwwz+fKkFlUM7+zyJPffZYMnbmdg4Nq70GjMc8ewtDOUfFq1ahWOHTuGvDzetaenZCoHyOxdgQzDM2l0cjKhSb5f9Lhimj59eqG1o0pCHSRr16tXL3TokH+rdEEQMHv2bKvdeesZQSaDssGrhgeoXKCo3Ag2VV+GXctBsK3d1nLB/UfLqoZfx9uPxW1CUlZpNIbLCAQFBeH27duoUqUKbG1t0b59e5w4ccKC0RlP5ugORQXxy45VjV432/JwmUyGX3/9FQsWLEBoaCgCAwP1jouOjka3bt2Qk2P9f7O5cTcAdSGJH5llNh2o6Wm4VmqjSpwtRVQWiE5MzZkzB5988gnu3LljhnDIVE6dOmWw76+/RO7CUQybNm1CRob+u57P+/PPP80cTfGpH9423Kmwhby8PxSV6kHhFwhV015w6PghlGaa6hzkawelkdvk/vMwG8fvGPf6U36GakTk5OSgZcuW8Pf3LzE1Osi8NOmPkB21AzC2npzcxmyxuLi44MSJE3jjjTcKXJR9+umnaNasmdnOXVYoFAr89ttvWLNmDd566y28//77OHnyJN577z2pQzOKzNYBsDGwjCsrBXl3o6B+dBeCjXSzPF6pZfjG5+1Hhd/oIuCff/4xWHRboVCgfv36+Oijj3D79m3k5OTgwIEDaN++vdWWVbBt9DoEB3cRBzhCXs7XLLFs2bIF9erVg4uLC2bMmIFOnToVWuB89+7dGDdunFliMRWtVovs87sLHWPuJb0AcONhFqbs1l+/y0UlQwUX8312EpH1EJ2Yevvtt3Hw4EFUrVoVTk5OcHd3z/dD1qFcOcNToD08PAz2mUpqaqrRY319zfMlwhQEpZ3BPnn5AAgqZ8jcKsK23itQeNcwaxHnGfvikKM2fhZUQhqnPhdHSEhIof2xsbHo3bt3iakhYQ20Wi1mz54NPz8/yOVytGzZEocOHZI6rBeWdX6XqFomgq2DGaN5+t6+bds2REdH45tvvsGXX36Jc+fO4euvvzbrecsSGxsb9O/fH+vWrcPixYutdhm6PoJMDpuAJoWO0SQ/QOaf66HVmL8epT4+zoYvQG88ZGKqKFOnTsXDh/prM3l4eGD16tUF2jMzMwutSSUpdS60xsxI/X9yn1pmCSMiIgI9e/bUJfDu37+Pjz/+uMib9MuXL7fq+pSapFggO83wAIUtbPwLf88whS/3xCExQ/97TkqWBj+eSDR7DEQkPdHzM0394bVo0SLMnj0bcXFxaNiwIRYsWICmTfXX5rl8+TImTpyIM2fO4O7du/j222/x4YcfmjSe0qJ9+/bw9PQsMPvDzc0NnTp1Mvv5X331VXz66adGjR0zZoyZoyk+RaV6yLl2BNDzJV23xC/mAnJvn4Z98IBi7+BnjH1XC/ny8BxBAJr4mvciuLQaN24cfv31V0RHRxsck5OTg5UrV2L69OkWjKzkmjx5MqZOnap7fOzYMXTs2BF//vknGjVqJGFkxadOiYfmkeG/EX2MqS9lCpUqVcJHH31kkXNRyaKs2RqCTIHcW6egzdE/q1abmQp13A0oKpjnIr8wSrkAZ5UMqVkFZyGWd7TMvx9T0Wg0OHDgACIjI6FUKtG1a1c0aWLei/zCEv5xcYZ3qrty5YoZonlxWnUuAOOT/9rk+9BqtSa/SThnzhxo9dyE2Lp1K7p27YqdO3fqPe7Jkyd4/Pgx7O2tcymatrAlfADsWr8DQWHe2UrZeRocuWm4JhoARFxLw9i2XmaNg4ikV6xd+Qr7EWPDhg0IDw/HpEmTcPbsWTRs2BAdO3Y0uJTmyZMnqFKlCr7++mt4exu/vWlZZGtrix9//BFVqlTRtQmCgMaNG+v9cDW1+vXrY+zYsYWO8fT0xNy5czF48GCzx1NcMjtnqF7qAcG28Poh2vRHyLlp3iWJYr5n9X/JHX7uJaPoprXx8fHB6dOnMXnyZDRu3NjguJK2LbRUsrKy8N133xVoz8nJwbfffitBRKaR90DchZzg4QdBafmLk59++gn16tWDUqnESy+9hB07dlg8BrIegiBAWSMY9h0/gE2NVgbHabILv1A0F5lMQL8m+mff93+pZM3K/+STTzBy5Ehs2bIF69evR79+/bB06VKzntPT07NYx1WqVMnEkZiGzM5ZVBF+TfJ9qBNumjyOf/7Rv2lAXFwcVq1ahdatW+vt9/PzQ4UKFUwej6nI3SsBNvpXBigbdoHc0fz/5uSCUGSZCnul6MtVIiqBjPqX/t9lWampqYX+iDF37lwMGzYMgwcPRp06dbBkyRLY29tjxYoVese/9NJLmD17NsLCwmBra7hIHj3l5uaGR4/+3SlKq9UiIiLCYrPM5s6dixYtWhRo9/X1hb+/PxISEjB37lzMnj3bIsmy4lJ4VYf9K6Nh26BzoePU8ab/MvRfXeu6GOwb1bo8WgQ4IKS6I77rUQlTO5tnR5qyQqFQ4LPPPsO+fftgZ6f/S1thux7Rv+Lj45GSkqK379q1axaOxpREZIodPWAX1N18oRiwevVqDBgwAJcvX0Zubi5Onz6Nbt26Yc+ePRaPhayLIAhQlPc32C8v52e5YJ7zUTsvvP2SO2wVT/+NOatk+KS9F95s6CZZTGIdOXJE7yya+fPnm/WmRnE3ObDmTT1s63csUJ9PUDkZHK9JMTwzrLgMzewNCAjA1atXUbFixQLXJYIg4KuvvoJMZr1JFUFuA9sGnQAhf4yKCrVhY6Z6qc9TyAW8Ud/w91sAeLOhq0ViISJpGfVu6ebmpvsgdXV1hZubW4GfZ+3GysnJwZkzZxAaGvpvMDIZQkNDrXaHkJJArVZj9+7d+PTTT/HWW2/pvSA8evSoRerj/PHHHzh+/HiB9piYGN26/Hv37uGTTz7Jt8zHGgkyGWBTRDK0qP4X9EUnH/jrmQU1tHk5tKnmiB/fqozVb/ujWwNXs9a6Ks22bt2K2rVrw93dHc7Ozmjbtq3e5CrwdMbn1asidmwso3x8fAzWtStsFzlrZ9RuUTIlVC3ehmO79yBTWXbXtn/++QeTJk0q0K7VajFz5kyLxkLWSV7ODzL3gjUeFX6BkDsXb+aNKdjIBbSq6og6Xip4OMjxUmUHtK5m3bsePnP16lUMHDgQw4YN09ufm5tr1g1f/P39i3Xc7duFbPQiMblHZdi3fQ82NVpC4dcQtg27QFm/o8HxooqlG2nChAl6b1LFxMSgZcuW+OWXX3S7UDs6OqJr167Yv38/3n77bZPHYmo2FevAvt1w2NRoBZsqTaF6OQy2jbtb9Hvk/zr64GX/guUnBDydKRkWVHKS0kRUfEYt2D9w4ICusPnBgwdNcuLExESo1Wp4eeVfM+zl5WXSi73s7GzdhwUgrih3SaPRaDB69GhERkYWOTYmJgbVq5t3p42jR48aPXbevHkYP368Vc+Ek7sWPgvJ3HeXXOzkOPxBDfx+OQW/X0qBo60M1x9mY/mJR1h+4hGcbGX4JNQLA5oaLnxPhv3xxx/o1asX1Oqn9cSysrJw4cKFQo/ZsmULPvvsM0uEV2IplUqMHz8eH3/8cYG+rVu3Yvfu3YiIiMDPP/+MnJwcvPHGG5g+fbrVL9eWO3tCWbsdcq4chMEaKJpcyBwt++8xOjoab731Fo4dO2ZwzN9//23BiMgaaTUaZJ3eAs3jmH8bBRlsaraCsnqwdIEB2BSVhI+3xeoeR15Lw/Fb6dgytArqeBvekERqjx49wsCBA5GcnFzoOGdnwzsPvqioqKhiHWfN370AQGbvAttabXSPtVotcp09oUnNP/tMcHCDwqemyc/fqFEjvPfeewXq7OqbaZaeno5evXqhffv2Jo/DXGQObrCtpX85oiW42MmxYXAALt7PxJ3HOZBBCwgCGlSwg68by1IQlRVGJabatPn3wyAgIAC+vr4FMularRYxMTHPHyq5GTNmYMqUKVKHYRHPimwWRS6Xo3ZtI+72v6Dr168bPTY5ORkJCQlWvUOfzMENisqNkHe34Bc/mypNLTbtuUtdF3Sp64IBP91B1L1MXXtatgZf/P4A1cvbonlAybi7rM/Zs2dx+vRpeHh4oGPHjnBwsEwR9/nz5+uSUsZSKEpWMV6pfPTRR4iKisK6devytWdmZqJnz575di1auXIljh07hgsXLlj9xZKyenMoKtZG5olfoM14rGeEFsjNBMw0W0qr1WL+/PlYtGgRYmJiUK5cOeTl5SE+Pr7Q42xsuPV2WZcXcx7quOeW0mo1UN+/AqFGS2mCwtO/6XmHCi51y8zV4vs/ErGgp/V+R1i3bl2RSSk7Ozuz7uQo5nvXfzk6lqzvDIIgQPVyX+RcjkDeg6uAVgu5dw3Y1nsFgkxulnOKSfqtW7cO/fv3N0scpVn9CnaoX8F6k89EZF6ir6oCAgLw4MGDAgUWHz9+jICAAKMv7Dw8PCCXywt8gY6PjzfpnfIJEyYgPDxc9zg1NdWqkx8vwtgZSq+++ip8fMxbg2jHjh1YtWqV0eM9PT2tfoYEANg2eBVyF2/k3rsIbXYmZK7eUNZsBbmFZ0XcT8nB4X/01zhafzapRCam1Go1PvzwQ+zbt0/XNmPGDKxevRp16tQx+/nFLmWQy+Xo3bu3maIpfRIT9W/3rG8r7evXr2Pz5s3o16+fucN6YYLSATJ7V6j1JaaU9hDM+N4wadIkfPnll7rHsbGxhYz+17MZy3K5eS7gyPrlPdA/M12TmgBNRhJkDtIsnUnJVONesv6dwi4/yLJwNMbbtGkTlixZUuS4zMxMzJkzBxMnThT1/NFT6xs1zjPhgajnfUYbfcKoc/hNvFis539R6qT70KQ/gszZE3KXpystZCpHqBp3g1arAbT/X3LBjMTsrHfmzBkzRkJEVDqJfhc3tA1reno6VCqV0c+jVCrRuHHjfDN8NBoNIiMj0bx5c7FhGWRrawtnZ+d8P6WVsb9br169zBwJRO+29dlnn5WIu/iCIMDGPwj2LQfCof1w2DXuZvGkFACkZBbcSvuZ5Ew1HqTkIi618G2Arc2GDRvyJaWAp4nkfv36WWQrazF3sW1sbLBkyZJi1/MoiwwVkTfk8uXLZorEdLRaDTL//AXqh7f0D8h5gswjK6HJSjP5uTMyMgosKzFWTk6OVRc7JgsQCvn6V1ifmTmp5CjnoD9hGlDOOpf03LhxAxMnTjT6xuyWLVuQmZlZ9MBieLWQTVIKU9PTOmepaHOzkXl8LTKPrkR21A5kHl6OzL82Qqv+9/1LEGRmT0oBEDUDKjEx0SpXkRARWTOj38nDw8MRHh4OQRDwxRdf6B6Hh4fjgw8+QJ8+fRAYGCjq5OHh4Vi2bBlWr16NK1eu4P3330dGRgYGDx4MABgwYAAmTJigG5+Tk4Nz587h3LlzyMnJQWxsLM6dO2dwG9eyplu3bkbdAbfENvfGzj6RyWT45ptv8MEHH5g5otKlenlbeDnpn/B4IyEbL8+9hmZzruHN5bdw46H13mV+Jj4+HtOmTdPb9+TJE3Tr1g2vv/46bt40386HH3/8sajlDCwwL86AAQNEjbfELLkXpY67kb9Gjx6alDhkn/vN5OeOiYlBWlrxEl6hoaFWv0ySzEtRQf+/L5lbBcjsi5fcMAW5TMDQ5gU3S5AJwLAW+jdRkNqOHTug0Ri+WfS8zMzMYv/bLUpjX3u8/ZK44t+udnL0F3mMpeRcOQh14t18beq4G8i5YbiGnrn07dtXVHJKzAwrIiISkZiKiopCVFQUtFotLl68qHscFRWFq1evomHDhqKWbgFAnz598M0332DixIkIDAzEuXPnsGfPHl1B9OjoaDx48O+05Pv376NRo0Zo1KgRHjx4gG+++QaNGjXC0KFDRZ23tKpatSpmzZoFF5fCv1SuXLlSdC0dsYKDjSueqtFoSsTMCGujkAuY9KoPFM/9C1bIgNiUf2dKnYl5gv5r7iA7z/gvzVIYN25ckX+T165dQ/fu3c22e1CVKlWMLmSem5uL9957D9HR0WaJpTTq3r07xo8fb1Rdrho1aqBnz54WiOrFqJOMWzqnTrgFTXaGSc/t6+tbrLowHh4emDt3rkljMZdHjx5h9uzZePPNN/HOO+9g9+7dUodUaigq1YPiubqIgp0zVIFdJYroX++39MDnHbx1N19qe6mwNMxP765d1kBsksnBwQHly5c3UzTApE7eGB7sgYBySlR0KXwmeuuqjtj0TgB8ihgnldx7l/S25xloN7c1a9bgrbfeMmps7969eeOciEgEo2tMPduNb/Dgwfjuu+9MtiRu1KhRGDVqlN6+Q4cO5Xvs7+8PrdbA7kcEAHjttdcQGhqKt956y2DC5++//8aBAwfwyiuviHpuY2scAMB7HtnYKAB5RvzvOrB9HaKnnjL6uaWqcWBtutR1QZVytlh/9jES0/NgZyPDpnPJBcY9SM3Dvqtp6FpPurvghYmPj8fJkyeNGpudnY358+eLXipqrLi4OKPHqtVqbN68OV8NOzJMq9VixIgRGDRoEObMmYNly5bpHdewYUPs3r1b1NJwqQh2TsYPVpt2aa2DgwM+/PBDgzMNDenbty/q1atn0ljMITU1FX379sXdu//Oljh27Bju3r2L4cOHSxhZ6SAIAlSBr0FdpSk0j6IhqBwh96putsLRYmN7N9gD7wZ7IFethY3cumenik1MZWZmIiEhocCu1KaQk6dB/5/u4s87xiXCHz/JQw1PK36v1RhYcqyWZilyVlaW0TVaDxw4gHbt2uHatWuil7ITEZVFohdlr1y5slTXaSoNVCoVFi5cWOiY48ePmzUG/3K2qFLeuHoQno7c2ay4anurMKVzBSzq7Ydq5Q0vzYm34npTv/0mbpnTkSNHzBLHpk2bMH/+fFHHmHvmYWmxbds2VK9eHX5+fmjYsCFu3TJQkwlPN9JQKq2zlszzbCrWA5RFX3DInMpDZu9q8vNPnTpVdGJ0yZIlSEpKMnksprZx48Z8SalnfvjhB6Sn69/4gcSTO3vCJqAJFD61rCIp9TxrT0oBwMWL4m6WaTQabNmyxSyx7LyUYnRSCgAuPcjCtXjrXe4v96quv927hoUjeVo3qkmTJpgzZ47Rx8TExGDz5s1mjIqIqPSQrsIlmUV6ejquXbtW5DIYNzfz7rhz51E2rifkGDV2QFPrrG1Q0jTxM7zM4aXK1lvr4PmZkUXJzTV9ku327dt4++23RR9n7t0tS4MzZ86gR48euvpg2dnZiIyMNDgjKiYmxugllVITlHawa/4WZG4V/220ee73kith26CTec4vCGjVqhUqVqxY9OD/l5ubiw0bNpglHlM6f/683vYnT57g+vXrFovjyJEjeO+99zBo0CBs27aNs7apgIwM8ct0Fy9ejOzsbJPHcvSm+KRteo71LvW3rdsegl3+m+GCYzkoa7ayeCzTpk0rVukJc5UfICIqbThVpZRIT0/Hl19+id9//92oC3dT7nyoj6Htnv/LQSnDhyGeeL2+q1ljKSua+Nnj1TrO2P13ar72rvVc0LCi9SamxC6DMMcSr+XLlyMnx7hE6n/t27evWAmtsmTMmDF6CwPn5uZCJpPp7du4cSN++OEHS4T3wuQu3rBvNQiarPSnM04USuQ9uArN43sQVI5Q+DaATCViyR+MXzZ96EYaBq4tOKuoKDc3TUJ0wiKjxkq1dNpQ0lcQBHh7e1skhmnTpuGLL77QPV69ejXefvtt/PTTTxY5P0mr8bg1RY7RarXISEoR/dw5OTlo+t5MKMr7GzV+q5FvIWLzpu72cjSoYL3LzGT2rrBv+x7yYi9Dk/4IMmdPKCrUgSC3/OXLjh07inWcmB1/iYjKMiamSolPP/0UERERRo+fMmWK6CVUYtTyUkEhAwzV3JYLQOSoavBxKRlLdkqKhT19sTEqCb9dToEA4LV6LujdyLyz4/Qx5gv9M9lZ4grapqSkIOiDHyAYsYRqq9Nso57z+q57omJ4JuHUNqOTCGWxNppGo8GZM2f09qnVaigUCr2JqZI4K0Wm+rcQuU3FukDFumY/55d7ja+J9l+tqoovmm5pffr0wfr16wvMKgkNDUWFChXMfv579+5h8uTJBdrXrl2Lxo0bo2XLlmjSpInZ4yDrpn4UXez6cerHMUYnpowldulj0hM15hyIx/hXLJPsLQ5BoYRN5UZSh1Gsm2INGjRAp07mmTFLRFTaMDFl5Yy5wNc8ScETEUkpALhx4wYCh8yA3N34JSDG3rEDAA9HBep42+HC/Uy9/WotsONSKt4Lts7tn0sqhVzAW03c8VaTkrM8UuYifjlcXsIt2FQy3YV/UCV7bNZTOL4obauLmwlT1qSkpBS6XCUvT38B25KwI5/U0rPVuPlQ/FKgXoGuCKxkvTMon6latSqWLFmCGTNm4Pr161AqlXjttdfw+eefW+T8kZGRBmvIjR07FgBQr149/Prrr6hRw/L1bsg6aDOKX69N/fA2YOIlabY24ip0aAF8/0cimlZ2QLsa/DwrTP/+/UUtMw8ICMCJEycgCNZfJ42IyBqwxlQpoM0StxTqGXXyfRNHkp+zqvAP438eWm/BTbIMdUoccq4dFX2cIDPtW9ebDV1R20v83dCX/Kz/Ah94utQ3Pj5e99+WKh7t7OwMDw9xyWdHR0fMmDHDTBGVHn/cyoDYeWVNfO0xu5vxNyOk1qJFC+zcuRN//PEH/vzzT8yYMQOOjpaZ7WVMHcZLly6he/fuJXKGH5mGzLX4M4202eJrUxWlbfXi/fvYfjHZtIGUQh9//DF69+5d6Bg3NzfUqFED//vf/3Dp0iXY25eM7whERNaAM6ZKAZlz+eIdqDVfwcucPA1ikwvfztfLiX9+ZZlWnYusP9eL/3Iut4Hcs6pJY7FTyvDjW35o890N5GqMv8g8eisd1ax4q+309HRMnjwZu3fvRl5eHgRBgFarhSAIaN26NSZOnIhKlSqZ7fxyuRyenp5ITEwUFXNsbCzKly/m+1oZoSzGbmXdGriUyLv3UvwtdOrUCRUqVMD9+4XfwPn7779x8uRJvPzyyxaKjKyJ3MUbcu+aUMddE3+sR2WTx9OuuhMqudoYVefzv3LVZTO5auxS/Gdm1wWCe1TCB7/qX/4vy0lFXHQKfl32DVwurRRVSqEsLvcnIvovzpgqBQSFLQDxFxsyx3KmD+b/LTjyELcfF15MetHRREze9YB3m8uovAfXinXH2LZxdwgK09cmuxyXJSopBTz9G7bmL/Tjxo3Dzp07dUvmnv1b02q1OHz4MF5//XXMmzcPhw8f1lvr6UXl5eXh6tWroo+7cuWKyWMpbVpWcUB5R3HJfXd73gwwllKpxEcffWTU2KSk4i/nopJP1aQ7lLVDIHPyLLgrpyFKeyirtzB5LFGxmYUmpQzlszvUctbfQQW0rupo8MbAoww1UrM0uBKfhXHbYrHihPE3ZYiIyjompkoJubfIGheCHHLPKuYJBsCmqKK/qGu0wMqTj4pV24dKvmIlpRq9Dhvv6maIBrBViE/uPkzPw0UDddSkFhMTg4MHDxY6JiMjA99//z3effddvP7667rlfqYik8mgVIpPIi5btsxgfR96SqmQYXFvX7jby/9tkwuoW8VwzbYVJx/xRoAIxm4Q8s8//xisl0alnyCTQ1k9GPZth8G+7bsQbA1s6CFTAA5usKnSFPZthkBm72ryWI7+Y3iZdmBFO8x9syLslfm/+neu44yu9VxMHktp5e6gQN/Gxs2EWvxHIvKs+OYVEZE1YWKqlNDmiqvXJHP3hSCY53///ZQcJKQb/yWdiamyyehlDDIZ5N41Ydfibdj4ipt2L0aLAEfYK8UnpxxtrfNtND4+XlQS4saNG5g2bZpJY5DJZOjbt6/o4w4ePIjt27ebNJbSqGllB5wIr4klfXzx7ZuVcCK8Jqa2Nbxb5enoJ5hWzJ38LCkvLw+JiYl6kz1bt25Fly5dULduXbz55puidqMVKyYmxqhxY8aMgaurKxYuXGi2WKhkkKmcYNdqEBSVG0Gwd4Pg4A6Fb0PYBfeH42ufwrH9CNjWewUyO/PMUHKxkxvsezfYA90auOHoBzUwsZM3RrYqj18G+eP7Pn6Qy0reEl8pTXrVB5+094K9nS1kMhnkcv2v+8P0PDx+wqQ1EZExOK+/FNDm5UDz6K6oY2z8zbP1rkajRf+f7kItYlXQkxzz1boi6yV38YbCryHyos8XPs6rBuxe6mH2eGzkAka1Ko9ZkQlGH+NoK0MNK60xVbNmTdjb2+PJkydGH3PgwAFkZWUZtS22sbU5xnqpccHXDmdixM0s2/jVUDS5NMmosWW5NofKRoZX6/w728HdXo7K7krcNbCUevVfj/FesAc8nWwsFaIoK1euxPLly5GYmAgPDw8MGzYMgwYNQkpKCpYuXYrly5frxl6+fBmjRo3CDz/8gDZt2pg8ljp16uCff/4xamxGRgZGjx4NV1dXvP322yaPhUoOmb0rVA07S3Lu1+u7YGZEHDJz89+U8HCQo/3/77rn4ajAkObcEflFaLRAdU9b1K7iB7mDGy5evIjMzIKfceUc5HDjEmoiIqNY561+Ek9kQducm39Cqzb9XZzDN9Pxj8gtzGOSchBdRD0qKp1sG3aBbePukHvXBGz0z/Qw5yyp570XXB5BvoZnnDwvPVuDJCu9GyqXyxEcHCzqGI1GY/KlXi52cnzZxfDyMkNsi1HcmwCZTMDi3r6ws9H/+uWqtbgSb507om7cuBFff/21rlh+YmIiZsyYgbp166JZs2b5klLPaLVave2m0Lx5c9HHzJs3z/SBEBmpnIMCy/pWzre5TGV3JVb284fKhl/5X1R6thqzI+JRf8bfGPZLNM5cvoG//vpLb1IKAIY194ANP8uIiIzCNH4pICiUkHtVhzruutHHaJMfIC/2Mmz8Gpo0lliRO8EAQFKmGuFb72HzEPPVvCLrJAgCbCrWgU3FOtA8SUHWyQ3QpD38/04ZbKo1h0Js/bQXoJALWDcgAKtOPsLuv1NxPyUXjzLyUNIqRMTGxqJ///6IjY0VdVzLli1hZ2d8Ys5YUffE1+FysNIlkiVBPR87DGteDvOP6C+86+tq+s0DTGHVqlV624uq33T79m0zRAM0bdpU9DE3b940QyRExmtV1RHHx9ZEVOwTKGQCAivalcjdOK1N0pM89PjxNm4mGnfzVSYAA5q6mzkqIqLSg9/8Swnb+h0hOIr7AFQnilv+Z4zASsW7qD0V/QT3kjlrqiyT2bvALmQY7IL7Q9XkTdi/Mgq2tUMsHoe9UoYRrcqjvKMCiUUkpVoEOFjlNP1Zs2aJTkoBQP36pp+d9jA9D8uOid+ZKOkJi5+/iLealIOTnuReaE0nVPGwlSCiot2/f79Yx1Wvbp4NEdq2bYu6deuKOsbe3t4ssRCJoZALeMnPAY0q2TMpZSJLjyUanZQCni73y2HhcyIiozExVUrI7Jxh3/Y9yCvUNvoYgzvHvIB6PnZ4rW7Bop6NKtnhnZfd4VpIYc7sPH6Al3WCIEBezg+KCrUhUzlJFsfdx9mIvJ5W6JhKrjaY0bWChSIS58CBAxY9rjAz9sXhTpL4mZQB5axzVk9J4eNig7UD/NHE72miRGUjoE+QG77rUUniyAxr0KBBsY4bOnSoiSN5ShAE7NmzB3Xq1DH6GCcn6d63iMh8jt4yvOOhPo197a3yxhURkbXiO2YpIggy2DV5E09O/ALNw1uFD5bJYVM50CxxfNfDF038HmPHpWSoNUCn2s545+VyUNnIUNVDhc9/K3hXvLK7ElWt9C4+lT33UwwnUmp7qzCyVXl0qOUEW4V15vYVCgVycsTPQHzw4IHJY/n975RiHRdUiTNPXlRgJXv8OqQK0rPVUMoFKK307/WZ1q1b4+TJk6KPu3v3ruh6asaqVKkSLl++jGXLluHTTz9FSkoKNBrDG3bY2FhnUXkiejFiJp652skxpbP42opERGUZE1OlkI1vfWQXkpgS7FxgW78DZI7lzHJ+hVzA4JfLYfDL+Z//UUYe7jzKhgAUWB6VnadBnloLBYtEkhWo420HlY2ArNyCs/jq+6jQtZ6LnqPMr/G4NUaNyxRsARi/G98zycnJaDR6MWQqxyLHbjXzxJBvDyXgl0EB5j1JGeFoa3imqjXZvn17sY7bt28f3nrrLaPGGrub5DMP0/Pw3aEEHLiehrw8G1SqVAkPHjxAbq7+5HVyzDWjz1GWd5MkKmkCK9rjQqz+jSP83GzwQYgnLt3PQkVXG/Ro6Ap3B15iERGJwXfNUkjhUwu5TsegSctf10VWzg+29TtB5uRh8ZoDjzPy0G3ZTUQbWNITl5qHQ/+kIbRmwWWARJbmYifHiJblMfdgQoG+jVHJaFTJHm81seKipi+w46Y2OwMwIjFlrC51XPDr+WTRxx2/nYH0bHWJSapI7WzME8w5EI9T0U/g7WyDgU3d8c7L5UpMfZn09HRcv278Bh7/lZZW+LLb4srM0aD3ilu49ejZ7MNcpGVEF3qMlzNnTBGVRv2auGPNX4/19n0Q4omegW7oGWjZmIiIShMmpkohQa6AXYu3kXPtKPLirgMyORSV6kFZPRiCXJr/5Wv+emwwKfXMg0KWTxFZ2gchnjh5NwPHbmUU6Jt3KAG9G7lZ7Qw/QeUEbVYxLtaVdiafSflZB29cuP8ENx6KW1poIxegkFnn62ttridkoe/q27oZfncf52DqnjikZqkxtq2XxNEZN9NPq9EACiWQJ34J6tXHGqNnE4qZ6bftYvJ/klLG6dfETdR4IioZanmp0LGWE/Zezf/ZWtVDiQ61nLHoyENsu5iM7DwtXqnphNGty8OVNaaIiIxm3QUnqNgEWwfYNugEhw5j4BA6Era12kiWlAKAU9EFL+6f19iPNWXIuqRl6a8lE5+Wh4R0602k2tRoWazjbGua/n3Cw1GBvSOqo1NtcWv/Xq3tDJUNP6KMsfzEI73LTlf8+QhZuYbrIVkTQSaDjX/jYh0rr1DLxNEAGo0Wq/98JOoYG7mAFgGmm21IRNZlQS9ffNCmPPzcbODppMDbTdyxYXAVfLI9FrMi43E9IRt3H+dg+YlH6Lv6DnLySsb7LxGRNeC3frIIL6fClzd0a+CCOt52FoqGyDh+bvr/bp1sZXC34juhNt7VAbnIJUUyBRSV6pklHrlMwPe9/fBpqBeMmQNV09OWhWNF+Oeh/i3MU7M0iE+z3gTq82yqNC3egYLpv8rMORCPKwnGbw0PALlqLTZGJZk8FiKyDrYKGYY090DXei4oZ6/A3/GZWH3yEXb/nVpg7N9xWdhzpWA7ERHpx8QUWcTbL7lD36ocDwc5ZnStgLndrXcLcyq7Br/sAbmed8n+L7lb/WwewUYl7gBNHrKvHjJLLAAgkwkY0ao83g32MDjGzkbAiFYe2DeyOgvHGungjTTceaw/geKskhV5U8CaCGKTqf8vL/ZvE0fydBZacZSkRCARiZOVq0Gflbex6GgirsRn4WxMJhYceWhw/KUH+oulExFRQfzmTxYR5GuP+T19MX1fHO6n5MJGLuC1us746rUKcGBxY7JSTfzssSzMD7Mi43E1Phtu9nIMbOqOMW08pQ6tSIpK9ZD7zwlRx+TduwzU72imiJ4a194LWbkarD+bhOw8Ldzt5ejdyA1tazihYQU72CmtO+FnTf64lY531t2FpuAqPgDAkJc9EJuSi20XkvEkR4N2NZwQXMV6l5oJNrZPZ/qpxSV3tFmmnZVwMzEbWXkGXtQiNOGSdKJS6+czj3El3vhkk7+70ozREBGVLkxMkcV0reeCznWcEZ2UAzc7OYtCUonQvqYz2td0Rka2GnY2MshKSEFumyrNRCemkJsJbW6W+NlWRsrMeZqQupeciw61nNGuhiO61HWBrYLJqOJY8sdDg0kpALj1KBuvLLoB9f+XOVl+4hH6BLlh1hsVLRNgMQj2rtCmGZ6BoI/M2dukMWQWsy5Xo0p26FLXxaSxEJF1UGu0mH/I+Pcmb2cF3qjP9wMiImMxM0AWJZcJCChnK3UYRKKVtJl9gq09YGMP5D4RdZw2K90siamsXA3CVt3GudhMXdvOSylIy9JgYDPT7gRYVtwwUFvqmZ2XUgokrjacTcLr9V3Q0gpnTqlTE6BN178de2GU1ZqZNI46Xip4OykQl5ZX5FiFDKjjrUKXui7o/5I7k6xEpdTBG2lIylQXOkYAIAhAuxpO+KKjd4n73kBEJCV+gyIiKoUEQYCy6kv6+9x89R+ktIdg72qWeLacT86XlHpmdmQ8nuRw56LiqOlZeALR0GyqyGtp+jsklvvPn4C28Au/5ylrh0Bm4r9ZmUzArG4V9daXe16eBrj4IAtR9zJRvMV/RFQS3ErMKXKMFsAn7b3w41uV4c+bsEREojAxRURUStlUD4ZNjZaA4ukXZEHlCNsGnWDXpBsEW4cC45U1W0KQm2ci7YnbGXrb07I1uHC/YMKKijaiVXmjkifPs7OxzuWomrQEg32CnQsEVx/IK9aFonIQbKo1h13rd6CsHmyWWCo42+iWQBZFqwX2XEnFpF0PzBILEUnP08m4z8aTd/V/1hERUeG4lI+IqJQSBAG2tdpAWT0Y2pwnEGwdIcieZjLsWg1Gzj/HoXkUA8HWETYBjaHwqWm2WMoVssteOQcudyiOl/0dsKa/P2ZFxOFCbFa+GTteTgrEG1iK1q2Bq0XiE0vmWA6alPiCHTYq2Ld/H4LMcn8nsw/oiaMIOy6mYGpnHy7fISqF1p9JMmqcB3eUJSIqFr57EhGVcoJcAcHOOV+bzN4FqgavWiyGsMZu+OnUI+Q9NwulWWV7VC9vnmLrZUHLKo5o+W41PMnRYMfFZNxLzkVgJTtM2xund7xMsN6domyqNkPeg2uAJv9yPmXVly2alAKAu4+LXrbzvBy1Fhk5GiamiEqZBym5OHGn6JlQggD0beJugYiIiEofLuUjIiKzq+WlwvyevvD6z3KIllUcsLCXgXpXJIq9Uoawxu74uL0XQms6Q2Fg90iFTIBMsM6lfHLXClC9HAaZuy8gyCDYu0JZ7xUoa5hnuV5hanuJT5bW9LSFp5ONGaIhIik9MWKnznIOcsx+oyIa+9pbICIiotKHM6aIiMgiutR1QcdazriakAUXlRy+btY5c6c0eKO+C745ULBmU+e6zlDIrTMxBQAKD38oWvpLHQbeedkDOy+lFJjh94xMyF9c3lYh4H8dvS0THBFZVJVySlQpp8StRwVnUo4NKY/2NZ1R09MWSu7KSURUbHwHJSIii1HIBdTzsWNSyszeDfbAKzWd8rXVr6DCxE4+EkVUsjSoaIcV/SrDVqE/iVfXR4UJr3ihU21nvPNyOewaXg2tqznpHUtEJZsgCPiqa4UCG0c8q+WXlq1mUoqI6AVxxhQREVEpY6uQYflblXEhNhOXHmSisrsSLQIcIFjpMj5r1KaaE756rQI+3hZboG9Eq/LoXMdFgqiISAotAhxxaEwNbD6XhD1XUnHxfhbi0/Lw85kk/HwmCcNalMP/OjLxT0RUXEzvExERlVINKtrhrSbuCK7iyKRUMfRq5IaZr1dA5f8vGF/Vwxbf9ajEpBRRGeTtbIMudV1w6UFWgb5lxx/hWnzBdiIiMg5nTBEREREZENbYHWGN3ZGn1lp1fS4iMr9DN9Kh1ervO3gjDTWLsXECERFxxhQRERFRkZiUIiInleFLJydbuQUjISIqXZiYIiIiIiIiKkLHWs5w1pOcslfK0KWuswQRERGVDkxMERERERERFcFJJcfSMD+Ud/y3GoqHgxw/9PGFqz0rpBARFRffQYmIiIiIiIzQPMARJ8Jr4q+7GdBqgaaV7aFU8F4/EdGLYGKKiIiIiIjISDZyAcFVHKUOg4io1GB6n4iIiIiIiIiIJMHEFBERERERERERSYKJKSIiIiIiIiIikoRVJKYWLVoEf39/qFQqNGvWDH/99Veh4zdt2oRatWpBpVKhfv362LVrl4UiJSIiIiIiIiIiU5E8MbVhwwaEh4dj0qRJOHv2LBo2bIiOHTsiISFB7/jjx4+jb9++GDJkCKKiotCtWzd069YNly5dsnDkRERERERERET0IiRPTM2dOxfDhg3D4MGDUadOHSxZsgT29vZYsWKF3vHfffcdOnXqhHHjxqF27dr48ssvERQUhIULF1o4ciIiIiIiIiIiehGSJqZycnJw5swZhIaG6tpkMhlCQ0Nx4sQJvcecOHEi33gA6Nixo8HxRERERERERERknRRSnjwxMRFqtRpeXl752r28vHD16lW9x8TFxekdHxcXp3d8dnY2srOzdY9TUlIAAKmpqS8SusWoszOlDkEnzUYtdQgATPf/zlpeW2t5XQG+tuZkitfWWl5XgK+tOfG1NR++tuZjLa9tafscA/jamou1vK4AX1tzKinXfM/i1Gq1EkdCJA1JE1OWMGPGDEyZMqVAu6+vrwTRlGz1pA7gmRkuUkdgUlbzugJ8bc2Jr6358LU1H7625sPX1jxK2esK8LU1F6t5XQG+tuZUwl7btLQ0uLiUrJiJTEHSxJSHhwfkcjni4+PztcfHx8Pb21vvMd7e3qLGT5gwAeHh4brHGo0Gjx8/Rrly5SAIwgv+BkRERERERETFp9VqkZaWhgoVKkgdCpEkJE1MKZVKNG7cGJGRkejWrRuAp4mjyMhIjBo1Su8xzZs3R2RkJD788ENd2/79+9G8eXO9421tbWFra5uvzdXV1RThExEREREREb0wzpSiskzypXzh4eEYOHAgmjRpgqZNm2LevHnIyMjA4MGDAQADBgxAxYoVMWPGDADABx98gDZt2mDOnDno0qUL1q9fj9OnT2Pp0qVS/hpERERERERERCSS5ImpPn364OHDh5g4cSLi4uIQGBiIPXv26AqcR0dHQyb7d/PAFi1a4Oeff8b//vc/fPbZZ6hevTq2bduGevWsajUzEREREREREREVQdCy9D8REREREREREUlAVvQQIiIiIiIiIiIi02NiioiIiIiIiIiIJMHEFBERERERERERSYKJKSIiIiIiIiIikgQTU0REREREREREJAkmpoiIiIiIiIiISBJMTBERERERERERkSSYmCIiIiIiIiIiIkkwMUVERERERERERJJgYoqIiIiIiIiIiCTBxBQREREREREREUmCiSkiIiIiIiIiIpIEE1NERERERERERCQJJqaIiIiIiIiIiEgSTEwREREREREREZEkmJgiIiIiIiIiIiJJKKQOwNI0Gg3u378PJycnCIIgdThERERERERUhmm1WqSlpaFChQqQyTh3hMqeMpeYun//Pnx9faUOg4iIiIiIiEgnJiYGlSpVkjoMIosrc4kpJycnAE//0Ts7O0scDREREREREZVlqamp8PX11V2rEpU1ZS4x9Wz5nrOzMxNTREREREREZBVYaobKKi5gJSIiIiIiIiIiSTAxRUREREREREREkmBiioiIiIiIiIiIJMHEFBERERERERERSYKJKSIiIiIiIiIikgQTU0REREREREREJAkmpojMJCQkRFT7i/QRERERERERlUQKqQMgKk2OHTuGzMxMhIaG6toiIiJgZ2ent93e3h5arbZYfS1atLDML0VERERERERkJoJWq9VKHYQlpaamwsXFBSkpKXB2dpY6HCplYmJiEB4ejvLly+PkyZNo1qwZEhMTMWfOHIPtAIrV5+vrK+WvSkREREREJsBrVCrruJSPyIR8fX2xadMmuLi44OzZs3B1dcXGjRsLbS9uHxEREREREVFJx8QUkQnFxsYiLCwMycnJCAoKQlJSEsLCwgptL24fERERERERUUnHpXxEJvTfGlMhISE4dOhQgRpTz7cDKFZfcHCwlL8qERERERGZAK9RqayTvPj5okWLMHv2bMTFxaFhw4ZYsGABmjZtanB8cnIyPv/8c2zZsgWPHz9G5cqVMW/ePHTu3NmCURPppy9Z9N/C5ca0v0gfERERERERUUki6YypDRs2YMCAAViyZAmaNWuGefPmYdOmTbh27Ro8PT0LjM/JyUFwcDA8PT3x2WefoWLFirh79y5cXV3RsGFDo87JbDQRERERERFZC16jUlknaWKqWbNmeOmll7Bw4UIAgEajga+vL0aPHo3x48cXGL9kyRLMnj0bV69ehY2NTbHOyX/0REREREREZC14jUplnWTFz3NycnDmzJl8y5JkMhlCQ0Nx4sQJvcfs2LEDzZs3x8iRI+Hl5YV69eph+vTpUKvVBs+TnZ2N1NTUfD9ERERERERERCQ9yRJTiYmJUKvV8PLyytfu5eWFuLg4vcfcunULmzdvhlqtxq5du/DFF19gzpw5mDZtmsHzzJgxAy4uLrofX19fk/4eRERERERERERUPJIlpopDo9HA09MTS5cuRePGjdGnTx98/vnnWLJkicFjJkyYgJSUFN1PTEyMBSMmIiIiIiIiIiJDJNuVz8PDA3K5HPHx8fna4+Pj4e3trfcYHx8f2NjYQC6X69pq166NuLg45OTkQKlUFjjG1tYWtra2pg2eCIBWq0VWVpbUYeioVCoIgiB1GERERERERERGkywxpVQq0bhxY0RGRqJbt24Ans6IioyMxKhRo/QeExwcjJ9//hkajQYy2dPJXtevX4ePj4/epBSRuWi1WgwZMgQXLlyQOhSdhg0bYvny5UxOERERERERUYkh6VK+8PBwLFu2DKtXr8aVK1fw/vvvIyMjA4MHDwYADBgwABMmTNCNf//99/H48WN88MEHuH79On7//XdMnz4dI0eOlOpXoDIqKyvLqpJSAHD+/HmrmsFFREREREREVBTJZkwBQJ8+ffDw4UNMnDgRcXFxCAwMxJ49e3QF0aOjo3UzowDA19cXe/fuxdixY9GgQQNUrFgRH3zwAT799FOpfgUi7Nu3D3Z2dpKdPzMzEx06dJDs/ERERERERETFJWi1Wq3UQVhSamoqXFxckJKSAmdnZ6nDoRIqMzMTrVq1AgAcPXpU8sSUtcRCRERERETi8BqVyroStSsfERERERERERGVHkxMERERERERERGRJLiUj6gYtFqtrtC4SqWSdCc8a4qFiIiIiIjE4TUqlXWSFj8nKqkEQbCaWk7WFAsRERERERGRGFzKR0REREREREREkmBiioiIiIiIiIiIJMHEFBERERERERERSYI1pohKgdzcXGzduhVRUVGoVq0awsLC4ODgIHVYRERERERERIViYoqohEtKSkK7du1w7tw5XdvkyZNx6NAhVK1aVbrAiIiIiIiIiIrApXxEJdy0adPyJaUA4N69ewgPD5cmICIiIiIiIiIjMTFFVMJt375db/vvv/+OvLw8C0dDREREREREZDwmpohKOKVSqbfdxsYGgiBYOBoiIiIiIiIi4zExRVTC9evXT297nz59IJfLLRwNERERERERkfGYmCIq4caNG4fu3bvna3v55Zcxd+5ciSIiIiIiIiIiMg535SMq4ZRKJbZs2YJz584hKioK1apVQ6tWraQOi4iIiIiIiKhITEwRlRKBgYEIDAyUOgwiIiIiIiIio3EpHxERERERERERSYKJKSIiIiIiIiIikgQTU0REREREREREJAmrSEwtWrQI/v7+UKlUaNasGf766y+DY1etWgVBEPL9qFQqC0ZLRERERERERESmIHliasOGDQgPD8ekSZNw9uxZNGzYEB07dkRCQoLBY5ydnfHgwQPdz927dy0YMRERERERERERmYLkiam5c+di2LBhGDx4MOrUqYMlS5bA3t4eK1asMHiMIAjw9vbW/Xh5eVkwYiIiIiIiIiIiMgVJE1M5OTk4c+YMQkNDdW0ymQyhoaE4ceKEwePS09NRuXJl+Pr64o033sDly5ctES4REREREREREZmQqMRUXl4epk6dinv37pnk5ImJiVCr1QVmPHl5eSEuLk7vMTVr1sSKFSuwfft2rF27FhqNBi1atDAYU3Z2NlJTU/P9EBERERERERGR9EQlphQKBWbPno28vDxzxVOk5s2bY8CAAQgMDESbNm2wZcsWlC9fHj/88IPe8TNmzICLi4vux9fX18IRExERERERERGRPqKX8rVr1w6HDx82yck9PDwgl8sRHx+frz0+Ph7e3t5GPYeNjQ0aNWqEf/75R2//hAkTkJKSovuJiYl54biJiIiIiIiIiOjFKcQe8Oqrr2L8+PG4ePEiGjduDAcHh3z9r7/+utHPpVQq0bhxY0RGRqJbt24AAI1Gg8jISIwaNcqo51Cr1bh48SI6d+6st9/W1ha2trZGx0REREQlV0hICA4dOmR0e1F9RERERGReohNTI0aMAPB0N73nCYIAtVot6vnCw8MxcOBANGnSBE2bNsW8efOQkZGBwYMHAwAGDBiAihUrYsaMGQCAqVOn4uWXX0a1atWQnJyM2bNn4+7duxg6dKjYX4WIiIhKgWPHjiEzMzPfZioRERGws7PT225vbw+tVmuwr0WLFhaNn4iIiKgsE52Y0mg0Jg2gT58+ePjwISZOnIi4uDgEBgZiz549uoLo0dHRkMn+XXGYlJSEYcOGIS4uDm5ubmjcuDGOHz+OOnXqmDQuIiIiKhn8/PwQHh6OLVu2IC0tDSNGjEBiYiLmzJljsB1AoX1EREREZBmCVqvVFvfgrKwsqFQqU8ZjdqmpqXBxcUFKSgqcnZ2lDoeIiIhMZMKECfj6668xYcIETJ8+vcj2ovqIiIgsgdeoVNaJLn6uVqvx5ZdfomLFinB0dMStW7cAAF988QV+/PFHkwdIREREVJjY2FiEhYUhOTkZQUFBSEpKQlhYWKHthfURERERkeWInjE1depUrF69GlOnTsWwYcNw6dIlVKlSBRs2bMC8efNw4sQJc8VqEsxGExERlS7/rTH1rJD58zWmnm8HYLAvODhY4t+IiIjKEl6jUlknusbUmjVrsHTpUrRv3x7Dhw/XtTds2BBXr141aXBERERERdGXSPpvUXNj2ovqIyIiIiLzEL2ULzY2FtWqVSvQrtFokJuba5KgiIiIiIrj0KFDotqL6iMiIiIi8xKdmKpTpw6OHj1aoH3z5s1o1KiRSYIiIiIiIiIiIqLST/RSvokTJ2LgwIGIjY2FRqPBli1bcO3aNaxZswa//fabOWIkIiIiIiIiIqJSSPSMqTfeeAM7d+5EREQEHBwcMHHiRFy5cgU7d+7EK6+8Yo4YiYiIiIiIiIioFBK9K19Jxx0PiIiIiIiIyFrwGpXKOtFL+apUqYJTp06hXLly+dqTk5MRFBSEW7dumSw4IiIiIq1Wi6ysLKnDAACoVCoIgiB1GERERESlhujE1J07d6BWqwu0Z2dnIzY21iRBEREREQFPk1JDhgzBhQsXpA4FANCwYUMsX76cySkiIiIiEzE6MbVjxw7df+/duxcuLi66x2q1GpGRkfD39zdpcERERFS2ZWVlWU1SCgDOnz+PrKws2NnZSR0KERERUalgdGKqW7duAABBEDBw4MB8fTY2NvD398ecOXNMGhwRERHRM/v27ZMsIZSZmYkOHTpIcm4iIiKi0szoxJRGowEABAQE4NSpU/Dw8DBbUERERETPs7Oz40wlIiIiolJGJvaA27dvF0hKJScnmyoeklhISIio9qL6iIiIiIiIiIgMEZ2YmjlzJjZs2KB73KtXL7i7u6NixYo4f/68SYMjyzh27BgiIiLytUVERBhsP378eKF9RERERERERETGELRarVbMAQEBAVi3bh1atGiB/fv3o3fv3tiwYQM2btyI6Oho7Nu3z1yxmkRqaipcXFyQkpICZ2dnqcOxCjExMQgPD0f58uVx8uRJNGvWDImJiZgzZ47BdgAG+3x9fSX+jYiIqLTQarXIysoCAKhUKsl2w7OWOIiIqPThNSqVdaJnTMXFxekSD7/99ht69+6NDh064JNPPsGpU6dMHiCZn6+vLzZt2gQXFxecPXsWrq6u2LhxY6HthfURERGZiiAIutpSUiaDrCUOIiIiotJGdGLKzc0NMTExAIA9e/YgNDQUwNM7iWq12rTRkUXExsYiLCwMycnJCAoKQlJSEsLCwgptL6yPiIiIiIiIiMgYopfyjRo1Cr/99huqV6+OqKgo3LlzB46Ojli/fj1mzZqFs2fPmitWk+A0yYKOHTuGzMxMhIaGIiQkBIcOHUJERATs7OwMtgMw2BccHCzxb0RERERERFQy8BqVyjqF2AO+/fZb+Pv7IyYmBrNmzYKjoyMA4MGDBxgxYoTJAyTz05dIejYTztj2ovqIiIiIiIiIiJ4nesaUOSxatAizZ89GXFwcGjZsiAULFqBp06ZFHrd+/Xr07dsXb7zxBrZt22bUuZiNJiIiImPl5ORg8+bNOH36NAICAtC/f3+4urpKHRYREZUivEalsk70jKk1a9YU2j9gwABRz7dhwwaEh4djyZIlaNasGebNm4eOHTvi2rVr8PT0NHjcnTt38PHHH6NVq1aizkdERERkjKSkJLRr1w7nzp3TtU2bNg0HDx5EnTp1pAuMiIiIqBQRPWPKzc0t3+Pc3Fw8efIESqUS9vb2ePz4sagAmjVrhpdeegkLFy4EAGg0Gvj6+mL06NEYP3683mPUajVat26Nd955B0ePHkVycjJnTBEREZFJjR8/HjNnzizQHhoaiv3790sQERERlUa8RqWyTvSufElJSfl+0tPTce3aNbRs2RK//PKLqOfKycnBmTNn8tUm+r/27juuqfP7A/gnCQkJeyNTQAVcuMXZOlBrrbtuK3VV6/hqqbOts7WOVqt1r2pr3da9UKh7oSiKEzeK7L1Hkt8f/KRiErgJublJPO/Xi9erPPeGHFNI7j3P85zD5/MRFBSEK1euqHzc/Pnz4eTkhJEjR1b6HIWFhcjKyir3RQghhBBSmSNHjigdDw8PR15eno6jIYQQQggxTmonppSpVasWFi1ahEmTJqn1uJSUFEilUjg7O5cbd3Z2RkJCgtLHXLx4EZs3b8bGjRsZPcfChQthbW1d9uXh4aFWjIQQQgj5MInFYqXjQqEQAoFAx9EQQgghhBgntWtMqfxBJiZ48+aNtn6cUtnZ2fjiiy+wceNGODg4MHrMzJkzERISUvZ9VlbWB5WcksvlKCgo4DqMMmKxGDwej+swCCGEkEoNHToUN2/eVBjv378/TE1NOYiIEEIIIcT4qJ2YOnz4cLnv5XI54uPjsWrVKrRu3Vqtn+Xg4ACBQIDExMRy44mJiahWrZrC+U+fPsWLFy/QvXv3sjGZTAagNDH26NEj1KhRo9xjTE1NP9iLR7lcjpEjR+LOnTtch1KmQYMG2LRpEyWnCCGE6L2JEyfi1q1b2LZtW9lYq1atsHz5cu6CIoQQQggxMmoXP+fzy+/+4/F4cHR0RIcOHbB06VK4uLioFUBgYCCaN2+OlStXAihNNHl6emLChAkKxc8LCgrw5MmTcmM//PADsrOzsWLFCvj6+kIkElX4fB9SYbn8/Hy97Fp44cIFSCQSrsMghBBCGHn06BEiIyPh4+ODFi1acB0OIYQQI/Mh3aMSoozaK6berlDSlpCQEAQHB6Np06Zo3rw5li9fjtzcXAwfPhwAMGzYMLi5uWHhwoUQi8WoV69eucfb2NgAgMI4Ke/UqVOcJoPy8/PRuXNnzp7/Q/Lq1SuEhYXBxsYGn3766Qe7YpAQQrTFz88Pfn5+XIdBCCGEEGKUtFZjSlMDBgxAcnIyZs+ejYSEBDRs2BAnT54sK4geGxursEqLqE8ikdAqpQ/Ajz/+iHnz5kEqlQIobSRw9OhRNG3alOPICCGEEEIIIYQQRYy28r1bPLwyy5Ytq1JAbPuQlkm+u5WP6+1z+hSLsbpw4QI++ugjhXFvb288efKEEryEEEIIIYTooQ/pHpUQZRitmLp16xajH0YFrQnhzs6dO5WOP3/+HFevXkWrVq10HBEhhBBCCCGEEFIxRompM2fOsB0HYYFYLMaFCxfK/ptiMW5FRUUaHSOEEEIIIYQQQrii9t6ezMxMpKWlKYynpaUhKytLK0ER7eDxeGW1pbhezaZPsRirXr16KR13dnam1VKEEEIIIYQQQvSS2ompgQMHYteuXQrje/bswcCBA7USFCFEfd26dSvrZvmWWCzG5s2bIRKJOIqKEEIIIYQQQghRjVHx83fZ2dnh0qVLqF27drnxhw8fonXr1khNTdVqgNpGheWIsbt8+TJOnjwJGxsbDBo0CC4uLlyHRAghhBBCCFGB7lHJh45Rjal3FRYWoqSkRGG8uLgY+fn5WgmKEKK5Vq1a0dY9QgghhBBCCCEGQe2tfM2bN8eGDRsUxtetW4cmTZpoJShi3NLS0rB3714cP34cxcXFXIdDCCGEEEIIIYQQjqi9Yuqnn35CUFAQbt++jY4dOwIAwsPDcf36dZw6dUrrARLjsmHDBkyePLlsdZ2LiwsOHDiAwMBAjiMjhBBCCCGEEEKIrqm9Yqp169a4cuUKPDw8sGfPHhw5cgQ1a9bEnTt30LZtWzZiJEbi3r17GDt2bLktn/Hx8ejTpw+tnCLEwLRr147rEAghhBBCCCFGQO0VUwDQsGFDbN++XduxECO3fft2KKu1/+bNG/z777/o0qULB1ERQpi6dOkS8vPzERQUVDYWFhYGMzMzqmtGCCGEEEII0YhGiSlCNJGXl6fyGBXOZ0YqlWL//v04fPgwzMzM8MUXX6BNmzZch0U+EJ6enggJCcH+/fuRnZ2NcePGISUlBUuXLuU6NEIIIYQQQoiBUnsrHyGa6tGjh9JxCwsLdOjQQcfRGB65XI4BAwagf//++Pvvv7Fhwwa0bdsWv/zyC9ehkQ+Eh4cH9u7dC2tra9y8eRM2NjbYs2cPPDw8uA6NEEIIIYQQYqAoMUV0pkOHDhg1alS5MYFAgFWrVsHKyoqjqAxHaGgo/vnnH4XxH374AcnJyRxERD40cXFxGDhwIDIyMtC4cWOkp6dj4MCBiIuL4zo0QgghhBBCiIGirXxEpzZu3IihQ4fiyJEjMDc3x5AhQ+Dr68t1WAZBVdfLoqIinDlzBv3799dxRORD8+LFC4waNQpBQUFo164d1q5di7CwMLx48QJubm5ch0cIIYQQQggxQJSYIjr38ccf4+OPP+Y6DINja2ur8pidnZ0OIyEfqtatWyuMvVsInRBCCCGEEELUxZMra5NWgdzcXCxatAjh4eFISkqCTCYrd/zZs2daDVDbsrKyYG1tjczMTNo+RgzKixcv4Ofnh6KionLj3t7eePz4MQQCAUeREUIIIYQQQjRF96jkQ6f2iqlRo0bh3Llz+OKLL+Di4gIej8dGXISQ93h5eWH37t0YM2YMkpKSAAB16tTBnj17KClFCCGEEEIIIcQgqb1iysbGBseOHVO6pcMQUDaaGLqioiJcu3YNZmZmaNKkCdfhEEIIIYQQQqqA7lHJh07tFVO2trZUz4YQDolEIrRt2xYJCQn4/fffkZeXhx49eqBOnTpch0YIIYQQQgghhKiFr+4DfvzxR8yePRt5eXlaC2L16tXw8vKCWCxGYGAgIiIiVJ67f/9+NG3aFDY2NjA3N0fDhg2xbds2rcVCiCHYv38/vLy8MGnSJMycORN169bFDz/8wHVYhBBCCCGEEEKIWtTeyteoUSM8ffoUcrkcXl5eEAqF5Y7fvHlTrQB2796NYcOGYd26dQgMDMTy5cuxd+9ePHr0CE5OTgrnnz17Funp6fD394dIJMLRo0fx7bff4tixY+jSpUulz0fLJImhy8nJgZubG7KyshSORUREoFmzZhxERQghhBBCCNEE3aOSD53aW/l69eql1QCWLVuG0aNHY/jw4QCAdevW4dixY/jjjz8wY8YMhfPbtWtX7vtJkybhzz//xMWLFxklpggxdKdPn1aalAKAffv2UWKKVEgul6OgoIDrMMqIxWJqokEIIYQQQsgHTO3E1Jw5c7T25EVFRYiMjMTMmTPLxvh8PoKCgnDlypVKHy+Xy/Hvv//i0aNHWLx4sdbiIkSfVdSBj7rzkYrI5XKMHDkSd+7c4TqUMg0aNMCmTZsoOUUIIYQYsHbt2uHs2bOMxwkh5F1qJ6beioyMxIMHDwAAdevWRaNGjdT+GSkpKZBKpXB2di437uzsjIcPH6p8XGZmJtzc3FBYWAiBQIA1a9agU6dOSs8tLCxEYWFh2feqVpoQYig6deoEOzs7pKWlKRwbMGAABxERQ1FQUKBXSSkAuH37NgoKCiCRSLgOhRBCCCFquHTpEvLz8xEUFFQ2FhYWBolEonTczMwMrVq14iJUQoieUzsxlZSUhIEDB+Ls2bOwsbEBAGRkZKB9+/bYtWsXHB0dtR2jAktLS0RFRSEnJwfh4eEICQmBj4+PwjY/AFi4cCHmzZvHekyE6IpEIsHOnTvx+eefIzs7G0DpSqmFCxeiQYMGHEdHDMWpU6c4TQbl5+ejc+fOnD0/IYQQQqrG09MTISEh2L9/P7KzszFu3DikpKRg6dKlKscJIUQZtbvyTZw4EdnZ2bh37x7S0tKQlpaGu3fvIisrC//73//U+lkODg4QCARITEwsN56YmIhq1aqpDprPR82aNdGwYUN8++23+Pzzz7Fw4UKl586cOROZmZllX69evVIrRkL0UefOnfH69Wv8+eefWLt2LZ4/f46pU6dyHRYxIBKJhPMvQgghhBguDw8P7N27F9bW1rh58yZsbGywZ8+eCscJIUQZtRNTJ0+exJo1a1C7du2ysTp16mD16tU4ceKEWj9LJBKhSZMmCA8PLxuTyWQIDw9Hy5YtGf8cmUxWbrveu0xNTWFlZVXuixBjYGVlhWHDhmHs2LH0QU8IIYQQQnQqLi4OAwcOREZGBho3boz09HQMHDiwwnFCCFFG7a18MpkMQqFQYVwoFEImk6kdQEhICIKDg9G0aVM0b94cy5cvR25ublmXvmHDhsHNza1sRdTChQvRtGlT1KhRA4WFhTh+/Di2bduGtWvXqv3chBDyIRGLxbhw4ULZf1MshBBtoQLHhHx4Xrx4gVGjRiEoKAjt2rXD2rVrERYWVuG4m5sb12ETQvSQ2ompDh06YNKkSdi5cydcXV0BlGbLv/nmG3Ts2FHtAAYMGIDk5GTMnj0bCQkJaNiwIU6ePFlWED02NhZ8/n8Lu3JzczFu3Di8fv0aEokE/v7++Pvvv6noMyGEVILH4+nNFjp9ioUQohlVhY+pwHHVUHczYihat26tMPbu+wGTcUIIAQCeXC6Xq/OAV69eoUePHrh3717Z9qFXr16hXr16OHz4MNzd3VkJVFuysrJgbW2NzMxM2tZHCCGEEKKhV69eISQkBI6Ojrh27RoCAwPLChzTFnP1vJvke5uAer+72bvjlPwjxLjQPSr50KldY8rDwwM3b97EsWPHMHnyZEyePBnHjx/HzZs39T4pRQgxDso6cFY0XpVjhBBClKMCx9rj6emJ9evXY9y4cWVdzDZs2KBynF5jQgghxkTtxBRQugWjU6dOmDhxIiZOnEhLM4lS9+7dQ58+fWBjY4NatWrhl19+0agOGSFA6WxyWFhYubGwsDCV45cvX9b4GCGEkMpRgWPtoe5mhBBCPmRqb+UzdLRMUjdevXqFhg0bIi0trdz4N998g2XLlnEUFTFkFW0ZUTUOQKNjdMFPCCGVq2j7mbLaM0S1uLg4fPvtt7C1tUVERASaN2+O9PR0LF26VOU4FZEmxHjQPSr50Gm0YoqQyqxZs0YhKVXROCGV0WQ2WdNjhB0XL17ERx99BD6fD1dXVyxYsIBWURJiwFq3bq2waj4oKIiSUhp428Vs7dq1sLS0xNq1azFq1KgKxwkhhBBjoXZXPkKYuHv3rtLxwsJCPHnyBM2bN9dxRMTQvTub/O6WkXdnk98fB6DRMZqF1r67d++iU6dOKCgoAADEx8fjhx9+QGZmJpYsWcJxdISQqqJucVVD3c2IPpDL5WWf0/pALBaDx+NxHQYhRAdoKx9hxfTp05XebJqamiIuLg729vYcRGX8iouLsWLFCmzfvh0FBQXo2bMnZsyYARsbG65DqzJ1OxZJJBIA0OgYzfZr31dffYWNGzcqjJubmyM+Ph6WlpYcREUIIcTYvP1MZzpelWPGRC6XY+TIkbhz5w7XoZRp0KABNm3a9EEkp+gelXzoNFox9fTpU2zZsgVPnz7FihUr4OTkhBMnTsDT0xN169bVdozEAL3tGpORkVFu/KuvvqKkFIu++OIL7N69u+z7hw8f4vTp07h69SqEQiGHkVWdtmaTNT1GqiYmJkbpeG5uLuLi4uDv76/jiAghhBiLdyev3np/8urdcTMzM8jlco2OtWrVSjf/KB0rKCjQq6QUANy+fRsFBQVlE4qEEOOl9oqpc+fOoWvXrmjdujXOnz+PBw8ewMfHB4sWLcKNGzewb98+tmLVCspG686dO3fw/fffIzw8HE5OThgzZgymTZsGgUDAdWhG6e7du6hfv77SY7t370b//v11HBEh//nf//6HlStXKozb2NjgzZs3Rn/RSTP4hBDCHmqQUnX5+flo27YtAODUqVOcfi7n5+ejc+fOAIALFy4Y/TUCQPeohKhd/HzGjBn46aefcPr0aYhEorLxDh064OrVq1oNjhg2Pz8/DBkyBPPmzcP27dsxc+ZMSkqxKDIyUqNjhOjCpEmTYG1trTA+depUo73gvHTpEsLCwsqNhYWFqRy/fPmyxscIIeRDRg1StEsikXD+RQj5sKi9lS86Oho7duxQGHdyckJKSopWgiKGLyYmBkFBQXj16lXZWM+ePbF3716D31Kmr3x8fDQ6Rogu1KhRAxcvXsT8+fNx/vx5uLq6Yvz48Rg5ciTXobHG09MTISEh2L9/P7KzszFu3LhyM/jKxgFofIwQdVGhY2IsqEEKIYQYNrUTUzY2NoiPj4e3t3e58Vu3btEbNSnz1VdflUtKAcChQ4ewbt06TJw4kaOojJdUKsX+/fvB4/Hw/u5cFxcXDB48mKPICPlPvXr1sGfPHq7D0Jm3M+4zZ87EzZs30aVLF6xZswYAVI5X5Rgh6qBCx+yipJ9uvXjxAqNGjSpraLJ27VqEhYVVOA5Ao2N0v0MIIdqndmJq4MCBmD59Ovbu3QsejweZTIZLly5hypQpGDZsGBsxEgOTnJyMc+fOKT22d+9eSkyxYMmSJVi+fLnCuL+/Pw4ePEgdzwjhAM3gE31GhY7ZQ0k/3aMGKVUnFotx4cKFsv+mWAghuqR28fOioiKMHz8eW7duhVQqhYmJCaRSKQYPHoytW7fqfQ0hKizHvuTkZDg5OSk91rZtW5w/f17HERm/6tWrIzY2VmHcz88PDx8+5CAios+Kiopw/Phx3L17F+7u7ujZsydsbW25DsvovNsl6m2x8ve7RL0/DkCjY8puygipCBU6Zs+7r60+MYbXlhBjRfeo5EOn9oopkUiEjRs3YtasWbh79y5ycnLQqFEj1KpVi434iAFydHRU2TGKOsOxIzExUa1xfUdbINiTmZmJYcOGlUtYrlu3Dlu3boW/vz+HkRkfmsE3bDKZDJs3b8aOHTtQXFyMPn36YNy4cUY5e0/FhtmjT0k/QgghRF+pnZh6y9PTE56entqMhRiR9evXo1OnTuVW8fTq1QtjxozhMCrj1a5dO4SGhiqMt2/fnoNoqoa2QLBr06ZNCqvo0tPTsWDBAmzbto2jqIyfskR9ReNVOUa0Y/jw4fjrr7/Kvr906RKOHz+O06dPG8V7AdENSvoRQgghlVM7MSWXy7Fv3z6cOXMGSUlJkMlk5Y7v379fa8ERw+Xr64uYmBgcPHgQr1+/RsuWLdGqVSuuwzJaP//8My5fvozs7OyyMVtbW8yfP5/DqDRDdU/YpSqhERERgZycHFhYWOg2IEL0UHR0dLmk1Fvh4eEIDQ3FJ598wkFU2qVPNVz0KRZCCCGE6J7aianJkydj/fr1aN++PZydnWnWkKhkamqKAQMGcB2G0Zs0aRKSk5PRrl07vHr1CtWqVUO9evUwYcIEVK9enevwqoS2QGifqamp0nGhUAihUKjjaAjRT1euXFF57Ntvv0VKSgoGDhwIExONF55zjsfj6U2yXZ9iIYRwJy8vD48ePYKbmxtSU1Nx+fJluLu7o1OnTuDz+VyHRwhhkdpXVNu2bcP+/fvx6aefshEPIURNycnJePbsGaRSKfz8/LBr1y6uQ9Ia2gKhfb169UJ0dLTCeJcuXVQmrQj50Li7u6s8dv/+fXzxxRfYu3cvDhw4QDdLRIE+rQDTp1i0hepQGqdZs2ZhxYoVyM7OBo/Hw7v9ufz9/XHy5EmDn3AlhKimdmLK2toaPj4+bMRCPgCPHj1CYmIiGjVqBEtLS67DMXjPnj1DaGgo0tLSAAD37t3D4cOH0aNHD44jI/pq8ODBuH//Pvbv31920de4cWP88MMPHEdGiP7o0qUL/Pz88OjRI5XnHD58GCdPnqSJOqJAn1aA6VMs2kB1KI1PRkYGOnbsiJs3b5aNvd80/uHDhxg9ejROnTql6/AIITqi9jTf3LlzMW/ePOTn52stiNWrV8PLywtisRiBgYGIiIhQee7GjRvRtm1b2NrawtbWFkFBQRWeT7j3/PlzTJ8+HZ6envD398fHH38MNzc3rFixguvQDJpcLkePHj3KklJA6dazfv364dmzZxxGVjVvZ3cvXLjA+eyuPsVSFTKZDGfPnsXPP/+MtWvXYvz48QgNDcVvv/2GvXv3YufOnbC1teU6TEL0hkAgQGhoKDp37lzhzWZYWJgOoyKE6HMdSqKZMWPGlEtKqRIWFobk5GQdREQI4YLaK6b69++PnTt3wsnJCV5eXgo1SZi8sbxr9+7dCAkJwbp16xAYGIjly5ejS5cuePToEZycnBTOP3v2LAYNGoRWrVpBLBZj8eLF6Ny5M+7duwc3Nzd1/zmEZfv378fAgQNRXFxcbjw7OxuTJ09G3bp1qd25hi5fvox79+4pjBcVFeHPP//EvHnzOIiq6vRpdlefYtFUSUkJJk6ciH///bdsbN26dVixYgU+/fRTJCUlITs7m1YwaoE+bS+hrSVVV716dYSGhmL//v3o27ev0nPS09N1HBUh5C2qQ2n4UlNT8c8//zA6Vy6XK9xPEEKMh9qJqeDgYERGRmLo0KFaKX6+bNkyjB49GsOHDwdQesN07Ngx/PHHH5gxY4bC+du3by/3/aZNm/DPP/8gPDwcw4YNq1IsRLsKCwsxduzYCj9ENm3aRIkpDVU0a5SSkqLDSIg+O378eLmkFFCavJw5cyZcXFzw4MEDCAQCBAUFYd68ebRySkP6tr2EtpZoT69evVCzZk08efJE4djWrVthamqKdevWcRCZ8UhISMDmzZvx5MkTNGzYEF9++SWsra25DovoOapDafgyMjIglUoZndusWTO4urqyHBEhhCtqJ6aOHTuG0NBQtGnTpspPXlRUhMjISMycObNsjM/nIygoqMKOOO/Ky8tDcXEx7OzsqhwP0a6rV69WuuT23W1oRD1t2rSBqakpCgsLFY45OTnh3r17qFu3LgeREX1y9uxZpeMZGRnIyMgAAEilUoSGhiI9PR3btm3TXXBGRN+2l7zdWkI3bVXH5/Nx9OhRfP7557h7967C8fXr1yM4OBgtW7bkIDrDd+fOHbRv377c9cCKFStw4cIFWgmvBc+ePcPly5fh5uaGdu3aUbKa6BVvb2+4urrizZs3FZ5nb2+P9evX6ygqQggX1E5MeXh4wMrKSitPnpKSAqlUCmdn53Ljzs7OePjwIaOfMX36dLi6uqpcdVNYWFjuxj0rK0vzgIlazMzMKj2HlkBrzsHBAfPnz8f06dMVjs2dOxdz585F8+bNcejQIVSrVo2DCIk+EIlEjM+NiIjAw4cP4e/vz2JExo/L7SW0tYQdfn5+mDZtmsqV2ceOHaPElIamTJmiMEn1/Plz/PTTT1i7di1HURk+uVyOSZMmYfXq1ZDJZACAevXq4fjx4/Dw8OA4OkJK8fl8rFmzBr1791YoeG5ra4vRo0fD1dUV8fHxGDJkCORyOT7//HPMmDED5ubmHEVNCGGD2omppUuXYtq0aVi3bh28vLxYCIm5RYsWYdeuXTh79qzKwsQLFy402Fo7hq5p06aoXbs2Hjx4oPR448aNMWbMGB1HZTyysrKQkpICsViMoqIiyOVyhQ/1iIgIDBkyBOHh4RxFSbimbmvl+Ph4SkxVEW0vMU4V1WGzsLDQYSTGo6SkRGUB+RMnTug4GuOyY8cOrFy5stzY3bt3MXLkSIPubPa2Kcnb/6ZYDF/Pnj1x6dIljBkzpmxhQo8ePbBs2TJ4enqiU6dO5d4nfvrpJ5w7dw7nzp2jFYCEGBG1E1NDhw5FXl4eatSoATMzM4Xi5+pszXJwcIBAIEBiYmK58cTExEpXePz6669YtGgRwsLCEBAQoPK8mTNnIiQkpOz7rKwsminSER6Ph71796J79+54/vw5gNJOR/Xr18dXX32F4OBgRquqiCK5XI5PPvmE0ZbXf//9F7GxsfD09NRBZNr19OlTbNy4EdHR0XB3d0dwcDBatWql8zgSExOxadMmPHz4EPXr18fIkSNhb2+v8zjUlZ2drdb2MqFQiHr16rEYESGGq2vXrnByckJSUlK5caFQiMGDB3MUlWETCASwsLBAdna2wjFLS0tIpVIIBAIOIjN8f//9t9LxsLAwJCQkGOxKan1qSqJPsRi6li1bKr1eOX/+vNLk9YULF3D69GlaIUyIEVE7MbV8+XKtPblIJEKTJk0QHh6OXr16AShtax4eHo4JEyaofNySJUuwYMEChIaGomnTphU+h6mpKUxNTbUWM1FP3bp18fjxY5w5cwbp6elo164dHB0duQ7L4IWGhjKuwwaU1hMytMTU06dP0b9/f+Tk5AAAnjx5gnPnzmHZsmX49NNPdRbH/fv38fHHH5crKP/777/jwoUL8Pb21lkc6nry5AmCg4PVKoQfHBxMf58a0peZc32JwxiZmpri4MGD6NevH+Li4gAANjY22LBhg8G9v+oLHo+HL7/8UmFlD1C6usfZ2RkTJkzA7NmzwefzOYjQcKnqECqXy5XWpiREH1XU7f3mzZuUmCLEiGjUlU+bQkJCEBwcjKZNm6J58+ZYvnw5cnNzy7r0DRs2DG5ubli4cCEAYPHixZg9ezZ27NgBLy8vJCQkAChdRk9L6fXT245fRHtu377N+Fx7e3uDKIKemJiIEydOID8/H+3bt8eWLVvKklJvyeVyrFixAl27dtXZ8u0ZM2YoJHfi4uIwZ84c/PXXXzqJQRM//vhjhUmp2rVro2PHjjh//jzMzc3Ru3dv9OzZU4cRArt378aCBQtw//591KlTB99//z0GDBig0xi0RV9mzvUlDmMjk8kQHx+PgIAAvHjxAufOnUNhYSHatWtnNCt/09LSwOPxdN6Zc9GiRXj9+jUOHDigcCw1NRXz5s2DTCbD/PnzdRqXoevRo4fS5hcNGzZUe4s3IVypUaOGymM1a9bUYSSEELbx5O8XpVEiKyurrOB5ZcXDNSmMvmrVKvzyyy9ISEhAw4YN8fvvvyMwMBAA0K5dO3h5eWHr1q0AAC8vL7x8+VLhZ8yZMwdz586t9LmysrJgbW2NzMxMrRVxJ4pevHiBXbt2IS8vDz169Kh0ZRthLjs7GwsWLMDixYsZnb937158/vnnLEdVNaGhofj2229RXFxcNvb271SZiIgInbUSF4lE5eJ6y9HRUWFLj77Izc1F48aNKzzHwcEB8+bN4yxpvG/fPvTr109h3BB+X8mHZd++fZg+fTqePXsGiUSC4cOHY9myZUazGvvp06eYM2cOrl+/DqB0S838+fN1vgrs8ePHCA4OVroa2MbGBomJiWo1c/jQ5efno2vXrjh37lzZmLW1NUJDQ8uusQnRF69evcLmzZvx8uVLNG/eHMOGDYO5uTmkUikCAgJw//79cufXqlUL9+7dUygpY8joHpV86BglpgQCAeLj4+Hk5AQ+n690pYJcLgePx4NUKmUlUG2hP3r2bd++HV9++SVKSkrKxr755hssW7aMw6iMw86dOzFmzBil9TiA0iSKmZkZCgoK4Ofnh9WrV6N169Y6jlI9eXl5aNu2rcLqKFVsbGxw6dIlmJioveBTI05OTkhOTlYY9/X1xaNHj3QSg7oKCgrQpEmTcn+DygiFQhw+fBg+Pj46iuw/TZs2RWRkpMJ4kyZNcOPGDZ3HQ4gyly9fRtu2bcu6mr311VdfGUXr8oKCAnTu3Fmh1qeHhwdOnDih85u+gIAAREdHKz2WkJCg0MWZVEwqleLIkSO4ePEi3NzcMHToUIPfrn3lyhXcvXsX2dnZKCgogIODA3r27Em/G1qQn58PmUym8253V65cQefOnctdB9apUwfnz5+Hvb094uPjMXnyZBw4cAByuRw9e/bE8uXL4e7urtM42Ub3qORDx+jO7t9//4WdnR0A4MyZM6wGRAxbZmYmxowZo3BD/Ntvv6Ffv37UTrsKXrx4gWHDhilNNvB4PDg7O6NFixZKt0PosytXrjBOSgFAhw4ddJaUAoCRI0di0aJFCuNvtxvrI7FYjE6dOlXa1aq4uBj79+/HlClTdBTZf9523mE6TggXVq9erZCUAoA///wTS5Ys0dnKTbacOnVKISkFlK5eOHv2LDp16qTTeFRtQzU3Nzf4hAoX0tPTERkZiStXrsDR0RF+fn46rdGoTfn5+Rg7diyuXr2qcGz16tVYs2aN3k/E6avExET89NNPCA8Ph0wmQ+vWrTFr1iyddV//3//+p3Ad+HaLv6WlJT799FP8/vvvZQX9jWmVFCHkP4zu7j7++OOy//b29oaHh4fCqim5XI5Xr15pNzpicMLCwpCbm6v02IEDBygxVQU7d+5UuQKmbt26cHJyMsjaMuoWYQ0LC8P333+vs5pyc+fORWxsLHbt2gWZTAaBQIARI0Zg6tSpOnl+Tc2aNQuvXr3C3bt3KzwvNTVVRxGVV79+faU3GPXr1+cgGkKUi42NVTpeWFiI5ORkg09M7dq1S+Wx+Ph4HUZSStVq4KKiIshkMiqAroaMjAy0bt0aMTExZWOHDh3C8uXLMWnSJA4j08zmzZuVfmYApSv/Zs2ahbCwMPodUZNMJsOoUaPK/Z5cvHgRwcHBOHnyJOvXlampqSpXSSclJSEpKQkrV65EaGgoIiMjqZ4wIUZM7WUH3t7eZdv63pWWlgZvb2+938pH2FVR/QdjqcehbbHzmd2IvwlXnNV+Kzk5GY6OjijJeMP45ynjOVv5Fgq2vH79mnGtrLeysrJw+vRp9O7dm6WoyjM1NcX27dvx888/4/Tp07CxscGnn36q9y3M7e3tsW7dOnz88ccVvi/rsv6bXC7H06dPYWVlhSlTpiitJeXu7o43b97A1dVVZ3Fp6uXLl9i2bRuePHmCmjVr4osvvqCiwkamZcuWuHjxosK4i4uLwf+/3r9/v9LttG81bNhQd8H8P1WTLyUlJSgpKdHpalltKCkpQXR0NIRCIerWrauzph0AsGHDhnLJhrfmzJmDUaNG6Xy7VlWFhoZWeDwuLg4PHz5EnTp1dBSRcbh48aLS35OEhAScOHECffr0YfX5xWIxRCIRioqKKjwvJiYGW7durbBrOyHEsKk9rfC2ltT7cnJyqDU1QefOnZUut+fxeBg0aBAHERmPjr6WKo8lJibi0qVLiH2jOnmlj1asWFHWWVMdlTVhqKrXr19jypQpaNu2LYYOHYojR45gyJAhGD16NPr16wc3Nzds3LiR1Ri04fr165VOFqxfv17lKkdtCg0Nha+vL2rVqgVnZ2d88cUXSs/bt28fmjRporTJhT65f/8+evXqhW3btuHKlSvYtm0bevfujXv37nEdGtGiyZMnK02S/vjjjwa/naSibd8dO3ZEQECADqMp9dlnnykdb9iwocFdY164cAHt27fHwIED0bdvX3Tt2lWhgDPbz69MZmamQb5P5efnV3oOTYCqLy4uTqNj2mJubo7+/fszOnfq1KnYt28fyxERQrjCeOopJCQEQGmCYdasWeXaI0ulUly7do2T2TWiX0xNTbFnzx707dsXaWlpAAA+n49Ro0bRLFYVNfYwQwdfC/wbo7weU1FREa7dfoh/61VHhwqSWPrk/PnzGj2uTZs2Wo7kPy9evECLFi3K6q5cvHgR27dvL3dORkYGxowZg/r166NFixasxVJVTNq+v3z5Elu2bGF1FvLp06fo1asXCgoKysYquslISEjAokWLsHbtWtZiqqq5c+ciLy+v3Fhubi5GjRoFkUgEb29vjB49mmqeGDhXV1dcu3YNv/76Ky5evAhXV1eMHz8eXbp04Tq0KklKSsLr169VHueqkHS3bt3w22+/KYw/e/YM+fn5BrNdPSUlBRMnTiz3Pvf8+XOMGTMG4eHhOukuqGorJo/Hg4uLC+vPr22VrVKuW7cuatSooaNojEdF2+fr1aunkxhWrlyJ69evV9pQpqCgAIMHD0aDBg1Qq1YtncRGCNEdxiumbt26hVu3bkEulyM6Orrs+1u3buHhw4do0KABtm7dymKoxFC0a9cOnTt3LvteJpNhw4YNBlnT4C25XI67d+/i7t27YNDIkjV2ZpXnkjdeTtFBJNqhyVaC4cOHs3rxuXjxYqXFgN8nl8uxefNm1uLQhsDAQEbbjcLDw1mNY9OmTeWSUky82+Jc3yQmJuL27dtKj6WlpSEhIQFXrlzByJEj8e+//+o4OqJt7u7uWL58OW7cuIHDhw8bfFLqr7/+Qvv27fHmzRuV5+zZs4fR+6C2nTp1Sul4ZmYm6+9T2nT06FGlyfekpCQcP35cJzG8ePFC6biZmRk8PDx0EoM2VdQkxdPTE0uXLtVhNMajXr165a7Z3woICChXY5hNNjY2GDJkCKNzi4uL8eeff7IcESGEC4wTU2fOnMGZM2cQHByMEydOlH1/5swZhIaGYv369ZS9JgCAq1evKi2o+vvvv6N58+aYNm1ahTO1+ubWrVvo3Lkz+vbti759+6Jz586IioriJBYrceV/srHpFe/T1yfq1i6wsrLCjBkzWIqm1KVLlxif+3ZVoL7i8/lYt24d/Pz8KjwvNTWV1SX7mhRRrlatGguRaMfBgwcZnSeXyzF9+vRKa2cQoisxMTH4+eefVdZyequkpISTz7mKJn6UdUfUVxkZGSqP7d+/XycxqCokb4jb3cLCwpCSonzSzdbWFqGhofD29tZxVMZj2bJlGDZsWLkabjExMfjnn390FoOqbbzK6Pu1FyFEM2rXmNqyZQusrKzYiIUYiYpmNa9fv45ffvkFTZs2VTmbp09ycnIwZsyYcp2ZYmNjMWbMGJ3U5Xlf74DKt2bVdDCci84xY8aoldDWRetidYpuK5tl1Dc+Pj44fPgwli9frrLwbmJiIrp37447d+6wEoMmWy/HjRvHQiTaoeoGSZmsrCx89913LEZTKjU1FWvXrsXChQsrLGhNPmzHjh1jvOr3/SY3uqCsIQJQuqKiU6dOOo5GcxVt4VVWaJoNql4vQ1zxt3z5cpXH0tPTMWvWrEqTrUQ1Ho+H06dPl3sNCwoKMHv2bDx+/FgnMTRq1AiTJ09mdK4hXHsRQtRHPVWJ1ikrfv6+xMREtbuxceHUqVPIzMxUGM/IyFC55YBNAW4SzOpSDSYV/OUm5RjOxVliYiKeP3/O+HymS72rYvz48UrH30/qtG7dGsHBwazHoy1du3ZF3bp1VdbpyM3NxaJFi1h57iFDhqBJkyYVnvP29bW1tcXSpUtV3qDqAx8fH7XOVycZoInw8HB4eXlh3Lhx+O6779C0aVN8/fXXrD3fh+zZs2e4du2a2ltT9QXTm/e6deuiUaNGLEejqHnz5pg1a1a5MYlEgr/++stg6ksBQLNmzVQWx9dV0fxFixbBzs6u3JizszPmz5+vk+fXltzc3EqTI/v27VNam4wwExERoXRls0wmw5EjR3QWx2+//YZz585h0qRJaNSokdLV3p999hm6d++us5gIIbpDiSmidf3794e1tXWl5+3evZvTek1MVLQcv6JjbBrVygHXvvVHgKvyi/T7CQUIWHgfX++OxeNk/b55On78OOMbpc8//xy9evViNyAA3bt3x9q1a8tWC4jFYnz99de4du0aJkyYgIEDB2LTpk0ICwvT+y5RkZGRGDlyJJo3b45OnTrhzZs3sLW1VZmcioyMZNT5SF0SiQRnzpzBokWL0K5dO/Ts2ROHDh3C1atX8eeff+LWrVtISUlBdHQ04uLiyppt6KMHDx7gl19+UesxMpkMT58+ZSWekpISDBs2TKH+yrp163RWy+ZDkJSUhKCgINSoUQMtWrSAu7u7QdbVZLLSwMHBAUuWLNFBNIpu3LiBOnXq4Pjx4/j111+xdu1axMbGGsyNaEpKCpYuXYr//e9/KmshduvWTSex1KtXD9HR0Zg9ezb69++PH3/8EXfu3EHNmjV18vzaIpFIGO3U2LRpE2c1/eRyOSIjI3HlyhWDXLn1fiMPpsfY8NFHH2H58uXw9/eHm5sbmjRpgho1amDw4MHYvn07Dhw4UGkhfEKIYWLclY8QpmxsbHDs2DF8+eWXePLkicrz0tPTsXv3bgwcOFCH0amnVatWGh1jm4OFCezNVX8wZxbIcPx+Fi4/z8XJr2vCxVo/25qrU3vn0qVL2LFjBwYPHsxiRKXGjh2LESNG4OXLl3BycipLtDZr1oz159aWO3fuIDg4GMXFxQBQbuWfqi19ZmZmrM3mW1paYvr06Zg+fTqA0g5VCxYswLlz5+Ds7Ixx48bp5P9tVf32228abeNlK4l59epVlUWs//rrL1y7dg0PHjxAvXr1MGbMGM66rRm6IUOGlNumnpqaihEjRsDf31+vO3O+r0GDBujduzcOHDig8pyUlBR899132LNnj87iyszMRJ8+fcolFgYOHIi//vpLZyuMqurAgQP47rvvKqyF1bx5c0ycOFFnMbm6umLevHk6ez423Lhxg/F77nfffYfz58/rpOvhW1FRUfj888/LJh/c3Nzwxx9/GMx2szdv3lS4KqpDhw46jEaRtbU1fH19FbojE0KMD62YIqyQy+Vo06YN2rdvj4CAAJXnKSuSrk/8/f2VJs4GDRpUaUFptnXyq3wGMSNfir8iUnUQjWbUueCJj4/HvHnzdFY4ViQSoVatWoxW/+mjTZs2lSWl3qdqpWKvXr3KFT9lS1xcHFq2bInNmzfjyZMnuHTpEoYMGWIQ23uvXbum0ePYqtNR0czxwYMHMX/+fOzduxdz5sxBQECAzurbGJNnz54hLCxMYVwul7O2/ZUNqamp2LZtGx4+fFjpubdv39bpjeDUqVMVVrvs2rWrLJGt71JTU/H9999XmJSqXbs2tm3bplE32g/Zr7/+CqlUyujc9PR03Lhxg+WI/lNUVIS2bduWWxEbFxeHXr16cdLVUl25ubkYOnQoTp48qfR479690bJlSx1HRQj5UNGKKaJ1a9asUVmn532GsOR53rx5+Oijj3DixAkApbV6OnbsyHFUQL9GNgh9mIVzT1S3UAaAh0mFOoroP02m/sXoPLlcBp7EGvJ8xTpeqnw3fxEWXKn43/xW5C/DGP9cY/Po0SO1zvf19cW0adNYiqa8VatWKb1oX7hwISZOnAgzMzOdxKEJOzs7lSuUKjJ79mxcuHBB6/EEBgaievXqePnypcKxwsLyf/tJSUmYPXu23k8I6JvUVNXJ/TNnzugwEs2dP38eEydOVKs21vr16zF48GCVKyy1RS6Xq0yCLV++HD169EC7du1YjaGqwsLCKk2ePHjwAGlpaQp1n4hqRUVFuH37tlqP0cXkSkFBAVasWIEVK1YobKMGgPz8fGzfvl2vt6UDwJEjR1R25J0/fz4GDBigs1hev36NJUuW4Pz586hWrRry8vIMZrUkIUQ7KDFFtConJwczZsxgfH7fvn1ZjEZ7OnbsqBfJqHc9SSlEPRcxnuZIUFAiV9kprIaD7pa0q6vwzkm1klIAIM/PhLwwFzxTmnWuiI+Pj1qdL/Py8lgvLlxcXIycnByVXeMyMzPx5MmTCldZcq1Tp074888/1X5cUlISkpKStN7pjM/nY+fOnejevXtZAoXH40EgEChN/HPRtMHQBQQEQCQSKd16nJWVhZiYGPj6+nIQGTNFRUWYMWOG2gXbExMTkZqaCgcHB5YiKyWTyVTGJpfL0adPHyQnJ+t1XRl9r5dpqIRCIWxsbBjX9LS0tKy00UZVyeVyfPbZZxV2oAbUnxziQkXlNiwtLXUWR0JCAlq0aFGWJHubjKxVqxY8PDx0FgchhFu0lY9oVUREBLKzs5Uee3/WtU+fPhg27MNd0VIVay8ko+vap1h9IQWvE5JVJqUsTPkY1txex9ExI8vPQklslEaPLY67p91gjNDIkSPVmjlW9TukDcXFxZg6dSocHBxgZ2encquFSCSCu7s7a3FoA9MtJcqwtfKkZcuWuHr1KubOnYshQ4Zg0qRJKrcL0WoN9ZmamqJu3boqj/P5+n0pdfPmzQpXfanC5/N1cnMqEAjw6aefqjyenp6OVatWsR5HVXz00UeV/n3b2tpix44drL7XGhsej6dWHdLg4GDWE5hhYWGVJqUAw6hJWVEh/MePH2tUT1ETq1atUrpy69mzZ1X6zCWEGBZaMUW0ytHRUeUxV1dXWFhYgM/no2nTpnjw4AG6du2KESNG6HUBdH0Tm16EJeHMahd80dQOnrb6uWJKlp0CaDjLLC/UzcXSW/v378euXbtQUlKCvn37YtCgQZzcjDLdIvmWoEEPlNw6DMgq3zJbbOWm1s9XZ5tkSEhIuRvL9PR0pecNHz6cs8QJ03973uWLGv18nqUTPllygtG56ry2GRkZGD58OA4dOsRo1caoUaMY/2zynylTpmDIkCEK440aNdL7Lmea3qjLZDJkZmZqfZWfMkuXLsXRo0dVHj948CAmTZrEehyayM3NxaRJkyr9+0tPT8fKlSuxa9cu7Ny5U2crQZ49e4ZFixbhwoULyM3NRXJyMoDSycElS5bAzc1NJ3FoStVk5/vEYrFOriWZ1BkUi8UYMWIE67FUVffu3bFhwwalSaE1a9bg6NGjWLp0KWrVqsXqiupDhw4pHZdKpbh48SLq1KmDoqIinRa1J4ToHiWmiFbVr18fLVq0wNWrV8uN83g8uLm5QSwWIyoqCg8ePCg7dvr0aTx48MDgO8foyr8x2ZAxzOdkF6ouxMo1voXmCQiBg7cWIyl1/PhxrFy5Eq9evUKLFi0wY8YM1KxZExMnTiyXVDlw4ACOHj2KnTt3aj0GbZOlxzFKSgGA0LcNKzFkZWVh06ZNSo+9vz0qMTERBQUFrHWw0wa+lTNkKS/Ufpy8IAtyaQl4Au1+7I4YMQIHDx5kfD4VXtbMoEGD8MMPP+D58+dlYxYWFmjevDnu3btX4YoqrjVu3BhCoVBlMwRVeDyeTur1AKU17szMzHTeml4btm3bhjt37iiMq9r+mZycjNWrV+ukcP7Tp08REBCg9HXdsWMHbty4gejoaJ3f8DOdCCh+cROFd5gl9AsKCtDm4/YwrRsEoVdjRo/RpA5l9erVKz3H1dVV71dSAqWfB9u3b8fixYtx6tQphdVJsbGx6NevH8zMzDBo0CB8++23jBPdsfPrMzpvV2Qa7t5VXbdRKpUiOjoavRs5Yu0AT0Y/832es6M1ehwhRLf0/12TGJy9e/eibdu2Zd8LhUI4ODhAJpMhISEBWVlZCo9ZsmSJRlsNuHTnzh3MmTMH33zzDfbt26f0ApQNpibMtwPVdDRlMZKq4ZvZwMRN/Zs5gYsfTBy9tBrL1q1b0a1bN5w8eRL37t3D5s2bERgYiNOnTyvdQrJr1y5cunRJqzGwoSSReSc4voidguMJCQkq68e8/zdz8OBBvU9QC5xqaPbA4gJIE1XX89BEfHy8yplmVTSpj0VKkzQtWrRAs2bNYG9fuj06JycH69evR7169bB06VKOI1RNIBCgTp06aj+uVatWOl3BWFGhZX2uR3n48GGl4xVdE1y+fJmtcMoZPXp0hcm+mJgYHDhwQCexaKLoWYR6D5AWo/DOCUgz2euI9/nnn1e6yuzZs2d4/fo1azFoS15eHn777bdKi/fn5eVh8+bNWt9SK5PJ8fu5ZEbnHr+fhUeJ6tXJI4QYFloxRbTO3d0dW7duRbNmzZCWlobi4mIkJ5fWQVI1W19QUICoqCi9KzCuyt69ezFr1qyypfvHjx/HoUOHsHnzZtZnHrvWtsK8E/HIL6542VQ1KxP0aWDDaixVZdrwM8iKCyBLelr5ySIzmNYNgom7dlcmSKVSzJo1S2E8LS0NP/30k8rHhYeHo3Xr1lqNRdt4JkIwWlzHF4AntmAlBi8vLzg6OpZtH6nMn3/+iYULF7ISizYIzKw1fqy8RLsdMlNSUipsT6+MsokBwpxAIFA6iTJt2jT069cPnp6azehrivHKE4EXADW6m/FNcMusMWvbewHgzZs3sLS0hKWlJSZNmoS0tDRIJBLk5+eXO69Dhw4YM2aMWj9bV3JycsqtomPKxsZG+8Eo8f7qdWViYmJ0EIlm5EX5lZ+kRMmraAisnbUcTSmJRILw8HCMGzcO//77r9Jz+Hw+681EtGHu3LlqTW7s2LEDEydO1NpqsKwCKeIyma/kDH2YBT9n/V1RTQipGkpMEcaYLssFgO8OxSEtrXwdGblcrrSt7luCQ18j9lLlK3y4XpKbn5+PJUuWKNSTiIiIwLZt2zBy5EhWn9/GzASr+3lg8v7XyCoovSmVCHlo42OBqLh85BXJ0MHXEtM6OsNaor9djACAJzCBuG5H5DFITAlda0Powfx3kKn4+HiVM5sVzXjqou5KVZm4B6Ao83Sl5wk8G4Jnwk5CVSQSYc6cOZgwYQKj8yt6j9AHfAs7QCQB1L1h4vEhcNTuFlR/f39Uq1YNCQkJjB9DHY7Uc+zYMSxYsAAPHz5Ebm6uyokHmUyGI0eOYPz48TqOkBmhez0UPboAeW4ao/NNG/UAX2LFSiynTp3C5MmT8eDBA4hEIgwYMAD5+fnIzs5Gs2bNkJOTA1tbW0gkEowdOxbdunVjJQ5tOH36tNrJYQDo378/C9EoYlI4Wp+7oAocvCF9o36zE7mU3RXsfn5+CA8Px/r16zF27FiF4926dStbWamv0tPTcezYMbUek5GRgYKCApiZaWeFtaVYAAdzAVJymRU4X/pvEs49zsbOL70hMqFNP4QYG87/qlevXg0vLy+IxWIEBgYiIkL1st179+6hb9++8PLyAo/Hw/Lly3UXKFHLjVj16kR8XNMCPg76u+3sXdHR0SpXHSxZsgRjx45lXKxTUx39rLDrS2942AgBAPnFckTF5WNhd1fc/74OVvXzgKedYRSJ5Fs6gudceat1QTU/Vp7f3t4eFhbKVwvl5+crLehvbW1tEAX7hT5NwbNU3ZDgLYFNNVbjGD9+PObOncvo3M8++4zVWLSBb6l+UlLk95HWb/SFQiF++eUXtbr9RUZGGmQdHy6MHj0an332Ga5cuYL09HQUFRVVmDjV59poACDya1v5SQDA48PEpfL3ZE08ePAAPXr0KKszWVRUhG3btuHAgQOIiYmBVCqFn58fwsLCcOTIEb1OSgFAZmam2o/x9vbGJ598wkI05THpaNa4cWO9fs819W8L8NWfYDNxZrchgVQqxenTp/HXX4orCm1tbbFhwwZWn18b0tLSUFLCrAblW35+flpLSgGAgM/D6FYOaj3mxqt8fLUrVmsxEEL0B6crpnbv3o2QkBCsW7cOgYGBWL58Obp06YJHjx4pXY2Ql5cHHx8f9OvXD9988w0HEROmnCxN8DSl8m0rfB7wSW0rLOqh311h3mVtXfFWnjNnzmDOnDlYtmwZazHIZHJM3PcKrzL+WwKdnFOCcXteIXxiLb3txKeKyK02ChMr3k4gTXoCEyftFz1/Oyv/66+/KhyLj4+HiYkJfHx88OzZMwClRXq3bt2qs60YVcHj8SFp3h95ZzcCFc0gl7BfHy02tvILSbFYrPc1pgCAx2AbA9/aGXwbV/D4Api41YXAzp2VWIYOHYrvv/+e0esLlN5I37hxAx999BEr8RiLS5cuqSzar4yZmRl69+7NYkRVZ+JaB4W3jgLyipMVPCsn8DRIBjCxfv16FBYqXhtIpVK8fv0ar1+/xuXLl3Ho0CH0798fGzZsgFAoZCWWyjDZxijNUr825vPnz9GmS0+YtRvF+HXWpEj3ihUrVCamhEIhnJ2dMXjwYEbdPLnCt7AHz8oZ8gzVxbGVPs6+8gLlmoqJiUG3bt3w5InymoHp6el4/PgxqlVjd8Knqjw9PdXaZm9iYoKQkBCtxzG2jSNEAh5WXUhGKsOVU2ef5CCrQAorsX7vCiCEqIfTFVPLli3D6NGjMXz4cNSpUwfr1q2DmZkZ/vjjD6XnN2vWDL/88gsGDhwIU1PDWF3zoQpuzqxgqkwOXHyWwyiJpS/8/Pzg5eVV4TmhoaEazaQyFRGbh6cpismEIqkcK88lIS1XvVkwrsnzMio9R5aVxNrzL1y4ENOnT1fagaqkpATu7u64f/8+7ty5g4cPH6Jly5asxaJtfHMbSNp8AZip/ps00bSgtxqYzMwWFBTgypUrrMdSZYLKb5T51tUgbvApTOt3YS0p9VZ8fLxa5ytbBUjKO3nyZIXH312lxuPx4OXlhYsXL7IdVtXwADCoOifybs5aCC9fvqz0HLlcjry8PGzduhXVq1dXu5ugLgmsHMHTYCWkPCcFJW8eshDRf5R1CnyruLgYr1+/xpQpU9CvXz9W46gqvgbbzGWplf+eaWrIkCEqk1Jv/f7776w9v7YIhUJMmTKl0vNq1qyJzz77DDt27EC7du1YiWVESwdEfOuPOZ84w93GBGITQGKq+nNWLgdux2lWf4wQor84S0wVFRUhMjISQUFB/wXD5yMoKEirNyaFhYXIysoq90XY17WONeZ/6gJ788pnM7IKZPj2wGu9nrV7V3FxcaW/RyUlJazWyknPU32Tv+dWBgKXPsKc428glRnGa8q3qrxIKd+CvXoNJiYmWLRokcqtONevX0ft2rVRv359tbZN6QuBdTXwTVUUYuWbgGfOfuethg0bMjpP3S5zXKj0vYrHh9CriU5iefDggVo37m3btkXt2rVZjMg4WFlVnGzw8PAoS2TL5XLcv38fPXv2xI4dO3QRnkak8TGAvPJ6SHwLW9ZiqFlTvS1W8fHxmDFjBkvRaIlIsyLXsmxmK1U05efHbPv7wYMH9brLrMDJR/0HsbTi79GjR7hx40al5929e5eV59e2Xr16YeHChRVe17x48QK+vr7w9/dnLY7YtCJ0XPUY804m4nVGCQpKgI99Kt4a7WBOZZIJMTacJaZSUlIglUrh7Fz+htTZ2VmtQq6VWbhwIaytrcu+PoTCr3K5HBcuXMDChQuxatUqxls8tC040B5XQ/ywZXDlXYqepRbhUZJhrJq6cuUK0tIqLiArkUjg6urKWgzNq5vD1ET1hUSRVI6t19Kw/lIKazFok8C5Jvi2FbxefAEEbuzfTPv4KL8A9vbW/hZCXZMXqkiUykoAGbPl85ratm0bo5lZAAbRyYgvsVR5jCexgrhpHwhsXHQSizqfl+3atcPu3btZjMZ4DB48WOXKbIFAgMLCQqWrAPV5K2pJCpPucTyNVgAxNWHCBLWT+//88w9L0WgHj6fZpTTfUr3aOur63//+x7jumT4npmCi3g4Jnqk5BA5eWg9DLpdj+/btjM7VpGMqF2QyGcRiMWrVqqXynJKSEixbtgwdO3bE48ePWYlj+uE4vEgrvwvg5APVtVprOIhQu5p+1/QjhKjP6NPNM2fOLLcnOisry6iTUzKZDFOmTCnXaWPdunX45Zdf0LVrV53HIzLho4OfFTq1boyLNx8otIF+F1/PF6Lk5uZi1qxZOHHiRKXn5ufnIyEhAS4u7Nyc2pubIMjPEsfuVbxya0dkGsa11f9tOzweD5IWg1AUcwnFbx4AJYWAtKQ0aQIAMikKLu+AyP9jiGq1Yi2OkJAQfPnll0rHDZVcJkVRzAXIC3KVHufbuIInYO+jID8/H5MnT2Z8kT506FDWYtEWYfVGKHkZpbD6hO9QHZKWQ8Dj8SBNjYU05SV4pmYwcasLnpCdi2g7OzuYmJhUulVy165dGDBgACsxGCM3Nzfs2bMHI0aMQGrqf3WErKys4Ofnh/v37yt9XExMDAoKCvSyEDpPVHnRYhO3OhoX6WfSuZcH4PMG1tgblcH450oz36jVFVjXnXtlOcw6Hb6LZ24HExf2VqAAQJ06ddCrVy/s2rWr0nPd3PS3zqdaiUyBEOKmfVmpkTZt2jSltSiVSUlJQWpqql5vm5bL5fjmm28q3bb8VnJyMmbOnIl9+/ZpNY6UnBJcfq78+kSVtj7mWo2BEKIfOEtMOTg4QCAQIDExsdx4YmKiVgsGmpqafjD1qEJDQ/Hbb7/h+fPys6LFxcWYO3cuOnTowNlrUVwirTApVctRBF8n/buQf9fcuXPVaq2bnp7OWmJKJpMj6nXl++vT89hdCaNNPKEYpnU7wrRux9IaI+FryteekstQ9OAMBPaerNXsWb9+vcKYiYkJTp48iTt37uC7777D48ePUatWLYXVnvqq8M4JlMTeVn6QL4CoTntWnz8iIqLSFYZA6c3H119/rZNuVVUlsK4GcZPeKLwXBnl+JgAeBC6+EDfoBkCOghsHUPLmQdn5hQ/OQhI4EAI77d78PX78GB06dGBUv+vmzZuUmFJTjx49EBcXh4sXL0IkEmHNmjVISiqtdWdhYYHcXMWbKQ8PD71MSgGA0L0+ip9cUb5CUiCE0CMAorodWY/j5+6uiEkqxO03zGrEVLMUoqBYBrGQ80bSyknVq4Fl4hEAUe12rE4IvGVpqXp151tisRh9+vRhPRZNmVTzQ2F0KKOVvXwLewjstT/5nJycrFbdKD6fj59++gnz5s3TeaMUJkX7AaAk+TkKrjBLSr0VHR2NRuN/B9/MptJzD1T+qwcAkGlQxmNrRDqcrUQGMfFKCGGOs8SUSCRCkyZNEB4ejl69egEoXe0THh6OCRMmcBWWwTp48CCmT5+u8nhGRgZOnTqF7t276zCq/zx+EVfh8ZEt2V3SXlUZGRk4fvw44/MdHR0rXBpdVal5UsRlVn4x3NrbMGeVZGmvVRZEL3l9l5XE1N9//620vl1JSQlOnDiBatWqYe3atSguLoZQKMSoUaOwcuVKCAT62xVGVpCNklfKC+DyrJwhbtwDAivFDqhMMF3BkJ/A7OZTLpdj2+Z16M07pXaSWtcrJADAxNUfAhc/yHPTAKEYfNPSv7XiV3fKJaVKBwtQEHUE5h3GajWGhQsXMkr6ASjrKvmhU2flzVtv38mlmfYASv/e/TydkJyUiPfL+I2qX8L4OXT9e8u3sIO4SW8U3DxUPplibgtJi0EQmNtCLpdBXpQPCMWs1dPbfiOdcVIKAG68ysO4Pa/wxxD2Oq1VhcC5BqQJDLc4CYQQN2L3Oiw/Px+7d+9GdHQ0o46Gtra2er2FmmdqBtNGPVB468h/q6hVYWlbenR0NIqKmHevlclk+P3333Hp0iVcu3ZNL68TpMlMtvYqoeV6sE6WQjT2kODmK8X3hBoOIqWNfgBg+dkkDGxsCzuqNUWI0eB0+ikkJAQbN27En3/+iQcPHuDrr79Gbm4uhg8fDgAYNmwYZs6cWXZ+UVERoqKiEBUVhaKiIsTFxSEqKqrS7hgfgtWrV1d6ztSpU7FkyRIdRKMor6Di+lH+zvo5w/xWZmamylUJIlH5jjF8Ph/Tpk1jtcW1tZgPa0nFFzo2EgGmdDSMVT3vk1dwcSmv7MJUQ5s3b1Z5LDc3F0+fPi0rMl1cXIy1a9di8eLFrMSiLfLcdJUXkTwTEfiW7M821qkmgZ0Zs4vy7EIZ1lxgtyCwNvF4PPAt7MuSUgBQEv9I6bnynFStFzu+fPky43Nv376tdvc+opqzgx3WDfBEnf+vc+JhK8RP3VzwZSB7TRq0Qi5TXOGTm47CyIMoenwZeaG/I/fkMuSFr0ZxrOqublXx9w31t76Fx2QjWo1kli6Z1ukIninDSSBpMaQsdphNSEhAw4YNMXz4cCxbtgxr1qypNCnC1spubRK61YF5p4kwbdANpg0+BV/F5JSgGjsTgprWmYyMjFRrUlOXNNlezreuBr659psjLOzuBkeL8gmmj2ta4PBXNdDCS/kW5MISOSJi87QeCyGEO5ymmQcMGIDk5GTMnj277MP05MmTZVtkYmNjwef/lzt78+YNGjVqVPb9r7/+il9//RUff/wxzp49q+vw9UZ+fj6jAudyuRybN29Go0aN0KlTJx1E9h8XO3OkZyovZOhjL0RDN/2drQMAd3d3SCQSpdsRnZ2dMWzYMFy7dg329vbo168f6tdXf1ZeHSITPoKb2+H3c4o3uk09zRBY3RxfNLODizV7yTE2CezcAZEZUKR40WFSzZeV53x/CywTGzduxHfffcdCNNrBM7cDeHylnbhkaa+QF74GwhqBEHrUB0/NArNMJWUXIzOf+Sx2lKG3gK5olYmGRZJVcXd3x6NHyhNh73v8+DH69Omj1a63H7outa3QpbYVZDI5+PpeJPH/Fb9SvkpLlvEGRRlvyr6X52WiMOoIeEJTmLgw6+7GVFquZpMLDxMLUN9V/64V+Bb2MGs/BkUvo1Acc6HSrX3S1Jcar1StzPfff4+YmJjyzyeVQiQSqbXiRx/xTM0grN4QAMC3dUP+5e3lrhH4Vs4Q1WzJynN7e3ujd+/eOHDggNqPvXPnDme7FSrCV/d3kG8CUf0urMTi7yzGuf/VwtF7WUjIKkYTDzO09jEHj8dDCy9zXH2hPAFlz3DSixBiGDjfsD9hwgS8fPkShYWFuHbtGgIDA8uOnT17Flu3bi373svLC3K5XOHrQ05KAaX1AdSZ8Tp8+DCL0Si3vocVbFV8gNiameANg21pXFq4cKHKGlmvXr3CH3/8AUdHR/j6+sLOzk4nMQ1rZgfX9xJPAh5gwgc+qmlhsEkpAOAJTCBu8KlCy2cT9/oQOGt/RnTr1q14+fKl2o97tyiyPuKLLSD0aqzyuDwvA0XRocg7txmyAhVd+6roaUohpGqs/H//d9rQCN3qKh3nWzuDb6Hd1TQTJ05U6/yrV6/i5s2bWo2BDSUlJdi3bx/GjBmDr7/+GkePHoVcy9tHtMlQklIA1K6HVPT0mtZDaKXhFnMfB/2tF8oTSUqLxjN4ffmmFqzFoaprXEVJKa46N1eFwMoJ5h3GQlSvE4Q+zWDauCckbb9krckEUDoZrsn2Vj8/7SZ2taUk7p56D5CVoPBO5c1/NGVuKsCAxraY1M4JnrYi/BKeiG/2vwagvDmSr5MpmnpW3tCBEGI4aGOuEeDxeBg9ejTmz5/P6PyCggKWI1LkaSfCodE+WHEuGQduZ5SryxH5Kh/D/n6J0+Nq6uUFfmFhIXbs2FHhOfHx8di5cycAYMGCBZg6dSpGjBjBalyzjscrJPSkcuDqizwM3PIcy/u6oVeA9pdc64qJix/MOo5Dyeu7kJcUwsSpBgT2nqw817sJcHXoeuWhJkxqtkTx67tAseq/e3luOoofX4IpC7OhPvamEPABKcPO2SNb6PlWqEqYuNaG0KsJil9Elo3xxJYwbdST8c9gWqNo39E3lZ/0ntvL+sDBl2FVWnBTv+ubb77BqVOnyr7/999/sWzZMvz2229o0KCBzuMBgPjMIly7/QBpWXkwNzdHE38vTuKoKoFzTUhTXjA+X1Wtv6r4pr0zLj3PVas5R30XMZp46PdNqLyQWXKf7+ij9s9m8p7wIKEAhYUVl01QxlWUq7d10SrCE0kg8mmus+cLDw9XO0Hu6+uLnj2Zv/frkiwzsfKT3iPPSkJxQgyELK1cB4DzT3IwYsdLFFcyo/VFUzvW6uARQrjB+Yopoh39+vWDlRWzFs8dO7Lfded9abklyMyXwd9JrFAsFgCeJBfi4jN2VmxU1e3btyGVMr+AlslkWLx4MR4/ZlgMVQPZBVKcepil8rgcwNSDb5BdYDhd+ZThS6wgqtUKprXbs5aUAoCsLNWvpSr29vb46aefWIhGu4rvhVWYlHqrJJGdWn3OVkJ83pBZgvSzulZoU4O91QS6YhrwCczaj4FpwCcQN+sLs6DxEFhpt57X64wi7FCzVo+pCQ+N9HzbdERERLmk1FtxcXEYPHgwJyu+jt3NQMvfYhD7Jgk5OTlITEzE8XPXcCZG/fcNrgm9GoOnRm05vo2r1mOo6WiKE2NrYlwbB9RxZrYKytxU/7fsMP2M4oGd1X8PEjXbBj26lX5PBsjlchQ9vYbcsFXIObIQeZe2QZqq+1VemhQwHz9+PKv1RquCp2GtqBIV24G1IT6zmFFSCgCO3c9kLQ5CCDdoxZSROHr0KKOba5FIpJO2wC9SC/FnRBqeJBcgJUeKxymFKJbKUdHcRnwWO0WtqyovT7PiiidPnmStM19BibzSFShFUjkORWdiaDPdbC3UR0xngVtZJOCWGj+3mqUJDn/pAPO9/cH08piLmWa5TKayGLfCuSXs1B/JzJfiVTqzWfyj97KQXRiLP4dWN/iZUL6lA/iW7HUbjX6TrzTJX5HxbR31voNRRESEymMlJSVYs2YNNm3apLN4tlxNxdwTyovGT94fhx+6lKCgWI4OvpZwsxEpPU+f8ARCSD4ajrxTK4HiShIZAiFEvq1ZicPFWojpnarhkzpW6LGh8o6R117mIrdQqtcJKoGNC0zc6qEk7q7Kc/hWzqxtNysuUe8NwcFcgCkdnNGjvg0r8WhLccwFFD26UPa9LDUW+Vd2QNL2Swisq1XpZ6vTpbNJXglMTXgoVON1/uf379ErYyOjc3V9jSCq0xH5CTGVn/genoC9z5DvjsQxSkoB+nvPQAjRnH5foRLGzpw5w+i86tWrs16r405cPgZufY7cIsXMSUXP3NhDtzP5Tab+xei8vAtbNfr5609FYWts5c9xgPmumjIO5gI4W5ogMbviD+bYdMMudqorX7VywOlH2YhJYpZAsZYI4Gyln7OgCpj+vRflofj1PQjdlddI0tS8E/G4/Jx5cvfckxxcepZrFCun2OSuZhJkSNPS2h36zsGh4mTenTt3MGPGDERFRcHV1RXDhg1Du3btWInlYWIB5qlISgFARr4UUw6WbqcUnIjHtI7OGNuG/U6XVcUXCCFp3g/5EXvKraYUuNcDigsgy02HwNoZwpotq3zjX5kAhsXMTfg8CPRwq//7TBv3gMDRG8Wv70CW9hp4t8MsXwBRXfZWrJ9/ynzVuYUpHxHf+kEg0O+NE3JpCYqeKklWy6QofhoBQeMeOovF1swEo1vaY+3FFMZ1E9Py9Dh5UpQHmNkAam7XNamuum5lVZRI5Tj3hPnvcGN3/V79SwhRn35/IhHGmCabHj9+jCZNmmDKlCnIyMhgJZYl4QlKk1IV6d/IBrUc2StaWRWydPXruACltWbYkFsoRfcNTytNSgHML/o/dDZmJtgz3BtmQmY3Pi/SirD/dga7QWkBj88H1JjdLHml3fbwBcUyHL2n/nL7yFfUAroy9V0lCKzOvObOoTuZkKq7xIoD3bp1g42NjcrjOTk5OHDgAJ4/f45Lly5hzJgxGnXKYuJwdCbjTVdSGbDwdCLuJxhGV0mBvQfMO02EaeOeMK3fBWYdx0HSuCckgQNg3mEsxE16s56UAkprZFqJK78U7eJvCbFQ/y9ZeTwehJ4BMGs1FGZBEyD0bQ2Bkw9MqjeG5KMRMHH0Zu25n6Uyn4ji84Bnafo/cSUvzAFKlE8YyXJ023zkx5PxWHWBeVIKAFp4aVbon22y3HTkX9mhdlJKUK0WTOw92AkKzBtJWIn5mPCR/k+0EELUo/+f8oQRExPmN5/FxcU4cuQIJkyYwEosqtq6KtPATYLFPVyxuIcbK7FUlawgGxWv81KBb8JaO+jVF1IQ/abymkH1XMToUptZ3TECZBfKkFfM7P91YYkcUw68xqNE3TcSUBfPzIbxuXIVNwCaKpbK1dr28JYhd5TUpQ0DPdHF37KsY5HYRPVFfU6RjPGKQC5ZWlpi48aNcHJS/v6prN7f77//DplMvckQJjRJ5B29azh1T3gmIgjd60Ho3RR8DevNaMPgJhVvN2/gJsG8T7Vf64ptfLEFTP3bQdJiEMQNurJ2TfCWrxPzroVZBTLMP5HAYjTawTO1AETKJ9j4Wq7bV5HHyQXYdEW9RJgJH5gW5MxSRFVT/OKm2h06AUBU/xMWoillIuChayXXrGITHoY2s8ORr2qgpqP+dukkhGiGElNG4s0b9Vf1XL9+HXfvqq6FoCl7c+Y1IH7t5YaBTez0shsfAJTE3tbsgbISyKXsLOE+XknBR7EJD+PbOmDnl94QCvTzddVHCVnqzR5L5cDeW+ksRaM9wuqNGJ9r4lxTq89tKRao3UnL0cIEn9W11mocxqpYBtx5p9ZUQSVJwLvxhrGaJyAgABcuXMDYsWMr3doHlH7+paSkaD0OTRL7TLtPkv+EdHBCnwY2ZQlWPg/wsRfh+07O2DvCG4e/qgEHC6o8UZkxrdWraXfhWQ4KivX7F5YnMIGoZkvFAwIhRDUCdRbHxae5aj/G31kMUxP9vM2S5Wlw7cITQCBhd7Lzh0+qoaaD6m3qv/V1x4LPXOFlT0kpQoyRfr5jErWJxZptg3v9+rWWIwGGNmVebNtcpN+/grKqtMrmc1OktZG7BNOCqsFKrL9FYvXRnOOqa8mo8ihJ/1dMCb2bwqR6Q+Cd1gN8GxeAX/5Gj29dDULvZlp//rldXSpcyfM+IR/IMvBukrqy9VqqWgVg9b3w+fu++eYbnDx5EhJJxVuSLS0tK9z+p6nGHmYKN/s8AAMaWavc9vtpXVqlqi5TEz5+6+OOy9/4Yc9wb1yf4o8z//PFV20c0by6fm6F0kc5heolmUx4gJ7OCZYjqtkSpg26gW/lBIgkEDjXgqT1F+Cr0V2yqqwl6l+r6vPEoMptugIT8FR0l2SrPMW7nC2FODW+Fr7r5FTuukHAByZ+5IBP69CkFSHGzLCuUolKPXv2xLVr19R6DJ/PR9262i10DADj2joiLU+K7TfSUFgiBx+Aqsul+KwSve5kxLd2AaDBqilTC9a6in1axxqrLySrPN6VPrjVduFpDu4nqL/NSajnhWOB0pon4gbdIKvVGrLMRPDMbSGwcoIsPwslsbchK8iCwNYdJm51Wem2E+AmwdSOzvgxlNm2kTdZJfglPBFLe7trPRZjc+s1823TrtZCfGwABeXv3buH3bt3IyUlBc2aNYOdnR3y8yte6TVkyBCIROx8jnzXuRp61rfG2ospuB2Xh7S8Euy5pbz2lIUpH756WivRELhYC2kbbxXcT1BvoqRZdTOI9HRFz/uE1RtCWL0hZ8/fxd8K1pIEZOYznzTp5Ke/SWph9UYofnET8oLs8uM+zSGq0QJ5V3ZAnvnfZzbfvjpMG3bTSWwCPg9j2jjhq9aOiHqdj6wCKVr7WMBEjxN9hBDtoMSUnmPaOU4ul0PgWhvSNw8Y/2y+RwP0+p1ZNz+Aefc4AZ+HOV1dMLmdE15nFCHsURaWnVFMpJiJ+GrVROACT6zZjZyJO/MWxOqa8JEjbsTm4tpLxZvS1j7mGNiEu1ohhmrZv4kaPa6pjjtJVgXfzAb8d+pN8SVWEPm11clz13NV72b91MMsliIxLq4qOkMK+ICtRICU3NKbqBoOIqzq56H3F/YnT55ESEhIWR2p8PBwCIWqExVCoRCjRo3CxIkTWY3r3JMcHGFQOyqnsLTYf79G9B5cmfjMYvwZkYr7CQXwshMhONAeNRz0+3pA33nbq5ec9baj15spc1MB/hhcHRP3xuKNklWqYhNeua3UTTzMMLyFvS5DVAvP1BySNsEoenwJ0uTn4InM/j/5V7r13/zjkZCmxkKWmwa+dTWdNEJQiJHHQyM1SwEQQgwbJaaMBI/HA0+o3s2fiUcDlqIpZS0RwFoigbuNCP/czsTL9zrA+DuZQqTnN0qy1FcaPU5ewF4BXDMRH7uHe+PS81xEvMhFXGYxrCV8tPSyQEdfS72t16WvCopluPla/do7EiEPn9MNKCN7b2Wodb6+1uXQN8Oa2+PAnQyUvLcktU+ADRb2cMOt13kwNeEhwFXC2gpObZFKpfj5558VipsXF6su0FtcXIzw8HAMGTIEjo7sbOvJLpBi5XnVK1TfF5uu/53OuPYspRB9Nz9DWl7p/+tzAPbcSsffw7zR1JNuRDXV1scCtRxFeJzM7HfQ0ZJuAdTR1NMMl77xw78x2fjndgZikgphaybAoCa26Ohrif23M/AmqxiN3M3Qxd9K7ycC+GbWEDf4VOVxgb0nBCq29RFCCBvoU8mISFNeqnV+8cOzMGk1hKVo/mMtEeD3vu74fPMzvFtn8+brfEw9FIeVn7PXeraqeCLNtmXI87MrP6kKeDwe2vhYoI2P/m/N0XcmfB5EAh6KKukBbSMRIOP/l/F72gqxqIcbnCwNY9tJSfxDFD27Dnl+JgS2bhDWas16h6h3PU1Rb5tkz/q0HZWJADcJ1g7wxM+nEvA8tQhiIQ99G9hg9icuEAp4BlWf5/nz50hMVH/lYkxMDBYtWoSlS5eyEFXpdsm8Iua1ewJcDWcVJVdWnEsqS0q9lV8sx+KwBOwd4cNRVIaPz+ehg68VHidX3gjAhA/0DrBhPygjw+fzEORvhSB/xW16I1qqV3yeEEJIeZSYMiLyQub1RgBAmqb9wueqnHyQBWXNX47ezcTMTs5wtdbPOlMm7vVRFHMRkKlXjFlga3itrT9UJgIe6lQTIypO+aopf2dTzO3qgpbeFniaUojCEhn8ncQGszKt+OUtFN4+XvZ9SV4mShKfwqztl+Bb6uZC2s9JjFtKVqXZSASo5yLGxWf/dTxqW8Mc33bQzxbb+qizvxU6+VkiKbsElmIBzPS8oYQqFW3Zq0xoaCgWL14MExPtXtLsv52OWUeZd7x1MBeggy/DPe8fsKsvlHc4i3iZh7vx+ajnQsk9TeUz7LLnYiVEUk4JdTcjhBCiNwzzCpYoxbfSXYcSJjLzpbj6Ihc3XubitIqaMTI58DpD9VYNrvHNrCFu2gc8U+YrD3gicwh9mrMYFdG2qR1Vrx5q6GaGrAIZpDI5ajiYok41icEkpeRyGYoeXVA8UFKIoqdXdRbHqFb2ShMmX7dxwPZgbxz5qgaW9XbDka9q4O9h3gabXOEKj8eDs5XQoF+3qhQvl8vlkMsrXvGorpikAkw5GIecIuY/NyVXitsqEtzkPw4VdIccsOU5niSr34iClLIRM3sPeJVRjAFbnuOfqHSWIyKEEEKYMdyrWKJA6NVErfMFLn4sRQKsOJuEwKUPMWDLc/T94zmepCiveWBqwkMtR/2esTOp5gtxi0EAgxotPEtHSD76EnyJ/nZjIYra1LBE+1rKt0XuupmOr3bFYsCW58hXY0uPPpAX5ip03XlLlsGsS5421HIUY89wbwT5WcLWTIDazmIs7uGKsW1Kk+kBbhL0bWiLADdaKaEN6y4mo+kvD+Ez7y5aLn2I3TfTuA6pUs7OznB21mylXIcOHaq04kqZA7czINXgz33dReb1qD5UQ5vaqTyWUyjDpiuVb0UjysVlMp/ok8mBbw/E4fwTdksPGLPYtCJsupyCLVdTkZitv5OshBBiCGgrnxEpenpNrfOFLCWmjt3LxLIzSYzOHdDIFrZm+v9rWPL6LlDZjDyPD3GTXuU6nxHDYWkqqPD49dg8bL2Wiq/b6tfKxIrwhBLAxBQoUVyBwDPXbeH2+q4SbB5cvez7y89zsOJsEpwsTPBZPWtYiit+/YmigmIZlp1Jwr6odOQUytCupgVkcuD0o/9uNN9klWDaoTcoLJFjWHNuukQx7S6bz7MGoF6dKZ6ZLS7KfBk/B9PustmFmiWhcw0sec2FQU3tEJNcgD+uKk+Y3k8o0HFExoPhTr4ycgCrzifjo5q0BVVdGy+nYEFoAt5eGf4UGo+lvd3Ro561wayqJoQQfUIrpoyENCsJ8sx4tR4jV7NuElO7IpkvDd95Mx2LTutu5Yam5EUV1+/iSUq3/OmyoDTRrmsvldc9edepR8q3pOornsAEQp9mSg7wIOJou2mxVI5RO15i0NYXWHYmCTOOvEHbFTGIfkNboNQVcuA11l9KQWquFIUlcoQ+zC6XlHrX8jNJkMm0u91N22Q5aq7s4plA0v4r8M20Xyy/nYoVlJXp28BGu4EYqelB1WBpqvwS1NteP2tOGoLOSopyV+YeJQLV9jSlED+9k5QCgBIZMOmf1/Cedw+NlzzA/tu0TZIQQtRBiSljUaz+hYXA1o2FQFDWuYyJYqkcay+m4FB0BiuxaIvAwUv5Ab4JJG2HwyxoPExY3BpJ2OdgUfnKvawCGa4zSGDpE5HfRxD5fwyeqLROGt/KCeJm/SCw1103zIiXuRi14yU6rIxB741PFZIn6XlSTDsUp7N4jMGL1EIcv888UZqaJ9V4FZDOKFnZVyF5CXhSdrbPdKhlia511LvJr+Voij4NdbsS0VCJhXwMb6G4gk8o4GEUdTfTWLc6VuhRr3yiViLkwctOdbLPicFnHylvy9WKt5um5krxzf44nDawySxCCOESfRoZCb61CyAUM05Q8ayrgc/SVp62NcxxR83VD/tuZaBnfRtW4tEGE7c6KIm9DWnqy3LjojrtqQOfkfiimR1mHK64A9eT5EJ8/sdzBLhK8MeQ6nA0gAt6Ho8HkW8bCGu1BmRS8AS6jfns42yM2PGy0no99xMKEJtWBM8KbqDIf56mFlW6u/hdVqZ8lStU9IZczcSZiWnpFwv4fB7W9PPA6UfZ+DcmG+amfPSsb11aa65Y8YXn84DjY2uwEouxCmnvBImQj63XUpGYXYJG7hJM6eCM+q5Ua05TfD4PK/t5YEgzO1x4mgNbiQA9A2wQ9jALM44o/3z7qjUlAtX1IJFZEn3R6QR08qOao4QQwoReXKWuXr0aXl5eEIvFCAwMRERERIXn7927F/7+/hCLxahfvz6OHz9e4fkfAp6JEKZ1OzI8mQdxk16sxTKqpQN81FyKn13IzrZCbeHxBRC3GAjTBp9CUM0PJh4BkLT+grPtUET7BjWxQ0h7J0Y373fe5OMHNdrI6wMej6fzpBQALDuTxLiI9IE7tPWBKV9HU6hTxmRcWwf9r3vCV+/3k2/hAHkReysY+XweutS2wuKebpj9iQvqVpPAx155kXUfBxFEJnpxSWUweDwexrV1RMQUfzyfUxcHR9dAmxqabaEk5bXwMsfUjs7o4GuJH0/GY9mZRIgEin//bX3MMaiJ6mL0RDlPW2bNFuIzS1iOhBBCjAfnV1G7d+9GSEgI5syZg5s3b6JBgwbo0qULkpKUF8++fPkyBg0ahJEjR+LWrVvo1asXevXqhbt37+o4cv0j9GwIyUfDIfRqAhO3OjBt+BlMm/cDTM3LzuGJzCFu0gcCC/aK4NqZm+DwVzUw+5NqCPKzhJedCDyUziibq2hn3sFX/wtv8gQmEFZvBEnzzyFu1B0Ce0+uQyJaNqmdE37/3ANCBnW4Tz/KQq6eJ1T1gTqrJ387m4yYJKp3woSHrQh9GNQzMuEDY1rb4+u2+l//TuCs3oojWUYc8sJWoyQhhqWISr1ILcTIHS9R68d7eJCovMOsm5V2uwJ+aN4mTTPySrD4dAI+WfMEfTc/w87INMjVWRpIyrzJLELfzc9wKDoTSTlSFElLX0dbMwECXCWY/6kL/vrCi9sgDVS/Rsx2HDhb6v+qakII0Recv2MuW7YMo0ePxvDhwwEA69atw7Fjx/DHH39gxowZCuevWLECn3zyCaZOnQoA+PHHH3H69GmsWrUK69at02ns+khg4wqBTfmtZcJqvpBmJgIlReDbuoLHZ7/7laVYgJEtHTDy/2tFFPx/q5g7b/Lx5d8vy3UuqucixvBAbrpFEfK++SffoJhBvkkqKy12SirmYSNEbDqzOkByOXAoOhNTO4pZjso4LO7hhivPc1W2iO/ib4m1Azwh0PeVUv9P5NsG0sQnkOerUZdFJkVB1DGYd/JhZUVgTqEUA7Y+R0JWxSsfbsVR8f6qyi+Sof+W53iU9N82qRuxeXiYWIB5n9KWeXX9eS0NaXmKH2ZFJXLs/NILFpV0oiWqtfK2gKOFCZJzKn5fmNHJWUcREUKI4eN0xVRRUREiIyMRFBRUNsbn8xEUFIQrV64ofcyVK1fKnQ8AXbp0UXk+KSWwdobA3kMnSSllxEI+xEI+mlc3R/iEWghp74SBjW3xSy83/DPSh1rFE73wMq0Qz1OZJVGaVzeDtYR+byszUs1CxsVSWh3BlImAB39n1Um8QqnMYJJSAMAXW8Ks/VcQ1ghU74FFeZCmxrIS06E7mZUmpQAgt0hGK3uq6GB0Rrmk1FvbrqchXkXylaj2IFH56tPcIhlepilf+UeYSc8rQVqu6vcFsQkPCz5zQZfa2u8YSgghxorTFVMpKSmQSqVwdi4/o+Ds7IyHDx8qfUxCQoLS8xMSEpSeX1hYiMLC/y50MjMzAQBZWYbRKUNaqD+zsNlC7WxbsjDlY8Q73XiKpXIUS5n/bG39v9OX11Zbr6s2fOivrYzhfaWtRIBpHZ2RXaDb31t9eV0B5q9t3wY2yCmUYsvVVKTkSuFiZYLg5nb4/XwK8ooUl5y19TFX63UFPtzXFgACXMUIj8lWeqygSK72a/k+Ll5bk5qtwbNxQ1HUEYBh1z2ZtITR86j7nhCTzGxraStvc+So2fXwQ/69VSYyNk/puFQGXI/NRftazLb8G9vnGKDZa+tmrXx7qUjAg7VYoNF7g7G9tpr+zt6LL4CqORQegPAJtWAtUe81pteWPYZyz/c2TprkIB8qnpzD3/43b97Azc0Nly9fRsuWLcvGp02bhnPnzuHatWsKjxGJRPjzzz8xaNCgsrE1a9Zg3rx5SExMVDh/7ty5mDdvHjv/AEIIIYQQQgghRAtevXoFd3d3rsMgROc4XTHl4OAAgUCgkFBKTExEtWrVlD6mWrVqap0/c+ZMhISElH0vk8mQlpYGe3t78HiGs8WBa1lZWfDw8MCrV69gZUWtb7WFXlf20GvLHnpt2UOvLXvotWUPvbbsodeWHfS6sodeW83I5XJkZ2fD1ZVq6pEPE6eJKZFIhCZNmiA8PBy9evUCUJo4Cg8Px4QJE5Q+pmXLlggPD8fkyZPLxk6fPl1uxdW7TE1NYWpqWm7MxsZGG+F/kKysrOhDhgX0urKHXlv20GvLHnpt2UOvLXvotWUPvbbsoNeVPfTaqs/amuqSkQ8X5135QkJCEBwcjKZNm6J58+ZYvnw5cnNzy7r0DRs2DG5ubli4cCEAYNKkSfj444+xdOlSdOvWDbt27cKNGzewYcMGLv8ZhBBCCCGEEEIIIURNnCemBgwYgOTkZMyePRsJCQlo2LAhTp48WVbgPDY2Fnz+f80DW7VqhR07duCHH37Ad999h1q1auHgwYOoV68eV/8EQgghhBBCCCGEEKIBzhNTADBhwgSVW/fOnj2rMNavXz/069eP5ajIu0xNTTFnzhyFbZGkauh1ZQ+9tuyh15Y99Nqyh15b9tBryx56bdlBryt76LUlhGiC0658hBBCCCGEEEIIIeTDxa/8FEIIIYQQQgghhBBCtI8SU4QQQgghhBBCCCGEE5SYIoQQQgghhBBCCCGcoMQUqdTq1avh5eUFsViMwMBAREREcB2SUTh//jy6d+8OV1dX8Hg8HDx4kOuQjMLChQvRrFkzWFpawsnJCb169cKjR4+4DssorF27FgEBAbCysoKVlRVatmyJEydOcB2W0Vm0aBF4PB4mT57MdShGYe7cueDxeOW+/P39uQ7LKMTFxWHo0KGwt7eHRCJB/fr1cePGDa7DMnheXl4Kv7M8Hg/jx4/nOjSDJ5VKMWvWLHh7e0MikaBGjRr48ccfQSV3tSM7OxuTJ09G9erVIZFI0KpVK1y/fp3rsAghBoASU6RCu3fvRkhICObMmYObN2+iQYMG6NKlC5KSkrgOzeDl5uaiQYMGWL16NdehGJVz585h/PjxuHr1Kk6fPo3i4mJ07twZubm5XIdm8Nzd3bFo0SJERkbixo0b6NChA3r27Il79+5xHZrRuH79OtavX4+AgACuQzEqdevWRXx8fNnXxYsXuQ7J4KWnp6N169YQCoU4ceIE7t+/j6VLl8LW1pbr0Aze9evXy/2+nj59GgCoI7UWLF68GGvXrsWqVavw4MEDLF68GEuWLMHKlSu5Ds0ojBo1CqdPn8a2bdsQHR2Nzp07IygoCHFxcVyHRgjRc9SVj1QoMDAQzZo1w6pVqwAAMpkMHh4emDhxImbMmMFxdMaDx+PhwIED6NWrF9ehGJ3k5GQ4OTnh3Llz+Oijj7gOx+jY2dnhl19+wciRI7kOxeDl5OSgcePGWLNmDX766Sc0bNgQy5cv5zosgzd37lwcPHgQUVFRXIdiVGbMmIFLly7hwoULXIdi9CZPnoyjR4/i8ePH4PF4XIdj0D777DM4Oztj8+bNZWN9+/aFRCLB33//zWFkhi8/Px+WlpY4dOgQunXrVjbepEkTdO3aFT/99BOH0RFC9B2tmCIqFRUVITIyEkFBQWVjfD4fQUFBuHLlCoeREcJcZmYmgNIECtEeqVSKXbt2ITc3Fy1btuQ6HKMwfvx4dOvWrdx7LtGOx48fw9XVFT4+PhgyZAhiY2O5DsngHT58GE2bNkW/fv3g5OSERo0aYePGjVyHZXSKiorw999/Y8SIEZSU0oJWrVohPDwcMTExAIDbt2/j4sWL6Nq1K8eRGb6SkhJIpVKIxeJy4xKJhFapEkIqZcJ1AER/paSkQCqVwtnZudy4s7MzHj58yFFUhDAnk8kwefJktG7dGvXq1eM6HKMQHR2Nli1boqCgABYWFjhw4ADq1KnDdVgGb9euXbh58ybV4mBBYGAgtm7dCj8/P8THx2PevHlo27Yt7t69C0tLS67DM1jPnj3D2rVrERISgu+++w7Xr1/H//73P4hEIgQHB3MdntE4ePAgMjIy8OWXX3IdilGYMWMGsrKy4O/vD4FAAKlUigULFmDIkCFch2bwLC0t0bJlS/z444+oXbs2nJ2dsXPnTly5cgU1a9bkOjxCiJ6jxBQhxGiNHz8ed+/epZk6LfLz80NUVBQyMzOxb98+BAcH49y5c5ScqoJXr15h0qRJOH36tMJMM6m6d1dCBAQEIDAwENWrV8eePXtoC2oVyGQyNG3aFD///DMAoFGjRrh79y7WrVtHiSkt2rx5M7p27QpXV1euQzEKe/bswfbt27Fjxw7UrVsXUVFRmDx5MlxdXen3Vgu2bduGESNGwM3NDQKBAI0bN8agQYMQGRnJdWiEED1HiSmikoODAwQCARITE8uNJyYmolq1ahxFRQgzEyZMwNGjR3H+/Hm4u7tzHY7REIlEZTOfTZo0wfXr17FixQqsX7+e48gMV2RkJJKSktC4ceOyMalUivPnz2PVqlUoLCyEQCDgMELjYmNjA19fXzx58oTrUAyai4uLQkK6du3a+OeffziKyPi8fPkSYWFh2L9/P9ehGI2pU6dixowZGDhwIACgfv36ePnyJRYuXEiJKS2oUaMGzp07h9zcXGRlZcHFxQUDBgyAj48P16ERQvQc1ZgiKolEIjRp0gTh4eFlYzKZDOHh4VRThugtuVyOCRMm4MCBA/j333/h7e3NdUhGTSaTobCwkOswDFrHjh0RHR2NqKiosq+mTZtiyJAhiIqKoqSUluXk5ODp06dwcXHhOhSD1rp1azx69KjcWExMDKpXr85RRMZny5YtcHJyKldImlRNXl4e+Pzytz8CgQAymYyjiIyTubk5XFxckJ6ejtDQUPTs2ZPrkAgheo5WTJEKhYSEIDg4GE2bNkXz5s2xfPly5ObmYvjw4VyHZvBycnLKzdg/f/4cUVFRsLOzg6enJ4eRGbbx48djx44dOHToECwtLZGQkAAAsLa2hkQi4Tg6wzZz5kx07doVnp6eyM7Oxo4dO3D27FmEhoZyHZpBs7S0VKiBZm5uDnt7e6qNpgVTpkxB9+7dUb16dbx58wZz5syBQCDAoEGDuA7NoH3zzTdo1aoVfv75Z/Tv3x8RERHYsGEDNmzYwHVoRkEmk2HLli0IDg6GiQldrmtL9+7dsWDBAnh6eqJu3bq4desWli1bhhEjRnAdmlEIDQ2FXC6Hn58fnjx5gqlTp8Lf35/uGwghlaJPOlKhAQMGIDk5GbNnz0ZCQgIaNmyIkydPKhREJ+q7ceMG2rdvX/Z9SEgIACA4OBhbt27lKCrDt3btWgBAu3btyo1v2bKFisdWUVJSEoYNG4b4+HhYW1sjICAAoaGh6NSpE9ehEaLS69evMWjQIKSmpsLR0RFt2rTB1atX4ejoyHVoBq1Zs2Y4cOAAZs6cifnz58Pb2xvLly+nItJaEhYWhtjYWEqYaNnKlSsxa9YsjBs3DklJSXB1dcWYMWMwe/ZsrkMzCpmZmZg5cyZev34NOzs79O3bFwsWLIBQKOQ6NEKInuPJ5XI510EQQgghhBBCCCGEkA8P1ZgihBBCCCGEEEIIIZygxBQhhBBCCCGEEEII4QQlpgghhBBCCCGEEEIIJygxRQghhBBCCCGEEEI4QYkpQgghhBBCCCGEEMIJSkwRQgghhBBCCCGEEE5QYooQQgghhBBCCCGEcIISU4QQQgghhBBCCCGEE5SYIoQQQj5gL168AI/HQ1RUFNehEEIIIYSQDxAlpgghhBCiNVu3boWNjQ3XYRBCCCGEEANBiSlCCCGE6B2pVAqZTMZ1GIQQQgghhGWUmCKEEEI+ADKZDEuWLEHNmjVhamoKT09PLFiwQOE8ZSueDh48CB6PV/b97du30b59e1haWsLKygpNmjTBjRs3cPbsWQwfPhyZmZng8Xjg8XiYO3cuAKCwsBBTpkyBm5sbzM3NERgYiLNnzyo87+HDh1GnTh2YmpoiNjaWjZeCEEIIIYToEROuAyCEEEII+2bOnImNGzfiKp+dRAAAA8lJREFUt99+Q5s2bRAfH4+HDx9q9LOGDBmCRo0aYe3atRAIBIiKioJQKESrVq2wfPlyzJ49G48ePQIAWFhYAAAmTJiA+/fvY9euXXB1dcWBAwfwySefIDo6GrVq1QIA5OXlYfHixdi0aRPs7e3h5OSknX88IYQQQgjRW5SYIoQQQoxcdnY2VqxYgVWrViE4OBgAUKNGDbRp0wYvXrxQ++fFxsZi6tSp8Pf3B4CyxBIAWFtbg8fjoVq1auXO37JlC2JjY+Hq6goAmDJlCk6ePIktW7bg559/BgAUFxdjzZo1aNCggab/VEIIIYQQYmAoMUUIIYQYuQcPHqCwsBAdO3bUys8LCQnBqFGjsG3bNgQFBaFfv36oUaOGyvOjo6MhlUrh6+tbbrywsBD29vZl34tEIgQEBGglRkIIIYQQYhgoMUUIIYQYOYlEwvhcPp8PuVxebqy4uLjc93PnzsXgwYNx7NgxnDhxAnPmzMGuXbvQu3dvpT8zJycHAoEAkZGREAgE5Y693er3Ns53a1kRQgghhBDjR8XPCSGEECNXq1YtSCQShIeHV3quo6MjsrOzkZubWzYWFRWlcJ6vry+++eYbnDp1Cn369MGWLVsAlK56kkql5c5t1KgRpFIpkpKSULNmzXJf7275I4QQQgghHx5KTBFCCCFGTiwWY/r06Zg2bRr++usvPH36FFevXsXmzZsVzg0MDISZmRm+++47PH36FDt27MDWrVvLjufn52PChAk4e/YsXr58iUuXLuH69euoXbs2AMDLyws5OTkIDw9HSkoK8vLy4OvriyFDhmDYsGHYv38/nj9/joiICCxcuBDHjh3T1ctACCGEEEL0ECWmCCGEkA/ArFmz8O2332L27NmoXbs2BgwYgKSkJIXz7Ozs8Pfff+P48eOoX78+du7ciblz55YdFwgESE1NxbBhw+Dr64v+/fuja9eumDdvHgCgVatWGDt2LAYMGABHR0csWbIEALBlyxYMGzYM3377Lfz8/NCrVy9cv34dnp6eOvn3E0IIIYQQ/cSTv19IghBCCCGEEEIIIYQQHaAVU4QQQgghhBBCCCGEE5SYIoQQQgghhBBCCCGcoMQUIYQQQgghhBBCCOEEJaYIIYQQQgghhBBCCCcoMUUIIYQQQgghhBBCOEGJKUIIIYQQQgghhBDCCUpMEUIIIYQQQgghhBBOUGKKEEIIIYQQQgghhHCCElOEEEIIIYQQQgghhBOUmCKEEEIIIYQQQgghnKDEFCGEEEIIIYQQQgjhBCWmCCGEEEIIIYQQQggn/g/byMowQWS/BwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax, ax2) = plt.subplots(2, 1, figsize=(12, 5))\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " breaks,\n", " normalize=True,\n", " add_stats=\"Mann-Whitney\",\n", " exp_condition=\"CSDS\",\n", " verbose=False,\n", " ax=ax,\n", ")\n", "\n", "deepof.visuals.plot_enrichment(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " breaks,\n", " normalize=True,\n", " bin_size=125,\n", " bin_index=0,\n", " add_stats=\"Mann-Whitney\",\n", " exp_condition=\"CSDS\",\n", " verbose=False,\n", " ax=ax2,\n", ")\n", "ax.tick_params(\n", " axis='x',\n", " which='both',\n", " bottom=False,\n", " top=False,\n", " labelbottom=False)\n", "ax.set_xlabel(\"\")\n", "ax2.legend().remove()\n", "plt.title(\"\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "62d8c318", "metadata": {}, "source": [ "We can see how, as expected, there are many more differences in the first time bin than in the entire time series. Moreover, we see a few clusters (1 and 5, for example) that are highly enriched in stressed animals in the first time bin, but not different at all when looking at the whole time series. We'll visualize what these are at the end of this tutorial." ] }, { "cell_type": "markdown", "id": "0950730c", "metadata": {}, "source": [ "### Exploring cluster dynamics across conditions" ] }, { "cell_type": "markdown", "id": "782f888f", "metadata": {}, "source": [ "Aside from exploring cluster enrichment, DeepOF provides tools to gain insight into cluster dynamics. That is, how transitions between different clusters look like. For example, we can have a look at the transition matrices per condition with `deepof.visuals.plot_transitions()`:" ] }, { "cell_type": "code", "execution_count": 22, "id": "4fbffdf3", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "# Transition matrices and heatmaps\n", "deepof.visuals.plot_transitions(\n", " my_deepof_project,\n", " embeddings.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " soft_counts.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " breaks.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " # cluster=False,\n", " visualization=\"heatmaps\",\n", " bin_size=125,\n", " bin_index=0,\n", " exp_condition=\"CSDS\",\n", " axes=axes,\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "4d616988", "metadata": {}, "source": [ "Here we can see heatmaps depicting how common transitions between components are. Rows and columns are clustered, to put clusters with common transitions between them together. As it may be hard to retrieve patterns from heatmaps visualized this way, the function can also represent them as graphs, where more common transitions are depicted with thicker edges:" ] }, { "cell_type": "code", "execution_count": 23, "id": "044d5613", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "deepof.visuals.plot_transitions(\n", " my_deepof_project,\n", " embeddings.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " soft_counts.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " breaks.filter_videos(my_deepof_project.get_exp_conditions.keys()),\n", " visualization=\"networks\",\n", " silence_diagonal=True,\n", " bin_size=125,\n", " bin_index=0,\n", " exp_condition=\"CSDS\",\n", " axes=axes,\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d02fe324", "metadata": {}, "source": [ "We can see how clusters 2, 3, 4, 7, and 8 form a tight cluster for non-stressed animals, whereas 0, 1, 5, and 9 do so for stressed animals. Interestingly, cluster 6 seems to act like a bridge in both cases. This means that transitions between clusters enriched in a certain condition are indeed more common than transitions between clusters enriched across conditions." ] }, { "cell_type": "markdown", "id": "61ac3030", "metadata": {}, "source": [ "Moreover, we can explore how the overall behavioral entropy (which measures how predictable behavior for a given animal is) compares across experimental conditions. To obtain these values, DeepOF runs a set of simulations on the transition matrices depicted above, until the population of clusters converges to a stationary distribution. Entropy is then computed on this distribution for each animal, and the obtained values per condition are compared. The function that allows users to run this analysis is `deepof.visuals.plot_stationary_entropy()`, and it's executed as in the cell below:" ] }, { "cell_type": "code", "execution_count": 24, "id": "576c91cb", "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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5WojINRo1QXLbtm2xePFiV8dCRERERNQiGY1GFBQUoKioCKWlpSgvL4dWq4XBYIDZbIbFYoFEIoFUKoVSqYRSqYRarYZGo4FGo4GXlxc0Gg3UajVUKpXdhXz15yguLkZBQQGysrJw9uxZnDx5EklJSaioqKi1v0WugTGsGwyhXQGpHAAgSEUIMoVtKEZ1Mi9fmCpKarUHdR/s1Hvh3a4rik7sq9Xu066r3esSLWbkHfql3mMJUhmUfqE4v3sjcv78ztauK8hCyekj6PLgy5Cp7OtFaMKiUZx8oPaxZHKogtrYtekKs5H85RK7YS55B7bY6nDoOg6DoeIClFmHICvJgk6nqzPWs2fP1vtaiMg1GpWkKC4uxl9//YW8vDxYLBa7bQ899JBLAiMiIiIiak6iKCInJwdnzpzB2bNnkZGRgaysLGRnZ9vNmNFUgiBAoVBAJpNBEASIogiDwWCriVBvjBBg9msDY3BHmPxjgBpFJyUyOYK6XYcLx3bUemzEwLEoOX0EpWlHrZEgsNtAhPW72an4I64bi9Kzx2HWXupRIZGrEHn93Xb7Ze36BhZj3Rf9ABAcfwMgkSD34JZa2wwl+bhwbAfC+99a4zE3Ij9xG4xlhXbtodeMqjVsJHPHl3XW4Wh300QAgMUrGNq4UZBUXIDyzD7g+HGHsRoMBqSlpaF9+/b1viYiahqnkxQ//PADHnjgAZSXl8PX19cuWyoIApMURERERNTiiaKIrKwsnDx5EqdOnUJycjJSU1Md9lhwx3Pr9Xro9foG7W+RqWH2CYPJPwpmv7YQ5ep6929zw/0wactRnHIIgAhBJkdY39EI6X0jQnrfCG1+JvTFOVCHREHpH+Z0/PrC7Bo9NQSE9h0Nr4gOsJhN0BVkwWIyIc9B4sFKIlci/No7ENbvFlScT3HY8wOAw6ErMrU3Ot//InL+/AFl6f9AqvZGcPxQBPccarefKIooTTvm8LglZ47WarN4BQM9b0dIdj7yj/1ht02j0SAtLQ2PPPIIoqOjMWjQIAwaNAhdunSBVFr39KdE5DynC2fGxcXhlltuweLFi6HRaNwVFzXQDTfcgN69e+ONN95o0P4snElERESt0YULF3Dy5Em7pby8vEGPtcjVEBXesCi8IMrVEGVKiFIlIJVBlMgAQQAgAKIIiJaqYoxmEwSLCTAbIFiMEExGCGYDYDFWtVvMF/cVIQoCIEghSuVVx5ZrICq9YVb5w6IJgKjwvvgcztGX5MNQWgB1cNu6C1NaTJDoHdeYcMRs0OPYugUwG2r3kJB7B8BYXnT5gwgSdJ/wLNQBVQkSfVkR/l7/ChwV9VT4BCKo5/UQLYB/pwRowmIaHCsAJL71OCwOYlUGRqD7o0sdPkYURVw4tgMFf++EqCtDQGAQ2oUFQKmoPb2pr68vrrnmGiQkJKBPnz5o06aNw6E8RK2dWwtnZmVlYebMmS5JUEycOBHr1q3DkiVL8Nxzz9naN23ahLFjx8LJ/EmjCYKAb7/9FmPGjGmW5yMiIiIi97AO2Th9+jRSUlKQkpKC5ORkXLhw4bKPtci9YNEEwqwJgEUdAIvaHxalr63ew5VG6RcCpV9IvftI9GXwOv5tg4+Zn5/vMEEBoGEJCgACRASe2w1JVtVQFS8AwcFBDv9GhrJCZO+tqlWR8+d3COt/K9oMGd/geIO6DUJ+4tba7fXU4RAEASG9bkRIrxttbUZDJcSiNMgK0yAtz4M1DVFaWort27dj+/btAIDAwED06NED3bp1Q+fOndGpUyd4ezd85hIiakSSYtSoUTh48CBiY2NdEoBKpcKyZcvw+OOPIyAgwCXHdAeDwQCFg+wpERERETW/yspKZGdn4/z58zh37hwyMzNx9uxZpKenN2jIhkWmhsU7GGavEJi9gmHRBF12GMXVpOTMURQm7YGoq0CowoCwsDBIatS3cMQVPyKKoojCwkIEBwfb2iIjIxuUSMr9azMCOvdvcI+KyCHjoS/JrzbsQ0BA12udrsMhKjQwhnWHMaw7BKMW0uJzkJVkQlaaBcF8qZZIYWEhdu7ciZ07d9raIiIiEBsbi+joaLRr1w5t27ZFREQEAgMD2euCyAGnkxS33nor5s6di6SkJPTs2RNyuX1m+Y477nDqeCNGjEBqaiqWLFmC5cuXO9xnw4YNeOmll5CamoqIiAg88cQTmD17tm17TEwMpkyZgtTUVHz99dcICAjACy+8gClTpgCoSjDMmjULGzZsQFFREcLCwjB16lQ8//zziImJAQCMHTsWABAdHY2zZ89i4cKF2LRpE2bMmIFXX30V6enpsFgsKC4uxpw5c/Ddd99Br9ejb9++WLVqFXr16gUAOHr0KJ566ikcPHgQgiCgU6dO+OCDD9C3b1+kp6djxowZ2L17NwwGA2JiYvDaa6/hlltuAQAcP34cc+fOxa5du+Dl5YWRI0di1apVtg/wiooKTJs2DRs3boSPjw/mzJnj1HtNRERE1NJlZ2cjJycHFRUVKCsrQ2lpKYqLi22zXly4cAF5eXkNHqoBAKJUAbMmqCoZcTEpISq8GjWE4mpwfvcG5Pz5vW29GMCZM2egUqng7++PqKioOn+cCwwMhEQiqVU8vyksFguys7MbvH9xyuEGJymkChU6jpsNbf456IpyoQ5pC1VAeCMjrSLK1TCFxMEUEgeIFkgqLkBWmg1peU5VLwuzfQHU7OxsZGdnY8+ePXbtCoUCoaGhCAkJQVBQEAIDA+Hn5wc/Pz/4+PjAy8sLgYGBaN++fatOZoiiWO+sK41R1ww71DI4naSYPHkyAOCVV16ptU0QBJjNZqeOJ5VKsXjxYtx///2YOXMm2rZta7f90KFDGD9+PBYuXIh7770Xe/fuxb///W8EBQVh4sSJtv1WrlyJRYsWYd68efjmm28wbdo0DB06FJ07d8Zbb72F77//Hl999RXatWuHc+fO4dy5cwCAAwcOIDQ0FJ988glGjx5tV/gmNTUVGzZswMaNG23t99xzD9RqNbZs2QI/Pz988MEHGD58OJKTkxEYGIgHHngAffr0werVqyGVSpGYmGhL5EyfPh0GgwE7d+6El5cXkpKSbN2/iouLMWzYMEyaNAmrVq2CVqvFs88+i/Hjx2Pbtm0AgLlz5+KPP/7Ad999h9DQUMybNw+HDx9G796963x/axZlKi0tdervQ0RERNRcNm3a1OA6W3WxKLxgUV8csqEJglkTBFHpc9mERMmZoyg6uR+ACP9OfeHXMaHJFzGaf76DYNQ26RiuptfrkLt/R612k8mE8vJylJeX48KFC0hISKj1YyQAyGQyxMXF4dSpU43uVSGVSu16UKekpCA/P7/Bj1fmJ8Er0XGhzbrYJjFNTwXSnXooRLkald3vdLxRkMDiHQqDdyiAXlVJC10JpOX5kFRegLSiABJtUVUdkhoMBgMyMzORmZlZ7/Pffvvtdj/QtjY6nQ7XX3+9S4/Zq1cvfPjhh0xUtFBOJylcmTW1Gjt2LHr37o0FCxbgo48+stv2+uuvY/jw4XjxxRcBVBXuTEpKwmuvvWaXpLjlllvw73//GwDw7LPPYtWqVdi+fTs6d+6MjIwMdOrUCYMHD4YgCIiOjrY9LiSkapyev78/wsPts6oGgwHr16+37bN7927b1KtKpRIAsGLFCmzatAnffPMNpkyZgoyMDMydOxddunQBAHTq1Ml2vIyMDIwbNw49e/YEALshM++88w769OmDxYsX29o+/vhjREVFITk5GZGRkfjoo4/w3//+F8OHDwcArFu3rlZSp6YlS5bg5ZdfrncfIiIiopZg9+7dTj/GrPKH2b8tTH5RMHsFN6p+ROb2L5B36GfbemHSXgT1HILoUY85fazqBKMWEmNlk47hamUX8i6bXNDpdMjOzka7du0cbg8LC4O/vz/y8qqOJZFIcPr0aYf7tmvXDhkZGbZ1QRDsZsQwGo3Izc116jWEBQU06/vq1NWPILlYzyQAQFxVmyhC0JdBVpoFWVEGZKVZTj3/7t27W3WSwh2OHj0KnU4Htbr1DPG6kjidpHCXZcuWYdiwYbWGMJw4cQJ33mmfuRw0aBDeeOMNmM1m2wdcfHy8bbsgCAgPD0deXh6AqgKdN910Ezp37ozRo0fjtttuw8iRIy8bU3R0tC1BAVSdzOXl5QgKCrLbT6vV2j6YZ82ahUmTJuHTTz/FiBEjcM8996BDhw4AgJkzZ2LatGn49ddfMWLECIwbN84W99GjR7F9+3aHhXVOnz4NrVYLg8GAAQMG2NoDAwPRuXPnel/D888/j1mzZtnWS0tLERUVddnXTkRERNTcunTpgoMHDzr1GKmuGNKcYihyjlcVvlT7w6IOsPWksKj8gXpqLegKztslKKwK/t6J4Pgb4RVRdx02UbSg9Mwx6AqzoQ5pC5/oHna/zIpytXMXuM1ApvZp0H5lZZdm/MjPz0dGRgYqKirg5eWF6OhoBAcH232nVKlUOHv2bK16IBkZGZBKpQgLC4NGo0FISIjdUBK9Xl9n0kSj0cBgMMBkquqFIJFI0KFzNyh9g5r1fXW6VonZBGnlBUgqCiCtrOpJIdEWV8360ghdu3Zt1OOuFiqVCrt27XLJsbRabYOuA8mzGpWk+OOPP7BixQqcOHECANCtWzfMnTu3Sd1whgwZglGjRuH555+36yHRUDW7owmCYOv1kZCQgLS0NGzZsgW///47xo8fjxEjRuCbb76p95heXl526+Xl5YiIiMCOHTtq7evv7w8AWLhwIe6//35s3rwZW7ZswYIFC/Dll19i7NixmDRpEkaNGoXNmzfj119/xZIlS7By5Uo88cQTKC8vx+23345ly5bVOnZERARSU1OdeDcuUSqVtl4fRERERC3Zo48+ivj4eOTk5KC8vBxlZWUoKyuzq0lRUFAAg8FxV3+JsQISYwVQ7ZdqUZDCogmAWRN8sSZFMCxqf0CoSlyUZSTVGU9Z+j91JimMlaVI/eY1aPMu9RLwiuyIjuNmQ6rUQBRFFLW5DhKFEnJNy5n2XSZaoDx7DvrC+mtAWL8/5ufnIynp0ntUXl6Of/75B927d7crfBkcHAy1Wo2jR4/CaLSvyWA2m1FeXm7Xw9hKrVZDJpPZEhHVBQcHo127djjv1REWqRK+7eMhU3vj8mVRm5lJB1lpDqRlOZCW50JSWQjBwXSqjkgkEgQGBtoWf39/+Pr6wtfXF97e3ggICMC1117r5hfQsgmCwB4PrYzTSYr//ve/eOSRR3DXXXdh5syZAIA9e/Zg+PDhWLt2Le6///5GB7N06VL07t3brndA165daxWZ2bNnD+Li4uzqR1yOr68v7r33Xtx77724++67MXr0aBQWFiIwMBByubxBtTQSEhKQk5MDmUxmK7jpSFxcHOLi4vD0009jwoQJ+OSTT2yFOaOiojB16lRb4c41a9bgiSeeQEJCAjZs2ICYmBjIZLX/LB06dIBcLsf+/fttXe+KioqQnJyMoUOHNvh9ICIiImqpJBIJ+vfvX+8+oiiipKQEubm5yM7ORlZWFrKyspCRkYH09HS7HgAAIIhmSCsuQFpxAbhY9kCUyGwJC4Wp7kteqbruqSPP7/zaLkEBABXnU5G9dxN8Y3vh3NZPqxIBggC/2N5oN+rRFpGsEAQJOt71NNI2f4DKbMdDNARBQEREBADYDdWoLiMjwy5JYTQaHSYorEpLSyGKYq0aAFKpFNHR0Q6HixQVFaFNmzYI7Nj74vCJFkK0QFqeD2nJOchKsiCpLEB9lQ0kEgnatGmDmJgYREVFISoqCpGRkQgPD0dQUJDD7/5ErZnT/yJeffVVLF++HE8//bStbebMmXj99dexaNGiJiUpevbsiQceeABvvfWWrW327Nno168fFi1ahHvvvRf79u3DO++8g/fee6/Bx3399dcRERGBPn36QCKR4Ouvv0Z4eLit90NMTAy2bt2KQYMGQalU1jkV6ogRIzBw4ECMGTMGy5cvR1xcHM6fP4/Nmzdj7Nix6N69O+bOnYu7774b7du3R2ZmJg4cOIBx48YBAJ566incfPPNiIuLQ1FREbZv327rvjV9+nSsWbMGEyZMwDPPPIPAwECkpqbiyy+/xIcffghvb2889thjmDt3LoKCghAaGor58+c3aKooIiIioquFIAjw9/eHv79/rWGv1qktz5w5g9OnTyMlJQXJycm2gum2Y1hMkJXlAGU5iDCbkSGX17q4lipUCOjYp844ipL/ctheeGIf8o9ug2gyWoNCyekjSPv+HcTdN68Rr9j1lP5h6PLAS9AV5cBUUYyCxK0oTDkM0WyCOjACbQePAaI6owJA5Z69Do9RoTOgosdY23rOkW11JigAQKb2RmXPuxxuC+gBRBz4Gdl/2Q+7KSsrwz+Zheg4sGFDVNzKYoG07DxkhWchK86AxOR4tglBEBATE4OuXbuiS5cuiIuLQ/v27dmzmcgJTicpzpw5g9tvv71W+x133IF585r+wfvKK6/gf//7n209ISEBX331FV566SUsWrQIEREReOWVV5waEuLj44Ply5cjJSUFUqkU/fr1w08//WS7wF+5ciVmzZqFNWvWoE2bNjh79qzD4wiCgJ9++gnz58/HI488gvz8fISHh2PIkCEICwuDVCpFQUEBHnroIeTm5iI4OBh33XWXrXCl2WzG9OnTkZmZCV9fX4wePRqrVq0CUDU39J49e/Dss89i5MiR0Ov1iI6OxujRo21xvvbaa7ZhIT4+Ppg9ezZKSkoa8S4TERERXX0EQUBQUBCCgoLQr18/W3tFRQWSk5Nx6tQpnDhxAidPnrQVa5RKpejRowdOnjwJrbZqJg6lUokuXTrDP2ljVZ0LlQ9EhTcsCg1EuQaiTAmIjqsiWAy6SwmKasozT8H09xZ4+fhWzfRgMQOiBYIoQhQEQJBClMoBmRIWuQai0gsWlT8sKl/b0BRXUwWEAwHh8G7bBW0NeliMWsi9/Kteh3WfoLaozE2r9Vh1cFu73g26irJa+1QX3HtEvb0hdGWOv9OWnjsFQ3kJFL5BDre7lShCUlkA+YUUyArPQGLSO9ytQ4cOuOaaa9C7d2/07NkTPj4tIKlCdAUTRCfnDurYsSPmzp2Lxx9/3K79/fffx8qVK5GSkuLSAMm1SktL4efnh5KSEvj6er7LIREREZEnFBYW4uTJkzh16pRtycjIgCiK8PHxuezUhKdOnUJOTk6tdo1Gg8pKxzNP9OzZE4GBgU7FKUqkMHuFwOwdBpN/FCxewW5LWjhSnHoYZza9BdjVWBAQO/ZJ+He41NPkwtHtyPhtrcNjBPa4HtEjH4VQTw/g1A2vozTtqMNtXR5eBE2I45lG3MJshLzgNOT5pyCtLKi1WaVSoX///hg4cCD69+9fq6g+tVxardZWR3HXrl2sddGMnLkOdbonxezZszFz5kwkJibiuuuuA1BVI2Lt2rV48803GxcxEREREVEzCgwMxHXXXWf7PgsABQUFSE1NRVpaGs6ePYtz587h3LlzKC0trfX49u3bo6yszG42Cx8fH4SGhjqsryCRSBr1C7tgMUNWlgNZWQ6U2UdhkalhCoqFMbgjLBr3Xxz7d0xA7JiZyN3/I7QF56EOboPwAbfDr0Nvu/0Cul6H3IM/Q1+UU6s9ZvSkyz6Pb0x3h0kKuXcA1EFtm/QaGkowaiHP/QeKvJMQzPbFWRUKBQYNGoQbb7wRAwYM4PANIjdyuicFAHz77bdYuXKlbXaPrl27Yu7cubWmCqWWhz0piIiIiJxTWVmJnJwcFBQUoKioCCUlJSgvL0dlZSWOHDmCnJwchIeHo0uXLhBFEe+8806tgpOPPfYYZs6cCbVaDbVaDYVCAZlMBolEArPZDIPBAK1Wi+LiYly4cAFZWVlIT0/HyZMnHfbYAACTTziMYd1h8m8HXKbnR3MwVpQiZ//3KDmdCKlChcDugxGaMLLeHhRWZoMeKV8tRWXOGVubIJEi5rZ/IyCurzvDhmDUQpF9FPL8UxAs9sX0u3Tpgttuuw033HADvL3rLqRKVwb2pPAcZ65DG5WkoCsXkxRERERE7lVWVoZ3330XW7ZsgZ+fHx599FGMGTOm0cfLz8/HgQMHsHfvXuzfv7/2FJ/qQBja9GkxyYrGspgMKEzai7JzJyHX+CKo5xCog93Yi8JshCL7GBS5/1TVCblIJpNh2LBhuPvuuxEXF+e+56dmxySF57g1SXHgwAFYLBYMGDDArn3//v2QSqXo29e9mU5qGiYpiIiIiK5cZWVl2Lp1K7799lukp6fbbTP5hEPfbkCzDAO5ookiZAWnocw8AIlRa2tWqVS4/fbbMX78eISEhHgwQHIXJik8x5nrUKer7kyfPr3WNE4AkJWVhenTpzt7OCIiIiIiaiAfHx+MGTMGa9euxZIlS+ymYZWV5UDzz/dQZuwHzHVPB9qaCbpSqJN/hjptpy1BIZPJcNddd+Hzzz/H9OnTmaAg8jCnC2cmJSUhISGhVnufPn2QlJTkkqCIiIiIiKhugiBg4MCBuPbaa7F7926sXr0a58+fhwARitx/ICtKh6799TD7Rng61JZBFCHPOwFl5gG7uhODBg3CtGnT0LZt8xTnJKLLczpJoVQqkZubi9jYWLv27OxsyGROH46IiIiIiBpJEARcf/31GDBgAL766iusW7cORqMREkM51Ke2wBjeA/o21wASqadD9RjBWAnVmZ2QlZ63tYWFheHpp5/Gtdde68HIiMgRp4d7jBw5Es8//zxKSkpsbcXFxZg3bx5uuukmlwZHRERERESXp1Ao8K9//QuffPIJ4uPjAQACAEXOcWhOboagqz2NamsgLT0PzfHv7BIUY8eOxSeffMIEBVEL5XThzKysLAwZMgQFBQXo06cPACAxMRFhYWH47bffEBUV5ZZAyTVYOJOIiIjo6mY2m/H111/jo48+ss0EIkoV0MYOgdm/nYejayaiCHnOcSgzD0JA1eVOUFAQnn/+eRb6b8VYONNz3Fo4s02bNjh27BiWL1+Obt264ZprrsGbb76Jv//+mwkKIiIiIiIPk0qluO+++/Duu++iTZs2AADBbIAm5Xcosg4Dzv1GeeWxmKA68wdUmQdsCYp+/frho48+YoKC6ArgdE8KurKxJwURERFR61FRUYFly5Zh586dtjajfzR0sUMAqdyDkbmHYNRCnfI7pBX5traHH34YDz/8MCQSp3+fpasMe1J4jlt7UhARERER0ZXBy8sLL7/8MqZOnWq7SJcXp0Nz4kcI+nIPR+dagrYEmqQfbAkKlUqFRYsW4ZFHHmGCgugKwn+tRERERERXMUEQcN9992Hp0qXw8vICAEi1RdCc+AGS8vzLPPrKICnPg+bkj5AYqhIvISEheOedd2y/mhPRlYNJCiIiIiKiVqB///5YvXo1IiMjAQASoxaaUz9BWpTh4ciaRlqSCc2pLZCY9ACADh06YPXq1ejYsaOHIyOixmCSgoiIiIiolWjXrh3ee++9S9OUWsxQp26FPO+EhyNrHFnBGahTfoNgMQMAEhIS8OabbyI4ONjDkRFRYzFJQURERETUivj7+2PFihUYPnw4AECACFX6PijOHbyiZv6Q55+C6swOCBdjHjJkCJYuXQpvb28PR0ZETSFryE4BAQEQBKFBBywsLGxSQERERERE5F4KhQLz589HWFgYPv/8cwCAMucYJMYK6GIGAxKphyOsnzznH6jO7bet33LLLZg9ezak0pYdNxFdXoOSFG+88YabwyAiIiIiouYkkUgwZcoUhIaG4s0334QoipAXnIZg1ELbcXjLnKJUFKHIPgpl1mFb0/jx4zFt2rQG/6hKRC1bg5IUDz/8sLvjICIiIiIiDxgzZgyCgoKwaNEiGAwGyErPQ3NyM7SdRkJUaDwd3iWiCEXmIShzjtmaHn74YUycOJEJCqKrSJNqUuh0OpSWltotRERERER0Zbn++uvx+uuvw9fXFwAgrSysmqJUW+ThyC4SRSjT99klKKZNm4ZHHnmECQqiq4zTSYqKigrMmDEDoaGh8PLyQkBAgN1CRERERERXnh49euDtt99GeHg4AEBiqIDmxGZIS897NjCLGaozf0CRfxIAIAgCnn76adx7772ejYuI3MLpJMUzzzyDbdu2YfXq1VAqlfjwww/x8ssvIzIyEuvXr3dHjERERERE1Ayio6Px7rvvIi4uDgAgmA1QJ/8Cef4pzwRkNkKd8jvkhWcAVNXRmDdvHu68807PxENEbud0kuKHH37Ae++9h3HjxkEmk+H666/HCy+8gMWLF+Ozzz5zR4xERERERNRMgoKC8MYbb+C6664DAAiiCNXZPVBm/AmIlmaLQzBWQnNyC2SlWQAAuVyORYsW4aabbmq2GIio+TmdpCgsLERsbCwAwNfX1zbl6ODBg7Fz507XRkdERERERM1Oo9Fg0aJFGDdunK1NkZsE9alfIBi1bn9+SWUhNEk/QFp5AQDg7e2NlStXYtCgQW5/biLyLKeTFLGxsUhLSwMAdOnSBV999RWAqh4W/v7+Lg2OiIiIiIg8QyqV4oknnsCcOXMgk1VNCigry4bmn+8gLctx2/PKCs5Ac+JHSAwVAIDQ0FC89dZbiI+Pd9tzElHL4XSS4pFHHsHRo0cBAM899xzeffddqFQqPP3005g7d67LAyQiIiIiIs+57bbb8PrrryMoKAgAIDFWQn3yJyjOHQQsZtc9kcUEZfo+qM/sgGAxAQC6du2K1atX23pyE9HVTxBFUWzKAdLT03Ho0CF07NiR2c0rQGlpKfz8/FBSUmKbYoqIiIiI6HIKCgqwaNEiJCYm2trMKn/oY66D2Se8SceWlOdBlbYLUl2JrW3UqFF4+umnoVKpmnRsIiutVovrr78eALBr1y6o1WoPR9R6OHMd6nRPivXr10Ov19vWo6Ojcdddd6FLly6c3YOIiIiI6CoVFBSElStXYvLkybbhH1JdMTQnf4IqdRsk2iKnjynoy6E68we8TvxoS1AoFArMmjULzz33HBMURK2Q0z0ppFIpsrOzERoaatdeUFCA0NBQmM0u7PJFLseeFERERETUVCkpKVi5ciVOnjxpaxMBmP2iYAjpDLNfJCCROX6waIG0LBfy/GTIis5AqHY50rVrVzz33HOIjo528yug1og9KTzHmevQOj456iaKIgRBqNWemZkJPz8/Zw9HRERERERXmE6dOuHdd9/Fjz/+iLVr16KoqAgCAFnJOchKzkEUpDB7h8Ki9oMo9wIgQjAbINGWQFKRB4lJb3c8X19fTJw4EXfccYetlwYRtU4N/gTo06cPBEGAIAgYPny43YeH2WxGWloaRo8e7ZYgiYiIiIioZZFKpbjzzjsxcuRIbNq0CRs3bkR+fj4AQBDNkJVlA2XZ9R7D19cXd955J+655x728iUiAE4kKcaMGQMASExMxKhRo+Dt7W3bplAoEBMTYzePMhERERERXf3UajUmTJiA8ePH46+//sLOnTtx6NAh5OXlOdzfy8sL/fr1w6BBgzBkyBAolcpmjpiIWrIGJykWLFgAAIiJicG9997LIjZERERERGQjlUoxcOBADBw4EKIoorCwEDk5OSgsLIRUKoVSqURUVBRCQkIcDh8nIgIaUZPi4YcfBgAYDAbk5eXBYrHYbW/Xrp1rIiMiIiIioiuSIAgICgpCUFCQp0MhoiuM00mKlJQUPProo9i7d69du7WgJmf3ICIiIiIioivd3r17ERMTg8jISGRmZiIjIwPXXXedp8O66jmdpJg4cSJkMhl+/PFHREREsKsWERERERERXXV0Oh1mz56NL774ArNnz8aUKVM8HVKr4HSSIjExEYcOHUKXLl3cEQ8RERERERGRxw0bNgwbNmzAvHnzEBwcjOHDh3s6pFbB6SRFt27dcOHCBXfEQkRERERERORxw4YNgyiKKC8vx6FDh5CQkGBr2759u6fDu6o5naRYtmwZnnnmGSxevBg9e/aEXC632875jYmIiIiIiOhKtm3bNgDA9OnTMWrUKBQVFeHdd9/1cFStg9NJihEjRgBAra4uLJxJREREREREV4tt27bZkhP33Xcftm7dyiEfzcDpJAW7thAREREREdHVTq1WY8WKFQCAlStXIj093cMRtQ5OJymGDh3qjjiIiIiIiIiIWgytVmub3WPWrFmc3aOZSBrzoF27duFf//oXrrvuOmRlZQEAPv30U+zevdulwRERERERERF5wrBhwxAYGMjZPZqZ0z0pNmzYgAcffBAPPPAADh8+DL1eDwAoKSnB4sWL8dNPP7k8SCIiIiIiIqLmwtk9PMfpnhT/+c9/8P7772PNmjV2M3sMGjQIhw8fdmlwRERERERERM1t27Zt2L59O/r374958+ZhwIABtjZyL6eTFKdOncKQIUNqtfv5+aG4uNgVMRERERERERF51LZt21BYWIj//Oc/KCgowNatWz0dUqvgdJIiPDwcqamptdp3796N2NhYlwRFRERERERE5ElqtRqvv/46gKrZPby8vDwcUevgdE2KyZMn48knn8THH38MQRBw/vx57Nu3D3PmzMGLL77ojhiJiIiIiIiImtXAgQNt99u0aYM2bdp4MJrWw+kkxXPPPQeLxYLhw4ejsrISQ4YMgVKpxJw5c/DEE0+4I0YiIiIiIiIiagWcTlIIgoD58+dj7ty5SE1NRXl5Obp16wZvb293xEdERERERERErYTTSQorhUKBbt26uTIWIiIiIiIiImrFnE5S6HQ6vP3229i+fTvy8vJgsVjstnMaUiIiIiIiIiJqDKeTFI899hh+/fVX3H333ejfvz8EQXBHXERERERERETUyjidpPjxxx/x008/YdCgQe6Ih4iIiIiIiIhaKYmzD2jTpg18fHzcEQsRERERERERtWJOJylWrlyJZ599Funp6e6Ih4iIiIiIiIhaKaeHe/Tt2xc6nQ6xsbHQaDSQy+V22wsLC10WHBERERERERG1Hk4nKSZMmICsrCwsXrwYYWFhLJxJRERERERERC7hdJJi79692LdvH3r16uWOeIiIiIiIiIiolXK6JkWXLl2g1WrdEQsRERERERERtWJOJymWLl2K2bNnY8eOHSgoKEBpaandQkRERERERETUGE4P9xg9ejQAYPjw4XbtoihCEASYzWbXREZERERERERErYrTSYrt27e7Iw4iIiIiIiIiauWcTlIMHTrUHXEQERERERERUSvXoCTFsWPH0KNHD0gkEhw7dqzefePj410SGBERERERERG1Lg1KUvTu3Rs5OTkIDQ1F7969IQgCRFGstR9rUhARERERERFRYzUoSZGWloaQkBDbfSIiIiIiIiIiV2tQkiI6OhoAYDQa8fLLL+PFF19E+/bt3RoYEREREREREbUuEmd2lsvl2LBhg7tiISIiIiIiIqJWzKkkBQCMGTMGmzZtckMoRERERERERNSaOT0FaadOnfDKK69gz549uOaaa+Dl5WW3febMmS4LjoiIiIiIiIhaD0F0NE1HPeqrRSEIAs6cOdPkoMh9SktL4efnh5KSEvj6+no6HCIiIiIiomah1Wpx/fXXAwB27doFtVrt4YhaD2euQ53uScHZPYiIiIiIiIjIHZyuSWFlMBhw6tQpmEwmV8ZDRERERERERK2U00mKyspKPPbYY9BoNOjevTsyMjIAAE888QSWLl3q8gCJiIhai8TERHzxxRf4+++/PR0KEV1FioqK8PzzzyM+Ph4DBw7E6tWrYbFYoNPp8P3332PDhg0oKyvzdJhERAAakaR4/vnncfToUezYsQMqlcrWPmLECPzvf/9zaXBEREStQUVFBW655Rb06dMH999/P+Lj43HnnXdCp9N5OjS6ihiNxgbvazKZYLFY3BiNa4iiiDVr1mDAgAHo3LkzZsyYgfPnz3s6rBZFp9PhhhtuwNKlS/H333/jzz//xL///W/ccccdaNu2Le68807cfffdiIyMxJdffunpcImInK9JsWnTJvzvf//DtddeC0EQbO3du3fH6dOnXRocERFRa/DSSy9hy5Ytdm3ff/89XnnlFSxevNhDUdHV4v/+7/+wdOlSpKWloXPnznjxxRfxwAMPONz31KlTmDVrFn7++WeoVCrcf//9WLFiBfz8/Jo56oZ59tln8dprr9nWk5OTsXnzZhw+fBgBAQG29nXr1mHdunUoLS3FTTfdhClTpkClUsFgMMBkMsFoNNa6bzQaYTKZ7Baz2Vxr3bpYLBZYLBbb/eptFosFoijaLdYkUM1kUPXv1zXvSySSOm+ti1QqtVv+/PNPHDt2rNZ7t3nzZrv18vJyPPjgg/Dz80Pbtm2hUCggl8uhUChq3ZfJZHaxERG5ktOze2g0Ghw/fhyxsbHw8fHB0aNHERsbi6NHj2LIkCEoKSlxV6zkApzdg4io5QkJCcGFCxdqtbdt2xbnzp3zQER0tfjoo48wadKkWu0bNmzAXXfdZddWXFyMrl27Iicnx679xhtvxLZt25ocS0ZGBlauXIk9e/agbdu2mDFjBkaMGAGgqpeHVqu1LTqdznZb11JQUICFCxfCbDbXeq5rrrkGHTp0gMFgQGJiIs6ePWu33dvbG3369IFE0ujybFeMlJQUp3qXxMbGwt/fH+np6SgrK4NSqUTbtm0RGhpq20cikdgSFkqlEkql0u6+SqWCUqlEeXk59u3bh9zcXISHh+PWW29FXFwcVCoV1Gq13a31vnVRKBRMhJDLcXYPz3Hr7B59+/bF5s2b8cQTTwC4lOH98MMPMXDgwEaES0RE1LpptVqn2okaqnovg5rtNZMUn376aa0EBQBs374dhw4dwjXXXAOgaoiFwWCAVqtFRUUFKisrHS5ardZ2m5OTg9WrV6OiogIAcOjQIXz33Xfo1asXgoODG1WIvaioyGGCAqhKiHh7e0Ov19dKUABVvQby8vIQHh7u9PNeaaoPz24InU6HxMREWw8Pg8GAEydOwGQyITIyEgBs9SzqG5JWXl6OxMRE29/ozJkz2LdvH+Lj4+Hv73/ZOCQSiV3SwrpoNBq7+9Z16/3q615eXlCr1fDy8oJSqWTSg+gK4XSSYvHixbj55puRlJQEk8mEN998E0lJSdi7dy/++OMPd8RIRER0VbvjjjvwxRdfOGwnaorU1FSH7adOnUJSUhIqKyttiYaaQ46qmzNnDsLCwmwJCGeTCqmpqbYERXUnT57EgAEDGnXxWN8voD4aFfwUFuTV08NXbSzC9eH+kEkAmUSETLh4KwFkggi5BJBevC8VAKnk4u3F/SQX70uFqvvWRSqIkMC6LkIQqorACQIg4OJivS+IqOuVi3b3BUAELABEsWqbaLcuwCwCFttyab0wToPHz0tRpnOc0Kn13qEc5x3UI8nOTMdN3YNgEiUwmgUYLIDBItjuGy0CDJZLryY9Pb1WEkkURaSlpaFPnz6XjcNisaCiosLhedMYEomkVuLCul791lFbzdtz587h448/RnZ2NgYPHoz77rsPSqXSJXESUSOSFIMHD0ZiYiKWLl2Knj174tdff0VCQgL27duHnj17uiNGIiKiq9rSpUuxd+9epKen29o6dOiARYsWeTAqaimsv1pbkwl13ZaXl9vWrW3+/v4oKCiodUxRFPHvf//brs1RLwqrM2fOwMkRwnZKS0sdtuv1eoTIKhDkrYRSJkIlFaG0LhJcui8VkVtUiT9PF8JktmBQB18MbO+NhUV+2JFsn4jwVkrw6V1qtPUvwt/nDbgt0XFMN7UHJndzzQWwKxjNInaeLkeJ1oTr2nsj3FdebWvj33sEAF9OjMHLW7LxV3olFFIBN3fzRedQJV7blofqf9Zpg4OxNdnxLB/lWgMmxxUj0KvuywdRBIwXkxfXHyh2uE9ZaSke7VIOnVmAwSxAbwb0ZgE6swB9tUVnFqCrtk1nFmARG98TwmKxoLy8HOXl5Y0+BlDVg+f48eO2niYffvghnnvuOTz00EPw9/e/bJKjeoKEQ1qIHHM6SQFUfXFas2aNq2OhRrjhhhvQu3dvvPHGG54OhYiIGqldu3Y4fvw4Pv/8c5w4cQI9evTAhAkToNFoPB0aNZLJZLIb7lBzCERd69WHT1jva7XaRicIwsPDayUpBEFAdHR0rX1DQkKQnp7usAv/uXPn0Dk6HP5eCqilIlQysf7bi/dVF++/nCPB1lO141PJBEztqYdGUX/PjG8TL2Dlb1m2S/Ufj+bjtp6BeOHmKARoZPj5nyJojRbEt9Fgxg2RgEyNzHIgwNcb8W28cCzLPhnhpZBgcFwwMsul9b+BzSQ1T4tnNqYht6xqBhapAEwcGIZHB7lmOIq/jzdWje+ECr0ZMokApbyqFkfPdgH4/UQRTBYRQzv5oXukF/7JPYvkPH3tY2hkKDUrUFl+6aI6QGHC9uRSHM3Soq2/HGN7+cNXJYVCKiLCT4bCytp/13BfGW6IrH38y7EmQKxJC61ZgM50KYGhtd432W+vfmvdR2uy7/XR8BhEpKSk1Cp2mpOTg2+++QZRUVFOHU8mk9n13qg5TKXm/fqGt6jVaiY86KrRqCSF2WzGt99+ixMnTgAAunXrhjvvvBMyWaMO53b5+fl46aWXsHnzZuTm5iIgIAC9evXCSy+9hEGDBkEQBHz77bcYM2aMp0MlIqJWytvbG1OmTPF0GK2KyWSCTqeDXq+HVquFXq+3jbOvft9axLFmIcfqhR5rLs5M9+lOkaFB8FH2QFp6JsoqKhHsp8HArpHoGKaCWqaFWipCLbu4SEV8a/DD//6qnaQQRRE3+mXigX6BjYrj8esCsT25BJYauZZbegbiP4lB9T7WaDTizz//rtWX4Me/C3FOEgV//x7oN7BqtgypVIrPMgFkXtrPO7oXgvXJtuK03t7e6NSpE15PahkFxEVRxMGDKaisvHTOmEXgo725OFAeZjdLiVsoqxIh1vet1Ks9BOForcRYQFgUXjp4KRaTyYSC04dxMudS7Zy3/sjDFxPbIy5UhYkDgjB3U1atp3u4f/1/77oIAqCQAgqpCJ+m9Cy5yGxBrWSG1nRxqXHfuj27WIedddQKKiwsdDpJYTKZUFpaWmdPI2cIglBn7Y7qbTULlFZfrAVMqxc0lcvll39yIhdzOqvwzz//4I477kBOTg46d+4MAFi2bBlCQkLwww8/oEePHi4PsqnGjRsHg8GAdevWITY2Frm5udi6davD7o91MRgMUCgUboySiIiodbBO42id4tHRrXWxTgXpaN1gMNS76PX6WovBYLAlIWr+GtqSqKQWqC/2RLDeai4mEtSySz0W1NVvZfbrKmlVfYUqbWs8g+NhDkmBdf8SK5c1/lfaATFeeOvuKCz7PQfnioxQywXcmxCAiYMiseBQ/Y8tLi6u829VUFAAf39/CIIAqdRxrwi5XI7u3bvDZDLBYrF47Ptc9ZlEqr8e6zAdR/Ly8tyfpKjBz88PPXr0wNmzZ+1m92jb1v4cOnfuHDJy7C/YL1SYsXBLNj5/uD3G9wlAYYUJq3dfQLHWDG+lBA/3D8Ljg4Kb8+XUSSoBvCQivOQNT3jklhnx2e+Ao45NvUMtWDKgCFqzxK7Hht39Gr05arYZG9G7w0oURVsvLFeSSqW1ZmGxzt5S837124Ys1hlirAt7gpCV00mKSZMmoXv37jh48KDtQ7OoqAgTJ07ElClTsHfvXpcH2RTFxcXYtWsXduzYgaFDhwIAoqOj0b9/fwBATEwMAGDs2LG2bWfPnsXChQuxadMmzJgxA6+++irS09NhsVhQXFyMOXPm4LvvvoNer0ffvn2xatUq9OrVCwBw9OhRPPXUUzh48CAEQUCnTp3wwQcfoG/fvkhPT8eMGTOwe/duGAwGxMTE4LXXXsMtt9wCADh+/Djmzp2LXbt2wcvLCyNHjsSqVasQHFz1YV5RUYFp06Zh48aN8PHxwZw5c5rzrSRqEOv879XXq9/WbG+qmv9Ds67XnFue/+MjK+s5ar1IsFgsl22z3q+5Xt/+NbfVtU9Db2u2mc1mh/tUX6z71bxvXepaN5vNdvert9W1mEwmu/vWdev96uuu+vff3KzvoVQqrfWZopReGtpQ/b5KVrVecwiEuvpwCBlsyQi11AKltKrooifc2t0PS37LhdFs/zdSyQWM7OzTpGPf3sMPt3bzRV65CX4qKdQKCTLLLz8FaH3ThNaVmHDE0z1++/TpgwEDBmD//v04dOhSZqa+ZJmnEmmBgYEIDAyEKIp1/v+zrh/79pypQLneDG+lFFMHh+CRa4OQU2pEqLccasWVPeVrmI8cQzp444/U2nUt5IKIUJUZMmntv1lyng45pUbER6nhr6n7PDRd7N1hG6ZSI6nhaDiLdbhL1X1cWm9iDQ8rs9ns0gKm9ak+ra1cLodCoYBcLodcLodMJoNCobDdWtut2xyt17yVSqV2/6aSkpLg5eUFqVQKqVQKmUxmW6qvW7dLpdJWMW1xS+D0p3ViYqJdggIAAgIC8Oqrr6Jfv34uDc4VvL294e3tjU2bNuHaa6+tVXn3wIEDCA0NxSeffILRo0fb/c8uNTUVGzZswMaNG23t99xzD9RqNbZs2QI/Pz988MEHGD58OJKTkxEYGIgHHngAffr0werVqyGVSpGYmGjrJjV9+nQYDAbs3LkTXl5eSEpKgre3N4CqZMqwYcMwadIkrFq1ClqtFs8++yzGjx9vm5t87ty5+OOPP/Ddd98hNDQU8+bNw+HDh9G7d+86X7/1lyMrV3Qnaw5msxm7du3Cp59+ahd/fer70uvKC1R3fLmu70uAo3ZHMVjbrBcj9d2vfsFVfbFuq/4B7mi7o0TElXbRUTNxUT25Udf96m0NXW/qY5rKXckgVx2/rvOqoedoze3V2x0lEK6085RcQyqIkEtEKCRVXcUVEhEKKSCXXCrQaG23FmlUXCzaqLi4vvV4Hj7/Kw9avQFqlRJxse0Q3SYcAqpmb7CyznhQZrxyE6PxXUUcSUq1/RuSSiWI7xaHBUdc/wu4uQHX4AEBAVAoFDAYDLW2hYaGujym6ur7/3NDSSQS9OnTBytWrIAgCLjnnnswe/ZsHD16FGazGb6+vnW+PusPVZ5S32uv62JNEAQ8t9/fqQTSlUTdphu8s/9GeYV9L5LfTpVh5Loi9Owca2vTG4w4cPQkLhRVFXeVSCSIa98WXTq0c2lMhcWlSDmbhfKKSgT6avD27X6Ij9TAJMIukXGpQCnsCpVW366vVszUtlgutRnMAkwuSH44Yu0FV7O4qSiKbkmSzJo1y+l/39ZeWzUXiURid1vz+2P17x+CINT7Xb4xnzn9+vXDv/71L49/ZriK00mKuLg45Obmonv37nbteXl56Nixo8sCcxWZTIa1a9di8uTJeP/995GQkIChQ4fivvvuQ3x8PEJCQgAA/v7+tebKNhgMWL9+vW2f3bt346+//kJeXp4t2bFixQps2rQJ33zzDaZMmYKMjAzMnTsXXbp0AQB06tTJdryMjAyMGzfONgtKbOylD7F33nkHffr0weLFi21tH3/8MaKiopCcnIzIyEh89NFH+O9//4vhw4cDANatW1er611NS5Yswcsvv9yo986T/vzzTyxcuNDTYdBVjBesRO6hkFQlBGSSquRA1dSNl+7LLk7lWP22+rSPVbdV2+S2qSCr2m23wqV1ufVWal2vSjBU3yZr4g9fnx0oxEe7ztvWtTo9jialwCDK3H6R7AneQRG49tpgFBYWAgCCgoIgk8lQ5HytQ5eQSCTo3r07kpKSbD9cSKVSdOrUyW3FZcvKypCWloaioiLI5XKEh4cjJiam0b+iVp9mVRAEXHvttUhMTLStd+7cGf/884/djwQhISEt5oLDYrGgsLAQJpMJ/v7+UKlUCA0NRVlZ7ZlAgoODUWpSAM7NUnsFUUOl9qqVpACAs5m5iIiKtSVojh8/gYKiS7PPWCwWnDydAanKx2V/26KiIvz999+27zRlFVrc/VEhPp8Yg37tvCBXuKaGR3Xmi8lYvbnq1lAtkWEwCxenpgX0lkv3rfsZLJemrDWaBdtsMJduBRjMgMlSlThpTIHThmjsv2VRFG29A1uSrKwsVFRUYP78+Z4OxSWcTlIsWbIEM2fOxMKFC3HttdcCqLqgfOWVV7Bs2TK7X+p9fVtGQaJx48bh1ltvxa5du/Dnn39iy5YtWL58OT788ENMnDixzsdFR0fbEhRA1VCO8vJyBAXZF/zRarU4ffo0gKqM3KRJk/Dpp59ixIgRuOeee9ChQwcAwMyZMzFt2jT8+uuvGDFiBMaNG4f4+Hjbsbdv327rWVHd6dOnodVqYTAYMGDAAFt7YGCgrS5IXZ5//nnMmjXLtl5aWup0UR9PYJGe1kcURVy4cAGFhYWQyWQICwtz+O+BiFo2w8UvpVVJiYu3EtjuVyUgBMgE0XYrkwhViQrBeluV2JBLcDEpUdUut+4nESAXqtarEhQC5BZrUkK4mCiperxCClvSorHJijX7Ljhsz846h85RjSsC2OIpJQj1rn4RZXbL05gtQKnx8r+4+/r6YsCAASgqKoLFYoG/v7/bhm/odDpbLwegqnDnuXPnYDQaL/u9qy779+/HPffcY/sF9c8//7T7tTQwMBD9+/dHXl4ejEYjAgICmr0WRV3Kyspw/Phxu54e7dq1Q0xMDPQVpcjMybe1B/h6o2/3WCgV7jlfWgqToXZxWaCqJ7CXRA+1UgmDwVjnkJgLuefRqY1r/r7HM87W+tHFYBbxxvY8fPZwe5c8h5VFBAxma4KiajFYUC1JIdi2V09I1ExcGC/eN1qTGNUSFUaLtbcG7IareHl5ufS1AK7tad0SXE3XT4Lo5E+J1bNONbuvVF8XBMH24d4STZo0Cb/99hvS09Mdzu5hrUlhzXIDVQVC3377bezYsaPW8fz9/W0Z0eTkZGzevBlbtmzBH3/8gS+//NJW8+LcuXPYvHkzfv31V/z4449YuXIlnnjiCdx8883QaDRYtmxZrWNHREQgNTUVvXv3Rnp6Otq1u9RFrE+fPhg6dGiDpyAtLS2Fn58fSkpKWkwSyRFRFHHkyBFs3LjRqUxlzQ8bT/5SXr0rl/X+5brMV39MzS7q1ceeWx9TV3f2xiw1j1mz2331+3UN9ah5W1ebo30OHTqE/Px8u3169Ohx2d5CjmpQ1Fx3NHTC0VCO6u11DfOoax9XPOZyQ0vqOnZdr7Mh9Toaor6/XfX1uv7udZ0zl9unriEdDTmXG/Jvoq5/Y44eT1eHuoZ9KCVVwzoUF4d+2IZ5XNz+5NoDtWalAAA/tRTbnuwOpbVIpQA4+c+r1cssl2LeX/5OPcZisaCoqMj2q37NobxNdebMGZw7d87hNkdDhxtCFEWEhYWhZ8+eKCwsxJEjR5oaZrMQRREHDhyA1sGMFvHx8Vg9SoBWW4G/z2sR5a9Av2jXX0i2RC/8eB6fHiis1d7GT45dT8VBKhFwrsiAwW8kO3x8v3YafPNYrMNtzopb9A/0ptofUD5KCXbO7gGdCTWGeggOhnrUGN5Rc9jHxQREUwp7XqlqDuuoWaPC0VCPmm3V7zv6nma9RqhruEdDhop06dIFY8eOhZ+fnzveBpdw5jrU6RT09u3bGx1YS9KtWzds2rQJQFXWqSEJlYSEBOTk5EAmk9kKbjoSFxeHuLg4PP3005gwYQI++eQTW5IiKioKU6dOxdSpU/H8889jzZo1eOKJJ5CQkIANGzYgJibG4S8DHTp0gFwux/79+21JiqKiIiQnJ9sKgl5NBEFAQkICEhISPB0KNYOvvvoKP//8c632zMxM7N+/323deYkaoq4EhqOCmI4SINWLWDrap+b2uo5v/f9U9YKZdRXNtO5v3Vbz/uWKZzoqmllX8cyaBTNr3tZVRNM6i0dzFgY0iwLMF7+Qw4kZQr28fRx2a5eofDFr36VfQ6VCjaKZ0osFNWX2hTRrFdGsdquutk9Th6lcjWr+qi8IAmJiYux+wGkqRxfkVjqdzukkRVFREU6ePAmDwYCvv/4aKpUKXbt2bdE/FlmVl5fX+X7k5eUBCEOnEBU6haiaNzAPmzIoGJv/KUFh5aXrB0EA5gwPhfRi1duoAAU6BCtx+kLtcVJDO9r3FBXFqno2NYtk1rp1UCxTpVJBX177byTKNXhqT8vojVMfQRAczvRR12ItqOmogGbNAps1i2dal5rr1RMPNduutt4WVwqnkxRX2gVxQUEB7rnnHjz66KOIj4+Hj48PDh48iOXLl+POO+8EUDXDx9atWzFo0CAolco6u9eNGDECAwcOxJgxY7B8+XLExcXh/Pnz2Lx5M8aOHYvu3btj7ty5uPvuu9G+fXtkZmbiwIEDGDduHADgqaeews0334y4uDgUFRVh+/bt6Nq1K4Cqoppr1qzBhAkT8MwzzyAwMBCpqan48ssv8eGHH8Lb2xuPPfYY5s6di6CgIISGhmL+/PmsMEtXhS1btjhsLy4uxt69ezFixIhmjojoEmsPFX7eukf1pIYzU5BWv7VON+poClLrrU6nczgtqU6nu2yiJCYmBn///bddmyAIiI6Otn8tooBKk4BKFw1VlkvsZwKpNd2o3X1LndORyiUtt4dHqNqMxf2LG7SvRRRx34cn7YYdiKKItLQ0PDtQip5tXPMr/sdGKT5yMMJHIRXw6iAj/DX28eaWGnCh3Ij2wSpoFPZDV0q0Joz74AQMxkvnmE6nw5mTx7Dx8W5QyVv258rBs2U4fNjxtl6BeoSqW26vaXdqF6DAd5M74L3d+TicqUWotxx3JYSgR1tfHC24lFS4rW803vstxW62nGA/DfKUMZi3X26bgrQpM3GERrRFSUpKrfbL9US9HEEQbFOM1px+1DrNqFqtdjj9qEqlss3SUdd9a2JCJpMxEUC1OJ2kWLhwIV566aVaX9ZKSkowdepUfPHFFy4LzhW8vb0xYMAArFq1CqdPn4bRaERUVBQmT56MefPmAQBWrlyJWbNmYc2aNWjTpg3Onj3r8FiCIOCnn37C/Pnz8cgjjyA/Px/h4eEYMmQIwsLCIJVKUVBQgIceegi5ubkIDg7GXXfdZStcaTabMX36dGRmZsLX1xejR4/GqlWrAACRkZHYs2cPnn32WYwcORJ6vR7R0dEYPXq07b1+7bXXUF5ejttvvx0+Pj6YPXs2SkpKHMZKdCWp79ekltxtjYiazvrrlSeZTCZotVpb0kKn09nd1+l0OHDgAL7++mtkZWUhIiICw4YNQ1hYGLRaba2lsrLSdr8pw4WMF8dulznR68MRqVCV7NDI7HtraC6T7KiZGFG4IdmhkAJtvRt2oXvoXCWyimvPgAEAe1IKcXNn1/yaP21QAL4/VoD8cvts04P9A9EjVIC1Pke53oxZ32bh15OlEMWq7vUzh4ZiyqBLtTy2JRVCa6ydBCvRmvFPZhHu7Onvkpjd5aWj+XVu6xelgOIKnMBDFAHjxak+rUmC6j0WqrfZtpkktdq0JgEG7wiEV9XKx6a8qsWeN/pc44/s7GwYDAb4+voiLCwM6ZWue+MiIyMhCALS09Oh1+uh0WhwzTXXoH///lCr1dBoNFCr1Q1aqichFAoFkwfkMU7XpIiKikJUVBT++9//2man2LFjBx566CGEh4fjr7/+ckug5BpXSk0Kal0OHz6Mvn371voy3717dxw/ftxDURERNY0oitDpdHZJi8rKSttSc72yshIVFRUO1ysqKjxe60si1OjZ4ei2+jAWu6EusB/2Iq0qqOqMvWnlmLD2rMNt4/v447UxTfvluLr0Qj3e2JGPXafLEaCRYkJCAB65Nsjuou3pjZnYeLS41mM/ur8dRnSu+o71zs48vLa11pUrAGDRrRF4qH/LLbx65oIeN75d+xd6q3G9/PH6Xa57z+tjtlyqq6C1TqFZrReCrp7hENpqt9ZkhNlNU2g6Q6VSQaPRwMvLC2q1Gl5eXtBoNLUW6/bqbdakgnXdOnS9pKQE/v7+7PlHLZJba1IcO3YMjz/+OHr37o2VK1ciOTkZb775JubOnXtFTnVJRJ6XkJCADz74ALNnz7aN++7WrRs2btzo4ciIiBpPEATbxURTiaIIg8FQK3FR87auturbjMbGdc2wVB/O4oLpSKuKmF5KbCgvFi5VyaqKliqllxaFBJBAAR9VJsp0tcfT9G3vj3yt5GJB1KZPPRsdqMSqei7Ay3Rm/HDccW/Wzw4W2ZIUQzv6OExSCELtugQtTWYdvVasUqvVWrBc7J1guDitpL7ajA7VZ3zQ29pgV7zxUhFHXNzfmoyoSiq0lIKNEonEljionkDw9vZ2mHCo61atVrt8dhqpVIrAwECXHpPIU5z+1xEQEICvvvoK8+bNw+OPPw6ZTIYtW7Zg+PDh7oiPiFqJyZMn47777sPevXvh7+9vN90uEVFrZy0uV1/trIaqmewoLy+vleSoLxliXXQ6x9MwNpR1OEuFE0mPdh06Iykpya7nXVhYGH680A6bC+wvZCXCpYSF3DYt7aVbxcVEhsx6K1Rtk0pEyIVL7VIBtql0ZYIIqQAUVxjs6gxUl1lixj+FMkgEQKHxwW3xQfjxmP1UlPf3DwXkGmSUAwKqlupqHlm8+B8LqhICIgSIYlW7RawawlC1TYBZrGqziFV1Uqpuq7aZLFX3TaIAswUwWQTbuskCmMSqNqMFKK5UQEB6rVisCkVfTN0ZcHG6yJaRRKiLUqms1TOhZuLAUfLBer96coFDIIjcz+nhHgDw9ttv47nnnsOYMWNw6NAhSKVSfP755+jVq5c7YiQX4nAPIiIicgVrLQ/rsJWKigqHQ1qqt9Ws2aHVaqHT6Wz3G0Kv1yM3NxcmkwmBgYHw9/d37wt1oL6pOdu1a4f27dvbtRUUFODChQsQBAEhISFNTjQ1l9OnTyMzM7NWu0QiQZ8+feDt7Z7eIAqFotawBkc1FBwNj7DuWz3Z4OpeC0TkPLcO9xg9ejQOHjyIdevW4e6774ZWq8WsWbNw7bXX4uWXX8YzzzzT6MCJiIiI6Mogk8ng4+MDHx8flxzPYrFAr9fbEhbW+9YipjXvGwwGW5FTR7O21JztpfqsL00paApU9Wzp0KED/vnnH7tjqdVqtGnTptb+QUFBCApqufUn6hIbGwuNRoOMjAzo9VXdXfz9/dGjRw+Eh4fbZmioflvXbA/VCzI6KtRobVMqlR4vpktEnuV0ksJsNuPYsWOIjIwEUPVhvHr1atx2222YNGkSkxRERERE5DSJROKyGh71EUURZrMZer3ebnpb62IymWxT3JpMJrvFOmWudUlLS8Mvv/yCgoICdOzYEUOGDIFarYbFYoHZbIbZbIbFYoEoirUW69S31u01hxE4WpdIJBAEAVKp1G69entdi0QigVwuh0wms1tqtikUCsjlcsjlcigUCrt1Jg+IqDk0arhHXS5cuIDg4ODL70gew+EeRERERERE1JycuQ5tVN3jXbt24V//+hcGDhyIrKwsAMCnn36KkydPNuZwRERERERERETOJyk2bNiAUaNGQa1W48iRI7bxaSUlJVi8eLHLAyQiIiIiIiKi1sHpJMV//vMfvP/++1izZg3kcrmtfdCgQTh8+LBLgyMiIiIiIiKi1sPpwpmnTp3CkCFDarX7+fmhuLjYFTGRG1lLkJSWlno4EiIiIiIiImoNrNefDSmJ6XSSIjw8HKmpqYiJibFr3717N2JjY509HDWzsrIyAEBUVJSHIyEiIiIiIqLWpKysDH5+fvXu43SSYvLkyXjyySfx8ccfQxAEnD9/Hvv27cOcOXPw4osvNjpYah6RkZE4d+4cfHx8ak1tRa5TWlqKqKgonDt3jrOokFN47lBT8PyhpuD5Q43Fc4eagudP6yCKIsrKyhAZGXnZfZ1OUjz33HOwWCwYPnw4KisrMWTIECiVSsyZMwdPPPFEowKm5iORSNC2bVtPh9Fq+Pr68sOWGoXnDjUFzx9qCp4/1Fg8d6gpeP5c/S7Xg8LK6SSFIAiYP38+5s6di9TUVJSXl6Nbt27w9vZ2OkgiIiIiIiIiIiunkxRWCoUC3bp1c2UsRERERERERNSKOT0FKRFdnlKpxIIFC6BUKj0dCl1heO5QU/D8oabg+UONxXOHmoLnD9UkiA2ZA4SIiIiIiIiIyM3Yk4KIiIiIiIiIWgQmKYiIiIiIiIioRWCSgoiIiIiIiIhaBCYpiIiIiIiIiKhFYJKCqB5LlixBv3794OPjg9DQUIwZMwanTp267OO+/vprdOnSBSqVCj179sRPP/1kt33ixIkQBMFuGT16tLteBnlIY86ff/75B+PGjUNMTAwEQcAbb7zhcL93330XMTExUKlUGDBgAP766y83vALyJHedPwsXLqz1+dOlSxc3vQryhMacO2vWrMH111+PgIAABAQEYMSIEbU+V0RRxEsvvYSIiAio1WqMGDECKSkp7nwp5AHuOn/43efq15hzZ+PGjejbty/8/f3h5eWF3r1749NPP7Xbh589rQ+TFET1+OOPPzB9+nT8+eef+O2332A0GjFy5EhUVFTU+Zi9e/diwoQJeOyxx3DkyBGMGTMGY8aMwfHjx+32Gz16NLKzs23LF1984e6XQ82sMedPZWUlYmNjsXTpUoSHhzvc53//+x9mzZqFBQsW4PDhw+jVqxdGjRqFvLw8d70U8gB3nT8A0L17d7vPn927d7vjJZCHNObc2bFjByZMmIDt27dj3759iIqKwsiRI5GVlWXbZ/ny5Xjrrbfw/vvvY//+/fDy8sKoUaOg0+ma42VRM3HX+QPwu8/VrjHnTmBgIObPn499+/bh2LFjeOSRR/DII4/gl19+se3Dz55WSCSiBsvLyxMBiH/88Ued+4wfP1689dZb7doGDBggPv7447b1hx9+WLzzzjvdFSa1UA05f6qLjo4WV61aVau9f//+4vTp023rZrNZjIyMFJcsWeKqUKkFctX5s2DBArFXr16uDY5aNGfPHVEURZPJJPr4+Ijr1q0TRVEULRaLGB4eLr722mu2fYqLi0WlUil+8cUXLo+ZWg5XnD+iyO8+rVFjzh1RFMU+ffqIL7zwgiiK/OxprdiTgsgJJSUlAKqyvnXZt28fRowYYdc2atQo7Nu3z65tx44dCA0NRefOnTFt2jQUFBS4PmBqURpy/lyOwWDAoUOH7M4xiUSCESNG1DrH6OriivPHKiUlBZGRkYiNjcUDDzyAjIyMJh+TWq7GnDuVlZUwGo22x6SlpSEnJ8fus8fPzw8DBgzgZ89VzhXnjxW/+7Quzp47oihi69atOHXqFIYMGQKAnz2tlczTARBdKSwWC5566ikMGjQIPXr0qHO/nJwchIWF2bWFhYUhJyfHtj569GjcddddaN++PU6fPo158+bh5ptvxr59+yCVSt32GshzGnr+XM6FCxdgNpsdnmMnT55sapjUQrnq/AGAAQMGYO3atejcuTOys7Px8ssv4/rrr8fx48fh4+PjooippWjsufPss88iMjLSdmFg/X/Y5f7/RlcXV50/AL/7tDbOnDslJSVo06YN9Ho9pFIp3nvvPdx0000A+NnTWjFJQdRA06dPx/Hjx10ydvu+++6z3e/Zsyfi4+PRoUMH7NixA8OHD2/y8anlceX5Q62PK8+fm2++2XY/Pj4eAwYMQHR0NL766is89thjTT4+tSyNOXeWLl2KL7/8Ejt27IBKpXJjdNTSufL84Xef1sWZc8fHxweJiYkoLy/H1q1bMWvWLMTGxuKGG25wf6DUInG4B1EDzJgxAz/++CO2b9+Otm3b1rtveHg4cnNz7dpyc3PrLWIXGxuL4OBgpKamuiRealmcOX8uJzg4GFKp1OlzjK5crjx/HPH390dcXBw/f65CjTl3VqxYgaVLl+LXX39FfHy8rd36+cLPntbDleePI/zuc/Vy9tyRSCTo2LEjevfujdmzZ+Puu+/GkiVLAPCzp7VikoKoHqIoYsaMGfj222+xbds2tG/f/rKPGThwILZu3WrX9ttvv2HgwIF1PiYzMxMFBQWIiIhocszUcjTm/LkchUKBa665xu4cs1gs2Lp1a73nGF153HH+OFJeXo7Tp0/z8+cq0thzZ/ny5Vi0aBF+/vln9O3b125b+/btER4ebvfZU1paiv379/Oz5yrjjvPHEX73ufq46v9bFosFer0eAD97Wi0PFu0kavGmTZsm+vn5iTt27BCzs7NtS2VlpW2fBx98UHzuueds63v27BFlMpm4YsUK8cSJE+KCBQtEuVwu/v3336IoimJZWZk4Z84ccd++fWJaWpr4+++/iwkJCWKnTp1EnU7X7K+R3Kcx549erxePHDkiHjlyRIyIiBDnzJkjHjlyRExJSbHt8+WXX4pKpVJcu3atmJSUJE6ZMkX09/cXc3JymvX1kXu56/yZPXu2uGPHDjEtLU3cs2ePOGLECDE4OFjMy8tr1tdH7tOYc2fp0qWiQqEQv/nmG7vHlJWV2e3j7+8vfvfdd+KxY8fEO++8U2zfvr2o1Wqb9fWRe7nj/OF3n9ahMefO4sWLxV9//VU8ffq0mJSUJK5YsUKUyWTimjVrbPvws6f1YZKCqB4AHC6ffPKJbZ+hQ4eKDz/8sN3jvvrqKzEuLk5UKBRi9+7dxc2bN9u2VVZWiiNHjhRDQkJEuVwuRkdHi5MnT+YF5lWoMedPWlqaw8cMHTrU7thvv/222K5dO1GhUIj9+/cX//zzz+Z5UdRs3HX+3HvvvWJERISoUCjENm3aiPfee6+YmprafC+M3K4x5050dLTDxyxYsMC2j8ViEV988UUxLCxMVCqV4vDhw8VTp0413wujZuGO84fffVqHxpw78+fPFzt27CiqVCoxICBAHDhwoPjll1/aHZefPa2PIIqi6Lp+GUREREREREREjcOaFERERERERETUIjBJQUREREREREQtApMURERERERERNQiMElBRERERERERC0CkxRERERERERE1CIwSUFERERERERELQKTFERERERERETUIjBJQUREREREREQtApMURERERAAWLlyI3r17ezoMIiKiVo1JCiIiIiInGI1GT4dARER01WKSgoiIiK4KFosFS5YsQfv27aFWq9GrVy988803AIAdO3ZAEARs3boVffv2hUajwXXXXYdTp04BANauXYuXX34ZR48ehSAIEAQBa9euBQAIgoDVq1fjjjvugJeXF1599VUAwOrVq9GhQwcoFAp07twZn376qV081sfdfPPNUKvViI2NtcUDAMOGDcOMGTPsHpOfnw+FQoGtW7e6620iIiJq0QRRFEVPB0FERETUVK+++ir++9//4o033kCnTp2wc+dOTJ06Fb/88gtEUcSNN96IAQMGYNmyZQgJCcHUqVNhNpuxZ88eaLVavPjii/j555/x+++/AwD8/PygVqshCAJCQ0OxdOlSDB06FDKZDIcOHcK9996LN954AyNGjMCPP/6IZ555Br/99htuvPFGAFVJiqCgICxduhRDhgzBp59+iiVLluDvv/9G165d8fnnn2PGjBnIzs6GUqkEAKxatQpvvfUWzpw5A0EQPPZeEhEReQqTFERERHTF0+v1CAwMxO+//46BAwfa2idNmoTKykpMmTIFN954I37//XcMHz4cAPDTTz/h1ltvhVarhUqlwsKFC7Fp0yYkJibaHVsQBDz11FNYtWqVrW3QoEHo3r07/u///s/WNn78eFRUVGDz5s22x02dOhWrV6+27XPttdciISEB7733HnQ6HSIjI/H+++9j/PjxAIBevXrhrrvuwoIFC1z+HhEREV0JONyDiIiIrnipqamorKzETTfdBG9vb9uyfv16nD592rZffHy87X5ERAQAIC8v77LH79u3r936iRMnMGjQILu2QYMG4cSJE3Zt1RMm1nXrPiqVCg8++CA+/vhjAMDhw4dx/PhxTJw48bLxEBERXa1kng6AiIiIqKnKy8sBAJs3b0abNm3stimVSluiQi6X29qtwyksFstlj+/l5eWqUO1MmjQJvXv3RmZmJj755BMMGzYM0dHRbnkuIiKiKwF7UhAREdEVr1u3blAqlcjIyEDHjh3tlqioqAYdQ6FQwGw2N2jfrl27Ys+ePXZte/bsQbdu3eza/vzzz1rrXbt2ta337NkTffv2xZo1a/D555/j0UcfbdDzExERXa3Yk4KIiIiueD4+PpgzZw6efvppWCwWDB48GCUlJdizZw98fX0b1DshJiYGaWlpSExMRNu2beHj42MraFnT3LlzMX78ePTp0wcjRozADz/8gI0bN9qKblp9/fXX6Nu3LwYPHozPPvsMf/31Fz766CO7fSZNmoQZM2bAy8sLY8eObfybQEREdBVgTwoiIiK6KixatAgvvvgilixZgq5du2L06NHYvHkz2rdv36DHjxs3DqNHj8aNN96IkJAQfPHFF3XuO2bMGLz55ptYsWIFunfvjg8++ACffPIJbrjhBrv9Xn75ZXz55ZeIj4/H+vXr8cUXX9TqbTFhwgTIZDJMmDABKpXK6ddNRER0NeHsHkRERERuIAgCvv32W4wZM6be/c6ePYsOHTrgwIEDSEhIaJ7giIiIWigO9yAiIiLyAKPRiIKCArzwwgu2qUmJiIhaOw73ICIiIvKAPXv2ICIiAgcOHMD777/v6XCIiIhaBA73ICIiIiIiIqIWgT0piIiIiIiIiKhFYJKCiIiIiIiIiFoEJimIiIiIiIiIqEVgkoKIiIiIiIiIWgQmKYiIiIiIiIioRWCSgoiIiIiIiIhaBCYpiIiIiIiIiKhFYJKCiIiIiIiIiFoEJimIiIiIiIiIqEX4f9SO4JQJsxe2AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Entropy plots\n", "fig, ax = plt.subplots(1, 1, figsize=(12, 2))\n", "\n", "deepof.visuals.plot_stationary_entropy(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " breaks,\n", " exp_condition=\"CSDS\",\n", " ax=ax,\n", ")" ] }, { "cell_type": "markdown", "id": "c1c86573", "metadata": {}, "source": [ "Here we see that behavioral entropy is significantly lower in stressed animals with respect to non-stressed ones! This could be explained by the richer behavioral repertoire that non-stressed animals explore. Upon visualizing the attached videos, one can see that much of the time stressed animals are showing behaviors closer to freezing, while non-stressed animals tend to transition between different exploratory behaviors." ] }, { "cell_type": "markdown", "id": "d9308d46", "metadata": {}, "source": [ "So far we've seen how to run the unsupervised pipeline to get both embeddings and cluster assignments, as well as how to compare the results across experimental conditions. In the last part of this tutorial, we'll explore one of the most important questions you may be asking: how do I know what the clusters mean?" ] }, { "cell_type": "markdown", "id": "66ffb1d3", "metadata": {}, "source": [ "### Interpreting clusters using SHAP" ] }, { "cell_type": "markdown", "id": "141b0cff", "metadata": {}, "source": [ "To interpret cluster assignments, DeepOF relies on two complementary approaches. The first one is to train a set of supervised classifiers that can predict cluster assignments given a set of features describing the sliding window input, such as distances, speeds, and areas of different body parts and regions, as well as the supervised annotators we generated in the last tutorial (if provided). For a more detailed description of the included features, refer to either the main DeepOF paper or the full API reference." ] }, { "cell_type": "markdown", "id": "d3a8bbec", "metadata": {}, "source": [ "There are three steps in the cluster interpretation pipeline: feature extraction, classifier training, and SHAP value computation.\n", "\n", "Let's start with feature extraction, which is computed using `deepof.post_hoc.annotate_time_chunks()`:\n", "\n", "**NOTE**: the function below can require a significant amount of memory to run, especially in multi-animal settings. Try to use a work station, if possible." ] }, { "cell_type": "code", "execution_count": 43, "id": "4e58fa48", "metadata": {}, "outputs": [], "source": [ "# To include supervised annotations and allow DeepOF to report associations between supervised and unsupervised \n", "# annotations, we'll quickly run the supervised pipeline once again:\n", "supervised_annotation = my_deepof_project.supervised_annotation() " ] }, { "cell_type": "code", "execution_count": 30, "id": "d7c72b75", "metadata": { "scrolled": false }, "outputs": [], "source": [ "csds_chunk_stats, hard_counts, sampled_breaks = deepof.post_hoc.annotate_time_chunks(\n", " deepof_project=my_deepof_project,\n", " soft_counts=soft_counts,\n", " breaks=breaks,\n", " supervised_annotations=supervised_annotation,\n", " animal_id=\"B\",\n", " kin_derivative=1,\n", " window_size=25,\n", " include_distances=True,\n", " min_confidence=0.9,\n", " include_angles=False,\n", " include_areas=True,\n", " aggregate=\"mean\",\n", " samples=10000,\n", ")" ] }, { "cell_type": "markdown", "id": "3d6c492e", "metadata": {}, "source": [ "The function returns three objects. The first one is a data frame with all extracted features over 10000 sampled sliding windows." ] }, { "cell_type": "code", "execution_count": 31, "id": "1d6ff4ae", "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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('B_Left_bhip', 'B_Spine_2')_raw('B_Spine_2', 'B_Tail_base')_raw('B_Left_ear', 'B_Spine_1')_raw('B_Center', 'B_Spine_1')_raw('B_Nose', 'B_Right_ear')_raw('B_Center', 'B_Spine_2')_raw('B_Right_ear', 'B_Spine_1')_raw('B_Center', 'B_Right_fhip')_raw('B_Center', 'B_Left_fhip')_raw('B_Left_ear', 'B_Nose')_raw...B_climbingB_sniffingB_huddleB_lookaroundB_speedW_climbingW_sniffingW_huddleW_lookaroundW_speed
014.01239213.71135316.48335912.66366318.26532812.88741917.04126715.89121213.74908018.749225...0.00.000.681.000.386481.000.000.360.881.35716
113.15570213.20975211.98097612.43632018.26075512.10615112.61745914.78275913.16371817.878857...0.00.440.160.402.293960.320.080.280.363.90640
213.72668213.37542714.24341714.36659114.66542113.73393314.81188614.44521916.85108315.488552...0.00.001.001.000.725880.000.000.000.165.00052
311.51678911.55750116.03799110.77969915.44885210.64412913.47145311.46752813.64141716.744137...0.00.000.920.921.632800.000.000.000.0013.59880
413.46174616.43363516.82811416.42838718.72180016.71456516.25057714.46513615.38269917.673269...0.00.000.000.362.475120.160.000.240.443.29576
..................................................................
999511.50547011.01575411.7734544.67238613.5226185.69219024.53566112.2362339.13372325.415222...0.00.000.640.000.496120.000.000.400.641.73996
999612.37802714.20975416.36478215.99363321.24546216.36097617.23616016.14084416.01562818.871233...0.00.000.040.324.147280.000.000.040.085.88364
999712.04995713.79994216.53005315.64468119.24601314.82234718.91052614.60574314.13123116.349052...0.00.000.000.008.250720.000.000.000.244.95068
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10000 rows × 45 columns

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" ], "text/plain": [ " ('B_Left_bhip', 'B_Spine_2')_raw ('B_Spine_2', 'B_Tail_base')_raw \\\n", "0 14.012392 13.711353 \n", "1 13.155702 13.209752 \n", "2 13.726682 13.375427 \n", "3 11.516789 11.557501 \n", "4 13.461746 16.433635 \n", "... ... ... \n", "9995 11.505470 11.015754 \n", "9996 12.378027 14.209754 \n", "9997 12.049957 13.799942 \n", "9998 11.988748 14.631665 \n", "9999 12.381992 12.935173 \n", "\n", " ('B_Left_ear', 'B_Spine_1')_raw ('B_Center', 'B_Spine_1')_raw \\\n", "0 16.483359 12.663663 \n", "1 11.980976 12.436320 \n", "2 14.243417 14.366591 \n", "3 16.037991 10.779699 \n", "4 16.828114 16.428387 \n", "... ... ... \n", "9995 11.773454 4.672386 \n", "9996 16.364782 15.993633 \n", "9997 16.530053 15.644681 \n", "9998 13.822891 14.633028 \n", "9999 15.581015 12.309354 \n", "\n", " ('B_Nose', 'B_Right_ear')_raw ('B_Center', 'B_Spine_2')_raw \\\n", "0 18.265328 12.887419 \n", "1 18.260755 12.106151 \n", "2 14.665421 13.733933 \n", "3 15.448852 10.644129 \n", "4 18.721800 16.714565 \n", "... ... ... \n", "9995 13.522618 5.692190 \n", "9996 21.245462 16.360976 \n", "9997 19.246013 14.822347 \n", "9998 17.765451 15.567876 \n", "9999 17.167128 12.451381 \n", "\n", " ('B_Right_ear', 'B_Spine_1')_raw ('B_Center', 'B_Right_fhip')_raw \\\n", "0 17.041267 15.891212 \n", "1 12.617459 14.782759 \n", "2 14.811886 14.445219 \n", "3 13.471453 11.467528 \n", "4 16.250577 14.465136 \n", "... ... ... \n", "9995 24.535661 12.236233 \n", "9996 17.236160 16.140844 \n", "9997 18.910526 14.605743 \n", "9998 14.798991 13.328505 \n", "9999 16.191795 14.332404 \n", "\n", " ('B_Center', 'B_Left_fhip')_raw ('B_Left_ear', 'B_Nose')_raw ... \\\n", "0 13.749080 18.749225 ... \n", "1 13.163718 17.878857 ... \n", "2 16.851083 15.488552 ... \n", "3 13.641417 16.744137 ... \n", "4 15.382699 17.673269 ... \n", "... ... ... ... \n", "9995 9.133723 25.415222 ... \n", "9996 16.015628 18.871233 ... \n", "9997 14.131231 16.349052 ... \n", "9998 13.458769 16.326729 ... \n", "9999 16.668186 17.068315 ... \n", "\n", " B_climbing B_sniffing B_huddle B_lookaround B_speed W_climbing \\\n", "0 0.0 0.00 0.68 1.00 0.38648 1.00 \n", "1 0.0 0.44 0.16 0.40 2.29396 0.32 \n", "2 0.0 0.00 1.00 1.00 0.72588 0.00 \n", "3 0.0 0.00 0.92 0.92 1.63280 0.00 \n", "4 0.0 0.00 0.00 0.36 2.47512 0.16 \n", "... ... ... ... ... ... ... \n", "9995 0.0 0.00 0.64 0.00 0.49612 0.00 \n", "9996 0.0 0.00 0.04 0.32 4.14728 0.00 \n", "9997 0.0 0.00 0.00 0.00 8.25072 0.00 \n", "9998 0.0 0.00 0.28 0.68 2.13424 0.00 \n", "9999 0.0 0.00 0.92 0.96 0.12968 0.00 \n", "\n", " W_sniffing W_huddle W_lookaround W_speed \n", "0 0.00 0.36 0.88 1.35716 \n", "1 0.08 0.28 0.36 3.90640 \n", "2 0.00 0.00 0.16 5.00052 \n", "3 0.00 0.00 0.00 13.59880 \n", "4 0.00 0.24 0.44 3.29576 \n", "... ... ... ... ... \n", "9995 0.00 0.40 0.64 1.73996 \n", "9996 0.00 0.04 0.08 5.88364 \n", "9997 0.00 0.00 0.24 4.95068 \n", "9998 0.00 0.08 0.24 3.29396 \n", "9999 0.08 0.32 0.96 1.21772 \n", "\n", "[10000 rows x 45 columns]" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "csds_chunk_stats" ] }, { "cell_type": "markdown", "id": "4f6f3899", "metadata": {}, "source": [ "The second one includes all corresponding cluster assignments as hard count integers (notice that we only took assignments that were made with a probability of 0.9 or higher, to select the most representative samples of each cluster)." ] }, { "cell_type": "code", "execution_count": 32, "id": "7cc820f2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([5, 9, 1, ..., 3, 9, 9])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hard_counts.values" ] }, { "cell_type": "markdown", "id": "031ee3e5", "metadata": {}, "source": [ "Finally, the third one refers to the breaks per sample, as described before.\n", "\n", "Let's now train a multi-output [gradient boosting machine](https://catboost.ai/en/docs/concepts/python-installation) to map between features and labels. DeepOF relies on the `deepof.post_hoc.train_supervised_cluster_detectors()` function, which by default runs a [stratified cross-validation](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedKFold.html) loop to check how generalizable the obtained results are within the dataset. We'll run it with 10 folds:" ] }, { "cell_type": "code", "execution_count": 33, "id": "302b1c70", "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training cross-validated models for performance estimation...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 10 concurrent workers.\n", "[Parallel(n_jobs=-1)]: Done 2 out of 10 | elapsed: 2.4min remaining: 9.4min\n", "[Parallel(n_jobs=-1)]: Done 10 out of 10 | elapsed: 2.4min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training on full dataset for feature importance estimation...\n", "Done!\n" ] } ], "source": [ "full_cluster_clf, cluster_gbm_performance, groups = deepof.post_hoc.train_supervised_cluster_detectors(\n", " csds_chunk_stats, hard_counts, sampled_breaks, n_folds=5, verbose=2,\n", ")" ] }, { "cell_type": "markdown", "id": "f9bedc69", "metadata": {}, "source": [ "Great, we got some results! Before moving to interpretation, we can visualize performance using deepof.visuals.plot_cluster_detection_performance(). The 'visualization' parameter can take one of two values: 'confusion_matrix' and 'balanced_accuracy', corresponding to the two panels in the figure below." ] }, { "cell_type": "code", "execution_count": 34, "id": "b5bc7eab", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "iteritems is deprecated and will be removed in a future version. Use .items instead.\n", "iteritems is deprecated and will be removed in a future version. Use .items instead.\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax, ax2) = plt.subplots(1, 2, figsize=(18, 8))\n", "\n", "deepof.visuals.plot_cluster_detection_performance(\n", " my_deepof_project,\n", " csds_chunk_stats,\n", " cluster_gbm_performance,\n", " hard_counts,\n", " groups,\n", " visualization=\"confusion_matrix\",\n", " ax=ax,\n", ")\n", "\n", "deepof.visuals.plot_cluster_detection_performance(\n", " my_deepof_project,\n", " csds_chunk_stats,\n", " cluster_gbm_performance,\n", " hard_counts,\n", " groups,\n", " visualization=\"balanced_accuracy\",\n", " save=False,\n", " ax=ax2,\n", ")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "673cebe4", "metadata": {}, "source": [ "The confusion matrix on the left shows how the proportion of allocations the model we just trained made in the validation set (all folds are aggregated). The diagonal corresponds then to correct assignments, whereas common errors are shown as off-diagonal high values. This way we can see there are some miss assignments that are more common than others: although the diagonal elements are the highest for all rows, cluster 4 is often confused with cluster 8, for example. This can be interpreted as a measure of similarity behind the underlying behaviors.\n", "\n", "The figure on the right shows the balanced accuracy (which controls for imbalanced data) on the validation set for each fold of the cross-validation loop. Wee see that all clusters perform much higher than random!" ] }, { "cell_type": "markdown", "id": "0ac11113", "metadata": {}, "source": [ "With all this out of the way, we're ready to delve into cluster interpretation. To this end, DeepOF relies in [Shapley additive explanations (SHAP)](https://shap.readthedocs.io/en/latest/index.html) a widely adopted toolkit for permutation-based computation of global and local feature importance. Let's run it and explore the results:\n", "\n", "**NOTE**: running the cell below can take a considerable amount of time in a large dataset. For didactic purposes, we'll load the precomputed results here." ] }, { "cell_type": "code", "execution_count": 35, "id": "1e425d78", "metadata": {}, "outputs": [], "source": [ "shap_values, explainer, data_to_explain = deepof.post_hoc.explain_clusters(\n", " csds_chunk_stats, hard_counts, full_cluster_clf, samples=1000\n", ")" ] }, { "cell_type": "code", "execution_count": 42, "id": "2958dcd1", "metadata": {}, "outputs": [], "source": [ "with open(\"tutorial_files/tutorial_project/Coordinates/SHAP_analysis_results_SI_sa.pkl\", \"rb\") as handle:\n", " shap_values, explainer, data_to_explain = pickle.load(handle)[:3]" ] }, { "cell_type": "markdown", "id": "fcddfd33", "metadata": {}, "source": [ "The function returns the SHAP values (a detailed explanation of which is beyond the scope of this tutorial, although we will explain how to interpret them), the explainer object, and a formatted version of the same data frame with features we saw before.\n", "Next, let's visualize and interpret the results, using `deepof.visuals.plot_shap_swarm_per_cluster()`:" ] }, { "cell_type": "code", "execution_count": 37, "id": "f891a9b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "deepof.visuals.plot_shap_swarm_per_cluster(\n", " my_deepof_project, \n", " data_to_explain, \n", " shap_values, \n", " \"all\", \n", " show=True,\n", ")" ] }, { "cell_type": "markdown", "id": "34408f4f", "metadata": {}, "source": [ "The _x_ axis in the figure above depicts the average absolute SHAP values, a measure of feature importance. The _y_ axis shows the names of the top 8 features the model uses to detect across all clusters. Here, we're looking at **global** feature importance for the model; even though this plot is not very informative regarding individual clusters, we can indeed interpret that the most important features overall are speed, spine stretch (distance between the center of the animal and spine 1 — see the scheme in the landing page of the documentation for details), and the huddle classifier." ] }, { "cell_type": "code", "execution_count": 38, "id": "b3bdc52c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "deepof.visuals.plot_shap_swarm_per_cluster(\n", " my_deepof_project, \n", " data_to_explain, \n", " shap_values, \n", " cluster=1, \n", " show=True,\n", ")" ] }, { "cell_type": "markdown", "id": "061caac6", "metadata": {}, "source": [ "Selecting any cluster in the 'cluster' parameter will render a different kind of plot. What we're looking now is called a bee swarm plot, and it's one of the main visualizations the SHAP package has to offer. The y-axis is the same as before (but it's now based on feature importance to detect the cluster that was specifically selected). The _x_ axis, however, shows the raw SHAP values instead of the global absolute value. Positive values indicate an association with the model selecting this specific cluster, whereas negative values indicate an association with the model selecting against this specific cluster. Finally, the color indicates the underlying feature value.\n", "\n", "Thus, interpretation lies in detecting associations between the sign of the SHAP values and their color. Red values to the right mean positive associations between a feature and a cluster, whereas blue values on the right mean a negative association. Let's see an example to make it more explicit. \n", "\n", "Go to cluster 1, which we saw it's significantly enriched in stressed animals (especially in the first time bin). We see there seems to be a negative association with speed, and a positive association with huddling! This makes a lot of sense for a stressed animal in this context.\n", "\n", "One of the main advantages of working with video data, however, is that we can directly visualize samples representing each cluster. DeepOF offers two main functions to do this, which, in combination with the SHAP pipeline we just covered, can be a pretty powerful tool. Let's see!" ] }, { "cell_type": "markdown", "id": "93c18109", "metadata": {}, "source": [ "### Exporting cluster video snippets" ] }, { "cell_type": "markdown", "id": "dd8b2669", "metadata": {}, "source": [ "First, we can use the same animation function we saw in the first tutorial, with a few additions. If we pass the embeddings and soft_counts objects into the embedding and cluster_assignments parameters respectively, as well as a specific video to experiment_id, and the index of a selected_cluster, an animated figure with two panels will be created.\n", "\n", "The panel on the left shows the embeddings for the whole video, colored by assigned cluster, and marks the current frame with an animated red cursor. The panel on the right shows a representation of the selected frames as an animated video. Note that both animals are shown in the panel on the right, with the experimental subject depicted in blue. We see that the C57Bl6's behavior matches closely what was described above!" ] }, { "cell_type": "code", "execution_count": 40, "id": "f220c9c7", "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Mean of empty slice.\n", "invalid value encountered in divide\n" ] }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "video = deepof.visuals.animate_skeleton(\n", " my_deepof_project,\n", " embedding=embeddings,\n", " cluster_assignments=soft_counts,\n", " experiment_id=\"20191204_Day2_SI_JB08_Test_54\",\n", " frame_limit=150,\n", " selected_cluster=1,\n", " dpi=40,\n", " center=\"arena\",\n", ")\n", "\n", "html = display.HTML(video)\n", "display.display(html)\n", "plt.close()" ] }, { "cell_type": "markdown", "id": "c3c31cc3", "metadata": {}, "source": [ "Moreover, `deepof.visuals.export_annotated_video()` can output direct samples taken from the dataset into a real video. The function will concatenate samples from all available experiments, and generate a video with samples from each cluster. The parameter frame_limit_per_video controls how many frames per video should be included (to prevent the output from ending up being too large, especially in big datasets). Let's indeed run it, and load some samples from cluster 1 and into the notebook! The legend below shows the experiment from which each sample was taken." ] }, { "cell_type": "code", "execution_count": 41, "id": "a3f8a30f", "metadata": {}, "outputs": [], "source": [ "deepof.visuals.export_annotated_video(\n", " my_deepof_project,\n", " soft_counts,\n", " breaks,\n", " frame_limit_per_video=100,\n", ")" ] }, { "cell_type": "markdown", "id": "27f5e289", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "id": "204b3153", "metadata": {}, "source": [ "### Wrapping up" ] }, { "cell_type": "markdown", "id": "58047d14", "metadata": {}, "source": [ "Thank you for making it until the end. In this three-part tutorial series, we covered how to load data into DeepOF, and how to run and interpret results in both supervised and unsupervised pipelines. The fourth (optional) tutorial deals with using custom labelling schemes, and can be found [here](https://deepof.readthedocs.io/en/latest/tutorial_notebooks/deepof_custom_labels_tutorial.html). Stay tuned for more content, and make sure to raise an [issue](https://github.com/mlfpm/deepof/issues) in our GitHub repository if you have any questions!" ] } ], "metadata": { "kernelspec": { "display_name": "deepof", "language": "python", "name": "deepof" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 5 }