diff --git a/examples/simulated_TAL_GATA_deeplearning/TF_MoDISco_TAL_GATA.ipynb b/examples/simulated_TAL_GATA_deeplearning/TF_MoDISco_TAL_GATA.ipynb index ab6257b..f7206eb 100644 --- a/examples/simulated_TAL_GATA_deeplearning/TF_MoDISco_TAL_GATA.ipynb +++ b/examples/simulated_TAL_GATA_deeplearning/TF_MoDISco_TAL_GATA.ipynb @@ -1,2344 +1,2401 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "view-in-github" - }, - "source": [ - "\"Open" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "oPV0Wsfg9OBZ" - }, - "source": [ - "# TF-MoDISco on the TAL GATA simulation\n", - "\n", - "### Note: we are still refining the multi-task version of TF-MoDISco. If you encounter difficulties running TF-MoDISco with multiple tasks, our recommendation is to run it on one task at a time.\n", - "\n", - "This notebook demonstrates running TF-MoDISco on importance scores obtained from the TAL-GATA simulation used in the DeepLIFT paper. See Generate Importance Scores.ipynb for a notebook demonstrating how to produce the scores. There are 3 tasks. Task 0 is positive when both TAL and GATA motifs are present in the sequence. Task 1 is positive when GATA motifs are present in the sequence. Task 2 is positive when TAL motifs are present in the sequence." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 492 - }, - "colab_type": "code", - "id": "CLiK1j6A8YrA", - "outputId": "ba486e3c-0579-49ce-8524-01e8622c0369" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting modisco\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/4c/c8/d2615551e0da499da54f98df191d997f1d66b62178a50a9193a18baa67dc/modisco-0.5.6.2.tar.gz (167kB)\n", - "\u001b[K |████████████████████████████████| 174kB 2.8MB/s \n", - "\u001b[?25hRequirement already satisfied: numpy>=1.9 in /usr/local/lib/python3.6/dist-packages (from modisco) (1.18.2)\n", - "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from modisco) (0.14.1)\n", - "Requirement already satisfied: scikit-learn>=0.19 in /usr/local/lib/python3.6/dist-packages (from modisco) (0.22.2.post1)\n", - "Requirement already satisfied: h5py>=2.5 in /usr/local/lib/python3.6/dist-packages (from modisco) (2.10.0)\n", - "Collecting leidenalg>=0.7.0\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/b6/cc/d76baf78a3924ba6093a3ce8d14e2289f1d718bd3bcbb8252bb131d12daa/leidenalg-0.7.0.tar.gz (92kB)\n", - "\u001b[K |████████████████████████████████| 102kB 7.1MB/s \n", - "\u001b[?25hRequirement already satisfied: tqdm>=4.38.0 in /usr/local/lib/python3.6/dist-packages (from modisco) (4.38.0)\n", - "Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.6/dist-packages (from scikit-learn>=0.19->modisco) (1.4.1)\n", - "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from h5py>=2.5->modisco) (1.12.0)\n", - "Collecting python-igraph>=0.7.1.0\n", - "\u001b[?25l Downloading https://files.pythonhosted.org/packages/f3/23/2959ac50ac7a3d8c28602a752075abd21025767fc32d4587fb35ae273d22/python_igraph-0.8.0-cp36-cp36m-manylinux2010_x86_64.whl (3.2MB)\n", - "\u001b[K |████████████████████████████████| 3.2MB 8.9MB/s \n", - "\u001b[?25hCollecting texttable>=1.6.2\n", - " Downloading https://files.pythonhosted.org/packages/ec/b1/8a1c659ce288bf771d5b1c7cae318ada466f73bd0e16df8d86f27a2a3ee7/texttable-1.6.2-py2.py3-none-any.whl\n", - "Building wheels for collected packages: modisco, leidenalg\n", - " Building wheel for modisco (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for modisco: filename=modisco-0.5.6.2-cp36-none-any.whl size=179414 sha256=795a88033f051cb735c50fc5d834718901abdc6e730e35343afe7ebf2cf4109c\n", - " Stored in directory: /root/.cache/pip/wheels/74/ff/80/1dc0829b21f3ec03783bc885203b157263e8a9871387212906\n", - " Building wheel for leidenalg (setup.py) ... \u001b[?25l\u001b[?25hdone\n", - " Created wheel for leidenalg: filename=leidenalg-0.7.0-cp36-cp36m-linux_x86_64.whl size=1107061 sha256=5e56e810612c74171e308ed58cb5240f244a081928b25b9031c43c4cce218643\n", - " Stored in directory: /root/.cache/pip/wheels/29/55/48/5a04693a10f50297bcda23819ca23ab3470a61dd911851c8bd\n", - "Successfully built modisco leidenalg\n", - "Installing collected packages: texttable, python-igraph, leidenalg, modisco\n", - "Successfully installed leidenalg-0.7.0 modisco-0.5.6.2 python-igraph-0.8.0 texttable-1.6.2\n" - ] - } - ], - "source": [ - "!pip install modisco" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { "colab": { - "base_uri": "https://localhost:8080/", - "height": 33 - }, - "colab_type": "code", - "id": "-9R8H-A0ps_X", - "outputId": "c2c9e3d5-87dd-4361-882c-5afe32c2661c" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "UsageError: Line magic function `%tensorflow_version` not found.\n" - ] - } - ], - "source": [ - "#this is needed when running in google colab to specify that version 1.x of tensorflow must\n", - "# be used; it just throws an error if run in a regular jupyter notebook.\n", - "%tensorflow_version 1.x " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "en15RxNL8YFE" - }, - "outputs": [], - "source": [ - "from __future__ import print_function, division\n", - "%matplotlib inline\n", - "\n", - "try:\n", - " reload # Python 2.7\n", - "except NameError:\n", - " try:\n", - " from importlib import reload # Python 3.4+\n", - " except ImportError:\n", - " from imp import reload # Python 3.0 - 3.3" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 118 - }, - "colab_type": "code", - "id": "uVOSJpXV8aIG", - "outputId": "719b7b49-a273-40d9-9710-3f0f93e59ae5" - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "TF-MoDISco is using the TensorFlow backend.\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", - " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", - "/Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.neighbors.kde module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.neighbors. Anything that cannot be imported from sklearn.neighbors is now part of the private API.\n", - " warnings.warn(message, FutureWarning)\n" - ] + "name": "(On Google Colab) With Hit Scoring TF MoDISco TAL GATA.ipynb", + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.6" } - ], - "source": [ - "import numpy as np\n", - "import modisco\n", - "import sys\n", - "import os" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "ROG0LVF_9ZZs" - }, - "source": [ - "## Grab the input data" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 423 - }, - "colab_type": "code", - "id": "bZ8jaBDZ8fmm", - "outputId": "fd8f9d0a-0954-46bb-d7e6-c9fe2c197174" - }, - "outputs": [], - "source": [ - "#grab scores for tfmodisco\n", - "#!/usr/bin/env bash\n", - "![[ -f scores.h5 ]] || curl -o scores.h5 https://raw.githubusercontent.com/AvantiShri/model_storage/23d8f3ffc89af210f6f0bf7e65585eff259ba672/modisco/scores.h5\n", - "![[ -f sequences.simdata.gz ]] || wget https://raw.githubusercontent.com/AvantiShri/model_storage/db919b12f750e5844402153233249bb3d24e9e9a/deeplift/genomics/sequences.simdata.gz\n", - "![[ -f test.txt.gz ]] || wget https://raw.githubusercontent.com/AvantiShri/model_storage/9aadb769735c60eb90f7d3d896632ac749a1bdd2/deeplift/genomics/test.txt.gz" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "_ShCbHRM92_y" - }, - "source": [ - "## Functions for one-hot encoding sequences¶" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "KawKTu5P8-c6" - }, - "outputs": [], - "source": [ - "#Functions for one-hot encoding sequences\n", - "import gzip\n", - "\n", - "def one_hot_encode_along_channel_axis(sequence):\n", - " to_return = np.zeros((len(sequence),4), dtype=np.int8)\n", - " seq_to_one_hot_fill_in_array(zeros_array=to_return,\n", - " sequence=sequence, one_hot_axis=1)\n", - " return to_return\n", - "\n", - "def seq_to_one_hot_fill_in_array(zeros_array, sequence, one_hot_axis):\n", - " assert one_hot_axis==0 or one_hot_axis==1\n", - " if (one_hot_axis==0):\n", - " assert zeros_array.shape[1] == len(sequence)\n", - " elif (one_hot_axis==1): \n", - " assert zeros_array.shape[0] == len(sequence)\n", - " #will mutate zeros_array\n", - " for (i,char) in enumerate(sequence):\n", - " if (char==\"A\" or char==\"a\"):\n", - " char_idx = 0\n", - " elif (char==\"C\" or char==\"c\"):\n", - " char_idx = 1\n", - " elif (char==\"G\" or char==\"g\"):\n", - " char_idx = 2\n", - " elif (char==\"T\" or char==\"t\"):\n", - " char_idx = 3\n", - " elif (char==\"N\" or char==\"n\"):\n", - " continue #leave that pos as all 0's\n", - " else:\n", - " raise RuntimeError(\"Unsupported character: \"+str(char))\n", - " if (one_hot_axis==0):\n", - " zeros_array[char_idx,i] = 1\n", - " elif (one_hot_axis==1):\n", - " zeros_array[i,char_idx] = 1\n", - "\n", - "#read in the data in the testing set\n", - "test_ids_fh = gzip.open(\"test.txt.gz\",\"rb\")\n", - "ids_to_load = set([x.rstrip() for x in test_ids_fh])\n", - "\n", - "fasta_sequences = []\n", - "for i,a_line in enumerate(gzip.open(\"sequences.simdata.gz\",\"rb\")):\n", - " if (i==0):\n", - " next\n", - " a_line = a_line.rstrip()\n", - " seq_id,seq_fasta,embeddings,task1,task2,task3 = a_line.split(b\"\\t\")\n", - " if seq_id in ids_to_load:\n", - " fasta_sequences.append(seq_fasta.decode(\"utf-8\"))" - ] }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "m1xkAlvW97vL" - }, - "source": [ - "## Prepare the data for input into TF-MoDISCo\n", - "\n", - "You need a numpy array of importance scores and hypothetical importance scores for every task." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "xahZGqrA9Jpq" - }, - "outputs": [], - "source": [ - "import h5py\n", - "from collections import OrderedDict\n", - "\n", - "task_to_scores = OrderedDict()\n", - "task_to_hyp_scores = OrderedDict()\n", - "\n", - "f = h5py.File(\"scores.h5\",\"r\")\n", - "tasks = f[\"contrib_scores\"].keys()\n", - "n = 100 #since this is just a test run, for speed I am limiting to 100 sequences\n", - "for task in tasks:\n", - " #Note that the sequences can be of variable lengths;\n", - " #in this example they all have the same length (200bp) but that is\n", - " #not necessary.\n", - " task_to_scores[task] = [np.array(x) for x in f['contrib_scores'][task][:n]]\n", - " task_to_hyp_scores[task] = [np.array(x) for x in f['hyp_contrib_scores'][task][:n]]\n", - "\n", - "onehot_data = [one_hot_encode_along_channel_axis(seq) for seq in fasta_sequences][:n]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "hQEQgz1w-QhL" - }, - "source": [ - "Double check by plotting" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 440 - }, - "colab_type": "code", - "id": "Ky6nlCFs-NcP", - "outputId": "218cb336-dfc5-4c03-9102-c0368c150946" - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "data": { - "image/png": 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\n", 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" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "oPV0Wsfg9OBZ" + }, + "source": [ + "# TF-MoDISco on the TAL GATA simulation\n", + "\n", + "### Note: we are still refining the multi-task version of TF-MoDISco. If you encounter difficulties running TF-MoDISco with multiple tasks, our recommendation is to run it on one task at a time.\n", + "\n", + "This notebook demonstrates running TF-MoDISco on importance scores obtained from the TAL-GATA simulation used in the DeepLIFT paper. See Generate Importance Scores.ipynb for a notebook demonstrating how to produce the scores. There are 3 tasks. Task 0 is positive when both TAL and GATA motifs are present in the sequence. Task 1 is positive when GATA motifs are present in the sequence. Task 2 is positive when TAL motifs are present in the sequence." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "data": { - "image/png": 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "CLiK1j6A8YrA", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 541 + }, + "outputId": "50383cd1-4015-4627-893c-01c859c3791e" + }, + "source": [ + "!pip install modisco" + ], + "execution_count": 1, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Collecting modisco\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/95/ca/525f067b22ebfbdb664e59b215205174b927e5e67d39300e01d7c10ef2e0/modisco-0.5.8.0.tar.gz (175kB)\n", + "\r\u001b[K |█▉ | 10kB 25.7MB/s eta 0:00:01\r\u001b[K |███▊ | 20kB 6.2MB/s eta 0:00:01\r\u001b[K |█████▋ | 30kB 5.9MB/s eta 0:00:01\r\u001b[K |███████▌ | 40kB 6.7MB/s eta 0:00:01\r\u001b[K |█████████▍ | 51kB 6.4MB/s eta 0:00:01\r\u001b[K |███████████▏ | 61kB 6.9MB/s eta 0:00:01\r\u001b[K |█████████████ | 71kB 7.5MB/s eta 0:00:01\r\u001b[K |███████████████ | 81kB 7.0MB/s eta 0:00:01\r\u001b[K |████████████████▉ | 92kB 7.1MB/s eta 0:00:01\r\u001b[K |██████████████████▊ | 102kB 7.1MB/s eta 0:00:01\r\u001b[K |████████████████████▌ | 112kB 7.1MB/s eta 0:00:01\r\u001b[K |██████████████████████▍ | 122kB 7.1MB/s eta 0:00:01\r\u001b[K |████████████████████████▎ | 133kB 7.1MB/s eta 0:00:01\r\u001b[K |██████████████████████████▏ | 143kB 7.1MB/s eta 0:00:01\r\u001b[K |████████████████████████████ | 153kB 7.1MB/s eta 0:00:01\r\u001b[K |█████████████████████████████▉ | 163kB 7.1MB/s eta 0:00:01\r\u001b[K |███████████████████████████████▊| 174kB 7.1MB/s eta 0:00:01\r\u001b[K |████████████████████████████████| 184kB 7.1MB/s \n", + "\u001b[?25hRequirement already satisfied: numpy>=1.9 in /usr/local/lib/python3.6/dist-packages (from modisco) (1.18.5)\n", + "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from modisco) (0.16.0)\n", + "Requirement already satisfied: scikit-learn>=0.19 in /usr/local/lib/python3.6/dist-packages (from modisco) (0.22.2.post1)\n", + "Requirement already satisfied: h5py>=2.5 in /usr/local/lib/python3.6/dist-packages (from modisco) (2.10.0)\n", + "Collecting leidenalg>=0.7.0\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/7e/68/01da5910be71e4fd6f96af7c3c0f31f531c96300bbe50b418c0b5a3eaeb6/leidenalg-0.8.1-cp36-cp36m-manylinux2010_x86_64.whl (2.4MB)\n", + "\u001b[K |████████████████████████████████| 2.4MB 14.7MB/s \n", + "\u001b[?25hRequirement already satisfied: tqdm>=4.38.0 in /usr/local/lib/python3.6/dist-packages (from modisco) (4.41.1)\n", + "Requirement already satisfied: psutil>=5.4.8 in /usr/local/lib/python3.6/dist-packages (from modisco) (5.4.8)\n", + "Requirement already satisfied: matplotlib>=2.2.5 in /usr/local/lib/python3.6/dist-packages (from modisco) (3.2.2)\n", + "Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.6/dist-packages (from scikit-learn>=0.19->modisco) (1.4.1)\n", + "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from h5py>=2.5->modisco) (1.15.0)\n", + "Collecting python-igraph>=0.8.0\n", + "\u001b[?25l Downloading https://files.pythonhosted.org/packages/8b/74/24a1afbf3abaf1d5f393b668192888d04091d1a6d106319661cd4af05406/python_igraph-0.8.2-cp36-cp36m-manylinux2010_x86_64.whl (3.2MB)\n", + "\u001b[K |████████████████████████████████| 3.2MB 53.8MB/s \n", + "\u001b[?25hRequirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=2.2.5->modisco) (2.8.1)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=2.2.5->modisco) (2.4.7)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=2.2.5->modisco) (1.2.0)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib>=2.2.5->modisco) (0.10.0)\n", + "Collecting texttable>=1.6.2\n", + " Downloading https://files.pythonhosted.org/packages/ec/b1/8a1c659ce288bf771d5b1c7cae318ada466f73bd0e16df8d86f27a2a3ee7/texttable-1.6.2-py2.py3-none-any.whl\n", + "Building wheels for collected packages: modisco\n", + " Building wheel for modisco (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for modisco: filename=modisco-0.5.8.0-cp36-none-any.whl size=191426 sha256=bf64f09ea6bb969cdc9a391d14846ec7df412999c693af0fdb6d86062f92822a\n", + " Stored in directory: /root/.cache/pip/wheels/e0/11/34/6c87e2fa3c0321149f6f5fa45c79f052fec3163bceda8ed0a1\n", + "Successfully built modisco\n", + "Installing collected packages: texttable, python-igraph, leidenalg, modisco\n", + "Successfully installed leidenalg-0.8.1 modisco-0.5.8.0 python-igraph-0.8.2 texttable-1.6.2\n" + ], + "name": "stdout" + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "import modisco.visualization\n", - "from modisco.visualization import viz_sequence\n", - "\n", - "viz_sequence.plot_weights(task_to_scores['task0'][0], subticks_frequency=20)\n", - "viz_sequence.plot_weights(task_to_hyp_scores['task0'][0], subticks_frequency=20)\n", - "viz_sequence.plot_weights(onehot_data[0], subticks_frequency=20)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "uuvSgm62-Whl" - }, - "source": [ - "Run TF-MoDISco\n", - "TF-MoDISco first identifies seqlets, then splits the seqlets into \"metaclusters\" according to their pattern of activity across all the tasks, and then performs clustering within each task. Since there are 3 tasks, there are 27 possible metaclusters (consisting of a +1, -1 or 0 for each task). Consistent with the simulation, the [+1, +1, 0], [+1, 0, +1], [0, 0, +1] and [0, +1, 0] metaclusters turn up motifs.\n", - "\n", - "To demonstrate customization, the code below has slight modifications from default settings in the following ways:\n", - "\n", - "- Because the TAL and GATA motifs are relatively short compared to something like CTCF, it uses a sliding window size of 15 (rather than the default of 21) and flanks of 5 (rather than the default of 10). The sliding window size and flanks should be adjusted according to the expected length of the core motif and its flanks. If the window size or flank sizes are too long, you risk picking up more noise.\n", - "- During the seqlet clustering, motifs are trimmed to the central trim_to_window_size bp with the highest importance. trim_to_window_size is set to 10 rather than the default of 30. After the trimming is done, the seqlet is expanded on either side by initial_flank_to_add. This is set to 3 rather than the default of 10.\n", - "- The final_min_cluster_size is set to 60 rather than the default of 30. This is used to filter out small clusters with relatively weak support (in this case, fewer than 60 seqlets).\n", - "- It uses kmers of length 5 with 1 gap and no mismatches to compute the \"quick and dirty\" affinity matrix across all seqlets. The \"quick and dirty\" affinity matrix is used both for noise filtering and as a first pass to speed up computation of the continuous jaccard affinity matrix (the latter affinities are only computed between seqlets deemed to be close together by the \"quick and dirty\" method). I made the kmer length smaller to keep memory usage down when testing on my macbook pro. The default is to use kmers of length 8 with 3 gaps and 2 mismatches, which tends to run out of memory on many systems (I would change the default but want to avoid breaking reproducibility for older users)\n", - "- target_seqlet_fdr controls the noisiness of the seqlets. For a particular task, \"significant\" seqlets are identified by first smoothing importance scores with a window of size sliding_window_size and then fitting a laplace distribution to the left and right tails. This laplace distribution is assumed to represent the null distribution of window importance scores (note: as an alternative, it's possible to supply an empirical null distribution; see examples/H1ESC_Nanog_gkmsvm/TF MoDISco Nanog.ipynb for an example). A threshold is then identified such that the false discovery rate (computed as the ratio of the expected fraction of windows with a certain score in the null distribution relative to the observed fraction of windows with that score) is less that target_seqlet_fdr. Note: if the number of sliding windows that pass the FDR threshold is smaller than min_passing_windows_frac (default value 0.03 at the time of writing) or larger than max_passing_windows_frac (default value of 0.2 at the time of writing), the threshold will be adjusted." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 1000 }, - "colab_type": "code", - "id": "--8gp-i2-TOm", - "outputId": "18c39c16-c46e-47ad-eb88-afa41c43b2fd", - "scrolled": false - }, - "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "MEMORY 0.308432896\n", - "On task task0\n", - "Computing windowed sums on original\n", - "Generating null dist\n", - "peak(mu)= -0.02237087196292123\n", - "Computing threshold\n", - "Thresholds from null dist were -1.0124836564064026 and 0.8997364044189453\n", - "Final raw thresholds are -1.0124836564064026 and 0.8997364044189453\n", - "Final transformed thresholds are -0.8494086021505376 and 0.8402150537634409\n" - ] - }, - { - "data": { - "image/png": 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KhTma6YtI3BT6ESgOB2vwp1L+S2DkhEJfROKh0I9AYcimrOeDZvoiEj+FfgQKwzbl0bgQnHANFPoiEh+FfgSCmv40ZvrakSsiMVPoR6AwNPUafRgr7+RP5KMekogIoNCPRHHYyEyxXBOCs2yCZvoiEh+FfgSCmv7UM31LQarVFfoiEhuFfoO5O4Whqc+wWZbJKvRFJD51h76Zpc3sJTP7Sfh4pZltMbMdZva3ZtYatmfDxzvD7Svqfe/ZKD+YB7cpj8YtS7epvCMi8WnETP/rwPaKx98B7nX3VcAx4Naw/VbgmLufD9wb9ptzRgaCAJ/uTD+dde3IFZHY1BX6ZtYF/Alwf/jYgE8Dj4ddNgDXhfevDR8Tbl8d9p9Tcv3BpbCmH/qa6YtIfOqd6X8f+BZQCh+fARx39/IJ4nuBZeH9ZcBegHD7e2H/OaUc+uXlmFNRTV9E4lRz6JvZNcAhd99a2Vylq09jW+XrrjWzHjPr6evrq3V4ickNlGf60+ufVuiLSIzqmelfBnzezN4GHiUo63wfWGRmmbBPF7A/vN8LLAcIt58OHB3/ou6+3t273b27s7OzjuElY8blnTYYOXwINq8LfkREIlRz6Lv73e7e5e4rgBuB59z9C8Bm4Pqw2xrgqfD+xvAx4fbnfA5eHHY09KdxGgYIZ/rDUY5IRGRMFOv07wTuMLOdBDX7B8L2B4AzwvY7gLsieO/Ejdb0p7g+blk6CyNDEQ5IRKRCZuouU3P354Hnw/u7gEuq9BkGbmjE+81mM12ymck6hRyUik4qPecWM4nILKMjchss15/D0k5qml+noyddU4lHRGKg0G+wXH9uWpdKLBs9vbJKPCISA4V+g40MjEzrtMploxdS0UxfRGKg0G+wYKY//dAfvU7u0JxbyCQis5BCv8FmHvrhTF/lHRGJgUK/wXIDQU1/uhT6IhInhX6D5fpz016uCdqRKyLxUug3WK4/R3oG5Z3M6JJN1fRFJHoK/QYrL9mcrrEdudGMR0SkkkK/gUrFEvkT+ZmVd1TTF5EYKfQbqHyK5Jms3km1BBdI15JNEYmDQr+BZnqyNQiO3G2dp4OzRCQeCv0GmunJ1spa21TeEZF4KPQbaKYXUClrmQd5hb6IxECh30Bj18ed2fNa20w1fRGJhUK/gcaujzvD8o5q+iISE4V+A9Va3mmdp5q+iMSjIVfOksBo6GdnGvrG8YOl4EHlxdE/dXejhiYiAmim31C1LNkErd4Rkfgo9BtoZGCEzLzMtC+VWNai8o6IxESh30C5/hzZ02a4dAfV9EUkPqrpN8rmdeR2FMhmSjN+aus8o1SAYt5Jt0zz4roiIjXQTL+BRgadbPvMQ7u1fE59LdsUkYgp9BsoNwjZ+TN/Xuu84FYlHhGJmkK/gXKDYwE+Ewp9EYmLQr+BcoNOdn4N5Z15wXN0KgYRiZpCv4Fyg5Btn/nzyjP9vGr6IhKxmkPfzJab2WYz225mr5vZ18P2xWb2rJntCG87wnYzsx+a2U4ze8XMLm7ULzFb5E5Aaw2h36KLo4tITOqZ6ReAb7r7hcClwG1mdhFwF7DJ3VcBm8LHAFcDq8KftcB9dbz3rFPMO8U8ta3eUXlHRGJSc+i7+wF33xbeHwC2A8uAa4ENYbcNwHXh/WuBhzzwArDIzJbWPPJZJjcY3NZT3tFMX0Si1pCavpmtAD4ObAHOdPcDEHwxAB8Kuy0D9lY8rTdsmxMaEvqq6YtIxOoOfTNbADwB3O7u/ZN1rdJ2Sj3DzNaaWY+Z9fT19dU7vNj8ett7AOwdGZjxc1tV0xeRmNQV+mbWQhD4D7v7k2HzwXLZJrw9FLb3Assrnt4F7B//mu6+3t273b27s7OznuHF6uj2NJZ2Fp1fnPFz0y1GKhMc0SsiEqV6Vu8Y8ACw3d2/V7FpI7AmvL8GeKqi/UvhKp5LgffKZaC54Mj2DKevLJKZ4WmVAf5x1xGyi0rs3Jlr/MBERCrUc8K1y4CbgVfN7OWw7c+AbwOPmdmtwB7ghnDb08DngJ3AIHBLHe89qwwfH6b/7RTnXjNS82ssXF5kYG+6gaMSETlVzaHv7r+iep0eYHWV/g7cVuv7zWZvP/82uHHGhTMv7ZQtPKfEoZczjAz56BJOEZFG0xG5DbDrZ7tItTqnn1tH6C8vghuHdquuLyLRUeg3wO5Nu+n4SHHGV8yqtHB5cB7+d3cq9EUkOgr9OvXv6+fwm4c548JCXa/TttjJtDvv/k6hLyLRUejXafem3QAsrqOeD2AWlHg00xeRKOlyiXXa9bNdtC9pZ2HXzA/KGm/h8hL7f+mUik4qbbB53djGT91d9+uLiGimXwd3Z/em3az89EqsAZ/kwuVFCjk4uq/+1xIRqUahX4cjbx1hYP8AK1evbMjrnXZOeWfuzC+uLiIyHQr9Ojy4YRsAm6mvnl82f2mJVAbtzBWRyCj061DcfRzSRqprYUNeL5WBzg8bBxX6IhIRhX4dSrvfI3XOaVhL406fcNb5phU8IhIZrd6pQ3HXcTIfa+yZQM86z/h/z8D7R50FiytOx6CVPCLSAAr9Gg0dG8IPD7Ki47es3PNaw173rPODoH/3d875i3UOHhFpLJV3anTo1eAyAQu6GrMTt+zM88LQV4lHRCKg0K/RwVcOArCwq7HLK1/uO8r8pUV+88wIwYlJRUQaR6Ffo4OvHiTT7mQXNT6YV1w1wsCeNL/9R4W+iDSWQr9Gh145xMKuIhZB2X3ppQXmdZb4+YaiZvsi0lAK/Rp4yTn02qGGl3bKUmk495ocB3a4Zvsi0lAK/Rocf/s4I++PsCCi0Idgtt9xNprti0hDKfRrUN6J2+iVO5VSabj8i2kO7HC2/1KhLyKNodCfqc3rOLjxcTBYcHa0J0Y7cd5x5i8t8r//S56nf1BgqN9xd3q39PLMHc/w0oMvRfr+IjL36OCsGhz6XYmOpZBpi/Z9Umm45M5Bdj6VpefHxmubS7QtgGP7Hwg6mNNxXgcr/tmKaAciInOGQr8GB3c5Z54bz9GyLQvgwi/k6Lo8z46/y+JF+P0r85xxUZGe77bz5L96ki+//GXmd86PbAz3Pvvb0fvf+MxHInsfEYmeyjszlB92ju4nttAvW7i8xMVfG+KffGOIZZcVaOtwPvblIQaPDPLUv34KL6nuLyJTU+jP0J5XHS/Bh85N/qM77ZwSn/0y7Hh6Bz/7wn8l/9O/THpIIjLLqbwzA8ffOc5j/22EeZ1wePExWpIeEFD4g+Ms/WQb//fRFl78SYHLvvVzLvnKJczrmHdSv73Hhng8LNNMVKKZThlHpR6RDzaF/jTl+nM88s8foZQ3uv90kJb2pEcUMIM/uHWYrsvz7P5pK8//p+fZtn4bNz97M/9z71EArj82dNJzKoN7ItPpIyIfPAr9acj9n7/kib8o0Pe6c/HtQ5Ev1axFx6oiHauG+PXgv2Dgnl/w3y+9n/Z1V5A+f3Fk76m/DEQ+eGIPfTO7CvgBkAbud/dvxz2G6fjVfX/Ku7/JcHBbC0feSOMF48IvDnPGRdEdkNUIl7U/wYlvGlu/186Jf/8c7X9+eSzvW89fD5VfBvqSEIlWrKFvZmngr4HPAL3Ai2a20d3fiHMclcaHjJecV//mVX79H+czfDRF25IS53wqz5ndeRadN/tm+NXMP8v5p3cOsvV7MPjNTTw///e56Kx9SQ9rQhN9Gcy0xDT+S6Le54vMRRbneV3M7JPAf3b3K8PHdwO4+7pq/bu7u72np6f+N77iiuD2+ecpFUrkh/L07+1n93O7efZvXqG0tx9b2Mri7LsMH00xsCfNaR8u8pEbcnRcEM2ZNOOQH4Q9m1rZ92NnuNRGqmshdloW5mVInZ4ltWxh0LYk3EHhQMqw+S3Y/BZoy0C+CCMlPF/CWlKQSUFrGsumIZvGPqgfzhSm8wUwnS+V6fwV06i/bvRXUvQ+KJ+xmW119+6q22IO/euBq9z934aPbwY+4e5fqda/3tBf9y8fY2TjDtbk7sdwHkrdQmlcdWbekhILP1ykMGiMDBh4cD77pZ8oYMmvymyIVd9+glffu4A3u7opDBuFYWOk3xg+auB1hLYBrWlIzc3gT1preuwf4EhxdvyVOdGY6mmvFOfvOdEYGjmOyd5jMjf9+CZWXLGi5vedTaF/A3DluNC/xN2/WtFnLbA2fHgB8FZsA4zHEuBw0oOYBfQ5jNFnEdDnEGjE5/Bhd++stiHuHbm9wPKKx13A/soO7r4eWB/noOJkZj0TfQM3E30OY/RZBPQ5BKL+HOIuYLwIrDKzlWbWCtwIbIx5DCIiTSvWmb67F8zsK8AzBEs2H3T31+Mcg4hIM4t9nb67Pw08Hff7ziJztnQ1Q/ocxuizCOhzCET6OcS6I1dERJI1RxYliojIdCj0Y2RmV5nZW2a208zuSno8STCz5Wa22cy2m9nrZvb1pMeUJDNLm9lLZvaTpMeSFDNbZGaPm9mb4b+LTyY9pqSY2TfC/xevmdkjZtbw6/Mp9GNScQqKq4GLgJvM7KJkR5WIAvBNd78QuBS4rUk/h7KvA9uTHkTCfgD8vbv/HvCHNOnnYWbLgK8B3e7+UYLFLjc2+n0U+vG5BNjp7rvcfQR4FLg24THFzt0PuPu28P4AwX/wZcmOKhlm1gX8CXB/0mNJipmdBlwOPADg7iPufjzZUSUqA8wzswzQzrjjmBpBoR+fZcDeise9NGnYlZnZCuDjwJZkR5KY7wPfAmbHORaScS7QB/woLHPdb2bRXfB5FnP3fcB3gT3AAeA9d/+HRr+PQj8+1U5Q07RLp8xsAfAEcLu79yc9nriZ2TXAIXffmvRYEpYBLgbuc/ePAyeAZt3f1UHw1/9K4Gxgvpl9sdHvo9CPz5SnoGgWZtZCEPgPu/uTSY8nIZcBnzeztwlKfZ82s/+V7JAS0Qv0unv5r73HCb4EmtEfA7vdvc/d88CTwB81+k0U+vHRKSgAC87F/ACw3d2/l/R4kuLud7t7l7uvIPi38Jy7N3xWN9u5+7vAXjO7IGxaDSR2fY2E7QEuNbP28P/JaiLYqa3LJcZEp6AYdRlwM/Cqmb0ctv1ZeKS2NKevAg+Hk6FdwC0JjycR7r7FzB4HthGscnuJCI7O1RG5IiJNROUdEZEmotAXEWkiCn0RkSai0BcRaSIKfRGRJqLQFxFpIgp9EZEmotAXEWki/x/FYm42iLjkHAAAAABJRU5ErkJggg==\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "-9R8H-A0ps_X", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 33 + }, + "outputId": "00bc0237-7de5-4317-93f6-151971a646d2" + }, + "source": [ + "#this is needed when running in google colab to specify that version 1.x of tensorflow must\n", + "# be used; it just throws an error if run in a regular jupyter notebook.\n", + "%tensorflow_version 1.x " + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "text": [ + "TensorFlow 1.x selected.\n" + ], + "name": "stdout" + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Got 198 coords\n", - "On task task1\n", - "Computing windowed sums on original\n", - "Generating null dist\n", - "peak(mu)= -0.00025505211204290357\n", - "Computing threshold\n", - "Thresholds from null dist were -0.918197512626648 and 0.608733057975769\n", - "Final raw thresholds are -0.918197512626648 and 0.608733057975769\n", - "Final transformed thresholds are -0.9040322580645161 and 0.8833870967741936\n" - ] }, { - "data": { - "image/png": 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W4L1Nzf9D0oXUSzd7G69FxKOS7gQeA6rAdd20cmfsSP0CuZ7INbMitRX6EXEUOH1K27tm2P5G4MZ29rlYVY5UgBOvjwugHtFT8qmVzSx/PiI3kZlG+lCv67umb2Z5c+gn0hjpl1dME/pll3fMLH8O/UQaI/2pp1Vu6Cl7pG9m+XPoJ3JspD9deccjfTNLwKGfyLGR/gw1/QmP9M0sZw79RI6P9Fu/7pG+maXg0E9kptU79+15jjFqPPOLsdTdMrMu49BPpHKkgkpBT2/r10vLg+po2j6ZWfdx6CdSeb4ybWkHoLwCqiOtzklnZtY5Dv1Exo6MTTuJC/X1+w59M8ubQz+RsSNj0y7XhHqt3+UdM8ubQz+RypFKy/PuNJRXBDWP9M0sZw79RGYf6cNEVVQrXrdpZvlx6CdSH+nPXNOH40s7zczy4NBPZOzIWMvr4zY0Qn/0sAv7ZpYfh34ilSOVmcs7K7Ltnq8k6pGZdSOHfgIRMeuSzcZrDn0zy5NDP4HqSJWYiFkOznLom1n+HPoJHL9U4szr9MGhb2b5ajv0Je2V9LCkHZIGs7aXSNom6afZ/eqsXZI+I2m3pIckvbbd/S8Gs10qEZpq+ocd+maWn06N9H8jIi6MiIHs+YeAeyJiI3BP9hzgCmBjdtsM3Nyh/S9oM10UvcHlHTNLIa/yzlXAbdnj24B3NLV/Mep+AJwm6ayc+rBgzGWk39MLKoVD38xy1YnQD+DbkrZL2py1nRkR+wGy+zOy9rXA003vHcraJpG0WdKgpMHh4eEOdLFYc6npS/Wjch36Zpancgc+4/URsU/SGcA2Sbtm2LbVyWVOSMKIuAW4BWBgYGD6pFwkjo/0Z96utMIjfTPLV9sj/YjYl90/A3wNuBg40CjbZPfPZJsPAWc3vX0dsK/dPix0s10UvaG8PDyRa2a5aiv0Ja2SdErjMXAZ8AiwFbg22+xa4OvZ463ANdkqnkuAw40y0FI220XRG8oe6ZtZztot75wJfE1S47O+HBH/KOl+4E5J7wGeAn472/5u4EpgN3AUeHeb+18UZrsoekN5hWv6ZpavtkI/IvYAF7Rofw64tEV7ANe1s8/FaOzIGL0re9Esv1eVlweVgw59M8uPj8hNoHKkwrJTls26ncs7ZpY3h34CY0fG6DtlhvMqZ8rLfWplM8tXJ5Zs2kzuvYmxJ8eZfZyfXTKxUqNaqVLu81+NmXWeR/oJVI5C38rZt/PVs8wsbw79BCpHYdkcQt/n1DezvDn0ExgbCfpWtDoYeTJfPcvM8ubQT2CuI31fJ9fM8ubQz1lEUHlhjjV9l3fMLGcO/Zx996FfUB2Dgz1HZ93W59Q3s7w59HM28ly9lr9izewnC3VN38zy5tDP2ciz9T/i5adPzLqtyztmljeHfs5Gj430Zw/9nmWgknx6ZTPLjUM/ZyPP9lBeEfTOYSJXgr5T+zzSN7PcOPRzNvJcz5xG+Q3LX7zcoW9muXHo52z0Oc2pnt/Q13OYyp6H4d6bcuyVmXUrh36OIoKRZ3vmtHKnoW8VVF7IsVNm1tUc+jkaOThCrSJWnMxIf6VD38zy49DP0aG9h4C5rdFv6FspKkfnvr2Z2clw6OeoEfonVdN/Uf1cPWZmeZh36Es6W9K9knZKelTS+7P2j0n6uaQd2e3KpvfcIGm3pMclvbUTX2AhOz7Sd3nHzBaGdi7PVAX+KCIekHQKsF3Stuy1T0XEx5s3lnQ+sAl4NfAy4DuSzouIWht9WNAO7T005zX6DX0rRXUMauNBKb+umVmXmvdIPyL2R8QD2eMjwE5g7QxvuQq4IyIqEfEksBu4eL77XwwO7z18UqN8qK/eAZd4zCwfHanpS1oPXAT8MGu6XtJDkrZIWp21rQWebnrbENP8kJC0WdKgpMHh4eFOdLEQh/YeOql6Phw/BbNLPGaWh7ZDX9KLgLuAD0TE88DNwLnAhcB+4BONTVu8veUylYi4JSIGImKgv7+/3S4WIiI4tPfQSa3cAehbVf9j8goeM8tDW6EvqZd64H8pIr4KEBEHIqIWERPA5zhewhkCzm56+zpgXzv7X8hGDo4w9suxk1qjD03lHY/0zSwH7azeEXArsDMiPtnUflbTZu8EHskebwU2SeqTtAHYCPxovvtf6OazRh+ayjuu6ZtZDtpZvfN64F3Aw5J2ZG0fBq6WdCH10s1e4L0AEfGopDuBx6iv/Lluqa/cgZNbow/11TsAoy+4vGNmnTfv0I+I79G6Tn/3DO+5EbhxvvtcTOazRh9c3jGzfPmI3Jwc2nuIvhf3ndQafXB5x8zy1U55x6Zz700cHhzntNNP/q29y0E9Xr1jZvnwSD8nhw7AaS89+fdJ8umVzSw3Dv0cRASH/iV48UtbTXnMzuffMbO8OPRz8K17DjE2AkdPm19y960SFa/eMbMcOPRzcGB7LyoF/RdUT/q99+15jjh1jJ/tqhHh4DezznLod1hEcOCBMi95ZY3eVfP7jDMuqjJ6sIf92/d3tnNm1vUc+h124McHGBnu4czXnfwov6H/girqCXZ+bWcHe2Zm5tDvuMfuegwUnHHR/EN/2Ytg9Xk1dn11Vwd7Zmbmdfodt/Ounaw+r8ayU9qrx5/x2iq7vvwsw1/47/T/SrYK6Ddu6EAPzaybeaTfQcOPDfPszmfbKu00NH5T2PnPJ3caBzOzmTj0O+RT237CrX/xz0B9lN6u5auDta8Su77n0DezznHod9D4956mdP4alp/WmaWWr3pDD/t/Uj/Qy8ysExz6HXLuN25lYs8hNl4w1LHPfOWv1/96PNo3s05x6HdA5UiFx/7ncla9rMa6N4537HNPXyfOfLn4/h01dt/v4Dez9nn1Ths+te0nAIz89SDjh8QF7xuhp7dzn3/fnufY8Ls9PPy55XzpT+C1u/+Byz5+GX2n9nVuJ2bWVTzSb1P10WHG/+GnnPPmcU47t/Oj8VPPmeCSPz3K+ssrPHjrg9z25tuYqHrUb2bz49BvQxwZY/STP0JnrOJfvbOS235KvXDeb43xmvccZf/2/fz9NR/JbV9mtrS5vDNPR/Yd4YU//g4T+3/Jyhv/LeXlW3Pf50svrrLv+1V2/58+PnHnj+lZvQKAD+a+ZzNbKjzSn4eDuw+y5fVb0L5DvO4Pfsmvn55/4ANI8MrfGaU2BpVbf5xkn2a2tCQf6Uu6HPgroAR8PiL+PHUf5uvwU4f5m498h/Gt9Qnci//4KC/ekLa+vuqlwfrLxnjym0/Se8W5lF/dz9O/GAHgK9nEcisffMt5qbpoZgtY0tCXVAI+C7wFGALul7Q1Ih5L2Y/ZRAQvHPglR4ePMrxzmK1bd1Hb+Sy1Bw9ATHD6+TVeuanCqrOKmVDd8LYx9v+wl7GPbOOU86vseu5s1qw4TO3p51FfCXpLUBIqCUo90NtzbKXRVM0/DKbbZrrtu0Xzn8tS+P5L7fvYyVHKC3VI+jXgYxHx1uz5DQARcdN07xkYGIjBwcF57e8vfv//MnrrDgCWlY5XssZqrcN6GVV+Z/TviIDbeHdTx4NVZ05w5kCVtb8+zoo1xR8h+/xTPfxs2zIO7ixROTSHKl25p36b3xUcrQPm8m+wW8zp/2MH/7yaP2sxuPKzV3LBNRfM+/2StkfEQMvXEof+bwGXR8R/yZ6/C/jViLh+ynabgc3Z01cAjyfrZHprgGeL7kQi3fJdu+V7gr/rQvUrEdHf6oXUNf1W48wTfupExC3ALfl3p3iSBqf7ibzUdMt37ZbvCf6ui1Hq33mGgLObnq8D9iXug5lZ10od+vcDGyVtkLQM2ASkWe9oZmZpyzsRUZV0PfAt6ks2t0TEoyn7sAB1RRkr0y3ftVu+J/i7LjpJJ3LNzKxYi2sdk5mZtcWhb2bWRRz6BZF0uaTHJe2W9KGi+5MXSWdLulfSTkmPSnp/0X3Km6SSpAclfaPovuRJ0mmSviJpV/b3+2tF9ykPkj6Y/dt9RNLtkpYX3ad2OPQL0HQ6iiuA84GrJZ1fbK9yUwX+KCJeBVwCXLeEv2vD+4GdRXcigb8C/jEiXglcwBL8zpLWAn8ADETEa6gvQNlUbK/a49AvxsXA7ojYExFjwB3AVQX3KRcRsT8iHsgeH6EeDGuL7VV+JK0D/h3w+aL7kidJpwJvBG4FiIixiDhUbK9yUwZWSCoDK1nkxxY59IuxFni66fkQSzgIGyStBy4CflhsT3L1aeC/Akv95DovB4aBv8tKWZ+XtKroTnVaRPwc+DjwFLAfOBwR3y62V+1x6BdjTqejWEokvQi4C/hARDxfdH/yIOltwDMRsb3oviRQBl4L3BwRFwEvAEtubkrSauq/hW8AXgaskvS7xfaqPQ79YnTV6Sgk9VIP/C9FxFeL7k+OXg+8XdJe6iW7N0v6X8V2KTdDwFBENH5r+wr1HwJLzW8CT0bEcESMA18F/k3BfWqLQ78YXXM6CkmiXvfdGRGfLLo/eYqIGyJiXUSsp/53+v8iYlGPCqcTEf8CPC3pFVnTpcCCui5GhzwFXCJpZfZv+VIW+YS1r5FbgC47HcXrgXcBD0vakbV9OCLuLrBP1hm/D3wpG7jsgeaLUCwNEfFDSV8BHqC+Eu1BFvnpGHwaBjOzLuLyjplZF3Hom5l1EYe+mVkXceibmXURh76ZWRdx6JuZdRGHvplZF/n/sj5HlK5rND4AAAAASUVORK5CYII=\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "en15RxNL8YFE", + "colab": {} + }, + "source": [ + "from __future__ import print_function, division\n", + "%matplotlib inline\n", + "\n", + "try:\n", + " reload # Python 2.7\n", + "except NameError:\n", + " try:\n", + " from importlib import reload # Python 3.4+\n", + " except ImportError:\n", + " from imp import reload # Python 3.0 - 3.3" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "uVOSJpXV8aIG", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 86 + }, + "outputId": "3fa7a2eb-987f-49d6-8e8c-307a93d580b8" + }, + "source": [ + "import numpy as np\n", + "import modisco\n", + "import sys\n", + "import os" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "text": [ + "TF-MoDISco is using the TensorFlow backend.\n", + "/usr/local/lib/python3.6/dist-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.neighbors.kde module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.neighbors. Anything that cannot be imported from sklearn.neighbors is now part of the private API.\n", + " warnings.warn(message, FutureWarning)\n" + ], + "name": "stderr" + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Got 145 coords\n", - "On task task2\n", - "Computing windowed sums on original\n", - "Generating null dist\n", - "peak(mu)= -0.001713569819345139\n", - "Computing threshold\n", - "Thresholds from null dist were -0.6213091909885406 and 0.6281718015670776\n", - "Final raw thresholds are -0.6213091909885406 and 0.6281718015670776\n", - "Final transformed thresholds are -0.8680107526881721 and 0.8682795698924731\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ROG0LVF_9ZZs" + }, + "source": [ + "## Grab the input data" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Got 166 coords\n", - "After resolving overlaps, got 275 seqlets\n", - "Across all tasks, the weakest transformed threshold used was: 0.8401150537634409\n", - "MEMORY 0.304041984\n", - "275 identified in total\n", - "2 activity patterns with support >= 100 out of 26 possible patterns\n", - "Metacluster sizes: [115, 104]\n", - "Idx to activities: {0: '1,0,1', 1: '1,1,0'}\n", - "MEMORY 0.304054272\n", - "On metacluster 1\n", - "Metacluster size 104\n", - "Relevant tasks: ('task0', 'task1')\n", - "Relevant signs: (1, 1)\n", - "WARNING:tensorflow:From /Users/avantishrikumar/Research/tfmodisco/modisco/backend/tensorflow_backend.py:87: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", - "\n", - "TfModiscoSeqletsToPatternsFactory: seed=1234\n", - "(Round 1) num seqlets: 104\n", - "(Round 1) Computing coarse affmat\n", - "MEMORY 0.304156672\n", - "Beginning embedding computation\n", - "Computing embeddings\n", - "WARNING:tensorflow:From /Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", - "\n", - "WARNING:tensorflow:From /Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", - "\n", - "WARNING:tensorflow:From /Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", - "\n", - "WARNING:tensorflow:From /Users/avantishrikumar/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", - "\n", - "Finished embedding computation in 0.2 s\n", - "Starting affinity matrix computations\n", - "Normalization computed in 0.0 s\n", - "Cosine similarity mat computed in 0.0 s\n", - "Normalization computed in 0.0 s\n", - "Cosine similarity mat computed in 0.0 s\n", - "Finished affinity matrix computations in 0.01 s\n", - "(Round 1) Compute nearest neighbors from coarse affmat\n", - "MEMORY 0.320847872\n", - "Computed nearest neighbors in 0.0 s\n", - "MEMORY 0.320851968\n", - "(Round 1) Computing affinity matrix on nearest neighbors\n", - "MEMORY 0.320851968\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Using TensorFlow backend.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Launching nearest neighbors affmat calculation job\n", - "MEMORY 0.322080768\n", - "Parallel runs completed\n", - "MEMORY 0.325853184\n", - "Job completed in: 0.4 s\n", - "MEMORY 0.32585728\n", - "Launching nearest neighbors affmat calculation job\n", - "MEMORY 0.325521408\n", - "Parallel runs completed\n", - "MEMORY 0.325926912\n", - "Job completed in: 0.38 s\n", - "MEMORY 0.325926912\n", - "(Round 1) Computed affinity matrix on nearest neighbors in 0.82 s\n", - "MEMORY 0.324182016\n", - "Filtered down to 99 of 104\n", - "(Round 1) Retained 99 rows out of 104 after filtering\n", - "MEMORY 0.324386816\n", - "(Round 1) Computing density adapted affmat\n", - "MEMORY 0.324132864\n", - "[t-SNE] Computing 31 nearest neighbors...\n", - "[t-SNE] Indexed 99 samples in 0.000s...\n", - "[t-SNE] Computed neighbors for 99 samples in 0.002s...\n", - "[t-SNE] Computed conditional probabilities for sample 99 / 99\n", - "[t-SNE] Mean sigma: 0.226334\n", - "(Round 1) Computing clustering\n", - "MEMORY 0.3241984\n", - "Beginning preprocessing + Leiden\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "\r", - " 0%| | 0/50 [00:00" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "bZ8jaBDZ8fmm", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 443 + }, + "outputId": "87734ddd-01e6-4433-9650-5f5e0ef01b97" + }, + "source": [ + "#grab scores for tfmodisco\n", + "#!/usr/bin/env bash\n", + "![[ -f scores.h5 ]] || curl -o scores.h5 https://raw.githubusercontent.com/AvantiShri/model_storage/23d8f3ffc89af210f6f0bf7e65585eff259ba672/modisco/scores.h5\n", + "![[ -f sequences.simdata.gz ]] || wget https://raw.githubusercontent.com/AvantiShri/model_storage/db919b12f750e5844402153233249bb3d24e9e9a/deeplift/genomics/sequences.simdata.gz\n", + "![[ -f test.txt.gz ]] || wget https://raw.githubusercontent.com/AvantiShri/model_storage/9aadb769735c60eb90f7d3d896632ac749a1bdd2/deeplift/genomics/test.txt.gz" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "100 21.9M 100 21.9M 0 0 30.4M 0 --:--:-- --:--:-- --:--:-- 30.4M\n", + "--2020-08-26 20:06:33-- https://raw.githubusercontent.com/AvantiShri/model_storage/db919b12f750e5844402153233249bb3d24e9e9a/deeplift/genomics/sequences.simdata.gz\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 629502 (615K) [application/octet-stream]\n", + "Saving to: ‘sequences.simdata.gz’\n", + "\n", + "sequences.simdata.g 100%[===================>] 614.75K --.-KB/s in 0.03s \n", + "\n", + "2020-08-26 20:06:33 (18.8 MB/s) - ‘sequences.simdata.gz’ saved [629502/629502]\n", + "\n", + "--2020-08-26 20:06:33-- https://raw.githubusercontent.com/AvantiShri/model_storage/9aadb769735c60eb90f7d3d896632ac749a1bdd2/deeplift/genomics/test.txt.gz\n", + "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n", + "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 2287 (2.2K) [application/octet-stream]\n", + "Saving to: ‘test.txt.gz’\n", + "\n", + "test.txt.gz 100%[===================>] 2.23K --.-KB/s in 0s \n", + "\n", + "2020-08-26 20:06:34 (47.6 MB/s) - ‘test.txt.gz’ saved [2287/2287]\n", + "\n" + ], + "name": "stdout" + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "metacluster_0\n", - "activity pattern: [1 0 1]\n", - "metacluster_0 pattern_0\n", - "total seqlets: 76\n", - "Task 0 hypothetical scores:\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task 0 actual importance scores:\n" - ] - }, - { - "data": { - "image/png": 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biKTclzcpPfAxUXXVpmdFVZ4Gjifz+iIiIiJxCgKJiIiMQ/v3QzglcWbatIOz7QOdB2jtbu29PbPYjT4tmLSgd1m+Lz8pUJTE2vSsn7xJgBntruamzpr0+j/B6YemLyIiIpJTFAQSEREZhxoaoDslTjB58sHZ9rqadeT7+qYhO6bSndVr0eRF+BwfAKFoqP/i0DZKWsDHV5ReB2eiat+ZvsxffvD7ISIiIjlHQSAREZFxKByGWMroqfKDFCdYu28tnRF3GjKP8XDClBMAmF8xvzc41BXpYsXuFZkbsBF3NrBExgtGmUAAdOxJWWDcIJmIiIjIIBQEEhERGYdCGSbS8vkOzrZf2P0CoajbgaAvyPzy+QDMK5/XO008wOrq1ZkbyJQJZDzpyyaq0IHk23nlKpotIiIiWfEe6g6IiIjI6EutBwTps4WNlVf2vdL7tzGGeeXzAJhbNrd3mniAXc27CEVD+D2p89Y7pE93HsuwrB9/neIWTx6QA1dFs2vvcGMjybf9ZW4QyBM4NP0RERGRnKFMIBERERk1neFOqlure293hDt6g0BBX5DivOLe+wLeAG/UvZHeiPGkT21mo+nL+jNoAAjcoFKOsinBK+Ml6wCZiIiITGgKAomIiIxD3gy5vqk1gsbChroNBL3B3tsBb4CSQEnv7dmls3v/ttayrmZdeiOOl7QgTbQ7fdlEFUvJBDLe7ANkIiIiMqFpOJiIiMg45E8dYQVEIunLRtvafWuJJAxXmlkyM+n+BZMWsLbGnRWsLdzGS3tf4uMnfjy5EePgnqdKCPp014NVEAhIL5pNbGhFswcdLpfDQ+VERERkQMoEEhERGYe8GSbTamoa++2u3LMyqe5Pz/TwPY6vOr53mniAF3e/mLkhb0Hy7e66UetjzjMpxZ1SM4MGM+hwOQXbRERExisFgURERMahsjLIy0tetn//2G935d6VvX87xuH4yccn3T+vfB753vze25saNiXNGNbLX5p8u6suPkxM3BpACSLt6YEhERERkQwUBBIRERmHJk9OnxJ+376x3WY0FmXrga29twt8BRxdeXTSOvPL52MTihgbY9jRtCO9sbyK5NvddeBo9isgc5aUZgYTERGRLCgIJCIiMg5NngxOyrf87t1ju80tB7YkDfVKnB6+x5HlR9IZ6ey97XW8vTWCkgSqkm9HO8FmmPd+Isqflnw7FooXzhYREREZWFZ51caYi4CfAx7gdmvtj1Lu/yLwSSAC1AH/bK3dOcp9FRERkSxNnpw+G9iePdDVBYExShp5fufzhGN9gZr2UDsrdq9ImwHM7/iJxOvYtHa38sTWJ7js2MuSG8ufnr6Bth1Qcuxodzv3FMxIXxZqhIRZ2UREREQyGTQIZIzxALcC5wN7gNXGmGXW2o0Jq60FllhrO4wxnwF+DHxoLDosIiIig5s8GUKh5GUbN45tEOhXL/+K7oSMlKiNcsNTN6Stl5gJZLHc8/o9/M8l/5O8UjBDoKNxnYJA4L42xgsJs7DRXQfBDIEzERERkQTZDAdbCmyx1m6z1oaA+4D3Jq5grX3GWtszFchK4IjR7aaIiIgMRVkZhFNGT732Wnqx6NG0qWFT2rKOcEfaJbEmELjZQGnyq8CTn7ysYRVEu0azy7kpUAVOyn9k4/pD0xcRERHJKdkEgaYDiVUE9sSX9ecTwP9lusMYc40xZo0xZk1dnaZ6FRERGSuOA0VFycuqq9OHiI0Way1tobbhPRbLpvqUAFLRfHD8ycuaN2QXBEqtJzTeBCanz5TWsBIiHZnXP9xMmQLGjN1lypRD/QxFREQOW9nUBDIZlmWYyxWMMR8FlgBnZ7rfWnsbcBvAkiVLMrYhIiIio2PuXFibUnN582ZYvHj0t/VqzasjevzfN/2dr1R+pW9BycL0YseNr6RnB2VyWU36snsyHc7kqEAVaYdija+6BaI5iHWBOmuh7h/QshmaXoP2HfEgnQFfARQdA6ULofhYmPy2vlnNamvHtl9j3b6IiEgOyyYItAdIHJh/BFCdupIx5p3A14GzrbWaokJEROQQO+WU9CDQM8/AokXgzWpqiOwt27xsRI9/bsdzfOXMhCBQYAqYlITl7gbo2OVmCR1Er1S/QlNXE+fNPe+gbrdfRfPTs36a1mdfGDpQBV3DDJR07oPNt8LO+6Fjt5utFe1Mrk/Uo265e78n4AaHyhbD3P83vO2KiIjIqMhmONhqYL4xZo4xxg9cCSQd6RljFgO/Bt5jrd0/+t0UERGRoVqyBIIpcYGHHoL29tHf1j92/mNEj39538vJC4yBonnpK+5+EGIZAg5jJGZjXPiHC7nojxdlrl10KPiKIK8ieVmkDTrSztFldlkNXGX7Ltlo2w7LPwLL5sIb/wFtWyDWDZHWzAGgHrEQhFvc64aXYO312W1PRERExsSgQSBrbQS4DngMeAP4k7V2gzHmO8aY98RXuwUoBP5sjFlnjBnZ6UAREREZsUwZP8uXg9+fef2RGOlwsPqO+vSFZSenL6t+BCJjEMXqx72v3Ut9Zz3hWJibl9980LY7qNIT0pft/gvEwunLR8JaePNn8PBxsOt+N6MnlpLwXXgkzPs0LPoOnPxfcNJP4LhvwqwrwV+evO5B/L8TERGRdFklg1trHwEeSVn2zYS/3znK/RIREZEROu446OxMXhYOw4oV8I53jKzt7u7kmcYOdB0YUXtRG6W+o57KYGXfwoqTYde9ycWg65eD4xvRtrIViob44uNfBMDB4acv/pTPnfo5JhdMPijbH1DlGVD7FNho37I9f4N5nxq91ycWhReugH2PQTRl+FnFqTD343DE+8BXAti+mj8ANuZmJzl50LoFdv0Ztv3WHc5XVTW2dXuqxnlhcBERkRHIZjiYiIiI5KDCQneq+FR33w2tIxzZFEkYAVTdUk3MjnzasYc2PZS8oPQEMClpS7Ew7H7goAwJ++XqX9IeimeuGIjYCN94+htjvt2slC9ODroA1K9Mr6M0XDYGK66CfY9CNCF7x18OZ/0Z3vEUHHkN5E91axGl9sU44CsGT55bHHrhDXDJRlj4daipcTOMBrtk7FcWj6vJUBhcREREAAWBRERExrUlS9KX/fnP4PGMrN2dO/v+fmnvSxnXMQP8y2Rj3cbkBRWnpA89ArcwcSyLqeJHoLW7lW89+y3aw+04xsFjPISiIX6//vdsa9w2ptvOStmJ6UO/bBT2/H10AmRv/gz2/m9yBlDZiW4gZ/qlbtDHGcKbyJPnPmbhDSPvm4iIiAybgkAiIiLj2Ac/6GYEJerogN//3h3SNRytrXBzQnmcPS17yPPkJa1z49tuJPyNcL+X+z54H0W+oqTH1HXUJW/IkwcVS9M70LAK2namLx9FNy+/mXDUDbL4HB9OPMMmEotw/eOHQXHj4Ax31q1Ub/xn5sDZUL32zeQAkK8EznsS8ia5/y/DlZoxJCIiIgeVgkAiIiLj2IUXunWAUt18M8SGOYIrHIZ77+27vWL3CrqjfYGHIn8Rx1Qeg8fx9Hs5uuJojJOcEZQxo2jGB8CTn7781RvcmjNjYH/7fn764k/pjLgFlRZNXsQVC6/AYzxEYhEe3fIo62rWjcm2s2aMm5GTmlXVuBaa3xh5+7FQ8u1TfukGcEZruJmIiIgcEvomFxERGcemTXMvqXbsgN/9zs0KGoq2NvjCF5IDS6urVyetY4xhXnmG6d0THFl2JB3h5I1va9xGNBZNXnHqhaQFOgD2PgT1qyA6yrNhATc+fSOR+LTnhf5Crj/jer5w2hfI87oZMF2RLj77f58d9e0O2czL3eniU637GoRHGCBLHGoWqIIZl2XOPBIREZGcoiCQiIjIOHfZZZlrAH35y9A+hBm7w2F49VW3sHTvsmiYXc27ktbrinQxv2L+gG0V5RUR9AWTlvk9fjY3bE5esfjo/oMPL/0z2FDm+4ZpW+M27l5/N6Go267B8P5j389JU09iRvEMACyWtfvW8uyOZ0d120NWdR5EMwz9qn0Kap5InlVtJKa8Iz0zSERERHKSgkAiIiLj3KWXQkGGUizt7fCxj2UfCOruhquvTl72Rv0bBLzJQRqv46U8v3zQ9maVzEq6bTDpw6yMganvImM2UPtOWPNZiAwhkjWI6x+/nki8sLLP8fGJxZ/A73FnKLv+jOsp9LkFltrD7Vz7yLXY/maxOhi8wcw1kwBe+iREO0dnO/5yMFlOO//XKXCPGeQywqrkIiIiMmwKAomIiIyCNXvXcNVfrkob4nQ4OOOM/u979FH4t38bfFhYWxtcdBFs3568fO2+tWmBkJ6MmcEcO+nY5G2E2lhVvSp9xXmf6L+g8LbfwitfgsgATyDLoVHratbx6JZHe4NAHsfDtUuv7b3/yuOuJGr7hqvtbNrJX9/4a1Ztj5nZV4Enw2sTOgAvfGh0AmTtO7PPBOqqzWKlYRajEhERkRFTEEhERGSENjds5ty7zuXe1+/lwrsvpCsyttOXD5XPB5/8pHudyW9+A5/+tBsI6krpelsbNDXBO94By5enP/alvS/RlhJkObri6Kz6dfzk4/Eab+9ti2XFrhXpK04+e+BZpbb8Gl78GHTshXAr2Jg7XXq4DQ68Ak+dm1V/PvyXD/cWgwaoKqjisS2PceuqW7l11a3cte4uTqg6oXeK+/ZwO5966FOH9v971oeAaOb7ap6A5y51XwfbT+AlmyBR7dPg+IfdRRERETl8KAgkIiIyAtsat3HGHWfQFm7DYHh538tccs8lvTVlDhef+UzmukA97r4b5syBX/wC9u93h4jt2gU33gjTp8OqDAk6AC/ufjHptsFwfNXxWfVpfsV88n3JM39trN+YPsTKODD/2oELE+/+C/x9Jqz8J3j9e/DaTfDsu+HRk+HAmkH78rOVP+PN+jeTllW3VnP9E9cnXdbWrMXS17/GrkY+sewTg7Y/ZvxlcMT7+5+1q/YZeOJMqH0WIp1uQCjS7gbLWt+CFR/N/DhPQr2mSDu8/t2RF5sWERGRQ84cqrHsS5YssWvWDH5QJiIicrja1byLU35zCnXtdW52iIGYjZHvzeec2eew7MPL8DrewRs6SM49F559dvTai8UsBT8oSMqeKfQX8j8X/w8fPb6f4EKCtfvWcs5d59DS3dK7LN+bz1uffYvpxdOTV+6qgwdnQmwUs26uco+BYrEY+T/IH3bgzmDY/+X9VAYrh/jADHWOAIZ6bNa4Dh4/E6KDjOkrOgomneHW92l5A+pe6H/dQFXy0C7jgXetg6J5Awfj/joluyFhV2XxHDO9PoeyBpOIiEiOMMa8bK1dkuk+ZQKJiIgMQ3VrNafffjr1HfVYLAX+An564U8J+oJ0Rjp5budzXPHnK9KnPD+Ebropc4Ho4drRtAOT8kPdYzyDTg/fY175vLQaSj6Pj7U1a9NXDkyCmR9wgxGj7CtPfmVEmVsWy5UPXDmKPRqishOh/OTB12vdDNt+B1t/M3AACOC03yZnA9koPPE2qH9x4Iygy2rcAE/iRURERA4bCgKJiMj4Z607/KVlMzSshroXYf/zsP8fULcC6ldB02vQtb//2ikJ9rfv5/Q7Tmd/x35iNkbQF+TO997J5079HJcedSkBb4COcAePbX2Mj/3tY8SyaHMgHeEOvvfc97j2kWupa68bdjtvfzscdRQ4o/Ttv65mXVqmU2ekk/nlA08P3yPTNPEdoQ5e2fdK5gcc/91Rr00TiUX4zSu/SVte6C+kOK+430uqZ3c8y4HOA6PatyE58YfJQZuRmvYuWPxj8CQM1ws3wVPvcAtxh1sh1JzV50VEREQOH4dPjrqMDhsDTP8p5iIi41m4BepXxgM9y6FjlzuMKNzoBoJ8RRCYAt4icLyAcTMcop3uEJZQkzsLkq8Y8irgwpfc6wQHOg9wxh1nUN1aTSQWIeANcPmCy/nggg8CcPt7bueF/36Bva176Qh38OCmB/nksk9yx3vuSMuaGUxDRwM/W/kzfv7Sz2kNtQJw59o7+ciij/Dvb/t35pbNHVJ7xsAf/gBLlkDnKMwevqZ6DW3dyVkhHuPJanr4HjOLZ/J63eu9tyM2wvO7ns+8cuEcWPA12Hjz4EOfsnTHK3ekZWudccQZLP9EhirYCa556BruXHtn77DjJD4AACAASURBVGxhPo+Pbz/3bX5+0c9HpV9DNulMmH4p7HkQYt2j0+ZR17rHFeu+mjDdvIWtt8HOe2HqBTDjMjdgZLzuZwnjrgPg5GU5W9jBE41CSws0NroFzxsbobXVXR6NursJx3HrZ/l8UFICpaVQVuZeFxbqEEtERHKbagId7kLN7tnp1s3Q8qZbxLG7HkKNgHV/yFjr/pgxHnB87gFbLAzWneKWWMgt6ugrBn85nPUn8Jcc0qclIjJqYhHYfje8+Z/uPtKT7xbALT8RJp8LU86F4mPAXwHefIh2uT9WE7//jOPWObExd//asdvNFDr2i0mb2tm0k6P/+2i6o8k/sh3j9M4YBe7woNTsn0WTFrHu0+twskjD2dm0kx+88APufvVuojaKtZYifxHFecXsa9tHJBbB5/FxwdwLuOmcm1g8dfGQXrJvfAN+8pPBp4UfSDAIS249m3/s/EfS8vnl89n82c1Zt3P5ny7ngTceSFo2uWAytdf3EzyIhuChee7/0UgEqui4dBtH/OQIGrsaexcX+Yu463138f5j3z/gw1/f/zqn3n5q0nC2fG8+m67bxIySGdn1YbRqAvUINcGyI93p4UciUOUO6+pRvwqWfwi66/qfTaxkIeRPBW+h+/mKtLmfx449mdcf45pAXV3w9NOwdi2sXAmbN8PevVBUBPPnw9y5MGsWVFWB3w95ee61xwORCHR3Qzjsfkb27IEdO9zLpk1uW1VVWXVDRETkkBioJpAygQ5HHdXueP2td0LnPvdHi78SZrwPjvwUlBzrHqAZr1sg01qgv4Mi4waInLz4D5tdCgCJyPjR8pY7/Xe4qe/H6aSzYOmv3f2k4wdPXvJjBppqHCB/inspOylpcXVLdcYAEJDVcK/X6l5j6e1LWfXJVf0Ggh7Y+ABffvzL7GrZhbUWi8UxDkeWHcmiyYtwHIetB7ayvnY93ZFulm1exsNvPUxZoIwvn/llrj/9+qyCTN/4hjsb2M6dg66akc/nThn/Qu1rafdlOz18jxOmnMDf3vxbb0YNQGNnI81dzZQEMnxfefxw+u/h2YuHnw3kLYDLavjJP75HdyQ9oHfJUZcM2sRxk4/jyLIjeW1/32sQiUX46pNf5Z4P3DO8fo2UvxTO+AM8/8HhvzaeYHIACKByKVyyyc3+Wf8tCDVApANIeN83b3Av2QiMXQSlthZuuAHuvx+8XjeIs3ChO8vde9/rBnq6utxsn0DAvT2Yri43KASQn5/dY0RERA5XWQWBjDEXAT8HPMDt1tofpdyfB/weOBloAD5krd0xul2dILrq4X+PdjN5etK5p10GZ/zRPfvpTZ5KF88QjkQCk9xLlho7G1m+ezkFvgKWTl9KgX8Uq4lKumiXO5Ql0uZmNthYPFshCsTc28aJF0WNXxvHDfJ5i9xMr9QfuyLj3apPQWc1vYFwXymc90T/02UPhdNXgLgj3MGFf7gwLQBU6C8k6M1ch8ViaepqIhwL9y5bW7OWbz37Lb573nf71rOW53Y+xyeXfZKtjVvT2onZGG8deIu3DryVcTtRG6W+s56vPvlVbnr2Jn73vt9x2bGXDTgrmd8PDzwA55zjTgU/FB4PVFTAj/6rnsV/SH7wUKaH7zG/fD5BX7B3uBtA0Bfk1dpXefust2d+UNU5MP8z8NavIDrUJ5APp/2OA50H+NELP6Ij0hcs8Xv8/MvJ/4LP48uqqS+d/iWu+7/raAu5Q+LCsTAPvvkgG+s2smDSgqH1a7RMexfM+hDsvH/ogSDHD8EjMt/n8cPcj8Ocq6H2adj1F9i7DLoPuN89sUh8e/HPovG6r7Ux7vdb0XyY8UGYeTmULhzRUxzIL38Jv/tdcsLQo4+6mTs9iUWBASY3yyQQGPpjREREDleDBoGMMR7gVuB8YA+w2hizzFq7MWG1TwCN1tp5xpgrgZuBD41Fh7MRjcLq1VBdDc3N7pjv7m737I217kFAz5hvn889oIW+g4Oe+6HvOhx2L6n3dXW5Y8R7xoyfdBJMmTKCzjueviEJPSIdycO7BpLV1KwOXJVc/6Cho4FX9r3Cmuo1PL39aZ7c/mTGR77vmPdx9syzOXnayZw45USK8orSV7rpJvj2twfv63B961vuNnJNtNs9YD6wFhpWuVlexkDVue4wlcLZEJjqnsn1FccPnuOBHuPQW2fBxvoCRNEO6DoAoU1uezMvd2ueiEwUFUvd+j89P3Z7hqDkTwdf4eCPH3Sf6dB1RTvn330+Wxq39C71OT7OnnU2j1/9+IB1fmrbajnmv4+hqbsJcAM6P1n5E4K+IDe87Qb++sZfufHpG3nrwFtEYu4+3ut48Tt+rjvlC7xzxnuIhByiPR97IJbw96sNL/GL9TfREW6jO9ZNZ6STj/71akrzPse/n/kN/uWUT5LvzxwcXrIEnnwSzj8f2gaY7CmR1+t+x734IrwZWke+N3la9QJfAUdXDi0TaF75vLTXsDvazdp9a/sPAgEsvsU9WbL1zuyDHZ58OPVOmPlBvv3o53tf8x6OcfjXU/41675fsfAKrn3k2rS+f+HRL/D41Y9n3c6oO/V2d3j49j9k/9o4ASg5Bt7xjPufXJtlLZ9SoKoLqoBywIf75uyOQF0r1AI1QOcGYAPwbbftyZOH/LSy8dGPwlNPwZo17nFeZyf80z+5hw4nneTeNsY9JvRlF+sD+rKBjIHi9LrgIhOate7vpGg0/h1l3UvP3+B+doxxP5c9f3u97ufwUNfZagu1sbt5N7tbdvPCzhcwxnDmzDOZWTKTGcUzdCJcxp1BawIZY04HbrLWXhi/fQOAtfaHCes8Fl/nRWOMF/frfpIdoPGxrAl0993wsY8lLztEpY+GJ9TknsHb8mtoft0dyuUtxk67EFN5hjsVbPAIt1hpLBLPFIkPCVs2H7r3D9h8awxeOetZ1lSv4dbVt7K9afuIunvq9FO5+virWTJtCSdMOYGAN+F0Wc+ZwWjIrU3Ucynp50fCgVfjz8WQVODaeNwzlG07oOUNNyAWi7htFcRrL/T+J8cf31P0tVfi3wnrxiIJ2wSMoSPcyY6GjTxcs4293R00hrupjkTZ09HI3pa9SWeswf1BOL1oOkcUH8G0omlUBiupKqzijBlnsGTaEkrySjB7HoTnL0t+vmf9yQ3c9PR/oG/BYQb4+p5yPIDUk76f9HqlSoiIYhICUTJh9NQWS/zc2hhuILJnCGrieyfxMxu/OD73c/u9H8N3fzA2/TTATy6E6S/F65C0uvuLuf8Ex/wbFM5z90E9WQlOyvTig3yuQhYuipzLi3tepCvS1bu8PL+czddtpiJY0e9jezy+9XHef//7k2rHBH1Bvn/e9/nO3+6lxdnR+7I6Dpw/7zxuOPEXVAYr8XrdWiU99UoSD557Tkp0Rbr44Yrv8MeNv8XamPtRB7zGz+ufeZ3KooGHAL/8Mpx3npsRFB1gNnu/H6ZOdQNAU6fCLctv4cZnbkwKAhXnFfPoRx7l9BmnD/q69Gjuaqbylsq0gMzlCy7nT5f/aeAHWwtrroNtdw2eEeQJwtLbYM5HqG2rZfpPpicNQQM4q2oBz1/8/b59ZSwSf0879H1PJL/vP/3ib7h981NEE07eGGDVe25hyaSj3RM7vni2pq+4rzYVjH5NoNQ2Xv06bPr54IEgT74bUD3nEfAGhxYEGobI5GnUvLyXlhZ6L11dbi2eWKyvSPNVH0l/fe6/z/a+93tevljMvXg87sVx3BOAa9bA1q2wZYv7dHw+OPFEmDMHZs50awNVVbk/RP3+vppA4TCEQn3XO3fCtm2we7dbD2j16jF7adyM4OaNbkA70g7htvTv4N5JQBJOEKXtj3uuYwn77Hgbxrj7dMfnDo30FoK/zK3rNEAGoeSetu42DnQeoLGrkf3t+3nrwFu8UfcGNW01GGNYOGkhx0w6hpnFMynPL6c8v5zSQGlaNuSvfgWf+Uxy26tWwSmnjG3/uyJdVLdWs7dlLzubd/LCrhd4attTOI7D3LK5nDPrHBZVLWJ60XSmF0+nIr8i44mZ1XtXs71pO7ubd/PEtid4bOtjI+rXxXPP57w5ZzOjeCZzy+dz8vRTxzaSNZb75HmV8I973OOncJu77/EE4iMPoPcENMY9lkr8zdS73zF9Vz0nqyF5H9WTdesJuN8z/lIoXugelyX9FkvJxOjRe3wZX894+mriGm+8/Inf/Tv+fxGzMboj3XRHu2kPtdPU1US+L5/ivGIC3gABb2DArGnCLdCx1z3hFA2BDfc91579qo2lHBqkHiek6H0K8dem531jY/ESBn73t3/+tBGXcBmoJlA2QaAPAhdZaz8Zv301cKq19rqEdV6Pr7MnfntrfJ36/todyyDQGztWcOcV3+PE1WU0U0IzJXRXTqdwwUxMSTGe0iJMMIiT7ycv6MHjc7DGYByDcRyMY4hFYxCz2JiFmCXcFSXUGYbOLra2vc577R94x5/+b0z6bxLeOI6Jcubxb/GP/90MrVugbZs7hXF3nVvjx3jdN6bxuh8i441/+OJBEsfrFpaOZxFFLXi3pG8z3xvghEkLWDLleI6rPJqSvGIyvYHrOhp4rX4Tq/et4/X6TURSDqDf7RTy8JEpp5Tf/Xp66nemnVlVFdSk1CFIsfOeWcxiV/LCbIpLAqy/CV4fOEPJZB5tMSoM8J8FP2SWv4bK2FYKqaeyqJOyWcfjLyjHW1COk1fmBvf8Fe5BmePFHfrlwDMXYkIN/ba/ramCuaUp918ZP8gbBTfevIfSH9zK9S0/GnzlYbh/2pV8qPq+/lcwuANSE49t+/u+TTwejkJHLJ8Ckn8Eff7z8LOfjaTHfZ5e+wxfeuxa2m0ndW2dNHvrsM7Ipk2eEZxKoTdIka+Ab5TM450PvkDgrwMHeIftjym3SxbAxVnW9hhENBLj7v9enVQ0eVKVh9mzk4dQLTgj89CZN17s64e1llj8P7bnqysahY52P9FQF+HdjzPFeZYZwdUEvQeI2ADeQBGm9FicojnurGAFs6FglvvF2nOgEIu4w1U6dsOKjyRt/wPV8Lf25L1hwMnjN6f8gqXlS7HWEIu5X+Q26QAg2Q82/YAH9jxAd+qsTd+Oge1bf8mSGKtXDxxwjcVs71lWSDy7mrLdWBR23J28zFcMeekZGFu2B/ja92bz8BPlRGMQDvf1IT8QxRj41Edr+MYXd1NR7n6fXPC3f+eJmuRZvHzGz0OnraLcX4KxYRwTxSHa+/vVYMGk7LOt4fR/nEpHSqCisu5iPlN4FzHrpa7Bg8XHyaf48PkcSksTEkmsZVLHvcxqugFf7AAe2/cdZDHETD7tvkXsKP0PWgJnAW7tnv9b66MzsSsFM/mX9z7CwslDG6q0r3Uf/7HiP5KG/UVDUQp3dRDw+PEaLy3RNqJBS3lZOXkePwEnjzyPj2ve/a2Mbf7q4ZvoinbTHQu519EQMwqm4BiHSCyKp2U23Vvd53JgXwPhUJS5x5RQWp6H4/Uzec7s3rYqOv7M7KZ/xx/dh2Pbk96dUVOIxcue4uvZW/xlrHGHmC9Z4mZSRyLupWfWrMQz+9bCMcdm3glv3OC+sKm/iXqCmEennAe67DL4y18yNJR6rJDFcQLQb0Zyq/vNSxOlNFLWe91KEVE8RPEQw4n/FcVLhFKaKKWJMhoppYlpZ+2h4jNNyQ2/83mYfNbg/crGPSkvWl4FfKDfw+lkWZws2lE3m9CChO9xbz6e4jlJ/7ex+D5pkJ8ySfcboCsU4eFX6vAYB7raCEcaySv0UFZahNf4mTx7IT5vAMd4cOgrpm+xRG2UqI0QtWHCsRChaBfhWIig1z0ejREl1FBH497d+I2fcKeDtTDpiCpKCkvJ9+VRVppysi9D5621hGIhumKd2PgKERsjFOvGqd5NrKUFYjHCna0YYNJxb8cYgz/gIy/YU5Khp98DvzakrPXm2hPxOhFKHCgwYCpOofBt91AZrHRPFg4SRLDW0tLdQl1HHW2hNqy1tIfbae5qZlP1dr703GcHfPxIzNh4PXv+/GMcx/a+tM89Zzj1VPd+NzDrviOyjYW432EGYyyf/cO/8uDeZTRE6gkTGuyhWSvzVTA5bwqb2jIf0/gcH0X+IoL+IAFPgDxvHp74yaJoLEpXpKs3gNAWakvaz/dY6PHy+tyU0Rqn3wVzPpa27nA8vPyPnPmuf6a0dfRelySpx4BFR8Glm7J7bFYnqFMs+Bqc+MPB18vCX579Fa/d9Bluem5UmkvTeLOh7IiUT3q2vztHevJ+FIw0CHQ5cGFKEGiptfazCetsiK+TGARaaq1tSGnrGuAagJkzZ568c7gVKQexYt1/cebfP9/v/QaDMYa9P44xJeXEYU0BTPuy+3d/r8xSW8Iq0zxoP/bdQsb2p355kAeu/jTsPw6Mm+8f9Af48edOd3eu1sHgwUbdL0/jANZ9PgYwxsHaGDEbfwbG/cHgPvEYxonxkb8cg3koeZPF3f3/nu5PzEBrSkmin5xyAjOvepUo7ljDgIGjj/oIk6eehQfwOF48xsExDo7Hj5s4ZjDGPTLM23U/ebv7P/N77ENXsvWY+wg6EDTuJd9AHlDkzaPIF6TA4yPg8eP35OE1boDPMe5rFLUWayCKW3D1PwLbKHH6PnyvPQz2KQiG+36nFIRhcjs4WX7mLdCaB/XBvvdQyAMNQXhyDoPvqOJxH3qC54nX8USMpOsYEIF/X/BuTin38/7Yg33/mQtPhenz3ZWdnlOnxI/MU55Q2XooTS/y2uPBzYt531Frkxdm2hEOM8DXckcRxfkJAcTCufCe9Poow9HZESJ4y9jVS7qg/WgeL0j/wvTEwB8BfxT8sfh1FLxRiDoQ9rjvjcRL2JPevsc6RM3IgkoDudk7gwUV+/BYLx7rECys4Ljzfo1jY+5n1vHE95sO7gjhvoNrZ/tv8Wy/q9+2m8JQtiPzfQZDnjcPv8fP5u+3UtWW/H6qLTTM/5qP7kio/0PCJ34Iy7+WtMhaINzqBsA790JnjXsmp32HG+gJNdJbb8vG+s4kefLdwraxvq2ZH98FU5NPWPzh5lP5yPHJwaLBhKIhfvD8DzjQmTxr0381/gKAWMzQ1lVIo/dttC99mM5Ot6BtZ2dfQdqe7IfES2JWkDFgV38e21WLj1YK85p524bl8Nfs+7mTmfyIr7KS02ijiFKauISH+By/oIzkH74f/fQRLD8ieeaneTPeOegQuUw+87+f4dH1t5E4FPrj3/kCN4WGEKk1wBLcwetlQBR3KNJDQIaTH1ec9idmVeygOL+ZyqIGjjmqm3PfdwLu/jJ+NtHJA2/AfW8AblDewI57YGf/xZ83NJZxXH1jv/f3GPZxwjM3wXPJAaSMh3OJ++MFwLuAqR446ki3OPORn4RZV6bVFzRfLwR/5swqj/Hg8/jwOT7e+kFbhs8tzPyqn0g0QozM+60/H/gAO+pn09xRQkNbOaGCEznunDOx1s1668nMyc93b6cOIUn9HHS3NdPVEaG7M4ITXctvQ+/ihDyY5wOPAeeo61g074OcesSpfdnKg3xXVbdW8/zO56ltr4VXb6Q11Mpr3RDccxrNU9cw2XGY4jGUO1B83DXMmnkBc0pmMaXIDdbFX8m05243/JD9r/8H28OwMwJdFhpjsC/iXh6oKyeSnz67W5E3QEWgiHJ/AQXePIIHmsmLHyDEsHQSpd2zn1ZraYjCgSgZ95vfeiaL45Bheuy4I7jwqD1D2ucMxez/t5Sds1eNTeOM7WsDYG4au7ZPbpvDnMh2yrdAead7DFsQglnN7jFsZYe73NvPsWy7D+qC7mVfEewqgbwINOfDgXx46wS4cJDXxwJRPFhMxotDLG2pQwwHy4x/PoI9M93vk6IuyIvCjGZYVAvTW2FqG1S1gS+Wvs3mAOwrhJpC2FYGr1VBmx+aAhCLfxTvb7icyqJ6PE4Ux4ly5AlHMu3s6xJSCnuySxKz6+Leug223tbv875j/ekcXxB2c+2MxRjL4kvfjzPzfX3tQt916vfj5lvhrV/22/7sxy5m59yH+3/h44b7fVLkwDE+97rQca+nFU6jNL+cIn8hBf5Cgt48/N48PI4fj3EwxsExhvPq/0xerGvA9t+1F7zGffZeoDI4iWOmnYbB4jEGB4vXOHgcL048+6jnd+3izg2c2N3/Sclnty/kL93d+GIefDi0EWH68cdQNW0xpf5CivwF5Hv8BLx+fI4PE8/qjdgI3dEwXTv/Qtueh2mJQVMMWqMww+vuO7ssfP25K+he+CfyDPgN+Iw74jnf6yff4yfP6yfPePAYDx6Pe6zsGIPB8IfiPZQNckLYYjBXjd3x/UiDQDk3HGzMNb8JjWtJPBNg86aA43f/tib5FG3Cy2C234Fnx50DNm8rTsVcuLL3diwWoz3sRqDbw+20h9qpba+ltq2W6tZqorEokwomUVVYRVVBFaWBUoK+IAX+AorzigdOc5Nk1rqZVTbaN9SuZ1hAz4+TxOwnm5oSmfB30k4+ns0TqOxNr+z5f23ubqY70k1nuJOm7iYaOxtp7GqksbMRxzhUBCsoC5RRll9Gsb+YfF8+eZ48SgOlBLyBrGYCGhW7HoCd99GXghODuf8cT1WMf2Ha+Hk1Y7DWumf5DJitd8K2gd/35FW59Sh60ki9RXDi9+Ovd08qfM/nKv6ce4KdW37tXvphLewoPoWWU35Da6iVl/as5Nkdz9DQeYDW7hZaultpDbXSGmpLG5KS58mjyF9IcV5RfIruIiryy7n82Pczp2QWxYESKoKVTCmelf7FPkq6I93Ud9TT0NlAQ0cDP17+Y/a17eNA5wFaultoDbUOODuVz/FRlFdMcV4xlcFKFlct5iPHf5RJwUoqCyo497b3srFlZb+PH6nqzx9gf9cudjTt4Pev/p6/vjn8Xwge4+HGt9/IGTPOYHbpbP684QFufObrSesUdsPxtXDaHjihxj0I7i+IW1MI66tg1XR4ZSrUpwz7X7g/nye/0UE47GZEhMPpGRGx1BGW9N1OrTWXWJPOGDi2+Z9wWje67/lYxD3rv/gW933fMwTExhtI/GFpDGz+5YAHju4LVgAfyrLgz1B17IX9zwFOfMhgF/jL3doy9BS273kREvYbPc9h572wa4DhXmPZd+DjJ6xj0/qu+E8Qw9Q5Ab5/71xszOJ4jJskZuMnWFJ2sylf7UBCYC6+n5p0RICqaRmiuimstURjURzHSQgeZGEM6++t++a/sOKipe5xRls1d67/Zb8BnWzMKZrPRbM+wKRgFZPyq/in8h0U2HgR6VgIcNxZ/Wx82GnP2XbjxLNZE1I/d94Hu+7vd1t7wjBjx7C7OqiSxrk0l20bs/Zv2nE0HXs2sa8IdhfDs3NG1l5xF5yzA6bFf0h/6Jxryf+3r9AV6WJv615e2r2K5u4W2kJttHa30R5qoy3UTlu4je5IFwaD3+unwFcYvxRQ6C+k0F9Ikb+YxVUnM7NkFnnePAqdGNPqHogHgeP/X4EqCM6AeN6NtbZ35sOojeEYMDgYY3C234XZ/vuBn9Aj0+GPe0f2ovQj9q1vEvnG1wlHw4SiIbY1bqM93E5XuIuuSBcdkQ66Il10RjrpDncTI4bP8ZHvzSfPGyDozyfgcYeYFPgLqMx3SwN4HS8+jw+P8fQGyNtD7Wxv3M7eVrfEQENHA7uad/Ve6jvc7K+KYAWzSmYxs2QmM0vcIVvFecVMK5rG3LK5ybVqEof99x6/2r7jqt5hPZkkHsOmiH8XhU0endFuOsIdvLDrBapbq2nsbKSpq4nGLve65++gN0hHpIOyQBmlgVJKA6W9f5fllzGtaBpnzTyLoC9Ivjc/62L8uSD1+CC1NlLPOol/Jx4+Jv7dc6zg94/ZIWaaSCxCc1czHWH3/d4aaqW+3T0GrWuvIxKLUBIoYVLBJCrzKynLL+sdWlWSV0LQn3myjFzV8//XM0y5JzO2ZxjyQMPoB6r04fG4NYXH8mfcSINAXmAz8A5gL7AauMpauyFhnWuBRdbaT8cLQ19mrb1ioHZzOggkIjKBRGNRWkOtNHU1UdNaQ1u4jdmlsykNlFKSVzKigzdr3Rm0djTtYGvjVp7a9hTl+eWcNfMs5pTNYWbJTIK+/g8o9rfv56GL57M+v4VV02HljGF3pdeiGjilGk6sgQuaKzj6zSyHYohMINZaWkOt1LbV0tDRwBElRzC5YDL+ocxaOsZaulu4/ZXbue/1+9jetJ2W7pakGlYDKfQXUh4oZ+HkhXzz7d9kyfQlGU+qdYQ62FC3gR1NO6jrqGNn807W7lvLK/teoaGzAb/HTygaoiSvhMVTF3Py1JOZXTqbScFJzCyZyaKqRRT6syhiHxeKhnpPAr5Z/yY7mnawdPpSZpTMYGrhVMrzy4eciSciIuPPiIJA8QbeDfwMtyLHndba7xtjvgOssdYuM8YEgLuBxcAB4Epr7YCnSRQEEhGRsdAR6mBN9Ro21m1k/f71PLb1MbY1pn8llQXKuOSoS1g8ZTELJi3g5GknUxmsPAQ9FpGDJRqLsrVxK6/WvMqKPSu4//X7KQmU8KmTPsXiKYs5vur4rAq+i4iIHM5GHAQaCwoCiYjIwdTQ0cCGug0cWXYk04qm6Wy5iIiIiIxLAwWBVCxGREQmhIpgBW+f9fZD3Q0RERERkUPmIFWUFRERERERERGRQ0lBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCUBBIBERERERERGRCcBYaw/Nho2pA3aO4SYqgfocbT+X+57r7edy33O9/Vzue663n8t9H+v2c7nvud5+Lvc919vP5b7nevu53Pdcbz+X+57r7edy33O9tGNsowAADlJJREFU/Vzue663P9Z9n2WtnZTpjkMWBBprxpg11toludh+Lvc919vP5b7nevu53Pdcbz+X+z7W7edy33O9/Vzue663n8t9z/X2c7nvud5+Lvc919vP5b7nevu53Pdcb3+s+z4QDQcTEREREREREZkAFAQSEREREREREZkAxnMQ6LYcbj+X+57r7edy33O9/Vzue663n8t9H+v2c7nvud5+Lvc919vP5b7nevu53Pdcbz+X+57r7edy33O9/Vzue663P9Z979e4rQkkIiIiIiIiIiJ9xnMmkIiIiIiIiIiIxI27IJAx5iJjzCZjzBZjzNfGoP07jTH7jTGvj0HbM4wxzxhj3jDGbDDGfH6U2w8YY1YZY16Nt//t0Ww/vg2PMWatMeZ/x6DtHcaY14wx64wxa8ag/VJjzAPGmDfj/wenj2LbR8f73XNpMcZ8YRTb/7f4/+nrxph7jTGB0Wo73v7n421vGI1+Z/ocGWPKjTFPGGPeil+XjXL7l8f7HzPGjKgSfz/t3xJ/76w3xvzNGFM6im1/N97uOmPM48aYaaPZ94T7rjfGWGNM5Wi2b4y5yRizN+H9/+7R7Lsx5rPx/f4GY8yPR7nv9yf0e4cxZt0ot3+iMWZlz37NGLN0lNs/wRjzYnzf+ZAxpniYbWf8fhqtz+0A7Y/K53aA9kf8uR2g7VH53PbXfsL9I/rcDtD/0frc9tv/kX52B+j7qHxuB2h/VD63A7Q/Wp/bjMd9/7+9c4/Royrj8PPSW9pyK0gFKVruogRLuYQIFGgVacViFQWCiCAxVhsE4wVSg4ohAQExIRESKQW5yaWIFUGKIBcNtNjiwmJhLVJgubSoQUDCpfD6x3uWDl9nzi4z77TJ7vskX3Z29uszp+eb3zdnzpwzIyLbi8jilNtrRWSko3uOWBu86bGkyn9V2me6xb7zRjj756V1D4m1CTf29Bf+fqGIvOJc9stE5InCvj/J2S8icpaI9KR99mRn/72Fsj8rIjc5+6eJyLLk/7OI7OTonprc3SJyuYgMr1P2wnbedT7lkdmM2yWzGb9LZjN+l8xW+Qvra2c2U3aXzNZCVQfNCxgGPA7sAIwEuoCPOG9jCjAZ6G6h/NsAk9PyJkCPZ/kBATZOyyOAxcB+zv+HbwNXAze3UD8rgfe1uP9cDpyUlkcCm7e0nWHA88CHnHzbAk8Ao9Pv1wFfcSzv7kA3MAYYDvwR2Lmhc50cAT8FTkvLpwHnOPt3A3YF7gL2bqH8hwLD0/I5dctf4d60sHwycLFn2dP67YDbgCeb5Kyi/D8CvuOwL5a5D0n75Kj0+3jvuin8/XzgDOfyLwKmp+UZwF3O/geAg9LyicBParpLj09euc34XXKb8TfObcbtktsqf/q9cW4z5ffKbZW/cXZzdVN4T+3cZsruktuM3yu3pe0+rJ1wdFp/MTDb0b0nMJGGbbaMf0b6mwDX1Cl7P/5ibn9G+n7z8qff9wauAF5xLvtlwJF163wA/hOAXwEbpb/VOt7m6qbwngXAl53L3wPsltZ/A7jMyf1x4Glgl7T+TOCrDT+Dd51PeWQ243bJbMbvktmM3yWzVf60rlFmM2V3yWyd12AbCbQvsEJV/6mqbwC/Bo7w3ICq3gP8x9NZcD+nqsvS8svAcuwE38uvqtrXgzkivdxuCiUiE4BPA5d4OdcXYlfZpgDzAFT1DVV9saXNTQMeV9UnHZ3DgdHpysMY4FlH927A/ar6qqquAe4GZjURVuToCKwjjvTzs55+VV2uqo/VdQ7AvyjVD8D9wARH90uFX8fSILeZ77ALgO81cffjb0yFezZwtqq+nt6z2tkP2BVQ4ItYA8bTr0DfVf7NaJDdCv+uwD1p+Xbg8zXdVccnl9xW+b1ym/E3zm3G7ZLbftoGjXO7HtoeVf7G2e2v7E1zm/G75Dbj98ptVbtvKnBDWl8rt1VuVX1QVVfWKe8A/bekvymwhPrH2ir/S/DOvjOa+rkt9YvIMOBcLLe1aLs9n/HPBs5U1bfT+2odb/srv4hsgu2jtUYCZfyNc1vhfgt4XVV70vramYV1z6fSvtg4s2VuAK/MZvwumc34XTJb5ffIbJV7QzLYOoG2xXpi++jFsSGzPhGRiVjP7GJn7zCxYdGrgdtV1dP/cywgbzs6iyiwSESWisjXnN07AC8A89MwvUtEZKzzNvo4mgYnkp2o6jPAecBTwHPAf1V1kZcfGwU0RUS2FJExWI/+do7+Pt6vqs+BNYyB8S1sY31xInCrpzANwX4aOBY4w9k9E3hGVbs8vR3MSUN1L5UGU/1K2AU4MA2TvltE9nF0FzkQWKWq/3D2ngKcmz7b84DTnf3dwMy0/AUcsttxfHLPbVvHvwH4G+e20+2d26K/jdyW1I1rbjv8rtmt+Fzdctvhd89th98tt53tPmzE/IuFzs/abeWW25RZf5pSchzwB2+/iMzHRmx/GLjQ2T8HWNj3veldduCslNkLRGSUs39H4CixKZC3isjOLZQf7ELjHR0d6R7+k4BbRKQX23fO9nBjHRsjZO2U5SNpdqztPJ/aEqfMlri9qfR7ZLbK75XZCr9LZivc4JTZ98pg6wSSknVuPePrizSXcQFwSpMvwDJU9S1VnYT1wu4rIrt7eEXkcGC1qi718FWwv6pOBqYD3xSRKY7u4dg0iotUdU/gf9jUBlfE5vDOBK53dI7DrsZvD3wAGCsiX/Lyq+pybJrE7dgXdxewJvuPhjAiMhern6s8vao6V1W3S945Xt7UsTcX546lDi7CGo+TsI7K8x3dw4Fx2FDv7wLXpatB3hyDY+dtgdnAqemzPZU0GtGRE7Hvy6XYdJM3msjaPD5tSL9Hbsvcnrkt+lNZXXNbUn7X3Jb43bKb2W9cclvid81tid8tt53tPmx07zpv83B7tSkH6P8FcI+q3uvtV9UTsPbUcuAoR/8UrFOvyUlqruynYyfB+wBbAN939o8CXlPVvYFfApc6+/tonNsK/6nADFWdAMzHpg41dgMfxS7wXiAiS4CXqdlOrjifcjm/bftcbQD+RpnN+T0yW+YXu5df48xmyu6W2ffKYOsE6uXdPa8T8J0W0zqpl3QBcJWq3tjWdtSmOt0FHOak3B+YKSIrsWl4U0XkSic3AKr6bPq5GvgN9sXrRS/QW7gScQPWKeTNdGCZqq5ydH4CeEJVX1DVN4EbsfnJbqjqPFWdrKpTsOkm3qMhAFaJyDYA6WftaT0bChE5HjgcODYNe22Dq2kwzLiEHbEOxK6U3wnAMhHZ2msDqroqNZrexhqO3tm9MY00XoJdYWl8Y8MiYtMsPwdc6+lNHI9lFqxz2LNuUNVHVfVQVd0La1Q/XtdVcXxyy23bx78qv0duB1D2Rrkt8bvmtqz8nrmtqB+X7GY+V5fcVvjdcltR92657aPQ7tsP2FzW3ri2cVu5hTZl1i8iPwS2wu6v4e5P697C9p3Gx9uC/xBgJ2BFyu0YEVnh5D5MbXqhqk2xnI/D8aSjbnqxfRWsHb6Hsx8R2RIr9++bujv804GPFdr519KwrdxR9/ep6oGqui82lbNuO3md8ylsBIlHZts+V6v0O2U2W36HzJbV/SP4ZLa07G1kdqAMtk6gB4Cdxe6gPhLrlV24gcs0YNIVsHnAclWt1Tvdj38rSU8+EZHRWOfBox5uVT1dVSeo6kSs3u9UVbfRKCIyVmyOMGLTtA7Fhku7oKrPA0+LyK5p1TTg717+Am2MJngK2E9ExqR9aBrWE+6GiIxPPz+INarbGBGxEGtYk37+toVttIaIHIb14M9U1Ved3cUh1zNxyi2Aqj6squNVdWLKby92o9LnvbbR10mQmIVjdrF7BkxN29kFu6n7vxz9kL4rVbXX2QvWkDsoLU/FuYO1kN2NgB9gN5Ss46k6Prnkdj0c/0r9HrnNuF1yW+b3zG2m/C65zXy2jbPbz37TOLcZv0tuM3Xvlduydt9y4E/YlBWomds225Q5v4icBHwKOCZ1UHr6H5P0xKj02XyG+rkt8y9V1a0LuX1VVes8oaqqbvo65AW7Z0zdzFZ9tu9kFtv/e8oNtf1goy5uVtXX6rgz/uXAZum7BuCT1GgrZ+q+L7OjsGNKrcxWnE8di0Nm2z5Xq/J7ZbbMDxznldmK8o/zyGymblwyWwvdAHejbvOF3a+kB7tqMrcF/zXYsOg3sUZXo7u/d7gPwIb3PQT8Lb1mOPr3AB5M/m4aPOWmn+0cjPPTwbB79nSl1yMtfbaTgL+m+rkJGOfsHwP8G9ishbL/GPvS68buXj/K2X8v1inWBUxz8K2TI2zO8x1YY/oOYAtn/6y0/DqwCrjN2b8CuydZX3brPgmozL0gfbYPAb/DbjrrVvaOv6+k2RNdysp/BfBwKv9CYBtH90jgylQ/y4Cp3nWDPb3h6y3t9wcAS1O2FgN7Ofu/hR0Te7D7H0hNd+nxySu3Gb9LbjP+xrnNuF1yW+XveE/t3GbK75XbKn/j7ObqxiO3mbK75Dbj98ptabsPa1MtSfv/9dRoM2TcJ6fMrsE6yy5xLvsarI3fV191n/y2jh+7OP6XtN93Y9M4N/Usf8d76j4drKpu7iyU/UrSU6wc/ZtjI3QeBu7DRta41g1rR9Y0yW1V+Welsnel7ezg6D4X61R6DJvWWbv8hW0dzNqnSDXObMbtktmM3yWzZX7PzFaVv2N9o6eDldSNS2brvCQVIAiCIAiCIAiCIAiCIBjEDLbpYEEQBEEQBEEQBEEQBEEJ0QkUBEEQBEEQBEEQBEEwBIhOoCAIgiAIgiAIgiAIgiFAdAIFQRAEQRAEQRAEQRAMAaITKAiCIAiCIAiCIAiCYAgQnUBBEARBEARBEARBEARDgOgECoIgCIIgCIIgCIIgGAJEJ1AQBEEQBEEQBEEQBMEQ4P+3Cr74cWci4AAAAABJRU5ErkJggg==\n", 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Jml4iXC3efHs/hIYdEK1zrlUTPJlyz2WPhX7ToM9ksaU+w2jx6PNC9Roonw9lb8O+JYnO2mqSjjcll4ULXF5R+KNByBoO/adDwckw4iuOC2wPMGBAz+cfSTdM5VBFKWjcCTVrZJC1mkQUVApcPjB94MuH3CMga6ReqdFoDhaUgkiNrAIrZ7XVdIPhkf7Yk9f+5K18Piy7SSYFdkgM7r+1tqEhbSeFIKEiEHGe166HDTtg2Jdg25OJlezq1bD6djjy1zIhaYsvttLPPqknnt2BZVv8cv4vqQ/LhNFWNr8+9dc8/snjgFQru+XtW/ho5Edpt7m8dHmn90ehmL9tfrtiVXLIGsAZI1K397v9jO8/Pp5Quz5cz6OrHtXiUVeI1EPFezLZLn8HGraJ7YchtoAnF/wF4Osr/YzhSoQ2hfaKsBSpFTvCMMDbF85fIzaEpncI18DCS2USazUkXvflw9jvw8ivi4gSbZSFYNOb+nllJ+x4ZUP5u7D2TpkY9zRKwaa/wdrfOddVUK43dzYMPA+GXAp9joLAIDBMue6aY7jFlg3tFW+l3a9AyYtaONJ0L8oWgbL4Yah4V8RVV8DJH9ZGMQfTJ9dmtBEyh8PAc2Hy/8lc+jOGoQ5B1++pU6eqZcuW9fZuHPwoBbvnwupfS74K7FY6Y0NWl9wZcoFbIVFUQ/tatufOgsvrem5/D8Sq1iF4ve+XYCnsfEkMicoVUL9ZXje9MvnElsFZXpQB2XSDbYEKQ8Yw8S47/rH9TwY1ms8z3Rk6FSyVCV3Neqj9VISe4C5oclZ+TRdyrxpO+7YYMsqWCULGYMgcCTljYcJtssIVqYMPr4bdr8nqcjKeHBH/i84SAz1zmEwUcUKSoo2wb6l4KZW/C9WfEF9MmFkJrx4hXkQqqQz8kJkw7VEZM1y+9I67NfHoYAhba639g3iceHrN01w751rqI/WYhsnXJn6NRy9+lFMeO4X3tr8HSBWzt776FscPOb7d9srqyyj6v6Iu7dNVR1zFfy/9b5vvrypbxdH/ODrltQxPBt5mE9tgNJiStNvAoPaWWrK8WV3av88dFe/Byp9JaJLLLyJS1giZzBSdIyvjvny59q0m6VuaY5gyWVKWTNT3LYPSN+DYvx/449EIoUqYe7T0xzFB33DDYT+CI38FGGLLdwTbArsJ9iyWMaKnCFfB+5fDng8SopcrAFP/CsOvlIUMT07H240GAdXx49ZoWsMKwaa/w9q7Ha++BtosFGKYjq3Q1vtuuDLS+nuHCIZhLFdKTW3+uvY8+qxSVwwLZ4qYEHNpBVFGi86G/idB4emQN0EufmUhN4DpiEiNULkMyt4RQ2Tv4tR2egJd+Sg9lA0750g+ksplCXfkGO5MyBkn3kX+QmdyZ4ixEa6CmrXiQRBugPpieUzvfIlnjUbTDpXLYet/YcfTThJTn4j0GUOg//GSuDR7jISL+QeI+Gu6RQBWUQiWSV9et1G8B/YugZLn4Kg7xTvgrVOgfmtqrovMYXD0fTDoIpkgurOaeRo6//dkw4DTod/x8l12GD6+DTbPAm8fCVN74xiZQMYEpJLnYM9CmPJnCW9rtf0k7PZz52jaRynFbe/cRn1ExuIMTwbfmvItAL479busLF1JXbiOYCTILW/fwrvfeLfdNv+x7B9d3q83t7y53/fvWHBHi9caI4000tjK1gkUivsX3c/tp93eld37/GBHYeElYrfFbAJfvgi9RTPkefNJdnPPlBY4OWYyBsOAHhQXNPtH2fDeJZJ7LjmP0UlPiyDY2cU/0wVmJhSc2i272SpKwfwZULUqse/+AXDGfMgcmqgC1xk+4+FBmgNIxUJY9CXxAI8mefUZpuTY6n8SFJ0L/Y4Tr81YFI6KyuJfxbtQNk/aqd/ctofSZwAtHnWGSK2EBjXukhXjSL0TLx4FDCde3APePBlwA4MgY9CByx20cw4svspR5B2j3eWX1YnDfyr7uD9DH0RwGHAW9D9ZOvumClj1s57db135qH2qPobFX5EJZLKY1386jPmO/GbePuJNYLjkdzed29y2nGSKYRmoraB4LBU/1CuHotF85gmWw7LrxQM0FkbmyYUjfgHDvyz/tyMJz8+2yB4NBSfJttGg9N2xEsxvHCdjkUpa4Rp7I0y62xGh0vQOSjbCj74fxn1f/p85BM5ZCgsulEWJ2KpxU7kYWq6AhDQPuggGXySCddyocrwWdr3SsfOmaZVXN71KeUNigSXDk8Hxg8W76KJxF3H17KsBEV2W7l7KqrJVTBowab9tztkwp8Vrfrcft9m2eRgLmYuxt3EvtrIxjdbzHs3dNHe/+7A/Hl75cNfEI6VEqLWaHC8bKxFe4M5K33PuUGDr46nCEcD056HPFAl97Sqez6Z3slJQWgo7dsijpAQ2bYLNm6GhQaJ5o1GpE+DxgNcLAwfC2LEwfDgMHQpDhsjfQE9pGeXzxZMsWTia8AtZDO4Or/GeTExftQqq16bu++E/lXFtP/2MBrk4Q/tkkbeuGGo3Qs1qeS1mz2M4Y71PwvfyJiYWo7JGgTe3d/Y9XC3727ANGraLp3XdRsm1ZoedxTHbSYbulvlKxhDIOUzyB2UOk7Qp2WN73rOseBYsv1HsqhiGG0ZeDUf9VvbNcLe+H4ZH8sINvwoGXShiU2MJrPhJz+5zL6Lv2v2hlOSOKZ8PpW9KBxjaKxd77ELy5YOvANx+J4bYCTOI1Dnx4tUiKllN8pmLtoK/f8/t857FYtAn3wA5h8MZ78gKc0cHGZdjZHmyYdpj3bqrmg5S8iIs/rITeugIZf2Oh+NmiUjpykgIgq0NFqbLSXTrdH4uHwycAf1POBB7r+kooX1Qu0FWGoNlEu7UsE2EAsuJu7YdwTqWG8fXBzKGymqef4BM5DMGyWDcU5MknausdcI1MHeS5BiJGc39T4STZ4MrU8aMjmJ6wOsY+e5M+Og7TkhZknB05O1w2I+7NqHwZInBFiNzCMxYBp/+AVbfAajEBNUKSjhL6RsilEGqePQ5J2JFuH/x/Vw07iImFEzodDtKKW5565a4cOMxPVw96ep4VbUMTwYXjr2QZ9c9i0LRFG3iF+/8gleu2r9wt6cxNVGux/Rwz5n30C+jX5ufue3t29hWsy3+POAO8En5J60KVR/t+oim1nKXpMmuul3UNNWQ609jAhSqlLDL6jVQuTQRyq2cak24wCARBqqiYr/lTnASnU4Uj92cww7N5NAZg1q+Vr8Fco9MTzx6YUAaie5NuOrQv6937YLZs+Gll+CDD8CyRBSybfD5oKhIBKGRI8HvB7db3otEYO9eEZkWLYKaGhGVLEsEpx4Tj4r/1cwbwg3jfyoC6MGOy0eL0J5YvqN0pqHdeV3aFoQqEoni7YiTKN6dWGjxD5CE3b3VBzRVwM7ZklB87wfOnNMnf6ONgBKRyJMr+6yc8Ti0D/a8J0nIXRmAIef5khKxBXsapSQEfsfT4sTQuN0JfVUSDubvJ7mA8o+T/Te9ct7tiAhhjTtFZNrxjMyhXT65bC7c0LPi0ZZ/w/KbUufNuUeI8B4YKPZQuniy5W/OYXDiU927nwcRWjxqjUgdrL1LOmsrlEgg2P8kWdEtOhMyR0h8bqzzaRHzaMiFb7jkhq5ZD6Wv96xwZIVhwUWpN4B/AJz5Lnj7db28ckduIE33UrnSEY6SftuB58JJz3Z91akzceaa7qdhu3ho7HpZ8ktE62Tg9TuTG/8AWUkacKbjyRhwJkRKRKRIjbTRWCJlbsvmSfnec1f27Op6TwpHB6L9nmLXHPkNk1dbj/p99yWbbdwlRk9yqFr/6bKi2x2GVnPPVNMN42+GMddB8T9h3T1OQv5wy3LQ6YhGB8KY7WXK6ss4/8nzWVG6gtsX3M6zlz3LReMu6lRbr216jeKq4vhz0zA5dtCxrCxdGX/ttBGn8crGV2iMNmIrm3lb5rG6fDVHFh7Zapt7GvakeDIB+Nw+bjz2xrgo1RpLdi7hgY8eQDl2j61s3tryVqvi0Z3v3dmh42yNexffy12n39X6m1YISl6ATQ/KxMXlF1vIThKsPDkyCTB9TgXBJrHzGkugqVQe5e84Y6kNl/dwiH5PUXS2JGhdebOzaBmExV+FEV+Do+8RoUHZiQlOpzi0Q1DXr4drroEVK8DlgsZGWf+45BKYOROOPVZEpGBQ5rwej2wXux1iApJty3s+n3govfaatNNjNGwjZZ7hy3dy1x0C5I6HwtPkHovZsOvukYXL/GPbt2HTqtzZ7LpsqpDF9IqF4qnTuFMW4iK1CY9cw52UKD6aEJJiXsLePLG7MoeKENCl+yYN9n4kIeN7Fqamo+g7Vbx6+50oNmBgQCKkPRZxYTjeRyho3C0ePuXzxQ45EGPtrtdgybWOl6cjDGaNkqIbQy8VMcaOiK1gmNIXGyZgAnYiMgKVqLxXuUwEtJ5Mhl5XDEu/l+qtmTEEzloI7pyuzZs/w3NmnTC7OeXvSlyxHUp0cgPPh2mPgOl3wgs6qbnFvI96ipIX4INvyM0b44T/wtDLDly2d6Vkpb2xRMoZhiudTi4i78U6bE+23KAZQ6RjaMPdvVU+j2Fr714Iu18lbjy4MuCLpVr4iXEoe780lMDKn8pKk+GsFAWK4Ihfw5AvygBkhcQwcPnbv1fsSCIJqjuQRk6LLnIon/t06UyfU71WcgUlC77jb4EjbktP8E1rtbUZZy06cJ6EyhYvj12vSdL++i3iaevyIwahAVhyLXpyZMFl8EUynvadnH6ff4gmzF60YxEX/u9C6kJ1WMpCocjwZHD9Mddz9xl3S9n6DpD1uywaIgnPAxOTLF9L47Q2VJvyfEjOEHb8cEerbT6z9hmunXMtdeGEzXDcoOP48NoP97svT65+kuteuS7lcycOOZH3r36/xbaBuwI0RVM9jwLuQJshbpayWmw/OGcwJT8sSd1Q2bD5YUcosZPsHgMKToFBF8gKd+7hYm9YTUnJTWPemm6ZlFethPIFkssrtBd+1IP5F02zZ3OAFRbCjg2w6SHY8ZTkOHQF5PizRkj59n7HS7XVjEHieeXJlsmqYTqLpbZMspsq4NXxLb8jnUT3ByEPPAA/+xmEQvITGAb86Edwxx3yPKsLc71IRMSktLAj4kkc836JeREnV9eMeQ7H5hsLL4eSpNyUhlsKGqQraLQ7nvSwR5kVEu+OrU8kJuqGCYf/DA7/kWPfBFqfq6Q7Fl66Dzb8Cbb9Dxp3JJLF5x4uCyv9T4LskSIk+/o7IoWNCE9OQZlog1TWigkwexZK3/CFLd15NlJRNqz9vVS9S7YXRl0DR94hv7Hp63joaSx1SU8Ww1EKPvi6eDvFflfTC5P/JJX/DLNr895oQ8/u/5JvS37HZPHxvNWSN/YzWCWto+iE2elgR8VzJ1l8KTpbEtJ1S0yxv2cnWl8Bzm322sDzeu4GsEKSSLt8PpTOk846tAcwE54Opk8mDoYLMMQwsYKy6mcYiVVrbx+4YL24impaklwBCaRjO1AoWwzqYKnEKgdL5RGtAysiVdviMddeWRELFMkAHfvb0ys2B8L7pSdcmN3AX0zIMxLeGv2nw2mvOzmrnPuoI8kkTU/qPX8gxJ32JtufR8E3b4KI9x9+0/HQCcG6u2WiOm2Ws6rl7t4Fhfxju68t6Pi14wb6NoAH0Y7CQBUQqXL+swK4XbYtL4eCgm7d3YMBpRR/WvInbnv7NoLRIAF3gPF9x7OpchONkUYeXPogi0sWM/tLs8nPSM8LbdaKWSnCEYCN3UIoao2S2hIW7VjEiUNPbPHeKxtfSRGADAymD53ebptTiqZgN6vQtWz3MsJWGG/SBGd79fYW2+X58/i/s/+vzbajdpTrX72eaFKy0YqGCoKRIAGP0w+Ga+Cds6SKbCwHl+mF0d+GI34p95QrM9V7ri0RPWecPAZdCFP+KOGXfKfdc3BQ482FCT+TR7RBEvbvXSLnq34r7FkkwkW0zvG+cOwzA8fMSArrS7wotOfFoJQU5gjulkeoMuHVgXLCg9yyABa3Ewb0+ERtxw64+WZoStIlf/AD+M1vIKMbHDVbFY4adzreL+9JCozGXRIyFalP5KN0ZTqLqi7H6yUsk3A7Ija2J0e8j10BmYfEQtdUFDb8GQ77YXrzk24q5RwAACAASURBVHbFlx72KHP54Nh/wKAvwJrfQvUqwJAxcf09IvQOugD6HuN41wwCLPFIuXCjbBvzWAlXwQutjB2zhyVCoACGXi6eeG4nhKu189RcxPZkyyNrpOQZHHqZXLM9yZrfwrp7E8KR4RYbYcilXZt7Hohk4jueEceFZM+dk2dLHsTu8IDu6SrQO54m5drPP1ZyLWnhaL9o8ag5zd3tO+IWmo463pNz3AhxAT1OUtnbdkk3rnjGR7D6N1D2lpwfq1E64IJToPAM6D9NPIr8hU7J+HCqa2WsIw7tkcG16mNpq6vCkRV2Vm66GJ53MJJ3pHhzxYy42g3pf7aj8eKNuyXkqewtMTIbdzirYT5ZrfH1E4HIXyiDUyzXl9Uo7v+VyyRUM5bzy2qCi0t61vW0pyv19RReINNOjXrNHiP3STqhZr3d50DPn/eeFL962qtpyCXirr/mt86KawNULIAXB0HeUVJlregcMVT9BTKhspoA2zGYQcR4v7z+7P5EWKNjAmc6105HU9VEgYo0t504sfc9yrqZhnADX3vxa7y++XWC0SB+t5/JRZN5+2tv8/Tap7nuletojDSydPdSDn/wcOZ+eS5TBk5pt92fzOta4s1vzv4mG2/c2OL1Nza/kfI825vNcYOPa7e9MfljiNqplWR8bh9Ldi5h+rCE+PTM2mdaeBhdPO5irj766v22/+jKR/lwV8L7yefy8Xrx61xy+CUyzs87SbwCYuGS7mw4/U3J7dPZpM6xScrA89O7LnvDIy6d9gcMSL8fMIAsSwovuohHkGAh93JrVarLP0n8P1ZhqOJ9EUiCu2Rib7jE9vPkSb/mzXXsPmeRxG4S+yC01xHWm0RE8fWDc5fLYmI309TU8rTk5UlIWvd+0R5Yfx9sf1qO0fSI4NNnEgw6XybVmSPEHvLlI+ck2fvFCaEK7ZNFuvrNcm7L35XQn8oViRx3n/xKvDgLTm1/ou4v7Lgna08w6Dx51G8Tj9VtT8riaOVKETftqCNEqIRoZvoSlUBj3lqtkVxE5vjHpRJoV0OHenrhUynxOkoOsy06BwZ/seeFk+6gdmNq6DxImoV0haPezLNmR8SRIZm8I5GOUbM/tHiUjOmG6c/B+5cn1Ovdr8KHV8OxfwdcYqR0JQYyF6jprh1uxkrgHCB5zrnlEamak86NnG5c8bzpCYXctKWqz5jvOVWDMluG9bWl4MbKv/Y9VuJiW8NqklWzqlWSz6WuGPLcUN2sBGIu8HRA9g9DjtfXX1YvsoZD1mgY/7NDt6znxN+Kh1c8SW0jLLoKTnqmmxLJ2SIULbtJ3NxNjwzEeRMlAe+gCyQBnFLOwK1SVyxjbSjLST7oTHijDZK/Z8SkQ9v7pacEjEbgvzlwLQmjaetjcl4n3e2sSHq6dt32ZJ8Dcu41bePNk9XPo+93CjC8K7mtatfDxgdh4wMSEm2YgEuSSpoe+T+WXBehva17AaSgRIjvOzm9/Uqnv/8b7YeofB69ylrh7a1vc/mzl1MbqiVqR3EZLvID+cwYPYM/L/kzAOeMPodXNr5C2Aqzp3EP02ZN41uTv8Xfzv9bm+3O/nQ21U3VXdq3TZWbWFuxNiVh97bqbS08lyxlMbmo/evHNEzG5o9ldcXq+GvBSJA3N7+ZIh7NWjkrJQQt25vNuWOau0e35MJxF7KibAVhSyaJdeE6Hl31qIhHW/8j3jPJE8gTn4K8SZ1LQt/i4D5HZrEC6trdKpWjjoTFfxBBvGGrTOyj9dDnKBj5TfHWzx0P3nz5AjvkiCPJGAmvy0ideORUvAdlb7QUjpTt5PErln4wtFcEmpgXdLQ+YXeAE37ncvJcOZ5N/v6M9eVz7VXHM+t/g2hsFBv+nnukatqVV0ruIndXf/oND8DHt0ifbYfkOEd8BY6+17GX3GmO5W4JKcwYBPlTxStO2WJ3v3YUhPcl7LD3LoEJt0quu/2FCH2xmSD65AGeILdnQ+UAA5pgAFAEDAYCFTJLdSOmfYTEAsVOoMx5TAW+7HW84B3yj+0ZASNSJzkl67fI9ddYIv1RoxNW6+2T8BQ3YuHbsXFbybiooiKyRhtlntK8pHtHSrx3VnwJlkP1xyJOBstlfhXcJccUK/IRC2GNhfQZLicPVIHMrTKHJjznrJgACnz0bemT26siCx3LZ2VbUnWuZp3sd82nkscqVCnefJ4MxG5SibBkw0xNnWIYTjJuL3haEamDpekX+vgcFRhojs551BqhSklatu0JJFt9k1yIA86AgRdA4akiepjeROnX1jDd8EwrqnU68eKdycOglAwstesTnY/plcRfeUe178nQ0RwbphfOXyODc3cq5A3bJWZ5+1PSSbgDIkx5ciVWP3u0rNRnjUpKHOxGOuZY4uAd0sE37JAJ275lcFPGoZ2bZccL8MFXHeEuVm3tBMnHFRiYWm2tPVozHFwZCXHKnQ3H/VOMFtPT9bw5B0NenIN1pRhEZNv0EGz7ryPe+QFbwin6nyix+lkjJT+Ft4/cE7GKQXGPE0PyVDzfSihMT/U56XIwn/uebD+d6z4A9AP6An2QkK/WvACqgX3OowHoD/zFn7pi2ZEk+ulOHnpbPDoEch794u1fcNf7LRM6u4yW/bGt7Hii6Rgj8kaw8jsrW60odt5/z2NucaLUvcf0MGP0DMb3byUXjcMHJR+wqGQRlmObuAwX35v6Pf5y3l/i28xaMYvvv/79lHC4gDtAw60N+02WHeO6V67jH8v/kfLaxIKJfPzdjwHYWrWV8X8bnyIeeV1eSn5YQkHm/sMVP9z5IWc/fnZKSJ3f7WffzfvIWHgJlL2Z2NgVgMtqD7zo83m87oPl8PapMlGOhU/lTYRpj0p1xq6E4dpO3ipPNpS9LV4pFQvEjjPcUkU070ip1pR7mJPLKsep2OTkCVLKSXocEQ+1SLVU3qvbKJ4uxz7E3Pn9ufpqaGiQZNmWBVOnwje+ARdeKKZEMCinx+eTSmvNsazEZ91u2Xbju3M5un5mavjOCU+KDdWdiXND+yS9RtXHiZBNEKHssB9LcvRYji93Vuv3RaS+dS/W5n29siU6oH6rCFahfSIsNJVLBdiYcGdHE1EFhku+318kIoMvH7x9Yegl3XcOmhMA7gIGJtmwfSbBiU/LeWnPeyjduU/2GLmOXAG5BgdfLAVMMoeLXaaiTrRHe/eoI56aftnfTf+E1b9KunYMOPo+KU7R3lie7jh+RZPMqUqehz3vi3Dl8sv56TNJ5oixPGj+AvEajIdTOgvD0Xrx/Goqk1xx1avlMfmPsOwGqP004f0VGAiT7oEhF8tnTV/rfUO6577wTNizwGkn4MzHz4U+k53UGLlOou52hDfDlM/bYbmGl34vdTwxvSK0puP92F021EFMWzmPtHi0P2wL9n0E5fNRpW+gqlZjRGuxDS+28qJMP0ZGP8xAIabbj2GKPG7bNipch91Yjju4CaN5vHjzFYDW6KxB27gTXpsoOQFiaq0nV3JvFJ7qCC0d8Jza382RNUoSi6XrFdFuJ2GIl1TxQ44REJKOYvzNMOpa6dCskBxDuonjokFpx5UBg4b2voDRVapWwaKvSAnMZBfdgpNh9HUykHlz5bgNl+Pym1Q22wpJp/lcOx3j6O/AlD/1bIL31tAChhh9VZ9A1Qpx527YIausTRWyWmU1iRBs+sHlEaNbRcSYVzbxFa4YPd3npMOhcu67u/2eFk1/4oMppLqNT/kLjLq6faMzXaOtF8WjqmAVrkGDyalqTH2jO/vaLlz3lm1x2zu3ce+ie1MEIQMDn9uH0Yb7e8SOtAj7Gpk3kvnfmM/Q3KHx1zbu28hRDx2VIsAE3AH23ryXDE/bq+olNSWMeWAMoaSw9YA7QMkPS+J5li7630W8vPHllM9NLprM8m8vT+PI4T8f/4frX7ue+nBiHPKYHip/VkmWN4u7F97Nbxb8JmUf9pe8O5mIFSHn9zktvJYe+cIjzKyeLaEuMfvGcEmiXG9L4a1Vumu1+GDtc7rSfnttL7wcdr6YtDjpgZnVMhZ1tZovSKj84q+JiBQTp0Z+HY74lSSQtkNOPqsO2iUxO9CbB4jos2gRPPWUVEkrLYVAQF4PBBTDhhkMHQpDhsCIEZCZKRXYolFJjL1rF2zfLnmUduxQlJUZfPeMB7n/yz9NTXh87scSwpPOol5Hrkvbgs3/hFW3OWN/s+qA/kLJIdT/JBHZXBmJ8LmmCinnvnlWy+avaHIqvs6REvEN2+S3zZ0g7WQMlb9Zo5wkzp5EuXVwIjacPJjhGhH+ajeIDfPFuVC+p/3z0FkGFsC8n8Ca3wAuOSeGIQLP0MslrYa3jyy2KFv2OVYR2zATOb5iFbb3ZyO7MuAKx97qjjQZSkHxw7DiB4mwdZB9n3inJLpHtT6mpzuOe/Lk+KL1cuwjvy4RDZ5cZ3E+y4kk6ADRBjlXnhw5FyUvSCXWigWOV2GDOF31nSqFPHIOkwXRjGFOtUBXUq6viOQDq98G889u+zvdmXDpHhEsuyOksOxtp0p5ko1ReBqc8kr7nmvdZUM5xPIDtlVMojfQ4lEH2bAB3n4b3nsPVq6UQcI0YcJ4i8njy5kwYidjh+wiP7ALn6sejyuK2xVBYRKNuolYboJWH8pqB/PpjkGsLh7EirX5rF5tpBdj3ZWJXF0xzD9XXBCTB7L+02HiHdBv2v5XJWJYTU4oWJs7KV4vQy/rvpVuM2klPXO4eE15+xzY2N+enER3B7Ylg/v6+yT+3TBTf2d3lgz2eUeK4BYriWk1JVbiKha0bDeWnwrk82e+JwNAt3Sgabpufh4FjNtvl6yd6eJCvFNMEu7csUdri151demVkTlEz33YCuN1t+FV2dH2lS0hFA1b5W+kGsLVcMStrW//5vSkMIlscUH3F0qf5c2TFdes4ZLjYn+T286e+3A1vDwOwnsToSGGS4zCcd93SpN3wRsRekU8aow08scP/sjd799NxIpgKxsbG1vZZHgyOGHwCfxpxp9SwrA6TSfPfWWwkoufupjlpctpjIjh6TJcDMoZxNJvLW3Xu+Ynb/6Evy/7e8pnM72ZvHD5C5wx8gwArnzuSp5d92zcgwhg5uEzefbyZ1ttM5kp/5zCitIV8ed+t58fTfsRd51xF0op8u7JaxG2dtNxN/HnGX9ut22ANRVrOGHWCSneQTm+HJ669CnOHXMuYx4YQ3Flccpnrjn6Gh6+6OG02j/pkZNYVLIo5bUZo2cw97y74c0TUse8kd+AqX89YB53u2p3kT18bAtR0y4swCzrmlislGL+tvkcNWkG+bWR1PcKCzC62H6czlz3S2+ALbOcCS5iV1y8Syag6SwidtS7vfAMOH1ex3K5tYcVFmGkZq0jbGxhX0UTa7YfRknlELbvGcLG3SMp3lXEzopcmsJuLMvEskxMU+Fy2bhdNv3yGhgxcC/jBm9jRP/tDO+/hRmT3sGo25jwCMoeDcc/IWF8rsD+7e3OTEStkHgrr71bPPbdAfEo6UjYUzLuLMAQ8c70SvL5sdcnPPtdnag2bYdFvEtX3O3qeGJHxLNm58uSu7Nug3immR7xqPf3c8KuBoO/f8K7xnaSujeVydhf/nbLtk2fCE52RJJZj/425B8DKLmukhPCx0O9TMkRu+aOtvfZlQlX1EPNelhzpwi0hjtRvClrpORi63e8iHeZw+RY7FiiW5zv8rSdTDyZo+520pn0UBqPaKOkwSh9UwqENGwVLx87nOTAoFJt1djvHvNwak5sfmJ64az3ZY4C3TA/MWH0tbD18WZjyjUw9c+ODdWBa7618WU/Y4llW7y/432eWP0ED6+QsXHm4TP52lFf4+xRZ+Nry7Y9QGjxKE0WLoQbboBNm+R5MAgXXyzlPSdPlhKfliWurK25szbHtqWNWBnPzHQ1kK5O5KJB+PjWVC+eGL5+Eg+cPw0GnO64G3vlBol19FWrpPP89A8t2/bmi/EQGyCLzoYJv5RO1Ao6nkGtXPAdNRxGXQtT/5JepamOChhKObHzFZK4O7TX+VsJR/6i5UeX/dCZJBqAE0drGDLwePvIOfX3pyZUwIp1A9lR1pfdZSa7d8O+fYmysF4v5ObKKpdhiCBpOk0pJdvFHnV1UF8vq11KyfVTVCTODIMGSaGigX1KcZW+hKfmQ7IiK8gxi0EZWMqLYUQxsTAQbxTbiYWxlRufWZt6ifn6w5CZkm8H5Hd0Z0lp8RFfcby+mlovF9+d6nt3ChhKySAU2iM5EvpPa327LU848dGuhNu16ZZBw5efSBLenrfbwSpOtYcdFREi0L/le9VrAbOV8+ORCUO6HoDdvO9RO8r8rfN5bNVjvLThJTb/rpEBqcWoKM+Cn/7nq3xj0jc4ZdgprZdGVwr2LYHNj0hOscbtYoD1Ox76HO2sso6EiZdBxd7Uz8a8X+xoYtUy2iBeYrGw2VHXpGc0d+W6r98mCYSbKognUgVxQ5/6F1n1U1b7q3QdFI+2VW9j1opZ3PCFuyisT92mvk8Wtds3MDB7YHrH4BCxIjy84mFufedWwtEwjdFGAu4ANx13E+eNPo/Ln7uc6qZqInYEr8vLRWMv4t6z7mVY3rAOfU8KnTj3ayvWcvp/Tmdv496U1cLCzEKWfWspA/2ZMqZEap3rI/aw4teLMlx8d+FfeHzTPBqTPGwMDH532h1cOfGrHPbgYS28b56//HnOGnVWu4f1yMpH+P7r30/xDMryZLH7x7vZXrOdaQ9PSwlZy/Zm848L/sGVR17Zbtsg92Dm7zLjeYli5+D6Y67npuNuYuLfJxKMJozxbG82j37hUS4df2la7d+76F5+Nf9XKZ5LPpePvTfvJWvrI7DqltTV4mFfguP+BW1VVYrRhfFqRekK7nrvLl4rfo2IFUEphc/tI2yFMQ0Tt+nma0d9jZ+e8FNG9R2V1nHGiFgRnlrzFL9Z8BvK6stoiDTgMTx43B5C0RAelwe36eaGY27gB9N+QGFWF3PNdabPsZokB+jOl5zwHFs8Gib9XgQ8q2n/eU7SPfeGW+4XTy5Mfxb6nUibnhcdbdv0y7hlhyUB9ZQ/SR9pR4jnlTM9Le2c1rDCTk4nSz7nyZZJ6MqbHa8MJ/dRwalSPGHA2ZA9KuGhA87ENCkvTnKVu+fy4l+lFOysHMz6cSVs3gx798KePZLw2+WCLF8tQ7OWMiJrMaOz3qLQuwIXIRRuFCYKAwMbw7EJq61RbG88lc11J7O9YRo/GH0YbjMpZ9DA8+DUV9s/n91Nd3v5upBw8L4kQsP7A/kk8imZJMLDI8Ae4HQkHC6Gtz9cvFWqFtZtElEqluvIjsr14u3jhFDlJOZUpleuIzviVJeOwqa/pQoVzb3DI/USSrXjWSh7R0IGY6KLFXYSzAccBwAv4OQijdS2kUw8dk6dczjqGpj6gCOqtSOMpHNffY/08mr6kRD9Psh5bx6eHwYqgb3I7xBj6xKomSOV3Rq2geEVL6aC6RI2mz0GMp0iTS4/8VxNypYKfO3t/xVNsOhLInYljylZI2VRouAU9ptPLJk0xKOoHWXh9oU8/snjPL/++Tarpvrdfs4dfS5fP+rrnDP6HPzdkdOvg/SoeGQYxgzgz8il8LBS6vfN3vcB/0Ec7PcBVyiltjnv3QJcg1w6NymlUst/tEJPiUfhsEzq7aTcfpdeCs880z0euR2iuybRwTIp57nxQaeNaGqn1VH8hXDhJomd3fpv2LfUSYwclAG33/HQZ6LcdNljRSH3ZJOotOF8f2MJvHVqy/aT8+74B0gFlcwR7ceMp7uaOPJqEcUad4thMuh8CefLHgeBQjGEho1PHYQKC2DnVuJ5ZWIrCiAGQqSGd98K8uXvjWXPHoOMDBF8brsNrr0W+vSRSh9RZzEoNtgbRupDqcTDthOikWGIALlgAcyZI+7WZWXQrx+cfTYccwyMGSNz2fy+ijzfTryNqzGbdmMSwo6KO4rp8mEbPmxvP6KZR1BjjaSyykVFBZx8snN4DSViGO54TqqmAZhulCcP8o7AyBwuifKyR0lFPbeTbyqeBLBaOvcl17Q89z2Z66v2Uyh/B0rnQf0mue4zhoigmTVKvNiO/R7sqUr9bEF/2L4mEdMdm9xFqmXAaSyFhi1w+I/bj4HuokASDos7fFmZGIbV1YlHfT3cc2/r7f/yFyp+DYFcO6GQiI3Z2ZDfJ8yI3OUM8S+in2ct2cYWPFRhBAaJKObtK/f1affA3qRBrH8fWPty0oTXWZkLV8vKXFOprHJN+WPi3FghyYsQqRa39djfEW1MSDf8zdnxpHsK5YhTOXKPevPAk4vlzuGuJX/nnyv+xe663c6Wcm7dppv8QD5Z3izqwnVUBivjYUGG829QziCum3IdP5/+c3ELtiPw6pEQ3JnIXZd/HJwyW/qhtJObtoFtpe/109X+vqkCFl4qq3zRZipa5gjp4wY6fZ0nW35PVMJrqm4jvHpE620n3bfVwWqe+OQJZq2cxfq96+PCQUFmAeeOPpfZGyS5s4mJy3QxacAkrp18LVceeSVZ3rb78Kgd5Yev/5C/L/t7ipeNgUGGJwO3Y+AqFMFIkIid6pExvt94nr3sWcYXtJ0HqE06ce7f3/E+P5l7IypS6xjsTWQTZdbIEQzrP1H6m4xB0lcGBsiEOpYwN7YIoSyUHeWnC+9l4a7liZVvO8xJuX2pzT2Kf69+KuVYc3257Lt5X+tCaDNqmmoovL8wRXzJcGfwi5N/QcAT4Ja3bqHJSghTmZ5MVnxnBWPzx7Z/zhzGPzie9XvXp7w2ss9Ivjnpm9z53p0p3+11edn1o130y0ivquqy3cs4/d+np3g2ZXuz+deF/+KKI66QMWrJtxLVukD6jNHfgbHfA1+hE+bUxmIWSGf5VBvn0rnuo3aUOxbcwaOrHqW8vpyIHcFluPC6vMwcP5NJAyaxYNsC5hbPjV+7pmEyqs8objz2Rr479buY+zEgd9Ts4Ptzv88bm9/AUhZhK4zH9FCYWcjMCTPJ8+XxxuY3WLp7aTwRu2EYHFFwBL899bdcMO6Clm3ugI8+ktCqrVth9245VL9f8vgEAvDQP1pe93/+k8KyxPaI/a2vlzGoqUnGlaYmGN5nDVdOuo+J+a/iMYOYLhcmEQmT6neCeLdnDHK8MPsidpNTVdQwpK+P1KeIIymM+hbsnC3jhysg91HByRL6kjvesQlzHEHWmSTOGSVhL+3hCiRs4NHfgWMfkkUmM7D//rojC5RKSa7N3XOh9A0p+hJtcAQpD/j6OguOhY53eJL3i4o4OYXKxbMcuaZ+/MT9/GHujwHJs2RZqXMVSNiMLheYhnLC/4JiUyvLuRcC4MlGGR4sZ1dNE1xbH4EV3yfheeSDI38lxXBiY3Nbnkef3O6Ei+3vvDveNe1xsIaIZ2ZKoqz2cOpexP/GaspYiEgSJeEpHjukggKo2M+160JElwFAITAIyEY80D1OO7Fk4lXALqTKbjky4y6eD9t+Jx5ZINd/zuFw5K9l8d/0S18ZC+VLFn+7UzzqLKaZuNgN5FwUIiJgJnIucp2/WUDADW4vuD3y2UgEomEIR2CQknMWw9sfZlbI9fXJL8VhIiaMx8gdL/mOB54rCewVLb37TK+c1+dbGd+uUkTtKP9c/k9+9MaPUsbFjmBg8OPjf8wdp91BwHNgij/1mHhkGIYL2AicheS/XwpcqZRal7TN94CJSqnrDMP4EnCJUuoKwzDGA/8DjgUGAm8BY5Xaf6rznhKPlIIvfhHmzZPJum1LzPPs2TB2rFyDga7+XuFqcU0MV8rEK1zlxM0aMtmIleyccHPLz254MLanziBMUhZ5I+ENY5gyUHj7OI++kuA7XCWr7OXzxW03WO5MjpJV6ZjroC0GWdZoUV0Lpou3Uvbo1H2ymiQv1N4P5LjqN4sAEaoQQ9j0JYkuse9QSdUokvAVSH6j1b+W7aP18nfkNyRxXN4kuTljCnBHO7jmHPewKPAxhaYLPPMMXHGFRAdZllw/L74oXmt1dfKayyWeR740vRBjIkAkAjNmwAcfJN4bMEDi9G27e4TNDz6ADz+E5cth2zYxFo87TjFh6GbGFKyhKG83fXy7yHVtJqBK8ERLMZVMuA0lyRIVMhG1zFw8oS2YJFZAlK8Q49Ieyruz/g+w8sepIY8XbICcsY7B1sE8X82xI0RtD7W1UFMjj/p6+Y3DYfl9IhG47PLWr6HnnlUtDi02Drrd8PDDsGqV2D1er3iXPfqo9D39+onNEg6Dd9gAzIrUa9wuKKR2Q+p5NQxp1+sFo2Y17jcnitEXK3V7xK9h4u1yf9mWrMLGQhvTRdnSVtUnUPwP6QPqt8j5H3qFeAFkDBbD2J0NQ8e1NOwKC2DntqT+IdaHOSGWVhAVquTDqlL+vfpJnlrzFDWhrlsofQN9ufKIK/n6hJlMXXwWhulJTCaGXCoVN6PB9oWjgy1cUylZqVz+fbnuo3Wtb+fOcsQMj0wqovWJVfDWmr3SZumupUx/bHqKl0lHyfXl8t4332Ni4cSkXVa8uflNrp59Nbvrd3e67Ri3Tb+Nn534M7J9HciF0Jlzv/oOGadcmQkP3It3yoQ54oR8tFegoi2UTXnNNoY/OCHF68hluPju1O/ywHkPpN3U+f89n9eKX0t5LdeXy8TCiSzcsTDldZ/LR+NtjR3Kt3DNnGt4ZOUjKa95XV6KsorYXrM95fXhecPZ+v2tabcdtaNk352dcg4Azhp5Fm9+1UlwGq6GdffISr5Sqdd8YBDkTRDvkn7TRNCL5TixQiL6VS6HlT9p9fsbZtaLsf/mj9Le57Z48otPMnP8TDyuhM2yvXo7N829iTkb53Sp7WxvNrO/NJtTh5/K8uUG06ZJ/+/zyRh1660SGd3UJA9wPFXGDMBIWSRrmUdMKRl7wmGxYUA8p+O3jFLS7+9bAnsWiwjduEv6xUi1TEZNj5MTydPMAyOSmvAZ2L5nKB+VnM2nuf9i82Zoqt7DbLCW+QAAIABJREFU0SM+YVzROgZnrSXPt5tsTwUZ7r34XEHcLgvDNDFMD8rlBxSGFULZEZStMMIVjue1g6+/eBLsfFESTjfuFFuy6ByZTGePlgTC/gJZtDA8iTFpzpj2xan9TaJ9JDxg+jiPfBIFEpzimnEPjH2IEFApf9dVHs5zP/iIZZ9msXEjVFXBSSfBscfC0KHijZ6XJzZoRoYsHiV7thtGwqs9tkDZ2Ch6SG2taBcXnhcS0W7Xy7D3QwmFc/nlHsodL4vBuYfJvMCdmch5ZHqcBcRIwqvqlXEtz0FnFxChezy4D1bv8ANQUEaVlhHeV0x4xzyM0tfwNSzHFd2DbQRQgYEYueMxA/0w/X0lpC9jUNJvG6v6uke8qlsTCnsyvL0nz0/zfq96DSy7Ufq02Pw6BUPyNvkLZG4Rq4LYsAMaW+bze6sRHu17FbM/nU0wEsR2+iMTA6/Ly4DMAvL8OUnZEVX8T124nrLGPTREmuILpSYmbtPFmcOn840jr+KSw7+IO3Yvdmd4b+xoe1A8Oh64XSl1jvP8FgCl1N1J27zhbPOBYRhupLhif+Dnydsmb7e/7+zJsDWlYOlS+Otf4c03obJSOuJx46STnjZN/j9smHiUJIcZxUKTYuFIsdxG5eUyIV+7Fq7KNLCTT/mQi8k+5fmWBlvzm6WwEEp3peynuLoZKRdM7u//mHb+FBWAcJEH22eivCbKBUZEYUZsXI02nl3R2KJHgltugbvvbrW9FvjByjKImh6iLjfKALcVxW1FcTXZGM0XIWK5WcJVEq+8/SlRypVFPCFf3gRngB8kHiVZIxITIZTjGVEleZ9W/CCl+QWbJ5E/uB+FriW4CGL5B9NnxKWYA8/CyB4JvnwMTzZxF1DlCF0Aa34H6++R86agzk4sGoBMfQNmLqvGVrN0qaz2FRfL9dOnD2RlKTIz5fD69TPo21fh9coA73bLtRKNyiMcFtGoosKgqkpRXy85uEIhg08+kdVDw4DvfhcuuwwOP1yut1AocQ0mGwzxUGKV+ogJT14vBHIawEwo6YcfDh8vy4gbu7FuIp2+qT5cj2Vbie/EJqfmY1x2CKXAsgxs5cZ256UYMrYyyB3Zskx0zZYVLV6LYRoKV/0afFt+j9mwKeHCO/JqjFFXQ94RTuceSwYkIpdlG0SjJtGogbXmPtwbf4/bFcXjimCaqX3iDY89wIPzbkh5rdVus7UBrp3EvkpBVp9GGpsiZGZCJCoJOteuyMJluuICVex38nr3/xs0hBsIRaKEwnItuZp2UbT6yxi16xIV3AaeC0fdJZOpmBEPjpEci9V3LpzVd8La37b9hcnEYtLPXyfhXuAkn7SJh7o13/l2BJjf7YPbKp3dAwIGWIaH88bM4Jcn/ZyjB0xK2tqIX0sxQU8p+GTvSu5ecjdvbXsTt8tNMBKMD8QPTP8pX+3jgy2PyqQHyMoahGv4VRJqkHtYIm+YFUztE14elzKZaLAh2uy6yDbB/HLnDOaaaoXLJf2Dx0N6ufJAznfZW7D+fsltZjo5Ghxh1bJNguEAtm3icUfwe5pavaYqovDvYBYPBvMpqy+Lr5a5DTcu08XUgVMZ03dMC68K2zIIh0w27t3Eqn0foIxo3CPD6/IyPHc4Nx53I+Pyx3HrO7eypmJNXCAwMQl4Ajxw3gNcNv6ypGNSCc9AFQU7ys66Ur48+1t8um8jjVHxVvW7/XhMD78+9dfccMwN6eULaO3gQ9UkSv26W3oklM6D5TfJYokrQ4zM8T+DYVeI160daubdFSvZ7Nxba+6EtXe2uUs/3AN/q4ZkqS7Tk8nCby7k6KKj2z8mhzkb5vCVF76S4r0TcAdaTdidXCktXWatmMVNr98Uz9sEkOHJIGJFUjymDAy+PeXbPHTBQy3aiAkU0WjCjopNemc8fQrvl7yXsr3X5WXvT/emCoR2VPKbbH5EvKGDu+Lh7ipan1q0pB12RuAPdQH+UWuglIqH3vlcPoblDuPayddSlF2U9N2xMCPxgNlUtZl/rvw3VU3V8Xsm4A4Q8AT4yfE/4bhBx/HHJX/kjeI3sJUdvzc8poczRpzBl474EgFPoEUYu4ydio/KFvOf1bOI2OH4Ofa7/QzOGcw3B/yJ+246kYYGg4Bf+sBvf8vk3jvlXDU1JWwEtztRKSx2vmML/LYt31XTVEvE8UJSCjwuFwP/en9aNqZtgJXpws42sUwXtstEGQYuy8a0LLEzayzMiIpPnIrYTRmJc5uVJWZhu8Q8nzESnn2tUH/7rVi/T7VfsyNgxjwXYt4LsZyCMVEn9v9YeI0N9YA1k5TQppwbDYya9K41BVi4iOImihsLFy4s51kUF1ZKuv2oCQ25GaL4OHgt8EchhI9acqgjmyABbMz4w8IV/78LCxcWlmkR9kTj35dFPflWPf1/ciNG8vkxEIGrAPHoyJS/KhdUnoHygTINlOmUBrAUhg1Gk8KYojCSo2x8BXBpOiGLbfx2dSp+zbo7W1ixjbZrqlPbbj7WRu0oDeFUodPj8rQsWpCGQBKKhloI4u++a/D+otTr5uRpGWRlpIZ/nnZ66+2/O1/F18BDVpCISlq4VXDR2amh81OnyjyXaIOEvYcqxJkgVCFh9407ZQFNRWTMjaUuML3iLbfl0dS8ROkUZXHOjQLCeIniluuyui4+X44tenaKpPaj8bvIjaqpS/lt015sr90Ixf+SY7UaxQ6I1kMHxhKAk0ugOFl/Mt1MGTGD26bfxrTBkkojNiezrIRHYeyvYcDmmg38aek9zNv6BopEf+l3+1l//foezYvUk+LRTGCGUupa5/lXgeOUUjckbbPG2Wan83wzcBxwO/ChUuoJ5/VZwFyl1HOtfM+3gW8DDB06dMr27dubb9IjVFWJ6LNhA2zeLO6/5eXw+FsD6BdN7Qj3uAo5YURZXASIeSr16QP9+8vccs6ovpQ3SeiMCwPTgHxvBj8ZezLXjJ5OXmZ/MUbd2U5IUMzn0YAt/6Zx86M8UQv3VMGOaGwAEkyg8bgT8M1YRDAI69Yl9n3tWpnDVlUBeyroMziTnP5+3B7weRVej8Ll8xCNiggRCskxVFXJqoTXC337wssvy8rTli3S5qZN8v/iYigpkVWMvMwwAwe7yMw2cHsMfB4br0dhuN3xVazYo6xMVjxcLunM+vZNnM+KCli5QrFj/RZCpaswQ7vIMrZTmFFMUe4OCnNK8XubcJsWLjOKUiaW7cKyXdQ25fw/e+8dH1WZvv+/z/SSDiFA6L2DIEWkV5UmRWARFFwEBbEtdldXXQt27CAWeu9VBASk9xogdBIIkEJImZKZOef3x5MzMyc9lF0/399evvIyTGbOnPo893Pd133dlA9LwmgQT61HAdMJCxhd4BWjk04v07ZCPZZ3eZEoxSlYdWeSOKl6c+4TLYOUm7lSJLJ8HoYeWs9vyZfQ5T47OUAVPfxwBgjy99Qr0DoRwvMIrNSgQQ0c1Mldjw8dXk5He0kM9+VWqQvEZEPz+EwcuhCOHBHkVEKCKHNKSBBKGJ8PFm0vT6Rbe19m2GL45+irmkDU6xXEVkaGOMyN7QvKvktE+upSSbmfSsZ7iNRXwG4TZXl6fS5BpQMfbhJccZzO3scZ5x6y5NT820pqBqbAZBMWDh/2eYFxrcZp31cQaRpEvvx08Cc+2qapisVisLBn9B6kHIm9m85w+kQ2p0/LnL9oIjHJhkeKxGQPIzTSTPkYiZBQHSaTjNG/KFfweKVcFZEOr0chJVUm5ZqX7JuZNGn0Mkf1ybg8FhxuO84cKy1b3E/nMo9iNkuEh4ssr80mnveCShLFeVdYd2UO1xyX8HgUvB7weGQ2Ob/nWvZVdBhyJxGFCHdjeibsxmw0YLWK/QwJgbCwQHCj04nf1UnnqHMtP7v6IeWSKACylAPTdmIwZlOnfDwVI6/Q5p7rvN5Hh9WdgoiGpVzvrvBcXxw1+FZLycTC3eFxs//mVdHqNbeuPscVgiuxF+nRY8i5HofRe4VyoZepVl1HWIQRe5gNk8WA3mRBMoUjGexiIS7pkSQdHHwByVNwvTdAlgzpeQhse4+tOJX27Nghxp5TpyA+XpRqXLsmxi4h2xdkg6zokGUdBr2XMmHXqRh1iRrl46lZ4SRL2i/h9I3TmHK9mxRFplZoDDs7jiLcdVn41uSk5Xp5WIMyBLm+WLnljt8nJfLs+QvocgMLNYG8pmo4D45M9++71yvG5b174eRJ8RwnJsLKveWJlgP3/VViqGq6qllAWq1Qpox4JNQuQO+9J+67wpCd6WHzqgusWu5k30ELF69GkZYViSTJSCjIig6j3kuFqGRqVc2kezcPDz5cgYb3luPfW9/jw20farqIhZnDeKvDW4xuPtofsNy8CYsWiQYTO3eK8ShQQqkQFp2Bo9wfyNU3oG+0BMl2A52ko0lMEw5dPRQoO0GhWUgY82vXoYo1TGS2DTZR4mGKCpiV6kziR/Hh87qYdGI9H5zYhE81DEdBh8S2xzZwT9VOgZOhKCKTnrJLKCQyz4gS28E7tDdZOPCDyb9PKLLYF3O0yMbaq4nERcNXBCmXdkBs15EgCEjn1dyrL8GA3yAtzwRQxg4bJuQSYbnbP/ODxmuh12XY5ETjsdA0pik7/74TKXiBUgxhnePLocG3DbicGZx4UrTbyMWb7d/kjQ5vaF+sHAMh16ECQhseA9hN0KUbmCI5oy9Py00/4PJ5/RddVmQURUGv0/uDYhQdg1xryTzWgaQkQQioMUVYmBjfVHLcYAgkUc7YZnOg0mgNWS/JJq5kjSJ68lecpB4nqM9panGOGpyjBkm6WPTly9CgwVVa1ImjbsxRYsNOYNY7Meld6HU+cnwW3F4LmTllOZvanCMXG7D/RG2unpa4ef9rZHRcIu77XLK4jMnGNw3a0c+Wg5STKhRPSOLe9PsAGv3Xy+d1MvXKed68eBaHL3BvSRKUs1chKfuanxBSFAjNbkrb5J+obGlIeLhQm0ZHC+Wpek7UH5E4zOSXi6+zIfVncb4JrE99kgujzhRIEik+2qX+TPlrj/kXaSZTQKWSlzxSiaK1ynPsk75DRJagIBao2/te5+rFCA4fFuPv1atif0NDxTbtdhEjxsRAaIiCwZC7MNcr6Ax6PJ7AIsnlEr49KSkihjl+cyeVWu0n/Sakpoj7JFKqxj323litYgy0WCDM4iYsXMJolNDpQaeT0Bkk0OlF8sDnZXPaHLJyMnC6wOWEHI+Pzfo3cPtc/rJPWZHpU6cPS4Ys0d73xTxXMw7P4InlT/i3oygKHtnDlse30CSiA9u3i5j49GkxHqalBcoFQ0OhbBmZ8AgdRqOC2ahgMikYzeLcqMlDj0fE3+q5ORbzGglVPsagDzAnBp2B+GfiiQ2LLfG+K4pC4+8bE58a7x8HfLKPhuUasmHgYXbsEHPUuXNiTvX5xBomNFTMNeHh4itsVnFtTUZxfRVJ7+9G5/WKa3ftmogxs7Phiy/EdoKRni7mjGPHxPedPQuzN5Un2qfd/6vEUMV4VTMXRkdDxYpQowbUqiV8ac1msS45cUKc+7NnxTGkpIj7fv3R8pTxaLedaYvhw+eu+hNOKpGteko5HJASM59LrYdqzjtA+yrt+cd9/+CBWg+Ie6GIc7/vyj6+3PUli08sRpZlcoK8iYwp9+CJOgxy4NpWLxtL3Pg4rc9NMdf2yLUjtJ7W2u/DB2IO6HppKxVy2uNwiHvKYBDJZ49HnBezWfx0HFoeU1pg+54yMRzfcDVf4jknJ1DG6nZDz57imng8Ih47dkz8/+hRsWa+cQNyEq4SWTmE0GgLRpOEyahgNgXWncH3fXq6uG9sNjFHrMgVZ+7eHXiuLl4U1RdqYjUyzEdMeQmrXYfRINacRoNYdwZf25wccV1TU8UxLF8u4qq88HrFqU66opCelIjliycoUymBmAbXMYe50Btl9EYZxWRGVsz4MJNNVa5JXUnTt8Ub1oqysWWIOvsUBw+ZOHi2LmeuVCbxRhWiqtcnIkJHRKSO0FCJ8AiJsmXFsRqNoNeB3gA6nRhzfV7w5o6ZGRkSKSkSaalesjLcvP5PK+Hhd89X526SR48APfOQR60URZkQ9J7jue8JJo9aAe8CO/OQR2sURVlc1Hf+J7qtFYtblOAlZyezMn4l0w9PZ/ul7Rp/h1vaDSRaVGjBY00fo2+d/hzaWolvvhH+OBaLuBG7dIG//Q2aNRODrU4n5Mx51STBvjsq9HoxKDidoqxp/XqYMUNMZgaDGLRHjBBlVVWritfUkr+8C2j19AT/qCbSanY9Ph4+/VQMFunp4hjKloX27eG++6BpU6hZU0xCaqZSDXYgEACpC/irV8U2DxyAtkO2M3LZSJKykvxGoSa9iShrFOuHr6dxTOMiz/XZtLN0n9mdpMwkv1eEzWgj0hLJxx3fZOL6F0jKCWQUDLnZ5roRlelYsRn3lKmJ2WCCAto3X034jR2X97PVBRmyWHqol0EPPBYKPzduD9235vus9oa4tfvSK3uJS45jz+U9rD+7noVxxXfzKQpmvZmJbSdyX6X7aFq+Ka+ufp+58VP9kk0Ai97GmPqv8nTDf/oDafUQgndXvU9+OfUp38a9hSvIs0uHjk7GV5E3vMvOHXrMZnE/9OwJzz4r1IKSJCYl1QtAlXMHB83B95GqXJFl8f4vtk3g7T3foAtqvG02mHil2d94q8VjfgIhUCOdq05REJ1QLs4B4P1U+OAGuAOqVGRgUIiO1S6zxlzWZrQx8b6JvNO5ZCrCFEcKtb+uTborQFSY9CZqRdbiRHI8KKCXc81GdT5qRdTj2xZbNXXTwd5bwa8pCrh8Tp7a055L2afQ57Zzdfqy8W19GTZqFRRCbVd6+Wxhc5EkCTJs3z4x9ixdKgI7k0mMNWFh0KiRGH+qVROquaiogErL7RYEh0rWXLwoAsy0NPjz/C56zelFhjvDr8Qw683Uj67PtlHbsJuK73Aw8/BMxq4am+/6jWw6kskPTsabY+DXX2HuXOFDYjSKeysyEtq2DXiWVaok4sCIiIAvmkr03rwpyPTERBEQ79uHnzzLfx5h2zZ4913RLdRiEYF8SaZ6szlQ8jJ+vNhGYYiPh0mTxHHpdMXbQdhs4ngGDoTXX8mhwbUeotxZbxFkZHhDuG+m8FNT2yWrHWT0luJlj3lVbJYY6J8EV1bDhbmQtFaQgJJekD5RzYVRbkjNgIebuWzAHF6RxfvcqYIY2v43bVlUKbKt+fDfLpMoqsOjGWgLtANqIrw0dAiz07zwIrInesAJ7AF5s8Sidx18/4uFHTsCPjs9eohYoUkTsfBTg3l1fA+OE9RDKChOOHAAfv1VlIqrRHGjRjBqlBj3K1TQbluNBfKW76hjvfp/vV7sqzMzm7Dkn+H094JgNFiFH06lPhDbR3QxtZYXJ8XnothMdJBCMT07nMgxYow2GsV+dusmrBJAHI8kib+VtgLB64Vsl5sWPzfk3I1zGtI32hZN4ouJfpK8OCRmJFLn6zqaMc2kNxG7aw7nVw/EZAooOzMyBLGgkgYqOVUa+Hzi829teZ1Pdn2ITgZjbmhsUGBgHExdCeYShMvX7dDnb3CsHPhy8645etApMFBqwCrThXxKuTkD5tCvXr8S7evVrKvU+bqORs1n0puoK/fHO28OZ8/qsFjEtRwxQpAaVasG4uJgFXFRKgjVtkC9jw8n7+PBBR3yXZMJrSbwaY9PS7TvABvPbeTh+Q9rjPRtRhtlZp8iIa4SYWFiLK9RQ4zxIGJx9b40m0uuglWT0V6vIJ1AEAqzZsHChWI+U9cXlSqJyg6VDKpeXaxX1OdenQtTU8UcrhIIBw6IjtjDh4vYwJvLYzdsKOawHj1EPKD6jqqqu+AYMG/DGkUJ+EeJ+VDhWMohlp1cxrxj84hPiy/x+S4M5WzlGNhgIIMaDMLlcTFo4SBtDGGwMa7VOD7p/knJzrXspcn3TfJ50EXbojny9BHKh5QvfiO3WD6/bh189ZVIIJlM4v5o0waGDRPxTaVKuWOrU+vTlXe8V6GuOzMzYc4c+PFHQQhaLOJ5GD8eHn8c6tULWEdAoJJDkoIS3FJAxaP+BM8NoZ/9i3PvzGAZ/dhMZ05Sj6uUp0ItOy3v8VKzukyVajoqV9NRoaIOs1lCbwCjAfQGoU5VyR2vBxwOhSuJMpfO+zhyBH74xeI/VkWBkSOFLQWI/VLvwdIieN66m/hf2dqdxh0ICi/dvMS7W95lxakVpDhEJx91wg8xhlA5vDJ6nZ6Emwl+rw91+RpuCadHjR681fEtf7viL78UE1VOkNb96FExEJekM1xxaNtWML/qw1+hgmCVVT+f28Xzz8OUKYHyragoMWg8+KD4d2gpbCzyQt1Hr+zlmz3f8Mrvr2iYfwCL3uLPKOSFV/Hmk5oaJSP/7PRPXm77MmaDGUVROHvjLJvOb+K1Da+R5kq79R0GhjcezrDGw2hXpV3JPTzu4GLlhvMGe6/s5cCVA2y5uIV1Z9cV+L5qEdXoXr0791W+j+YVmtO4XOMCDUJ/O/MbQxcPJcudhVcJLNR71enFmOZjCsyGi11XmH54OktOLPGXAahtrWc+PJN9c/ryXp7KquvXxQLlTuG7vd8xcf3EfATBlz2/5MkWTxb7+Z8O/sSENRM0n7carEzqNokJrScw7cA0nlv7nL/8Rv37lpFbaBnbsshtK4rCA7Me4I8Lf/jLGAw6A1XCq7DvyX2cSDlB7zm9yczJ9BMkVoOV+yrdx7rh6zQ+HAUhx5dDj5k92H15t/8ZMOgMhJpCeaHly7z152ua90uKgd43V1PP2IOwMEEahIUJssRq1RK8aqbb7c3hH8c6cCp7t2ZbZZX6/P5wHE89JbJZLpd4f8WK8OSTImCsXFkEJXo9flVcQVA9HrxeMR5evy68Iq5lXaPXnF7EXY/DmUtMmvQm6kTV4YsHvihywbX14lbe2/qexgvIZrQxtc9UHm38KPPmie6dTmeg2mDgQEGQx8SIoCckpPTBQ2Zm4HiDsXOnMOm/eLFk3p5FQQ328sLngw8+ENXLwV4oJYVeD+EhDlKnlMlddyuizEvt7uN14O9eU9i5L4lBq84iSKHsiwGJfXgjaP658PDzuYVqpKSm6KVswQvc3nhcUJbZiFAARRAosymLKC2xEiixgUCJjRPhn5IKpCM8WfRRsDtB2+Y45yac/AJOfpYrZ7yFG0jSsXDP3xj61SzNIuH336Fz5zsTJwwfDrNnB31lEBl0Rywf1jQTLdxV/7zQOtDruCCKimvcUUwZrk/W8cHy1/gt6d8cOSLGhCpVBElbq5YY1yIjwWp0oDgS8GVcQnIkgM+B4svtBiblevxIRrCUQxdSBUN4FdxEk5Wt44rvMPf9dJ9mrrEb7UzqPonxLceX6BSMWjaK2Udna0oPI8wRfNF4G58v2s7Fi2IMMhqhW0cbLz00mKqVTERHizHe5xNjg3oPFHS7/5n4B+fSTwsFrVF8prK5AZGRCk8sf0Kb5NOZiAmJ4Z8d/lmk4frptNO8t/U9nB6nPzFrN9q5t+K9TOs7jZqRNXl82eMsjlusmWsjLZGce+4cEZZCDLyD0Gt2L34/97v/3OgkHZXDKvNxtWMM6R+i8VWePx8GDxbnSk3m3ipycmD06seYf3y+Zr6xG+1cnXi1yIYEwej4S0e2XtImIWNDY+ly6jBLV2fh8YqFcWQUTP0qnLbNI7BYAiWPEFigB9t0BJO9V7Ou4fS4/HODXg92pRyvvWRl+fIA0RgeLjjsYcOEYs3rFXNaScvSHA6xrenT4bnntH87dEgkm+8GVBXRH+f/4GrWVU1SNDY0llpRtUjKTNKQTBISkZZI7q14L+NajqNPnT6aOHnKvim8uP5FDbFpNVjZ/sT2EpUqf/jnh/z7z39rPh9iDGHX6F3+NWKxuAXyaPp0eOqpgJ8aCPFCy5Z3wCMY6NMHVq0K/Ds0VBDWd2rded994l4BcQz16sHmzQFCXPUPuxVkZ8PMmSKJt2+fmM6tVqH6Uu1vypYVMaDdLsaIvKQmaEnNnBxx32dmClK3eX6njzuKu0keGRCG2V0RHu97gWGKohwPes94oHGQYfYARVEGS5LUEJhDwDB7I1D7v2WYXSrc4Yyiy+ti47mNzDk6hyVxy3BlmcERDY6y4DWjw0TLCm3oXrMrrSvfS5jNSmSkMOkvU0YMtuvXQ79+4ves3Fj5009h3Dhxw9ntt1ErjHgIXnlFPLiqv84774hFXGio+A6DQTxspVkMORziIYiN1b4+ahRMnXp7+1wYjl07xoOzHyQxM1HzutpuNxg+2ZdPIVbWWpblf1tO28ptC/0OWZbZemkr2y5tY83pNexMLJwTjbHH0KV6F7pW70rX6l2pFlmt9AcFdz3TLcfEoMvbFaIYX59gJGcn0+7ndvkyN0adsdDuAS6PKx/RVzW8KrtG76J8SHlSM7L5dMF2tmyBw4fB5YboSBN9mranWxc9deqI50SVhKpZh7yZbUmCxMxLnL5xEoNBTCSZmeDLKMeoB5ux+cJm+s3rp2mrqZf09K/Xn9plahd6zGdSz7Dk5BLNPRRiDGHZ0GV0rdHV/9rH2z/mX5v/pQn6y1rLMqP/jCI7K6yOX83Xe772E2sSEhVCKrB/7H5/tulK5hV6zurJ6dTT/veZ9CYaRjdkXMtxhZrkyorMt3u/5fj14/5g2aw3U7dMXdYOX0uoKZRuM7tx9NrRfG25Dz11iBqRNQrd72CMXjGauUfnagJ6m8HGG1V+4/2n2mkC1yFDBKlcGvP54uDxeXhk4SMsP7Vc87pBMhSqPvLKXk2rcxCLnL1j9tIkpgm7dgnVZzAB8/XXYlyzFy9oKhW8XnjpJUG+F0T41K0r1KEDB4qMrKowUlVZGzYI+famTVqPkbzDRmIi9OolpONB1hu3BEWWhWnt1Y2iS1xmPLhShALIXkn831qRs8l12Xm0Gmcu2Ik7ZSfhihm+/UFOAAAgAElEQVR3jg69TiEkxEe9Wg7q1XJQv0Ya9zc+iZ0LcDNOGL8GEyB1xkOzj3PNe4uZoO5gh5ks7FyiCtcphwcjHozI6DDgxYgHO9lUJoHyXEUfbO6r04FZhmZAU6A+wmTXjShrj24GETXAFgP2KmCrEtTZFEE0eDKFiefBV7TnwhwNA4PG8SvrYMcwv1F9fkiiJbIlWhiuyx6hwrp5XCizgnD+ejUe+HgDCek1/YvEQYPgk08Eoa+St7fy7LrdQmXw4Yci3lEVMJ06CZK2Qwcxxrtc4t41GrXGwcGXPdhfQiU6DAaw7eyC7saeQNdCe1V44IBQpBlCKLKxQClN9J1OSL6YgO/yRqzpawlx78OsXEOPG49iQUGPTpKRLFFIBiuSpBMJRp8PxZ2G7M3J3WIOesmLmzJYBh3n37u+Y9L2SZrxKdISyeUXLxfbpedC+gXqf1tfkyyzGW3MGzgPo95I37l98cgeLHoLIIGiI8ZcnRfKrUKfVZUbN8Rxqec9uDxPUUDWuflNN4Gj0mzILYXz4UaRZDrbn2bNM99hMHn5YucXvLwhf+MYCanARJOiKBq1FYgkx5LBS+hTt4//NY/PQ9cZXdlzeY9/LjTrzQxsMJDZA2ZTFBbHLeaxZY9pFugRlggOjj1ItC2aIfMe49p1WZRrZYIr20DkqRfoWKMtdeoIorBiRcELh4UFFKZqIkVVQC+Mn8m6i0vwekQ843SC3lGR3159h+qTq2tUQ3ajnY+6fcQzrZ4paJc1OJlykuZTmudLgi0ZvITVp0UcocKIFR8+Krt7UOv6i5Rx3A+KsC0ICw+o49SFro8cTrKUPYbPSZGOAxKylFuy67FQ9ucUbqbY/SqRVq2EYkUtRbwdZGcrfPbDdRYtFgoVsxkqxOgZ9FBZ+vYV1QpRUYFy2Lxd6oIV1z7ZR6ozRSjEzKCTICPdSIPqUfm+1+eD8wlOVuzbz4q9+9kRfxKPVwafUZSgyUZqRzSkSbmmNIipQ4Td7lfHGI0iDqhYUax9YmPhn39O5Id9P/ifWwmJWlG1OD7ueJFJvtOpp2n6Q9N8yckVQ1fQrWY3uo02cTpUa/zcNgE+2AjV0/NurWCkW+DDdjC/kVZr6bnQmfTlq1DMNj+BNHkyjBkjzndIyTjNQhGXcIXvV+1k+3ZRCudyQrlIOw837UqH+43Uri3mlago/J2ug31dQb1PFXZc3kaq6zo+H2RniWf0y6f7kJZs8ivkmjYVjYMcjoITdKVBQQ2NZDlA/KgNeG7ehG4jymNJD8wdzvAYFn511Z9oVccI9feQEKFSb9Lk7qyRVdw18ih34w8BXyLyXj8rivK+JEnvAvsURVkhSZIFmAncg+gdMFRRlHO5n30DeAIhgH5eUZS1xX3f/yvkUVKSKD3Yv1+UhJ0/L0opsrMVKlRUqFYjB4tVwW41YrXoMRklkaV3B34uXhSBvMUCYVFOPluwkyNHYO1asb3sDBPl3G3p3ElHgwZiEVG9upAR5p281Bvd64VrWckcSjpKxk1RH5qUBIcunSbyni2kpYl/p6VBdnI08uY3CTdE06SJYFJjY8VgHRERCN7UicbjgXRnBjPOv0+SI4GsLPGQOhzQ0vEma2Y08Adz4eFCCvnII+LfoaG33lnM4ymYPV4Ut4gXfnuBVEcqTq8Ti8FCw+iGfPfQdxj1Rl787UV2Xd6Fy+vCorcQZgnj424f83izx0u9D17Zy8Gkg2w4t4Ep+6dQPaI6T7Z4ks7VOmsNOAvAkWtH2DasnWZlVzETHj5Z6t1gTW24kCfB1soZxb1HC/Aqyos7cN/LsszwpcOZe2xuvr/p0AWq+hQ0GR0V/ev2Z9HgRf6szY6EHbT7uR0gPFkURXge1Lbfy9ORy7l5LZyEBHHPquUPakYseHK5ErqCXZWGoVMMovBMysGnc1JN35a4f2zHaoW45DiafN/ktspN9ZKeQ08dolG5/K3RhywcwoK4BZrXjLoCjBlzISuyRj6vbv/Ms2eoFlFN87rb66bNT22Ez0wQDJKhUMM9t9ftV4mpaF6hOTue2OH/jMvrovec3uxM3OkPqnWSjmoR1Tjy1JFiS7+mHZjGc+ue0wTkdqOd5UOXM+7Brn7pPIjyrsOH70xGqyA8teoppuyfonnNoDNgzaNO8Sk+zf6C6GJ1cOxBqkdWBwQZ8+ijWgXQypXQvfudI71AjNf9+wvJeDBxZDCIBfXrr4sASJIKD4TUgMZiEX5MzzwjznPwY33hgpCip6QUrjYyGKBBAxEQS5J45o4fD8jKg1HUkHFgv8xXX3pYs05PVpYOvV7B4dQhywWPP2azjNmk4HRJNGrg4eOxv9I16gWkYCKk527RMbQkuAXyKJmybKUDG+nCcRpxicpcJ4YcTFhxogsayxQ0wxxejLgxE8kNKnKFeuY4Zm7ciylxqjiR3izhhVjvBagxCuyVhUKroNbKBaEo1dSRf8GJj/OTRgY7lO8uTMArPiT2WMn1clKXD3orZJ6CNflT/HHNFObPh+3bxYLu+nURfzRtKspLq1UTJSrlygVKnVRfn+DmET6f+Oy5c+Ie3Ja8ktN1xyIrCp4cUS4g5YTQ6OQCbp68x58trlhRxDlqHKKasaqkqcPjZL4yiKvSAY1BaejVLtx4d4DoIpn8J8Is1ixaxcd0gjItBaFkKYfahUiWFXxeBW/uUGnILWnQ6aTca6MT91P2RSjXTijrTn8P8d+K13R6QVZZK4rW2Wr3L2tF0TFXzsk99+qdI4nrLufA8mrCm02FJQbvw4k0n9Kc48nH/f4ndqOddzq/wz/u+0eRt8qwxcNYeHyhRh08oP4A5gwU5dcJNxN4ft3zrD2z1r9YlXI7Bz1xzxM00zQx0CLZkcw3e74h1ZHqT0bYDDZiw2KZ2mcqnap10rz/VMopes/tzdm0s35iSEKiYmhFf2JEURQu3LzADecNzXs6Vu3I0qFLC1QTZbgzqPVVLZIdyZrXDTpD4d0GFfIlsXSSjt2jd3NvxXtJdaTy8PyH2XZpm+Y9VoOVN+7/F8Orv0RyskRqauD+9vny/C45+Cl5NPsyl+NWgucXicG1RzJ36E98u/cbXtv4moYYrBBSgcQXE4vtlPj4sseZfWS2P37RS3q6VO/C+hHrkRWZfVf2sShuEfOOzSMhI6HIbZUEzWKa8WiTR6mWOZTHB1TSJBy++04oMO4ETiSfoMF3DdBJOkx6M4os4u1WppG0TfuBC+d1JCaK8xwZKdY+qrJDLWuVZXBJafxRtTNZ5lOgCAdDRe/E7C3LhfHX2bZNYuVKMTdevCiu2f33C7WK8CFU/GurgE9Zrq9U0LV2u8XcqHqXTpwoxilZkek+szubzm/SHJ9e0vv9tQqCx+fREKcSElP7TGV089EALGsTwRf1b/JnVdDJ4NOL/+sUaJ4ED57O782qwqWHLdXgj+rCBN+rR9jASlAvBSbsgtqZtVn/9xUsWw4XzoNep6eCuRbdu0k0bSrKiqtUEXlmkym/TYRK7Lt9ThKzLgpSPVl4uv4Wt4NV8jP+scZmsIGiQ4+JXpH/oH7OYyQn2UhNDSIAg+J7GS+XQ1ZwPOoDXIbrgIRPcoAknGYH1RtKhK8Ox4+La5qWBq7zLbg/uhctWghFqEr6lisXKMtTDb5VVZArx8uPh7/hhiODrKwAQfTF6EeoH12/+Jv4TnTcvQu4q+TRfxp3kzzKqlQO5w3thBLmLlmtdV7cNIta62CYw6ow+62LfPRRoDW32y1auj/0kGDjq1YNeHWoKKw2VA2IrlyBX7f9xjtnHyDEFOL3JcnxeXi85it0N71FcrK4mZOTRTCWnCwYz2BXd0UByejkSId6+EzpSEiCUJKcmCQrEXY7SUEtlU16ExaDhSm9ptE+6hESEoQ5mmpQFvyjKHDK+zs/JD+KS87AowQOMMIUxbR+P9IyZABffilqly9fFovEqCghgWzVSvg21a0rSubUkpfg/VcHIVU5cumSMP87cIB8pU0qvLKXr3Z/xVt/vEWOLwdJkog0R2IymLiefR2v7MWkN/HK/a/wartX76qzfWF4bcNrfLT9I8yewKJDp8CPK2DYsZJvZ2UdGDpITAIqXAYYG2flhwUlkBLcQWXTqZRTPDz/YS7dvITD48BmtNG+SnuWD12OTtLxyMJH+P3c7zg8DqwGKxVDK7J86PICJbj7r+xnxNIRXLp5SSN1L2sry8LBC6kZWbPQ/VAUhc93fc7Xu7/2e1lJSFgMFp5t/Sxvd3xbk61NzEikyfdNuJFrfK/CoDMEuSKJEtS8HY3CzeEcefoIVcKrFLgvsizT8LuGnEy9BVYwFyuHrqR33d6Fbn/IoiEsOqHtSaCTdP4xQ4VP8WmMFwEGNxjMvEHz8mV+PT4PQxYNYWX8Sv8x6yQdZaxlaFGhRaH7mu5OZ8/lPZrvsRvtbHxsI60rtaZ+feFVpKJmTVGKe7fII4BN5zcxeOFgMtwZIsNusNCzZk/e7/I+kiRx/PpxRi4b6VdJmfVmRjQZwXe9vtNkBxVFyLlnzgwoNSMiRMnXyJFiTAwLu/X9VJtTDhokkgXBxFHdukLqXb586TN/sizGzh9+gBdzu5Rfvw733CMEhnmztjqdKC1+9VUxTqvHqv7NYhFqkUmThJedGtgVNGT89pvYTny8tkyitKhY9gaXpzYKmJ0DRLeD9otym1HcRjoxCJmZQh37669iny0WocwtUwY6doTWrQMJm4oVtYsWNUmSnCwWEKdPi9LMP/+ED7r1oHvTraKcD8BSXpRO6c2C1CkKJVK/IMij4x/Bsfc0Zt0A1Pw7NP9C+D6Zwgv+fDBKUNInyyJOUeOQmzeh5+PlsWYE9jXTHsN74676mwIYjeKcRUSIn/BwcJou8crh3sSnndKU74SaQtk8cjPNKzRHUQIlLar6Sf2/ukgf8Xs3jqUexO0LdPozG8zMHjCb/vX7i40qCt6bFzm5/xKH9js4ekzHxUQbl6+Hcf1GGKlZ4dzMDkVWDNisMgaDOGavV8Lh1KGXPITZsygbmk65yAxiYzKYNj0c+4FB4LgSUIOF1hF+X5GNQfYVXx5XgnN/OvU09b+tr0l0SEiUtZUttERcqC60SaQQYwiX/3GZMLN2sNp7eS/dZnQjI6fwhgfFQULi856f82zrZ4skPvZf2c+o5aM4d+Mc2Z5sbEYb3ap3Y1L3SQxcMJDzN87j9DqxGW10rtaZ73t9T+XwykV+957Le2gzrU0+tVJp8Hq713m/6/ua19aeXsvYVWO5lnXNTzbpJT3R9mjaV2lfaBl0hjuDTec34fQ6/fOhRW+hafmm/NjnR78np1f2Uv+b+py5ccb/WbvRzs/9fqZX7V6F7muKI4W639T1q61AEFvHxx33JzyCsfH8RibvmsyuxF2kOlI1ibyG0Q2JDY3lRMoJP8kk5f5XKbwSPWr0YGLbidQtWxcQc1ODBuL5V201WrYMKI9udz5XFIUZh2cwfs14XF6X/563GW30qNGD+Y/ML9bv63LGZdr90o7LGZf9xKbVYKWMrQyDM7bx7YdVMZkCJeOLFgk1r9stxqlbVajk5Gg9wtJd6VT8rKJGRVRatIltw87R+SsdEjMSefn3lwtM3JYGjco1Yu7AuTQq14iDSQdpPrU5Rp3Rb+6d4/PQKepv9GEaKck6rl0TMURqqpgfXa7AOs1vXaBP4WyX1vgs13PVheDVZREileP8c+f44/Jqpu6fyobzG25r30GQmk+3fJpBDQYxeOFgNp3fpBkHrAYrqwfspIynKUlJguhT5xOVAFR99XQ6cf3/UN5mi+9jvGjtTfZf7kvzH1fc9j4XirffFh6Gdwn/I49KiO6jTWyo7MHkFYtzgNAc+G0m3FOyyhwU4KN28HZn0OeOtzl6kN0RlP3yEE5DVX82uksXYThqsdzeQgLEADp21VhmH52dr25266it3Fsx3/UvEGNWjmHWkVn5pK3rh6+ndaXWzDs2j1c3vKrp4CIhYdabibRGFhgEKIrCDdeNfANilCWKdzu/y+jmo2n3SzsOJGnbstcLbcV461ZOnTCSmCgWL8nJgqByOAJKEosFvyrLVXYX7qFdQe8iaC3PjP6/MqLpiEKP+2rWVZ5Z8wxrz6z1nz+b0Ua7Ku2Y2nsqVSOqluj83Q34ZB/DlwxnRfyKfGaP+8fsp17ZesVu42L6RRp/31ijVLEZbHSu3pmlQ5YW630D3PGyuBxfDq9vfJ3v9n6H0+vEarByT/l7MOlN7L682//a3+/5O5/2+LRI4s4n+/h+3/c8v+75fMogk96UjxwBQfDk+HLykSQNoxuyePBif/BT0He9uP5Fph2YhsPjEPXs1kgOjj1IlfAqJNxMoPnU5n4vM5vRxqhmo5j8wOQiM0gggsNG3zXidNpp/34ZJAOdqnXCZAhEGfGp8Zy7cc7/Hr2kZ/rD03m0yaNFbh9gw9kNDFowiMycTGRkrAYrL7d9mYn3TwRg0rZJfLbzM5xeJzp0hJpDWTJ4CV1qdCl0m7IiU//b+sSn3p6ZZDD5tWOHMLxUvY5AlOZOny6e+7tFIqU50+g3rx8Hkg74ic0n7nmCsc3Hcv8v95PhzkBCwma0MXvA7CLNVo8fhzffFL4vOl3A56hbN+ED07atIHkiIgJqi7ym5api4uZNkXTYu1cojfr1g8ce05aQtW4tytBKWz6cF9nZQlavKGKe2rYNv7JCRcOGIoiOjS3eky4jQwSPAwcKMin4GFNTBaG2aVPB5XDlyonz9cADInGg+mNkZQkvgXXrhBl58P4p7ptw9F+ik5naZldvhVpjoNowiGgqyBlFFuoQvbXgkiRFEeSK7BF/15nh5jGW/9mCv/9d7K9K3HXuLErFGzQQc1Fp1bIul7j+Ib/HonMHkjRENoceOwv3gApGSUun2i2EncO1iiODHdovhrL33xECo1jcYrbV4/Mw8feJ/vFXhc1g48e+P1K/bOGZXqfXydiVY4lPjfcv7q16KzWiarBq2CqqRVTD7RZjzC+/CD8MlcyqVUs8r23b4i+XiIwU92Nw4w41keVwiEx2crIgF/ftyubzjtW0SqGYLtBxpbivipkbSkUMAgPmD2DpyaXFv78IfNHzC55v83yBf5NlmVc3vsrXu7/GI3vwKT6/H2Hnqp0JMYfgk33svbKXC+kX8Ck+kZCUdLSr0o4FgxZQLqRcifZDVmRmHp7J8+ue9xMEotOcgsVgoZy9HD/3/ZnO1TuX+NjmH5vP0MVDNa8ZdIZ8RINP9mlIF4B+dfuxbOiyArfr8Xl4YvkTzDo6q8T7khc6Scdn3T/juTbP5SP7/jj/B11m5J+LC/PsBHH+8sY5I5uO5JeHfyl2X1IcKayKX8XsI7PzLd7NejMD6w9kaKOhdKvRrdCyyORkeOEFWLIksAgPCxNr32HDxO9eL/7ussVBJYh9PvF+q1XEuIMXDubQ1UP+Z1sn6YiyRHF/lfsLPT9ZOVlsvrBZc41NOhMj7xnJFz2/4Km/21iwIDA3WyyCAPf5Aj41dxKFEb95z62iKPnWVLGhsVx6/lKBvqMqvLKXafunMfvobPZc3uNPdBr1RvrV7UeUNYrZR2fj9DhBAZ1OR+0ytRnScAjPt36eMIt2sTr98HTGrR6H0+P0kzA2o40hDYcwre+0YhVxKY4UWk9rTcLNBD9xZ9FbiLZHs+bRNRqV/vkb53lnyzusOb2GVEeq6AKJgg4dDcs1pFG5Rpy7cY6DSQc15G2IKYT7q9zPWx3eonWl1v7tZbgzaPVjK87eOOtPfEpI1IiswfFxx0skFjiYdJD7f74/35p5bIuxfN7z82I//1fG/8ijEuJK5hWeXPEkmy9uzrdIn9l/JgPqDyjy826vm5HLRmoW+epk9Kj9F2a88ghud2AimD1beHjcKcd0WZEZvHCwhgABqBRWiVPPnCq0/EXFutPrGLhwYD7yacngJTxQ+wH/az7Zx7DFw/KV2JQGXat3ZcXQFdhMYp8WxS1ixNIR+Wrti3sAFSXgWp/uTqP+t/U0cmSjzkjViKrs/PvOIs0WVWy9uJXBCweT48th9oDZPFj7wVs+xjsJWZF5bOljLD251H99JCSqRVTj2LhjRV7bHF8Ozac050TKCX8AYTPa6Fq9K0uGLCky6NDgLnkqbbmwhUELB5HpztQoV0JMISx4ZAHdanQr8baOXDvCA7MeICkrqdT7ISHx9L1P8/WDXxc5+ar45dAvjF89HqfXiV7SExsay8bHNtJtZjcSMxLxKT6sBiuTH5zMk82LN9ZW4ZW9PDT7IbZd2obT68SkM9GhagfWj1iPJEnsubyHTr92Ckh5jTbWPrqWDlU7lPg7EjMS6TmrpyZr+1mPz5BlmYm/T/QTdzUia/Db8N+07YALgSzLtJrWiv1J+0u8Hyp06Fg/Yr3GBwqEenDECEESqEqCcuUE2TBihFjEuVzi1rRYCu/04/EEun1YrWK7tQu3qsIn+3ht42t8s+cb/7kAsfg0683EhMSwfvj6QglGt9dN77m9cXtFQKoo4MiWaON9jeSdD/hLeW7kCtjMZmGeWLZsbrtWfaDz30XbYlJrTxb+IeQqTuVwLEtWkJYWeCZtNrFIzesfdzuYNUsoqPIacI8YIdRJpQ2eHQ4h0//uO/HvixdFOVxamrbZQ2io8NgbNizQQasggkptG2w0ivLvDz6ADRsUDiUdEYGs+wak7EB3dQMNnUfRe7NyW6rrIKS66Jxljc31WqocaLuueMDnxpN1gePXj4DrOrhSwXmZ3Ue68OJ3SzVE1+efw9ixt+eR4EfKHtjaVxBeqvdObB+492swlREk1q2qp7wOQILlVbQkhqQX3j6htUtuIq7iP0weqVgdv5q+8/rmWxTbjfZCSfrsnOx8yYVhjYbxy8O/YNKb2LBBmBzn5ATu+VGjhM+SurC9VdLamXQU69Y2WqVXs0lQ/6WSuX2X0lPJK3uJnBSp8cgpDRpGN+TYuOKlzW6vm692f8U7W97BK3vxyB5sRhsfd/uYybsnc+nmJf8Y2rduXz7v+TkVQyve0j7ddN3kjU1vMHX/VDyyB7vRznud32NC6wklj2OCsDhuMcOXDPerji16C/Mfme9PtmbnZNNmWht/AxSLwcKQBkP4tf+vxW77bNpZRi0fxa7EXXhlLwoKRp2R/vX706FKB3yyj/lx89l7eS8e2SPKkyQ9AxoM4Mc+PxZpgh37WSxXgqoASgsJieSXkiljK6BPeRFwepz8duY3NpzbwLAmw2gd27rYhFgwjh8XHbQWLBBjv9Uqxu/y5YV5cbVqgqStUUOoNVV/PrXsKzVVlK+ePi3m8IMH4ciRQKWGugZafKLIpt1FQkLi24e+5emWoq7O64U//hDdXtetE3N2eLhIqrRvL8qyKlUScUloaMB3J9jvK9gIWa8X40tqqlBjtW6dfx+OXz9Om5/a+J9dq8HKq+1e9ZeiKYrCwAUD2XdlHz7Fh1FnpEF0A3aP3l2q6ogbzhvMPjqbybsncybtjOZvZW1learFU4xuPrrY5PmJ5BP0mtOLxIxEPwFk1BlpVK4R/ev1L1TtmO3JZsq+Kdx03wwo7gwWetXuxa8P/1rkM3Al8wrzjs1jyv4pBSYtY+wxjGo2iseaPlZk6di1rGs0n9Kcq9lXA+sjg42nWz5dbCdDt9dN/W/rcz79vP81m9FG37p9mTNgTqHH/X8F/yOPSolV8at4fOnj+Tpm2Y32Qm9mWZG54bqhKVXRSTq6VOvCz/1+pmJIZUaOFJlaVfoWGwuffQZ9+96+r09WlshoqwvPLRe2+JlXg87APeXvYXDDwYV+Pjsnm0nbJ2nYU4vewvT+0wv9nMfnYebhmby1+S3Snelke7OxGqy0rdyWSd0m8dG2j1gdvxqnz4nNYMNqtPJmhzcZ22JsgRmKRXGLeGzpY/kY3AWDFtCrTuGSXBCDafeZ3fnz0p9+OXtpiaPgbQF/uQdfVmRGLBnB3GNzNTJLo85YpLeMw+PQSPwBHqr1EMv/trx0AdddNOROd6UzctlIv2nxAzUfYNaAWaUOblRsPLeRx5c9TpozTZAjBhsP1X6IGf1nsP/Kfn8HMhkZi97Co40f5ZMenxBpjSzV9+xI2EGv2b3IzMn016Z7ZS8+xUeoKZRVw1bRrkq7Uu+/y+ui06+dOHT1EG6fG7vRzmc9PmN4k+HU+aYOVzJF4Gg1WFkwaEGhpWrFfcfjyx5ndfxqsj3ZGHVGdJIOt88tJsA6ffnl4V/8cuSS4p0t7zBpW2AsCTGGcPCpg34D7SdXPMmco3Nw+VwYJAMVQiqw/e/bCy01UBRR0qO2+L18GX87ZJMJ6tcX5b5Vq4oyoTJlAq2QXS6h2Dl5UgSrFy+K37OztaXBhWHpiaWMWDqCbE+2P/vXsWpH5g+aX2QXxKycLHrP6c2fl/7ULG6tBitzBs7h4XoP+48tI0NIo69fF/OAOj/o9bDlxiy+PDsGtxwYEyUk7nW/xMlvPiIzM/BMfvQRTJhwhwgMRHa1alWxf8EYOhR++unWv8fhEJ+9eFGUL6SmakvUBg0Spuhmc+kX6tnZsGDjKZ44WE9DInh8Hsa0GMOXHV+FzNPguAzOy5B1HrLOgvNKwFtG9gqDZEnPI+eusOZmVu44qcOjyDhnLYBTAbWZTieu2x1tmyt74cJsODMV0vaLznCKLAiv6HbCOye0nvDeMUUKwkf2ErAzlcQx+FzgThPkV+YpSN4miLJj72lVR/UnQqO3S6c4UvFfIo9AlE91/LVjvgy81WDVLGrVLH1eoumNdm/w767/9v+7TBlBZKpo104o4m6nU5YfshfWtYCMk+JeAwirB1025F7DO/TgBmF34m7a/tzWf9wSEjH2mHw+i2fTzmpK0CwGC5dfuEyULb9RcGFIdaTy+qbXmXl4Ji6vCwXFr9BsEN2AKb2nlKhzVElw9NpRfjzwI292eJNy9pKplwrD9/u+Z+L6if6kXJXwKsQ/E4/ZYG4YBHAAACAASURBVGbMyjHMPCKOx2Kw0KFqB9YMW1MqwuRE8gmeXv00+67s85fdta/SnovpF7lw8wJurxuLwcLQRkP5uPvHJYpVDyQdoMXUwkvCi8PLbV9mUvdJt/z50sAre6n6ZVVSHdqSyMH1HuXR0GkcPy5x/rzwb01IEBUGN25oSRfI9ZdpNBP6jAWdLNy/JKGMOfT0Xo2lwfKTy3ls6WNke7L9ijeb0Ub3Gt39a4/r2dfZfGGzxgOqWkQ1fh/xe4GlfCocDuFXdPmy+ElMhLNnhSpYbZ9eUKdBlTxS/xYSIkrx33674Ll0Z8JOus3spqmEiBsXR9WIqsw8MpOnVz1NticbnaQjNjSWw08dLnX8GoyDSQf599Z/cy37Gm93fJuuNboWqxoKhsPjoMXUFpxMyW+7EGzpEIyCykYn3jeRj7t/XKr1V3xqPDMPz+SbPd/Qu25vJrSaQMuKLUu8jXM3ztF8SnN/Z3MQ98NDtR8i2l546+bdibs5mXJScw91qtaJdcPX3RKZ/VfD/8ijW0BydjLdZ3bn8LXDmtcL6silKIqmrSmIh+WV+1/hw24fal4/fVpkKdeuFayzzSZKFlq0EG33mjcXi6Hy5QMdK1RvH5W1BrG4SEsT2ztwQMirf8lVoLq8Lsp/Wl7zIIC4sYuqd8/7ID/b6lkmPzi52HPlk30sjFvIKxteIcWR4lcPqUaKIaYQ/t3l34xsNrLY2uO8mSAQJNZr7V8j0lL4wPj7ud9Zd2ad/zroJT3VI6uz6++7bpmA+CuioJr30qJiaEXOPXsukKEoqC30nUQpOrL9uP9H3F4341uNv23yzu1189G2j5i0fRI5vhyMeiNlrGX8hJLdaKdyWGVmDphZ4rLOgnDp5iW6zehGQkYCLq8Ls95MbJhQIeU1ri4NMt2Z3PfTfZxOO02OLweb0UbPmj1Ze2YtLq8Lq8HKtL7TGNZ42C1/h6IoTN49mdc3vu5fgFkNVj7q9hETWk245Wvw7d5veWn9S6L0LchAe+6xuX6DbJPeRPWI6vw56s8iJ+i8SEkJNBk4fVqQQRcuBGrTVQ801VtG9d4pX16QIfXqQZ068HzB1Rj5sP3EaXpNeo+bZ+rT1N6LGvbGOBwSBoMIAENCRPaxbVvhy6aqn2RF5rOdn/H2H2/nI+W/evAr+tbtW+T3zj06l9c2vqYZC60GK590/4TTc8bx9deShnRJTLyzqqPJk4XhdrDCpmZNYRh6ux3jFEVkmvfu1RJHX30FTzxxe9vPyYFx60Yz99jcfCraXaN30SSmSYm2s+n8JvrM7ZNPhdwlbTabvn9Yc15Wrxbdvm63u0yBkD2Qfkx0pUvbD9kXuJ7kYu+xWHadaMCm4+25cqMSbq8Zt0eM6WajG7PBTcWIRDo32sZ99Y/TsmEi5SpaBWGWcSKwfVMUPHypeD8lKHXpVJG4Qyahbq+b8WvGM+vILH/pic1oY1b/WTSJaYLD4+DRJY9yKlX4JFn0FqpGVGXR4EX5GhcMHiyupXpty5YVY42qKrht5NyAfc9BwiLwuQFZmKE3eQdqjBTdACWpZNdChewVCjW9Rfhi5cH0Q9MZv2a83w/QbrRz6YVLRFkFMXTo6iHa/tRWM/6XxuogL+JT4xm/ejwbzm8gxh7DlN5T6Fu3718uGReMF397kSn7p/jLlJ9p+Qx96/al+8zuOL1ODJKBOmXrsPfJvcUq+AvDujPrGLtqLMnZyX5yzW600zSmKVP6TCmwiUZR6D2nN6tPr9a8VtCCNa/3YoQlgtSXUkukrr5TmLRtEm9vfltTGmYz2vhXp3/xUtuX8r1fVe6oJW56Pey9uoMH5nTTzqUGC12rd2Xx4MX5FDc5vhze3PSmXz1s0BkoYy3Dtie2cfz6cYYtGYbD48AgGbAarfzY50eGNBpy907CLWDh8YU8vuxxv7q9TaU2LB68mNpf1/ZbUORt1vHfxpMrn2TagWma16wGK+HmcL+ViKzIpDpSNSpQo87IvEHziq3wuVtYeWolfecVHZMVB6vBSvJLycU2ivm/gv+RR7eBFadW8OzaZ7mWdQ2Xz4VJZ6JiWEU+6f4JUdYodiTs4P2t7/sDfJPORI+aPZjSewoVw4qW5qanCwPYI0fEIkhl3dVyhowMMYiqxtiqUZeiCNIpKkpkyipUEIuGH34IbPtKxhVqfFUjX612XmNfEA9yXil3r9q9WDVsVanOlazILIpbxMu/v8zFmxeJtkXzftf3Gdl0ZMk8dXLx6Y5Peel37YSiElGFfW9e8s6kN3HlxSv/TxFHKmRZptH3jTiRckLzeoQlQhM8+GRfPmPnquFViX8mXuOf81cij+4Gzt04x6jlo9h/Zb/I1KDDarTyQdcPGN9yfKmyiIUhOyebQQsHse7MOrpV78bSoUuLlNyWFKmOVFr+2JKEjAR8sg9JkpAVGZvRxifdPmFcq3G3/R0Amy9spsfMHugkUT5WmhK4wjDryCzGrBzj72TYskJL9iXtE//WW2hQrgGbHttEuKUEprylgKIEpOOqKWNpcPmy8GbYuBF27hTjtNmikJUJilLwAkgtmXO5RDlc586iPbnFAvuu7KPTr500HXJABEuFZafU8o9ghJvD+XPUnzSOaUy/fsKAWoXaKfNOrc8URZQQXLqkfX33bpHouF2VzYwZMG6cthxu4EDhNXO7xBSI89fxl47sT9rvnwMlJBpGN+TQU4eKfeZdXhc1v6rpV/gBfvP0JYOX8vHHEu++qzUIHzcO3n8/QFYWVkJZFDIzRdIob/tqWRaG4t9+K65BRoZ4T3Z24d3vVOh0gtRyuaBSTDpnJsUgKUFK1KpDodUUMJbAeLEglVFB+A+SRyrWnVnHkEVDcHgceGUvIaYQVv1tFRN/n8jRa0dx+9xYDVbGtBjDJ90/KTAm8XqFncBbbwUUcS6XuDdHjBCEZ3i4KIFVFPEcqKU16jgjy4GuSmpJvdUqxpFyqkgmdZ9QlflJJEQ5W1h9KNdeqMrC6kBINbBUEL5ckgGQhTouJx0cCZB5BjLi4cY+SN4BgzPzHZOiKDw4+0H+OP8HOXIOFoOFZ1o9wyfdPwGgy/QubL6wGQUFm9HGs62ezZf0vBVcuHGB2LDYUsV+/y3Iiky/ef3YeG6jf34Kt4RzLVvERTH2GA4/dZiYkJjb+h6v7OX7vd/z0u8vEWIKYfrD03mo9kO3RKzl+HKo+VVNEjMSARHzTmg1QVNqs+n8JvrO7eufe6wGKwfGHiiRT+adxozDM3hq1VP5WsovHry4WHuIi+kXafZDM9Ldgd7yNqONYY2H8UOvH4ocz3cm7GTQgkGkudL85LGsyLh8LuxGO80rNGfeoHm3XEp5t/HRto94b+t7ODwO7EY7taJqEZcc5y8P/ePxP2gVW8JOov8hqGVsSVlJuLwujQdSmjNN43FkM9p4qNZD/PLwL3ckZr4dTN41med/02YVDToD5gJIeYfHoRFcGHQG4p+J/8uQeHcC/yOPbhM+2ce3e7/l9Y2vk+PLQUEhzBTGsMbD+OngT34VQ2xYLLMHzL4tFUNhCM6mlxRn087Salor0l3pyIqMXtJTI7IGY1qM8RNIqc5UPtvxmb/Ezagz0qt2L5YOvXWjRVmROXz1MI3KNbrlwOHl31/mkx2faF4z6oz5sguKohS4KDv29DHqlK1zS9/9fwGKovDU6qeYdWSW37Q5NjSWuPFxhJpDcXldNPm+CWfSzviDwj51+jB7wOw7Qpb8X4OiKCw5sYTRK0fTokILZg2Y5W/3e6cgKzKHrh6iWflmpZL7FocrmVdoMbUFV7Ou+kunXmv3Gm92ePOOfQdAhisDBeWOkjkrT61k6OKhODwOdJIOWREG3a1iW7Hm0TW3nMW9Gzh9WkjIly4V46zTmf895csL0t5qFQtEp1OQ/nnfq6qeVCRmJNLqx1b5vLisBms+Utztc2u83wCqRVRjz+g9foXWkCHCN0LzOfetERYFYc8e4ekQTO60awdr1twZBUbLlsLHSkVoqFBO3W7jiGDccN6gyfdNuJx52R/k2Y12Pur2Ec+0eqbIz7664VW+2v2Vf6Fj0BmoW6Yue5/c6y97OH9e3C/Lcn1zXS5xT7RuDV27QqdOos1v+fIi2eN2BzwwJClgxJyaKo49Lg7Wrxfm6iqX7/MJMuONNwT5kJXHvsZshqZN4d57RRJJvTaZmYKv37tXKMXUEs36sXHEfd4GvEEkQ7OPoUH+7H+B+AuTRyC6JvWb148TKSdweBzoJT0GnQGv7MVusjNnwJxiS+DV3ThxAjZvhi1bxL166ZLY5ZgYQayWLSsMs8uUEddXrw8oJhwOcV3T0oRS8sKFQFlqvi/KOAXXN0PKLlFCmZ0A7mui85o+V4mUr+xDEYoj2Q3GCLBVBHt16Li8wONJzk6m9te1/Wp0m8HGhecvcD79PJ2nd/bHEHXK1OHo00f/TxA+dxour4s209pwIvkEOXKO/74JMYWwZ/SekrXcLiF8cm6Zy23GYuvPrqf//P5+dWSIMYSrE6/6lQ+dfu3ElotbAEF+j2kxhskPFF9NcLew/ux6+s7tq0lq69BRr2w9LMaCy+NlRSYuOU5jvWDUGXmzw5v8s8M/S0S8ZedkM2HtBOYfn+83drYZbXzc/WPG3TvuL62KUxSFJ5Y/wYK4BfmUtJrukH8xODwOnlz5JMtOLvMr+vrV7cfuy7s1xNFXD3zFE/c88Ze5Bp9s/4Q3Nr3hT96Z9Caea/0cDaIb+N/z84Gf2Xl5p1/VF2oKZdsT20qsav6/gv+RR3cIBRlq6yU9ZoOZdzu/y3Otn/vL1TkmZSbRYmoLrmVfQ1Zk7EY7n/f8nDEtxuCVvdw79V6OXj/qVzMMbzycH3r/8Jd4kAt6iCe0mkDzCs0BMal8+OeHnEo95e/0EW2LZtsT26gZVXh79v9XoCgK49eMZ/rh6Tg8Dix6Cz1r9WTpkKWMXD6ShccX+s2Q+9Xtx6wBs+4oqfE//Odw7sY5mv7QlKycLJ5v8zxf9Pziv71LJcbmC5vpPac32Z5s9JKeB2s/yOLBi4stYf1PweuFl18Wys2cHK2So2lT6N5ddPtq1UqoPTyeAJmv04kF/MWLsHWrWGyuWiUW+nmnV1mWeW/re3y47UN/8GzWm3nhvhfoV1d46Mw9Opcp+6fg9rn9XSz/1elfvNLuFc22vvtOGE8Hk1ZbtojSqTuBL7+EV1/V+kItWgT9+99+d5mMDNGpKngh/cgjMG3anSWPQJTQNPquUT4Vl81oQ0fBByIrMg6vtu2bzWDjzLNn8nnFgLhfdu8W3jhr1wpSKTk5oEoB8XtkpPi/JAW6g6ani9d8PnEt7XZBTsTHi7L2vn0DHl0qypeHZ58Vaphq1cTnCuo+6HSKc2y1ivtz8WJYOy+OLa/nJY8mQYOXS3ZCS2naXCTuAnkEQt3xxsY3+HrP1zi9Tr9x64q/raBSWKVb3q7qT6a2nr5+Xfyuqr88Hi0pqF7LmBihOIqJEeReiUOrnJvgSBTeVLJHmLhLemHorjOCJTpXlVQyAmLZyWU8uuRRHB4HZr2ZJ1s8yYGkA+xI2AGIxei+Mfs0i6T/vyHFkULTH5pyJfMKOkmHWW9mzaNr6FSt03971wpFz1k92XR+kyBIjXYmdZvE+FbjOZVyinum3OMnwCMsEVx6/lKRXn3/Ccw+OpvhS4bf1jZGNRvFz/1+LvXn1p1Zx6AFgyhnL8dvw3+jdpkiumb8heCVvXSb0Y3tl7bjVbzYjDbe6fQOE9tO/G/vWrGYcXgGT69+GqfH6V9/GPVGom35u6n9VTBl3xRe/P/au/P4pqus8eOf232hgAKyIyCLG7KjPiouICIiKOIuOo/buIwL6Mw87qjjzCgqOvgbN1DccEXRQUWREUVB2QQBQVDZFxEpUOje3N8f55s2aZPQJjeU0PN+vfJqmyYnt0lO883Jved+Oqr8fX7jrMb8dNNPNMhowPSfpzP0jaHledUgvQFzr5lLp0YH3mQFLR45NnXlVEa8N4IdhTvo364/Lwx9IWyz1/3B6tzV9Hq+F7kFueUV98XXLeaVxa/w6JxHyS/JJzMlk8GdBvPG8Df2qwLDe8vf49J3Ly1P1Jy0HJbesJQ2Ddrw91l/56FZD5Ffkk9qUirtGrZj9lWzD8ilauFYa7l52s28+N2L7CnZQ3ZqNsOOGMbk5ZPLq/3nHXEeE8+ZuF89rqrm5m+az7RV07ir7137RXG3JuZtnMcpL53CaW1PY8pFU/ab2W/bt8OgQbJ8OLCHzfHHSwHlqKPkzWB6NTcwycuTN47jx8sb/FBWbFvB4EmD2ZS3qXwXokcHPMquol3l09OzUrNo17AdH1z8QXmj8UDr10vfpsKACUqnnCKFKxfLvoYPl2JD5b/NRU+fVaukt1/gLJqHHpL+SvEw5usx/OWzahZHwpg0bBIXd7m42pe3VmacrFsnp61bK3YL9G8vnZoqM1batJFTq1YVy9WWL5ceWrt3S3ETpPDw4INw7bUVuwvWRGEh2OI8Mj9qXNGwGaD1eXDsBEhzu3x0r+JUPPKb/vN0LnznQi446gKeGvTUfvfBXm248J0LeX/F+xSVFZGWnEaySS6fOX9P33uqFKnrolW/r6LL010oKivipaEvcXm3y2t7SBGt2bGGI//fkeXHyM3rNWfDqA1c+f6VvPr9q5TZMrJTs3l68NOMOGZELY9WzPhlBme8ekZQu4yUpBQOyjgoqK1GXnFelWb49/a9l/tPvT/q295fN8TZm7yiPLo83YW1O9dybY9r95sP+atjxbYVDHptEKt3rMZgOO+I8/aLZWqRjJ45mjGzx8gH8ykZnNP5HJ4e/DQd/tWB3wuk+XtWahYzr5hJ75a9a3m08aHFozjYU7yHVdtX0a1Zt9oeSrX88NsPHD/heHYV7SpvYLs5b3P5m5eTDj2JDy/5cL88wJqyYgqXTL6kvGnckU2O5Kkzn2LgawPLP1lsd1A75lw1p7wJZF1irWXkJyMZv3B80BK+rNQsLjjyAiYMnaCFI6UqKSuTpVgLFsiber+nn4bLL49t17KCgsg7hRWWFnLTxzcxacmk8uK3f6e7zJRMrulxDWMGjIk4O+ucc2QZWeDYn31WerNEu524X7t2stTGr3VrmQHjYie3NWukKBdYrLvzThg92tGuViFc8PYFvP3D20HnZaVmkZoUfIPFZcVV3qzcfvztjBkQvIQ6nnJzpQH7poCduOvVkyVohx4a+2PLR11hx/cVP6fWh3M2RrfTWiziXDxSVe0s3EmHcR3Ylr+NZJNMmS0jySTRvVl3vr362/2mqF/bZq6eyfJty8u3a9/f3f3fuxk7Zyz5pfnUS6vH02c9zTX/uaZ8+XO3Zt1YeO3C/arYsGX3Fk6eeDJrd6yVHV5Tshh2xDBePvdljDG8tOglbvjohvIllTnpOXxy2Scc1+q42h56rVmdu5qJiyZy78n3Jlyu5pfkc/UH0jZi1PGj9qvnYiiVW4NkpWbRvVl35m+aX36cNuXCKQzoMKC2hxo3WjxSgHz6f+pLp5YvHymzZaQnp9O9eXc+v+LzGm/JvS8FFpAyUzKxWApLC+t84cjPWsvtn97OMwueKZ9JdvHRFzN+yPj9/p+0UrXh4YfhgQeCixj33w+33eZm9k51TFkxhcvfuzxo55Q3znuDgR0H7vW6W7ZIc+7AGTwZGdKM+swzo58lVFoqy2xyA3rtn3KK9IJq2DC6mIHKymQJV17AyqnevWXZV1x2K/MMf2s4U1dOLV8y2DC9Ie9d+F55D6Pthds5783zyotH6cnpXN3jap4a9FT8BhXC3/4mp8Alg599BiecUPPZRiGtGAuL75YGzX4dr5feRy4KSAf4BgyJbsYvMxjy+hAKSwvxIe0Kll6/9IBq9FrXFJQU0PbJtmzdsxWQ2Ue5hbnlu7LOuWoOXZt1reVRVpVXlMfAVwfy3Zbvylss3H/K/ZzQ+gT6v9yf/FLpW9YoqxFf/uFLOjfuXNtDVnWIz/oY9uYwPv35UwpKCzAYLJbMlEwmDJ3AxUdXfzZyIgpXPNKpCHVM75a9mXrJVLJSs/BZHwZDx0YdmT5i+n5dOAI45/BzmHTeJDJTMikoLaCotEgLRwGMMTw64FFu7H0jABcdfZEWjpQKw1pZlhZYOOrUSfoI7avCEcj/taU3LKVzo850OaQLy29cXq3CEch79KlTg2cDFRbKduM33CDFnz17wl+/srIyKUTNmiW9eAK5nBGUnAyDBwf3Tpo3T3YdLSkJf71YvTH8DXq36F0+m6uorIh3V7zLsa2O5dhWxzJ+wfjyBpgZKRkM6jiIcWeOi9+Awnj++eDCUadOsozSSeEIoOMNVXdWW/UM7FgClXo9RaUmhaOmQB/gZOAM4CxggPdzH+/3scRXVfRr349Lj7kUH9LR/7EBj2nhKMFlpmby3ODnyE6VFy//Llfpyelc0uWS/bJwBJCTnsPnf/icMw47g6zULPJL8rnnv/dw+iunk1+aT1pyGoc2PJTv/vidFo7UPpdkknjr/Lfo3rw7KSalvO3L3/v9/YAvHEWiM4/qqKkrp3L262fTLLsZy25cllCFl/dXvM+wN4fhw0enRp20cFSJtZZ1u9bRpn4bLRwpFcaGDfKmPLDh9O23S+8dVzuW7SszZ8LZZ8vfEtjsOycHLrlE+hedcII0T05Lq9hWvLRUzktJkZ2h/vMfePNNabxd2bHHylbxDRy1xfnxR+jePfj+b9lSev242M0tnB2FO8p3YPPv/Df7qtlsy9/G0DeGkl+ST0pSCoc3Ppx518yrlQ9VcnKCZ5MNHAivv+5m1le5TdNg1jBpxuyXlA7HvwQtz4KUKGYglRVJvDaHhy/wNAV6A8cA7ZFNxHzIR5n+ky/glOx9/QX4HpgHfP9rwJ73Khr5Jfk0f7Q5Leu3ZNkNy/RY4QBgraXvxL7MXj8bn5XCYE5aDmtuXbPfHyP7rI+bPrqJiYsnlu+SmJacxlGHHMX0EdNpmOHyn59SNZNXlEe3Z7rxy45f+Mv//IWHT3+4toe0T+iyNVXFsq3LaJrdlMbZjWt7KDX28uKXeWruU0y7bNp+/6KolNr/rF8PnTsHFy/++ldpSByvvjvxtGYNXHQRLF0aerZRSooUgI45RmZWpaXJ5bZvl+LT+vWR49erJwUml4W1Bx6QpYOBs7969JDZVA0bRt/bZ8+eyLPHVv2+ip7P9SSvOA+DoXOjzuwo2sGW3bIUqnFWY5Zcv4Rm9ZpFN4AYdekij6Nf06by+DqbeeS36hlYeFvw8jWAVufCsc+DSYGUbNhbH8TSPbIL2MYPYd51cN5vwb+3FjZMgWX/gJ1LwPqCG3ZXV1IakAQXFez1omrv/AUG7Yd44AjcYS01KZVxZ47jj73+WNvDqrZ/fvVP7phxBwCDOg5i8gWT9/tVEapu2Jy3mU9++oQrul1RZ4rtWjxSSimlPD6fvCnftq3ivKOOgrlz3TSFrg3WwvvvS+PpVatkCZvPV/M4mZkyI6ms0m7ra9fKrmCu+Hxw9dUy2ymwgJSTIzPArrpK/qbqLCMsK5Oi0c6dshvZxx9Hvvznqz/nrElnlb/JMhiKfcVkpWbx9ZVf1+pGGOPHwy23BN8nY8fCNdfEYUnliidh8R3BM5BACkdNTpSd2NqcB6kNKhV8DCSnw+/fwprXYeNUKNgov7ok4LhyxzKYfSns/kmKTJXVOwyaniK3ldYQkrOkmFWcC1u/gq0zYfcvwdfJaArDtOeRUqGMnDaSJ759gvYN27PyppUJ11h53NxxLP11Kf8+698JN3alDiRaPFJKKaUCjB4NjzwSPPvoiSekoLEv+x5FY93OdXy48sOg8+qn1+eioy8iOSmZuXPh1Vfhgw+kt3BGhvQTyq80ySQ5GdIPXYyvxWxKS+HQttCzJzQpPI6XHu4etHzqnnvgjjsc7PYVwFppUP7MM8GPA8jW9YMGwbBhsiteWZkUnIyp2JQrIwM2b5bZSh9+CDNmyHK86hza/Hvev/nz9D+TXyJ3SmZKJq8Oe5VhRwxz9wdGobQU+vaF+fMrekAZA2+/DWecEYem4r/Nhq+GQ/HOqrOQ/LIPhfQmspzNVwyluyFvVdWiE1QUj9a9A3Ou8C4T8IA0PAaOvhua9pMCFDb0MrmS3fKHvxXid5ck3rGrUvtCXlEevZ7rxbhB4xhw2IG7E5RSKr60eKSUUkoFKC6WXb6WLauYZWMMvPEGnHVWbAUkf3+heHn4q4e5+/O7g7aaN8bw9vlvM6jjoKDLbt4svYR++QVWrpRm2KWlkJ4ObdpYxvhas8e3jWSvg3WZLSO76DDyxyyjqKhienazZhLDZfHI7/PPYcQImTkUWLDyS0qSJXeNG8vjUlIiM41WrAjdXqe6hzbXTb2OZxc8C8D9p9zPvSffG8Nf4c727XDqqTKDLLCoNmwYPPmk9J6qaW+ovDzYtUt6S1VRWgA/j4clD4CvUIpDNWVSISkZLiyAnybAgpuCi0upDaDPs9DybEjKCO6YHsmkEEsEtHiklFJKxY0Wj5RSSqlKtmyB/v2lKBL4Jv2MM+RNeosWsowtuZqz5/PzpQA1eTJcdll8xgyQW5BL67Gt2VMSvBRoUIdBfHjph2GuVdWc9XMY8OoAdhdXFAv82yXPePB2pk0LvvwDD8CoUfGZmVVSIrNrHnpIevyUlQXvOlYdOTlSGKs8w6qyoiL47juYPaeMByZ+TeGGw8myTSgqMpSUSN+r9HR57Lt2hX79ZMez7t3j0HsojJISaeLu333NvwTRGGmifc45MkOpfXt57lorv4OK7zMz5bn91Vfw3nuynC/iUsayYulPtPZ12DIdny+ZTbnNWbmxNRt/b0ZxWRrJpoyczDw6tNhIh+bryE7dDtlt4dALoe2l4CuBT3oHF46yWsHA+VJASq7hHajFI6WUUmqf0uKRUkopFUJhIVx3Hbz1lnwf+LJ48slSSOrXojxHPAAAHWVJREFUTxoZl5ZW7QWUmQm5ufDNN/DZZ/ImfdOm6s9+idZdM+5i7DdjKSiteJOenpzOpts2VXsjgRHvjuC1Ja9hA5YVNUhvwObbNvP1F5mce27wTKDUVGnm3K5d9I3Fy8r2XoxbskQKHe++C4sWyXnp6fLVXxgxRmIVFECjRjBgAAwZIl9D7QpXWiox//Uv2VHO39upsHDvY05Pl1NBgexc9/HH+66ItHw53Hef7IZnbdWCWmqqPDebNq2YFVZQAFu3wvffVyx989vb83L9elnuOGmSj/nzITnJR1pKqSwbtLJBWnKyxZJMQWEKjRpZzjk3mfPPl2JW6mc9Ifc7ypeqmRQYOA8aHAVJUTxptHiklFJK7VNaPFJKKaUiWLgQ7rxTCgulpXIKlJQEnTrBQQfJm/TSUnmTvmYN/PZb1XjxfnndUbiDVo+3Cpp9lJWaxT/7/ZObjr1pr9fPL8mn8SONg4pPWalZPHjqg4w6fhTWwnHHSe+dwNkqzZvDvHmyW3pNC0hlZbIkq0mT6l/HWmlsvnq1zBQrLpbiU3Y2tG0Lhx5aUVgKxeeDiRPhL3+R6+blVb1MdjYcfbTMXMrIkILS7t1SKAu1jK42Dp22bIFJk6Sv0/z5svwwI0OW71UuaPr576fCQimo9e4tvaFCWbJEelrNmCHP9b3N3gqUlCS3c1iztXz3wOGy9M3vsGug51jZuW1v3m0GhSHWIVamxSOllFIqbsIVj/ay/6pSSilVN/ToAdOmSV+gN9+UWUQLF0rxISlJiggrVoS+bkqKLHEqKJDeQCeeGP/xNsxoyKjjR/Ho7EfLC0D5Jfk8NfepahWPJv8wucpuNmnJaVzf63pAZvZMmiSzWgKX9G3eDL16yaygLl2q38B5927p4TN0KKxbV73r+MfRpEnNCk6BYx00SG53T8AKv+RkOX/AADj9dJlJ5V/6FXi7mZmyy9z06XKaOrVqUXFfadZMlgyOGiU/b9smRaQ5c6Swlp9f8TdmZ8vzsV07KQD27i39okLJzZWd3D76KHh5XE34fFKU695jBphK08ra/6F6hSOoXuFIKaWUUrVCi0dKKaVUgE6dZGexe+6RYsLPP8sb9C+/lOVo+flySkmpeJPetasUjPr0Cb1kKl5uO/42Hp/zeNB5G/I2sOTXJXRp2iXidcfNHRfU6yg7NZv7Tr6PzNSKjtiHHQYPPgj33hs8E2XLFlm+deONsqQqPT18A+e8PCm4/OMf8Nhj0RUnorF0qTSd9jcI9xs+XHbVy8mRwpe/b3O4BucdO8r9cNllch/cdlv8x14djRtL76OBA6OPsXChXH/nTpmVFSgtTZZtnn8+DB4MDRvKeT6fzGT64Qd47TVZ4rZ2rVwnO30P2ErVtYwaVP0ymlajgFTNRttKKaWUckqXrSmllFIJbPTM0fzjq39QXCbv/pNIon/7/lzZ/cqw1/kt/zdGfTKKEl9FQ5yG6Q3ZfPtmMlKCm/lYKzNTXn899FKm5GQ4+2zZoe7EE2U5G8jMmK+/lv5AU6YE996J96FHbq4UAbdtqzgvI0PGccIJsW13v3t3bNffXyxeLI9X5WV5TZtKs/ghQ6SgVK9e+B5V/gbxW7bIkrein9/jvT9fAaUBawNPeBMOvSB+f4hSSimlnNKeR0oppdQBaGfhTho+3LDK+Tlp4fdyLyorKi82+f2h6x948ZwXQ17e55MC0htv1KwXTjjxPvQ47zxZYhY4m2bSJNmhLDMz/PXqijVrZJlmbm7w+cOGSX+o9PTwM7HC2b0bvp29h37bG4EvoKt3kxPh1GnVX7qmlFJKqVoVrngU09xfY8zBxpjpxphV3teDwlzuCu8yq4wxVwScP9MY86MxZpF3OiSW8SillFJ1TYOMBpza9tQq5+cV54U9VS4cGQxPDnwy7G0kJcH48bJTWXb23ndLi8SE2DzLpe3bpSl0YOFo6FCZHaWFI3HVVbJULdBf/wovvyzL+WpaOAKZoXRC32xoNwKSAmav/fYVrHoGSveEv7JSSiml9nuxLhz/P2CGtbYjMMP7OYgx5mDgPuBYoA9wX6Ui06XW2m7eaWuM41FKKaXqnFfOfSWm6w8/cjj1M+pHvIwxUnRYuhSOPVZ6PSXV4CjCGCk8de8e01D36tNPq+4Cd911B8ZSMxdmzIBvvgnuPdWzp/S1yo5xclBGBtDzCUg/GAioEi76K6x/N/YCkhaglFJKqVoTa/FoKPCS9/1LwDkhLnMGMN1au91amwtMB2Jo76iUUkqpQC3rt6Rfu35Vzs9Jy6F+ev2gU0pS8F4ZBsP4s8dX+7batpVeRrNnw0UXyRKn+vW9wkEl/t+lpclSspkzYcGCGv5xNbRjR9Wt61u3ju9tJpLHHgteepiUBK++KsVAJ1Kyod/nkN4EjPdcs2Uw53KYNRx2r4aSXdXvnO4rk8vvXg2zhjkapFJKKaVqKtbd1ppaazcDWGs3h1l21hJYH/DzBu88vxeNMWXAZOBvNhGbMCmllFK1bPIFk2nxWAvyS6UykJ6czlXdr2JE1xHll9lTvIf+r/Qv/zkjJYPRJ4/e66yjULp2ld22JkyA77+HuXPh229lOZS1sutcnz6yTXy3bvtuyVjLlrITXqBFi+CII2o2U+pAVFYmuwYGOu44aNHC8Q3V7wSDFsF/T5eiT5lXrdo8Df7TAZoPlFOLgZDVBsoKvCsawDsMTM6E/HWwaRps/hg2fwJ2H23Vp5RSSqkq9lo8MsZ8BjQL8au7qnkbobob+AtEl1prNxpjcpDi0Qjg5TDjuBa4FqBNmzbVvGmllFKqbmiQ0YC7+t7FQ7MeIr8kn6KyIqb8OIXHz3gc4zUamrBwAqlJqeU9j+ql1WPk8SNjut2MDCkS9ekDf/pTzH9GzE4/HUor7Rb/5JNw7rkOZ9ckqNWrq553yilxKuxlNoczF8HKcfD9vYCVZWfWB5s+ktMCILUhHNQVUupBcgaUFULpbshdBCU793YrSimllNpH9voZnLW2v7X26BCn94FfjTHNAbyvoXoWbQACJ4y3AjZ5sTd6X/OASUhPpHDjeM5a28ta26tJkybV/fuUUkqpOuPmY28m2VR0s/5tz28s3Lyw/Odxc8exp0T6xmSnZvPgqQ+SlhxFd+T9WEYG3HJLcKFo3jy4/37YU8db5hQUVG123qRJ1R5RziSlwOEj4dzN0P1xyOksBaKUgJ0AS3bA1i9g04ewfrJ83fpFcOEoJUdmItU/PE4DVUoppdTexDqB+wPAv3vaFcD7IS7zCTDAGHOQ1yh7APCJMSbFGNMYwBiTCgwGlsY4HqWUUqrOqpdWjztPupOsVKmcFJYW8uyCZwH4aftPrPx9Zflls1KzuLL7lbUyznh74AHo0CF417BHHoG//136/VSemVRdZWXB/YISTf36UFISfN6GDVBYGOcbTq0HHa+Fs1fA4BXQ51k47GqodxiQJL2RkjMgOVu+mhQ5v14H6HAt9HkOBi+Xk1JKKaVqhYmlxZAxphHwFtAGWAecb63dbozpBVxnrb3au9yVwJ3e1R6y1r5ojMkGvgRSgWTgM2CUtbas8u1U1qtXLzt//vyox62UUkodqPYU76HF4y3YVbQLkBlGv//ld+79/F7GfjOWEl8J2anZPH7G41zb89paHm385ObCwIGwZInMuPHr2BEefhjOPBOKi6Wgsje7dsnsnBkz4M9/huUJWsOwFg4+WJqK+3XtCl99VYu70fnKwFcoS9rKCr2ZSdky08jU8SZVSimlVC0wxiyw1vaqcn4i9qfW4pFSSikV3pivxzD6i9Hkl+STk5bD82c/zw0f3cD2gu0AHJJ9CBtGbiA1OV7rlfYPxcVw660wcaLMrgk85GnWDE46Cfr1g/79ZRe5sjI5JSdL0+21a6Vg9NlnMGsWbNok103AQ6dyF14Ib78d/Dd8+SUcf3zVRuNKKaWUqnu0eKSUUkrVEfkl+bR4rAU7i6RvzNFNjmbtzrXkFeeRnZrNEwOf4OoeV9fyKPedJUtg1CgpABkTeplWcrI0js7IkN8XFEghqbL09H2wzCuOFi+WQlHgbKz27eU+qusNxZVSSikVvnik84GVUkqpA0xWahZ3972b7NRsAH747QfyivMA6Yt0RdcrIl39gNOlC0yfDr/8AvfcA507yzK0+vWlWARSKNq9G7Ztk6/+wlF6ulwuNRU6dYI77wx/O4mga1fZeS6wH9Qvv8Dll8feULyuNyRXSimlDmQ680gppZQ6ABWUFNDisRbsKNpBkknCZ31kp2bzrzP/dcA2yq6JoiJYtAi++QZmz5Y+QHv2yKyijAzIzoYGDWSWznHHQffuFYWmRJebCz16wPr1wbOrevaE996TvkjZ2TWLmZ8Pzz8vO90ppZRSKnHpsjWllFKqjhk7Zyz3fH4PBaUF+KyP5vWas27kOlKStLlNXbdxoxTEtm8PLiClp8Ptt8OVV0Lz5tIbKdRyNp8P8vJkRtbMmXDffTB/fmL3g1JKKaWUFo+UUkqpOqegpICWj7cktzCXJJPEC0Ne4IpudWvJmgpv40YYNAh++klmDlXWpg0MGQLDh0PTpjIbqaRElvXNnQtvvglffCHn+SXgYaVSSimlAmjxSCmllKqDnvzmSW795FYaZzVm822bddaRClJaCn/7G4wZI7OJYm0GnoCHlUoppZQKoA2zlVJKqTroj73+SJOsJtxxwh1aOFJVpKTA6NHS/2jkSJldVL8+JNXgCDErS5a79ewZt2EqpZRSqpbpzCOllFJKKQXIErRZs+Cdd2DaNFnalpwsvY2Mkcv4fLLMrUEDOOoouOgiOPtsaN26dseulFJKqdiFm3mkH0EqpZRSSilAikSnnSYnkGVomzdLEam4WApJ9epB+/ahG2krpZRS6sCkxSOllFJKKRWSMdCihZyUUkopVXdpzyOllFJKKaWUUkopFZYWj5RSSimllFJKKaVUWFo8UkoppZRSSimllFJhafFIKaWUUkoppZRSSoWlxSOllFJKKaWUUkopFZYWj5RSSimllFJKKaVUWFo8UkoppZRSSimllFJhGWttbY+hxowxvwFr4xS+MbAtTrE1fu3F1vi1F1vj115sjV97sTV+7cXW+LUXW+PXXmyNX3uxNX7txU70+Ik89kSPn8hj3xfxD7XWNql8ZkIWj+LJGDPfWttL4+/7+Ik89kSPn8hjT/T4iTz2RI+fyGNP9PiJPPZEj5/IY0/0+Ik89kSPn8hjT/T4iTz2eMdP5LEnevxEHvu+iB+OLltTSimllFJKKaWUUmFp8UgppZRSSimllFJKhaXFo6qe0/i1Fj+Rx57o8RN57IkeP5HHnujxE3nsiR4/kcee6PETeeyJHj+Rx57o8RN57IkeP5HHHu/4iTz2RI+fyGPfF/FD0p5HSimllFJKKaWUUiosnXmklFJKKaWUUkoppcLS4lEAY8xAY8yPxpifjDH/5zj2C8aYrcaYpS7jerFbG2M+N8YsN8YsM8bc4jh+hjFmrjFmsRf/fpfxA24n2RjznTFmahxirzHGLDHGLDLGzHccu6Ex5h1jzArvMTjeYezO3pj9p13GmFtdxfduY6T3uC41xrxujMlwHP8WL/YyF2MPlUvGmIONMdONMau8rwc5jH2+N3afMSamXQ3CxB/jPXe+N8a8Z4xp6Dj+g17sRcaYT40xLVzGD/jd7cYYa4xp7HDso40xGwOe/4Ncj90Yc5P3f3+ZMeYRl/GNMW8GjH2NMWaR4/jdjDHf+P+vGWP6OIzd1Rgzx/u/+R9jTP0Yxh7yNcpF3kaI7SRvI8R3krcR4jvJ23DxA34fdd5GGLuTvI00dhd5G2H8TvI2QvyY8zZCbCd5a8Ic9xlj2hljvvVy9k1jTJrj+H8ycgwe9WvJXuK/5j1vlhr5v5fqOP4E77zvjRwX1nMVO+D344wxu6MZ917GPtEYszrgud/NcXxjjHnIGLPSe97e7DD2rIBxbzLGTHE89n7GmIVe/K+MMR0cxz/Ni7/UGPOSMSYlmvherKD3Uq5yNkJ8JzkbIb6TnI0QP+acDRc74PyYcjbC2J3kbI1Za/UkS/eSgZ+B9kAasBg40mH8vkAPYGkcxt4c6OF9nwOsdDx2A9Tzvk8FvgWOi8PfMQqYBEyNQ+w1QOM4PXdeAq72vk8DGsbpdpKBLcChDmO2BFYDmd7PbwF/cBj/aGApkAWkAJ8BHWOMWSWXgEeA//O+/z/gYYexjwA6AzOBXnEY+wAgxfv+4WjHHiF+/YDvbwaecRnfO7818AmwNto8CzP20cDtjp6LoeKf6j0n072fD3F93wT8/jHgXsfj/xQ40/t+EDDTYex5wMne91cCD8Yw9pCvUS7yNkJsJ3kbIb6TvI0Q30nehovv/RxT3kYYu5O8jRDfSd5Gum8CLhN13kYYf8x5GyG2k7wlzHEfcoxwkXf+M8D1juN3B9oS4zFbhPiDvN8Z4PU4jD8wbx/H+//mIrb3cy/gFWB3HO6bicDwaONWI/7/Ai8DSd7vapy3ke6bgMtMBi53PPaVwBHe+TcAEx3G/x9gPdDJO/8B4KoY7v+g91KucjZCfCc5GyG+k5yNED/mnA0X2zsv5pyNMHYnOVvTk848qtAH+Mla+4u1thh4AxjqKri19ktgu6t4lWJvttYu9L7PA5YjRQFX8a211l8xTfVOTptlGWNaAWcB413GjTcjn+r1BSYAWGuLrbU74nRz/YCfrbVrHcdNATK9TzqygE0OYx8BfGOtzbfWlgJfAOfGEjBMLg1Finh4X89xFdtau9xa+2M08aoZ/1PvvgH4BmjlOP6ugB+ziSF3I/wfGwv8JU6xnQgT/3rgn9baIu8yWx3HB+QTV+AC5MDHZXwL+GcWNCDK3A0TuzPwpff9dOC8aGJ78cO9RsWct+Fiu8rbCPGd5G2E+E7ydi/HBzHl7T449ggX30ne7m38seZthPgx522E2E7yNsJx32nAO975sbzWhoxvrf3OWrsmmpjVjP+R9zsLzCX6vA0XfxeUP3cyiSK3wsU2xiQDY5CcjVq8j+kjxL8eeMBa6/MuV+O83dvYjTE5yHM0qplHEeK7eq0NFb8MKLLWrvTOjzpvK7+X8p6HTnI2VHwAVzkbIb6TnI0QP+acDRfbVc6Gi19btHhUoSVS+fXbgMODoH3FGNMWqQJ/6zhuspGp21uB6dZap/GBJ5Dk8jmO62eBT40xC4wx1zqM2x74DXjRm0o43hiT7TB+oIuI4c1nKNbajcCjwDpgM7DTWvupw5tYCvQ1xjQyxmQhnyC0dhjfr6m1djPIQTVwSBxuY1+4EvjYdVBvqvh64FLgXsexhwAbrbWLXcYN8CdvOvELJsrliBF0Ak7ypnR/YYzp7Ti+30nAr9baVY7j3gqM8R7bR4E7HMZeCgzxvj8fR3lb6TXKad7G6/WvGvGd5G3l+K7zNjC+67wNcd84zdtK8Z3nbZjH1lneVorvNG8rxXaWt5WP+5DZ+TsCiqYxHSfH+7gyUnxv6csIYJrr+MaYF5FZ4ocD4xzG/hPwgf9/Ziwi3DcPeXk71hiT7jj+YcCFRpZqfmyM6eh47CAfTs6oVHx3Ef9q4CNjzAbkefNPV/GRgkiqqVhePZzo87bye6lGOMzZEPFdCxvfRc6Gi+8iZ8PEdpazYeKDo5ytCS0eVTAhznM6uybevHWak4FbY/nHGYq1tsxa2w2p+PYxxhztKrYxZjCw1Vq7wFXMEE6w1vYAzgRuNMb0dRQ3BVnu8bS1tjuwB1l+4ZSRNcpDgLcdxz0I+fS/HdACyDbGXOYqvrV2ObKkYzryD38xUBrxSnWUMeYu5L55zXVsa+1d1trWXuw/uYrrFQTvwnFBKsDTyAFnN6S4+Zjj+CnAQci09D8Db3mfPrl2MY4Lv57rgZHeYzsSbwakI1ci/ysXIMtiimMNGM/XqHjGjhTfVd6Giu8ybwPje+N1lrchxu40b0PEd5q3EZ47TvI2RHxneRsitrO8rXzch8wkrnIxV/FdHldWI/6/gS+ttbNcx7fW/i9yPLUcuNBR7L5IMTDaN7bVGfsdyJvn3sDBwF8dx08HCq21vYDngRccxvaLOWfDxB8JDLLWtgJeRJY3OYkPHIV8ODzWGDMXyCOK4+Qw76WcvbeN93u1asSPKWcjxY81Z0PFNtKn0EnORhi7s5ytCS0eVdhAcKW3FW6X78SVV5GdDLxmrX03XrdjZUnWTGCgw7AnAEOMMWuQ5YKnGWNedRgfa+0m7+tW4D3kH7YLG4ANAZ98vIMUk1w7E1horf3Vcdz+wGpr7W/W2hLgXWT9tTPW2gnW2h7W2r7I0hjXsy8AfjXGNAfwvka9/Kg2GGOuAAYDl3pTc+NlEjEsPwrhMKTwuNjL31bAQmNMMxfBrbW/egdaPuRg01Xe+m0A3vVmRM9FPtGJueFjICPLQYcBb7qM67kCyVmQwrKz+8dau8JaO8Ba2xM5GP85lnhhXqOc5G28X//CxXeVt9UYf0x5GyK+s7wNNXaXeRvmvnGWtxEeWyd5Gya+k7wNc987zVsvpv+47zigoalo5uvkODlOx5Vh4xtj7gOaIP1DnMf3zitDnjsxvd4GxD4V6AD85OVsljHmp1hiV4o/0MpSSGtlOeiLOHg9qXTfbECeryDH4cc4jI0xphEy5g9jiRsi/plA14Dj/DdxcJxc6b6fY609yVrbB1l2Gs1xcpX3UshsFVc5G+/3amHjO8rZiOOPMWdD3ffLcJezIccej5ytDi0eVZgHdDTSlT4NqQJ/UMtjqhbvE7cJwHJrbdTV8AjxmxhvJxljTCZScFjhKr619g5rbStrbVvkfv+vtdbZ7BdjTLaRddAYWVI2AJnaHTNr7RZgvTGms3dWP+AHF7EridfMhXXAccaYLO951A+pvDtjjDnE+9oGORiPx9/xAXJAjvf1/TjcRlwYYwYinxYMsdbmxyF+4NTwIbjN3SXW2kOstW29/N2ANHHd4iK+v7DgORdHeRtgCvIijzGmE9Lwfpvj2+gPrLDWbnAcF+Qg8GTv+9NwWJgNyNsk4G6k0Wa0scK9RsWct/vg9S9kfFd5GyG+k7wNFd9V3kYYu5O8jfDYOsnbvTx3Ys7bCPFjztsI972TvA1z3Lcc+BxZVgMxvNbG+7gyXHxjzNXAGcDFXnHTZfwfjbcLl/f4nE0Uf1OY2Austc0CcjbfWhvtjl/h7ht/Id8gfXGizdtwj2153iLP/5WhI0QVG2SWx1RrbWE0444QfznQwPtfA3A6UR4nR7jv/Xmbjryu1Dhvw7yXuhRHORvv92rh4rvK2VDxgREucjbM2A9ylbMR7hsnORvNgPRU0cV8EPLP7GfgLsexX0emb5cgB2pRd9IPEftEZBri98Ai7zTIYfxjgO+8+EuJYcegatzWKTjebQ3pS7TYOy2Lw2PbDZjv3T9TgIMcx88CfgcaxOk+vx/5Z7kU2REg3XH8WUhBbTHQz0G8KrmErOuegRyEzwAOdhj7XO/7IuBX4BPHY/8J6bfmz91YdkMLFX+y99h+D/wHacbrLH6l368h+t3WQo39FWCJN/YPgOaO75s04FXv/lkInOb6vkF2w7guTs/7E4EFXm59C/R0GPsW5PVwJdLfwcQw9pCvUS7yNkJsJ3kbIb6TvI0Q30nehotf6TJR5W2EsTvJ2wjxneRtpPvGRd5GGH/MeRshtpO8JcxxH3I8Ndd7/r9NlMcLEeLf7OVtKVJkG+84filyjO+/z6LdSa9KfOQD+a+95/5SZLlpfVdjr3SZWHZbC3ff/Ddg7K/i7QrmMH5DZFbQEmAOMpvH2X1DxSyeWHI23NjP9ca92Lud9o7jj0EKUj8iS1Cj/hu8eKdQsSOXk5yNEN9JzkaI7yRnQ8V3lbPhxl7p/Jh3Wwtx3zjJ2ZqejHfjSimllFJKKaWUUkpVocvWlFJKKaWUUkoppVRYWjxSSimllFJKKaWUUmFp8UgppZRSSimllFJKhaXFI6WUUkoppZRSSikVlhaPlFJKKaWUUkoppVRYWjxSSimllFJKKaWUUmFp8UgppZRSSimllFJKhaXFI6WUUkoppZRSSikV1v8HNI2QHQxEPdwAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "_ShCbHRM92_y" + }, + "source": [ + "## Functions for one-hot encoding sequences¶" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "onehot, fwd and rev:\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "KawKTu5P8-c6", + "colab": {} + }, + "source": [ + "#Functions for one-hot encoding sequences\n", + "import gzip\n", + "\n", + "def one_hot_encode_along_channel_axis(sequence):\n", + " to_return = np.zeros((len(sequence),4), dtype=np.int8)\n", + " seq_to_one_hot_fill_in_array(zeros_array=to_return,\n", + " sequence=sequence, one_hot_axis=1)\n", + " return to_return\n", + "\n", + "def seq_to_one_hot_fill_in_array(zeros_array, sequence, one_hot_axis):\n", + " assert one_hot_axis==0 or one_hot_axis==1\n", + " if (one_hot_axis==0):\n", + " assert zeros_array.shape[1] == len(sequence)\n", + " elif (one_hot_axis==1): \n", + " assert zeros_array.shape[0] == len(sequence)\n", + " #will mutate zeros_array\n", + " for (i,char) in enumerate(sequence):\n", + " if (char==\"A\" or char==\"a\"):\n", + " char_idx = 0\n", + " elif (char==\"C\" or char==\"c\"):\n", + " char_idx = 1\n", + " elif (char==\"G\" or char==\"g\"):\n", + " char_idx = 2\n", + " elif (char==\"T\" or char==\"t\"):\n", + " char_idx = 3\n", + " elif (char==\"N\" or char==\"n\"):\n", + " continue #leave that pos as all 0's\n", + " else:\n", + " raise RuntimeError(\"Unsupported character: \"+str(char))\n", + " if (one_hot_axis==0):\n", + " zeros_array[char_idx,i] = 1\n", + " elif (one_hot_axis==1):\n", + " zeros_array[i,char_idx] = 1\n", + "\n", + "#read in the data in the testing set\n", + "test_ids_fh = gzip.open(\"test.txt.gz\",\"rb\")\n", + "ids_to_load = set([x.rstrip() for x in test_ids_fh])\n", + "\n", + "fasta_sequences = []\n", + "for i,a_line in enumerate(gzip.open(\"sequences.simdata.gz\",\"rb\")):\n", + " if (i==0):\n", + " next\n", + " a_line = a_line.rstrip()\n", + " seq_id,seq_fasta,embeddings,task1,task2,task3 = a_line.split(b\"\\t\")\n", + " if seq_id in ids_to_load:\n", + " fasta_sequences.append(seq_fasta.decode(\"utf-8\"))" + ], + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "m1xkAlvW97vL" + }, + "source": [ + "## Prepare the data for input into TF-MoDISCo\n", + "\n", + "You need a numpy array of importance scores and hypothetical importance scores for every task." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "xahZGqrA9Jpq", + "colab": {} + }, + "source": [ + "import h5py\n", + "from collections import OrderedDict\n", + "\n", + "task_to_scores = OrderedDict()\n", + "task_to_hyp_scores = OrderedDict()\n", + "\n", + "f = h5py.File(\"scores.h5\",\"r\")\n", + "tasks = f[\"contrib_scores\"].keys()\n", + "n = 100 #since this is just a test run, for speed I am limiting to 100 sequences\n", + "for task in tasks:\n", + " #Note that the sequences can be of variable lengths;\n", + " #in this example they all have the same length (200bp) but that is\n", + " #not necessary.\n", + " task_to_scores[task] = [np.array(x) for x in f['contrib_scores'][task][:n]]\n", + " task_to_hyp_scores[task] = [np.array(x) for x in f['hyp_contrib_scores'][task][:n]]\n", + "\n", + "onehot_data = [one_hot_encode_along_channel_axis(seq) for seq in fasta_sequences][:n]" + ], + "execution_count": 7, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "hQEQgz1w-QhL" + }, + "source": [ + "Double check by plotting" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "metacluster_1\n", - "activity pattern: [1 1 0]\n", - "metacluster_1 pattern_0\n", - "total seqlets: 78\n", - "Task 0 hypothetical scores:\n" - ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "Ky6nlCFs-NcP", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 405 + }, + "outputId": "1319f738-704a-4241-a804-ab54e6d3246b" + }, + "source": [ + "import modisco.visualization\n", + "from modisco.visualization import viz_sequence\n", + "\n", + "viz_sequence.plot_weights(task_to_scores['task0'][0], subticks_frequency=20)\n", + "viz_sequence.plot_weights(task_to_hyp_scores['task0'][0], subticks_frequency=20)\n", + "viz_sequence.plot_weights(onehot_data[0], subticks_frequency=20)" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task 0 actual importance scores:\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "uuvSgm62-Whl" + }, + "source": [ + "Run TF-MoDISco\n", + "TF-MoDISco first identifies seqlets, then splits the seqlets into \"metaclusters\" according to their pattern of activity across all the tasks, and then performs clustering within each task. Since there are 3 tasks, there are 27 possible metaclusters (consisting of a +1, -1 or 0 for each task). Consistent with the simulation, the [+1, +1, 0], [+1, 0, +1], [0, 0, +1] and [0, +1, 0] metaclusters turn up motifs.\n", + "\n", + "To demonstrate customization, the code below has slight modifications from default settings in the following ways:\n", + "\n", + "- Because the TAL and GATA motifs are relatively short compared to something like CTCF, it uses a sliding window size of 15 (rather than the default of 21) and flanks of 5 (rather than the default of 10). The sliding window size and flanks should be adjusted according to the expected length of the core motif and its flanks. If the window size or flank sizes are too long, you risk picking up more noise.\n", + "- During the seqlet clustering, motifs are trimmed to the central trim_to_window_size bp with the highest importance. trim_to_window_size is set to 10 rather than the default of 30. After the trimming is done, the seqlet is expanded on either side by initial_flank_to_add. This is set to 3 rather than the default of 10.\n", + "- The final_min_cluster_size is set to 60 rather than the default of 30. This is used to filter out small clusters with relatively weak support (in this case, fewer than 60 seqlets).\n", + "- It uses kmers of length 5 with 1 gap and no mismatches to compute the \"quick and dirty\" affinity matrix across all seqlets. The \"quick and dirty\" affinity matrix is used both for noise filtering and as a first pass to speed up computation of the continuous jaccard affinity matrix (the latter affinities are only computed between seqlets deemed to be close together by the \"quick and dirty\" method). I made the kmer length smaller to keep memory usage down when testing on my macbook pro. The default is to use kmers of length 8 with 3 gaps and 2 mismatches, which tends to run out of memory on many systems (I would change the default but want to avoid breaking reproducibility for older users)\n", + "- target_seqlet_fdr controls the noisiness of the seqlets. For a particular task, \"significant\" seqlets are identified by first smoothing importance scores with a window of size sliding_window_size and then fitting a laplace distribution to the left and right tails. This laplace distribution is assumed to represent the null distribution of window importance scores (note: as an alternative, it's possible to supply an empirical null distribution; see examples/H1ESC_Nanog_gkmsvm/TF MoDISco Nanog.ipynb for an example). A threshold is then identified such that the false discovery rate (computed as the ratio of the expected fraction of windows with a certain score in the null distribution relative to the observed fraction of windows with that score) is less that target_seqlet_fdr. Note: if the number of sliding windows that pass the FDR threshold is smaller than min_passing_windows_frac (default value 0.03 at the time of writing) or larger than max_passing_windows_frac (default value of 0.2 at the time of writing), the threshold will be adjusted." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task 1 hypothetical scores:\n" - ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "--8gp-i2-TOm", + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "b39814f5-cb17-4eb6-b4fc-11638426529a" + }, + "source": [ + "import h5py\n", + "import numpy as np\n", + "%matplotlib inline\n", + "import modisco\n", + "\n", + "null_per_pos_scores = modisco.coordproducers.LaplaceNullDist(num_to_samp=5000)\n", + "tfmodisco_results = modisco.tfmodisco_workflow.workflow.TfModiscoWorkflow(\n", + " #Slight modifications from the default settings\n", + " sliding_window_size=15,\n", + " flank_size=5,\n", + " target_seqlet_fdr=0.15,\n", + " seqlets_to_patterns_factory=\n", + " modisco.tfmodisco_workflow.seqlets_to_patterns.TfModiscoSeqletsToPatternsFactory(\n", + " #Note: as of version 0.5.6.0, it's possible to use the results of a motif discovery\n", + " # software like MEME to improve the TF-MoDISco clustering. To use the meme-based\n", + " # initialization, you would specify the initclusterer_factory as shown in the\n", + " # commented-out code below:\n", + " #initclusterer_factory=modisco.clusterinit.memeinit.MemeInitClustererFactory( \n", + " # meme_command=\"meme\", base_outdir=\"meme_out\", \n", + " # max_num_seqlets_to_use=10000, nmotifs=10, n_jobs=1),\n", + " trim_to_window_size=15,\n", + " initial_flank_to_add=5,\n", + " kmer_len=5, num_gaps=1,\n", + " num_mismatches=0,\n", + " final_min_cluster_size=60)\n", + " )(\n", + " task_names=[\"task0\", \"task1\", \"task2\"],\n", + " contrib_scores=task_to_scores,\n", + " hypothetical_contribs=task_to_hyp_scores,\n", + " one_hot=onehot_data,\n", + " null_per_pos_scores = null_per_pos_scores)" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "text": [ + "MEMORY 0.395522048\n", + "On task task0\n", + "Computing windowed sums on original\n", + "Generating null dist\n", + "peak(mu)= -0.02237087196292123\n", + "Computing threshold\n", + "Thresholds from null dist were -1.0124836564064026 and 0.8997364044189453\n", + "Final raw thresholds are -1.0124836564064026 and 0.8997364044189453\n", + "Final transformed thresholds are -0.8494086021505376 and 0.8402150537634409\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Got 198 coords\n", + "On task task1\n", + "Computing windowed sums on original\n", + "Generating null dist\n", + "peak(mu)= -0.00025505211204290357\n", + "Computing threshold\n", + "Thresholds from null dist were -0.918197512626648 and 0.608733057975769\n", + "Final raw thresholds are -0.918197512626648 and 0.608733057975769\n", + "Final transformed thresholds are -0.9040322580645161 and 0.8833870967741936\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Got 145 coords\n", + "On task task2\n", + "Computing windowed sums on original\n", + "Generating null dist\n", + "peak(mu)= -0.001713569819345139\n", + "Computing threshold\n", + "Thresholds from null dist were -0.6213091909885406 and 0.6281718015670776\n", + "Final raw thresholds are -0.6213091909885406 and 0.6281718015670776\n", + "Final transformed thresholds are -0.8680107526881721 and 0.8682795698924731\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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NuL96DPB+YFv1dRVwcw3fe2zaS22aCzCzVqVv6EsqyLFo71wG3FHdvwO4vGf8s9nxIHBKRJx5DL7/hji0/xDk6pX+lD19SYUZNfQT+EpEPBwRV1VjZ2Tms9X954AzqvtnAc/0vHZPNXaEiLgqInZFxK75+fkRp3fsLOxbANau9BcPLpK58jGStJH6bBU2lH+cmXsj4h8AOyPib3qfzMyMiKESLzNvAW4B2L59e7FpeXD+IMCaPf1sJe1mm8Zsn4/XkqQNNlKln5l7q9sXgC8DFwLPd9s21e0L1eF7gXN6Xn52NTaRupX+Wqt3wBaPpHKsO/Qj4sSIOLl7H7gY+DZwD7CjOmwHcHd1/x7gw9UqnouAl3raQBNnYb5q76yxTh8MfUnlGKW9cwbw5ejsQTAN/HFm/nlEPATcFREfBZ4GPlgdfy/wAWA3sAB8ZITvPXbLlf6Jq1+RC+6pL6kc6w79zHwK+Lk+4z8A3ttnPIGr1/v9SnNw/iDTx+fyh6X005jr3FrpSyqFV+Su06F9h1ZduQP29CWVx9Bfp4PzB1dduQP29CWVx9Bfp4V9C4NX+u6/I6kQhv46LexbWHW5JtjTl1QeQ38dMpOF+YVVl2vC4dU7hr6kUhj669BcaLL06tLalb49fUmFMfTXoXth1uzJ7VWPa7hOX1JhDP11GGSzNejssgnQ/M4D8MCNx3pakrQmQ38dBtlsDSACZo6D5qsbMStJWpuhvw6DVvoAM3PQfO1Yz0iSBmPor8Phnv6AoW+lL6kQhv46LOxbYGp6iunj1z525nhDX1I5DP11ODh/kBNOP4HOBqOrm5kLmq8V+1kwkjYZQ38dDu07xAmnnzDQsbZ3JJXE0F+HhX0Lg4e+q3ckFcTQX4eD8wc5YctgoT97nKt3JJXD0F+HoSr9uaD5qj19SWUw9IfUbrU5tP/QwJX+tJW+pIIY+kM6tP8QJEOdyF20py+pEIb+kLoXZp245cSBjp+tTuR2PiJYksbL0B/SgecPAENU+scF2Yb20rGclSQNxtAf0tf/5y0APP3XNw90/Ez307Ps60sqgKE/pJe+12Du1DbHnTJYu2bmuM7t4qFjOClJGpChP6SXnmrwhp9sDXx8N/St9CWVwNAfwsH5gxzaN8Ubtq7+iVm9ZuY6G/S4/46kEhj6Q9j7jb0A66v0XbYpqQCG/hD2fmMvRPJjPzF46M8a+pIKYugPYe/X93LSj7eZPm7w1yyv3jH0JRXA0B9QZrL3G3uHau1AZ50+2NOXVAZDf0D7d+/n1Rdf5Q3nDn4SF1ynL6ks0+OewKRYPol77nCV/qP799OYO4mv/vEiP33h73LyG6uP23rP9XVPUZLWZKU/oL1f38vMiTOcdNZwlf70HFzwa4c4tG+K269t8sPnbPNIGh9DfwA37XyCh3f+Le2fPIVYx2/stDe3+If/boGFl+AzH2vy/FPD/eGQpLoY+gPIxRatv32RxpvfuO73OOWn2lzwiYO8utjmln/b5MHfe5BsW/VL2liG/gqeefEQN+18gpt2PsHPPHA7NNv87Ol/NdJ7nnxOm5+/YYE3vqXFfR+/j89d8jkOPHegnglL0gAM/TW0ntzPo394PHOntjntzaPvjzz3Y8n51xziuGvfwVN/8TQ3veMWg1/Shtnw0I+ISyPiuxGxOyKu2+jvP4zWEz/g4H/8Ko255B2/scDMYJ+bsqYI+IW3fpV3XPsKMf8yd/ziHRxcnKnnzSVpFRu6ZDMiGsAfAO8D9gAPRcQ9mfmdjZxHP81DTT5992PkDw7xwd37mTnwEq/9h/s47sTkHf9+geNPr7//fuq2Fhf8+iF2ffpFbo238c4zH+drv///iLkGccIM11z+FmZPniUiav/e63XTzieW73/8fT8z9vepU4lz2kib/effLGIjP8YvIn4e+M3MvKR6fD1AZt7Y7/jt27fnrl271v39brziLhbveXLtA5fa0Dy8omYHnyGm4E9/9kOc9+FXOf6Nx/Z39IPHGzzyqVla2edvcCNgtnFMv/9GmW0c/oflYssVTHXo/Z322ujf7yD/2w4715WOL8Uo8+59bb/jr/zTK9n67q3rnltEPJyZ2/s+t8Gh/8+ASzPzX1ePPwS8MzOv6TnmKuCq6uGbgO9u2ATrcTqwb9yTWCfnPh7OfeNN6rxhsLn/RGZu6fdEcVfkZuYtwC3jnsd6RcSulf7Cls65j4dz33iTOm8Yfe4b/e+nvcA5PY/PrsYkSRtgo0P/IWBbRJwbEbPAFcA9GzwHSdq0NrS9k5lLEXENcB/QAG7LzMc2cg4bYGJbUzj3cXHuG29S5w0jzn1DT+RKksar7DVRkqRaGfqStIkY+jWapC0mekXEORHxQER8JyIei4iPjXtOw4iIRkT8VUT82bjnMoyIOCUivhgRfxMRj1cXL06EiPh49d/KtyPi8xExxCdHb6yIuC0iXoiIb/eMnRYROyPiyer21HHOcSUrzP2/VP/NPBoRX46IU4Z5T0O/Jj1bTLwfOA+4MiLOG++sBrYEfCIzzwMuAq6eoLkDfAx4fNyTWIffB/48M98M/BwT8jNExFnArwPbM/OtdBZlXDHeWa3qduDS141dB9yfmduA+6vHJbqdo+e+E3hrZr4NeAIY6mP4DP36XAjszsynMnMR+AJw2ZjnNJDMfDYzv1ndf4VO+Jw13lkNJiLOBv4p8EfjnsswIuINwC8AtwJk5mJm/nC8sxrKNHB8REwDJwB/P+b5rCgzvwbsf93wZcAd1f07gMs3dFID6jf3zPxKZna3/H2QzvVOAzP063MW8EzP4z1MSHD2ioitwAXA18c7k4H9HvAbwKRt5nMuMA98pmpN/VFE1LSP67GVmXuB/wr8HfAs8FJmfmW8sxraGZn5bHX/OeCMcU5mBP8K+N/DvMDQ17KIOAn4E+DazHx53PNZS0T8EvBCZj487rmswzTwduDmzLwAOEi5LYYjVP3vy+j84fpx4MSI+BfjndX6ZWfd+sStXY+I/0ynNXvnMK8z9Osz0VtMRMQMncC/MzO/NO75DOhdwK9ExPfptNN+MSI+N94pDWwPsCczu/+i+iKdPwKT4J8A38vM+cxsAl8C/tGY5zSs5yPiTIDq9oUxz2coEfEvgV8C/nkOebGVoV+fid1iIjob9t8KPJ6Znxr3fAaVmddn5tmZuZXO7/urmTkRFWdmPgc8ExFvqobeC4z9cyUG9HfARRFxQvXfznuZkJPQPe4BdlT3dwB3j3EuQ4mIS+m0NH8lMxeGfb2hX5PqxEp3i4nHgbsmaIuJdwEfolMpP1J9fWDck9oEfg24MyIeBc4HfnfM8xlI9a+TLwLfBL5FJ0eK3dYgIj4P/CXwpojYExEfBT4JvC8inqTzL5dPjnOOK1lh7v8dOBnYWf1/9Q+Hek+3YZCkzcNKX5I2EUNfkjYRQ1+SNhFDX5I2EUNfkjYRQ1+SNhFDX5I2kf8Pz7frj6s37PoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Got 166 coords\n", + "After resolving overlaps, got 275 seqlets\n", + "Across all tasks, the weakest transformed threshold used was: 0.8401150537634409\n", + "MEMORY 0.398790656\n", + "275 identified in total\n", + "2 activity patterns with support >= 100 out of 26 possible patterns\n", + "Metacluster sizes: [115, 104]\n", + "Idx to activities: {0: '1,0,1', 1: '1,1,0'}\n", + "MEMORY 0.398790656\n", + "On metacluster 1\n", + "Metacluster size 104\n", + "Relevant tasks: ('task0', 'task1')\n", + "Relevant signs: (1, 1)\n", + "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/modisco/backend/tensorflow_backend.py:87: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", + "\n", + "TfModiscoSeqletsToPatternsFactory: seed=1234\n", + "(Round 1) num seqlets: 104\n", + "(Round 1) Computing coarse affmat\n", + "MEMORY 0.400039936\n", + "Beginning embedding computation\n", + "Computing embeddings\n" + ], + "name": "stdout" + }, + { + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ], + "name": "stderr" + }, + { + "output_type": "stream", + "text": [ + "Finished embedding computation in 0.54 s\n", + "Starting affinity matrix computations\n", + "Normalization computed in 0.0 s\n", + "Cosine similarity mat computed in 0.01 s\n", + "Normalization computed in 0.0 s\n", + "Cosine similarity mat computed in 0.01 s\n", + "Finished affinity matrix computations in 0.02 s\n", + "(Round 1) Compute nearest neighbors from coarse affmat\n", + "MEMORY 0.420798464\n", + "Computed nearest neighbors in 0.01 s\n", + "MEMORY 0.420798464\n", + "(Round 1) Computing affinity matrix on nearest neighbors\n", + "MEMORY 0.420798464\n", + "Launching nearest neighbors affmat calculation job\n", + "MEMORY 0.420798464\n", + "Parallel runs completed\n", + "MEMORY 0.426180608\n", + "Job completed in: 1.31 s\n", + "MEMORY 0.426180608\n", + "Launching nearest neighbors affmat calculation job\n", + "MEMORY 0.426180608\n", + "Parallel runs completed\n", + "MEMORY 0.426156032\n", + "Job completed in: 1.41 s\n", + "MEMORY 0.426156032\n", + "(Round 1) Computed affinity matrix on nearest neighbors in 2.78 s\n", + "MEMORY 0.426156032\n", + "Filtered down to 99 of 104\n", + "(Round 1) Retained 99 rows out of 104 after filtering\n", + "MEMORY 0.426156032\n", + "(Round 1) Computing density adapted affmat\n", + "MEMORY 0.426156032\n", + "[t-SNE] Computing 31 nearest neighbors...\n", + "[t-SNE] Indexed 99 samples in 0.000s...\n", + "[t-SNE] Computed neighbors for 99 samples in 0.002s...\n", + "[t-SNE] Computed conditional probabilities for sample 99 / 99\n", + "[t-SNE] Mean sigma: 0.226334\n", + "(Round 1) Computing clustering\n", + "MEMORY 0.426545152\n", + "Beginning preprocessing + Leiden\n" + ], + "name": "stdout" + }, + { + "output_type": "stream", + "text": [ + "\r 0%| | 0/50 [00:00" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "ibQhUzCN_S0j" + }, + "source": [ + "## Save Results" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task 2 hypothetical scores:\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "YAOto6Yx-5qD", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 70 + }, + "outputId": "ed5a9885-3483-4642-8532-f5add57b1043" + }, + "source": [ + "import h5py\n", + "import modisco.util\n", + "reload(modisco.util)\n", + "![[ -e results.hdf5 ]] && rm results.hdf5\n", + "grp = h5py.File(\"results.hdf5\")\n", + "tfmodisco_results.save_hdf5(grp)\n", + "grp.close()" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:5: H5pyDeprecationWarning: The default file mode will change to 'r' (read-only) in h5py 3.0. To suppress this warning, pass the mode you need to h5py.File(), or set the global default h5.get_config().default_file_mode, or set the environment variable H5PY_DEFAULT_READONLY=1. Available modes are: 'r', 'r+', 'w', 'w-'/'x', 'a'. See the docs for details.\n", + " \"\"\"\n" + ], + "name": "stderr" + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Task 2 actual importance scores:\n" - ] }, { - "data": { - "image/png": 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+7jyT9UEQBEEQBEEQhJ7JguujMZXiOOI5KD7RxMXtLD198nnQhc09KlY9FI13K7RFd7jCbQUGxH3uD2xvZZutSiknkAOUAyil+gP/BS7VWq+LFdBab4v+rVFK/Qvjcvd804NrrZ8AngCYOHHifpZKrAex4nfN01Ee9lew0vZYFcJ2mDP+dQbrKtbxgzd/wKR+kxjVe9QeO36nUBYMPIdd3nOY88Ea6te8TrH1OcN7LaQwewdOK4KtFb6Al/W7x7C+ZgrBvGMZccypjBvnMhaexcWp8zO+DjiCRgk6WGliPjmSvK7tmoPun6aggiAIKSGV7T2YuBXJuhgIgiAIPZNdc6F8MQm2IAVHQb9prcfC/bbQ+wjIGgWVS421EsDK+6HPSea79sZAaUVJWi3tf3SHsDQfGKGUGgJsAy4ApjfZZgZwGTAHOAf4WGutlVK5wNvAbVrr2bGNo+JTrtZ6l1LKBZwBfNQNdRVSgbah9LPEdZlDofcUsBx7rBo3vHcDX+38CoUiFAlx8gsn89V1X5Htyd5jdegIoRC8/DLcey+sWQNu9whqa38B/KJhG6VstFbEG/253WZxOGD6dHg0lYOMmcChQEy41xH4+n4Yc1tygbvbbVj3T1NQQRCElJDK9n5P7F8QBEHY+2yd0TzR0sRHRVQCE5fp6NfhnbEQqjbrtA2zzobJz0Kf77RtldXUk+Rf355oPl0WlrTWYaXU9ZiMbg7gGa31CqXU3cACrfUM4GngBaXUWoyl0gXR4tcDw4FfK6V+HV13MlAHvB8VlRwYUenJrtZVaAE7DLXrwbcZ6qJL9Sqo22gskOww6LCxrLGcoNyQVmjc3LKGQ8ZAs41qIiD1/27LAdNSxD+W/YNnlzyLL+xDodBodtbt5NxXzuXdi97FUt3h9dk9aA1PPQW/+hXU10Nt1LIyGGxp2+b1DgYbt33qKXg0hXVlJbAGGJcGdtRcdsXvIOdA6H9m+6aye1u1l9l9QRAEQRAEQWhk21tmfBfDnQ/Z+7iXx54kYwCc9Dn87wQIVphzFaqGz74PRSfAoQ+acbC2TTZzAQCl24uM3oOYOHGiXrBgwd6uRmppTazpyHWsXgNbXoOtr5sU9pYrKgxpcOWBt58RjNL7mbSSymkeHB2GwC7wbTECVP1O0EGwQ0Z4ineFO/Yd6Htql35qsiwuWcyUZ6fgC/lwWk4OLT6UFWUrqAvVkeHK4MYjbuTu4+7eI3Vpjx074Pvfh6VLoa6u+fd9+sApp8C0aUYT8XqNZVNNDcyZA2++CV9+CXacoY8uSrF4MrAAHsk34mMskLeyTArScfcBVnLWS9Cyaj89hW3QnhA3k3327BDUrDM+2pF641Joecwz5sw2Vn570MJPEIQeyL7UpgmCIAg9k1d7Q3B34+eCqXDMjI5lP+sJdCYrXDz1O+GL6bBrHkSaDNyyRkDBFOhzMhQeDWnFxrND28YYQ0egcjm8N6HlfSc7/tE2hGrM2CEWaN2RbmLeurISA43vAZRSC7XWE1v8ToSlFGCHoOprE/g4Um8Co+lwNDhzGnjyIW+csfzpKF0RlsoXw9zLoWaN2d72Q8ZgGHQeDDwXcg4y9bRDgBWtr9PcsFqbG9v2NwpJjjQIlMPim2HzK40WLQDTVpsHLsXs8u3iwEcPpLSuFACvy8vq61cz/T/Tmb1lNhEdId2ZzsvnvswZI89IeX3aYtMmOOwwqKiAcNwkQXo63HQTXHop9O9vhKSsFsTvYBD8frAs+OgjuPtuWLy4A+1jVxrXcD3Mu9KYzsZnj3B4YegVMPyHkD06albbgtBkh4zw+Gpe833vj8KS1lC3CXbPM26ipZ9CzWoTnL2pdR+xZytkLMGKjjd+7r0Ph/Q+qa+/IAg9BxGWBEEQhK7SFWGp3fipsM/EUO2qsBSj5ENY/AvTl9cRMznc/GCNiZgivuh4ug1aG/+EfbB7vhk/lLwHFYuMd5DlbBxD6Eg0/pNlNIU+p0DR0SYZVIqDp4uwlGpq1kLZ7OjyOdSuNQKSUlFLHxvQUUXRMn8jfuNGlD8eCo+DXoeZKPztdRo7Kyyt/AMsuz0a/V+bG/PAX8GYWzCZxtLbLt/mvv8MS29N9NWdthayhiVXvpMNVNgOM+WZKSwqWUTIDuF1ebn9mNu55ahbWFu+loP/djD1YWNhk+nKZMHVC/ZaMO+SEpgwAUpLIRL3M44/Hl58ETIzjXVSsti2EZmeew5+9KMkC3VH41ryoUlNWrsxKjDFlVcOI4z0OtxY3zgzjTVcuAYCu6F8Iez4sPk+9ydhKeyD9c8ad8FghbH2C9fSPFFmW1jm3NkBuMDf/uaCIHx7EPdeQRAEoau8fRBULW/87OkFZ28Dh6f9ssnGDEpl/z5ZuktYilG9BtY9CVvfgNoN4EhH20GU3Vp/PXb8JsdMK0qMxWSHYdNL8PW9UL3ajMvD9aDbEacaDuNqLHNhS6JX99GWsNQdwbu/nWgbtr0Jy39rHkzlSExDaIcABZ7eRr1UTmPRE6o25mwAwQDs+Ah2fmpuhnOrUlNX3zZY+utEi6KRPzGiUncEaXNnNbfC8O9IXlhKKgZP8yDPsWDdoagiXOAt4MbJNwIwPH84P5n0E/7y5V+oD9dTF6rbq8G8L7kEysoSRaWf/Qx+85uOCUoxLMuUu/TS7qtjUvQ5CU5fDmVfGLGy7HNzTzs8EKqDymVmSRaV4iaoqCj1gzAw7cHqR2HZr8wMQrxbqHJC7sHGAqnoOMg9xJiwWi4z4xH2QfkCKP3EZOmoXgnh6tTVWRCEnksyok93uMwLgiAI+y/9ppmYurE4S4Hdxhon96C9W699newRMP4Bs0T8vPvlfbw77y6Oy81n2tBjccZCXTgzwJllBKSCycaSyDuw+ftZa+P1s/AGMxEf0xJCMUFJQc4B0PtIE6omFts2XAv1JWY8VrXCCFChJEWoFCLCUmfYPR9mX2gEkXgxyZUDfU8xqQgLjjY3AhrsCA1WQpbLxCnaHR1Iln1m9rcP3AytkpRFURN2fmIsV6zU3GI/eecnPDr/UXRUAVYoApEAox5ptEjSaAKRQMP/N1dvZvQjo9n8s804U1Svlnj3XZg7N9H97cgjOy8qxZORWmtHQ3sz5NnAsIAJw38gUIhpWZyABYSjiw9YjQkIvg6TQ1KH4YRSKOyEW2gyJDvz3pWBWLACZn0fdn+Z6H+dMQTG/h8Mnm5eMsrRunlqzmjofzYNlo1rn4CvH0iu7oIgCIIgCIKQLP2mweqHEwcn86+D495LuSvV/sKTS1/gpx8/gD+seLS6ikNDW/j4so/JdCcZdzbsg8/PM2Pm+PGD5YLBF8PQyyF/QtTzyTLGILHxitamPLYZX5Qvgg0vwIa/d+tv7CjiCtdRVv4Rlv1fYxBjMLGSDrobhlwSjaWUaUxK2iPiN6Zv9dthyS1w9H/bL9PZAfCKB2D5nXHBl50w9ldwwM2N8ZJaozPCUsFRcOx7yQV17qBJ5Ytfvcj016Z3rD5xTB04lVlXzEpcmUL3gqNdc/gsNLnhs9sNa9fCgAEpOVzrdNYc9NsQ06Ozz1W4Dt4ZZwKbx/ytlRPG3QsjrjPCquXueH0ifmP5JC93QRA6ilgsCYIg7HW0hm3bTMKeJUtgwQKorjahLAIBMx5ISzNxVceNg/Hj4ZBDYPDgjnW9d/t2c94r53HxwRdzxfgrki/4wVGwaw4JblpTXoa+p7ft0ZLsuHB/dIWL8tC8h7jto9uoD9ejou5uboebUb1HMevyWeSk5bS9g2AlfHCkcaeL9yjqdyYc/qTxbOhotrlQjRmLeHp18Nd0DImx1F2seRIW3ZAYvLjfGXDUi2Yw2ZY40x6h2uREmC4F714Ecy6D2nXRYMEBEwtn4Pkw8BzIGRvN8haOik3RjHAN6qgdFcOCLQdhbsoZ30D2yPa364CwVFZXRvGDxdg60TXO4/CgWjk3wXAQu4kr3Z++8ydumHxD44oUiSd+PORSSYDGe+OUU+CllyB7T3vkibDUOp19rj47B7a/HY1dFuWI52HA90QUEgRh7yDCUs8klfGzJHaWIOwRNm+Gp56Ct9+Gb74xMVFdLqivb9s5xeEwXgjhsCkzciR89ln7Y4UVpSs48YUT2VG7A0tZ3DblNu4+7m6sZDKFVSyFD45INJZwpMGUV6Dw2OQzPsOez/qcLCkQlu77/D7umXUPvpAPr9PLtFHTeHP1m/hCPtwON0PzhvL5FZ/Ty9uKwKM1fDrNhMOJj0884WEYduU+P34QYak7qNsCb41KfPgKpux5k8Hu6DBWr4Yt/4Gtr5tGxXIZMzqtwZ0HGQPAOwC8/aOxYNzGEkuHwb/LWGdsf6f5fp2Zia6BfU6Bqa+2f36SVL7DF4SY8swUFmxfQESbYEUuy8Wpw0/l5GEnt1quzFfG7z77XUMsJoAMZwaLrl3EyF5R4StFHbplHMQUNZsa3ag6P/AA3HijeYnsUURYap3OPFd1m+DN0YkzDUMuhYl/7djLWBAEoTsRYalnkup3rVx/QUgZs2bB//0fzJ9vHrVAnF5QXGwskQ45xFglZWWBx2OEptpaWLbMWDQtXQpbtjSWa++RnbFqBtNfm05dqA4LCxsbr8vLMYOO4ZVzXyHDncT4dPWjJttZvNEECsbcDGNvN2NEy9X+fr4lwtIdM+/gD3P+gC/kw2k5ObjoYOZeNZeXV7zM1W9dbcQly03/nP7MuWoOhRkthPrY9hbMviAxHuvQK2Hiw/u8qAQSvLt7WPtE1McxjklP9ogbAGhdOHEAhQHohVl6V0OfTSZOjjv6vQMTO9sGIkAlMAqITxzg6g00keJL3oONL5oYM22ZVH6vhVm0FhqoWLDumKgE0DerL6+e9youR9uNXn2oviGQN4Av7OOkF07iqx9Fg3mnKCBqaCGo44G4WMzZ2XtBVOoKeyoAdk9j64zGZA8xRv9MRCVBEARBEIRvAZWVJjvzjBngi9NmRoyAn/wELr7YuLsFApCebgSlppx9NtTVGdc424ZXXoE//7n1Y2qtuWfWPdz3+X3Uh+tJd6Yzuf9k5m2bhy/kY+bGmYx7fBwfXfIRg3IHtf0DRl4HdZth9V/ixCUNX99vjBCGXwuDLgB3rjFCaOqdEwlEE1bt32ituemDm/jbgr8lZBx//fzXUUpx/tjzmblxJv9a9i/qI/VsrtzMxMcnMvuq2QzIaRL7ZPWjiaKS5YaJD/UcTaENxGIpWT7+Duz4oPGzIw3OrUlZcOpW6exM5J6wOln1MCy5rXkAsmPeMjGXOvLANBGW/lEN15R78YUaW22vy8tbF77FcUOOa3d3vpCPwX8eTJmvrGFdmjONowcdzbsXvZucyWgnzv3Wrebl4o8zavnxj+H++/dQ4O14UuRn3Oq+u3P/qaYz9V9xr8m2SFyqv7O3GEu/ZEjKUs+C6ZF2thEEQYijp7fH31bEFU4QehTl5TBxImzf3mih5PXC00/DWWeZSWR3J8JshsNmfy2NE3whH9P/M50P13+IL+QjzZnG5H6T+eCSD/h4w8d896XvUh+ux6EcZLozefPCN5k6aGr7B139KCy+KRraoYV3RfZo6P9dyD0QXLnmPROsgppvYMt/W84IvZ9YLNm2zSGPHcLysuWJu242u0xDUqkYlrKYdfksjhp4VOPKV/NN4p8YBVPhmDfB3U5cpn0EcYXrDuZcARueo/FhU3BORfI3QXcNIlvpMEbCGstqQz9KZYcFTKelpAQ+OsakTNdx6rVywKF/gmFXGUEuGREnTlha7IfJWyAY97XTcnLa8NN448I3kq7i66te5+LXLqYu1Ch8eRwebj7qZu4+7u72d9DJznr//iZ4X4xBg2DlSjNzsScJFuTj3hXXkHVnR7OnD2Q6U/9tb8Hs6SY9aIzJz5pMDskIzh0MWi/sXcJhWLMGVqwwj01pqYmlsH27aVqrq81MYyzBimWB02lmKgsKoE8fGDjQNMWFhTB8OIwda0ziBaFb6entsdA6cm0FYZ/h6KNh3jwIRgcoXi988ol5t6eijz9/+3zO+NcZlNeXE7bDOJSDoowifjr5p7gdRsFaWLKQl5a/1BD+w2W5+OGhP+Svp/+1/QNULIN5V0L1qkSLms7STv81bIeZ8c0M7ph5BxurNnL9YU3s1loAACAASURBVNdz/aTr6Zfdr+vHjtFFYcnWNqMfGc2a8jWdrwKKmZfN5JjBx5gVTYWlwqPh6DeMVVh77AOT0iIsdQdls2HmdxIftDG3wYG/TEnmMzADlYULjc/t5s2wYQM8+VYxvcOJN9QOiuiDEQgsywxk8vPNAKZ/fxgyBO65J0kLma52Wup3wFtjIFTR/Lv8CSb+TO7B5jgtBTuP+M2xXm50nXu2Cm7eSIKAnhOAT5+FfjXN9tAqGjj/XJg5OHH9pG3w9v+SEFk6eW5+8Qv4y18S/a0ffBCuuWbPWS09+uWj3PThTfjDfjSaLHcWr1/wOscPOb57DtDTO7udqb8dhtcKE18O3oFw2hITq6w9uiIsRfwQ2A3BcnP8QPRvuNZkk9MRQBtRVznA8pg6xRZPPrjzwZWzZ6wZeyhLlsBzz8EHHxhRyeOB3Fw4+GAYNqwxZkJ+vpmVdLtNkE7LMrETQiHz3NfVmSCeixaZjJCPPAK9e+/tXyfst/T09lhoHbm2grBPsGQJHHVUovvb7bfDrbemRlR6cuGTXPPWNc0sYmKCUjwRO5IQNgRgVK9RLLp6EV53G6FJYuycCYtvhsqvTBKnSCdEprSilkOdAKV1pTy24DEemvcQNYGaBhFMoXA73Jww5ARumXILUwdObTUxU9J0QViK2BEueu0iXv361YbzqVDkpuUypmBMixZLAJX+Sr4u+zohcVSOJ4c5V83hgIIDYOYpUPJ+YwHLA+fsMrGK22MfmJQWYak70BpmnWkiuMdngDr8GRh4bvviUpIBqr86SPP008ZXd+tWo36HwzBmDEyaZP4OHgz9+hmDk7S0xng9kYjJOlBaaixkNm6Er7+GL780S1J0R6elcjl8OBVC1dAkGxsAmcNM1qyCqcak0vKYc1q1AkpnGZ/euo2JZS5K/vCdprPuhO2Uq6w016yqqnFdWpqxfOjb1/w/VYQiIX709o94cfmL+EI+XJYLh3Lgj/hJd6Zz/0n385NJP+n6gXp6Z7ez9S/5EGadlRjUP38inPA/4zPdVqbIZNO1nr0Vtr8Lu+fB7gXm2YjUmyyOmcMgc5DJ7ugpiAZZ9EQD8lvG792O+r+H60xGyLpNZqlcDqcthfTi9uvwLWPrVjjnHPjqK+PGatvG3P3++2HKFNOR9Hg63nkMhUzZnJ5h7Sz0VHp6eyy0zr56bfeEVby48gn7EM89B9dfb4Jvx/jySzjssO4/1rOLn+WqGVe16GbVGlrrZtuP6T2GWVfMaj1bWVPqS2Dbm7DpJaj6GgJlUc+T6MBT26Y/6u4F2aPMeLj/WZAxsNmubNvmxeUv8viCx5m7bS5ghBuX5eKCgy7goMKDeHjew5TUlhCyQ6Q50shJy+Gigy7i5qNupiizk/FYOykshSIhzn3l3AaXQzCi0oDsASy/bjlZnrbNzX8767fc+/m9DV4yCkW2J5tZV8zi4NBG+GJ6orHK8Kvh0AfbF5dEWNpzpFRYAgjXG1evqhVxAc4UDL4IJvzJDOhcSfo1NLkxyqp788OnnuSDr88mEDADmaIi+P3vzQAnFDJuFd4khOZ4fD4jTCWd2r67Oi01a+GjY41FRfygu7NcB1S1u1XnSabT0oVz889/wtVXJ85s5ObCf/9rBqyZnYj3HAiYpbVrW15fzun/Op1lO5eZlJguL/ccdw8Lty/k9W9eb1h3/oHn8/gZj7cbAL1NUtjZDUaCfLDuAx6e9zCzNs3i8nGXc9khlzG5/+Suz2TE6Er91zwBi25IvM89BeYFMeCc1q3zWqKlF4blMS/xiA+KT4IDbzMxy2LWfZYbnEkqHHbItGPY4PBCCzNdApxwAnz6qRHrwQhBlZWmXbaS8OQVhL3Kvio+CF2ns9c21cKPZZkGMlWIsCR0hhTe9zM5ljPVm9Tqxg783/4GV17ZubhKLRGxI9zw3g08s+SZhBiz2e5sZl81uzGzdQtorbnqjat4bdVrDcGmXZaL3t7efHjJhxxYeGDHz48D6I1J7gQmRsluINzCtjt3QmEh/rCfP835E7/8+JfJH6cFBucM5oNLPmBErxEdK9gJYSkQDnDWv89i1qZZDecOTGzfBT9cYKyO2kFrzSn/PIVPN35KINLospLtzuZ/l37ExNW/hp2fmMnfGIc9BkMualtcSnZSWoSlrpNyYQmM+8vSX8LqR8zNEMsUp5ww8PsmXWDeeHBlm4Gm5Y66o1jGPcUOARpeSZyynnz7HBZuOJSwbZ7WQYOMRYvT2XIGgZTRnR3ScB0suRXWPd16MLhkacOksoFUd6a7uP/77jMuifHiklJwxRXwpz+Z3WRmtp8xrrbWbPP++3DddSbGS1NW7VrFCc+dwK76XQQjQbwuL9cddh2/P+n3hO0wp/zjFL7Y8gX14Xq8Li9jC8fyzvR3kp/FaEo3n/tQJMTHGz7m2SXP8ubqNxNeqDF6pffiooMv4pKDL2FCnwldE5m6Wv+yL4zlUtiXmLI1vS8MuRT6nAx5hxpLIjsIKHNMrQENDo8p+582/KOcGXBebevfC93Gb38L995rXNjAPG+ffQYHHWTEfRGXhH0aEZb2Kjtrd/LwvIc5qOggzhlzDs7uTPKyrwpLyQo/qUwiIghNSeF9r4Fh1kY26kENt3DfvsblvVcvM37rCpX+Ss588Uzmb5+PP9zoKZPhyuCTyz9hYt8Wx/UJROwIZ7x4Bp9u/LRBIFEo0pxpvHTOS0w75ocpOz+bhvXmob9ewpOLnkTbmrqodY7LclGUUcQZI89o1QopFAnxxZYv+HzL59jaxtY2lrJwO9xM6DOBW6fcyqnDT8VhtTxgCoVM2N+SEjh8cvM255WXNU6nuUYuV+Pi8Zim7MNdz3L121eS7vSCbWFrCOsgp/iep7DsfGzbNFsejwlpkp5umrb4WMdag8+u4knXWPxUgFZoIKLqyQkdwOWVs/jVxMnkuDfjUnGeUAO+B4c9biakk80y3dKktAhLXWePCEsxqr42GaG2v2M+2/7E7z29TUyhzKFRs0GXEZpC1VCxuFn0/H7Xb2V7RWOwskMPhdmzU+sm1RStNaq1EVNX7pPyxcZXt+wz88RF/O2XcaSbYxYdA+MegLyD2y+zjwtLAA88AHfeaVwW4/F4TBDAs882S16eCQYY27VlmRmQL76Al16Cd9+FLVtaPvxdM+/irll3JZjApjvTyUtvjPujtabMV0bYbpxmcFpO/nPefzhz1JlJ/54GuuHchCIhfjPrNzyz+Bm21xi1LOaf7Ha4Kc4sJsudRXl9OaV1pQn+zg7lYFTvUfz8iJ9z+bjLOy4ydce9E643gvPX9xnxKNyCCOQdaNw/HV4jOtsBs13FMvC30il3ZhrRCRtGXGcsltx5RuR2pBlRqiWW3QnL72q9vg4vnN8NwRn3Q7Q2wu2dd5o4Ch4P1NTA1KlGCD76aBO/LhZHybIal5gwbNuJi1Km81FRYYJ3C20g2bG6hghLexytNZ9s/IQH5zzIu2vfxY5OOual5fHjw37MtROv7Z6AtD2gn9Ph/Sez731FGOsCfr+Jl1pSArt3m3dBRYUJk1BXZ94fHk/cnBPmb/wpU8pY0vr9ZlCclWWs3/PyzFJYaBJF9OsnEyAdopP3/cqVMHmy6R/ENh04EP73P3NLdSU5xytL3+LSV6clTMm7w/Cfl+Gk9cnvx++EUy6GuU0SFh9aAl+8lTpvjSOfPpI5W+ckrMu3BnFU5d+IfHMKFeWK2lozzs3Ojhr3O2gQfGwb6tjJygE3U1LwD1CJFpGfXLiQcUWH8t57Jh7xokWwaZN5nvr2hZEjYcAAuPvJYjJqGtuOQF4Rc17bQTicGAtz+3Yzrtq6FebOD1Di24q2wZMGdgTu/20610zva86pv9Gi3eFoFJRi4lLs9GgNtYE6Smp3YEcan+dcbxaDeheiInXw2feh7PNEtzjLDUMug6GXGWMVHTZGKk2zq4d95rtXWoiv0JOFJaXUKcBDGCO5p7TW9zX53gM8D0zAGM2dr7XeGP3uNuAqTM7u/6e1fj+ZfbbEHhWWYtTvgHXPmCBclUvMgNJyQ6iWFuMLtcLcNYdzxh/ewa/zG2bJzzwTHnvMqKFpaZ03rQwG2y67uWozzy15jscXPs6C27dR3GSsWZmTxrKl7zNl4JQ2/XnbpX4HrH8Gtr5hhDkdNucKBWiIBI1FR84Yk9Jy2BWQ1oERWDd2iHy+xpd+RYVxg5l2Zsv7f/IJ3dCwOByNi9fb+LKPLenpMHcunHee2W9tKwYo/fqZGY/MzMbgv+vXN2aeaOnnaa353svf4/VVr3f498Zz7/H3cuvUWztWqJPn3tY2X2z5gr8v+Tsvr3iZmmAHorG3Qr+sflx2yGVcdPBFjCkYk1yh7uxMR4ImTtjWN2DXF+a+d6Y3vgBaw3I3WjTG8BTC1FdMKtddcxozdeQcaGIsZQw0cZayR5oMlcpl9pMQYym6vDO2+TFTmXFuPxgIgDnEF1+YZe5cE4S7stI87yNGwKhRzYN3OxzmWY0tPp8J2r1ypemARlKXrGP/QISlrtHF9qy6GpYvNx3s7duhrMycslhn2u02A4FYoPpYZzrWkda6UVCtqTH3fyxLYlGRGfzGkouMHm0Gwj2V8vpynln8DH+e+2cq/ZXUhepwWk6O6H8Ea8vXUlpXikLhtJxMHTSVm468iROHntj5vlRX31URvwlVULcR6reDvxR8W8x7yvbD8R+0XG7uDwHdaGUbCUCoyvR5nVmQ0R/S+5k+m7c/ZA6BjMHNswB/C4Wla64xCSC2bjV9+eJiE5+nf3+TxMHjMe+JUCg5b8LY8xazsrD6FaN66LnZmwSDjX380Qe0/FzN+lQ39Omdzsb+fWamee9nZ8OqVfC97xlRIuaRoJQJY3LLLSY2biBgxgRtjcXCYdPXd7mMQPL738Mz7+wD930n25yvv4YnnoAXXjCT6S6XORcXXGAm5wYPNufP7zf3fnsoZZ4fpUxf6he/MCELPB4zljrqKPjNb+CIIxpjY7rdpkwyIqttN9bl3/+Ga681YzaXy1y///wHTj/d/JbYxH/sveZ0JlosKUWDVVPsbyhk3p+xcg1hTLSGTS/CohtN/77ppLSyTJ+/91Hg7Wc8orAgVGliYJXNhsqlzX9QTxWWlFIOYDVwErAVmA9cqLX+Om6b64CDtdbXKqUuAL6rtT5fKTUGeBGYBPQFPgJiDqNt7rMlUi4sJfNiywOGAsOAgRg/VDdGHgtGl2rMr9sAbAGiD5R/007++kohjz7a+AKqrzeB4I4/3izDhhnBweNJVExjOBymXCBgZkTWroWPPzYPWzzbq7fzm89+w9tr3mZ7zXZsbaO1xu1w851h36FPVh9mfDODnXU7sbWN2+HG4/AwdeBUbjziRk4YekLiDu+8E+5qwzqiJfKBbMAVPQeV0aUlamraD0TUycZv0SITLP3jj03mp/JyOOMMMwsRU7xzc2Hw5GKssibXv6gIXbKjoROtdePLoabGvLAOPLC55Vms4br9dti1y1znjg42MzNNGZ/P+ANf9vpl/HflfwnaRn2KBYo7ZtAxWK20qvWhemZumNlQBsBtubnz2Du5dcqtyVv+dPLc//Tdn/Lwlw8DJgih1+UlFAlx9uiz+fXRvzY+4G2gtWbmxpncMfMO5m+fj9NyNgTKA/j39//N+WPPT1n9k2oT0jFtwnBgRPSzG3Bi7vsgUAd8A6zDtAuxy1FQYEZ18XiAQiALyIhbMqOLFV0URtu2o/s7Boi/D2uAX7ew/+4i1TE3MjIafdX28P41UEsmZRRQSiFlFFBFDhEcRHBgY+EkjJMwafgpoIxCSimgjHzKsW76OfzhD6mr+x13mDY5VewLgzyxymmdTp6bZ5+Fu+82yT9iLp9//CMce6wZBMcGv7FZ16ZL7BBNF6UaY0TuD0kotdb8ed6fueuTu6gKdC7447iicfz7nH8zqveojhXs7H2/5glY95QZgFgek9Z62FXQ93TIGm7ig0YC0H8I7CxNLFtUCJtXxw4UVxcrGu4hOqpSLbultFv/fcHaKoVtWp6qpFLnkJVlnqHBg40YAeYVEwqZvnvMFae9ZyQSMX38cNj8tJxRPTt+ll1YTGBjCYGAGdfE2plwuHGJv4StXc6mll0Oh+nPL1liLFpWrzbJjbKyYOxY07cfNMgI26deWYy7PPEcRgqK2LZgB5GIOee2bfrb5eWNSZJ++EMjEIRC8NBD8LvfmfrWxM2R9u0L48fDuHFG/Bg92ggWTqfZNhAwY7XZs2HxYrNs2tT2b231h8fTyeeq0l/JzA0zmfHNDGasnsGKu8ubGRyUZip+9c+rmDZqGscOPpZsT2Kw16oqM26K/UaAyy6Dv//dnCtXF0K6ArzxhvHuiOftt+G007q233h0UTEbSr0sYRzb6ctW+rGDPoT6DMDZtxirVy6ePC85+Q7SvBbKYeFwKiyHeSHaEY2O2OiIJhK2qam0qSkPEa6oxi7dzcOfHExuUZzHgR2Gjf+CFb+D2vXJTUi3RjLhY7pAqoWlI4A7tdbfiX6+DUBrfW/cNu9Ht5mjlHICO4AC4Nb4bWPbRYu1uc+W2CeEpc6SDUzKgccehFA1pTvCfLFsOHOWDeCLJX3ZXprBroo0an0uPG6bzAyb4mLwelXDA2oyDml27IDaOotA0CLTG6J3np91m3OI2BE+3vAx93x6D59t+axL1fU4PDx86sOcO+bcBBerdtkHOxX9+5sXRIzCwsbL3NQMubvR2sRuef11eO01MzscyzQVDJqXWaxT7nI1duqPOw7OPRemTYNIWiknv3Ayq3evbvChdigHg3IHsfDqheSm5bZZh1W7VnH4U4dTHahuWOd1eTl9xOk8/93nSXMm4Y/ZyXNfUV9B5f13wkMPN6zL9UNeEt6STdmRCfVNfNrTr72LwLW3N5i8xjoo8TPqWsOEiS3Xf8F8U/+mPy82M3HgicW4dvfgDp1yYOnUmM88m/Fj5l/6SMOMTloaHHlk4zmPRMz1uODClv3foblLQCx4dmzm0LJM9suSksZ9hkJw/vnmeOPGt3xd53+ZeF3j/8ZmJEcfV4xz1561mrG1TXl9OTtqd7CjdgcnDjupxeJrdq2mOLOYTHdm9wWw7wgiLO3bdPLcXHmlEZcyM82A1+s1unN6uhkoOBxm4NvRQUFsINzR5CP7GjWBGl5Y9gIPznmQjRUbE1JJKxQepwdHK+JKMBJsSKkdw6mcnD7ydG484sbk02p35tpqG1500GAdDiaxxNRXTOzP9gShpILFWjA9iXfJPtgHBFLbplkWJXYhC5jIBoawhf6UWP2xi/vi6l+It08urtwMMnOdZOc6cHkUDqdZnC6FtjXhsCYS1kRCGn+9proiQl1FgHBFHfe/0Ifc3kk8lPugtdj5vMjLXNDhKiVDMNg8Ru1555lwEmDapfZimnaUUAjeeQcefhjmRL3AXC7TniYzeWxZZk7Ltk3/yJ9MX7iL78JQJMS8bfM49+Vz2VHXeTFiYPZA/n3Ovzms32FgOznxRGPlrZT5HWPHwj/+YSbsg0HzXumMJ45tGwul//4XnnwS5s83/b3MTCMsTZ9uJvTz8xutxmPET4TET37EiIm7FRVQcNCe7efUBmtZV76OzVWbKalcQ+W2D3DumsMRjmrGeaJzxUphKSeWsrAUWFqjlELlHgx9vmPCx/Q6PPlEYp0k1cLSOcApWusfRD9fAhyutb4+bpvl0W22Rj+vAw7HiEhztdb/iK5/Gng3WqzNfbZEKoWlFaUrOP6ZUyivsAnXp0MgG4JZEE4jw5FLliuXdEcW855/jIL6RGl3tzeLs35kYt5o7Gggsgj+UBB/OICybK4f8ySv1pUzwAkDnNDbgvTD/8qwvGGM7DWSvll9UUoRDhulfEeJoqbGNDyhWZdiByupJESJHabcWUNadgn13lK22RG2hOH4Q2/ikUVPU+GvaKiX20rDoZycVHgxB6dNI+z3GCHDaoxJbmvQtmZreCmf1j3B7vBmwjS2dBYODs35DpWRbSjLJs3lJoyfXfWluBwu3JYbl8NlFsvFkh8txUc6leRG5/OdfOeOUYR0gDB+QviwPeX0y8/HYTkIRoL0j0yhz6K/JbSdhx9uTCqxQzh0LZZdx+HHD2jx2i36aAkaC5Rl/mL+auXEVhn8/at3ePHT5fg3TCS0/QB0XS8mjMnjqAlBRg8uZeSgnRRklZGd4ScjPYzTimCpMIowFuZNYeNA48TWTkK2E1+9g+o6L6XVvfG/dh1nvLw8qfusmizWMYy1DKeEPoRw4SBCFjUMZT3DWEc/tuGIdmi3ZsP4X/Vid315QkylXp5CXpiyGHegL9XVje43scY0NriPCWcbgvP4w67jCerGwNMKRd/g8Rxa8ggZrkzcbtPgjh3jYOyQIhxxVlDHHNvyi+2TmaZOWmuqw+UE7cbgUhEdJliXRv2uYurrzUs4GDSm4WlpZjZp7FhT1zOmtbz/t99q/M1NRQjLMmar8UycaF5CDRuFa8BfBsMmQVl54sa9s2D2vabTrZxmhtdTYOKnpRWgXb0Y/ccj0YEsLO2h1hekyuejl7cXaZYXt+XBZXlwWi7m3flos7ofdfdP0Vo3tAe2tslJywEUITtAZqZmVfh9HJYTp3JRHtyJP+LDoZy4HA6cyo3y9ebTO6oI4ySCo+GZiuDg9P9XjG0FsQkSIQhWmP55xUSUD7y72HT3//BX5uOwwmSnV5PjrWLD6joTCy7iN4sdhPEXQ1kTU8KCXFj0PKDM2w6LhJlsy4Pqe2JCkfHjjXUg2jbnvH6bccW48mKorTJWnQ4gNwvu+110NtwVdetzRv/vBk8BO2sHUjysMZ2t0xHiped38b3Tq0wcu3A1BKtgwpWwqzqhHvTOhjkPRjtjKtrgRQdcyjIvZFeOMTd2ZZvr7o4GtQ+WQ2A3BHebvwPOanZdAVj1MFjO6L3jaLyHHGng6cW98/7Gb5e9QV2kBd/WOEp+T7OZwh0Z0OcXrZfJ92RzyP8Ws+GbPiilwQ7Tb4Diny9GffNjv7uThOwQ02ZMJNfTi4ptvdiyyYWynThrhmPV9eOh3xYwvG8hkwcc0WL5Tzd8QpmvjLK6MjZWbmRD5QbSHGlUBavY7dvNgeWjGOpbmFBm0tRpHD02cXrSUdhy4NJIaWMfYGX5BtZWb0k8/ksn8PZ/R+Jx+vCE1pPjreKvj7rIzvRj2fVYKoxFCEtplOXA3BcAGhW9xzXRcxi95W3bRmMRtl0cc/ditlRkRbeDwkKLt/50Lv2zmqdfhtb7/lWBSv6z+l8NseQA/DU+/rHkDjxK4UHh0zZ1rjQyMwpId6Y1LB9eObvFfR739GT8YT/14QC+kB9/2M+ArL5EdIT6sJ+Tc7LJLt/B+h0D2bKzF2U1vfBVHU1x7YX06esgL88iNw/6FEOfvmYAFJv0cDjMrRWzMFhUMZN11cuproHqKqjzQfmSIr7enqj+r599KEPyhrR8Etpg5oaZlNcnttm3/aaUnTsUEVtTVx+iT7GTG86b0Or5dlGPUwVxEEYRQWNh4ySsnQTJMG2v5UChKAtu5g+bLiBg16Nw4NKZgI1Tp3Fs8I+8cvt0QkGL0lIalvLyxvNh2+AL1/DW2v8yd8dnuLOqsL078Hs2QUYp4wccwI6aUupqFbXVTmx/pulnhtKxIhlku/LxOnLY9sxDLZ6PST/9PbaONPQxIzpMIBQmYkewrSDHj3JQnPkNOfZSXPZOLO2nf94oTj/g+3h6TTRu1Z5e4MqNBoyNdQRteH1Ag7C0JQRv1zUY2jfwfh0Eik+kOLOY/LR8Mt2Z9M3qy8CcgQzIHkBRZhGWsijKKm5W95Lq7ZTVlbGlegtbqrawrXYbNf4ayv1GZK+v9rLh/TMSrt+h4y1+NO1whueMaRDkRoxsuV1b/Y0p5AvX8eXOTyjzlyR8v9tfysxtb9I7vZhV84upr/biCBTg9vfngL4DeOyBAWS4MlqsO8CG8vVsrd7K5qrNbK3eSmldKfXh+oYJgo9vWUna7rh3qBdjZZweXbzRv05MQBeXE5wOcFjmrx2dNYnYEI4zV/ID9bBejaP0wdfwhzPxR3IIRty4XIn9Ia1b7ke11oeKxQW0LFDYOKlBharwOKrwumpId/nI9vrp2zeMpcMw+NwWzw0bX6KxnxA7fqzz6WDaa//krfn1ZCqLXMsiVykOH9SXXulOvJZNbrqHrDQn6R43aS43DofCQmEpFX2VGeHN1iYmp21rAsEAvmCYGn+Yd1cNZc6nY/FtGkeoLotehUGuuNzixOOdDB2q6JWvou2YIhhM7BvHTyzHxIiY25Pfr6mp0VxzqxeHP8CQCuhfDU4b+tbA2FIYWg7b9CCWcgiLGcdsjmIlB+AnnSBuwjiNjbMKYjkC9EpfzaCsL0grWESg3xK8adv41Q+34UvLb7Dmik2sxbBtOP2Mlu/7d95u/nKJb/+W13zKc5vuZI1/DmHiMpOhcOIiz9WHHGchTuVp1mMIaj9V4Z1UhnYSIZQw/nCrdA7IOIqL+t5Nb/8RzJoFX31lrLAqKmDoUJg0yfwdOhSGDDFWXW534/mNxViKTUCGQsZFe8sWY921aRN8dsBENlVtoqYGAiVDULtGk1Y9EGfFcKgYil3bj/zMAvoUuSgocOByWTidCpfTgdNlEw5ZhMIRwmFNOGyza1eE7TtCVNSUk5lXwfbV41u+p+PppKj39KJn+PE7PyaQTMxhTA87x4J0BV7LPEk+DT4bqm2I1yw9lpeym3aTlZ66IM2pFpbOBb7TRASapLX+Sdw2K6LbxAtLk4C7gTlNhKV3MOewzX3G7ftq4GqAgQMHTtgUsx/sZv747Bp+fmViisNt28zD0B3c8uEveOCLFLlG2BbDNpxBlauQqirzgGZmwqUnj2f66CsZ0CeN7OxGX9JYJwgS1VylYPbWz3hl5YuEtelWxB76f658KloAqBoI2ydA2Rjzt2og1Oej+/7teAAAIABJREFUgjkMzM+iT1+F1x0mza1xezThdAgFIRhUBIOKgM/J9hKbkt21aE8lwwo38sBpj1CYXUrvrF3kZVRQMP4srILJZqCfVmQ6QiOPgdJdib+9qBC2rKUxNoANb46CQKP7zx27YGEQTvXCEWlG2MtLy0EXHYOdfRBkj8Ty9sNKK0R58lGWxwxAY9n+wHTAdAStI6i3D0TF7X/MZgcrA+1PVXRmEEl1ESOs0ynfZVFdDaEw9C12cMdJP2fCkBEUFBiz39jMQMy/N/76xl6Yn235lBdX/AOF6b9EwjB/YYhV6c+lpu4Av98JdbE4WprC7FJ2rt9iOrH+nSbug28TvPycCVKdlhZNleiEdK+Jcq+UEQZU1PdLR8CdD94BHPDuo6wqqyMTi8npmiO9YaZkhTkwPUihK4TGIpQ+GJ09EkfmYCxnurm+DjfKkQZ2CB0JoO0gdiRApL4UalbjqFlN0Ac5P0j0hX7rreZiFtB8xi8Ji4x31rzD6U9dAhuPga1HQNkBUDWQ3t4Cxh+Qy4A+HgqLIwzqo+nXT5GVBQ4nuJwKywE4zf0QiUA4pAkEzSG3bNWU7nBw/ogRTO29ofGAygEXdsLkNkaTWe0RmxxURiKclQFT0uAQt6K/C/LSc4nkHEwkcxiWtz9W1jCsjAHmfCsXynIaUUbbaDsEdhhtB3HMOhMVMp3zUNjB1soh5PVOI0Ovx4Ef3XcaatR1kFaISiswQc8d6WZfdhjTOMU3aLF/ouLS6wNQcfXXrmxUv7Ng9zwTWN2VB8UnQq+JJilDWgGMPrmFNqcItm9tHJRpG94YAoFG95LrSuFvVaaTUOCASE0RGYHvk1s7mXDpMELVvQlU5eCrSkdHXFiYGSqXU+F0abTWhII2wZBN0A5SE6gi5KggnL4bMnbCuRcmVMnyFzB5xAgm9ZvEwYUHM7pgNOnOdDjhBDP6jZGfT+iD91hbvpZlpctYuH0hK0pXsLNuZ4LA0UB9rnl+fb0aJ1sCWWRYvVj/7mMUBhKfj93p2Zx20SNGSCWMTYSIDuMLBKjx+6gOlzNk+HuszVpJepz3blB5WHTN4sQUvy3NohcVwQfXwvK7qI5Avw1gxfX7/DasceQz8P+3d97xbVXXA/9ebe+ROHEW2ZBFFiFQZkLY0DBSZlkFSksLoXTSSVlldNBfoS2lbFpWQ4GwdxiBEpKQSfYiznDsOI63ZEn398d9Wo4kO9Izidrz9UcfyRrnHT298969554xJO47O4rh/BTpTNZ53Rw3EHOeRs43Cp7vHz3ua0PQe63CGdY4IhM0BZO3wIcPJ99EKr75VXh8XGyTWoE3XEijp/POkJmej4e7YUMAnHGnAa1g4x+hj7VZPx6aKYimfUZuQVxoFC6ChJxBRt+wNaHobNABTtyEtBN05McN079kMM8c+3n0WhQ/3ogfnqpQMzpoFj7WN6/ksk9PwO2ILXcHwm387Maf8Ws6pOT3xBRY6A/0xsTKl2JSiZ2YVGHr1GA2hBmBgklRrgdqzU/83sBz4Ol/0RouYEXbV/i89Sg21x/NCkZTRzkOwvTr1c6okdC7rwOPz4nHCx4rAqU9oAn4NQF/mJa2MBvWh1m5QrGryYfuvRhdndoJFiXVcd/J9eTm927mdx/9LlrH0KEceBxuHEpxfN/xnFw5nJ4ObRYTdNAc99bxHybMkt21zK7ewMrmXYAmGKfcSDesiHiaNBAosJxi+RDMg6AP2vNw6QKqnnmX3q2xSeyOPB8TLjs/buE1RFiHCITMwmtAN0PQBXlNULkIXPETYPM98lx5FHgKWHpzLb0aEyN8dxQ5GPnzUprbmxNafkfoU9iHMb3G8Ob6N/fcaWFlvkdbGbSWs+2xpVS2JbrUtvs89DnzJHCEwBEEFTKPVQhcbZBXxyvHjuTk0jbU7qXgrzXXkom/ta4jfcBbZq5VTp816I47KBPC5q0Z5fMHJFxr1ZrIvlewaxCVxb04ceJBHNbvMCb2mciAkgEopeg9bDzOHbGxaahXBdvXfEZVQxULti3gk6pPWLVzFTUtxukf1mEme+GTjj7x4z+AXkclPmcdl2FU7LzQqy/htesTao86X6hE+WO6N4ehoGOlhq7UhtExo9WoWLRfh3HI1K1u5jS3o4BK3PQP9KBXuIAe2kcP3PRyQr88Fz2KiykqLMHtcuNyOszinUOZ2jjhMMFQiGBI0+pvoaGhjuqmFrb6FTf7Putc10xZPwUeexfQDOy5iQE9NvPqs9so9OyEtlqzQBdshNOfgroODoryfHjjKmIXEOs+2GKaxji9HHLzESx0fpTwsR9dW8YFYy5gfOX4LkVQaq1ZsG0BTy9/mvrWxAXIi8ddzDEDj0l4LtQeYsuGeqo21LO7tpH6nS3sfuBf1Dd5qQuV06p95thx56EmHRKNTi8pDlJWEqSkOERpuYuycg/3b5zAcflwVB70dUJhfi9ClSdBxRE4ioahfL1RnlKUu9jYlzIFkLR2RqPVlArFbO75Aai4cRpnV3de5zfD8/Ggr9/FpgN/Ai3l0NAPAoVceOpgRvQcwdDyoQwpG0KZL3k2kNaana07WbdrHet3rWdF7Qo2795Mg7+BqoYqdvt389iZj3HxuIvT654FkgpnA9XV8MADJvwu0s1h8GBTZNnpNBN3n89EdEQcNB3rD8Sn4GhtvM+trcbR09wMF19sVgABGtoaWLBtARvrN7K9aTtr69Yyd/NcVu1ctYduY3uP5Sv9v8KQsiFUFlQyrMcwxvceT77HxJ23tcXSqyIFZseONfm8EVpbY2lCkZXHjrpDzCERcVA4nUZeVRXcc48Jo/f7zdy/tNSEJE6bZnKKKyvNd01WgLojEc/19u2wc9EsJjTFrYY4vDB9rSkQGU84aA2IIgMLS+llv4HPf9P5RiNh4iVj4LSlpg0A2kxMU9GlEHG6dKHUWtMWbCMYDpLvzk/ZRjOeOXNMWhyY3zgUgjvvhO99zzwXDMaKzDkdGrdqRAUbcBAkOum1nGRh7SLsLCFIAaGwWQ3yeMDpNB3kqhqq+Nv8vzF381x2tuyk3l+f0AI1FS6HixJvCWW+MvqX9OeWKbdwQOkB9Cnsg6tlM82fP41n+9O4W1aYFeOyQ1B9T0b1nIwqHIjy9jARJOiYgyBuUBGb5Dlg9uCE30N7eqL6fRW+eNJEuwRbIK8PjLge+p5iCl+HA6a4dSQyRjmI1owAcxxo6/bCoAQHQX1oOI1TVkc7S0SO7fiifRGbiT8HxNMxHSsSbXXvvcaeiopMxJnTCevWmZoA9fWxkN29bWmrtbHR8PonyN/xpLGZQD20N8Lon5h9rZxmfznzrJvXSpew9vXqe80tLVbEkXJCqAXKJ8Ghf4HSsSYqSrlMDnlX6nJAQjtVreG9Vih3Ag4foFGjf8qB42/A6/Ka4yQcSDi+E5wBy26GZbcAsDMEW+In0sABLiiLV8vpg/M6tHJMRyfnBa3hgwGae+6Bt94y51+fz0ToHXWUSRkcPtxcX/LyYs7+yHEFsdXkSBHXyGreqlWwaclJfLjuDZb2gg3lXVc7HX0aYUw19Fx9CK8t+YBdbXnRKMbrrzcl9sJhHY1aiRSqDIdV2sW7yPeIRL5UNX7B6L+OpKU9Fj3pVE6+NuprPPW1p7qs750f3snN791MSzAmJ9+dz+KpVzCs4VMzuA7Um7oyh95rOi063DGHZGSip6yiZQpYfiesuDPtdm+vd3NbvSeh1lu+O5+3L3mbw/sf3iXdtzRsYdg9wxLOr16nl3NGn8PjZz3e5X2wt7y29jXO/de5CU0UCtwF/PHkP3LlxCu7LOet9W8x4+kZNARi0YIF7gKGlg9lSXViR1y3w03tj2v3qNGRjns+uYcfv/XjhP1T5CniufOeY9rg46D6HdjwGGx5KXauCbVC+QToMRkKh5m6QgUHmAYJkfOUDlvnwzpoqYL3Z5joR4vPa47mpo/e5/nnjb02N5sOUN/6Fpx0krFZpzMWWRDfKTJSzDX+prVJD2xshKefCrFx6Sp6uxdR5lpFmecLDj5oF+W9i/Hm5+POL8Lh9qE8Reaa6PTFIiGtCZMZs1jXqlAA/HWEA7sJt7fhpolQeyMf127i0eoqHti6F22lkuB2uLn7pLs5Y8QZ9C/uv8fC/SmnmJQgOwmGgyzfsZyb3ruJ51Y+l7GcQnchfz71z5w8/GR6FfSittach997D+bPN+POwkLNIYfAqNEwZIimVy9NeTmUlIDXq3A6wOEEp8NE40R/1xC0tysaGozPvqYGjmxy0Ky1+a1wQEF/Kk5fRJHXSlcJtVondhVrvBFZtOzQ3XVz+57RYr+o9TBX9eeLxux+045U+gZzZNkE7h82jIXLKvhsRQ/WV5WxqW4YjvxK8ot8lJZ7KChyUljooFcvZRX1j7Vydzo1QasMQXtQ0d6uqK3R7NwZprnRT1/1Bj84+3E8jhYI7DLn5KFXmA66DreJGnbmmbFCZKEoshi08k+wOnkEXxTlNh26dy0yNpLXB4ZeBZVT0QUDUZ4ywGGuB9EuyakuWApePDBhDIi3J3zlH9C4irbGjezYuYSQMw+3Kx+XuxCnMw+PuwCHpwSHuxilnCjlsO5NNCSEUNpExDrDrahgs7Hf5o2Et71lHHFaE8aFGn4VauB5UDrSOEzC7bGxTjJ947/Piwcl6L6lri+fbD6RxlEP09Rk5rclJbFU58g5K3IOiyQpdLT1+Mi4yDxSKbh4w09xv3YHTAQGY+rqlpZCz6lQPAqKh0NBP8ivBG957DycsGgfio3BXxltHLOpOGoWHDCjgzM2BZ11TQZwFsB5nS/kZMKWLTBvnhm3NTfvue/BfI0Lvl9JfkPiWLK1pDfP3rs9+p7I3CIyTlTKFEjvztTz7nYsuTClqKcBWzCFti/UWi+Pe893gYPjinefrbU+Vyk1GniCWPHutzHlbVVnMpOxT7rC5RC7dsHy5cYJVFNjJqetrYmhnxHHWMfwz/gTB0TqOZnPVlfDrFmxto1gCoD+8Ifmsx0LV2dEe5OJGvDvNCeWQF2sqJmOrLKFrEKSzthJVunYNSJ6olHmZKxDxklV8z7s+swMJJ0+c/Ea9TPof7q5uEUcD5FUGRyxCersIfbVHsiQQMAUJVy1rJHQziW4m5dS7lxOn/yllHi2kedswFuQj7uoNzqvD1rlWZ3DrO5h4UD0O6pwM6ptG+2N1fib/bSESuh90VyUN/3sNKzD1DTXsGn3JnoX9KZvUV/czi7k/M/qaX7LyI/U8wg4cS721X3AOh6s/T/wfDj8YcABzk6Su210GmbC3/9ubCgYNBf0tjZ48kk48URz8Yk6DK26J53lqkfqnETqdDmd2bXCTUvDGnjpQKLOWoCxN8OYX8acPeno5KJfH4KyJGNoBQzKK2ZccQUHFZbTw5tvBpaO2EhJa83m1gZWNFSzZPc2avx7Fuge6oYbRhwLDatM1yQcFPaYwIyxl+HueRjkVZoBrys/5tCOj4aaPQz8O9Aa3miBzR0CwR772/MsXHsGLS3mI/37m65BAwbEnP9ZEw6ZLoJN6wm3bKa27nMadq9BBxtxaI3D4cTjLcflKcXhcOFUTpTDicfpxakUyko3cCknKtRqHI86yLwVwzhu5k9pbvXh9QTxuDU/+omDX/4yZq9+PwQDQcJNm1BN63C0bYawH2Wdp7VygcODduYTzhsEhUNxFvbF5Xbg8cBv5/6Wm967KcE543P5WH3NagaUJE95jscf9FP5+0rq22IrqB6nhxkjZ/DEjCfS77NQq3GERp3YkcgzbZ2XLCe2sirkR+6dXnDmE1Juxv1tPJ/XfB5ND1AojjzgSD74RtdqG1714lU8uvhRAnGpkj3yerBu5jorXbZ7CIVDVP6+ktqWxMH7cYOP4+1L3u6ynKtfupr7F95POG6y43P5eGj6Q3zrpW8lOK6KvcU8cfYTnHZgslDP5Jz4+Il7RJgUeYqou/pjXPOuMgWqI62bCwbCxD9An5PNb+pwm0lqV4hzZr+7/FhO/93L+EMF0Vopd90F11wTc4pmxftnQ9VzxNKKdeK1JdyOcTykWEno9HqVOA4Jh8O8sf4NZq+czWvrXmNj/cbo8ep1ehlcOpiVO1dG3+91ejms32GcOPRELh1/Kf2L4xb2tOZX336XCsd8Sn3VlPm20q93IyMOG4nTU4DDk49yF6LcBWYy7MqPc55YYymsiPJI9ECoDd3eiG5vQrc34dItZszXsMLYqMMLDjdtOKn1N9PWsIb2YAvaVYTHU2ylMboo9BThdflwO5y4HC5UZFEq2AjtzeDtwTHX3cUHi4ZaOqiEgAM76mye9s9TeWWtqfLhc7hwKUVYa64dNIafDJ1EmbfI8lL5wFkYt28iiyJh3qtezQ8Xv8iy3dtxKQctoXbC1u819+I3OGJIrB7fjqYdvLvpXdbuXMvanStZXzUHT1sVQ90wwg0jPCadxgMUutzkeYpxuwvweIop6jGRgp6TzKJb0VD+9s+hfPs7LrxeM95vbzd1cw47zIxB/P7YGGRv6hVFFuK07rwvDxBbTIxEc+lw7HF04Sj+vKzMosHTHSYgB5wLRz0dk5duLNIV50MU6xge/QsYd0uc3pG5SJLtdHWM6cwzxzzA9PWm46JVT9Us+qX4DvvSeRJshmcKE3UfcDYc/ax5zeG1Z9F+xPdhx3vQvNn8pr2PMfOIogNNtJGn1HRMdubH2ZQjbqU3LrI81Go6XQbqzbivX9evSd3GflpLslsdS9YGTgX+iAksfkhrfZtS6mZgvtZ6tlLKBzwOTADqgPO11uutz/4cuBwIAt/TWr+aSmZneohjad/w7LNw0UWJReZefRWOPTYWKZUT+HdC/VLThrelClq2QMs20H5AmZVsT5nlvIpcxJxEU+wiF7pw0NRgCTab1456wnyuu6iaDSt+Dzv/Y4VSh6H3VBhyuVmpyauMrWpEVjDiL746bkAHe67IdGd3gfWPwaq7YffnVqiqC4Z/Gwaeay4MKLOSpMMkXBC67NTrwKgb4OBfmW11hp0FSzNEaxOlNG+eKVK9bp0p8B4KxSIki4tNXaq8vFgEYWSQ5/cndlipqzMO5rY24xh+7bVuUx1qPoZ1D8Lmf1kRYV7oebgZXPSYDAUDwFWc6LhNh7IG3uEAtFUTLhjEmp1r+GTLJ9z+4e2srF2Z/vOdcMGYCzhv9HlM7jeZeVvmce6scwmEAnidXpxWocR++T3415TvcXBBgQlDD+w2EwIcRM8B1qC3OtDKZZ+9xgd1W8w0UWtaw0HQ4Lo9QDAQm4medJI5Z9pShztQD3NOhbrPrIGbAyqOgkP+YCbZELfCqRLPBQmTvHhH2dA9zgn6rO3U1JhFirraAK5dH1De8gKloU8pUuvxqZ2E8BHWLhy0gwqjCKPQVrUiB1qb2nQOFcBBkJZwb5oYQs9zn2f0/Yexpm5NdJMep4crJ1zJn0/7c6e74O8L/871r12f4Jgq9hazfuZ6euT3yG7/doHPaz5n0v2Tos0UwEQtvXvpu0zuNzntZ7c2bmXon4YmROPku/KZde4sThl+SrfpHOHXc37NnXPv3CNaqv6G+i41ctBa0+f3fahujp07HcrB+aPP56EzHqLszrKE/eJQDr576Hf50yl/SiZuD8I6TPHtxQm/rUJx7bjz+b/210wL5si5pP+ZcMQ/Yoso6ejkfP+TJ+/gD698n2A4Jqe62jTutMVuaz6Cjf+E2v9A0wYTKTX4G6YYa8FA8FWa+m+u/Ni1UqnYOee5fnvlWAKzuLhyJWzYAOu3NPCf1WtZsGor27YBLT1RoXxKPT0pcpeQ787H5VLRBYlevUw3rT59oHfPVq4s6rA8Pvw7cGgSW03mqenKBDh/ILgLoGG1+f4lI6H/WSY9uWCgGWPpUNx4IQ0dIjcWbxrLk/Ou5J0t17JqlYkemD7dRINPGNtK3/IdlHhrKHDX4tU14K9Btzdb46ogWmuU0w0OF8qVB94KAqonzaEKGgMV9B1Wwksb3uPeefcy94u5CV14wdiXz+VLmnoUDAdpbW9NSEVWKEp9pVwx8QqumngVw3vElenQGurmw+bn4ItZ0LzeRPU6XOhwwCwSOH2QPyB2HEX2W8sW43BzeI3DQod5b+VIrl54Axs3ugmGjBP1lBNd/Pj8oxjSv4iysljTjEgmQyqW1Sxhc+MmU6vIaWT1yu/LEYMOSf2hbGndDjveh+q3YdcSaK0yY/myCVA03EpHrARfT1NfLKE2oiO2oKDjnA+BOnP9b/4C8nqbecOuz0zrdxT0nmIcGr4+llyrZqMzzqGqHPD6YekjcMDIO/JJc15oXAMtm42cwsEmWsrbE/L6mXG6p8g6L1iRjKhYtL0OmrmJv9bo2bbNzHkOu7979ns4BHPPh60vx46xgoEw6V6o+Io1V4o4y91x0cEWmY6/g9bvE9hl3dcTTe0Nh2KPI4vXkZsjbr+5S0wEVcmozhe4syGTbupdpZs7A3e7Y2l/QRxL+47HHoNbbjGTXjAXmXPPhZkzTdpdOGwmuJGWw440iwSRlp7BoJkkK5VjDqovk03PwMeXmEFBhKmvQ69jzIm6M/ZxVE6UwG6zyty4Dlq+gOZNxrkXbDEXG3epKSzq8MRdmK0TfvxFP+y3ItoagLBZzVjyS+Ms1FZ6VN9TYMyvzMAi7DcDB1d+5xMPMNuIRMpFUsT2I7QmoTVufPe0fapU61az0tz8hbk1rYWmjVbtohJTHNsRt0IbHdCFMakdYRMxE6gxK7oFA+GIx8xgLY62YBuLti/ik6pPeGvDW7y0+qU91Cn2FnPWiLOYMmgKh/U7jIN6HoQjyYpfdVM1t75/Kw9+9iBtwbboar5DORjZcySjKkYl/ZzWmi92f8H8rfMJ6VD0cz6njxOGnsAdx99B+9ZRXHedWfl1u81EZsoU+PGP4eijza4IBMxvV1DQ+e8XDMYiSH16G75X+5p96co3Du4hl8HhD5mBXLDZsh938tXOvVnl3PkprLoHNs8y8kJN5rfy9YKKY4xzuGwsFI8wg/dImkd0IlNlnMqfftdECUXw9WbeYbOZ8siUBCdEniuPqu9XUZ6XOoIyFA4x8I8D2dIYa/VZ4C7g3lPv5bLxl6X/XjZy6/u3cvsHtyek4h3Z/0heuzi9N/e6V6/j8SWPRzuIeRweZozqJNLKRrY0bGHon4Ym1KMp9hbz1IynuuTYWlGzgkl/n5SQyljgLuCdS99hcr/JnPPMOcxaMSvhM8PKh7Hm2jUdRSVl8fbFHPXwUTQFYqvsRZ4i5p70Mw5ecyuE4iIQj37WOLK7QifXwl3NpZx852ss23YYLdZXGz/edH+aNMnYYFdsNRnBoEmHKIkPRos0lwjsNs6ywG6zmh5qJb7+kbmPi75QKnFi7PCac2zFEdQ3uPnnP003pYULzXmnvBzGjTPlCg480KTjDhwYK+kQSWmKpFpEFil274Y1a2DZMrPgcdeNGynTi2KNDVp3WKnOkdRySyenFxx5VvGzSG5NJMo8cs4Hwm0QbANCsO0N2DEncaedvcPUuesKXR3nnNsCO94jXP0h7Vvn4GxahTO0i5CjiHDBcFTRcFTxEBzeYpTLZ5xIzjzzPUKt6GALOuRHLb0RFXccam8FaoZxZK3ZuYYZz8xg6Y6lXdO9A3muPK6dfC2/mfabxHIJ4RCsvgdW/sFMqEN+M05xF5tuUf2mQ+nBJv3TVWiac8Q74JSyokvaTE3AwE4AVgbg6CpFbSgSfenArbyEdYhhzqkM9Z+Dr/mg6Hg9kpofLelDCxudb7HK/RQtaoeppKUsx5pWHKKu4P0f/f3L7xipw8ae/DvBX2eNBZM4ICJRgvFNOJTT1HX19DAlOdJ5lsNBa5E5lBgdE7HfhHqtcU4nV0HnY1Ktjez2hkQHUvRxOInjxCpzEEn97m7CQdg5D3YvNxHgTeuhtdrsM1eh+Z6+CjNmsOqboiKOzVAsoyIUMM72tu3g32W+9/HvdL/+QlLEsSR8aSxfbrp7ffghLFoE69ebAdOgQWbQMnSoqWsWiarIyzP3bW3mFomw2L7dDFZWrzbV/7vSpvN/kroF8NYUayXFGu2O/hmM/rnl/ChMP9LdD6JyvhTqFpjB6fY3oX6ZWc1wF1u1NoaasO/i4eZC5/BZIekeM8AIt8W6pLVsMatGTevMyumZG/f1NxM6oballvc2vkfPgp5M7juZPPfeeamrm6oZd9+4hAiMTJj/zfkc0jdxZXbrVlMn7eOPTVTaunUmomzQIBg2zHRMGTjQRAh4vebm8xkHkt8fu9XXW1EH6805c0uVNgO42o/NfeMas0rpzLcGc/lmQOcpMyuekY57kTpjhGJ1qsJWDa7ATuPcC7fB5L/B/Gth4xPGLgibzw25DA6aaVaCwwGzvXTh7hGeSDIwv1Bz5QtX8sjiR6Kr9U7lZEyvMUyoTN2tZdPuTXzwxQcEo/UyYGLlROZfNb9LxUjtIhgOUvm7Sna27kx43uVwWXU19kSjE/QGU8tmx492UOor7TZdOzLt0Wm8szE2aFcovjHhGzw4/cFOP3vnh3dy45wbExxTg0sHs27mOpRSvLz6ZS589sKE+kseh4fqH1V36Tve/fHd/OydnyVEVJV4S9j5/S9wvjrWRChEFlp6TIZjZ4PLivSxgY8+grvvNnbb1GRssmdPOPxw42g65BDjpOnRI+bUj9QdidQSizhotm41jpkFC4yj56U9/eC2cdttcOutRoeWFhPpescdcOmlRhe3O7OaHOGwGeN1W1o1mInoqv+Dzc+aaC5nnqmFOfBr0HuacZa4i2IT0I7Rrx0ilFListLQ2puNvIOug8EXmYWMSB0kZ17nafQpzmfxaK2Zv3U+982/j6eWP0UwHCQQCuB2uBlQMoD1u0yut8/lY1DpIK6dfC0XHnxhchtp2Qrvn2km75FxoKcMDv0r9J9uFhQ6LMLsjf5hDQunfspzK57jjrl3JKS4ZsLUgVO+aw1IAAAgAElEQVS5YuIVnDL8lLSLBML/AJEFRB2Mc+wFzTGrHJZDzLpFnWP7cqVUAHEsCfuYSArOzp3mVltrJkLBYCy6ItIxwuWCsjIzKOvRwwzYysr2vkDx/xT+OvjiX7D+YeM00SET3dP7OBMtUHKwCZvN62MGTjpEbNVEx9L6ItEi7Q0mTLZpPexaBqN/vK+/of20N5koJn+t6RDorzU51S1brAGkFTYcWaFyuMyKSl4fK/y4wtyXT+jeUFlhv2HZjmX87O2f8fra19Fo2sPteBwevjbqa1ww5gI+2PwB93xyD/6QH601LoeLiX0mcuOxN+5VClN7u3EuRc6ZkfvW1tj5UqnYObOgIHa+LC8392Vle5meE41+sG7RyDFnXPqpRbgdXj3ERJ1Faid4e8CxL5vJnrtgLzZskWIitq1xG/3+0C+hlXEmvHnRmxw/9PisZGTCcyue4+xnuhgxk4Ibj7mRX0/9tT0KdZGXV7/MBc9ekFALqUdeD2p+VNOpc278feNZXL04+n++O587j7+TayZfA0AgFKDszrKEiKZibzGPn/U40w+a3qluUx+dypyNc6L/O5SDKydcyd+++jezYLDoZ7DhEUCZ49OZb5o1DL4YCgZbxbydnTcOsOr8EG43q+eBXeb8H8fWqgDrFn7O7o2LCDduwhvaRLGzirK8bZTl1VDobcThCON0hHAoTSjsIKwdBEMudreWsau1gt3+vuwODyTk6c/0C4eZSNrCITbl1xmamvZ0/Fx+uanjt0+jWTOhvdEs7DRtMNELLdtMlHNLlTl3uUssJ6KyMv8jdZzi0v2xImDbG4zDZddi43iKpKh5K+CMDeZznTkkbYj6bgu28cLKF7hn3j3M3Wy66hR6CrliwhVcdchVjKoYlVpuKAAvDofWLURrSRaPhGlvm+64nUVVZ6D//K3zeeSzR5izaQ6rdq5KcIaP7TWWbU3bqGmJdZ8r85VxxIAjOGHICXxz4jejjYUEQchNxLEkCP8rRNKOGteaKIW27cZh0rbDcqDUmYgDVGzSGN9S25lvVrp8FSZn29sLRnzPttVeQch1qpuque2D23hg4QMEw0GUUvicPvwhv6nJ5PJy4tATuX3a7eknBLnK2gdgwXWJqWsnfgxlEztfyYe9nsj84PUf8If//CFDZeGI/kcw94q5nb+xm5jyyBTe2/ReRp/tX9yfzddvtlmjzgmFQ/T6XS/qWuuizxW4C/joio8Y23tsys/VtdbR5/d9EoqO+1w+tv1gW0KkxfmzzueZ5c8kFDe/etLVndbPCoVDFN9RnOCUKvIU8crXX+GoA+Lanzdvgs3Pw6anTO0ThwfQ5r5svIlwyR9gIuvyD7DSL9yxBYXWrcZ5EUnJrvvMpM2c12SiQ9beZ2ob7v7cSjlXUHwQ9Jhk7KDgAGsRosKKgnHG6iFFunC21cA7x1s1oSy8FTCjC5E1GXDTTXD77caR1Npq0u5++1v4+tdNlLjPl3mjlaamLhZg3l9592SonhOLdPNWwBnriaYTp8PmqO+q3VV8Xvs5xw0+DldXoj2rXoCPLjZpkxGOfRH6ntq1yI5kTv1kpHCMtbS38M6Gd3hm+TP8Y8k/ojY9rvc4vn7w15l+0HQO6nlQ17YhCEJOII4lQRAEQbCReAdTa7AVl8PFqcNP5Y5pdzCyYuS+Vq/7WHIjLLsViEuHOHML5Pft2uf3ciIWDocpv6uc3f7d0VcVKml7+qZAU0KRW4dyUPfjum7tpNYZLYEW+v6hb4L+PfN6csQBRyS8b0n1EjbVb4pOzNwONyu/u5Ih5UO+VH0j/OLtX3DH3DsS0hCnDp7KcYOOS/mZRdWLeH7l8wmOpRkjZzDr3MSaSq+vfZ1z/nVOQkTU4NLBrL8ufbv0hdsWMuWRKQmfK/OVUfvj2qT1zgDjKKpfajoktmw2kS5N60wXIX9NrKNspFtlpCaQtxzy+pto36JhkNfXFNDd+LhVzy9gav+N+aVpOKGD5nN7swjThZQpO6mrg0cfhdmz4bPPjIOposLUwRw50pQrGD3apOL6fOlrLDU0mBpLS5eaFN777us2tbufYDMsuw3W/NkqVNhqUoUP/C4Mutiky4fazHHSldqK4XarPqTqejpwpmx/B94/A4Jxnb2+8g844GtdqwFpo2NMa82yHcvoV9xPUtwE4b8YcSwJgiAIQjdQ3VTNPZ/cwwUHX8DoXqP3tTrdT+M6eGVsYsTSoAth8t+7LbJxafVSDr3/UPxWRIHP5WPm5JlMGzIt+p41dWv4wes/iNb28Tq9PH7W45wz+pxu0WlvWLx9MV958CvRQuR5rjw+vPxDJvaZCJhjaPD/DY6+nu/O54mzn+CMEWfsM50/2/YZE++fuMfzKR04kLT2yoPTH+TyCZcnPNceaqf8rvKEAtwep4et39+atmvf7z76Hb945xfR39ihHHzrkG/xl9P+0un3yZrlt8OyW2LpnwCnrzLRSbnUKCOO2lrTFW79epNuu2OHqftUXW26Pba1xRpBKGWineK7wlVWQt++pmTB5Zf/FzRZCfmh5gPY8aFpYd6wwjgfnQWmDmPRcONkchfHOqdFOn2FWk1HqnCbedy0wUSNN66Br+3sfNuZorWps1n3aezYdJfCsS+YrsCuDFKTBUEQ0iCOJUEQBEEQ7GHbm/DhOVa3G6u+Ro/DTFtkb4XV+SmDjjOhNqtL454z1N988Bt+88Fvom3mB5UOYv3M9dGaP6c/cTqvrHkFjcbj9HDGQWfwzDnPZPwV7eYX7/yCu/9zNy3tLSgU0wZP481L3gRg5qszuX/B/fhDfjxOD6cNP41/n/fvfawxlN5RmhBptbc4lZPALwI4khTyOeWfp/Da2liHPIWiT1EfCj2pc6o2796c0CXQqZzMuWxOYhpcd7HmPlj4g0SH6gkfmTqGXZm8/680yvhvIxToUIuxxjwONsa6h6FNKqXDaRxNkRqMvgrzuLPOYXbouPAHsP4hy7lkdQgcfjUcdL2JttPhvat/F7S6DwabIK+y21QXBCH3EMeSIAiCIAj20bodPv0ObH3VWrG3Jtzlh8CAGdDvdFO/xpVv0kLQkNANzZr8OPNNnZnGdabr0+Z/w/S1e2yuPdTOiD+PiHZLKvQU8tSMpzjtwNNYW7eWg/96cLRTWJGniHUz11FR0MV25F8CgVCAUX8exbpd6wATtTT38rn0K+7HoD8OijpMSrwlrJu5Lm3kzpfFL9/5Jbd+cGvGnz9rxFkpHWR3fngnN7x9Q8aywTijgr8MJnVc2Y7WsOpPsPTXxpkQbDK1k4ZeAaN+aibfobaupUrFywy1mHQ9p6/rnxOEZNR8BCvvhi0vmXpiQavzYsFgqDweSg+GktEm6srXO9aYRIeMk8xfYyKtdi+H3cug+l3z+EuMohMEYf9HHEuCIAiCINhPYBds+hdsehJqPzaRSsph0krCflO8uHAo5Pczkx3lAt1uJuHNm8xEJuy3apG4TX2S85qTburjzR8z7bFpUSfMuN7jWPTtRVz6/KU8seQJgjpIgbuAP578R66ceOWXuRe6xGfbPuPIh46kNdiKQnH8kOMZVTGK++bfhz/kJ9+dz+NnPc7ZI7PrJGcXbcE28m/Lz7gr3/qZ6xlcNjil7Lzbssudivz+XyrBVuP83PIS7JgD/p0mws5dBqWjoehAc6wXDIS8fqZWk3ICTquddju07oDWKqs4+GbYvdLUgJrRhVQ5QeiMYLOpvbR5FtR+Yo6xcLs5TiM1pHQwyQcj3RKt8zeYY3n6ui9VfUEQ9m/EsSQIgiAIQvcSCkDzBhN91LTWdM3avQyaq8yEOtxuVscjK+VOn1lNLz0YikeYIsmFQ82kPEXqyGXPX8ZTy57CH/JT4C7gibOf4Lxnz6Mt2IZCMb5yPAuuWhBNkdvfuOGtG7hn3j20tLfgc/rQaPwhP26Hm5OHnczsC2bvaxUTmPrIVOZsmrPXnxtYMpCN39uY9j3D/zSctbv2jE7rKo+e+SiXjLsk48/bQnsD7FpiWt63VUPLFmjeaO4DdbFOc5EIPeUyDlRfpUmRKhhoUpV8vaH/9MxSSAWhMwL1pmh94zpzfIZajfMo1GqlLvvM+Th/gIloKhxq0vn20/OoIAj7DnEsCYIgCIKQ8+xq3cWQ/xtCvb8ehaJfcT9qmmvwh/zkufKYf9V8RlWM2tdqpsQf9DPyzyPZUL8BAJfDRTAcpMRbwppr1+xX6XsAm+o3MeLeEbSFTJphsbeYZ899luOHHB99z5qdaxh337hoJFmBu4DXLnqt09pHd398N99/4/sZ6eXAQfsv27+cNDhBEARBEID0jiW5IguCIAiCkBOU5ZXxl9P+QoG7AI2mqqEqmkZ2zeRr9munEoDX5eWZc54hzypQHtZh8t353P/V+/c7pxLAwNKBTOoXGz82BZqY9fmshPe8uPpF4hcpy/PKOXLAkZ3K/u6h3036vEry15EJfSaIU0kQBEEQ9iPkqiwIgiAIQs5w/pjzGV85HqdyRp8r9hZz05Sb9qFWXWdS30l859DvAMaxNGXgFM4dfe4+1io1P/jKDyjyFAFG3+dWPJfgSHpi6RPRiKZ8dz7XHX5dl1IRPS4Ppw4/NcFxVOwp5paptyTcvjnxm3icnuh73A43dx1/l11fTxAEQRAEGxDHkiAIgiAIOYNSikfPfDTqbHA73Dx25mPkubMrBv1lcutxt1LmK8PtcPPwmQ/va3XSctrw03Co2HCxqb2JFbUrANjdtpulO5ZGXwuFQ1w27rIuy77hyBso9BRG//eH/Fw+4XJ+fszPo7f+xf0THFk983sydfDULL6RIAiCIAh2I44lQRAEQRByiqHlQ7nhKNOu/vghx3PC0BP2sUZ7h8/lY/4357PwqoX0Kui1r9VJi9vp5luHfCvqyAuFQ8xeZYqMv77udbxOL2BS2E4Zfgo98nt0WfaRBxyJ0xGLPPM4PczZOCfhPS+ufpH2cLvRxeHm4rEX77fF2QVBEAThfxVxLAmCIAiCkHPccNQNXDz2Yv52+t/2tSoZMaR8CGN6j9nXanSJb0/6djRqyR/y89SypwB4evnTNAYaASjwFHD94dfvlVyHcnD+6POjaY2NgUZeWftK9HV/0M/i6sXR/91ONxeNvSir7yIIgiAIgv2IY0kQBEEQhJzD4/Tw2FmPMaBkwL5W5b+ewWWDmdhnYvT/FbUr2NG0gzfWvRF9rsRbwtEHHL3Xsi8Zd0lCGuNb69+KPp63ZR4+ly/6f7mvnDG9csMZJwiCIAj/S2TlWFJKlSul3lRKrbHuy1K871LrPWuUUpdaz+UrpV5WSq1USi1XSt0R9/7LlFI1SqlF1u3KbPQUBEEQBEEQMie+iLfH6eHPn/45Wng7z5XX5aLdHTms/2HRdDqA+rZ6qhqqAONkamlviW7z0vGXShqcIAiCIOyHZBuxdAPwttZ6OPC29X8CSqly4EbgMGAycGOcA+p3WusRwATgSKXUKXEffVprPd66PZClnoIgCIIgCEKGfPXAr0bT4ZoCTTy+5PGo0yesw3xj/DcykutQDi48+MJoOpzL4YrWWXpx9YsEw8Ho8xcefGGW30IQBEEQhO4gW8fSGcCj1uNHgTOTvOck4E2tdZ3WehfwJnCy1rpFa/0ugNY6ACwE+mepjyAIgiAIgmAzbqebKydeidvhBmBj/UZCOgTAiUNPpGd+z4xlXzT2omg6XFOgiZdXv0xbsI3lNcuj76nIr2BUxagsvoEgCIIgCN1Fto6l3lrrbQDWfbLWJv2AzXH/V1nPRVFKlQJfxUQ9RZihlFqilJqllJICCoIgCIIgCPuQqyddHe3iptEAFHoK97pod0cO7Xsoea5YnaW3N7zNx5s/jtZX8jg9GUdECYIgCILQ/XTqWFJKvaWUWpbkdkYXt5EsGV7HyXcBTwJ/0lqvt55+ERiktR4LvEUsKiqZflcppeYrpebX1NR0USVBEARBEARhbxhaPpRxvcclPFfkKWLKoClZyVVKcdHYi3A5XICJWpr1+SyaA80AOJWTCw6+IKttCIIgCILQfXTqWNJaH6+1HpPk9gJQrZTqA2Dd70giogqIjzjqD2yN+/9+YI3W+o9x29yptfZb//4dOCSNfvdrrSdprSdVVFR09nUEQRAEQRCEDIkv4u11epl52ExbCmpfNPaiaBFvp8PJ7NWzo6l2fYr6cGCPA7PehiAIgiAI3UO2qXCzgUutx5cCLyR5z+vAiUqpMqto94nWcyilbgVKgO/FfyDirLKYDqzIUk9BEARBEAQhS84YEQtYD+kQl0+43Ba5EyonUOgpBEzE0paGLYBxXkkanCAIgiDs32TrWLoDOEEptQY4wfofpdQkpdQDAFrrOuAW4FPrdrPWuk4p1R/4OTAKWKiUWqSUutKSO1MptVwptRiYCVyWpZ6CIAiCIAhClnicHq6YeAUAxw06jl4Fycpr7j1KKS4Zd0m0OHj88xeMkTQ4QRAEQdifUVrrzt+VI0yaNEnPnz9/X6shCIIgCILwX8uanWs48N4DeeG8F5g+YrptcpdUL+GIB4+gub0ZhUKjGV4+nNXXrrZtG4IgCIIgZIZSaoHWelKy11xftjKCIAiCIAhC7jK8x3AabmigwFNgq9yDex1Mqa+U5nZTtNvn8nHFhCts3YYgCIIgCPaTbSqcIAiCIAiC8D9GkbcIh7J3GKmU4tJxl+KIG56eN+Y8W7chCIIgCIL9iGNJEARBEARB2C+48OALCRNGoxlcOphBpYP2tUqCIAiCIHSCOJYEQRAEQRCE/YLRvUZTWVgJIGlwgiAIgpAjiGNJEARBEARB2G/46oFfBeDc0efuY00EQRAEQegKUrxbEARBEARB2G+YOXkmBe4CBpQM2NeqCIIgCILQBSRiSRAEQRAEQdhvGNN7DHeffPe+VkMQBEEQhC4ijiVBEARBEARBEARBEAQhI8SxJAiCIAiCIAiCIAiCIGSEOJYEQRAEQRAEQRAEQRCEjBDHkiAIgiAIgiAIgiAIgpAR4lgSBEEQBEEQBEEQBEEQMkIcS4IgCIIgCIIgCIIgCEJGiGNJEARBEARBEARBEARByAhxLAmCIAiCIAiCIAiCIAgZIY4lQRAEQRAEQRAEQRAEISOU1npf62AbSqkaYFM3bqInUJuj8nNZ91yXn8u657r8XNY91+Xnsu7dLT+Xdc91+bmse67Lz2Xdc11+Luue6/JzWfdcl5/Luue6/FzWPdfld7fuA7XWFcle+K9yLHU3Sqn5WutJuSg/l3XPdfm5rHuuy89l3XNdfi7r3t3yc1n3XJefy7rnuvxc1j3X5eey7rkuP5d1z3X5uax7rsvPZd1zXX53654OSYUTBEEQBEEQBEEQBEEQMkIcS4IgCIIgCIIgCIIgCEJGiGNp77g/h+Xnsu65Lj+Xdc91+bmse67Lz2Xdu1t+Luue6/JzWfdcl5/Luue6/FzWPdfl57LuuS4/l3XPdfm5rHuuy+9u3VMiNZYEQRAEQRAEQRAEQRCEjJCIJUEQBEEQBEEQBEEQBCEjxLHUBZRSJyulViml1iqlbugG+Q8ppXYopZZ1g+wBSql3lVIrlFLLlVLX2Szfp5Sap5RabMm/yU751jacSqnPlFIvdYPsjUqppUqpRUqp+d0gv1QpNUsptdL6Db5io+yDLL0jtwal1PdslH+99ZsuU0o9qZTy2SXbkn+dJXu5HXonsyOlVLlS6k2l1Brrvsxm+edY+oeVUll1YEgh/7fWsbNEKfWcUqrURtm3WHIXKaXeUEr1tVP3uNd+qJTSSqmedspXSv1aKbUl7vg/1U7dlVLXWuf95Uqpu2zW/ek4vTcqpRbZLH+8Uuo/kfOaUmqyzfLHKaU+ts6dLyqlijOUnfT6ZJfdppFvi92mkZ+13aaRbYvdppIf93pWdptGf7vsNqX+2dpuGt1tsds08m2x2zTy7bLbpOM+pdRgpdQnlt0+rZTy2Cj7GmXG4NleS1LJ/6d1zCxT5pzntln+g9ZzS5QZExbaKT/u9XuUUk026/6IUmpD3LE/3mb5Sil1m1JqtXXMzrRZ/gdxum9VSj1vs/xpSqmFlvwPlVLDbJR9nCV7mVLqUaWUKxPd47aTMJ+yw2bTyLbFZtPIt8Vm08i3xWZTyY97PmObTaO7LTabEVpruaW5AU5gHTAE8ACLgVE2b+MYYCKwrBv07wNMtB4XAavt1B9QQKH12A18Ahxu83f4PvAE8FI37J+NQM9uPH4eBa60HnuA0m7ajhPYDgy0SV4/YAOQZ/3/DHCZjfqOAZYB+YALeAsYnqXMPewIuAu4wXp8A3CnzfJHAgcBc4BJ3aD/iYDLenxnpvqnkF0c93gmcJ+dulvPDwBeBzZlY2cp9P818EMbjsVksqdax6TX+r+X3fsm7vXfA7+yWf83gFOsx6cCc2yW/ylwrPX4cuCWDGUnvT7ZZbdp5Ntit2nkZ223aWTbYrep5Fv/Z223afS3y25Tyc/adtPtm7j3ZGy3aXS3xW7TyLfLbpOO+zDjhPOt5+8DrrZR9gRgEFmO2dLIP9V6TQFPZqJ7J/Lj7fYPWOc3u+Rb/08CHgeabNb9EeBrme7zLsj/BvAY4LBey+h6m27fxL3nWeASm/VfDYy0nv8O8IhNso8ANgMHWs/fDFyR5W+QMJ+yw2bTyLbFZtPIt8Vm08i3xWZTybeey8pm0+hui81mcpOIpc6ZDKzVWq/XWgeAp4Az7NyA1vp9oM5OmXGyt2mtF1qPG4EVGKeBXfK11jriaXVbN9sKdyml+gOnAQ/YJfPLQpnVwGOABwG01gGtdX03bW4asE5rvclGmS4gz1ohyQe22ih7JPAfrXWL1joIvAeclY3AFHZ0Bsa5h3V/pp3ytdYrtNarMpXZBflvWPsH4D9AfxtlN8T9W0AWdpvmHHY38ONsZHciP2tSyL4auENr7bfes8Nm+YBZqQXOxQyK7JSvgUg0QglZ2G4K+QcB71uP3wRmZCg71fXJFrtNJd8uu00jP2u7TSPbFrvtZGyQtd1+CWOPVPKztt3OdM/WbtPIt8Vu08i3y25TjfuOA2ZZz2dkt6lka60/01pvzETfLsp/xXpNA/PI/FqbSn4DRI+dPDK326TylVJO4LcYu82I7h7Pp5F/NXCz1jpsvS+j621n+iulijDHaEYRS2nkZ223KWSHAL/WerX1fMY2C3vOp6xjMWubTSYbwC6bTSPfFptNI98Wm00l3w6bTSV7XyKOpc7ph/EYR6jCxsHRl4lSahDGg/yJzXKdyoSE7wDe1FrbKf+PGKML2ygzHg28oZRaoJS6ymbZQ4Aa4GErRPEBpVSBzduIcD5ZTE47orXeAvwO+ALYBuzWWr9hl3xMtNIxSqkeSql8zMrDABvlR+ittd4GZrAN9OqGbXxZXA68aqdAK/x8M/B14Fc2y54ObNFaL7ZTbgeuscKUH1JZpDkm4UDgaCtE/D2l1KE2yo7naKBaa73GZrnfA35r/ba/A35qs/xlwHTr8TnYYLsdrk+22213Xf+6ID9ru+0o2267jZffHXabZN/Yarcd5Ntquyl+V9vstoN82+22g3zb7LbjuA8T2V8f51DNeKzczWPKtPKtdJqLgdfslq+UehgTWT4CuMdm+dcAsyPnTbt1B26zbPZupZTXZvlDgfOUSf98VSk1vBv0B7N4+XYH57wd8q8EXlFKVWGOnTvskI1xlrhVLF37a2R3re04n+qBTTabRLbdpJRvh82mkm+XzaaQb4vNppANNtns3iKOpc5RSZ6zzYP/ZWHlhj4LfC+bk2oytNYhrfV4jLd4slJqjB1ylVKnAzu01gvskJeCI7XWE4FTgO8qpY6xUbYLk0LyV631BKAZk9ZhK8rkRE8H/mWjzDJM1MBgoC9QoJS6yC75WusVmBSRNzEXg8VAMO2H/odRSv0cs3/+aadcrfXPtdYDLLnX2CXXchb+HJudVR34K2ZAOh7j/Py9jbJdQBkmzP1HwDPWqpXdXICNDuE4rgaut37b67GiJm3kcsz5cgEm1SaQjbDuvD7tS/l22G0y2Xbabbx8S1db7TaJ/rbabRL5ttlumuPGFrtNIt9Wu00i3za77Tjuw0Qh7/E2O2TbNabsovy/AO9rrT+wW77W+huY8dQK4Dwb5R+DcRRmM/FNp/tPMRPrQ4Fy4Cc2y/cCbVrrScDfgYdslh8ha7tNIf964FStdX/gYUzaVNaygdGYReO7lVLzgEYyHCenmE/ZMr/t7rlaF+RnZbPp5Nths8nkK1MbMWubTaO7bTa7t4hjqXOqSPQQ98felKBux/LmPgv8U2v97+7ajjZpXnOAk20SeSQwXSm1EZOCeJxS6h82yQZAa73Vut8BPIc5mdtFFVAVt2IyC+NosptTgIVa62obZR4PbNBa12it24F/Y/K9bUNr/aDWeqLW+hhMqo3dURsA1UqpPgDWfcYpTfsKpdSlwOnA162Q3+7gCbIIsU7CUIxTcrFlv/2BhUqpSrs2oLWutgZiYcxg1G7b/bcVZT0PsxKUdfHJeJRJMT0beNpOuRaXYmwWjMPZzn2D1nql1vpErfUhmIH6ukxlpbg+2Wa33X39SyXfDrvtgu5Z2W0S+bbabTL97bTbFPvHFttN87vaYrcp5Ntmtyn2vW12GyFu3Hc4UKpixYWzHit3w5gyrXyl1I1ABaZeie3yredCmGMn6+ttnPypwDBgrWW3+UqptTbJPlmb1EqtTXrpw9hwPemwb6owxyqYcfhYm+WjlOqB0fvlbGV3kH8KMC5unP80WY6VO+z7j7XWR2utJ2PSWDMdJ+8xn8JEuthhs909V0sp3yabTau/DTabbN8vxx6bTap7d9hsVxHHUud8CgxXpnK+B+M9nr2Pdeoy1krdg8AKrXVGXvRO5Fcoq+ONUioP45BYaYdsrfVPtdb9tdaDMPv9Ha21bVEzSqkCZXKuUSZF7URMqLgtaK23A5uVUgdZT00DPrdLfsMmIRcAAAObSURBVBzdEfXwBXC4UirfOoamYTz2tqGU6mXdH4AZqHdH5MZszGAd6/6FbthGt6GUOhmz0jBda91is+z4cPPp2GS3AFrrpVrrXlrrQZb9VmGKyW63axsRx4PFWdhou5gaDMdZ2zkQU3i/1kb5YJ0rtdZVNssFMzg81np8HDY7beNs1wH8AlP0MxM5qa5Pttjtl3D9SyrfDrtNI9sWu00m3067TaO/LXab5rfN2nY7OW6ytts08m2x2zT73i67TTbuWwG8i0nXgQzttjvHlOnkK6WuBE4CLrCcnnbKX6WsTmHWb/NVMrfbZPIXaK0r4+y2RWudSWeyVPsm4uRXmBo8mdpsqt82arOY4391cgkZywcTHfKS1rotE9lp5K8ASqxzDcAJZDBWTrPvIzbrxVxTMrLZFPOpr2ODzXb3XC2VfLtsNpl84GK7bDaF/mV22GyafWOLzWaE3gcVw3Pthqn/shqzuvPzbpD/JCYkvB0zkMuq6n8H2UdhQhuXAIus26k2yh8LfGbJX0YW3Y062c4UbO4Kh6mBtNi6Le+m33Y8MN/aP88DZTbLzwd2AiXdoPtNmBPpMkzXAq/N8j/AONoWA9NskLeHHWFyyN/GDNDfBsptln+W9dgPVAOv2yx/LabGW8R2M+0AlUz2s9ZvuwR4EVMY2DbdO7y+kew6+STT/3FgqaX/bKCPjbI9wD+s/bMQOM7ufYPp2vHtbjrujwIWWLb1CXCIzfKvw1wTV2PqSagMZSe9Ptllt2nk22K3aeRnbbdpZNtit6nkd3hPxnabRn+77DaV/KxtN92+scNu0+hui92mkW+X3SYd92HGVPOs4/9fZDBmSCN7pmWzQYwD7gGbdQ9ixviR/ZVpx7895GMW8edax/0yTAprsZ36d3hPpl3hUu2bd+J0/wdW9zIb5ZdiIomWAh9jIoBs3TfEIoCysdtU+p9l6b7Y2s4QG2X/FuOoWoVJac1Y/7htTSHWPSxrm00j2xabTSPfFptNJt9Om02lf4fns+oKl2Tf2GKzmdyUpYAgCIIgCIIgCIIgCIIg7BWSCicIgiAIgiAIgiAIgiBkhDiWBEEQBEEQBEEQBEEQhIwQx5IgCIIgCIIgCIIgCIKQEeJYEgRBEARBEARBEARBEDJCHEuCIAiCIAiCIAiCIAhCRohjSRAEQRAEQRAEQRAEQcgIcSwJgiAIgiAIgiAIgiAIGSGOJUEQBEEQBEEQBEEQBCEj/h/UycI88w3EtQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "UxjUsY4B_Zcf" + }, + "source": [ + "## Print results directly from hdf5" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "onehot, fwd and rev:\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "SvRgsV6D_WYR", + "scrolled": false, + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "4a57a7e5-da9a-43b3-dd91-b6ea65c57848" + }, + "source": [ + "from collections import Counter\n", + "from modisco.visualization import viz_sequence\n", + "reload(viz_sequence)\n", + "from matplotlib import pyplot as plt\n", + "\n", + "import modisco.affinitymat.core\n", + "reload(modisco.affinitymat.core)\n", + "import modisco.cluster.phenograph.core\n", + "reload(modisco.cluster.phenograph.core)\n", + "import modisco.cluster.phenograph.cluster\n", + "reload(modisco.cluster.phenograph.cluster)\n", + "import modisco.cluster.core\n", + "reload(modisco.cluster.core)\n", + "import modisco.aggregator\n", + "reload(modisco.aggregator)\n", + "\n", + "hdf5_results = h5py.File(\"results.hdf5\",\"r\")\n", + "\n", + "print(\"Metaclusters heatmap\")\n", + "import seaborn as sns\n", + "activity_patterns = np.array(hdf5_results['metaclustering_results']['attribute_vectors'])[\n", + " np.array(\n", + " [x[0] for x in sorted(\n", + " enumerate(hdf5_results['metaclustering_results']['metacluster_indices']),\n", + " key=lambda x: x[1])])]\n", + "sns.heatmap(activity_patterns, center=0)\n", + "plt.show()\n", + "\n", + "metacluster_names = [\n", + " x.decode(\"utf-8\") for x in \n", + " list(hdf5_results[\"metaclustering_results\"]\n", + " [\"all_metacluster_names\"][:])]\n", + "\n", + "all_patterns = []\n", + "background = np.array([0.27, 0.23, 0.23, 0.27])\n", + "\n", + "for metacluster_name in metacluster_names:\n", + " print(metacluster_name)\n", + " metacluster_grp = (hdf5_results[\"metacluster_idx_to_submetacluster_results\"]\n", + " [metacluster_name])\n", + " print(\"activity pattern:\",metacluster_grp[\"activity_pattern\"][:])\n", + " all_pattern_names = [x.decode(\"utf-8\") for x in \n", + " list(metacluster_grp[\"seqlets_to_patterns_result\"]\n", + " [\"patterns\"][\"all_pattern_names\"][:])]\n", + " if (len(all_pattern_names)==0):\n", + " print(\"No motifs found for this activity pattern\")\n", + " for pattern_name in all_pattern_names:\n", + " print(metacluster_name, pattern_name)\n", + " all_patterns.append((metacluster_name, pattern_name))\n", + " pattern = metacluster_grp[\"seqlets_to_patterns_result\"][\"patterns\"][pattern_name]\n", + " print(\"total seqlets:\",len(pattern[\"seqlets_and_alnmts\"][\"seqlets\"]))\n", + " print(\"Task 0 hypothetical scores:\")\n", + " viz_sequence.plot_weights(pattern[\"task0_hypothetical_contribs\"][\"fwd\"])\n", + " print(\"Task 0 actual importance scores:\")\n", + " viz_sequence.plot_weights(pattern[\"task0_contrib_scores\"][\"fwd\"])\n", + " print(\"Task 1 hypothetical scores:\")\n", + " viz_sequence.plot_weights(pattern[\"task1_hypothetical_contribs\"][\"fwd\"])\n", + " print(\"Task 1 actual importance scores:\")\n", + " viz_sequence.plot_weights(pattern[\"task1_contrib_scores\"][\"fwd\"])\n", + " print(\"Task 2 hypothetical scores:\")\n", + " viz_sequence.plot_weights(pattern[\"task2_hypothetical_contribs\"][\"fwd\"])\n", + " print(\"Task 2 actual importance scores:\")\n", + " viz_sequence.plot_weights(pattern[\"task2_contrib_scores\"][\"fwd\"])\n", + " print(\"onehot, fwd and rev:\")\n", + " viz_sequence.plot_weights(viz_sequence.ic_scale(np.array(pattern[\"sequence\"][\"fwd\"]),\n", + " background=background)) \n", + " viz_sequence.plot_weights(viz_sequence.ic_scale(np.array(pattern[\"sequence\"][\"rev\"]),\n", + " background=background)) \n", + " \n", + "hdf5_results.close()" + ], + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", + " import pandas.util.testing as tm\n" + ], + "name": "stderr" + }, + { + "output_type": "stream", + "text": [ + "Metaclusters heatmap\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "metacluster_0\n", + "activity pattern: [1 0 1]\n", + "metacluster_0 pattern_0\n", + "total seqlets: 76\n", + "Task 0 hypothetical scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Task 0 actual importance scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Task 1 hypothetical scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Task 1 actual importance scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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dWYlqT3j6dXzb/WGp88wJ0GcKlHxGUrBs0U/g1OXgy1crlnWFw6uCQGv+BN/coTKmrGifoeJP1GUxal85R4Orjyp/s8Jg1kHlquTVymLS6dksoBzpQySEEEK0RjKAhBBCiF4mOzv5Z9uG8vKe3+8f5/+xcel3XdM574Dz0KKRJ6fh5KThJzVuG4gEeHDBg80HcWU276NTubLHjhmA3V92vKRpf1nqfNJfk0u0QAXJPjoa6rd1TyaQpsMBv4Yz1sGIGWr1sab/m/ptUPAcrHsYVs2ENffD+r+rMjurhcbUz+SoB2R7l5Z05HZFRV3/u4UQQoheSgJAQgghRC8zaRJ4myxitbKHYygFFQUs2rGo8We/088PDvxB0jaXjL+EVFcqoMrF3lj3BrvrdzcfLG108s/Vq0Ezuv2YG637C1itNKXeX2VOgLyTm/cCqi+EWQdD6XzVq6c7+AbC5L+pJs+T/gJ5p0SDQSkqK0tvEohCj/4uXZX0pYyEMTfBSYvVGEIIIYTYJ6QETAghRO9mBtSkuG4bhCpUiYodAWw1edYdaqLqz4+uNuXb10cMqGSG3bth0yZ12bIFGhrUJRgEtxs8HhXoyc+HESNg+HDo2xcOOkiVgTUkJIHMmgVTpoCvh/68y964LGnp99pQLZe+fmlSP2fbtpNKxIKRIFe9exUvnf9S8mB9psLuxTRm0lhh2P4aDL4Y9G4KBBl+VaoEUPE1fH0zHDSz/V5Anpw96zPUE6Y8qkqxwpXJ10dq4JMTIfd4OOQhSB2lyupiGUNmAAwX1GxoPuZVwCUdqBfUgDygX/SSAbgAE2iwoLQWSoBdQO0G4EF1KS6Gfp0ouRNCCCFEt9Hs1tJse9DkyZPtJUuW7PX9CiGE6MUsEyq+guK5UPQR1BVAQ5Ga5BtelUFio1Z60gzVFMeKqImxhmpgazaobT05cNKX4M7aa4dfUwOzZ8Orr8IXX8COHSoI5PGAZanGzmYLVUq6roI6hgGBaPwlNxd27oRwOL5dbq5aHczTNFmjG5TXl9PngT57dFsNjcDvA7gcCSt9FX8Kn56hAhkx2YfB9A/bX6a9Qz16gMyJULU6OfNnzI0w4S7VYLlpk+W2vNBCwKS1JdZjWmvK1NnPZcVzYe6pba8A5ukH/Y5W/XpAlW2VfAqBkubbXtK53e+RjvyNLd0/++AzqxBCCPFto2naUtu2J7f0O8kAEkII8e1WuRJW36+WqQbVd8QKQZ/JMPBsyJ4KKcPA2181qsWOryil6YCmMoMadqqg0e4lqn/JXgr+fPYZPPQQvP8+uFwqEAQqo+e442D8eDjwQBg2TCVOOBwq2GOaqrlzWZkK7KxcqS5z5sCaNXDssfDJJ/H9FBXBRx/BiSeq/XSnm2bftMe3tbH5v3n/xx3H3hG/st+RzZsYly2E0oWQc2zbDY5bKjFqKUBz3Bz45GSoXBEPnqz9k3ocHXwfDDgVzBA4U6OPk9b+gL3Q76ctOceofkBLrwOzvuVtAiWw7eW9elhCCCGE2P9IBpAQQohvJzOoynY2Ph5dbtoGzQHjboExN6hJu+5q3ii33XFDKiDgSm9/W9tWk+5QBYQqVeDJtlQ2EVq0XCnaD8WVCa6MxuBFIADXXgv/+Y8q1bJtFdi55hq4/noV7LFt8PvbPIIk9fXqNpWVsHgxXHppPKAEMGiQCg51ZsyWBALxTCLbtnHf4yZshdu+URvSXGlU3dxkaagl18GGR6PlelGpI+CUr5s3Im5Paxk6ZgiWXgsF/44/hmI8OdDvKMg9QZVS+fLVsdiWemxpDqjfrrLNvvx5y+O3pbsygGK2vQoLL209CNRRV+tQ2YNBrZycjjVqlgwgIYQQYo9IBpAQQojeZ9mvYPOz8ewNwwcnfQH+Ie33cWmL4VKXmFAVlC9VmSIVX6uyoYYdKgDlzgb/YLVPhy9aOuRSX21LlZhZQRUYCu5Wy5k37MIK1XH0A7v4ZpWzsU9Pnz7w9tswYcKeB2hi/X38fhVAajqH3r4dbr4Z7r13z/dhWVBbGw8AvfDNC82CPxoaTqP1EqqQmbw6VHWoms+3fc7h+YfHrxxzPWx6EsyEAFDNRvjyFzD1H50PArXEcMHUx2HkFSrgtPtLwFb/s0CxypqJZc5oDvU/NjwqWBSpTw5O7Wv550LKUPjkJHVsnQ0EGV51n1aUdmz77g5g7UW2DXV1UFWlHsuWpTLqbFuVVBqGypJLT1cXh3xaFkII0UvIW5oQQohvp20vJ/c9yTgQUoa03yMGOtgnRoOc46B0XnTSH4Sco1SGUd/vgStL7d82oz2Fotk+WvQSKzWzLSAaDMIG3c17sxysXutMatL8xBNq9a7uKs9yOuGBB+BXv1KT3Zi//Q1GjoSf/ARSOhknsyyVUTR9OqxYoa57bc1rSdu4DBcXHHABk/pPanWcuVvmMmvDrMbAkaEZvLjyxeQAUMpQGHklbHgs+f+85T8qO2fC3d3XsDvzYDjhU6jbChufhC3PQ/1OcHixIw1odrRxeLhaXRJpjmjGV5PsoX0h6xA4czOseRDW/Akwo5lNbTA8gAFjb4KxN+6No+xxpgnLlsXLIleuVE3U6+pUQKdvX9U4PTtbPd+cTvVV01TfrNilvh62bYNdu6C8XJVcfvWVCtYKIYQQ30ZSAiaEEOLbaen1sPGJhAwgD5wwH1JHt58B1FJJUHtGzFCZJ7ESoC544QX4xS9U9kHMJ5/AMcd0adhmLAsmToRvvmmemPHrX8Mdd6hMHr0Df05dnarcOeMMVUZm21BaV0r+w/lJq3+5DBfFNxWT4clodawtlVsY+/exSbfzO/2U/LoEnzMhqBOuhjcGN1/lClRp1hEvq2yr9gJBe9CkORKs4M0Ff+DrlY9xpFdjYp9hZLt9aGZQNRI3fGr1uL6Hq4BgnylqSfQWB6uHiuVQ+bVaja5uCxzx35a3/Q80BhJ1pyoddPdVPaz8g9VqdamjIGuS+rm1TJxguXp+FL6hMtd0d3xb21JZaZkHqz5ZI2Z0vudVT2cA7UEJ2PbtcN998Pzz6rFvWSrYeeWVcPrpKisuEFCBHF1XgR9dV7syYn3ho9lAsduHw+p6j0d939mgqRBCCLG3SQmYEEKI3mfiA+BIg7UPquwcMwAfTIXR18MBv1HLfGt6y8GBji7lbfiiy8aHoWSemkinjlLZII6U1gNBK+6AlXe2OuzZQS836FtoMPo1rux1ww1qFbC0tO7LAtJ1NRmeNk1lMyR64AH4+GN47DEYN04tK99SqUttrZoAP/YY/OEPagn6mCeWPtFs+4m5E9sM/gAMyRhC/9T+bK7Y3HidhsaL37zI5YdcHt/QmQaH/Qs+/0HzVa6KZsNbQ2H0Darnk22q8juHV30frlWBmqrVbR5LSxZsX8Blb1zGjpod1IdtwMZfsovRfUbzz7OfZ3zO+PYHqd0M6x+Dne+o0jXDp1abSx8HWZMhOw3KmmQT5eTAhdsAU2WMhcpVA+f6QrVk++7FsHMWXNEAxR0s1QIwgIFB8EZ/bgAKAfML4Avg5vi2e3GZ9ooKFUzcuhUKC2HjRnXZtQta+q+dcIKKAVlW/GtlpQrM9O+vxtm4Mb69rquMHcuKBznbC+DoeuslX253Gze0bfUaFKpQActYX7BYlmCsL5imq2xBwxvtCxbtDebKbN6vzAxA/Q5o2AWBXeprwy6I1KoAnhlSj5PEDLTY+Lor2gPNpV7vvHngyQNvrgomurNbD+IJIYTotSQDSAghRM/JzVUTyp6SkwPr58G6h2HrS2AF4o2Z08epFZKyJkPKCPAPUhMhw5O8CpgZhGApvDGo+finfgMFz6lGv9XrVCAobazKvkgdBakjVamSr7+abGmOaDmYA4g2g45N0F5NrhspKBnCGU8VUFAQD87k5MDTT6vVv8JhSE3t/F1SW6smsInLvb/0Evz0p82DQDETJ8IFF6j9Dh+usiFqauDLL+GDD+DFF5ObSQNETJPcP+VSVl/WeJ3P6eOBEx7gqilXtXuct31yG/d9fl9SP6ARWSNYf816tKYT0+W3qRW6WutrozlUNkv2YeDuo4J21eugdD4EWmk43EIGUEldCde9dx1vrnuThkgDPqeP8f3GUx2sZkvlFgKRAG6Hm58e/FPuPf5e0twtZPxEGuCLn8H216JNoyMqg2fCPTDsUvV4iwWqOsMy1cTfcMGAoT33vOpKk2ZoN0tnyRJ49ln1mKypAa8XJk+GU0+FqVNhyBBVmuUekouW8Dda/XKoXleUtGtdV0EZy4LSUnjnHfj732HTJrVNQ4MqdbzpJrWqXn29uo3H0/Egq2WpccJh9bxKSUFlcRV/onqDVSyDms0qWJcyVL3WpAxRTcNd6dFAjFt9hegqhbG+YJVQv1WVHtZsUBltuxepMsfKlRCugpThkHcyZB6kmqB7clXwxpmmGsonlpkmBphsKxqQ2g0NJdBQqEpau9IfTQghxLdCWxlAEgASQojvOttWDYqDJapsJFytJpqROjVZJQIYakUry0KdabbV7TQNldYQnXjYVnR7hypfOexGKKtqfd9dlTBZraywKdm4BnPXp/hrPsYT2YiPnXgd5UQsF6aVMOOLLf9uR6LHD15HVfKc1pOTvKS4batJXs1GqC8k0LCL1YWfs3rHPCL1O+hrQIrhYGBqHnn+fvic/ugqYIaaCO6clZzF4skhdHoR992n+vIEAmqCappqAnzqqXDWWSo7Z+BANfkMBJLn17HSFNOEHTtg7Vp48014912VRZHo8cfhxhtbDwJ11ptr3+KHr/2QmlA8MuQ23Gy6dhMD0ga0e/vlRcs5/JnDqQvHGxT5nX5m/2g2hw06LHlj24YvZ8CWF8Gso1skBIBCkRC/nv1rnlj2BBErQsSK4NJdnD7qdC4/5HIsy+KhRQ+xYPsCgmYQp+7EZbi48Xs3cvtRt6Mn1tAt/iVsekoFIwHQ4NxS1WC5syvSdcW+KNFqZ/xZs+DMM9X3scy3V16Bs89WN+uuZssFBWpfixfD8uWqNMyyYPx4GDpUPZ+GDVO9gBwOVQrmdKrAZ2IPoIYGNda2beqSFZrNs9ffqsr5dId6jRxyCYy+DjInqNdL24w3DG+vVNS24s3Eg+Xw9nCVKRYLdMbKTiN13dP0XAghxHdCjweANE07GfgLKsn4Kdu2/9jW9hIAEt95th2dXDeoM3RmQE0WzGB0Ah2dXDd+JTpH1eIfKGONZnWPOpOse9TkwuFXZQ9CtKduG7x7gHosaroqmRpwJhz+fHwby4xm1ZjxrJm2NJYfuKNnp231OI81z43UqAwJK6CyNKwwDDqr5bG2vR4dU0vorxv9RndSuMvPy7MG8PLbuSxf5Scc0ZgwwebkkzUOO0xjyBDVrDUj3cQRKcas3oodqgIrjG2GARtNd4LhRHOmoafmY7vzqKx2sHs3jBnTfI4bNsPM3jybJ5Y+wQebPiBshjFtE5fuYmDaQDZXqpIml+EiPy2fGZNmcMmES+if2r/Nu82y4LPP4NVX4fXXVUzL51P7DwRsQiGNzEy1jLvbrSar4TCEQmpyW16urvN61V0ey1ho6q234Ec/UkGgSBcWsPL7YcJfvsfCwoVJ14/NHsvqqztWcmXbNrkP5lJSX9J4nYbG2WPO5rULX2vpBrD+b/D175qXg3VWQnDvX1//i5+//fNmK5npmo6eOIG3wcLCavI88Dl9/O+8/3HaqNPUFctuUsvXNx6jBt/fofoFdaRpdYcalOtwsdn2JvthAGjFCjjySLVJba36ev31cNdd6jngcqnH8J6qrwff/XfAnc3LLyMYVJNGJRlUkkEV6VSSQS0pWOiYGFjoGJgYmDgJR7eMX3IfK0JLTPrqdxQc/+meH3AiMwBzToTdX6jXz0gN9JkKU5+AtNHRZt5atP9UC4HEdspOAfUaf2Ft29sIIYT41uvRAJCmaQawHjgBVVG+GLjItu1WPwFKAKgNtVugapVK+41NmBw+sDUVAGgMBhjq7Hqj2O8BzY5PluxIfOUZYoEDLZpG7lNnpZ3pqqlkxkFdqwcvmQcr71ETRbNeHfvwn0P62OjqOFq0Hj0aqNAc8eyBxsaUCUEP24wHRaxQ9ExZg0pnXnVv9EOQV42TdxIMPDM6SbWT7yuaPsa1+AcMQS0AACAASURBVP1gEw2iGPDHx+G+R/f8729LDvBQk+smPwKjru6Z/fUCtq3OECeejY31fYj9vmkmhKYlfx87q1tUpLIjKirUpapKlQHEekjElv9NbAja1nFFIvEmog5HfCyHAzIyICsLMjPhgAO6oWFocHf0NaE2npWjO6PZNtE/NrG3RPxIE77Xkq+PTWDDVVirHsAOlKLbAWxbx8o5DuPoV1RgRndEn6tGtA9OtM+EHR1n1Uy01W3G+5s7cRFkH5p8XUtlYh0oQznwQFi1Kv7zyJGwfn1yv4/uYNs2765/l/NfOT+paXFnnTf2PJ4+6+mWy4aiyurLWF60nGXb1jLnqwI++HITdvlQKBkHu0dDxItmukl1ZuF3u0jxuslI8TB2tJPx41X51ogRKruhtWXed+yA885TKyPVdnIu6Har+/aGe9bz54aDaYjEAzFuw82tR93K74/6fYfHu2bWNTy+5HFMOx7M8Dg8bLluCzkpraykVboQPjtbvc9EOvEHxPqiDDoXvvccZfVlXP/+9by08iUiCcu5G5pB/9T+uB0tB9Ibwg3sqtmFRTwQ5NSdXDH5CmZOn0mq0wNLb4DNz0SbLQfBkapWjxt1FY3PR4e/5QyRDgWAaLeJ9f4YAAL12jnnowjPPxdh8RKdgq0ODB2OPtrmwANh6FCNIUM1Bg/WyMqKZ+gYhnrsxV6zw2E11u7dsHWrzZYtNgWbbR540OixY2fDk7DiD9HHXr16jRx/u8rUMbzR101Xy4G+DgRoakI5rBy2Blfp+7jrl5AaWU6qsR2vO4g7fQB2ynBszwDwD0TzDQTDrYLYulMdi2WBHcaOBtf1hZegRRIyMJtmNQrRTSxLPR9jn80SLxD/XBa76Hr8Ob3X2Xb0BFS0HNMMqvLuxnLK2IHHXuMT5iqx7GFNj5d3Gu6EEvAOzKOanuCF5vOhvSVcC3UFEK5R76fhmuhnPUhayVTTUYsTEP3sScLxa/GPmbH5W2M5qkbj/NPhVyWojlTVk8ybu9f+zO+ing4AHQbcYdv2SdGfbwawbfve1m7TkwGgnesXULH8YZwJH6pSh08nM3ts854CbbBtm7pIA2bCmT7TtnDZIVJ0HdsMUf3NS+qx70zDRsPuczjZE06PPh868wS2G18QHW81abw49FLVALMb7K7eztC/jaDBjBDpyJn8TvAYLp4ZOpCLtM3Jv7igtuNpyx05e5VId8MP9nwy1lT5Cx4MM6G7afZhpJw0D0Nv8mGy6WS1yUTVsi1qgsnNMqy6bWTOOwPVEyTaF2TIj7BHRftkaNF9xLJ6YgGz2Avn6vvQ1tzf6rHXhxzov7LQq+P/V90Gxx78m00NzCZvyB/3PYqNv5uJYdlYlesBGH7AYNy6F90/EGf64A6NHbZCBK34hNGyLUJWgLOPy0va7pxzVCZEd/joI9U4NM6moACGDGn+HG36gaWpxL4TMYUf/4KBxU0a4bY3MeuE2uc1rMThfAPxnr0Zp+Fs9TaNmkwkay2SxqoO+hj0c1VOo2kWad5qbrxmN7f+riYh4FSjJjrRN38bG9tKLAED0NF0DQ0NllytAtjA6h3DeXvVcbgdITJTysnwVTJl+oH0H3pINOKWEs1c80YvTpLKyTY+CZueBCBiQ12Tx/PHy0/lz+//H4s3HoTbrT5M/vjHcP75Kjjk88VX/IH4/y3xQ2hLH1YNQ5VVbanewD+//idPf/U0FQ0VhCzVq0bXdByagyEZQ8hJyVHvLQlxMduG2lAd26q3UhHYjR0Nxhmaga7pnDDsBGZMmkFuSi6rSlexbNcyXl3zKkW1bU/MDMChqdUbDA1MWxXbRWwwgcFpgzl77NlMzJ3IxLyJTMiZ0OpYtg1z5qhECfV2bNPQ0PL7lq7b+P0atg1XX60yNu5cciVPffUUESseOPE5fSybsYzR2aNb3qFtRgOJ0ZMSmpN5hV9w2otnNisju+XIW7jt6NtavzPMkOrNtOIP0WzKgPoA3xJHitpn3ilw0D2YqaN5YukT/Hr2rwmZocbMH5/Tx8G5B/P2RW+T5W17RazC6kJOev4kCioKGoNgbsONz+njsdMe44JxF6AFimHzs1D4ZnQVLiegg38IZB0MGePVKl6+geDJwdRSaQgYWLaG02HidYchWAazWvk/diIAZAMRHARxQ01tY8PvLs01WrlxTbWNwxEP3CQJllP1v+ReWNqYG7FGPkhhocpm275dlS8GAqrheOIlHFZjut3gctto7mpcbvB6ICcXRueuYho/R4uVqWLjHPYTfPlnJZSrAuktPEYBqjc0fhs2w9RHAiRO1D6fn8n776UzPGM+Y1zPMqzPOgb1K8OtVWL5h6v/qS8fLWUIpI1Ac/ijwRmXen2zbXVSzgqBFUb7+Ojk++KS5P/pUUfBp7EEI9tSJwQCRdiRYDTIE1GP+9jXWP8x3dn4VTcc4MoCby7mb67FeOjJlv/2rsoAO+JEq23ledhFW3+WRUZlObwdv85tgmcPMhnrnBBJTO7TIPXIMRiz13b9QFth3XAp1q9+qJp61+9A0200QNc0GPYj1Qh8T+ZkmkZNQ5D1u0qwbAvLhsLa7VSHawhbEUwsTNvEtMLqYkeib34WhubAoRs4dAcOzYlhODAwcBpuRmaNQcNA1wz+eFs/XnkhuSFdINBOU/ROKKzaTlldETXRXmuvrHmN8oYKakI11IRqqQnVUh2sIRj9jK6hYWPj1B2kulJJdaWQ4kohzZ1CpieDo/MPZ2reJFLdqaTbYUZ8fkLyDg/8A0y4u1uOPbT1VVyfn5d85TGzoP8p3TJ+8HfX4b7vr90yVov+0+Tn3BNg+ofdMrQZClJ4+VQyXl6RdH1asHOzZICwDvVN30/SIeWqYzHPmE7djq+JBOrQ0kdhu/th6358g76HZWvYdtO9tbT3+HNP02w0zcaz+QGcRa8kb3Z+NTj3oDljW4rmwJzjkq877HkYekmXhu3pANB5wMm2bf8s+vOPgENt276myXYzgBkA+fn5k7Zu3dql/bbmlHuO4n1zXo+MDXD7xwZ3zGsn7boLRsyEA1yQrkOaptHHcDN+0FQGpg0iw5OB3+XH6/Bg7K5C012AhqbrYOi4g4vxlsxudeyVpTmMvz55gvHQQ2rlme5w2RuX8a/lKljl1iBNh1QdPIDHduC1Hfg1DykOH27Dh0N3oGk6Dk1HQ0PXNEzbwrRViv1f+24gw4jf1xfd9xOMLdOxNB1TM8BpcPnDh+FwO7E0A1tT94OmaWoymvjhVDNBs6LvrXY0cG1j2yq6bdsWJy5LDkJ0q7JhkL2ZtAAMq4CB1ZBVD2N2w/hiOLAE0qJtU2KB8tg8GE19ONmaCiuy4eu+sMsPpT4oyIAtGTCuIZdV3p47q/fxIpj+fo8NzxnHPYRZ3wfb1rAtB/2HDOLSK6ZgRoi+eANo8c/vjS9bCZlvjSugkPB53WZz0fNc+coiqBoEtXlQ15dxgwYx7aBsMlM99El3k5HqJDXFQWqKhterRc9OaejRs1RmNG5nWjaWCbX1FjU1NrX1Ed5acyHnjX6XxNjEQQf9ivT0UQnX2Iw6+rc4diev+GNlutAfCdEWbUObv+4aS+eE8qlE0s+hplYt861pMHXwBEa7jiUr3YXfrwIpXlcYn1dTLW00DUMHzWGocqNwkGXlc9hcu1KVJUUztraVVPK5/n/RfRlgG+iGxSlDvs/t0x6mf0q8LCoxgyvpEG2L1zb+h9sWXE9dWGV7hKOBmMPzpvPp5R8TDqtMoFivjh071NeyMnVW8o1FuWSGkjMqqrw53HxZUeNSz7HlnsvLVWNaTQPHj0/l8x1zMS2b6EsFvvBgBq6/h/Sd38fvM/B6VZlZnz6qfMXpVF9dLvUYLAoUMMe8m9Xa/7AwExITDSyjjhQNDvfCSKe6jPK4GebPoF9aPn5PHwxXBponG82Vga05G1f2sXWnCqaYITQrhEYYK1SFFSgh0FBCZV0RA0+ZpxoihypVQ9nq1VC9XmWUBUshVA2Gm3XFBzFnxTTmfD2RRavHUFXnI2LquJ0RhuYVc9zErzj8wG84cfwcfEYxaA7O2LSLj2qjwdzoGdMJaTl8cegpULtJrVplhdT+PXnRMlVXfDKMBlYI0wwwbsE7bA3Uxc+KonHRgRfxzDlNP5m2oH8OZJTAGGAC0B9wAb5UleHa9yjIOwFypqtMV6AyUMmgPw9KCl5paMyYNIMHT3wQh57QiKaNgH8gEuDyNy/ntbXJ5Wrp7nQKf1WYPI5lQs16qPgK6ndQW1bE3M/TeWfeASxZP5Jtpf3ZXZOFrlto2Fi2jssRon9mMcNz1nPSgR9wysHvMab/WvU8OacYPM1X6gqHVR+oFStgyYx/sKh+AmsYSzUq68zABIezsf9OaqrKVJw2TTVinjBBBU8Tn4uhkMoWW7ZMPc9iK3a9uzSXvlby86qYHIZ6iwiHVZaO06myIrOzIS8P/CPm81bekbgaT9LZmDb884hf8MOhhyYEgz0qS9lwk5S1u+EJ2KQC7reUwf0VKjCqRoLhDlgbUdc1Xq8bPHbaP5JXl2st6/DDK2DlnWwIwVGFUG7Gxw4D2W8+S9nG5MlkVWkqaU6/WqUrVKEuF52pAuF+IBr3I80Pv/5t40meOsvGu+Ze9Eg8+DlkoY+tfRKbdGlkB0dwft0jDE+bTFofF940BylpOj6/hm5o6DqNXy0LqkPlPLL5Rj4q/Q80hp9jWv/Mr6E+N2loFD5gkpuQXFfkhwG/0ZuVPyaaXDmOJRmrWv19V7kjXoKOlks/vQ4PKU4vHsOFu7AUIxI/zogOAScE0tVJkGCLI7Szb8ONy3DhMlw4dpfjiNhotho7okPYAUEPhGxo8R4yDW7/zOSObqoWbOqxK4Zz5ZGbkq/sxhNRPz7nZmZ99KvG1yYbjTnz+5Cb2zxruun7eOxES1OJ1/X9e89lvaRGvHzgH4rXEcKhW+iaTc64E8icci3qRITe2GFBZbgklJxrwLpH0DY80ur4960Zz5VDCzAtNY6m2aQc/Tf0/LMSBoHkD7AJH2RX3dtmJrX+xTDsysFgusB0Q8TNYSMPwKW7MTTVi86hOfn3g78jszb5M2ZlShpX3KKCRzZqzmPZNhHLJGKGidhhipy/ZrQ3TKoOKTpkOXwcOOgI+vr6kuHNxOfy4THcOAwvuuGKJ/oAvqIP8Lcx79xW62fwrm7q2deCgQUncfmWD3rsefXHB9K4Pjd+n2oauM7eDu4s4ifpEx8sCd+vvAdt1cw2x7f7Hol2wmc9cOSx490PAkCJeroEzLZt6sP1VAWr+Hjzx2yq2MTu+t2U1ZdRWl9KaX0pJXUllNWVkenNpLS+lH6+fvT196Wvry99/X3J9mWT5c1iUNogTht1GunudFJcKXxZsJa1RZsJW2HCVog522cRtoKEzCBBM0TYChEyQ4Si17kNDxErjNNw49TUm4dLj72ReBjoH8y4PhNxGk6cupO579/MstLlFKbB7g60CuiIjAYVcMgvTqfowy+hthobHQudUy7J4ofXZ2Pb6gOEen3Soi9iTYpImryIx7L/1EuZzb//Y3Dvg8nLamzfrpotdofx49WH0BiPR/W56C733WezpTDAzpIAW3ZVEdZq+cmF/QgFNVL9DtL8TnxeB36fhtutJsC6riVNXC0res7RhFBYIxjQCQVha/kubik8kJBR2X0HnODU3Mt57pKHqQqrx/fjSx5nTekayhrKqAxUUhmoTJrsNOXQHKR70sn0ZJLly2JU1iiumXpN43MiZd5ZaCWfxG+gO+EHbQcuGnU2swvUmZNjZnXL+EELFrkPpOqAW6gMVDJ78ycsLvqK6mAN9ZEGGsINhKwwux6A3CbvU0V+6P9r8Grg08Cvq8Dmz9Ig16ECtUOdMOptoIWWJd3Bvv02Sm66ii2VW1hZspLffvRbyhvKm32s7wivw8tJI07iyslXMiRjCPnp+fzonkl83LCaisTXGxs0GzICkF0P6UGVUZbI0qDKA2U+qHSrIGXiSZWsejh+E/ziwEv5v2E7+Hz75wQjQWxsNDQMzWDqgKlMHTAVh9Fy59ddNbt4f+P7VAWqGkt0UpwpeBwebjjsBq6YfEW7mRrAHpV7WJZaNeu11+Kb5eXBn/4ExxyjJrbBYDxjKJaB1FIJYWKAKRRSt3EEt5Ky9CwVlDG8KgV94Fkw4S5IGRbNaDGjk0Wnmgi31VDWtuD1/smlQ45UtUpZ1TfRybQXBpwBg38A6QfEV8uyVD+k6J1Fs3RubHh7tGoSnsiIBnVsE9Ahc6Ja5SrnGJXVYlvRJuJ2wrFr8e8b0+AteHtU8vgdLVXZF2VOezi2bcP8+arfzWefqfewmpqODefxqMeW368ysG65Jf4701SZjn/9K8yerbaN9dhpKtZkuaX+Tykp6s+trla9dJ54Al54QTVRjjUaHzECDjsMvvc9VWaYm6uCn6mpyZ8RDENlCFRUqNW5du6EpUthwZcBvjpqGLtqkzuUD0obxJbrtyT3XGpDTbCG3D/lUh+OB0s0NCb3n8xRg4/i0cWPJpUn+hw+fn/U77n5iJvbzQZfunMpx/37OKqD1Y2vs36nnzHZYzg492Ce/uppAJymulga/GgF3PopDKpua2Tlm35wy3Hw4XCVpRt0xLNuFz/j5IGpYd4cowIJ4ehigk4Ljt0CF38D3lbeym3gs3x4dqI6Wx6J/q99IXXi6e45MM7sw44PXqewegdvr3+LN9a/Rsjck5CIej+ZcfDVTO0/jQFpA0h39aGkrpiKQDnlDRW8sf5lVpWtoDZcSyDSQNBsP2PbqTvxGF58Tj/p7kxmTLieTHcWmd4shqWPICfbzaaKDWwo38BV716V9D/urJFZI7nr2LsYmTWSEVkjmLfha1aXrqGkvoh1u1fzzpaX93hsgPFZkzmi/wn09eaQ7cnhqYX/JUwDEQKUm9uosLdjY3X6vVxDQ0djqHMQaUYqLs3JeM8A7pxyAXkjhsc3NNyguWh8bY+VNiWfRVM2PN4YWG2Rfxi86YFnO9bfrbN+kvkciysORlP1FGTnOfnHB0OTKowSS8kSD79ZgKnJz1XVcOiRyT2z/vAHuLt7EoB46y21WEOi996Dk0/unvH79lUnsxJ15/pNZz91JcvLP6ciXExVpKT9G3RAqiOTLFcu2e485s34kFqznOK6Yt5Z/w6zNsyipK6E8oZyKgOVzXrvNeVz+tTcxJtFbkouV0+5mgP6HkBuSi6l1TV8uHY+IStIMBJi0a7PKK7bSdAKEDLVPFzNx0OErSBew0+9WYtTd+PSXTgNt5qT6y7chocUZzrHDDgVp67m6z6Pg53VRdRH6qgL1fJmwX9oMOsImUE137dCWAnl6zp6Umm4Q3Pi1F04dRcew0t+6gim9ZuO1+HH70xhxhHnkpfet1vu85Z8p0rAeivLtiitK2VnzU4KqwtZtmsZ87fNx7ItDh14KFP6T2FQ+iAGpA6gn79f87KlveDjj+F3v4seb7RG/4Yb4KBoa6FYn5TY94kaFxOi+fWWpX43ZkzzdPJYn5hQKD65ivWJaXppWn8cuxiGOluf1qQtx7nnqtVJeoJlWazbvY7FOxazrXobmys2M3fLXAoqC1rc/ujBRzMpbxL56fmMyBrB4fmHk+HJ6JmD643uuKPFpqDd5vbb1T72Adu2KakrYUvlFlaVrKKgsoAj8o9gaOZQ8tPz8TjaX3XItm0KKgv4y6K/8Ncvu5ZqfMO0G/jl1F8yJGNI0kRrc8Vmpv9rOlurupb9+cTpT/CTiT9Jzq5ozx4ECerq1ITY7VaBHlDLpL/0kgo8x3rh7LGyL+DDaao8KdbHZtJfYPS1qn9arK9Aa/YksHp+tQredmQlqo72oYnJmACnLifeK6Abxu7IGexvSQDoiy/g8sthyxb12OoKr1cFaGwbXn5Zvc/W1KhLzODBqnxoyhQ49FD1/tm0H1ltLaxbB4sWqTLATz9V2T3PPw9XXaWCRPX16j3ypz+Fe+9V78EOh8oK7CzTVPtcWPo+5/7v3KTgTYorhRfPfZHTR53eobEe+PwB7vj0jqQxvA4vy36xjDHZY1i4fSHnvXweJbUljcFjXdMZmjGUg3IPUuWqLSiuLWZh4cLknlSGh7uOvYsbv3cjtm3zccHHPL7kcWZtmNVYkhKjazqGZrQYZLJtm4gVaTbhT3GlcOG4C/n5IT9n6oCpaJrG9qrtXDPrGt5a/1aH7o/WpLnTeOeidzgi/4gOt0GoDdWyo3oH63evJ8WVwuCMwfRP7d+h95J9xbZtimqL2FC+gXVl63hj7RsUVBYwbeA0pg+dzsiskYzsM7JjJwzaELEilNaVsqtmF9XBaoZmDiUnJWe/vm9Ex7Q2d2hr/rC3+hfF5jmJpbCxXpSmmRzQT+yTmahplnWsB9OwYa2vvmjZFhUNFZTUlbCzZidLdy2lIdzAlAFTGJQ2iH7+fvTx9enc57G2/k7LRNf0TrVsEa3r6QCQA9UE+jhgB6oJ9MW2bbeaByoBILG/CgbVh+jqatUoOBBQk71QSL3AhsPqRTOWah3TtMld7DrLorEXwvTpHauXtm2b8oZyUlwprTYhFaKn7azZybyt85i9eTavrXmNikBF0u/7ePvw/bHf58RhJ3JE/hHkpXashLKotoj7P7+f51c8T22oloZIAy7DxeD0wVw/7Xq+KPyC/676L2EzHC0T1Thi0BFcM/Uavj/2+0ljfVP8DYsvPEI9YaMGVMNJm5rutX3vjoTiJhPkMdUj2XLXel57TWVB7NihmnufdJLKSBwxQlWN9O2rylwMI54FZBjx1wDTVF8bGlTD2tJSNdbF51VA8VzY9b4q0arbCmiQNRnSRqn+MN4B4M0BZ4Zq8qoZ8Uusn5gdiaYdVqnASn0hFH0ERR+q8WIlJof8GUb8XPUL0V2qLKs1HQ3SOPzRDCJg/J0w7DJVemUGVSDI8DZZsKCjY3dglSvY7wNAkQj89rfw2GMtZ6wOHarOFJ9/virF8nrVYycYVNkz770Hb7+tMoYCCQkUVVUqIDlvngrSxJx4ojqzPX682ndqB1sV1NSo96mPPlLHEkyIa9xwA8yc2bXVuZo67T+n8eHmD5MyUw/JPYSlv1ja7m3DZpi8P+Wxu2F343Veh5erp17NAyc80HhdXaiOKU9OYU3Zmj0+Tpfh4qMffcSRg49s9rvKhkoufu1iPtz0YVLAqKPchpsfTvghj572KC7D1eI2BRUFXD3rauYUzMGyLcJWGKfuZGDaQM4eczaprlQ+2fIJCwsXErEijSvXje4zmruPvbvZa6YQQojvhr2xDPypwMOokutnbNtus+hNAkBCCPHtUt5QzoebPmxsYpzpzezSeLZt89Hmj5g5byaLChcRMkONZ8ZdhosUVwrXH3o9V065kmxfdotj3DrnVu6Zdw+uiCqRAJUZ/tv5cFsHy6pt4HfHwyNT41VPYR1CDpi5yM8t7yXX0dTXqwBOcTGUlKjLhdfn4q9JDmjU+nP482+LGgPAiZeMDOjXT2VoNGuSCyqgEtwNgRK16uH4c6E0IQCXnQ6LH1NBIN2BWnkkofmruw9llsG7WxdB5QrYvQhqt+IO7+bsdD+enCNVCZh/KKQOA1++akCqOdSKiFq0GZltgh3myx2LWVO6RvU0CZZBoIRhegNHnvy26mlT/AmUL4Pq1dj1ReysGMiu0BSKG0ZTVDOYXdWD2Lori8oaN+GIQTiiMlSdDhOnwyQ9JcTg/hXkpW0jN2UrOb715J35CAMGtB7fabQfB4AiEdXQ/qOPkoM/ug5XXqnKuDKifV9bW7EtljXj8cDcufDLX8KGDTBpEnzzjTo5ASqL9fXX1WOqKysPVlTAkCFJMVXOOUdlBblcKjjVHQqrCxn9yOikDB6f08cnP/6EqQOmtnnb55Y/x5XvXkldOJ5K1c/Xj4LrC/A5m6cm3f/5/dz2yW2EzTAWFoZmkO3LZvrQ6Y1nrteUreGrXV81BnIMzeCYwcfw1kVv4XO1n+5UWF3Ic8uf47Elj1FcV0zIVP+YHH8OxXXqtcFluBjVZxRXTbmKC8dd2KlslIZwA89+/Sx3f3Y3NcEa6sP1uAwXXqeXulCdKqvVDS47+DJ+d8TvyE/P7/DYQgghep8eDwB1lgSAhBBCxGzYvYGHFj7EM18/w9CModx5zJ2cM/acdlc6s22bp796muvev46GcENjAMnn9HHdodcxc/rMNlOJbdvmuvev4+mvnm6ciOqajtfh5dHTHuXSgy7t2B+wHwYhFmxbwPR/TydoBvE4PKosBY2+vixeO+lODk7tA+FK1SA6VKGaQgcrADO6opBFgw03bljBP3cVRHuzaDSYYSxsLhkxnecvep+w6WTBAvjwQ9V/ZtUqsCwbt9tm6FCb/HzIzNTp108jPx/S0+NBr3BYBRq2bYOSEpuKCott22DzZo21azVyczuQBr4f3vexTc4/H2bNSg7+jBihMnoGDux8oMY0VWbOaaepsq3EjKD33lPBnz0pzWpq1SpVArZkSTz7dexY+OMf4bjj4qUSPl/rpQNNNTSoY/d645mw939+P3fMvSOpj8thAw/jzyf9udVxbNvm3JfPZWfNzsbrfA4fL577ImeOObPV21UFqpjxzgzeWf8O9eF6PA4PI7NG8smPP+HBBQ/y1y//Sn24Hq/DSz9/P1694FUm9Z/UsT+uyfF9VfQVTy59kseXPg6obMkrJl/BZQdfxoisEZ0eM5Fpmby65lVunXMrG8o3YGOT5k7jhmk3cO2h13a5xEkIIUTvIAEgIYQQ+z3LstD3oKh+bdlaTn/hdDZXbG4MAmlopHvSyfZlt9jvw0b1TqoJ1jTeJlY68fZFbzM8a3iz27RqPw1ClNaVcuend/L0V083NuAGld0wbeA0Dht0GDot39/FdcW8vuZ16sJ1jVkRPoeP4VnD+cvJf+HIQcfy9NNw663xUlnThIsughkzVO8Zy1LBg1iTbFfL+J0PMwAAIABJREFUVS6Ew2oM01QBBcPoRLnRfnrfv/oqXHppcnnW1KmqV16szGtP5eU1LkQGqJW7FixoPYuoszaVb6IuXMeaNSrraO6nsHnxSJx4cTpVEGvsWOjfH/Lz1aV/f/X/dTjiZY8VFbB483q27ghQWqoWhdi0CbYuHYPLcBE2w6T/Mb1ZI99UV2qrzaAjViQp8wcgPy2frTd0rLfYG2vf4LI3LqM+XI+mabgMF5ZtNQZ/Lp94OQ+c+EC39HQJm2G2VG5hRNaIbu9pYds2765/l/Xl67ly8pV4nd1YnyeEEOJbTwJAQggherWaYA2HPnVol/p9HJx7MAt+uqDzk6n9NAgRs6N6BxP/MZHS+tIuHcY/z/onlx50KZqm8eMfqyb5sQBHejp8+aUKBHSlBKnT9vS+b2kZ8FbYqOXNq0mjAS8BPLgJ4qOeVGrIpSgpxBjCSX+tiN12PBvD64X167tnVcz09OQSreOPV/+L9PSuj10XqiPzvkzcDndjECZiRThp+Mncd8irrFun7rZdu1TD6O3b1fexAF4kokrcHA4I9J9N4VFnYOBWvfM0CFHPY6f+gxlTfgrAo4sf5epZV3fpmD+77LMWe/S0pqSuhEtfv5T52+ZTF67DoTvo4+3D/87/H0cNPqpLxyKEEELsDyQAJIQQ4jvhrk/vYua8mYTNMDY2Dt3BuL7jOGv0WWiahmVbvLr6VdaXr1dNU9FxGk7uOuYufnPEb5IH60SQYI/k5CSncrSmm1aimrtlLjd9eBMrilc0Nt916A7OP+B8jhx8JKV1pTy+9HFK60oJW2Fcugu/y8/PD/k5M4+bmbTSR9O7ZupUtcR5iz2NelIPBIDCOPiag5nP4XzAySxiGkHcOIigY6FhRxcr1gjjxEWIaSziJN7nCD6nggzOT3mfmtp4Fsu998K113ZPidbZZ6ulh2N/otutllnP6qbqnyOfOZL52+cnXed1eCn/bXmnMmMueuUi/rvqv0nXeRweNv5yIwPSBjRel//nfLZXb9+jYz12yLHM+fGcTt/Otm2eX/E8V7x7BaeMOIVnz3qWVHcHO2YLIYQQ+zkJAAkhhPjO2Fmzk++/9H1WlayiLlyH3+nnjNFn8OyZz/KDV3/A7M2zqQ/X43P6mJQ3iVcueIV+/n7NB9obS5F25D24mwJAMWtK13Djhzcyd8tcApEAHoeHwRmD2Vq5lUAkgM/pw+/yc//x9/PDCT/E0JvXK737rlqFyrLivWiuuw7uuksdWmrqni+Ra1mg99/7wbdly1Rj5k8+UUGVWGlaR8XK3GLLvCeuFLljh8qO6g6rV6uAW+Jy8hMnquNOSel6o+YPN33Iuf87l9pQvAF6qiuV577/HGeNOatDY4TNMJn3ZSaVa+mazln/396dh0dd3Xscf5+ZSUI2dgQUFCoIokiKwK27ggrSXhTcCihaxRV7K4q3ttRqbaVVVHCrXldwo60L7gsutWhbURFRIIIrFWRzAxKy59w/zi+TTJKZJDMnhMTP63nmSTKZ+cyZX3Iyv/nmLAOO5/FTH4+5bf6WfAbfPjg61dBg2D139zoLGa/+ajXfFH8T/TozksmmGZtUuBEREalFBSAREfleqaisYNbrs/jjG3+kqLyIzEgmHTI6sLVka/Trq468ihkHz4i73khbGwFU27INy5j+4nSWrF9CcXkxYROmfUZ7/jDyD0wdOjXu1tRVvv0WZs+Ge+9125JXjf456ig3LenQQ2GvvaB9ezc1qLQ0tigCrkhUtXbMtm2wbp0bSXThtPjFtwKyWcM+fMhAVrEv73IgqxlAATmUkUY5EUJUkkYZaZTRkw0MYTlDWM5APmQgH9KbLwhZ15g1a+D882HJEreWUe1D26ePey7DhkGnTm46V3ExfPcdvP22a+9nn8U/ThkZrljjawctgFdfhXHjqqdeAfTvDzfdBEce6Y5r1WLLjVVS4n4+7dpZ+t7Ul7VbY9fVOWHgCSw8dWGjsl78+EVOfuRktpduj16XlZbF4jMX17u48u1v385lL10WLRjlpueyccbG6K5ea79by8BbB1JcURzNenri04zsO7JpT1JEROR7QAUgERH5Xnpz3Zuc8JcT+KboG8oqy8gIZ9AlqwtP/fSppHb58WpXKDDV14bGFqZqWLsW/v1vV0RZssStC/PNN24L8/R0F9m9e/XOUca4ETZFRe6htmxxxYycHDeV6bOi2HZ9Sl8eZiL3cwaf0ZcsdmAxFJCNJUwoBHvs4e6fnl69Y9amTdXr5WRQTDuKKSPCJxuy6dHD8PDDMHVqdfGjysEHw+WXw2GHVefl1jPQZPt2V2wpK4N//tPtlPVG7OwpIhH3PBu7Y1Zjff45TJoE778fOxpo773hnHPcbmH9+lWvzRMOVxehqhborlp0++OP3aiuu+5yn9+19C4uefESCsqqRwE1ZRrY5Mcm8/CKh2Ouy+uRx7LzltV7+4rKCobcMYRVW1ZhsWSnZXPtMdcybbhbH+jCZy/k7nfvpqyyjLRQGj/u/2MW/rRxxSgREZHvGxWARETke2tr8VYmPz6ZZz96llMGncI9x99DTvrOXKk4jl1hilkzL2Bte/TA1CowlXTqzut/20hamis+5OS4OlTXrnWLJP/6l5uWtWSJa1JJibt+331hwgQ45JDqHanKylxRo+ZTa9fOLVT96aeuUPLcc+5SUOCKNVdfHbtN+157wbx5bhezZHbVKiiASy+F+fOr2wqwbBnk5TU9ryHWuqlf113nduwKh2N3HjPGPachQ9zxbRfUboqL4auv3DH5/PPYH7e1UFRWRPfru8eM4MlNz+XBCQ8ybkD87dah/ulfOek53H/C/Yzfd3zc+y39cimH3XdYdFewHjk9WDd9HdtKtrHHjXtEr89Oy+ajn39Ez9yejTtIIiIi3zMqAImIyPeatZavi76ma1bXlm5KtV1hBFBL7GDWiHxrYe5cmDkztkAzfjzMmgW9e7tiUVOnOW3b5qaqLVkCY8fGZuflweLFbopXKqN13n8fDjoothBz8sluqpyPHdIWfLCAt758K+a6YT2HcWzPyTz1lNuNbckSN7UN3PMtL6/enh1coSgUgopht1Ce+yngprf17AHXnTeaMf3G8KuXf8WcN+dQUlFdyZowcAKPnfpYwvYt+mQRJ/3tpJjiUffs7qy/ZH2960nVdM7T5/Dg+w9SXF5MTnoO846fR/5X+cx6fRZF5UVkp2Xzh5F/4OIfXdzYwyUiIvK9owKQiIiI1LWLFoB+9zs3qqVmEeUPf4CLL05uZE7th95zT7feUJUuXdziyrvVsxZ4MvkHHeTWB6o5rezpp+HYY92UslTk3ZHH8k3LY67LCGfw3eXfxUzPstZt0/7++67OWFxcvah1u3awI/IFMzf1p8yWxGSNHziex099nI0FG+kzt09MASgjnMHy85eTEYlfeZv+wnSeWP1E9OvMSCazRs1qVNHmu+Lv6DO3D1tLtgIwsOtANmzfEP26f+f+rJq2KmZHOhEREYmVqACkV1ARERHZZWzdCtdeGzs6Z9IkP8UfgHfecQtY13TxxdChQ+rZ4Gpe8+e7nblqPocpU+CFF2C//VJ7HlOHTOPyv0+PmWKVEcngjf+8wdE/ODqmHXvu6S71uWvpC6S/GKGsrLrAk5ueywXDLgDcFKyBXQfGFJtKKkrIuyMv4Uiemu0CKC4v5uwfnt2o59axXUduHXsr5z9zPoVlhXz6zafRx8qMZPLA+AdU/BEREUlBkpu0ioiIiPi3eXPdLeT7969evyZV775bdzeyceOaPp0skQED4M473XSyKt9+6xaXvuEGN7KprKxpmQUFkJ8P//fzUyivLI/9XmkBT61+qkl5j+Y/WqdYEwlFYnbW+vVhv65zv+KKYgrLCuNeahvcfXCTtmqfPHgyg7oNImRClFeWU1ReRHo4nRMHnch/9fqvJjxDERERqU0FIBEREdll9O0LHTvGXvf007GjaVIRDtedmVZa6ie7ptNOgzvuiC0CVVTAlVfCoEFw883wySduWtb27XXvX1bmRkPt2AGLFsF557nRQyuWdmB0v9Ext620lU0qAJVXlvP62tdjrksLpXH2D8+OGd1zyn6nkJ2W2rCrP4/9c5Nub4xh3gnzSA+nY3FTBTPCGcwdPTeldoiIiIgKQCIiIrILiURgwQK3YHJVoebdd+GII9womsK6g0ya5NBD6y5B9OCDsesN+TJlCrz6qtulrGYhaO1amDHDbdPepw9MmwZz5riFoh96CG6/3a15NHYstG8Po0fDww9Xt3va8GnkpseOqtlUuIl129bRGEvWLakzlSoSijB16NQ6t73koEua9Jxr2i1rNw7Z85Am329Qt0FcMOyCaAHoxtE30iWrS9LtEBEREUeLQIuIiHxf7aKLQAN89BGMGuWKPgUF7rqOHeHss+HCC90mamVlrrDS0MLKhYXuthkZ8PLLcMUVbnHkqmZkZMDSpbDPPm7XLN+Ki+HGG+H66107qp5PU4XDrn0FhRV0m92Nb4urFzPKTsvmpjE3cfbQhtfbufzly7nhXzdQbqunkg3qNoiVF66sc9vyynKyrsmirLJ6zlokFCErLavO7XaUxVbR5h0/jzPyzmj086upsLSQrtd1pXNWZ76Y/gUho/9ZioiINIZ2ARMREZG6duECEEBJCTzyCPzpT266FFTvZNW3LwwZAgMHwtChsO++bnHl9HQ31aqsDDZsgGXL4IMPYPVqtzNXUZFbS+fAA2NH/ey+u/t+x46QlVW3LY217utvWL11Wcx1Hdp1YNjuwygthb/+1Y30efNN19aysvjT20IdviSjVz7l5W6R6oMPhnMmducnI/ZnxqIZ3Lzk5pjCzJi9x/D8ac832MYBtwxgzTdrol9np2Uz+9jZ0QWga7vt7dv45Uu/jK7xk5WWxbe//Jb0cHXl7YwnzuCB5Q9ER+3s120/Vly4osG2JLK5cDNpoTQ6ZXZKKUdEROT7RAUgERERqWsXLQA9svIRNhRsiLmuX9qRrHzlAJ55xo0O2rzZjf4JhVwhp7y8nqBIEWnD7yeUXkJ5OYQMdO4MKxZM4vUXu3LaabFFoKwsuOYaOPdcl9uUhadLStzi0hNuvopXSmfFjJApKS/hHz/7ByP2GBG9rrTUFYFWrYIPP3Qft21zxauMDOjV27JoYD+KQltIi4QIGSirLCM3PZcNl25g9derGfp/Qykqr64eZaVlsfXyrQl3ytpSuIVec3pRWlG98FFGOIONMzbSsV3Heu9TWFpIj+t7UFDmhi61T2/PgpMWMLb/WAAqKivodG0ntpe6xYxy0nO4+7/v5tT9T238ARQREREvtA28iIiItAqVtpJfvPALNhdujhYyLJbc9Fw+v/hzLrssB3AFlE8/dcWTNWvcgslFRe4Sibji0OtZV7DU3EalsYRDgLVsqizlnfX7MH78GF57DY47zk0RKy52xaDp0+GPf3RFoLFjIS/PjdIxxuWGw65IU1HhCj5paW462XPPuZ2/NhadRbvLrmVrydbocwqbMLe9dRsjxlcXgNLT4fDD3aU+b61/m2fmb6K4rJDioFaTGcnkwuEXYoxhYNeB9OnYh/yv8qP3CRFiybolHNz74LjHd9Eni0gPpccUgI7Z+5i4xR+A7PRszht2Hre+dSslFSVsL93O/OXzowWgxWsXx9y+XaQdJw46MW6eiIiItAyNABIREfm+2kVHAL238T0OufeQmDVlMiOZTB06lZuPu7lRD52/JZ8D7zywzgiZM4ecyW0/vi163fbtcPXV8Oc/u4JO1RSzKqEQDB7sppvl5LhRQcXFrmi0fLmbXlZREXufc546l/nL58cUWTIjmWy5bAvZ6Y3bVWvKwik89MFDVNrqPevbZ7Rn/SXryUl3RbCZr8xk1huzGpWXyMMTHmbi4IkJb7N+23r63dKP4nJ3gGpOAzvrybOY9948LJbMSCZXHXkV/3vI/6bcLhEREWm6RCOAtKKeiIiI7FLyeuRx77h7Y6ZRFZUXcfe7d/PBpg8avL+1lilPTIkWKwDSw+nk9cjjpuNuirltbi7Mng1ffAGXXgr9+7tRPe3buxE/lZWu0HP//a5IdOON7uP8+fDee674Ew6726elwd57w++O/B1hE455nHAozKOrHm3U8y8sLeTRVY/GFH+y0rK44vArosUfoN5du5rKYDhx34ZH6+zRfg/G9BsTXYw5EorwyqevUFFZwWP5j0XX/gE478DzUm6XiIiI+KcCkIiIiDRdjx5uhE+iSzwN3a9HD07d/1SmDZ9GZqR6//Si8iImPTaJr3d8zbdF38a93PHOHazavCqmKNE1syvPTHwm7vo4nTu7rdfXrIFvvoGFC2HmTPjRj9zi0uGgnhMJ7h4Ou+tHjHC3e/xxd7+PP4aeuT0598BzaRepXkSooLSAOW/OadSh/dvKv9XZ9SojnMG04dNiruvbqS+7Ze3WqMx48nrkkR5pYBu1wMzDZkaf0/aS7dy//H5e/8/rVI0mj4QinD7kdDq065BSm0RERKR5aAqYiIjI91UqU8ASFXh8sJZKW8mQ24ewYkvsblKRUKTOCJvo3bAxU68AQibEigtWsG+3fVNqUkWFW+w5I6O6IBTPVzu+Yq+5e9WZxrbsvGUM6Dog4X2H3DGE9ze9H/06Oy2ba4++lmkjptW57dX/uJorX7uyaU+khid/+iTjBoxr9O3z7shj+ablgBuVdMqgU5i/fD4WS7tIO1ZcsIK9O++ddHtEREQkNdoFTEREROraxQtAAOu2raPP3D5U2IoG7hDfFYddwdUjr/bVskb79Su/5oZ/3UBppStIhU2YkX1HMmnwpLj32bB9A1e+dmXM9u5dM7uy/tL1MduuVykuLybzmsw61zdGeiidkitKmnSfhfkLmfLEFApKC8hJy6GSymiR6+gfHM1Lp7+UVFtERETED+0CJiIiIq1Sr/a9WHT6IkbdPyrm+rAJx0yxAqiwFTHr/gAc1eeoFin+AMw4eAZ/fOOP0a8rbAUvffoS//riX3HvU1JRQnll7J72EwdPrLf4A27HraP6HMXfP/979LqQCTGo6yCoUaOrrKxk1Verol8bDD/L+1lTnxLjBowjOy2bgtICCsoKolPqstOy+e3hv21ynoiIiOw8WgNIRESkLWrONXqMcdtjNZfu3WO+HNl3JE/+9EkywhnR6yKhCA+Of5D8afnkT8tnxQUr6JnTM/r9jFAGx+59LK9MeaX52tmAzpmdGdV3VJ3rC8sK415qF39CJsR1x1yX8HFuOe6WmLWSstKyeGDCA3xwwQfRyzWjriE3PTd6m/RwOrOObvoOYuFQmF8e8svoAt1VI8n3aL8Hh+55aJPzREREZOdRAUhERKQt2rSpefMrK900rea4bNxY5+HGDRjHrFGzooWHkooSZrw0g565PendoTdPrn6SzYWbATc6qE+nPiw8dSGmuaeqNeDhCQ+ndP+Lhl9UZ6RTbfvtth97dtgz+nVpRSnPffRczG0WfriQ7aXbo1+P7DuSzpmdk2pT7d3HctJzuOLwK1r8WIuIiEhiKgCJiIhIqzD9R9MZN2BcdLTLxoKNzH1zLhu2b2DmqzMpLCsEXEHipdNfitlGvqXslrMbJww4oc716eF0MsIZMRdDbAElLZTGDaNvaNTjXDTioujzLa0ojdly3lobUxDKTc+ts6NYU+Rm5HJW3lkAVNpK0kJpnLLfKUnniYiIyM6hApCIiIi0CsYY5h0/j/5d+pMWSqOwrJArX7uSM588M7rzV2Ykk2cnPUvvDr1buLXVFpy0gI7tOka/zghlcOlBl/LlpV9GL++c+w5pobTobbIiWSw4cUHcbetrm7j/RCoqqxfKXrllJdtL3IifNV+vidmNLGRCjO43OqXndOnBlwJu17VLDrok7hpFIiIisutQAUhERERajYxIBi9MfoH2Ge0BKCkv4ZVPX6GssoystCxuHH0jh+x5SAu3Mla7SDtmjZpFdlo2ACWVJdy37D46tutI58zOdM7szML8hYRqrKu0V8e9mLDvhEY/RpesLhzV96iYx3z1s1cBeP7j56msrATc2klnDDmj0YWlePp07MPQHkMxGC4cfmFKWSIiIrJzpFQAMsacbIxZaYypNMbUu82YiIiItIBaCym3uvwEeub25PnJz5MZyYxuD58ZyWTi/hM5f9j5LdauRM7+4dlkp2dHvy4oK2Dx2sWAm0Z129u3RXcwy07LZu6YuU1eU2fa8GnRhZ63l2zniQ+fAOCRVY9QXOGy08PpnHPgOSk/H4B7xt3Dvcffm/RaQiIiIrJzpToCaAUwAVjsoS0iIiLiy8aNzbdIc5yFmnem4XsM587/vhNw26sP3m0wt//49hZtUyLp4XRmHzObnLQcAApLC7llyS0ALF67OLp+EcCArgM45gfHNPkxRu89Olo0slie/ehZdpTu4J0v34neplduL/bfbf9UnkpUXs88zsw700uWiIiINL+UCkDW2nxr7WpfjRERERFprNMOOI3TB59Ot6xuPDv5WdLCaQ3fqQVNHjyZTpmdAFegee6j5/iu+DtuXnIzBaUFgNvCfc7oOUntqJUWTmPKkCnR6V2FZYX8ZeVforuIZUWyuGjERZ6ejYiIiLQ2WgNIREREWq37J9zP5ss20zWra0s3pUHhUJjrj70+OgooHApz19K7eP6j56O3yeuRx+F7HZ70Y5w79NzogszWWu5ddm90MegKW8GkwZNSeAYiIiLSmjVYADLGvGyMWVHP5fimPJAx5lxjzDvGmHe2bNmSfItFREREWqmTBp1E9xy3flJhWSGz/zk7uvhzZiSTuaPnppQ/uPtgds/dHYCi8iLe/vJtLBaAI/Y6gi5ZXVLKFxERkdarwQKQtfZoa+3+9VyebMoDWWvvtNYOs9YO69atW/ItFhEREWmlQibEnNFzojuCfVX0FTvKdmAwHNL7EIbvMTzlx/j5iJ+TlZYFQGlFKQC56bma/iUiIvI9pylgIiIiIjvRT/b5CX069om5rl2kHTeOvtFL/qTBk6iorKhz/Zh+Y7zki4iISOuU6jbw440x64CDgGeNMS/6aZaIiIhI22SMYe6YudFRQAbDMT84hsHdB3vJ75rVNWYdobAJc/oBp+/yi2SLiIhI80p1F7CF1tpe1toMa213a+1oXw0TERERaatG9R3FwK4Do+vzXHfMdV7zLxpxEe3CbvevjEgG5w07z2u+iIiItD6aAiYiIiKyk1WNAgI4Zu9jGNB1gNf84/odF90OvmdOTw7ofoDXfBEREWl9VAASERERaQGH7nkovz/y99x63K3es9PCaZyy3ykATBs+zXu+iIiItD4qAImIiIi0kN8c8Rv6d+nfLNlTh04lI5zBaQec1iz5IiIi0rpEWroBIiIiIuLfQb0Povg3xS3dDBEREdlFaASQiIiIiIiIiEgbpwKQiIiIiIiIiEgbpwKQiIiIiIiIiEgbpwKQiIiIiIiIiEgbpwKQiIiIiIiIiEgbpwKQiIiIiIiIiEgbpwKQiIiIiIiIiEgbpwKQiIiIiIiIiEgbZ6y1O/9BjdkCrG3Gh+gKfNUKs5XfctnKb7ls5bdctvJbLlv5LZet/JbLVn7LZSu/5bKV33LZrT2/Nbe9tee35rYD7GWt7VbfN1qkANTcjDHvWGuHtbZs5bdctvJbLlv5LZet/JbLVn7LZSu/5bKV33LZym+5bOW3XHZrz2/NbW/t+a257Q3RFDARERERERERkTZOBSARERERERERkTaurRaA7myl2cpvuWzlt1y28lsuW/ktl638lstWfstlK7/lspXfctnKb7ns1p7fmtve2vNbc9sTapNrAImIiIiIiIiISLW2OgJIREREREREREQCbaoAZIwZY4xZbYz52Bhzuefse40xm40xK3zm1sjvbYz5uzFmlTFmpTHmF57z2xlj3jLGLA/yf+czP3iMsDFmmTHmmWbI/twY84Ex5j1jzDvNkN/RGPOoMeZDY0y+MeYgj9kDgnZXXbYZYy72mD89+JmuMMYsMMa085Ud5P8iyF7po9319SVjTGdjzEvGmI+Cj508558ctL/SGJP0ivtxsmcHvzfvG2MWGmM6es7/fZD9njFmkTFmd5/5Nb53qTHGGmO6em7/VcaY9TV+/8f6bLsx5ufB8V9pjLnOc9v/WqPdnxtj3vOcn2eMebPq75oxZoTn/CHGmH8HfzufNsa0TzK73tcnX/02QX7K/TZBtpd+myDfS7+Nl1/j+yn12wTtT7nfJmq7j36boO1e+m2CfC/9NkG+r35b73mfMaavMWaJcefKfzXGpHvMvijITfW1JF7+Q8ad568w7m9emuf8e4Lr3jfunDDHV3aN799sjClIpt0NtH2eMeazGr/7eZ7zjTHmGmPMGuPOk//Hc/7rNdr+pTHmCY/Zo4wx7wbZbxhj+nlu+8ggf4UxZr4xJpJMfo3HiXk/5aPPJsj20mcT5HvpswnyU+6zifJrXJ9Sv43Tdi99NinW2jZxAcLAJ8APgHRgOTDIY/7hwFBgRTO1vycwNPg8F1jjuf0GyAk+TwOWAD/y/BwuAR4GnmmG4/M50LUZf3/mA1ODz9OBjs30OGFgI7CXp7w9gM+AzODrvwFnemzv/sAKIAuIAC8D/VLMrNOXgOuAy4PPLweu9Zy/LzAAeA0Y5jn7WCASfH5tM7S9fY3P/we4w2d+cH1v4EVgbSr9LE77rwJmePhdrC/7qOB3MiP4ejffx6bG928Afuu5/YuA44LPxwKvec5/Gzgi+Pws4PdJZtf7+uSr3ybIT7nfJsj20m8T5Hvpt/Hyg69T7rcJ2p9yv02Q7aXfJjo2NW6TdL9N0H4v/TZBvq9+W+95H+484afB9XcAF3jM/iHQhxTP2RLkjw2+Z4AFybS9gfya/fZGgr9vPrKDr4cBDwAFzXBs5gEnJZvbiPyfAfcDoeB7yfbbBt+PAI8BUzy2fQ2wb3D9hcCZDO3mAAAKWUlEQVQ8j20/GPgC2Ce4/mrg7BR/BjHvp3z02QTZXvpsgnwvfTZBfsp9NlF+cF3K/TZO27302WQubWkE0AjgY2vtp9baUuAvwPG+wq21i4FvfOXVk7/BWvtu8Pl2IB/35t5XvrXWVlUu04KLtwWgjDG9gB8Dd/vK3FmMMR1wb57uAbDWllprv2umhxsFfGKtXesxMwJkBv9xyAK+9Ji9L7DEWrvDWlsO/AOYkEpgnL50PK4IR/DxBJ/51tp8a+3qZDMbyF4UHBuAN4FenvO31fgymxT6bYK/Y3OA/00lu4H8lMXJvgD4k7W2JLjNZs/5gPvPJ3AK7uTFZ74Fqv6734EU+m6c/H2AxcHnLwEnJpkd7/XJS7+Nl++j3ybI9tJvE+R76bcNnBuk3G+b89wjQbaXfttQ21PttwnyvfTbBPm++m28876RwKPB9Un123jZ1tpl1trPk2lvI/OfC75ngbdIvt/Gy98G0d+dTJLoW/GyjTFhYDauzyatuc/nE+RfAFxtra0Mbpdsv03YfuNGvI0EmjwCKEG2rz5bX34FUGqtXRNcn3Sfhbrvp4LfxZT7bH3ZAL76bIJ8L302QX7KfTZRvq9+u6u9T25LBaA9cBXYKuvwWEDZmYwxfXAV2SWec8PGDYXeDLxkrfWZPxfXOSo9ZtZkgUXGmKXGmHM9Z/cFtgD3BUPz7jbGZHt+jCo/JYU3kbVZa9cD1wP/ATYAW621i3zl40b/HGaM6WKMycJV8nt7zK/S3Vq7Ifh8I9C9GR5jZzgLeN53aDDs+gtgMvBbz9nHA+uttct95tZyUTA8916TwvS+euyD+/1cYoz5hzFmuMfsmg4DNllrP/KcezEwO/jZXg/8ynP+Sqr/EXIyHvpurdcn7/22uV7/Gsj20m9r5/vutzXzm6Pf1nN8vPXbWtne+22cn623flsr33u/rZXvrd/WPu/DjZT/rkbxM+lz5WY+p0yYH0wjOR14wXe+MeY+3N+zgcAtHrMvAp6q8TczaQmOzTVBn51jjMnwnL83cKpx0x6fN8b0b4b2gytuvFKriJ5q9lTgOWPMOtzvzZ98tR1X1IiY6mnKJ5Haa23t91Nd8NRn68n2LW6+jz4bL99Hn02Q76vfxjs2XvpsU7WlAlCbEMxdfAy4ONk/fvFYayustXm46usIY8z+PnKNMT8BNltrl/rIi+NQa+1Q4DhgmjHmcI/ZEdzUiduttT8ECnHTGbwybs7uOOARj5mdcCeKfYHdgWxjzGm+8q21+bjpEYtwf7Tfw/23o9kE/yXw9t+sncUYMxMoBx7ynW2tnWmt7R1kX+QrNyjq/RrPRaVabsedOObhipQ3eMyOAJ1xQ7wvA/4W/BfIt4l4LNzWcAEwPfjZTicYhejRWcCFxpiluCkmpamEJXp98tFvm/P1L162r35bX77PflszP2iv135bT/u99dt6sr322wS/N176bT35XvttPfne+m3t8z7cGyQvmuucspH5fwYWW2tf951vrf0Z7nwqHzjVU/bhuGJeKm9OG2r7r3A/3+G4/vVLz/kZQLG1dhhwF3Cv5/wqKfXbONnTgbHW2l7AfbipQl7ygf1w/9ydY4x5C9hOkufJzfl+qrnfqzUiP6U+myjfR5+tL9+4tftS7rcJ2u6tzzZVWyoArSe24toruK7VCKqjjwEPWWsfb67HsW5609+BMZ4iDwHGGWM+x029G2mMedBTNhAd6VI15HQh7o+uL+uAdTX+A/EoriDk23HAu9baTR4zjwY+s9ZusdaWAY/j5iN7Y629x1p7oLX2cOBb3Fxq3zYZY3oCBB+TnsrTEowxZwI/ASYHb4Sby0OkMLS4HnvjiofLg/7bC3jXGNPD1wNYazcFJ0yVuJNG33338WB08Vu4/6ykvIhhTcZNrZwA/NVnbuAMXJ8FVxj2eWyw1n5orT3WWnsg7oT6k2Sz4rw+eeu3zfn6Fy/bV79tRNtT6rf15Hvtt/W131e/jXNsvPXbBD9bL/02Tr63fhvn2Hvrt1VqnPcdBHQ01YvUpnyu3AznlAnzjTFXAt1w62l4zw+uq8Cdz6b0elsj+yigH/Bx0GezjDEfp5JdK3+MdVMKrXVTK+/Dw+tJrWOzjurf+4XAAZ7zMW4R4hHAsx6zjwOG1DjH/ysezpNrHft/W2sPs9aOwE3fTPY8uc77KeAm/PTZ5n6vFjffU59N2H4Pfba+Y78SP/223rY3R59trLZUAHob6G/cSunpuGrsUy3cpkYL/vt1D5BvrU26Mp0gv5sJdjkxxmQCxwAf+si21v7KWtvLWtsHd9xftdZ6G4VijMk2xuRWfY5bvNPbbmzW2o3AF8aYAcFVo4BVvvJraI5RBP8BfmSMyQp+h0bhKuDeGGN2Cz7uiTuhfthnfuAp3Ek1wccnm+ExmoUxZgxuWOc4a+2OZsivOcz6eDz1WwBr7QfW2t2stX2C/rsOtyjpRl+PUVUgCIzHY9/FrRFwVPA4++AWcP/KYz64IuuH1tp1nnPBrUNwRPD5SMDrFLMafTcE/Aa3eGQyOfFen7z02+Z8/YuX7avfJsj30m/ry/fZbxO0P+V+m+Dn6qXfNvB7k3K/TZDvpd8mOPa++m195335uDetJwU3S6rfNuc5ZaJ8Y8xUYDQwMShO+sxfbYLdoYKfzTiSeE5xspdaa3vU6LM7rLXJ7kQV79hUFeMNbhpVUq+1CX620X6L+/1PqsjRwO/OSbgFcos9ZucDHYK/NdS4zlvba/TZDNwojqT6bJz3U5Px0Geb+71avHxffba+fOB0H302Qfs7+ei3CY6Nlz6bFNsCK0831wW3Pska3H9LZnrOXoAbBl2GO9lKaYX3evIPxQ2ffx83zeY93HBFX/kHAMuC/BWksJtNA49zJJ53AcPt7LY8uKz0/bMNHiMPeCc4Pk8AnTznZwNfAx2aoe2/w/3BW4FbpT7Dc/7ruILYcmCUh7w6fQk3x/kV3In0y0Bnz/njg89LgE3Aix6zP8atP1bVb1PZpau+/MeCn+37wNO4BWa95df6/uektnNLfe1/APggaP9TQE+P2enAg8HxeRcY6fvY4HZpOL+Zfu8PBZYGfWsJcKDn/F/gXhPX4NY8MElm1/v65KvfJshPud8myPbSbxPke+m38fJr3Sbpfpug/Sn32wTZXvptomPjo98maL+Xfpsg31e/rfe8D3dO9VbQBx4hiXOGBNn/E/TZclyh7G7PbS/HneNXHa9kd3irk4/7p/g/g9/7FbiRe+19tb3WbVLZBSzesXm1RtsfJNitymN+R9zInA+Af+NG1XjLD773Gm5Eje9jMz5o9/LgMX7gOX82rqi0GjeVM6n213qsI6neLSrlPpsg20ufTZDvpc/Wl++rzyZqf63rU9oFrJ5j46XPJnMxQQNERERERERERKSNaktTwEREREREREREpB4qAImIiIiIiIiItHEqAImIiIiIiIiItHEqAImIiIiIiIiItHEqAImIiIiIiIiItHEqAImIiIiIiIiItHEqAImIiIiIiIiItHEqAImIiIiIiIiItHH/D+CDcTLKZ7RGAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Task 2 actual importance scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "metacluster_1\n", + "activity pattern: [1 1 0]\n", + "metacluster_1 pattern_0\n", + "total seqlets: 78\n", + "Task 0 hypothetical scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Task 0 actual importance scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "Task 1 actual importance scores:\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from collections import Counter\n", - "from modisco.visualization import viz_sequence\n", - "reload(viz_sequence)\n", - "from matplotlib import pyplot as plt\n", - "\n", - "import modisco.affinitymat.core\n", - "reload(modisco.affinitymat.core)\n", - "import modisco.cluster.phenograph.core\n", - "reload(modisco.cluster.phenograph.core)\n", - "import modisco.cluster.phenograph.cluster\n", - "reload(modisco.cluster.phenograph.cluster)\n", - "import modisco.cluster.core\n", - "reload(modisco.cluster.core)\n", - "import modisco.aggregator\n", - "reload(modisco.aggregator)\n", - "\n", - "hdf5_results = h5py.File(\"results.hdf5\",\"r\")\n", - "\n", - "print(\"Metaclusters heatmap\")\n", - "import seaborn as sns\n", - "activity_patterns = np.array(hdf5_results['metaclustering_results']['attribute_vectors'])[\n", - " np.array(\n", - " [x[0] for x in sorted(\n", - " enumerate(hdf5_results['metaclustering_results']['metacluster_indices']),\n", - " key=lambda x: x[1])])]\n", - "sns.heatmap(activity_patterns, center=0)\n", - "plt.show()\n", - "\n", - "metacluster_names = [\n", - " x.decode(\"utf-8\") for x in \n", - " list(hdf5_results[\"metaclustering_results\"]\n", - " [\"all_metacluster_names\"][:])]\n", - "\n", - "all_patterns = []\n", - "background = np.array([0.27, 0.23, 0.23, 0.27])\n", - "\n", - "for metacluster_name in metacluster_names:\n", - " print(metacluster_name)\n", - " metacluster_grp = (hdf5_results[\"metacluster_idx_to_submetacluster_results\"]\n", - " [metacluster_name])\n", - " print(\"activity pattern:\",metacluster_grp[\"activity_pattern\"][:])\n", - " all_pattern_names = [x.decode(\"utf-8\") for x in \n", - " list(metacluster_grp[\"seqlets_to_patterns_result\"]\n", - " [\"patterns\"][\"all_pattern_names\"][:])]\n", - " if (len(all_pattern_names)==0):\n", - " print(\"No motifs found for this activity pattern\")\n", - " for pattern_name in all_pattern_names:\n", - " print(metacluster_name, pattern_name)\n", - " all_patterns.append((metacluster_name, pattern_name))\n", - " pattern = metacluster_grp[\"seqlets_to_patterns_result\"][\"patterns\"][pattern_name]\n", - " print(\"total seqlets:\",len(pattern[\"seqlets_and_alnmts\"][\"seqlets\"]))\n", - " print(\"Task 0 hypothetical scores:\")\n", - " viz_sequence.plot_weights(pattern[\"task0_hypothetical_contribs\"][\"fwd\"])\n", - " print(\"Task 0 actual importance scores:\")\n", - " viz_sequence.plot_weights(pattern[\"task0_contrib_scores\"][\"fwd\"])\n", - " print(\"Task 1 hypothetical scores:\")\n", - " viz_sequence.plot_weights(pattern[\"task1_hypothetical_contribs\"][\"fwd\"])\n", - " print(\"Task 1 actual importance scores:\")\n", - " viz_sequence.plot_weights(pattern[\"task1_contrib_scores\"][\"fwd\"])\n", - " print(\"Task 2 hypothetical scores:\")\n", - " viz_sequence.plot_weights(pattern[\"task2_hypothetical_contribs\"][\"fwd\"])\n", - " print(\"Task 2 actual importance scores:\")\n", - " viz_sequence.plot_weights(pattern[\"task2_contrib_scores\"][\"fwd\"])\n", - " print(\"onehot, fwd and rev:\")\n", - " viz_sequence.plot_weights(viz_sequence.ic_scale(np.array(pattern[\"sequence\"][\"fwd\"]),\n", - " background=background)) \n", - " viz_sequence.plot_weights(viz_sequence.ic_scale(np.array(pattern[\"sequence\"][\"rev\"]),\n", - " background=background)) \n", - " \n", - "hdf5_results.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "UFQSYr9q_qI9" - }, - "source": [ - "## Load the saved hdf5 file\n", - "Load the results object from the saved file" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "WVtrMZ9o_mu0" - }, - "outputs": [], - "source": [ - "import h5py\n", - "import numpy as np\n", - "import modisco\n", - "from modisco.tfmodisco_workflow import workflow\n", - "\n", - "track_set = modisco.tfmodisco_workflow.workflow.prep_track_set(\n", - " task_names=tasks,\n", - " contrib_scores=task_to_scores,\n", - " hypothetical_contribs=task_to_hyp_scores,\n", - " one_hot=onehot_data)\n", - "\n", - "grp = h5py.File(\"results.hdf5\",\"r\")\n", - "loaded_tfmodisco_results =\\\n", - " workflow.TfModiscoResults.from_hdf5(grp, track_set=track_set)\n", - "grp.close()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "90lxFiCd_4c-" - }, - "source": [ - "## Do hit scoring\n", - "The hit scoring strategy is still in development. For the previous hit scoring strategy, see the version at tag [v0.5.3.1](https://colab.research.google.com/github/kundajelab/tfmodisco/blob/v0.5.3.1/examples/simulated_TAL_GATA_deeplearning/(On_Google_Colab)_With_Hit_Scoring_TF_MoDISco_TAL_GATA.ipynb)\n", - "\n", - "### Trim the motifs by information content\n", - "\n", - "Before scanning the sequence for hits to motifs, it is worth trimming the motifs by their information content. Let's demonstrate scanning for the GATA motif. We will first trim the motif." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 488 - }, - "colab_type": "code", - "id": "cxu4zoH90kZr", - "outputId": "e67a1794-e394-4e03-bd4a-cd314e9c893c" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Untrimmed Gata - sequence (scaled by information content)\n" - ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "UFQSYr9q_qI9" + }, + "source": [ + "## Load the saved hdf5 file\n", + "Load the results object from the saved file" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Untrimmed Gata - task 0 hypothetical scores\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "WVtrMZ9o_mu0", + "colab": {} + }, + "source": [ + "import h5py\n", + "import numpy as np\n", + "import modisco\n", + "from modisco.tfmodisco_workflow import workflow\n", + "\n", + "track_set = modisco.tfmodisco_workflow.workflow.prep_track_set(\n", + " task_names=tasks,\n", + " contrib_scores=task_to_scores,\n", + " hypothetical_contribs=task_to_hyp_scores,\n", + " one_hot=onehot_data)\n", + "\n", + "grp = h5py.File(\"results.hdf5\",\"r\")\n", + "loaded_tfmodisco_results =\\\n", + " workflow.TfModiscoResults.from_hdf5(grp, track_set=track_set)\n", + "grp.close()" + ], + "execution_count": 12, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "90lxFiCd_4c-" + }, + "source": [ + "## Do hit scoring\n", + "The hit scoring strategy is still in development. For the previous hit scoring strategy, see the version at tag [v0.5.3.1](https://colab.research.google.com/github/kundajelab/tfmodisco/blob/v0.5.3.1/examples/simulated_TAL_GATA_deeplearning/(On_Google_Colab)_With_Hit_Scoring_TF_MoDISco_TAL_GATA.ipynb)\n", + "\n", + "### Trim the motifs by information content\n", + "\n", + "Before scanning the sequence for hits to motifs, it is worth trimming the motifs by their information content. Let's demonstrate scanning for the GATA motif. We will first trim the motif." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "IC-trimmed Gata - sequence (scaled by information content)\n" - ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "cxu4zoH90kZr", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 457 + }, + "outputId": "b1c63136-aa46-4de7-a400-e9da4a0f53a3" + }, + "source": [ + "untrimmed_gata_pattern = (\n", + " loaded_tfmodisco_results\n", + " .metacluster_idx_to_submetacluster_results[\"metacluster_1\"]\n", + " .seqlets_to_patterns_result.patterns[0])\n", + "print(\"Untrimmed Gata - sequence (scaled by information content)\")\n", + "viz_sequence.plot_weights(viz_sequence.ic_scale(untrimmed_gata_pattern[\"sequence\"].fwd, background=background))\n", + "print(\"Untrimmed Gata - task 0 hypothetical scores\")\n", + "viz_sequence.plot_weights(untrimmed_gata_pattern[\"task0_hypothetical_contribs\"].fwd)\n", + "trimmed_gata = untrimmed_gata_pattern.trim_by_ic(ppm_track_name=\"sequence\",\n", + " background=background,\n", + " threshold=0.3)\n", + "print(\"IC-trimmed Gata - sequence (scaled by information content)\")\n", + "viz_sequence.plot_weights(viz_sequence.ic_scale(trimmed_gata[\"sequence\"].fwd, background=background))\n" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Untrimmed Gata - sequence (scaled by information content)\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "untrimmed_gata_pattern = (\n", - " loaded_tfmodisco_results\n", - " .metacluster_idx_to_submetacluster_results[\"metacluster_1\"]\n", - " .seqlets_to_patterns_result.patterns[0])\n", - "print(\"Untrimmed Gata - sequence (scaled by information content)\")\n", - "viz_sequence.plot_weights(viz_sequence.ic_scale(untrimmed_gata_pattern[\"sequence\"].fwd, background=background))\n", - "print(\"Untrimmed Gata - task 0 hypothetical scores\")\n", - "viz_sequence.plot_weights(untrimmed_gata_pattern[\"task0_hypothetical_contribs\"].fwd)\n", - "trimmed_gata = untrimmed_gata_pattern.trim_by_ic(ppm_track_name=\"sequence\",\n", - " background=background,\n", - " threshold=0.3)\n", - "print(\"IC-trimmed Gata - sequence (scaled by information content)\")\n", - "viz_sequence.plot_weights(viz_sequence.ic_scale(trimmed_gata[\"sequence\"].fwd, background=background))\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "PwuFV-ZG0kZu" - }, - "source": [ - "Trimming the 45bp GATA motif by information content selected the 9bp subsequence in the range 19-28. Note that the original GATA motif used in the simulation was 10bp long (GATA_disc1 at http://compbio.mit.edu/encode-motifs/ ). Trimming discarded the very first position of that motif, at which there is a weak preference for G followed by A, C and T. Indeed, when we look at the hypothetical importance scores of the untrimmed GATA motif, we see that at position 18 the network has indeed learned a preference for G followed by A, C and T, and that this preference is not apparent when looking at the sequence motif. This reveals an advantage of using the hypothetical importance scores; they can show us the preference of the network even for bases that aren't present in the underlying sequence. In the future, a more principled approaches to doing the trimming based on the hypothetical importance scores could be developed. For now, we will proceed with the version of the motif that has been trimmed by information content.\n", - "\n", - "### Perform scanning with the trimmed motif\n", - "\n", - "Having trimmed the motif, we will scan the importance score tracks with it. We will compute two kinds of scores. The first (\"masked hCWM cosine similariy\") measures the similarity of the importance scores to the motif (irrespective of the magnitude of the scores), and the second measures the total importance within the window of the motif. Information from both scores will be used to call hits.\n", - "\n", - "#### Masked hCWM cosine similarity\n", - "\n", - "The masked hCWM cosine similarity is used to gauge the similarity between a TF-MoDISco motif and the contribution scores present at a given window of the input sequence, irrespective of the magnitude of the scores. It is best illustrated with an example. Consider the GATA hypothetical contribution weight matrix (hereby referred to as the hCWM) below (the exact values may not be up to date with the rest of the notebook but are meant to be illustrative):\n", - "```\n", - ">>> print(trimmed_gata[\"task0_hypothetical_contribs\"].fwd)\n", - "[[-0.03782349 0.09118378 0.070142 -0.12350229]\n", - " [ 0.1215808 -0.08301942 -0.09632582 0.05776444]\n", - " [-0.1386668 -0.10839121 0.2793305 -0.03227249]\n", - " [ 0.34087033 -0.20777264 -0.02217297 -0.11092472]\n", - " [-0.01404373 -0.21645161 -0.04688007 0.27737541]\n", - " [ 0.1804657 -0.184394 -0.0562734 0.0602017 ]\n", - " [ 0.24564405 -0.04153355 -0.09036025 -0.11375025]\n", - " [-0.23648668 0.09994425 0.25375557 -0.11721314]\n", - " [ 0.05861893 0.04707453 0.10303728 -0.20873074]]\n", - "```\n", - "\n", - "Imagine we wanted to use this to score the sequence `CCGATTCGG`. We could take the cosine similarity between the GATA hCWM and the hypothetical importance scores at `CCGATTCGG`. Empirically, however, we have found that over-reliance on hypothetical importance scores - without grounding in the bases that are actually present in the sequence - can yield false positives. We could take the cosine similarity between the GATA hCWM and the actual contribution scores at `CCGATTCGG`, but this is an unsatisfactory solution because the actual contribution scores at `CCGATTCGG` only have nonzero values at the bases that are actually present at each position in the sequence, whereas the GATA hCWM has nonzero values for all bases at all positions. Instead, we *mask* the hCWM to only consider the bases corresponding to `CCGATTCGG`. Concretely, when scannign the sequence `CCGATTCGG`, we use the following masked hCWM:\n", - "\n", - "```\n", - "[[ 0.0 0.09118378 0.0 0.0 ]\n", - " [ 0.0 -0.08301942 0.0 0.0 ]\n", - " [ 0.0 0.0 0.2793305 0.0 ]\n", - " [ 0.34087033 0.0 0.0 0.0 ]\n", - " [ 0.0 0.0 0.0 0.27737541]\n", - " [ 0.0 0.0 0.0 0.0602017 ]\n", - " [ 0.0 -0.04153355 0.0 0.0 ]\n", - " [ 0.0 0.0 0.25375557 0.0 ]\n", - " [ 0.0 0.0 0.10303728 0.0 ]]\n", - "```\n", - "Our similarity score for `CCGATTCGG` will then be the cosine similarity between the masked hCWM above and the contribution scores present at `CCGATTCGG`. The masking is done separately for each window scanned. You can refer to the code for how this is achieved efficiently using numpy stride tricks.\n", - "\n", - "#### Sum of scores in window\n", - "\n", - "This simply consists of taking the sum of the contribution scores in a given window of the input sequence. Looking at the total contribution is useful for identifying motif hits that may look like a good match if you only considered the local sequence, but which may not in fact be strongly bound by the TF because the sequence does not have the requisite cofactor motifs. For example, imagine both TAL and GATA need to be present in order for either TF to bind strongly (this logic is encapsulated in prediction task 0 in the simulation, which is a 1 iff both TAL and GATA are present, and a 0 otherwise). Even though a given portion of the sequence may be an excellent match to the GATA motif, we may not want to consider it a strong motif hit if the TAL motif is not also present in the surrounding sequence. The idea is that the neural network will have learned this logic and will give GATA motifs less importance for task 0 if they are present in a sequence that does not also have TAL. We will see an example of this below.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "v0BevaQ2AkD4" - }, - "outputs": [], - "source": [ - "#compute the masked hCWM cosine similarity.\n", - "#In the TAL-GATA simulation, only the forward versions of\n", - "# the motifs had been embedded for simplicity. But for demonstration purposes, we will scan\n", - "# for both the fwd and reverse motif.\n", - "#We will use the scores for task 0, which is a 1 iff both the TAL (CAGATG) and GATA (GATAAG)\n", - "# motifs are present in the sequence.\n", - "imp_scores = np.array(task_to_scores[\"task0\"])\n", - "onehot_seq = np.array(onehot_data)\n", - "fwd_masked_cosine_sim = modisco.util.compute_masked_cosine_sim(\n", - " imp_scores=imp_scores,\n", - " onehot_seq=onehot_seq,\n", - " weightmat=trimmed_gata[\"task0_hypothetical_contribs\"].fwd)\n", - "rev_masked_cosine_sim = modisco.util.compute_masked_cosine_sim(\n", - " imp_scores=imp_scores,\n", - " onehot_seq=onehot_seq,\n", - " weightmat=trimmed_gata[\"task0_hypothetical_contribs\"].rev)\n", - "\n", - "#We take the max of the masked_cosine_sim on the fwd and reverse strands\n", - "is_fwd_masked_cosine_sim = fwd_masked_cosine_sim > rev_masked_cosine_sim\n", - "masked_cosine_sim = (fwd_masked_cosine_sim*is_fwd_masked_cosine_sim\n", - " + rev_masked_cosine_sim*(is_fwd_masked_cosine_sim==False))\n", - "\n", - "#Also look at the total sum of scores in each window\n", - "sum_scores = modisco.util.compute_sum_scores(imp_scores=imp_scores,\n", - " window_size=len(trimmed_gata[\"task0_hypothetical_contribs\"].fwd))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "uKypa3xI0kZw" - }, - "source": [ - "Visualize the 2-d scatterplot for both masked_cosine_sim and sum_scores" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 281 }, - "colab_type": "code", - "id": "6hwvQ1dA0kZx", - "outputId": "f3a91351-1274-4e90-8a52-bd1211615bde" - }, - "outputs": [ { - "data": { - "image/png": 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\n", 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" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "PwuFV-ZG0kZu" + }, + "source": [ + "Trimming the 45bp GATA motif by information content selected the 9bp subsequence in the range 19-28. Note that the original GATA motif used in the simulation was 10bp long (GATA_disc1 at http://compbio.mit.edu/encode-motifs/ ). Trimming discarded the very first position of that motif, at which there is a weak preference for G followed by A, C and T. Indeed, when we look at the hypothetical importance scores of the untrimmed GATA motif, we see that at position 18 the network has indeed learned a preference for G followed by A, C and T, and that this preference is not apparent when looking at the sequence motif. This reveals an advantage of using the hypothetical importance scores; they can show us the preference of the network even for bases that aren't present in the underlying sequence. In the future, a more principled approaches to doing the trimming based on the hypothetical importance scores could be developed. For now, we will proceed with the version of the motif that has been trimmed by information content.\n", + "\n", + "### Perform scanning with the trimmed motif\n", + "\n", + "Having trimmed the motif, we will scan the importance score tracks with it. We will compute two kinds of scores. The first (\"masked hCWM cosine similariy\") measures the similarity of the importance scores to the motif (irrespective of the magnitude of the scores), and the second measures the total importance within the window of the motif. Information from both scores will be used to call hits.\n", + "\n", + "#### Masked hCWM cosine similarity\n", + "\n", + "The masked hCWM cosine similarity is used to gauge the similarity between a TF-MoDISco motif and the contribution scores present at a given window of the input sequence, irrespective of the magnitude of the scores. It is best illustrated with an example. Consider the GATA hypothetical contribution weight matrix (hereby referred to as the hCWM) below (the exact values may not be up to date with the rest of the notebook but are meant to be illustrative):\n", + "```\n", + ">>> print(trimmed_gata[\"task0_hypothetical_contribs\"].fwd)\n", + "[[-0.03782349 0.09118378 0.070142 -0.12350229]\n", + " [ 0.1215808 -0.08301942 -0.09632582 0.05776444]\n", + " [-0.1386668 -0.10839121 0.2793305 -0.03227249]\n", + " [ 0.34087033 -0.20777264 -0.02217297 -0.11092472]\n", + " [-0.01404373 -0.21645161 -0.04688007 0.27737541]\n", + " [ 0.1804657 -0.184394 -0.0562734 0.0602017 ]\n", + " [ 0.24564405 -0.04153355 -0.09036025 -0.11375025]\n", + " [-0.23648668 0.09994425 0.25375557 -0.11721314]\n", + " [ 0.05861893 0.04707453 0.10303728 -0.20873074]]\n", + "```\n", + "\n", + "Imagine we wanted to use this to score the sequence `CCGATTCGG`. We could take the cosine similarity between the GATA hCWM and the hypothetical importance scores at `CCGATTCGG`. Empirically, however, we have found that over-reliance on hypothetical importance scores - without grounding in the bases that are actually present in the sequence - can yield false positives. We could take the cosine similarity between the GATA hCWM and the actual contribution scores at `CCGATTCGG`, but this is an unsatisfactory solution because the actual contribution scores at `CCGATTCGG` only have nonzero values at the bases that are actually present at each position in the sequence, whereas the GATA hCWM has nonzero values for all bases at all positions. Instead, we *mask* the hCWM to only consider the bases corresponding to `CCGATTCGG`. Concretely, when scannign the sequence `CCGATTCGG`, we use the following masked hCWM:\n", + "\n", + "```\n", + "[[ 0.0 0.09118378 0.0 0.0 ]\n", + " [ 0.0 -0.08301942 0.0 0.0 ]\n", + " [ 0.0 0.0 0.2793305 0.0 ]\n", + " [ 0.34087033 0.0 0.0 0.0 ]\n", + " [ 0.0 0.0 0.0 0.27737541]\n", + " [ 0.0 0.0 0.0 0.0602017 ]\n", + " [ 0.0 -0.04153355 0.0 0.0 ]\n", + " [ 0.0 0.0 0.25375557 0.0 ]\n", + " [ 0.0 0.0 0.10303728 0.0 ]]\n", + "```\n", + "Our similarity score for `CCGATTCGG` will then be the cosine similarity between the masked hCWM above and the contribution scores present at `CCGATTCGG`. The masking is done separately for each window scanned. You can refer to the code for how this is achieved efficiently using numpy stride tricks.\n", + "\n", + "#### Sum of scores in window\n", + "\n", + "This simply consists of taking the sum of the contribution scores in a given window of the input sequence. Looking at the total contribution is useful for identifying motif hits that may look like a good match if you only considered the local sequence, but which may not in fact be strongly bound by the TF because the sequence does not have the requisite cofactor motifs. For example, imagine both TAL and GATA need to be present in order for either TF to bind strongly (this logic is encapsulated in prediction task 0 in the simulation, which is a 1 iff both TAL and GATA are present, and a 0 otherwise). Even though a given portion of the sequence may be an excellent match to the GATA motif, we may not want to consider it a strong motif hit if the TAL motif is not also present in the surrounding sequence. The idea is that the neural network will have learned this logic and will give GATA motifs less importance for task 0 if they are present in a sequence that does not also have TAL. We will see an example of this below.\n" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#note that if you have a large number of datapoints here, you would likely want to subsample\n", - "# from the arrays. This can be achieved with, e.g. masked_cosine_sim.ravel()[::sumsample_factor]\n", - "# you may also want to decrease alpha on the scatterplot. In matplotlib, alpha can be as low as 0.002\n", - "plt.scatter(masked_cosine_sim.ravel(), sum_scores.ravel(), alpha=0.1)\n", - "plt.xlabel(\"Masked cosine similarity\")\n", - "plt.ylabel(\"Sum score\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "wWBrnbZ30kZz" - }, - "source": [ - "To decide where to draw the threshold, it is useful to visualize the 1-d histogram for \"masked_cosine_sim\"" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 282 }, - "colab_type": "code", - "id": "8ZG2kwYD0kZ0", - "outputId": "70deddc2-2867-402e-cd8a-9623adc61b5c" - }, - "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "v0BevaQ2AkD4", + "colab": {} + }, + "source": [ + "#compute the masked hCWM cosine similarity.\n", + "#In the TAL-GATA simulation, only the forward versions of\n", + "# the motifs had been embedded for simplicity. But for demonstration purposes, we will scan\n", + "# for both the fwd and reverse motif.\n", + "#We will use the scores for task 0, which is a 1 iff both the TAL (CAGATG) and GATA (GATAAG)\n", + "# motifs are present in the sequence.\n", + "imp_scores = np.array(task_to_scores[\"task0\"])\n", + "onehot_seq = np.array(onehot_data)\n", + "fwd_masked_cosine_sim = modisco.util.compute_masked_cosine_sim(\n", + " imp_scores=imp_scores,\n", + " onehot_seq=onehot_seq,\n", + " weightmat=trimmed_gata[\"task0_hypothetical_contribs\"].fwd)\n", + "rev_masked_cosine_sim = modisco.util.compute_masked_cosine_sim(\n", + " imp_scores=imp_scores,\n", + " onehot_seq=onehot_seq,\n", + " weightmat=trimmed_gata[\"task0_hypothetical_contribs\"].rev)\n", + "\n", + "#We take the max of the masked_cosine_sim on the fwd and reverse strands\n", + "is_fwd_masked_cosine_sim = fwd_masked_cosine_sim > rev_masked_cosine_sim\n", + "masked_cosine_sim = (fwd_masked_cosine_sim*is_fwd_masked_cosine_sim\n", + " + rev_masked_cosine_sim*(is_fwd_masked_cosine_sim==False))\n", + "\n", + "#Also look at the total sum of scores in each window\n", + "sum_scores = modisco.util.compute_sum_scores(imp_scores=imp_scores,\n", + " window_size=len(trimmed_gata[\"task0_hypothetical_contribs\"].fwd))" + ], + "execution_count": 14, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "uKypa3xI0kZw" + }, + "source": [ + "Visualize the 2-d scatterplot for both masked_cosine_sim and sum_scores" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plt.hist(masked_cosine_sim.ravel(), bins=100, density=True)\n", - "plt.xlabel(\"Masked cosine similarity\")\n", - "plt.ylabel(\"Density\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "VGL8LocN0kZ2" - }, - "source": [ - "It looks like a threshold of around 0.85 would work well for the \"masked cosine similarity axis\". Applying this threshold and then looking at the distribution for \"sum scores\" yields:" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 278 }, - "colab_type": "code", - "id": "7rU98aJk0kZ3", - "outputId": "f3428425-347e-4dbb-c234-af3a02b29ba0" - }, - "outputs": [ { - "data": { - "image/png": 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twN4W30+SNA+tBUFVHQe2A/uB+4Bbqupgkp1JNgEkuTDJJPAvgA8mOdhWPZKkwVqddK6q9gH7prVd0/f6AL0hI2nJG9UjMheqi3U72d338s5iSeo4g0CSOs4gkKSOMwgkqeMMAknqOINAkjrOZxY/A0v1MjtJmo1nBJLUcQaBJHWcQSBJHWcQSFLHGQSS1HFeNSRpZLp2Jd5Cj7etyfI8I5CkjjMIJKnjDAJJ6rhWgyDJxiSHkxxJsmPA+u9L8olm/VeSrGmzHknSiVoLgiTLgF3ApcB6YGuS9dO6vRV4pKr+AfAB4Pq26pEkDdbmGcEG4EhVHa2qY8AeYPO0PpuBm5vXtwKvT5IWa5IkTdPm5aMrgQf6lieBV87Up6qOJ/kO8ALg4f5OSbYB25rFR5McbqViWDH9vZcwj+XU5LGcAjJ47OGUP54Z6h5k0LG8cKbObQbBoG/2NY8+VNVuYPdiFDWbJBNVNd72+5wMHsupyWM5dZ1Ox/NMj6XNoaFJYHXf8irgwZn6JDkD+AHgz1qsSZI0TZtBcABYl2RtkuXAFmDvtD57gR9vXl8OfKGqTjgjkCS1p7WhoWbMfzuwH1gG3FRVB5PsBCaqai/wIeDDSY7QOxPY0lY9Q2p9+Okk8lhOTR7Lqet0Op5ndCzxC7gkdZt3FktSxxkEktRxBgFzT4WxlCS5KclDSb426loWKsnqJLcluS/JwSTvGnVN85Xk2Un+KMndzbG8b9Q1LVSSZUnuTPI7o65lIZLcn+TeJHclmRh1PQuV5HlJbk3y9ea/nVfNuU3XfyNopsL4BnAJvctZDwBbq+rQSAubpySvBh4Ffr2qXjrqehYiybnAuVX11STPBe4A3rwU/7dp7pg/q6oeTXIm8IfAu6rqyyMubd6SXAWMA+dU1ZtGXc98JbkfGK+qU/pmsmEluRn4g6q6sbli8zlV9eezbeMZwXBTYSwZVfW/OE3uxaiqb1XVV5vXfwHcR+9u9CWneh5tFs9s/pbst7Akq4DLgBtHXYueluQc4NX0rsikqo7NFQJgEMDgqTCW5IfN6ayZmfYC4CujrWT+mqGUu4CHgM9V1ZI9FuC/A/8JeHLUhSyCAj6b5I5mOpul7O8DU8CvNcN2NyY5a66NDIIhp7nQ6CQ5G/gk8NNV9d1R1zNfVfVEVZ1P7y77DUmW5NBdkjcBD1XVHaOuZZFcVFUvpzdT8tub4dWl6gzg5cCvVtUFwF8Cc/7uaRAMNxWGRqQZT/8k8NGq+s1R17MYmlP124GNIy5lvi4CNjVj63uA1yX5yGhLmr+qerD59yHgt+gNFy9Vk8Bk39nmrfSCYVYGwXBTYWgEmh9YPwTcV1XvH3U9C5FkLMnzmtffD1wMfH20Vc1PVV1dVauqag29/16+UFVXjLiseUlyVnMhAs0QyhuAJXvFXVX9P+CBJC9pml4PzHlxRZuzjy4JM02FMeKy5i3Jx4HXAiuSTALvraoPjbaqebsI+LfAvc3YOsC7q2rfCGuar3OBm5ur1J4F3FJVS/qyy9PE3wV+q3kMyhnAx6rq90Zb0oK9A/ho88X2KPATc23Q+ctHJanrHBqSpI4zCCSp4wwCSeo4g0CSOs4gkKSOMwh0Wkvy881sn/c0s0u+ctQ1Saeazt9HoNNXM/3um4CXV9VjSVYAy0dc1pySLKuqJ0Zdh7rDMwKdzs4FHq6qxwCq6uGnphNo5qBf0bweT3J78/raJDcn+WzT558nuaGZr/73mikvvkeSdyY51Jx17Gnazk7ya8129yR5S9O+tWn7WpLr+/bxaJKdSb4CvCrJK5J8sZkIbX8zJffA95IWyiDQ6eyzwOok30jyK0leM+R2L6I3xfJm4CPAbVX1MuCvm/bpdgAXVNWPAj/VtP0X4DtV9bKm/QtJ/h5wPfA64HzgwiRvbvqfBXytql5Jb4bVXwYur6pXADcBvzjLe0kLYhDotNXM//8KYBu9qXk/keTKITb93ap6HLiX3rQjT005cC+wZkD/e+jd0n8FcLxpuxjY1VfLI8CFwO1VNVVVx4GP0ps7HuAJepPrAbwEeCnwuWZqjffQmwxxpveSFsQg0Gmtmfr59qp6L7AdeEuz6jhP////2dM2e2oo6Ung8Xp6HpYnGfy72mX0PvRfAdyR5Ax605tPn79l0JTnT/mbvt8FAhysqvObv5dV1RtmeS9pQQwCnbaSvCTJur6m84E/aV7fT+/DFJ4Oh/m8x7OA1VV1G70HtTwPOJvesNT2vn7Ppzfk85okK5rJ57YCXxyw28PA2FPPmk1yZpJ/OMt7SQtiEOh0dja9GT8PJbkHWA9c26x7H/BLSf6A3rDMfC0DPpLkXuBO4APN8wZ+AXh+86Pw3cCPVdW3gKuB24C7ga9W1W9P32HzyNTLgeubbe8C/sks7yUtiLOPSlLHeUYgSR1nEEhSxxkEktRxBoEkdZxBIEkdZxBIUscZBJLUcf8fPa8jnj44XhsAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "6hwvQ1dA0kZx", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 281 + }, + "outputId": "4f169170-cf72-457a-c769-78c94c95934d" + }, + "source": [ + "#note that if you have a large number of datapoints here, you would likely want to subsample\n", + "# from the arrays. This can be achieved with, e.g. masked_cosine_sim.ravel()[::sumsample_factor]\n", + "# you may also want to decrease alpha on the scatterplot. In matplotlib, alpha can be as low as 0.002\n", + "plt.scatter(masked_cosine_sim.ravel(), sum_scores.ravel(), alpha=0.1)\n", + "plt.xlabel(\"Masked cosine similarity\")\n", + "plt.ylabel(\"Sum score\")\n", + "plt.show()" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "masked_cosine_sim_thresh = 0.85\n", - "plt.hist(sum_scores.ravel()[masked_cosine_sim.ravel() > masked_cosine_sim_thresh],\n", - " bins=20, density=True)\n", - "plt.xlabel(\"Sum scores\")\n", - "plt.ylabel(\"Density\")\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "QHKHY3mq0kZ5" - }, - "source": [ - "The best choice of threshold is an open research question and depends on how strong you would like the matches to be. For demonstration purposes, we will use the threshold of 2 on sum_scores, which is on the stringent side. The threshold of 2 might miss what could be considered \"weak affinity\" binding sites. Let us visualize the retained hits on a 2d scatterplot:" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 281 }, - "colab_type": "code", - "id": "IME4TNtF0kZ7", - "outputId": "5118cf5d-c4f2-4e48-d20a-691b0ccc99a8" - }, - "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "wWBrnbZ30kZz" + }, + "source": [ + "To decide where to draw the threshold, it is useful to visualize the 1-d histogram for \"masked_cosine_sim\"" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sum_score_thresh = 2\n", - "threshold_passers = ((masked_cosine_sim > masked_cosine_sim_thresh)*\n", - " (sum_scores > sum_score_thresh))\n", - "handles = []\n", - "handles.append(\n", - " plt.scatter(masked_cosine_sim[threshold_passers==False].ravel(),\n", - " sum_scores[threshold_passers==False].ravel(), alpha=0.1))\n", - "handles.append(\n", - " plt.scatter(masked_cosine_sim[threshold_passers].ravel(),\n", - " sum_scores[threshold_passers].ravel(), alpha=0.1))\n", - "plt.xlabel(\"Masked cosine similarity\")\n", - "plt.ylabel(\"Sum score\")\n", - "plt.legend(handles=handles, labels=[\"Not passing\", \"Passing\"])\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "AbSutVUK0kZ-" - }, - "source": [ - "From our retained hits, let us visualize the first few matches to the GATA motif." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 798 - }, - "colab_type": "code", - "id": "agaA8m0Q0kZ_", - "outputId": "6fad1da8-ccd4-44ac-e5d1-f15659f8a02a" - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "cosine similarity: 0.9742738671624633 sum scores: 4.67945\n" - ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "8ZG2kwYD0kZ0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "outputId": "31016ab5-ad1c-4f23-fd39-1c4260d1dd45" + }, + "source": [ + "plt.hist(masked_cosine_sim.ravel(), bins=100, density=True)\n", + "plt.xlabel(\"Masked cosine similarity\")\n", + "plt.ylabel(\"Density\")\n", + "plt.show()" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "VGL8LocN0kZ2" + }, + "source": [ + "It looks like a threshold of around 0.85 would work well for the \"masked cosine similarity axis\". Applying this threshold and then looking at the distribution for \"sum scores\" yields:" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "cosine similarity: 0.9758422299720608 sum scores: 2.3730211\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "7rU98aJk0kZ3", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 278 + }, + "outputId": "d061f0ad-93c7-44bf-d4e4-8a302f62ff2c" + }, + "source": [ + "masked_cosine_sim_thresh = 0.85\n", + "plt.hist(sum_scores.ravel()[masked_cosine_sim.ravel() > masked_cosine_sim_thresh],\n", + " bins=20, density=True)\n", + "plt.xlabel(\"Sum scores\")\n", + "plt.ylabel(\"Density\")\n", + "plt.show()" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "cosine similarity: 0.9289357576868469 sum scores: 2.7548819\n" - ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "QHKHY3mq0kZ5" + }, + "source": [ + "The best choice of threshold is an open research question and depends on how strong you would like the matches to be. For demonstration purposes, we will use the threshold of 2 on sum_scores, which is on the stringent side. The threshold of 2 might miss what could be considered \"weak affinity\" binding sites. Let us visualize the retained hits on a 2d scatterplot:" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "cosine similarity: 0.9071080748714079 sum scores: 3.638939\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "IME4TNtF0kZ7", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 281 + }, + "outputId": "b9a62302-181f-492c-ac73-621d74302197" + }, + "source": [ + "sum_score_thresh = 2\n", + "threshold_passers = ((masked_cosine_sim > masked_cosine_sim_thresh)*\n", + " (sum_scores > sum_score_thresh))\n", + "handles = []\n", + "handles.append(\n", + " plt.scatter(masked_cosine_sim[threshold_passers==False].ravel(),\n", + " sum_scores[threshold_passers==False].ravel(), alpha=0.1))\n", + "handles.append(\n", + " plt.scatter(masked_cosine_sim[threshold_passers].ravel(),\n", + " sum_scores[threshold_passers].ravel(), alpha=0.1))\n", + "plt.xlabel(\"Masked cosine similarity\")\n", + "plt.ylabel(\"Sum score\")\n", + "plt.legend(handles=handles, labels=[\"Not passing\", \"Passing\"])\n", + "plt.show()" + ], + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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843heeo1f+qVf4vd///dxXZeXvvSlPPXUU0PlfgfRlfWFqbTvehhGF1xue8yXrJHDNl0DHUUJYZwgBByt5LB0dehWf1j4YdDzLmfJ2i71UVcV4gQKhrbuWAY9XyeIefTZVdwg7nnCZ5Y7nF1qX+MdN5xg215zdxfU9Y4BNFUQxMm2POHu+brxcimhZGr4QbIjT3497n/Z0qZFUVvAwfLgNQvi8KrnDtnf1tgv1Ww2OX78OAB/+Id/2Hv/zJkz3HXXXdx111189atf5amnniKXy3HixAkeeughfN/nkUce4a1vfeum16hWq5RKJf71X/+VF73oRT1Z4hsVw7znasGkZK39Gm8mOWDpKqfmCteIhg0auFE0YLwwxg9jzq06NN2QhaoFEoI45mglt+5YBqmAth9RMHXsIKKU0zE0geNHIGCutJYueGa5nSaYtyFd0DWc1bzB5WbqlMhEImBbnnD3fHU7wFBVdE0hjFN9oH49nWHYaBeykXzBVG9qdBwsD75wCGIPogCkTF9jL31/zPjABz7A61//el7wghdw6NDV8//mb/4md955J89//vPRdZ0f/uEf5vOf/zzf8z3fwz333MNnP/tZ3vve9458nU984hM89NBD3H333di2TaVSGfu9XE+4xnu2tG3FZEcpHqp1fKSEVdvn3KrDqp3+3fXIuwuArqlpNaum8MyKTZgkzBQM6nbAmeUOdce/xpMdzCcEcYKlK2t2EImU12jm6Kqg40XbTjR271sRgiNlkyhJaHkhc0VzW55w93x2EKEqEMYJQZRQzRsbjmmz2P1UvmA8OHBywYRuGnOPvNRzLxwCPTfmke4eOp0OxWIqmfrrv/7rXLp0id/6rd/alWvvd7lgGF0yeL3PbhTHfnKxSdMNMXUVTRFEicQPYyo5ndsXKtdIB3thzPlVB0FaGasIhURKDhVNRJ+ccK3jc65mo2kKh0sWlq5yqeGmiVtd4Wgl/b6eq9kg4HDJouEE+FEaUoqjhOOzhW1LFo+7UGg9Zc+NxnR2qU3NCZAy3QVU8waKEDuSXb5RcUPJBaPndpRQ3WskiSRKEqQEIeCv/uqv+a//9deJooibbrppz5Uo9xtGqfJcz6BtttV3wghFCHQ1NaS6KgijBCdM8yODKpWWrnJiJsdjF5rkLY04jskZKh0/omBqLDZcZMZWOVbNcaHucH7V4cRMjoKpUbdtCqbFpYaD48f4cUJOVzi/6pA3VDQhcMKIvKnR8sKhWvZbmbNxwdJV7liorllouzuiYdfxspBWOZcpaCaSy02PI2Wzp6A5xXhw8Az8dYwkkQRx6vUoQiCR/MfXvZ43vvGNKIrY/ARbvFb/QqIpytivsR/QHwroeCFOGPNszeZ5CxWqeWPDTk+rdogfRBwqWRRMjSiWJDKhZKwVAetn9aiKQimXUvzMnIamCqJYUut4+FHCrfOlzPNWODlbYKnlcbnpcXI25cafXe4gScMW85bFxbqDpqZG0FDTzyhCEEZxL3yxH6QLtiKnUOv4FEwNgUAI0Qs3LXd8FipXd9tTSYKd47ow8FLKa5pUH0RESWrcu/cqECikhthQxvfFHraQBHGCwVUjv59Cdxths0RoreOTZHF0Q1UpWzpuEPPkYpPbFyq9ZGf3s2eWOwgpKeUM5osGLU+h1vGJ4oSipTNXtHpe+3qJQFNVUISCnoVQdE0Qxgotx18TO7d0lZOzeZwg9XQv1h1ODoReltoKBUPlWPWqJyylJIzFhl54v3HsreIwUUM56s7AjxLmSyZXWmmSV1MFMpHYXsTccbM3/oPc5GS3sO+TrJZlUavVrhuDsxNImRr1fggE4771NQtJ9qqI9P10HJJarYZljZ99NG5sVt3qRwkdL+wxPIQQ5IyUB35muX3NZx0/wg7jnpSBqanMZx78XNFEEfS8/PUSgZW8QSIlYZxkxjghkZJK3liTEO7G7JdaHhfrDq0hydO8ruL4axO0myWR+3ctioDFpsdiw9lxxepO0E83rTs+USx7lcBuGKcKmnOFNV25ppIEO8e+9+BPnDjBhQsXWF5e3uuhTBxdA9tv5CUZV1kZ31ocxcnQHZGUEi2LN1uWxYkTJ8Z2zUmh5UV4QUSYhTBmCsYaVUdTU3DCmLJ1tT4iSiR5U6Xphhyvrp2HREqyKcfSVWbyOs/WbGp2QILktvnSGg9ymNdazunoqoIdRLhhGq44lC0O3SKdOEm4UHcAwYmZHImEhu0TJwlxInthCT0rIAoy1s0o8fZ+43i5mYZDkNBwQo5Vc71jdiuZOeiNx4nB+VWbk7MFjlas3j0tVK+GZybRGvFGxL438Lqu96pEDzp2wgjZCibROHov4IUxDdtHVRRyhtprdzdbMNeEUZ6t2bhBmvCMkpQSOVcwiKW8JoauZLua7vnrTkglZ1C2NJIETp+rc2o2z8IGz6QbupktmGue40Ifi+ZCw8XUVQ6XrN57LS/iGxeb3H6sTDWn44UJth9y+0KFOJEjx9v7jWNXlhhSTxl231AOcv7LOZ0TswWaXoCiiKH3NO3TOh5MZ2sfYbe4v9dDA4lRBKxqHZ/5koUk9co1VSAQLLe9NWGU5y1UiJOEthsikMwVDISA2+ZL18xD3tQoZBS/uu0jAD+M8GOJpiiUczq1rJJ0vTDHRs+x+29HKjlOZgb/ctPFDWMajk8Uxzy7YrPSSatiT8wWiBO5Jc2a/irQbsVqFKc7HNh9Q7mehlAQrs/bvx6+o9cD9r0Hf6NhN6r09nsDiVETbH6UULQ09EyP3Q1jDE1Q0ow1x1XzBvfcNLsuVbJ/Hm6bT2sOah2fpptSEREaupKGS6SURGG8aZXmZs+xvwI0kWmHJy+UHCnnKJo6bhAxc7i4aRORYehP/lZyOhfqLiA5MZPfkL44KQx6414Yc6HuYOrrP9/9/h29XjA18Dco9nO592YdfboYlO6Fq6GmQQy7341oeN1jEwmXmi5a5oFGSer97jTM0TXCdhDh+hECgaYK8qaGpSvYXkLdDlK1yi162/3GMZSwULFACBIJ+i5XhPZLORRMjfmSyXLbBwSHS1aWQB3+fPfzd/R6wTREc4CwXxs4bBUbdfTpx0628aPI3M4VTVpeyErH45mVdE7bXkg1Y8PsJMzRNV6WrtBwQwxN4Zb5AgKBFyVYRpqkHeV+NhJEW6jmMDNjvttc8kEpBwQ8s2LjBDEnZnJrxjHVdJ8MJmrghRBVIcTnhBBPCSGeFEK8eJLXu5FxkFqZrackOGhQd5KzGJWGJ6SkaqUGPYoljDEe3K0AXajmKJoaJVNnpqATxRJFUbD0zcMSGz33vf5O9M9xztA4NVvgtsMlipaKOsAKmyZQJ4NJh2h+C/h7KeXrhBAGMN1vTQijhjX2E9YLkWykJDiI7W7jR6Hh1To+pZzBXMni+GyehhNgexEtb+da5/3jf95ChScXm7TdhLyp8h+yHq2j6MjXHZ+KZQx97unfe/edWG+O87o21XTfJUxsyRRCVICXAZ8AkFIGUspph+kJYdSwxn7BRt7lbrCJRtkl9M9pN85/6+EiM/nxhjm6SeCbDhUo5wxyhrqhce+fNy9MWOmsVavsPve9/k6sq+me06dKkbuESXrwtwDLwCeFEN8DfA14r5TSnuA1b0ikfG2fS82EgqExU0hZJFvZ9u627ke/FG+vo5Gh9bzLcSTYtqs33oOUnK871ygeTiKUMOr9Du7UCoZGECU0nKCXaO5/7nvJJZ9quu89JvmkNeBe4P+WUt4D2MAvDR4khHi7EOJhIcTDN0K16rjR9egqloEqUhW/Sw2HlhuONeE4brTckJVMJyanp9dc6fi03HAs59+p3riXNXn2wxhNCOJEcn7Voe0Gu8rFHkygDsoZzBQMEplge9E1iea95pJPNd33HpM08BeAC1LKf83+/hypwV8DKeXvSinvk1LeNz8/P8Hh7G9slwHT9ehKOZ1j1RymrpAk0PKCsSccx4l+KV6RvSqZHO44MMo9deP9ppY22qj1hTpqHZ+ypafqjZkWvKkpWIa26yyU/kWqYfu0vatzlN6DhWko6xZVTdLAbva93YvG4vsKoQuN87DydPoaurt6+YmFaKSUl4UQ54UQz5VSfgt4BfDEpK53PWMnynn9iaxunFiW07L2UX9M3XN0myYHcYKuCCxD4/iO72448oZO0/EJo6QnqdsvxbtTjJJE3Wjeu58XQuFYNYcXxqx2fM6v2rtGNxyWOJ8vWSy1PSxdJU4Slts+th+l8gnV3DVjmmQoZKr4uAlCFxrnQLVAL6TtQxvnoHpq15oQTToY927gM0KIbwB3A/9lwte7LrETD3pUSuFm52h7Ua9pci6L3zfsa1vNjQtlS2OuaPXUBIWAuaJF2RqPzzHKvGw07/2f7zaUDmNJJafvGt1wWJK0aGnM5A3COOGZlbTjU9ouUN11Wuw4dn4HpXZjKOyV1LhrRtZ0wUj/tld2bQgTNfBSytNZ+OX5UspXSynrk7ze9YqdsB3GEWedK5ost71eNWWUpBqW8yVrYmGafundU7P5a6R4x3H+zebFjxLiJOFSw+XZms2lhkucpOyT/s+vdvxUthmYKZgjGbJxGK6NWCimpnDb4RKnZgvkDG1P5HR3ytLZa57+xBF5oOpr31P19P1dwrSyYB9g8Ic8qBO+0Rd+HHHWVBbXwNAEbpie42jFomhpE6PUdccdxgnfyYzgRi1dtmMwhRBcWLXTRtjrqHJeyFgyOT3ViL+QsT7657XlhRia4GjF6n1+Jw2lR8VGi9ReUyBh57vHA6/5rllpWKYfcZi+v1tD2LUrTbEu+ulkw3TCN4trjiPOWs7pJFK/RkJ40pQ6KSUnZgs9Gt2we91qrLf/+Fvmiz163iD8IGKlHdBUI3KGSt5UAUG3w0r/vA7KK29kyAZj54lMWLUDlts+J7PdyigL8EaCW/tBTncrBWnDcOA13wuH0pg7pJ57HELsQenUrg1h6sGPCTvZkvd7i5cynfCTs/ld3Xpv5C1OKk46qge3VU9vo+O79/LkYpMnFlvM5LWe7kut4zNfNHrt7UaZm2Ho96678XtVCMQ2Oiqtx0LZawpk/9i2u3scR/5oX0PPpQlVRYHQTl93McEKUw9+LBgHm6D7Y7nK3rhqZHbDq1nPW/TCmCcWm2kjaF2laOl4Y2JKjOrBbdXTW+/4uhPiZVK/fhRjmiotL2JhJs+RskoYJ7T8iAVrbdx02NzMFc11i6j6veu6HWCoKgiw1Kte/TC5gPUKs9Z7fz/I6e5k97jTHcB1AT0H1ZN7dvkDslTuLcYZS9xLr2bQWwR4crGZNrqwdECwaqfFSePYUWx0r4M9PDteNPS4rZzXCcLecwpiydGyRRBJ/v1yi/OrNktNj3pneCFT/9x0jft6MfZ+79qP4rSpeZRQzRvA8Fj5enH7RtZcZCNJh+uVYz4thJo8pgZ+DBhnwms/bL276MoJ5LIdha4pGKpKxwvHksxb714LprbGqJWttIdn2w1HmpP1zpvXtd5z6nY6UlVBGKWLQZgka+Ls62Gx4bJqB1xqulxueiRSrlnQ+w1XkkhiKdckaIctTus5CcMagx+kROT1vkjtd0xDNGPAOBNe+2XrDVmow0z7mHYNo6YKWl7E4TFo3Kx3r9vp4dmPboXqmeU2HS+iaGncNl/C9qPec6rmDc5faKIKwfGZHLMFkyCOmS2YG6otemHMuZpN2dLRNYUolpyr2RjZrgNYE0LphiEUIZBZD9hhYYjBsFK3sOrpKx0UBLN987bXicjd1i2aYvuYGvgxYKuxxM1+IKPENXfjR2ZqCkVTp2YHAGiKwA1iBKPx1UfJTQy712Ex9JKloSqCW7OWeptdt9bxOVzKcbyaPo9ax++FVrr3VjBVbC/E1FWEgKOV3KYt8modn4KlIRSBEIKEhIYTpvK+1WtZT6Mu2P1OQjcxKxDMFVIt+stNl6OV3JZF5MaNafXq9YVpiGYM2EoscRwc6d0oEPHCGD9KKZtxnBBEEW03JE4SnrdQmajGzaT41bYfrXlO5ZzGc49VeM6REseqoxlPP0qYL5oEUUIYJzSdEE0VhHHCbHF4EdQoYYj1CqtumisgAYFgtePvefPpA89dP2CYGvgxYdRY4jh+IJP+kfVaralKVpY+7TsAACAASURBVAav4AYJRysW99w020sWbobt5iZ2mofY6Lr9z+mOhSqKYEvXMTUFVVE4WrF6RVBd732UIqj1sF5hVSVvcLRiYWiClhfueSJyPxRYTTE6piGaXcY4ijsmXSDSXUASKWk4IRIomBoIsSXDst3cxE7zEKNedzvX6YbjDE3lSNkiiFNJ4SOVq9zmneZfYG1hVVcxcr5k7TmFcD8UWE0xOqYGfpcxjh/IpH9kfpSgCLjS8jBUNRUfixLO1WxmCwa2H40U+98Jz3m3+NUbXWcU/vlc3sCNEhQhcINojbpjl8o4yfHvNvbz2Ka4FtNld8zYrOpzHDTIgqlxYdXmzJU2lxoO7S009xgFpqaw3PYxVBU9CwMJRWCoCk8sNkeO/e8Vz3kc1x2lpeCt80VuPVzitvniWNUd9zM/fD+PbYprIaSUmx+1S7jvvvvkww8/vNfD2Db6GQbDWpT1H7ddBky/4el4IU4YE0YJR0ompqGNhVHjhTFfObNCOaejqylfPIgSICFK4LsOl3rHBpm3v9se3KRZRN05HtTmWe9et3r8VjGlJk6xHoQQX5NS3jfs36YhmjFiWIOG7vv9P/KthB/6f9hIyVLbJ0kkBUtjtmhSiGKeuNik6Yacms2PRUrA0lVOzeapOQFRmMamj1YsLq46+0IcajeoetuVR/DCmIYT4EcJhiowNZXjMzsbixfGnF1qY4cxSSJRFEHTCbj1cGlsjsO4sB/GMMVVTEM0Y8S4GQb93roiYLHpcX7VRtcEiYRnazaPX2hi9haV8UkJLMzkmc0bHKvkOFK2UDKxrOKATstuJti683H6XJ1VOyCRssciSiQ8vtgYmyDaVqmapqbQ8aKssjWVHw4iSd0JdjyWxbrDqhOiKQp5Q0NTFFadkMUsFg77Q1t9P4xhirWYGvgxYtw6Mv07gqYbUjA1ynmDVTtEVxXcIKbjRWiZpzhOKYFhsdbbFypbphWOC/3GQwhQheBy08UL48xr9PCDZMeGpXudlhdxYYvyCGnTlLQgLIolEjmWpilLbZ+8oa7pX5s3VJbaV8+7H/jpo6h4HsjOTfsYUwM/RoxbR6Z/R+BHCZqSVjY6QUSYdSOSQuJFCZV86llrqsDJwio7xSC3v5o39izB1m88LF3Nkr4qdTugbgcoQkkrTHdg3PoXkZye7gpOn6/zrUutdRuGdGHpKtWCia6KXgvCo5UcpTE0TZFSwkCqzAtjlttez2C23HDbu8dxGd/1drAtL5p69nuEaQx+jBi7joyUnM86DrXckERKTFVlvmiy0vG5sOpgqCp5XetpnawnJbBVKdrN7nG30R8Tr+YNLjc9dFUQREkqGibEmgKs7eQG+vn/V1o+eVPj1kNFYikH7esadOewYftomsKR8lVhsSAzsBfrzrbj0tWCwbcutdAVhZypoiqCK02XEzOFXg6i7qQhqyiRvesUDI2csfF1usZdSuj4IY6fau3cvlAZuaCti/Xou04QUizlNs1N3VAIXWhegPbl9O/SUaicGLtW/NSDHzPGpY7nhTFulBbRaEJQMFXO1RyutFximTZ/fu6xMqfmcgghN5QS2I4U7V5gI0+yazy6ScwwTrjc8vCCGEtXODRgNLcTGut6oA0nwNAUdFVB1xQkrLsj6J/bY9UcftZu0Q0igiih5YV4QTTyHA/OQcMJkImklNNRVYHtR5xZ7lDOGRyfzfd2LOWczlOLLfwwwdIU/DDhzFKblhtu6Jl3FUNrdoBEpNdRUjrsuFoM9qt4dnFDV7+GLqw8nRp4xQTVhMZFWPn39N/GiKkHv09R6/iULZ2iqVG3A1SpcLxqUbdDNFXB0BSOVFLhraWWR5xIjlZMEIJVO8D2o56nuB6758xym8P7xLPajBkzVzQ5u9Rm1QnJGyp5XQUkeVMjp6tcqDsUXI35oomqKCMV3wzuXiBdGNpeiB8m2EGM7YdpZy1V9Do99Xvia+dW4eRsgaWWx+Wml3bl0hT0EZhV683Bk4tNDpUsvutwqcfOSSTMFPQ1C1oUJ8yWUi0cL0oAiaYpdIKImUyw7GLdYa5orilUa3kRfhj1FjRI5aFbXnLNGEcVyRumDjqtfu2DvQKBDXoRtIy0IADfTf9tjA1CpgZ+n+JqZyeFY9V02yal5FuXW9w2X1zT8enkbJ56JilgqMo1/U3Xo/x1vIjj1Ws9q72Qot2MYmrpKpahYQYxUSIxVIXDJYultk8cS24+VGC57fPMis2p2fymu6dhxtQLIpqxZKWdin21/JA4luT1hJWOT9MOKZ7SKFoaYSw5u9RmueNnPVJVZgoGVtZu0QnSBebscmeo99o/x13Dea5mo2npfQmhYGgiDZ14IQszeY5mcgh6purZD8ePqeb03nflUsNlRlGIekyjVKXyycUmJ2avhnYato+bCah1YfsRth/y7aU2cDXcNwo1dVgIb1r9OgCvmYZmhAqaCbkqqAbELkTeWC91gy6h+x/rMXK6xmXw/f5uRYOJxq2ea9ye1ShJvFEppidn89w0V+BYNYcbxuQNFQnkDI1TcwVuO1zCzGR6N8IwxkcpZ+CGEYfKFjU7QBGwMJPD1HWerTkIVfCtK22utDzcIGLVCbH9GF1VkJIeq6d/DjdjVq2hwioiYwd5vTnKmyrOwHwVLR0xwGYapLAGcQKCXnesSw2Xb11qstTx19BL50sWHTfEDWKklHS8kMWGg6VrVHJ6L6S0mMXpV22fc6sOq3YW2hkhkT2tfu1D6IJTAylA1UAm0LkMQQdQQLPGermpB7/P0PXmWm5I3QmYL1mUMkMcRDHHq6lX2N8jVRGsG+d0gpiFam6oB3XbfKn3A93IsxpH5e1mnt8o+jqDx/hRgiZSCYXBe94M6+1qwijhuUfLINNkZZjRHd0w4pSZJ0okiYR/v9JhrqhTzunYfowbxgRhTK0TcLRqUbV0zi530jkIIko5Y+gc9y80pqYiZbp7aTgBRys5iqaOE6Rx7e7nu5RV2496oZDbFyrUMjlhXRUIUmN6uGRyueliqCoJqUf32MUGlZxByUqN+Km5dMfR8hJsP+RQycp2JGZvR/Wd5U46Rj3VJooSyUrHp5LTRyrk2qvk/L6DvQLFoxDH4K6mSdUEaF2Cw8+FwqGxXm5q4PcR+o3hTMFAVxWW2x5RYmJqCkGUcH61haYpvW26F8a9H/uggWx7ES0vbdYhgDBOCGPWsHu6Mfr1WD87rRrtN2DdBKntRTTcgDsWqr1zjLKNHzxGCHDCiJOzhd4xo+5A1ltQuruakqVTkKCrChcbDrMFkzgBM2PZrNo+tY7HoVL6bCSgKOD4IctNKJs6RTOdL1cIwigmjK/tRtW/0MwUDC43XXRFwUuSnmf+vAFj3v38MJZLt4uVqSrkTZWmG6IrCgiI43RxKlgqQRbLv1B3WahY/Idj6QLx7aU2ZUtjprC2g1TTCThSyfXi9N3F0Amja8YwxQaIPDBLMHsLtCywl9L387Nw6LvHzqKZGvh9hME4dCmnY+oqYZRtn/2IsqUjlJQeeHw2hyJEL6Hab/zaWaHOyb546zBdnM08q1HlF9ZDfwn/5aaHoSkULY22H22589FGSo4btcMbhvUWlO6upmBorHR8wijB9kKOVy1qnZCcYXKl6aIKcMIEmdCLtysIVmyPimVQc3w6fkQQJwggp5tDu1H1LzSWrnK0kmOp5SGz6uWNjHk/hnWxarsBy46PZahYqsp82aJu+2hC4Edxxq2XPRnoYVLFkC58lqGy1HIRpFTNvKGm5wjg7HJnKkswKjQL4hB0C+ZuSf+LgtQ7GLNxh6mB31doeRFeEBFmScSZgoGpKVysp8ZUQk/dEaDhBBwpWzhBfI3xa3kBJ2cLlHJpXLZrmBfrDqaujhxu2an2fNeA9VMPwyihYGi9HEHXsIyyje8/xgtjFutOxuOWHKnkesyWze5vvb6t1bzR29VUcjpOmC6eeVPjWCXPs6s2MoFy3iBnJgghyKkKK22fal4np2sIIblYd7l5rrhGankhawoyqC/kRkna41UVKEIwWzC2HKMethCXcgZuFPeYUn5kc6yao9YJehXBJ2byJH0pgmELX9sN0FUlczYS7CCi6YbkNMFc2Rq6s5tq0qyDwiFonEv/X9VTYx97UDo1kctNk6z7BF4Y07BTOllOV3tJu7YXIWXa9NpQ0ybPkJbDd2PE3ZBEPwd/Jm9StNau33GScG51a7z3ncovdLnRthehCgijhCCOsxDUznV6dE3l5kMFTswWcDODP8r99Xu8zz1a5nAp1yup787j7QsVXnDTHC+69RCzeYOcoVG2dI7N5DhcsrhzoQJCcrHhsthw08SlKrjS8ikY+hqp5YKlrSnZ745R11SElIRxsqME5HpJ6ryh97jpuiJIkrRQ7M7jFY5Vc6iKsuZZDkuIWobG8Zk8pqYwWzC5ea6Argq8SGaMn+GyBPulvmJfQc9B9VTqsYd2+lo9NRHvHaYGft+g1vGZL1lIIEokmioQCJbbHkcqOcJYMlMwCOJUHjiMk4xJMVwKYZhhXu74FExtS3olO5Vf6BoM01Bo+1GvhH+nzaP7q04vNz0uNV2erXWoO+FI97cV7ZZ+o5ckMmW1iFTZs+1FqTQBktWOz6WWx9nlNh0vZKnl0fFDgoyG6EfJuuwdU1NYyCiOiw13ZIPYNaZLLY/zq2s/E8aSsqX1xm4ZGnGSMJftDNd7loPFepA2PT9aySEE2f1CyVJpOAHP1mwuN13iJFn3Hqd9W/ug51Ku+6HnpK8TMu4wNfD7Bn6UULS0Xq9PN4wxNMFM3mChmiOIYhQhOFK2iJKElhsyl19/Kz/MMNtexHxp7Y95My96HBQ3S1e5Y6HK0bLFXPFqwrjtpoU729FA8TMtnstNF5mpNyaR5ErLXXOe9e5vq8qf/V59GMYIKai1XM7XHVY7HghBww253HSZL5rkLRU7iKh1fGbyes9TXlevxQ237PX2e8pHKxZ+lHB+1e5V0XaNd2/sx8rcc9MsOUPd0rPsOguWrnKsmuOmuQLVvE7bi3vKmd2EbZd9NK1c3QChC43zaTVr4/zYq1f7MY3B7xP0/4i6BS3dhhH98fVQwkI1N7JmTH/S8tRcAVVZu6ZvpUfqTjA4HqREZsqIg4VZoywepqaw2HB7XacApCKw3ZjHLjQ5MZujmjdQhBh6f9tpe+iFMWeW2yAEK22Pxy+3qVg6C5UcuqIQJjFHSimPeSZvYKgqXhTx7aUOeSPV2O96uN2itJlCOkYnjChaW6sqvraKNs9S2+NSw+XUXGHoXG71WXphjB/GnFt1KJga86W0UjiMJeWcdlUErS9hO+3bugGcVbj8zXS+jCKYCYTnJham2XTGRYqfEEL8cvb3KSHE9459JDc4NguFbEfjZvAz3Z3AXsj9Do7H1FXKlr7tbXy35F4iM4ZRiO1HmfebECeS86sObTcYen9bDT11vWU/SEMcqqpgqQozBT29JhIpUwlnQ0sX6TBJuNRwCZOEmw8ViCWcq9m0vQhNESSJ5PyqTcsLyRv6lr3eQU/Z0lVOzuQ5UsmNpZBoMM+BgGdWbMI44UjZ4tb54tWQTZaw3c7cXvcY1SMPXbj8GAgNrDIQg72cGnt7ZSJDG8WD/79IqfgvB34VaAN/BrxwIiO6QTF2Jco9usaoGMbOiZOEi03vqhqiqa3b4Huw61THi1IjJKHth0RJ6jFahrYui2Yrc9H1lguWRpyp9x6uWKw6IYeEQFMVBAl1O+S2w0UsXcVQFU7MFDB1hZyh0Wi4zBRMpJCoWZLc1FVyWQHRVr3eSXvKgzuEU7Nab1cJsNy+dieii63P7XXNuAndlBWjWqAXUlZMYx2P3F5JK1dVAzpLEAekFSoClMMTGd4oBv5FUsp7hRCPAkgp60KIremITjESdqPab79UFA4aJy+MuVB3MbW0mUXHi/j3yy1OzBZ6lbyDIZyFjDpqaCp+GNO0Q5wwYmEm7UJlasqGdM5R5qJrfJ5YbCJlprcfpJ5pNafT9iI6foxMIpY7Lk03pJLTkFLihAm5Pg57ECdYeioG1g3DSSlTTv829FomrfGyHkW27oTILKGaN9TeTmSmYHJbxvUf9Xu2G+0XJwp7JTXuWmYSu6/DRMMiDxQdmhfByGWc+ADq34HS3hn4UAiRSvcBQoh5Uo9+iim2jUHjtNT2AMnhckq7s4OIgqlj+xHlnN4Ty3p8scFM3ux5esdn8izWHZZaPqaexqFVReFy02OuYKyrhz6K19ivld72wiypmFCxdIJEkiRpo5WmE7DU8YkjyR0LVbxI8u1lG0tTeO6xcu+8hqrghQmmvraIyNSULXm9/WMXfVWykPqDiw13LJ7wRvruh0s5CpZOwwloeyEtLyKO00VvK9fdaSHdniPyUs+9H6qeUiAHoVmQhOlD6nruSXx1UZgARjHwHwH+O3BYCPF/Aq8D/o+JjWiKfYnB4pyudO52DcmgQYuihBMDJfxdb/fq9T2SBPLV1NM7s9whpykstX1mCzp1J+RKw0dVBV4Qc2HV5p6bZnvc9v57GcVr7BqfS00HiUARYKgqQZxgahqaqeGHMZaqcqRgkjdT7vt83kBRoGRotNyQSqZDUzA16rbNbKEwtPJ20Ovtxf37FiG4VtUxiGLmCkZvvNtJWg/DejuEru6REArVvIEXJhwtp+G0xYbL01fanJrNszDCtXdaSLcnCDNZ38gDpw5WksXUM8ThVdGw/mMhlQkuzEPggN8CBBy5c2JD3dDACyEU4DvA/wa8Ih0Nr5ZSPjnqBTLv/2HgopTyR3cw1in2CF4Yc3apjR3GeEFErRNSzmncOl/s0fn6xbMGDdJ6nnK/QTM1ZU1FZaqCmPQ8u25bvpyVJmUTmVC3fRxdJYyTrCAsIZKCxbqPrsDJuUKqJTOgg153fCqWsanX2DU+y+2AsqVRzum03ICOH5E3Yanpkjc1nCjVBDIMFR2B7af9c1VVUM7E4JwgVb6856bZoboyw+Z82CIkYCRt/0QmrDoBSy2PU3OFbXXwGkXfvVuh7IUxLTekaKYCbDUnQLI5DfO6Y9wMxtytBBrPQPXmVGOmvzJ1WHxe1VMHySpDcR5ysyCUtOBpAtjQwEspEyHE70gp7wGe2uY13gs8CZQ3O3CK8aKnTOlFOEFIXk+N1FY97sW6w6qTGq0g0yWx/ZgrLY+bD6Ux18WGi5RyjUE6u9RGitTIbRZfHfQWC4bGasdmJvN27SBa05avbgfkdY0o410bukrB1Fl1fG45VMAJIpbbPiXLJYwTztccbjtSIm+oPFuLWKynCc+iqfUkIQa9xv5isW6z62rORFcUVjs+i02Pak4jTMCLYtwgIQgTTEOllNOJY9kT43LCiLyh9+51K3LGcNWQX6w7aTI5e74NJ0jzF6sOcwUTUHq6P7oqSBTRW4S7Mg5bac+3mb67F8a9+ZgrmmkHLCmJwvgaKYph2GoeYc8TsoMxd6ucGnevmRppzUqNu55LGTWD8fnqTdC5AuXj+0aq4P8VQrxW9HeYGBFCiBPA/wj8/pZHNsWO0PUAnSCm6fjEMTQz3e+tFhUttf20rF7NuPqagqUrrHRSpUpdTXuEDlYv2mGM40dbrhZ1gphc5u3ms6KcwbZ8HT9iueOz3PbpeCFeECORqZcexqy0PXRNIaertN2Q5UwH3Y8SHD8CREbjS6mLZ5Y6XGmurSDt0v1mcmkuwA1iVjsuTy91uNz00RSJoaVa8KpQaLo+fhzTtH1kknaGMrVU0TGOoemknvAo879esVA3tNM14omk16v17HKHZ2sdHrvYpOmmFbRm9kwMTeXMchsvjHnqcpuLdQ8vSogTttyer/9ZSUmvhWTBTP3FKJGApNbx+PZSm7PLHc5mr4P3vpVCun0hgRB5qWHuh1mC/My1laleM6VBrn4HWotXlSTzM5AEsHoGmudSD35CGCUG/z8DvwDEQohuuxEppRzFI/9N0vBOab0DhBBvB94OcOrUZFaxnWDPPYZtousBpg0/NHRNIYxToajZgrmlJJaUslfQYmgKsQRB9usm3VKnHu5ag5T0x1wybBRfHeYtdj1LL0w17YOsgnW57SOl5NRcnpod0MkkA1QhaHkBcyWLkqUjRHq9MI557GITkHhRWgnccENMXWGlHSCE5O5TM2tCTt3xCGDVDrjUcLjYcomChONzeUhSz7ya0/CiBNuPiGM4XDYp53XmixZOEGHq6eLY8UKeqXXQFIWnl9rcNFtYd0e1XuiiWjA4v2qz3E4buVTyBoqAkzMFnlxs4AYGQkjiOGGx4XLn8Upv3i83PGodn0RC0dIQCrS8kDBKUESdk7P5kb/f3bnpeuCrdkAYJQgl7RQmkSAFlqaw2HAAwYmZ3DXzu95zH4Z9kZDtqkH2J0b7Y+5ddBt7CA2MLDzTugj5+fRYmUDl1FUvfj1q5U6Hu9kBUsp1jfNGEEL8KLAkpfyaEOL7Nzj/7wK/C3Dfffdt1Lx+13E9U7i68eMgTql6kAqUuWG85STWkUqOxYaDEIKypXGp4RHG6Ta6W8RyuGReY5AURVytdMwwanx12MLajf9ebHocLpskcYIqFOYKBrYXEccJ33vLLN+40AQJZUuj44fU7YBDRTNdGFo+uiaYyWm4ccK3LrU5VNKZzZvkDA0vjFm1A5bbfs/gLczkU1liFeJEEiUJqiLIWxpWpOFFETld47lHy9w8VyBnpGqdioALq24vvOpHaWm/qQrCGJbaHjUnSJOSc4We2iRcDV14YUzHC3HCVIOoktM4XLKo2wFRlLDa8XnO0RKOH3NitkDdDgGBoggWZtKuVxWg46UhqziRzBR0Eimy2HpEydQQgqHGdzP0FkEhOFezKVgahiYQKEgkQlEoaKkefdMNe/TQ7RjlfZGQHVUNstvYw15OvXVVTymRnStQPjY6tXKHGEmqQAjxY8DLsj8/L6X86xE+9lLgx4QQPwJYQFkI8f9IKX9ie0PdfewLj2Gb6HmAmQKlrole8c+gkd1sl7KQtcdz/IhESmYLOmGs9RKI3bkYjKUWdBUpxJpuRKM2w15vYe3vMetHCXU7IEngeNXCixJ0TeVI2WLVDrhQd/GjiJvm8jhhgh2EFCyVKJJ0woTbj5W53PBQ1bTdXRr2SBtuJEL2DF4QJThBRBBJKgUdXU3DPlGSatELoJrTyetp8+9TcwVabsAzKza1TkCYJHhBTJAkaVFQzkAKWGmn1M5qTucb5xt8+0qbck6nkjcoWxoFU+M7yx2khIKp0pFgBwmzRYUTs5nMr0z7saYce5UTsxrVfF/jkDCtKF1uexytWiy3AoJYYmqCjhsTJjHVvEHLjRDCJYxilts+h7M6glE8ektXuXW+yEI119c0RGe2aHGl5aFlOzs3C6Vs1yjvi4RsVw3SXkmpkP0x9350wzGqkXZuCt30WD0z5oNhnvWolTvEpgZeCPHrpFWrn8neeq8Q4qVSyv+00eeyf/9P2Tm+H/hfryfjDvvEY9gmuh5gwdSodTzCWCGRkkNZXLlfU32zXYqlq9w2X9w0VDXIuLj1cLr522rl7CgL6/lVp1dFeaRsoYiUxjhXNDNN/YQwSlhph7h+zJGyhaVpqAq04pB8VmmqKYKWG3D7sQp1O8BQVRBgqen1/TDmiYtNbjlcpGRqdPw0XFPN69hBjK4J7CANXemawsJMjiiWPLHYJEkAkXrul5sebhAQS4WbDxWQpIuvUDQaDnSCiPmimfZSRaIpqd7NoZJFOadnz6lBLCVuEHPTXNpoXVdFVl2afi9PzuaHNg6pFkxyhooqBP9+pU0Yp4uOZap03IibZgsoAmqdAD+KOVqxtuzRD2sa0nUw/Dim7UY8i43gaiPvrWDfNO/uqkFuhP7GHvpC+l63sQeMFuYZA0bx4H8EuFtKmQAIIf4QeJTMeB9kTNJj2Gpsf6vH91PcoryJE4SUdJ2coa757Ki7lK024+jHVsWtztVsFEVkfUHTBhzdhdXLqJrrVVHWOn7a4tIJ6XgRXpiQ0xXcUHJi1kJX06rXth/ihjEFS8PUFZSsy1HakERytJL+2Dp+iJapQIaJpO4ECNJww2zOYL5sctdxg2KmqwOpjn/O0LD9ONPkF9hBB1WoKCLhSstDUeBIOUfDCTle1REhxDJBU3VMLeWUSwkdL5U/vtx00TQFAwjChLoTMJM3aHohSSKZr1h4QdTrbnVN45C6Qz1J6aQnZvKEccKzNYfVls8dz61StHSW2h6GrmLpGg0n5Fh1e+GUfkNczeucWe5Q6/icnMmjKdlzDKJr6hM2w36S2tgU3VBO5IHfSZtqC+DoXRnDZneafoyqJlkFVrP/r2z1IlLKzwOf3+rn9hqT8hi2Gtvfbi6g+4M4vsFY9tMupXufmqagCtFrenK0kuupQtY6PqWc0aui7NdzsXSVViZx4AQJmqZQzZs4XkCcpIwZ248AyXMOl1AVpSeCZftRqvWepDmKKy0PU1No2CGzeZ1LDYe8oXOsYrHU8qnbPi+6eZZbDpdYbLhrEsx+lFAyNVY7ASdmikjpMZPXWWx66Q4qjFCFyuWGw2zeIpGSgqHh+AmxTHu9+pHkcMmkEKlZIxGVQ0WFi3U3XfAUJV1k+ox41wmo20GPllnL6ItzRZNnazaHSxZBnOAGMbceKtIsGtncpAwkTQhmy0a2k9jed2FQ/bSgq5gzeVRVQVUEJ2fzKEJsK9S5X6Q21qC/mEmzUuOu59KCpsuPpQlVo5iGbOzlNMQzSphnDBjFwP8a8KgQ4v8jXYNeBvzS2EeyDzEpj2GY1zysDH+rXvZ2MI5dyk6YRv2frTs+ZcvgcMnK+rcKdEVhqeX1DNliwyVvqAihXKPnAtB0Ai7WHSxdI5ESRVEIpcTNPMaTM3kQKTdcH+h5WjA1Hn12FUPR0yraMGGx6aIrqZhYxw8xNYXDFYvb5ouUs/Z+g3NoagpG9n7TC1lqub3mG0JAJ0yoqoI4ESAkeVPl2ZrNlrPcVQAAIABJREFUxXq6mM3lDfK6QsePaLkBQSJRATdKiOKEXEEnzBasQePeckPqTsB8yVqj4TNXNLG9iEstjyiWHK6Y3HG8TN3xudz0ccOYnK5StDRUodB9/Jvla9YThBs0xOkzE2u4+1KOVhOwr7GR2Fhgp7z3/lBMFKSGvXBoV4Y3CovmvwkhPs9V9cj/XUp5eaKj2keYhMcw6DUPK8Pv99B34mVvZHy9MMbP+oUWLI35otnzake95+3sLvoLsBp22smqaGlcbiTUIo9j1TxHK1ZqCAYM2WYLUtsN8aIEVUnIGSpBlOCHkpm8wncdLm14X7YfcWK2gO1HeBk7iERyptbh5rkCpbxBnKQNLhZmcj0p3+FFWj7PO17hmxcbRFFKJbJ0jaKlMV+wuNRyUDWBqQm+s9whCCVzBR1NETTcgJsKBVQhMDSdy3U3TbzmdPJFFSFgtmCSN9Sece8+Az+KSRL41uUW1XwqneD4MV/69jLLdkDRUKlYBn4Yc7mV6vXMl1L9+iRJC8J0VXD7QnmNzO/FunPN8xpFEA6uOhGJTHqN13VFIZZX5Sa6OvLXncFvXgC7DiSgmWllqmpd9eiH6dS4NQid0RQod4hR9OD/I+BIKf9SSvmXgCeEePVYR3GDYbCdXrcMv2BpQwuCttsXdb3CkIYTcHa5w1fOrFCzfY5VLJCZ1ndm3LcjFjWKrnv/mLwgQlUUanYaailYGopQqNtBL1G4UM33Eoewuda4HyXccqiAEIK2H2EHMVGScL7WoeWFG3aP8qOEkqVxrJqqUTbdkJmiybFqngTBYt2l4QTUOgHLHb9XB7BekdaRssVCJcd3HysxUzA4VDYpWxpNzydJYDZn0PYijpRzHJ/NIaVgqelQswMu1l1KpsaVpoeuq2iqQt5UKZgaAtHTqDm73OHxxQZSQiIl31lxeHqpRcsJWe34XGl6PH25zcVVh2pOxw0S/CTB8WNW2j4rWRHbN87XWWr6HK2YHC5ZGRU26VW/Dnte/YJwGz377jNbaqfVtUgIM6G2uu1Tc4Lrs3dr6KZFTIqSGubAgcXTsHoW6s+kx8Th2s/EIQTuVZqkEOlrd1EYM0YJ0bxfSvnfu39IKRtCiPcDfzH20dwgGPT47CAiihMk6VbdUBWqeZ1QDj9+1FzAsNCOH8Y8sdhEVxXKlo5QBA03yloFil4HqVGx2e7CyxphL2WFSeL/Z+9NfizL8jyvz7nz9Gab3HwKjyGHyKrKrGp1ixISEoMQEhskkFjBBgkhQa/gD4AdElJJ3YJF15IFiEWLBYuSYMHQQjVR2dk5RE4R4ZO5uQ1vfne+95zD4tz33MzDPMIjwyMjOjJ/IZfcLMzfu/befef8zvf3HYRgkvh4jkWjNKFn0yrN2dqEJDxbFNiWYNjF3L38e34WbNYLHFShOR4GnCwKRCe3tByH58uC2HeQUt8o0b96OlhkNWhwHMHhIKRqFHWr8CwD7VSNpGjVblC4va7t6WSe1fiOxTv7Ca5jE3kOj6c5Txc5aWlCxyexyyIXrIqKTWEWzzvjGMc2m9wHZ2scIXhnZJwbZ2lFG2pcm456atKwnq8UaZljCYtVWVPULTmSD6c1f3RnSNa0KDSjyCNwHYraqIuXeU3Sdd4P9hKEZRg5V++FrGp32bePZjl53aC0YJqWDEKXfuDuDOGuvvc3nRwv1iWqG54fDcKusRFcrIx9gmdbHevr609DBsyC7PcAYaCXYm4W+zKD3sR06RTQ+lBtukGrBW709aFJcnOX//uovy9QLy9SthBUSuPZNo4taKXmZJFzPIw+8fM3DdBetSDftPimVUNHn8btuu6qlfzqbEM/dFBKf6ZJ2NX6NMhka1I2zxtzHdqYYlWtxHOSHYVOasXpouStvZhbg4BFxyG/N44+d+zc3UmMvNxwtq4ZhMZQbJ03jBOPrJI0Uhtef202uj+5P75RXPRskTNNK4QlePcwYU1L6BlcfNIPuDuOPzEovAmu2m4CnmvTDx3kVGFZRs7/ZJYz6Rk64rps0QLSWhC7DpWUiEowjjxi3zXWB0XDRSfUut0Pdht37DmcLHPTGbcarQWOZSEEPJmltI0i8gzVsmgkeSOJfYdNXtMqxbNlTs93GcbebuE/7Ae7TdoS8HResC5qfNvCteH5sqRqDHzW6zQEi6zeNStPZxlud+pIfPP/Dwchrm3trjutWs5XOY0066ItLAK3Zr8ffiox4GtTbQnJIWxOYX0JzcYs9KqGg3fAiSC/hOmvoK3Mwu5GsHpqFvvR/RfUyK+QJvn/CSH+DPgfuq//C+Dv3viV/I7VtUVKa05XuvOJ5oVftNbXfn6S+JSNJAnC17KEvWnxzSu5G3i1UqMwakitBG5iIa2bTcJexkq3w7WXcdmrp4tZWpF1i4lrmw/1IPTZlC2LrGYUG0HOZVrhWILLdUVWN10wuOBiU+G79is3l5u6xK0oa1MZNoxtW4Am8gwHXmpjHBZ6NutSXVugt6/xz09XtEozjj0qqZmlNVpr+oFH4rt869B4vF8d7sLNJ6Z+4NJIhVM0VF203d1JZMRWtUACy03FRVpyux8ZvrhskEpzOAh46yAhqxo+nubEno1rCdKi4UwIbhdmExvFHh9fbthULf3QobLNRjQIHbQSjBKfRrY8XxlmkC8Ei7TgPK353u0BgWNTt5qLdcl+z6fR1yHA01VB0Uj2+wGrvEFpOsxd8fPTNff3Ik7mGf3IQ2ttYCXb5mDgc76ueFjn7Pd8JrH5/2A6/WlacrlpuDeJCF2bvJH86rxg2rl3fu3xeCfADM4m8PzHYHlG2BSNIZtBpM3iPrgPlg3rE0OZjA9N6Ed6bpg2bmjsDPbee+OX+DpUiX8I1MD/0v0pgf/8jV/JN6jKRvLxZcpffnjJX3005eOLzafjisL4dFhdvqUl4M4o3Hmub+vz4t034dVCGNXmKPaopcFhBQLXNZvBQS/4hEmY0voaVlrUkn/+eE5eS0aRy14v4GJTdkdurg2HlTKinW2NE5e6w299x2Ic+6R5Q14b/5LDvs88q5mnFY1Ur8RlXzVfAHhnPzGh26HHUT8weahKIxB43UbTSk3UXePVmqcVjmMxSTyEJTjo+Xi2YL4xAqD3jox46/my4KPLlEVe7a6t6nxyni8LHs8yni8LpDKPfzAIeecg4Z39Hq2CSmqOEh8LWGQt/dDDdwWh6zKKPBDwi2crfvR0zg+fLsjKzjzMM41B1Sj+5uM5z5cFVWtOgZer0qiN0by1H/POfo9BaLQPozig5zvkVcOmbtlUkqNByKpqGUQeGuMvNN1UCMFurrFl39SNJHQs+qGLVBrbFqRlw62hGYafLgoeTzOk0kS+g+cKHk2N707i22Rly/m6ZJL4u1mFlJpJ4uG7xlJjllbYgmu2CV9rPD7eM/z1fAX9u5AcQDgwTpGOB5cfmgQny4HZh1CsDGxTLEHLTuW6Ai34hKfHG6rXYdFkdLTIzts97r73+7qhykaaD35WEbkOCDhdlZSN5O2D3is77eIlRkwr9SfSiD4vm+YmvPq7xwNmaYUlBId9Q0eUSnOn5xm1p2t/wiTsqjXvTWlL/dAlcO1rtgXb38uyjEXCliduC4uDfkDgWjuP9Lf2YizLIvIdLtYlsWdogFX7wg/+ZVz2s6ij3zse7uASqQwEVLUt9yYxTavYVA2ylTxbFDydZfgdjv6LsxWOEFStpmxaLtYl98cRt0chrmPxbJ6b3zvy8GyLQeBd88M/WeTEnkvo2tegNt+xaDV893af/rLgbFlQNkY8NU4cbg9jpmnFuii53Cg2RY1j27SN2ilnLzeawLWYlQYGaZWxUPjV2QrfM7bHUmlsYQaiQljcn8T4nkVWtiS+wyByGYY+q6Kmalt+8nQFwF7ksala5lnNtw5718I67k1ifvF8TVpLYs/h6LjPdFPhYEI/Et9QW6tW83CacTwMWeU1Wls4tkBri6yVjANz6tu+VucrM3cpWsXlusa3bcaxB4hXvu9fq9raFqQX4MdQLiE+MGyatoZybgzFVicdRJOYRKfLX8LBd2H0wCz44/sv6JO/bS8aIcT/BPxngAT+FuMp84+01v/dG72Sb0jN0oq8aok9Q1EDAwlkHZxw080a+w6/OlsT+y/41/PUpBFdrc/DWX8ZvrhqZBW49k6EcmccMgg8euGLoc/LJmG1VDiWwO+635fTluDmjWaS+Kzy+hoGnzftTnW6vZ512bLKK5pW7dSkSmkC337lY6/LtrMk0LvQ56ue7i+Lbd6ahHx0mfNomhK6Dq1SVK05MazyhjYzIRbTddmpXkMGoUdaNZylJceDiDujiIfTlLxWzPOMO6OQWW5w78uNYdXUrSbeqvCFea3O1gWj0GOaVowij9vDEFsITuYFgWdzPDBQxONZBggsIHBdDns+vdBlmjVM84Z7I5e0bkk8l7WUBK7DImtwbBspNe8d9vn4csMsrVnkNT+4N+aw7/P2QY9ZWnG6LHAsC4XmIi1Bi24YnfN8UXKrH/CDO0OOu9dte++MY4+3JtG193Fd1NiWYK/nkVcSqc3m49oWUirSqqUXumht3Ds1sJ/4105MWxO7UWhom65t3r/DgffK9/1rV24Io7cMVIOCfG4WbSFg8o75vtCmo9cNaJMPgOV0uHt3s3xJQ9bXgWje11qvgX8P+AvgAfAfvfEr+YZU1SqU1juDJTAujkrpT8AB29ryrz3HLJqeY+342FfrsyiC2/os3+zt4vf2fsL3jofdkfzFY8auTeQ7u+8JzJF6yzjZpS3Zn8wWvVqBa/P2QY/jQWD46K3keBhdW9yBDm8NzNFcaaTWjBOPXuDe+NhlI1l2C3Lo2jvF66Zsr/3c9vc8Hob0Qo/v3x3y7kGPVmnmacPRIEAqiHyHQehzvilQQuB3IiPbNoyPZ/MC17bohS6h5+C5Fo4QPJnn/PzZmvNlQVa1nG8qLjYlp8vc+LFLiWsJUDCKPd7dT7hYF0xTY/X79l6Mb1v0Q4+iVhwPQ8OeUtpsdI6FheBo4BNYFqLzu9daIbB4MInZ76iXvm0TBw6jxOfOOOrYLS26g/m2al2N5nJt4K+ni5xF1hDYNvfGEQpN2QW1XL13ZmnF8Si69j7eHUWMI5/YM6cC41GvmMSucbAMzSlmU7VIpfjWYYJtWdfen+NhyCj2aZVCSkXZSoaRy1E/fOU99bWsLVSDBb1bBqKJxnD4PZAV+EOzmM8+hPWF2RDaAlRlfg6+0iGrK4RwMQv8f6+1boQQXytb369T+Y7xNdk6OIJhTBhvlZtv1i3/un+li355gAevr6z9PMrXmx7zZZOwrYHX1ufk5bSlm2ibZSM5XRacrwqEMFj2qzI6J4lP2akth5HLySKnlZpB391tYi/DM/u9gFlW0yqzmTZScLkp+ZOXTj0vvx690KWWGlsIGql2ASZgFOVKG4rlPGuM5a8l6IfuDmJaFTXLrCb2bZabzls/r1mVzc47flM01K3x0BeA61qcr0uGkcfb+wk/PlmS+Ob9/oO7A9Z5gwCmacXlxswx9vpmQa6lYhR6PNiPqZSirRXCsnj/dmIYKbbFpmoZhB6rvCH2nC42z0FrE6n3s9Ml3zsectjz+eVFygena0axw0HPJ69bNqXZ7PZ6QQf9wKR3/d7Jqpa3D3q7e2OZ1/yzX14YPUCXHZ1WDYHnEDiC/V5A2UhGifdKAd1VE7skcHfDet+xbnzfv7b1aQ6T/WM4/xkEQzjeMxBNuTLUpGgf7A7O+Qq9aP4J8Aj4F8D/I4S4D6zf+JV8Q2qS+CyLxmDw2mDweS0ZR+4rHfQ+D/TyaRTBLSzz4cWGQegyil+wED5v0AbwiQV7u+BvhTyvyhb9vHOIl+GU42EEWn/CTmBbVatIAhNissxrikbiOYKe4924gbw8u/BsawcHxJ5D2w1gh7HHMq9NsEbkIgRsihbftl+kKK1LVllNUbu7zaWojalYP3D4+SLHFoIkgJ89WzGKfL51mHC+rvjF2Zq0aEkCh28fDWilppaGnfL8ZEHk2NydRGgFZduwyhvqytgAB9JiEgccHwdojC99VlVUteKHj+dMYh/HEdwZxliW2A1bQTPtAlm2IS13xyGuJXi+MhYQ+/0ALTVF03K5afAsm4NesFPJLrKKVWEEO1cptLfHET98NAcBFgLPtXAtzR/cGRJ5LuuyIXSsV76PV9/72y/dY19rI7Gb6lUOk45vWDN+ZAauqoFqAskEvOir96LRWv9j4B9vvxZCPAH+9Td+Jd+Q2nYlp669616PB8GnJsy/CVOzqxzsfuBSt5qzVcnRwHxQP89x91X2Bq9KW3q5fpM5xOexhNhuiFu1K9BZ5t78Oyzyiry2kR1Mprv/WqUJPYvLdUWrFLeHEcPQ5enMiK36gcMwcogDk/VatwpXGEx6U7XUjaJsFP3AxnMtilYx6RkYbZm3hJ7NOPE4WZUc9QO01iyLBs+1qKWJ0wNoWsV+LyRwau44xjDtbA11I3Fsi8AWjOOAu5MQ37Y535Qss4ok8DhZGgri5bpEYyiUt8cxadHQCz1maY1jCz682HB7GLHXC/CdmvNNhWsLcypTmqeLnO/fG6GUppUG8hpFHovudNEP3B3UZxhcNpZo+d6dIUUteTrPcSzB3UlCUSuGkfWJvIDPqq+lkdibqNE9KBadJ7xvvtbyjQ9Ub6rPLVjShsjafuYP/g7XNgDh7f3ktX/+i5qaXYUhxonP2apAIFhkFZMkeO0N402kWL1qDlG3r55DfJ76rA3x5d+hqG3+9tGM0DN0vVXeoIDvHPSpG8UgdPFdm0FkBrXDwGOaVRS1WWAnsU9WmTzbXuiyLmreOeihlGa2qZAI+oFHUba4luDOvnGYnCQes7RCSkMVbVvDcOmHLqu84aBvhG3T1LhdKq1ZFS29wOH7d0ZEvs08rdnvG/uA83XB83XJxbpkFHs0ShF6Dvsd3HO6KJllFc9XFd+91TOzHw3D0OdkkeJaggd7PWLP4WAQcrEqeTLP0VTc7obwjTRWCALBo2nGMPLQaMbJC2HVyTzjwX5CLRWJ7+A5FqdLQdUqitoka0H4qarWf2k68y9aW658//jF99r6k0rWL+vpfyvP8vv6zPqi3ctVGGLb2c5Tc7Te7wWvvUCfLgvmWb0L04g8u3NELLk3iV/rw/mbzCE+zyLwWRviyzOIrG6xLcHJrNhZMVhCkDUtk76Pwgw187rh1qBnNiELykZ1GoCaRW4Wwe9NBjyZ5RSNpNXGP6fvOyAErVYMQ28n8x/FHquiIasrHs9z0qrhaBjiWoYWWzYtT2Y556uS79zqYUcem6JBa3OyaLuNYb+DRbQWHA9DRHf6+NXZhoOezzyvuVxXOALev9XnLz+esylbRonPfmQW5shzWGUNo/seT2YZRa12Yqp13tBqzemyoB86oDUXm5KHlylv7ycMQncnTPM7bcQ2LSyrWhZ5QysVRdvydJYjbMHBICB0zfLy8cWGrJGo7h5Y5fUrKcPfuPqsiL9XWQ2/ofr9Av8l1FfRsbyM4weuzV4v4KAf3Lhx3HSNZSP54eM5gWNYNI4l+Pgy5dYwwOq6wdfp5j/vHOI3OTV82ob4MuZ+ualxhSBwbQ6HIY4laFrJNKs535QMQo+9xBh/XW5qbAGbsmEQ+khtYgGfzHI2eYMQFtO0Ii0bQtfmzijkB91g93RZ8GSW4TqKd/cTPp5mPJ1mDCIH3xb4sY/QBiorGsnDy5S0lLx/3KMf+qRVQ9i3maU1s03N+8cm1962LOZZZVwYbQvbsrBtcGzB00VO5LvYQpDWLRfPVrRSmuH3LirReObblkXTna5qKamlZBS65FVDr1Pc/vL52iRT9QMS36VqJYEX7JhK49jnoIOhYt/ho8sN89Rk2Dq2wEssJoHPB89WvHfUx9Kaed4Q+w5OFxs5zxuCRb4b2H6j69MGsJ9mNfyGFvnX4cHbwL8LvHX157XWf/ZGruAbVl9VUPck8fnoMiWvDD98U7c4lsW7+8knknNuusaPLzZcrEsCzybozKWeLgoS32FdtBxe8T45XRb4jsW6aHa+OFel5Z93DvEq1s/pIsfv1Kavu1GWjWSRVzyetZ1YzBh35ZVhAV1BjbhcVwSOYBQFRJ6DVLAqKi7WFXuJz9N5yskiRyoo6paHlxmPZxl3xxGx75GWDdPU5q8/muK7Ngc9nx/cG+0sHPKq5a29mLSWtBp6riAOPLKqZRAa75fLTUneKCQ1UffavXvQI68lb3fv3bNFboRKgUPTGhtkoTX9wOVyXdPKmqIyMYVZo4h9l8tNxbwbQPcCl2HocX8csiprHNvizihiFHssshoJPJ6m+K7DIHCppOKHTxbc3+uxSBuqZsN7R72di+W9SUzdSFZFwzKrqaTiaGjuj7aLD0RD6FhcdG6VW6sK1xZEns3Fprq2wH+jYRw3NJ35tlPf+sFn0y89fPt1Ovj/DWNP8BPgiwOo3/D6KoO6Rde1XaY1vmMTeBbyhq77pmvMGsllatwFTxYFkW+i7WxhqIOj2Nx8ed3w05OViXhbFwSOTejZvNUtRtvn+TxziJsUulIpPrxIGcWeCe4QgmXRfIJDf7W2i2Hg2DxKczzHom5bXAems5pR5HK5MYEXrdZkVcNeHBG6BnZwbOj5Lj9P17g2/M2jBdO8Rnacf7cL+7jsTMgu1hWnq4L7ewlv78fXmEIAtwYhnmtxmVbM04Z1IbFti/eO+qA1q6LBtWzWRU2TCdCK40G4O+VsLYGFEGDBpmqJPYf7E+MxfrauuD2SPF8VLMuGvJKEjsDzbVqt0S04FiSBg0BzaxQxz+qdFxEYw69tUMhZl9XqORZ5bYbEg9DjYl1i2YLjQbhzsYw8m7RqGfcClNL0AodN2VJoSVY1vL3fg45WWzWSZWGsFjzHMp5GN7xvLzdFW+7+v/SLflMYT5qqwCyhlnGeFLbxj79ab1jw9DoL/B2t9R+9sWf8htdXFYG3jbJrlOaBn3TZooqsanee3tsN5qZrLGvJKq87fxvB+apkllbs9Tz+wVuTHWXu56drLGE450IIWgUaweNpxreO+juHy5u6sVelAZ2vCmT3OjWtYaZcbkrWRU3Vxjgd22PdwSLHw/DGx99uXGnVcnsckteSomxJfJcHexE/PVmiEfRCM5RspGG19KKWaWqGn63WoDU/PVmRVpK+YyFti9N1TuK5OGjQFr86S2lac0oaRD6Xm5ph6PBoZoIxtNbGImFZE/sOt4fGFnmRGZHTIq92Tpp1q7EsmGYVzxcFrVTsDQL2k2C34A1CD6E1vdDbDZbvjEK+e9znR0+WPF8+Z5L4DEKHtGyQSnAw9KhbjW/b2Lbgo8sNo9DbQXllY97z83XJPK9RWhA4FrXSzNOaM69kvxdwNAoJXTPwPR6Fu8ZAA0d9nw9O16yLmsR38RzBJpdkVct+D4axxw8fzRDColWaTdlQty1/cn+yO1l+mq313XH8Wz0Jfyk1+xAuftX5xsdgO8ZRUrdG9NQ7+tJcJV9ngf8LIcS/rbX+39/Ys36D67cd1A1mcf/g+RqtFau8YRz7xvrVNlivawsWeQNdR7jIK6Tyrgmrtk6E86widI0IpmhankwzvndrQFG3XG6MerQXOAYK8Cyk0h3lzyItG1pl+OI3dWPbD3Lk2dfSgMaxx784MaEVniNwLJuPLlKGkcOqaDjo+9jCIitrPrrYoLW+EQLbblxVq3aCH51oVnltMPXYM/bITSeiGfiUjca1BFJKHl4ahWchJWerikq2bJSxkvAsY9T187OU+5PQDG4FSKkQQjNNK6abkoOeUeTatsXTeY5tW8ZBsRs6O7YNWmNbFh9frtBaICy4WJdorRnFLnmrDI891lStfmHD2yjWZUvVGt79g/1klzF7exggbON177kOLtrYGFg2ZSuxJazzGmvPwrclvdBjnlYErsWTZYFsFEln+/u8Cw2/WJecrUq+d3uAlJqH85Tv3xvu7hnPtlBCELgW003NKm8IfJv9xHD1z9YFeSlZFoZdVDQGJvMc43f08vt2tba21l/FSfgL19XBKcDJ30E4MlbBdQ6LhxDtGW/4pjLhIMP7pqN/w4Kn11ng/wr4X4UQFtBgxHlaa91/Y1fxDaqbKHyboibwHD6+TH+jo+Y2NOPJPCf2HfqhCUX450/mFI2iH7icrwriwKFqjQ9ILRXDyDNy8c7SN/EdIz9XHk/n2bWoNUeAY1uME4e8NNaygWPxh3dHFK3i0TRDCMHdcchsUxM4whhbWYK8UoSuxZO5EfkcDsxwVwhr98H86HLDQe9F93c9DcgYWn18kbEpJXdGPpFndf7gFpuyZS/xcW2b00XBd24NUFpztqqopUJgePbbzdV3rJ3BWSs16w4rvj9JOOwbe4KTRUYS2JS1QgtYFS2LrCJwBXklqWTbWTFo1mUN2kjxV2XFZWoTuTaN1milOZkXKK2MF/ttCDwj/RdC4Frm9JGVEi00798yLJ28avE9Gws4X5sB5b1JQuIbqCNyHc7XpQkWqRVF0/B0UXCQ+NwaBCgFs6zm9jA0rtLCiJvGocuqbEEb+GWvH7DKDQMm9B2yqiHoHB2naUXVKO70Q56vCupWGldPBVJJhLCY5zWboiEJHA77Abb1olEZxR4fXWxY5Q2j0GVZNaRlS+K3DJQDCspWcnsYcrIs6IeeybF1LPJG7ZxQr0b6bYPUn68Kjnr+7v5fZHUXR6i/3lDNy4PTxROjXA2Gxp+mzbv0pxKinvGE35zD+lnXzb9ZwdPrLPB/Bvwp8BO9NXP+fb2yXqbwoTVaiF36zuc9am7xyXle0w+NdP9nz1ZMEp/ppu46UknYDUOTwGFdNQyFx2xT8u1bA57NMxzX5vnKDEeHkcfdccyqNIZRvmPx7mGfx9MUDaSF5PYwIgkdAscEMd8ahFxsCvqBEc94tk1aNaiug1+XGt9xGMeG0XG2MgHSgWvj2oK0bLk9fHGqedmwLPZDedORAAAgAElEQVQcRrE5URz0A8ZxwDyvOysEZf4oY5crleJ8XeLZNqFr03S5sj+4N2LWecsbUzBJVUvmhUln8h17h7XblsWmaHn/9hDPtnh0meLaAqlhELYmZLtWaK0oW41WCseyOO6Hxkq5W/w9SyCVYrGpyFrjwT6KXM7WFkd9n3luFsdxbHzbLSG42BTs9wLmWY1jWWylAfPU2BQs0oq8bFgUDYnvGB/2oqGWiryWZLUkCTwWWYUloB+5fO/2kLNVyfNVaSipwrhXejakZUsjNX90d4jQsMxqvntrwON5Rt02uI5Fr2PMxL5DKTVDzyHyLY4HAZvKJFC9f6tP3Rpee1o2LIuGXzxfM+t8gQ76AYPQ5XJdsi5b9vsB56nZpIwFgvHHF9q8/1vo8ngYXguGaaVivqnIisawfoSg57vGyMz6mkM1Lw9OUdC/YxwnHR/axnTq9Qrid8ANjPCpyb4U4dPrLPBPgZ/+fnF//bpK4Xu2yHFfc+h6FYKhO9afrwocx6JqJIPQY1k0RJ7LxbrCsSxs2xiZCeBoELKpjO1q4Ha+58oEHUeBQ+w5qMChXJUc9n1Gkb8bgpaN5Gxl3AbHiXGPbBVEvgm6dm1B5DpYAu7vxTy6TLGtLQXPIXAs3j/uUzQSpcETNous5tYwpJF6Fway/f13hmWOSR7a8uS3LpaTxKNVmrQ2Q7u6U67e6gVcbio8236hkrUEcWdFO0l8E0loWZR1bTaEjeZwGLDoZgxmyGicH7cWyc8WBYf90DCJXKdj0eSsC5Pk5Hg2vcCEfWgLLlYlt0YRZS05W+bkSnM0iJj0AvJG8suzDU3nkLiXeBz0fCwhqFuJbVlklVnMThYFdSN3CVhZ1dJIs4FNNzXfvmW8Wi5WlbFwEIoPLzIaaU4WP3m65DtHPYraDLjTsuFi3bIpKyY9k/lpd5bN5sUypx2zSLe0SnKQ+DxfFpyuSgIb9iIXC4vQ86haxaYs6fk27x8PWOQ1HzxboQAbsITguB+CZeA6Yw+smWcVf+AOTBffGAimqCTnq4LQs7kzjnanrcC1CTwHv5Ys84Zni5zIdygayS8vUvYTkzQlELs4wa8tVPNy0LbjQ7JvOnctQbXmT7QH/VvmZ74kozF4vQX+Y+D/EkL8BbBLlvg9TfL16nWHrleZBJaAk2UJGAjAd22Wuekq61bhuxbnG2lMsoTBKYtasZdYtMrh3jhiHPtmoVgVJJFL4NiA2AlWLtOK48GLo2Dgmg/wz09XRvbv2Ixi13i0RGYw1w/dHZZuH/bJ64bIdVjmZiEPPQe/kZytTLiyMYwyePc7+71dMIlri2uGZa4tOFkUuAKUMEERedXiWrCpGo77kUmFcgS92GW6rtjr+WhtBD91qzjsb61oW+6OY2ZpxUHfeLhHrs35usK2TWdvJPSCtybRzkCt7YI5HMeiH3jGOMwSfHS+3tEH39qLEZbFXmxyTQWGpaK0ZhQYKuAyKzlbFazyhk3V8s5ezCwr2e+FvHtoREOP5zmjyGO/FxD5DqfLgueLvMtLlUS+2/1dcbIseO+gj9SaR/MNs405dQWewLds1qUx+BoEiifznE0poQtOiXyHrGwZhT6+I5h2p5vQs/nRkwWtUkS+w6asuDUMmaU1z5YZg0byx3dGxu/HtgldiyRw+fnpCs+1uTUMeTxLWVUmjjCMTWhHKxW/Pt8gO4XtorsvLFuwSBsy3RrfHw2TyP+Eunq/53O+NoPdwLXI6pYPnq0ZhR6bouVbR70bk7S+NtUUkC+gOQU/MQyZcAzlBgZ3wUuMH00+M37wX7LRGLzeAv+w++N1f35fn6M+a+i67dqfzDIcx+KgZ47jse+AhtNVTtEYYcqvzzdGOq4MNODYFo5loAK0ZFO2CGHcHutWdsMSOOoHXG5qPEfgWhbLrDbxdLevi44C1+ZwEFJLxeWmIg4d7gwDQ73clAw7o/NJ4l/7YG6tibePcTQwCU9K6WsJT1vGxMuGZVWrOB4EVF2Wp2UJjkcRi7Qm9BwOBgGJ7+wgjrIx/uNt1/luuzpXvNhQa6kIuyP8OPF5PMsYuh6RZzNKPFwh+KN7I6Qyi8V+36esJVJpWl9yvtHsxx7h7SGVBK0Mv/vj6YZHU4FrgZKarFa0WhDaUNSSX11sSFybyHPxbROIIQQ8X+f0QofAtRlHhv/u2haJ73BnGFG3ksR3OF9VhKFNP3TxXMHDi5zLdcHjeYpWxsq4rlt+erJmv+cRejY/O11TScWmbDgcBMxTwSjy8FyL58uCs2XGwSBkepHS9yzujRMWhRF/fTzdMOkFSO3yzkGM79rcGYcmajFwGCUeh72ATWlmJqer3AxXlaAfOhStoVkmvkPsuySeS+LbSG0yZ9/aiwx2LywOBz7roiZrJKuy5p393gtDs7zi2axgUZiUKCEEgetwdxwSB8aSeAvJfOU2wjepT8Fg78HAWAQ3JTTPTCRf3A1YwSQ+DW4bb5pqbRg0b1DY9HK9jtnYf/OlPPPvSH2ab8q1rt0SHXZd0kgDx1StJKskgavpeY7hFNeSeW26VKcb4C3zir2+T90o7o4jQs9ki54uDZ9dIzjo+0Y23zTM04YHe/G10O6r1/Ltoz7Hw5bLTckyr80C2At2A9mb8lmvdueWMGHRL+OkrzIs225yF5uKUexz0DfH1XXRElpQNC13x9GuextFJkbPc+xPvKaztNrJ6LdWCVklubcXI7RgVTQIDUnk7sREwA4HNvYEZpE6WdSEnk3dtp2eIGVZKkaRxyTyeLYqu9xai1XekFUlSEWuzWlnnIREoc0yrRECzlbl7gRVt4ofPV0wiT2GkUsvcGmlOa1tTxOBa9TEJ4uC/cTYI+eVoX06joEpHuwnnK9LIx5a5tzbS3AsC8cx8YS9wCGtJEnVsCxq6tZDi4xh6OG4NgrByTxnXTXkpaQXOOR1S1ZJJpGHhUAICD0z8E6Llr1eQOAbJswo9Cnslmla4XWb+MEg4HAQ8OHFhueLkvv7Md86TFjkDZPYx7UFe71gd8/M0op+4PFYZ1gCzlclk56PQHBvHPFsaVwvX2VNfbW+dMHUq9SnwnqBvTueCf6oNmbAeusPrytXvZ7p7Le2BV9ivY6S9f/khsBArfW/8aVc0TesPs03Zbugeo6F79g7muCmbHDslkeXGVWj6IUOZasIXYf9nt8NAw1XWWrNnUnMfpefefVm9h2LxHeZZQZ77gcOy6xmEHnc34uvWQ+8zEXexvBdbArujmOU1pyvSzZlw3RTsdcPeHc/oZGaWVoR+w7PlrlhUQTOrjv7rLq6sTRSscolH09TPCFwHdvkddZqN7S1hNipZm96Tbcbqtl0Shpp6JuT2LwO7xwYpsp2MLtNutqGkwSew4fnG46GEU2riXybj4oNadGQNkbaH3o2WaOoGgm+Q9lKA4EJTV42pJWkUZph6KGk5jKtdjGIcTcsXBc1ceDS812k1LsBd+Q61K0JRwfN3UnEpmp456BHtMwN5CU1ttDgOzi2RT908BwbYVk0UvHgICGvWkLPoV0XxIFL6LmUtcIVJnv1YlOCgqfznI8uNiSew17P56DnUbUmeAWhUV1M46poWeYNvmOhtAlama4rHEew1zNwYD9wuT0Kd8P1928NeDTNjGd+WpoT5UvGZVfZVbfHERfrivNVwTJv+NZhglLs7u3PMuL7rajIX6U+XT2B8Tvd9wJjLqa1GZ5uu/PfgnL15XodiOa/uvL3APj3+b2b5OeqV/mmXMXnR7HH2arAtSwE8GSWs8wr3tqLQQsa2fLtW0O01vzkZMWtYche4pMErmGx5DVP5zlaaw4HIcfDcLfYTWITPfdsacy23j/uE3ov3vptx3PTrCAtWyax4nxtvFCqxtjcXq4r7m7DtbuQ8bvjmNvDjim0LJinFZXUO6y+H7o7cdO2w1rnNWkjqRrJo1nGIDQQVK4ViW0onkng4FoWF2vTyW0/sC/71V9VftpoBpFPXjdMYo+sabk1jOgFhi0yTU1Y9jYMY7sA+I6FsMwwdJy4aA0KwaIwcFHoO1hCMM8Mq2WeNzzYj416dpqxVC2h61A1iumm6OiXDQc93wzFLeMZY3XQWq0UH51vuD9JcG3BPKspG0ns26SFZD/x+ZN7IwLPIW9ank4z8kZR1i2HPZ+6c7icJMbnZlW2RI5F1WCuJ2+ZJMZhtJIaS+su5KPtVKY1datJabELgbUS7CUetwcRlVLM0wobkwu9Kht82yL2LEqpCTzTQESuUTO/u9+7Fv1oWxb3JjGWgFXR0A9cxklwLaPgKrvqqB+CNs8/25h7UgA/uD96pTX11do2KTdRaF/X2fUz6+UhKrxwhpTNFfZM9zXA8qn5d5szk/b08r/9EqL6tvU6EM3fvfSt/1cI8Tdf0vX8TtVVfH7rAPl0nvNsURB5FnHgkteKYeQwiCKWecPjy5RCKtZFQ1q1zLOKWprcy/vjyOD2S+N2+M5+suvOLUswDBoCz2ZZNBSNieDb5pi+alaQBA6X6Qujq0ZpEyVnm7Sgo0H4CVGK0opFVrFEYFtgCYtV26C05qcnS5LQxbHMoPnHTxfcGUdIqYlci1laodEEjo3vWshKdzF2Cq1vDo14uXMzpmElo8jjqB8S7zv86MmiY6q0nC6NlfIk8Xg2K9gULYeDAK2MUrRuJLf6IY1S1FJiPzeLcV6bxdpE6Wn6ns2ibPnl8zXDyMMWgkFgE7gOs03BL4sKLYyzZlo1+IXFMHLIGklgW6zzlqrJaFpNEtiG1TMMuFga6OJwEPDWfsIyr/nbhzOeznKDc7uaphWUrUJqTdW2tNKlbBUn84xH0xTPEtzfi7kzGtAqTVFJEt9mlTcs83rnSR96HvcmJmR8XVQoqWilgqEApTkehNiOMTi75ZkQlGlacWsQMgwdpDT07u8c900C1c7g7AWUsn2/lH5xj1y9v65/Bsz8ZpL4r+1euq2qywS4iUJ7NZP4C5UT3LyQ945ewC1b18hqBWiwPLMpCNdYFji+gW7A8OMHtz/xNG+qXgeiuWqWYAF/Dxh8aVf0O1SfwOdbRdNK7k4iJrFH3khOFyWRb4Q1vzpbc5FWPNhLCF0bqeFknoNWjHsBXhcgITrRy5ZKtsX7tx7xoWtk82erkkns7TD7m2YF7+z3+NGTBf3ARVuGjlnUklvDYOftnlfyWve/yGoi1+H5quR4aJgsjVQ8nGXUjQJhFtcns4xaaYpaIjDipMS3+ehiY9SYtiAJDAMoK1t87+bB2lV4aavEXBcN86zmsG+YKof9wLgtrioCxyEJbZ4vS2opsUrByXLO8SAiDkykX902NFIwS0tAEbkO66olLSsc22YQutiuw9ix2WTmuWLfDKmrRuF7RmTWDy3WhcS1LELPomo1l6uCQeyxH4f4rsCxLB7PMjzH4e444t4kZFW0RL7Ns3nOKPYZhi7zwGWe1by7n/DHb0WcrQqWWcOtgREqnS4KDnseVauND0+jODoMmRc1UiscYXD5Vilc8zYQuDa+Y5PX2zxbbUzXsorv3hrw3mFv51vTSIXA5OXmVUteK5pW4TgWDy9THuwnu6H1y1DKp91frzO/eZ3yHYvTZXEjhfaN0SpfZf877FgwV10j3dAs7tvNIBzAxQcmj3X4lrEqWJ50yU7FV5PoBPwdBoMXGGjmIfCfvPEr+R2sl/H5VVnvwralgsR3OR4ZoYqSmrxW3OvCuYUQKKVYlzVny5Lvew5VK/EdEyJRy+vhGtsc07NlzqKod+HWRdXyr7y7d+1aFnmzg1Wyqu2YGRVn65ZaSrQyi3wvMMHcQkASvDia19Lw6BHsQj+czpzrsOczyyqmac2mlOzFHtO05ngYUtSSy7QhDlwC2+Ljy4x1UfOHd0fsxR4ah7/6aMq9SXytI9t2bs+XFY+mKauiYZL42JZZPBdZxST2GUdmuNnzHZ7MC2ZpzUHPo2xbThclWdf5L7KGUrbsxT7TTdGJo2z2EhcLSSs1aSX5gz2zITy8yNDanDSk1lxuSt477BG4jgnlcCXrouV8XVE1GqUEZdniDQTTjcGxn04zeqFH4Aoi18WxBbFnIzDMmUbB9+8am4BFXrOppLlHQofAc0gXKQfDgJ5v7AZu9QNjJJZV3J/EPJ5lbKqWvcQzhnLLgkAYNXJRtzRbGhQCyzIRfL7rXPP0dyxhIgw9i37o8miaoQHbEmR1y18/nHF/EiOV2RCBaw6jr5pFBa7N6SLn2aLaQYy/SU0Sn1+fb+iH7isotG+gPs3+F65j6dNfXw/22JwZwVN2YVg2o7dgfB+k+tJw+NeBaB688Wf9HatPm+xfxZI/vjRJ9p5jcbYqAIhcGyVNMMPW6W9ZtNSyZZkZCb1jCXzX5mJdctAPsDCdELxwJDxfFYwTDy1eiIkcIajUixt/O6QsG0nSC3edVlm3zLtQh7RsyKuW56uCv/dgjCXgu8cDZmm1O54LjP/7XuLtFggjtNFcrEsi30GhcW1YF41ZwFrNxxcpUmmOhgFaQCslg9Dl2SyjUZL3DvqErmtgHK2vdXkni5zYc8kqiWcbkdV+PzA8eG24+n98f8z5puTRZcZH05Rh4LAujT+KUpqTWcGvzzf8gwdjNpWxXjhfV2gEoW9xexAyzxsj+nIcvns0QAtQUrHMzAByXbUs85afPlvyg/tj1nmDbUElW9KqZRR6xIGN55gTWF42LMqGxDfxdk/nBT2/5V99b7Ljeh8NQh7sJeS1GXRmpaR1zZwjcAR7iU/oOBz1AzzXzAI+nqasihpLGAOx0LOIXZte5FJtKo6HITbmFHdZNRR1S1pKIs+i5/soDG9+ELpIBVIrlILEt4mEw6PLFKcT1OW15GxlILKTWcZBP2TVNri2dW3I+Wke/hoDv/0mau+r9++9ccQsr2+k0H7hepkeObjz6V33VTinWMLzHxsKZTgxoqfLXxlGTWC/8K15w/XKBV4I8feBp1rrs+7r/xgzYH0M/Nda6/mXckVf4/pNKFifZ7L/ctboIqvZVC2BZ7odIQSny5xR5PJkbtSMgefy7pG/U4FerkuSwHCSy7rFtQ3323Esfn665nAQMh4ZPnsjFa1S1xwgr/Lxt14yRa2YpyXLvEFr8F2bXmhTlPJah7btziaJzyqvyGvFs8UG33HoBQ69wGW6KTkcGrl/5LnMMyNHf2+/z6oIeDhNOVkU3BmH3BpFRJ7NxxcZs7QmdHLe2os7vN9+cezW3QFzt3d1+EO3kVVSMktrHl6m1I0iCUxWalY2lN2wMfItGi3IWrjsTjtPpi37PRN3GLoOke/gew7zrGbc9/jgdMW6kqyLml7gUkqFb1sdD1xxMss47IekpUQjGEc+3z7uc7k2TpyXm4Jh4hFHHqusYpkZqO2g76E0nfJV8XxZYAv45fM1lZTYwgIMZVH5Nr84W4OGeV4TOg7n6wKt6eYsLpebgtvjBGFBVrUkvkPdai7SEmFhNjng7YOYSRLgCGOANt1UxL7NJPbJ65ZV0aDxWZUNZSM5CFwapXm+KtjkLZWqiTzzOjVSkdVtx6D5dHjkTVpsH4+i3f3xm+Yb31i/STjHVThn9ggsxzxOtAd+D5oNPP8h3PvTr0TJ+k+AfwtACPGvAf8t8A+BHwB/DvwHX8oVfU3rN6Vgve7NW3ZMkq2h2H7PUMN6rfPC5rduOZnnFK2kbo13+CDyOOoHLIuai3VF3Si+ddSnqlvSRpLWxn9mELg8lsZZMfGda8fXddnuHCCv8vG3gd3nm5LLdcWdcceIKFsu1hVlpbg3iXbxa9tNYl00rIoW1xbs9wI2lVkQhoHLMHK7YZsgqxT9wOk6X5N5+mAvQWsD7aRVy3RTsalaFIrnqxIh4G7X6eW1ZJnXfHC6JqvbToYPtYK92EVjJPMfnK7Zi12eznMCz8aybAa+y9myQCsIA4usUrStCanYlBLXqbm/l6CF5um8ICtaSiVpGqMkfrYoyCuJRhM6YrcxTmKfO10gxiyrKOuUVsMk9tjv+azyBi0EAs0srbmQCtexOOyHTHoCR8Ayr5llNaPI42xpKIOtMmKgi1XF/sBnXUISdsKfRtMoyXzTULSt4dQrQeJbHPRCamm45Xs9j6yUHAwClkVF4FjsxxFp0fDXD+eklTll3BlGDGOPcWg2giRwkUpz+1aE51h8dJGyLlqUzJnnDZebGt8VtFKR18bt8qqT6VXV6U1N0pu02H4T+cY31utSHD8hgtqHOoP0GdQF2J4Zvto2WD7kK9PVb8VSb7g+bYG3r3Tp/yHw51rrfwr8UyHEj76Uq/ka12/aZVzFh2tpgiOGkUtzRVlwdfN4ay/mMq14NM24N4lfwDedGdP9vZhV0fBkmlE2im/3AwaRxyDyuDWIsITBIv/qoyn90MXtnBUXecPhwGeeNayKmqI2yUCXmwopFbc7bP8qH3/LklnmDY5tGSOsvDH4sGsGc0/mOcdXfHc8x6ZqJZHnoNE7TnTdqp1ZWda5XR4N4Oksw+9OAH//wZgn84JNUZtQDqk5W5b0AoeykghqstLMDxqlaRvFr843IGAceUjM4jiOfJQ22PLZsmQUOby1n/BklnOyMFRSS1gMIo9FVrJIW0LPYxS79IOYVV6hJDi+4HxZ4dkWS6WoipZGSlZYYFncn4TUjeLDi43pGi2IPRulIO4ERpaludULkNpsjHklsS3BLK8pusVwGAcINI5lc5nWBK6F1imXvsU0M+EtSkPkO+z1IfIc4xQZ+0YxOs9IApe7eyE/ebrEdx2klkyShKNBSFbX/OxkyZ++s4fq6I6ha7GRin/+ZIEQgn7o4tsWaSmZZzWhY+O4Fvs936hUPQOrLfKaTdkSuDY/frrCdgXrosZCoNAErgmM8bpc1tizdxTHVzVJAt6oxfYXzTe+scolNLVZjB3fCJUc/zrF8aYuP7s0i3wwNMInZwLpOcwfQjCC8T3Dmf8KlKy2EMLRWrfAvwn8p6/57wAQQtwF/kfgEHNY/nOt9T/6Ihf7VdYX6TK2+LAl4HxT8uvztVFrdoZii9wo+czmYXFvbIaX24DoZ4vcSMd9B9e26AUew9Dw5ldlswuvuKrmjH0HgTCWtd2gU0qTpjPdVNidC2LlWEipOVImaeYqH79UxkvGtqBRil9fZPi2IAkcJJqk47VvWRDbDbCWmtCzaaXeGY6ZqDZ3twFtj8+tVBz0jHNk6Bo/l589Nzh21RiBUtFKWm2et2kUDy8zDvoBi7JBKcWtodmEvI7dknW4fi01CLgzjo1YpzRqzthziHxB6Hk8nab0I5dbw4BpWjLdlGDBYpmbTc2CQeQROCE/fLJgmRkMPvEdLlZm0Y08m7NNCcKInspaMZ9VPNiL6Ucet4YhDy83nK9KBEaCvy4aBqFL6Fg4Ap6vSmLXQtgWeWk8XvZjj1HkM80qer7Lg/2EHz9ZkFWG8ZJWDbHvEXsu+4nPUT/g0TRnL/HJq4ani5KiUYxCM/x9ssgpW4mFWXxn64KmVcShy1E/pGoV/dBlXdQoBH3P5p19h1qae/FyYxS5t4YBT+cZadsycT2GgcfZujTGa4spb+3H3B5HbPKWv30049/5g2PgepO0Kmoez7IuZMbm7jjuLKHfIKzypmrrMSNsw3hRjbH3jffN19u62uW3pVGz5jN4+Jfg+kYMFe4bX5pqDU0OR9839gZfUn3aQv0/A/+3EGIKFMA/AxBCvAusXuOxW+C/1Fr/UAjRA/5OCPF/aK0/+KIX/VXU63rKfAKf7/DhSkpjB2sJBCYxybYs7oxCqloxa03gQ9FIqlbh2QLfsbk9MpuLUhrnynPHvsMk9mhbtbMlNhh9sRuoLnMjtHBsgVba8NWFwLVtLMtcf1E3SKX44HTN924PCFybUeTx4UVK2Ui00oxDD0vAhxcZAsEilwxCn3EHO2wZCtsNcOvH7tiCopG712qrQD1dFpzMDTtlFHnGN0eYmUDgOnzr0IQ1/9XDOUXT8p1bQ0axx/NVQUEDWnRH7oae71L8/+y9SZNlV3al951zbv/65120CCCRzIaZNIlGVqkpM5U011/QVGONNdefkJmGGkoTmWkgM2lEU6lEFVlkkonMRCKA6L19/e1Po8G+7mgSTSSZIRUlnBEM8ICH+3tv3332XutbnWeex7xc16yrltW+4z//04eUrWVTdazKjlhrYq3IIgkEOZrIwySKNOuyZ9/sKGLDvpMuOzaCMD4aZbSd4+W2JjKax4uc67KjsZ71uibRGqMhGhg/eWyYFxGTRMJKjicJZd2TGcW2sphIs+8dx0WCC+AcVNZiCHxWWx4fjZhmElbyZtfikQdT23uORjKbvxyIjM55ThfI+KbsON/UjDPDzV6ydau6pU4iLnc7Hi0LtrVlOYqoOseh6Xh6XaGVhL1oJYEch0bc0eM0QmnDi1VJkRoZgaGJtOKDkxGv1ppRrEAFRmnMe7Hh2c2e3mvaPpAaucE1A5LhPy2Su9vsxxcH/u7lhmmesBwlNL3ncluTxXKD/IONVf5Qp7yG8RlUV+CsjFno4XAOj//55193a4KyjTwAAjKeaXcQRnD8x7D6RBas2Uxm8bZ+Z+MZ+JYCH0L4b5RS/ytwH/hfvoAL1sgs/ltPCOEN8Gb4571S6iPgIfBPssC/LVPmq/N5lOLRIue3lwcZfRhht3gfGKVSBEZZxL62/OZiz8NFQR4b6s5RdeJqTCONHpCvt924dYEskYJJCF+a3UeR5mrfcjrNqFqJZdu1PXXriYzi4SJHKcXlriE2ET4IplbSkuCTiwOowE8fCMUwzyLyxBC8YlN3BB/IYs3PHs4wWt8pFG4fgPMi4XzbUFqZydpBSvnByZjXm5rnNyWjLOJknGK0Ztf0jGPDxV5uHu8tC4yWh8TrbTPgGTRZpNFEZIPG/tD2rMsW5yFPDMuREAqjmebZdTlw0RWdc2xaoTCOs5hdIzya1aGlSCLGmSaNFB9fHoiU4v3jnCyKeLmpqFtH3Xs0mvuznOt9i2u8hi0AACAASURBVLOBbd9RtY7USNELASZ5PKhOArNRzINFwTSPGWcR11XLrJB/3lWWy31NEhkJSe9lbHMyychjxaayJEaxq4Q9M0oitoivQSvNB8cjvIfn6xp8YJ7HvN42xEYWor1ruNq3WA/nO1nKzzL53kopUeW1nrZzOAROFzS0VhAEy1FMHBtGidwYPz4/sKo6fnJvwvFcAl+s9zycFzKOiaTLDwGKNGaSGTZVx6OldLfrQ8tfPVtRNrIX2lUdszwhjiSv9mScsRglVJ3lp/f/n7XYvJVwwjayFL1lzPSVjGfi2ZdHK7eqmWol8/Xb3NXRAtoKsgk8+Y+g20NUSLdfHL2z8Qx8x6glhPB/fM2/+83v+02UUu8Dfwr869/3z/67ct6WKQNfns8Lu0PYLvlUAic+uz5QpIZIS4d7Ns14cVPR+4HD7gKBwMkAZBJVSncXiECATdVig5iKbAgsiphIay524uB8WVt+e3FgkhluDh3TPGGSSlrRZ9clnfN4r8hiGePcn2W82jY8u9rzYF6wGMkNoO7EeKW14kd5zOtNQx7LQyqPoy9dpW8fgMLAMfzqpmQ5SckTMZ589HpLHBkJfdCKi13LvVk24Hvhg9PJ3YctVvCTBzOuy44Xq5o0lltQZwNHYyFt7mvL06sD48TwYJFztWu4qVruT1Ku9preO+rWYb1jc+jog/zdfv5oTpGJcSlJDJt9RxPBvunFeKjg548WHE8y8B7jIeDpekXTWTYDmCsygaAVIUjOazrAve7Pc8rW0TnHq1VHGhvWh5Y0Nhhj2HcNq31PkXryKGKSR+ybHucCRmm08Tzf1ExT+XgeOsvFTkxpD+cFJ9OMfWt5cjKi6R1V53jvKKK3jvPh9TdaSJZda3kwz1mVltNZBkGRTAyfXB14sMy53LaAZMT2zuOc42QinoHaetZXByZ5zMkk5dBavBc36rJIeHpVopWmdZaLbcPlruXxsiAymtZ5nt1UGDx5FvFwOaJ1nuCFK/TkSNABvQ2sqvZuZ/LhyeStg7bfpjh/29e8tXDiTu44MGZAML/6KzuCW9VMu4d0Jt27MhLHd/UxNDsoTsA7GJ/+7ojnHZy3MTr9o45Sagz8D8B/FULYfc1//y8Z5vvvvfdumMh/qPM2TJnb88W0mlfr6m4EIQMaWZTdasM3VceutSgGlUsWc2+W32EE7kBY64oXq0resN4TDXr3z1by///wZCyz6aqTubnzXO8t+9bRObl2J8NIYlN1LEYRV6UYlxaFMEVMJAHNAjcz2GC52bUoIwu3h4sMa8MXfh54vanvqJK3wLG6d/z4wZSTici/3mxkxPHp9YHjcUoaGYpUOr2zaXb3c97+fm8/fD+5P+WzqwPWBerOM8mEO75rLJM04ofHI15sap5elZzNM2ZpxKENXJclXe9YjhPebBsIMMvEQPTpVUlrJVjjveWIYmH4y0/XrA4daaSIlOKvPluxHEs3vqp7idbbdsQajkcJr3qHV/DhYsTJLOPNpsE7x03ZczzOODQ996YZLxvLattQNZbFOMVacZTGkSIQKDvLw6OCRIPSmoCi7XrW+44iMhxPRdJqnaexntZ7UawETRHLQ/ZsKjeT317u2XeWJDI8msWsa7nhnG8aRnnM8+uaxUgW7wEJ8p5mMefbhptS9iGjJB4YNZ5xGlG1slCNY03ipYm5P8vYNT3Lccyh6TBojgZ1VN1aqtRglCaODd457s0L/ubFmk3V8f7xmMjoO8+GMeC9uCgjo/nrZyseL0d3CINvUqq9TXH+rq95a+HEN7lXv8pwvzVB1VsZy0S5dP7ZWKL5Np9KV59MpLgr3ul4Bt5xgVdKxUhx/+9DCP/j131NCOG/RWSX/Pmf//k/ydSob5vP3xYtBXdjlMdHOU8vy7uidjJJmaaGaSHX1sVIVAcv1hV26DxGQzcXgCw1LOOEv3255aZsiZVCa8WnVwcgEILiwTwnnxlebWoezHNa67g8NFwMqpRDLcvCJDLcmyf85uJA8J4ivh05CAWxajqBYR2POZ0khKBoreWnD2aUrb3TGx8ae5fz+nBe8PTywKHpmWRCpTw0PbtadPSxFiLh+tBh85jlKNwlGt12W7eLZ8EUx8NNZUc2UBPXdU+mNdNRSlp2jJOIRCvOyw43eLcSIzecbSXO1pNZTuctBMXltidNNEeTlE+vSpx3JJGm6jx5AqtNxcuV8OxHmSwpx7GhC4FpoimLmMY6NnXH0Tjh3jRlU3WkWtFZyyxL2DWWh/Ocm72kb13uWkaZKIryWFgp4yJmFBuKSLOpOrZ1hwsyV5e9RTLk6AauD/KazYsUHzrGaUwaC+tmkkVEWvNomvF8U3HZysP34SJn11gSpdi3HT7ImO9klHJddpS95eGi4HSasi57tFaME0lTGqeGyAgTSStxsjofxJthND+9P2OaJ/z6Yk/jAu/NM3qvuCwbjgrD2bCf2VYdKMgiQTh31rHteszg1tWRIKFPxylJHFF2lkkef6tS7W2K83d9zVsLJ77LvfqVr22O/5jNm0/o9ASzuSLoBoXHFz9H9VuCWhDVisXJA7J3OJ6Bd1jglQAs/jvgo/+vpz9923weuOvAHyyKu/Dsk2nG+tDSewmFvjfPBxa8hGvkiejDHy0K1lXHv/rkioBkWrat53LbsCp7UmNIjMznN3XH6pCADtybpWitKRJR5GyrnkgbTqYSz1akhsXAIu+d581NiVeBe/Ocv3+9o24djXUYA390MmYxSni5rnm4KHi0HPFqU31jiPY0jyUAvPd3KpraSpTf6TSj957EGFCwa3o66+5+h7fd1vnG87qpWJcGBobK4+UI5wJRJJLN630r6VBpxLZqcZXGIzeVF6saFHe2/30jEsdFkfJo6OB667ned7xYlSwnsuxrtGNVtnjn8MODMokNZduRpRrVe0ykWI5SFGLprzsPwfPTB1PGacTrdYMLLcGJ2iaPDRfbhqp3LIuER8uCV5uKLDYYpXh6dcBEilEkC9Cms0RxxChVOOv46LrEeUvTB17eeJrOczJO2JQtH55OiAz8X89ueH5TcjLOmSQxOjj2rWT2PprnGCVjmNtUxMdHBXVn2ZSeq0MDQXFoev7o3hSC52rfEYDTccr5roYARaRZFCmLPGZZJPzdq62MVY5H7Fv5/d0uYc+mGUor/vblGhNpEiPo513TDxGPgdY51uuWnz2c87OHMzZVTxZ9ntN7+3n6OqXa2xTn7/qa7xJOfPkP5t+KErhtTnZ1z7rqOM3vk3YrzjcF2pXMJnOubY7NHvLgZAla8+rgeBi7d7pMfpcd/L8A/gvgF1/Qzf/XIYT/+R1+z/9XztuaK7JY3uQfnk5IIs0zo8ljw6GVGebxOKVsZa58Mkl5/HA2zOxL0kgWsjqH0jpu9i1GiXbaKZjlEbb0fHK159Eyl2QiLyONf/t8Q+s8kzQmjSQF6ucPZ/gQ2NUyqpgUhnVt+ey6Ios0tbWsDg27pse7gFfw49MZyRAe/tlVKQEVkTwovhqiPS8S3mxqyk6cot7DxbbmaJRiIrjcN9St5XiacTT83CHAqpQOflV3lE3PfJTyYJZjXaBsepTWxLGmtx7nAyDu0UmeUPeOEITTY4wijyKW45jLnZMlIJIP6oJw2ZNC8WJdUnaOzMge4h4pz1c1GIUHJkXEoZG0rLoL/PzhhBerWmbUw5hslseMU+HnnE1zHs0LPr46sCm7O3PWKIspeyeSxzxmmkbsG0vrPHVrcY3nwrW8vxzxg5OCpve8XDVYJ2z20nrwcDSJ0VpxsWt4MMtxwbM6OCZJxA9PJ9wceqwPWO9oWseNb4hVRhpHnE4yHi0LVmULKNJE9PKrg2NRxLx/XBBCoHGB+4ucURoRKT3kxAZUbJgVMa2TBLFDIzGS2cDy10ryZzvrmWQxm1rwwlrJDbSx8oDb1h1KaX58b3oX6p5Ghm1d8qqRQJNmKoXvmwru2xTn7/qa72rM3vZ8cRTUWkekNTdtAHVMcv8MAnxyaDmepcQBNlXP/bl07u86W/adFfgQwl8gU6b/X5y3NVd8sau4lRNWrYUgwK40NjTWc39QwNSduFa99zKOMYpxYnjaOZRR5ImmsY7aevLUcDrO+Mn9KZeHjteriniQuKRGwpebXvguWiuuto1Q9xTEUcQiF+34obVopQlBczTKmaSGXeX4q2crfvJgxqGNyQdNfggIN0dxF6J9e6wPbMqOX9sd+6bn/ZMxvfO8WldEkeGn96cUmbBlrg+i/AgoisTQdI5tZYmNEXapgiSOOCrkd/Tbiz1H44TISAEywM/uz9jUHdeHjjzWKBVgcMXWvefFquSHxxKGMc8FOTBPE/7jHxzx8VVJ3VmmScQ862ldQGlFPZAyzSTj2arko9c7tDEsx5q+C0yTiA9ORzwYKJLvH43xBP7ysxv2tcgP913PrpLCe3sLe7ZvuSk7eudIYk1vYZFJEZwXOVVvObSOqrOcTTNSa3BOuu+zSUrTedJUvAbTIqHqPdNE4GYfva7I0ojFOOX60LFpet4fZ4TgBw19NPgSDI+XY3ZtzyJLGWUa70WhNS8SpmnEi3VF2VmSSHM2y3i0KLjcNaDgyXHB600t+5okIidQNhbrYV22/OB0TBoJkXNVSkbtchRzbybmvD86m/BmU7OuOprekkWGnbdoBb94sWaUSUPyxw9+V1nzNsX5bW7WfwjX6xdHQV/0gLze1JzNUq52DX/3esf9acbRJGUygPn+oW7d3+e88yXr94ffmS07nzDN4zs54a7pmWbC7+is53iSgBIqY2edPACU4nSS0btAa3vGecTq0PKqtjxY5KSRYtcEyt7y8cWBUWbovWezE/bIk+WYcS6z1SIxrMqWN9uWH5wUzPOEqnOUrWeUaqZ5xt+/2krIdWboB2VJGmv+7uWa/+THZ/zwRCLYbnNeq97RW8tiNKLu5Bayqy1H45h96xgPEDXnA+8fjbEhcOgc759M6Kzno9d7QTNkES7AoXXMR8KBrwep6KNFjg/chTfcVB0hQNs5rsuOT68PgrYNgWUR0/aeqndMs4R57nmz7fh0VVFkEmh96Cy9dVJ4new6NnVHFBtQfuDFNAO5UzFOYpTRjBKJsXtyNOJ4iBgskoh9XROQuECj1MAlV6yrDuslnFsReL1RvNnVNJ10q9YFyq4n0dAFx18+u+ZsmvHh8YiLfYf3sKl7YhCmeAg4PM9vKp5fH/jwdMb1vuHNpub60GEUzLKI0bBUTo3het/w4fEYFwLHo4hdbSEEjBJXcmstrlK0TqBiBj8ogQJHo4xRpnHIw7zrHcmApihSGSutDi0vbmoeLnPmecKDRc627slizaqUrNiTECgbx9W+5cf3xHNxPE757dWe1OjhMxHz7KbGeuit53SS8tHrLXkS4YK/C465zQX+anGGzwF7t6qZsrXfWMDftjH7NjXO1zVtkVH0zvPs+sBN2d9lJFwfGu7NCx4vJfD9XWfLfl/g3/H56ibf++RuGTnJorsQhrr3hCGDMo0NL1YVisDLdTmwXDw/OBUO/LPrkrqx/PEDGeG8XlX8/esDj+c5xTgVaaYXaWZsxNzzm8st7y3HPFrm4mQcZyRaE2lJ4/nB8ZjzuOHFuqRqpbskDJFtWjMPDAhWz6NFLjuCWFQwzSDv/PkQov3biz3bxnJ/njFKInZ1RecDY6Srb72j6R2guNjWXO1bdk1PpOWWUSQiIa1axw/PxszzmOerio/P94zziOUouYNKbeqON1tJThqlmuUo5ZOrA6M8oUgCAdg3liJN+PAkJooMz29q5qNY5r2dQwMfnI7Y1tI9joHrfSfUShUQcswtTTHhbJIyymJ663h+c+DT6wOpMWglksZZHrPrHNM0ocfR9F4wFZGMjXonY6LeBzE5aUNvA9eDPjxkgd56Xu9bTicJRZbQe8++lrHIm21DHJs7R+v5thGujoKy66lrS+/hdCqGuElq6D384GyMdYGLbYPWiuU4xRjDZ9cHAM6OR6RG86vzPR9fVkwL8T9I2IkjhJ5tEvNqKxC1H56MaXopbp9ULcoIzCyP5XZ0f5azazr+5Y9PebNtJPKx7VkM47s8NvKgXI7IEyMIjlVNEmnuzVKa3nNo5QH8cvX1lMqvS/VKInktXm9rysb+Dl76H/sZ/mou8dc1baUVlPfzdU3XOR4vC1rr8E78F//66TVaKU4GFs8fLJDkK+f7Av+Oz1c3+ZM85vFyxLbpsM6zrXv+/IMlh6ZHK82q7Dgep4wSwQKHIBK4RaF4cVMSaU3nHP/e4yU/uj/h48s93STHaM2+6weHrGKaiXGkbj1GwaJICIg2+YOTEafjnCfHo7v0Gxc8h0auyjK7j7FWKIhX25ZpGnM0LpiPxJwE3FEvb7EK8yJhXiS8WFXcizVV69hUPZtaUMLXh5Z7s5zeSlcdCFzsWl6tS5ajhPGglnE+4micyBLaSkRhMiBviyTir5+t+NMnS0ZpxP/0t6/ousCsEAPU5b7jZJyilCYknk8vSwTC4JkXKbu6p8gi/IDANVrY+TcHi/ee4yLlycmIf/X0hhfrEqM1kdF03nKwlv1Nz7axPJpJ97o+SHcWKU2RG8ZdhHeAD+gIlNXMRymrfcOh9fjg6JtOiI0K2j6QRfIa+SBs9aCg7jwXu5JFkfBwmvLy5sChsUyKiKZ3TLIEskgiAUNzF5RdthajFEmk0TowyWImqaRM/dHphF++2THNI54cyy3orz5b0/uA8oGm9TzfH6gaS9n0vNkafnQ2Jh4UTp9elVztGjrvUQE2pahyPj7f8WZX85Oz6WDWithW3Z0y6uG9gnEmweKBMWUji8jLfcMfP5ixOrS8XNeM0giJEQg8u66oBhpl1fcYpb+TUvnFyL7biMlp9vV46X/MZ/i2G69iw+NF8TtNW2zgFy+2VJ3F9Y5ZEbFvBb4XAjy7lpyDf/mTM1JjvpTA9ocu8t8X+Hd0bq90v73cD1mUn1/pxlmE1nI9G2cxSaTvpIBlZ7k8NBK4YDTH4wyFMGwmeUKeaIIHdGBddzyYF3gPQQVWlx3jbFCU+CDcFA11r3i8TBmnMbu6ZVEkTLMIH7jDEnsP9xcFTy/36FwwCS83tXSmiefZzZ7GOv7syYLrfc3xwIs/DCEZ81EK62qgAzqu9g3eK/Ztz6tVxb7tOB7l+OC52In2/WSSksaGIonJY1m0ZWORXU6ymHxQXWgtneiskNnl+abhf/voglgrYg2Pz0aSb+wC80I48p9e7an7wKZqGacRuybgkNSsoALXu5ayE+iWhK04MgMPFyNmtb3bi3TWkSeG/aEneDAaqqbjF2XNKIpJE80kjemUo68Di8LhYmisGxK6PHXXY0MQLnts2FZy1UcpNIHeiTrYKAnEblzg0SghjRTPLmVZq7XiaJbSW8f1vmGURpxNcyLdcr6r2beObSXMGusDaaJRQVE2PeM04odnY37xcsOnVweBlk16iiRCKbGm173n3zy/prOBPBYGj9KBbd3fJTh1TkJi7s1EermuKlKjiIyWPFWtWVUd92eGPI54s6nvYigv9y2RloDu5SjjaPz5ch2lANmXpJEAz27KFqOgSDTXe4c2/lsplfD5qOS2uMdGE3TADqTUr1tovo1Z6qtqnNvEMjvgQW6btut9w+u1YD/SSJLTXvaOdkCAH01SppmiaiNiY4aHhvmdBLY/5Pm+wL+D88Ur3SyP6WzgfFvfkRVvN/lffONksRE5YWf57LokjsQVqY3i715uOZ1kTPKIqrF03mNt4O9f7XhyVLCteyKtebDIcD5wdXDkw3jldFpQD2/wJNY8zkdc7hpSo7+ENzBa01nHeycTjkYJSWT41estf/tyy7Z2RMbwz95fEBnN1UFGCYfGs666Qav+uTGl60RmN8oirncNUaQwnWHfiB76/kygUufbhidHIz48G4tGPDWcb2uu9xLo/SeP5/ybz1ZERnG+q/nkck/ZOZZ5NHDyI673PS7UHI0yqq7n5brk5XXNvaOcWSxL5Te7hpNRyqHuQSkOrSNLNHXn+PS6onOWozzBJCmfXVe83jVYF0iMqCJerSqSRMK4rfesDx2NdVzYlmkRsSwyZqOIEAIfXx4Yp4aqsbQ2SCevFVobfBC8cWs9zkNk5L8p5fFAaoS8WKSGfdOjgCzV8voOcXaj1KCyhCQ2bJuO1kpQR++9JH8pUD7w2ZUkcj1a5IyymP/z6Q3zsSz4auv4i19f4Qi0ndAjV4eW3kugetsHlIYP5jmRRuS7w24oiQ1FKhJYo6B14kDtfODm8sC27dlUDW0PF7uax8uC43GG0XJFebEqWY5Tfv5w9qUi/WhRDMA4zbauOZ2klK2jtWHQ4kdsq37wiIQveURui/KtaqYdfAbA8Drqr30gvK2T9atqnNvEstR8Pj+PBnNgYjSRUZhIs9q1pEZxceiYFxHqIGKHNDacTDO2Vc/p9OsT2P5Q5/sC/w7OF690i1HK+UARXB1ajocAidsF0b6xd/jcZFCE3FIjb2P7lqOYxlpsJSoIhTgb3cB03zU9EXB/XrCrekZJghm6Lxv8l4wfznv2jeXhvLhDE//mXGLOZkXCODbclFK0HYEnxzmtzSSDNDKsq45n60qCLXJZeK3Klt9c7Ol6jwueX53vwXuer0QFNE4jmq7HRIYiyBX7/aMJpzORO5aNKIWe3ZSkkea9o4JREvG///Z6sK07/LCgm+QRL7c1r9YVJ5OcpnO8fLEmi2IeLlKuB0ZNWQuwa5QZrktF7z2zRDrRprPsase66vE+UMQRtQ90hxajFL0XM9ah67BOTDgog1YKG0SHP4sVF/ue3nlqa4lbzShVgONl2dJ0ljQWo5BCEelA1Yplc5bHVG1PF8DZgFEwLRKW45QQPFf7nkWRolBYPIe6w2gtuIksYjYaMkbnORet6Pt3lZAeb3YdaE9iItIIfn1+4PLQMSti3rMOoxQ3Zc+msfRtx2Kas61ayl4efiYoYgx973l+c0ArCeSe5BHq0NHnskdZHxpeb2pGaczZLGW/a7AeVpuaN6tArDXvLXOWecrVvqHsxMiUJRHrQ8tf/PqKWRHzcJ5zOpMRo0gHc1ASUwngvOfRMr8zykXDQzYZPCI+cFeUb1UzX3SNd87JWPBr5JZv62T9qhrnNrHs8fLzr7kaCK4vNxXOe96sxYMwLzKu9h1v1jV6oRhNU6ZZwtEooRscedaFd7Zw/b7Av4Pz1c783ixjXbZs657TaXb35tlVHX/9YsM0jzmbpndF7s/eX5DF0V1s3yyPuS47+t7LnFbJqGFbdXRWiupyLOEcbeIZJRF5ahglMZW1KBT7piN44a8fTVJ+8WrLg0XGIk8koLpqRa+dGp5tKsrWcr6pqTvPKBPZ16uV5HqmWnNTduwa6ZhBbhuHRlJ/rvc1o9hwfZBudddY2t5yfyrfT4I3Yj48Lvj4puTBLCONFE0HF1XD2VSYKaM04nxT8cl1xdEooXWem7pjU8oHU+EJIRB8oHeOl6uaVWX5k0czDq0T12VjORnHMv/2ktP5cJHxfFURa/lAj9IYgqhctlVLGmsCBqNljq1b2NWWcS6/02mWsq07sqgnUtA0spxVOqHuRC+/LCKsH372wdlatkLnjIwmiWMmkSwwD529M0RdH2S85oI4UZWSII1dbdnVlijSPJpLDN3FVub6DxYFSmme3xwwGpwL7NuWxnpGseblpmRbR+xKy4PjHBUCq13Dm0PFAxvu5JwaRdsHIuVYjBM+vTlwb5wxyQxt5+S9M05laTvoufMoYlP1QihVgatdDUpzb57RWPk5rvfN8HrAshCe0MlYMmOr3rOtWpI4YpqJKCAduuefDvLIddnhA7TWEYLsFU6ngsBYlS1lY9nUHT97MP8d1/jZNBuSsX5X3/62TtavyimPxilNZ+mtzOIvdi2/eLnmeJLy2VXJ2VSaIx0C59uOk1nG2Dp+fG9C5wIP5wIozHWg6x1Vb1mMJODnD32+L/Dv4Hz1SidpRxknk+xL9MlD7/jgZMS+drxc15xMUook4ldv9jw5Gglhr3VopdjVIqV0zrHvLOf7jmkWSVcUGz69PvB4OeLH9yZ345b7k5Q3u5bLfYP3oLXCIeTFSSYfzM+uhckdKU0WRUTGMIoNoHi4KHhxI8uu40lG0zm63mN14GLfcHNoyYxmkmtuDi1Pr8rBUt9xPJa5unMdbW+HTtDjgPk4pW56/urZhqNRwrxI+eWbLZESXPJvL/d4NyQJoXg8T3m9bYersWaaCvfkct+TxwYdyc8TPPzodIwNGmNEkhhrYY8ro8hiTZGkFFnMo4XC+urOzLUcJUyzhF0lt6pxqu5+j5M8RrcOHQy2d7Smp+kcsRGDjw+exAV2VUdQikUWDZm4inEiCIK2q1BKTFghiFY6NgalPGUrTJpxFrMcpdSdY111zPOEm30jASQBssTw2eWeq31NpmXBd3+eYXvHKDVEkbh+b9oe68A1PYZBtWOh7SuCEvxC5z2TRN5PbW9pXWAyoAnyOMZajwlgjCaKDJvKsigSDnXHphI9f6IH7HQf6JyTcJmgWWQR40EJ9nJTMc1islhyb59eVdyf5+SpzJ8Xo4S6tbR9N9xCFLMsokjkdxgbdSeffbgQ3X2RCPL5fNuQRJpxJiO7207+1jX+RXDdt0Vkvo2T9atySkkS27Kve16sKuZFwrbqKNKIV5uGxThmU7ZoJQlpPz6dcH9WAILNLhJR4LTW8WBefK+i+ad0vstgcXs1bHvRvfuhEF0NdMU320ZGL1WLGZYwWaTZN5aXqxrrJSQjjTWvtjX/4YfHLCYpWSzkyts39OtNzcO5MOJdCDSd48E8QyvhzdSN5cWNjFuWS0lBer6uWQyJSA+WU3oriUWrQ4NC8PbjLKbrZfxy07aMqpayDzgvGa+jVFgxZ2NJHNIKprkEkNwcGs7GKa0LtNZxPEm53DekkYwyVvsKDzSdE4VJqikbS55G3MtioT20AAAAIABJREFUVlWHc55d3Q27iAhQnG9riiTmbJ7xalURR5pPrw6CZg6BD+cj1pWEo/z2fCcgt76ntY6y6tmUDUkcEYIDrzm0lizSpLGh6wOLLGaUx+wbSzOEixeJhGPEWqE1wwMkJjaGqu9wQZFoKVJNF3DeEg3pTHlspAv0nijSREbm7rEGh6Rp7esefMAPhKZd7dA4RplmUeTsOsu0j7jctVyVPX3vUEaWtW0AG0D1lkhrtlVP2cpoQUJjDKNYqJ6TPKHZ1Vgn1M9DK+z3eZGQJ4ajPEIHiCPFx296nFYsB7/Cpu4ZpebufZEnRgx6vchDQ/BY6zkb9k+2dzgngSYBqNue813L2Szjw5Px3Wflm/Trt0V5U3V3i9Teyq31i4vUt9G3/2OcrGVrebwc8as3Ox4tRxij+LuXG8aZwWgoa4t1ivvzhCKN+PHZlFXZEoY/+6dPlu+sqH/xfF/g38H5JoccyLzwt5d7stjcMWeySHNRtazK/k7bva07qs7ycD7ip/cn/OZ8x6GzfHAy5tmqpOossY5RQZgsgh743AQEQAhcHTpOpxIJd7HvaPoe671wV3pHpKEPwgHf1j1Xh4YVkEYSc3dvnrOpOl5va7QSBktqFM9vKrJYYYBnq4oiTRjFZriWB5rec13KMra1jkgZ7s8zlIJd50mMjJ5WZc/TywOns4R12aOUJo8UwcOrbcWHpyOqzhEZxa727FvL5tCTGEWkBdB2aCzOKXwI7KuOLI1YHzqqzlN1LQ9mOdWwGNvVLdY6Xq4rmt4J1kBBQJauo9Rg8UTaEJQU4vEd4gEezQs+uy4JiSzFojgiGdAIhMC8iLnet1S9ZxTL2CrSgodYjiQB63ovhpfUSIJTkUTEWnTxvfNM04RlkbAqW1QQlYrzAWWCmKEsXB4a8iTm6VVJ24vEVWbP4ADrJHFHBUhzjVKerocs9vQ+kI0SGh9ItcT1Nb2ggIvYYL1nWcQcup7dYNLKY8W+cSgtubFKK2IljP6zqdAlgw/M02gozJ5EB4KSkYcLgUwrGgNVL7fScRrzm4uSWS6RgK31d0qy25HLVwvgbVEuGyvESevZt8Kweb2p8D58K2L49/mcvo2ypuwssyxCa829acZN1XE8ztCq46cPcmorN6UsHnAanQUjTd67kkZ+8Xxf4N/B+TrpFXyeWTrNYl5ta5kr9p7YiGZ8X/ccGscfP5xwaITN0lnHpu65Py/41flOuptRwrObkk9vSh4O7HE7WKS/dAb52TSLWJcdMlmGSR7h/OfMmLr3rMueNJKO8+PzA/dnGU8v9rxcVxijSY3BK6i6nt9eiO38x/emaNWzqnsmmYSUrMqGozxlnCi2dY8PsBjFaAQxfLFreXIkRqnbQBJl4NPrkpNxSh5ryt7SOncXpJENpEilNRMP0UTjQiACrnYtWgUmhdxePrku0VqzrVqySJGnglUoIsVFbVmXlrNxQtE4mtaybnpmRcw0E4fobuCu6MhhtBYDmrfMi5g0jpmPYtJdRGYUrQ8cjSAdpHtlb+UBVHVEGpyRMBOJ/lNEWjEtEpwL0MitTClN3zs67el7N3SREAb5ZBprdAh0QRDkJgIQiFndC5QsTw37VlF1PfNxivMRvbPQy42r7S0eSBKYZIkUlEGiGSlIIxkhZsbggV0jMkPXyNjp+tChCOw7R2JkdJXGhtNJRKLlZnk2zWn7ntZ5AcpZz+teTGQ/ezTl/iwX7lLv8D4wzxN88FztGpreMCsSPr06EEfy0Git5unlniyREvXFQvtwUbCpu0FbrlEhEBtDIOD0NyOGv+58tdN/a0Y88GJVsS47Xq5L5nkir0sswTMP5jkfHI/v9PGrsmVbtcRGGh2jNOuy5XVsvtyU/YHP9wX+9zzfpZv9xmBhpe429stxymc3JUUsREXrvVw5jWI+EnDVvhFHoAue60P3eWbooROQmAscT1LeXxbsm55PLvf8Bx8ef+nvd7GVuX7deSa5zK0PGrwLHM8SzncSJxhrR1CwaywX25bWCUXyF6/W5GnCvunvnIbjImZVyhins473jgp672l7WQT+4GTMoXXsSuGmjFKRg94uBo1RfLau+OnZFOdhVohK6HrbYnNPkUREkaK3gYCjbj0fnoyIjIwxWut4dr3nxU0lM+txQhIp3mwa4uFnU8rLcjiVIA2jNImWpKQskt/x88H5WaQyMrFeUAxd6em9JQSD9YGy63g0y5hkCU+ORpStRavAqhKZ5mwUSXdtxTGskXHUtrZ0tSWOFIlREBSVlb/X0SQlMpraOtrOcVO1tBYiBZGGrper/DgXNUttZUaTGOg9WCvy1CQyKC3L6HuznGkeUVvPyTgjjXpWu5bagtKQaciHIHSlZDx2NM7wwfNgXqCVSCQ/Pt8P3bRozl1suK5aIjRaBQnItoG+sxgjodouwLKIuKqg6xxHRSxs+wCdE0xFpAOj1PDD0wmnk5Rt07Mue06niTi3b0oC8GCeYz3UTUcIgWkW83hZ/E6h/dmDOa/WFauykyW5kr/XvZm8z/6hmvK3UdY0vRA/d01PHiuud562b5hnMUkscuDHyxm9lZuK+A/2PDka8+A4J42kXhQh4mJbf1/g/105b/N0/6Y3yMtVyQfDC3nbNawOonR4/2hE/GTBJxd7ssQQQkCjaLyVziCAUZoPTydsDjfUzjPJIpJIusjlSGzdf/N8TRJpTiYZ4yy6i+57vBzd0euu9w2fXB4oe1GVXGxr1nXP6SRhU/bMRwkP5zmfXB94eVPzaBlwzrGcpuI01PBIjzgex6xrK5LLxYht2RC854PjkQRnDJLPdSmFyCNLtnFiWNdiagleQrlPJznpI8X5vuN6XQpUbJxwMk7YNj3nm0ZuHSEIs1wpnixHtEI7oPNDWPTwINIo0IreOcbDnNx6T9853jsdkcYRcaSwAfre40ygizSH1qN0IApaqIqd3KJu05m0gl+8XDHgbqjrjo/3tYSQe1AqULUwyRMKCw4PQW42szxh1/RcHyrMOCOLFIfO0zgn2eseOmRunkfgPNStw3tAPFFUcrsn4Cg7kVcqFWOdww55ttZZzuYZ3Y1nOkrR7eDu9DJWUcqIScdD1UqROhp3PJhldDYQx5r7Y3mv1L3jetcItVNriRjtHCF4rquO8tWGeZFJVGGRMEs0tQr86nyH0YbjUcIsi9hVPQrFyTjnR48mHE8yzrc1/hja3vHLV1txchvF02s3hLQLzjnA0Bx9udDefoau9i1eBTIjarUsls/P20C8vq5Zextlzc2hZZIn7FuLG+XEJuLy0GAD3J+kogozmr9+sSGLjezGPDy93nM8TUnHw/9fyc/2Ls/3Bf73OG/zdP+mN4hS6ksb+7Op6OGPBhll7z2zUUIeCU1ykkfoTpQvx5OEsuupWksUa/pauv0Hs4JxHg/xbHBoLSdJxk3ZEUea00kmLsJdc9cF7eqeH5yOWZUdkVH84GTC0+s9L1Y1kyTi/aOCq13LprTkicJay65zpLXE4tXWEztB2Y7zmJ/cnxJQvImFanlo7BBRKJydpresq46nVyWLPGI+KDF++XrLfJSSRIr3liN+cn/GL1+/JE8jUiPB4M55ZnlE2Xk+HIwhbeIpO491jkMrWvOLdcuT44zWSZjF9b5lFGk8shh0QdPZgDZwU/d8uqqItGKeR7xqO2JnSGN1Z713XtQj1nmChyvXsJykfPRmB1rT9IJywHt2bc+bTcmT4zGSLy6jmKoXo9GkSIiMaMynWUxpHUfTnFXZkseCOuh6BpyCQN20koLeW3HOBiVd+CSVBWrnwOjA0SRDobjaddRWsMmJkVjBpvd01orTVGmS1FD3FhU5yh7OJgWRhuUk43zT4FwQDr5X9LamdR4DHDoHSlKctIJnNzVayxjHWjBaFrZX24blOOHhIseGwKtNw7btmaqID08npEO+wbbuSSJD0ztircX/ERt037Ove/oQSCN572Roki+Yib5aaLPY8HgpWvgvUky/ken+hfNtN+3vUtbcfsZ7FzAaRlnEj4oJaSza/M+uS6reMUojdoPP5WyecbFt+ZsXa/7FD08wWhzUD2bZW1aff9j5vsD/HmdXi+qiG17weZHcxerdnm+SXp1OZKQB8kbVSrEYpeTDnz8qEszphKp1GA27ytJ27s6+nUaaj95sqVvHKJGMzCyJaHuxxB9NJA4uT2S0sKk67s1yHi0kSOR2iTQfiYa37hxFEuORa/BvzveiKHnWUfUBrQNZFLFpenoXeL2paL1nHBtsgE3T3XU8aWx4siw4mWS0vePX5we0gr11bOtOfgfW8XLdkSVGxhWt43SqcM7z0auNIISNYtd0krfaOUZJhHVCLtzUlm3dkRjNs0PFODb80dmE3kmnnUQRiwxO5ynOeUrDHZvF+iDmokZMVb21eC0P0pNJzux2yTgsKL0Hoz3jPKEc0oiMUrxZV+SJZpZHHE9S6tZTdh2dU8yyhHVlmeYRRil2tThZJ0XC8Tih7AN1axknEfdnGW/WFRfbGucdFoi1RHx6B1UnhV0r2ZfcjsCEgx/AOpZzIWuuDuJV0EZcpdMiZVv3hOCZ5hGtFRVOmojSxfrAvTzFEeh7Tx8sLkgG8CiLRFvfiSErBMW27FEapllEHGtyo9n3wihKs3jYLxga5/AEiYe0QrOcZClByYhpUgip8oNJxtW+oXMBncgeQtzeDhcYRAcy3743TehsxrOb8i6s3mj1pQXoKBXT1+3n6m2VMN/UrPXWfelz2rvAvu7IkoinVwcp9EH8FdtKDGhZLA/9uu9RVIyyiE3dY527Q2G82TTs6o66ddyfZXxwMmFZSDD7uzzfF/i3PE0v2uRI67sier6VIOQvLjffRiK5rnqqTjq8dMCuZrF0NZ9e7vnlmz1Gww/PJixHKZ3zXO8ajscZ7y1HvNrUbEoJiD4/1BiEe3EySbEuDPxzeZMarXm8FJffzaHlclfzm4s9u6qTguECBMX9WcqhdfzyfE8WGe5NU8ouQNDMC83ltuHlquJolLIcxXxwXBBFiqZz3JtmnE4z3mxqJnnM0ytBpCYDe8UjShUUPLupKFJDQFMMu4Y3+1o+0LNcuDqIMujc1SRG888+WIpstO1ZHyxV0zNODWeTnMgInGpXS4hCCAJW0wpuDt3da1J3Fm0MswEGVVkZaUwSyaDtrWY5TiitpWnl4ZdEmtaou6XtuuyIopyTLGVfO44mCa+3EpL+2aokMYreO1rrQAV6a7nZNwMT5fZ3lfL0WpZzlXNiXTdShK1lQBZIgU8ihVaaprU0PYTgiYyohTorrmZQZKmmiGJxUG5r1ICatk7SppQKGBTjLGLXdOKcrgMqiC9hksUkkRA8izSi7xwXZUvvHLMspnGe19sKDXKDdIFFMRhzFHhncTri5apiX/V4pSgiCSK3g0/gxapiUaTEkebRckRvRSZ5vmswIgkniyKcE1BY2faUgwRWEXi1rrkuW+5PU35wMrnLbL0Npf82JPDXnW+6afdOSczioKwhiBIoHnAHvQvUVpbD0y/IZkOQxfH5tuHP3l+wrXpebXq89/z6fCe32iwijjTnm4Y/ebjgg3esoIHvC/xbn5tDy8kkY1W2d0W0B672DX/6ZHn3dd8VInA0Tml6x3iAdX11jj8tEv75D46+dOV8flOyrXpReqB4vByhEBZ4Yz1n84yg5O/SOM80lTzLfd2LFDON+PhiT/Cel5uG51clXkkE26Zz5JGRZem6YprGdE5s/Epr0lixrnqZJaYSFP6biz3zIhXcKwPtcpRyNssJIfCjswlBwebQobXmdCysm31r2TUdwSmsgn/7Yk3fO5x3gGbbSCboxbbB+iAFZXhgWAeowK4SpcbFpuGz8Y6jcUEWGSrjUIjqxPvAquw5HqcoJKHo0FommWAVGJa9SSK3Ee+E5Ki0wvaevodS9VJsY3G05klMkcvMtvOWIjL0rmdfexbjBA9Uncc64aynsYSv1L3lYl/T9UGkkL1lNupFkjkYk0aJZVdDz5C5qyBLhJ7Y9R4bpOBbL4tWj8TrVZ1jUSQUSTzA6lrwUPVya+ldINIy1lnXLbW3RMpw6Ht0UOzaHoKi6z0qKEap5nrf4ELAWkcWSSNTRIaAWOpjY4i1Io0UWjF8H0UaIWgMC5Pc4E1EPdygikjTO8+8kIDvs2l614Gv9i3n+4ZFHrN2ls46jBHpZqwFNXC17yRiMo+FeTOMIG8/U2Vrf++F6nflKN82RC9WFWbwMtwcJBlMwfDzpKgh6CZLZazkfILRmveWBR9fHnh6uSPWMjrzSGrY2UQCXd51cYfvC/xbn9beLjY167K7I9pN8t/VyH6byeIfEgTsQ5CA4kHumBjDJDOczoQ0eTLJmaQR1gXW+5ZIKQKa5zcVSaz56PWO811N6wKzLObRUcHLVcX5vmWcGNJIslGr1mK0xlmHDYGUwKrs0EozH6fsu562tVjrudw1jFNDHiviSHYF//7jOetDy7axXB9abO85m6asDj1RpDiZZATvudi1REZxOs5JUti3gU0lXJcskeWaD54si5nlCR+d75jmMQopKhr5MP796z3/2U8yGuvRWmGMRmnD0TSj6i2XO8EUZ6kh0obLfcs8j2l7yY+tnSd4mekfjSKsDdJKmkDVgHeCFtYoaus4GaU0qWNd9pT83+y9SY+kWXam99x7v9lGH2POjMysrIFkkV1ksUGoFy1AENDQpreCfoBW+iHaaqGNIGittRYttQAB3FBQkyw2h2LNlWNkTD7Z9I130uJ87uGRFTlVZWZVEX6AzHA3Nzczd7fv3HvPec/zeorBM8lFnROJJCrigRg1t8cS2nk9EHzEOogaOu8kAVvYn2bYGBkrIoA0UdNEsNJHs5x3n21xTso3uQYfI4OFdedJlSeGQFeIZJKoiMBF7UkTxqQsCT5NIENzvMjZNJZ17whBSnHnO8vgpa9gtKIerfimRUqeyGNXiaLDkylNmglF9PGqEfzANMUFAZntVeKyhYJVK5Oml0KAO8sSrRSPL8QB7GhWcDzPebJp+eXJjmWRcjQrCBGaXk6oq9by8HBCajQfntfjNaOvSpC/rivSp520r9fnlRLu0w8frbizrJjmor1ft5Y3DqfcWb64zgcXmJfZSCBN+ObRhB9/tMIbuLXIuT0vhSKb6ivWzlcdNwn+c8blin9JfQSuOOhfJH4dI2CtFHtVhkJdERd/8awmEPiLN47Ym2asG4sLnjwRN/uLVsh75/XAe+c1uRHd89Nty2tJxVu3ZnxwLsfuznqM8gSgShWrLmI8tMExeEkuF+3A2ba7qkfnow/ns03PneWEfJwcTRLN27emoCL/+MGKTCdMy8jjCwGuzYuU01rATMupOAsVqaFMBYK2Hb1ZjUHq/UFcfNZNzyRN0UZTFgmpVrS94//64TPu7xdMkoQVinkORgU+WnXS69CQa0WnFYNznG6lzKGMjJBP8gSU5byVRmWiDbmJWBvpLSjciDDW1FaMyMtczLLXdceml515lkBtpcySai9Y312gtQ4noiGsWMjSRbl/ABSBdpCPEyA1cprY1nbk9Mv8QAjQDvJ70UoWAh/hbOfZdR5Fj9LQD/L4vZX7gMgv00RUPRd1TwwCzOqdx3qYFFqQxs5jjMYHT5llYgC/qdEa9DSnzIUXc1b3PN/1JEpOFE3vyYzjG8cToVw2loNJxsnOkSWGdnAczwqeb8Sf9mJn+e6DBed1T5Yk/OG9Jf/nPzyh7j2zScZyIl4Bszzh+brn9f3J1XWAQqawxxLk52moviouN2GPVy2PzluUUhzPZF7l+iasSA1PNx1VltIOnlkh07/7k5wfPV5zMMupUsO0SNHjBPnlYySJ5vtv7NM7j/My4LUsUza95Xjx5XNnXhU3Cf5zxm8y1vxJln2XcckD/+iiuXJlv47grfIElUVa5/npk5pu8Exzw6wssCOR7nhejAS9yLpz9GOd8Nmul+ZrmqKQAvfz7cCm8yxKYYq/f1ajomIYHB9etFRFyqJI6GNgcANpIq5GRWJY9w5rHQ8OMmaZaMibwfHX75yyP8k5nOXkqebeckJuEn7ybM2m8xSpYpYlHC8LOi+NrNPtwME0JTUZZ9uebT9QZqnUKo1m3TlcjOzPMs6fDRxOBcjVWs+2Dywrw0UT2LWeW4cVeaa46CwfndWCGTCKQWvWrRt5PAGlpTRjHUwqMxI7hcujoswF+CCJ1hj5W/cuMFjPYD02eLaDp+kj1ktiDkAYseZqVLl8tOqoUmGm9IOoYMaNrSTV0dZv3Xo8kCTgvTxvqkQzr7YdiTEUmUg0ewcxwDBSZRXymIOV5nDCi4XCI4tKgmjrQ5ANSYygtcYHKTWUiSK4SJ4Z8iSRfkQnp5oQHSF4klROjkUu5ierfhBUQ5IyyWVYq3eOk93A9x/usyiFy5IlUla5tazorWfXSWJetT3vnRgOZ4WUWjAczjIuGstFPbA/yXjzcMLzbf8SGbLMDCpG2sGTJYrBhV/LJPt6xBi5vz95qVw6uDBiiWUQ8J2TmkkuMxi73vL4osV6MYtJNKwby6PzhgcHk6uewOVrmhUp/+mdU2aFeDlsW8dusPzbbx7/2q/5i8RNgv+c8esa9H6SZd/RvBBi47qjHR1q3jiasjfJSI0WxGr/wocSrXj3ec28zLi/L16bP3+6FbOKxrI3kTf8wSRj3TTUndgApkqxqKT2bLTBhyhj7THlaFryZN3y+LzGjuRFH8Xgu+4tRZ5yOM0JQQwsjmbSVLuIsOssk0zG+XsXCD4wr2R03nnHN2/N8SEwSQxlJlLIEOH2rBTGSpSyUN0Hdl3PprVMi5Rb85LTbUvnNE1nuag13ziecWsmrPtVI3X65TRBoZnkjs561sNAEQzvnzY8WTdUiUGNPrcXzYCLXhY5pcm1xinwXgarusEJUkB6ekzLlLpzDC7Q+UhhLSAOULvekylBANjxbxzHbHqZeDM9JtsY6AZBBqRREngfZWe97QPGiAbeKGSKeEwizsuWvw+BgyInSxMG5wjR04yN2HRkzmgFfQAd5fbL52/HT9Ix2297SE1EKU+ZeYijrt1HFpOEZVWIDePYxPXOk5iUepBTSWctkHASO1bbgTyBRZExxEimhJ1/tuuvzC2oMmZFoEgNyzLD52FsqGrKVHpCPkAgsm5kUlgrmGTJlWY/Hz0Rfvp0w6JKeetoilZybcyS7GrH/OvWsj+pXLpqB6Ze+lhy3RecbITcehalvFimKdoIStkYfdV/agbP+++fszcq7DbNwDdvzTivB+HdJ5r/4q1DmS34GuImwX+B+LwGvdfjVZZ9x/OCnzzeEIjMyhSlDKvG8k+PVhzPpZY5L1NONh2TQgZ4zuqe3gfu7JX0NrBuLIN3/N37W2ZFxh/dX/DG4QSlpDGoteJkN7BqBpHEedh2ltcPZTdlNNSD7EpFuaHpEs2ilFH2dvDsOkueGGa5QRl4supYN45ppmToqLVSF/aebe9YDDlFqnjeRv7p8YqH+1N21pMbTZmnpFpjg+fBXskPPlihYySEyOCljDFLDMsypekdWmsMERsUzeD4o7tTfn7ScNHIQJWOOY0Trv3gIh+eNkzKhN0gDkYGOG86KpWIe1UQdszhLMOPnrDWC2grGs28SOh9oB48fe/pnSTQLIGg4HQri5IDnJGGp4AgJLG68CLBphrKIqEZ2f0BKc+YsbQSGFkxLlBmmhCDGGl7R+ek6QtyGkiNZq9MeXQu3KAihc7KApMkwqWRaSD5HqNeaOoZn8dHyFJJ/NZB56Q0lBroBuiGQJsKmdMojSbKomQUkyKj7QdSLyeZunf0Vt4vIQSMkveKioH9Wcl+lfFs05Iaxa2ZTG1mieKD846Tbce9ZYVONI9ax+N1I/Z705y9aS5DfkAIkeerjjzV/MmDPVKjONn1PFl1vHYw4U9f3/9CSf2Tps8/qVxaZelLUsn9KqfuZBEqM8PjVUsEDqc5p7sehWJZpYLvHomnvfMC5fORRZUyK7NPlFZ/lXGT4L/ieNWbyHohCL62P7miHvZ2wAVFbwOTHH76ZEtnHd+5m49M7YGPLhqerjreujUZE/zY9c+E2/Fk3fLt23NONmLg0I2Y3naQBrFSlnmecOt4xrISI+vCaJ5tOtbNQN17MTOwkcaOyTtLsS6SGTkiD1aGaJRWHEwE0/t8O/DW8ZRJKqoL7z3PNj39ICWBWZGx7gbKLOF06/n27QWLbIeLcN4O7E9L5lXOR6uGf/jggoNpjlaRPE2YakWWat49bZllhudq1KobxcTIEFSZatKgsIOcWDBiwHA4zTFKUQ+KaaW4O0t5trMjUx+IMtxzNMvZZSnbXYeOkgAjkhi1lpKJwANelDtEoPgiLltmCkYZqCJNNCqKKicgSVnzItHXNrCXp6guUIuUe6zLQ54I4Oui6elDZJIpzhuRDBotyAI7fo9mVAGNrznPQDn5XGuYZ0r4NyhmpUFpGKyjtfJkaaLIk4RtJ2yXvSojSQx2CGMzVuOix7pIkUjdfTsE7Kbj7rzABY9WomfXKnJvKQYeMlWdkxnDu6c1ZWYoswSIPDycCHqjttya5yxnBYMPFImcLJ5vOt48nl2VMl/bT656Xp8nuV8m9cuS57xMcT7Q9J4Pzmq+c3fxiUqaeZFcqWiaQSwbv/f6Pj9+vMb6QJ6KTWOeGEKIgKBDWueZ5OmVTFkMfzJQ8NrYRwAplcFnA82+jLhJ8F9xvOpN1PSeEKQeP/jI001LPmKBbYikRrNqLXmqCEROtmJgnOrI43XDtrfjRS5mDdMqoxinBP/q5ycczXN6G6gyGUQ51oZNP7BrHY8uWvLRWCLRCm9AaRmXtDGyG5nmk0wUKXtVyqb1NE7gX3uTnF3nOJ6XzEtDZgzrzrIoUqZlygfnNVkiE4aMAz+PVz0HczmCr3vHD94/R2n45tGUIUqJ46zuON/0PHeCSh68bJHnswIDrDtLkhQcTIQ6mSlZ2C42ooFyAAAgAElEQVR2A+e1lzF955kWCRFDbjQfXjR4L7/Pw2nO053FIBOgbesYYqQdLO+eyACbUZE81zROpjhzI1ZsLig5TYy3DfbVf2sFzBPIUrHsqwrDeryYU14sDqkRK76uC2xqCwryVGrsKkoCTQ10NmJMpK87Znk6WvxplA4oxzg5+2Kx0cjC1A1QpjLc1FlP5yIxSokGBUPvWI+LQ5VDHOcoDmc5s0x4NoIAEOrnrhfKaZHIiaIYgXA+iCa8zGVK9f4y5xfPttyeV0Qi33u4x8Ek59FFw9lu4HiWXTFj7u9X7E1S3j+rKbLkSrxQpEZKYzawG825MyOJMsbIo1X7mUnxelm0d4J7+NnTLXf3SmalNEt/9HjN3WXJP364YvCBeZFyd0+AaJdln8skL1Z6jluLktRobkex4LTjguO8MHeM1lw0PfXgBQdtpaz53mnNMCKmrY9sOjsC0rLPBJr9pnGT4L/ieHVzNuBClPF5BXVneX9XczgtWJapMDhioEgzmUpEMLIfnHWkiSaGwIcrSdBvHU9pese2jeioWExkZ3GyGZiVKff2JqM6ZeDBQclFbTnZihn4rEiYlxnHs5yzbU+hDX0icDAfFUfTjFuLgnWzpbeOTmvmecL+LOdwkgoywFn6wfFk03EcI5MsYblIUErzeFVzUCXEIGzzTWt5+3jGrDQ8WbU8XnUsypQnm17G840M8zQ2sD/NyI1w5U2EZZFQ95aLnZh31L0lxESailrRWce2dTRW0LS7TvT1eWJQOrLqBta1ZTnNyBIPBprajd6nkbaPggAwgQTZBVejIUaRyeJs3IsdtuZFKeSyuQmgjcjqEgXOiZZ/lklZpR/LOJNsnJZNxHyl7oXRXuWKdpC6fO+kZo+VUkxnApMsp+kHJkVG6SO7zrJzL1Vorhqr2gifXako6F4ju/ld66gv6/jjNyRKixNVb4gBjmYZ68ZhnWPdOEE3aChyQxwtDGOE/SrlaFGyLDPu7xWCXtaaJFG8fXvO4/OW89oyyxPuLgvaweND4GCaoZVCofiD2wuWlVgpfnBWs+3lhNX3Hq0KllWG85EPTncMITIv05eS4uWQ0/Wkf70sOvjIMPZamt4zzccyy0XPDy5ajheCDNm2jp8+3vBvvnkEwDsnOz44q5kUCUfTnBCRCfAROXFrXnCy7Udlm0zUnmw64oiqmBYJT9ciJS5Sw6Pz+kqpUyZCPj2vX5SNJllyY7r9+xivas7eWoil10U90I63zQppqG57x773vHk0Y9VaVnVPOwhKeG8i5L11O7AoUmZVKk3EnWBIW+dYTlK2vSNLFe+d1iyKhMerhiJJaHHszTL6YYRwdZY0MSgihRGjhzJLmBdgvTi9P74QI4wy00zyTO6TihwkyzR3FhN2bc+TTcvZtuftWxPKPKUbRN3w9x+shbaoFZM85fmu52gx57WDGT9474zBB9rB8uis4aS2LMqcIpeEE804Aj4MuJBjjB53kIZnm4HWeY5nYlS+6QcmhaHpHat6ELMLQKOYFTmN9SgVZbhIK9Y7R9MPNH0gjtk60dd2xUEMPAaiDFkFuLdfglK8f9oQZI240q37cViqGyAqYavHPmCEQsxlSy0B1g1kOjAtDdko4Qwh0HnGBqPU3wPSyO2dNLk3tUx/ltmAD1JK0sjPmRl5Hhte6N/92LDtBnAKEiOPddWMNfJc23agd9KXmOYZJ7tuRDVrXAxymlOBXTeC0bgsCym8DegqcrIR2Na8kNPhe2c1f3B7zrIUvIBRMiVbZtLoj0jZ8M68II6j/++ebMXxisDBpORnT3fsTVPKVOrezke+9/qS3knztreyE3+wP3kp6V9XweSJ5mTwVJmmv+aBetH2FCZhbyJyxVsLga+9d7LjaF5wXg/MR0nks9GIZ1ZmIyFSeip3lyXfvb8E4J8fr6gK6R/tTTImmZiE/+Ss5o9f27tSxA3Os+0snRXERzmWNU93PYsy5d7el5t/bhL8bxifhQ+GX23O9m7HW0dTfmjX1J2MxRdpQpknLMqEZysZg769zPnlsx3OR3yE1w4mZKkmWYtu2XvP050jNUpY2AF+ebLjcJKxnKTYcfoxTTTbbqCzXgiKLpClitgKYXFQsuO7vyxIjObxugXvaAdF03mWVUIb4XAmi0EzeN49a/nG0YQsUbROfCaNlnr/urEczwqebhrQlztET5lrNPDovKHpHZMi5d3nO1ZdT5EY7swzYpTpxd4GmujGaUHxQe2spYlgO0uSRHaNox79UI1RNIM4Fl0mSpE6KoZxoCnRhue7Hl0PQKQeAkpBEkU7bscauUZUKef1IKYmRmGU5mzXUXeRNkhiLxNpqO4G+VwjNMihkwvLAbqXHXiagrIwjGqXDGHlrOqx6Xrt/ZIit11vw/lrn6tRD3+97m/9CCZD/hssPNvYq9p8Gz/2JOM3Oi+a+UvEQt05kkQAZZ0PlIlGJZpnuwE96vetQ35gFbloBpGAGlGMHE5lstaHyF+/f46K8GcP98kSJUyk3nE4y1iWOVrB890wmrkM3NubUKSaHz9e8/cfXnA8y/nowpJo2Xy8vl+RGsPTdcftRXFVOvo0FcyyyvjwvGXXe6rMsOvsiOzouT0Xy7xLfK9SkX9+vOHbiPTxeJ5TGPnaqhm4NS8EZfCKXfZelXNvWV2ZlrTW0wyO/VlOlmierrurKdhnq5bjsdwD48neBRr75Q8/3ST43yA+LoHcdu6FRCodt1SjW/r1xJ+PR7TjWcHr+xOUEiu798+bKxPtNBXNbKI1qeFqhLoeHN3gSLXCjBjYNNUMVsbQtRbrvNWIaD3Z9uw6y4erhnmRcbJpsT4SgkzUZZmhzMXu7PXDimebntNdzyQtaAYnUj8XWE5zMqM4t4IxmOaGPNO8f9ZIRtFgtFyo331tyemm52JnuT3LON1Z+Rm3g5weqmR8bZ2YeI+8FxCrvjyTJlaVS4lh20SR6SlFpiNDULggem6loPeBaB2tDS9NbkYk4dsIeLF18yjWdX9Fa2SUO1peaNpBkmyqIDcJJoGLWnxOL6dOPbC7dj1aoDKigLlsbhLGx3XSNNVGPkZezlWz9uOCuU8o8V9FD6TXsn8cX48KLxaClHHi9xWPf/X+dbJAgezsZ4XGGEXdOEyiKbKEEBX1MGCi/E5dlF3/vMqoUs26F2VNohWZ1qxbT+MidxNNZyOddfz48Yp5mZEmesQUCEPm23fnV0jps93Ag4MEGyKrVl51lojhyqyQXbyP8SoprpqBZkzal9fiRf3iJFImgyikYqTKDT95vGavSslT0d8vStlM/PjxlkVpSBLNZpTgznJx4nqy6ri7V5KNhi6fNlT1qkFI5wLGiJ1kZmS3bl3gvLPMS5n1SIywjEIMzLIb0+3fqbhe6+us57zuSbS4+Ni6BxT394T6d72JcjDNRfVy0bJqBlwMrFrH/T15Y0QUVSpDPe5SVxyFATMvUr57f8FZLSqZP39jn6YP/N37Zxgjif/ZbuDBsuTe/oQqNdT9wF4pU61PVh19iCRaczTJSIximgmEKjWaVSP+mHXnaKwM1kyKhFJrqlRY4qEIlHnGyWaQo3EMxCADI3WV8fNnG063wzgYJIwc6yJPVg2dC5gEms6TaZiWOanS5InwVdadJTaeLE05nAZ66+m9RZNQFZL4Q/QkAZTRrHYDQ/QUxtAPCAURSZ6JAWJksE4mLpXDmGSsk0uyuhwI+ngMXnarnfdst2GUn0pS/KRQ43Nf4n4vH9cz1tSv3fcy8f66aujri0CGLEzDx7/+GQ/ukYXm8tSilBb2DdLX8N5TO6FDGj0qdIxmVmRkRmBueWrEvzYzGERXHweuNiHLSUrnIrmVhuS2dwwucjTPaXqZYrYhMh1N4I1W5JkYpzTWE4NQXOvOMpuk7DpLlRnOdwPbzjIpU4awY9dKr2BwHm0UMx9Q7cCzbc8sT/ivvnOLX57W1J0lTzV/eG/O37x7MTZDI3Ud2PWW79xZ4CMcznIeXzSc7nqOpsKc+bShqsteW2dFXtyMJ/tZblhOZKALRN9/OM1Hr2Vh7mdGczAtfkVt92XETYL/DeK6BPKSEZOMfqV3lyUoATDdXkjifokbP5pOr7pB6JK9+KtVWcLxLCcQiVFqdnVv6V3gO3dndDbSDI5vH085ayznu4E0kQ5aZjSDC9xZFNw/mHBrVvB007Gocu4sKv7vHz/FxoiJkTKVZqp1gbNdx+tHU5rOC4bAaLJZQp5pIoq6sfz8+ZaTuifV0rxzMfB025NrzTdvz0i05um2FROP1nK+7akHQQ+kWrHtLc82ggIuM0kWOwc2dqhJTugF1lXlml0rF8mySkApUpMyzRJa5zjdWfJEShIxSNkn8Yp1K1r6yx15guzkfZBEvsgSsszIRKqTBK/51arFZVjgokc6o8jj9v2LHf71uLyI6ssHi7JAXI+Pq55f9ThfNC51+J+2S/88EZCKSzu4K11/lij5XcmfTBRdSjM4T+ccuyGMZUkx6nYhYL0sbqlRogDKhGa6aiztYEmN4d2TmoNZRu8cP3+y5Tt353x03nDRis490ZppaTie5tgQx1Jb5GCWcTgvON31xIiQJRcFTWd5vunYNJbby5JEK/YnGU3v6bTnrePZVQnnsHPcnhVorei952ie83TV8XzrOJrmfPfekiITFU+WaG4vCj66aNkYgYfd/RSVy+XG7ceP18QIk9ywPJ7yDx+uKPKExKSjsCLw1uGEJ+uOg/38pan4S2vPLzNuEvxvENclkIMPVw0TlMjrgCtmxnXezNmux/nAg4MJ9eDJjOHC6JH/Hin2K0423dj9T9mbJPz9hyvOdgP39yd8+84cgHi642/e30GMUiuNhmebnio3eC+NG+cl4Z9seh4eTjioUhob+ei8xieBD053HExzvnUnIckV2yfCilcoprn8PBGu1D/eaNpNJ9I2rVh1Az96tCFo8EEIhFWWcLYdaK1jWWUoFQX8FUeFh5IRbx8im04s6o4WKf0gTPGAZn+Sse1GD1CjaAcpG5SppvOeWa6pbSR6qHKxzRusv9rFqvF/iRK+jkrGJGYdzslu94sSTD4pKX892Khfjfixf3/Tx2p7WYjKDOrOYZRiPkmw3uNDpEyh9lC3IrLPE4GwocR396KxDC5ymEv5pvcB7yP9YDl3nuOZUCRnTiaeE614/5+FlNp0lrt7Jb3zPH/a8qzs+O69BfcOJpyOpbzDEYvxzsmWN4+mpFpTVYafPd8xHaeA7x1NyRPD4Dzvnux48/CFHV6eiHn5rnecbHuWZcayyISe6QOZ0SgUtxYFzzYtTy86jFa8djDh7ijh/LSoe8f9/clLJNjXDiZcNFZ8bMdFQyvFa/sarfhCU/G/Ttwk+N8gXpJA6lHiBhxORdolF4H8sa/X73oXCDHS9I7MGJZVysEk4+laJuQ2rRzxRHeuOK8jd5Ylx9PiyuHmg9Md7541xBDYdJ7eOvJUsz/LuKh7ftAMzPKUe/sVH5w346ISsS5yMn4cYuCksax7z+29nfDpjaFjNB1pB/I0pbeBIXoumoBHkmqaWFrr6XrPrJKBqroXxv2txUR2eb1jN8jriuGFtHAI0hDurxlsnG0tIUBVaIpEiQ6888RomBlD5wP7pSFPNEMTcDGi0LSuZ+gsuy6+lIAtYEfgVukj69ahtcDTLqWOX8+w+O9+XOrnQf4edgCdQjDQtI40gSIViqIPcvoqDWgl06w+BKyN42BXZBgCZWmYZCllmhDSiGsjm85htOLpStjuy7JA63ClsLloZIddZuZK6usjVyz1Rxct7z/fUlvPrMyobRB/2t3AxS5wtpPeyn4l5u1RwYcXDTHKdVimQhTdtFLmcV6MTo7nBcPoYXxvvxpPzpFpYZgUKU/WLU/XLX9wVySdnxSvGmq8v1fy3mngzqLk4wyrG1zw73hcl0AWWUJXCzO+sZYfvHtOYz2v74u6pPyYkuasliOp9YF1K5eXNppZbni+7Ric562jGetm4Pm2R6vIO2ZLqjUKKf3YEKkSxXZwPF+1MDaINu1A3XlxyvHiJoNSLIqEp5uedTswybTssr0wrv/qZyfcWZaUiZArs0TzZC0N2kcXjTgtIcYUcZTieZmwJ4RAmoqTUTM43nm+xUUvPG8XaHuFi+Fqp7sbC8iXSaWNojCpDGzqgNHQ5TLVWKWas7an7jyNtRTGMHiZGFzXHZ0bWSmfkK09UI+vl481Jm8S/AupZ56K1DMZxf3GQN0JydIhDlfrRjxSyxTS1ECQJG+957TuMVqxPwoMHKB84GTXU2Wyo35S9+yVuSAOjJz+Ygz4ENFKZhdOtp0Y6AS4u1dSZIZFlZEnCY9XW7a959m2FW9eDa0NGBUpEsMbx1MenYnbe2cdy6pg2wwMY2nER7gzl7LIeT3wwWmNMZoPz+orG0GtFT99usG6QGo0RwEOphkhwI8fr/nep2ASXjXUaLTmtYPJ17Jbf1WoGH933ubf//7349/+7d9+6Y/7eaSMX8ZjArx7suM/f3BBlRqyVDHYSGs9bx5Proh+286x6iyPzmrqTuqee9OcZZmKgfN4ZPzZ041AsLSiGUQjP8s0GxuoUrGOW3eeD05qGu9gNGToQ2BZXJo0SD2wHRzNEEddsxF9+ThUUuYGayP3Dip2neNgknH/oOKXz3d8eFbT20vz4zGhR0kGPo5Wc6Nm+7LunCi5vRu14qhPTsCfFSnCXxmslFXieBt8ttrkJr54JMjfrH/F7ZfqyGkmpy/GxR6gFA4dCkiNeNzGqOi9ZZJltNYSo8bHQDdEvIdJCXmaEsb6/SUqIxsnZie5YXCRZSWceBsij1ft1bCA0UBQ5BnkSTJOmhqqXHNnXnC8KEmMZtMO7DrLYCNFpplkKdZ74jhVe7LpMVrKqg8Pp3x03rA3ETbO4dhgXZQJJ1uRSl46pH08h1xX1X2du3Wl1A9ijN9/1df+xe/gP8lc97N+6R9P4JM8oe6dsC3agV3n2Ksyjmb5SyqZi3agTA21C6w7efefNR3P1i3/6vU9fv5sxy9OdpSJxgYxDki1Ym+aijOQDzzf9vzsyYbT3YDRUsdfNZbWOookZVpoDg4nPF33PNt0bLuBde1HqJQleGg7yLOE3gaerQNaC5hqcPAci0ESpAY2ncMCu35LomFVtzy6qDnduqse4+Ux/uPNQvuKwrSLktzh86k5Pi0uSy0fv+0mvppwvLqncHmbB9bDr369f2lFePEu0cC6GVCAi+I/e1mqaxsAS8rLf9PGA8iJQSF9k5NdT90FeR9qrvg+l1Ekol2/PS9o8ku/AOn61oNnr0rYdgM/fdoLuTMxLCcph9OCg1nG+6cti8rw3smOdWf5xWnNg72SdSuS4H/8cGBaCETMGMW6GXjzePYrOUQhuSDGyK1F+bXu1l8V/+J38O8833LWDFd1uGUlY9LWefKRKPfxXf31RcGHwEcXDe+fiWeoj0GkhtZxMMlBjVKwQZo0P3qyBiK7XhaIbWtFLjgqZAYXOZpJHc9F4XGf7SyrbuDeomQYd+55qsU8ezcI4fBaWeNS9ZAmL2iBn6fRd1N3vol/yZEjbJ1JkZJp0fE/PKg43fWcND394K+YMLdmJUfzgkCkSg2PzhuM0dSdpUwTOuc5mEg5p8oTYgw8PJqRKsVrh1N8iNzbL/nT18Su8/GqfQltYLT+2mrtn7aD/0oTvFLq3wH/E5KP/tcY4//4aff/dRL8p5VfOuv5/355Kv6ORl/JlMpU8bNnO+4uSqrcMM1TlOKKa/Gjx2uebcSBKIx8lTI3QmnsLXXvRgmgZ5ILUW5eppxtO87qnqdby6xIKA28f95yNo5+LyY5TSdO64lRqDgmZy8a3M5GMXUYf7abnepN3MSvF9dPBYZfPXmWWsouznv6EFFBWEg+yv1jlP+mZUqSwPGk4Ft35iitRr5QQj04vnFrzq1FSZUZjIKTuudk07M/yTma59ydF7x5PPtKf9bfSolGKWWA/xn4r4FHwN8opf6PGOOPvqzn+Kzyy9lOrOEUImNcN5ZVO/D+6Y7XD6bMStGmntUD09zwo8dr5mXKL55vyYzm+abDJIa6s3zj1oT//MEFF7UQ7vJUBjs2vaXKE14/mPDO8x0n244qTzizjk3d0zoxfUhMZHAd7XCTwG/iJr7quH5tvYq83gZo64+de93Li0ECqNbK6ThC94HwcxIjUspZmfHO8y0fntcsypS9SYaPiklmGJzjfAdN5z5VP/9Vx1dZg//XwC9ijO8AKKX+d+DfA19agv88BtZHs5wPzxtWjRV41OBpBzFpHny44lA8XrVUecKTVUeZyuqM0mRaUSv4f350QuccTW/ZtZ6TbS9+n4nGusDPxjr5trMMzuOCuK37cUduvUxB/rY00zdxEzfx2XF9MQjInJsN4pE7WMeqMaAUnQv88YOcJFG4EHn/rOaHj9bcPag4nuZM8pSFkTmSr4IS+Xnji7vVfv64B3x47fNH421fWvRjPe16XHpogiRfozVZKuYDPooG+/WDifiLNrLOJ1qxbqyM9Q8C71IoMiMwIu88TS/1OzGYMKMjjKftPc4HNq0nxEhqFK0NWB/wXhJ6ln361ORN3MRN/O6FRhJ8BLYWdl1k08om74OTmvNtz+A869bRuSjOaYN4DZ9sOnrnmBXmKh/9tn6G32oopf57pdTfKqX+9uTk5At976Xu9HpcHyg6mOYMzuNd5M6i4NZMDCPu75eEGGh7TxxNfPNEMy1SJplgPQ9nGWVmsAFaFzmcpiNVUFgZk9yQmQSlQWuF9zLQMymknk8U84ZL3oe96W7exE38XsXlbl6PH/uRBKoVBBVYd5bHm54QItM84XCa46L4zKaJcGeKLPlEQNnXEV/lM38EPLj2+f3xtpcixvi/xBi/H2P8/tHR0Rd6gssELm7x8cpl/VKTfjmIlGeabe9QCt6+LdKmaZGSJopNZ3Eh8OdvHqAV3FkWV9ZeyzLjO3dmTIuUqkg5qHLuLAq01mil2KuS0eBAJt7UOAi0KFMmpSFJBSmb6FfXAW/iJm7idzdGD3YiUGmYFpppJgT+IkkYBod3gTJRHExzpkVClRneOpowLzKGITAZGTW/zZ/hq4q/Ad5WSr2BJPb/FvjvvswneJWZxsdlSUVq+MO7y5cGEC5RtQ/2K+ZleqW8uVTkfPfBkp883qBG95Z/90e3+aufnfCESG4UKlp2RNJoOJwW6CvkaqQbPPUgZpeLIuKCjFLnRpb/Kzb3TdzETfxOhuGFqUk1fjIvDInRJEYTYuTussIYzbQSh7O3b82IETSRi87iQ+TufvlKrfzXGV9Zgo8xOqXU/wD8R+R39r/FGP/5y36ej5tpfNp9LheCKjOvdGa/vN+9vYo/ebD3kvxSfxt+8O4F7583pMbwIDcYrdmfZtyaFZzsep5vWp5tOvadxgUj03IotFLsj8e7rnM01tE7GehQQMHopfll/3Ju4iZu4nOFAgotU7R5pslNggviIbCoUuo+0FoxQ3m4nHF7WXJvr+BwlmN9xMfI7XlObgx71rE3yXnraPpbTe7wFU+yxhj/A/Afvsrn+LzxeRaCT7t/7wL/zR+XPNt2nG4GUHAwSVlUOW8cTnh80fCTJ1v+3188p/cZ9xY569ZyVg+4IBZi+9Ocx2cNZ21HDJGmDyyrjN57GitG026wNEMkE1Iu6/YFX7z77fVqbuIm/kXEFfsemBYwKzO8iwzOorQRb9zMcHtekSYwLzLmZUJjPSebDqU1R/OMZWl4eDTjwX7FvWXJ+a7n+band567y+pz0Se/jvgXjyr4suLShenhwZSHB3LbMLqqF6nhzeMZeWp4+/aMp6uGxgU+OK0pspR5mcluIDe8cTzhqC1QCVRGsek9q9rSe4/3kXpISLXmjx4s6QbPDz9a433AhohC0TlPjJ5NF0i12K2NSs8r9oxBnIcu3YJuKkI38S8tPj68ZHgx4f0qE5cMWJSQJoZZkfKtOwtWowOUC5F2SCnzBB0jRgmV9fYspyoS9quMMkvQWszAd73n4dGEt45nV4l8WWVf+UDTrxM3Cf5zxkto4I+BhC6jdzIIkR1OuagHnI8cz3NxdreB9853aK35wwdT/stvHdNaz1+/c8ams6x2A7veseksDw9L9iYlTy8a/uLNA9adxYztnp8/27HpPIdTITXurGe/kqNhPVg2vSAU6s4yy1N671m3lmcbewWMUrywp4vAbOwmec9L7Jk8hdreLBA38ZtHglggXjpdtZ9xGtW88Ka9HFrKgVkBD49mo7mIJGMfwxVW5MmqG12iPJ0NVLkh04bGWY6mBX9yf8FbtxZM8oRfPt/y/kmNQ5AhdS8100mW8M1bM8rM8NrBlNvznCKTVPllwQq/rrhJ8J8zPk9D9+O+jHuTjA/PG/JE82C/YtsdcLLt2KsyUqO5vSjZqzL+07tn3FkUFKnhdDewP8m4uyz50ejheOgDTy4atoPsHJrBo5Si6T1/flBS5ikuBAYrGv0yN5zvxCXKhUhixG3pdNOzGyzzLCVqON10ECPLaY7zkbob2EtTeh+YFym99RDEizRNobWv9G2+WjBu4iY+HgmiJDta5PgQ8T4KLGwQaFf0kcHLSXjwXJmEay3qM6MUjY9MU02WJyzzhNuLimWZsDfN8S5y3g4cTTO2g+P2vMfHyK63PFkP7JUJh7OCg2nKX7x5xB/cWxBCpB4cx7OcbxzNAMVF03M4yznZyvS7Gb2U28GTJubqev99i5sE/wXis+r4H9/la6XYr1KKLOGisazqnuNZwbRIrrAKCvjT1/aFv75qSY0hRti0juN5wZNVw0QnPDio0FGx6i1lqtmbFGSjt6hWkBnNo1VDmSUsigSlGhSRvWnGssr4U73HX/7sOZPcEEOk95FUKxZFRjN47u9VnDc961a27NMiYdVatBkbUGnCMHjO64HeyjH4cKbJkoQQYRgcvQtMi4TgI50TuuWiSvEemsHS9DRv5L8AACAASURBVC98Qy9rodfRtBrIR11a0PK1Lry8eFyOtV2eKqZGPh7G30My9ioUN4NlX0ZcygQNMMng7qLgvBmwLtAMYxLW4jnbxxe66wzZbSujMUowvGfbnkWV8t55Q1UahhDQiWKeKMo0Zd1Jcn227lhWGXtVTpYoYcJkCc+3Pa8fTri7LJjkYlq93E+543KaPrA3zbm3nPB43ZCZKf/6TQ1KUxnDwTzjD+4tAHlvz8qU24uSB/ue811POBFTjmme0llHniSEGIhRcbbrcFX+5U5pfk1xk+C/xHjVLv9SJvXRRcM0T34Fq/DRRcPDwwkAgw8cTDOebzraPnJrmbNrLWd1z16ViaRzcNxZVqSJ5tm6I0a4syjwMfL60ZR1MxCBIks4LTuGcQhDK8UbeyXdyKSfabi/FMf4LDFse4tSkYt6YJKlLKqMe3sV68ay7gaa3uETzXySoWMc+dqBwsjz52lKjMLuPt3I84YQsTEyywzrtuO0tuxa2a1ZL8x4pcFESRL7VYp1nmmZcbrp8KNxth1LR5mSHZ5WkCegDaRo3Kg/rTLFvMjoQsC7SGclxadG09pA8LIz9EE45p+mWrqUysXx3+t13ULJ0MuXyRK6lOVd1pVT4GBi2PTiIZvqF2hmhTx3itzuwsuG29cfc5HLz7u99mITJDGDfG+ixOBDIYn6snQ3TbnipBdJwqJMaF3geF6wKPPRnalh0zmWlVjbNdZzuhsoUkWqNCFEysyQKM29ZcG6dcyLhGlq2PaeTWc5KHPKRFNbTT+IxeQ3jqbs+sjgPYsiJU81d5Y5txdioPNvv32MVpqTbYcxip98tKHKE6ZFQpHAs81AnhhmecqtRcGtRcndZcnZrn/JlKNIDYezgkWZEoGTnUAGIxEX4Hie4X2kGX4/yVE3Cf5Ljk/a5b/Kzis1ihjj1RsuM5oYYX+as20dIcLtZcn9fXk8oxW9TQSgphT704xd57AhECN89754tZ7txJZslic8XrXkiWG/Sklf3+fJquNolpFrzUk9oIhMi5Tnm45JkfKt23PqwYnJh4L7+xV/9945i1xKN6e7ga0duDUv2fYOjKKznm8cz/nOvTl3FyX/8YdPGLzn/v6E03XHWSu64DuLKfMy4bS2/OzpGhAwU2oMiYFllbFphek9zRMuaulLKBWotAIdiUFccoosQUV47aBCa3i+GlgPA0VmKJUhojAUHM0yjDFsmkE8YHtLbz0qwsluwDmhCF6WmooUtNZUWULdDgQ1JkEDJkgCnuQpRa55etHTfgG+0HVc8+WF55AhmiQFHYTX76LwzVOjKYynSGCvknmLSa55vhlIE83BJCNLDefbjlVn8T4QgyTpwUNmxK9WntRdmWIrZIFME83t5YR5kXAwzTjbdvzyrKHvHVmqqLIMozWHk4xZleF8IATP8azER0VvA/ce5vQe6s7y2uGEp6ue+4uCVevQWpGlhnuLAhcCqTaU+cCRz1k1llmVsexTmt7TqsjDvQl5qimzhCpPWEwUKga0MQw+8m/ePmRw4hL1sydb/vDegj+4u+Bs1/Nnb+zz3smOznomecZ37xbshsDhNOPBNU/Vz+qlPTpvOKsHjNEczUa0eAzM0pTfx7hJ8F9TvMrOy3oxBRic7NuWVcqjiwZQvH1r+hJTGmS3f16LO82mdzS9595eIR6UmbnqBxxMczrrqfKEb90WxOlHFw23ZgW35gW7Tsopx7OCRZUKqiE1ZEazN8m4NS/48Lzh794/Z14kvH1rxjsnWzadI1FwVBRUueH2oiTLDMPgubMs+fPX99n0jj97fV98TxUcTws2neVk0/HW8YxFlfKTxxsmqVgTqghpotibFOx6y16ZcbbraV2URJ4moCxpkuA8WG+JMaJi5PZCFpneOtJEMSGhGwLLSvDQe9McHwJ35gXTTByuitTwxw8W/PLZjvdOd/zToxUYTQJEIo31FIkmqkhRpuTaCFDKR5SOzLOM1jmawXM0y4hGk6A427ZXO+XLktIlsjZFGoxpJqU0HwJZllIZjU4Uw+CYFhlpotm2lnawhKjJMsO8SmmsJxI5mpW8dTwlAv/+X92ls2IG84tnG/7q5yec1T1lali1llmR4ryjdxHnYX+qxSxDgfORVGumueFPHiz5izf3Od1ZnqxavvfwkI8uan55UlMYw/E8Z2+aM80Sqtxw0fSYcWdufaB3gXmu+bPX9qkyQ65rJrkIAD4476gyw/40543DKe3guT3PUUrxlz8/wbnAphmoS09hzDglDq8dTFEIB+q90x17k5Rbs5LeyUbmj+7OGbyYwZ+PwMFpkTIrUi7qgXoQw/C3b4tfw3VUwGf10r5xa8a9wcsmxwVSBYdTub5+H+MmwX9N8Vk7h7Ndj41wd1lBFORBqnjpzXcwzXl03vAPH16wnOa8eTiBqPjwvOZ7r+9fPdclZTMiuzSlFBHGpJSj1Xg8TTSdC2SJ5nZaAJIwitTwjeMp3os5+EVjmeU5WWqoW0eZJeSpFBVmueHevTl3FgVpYnD1wLfvzvjFs5ptLxfaa/sVB1XGHz1YUveOKk3QOnLeDAzWcXc+YVqk+BAwWjOvMprB8XTTolTEYyi0YToxeJ/iCfTjAjAzmm7w7IbIohQvT2M0nkiRapbj8f+8EVz0G0dTWhuYlilpari3PxFnrdpio8wlVHmKs57lJMcoMAo6H9HArUXJtrVoFbFejvJaw6xMebppqEKk7T1Jojic5tSDp+ncWCoz3FlOiCGglKbKNGWRsKktWaLRSOJUShGCx7nAoIQ9vqhy7u8V7Jc5h/OMwUktucoN6zbn9rLkYJaPXHLN4D0X9YD1cGue8ei8IUbFtDAUacIkN7x1POObxzOOFwXLauDWosA5z1tHU948aniyatl1jjJVPDio8D5QpYaLxuKJzE3K813PnUXJa3sFz3YDWQrb3hMj3NvLOZoWuBg5nOY8Xbdoo/nGuND/zbvn/MQ69lLNw8Mpe1XOvBDst1aKt4+nFIlGaTG1zxLN4TRHI6bsWWJeKnFeihvawfHeaU16zTrvOkb803ppl9fp/mj2cXmd/jZxA79J3CT4ryk+a+fwWR36S4xCVST8+ZsHbFrHybbn3rLk/v6E811P3cuu4/mm4/aiIDNadmuJokqNkC8nL2BsnZXkrhS4ECHKDrOznuebDusjq2bgu/cX3F8U/PDxhveGmkWVMMtT9qc5rx9U5KlhUaS8eTQF4PGq4e6y5KIZONn1PFm3vHEw5XTTkRhD3TsWVc4fP1jgnJSoFpOMb9+ac7rrmeSGJDH89MmGDy8a9nzA+cDRomTdDlRpwtmuIyoo84RDDc4GlNGUiRi7gCxoB5MMj+I7dxb85MmaRGveP63Zn2SEGHnzeMrZuuPB3oTTXc8sFzjUW7dmdL3l2bbnYmeZF4oqS2h6z7xKGUbrtsHLPILGM0tTDuY51ge2rWOSpZSpJ5QZeSYwqsNpyqIqsD6QpZroA++qhv1pirWR5TTjg/Md0Sds+sDRRH7Pe1XG4VyaiIeTjCfrlrvLklUz1pqLlDLRnOwGjvYynm96bi+KsZ+SSiPcCxrx4cGE772+x/GivJq27KznL3/6DOthXqb8xVuHAHxwWnO665kXKZPMcFoPtNYzK1J8jFclmMaLY9mfPzxAacU/f7RmUaZYH5imCUVq+M6dOU/WnfSAipSHhxM0MK1k9113MgGKgl3ncDFyb6/CeTHAnhYJPsDgPbcX5a+UOC/jZNszKX613/V5sL2fRy33+xQ3Cf5rjC86TXs9rnblEaZ5yqzIsC6glJwI3juteet4Jjs4/f+3d6ZBkhzVAf5eVXV19T099+y9q92VhLCExBqBwAYEBnwEp8DiMALLERbGmBCBwxCyHRhDGDBhHDImwIFBAoJLAoy4jIUOIxBIWiGk1WFJqxXS3ju7c/d9pH9k9mztbPdOz90zyi+io6syK7NeZVe/evUy86VwYLRAfyrKaF53v8WjLpNFvRrVhmyMak0xMpUjm0gQcfXxoEz8/BwgpGL6jzlWKNOTCbjQdfAcKNXqbO9P6TVk6+A7wkAmpgVVplvSLNCdiUVQNcVYQQd1C1yHiXKNohm/7zp6bdqY55BNRjgyUaBUFTzXoStwOea6lBT0xn22dMcYK0Q4PlXi7ME0U+U6m7NxTuRLHBsvcGi8xKaugO5UjFK1iu962tcbRFAIG3qSZGMRJs2KXFt6kigFcd+jVKkRi7p4IqTjPmcPpth/Iq/nCyhY1xWjWKkyoio4iFmPN8a+4RyTxRK96YD13XoNgkwQYapYpq50Z7fvCRu6Ag6NlVDiUKsrtvfrt68jE3m2DyQ5MJLHESEV9djel0IBUcelUNVvXWP5MofHi6SDCNl4hL5klLFCGVWHZBDhku09/OrJURD9BpGNRxjPV+jvCoi6Lhdu6iYZeIznywxl4+wcTJ8ynjuIuGzuTjBeqBCNuHiOjnM+1BVja1+CdMzn6RM5BjIB/UmfkXyFSq3OxVvSRH2PWl0xmitxcKxA3PfoS/q4jsvG7iiDZghwuVpnU7eDI3BwvEgqiHDJzj5Gc2V812V/Jcd4oUJX3GfHgB6coMwbZL5cYbJUJeF7DGZi0/WFXZwNiztXqk5b9Q0irpAvtxfybyH/007DKvhVQqOTNmos1IgreK5QqNQYNitXNSyW/nTA/pEc48UKA+mA4ckSpUqdswfT0zNyY77LhZu7p63+dZkARDg6XiAacelPBRydKJKJNzp14bx1XZy7PsOvnh4lFtHjE7sTEboSUdZ1GQUvwoZsjL3HpihWaxTKNXpTUR1Sua44OFagJx5hPKfwA91RKjh6JEbCZ1tfkvF8hVJVUVPCBZu6qFSqRDyPgXSM8wKH/zsygee6OMafrBRs7E4Sj+rOOd91ScddfM/jyGgBx4G479CTiOuZvUohaN/qwdE8W3uT7D06gaOgXFVQVzw5PMlUqUbU87j03C4KZcX9+0fYMZQkGw/Ilyq4rsP2/jj37y/Rl4jSm/Kp1vXIk7GCQzzisbE7QTrmMVWs4nvayh7qCihVFanAI5OIEDg6qmng6nDTo/kyhXKdwBcmijVKVb1ATdRzGS1UGH7qBBdt6qFQrLGuWw/ty5WrrO+Jk45H2D+SJ4i4ZAKPuHHDDaQDfM/BdYWk7zadrNNY2jJXrlKoaOu14X9en41Pj0IpVets6z854eeRwxOM50tEPY+N3XFO5Mq636Be5+zBFFHPmY702rCGG/eziLmuXBkHKFZr0w8E0P1U6cBja2/ilICB4fqAUyzuTd1xXMc55drCYcSfSVgFv0podNJ2xX2OjOsBfqquFVWueKrFEkRcNmTjHB4rTFufrWbfdcX909JO/vEcM1FKP0gA4tEIF2/tablgeeMBko5FcERIBzrEggikYx6HxvIcGi8S8RxqJpZ/KhbB9xwm8xV2DqbpT9eZLFaJekJPwicV8/E9R1vidUXUc3nkyASewEA2xpaeGEcmy3QnI2w2Q/UOjxUZygQkfYdyTeF7usMy4jocmyjoTti4rneyWGE8X6GuoCfpo4BHj+bYkAkY6IrRnYgiSWE0n6SianiO4Ec8As8h4jhs6k4w1BWjWKmTiekVxkZzZYrVmp7Z7OpROUOZgL50jHOH0tMut/0jeVxHOH8oQ65aw3UcIo5ur/0jBSZK2lLuT+t5D2O5Mq4jRCMOA9kYR8eLFGJ6hTHfPCB2be0h7rs8cXSKhw9PcMGGLnzPIV+u0RWP0JcKmrorZvM/t7Js8+UKjjhEPIcIDuu7PLIx7QKL+W5TV0d40EHDd56IehyfLOLISddL+KHQrouzsZQntJ51/kzBKvhVQuPP53suA+kow1MlcsUqm3oS9JhV3MO4jsOmnsScb+rwH6/xMKnAaVZTK59kQ04RyJeq+lW6XqM/HeAYX/h9T41QV0KlViUT08PvkoFL4HsMZgIzYarKhmycQrlKXyrAc2X6mncMprlgU5bfHM9xcDRP1HN50VkpxvNVjk2V6E/F2NqbJFfSrqCpiRJSV5ww6+UmfI8tfUlSgcfOeIrbHztKPKqt7KinRxJNFMo4Zu3NxhvT5p4YDxwYI5p1cEUv6DBZqrNzKE2xVGNdf4JUEKFUqZMrVUj4vlkPWIes6E7oTtDwWsKDmYADowWiUY9itUbC93BQHJ0skvA9tvclqCthJFdiquzovo+Ez/GpMhdtzlKu1BkvVLQiLVWpmwdyfzqgLxXl7iePU6jUiVXrDGSiDKZjRI2yn8l8/c/xiMd4VT+IGq6dulJkYpFZOzPhpBJ2BM5dlyFXqjY9f7uuk7XmR18IVsGvEsI3bUXBukyMnvUn49gvlsUS/uNFzVjr4ckiqVgUZ8aonjPJKcBTx3MgMJjRyr3RObZrWw91BcMTJaZKFZKBx0AyYDBz+gr0DUtXu5FOXjPAYMPvHzp237FJcpWaXmXHd9mYjXPh5iwnJsscz5WZLFQ5eyiN68i0pTqe066s8zfGKFSqFCp1EjEPpYS+VJRjEyWgjuc47BhIEXEc0skI3Umfs/pSPDE8Sa5Uo1pTlMyopB0DafKlGudv7DrNGj51LWEdxuLYZBHPEWpKkSsJG7uTpKMe9zw1QswMA8yVqvQkfZJRj5Gcnv+bMH0rrgjlumJ9NoYjegnKbNxne3+KpB/hrIGT7Vo2b15n+v3mwplcO7PdJ82UcLO3yrmylvzoC0GU6pxQUrt27VK7d+9eaTFWJWFFuNCASItV11i+zMOHxvWKOGYVLUc4RcnNfCAt1MoKyz6aL5lwrycnqTQigDZkePpEjj2HxnGBTDyqp91X6ozmipTr8IJtvYgojk2UGS+UuXBzlq29p8b5fuTQ+Gmdk6VKjSDi0JcKTmvHfcNT026wBkop8uUa2/qSp+Q/dnSCe38ziiuKfKnGumwcRMjEPTZ3J8gVq8TMWPMHD4zhOg5RT8iX6vSmfRJRj8lChQ3diUVv63Cbh/3jU8Uqw5NFuhJRM4lq9QTnWo2IyL1KqV3N8qwFv0ZYTItlserqivtctLm76cMiiLhL8godln3fME1nD+fLtenjdAcmHBgtUq3VqdR0v0Y6HuW89WlqdcVUscZgV5QX7uhtal3O1jk5k1aT3hpWdTh/U3eCQ2MFM7RQz0tIRl2G0gG5ol6GMhlECEyo6sePTDJW0AtVdCf0W9eGbLyl22MxCFvjo7kyo/kyfamAVCjm0jPVRbLSWAVvWVJaPSyW4xV6NkXaOKYnEVCu6kletXqdel27Ps4ZzLSllOY6OWa2SW8z3WQbu7QLpzelR8KgFOWaIvAdzupLcWKqRLmqI4DuHExPRyyNh0bLLIbb40yc/D3zJIPIvMagWxYfq+Ata5Z2Yvg3jhnK6FAJ+VINMZ197Vqcc+3Um+34mfmDmYBMwicdRJq6WcJvQ62Wo1wuWsVcancMumVxsQresmZpd1H2xjGOI/Sl5tfnsNAlIWfLH8uXeWJ4kqlilWTgcVZf6rQHQifQzluTZfmwCt6yppnLouydSqPjuD8VY32XtuBPTJWmrfdOop23JsvyYR+rFkuHEx5WKaKDbvmedst0Go2HpSM6FlA7Q2stS4e14C2WDme1+bU7/Y3omYS14C2WDqfh1w5j/dqWdrB3iMXS4fQko5SrNcrVOkqp6ZARqzVGuWX5sAreYulwrF/bMl+sD95iWQVYv7ZlPlgL3mKxWNYoVsFbLBbLGsUqeIvFYlmjWAVvsVgsaxSr4C0Wi2WN0lELfojIJPDoSssxD3qB4ystxBxZjTKDlXu5sXIvL/ORe7NSqq9ZRqcNk3y01coknYyI7F5tcq9GmcHKvdxYuZeXxZbbumgsFotljWIVvMVisaxROk3B/8dKCzBPVqPcq1FmsHIvN1bu5WVR5e6oTlaLxWKxLB6dZsFbLBaLZZFYdgUvIt0icrOIPG6+s02OeamI/Dr0KYrIa03edSLyZCjvOZ0gszmuFpLrplD6VhG5S0T2isg3RGRpl7ifg9wi8hwR+YWIPCQiD4jIH4fylrWtReRVIvKoaacPNMmPmvbba9pzSyjvgyb9URF55VLKOQ+53yciD5v2vUVENofymt4zHSDzO0RkOCTbn4XyrjD31OMicsVyydym3J8KyfyYiIyF8lakrc25vyAix0TkwRb5IiLXmut6QEQuCuXNv72VUsv6AT4BfMBsfwD4+CzHdwMjQNzsXwdc1okyA1Mt0r8JXG62Pwu8q1PkBnYCO8z2OuAw0LXcbQ24wBPANsAH7geeNeOYvwA+a7YvB75htp9ljo8CW009bgfJ/dLQ/fuuhtxnumc6QOZ3AJ9uUrYb2Ge+s2Y72ylyzzj+PcAXVrKtQ+f+XeAi4MEW+X8A/AgQ4PnAXYvR3ivhonkNcL3Zvh547SzHXwb8SCmVX1KpzsxcZZ5GRAS4FLhxPuUXyKxyK6UeU0o9brYPAceAppMmlpjnAXuVUvuUUmXg62j5w4Sv50bgZaZ9XwN8XSlVUko9Cew19XWE3Eqp20L37y+BDcskWyvaaetWvBK4WSk1opQaBW4GXrVEcs5krnK/Gfjaskg2C0qpn6IN1Va8BviS0vwS6BKRIRbY3iuh4AeUUofN9hFgYJbjL+f0H+mj5jXmUyKyHMvatCtzICK7ReSXDZcS0AOMKaWqZv8AsH4JZQ0zp7YWkeehLaMnQsnL1dbrgf2h/WbtNH2Mac9xdPu2U3apmOu5r0Rbag2a3TNLTbsyv8H89jeKyMY5ll0K2j63cYNtBW4NJa9EW7dLq2tbUHsvyUxWEfkJMNgk65rwjlJKiUjLYTzmCfZbwI9DyR9EKysfPaTob4APd4jMm5VSB0VkG3CriOxBK6ElY5Hb+svAFUqpuklekrZ+piIibwN2AS8OJZ92zyilnmhew7LyPeBrSqmSiPw5+s3p0hWWaS5cDtyolAqvTN6pbb1kLImCV0q9vFWeiBwVkSGl1GGjVI6doao3Ad9RSlVCdTcs0pKIfBF4f6fIrJQ6aL73icjtwIXAt9CvW56xOjcABxdD5sWSW0TSwA+Aa8zrYaPuJWnrFhwENob2m7VT45gDIuIBGeBEm2WXirbOLSIvRz90X6yUKjXSW9wzS610ZpVZKXUitPt5dH9Oo+xLZpS9fdElbM5cfufLgXeHE1aordul1bUtqL1XwkVzE9DoCb4C+O4Zjj3Nh2YUVcO3/Vqgaa/0IjOrzCKSbbgwRKQXeCHwsNI9Jbeh+xJall8i2pHbB76D9v/dOCNvOdv6HmCH6BFHPvoPOnOkQ/h6LgNuNe17E3C56FE2W4EdwN1LKOuc5BaRC4HPAa9WSh0LpTe9ZzpE5qHQ7quBR8z2j4FXGNmzwCs49Q17KWnnHkFEzkF3SP4ilLZSbd0uNwFvN6Npng+MGwNrYe29Ar3JPcAtwOPAT4Buk74L+HzouC3op5czo/ytwB60svkKkOwEmYFLjFz3m+8rQ+W3oRXOXuAGINopbQ28DagAvw59nrMSbY0eSfAY2qq6xqR9GK0YAQLTfntNe24Llb3GlHsU+P1lvqdnk/snwNFQ+9402z3TATL/E/CQke024JxQ2T81v8Fe4J2d1NZm/0PAx2aUW7G2Nuf/GnqEWgXtR78SuAq4yuQL8O/muvYAuxajve1MVovFYlmj2JmsFovFskaxCt5isVjWKFbBWywWyxrFKniLxWJZo1gFb7FYLGsUq+At80JElIh8JbTviY4++P151LWlVZS9NstPzbfsLPXuEpFrl6JuU/9VIvL2OZa503zPq81mlH/LXMtbVhedtui2ZfWQA54tIjGlVAH4PZZv9uiyoJTaDexewvo/O48yl8znXI2Z1KHyW4C3AF+dT32W1YG14C0L4YfAH5rtU2Ydi8jzRMeZv09E7hSRs036eSJyt+iY3A+IyI5whSKyzZT5bRE5S0T+W0TuFZE7zAzFRnz9X4jIHhH5SCvhROTt5hz3i8iXTdoWEblVTsZm32TS3ygiD5pjf2rSXtJ4IxGRD4mO6X27iOwTkb8KnedtoWv6nIi4TWT5mJyMCf/JUJ3vN9u3iw7otltEHjHX/23RMcA/EqrntLcVc013iMivzOeSkPx3iI59/vCM8h8DfsfIfLWI/FRC8f5F5GcickGrtrWsEpZzNpf9rJ0PMAWcjw7bG6BnaL4E+L7JTwOe2X458C2z/W/AW822D8TQ1uSDwNnAfcAFJv8WTsaqvxgdmgDMtG6z/W6axPkGzkPPeOw1+41ZvN9DB1QDPUPwv8z2HmC92W7Eww9fz4eAO9Ex53vRMXAiwLmmzog57jMN2UKy9KBn2MqM+j8EvN9s346J1w+8FzgEDJnzHQB6Gu1uvrdgYosDcSAw2zuA3SH5c8DW8O8289rM/hXAv5rtnY067Gd1f6yLxjJvlFIPiF5V6c1oaz5MBrjeWOgKrQxBxwe5RkQ2AN9WSj0uIqBj0H8XeL1S6mERSaKnl99g8kErO9BxRN5gtr8MfLyJeJcCNyiljhtZG7G4XwC8PlS2EUTr58B1IvJN4NstLvkHSgcKK4nIMXT45ZcBzwXuMXLGOD2o2zhQBP7TvBG06qdoxFXZAzykTLA3EdmHDkR1okW5CPBpY4HX0Aq6wd1Kx8ifjRuAvxORv0Y/+K5ro4ylw7EK3rJQbgI+ibYIe0Lp/wjcppR6nXkI3A6glPqqiNyFdu38UHQo2n1oJfg08CK0O8FBx9FvtUzgosbYUEpdJSIXG7nuFZHnNjmsFNquof8/AlyvlPrgGequio61/zJ0kLS/pHno3Ub99RnnqnPm/+rV6Fg3F6DbrRjKy52hXFjGvIjcjF544k3oh5ZllWN98JaF8gXgH5RSe2akZzjZ6fqORqLoWNz7lFLXoi32801WGXgdOqLeW5RSE8CTIvJGU05CPuGfoyMJAry1hVy3Am8UkR5Tvtuk3zmj7B0m/yyl1F1Kqb8Hhjk1dOuZuAW40hl2rAAAAS9JREFUTET6G+eR0JqrJi0JZJRSP0Qr48X2bWeAw0rH8f8T9NJ2szEJpGakfR64FrhH6dWDLKscq+AtC0IpdcAo65l8AvgnEbmPU63PNwEPisivgWcDXwrVlQP+CLhaRF6NVsBXisj96MiGjeXZ3gu8W/SCKk1Xt1FKPQR8FPhfU/5fTNZ7gHeKyANoZfhek/7PptP2QfRD4P42r/9h4G+B/zF13oz2nYdJAd83+T8D3tdO3XPgM8AV5jrPoT2r/QGgZjqVrwZQSt0LTABfXGT5LCuEjSZpsVgAEJF1aFfaOerkql6WVYy14C0WC6InXN2FjrFulfsawVrwFovFskaxFrzFYrGsUayCt1gsljWKVfAWi8WyRrEK3mKxWNYoVsFbLBbLGsUqeIvFYlmj/D+iRJ/TFkWW2AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "hit_locations = list(zip(*np.nonzero(threshold_passers)))\n", - "num_to_viz = 5\n", - "for (seq_idx, hit_pos) in hit_locations[:num_to_viz]:\n", - " print(\"cosine similarity:\", masked_cosine_sim[seq_idx,hit_pos],\n", - " \"sum scores:\", sum_scores[seq_idx, hit_pos])\n", - " viz_sequence.plot_weights(\n", - " imp_scores[seq_idx],\n", - " highlight={'red': [(hit_pos, hit_pos+len(trimmed_gata))]},\n", - " subticks_frequency=20)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "1NHHOOaZ0kaA" - }, - "source": [ - "Let us also visualize some regions that are very strong matches to the log-odds PWM, but which did not have a sufficiently high value for sum_scores and were thus not called as matches at our chosen sum_scores threshold (which was on the stringent sides). It turns out that these regions tend to lack the TAL (CAGATG) motif. Since task 0 is a 1 iff both TAL and GATA motifs are present in the sequence, it makes sense that GATA motifs in the absence of TAL would receive lower importance. This illustrates how looking at the importance scores at motif instances incorporates information about the surrounding context, such as the presence or absence of cofactors." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 798 }, - "colab_type": "code", - "id": "HrV4gmd30kaB", - "outputId": "4d843f6e-5462-4235-eea8-ff3e643fb581" - }, - "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "logodds pwm score: 9.277075430579645 sum scores: 0.8459281\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "AbSutVUK0kZ-" + }, + "source": [ + "From our retained hits, let us visualize the first few matches to the GATA motif." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "logodds pwm score: 9.53005341015471 sum scores: 1.0999016\n" - ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "agaA8m0Q0kZ_", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 743 + }, + "outputId": "1b0df1c7-06f9-4412-d14c-fba09afd690d" + }, + "source": [ + "hit_locations = list(zip(*np.nonzero(threshold_passers)))\n", + "num_to_viz = 5\n", + "for (seq_idx, hit_pos) in hit_locations[:num_to_viz]:\n", + " print(\"cosine similarity:\", masked_cosine_sim[seq_idx,hit_pos],\n", + " \"sum scores:\", sum_scores[seq_idx, hit_pos])\n", + " viz_sequence.plot_weights(\n", + " imp_scores[seq_idx],\n", + " highlight={'red': [(hit_pos, hit_pos+len(trimmed_gata))]},\n", + " subticks_frequency=20)\n" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "text": [ + "cosine similarity: 0.9742738671624633 sum scores: 4.67945\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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5EeoXdU8jhQBd2yfYEH/u6gtAU2RCsixnFgD13s1nCqUa1h7NLsp26qBQoGWjDgDZ3ckrKqnXJoQQYvslvQHRrQwjud5te9Y3rO/8xlvPrrSl5UJsZ+bPh/POiwdOMzLgj3/Uj6MZQtG6WzHVs2DaOVDyeLvTLqcUbAS3BEzF1pk+HYYPh2HD9Hnd7YbLLtOvrW+Mn7+txBP+7Ovh8yPhk/1h6UOd36kZgpm/grfSYfpFYHbRUErRu7UOCp2tA+z1kaG50RnEtpSFmVgjK3oDK5oNZ4vUDwp4N4KzIDLzmBBCCLFjkKCQ6FaGobOFUvGF9JSxabY0wlY705MJ0UuZJtTXw5lnJhdjPzwyk3FFs+6wJM58Q8NS+OJoKJsM826BRXd1fIdWCNIKuqDlYme0di0cfXTycOBQZHRNyAzhjAxLjHa4Kf8cVr0AYQ+EvbDgb53f6eK7ofS/+ufLpkA49TTjQiRxZOogeKvrijmRoblLqpYA0BRoO8QsUWJQKJo19NmqzwB4ds6zACza+IMelisBSyGEEDsQCQqJbmWztZ8pFL3IykrTqdxWR1KKOsoMwvSL4b1doOSxrtuuEF2kqgocDl2jJZWQpXvcScV7p1+gO8igO9tL7u34Di0TlH0rWyt2duXlcNRR8YLooIeRRc/bOWk5QMKQm3l/0cdoVGcDOr5qWHxPfBthDziytrb5YmfiyNZBoXBy9k5FJEbU0ZtQiUGh6OPoNPbRzKFaTxXY0zuXtSmE6BK/+eA33Dntzp5uhhA7JAkKiW5lGLqAbipVHt15yHPpmUC2dNeuU2ZdBWXvQPMqnVEhd5jFdmbTJl2oN6tVPzcUSg6QrqqN1GtpWAJNK/VYs8IDwZmns386ygpLnQux1aqrYdSo5GXp6dAc0LM8RWd0qvJUgbcC6heCMx+O+RIOf7fzszGV/lfXv8oaCWNvhezRXfE2xM7AkQO+CrCSs3eqUpwuA6H2h30lZmlGg0LRDOcoT6BJgu1C9JBn5jzD37/6e083Q4gdkvzlEt3K6YTGRp0x1Fr0jnI0KFTVUhWb0YPmtbD2VUgfCMMuS10ct2/f1PWDDsqD0kkJGRVesLm64N0I0XU2btQ10b3e5MCQ3Z4wBAdYXLVYPyidpINA+z0LQy+GYD18sFsn9mglV32fXKw7ThhwkQzfFO3z+fS/Pn3avhYN7ue69OxLVS1VEFqtg0CHvAmFB+uA5PjHO7fTdW/oWZ2O/QbSimDUH37u2xA7C0cO1C9ok71Tk+I0t6l5E0Nyh6TczLr6dUnrAQRaZR/5Qx4p3i+EEGKHI0Eh0a1ycqChQXd0W4t2JgrSC2LPR+SPgJZSXZg0UAtGGlT/APs92XYas/JIanficsuCb8+D9W/DLlfBoHNh/l+3xVsT4mfZuBGKiiDcqqPidkNJbby4dHS6b9ZPhoIDYOiFeqYbpWDfThTvVbbkGhu+aEBVhj2IzSsv18dlXl7b16LB/UJ3oX7uqYL6GTqgX3RIfGruYZd2fIdmWM9aNvZWcOSBYddDgoToCEcm+GvaBGtqU5zqNjZtbDcotLZhbexxNFOo9TT13pC/7Rh5CbgLIYTYzsntDNGtcnN1UMjZauSAaSZ0JtIjnYloLYpvTtMBISus60iseWXz89onbTgIG6dC/5Nh3MPQ73g4+tOuejtCdBmPRweFWh/aNlt8GvoMRwbeUCTjrWkF7HIlGJGsN5sLBp/f8R0qm57NSYhO8nigoKBtABPiwf2ijCL9vKVKF0QfeEZyp7wzszN5N+rjdfgvwR493tO2tvliZ2PL0EMYW2UI16cICiUV8m8lNnSXeNaQ2Sr7yG+G2g7jlYC7ENtcrbc29rhLa5IKsZOQoJDoVrm5ukPRujPh98enMVboXnFFS4XOCmpaBVm76loU4x4G09vxHdYv0p2JfR4Ae2RKJ5u7K96KEF0qGASXK3k2p6joNPR9M/sCEPLV6IBn/5PBSBiL2Zkgj7IlT9MsRAeFQjpTKJTicNvYqI/VZr+uLbSqbhW0rNMB+cROeWcyfVrWgKsYXH1/TrNFLxUI6OuKdtkzwPS0OT/WpQhqRmd5TGVt/drY43UNOihkkdz59IdDkYBnB29cCSG6xOq61bHHlS2VPdgSIXZMEhQS3So3V3d+W1/AhULwXsl7ALy1+C0A3i95H1a/pGfyOO5bKDpCDwHb58GO77BpBaQPgoyEdHCpJyS2Q6GQzgpKlQQXDQr1SddFXGqr5+jp5B05ySt2pnC0PQO85VteT4hWQqHoTGNtX3tvuT6Pf7jiQwA+XjEV/FWQOXzrd9i8Wp/DZYIA0cpLL+kabDk58LvfgVVcrE+iif8uuAKaPAkZO1ogcvzaDTtGJIstbLY/vCtshWPn4LLGsqRshGj9Q59p6aFqhlRnEKI7JQaFEh8LITpGgkKiW2Vm6iyh6urk5eFwfGpXf9gPRO7ElX8GI67Q2T2GoTuyu1zT8R02rYDc3Ts3VEGIHmCz6WGUqUTvSvfP6g9AU818SB8cL54e24ieH3x66XQy787c/A7T+oB3w89qs9g52Wz6nJ0qgLmhSR9TvkgAxxls0B1kV3G72zvvv+fFa2Wl0rwG3P2kgK9o47rrdKZQKAT//jeoVJNNNACmBY1LkxYPjsRtXj/7dS7Z4xIgPuyxtZaAnjY1Oqvemvo1tAT1sty0XP533v8AaFZpOigkN5+E6FaJwzslKCRE58kVluhWSukhMqtWJS+324nXSomobqkETykMv1xnC0W1mlZ2s+rmQ+YwXYi3I1LdZSxuvzMjRFex23XHJlVgaNaGWQCsqF0BQEVtCaQPaDObTnTs2fsl79MSbKHGU9P+Dt2R4qeRIGyboTkVX8PMy2HerRBokO+GiLHbdcZnqqBQrBZchM0KgD2r3YCOJ+hh0tJJ/GvOv9rfYaBeH+8y9FdEBCL3eTIz4dNPYe5cGD26nZUbABuw6VNIuM5oiCT6FGcW0ydTZwA1+htTbuKnTT8BkeGQ6OO2waeH32a7sjl+xPEAlPq9EG7Rw3ujZNijENtcbGZW4t9TuW4RouMkKCS6XWYmLFiQ3PlNS2s7i0dOuEHPNtZ62IF9CxkQiXzlkDNWT4fcEanuMqZaJkQXczigri51UGhxpb7YWVi5EIBlVQsjd6JT161YULEAiHdkUnL3B391PIvu7IShZAv/AV+fDGtehmUPwQej5LshYhwOqK3V5+3WmvxNSc+VFdLn8dYBzIh55fOA5Av6Nky/Lizd0eGRqToC0hnoVT74QP8/fToccQTsuSd8/TXQN0UApgFwAFXT9U2lyBCxhsghme5IJ9uph381+FPXWVtUuQhIvk6JZiOkR25aZTgyqAmDFfYn12s7W4bpCrGtRa+PIP59lesWITpOgkKi22Vl6aBQS0t82aZNbWfxGGD4dUCo9dCvzgwhMANt664IsR0qKoKqqrbZFz4fBMLJ34E6bw1tAkKTi+F1Ba/bYplFszfObn+Hrr7QvDZ5WvqoJfdAwX66uPu+j+i766k6W6mWiV6vqEifv1MV922d8amPrhRTdEeO1egxOnvTZo5VIOl4T/j5lNq76JfOQLcY8egIvlv33Tbdxxdf6P/79NGzmRpGZFbT8vLkYleWBT4LHE6om6uH3EZOso2RU1+GM4MMp56IIpr901qq4SjzK+YDkO7UQSGX3UUI9E0ojwzNFaI7LayIB4WWVC3pwZYIsWOSoJDodv366aBQojnzdKq1QpHvzgfArRSkFXbBtNmd6ExIx1f0kP79dZ/V2Sqpzes128xwU+WrTx6eALEiqpZlUuvTU7N+tPKj9neYVqhrtaQakpO/Hxw5FfoepacBP25a6s5WudwB3xnl5uqMtqqqtq/ZItk8w3KHYSiDoAVWqCU5yydhiu7PV38OQHnzZo4lI00XmY4GMLc0xXd752w5l29zlS2VrK5fzXM/PbdN9/NdJOaUnTCJXarMtRhnnj5+vjkDZl0FQHPkdJbhyCDDoYNC0dqGrUXruiUqqS4BINOhs5dddl1HKGzPgNo5HX0rQoifKRAKYGFRmF4IJGSeyjW9EB0mQSHR7XbbDRYujNcEaGyEV9/WF2KDsgdRc7Oug2JaIdocolsK6rRmOCHUHH++pc6EdHxFD+nfHyordb2WRBubN7ZZt8rvAV8lbTIwgNJIDFWh+Lb02/Z3mFYIoabU09Lv+4gu6g46aPRzZo4SvY5SkJ8P69cnLw8GIRgJVq66fhVDc4fqITqhFginnjP8/eXvxx5HZ9lrw5mrMy9aF1ZvT6rzuJzLu8XXa78G4LvSbZsptHIzdclTcusi/dTMgtUvAuBJGD6W7tDZPjXe1HXYovXZXHYXDsMBxAOZmWmZse0AhOzZUP09BJtTbEkI0dVmlM0AoNZbi4rcCK731cs1vRCdIEEh0e3GjNE1Kd54Q3ciHA745Dt9yzkrLQvQ07v6LbDCnuTxNFsK6rSWVqBnHEmVbWRZUDVT109Zcr+e9liIHtKvH3i9sGJF8nK/UQ9ATloOp+56KgDllksXYU8xw82cSN3oUYWjAKjz1qXeYcYQXeel6rvkQkb2TF2HK1E0QCR2Cs3+5ja1gVrr0wemTdPn8KjaRh9hK0yGIwOlFDlpOTSaYCojeThNpPBuc+SwG56rg47tDnfMHAbeTfG6RFK4d7v1Xsl7gJ6dK3HK9q4W6OyEoikC295oplDC8LFab23KH49mINx99N1cvvflADhtOq0zOh19NCjkcRZA9cz2Sr4JIbqCrwqaVoEZ5IcNPwC6DEU0s3rm+pk92TohdjgSFBLdbvhwPQPZbbfBjBnwm99Ai6WDQnkuPd1rpiOT6jBYzati02xvldw9oWll/C51Ymfii6Phu/OhqUTfPfxobwimnnlEiG3hhk9uQE1UmJaJ262HP3zyiZ6FLGrhSv3dGNdvHG+e8yYAqwJh8G1KLt4bOba/iNTq6pOuZ9P5vuz71DvPGqm/F8seSs7iyBnTNqtDpgLfqWTdm0X2vdmbXWfgQPjmm+S6Qs2mzvjMdOrMiej03T5HHjQk1HiIFN79Sc9az5CcIQB8s/ab1DvLHA4t6+JB0Gjh3t8iBaW72Iz1M3h/2ftbXrEdry18LfZ4WfWyrmhS18geQ2KUJmBBCJ1RmWZLiw0fa6/Q9KbmTQDs239fxhbpoHllS6XedCQoFD3uq13DobEEWkr1DwcTAqzBJlj3Fqx4Biq3bTaVEDsMMwSl/4OvT4XPDoMFE8HTTuZow1L45CB4bwR8dgS8XcSCFJNq/Ljxx23caCF6F7nSF91u7FgIh/VMS0ceCS+/DGTojm9+uq4nlJWWRUkAlL86OVCTENRZ37AeY6LR7p09ALJH6YuzaD2LxFlADDucthT2exoOfAlOWQqOzXeEhOhKT/74JBDvDA8ZApMm6eLSoDvc736pL4z6ZvYl3ZGOQlHiacQyw3qIQlTk2H4l0v/4YaO+c/bYrMdS79zm1N+nqunQmNB5U47k9To7ZFPs0BKnlG93OBcwbhzMnKkL/IJONpsxLznjM9+lz+cN9gLY8H5y5xh4TCfBMXODvqP7wtwXUu8sY5ieSdInhaK3tUNePITT3zqdsJmiAP0WRI+XfYr3AeDLNV92adsSuVOUQtuszKFJN5gaTX0B7LQ5UUrFzq3tTUkfDQrlu/NjdQ+jy3LS9GQW0WyjSkcfnV05/296sotQQuR0yjAo/wKaV8HiOzv5JoTohUJe+PwIWP4UDP8V7HE7mF4wUlxztKyHTw+CgWfoa54zVsPx07Ei1/hDcobQP1MPFTVTTeUqhGiXBIVEtxs2rG3qtz1HdyaiKdq5rlw8FgRsGVD+eXx4S0JQ585pd2Jh8dDMh9rfWeYuOlPIn6JOwIEv66EyjiwdDHL1+VnvS4jOWN+wPjar2H3T7wPg8MN19tzMmTpbyOeDqdN0x6N/Zn89JMelOyBhV19Y/VK8boVlYprx4qm+kI4szdm0mYKnebrzxqcHwqQC/dhTqgv7RnV2yKbYob264NXY41fmv9LuegcfrOtf/eUvetij3w//eEifx6Od5KKMIgDKbEWw4QMdiE8wIxL8jB6rDf6G1Bfy7v5ghWD1yxBZF4CniNcLipKaEVttec3y2FSOtY0AACAASURBVOMPln/Q6Z9/fNbjQLzI673T7+2ahqUwerT+v8P9vty9kjIeGyM/l2bX57oMpx7y2BxIXQcoWoC6wF1AQbo+V0brD2U5s5L+LzUKdBZn2Tvw2eHw0V56I65iOGkujHsQ9rwDDpvUwcYL0YuVPKyvwY/8EAafA8XHwti/pR4mvPSfMOhcGHUd2NP1za2sMbHv4tOnPM3tR94OQI0vdX2wqEEPDWLII0O6/O0IsaOSoJDY5kzLxBuMFwg1DD2ELJGRpS/ii9J1JyI67KDWOQBKHtV3DQAidy8bw/DcT8+hUNz17V1J20+St6e+U7dwgi52GpU+UBcvTWpEqwyJLWlYAjN+Cd+cBdMvgm9Ohx+uldpEokMenvkwoDsZn6z6hBpPDcccA1lZcOmlMGECHHccBNx61pu+mfoCKdrhrss7QKdbt6zV34uwL1Zk2m7YGZ6nv2QtwRbaVXyMDgBZYQhEMu48ZboAdZTUb9mp3PHNHUmP27vbeuCBOmj5zDNw001w8cWwYkNkGHDk/N0nQwfa56lCPVvegon6PBzJnIhOCV6UXhSbtWx9Y6vq1aDvGOfvp4c6ButjfwdE14qekwBu++o2/aC4uMPD895Y9AZALNhd1lhG6GfPHpraYYfp/1sSTm/ezdUhz9sLTH/saaORgVI2XJEhiRmODBSKlkDb86VpmbEaW3nuvFimUDSAFB02Fh1GVmqmEZsEoGZWPLC++1/1+dSRpQv42zM785aF6J1WPAu7/00HeaIc7Xw3NnwAu/w6+btjGKyqWwVA/6z+9M/SmUKLKxe3u8uFFQspayqjtKF0s+sJsTPpUFBIKXWiUqpEKbVSKXVLitfTlFJvRV6fpZQa2tUNFTuuc/97Lul3pzN1xdTYsl/8Innq7XBmGaA7yBDPGJqXvifUL4Rlj+gpiSOd1Wv0UP7YxdkfPv5D6p3bXND3CJ1RUfI4NEWq+AbqkuukdHaITNUMmH4h7HUnHPwy7PcUHPwajH9CZmoSWxQyQzw8S3fA6ny6EPS1H1zLMcfojIuKCrjrLvjpJ7AVrQHi3418dz4KxarMffTsel8dD0vvh2lnMC+SgXfs8GNZdf0q0h3peIIeGnyp62TQ5/A22Rsomy68Hg2ini1ZFzuLSUsmUe+vjz33hrz8Z8F/Uq5bUKCzPsNheOopeOcdYsOAo8dqrksH3r/1AFZQH6c/XAszLqbJhBb08J2Kmyo4fsTxAMwtn5u6cUMv0oGlzw+Hhbd3yfvdWViWtcWiz5XNlTwz55nY8wWVC/h45cftrm9aJv0f7I+aqGIzc0Wzacb3G4/brsd3LaxY+HObn9Jxx+n/ly7VwaBQKLm+VRuGI6mAfkNQB4hcDh0USnekYygDb6htZCk6RN1hOHDZXeS78zGUgS/oQ6Fiw8aix3udrx4KD2jbhqxROrMB4tccQvRin6z8hBP+cwKe4Ga+nGFfcumGzV2PG47kG7yRdTfW6ekI+2X1o19mPwDW1K1pd5fn/e+82OPzJ53fsTcjRC+3xaCQUsoGPAmcBOwGXKiU2q3Var8G6izL2gV4GLivqxsqdkw3fXIT7yx7B4BTXj+FKcumAHDBBclTbxcM2YhCxS6qoneYv7X66uEAC/4GH+wGU4bgN+GtSIZ3NGX0hbkvtH9Hctff67sK8/8C7++ql4VaIkMRWt8V7GAu+vKnYNA5eliDI1tnHTmy2nawU9iGE7JsW2YY6uZB6WRY97/4v02fgX8zdZ12Fi2lsOoFWPaYPj6WP6Ufr3gOGpcnrfrpqk8B3SGOHutfrf2K/HydgZE44Z6VWYahjNiQhWjAdLEq0hdI3k0w/1Yo/5xZkZE10Zoew3KHAfBTiiKMAOSNS84EsmfBfs/Cqudhzau6+GOqoZeiV4qenwdmDWRQ9iAgecr41q66CjISJqaz5yZnfOa6clEoSlsqYeCZOuC49lUoe5d5kaSNYbnDUEqxd/HeAMwqm5V6Z4PP10NymlbA4rt+ztvcqaysXYlxh4Fxh8GiykXtrpcYEIp65PtH2p3S+aTXTorV1BnyyBDmbppLS7CFPFceP179I5fseQkA85e/pc+DSx6Akif0v6UPwLJHk4uPd1I0KHTUUbou4Xvvwb77buGH+h1P9LK30aYzLqPBq+jwsWA42KaeUnlzOUqpWEZQNCgUskIopWJFqqNZnFWeKhj1B30+jbKl62O/zTXHTsiy9N+VhqVQtwDqF+uiwpYMUe5N3l36Lie+diKfrv6Ufg/0S6pXl2TgGfp6KdR66GaK42H4L/VN4oTvUV0Y/BbYlI3C9EL6Z/XHpmxsat6UMhj+xKwnKKkpiT1fUrWEZ2a3Pf9tLV/I1/7ohZ2ZZeqRFJXToeIbqPwWaudAoJ2blqLbbbkHC/sDKy3LWg2glHoTOANI/Gt+BjAh8ngS8IRSSlmdnI/U1+LD2+TBMJLvnqzbUEoLTeTk6ICBhYXbdGN4DTLyMnAmpJx4y2bhSHfjzswimr7b5PEya+0clpv1eCPT5O5dtDe7ZQ/EbthwZ+XExqWbvhrCNQuwZxeDin48iuqqWsyAn7yhh4AyCJkhQiEfTjOAzeXG4dQXFkqBr7kJywpjJAxPCoehvh7S0u2kZzgibVM0NQYI+cPk5BqxeTFME+rrTdyZNtIznLF1s8cMwVZdmfTZmMDGocMwvphGRqa+MPGH/aTdfS85TzzaZt011/+RtOv/j6wsHZUPhAP4vIpQwEFmbgZ2u6X3Zzior2rA6VRkJlz0Nzc309zcTEFBAQ6HA8uy8IV9eBpd2Jx2svOy9XAt5eCLVZ/w4PcPJrXhzLfOZOmFMxiQ159+xQNZtdogIwPchRsxAgbOgJ2GyjoyTb3TBeuqqdn9TvJL/4pqWYOFwYv1NizC7NNnHx474lGu/vwaltYt5YVP/8XJQ09kUML+qjfU0dhwIAOyDsDZMB1l+rAAj9Wf9J/+BC1rUSN+DUd+ROjD8TR5czAq68iJ/HxDZR3NLRDwQ27fPH2nGoVR+Euy1tyG2vV3KGWHJffCknupCxQQPG4xaQ59TJqWyZfTTO65r5Avv1RkZ8c7/DXVdYT8flyOtNi63oCXxppGMrMyycrKiv0+/U0+zKBFVl4WNnv87kldZR1Ot4OMrHgq7bKlQdaVGvQfnI5hxOO+gaYaHE6L/Q/MIBTSw/gcho9wwENYZWElFBi2mfXY7AYhsjFN3WbHrHOwjbgYRvw66XfaUFWPWW9iqPjU5wFfgJaGFtJz0klzxevTlFVsoDHYQHZONih9BzvXkUG6BTZXOs60+BTrdbVV2O0GaS4dDAmZIXx+H8HGIK5sF+6ESqM1tdVYQYvCvkWxdZu8Tbw8/xWeWv40TYEmDMPgl2Mu49qR15BuuSkoKkQZirAZxhsM4G92k5aRRnqmWx/DhpMWjyIQgJwcMNBBRxM79XUWrrQg6e545yH3sxFw+mpUxiA9HAuwLIP6yjoMnwJf/PN55BudJfSP/e/g6r2uYsRLu1DjreG7eVO4Z8L+HHtKMV6vIt1tYeuzCS8GaT4nDZV15NvzsLBYtHITVcMfonD1b1FhD5Zy8LUnjMJkiHMwDZV1jMzehcVVi5k25xtGhoYzMOG49vuhuRkK+99A1sqbUaYHUzlpKrycDNcT2Ob8EfXTDWD68IfseNSubb4bVdVV2DDIL4z/jlo8LXgaPeTl5+Fy6d+nL+TD53FimTZyinL190gZhIIWzfWNuNMV7oQyRoSasMwQuUV5hEL6+LMZYQg2gOHCsqUTCOhsw5INy7nmixv4dtNMDGUwJGsIjxzxAIcW7oHD7caRlo5p6uO9pbmOYCCIy10IyiBshvEFfSm/c80NTYSDJgUFBdjsNkzL1OfWsAeHKw13RibBINhssGF9gE2bLNxZGfGi9kB1tUl6umLMWKeuiaNs+DxhfF4vWZkKR8Jf4PLyclyuNHJz9dCrYDhIU0sTgZYA+QX5OJ1OLMtiU7WPa67O4+8TXOy5Z/x84q9Zyydv/sghRxczbHi8Dd7SGRiuHNL67B6ffMkMEW4qw16wG87cIQSDoGxBpix7F4App76Dw+Zkz1f34uOlHzN/zlyKi4qTfp8O08/FZ1jce88QWloMDMOiYOhaKoBssmiorMPht2Mog42VjZSOe4pBxvuosL7w/96fCTQzMnskDZV1DE0bgkLx7eJplPZbQ1ZBNnnRc0F5HXV1NgoG3kh22cMo04MFeBmMv7wWw1Cx47K+vJb6qnqcGU76Jxyr3mYvrgfuI/fp5MLrG6+/Ga6/Lukc6vWCx2ORlevGHjstGvy4ejZvrv4361pWYzdsHNzvYH4x/DKc4Twy8zJxOA393VcO6hsUhgHZWWbkb6INvy+Mt9lDZqbCmTBauaKykjSHg9y8+O/eNH04wkEc6RnYInVvlILa+grshp20tILYus2eZvxNfnLzc5N+R8/NeZ7bfopnVe3x9B78Ze9buGrYlbhz3LFzqGVZvPDjvwB47/QpjMrblVEvj+HrVV+zZO5C8nLz6ZfwWU74dmIssA16iOrJr5wMwKicUTRU1rFn9h4o4PIN92Ed3IhyZMXPi9iorbUwTAV16POB4cDb5CHo95GVpbBF/3RZFlawDnuak8zsTEIhfUPJFvbG2v6b3+gDOz3doq68Lul4aKisw+eDFg/kZpxNnvEYWCbVWQdi8REu5aKhso5QOEDIDJFuuVk2fzF9+xRTGNnGqrIVWJZFhi2dhso6lGkRNsMoS+lAUmOAhso6jEigs2xjI+t2O5RBhhuDJizDTePAP5O18VnU/NtQe9wGZ5bBm/og2P3xsSyu1ZfUu+XvxjNHPM8Axxjc2W5c7jR97jAcOlPaDJKXqwiH9TlNWSEINWIpNwHTjWnqc5LfD8EQqLQ8HdxXCl8gyKtzX+DpZQ9R46vGYdi5aPTF/Hb0TaRZWeQUZqPQ1zghU7Fm42pCdg8up4mhDByGA7dVhAqlkV2QjWGEwbIImw6WLWoiM8eGO00fp5YFvhYPPo+XYbtkkJamz0m2+u/JXHETnLIYIscwQE1dDctXfkGjFSJohnDZXPTL6Ec/pwub3Yk7M4twWG/bNPXQVeWIXgNY+rwbbMFSJP0tCQYhGDAxHM6km3aNNS3Y7AZZWQkz0gWgqQnSs9ykuW36eDUcTJ7kJy/foKDAiH0PP3jfYvmqNCZPjhfbB1izvJErLg/w/L9sDBwQ+SzMALW1NWS4c/Wwwcj3s7G+ESOskq5bfAEfwYa21zjR69CcwhyU0vPmBUMW1dWV5GS6yXQbse36vDbMoIPs/HQMQ1/Tm6ZBY10LLrciPX6ZRUNDAwGfn/zEv3MhHy7Lh+FwkubOjF0DljeU8cevbmHK2o+wKRtF7iLuOGgi57y2kLxnHifRZyPsnHVp/EZtY6CREY+OYOYp08l255GdGw+YBvL/SP5Ph2E4slFjboLTVsL/smhoycaqrCOxRxhIv5jc6uexz7wctccEOHkha17vgwIynVk0VTWQZjqwsDCCBnPnzGFgn4FEK4bWVdTwwLf/BOCy0ZdiYvHqsld59Lt/cn6fY0jPziTN5SIc1ucZ/9y7seWNQuWMimxBEQgGqFj2DRkFe+IceHTsc59XOp9zvjiXlkjAylAGLx/zbw7JOhhXlov0jPjwuNjvsygXpczYtgnU40hTpDmIneuCVQuw/HUYGX2I/hG3TIu6iiqMjCLSi8bEtuvx6O+G7iuYYFn4gw4+eNfDkOF23C4Vi/Fb3goaKysYf2A6mVl2on3msLcW00jHlRevt+Rt9uP1+LE5s1A2/V0OBuGtN4PsOsZFdq4TLL2FLM+X5Ien03/ccZE+JeBZj23+TTrzPGE0hdfjpX7jetLT9WcQ7VP6WlwobGQXZMb6XcGgoqWxmYxM/flErdm0ho/LPqbUvx4Li11yd+HkASfhDrhx57hjfxMBmpohGIDcPjmR61BFKKhobmhqcx06dWoI00pjwJD4zweCAVau2MDIYW72G5+p+20hLzX1tfy46QdKQ+sJE6ZfejEH9T2I6poa5jXNo9FsxO1ws3vB7ox17w4BB9n52RiRP3SWaVFfVU9aupOsnHin29vsJejzkZWfucW+H4BpWmTlZ2N3diS805baUtxGKXUucKJlWVdGnl8KHGBZ1nUJ6yyKrFMWeb4qsk51q21dDVwNMHjw4H3XrVuXtK8FDx7CnqVF8NiU5DZMaNuut8MHcHZ1Jjz9RfILrwEXJbynBRM46+3neNfY1HYjE6w2WRufPvYQx+/1NRzxXuznWTQRtaLtjx+29FeYZS/yXetZRc9RMDl50ay9xnPAfQackHAXdHIx6pzyNm1Y+u0sxtRdBKevSlqXKyqgVUD1k1EFnHihvpNf2AItTvA6wBoJnL5Gz7hRXAyhZubd18I+ZZDjg79/A0uK4MVx8Frt2Vx0zf6w25+3+D7GTUxjoRlg9jMWe1XArcfAPYfBHXf+lb+feRcclwZ9BoCvnv1LAvxIMx++CievhFuPhnsOB2sBMBl+Yh+O5XNOZwolf7mB+c5Gvn/GZM8K+HAknHUB3PqP25nARDgFOAtogLPX9+PDnHLeed3i5BUweQxccC4ERqN/98XFevxNQQYPnXg1/X7M5sJ1E+EWYDDwJUx47XYmDJkI56Pz30Iwfe1BHHJoEE78MfaZ8VgLd1z2N2475U44tQiG7wNWmC/fdVPxXR8uPPV1OOwYyCiA9W+iluvxOysfhWH1sPc10GAexOAfP+S1d3Lpk5CU4b6vbaJediCTRqfuNOV6wWsHvwNC8xS2d1N8V8+mze/ooKEz+P1dB3HRRfFly5bpO6qbWn0N9h5Rwi13jeKCC+LLKir0LFjRGbCi7vvdf/n9Uf8jfZ/zIGcYrPoXrHoO3m7bhmlXHsrhRhiem5m0PNV3+fAZdzCo6O+8+mrycjWxbWr9tXWH8fRpTjjm86TfUarv5/7Nu/BD5sq2L0T8520obobzzgN74zg+Md2M+8Vo2OUkcORAoI7njvqMq6/8EI6/DIp0JsOGuT8yIPgCnBcP8jC5mCmPHcAZV/lh/0sgeyisfhFfyWu4nIH4cRlp7z5rDdYEbCx8OMigRrjlWHjoIAgs1p/lo1zPrdzNqXzAojsupSwMSx4KMqAJnh4P158Ef41+N84CTgNWw362TJbgZc6TYUZXw8t7wZWnQzDxuwHw6bVccM1ofuNaxhHTJsL/AWOAB2FCye1McE6EXwIHAS3wzYLDOeKq3WG/J2Pvw/9IC67IKWrqf8BScMolcJBvMDNdpTz5Afx2Nry0N1xxJtw+4TYmHHUHnGbAkAEQ9vPddyM59OQQnPB90udT+VoRt0+dyNrDL2PXvXRHJ239ZArXLGRu7jXsd1oxBQU6ieHWYNsU82HrjiF33uf81CpBKtUxlefPoS6t7Z2qcR5YkAazn4O9KuCUi2BqzliO/mYK97wwlAGDjFjn59gDVnDfU7ty+ukJG6hfDF+fCKcu0zMRRZQ8shej1u4Kj8aLzFalQ5+bwRaGe7+Aigx44BDYmyzmkTxjF8196Pf8cmYtzGFQQgT847tv5MTjvHooK8T+dgFt/iayaCIr3jmNGyddyY95x5OR68Bbt5Sm3+/BsCqY94y+9Nz/KnDmDmV6xloG1cOpy+GrYbCsKH4en8mBnMG79KGS0ZedypRhpUx6E84o0X9j9rsK/nR35FgdC/wOCMAN3xfz+Khynp0CV8yD5QUw7hpoHpvQ3sgxseLWfrx248VMMCbClejj8kfgEODsCj1JQGTd5vstMl2eNt85b8CF+4zvdW2ZhOWxzydh2ZINo9ntF/+AwefGP7fJxaiFbWc/2+PDf/PtZc+Tc8ChUHyQHtJZN5fSd99k8EW3QcFYnalqhfj+id9z4GmHwthbYvsLPdqCI3KaGlEDIQPW5cFR3zzI6NE38NRTyftLdQwf4hvMdFcpj38I1/0Iz+wLvzkt/vrdn4HThJtOgCvrDuX5UxQcNy3WBs8jLQwpgYwmWPk42E049jLIzBnPu8fVw2krUp5vSx6Dfk1wxK+gKq8v5a4KHp6q27AiX/8+X51xGmdcHYTxF+rz4pqXKJv9Ge/dfzq/veQZOPIIyOwPnip45rM2f0tQwFmwYPIeXMgbLGUMfamg9NnBOP7kgsbUhaF3FGtzYNgfWy2c8Ue+tFVy1NHvwPjjwZkDjevg+a8pnTyI3/IkH3EydkJcvsuLrB/5G6ZOTd7EP3Nu4k/nPgTnHAl99wbL5NlPZ3Ft8HtaK3f1oe+lL0P/E2PLPpn2ASd+dVqbdb9acARHXjsC9rgU0vsBiso16+g37jjCrUp9hc8y2l639IONf9qX/ufcBdmDYMVTsOJJ+q8y2NS6fln1SPr8dzkVrb520/5xGoefdwyMTi4bED0fJ/rhn6ex/6lHwJib4gsnF8NrFW2OtVePuYhf/DmM46B7IpMtKMBCZfRvs92X73ybt78/g/+8ZovNhOf3QX5uiNINDvr1i697zcNn8lzjFI5aDb//Ad7cHf67OymdVbc/k49r1kGzhO/cjA8P5OCrxsOY88HdF7B49YNXuHTF3W22ERxqw37WEsjeNbasrGQdA+cMbXOuS3Xt5KgcQ+E7S9jYavLJgn8oalMk71gjabPdkavsrDRDPD8FDi2FPx8H740mZb/riCPg8b43smf2Q3AA4ER/9HZSXrf8PnsuhxTdD4cDabAoCPuth6NWwtTX9ar7XAO/zjyc636RfN1S+3ALQ1fA4BpY8LQOYuzxGzh/BPx9/m489srxTGACTWSxK8tZ9toYHcBNH6A3vGACv377RV401vPoVLj+B5g6Ek69SF8DtXZC3Tg+PqoWzliT9Pncf+1N3HzOA3DuUVA8DrD4+F0vt33yFD/80Or3+ZIDx1nzIHdsrA1VM56g6LOaNsfwnCv3Yd9rToPdf0c0gFRaCmP3LaKp1aXEmkdHMuz8J6DfCbHteubcT8YVnja/o313WcKf7twtqa/Q2KhvmLZed8rff88ZZzlg3EOx7bJoIiUL9mbUpb+DPnuCIwNKnuC4j97mc5WcQZZvwPr+uaSfPxuyRsSWf/3ILRy56GN4YX7S+qn6Fb+vP5zHTnfDUR8nfe5lKwcw8FfPQL9jYuvOnPQuB73/B3g9OelCYbFxI0nf5ZfefoIrFv2+7Q5TGOQpZn16ivILEyw2bUouzddc10xWfmabz9L7bzfupb+E+59NfiFF3w+ACwrgjaTQC0qpOZZlje9Im7s1KJRo/Pjx1uzZszvSxm1m8WIdibUsYpFwmw3GjAFHq5rDzf5m7vr2Lj5e+TEWFkcPO5qbxt9GXXkuNpvOBLIsvY1Ro5KHRgF6WvWqWXqYkRXWwzNWvwi2DPhFq4uacACalkemhg5ByZOw8umU65qWyZ8+/RMPfR+fgSvPlcey65bFhqUkrnvGm2e0mVWk8ujLKMoaALvdDFiw+F5d+6HoMH3hmOD6j67n8R8e58YDb+TuY+5m0MODqPRUUj9+X3Lyx8J4PcU2hgMm99U1fXb0miTfnquHie19r77ji9LD0JRq897u++4+bvkiuezW6ILRLPrtImytptds8DVw1ltn8dXarwBdh+O1s19j2rpp3P1d/A99blouy65bFis0vDVqauDOO+HIIyE3N34SDwRg7FjIzIxP4hMM6lT8wYP19yH63bDbYf/9IT19s7vqtEAAGhr0dxHi36NKFnHgi/vFZiZyGA6mXzGd/Z7/ECZOTNpG5e03cuqAafy48UcARuSN4P0L32dMwh2UqNcWvMYl71yStOzdkbtw+ugzUOMe0AsmF8eLg55XD4YLbGkJyxWcuQEIw9KH9OwZqb7LiaIpHTvs+MG2/vzZn7l/xv1Jy3699695YZ6eWrxPeh8qPfoPbdlRlzLAvwYOfUsH3ZQN3hmgzxVnl8c+n4DfYvRo+Ne/YL/99LnYsuBvf9PH5n336Qwhmy1+J6216mpd42bEiPhxrRSMP9DHP2fdyasLXiUYDjK+/3juPfZe3i15l1u/uDX280NzhvLb/X7LzZ/fnLTd9A0nMHzmxyzsSJmUlnXw/ZV6et3MYYAVP1YKD4bjp8dWtSyLGz65gUdmPZK0iS8u/YK+mX35au1XlDeXs0v+Lhw3/DgGZA/oQAPat3q1/mwffxzOOUd/rpali5y3eRuBFnZ7cjdKG0tjy3LSclj7h7Wx4b47tAkT2pxPKAAm/B9ceKlOeV/5HKz+V+rv+HsjdD25/P10QezoOSJ9IJyZUDQ7GqT7aAi8mnxDbNLt53Ge+l/Sso/OnE2OZ19crvi5USnYY0+T9U2rWVG7AkMZjCwYiSfgYY9n9mjz1uZfO589++7Z/nvvqXNSYwl8dRIc9RG4I1fcFrqQ+J4T2qxeUqKHhjkccMghMH8+1NYmF5nuVUon6wk2jpgS+R3Z4L0R1DbnMfpPy3C74Ve/0tnnL70El10GZ54Zr9No4OegmlEYB70C+ZHac1jw7pCU1y38cA1k7wYDI1HtZY/A8seg8FA4/tvkdd90walL9TnNCuvi8Yv/AUVHwHFfd+nH0Nioz1F77QVpacQyhXLNuewzfAnO3AH6+7n637D2P5Ra5xA+eFLS9bjNamFwcR02w9SfwdKHYfmjqb/Lc2/Rk5rsG8myj35nO/jeQiG47jo9M+PuCUGfpkADp3w5kJZgfH+GMlh9/Wo+WP4BH638iLAZ5rAhh3HdfteRfe9DyeckB/Bv4Bc+fR1ihmDhHbD4HyxI35cnbONYWr2UfFc+l+11GWfl52IEm+P9jdUvw9pX4KPB8Gr8PA5QcfuN7JHxih7yGPHw0U+za9M15OUpTDPhs7TB3ntDQuJF9+im89R118Gbb8IVV8C4cfDGGzBlStv1pq2bxhH/PoJcVy4Pn/Aw902/j2XVy3jx9Bf51T6/an8H0fcRDsIHo2H/Z6Fg/9hsrz/88zRuZfZPIgAAEZVJREFUn/oc9z0xhMLC+I8VFbXtk7br8yNh+OX6H3T6GLYsKCvT1/2J3yPDgEGD9DHQlUJmiDun3cm9391LyAyRnZbNfUf8lSub3keNvQXyxwFK17lc9gAUHgLHt87EaEfrv+0O4LkCOGUKFB2il3Xy8wEwTZOAGaDB10CGM4N0e/KojO1NVweFDgImWJZ1QuT5XwAsy7onYZ1PIuvMVErZgXKgaHPDx7aHoFBv4gl6ePT7RzlhlxMY12/cZtd9Z+k7nP3fs3HZXWy6cVOnLuxLqksY/eTopGUnZqczddSuqOOnx2cPSOxUX7QDd4I9ZfDBWDi3KnJhxWbfm2ma7Pv8vswrnxdbtvr61QzLG9ap3fpDfp6d/SyHDz08VmtjZ1XeXI5pmvTP7r/llTvopbkvccV7VwBw8e4X88qRf8SYe6OuA9HnMF2/yh+5a3DQf2DweboY4vu7RpYbcFEnZ0DqhUEhgD999icemKGDaX8+5M/ce+y9jHt2XFLB4AMLRzCzT6XuJDty4j8cLbR6kRX7fFattBg/Xgd2Ei9AHnwQ5s6F55/XFywOhx4ikSqQsTUsy2Lm+pmMLhpNvjsf0zQZ+PBANjVvwsDAxOSNc97gF2MvoLpaZykFgzooVVAA/fsn14LaGl+v/ZqjXj4KgPV/XM/A7IFb+Imtc8klOhj8f//X8SDv6wtf59LJl3Lvsfdy08E3oX7um+0tltyv6yLsdY/OzH2nfzxwfMpi8EZqpShD15UpPCB5koOIQDjArV/cSqG7kJsPvRkjxTqbc85b5zB52WSchpOAGeDUXU/l/QvbrwcF9Nw5ae7N+ny6z/36xtEWrhcOPVR/1z/9VJ8TbDa4/HL43//arNo7fHYojPytLq4Osc/n2heeZnbDtXz1le6YB4NQVaUze5O0rIOpe8B5jfFl0c7Plm5ebEmwGaq+A18l0UwaAIb8QgcsdnRmWH9ngw2R4WNOyB71/+3dfXBV9Z3H8fc3BJBQIQJiawBhFesC4sO4NDtUnrRVKC2l09kFOi1bu3VwrLVM6wIVRerSUnEVO9NlpQV50GIrsizLrnVZdKhtF5SHynM1KwLhQVAeBBMeAt/943eyuZJcyIWQc07u5zWTyT3n3gu/5Jvvued8z++hzpzNxYmqEwycO5A/lv+RjkUdKftuGZe2zOHD6/iBMAdL9Sqh1b/7riNDDl2g8sPllB0so/9V/ZN3bG+E49TmzWE+x9deg+7dw+fi0aPhhmldiqYU1ZqU/uRDJyk827yi1T9H5X5YXAJ/W1Ez3Lyh8hPC3/CxPWGVTz8Nha2gqMuFn6A0Fe5hKO6p44CF69bCBr7bnSANXRQqBN4CbgN2ETptj3L3TRmvuRe43t3HmNkI4Cvuftbp3FUUitep06cws5xPPAGKpxZz+HjNcIs5vW5l9OUdoPSZ0M0ZMk7yzuPiOUmOH4DFncOdtebRB/g5frZjVcdoNSVaeeWeDfTqmKWfsMRqwYYFbH1/K5MHZtxJqNgNR8vCBUuzVtChNKw0t+934e4chA/xnuNrVpGpryZaFAJ45NVHsAJjUv8wf0lmDgBUjHmNVq//PQxeW/Phe+ZJkNWMlR86NJyg/eAHoScZhKeXL4cXXwzdbi+5JPQUmDQp9H67GA5UHqD9Y2Hei6m3T2Vc33HneMeFq57k9syehQ3phhvgJz+BIUMu2n+RX6oqw9LjlXvCPAXN20CnL35sfqmLzd25+mdXs+3QNq689Ep2jt157s/3uI5JOxaGiWUH/DsUtILFUSGtjgui/fvDHeqtW6Fr15r9Z7tgS71NU+HwRugzM/QiWFyCV75Hu7sP8NLyyygtrXnpsWN19Nxwh//5OrS8HHpPBgpCrE9VQssOSDzcnfXvradXx14X9fje5DTCceqhh2DbNpgxo343mhZsWMCoRaMoubSEXUd2MfHWiTw66NGzvynz51j7ABzbCzf/U82NsuMfQFHD3fwUgQYuCkX/4BBgOtAMmO3uU8zsR8Bqd19iZpcA84GbgAPAiOqJqbNRUSi9Fm9dzPBfD6eosIiKqgo++s5ail77Mgx5Ewrb1My6V/XRx+bSSK3Nj0P5YiidBZ+4OhzYP1hd95KzkYOVBzly/Ahdirs0YkMlkarnuDrTFVeE7iZN1B92/IHPPvNZlo5cyhe69Q89KIasD8Nqqu+mVVXUFIkyTphOn4ZFi+DZZ2uGjzVrBvPmhWEEjWn+m/OZuWYmK7654ryK6Ek0blyYUHXatJrVw6on45b02nt0Lz1/3pN1Y9bRpe1ZPnvqOiY15vHIHTY8Ant+C58eC627QOVe6PKVWi994QV48kl4+eWPX6x9+CG0aVPr5U3D6VOw8Ufh93PVSGjZnrc2HKDf3fezfXs9j4Hu4WbGtnnRSk0F0OIyuGV6GLIrkhaNUBTq2zcMHxs5sv7vKXmihN1HwsRLJyaeoHmzLHmV7Xi79b9h2/yo1x2hIHT95HqtYixSXw1eFLoYVBRKr6rTVTR/NBz87rrxLmYNmwXrJ0H5ErjlKWjbI8yhtGkqfGZmzK1tIO+vDMuNH1gNFIQhRjc9roO3nFueFoVqeWcebJgMfWaEOXX8ZFj2vv+UeC9Q89ChQ2FOoTvugPHjw8X1li3wmex1bmlK4i4KVTv+QeiJeeJg6GVcMrRW76opU+Ddd0NhqMn2DMqmqgKO/i+cPMqazZ9i9L1XsXKl5d/vQfJTI5479ekDDz4Iw4bV/z3Vw70f7vfwx3ucnykpx1vJS7kUhXRFKzkrLCjktm63sXzbch7o+0DY2XsyfPJ2ePtf4NB6aNEujId3bxrjWDuUhi+RXOmDP/iLb0DbvwyTmK76dpirofPwuFuVl4qLw2S9v/gFDB8OBw/C9deHSTYbuyeWxCApx6SW7cMwu7Ooqgq9BRt6gtNUKCyC4jCBeLsuYfXQuibWF5EL07t3GJ7+uc/Vf569AV0HsGL0Cko7nePaICnHW5FzUE8hOS9lH5Tx9Jqnmfb5aXE3RURERJqgGTPgpZdg/vyw/HG1ykr+fynwfODRytzPPguDBtUUySoqGn5FUJF888orYUW/devCTZOCgizzdYmkTC49hTSDgJyXa9pfo4KQiIiIXDT9+sHKlbWXZD59Op72xMUMRo+G++4LPfuOHg3zgm3ZEnfLRNJvwICwgujAgfD734cJ7ufOjbtVIo1LRSERERERSZwePUIvmcmTw2qDEL4vWRJvu+IwaVIYTnfddaE4NHp0uJgVkQtTUABLl0LHjjB4cFiWfuzYuFsl0rg0OllEREREEscMnngCxoyB7dtDIWT5cnj66dxWCmoKWreGNWtg4kT41a/C0JYf/7jpTN0oEqf27WHZMti4EXbvDvMMieQTzSkkIiIiIonkHlYGmj493NF3D3fzFy6Mu2UiIiLJpdXHRERERCT1zEKPmFGj4I034NproW/fuFslIiLSdKgoJCIiIiKJ1qtX+BIREZGGpYmmRURERERERETykIpCIiIiIiIiIiJ5SEUhEREREREREZE8pKKQiIiIiIiIiEgeUlFIRERERERERCQPqSgkIiIiIiIiIpKHVBQSEREREREREclDKgqJiIiIiIiIiOQhFYVERERERERERPKQikIiIiIiIiIiInlIRSERERERERERkTykopCIiIiIiIiISB4yd4/nPzbbD2yv46kOwPuN3By5cIpbeil26aS4pZdil06KW3opdumkuKWXYpdOilt61RW7q9z98vq8ObaiUDZmttrdb4m7HZIbxS29FLt0UtzSS7FLJ8UtvRS7dFLc0kuxSyfFLb0uNHYaPiYiIiIiIiIikodUFBIRERERERERyUNJLArNjLsBcl4Ut/RS7NJJcUsvxS6dFLf0UuzSSXFLL8UunRS39Lqg2CVuTiEREREREREREbn4kthTSERERERERERELrLEFIXM7E4z+7OZlZnZ+LjbI9mZWWcze9XMNpvZJjO7P9rfzsyWmdnb0ffL4m6r1GZmzcxsnZktjba7mdmqKPd+bWYt4m6j1GZmxWa20My2mtkWM/tr5VzymdnY6Di50cwWmNklyrlkMrPZZrbPzDZm7Kszxyz4WRTD9WZ2c3wtz29Z4jYtOlauN7N/NbPijOcmRHH7s5ndEU+rBeqOXcZz3zczN7MO0bZyLiGyxc3M7ovybpOZPZaxXzmXEFmOlzea2Uoz+5OZrTazPtF+5VxC5HrtfT6xS0RRyMyaAT8HBgM9gJFm1iPeVslZVAHfd/ceQClwbxSv8cByd+8OLI+2JXnuB7ZkbP8UeNLdrwEOAt+KpVVyLk8Bv3X364AbCDFUziWYmZUA3wVucfdeQDNgBMq5pJoD3HnGvmw5NhjoHn3dDcxopDZKbXOoHbdlQC937w28BUwAiM5VRgA9o/f8c3QOKvGYQ+3YYWadgc8DOzJ2K+eSYw5nxM3MBgLDgBvcvSfweLRfOZcsc6idc48Bk939RuDhaBuUc0mS67V3zrFLRFEI6AOUufs77n4CeJ5wYJEEcvc97r42enyEcHFaQojZ3Ohlc4Evx9NCycbMOgFfAH4ZbRswCFgYvURxSyAzawv0A2YBuPsJdz+Eci4NCoFWZlYIFAF7UM4lkrv/Djhwxu5sOTYMmOfBSqDYzD7VOC2VTHXFzd3/y92ros2VQKfo8TDgeXc/7u7bgDLCOajEIEvOATwJ/AOQOfGpci4hssTtHmCqux+PXrMv2q+cS5AssXOgTfS4LbA7eqycS4jzuPbOOXZJKQqVADsztsujfZJwZtYVuAlYBVzh7nuip/YCV8TULMluOuFE63S03R44lHHyrNxLpm7AfuAZC0P/fmlmrVHOJZq77yLcLd1BKAYdBtagnEuTbDmm85b0uAt4KXqsuCWcmQ0Ddrn7m2c8pdgl27XArdHQ6BVm9lfRfsUt+b4HTDOznYRzlgnRfsUugep57Z1z7JJSFJIUMrNPAC8C33P3DzOf87CsnZa2SxAzGwrsc/c1cbdFclYI3AzMcPebgI84Y6iYci55orHdwwhFvSuB1tQxVELSQTmWPmb2IKHb/XNxt0XOzcyKgB8ShrBIuhQC7QhDWx4AfhP1RpfkuwcY6+6dgbFEvdIleS7mtXdSikK7gM4Z252ifZJQZtac8Ef5nLsvina/V901Lfq+L9v7JRZ9gS+Z2buEIZqDCPPUFEdDW0C5l1TlQLm7r4q2FxKKRMq5ZLsd2Obu+939JLCIkIfKufTIlmM6b0k4M/s7YCjwtehkGRS3pLuaUER/MzpX6QSsNbNPotglXTmwKBqu8jqhR3oHFLc0GE04PwF4gZrhfYpdguR47Z1z7JJSFHoD6G5hRZYWhAnJlsTcJskiqvzPAra4+xMZTy0hHFiIvv9bY7dNsnP3Ce7eyd27EnLsFXf/GvAq8NXoZYpbArn7XmCnmX062nUbsBnlXNLtAErNrCg6blbHTTmXHtlybAnwjWiFj1LgcEYXbomZmd1JGCr9JXevyHhqCTDCzFqaWTfCJJyvx9FGqc3dN7h7R3fvGp2rlAM3R5+ByrlkWwwMBDCza4EWwPso59JgN9A/ejwIeDt6rJxLiPO49s45doVne7KxuHuVmX0HeJmwOstsd98Uc7Mku77A14ENZvanaN8PgamE7qLfArYDfxNT+yQ344DnzewfgXWo22hS3Qc8FxXO3wG+SSjsK+cSyt1XmdlCYC1hCMs6YCbwHyjnEsfMFgADgA5mVg5MIvvn2n8CQwiTplYQ8lFikCVuE4CWwLJoBMtKdx/j7pvM7DeE4mwVcK+7n4qn5VJX7Nw92/FQOZcQWXJuNjDbwlLnJ4DRUQ895VyCZIndt4Gnoh7MxwirVYFyLklyvfbOOXZW06NWRERERERERETyRVKGj4mIiIiIiIiISCNSUUhEREREREREJA+pKCQiIiIiIiIikodUFBIRERERERERyUMqComIiIiIiIiI5CEVhURERERERERE8pCKQiIiIiIiIiIieUhFIRERERERERGRPPR/Ql8c+6/Fbs0AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "logodds pwm score: 10.088002875221322 sum scores: 1.7081883\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "1NHHOOaZ0kaA" + }, + "source": [ + "Let us also visualize some regions that are very strong matches to the log-odds PWM, but which did not have a sufficiently high value for sum_scores and were thus not called as matches at our chosen sum_scores threshold (which was on the stringent sides). It turns out that these regions tend to lack the TAL (CAGATG) motif. Since task 0 is a 1 iff both TAL and GATA motifs are present in the sequence, it makes sense that GATA motifs in the absence of TAL would receive lower importance. This illustrates how looking at the importance scores at motif instances incorporates information about the surrounding context, such as the presence or absence of cofactors." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "logodds pwm score: 9.277075430579645 sum scores: 1.038532\n" - ] }, { - "data": { - "image/png": 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\n", 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" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "HrV4gmd30kaB", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 737 + }, + "outputId": "0d6ade34-1f74-475a-f641-036ab5bb54fa" + }, + "source": [ + "#To compute scores from a simple log-odds pwm scan, we can use the code below\n", + "# Note that because the simulation was generated using a position probability matrix (ppm), the scanning\n", + "# with the log-odds pwm works better than the masked cosine similarity.\n", + "#However, in-vivo TF binding is more complex than what can be characterized by a log-odds pwm - \n", + "# see https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3936734/\n", + "logodds_pwm = modisco.util.get_logodds_pwm(ppm=trimmed_gata[\"sequence\"].fwd,\n", + " background=background, pseudocount=0.001)\n", + "#For simplicity, we will only compute the scores for the forward version of the\n", + "# motif since that was what was used in the simulation.\n", + "fwd_logodds_pwm_scores = modisco.util.compute_pwm_scan(onehot_seq=onehot_seq,\n", + " weightmat=logodds_pwm)\n", + "lower_imp_gata_hit_locations = list(zip(*np.nonzero((fwd_logodds_pwm_scores > 8)\n", + " *(sum_scores < sum_score_thresh))))\n", + "for (seq_idx, hit_pos) in lower_imp_gata_hit_locations[:num_to_viz]:\n", + " print(\"logodds pwm score:\", fwd_logodds_pwm_scores[seq_idx,hit_pos],\n", + " \"sum scores:\", sum_scores[seq_idx, hit_pos])\n", + " viz_sequence.plot_weights(\n", + " imp_scores[seq_idx],\n", + " highlight={'red': [(hit_pos, hit_pos+len(trimmed_gata))]},\n", + " subticks_frequency=20)" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "text": [ + "logodds pwm score: 9.277075430579645 sum scores: 0.8459281\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "logodds pwm score: 10.088002875221322 sum scores: 1.7081883\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "logodds pwm score: 9.277075430579645 sum scores: 1.038532\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + }, + { + "output_type": "stream", + "text": [ + "logodds pwm score: 8.174761766304798 sum scores: 1.4039505\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "logodds pwm score: 8.174761766304798 sum scores: 1.4039505\n" - ] - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "cell_type": "code", + "metadata": { + "colab_type": "code", + "id": "GYkC2dIY0kaF", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 20, + "outputs": [] } - ], - "source": [ - "#To compute scores from a simple log-odds pwm scan, we can use the code below\n", - "# Note that because the simulation was generated using a position probability matrix (ppm), the scanning\n", - "# with the log-odds pwm works better than the masked cosine similarity.\n", - "#However, in-vivo TF binding is more complex than what can be characterized by a log-odds pwm - \n", - "# see https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3936734/\n", - "logodds_pwm = modisco.util.get_logodds_pwm(ppm=trimmed_gata[\"sequence\"].fwd,\n", - " background=background, pseudocount=0.001)\n", - "#For simplicity, we will only compute the scores for the forward version of the\n", - "# motif since that was what was used in the simulation.\n", - "fwd_logodds_pwm_scores = modisco.util.compute_pwm_scan(onehot_seq=onehot_seq,\n", - " weightmat=logodds_pwm)\n", - "lower_imp_gata_hit_locations = list(zip(*np.nonzero((fwd_logodds_pwm_scores > 8)\n", - " *(sum_scores < sum_score_thresh))))\n", - "for (seq_idx, hit_pos) in lower_imp_gata_hit_locations[:num_to_viz]:\n", - " print(\"logodds pwm score:\", fwd_logodds_pwm_scores[seq_idx,hit_pos],\n", - " \"sum scores:\", sum_scores[seq_idx, hit_pos])\n", - " viz_sequence.plot_weights(\n", - " imp_scores[seq_idx],\n", - " highlight={'red': [(hit_pos, hit_pos+len(trimmed_gata))]},\n", - " subticks_frequency=20)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "GYkC2dIY0kaF" - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "colab": { - "include_colab_link": true, - "name": "(On Google Colab) With Hit Scoring TF MoDISco TAL GATA.ipynb", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.6" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} + ] +} \ No newline at end of file