From b5a1a16af5efde6e278e25317fa3d779c67c1475 Mon Sep 17 00:00:00 2001 From: Harry Wang Date: Fri, 27 Jul 2018 15:25:20 -0400 Subject: [PATCH 1/6] added gitignore and requirements file --- README.md | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index ac40941..f4d794e 100644 --- a/README.md +++ b/README.md @@ -7,6 +7,13 @@
+``` +virtualenv -p python3 venv +source venv/bin/activate +pip3 install -r requirements.txt +jupyter notebook +``` + ### If you'd like to use **Tensorflow**, no worries, I made a new **Tensorflow Tutorial** just like PyTorch. Here is the link: [https://github.com/MorvanZhou/Tensorflow-Tutorial](https://github.com/MorvanZhou/Tensorflow-Tutorial) # pyTorch Tutorials @@ -111,4 +118,4 @@ You can watch my [Youtube channel](https://www.youtube.com/channel/UCdyjiB5H8Pu7 Patreon - \ No newline at end of file + From ecb1835728f32268b86dc4d2c0172df60d41afad Mon Sep 17 00:00:00 2001 From: Harry Wang Date: Fri, 3 Aug 2018 20:44:26 -0400 Subject: [PATCH 2/6] added virtualenv and requirements.txt --- .gitignore | 106 +++++++ README.md | 9 +- requirements.txt | 4 + .../201_torch_numpy.ipynb | 266 +++--------------- .../202_variable.ipynb | 69 ++--- .../203_activation.ipynb | 161 +++++++++-- .../301_regression.ipynb | 76 +++-- 7 files changed, 330 insertions(+), 361 deletions(-) create mode 100644 .gitignore create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..3b973cf --- /dev/null +++ b/.gitignore @@ -0,0 +1,106 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +env/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +*.egg-info/ +.installed.cfg +*.egg + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +.hypothesis/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# pyenv +.python-version + +# celery beat schedule file +celerybeat-schedule + +# SageMath parsed files +*.sage.py + +# dotenv +.env + +# virtualenv +.venv +venv/ +ENV/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ + +.DS_Store + +.npy +.pkl diff --git a/README.md b/README.md index f4d794e..a7f6316 100644 --- a/README.md +++ b/README.md @@ -1,11 +1,4 @@ -

- - - -

- - -
+# Run ``` virtualenv -p python3 venv diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..7a4562a --- /dev/null +++ b/requirements.txt @@ -0,0 +1,4 @@ +jupyter==1.0.0 +torch==0.4.1 +numpy==1.15.0 +matplotlib==2.2.2 diff --git a/tutorial-contents-notebooks/201_torch_numpy.ipynb b/tutorial-contents-notebooks/201_torch_numpy.ipynb index ecf445a..11b8b72 100644 --- a/tutorial-contents-notebooks/201_torch_numpy.ipynb +++ b/tutorial-contents-notebooks/201_torch_numpy.ipynb @@ -1,29 +1,19 @@ { "cells": [ { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 1, "metadata": {}, + "outputs": [], "source": [ - "# 201 Torch and Numpy\n", - "\n", + "\"\"\"\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", "Dependencies:\n", - "* torch: 0.1.11\n", - "* numpy\n", - "\n", - "Details about math operation in torch can be found in: http://pytorch.org/docs/torch.html#math-operations\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ + "torch: 0.1.11\n", + "numpy\n", + "\"\"\"\n", "import torch\n", "import numpy as np" ] @@ -37,26 +27,24 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", "numpy array: [[0 1 2]\n", " [3 4 5]] \n", - "torch tensor: \n", - " 0 1 2\n", - " 3 4 5\n", - "[torch.LongTensor of size 2x3]\n", - " \n", + "torch tensor: tensor([[0, 1, 2],\n", + " [3, 4, 5]]) \n", "tensor to array: [[0 1 2]\n", " [3 4 5]]\n" ] } ], "source": [ + "# details about math operation in torch can be found in: http://pytorch.org/docs/torch.html#math-operations\n", + "\n", "# convert numpy to tensor or vise versa\n", "np_data = np.arange(6).reshape((2, 3))\n", "torch_data = torch.from_numpy(np_data)\n", "tensor2array = torch_data.numpy()\n", "print(\n", - " '\\nnumpy array:', np_data, # [[0 1 2], [3 4 5]]\n", + " 'numpy array:', np_data, # [[0 1 2], [3 4 5]]\n", " '\\ntorch tensor:', torch_data, # 0 1 2 \\n 3 4 5 [torch.LongTensor of size 2x3]\n", " '\\ntensor to array:', tensor2array, # [[0 1 2], [3 4 5]]\n", ")" @@ -74,13 +62,7 @@ "\n", "abs \n", "numpy: [1 2 1 2] \n", - "torch: \n", - " 1\n", - " 2\n", - " 1\n", - " 2\n", - "[torch.FloatTensor of size 4]\n", - "\n" + "torch: tensor([1., 2., 1., 2.])\n" ] } ], @@ -99,31 +81,6 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - " 1\n", - " 2\n", - " 1\n", - " 2\n", - "[torch.FloatTensor of size 4]" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tensor.abs()" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, "outputs": [ { "name": "stdout", @@ -132,13 +89,7 @@ "\n", "sin \n", "numpy: [-0.84147098 -0.90929743 0.84147098 0.90929743] \n", - "torch: \n", - "-0.8415\n", - "-0.9093\n", - " 0.8415\n", - " 0.9093\n", - "[torch.FloatTensor of size 4]\n", - "\n" + "torch: tensor([-0.8415, -0.9093, 0.8415, 0.9093])\n" ] } ], @@ -153,57 +104,7 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - " 0.2689\n", - " 0.1192\n", - " 0.7311\n", - " 0.8808\n", - "[torch.FloatTensor of size 4]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tensor.sigmoid()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - " 0.3679\n", - " 0.1353\n", - " 2.7183\n", - " 7.3891\n", - "[torch.FloatTensor of size 4]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tensor.exp()" - ] - }, - { - "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -213,7 +114,7 @@ "\n", "mean \n", "numpy: 0.0 \n", - "torch: 0.0\n" + "torch: tensor(0.)\n" ] } ], @@ -228,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -239,11 +140,19 @@ "matrix multiplication (matmul) \n", "numpy: [[ 7 10]\n", " [15 22]] \n", - "torch: \n", - " 7 10\n", - " 15 22\n", - "[torch.FloatTensor of size 2x2]\n", - "\n" + "torch: tensor([[ 7., 10.],\n", + " [15., 22.]])\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "dot: Expected 1-D argument self, but got 2-D", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m'\\nmatrix multiplication (dot)'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;34m'\\nnumpy: '\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;31m# [[7, 10], [15, 22]]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0;34m'\\ntorch: '\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtensor\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtensor\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# this will convert tensor to [1,2,3,4], you'll get 30.0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 17\u001b[0m )\n", + "\u001b[0;31mRuntimeError\u001b[0m: dot: Expected 1-D argument self, but got 2-D" ] } ], @@ -251,128 +160,21 @@ "# matrix multiplication\n", "data = [[1,2], [3,4]]\n", "tensor = torch.FloatTensor(data) # 32-bit floating point\n", + "\n", "# correct method\n", "print(\n", " '\\nmatrix multiplication (matmul)',\n", " '\\nnumpy: ', np.matmul(data, data), # [[7, 10], [15, 22]]\n", " '\\ntorch: ', torch.mm(tensor, tensor) # [[7, 10], [15, 22]]\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "matrix multiplication (dot) \n", - "numpy: [[ 7 10]\n", - " [15 22]] \n", - "torch: 30.0\n" - ] - } - ], - "source": [ + ")\n", "# incorrect method\n", "data = np.array(data)\n", - "tensor = torch.Tensor([1,2,3,4]\n", "print(\n", " '\\nmatrix multiplication (dot)',\n", " '\\nnumpy: ', data.dot(data), # [[7, 10], [15, 22]]\n", - " '\\ntorch: ', torch.dot(tensor.dot(tensor) # 30.0. Beware that torch.dot does not broadcast, only works for 1-dimensional tensor\n", + " '\\ntorch: ', tensor.dot(tensor) # this will convert tensor to [1,2,3,4], you'll get 30.0\n", ")" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note that:\n", - "\n", - "torch.dot(tensor1, tensor2) → float\n", - "\n", - "Computes the dot product (inner product) of two tensors. Both tensors are treated as 1-D vectors." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - " 7 10\n", - " 15 22\n", - "[torch.FloatTensor of size 2x2]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tensor.mm(tensor)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\n", - " 1 4\n", - " 9 16\n", - "[torch.FloatTensor of size 2x2]" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tensor * tensor" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "30.0" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "torch.dot(torch.Tensor([2, 3]), torch.Tensor([2, 1])) -7.0" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] } ], "metadata": { @@ -391,7 +193,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/202_variable.ipynb b/tutorial-contents-notebooks/202_variable.ipynb index 8184fc7..c964929 100644 --- a/tutorial-contents-notebooks/202_variable.ipynb +++ b/tutorial-contents-notebooks/202_variable.ipynb @@ -9,9 +9,6 @@ "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "\n", "Variable in torch is to build a computational graph,\n", "but this graph is dynamic compared with a static graph in Tensorflow or Theano.\n", "So torch does not have placeholder, torch can just pass variable to the computational graph.\n" @@ -20,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -38,16 +33,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 1 2\n", - " 3 4\n", - "[torch.FloatTensor of size 2x2]\n", - "\n", - "Variable containing:\n", - " 1 2\n", - " 3 4\n", - "[torch.FloatTensor of size 2x2]\n", - "\n" + "tensor([[1., 2.],\n", + " [3., 4.]])\n", + "tensor([[1., 2.],\n", + " [3., 4.]], requires_grad=True)\n" ] } ], @@ -77,11 +66,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "7.5\n", - "Variable containing:\n", - " 7.5000\n", - "[torch.FloatTensor of size 1]\n", - "\n" + "tensor(7.5000)\n", + "tensor(7.5000, grad_fn=)\n" ] } ], @@ -95,9 +81,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "v_out.backward() # backpropagation from v_out" @@ -124,10 +108,8 @@ { "data": { "text/plain": [ - "Variable containing:\n", - " 0.5000 1.0000\n", - " 1.5000 2.0000\n", - "[torch.FloatTensor of size 2x2]" + "tensor([[0.5000, 1.0000],\n", + " [1.5000, 2.0000]])" ] }, "execution_count": 5, @@ -147,10 +129,8 @@ { "data": { "text/plain": [ - "Variable containing:\n", - " 1 2\n", - " 3 4\n", - "[torch.FloatTensor of size 2x2]" + "tensor([[1., 2.],\n", + " [3., 4.]], requires_grad=True)" ] }, "execution_count": 6, @@ -170,10 +150,8 @@ { "data": { "text/plain": [ - "\n", - " 1 2\n", - " 3 4\n", - "[torch.FloatTensor of size 2x2]" + "tensor([[1., 2.],\n", + " [3., 4.]])" ] }, "execution_count": 7, @@ -193,8 +171,8 @@ { "data": { "text/plain": [ - "array([[ 1., 2.],\n", - " [ 3., 4.]], dtype=float32)" + "array([[1., 2.],\n", + " [3., 4.]], dtype=float32)" ] }, "execution_count": 8, @@ -227,7 +205,7 @@ { "data": { "text/plain": [ - "torch.autograd.variable.Variable" + "torch.Tensor" ] }, "execution_count": 9, @@ -247,7 +225,7 @@ { "data": { "text/plain": [ - "torch.FloatTensor" + "torch.Tensor" ] }, "execution_count": 10, @@ -258,15 +236,6 @@ "source": [ "type(v_out.data)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] } ], "metadata": { @@ -285,7 +254,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/203_activation.ipynb b/tutorial-contents-notebooks/203_activation.ipynb index a53772b..4eefcf5 100644 --- a/tutorial-contents-notebooks/203_activation.ipynb +++ b/tutorial-contents-notebooks/203_activation.ipynb @@ -7,19 +7,13 @@ "# 203 Activation\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib\n" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -39,11 +33,44 @@ "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([-5.0000, -4.9497, -4.8995, -4.8492, -4.7990, -4.7487, -4.6985, -4.6482,\n", + " -4.5980, -4.5477, -4.4975, -4.4472, -4.3970, -4.3467, -4.2965, -4.2462,\n", + " -4.1960, -4.1457, -4.0955, -4.0452, -3.9950, -3.9447, -3.8945, -3.8442,\n", + " -3.7940, -3.7437, -3.6935, -3.6432, -3.5930, -3.5427, -3.4925, -3.4422,\n", + " -3.3920, -3.3417, -3.2915, -3.2412, -3.1910, -3.1407, -3.0905, -3.0402,\n", + " -2.9899, -2.9397, -2.8894, -2.8392, -2.7889, -2.7387, -2.6884, -2.6382,\n", + " -2.5879, -2.5377, -2.4874, -2.4372, -2.3869, -2.3367, -2.2864, -2.2362,\n", + " -2.1859, -2.1357, -2.0854, -2.0352, -1.9849, -1.9347, -1.8844, -1.8342,\n", + " -1.7839, -1.7337, -1.6834, -1.6332, -1.5829, -1.5327, -1.4824, -1.4322,\n", + " -1.3819, -1.3317, -1.2814, -1.2312, -1.1809, -1.1307, -1.0804, -1.0302,\n", + " -0.9799, -0.9296, -0.8794, -0.8291, -0.7789, -0.7286, -0.6784, -0.6281,\n", + " -0.5779, -0.5276, -0.4774, -0.4271, -0.3769, -0.3266, -0.2764, -0.2261,\n", + " -0.1759, -0.1256, -0.0754, -0.0251, 0.0251, 0.0754, 0.1256, 0.1759,\n", + " 0.2261, 0.2764, 0.3266, 0.3769, 0.4271, 0.4774, 0.5276, 0.5779,\n", + " 0.6281, 0.6784, 0.7286, 0.7789, 0.8291, 0.8794, 0.9296, 0.9799,\n", + " 1.0302, 1.0804, 1.1307, 1.1809, 1.2312, 1.2814, 1.3317, 1.3819,\n", + " 1.4322, 1.4824, 1.5327, 1.5829, 1.6332, 1.6834, 1.7337, 1.7839,\n", + " 1.8342, 1.8844, 1.9347, 1.9849, 2.0352, 2.0854, 2.1357, 2.1859,\n", + " 2.2362, 2.2864, 2.3367, 2.3869, 2.4372, 2.4874, 2.5377, 2.5879,\n", + " 2.6382, 2.6884, 2.7387, 2.7889, 2.8392, 2.8894, 2.9397, 2.9899,\n", + " 3.0402, 3.0905, 3.1407, 3.1910, 3.2412, 3.2915, 3.3417, 3.3920,\n", + " 3.4422, 3.4925, 3.5427, 3.5930, 3.6432, 3.6935, 3.7437, 3.7940,\n", + " 3.8442, 3.8945, 3.9447, 3.9950, 4.0452, 4.0955, 4.1457, 4.1960,\n", + " 4.2462, 4.2965, 4.3467, 4.3970, 4.4472, 4.4975, 4.5477, 4.5980,\n", + " 4.6482, 4.6985, 4.7487, 4.7990, 4.8492, 4.8995, 4.9497, 5.0000])\n" + ] + } + ], "source": [ "x = torch.linspace(-5, 5, 200) # x data (tensor), shape=(200, 1)\n", "x = Variable(x)\n", - "x_np = x.data.numpy() # numpy array for plotting" + "x_np = x.data.numpy() # numpy array for plotting\n", + "print(x)" ] }, { @@ -56,19 +83,94 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "relu:\n", + " [0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0. 0.\n", + " 0. 0. 0. 0. 0.0251255 0.07537699\n", + " 0.125628 0.17587948 0.22613049 0.27638197 0.32663298 0.37688446\n", + " 0.42713594 0.47738695 0.52763844 0.57788944 0.6281409 0.67839193\n", + " 0.7286434 0.7788944 0.8291459 0.8793969 0.9296484 0.9798994\n", + " 1.0301509 1.0804019 1.1306534 1.1809044 1.2311559 1.2814069\n", + " 1.3316584 1.3819094 1.4321609 1.4824123 1.5326633 1.5829148\n", + " 1.6331658 1.6834173 1.7336683 1.7839198 1.8341708 1.8844223\n", + " 1.9346733 1.9849248 2.0351758 2.0854273 2.1356783 2.1859298\n", + " 2.2361808 2.2864323 2.3366833 2.3869348 2.4371858 2.4874372\n", + " 2.5376887 2.5879397 2.6381912 2.6884422 2.7386937 2.7889447\n", + " 2.8391962 2.8894472 2.9396987 2.9899497 3.0402012 3.0904522\n", + " 3.1407032 3.1909552 3.2412062 3.2914572 3.3417082 3.3919601\n", + " 3.4422112 3.4924622 3.5427132 3.5929651 3.6432161 3.6934671\n", + " 3.743719 3.79397 3.844221 3.8944721 3.944724 3.994975\n", + " 4.045226 4.095477 4.145729 4.19598 4.246231 4.296482\n", + " 4.346734 4.396985 4.447236 4.497487 4.547739 4.59799\n", + " 4.648241 4.698493 4.748744 4.798995 4.849246 4.899498\n", + " 4.949749 5. ] \n", + "sigmoid:\n", + " [0.00669285 0.00703534 0.00739523 0.00777338 0.00817071 0.00858818\n", + " 0.00902677 0.00948756 0.00997163 0.01048013 0.01101428 0.01157533\n", + " 0.01216461 0.01278351 0.01343345 0.01411598 0.01483266 0.01558516\n", + " 0.01637518 0.01720457 0.01807518 0.018989 0.01994809 0.02095457\n", + " 0.0220107 0.02311881 0.02428131 0.02550074 0.02677974 0.02812103\n", + " 0.02952747 0.03100199 0.03254769 0.03416773 0.03586542 0.03764417\n", + " 0.03950754 0.04145915 0.04350282 0.04564242 0.04788198 0.05022566\n", + " 0.0526777 0.05524249 0.05792452 0.06072839 0.06365881 0.06672059\n", + " 0.06991864 0.07325795 0.07674359 0.08038068 0.08417442 0.08813007\n", + " 0.09225291 0.09654816 0.10102116 0.10567714 0.11052132 0.11555889\n", + " 0.12079486 0.12623422 0.13188177 0.13774216 0.14381982 0.15011896\n", + " 0.15664352 0.16339715 0.1703831 0.17760433 0.18506336 0.19276223\n", + " 0.20070249 0.20888518 0.2173108 0.22597924 0.23488964 0.24404058\n", + " 0.25342998 0.2630549 0.27291176 0.28299606 0.29330277 0.3038257\n", + " 0.3145582 0.3254925 0.33662033 0.34793234 0.3594184 0.37106797\n", + " 0.38286936 0.39481056 0.40687853 0.4190601 0.43134102 0.44370702\n", + " 0.4561431 0.46863422 0.4811647 0.49371895 0.506281 0.5188353\n", + " 0.53136575 0.54385686 0.55629295 0.568659 0.5809399 0.59312147\n", + " 0.60518956 0.6171307 0.6289322 0.6405816 0.6520678 0.66337967\n", + " 0.6745075 0.6854418 0.6961743 0.7066972 0.71700394 0.7270883\n", + " 0.7369451 0.74657005 0.7559594 0.7651104 0.7740208 0.78268915\n", + " 0.7911148 0.7992975 0.80723774 0.8149367 0.8223956 0.82961696\n", + " 0.83660287 0.8433565 0.84988105 0.8561802 0.86225784 0.8681183\n", + " 0.8737658 0.87920517 0.8844411 0.88947874 0.8943229 0.8989788\n", + " 0.9034518 0.9077471 0.91186994 0.9158256 0.91961926 0.9232564\n", + " 0.9267421 0.9300813 0.9332794 0.9363412 0.9392717 0.94207555\n", + " 0.9447575 0.9473223 0.9497743 0.952118 0.9543576 0.95649713\n", + " 0.95854086 0.9604925 0.9623558 0.9641346 0.9658323 0.96745235\n", + " 0.968998 0.9704725 0.97187895 0.9732203 0.9744992 0.97571874\n", + " 0.9768812 0.97798926 0.9790454 0.9800519 0.981011 0.9819248\n", + " 0.9827954 0.9836248 0.9844148 0.9851673 0.985884 0.9865666\n", + " 0.98721653 0.98783535 0.98842466 0.9889858 0.98951983 0.9900283\n", + " 0.99051243 0.99097323 0.9914118 0.9918292 0.9922266 0.99260473\n", + " 0.9929646 0.9933072 ]\n" + ] + } + ], "source": [ - "y_relu = F.relu(x).data.numpy()\n", - "y_sigmoid = F.sigmoid(x).data.numpy()\n", - "y_tanh = F.tanh(x).data.numpy()\n", + "y_relu = torch.relu(x).data.numpy()\n", + "y_sigmoid = torch.sigmoid(x).data.numpy()\n", + "y_tanh = torch.tanh(x).data.numpy()\n", "y_softplus = F.softplus(x).data.numpy()\n", - "\n", "# y_softmax = F.softmax(x)\n", "# softmax is a special kind of activation function, it is about probability\n", - "# and will make the sum as 1." + "# and will make the sum as 1.\n", + "print('relu:\\n', y_relu, '\\nsigmoid:\\n', y_sigmoid)" ] }, { @@ -80,25 +182,30 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: 'plt.subplot(221)': subplot grid parameters encoded as a single integer. For example, \"111\" means \"1x1 grid, first subplot\" and \"234\" means \"2x3 grid, 4th subplot\"." + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe8AAAFpCAYAAAC1YKAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n1jJu3mZmZi3zH58alggIp0WVAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAe8AAAFpCAYAAAC1YKAIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XmcjvX+x/HXB1Njl61kbP2ijUhDTjqn0mmTaC+lOCltTqtOWrWe03bapaQiydKCSVokCifZkiyJigyVLbKbMd/fH99bBjNmu+e67uX9fDzux9zLNXN9xsN1fea7fb7mnENERETiR5mwAxAREZGiUfIWERGJM0reIiIicUbJW0REJM4oeYuIiMQZJW8REZE4E2jyNrMlZvatmc02sxlBnltECmZmr5nZSjObm8/nl5nZnMh1/D8zax50jCISTsv7ZOdcC+dcegjnFpF9GwicsY/PfwJOdM41Ax4C+gcRlIjsrlzYAYhI7HDOfWFmDffx+f9yvZwKpJV2TCKyt6Bb3g74xMxmmlmPgM8tItHVHfgw7CBEklHQLe8TnHPLzaw2MM7MvnPOfbHzw0hC7wFQsWLFYw8//PCAwxOJEb/9BpmZUK8e1K69z0Nnzpy52jlXK6DIADCzk/HJ+4R9HKPrWaSICns9W1i1zc3sfmCjc+7JvD5PT093M2ZoTpskoalT4a9/hbPPhnffBbN9Hm5mM6M5hyTSbT7GOdc0n8+PBkYCZzrnvi/Mz9T1LFI4hb2eA+s2N7OKZlZ553PgNCDPGa0iSev33+GSSyAtDV59tcDEHTQzqw+8B1xe2MQtItEXZLf5gcBI8zejcsBbzrmPAjy/SGxzDv7xD1i+HCZPhgMOCDwEMxsKnATUNLNMoA+Q4sNzLwH3ATWAFyPXcrZWjogEL7Dk7Zz7EdCaUJH8PPccjB4N//0vHHdcKCE45zoX8PlVwFUBhSMi+YirpWJZWVlkZmaydevWsEOJutTUVNLS0khJSQk7FAnD9Olw++1+nPuWW8KOJhCJfD1Hk+4Nkpe4St6ZmZlUrlyZhg0bYjE2FlgSzjnWrFlDZmYmjRo1CjscCdq6dXDxxXDQQTBwYMyNc5eWRL2eo0n3BslPXNU237p1KzVq1Ei4C93MqFGjhlogycg5uOoq+PlnGDYMqlcPO6LAJOr1HE26N0h+4qrlDSTshZ6ov5cU4MUX/XKwxx+H448PO5rA6f99wfRvJHmJq5Z3PDnppJPQulbZp1mz4NZboX17uO22sKORiKuuuor58+eX6jnat2/PunXr9nr//vvv58kn8yx9IbKbuGt5xxLnHM45ypTR30BSRH/8ARddBLVqwaBBoP9DMWPAgAGlfo6xY8eW+jkksemOUURLlizhsMMO44orrqBp06YMHjyYv/zlL7Rs2ZILL7yQjRs37vU9lSpV+vP5O++8Q7du3QKMWGKOc3D11bBkiR/nrlkz7IiS1qZNmzjrrLNo3rw5TZs2Zfjw4bv1mr366qs0adKE1q1bc/XVV9OzZ08AunXrxnXXXUebNm045JBDmDhxIldeeSVHHHHEbtf30KFDadasGU2bNuWOO+748/2GDRuyevVqAB555BGaNGnCCSecwMKFC4P75SWuxW/L++abYfbs6P7MFi3gmWcKPGzRokUMGjSIQw89lPPOO49PP/2UihUr8thjj/HUU09x3333RTcuSSwvvwwjRsC//w0n5FsaPLmEdD1/9NFHHHzwwXzwwQcArF+/nn79+gGwYsUKHnroIWbNmkXlypVp164dzZvvKlXx+++/8+WXX5KRkUHHjh2ZMmUKAwYMoFWrVsyePZvatWtzxx13MHPmTA444ABOO+00Ro0axTnnnPPnz5g5cybDhg1j9uzZZGdn07JlS4499tjo/jtIQlLLuxgaNGhAmzZtmDp1KvPnz6dt27a0aNGCQYMGsXTp0rDDk1g2e7ZPVKefDrlaYhKOZs2aMW7cOO644w4mTZpE1apV//xs2rRpnHjiiVSvXp2UlBQuvPDC3b737LPPxsxo1qwZBx54IM2aNaNMmTIcddRRLFmyhOnTp3PSSSdRq1YtypUrx2WXXcYXX3yx28+YNGkS5557LhUqVKBKlSp07NgxkN9b4l/8trwL0UIuLRUrVgT8mPepp57K0KFD93l87tmiWvKRxDZs8OPc1avDG29onDu3kK7nJk2aMGvWLMaOHcs999zDKaecUujv3X///QEoU6bMn893vs7OzlZRFSlVunuUQJs2bZgyZQqLFy8G/PjZ99/vvVfDgQceyIIFC8jJyWHkyJFBhymxwDm49lr44QcYOrTAbT4lGCtWrKBChQp06dKF22+/nVmzZv35WatWrfj888/5/fffyc7O5t133y3Sz27dujWff/45q1evZseOHQwdOpQTTzxxt2P+9re/MWrUKLZs2cKGDRt4//33o/J7SeKL35Z3DKhVqxYDBw6kc+fObNu2DYCHH36YJk2a7Hbco48+SocOHahVqxbp6el5TmqTBPfqq/DWW/DQQ7DHDVzC8+2333L77bdTpkwZUlJS6NevH7169QKgbt263HXXXbRu3Zrq1atz+OGH79atXpA6derw6KOPcvLJJ+Oc46yzzqJTp067HdOyZUsuvvhimjdvTu3atWnVqlVUfz9JXKHt512QvPb/XbBgAUcccURIEZW+RP/9kta330Lr1n5y2kcfQdmyUf3x0dzP28xeAzoAK/Paz9v8GNCzQHtgM9DNOTdrz+P2FK/X88aNG6lUqRLZ2dmce+65XHnllZx77rmBxxEP/1YSHTG3n7dIUtq4ES68EKpVgzffjHriLgUDgTP28fmZQOPIowfQL4CYQnP//ffTokULmjZtSqNGjXabKS4SJnWbi5QW5+D66+H77+HTT+HAA8OOqEDOuS/MrOE+DukEvOF8l91UM6tmZnWcc78EEmDAVO1MYpWSt0hpGTgQBg+GPn2gXbuwo4mWusCyXK8zI+8lZPIWKZacHNi8GTZt2vXYuBEOOSRqf8QHnrzNrCwwA1junOtQ1O93ziVkof5YnXsgxTRvHtxwA5x8Mtx7b9jRhMLMeuC71qlfv36exyTq9RxNujeEbONG+O03+PVX/3Xn4/ff/Xa+69f7r7mfr1/ve9729PrrEKUKm2G0vG8CFgBVivqNqamprFmzJuG2Edy5Z29qamrYoUg0bNrk13NXrgxDhsTDOHdRLAfq5XqdFnlvL865/kB/8BPW9vw8Ua/naNK9IQDr1sGCBfDTT7B0qS9bvGSJf75smW9B56VqVT+XZefXBg12f125MlSsuPvj6KOjFnagydvM0oCzgEeAW4v6/WlpaWRmZrJq1aqoxxa21NRU0tLSwg5DouGf//Q3g48/hjp1wo4m2jKAnmY2DDgOWF/c8e5Evp6jSfeGKNm61Vc4/OYbmD/fP+bNg1/2+O9bqxY0bOgTbfv2cNBB/nHggbsetWpBuXBHnYM++zPAv4DKeX1YUDdbSkoKjRo1Ks34REpm8GDfNXbPPXDqqWFHU2RmNhQ4CahpZplAHyAFwDn3EjAWv0xsMX6p2D+Key5dz1Kqli2DiRPhq6/845tvICvLf1axIhx5JJx2mv965JHwf/8H9ev7z+JAYMnbzHauHZ1pZifldUxB3WwiMe277+C66+Bvf/OT1OKQc65zAZ874IaAwhEpvD/+gAkTYNw4v7pj5w5tlSpBejrcequvt9CypU/ScV6eOMiWd1ugo5m1B1KBKmb2pnOuS4AxiJSOzZv9eu7y5X0ltZC71ESSwtq1MHo0vPOOT9pZWVChgq9i2KMHnHIKNG2aaPNOgACTt3PuTuBOgEjLu5cStySMm26CuXPhww+hbt2woxFJXFlZ8MEHMGCAn1eSne3HqG+8Ec4+G/7yF9hvv7CjLHVqHoiU1Ftv+RtJ795wxr6Kk4lIsS1ZAv36waBBfqnWwQfDbbf5Hq+WLSHJViyEkrydcxOBiWGcWySqvv8errkG2rb1m46ISHTNng1PPAHDh/vXHTrAVVf5P5STeHgqeX9zkZLautWv595vP7/NZxLfSESibuZMuPtu3zVeqZIfmrr5ZqhXr+DvTQK624gU1y23+OUnY8bohiISLT/95JP20KFQowb8+99w7bVwwAFhRxZTlLxFimPECHjpJejVC846K+xoROLfxo1w//3w3HO+F+vuu+H2233FMtmLkrdIUS1e7Mfc2rTxrQIRKZmxY32NhJ9/hu7d4cEH/YQ0yZeSt0hRbNsGF1/sWwbDh0NKStgRicSvlSv9Eq/hw32Vs8mT/eRPKZCSt0hR9OoFs2b5whD57JQlIoXw0UfQtavfGOShh+Bf/0qK9dnRouQtUljvvAMvvOAnqnXsGHY0IvFp2zZfE+GZZ3z1s/Hj/VcpEiVvkcL48Uc/Fte6NTz6aNjRiMSnFSvg/PNh6lS/+95jj/mSwlJkSt4iBdk5zm0Gw4apa0+kOKZMgQsugA0b4O23/XMptvjeVkUkCHfcATNm+K0+k2ALSzM7w8wWmtliM+udx+f1zWyCmX1tZnMimw2J5G/IEDj5ZL/d5tSpStxRoOQtsi+jRsGzz/ouvnPPDTuaUmdmZYG+wJnAkUBnMztyj8PuAUY4544BLgFeDDZKiRvOwX/+A126wPHHw/TpGt+OEiVvkfwsWQL/+Acce6yvrZwcWgOLnXM/Oue2A8OATnsc44AqkedVgRUBxifxIicHevaEu+6Czp19mVNVSYsaJW+RvGzfDpdc4m9AI0bA/vuHHVFQ6gLLcr3OjLyX2/1AFzPLBMYC/8zrB5lZDzObYWYzVq1aVRqxSqzascNP8HzxRb+88s03k+kaCoSSt0he7roLvvoKXn0VDjkk7GhiTWdgoHMuDWgPDDazve4lzrn+zrl051x6rVq1Ag9SQpKd7ddvDxwIffrA449DGaWaaNNsc5E9vf8+/Pe/cP31yTixZjmQe5eVtMh7uXUHzgBwzn1pZqlATWBlIBFK7MrKgssv9xXTHnnE/xEspUJ/Donk9vPPvtXQooVP4MlnOtDYzBqZ2X74CWkZexzzM3AKgJkdAaQC6hdPdjt27ErcTzyhxF3KAkveZpZqZtPM7Bszm2dmDwR1bpFCycry49xZWX6cOzU17IgC55zLBnoCHwML8LPK55nZg2a2s6zcbcDVZvYNMBTo5pxz4UQsMcE5Pzlt+HDfTd6rV9gRJbwgu823Ae2ccxvNLAWYbGYfOuemBhiDSP7uuQe+/NLvI9y4cdjRhMY5NxY/ES33e/flej4f0O4RskufPn6L3H/9y2/jKaUusOQd+ct8Y+RlSuShv9YlNowd61sMPXr41reIFM6zz/qNRbp3V+ngAAU65m1mZc1sNn5iyzjn3Fd7fK6lJRK8zEy44go4+mi/WYKIFM6IEXDzzb6A0Usv+RLCEohAk7dzbodzrgV+BmtrM2u6x+daWiLBys72BSS2bvU3Im2SIFI406b5yZ3HHw9vveX3uJfAhDLb3Dm3DphAZLmJSGj69IHJk+Hll+Gww8KORiQ+LFsGnTrBQQfByJFJObkzbEHONq9lZtUiz8sDpwLfBXV+kb188omvu9y9O1x2WdjRiMSHjRv9fvabNsGYMVC7dtgRJaUg+znqAIMiGx+UwS9BGRPg+UV2WbHCb5Zw1FHw3HNhRyMSH3Jy/FruOXN84j7qqLAjSlpBzjafAxwT1PlE8pWdDZde6lsOI0ZAhQphRyQSH/7zH7/T3tNPw5lnhh1NUtMMA0k+Dz4In3/uay8fcUTY0YjEh08+gXvv9X/43nRT2NEkPZVHleTy6afw8MN+lmzXrmFHIxIfli71qzKOOgr699eSsBig5C3J49df/Tj34YdD375hRyMSH7Zu9Rv0ZGfDe+9BxYphRySo21ySxY4dfkb5H3/41rduQCKFc8stMGOGH+tO4rLBsUbJW5LDI4/AZ5/5/bmbNi34eBHxCfull3y98k6dwo5GclG3uSS+iRPhgQd8l/k//hF2NDHPzM4ws4VmttjMeudzzEVmNj+yQ+BbQccoAVixAq66Clq29PNEJKao5S2JbeVKPzu2cWPo108TbQoQqcPQF19EKROYbmYZkZ3Edh7TGLgTaOuc+93MVKUj0eTkQLdusHmzL326335hRyR7UPKWxJWT41vbv/8OH30ElSqFHVE8aA0sds79CGBmw4BOwPxcx1wN9HXO/Q7gnFsZeJRSup59FsaNU9ngGKZuc0lc//mPvwE9+6zfMUwKoy6wLNfrzMh7uTUBmpjZFDObamZ57lGgXQLj1DffQO/efoz76qvDjkbyoeQtiemLL+C++/ze3LoBRVs5oDFwEtAZeGXnvgW5aZfAOLRlix9mql4dBgzQMFMMU7e5JJ5Vq3xBiUMO8d1+ugEVxXKgXq7XaZH3cssEvnLOZQE/mdn3+GQ+PZgQpdT8618wfz58/DHUrBl2NLIPanlLYsnJgSuugDVrfN3yKlXCjijeTAcam1kjM9sPuATI2OOYUfhWN2ZWE9+N/mOQQUopGDsWXnjBr+s+7bSwo5ECKHlLYnniCT857emn4Rjtg1NUzrlsoCfwMbAAv/vfPDN70Mw6Rg77GFhjZvOBCcDtzrk14UQsUfHbb34Z5dFHw7//HXY0UgjqNpfEMWUK3H03XHghXHtt2NHELefcWGDsHu/dl+u5A26NPCTeOQdXXumrD372GaSmhh2RFIKStySGNWv85LQGDeCVVzTOLVJYL77ou8yff177c8eRwLrNzayemU3IVZVJe8pJdOTk+B3CVq7049xVq4YdkUh8mDcPevWC9u3hhhvCjkaKIMiWdzZwm3NulplVBmaa2bjclZtEiuWpp+CDD+C55+DYY8OORiQ+bNvml4VVrgyvvabeqjgTWPJ2zv0C/BJ5vsHMFuCLPyh5S/FNnQp33gnnnQc9e4YdjUj8uPNOmDMHxoyBAw8MOxopolBmm5tZQ+AY4Kswzi8JYu1auPhiSEvzu4Wp5SBSOJ984ldk3HADnHVW2NFIMQQ+Yc3MKgHvAjc75/7Y47MeQA+A+vXrBx2axBPn/NKWX36ByZOh2l4FvkQkL6tX+zkiRxzhl1ZKXAq05W1mKfjEPcQ5996en6ucohTas89CRgY8/ji0bh12NCLxwTm/zefatTB0KJQvH3ZEUkyBtbzNzIBXgQXOuaeCOq8koOnTfRnHTp3gJi1aECm0V16B0aP9JM/mzcOORkogyJZ3W+ByoJ2ZzY482gd4fkkE69bBRRdBnTqaIStSFN99BzffDKeeqj96E0CQs80nA7rTSvE5B927Q2YmTJrkdz4SkYJt3w6XXQYVKsDAgVBGlbHjnSqsSfzo2xfee89PsmnTJuxoROLHfffBrFkwciQcfHDY0UgU6M8viQ8zZ8Jtt/llLbeqpLZIoU2Y4Cd29ugB55wTdjQSJUreEvvWr/fj3LVrw6BB6vIrZWZ2hpktNLPFZtZ7H8edb2bOzNKDjE+KYPVq6NIFGjf2k9QkYajbXGKbc3D11bB0KXz+OdSoEXZECc3MygJ9gVOBTGC6mWXsWcY4UuL4JlRoKXbtnCOyerWvolaxYtgRSRSpCSOx7aWX4O234ZFHoG3bsKNJBq2Bxc65H51z24FhQKc8jnsIeAzYGmRwUgQvvrirFoL2tk84St4Su2bPhltugTPPhNtvDzuaZFEXWJbrdWbkvT+ZWUugnnPug339IDPrYWYzzGzGqlWroh+p5G/OnF1zRG68MexopBQoeUts2rDBj3PXqKFx7hhiZmWAp4DbCjpWFRNDsnmz39v+gAPg9ddVCyFBacxbYo9zcM018MMPfqasbvxBWg7Uy/U6LfLeTpWBpsBEXzSRg4AMM+vonJsRWJSSv1tu8QVZxo3TtZPA1JyR2DNggK+7/OCD8Le/hR1NspkONDazRma2H3AJkLHzQ+fceudcTedcQ+dcQ2AqoMQdK956C/r39+WDTzkl7GikFCl5S2yZM8eP0Z16qt9vWALlnMsGegIfAwuAEc65eWb2oJl1DDc62af58/1a7hNOgIceCjsaKWXqNpfYsXGjH+euVg0GD9Y4d0icc2OBsXu8d18+x54URExSgI0b4YIL/HKw4cMhJSXsiKSUKXlLbHAOrrsOFi2CTz+FAw8MOyKR+LCzFsLChf7aUfnTpKDkLbHh9dfhzTfhgQfg5JPDjkYkfvTtC8OG+VoIunaShvolJXzz5kHPntCuHdx9d9jRiMSPiRP97PIOHaB3vpVsJQEpeUu4Nm2CCy+EKlVgyBAoWzbsiETiw48/+nHuxo19r5XmiCQVdZtLuHr23LUm9aCDwo5GJD5s2ACdOkFOji+BWrVq2BFJwAL7U83MXjOzlWY2N6hzSox74w0YOBDuuUdrUkUKKyfH7xS2YAGMGAGHHhp2RBKCIPtZBgJnBHg+iWULFvjZ5SeeCH36hB2NSPy44w7f2n76afj738OORkISWPJ2zn0BrA3qfBLDNm/267krVvQVoTTOLVI4Tz8NTz4JN9zgh5wkacXUmLeZ9QB6ANSvXz/kaKTU3HgjzJ0LH32kNakihTV0KNx6K5x/Pjz7rDYcSXIxNT1RuxAlgSFD4NVX4a674PTTw45GJD58+il07epr/b/5pnqrJLaStyS4hQv9bmF//asvxiIiBZs2Dc49Fw47DEaPhtTUsCOSGKDkLcHYssWPc6em+nHucjE1YiMSm6ZN85v01K7th5mqVQs7IokRQS4VGwp8CRxmZplm1j2oc0sMuOUWv2PY4MGQlhZ2NLIPZnaGmS00s8VmtlfZLjO71czmm9kcMxtvZg3CiDPhTZ8Op50GNWv6Smp164YdkcSQwJo/zrnOQZ1LYszw4fDyy36P4TPPDDsa2QczKwv0BU4FMoHpZpbhnJuf67CvgXTn3GYzuw54HLg4+GgT2PTpvsVdvTpMmAD16oUdkcQYdZtL6Vq82O94dPzx8PDDYUcjBWsNLHbO/eic2w4MAzrlPsA5N8E5tznyciqgrpRo+vxzv367enXf4tbKG8mDkreUnq1b/Th3uXJ+mYv2GI4HdYFluV5nRt7LT3fgw1KNKJm8955fhVG3rk/iStySD80aktLTqxd8/bWvBqWbUMIxsy5AOnBiPp+rbkNR9OvnC68cdxyMGeNb3iL5UMtbSsc77/h9hm+9Fc4+O+xopPCWA7kHWNMi7+3GzP4O3A10dM5ty+sHqW5DIWVl+Ypp118P7dv7Nd1K3FIAJW+Jvh9+gO7dfQviP/8JOxopmulAYzNrZGb7AZcAGbkPMLNjgJfxiXtlCDEmjjVrfDf5iy/6nqpRo6BChbCjkjigbnOJrm3b4OKL/d7Cw4bBfvuFHZEUgXMu28x6Ah8DZYHXnHPzzOxBYIZzLgN4AqgEvG2+ROfPzrmOoQUdr/73P7jkEvjtN7+7XteuYUckcUTJW6LrX/+CmTNh5Eho2DDsaKQYnHNjgbF7vHdfrufayqokcnLgiSfg7ruhQQOYMgXS08OOSuKMkrdEz8iR8NxzcNNNcM45YUcjEnt++AGuvBK++AIuuAAGDICqVcOOSuKQxrwlOpYs8Tel9HR4/PGwoxGJLTt2wPPPw9FHw+zZfnOeESOUuKXY1PKWktu+3Y9z5+T4amoa5xbZZfJk+Oc/fdI+/XR45RVVTJMSU8tbSu7OO/0GCq+9BoccEnY0IrEhMxMuu8zvord6tZ/A+eGHStwSFWp5S8lkZMBTT/l1quefH3Y0IuFbsQIee8zX8we45x7o3RsqVgw3LkkoSt5SfEuXQrdu0LIlPPlk2NGIhGvZMvjvf33SzsryS7/uuQcaNQo7MklASt5SPFlZfo1qdrYf505NDTsikeA552uQP/+8L7Bi5pP23XdrCElKlZK3FM/dd8PUqT5xH3po2NGIBGv5cr/ZzsCBMG+eL2d6++1w3XV+7bZIKVPylqL74ANfZOLaa/2uYSLJ4Jdf/IYhw4b5Pbadg9at/bKvzp2hfPmwI5QkEmjyNrMzgGfxZRcHOOceDfL8EgWZmb5bsHlzePrpsKMRKT1ZWTBrFnz8Mbz/PsyY4d8/9FDo0wcuvRQaNw43RklagSVvMysL9AVOxe8RPN3MMpxz84OKQUooO9u3MLZt8wUmNM4tiWTTJp+sv/jCj2P/73/+PTPfwn74Yb9DXrNm/j2REAXZ8m4NLHbO/QhgZsOATkDxkvfGjX7cVYIzY4a/oQ0ZAk2ahB2NSPHk5PiZ4QsXwpw5fs/5WbP8a+f8MU2b+pUUJ57oH7VrhxqyyJ6CTN51gWW5XmcCx+U+wMx6AD0A6tevv++ftm0bvPFGdCOUfatUyU/QufTSsCORUlTQ8JaZ7Q+8ARwLrAEuds4tCTrOfDkH69b5IZ5ly/zXpUvh++99gl60CLZu3XV8vXpwzDF+9UTLlnD88VCjRnjxixRCTE1Yc871B/oDpKenu30eXKMG/P57EGGJJI1CDm91B353zh1qZpcAjwEXl0pAO3b4XrYNG/zjjz/8Hthr1viqZTu/7ny+YoVP1ps37/5zypb1S7cOOwxOPdV/bdIEjjoKatUqldBFSlOQyXs5kLsuYFrkPRGJHYUZ3uoE3B95/g7wgpmZc27ff3Dvy9NPw7vv7p6oN26ELVv2/X1ly/o/5Hc+WrSADh0gLW33x0EHQUpKscMTiTVBJu/pQGMza4RP2pcA6n8ViS0FDm/lPsY5l21m64EawOpin9U5v6FNgwZQubIfoqlcee/nlSv7JF2zpn9UqQJltEWDJJ/AknfkIu8JfIwfS3vNOTcvqPOLSLCKNIfl1lv9Q0QKJdAxb+fcWGBskOcUkSIpzPDWzmMyzawcUBU/cW03RZrDIiJFov4mEcntz+EtM9sPP7yVsccxGUDXyPMLgM9KNN4tIkUWU7PNRSRc+Q1vmdmDwAznXAbwKjDYzBYDa/EJXkQCpOQtIrvJa3jLOXdfrudbgQuDjktEdlG3uYiISJxR8hYREYkzSt4iIiJxRslbREQkzih5i4iIxBklbxERkTij5C0iIhJnlLxFRETijJK3iIhInFHyFhERiTNK3iIiInFGyVtERCTOBJK8zexCM5tnZjlmlh7EOUWkaMysupmNM7NFka/AM/J/AAAgAElEQVQH5HFMCzP7MnI9zzGzi8OIVSTZBdXyngucB3wR0PlEpOh6A+Odc42B8ZHXe9oMXOGcOwo4A3jGzKoFGKOIEFDyds4tcM4tDOJcIlJsnYBBkeeDgHP2PMA5971zblHk+QpgJVArsAhFBNCYt4jscqBz7pfI81+BA/d1sJm1BvYDfijtwERkd+Wi9YPM7FPgoDw+uts5N7qQP6MH0CPycqOZBdlarwmsDvB8haGYCifZY2pQ2AP3dZ3mfuGcc2bm9vFz6gCDga7OuZx8jtH1vLtYiynW4gHFBIW8ns25fK/PqDOziUAv59yMwE5aSGY2wzkXU5PpFFPhKKboiCTXk5xzv0SS80Tn3GF5HFcFmAj82zn3TsBhFkos/vvHWkyxFg8opqJQt7mI7JQBdI087wrs1WNmZvsBI4E3YjVxiySDoJaKnWtmmcBfgA/M7OMgzisiRfIocKqZLQL+HnmNmaWb2YDIMRcBfwO6mdnsyKNFOOGKJK+ojXnvi3NuJP6v9VjWP+wA8qCYCkcxRYFzbg1wSh7vzwCuijx/E3gz4NCKIxb//WMtpliLBxRToQU65i0iIiIlpzFvERGROKPknQczu83MnJnVjIFYnjCz7yKlKEeGVc3KzM4ws4VmttjM8qq8FXQ89cxsgpnNj5TqvCnsmHYys7Jm9rWZjQk7lmSnaznfWHQ9F0IsX8tK3nsws3rAacDPYccSMQ5o6pw7GvgeuDPoAMysLNAXOBM4EuhsZkcGHccesoHbnHNHAm2AG2Igpp1uAhaEHUSy07WcN13PRRKz17KS996eBv4FxMRkAOfcJ8657MjLqUBaCGG0BhY75350zm0HhuFLaYbGOfeLc25W5PkG/AVWN8yYAMwsDTgLGFDQsVLqdC3nTddzIcT6tazknYuZdQKWO+e+CTuWfFwJfBjCeesCy3K9ziQGEuVOZtYQOAb4KtxIAHgGnzDyrDomwdC1vE+6ngsnpq/lQJaKxZICykPehe9mC1RhSsua2d34rqUhQcYW68ysEvAucLNz7o+QY+kArHTOzTSzk8KMJRnoWk48sXI9x8O1nHTJ2zn397zeN7NmQCPgGzMD36U1y8xaO+d+DSOmXLF1AzoAp7hw1vYtB+rlep0WeS9UZpaCv9CHOOfeCzseoC3Q0czaA6lAFTN70znXJeS4EpKu5WLT9VywmL+Wtc47H2a2BEh3zoVaJN/MzgCeAk50zq0KKYZy+Ak2p+Av8unApc65eWHEE4nJ8NtWrnXO3RxWHPmJ/LXeyznXIexYkp2u5b3i0PVcBLF6LWvMO/a9AFQGxkVKUb4UdACRSTY9gY/xE0lGhHmhR7QFLgfa5SrT2T7kmET2JfRrGXQ9Jwq1vEVEROKMWt4iIiJxRslbREQkzih5i4iIxBklbxERkTij5C0iIhJnlLxFRETijJK3iIhInFHyFhERiTNK3iIiInFGyVtERCTOKHmLSJGZWTUze8fMvjOzBWb2l7BjEkkmSbclqIhExbPAR865C8xsP6BC2AGJJBNtTCIiRWJmVYHZwCEh7kktktTUbS4iRdUIWAW8bmZfm9kAM6sYdlAiySRmW941a9Z0DRs2DDsMkZg3c+bM1c65WkGdz8zSgalAW+fcV2b2LPCHc+7ePY7rAfQAqFix4rGHH354UCGKxK3CXs8xO+bdsGFDZsyYEXYYIjHPzJYGfMpMINM591Xk9TtA7z0Pcs71B/oDpKenO13PIgUr7PWsbnMRKRLn3K/AMjM7LPLWKcD8EEMSSTox2/IWkZj2T2BIZKb5j8A/Qo5HJKkoeYtIkTnnZgPpYcchkqziKnlnZWWRmZnJ1q1bww6lVKWmppKWlkZKSkrYoYiIFFqy3KOjoaT3+bhK3pmZmVSuXJmGDRtiZmGHUyqcc6xZs4bMzEwaNWoUdjgiIoWWDPfoaIjGfT6uJqxt3bqVGjVqJPR/CjOjRo0a+stVROJOMtyjoyEa9/moJG8ze83MVprZ3Hw+NzN7zswWm9kcM2tZgnMVP9A4kQy/o4gkJt2/Cqek/07RankPBM7Yx+dnAo0jjx5AvyidN3Dr1q3jxRdfLPb3n3TSSVq/LiISAyZNmsRRRx1FixYtWLBgAW+99Vahvq9SpUqlHFnBopK8nXNfAGv3cUgn4A3nTQWqmVmdaJw7aCVN3iIiEhuGDBnCnXfeyezZs/ntt98KnbxjQVAT1uoCy3K9zoy890tA54+a3r1788MPP9CiRQtOPvlk5syZw++//05WVhYPP/wwnTp1YsmSJZx55pmccMIJ/O9//6Nu3bqMHj2a8uXLA/D2229z/fXXs27dOl599VX++te/hvxbJTjnYN06WLvWf8392LABtm7d9di2be/nO3b4R05O4b865x87z1/Urzuf16kDEyeW+j+RSKLYtGkTF110EZmZmezYsYN7772XmjVr0qtXL7Kzs2nVqhX9+vVj8ODBjBgxgo8//pgPP/yQH374gQULFtCiRQu6du3KAQccwMiRI1m/fj3Lly+nS5cu9OnTZ7dzTZw4kSeffJIxY8YA0LNnT9LT0+nWrRu9e/cmIyODcuXKcdppp/Hkk09G9feMqdnmuWsh169ff98H33wzzJ4d3QBatIBnntnnIY8++ihz585l9uzZZGdns3nzZqpUqcLq1atp06YNHTt2BGDRokUMHTqUV155hYsuuoh3332XLl26AJCdnc20adMYO3YsDzzwAJ9++ml0f49ktH07fP89zJsH8+fDDz/A8uWQmem/btlS8M/Ybz9ITYX99/dfU1P9e+XKQdmy/lGmzO5fU1L2fn/nA2DnuFZxvppBjRol/7cRCUNI9+iPPvqIgw8+mA8++ACA9evX07RpU8aPH0+TJk244oor6NevHzfffDOTJ0+mQ4cOXHDBBXsl4oEDBzJt2jTmzp1LhQoVaNWqFWeddRbp6QWXN1izZg0jR47ku+++w8xYt25dyX/3PQSVvJcD9XK9Tou8t5s9ayEHE1rxOee46667+OKLLyhTpgzLly/nt99+A6BRo0a0aNECgGOPPZYlS5b8+X3nnXdenu9LEWzYAOPGwaRJMGUKfP01ZGf7z8qUgXr1IC0Njj0WOnaEunWhZk2oVm33R+XKuxJ2mbhafCEieWjWrBm33XYbd9xxBx06dKBKlSo0atSIJk2aANC1a1f69u3LzTffXODPOvXUU6kR+QP6vPPOY/LkyYVK3lWrViU1NZXu3bvToUMHOnToULJfKg9BJe8MoKeZDQOOA9Y750rWZV7AX19BGDJkCKtWrWLmzJmkpKTQsGHDP6f+77///n8eV7ZsWbbkavnt/Kxs2bJk70w4UrBNm2DYMHj3XRg/3re2y5eH1q2hVy9o1gyOOgqaNPHvi0h4QrpHN2nShFmzZjF27Fjuuece2rVrV+yfteeM8D1flytXjpycnD9f77z/lytXjmnTpjF+/HjeeecdXnjhBT777LNix5GXqCRvMxsKnATUNLNMoA+QAuCcewkYC7QHFgObieM6yJUrV2bDhg2A746pXbs2KSkpTJgwgaVLg97cKUksWgTPPw+DBsEff8Ahh8A//+lb1G3a+K5tERFgxYoVVK9enS5dulCtWjVeeOEFlixZwuLFizn00EMZPHgwJ5544l7fl/vevtO4ceNYu3Yt5cuXZ9SoUbz22mu7fd6gQQPmz5/Ptm3b2LJlC+PHj+eEE05g48aNbN68mfbt29O2bVsOOeSQqP+eUUnezrnOBXzugBuica6w1ahRg7Zt29K0aVNatWrFd999R7NmzUhPT0f7FUdZZib06eOTdtmycOGFcP318Je/7BobFhHJ5dtvv+X222+nTJkypKSk0K9fP9avX8+FF17454S1a6+9dq/vO/rooylbtizNmzenW7duHHDAAbRu3Zrzzz+fzMxMunTpsleXeb169bjoooto2rQpjRo14phjjgFgw4YNdOrUia1bt+Kc46mnnor672nOxebQcl77/y5YsIAjjjgipIiClUy/61527IAXXoB77vFd49ddB717w0EHhR1ZTDKzmc65mN4kRPt5J4dEum8NHDiQGTNm8MILL5TaOfL69yrs9RxTs81FWLECLr0UPv8czjgD+vb13eQiIvInJW+JHVOmwLnn+olpAwfCFVeoe1xEQtGtWze6desWdhj5UvKW2DBqFHTu7Jd4ff45JEjXW6IysyXABmAHkB3r3fYiiSbukrdzLuEL38fqPIRS8/bbcMkl0KoVjBnj12NLPDjZObc67CAktiTDPToaSnqfj6uqFKmpqaxZsyahk9vOfV5TU1PDDiUYH3zgx7jbtvVrt5W4ReJWMtyji8U5P58nKyvysuT3+bhqeaelpZGZmcmqVavCDqVUpaamkpaWFnYYpW/WLLjgAl/ycMwYqFgx7Iik8BzwiZk54OVIdcTdFKncsSSEZLlHF9n69X4vherVfVVHSn6fj6vknZKSQqNGjcIOQ6Jh5Uo45xyoVcu3vqtUCTsiKZoTnHPLzaw2MM7MvovsLvineCt3LCWne3QePvnEr5y59FIYPDhqk3DjqttcEkROjh/jXrUKRo6E2rXDjkiKyDm3PPJ1JTASaB1uRCIxaOlSPxH3qKPg5ZejunpGyVuC98wzMGGCL8Ry7LFhRyNFZGYVzazyzufAacDccKMSiTFbt/phwexseO+9qA8LxlW3uSSAefPgrrugUye48sqwo5HiORAYGZlRXA54yzn3UbghicSYG2+EGTP8MtjGjaP+45W8JTg5OdC9ux/f7t9fBVjilHPuR6B52HGIxKzXXoNXXoE77/QNlVKg5C3Bef11+OorP2lD49wikohmzfIbKJ1yCjz0UKmdRmPeEoy1a/3mIiecAJddFnY0IiLRt3YtnH++X0UzdKjfDbGUqOUtwXjoIf8f+4UX1F0uIoknJwe6dIHly2HSJJ/AS5GSt5S+ZcvgxRehWzdorqFSEUlADz0EH34I/frBcceV+unUbS6l76GHfHnA++4LOxIRkej78EN44AG/E+I11wRySiVvKV2LF/uZl9dcAw0ahB2NiEh0/fSTn8dz9NG+1R3QsKCSt5Suxx+HlBS/tltEJJFs2eInqOXkwLvvQoUKgZ1aY95Sen79FQYN8sVY6tQJOxoRkehxDm64Ab7+Gt5/H/7v/wI9vVreUnqef95vgXfrrWFHIiISXQMG+NoV99wDHToEfnolbykdGzf6GebnnVcqpQFFREIzYwb07AmnnQb33x9KCFFJ3mZ2hpktNLPFZtY7j8+7mdkqM5sdeVwVjfNKDHvjDb9/ba9eYUciIhI9q1f7ce6DDoK33irVQiz7UuIxbzMrC/QFTgUygelmluGcm7/HocOdcz1Lej6JA875WZctWway3lFEJBA7dviZ5b/+ClOmQI0aoYUSjZZ3a2Cxc+5H59x2YBhQOpXYJT5MmQJz58J116mamogkjj594JNPfKXI9PRQQ4lG8q4LLMv1OjPy3p7ON7M5ZvaOmdWLwnklVvXrB1Wr+k3oRUQSwahR8MgjcNVVcPXVYUcT2IS194GGzrmjgXHAoLwOMrMeZjbDzGasWrUqoNAkqlavhnfe8ZWGorz5vIhIKBYu9Pe0Vq38KpoYEI3kvRzI3ZJOi7z3J+fcGufctsjLAcCxef0g51x/51y6cy69VikXdZdSMnQobN/u/zqVhGZmZc3sazMbE3YsIqVmwwY491xITfWFWFJTw44IiE7yng40NrNGZrYfcAmQkfsAM8tdoaMjsCAK55VYNHAgHHOMLxUoie4mdC1LInPOF5lauBCGD4d6sTPiW+Lk7ZzLBnoCH+Mv5BHOuXlm9qCZdYwcdqOZzTOzb4AbgW4lPa/EoLlz/Ub0XbuGHYmUMjNLA87C96SJJKYnn/TDgI89BiefHHY0u4lKeVTn3Fhg7B7v3Zfr+Z3AndE4l8SwQYOgXDm49NKwI5HS9wzwL6ByfgeYWQ+gB0D9+vUDCkskSsaPh9694cIL4bbbwo5mL6qwJtGxYwcMGQLt25f6JvQSLjPrAKx0zs3c13GawyJxa+lSuPhiOPxwvytiDC55VfKW6Jg0CX75xRcwkETXFuhoZkvwdR3amdmb4YYkEiVbt/oKallZMHIkVKoUdkR5UvKW6Bg+3G+Hd9ZZYUcipcw5d6dzLs051xA/QfUz51yXkMMSKbmdO4XNnAmDB0OTJmFHlC8lbym57Gy/hKJDB63tFpH49corvpv83nuhY8eCjw+R9vOWkps4EVat8mNEklSccxOBiSGHIVJyU6f6ncLOOMOXQY1xanlLyY0Y4ceFzjwz7EhERIrut9/gggsgLc1PvA1pp7CiUMtbSiYry3eZd+wI5cuHHY2ISNFkZflew7Vr4csvoXr1sCMqFCVvKZnPPvP/6S+6KOxIRESK7o474PPP/QS15s3DjqbQ1G0uJTNiBFSpAqefHnYkIiJFM2wYPP003HgjdImvBRNK3lJ8O3bA6NF+lnmMFOsXESmUb7+F7t3hr3/1ZVDjjJK3FN+XX8KaNdCpU9iRiIgU3rp1fqewqlV972FKStgRFZnGvKX4MjL8f3p1mYtIvMjJ8V3kP//sl7kedFDYERWLkrcUX0YGnHSS/+tVRCQe9OkDH3wAffvC8ceHHU2xqdtcimfhQv+I8SpEIiJ/evddePhhuOoquO66sKMpESVvKZ733/dfzz473DhERApj7lzo2hXatIEXXojJncKKQslbiicjw6+JbNAg7EhERPZt7Vo/sbZKFd/63n//sCMqMSVvKbrVq2HKFHWZi0jsy86GSy6BzEx47z04+OCwI4oKTViTohs71s/YVPIWkVh3110wbpzfMaxNm7CjiRq1vKXoMjL8X68tW4YdiYhI/oYOhSeegOuv95PUEoiStxTN1q3w0Ud+oloZ/fcRkRj19de+gtrf/gbPPBN2NFGnu68UzcSJsGmTusyTmJmlmtk0M/vGzOaZ2QNhxySym1Wr4JxzoEYNePvtuKygVhCNeUvRZGRAhQrQrl3YkUh4tgHtnHMbzSwFmGxmHzrnpoYdmAhZWX6Xw5UrYfJkqF077IhKRVRa3mZ2hpktNLPFZtY7j8/3N7Phkc+/MrOG0TivBMw5n7xPP10bkSQx522MvEyJPFyIIYns0quX7yHs3x+OPTbsaEpNiZO3mZUF+gJnAkcCnc3syD0O6w787pw7FHgaeKyk55UQfP01LF+uLnPBzMqa2WxgJTDOOfdVHsf0MLMZZjZj1apVwQcpyWfgQHjuObjlFrj88rCjKVXRaHm3BhY75350zm0HhgF7bjPVCRgUef4OcIpZnJe3SUYZGb4q0VlnhR2JhMw5t8M51wJIA1qbWdM8junvnEt3zqXXqlUr+CAluUybBtde64f0Hn887GhKXTSSd11gWa7XmZH38jzGOZcNrAdqROHcEqSMDF/IXzdiiXDOrQMmAGeEHYsksV9+gfPOgzp1YPhwKJf407liara5utli2LJlvttcXeZJz8xqmVm1yPPywKnAd+FGJUlryxY/s3zdOhg1CmrWDDuiQEQjeS8H6uV6nRZ5L89jzKwcUBVYs+cPUjdbDNu5EYmSt0AdYIKZzQGm48e8x4QckyQj53zxlWnT4M03/X4LSSIafQvTgcZm1gifpC8BLt3jmAygK/AlcAHwmXNOs1PjSUYGNG4Mhx0WdiQSMufcHOCYsOMQ4dFH4a234JFHfOs7iZS45R0Zw+4JfAwsAEY45+aZ2YNmtrOZ9ipQw8wWA7cCey0nkxj2xx/w2We+1a15hiISC0aP9nXLO3eGO+8MO5rARWVU3zk3Fhi7x3v35Xq+FbgwGueSEHzyiS98oC5zEYkFc+bAZZdBq1bw6qtJ2aiIqQlrEqNGjfJlBo8/PuxIRCTZrVzpGxJVq/p7U/nyYUcUisSfTy8lk5UFH3zgN7JPguUXIhLDtm2D88+H336DSZMSZm/u4tDdWPZt0iS/BKPTnnV3REQC5Bxcd52vVz5sGKSnhx1RqNRtLvs2erSvY37aaWFHIiLJ7Jln4PXX4d574eKLw44mdErekj/nfPL++9+hYsWwoxGRZDV2rN9w5Pzz4f77w44mJih5S/7mzIGlS9VlLiLhmT3bt7SbN4dBg6CM0hYoecu+jB7tl2CcfXbYkYhIMlq+HDp0gGrVYMwY9QDmoglrkr/Ro6FNGzjwwLAjEZFks3GjT9zr18OUKUk9szwvanlL3pYtg1mzkq7koIjEgB07fOW0OXNgxAg4+uiwI4o5anlL3jIy/FeNd4tI0G691XeTv/ginHlm2NHEJLW8JW+jR/tNSLQRiYgE6bnn/OPWW/26bsmTkrfsbe1amDBBrW4RCdb778Mtt/jhuscfDzuamKbkLXsbNQqys+Gii8KORESSxddf+3Huli393txly4YdUUxT8pa9DR8OhxziLyKRPZhZPTObYGbzzWyemd0UdkwS55YsgfbtoXp1P99GS8IKpOQtu1u9GsaP90URknCbPSmUbOA259yRQBvgBjM7MuSYJF6tXg2nn+43HfnoI6hTJ+yI4oJmm8vuRo70yzTUZS75cM79AvwSeb7BzBYAdYH5oQYm8WfTJr+W++efYdw4OFJ/AxaWWt6yu+HDoUkTX4pQpABm1hA4Bvgqj896mNkMM5uxatWqoEOTWJeV5RsJ06fD0KFwwglhRxRXlLxll5Ur/Szziy5Sl7kUyMwqAe8CNzvn/tjzc+dcf+dcunMuvVatWsEHKLHLObjmGr/hSN++KgZVDEressu770JOjrbbkwKZWQo+cQ9xzr0XdjwSZ+6912/ved99cO21YUcTl5S8ZZdhw+CII+Coo8KORGKYmRnwKrDAOfdU2PFInHnxRXjkEbjqKm3vWQJK3uL9+CN88QV06aIucylIW+ByoJ2ZzY482ocdlMSB4cOhZ0+/U2G/frrXlIBmm4v3xhv+Qrr88rAjkRjnnJsM6K4rRTNmjG8cnHCC7+Urp/RTEiVqeZtZdTMbZ2aLIl8PyOe4Hbn+Qs8oyTmlFOTk+OR9yilQr17Y0YhIovnsM7jgAmjRwifxChXCjijulbTbvDcw3jnXGBgfeZ2XLc65FpFHxxKeU6Jt8mT46Sfo2jXsSEQk0UydCh07wqGH+iIsVaqEHVFCKGny7gQMijwfBGi+fzx67TWoVAnOPTfsSEQkkcye7bf0rFPHF2GpUSPsiBJGSZP3gZFqSwC/Agfmc1xqpFjDVDNTgo8la9f6SSRduqiesIhEz8KFcNppvmHw6acqexplBc4YMLNPgYPy+Oju3C+cc87MXD4/poFzbrmZHQJ8ZmbfOud+yONcPYAeAPXr1y8weImCgQNh61btmysi0bNoEbRr5yfBjh8PDRqEHVHCKTB5O+f+nt9nZvabmdVxzv1iZnWAlfn8jOWRrz+a2UR8OcW9krdzrj/QHyA9PT2/PwQkWnJy4KWX4Pjj4eijw45GRBLBokVw0kmwfbufqNakSdgRJaSSdptnADtnOXUFRu95gJkdYGb7R57XxK8R1QYGseCzz/yFpla3iETD99/vStwTJkCzZmFHlLBKmrwfBU41s0XA3yOvMbN0MxsQOeYIYIaZfQNMAB51zil5x4KnnoLatf0SDhGRkvj+ezj5ZL/hyIQJ0LRp2BEltBKtknfOrQFOyeP9GcBVkef/A/TnV6z59lv48EN4+GFITQ07GhGJZwsX+jHurCzfo6fEXepUHjVZPfmkn12uLnMRKYmvv4a//hWys5W4A6TknYwyM+Gtt6B7d6hePexoRCReTZ7sx7hTU2HSJCXuACl5J6NHHvFLOG65JexIRCReffSRX8ddpw5MmaJZ5QFT8k42P/4IAwb47fgaNgw7GhGJRyNG+JKnhx3mdyPUngiBU/JONg884HfzueeesCMRkXj0zDNwySVw3HF+Vnnt2mFHlJSUvJPJt9/Cm2/CDTfAwQeHHY2IxJMdO+Cmm/xw2znnwMcfQ7VqYUeVtJS8k4Vz0LOnv9juvDPsaCTOmdlrZrbSzOaGHYsEYNMmOO88eO45n7zfflvbeoZMyTtZDB3qx6b+8x/t7CPRMBA4I+wgJAC//upnlI8ZA88/74s7lS0bdlRJr0RFWiRO/P479OoF6el+eZhICTnnvjCzhmHHIaVsxgy/VfDatTBqFJx9dtgRSYRa3smgZ09YtcpvQqK/mCUgZtYjshXwjFWrVoUdjhTVoEFwwgn+njF5shJ3jFHyTnQjRviCLPfdB8ceG3Y0kkScc/2dc+nOufRatWqFHY4UVlYW3HgjdOsGbdv61vcxx4QdlexByTuRLVoE11wDrVtrkpqIFGzJEvjb3/zY9i23+BnlNWuGHZXkQWPeiWrDBr+co2xZGD7cr+0WEcnPu+/6OTHO+XvGRReFHZHsg1reiSgrCzp39jv9jBihSmoSdWY2FPgSOMzMMs1MMyHj1aZNcP31fmvgww6D2bOVuOOAmmOJZscOuPxy+OADP0GtXbuwI5IE5JzrHHYMEgWTJ8M//gGLF/sVKY88AvvtF3ZUUghqeSeS7dvhiit8l9fjj/vxbhGRPW3ZArfd5se3s7N9mdMnnlDijiNqeSeK9evh/PNh/HhfiOX228OOSERi0Sef+OWjixbBtdf6pF2pUthRSRGp5Z0IZs6Eli3h889h4EDo3TvsiEQk1ixf7seyTz/dT0obNw769VPijlNK3vFs2zZ46CE4/njfZT5xInTtGnZUIhJLtmyBRx+Fww+H99+HBx/0mxT9/e9hRyYloG7zeOQcjBwJd93lZ5RffDH07aua5SKyy44dvkrafff5VnfHjvD003DIIWFHJlGglnc82bwZXnvNV0o7/3wwgw8/hGHDlLhFxNuxw09abd7cr9tOS/NDaqNHK3EnELW8Y9327f7CGzXKlzldtw6OPBJefx26dFHxFRHxsrJgyBA/YfX77303+dtv75GnEZIAAAchSURBVPpDXxJKie78ZnYhcD9wBNDaOTcjn+POAJ4FygIDnHOPluS8CW3jRj8eNWWKX4M5caKfSV6+vO/2uu46v7xDF6OIgN90aMAAP/ls2TJo0cIn7XPP1UZECaykzba5wHnAy/kdYGZlgb7AqUAmMN3MMpxz80t47vjjnO/6XrXKj0EtXw6Zmf7x3Xcwfz4sXbrr+EMP9X81d+rkJ5dUqBBe7CISO5yDL7+El1/2w2bbt8Mpp/gE3r69/rhPAiVK3s65BQC27/8orYHFzrkfI8cOAzoBJUve27bB2LH+P3FJHzk5RTt2+3b/2LYt/+fbtsEff/hW87p1/uv69b4gwp7Kl4cmTfys8auugqZNoU0bOOigEv0TiUiC+eknePNNeOMNXxWtUiW4+mpf3vTII8OOTgIUxIBpXWBZrteZwHF5HWhmPYAeAPXr19/3T92wAc47LzoRFpcZ7L+/r0q082vu51WqQJ06cMQRULXqrkeNGn4SSd26/mu1avpLWUT25hzMm+cnm40a5bfnBDj5ZLj7bt8zV7lyuDFKKApM3mb2KZBXE/Bu59zoaAbjnOsP9AdIT093+zy4WjX4+muf9Er6KFOmaMfuTNBlyyrpikh0rV8Pkyb5aonvvw8//ODfP+44Pxmtc2do0CDcGCV0BSZv51xJV/IvB+rlep0Wea9kypXzEzNEROLZr7/C9Ol+guqECb5iYk6ObyC0a+dLHXfs6HvxRCKC6DafDjQ2s0b4pH0JcGkA5xURiR05ObBkiZ+YOneuT9jTp/sZ4uAbJG3a+O7wdu3889TUUEOW2FXSpWLnAs8DtYAPzGy2c+50MzsYvySsvXMu28x6Ah/jl4q95pybV+LIRURiTXa2X0WydKlP1EuW+DXX8+f7FSVbtuw69v/+D9q2hVat/KNlS6hYMazIJc6UdLb5SGBkHu+vANrnej0WGFuSc4lI7Eiq2g07dviVI2vXwm+/wcqVuz9++813fS9d6pd97tix+/enpcFRR8FJJ/kZ4Uce6SexHnBAKL+OJAaV5xKRIgmldkNOjk+K2dn+kft5Xu9t3brrsWXL7l/zer7h/9u7oxepyjiM49+HbXOFNlZw18DWtttlCwQRQcHICMu1rsuC6LYLBUNa/ROC7KKLCG+CvAkqkkDQoNvCMg3Kii4qiCKji8SbUH5dvDM2jDO754hz3vfsPB84zJnZgXkY5re/mXPe877X0kCx7uWdvfvXrw/PNTMDc3OwZQvs2QMLC2kwWfd22zYf+raRcPM2s7ru/twNKytpOdtBjfnmzdS8R2FyMjXX6el0aWf3cs75+XTb+9imTalJz82lbXY2DSozy8DN28zqqjR3Q615G5aW4ODBNGird5uYWPuxQfenptK2cePw/Q0bvDaAtZY/uWY2ErXmbTh0KG1mVomXBDWzukYzd4OZVebmbWZ13Zq7QdK9pLkbzmTOZDZWfNjczGrx3A1m+Sli9VNRuUi6Cvyy5hPvns3AXw2+XhXOVM24Z3ooImYbeq074noGystUWh5wJqhYz8U276ZJ+jIiduTO0cuZqnEm61fi+19aptLygDPV4XPeZmZmLePmbWZm1jJu3v97J3eAAZypGmeyfiW+/6VlKi0POFNlPudtZmbWMv7lbWZm1jJu3gNIOiopJG0uIMvrkr6X9I2kjyTNZMqxX9IPkn6S9FqODH155iV9Juk7Sd9KOpw7U5ekCUlfS/okd5Zx51oemsX1XEHJtezm3UfSPPAk8GvuLB3ngaWIeBT4EVhpOkDPEpBPAYvAc5IWm87R5wZwNCIWgV3AKwVk6joMXMkdYty5lgdzPddSbC27ed/uJHAMKGIwQESci4gbnbufk+aRbtqtJSAj4l+guwRkNhHxe0Rc7OxfIxXY1pyZACQ9CBwATuXOYq7lIVzPFZRey27ePSQ9C/wWEZdzZxniZeBshtcdtARk9kbZJWkB2A58kTcJAG+SGsaIFqC2KlzLq3I9V1N0LY/d3OaSPgUeGPCnE8Bx0mG2Rq2WKSI+7jznBOnQ0ukms5VO0n3AB8CRiPgnc5Zl4M+I+ErSYzmzjAPX8vpTSj23oZbHrnlHxBODHpf0CPAwcFkSpENaFyXtjIg/cmTqyfYSsAzsizzX9hW5BKSkSVKhn46ID3PnAXYDz0h6GpgC7pf0XkS8kDnXuuRavmOu57UVX8u+znsIST8DOyIi6yT5kvYDbwB7I+Jqpgz3kAbY7CMV+QXg+ZwrSSn9V34X+DsijuTKMUzn2/qrEbGcO8u4cy3flsP1XEOptexz3uV7C5gGzku6JOntpgN0Btl0l4C8ArxfwBKQu4EXgcc778ulzrdks1Jlr2VwPa8X/uVtZmbWMv7lbWZm1jJu3mZmZi3j5m1mZtYybt5mZmYt4+ZtZmbWMm7eZmZmLePmbWZm1jJu3mZmZi3zH58alggIp0WVAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -156,7 +263,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/301_regression.ipynb b/tutorial-contents-notebooks/301_regression.ipynb index 04b9db9..f856095 100644 --- a/tutorial-contents-notebooks/301_regression.ipynb +++ b/tutorial-contents-notebooks/301_regression.ipynb @@ -7,19 +7,13 @@ "# 301 Regression\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -37,7 +31,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -56,9 +50,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -79,9 +73,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class Net(torch.nn.Module):\n", @@ -105,9 +97,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "Net (\n", - " (hidden): Linear (1 -> 10)\n", - " (predict): Linear (10 -> 1)\n", + "Net(\n", + " (hidden): Linear(in_features=1, out_features=10, bias=True)\n", + " (predict): Linear(in_features=10, out_features=1, bias=True)\n", ")\n" ] } @@ -120,9 +112,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "optimizer = torch.optim.SGD(net.parameters(), lr=0.2)\n", @@ -132,9 +122,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "plt.ion() # something about plotting" @@ -147,9 +135,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZoAAAD8CAYAAABO3GKQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIhITf1/NeO2zE0A7TgAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -157,9 +145,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/w+pufCHdmrqwwAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -167,9 +155,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\no5RSKuI02CillIo4DTZKKaUi7v8BpcLlW1efGAQAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -177,9 +165,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nlIo6DTZKKaWi7v8Be5B264H163QAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -187,9 +175,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5DmbdAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -197,9 +185,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -207,9 +195,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -217,9 +205,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XuczNX/wPHX21qskhW+xbpWIiG+NoqKdKEUiooildL9fnHr20U3Uakk3dNd/ShRSuWSImWlSC6hm5UIS7Uuu/b8/jgzzM5+PjOf2Z3ZnZl9Px+Pfdj5fM585uzsmvfnnPM+54gxBqWUUiqWKpR1BZRSSiU/DTZKKaViToONUkqpmNNgo5RSKuY02CillIo5DTZKKaViToONUkqpmNNgo5RSKuY02CillIq5imX1wrVq1TKNGjUqq5dXSqmEtHjx4r+MMbXLuh6RChtsROQl4CxgkzGmhcP5i4AhgAB/A1cbY74Pd91GjRqRlZUVeY2VUqocE5Ffy7oOxeGlG20i0C3E+Z+BTsaYlsB9wHNRqJdSSqkkErZlY4yZJyKNQpxfEPBwIVCv5NVSSimVTKKdIDAI+MjtpIgMFpEsEcnavHlzlF9aKaVUvIpasBGRk7HBZohbGWPMc8aYTGNMZu3aCTe+pZRSqpiiko0mIq2AF4AzjDFbonFNpZRSyaPELRsRaQC8CwwwxqwueZWUUkolGy+pz28BnYFaIrIeuBtIBTDGPAPcBdQEnhYRgHxjTGasKqyUUirxeMlG6xfm/OXA5VGrkVJKqaRTZisIlMTUJdmMmbmKDTk7qZuexu1dm9KrTUZZV0sppZSLhAs2U5dkM+zdZezM2wtAds5Ohr27DEADjlJKxamEW4hzzMxV+wKN3868vYyZuaqMaqSUUiqchAs2G3J2RnRcKaVU2Uu4YFM3PS2i40oppcpewgWb27s2JS01pdCxtNQUbu/atIxqpJRSKpyESxDwJwFoNppSSiWOhAs2YAOOBhellEocCdeNppRSKvFosFFKKRVzGmyUUkrFnAYbpZRSMafBRimlVMwlZDaaUkolEl08WIONUkrFlC4ebGk3mlJKxZAuHmxpsFFKqRjSxYMtDTZKKRVDuniwpcFGKaViSBcPtjRBQCmloiRU1plmoyUpTTVUSpWmcFln5f3zJym70fy/9OycnRj2/9KnLsku66oppZKUZp2FlvDBZuqSbDqOmk3joR/ScdTsfS0a/aUrpUqD/zMo2yW7LDtn577PpvIsobvR3JqtwYHGr7ylGiqlYiv4M8hNeZ3IGShsy0ZEXhKRTSLyg8t5EZEnRWSNiCwVkf9Gv5rO3FowKSKO5ctbqqFSKracPoPclPfeFS/daBOBbiHOnwE08X0NBiaUvFreuLVU9hpDcLgpj6mGSqnYirS3pDz3roQNNsaYecDWEEV6Aq8aayGQLiJ1olXBUEK1VAzsCzgZ6Wk8dG7Lctt8VUrFhttnkPauFBWNBIEM4PeAx+t9x2LOabJUIIMNNPOHdtFAo5SKOrcJm/3a19eJnEFKNUFARAZju9po0KBBia8XOFnKLROkPDdblVKxFWrCZmbDg3WuXwAxxoQvJNII+MAY08Lh3LPAXGPMW77Hq4DOxpg/Ql0zMzPTZGVlFafOjtxSD/0tG6WUSgYistgYk1nW9YhUNLrRpgEX+7LSjgO2hws0seB1/SGneTlKKaViK2w3moi8BXQGaonIeuBuIBXAGPMMMAM4E1gD5AKXxqqyoXhZf0g3MVJKqbLhqRstFqLdjeaFdrUppRJdee5GSxi6iZFSSpWNchVsdBMjpZQqG+Uq2OgmRkopVTYSeiHOSOkmRkopVTbKVbAB3cRIKaXKQrnqRlNKKVU2NNgopZSKOQ02SimlYk6DjVJKqZgrdwkCSinl1dQl2Y7Zq27HlTsNNkop5cBtLcWsX7cyZXG2rrEYIQ02PnqnopQKNGbmqn0BxW9n3l7e+vp39gatKbkzby9jZq7Sz4wQNNigq0ErpYpyWzMxONCEK68sTRDA/Q5mzMxVZVQjpVRZc1szMUUkovLK0mCDrgatlCrKbS3Ffu3r6xqLxaDdaNg7Eqd9bvRORanyK9RaipkND9Yx3ghpsMHewQSO2YDeqShVXnlJFtI1FiNXLoKNl1z56mmpVEmtQE5unt6pKFVOabJQ7CR9sPGaK5+zM4+01BTGXtBa/6iUKqdCJQvp50LJJH2w0Vx5pZRXoZKFdC5eySR9NprmyiulvHJLCqqelsqwd5eRnbMTw/4ekqlLsku3ggks6YON5sorpbxyS3cWQefilVDSBxvNlVdKedWrTQYPnduSjPQ0BMhIT+Ohc1uSk5vnWF57QrxL+jGb4uTKa9+sUuWXU1rzmJmrdC5eCYlxGbuItczMTJOVlVUmrx1KcPYa2BbPQ+e21ICjVDkVT58LIrLYGJNZqi8aBZ660USkm4isEpE1IjLU4XwDEZkjIktEZKmInBn9qgbZvTsml9V10pQqH6YuyabjqNk0HvohHUfNDjnY79a9pjeg3oXtRhORFGA8cBqwHlgkItOMMT8GFLsTeMcYM0FEmgMzgEYxqK81fTrccAO8+iqceGJUL63rpCmV/IozeVNXDSgZLy2bdsAaY8w6Y8weYBLQM6iMAQ7yfV8d2BC9KgbZuBEuuwx++QU6d4YRIyDPefCuONz6YLVvVqnE52/N3PT2d9qDUcq8BJsM4PeAx+t9xwLdA/QXkfXYVs31UaldMGPg0kvhr7/s44ICePBB6NgRVq+Oyku4Za9plppSic3fmnEa6PfTHozYiVbqcz9gojGmHnAm8JqIFLm2iAwWkSwRydq8eXPkrzJhAnz8cdHjixZBmzbw/PM2IJWA9s0qlZycxmODaQ9G7HhJfc4G6gc8ruc7FmgQ0A3AGPOViFQBagGbAgsZY54DngObjRZxbc84Azp0gAULip7LzYXBg+HDD23QqV074sv7ad+sUsknXKtFezBiy0vLZhHQREQai0gloC8wLajMb8ApACJyFFAFKEbTJYzGjeHzz2HkSEhJcS7z/vvQqpVzC0gpVW6FarVoD0bshQ02xph84DpgJrACm3W2XERGikgPX7FbgStE5HvgLeASE6sJPBUrwv/+B/Pnw+GHO5fZuNG2gm64AXZGrw82klRJpVR8cRuPffyC1swf2kUDTYwl9qTOf/6Bm26CF190L3P00fDGG3DMMcV6Cf9qAtk5OxFs2p2fTvZUKrEkw+ogiTqpM7GDjd9778Hll8PWrc7nK1WChx6ygamC95wIp1nDwTLS05g/tEukNVZKqWJJ1GCTHAtxnnMOLFsGp5/ufH7PHrj1Vns+23vXl5fsFU2VVCr+xGWXd0GBzah95ZWyrkmZSI5gA1C3Lnz0EYwdC5UrO5eZNcumSH/5padLegkkmiqpVHwJnE8TN3vPrFplJ6Ffc40dS47gpjdZJE+wAdtFdtNNdt5NixbOZTZvhi5d4IUXwl4uXCDRVEml4k9crW+Yl2cnnh9zDHzxhT22Ywdce22J5wQmmuQKNn4tW9qAc9NNzufz8uCKK+wdRn6+62Wcslf8W65pqqRS8ak46xvGpNstKwuOPdYuqRW8cPD778PkySV/jQSSnMEGoEoV26U2cybUqeNcZtw4myK9bZvjaafVBMZe0JpfRnXXVEml4lSk6xtGvdstNxduuw3at4fvv3cvt3hx8a6foJIjGy2cjRvh3HPhq6+czzdpAtOmQbNmpVMfpVTMRLr3TMdRsx3XSytWpuns2bbXZN069zKHHWZXOelSvCzWRM1GS/qdOgE49FCYMweuvhpefrno+Z9+snchb78N3bp5umRgvn71tFREICc3L2Fz95VKFqF253USlW1Ftm2zrZmXXnIvU6EC3HIL3HsvVK3q/dpJonwEG7AZai++aJeyufVWm4YYaMcO6N4dHnnEjvWIOF+HondOOTv3b3HgZV8MpVRsRbK+Yd30tJJt+fzuu3bAf+NG9zKtWtnPn8yEa5BETfKO2TgRsYFkxgyoXr3o+YICe+cxaFDInUDDzb/RfTGUShzF3lZkwwbbPd+7t3ugqVzZZqNlZZXrQAPlLdj4de0KX39tx2qcvPwynHIKbNrkeNpL81oneyoVH8JlmkW8rYgxdupE8+Z29RI3J55oEwSGDYPU1Oj9QAmq/HSjBWva1Aac88+Hzz4ren7+fJu2OG1akXXV3JrdwWWUUmXL6/bPnrvd1qyxW5nMmeNeplo1GD3alotgeaxkV77fiRo17KoDN9zgfP633+wuoEF3L07N7kA62VOp+BC1CZ75+TBmjJ3DFyrQnHUW/PgjXHWVBpog+m5UrAhPPAHPPWe/D/bvv7Zf9v779834DW52p6elUqNqqu7sqVSciUqm2XffwXHHwR13wK5dzmVq14ZJk2xPSL16xahp8iu/3WjBrrjCdq317g1//VX0/P/+Bz/8YFMbq1bV3TyVSgAlyjTbtctu1Dh6NOwNsSDvxRfDY49BzZolqGny05ZNoJNOgm++cV9X7e23bZlyuIieUomo2Jlm8+bZsdqHHnIPNA0b2h2BX3lFA40HGmyCNW4MCxZAjx7O5xcvtimMX39duvVSSkUs4kyz7dvt5O9OnWD1aucyInDjjbano2vXmNU92ZSP5WqKo6AA7rzT3tk4qVzZpj/271+69VJKxcb06TbQhOq5OPpo+//+uONKr15BEnW5Gm3ZuKlQwU7Gev115/1xdu+GAQNsDn3wagRKqZiJ+grNW7bAhRfa3gy3QJOaCvfcA99+W6aBJpFpsAnnoots/63bytGjRkGvXvD336VbL6XKoaiv0Dx9uh2jfest9zLHH28z0u6+224xr4pFg40X7drZ/XHclpuYPh06dICffy7deilVzkRt3kxODlxyiW3NuC01c8AB8OSTdtOz5s2LV2G1jwYbrzIybAunb1/n8z/8YFcc+Pzz0q2XUuVIVObNfPKJnZz5yivuZbp1g+XL4frrIcV9ArfyToNNJNLS4M037QRPJ1u2wKmn2gmiSqmoi3RjtEL+/tvO7O/aFdavdy6Tng6vvmoX623YsAQ1VcE02ERKxG7z+t57tpkdLD8frrzS3hGF2HJaKRW5Ys+bmTvXLvP/7LPuZc44w/ZQDBgQcosRVTwabIqrVy87H8ft7uepp9h0Qhe63TU1uvuaK1WORTxvJjfXzok5+WT45RfnMtWq2XTmDz+03eUqJjzNsxGRbsATQArwgjFmlEOZ84F7AAN8b4y5MNQ1436ejVebNtklbr780vH0zzXqcHnvu1hbs37IrWmVUlG2YIFNAvjpJ/cyp5xiNzVLoC6zpJ1nIyIpwHjgDKA50E9EmgeVaQIMAzoaY44GbopBXePTf/5jtyi47DLH0423/cF7r91Gp3WLdVM1pUrDrl0wZIjdT8Yt0FStCk89ZZMFEijQJDIv3WjtgDXGmHXGmD3AJKBnUJkrgPHGmG0AxhjnXceSlW81gSe6X8NeKfqWHrT7X16afC+DFk1lw7bckJeK+oQ1pcqTxYuhbVu7eKbbZOsTTrCbml17rW4DUIq8vNMZwO8Bj9f7jgU6EjhSROaLyEJft1sRIjJYRLJEJGvz5s3Fq3G8EuHxFmdyaZ+72VG5aOJAiingf7NfYNys8a5bTkd9wppS5cWePXbSZfv2dj8ZJ5UrwyOP2GSBI44o1eqp6CUIVASaAJ2BfsDzIpIeXMgY85wxJtMYk1m7du0ovXT8qJuexrzD2tJrwKOsq1HXscxZiz/m+6aZzJj1fZFzUZuwplR5snSpDTIjR7qv0NyunV0F4NZbdd5MGfESbLKB+gGP6/mOBVoPTDPG5BljfgZWY4NPueJPy1xXsx69Ln6MeY3aOJY75tcfOObc07jgmgmFusuiMmFNqfIiP9+uX5iZaQOJk9RUW2b+fGjWrHTrpwrxEmwWAU1EpLGIVAL6AtOCykzFtmoQkVrYbrV1UaxnQghMy/y7yoHcefnDrO3nnDiQsWMzL79wM6evXrCvuyy9aqpjWU8T1pQqT1assEtEjRgBeXnOZdq0sWM4w4Y578KrSlXY34AxJl9ErgNmYlOfXzLGLBeRkUCWMWaa79zpIvIjsBe43RizJZYVj1dFd/A8jWFbqzLy0wmkFhRu4lfN282z7z3IoydcxLgOfalcsRJpqSmFutI8TVhTqrzYu9du4z58uOvYJykpNgiNGKELZ8YRT2M2xpgZxpgjjTGHG2Me8B27yxdoMNYtxpjmxpiWxphJsax0opnX+Rwu6vsAW9IOcjx/65dvMG7aaHbv+DuyCWtKlSdr10LnznbcxSXQrPlPQ87u/ygd0zoxdXmSJSElON08rRT4s8xqbs7mhSn30eyvXx3Lrcw4kmYLZ0G9eqVcQ6XiWEEBPPMM3H67XRHAwV6pwPPtzmHsCRexu6JtzSTrJOqkndSpSs4/lmMaNaZP/zHMaeq8+VKz7NV25Wjdclop69df4fTT7ZwYl0CzrkZdzrvoYUZ1vnRfoAHN5Iw3GmxKSa82Gcwf2oUfxp7HyT/OZ9Vl1zsX3LjR7n/++uulW0Gl4okxLLn7Ef5t2hxmzXIt9lLbHpx56ZN8m3GU43nN5IwfmqJRFipUoOmLT8Ipx9llboL7n/1bTv/wAzzwgM4LUOXLhg1svGAAbb6c7Vrkt+qHMKT7zXxVv0XIS2kmZ/zQlk1ZuvBC5j4/mU0HHux8/uGH7erSO3aUbr2UKgvG2Bb90UdzaIhA80brbpxx6Ti+qt+iyHYDgTSTM75osCljI7KrcvbFj/H9oS5zYD/4wM4nWFfupi2p8uTPP+Hcc22LPifHsciGarUYcP5IRnS9jn8rV92XrenP3kxPS6VG1VTN5IxT2o1Wxjbk7MRUq8X5F45izEdP0GPFvKKFli8np2Ubfnj8BU644rzSr6RSsTR5Mlx9Nfz1l3uRFqcw8pQr2FHlQGB/q6XovDYVrzTYlLG66Wlk5+xkd2plbjj7dlbVasjtX7xWpFx67g7aX9WPJb+uo839Q8qgpkpFx9Ql2YyZuYrcP/5k9NznOW3pHNeymw9IZ2i365l1RHv8e2dmpKftCzQqcWiwKWO3d23KsHeX2VUDRBjf4QJ+O6QhD097hKp7dhUqm1qwlzYPDIXt62HsWF2CQyUc/5yz41d8xaiPx/Gff7e5ll3ftSdXHDuQlXmVNMAkAf20KmP+/zxjZq5iQ85O6qanccrwq+hd7RCen3If9XY4bA301FN2bah33oGDXZILlIpDE6YuZuTUcZz3w2fuhWrWhAkTqHfeeXxUelVTMaYrCMSpjqNmsyv7DyZMfZB261325zjiCJg2DY5ynmOgVFyZOZMN5/Wn7t/uYzOccw5MmACHHFJ69UowuoKAiqrbuzYlN70mF/V9gEmtTncutGYNHHccfKT3fyqO/f03XHUVdOvmGmh2VDkQXnsNpkzRQJOkNNjEKf8SN/+peRDDul3PE92vwThtYbtjB5x1Fjz2mJ2noFQ8mTsXWrWCZ591LTLv8EwWTJ0D/fuDiGs5ldi0Gy2RzJwJF1wA27c7n7/kErtgYeXKpVotpYrIzbX7yDz5pGuRvyulMf6sq2k24mZ6/VcXn/VKu9FU7HXtahfpbOIyAXTiROjSxU6QU6qsLFgArVuHDDR06UK11SsYOuVRDTTlhAabRNO0qQ04p53mfH7BArtytNs2uUrFyq5dMGQInHgi/PSTc5mqVW025aefQsOGpVs/VaY02CSiGjVgxgy48Ubn87//Dh07wnvvlW69VPm1eDG0bQujR9v9Zxxk1T+aT9+cabcLcBp/VElNf+OJqmJFePxxeP55SE0tej431641dd99mjigYmfPHrj7bmjfHn50TtHfnZLKfScP4vy+D3LPij2lXEEVL3RSZ6K7/HI48kjo3dt5bam77rJbFbz8su3CUCpali6FgQNDdtl+V+dIbu1+M2tr1gd0f5nyTFs2yeCkk2DRImjZ0vn8O+/YfvT160u3Xio55efDgw9CZqZroMlLqcjoky6md/8x+wIN6P4y5ZkGm2TRqBHMnw89ezqf//ZbmziwcGGpVkslmRUr7HjgiBGQl+dcpnVrvnhjBi+f1I+9FfbvN+Nlf5mpS7LpOGo2jYd+SMdRs5m6JDuatVdlSINNMqlWDd59F4YPdz6/cSN07mxnaisVib177cThNm3gm2+cy6SksPKKG+nUexSDluyhcsUKEe0v41+kMztnJwbIztnJsHeXacBJEjpmkyD8y7L7F+t0XQG3QgW7lfTRR7tvOX3xxbB8uW45rbxZu9ZOGP7yS/cyzZszd/gYrl5ZgZ3/5AOQszOPtNQUxl7Q2tNqzWNmrrKrnwfYmbeXMTNX6WrPSUBbNgmgWHd8F14I8+ZBnTrO53XLaRVOQQE8/bRdbsYt0FSoYOfWLF7MiN+ruAaLUPxdZ9kuyQOaVJAcPAUbEekmIqtEZI2IDA1RrreIGBFJuKUU4lmoO76Q2rWziQPHHut8XrecVm5+/dVOHL72WptG76RJExuERo2CKlVcg0KoYBF4I+VGkwqSQ9hgIyIpwHjgDKA50E9EmjuUqwbcCHwd7UqWd8X5T7xPRgZ8/jn06+d8fvlyG5Tmzi1+BVXyMAZeeMFmNs6e7V7uxhttJtrxx+875BYUQgULpxupQF6SClRi8NKyaQesMcasM8bsASYBTilP9wEPA7sczqkSCPWf2FP2TloavPGGTVd1smWLvYsNsTKvKgc2bIDu3eGKK+y2AE4aN7Y3Jo8/XmTe1u1dm5KWWngMMFywCHXD5CWpQCUOL8EmA/g94PF637F9ROS/QH1jzIdRrJvycftPfHKz2t7HckTsKrxTp8IBBxQ9n59v9xy57jr3lFaVnIyB11+3SSWh9ka68kr4/nvo1KnQYf8Nz81vfxdxBprbjVRGehrzh3bRQJNESpwgICIVgMeAWz2UHSwiWSKStXnz5pK+dLnh39smIz2t0H/iOSs3RzyWM7VBJhcPGsv6g/7jXGD8eDjjDNi6NYo/gYpbmzbZ1ScGDICcHOcy9erZ7S2eecam1wcITl7J2ZnHrrwCxl7Q2lOwKE5rSCWmsPvZiMjxwD3GmK6+x8MAjDEP+R5XB9YC//ieciiwFehhjHHdsEb3sym5xkM/xOm3J8DPo7oXOe7/YNiZt5eDc7cz4b0Hab9+ufPFdcvp5Dd5Mlx9tfMyR34DB9ous/T0Qof9qfhuA/v+lokXntP6FZC4+9l4mWezCGgiIo2BbKAvcKH/pDFmO1DL/1hE5gK3hQo0qmT8/zndbhPcuiYCB2O3Vq1O/773M/KTCfRb+knRwv4tpydNsi0dlTy2bLHdpZMmuZc55BC7yOvZZxc5FXjT4iaSdOVebTI0uJQDYbvRjDH5wHXATGAF8I4xZrmIjBSRHrGuoCosXKpoqC6I4A+AvJRUhnW7nntPGey85LtuOZ18PvgAWrQIHWj69rVZig6BBsJnkIGmK6uiPK0gYIyZAcwIOnaXS9nOJa+WchPqP3pGmC6IuulpRYOUCC9n9iCnweGM/r8HSP0naJJnQQHceissW6ZbTiey7dvhppvsbq5uatWCCROgT599h5y6uMK1WnTMRTkJO2YTKzpmUzyRjtNA4f51Adfut6N2/ME7Mx6i2q8ukzw7dLBrrx1ySDFqrsrMJ5/AoEGhV/3u1cveTAT8bp26y9JSU6iSWoFtuc4Zi+FueFTJJfOYjYojjq0T9s+5Cb4LBQp9YBhwDTgrDqrDeQMf4+OFT9sPqGD+LaenTbN7zKv49vffcPvtoedPpafDuHFw0UU2PT6A28oVlStWIC01pUgQ0jkxKhRdGy3BRDrn5t7py4t8YIRqy67aXRE+/DD8ltNTppTsB1Gx9fnncMwxoQPNGWfYjfX69y8SaMB9kH/7zjzHVPxwKzrr1gHlm7ZsEoz/P3RwC8btLjTcQG6wuulpTF32J2MO7cGJ3Qq479MJpO7NL1woNxf69GHF1bdx1PjRjh9Uqozk5totJp54wr1MtWowdqxdFTzE7y5UKzqSDLLg7jj/jRCgLaFyRMdskoTbWI6b9LRUducXFOkK6d02gymLs/cdP/b3H3h26oMcnOu8OvT6086m3tRJuuV0PFi40M6LWb3avUyXLvDSS9CwYaHDXrpgYX8XbCRjM24rOkcyF0ftl6hjNtqNliQiSTVNS03hnh5He1qVYFH9FvS4eCwrazdyvFa9T6fbbal1y+mys2uXXea/Y0f3QFO1ql0d4tNPHQONUxcssO9vBAqP9UWysVmJFpJVSUODTZJwGstxEti/3qtNBvOHduHnUd33LS3i9AGwvvoh9L5oNJ80Oc75oosX28SBr3XB71K3eDG0bQujR9s0dScnnGDXNLvmGsf5VOE2LZs/tAsZ6WlFWs6etrmgeKtBq+SjwSZJBK6f5sbL4oZuHwC7qhzAlecM56njz3d+4saNdoHG11+PqN6qmPbsgbvvhvbt4ccfnctUrgyPPmpXaT7iCNdLeWl5lKR1ouufKdBgk1T8d6GPX9C62P+53T4Y+rWvT5VKqTxy0sXccPZt7KpYqeiTd++2CzoOHWr3rFexsWyZDTIjR7q/z8ceC0uWwC23hN3620vLoyStE7eFZDU5oHzRbLQk5Jax5uU/d6jnZjY8mDEzVzG9eWf+rd+Yp94ZSdpffxa9yMMP2+VO3ngDDjooqj9buZafD2PG2BaN2zYQqalwzz1wxx1Q0dt/79u7NnWcvBl4c+KlTCi6/pnSbDRVLFOXZPPy/81n5MQ7OeaPn5wLHX20nQB62GGlW7lktHKlzTT75hv3Mq1bwyuvQKtWEV/ey8rLujpzfEjUbDQNNipigfMmKuftZvRHT9JzxefOhWvWtEvZd+5cqnVMGgUFds7M8OE268xJSoo9f+edUMmhe1MllUQNNtqNpkJyupsNzF7anVqZG8++jVW1G3LHvFeLXsC/5fT48TB4cCnXPsGtXQuXXgpffOFepnlz25rJTLjPHlXOaIKAcuU2/8Jp5einjz+fweeMcN9y+sordctprwoK4Omn7XIzboGmQgU7LrN4sQYalRA02ChXbvMvUlyWOFnerotdrDNo0uA+uuW/m7nhAAAauElEQVR0eL/9BqefDtdeC//+61ymSRP48kubiFGlSunWT6li0mCjXLnNodhrjHtqdatWsGgRnHii80VnzeL3I1vx2ZS5Ua5tgjMGXnzRbmw2a5Z7uRtuYPrEGXT8fGfMFrXURTNVLGiwUa7c5lD450m4zpuoXRs++wwuv9zx+fW3ZNP+ou4seOq1GNU8wWzYYHdEvfxyuy2Ak0aNYM4cpl5yB3d8tKZI12a0AoJb16kGHFVSmo2mXLltnuV5Qp4xMG4ce2+6mRRTdCmVvVKBlDGj7cTD8rhytDF2LtL110NOjnu5wYPhkUegWrWYL2qpi2bGv0TNRtOWjXJV4pnfInDDDVx63j3sqFw0cSDFFMBtt9mMq927o1v5eLdpE/TubVdccAs0GRnw8cd2T5pq1YDYL2qpi2aqWNHUZxVSNGZ+r23TkV4HPcrz797H4VsdumNeecWuVvzuu3DooSV6rYQweTJcfTX89Zd7mYED4fHH7U6aAULtMeMmksmYxbm+Ul5oy0bF3O1dm/LHoQ05Z8CjzGvUxrnQV1/tX8/LJ+kGqrdsgX794Lzz3APNIYfA++/DxIlFAg1EvqhlpGMwumimihUNNirm/N1x1Q6tzWXn3cM7Hc51Lrh+vV0Of8qU5Buonj7dZppNmuRe5oIL7JpyPXq4Fom0azPU9gHRuL5SXmmCgCobL75ou5JcJnm+cOpA7v9vnyKJAwk3UL19O9x0k22puKlZEyZMsC2eAIHdX9XTUhGBnNy8iNYlc9vBVYCfR3WP6EdR8UETBJSKxKBBdj5JrVqOpy//7BWeev9hquQVXg8soQaqP/nEtmZCBZqePW1rxiHQBLbscnbmsS03L+JWnm5cpuKFBhtVdk480U4AbdnS8fRZq75k8htDqLNj875j8fghGTy29MGXq+Cqq6BrV/ftsqtXh1dfhffes+M0QZy6vwKF2yXTX6fsnJ0EJ5XrGIwqC56CjYh0E5FVIrJGRIY6nL9FRH4UkaUiMktEXNYrUSpIo0Ywf769w3fQ4s+1THv1Zv6bvSIuPySDWyD1ln7DMWd3tunKbrp1s62ZAQNc5xd5acG5lQmsE4CBfQFHx2BUWQkbbEQkBRgPnAE0B/qJSPOgYkuATGNMK2AyMDraFVXJa+qaHZzQ7jrGu2w5XfvfHCa9NZzXK62iV5uMuMpS87dAquTt4q7PnuPtt4ZRP2ejc+Fq1eD552HGDDuHJgQvLTi3Mk6tIoO3bcGVihUv82zaAWuMMesARGQS0BPYt/G5MWZOQPmFQP9oVlLFXlltjBW4SsGYky5mVa0GjP7oSark7ylUrtLePNredRM/rVnJiHpn8a/vs9Q/fgGUyYfohpydtMleySMzxjrPIfLr0gVeemnfIqXh3m+nnTEDhWrl6cRMFY+8dKNlAL8HPF7vO+ZmEPBRSSqlSldZphkH34VPa96Z8y8cxeaDajqWb/LqMzz3xnAO3bF/nkq48YuY2b2bkQtfZ/Ibd7gGmtzUynw/5H749NNCgSbc+x2cgpyelkqNqqme0pG9JgXEUwtRJb+oriAgIv2BTKCTy/nBwGCABg0aRPOlVQmEmosR69aC09320jpHclb/x/h60VM2gSBIx1+X8vHL1zHi9GuZ0awjRiqU/l374sUwcCADli93LbIoozm3db+J/PTDmV9h/32d1/c70tUb/K0lf1JAYMpzcEsoeN27sm4hquTnJdhkA/UDHtfzHStERE4FRgCdjDGOC10ZY54DngM7zybi2qqYKMtuF7flUSrWrwePfG5XQn7zzSLn03f9w/hpD5PzyYF8Xb8FPzZtC0vr21TjCjFMstyzBx54wH7tde7i2p2SyuiTLublzB4UVEhBgn6+WLzfwcHDnxTgH6sJ7qYryxsMVT55+V+5CGgiIo1FpBLQF5gWWEBE2gDPAj2MMZuiX00VS2U5FyPk8ihpafD66/DQQ65ZW+m7/qHrTwu5+YPxdmfL//zHLnA5bhwsW2Z3vYyWZcvguONg5EjXQPNdnSacecmTvNjuHAoq2J8r+H10e18NFLs7K9KkAB3XUaUtbLAxxuQD1wEzgRXAO8aY5SIyUkT862qMAQ4E/k9EvhORaS6XU3GoLNfDCrs8iggMHWonSNapE/6CW7bYBT1vuAFatWLrgTWY2+Iklg65D374oXjBJz/fBry2bQut3VZIaio/XjuE/peOZW2t/R0BTu+j0/vtV9zxMq/Bwz9O49atEI/zmFRy0OVqFFB22WgR2bIFrrjCToQsrlq1oFMnOPlk6NwZmjcPvZfOypV2BeZvvnEv07q1Xbm6VSvP72Pg+IqTSJfl8bIPjdP+RIEi2qtIlZlEXa5Gg41KLMbAlCl2vsqXX0JubsmuV7u2DTr+r6OOssGnoACeeAKGD4dduxyfmi8VWHP5DTR76mGoVKlYLx+ttcu8bHTnFpDAeVxHxadEDTa6n40qE8VuSYlAnz72Ky8PsrJgzhz4/PPiBZ/Nm+H//s9+gV3Wv149OyazYoXr01bXbMCt3W9m62GtmF/MQAPR2z/G/96Fek/dutoEEmtxU5WQNNiomHELKFFLu01NheOPt1/Dh9tMsawsnr33RY5avYRj1/9IWn6EO4Dm5ITcorkA4bn25zL2hIvYXbFSkUyzSDlN3izueFm4VGndGE2VJQ02KiZCBZSYpd1WqgQdOnDIqIZc+e4y8nftotUfP3Hcb8s44fdlHLtxJRVdusS8+LlGHW498xa+rXfUvmMl/aD20iIJJZIWYjQDm1KR0mCjYiJUQIl12m3gB/i3Kc3Z2KItTbo2Zcae3bz99Lu0+fl7jvttGZnZK4osi+Nmbb/L6NPgbLaRuu9YtD6oi7v1dqQtxJIGNqVKQhMEVIk53V3f/PZ3rgPfbt05xdkYLZI7++AB8kr5eRzzxypO37SSKwp+gwULiiYDNGpk1zQ7+eS4y9jzkoGmko8mCKhyye3uOr1qKttyi+7C6f+QjkZ3TqR39sEtpz0VU1lUvwVZ9VtwxajuNuHgzz/3f1WubPfc8SUAFHf5mFgFJ52YqRKJBhtVIm7dZZUrViAtNcUxoESrOyfSsZ+wA+SpqTYTrV69iOrhpDTWHtMBf5VINNioEnG7i87ZmUd6WipVUiuQk5tXJKAUd5zCy2u7HS/NAfLSWHtMB/xVItFgo0rE7e4abMBJS01h7AWtY5JdFemdfWkOkJdGF5cO+KtEosFGlUi4Tb4iuZuPtOupOHf2bi2qaI+vlFYXVzRaiEqVBg02qkQC767dWjhe7+ZDdT35zzsFg5IGiViMr2gXl1KFabBRJea/u3ZLxfV6N+8WlPwf/m7BoKR39sUZXwnXEipuIIy39GqlokWDjYqakt7Nu3U9pYjEZLA93MrLbsHPa0uoOKnSunumSlYx3NJQlTdh96YJw21fnb0uE4+jsbOlW6AB9xZZuO6+4orVdZWKBxpsVFT1apPB/KFd+HlUd8cdIsM91ylYZXjcSdS/MVjjoR+G3fHS6YM9UKgWWawyzRJ+kqZI6L2BktWPP8L559tdYqtUgaZN4e67YWcxfm/r18Nll0HdunZScaNGcNNNsG2bc3mRQYg8i8jXiOQiYhC5P+RriByEyHBEvkMkB5HtiCxD5D5Ears8JwWRmxFZishORLYiMgORDl5/NO1GU3HFrespXPdcSVcTCBS4t4vTGEpxMs28jMXoJM0E9PXX0KWLXX2iTx+oXx9mz7Zbh8+aZb8qV/Z2rbVroUMH2LQJevaEZs3spn1PPAEffwzz50PNmsHPehSoDmwDNgCHh3wNkerAN8CRQBbwsu/MScCdwCWIZGLMnwHPEWAS0AdYBTwFHAxcAMxDpDfGvB/ux9Ngo+Kel8H2SDPZvKzP5hbAerfNYMribM9jU14DoWawJZi9e+HSS+0eSu+/Dz162OMFBbalM2UKjB1rtzX34pprbKB58km4/vr9x2+5xV5nxAh45pngZ/UFVmDMr4hcwv7g4WYwNtC8jDGXFTojMhEYCFwJjAx6jT7AAuAUjNnlK/8M8CXwPCKzMebvUC+s3WgqIYTrnguXyZadsxMT8PjkZrUdx4cCP9jdAticlZsjGpvyOhZT0jGvhDNrFnTrBgcfbO/+jzzSfjBv31607Lp1MHgwHHEEpKXZ57RsCVddZbcL99uzx35Y//e/UKMGVK1qu6J69oTPPotu/T//3G6wd9JJ+wMNQIUKMHq0/f6ZZ+zusuGsXQuffGLreu21hc/dey8ccAC89hr8+2/hc8Z8jDG/RlDrw3z/Tnc4N833b3BX2tW+f+/cF2jsay8C3vaV7xPuhbVlo5JCpJls/oBRnJ0tN+TsjCjTLJKxmHIzSfPZZ+Hqq+2H6Hnn2fGOuXPh4Ydh+nTbZZSebsv+8Qcceyzs2AFnngm9e9vVuX/+2X4AX3fd/u6lSy6Bt96CFi3g4ottYNqwwe7i+vHHcOqp0fsZZs+2/3brVvTcYYfZ4Ll6tQ2Uh4fu3WLOHPvv6afbYBWoWjXo2NEGo4ULS1rr5b5/uwPvBZ07y/fv/qgsUgXoAOQCXzhc7yNgANCFMK0qDTYqKbh1QbklAXgJGNEaQ9GxmCC//go33AAHHmjHJJo123/ummtgwgS44w547jl7bPJk2LoVHn8cbryx8LX+/Xf/h/P27TBpErRta8dSUgq3XAu1gAAmToRffvFe70aNbDDzW+VrmR55pHP5Jk1ssFm9Onyw8XKtTz6x1yqZF4B+wCBEWgLzfcdPBJoDI4LGXw4HUoB1GJPvcL2ffP+6VHw/DTYqKbiN67jNo/HyQR+tMRQdiwny+uu2u+vWWwsHGoAHHrDnX3sNxo0rPLie5vA7O+CA/d+L2C6rypWLtg6g6OD6xIm2K8yrTp0KBxt/d1/16s7l/cdDbDMek2uFYswuRLoAT2DHZtoFnJ0MTA1+ZX8NXa7oP54e7qU12KikUdxMtlDXg5Ivh6MLZgb59lv7bxeHDd5q1IA2bWDePFi5Eo45xo6HDB9uxzJmzoSuXW23UvPmhVOtDzoIzj7bdsO1bm272048Edq3t2M3webOjcmPF9dEagJTgGbYgX9/l9mp2AD0NSKnYMw30X5pDTYqqZX0gz5aYyjlZizGC/9dfJ06zuf9x/138Q0b2u62e+6x4y7vvmuP168Pt91mu+T83n7bjvu8+aad6wJ27kufPvDII3DIIdH7OfytDaeEhsDj6WFv+qN7rdAeBToBPTFmWsDxtxHZhW3ZjAY6+1/ZX0OX6/mPh21yabBRSU8/6OOM/4N140Y4+uii5//4o3A5gKOOsoEkPx++/95mlo0bZ8dwDjgABg2y5dLSbFC65x74/XfbQpo40XbN/fILfBEwxl3SMZumvtax2zjKT77hDLdxmEDRvFZo/iSAOQ7n/MfaBhxbC+wFDkOkosO4TRPfv+EHk4wxYb+AbtjJPGuAoQ7nK2NT4NYAXwONwl2zbdu2Rql49N63602Hh2aZRkM+MB0emmXe+3Z9WVcpMdgRk/Dl7rvPlrvzzqLntm0z5qCDjKlSxZhdu0JfZ948e52zzgpdbu9eY444wpb966/9xzt12l9nL1+dOhW+7qxZ9vhJJxV9zbVr7bmGDY0pKAhdP2OMWbPGlm/UyNY30I4dxhxwgDFVqxrzzz8GyDJOn6twia+u9zuet2X+9pU5zOHc4b5zW4KOz/MdP9nhOa/6zl3q+pq+r7DzbEQkBRgPnIHNVugnIs2Dig0CthljjgDGAg+HjXJKxaHANdMC5+WEWvpGRah/f7sF97hxsGZN4XP/+59Nce7ff39ywOLFzt1Lf/omufvHYzZvhmXLipb791/45x+oWBEqVdp/fO7cSEJN0TGeTp1si2vePJgW0CNVUABDhtjvr7qq8LhSXp4di1q7tvC1Dj/cpj3/8guMH1/43N13259hwIDCCRHF42/a3Y3I/s9/+zl/r+/RrKDnTPD9e78vFdr/nGOxqwhsxo4DhSQmzIQjETkeuMcY09X3eBiAMeahgDIzfWW+EpGKwEagtglx8czMTJOVlRWufkqVKrdtEgJXFlAu/B+qAwe6l3n6aRscnn7aDvhXq2Zn29eubTPDvvrKZqjNn28nboJdG+zZZ+GEE+yHco0a9sN6+nQbBObMgeOPh+++s8kFLVtCq1Z2TGfHDvjgA/jtNzu288QT0f2Zg5eradDATlbNyrJJDMHL1fzyCzRubMehgrvwgperOeooe/05c2z32YIFULMmIrLYGJMJgMjlwAm+KxwBdASWAkt8x1ZizKh9r2HTnb/AjrUsB3yThTgF25j4CzgeY9YEPEeAd7ATN1diJ4TWxAaaKoCn5Wq8dKH1AV4IeDwAeCqozA9AvYDHa4FaDtcajF2PJ6tBgwbhm5ZKlbJGQz4wDR2+Gg35oKyrFv+8tA+2bdtffuZMY047zZj0dGMqVTLm8MONuf32wmWMMWbhQmOuusqYVq2MqVHDdrEdfrgxl1xizLJl+8tt22bMvfcac/LJxtSta6956KG2++vNN711ZxXH8uXG9OljTM2a9jWbNDHmrruMyc0tWvbnn/d3rzn57Tf7cx16qDGpqcY0aGDMjTcas3XrviIEdqPBxHDtMWOKdH01NvCMgbUGdhvYZeAnA+MMZBQpb59T0cDNBpYZ2Glgm4EZBjo4lnf48tKy6QN0M8Zc7ns8AGhvjLkuoMwPvjLrfY/X+sr85XZdbdmoeKQtGxXvCrVsEoiXtdGygfoBj+v5jjmW8XWjVQeCpusqFf/c9tQptxMwlYoSL8FmEdBERBqLSCXsRKBpQWWmYVcLBdvtNtuEazIpFYfK3WKYSpWSsPNsjDH5InIdMBO7Rs5LxpjlIjIS23c4DXgReE1E1gBbsQFJqYSk83KUij5PkzqNMTOAGUHH7gr4fhdwXnSrppRSKlnofjZKKaViToONUkqpmNNgo5RSKuY02CillIo5DTZKKaViToONUkqpmAu7XE3MXlhkM/BrCS9TC7twXDyJxzqB1itS8ViveKwTaL0iEY06NTTG1I5GZUpTmQWbaBCRrHhbIyge6wRar0jFY73isU6g9YpEPNaptGg3mlJKqZjTYKOUUirmEj3YPFfWFXAQj3UCrVek4rFe8Vgn0HpFIh7rVCoSesxGKaVUYkj0lo1SSqkEEPfBRkTOE5HlIlIgIq5ZHCLSTURWicgaERkacLyxiHztO/62b0+ektbpYBH5VER+8v1bw6HMySLyXcDXLhHp5Ts3UUR+DjjXuqR18lovX7m9Aa89LeB41N8rr/USkdYi8pXvd71URC4IOBe198vt7yTgfGXfz77G9140Cjg3zHd8lYh0LW4dilmvW0TkR997M0tEGgacc/x9llK9LhGRzQGvf3nAuYG+3/lPIjIw+LkxrNPYgPqsFpGcgHMxea9E5CUR2SR212Kn8yIiT/rqvFRE/htwLibvU9zxun90WX0BRwFNgblApkuZFGAtcBhQCfgeaO479w7Q1/f9M8DVUajTaGCo7/uhwMNhyh+M3eenqu/xRKBPDN4rT/UC/nE5HvX3ymu9gCOBJr7v6wJ/AOnRfL9C/Z0ElLkGeMb3fV/gbd/3zX3lKwONfddJidL746VeJwf8/Vztr1eo32cp1esS4CmH5x4MrPP9W8P3fY3SqFNQ+euxe3DF+r06Cfgv8IPL+TOBjwABjgO+juX7FI9fcd+yMcasMMasClOsHbDGGLPOGLMHmAT0FBEBugCTfeVeAXpFoVo9fdfyes0+wEfGmNwovHYokdZrnxi+V57qZYxZbYz5yff9BmATEO2Ja45/JyHqOhk4xffe9AQmGWN2G2N+Btb4rlcq9TLGzAn4+1mI3Z491ry8X266Ap8aY7YaY7YBnwLdyqBO/YC3ovC6IRlj5mFvKN30BF411kIgXUTqELv3Ke7EfbDxKAP4PeDxet+xmkCOMSY/6HhJHWKM+cP3/UbgkDDl+1L0D/4BX3N6rIhUjkKdIqlXFRHJEpGF/q49YvdeRVIvAESkHfaudW3A4Wi8X25/J45lfO/Fdux74+W5xRXptQdh75L9nH6fpVmv3r7fzWQRqR/hc2NVJ3xdjY2B2QGHY/VeheNW71j+XcUVTzt1xpqIfAYc6nBqhDHm/dKuD4SuU+ADY4wREdeUPt/dS0vsttp+w7AfupWwqZBDgJGlWK+GxphsETkMmC0iy7AfqsUW5ffrNWCgMabAd7jY71eyEZH+QCbQKeBwkd+nMWat8xWibjrwljFmt4hciW0Vdiml1w6nLzDZGLM34FhZvlflWlwEG2PMqSW8RDZQP+BxPd+xLdjmakXfXar/eInqJCJ/ikgdY8wfvg/HTSEudT7wnjEmL+Da/rv83SLyMnCblzpFq17GmGzfv+tEZC7QBphCMd+raNVLRA4CPsTeZCwMuHax368gbn8nTmXWi0hFoDr278jLc4vL07VF5FRs8O5kjNntP+7y+4zGB2jYehljtgQ8fAE7Pud/bueg584tjToF6AtcG3gghu9VOG71jtX7FHeSpRttEdBEbDZVJewf2TRjjAHmYMdMAAYC0WgpTfNdy8s1i/QZ+z5w/eMkvQDHDJZY1EtEavi7oUSkFtAR+DGG75XXelUC3sP2a08OOhet98vx7yREXfsAs33vzTSgr9hstcZAE+CbYtYj4nqJSBvgWaCHMWZTwHHH32cp1qtOwMMewArf9zOB0331qwGcTuHWfczq5KtXM+yA+1cBx2L5XoUzDbjYl5V2HLDddxMVq/cp/pR1hkK4L+AcbD/mbuBPYKbveF1gRkC5M4HV2LuUEQHHD8N+KKwB/g+oHIU61QRmAT8BnwEH+45nAi8ElGuEvXOpEPT82cAy7Ifm68CBUXqvwtYL6OB77e99/w6K5XsVQb36A3nAdwFfraP9fjn9nWC75Hr4vq/i+9nX+N6LwwKeO8L3vFXAGVH+Ow9Xr898f//+92ZauN9nKdXrIWC57/XnAM0CnnuZ731cA1xaWnXyPb4HGBX0vJi9V9gbyj98f8PrseNqVwFX+c4LMN5X52UEZNbG6n2Kty9dQUAppVTMJUs3mlJKqTimwUYppVTMabBRSikVcxpslFJKxZwGG6WUUjGnwUYppVTMabBRSikVcxpslFJKxdz/A2REacoAdEabAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -227,9 +215,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBEEQhJDz//n8Xll7wex0AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -237,9 +225,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA9eQAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -294,7 +282,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.5" } }, "nbformat": 4, From 4da1f507679b25a95a1035d4c12c04de7c047083 Mon Sep 17 00:00:00 2001 From: Harry Wang Date: Sun, 5 Aug 2018 19:08:52 -0400 Subject: [PATCH 3/6] finished 3xx notebooks --- .gitignore | 4 +- .../301_regression.ipynb | 356 ++++++++++++++++-- .../302_classification.ipynb | 174 ++++++--- .../303_build_nn_quickly.ipynb | 37 +- .../304_save_reload.ipynb | 42 +-- .../305_batch_train.ipynb | 85 +++-- .../306_optimizer.ipynb | 74 ++-- 7 files changed, 562 insertions(+), 210 deletions(-) diff --git a/.gitignore b/.gitignore index 3b973cf..0ab6b39 100644 --- a/.gitignore +++ b/.gitignore @@ -102,5 +102,5 @@ ENV/ .DS_Store -.npy -.pkl +*.npy +*.pkl diff --git a/tutorial-contents-notebooks/301_regression.ipynb b/tutorial-contents-notebooks/301_regression.ipynb index f856095..de5ce2a 100644 --- a/tutorial-contents-notebooks/301_regression.ipynb +++ b/tutorial-contents-notebooks/301_regression.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -25,16 +25,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -45,9 +45,215 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 22, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[-1.0000],\n", + " [-0.9798],\n", + " [-0.9596],\n", + " [-0.9394],\n", + " [-0.9192],\n", + " [-0.8990],\n", + " [-0.8788],\n", + " [-0.8586],\n", + " [-0.8384],\n", + " [-0.8182],\n", + " [-0.7980],\n", + " [-0.7778],\n", + " [-0.7576],\n", + " [-0.7374],\n", + " [-0.7172],\n", + " [-0.6970],\n", + " [-0.6768],\n", + " [-0.6566],\n", + " [-0.6364],\n", + " [-0.6162],\n", + " [-0.5960],\n", + " [-0.5758],\n", + " [-0.5556],\n", + " [-0.5354],\n", + " [-0.5152],\n", + " [-0.4949],\n", + " [-0.4747],\n", + " [-0.4545],\n", + " [-0.4343],\n", + " [-0.4141],\n", + " [-0.3939],\n", + " [-0.3737],\n", + " [-0.3535],\n", + " [-0.3333],\n", + " [-0.3131],\n", + " [-0.2929],\n", + " [-0.2727],\n", + " [-0.2525],\n", + " [-0.2323],\n", + " [-0.2121],\n", + " [-0.1919],\n", + " [-0.1717],\n", + " [-0.1515],\n", + " [-0.1313],\n", + " [-0.1111],\n", + " [-0.0909],\n", + " [-0.0707],\n", + " [-0.0505],\n", + " [-0.0303],\n", + " [-0.0101],\n", + " [ 0.0101],\n", + " [ 0.0303],\n", + " [ 0.0505],\n", + " [ 0.0707],\n", + " [ 0.0909],\n", + " [ 0.1111],\n", + " [ 0.1313],\n", + " [ 0.1515],\n", + " [ 0.1717],\n", + " [ 0.1919],\n", + " [ 0.2121],\n", + " [ 0.2323],\n", + " [ 0.2525],\n", + " [ 0.2727],\n", + " [ 0.2929],\n", + " [ 0.3131],\n", + " [ 0.3333],\n", + " [ 0.3535],\n", + " [ 0.3737],\n", + " [ 0.3939],\n", + " [ 0.4141],\n", + " [ 0.4343],\n", + " [ 0.4545],\n", + " [ 0.4747],\n", + " [ 0.4949],\n", + " [ 0.5152],\n", + " [ 0.5354],\n", + " [ 0.5556],\n", + " [ 0.5758],\n", + " [ 0.5960],\n", + " [ 0.6162],\n", + " [ 0.6364],\n", + " [ 0.6566],\n", + " [ 0.6768],\n", + " [ 0.6970],\n", + " [ 0.7172],\n", + " [ 0.7374],\n", + " [ 0.7576],\n", + " [ 0.7778],\n", + " [ 0.7980],\n", + " [ 0.8182],\n", + " [ 0.8384],\n", + " [ 0.8586],\n", + " [ 0.8788],\n", + " [ 0.8990],\n", + " [ 0.9192],\n", + " [ 0.9394],\n", + " [ 0.9596],\n", + " [ 0.9798],\n", + " [ 1.0000]]) \n", + " tensor([[1.1515],\n", + " [1.0159],\n", + " [1.0014],\n", + " [1.0294],\n", + " [0.8508],\n", + " [0.9682],\n", + " [0.8517],\n", + " [0.8880],\n", + " [0.8168],\n", + " [0.7572],\n", + " [0.7645],\n", + " [0.7099],\n", + " [0.7104],\n", + " [0.6047],\n", + " [0.6070],\n", + " [0.5768],\n", + " [0.5725],\n", + " [0.5307],\n", + " [0.5924],\n", + " [0.5108],\n", + " [0.4179],\n", + " [0.3711],\n", + " [0.3919],\n", + " [0.3435],\n", + " [0.3333],\n", + " [0.3498],\n", + " [0.3850],\n", + " [0.3610],\n", + " [0.1909],\n", + " [0.3335],\n", + " [0.2831],\n", + " [0.3345],\n", + " [0.2910],\n", + " [0.1200],\n", + " [0.1030],\n", + " [0.1376],\n", + " [0.2622],\n", + " [0.1471],\n", + " [0.1968],\n", + " [0.0985],\n", + " [0.2350],\n", + " [0.0872],\n", + " [0.1979],\n", + " [0.1184],\n", + " [0.0597],\n", + " [0.1597],\n", + " [0.0519],\n", + " [0.1320],\n", + " [0.0720],\n", + " [0.0891],\n", + " [0.0040],\n", + " [0.0532],\n", + " [0.1568],\n", + " [0.0807],\n", + " [0.2079],\n", + " [0.1925],\n", + " [0.1126],\n", + " [0.0562],\n", + " [0.1904],\n", + " [0.1679],\n", + " [0.0804],\n", + " [0.2189],\n", + " [0.2245],\n", + " [0.2631],\n", + " [0.1298],\n", + " [0.1816],\n", + " [0.2092],\n", + " [0.2396],\n", + " [0.1638],\n", + " [0.1842],\n", + " [0.3259],\n", + " [0.2652],\n", + " [0.3555],\n", + " [0.3311],\n", + " [0.3778],\n", + " [0.3874],\n", + " [0.4230],\n", + " [0.4582],\n", + " [0.3389],\n", + " [0.5055],\n", + " [0.4093],\n", + " [0.4295],\n", + " [0.5372],\n", + " [0.5410],\n", + " [0.6445],\n", + " [0.5564],\n", + " [0.5548],\n", + " [0.7467],\n", + " [0.6901],\n", + " [0.7930],\n", + " [0.8016],\n", + " [0.7279],\n", + " [0.8573],\n", + " [0.8963],\n", + " [0.8412],\n", + " [0.8975],\n", + " [1.0166],\n", + " [1.0387],\n", + " [1.0175],\n", + " [1.0697]])\n" + ] + }, { "data": { "image/png": "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\n", @@ -63,6 +269,7 @@ "x = torch.unsqueeze(torch.linspace(-1, 1, 100), dim=1) # x data (tensor), shape=(100, 1)\n", "y = x.pow(2) + 0.2*torch.rand(x.size()) # noisy y data (tensor), shape=(100, 1)\n", "\n", + "print(x, '\\n', y)\n", "# torch can only train on Variable, so convert them to Variable\n", "x, y = Variable(x), Variable(y)\n", "\n", @@ -72,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -90,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -111,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -121,21 +328,121 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "plt.ion() # something about plotting" + "plt.ion() # Turn interactive mode on" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD9CAYAAAAGRIgOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xu8XFV99/HPj8MhOYmQk0BAcg8SAwiSkNNQDQ8CXkBtA0WU0GqhlVdqxdpitYb6PAWxllT6FNRHRYqI1RZSETBeKRIoys2cSCDcExJCcgATIQcvCSGX3/PH2sPZZ87eczmzZ2bPme/79ZrXmdmXmTU7k/nNWuu31jJ3R0REJI/2aXYBRERE0ihIiYhIbilIiYhIbilIiYhIbilIiYhIbilIiYhIbmUSpMzsWjPbYmYPp+z/EzN7yMzWmNk9ZnZsbN/T0fbVZtabRXlERGRkyKomdR1wWon9G4C3uPsxwGeAq4v2n+zuc9y9J6PyiIjICLBvFk/i7neZ2YwS+++JPbwPmJLF64qIyMjWjD6pDwI/ij124L/NbJWZLW5CeUREJKcyqUlVysxOJgSpE2KbT3D3PjM7GLjNzB5397sSzl0MLAYYO3bsvCOOOKIhZRYRGSlWrVr1K3ef2OxyVKNhQcrM3ghcA7zT3V8obHf3vujvFjO7GZgPDAlS7n41UV9WT0+P9/Yqx0JEpBpmtrHZZahWQ5r7zGwacBPwAXd/MrZ9rJntX7gPvANIzBAUEZH2k0lNysyuB04CDjKzzcDFQCeAu18F/ANwIPBlMwPYHWXyHQLcHG3bF/hPd/9xFmUSEZHWl1V23zll9p8PnJ+wfT1w7NAzRERENOOEiIjkmIKUiIjkloKUiIjkloKUiIjkVkMH8zbbLQ/0cfmtT/Bs/w4mdXfxiVNnc8bcyc0uloiIpGibIHXLA31cdNMaduzaA0Bf/w4uumkNgAKViEhOtU1z3+W3PvFqgCrYsWsPl9/6RJNKJCIi5bRNkHq2f0dV20VEpPnaJkhN6u6qaruIiDRf2wSpT5w6m67OjkHbujo7+MSps5tUIhERKadtEicKyRHK7hMRaR1tE6QgBCoFJRGR1tE2zX0iItJ6FKRERCS32qq5T0Sk1bT7TDkKUiIiOaWZctTcJyKSW5opRzUpEZFcSGrW00w5ClIiIk2X1qzXPaaTbdt3DTm+nWbKUZBK0O4dlSLSWGnNeqP23Yeuzo5B+9ptppy2DVJpgUgdlSLSKIXvob6U5rv+Hbvo7upkdOc+9G/f1ZY/mjNJnDCza81si5k9nLLfzOwLZrbOzB4ys+Ni+841s7XR7dwsylNOIRD19e/AGQhEhQ9Mu3dUikj9xb+HSunfsYuXd+3lirPncPeSU9oqQEF22X3XAaeV2P9OYFZ0Wwx8BcDMJgAXA8cD84GLzWx8RmVKlRaI/mbZ6tQPTDt1VIpI/SV9D6Vp5x/KmQQpd78LeLHEIacD/+7BfUC3mR0KnArc5u4vuvs24DZKB7tMDCfgtFNHpYjUX7XfQ+36Q7lR46QmA5tijzdH29K211W1AafdOipFpP7Svoc6zKo6fqRrmcG8ZrbYzHrNrHfr1q01PVfS2lKJrwlM7u7isjOPabt2YBGpr7Q17s45fqrWvotpVHZfHzA19nhKtK0POKlo+51JT+DuVwNXA/T09HgthYmvLZXWBzW5u4u7l5wyaJtS00UkK6XWuOuZPkHfNRFzr+n7fuCJzGYA33f3oxP2vRv4CPAuQpLEF9x9fpQ4sQooZPv9Apjn7qX6t+jp6fHe3t5Myl2ccg7hV0tx7anS40RE8srMVrl7T7PLUY1MalJmdj2hRnSQmW0mZOx1Arj7VcAPCQFqHbAd+LNo34tm9hlgZfRUl5YLUFmrdMXeUqnpClIiIvWRSZBy93PK7HfggpR91wLXZlGO4apkxV7NoSUi0ngtkzjRbGmZNe2acSMi0ggKUhVKy8Rp14wbEZFGaNu5+6pVad+ViIhkR0GqCpX0XYmISHYUpEREGkjjLaujICUiUgdJwQjQUkBVUpDKgH4ZiUhc2rp0ozv30XjLKilI1UiLJIpIsbTB/2lLc2i8ZTqloNdIiySKSLFqg47GW6ZTTapGmolCRAoKTf9pM6J2d3Wyc/feIXOAarxlOgWpMtL6m8p9GPXLSKS9JE1CHdfV2cElC98AaLxlNRSkSkjrb+rd+CLfWdVX8sOoX0Yi7aXUcvDdXZ2YwYXLViswVUlBqoS0/qbr79/EnpQlTibrAyjSlko18ceb+JRcVR0lTpSQ9qFLC1AG3L3kFH3wRNpQqeXglVw1fApSJZT60KUdf8sDfSxYuoKZS37AgqUruOWBvnoWUURyIm0S6rQftUquqoyCVAlpH7pzjp+auP3kIyZy0U1r6OvfgTNQrVegEhn5zpg7mcvOPIbJ3V0Yoem/8DiJkqsqoz6pEkrNfN4zfcKQ7Vq9V6Q9pGX9pk1CXZz1p+SqypmnVEXzrKenx3t7e5tdjCFmLvlBYkq6ARuWvrvRxRGRDBUCU1//DgwG/V/v6uzgsjOPSf0xmpep08xslbv3NPyFa6CaVIYmdXfRl9DOrGq9SGsrHo5S/GO0XIuJlvkZPvVJZUir94qMTKXGQBUoEaI+VJPKUKk+rLxU90WkepUEILWY1EcmQcrMTgM+D3QA17j70qL9VwAnRw/HAAe7e3e0bw+wJtr3jLsvzKJMzRKv1hcC098sWz2oDVuD+URaS1pTfoFaTOqn5uY+M+sAvgS8EzgKOMfMjoof4+4Xuvscd58DfBG4KbZ7R2FfqweouEIbduGDndaGLSL5l9SUXxgtWUg11w/O+siiJjUfWOfu6wHM7AbgdODRlOPPAS7O4HVzTW3YIq2nVGo5aGLYZsgiSE0GNsUebwaOTzrQzKYDM4EVsc2jzawX2A0sdfdbMihT06kNW6S1lFvAVBl6zdHoxIlFwI3uHq9iTHf3PjM7DFhhZmvc/aniE81sMbAYYNq0aY0pbQ3Uhi3SWoY7GF9JUfWVRQp6HzA19nhKtC3JIuD6+AZ374v+rgfuBOYmnejuV7t7j7v3TJw4sdYy153asEVay3AWMI33PWsqtPrIoia1EphlZjMJwWkR8MfFB5nZEcB44N7YtvHAdnffaWYHAQuAz2VQpqarJB39wmWrGRetM9O/fZd+hYk00XAG42sqtPqrOUi5+24z+whwKyEF/Vp3f8TMLgV63X15dOgi4AYfPA/TkcBXzWwvoVa31N3TEi5aTlIbdnG7d/+OXa/uU2q6SPN84tTZVc+xN5zal1RHc/c12IKlK0r2VUFoDrx7ySkNKpGIFBT3L518xETueHxran9T2v/nvP4f1tx9UlYlv7D0K0ykOYoH45fK9oPh1b6kOpq7r8EqSTtXarpI85XqbypIW0NKzfXZUU2qwZJ+ecXpV5hIPlTa36TxU/WlmlSDFf/y6u7qZPyYTv0KE8mZtBYNtXQ0lmpSTaBfXiL5p/6mfFCQEpG2UO3MEJqvLx8UpERkxKskUy+JWj2aT31SIjLiVZKpJ/mkICUiI55mhmhdau7LKc2sLJKd4czLJ/mgIJUjhcDU179Dy82LZEiZeq1LQSonijt205abTwtSqnmJpFOmXutSkMqJWpabH27mkkg7UaZea1KQyolKOnAdmPPp/x6y/pTWtBGRkUpBKifKLTdfkLT+VFoNTJlLItLqlIKeE6WWmy9lx649dFjykcpcEkl2ywN9LFi6gplLfsCCpSu03HuOKUjlRNKU/1ecPaeiQLXHfUiAU+aSSLJCH25f/w6c0CJx4bLVzFDAyiU19+VIUsduISW9lMmxvillLokMSMp6TerD1XCP/NLy8TlXnLlXrDCearICkwiQPt4QQgtDuSxayO/y77XS8vGSueLxHeO6OjGDbdt3acCvSJFKxht2mLGnzI9zJR3lh4JUC0hqBlywdMWQZkClnUu7q2S8YaEPt9RxSjrKj0wSJ8zsNDN7wszWmdmShP3nmdlWM1sd3c6P7TvXzNZGt3OzKE87KDVhpjKXpF1VUgMqrIA9OQpExclJSjrKl5prUmbWAXwJeDuwGVhpZsvd/dGiQ5e5+0eKzp0AXAz0EGrmq6Jzt9VarpEubVzVuK5OzT4hI1a56b/KjTcsBKB464SmFMu3LJr75gPr3H09gJndAJwOFAepJKcCt7n7i9G5twGnAddnUK4RLW3CTDM0+4SMSJVM/5X0/6JccpGmS8q3LILUZGBT7PFm4PiE495jZicCTwIXuvumlHP1aalA2oSZFy5bnXi8OoKl1VUy/Zcmkh15GpU48T3genffaWZ/AXwDqCq/08wWA4sBpk2bln0JW1A146rUESytrtKFC1UzGlmySJzoA6bGHk+Jtr3K3V9w953Rw2uAeZWeG3uOq929x917Jk6cmEGxR6ak6ZXUESwjQdoPLf0AG9myCFIrgVlmNtPM9gMWAcvjB5jZobGHC4HHovu3Au8ws/FmNh54R7RNhilpeqXLzjxGvyylpSRlqOoHWHvKZMYJM3sXcCXQAVzr7p81s0uBXndfbmaXEYLTbuBF4C/d/fHo3D8H/j56qs+6+9fLvV47zTgh0m6SZlnp6uzgsjOPAdTfVItWnHFC0yKJSK4kDVSHkTtVUSO1YpDSLOgikiuVJkhIe9C0SCKSC4VBtWltO6USJDQgd+RSkBrh9J9XWkG52f5LJUhUMshXWpeC1Aim/7zSKkpNDJs2U0R8SY5immVl5FCQGsEqGaEvkgdp/U0GickS5WpepZ5TWouC1AhWbqZ0NQNKXqRNDJvWD1XJkhwa5DsyKEiNYFnPlK7AJlkrt4puWj9UuVqSBvmOHApSI1iWM6Wrf0uykhaYnPIzlheUWpKj3LnSWhSkRrBSS88nKfXrVP1bkoVyy7sXAlS5QbtpP8A0BdjIo8G8I9wZcydz95JTuOLsOezcvTc1QEHpNvy0ANbXv0Or/0rFKulLqiThQXNUtg/VpNpEuS+HtDb8cgMsQU1/kiypD7OSAFRpwoOW5GgPqkm1iVJfDt1dnYzu3IcLl60eVCsqNM2UWo67oND0JwKDPzvOwA+Z7jGdJc9TwoMUU02qTaR1NHd3dbJz995BCRGf+PaDfPp7j5RsGkxSKrVdmYHtJa0Pc8euPUOy+MolS+iz094UpNpENZl+u/Z61QEK0lPbeze+yHdW9SkzcISqtlmvmiw+ZZWKmvvaRFpHc/8wglF3V2fi4nNpqe3X378pNTNQWttwm/XiWXylgk2prFJpD6pJtZGkjua0uc/SdHV2cMnCN7x6bvzX84XLVieesydlzTJNW9P60oLIqH33oauzo+Zpi7RshyhItbmkZsA0xU0zlQa8DrPEQKVpa1pfWrB4accurjh7TskfQZX8+1c7XZKMPGrua3PFzYDdXZ10dtigY7o6O7jy7Dllm2Y+cersxGbAc46fOmS7oTFWI0FasJjU3fXqGL0rz56T+LmoJIsv7TOlDMD2oZqUDGkGHG42VdoMF/9x3zOMi9Lct23fNSi7Sx3hrS0tISceRIo/F7V8ppTd137MU/oL8qynp8d7e3ubXQwpIWkpha7OjlcDVbFKpsKRfFKKeOsws1Xu3tPsclRDNSmpi1LjZJKoI7x1xWvihYB14bLVCliSiUyClJmdBnwe6ACucfelRfs/BpwP7Aa2An/u7hujfXuANdGhz7j7wizKJM1VbdAp1RGuX+rZqPd11JgmqYeaEyfMrAP4EvBO4CjgHDM7quiwB4Aed38jcCPwudi+He4+J7opQI0QaUEnbYxVWkd42jgcJVtUpxHXUWOapB6yyO6bD6xz9/Xu/gpwA3B6/AB3v8Pdt0cP7wOmZPC6kmNpWVmXLHxDVbNX64svG8O9jrc80MeCpSuYueQHZTMxNaZJ6iGL5r7JwKbY483A8SWO/yDwo9jj0WbWS2gKXOrut2RQJmmycllZlTb/DOeLT82DQw33OlbTfKcxTVIPDU2cMLP3Az3AW2Kbp7t7n5kdBqwwszXu/lTCuYuBxQDTpk1rSHmlNlkspVDtF5/6RQYrt9RKqQBS7UKXlaSji1QriyDVB0yNPZ4SbRvEzN4GfAp4i7vvLGx3977o73ozuxOYCwwJUu5+NXA1hBT0DMotLaDaLz6tIJy+PHuxcgGk2tqXxjRJPWQRpFYCs8xsJiE4LQL+OH6Amc0Fvgqc5u5bYtvHA9vdfaeZHQQsYHBShbS5ar/4Wq1fJOumyXLLsxeUmn28ltqXFiKUrNUcpNx9t5l9BLiVkIJ+rbs/YmaXAr3uvhy4HHgN8G0zg4FU8yOBr5rZXkISx1J3f7TWMsnIUs0XX6nmwbz1VdWjabKS5dkNUgdOJw3CjlPznTSaZpyQmjXryz/pdYHE5sH3zJs8aE2rwvZSmYX1tmDpitTJV4e7AODMJT9IrQHFnzstSA2nTNI6WnHGCU0wKzVp1jimtNcFElPc73h8a+5S2Us1QSZdx0qudblMuqSaUDzNPC1AFWpf8ZklKk1NF6mFgpTUpFnjmMolSNy95BQ2LH33q1+seeyrKhdQiq9jJdc6aXxaYU77pDFpxYGvkrJqgLU0koKU1KRZX/7Vvm6pJSWaJSmgFIu/n7T3Fl/yJGkF5ivOnsPTsYAdV0kfVnHtSwOspZE0wazUpFkDOKt93WpS2evRx1bqOStdGDDtPcPQpItaB0tDqIHFyxpPba/2uUSGSzUpqUmzFqWr9nWTahhJSRP1aMoq9ZzVLAxYruY1nNpMWlCf3N01qLk0/h6qfS6RWqgmJTVp9ADOeI2ksJBi//ZdFb1uJTWMegwGruQ5K7mOldS8qq3NVFrDLNcsqNR0qRcFKalZPQZwVpJe3r9jF12dHVxx9pzMXr9UX9dwmwEr7T+r5DoWjklLFa+2NlPpj4xSwU+p6VJPClKSO2mDXEd37lP3KY/S+n3GdXUOe+BtPfrtap0nr9qAm/YetKKy1Jv6pKSpksbbpDWPJS07D8PrsE8b55PW12XGsDPa6tFvV2kfW5Lh9Ls1q+9RRDUpaZq0GlO5lOhi1dZIKpmOqLiWceGy1YnPVUmAHE6/XSU1neE2sw6n302Tx0qzaFokaZpSU/Ak6e7qZOfuvYlTG0HlX6Bprzuc6YLq0dyVNH9ellM4pU2dZMCGpe+u+fklvzQtkkgVqmmmK7WqL1BV89VwBiA3srmr3oNl8ziwGbNwazePPgrvex8cfDCMHg2zZ8PFF8OOYY45u/12+KM/gte+FkaNgkmT4NRT4Yc/TD7erAOz8zG7C7NtmO3AbD1myzB7fdGxCzD7HGYrMduK2U7MNmB2DWaHp5bJ7GTMfojZC9E56zBbitn+lbwlNfdJ05QanBpXnD1WXJtYsHRFyS/14hrWcBIZSjV3ZT34t96zeGhxwpy4/3445RTYtQvOOgumToUVK+DSS0Owuf32EGgq9Xd/B5dfDlOmwMKFcNBBsHUrrFoFd94J73rX4OPNXgN8FzgFWA18A3iZsNr6/wJeDzwZO+M7wETgHuA/CKupv4mw2voizN6O+71Fr/Eh4MvRsTcRVm6fB3wSeBdm/wv3l0q9LQUpaZqkL8tipZaVKCg1XVBS31PajOjlvqST+oCGs9xGuaA2nCBaTaBU/1IO7NkDf/ZnsH07fPe7IagA7N0balbf+Q5ccQUsWVLZ8/3bv4UAde65cPXVsN9+g/fvSkw6+iohQH0I968O2WvWWbTlCuCbuD9bdNzfA58lLEp7TGz7odE5e4ATcP95bN9FwD8BnwE+WuqtqU9KmqrcVDuV9Pmk9Rd1mLEn4fNdqJnV8iU93HJX0t9UbZ9UvfuwGqLQ1Ffp99Htt4cv5Z//HH73O5g+Hc48Ey66CMaNG3zs+vWwdGmopfT1QVcXTJ4MCxbAZz8LBx4YjnvlFbjqKrjuOtiwAXbuDM1wxx4Lf/VX8La3ZfZ2WbEC3vpWOPFE+J//GVre170uvKcNG8o3g+7cGWphXV2wdu3QABXzap+U2XHAKmAZ7otqei9mHcBvgC7gINxfiLb/OfA14Ebc35twzhZgFHAw7tvTnl59UtJU1UwLlCatvygpQEGoecVnSi8ErEqXnahkiqC02l0l/U3F6eXd0cwaFy5bnVi+tpvw9atfhbe/He6+G844Ay68ECZMgH/+Z3jzm6G/f+DY556D3/s9+PrX4Q1vgI9+FD7wAZg5E775zbC/4Lzz4K//OtQ6/vRPw7Ennghr1sCPf5zte1ixIvw97bSh+w47DF7/eti4MQSscm67LTTrnXkm7LMP/OAH4Vp8/vNw771pZxVWT78es3GYvR+zizBbXLJ/KZkTmvMg1JoKXhv9Hfom3PcAG4GxwPGlnlzNfZILtTRBpZ2bVtNJWnYirbkuqRmtkpnD01YCrnb2iUqaE/O4DEndbNwYgsdrXhNqUUccMbDvwx+Gr3wl9M1cfXXYduON8OKLcOWVIQDF/e534Usd4KWX4IYbYN680FfUUTRH4gsvDH583XXw9NOVl3vGjBAEC56IfkC8/vVJR8OsWfDkk+H2uteVfu6VK8Pf0aNh7lx4+OHB+088MVyHiRPjW38v+jsdeAo4MLbPMfsK8NEomJTzXmB/4D7cY78Q+FX0d+aQM8z2iV4bYDZwR9qTK0hJbtQyvVLaueUSBMrVQoYzjqurs4OTj5iYeG73mM7EQclp/U2VjGlq1kz0TfGtb4Vmub/928EBCkLT3be+FWpIX/zi4KSDroRrMXbswH2z0NQ4atRA4Io78MDBj6+7bmgzXSlvecvgIPVSlCtQ3DRZUNgerxWm2bIl/L38cjjqKPjpT2HOnNBU+PGPw3//N7z3vSF5YsDB0d9/BW4B/jchqeF44Crgw8BW4JKSr202E/gioSb1saK9t0bbz8CsB/d4H83HgQnR/fGlXkLNfTJiVTIrQ6laSFqA6CjRR1BuJWB3qmrWrKSW1FazQfziF+HvKQn9lOPHh5rEyy/D44+HbQsXhlrXBRfAe94TaliPPDK07+uAA+AP/xDuuSd8wV96KdxxR0hsSHLnneE5Kr0NDhDZ2rs3/N13X1i+HE44IbznY46Bm28O2X7/8z/FTX+F7/7HgbNxfxz33+J+O3AWsBf4GGalOrgOBn5EyPj76yGZfe4bgU8DncDdmP0nZpdjdjuwFHio8A5KvT0FKRnRklbpjSs1ZigtQOxxTwwKV549p+xKwC/t2FXVdEaVjGmqZYqkllOogRx6aPL+wvZCDWT69NAseOaZ8JOfwF/8BRx9dNj+hS8MPnfZsoExShdfHALhgQeGPqxf/jLb91GoKb2Ukn1d2N7dXf65CsfMnRuaFePGjAnjpCBchwGFKtr3hjTpuT8IbCA04R2Z+JohQK0gNNX9Ne5fTjzO/R8JQe9+4A+BC4AxwB8AP42O2lLi3am5T9pbqTFDaX1alWQHlmqCq6ZZs9IxTfWYiT6XCl/uzz8fEiGKFRIh4s1oRx4ZAtDu3fDggyFYffGLoY9q7Fj44AfDcV1dcMkl4bZpE9x1V2jW+9a3Qv/TT3868Jy19knNjv79nnwy6eiQpQfpfVZxhedKC2jjo9a0wQOEnwDmMxCsim2L/g79lRRSy28HjgAuSA1QBe7fIYyxKn6eQn79ylKnZxKkzOw04PNAB3CNuy8t2j8K+HfCIK4XgLPd/elo30WEwWB7gI+6+61ZlEmkEuUSNtICRLmgkNWAWY1pKjJ3Ltx0U2g+e+tbB+/r74fVq0MCwZEJFYB99w2JEfPmhSzAE0+EW24ZCFJxU6fCn/wJnHNOCAI/+1lInij0TdXaJ3XKKaEP7cc/DmnzcevXh+A1fXrI9CvnrW8NfWqPPhqa/or71AqJFDMH5S/8BPgAcPSQ5wvf17OiR08X7ZtCqEEdThhfdXX5AiYwex2wAFiD+8Mlj3X3mm6EwPQUcBiwH/AgcFTRMR8GroruLwKWRfePio4fRcgAeQroKPea8+bNc5FGuPkXm/3Nl93uMz75fX/zZbf7zb/YXPHxx15yq8/59K0Vn9vWCr035WzY4N7Z6T5unPvatYP3feQj4TnOP39gW2+ve3//0Of59rfDse97X3i8ZYv7Qw8NPe7Xv3Z/7Wvd99033M/K7t3uRx4ZyvDd7w5s37PH/ayzwvbLLht8ziuvuD/2mPu6dUOfb+HCcM6//uvg7bfe6m7m3t3t3t/vQK+74zDWoc/hFYf5Hv+OhX+M/j1WFG2f7rDeYY/DeV7mezo654CEbQc63Be9xjvLPUfNg3nN7E3AJe5+avT4oij4XRY75tbomHvNbF/geUJn25L4sfHjSr2mBvNKHo2IQbXNUkhGOffc9GO+/OXQx/LlL4dEiP33D7MzTJw4kBhwxBFh/NSEKHHsb/4mjKs64YSQyj1+PDz1FHzve+Er8o474E1vCjWwuXNDssEb3xhqUr/+NXz/+/DMMyHt/fOfz/Y9F0+LNG1aGKTc2xsGGhdPi/T006E2NH360KbGzZtD7XDTplCzmjs3ZPfdcku4tjfcAO95z+AJZs3eDnw/eoabgD5Cdt8JhH6iE3Bf++prmG0AZhAGAX+fZNcRtZJF5/wLcBpwb/Sck4GFQDfwcdz/tdxlyqK5bzKwKfa4kMaYeIy77zazlwh5+ZOB+4rO1f9maUn1WHq+7XzjG+n7rrwyBKkPfxgOPxz+5V/C9EHbt4eg8olPwN///eC+mXPOCTMy3HNPmMNux44w28SiRSGN/eiotWvGDPj0p0Mz4h13wK9+FQLd7NlhtopFtU3KkOj448MYp4svDmniv/lNCED/8A9hOqRq5u2bMiW8v0svDRl+d901kLF40UUwf/7Qc9xvw2w+8H+AtwHjCBWIq4DPDJn+KAQoCN0281JKcieDmwjvAI4DTicEphcJ/Vn/F/f7ik9OkkVN6izgNHc/P3r8AeB4d/9I7JiHo2M2R4+fIgSyS4D73P1b0favAT9y9xsTXmcxsBhg2rRp8zZu3FhTuUWypiUwJO/adamOPmBq7PGUaFviMVFz3zhCAkUl5wLg7le7e4+790wcPHJaJBdyuQSGSIvLIkitBGaZ2UwLA78WAcuLjlkOFBqbzyJ0yHm0fZGZjbIwcnkW8HM85+cJAAAQr0lEQVREWlBbDaoVaZCa+6SiPqaPEKbA6ACudfdHzOxSQibJcsJMuN80s3WENslF0bmPmNl/AY8Sps+4wCubK0okd5QuLpI9LdUhItIm2rVPSkREpC4UpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLcUpEREJLeyWD5eauEOzz4blrUePTrcxoyBri4wa3bpRESaSkGqUfbuhWeegUcegUcfHXz77W+HHt/ZCd3dybfx49P3FW6jRyvIiUjLU5DK2p498PTTQ4PRY4/B9u2VP8+uXbB1a7gNRzzIVRLUioPg6NHDe10RkQwpSA3X7t2wfv3QYPT44/Dyy80uXe1BbtSoocFr3LjKa3cKciKSAQWpcl55BdatG9pE98QTYd9ItXMn/PKX4TYcSUGu+DZpEhx7LBx5JOy3X7blF5ERQUGqYOdOePLJwYHokUdg7dpQa6qnsWPhkENCGV5+GX7zm9YPgNUEuc5OOOoo6OkZuB1zTAh0ItLW2i9I7dgRakHFwWjdupDcUE8HHBBqDW94Q7gV7k+dOjjJwT0Eq23b4KWXoL8//X7Svv7+0NzXKnbtggcfDLevfS1s6+wMgWrevIHAdfTRqnGJtBlz92aXoWo9PT3e29tb3Um33AIf/3joR6r3e+7uDjWD4mA0aVJjMu7iQS4tkKUFvMItj0Fuv/1C82AhaM2bF65zZ2ezSybSEsxslbv3NLsc1aipJmVmE4BlwAzgaeB97r6t6Jg5wFeAA4A9wGfdfVm07zrgLcBL0eHnufvqWsqUavRoeOqpbJ/zwAOTg9EhhzQ3/dssjLPq6gqBsVruIROxXFAr3N+2bWiwq0cT6SuvwMqV4VYwejTMmTO4xnXEEbBv+zUSiIxENdWkzOxzwIvuvtTMlgDj3f2TRce8HnB3X2tmk4BVwJHu3h8Fqe+7+43VvO6walLPPAPTp1d3TsEhh4Tgc9RR4VYIRhMnDu/5Rrp4kEtqiuzvhxdeCE2tDz4Izz+f7euPGRMCV7zGNXs2dHRk+zoiLabtalLA6cBJ0f1vAHcCg4KUuz8Zu/+smW0BJgL9Nb52daZOhde8JnngbMGkSQPBqBCIjjoKJkxoXDlHArOQDDJ2bGU1ueefh1Wrwq23N/x99tnhv/727XDPPeFWMHYsHHfcQNDq6YFZs2AfzQwmkme11qT63b07um/AtsLjlOPnE4LZG9x9b1STehOwE7gdWOLuO8u97rBqUgDz54emomnThtaKjjwy9CVJPjz77EDA6u0Nty1bsn2N/fcPASveVPi612mmDhmxWrEmVTZImdlPgNcm7PoU8I14UDKzbe4+PuV5DiXUtM519/ti254H9gOuBp5y90tTzl8MLAaYNm3avI0bN5Z+Z0k2bICDDgpfTtJa3GHz5sG1rd5e+NWvsn2dceMGB62eHpgxQ4FLRoQRGaRKnmz2BHCSuz9XCELuPjvhuAMIAeqf0vqfzOwk4OPu/gflXnfYNSkZWdxh48bBta1Vq0LfV5YmTBgIXIW/06YpcEnLaccgdTnwQixxYoK7/13RMfsBPwK+5+5XFu07NApwBlwBvOzuS8q9roKUpHIPNeZ4bWvVqpC8kaWDDhpc25o3DyZPVuCSXGvHIHUg8F/ANGAjIQX9RTPrAT7k7ueb2fuBrwOPxE49z91Xm9kKQhKFAaujc0pkNgQKUlKVvXvD+Lje3tAnWUjSKJVEMxyHHDK0qfDQQ7N9DZEatF2QahYFKanZ3r1hGqxCwFq5Eh54AH73u2xfZ9KkoYHr4IOzfQ2RCilINYiClNTFnj1hyqx4/9YDD4SptLI0Zcrg/q158zTmThpCQapBFKSkYXbvDmuBFfq3Vq4MA5B3lh0pUZ3p0wf3b82bp/F5kjkFqQZRkJKm2rUrzJYR79968MHsZ66fOXNwM+Fxx2ksn9REQapBFKQkd155BR5+eHBT4UMPZT+H4eGHD65xHXdcmF1fpAIKUg2iICUt4eWXQ6CKT/n08MOh7ytLs2bBYYeFJsMZM8IUYNOmhdvkyZolXl7VikFKU0WL1Mvo0WEqrvnzB7bt2BECV6GpsLc3NB3WspbZ2rXhlsQspMEXAlfx32nTQtKGxndJTqkmJdJsv/td6NOKNxU+9lj91z0rGDUqBK20QDZ1qqYSGyFUkxKR6o0dC29+c7gV/Pa38ItfDB7H9eST6c9Ri507w8rU69alH9PdPbj2VRzI1KwodaKalEir+PWvw7iteFNhqcDSSGpWbAmtWJNSkBJpZf39IVBt3BhuzzwzcNu0KfvlTWqhZsWma8UgpeY+kVbW3T2Qkp7k5ZfDEieFoBUPYJs2hcCW9VRQadSsKMOgICUyko0eHcZWHX548n73MEN8PHgVB7LNm7Mf75Wmvz/c1qxJ3l+uWXHq1DA3opoVRwwFKZF2ZhZqL93d8MY3Jh+zZw/88pfJtbDC/UY1K7qHVZuffRbuvz/5mFGjwvyIabUxNSu2FAUpESmtoyPM5j5pEvz+7ycfE29WjAeyeO0s66VR0uzcCU89FW5p4s2KSUkealbMDQUpEaldJc2K/f3JtbBCIFOzoiRQkBKR+jOD8ePDrVSz4vPPJ9fCGp2tONxmxUIQmz493MaMaUx5RzAFKRHJh46O0Mw2eXLpZsVCEEsLZHlqVpw4EY48MgzUPuGE8Hf8+MaUb4RQkBKR1jF6dJhQd9as5P3xbMV48GpWtuLWreF2110D244+OgSswm3aNDUblqDBvCLSXtKyFeOBrZGDoKdMgQULBoLWMceEWmUdtOJgXgUpEZFizcxW3H//gebBE04Is+hn1LelINUgClIi0lTF2YrFzYsbN4YgV8sSLAX77hsWuCzUthYsCJmFw9B2QcrMJgDLgBnA08D73H1bwnF7gEKu5zPuvjDaPhO4ATgQWAV8wN3LrsGtICUiubdrF6xfD/feCz/7Wbg98UTtz3vAAbBtG+yzT9WntmKQqv5dDrYEuN3dZwG3R4+T7HD3OdFtYWz7PwNXuPvhwDbggzWWR0QkHzo7YfZsOO88uOYaePzx0Nd1883wsY/B8ceHWlK13vSmYQWoVlVrdt/pwEnR/W8AdwKfrOREMzPgFOCPY+dfAnylxjKJiOTTxIlwxhnhBrB9O/z853D33aGmdc89YUmWUk44of7lzJFag9Qh7v5cdP954JCU40abWS+wG1jq7rcQmvj63b2QC7oZmFxjeUREWseYMXDSSeEGIfPw4YcHmgd/9rPQtxW3YEGjS9lUZYOUmf0EeG3Crk/FH7i7m1laB9d0d+8zs8OAFWa2BnipmoKa2WJgMcC0adOqOVVEpDV0dMCxx4bbBReEbc88MxCw7r03ZPu1kVoTJ54ATnL358zsUOBOd59d5pzrgO8D3wG2Aq91991m9ibgEnc/tdzrKnFCRKR67Zg4sRw4N7p/LvDd4gPMbLyZjYruHwQsAB71EB3vAM4qdb6IiLSvWoPUUuDtZrYWeFv0GDPrMbNromOOBHrN7EFCUFrq7o9G+z4JfMzM1hH6qL5WY3lERGQE0WBeEZE20Y7NfSIiInWjICUiIrmlICUiIrnVkn1SZrYV2FjDUxwE/Cqj4mRJ5apOHsuVxzKBylWNPJYJsinXdHefmEVhGqUlg1StzKw3j52HKld18liuPJYJVK5q5LFMkN9y1Zua+0REJLcUpEREJLfaNUhd3ewCpFC5qpPHcuWxTKByVSOPZYL8lquu2rJPSkREWkO71qRERKQFjNggZWbvNbNHzGyvmaVmxJjZaWb2hJmtM7Mlse0zzez+aPsyM9svo3JNMLPbzGxt9Hd8wjEnm9nq2O1lMzsj2nedmW2I7ZvTqHJFx+2Jvfby2PbMr1eF12qOmd0b/Vs/ZGZnx/Zleq3SPiux/aOi974uuhYzYvsuirY/YWZlZ/rPsEwfM7NHo2tzu5lNj+1L/LdsULnOM7Otsdc/P7bv3OjffK2ZnVt8bp3LdUWsTE+aWX9sX12ul5lda2ZbzOzhlP1mZl+IyvyQmR0X21e3a5Ub7j4ib4SJbWcTVgvuSTmmA3gKOAzYD3gQOCra91/Aouj+VcBfZlSuzwFLovtLgH8uc/wE4EVgTPT4OuCsOlyvisoF/DZle+bXq5IyAa8HZkX3JwHPAd1ZX6tSn5XYMR8GroruLwKWRfePio4fBcyMnqejQWU6OfbZ+ctCmUr9WzaoXOcB/y/l874++js+uj++UeUqOv6vgGsbcL1OBI4DHk7Z/y7gR4ABvw/cX+9rlafbiK1Juftj7v5EmcPmA+vcfb27vwLcAJxu9urS9jdGx30DOCOjop0ePV+lz3sW8CN3357R66eptlyvquP1Klsmd3/S3ddG958FtgD1GKyY+FkpUd4bgbdG1+Z04AZ33+nuG4B10fPVvUzufkfss3MfMCWD1625XCWcCtzm7i+6+zbgNuC0JpXrHOD6jF47lbvfRfghmuZ04N89uA/otrB+Xz2vVW6M2CBVocnAptjjwhL29Vza/hB3fy66/zxwSJnjFzH0P8pno2r/FRat1dXAco02s14zu6/QBEn9rldV18rM5hN+IT8V25zVtUr7rCQeE12LlwjXppJz61WmuA8SfpEXJP1bZqHScr0n+re50cymVnluPctF1Cw6E1gR21yv61VOWrnrea1yo+zy8XlmJZa2d/emLaBYqlzxB+7uZpaaXhn9WjoGuDW2+SLCF/Z+hJTUTwKXNrBc0929z8wOA1aY2RrCl/GwZHytvgmc6+57o83DvlYjjZm9H+gB3hLbPOTf0t2fSn6GzH0PuN7dd5rZXxBqoKc06LUrsQi40d33xLY183q1rZYOUu7+thqfog+YGns8Jdr2AqFKvW/0i7iwveZymdkvzexQd38u+mLdUuKp3gfc7O67Ys9dqFnsNLOvAx9vZLncvS/6u97M7gTmAt9hmNcrizKZ2QHADwg/Tu6LPfewr1WCtM9K0jGbzWxfYBzhs1TJufUqE2b2NkLQf4u77yxsT/m3zOJLt2y53P2F2MNrCP2PhXNPKjr3zgzKVFG5YhYBF8Q31PF6lZNW7npeq9xo9+a+lcAsC5lp+xE+mMvdvZ5L2y+Pnq+S5x3SJh59WRf6gc4AEjOC6lEuMxtfaDIzs4OABcCjdbxelZRpP+BmQpv9jUX7srxWiZ+VEuU9C1gRXZvlwCIL2X8zgVnAz2soS8VlMrO5wFeBhe6+JbY98d8ygzJVWq5DYw8XAo9F928F3hGVbzzwDga3JNS1XFHZjiAkItwb21bP61XOcuBPoyy/3wdein6A1fNa5UezMzfqdQP+iNBGuxP4JXBrtH0S8MPYce8CniT8IvpUbPthhC+SdcC3gVEZletA4HZgLfATYEK0vQe4JnbcDMIvpX2Kzl8BrCF84X4LeE2jygW8OXrtB6O/H6zn9aqwTO8HdgGrY7c59bhWSZ8VQvPhwuj+6Oi9r4uuxWGxcz8VnfcE8M4MP+flyvST6PNfuDbLy/1bNqhclwGPRK9/B3BE7Nw/j67hOuDPGlmu6PElwNKi8+p2vQg/RJ+LPsebCX2HHwI+FO034EtRmdcQy1au57XKy00zToiISG61e3OfiIjkmIKUiIjkloKUiIjkloKUiIjkloKUiIjkloKUiIjkloKUiIjkloKUiIjk1v8HkfUCHD97llgAAAAASUVORK5CYII=\n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", "text/plain": [ "
" ] @@ -145,7 +452,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -155,7 +462,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -165,7 +472,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -175,7 +482,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -185,7 +492,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -195,7 +502,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -205,7 +512,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnWl4U9XWgN9FW6AyWAQcKDMCgqIgXFBRQRzACRAnUJy9iooTgoA44HRBcB6uyHXA6wAocrEoigMgfg4ICCKCIJPSgjJoAaFAaff3YydtknOSpm2SJul6nydPk7X32Vk5Sc86e+81iDEGRVEURYkmVSpaAUVRFCX5UWOjKIqiRB01NoqiKErUUWOjKIqiRB01NoqiKErUUWOjKIqiRB01NoqiKErUUWOjKIqiRB01NoqiKErUSa2oN65Xr55p2rRpRb29oihKQrJ48eJtxpj6Fa1HaSnR2IjIq8B5wBZjzDEu7ZcDwwEBdgE3GWN+KGncpk2bsmjRotJrrCiKUokRkV8rWoeyEM4y2iSgV4j29UA3Y0w74GFgYgT0UhRFUZKIEmc2xpj5ItI0RPvXPi+/BRqWXy1FURQlmYi0g8B1wEfBGkXkBhFZJCKLtm7dGuG3VhRFUeKViBkbETkNa2yGB+tjjJlojOlkjOlUv37C7W8piqIoZSQi3mgicizwMnC2MWZ7JMZUFEVRkodyz2xEpDEwHbjCGLO6/CopiqIoyUY4rs+Tge5APRHJBh4A0gCMMROA+4G6wL9FBOCAMaZTtBRWFEVREo9wvNEGlNB+PXB9xDRSFEVRko4KyyBQHmYsyWH87FVsys2jQUY6w3q2pm+HzIpWS1EURQlCwhmbGUtyGDn9R/LyCwDIyc1j5PQfAdTgKIqixCkJl4hz/OxVRYbGS15+AeNnr6ogjRRFUZSSSDhjsyk3r1RyRVEUpeJJOGPTICO9VHJFURSl4kk4YzOsZ2vS01L8ZOlpKQzr2bqCNFIURVFKIuEcBLxOAOqNpiiKkjgknLEBa3DUuCiKoiQOCbeMpiiKoiQeamwURVGUqKPGRlEURYk6amwURVGUqKPGRlEURYk6CemNpiiKkkho8mA1NoqiKFFFkwdbdBlNURQlimjyYIsaG0VRlCiiyYMtamwURVGiiCYPtqixURRFiSKaPNiiDgKKoigRIpTXmXqjJTL5+ZCW5tqkroaKosSSkrzOKvv1JzGX0fbvh2HD4KyzoKDA0ez90nNy8zAUf+kzluTEXldFUSoF6nUWmsSb2axbBwMGwHffAfDzzcO4rtl5fjOYUF96Zb+7UBQlsnhXUXKCeJfl5ObRdeycSr+6klgzm6ws6NChyNAAtPzPMzRatsBvBhPsS69sroaKokQX31WUUOjqShjGRkReFZEtIrI8SLuIyLMiskZElonI8ZFX00OtWrBrl58oxRTy9MzHqbNnB2BnMCkirodXNldDRVGii9sqSjAO/+M3Zr80LcoaxS/hzGwmAb1CtJ8NtPQ8bgBeLL9aQTjtNLj3Xof48L//5PFZT4MxABQYQ6C5qYyuhoqiRJdwV0vS9+9lwv8e5dn/3AXPPFN0rapMlGhsjDHzgT9DdOkD/NdYvgUyROSISCno4P774ZRTHOLT1y7kukXvF702UGRwMjPSGdOvXaVeL1UUJfIEWy3xW10xhrEfP0frbb+RVlgAd9wBl10Gf/8dIy3jg0js2WQCG31eZ3tk0SE1Fd5+Gw45xNE0fN4kjt28uui1wRqar0b0UEOjKErECRawOaBLoyL51Ytn0mflF/4HTpkCAwfGSs24IKYOAiJyg4gsEpFFW7duLftADRvCpEkOcdXCAzyXNY5a+3YXydQpQFGUaNG3QyZj+rUjMyMdoXgV5ZG+7RjTrx29ctcyau4rzgPT0+Hhh2Oub0UiJoy1QxFpCnxgjDnGpe0lYJ4xZrLn9SqguzFmc6gxO3XqZBYtWlQWnYu58054+mmHeOZRp3Br77tBpGhmoyiKElN+/x2OPx42u1wK33wTLr+8TMOKyGJjTKdyahdzIjGzyQKu9HilnQDsKMnQRIyxY6FjR4f4/J+/5NJln7g6BcxYkkPXsXNoNuJDuo6dU6ldERVFiRL5+XDppe6GZvDgMhuaRKbEoE4RmQx0B+qJSDbwAJAGYIyZAMwCzgHWAHuAa6KlrINq1eza5/HHO1yiH/x8Imdd15fTffZqtIiRoigxYcQImD/fKT/xRHjiidjrEweEtYwWDSKyjOZl8mTr3RHI0UfbANCDDgKg69g5rsFXutSmKErEePdduOQSp/zQQ+H77yGzfDe2lXkZreIZMACuvdYp/+kn62boQYsYKYoSVVauhGtcFneqVLGrMOU0NIlMchgbgGefhTZtnPL//AemTgW0iJGiKFFk1y7o1w9273a2jR1rg9IrMcljbGrUsEalenVn2w03wLp1WsRIUZToYIxdXfn5Z2dbv34wdGjsdYozksfYALRr5+oKzc6dcOml9D26vqtPvDoHKIpSLp58Eqa55D1r3Rpeew2C5GusTCSHg4AvxliXw3ffdbYNGVJpPUEURYkSX3wBp5/urK1Vo4Z1UGrbNqJvpw4C8YIITJwITZs62558Ej78MOYqKYqSpOTkWM8zlyKOvPJKxA1NIpN8xgYgI8Pu36S6hBFddZX9gSiKopSH/futodmyxdl25512hUUpIjmNDUDnzjBmjFO+fbuN3nW7E1EURQmXoUPh66+d8lNOgccei70+cU7yGhuwezRnn+2Uf/EFPPJI7PVRFCU5ePtteO45p/zww+2qSlpa7HWKc5LPQSCQrVvhuOOcOYqqVIE5c6Bbt+jroChKQjJjSQ7jZ69iU24eDTLSGdazNX1T/+RA5y6k7g0IBk9Nhblz4eSTo6qTOgjEK/Xrw1tvOV0PCwttiptt2ypGL0VR4hpvLsWc3DwMNpfio29/y7ae5zkNDbDsjnujbmgSmeQ3NhC0nDSbNsHVV4Mxmg1aURQ/xs9eVZS0FwBjeOT9x6m3+TdH35lHncJNh6ihCUXlMDYQtJw0H37Ij0MfdNzBjJz+oxocRanEBOZMHLTgPXr+8q2j3+q6jRl+9m1s2rE3VqolJJXH2IQoJ33UM49y5G/+aSby8gsYP3tVrLRTFCXO8M2ZeNKGpQyb/19Hn11V0xl0wT3sqZquORZLoPIYGwhaTjqt4ADPZz3mV04aNBu0olRmvLkUj9i5leeyxpFiCh19hp5zJ+vqNtQci2FQuYwNwPnnw+23O8RNcn/nXx8/b9PdeNA7FUWpvPTtkMlj57Xi5Q/GUTdvp6P9rVMv4ZPWJ2mOxTApsVJnUvLYY/Dll7aQkQ/n//wl/9e0PVOP66l3KopSSfF1d35i3kSO3rjS2al7dy7/9C0ud8tSorhSKc6Uq6/81KnkH9eetD3+S2ejP5tIzlHtuejSnnqnoiiVDN/S8f2Wf06/BVnOTpmZthCaGppSkfTLaG6+8iOn/8i9y/MYedYtjv7pB/bx5idP0Ld1ndgrqyhKheJ1d277xzr+NfsFZ4e0NJtR/rDDYq9cgpP0xsbhK4/1NJu8YCPTWp/K1HZnOg9ascKvnLSiKJWDTbl51N77Ny/O+BfVD+x3tD/ZaxDN3v9TY/HKQNIbm2AeZQUeR4DRZ9zIL3UbOTv4lJNWFKVykFm7Gk9+8ARNcn93tGUd04Nn25ylsXhlJOmNTTCPshRP+pq8qtUZ3Gc4e1OrOjv985+wbl001VMUJY6YmPMJZ6xd6JCvPqwZd591s1/aK43FKx1Jb2y8vvK+pKelMKBLoyL5qvpNebjH9c6Dd+2yNSn2O6fTiqIkGbNn0/bFxx3i/Jq1uaHPSPamVXe0aSxe+CS9senbIZMx/dqRmZGOQJFP/CN92/nJ53XvR84Z5zoHWLSIX66/LdZqK4oSSzZssIl5XbLgp739JvnNWrgeprF44ZP8JQZKQ24uu48+lhqbNjqavnnmdU687coKUEpRlKiyd6/N1rx4sbNt1Ch45BE/l2gv6WkpFRLMmdQlBkSkl4isEpE1IjLCpb2xiMwVkSUiskxEzom8qjEgI4M7+gwnv0qKo+moe27TctKKkkR4M71P6dLH3dCceSY8+CAQfIVEY/HCp8SoJBFJAV4AzgSygYUikmWMWeHT7V7gHWPMiyLSFpgFNI2CvlHns9pNGX/qldwz7zU/eZ3dO2DgQPjsM0hxGiNFURIH70zl/EUf0X/ZJ84OjRvbxL0+/+t9O2SqcSkH4cxsOgNrjDHrjDH7gSlAn4A+BqjteX4wsClyKsaWBhnp/KfzBXzR7Hhn47x5Wk5aURIY72zmjqlLabFxFQ9/+qKzU9WqMG0a1KsXewWTmHCMTSbgu4mR7ZH5MhoYKCLZ2FnNrRHRrgIY1rM11aumMeTcIfxR01mOgIcegi++iL1iiqKUC99sIhl5O5nwv39RrSDf2fG55+Af/4i9gklOpLzRBgCTjDENgXOAN0TEMbaI3CAii0Rk0datWyP01pHFuzZbPfMI7jzvLgq1nLSiJAXebCJVCgt4ZubjNNy5xdHng469bHydEnHCySSXA/iG2Df0yHy5DugFYIz5RkSqA/UAv2/TGDMRmAjWG62MOked4rXZHnBknnPpzFtOeuZMvyAvRVHiF29MzO1fTaHb+u8d7SsOb0Hhc8/p/3SUCGdmsxBoKSLNRKQq0B8ITIX6G3A6gIi0AaoD8Tl1KS0PPBC0nDRPPx17fRRFKRMNMtI5be1Cbv96sqNtZ3otsv/zBr1PPLICNKsclGhsjDEHgMHAbGAl1uvsJxF5SER6e7rdBfxTRH4AJgNXm4oK4Ik0qanw1luu5aQL7x4O8RYrpCiKKw8cXZ2nP3jCITci1H5vKmedd2IFaFV50KDOEvDWwmmzcB4vT3/Y0f53wybU/GkZ1K7tcrSiKHFBXh6cdBIsXepsGz3armAkCEkd1FlZ8fVe+axlF17t2NvRp2b2r3Djja5pLhRFiQOMgZtucjc0Z58N990Xe50qIWpsQhBYC2ds92v48TCXHElTpsCrr8ZQM0VRQuGNp2k24kPG9RsCr7/u7NS0Kbz5JlTRy2As0LMcgsCMrvtT07i19938XdUl+d6tt9qia4qiVCi+KxLHblrF7TOfd3aqXh2mT3fdi1WigxqbELhldN1wSCajzrrZ2Tkvz5YjyNOU44pSkXhXJA7Zs4MXZ4yhWsEBZ6d//xs6dIi9cpUYNTYhcKuFI8D7R59mg78CWb5cy0krSgWzKTePKoUFPJs1jga7XIKvb7gBrrnGT+S77KYln6NDOEGdlRZv0r3xs1exKTePBhnpDOvZ2sp3d4dOneDnn/0PmjgRTj8dLrkk9gorikKDjHQue38CJ//6g7OxUyd45hk/UWD5AG/JZ0ATb0YQdX0uD8uWQefOsG+fv7x2bViyBJo3rxi9FKUS8+1Tr3LCkOsc8n0Zdaj2w1Kb0dmHrmPnkONScTMzI52vRvSImp5lRV2fKxkzluTQddY2RnVz/qjZuRP699dy0ooSa375hRNG3+kQGxGqvTPVYWggeGlnLfkcWdTYlAFfb5e32p/Nh627OjstXGir/CmKEht274Z+/ezNXgDy8MO2GJoLwUo7a8nnyKLGpgz4xd+IMLLXrWTXPtTZ8fHHYdas2CqnKJURY+zG//Llzrbzz4eRI4Me6uYIlJ6WwrCerSOtZaVGjU0ZCJxe76xek1t73+1aTpqrrtJy0ooSbV54wVbWDKRFCz4cOpau4+YF9TTTks+xQR0EykCwDcUbF0xj5LxJzgO6d9dy0ooSLb7+Grp1gwMB8TTp6cx57X1uWV7glwkkPS0loY2JOghUItym3QATO/cLXk760Uejr5iiVDb++AMuvthpaAAmTuS+9Sl+hgYgL7+A8bNXxUhBxYsamzIQOO3OSE+jzkFpIFUYd9k97K3nsn/z4IMwf37MdVWUpOXAAev1uWmTs+3mm2HgQPU0iyM0qLOMFFfzdOG0DOv54rtE6S0nvXQp1KsXGyUVJZm55x67ahDICSfAU08B1qPMbclbPc1ij85sosHpp9t/hEBycmyaDC1HoCjl4733YPx4p7x+fXj3XahaFVBPs3hCjU20GD0aTj7ZKf/gA0e6DEVRSsHPP8PVVzvlVarYch8NGxaJ1NMsflBvtGiycSO0bw9//ukvT0uzHjSdEs6hRFEqlr//timiVq50to0dC8OHx16nGKPeaIqTRo3gtdec8vx8u7HpEumsKEoQjIHrrnM3NBdcAHffHXudlLBRYxNteveG2293yteuhUGDdP9GUcLl6afhnXcc4vWHZPLBnf8CkQpQSgkXNTax4LHH4HiX+JvJk91nPoqi+PPllzBsmEO8J60aN/S9hzFfubg/K3GFGptYUK2a3bisWdPZNniwlpNWlFBs3mzrQxUUOJqG97qNX+o30biZBECNTaxo2RJeeskp13LSihKc/HybIeD33x1Nr3bszcy23QCNm0kE1NjEkssuc5SjBWym2judNTgUpdJz993w1VcO8cLMtvzrtGsBjZtJFDSDQBSZsSTHWVL6uefgm2+c5aRfeskGg158ccUoqyjxxpQp1ikggL116/PwlaMpKEwl07dUuxLXhBVnIyK9gGeAFOBlY8xYlz6XAKMBA/xgjLks1JjJGmfjNTA5uXkI9mR4Kco2m7I9eDnppUuhWbNYqqwo8ceKFfZ/ZPduf3lKCsyZA6eeWjF6xQFJG2cjIinAC8DZQFtggIi0DejTEhgJdDXGHA3cEQVd4x7fCp7gb2jAJ9vssce63rEVlZPOz4++sooSr+zcaeNmAg0NwLhxldrQJDLh7Nl0BtYYY9YZY/YDU4A+AX3+CbxgjPkLwBizJbJqJgZ+FTyDUOQ1c+ONcOGFzg7ffcdbZwwMWuhJUZIaY+y+5urVzraLL9a9zQQmHGOTCWz0eZ3tkfnSCmglIl+JyLeeZTcHInKDiCwSkUVbt24tm8ZxTDjul0VeMyLw8svQtKmjz+Xz36Hb2kXk5OYxcvqPanCUysPjj8P06U55mzbwyisauJnARMobLRVoCXQHBgD/EZGMwE7GmInGmE7GmE7169eP0FvHDyW5XwqQk5tXPGPJyLCBnalOP40nPnySQ3dt10JPSuVh7lwYMcIpr1nTGqBatWKvkxIxwjE2OUAjn9cNPTJfsoEsY0y+MWY9sBprfCoVbunMxeevdw8nJzePYe/+QIeHPqHZjO28cIbTHbpu3k6e/uAJqhQWaMCakvxkZ9t4s8JCZ9trr8FRR8VeJyWihGNsFgItRaSZiFQF+gNZAX1mYGc1iEg97LLaugjqmRC4pTN/6tL2ZGakO5wF8gsNf+3JxwCPH3s+Xzbv6BjvpN+Wccs372jAmpLc7N9v92PcltaHDoWLLoq9TkrECdf1+Rzgaazr86vGmEdF5CFgkTEmS0QEeALoBRQAjxpjpoQaM1ldn91oNuJDh7EJpO7uXD6edBv1//YvR1AgVfj6P+9yynX9oqegolQkgwfDCy845d26wWefuS4zV2YS1fVZ69nEgK5j57iWpnX027CUN9+5Dwn8Tho2tPE3detGSUNFqSDeeAOuvNIpb9AAvv8eDjss5OG+gdMHp6chArl78ouDqJMw2DNRjY2mq4kBbns5bmxofyLiVk46O9tWJtRyBEoysWyZDQEIJDXVlnYOw9B449oMkJuXX7Q0rZ6c8YcamxgQuJeTkZ5GWoq/C2dRfqfRo6FrV+cgH3wAzz4bE30VJerk5kK/fu4JaJ96Ck46yU80Y0kOXcfO8Ys/KymuTT054wtdRqsgXPOmeaf8v/1my0n/9Zf/QWlpNq9aR6czgaIkDIWF0LcvzJzpbLvsMnjzTRApMfVTSQHUYL1A1489N1KaxwWJuoymxiYOcDU8GxdDn8BEDUCLFnYtu3bt2CuqKJHgX/+CUaOc8mOOgW+/hRo1ipbIQhmUFBEKSrh+ZWak89WIHuXVOK5IVGOjy2gVTOC6c9Fac6OOcNttzgPWroWbbtL9GyUx+eQTuPdep7x2bRu4WaMGEF7qpwJjQu6FaumB+EKNTQXj9k9VtNY8bhx06OA86O23YdKk2CioKJHi11/tMpnbjdJ//2sLDHoIJ5A5MyPdsRda56C0ohi3Mf3aJaU3WqKiDuwVTLB/qk25ecxYsY3JPe7glZ8GUXN/QL/Bg+GEE2zOKEWJd/butcGZ27c720aMcCwZN8hIDxku4J219O2QqQYlQdCZTQUTLDvAwelpjJz+IwtS6zLqrJudHfbssXXZtZy0kgjcfju47NEubHE87/cb5JCHSv2ks5bERGc2Fcywnq0dG6HpaSmIUCR7/+jT6PrrD1zy42f+B3vLSU+YEEuVFaV0vPYaTJzoEG+qVY8bz7mLvKyVmNRUP+PhfR7UY1NJONQbLQ5w80a7c+pSf1fP/XuZ+fodHPlntnOAd97RctJKfPL99zZmJqAq7f4qqVxy+WMsbWA38JPRayxaJKo3mhqbOMUtxc1RW9bz/htDqHYgoJLnwQfDkiVaTlqJL/7808aEbdjgaLr3rJt5s8M5Ra+TMR4mWiSqsdE9mzjFbc3618wjWTnsQWfnHTtgwAAtJ63ED4WFMHCgq6GZdszpvNn+bD+ZZjZPftTYxClu5QrG9GtH+0dHuJeTXrDAPVBOUSqChx+Gjz5yiHe0asuj5w72q7ip8TCVA11GS0Ryc206m19/dbZ99BH0cq3KrSixYdYsOO88ZzxNRgYsWsSMndV1478cJOoymhqbROXbb+Hkk6EgIMq6fn344Qc44oiK0Uup3Kxfb/dpAvP6gc2Fdt55sdcpyUhUY6PLaInKCSfAo4865Vu32rXyQCOkKNEmL88u8boYmtd6DGRGpks2DKXSoMYmkRk2DHr2dMrnzIExY2Kvj1J5MQZuucV6RQbwRbPjebjjxVpfppKjxiaRqVLF5pQ6/HBn2wMPwJdfxl4npXLy8ss2eDOA7NqHcvv5QymskqL1ZSo5amwSnUMPLar/4UdhoU166JaLSlEiycKFNldfAPtS0hh0wT3kpheXwwgnwaaSnKixSQZOPx2ClZO+9lotR6BEj23bbILN/fsdTfedeRPLDz/ST6bxNJUXNTbJQrBy0llZWk5aiQ4FBXb2/NtvjqYNffszs5N/4GY48TRu5Z+V5ECNTbKQmmrr3NSp42wbNgwWL469Tkpy88AD8OmnDvHPma3o2eISqqVWKVV9maCFBNXgJAVqbBKEsO74GjeGV191yvPzoX9/2LUr+ooqlYOZM11d73PTa3H9+cPZl1qV3Lx89uYX8tSl7flqRI8SAzdDFhJUEh41NglAqe74+vaFW291ytesgUGDdP9GKT9r1sAVVzjEhSLcft5Qsg8+rEgWjrHw3kgFK5amTgXJQVjGRkR6icgqEVkjIiNC9LtQRIyIJFx0azxT6ju+8eODl5N2cU9VlLDZs8cGbu7Y4Wh6uutlfNG8o0Meylj43kgFQ50KkoMSjY2IpAAvAGcDbYEBItLWpV8t4HZgQaSVrOyEKh3tSrVqMGUK1KjhbBs8GFasiKB2SqXBGLjxRli2zNl27rlMP/tq18NCGQu3GylfNEln8hDOzKYzsMYYs84Ysx+YAvRx6fcw8BiwN4L6KQT/Z22QkR58L6dVK/cKnnl5cOmlWk5aKT0vvmhjugJp1gzeeIOhZ7dxlMUoyViEmvVo+efkIhxjkwls9Hmd7ZEVISLHA42MMR9GUDfFg1ttm/S0FE47qn7ovZyBA+Gqq5wDLl8OQ4ZEX3ElefjmG7jjDqe8enXm/msCXV9awp1Tl5baAy3YjZS3cqcamuSh3A4CIlIFeBK4K4y+N4jIIhFZtHXr1vK+daUhWG2buT9vLXkv5/nnobXLneWECdx7+QPqVqqUzJYttuy4S3G+xfeM5eafCotueErrgRbsRkqXzpKP1DD65ACNfF439Mi81AKOAeaJTZlyOJAlIr2NMX41BIwxE4GJYEsMlEPvSkffDpmOf9w7py517eu3NFGzJkydCl26OOrA3z3tcfrVaQbXnal3kIo7Bw5Yt/kc503J9C69GbL7SMD9hiec35S3j9a3SX7CMTYLgZYi0gxrZPoDl3kbjTE7gHre1yIyDxgaaGiUyDFjSQ7jZ68imLV2LE0cdxw8+aTNyutD7f17eHz6GG47ooH+cyvujBoFc+c6xD9ktmbEydcEPaw07spuN1JK8lHiMpox5gAwGJgNrATeMcb8JCIPiUjvaCuo+FOSq2jQJYibbuKjVic5xO03r+byrJciraaSDEyfDuPGOcR/1TiYQb1HsD81Leih6q6sBBLWno0xZpYxppUxpoUx5lGP7H5jTJZL3+46q4keoVxFQ27IivBM/7vJrn2oo+nG76Yz5Jqxun+jFLNqFVx9tUNsqlRh8HnD2Fy7ftBDdc9FcUMzCCQYwZYnBIJuyHrdo3/el8ptvYdxQJxf+z3vjOXJ1+epwVHg77+hXz/X9EZPdbuSFW3/EfRQdVdWghHOno0SRzTISHddQvPG3ARutAKMnP5j0Wzo+8w2PH7qlYz4YpLf8fX27GDMjHGMOPRQvVBUZoyBf/7TNfB3dssTePYfF5Jh7OzFd4adnpaiRkYJic5sEozSxtw8OPMnx7LbS136Mb+pM51N11+X0ffj/0ZTfSXeefZZm30igHV1GjD03DtBhB15+a6u+CVldNbSAZUbMRWUmLFTp05m0SLd2ikLbjOY8bNXhcwvFUi93X/x0Wu3Un93rp+8QKrw9X/eZcTWDIcrqtv76p1sEvF//wennWbdnX3Yk1aNC654glX1mwLFAZfh4nVq0ZlQZBCRxcaYhMs/qcYmSWg24sOgrtBuZKSncfzqxbz89iiqBBy5uVY9zr7m2aJyvulpKVzYMZP3FufoBSNJ+eiT7/nHRWdSb9efjrbbzh9KVtvugN0bNFiDE+7NRrCMzqU1WoolUY2NLqMlCaVxNU1PS2F076PpPfRK3ug+wNF+xK5tjJ/1TFE5grz8AiYv2Ki1RpKU97/bQP3rr3I1NGv7X8Pik2zFTa+hgdIVNit1IlklKVFjkyS47eW44bu+3rdDJld9+jqc5Iy/OXPNAq4nUG6EAAAeB0lEQVRePLPodUGQGbBeMBKfPXcNo9PG5Q75siZH0+L1CXw1ogeZGemOmXO4NxuhEskqlQc1NkmCb/60YLgmN0xNhcmTXctJj5z3Kkf/vgaAFJuKyIFeMBKcd95hwP9Nc4i31sjgn+feDVWrAuWbnWj+MwXU2CQVfTtk8tWIHjx9afvS/XMHKSddreAAz2c9Rt3CfQzo0kgvGMnGihVw7bUO8QGpwuDew0lt1LBIVp7ZSbBEsrrXV7nQOJskpEzJDfv2tYXVnn/eT9zsr83MWP4mjR57j05NDlFvtGRh1y5bcXP3bkfT2O5Xs6xFe8b43EgM69na1aMs3JsNzX+mqDeaUszevXDiibDUJZv0q6/CNcWJF9UNOoExxpYMeO89R9Os1l159KoHGdbrKMf3qd95fJCo3mhqbBR/Vq+G44933vEedBAsWgRt2mjcRKLz+OMwbJhTftRR8N13UKtW7HVSwiZRjY3u2Sj+tGply/8GsmcPa3qcS9Y3a1yTgaobdIIwbx6MGOGU16hhszyroVGihBobxckVV8CVVzrER/6+nj2Dbw+aqUDdoOOcnBy49FIocMka/tpr0KZN7HVSKg1qbBR3XniB3+o1dIj7fz+Lc1d95XqIukHHMfv3232aLVucbUOG2DZFiSLqjaa4U7Mmg867m/+9cRfVCvxrz4/56FlWZbZiTc3imiYleSbp5nLkKNO5HDoUvvnGKT/1VBg7tvzjK0oJ6MxGCcqO1kfzSI/rHPLa+3bzzhfP0rhWWlhxE77VRX0zUmvm39JTpnP51lvw3HNO+eGHw9SpkFZccVO/KyVaqLFRgjKsZ2umde7Nx61OdLQdsnwJ83d+zvqx5wYt2uZFHQoiR6nP5fLlcMMNTnlqKrz7rjU45RlfUcJEjY0SlL4dMhlz4bE83X84OW5lgMeNg9mzSxxHEzFGjlKdyx074IILYM8eZ9vjj8PJJ5dvfEUpBWpslJD07ZDJxw/2IfOjGZDikujziitg8+aQY2gixsgR9rksLISrroI1axx9s3v2gdtuK9/4ilJK1Ngo4XHSSfDww0751q0wcKC7O62HsiZi1OqOTsI+l+PGwfvvO45fVa8xfY67ihlLN5VvfEUpJWpslPAZPhzOPNMpnzMHxowJelhZEjHqRrU7YZ3Lzz+HUaMcx+6qms6gC0axXaoG3YPRpJlKtNB0NUrp+OMPOO44+9eXKlXgiy9c9wHKglZ39HdBPjg9DRHI3ZMf2h1540abbmjbNkfTjRfcw+xWtnaRAOvHnhvlT6BEA01Xo1QODjsM3ngDAuvbFBbCgAHwp7PaY1mo7BvVgTO73Lx8/tqTH3qWt28fXHSRq6F5sctFRYYGdA9GiT1qbJTSc+aZ7vm1srNtZugIzJYTaaM6GntLbi7Ivri6I99xh02kGcDXjY/l8VOvKHqtezBKRRCWsRGRXiKySkTWiIjjKiMiQ0RkhYgsE5HPRaRJ5FVV4ooHH3QtJ01WlrsjQSlJlI3qaO0thTOD8+vz+uswYYKjz+aadbm1990UVrHnUvdglIqixHQ1IpICvACcCWQDC0UkyxizwqfbEqCTMWaPiNwEjAMujYbCSpyQlgZvvw3t20Nurn/bAw/Y7MF33hnWUKHSo7jJ4ymdSqggyPLo1CAjPWjCU98+gK0/NGiQo31/lVRu7juS7TUygMq136XEH+HkRusMrDHGrAMQkSlAH6DI2Bhj5vr0/xYYGEkllehTpgt4kya2qFq/fs62IUPgwAG4/HI44gjnHo/P+/rWxvHODMC9umNJ/WNNsBlITm4eXcfOCXoeSzrfbpUxfSma5f31l624uXevo89DZ9zAksyjStRVUWJBOMtomcBGn9fZHlkwrgM+Ko9SSmwp11LQBRfYJI9u3H03ZGZap4KzzrKu05Mnw8qVRXE5pU2PEm/pVELtIQU7j+Gc70AX5Iz0NOocFJCL7rgjbFDtunWO937v6NN4s/3ZIXXVOCYllkQ067OIDAQ6Ad2CtN8A3ADQuHHjSL61Ug7KvRT02GP2DvuVV9zbt26FTz+1Dy/p6dCuHTfvP4QVhzZnxaHN+bl+U/KqVgdK741WUXftJc1A3M5juOfbbWbnxyOPwIcfOsQr6zfl3p63+M0mA/e74m2GqCQ/4RibHKCRz+uGHpkfInIGMAroZozZ5zaQMWYiMBFsnE2ptVWiQrkv4FWqwEsv2RxckyeHd0xeHnz3HZf7iAqkCuvrNGDFYc3JbtIKZqdChw5w6KFFfYLtZVSUl5rv3lK4ReUiYjBnz4b773eId1arwY0XjCIvrToCGOxMKHCZLlp7TYoSjHCW0RYCLUWkmYhUBfoDWb4dRKQD8BLQ2xjjUp1JiWci4mackmI9otz2b8IdwhRy5J/Z9F45n5s/fhl69bJLcA0awDnnwKhRPJXyC613/YGYwqLjKtpLrW+HTL4a0YPMMM9jsPNqILzlrA0b4LLLXF3M7zxvCL/VOaJoPK9TQKABibcZopL8lDizMcYcEJHBwGwgBXjVGPOTiDwELDLGZAHjgZrAu2Kn7r8ZY3pHUW8lgrgtBZXpAp6WZtPWT5liU9gsWWJT3O/fXz4FN2+2j48+ojP2h7inajo/1W/Gr41b0eLMrnQorA9760J1uwxXER5r4Z7HUEtvJS5n7d1rAzddgmefO/FSPj+yi58s0Hh4z0uwZYV4jGNSkgNNV6MAUbw45+fDzz9b99wlS+zfpUvtHk+kSU2FNm34rXEr3t53CD/Ua8qKQ5uzI70W6Wkp5Y4vCecchXsevf2CLb0FdVP+5z/h5Zcd4u+O7Ej/C+4viqdxGydwnyaQSJwjJfokaroaNTZK7DHG5vDyNT5LlsCvv0bl7bJr12floc3Z2LgV197az8YGNWkS1B3bDbcLdSQuzs1GfOg6y3DNXfbKK3D99c7OjRsz67UPuGtuTkj9guWbA/d9HSU+SVRjE1FvNEUJCxFmbE9h/MpabMrrRIMupzDs/tb0bXoQ/PCDNTw//GCN0E8/2XidctBw51Ya7twKaxbAnDesMCPDJhTt0MEan/btoU0bqFrVdYxYB286lrMWL4ZbbnEOULUqTJvGOf9ox/46h4ScVQXbjxHQYE8l6qixUaJGsCWloG63/drRt3t36N69eJB9+2DFCucy3K5d5VMuN9dmqf7ii2JZ1apw9NHFxqd9e2uQDj44ahvqYe3zbN9uAzf3uTh5Pvcc/OMfQMmu0vHmyadULtTYKFEhVBxHqWYJ1arZ2UeHDjbJJ9gM0+vXF89+vEYoO7t8Su/fb8dassRf3rw5r6VnsrhOY1YcZmOCNteqByLlvlCHSssD2ODXyy93X2K89lpmdDqH8WPnhLXXFjFHEEUpA7pno0SFUPVoNnki5wMpd42VbduKZj4b53zNgcXf03jrRlJ83KQjxZ/ptVl1WHPqndKFlj1PsbOg1q2tk0Ikuf9+98SmHTqQ9cI7DJ+1plT7SPGUV04pG4m6Z6PGRik3bhewO6cuDWpQgi3nlCVRZIkXz7w8+PFHWLKE6a/NosnG1bTZup6D8l3jjstH9epwzDH++0DHHgs1a5ZtvA8+gPPPd8rr1IHFi+k6dX2lLzBXGUlUY6PLaEq5CLZclnFQGn/tyXf09xqESCznhJVyJT0dOneGzp25a31DDFClsICmf22m7ZZ1HP3HOtpuWUe33dmwpZzxyHv3wqJF9uGhUIQNdRqwPrMlh3c7gaPPOdUaoSOOCD3WypU271kgIvDWW9CsGZtyVzjb0cBMJT5RY6OUi2D7L9VSq5CeluJqUErcpyjnewfzEPPOqAqrpLCubkPW1W3IB21OLZ4JbN5c7A3n9Yj75ZdyFYOrYgzN/8yh+Z858OM8eH6sbTjsMH9HhA4d4MgjbSaGOXOsQ0Bg6Qaw5RvOPtvv87h9TkWJN9TYKOUi2F10bl4+GelpVE+rQu6efIdBKTHJZDneO5i8xBnVEUfYR69exQf9/XfRMlyRM8Ly5a4p/UvFH3/Y/GazZxfLDjrILsN9/727u/c558B994X/eRQljlBjo5SLUEW+cvPySU9L4alL24dtWEqzgV3aO/syzahq1oQTT7QPLwcOwKpVxbMfryHavj2szxiUPXtcyzoD0KwZvPGGTXpans+jKBWEOggo5aKkFCgQ/oZ1aaP0IxnVX24vLWMgJ6do9jNv6qc0y/mFJrm/l0oPV1q0gI8/tstsSqVHHQSUSklZUuwHo6TCaKUpHV0aIlLbRQQaNrSP884j97xr6TX9R1L/3kmbLetp+8c6jt26nh77N5OxdpXNGRcOp5wC06dDvXql+kyKEm+osVHKjXf/JVhsTbgb1qFKLJemdHRpKUsqmpJmQr6GcGG1GuS0+wfte7Ymo0OmDR5dudI/L9zSpbBjh997fNThTPLHT6C3GholCVBjo0SM8m5YB9uDSRGJSl6ykjIvBzN+4c6EghrCqlVtGpzjjoOrrrIyY/hk1gKyXp/FIX9t4edDm/Fdo2NI/2A1hVWr6T6MkvCEUzxNUcKib4dMxvRrR2ZGOoLdqynN/smwnq1JT/NPkZ+elkJBkH3F8sSTeA1GMEMDwWdkJS33lQkRHvxxDx8078J/O57Pd42Oicy4ihInqLFRIoq3auX6see6Vogs6Vg3YxVuBcwZS3LoOnYOzUZ8WGLFSzeD4UuoGVm0knImfPVMkVKVbUgaVqyASy6x5curV7dpix54wGavKC3Z2XDttbY6bbVq0LQp3HFH6PpPIm0ReQeRLYjsRWQVIg8i4vzHEWmKiAnxmOJyzKmIvIHIckS2e95jPSJZiJwe7kfTZTQlrgi29FTS8lxpN/lDXcB9a7u47c2UJZgyHG83DdJMQBYsgB49rMPHRRdBo0Y2KPehh+Dzz+2jWrXwxlq7Fk46yWay6NMHjjrKusI/84z1RvzqK6hb1/8YkS7AHCANmAZsBHoA9wOnI3I6xrjlZvoBmOEiX+4i6+F5LPC8126gMdAbOB+RRzDmPpfj/FBjo8Q94XidldaTLZz8bMEM2IUdM3lvsbNQWbCZULiGUIM0E4yCApuJfM8eeP996N3bygsL7UznvffgqadgxIjwxrv5Zmtonn0Wbr21WD5kiB1n1CiYMKFYLpICvAYcBPTBmCyPvArwDnAhcCcw1uXdlmLM6DA/6VjXviKZwPfAPYj8G2M2hxpE42yUpCBYxUvANW1OMIMRTmVL78wnXJfrUOMExh8ldFZm7xJauNeUzz+H8ePt3fvu3bZ6ar9+MHIkHHywf99162DsWDtryMmxOe8yM6FrV3j00eI7/v377QV50iRbhmLfPru8ddxx9gJ+xhkR+7jMmQOnnw6nnupfF8mrb4sW9jOtX1/y8uLatTaOqmlT+9wneJddu2xmC2NgyxakZk0bZyPSA/gcmI8x3fzGE2kOrAV+BZrhvdCLNAXWA69jzNVl/uzF7/M/oC9wMsZ8FaqrzmyUpKC0nmxzf97KmH7tylTZclNuXqlcrkuzFxMJV+6E4KWX4KaboEYNuPhiaxDmzYPHHoOZM+2SUUaG7bt5sy0Qt3OnTdlz4YU2XdD69TarwuDBxcbm6qth8mSb9ufKK61R2rQJ/u//7FJUpI0N+Kc38tK8ObRqBatXFxueUMyda/+edZa/oQGoVcsa1U8+gW+/9W3x3ql87BjPmHWIrAZaAV7D40sDRG4E6gLbgW8wZlloJQMQORToAuwDSvRiUWOjJAXBlqCCOQGEYzAitYeiezEB/Por3HabTQX03Xd2b8LLzTfDiy/C3XfDxIlWNm0a/PknPP003H67/1i7dxdfnHfsgClToGNHu5eS4u/Z6EgnNGkSbNgQvt5Nm1pj5mWV5/raqpV7/5YtrbFZvbpkYxPOWJ98Yscqxru+utrlCIBfsMamFU5jc6bnUYzIPOAqjPnNdTSRTsB5WLvREDgfOBi4FWO2BdGhCDU2SlIQbF8nWBxNOBf6SO2h6F5MAG++aZe77rrL39CAXRJ78007Y3nuOf/N9XSX76xGjeLnInapqVo15+wAnJvrkyY5l79C0a2bv7HxBuEGLvl58crdsncHUraxvJ134I5XnuEj2wM8jHUOWOeRHQuMBk4DPkekPcbsdhmvE/CAz+tdwDUY80aQ9/dDjY2SNJTVky3UeFD+dDiaMDOA77+3f3u45MurU8eWW5g/H37+2e619O4N99wDt9xis2T37GmXldq29d8LqV3bFpubOdOWbbjwQpvup0sXm1E7kHnzovLx4hpjtmA91XyZj8hZwP9hl8WuB55xOXYCMAGR6kAzYBDwX0S6Ysygkt5ajY2S1JT3Qh+pPZRKsxcTDt67+GAF5Lxy7118kyZ2uW30aLvvMn26lTdqBEOH2iU5L1On2n2ft9+2sS5gY18uuggef9zWEYoU3tnGjiATC688I8O9vfxjeTsHmQ4VyUueWhlzAJGXscbmVNyMTXHfvcBK4HZEqgE3IvIZxkwL9RZqbJSkRy/0cYb3wvr773D00c72zZv9+wG0aWMNyYEDtqzDZ5/ZZbbbb7dLadddZ/ulp1ujNHo0bNxoZ0iTJtmluQ0b4Msvi8cs755Na8/seHWQLZNffrF/g+3D+FK2sbyb8sHeoKXnb7A9nUC2ev7WCNnLn4+AG4Hu2Dif4BhjSnwAvbAfbA0wwqW9GjDV074AaFrSmB07djSKEo/87/tsc9KYz03T4R+Yk8Z8bv73fXZFq5QY2B2Tkvs9/LDtd++9zra//jKmdm1jqlc3Zu/e0OPMn2/HOe+80P0KCow58kjbd9u2Ynm3bsU6h/Po1s1/3M8/t/JTT3W+59q1tq1JE2MKC0PrZ4wxa9bY/k2bWn192bnTmBo1jDnoIGP+/tsAi4wxGOjh0e0LE3iNheaetg3GE+JS4gPGeI75d1j97TE3e455uqS+JaarERs49AJwNtAWGCAibQO6XQf8ZYw5EngKeCwsm6gocYZvzjRDcQBmqNQ3SikZOBDS0uzMZM0a/7b77rMuzgMHFjsHLF7svrz0xx/2r3c/ZutWW1U1kN27bcXV1FSbBNXLvHmlMTXOPZ5u3eyMa/58yMoqlhcWwvDh9vmgQf77Svn5di9qbYBzWIsW1u15wwZ44QX/tgcesJ/hiiv8HSLgC+xy1qmI9C6S2qBO7zV4QlGMjW073tPuj007c6fn1ZsBbZ0d/a28BXCP59WHrn18u/vq4T6enAiMNsb09LweCWCMGePTZ7anzzcikgr8DtQ3IQbXoE4lHilNAKYSgPei6s1k7ca//22Nw7//bTf8a9Wy0fb161vPsG++sR5qX30Fhxxij7njDhuXc/LJ9qJcp469WM+caY3A3Lm2kurSpda5oF07OPZYu6ezcyd88AH89pvd23km+FZEmQhMV9O4sQ1WXbTIOjEEpqvZsMFWXW3SxLmEF5iupk0bO/7cuXb57OuvoW5d/+JpznQ1vwGnYz3HvgL809VY9+aWwNdAtkd6LMUxO/dhzCN+eonkAluAJdh0OKlAC+yKVyrwHMbcRgmEY2wuAnoZY673vL4C6GKMGezTZ7mnT7bn9VpPn20BY90A3ADQuHHjjr/++mtJ+ilKTAmWiUCA9WPPjbU6iUU4STj/+qt4k/uTT+ym/cKFNuVLo0Y2g8A99/hvhC9YYPdXvv7a7sPk5dnsAaecYt2nj7EZssnNtale5s2zcSvbtlmD1bo13Hgj9O8fnUShK1bY2cfcuTbav0kTGDDApqkJdNcOZWzAfr7777eOENu3W2eJCy6w49epA7hU6rQrTQ9iXZdrYbMGTMammfG/cxK5DrgAOAaohzVSfwDfAM9jzJcEInIbcBbQDqgPpHiOWQC8jDGzwzlNMTU2vujMRolHdGajxDuJWhY6nBIDOUAjn9cNPTLXPp5ltIOxKRAUJaEIVlOn0gZgKkqECMfYLARaikgzEakK9AeyAvpkAd6F2ouAOaH2axQlXilvAThFUdwpMc7GGHNARAYDs7Frda8aY34SkYewLnhZwCvAGyKyBvgTa5AUJSHRuBxFiTxhBXUaY2YBswJk9/s83wtcHFnVFEVRlGRBy0IriqIoUUeNjaIoihJ11NgoiqIoUUeNjaIoihJ11NgoiqIoUUeNjaIoihJ1SkxXE7U3FtmKzeFTHuoBJda+jjHxqBOoXqUlHvWKR51A9SoNkdCpiTGmfiSUiSUVZmwigYgsirccQfGoE6hepSUe9YpHnUD1Kg3xqFOs0GU0RVEUJeqosVEURVGiTqIbm4kVrYAL8agTqF6lJR71ikedQPUqDfGoU0xI6D0bRVEUJTFI9JmNoiiKkgDEvbERkYtF5CcRKRSRoF4cItJLRFaJyBoRGeEjbyYiCzzyqZ6aPOXV6RAR+VREfvH8rePS5zQRWerz2CsifT1tk0RkvU9b+/LqFK5enn4FPu+d5SOP+LkKVy8RaS8i33i+62UicqlPW8TOV7DfiU97Nc9nX+M5F0192kZ65KtEpGdZdSijXkNEZIXn3HwuIk182ly/zxjpdbWIbPV5/+t92q7yfOe/iMhVgcdGUaenfPRZLSK5Pm1ROVci8qqIbBFbtditXUTkWY/Oy0TkeJ+2qJynuMMYE9cPoA3QGpgHdArSJwVYCzQHqgI/AG09be8A/T3PJwA3RUCnccAIz/MRwGMl9D8EW+fnIM/rScBFUThXYekF/B1EHvFzFa5eQCugped5A2AzkBHJ8xXqd+LT52Zggud5f2Cq53lbT/9qQDPPOCkROj/h6HWaz+/nJq9eob7PGOl1NfC8y7GHAOs8f+t4nteJhU4B/W/F1uCK9rk6FTgeWB6k/RzgI0CAE4AF0TxP8fiI+5mNMWalMWZVCd06A2uMMeuMMfuBKUAfERGgBzDN0+91oG8E1OrjGSvcMS8CPjLG7InAe4eitHoVEcVzFZZexpjVxphfPM83AVuASAeuuf5OQug6DTjdc276AFOMMfuMMeuBNZ7xYqKXMWauz+/nW2x59mgTzvkKRk/gU2PMn8aYv4BPgV4VoNMAYHIE3jckxpj52BvKYPQB/mss3wIZInIE0TtPcUfcG5swyQQ2+rzO9sjqArnGmAMB8vJymDFms+f578BhJfTvj/MH/6hnOv2UiFSLgE6l0au6iCwSkW+9S3tE71yVRi8ARKQz9q51rY84Eucr2O/EtY/nXOzAnptwji0rpR37Ouxdshe37zOWel3o+W6miUijUh4bLZ3wLDU2A+b4iKN1rkoimN7R/F3FFWFV6ow2IvIZcLhL0yhjzPux1gdC6+T7whhjRCSoS5/n7qUdtqy2l5HYi25VrCvkcOChGOrVxBiTIyLNgTki8iP2olpmIny+3gCuMsYUesRlPl/JhogMBDoB3XzEju/TGLPWfYSIMxOYbIzZJyI3YmeFPWL03iXRH5hmjCnwkVXkuarUxIWxMcacUc4hcoBGPq8bemTbsdPVVM9dqldeLp1E5A8ROcIYs9lzcdwSYqhLgP8ZY/J9xvbe5e8TkdeAoeHoFCm9jDE5nr/rRGQe0AF4jzKeq0jpJSK1gQ+xNxnf+oxd5vMVQLDfiVufbBFJBQ7G/o7CObashDW2iJyBNd7djDH7vPIg32ckLqAl6mWM2e7z8mXs/pz32O4Bx86LhU4+9Adu8RVE8VyVRDC9o3We4o5kWUZbCLQU601VFfsjyzLGGGAuds8E4CogEjOlLM9Y4YzpWDP2XHC9+yR9AVcPlmjoJSJ1vMtQIlIP6AqsiOK5ClevqsD/sOva0wLaInW+XH8nIXS9CJjjOTdZQH+x3mrNgJbAd2XUo9R6iUgH4CWgtzFmi4/c9fuMoV5H+LzsDaz0PJ8NnOXRrw5wFv6z+6jp5NHrKOyG+zc+smieq5LIAq70eKWdAOzw3ERF6zzFHxXtoVDSA7gAu465D/gDmO2RNwBm+fQ7B1iNvUsZ5SNvjr0orAHeBapFQKe6wOfAL8BnwCEeeSfgZZ9+TbF3LlUCjp8D/Ii9aL4J1IzQuSpRL+Akz3v/4Pl7XTTPVSn0GgjkA0t9Hu0jfb7cfifYJbnenufVPZ99jedcNPc5dpTnuFXA2RH+nZek12ee37/33GSV9H3GSK8xwE+e958LHOVz7LWe87gGuCZWOnlejwbGBhwXtXOFvaHc7PkNZ2P31QYBgzztArzg0flHfDxro3We4u2hGQQURVGUqJMsy2iKoihKHKPGRlEURYk6amwURVGUqKPGRlEURYk6amwURVGUqKPGRlEURYk6amwURVGUqKPGRlEURYk6/w+Jei0rmPjslQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -215,7 +522,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -225,7 +532,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZsAAAD8CAYAAAChHgmuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXd4VGXWwH+HEEIoEhB0IVIVQQQXlLXxKYoFLCusugqKXbFhBwHdVURdUVyxF3QV2wIrImLFAlhQURAVG0hVAkoQAgIBQvJ+f7wzMDP33ukzmZmc3/PMk8x5bzlzM7nnvu9pYoxBURRFUVJJrepWQFEURcl91NgoiqIoKUeNjaIoipJy1NgoiqIoKUeNjaIoipJy1NgoiqIoKUeNjaIoipJy1NgoiqIoKUeNjaIoipJyalfXiZs2bWratGlTXadXFEXJSubNm7fWGNOsuvWIlYjGRkSeBk4G1hhjOruMnw0MAwT4A7jcGPN1pOO2adOGuXPnxq6xoihKDUZEVlS3DvEQzTLaeKBPmPFlQE9jTBfgdmBcEvRSFEVRcoiIMxtjzIci0ibM+CcBbz8D9kpcLUVRFCWXSHaAwEXAW16DIjJIROaKyNzS0tIkn1pRFEXJVJJmbETkaKyxGea1jTFmnDGmuzGme7NmWeffUhRFUeIkKdFoInIA8BRwgjHm92QcU1EURckdEp7ZiEgrYApwjjFmUeIqKYqiKLlGNKHPE4CjgKYishK4FcgHMMY8DtwC7A48KiIAO4wx3VOlsKIoipJ9RBONNiDC+MXAxUnTSFEURck5qq2CQCJMnV/CmOkLWVVWTouiQob27kC/bsXVrZaiKIriQdYZm6nzSxgxZQHlFZUAlJSVM2LKAgA1OIqiKBlK1hXiHDN94U5D46e8opIx0xdWk0aKoihKJLLO2KwqK49JriiKolQ/WWdsWhQVxiRXFEVRqp+sMzZDe3egMD+P3bZu4i+/fAtAYX4eQ3t3qGbNFEVRFC+yLkCgX7dimnw9l32vu5p6WzZx4TXjGHjqURocoChKZjNvHvz4I5x9dnVrUi1k18ymshLuvJMjLz6NP5WtYbftW5j84UP067xHdWumKIriTWkpnHoqDBwI114LFRXVrVHayS5jc9dd8I9/WKPjZ84cuOWW6tNJURQlHDt2QP/+8PPP9v0DD8Bxx8Fvv1WvXmkmu4zN4MHQurVTfvfd8N576ddHURQlEjfdBDNmBMs++AAurlmFV7LL2BQVwYQJkJcXLDcGzjkH1qypHr0URVHc+N//YMwYp7xJE3joofTrU41kl7EBOOwwGDXKKf/1VzjvPKiqSr9OiqIooXz7LVx4oVNeqxZMnAht2qRdpeok+4wNwLBh0KuXU/722zB2bPr1URRFCWTjRhsQsHmzc+xf/7I+mxpGdhqbvDx4/nlo2tQ5NmIEzJ2bfp0URVHALutffDH89JNj6M0OPehR1Z2p80uqQbHqJTuNDUCLFvDss055RYWN/Pjjj/TrpCiK8vDD8NJLDvGi3Vsx9IRrKNmwlRFTFtQ4g5O9xgbgxBNtzHooS5bAFVekXx9FUWo2c+bADTc4xJvqFHLZ325ic0E9oGYWD85uYwMwejR06+aUv/ACPPdc+vVRFKVmsm4dnHGGa8Lm8D5XsXT3vYJkNa14cPYbm4ICG9lRv75z7IorYNGi9OukKErNoqoKzj13V+JmAC8f2pfX9zvSIa9pxYOz39gA7LsvPPqoU755s/XfbNuWfp0URak5jBkDb7zhlHfvTv7991GYH5wbWBOLB+eGsQH7VDFwoFM+f76NUFMURUkFH34IN9/sEG+s24B3bn2QUw5px12ndqG4qBABiosKuevULjWueHDWVX0Oy6OPwmefweLFwfKxY/m0TVcOu/rc6tFLUZTc5Lff7OpJZaVj6PoTr2P2nA3cVVxCv27FNc64hJI7MxuAhg1h4kSqauc7hjqMuIq335lXDUopipKTVFbCWWfB6tWOoScOPpX32h9SI6POvMh6YzN1fgk9Rs+g7fA36DF6BlNr/YmHj7/IsV2TLRtpesUlrk8giqIoMTNqlLPAJvBFcSfGHLlrFaWkrNzem2pYXk0oWW1sps4vYcSUBZSUlWOwf9QRUxYwtvOJzGx3kGP77kvm2wrRiqIoifDOO3D77Q7x74W7cdUpN7IjL9hD4b831WSDE9HYiMjTIrJGRL71GBcReVBEFovINyJyYPLVdGfM9IWUVwTPVMorKqlVK48hJ17HmvqNnTvdcgt88kmaNFQUJedYudJ22zQmSFyFcM1fh/Lrbi5ltKiZiZyBRDOzGQ/0CTN+AtDe9xoEPJa4WtHhlRRVaQzr6hdx3ck3UIWEDPrWWcvK0qChoig5hb8c1tq1jqEHe/Tn47YuCeYB1LREzkAiGhtjzIfAujCb9AWeM5bPgCIRaZ4sBcMRLinKAJ+06crjh57mHFyxAi65xPFkoiiKEpabboLZsx3ij1p35cHD++98nyfi2AZqXiJnIMnw2RQDvwS8X+mTpZyhvTs4kqUCMcDEky+BQw91Dk6eDE89lTrlFEXJLV59Fe691yFe06AJ1/51CFW17L2oMD+PAYe01ETOENIaICAig0RkrojMLS0tTfh4/boV70yW8uKXPyrgv/+F3XZzDl5zDXz3XcJ6KIqS4yxbBuef75Tn5bHw/iepW9w8KGHzjn5dNJEzBDFRLCWJSBvgdWNMZ5exJ4BZxpgJvvcLgaOMMc7g8wC6d+9u5iax70yP0TMocVkPLS4qZPbwXrY965lnOnfs3Bk+/xwKa+70VlGUMGzbBj16wDyXPL2774Ybb0yrOiIyzxjTPa0nTQLJmNlMA871RaUdCmyIZGhSgduSWtC09YwzbEOjUL791rUkuKIoCmDvD26G5uSTYciQ9OuTpUQT+jwB+BToICIrReQiEblMRC7zbfImsBRYDDwJVEsjmcAlNa9p62sXDGNx05bOnR97DKZMSZ+yiqJkB5MmwSOPOOWtW9vmjbWyOlUxrUS1jJYKkr2MFg09Rs+g4aLvefW56ymoDOk5UVQEX38NrVqlVSdFUTKUhQuhe3fYtClYnp8PH38MBx9cLWrV5GW0rGFVWTk/7tGWO3o5y9lQVmbzb3bsSL9iiqJkFlu2wOmnOw0NwH33VZuhyWZqlLHxx7g/3+0kprd3CYeePdvWO1IUpWZz5ZXWnxvKGWfYMSVmapSx2RlEIMKNJ1zDqoYuZSXuuANmzUq7boqiZAjPPAPjxzvl7dvDk0+CR8KmEp4aZWwCgwg2FjbkjgE3Y0IdfMbYJmwu5SgURclxvvnGtpMPpW5dmwjulq+nREVuNU+LAkcTo+ZlcNttwRuVlMCFF9qMYX2KUZSawcaN1k+zdatz7JFH4IAD0q9TDlGjZjau/OMfcMQRTvlrr8HDD6dfH0VR0o8xtl7iTz85x84/3z58KgmhxqZ2bXjxRWjs0o5gyBD46qv066QoSnp59FFbZSSU/fd3z7NRYkaNDUDLltYpGMr27bacuFv4o6IoucHcuXD99U55gwbWT1OvXvp1ykHU2Pjp29c9pHHhQrj66vTroyhK6lm/Hv7+d/tgGcq4cdCxY/p1ylFqXIBAWO69Fz76yEakBPLMM3DccTBgQPXopShK8jEGzjsPli93jl1+OQwYwNT5JYyZvpBVZeW0KCpkaO8O9OtW7ClXvKlR5Wqi4ocfbImKLVuC5Q0bWv9Nu3bVo5eiKMllzBj3is0HHgizZzP1h98ZMWVBUOv5wvw8TjuomJfnlTjk6WohoOVqspyp80voMXoGbZ9dyr9OcImz/+MPO7OpqHCOKYqSXXz8MYwY4ZQ3agQvvQR16zJm+sIggwJQXlHJhDm/uMrHTF+YSo2zHjU2WEMzYsoCSsrKMcC4vXvyZqcjnRt+/rkNlVYUJXtZs8b2tqqsdI49++zO1YtVLv2xACo9VoO8tlcsamzA+QQjwrDjr6SkcXPnxvfcA++8kz7lFEVJHpWVcPbZsGqVc2zIEBso5KOFRwfgPI9Eb6/tFYsaG9yfSP4oqM/gk4fYPJxQzj0XfvstDZopipJU7rwT3nvPKT/8cPjXv4JEXg0ZBxzSMnyjRsUVNTZ4P5Gs6dTVFuYM5bffbBRLVVWKNVMUJWm89x6MHOmUN21qm6Tl5weJvRoy3tGvS8RGjYoTjUZjl8/GNbrkz82hTx94913njvfcA0OHplFTRVHiYtUq6NoVSkuD5SLw9ttw/PE7RZke1pyt0Wg1Is8mmlj5RoX51M2vRdmWCucX7Lnn4M9/to7FQG66CXr21EZKipLJ7NhhK4GEGhqwAT8hhibwwbOkrJwRUxYAZJTByUZyfmbjNWuJOVZ++nQ7wwmlXTuYP19LjytKpjJ8ONx9t1Peq5cN9snb5X/pMXoGJS4+3OKiQmYP75VKLaMmW2c2Oe+zSVqsfO/eNlollKVL4bLLbDayoiiZxeuvuxua5s3hv/8NMjTgHb68qqx8Vy7e8DfoMXoGU+eXpELjnCXnjU1SY+XvvNNWFwhlwgT3zn6KolQfy5fbyNFQatWCiRNhzz0dQ17BQo0K84Ny8fzLa2pwoifnjU1SY+Xr1LGGpUED59jgwfDjj/GoqChKstm+Hc44wxbaDOXOO+FIl6RtvMOdRdCqAQmS88Ym6bHy++wDjz/ulG/ZYp2Qbl3+FEVJL0OGwBdfOOUnnuheD82HV7hz2Rb3MlVaNSB6cj4aze/sd4tG6966SXwVXc8+24ZCP/ts8Mm+/tp+kR98MI2fUFGUIF56CR56yClv1cpGltYK/4ztaB2PvX+4BQ5o1YDoyflotFgJm3MT+AXctAkOOggWLXIe5NVX4ZRT0qCtoihBLFpk/ap//BEsz8+37UMOOSSuw0Z9X0gDOR2NJiJ9RGShiCwWkeEu461EZKaIzBeRb0TkxOSrmh68otcca7MNGlgnY506zoNceCGUqONQUdJKeblthBZqaMD2qgoxNLFEl3ktr2nuTfREXEYTkTzgEeA4YCXwhYhMM8Z8H7DZP4D/GWMeE5FOwJtAmxTom3LChT466NbNVhG49tpg+e+/26W29993hFYqipIirrrK2fgQ4LTT7FgA8SRvui2vKdETzczmYGCxMWapMWY7MBHoG7KNAfxZjY0Al5Kq2YHXGqzn2uzVV8PJJzvlH3zgKOynKEqKePZZ+M9/nPJ99rFyX/SpfzZz7aSvNLoszURjbIqBXwLer/TJAhkJDBSRldhZzVVkKV7Ra55RaiK2bXRzl3YEI0faJk2KoqSOb7+1bZxDKSiwwQKNGgHBfau80Oiy1JGs0OcBwHhjzF7AicDzIuI4togMEpG5IjK31K1OUQYQ19ps06bw4os7n552UlUFZ50F69alVGdFqbH88Qecfrr114Ty8MO2+KYPN39sKBpdljqiCX0uAVoGvN/LJwvkIqAPgDHmUxGpCzQFgipXGmPGAePARqPFqXPKiWtt9uijbWHOO+8Mlv/yC1x8Mbz8stMYKYoSP8bAoEGw0GXp65xz4KKLgkSRZi3akya1RDOz+QJoLyJtRaQO0B+YFrLNz8AxACKyH1AXyMypSyoZOdI2YQrllVfcE0EVRYmfxx+3EaGhdOoEjz3meLgLN2vR6LLUE1WejS+U+X4gD3jaGHOniIwC5hpjpvki0J4EGmCDBW40xoTtnZypeTbhiKrPxYoVth3Bhg3B8oICm9HcpUv6FFaUXGXePPtgt317sLx+fft/tt9+jl0yKVcmEbI1z0aTOiPgNzAlZeUI1pL68fyiTp5s4/1D6dTJ/iPUq5dKlRUltykrgwMPhGXLnGMvvmj9pB5kemO0aFBjEyPZYGzcnoRC8exzcemlMG6cUz5oEDzxRBK1VJQahDFw6qkwdapz7NJLa8RydbYam5wvxJkI0USveDodx46F/fd3yseNs+GYiqLEztix7oamWze4//6db7X3TOahxiYM0cTcezod69Wzzsu6dZ1jl1xie20oihI9n3wCw4Y55Y0a2Qc43/9aYD6N9p7JHNTYhCFSzH3EUMnOne2TWCgbNth15Qr3suWKooRQWmr70+zY4Rx75hnYe++db6Oub6ikFTU2YXCrJuAPpow6VPLSS21tplA+/dSGSiuKEp6qKps341bc9rrr4G9/CxLFVN/Qhy67pZ6c72eTCOF64USNCDz5pI1C+/nn4LG77oJjjoFeLgEGiqJY/vUvmD7dKT/sMLj7boe4RVFhTL1n4inKqcSORqOli9mzoWdPqAwJOGje3DZda9asevRSlExmxgw47jg7uwlk991h/nxo2dKxS6z5ND1Gz3A1Tp6RptVMtkaj6cwmTgLj9RsV5iMCZVsqvGc/PXrYZbN//jNYvno1nH8+vP66lrNRlEBWr7a+zVBDA/DCC66GBmJfkYhn2U2JHTU2cRD65FRWvsvRH3YKPmKE7XEza1aw/M034YEHnH1xFKWmsmMHDBgAv/3mHLvpJujTJ+zusdQ3jHXZTYkPDRCIg0j5N56RL3l59ols992dYzfeCF9+mUQtFSWLueUW2xMqlKOOgttuS+qpYm4rosSFGps4iGZ67blNcbEN1QylogL693dvaasoNYk337TBM6HsuSdMmAC1Y1uQiRRppi2f04Muo8WB17Q7dBtP/vpX2+HzwQeD5T/9BIMH266DilIT+flnG+YcSq1aNkn6T3+K6XDRRpppy+fUozObOHCbdgcS1RT8nnuCGjvt5Lnn7FKbotQ0tm+3iZtuzQZHjbJLaDGiCZ6ZgxqbOAiddhcV5tO4Xn5sU/CCAvukVr++c+zyy+0sR1FqEjfeCHPmOOUnnGCDa+JAI80yB11Gi5OkTLs7dLCtay+4IFi+aZONxPnkE6hTJ7FzKEo2MHmyjcgMpWVLeP55u4wWBxppljnozKa6Oe889/4b8+bZEE9FyXUWL4YLL3TKa9eGSZPcozejRCPNMgc1NtWNiG1h266dc+zf/4a33kq/ToqSLsrLbaNBtyjMe+6xJWkSQCPNMgctV5MpfP65rTIQWtW2WTNbzqZ58+rRS1FSyaBBtnZgKKeeapfWtKqGg2wtV6Mzm0zh4INtwcFQSkvh3HPdS3YoSjbz/PPuhqZdO3j6aU9DoxWasxM1NpnEDTdA795O+Xvv2SUFRckVvvsOLrvMKS8osDOaRo1cd9PGaNmLGptMolYtm9C5557OsX/+0z0sVFGyjU2brJ9myxbn2AMP2BbPHmjeTPaixibT2HNPm9gZyo4dtpzNhg3p10lRkoUxdkbzww/OsbPPtj6cMGjeTPaixiYTOf54m+AWyvLltvNnNQV1KErCjBsHL77olO+3Hzz+eMSAAK/8GM2byXzU2GQqd9xhgwZCmTTJOk8VJdv48ktbEzCUevWsn6ZBg4iH0LyZ7EWNTQpJKGomP99WuG3Y0Dl21VXuyxCKkqmUlVk/zfbtzrHHH4dOnaI6jObNZC9R5dmISB/gASAPeMoYM9plmzOAkYABvjbGuKTF7yJX82z8HTxLysoR7MXwE641rScTJrhXGDjgABswULduoiorSmoxBk47DV55xTl2ySV2aU2JmpzNsxGRPOAR4ASgEzBARDqFbNMeGAH0MMbsD9TIlpOBYZkQbGggzqiZAQOctdMAvvkGhgyJT1FFSSf33+9uaLp2dbbZUHKWaJbRDgYWG2OWGmO2AxOBviHbXAI8YoxZD2CMWZNcNbODSB08IXLUjOvS20MP2aKdoTzyCEydmojKipJaPv3UPdilYUN46SWdmdcgojE2xcAvAe9X+mSB7AvsKyKzReQz37KbAxEZJCJzRWRuaWlpfBpnMNGEX4aLmvFMWFtUZtsRuFWAvvBC+OUXp1xRqpu1a21/mtASTGCDXPbZJ/06KdVGsgIEagPtgaOAAcCTIlIUupExZpwxprsxpnuzZs2SdOrMIVL4pWANiFewQNiEta5d4d57nQddvx4GDoTK8DMqRUkrVVW24+bKlc6xa66B009Pv05KtRKNsSkBWga838snC2QlMM0YU2GMWQYswhqfGoVbWKYE/PT7cErKyhn60td0G/VO0HJZxIS1wYPhlFOcG3z4oQ2VVpRM4a674O23nfJDDtHSSzWUaIzNF0B7EWkrInWA/sC0kG2mYmc1iEhT7LLa0iTqmRW4hWWOPbMrxUWFjmCBiirD+i0VQctlRfXyXY+7c8YkYpcfil2i2UaNskZHUaqbmTPhlluc8iZN4H//04aANZSInTqNMTtEZDAwHRv6/LQx5jsRGQXMNcZM840dLyLfA5XAUGPM76lUPFNx6+B53aSvIu5XXlFJQe1aFObnBS2lORLWdt/dZmAffXRwJYGqKlvu46uvEmo2pSgJsXq1jaB0q1L+3HPQqlX6dVIyAu1nkwZ6jJ7h2po2FAHGntmVMdMXsqqsnBZFhQzt3cE9L+eWW+D2253yvn1tmKn2AVHSzY4dcOyx8MEHzrERI9xbaCSIP69tVVk5jQrzEYGyLRXh/3eynGzNs1Fjkwb8UWaRwqKLiwqZPbxXdAfdscPObj7+2Dn28MNw5ZVxaKooCXDzze4G5cgj4f33bZvnJBLp/yquJOosIFuNjZarSQOhvpyiwnzy84JnHjHXd6pd2y6nNW7sHLvhBtvdU1HSxVtvuRuaPfawYfsJGhq3/LNIeW3aeiCz0JlNNRE4/U9oyj9lii0FEkrHjjB3LtSvn7iyihKOn3+2PWjWrQuWi8C778Ixx8R12EilnyKtFIBdml42+qS4zp+p6MxGiYl+3YqZPbwXy0afxNDeHRgzfWF8BTtPPdW94+GPP8K1NbJqkJJOtm+HM890GhqA225LyNBEKv2UF4VfUlsPZA5qbKqZpLS5ve8+6NzZKX/qKduSQFFSxbBh8NlnTnnv3taHEyfRlH6qNMaR1xaIth7ILNTYVDNJaXNbWGjXxQtdnuIGDYJlyxLUUlFcmDLFFtkMpbgYnn/etjmPk2hKP/nbCwT6QhvXy9fWAxlKcsNDlJgJVzUgJr/O/vvbf/xLLw2Wb9xo8x4++sj2yFGUZLB4sXs18rw8O5tOsBxVi6LCsOkC/lmLW16bkpnozKaa8VpTblSYH/vy2iWX2AZVocyZ457RrSjxsHWrLbC5caNz7O67oUePsLtH01QwXOknnbVkJxqNVs245QoU5udRN78W67dUOLaPmItTVmaLdq5YESwXgXfesUl3ipIIl10GTzzhlPfrZ5fWwjjuvb7vbsYjaRGbOUa2RqOpsckA3P6prpv0lSMCB6IM5fz0UzjiCGcl6D/9yebf7LFHslRXahovvmirjIfSrh3MmwdFjmLvQXhV04gpobmGk63GRn02GYDburM/vyCUqEI5DzvMFuYMjQb69Vc47zx4442EnLdKDeX7723ASSh16thGaBEMDYT3USq5jd5xMhS3NeuYQjmHDYNeLk+Kb7/tHkGkKOHYvNn6A7dscY498AAceGBUh/F6WNJ8mNxHjU2G4tauICanaF6eDT9t2tQ5Nny4XfJQlGgwBi6/3M5sQjnrLGcEZBgSfohSshb12eQ6b7wBJ5/slO+zD3z5pe0FryjhePJJ9+Wzjh3hiy+gQYOYDqeO/8TIVp+NGpuawHXXuS+dDRxoZz+K4sVXX8Ghh8K2bcHywkL4/HP3yhVKSslWY6PLaDWB0aNtocRQXnjBNrRSFDc2bLB+mlBDA/D44xENTTT5NErNQY1NTaCgwJazcasAfcUVsGhR+nVSMhtj4KKLbKWAUC6+GM49N+zuSan5p+QUamxqCvvuC48+6pRv3gz9+7s/vSo1lwcfhJdfdsoPOMCORSApNf+UnEKNTU3i3HPdE/Lmz7dtexUFbBXnIUOc8oYNYfJk94KvIWg+jRKKGpuaxqOP2ki0UMaOtZFrSs3m999tf5odO5xj//kPtG8f1WE0n0YJRY1NTaNhQ+u/casAff75sGpV2lVSMoSqKjv7/fln59hVV7kXefUg3nwaDSrIXdTY1EQOOshGqIWydi2cc46zpppSM7j7bnjzTaf84IPh3nujOoTfWFw36SsKateKqb+MBhXkNppnkyUkPRGuqsome771lnPszjvhppviP7aSfXzwgS1vVFUVLG/c2Cb/tmkT8RCxVHR2Q4t0Rofm2SgpIyVPfLVqwfjxthJ0KLfcAp98Ev+xlezi119tRGKooQGbhxWFoYH4I9D8syGvZmkaVJAbRGVsRKSPiCwUkcUiMjzMdqeJiBGRrLO6mUzKwkj32MMmdob2H6mstDWvysoSO76S+fj/1r/+6hwbNsy91JEH8USgBT5IeaFBBblBRGMjInnAI8AJQCdggIh0ctmuIXANMCfZStZ0UhpGeswxtjBnKCtW2HpY1bTMqqSJkSNh5kyn/Igj4I47YjpUPBFobg9SgWiRztwhmpnNwcBiY8xSY8x2YCLQ12W724G7ga1J1E8h/D9xUqJ3brvN1r8K5aWX4KmnYj+ekh28/ba7QWnWzEYs1o6t3VU8EWjhHpi0/XNuEY2xKQZ+CXi/0ifbiYgcCLQ0xmiiRgrw+ic+umOz5Phy8vNhwgTYbTfn2DXXwHffxa+8kpmsXOme4CsC//0vtGgR9aESiUDzepDyBwWoockdEg4QEJFawH3ADVFsO0hE5orI3NLS0kRPXWPw6m0z88fSmH05njOhNm1sKflQysut87hcnbQ5Q0WFTdz8/Xfn2MiRcOyxUR8qNHilrLyCrRVVjD2za1TGQvvb1Bwihj6LyGHASGNMb9/7EQDGmLt87xsBS4BNvl3+BKwDTjHGeMY2a+hz4rQd/gZufz0Blo0+ySGPKjT1kkvcl84uv9y9tpqSfQwZAv/+t1N+/PE2FD6KluH+UHwvx34s4cra3yY2sjX0ORpjUxtYBBwDlABfAGcZY1zXVkRkFjAknKEBNTaJEO8/elR5DFu2QPfu8MMPzgNPngynnZaQ7ko1M3Uq/O1vTnlxsa2R16xZ5EO4PLSE4vXAoyROthqbiI8wxpgdwGBgOvAD8D9jzHciMkpETkm1gkowkUJFwy1BRBXVVq8eTJpk2xKEcvHFNkpNyU6WLrUliULJy7N/8ygMDUSOIAMNV1acROWzMca8aYzZ1xiztzGsxht0AAAdjklEQVTmTp/sFmPMNJdtj4o0q1HiJ9w/eiSHrNcNwECw/6ZLF7jvPueGZWVw9tnuRRqVzGbrVlvbbMMG59jo0dCjh+tubj6+SCH36nNR3NAKAlmG1z+6gKdDNjBDW5y7Ai6RbJdfDv36OTecPRtGjYpPeaX6uP56W3YmlL594Qb32B6vyhVF9VyKuPrQcGXFi9gC6ZVqp0VRoesSmj/nJtTRCgStrxusYXLz1Pkj2fp1K7YhsP/5D8yda8NkA7njDltH66ijkvrZlBQxYQI89phT3qYNPPOMs4KED6/KFQW1a1GYnxd3DTSlZqIzmywj1pyb2177znHDCBcSEjRzatLE5lyERicZY5fT1q5N7MMoqefHH22EYSh16tik3caNPXf1mkVvKK9wDcWPVNFZWwfUbHRmk2X4/6FDZzBeT6GRHLmhuM2QnrrkWvZ7IsSHs2oVq087i+azpns+GSvVzObNcPrp9mcoY8faqMMwhJtF9+tWHPUsJjR6zf8gBOhMqAahLQZyBK+cGy+KCvPZtqPKsRRy2kHFvDyvJEhePw9en3orbb+f5zjON0Nv44B7bklEdSUVGGMjz557zjnWv7+dsQY8JESzBAu7lmCLY8iH0dYBySVnQ5+V7CCWUNPC/DxGnrJ/1FUJNlfCwKOuZn3dho5jdbzvDpufoWQWTz/tbmj23RfGjXMYGrclWGDndwSCfX2xlEZKaSFZJWtQY5MjuPly3AhcX+/XrZjZw3uxbPRJOyPZvG4AJQ1358YTr3HI61RW2CflTZtc9lKqha+/hsGDnfLCQpuY2zD4oSFcCwv/d6S4qNAxc462zUU81aCV3EONTY4QWD/Ni2iKG3rdAPJEeLf9oYw/0KW/yaJFtke9Uv1s3Gjzaba6FF9/9FGbQxVCNDOPRGYnWv9MATU2OYX/KfT+M7vG/c/tdWMYcEhLG9569IX80KyNc8fx422IrVJ9GGOrPPz0k3PsggvcqwcQ3cwjkdmJVyFZDQ6oWWiAQI6SSHFDr3398sLFi3jtuesorAh5em7Y0Ppv9t47BZ9IichDD8HVVzvlXbrAZ5/ZUkQuRFOgNaoirkpayNYAATU2SlzMv/Veuo0a6hz4y19gxgxo0CD9StVkPv8c/u//bPuAQBo0sIm5HcLPaqN5ONHqzJmBGpsYUWOTvUydX8KIl7/hnpfv4q8/fuTcYI894NZbbTJhvndpEyVJrFsHBx7oXiR14kTbu0bJGdTYxIgam+zA7WnW396g4bbNvPHM1bTa8Jv7zgUF0KkTdO5sX1262J977aWJoMmiqsrWN3v9defYlVfCww+nXyclpaixiRE1NpmP1zp94Puuqxby0os3kl8VQ6WCRo12GSC/EerSxZbHUWLjnntg2DCn/KCDbNFUt1YRSlajxiZG1NhkPl6Z33kiVAZ8b075fhZj3ryfgsoEWw80b75r9uN/deoE9esndtxc5aOP4OijoTLE0BcV2QrPbdtWj15KSslWY6O10RRPvHIoKo0JmuFM63QUP7TqxNNLXqXl26/Gf8LVq+3rnXd2yUSgXbvgZbjOnW0mfA31B02dX8KTL3/G0w8MYs9QQwPw7LMJGRoNBFBSgRobxROvQozFAb4b/w3pyjOPp2W3C2zk0+jRMHOmdVwnijGwZIl9vRpgyPLzoWNHpz+odWtnleocYur8Em6e/BVPvHg7e25yub5Dh8Ip8TfQ1aKZSqrQZTTFk4RyK4yBX3+FBQt48MGp7PnzYjqsXc6+a3+mXsW21CndoAHsv7/TJ7Tnnqk7ZxrpMXoGf3/9Ka6d7ZJA26OHNfIJzPi0aGbmo8toSs7h1c4gqidcEeuDad6csTMqMJ19YlNFy7Lf6Fi6nI6ly7m+eAcsWAALFzp9D/GwaRPMmWNfgTRr5lyK69zZUScs02k3/xOunj3RIV9brxFNJ01KeGlRi2YqqUKNjRKWWPqWeBG4HGekFj83bs7PjZvz3cG9uN7/tLxtm62xtmCBfX33HXz7LSxbluhHsJSW2qf+mTOD5a1bO41Qx46ZGcVVUsKDb/ybWiElMasQ7uh/E/cXu/+dYvHBhOthoyiJoMZGSTlDe3dwXY4LqtVWULArBNrH1PklPDJtPg2WLOLgzas4o6CMvdcst0boN4/cnlhZscK+3nhjlywvzwYghPqD2rWzY9VBha2u3XhzmWPo0SPO4qjBZ7vuFqsPJqq/laLEgfpslLQQa4RTRH9Raak1Ot9+a2dC/t//+CN1H6Kw0D1JtUWL1Cep3ngjjBnjEH+x94GUTHyFft1bue4Wjw9Go9Eym2z12aixUTKSuBzVxthZSqgR+uEHZ82wZNK4sbs/qHHjhA7rv+l3+mIWT0653blB8+bw1Ve2PJAHXh1cBVg2+qSE9FOqh2w1NrqMpmQkcTmqRaBNG/s6OaDvTkWFLbsfaoSWLLEGKlHWr7cJlh+F1IkrLnYaoU6d7AwpAv6Z3e6lJdz7xn2O8R1Si09vf5gjwhgaUB+MkjmosVEykqTeJPPz7U2+Uyc444xd8i1b4PvvbTBCYGBCSeRWx1FRUmJf06fvktWqZVswhC7FtW8PtXf9O46ZvpDK8q088urdNNq22XHoMT3P5fXSImZ7nNo/KyopKw9q5wzqg1Gqh6iMjYj0AR4A8oCnjDGjQ8avBy4GdgClwIXGGJcStIoSHWlxVNerB92721cg69bZmU+gEfr2WyhzOudjpqrKzrJ++gleeWWXvE4d2G+/nUbo+PeW8pdfvuPPvzobob23918Yd/Cp4DHLC/V3GdhpcIrVB6NUExGNjYjkAY8AxwErgS9EZJox5vuAzeYD3Y0xW0TkcuAeQOuaK1ERziEdrolbyhzYTZrAkUfalx9jYNWq4GCEBQvY9s23FOzYnvg5t2+Hr7+2L+BWj81W7rYHN5x0PUZqebYAHzN9YZCRhl2GRhMzleoimpnNwcBiY8xSABGZCPQFdhobY0xg8sJnwMBkKqmknuqKQIoUmuvWwKtayqmIWB9McTH06bNT3OnGabQs+5UOpSvosHYF+5auoGPpctqsX0VtU5VUFbbXqs2VfYexobBh2FmeJmYqmUg0xqYY+CXg/UrgkDDbXwS8lYhSSnqpznpYbk/h5RWVjJm+0PXcsW6fav7UpAHLaxWzvEkx0zscvlNesGM77datpMu6X7i48Wb2LfVFybk1OIuSsb0H8U2LDhGXwqL1d2mIs5JOkhogICIDge5AT4/xQcAggFat3PMClPRTnTfwWJ/CM+2p3c23BLCtdh1+2KMdP+zRjtlFhcx+xrd8tXEjg4Y9S5Nli+iwdoWdEZUuZ/fyjeFPdMEFDPvPwwwLk88TS1CAFtxU0k00xqYEaBnwfi+fLAgRORa4GehpjHGttGiMGQeMA5tnE7O2Skqozht4rFFnmRbKG+hbctMLQq7jbrvxbqN2mK7tgrZpunk9HUpX8OKh9W1INtgourp14eCDbTfOCIYmlqCATJshKrlPNMbmC6C9iLTFGpn+wFmBG4hIN+AJoI8xZk3StVRSSnXewGONOsvEcip+35JXImrodXS73mvrN2Zt/cb02FrI0Av/HvMNP9aggEybISq5T8TGH8aYHcBgYDrwA/A/Y8x3IjJKRPyNM8YADYCXROQrEZmWMo2VpDO0dwcK84NrfqXrBt6vWzF3ndqF4qJCBHtzDNfCINrtp84vocfoGbQd/gY9Rs9g6vwk5c6EIdrr6LadH/9yVqz6Rms8/NfFa1lBkz2VVKHlahQgt5zFCfXhiXDcSNco2usY6F9xI9Yw5WjK+7hdl0CScY2U1JOt5WrU2Cg5RyoagKXKgCWrdlk0+nldF9Bkz2wiW42NlqtRqoVUzqRS4Y9IlUM9Wf6yaBrdeX1+AU32VFKOGhslZXgZlFSH3aYi4CFVDvVkBjxEanSXaZF8Ss0iYoCAosSD36CUlJVjCHZ8h5slJINwjvp4AwfChWInQqwBEqHE8nmqMxBEUXRmo6SEcAYl1WG3XktKQNwzqlSGXMfbejvWGWI0S22KkirU2CgJ47ZcFs6gJHM5x2upzu0G3mP0jLj9Lpl4o47HjxSvYVOURFFjoySE19N1Ub181m9xdsf036STMUuI9ck+0RlVrDfqVIeTa2Kmkk2oz0ZJCK+na2Pw9A8k6qeIdG4v30+q/C5uhPNZJYt0fh5FSRSd2SgJ4fUUXVZeQVFhPnXza1G2pcLxZJ+M5ZxYn+zTWeomHbXHMrF0j6J4ocZGSQgv/wtYg1OYn8fYM7vGFF0V7dJTrL6fdPpd0rHElYl+JEXxQo2NkhBeJfb9xPI0H6sPJp4ne68ZVbL9K+nKaVGHv5ItqLFREiLmEvthiOSDiaV1dCykIslUl7gUJRg1NkrCxFpi3wsvo+S/+UfbOjpW4vGvRJoJxWsIc6kgqqIEosZGSRqJPs17LT3liaTE2R6p8rKX8Yt2JhRPqLR2z1RyFQ19VpJGoiHNXuVUKj0qkyfibA8MTfbCa0aWqnI7qS7joyjViRobJan061bM7OG9WDb6JGYP7xXTE7mXsSqOMp8kljphbjf2QMLNyFIVaZb1SZoiYVtX5yzffw9nnAF77GHbeHfoALfeCuVx/N1WroQLL4QWLaCgANq0gWuvhfXr3bcXuQiRJxCZg8gWRAwid4Q9h8ieiDyEyDJEtiFSisgriBwYZp9CRG5DZCEiWxFZg8j/ENkv2o+my2hKRuG19BRpeS5Z1QQguLeLmw8lnkizaHwxWpU5C5kzB3r1gooKOP10aNkSZsyAUaPg/fftq6AgumMtWQKHHw5r1kDfvtCxI3z+OTzwALz9NsyeDbvvHrrXv4FGwHpgFbB32HOItAE+AZoDnwNTgGbAqcBJiPwVY6aH7FMAvAv0AOYCDwAtgb/79umFMXMifTw1NkrGE42zPdZINq8be7jOln4DdtpBxbw8ryRq31S0hlAj2LKMykq44ALYsgVefRVOOcXKq6rsTOfll2HsWBg+PLrjXXGFNTQPPghXXbVLfv319jg33wyPPx66V3/gB4xZgcj5wDMRzvIA1tA8CFyLv3umnQ3NBZ5BpD3GbA7Y53qsoZkMnIkxVb59JgFTgacR6bJT7oF26lRyAq+Ol2Bv2KE3cC+DEU1nS//MJ9qosVg6h2Z1NJp/CS3ae8r778OYMfbpffNmaN0aTj0VRoyARo2Ct126FEaPtrOGkhIoLITiYujRA+68c9cT//bt9oY8fjwsWwbbttnlrT//2d7Ajz02aR+XGTPgmGPgyCPhgw+c+u69t/1My5ZFXl5csgT22ccumy1ZArUCPBx//AHNm9vrumYN0qCBe6fOXcbmToz5h8t4XWAjkAcUYcwfIeP3A9cA52HMcz6ZAMuBVkA7jFkWss+HwBFAL4yZGe4j6sxGyQlijWSb+WMpd53aJa7OlqvKymOKNIvFF1NjkjSfeAIuvxzq14e//90ahFmz4O674bXX7JJRUZHddvVq+MtfYONGOPFEOO002LrV3sSffx4GD95lbM4/HyZMgM6d4dxzrVFatQo+/tguRSXb2AD06eMca9cO9t0XFi3aZXjCMdN3nz7++GBDA9CwoTWq77wDn32WiMZNgHxgjcPQWJb6fh4DPOf7fW+soVnkMDSWt/AbG1Bjo+Q+XktQXkEA0RiMZPlQ1BcTwooVcPXV0KCBndV07Lhr7Ior4LHH4MYbYdw4K5s8Gdatg/vvh2uuCT7W5s27bs4bNsDEiXDQQdaXkhcc2cjvvwe/Hz8eli+PXu82bawx87PQFyW4777u27dvb43NokWRjU00x3rnHXus+FkPVAJNEWmAMZtCxtv5fgau2/p/9zrxT76fHorvQo2NkhN4+XW88miiudEny4eivpgQXnjBLnfdcEOwoQG7JPbCC3bG8tBDwc71Qpe/Wf36u34XsUtNBQXO2QE4nevjxzuXv8LRs2ewsdmwwf4MXfLz45eXlUU+djKP5YUx5YjMBI4FRmF9MRaRfYALfe8aB57Zr6HHUf3yokinV2Oj5AzxRrKFOx4kXg5HC2aG8OWX9mevXs6xxo2hWzf48EP48UfraznlFLjpJrjySpg+HXr3tstKnToF+0J22w3++le7DNe1q11uO+IIOOQQqFfPea5Zs1Ly8TKca4HZwHWIHOb7vRlwGnaW0hUI6+iPFzU2Sk6T6I0+WT6UGuOLiQb/U3zz5u7jfrn/Kb51a7vcNnKk9btMmWLlLVvCkCF2Sc7PpEnW7/Pf/9pcF7C5L6efDvfeC3vumbzP4Z9tbPB46PfLiyI+9Cf3WOEw5jtEDgJuAY4DDsKGTI8FpgMfAWsCz+zX0OOIfnnEKZcaGyXn0Rt9huG/sf76K+y/v3N89erg7QD2288akh074Ouv4b337DLbNdfYpbSLLrLbFRZaozRyJPzyi50hjR9vl+aWL4ePPtp1zER9Nh18s2MvP8pPPneGlx8mkGQeKxLGLAHOc8hF/MtoXwRI/eUrvE7c3vczsjPJGBPxBfTxnXQxMNxlvACY5BufA7SJdMyDDjrIKEom8sqXK83hd71v2gx73Rx+1/vmlS9XVrdK2YH1mETe7vbb7Xb/+IdzbP16Y3bbzZi6dY3ZujX8cT780B7n5JPDb1dZacw++9ht167dJe/Zc5fO0bx69gw+7vvvW/mRRzrPuWSJHWvd2piqqvD6GWPM4sV2+zZtrL6BbNxoTP36xtSrZ8ymTQaYa9zuq3C+T9c7XMcjvWCmb/8DA2RiYIVP3tZlnw99Y0dHOn7EcjUikgc8ApwAdAIGiEinkM0uAtYbY/bBTsfujmjlFCUDSUc75xrPwIGQn29nJosXB4/98582xHngwF3BAfPmuS8v/fab/en3x5SWwoIFzu02b4ZNm6B2bahTZ5d81qxYTI3Tx9Ozp51xffghTJu2S15VBcOG2d8vuyzYr1RRYX1RS5YEH2vvvW3Y8/Ll8MgjwWO33mo/wznnBAdExINIga8iQKBMELkZOAqYhDFf7hwzxgD+TNJ7EKkVsF9fbNjz90DESIuISZ1inUgjjTG9fe9H+HS4K2Cb6b5tPhWR2sCvQDMT5uCa1KlkIrEkYCoh+G+q5zlXaHby6KPWODz6qHX4N2xos+2bNbORYZ9+aiPUZs+GJk3sPtdea/Ny/u//7E25cWN7s37tNWsEZs6Eww6Dr76ywQVdusABB1ifzsaN8Prr8PPP1rfzwAPJ/cyh5WpatbLJqnPn2iCG0HI1y5dD27bWDxW6hBdarma//ezxZ860y2effAK7746I7ErqFLkY+D/fEfbBZvp/A8z3yX7EmNE7zyHSGeuXeRebrJmPzavpAnwMnIQxG4P0ssZpBnA4tsrA+9jcm78D27EJnRHL1URjbE4H+hhjLva9Pwc4xBgzOGCbb33brPS9X+LbZm3IsQYBgwBatWp10IoVKyLppyhpxasSgQDLRp+UbnWyi2iKcK5fv8vJ/c471mn/xRe25EvLlraCwE03BTvC58yx/pVPPrF+mPJyWz3giCNs+HTnzna7sjJb6mXWLJu3snatNVgdOsCll0L//qkpFPr993b2MXOmzfZv3RoGDLBlakLDtcMZG7Cf75ZbbCDE77/bYIm//c0ev7GNSA4xNuNx87/s4gOMOWrnO5FmwP3AYdiyNRXYmcnzwBMYs8P1KCL1gOHAAKyh2QjMAm7FmO/DnH/XIdJpbALRmY2SiejMRsl0goxNFhFNi4ESbIVPP3v5ZK7b+JbRGgEh6bqKkvl49dSpsQmYipIkojE2XwDtRaStiNTBVhmdFrLNNHZN5U4HZoTz1yhKppJoAzhFUdyJmGdjjNkhIoOxCT95wNPGmO9EZBQ2BG8a8B/geRFZDKzDGiRFyUo0L0dRkk9USZ3GmDeBN0NktwT8vhUbmaAoiqIoDrQttKIoipJy1NgoiqIoKUeNjaIoipJy1NgoiqIoKUeNjaIoipJy1NgoiqIoKSdiuZqUnVikFEi0OFpTwLMkTjWRiTqB6hUrmahXJuoEqlcsJEOn1saYZslQJp1Um7FJBiIyN9NqBGWiTqB6xUom6pWJOoHqFQuZqFO60GU0RVEUJeWosVEURVFSTrYbm3HVrYALmagTqF6xkol6ZaJOoHrFQibqlBay2mejKIqiZAfZPrNRFEVRsoCMNzYi8ncR+U5EqkTEM4pDRPqIyEIRWSwiwwPkbUVkjk8+ydeTJ1GdmojIuyLyk+9nY5dtjhaRrwJeW0Wkn29svIgsCxjrmqhO0erl264y4NzTAuRJv1bR6iUiXUXkU9/f+hsROTNgLGnXy+t7EjBe4Pvsi33Xok3A2AiffKGI9I5Xhzj1ul5Evvddm/dFpHXAmOvfM016nS8ipQHnvzhg7Dzf3/wnEQnXujjZOo0N0GeRiJQFjKXkWonI0yKyRmzXYrdxEZEHfTp/IyIHBoyl5DplHMaYjH4B+wEdsP2uu3tskwcsAdoBdYCvgU6+sf8B/X2/Pw5cngSd7gGG+34fDtwdYfsm2D4/9XzvxwOnp+BaRaUXsMlDnvRrFa1ewL5Ae9/vLYDVQFEyr1e470nANlcAj/t+7w9M8v3eybd9AdDWd5y8JF2faPQ6OuD7c7lfr3B/zzTpdT7wsMu+TYClvp+Nfb83TodOIdtfhe3BleprdSRwIPCtx/iJwFuAAIcCc1J5nTLxlfEzG2PMD8aYhRE2OxhYbIxZaozZDkwE+oqIAL2Ayb7tngX6JUGtvr5jRXvM04G3jDFbknDucMSq105SeK2i0ssYs8gY85Pv91XAGiDZiWuu35Mwuk4GjvFdm77ARGPMNmPMMmCx73hp0csYMzPg+/MZtj17qonmennRG3jXGLPOGLMeeBfoUw06DQAmJOG8YTHGfIh9oPSiL/CcsXwGFIlIc1J3nTKOjDc2UVIM/BLwfqVPtjtQZozZESJPlD2NMat9v/8K7Blh+/44v/B3+qbTY0WkIAk6xaJXXRGZKyKf+Zf2SN21ikUvAETkYOxT65IAcTKul9f3xHUb37XYgL020ewbL7Ee+yLsU7Ift79nOvU6zfe3mSwiLWPcN1U64VtqbAvMCBCn6lpFwkvvVH6vMoqoOnWmGhF5D/iTy9DNxphX060PhNcp8I0xxoiIZ0if7+mlC7attp8R2JtuHWwo5DBgVBr1am2MKRGRdsAMEVmAvanGTZKv1/PAecaYKp847uuVa4jIQKA70DNA7Ph7GmOWuB8h6bwGTDDGbBORS7Gzwl5pOnck+gOTjTGVAbLqvFY1mowwNsaYYxM8RAnQMuD9Xj7Z79jpam3fU6pfnpBOIvKbiDQ3xqz23RzXhDnUGcArxpiKgGP7n/K3icgzwJBodEqWXsaYEt/PpSIyC+gGvEyc1ypZeonIbsAb2IeMzwKOHff1CsHre+K2zUoRqQ00wn6Potk3XqI6togcizXePY0x2/xyj79nMm6gEfUyxvwe8PYprH/Ov+9RIfvOSodOAfQHrgwUpPBaRcJL71Rdp4wjV5bRvgDai42mqoP9kk0zxhhgJtZnAnAekIyZ0jTfsaI5pmPN2HfD9ftJ+gGuESyp0EtEGvuXoUSkKdAD+D6F1ypaveoAr2DXtSeHjCXrerl+T8Loejoww3dtpgH9xUartQXaA5/HqUfMeolIN+AJ4BRjzJoAuevfM416NQ94ewrwg+/36cDxPv0aA8cTPLtPmU4+vTpiHe6fBshSea0iMQ041xeVdiiwwfcQlarrlHlUd4RCpBfwN+w65jbgN2C6T94CeDNguxOBRdinlJsD5O2wN4XFwEtAQRJ02h14H/gJeA9o4pN3B54K2K4N9smlVsj+M4AF2JvmC0CDJF2riHoBh/vO/bXv50WpvFYx6DUQqAC+Cnh1Tfb1cvueYJfkTvH9Xtf32Rf7rkW7gH1v9u23EDghyd/zSHq95/v++6/NtEh/zzTpdRfwne/8M4GOAfte6LuOi4EL0qWT7/1IYHTIfim7VtgHytW+7/BKrF/tMuAy37gAj/h0XkBAZG2qrlOmvbSCgKIoipJycmUZTVEURclg1NgoiqIoKUeNjaIoipJy1NgoiqIoKUeNjaIoipJy1NgoiqIoKUeNjaIoipJy1NgoiqIoKef/Aeve+NyiIxxyAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -235,7 +542,7 @@ } ], "source": [ - "for t in range(100):\n", + "for t in range(200):\n", " prediction = net(x) # input x and predict based on x\n", "\n", " loss = loss_func(prediction, y) # must be (1. nn output, 2. target)\n", @@ -244,9 +551,8 @@ " loss.backward() # backpropagation, compute gradients\n", " optimizer.step() # apply gradients\n", "\n", - " if t % 10 == 0:\n", - " # plot and show learning process\n", - " plt.cla()\n", + " if t % 10 == 0: # plot and show learning process each 10 steps\n", + " plt.cla() # Clear the current axes\n", " plt.scatter(x.data.numpy(), y.data.numpy())\n", " plt.plot(x.data.numpy(), prediction.data.numpy(), 'r-', lw=5)\n", " plt.text(0.5, 0, 'Loss=%.4f' % loss.data.numpy(), fontdict={'size': 20, 'color': 'red'})\n", diff --git a/tutorial-contents-notebooks/302_classification.ipynb b/tutorial-contents-notebooks/302_classification.ipynb index dcffc10..ae95c8b 100644 --- a/tutorial-contents-notebooks/302_classification.ipynb +++ b/tutorial-contents-notebooks/302_classification.ipynb @@ -7,25 +7,21 @@ "# 302 Classification\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 1, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -42,14 +38,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -75,10 +71,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 21, + "metadata": {}, "outputs": [], "source": [ "class Net(torch.nn.Module):\n", @@ -95,16 +89,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Net (\n", - " (hidden): Linear (2 -> 10)\n", - " (out): Linear (10 -> 2)\n", + "Net(\n", + " (hidden): Linear(in_features=2, out_features=10, bias=True)\n", + " (out): Linear(in_features=10, out_features=2, bias=True)\n", ")\n" ] } @@ -122,10 +116,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 23, + "metadata": {}, "outputs": [], "source": [ "plt.ion() # something about plotting" @@ -133,14 +125,94 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD8CAYAAADNGFurAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -148,9 +220,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD8CAYAAADNGFurAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -158,9 +230,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD8CAYAAADNGFurAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwAblEaVSfAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -168,9 +240,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD8CAYAAADNGFurAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nPGwyAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -178,9 +250,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD8CAYAAAAi2jCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n180XgVpTAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ8AAAD8CAYAAACo9anUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3WV0FNnWBuC3Ou7u7khgAgQNg7u7u84Agw42MDD4ZZBBBwgwuLtbgJDgIUBCAkSIQNxdO133RyCkk+6uaklHOM9ad61L1alTG77vZqeqztmbomkaBEEQBCFPnOoOgCAIgvjxkORDEARByB1JPgRBEITckeRDEARByB1JPgRBEITckeRDEARByB1JPgRBEITckeRDEARByB1JPgRBEITcKVbHTQ0NDWlbW9vquDVBEESt5e/vn0LTtFF1xyEL1ZJ8bG1t8erVq+q4NUEQRK1FUVR0dccgK+S1G0EQBCF3JPkQBEEQckeSD0EQBCF31fLNhyCIqpf5PhyFaRnQsDaHhrV5dYdDEHxI8iGIOubLxbt4t3o3MgI+lh6gKJh29YDbhvnQb9qweoMjiK/IazeCqEPC95+F7+DfviceAKBpJNx9DK92Y5DyIqD6giOIckjyIYg6oigjC/5z1ws9z83Ng9+MVXKMiCCEI8mHIOqIyGNXUJKXL3JM+utgpL56J6eICEI4knwIoo7IfB/OctynKo6EIJiR5EMQdYSihjrLcWpVHAlBMCPJhyDqCKtBXRnHKGqqw6ybhxyiIQjRSPIhiDrCqE1TGLVtJnKM0y8joKSlKaeICEI4knwIog75+eIu6DcTvJfHZlQf/LRhgZwjIgjByCZTgqhDVI300e3FOcRdf4iok9dRlJ4FDRtzOEwZCsOWP1V3eARRhiQfgqhjOAoKsOzfBZb9u1R3KAQhFEk+BEHUSjSPhyQfP+TFJkLV2AAmnVqBo6BQ3WERLJHkQxCEzKT5ByFszymkvX4PjrISzHu1g+PUYVAzM5bpfT6fu4W3S7YgJ+JL2TF1S1M0WvUbHCYNkem9iKpB0TQtm4koSgHAKwCxNE33ETXW3d2dJp1MCaJuCVj2D4LX7610XFFTHe0u7YZplzYyuU/UyWt4OmYhIORnV7Mdy+Hy21iZ3KumoSjKn6Zp9+qOQxZkudptDoAPMpyPIIhaIurkNYGJBwC4OXnwGTgTeXGJUt+HV1yM1ws2Ck08QGkSLM7OkfpeRNWSSfKhKMoSQG8AB2QxH0EQNUtReiaC1+/FVaduOKP+Ey7bdETA8n+Qn5AMAPiw+T+R13Nz8hDueVbqOGJvPELB13sKvVd2LqLP3GI1X0FKGt5v9MTtFkNwvUEv+AyahbjbPpDVGyFCOFl989kGYBEALRnNRxA1XlZYFKKOXUF+QgrUzI1hP24ANO2tqjssmcuLSYBXh7HI+fT5+7HPcQhetxefDl6Ax+ktSH/znnGeuOsP0fiv36SKJTcyRmbj0l4H42GPKShMTis7lvXhE2Iu3YPNiN5ofXwTWcBQhaROPhRF9QGQRNO0P0VRHUSMmwZgGgBYW1tLe1uCqDY8Lhcvp69AxKGLfK9/glbvhuP04XDftaJO/dB6Nn4xX+IpryAhGS+nrWA1T0lhsdSxKOtpy2QcN78A3r2n8yWe8qJP34B2fXs0WjFL7BgJdmTx2s0DQD+KoqIAnAbQiaKo4xUH0TTtSdO0O03T7kZGRjK4LUFUD//ZaxHx34XK3x1oGuF7T+Ptok3VE5gM5UbHIis0Emmvg5H44LnIsdmhUVDSYX7poedWT+q4LPt3hoKaqsgxlIICrIf1FDkm+uQ1xtd3YbtPoqSoSOwYCXakTj40TS+ladqSpmlbACMAPKBpeozUkRFEDZQfn4Tw/edEjgndfQKFqelyiki2Ig5fxI1GfXHFthOuu/TAvbajWF2n09CRcYzTryOlDQ/Kejpw/k30jxe78QOgYW0uckzcTR/GexUkpSLtVZBY8RHskX0+BCGGz+dug+ZyRY7hFRbhy8V7cJw6TE5RycabxZvw4W/+NUMl+QWsrjVq0xQlBUVIfx0s8Hy9+ROh51Yf4QfOlT5J0TQMW7vBbvxAKLN4airPbcOC0gUMe0+D5vH4ztmO6Yfme/5inINXzO4VIK9I+leFhGAyTT40TXsD8JblnARRkxSlZ7Ebl5ZRxZHIVqpfYKXEIw6TLq3humIGgtbuQcR/F1CYUvrkp9vIGS7zJkDb2RZXbDqWHQdKv6sELN+GNic2w7JvJ9b3ojgcNN+9EvUXTELEkUvIj02EirEB7Mb2h059B1Zz6DVtiNhrD0WO4SgrQaehE+u4CPGQJx+CEIOGrQXLcZZVHIlshe05JfG1Ws62MOvWFhRFocnGhXCaORqf9p8FNzsXuo2cYdCiMe61GYHirMp7b7jZuXg8dA66PTsD/SYNxLqvpr0VGq+aLVHMjlOHIXjdXpFPsdZDe0DVSF+i+QlmJPkQhBish3SH/5x1KM7MFjpGxVAPlgNqV1HP9LcfJbpOxVAPbc9uB0VR4JWU4PW8DQjfe5rvtRalpAi6WPgPeV5hET5u+Q9tjm+WKAZJqFuYwH3ncvjNWCVww6qmgzWabF4st3h+RKSfD0GIQVFDHW7/E90Tx+3vhVBQUZZTRLLBYRmvqokhgNKk4zJvAnr4X4TeT6Wr2Px/W4PQnccqfU8RlXi++Xz+jtw3djr9MhIdbuyDcfsWZceUdLTgPHssuj07AzVTsiq3KpEnH4IQk9MvI6GgqoLAP7cjLyah7LiGjQUar5sLu9H9qjE6yVj06YDU529FjtFt7IJeAVdB0zQoiuI7lxsdi/B9ZyS+P6+wCLyiYrknbfOe7WHesz0KUtJQkpsPVVOjWveLQ21Fkg9BSMB+wiDYju2PxAfPUZCQDDVzE5h0bAmKUztfJjhOHYYPfx8Q+F3mm3rzJwJApcQDAFEnrlVaeSYOdSuzav2hr2qoDxhW2+1/SCT5EISEOAoKMOvqUd1hyISqsQHaXd0Dn36/CkxADZZMg/34gUKvz09Mker+jtNq17J0Qnok+RAEAQAwad8CfcPu4tOBc4i97o2SwiLoudWD068jYeDeSOS1qX7vJL6vjqsznOtoCwRCOJn18xEH6edDEHVH8rM3uNdmBOM4BXVVUBQFbm4+gNJFDlaDu8Fu3AAoqqlCu4FD6esvQqi61M+HPPkQBCEVtgsNtBs4of2V3ch4Fwq6hIfkx68QcegSok9eB1C6qdN6aA84TB2GmEv3kPUxAoqaGrAa3A3WQ7qDo6RUlX8NQs7Ikw9B1FJFGVmIOnkNuVGxUNbVhvXwXtBykH/F+Nvug5DmL7isTkWmXdqg493/8GzcIkQdv8r6HlpOtuh45wA07epeywpxkCcfgiCq1cdthxGwbBtK8vLLjgUs3wbbUX3Q8sA6KKiqyC0WpirT5SV4PcWHvw+IlXgAIDssCg97TEHvoOvkCaiOqJ3rQgniBxa+/yxez9vAl3gAADSNqBPX8GzcIrnGI241h9B/T0h0n+zQKHy5dE+ia4mahyQfgqhFeFwu3q3aJXLM53O3kfEuRE4RAfYTB0HFUI/1+MJUyYuu+s/bgAddJ+L1gv8hKyxK4nmI6keSD0HUIkneL5Efm8g4LlLM11qSKM7OQejuE3g6ZiE07CzBYfmqT5pXggVxSUjweoqPWw/huksPBK39V+K5iOpFvvkQRC1SkMKuSZ2w9tCykvIyEI96T+NrkcCWZf/OpZ1gpUXTCPxzOzTsLGtlSaMfHXnyIYhaRN3ShN04K7Mqi6EgJQ3ePadKlHiM2zWH298LoWpsILN4Pmw6WPbfuXn5KErPlHuRUkJ85MmHIGoRI49m0HK2RXZolNAxFIcDu7H9EXP1PsI9zyLrYwSUtEr3yzhOGy71D/5PB84zNsur1EaBomA1sCtaHdoAJW1NdLh9AN69pqEgIVmqWAAgI+AjIo9dRuTxa0i49wSgaahbmsJh6lDUmz8RSpoaQq9Ne/MecTcfgVfMhX6zhrDo3aHW1uerbcg+H4KoRWgeDyE7juH1gg0AT/D/dp1mjEJ+fDJiBKwMUzHQRYdb+2HQvLHEMdxpNQypLwIYx7XYvwb5cUlQUFOF5YAu0Hay5TvPzctH9OkbiL3uDV5RMRQ11PD57C2J4xJE390VnR8cgZKWJt/x/PgkPBm5AEmPXvId17CxQOtjf8P455q5laYu7fMhyYcgagGaphGy7QhCth9FbnRs6UGK4muEpqihDpc540BTwPt1e4XOpWJsgP5RD6Aoxv6c8m427ouMd6GM4/p98oKmPftNoTlRMbjm0FWq6tiCuMwZh2bblpX9mZuXjzvNhyDzfbjA8Yoa6uj69BT0GteTaRyyUJeSD3ntRhC1gN8vKxHuWaGMzdfEo2Kkj0arZ8NuVF9wlJVwyeJnkXMVJqUi8uhlOE1nrscmiHYDR8bko6SrDTVz40rHM9+HI+LwReTFJkLVSB924wZAv2lDAICmrSXMerZD3A1vieISJuLwJTRa9RuyQ6PA45Yg1e+d0MQDANzcPASv34e2p/9hNX+i9wuE7DiGxAfPQfN4MPJoCueZo2HRp6Os/gp1Ekk+BFHDJfn4VU485RQmpyHrwycoaWsiyfcVitIyGecM9zwrcfJxmj4cn8/cFDnGfvwAviXVPC4XL6evqLTKLWT7UVgO7Io2JzZDUU0V7juW497rYOTHs/sWxFFVBq+gSOSY4sxsXHXoiqJv+4tYfNOJuXgPxTm5Ir8XAUDw/zwRsHQL37H4276Iv+0Ll7nj0eyfPxjv9aMiX9YIooYL23eacUzkkUsoKSgEzWVuWQ0AORGfJY7HpGMrOEweIvS8lrMtXP+cwXfszaJNQpdXx1y6h5dTlwMANO2t0O35WdhPGsxXtkfD3goq5RZKcFSUYTu2P/QZWj18U1R+YyuL13q84mIUpWeJHJPk+6pS4ikvZNsRfD5/m1V8PyLy5EMQNVxmsPBXRN8UZ+bgYc8pqL9gEqs5uTl5UsXUYv9aaNezR8iOY8j7Eg+gtMab7ag++GnDAqgYfK94UJiajvA9p0TOF33qBhqvngNNeytoWJuj1cH1aLbtD+THJUFJWxNqZsageTykB3xESUEhtJ1toWKgh/cbPZHy2F+qv4sgHBVlqBjoihwTsuMo4zwhO47BekgPWYVVp5DkQxA1nKK6GqtxSd4vkfz4delrJYbf7hU11aWKiaIo1P99MlzmTUBGYAh4RcWguVxkBocj5sp9mHZuVVaBOubqA5QUFIqcj+bx8PncLTRYPK3smJKWJpRcvq9Sozgc6DdpwHed/eQhCFq7R+pkWpH1sJ6M/+5J3i9FngeAZN9X4JWUgKOgIKvQ6gySfAiihrMc0Bkpz96wGktzuaAUFUAzvFmyGthVBpGVthJX0tbE84lLkez7fQUrxeHAvE8HtDy4DsWZ2azmirvlg8/nboObVwCdBo5wnD6csU25qqE+3HetwPMJS6T6e5SnpKMF12W/MA9ku1KYbHgViHzzIYgazn7SYMZXQOXR3BKRH9U5SkpwmTNeFqEhLy4RXu1G8yUeoPRJJvbqAzzoNB7qlqas5kp65Ic0/2BkffiELxfu4GG3SXg2fjHj0msNG3OJ469Ip4EjOt8/DG0Xe8axRiz2Ahm0cgNHkfyOLwhJPgRRw6ka6qP9zf1iVY42bucOjnLlvjccFWW0ObUFej9Jt4eFx+Xi8/nbeNhjCvLjkoSOy3gXivz4ZKhZsCsLVFHk0cv4sOmAyDHi/LtUZOjRFM12/okmW5agy6Pj6B18A/rNXFld6zxrDIsxoyWOra4jm0wJopYozs7B6wUb8Wn/WcaxBi0ao4TLRX5sIigAahYmsOzXGY7ThkHNrPL+G2Hy45MQeewK8r4kQMVQD7aj+4Kbmw+f/jO+b3ZloNe0IVyX/YLHQ+dItIFUzcIE/aMeiHyCuOnWHxkBH8WbmKLQ8c5Bxld7ogT8uQ3Ba/cIPOcwdRhaeq6ReG5B6tImU5J8CKIWKUrPxCWLdijJLxD7WqeZo9F81wrW49/+sRUfNh2stHybzd6a8lSM9DE46Rlirz/E2yVbkBkcVnZOQV0VJXnMf5cuj47DuF1zoee/XPaC76BZrL+vUIqKaL57BRynDWc1XpTYG95lm0xB0zBs7QbnWWNgM7yX1HNXRJKPlEjyIQjJ+c34C2EMS5eFcd+1As4zmV8FBa3bg8Dl2yS6R0Xa9R3Q5/33TakpLwORH5sIVWN9BP61C4leTxnnUFBTwU/r56Pe3AlCx0Qcvgj/OetQnJXDd9ykS2uYdfVAks8r0Fwu9Js3guO04dCogsrfNE2DoiiZz/sNST5SIsmHICTHzS+AT/8ZpRWcxaTpYI2+YXdF/oDk5ubhkkU71qvUmDReMweuy2dUOs7Ny8dt98HI+vCJ9VzN964SWZmhOCcX0aduIOtjBBQ11GA1uLvU37dqkrqUfMgyDIKoZVKevkFRBv/uewV1NSjpaKEgXvjHfwDI+fQZkUcugaOiDDVzYxj/7F6phUDsdW+ZJR7g+6owHpeL2GsPkREUCkU1VcTdfCRW4gGAoFW74DBpMDhKlRdTAICSpgYcpw6TOmai6pHkQxC1SOz1h/AZOKvSd5iSvHyU5OWzmuP5xKVl/13DzhI/rZ8P2xG9y44x9eoRl6KGGuJu++DFlOWsWoCLkh+fjPh7T2HRq72MoiOqC0k+BFFL8EpK4PfrX6zrt7GRGxmDpyPng1dYBPvxAwEA6tay2zejqKmOorQM+PSbAV5xsUzmLExKlck8uV/ikeT9AjSvdJGAtrOdTOYl2CHJhyBqsKL0TBRn50LV2ADx954gLyahSu7z5veNsBnRG8WZ2Uh++oZViR42bEf1wfuNB2SWeABIvGfom8K0DLycvgIxl7xAl5SUHTft0gYtD66DhgyTLyGc1MmHoigrAEcBmACgAXjSNL1d2nkJ4keW+Ogl3m/Yh/i7pW2hFbU0oOPqVGX3K0xJR/i+0/iw+b+yQqGiqFuZIi8uCSgRnaCUDfWR6Mm8L4ktDRsLmHZuLfH13Lx8POg8AelvP1Q6l+D1FF7txqDVkf8h4d4TFGfmQNPBCnZj+/MVSiVkQ+rVbhRFmQEwo2n6NUVRWgD8AQygafq9sGvIajeCEC7q9A08G7OQ77dycZh0aoX8+CRkfYgAAHBUVcBjKOwJAOrWZsj7zJx4ylAo/XVTBA0Ha+R+krx9Q0VtTmyG7ai+El8fuvsEXs1aLdY1CqoqaLR6NhosnCLxfWWFrHYrh6bpeADxX/97NkVRHwBYABCafAiCEKwoIwsvJi+TOPEAKN3sCJT+1j5+IBRUlPF28WbG68RKPABj4gFQmngqtPuWhKqxAdw2LSpLPBnvQpAbHQdlfR0YtnKrtGJPmE9CegqJUlJQiLeLNkFZV5uspJMhmX7zoSjKFkATAC9kOS9B/CgijlxivWqNSc6nL3i3YgcoJUXGBEApKEiV8IRSUIBOfQdkBoluu12eupUZftowH3QxF4VpmdC0tYB5nw5QUFZG4qOXePP7RqS9Ciobr2lvBdcVM8sWTIiSx7IkkCBBa/6F/aTBErdH4BUXg+bRUFBRljiGukRmyYeiKE0AFwDMpWm6UgtAiqKmAZgGANbW1rK6LUHUKWn+wTKfky5mXh1n2MYNyb5V0JRNgcOYeAw9msJ+wkBwc/Kg5WgDs57tBP6AT3jwDN49p4JXxL94ISfiC55PWIKi9EyRFRAAQFlfF4Wpki0lz/sSj2QfP5h0bCXWdV8u3UPI9qNIelTa/0fPrT6cZo6Gw6TBrJ/Y6iKZ/M0pilJCaeI5QdP0RUFjaJr2pGnanaZpdyMjI1ncliDqHI4Su98H3TYtgsPUYTBs7SbdDSkK9pMGo8mWpcxjJVAxUfDdmsOB9bCe6HhrPxynDEO9uRNg0aej0CeLV7PWiJwvYOlWFDLsUbIZ1Ydd4EKIm7gClv0D30GzyhIPAKS//YCXU5fjyagFEhVarSukTj5UaZ2OgwA+0DS9VfqQCOLHZd6zHeMYRU11OE0fjpaea2A/aYjY97Ad2x/2Eweh4R+/oM/HW2h1cD0MmzeCkUdTSUKWmMfZbWh7ZhuUtDQZxyY9fsVYDaGkoBCRRy+LHOP060iomkr+y684vYMSvV8geP1eoec/n7mJTwfOSRxLbSeLJx8PAGMBdKIo6u3X/8i+nCtB/AAsB3SBhp2lyDEOk4eU/cBW0tIQ+x76zRqi1X8b8NO6eXwbK1sf3wR1GTZmY5Jwl31tuuywaHbjwkWvrFMzMUQnr0PQcrJlfe9vdBs5w6B5Y9bjQ3efYB6z67jYcdQVsljt9hiliy4JgpASR1ERHa7vw4NukwSWojHv1R5uGxeW/dmsx89ibwgV1hdH09YSnR8exd0WQ1GYki5+8GJK8HqKzA+foFPfgXGskjbz0xHbcboNndDn4y3E3fJBwv1nAI8Hw9ZNkPzYX2gyoBQV0WTzYlYxfJPylLn1eca7UHBz86CooS7W3HUBqXBAEBJKex2MjMAQcFRVYNbNAyr67Ftdl5cdHg1eUTE07CyhqKYKnQaO6B10HRGHLiL69A0UZ2ZD08Eapt08kPk+HHdaDAHF4cCkc2voN2so3jJmioJZ97ZCT0efvC6XxAOULhS40aAXXOZNQLOtor85mXVvCyVtzUrtEiqyHtqD1b0pDgcWvTvAoneH79cO6wkVQz18/OcwX2FVLWdbNNv2B8y6Cf93E3YPVn7QRQekpQJBiCntzXu8nL4CaX7vyo4pqKrAftJgNN26lPVS2rB9pxHyz2FkhUQCAJR0tGA/YSAa/fUblHW1+cZ+/OcwXi/4n9T7Zcz7dESHa8K/Q1yx7cS6Q6ksNdm8GPUXTBI5JnDFdgSt+VfoebOe7dDx5n6pY+Hm5iHuti+KM7Kg6WAN4/YtJOrR82zCEkQeuSRyjGHrJuj29DTrOevSJlOSfAhCDBnBYbjnMVJoywGLvh3R7soexh9W/nPXIWT7UYHndBs5o4vPibIEFH/vCR52E/2DmQ01c2P0CryKjKAwhP17Eql+78qehOrNHQ9NO0ucVnaV+j4SxWZmhP6fvcFRVASPy8Xn83fwaf9Z5ETGQFlHCzYjesF+0mAErtiB8L2Vf1ibdG6Ndhd3sX49Jw9p/kG402KoyBVtHqf/EavjKUk+UiLJh6iNuLl5uNduNNJfiy7e0eneIZh2aSP0fPLT17jnMVLkHPUWTELTr98YHvacgvjbvuIHLIBpt7ZIuPu48gmKQuPVsxG8fp9ELbplobP3MRg0b4RHfaYj8WHlfepqZkbo5HUYoChE/He+tMKBgS5sR/WF8c/sfh7nJ6Yg+bE/wOPBoJVblXQzLS9sz0m8mrVGYAKqN38imm5ZItZ8JPlIiSQforaJOnUdL6evADc7l3GszYje8DglfNfB07ELEXX8qsg5lPV1MTDOF5QCB2dUGsltP4hBi8ZIfRkol3tV1P76PsRefYBwzzNCx2jaW6FP6B2xqwwUZWbj1W9r8PnMzbK9QpSCAiz6dkTzPX9BTYrl10xSX71D6M7jSLj3BHQJDwatfoLzzNFif0MC6lbyIQsOCIJB3G2f0kKfLBNATpTobyYZgSGMcxSlZSA/NhFqFiZy3YiY5h/EPKiKqJoYIPLYFZFjciK+IPbqA1gN7Mp6Xm5+AR50mcBXkgcA6JISxFz2QmZwOLo9PyPxghEmBu6N0PrIxiqZuzb7MZdZEDVabmE+PH0vo9eueeiw9VfMPLUJgTFh1RbPu1W7xUoAKgbCf4jRPB5KWFSYBgCOqjIyAj+CUpDf/0xphhYJVcWkUyvkfUlg9cpP3FeQEYcuVEo85WWHRQn9/kZUHfLkQ9QoQbGf0GPXXMRmJJcdexT2Bv/6XMDCrqPx96Df5BpP9qfPSH3+VqxrbIWUcClIToN372nIDo1inEO/WUMoaWngVu/p1ZYQ5IWjogzj9s3BzWF+pQkAPBadXEsKi5D82B/cnFyE7mLe7PnpwDk0XjWb1f0J2SDJh6gx8ooKKiWe8jbdOwF7Qwv80m6Q3GISt5aXjqszrIZ0F3jOd9AsvuXZotRbMAmRR6+gMDmNcaymix0MmtTHl8v3WfXtkTdlPW1oOdkK/ZbEKyzCu5U7oajJbqOlQfNGQs/RNI3g9XsRsv0oq3+7b/LjklBSWEQqTssRee1G1BgnX94Rmni+2eJ1EvJcJKNuYVLajoAFg5Y/odPdg1BQrvwDLOnxq9JVViy4rpwF25F9EHvDm9X4nJBIJD99i95B1+E0Y5TwgYqStQKQhqqJITo/OIruL86hX4QXur08B/1WPwkcy83JY5xPSVsTtmP6CT3/auYqBC7fJlbiAQAFdTWSeOSMJB+ixrgc4MM4Jjw5BkFxogtMypK6hYnIigDfNNuxDN2fn4WambHA818u3GV1v6bb/0Djv0pfLYqq4FxR3uc4PB46B+67VqDxmjlQrvDxXL9ZQ3T2Ogw1CxPWc0rL0KMp+ny4CT23+gAAFQM9vN/gibTnARLNx1FSQuujG6GkKbieXfrbDwjbc0qiuW2G95ToOkJy5LUbUWPkF7N7ZZRXJN99KD+tm4ckn1dCm7xZ9u8Ml9/GiZyDzW/1ABB75QHoIi7sxg+Enlt9JN5/xjrO9DfvkfzEH67LZ6D+75ORcP8ZcqPjkB7wAXnRcQhauweOU4Yi4uhl5EbGVLqeo6wEKHDAy5fNqzuKohB/9wkSHz5HSVExkrxfCrwvGxr2VvA4sRmGrYS3kAjff1aiuTnKyqjHUF2BkD2SfIgaw9XcHg9CRO//UlFUhpOxlZwiKqXftCE6eR2C3/QVyHj3vTEaR0UZDpMGo+k/fzDOoV3PntW9Eh88R+KD5whY9g9c5owTuwV1gtczGLd1h4KqCgoSU+A/Zy1o7vcOpYleTwEOBY6qSqXvQ7yiYlAKCuCoKINXWCRwfo6qSulYFt+WUl+9w5MR81jHLkpuxBdwGTq8MlW0FkankRN0GzpJdG1FGUGhSHn2FhSHgkmnVtC0k+//r9YmJPkQNcb0nwdix0PRv70ObdoJ+ho6coroO6PWTdAr8BqSn75GZlAYFNRVYd44VZ/TAAAgAElEQVSzHVQM9Fhdbzd+AAKW/SP0h3pFvKJifNh0EFaDu+PLhTvsA/2aqBIePMOLqX8KrnbNo4UmD7qkBBxVZThNGomYqw/AzcmDmqUJ8j7Hg5udK9aCBl4Bu78rW2F7TsG0U2uh55W0xW8vAZS2G5dWTsQXPJ+4FEk+fmXHKA4HFn07osWBtVA11Jf6HnUN+eZD1BgNzOywrMcEoeet9EywYcAM+QUkgFGbpnCcNhx2Y/qzTjwAoGqojyabFol9v1S/d2h7djt0GjqyGv+ts+mHTQfFarNQXkluPnRcnTAwxgf9ox+iKDWTVWWHqsbUYtxmmGTfbThSLsTIj0/CvXaj+RIPULqnK+bKfTzoPAHcXHavXX8kJPkQNcra/r/gwJg/4GJiU3ZMVUkF41r2wrNF+2GpJ/iDfm3g8ttYtDmxGZr27F/F5H2Og6qJAXoH3Sj7cC+MpqMNzLr/DG5ePuLvCKjfJoZvP+gjDl9EQYLoFYiVVFGLAAVlJZHnLQd2hY4Er8/YLCgR5cOWQwJ7L32TERiCiMOiq1v/iMhrN6LGmezRD5M9+uF9fCTyigrgYGgBPQ1t5gtrAaO2zcQu3FmYlgkA8DjzD7zajxWYDJT1dND2zD8AAP9566VuvcD5+oM+5uI9VuP1mzeCsq42LAd0xtulW8DNkv2Tklmv9iLPcxQV0fH2AXj3mY6MgI+s5qQ4HDjPFr1YRBSaphFx6CLjuE//XYDzzNES36cuIsmHqLEamNkxD6pl3q3cifx48Z4kNG0tAADaznbo8eoCPm49hIjDl1CUlgFFLQ3Yje2P+gsmQdPeCu//3o9PnpKt+irP/OsP+mKWq/RaH90InXqlHUnDPc+y/uH/DaWkCLpYeOUCjooynEXtYfpK3dIUPd9cRvxtH3y5eA/c3HwUJqchwetp5XtyOHD/dyUMW7BvjV1RSV4+itKYNyLnfY6T+B51FUk+BCEnxdk5iD5zU6xr9N1d+V63qVuYoOmWJWi6ZQm4+QVQUFUp6x3EKy7Gx62HpY5Ty9m2rMOnTn17pL8W/a1FUUOdrzWBw5Sh8P9tDev7Kelq4+dz25H02B9Bq3ZVOs9RUYbHqa3QcrQRcHVlFEXBvGd7mPf8/qSU8jIQYbtPIPnJa4CiYNqpFZxmjoJe43qs4xREQU0VCupqQpfhf6NiyP774I+CJB+CkJO8mESxXrlxlJVELlJQVFPl+3OS7ysUJKZIHB8AqFubo/21vWUtoB2nDUfUiWsir7Ed3ReKGt9L4zhMGozIwxeFLhBQMdaHkUczcJSVYNK+OWzH9oeSpgZMu7SBRe/2CPv3FFL93oFSVIBZ97Zw+mWE1EuWDVs0luoJRxiKw4HtyN74dPC8yHGiqjL8qEjyIQg5EafLpo6rM5pt/wMmHVqyvobtRlYAUNDWhOvSaUj29S/tFqqrDZsRvWA3fiCUdbTKxhm3aw6HyUOE/nDVsLVAo79m8R1TVFdDJ6/DeDVrNT6fvQ1ecbn+Of06lfbPMTEUOJ9B88YwOCT7JFGV6i+cjOizt4SuCFSzMIHj9OFyjqrmI83kCEKIosxsxF69j8K0TGjaWsC8V3twlESvuGJy12MEUp6+ETmm/sLJaPK3+Muys0IicL0e83Jj4w4t4HFqK+sGajRN48OmAwjZfhT5cUkASp/KrIZ0R5NNi6BuLrxkT35iCpJ9XwE0LZfOodUl+dkbPBk+D3lf4vmO6zRwxM8Xd0Lbhd0mYyZ1qZkcST4EUQHN4yFwxXaEbDvKtz9DzcwIbpsWwW605K9QYq8/xKN+vwpdjaZubY7ewdeF1i9j4tVhLJIevRR6nlJQQP+oB1C3NBV7bh6Xi7TX78ErLIJ2fXuycbICHpeL2KsPkPL8LSgOB6Zd2sCkc+uyb3KyQJKPlEjyIWoy/3nrEbLtiOCTFAWPU1thM7yXxPOH7z+LV7NWVyocqulgjQ43PaHtLPkqv/SAj/BqNxrFWTkCzzdeOxeuy36VeH5ZKEzLQHZoFBRUVaDb2KXs+xLBjCQfKZHk82O7/u4xdjw8C+/Q16BpGh4OjTGrw1AMadqpukNDbnQsrtp3Edm5VMPWAv0+eUn1Q7MgKRWf/ruAjICP4Kgow6JvR1j27wyOovSfYdMDP+LNwk1IuPek7AlL08EaDZdOg8PkoVLPL6m8uES8XbIFn8/eKiszpGFrgXrzJ8Llt7HVFldtQpKPlEjy+XEtu7IH628LfqqY2X4Ido34Xc4R8Xu3ZjferdjBOK6T12GYdhZeZ6wqZbwLQejuE0h8+AI0j4aRR1M4zxwFg+b8H+pjb3ojdPdJZAWHgaOiDJMOLWWyvFgS+fFJuNtmBHKjYgWed549Fu7bl8s5qtqnLiUf8rxLyM3d9y+EJh4A2P3oPM7535djRJWJKpNSXh7LcbIWvv8sbrkNQPi+M8gOjUJOeDQij1zCnRZD8X6jZ9m4kB1H8ajPL4i/+Qi50XHIDo1CuOcZ3G4yEGF7Tso97oDl24QmHgAI3XEMqa/YdXkl6gaSfAi52eV9jnHMThZjqpKKEbuP6KpG8t80mOoXCL9fVgp9Jfh2yRbE3fFF4qOX8J8ruMQOzePBb+ZqJD8TveJOloqzchB96gbjuPB9Z+QQDVFTkH0+hNz4hjN3sHzyKRA0Tct0hZA47Mb2R/C6vSJro6mZGcG0Sxs5RlUqZMcxkd+iACBk2xEoqKqIru1G0wjZfhRGrZuUHeLmF+DzudvIDomEopYGrAZ3g7aTrUzizomKYbW5NvVlILLComR2X6JmI8mHkFheUQFOvLwNr49+4NE0Wtu5YkLr3lL126mOb5DlaTvbwW5sf0QevSx0jOvKWVLv95EEm0rVCXefgFJi/p91/K3vLcsjj1+B/+x1KErPLDsW8MdWWA/pjlaHNvBVL5CEoroaq3EZgSG47twduo1d0GDJNNiO7MPuuqBQZL4Ph6K6Gkw6tmQdb1FGFiIOX8SXC3fBzcmDdj17OE4bBpOOrVhdT0iHJB9CIk8+BWDA3sVIyfleVPH86wf485onjk1YiUFNOla6pr1zE1wJ8Kl0vDw1ZRWZxyquFvvXgKOkiIjDl0CXfO8CqqihjkarZ8Np+giJ5uUVF6MgMRUK6qpQ0dcV+/ryHUmFjuHxWI3jfR3z5bIXno1bXPlJiabx+dxtFGfnouOtA2LHWp6Wow10XJ2RGRTKPBilSejpqAXIi0lAg4VThI5LD/iIVzNXldZr+0pJRwtOM0ah8Zo54CgI79OTHvgRD7tP4asQnv72A6JP34DduAFodWgDWQJexci/LiG2z2kJ6L17AV/i+SavqAAjDv6Jl1GV63pNaNWbce68ogLcef9cJnFKSkFZGS0PrEO/CC+4/b0QDZZMQ/O9qzAwzhf1508Ue76ijCy8WbwJl8za4rJVe1wwaAmv9mMQe8NbrHn03V0Zx+g1aQADFuO+jXm3YrvIV3Txt32R9Fj6lakNFk0W+5qApVuRK6QadEZwGLzaj+FLPABQnJmN9xv24fnEpULnLSkohHevaUL7FEUevYz3//MUeI6QHZJ8CLH9++gCMvMFb2IEgOISLrZ4VV5RVcJj/o0cAG4EPZE4NlnSsDZHg4VT4LZhAZymjxCrNts3hWkZuNd2FD78fQCFqd+TdZKPHx71mY6QncdYz+U8k7mlgNOMUXBi0XrAacYopL/9gIx3zE8jkUevsIpPFLuxA9Bo9WxAjG95dEkJwj0FL0IIWLoFxZnZQq+NOnYFKS8Ef2OMPn2DcVVjyM7jZTXpiKpBkg8htvNvHjKOufT2UaVkU1QivF8L3zguu3G1QcDSrcgMDhN6/vXc9ciJ/MJqLsv+XeAwRfgmUatB3eAwaTDsxvSDtYgKDLZj+sF6WE8UJKWyum8hy3FMGv05E30+3ITLvAnQa9KA1TWZQZX/7fLjkxB34xHjtZ/2C+5rFHvdm/HagoRkpL4KYhxHSI4kH0JsWfnMXSqLS7goKC7iO9bEypnV/E2tXSSKq6YpzsphbEdA83hiLTFu4bkGLQ+shW7j7/9G2i52aLZ9GTzObgPF4YDicOBxcgua7fwT2vW+F7TUaeCI5v+uROujf4OiKKhZCC8IWh7bcWxou9ij2dalcN/JbkOpQoW2EQCQGx3HuOoPAHIiYwQeLyksEni8Ih7LcYRkZLLggKKoHgC2A1AAcICm6f/JYl6iZnI2sUJyTrrIMRa6RtBQ4V/lVM/UFh2dm+FhqL/Q67RVNTC6eXeZxFndMj9G8BUmFUac37ApioLD5KFwmDwUhanpoGkaKgZ6lZamUxwOXGaNgcusMaVPOBQF1Qp7mHQbOkHf3RVpDPd3mDSYdXxsGbRoDDUzI8aurhb9O1c6pqSrJWBkZcq6gluv67nVQ9x10U/vHCUl6DRwZHUfQjJSP/lQFKUAYDeAngAaABhJURS7Z2qiVprWdgDjmKke/QUe3ztqMYy1BG/QVOQo4L+xy6CpKt3S3pqCw2LJM1DankASKgZ6UDXUZ9wTpWpsUCnxfOO2YQEoEfXkrIf1hH4z5gUM4uIoKcFlzjiRYzTtrWA9uFul4zr1HPi6uwpjM0Lwq0fHacNBiVgJBwCWg7pC1diA8R6E5GTx2q0FgHCapiNomi4CcBqA4J88RJ0wsnk3dHYRXl7K1dwBczsLXo7sbGKNF4sPYlKbvlBTKl1WTVEUejRohQdzd2NwDSguKiu6jV1YvbIy79lODtEIZtqlDdpd3g0NGwu+4xxlJTj9OhKtj/1dZfeuv2gqHKcJbrKmYWOBDrf2C91P1XC56MrcOq7OsBzYVfDcVmZosmWx0Gs1bCzQdMsSkfMT0pO6sChFUUMA9KBpesrXP48F0JKm6VnCriGFRWu/guJCLLn0L/57dg3ZBaWvllQUlTG8WRf8M3QOq42muYX5SMxKg666plQbU2uy9xs98XbJFqHnlfV10T/yvkQr6WSJ5vEQf8cXWSGRUNLSgEW/zkKflmQt5WUgPnmeQVZIJBQ11WE9pDtsRvZh3JwatuckXs//H0oKCvmO6zdriHZX94hscgcAMVe8EPy//Uh9/hYAoKipDtvRfdFo5SyomRlL95eqInWpsKjckg9FUdMATAMAa2vrZtHR0VLdl6gZcgry8DLqPXg0D25WzjDUFH/zZF1G83h4NmEJoo5VXq6spKuNDjf2wahN02qIrG4oTE1HxOFLyAwOg4K6GqwGdhW72nhebCK4uXlQtzCRuppDVSPJp/wEFNUawF80TXf/+uelAEDT9AZh15AnH+JHE3/3McL2nkZmcBgU1dVgObALHKcNZ93KmiCAupV8ZLHazQ+AE0VRdgBiAYwAwLzLjSB+IGbd2sKsW9vqDoMgagypkw9N01yKomYBuIPSpdb/0TRdubYKUS2Ss9PxOS0RuuqacDCyrO5wCIIgAMhonw9N0zcB3JTFXIRsfEyIwrIre3E10Bfcr5UG3G3qY3nPiejo3AzHX97C688hUFJQRC/XNujt6gEOKaRIEISckDbaddC72HC03zoD6XlZlc5RoKCsqIRCLv/ubRcTG1ybsQlOxtbyCpMgCDGRbz5EjTbz9GaBiQcAaNCVEg8AhCRGo+v22QhcfgLaahpVHWKVycrPxeFn13HC7w5ScjJhpWeMSW36YnizLlBRUq7u8AiC+IoknzrmfXwkfMPfSnRtdFoCjr64iVkdhBevrMkiU+LQedssRKZ+L8MfkRKLR2Fv8O+jC7gzezt01Kp3Pw1BEKXIS/46JjguQqrrT/ndlVEk8jfYcwlf4invRVQwpp8gJQcJoqYgTz7VJDzpC46+uIWErFSYahtgXMuecDS2knpeVSlfLWUI6dMTn5mCmPQkGGjowN7IQuCY6uQd6o83X0T3pjn/5iFi0pNgqVczd68TxI+EJB8545ZwMfP0Zux/cgXlF3usvXUIUzz64d8RC6GoIPn/WTo6N4O2qgayCpjbHghiZ2DO9+e3X0Kx7Ope3A5+Dh5dWsa+pW1DrOw9GT1d20gcp6zdDmbuflrCK8G9Dy8xsU0fOUREEIQo5LWbnC24sAOejy+j4ipDmqax//EVzD+/Xar5NVXVMaO95CXwp7b9XhP2ZVQwft7yC24GPS1LPEDpK6w+//6OEy9vSxWrLHFZdknl8upOozqCqM1I8pGjpKw07PW9JHLMvseXkZglXefINX2nYYS74Iq+ChzhpeS7N2iFPo08yv78y8mNyCkU3I+GR/Mw49Qm5BQw96uRB3dr5hL7QOleJ4Igqh9JPnJ04c1DFHFF94Uv4hbjAos21aIoKiji1OQ18F2wF+Nb9cLPjm7o26gtTkxchcBlx9C1fgu+HjDqyqqY2X4ILv+ysSw5vYwKZvyGklWQi5M1ZIHCoCYdYKItugpzKztXNLGqG11SCaK2I9985Cg9L5vVuLRcwXt0xNXW0Q1tHd0qHb87ewfCkj7jzZdQKCsooYNzU+iq83eHDGK5ai4o7hPreJKy0rD/yRX4hgeAAtDeuSmmePSTSSVsZUUlnJi4Cn3+/R0FxYWVzhtp6uG/scukvg9BELJBko8c2RqYsRpnZ2jOPEhKTsbWIqsZfGv0xkRdWbXSsbvvX2DHw7N4GOoPHk2jrUNjNLVywQ7vc3yJ4fb751h5fT+Oj1+Joe5dxP9LVNC5XnM8XeiJ/905iktvH6G4hAsNFTWMbt4dS3uMg61B1f+7EgTBDkk+cjTQrT30NbRFPtnoqWtjkFsH+QUlRPcGLaGmpIJ8AU8R5RVxi8Et4Zat0Ft1/QD+unGAb4zXRz94ffQTev2wg8vx26dA7Bg+X+q4m1i54MyUdcgrKkBmfg701bVJZQOCqIFqzTef+x/9MOrgCrT+ewp67ZqHYy9uobC4cpmYmkxNWRUbB8wUOWbjwBlQE/A0IW/6GjqY7NGXcdw/D05jsOdSlPBK8ODjq0qJh62d3mehObcj9OZ3Rbstv+CU313weDzmC4VQV1aFmY4hSTwEUUPV+MKixSVcDD+wDJfePqp0rp6pDe7N3lnrNg0efX4Ty6/uw5f0xLJjVnomWNtvOsa16lWNkfEr4hZj+IHluBxQ+d++ol3Df4fXRz9WY9ka6NYeZ6esE7jvKTguAnfeP0dESizCkmIQm5EMJQVF9GjYCr+2GwRrfVOZxUEQNUVdKixa45PPvHPbsO3BaaHnm1g54/UfR2UVmtyU8ErwMMQf8VmpMNXWRycXd5HLoMUVm5GEvT6XcOHNQ+QU5qO+qS2mte2PgW4dxG6d0HbzNDz5FChyTH1TWyRmp8lsscQ3a/tNx7KeE8v+nJiVijGH/hL6Gg8o/V51duo69GlEmrcRdQtJPlJim3wy83NgsbQvcgvzRY7zmrMTnes1l1V4td6TTwHovXsBMgWUyun/Uzucm7oeSmJUUTBf0gfxmSmM4/TUtYVW05aUha4RotZegqKCInIL89Fy42QExzOvxFNTUsH7lafIIgOiTqlLyadGf/O5/9GPMfEAwNVAXzlEUzvkFOSh/55FAhMPAFwJ8MHqGwfFmlOR5ROZh0NjseZlIzYjGSGJnwGUvq5kk3gAIL+4EHt9RG/oJQii+tTo5FPAckEB04qsmiIwJgw7H57FzodnERATViX3OPbiFlJzM0WO2et7SazFGt3qt2Ac086pCeZ2Gs56TnF8ezo/8ly8Zrk3g59WRTgEQchAjV5q3cjCgdW4xhaOVRyJdKJT4zHuyGr4hL3hO/6zoxuOTVgJG5b7f9i48+EF45iUnAz4f/6INgxPKk8/BcI3/C00VdXBoTh89d0qmttpODo6N4ONvimi0xLEjlsYLVV1RKcloL6ZLeJYvPorr4hL6rgRRE1Vw5OPIzwcGov82K2hooaxLXvKMSrxpORkoMM/MxCVGl/pnG/4W7Tf+iv8lhyCkZaeTO7HLWFbYFP4uJCEaIz870/G8jrfLO0+HgPdOuDGuycyTTwAkF2Qhz7/LoCZjiHUxFw23ZSU0iGIGqtGv3YDgD0jF0FPXVvgOQ7FwZ6Ri+TWnfLBx1eYenw9Bu9bggXnt+NDfCTjNbu9zwtMPN9EpyVg96PzMouxpV1DxjFqSipoZC74qTIuIxkdt81knXgAILuwtH2DuK/FAMBIUxcUKMZx8ZkpiEgR3ChOmBntB4kdD0EQ8lHjk08jC0c8XeiJoU07863Q8nBojBszt8jlqSc9Nwvtt/6Kzttn4cCTq7j41htb759Cg9UjMfPUpkrtEco7/PwG4/yHnjGPYWuqR38oKyqJHDOyeTfoaQhO6NsenGa1sq08z8dXkJydLvZ1AJBXXAifBXswyK0Dq4UN5QuiirKgyyiBde0IgqgZavRrt2/qmdri7NR1SM3JRExGEvTUteS6iXDo/j8qfa/55l+fCzDS0sVffaYKPB+bkcw4P5sxouQW5uPYi1s4+uIW4jNTYKVngoiUWIFJsaGZPTYNmiV0LkmeXoq4xbj09hHMdAzFvpYChbaObmhh2xC9ds3D/RDRS/BpmkY9Ext8TIwWeN7N0hnzOo+QeLNudkEuzrzyQnRaAvQ1tDGsWWdY6NauTcwEURvUiuTzjYGmDgw0deR6zxeRQYw/ELc/OItF3cYKLLJprKXHmFyMpfjek5CZis7bZ+G9gFeAmirqyCsqAI/mwURbH1Pa9MPvXUdXqmD9DY/HQ1J2ukRxpOVlwUaCXwgoADNO/o2Lb72RmJ3G6pqu9Vvg5OTVuPP+BbglXDSzrocGZnZQUVSGqY6B2DF8s/3BGSy/uo+vh9Gii7swxaMfdgxfINbeqOISLi699cZJv7tIyy39t5nUpi86ujSTOD6CqEtqVfKpDudfM/fWycjPxr0PL9GtfgucfuWFq4G+yC8uRCNzB/R29YDn48sirx8nxavD0YdWCkw8AJBTmIeOzk1xbuoG6KlrMVY24HA4MNbSkygB/X33uEQbTLML87DH96JY16goKaOJlYtMe/N4+l7G3HP/VDrO5ZVgr+8lFJdwcYBlS4aEzFT02DWXbzm9L4DjL29jwE/tcWbKWsZXowRR15HkwyCrIJfVuA/xUZh1ZjNi0pPKjt15/xwAoKmihhwhm2VNtPUxu+MwiWILjAnDA4ansoehr5GQlcr6idFIU/zkQ1GUzCsbiDKhVW+ZzldcwsXK6/tFjvnv2XUs7TEeDkaWjPMN8lwidB/X5YBH+P3CDuwYvkCiWAmirqjxCw6qm7OJFatxW++f5Es85eUU5gtckedsbIX7c3bBXNdIothuf01uzOOesRoXnvSFdQWB8phKNJlpG7BYz8aOo5ElGprby2i2Uvc+vEQCQ+tymqZx/MVtxrkeh7/Fs4h3IscceHIV6TKugUcQtQ1JPgzGtewFFUXR+0ssdY2RnJMhcoygcjcpuZmsqzgIwnpPD4txHxOi4LF5msSxiBKflQpZVBBUVVTG9RmbZTATvySW35rOvr6PO++fi0y2VwKYSz3lFxfiLovNwARRl5Hkw8BISw/r+/8i9LyKorJEq7yA0nbZA/ctBrdEsp34zW3rsxtn00Dk+c9pCejwzwzWr9tUGZJxVWhj3xiBfx6Hi6mtzOc212H35Pk+PhI9ds5Fk/Xj8CUtUeAYtqWeaktJKIKoKiT5sDC/yygcGrcc9oYWfMdb2zfC/bk7oawo+aezL+mJAnsVsdGlXgs4GYt+LehiYoNO9UQXwf377nEkZrH77R8ACrnyb+LXxr6RyLbf0uhczx16QlYAChIQE4buO+egiFtc6Zwry1eCrkI2+RLEj4IkH5YmtO6D8NXn8WzhAdyYuRXBK07h6cL98HD4CQ3M7KSa+2Gov0TXURSFExNXQVtVQ+B5HTVNHJ/4F7glXLz9Egq/qPfIrrCAooRXgmMvbol1X/k34QAuvBG96jAxKxVXAnxwJcAHSWIkUqB0n1KRmE+fHxKiBMY0ukV3aKqoi7zW3aY+3G3YPbUSRF1FVruJgaIotLJ3rXR8etuB2P/4isTzStNTqbltA7xYfBAbbh/F2df3UVBcCFUlFQxv1hmLu43FlUBfDNi7qGyvkaaKOsa06I71/X+FnoY2svJzWa/oAwB363p49fmjxPFKSthqwfTcLPx2dgvO+d8vSyDKikoY2rQTdg5bILSSQ3mXA3xYte6o6PSrexjZvBvfMS1VDewZuRDjj6wRWIhVS1Ude0YuEvteBFHXkOQjA81s6uG3DkOx0/ucRNdL2wennqktjkxYgX2jFyMjLwe66ppQUVTGuMOrcPwl/wqtnMI87PW9hCcRgfBdsA/hyTHgUBR4LBKgu3U9XJuxGfZ/Dpb7N4t6pjaVjuUU5KH1pqkIqVDtoIhbjBMv7yA4LhK+C/ZCU1X0k8hnCYuhCuuZNKZlTxho6GD1zf/wPDIIAKDAUUBv1zZY03caGls6SXQ/gqhLSPKRkR3DF8DByBJb758q+2GmrKgEI01dkRUOjLX0MLRpZ5nEoKqkAlMdFQDAraCnlRJPee9iP2H+ue049+Y+q8Qz4Kd2OPu1A+qYlj2ketKTxLS2/SsdW351b6XEU97bmFB4Pr6M+V1GiZzbQEOyqhkVvwGW19O1DXq6tkFkShxSczNhqWssVfUFgqhranQb7dqIx+PhzZdQ5BcXwMXEBiU8Htpt/QVhSV8qjdVUUceNmVvQzqkJgNLKzak5mTDTMRS6KTS7IBfKCkpQYWgvMGDvIlwJ8BE5RklBEcUsvnXYGpjhzR9Hy8ry5BTkoceuuSJbXchS9watcH3GZihWKG+j+tvPKBTw0b88RyNL7Bg2H1xeCdxt6gtcmZiWmwnLpf3Efpp78rsnY08kgpClutRGW6onH4qiNgHoC6AIwCcAE2maFr3hpY7jcDhoZlOP79jzRQew8+E5HHh6FTHpSdBSVcdI926Y33kkXExt8Cj0NVbf/K+sWoEiRwH9Gv+MVX2mwtXCAflFBdjx8Cz2+l5CVGo8OBQH3Ru0xLSi+5oAACAASURBVIIuo9C5XnOBcQTHMW8WZZN4jLX0cH/OLr56cJqq6rg/ZxdO+N3B/sdXEJb0BRl52SgR0Wyuojb2rohKTShrEOdkbAVlBUV8SIjm+1ZS39QWW4fMqZR4XkYFMyYeAAhPjkGv3fMBlP67DmrSATuGzYeJ9venEH0NHczuOAwb7x5jHf/oFt1J4iEIKUj15ENRVDcAD2ia5lIUtREAaJpezHRdXX7yYcIt4fL9IL389hGG7v9DYHM3bVUN3JixFYsu7xK4a56iKOwe/jt+bT+40rmf1o5BYGy41PG6mFjDZ/5eGGvrixz359V9WHvrEOt5Q1edhYOhJeKzUkCBgk/YW4w5vBIlvMoJzFBTFz7z96B+uVWF/z29hsnH1rH/i5TjbGyNZ4v2Q7/c6zYej4ffL+7AjofnUCKi0Z6umhZmth+MVX2nQoFFCwiCkKW69OQjs9duFEUNBDCEpunRTGN/5ORTXkFxISyW9kWaiFIrxpp6SMoRvvmTQ3FKf5BXqDm28tp+rL55UCZx6qtrw/f3fSKXlGfm56Dt5ukIivvEOF87pyZ4NH9P2Z/jMpJhs2yAyO6qFa855XcXo/5bwfJvUFm/Rj+jUz132Oiboncjj7KK1bEZSTj+4jbiMlNgqm2A0S26I7cwH8HxkVBXVkUH56YCq5cThDyQ5CNoIoq6BuAMTdPHmcaS5FPq6PObGH9ktdTzLOgyCpsHz+Y7FpeRjAarRwpdkQVArArWtgZm+LT6gsjK2Gm5mVh0cRcOPbshcJkxUNpF9eG83WhpV7pknaZp1P9rOEKSPjPGELziVFkCTMvNhNmSPgI3eorLVNsAmwbNwpga3I6dIIC6lXwYN5lSFOVFUVSQgP/0LzdmGQAugBMi5plGUdQriqJeJSdL1zytrhBW+VhcLyKDKx0z1zXCwJ/aC71m65A5+Kv3FNb3iEqNx61g0QVK9TV0cGDsMiT/fQsTW/eBhrIa3/mmVi64P3dXWeIBSot6skk8AP+/l76GDqZ6VF4BJ4mErFSMPbwKp/zuymQ+giCYMSYfmqa70DTtKuA/VwCAoqgJAPoAGE2LeIyiadqTpml3mqbdjYwkq+Jc16gyrFhjS6Hc00hSVhr+d+comqwbK7KFd0BMGNo4NEZzMXbae330YzVOX1MHbewbQVuNv/JCUk56pVV/R1i0Gf9GpUIPnK1D5mCAiAQrriWX/wVPwDcngiBkT9rVbj0ALALQnqbpPKbxBL++jX7G+ttHpJ6ny9cVb3t9LmLOuX9YvYo68vym2C2zhb1Kq2i393nMOlO5+nRMehLGH1mN4hIuJnv0AwDEZ4puZfCNqpIyOrnwv21QVlTCpV82wjvUHwefXEN0WgIMNHTAoShcfOvNat7yPqcl4H6IH7rWbyn2tQRBiEfaTaa7AKgAuEdRFAA8p2laeAlogk8re1d4ODQWuV+GqZyNurIqprbtjysBPvj11N9VEWYZRxaN1HIL8/HHlT0ix8w9tw19G7WFsbY+zFhuvBzWtLPQ9t8dnJuhg/P39tRxGcnwDnstciGHMDHp5JUwQciDVIVFaZp2pGnaiqZpt6//IYlHTOenbkBjC0eB57rWb4GH83ZjeLMuAs+rKang3NT1MNE2wLpbh6swylKzz27Fz5un43H4W6Fjzr2+z1grLqcwDzbLB+D3CzswunkPxvvqa2jDc/RS1nGa6xrh9qxtErW6MNbSE/sagiDERyoc1ABF3GKcf/0Ax1/eRkpOJqz1TTCpTV/0aNAKHA4HNE3jcsAj7PW5hMDYcFAo7TNkrWeCnyyd0L1BS7Tb+qtcYx7boid2j/wdWhUqaq+6fgB/3TjAep4hTToiPS8b94W0A1fgcOA1eyc6uDQTeF6UwuIinHt9H/c++CEjPwvXAh+LrMhtoq2PL+uvli27zisqwIHHV7D/yVWEJ8dAR00Dw5p2xpxOw1m10yYIWatLq91I8qlF0nIzMXDfEviEveE7zrYwqKw1tXLBpV824kqAD4LiIqCmpIISugS7vM+LNc+tWf/g0LPrOP/6Id93JQtdI3iOXoperm1kEu+ko2tx6Nl1oed3j/gdM9oPAVC6b6nL9t/wKvpDpXFaquq4PuN7WSSCkBeSfKREko9kOmz9FY8qJJ7qpsBRqFQRgIJ4PX/GtuyJoxNWIjIlDlcCfJBXVICG5vbo08hDplUEiku4mHl6E/57ep0vZnVlVazqMxW/d/2+P3ri0TU4/Ez4SjxDTV18XncZamTDKSFHdSn5kKrWNci3CsgWukaVvlc8Dn9b4xIPAIGlaMT9dSYyJQ4AYGdojrmdR8ggKsGUFBThOXop/uw5CWf8vZCamwlbAzOMcO8KHTXNsnEpORk45XdP5FwpORk49eoeJrXpK3JcUlYa9j+5glvBz1DE5aKZtQtmtB+MRkK+8xHEj4IknxrgzvvnWHXjYFn9Ng7FQc+GrbG233S4WTkDAM7636/OEKuUPouGb7JkpW/C95RT0fPIIFatwr1DX4tMPvc/+mHgvsXILvi+C8Ev+j32+l7Cmr7TsLzXJPECJ4g6hLTRrman/e6h1675fIVDeTQPN4KeoO2W6XjxtRlZel52dYUosS71msNCl3lD8Uj3boxj5Intq2hR42IzkjBgL3/iKe/Pa544V4d/oSAIJiT5VKPcwnz8cmqj0M2buYX5mH5yIwDgU3JMlcVxevIaLOgyCiqKsqm48E1BcRH2jlqMr3vABGpoZo/BTTvK9L7SamnbEMoVqikI0s7JTei5fb6XkVMoet/11vunxI6NIOoKknzEEBgThoch/ggX0BhOEqdf3RNZ+BMoLYNzK+gp/D+HyOSeFTW3qY/h7l2xefDs/7d33uFRFVsA/00SQnoooXcIQaQTaigJ9dGLKFWKFOldEAQEsT6IAoL0YkUQpIrPgNLRgHQQkRJq6B3pCfP+mE3ZZLN703YhzO/79mMz99y550Zzz51zzpzDuY9WU8Hk5ksLivjlpVmZmix4fYzFStCVCpVk/aBpsanNzwo5fbLR1kZ32WyePnSqkvQepbUHt9u8Tvipw1w1WNhVo8loPFt/9c8oK/ZtYsK6+RyKjGsXULt4BT5p1Y/qRcukeN7DBhq+AXy/ez2Po1NfvdkSDUpWif2ewzsrATkLsu/csTSZu6ephM4bQc1oXT6Yr8N/5vBFlZLdqlwwdRLs3YmKjuLvS6d5KiUlchXELVPmNNEjJXzedhiHLpy0WPzVw9WNH3p+aLW1wsMoY11RjTTE02gyItr42GDh72vp+e1Hifz7W4/vo+7UAfwyYArBARVTNLe7wYfrk+ik+9ykBifhRI+gFmZj1YqUZumeX1M9d9PSNcz2wWTx8GZQ3XYWZaOio/gk7Gtmbl3BRVNn0+yevvSo0ZwJTXs6JJ05q6cP24bPZvbWlczbsZoTV8/j4+ZJu8D6DKnbzqyxnSXK5SvO0UtnrMrk8slGbhtN+jSajIre52OFuw/vkXdUc6u++5fzFOGvd1Pmu9956jDVJtluazAw5DWmb16WomtYI7unL4u6jKV52VqxY7fu3yX/Oy249+hBiuctmbswB8Z+y75z/zBn2yqOmBqxtS4fTJeqTcyqXUc/jabN3NGsPrDV4ly1/MuzftA0h66CUsKWY3sJmdLPqsw7jbryYUtVmeLp06dsP3mAy3dukDeLH0FFy1qNlWleTDLSPh9tfKwwZ9tK+pgC/tbYOmw2tawEn60R/FnfRBULEpLJ2QVvN48UFcq0hZNwYvmbH9G6fEjs2Ip9m2i/YBxPoqOSPV9w8Yqs6/8po1Z9YbHSQW6f7IQNnErZ/MUBWLwrjE6Lxlud87NXBzO0Xodk65Iajl85G1spO5uHD52q/IegYmWTNUf/7yczc+uPFo9VLFCCzcNm4u3myeJdYYxbO5eIa5GxxwNyFuST1v3M/rtoNBnJ+OiEAyv8ffG0Ibmjl43JWWJ5r4/I7WO9svOT6Cj8cxRIlzfhp/IpQ5ZNNetj80qFOmwbPpuWZWsbnid/lpys6/8ZG4fMYP6ONUmW2Ll05zqNZgzl/uOHAMzZvsrm3LO3rjSsR2qRUjJwaSglJrTjv+u/YcnuDczc+iM1Qt+k4eeDuPPAetHU+HzRYQSzOowkIGfB2LFsnj4Mr98x1vDM376aTovGmxkegGNXztJm7mjd4E6TYdHGxwpemd1tCwFemT1SfI0c3lnJmkSrgPjsPXuUxW+8R/GcBczGi2TPyzfdxrPr7YWs7RdKYMGXkq3D2RuXCDsSbjZWtUhpprUdaniOmv7lYmuwTbGRQnzx9jUW7woDMEviSIpjV86mSbtsI7y3bj4zNi+3uIdnw9+76Ljw3WTN16f2KxydsJQTE5dz5N3vifx4LaFtBuHt5sn9xw8ZsWJGkudKKRm2fFqKVqAazbOOTjiwQpuKdfjwly+tyni4utG4VPVUXee2gbfpqKfRNCpVnXaVGvB7xEEib10ll3c2avmXxyleJ9NSeYpS+7M+nL95JVk6RJhK3MQni4c3zk5ORBvo7tnQ1IDtQORxzty4ZFP+q/CfeaVCCO6ZMmMr2djFydku6dj3Hj1g6salVmXWHd7B/nPHYitPGEEIYbEK9vK9G7n1wPrm4Ut3rrP24DZeqfBs7YXSaFKLXvlYoUKBErEP1aToXatVkk3OjOKf03Z5/hxeWfFx80QIQY1i5WgbWJ/ggIpmhgfU3po/317EiAadyO7pa1gH3wQtr9WYF83K1LR5rrebB+0rqZ5DD5/YLksDsP3kAfKOam5oddmibC27BN/DjoTb3HcFaVfq6OTVSNtCWH4x0Gied7TxscGSHu9Ts1g5i8c6Vm7IpNYDUn2NmP0w1uge1CyRoUmK3L7ZmfTKQCa/MtBQeRvPzO5mGW/xGdOom9XKB07CibV9Q2PToUvkKmi4UsKjqMccu3LWqoyTcGJYffskGxhZgSo52wbKCFk8vGwLYfnFQKN53tHGxwZZPX3YOnw2YQOn0aVqE5qUDqJPrdb8OWoR33WfiEsauIPaV2pAnYCkm6X558hvtRCmJSat/4bu33xA5C3bbaEHhrxmVtU5PpULv8yavpMtdvjM6+tH+Mj5Zvucsnn60jbQenUASzhbMKwuTs4s6PwONZIw/mmNkTbhYGylaoRXK9S12TIis4urznjTZEh0qvUzwoPHD3nrx+l8tfPn2D02Lk7OtCofzPS2w8ntaz0jLj6Xbl+n4JiWNgPVQgj61GrNjHZv2VxVPY56wop9m9lz9iiuLi40KR1Eway52X/+GC5OztT0Lxfb1fTCravUCH2T09cvGtbZw9WNYfU6sP3kAaSUBBUtS+9arSiUPY/hOdKCku+1s7o51C1TZs5/tIbsXsZdmtbo8c2HLPx9bZLHB9dpx9RkJH5oMjYZKdVaG59njNsP/mXHyYNEP40msOBL5DXgNkvIJ2FfM3rVTJtyq/tMpkU5y+42a5y/eYWBSz9l7aHtsf18vDJ70COoOf9t3Z/MmVy5ePsa766dy+I/18emVdvi8LjFlMpbNNn6pCUb/t5J0y+GJ2m4J78yMNmrUGs8evKYbl+/z5LdifsHvVG9GXM7jUqT1bUmY6CNTyrRxid9sdWFM4alPT+gbWB9Q3NevH2N6ZuW8WX4utgSOJb4z8vVWNf/01h30t2H96g7dYDFdtQJOfXBCgpnz2tIn/Rk0z97GLFiOnvOHo0dK5w9D2Mbv0EPA/G5lHAo8gRfh/+Py3dvkNfXj27Vm/JS7sLpci3N80tGMj76leo5ZOepw8zauoJDkSdxd81Mi7K16B7UHD+vLAB4G9x3ZFTun0tnqDO1v1WjE0PYkXBW7d9Cm4p11TXcPOlcpZFN41OhQMAzYXgA6pQIZPfoL9l/7hinr18ku6cvNYqVNZzwkRLK5PNncpuB6Ta/RvOsoRMOnjOG/DCFapN68lX4z+w99w87Th7k7ZVfUGJCW8IjVOO5V00Pfmtk9/RNVFU6KdrOH2PI8MQwb8cas5+7Vm9KLhsFNEc26Gx4fntRvkAArcoHU6t4+XQ1PBrNi4j+i3qOmL11BdM2Wd4EeePeHZrOHMbNe3eoXbwCNWzUIRtSt52hYp1bju3lYOSJZOl5IkHjO193L34ZMNViGSEhBB+17Ev7yg2SdQ2NRvN8o91uzwlSSpudL2/cu8OX4esYWq8Dq/pMovnMtwg3teGOz4CQVxnT+A1D1916Yn+ydfVxS+zOK18ggBMTl7P4zzDWHtzOw6jHlM3nT59arfFPUDJIo9FkfLTxeU44dvksxw10UP3p0A6G1uuAn1cWfh8xjw1/7+L73eu5df9fivjloVeNljZ70aSWugGW46Gemd3pVbMVvWq2Stfra1LBhx/C2LHq+9GjUKKEY/XRWEaIIGAsUA1wB44DC4HpSGm8AZgQrsAQoBNQHIgCDgKfI+UPSZzjD4wBGgA5gevAr8AEpLRdrNGENj7PCY+ijJWtiS8nhKDhy1Vp+LL1EkHWqOWf/A2ezcvaLsmjeQaREubPByHU93nzIDTU0VppEiJES+BH4CGwFLgBNAemADWA1wzO4wqEASHAaWARKhTTBFiKEKWR8t0E51QCNgLewG/A90AhoD3QAiFCkNJ6jxgTOubznFDUL5+h6tnl8xsveGmEkIBAyuQrZljew9WNSoVKpqkOGjuxfj2cPg1du0Lu3PDVV/DY2EuPxj5kVc/seUA0EIKUPZByBFAe+AN4FSHaG5yuP8rw/AGURsr+SNkXKAXsAcaajE18FqAMzzCkrI+UI5CyLVAH8AQWGS3EqI3Pc4KXmwedqzayKdenVus0v/bSHh/Y7DkUQ7dqTfE02IrCEtFPo1PVRVWTCubNU//26gWdOsG1a7AyiV5K0dEwezbUqAG+vuDuDv7+0LMnHD+eMtlu3dSq6/TpxNfbvFkdmzDBfDwkRI0/fgwTJyo3YebMai6A27dh8mSoWxfy5wdXV8iRA1q0gD/+SPp3cfQodO8OhQur+XLmhFq1YNYsdfzmTfDwgGLF1CrREs2bK93ScE9jF8gK5ACWIGXcxFI+RLnhAPoanC7mYfEhUsYVNpTyX+ADQABx7XiFKAqUBa4A08xmknI78BNQDjC0c10bn+eI95v3pqSVjYfjm/agdDJWKUYpmacIe0Z/yaj/dLG6N+jlPEV4v8WbKbrGnjNHaT9/LO6DgvEaUod8o5oz4ad53LpvveWAJo24fBnWrIGAAAgKint4z52bWPbxY2jcGPr2hXPnoGNHGDQIAgOVsdqxI2WyqaFNG5g5U+k+ZAiUKaPG//4bxowBJydo2hSGDYMGDWDjRqhdG375JfFc69ZBxYpq5VeqlDqnTRtlRCdNUjJZs0L79hARAb/+mniOc+fgf/9T91kp7faE1gEf01cLirMVuA8EIYSRvvO5Tf9GWDgWMxa/UGOM/GmktNRnxdI5SaJjPs8R2b182TZ8DhN/XsBX4T/HVlcunz+Atxp0pFMV2yujlJI3Sw4+btWPj1v14/s/1xO64Tv2nvsHgCzu3nSs3JCqRUoRdmQnZfP5J6tMzqr9W2i3YKxZw7gLt6/y3roFLNu7kS3DZsVuoNWkE4sWwZMncUandGn14Ny0CU6cUCuVGCZMgA0b1Jv9smVqZRDDo0dw507KZFPDmTNw+DD4+ZmPlywJFy4kHj9/HqpUgaFDoVG8v5tr15SBjIpSBio4OPF5MfTrp35vc+YogxafBQuUserd23x86lS4dcv4fZUvD63iEnSKgZvp67FEslJGIcQplNusKGCrrMg1VJJBEQuyMX/ABRHCHSkfmOQBCiGEsNBxMeYcY1kqUkq7fwIDA6Umddx/9EAevXhanrl+0WE6nLtxWf51IUIOXBIqPQeHSPpUjf3UnPymPHT+hM05bt67k+jchJ9OC9+1w928wDx9KmWxYlI6OUl5/nzc+PTpUoKUI0fGjUVFSenrK6W7u5SRkdbnTY6slFJ27aqud+pU4mObNqlj48ebjwcHq/FVq2zPn5CBA9W5Z87EjYWGqrFBg4zNUamSlC4uUl6M93cYFSVl/vxSentLefeuuXyhQmp+o5+uXc1OPwUPTcf8paXnK+wwHa9u8bi57BiT7A4J7vHGPSXsiqdHnnjHjpnGBieYK0hClOlYmM1rS6ndbs8r7q5ulMhdiILZctsWTifyZ83JuDVzmL55WaI4zfaTB6j9WV/+sVIhGlRHU1sxnmV7N3L1rq1+p5oUs3EjnDyp3t7z5Ysb79hRxUi+/FKtikDFQm7fhrJlIa+NckjJkU0tVaokfWzHDmjbFgoUUCsvIdRn+nR1PDJeU79wUzv5xo2NXbdfP7VKWrgwbuznn9UK6fXXwStBq5LTp5NjetTvPv2YBhwAgoC/EGIGQnwB/IWKK902ycV3sfUBHgNTEWIDQkxGiCXAZuCQBfkk0cZHk2I2Ht3Niv2bkzx+8/4d3v3JQswgHn9EHLJ6HFQ7hxgXnyYdiInrxLjcYsiWTbnLrlyB1avVWIzLKL6RSorkyKaW3Em8hK1cqWI769YpN+KAATBuHIwfH+dSe/QoTj65Ordvr+I/8+ZBTLv5mN9nQpdbGvCvynIDSKqnR8y4bd+eSiyoCXyM2t/TC2iHih3VBJxN4zfinbMRtbdoBSrDbrDp37dN84BKSLCJjvm84Nx5cI+jl0+TydmFMnmLJat8//wENdwssXL/Fq7/ezvJ/jdOwtj7j5Md2mi/kFy9CqtWqe8dOqiPJebOhVdfhSym2FukgRbgyZEFlRQAaiWREFtxkqT+/xg3Tq3edu9W8Z/49O4NW7aYj8XXOSZpwRru7spoT5miUtVLlVKJBlWrQjkLe+RSGfM5CQ9LgwcQgEqHjkMIF1T8JgrLSQSJUQboHdMn/lxFAS9gD1I+SXDOPqBNormEmGj69qeRS6eJ8RFCDAdCgRxSSuMVKDUO4+a9O4xePYtvd/0S6/bKlyUHA0JeY2SD1w0V0jx1/YJNmSfRUZy/dSVJ41PvpUp8v3u91Tm8MntQtXBpm9fSpICYvTyBgepBZ4k1a1RG16lT8NJL6gF98KAK5FtzpyVHFtQKAlSmWPwEB0h5uvKJE8ogJDQ8T5/C9u2J5atVg+XLlQFpZDCBp29fZVTmzFEGx1KiQQxTp6rkCKN07WpmfDbBnZaQDWiE2uAZn9oow7QVKR+ROrqY/l1sSFqITEAH4Amw3MgpqXa7CSEKAA2Bs6mdS2Mfbt2/S+3P+jJn20qzeEvkrauMXjWTLl+9ZyGRJTFZPbwNXc+aXMfKDcnhlbhFd3y6VW+Cj7unoWtpkknM3p6ZM1V1A0uf3r3jqh84O6s4x4MH0KePucsKlCG7amrdnhxZiIvbxOgUw6FDMM18W4lhChdWe4kuxHtRklJl4R05kli+a1fw8VH7ebZuTXz8/PnEY8WLQ7168NNPaj9TlizKHWeJVMZ8voabqKyz9mYbQIVwQ+3NAZhldpIQHgjxEkIUTKSPED4Wxhqg3GgngTkJjnkihHOCMRfgc8Af+AwpL1m+eXPSIuYzBRgJ2L8rnSZF/Hf9Nxy+kHQJpu92hRF2JNzmPO0r2a5EHVS0jNWkCHdXN1b3nUQWd8sGKiSgIpNaDyAqOoqrd2/ywGBXVI0BNm+GY8eUe8lawL5HD+XWWrRIucTGj1cP27Vr1b6g/v1h1Ci1MTVfPhVfiSE5si1bqgf599+rOM2IEdCuHVSuDE2apOwehw6Fu3ehQgVlCAcPVvOFhqp4VkL8/GDxYmU469SBZs3gnXdUrKh2bbXR1BIxiQeXL0Pnzsodlw7cVMH8Xqh4zGaEmI8Qk4D9QHXUqiNh6fsqqFTqry1MeRQhfkGIqQjxCUKsR5XcuQm0NNt8qqgDRCLEtyb5GcBRVCLCcmCc0XtJlfERqsZQpJTygAHZN4UQu4UQu6/Gf9vR2JWo6CgW7FhrU272tiR2tsejXWB9SuQqlORxJ+HEWAPVs6sXLcPBsd8y6j9dKOqXjxxeWQkqWoYvu4zj667jGbNmNjlHNiHnyMb4DK3HK3PeZqeFat2aZBKzwujZ07pc4cJQvz5cvKiMiKur2pw5fTrkyqVcd9Onw65d0Lo11IxX2y85sm5u8NtvKjPt8GGYMUNt4ly8WLm2UkLv3spo5smjrv3ddyrrbedOtZHUEk2bKjdfp06wb58yVMuWKQM8erTlc1q0iNtLlA6JBmZIuQoIRiUGtAEGotxdw4D2htwWcXwH5AO6o5IHCgKTUOV2/rIgfwzYYbr+UFRB0nPA60DbRPEhK9hsoy2E+JW4na3xGYMKUjWUUt4WQpwGKhmJ+eg22o7j4u1r5B3VzKacf478HJ9o23V77sZlWswawf7z5nvePFzdmNVhJF2qpfCNFTh/8wo1Q9/kzI3Eq/hMzi4s6/URLcvVTvH8Gk2aERGh4lQ1asC2bel2mReqjbaUsr6lcSFEGVRmxQFTHbn8wF4hRBVp0OensT/uBhrIgTIe1rj+720W/fET4acOUyJXQeoEVOTBk0dEPY2mbD5/ulRrgq+7l9U5bNF/yWSLhgdUIkPnLycQ+fFavN10PEjjYEJDVYxmwABHa/LckOJsNynlIVQvBwCSs/LROI4sHt6EBFRk87G9VuValw9O8tiyPb/R9auJPHhiHkDO4ZWV1X0nUb2ogRRVG5y5fpGfDlmv+3X34X2+3fkLfYMTZ31qNOnO2bPKJXj8uHLtlSsHrxnrZqDRm0xfSEY0eN3qcV93L2r7V2DcmjkMWvop0zf9wM17qgZXeMRhOi58N5HhAbj6702azBhG5C1De8yssufsUZ5arF1ozq4zFjKWNBp7EBGhYkBLlqjqECtWxO1V0tgkzTaZSikLp9VcmvSlSekgprcbzuAfpiR6wGdx96ZU3iLUm2buPnh75Rd83KofW4/vI+pp0o0Sbz24y6wtK/igZZ9U6eji5GxbKBlyGk2aseEyugAABOJJREFUExKSdDsFjU10hYMXlAEhr9G0dA3mbFvJ7jN/4+LsQpNS1VlzcBu//ZM4GeTBk0cMWTYFZwMVCZbt3Zhq41PLvzzumTJbXGHFp2HJlHdp1Wg0jkMbnxeYIn55+aR1/9if/4g4xOBlU6yeE23AFXb30f1U65bV04eu1ZpYTfkulC231diURqN5dtEOSk0s3+0KS5N5AnIWSJN5Pn11MHUCAi0ey+WTjbX9QpNVi06j0Tw76L9cTSzX7922LWSAN2u2si1kAA9XN8IGTWP53o3M3b6KiGsX8HX3pEOlhvSq2VI3mNNonmO08dHEUjBbLkNyRf3yEXHNcqXiBiWr0DbQUBddQ2RydqFD5YZ0qNwwzebUaDSOR7vdNLF0r26h1lUCKhYowc63F9C5amMyu7jGjvu4eTK0XnvW9tWuMI1GYxub5XXSA11e59ml7+L/Jhnkd3Fy5peBU6n3UmUArt69yf7zx3AWzlQtUgrPzOlTTFGj0SheqPI6mheLL9qPwM8rC9M2LeXuw7istYCcBfm83bBYwwOQwzsrDXSqs0ajSQF65aOxyL8P7/PzX79z58E9/HPmJ7h4RYTuJqrROBS98tFkeLzcPGgbaLGmrEaj0aQanXCg0Wg0GrujjY9Go9Fo7I42PhqNRqOxO9r4aDQajcbuOCTbTQhxFThj9wvbHz/gRWuup+/5xUDfs2MoJKXM4WAd0gSHGJ8XBSHE7oySFmkUfc8vBvqeNalFu900Go1GY3e08dFoNBqN3dHGJ32Z62gFHIC+5xcDfc+aVKFjPhqNRqOxO3rlo9FoNBq7o42PnRBCDBdCSCGEn6N1SW+EEJOFEEeFEAeFECuFEBmy5agQopEQ4h8hxAkhxChH62MPhBAFhBCbhBBHhBB/CSEGO1oneyCEcBZC7BNC/ORoXTIK2vjYASFEAaAhcNbRutiJDUBpKWVZ4Bgw2sH6pDlCCGfgC6Ax8DLQQQjxsmO1sgtRwHAp5ctANaD/C3Lfg4G/Ha1ERkIbH/swBRgJvBABNinleilllOnHcCC/I/VJJ6oAJ6SUEVLKx8ASoKWDdUp3pJQXpZR7Td/voh7I+RyrVfoihMgPNAXmO1qXjIQ2PumMEKIlECmlPOBoXRxEd+B/jlYiHcgHnIv383ky+EM4IUKIwkAFYKdjNUl3pqJeHp86WpGMhO7nkwYIIX4Fcls4NAZ4B+Vyy1BYu2cp5WqTzBiUm+Y7e+qmSX+EEF7Aj8AQKeUdR+uTXgghmgFXpJR7hBAhjtYnI6GNTxogpbTYdU0IUQYoAhwwdQHND+wVQlSRUl6yo4ppTlL3HIMQohvQDKgnM2Y+fyRQIN7P+U1jGR4hRCaU4flOSrnC0fqkMzWAFkKIJoAb4COE+FZK+bqD9Xru0ft87IgQ4jRQSUrp6OKE6YoQohHwGRAspbzqaH3SAyGECyqZoh7K6PwJdJRS/uVQxdIZod6ivgJuSCmHOFofe2Ja+bwlpWzmaF0yAjrmo0kPZgDewAYhxH4hxGxHK5TWmBIqBgBhqKD7Dxnd8JioAXQG6pr+2+43rQo0mmShVz4ajUajsTt65aPRaDQau6ONj0aj0WjsjjY+Go1Go7E72vhoNBqNxu5o46PRaDQau6ONj0aj0WjsjjY+Go1Go7E72vhoNBqNxu78HyIFEu3Hf/GzAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -188,9 +260,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD8CAYAAADNGFurAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -198,9 +270,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAakAAAD8CAYAAADNGFurAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -208,9 +280,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD8CAYAAAAi2jCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noLuEAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -218,9 +290,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD8CAYAAAAi2jCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noLuEAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -228,9 +300,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD8CAYAAAAi2jCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdUFVfXB+Df3ELvvYMCYhc7GhXs2HsvsZcY42sssUWT\naKLGaNTYe4+99woWFCyIKEgVBKVK77fM+wdKuN4ycwtFOc9a71px5syZY758bGZmn70pmqZBEARB\nENUNp6oXQBAEQRCykABFEARBVEskQBEEQRDVEglQBEEQRLVEAhRBEARRLZEARRAEQVRLJEARBEEQ\n1ZJGAhRFUSYURZ2kKOo1RVHhFEW10cS8BEEQRM3F09A8GwBcpWl6MEVRWgD0NDQvQRAEUUNR6laS\noCjKGMBzALVplpNZWFjQLi4uat2XIAiipnn69Gk6TdOWVb2OyqKJJ6haANIA7KUoqgmApwBm0TSd\nX34QRVFTAEwBACcnJzx58kQDtyYIgqg5KIqKr+o1VCZNfIPiAWgGYCtN000B5ANY8PkgmqZ30DTd\ngqbpFpaWNeYXAIIgCEJFmghQiQASaZoO/PjnkygNWARBEAShMrUDFE3TyQASKIry+HioM4Awdecl\nCIIgajZNZfHNBHD4YwZfLIDxGpqXIIjP5MUlIjcyDjxDfZi3agwOl1vVSyKICqGRAEXT9HMALTQx\nF0EQsmW9isKzH1ch+cYD4GPCrJ6jLerNmwiPmWOqeHUEoXmaeoIiCKICZb2Kwo12IyHIypE4XpCQ\nhKc/rEDh+1R4rpxTRasjiIpBSh0RxBcgeO5qqeBUXtjqnciJiqu8BRFEJSABiiCqufz4d0i6dl/x\nIJpGzM7jlbMggqgkJEARRDWXGxVf9s1JkZyIN5WwGoKoPCRAEUQ1xzPUZzWOz3IcQXwpSIAiiGrO\nvGUj6DvbM45zHOxbCashiMpDAhRBVHMUh4P6P01SOMa4YR3Y9+lYSSsiiMpBAhRBfAHcp49Eg8XT\nAIqSOmfcsA46XtlJNuwSXx2yD4ogvhBNVsxG7fGDELPzOHIi3oBnoAenwd1h17sjCU7EV4kEKIL4\nghi6OsFz1dyqXgZBVAryio8gCIKolkiAIgiCIKolEqAIgiCIaokEKIIgCKJaIgGKIAiCqJZIgCII\ngiCqJRKgCIIgiGqJBCiCIAiiWiIBiiAIgqiWSIAiCIIgqiUSoAiCIIhqiQQogiAIoloiAYogCIKo\nlkiAIgiCIKolEqAIgiCIaokEKIIgCKJaIgGKIIgvSlHqB+TGvIWwsKiql0JUMNJRlyCIMqKiYpRk\n5UDL1Bhcba2qXo6E91f8EbZqJ1LvPgYA8Az04DK6LxotnQFdW6sqXh1REcgTFEEQyA6PQcDY+Thh\n0gJnbNvhpGlLPJqwEDlRcVW9NABA9M7j8Os1tSw4AYAwrwDR247imtcwFCQmV+HqiIpC0TRd6Tdt\n0aIF/eTJk0q/L0EQ0tIfPcftbhMgzM2XOqdlaoxOt/bBrGn9KlhZqcKUdJxz8oG4RCB3jOOg7mh/\ncmMlruo/6YEhyI2OB9/IADZd2oKnq1Nh96Io6ilN0y0q7AbVDHnFRxA1GC0WI2DUXJnBCQBKMrPx\ncMx89Hp5sZJX9p+YXScUBicASDx3CwXvU6BnZ11JqwJS7z7Gkx9WICvkddkxLVNj1P1xHBosng6K\noiptLV8rjb3ioyiKS1FUMEVRVfdfMkEQSkm6dg95sQkKx2S/ipJ4tVbZMoPDGcfQQiGyX0ZVwmpK\npd5/gtvdJkgEJ6A0oL/4eQOe/u/3SlvL10yT36BmAWD+L4kgiGrjw+NQjY6rCBwtvkbHaULw3D8h\nLi6Rez7yn0PV5vvdl0wjAYqiKAcAvQDs0sR8BEFUDg6P3Vt+iset4JXIZ9fLm3GMtrkJLLw8K2E1\nQNbLSHwIDFE8iKYRs+tEpazna6apJ6j1AOYDEGtoPoIgKoGtb3t247q3q+CVyOc0xBd6TnYKx7hN\nHwGujnalrCc/7h27cW8SK3glXz+1AxRFUb0BpNI0/ZRh3BSKop5QFPUkLS1N3dsSNZAgJw9R248i\neP6feLliC3Ii31T1kr54Zs0awLK94qQw2+7tYFzXVaP3FQsEyHj2CulBLyDIk52g8QlXSws+l7ZD\n19ZS5nmnIb5otOx7ja5PEY4uu0CoZWZcwSv5+mkii+8bAH0piuoJQAeAEUVRh2iaHl1+EE3TOwDs\nAErTzDVwX6IGidp6BMHz10CYV1B27MXSjXAa4guvvSvB09OtwtV92b45ug63O49DzutYqXMmjT3Q\n5uAajd1LLBTi1crtiNryL4qSS39R5Rnqo9bY/vD840fwjQxkXmfSsA56hV1G7L7TeHviKopSM6Bj\nbY5aY/rBbcqwSs2YY/tkZNfLp2IXUgOoHaBoml4IYCEAUBTlA2Du58GJINTx5uBZPP7uV+kTNI23\nx69AVFgE7/PbKn9hXwk9O2t0f3wScQfPIfbAORQlp0HXzgq1xw2Ey6g+Ggv+tFiMB8N/RMKpaxLH\nhbn5iNp8GOkBwejifxB8Q9lBSsvECPrO9hBk5yEvOh550fFIf/AMMTuPo8nKObDt+o1G1ilLetAL\nRG8/iuxX0ciPYxegKG7Vfbf7WpB9UES1RovFCP1lk8Ix7y7cwYfHL2DesnElrerrwzfQh/v0kXCf\nPrLC7pFw5oZUcCovMzgMr//eh0ZLZb+ue3PwLB5+uwD4rLhAxtNX8Os5Be1P/wOHPp00umYAeDJr\nBSI3HlT+wioogvC10WipI5qm/Wia7q3JOYmaLS3gGeM+HQB4c/B8JayGUEf09mPMY3Ych6zqNsLC\nIjyd9YfcH/q0UIgn3y+HWCRSe53lRWw6pFJw4mjxYd6K/MKkLlKLj6jWitOzWI7LrOCVEOrKDotm\nHFP4LgWC7Fyp429PXEVJZrbCawvevkfS1Xsqr+9ztFiMiL/3qXSt09Ae0LE009haairyio+o1vQc\n2JWuYTuuoqXefYz4Y5dRkpUDQ1cn1J4wCAYuDlW9rGqBzbcsisMBR0YV9VyWGZu5kXGlOzI1IPtV\nFKun98+ZNPZAi41LNLOIGo4EKKJaM2/RCCaN6iArNFLhuNoTBlXSimQryczG3f4zpEoCvfp9G+rN\nnwTPlXMqfA3CgkLE7DmFmF0nkBfzFlomRnAa1hMeM0dD39m+wu/PxKF/Z4Sv2a1wjK1ve5nFVuVl\n932OZ6iv0tpkERUVsxpHcTmgRWIY1HaE25ShcP9upNxED0I55BUfUe15rp6rMCPKddIQje/TUdbd\ngd/LrFdHi8UIW7UD4Wv3VOj9S7JzcdN7NJ7OXI6skNcQ5hWgIDEZr9fuwWXP/khnqnxQCdy/Gwme\ngZ7c8xSHg3pzJ8g85zioO8CQSs7R4sOhX2e11lieobsLuCwqk9f5fjRGiMLRN+Ym6v80hQQnDSIB\niqj27Hp4o/3pf6DvIvkUwNXTRb25E9Bym4wU9AogFgqRcOYGQpdvRvhfu8tqraXef4JUvyCF14av\n2Q1Rifzabep6MnM5Mp68lHlOkJWDewNmVOj92TBwcUCHc1tkPg1RPB5abv8N1h29ZF5r6OoEp6E9\nFM7vOnEwaJEIbw6fR+y+08h6qfipm4mWiRGch/dkHOc2bTgoDvlRWhFIPyjii0GLxUi68QB50W/B\nN9KHfZ9O0DIxqpR7v7/ij8BJS1D4PvW/gxQFh36doW1phpidxxnn6HhtN2y7ab5kUFHqB5x19GZs\nSaFtaQaeni4s2njCfcZIWLWrmrZCJZnZiNl7GsnX74MWiWHeujHcpg6HvqOtwuuEBYW4P2QW3l/2\nlzrnMLAbeHo6eHvsCsSC//49WHVoiVY7l8OoTi2V1lqYko4bbYfL/RbV6NeZctPiK0JN6wdFAhRB\nMEi9/wS3O42T+MFXnraVOYpTPzDO0+74ejgNUfwUoIqEMzdwb6DyPyQbLp2Bxr/+oPH1VLS0gGd4\nc+AsilIzoGdvDZfRfRE8dzXS7suutqZjZY7uQSdU/g6XExWHwAmLkB4YAlogBFCaCFFv3kTUGt1P\n5b+HKmpagCJJEgTBIHTZP3KDEwBWwQkADNycNbUkSSr+kvnyt80wa1YfDv26aHhBFcuybTNYtm1W\n9ue4IxfkBieg9Anz1R/b0Wr7b0rfK3ztHrxYuhGigsKyYxSXA/NWjeE8jPn1H6Ee8uKUIBQoSExG\nyu1Has9j1qJhhbVNN/dqAopl24zPPZu7GkVpGWrdPz0wBE9mrUDA6LkIWfw3cmPeqjWfqLgEJVk5\nMjfsyhKz5xTjmLjDF1hn5X0StfUIgueulghOAECLxIjZdQJBU5YqNR+hPBKgCEKBwmR2lff1FHw/\n4epoo9nfCzW1JOl721nDcYBqT0F50W9x1qEDQn9VXE5KFkFePu70nIzrXkMRufEg4g5fwKs/tuGC\nezc8mbWCdYD5JMU/CH59puG4XhOcNG2Js47eCP1tEwS5eQqvy49/zzi3ML8AxR/YbfoGAFFJCUJ/\n3axwTOz+M8iNjmc9J6E8EqAIQgFdWyvG9GYAsPBqguYbl0DXXnLDsHmrxuh0c2+FJyS02LwMRvVU\nS7UXlwgQ+ss/CFujXL/RgFFzkXTlrvQJmkbkxoN4+ZviH/Dlxew9hdudvsX7i3dAi0vbyhW+S0Ho\nsn9w03sMSmRUl/hEm0VbC4rLBd+Yffp38vUHKEpJVzyIpvHmkGSJLVFxCd6euobX6/fhzaFzjMGV\nUIx8gyIIBfTsrWHTuQ2SbwYoHFdr3EDY9/SG+/QRiDt0HjlR8TB0d0KtMf3BqYSq1jqWZuj28Bgi\nNx1CzM4TyI9/B4rLBa1EbbqwVTvhMXMMq8Z/mS9e49352wrHhP62CcL8Anj8MBZ6DjZyxxW8S8Hj\nqcvKApPUvYLDcH/ILHhf3AaulnSVCeeRvfEh6IXCtdj39gHfgP0mXravPct/f4zZfQLPF65Dcblr\neQZ6qDdvIhr+PKNSW4J8LcgTFEEwaPTbDzLL73xi5dMKdr7tkR70Ard8xuDR+IUI+2MbAscvwvla\nnRG5+XClrFPL2BANF09Hv7jbGC4Mg/dF5VqQlGRkyUzhluXtsSvMg8Q0wtfsxqVGfZD+6LncYdE7\njilMQgGA5BsPcNbBG4kXpINi7XEDpfbIfS7xoh/uDZqJtIfBzOtG6S8mrMZ9DLwxe04icNISieAE\nAMK8AoQu+wcvlqxnNR8hiQQogmBg2aYpfC5ul0pTpjgcOA3tAe/zW/HhcShudRyLtAfPJMYUJCTh\nyfe/4cUv/1TmksHhcmHn2wF1fhij1HVsi+4qeuX2OUFWDu74ToSwsEjm+fRH7KpcFKdl4P6gH5Di\nL7kpWsvYEK13/Q5tC1P5F4tESDh9HTc7jEbc0UuM97Lu3IaxzTzF5aLW2P4QCwQIWfS3wrHhf+1G\nIdMrQ0IKCVAEwYJNl7boG3sT3he3w3PVHDTfsBh9oq+j3bH14Bsa4NnslVLZXuW9WrEV+QlJlbLW\notQPyImIhSAnDy02LEGbQ2ug6yj/FVt5ek6KN8t+YujqpNSaBNl58O87TeY5Do/9K1CxoPR7WXlx\nRy7Ar8dkVsGVFgrxaNwCFCalQpCXj+LMbLxevw83O47BNa+hCJy8BBlPX4LD5cJzleL6iXV+GAM9\nBxu8v3KX8XuVuESAuMMXmP+ChATyDYogWKI4HNj38oH9Z628s15GIp3h1REtEiF2zyk0Wqbchlpa\nLEbS9fvIiXgDvqE+7Pt2go6F7DYOKf5BeLViK5JvPQRoGhxtLTgN7o5Gv8yE7+NTOOfko7DahJ6j\nLWxYdqV1GdMXzxeuhbiYffmklJsPkXjhtlRTQZsubVm/WgSAVL8g5CckQd/RFlmhEXj47QLQQiHr\n68XFJTjr5ANaKCpNgCmXbfghMAQxu06g7o/j0WztAtAiEYLnrSlrTw+UfleqO3scGn3c5Fz4LoXV\nfdmOI/5DAhRBqCk3il2qce7H2n1svb/ij8ff/Yr8uHdlxzjaWnCbPBTN1i0Ah88vO/725FU8GDFH\n4ge1uLgEcYcvIOnqPXT2P4T6P03Gy+VbZN+MouC5ei7rhA4dCzM0Xj4Lz+evUervFLX5sFSAqj1+\nIEJ/3SSzD5Q8xakfoO9oi4iNB5UKTp/Qwo/JI3JS4V+v2wvDOi5wnzoczsN64v1lf+TFvYO2uQkc\n+naWqCeozbLvk44V6Q+lLBKgCEJNbFtBsB0HAMm3H8K/73dSP3zFxSWI3HQIxemZ+ObfdSj+kImw\nP3eVtrGQ88O2+EMWHk9diq73/wVPXxevVu2EICun7Lyeoy08V8+FywjlmmHXnzcJWsaGCP11k2SN\nQgXSAqSfNLVMjNDhzCb4950OYV4B8yQUBR1bSwBQ6slLWa/X7YXblGHg8PkKq23Y9fKBlpkJSjLk\n77OiuFw4j+xTEcv8qpFvUAShJqsOLaBjbcE4zmmIL+s5ny9Yq/DJIP7oJby/dg/XvIYh/M9djOWO\n0h48Q1ZoBOr/NAUD3t1FuxMb0HLbr/C+tAN939xSOjh94jZlGPq99YNNl7asxstLtbbu6IVeLy/C\ncXB3xjmMG7qXdatlKpCrjtzIOOS8jmUcx9PVQYPFsr+vfeI2dRhjMVxCGglQBKEmDp+PevMmKhxj\n0aap3FYSn8t6FYWMx6GM4x5P+wV5SlQyCJy0GOddu+BqswFIe/AM1p28YN/TW+19WnnR8XAc4qsw\nFf8T685t5J7Td7ZHu+MbGINddmgk7nQvzQo0bdZA6fUqg215pHo/jkeTP36U/nfA4cB9xig0Jx12\nVUICFEFoQL05E1Bv/iSZVSfMvTzR4bycbz8ysP2Ynh+XyHpOAPgQFIq82ATkRLxBxPr9uNyoDxJO\nX1dqjvJyo+Nxq8s4XKzbA4+nLmWVMOHBkPZOURQ6nN0M5xGK+7an3AnE8/lr4D59hFJrVgZXT5d1\ntqJYKET2qyjpfwdiMTIeh6IkM7sCVvj1IwGKIDSk6ep56BN1HfUXTIHTEF+4ThqCTjf2olvAUbmZ\nd7Kw/eiuLnFxCe4P+x8yQ8KVvjY//h1utB+FlFsPWV/juWoOrH1aM47j6euxyiaM3XcaNp28UHvc\nQNZrUIaOpRkCJy1GzJ6TcvdwffJ8wVq5aeQfgl7g/uBZFbHErx7pB0UQ1dClRn2QrWZHWLYoPg/t\njv4Nx4HdWF8TOHkJYnadYD2eb2yIgckPWJVRAoAHo+Yg/shFxnEdr+2GTddvELX1CCI3HkROxBvW\na1KGjrUFvC9shXnLxlLnSrJzcda+A4T5ihM8uj06DovWTdRaR03rB0WeoAiiGmr82w8Ki9RaereS\nSDNXBy0Q4v6w2Uh7IL+nUnnCgkLEsQge5QmycxF/7LLEMVFxCVL8AvH+ij/y335WkVzM7hdnWiQC\nRVGo890o9H59Fb0jriq1LraKUtLh12OyzGoQydfvMwYnAGq9Tq2pSIAiiGrIcUBXeO1dCf7nLe0p\nCo6DusPn4jbYdGWXOccGLRTi1codrMYWpX5QWDVDnk9NBWmxGKHLN+OsozdudRwLv55TcL5WZ/j1\nnlrWS8rci/lJg6PFl0qSMKjtCIpF0gfF50Hb0gzmrZug1c4V6PnqEiy/aabwmuIPWYjecUzquIBN\najwAYb7y/85qOrIPiiCqqdrfDoDTEF+8PX6lrJKE4+DuMKpTCwDkVv9WVdKVuyjJzoWWsaHCcVrG\nhlIVGFj5+EQYOGkxYveeljhFi8V4f8kPqXcfw6CWA0qycgEOB1Dwd3Qc3B26n6X3c3g82Pf2QeK5\nWwqX4jFzDJqtXVD2Z0Funsw9Wp9LOHkNjX6eIXHMmGWbE7bjiP+QAEUQ1RhPT1dmEkBhSjqSrz/Q\n6L1osRiCnDzmAGVqDNvu7ZB09Z5S81v7tEJawDOp4FSeMDcfWS8iGOcyqlsbzdcvljqen5AESkvx\nq0+evh7qzBgled/8QlYBV5CbL3XMwssTJk3qIivktcJ7uozuyzg/IYm84iOIL1BRUprGn6B4Bnpl\nG2CZNFg0jdWrtE90bS3hOLg7YnayT6yQ8PHpS9fWEg1//q40M/KztWaHReNai0FIOCH/OxTPUB8d\nzm6GQW1HiePaFqbSr1Nl+PT0+rmWW38BV09X7tqbrV/EGPgJaeQJiiCqsZyoOCScuApBTh4M3Z3h\nNKwn+Ab6iltLqMhldF/WWXZW7Vug7ZG1eDB8NuOTB89AD+3PbAZXSws5kapn2XULOgHzFo3kVqN4\nMHIOiso1EPycjo0leoddgpapdAdeDo8HXRsLiRJQspg1l70x2LJNU3TxP4iQhevKivUCgEmTumi0\ndIZSGZLEf0iAIohqSFhQiEfjF+LtiasSAeDZj6vQdO0CuE0aAivvVkj9rDeSqnTtrNBw8XSlrnEe\n2gNFKel4+sMKuWN0rM3R7dFxGLg4AFCuHqEEmsatDqNRe+JguM8YCb6eLnRsLMH9WLkh7cFTha/Y\nAKAoOQ2ZLyJg7d1K6lxJVk5ZgoYiWa+i5J4zb9EInW7sRV5cIgreJoFnpI+csBi8OXAWkZsOwcDN\nGW5ThsK8RSPG+xClSIAiiGro/rDZeH/xjtRxQU4egiYvAd9QH42WzcDtbs9UquZdhqJg0/UbtNr2\ni8K27PJ4zBwDQU4eQn/ZJLUO89ZN4H1+K3SszMuOOQ3urvS3q09ERcWI2nwYUR87FPNNjFD72/5o\nsHi6VKNIedIDgmUGqMLkNNAC5n+PBW+Ze3oZuDiA4nBwp9sEiX1ZKXcCEbPzOFwnDUGr7b+B4pAv\nLEzUDlAURTkCOADAGgANYAdN0xvUnZcgaqr0wBCZwam8F0s3oPfrq2h37G8ETv5ZupI2Q5adw8Bu\ncB7WA2bNGsDQzVmp9RVnZCF2zykk3wyAWCiChVcTdA34F0lX7iI3Mg48Q304DfGFTSfpunvOI/sg\neP4alGSoX/pHkJWDiA0H8O6SP1xGsix2K+f1oJapMavMRG1zE4k/i4qKAYoqe5IDSpNN/HpNlbtp\nOGbXCeg52UplAxLSNPEEJQQwh6bpZxRFGQJ4SlHUDZqmwzQwN0HUOG8OnmMckxsZhw9BL+A4sBvs\nenrj7YkryHoRAa6uDhz6dUZOVDwejpkv8+nKumNrfHP4r7LvTcUZWUj1C4JYIIRZc8UBK/nWQ9wd\nMAPCctlsKbceImz1LrTa9gsaLVXckDFqyxGNBKfy8qLj8eHpS1ZjbTrLLtira20Bm85tkHwzQOH1\nLqP6gKZpxO47jajNh5Hx9BUAwKJtU3j8MLasdxRTFZDIjQdRf/5kicBGSFM7QNE0nQQg6eM/51IU\nFQ7AHgAJUESNVpiUiuidx5Fy6xFosRgWbZvCfdpwGNRyVHhdcVoGq/k/JQRwdbRRa0x/iXNmzRvC\n0M0JEev3I/HsLYgKi2DcwA1u04bDddIQcLW0ICwoxLPZK/HmwNn/qnaXe+X3+Trz4hJxt993Mqsm\n0EIhgqYshYGrk9x6e4K8fIT+uonV301ZKTcfwtyrCT48CpE7xtzLU2apok8aLJmOFL8gua9MjerW\nhtOwnnj47U+I++yXiPSA4NL/PXouEbzlKU7PRNq9J6zblNRUGv0GRVGUC4CmAAI1OS9BfGkSz93E\ngxFzICpXZDTt/lO8XrsXrbb/CteJQ+Req2tvzeoeTN+MzFs0QttDf8k8JxYK4d9nGlJuP5I8QdNI\nvn4fN9qNRPfAExL3iNp8WGFJH1osRvhfe+QGqIRT11n98FaFuLgE9X4cj+cL1iIvNkHqvH4tB3zz\n71qFc1h7t0K74+vxaMIiqWw+s5aN0OH0Jrw9cVUqOJUXsX4/rGR845JFqEI1jppGYwGKoigDAKcA\n/I+maalcTYqipgCYAgBOTuxK2BPElyg7PAb3h82W2X6CFokQNGUpDN1dYNWhpczrXccPRMTf+xTe\nw9SzHsya1ld5jQmnr0sHp3IK36fi1crtaLl52X/XnLnJOG/SlbsQFZfIfHXFto2IqvQcbeH75BSi\ndxxD7P6zKExKg66NBWp9OwBuU4ZC26z0+1FmyGvE7DmJgrdJ0DY3gcuoPmW9uhwHdIVt93aIP3YZ\nmc/DwdXWgn2fTrBqX1qf9VOChiKFSSy6C1MUjOu7qf6XrSE0EqAoiuKjNDgdpmla5jZxmqZ3ANgB\nlFYz18R9CaI6ivznoMLeSLRYjNfr9soNUCaNPFDr2wF4s/+MzPMUl4smK39Ua40xu04yjnlz8Bya\nrVtYFmzY1N+jxWKIioplBqiKbCOiY20Bs+YNwOHzUf+nKaj/0xSpMWKRCEGTliB2n+SPqJjdJ2Hl\n0wodzm6BlrEheHq6cB0/SOb1H1g0kixKzQDF4ynMrrTu5KV0ckpNpHaeI1W6a243gHCaptepvySC\n+LIlnr/NOObdRT+FlSBa71oBj/99K7VxVt/ZHu3PbIKdbweZ14lFIry/4o/oHceQcPq6zD5GmS9e\nI+PZK8Y1CnPzUZyeCVFJCZJvBrAKMBwdbbl7nZwGdwdXV4dxDlW4zxjJWN09ZNE6qeD0SapfEB6M\nUBz0KYqSu0m4PA6Pi6Z/zpN/XouP2uMrpofV10YTT1DfABgDIJSiqOcfjy2iafqygmsI4qslKmRu\nE06LRBALhHKzuDg8Hpr/vQgNf/4O787fhiA3HwauTrDzbS93/0zcvxfxfP4aFCQmlx3TMjNB/QWT\nUX/eJBSmpCNg1FzWTQYpLhexe08h8p9DCis0lCcuKkbm83CZrx+1TI1Rd854vFqxldVcbDmP6I0G\ni6ZJr0UgQMLpG0g4dQ0lmTlI8VO8qTnpyl1khryGaZO6Ms9THA6sfFopfDUKlLa1rzt7HHRsLfHs\nf7+jKEXy3524RICHo+eh8H0q6s+bxPC3q9k0kcV3HwDzrxUE8ZUrSstAzO6TrP6/wdDdhVWKsbaZ\nCauOsXH/XkTAqLlS+3hKMrLwfP4aCLJykXj+tlJNEPWc7fDiZ+W3NL49dlnu97HGv80CxDTC1+5h\n1SJeFo4WH/q1HWFczxVuU4fBtls7qSebvLhE+PlOUrqB4dsTV+QGKADwmDVWcYCiqLK29lomhlLB\nqbzn89clAhXEAAAgAElEQVTAvFVjmRuHiVJkKzNBaEDckQs46+iNkIVrUfIhi3G8+/QRGru3WCTC\n8/lrFG4yDftzp9IdevNlZMOxUZSWgdd/78PtbhNws+MYPJu7GrnR8QBKX5M1+X02+if4o/mGxTD3\n8lS6ooK4RIDc17HIi45HfmwCaJFI8rxQCL8ek1XqriurWnl5Dn07o8ESOSWhKArN1i2AZdvSvlIR\nGw4w3i9y40Gl11iTkJbvBKGm1PtPcMtnrNQPSnmsOrREx+t7NLZJ891lf/j3kk4KqCocHW2Iiz57\nzUlRaLZ2AerOHic1vjAlHfFHLqIwKRXxx6+iIP6dUvez7dEB3ue2lH2DenvqGu4P/kGltbfYtFSq\nFYcsKX6BiNx0GGkPnoGiSpMe6swcI9HS/ahWQ4gFAoXz8I0MMCSbXSdjoOa1fCe1+AhCTeFrdrMK\nTtoWpnCdNAQNl85QKTgVvEtB7N5TyItJAN/YAM7De8HCyxMFCcz14SqTVHACAJrGsx9XwsDNCQ59\nOkmc0rW2KAtcVj6tlQ62SVfuIvyvPWiwcCoA1Vurc/V0WfdssvZpLXe/FwDQNM2qHYqmW6Z8bcgr\nPoJQg6ioGO8v+TOO06/lgP6Jd+G5cg54KmSyvVi2EeecO+LFzxsQu+80IjYcwPU2w3C763jWLTKq\ng/A1uyX+nPk8HCl3HiHvTenrRPue3mi2fpHcmnnyRG39F+KPvyQIWbZg/1zTNfM01rOJoihYsGhb\nb+HlqZH7fa3IExRBqEFYUMjq6YlWkLHHJGLjAbz8bbPMc8k3AyAWicA3MVLcy0iVFu0VIO3eExR/\nyETS9Qd4uXwLcsJjys5Zd/KC5+q5qDvrW9j19EbU1n+R8TgUmc/DGYNOQUISChKSYODiAON6rnjH\nItX/E66+LlxG9UFtGXuf1OE+YxRjlfU63zO/TqzJyBMUQahBy8QIOtYWjOMMPWR3YmUiFggQtmqH\nwjGpdwLhMqKXwjEuo/vCpLGHUvc2qqBKB5Fb/kXAyDkSwQkAUm4/wk3vMUgPDIGRuwuar1uIrveO\nwNDdhdW8nzL53KYMU+oJTJRfiJgdx3GpXk/kRMWxvo6Jy4jeqD1BftBznzEKDv26aOx+XyMSoAhC\nDRSHA9eJgxnHuU0ZqtL8qf6PUZiUxrwOPg8Nl84AR0tysyrF4aD2uIFovWsFOt3cB9vu7Vjdt/7C\nqeh8ez/MWmq2uZ62hSlertgi97yooBBPvv9N4ph1J9kVyMszcHOGnpNd6T/XdkTDpcq3ssiPfwe/\nHpMZExuU0XrX7/DavxpmLRqWHTP38kTbI2vRctNSjd3na0Wy+AhCTSWZ2bj+zQipJ4JPbHt0gPeF\nbeBwuUrP/fbkVdwfMotxXK2x/dFm/2oUpX7Am0PnUfD2PbQtTOEysg8MaktWJc8Oj0HS1XsozshC\nxtNXSPV/XFbGyKieK+rNnQDXCaVBl6ZppNx6iLcnr6IkMwfvr9xVq+CrlqkRSjIVt1UHAN+np2HW\nrLS9em7MW1yq11Nh4Gi2fhHqzvpW4lj0zuMIW70TeR875VJcLigel3H/1TfH/obz0J6Ma1SWrN5R\nyqppWXwkQBGEBhSlZyB4zmrEH7tc9gOQb2IEtylD0Xj5LHC1VPuhlPHsFa42Z96o23DZ92j8y0yV\n7iHIyUNebAK4utow8qgtd1z0jmMImlo5v/Vb+bQGxaGgZWIEp2E9ICwsRuCERYCMrDf7/l3Q4dQ/\nMvdT0TSNzOAwCPMKUJyRhXsDFPerAkorU3xzRHHl86pS0wIUSZIgCA3QsTBDm/2r0XTtT8gKiQDF\n48K8ZSPw9HTVmtesWQOYNmuATAW18yguF64KvnUw4RsZwNSzHuM4No0UNSXV77+OPQmnr0Pbylxm\ncAKArOAwFCalQU9GmxKKosqexJJuPGB1b5GM+oXl5ce/w4egFwCHA6sOLaFTgUVwazoSoAhCg3Qs\nzGDTWbrVuTqarVuAO90mQFwi+xVXvfmToG1phpg9J5F09R7EQhHMWzaC68TB0LEyZ5xfLBIh8exN\nxOw6IbHHynXCoNJW6B+xbaRYEYoV1ALMj3+P5wv+QtuDaxTOYVzPFRSXy5h1KSosQm50fFm1cUFu\nHuIOnUdaQDDSHjxDfvw7QFz65omjxYfziN5o8c8S8A1lF8klVEde8RFEBRELhXh34Q6yXkaCp6sD\n+36dYcQyI+1zKX6BeDZ7JTKfh5cd07EyR72fJsOqQwv4956GopR0iWs42lpotWM5ao/t//l0ZURF\nxfDv9x2Sr9+XOqdrb41ON/bCuJ4rAOBm52+RylAotapwtLUw4N1daJubKhzn3286uxR0ioJ9n45w\n6NMJT2f/wZjmbu7liS53DlT4nrSa9oqPBCiCUEJawDPkRr8F38gAtt2+kfsK790lPwRN+RmF78s1\nr6MoOPTvgjb7VsltScHkw5PQ0qccE0NYd2yNkswcXG7QC8Vy6v9RHA463dont+rBk5nLEbnpkNz7\naZkawbanNzKfhSE3Mo7Vni8da3OFRVIrSteAo7Bs01ThmLzYBFz/ZgSKkpkzI5XVaucKuE2S3ylZ\nE0iAqgQkQBFfmhS/QDyZuUKi4Crf2BAe//sWjZZ9L1FNO/XuY9zuMl5u1plVh5bofOeA0kVSZQld\nvhmhSzcqHGPbowM6Xt4pdbwkOxdn7NqzakTIBsXnocmK/6H2uIE4bdtO7jej8ux6eQN06WvG5GvS\nT3HK6BF8ltW3tJzoeFxp3JfxW5OyDFyd0OvVJY3VWJSlpgUosg+KIBik3n2MO90nSlUDF2Tn4uWv\nm6T27bxYulFhSnTq3cd4f+WuRtaWcPIa45jka/chyJNODU+9+1hjwcm0aX34Pj6F+vMnQ8fKHHoO\n0gkLsjRfvxg+l3ag2doFat1f38We9UbknLBojQcnAMiLeYtrrQaz7p1FMCMBiiAYBM/7U26CAgBE\nbTmCnIhYAKUZXqn+ihvjAcCbA2c1sjam9hBAaUFSYb50IKIF8luSs0XxuPC+tB09np2R6KNUf/5k\nxmtNPeuVJSKYNHCH5TfNVF5H3R/Hs34izY2MU/k+TLJeROD+sP9V2Pw1DQlQBKFA1svI0pRiBjG7\nTwIACll+eylKTmcexIIRixJK2uYm0DY3kTpu2rSe2q8ZaaEIkPGVoPa4AdBztFV4bf0FklXLW2xe\nBr6CYq08Od/t6swcA4+ZY5gX+5Gq3//YSvULQoaCbQEEeyRAEYQC+XHsehN9Gqdrw1yXDwB0bC1V\nXlN5blOGMY6pPWEQODzpHSUGtRxh69te/UXIqHvH09dDx+u7oV/LQXo4h4Oma+bDeZhktQbTJnXR\n9f4R2PfpKBE4TZrURbvj6zEg0R8tNi+FTZe2sGjTFK4TB6P745NosXGJUsu179e5rHdURXl34U6F\nzl9TkH1QBKGAlpkx86By4/Sd7GDdyUtxW3CUPmFogkO/zrDv20lu6rShuwvqzZ8k9/qWW5bhRruR\nKEhMVun+XF1tWLaVnTlnXNcVbQ+vQfCc1ch4+gq0mIauvRWarp4L52Gyi9uaNKwD7/PbUJiUivz4\n9+CbGMK4rmvZ+TrfjUKd79SrAK5rbYHaEwchettRxrEUlwNapHzPJkWvhAn2yBMUQShg4eUp8yng\ncy4j+5T9c+Pls6SKtpZn3ckLtt018OSC0qeR9ic3ov6CKRKbajlafLiM6oOu949Ax0J+pQN9Z3t0\ne3Qc7jNGqfTqq9aY/tAyMZJ5LuKfg7jRdgTSHz6HuEQAWihEQfx7PBj+Ix6OU5wUoWtrBQsvT4ng\npEnNNyyG83DFFeCtO7ZGp5v7Vfo2ZtJEucrxhGwkzZwgGMTsPVVaB04OK59W6HLnoMSxpOv3ETj5\nZxS8fV92jOJw4DjEF613rQDfQF/j6xQWFuFD0AvQQhFMGnsoXYJHVFyC4rQMBE5egqSr9xjHG3rU\ngu+TUzL/LulBL3C9teI9QZ5r5qP+3Ins1lZSgoRT15Fw8hoEOXkwrOMCtynDJBIzVJERHIbYfadR\nkJgCUWERdO2sYFjbEXY9vSVS1rNCI/Bo3EJW35Z0bCzR/+2dCnmNWNPSzEmAIggWwtfuQcjiv6Uq\nYdt0a4d2x/6W+RRBi8V4f+Uusl9GgqunC4e+naDvbF9ZS1aZqKgYT2YuR+y+M6CFMjL9KApOw3qg\nzb7Vcvf83OkxiTHI8U2MMCTzMeN68uIScaf7RJnZd3W+H43mG5dI7EOrCDlRcbjo4cvY9JHi8+B9\nfivsfDtUyDpIgKoEJEARX6Ki9Ay82X8WudHx4BsZwHloD5g1b8h8YTUlKilBwslrSPUvDRKW7ZvD\naUiPsqBTmJKOdxfvIPNZGAoSk8E3MYRJA3fUHj+I8ensmF4TVnuNekdeU1j+SSwS4XKjPnJbmQBA\n0zXzUY/lk5iqIjYewNNZvzOOc5s2HK22/lph66hpAYokSRAESzoWZqg3Z0JVL0Mj0h4G4/6gmRLN\nEKN3HEPw3D/R7uQGWLVrAV1rC7hNHAKo8LNf5pOXDPlx7xQGqHfnbysMTgDwet1eeMwaW6GZeWyT\nHnRtNJOdSZQiSRIEUcPkxSbAr8dkmZ16i1LS4ddzCnKj49W6hzaLKuoAGKutJ5y+zjhHYVIa0h+F\nsLqfqkyb1mc5jrnUEsEeCVBEtVH8IROJ524i4cwNldOeCWYRGw9AkJ0r97wwNx+v1+9X6x5s9mfp\n2lkxJjnIqoAhc5yGSjbJY93Ji3FTtJ6THex6+VToOmoaEqCIKifIy0fg5CU46+CNu/1n4N7A73HW\nuSPuDvwehUmpzBMQSok/epl5zL+X1LpHwyXTocOwaZlN/T3jBm6MYygOh1VFDXVQFAWvfavAM9CT\neZ6rq4M2B1aDw+VW6DpqGhKgiColKi6Bn+8kxOw6AVFR8X8nxGIknrmBq62Hoii96hrlfY1KMrMZ\nxwiyctS6B8XhoNfLizCqJ72PicPno8WmpYz7kADAbfJQxnJMNt3bwcCFea+auiy8PNHt4TE4De1R\n9r2L4vHgOLAbuj74F9berSp8DTUNSZIgqlTc4fNIe/BM7vnChCQEz/0TbfatqsRVfd0MajkgJ+KN\nwjFsNicz0TY3Re+wy0gPDEH8scsQ5uXDpGEd1BrTT2JTscJ1ONmh8fJZCFn8t5x7mKDZOvUqoSvD\npGEdtDu2HoKcPBSlZUDb3ETuRmVCfSRAEVUqesdxxjFxh87Da+/KCt/r8qVK8Q9C1ObDSHvwDBSH\nA6uOreExczTMWzaWOd510hAEz/tT4ZxukzXXeM+idRNYtG6i8vUNFk2Drr01wlbtQM7r0qrxFJcL\n+76d4LlqDozqVOzrPVn4RgYVXnSWIPugiCp2wrg5BDl5jON8ru6CnYbKA31NXizdgJfLt8g8Z+XT\nCrbd28NlVB/ol6ssLsjNw412I5H1IkLmdcYN3NEt4Gi1/AGcFRoBQW4+DGo71siU7pq2D4p8gyKq\nFMXyo/Kn35yJ/yReuC03OAGlbR9CFq7F+Vqd8fj73yD+2K6db2iAzrf3w2lYT1DlqpxTPB4cB3dH\n5zsHqmVwAgCTRh6wbNusRganmkgjr/goivIFsAEAF8AumqbJBwOCFeNG7ki7y/w0zdPTrYTVfFki\nNhxgNY4WiRC1+TA4fB6a/11aU1Db3BTtjv6NgvcpSA8IBmgaFm2bQc+eXSdcgqgMaj9BURTFBbAZ\nQA8A9QGMoCiK3a42osZruGga4xiKx4VdT+9KWM2XgxaLGVt6fC5q8xEUpkg2StSzs4bTYF84DelB\nghNR7WjiFV8rANE0TcfSNF0C4CiAfhqYl6gBbLu3h1kLxfXsnIf1JD88P0OLxYyFSz8nFgjw9hjz\nHiiCqC40EaDsASSU+3Pix2MSKIqaQlHUE4qinqSlSZdYIWoun0s7YCKnooCVTyu02v5bJa+o+uPw\neIyBXZbiD1kq3a8kKweFKemlgZEgKkmlpZnTNL0DwA6gNIuvsu5LVH86VuboHnQCCaeu483BcyhO\ny4Cegw1qjx8I+94dGTdq1lR1ZozCo/ELlbpGr1w2HxsJp68jfO2e0u9UAPQcbOA6ZSjqzZlAvgsS\nFU7tNHOKotoA+IWm6e4f/7wQAGiaXinvGpJmTlRnMWmJSM/Lgp2xJRzNqu+rRZqmETB6LuKPXGQ1\nnmeghwHv7rHO0Hv5+1a8WLJe5jmLNk3R6eZeEqQqWU1LM9fEE9RjAO4URdUC8A7AcAAjNTAvUY2I\nxCKcC7mLLf6nEJYcBz2+NoY274I5XUbC3IBdVYDq7npYIJZd3IlHb14CKK2/1qVuS/zedxpaulS/\nvB+KotD20F+w7uiFyE2HkBXyWuH4Rr/MZB2cMkNeyw1OAJD+MBiv/tiGJitmK7VmglCGRjbqUhTV\nE8B6lKaZ76FpWmFnL/IE9WUpFpSg79Z5uB4eKHVOm6eFSzPWonPdllWwMs05/vQmRuxeCjEt/Y1F\nl6+NazM3oL27ZxWsjD1hQSFi953By982o6hctp62hSkaLp0Bj5ljWM8VNHUponccUzhGx8oc/RP9\nK7QPEyGppj1BkUoSBKNZx9dh4x35JYl4HC7ifz8LO5Mvc/NkYUkR7Bf2RWaB/AKp9WxcELbsaCWu\nSnVigQDvr9xF4ftU6FhbwK6nt9zW7PJcaTYAmcFhjOP6RN+AoauTqksllFTTAhT5+kwolFuUjx33\nzyocIxSLMO3f1ZW0Is07/vSWwuAEAOHJcfCPlF/Utjrh8Plw6NsZ7tNGwHFAV6WDE1C694zVvViO\nIwhVkGKxhEIPYl6gSFDCOO56WCDEYjE4Gsy4S87+gF0PzuFi6AOUiATwdKiD6R0Gavx70KskdmWU\nXiXFwrtOM43eu7qy822PjMehCscY1XOFvrPUjhKC0BgSoAiFBCIhq3HFQgGyC/Ngqq+Z1gN3Ip6i\n37Z5yC0qKDsWnBCJvQ8vYkH3sVjZ/zuN3AcA9LR0NDrua+A2dTjC/9oDUWGR3DEes8ZW4oqImoi8\n4iMUaurowXrsi3fRGrlncvYHqeBU3qprB3DgkeYqIgzw9GEco8Xjo1fDbzR2z+pOz94a7U5sAFdX\ndlB2nz4C7lOHV/KqiJqGBChCIQdTK9S1dmY1dtTeZRCyfOJSZOeDc3KD0yezT6zHkJ2LsOjsVsSm\nvVPrfk0c3NG1nuJuqOO8esHS0FSt+3xp7Hv5oNeri6g3byKM6rnCwNUJjgO7odPNfWi55ZeqXh5R\nA5AsPoJR8NsItFg1DmIW/62cmPwHBjfrpNb9Wq+egKA45gyyTyiKwk/dxqj12i8jPxs9N/2IwLhX\nUud6N/oGJyevhDZf+WQDgtCkmpbFR75BfaFScj5gs/8pHAq8ivT8LDiYWGF8m94Y2qILtLl8WBgY\ng8fVzP95mzp5YHan4Vh761/GsQ9jQ9UOUMVCgVLjaZrGqmsHYGNkjlmdhql0TzN9YzyYtwOXQh/g\nUNA1pOVlwtHUGuPb9EZHj+YqzUkQhHpIgPoChSe9QecNM5GU/d9mzPDkOMw/swnzz2wCAFgbmWFi\n2z74qdtYGOnqq33PBnaurMZpoi17U8c6CEmMUvq6NTcOYYb3IInAHBT3Cg9iXoBDcdDJozka2bvJ\nvZ7L4aJvkw7o26SDSusmCEKzSID6wtA0jUE7FkoEJ1lScjLwx9X9uPQyAH6zt8BEz1Ct+3b0aAYO\nxZFZaaG8LhqoKDG9w0Dse3hJ6eveZaUhIDYUHdybIiI5HqP3/YIn8eESY3zqNMPBcb/AwdRK7XUS\nBFGxSJLEF+bm6yCEJ8exHh+SGIUl57erfV8Xczv0bdxe4RgPa2d0r+8ldfx5QiQWnNmM6UdWY831\nQ0jNyVA4TyuXBpjXdZRK68wpysf7rDR0XD9DKjgBgF/kM3T8+ztkFeSqND9BEJWHBKgvzJ0I5asZ\nHAi8jDyGrDg2do5eiMZyXpHZGlvg9NRVEq/4covy0WfLHDT9YyxWXz+IbffOYP6ZTXBc3A9/XNmn\n8F5/DpyJfWN/lns/edwtHbHu1r8KnzCj0xKx8/45peYlCKLykQD1hSkSFCt9TW5RASJT3zKOKxEK\n8Cj2Je5FPUdmvnTpHwsDEwTM24l/hs2Bp0MdmOkboY6VE37tPRnPFx1AfdtaEuOH7lyMi6EPZN5n\n8flt2Op/SuF6vm3TCyFLDiH+97O4M3szKCj+vtXBvSk8bJxZvR7c90j5V4gEQVQu8g3qC5FXVIAl\n57dj1wPVfvPnceTXTBOJRVhxeS+23D2F1NxMAIAOXxvDW3TBiBZdEZ+RDB2+NrrXaw0rIzN87zME\n3/sMUXi/wDcvcTXskcIxv1/dh8nt+jFmGzqZ2cDJzAaLfL/F71f3yRyjr62LdYNmoUQowIf8bIXz\nAaXfqwiCqN5IgKqGrrwMwNa7p/E8MQpaPD661WuNBzEhKldqcDS1RgO72jLP0TSNEbuX4sSzWxLH\niwTF2PfwksTTiBaPj9GtfLFp2BzoMpT9+ffxDcZ1vctKg39UMOtWHSv6TYONsTlWXz+IxMzUsuMd\n3Jti3aBZaO5c2jbeRNcQWYWKvzFZG5qxuidBEFWHBKhqhKZpTDm8ErsenJc4vjUtUa15Z/oMAVfO\nE9TF0PtSwUmeEqEAewIuICEzBVe/X6+wMGwGQ3XwTzKVTFb43mcIpncYiICYUOQWF8DVwh4eNpKV\nLsa09sU/ficUzjPWq4dS9yUIovKRb1DVyNa7p6SCk7rGtO6BOV3kNzhmaqUhy43wIFx+FaBwjIu5\nLau5rr16xJgy/zkuh4v27p7o2bCtVHACgB+7jIC5vvwuv46m1pjafgDScjNxLuQuzj73V3oNBEFU\nPFLqqJqgaRp1fxnGKplBFhNdQ8zsOARnQ/xRUFKMhna1Ma39APg2aKPwOrelgxGjwhNa/ybeODNN\nfg+oN+nv4bZ0MOO+KaA0+eLazPVo5lRX6XXIE5IYhWG7liAiJV7iuIeVE9q7NUHAm5eITHkLoVgE\nAOBzeRjo6YNNw+fCwsBEY+sgCE2qaaWOSICqJuI/JMFlyQCVr3c0tcbbP5RPoPD8fYxKVRuaO9XF\nk4X7FI6Zc3ID1rEojwQA9iaWiF1+Glo8zbUPp2kaN18HISAmFPklRbga9hCh72IUXlPfthYC5u2E\nsa6B0vcTiIQ4+ew2dj84j7iMZJjqGWJEi66Y0LaP2hulCQKoeQGKvOKrJj79Jq+qAZ7eKl03kEWr\nCVkUvUL75K9BP+D3vtNY/XB+l5WGk89uq7QWeSiKQtd6rbGg+1hcecUcnAAgLOkNNjF8v5Ilv7gQ\nXTfMxMg9S3Er4gli0hLxJD4cc05tROMVoxGl4pMxQdRkJEBVE85mNrAxMlfpWl2+Nr73GQwAeJEY\nhZ/ObMKkg7/jt0u78TYjWeG1U9r1h6me8k0GR7f2ZRxDURQGNvVB21qNWM1543WQ0utg4/izW3j5\nnjk4faLKJt4fjq+Df1SwzHMJmSnou3UexGLm150EQfyHBKhqgsflYUq7/kpfZ6Cth9NTV8HBxAqD\nti9Ak9/H4M/rh7A74AKWXdyJ2j8PwtxTGyHvVa6NsTkufbdWqVdr9W1qYWizzgrHFAtKsPDsFtT/\ndQRjQsUnogr6AX446JpS4+MzkiFS4ok2LTeT8R6vk+MZ94URBCGJBKhqZKHvWHRwb8p6/A8+QxG3\n4gx8G7TBuAPLcfq5n9QYkViEtTePYMWVvXLnCU9+gxIlWlxkFuZi3a1/Zf4Qzy8uxIIzm2E5zxer\nrh0ADfbfOFu7NPjvHvk5iE17p5ESTel5WUqNN9DWk5uWL8udyKcoFpYwjrvCMlATBFGK7IOqRnT4\n2rg2cz3GH1iOo09uKhzrYm6Lv4f8DxwOB6+T43D8qeK9TGtvHsGcLiOh99kG2yJBMWaf3KDUOpOy\n07Ho3FY8T4zE0YkryurvFZQUoevGH/AwNlSp+QCAy+Fg5/2zOPL4GgoFxQhJjIaYFkOHr40hzTph\nac8JcLNyVHpeoDSB5Onb16zHD2uu+OnwcwKWXYSFIvW+MxJETUOeoKoZHb429n+7DLXM7RSOm9tl\nVNlG2aNPmKs2ZBfm4fJL6d/g198+hpyifJXWevzpLZwN8S/784bbx1QKTkDp672Qd9EIiA1FcEJk\nWXp6kaAYBwOvwOvPSXj1Plaluce36cV6rJ6WDn5UsG9MlhZO9diNc2Y3jiCIUiRAVUNaPD6u/bAe\ntS3sZZ6f22UUZnxMigDYV2PI/Ky6A03T2H7vjOoLBfDrxd0am0uRD/nZmHToD5Wu7d2oHTp7MGfm\nmukb4fz0NVJFb5l42DijE8P8JrqGGNGym1LzEkRNR17xVVPuVk4IW/ovTjy7hZPBd5BfXIh6Ni6Y\n2n6AVF09pqcteeMyC3IQ9yFJrXWGJ78BUPqEFs+QMaiuR29e4nlCJDwd65Qdyy3Kx8HAK7gR/hhC\nsRBetRpi8jf9YGX0X609DoeD89/9hRlH1+Bw0DWJV3JmekZo69oY/Zt0wIiW3aRegQYnRGDb3TMI\nS3oDfW1dDPD0xuhWvtDX1pUYt2PUArRfO01mRQotHh8Hxy+TmpsgCMXIRt2PEjNTse/hRbz5kART\nPUOMbNlNo5UNKlJ6XhYcFvZV+KG+toU9on49IVE/L7coH0azlfveIgu99REKS4qg/7+OcrMFNWX3\nmMWY0LYPAOB+9HP02zYfGZ+1BtHmaWH3mEUY1eq/VPgHMSHY4n8KgW/CUCQsRn2bWpjWYQAGNu0o\n916zT6zH+ttHpY7bm1ji2swNUr8oJGSkYOW1/TgUdBW5RQWlLeQbt8OC7mPRqlwCCEGoqqZt1CUB\nCsDic1ux+vohqay0Xg2/wdGJy2Ggo1dFK2Nv5dX9WHRuq8xzHIqD01NXoV+TDlLnOqydhnvRz9W6\nt72JJdytHJGem4WXSap9J2KLy+HCwsAYzR3rwi/yKQrk9Mficrjwm70Z7dw88dOZTfjz+iGpMTp8\nbaX8gVUAACAASURBVByduFzmv5dNficw89hauetwMLVC5C/HZVZ1LxaU4EN+Nox09L+I/3aIL0dN\nC1A1/hvUXzcO44+r+2WmTF96+QAj9vxcBatS3kLfb7Fp2Fypzb4e1s44N/1PmT+EASgsJMvWu6w0\n+EU+q/DgBJSmzafkZODyqwC5wenTuL9uHsHhoKsygxNQmoAxfPfPeJP+XuK4WCzG2ptHFK4jMTNV\nbqalNl8LdiaWJDgRhJpq9BNUsaAEjov6IS0vU+G4Z4v2o6mjRyWtSrELL+7hH78TuBcdAgqAt3tT\n/NBxKHo0bAugNOX5dsQTfMjLhqOpNdq5NZFowy7L71f2Ysn57ZWw+srF5XDR2M4VwYmRCsfN6zoK\nfw6cWfbn4IQINPvjW8b5+zZuj3PT16i9ToJgq6Y9QdXoJIlbEU8YgxMA/Pv4erUIUHNPbZT6zf5q\n2CNcDXuExb7jsKLfNPC5PHSv78V6ztPBd3A74il4XB5osRi6fG3o6+jCzdIBTezdkVOYj0OPr2r6\nr1IpRGIRY3ACSv8dlg9QhSXyn8zKK1TwBEcQhPrUClAURa0B0AdACYAYAONpmlZu234V+jztWv44\n5ZrqVYSzz/0Vvnb6/eo+tHf3VCo4zTz2Fzb5nZQ4lldSiLySQkxtNwC/9pkMABjftjf+8TsB/6hg\n5BUXsN6YWtWsDc2QkpvBOK5EKPn3qWPtBC0en7G6RiM7V7XWRxCEYup+g7oBoCFN040BRAJYqP6S\nKg/b9Gx5+5EqE1OHWAD45w77KtzHn96UCk7l/XZ5N269fgwA6FS3Bc5MW42MtddVrn5eFaa07wcH\nUyvGcS2cJbM1LQxMMMhTfnYfUFoId2p71dujEATBTK0ARdP0dZqmP/36+QiAg/pLqjxtXRszbsrk\ncbgYp0QlgorCJtPubrTsatqysAlmsoJi61pfRrp0I3tXzOkyilUB3u86DJI69ufA7+Foai33mmU9\nJ6KOtZNaayQIQjFNZvFNAHBFg/NVivVD/geegsKgi3zHwdbYohJXJBubSt+f8l2YEl/EYjEexL5g\nnO9ulHRQHOfVS6MbTh1N5AcBVejytTGxbR/4z94KY10DzOs6Cu3dPOWO/6nbGLR1bSx13MHUCgHz\ndmJs657Q4WuXHa9vWwv7xv6MZb0naXTdBEFIY8zioyjqJgAbGacW0zR97uOYxQBaABhIy5mQoqgp\nAKYAgJOTU/P4+HhZwyrd24xkrLy6H6ef+yE197+ECWsjMyzoNhb/6zy8CldX6tiTGxi+mzndvbaF\nHXgcHqLSEqCvpYtBTX3wY+cRaOzgDgDIyM/G3ocX8TD2JU4F32Gcj8/l4eG8XWj+2Suwn05vwp83\nZKduK8NM3wijW/li453jas/Vq+E3mNd1FBrbu8FUX7K/VZGgGH/dOIzt988iMTMVQGldvNmdhmNk\nq+6Mc2fm5+DNh/fQ19KFh42z2mslCFXVtCw+tdPMKYoaB2AqgM40TbPqjVAd0swLS4ow9chqHA66\nVlaYFACMdPTxvc9g/NJ7MvjcyktyLBEKUFBSBCMdfdCgEfouBiUiAepYOaHn5h9VLsKqzdPCySl/\noFhQgrH7f0NBSZFS1+vwtXHxu7/QuW7LsmMDtv0kUSRWHTwOFy2d6+Hhm5cqz6HD00LamquM+44+\n7aHS4vFhYWCi8v0IoqqQAKXMxRTlC2AdAG+aptPYXlcdAlTfLXNxIfS+zHMcioML3/2Fnh/3FlWk\nx3Fh+PPGIZx97g+hWAQDbV1wKE5ZhXFdvrba6cy6fG0IxSKVs+/sjC0R//sZ8D4G7NarJyAoLkyt\nNZWnzdPCP0Pn4OjTGwhOiFApa/L89DXo07i9xtZEENVRTQtQ6n6D2gTAEMANiqKeUxS1TQNrqnAB\nMS/kBicAENNiLD5X8X+V8yF30W7tVJx8dhvCj5Us8ooLJdpfaGKvTaGgWK3U8PfZaTgXcrfsz6q2\nppenWFiC1LwM3PrfJsQuP63SHO9lFGklCOLLpm4WnxtN0440TXt+/N80TS2sIh0IZM7leJ4YiZDE\nqApbQ05hPkbtXaZUJ9uq9Cwhouyfx7buofH5Az6+wjTU0YOxroHS12s6aBIEUfVqZCUJWS0RZEnJ\nYd7kWV5WQS72P7qMgNgX4FAcdPJojlGtfGVmvR14dBl5xYVKzV+VtLh8iMVinA3xx/Z7Z6HF5aFE\nzlMZRVFKVzWnUFqOicvhYmzrHqz2fX1iaWCKHg3aKHU/giCqvxoZoNimjduU6ynE5HzIXYza+wvy\niv/LEzn65AYWnduGM1NXod1nqc7Hnipu6V7ddKvfGoN3LsSZ54qTI+xNLNHAthauhwcpNX+XckkY\n87uNUSpALes1EVo8vlL3Iwii+quRAepbr56M3V+bOXqUpWczCU6IwJBdi2W+rkvPy0KvzXPwYskh\nOJvblh2PSk1QbtFq0ObxUazmq0Tff/6nsDW8Ll8bu0YvwtDmnbHZ/5RSAcpQR09iM7SDqRU6eTTH\n7YinCq/jcbj4c+D3Zd2F32YkY2/ARcRlfOrp1R32JpbYef8cnr59DR6Hix4N2mBkq+6keSBBfAFq\nZIBqU7sR+jXpIPHhvzwuh4vf+7H/nPbXjcMKvyXlFOVjs/9J/NFvOnYHXMDWu6dZ1Yhjq0eDNsjI\nz0Fg3Cupc3paOjg8/hcsOb8Dr+S0w/Cp0wzZBXkKC6sqCk5AaSJGRkEOeFweutRtCT6XxyoxQ09L\nB6emrISJnqHE8UW+4xgD1Jlpq9G7UTsAwIIzm/HXzSMSbVP+vnVU6nXj6ed+WHx+Gy5+txYtXeoz\nro8giKpTY/tBHZ24HOPb9JaqImFrbIHjk1bAl+U3DZqmcSrYj3Hc8ae30HvLXEw7slqjyRcd3Jvi\nzNTV8P9xK7aOmI+mjnWgp6UDK0PT/7d33uFRFk0A/20S0ukEKQlEOkiRIiAECL13pAsovTcbYAEF\nRKUpGIogIoJ8FOm9FwGVIlV6Dy2U0CEk2e+PzaVeTbuD7O958oTbd3bfufchN7czszP0qdqSQ8N/\npdmbgewYMo1OFRrg5uIaPTeDuxeDarRlXb9J1ClWIcm6bDixjxWHd1Ju3HtWGacmJapweMQ8ahdN\neO+aRd7i62Z9TM4d16xPtHH6duM8vtk4z2hPL2OxsFsP71F/6mBu2Rhj1Gg0qUua7gcFEBx6i+X/\n7uTh8ycUfi0PjUsERJ/3sYZnL57jMaCaRbnkOM8Um8yeGXi/UiO+atzDaFdXU9x+FMqhK6dwFs6U\n9y8WfbjVd1hjgkOtPspmlIqvF+fQldNmW8/H5u18Jdjz4U9mZfacO8LU7UvYcUbVGaxWsDT9AltF\nlyd69uI5vsOacOfxfZv1Hd2kJyPqv5dg/GnYM24/uk8mT2/Su3vZvK5Gk1KktXNQL5WBuvngDmdD\nruLt5knJ3AUsNuJLLfIMb8qVezfNyljr8rKGxiUC+F+30TYZJku49K1sdAeS0lwas5w8WYxV0rKO\n1Ud30zjog0TNfdO3EIdG/Br9+nxIMKPXzWHh/k08ffEcZydnGpcIYET9LpTLWzTROmo0yUVaM1Av\nhYvv7K0rtJzxCb7DmhAwvidvjnmXIiPb8POeVfZWDYDuAU0tythinCyZ3VVHdzNn72qr17MGWzIW\nk5PQJPbaSsr8x2Exaf4nrl+gwrddmbN3dfRONyIyguWHdxAwvicbTuxLkp4ajcZ2HN5Anbl1mUrf\n9eCPf7dHV1sAOH3rMl3njWHU6ll21E4xsHobSuQ23bzurbzWBeM9Xd3pXbUFczt/blF27Pq5hCdj\n48DOFRsk21rWks7Zxap+TeZISq+uwtlj2mV0nTeG24+M99p8Hh7Gu3NGvTSHqjWaVwWHN1AfLJ1i\nti37qLWzOR8SnIoaJSSDhxfbBwclSELwdvOkb7VWbBk0xaoP4oHV2xDU7iP+vmS5zl1waAi7zh4G\n4Pi18/T9/TvKju3MW+PeY9jyIC7duW7Te+gf2JqMqRxvafFmIFm8MiZpDWt6epni1qN7hIW/4NCV\nU+yzUKw25NE9lhzcmqj7aDSaxOHQBio49BZrju0xKyOlZObu5amkkWmyeGVkbpfPufr1ShZ1G8N3\nLfqxtMfXTGg5gPTuXvSu0sLs/HTOLvSsoprr3X1sXSv6u4/vM2nL75QY3YGgnUs5eOUU+y/9x7gN\nv1J4ZBv+iGqpceP+HU7euMiDp6ZTxXNkzMr2IdOiKzqYwsvVwyrdLJHFKwNfNu6RLGv1C2yFk7D9\nv/LfF0/w0R9TOXDppFXy+y//Z/M9NBpN4nHoc1Anb1yyKnB/4vqFVNDGMjcf3GHo0h9YfHBrtDvI\nxzszfaq1YFjdTvx18Tgrj+xKMM/FyZm5nT8nb9acRERG8M8l6z4Irz+4w5Al3xu99jw8jLazPqWU\nXyH2R63nns6Nd8rUYGTDbuTzSegae9OvEJ0q1mfuvrVG13R2cqZxyQAW7t9klX6mqFawND+2/TDJ\nHWmfhj2jw5wvTFa3yOjhxX0zRhlg1p6VjG/R36r7uTrrahUaTWri0AbK2m/rXm7J860+Kdx+FErA\n+J6cDbkaZzzk0T1GrZnN9J3LGFSjDXWLVuC3fzZw+OoZ3FxcaVIygIE12lDarzAAP+9ZZVWViTJ+\nhVl1xHRFdoAXkRHRxglUSva8v9ax/vg+dg2dnqD53gdLfzBpnDzTufHbeyMpm7coiw9uNfvFIWfG\nrHi5ekQ/i+zpMxNYsAyNSwZQNk8RiibSJRef934dbbb0Ur5suTl0xfThY4DHz5/i6pwOFyfnODFO\nY+h6fxpN6uLQBuot/6L4Zs4e3QXVFM3ftHwOKaUZs+6XBMYpNjcf3mXYiml4u3mytMfXJg/GBu2w\n3G5CAF8360O9qYMSpWvIo3vU+r4/GwZ8Hx2/+fPcYSZsXmByzpMXzzlw5RTNS1fnw9odGLfhV6Ny\nLk7O/NLpc2oXLc+F29eIkBH4Z82V7M0fT9+8zKKDW8zKHA0+Z9VaXm7utC5bkwX/bDQpU9qvENUK\nlbFJR41GkzQcOgbl7OTM0JrtzcoUzO5H8zcDU0chE4SFv+CXvWuskn30/AnNZ3xsNLEjMjKSw8GW\nq0x4uLpTKV8JmyuGx+Zq6C3e+LIdnyz7kVGrZ1Hnh4EW53y9/lcWH9jM1836MK5ZH7LGS3AomsOf\nNX0nUqdYBYQQ5PPJTcHseVKkM/GiA5stvn9LOyIDpXwLMr39x1SOOvwbn/w+vizr+Y3NOmo0mqTh\n0DsogEE123L53g0mbVmY4FoBH1/W95ucqq3ZjXHzwV1Cn1p/HudJ2DN+3LGECa3iGgUnJydcnJwt\nnpnySOeGt7snBXx8ze7arOGbjfOslo2UkbSZ9Rnu6dz4uG4nBtZow+aT/3DvyUPyZctF5fyl4shH\nREaw/vg+zt8OJpNnepqUrJKoXk/xWX98r9Vn4CwVyg0sVIYiOfwB2DY4iCUHtzL7z5VcuXeLrN4Z\n6Vi+Lp0qNLDYTl6j0SQ/L00liaPBZ5mxazmnb13Gy9WDd8rUoFWZGg7RZuHu4/tk/aCuTXPyZcvN\nua+WJhhvOu1Do4kUselUoQFzu3zOxM0LGLr0B5vumxwUzeHPiS8SfmGIzZKDWxm8ZHIc96ynqzv9\nA99hbNPeODlZv3k/FnyOO4/vkydLDubuW8OoNbOtnvth7Y5M2LyASBmZ4Fo270zsGjo92kBpNI5O\nWqsk4fA7KAMlchdgatvElbRJabJ4ZaR6obJsO22++nZsnoQ9Mzo+uGZbVh3dbdJ95ezkzIDqrQHo\nW60Vq4/+adN9k4P/blxk3/ljVMxX3Oj1FYd30mbWpwmMwpOwZ3yzcR4Pnj0mqN1HFu/zx6FtjFoz\nmyPBZxOlZ94sORjXrA+1irzFmPW/sDOqnp+biyutylRnZMNuFMjul6i1NRpNyvPSGChH5+O677L9\nzEGr40LFc+UzOh5YqCw/tB7CgEUTE6zl4uTMrI7DKZu3CABu6VxZ128SX639mTHrf0mS/rZyNdR4\n4oqUko/+mGp0x2Jg+q5lDK3Vnvw+viZlZu1eQff5XydaPyfhxPeth+Dk5ESdYhWoU6wC10JDCH36\niNyZfJLF1ajRaFIWh06SeJmoW6wi09t9nKB9hyl6Vmlu8lq/wHc4+ul8+lRtScncBSjlW5BBNdpy\n/PPf6RyrsR8oIzW6aS9yZMiaJP1txcc7k9HxPeePcPrWZbNzpZTM2WO6luD9p48YtGRyonUrmsOf\nlb2/o2mpqnHGc2XyoVjO17Vx0mheEvQOKhnpUaUZjUpU5sftSwjauZTQp4+MyrUsXZ0WFjIP38iV\njx/bfWj9vQOa8eVa62MzScE/a06qxGthb8DSkYBoORM7MIDf/lrP4+dPTV43h0Bw7LMFNsW4NBqN\nY6L/ipOZXJl8GNOsN5fHrmBg9TZxvq3nzJiNrxr3YGHXr5L9A3RQjTYUiXfwNqUY1ai7Sf19vDNb\ntYY5uf9uXEyMWgAEFCiljVNqMGYMCKF+Tp2ytzYaUwhRCSHWIsRdhHiKEEcQYhBCWOfqiVnHFSE+\nQojDCPEEIR4gxG6EaG1mTgGEmIMQVxEiDCGuI8Q8hDBdWTseegeVQqR392Jy68GMadqLkzcu4ezk\nRPFc+WxqhmgLmb0ysHPIdAYsmsjSQ9uiU9U9Xd3pVKE+hV7LQ9COpdFp6Z6u7rQqXZ2j184Zrbbg\n6uxCWLx09/Tunoxr1od6xSoydt0vrDq6m2cvwiiZuwC9q7agYr7iVCtUGr/Mr1nsj9WpYn2T17yT\nUBmkf+A7iZ6rsRIpYdYsZZykhJ9+gvHj7a2VJj5CNAWWAs+A/wF3gcbAJKAyYN0fixCuwAYgELgI\nzEFtbhoA/0OI4kj5ebw55YCtQHpgC/A7kBdoCzRBiECkPGTx1i9LmrnGem7cv8OByydxEoK385Ug\nk2d6QMV+Tly/wPPwMAr4+JHBw4unYc+Yu28tP+1ewfnb18jo4UXbcrXpW60VLyLCWXRwC6FPHpLf\nJzdty9Xm8NUzNAr6gPtG3JeDa7ZlYqtBzNmzmvfnjTapX+uyNflftzEmr/998TgVvulq8/vuH/gO\nP7QZavM8jY1s2AD16kGXLrB+PYSHQ3AwuLpanKpJGlanmQuRATgLZAQqI+X+qHF3lOF4G2iHlObP\ni6g5g4GJwF6gNlI+jhr3BrYDZYDy0fdQ1w4DJYEhSDkp1nhA1JxjQGlLWWXaF/IKkiNjVhqWqEz9\n4pWijROAEII3cuWjTJ4iZPBQrTU8XN3pVbUFB4bP5d7ETVwcs5xxzfvil+U18vnk5pO6nRjXvC/d\nA5oRFh5O46APjRongElbFvLT7uW8V6kRP7Qegrdb3MOtTsKJjuXrWex3Vd7/DaoXKmtWJl+2XHi6\nuuORzo1aRd5iWc9vtHFKLX76Sf3u3h06dIDbt2HZMuOyEREwfTpUrgwZM4KHBxQoAN26wZkziZPt\n0kXt3i5eTHi/7dvVtZEj444HBqrxsDD48ksoXBjc3NRaAPfvw3ffQY0a4OurjK2PDzRpAnv3mn4W\nJ0/C+++Dv79aL3t2qFIFpk1T1+/dA09PyJ9f7TaN0bix0i15v7S3AnyAhXEMh5TPgE+jXvW2ci1D\nRteYaOOk1noEjEZVX+sTPS5EPpRxugXErWYt5W5gNVAKqGLpxtrFp7Ga2XtWWqyYMWnLQroHNKN/\n9dZ0rtiQhfs3RVeSaF2mptEq6sZY3H0sjYKGGu3T1P6tOszt/HmKuUs1Zrh5E1auhEKFoFIlyJAB\nJkyAmTOhTZu4smFh0KgRbNoEfn7Qvr2Sv3hRGbSAAChY0HbZpNCyJfzzD9SvD82aKYMC8N9/MGIE\nVK0KDRtC5sxw+bJ6r+vWwapVatcYmzVr4J134Plzda1dOwgNhcOH4dtvoXdvtU7btjBnDmzeDLVr\nx13jyhW1ftmyUC5Zz9/WiPq93si1ncAToBJCuCHlcwtr5Yj6fd7INcNYTSPyF5FGz5vEnrPT3I31\nX7jGalYf/dOizH83LnIu5Cr5fXzJ4OFFj6geV7aS1Tsjf34wk/Un9jH/7/XcefyAvFly0K1yE97y\nt65DsSYFmDMHXryI2XkUL64+XLdtg7Nn1Y7HwMiRyuA0bgyLF6sdhoHnz+HBg8TJJoVLl+DYMciW\nLe540aJw7VrC8atXoXx5GDw4roG6fVsZ0fBw2LoVqlVLOM9Anz7quc2YkdBAzZ6tdo49e8YdnzxZ\nGbt4TIBcCDHSyDv7FyljN8YrHPU7YYBZynCEuAC8AeQDLPX3uQ0UBF43Ims40JkHITyQ8mmUPEBe\nhBBG3HiGOYWxgDZQGqt5Hh5mpVzytEZ3cnKiQfFKNCheiaUHtxK08w9qfd+fdM4u1HujIgOrt9HG\nKjUxJEc4OUGnTjHjXbrAgQPK9fdNVFHdiAgIClJuuunT4xocUK99fGyXTSpffZXQCIFyKRrD1xda\ntYIpU9SOKk9UD7O5c5XRHDAgoXEyzDNQrpz6WbECbtyAHFEbjIgIZaDSp1e7r9hMnqyMaTyGQE7g\nCyOazgViGyjDG7pv/I1Fjxs/0BiXNaiY1QiE2BZlhEAIL2B4LLlMwFOkPI0QZ1BGbQCx3XxCVAIa\nRb2ymPKbZmJQ/12/wC97V/PrvrVcuWs+w0xjHEPPKnNk9PDm9aw5k+2eUkre+/UrWv00nK2n9vPg\n2WPuPL7P/L83UPHbbszavSLZ7qWxwNatcO6c2gXkjuWqbd9exWx++UXtrkDFZu7fh5IlIVcu8+va\nIptUypc3fe3PP6F1a+VidHOLSaOfMkVdD47VgWDfPvW7vuls1Dj06aN2Wz//HDO2dq3aaXXsCN7x\nDo9fvKi+EMT7EXAAKYWRny7WKZIovgcOA5WA4wgxFSF+BI6j4lwGYxfbndcLCAMmI8QmhPgOIRai\nEiSOGpE3yiu/g7p45xpd541l66mYOKGzkzMt3gxkRvuPyeyVwY7avVz0rtqCGbtMBMOj6FyxAR6u\n7sl2z5m7l5tsZRIpI+n1+7e8na8Eb5goHaVJRmbOVL8N7j0DWbIo19zSpWqX0KpVjHsqtxUxR1tk\nk4ph9xKfZcuU3u7uygDnzw9eXmq3uH077NihXI0GbNW5bVsYOlTtMj/5RK1reJ7x3XvJg8FomNga\nRo8n9CPGR8pHUdl3w1HJF92Bh8BaYBhwEghHpbEb5mxFiIqohIyqQDVU7OljIBiV9m7xVP8rbaCu\n379NlQm9ElQ3iIiMYPHBLZwLucquD2bgmYwfqK8ypXwL8mn99xi9bo7R68Vz5Wdkw27Jes8p2xab\nvR4RGcGPO5ZYVXxWkwRCQmB5lAepXbuELikDM2eqD/pMUZ6j4IR9zxJgiyyoD3dQO5L4GInbxEEI\n4+OffaZ2gfv3q3hUbHr2VAYqNrF1LlHCss4eHsqwT5oEGzfCG2+o5IgKFaBUqYTySY9BnQLKAYWA\nuNWkhXBBxZPCMZ74kBCVsTecuC49Q8aeN2pn9yLenENAywRrCfFl1L/+sXTbZDFQQoihwHjAR0p5\n25J8ajFh8wKzpXcOXjnFvL/Wma2Lp4nLV016UiRHXsZvWsC/V1X8NbNnBrq83YDPG3SNk9aeVG49\nuMvx65b/flK7mnuaZO5clWlXtiy8abzMFStXqky1CxegSBH1IX7kiEo+MOe6s0UWVGYcqAy42EkZ\nkPhU7bNnldGIb5wiI2H37oTyFSvCkiXKyMTP7jNF797K8MyYoYySseQIA0mPQW0FOgD1UIdkY1MV\n8AR2WpHBZwlDMNJ0O+7YCJEOaAe8AJZYEk9yDEoI4QfUAcxXCE1lpJTM2Wu6IKmB2X9a1/hOE0OH\n8vU4NOJXLo9ZwZlRi7k2bhUTWw1KVuMEILHuELkdzpqnPQxnn4KCVKKEsZ+ePWMSKZydVdzl6VPo\n1SuuewyUsQsJUf+2RRZi4kgGnQwcPQrfxz12YzX+/uqs1bVrMWNSquzCEycSynfurNLgp02DnUYy\npWNn8RkoWBBq1oTVq1UySKZMyvVnjKTHoJagsunaRlV1UKiDuoZT9NPizBDCEyGKIESeBPqog7/x\nx2qjXHbngBnxrnklKKekdm4/AAWAiUh5w/ibjyE5dlCTgI8Ah4pWP3r+hLuPLaemXrp7PRW0eTXx\ny/Jaiq6fPX0WCmb348ytK2blTLVq1yQT27fD6dPKlWUuyaBrV1Wjb84cGDUKvvgC/vpLnSEqVEid\nc0qfXu18Nm5UB2MN8SxbZJs2VR/2v/+uDEGFCirDbsUKdW3RItvf4+DByjiWLq3OSqVLp5ImTpxQ\n8bVV8b7IZssGCxYod2b16ipZomRJldl35IjS+8KFhPfp00ftMm/ehP79lesvJZDyAUJ0Rxmq7VEJ\nCneBJqj07iWoOFBsygPbgB2oskaxOYkQR1Dxpmeo6hG1gBtA0zgHeBXVgVkIsRm4inID1gPyR937\nM2veRpJ2UELVegqWUh5OyjopgaerO+7p3CzKZfUyFUNMewSH3mLC5vkMWx7Ej9uXcPexqQzV1EEI\nQd9qrayQSejm1iQjhp1KNwvxRX9/qFULrl9XH+iurqoU0pQp8Npryk04ZQr8/Tc0b64O3xqwRdbd\nHbZsURl3x47B1Klw/rwyGL2tLY4Qj549lWHNmVPde/58lc33119QpozxOQ0bKpdihw5w6JCqR7h4\nsYpzDRtmfE6TJjFp7imTHBGDiklVQx2GbQn0R7nWhgBtrW5ep5gP5AbeBwYCeYBvgeJIedyI/Gng\nz6j7D0a5G68AHYHWCeJVJrBYi08oC2gs9WUEKmBWR0p5XwhxEShnKgYlhOgB9ADIkydP2UtG/KvJ\nTZe5XzJ331qzMqOb9GRE/fdSXBdHJiIygkGLJzF95zLCIyOix93TuTGiXmc+bfC+XXVr/dMI/vh3\nu9Hr41v2Z2itDqmrlEaTWM6fV3GzypVh1y6bp6e1lu8Wd1BSylpSyuLxf1DZH68Dh6OMky9w+que\ncwAABRVJREFUUAhhNI9TSjlTSllOSlnOJ7kO3Vngozrv4mWmMnaujD70CEhcpYNXiYGLJjF1+5I4\nxgng2YvnfLZqJt9t/M1OmqkjAYu7j2VWx+GU8SuMEAIXJ2caFq/MpgE/aOOkebkYP17Fk/r1s7cm\nLwXJVs3c0g4qNqlZzXzH6YO0nf0ZNx7ciTNe+LW8LOs5jqI5X08VPRyVq/du4f9pcyLiGafYZPJI\nT/C4VQ6Rjh8ZGYkQAmEqXVijcTQuX1buxzNnlBuxZEk4eDAmXd4G0toO6pU+BwVQrVAZLo9dwR+H\ntrH3/DGcnZyoXbQ8dYtV1B9ywIJ/Npg1TgChTx+y+uhuWpetlUpamUY3I9S8dJw/r2JSnp7qEPC0\naYkyTmmRZDNQUkr/5ForuUnn7EKbcrVpU662ZeE0RshDywfJAW49vJfCmmg0ryiBgfosRCLRZjyN\nkzuTdfFA30zZU1gTjUajiYs2UGmcDuXr4uZivhPqaxmy0KB4pVTSSKPRaBTaQKVxfNJn5qM6Hc3K\njGnSC1eXdKmkkUaj0She+SQJjWW+bNwDN5d0fLvxNx48izkQ7uOdmbFNe9G1chM7aqfRaNIqyZZm\nbgupmWausZ5Hz56w8sguQh6F4pc5O41KBOidk0bjQOg0c02axdvdk/bl69pbDY1GowF0DEqj0Wg0\nDoo2UBqNRqNxSLSB0mg0Go1Dog2URqPRaBwSu2TxCSFCgJTvt2GebKiOkxrz6OdkGf2MrEM/J+sw\n95zySilTpx2EA2AXA+UICCH2p6V0zcSin5Nl9DOyDv2crEM/pxi0i0+j0Wg0Dok2UBqNRqNxSNKy\ngZppbwVeEvRzsox+Rtahn5N16OcURZqNQWk0Go3GsUnLOyiNRqPRODDaQAFCiKFCCCmEyGZvXRwR\nIcR3QoiTQogjQohlQohM9tbJURBC1BNCnBJCnBVCfGJvfRwRIYSfEGKbEOKEEOK4EGKgvXVyVIQQ\nzkKIQ0KI1fbWxRFI8wZKCOEH1AEu21sXB2YTUFxKWRI4DQyzsz4OgRDCGfgRqA8UA9oJIYrZVyuH\nJBwYKqUsBlQE+urnZJKBwH/2VsJRSPMGCpgEfAToYJwJpJQbpZThUS/3Ab721MeBKA+clVKel1KG\nAQuBpnbWyeGQUl6XUh6M+vdD1Adwbvtq5XgIIXyBhsAse+viKKRpAyWEaAoESykP21uXl4j3gXX2\nVsJByA1cifX6KvqD1yxCCH+gNPCXfTVxSCajvixH2lsRR+GV7wclhNgM5DByaQQwHOXeS/OYe05S\nyhVRMiNQ7pr5qamb5tVACOENLAUGSSkf2FsfR0II0Qi4JaU8IIQItLc+jsIrb6CklLWMjQshSgCv\nA4eFEKDcVgeFEOWllDdSUUWHwNRzMiCE6AI0AmpKfTbBQDDgF+u1b9SYJh5CiHQo4zRfSvmHvfVx\nQCoDTYQQDQB3IIMQ4jcpZUc762VX9DmoKIQQF4FyUkpdzDIeQoh6wESgmpQyxN76OApCCBdU0khN\nlGH6B2gvpTxuV8UcDKG+Ac4F7kopB9lbH0cnagf1gZSykb11sTdpOgalsZqpQHpgkxDiXyHEdHsr\n5AhEJY70AzagAv+LtHEySmXgXaBG1P+ff6N2ChqNWfQOSqPRaDQOid5BaTQajcYh0QZKo9FoNA6J\nNlAajUajcUi0gdJoNBqNQ6INlEaj0WgcEm2gNBqNRuOQaAOl0Wg0GodEGyiNRqPROCT/B18JwZUQ\noLuEAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -238,9 +310,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD8CAYAAAAi2jCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XV0FVfXB+DfXIm7ewJJCE7wQIHgBHeX4lJKKUWKvdAW\nKFAKBQrFXYq7a4IEEiSEQEKUGESJ+5V5/wikuVyZuRKBnGetd60yc+bMoV+/7MzMPntTNE2DIAiC\nIKobTlUvgCAIgiBkIQGKIAiCqJZIgCIIgiCqJRKgCIIgiGqJBCiCIAiiWiIBiiAIgqiWSIAiCIIg\nqiWNBCiKokwoijpFUdQbiqLCKIpqo4l5CYIgiJqLp6F5NgG4RtP0EIqitADoaWhegiAIooai1K0k\nQVGUMYAXAGrTLCezsLCgXVxc1LovQRBETfPs2bN0mqYtq3odlUUTT1C1AKQB2EdRVBMAzwDMpmk6\nv/wgiqKmApgKAE5OTnj69KkGbk0QBFFzUBQVV9VrqEya+AbFA9AMwDaappsCyAew8PNBNE3vpGm6\nBU3TLSwta8wvAARBEISKNBGgEgEk0jQd8PHPp1AasAiCIAhCZWoHKJqmkwEkUBTl8fFQFwCh6s5L\nEARB1GyayuKbBeDIxwy+GAATNDQvQRCfyYtNRG5ELHiG+jBv1RgcLreql0QQFUIjAYqm6RcAWmhi\nLoIgZMt6HYnnP61B8s2HwMeEWT1HW9SbPwkes8ZW8eoIQvM09QRFEEQFynodiZvtRkGQlSNxvCAh\nCc9+WInC96nwXD23ilZHEBWDlDoiiC9A0Ly1UsGpvNC1u5ATGVt5CyKISkACFEFUc/lx75B0/YHi\nQTSN6F0nKmdBBFFJSIAiiGouNzKu7JuTIjnhbythNQRReUiAIohqjmeoz2ocn+U4gvhSkABFENWc\nectG0He2ZxznOMSnElZDEJWHBCiCqOYoDgf1f56scIxxwzqw79upklZEEJWDBCiC+AK4zxiFBkum\nAxQldc64YR10urqLbNglvjpkHxRBfCGarJyD2hMGI3rXCeSEvwXPQA9OQ3rArk8nEpyIrxIJUATx\nBTF0dYLnmnlVvQyCqBTkFR9BEARRLZEARRAEQVRLJEARBEEQ1RIJUARBEES1RAIUQRAEUS2RAEUQ\nBEFUSyRAEQRBENUSCVAEQRBEtUQCFEEQBFEtkQBFEARBVEskQBEEQRDVEglQBEEQRLVEAhRBEARR\nLZEARRAEQVRLJEARBEEQ1RIJUARBEES1RAIUQRBflKLUD8iNjoewsKiql0JUMNJRlyCIMqKiYpRk\n5UDL1Bhcba2qXo6E91f9ELpmF1LvPQEA8Az04DKmHxotmwldW6sqXh1REcgTFEEQyA6Lhv+4BThp\n0gJnbdvhlGlLPJ64CDmRsVW9NABA1K4T8O09rSw4AYAwrwBR24/hutdwFCQmV+HqiIpC0TRd6Tdt\n0aIF/fTp00q/L0EQ0tIfv8Cd7hMhzM2XOqdlaozOt/fDrGn9KlhZqcKUdJx36ghxiUDuGMfBPdD+\n1OZKXNV/0gOCkRsVB76RAWy6tgVPV6fC7kVR1DOapltU2A2qGfKKjyBqMFoshv/oeTKDEwCUZGbj\n0dgF6P3qUiWv7D/Ru08qDE4AkHj+Ngrep0DPzrqSVgWk3nuCpz+sRFbwm7JjWqbGqPvTeDRYMgMU\nRVXaWr5WGnvFR1EUl6KoIIqiqu6/ZIIglJJ0/T7yYhIUjsl+HSnxaq2yZQaFMY6hhUJkv4qshNWU\nSn3wFHe6T5QITkBpQH/5v0149uOqSlvL10yT36BmA2D+L4kgiGrjw5MQjY6rCBwtvkbHaULQvD8g\nLi6Rez7i78PV5vvdl0wjAYqiKAcAvQHs1sR8BEFUDg6P3Vt+iset4JXIZ9fbm3GMtrkJLLw8K2E1\nQNarCHwICFY8iKYRvftkpazna6apJ6iNABYAEGtoPoIgKoGtT3t243q0q+CVyOc01Ad6TnYKx7jN\nGAmujnalrCc/9h27cW8TK3glXz+1AxRFUX0ApNI0/Yxh3FSKop5SFPU0LS1N3dsSNZAgJw+RO44h\naMEfeLXyH+REvK3qJX3xzJo1gGV7xUlhtj3awbiuq0bvKxYIkPH8NdIDX0KQJztB4xOulhY6Xt4B\nXVtLmeedhvqg0fLvNbo+RTi67AKhlplxBa/k66eJLL5vAPSjKKoXAB0ARhRFHaZpekz5QTRN7wSw\nEyhNM9fAfYkaJHLbUQQtWAdhXkHZsZfLNsNpqA+89q0GT0+3Clf3Zfvm2Abc6TIeOW9ipM6ZNPZA\nm0PrNHYvsVCI16t3IPKff1GUXPqLKs9QH7XGDYDn7z+Bb2Qg8zqThnXQO/QKYvafQfzJayhKzYCO\ntTlqje0Pt6nDKzVjju2TkV3vjhW7kBpA7QBF0/QiAIsAgKKojgDmfR6cCEIdbw+dw5PvfpU+QdOI\nP3EVosIieF/YXvkL+0ro2Vmjx5NTiD10HjEHz6MoOQ26dlaoPX4QXEb31Vjwp8ViPBzxExJOX5c4\nLszNR+TWI0j3D0JXv0PgG8oOUlomRtB3tocgOw95UXHIi4pD+sPniN51Ak1Wz4Vtt280sk5Z0gNf\nImrHMWS/jkJ+LLsARXGr7rvd14LsgyKqNVosRsgvWxSOeXfxLj48eQnzlo0raVVfH76BPtxnjIL7\njFEVdo+EszelglN5mUGhePPXfjRaJvt13dtD5/Do24XAZ8UFMp69hm+vqWh/5m849O2s0TUDwNPZ\nKxGx+ZDyF1ZBEYSvjUZLHdE07UvTdB9NzknUbGn+zxn36QDA20MXKmE1hDqidhxnHrPzBGRVtxEW\nFuHZ7N/l/tCnhUI8/X4FxCKR2ussL3zLYZWCE0eLD/NW5BcmdZFafES1VpyexXJcZgWvhFBXdmgU\n45jCdykQZOdKHY8/eQ0lmdkKry2If4+ka/dVXt/naLEY4X/tV+lap2E9oWNpprG11FTkFR9Rrek5\nsCtdw3ZcRUu99wRxx6+gJCsHhq5OqD1xMAxcHKp6WdUCm29ZFIcDjowq6rksMzZzI2JLd2RqQPbr\nSFZP758zaeyBFpuXamYRNRwJUES1Zt6iEUwa1UFWSITCcbUnDq6kFclWkpmNewNmSpUEer1qO+ot\nmAzP1XMrfA3CgkJE7z2N6N0nkRcdDy0TIzgN7wWPWWOg72xf4fdn4jCgC8LW7VE4xtanvcxiq/Ky\n+z7HM9RXaW2yiIqKWY2juBzQIjEMajvCbeowuH83Sm6iB6Ec8oqPqPY8185TmBHlOnmoxvfpKOve\noO9l1qujxWKErtmJsPV7K/T+Jdm5uOU9Bs9mrUBW8BsI8wpQkJiMN+v34ornAKQzVT6oBO7fjQLP\nQE/ueYrDQb15E2WecxzcA2BIJedo8eHQv4taayzP0N0FXBaVyet8PwYjRWHoF30L9X+eSoKTBpEA\nRVR7dj290f7M39B3kXwK4Orpot68iWi5XUYKegUQC4VIOHsTISu2IuzPPWW11lIfPEWqb6DCa8PW\n7YGoRH7tNnU9nbUCGU9fyTwnyMrB/YEzK/T+bBi4OKDD+X9kPg1RPB5a7vgN1p28ZF5r6OoEp2E9\nFc7vOmkIaJEIb49cQMz+M8h6pfipm4mWiRGcR/RiHOc2fQQoDvlRWhFIPyjii0GLxUi6+RB5UfHg\nG+nDvm9naJkYVcq931/1Q8DkpSh8n/rfQYqCQ/8u0LY0Q/SuE4xzdLq+B7bdNV8yqCj1A845ejO2\npNC2NANPTxcWbTzhPnMUrNpVTVuhksxsRO87g+QbD0CLxDBv3Rhu00ZA39FW4XXCgkI8GDob76/4\nSZ1zGNQdPD0dxB+/CrHgv38PVh1aotWuFTCqU0ultRampONm2xFyv0U1+nWW3LT4ilDT+kGRAEUQ\nDFIfPMWdzuMlfvCVp21ljuLUD4zztDuxEU5DFT8FqCLh7E3cH6T8D8mGy2ai8a8/aHw9FS3N/zne\nHjyHotQM6Nlbw2VMPwTNW4u0B7KrrelYmaNH4EmVv8PlRMYiYOJipAcEgxYIAZQmQtSbPwm1xvRX\n+e+hipoWoEiSBEEwCFn+t9zgBIBVcAIAAzdnTS1Jkoq/ZL76bSvMmtWHQ/+uGl5QxbJs2wyWbZuV\n/Tn26EW5wQkofcJ8/fsOtNrxm9L3Clu/Fy+XbYaooLDsGMXlwLxVYzgPZ379R6iHvDglCAUKEpOR\ncuex2vOYtWhYYW3Tzb2agGLZNuNzz+etRVFahlr3Tw8IxtPZK+E/Zh6Cl/yF3Oh4teYTFZegJCtH\n5oZdWaL3nmYcE3vkIuusvE8itx1F0Ly1EsEJAGiRGNG7TyJw6jKl5iOURwIUQShQmMyu8r6egu8n\nXB1tNPtrkaaWJH1vO2s4DlTtKSgvKh7nHDog5FfF5aRkEeTl426vKbjhNQwRmw8h9shFvP59Oy66\nd8fT2StZB5hPUvwC4dt3Ok7oNcEp05Y45+iNkN+2QJCbp/C6/Lj3jHML8wtQ/IHdpm8AEJWUIOTX\nrQrHxBw4i9yoONZzEsojAYogFNC1tWJMbwYAC68maL55KXTtJTcMm7dqjM639lV4QkKLrcthVE+1\nVHtxiQAhv/yN0HXK9Rv1Hz0PSVfvSZ+gaURsPoRXvyn+AV9e9L7TuNP5W7y/dBe0uLStXOG7FIQs\n/xu3vMeiREZ1iU+0WbS1oLhc8I3Zp38n33iIopR0xYNoGm8PS5bYEhWXIP70dbzZuB9vD59nDK6E\nYuQbFEEooGdvDZsubZB8y1/huFrjB8G+lzfcZ4xE7OELyImMg6G7E2qNHQBOJVS11rE0Q/dHxxGx\n5TCid51Eftw7UFwuaCVq04Wu2QWPWWNZNf7LfPkG7y7cUTgm5LctEOYXwOOHcdBzsJE7ruBdCp5M\nW14WmKTuFRSKB0Nnw/vSdnC1pKtMOI/qgw+BLxWuxb5PR/AN2G/iZfvas/z3x+g9J/Fi0QYUl7uW\nZ6CHevMnoeH/ZlZqS5CvBXmCIggGjX77QWb5nU+sOraCnU97pAe+xO2OY/F4wiKE/r4dARMW40Kt\nLojYeqRS1qllbIiGS2agf+wdjBCGwvuSci1ISjKyZKZwyxJ//CrzIDGNsHV7cLlRX6Q/fiF3WNTO\n4wqTUAAg+eZDnHPwRuJF6aBYe/wgqT1yn0u85Iv7g2ch7VEQ87pR+osJq3EfA2/03lMImLxUIjgB\ngDCvACHL/8bLpRtZzUdIIgGKIBhYtmmKjpd2SKUpUxwOnIb1hPeFbfjwJAS3O41D2sPnEmMKEpLw\n9Pvf8PKXvytzyeBwubDz6YA6P4xV6jq2RXcVvXL7nCArB3d9JkFYWCTzfPpjdlUuitMy8GDwD0jx\nk9wUrWVsiNa7V0HbwlT+xSIREs7cwK0OYxB77DLjvay7tGFsM09xuag1bgDEAgGCF/+lcGzYn3tQ\nyPTKkJBCAhRBsGDTtS36xdyC96Ud8FwzF803LUHfqBtod3wj+IYGeD5ntVS2V3mvV25DfkJSpay1\nKPUDcsJjIMjJQ4tNS9Hm8DroOsp/xVaenpPizbKfGLo6KbUmQXYe/PpNl3mOw2P/ClQsKP1eVl7s\n0Yvw7TmFVXClhUI8Hr8QhUmpEOTlozgzG2827setTmNx3WsYAqYsRcazV+BwufBco7h+Yp0fxkLP\nwQbvr95j/F4lLhEg9shF5r8gIYF8gyIIligOB/a9O8L+s1beWa8ikM7w6ogWiRCz9zQaLVduQy0t\nFiPpxgPkhL8F31Af9v06Q8dCdhuHFL9AvF65Dcm3HwE0DY62FpyG9ECjX2bB58lpnHfqqLDahJ6j\nLWxYdqV1GdsPLxath7iYffmklFuPkHjxjlRTQZuubVm/WgSAVN9A5CckQd/RFlkh4Xj07ULQQiHr\n68XFJTjn1BG0UFSaAFMu2/BDQDCid59E3Z8moNn6haBFIgTNX1fWnh4o/a5Ud854NPq4ybnwXQqr\n+7IdR/yHBCiCUFNuJLtU49yPtfvYen/VD0+++xX5se/KjnG0teA2ZRiabVgIDp9fdjz+1DU8HDlX\n4ge1uLgEsUcuIunafXTxO4z6P0/BqxX/yL4ZRcFz7TzWCR06FmZovGI2XixYp9TfKXLrEakAVXvC\nIIT8ukVmHyh5ilM/QN/RFuGbDykVnD6hhR+TR+Skwr/ZsA+GdVzgPm0EnIf3wvsrfsiLfQdtcxM4\n9OsiUU9Qm2XfJx0r0h9KWSRAEYSa2LaCYDsOAJLvPIJfv++kfviKi0sQseUwitMz8c2/G1D8IROh\nf+wubWMh54dt8YcsPJm2DN0e/Auevi5er9kFQVZO2Xk9R1t4rp0Hl5HKNcOuP38ytIwNEfLrFska\nhQqk+Us/aWqZGKHD2S3w6zcDwrwC5kkoCjq2lgCg1JOXst5s2Ae3qcPB4fMVVtuw690RWmYmKMmQ\nv8+K4nLhPKpvRSzzq0a+QRGEmqw6tICOtQXjOKehPqznfLFwvcIng7hjl/H++n1c9xqOsD92M5Y7\nSnv4HFkh4aj/81QMfHcP7U5uQsvtv8L78k70e3tb6eD0idvU4egf7wubrm1ZjZeXam3dyQu9X12C\n45AejHMYN3Qv61bLVCBXHbkRsch5E8M4jqergwZLZH9f+8Rt2nDGYriENBKgCEJNHD4f9eZPUjjG\nok1Tua0kPpf1OhIZT0IYxz2Z/gvylKhkEDB5CS64dsW1ZgOR9vA5rDt7wb6Xt9r7tPKi4uA41Edh\nKv4n1l3ayD2n72yPdic2MQa77JAI3O1RmhVo2qyB0utVBtvySPV+moAmv/8k/e+Aw4H7zNFoTjrs\nqoQEKILQgHpzJ6Legskyq06Ye3miwwU5335kYPsxPT82kfWcAPAhMAR5MQnICX+L8I0HcKVRXySc\nuaHUHOXlRsXhdtfxuFS3J55MW8YqYcKDIe2doih0OLcVziMV921PuRuAFwvWwX3GSKXWrAyuni7r\nbEWxUIjs15HS/w7EYmQ8CUFJZnYFrPDrRwIUQWhI07Xz0TfyBuovnAqnoT5wnTwUnW/uQ3f/Y3Iz\n72Rh+9FdXeLiEjwY/iMyg8OUvjY/7h1uth+NlNuPWF/juWYurDu2ZhzH09djlU0Ys/8MbDp7ofb4\nQazXoAwdSzMETF6C6L2n5O7h+uTFwvVy08g/BL7EgyGzK2KJXz3SD4ogqqHLjfoiW82OsGxRfB7a\nHfsLjoO6s74mYMpSRO8+yXo839gQg5IfsiqjBAAPR89F3NFLjOM6Xd8Dm27fIHLbUURsPoSc8Les\n16QMHWsLeF/cBvOWjaXOlWTn4px9BwjzFSd4dH98Ahatm6i1jprWD4o8QRFENdT4tx8UFqm19G4l\nkWauDlogxIPhc5D2UH5PpfKEBYWIZRE8yhNk5yLu+BWJY6LiEqT4BuD9VT/kx39WkVzM7hdnWiQC\nRVGo891o9HlzDX3Crym1LraKUtLh23OKzGoQyTceMAYnAGq9Tq2pSIAiiGrIcWA3eO1bDf7nLe0p\nCo6De6Djpe2w6cYuc44NWijE69U7WY0tSv2gsGqGPJ+aCtJiMUJWbMU5R2/c7jQOvr2m4kKtLvDt\nM62sl5S5F/OTBkeLL5UkYVDbERSLpA+Kz4O2pRnMWzdBq10r0ev1ZVh+00zhNcUfshC187jUcQGb\n1HgAwnzl/53VdGQfFEFUU7W/HQinoT6IP3G1rJKE45AeMKpTCwDkVv9WVdLVeyjJzoWWsaHCcVrG\nhlIVGFj5+EQYMHkJYvadkThFi8V4f9kXqfeewKCWA0qycgEOB1Dwd3Qc0gO6n6X3c3g82PfpiMTz\ntxUuxWPWWDRbv7Dsz4LcPJl7tD6XcOo6Gv1vpsQxY5ZtTtiOI/5DAhRBVGM8PV2ZSQCFKelIvvFQ\no/eixWIIcvKYA5SpMWx7tEPStftKzW/dsRXS/J9LBafyhLn5yHoZzjiXUd3aaL5xidTx/IQkUFqK\nX33y9PVQZ+ZoyfvmF7IKuILcfKljFl6eMGlSF1nBbxTe02VMP8b5CUnkFR9BfIGKktI0/gTFM9Ar\n2wDLpMHi6axepX2ia2sJxyE9EL2LfWKFhI9PX7q2lmj4v+9KMyM/W2t2aBSutxiMhJPyv0PxDPXR\n4dxWGNR2lDiubWEq/TpVhk9Pr59rue0XcPV05a692cbFjIGfkEaeoAiiGsuJjEXCyWsQ5OTB0N0Z\nTsN7gW+gr7i1hIpcxvRjnWVn1b4F2h5dj4cj5jA+efAM9ND+7FZwtbSQE6F6ll33wJMwb9FIbjWK\nh6PmoqhcA8HP6dhYok/oZWiZSnfg5fB40LWxkCgBJYtZc9kbgy3bNEVXv0MIXrShrFgvAJg0qYtG\ny2YqlSFJ/IcEKIKohoQFhXg8YRHiT16TCADPf1qDpusXwm3yUFh5t0LqZ72RVKVrZ4WGS2YodY3z\nsJ4oSknHsx9Wyh2jY22O7o9PwMDFAYBy9Qgl0DRudxiD2pOGwH3mKPD1dKFjYwnux8oNaQ+fKXzF\nBgBFyWnIfBkOa+9WUudKsnLKEjQUyXodKfeceYtG6HxzH/JiE1EQnwSekT5yQqPx9uA5RGw5DAM3\nZ7hNHQbzFo0Y70OUIgGKIKqhB8Pn4P2lu1LHBTl5CJyyFHxDfTRaPhN3uj9XqZp3GYqCTbdv0Gr7\nLwrbssvjMWssBDl5CPlli9Q6zFs3gfeFbdCxMi875jSkh9Lfrj4RFRUjcusRRH7sUMw3MULtbweg\nwZIZUo0i5Un3D5IZoAqT00ALmP89FsQz9/QycHEAxeHgbveJEvuyUu4GIHrXCbhOHopWO34DxSFf\nWJioHaAoinIEcBCANQAawE6apjepOy9B1FTpAcEyg1N5L5dtQp8319Du+F8ImPI/6UraDFl2DoO6\nw3l4T5g1awBDN2el1leckYWYvaeRfMsfYqEIFl5N0M3/XyRdvYfciFjwDPXhNNQHNp2l6+45j+qL\noAXrUJKhfukfQVYOwjcdxLvLfnAZxbLYrZzXg1qmxqwyE7XNTST+LCoqBiiq7EkOKE028e09Te6m\n4ejdJ6HnZCuVDUhI08QTlBDAXJqmn1MUZQjgGUVRN2maDtXA3ARR47w9dJ5xTG5ELD4EvoTjoO6w\n6+WN+JNXkfUyHFxdHTj074KcyDg8GrtA5tOVdafW+ObIn2Xfm4ozspDqGwixQAiz5ooDVvLtR7g3\ncCaE5bLZUm4/Quja3Wi1/Rc0Wqa4IWPkP0c1EpzKy4uKw4dnr1iNtekiu2CvrrUFbLq0QfItf4XX\nu4zuC5qmEbP/DCK3HkHGs9cAAIu2TeHxw7iy3lFMVUAiNh9C/QVTJAIbIU3tAEXTdBKApI//nEtR\nVBgAewAkQBE1WmFSKqJ2nUDK7cegxWJYtG0K9+kjYFDLUeF1xWkZrOb/lBDA1dFGrbEDJM6ZNW8I\nQzcnhG88gMRztyEqLIJxAze4TR8B18lDwdXSgrCgEM/nrMbbg+f+q9pd7pXf5+vMi03Evf7fyaya\nQAuFCJy6DAauTnLr7Qny8hHy6xZWfzdlpdx6BHOvJvjwOFjuGHMvT5mlij5psHQGUnwD5b4yNapb\nG07De+HRtz8j9rNfItL9g0r/9/iFRPCWpzg9E2n3n7JuU1JTafQbFEVRLgCaAgjQ5LwE8aVJPH8L\nD0fOhahckdG0B8/wZv0+tNrxK1wnDZV7ra69Nat7MH0zMm/RCG0P/ynznFgohF/f6Ui581jyBE0j\n+cYD3Gw3Cj0CTkrcI3LrEYUlfWixGGF/7pUboBJO32D1w1sV4uIS1PtpAl4sXI+8mASp8/q1HPDN\nv+sVzmHt3QrtTmzE44mLpbL5zFo2QoczWxB/8ppUcCovfOMBWMn4xiWLUIVqHDWNxgIURVEGAE4D\n+JGmaalcTYqipgKYCgBOTuxK2BPElyg7LBoPhs+R2X6CFokQOHUZDN1dYNWhpczrXScMQvhf+xXe\nw9SzHsya1ld5jQlnbkgHp3IK36fi9eodaLl1+X/XnL3FOG/S1XsQFZfIfHXFto2IqvQcbeHz9DSi\ndh5HzIFzKExKg66NBWp9OxBuU4dB26z0+1Fm8BtE7z2FgvgkaJubwGV037JeXY4Du8G2RzvEHb+C\nzBdh4Gprwb5vZ1i1L63P+ilBQ5HCJBbdhSkKxvXdVP/L1hAaCVAURfFRGpyO0DQtc5s4TdM7AewE\nSquZa+K+BFEdRfx9SGFvJFosxpsN++QGKJNGHqj17UC8PXBW5nmKy0WT1T+ptcbo3acYx7w9dB7N\nNiwqCzZs6u/RYjFERcUyA1RFthHRsbaAWfMG4PD5qP/zVNT/earUGLFIhMDJSxGzX/JHVPSeU7Dq\n2Aodzv0DLWND8PR04TphsMzrP7BoJFmUmgGKx1OYXWnd2Uvp5JSaSO08R6p019weAGE0TW9Qf0kE\n8WVLvHCHccy7S74KK0G03r0SHj9+K7VxVt/ZHu3PboGdTweZ14lFIry/6oeonceRcOaGzD5GmS/f\nIOP5a8Y1CnPzUZyeCVFJCZJv+bMKMBwdbbl7nZyG9ABXV4dxDlW4zxzFWN09ePEGqeD0SapvIB6O\nVBz0KYqSu0m4PA6Pi6Z/zJd/XouP2hMqpofV10YTT1DfABgLIISiqBcfjy2mafqKgmsI4qslKmRu\nE06LRBALhHKzuDg8Hpr/tRgN//cd3l24A0FuPgxcnWDn017u/pnYfy/hxYJ1KEhMLjumZWaC+gun\noP78yShMSYf/6HmsmwxSXC5i9p1GxN+HFVZoKE9cVIzMF2EyXz9qmRqj7twJeL1yG6u52HIe2QcN\nFk+XXotAgIQzN5Fw+jpKMnOQ4qt4U3PS1XvIDH4D0yZ1ZZ6nOBxYdWyl8NUoUNrWvu6c8dCxtcTz\nH1ehKEXy3524RIBHY+aj8H0q6s+fzPC3q9k0kcX3AADzrxUE8ZUrSstA9J5TrP6/wdDdhVWKsbaZ\nCauOsbH/XoL/6HlS+3hKMrLwYsE6CLJykXjhjlJNEPWc7fDyf8pvaYw/fkXu97HGv80GxDTC1u9l\n1SJeFo4WH/q1HWFczxVu04bDtns7qSebvNhE+PpMVrqBYfzJq3IDFAB4zB6nOEBRVFlbey0TQ6ng\nVN6LBevbI3DsAAAgAElEQVRg3qqxzI3DRCmylZkgNCD26EWcc/RG8KL1KPmQxTjefcZIjd1bLBLh\nxYJ1CjeZhv6xS+kOvfkysuHYKErLwJu/9uNO94m41Wksns9bi9yoOAClr8marJqDAQl+aL5pCcy9\nPJWuqCAuESD3TQzyouKQH5MAWiSSPC8UwrfnFJW668qqVl6eQ78uaLBUTkkoikKzDQth2ba0r1T4\npoOM94vYfEjpNdYkpOU7Qagp9cFT3O44TuoHpTxWHVqi0429Gtuk+e6KH/x6SycFVBWOjjbERZ+9\n5qQoNFu/EHXnjJcaX5iSjrijl1CYlIq4E9dQEPdOqfvZ9uwA7/P/lH2Dij99HQ+G/KDS2ltsWSbV\nikOWFN8ARGw5grSHz0FRpUkPdWaNlWjpfkyrIcQCgcJ5+EYGGJrNrpMxUPNavpNafAShprB1e1gF\nJ20LU7hOHoqGy2aqFJwK3qUgZt9p5EUngG9sAOcRvWHh5YmCBOb6cJVJKjgBAE3j+U+rYeDmBIe+\nnSVO6VpblAUuq46tlQ62SVfvIezPvWiwaBoA1Vurc/V0Wfdssu7YWu5+LwCgaZpVOxRNt0z52pBX\nfAShBlFRMd5f9mMcp1/LAQMS78Fz9VzwVMhke7l8M847d8LL/21CzP4zCN90EDfaDMedbhNYt8io\nDsLW7ZH4c+aLMKTcfYy8t6WvE+17eaPZxsVya+bJE7ntX4g//pIgZNmC/XNN183XWM8miqJgwaJt\nvYWXp0bu97UiT1AEoQZhQSGrpydaQcYek/DNB/Hqt60yzyXf8odYJALfxEhxLyNVWrRXgLT7T1H8\nIRNJNx7i1Yp/kBMWXXbOurMXPNfOQ93Z38Kulzcit/2LjCchyHwRxhh0ChKSUJCQBAMXBxjXc8U7\nFqn+n3D1deEyui9qy9j7pA73maMZq6zX+Z75dWJNRp6gCEINWiZG0LG2YBxn6CG7EysTsUCA0DU7\nFY5JvRsAl5G9FY5xGdMPJo09lLq3UQVVOoj451/4j5orEZwAIOXOY9zyHov0gGAYubug+YZF6Hb/\nKAzdXVjN+ymTz23qcKWewET5hYjeeQKX6/VCTmQs6+uYuIzsg9oT5Qc995mj4dC/q8bu9zUiAYog\n1EBxOHCdNIRxnNvUYSrNn+r3BIVJaczr4PPQcNlMcLQkN6tSHA5qjx+E1rtXovOt/bDt0Y7Vfesv\nmoYudw7ArKVmm+tpW5ji1cp/5J4XFRTi6fe/SRyz7iy7Anl5Bm7O0HOyK/3n2o5ouEz5Vhb5ce/g\n23MKY2KDMlrvXgWvA2th1qJh2TFzL0+0PboeLbcs09h9vlYki48g1FSSmY0b34yUeiL4xLZnB3hf\n3A4Ol6v03PGnruHB0NmM42qNG4A2B9aiKPUD3h6+gIL499C2MIXLqL4wqC1ZlTw7LBpJ1+6jOCML\nGc9eI9XvSVkZI6N6rqg3byJcJ5YGXZqmkXL7EeJPXUNJZg7eX72nVsFXLVMjlGQqbqsOAD7PzsCs\nWWl79dzoeFyu10th4Gi2cTHqzv5W4ljUrhMIXbsLeR875VJcLigel3H/1TfH/4LzsF6Ma1SWrN5R\nyqppWXwkQBGEBhSlZyBo7lrEHb9S9gOQb2IEt6nD0HjFbHC1VPuhlPH8Na41Z96o23D592j8yyyV\n7iHIyUNeTAK4utow8qgtd1zUzuMInFY5v/VbdWwNikNBy8QITsN7QlhYjICJiwEZWW/2A7qiw+m/\nZe6nomkamUGhEOYVoDgjC/cHKu5XBZRWpvjmqOLK51WlpgUokiRBEBqgY2GGNgfWoun6n5EVHA6K\nx4V5y0bg6emqNa9ZswYwbdYAmQpq51FcLlwVfOtgwjcygKlnPcZxbBopakqq738dexLO3IC2lbnM\n4AQAWUGhKExKg56MNiUURZU9iSXdfMjq3iIZ9QvLy497hw+BLwEOB1YdWkKnAovg1nQkQBGEBulY\nmMGmi3Src3U027AQd7tPhLhE9iuuegsmQ9vSDNF7TyHp2n2IhSKYt2wE10lDoGNlzji/WCRC4rlb\niN59UmKPlevEwaWt0D9i20ixIhQrqAWYH/ceLxb+ibaH1imcw7ieKygulzHrUlRYhNyouLJq44Lc\nPMQevoA0/yCkPXyO/Lh3gLj0zRNHiw/nkX3Q4u+l4BvKLpJLqI684iOICiIWCvHu4l1kvYoAT1cH\n9v27wIhlRtrnUnwD8HzOamS+CCs7pmNljno/T4FVhxbw6zMdRSnpEtdwtLXQaucK1B434PPpyoiK\niuHX/zsk33ggdU7X3hqdb+6DcT1XAMCtLt8ilaFQalXhaGth4Lt70DY3VTjOr/8MdinoFAX7vp3g\n0Lczns35nTHN3dzLE13vHqzwPWk17RUfCVAEoYQ0/+fIjYoH38gAtt2/kfsK791lXwRO/R8K35dr\nXkdRcBjQFW32r5HbkoLJh6chpU85Joaw7tQaJZk5uNKgN4rl1P+jOBx0vr1fbtWDp7NWIGLLYbn3\n0zI1gm0vb2Q+D0VuRCyrPV861uYKi6RWlG7+x2DZpqnCMXkxCbjxzUgUJTNnRiqr1a6VcJssv1Oy\nJpAAVQlIgCK+NCm+AXg6a6VEwVW+sSE8fvwWjZZ/L1FNO/XeE9zpOkFu1plVh5bocveg0kVSZQlZ\nsRUhyzYrHGPbswM6XdkldbwkOxdn7dqzakTIBsXnocnKH1F7/CCcsW0n95tReXa9vQG69DVj8nXp\npzhl9Aw6x+pbWk5UHK427sf4rUlZBq5O6P36ssZqLMpS0wIU2QdFEAxS7z3B3R6TpKqBC7Jz8erX\nLVL7dl4u26wwJTr13hO8v3pPI2tLOHWdcUzy9QcQ5Emnhqfee6Kx4GTatD58npxG/QVToGNlDj0H\n6YQFWZpvXIKOl3ei2fqFat1f38We9UbknNAojQcnAMiLjsf1VkNY984imJEARRAMgub/ITdBAQAi\n/zmKnPAYAKUZXql+ihvjAcDbg+c0sjam9hBAaUFSYb50IKIF8luSs0XxuPC+vAM9n5+V6KNUf8EU\nxmtNPeuVJSKYNHCH5TfNVF5H3Z8msH4izY2IVfk+TLJehuPB8B8rbP6ahgQoglAg61VEaUoxg+g9\npwAAhSy/vRQlpzMPYsGIRQklbXMTaJubSB03bVpP7deMtFAEyPhKUHv8QOg52iq8tv5CyarlLbYu\nB19BsVaenO92dWaNhcesscyL/UjV739spfoGIkPBtgCCPRKgCEKB/Fh2vYk+jdO1Ya7LBwA6tpYq\nr6k8t6nDGcfUnjgYHJ70jhKDWo6w9Wmv/iJk1L3j6euh04090K/lID2cw0HTdQvgPFyyWoNpk7ro\n9uAo7Pt2kgicJk3qot2JjRiY6IcWW5fBpmtbWLRpCtdJQ9DjySm02LxUqeXa9+9S1juqory7eLdC\n568pyD4oglBAy8yYeVC5cfpOdrDu7KW4LThKnzA0waF/F9j36yw3ddrQ3QX1FkyWe33Lf5bjZrtR\nKEhMVun+XF1tWLaVnTlnXNcVbY+sQ9Dctch49hq0mIauvRWarp0H5+Gyi9uaNKwD7wvbUZiUivy4\n9+CbGMK4rmvZ+TrfjUad79SrAK5rbYHakwYjavsxxrEUlwNapHzPJkWvhAn2yBMUQShg4eUp8yng\ncy6j+pb9c+MVs6WKtpZn3dkLtj008OSC0qeR9qc2o/7CqRKbajlafLiM7otuD45Cx0J+pQN9Z3t0\nf3wC7jNHq/Tqq9bYAdAyMZJ5LvzvQ7jZdiTSH72AuEQAWihEQdx7PBzxEx6NV5wUoWtrBQsvT4ng\npEnNNy2B8wjFFeCtO7VG51sHVPo2ZtJEucrxhGwkzZwgGETvO11aB04Oq46t0PXuIYljSTceIGDK\n/1AQ/77sGMXhwHGoD1rvXgm+gb7G1yksLMKHwJeghSKYNPZQugSPqLgExWkZCJiyFEnX7jOON/So\nBZ+np2X+XdIDX+JGa8V7gjzXLUD9eZPYra2kBAmnbyDh1HUIcvJgWMcFblOHSyRmqCIjKBQx+8+g\nIDEFosIi6NpZwbC2I+x6eUukrGeFhOPx+EWsvi3p2FhiQPzdCnmNWNPSzEmAIggWwtbvRfCSv6Qq\nYdt0b4d2x/+S+RRBi8V4f/Uesl9FgKunC4d+naHvbF9ZS1aZqKgYT2etQMz+s6CFMjL9KApOw3ui\nzf61cvf83O05mTHI8U2MMDTzCeN68mITcbfHJJnZd3W+H4Pmm5dK7EOrCDmRsbjk4cPY9JHi8+B9\nYRvsfDpUyDpIgKoEJEARX6Ki9Ay8PXAOuVFx4BsZwHlYT5g1b8h8YTUlKilBwqnrSPUrDRKW7ZvD\naWjPsqBTmJKOd5fuIvN5KAoSk8E3MYRJA3fUnjCY8ensuF4TVnuN+kRcV1j+SSwS4UqjvnJbmQBA\n03ULUI/lk5iqwjcfxLPZqxjHuU0fgVbbfq2wddS0AEWSJAiCJR0LM9SbO7Gql6ERaY+C8GDwLIlm\niFE7jyNo3h9od2oTrNq1gK61BdwmDQVU+Nkv88lLhvzYdwoD1LsLdxQGJwB4s2EfPGaPq9DMPLZJ\nD7o2msnOJEqRJAmCqGHyYhLg23OKzE69RSnp8O01FblRcWrdQ5tFFXUAjNXWE87cYJyjMCkN6Y+D\nWd1PVaZN67Mcx1xqiWCPBCii2ij+kInE87eQcPamymnPBLPwzQchyM6Ve16Ym483Gw+odQ82+7N0\n7awYkxxkVcCQOU5DJZvkse7sxbgpWs/JDna9O1boOmoaEqCIKifIy0fAlKU45+CNiyO/x7+TfsBh\njy64N+h7FCalMk9AKCXu2BXmMf9eVuseDZfOgA7DpmU29feMG7gxjqE4HFYVNdRBURS89q8Bz0BP\n5nmurg7aHFwLDpdboeuoaUiAIqqUqLgEvj6TceXSGazswsfMccb4ebgxvhttgLn5/tjVaySK0quu\nUd7XqCQzm3GMICtHrXtQHA56v7oEo3rS+5g4fD5abFnGuA8JANymDGMsx2TTox0MXJj3qqnLwssT\n3R8dh9OwnmXfuygeD46DuqPbw39h7d2qwtdQ05AkCaJKxR65gBsJL/FXX0OIuP+lCou4FJ7W1sIr\nhzyYrduAMWtXVuEqvy4GtRyQE/5W4Rg2m5OZaJubok/oFaQHBCPu+BUI8/Jh0rAOao3tL7GpWOE6\nnOzQeMVsBC/5S849TNBsg3qV0JVh0rAO2h3fCEFOHorSMqBtbiJ3ozKhPhKgiCr1Zs9J7OyoLxGc\nyivSorA44RZG0ysqfK/LlyrFLxCRW48g7eFzUBwOrDq1hsesMTBv2VjmeNfJQxE0/w+Fc7pN0Vzj\nPYvWTWDRuonK1zdYPB269tYIXbMTOW9Kq8ZTXC7s+3WG55q5MKpTsa/3ZOEbGVR40VmC7IMiqtic\n5m2wsRXzf4N3ZvyFTo3bVMKKviwvl23CqxX/yDxn1bEVbHu0h8vovtAvV1lckJuHm+1GIetluMzr\njBu4o7v/sWr5AzgrJByC3HwY1HaskSndNW0fFPkGRVSpBCt23UdfpcVX8Eq+PIkX78gNTkBp24fg\nRetxoVYXPPn+N4g/tmvnGxqgy50DcBreC1S5KucUjwfHIT3Q5e7BahmcAMCkkQcs2zarkcGpJtLI\nKz6KonwAbALABbCbpuk1mpiX+PpZ1ncHCl4xjtPR1q6E1XxZwjcdZDWOFokQufUIOHwemv9VWlNQ\n29wU7Y79hYL3KUj3DwJoGhZtm0HPnl0nXIKoDGo/QVEUxQWwFUBPAPUBjKQoit2uNqLGGzuauUwB\nj8NFr4ZtK2E1Xw5aLGZs6fG5yK1HUZgi2ShRz84aTkN84DS0JwlORLWjiVd8rQBE0TQdQ9N0CYBj\nAPprYF6iBmjbrA3a2SrerDm8RVfYm1hV0oq+DLRYzFi49HNigQDxx5n3QBFEdaGJAGUPIKHcnxM/\nHpNAUdRUiqKeUhT1NC1NusQKUXOd/nEDPO3dZZ7rWKcZdoyqvDTiLwWHx4NZC+UL1RZ/yFLpfiVZ\nOShMSS8NjARRSSotzZym6Z0AdgKlWXyVdV+i+rMyMkPAwr04HXQXhwKuIi0vCw4mVpjQpjf6NGoH\nDsNGzZqqzszReDxhkVLX6JXL5mMj4cwNhK3fW/qdCoCegw1cpw5DvbkTwdPTVWouglCW2mnmFEW1\nAfALTdM9Pv55EQDQNL1a3jUkzZyozqLTEpGelwU7Y0s4mlXf7zI0TcN/zDzEHb3EajzPQA8D391n\nnaH3atU2vFy6UeY5izZN0fnWPhKkKllNSzPXxBPUEwDuFEXVAvAOwAgAozQwL1GNiMQinA++h3/8\nTiM0ORZ6fG0Ma94Vc7uOgrkBu6oA1d2N0AAsv7QLj9+WZhVSFIWudVtiVb/paOlS/fJ+KIpC28N/\nwrqTFyK2HEZW8BuF4xv9Mot1cMoMfiM3OAFA+qMgvP59O5qsnKPUmglCGRrZqEtRVC8AG1GaZr6X\npmmFnb3IE9SXpVhQgn7b5uNGWIDUOW2eFi7PXI8udVtWwco058SzWxi5ZxnEtPQ3Fl2+Nq7P2oT2\n7p5VsDL2hAWFiNl/Fq9+24qictl62hamaLhsJjxmjWU9V+C0ZYjaeVzhGB0rcwxI9KvQPkyEpJr2\nBEUqSRCMZp/YgM13T8g9z+NwEbfqHOxMvszNk4UlRbBf1A+ZBfILpNazcUHo8mOVuCrViQUCvL96\nD4XvU6FjbQG7Xt5yW7PLc7XZQGQGhTKO6xt1E4auTqoulVBSTQtQ5OszoVBuUT52PjincIxQLML0\nf9dW0oo078Sz2wqDEwCEJcfCL+J5Ja1IPRw+Hw79usB9+kg4DuymdHACAIrHrm0Eh+U4glAFKRZL\nKPQw+iWKBCWM426EBkAsFms04y45+wN2PzyPSyEPUSISwNOhDmZ0GKTx70Gvk2JYj/Ou00yj966u\n7HzaI+NJiMIxRvVcoe8staOEIDSGBChCIYFIyGpcsVCA7MI8mOprpvXA3fBn6L99PnKLCsqOBSVE\nYN+jS1jYYxxWD/hOI/cBAD0tHY2O+xq4TRuBsD/3QlRYJHeMx+xxlbgioiYir/gIhZo6erAe+/Jd\nlEbumZz9QSo4lbfm+kEcfKy5iggDPTsyjtHi8dG74Tcau2d1p2dvjXYnN4GrKzsou88YCfdpIyp5\nVURNQwIUoZCDqRXqWjuzGjt633IIWT5xKbLr4Xm5wemTOSc3YuiuxVh8bhti0t6pdb8mDu7oVk9x\nN9TxXr1haWiq1n2+NPa9O6L360uoN38SjOq5wsDVCY6DuqPzrf1o+c8vVb08ogYgWXwEo6D4cLRY\nMx5iFv+tnJzyO4Y066zW/VqvnYjAWOYMsk8oisLP3ceq9dovIz8bvbb8hIDY11Ln+jT6BqemrIY2\nX/lkA4LQpJqWxUe+QX2hUnI+YKvfaRwOuIb0/E+lgfpgWIuu0ObyYWFgDB5XM//nberkgTmdR2D9\n7X8Zxz6KCVE7QBULBUqNp2kaa64fhI2ROWZ3Hq7SPc30jfFw/k5cDnmIw4HXkZaXCUdTa0xo0wed\nPJqrNCdBEOohAeoLFJb0Fl02zUJS9n+bMcOSY7Hg7BYsOLsFAGBtZIZJbfvi5+7jYKSrr/Y9G9i5\nshqnibbsTR3rIDgxUunr1t08jJnegyUCc2DsazyMfgkOxUFnj+ZoZO8m93ouh4t+TTqgX5MOKq2b\nIAjNIgHqC0PTNAbvXCQRnGRJycnA79cO4PIrf/jO+QcmeoZq3beTRzNwKI7MSgvlddVARYkZHQZh\n/6PLSl/3LisN/jEh6ODeFOHJcRiz/xc8jQuTGNOxTjMcGv8LHExJ+w6CqO5IksQX5tabQIQlx7Ie\nH5wYiaUXdqh9XxdzO/Rr3F7hGA9rZ/So7yV1/EVCBBae3YoZR9di3Y3DSM3JUDhPK5cGmN9ttErr\nzCnKx/usNHTaOFMqOAGAb8RzdPrrO2QV5Ko0P0EQlYcEqC/M3XDlqxkcDLiCPIasODZ2jVmExnJe\nkdkaW+DMtDUSr/hyi/LR95+5aPr7OKy9cQjb75/FgrNb4LikP36/ul/hvf4YNAv7x/1P7v3kcbd0\nxIbb/yp8woxKS8SuB+eVmpcgiMpHAtQXpkhQrPQ1uUUFiEiNZxxXIhTgccwr3I98gcx86dI/FgYm\n8J+/C38PnwtPhzow0zdCHSsn/NpnCl4sPoj6trUkxg/btQSXQh7KvM+SC9uxze+0wvV826Y3gpce\nRtyqc7g7ZysoKP6+1cG9KTxsnFm9Htz/WPlXiARBVC7yDeoLkVdUgKUXdmD3Q9V+8+dx5NdME4lF\nWHllH/65dxqpuZkAAB2+Nka06IqRLbohLiMZOnxt9KjXGlZGZvi+41B833GowvsFvH2Fa6GPFY5Z\ndW0/prTrz5ht6GRmAyczGyz2+Rarru2XOUZfWxcbBs9GiVCAD/nZCucDSr9XEQRRvZEAVQ1dfeWP\nbffO4EViJLR4fHSv1xoPo4NVrtTgaGqNBna1ZZ6jaRoj9yzDyee3JY4XCYqx/9FliacRLR4fY1r5\nYMvwudBlKPvz75ObjOt6l5UGv8gg1q06VvafDhtjc6y9cQiJmallxzu4N8WGwbPR3LkuAMBE1xBZ\nhYq/MVkbmrG6J0EQVYcEqGqEpmlMPbIaux9ekDi+LS1RrXlndRwKrpwnqEshD6SCkzwlQgH2+l9E\nQmYKrn2/UWFh2AyG6uCfZCqZrPB9x6GY0WEQ/KNDkFtcAFcLe3jYSFa6GNvaB3/7nlQ4zzivnkrd\nlyCIyke+QVUj2+6dlgpO6hrbuifmdpXf4JiplYYsN8MCceW1v8IxLua2rOa6/voxY8r857gcLtq7\ne6JXw7ZSwQkAfuo6Eub68rv8OppaY1r7gUjLzcT54Hs498JP6TUQBFHxSKmjaoKmadT9ZTirZAZZ\nTHQNMavTUJwL9kNBSTEa2tXG9PYD4dOgjcLr3JYNQbQKT2gDmnjj7HT5PaDepr+H27IhjPumgNLk\ni+uzNqKZU12l1yFPcGIkhu9eivCUOInjHlZOaO/WBP5vXyEiJR5CsQgAwOfyMMizI7aMmAcLAxON\nrYMgNKmmlToiAaqaiPuQBJelA1W+3tHUGvG/K59A4blqrEpVG5o71cXTRfsVjpl7ahM2sCiPBAD2\nJpaIWXEGWjzNtQ+naRq33gTCPzoE+SVFuBb6CCHvohVeU9+2Fvzn74KxroHS9xOIhDj1/A72PLyA\n2IxkmOoZYmSLbpjYtq/aG6UJAqh5AYq84qsmPv0mr6qBnt4qXTeIRasJWRS9Qvvkz8E/YFW/6ax+\nOL/LSsOp53dUWos8FEWhW73WWNhjHK6+Zg5OABCa9BZbGL5fyZJfXIhum2Zh1N5luB3+FNFpiXga\nF4a5pzej8coxiFTxyZggajISoKoJZzMb2BiZq3StLl8b33ccAgB4mRiJn89uweRDq/Db5T2Iz0hW\neO3UdgNgqqd8k8ExrX0Yx1AUhUFNO6JtrUas5rz5JlDpdbBx4vltvHrPHJw+UWUT7w8nNsAvMkjm\nuYTMFPTbNh9iMfPrToIg/kMCVDXB4/Iwtd0Apa8z0NbDmWlr4GBihcE7FqLJqrH448Zh7PG/iOWX\ndqH2/wZj3unNkPcq18bYHJe/W6/Uq7X6NrUwrFkXhWOKBSVYdO4f1P91JGNCxSeiCvoBfiTwulLj\n4zKSIVLiiTYtN5PxHm+S4xj3hREEIYkEqGpkkc84dHBvynr8Dx2HIXblWfg0aIPxB1fgzAtfqTEi\nsQjrbx3Fyqv75M4TlvwWJUq0uMgszMWG2//K/CGeX1yIhWe3wnK+D9ZcPwga7L9xtnZp8N898nMQ\nk/ZOIyWa0vOylBpvoK0nNy1flrsRz1AsLGEcd5VloCYIohTZB1WN6PC1cX3WRkw4uALHnt5SONbF\n3BZ/Df0RHA4Hb5JjceKZ4r1M628dxdyuo6D32QbbIkEx5pzapNQ6k7LTsfj8NrxIjMCxSSvL6u8V\nlBSh2+Yf8CgmRKn5AIDL4WDXg3M4+uQ6CgXFCE6MgpgWQ4evjaHNOmNZr4lws3JUel6gNIHkWfwb\n1uOHN1f8dPg5AcsuwkKRet8ZCaKmIU9Q1YwOXxsHvl2OWuZ2CsfN6zq6bKPssafMVRuyC/Nw5ZX0\nb/Ab7xxHTlG+Sms98ew2zgX7lf15053jKgUnoPT1XvC7KPjHhCAoIaIsPb1IUIxDAVfh9cdkvH4f\no9LcE9r0Zj1WT0sHPynYNyZLC6d67MY5sxtHEEQpEqCqIS0eH9d/2IjaFvYyz8/rOhozPyZFAOyr\nMWR+Vt2BpmnsuH9W9YUC+PXSHo3NpciH/GxMPvy7Stf2adQOXTyYM3PN9I1wYcY6qaK3TDxsnNGZ\nYX4TXUOMbNldqXkJoqYjr/iqKXcrJ4Qu+xcnn9/GqaC7yC8uRD0bF0xrP1Cqrh7T05a8cZkFOYj9\nkKTWOsOS3wIofUKLY8gYVNfjt6/wIiECno51yo7lFuXjUMBV3Ax7AqFYCK9aDTHlm/6wMvqv1h6H\nw8GF7/7EzGPrcCTwusQrOTM9I7R1bYwBTTpgZMvuUq9AgxLCsf3eWYQmvYW+ti4GenpjTCsf6Gvr\nSozbOXoh2q+fLrMihRaPj0MTlkvNTRCEYmSj7keJmanY/+gS3n5IgqmeIUa17K7RygYVKT0vCw6L\n+in8UF/bwh6Rv56UqJ+XW5QPoznKfW+Rhd72GIUlRdD/sZPcbEFN2TN2CSa27QsAeBD1Av23L0DG\nZ61BtHla2DN2MUa3+i8V/mF0MP7xO42At6EoEhajvk0tTO8wEIOadpJ7rzknN2LjnWNSx+1NLHF9\n1iapXxQSMlKw+voBHA68htyigtIW8o3bYWGPcWhVLgGEIFRV0zbqkgAFYMn5bVh747BUVlrvht/g\n2KQVMNDRq6KVsbf62gEsPr9N5jkOxcGZaWvQv0kHqXMd1k/H/agXat3b3sQS7laOSM/Nwqsk1b4T\nsbNEzdwAACAASURBVMXlcGFhYIzmjnXhG/EMBXL6Y3E5XPjO2Yp2bp74+ewW/HHjsNQYHb42jk1a\nIfPfyxbfk5h1fL3cdTiYWiHilxMyq7oXC0rwIT8bRjr6X8R/O8SXo6YFqBr/DerPm0fw+7UDMlOm\nL796iJF7/1cFq1LeIp9vsWX4PKnNvh7Wzjg/4w+ZP4QBKCwky9a7rDT4Rjyv8OAElKbNp+Rk4Mpr\nf7nB6dO4P28dxZHAazKDE1CagDFiz//wNv29xHGxWIz1t44qXEdiZqrcTEttvhbsTCxJcCIINdXo\nJ6hiQQkcF/dHWl6mwnHPFx9AU0ePSlqVYhdf3sffvidxPyoYFABv96b4odMw9GzYFkBpyvOd8Kf4\nkJcNR1NrtHNrItGGXZZVV/dh6YUdlbD6ysXlcNHYzhVBiREKx83vNhp/DJpV9ueghHA0+/1bxvn7\nNW6P8zPWqb1OgmCrpj1B1egkidvhTxmDEwD8++RGtQhQ805vlvrN/lroY1wLfYwlPuOxsv908Lk8\n9KjvxXrOM0F3cSf8GXhcHmixGLp8bejr6MLN0gFN7N2RU5iPw0+uafqvUilEYhFjcAJK/x2WD1CF\nJfKfzMorVPAERxCE+tQKUBRFrQPQF0AJgGgAE2iaVm7bfhX6PO1a/jjlmupVhHMv/BS+dlp1bT/a\nu3sqFZxmHf8TW3xPSRzLKylEXkkhprUbiF/7TgEATGjbB3/7noRfZBDyigtYb0ytataGZkjJzWAc\nVyKU/PvUsXaCFo/PWF2jkZ2rWusjCEIxdb9B3QTQkKbpxgAiACxSf0mVh216trz9SJWJqUMsAPx9\nl30V7hPPbkkFp/J+u7IHt988AQB0rtsCZ6evRcb6GypXP68KU9v3h4OpFeO4Fs6S2ZoWBiYY7Ck/\nuw8oLYQ7rb3q7VEIgmCmVoCiafoGTdOffv18DMBB/SVVnraujRk3ZfI4XIxXohJBRWGTaXcvSnY1\nbVnYBDNZQbF1rS8jXbqRvSvmdh3NqgDvdx0GSx37Y9D3cDS1lnvN8l6TUMfaSa01EgShmCaz+CYC\nuKrB+SrFxqE/gqegMOhin/GwNbaoxBXJxqbS96d8F6bEF7FYjIcxLxnnuxcpHRTHe/XW6IZTRxP5\nQUAVunxtTGrbF35ztsFY1wDzu41GezdPueN/7j4WbV0bSx13MLWC//xdGNe6F3T42mXH69vWwv5x\n/8PyPpM1um6CIKQxZvFRFHULgI2MU0tomj7/ccwSAC0ADKLlTEhR1FQAUwHAycmpeVxcnKxhlS4+\nIxmrrx3AmRe+SM39L2HC2sgMC7uPw49dRlTh6kodf3oTI/Ywp7vXtrADj8NDZFoC9LV0MbhpR/zU\nZSQaO7gDADLys7Hv0SU8inmF00F3Gefjc3l4NH83mn/2CuznM1vwx03ZqdvKMNM3wphWPth894Ta\nc/Vu+A3mdxuNxvZuMNWX7G9VJCjGnzePYMeDc0jMTAVQWhdvTucRGNWqB+Pcmfk5ePvhPfS1dOFh\n46z2WglCVTUti0/tNHOKosYDmAagC03TrHojVIc088KSIkw7uhZHAq+XFSYFACMdfXzfcQh+6TMF\nfG7lJTmWCAUoKCmCkY4+aNAIeReNEpEAdayc0GvrTyoXYdXmaeHU1N9RLCjBuAO/oaCkSKnrdfja\nuPTdn+hSt2XZsYHbf5YoEqsOHoeLls718OjtK5Xn0OFpIW3dNcZ9R5/2UGnx+LAwMFH5fgRRVUiA\nUuZiivIBsAGAN03TaWyvqw4Bqt8/83Ax5IHMcxyKg4vf/YleH/cWVaQnsaH44+ZhnHvhB6FYBANt\nXXAoTlmFcV2+ttrpzLp8bQjFIpWz7+yMLRG36ix4HwN267UTERgbqtaaytPmaeHvYXNx7NlNBCWE\nq5Q1eWHGOvRt3F5jayKI6qimBSh1v0FtAWAI4CZFUS8oitqugTVVOP/ol3KDEwCIaTGWnK/4v8qF\n4Htot34aTj2/A+HHShZ5xYUS7S80sdemUFCsVmr4++w0nA++V/ZnVVvTy1MsLEFqXgZu/7gFMSvO\nqDTHexlFWgmC+LKpm8XnRtO0I03Tnh//N11TC6tIBwOYczleJEYgODGywtaQU5iP0fuWK9XJtio9\nTwgv++dxrXtqfH7/j68wDXX0YKxroPT1mg6aBEFUvRpZSUJWSwRZUnKYN3mWl1WQiwOPr8A/5iU4\nFAedPZpjdCsfmVlvBx9fQV5xoVLzVyUtLh9isRjngv2w4/45aHF5KJHzVEZRlNJVzSmUlmPicrgY\n17onq31fn1gamKJngzZK3Y8giOqvRgYotmnjNuV6CjG5EHwPo/f9grzi//JEjj29icXnt+PstDVo\n91mq8/Fnilu6Vzfd67fGkF2LcPaF4uQIexNLNLCthRthgUrN37VcEsaC7mOVClDLe0+CFo+v1P0I\ngqj+amSA+tarF2P312aOHmXp2UyCEsIxdPcSma/r0vOy0HvrXLxcehjO5rZlxyNTE5RbtBq0eXwU\nq/kq0efvHxW2htfla2P3mMUY1rwLtvqdVipAGeroSWyGdjC1QmeP5rgT/kzhdTwOF38M+r6su3B8\nRjL2+V9CbMannl49YG9iiV0PzuNZ/BvwOFz0bNAGo1r1IM0DCeILUCMDVJvajdC/SQeJD//lcTlc\nrOrP/nPanzePKPyWlFOUj61+p/B7/xnY438R2+6dYVUjjq2eDdogIz8HAbGvpc7paengyIRfsPTC\nTryW0w6jY51myC7IU1hYVVFwAkoTMTIKcsDj8tC1bkvwuTxWiRl6Wjo4PXU1TPQMJY4v9hnPGKDO\nTl+LPo3aAQAWnt2KP28dlWib8tftY1KvG8+88MWSC9tx6bv1aOlSn3F9BEFUnRrbD+rYpBWY0KaP\nVBUJW2MLnJi8Ev9v77zDoyyaAP7bJKTTCVISQDpIkSIgNfTekS6glNCrooAFpIhKUzAUQUQE+SjS\ney8CKkWqdEIJJfQOIcl+f+xdSLmahNxB9vc8ecLtO7vv3PuQm9uZ2Zk6NsY0pJQsObjNqtzC/Ztp\nEPwR3ed/k6TJF5XzlWBp0DdsHziVqW0GUyIgP97unmROnZ6elZtzcOivNHk7kO0Dp9KhbD083Nyj\n56bx9KF/tdas7T2RWoXLJlqX9cf3svzQDkqP/cAm49SoaCUODZtLzULx71294Dt83aSn2bljm/SM\nNk7fbpjLNxvmmuzpZSoWFvbgDnWnDCDMzhijRqNJXlJ0PyiA0LthLPt3Bw+ePabAGzloWLRi9Hkf\nW3j6/BlefatYlUuK80wxSe+dhg/LN2Bkw24mu7qa4+bDuxy8dBJX4UqZXIWjD7f6D2lI6F2bj7KZ\npNybRTh46ZTF1vMxeTd3UXZ//JNFmd1nDzNl22K2n1Z1BqvkK0HvwBbR5YmePn+G/5BG3Hp0z259\nRzUKYljdD+KNPwl/ys2H90jn7UtqTx+719VoXhYp7RzUK2Wgrt+/xZkbl/H18KZY9rxWG/ElFzmG\nNubSnesWZWx1edlCw6IV+V+XUXYZJmu49apgcgfysrkwehk5MpiqpGUbq47somHwRwma+7Z/fg4O\n+zX69bkboYxaO5sF+zby5PkzXF1caVi0IsPqdqJ0zkIJ1lGjSSpSmoF6JVx8Z8Iu0Xz6p/gPaUTF\ncUG8Pfp9Cg5vxc+7VzpaNQC6VmxsVcYe42TN7K48sovZe1bZvJ4t2JOxmJTcTWSvrcTMfxT+Is3/\n+NXzlP22M7P3rIre6UZGRbLs0HYqjgti/fG9idJTo9HYj9MbqNNhFyn/XTf++HdbdLUFgFNhF+k8\ndzQjVs10oHaKflVbUTS7+eZ17+S0LRjv7e5Jj8rNmNPxC6uyY9bNISIJGwd2LFcvydaylVSubjb1\na7JEYnp1Fcj8ol1G57mjufnQdK/NZxHhvD97xCtzqFqjeV1wegP10ZLJFtuyj1gzi3M3QpNRo/ik\n8fJh24DgeEkIvh7e9KrSgs39J9v0QdyvaiuC2wzm7wvW69yF3r3BzjOHADh25Ry9fv+OUmM68s7Y\nDxiyLJgLt67a9R76BLYkbTLHW5q9HUgGn7SJWsOWnl7mCHt4h/CI5xy8dJK9VorV3nh4h8UHtiTo\nPhqNJmE4tYEKvRvG6qO7LcpIKZmxa1kyaWSeDD5pmdPpCy5/vYKFXUbzXbPeLOn2NeOb9yW1pw89\nKjWzOD+VqxtBlVRzvduPbGtFf/vRPSZu/p2io9oRvGMJBy6dZN+F/xi7/lcKDG/FH4aWGtfu3eLE\ntRDuPzGfKp4lbUa2DZwaXdHBHD7uXjbpZo0MPmn4qmG3JFmrd2ALXIT9/5X/DjnO4D+msP/CCZvk\n9138z+57aDSahOPU56BOXLtgU+D++NXzyaCNda7fv8WgJT+w6MCWaHeQn296elZpxpDaHfgr5Bgr\nDu+MN8/NxZU5Hb8gZ8asREZF8s8F2z4Ir96/xcDF35u89iwinNYzP6N4QH72GdbzTOXBeyWrMbx+\nF3L7xXeNvR2Qnw7l6jJn7xqTa7q6uNKwWEUW7Ntok37mqJKvBD+2/jjRHWmfhD+l3ewvzVa3SOvl\nwz0LRhlg5u4VjGvWx6b7ubvqahUaTXLi1AbK1m/rPh5J860+Mdx8eJeK44I4c+NyrPEbD+8wYvUs\npu1YSv9qrahdqCy//bOeQ5dP4+HmTqNiFelXrRUlAgoA8PPulTZVmSgZUICVh81XZAd4HhUZbZxA\npWTP/Wst647tZeegafGa73205Aezxsk7lQe/fTCcUjkLsejAFotfHLKmzYiPu1f0s8icOj2B+UrS\nsFhFSuUoSKEEuuTi8sGvoyyWXsqdKTsHL5k/fAzw6NkT3F1T4ebiGivGaQpd70+jSV6c2kC9k6sQ\n/ukzR3dBNUfTt62fQ3rZjF77SzzjFJPrD24zZPlUfD28WdLta7MHY4O3W283IYCvm/SkzpT+CdL1\nxsM71Pi+D+v7fh8dv/nz7CHGb5pvds7j58/Yf+kkTUtU5eOa7Ri7/leTcm4urvzS4QtqFirD+ZtX\niJSR5MqYLcmbP566fpGFBzZblDkSetamtXw8PGlZqjrz/9lgVqZEQH6q5C9pl44ajSZxOHUMytXF\nlUHV21qUyZc5gKZvByaPQmYIj3jOL3tW2yT78Nljmk7/xGRiR1RUFIdCrVeZ8HL3pHzuonZXDI/J\n5bthvPVVGz5d+iMjVs2k1g/9rM75et2vLNq/ia+b9GRsk55kjJPgUChLLlb3mkCtwmURQpDbLzv5\nMud4KZ2JF+7fZPX9W9sRGSnun49pbT+hguHwb1zy+PmzNOgbu3XUaDSJw6l3UAD9q7fm4p1rTNy8\nIN61vH7+rOs9KVlbs5vi+v3b3H1i+3mcx+FP+XH7Ysa3iG0UXFxccHNxtXpmyiuVB76e3uT187e4\na7OFbzbMtVk2SkbRaubneKby4JPaHehXrRWbTvzDnccPyJ0pGxXyFI8lHxkVybpjezl3M5R03qlp\nVKxSgno9xWXdsT02n4GzVig3MH9JCmbJBcDWAcEsPrCFWX+u4NKdMDL6pqV9mdp0KFvPajt5jUaT\n9LwylSSOhJ5h+s5lnAq7iI+7F++VrEaLktWcos3C7Uf3yPhRbbvm5M6UnbMjl8Qbbzz1Y5OJFDHp\nULYeczp9wYRN8xm05Ae77psUFMqSi+Nfxv/CEJPFB7YwYPGkWO5Zb3dP+gS+x5jGPXBxsX3zfjT0\nLLce3SNHhizM2buaEatn2Tz345rtGb9pPlEyKt61TL7p2DloWrSB0micnZRWScLpd1BGimbPy5TW\nCStp87LJ4JOWqvlLsfWU5erbMXkc/tTk+IDqrVl5ZJdZ95Wriyt9q7YEoFeVFqw68qdd900K/rsW\nwt5zRymXu4jJ68sP7aDVzM/iGYXH4U/5ZsNc7j99RHCbwVbv88fBrYxYPYvDoWcSpGfODFkY26Qn\nNQq+w+h1v7DDUM/Pw82dFiWrMrx+F/JmDkjQ2hqN5uXzyhgoZ+eT2u+z7fQBm+NCRbLlNjkemL8U\nP7QcSN+FE+Kt5ebiysz2QymVsyAAHqncWdt7IiPX/Mzodb8kSn97uXzXdOKKlJLBf0wxuWMxMm3n\nUgbVaEseP3+zMjN3LafrvK8TrJ+LcOH7lgNxcXGhVuGy1Cpclit3b3D3yUOyp/NLElejRqN5uTh1\nksSrRO3C5ZjW5pN47TvMEVSpqdlrvQPf48hn8+hZuTnFsueluH8++ldrzbEvfqdjjMZ+oIzUqMbd\nyZImY6L0txc/33Qmx3efO8ypsIsW50opmb3bfC3Be08e0n/xpATrVihLLlb0+I7GxSvHGs+Wzo/C\nWd/UxkmjeUXQO6gkpFulJjQoWoEfty0meMcS7j55aFKueYmqNLOSefhWttz82OZj2+9dsQlfrbE9\nNpMYcmXMSqU4LeyNWDsSEC1nZgcG8Ntf63j07InZ65YQCI5+Pt+uGJdGo3FO9F9xEpMtnR+jm/Tg\n4pjl9KvaKta39axpMzGyYTcWdB6Z5B+g/au1omCcg7cvixENuprV3883vU1rWJL771pIQtQCoGLe\n4to4JQejR4MQ6ufkSUdrozGHEOURYg1C3EaIJwhxGCH6I4Rtrp4X67gjxGCEOIQQjxHiPkLsQoiW\nFubkRYjZCHEZIcIR4ipCzEUI85W146B3UC+J1J4+TGo5gNGNu3Pi2gVcXVwoki23Xc0Q7SG9Txp2\nDJxG34UTWHJwa3Squre7Jx3K1iX/GzkI3r4kOi3d292TFiWqcuTKWZPVFtxd3QiPk+6e2tObsU16\nUqdwOcas/YWVR3bx9Hk4xbLnpUflZpTLXYQq+UsQkP4Nq/2xOpSra/aabyIqg/QJfC/BczU2IiXM\nnKmMk5Tw008wbpyjtdLERYjGwBLgKfA/4DbQEJgIVABs+2MRwh1YDwQCIcBs1OamHvA/hCiClF/E\nmVMa2AKkBjYDvwM5gdZAI4QIRMqDVm/9qqSZa2zn2r1b7L94AhcheDd3UdJ5pwZU7Of41fM8iwgn\nr18Aabx8eBL+lDl71/DTruWcu3mFtF4+tC5dk15VWvA8MoKFBzZz9/ED8vhlp3Xpmhy6fJoGwR9x\nz4T7ckD11kxo0Z/Zu1fx4dxRZvVrWao6/+sy2uz1v0OOUfabzna/7z6B7/FDq0F2z9PYyfr1UKcO\ndOoE69ZBRASEhoK7u9WpmsRhc5q5EGmAM0BaoAJS7jOMe6IMx7tAG6S0fF5EzRkATAD2ADWR8pFh\n3BfYBpQEykTfQ107BBQDBiLlxBjjFQ1zjgIlrGWVaV/Ia0iWtBmpX7QCdYuUjzZOAEII3sqWm5I5\nCpLGS7XW8HL3pHvlZuwfOoc7EzYSMnoZY5v2IiDDG+T2y86ntTswtmkvulZsQnhEBA2DPzZpnAAm\nbl7AT7uW8UH5BvzQciC+HrEPt7oIF9qXqWO131WZXG9RNX8pizK5M2XD290Tr1Qe1Cj4DkuDvtHG\nKbn46Sf1u2tXaNcObt6EpUtNy0ZGwrRpUKECpE0LXl6QNy906QKnTydMtlMntXsLCYl/v23b1LXh\nw2OPBwaq8fBw+OorKFAAPDzUWgD37sF330G1auDvr4ytnx80agR79ph/FidOwIcfQq5car3MmaFS\nJZg6VV2/cwe8vSFPHrXbNEXDhkq3pP3S3gLwAxbEMhxSPgU+M7zqYeNaxoyu0dHGSa31EBiFqr7W\nM3pciNwo4xQGxK5mLeUuYBVQHKhk7cbaxaexmVm7V1itmDFx8wK6VmxCn6ot6ViuPgv2bYyuJNGy\nZHWTVdRNsajrGBoEDzLZp6ntO7WY0/GLl+Yu1Vjg+nVYsQLy54fy5SFNGhg/HmbMgFatYsuGh0OD\nBrBxIwQEQNu2Sj4kRBm0ihUhXz77ZRND8+bwzz9Qty40aaIMCsB//8GwYVC5MtSvD+nTw8WL6r2u\nXQsrV6pdY0xWr4b33oNnz9S1Nm3g7l04dAi+/RZ69FDrtG4Ns2fDpk1Qs2bsNS5dUuuXKgWlk/T8\nbTXD73Umru0AHgPlEcIDKZ9ZWSuL4fc5E9eMY9VNyIcgTZ43iTlnh6Ub679wjc2sOvKnVZn/roVw\n9sZl8vj5k8bLh26GHlf2ktE3LX9+NIN1x/cy7+913Hp0n5wZstClQiPeyWVbh2LNS2D2bHj+/MXO\no0gR9eG6dSucOaN2PEaGD1cGp2FDWLRI7TCMPHsG9+8nTDYxXLgAR49CpkyxxwsVgitX4o9fvgxl\nysCAAbEN1M2byohGRMCWLVClSvx5Rnr2VM9t+vT4BmrWLLVzDAqKPT5pkjJ2cRgP2RBiuIl39i9S\nxmyMV8DwO36AWcoIhDgPvAXkBqz197kJ5APeNCFrPNCZAyG8kPKJQR4gJ0IIE24845wCWEEbKI3N\nPIsIt1EuaVqju7i4UK9IeeoVKc+SA1sI3vEHNb7vQypXN+q8VY5+VVtpY5WcGJMjXFygQ4cX4506\nwf79yvX3jaGobmQkBAcrN920abENDqjXfn72yyaWkSPjGyFQLkVT+PtDixYwebLaUeUw9DCbM0cZ\nzb594xsn4zwjpUurn+XL4do1yGLYYERGKgOVOrXafcVk0iRlTOMwELICX5rQdA4Q00AZ39A9028s\netz0gcbYrEbFrIYhxFaDEQIhfIChMeTSAU+Q8hRCnEYZtb7EdPMJUR5oYHhlNeU3xcSg/rt6nl/2\nrOLXvWu4dNtyhpnGNMaeVZZI6+XLmxmzJtk9pZR88OtIWvw0lC0n93H/6SNuPbrHvL/XU+7bLszc\ntTzJ7qWxwpYtcPas2gVkj+GqbdtWxWx++UXtrkDFZu7dg2LFIFs2y+vaI5tYypQxf+3PP6FlS+Vi\n9PB4kUY/ebK6HhqjA8Hevep3XfPZqLHo2VPttn7++cXYmjVqp9W+PfjGOTweEqK+EMT5EbAfKYWJ\nn062KZIgvgcOAeWBYwgxBSF+BI6h4lxGYxfTndcdCAcmIcRGhPgOIRagEiSOmJA3yWu/gwq5dYXO\nc8ew5eSLOKGriyvN3g5kettPSO+TxoHavVr0qNyM6TvNBMMNdCxXDy93zyS754xdy8y2MomSUXT/\n/VvezV2Ut8yUjtIkITNmqN9G956RDBmUa27JErVLaNHihXsquw0xR3tkE4tx9xKXpUuV3p6eygDn\nyQM+Pmq3uG0bbN+uXI1G7NW5dWsYNEjtMj/9VK1rfJ5x3XtJg9FomNkaRo/H9yPGRcqHhuy7oajk\ni67AA2ANMAQ4AUSg0tiNc7YgRDlUQkZloAoq9vQJEIpKe7d6qv+1NlBX792k0vju8aobREZFsujA\nZs7euMzOj6bjnYQfqK8zxf3z8VndDxi1drbJ60Wy5WF4/S5Jes/JWxdZvB4ZFcmP2xfbVHxWkwhu\n3IBlBg9SmzbxXVJGZsxQH/TpDJ6j0Ph9z+JhjyyoD3dQO5K4mIjbxEII0+Off652gfv2qXhUTIKC\nlIGKSUydixa1rrOXlzLsEyfChg3w1lsqOaJsWShePL584mNQJ4HSQH4gdjVpIdxQ8aQITCc+xEdl\n7A0ltkvPmLHni9rZPY8z5yDQPN5aQnxl+Nc/1m6bJAZKCDEIGAf4SSlvWpNPLsZvmm+x9M6BSyeZ\n+9dai3XxNLEZ2SiIgllyMm7jfP69rOKv6b3T0OndenxRr3OstPbEEnb/NseuWv/7Se5q7imSOXNU\npl2pUvC26TJXrFihMtXOn4eCBdWH+OHDKvnAkuvOHllQmXGgMuBiJmVAwlO1z5xRRiOucYqKgl27\n4suXKweLFysjEze7zxw9eijDM326MkqmkiOMJD4GtQVoB9RBHZKNSWXAG9hhQwafNYzBSPPtuGMi\nRCqgDfAcWGxNPNExKCFEAFALsFwhNJmRUjJ7j/mCpEZm/Wlb4zvNC9qVqcPBYb9ycfRyTo9YxJWx\nK5nQon+SGicAiW2HyB1w1jzlYTz7FBysEiVM/QQFvUikcHVVcZcnT6B799juMVDG7sYN9W97ZOFF\nHMmok5EjR+D72MdubCZXLnXW6sqVF2NSquzC48fjy3fsqNLgp06FHSYypWNm8RnJlw+qV4dVq1Qy\nSLp0yvVnisTHoBajsulaG6o6KNRBXeMp+qmxZgjhjRAFESJHPH3Uwd+4YzVRLruzwPQ413zilVNS\nO7cfgLzABKS8ZvrNvyApdlATgcGAU0WrHz57zO1H1lNTL9y+mgzavJ4EZHjjpa6fOXUG8mUO4HTY\nJYty5lq1a5KIbdvg1CnlyrKUZNC5s6rRN3s2jBgBX34Jf/2lzhDlz6/OOaVOrXY+Gzaog7HGeJY9\nso0bqw/7339XhqBsWZVht3y5urZwof3vccAAZRxLlFBnpVKlUkkTx4+r+NrKOF9kM2WC+fOVO7Nq\nVZUsUayYyuw7fFjpff58/Pv07Kl2mdevQ58+yvX3MpDyPkJ0RRmqbYYEhdtAI1R692JUHCgmZYCt\nwHZUWaOYnECIw6h401NU9YgawDWgcawDvIqqwEyE2ARcRrkB6wB5DPf+3Ja3kagdlFC1nkKllIcS\ns87LwNvdE89UHlblMvqYiyGmPELvhjF+0zyGLAvmx22Luf3IXIZq8iCEoFeVFjbIxHdza5IQ406l\ni5X4Yq5cUKMGXL2qPtDd3VUppMmT4Y03lJtw8mT4+29o2lQdvjVij6ynJ2zerDLujh6FKVPg3Dll\nMHrYWhwhDkFByrBmzaruPW+eyub76y8oWdL0nPr1lUuxXTs4eFDVI1y0SMW5hgwxPadRoxdp7i8n\nOeIFKiZVBXUYtjnQB+VaGwi0trl5nWIekB34EOgH5AC+BYog5TET8qeAPw33H4ByN14C2gMt48Wr\nzGC1Fp9QFtBU6sswVMCslpTynhAiBChtLgYlhOgGdAPIkSNHqQsm/KtJTac5XzFn7xqLMqMaBTGs\n7gcvXRdnJjIqkv6LJjJtx1IioiKjxz1TeTCsTkc+q/ehQ3Vr+dMw/vh3m8nr45r3YVCNdsmr7MPH\npgAABT9JREFUlEaTUM6dU3GzChVg5067p6e0lu9Wd1BSyhpSyiJxf1DZH28ChwzGyR84IIQwmccp\npZwhpSwtpSztl1SH7qwwuNb7+FiojJ0trR/dKias0sHrRL+FE5mybXEs4wTw9PkzPl85g+82/OYg\nzdSRgEVdxzCz/VBKBhRACIGbiyv1i1RgY98ftHHSvFqMG6fiSb17O1qTV4Ikq2ZubQcVk+SsZr79\n1AFaz/qca/dvxRov8EZOlgaNpVDWN5NFD2fl8p0wcn3WlMg4xikm6bxSEzp2pVOk40dFRSGEQJhL\nF9ZonI2LF5X78fRp5UYsVgwOHHiRLm8HKW0H9VqfgwKokr8kF8cs54+DW9lz7iiuLi7ULFSG2oXL\n6Q85YP4/6y0aJ4C7Tx6w6sguWpaqkUxamUc3I9S8cpw7p2JS3t7qEPDUqQkyTimRJDNQUspcSbVW\nUpPK1Y1WpWvSqnRN68IpjBsPrB8kBwh7cOcla6LRvKYEBuqzEAlEm/EUTvZ0tsUD/dNlfsmaaDQa\nTWy0gUrhtCtTGw83y51Q30iTgXpFyieTRhqNRqPQBiqF45c6PYNrtbcoM7pRd9zdUiWTRhqNRqN4\n7ZMkNNb5qmE3PNxS8e2G37j/9MWBcD/f9Ixp3J3OFRo5UDuNRpNSSbI0c3tIzjRzje08fPqYFYd3\ncuPhXQLSZ6ZB0Yp656TROBE6zVyTYvH19KZtmdqOVkOj0WgAHYPSaDQajZOiDZRGo9FonBJtoDQa\njUbjlGgDpdFoNBqnxCFZfEKIG8DL77dhmUyojpMay+jnZB39jGxDPyfbsPScckopk6cdhBPgEAPl\nDAgh9qWkdM2Eop+TdfQzsg39nGxDP6cXaBefRqPRaJwSbaA0Go1G45SkZAM1w9EKvCLo52Qd/Yxs\nQz8n29DPyUCKjUFpNBqNxrlJyTsojUaj0Tgx2kABQohBQggphMjkaF2cESHEd0KIE0KIw0KIpUKI\ndI7WyVkQQtQRQpwUQpwRQnzqaH2cESFEgBBiqxDiuBDimBCin6N1claEEK5CiINCiFWO1sUZSPEG\nSggRANQCLjpaFydmI1BESlkMOAUMcbA+ToEQwhX4EagLFAbaCCEKO1YrpyQCGCSlLAyUA3rp52SW\nfsB/jlbCWUjxBgqYCAwGdDDODFLKDVLKCMPLvYC/I/VxIsoAZ6SU56SU4cACoLGDdXI6pJRXpZQH\nDP9+gPoAzu5YrZwPIYQ/UB+Y6WhdnIUUbaCEEI2BUCnlIUfr8grxIbDW0Uo4CdmBSzFeX0Z/8FpE\nCJELKAH85VhNnJJJqC/LUY5WxFl47ftBCSE2AVlMXBoGDEW591I8lp6TlHK5QWYYyl0zLzl107we\nCCF8gSVAfynlfUfr40wIIRoAYVLK/UKIQEfr4yy89gZKSlnD1LgQoijwJnBICAHKbXVACFFGSnkt\nGVV0Csw9JyNCiE5AA6C61GcTjIQCATFe+xvGNHEQQqRCGad5Uso/HK2PE1IBaCSEqAd4AmmEEL9J\nKds7WC+Hos9BGRBChAClpZS6mGUchBB1gAlAFSnlDUfr4ywIIdxQSSPVUYbpH6CtlPKYQxVzMoT6\nBjgHuC2l7O9ofZwdww7qIyllA0fr4mhSdAxKYzNTgNTARiHEv0KIaY5WyBkwJI70BtajAv8LtXEy\nSQXgfaCa4f/Pv4adgkZjEb2D0mg0Go1TondQGo1Go3FKtIHSaDQajVOiDZRGo9FonBJtoDQajUbj\nlGgDpdFoNBqnRBsojUaj0Tgl2kBpNBqNxinRBkqj0Wg0Tsn/AX9exVPQfbzcAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZ8AAAD8CAYAAACo9anUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3WV0FNnWBuC3Ou7u7khgAgQNg7u7u84Agw42MDD4ZZBBBwgwuLtbgJDgIUBCAkSIQNxdO133RyCkk+6uaklHOM9ad61L1alTG77vZqeqztmbomkaBEEQBCFPnOoOgCAIgvjxkORDEARByB1JPgRBEITckeRDEARByB1JPgRBEITckeRDEARByB1JPgRBEITckeRDEARByB1JPgRBEITcKVbHTQ0NDWlbW9vquDVBEESt5e/vn0LTtFF1xyEL1ZJ8bG1t8erVq+q4NUEQRK1FUVR0dccgK+S1G0EQBCF3JPkQBEEQckeSD0EQBCF31fLNhyCIqpf5PhyFaRnQsDaHhrV5dYdDEHxI8iGIOubLxbt4t3o3MgI+lh6gKJh29YDbhvnQb9qweoMjiK/IazeCqEPC95+F7+DfviceAKBpJNx9DK92Y5DyIqD6giOIckjyIYg6oigjC/5z1ws9z83Ng9+MVXKMiCCEI8mHIOqIyGNXUJKXL3JM+utgpL56J6eICEI4knwIoo7IfB/OctynKo6EIJiR5EMQdYSihjrLcWpVHAlBMCPJhyDqCKtBXRnHKGqqw6ybhxyiIQjRSPIhiDrCqE1TGLVtJnKM0y8joKSlKaeICEI4knwIog75+eIu6DcTvJfHZlQf/LRhgZwjIgjByCZTgqhDVI300e3FOcRdf4iok9dRlJ4FDRtzOEwZCsOWP1V3eARRhiQfgqhjOAoKsOzfBZb9u1R3KAQhFEk+BEHUSjSPhyQfP+TFJkLV2AAmnVqBo6BQ3WERLJHkQxCEzKT5ByFszymkvX4PjrISzHu1g+PUYVAzM5bpfT6fu4W3S7YgJ+JL2TF1S1M0WvUbHCYNkem9iKpB0TQtm4koSgHAKwCxNE33ETXW3d2dJp1MCaJuCVj2D4LX7610XFFTHe0u7YZplzYyuU/UyWt4OmYhIORnV7Mdy+Hy21iZ3KumoSjKn6Zp9+qOQxZkudptDoAPMpyPIIhaIurkNYGJBwC4OXnwGTgTeXGJUt+HV1yM1ws2Ck08QGkSLM7OkfpeRNWSSfKhKMoSQG8AB2QxH0EQNUtReiaC1+/FVaduOKP+Ey7bdETA8n+Qn5AMAPiw+T+R13Nz8hDueVbqOGJvPELB13sKvVd2LqLP3GI1X0FKGt5v9MTtFkNwvUEv+AyahbjbPpDVGyFCOFl989kGYBEALRnNRxA1XlZYFKKOXUF+QgrUzI1hP24ANO2tqjssmcuLSYBXh7HI+fT5+7HPcQhetxefDl6Ax+ktSH/znnGeuOsP0fiv36SKJTcyRmbj0l4H42GPKShMTis7lvXhE2Iu3YPNiN5ofXwTWcBQhaROPhRF9QGQRNO0P0VRHUSMmwZgGgBYW1tLe1uCqDY8Lhcvp69AxKGLfK9/glbvhuP04XDftaJO/dB6Nn4xX+IpryAhGS+nrWA1T0lhsdSxKOtpy2QcN78A3r2n8yWe8qJP34B2fXs0WjFL7BgJdmTx2s0DQD+KoqIAnAbQiaKo4xUH0TTtSdO0O03T7kZGRjK4LUFUD//ZaxHx34XK3x1oGuF7T+Ptok3VE5gM5UbHIis0Emmvg5H44LnIsdmhUVDSYX7poedWT+q4LPt3hoKaqsgxlIICrIf1FDkm+uQ1xtd3YbtPoqSoSOwYCXakTj40TS+ladqSpmlbACMAPKBpeozUkRFEDZQfn4Tw/edEjgndfQKFqelyiki2Ig5fxI1GfXHFthOuu/TAvbajWF2n09CRcYzTryOlDQ/Kejpw/k30jxe78QOgYW0uckzcTR/GexUkpSLtVZBY8RHskX0+BCGGz+dug+ZyRY7hFRbhy8V7cJw6TE5RycabxZvw4W/+NUMl+QWsrjVq0xQlBUVIfx0s8Hy9+ROh51Yf4QfOlT5J0TQMW7vBbvxAKLN4airPbcOC0gUMe0+D5vH4ztmO6Yfme/5inINXzO4VIK9I+leFhGAyTT40TXsD8JblnARRkxSlZ7Ebl5ZRxZHIVqpfYKXEIw6TLq3humIGgtbuQcR/F1CYUvrkp9vIGS7zJkDb2RZXbDqWHQdKv6sELN+GNic2w7JvJ9b3ojgcNN+9EvUXTELEkUvIj02EirEB7Mb2h059B1Zz6DVtiNhrD0WO4SgrQaehE+u4CPGQJx+CEIOGrQXLcZZVHIlshe05JfG1Ws62MOvWFhRFocnGhXCaORqf9p8FNzsXuo2cYdCiMe61GYHirMp7b7jZuXg8dA66PTsD/SYNxLqvpr0VGq+aLVHMjlOHIXjdXpFPsdZDe0DVSF+i+QlmJPkQhBish3SH/5x1KM7MFjpGxVAPlgNqV1HP9LcfJbpOxVAPbc9uB0VR4JWU4PW8DQjfe5rvtRalpAi6WPgPeV5hET5u+Q9tjm+WKAZJqFuYwH3ncvjNWCVww6qmgzWabF4st3h+RKSfD0GIQVFDHW7/E90Tx+3vhVBQUZZTRLLBYRmvqokhgNKk4zJvAnr4X4TeT6Wr2Px/W4PQnccqfU8RlXi++Xz+jtw3djr9MhIdbuyDcfsWZceUdLTgPHssuj07AzVTsiq3KpEnH4IQk9MvI6GgqoLAP7cjLyah7LiGjQUar5sLu9H9qjE6yVj06YDU529FjtFt7IJeAVdB0zQoiuI7lxsdi/B9ZyS+P6+wCLyiYrknbfOe7WHesz0KUtJQkpsPVVOjWveLQ21Fkg9BSMB+wiDYju2PxAfPUZCQDDVzE5h0bAmKUztfJjhOHYYPfx8Q+F3mm3rzJwJApcQDAFEnrlVaeSYOdSuzav2hr2qoDxhW2+1/SCT5EISEOAoKMOvqUd1hyISqsQHaXd0Dn36/CkxADZZMg/34gUKvz09Mker+jtNq17J0Qnok+RAEAQAwad8CfcPu4tOBc4i97o2SwiLoudWD068jYeDeSOS1qX7vJL6vjqsznOtoCwRCOJn18xEH6edDEHVH8rM3uNdmBOM4BXVVUBQFbm4+gNJFDlaDu8Fu3AAoqqlCu4FD6esvQqi61M+HPPkQBCEVtgsNtBs4of2V3ch4Fwq6hIfkx68QcegSok9eB1C6qdN6aA84TB2GmEv3kPUxAoqaGrAa3A3WQ7qDo6RUlX8NQs7Ikw9B1FJFGVmIOnkNuVGxUNbVhvXwXtBykH/F+Nvug5DmL7isTkWmXdqg493/8GzcIkQdv8r6HlpOtuh45wA07epeywpxkCcfgiCq1cdthxGwbBtK8vLLjgUs3wbbUX3Q8sA6KKiqyC0WpirT5SV4PcWHvw+IlXgAIDssCg97TEHvoOvkCaiOqJ3rQgniBxa+/yxez9vAl3gAADSNqBPX8GzcIrnGI241h9B/T0h0n+zQKHy5dE+ia4mahyQfgqhFeFwu3q3aJXLM53O3kfEuRE4RAfYTB0HFUI/1+MJUyYuu+s/bgAddJ+L1gv8hKyxK4nmI6keSD0HUIkneL5Efm8g4LlLM11qSKM7OQejuE3g6ZiE07CzBYfmqT5pXggVxSUjweoqPWw/huksPBK39V+K5iOpFvvkQRC1SkMKuSZ2w9tCykvIyEI96T+NrkcCWZf/OpZ1gpUXTCPxzOzTsLGtlSaMfHXnyIYhaRN3ShN04K7Mqi6EgJQ3ePadKlHiM2zWH298LoWpsILN4Pmw6WPbfuXn5KErPlHuRUkJ85MmHIGoRI49m0HK2RXZolNAxFIcDu7H9EXP1PsI9zyLrYwSUtEr3yzhOGy71D/5PB84zNsur1EaBomA1sCtaHdoAJW1NdLh9AN69pqEgIVmqWAAgI+AjIo9dRuTxa0i49wSgaahbmsJh6lDUmz8RSpoaQq9Ne/MecTcfgVfMhX6zhrDo3aHW1uerbcg+H4KoRWgeDyE7juH1gg0AT/D/dp1mjEJ+fDJiBKwMUzHQRYdb+2HQvLHEMdxpNQypLwIYx7XYvwb5cUlQUFOF5YAu0Hay5TvPzctH9OkbiL3uDV5RMRQ11PD57C2J4xJE390VnR8cgZKWJt/x/PgkPBm5AEmPXvId17CxQOtjf8P455q5laYu7fMhyYcgagGaphGy7QhCth9FbnRs6UGK4muEpqihDpc540BTwPt1e4XOpWJsgP5RD6Aoxv6c8m427ouMd6GM4/p98oKmPftNoTlRMbjm0FWq6tiCuMwZh2bblpX9mZuXjzvNhyDzfbjA8Yoa6uj69BT0GteTaRyyUJeSD3ntRhC1gN8vKxHuWaGMzdfEo2Kkj0arZ8NuVF9wlJVwyeJnkXMVJqUi8uhlOE1nrscmiHYDR8bko6SrDTVz40rHM9+HI+LwReTFJkLVSB924wZAv2lDAICmrSXMerZD3A1vieISJuLwJTRa9RuyQ6PA45Yg1e+d0MQDANzcPASv34e2p/9hNX+i9wuE7DiGxAfPQfN4MPJoCueZo2HRp6Os/gp1Ekk+BFHDJfn4VU485RQmpyHrwycoaWsiyfcVitIyGecM9zwrcfJxmj4cn8/cFDnGfvwAviXVPC4XL6evqLTKLWT7UVgO7Io2JzZDUU0V7juW497rYOTHs/sWxFFVBq+gSOSY4sxsXHXoiqJv+4tYfNOJuXgPxTm5Ir8XAUDw/zwRsHQL37H4276Iv+0Ll7nj0eyfPxjv9aMiX9YIooYL23eacUzkkUsoKSgEzWVuWQ0AORGfJY7HpGMrOEweIvS8lrMtXP+cwXfszaJNQpdXx1y6h5dTlwMANO2t0O35WdhPGsxXtkfD3goq5RZKcFSUYTu2P/QZWj18U1R+YyuL13q84mIUpWeJHJPk+6pS4ikvZNsRfD5/m1V8PyLy5EMQNVxmsPBXRN8UZ+bgYc8pqL9gEqs5uTl5UsXUYv9aaNezR8iOY8j7Eg+gtMab7ag++GnDAqgYfK94UJiajvA9p0TOF33qBhqvngNNeytoWJuj1cH1aLbtD+THJUFJWxNqZsageTykB3xESUEhtJ1toWKgh/cbPZHy2F+qv4sgHBVlqBjoihwTsuMo4zwhO47BekgPWYVVp5DkQxA1nKK6GqtxSd4vkfz4delrJYbf7hU11aWKiaIo1P99MlzmTUBGYAh4RcWguVxkBocj5sp9mHZuVVaBOubqA5QUFIqcj+bx8PncLTRYPK3smJKWJpRcvq9Sozgc6DdpwHed/eQhCFq7R+pkWpH1sJ6M/+5J3i9FngeAZN9X4JWUgKOgIKvQ6gySfAiihrMc0Bkpz96wGktzuaAUFUAzvFmyGthVBpGVthJX0tbE84lLkez7fQUrxeHAvE8HtDy4DsWZ2azmirvlg8/nboObVwCdBo5wnD6csU25qqE+3HetwPMJS6T6e5SnpKMF12W/MA9ku1KYbHgViHzzIYgazn7SYMZXQOXR3BKRH9U5SkpwmTNeFqEhLy4RXu1G8yUeoPRJJvbqAzzoNB7qlqas5kp65Ic0/2BkffiELxfu4GG3SXg2fjHj0msNG3OJ469Ip4EjOt8/DG0Xe8axRiz2Ahm0cgNHkfyOLwhJPgRRw6ka6qP9zf1iVY42bucOjnLlvjccFWW0ObUFej9Jt4eFx+Xi8/nbeNhjCvLjkoSOy3gXivz4ZKhZsCsLVFHk0cv4sOmAyDHi/LtUZOjRFM12/okmW5agy6Pj6B18A/rNXFld6zxrDIsxoyWOra4jm0wJopYozs7B6wUb8Wn/WcaxBi0ao4TLRX5sIigAahYmsOzXGY7ThkHNrPL+G2Hy45MQeewK8r4kQMVQD7aj+4Kbmw+f/jO+b3ZloNe0IVyX/YLHQ+dItIFUzcIE/aMeiHyCuOnWHxkBH8WbmKLQ8c5Bxld7ogT8uQ3Ba/cIPOcwdRhaeq6ReG5B6tImU5J8CKIWKUrPxCWLdijJLxD7WqeZo9F81wrW49/+sRUfNh2stHybzd6a8lSM9DE46Rlirz/E2yVbkBkcVnZOQV0VJXnMf5cuj47DuF1zoee/XPaC76BZrL+vUIqKaL57BRynDWc1XpTYG95lm0xB0zBs7QbnWWNgM7yX1HNXRJKPlEjyIQjJ+c34C2EMS5eFcd+1As4zmV8FBa3bg8Dl2yS6R0Xa9R3Q5/33TakpLwORH5sIVWN9BP61C4leTxnnUFBTwU/r56Pe3AlCx0Qcvgj/OetQnJXDd9ykS2uYdfVAks8r0Fwu9Js3guO04dCogsrfNE2DoiiZz/sNST5SIsmHICTHzS+AT/8ZpRWcxaTpYI2+YXdF/oDk5ubhkkU71qvUmDReMweuy2dUOs7Ny8dt98HI+vCJ9VzN964SWZmhOCcX0aduIOtjBBQ11GA1uLvU37dqkrqUfMgyDIKoZVKevkFRBv/uewV1NSjpaKEgXvjHfwDI+fQZkUcugaOiDDVzYxj/7F6phUDsdW+ZJR7g+6owHpeL2GsPkREUCkU1VcTdfCRW4gGAoFW74DBpMDhKlRdTAICSpgYcpw6TOmai6pHkQxC1SOz1h/AZOKvSd5iSvHyU5OWzmuP5xKVl/13DzhI/rZ8P2xG9y44x9eoRl6KGGuJu++DFlOWsWoCLkh+fjPh7T2HRq72MoiOqC0k+BFFL8EpK4PfrX6zrt7GRGxmDpyPng1dYBPvxAwEA6tay2zejqKmOorQM+PSbAV5xsUzmLExKlck8uV/ikeT9AjSvdJGAtrOdTOYl2CHJhyBqsKL0TBRn50LV2ADx954gLyahSu7z5veNsBnRG8WZ2Uh++oZViR42bEf1wfuNB2SWeABIvGfom8K0DLycvgIxl7xAl5SUHTft0gYtD66DhgyTLyGc1MmHoigrAEcBmACgAXjSNL1d2nkJ4keW+Ogl3m/Yh/i7pW2hFbU0oOPqVGX3K0xJR/i+0/iw+b+yQqGiqFuZIi8uCSgRnaCUDfWR6Mm8L4ktDRsLmHZuLfH13Lx8POg8AelvP1Q6l+D1FF7txqDVkf8h4d4TFGfmQNPBCnZj+/MVSiVkQ+rVbhRFmQEwo2n6NUVRWgD8AQygafq9sGvIajeCEC7q9A08G7OQ77dycZh0aoX8+CRkfYgAAHBUVcBjKOwJAOrWZsj7zJx4ylAo/XVTBA0Ha+R+krx9Q0VtTmyG7ai+El8fuvsEXs1aLdY1CqoqaLR6NhosnCLxfWWFrHYrh6bpeADxX/97NkVRHwBYABCafAiCEKwoIwsvJi+TOPEAKN3sCJT+1j5+IBRUlPF28WbG68RKPABj4gFQmngqtPuWhKqxAdw2LSpLPBnvQpAbHQdlfR0YtnKrtGJPmE9CegqJUlJQiLeLNkFZV5uspJMhmX7zoSjKFkATAC9kOS9B/CgijlxivWqNSc6nL3i3YgcoJUXGBEApKEiV8IRSUIBOfQdkBoluu12eupUZftowH3QxF4VpmdC0tYB5nw5QUFZG4qOXePP7RqS9Ciobr2lvBdcVM8sWTIiSx7IkkCBBa/6F/aTBErdH4BUXg+bRUFBRljiGukRmyYeiKE0AFwDMpWm6UgtAiqKmAZgGANbW1rK6LUHUKWn+wTKfky5mXh1n2MYNyb5V0JRNgcOYeAw9msJ+wkBwc/Kg5WgDs57tBP6AT3jwDN49p4JXxL94ISfiC55PWIKi9EyRFRAAQFlfF4Wpki0lz/sSj2QfP5h0bCXWdV8u3UPI9qNIelTa/0fPrT6cZo6Gw6TBrJ/Y6iKZ/M0pilJCaeI5QdP0RUFjaJr2pGnanaZpdyMjI1ncliDqHI4Su98H3TYtgsPUYTBs7SbdDSkK9pMGo8mWpcxjJVAxUfDdmsOB9bCe6HhrPxynDEO9uRNg0aej0CeLV7PWiJwvYOlWFDLsUbIZ1Ydd4EKIm7gClv0D30GzyhIPAKS//YCXU5fjyagFEhVarSukTj5UaZ2OgwA+0DS9VfqQCOLHZd6zHeMYRU11OE0fjpaea2A/aYjY97Ad2x/2Eweh4R+/oM/HW2h1cD0MmzeCkUdTSUKWmMfZbWh7ZhuUtDQZxyY9fsVYDaGkoBCRRy+LHOP060iomkr+y684vYMSvV8geP1eoec/n7mJTwfOSRxLbSeLJx8PAGMBdKIo6u3X/8i+nCtB/AAsB3SBhp2lyDEOk4eU/cBW0tIQ+x76zRqi1X8b8NO6eXwbK1sf3wR1GTZmY5Jwl31tuuywaHbjwkWvrFMzMUQnr0PQcrJlfe9vdBs5w6B5Y9bjQ3efYB6z67jYcdQVsljt9hiliy4JgpASR1ERHa7vw4NukwSWojHv1R5uGxeW/dmsx89ibwgV1hdH09YSnR8exd0WQ1GYki5+8GJK8HqKzA+foFPfgXGskjbz0xHbcboNndDn4y3E3fJBwv1nAI8Hw9ZNkPzYX2gyoBQV0WTzYlYxfJPylLn1eca7UHBz86CooS7W3HUBqXBAEBJKex2MjMAQcFRVYNbNAyr67Ftdl5cdHg1eUTE07CyhqKYKnQaO6B10HRGHLiL69A0UZ2ZD08Eapt08kPk+HHdaDAHF4cCkc2voN2so3jJmioJZ97ZCT0efvC6XxAOULhS40aAXXOZNQLOtor85mXVvCyVtzUrtEiqyHtqD1b0pDgcWvTvAoneH79cO6wkVQz18/OcwX2FVLWdbNNv2B8y6Cf93E3YPVn7QRQekpQJBiCntzXu8nL4CaX7vyo4pqKrAftJgNN26lPVS2rB9pxHyz2FkhUQCAJR0tGA/YSAa/fUblHW1+cZ+/OcwXi/4n9T7Zcz7dESHa8K/Q1yx7cS6Q6ksNdm8GPUXTBI5JnDFdgSt+VfoebOe7dDx5n6pY+Hm5iHuti+KM7Kg6WAN4/YtJOrR82zCEkQeuSRyjGHrJuj29DTrOevSJlOSfAhCDBnBYbjnMVJoywGLvh3R7soexh9W/nPXIWT7UYHndBs5o4vPibIEFH/vCR52E/2DmQ01c2P0CryKjKAwhP17Eql+78qehOrNHQ9NO0ucVnaV+j4SxWZmhP6fvcFRVASPy8Xn83fwaf9Z5ETGQFlHCzYjesF+0mAErtiB8L2Vf1ibdG6Ndhd3sX49Jw9p/kG402KoyBVtHqf/EavjKUk+UiLJh6iNuLl5uNduNNJfiy7e0eneIZh2aSP0fPLT17jnMVLkHPUWTELTr98YHvacgvjbvuIHLIBpt7ZIuPu48gmKQuPVsxG8fp9ELbplobP3MRg0b4RHfaYj8WHlfepqZkbo5HUYoChE/He+tMKBgS5sR/WF8c/sfh7nJ6Yg+bE/wOPBoJVblXQzLS9sz0m8mrVGYAKqN38imm5ZItZ8JPlIiSQforaJOnUdL6evADc7l3GszYje8DglfNfB07ELEXX8qsg5lPV1MTDOF5QCB2dUGsltP4hBi8ZIfRkol3tV1P76PsRefYBwzzNCx2jaW6FP6B2xqwwUZWbj1W9r8PnMzbK9QpSCAiz6dkTzPX9BTYrl10xSX71D6M7jSLj3BHQJDwatfoLzzNFif0MC6lbyIQsOCIJB3G2f0kKfLBNATpTobyYZgSGMcxSlZSA/NhFqFiZy3YiY5h/EPKiKqJoYIPLYFZFjciK+IPbqA1gN7Mp6Xm5+AR50mcBXkgcA6JISxFz2QmZwOLo9PyPxghEmBu6N0PrIxiqZuzb7MZdZEDVabmE+PH0vo9eueeiw9VfMPLUJgTFh1RbPu1W7xUoAKgbCf4jRPB5KWFSYBgCOqjIyAj+CUpDf/0xphhYJVcWkUyvkfUlg9cpP3FeQEYcuVEo85WWHRQn9/kZUHfLkQ9QoQbGf0GPXXMRmJJcdexT2Bv/6XMDCrqPx96Df5BpP9qfPSH3+VqxrbIWUcClIToN372nIDo1inEO/WUMoaWngVu/p1ZYQ5IWjogzj9s3BzWF+pQkAPBadXEsKi5D82B/cnFyE7mLe7PnpwDk0XjWb1f0J2SDJh6gx8ooKKiWe8jbdOwF7Qwv80m6Q3GISt5aXjqszrIZ0F3jOd9AsvuXZotRbMAmRR6+gMDmNcaymix0MmtTHl8v3WfXtkTdlPW1oOdkK/ZbEKyzCu5U7oajJbqOlQfNGQs/RNI3g9XsRsv0oq3+7b/LjklBSWEQqTssRee1G1BgnX94Rmni+2eJ1EvJcJKNuYVLajoAFg5Y/odPdg1BQrvwDLOnxq9JVViy4rpwF25F9EHvDm9X4nJBIJD99i95B1+E0Y5TwgYqStQKQhqqJITo/OIruL86hX4QXur08B/1WPwkcy83JY5xPSVsTtmP6CT3/auYqBC7fJlbiAQAFdTWSeOSMJB+ixrgc4MM4Jjw5BkFxogtMypK6hYnIigDfNNuxDN2fn4WambHA818u3GV1v6bb/0Djv0pfLYqq4FxR3uc4PB46B+67VqDxmjlQrvDxXL9ZQ3T2Ogw1CxPWc0rL0KMp+ny4CT23+gAAFQM9vN/gibTnARLNx1FSQuujG6GkKbieXfrbDwjbc0qiuW2G95ToOkJy5LUbUWPkF7N7ZZRXJN99KD+tm4ckn1dCm7xZ9u8Ml9/GiZyDzW/1ABB75QHoIi7sxg+Enlt9JN5/xjrO9DfvkfzEH67LZ6D+75ORcP8ZcqPjkB7wAXnRcQhauweOU4Yi4uhl5EbGVLqeo6wEKHDAy5fNqzuKohB/9wkSHz5HSVExkrxfCrwvGxr2VvA4sRmGrYS3kAjff1aiuTnKyqjHUF2BkD2SfIgaw9XcHg9CRO//UlFUhpOxlZwiKqXftCE6eR2C3/QVyHj3vTEaR0UZDpMGo+k/fzDOoV3PntW9Eh88R+KD5whY9g9c5owTuwV1gtczGLd1h4KqCgoSU+A/Zy1o7vcOpYleTwEOBY6qSqXvQ7yiYlAKCuCoKINXWCRwfo6qSulYFt+WUl+9w5MR81jHLkpuxBdwGTq8MlW0FkankRN0GzpJdG1FGUGhSHn2FhSHgkmnVtC0k+//r9YmJPkQNcb0nwdix0PRv70ObdoJ+ho6coroO6PWTdAr8BqSn75GZlAYFNRVYd44VZ/TAAAgAElEQVSzHVQM9Fhdbzd+AAKW/SP0h3pFvKJifNh0EFaDu+PLhTvsA/2aqBIePMOLqX8KrnbNo4UmD7qkBBxVZThNGomYqw/AzcmDmqUJ8j7Hg5udK9aCBl4Bu78rW2F7TsG0U2uh55W0xW8vAZS2G5dWTsQXPJ+4FEk+fmXHKA4HFn07osWBtVA11Jf6HnUN+eZD1BgNzOywrMcEoeet9EywYcAM+QUkgFGbpnCcNhx2Y/qzTjwAoGqojyabFol9v1S/d2h7djt0GjqyGv+ts+mHTQfFarNQXkluPnRcnTAwxgf9ox+iKDWTVWWHqsbUYtxmmGTfbThSLsTIj0/CvXaj+RIPULqnK+bKfTzoPAHcXHavXX8kJPkQNcra/r/gwJg/4GJiU3ZMVUkF41r2wrNF+2GpJ/iDfm3g8ttYtDmxGZr27F/F5H2Og6qJAXoH3Sj7cC+MpqMNzLr/DG5ePuLvCKjfJoZvP+gjDl9EQYLoFYiVVFGLAAVlJZHnLQd2hY4Er8/YLCgR5cOWQwJ7L32TERiCiMOiq1v/iMhrN6LGmezRD5M9+uF9fCTyigrgYGgBPQ1t5gtrAaO2zcQu3FmYlgkA8DjzD7zajxWYDJT1dND2zD8AAP9566VuvcD5+oM+5uI9VuP1mzeCsq42LAd0xtulW8DNkv2Tklmv9iLPcxQV0fH2AXj3mY6MgI+s5qQ4HDjPFr1YRBSaphFx6CLjuE//XYDzzNES36cuIsmHqLEamNkxD6pl3q3cifx48Z4kNG0tAADaznbo8eoCPm49hIjDl1CUlgFFLQ3Yje2P+gsmQdPeCu//3o9PnpKt+irP/OsP+mKWq/RaH90InXqlHUnDPc+y/uH/DaWkCLpYeOUCjooynEXtYfpK3dIUPd9cRvxtH3y5eA/c3HwUJqchwetp5XtyOHD/dyUMW7BvjV1RSV4+itKYNyLnfY6T+B51FUk+BCEnxdk5iD5zU6xr9N1d+V63qVuYoOmWJWi6ZQm4+QVQUFUp6x3EKy7Gx62HpY5Ty9m2rMOnTn17pL8W/a1FUUOdrzWBw5Sh8P9tDev7Kelq4+dz25H02B9Bq3ZVOs9RUYbHqa3QcrQRcHVlFEXBvGd7mPf8/qSU8jIQYbtPIPnJa4CiYNqpFZxmjoJe43qs4xREQU0VCupqQpfhf6NiyP774I+CJB+CkJO8mESxXrlxlJVELlJQVFPl+3OS7ysUJKZIHB8AqFubo/21vWUtoB2nDUfUiWsir7Ed3ReKGt9L4zhMGozIwxeFLhBQMdaHkUczcJSVYNK+OWzH9oeSpgZMu7SBRe/2CPv3FFL93oFSVIBZ97Zw+mWE1EuWDVs0luoJRxiKw4HtyN74dPC8yHGiqjL8qEjyIQg5EafLpo6rM5pt/wMmHVqyvobtRlYAUNDWhOvSaUj29S/tFqqrDZsRvWA3fiCUdbTKxhm3aw6HyUOE/nDVsLVAo79m8R1TVFdDJ6/DeDVrNT6fvQ1ecbn+Of06lfbPMTEUOJ9B88YwOCT7JFGV6i+cjOizt4SuCFSzMIHj9OFyjqrmI83kCEKIosxsxF69j8K0TGjaWsC8V3twlESvuGJy12MEUp6+ETmm/sLJaPK3+Muys0IicL0e83Jj4w4t4HFqK+sGajRN48OmAwjZfhT5cUkASp/KrIZ0R5NNi6BuLrxkT35iCpJ9XwE0LZfOodUl+dkbPBk+D3lf4vmO6zRwxM8Xd0Lbhd0mYyZ1qZkcST4EUQHN4yFwxXaEbDvKtz9DzcwIbpsWwW605K9QYq8/xKN+vwpdjaZubY7ewdeF1i9j4tVhLJIevRR6nlJQQP+oB1C3NBV7bh6Xi7TX78ErLIJ2fXuycbICHpeL2KsPkPL8LSgOB6Zd2sCkc+uyb3KyQJKPlEjyIWoy/3nrEbLtiOCTFAWPU1thM7yXxPOH7z+LV7NWVyocqulgjQ43PaHtLPkqv/SAj/BqNxrFWTkCzzdeOxeuy36VeH5ZKEzLQHZoFBRUVaDb2KXs+xLBjCQfKZHk82O7/u4xdjw8C+/Q16BpGh4OjTGrw1AMadqpukNDbnQsrtp3Edm5VMPWAv0+eUn1Q7MgKRWf/ruAjICP4Kgow6JvR1j27wyOovSfYdMDP+LNwk1IuPek7AlL08EaDZdOg8PkoVLPL6m8uES8XbIFn8/eKiszpGFrgXrzJ8Llt7HVFldtQpKPlEjy+XEtu7IH628LfqqY2X4Ido34Xc4R8Xu3ZjferdjBOK6T12GYdhZeZ6wqZbwLQejuE0h8+AI0j4aRR1M4zxwFg+b8H+pjb3ojdPdJZAWHgaOiDJMOLWWyvFgS+fFJuNtmBHKjYgWed549Fu7bl8s5qtqnLiUf8rxLyM3d9y+EJh4A2P3oPM7535djRJWJKpNSXh7LcbIWvv8sbrkNQPi+M8gOjUJOeDQij1zCnRZD8X6jZ9m4kB1H8ajPL4i/+Qi50XHIDo1CuOcZ3G4yEGF7Tso97oDl24QmHgAI3XEMqa/YdXkl6gaSfAi52eV9jnHMThZjqpKKEbuP6KpG8t80mOoXCL9fVgp9Jfh2yRbE3fFF4qOX8J8ruMQOzePBb+ZqJD8TveJOloqzchB96gbjuPB9Z+QQDVFTkH0+hNz4hjN3sHzyKRA0Tct0hZA47Mb2R/C6vSJro6mZGcG0Sxs5RlUqZMcxkd+iACBk2xEoqKqIru1G0wjZfhRGrZuUHeLmF+DzudvIDomEopYGrAZ3g7aTrUzizomKYbW5NvVlILLComR2X6JmI8mHkFheUQFOvLwNr49+4NE0Wtu5YkLr3lL126mOb5DlaTvbwW5sf0QevSx0jOvKWVLv95EEm0rVCXefgFJi/p91/K3vLcsjj1+B/+x1KErPLDsW8MdWWA/pjlaHNvBVL5CEoroaq3EZgSG47twduo1d0GDJNNiO7MPuuqBQZL4Ph6K6Gkw6tmQdb1FGFiIOX8SXC3fBzcmDdj17OE4bBpOOrVhdT0iHJB9CIk8+BWDA3sVIyfleVPH86wf485onjk1YiUFNOla6pr1zE1wJ8Kl0vDw1ZRWZxyquFvvXgKOkiIjDl0CXfO8CqqihjkarZ8Np+giJ5uUVF6MgMRUK6qpQ0dcV+/ryHUmFjuHxWI3jfR3z5bIXno1bXPlJiabx+dxtFGfnouOtA2LHWp6Wow10XJ2RGRTKPBilSejpqAXIi0lAg4VThI5LD/iIVzNXldZr+0pJRwtOM0ah8Zo54CgI79OTHvgRD7tP4asQnv72A6JP34DduAFodWgDWQJexci/LiG2z2kJ6L17AV/i+SavqAAjDv6Jl1GV63pNaNWbce68ogLcef9cJnFKSkFZGS0PrEO/CC+4/b0QDZZMQ/O9qzAwzhf1508Ue76ijCy8WbwJl8za4rJVe1wwaAmv9mMQe8NbrHn03V0Zx+g1aQADFuO+jXm3YrvIV3Txt32R9Fj6lakNFk0W+5qApVuRK6QadEZwGLzaj+FLPABQnJmN9xv24fnEpULnLSkohHevaUL7FEUevYz3//MUeI6QHZJ8CLH9++gCMvMFb2IEgOISLrZ4VV5RVcJj/o0cAG4EPZE4NlnSsDZHg4VT4LZhAZymjxCrNts3hWkZuNd2FD78fQCFqd+TdZKPHx71mY6QncdYz+U8k7mlgNOMUXBi0XrAacYopL/9gIx3zE8jkUevsIpPFLuxA9Bo9WxAjG95dEkJwj0FL0IIWLoFxZnZQq+NOnYFKS8Ef2OMPn2DcVVjyM7jZTXpiKpBkg8htvNvHjKOufT2UaVkU1QivF8L3zguu3G1QcDSrcgMDhN6/vXc9ciJ/MJqLsv+XeAwRfgmUatB3eAwaTDsxvSDtYgKDLZj+sF6WE8UJKWyum8hy3FMGv05E30+3ITLvAnQa9KA1TWZQZX/7fLjkxB34xHjtZ/2C+5rFHvdm/HagoRkpL4KYhxHSI4kH0JsWfnMXSqLS7goKC7iO9bEypnV/E2tXSSKq6YpzsphbEdA83hiLTFu4bkGLQ+shW7j7/9G2i52aLZ9GTzObgPF4YDicOBxcgua7fwT2vW+F7TUaeCI5v+uROujf4OiKKhZCC8IWh7bcWxou9ij2dalcN/JbkOpQoW2EQCQGx3HuOoPAHIiYwQeLyksEni8Ih7LcYRkZLLggKKoHgC2A1AAcICm6f/JYl6iZnI2sUJyTrrIMRa6RtBQ4V/lVM/UFh2dm+FhqL/Q67RVNTC6eXeZxFndMj9G8BUmFUac37ApioLD5KFwmDwUhanpoGkaKgZ6lZamUxwOXGaNgcusMaVPOBQF1Qp7mHQbOkHf3RVpDPd3mDSYdXxsGbRoDDUzI8aurhb9O1c6pqSrJWBkZcq6gluv67nVQ9x10U/vHCUl6DRwZHUfQjJSP/lQFKUAYDeAngAaABhJURS7Z2qiVprWdgDjmKke/QUe3ztqMYy1BG/QVOQo4L+xy6CpKt3S3pqCw2LJM1DankASKgZ6UDXUZ9wTpWpsUCnxfOO2YQEoEfXkrIf1hH4z5gUM4uIoKcFlzjiRYzTtrWA9uFul4zr1HPi6uwpjM0Lwq0fHacNBiVgJBwCWg7pC1diA8R6E5GTx2q0FgHCapiNomi4CcBqA4J88RJ0wsnk3dHYRXl7K1dwBczsLXo7sbGKNF4sPYlKbvlBTKl1WTVEUejRohQdzd2NwDSguKiu6jV1YvbIy79lODtEIZtqlDdpd3g0NGwu+4xxlJTj9OhKtj/1dZfeuv2gqHKcJbrKmYWOBDrf2C91P1XC56MrcOq7OsBzYVfDcVmZosmWx0Gs1bCzQdMsSkfMT0pO6sChFUUMA9KBpesrXP48F0JKm6VnCriGFRWu/guJCLLn0L/57dg3ZBaWvllQUlTG8WRf8M3QOq42muYX5SMxKg666plQbU2uy9xs98XbJFqHnlfV10T/yvkQr6WSJ5vEQf8cXWSGRUNLSgEW/zkKflmQt5WUgPnmeQVZIJBQ11WE9pDtsRvZh3JwatuckXs//H0oKCvmO6zdriHZX94hscgcAMVe8EPy//Uh9/hYAoKipDtvRfdFo5SyomRlL95eqInWpsKjckg9FUdMATAMAa2vrZtHR0VLdl6gZcgry8DLqPXg0D25WzjDUFH/zZF1G83h4NmEJoo5VXq6spKuNDjf2wahN02qIrG4oTE1HxOFLyAwOg4K6GqwGdhW72nhebCK4uXlQtzCRuppDVSPJp/wEFNUawF80TXf/+uelAEDT9AZh15AnH+JHE3/3McL2nkZmcBgU1dVgObALHKcNZ93KmiCAupV8ZLHazQ+AE0VRdgBiAYwAwLzLjSB+IGbd2sKsW9vqDoMgagypkw9N01yKomYBuIPSpdb/0TRdubYKUS2Ss9PxOS0RuuqacDCyrO5wCIIgAMhonw9N0zcB3JTFXIRsfEyIwrIre3E10Bfcr5UG3G3qY3nPiejo3AzHX97C688hUFJQRC/XNujt6gEOKaRIEISckDbaddC72HC03zoD6XlZlc5RoKCsqIRCLv/ubRcTG1ybsQlOxtbyCpMgCDGRbz5EjTbz9GaBiQcAaNCVEg8AhCRGo+v22QhcfgLaahpVHWKVycrPxeFn13HC7w5ScjJhpWeMSW36YnizLlBRUq7u8AiC+IoknzrmfXwkfMPfSnRtdFoCjr64iVkdhBevrMkiU+LQedssRKZ+L8MfkRKLR2Fv8O+jC7gzezt01Kp3Pw1BEKXIS/46JjguQqrrT/ndlVEk8jfYcwlf4invRVQwpp8gJQcJoqYgTz7VJDzpC46+uIWErFSYahtgXMuecDS2knpeVSlfLWUI6dMTn5mCmPQkGGjowN7IQuCY6uQd6o83X0T3pjn/5iFi0pNgqVczd68TxI+EJB8545ZwMfP0Zux/cgXlF3usvXUIUzz64d8RC6GoIPn/WTo6N4O2qgayCpjbHghiZ2DO9+e3X0Kx7Ope3A5+Dh5dWsa+pW1DrOw9GT1d20gcp6zdDmbuflrCK8G9Dy8xsU0fOUREEIQo5LWbnC24sAOejy+j4ipDmqax//EVzD+/Xar5NVXVMaO95CXwp7b9XhP2ZVQwft7yC24GPS1LPEDpK6w+//6OEy9vSxWrLHFZdknl8upOozqCqM1I8pGjpKw07PW9JHLMvseXkZglXefINX2nYYS74Iq+ChzhpeS7N2iFPo08yv78y8mNyCkU3I+GR/Mw49Qm5BQw96uRB3dr5hL7QOleJ4Igqh9JPnJ04c1DFHFF94Uv4hbjAos21aIoKiji1OQ18F2wF+Nb9cLPjm7o26gtTkxchcBlx9C1fgu+HjDqyqqY2X4ILv+ysSw5vYwKZvyGklWQi5M1ZIHCoCYdYKItugpzKztXNLGqG11SCaK2I9985Cg9L5vVuLRcwXt0xNXW0Q1tHd0qHb87ewfCkj7jzZdQKCsooYNzU+iq83eHDGK5ai4o7hPreJKy0rD/yRX4hgeAAtDeuSmmePSTSSVsZUUlnJi4Cn3+/R0FxYWVzhtp6uG/scukvg9BELJBko8c2RqYsRpnZ2jOPEhKTsbWIqsZfGv0xkRdWbXSsbvvX2DHw7N4GOoPHk2jrUNjNLVywQ7vc3yJ4fb751h5fT+Oj1+Joe5dxP9LVNC5XnM8XeiJ/905iktvH6G4hAsNFTWMbt4dS3uMg61B1f+7EgTBDkk+cjTQrT30NbRFPtnoqWtjkFsH+QUlRPcGLaGmpIJ8AU8R5RVxi8Et4Zat0Ft1/QD+unGAb4zXRz94ffQTev2wg8vx26dA7Bg+X+q4m1i54MyUdcgrKkBmfg701bVJZQOCqIFqzTef+x/9MOrgCrT+ewp67ZqHYy9uobC4cpmYmkxNWRUbB8wUOWbjwBlQE/A0IW/6GjqY7NGXcdw/D05jsOdSlPBK8ODjq0qJh62d3mehObcj9OZ3Rbstv+CU313weDzmC4VQV1aFmY4hSTwEUUPV+MKixSVcDD+wDJfePqp0rp6pDe7N3lnrNg0efX4Ty6/uw5f0xLJjVnomWNtvOsa16lWNkfEr4hZj+IHluBxQ+d++ol3Df4fXRz9WY9ka6NYeZ6esE7jvKTguAnfeP0dESizCkmIQm5EMJQVF9GjYCr+2GwRrfVOZxUEQNUVdKixa45PPvHPbsO3BaaHnm1g54/UfR2UVmtyU8ErwMMQf8VmpMNXWRycXd5HLoMUVm5GEvT6XcOHNQ+QU5qO+qS2mte2PgW4dxG6d0HbzNDz5FChyTH1TWyRmp8lsscQ3a/tNx7KeE8v+nJiVijGH/hL6Gg8o/V51duo69GlEmrcRdQtJPlJim3wy83NgsbQvcgvzRY7zmrMTnes1l1V4td6TTwHovXsBMgWUyun/Uzucm7oeSmJUUTBf0gfxmSmM4/TUtYVW05aUha4RotZegqKCInIL89Fy42QExzOvxFNTUsH7lafIIgOiTqlLyadGf/O5/9GPMfEAwNVAXzlEUzvkFOSh/55FAhMPAFwJ8MHqGwfFmlOR5ROZh0NjseZlIzYjGSGJnwGUvq5kk3gAIL+4EHt9RG/oJQii+tTo5FPAckEB04qsmiIwJgw7H57FzodnERATViX3OPbiFlJzM0WO2et7SazFGt3qt2Ac086pCeZ2Gs56TnF8ezo/8ly8Zrk3g59WRTgEQchAjV5q3cjCgdW4xhaOVRyJdKJT4zHuyGr4hL3hO/6zoxuOTVgJG5b7f9i48+EF45iUnAz4f/6INgxPKk8/BcI3/C00VdXBoTh89d0qmttpODo6N4ONvimi0xLEjlsYLVV1RKcloL6ZLeJYvPorr4hL6rgRRE1Vw5OPIzwcGov82K2hooaxLXvKMSrxpORkoMM/MxCVGl/pnG/4W7Tf+iv8lhyCkZaeTO7HLWFbYFP4uJCEaIz870/G8jrfLO0+HgPdOuDGuycyTTwAkF2Qhz7/LoCZjiHUxFw23ZSU0iGIGqtGv3YDgD0jF0FPXVvgOQ7FwZ6Ri+TWnfLBx1eYenw9Bu9bggXnt+NDfCTjNbu9zwtMPN9EpyVg96PzMouxpV1DxjFqSipoZC74qTIuIxkdt81knXgAILuwtH2DuK/FAMBIUxcUKMZx8ZkpiEgR3ChOmBntB4kdD0EQ8lHjk08jC0c8XeiJoU07863Q8nBojBszt8jlqSc9Nwvtt/6Kzttn4cCTq7j41htb759Cg9UjMfPUpkrtEco7/PwG4/yHnjGPYWuqR38oKyqJHDOyeTfoaQhO6NsenGa1sq08z8dXkJydLvZ1AJBXXAifBXswyK0Dq4UN5QuiirKgyyiBde0IgqgZavRrt2/qmdri7NR1SM3JRExGEvTUteS6iXDo/j8qfa/55l+fCzDS0sVffaYKPB+bkcw4P5sxouQW5uPYi1s4+uIW4jNTYKVngoiUWIFJsaGZPTYNmiV0LkmeXoq4xbj09hHMdAzFvpYChbaObmhh2xC9ds3D/RDRS/BpmkY9Ext8TIwWeN7N0hnzOo+QeLNudkEuzrzyQnRaAvQ1tDGsWWdY6NauTcwEURvUiuTzjYGmDgw0deR6zxeRQYw/ELc/OItF3cYKLLJprKXHmFyMpfjek5CZis7bZ+G9gFeAmirqyCsqAI/mwURbH1Pa9MPvXUdXqmD9DY/HQ1J2ukRxpOVlwUaCXwgoADNO/o2Lb72RmJ3G6pqu9Vvg5OTVuPP+BbglXDSzrocGZnZQUVSGqY6B2DF8s/3BGSy/uo+vh9Gii7swxaMfdgxfINbeqOISLi699cZJv7tIyy39t5nUpi86ujSTOD6CqEtqVfKpDudfM/fWycjPxr0PL9GtfgucfuWFq4G+yC8uRCNzB/R29YDn48sirx8nxavD0YdWCkw8AJBTmIeOzk1xbuoG6KlrMVY24HA4MNbSkygB/X33uEQbTLML87DH96JY16goKaOJlYtMe/N4+l7G3HP/VDrO5ZVgr+8lFJdwcYBlS4aEzFT02DWXbzm9L4DjL29jwE/tcWbKWsZXowRR15HkwyCrIJfVuA/xUZh1ZjNi0pPKjt15/xwAoKmihhwhm2VNtPUxu+MwiWILjAnDA4ansoehr5GQlcr6idFIU/zkQ1GUzCsbiDKhVW+ZzldcwsXK6/tFjvnv2XUs7TEeDkaWjPMN8lwidB/X5YBH+P3CDuwYvkCiWAmirqjxCw6qm7OJFatxW++f5Es85eUU5gtckedsbIX7c3bBXNdIothuf01uzOOesRoXnvSFdQWB8phKNJlpG7BYz8aOo5ElGprby2i2Uvc+vEQCQ+tymqZx/MVtxrkeh7/Fs4h3IscceHIV6TKugUcQtQ1JPgzGtewFFUXR+0ssdY2RnJMhcoygcjcpuZmsqzgIwnpPD4txHxOi4LF5msSxiBKflQpZVBBUVVTG9RmbZTATvySW35rOvr6PO++fi0y2VwKYSz3lFxfiLovNwARRl5Hkw8BISw/r+/8i9LyKorJEq7yA0nbZA/ctBrdEsp34zW3rsxtn00Dk+c9pCejwzwzWr9tUGZJxVWhj3xiBfx6Hi6mtzOc212H35Pk+PhI9ds5Fk/Xj8CUtUeAYtqWeaktJKIKoKiT5sDC/yygcGrcc9oYWfMdb2zfC/bk7oawo+aezL+mJAnsVsdGlXgs4GYt+LehiYoNO9UQXwf377nEkZrH77R8ACrnyb+LXxr6RyLbf0uhczx16QlYAChIQE4buO+egiFtc6Zwry1eCrkI2+RLEj4IkH5YmtO6D8NXn8WzhAdyYuRXBK07h6cL98HD4CQ3M7KSa+2Gov0TXURSFExNXQVtVQ+B5HTVNHJ/4F7glXLz9Egq/qPfIrrCAooRXgmMvbol1X/k34QAuvBG96jAxKxVXAnxwJcAHSWIkUqB0n1KRmE+fHxKiBMY0ukV3aKqoi7zW3aY+3G3YPbUSRF1FVruJgaIotLJ3rXR8etuB2P/4isTzStNTqbltA7xYfBAbbh/F2df3UVBcCFUlFQxv1hmLu43FlUBfDNi7qGyvkaaKOsa06I71/X+FnoY2svJzWa/oAwB363p49fmjxPFKSthqwfTcLPx2dgvO+d8vSyDKikoY2rQTdg5bILSSQ3mXA3xYte6o6PSrexjZvBvfMS1VDewZuRDjj6wRWIhVS1Ude0YuEvteBFHXkOQjA81s6uG3DkOx0/ucRNdL2wennqktjkxYgX2jFyMjLwe66ppQUVTGuMOrcPwl/wqtnMI87PW9hCcRgfBdsA/hyTHgUBR4LBKgu3U9XJuxGfZ/Dpb7N4t6pjaVjuUU5KH1pqkIqVDtoIhbjBMv7yA4LhK+C/ZCU1X0k8hnCYuhCuuZNKZlTxho6GD1zf/wPDIIAKDAUUBv1zZY03caGls6SXQ/gqhLSPKRkR3DF8DByBJb758q+2GmrKgEI01dkRUOjLX0MLRpZ5nEoKqkAlMdFQDAraCnlRJPee9iP2H+ue049+Y+q8Qz4Kd2OPu1A+qYlj2ketKTxLS2/SsdW351b6XEU97bmFB4Pr6M+V1GiZzbQEOyqhkVvwGW19O1DXq6tkFkShxSczNhqWssVfUFgqhranQb7dqIx+PhzZdQ5BcXwMXEBiU8Htpt/QVhSV8qjdVUUceNmVvQzqkJgNLKzak5mTDTMRS6KTS7IBfKCkpQYWgvMGDvIlwJ8BE5RklBEcUsvnXYGpjhzR9Hy8ry5BTkoceuuSJbXchS9watcH3GZihWKG+j+tvPKBTw0b88RyNL7Bg2H1xeCdxt6gtcmZiWmwnLpf3Efpp78rsnY08kgpClutRGW6onH4qiNgHoC6AIwCcAE2maFr3hpY7jcDhoZlOP79jzRQew8+E5HHh6FTHpSdBSVcdI926Y33kkXExt8Cj0NVbf/K+sWoEiRwH9Gv+MVX2mwtXCAflFBdjx8Cz2+l5CVGo8OBQH3Ru0xLSi+5oAACAASURBVIIuo9C5XnOBcQTHMW8WZZN4jLX0cH/OLr56cJqq6rg/ZxdO+N3B/sdXEJb0BRl52SgR0Wyuojb2rohKTShrEOdkbAVlBUV8SIjm+1ZS39QWW4fMqZR4XkYFMyYeAAhPjkGv3fMBlP67DmrSATuGzYeJ9venEH0NHczuOAwb7x5jHf/oFt1J4iEIKUj15ENRVDcAD2ia5lIUtREAaJpezHRdXX7yYcIt4fL9IL389hGG7v9DYHM3bVUN3JixFYsu7xK4a56iKOwe/jt+bT+40rmf1o5BYGy41PG6mFjDZ/5eGGvrixz359V9WHvrEOt5Q1edhYOhJeKzUkCBgk/YW4w5vBIlvMoJzFBTFz7z96B+uVWF/z29hsnH1rH/i5TjbGyNZ4v2Q7/c6zYej4ffL+7AjofnUCKi0Z6umhZmth+MVX2nQoFFCwiCkKW69OQjs9duFEUNBDCEpunRTGN/5ORTXkFxISyW9kWaiFIrxpp6SMoRvvmTQ3FKf5BXqDm28tp+rL55UCZx6qtrw/f3fSKXlGfm56Dt5ukIivvEOF87pyZ4NH9P2Z/jMpJhs2yAyO6qFa855XcXo/5bwfJvUFm/Rj+jUz132Oiboncjj7KK1bEZSTj+4jbiMlNgqm2A0S26I7cwH8HxkVBXVkUH56YCq5cThDyQ5CNoIoq6BuAMTdPHmcaS5FPq6PObGH9ktdTzLOgyCpsHz+Y7FpeRjAarRwpdkQVArArWtgZm+LT6gsjK2Gm5mVh0cRcOPbshcJkxUNpF9eG83WhpV7pknaZp1P9rOEKSPjPGELziVFkCTMvNhNmSPgI3eorLVNsAmwbNwpga3I6dIIC6lXwYN5lSFOVFUVSQgP/0LzdmGQAugBMi5plGUdQriqJeJSdL1zytrhBW+VhcLyKDKx0z1zXCwJ/aC71m65A5+Kv3FNb3iEqNx61g0QVK9TV0cGDsMiT/fQsTW/eBhrIa3/mmVi64P3dXWeIBSot6skk8AP+/l76GDqZ6VF4BJ4mErFSMPbwKp/zuymQ+giCYMSYfmqa70DTtKuA/VwCAoqgJAPoAGE2LeIyiadqTpml3mqbdjYwkq+Jc16gyrFhjS6Hc00hSVhr+d+comqwbK7KFd0BMGNo4NEZzMXbae330YzVOX1MHbewbQVuNv/JCUk56pVV/R1i0Gf9GpUIPnK1D5mCAiAQrriWX/wVPwDcngiBkT9rVbj0ALALQnqbpPKbxBL++jX7G+ttHpJ6ny9cVb3t9LmLOuX9YvYo68vym2C2zhb1Kq2i393nMOlO5+nRMehLGH1mN4hIuJnv0AwDEZ4puZfCNqpIyOrnwv21QVlTCpV82wjvUHwefXEN0WgIMNHTAoShcfOvNat7yPqcl4H6IH7rWbyn2tQRBiEfaTaa7AKgAuEdRFAA8p2laeAlogk8re1d4ODQWuV+GqZyNurIqprbtjysBPvj11N9VEWYZRxaN1HIL8/HHlT0ix8w9tw19G7WFsbY+zFhuvBzWtLPQ9t8dnJuhg/P39tRxGcnwDnstciGHMDHp5JUwQciDVIVFaZp2pGnaiqZpt6//IYlHTOenbkBjC0eB57rWb4GH83ZjeLMuAs+rKang3NT1MNE2wLpbh6swylKzz27Fz5un43H4W6Fjzr2+z1grLqcwDzbLB+D3CzswunkPxvvqa2jDc/RS1nGa6xrh9qxtErW6MNbSE/sagiDERyoc1ABF3GKcf/0Ax1/eRkpOJqz1TTCpTV/0aNAKHA4HNE3jcsAj7PW5hMDYcFAo7TNkrWeCnyyd0L1BS7Tb+qtcYx7boid2j/wdWhUqaq+6fgB/3TjAep4hTToiPS8b94W0A1fgcOA1eyc6uDQTeF6UwuIinHt9H/c++CEjPwvXAh+LrMhtoq2PL+uvli27zisqwIHHV7D/yVWEJ8dAR00Dw5p2xpxOw1m10yYIWatLq91I8qlF0nIzMXDfEviEveE7zrYwqKw1tXLBpV824kqAD4LiIqCmpIISugS7vM+LNc+tWf/g0LPrOP/6Id93JQtdI3iOXoperm1kEu+ko2tx6Nl1oed3j/gdM9oPAVC6b6nL9t/wKvpDpXFaquq4PuN7WSSCkBeSfKREko9kOmz9FY8qJJ7qpsBRqFQRgIJ4PX/GtuyJoxNWIjIlDlcCfJBXVICG5vbo08hDplUEiku4mHl6E/57ep0vZnVlVazqMxW/d/2+P3ri0TU4/Ez4SjxDTV18XncZamTDKSFHdSn5kKrWNci3CsgWukaVvlc8Dn9b4xIPAIGlaMT9dSYyJQ4AYGdojrmdR8ggKsGUFBThOXop/uw5CWf8vZCamwlbAzOMcO8KHTXNsnEpORk45XdP5FwpORk49eoeJrXpK3JcUlYa9j+5glvBz1DE5aKZtQtmtB+MRkK+8xHEj4IknxrgzvvnWHXjYFn9Ng7FQc+GrbG233S4WTkDAM7636/OEKuUPouGb7JkpW/C95RT0fPIIFatwr1DX4tMPvc/+mHgvsXILvi+C8Ev+j32+l7Cmr7TsLzXJPECJ4g6hLTRrman/e6h1675fIVDeTQPN4KeoO2W6XjxtRlZel52dYUosS71msNCl3lD8Uj3boxj5Intq2hR42IzkjBgL3/iKe/Pa544V4d/oSAIJiT5VKPcwnz8cmqj0M2buYX5mH5yIwDgU3JMlcVxevIaLOgyCiqKsqm48E1BcRH2jlqMr3vABGpoZo/BTTvK9L7SamnbEMoVqikI0s7JTei5fb6XkVMoet/11vunxI6NIOoKknzEEBgThoch/ggX0BhOEqdf3RNZ+BMoLYNzK+gp/D+HyOSeFTW3qY/h7l2xefDs/7d33uFRFVsA/00SQnoooXcIQaQTaigJ9dGLKFWKFOldEAQEsT6IAoL0YkUQpIrPgNLRgHQQkRJq6B3pCfP+mE3ZZLN703YhzO/79mMz99y550Zzz51zzpzDuY9WU8Hk5ksLivjlpVmZmix4fYzFStCVCpVk/aBpsanNzwo5fbLR1kZ32WyePnSqkvQepbUHt9u8Tvipw1w1WNhVo8loPFt/9c8oK/ZtYsK6+RyKjGsXULt4BT5p1Y/qRcukeN7DBhq+AXy/ez2Po1NfvdkSDUpWif2ewzsrATkLsu/csTSZu6ephM4bQc1oXT6Yr8N/5vBFlZLdqlwwdRLs3YmKjuLvS6d5KiUlchXELVPmNNEjJXzedhiHLpy0WPzVw9WNH3p+aLW1wsMoY11RjTTE02gyItr42GDh72vp+e1Hifz7W4/vo+7UAfwyYArBARVTNLe7wYfrk+ik+9ykBifhRI+gFmZj1YqUZumeX1M9d9PSNcz2wWTx8GZQ3XYWZaOio/gk7Gtmbl3BRVNn0+yevvSo0ZwJTXs6JJ05q6cP24bPZvbWlczbsZoTV8/j4+ZJu8D6DKnbzqyxnSXK5SvO0UtnrMrk8slGbhtN+jSajIre52OFuw/vkXdUc6u++5fzFOGvd1Pmu9956jDVJtluazAw5DWmb16WomtYI7unL4u6jKV52VqxY7fu3yX/Oy249+hBiuctmbswB8Z+y75z/zBn2yqOmBqxtS4fTJeqTcyqXUc/jabN3NGsPrDV4ly1/MuzftA0h66CUsKWY3sJmdLPqsw7jbryYUtVmeLp06dsP3mAy3dukDeLH0FFy1qNlWleTDLSPh9tfKwwZ9tK+pgC/tbYOmw2tawEn60R/FnfRBULEpLJ2QVvN48UFcq0hZNwYvmbH9G6fEjs2Ip9m2i/YBxPoqOSPV9w8Yqs6/8po1Z9YbHSQW6f7IQNnErZ/MUBWLwrjE6Lxlud87NXBzO0Xodk65Iajl85G1spO5uHD52q/IegYmWTNUf/7yczc+uPFo9VLFCCzcNm4u3myeJdYYxbO5eIa5GxxwNyFuST1v3M/rtoNBnJ+OiEAyv8ffG0Ibmjl43JWWJ5r4/I7WO9svOT6Cj8cxRIlzfhp/IpQ5ZNNetj80qFOmwbPpuWZWsbnid/lpys6/8ZG4fMYP6ONUmW2Ll05zqNZgzl/uOHAMzZvsrm3LO3rjSsR2qRUjJwaSglJrTjv+u/YcnuDczc+iM1Qt+k4eeDuPPAetHU+HzRYQSzOowkIGfB2LFsnj4Mr98x1vDM376aTovGmxkegGNXztJm7mjd4E6TYdHGxwpemd1tCwFemT1SfI0c3lnJmkSrgPjsPXuUxW+8R/GcBczGi2TPyzfdxrPr7YWs7RdKYMGXkq3D2RuXCDsSbjZWtUhpprUdaniOmv7lYmuwTbGRQnzx9jUW7woDMEviSIpjV86mSbtsI7y3bj4zNi+3uIdnw9+76Ljw3WTN16f2KxydsJQTE5dz5N3vifx4LaFtBuHt5sn9xw8ZsWJGkudKKRm2fFqKVqAazbOOTjiwQpuKdfjwly+tyni4utG4VPVUXee2gbfpqKfRNCpVnXaVGvB7xEEib10ll3c2avmXxyleJ9NSeYpS+7M+nL95JVk6RJhK3MQni4c3zk5ORBvo7tnQ1IDtQORxzty4ZFP+q/CfeaVCCO6ZMmMr2djFydku6dj3Hj1g6salVmXWHd7B/nPHYitPGEEIYbEK9vK9G7n1wPrm4Ut3rrP24DZeqfBs7YXSaFKLXvlYoUKBErEP1aToXatVkk3OjOKf03Z5/hxeWfFx80QIQY1i5WgbWJ/ggIpmhgfU3po/317EiAadyO7pa1gH3wQtr9WYF83K1LR5rrebB+0rqZ5DD5/YLksDsP3kAfKOam5oddmibC27BN/DjoTb3HcFaVfq6OTVSNtCWH4x0Gied7TxscGSHu9Ts1g5i8c6Vm7IpNYDUn2NmP0w1uge1CyRoUmK3L7ZmfTKQCa/MtBQeRvPzO5mGW/xGdOom9XKB07CibV9Q2PToUvkKmi4UsKjqMccu3LWqoyTcGJYffskGxhZgSo52wbKCFk8vGwLYfnFQKN53tHGxwZZPX3YOnw2YQOn0aVqE5qUDqJPrdb8OWoR33WfiEsauIPaV2pAnYCkm6X558hvtRCmJSat/4bu33xA5C3bbaEHhrxmVtU5PpULv8yavpMtdvjM6+tH+Mj5Zvucsnn60jbQenUASzhbMKwuTs4s6PwONZIw/mmNkTbhYGylaoRXK9S12TIis4urznjTZEh0qvUzwoPHD3nrx+l8tfPn2D02Lk7OtCofzPS2w8ntaz0jLj6Xbl+n4JiWNgPVQgj61GrNjHZv2VxVPY56wop9m9lz9iiuLi40KR1Eway52X/+GC5OztT0Lxfb1fTCravUCH2T09cvGtbZw9WNYfU6sP3kAaSUBBUtS+9arSiUPY/hOdKCku+1s7o51C1TZs5/tIbsXsZdmtbo8c2HLPx9bZLHB9dpx9RkJH5oMjYZKdVaG59njNsP/mXHyYNEP40msOBL5DXgNkvIJ2FfM3rVTJtyq/tMpkU5y+42a5y/eYWBSz9l7aHtsf18vDJ70COoOf9t3Z/MmVy5ePsa766dy+I/18emVdvi8LjFlMpbNNn6pCUb/t5J0y+GJ2m4J78yMNmrUGs8evKYbl+/z5LdifsHvVG9GXM7jUqT1bUmY6CNTyrRxid9sdWFM4alPT+gbWB9Q3NevH2N6ZuW8WX4utgSOJb4z8vVWNf/01h30t2H96g7dYDFdtQJOfXBCgpnz2tIn/Rk0z97GLFiOnvOHo0dK5w9D2Mbv0EPA/G5lHAo8gRfh/+Py3dvkNfXj27Vm/JS7sLpci3N80tGMj76leo5ZOepw8zauoJDkSdxd81Mi7K16B7UHD+vLAB4G9x3ZFTun0tnqDO1v1WjE0PYkXBW7d9Cm4p11TXcPOlcpZFN41OhQMAzYXgA6pQIZPfoL9l/7hinr18ku6cvNYqVNZzwkRLK5PNncpuB6Ta/RvOsoRMOnjOG/DCFapN68lX4z+w99w87Th7k7ZVfUGJCW8IjVOO5V00Pfmtk9/RNVFU6KdrOH2PI8MQwb8cas5+7Vm9KLhsFNEc26Gx4fntRvkAArcoHU6t4+XQ1PBrNi4j+i3qOmL11BdM2Wd4EeePeHZrOHMbNe3eoXbwCNWzUIRtSt52hYp1bju3lYOSJZOl5IkHjO193L34ZMNViGSEhBB+17Ev7yg2SdQ2NRvN8o91uzwlSSpudL2/cu8OX4esYWq8Dq/pMovnMtwg3teGOz4CQVxnT+A1D1916Yn+ydfVxS+zOK18ggBMTl7P4zzDWHtzOw6jHlM3nT59arfFPUDJIo9FkfLTxeU44dvksxw10UP3p0A6G1uuAn1cWfh8xjw1/7+L73eu5df9fivjloVeNljZ70aSWugGW46Gemd3pVbMVvWq2Stfra1LBhx/C2LHq+9GjUKKEY/XRWEaIIGAsUA1wB44DC4HpSGm8AZgQrsAQoBNQHIgCDgKfI+UPSZzjD4wBGgA5gevAr8AEpLRdrNGENj7PCY+ijJWtiS8nhKDhy1Vp+LL1EkHWqOWf/A2ezcvaLsmjeQaREubPByHU93nzIDTU0VppEiJES+BH4CGwFLgBNAemADWA1wzO4wqEASHAaWARKhTTBFiKEKWR8t0E51QCNgLewG/A90AhoD3QAiFCkNJ6jxgTOubznFDUL5+h6tnl8xsveGmEkIBAyuQrZljew9WNSoVKpqkOGjuxfj2cPg1du0Lu3PDVV/DY2EuPxj5kVc/seUA0EIKUPZByBFAe+AN4FSHaG5yuP8rw/AGURsr+SNkXKAXsAcaajE18FqAMzzCkrI+UI5CyLVAH8AQWGS3EqI3Pc4KXmwedqzayKdenVus0v/bSHh/Y7DkUQ7dqTfE02IrCEtFPo1PVRVWTCubNU//26gWdOsG1a7AyiV5K0dEwezbUqAG+vuDuDv7+0LMnHD+eMtlu3dSq6/TpxNfbvFkdmzDBfDwkRI0/fgwTJyo3YebMai6A27dh8mSoWxfy5wdXV8iRA1q0gD/+SPp3cfQodO8OhQur+XLmhFq1YNYsdfzmTfDwgGLF1CrREs2bK93ScE9jF8gK5ACWIGXcxFI+RLnhAPoanC7mYfEhUsYVNpTyX+ADQABx7XiFKAqUBa4A08xmknI78BNQDjC0c10bn+eI95v3pqSVjYfjm/agdDJWKUYpmacIe0Z/yaj/dLG6N+jlPEV4v8WbKbrGnjNHaT9/LO6DgvEaUod8o5oz4ad53LpvveWAJo24fBnWrIGAAAgKint4z52bWPbxY2jcGPr2hXPnoGNHGDQIAgOVsdqxI2WyqaFNG5g5U+k+ZAiUKaPG//4bxowBJydo2hSGDYMGDWDjRqhdG375JfFc69ZBxYpq5VeqlDqnTRtlRCdNUjJZs0L79hARAb/+mniOc+fgf/9T91kp7faE1gEf01cLirMVuA8EIYSRvvO5Tf9GWDgWMxa/UGOM/GmktNRnxdI5SaJjPs8R2b182TZ8DhN/XsBX4T/HVlcunz+Atxp0pFMV2yujlJI3Sw4+btWPj1v14/s/1xO64Tv2nvsHgCzu3nSs3JCqRUoRdmQnZfP5J6tMzqr9W2i3YKxZw7gLt6/y3roFLNu7kS3DZsVuoNWkE4sWwZMncUandGn14Ny0CU6cUCuVGCZMgA0b1Jv9smVqZRDDo0dw507KZFPDmTNw+DD4+ZmPlywJFy4kHj9/HqpUgaFDoVG8v5tr15SBjIpSBio4OPF5MfTrp35vc+YogxafBQuUserd23x86lS4dcv4fZUvD63iEnSKgZvp67FEslJGIcQplNusKGCrrMg1VJJBEQuyMX/ABRHCHSkfmOQBCiGEsNBxMeYcY1kqUkq7fwIDA6Umddx/9EAevXhanrl+0WE6nLtxWf51IUIOXBIqPQeHSPpUjf3UnPymPHT+hM05bt67k+jchJ9OC9+1w928wDx9KmWxYlI6OUl5/nzc+PTpUoKUI0fGjUVFSenrK6W7u5SRkdbnTY6slFJ27aqud+pU4mObNqlj48ebjwcHq/FVq2zPn5CBA9W5Z87EjYWGqrFBg4zNUamSlC4uUl6M93cYFSVl/vxSentLefeuuXyhQmp+o5+uXc1OPwUPTcf8paXnK+wwHa9u8bi57BiT7A4J7vHGPSXsiqdHnnjHjpnGBieYK0hClOlYmM1rS6ndbs8r7q5ulMhdiILZctsWTifyZ83JuDVzmL55WaI4zfaTB6j9WV/+sVIhGlRHU1sxnmV7N3L1rq1+p5oUs3EjnDyp3t7z5Ysb79hRxUi+/FKtikDFQm7fhrJlIa+NckjJkU0tVaokfWzHDmjbFgoUUCsvIdRn+nR1PDJeU79wUzv5xo2NXbdfP7VKWrgwbuznn9UK6fXXwStBq5LTp5NjetTvPv2YBhwAgoC/EGIGQnwB/IWKK902ycV3sfUBHgNTEWIDQkxGiCXAZuCQBfkk0cZHk2I2Ht3Niv2bkzx+8/4d3v3JQswgHn9EHLJ6HFQ7hxgXnyYdiInrxLjcYsiWTbnLrlyB1avVWIzLKL6RSorkyKaW3Em8hK1cqWI769YpN+KAATBuHIwfH+dSe/QoTj65Ordvr+I/8+ZBTLv5mN9nQpdbGvCvynIDSKqnR8y4bd+eSiyoCXyM2t/TC2iHih3VBJxN4zfinbMRtbdoBSrDbrDp37dN84BKSLCJjvm84Nx5cI+jl0+TydmFMnmLJat8//wENdwssXL/Fq7/ezvJ/jdOwtj7j5Md2mi/kFy9CqtWqe8dOqiPJebOhVdfhSym2FukgRbgyZEFlRQAaiWREFtxkqT+/xg3Tq3edu9W8Z/49O4NW7aYj8XXOSZpwRru7spoT5miUtVLlVKJBlWrQjkLe+RSGfM5CQ9LgwcQgEqHjkMIF1T8JgrLSQSJUQboHdMn/lxFAS9gD1I+SXDOPqBNormEmGj69qeRS6eJ8RFCDAdCgRxSSuMVKDUO4+a9O4xePYtvd/0S6/bKlyUHA0JeY2SD1w0V0jx1/YJNmSfRUZy/dSVJ41PvpUp8v3u91Tm8MntQtXBpm9fSpICYvTyBgepBZ4k1a1RG16lT8NJL6gF98KAK5FtzpyVHFtQKAlSmWPwEB0h5uvKJE8ogJDQ8T5/C9u2J5atVg+XLlQFpZDCBp29fZVTmzFEGx1KiQQxTp6rkCKN07WpmfDbBnZaQDWiE2uAZn9oow7QVKR+ROrqY/l1sSFqITEAH4Amw3MgpqXa7CSEKAA2Bs6mdS2Mfbt2/S+3P+jJn20qzeEvkrauMXjWTLl+9ZyGRJTFZPbwNXc+aXMfKDcnhlbhFd3y6VW+Cj7unoWtpkknM3p6ZM1V1A0uf3r3jqh84O6s4x4MH0KePucsKlCG7amrdnhxZiIvbxOgUw6FDMM18W4lhChdWe4kuxHtRklJl4R05kli+a1fw8VH7ebZuTXz8/PnEY8WLQ7168NNPaj9TlizKHWeJVMZ8voabqKyz9mYbQIVwQ+3NAZhldpIQHgjxEkIUTKSPED4Wxhqg3GgngTkJjnkihHOCMRfgc8Af+AwpL1m+eXPSIuYzBRgJ2L8rnSZF/Hf9Nxy+kHQJpu92hRF2JNzmPO0r2a5EHVS0jNWkCHdXN1b3nUQWd8sGKiSgIpNaDyAqOoqrd2/ywGBXVI0BNm+GY8eUe8lawL5HD+XWWrRIucTGj1cP27Vr1b6g/v1h1Ci1MTVfPhVfiSE5si1bqgf599+rOM2IEdCuHVSuDE2apOwehw6Fu3ehQgVlCAcPVvOFhqp4VkL8/GDxYmU469SBZs3gnXdUrKh2bbXR1BIxiQeXL0Pnzsodlw7cVMH8Xqh4zGaEmI8Qk4D9QHXUqiNh6fsqqFTqry1MeRQhfkGIqQjxCUKsR5XcuQm0NNt8qqgDRCLEtyb5GcBRVCLCcmCc0XtJlfERqsZQpJTygAHZN4UQu4UQu6/Gf9vR2JWo6CgW7FhrU272tiR2tsejXWB9SuQqlORxJ+HEWAPVs6sXLcPBsd8y6j9dKOqXjxxeWQkqWoYvu4zj667jGbNmNjlHNiHnyMb4DK3HK3PeZqeFat2aZBKzwujZ07pc4cJQvz5cvKiMiKur2pw5fTrkyqVcd9Onw65d0Lo11IxX2y85sm5u8NtvKjPt8GGYMUNt4ly8WLm2UkLv3spo5smjrv3ddyrrbedOtZHUEk2bKjdfp06wb58yVMuWKQM8erTlc1q0iNtLlA6JBmZIuQoIRiUGtAEGotxdw4D2htwWcXwH5AO6o5IHCgKTUOV2/rIgfwzYYbr+UFRB0nPA60DbRPEhK9hsoy2E+JW4na3xGYMKUjWUUt4WQpwGKhmJ+eg22o7j4u1r5B3VzKacf478HJ9o23V77sZlWswawf7z5nvePFzdmNVhJF2qpfCNFTh/8wo1Q9/kzI3Eq/hMzi4s6/URLcvVTvH8Gk2aERGh4lQ1asC2bel2mReqjbaUsr6lcSFEGVRmxQFTHbn8wF4hRBVp0OensT/uBhrIgTIe1rj+720W/fET4acOUyJXQeoEVOTBk0dEPY2mbD5/ulRrgq+7l9U5bNF/yWSLhgdUIkPnLycQ+fFavN10PEjjYEJDVYxmwABHa/LckOJsNynlIVQvBwCSs/LROI4sHt6EBFRk87G9VuValw9O8tiyPb/R9auJPHhiHkDO4ZWV1X0nUb2ogRRVG5y5fpGfDlmv+3X34X2+3fkLfYMTZ31qNOnO2bPKJXj8uHLtlSsHrxnrZqDRm0xfSEY0eN3qcV93L2r7V2DcmjkMWvop0zf9wM17qgZXeMRhOi58N5HhAbj6702azBhG5C1De8yssufsUZ5arF1ozq4zFjKWNBp7EBGhYkBLlqjqECtWxO1V0tgkzTaZSikLp9VcmvSlSekgprcbzuAfpiR6wGdx96ZU3iLUm2buPnh75Rd83KofW4/vI+pp0o0Sbz24y6wtK/igZZ9U6eji5GxbKBlyGk2aseEyugAABOJJREFUExKSdDsFjU10hYMXlAEhr9G0dA3mbFvJ7jN/4+LsQpNS1VlzcBu//ZM4GeTBk0cMWTYFZwMVCZbt3Zhq41PLvzzumTJbXGHFp2HJlHdp1Wg0jkMbnxeYIn55+aR1/9if/4g4xOBlU6yeE23AFXb30f1U65bV04eu1ZpYTfkulC231diURqN5dtEOSk0s3+0KS5N5AnIWSJN5Pn11MHUCAi0ey+WTjbX9QpNVi06j0Tw76L9cTSzX7922LWSAN2u2si1kAA9XN8IGTWP53o3M3b6KiGsX8HX3pEOlhvSq2VI3mNNonmO08dHEUjBbLkNyRf3yEXHNcqXiBiWr0DbQUBddQ2RydqFD5YZ0qNwwzebUaDSOR7vdNLF0r26h1lUCKhYowc63F9C5amMyu7jGjvu4eTK0XnvW9tWuMI1GYxub5XXSA11e59ml7+L/Jhnkd3Fy5peBU6n3UmUArt69yf7zx3AWzlQtUgrPzOlTTFGj0SheqPI6mheLL9qPwM8rC9M2LeXuw7istYCcBfm83bBYwwOQwzsrDXSqs0ajSQF65aOxyL8P7/PzX79z58E9/HPmJ7h4RYTuJqrROBS98tFkeLzcPGgbaLGmrEaj0aQanXCg0Wg0GrujjY9Go9Fo7I42PhqNRqOxO9r4aDQajcbuOCTbTQhxFThj9wvbHz/gRWuup+/5xUDfs2MoJKXM4WAd0gSHGJ8XBSHE7oySFmkUfc8vBvqeNalFu900Go1GY3e08dFoNBqN3dHGJ32Z62gFHIC+5xcDfc+aVKFjPhqNRqOxO3rlo9FoNBq7o42PnRBCDBdCSCGEn6N1SW+EEJOFEEeFEAeFECuFEBmy5agQopEQ4h8hxAkhxChH62MPhBAFhBCbhBBHhBB/CSEGO1oneyCEcBZC7BNC/ORoXTIK2vjYASFEAaAhcNbRutiJDUBpKWVZ4Bgw2sH6pDlCCGfgC6Ax8DLQQQjxsmO1sgtRwHAp5ctANaD/C3Lfg4G/Ha1ERkIbH/swBRgJvBABNinleilllOnHcCC/I/VJJ6oAJ6SUEVLKx8ASoKWDdUp3pJQXpZR7Td/voh7I+RyrVfoihMgPNAXmO1qXjIQ2PumMEKIlECmlPOBoXRxEd+B/jlYiHcgHnIv383ky+EM4IUKIwkAFYKdjNUl3pqJeHp86WpGMhO7nkwYIIX4Fcls4NAZ4B+Vyy1BYu2cp5WqTzBiUm+Y7e+qmSX+EEF7Aj8AQKeUdR+uTXgghmgFXpJR7hBAhjtYnI6GNTxogpbTYdU0IUQYoAhwwdQHND+wVQlSRUl6yo4ppTlL3HIMQohvQDKgnM2Y+fyRQIN7P+U1jGR4hRCaU4flOSrnC0fqkMzWAFkKIJoAb4COE+FZK+bqD9Xru0ft87IgQ4jRQSUrp6OKE6YoQohHwGRAspbzqaH3SAyGECyqZoh7K6PwJdJRS/uVQxdIZod6ivgJuSCmHOFofe2Ja+bwlpWzmaF0yAjrmo0kPZgDewAYhxH4hxGxHK5TWmBIqBgBhqKD7Dxnd8JioAXQG6pr+2+43rQo0mmShVz4ajUajsTt65aPRaDQau6ONj0aj0WjsjjY+Go1Go7E72vhoNBqNxu5o46PRaDQau6ONj0aj0WjsjjY+Go1Go7E72vhoNBqNxu78HyIFEu3Hf/GzAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -248,9 +320,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAD8CAYAAAAi2jCVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -266,10 +338,10 @@ " loss.backward() # backpropagation, compute gradients\n", " optimizer.step() # apply gradients\n", " \n", - " if t % 10 == 0 or t in [3, 6]:\n", + " if t % 5 == 0 :\n", " # plot and show learning process\n", " plt.cla()\n", - " _, prediction = torch.max(F.softmax(out), 1)\n", + " _, prediction = torch.max(F.softmax(out, dim=1), 1)\n", " pred_y = prediction.data.numpy().squeeze()\n", " target_y = y.data.numpy()\n", " plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], c=pred_y, s=100, lw=0, cmap='RdYlGn')\n", @@ -307,7 +379,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/303_build_nn_quickly.ipynb b/tutorial-contents-notebooks/303_build_nn_quickly.ipynb index ec795fa..d06ff67 100644 --- a/tutorial-contents-notebooks/303_build_nn_quickly.ipynb +++ b/tutorial-contents-notebooks/303_build_nn_quickly.ipynb @@ -7,18 +7,13 @@ "# 303 Build NN Quickly\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -28,9 +23,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# replace following class code with an easy sequential network\n", @@ -49,9 +42,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "net1 = Net(1, 10, 1)" @@ -60,9 +51,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# easy and fast way to build your network\n", @@ -82,14 +71,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Net (\n", - " (hidden): Linear (1 -> 10)\n", - " (predict): Linear (10 -> 1)\n", + "Net(\n", + " (hidden): Linear(in_features=1, out_features=10, bias=True)\n", + " (predict): Linear(in_features=10, out_features=1, bias=True)\n", ")\n", - "Sequential (\n", - " (0): Linear (1 -> 10)\n", - " (1): ReLU ()\n", - " (2): Linear (10 -> 1)\n", + "Sequential(\n", + " (0): Linear(in_features=1, out_features=10, bias=True)\n", + " (1): ReLU()\n", + " (2): Linear(in_features=10, out_features=1, bias=True)\n", ")\n" ] } @@ -125,7 +114,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/304_save_reload.ipynb b/tutorial-contents-notebooks/304_save_reload.ipynb index 11563ae..050d779 100644 --- a/tutorial-contents-notebooks/304_save_reload.ipynb +++ b/tutorial-contents-notebooks/304_save_reload.ipynb @@ -10,23 +10,21 @@ "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib" + "Save the nets and/or parameters in python pickle format" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 1, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -49,10 +47,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 4, + "metadata": {}, "outputs": [], "source": [ "x = torch.unsqueeze(torch.linspace(-1, 1, 100), dim=1) # x data (tensor), shape=(100, 1)\n", @@ -62,10 +58,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "def save():\n", @@ -99,10 +93,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "def restore_net():\n", @@ -119,10 +111,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "def restore_params():\n", @@ -147,14 +137,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAADSCAYAAACIG474AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -196,7 +186,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/305_batch_train.ipynb b/tutorial-contents-notebooks/305_batch_train.ipynb index 0200d69..9d18fe7 100644 --- a/tutorial-contents-notebooks/305_batch_train.ipynb +++ b/tutorial-contents-notebooks/305_batch_train.ipynb @@ -9,22 +9,25 @@ "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11" + "https://www.quora.com/What-is-an-epoch-in-deep-learning\n", + "\n", + "- 1 Epoch = 1 Forward pass + 1 Backward pass for ALL training samples.\n", + "- Batch Size = Number of training samples in 1 Forward/1 Backward pass. (With increase in Batch size, required memory space increases.)\n", + "- Number of iterations = Number of passes i.e. 1 Pass = 1 Forward pass + 1 Backward pass (Forward pass and Backward pass are not counted differently.)" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 1, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -38,10 +41,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "BATCH_SIZE = 5\n", @@ -50,25 +51,31 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([ 1., 2., 3., 4., 5., 6., 7., 8., 9., 10.]) tensor([10., 9., 8., 7., 6., 5., 4., 3., 2., 1.])\n" + ] + } + ], "source": [ + "# torch.linspace(start, end, step): returns a one-dimensional tensor of steps equally spaced points between start and end.\n", "x = torch.linspace(1, 10, 10) # this is x data (torch tensor)\n", - "y = torch.linspace(10, 1, 10) # this is y data (torch tensor)\n" + "y = torch.linspace(10, 1, 10) # this is y data (torch tensor)\n", + "print (x, y)" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, + "execution_count": 16, + "metadata": {}, "outputs": [], "source": [ - "torch_dataset = Data.TensorDataset(data_tensor=x, target_tensor=y)\n", + "torch_dataset = Data.TensorDataset(x, y)\n", "loader = Data.DataLoader(\n", " dataset=torch_dataset, # torch TensorDataset format\n", " batch_size=BATCH_SIZE, # mini batch size\n", @@ -79,19 +86,19 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | Step: 0 | batch x: [ 6. 7. 2. 3. 1.] | batch y: [ 5. 4. 9. 8. 10.]\n", - "Epoch: 0 | Step: 1 | batch x: [ 9. 10. 4. 8. 5.] | batch y: [ 2. 1. 7. 3. 6.]\n", - "Epoch: 1 | Step: 0 | batch x: [ 3. 4. 2. 9. 10.] | batch y: [ 8. 7. 9. 2. 1.]\n", - "Epoch: 1 | Step: 1 | batch x: [ 1. 7. 8. 5. 6.] | batch y: [ 10. 4. 3. 6. 5.]\n", - "Epoch: 2 | Step: 0 | batch x: [ 3. 9. 2. 6. 7.] | batch y: [ 8. 2. 9. 5. 4.]\n", - "Epoch: 2 | Step: 1 | batch x: [ 10. 4. 8. 1. 5.] | batch y: [ 1. 7. 3. 10. 6.]\n" + "Epoch: 0 | Step: 0 | batch x: [ 5. 7. 10. 3. 4.] | batch y: [6. 4. 1. 8. 7.]\n", + "Epoch: 0 | Step: 1 | batch x: [2. 1. 8. 9. 6.] | batch y: [ 9. 10. 3. 2. 5.]\n", + "Epoch: 1 | Step: 0 | batch x: [ 4. 6. 7. 10. 8.] | batch y: [7. 5. 4. 1. 3.]\n", + "Epoch: 1 | Step: 1 | batch x: [5. 3. 2. 1. 9.] | batch y: [ 6. 8. 9. 10. 2.]\n", + "Epoch: 2 | Step: 0 | batch x: [ 4. 2. 5. 6. 10.] | batch y: [7. 9. 6. 5. 1.]\n", + "Epoch: 2 | Step: 1 | batch x: [3. 9. 1. 8. 7.] | batch y: [ 8. 2. 10. 3. 4.]\n" ] } ], @@ -112,24 +119,30 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | Step: 0 | batch x: [ 3. 10. 9. 4. 7. 8. 2. 1.] | batch y: [ 8. 1. 2. 7. 4. 3. 9. 10.]\n", - "Epoch: 0 | Step: 1 | batch x: [ 5. 6.] | batch y: [ 6. 5.]\n", - "Epoch: 1 | Step: 0 | batch x: [ 4. 8. 3. 2. 1. 10. 5. 6.] | batch y: [ 7. 3. 8. 9. 10. 1. 6. 5.]\n", - "Epoch: 1 | Step: 1 | batch x: [ 7. 9.] | batch y: [ 4. 2.]\n", - "Epoch: 2 | Step: 0 | batch x: [ 6. 2. 4. 10. 9. 3. 8. 5.] | batch y: [ 5. 9. 7. 1. 2. 8. 3. 6.]\n", - "Epoch: 2 | Step: 1 | batch x: [ 7. 1.] | batch y: [ 4. 10.]\n" + "Epoch: 0 | Step: 0 | batch x: [3. 9. 4.] | batch y: [8. 2. 7.]\n", + "Epoch: 0 | Step: 1 | batch x: [1. 7. 8.] | batch y: [10. 4. 3.]\n", + "Epoch: 0 | Step: 2 | batch x: [ 5. 6. 10.] | batch y: [6. 5. 1.]\n", + "Epoch: 0 | Step: 3 | batch x: [2.] | batch y: [9.]\n", + "Epoch: 1 | Step: 0 | batch x: [1. 5. 3.] | batch y: [10. 6. 8.]\n", + "Epoch: 1 | Step: 1 | batch x: [2. 8. 6.] | batch y: [9. 3. 5.]\n", + "Epoch: 1 | Step: 2 | batch x: [ 9. 7. 10.] | batch y: [2. 4. 1.]\n", + "Epoch: 1 | Step: 3 | batch x: [4.] | batch y: [7.]\n", + "Epoch: 2 | Step: 0 | batch x: [1. 6. 4.] | batch y: [10. 5. 7.]\n", + "Epoch: 2 | Step: 1 | batch x: [3. 8. 5.] | batch y: [8. 3. 6.]\n", + "Epoch: 2 | Step: 2 | batch x: [10. 7. 9.] | batch y: [1. 4. 2.]\n", + "Epoch: 2 | Step: 3 | batch x: [2.] | batch y: [9.]\n" ] } ], "source": [ - "BATCH_SIZE = 8\n", + "BATCH_SIZE = 3\n", "loader = Data.DataLoader(\n", " dataset=torch_dataset, # torch TensorDataset format\n", " batch_size=BATCH_SIZE, # mini batch size\n", @@ -169,7 +182,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/306_optimizer.ipynb b/tutorial-contents-notebooks/306_optimizer.ipynb index dc831dc..ef86671 100644 --- a/tutorial-contents-notebooks/306_optimizer.ipynb +++ b/tutorial-contents-notebooks/306_optimizer.ipynb @@ -4,22 +4,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# 206 Optimizers\n", + "# 306 Optimizers\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -32,16 +26,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -52,10 +46,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 5, + "metadata": {}, "outputs": [], "source": [ "LR = 0.01\n", @@ -72,14 +64,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -105,13 +97,11 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ - "torch_dataset = Data.TensorDataset(data_tensor=x, target_tensor=y)\n", + "torch_dataset = Data.TensorDataset(x, y)\n", "loader = Data.DataLoader(\n", " dataset=torch_dataset, \n", " batch_size=BATCH_SIZE, \n", @@ -127,10 +117,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "class Net(torch.nn.Module):\n", @@ -154,10 +142,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 10, + "metadata": {}, "outputs": [], "source": [ "net_SGD = Net()\n", @@ -176,10 +162,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "opt_SGD = torch.optim.SGD(net_SGD.parameters(), lr=LR)\n", @@ -191,10 +175,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": true - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ "loss_func = torch.nn.MSELoss()\n", @@ -203,7 +185,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -226,9 +208,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZYAAAEKCAYAAAAxXHOuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMBjcimlYDAaDweBWTMNiMBgMBrfy/yB4amTjla2eAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -249,7 +231,7 @@ " opt.zero_grad() # clear gradients for next train\n", " loss.backward() # backpropagation, compute gradients\n", " opt.step() # apply gradients\n", - " l_his.append(loss.data[0]) # loss recoder\n", + " l_his.append(loss.item()) # loss recoder\n", "\n", "labels = ['SGD', 'Momentum', 'RMSprop', 'Adam']\n", "for i, l_his in enumerate(losses_his):\n", @@ -287,7 +269,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, From 56ba9f13b625e1303396e0d933efbfc53474f46c Mon Sep 17 00:00:00 2001 From: Harry Wang Date: Mon, 13 Aug 2018 16:43:22 -0400 Subject: [PATCH 4/6] 4xx updated --- requirements.txt | 3 + .../401_CNN-checkpoint.ipynb | 216 +++--- tutorial-contents-notebooks/401_CNN.ipynb | 216 +++--- tutorial-contents-notebooks/402_RNN.ipynb | 116 ++-- .../403_RNN_regressor.ipynb | 647 +++++++++++++++++- .../404_autoencoder.ipynb | 115 ++-- .../405_DQN_Reinforcement_learning.ipynb | 39 +- tutorial-contents-notebooks/406_GAN.ipynb | 82 +-- .../501_why_torch_dynamic_graph.ipynb | 2 +- tutorial-contents-notebooks/502_GPU.ipynb | 2 +- .../mnist/processed/test.pt | Bin 7920431 -> 7920435 bytes .../mnist/processed/training.pt | Bin 47520431 -> 47520435 bytes 12 files changed, 1026 insertions(+), 412 deletions(-) diff --git a/requirements.txt b/requirements.txt index 7a4562a..e446ae2 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,3 +2,6 @@ jupyter==1.0.0 torch==0.4.1 numpy==1.15.0 matplotlib==2.2.2 +torchvision==0.2.1 +scikit-learn==0.19.2 +gym==0.10.5 diff --git a/tutorial-contents-notebooks/.ipynb_checkpoints/401_CNN-checkpoint.ipynb b/tutorial-contents-notebooks/.ipynb_checkpoints/401_CNN-checkpoint.ipynb index 5f5dfb2..dea7629 100644 --- a/tutorial-contents-notebooks/.ipynb_checkpoints/401_CNN-checkpoint.ipynb +++ b/tutorial-contents-notebooks/.ipynb_checkpoints/401_CNN-checkpoint.ipynb @@ -7,17 +7,12 @@ "# 401 CNN\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* torchvision\n", - "* matplotlib" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -32,16 +27,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -52,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -60,27 +55,21 @@ "EPOCH = 1 # train the training data n times, to save time, we just train 1 epoch\n", "BATCH_SIZE = 50\n", "LR = 0.001 # learning rate\n", - "DOWNLOAD_MNIST = True # set to False if you have downloaded" + "DOWNLOAD_MNIST = False # set to False if you have downloaded - this has been downloaded in /mnist folder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cell downloads the data and create 'raw' and 'processed' subfolder" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 39, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n", - "Processing...\n", - "Done!\n" - ] - } - ], + "outputs": [], "source": [ "# Mnist digits dataset\n", "train_data = torchvision.datasets.MNIST(\n", @@ -94,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -102,14 +91,70 @@ "output_type": "stream", "text": [ "torch.Size([60000, 28, 28])\n", - "torch.Size([60000])\n" + "torch.Size([60000])\n", + "[[ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 3 18 18 18 126 136\n", + " 175 26 166 255 247 127 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 30 36 94 154 170 253 253 253 253 253\n", + " 225 172 253 242 195 64 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 49 238 253 253 253 253 253 253 253 253 251\n", + " 93 82 82 56 39 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 18 219 253 253 253 253 253 198 182 247 241\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 80 156 107 253 253 205 11 0 43 154\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 14 1 154 253 90 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 139 253 190 2 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 11 190 253 70 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 35 241 225 160 108 1\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 81 240 253 253 119\n", + " 25 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 186 253 253\n", + " 150 27 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 93 252\n", + " 253 187 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 249\n", + " 253 249 64 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 130 183 253\n", + " 253 207 2 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 39 148 229 253 253 253\n", + " 250 182 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 24 114 221 253 253 253 253 201\n", + " 78 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 23 66 213 253 253 253 253 198 81 2\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 18 171 219 253 253 253 253 195 80 9 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 55 172 226 253 253 253 253 244 133 11 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 136 253 253 253 212 135 132 16 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]]\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -120,6 +165,7 @@ "# plot one example\n", "print(train_data.train_data.size()) # (60000, 28, 28)\n", "print(train_data.train_labels.size()) # (60000)\n", + "print(train_data.train_data[0].numpy())\n", "plt.imshow(train_data.train_data[0].numpy(), cmap='gray')\n", "plt.title('%i' % train_data.train_labels[0])\n", "plt.show()" @@ -127,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -184,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -214,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -224,30 +270,23 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 48, "metadata": { "scrolled": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/yoshitaka-i/.conda/envs/tensor/lib/python3.5/site-packages/ipykernel_launcher.py:29: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 2.3101 | test accuracy: 0.20\n" + "Epoch: 0 | train loss: 0.2041 | test accuracy: 0.93\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -257,14 +296,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.6699 | test accuracy: 0.88\n" + "Epoch: 0 | train loss: 0.1913 | test accuracy: 0.95\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -274,14 +313,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0701 | test accuracy: 0.94\n" + "Epoch: 0 | train loss: 0.0422 | test accuracy: 0.96\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -291,14 +330,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.1329 | test accuracy: 0.94\n" + "Epoch: 0 | train loss: 0.1575 | test accuracy: 0.95\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEICAYAAABYoZ8gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztvXl8VdW5//9+MpFAQoCgQUEB54pTK6B1nqqitlq/rVYUJ5RaW23V1mptq95qxZ+9erWtbXEo4BXFWq22lgoO1VurVaig4lREQZCAIgTCkOQk6/fHOSeenJxh7b3Xns5Z79crL072uHZInrX2M3weUUphsVgslvKhIuwBWCwWiyVYrOG3WCyWMsMafovFYikzrOG3WCyWMsMafovFYikzrOG3WCyWMsMafktgiMhvReQnPt/j7yJyQerzmSIy1/D1rxOR/zV5zTz3mS4iN/h9H0t5Yg2/xQgi8jcR+a8c208WkRYRqVJKXaSU+llQY1JK3a+UOjao++kiIkeIyIqwx2EpX6zht5hiBnCWiEjW9knA/UqpRAhjsjhARKrCHoMlGKzht5jiT0ATcGh6g4gMBk4CZqa+73FfiMhQEfmLiKwXkU9F5P9EpCK1T4nILhnXyTxvcOq8j0VkXerziFwDEpFzReQfqc9XikhbxleniExP7WsUkXtEZJWIrBSRG0SkUuehReQPqTeaVhF5XkTGZOw7QUTeFJGNqet+X0QGAHOA7TPGsn2Re+R9ZhH5uogsyDr+chF5LPW5n4j8QkSWi8jqlLutLrXvCBFZISI/FJEW4Pc6z2yJP9bwW4yglNoCPAScnbH5NOBtpdSiHKdcAawAtgGagR8BOvohFSQN1EhgR2AL8CuN8f1/Sql6pVQ98DngY2B2avd0IAHsAnweOBa4QGMskDTiuwLbAv8G7s/Ydw/wTaVUA7AX8IxSahMwAfgoPR6l1EdF7lHomR8HRovI5zKOn0RqsgWmArsB+6Webzjw04xjhwFDUteeovnMlphjDb+lNyJdiCiHX12ps2cAXxOR2tT3Z6e25aIT2A4YqZTqVEr9n9IQjlJKrVVK/VEptVkptRG4EThc//GkjuTbye1KqTki0gycAHxPKbVJKbUGuA34hs71lFL3KqU2KqXageuAfUWkMeMZ9xSRgUqpdUqpf+uOM+seeZ85dd/ZwFmp5xsDjAL+knK7TQEuU0p9mjr351nP1g1cq5RqT03eljLAGn5LNm5+JyoAlFL/AD4BThGRnYHxwKw859wCLAHmishSEblK50Yi0l9Eficiy0RkA/A8MEjXNUNyFf6OUurm1PcjgWpgVcrttB74HckVfLGxVIrIVBF5LzWWD1K7hqb+/X8kJ5VlIvKciHxRc4zZ9yn2zDOAiSlDPwl4KDUhbAP0BxZkPNvfUtvTfKyU2upmXJb4Yg2/xTQzSa70zwKeVEqtznVQapV8hVJqJ+ArwOUicnRq92aSBivNsIzPVwC7AwcopQYCh6W2ZweV+5CaXHYDJmds/hBoB4YqpQalvgYqpcbkvEhvJgInA8cAjSRX2j1jUUq9opQ6meQk8ieSrjDQc2llUvCZlVIvAR0k4ysTgftS+z8h6RYak/FsjSl3Vxorz1uGWMNvMc1MkobwQvK7eRCRk0Rkl9QqtRXoIul2AFhIcgVbKSLH09uV00DSmK0XkSHAtTqDEpEJwKXAVzNdGkqpVcBc4L9FZKCIVIjIziKi4z5qIDlprCU5Uf084341kqwjaFRKdQIbMp5vNdCU4RLSuU+xZ55J0u/fmXrzQinVDdwF3CYi26bGNVxEjtO8r6VEsYbfUpRrgYOAI4DXihyrlPoA+CcwgGTgMR+7Ak8BbcCLwJ1KqWdT+74LfBlYD5xJcrWc5n+AOpKr2ZdIui50OJ2ki+OtjGya36b2nQ3UAG8C64CHScYfijETWAasTJ37Utb+ScAHKffMRalnQSn1NvAAsDTlgimY1YPeM99HMoCcXVz2Q5IutZdS43iK5NuDpYwR24jF0guRXr8QC4GrSaaufEjSQj6b4zSUKupqsfhHKmi9BviCUuo/YY/HEm3sit9SkHeB/VOfdwDeJ+nbsESObwGvWKNv0cFW6kWcyYkXWkjmuTth9T1VBw8rflhx9gLuIBk5fItk4v06ekdbLeEiIh+QDPSeEvJQLDHBGv7o49Touz0nJ3uSTBP5ErAzMIbeuYCW8FFKjQp7DJZ4YV09lqJcDDwHXA7sDegmzFsslmjiecWfqtJ8HuiXut7DSqlrRWQ08CBJ/ZYFwCSlVEehaw0dOlSNGjXK65BKgj2f+BnVTQNdnz927FhXUfv5ObYdS1LPoAn4teH7WSwW7yxYsOATpZT2y7jnrJ5UHvYApVSbiFQD/yCZjnc58IhS6sFU2twipdRvCl1r7Nixav78XKan/JiceMHT+QOp5raq8c5P7COuqYnNDrNYQkNEFiilxuoe73nFn9JXaUt9W536UsBRJN3DkCzkuQ4oaPgt5thAZ6/Jw/VEYLFYSg4jPv5UheVCknnE84D3gPUZGuwrSKoC5jp3iojMF5H5H3/8sYnhWHKwgc6wh2CxWCKCEcOvlOpSSu0HjCApzLWHg3OnKaXGKqXGbrONzRexWCwWvzGa1aOUWk+ysPOLJNUD066kESTL2i0Wi8USMp4Nv4hsIyKDUp/rSKZ8v0VyAvha6rBzgMe83svSl9Z3l/P7usNp+UeuXicuqHDxK+HmHIvFEhomCri2A2aktMErSGqB/0VE3gQelGTLvFdJ6qBbDLPwxhkMO2w/cxfs6ip+jMViiTUmsnpeI9muLnv7UpL+fotPrPnXYuqGDUEq7YrbYrHoYyUbQuayxMuuM24WTZ3JoXf/iJd/ULTlrDuGDYPVOfuo5Ke5GVpa/BmPxWIxgl0qhoxbo//hX//J0P33oLZJt5eHC5wafbfnWCyWQLEr/piydtF/aHnuVZ588XXWvbGU1neWceSs/6J+pNXNtFgshbGGPwS8uHfS7Hf1Oex39TkAPH/+jex2/knW6FssFi2s4Q8B01W0h917jdHrFeNakuXZNSS1+vcJ9O4Wi8Ur1vBbHLEQeJlkU92CrRgtFktksYY/IEy4d6LAu8BDqc87kMfo51L4tNk+FktksIbfECYMe+u7y3lk30lMmHcHww7Z19DIzLIX0ODmRJvtY7FEBpvOaQgTq3njVbg+sGfYA7BYLJ6xK/6I4HcV7kCqfbmuxWKJH9bwRwQ/qnDvqTrY2LWKYTN9LJb44Ln1okni3HoxX6vEKPntHXfh0mzDuBC4GphDkUyfCP2uWczx9rJf0NW1ydE5lZUD2GPk930aUfnhtPWi9fH7TJT89kXjEMOGJY19+kuTd4H9U593AN4H2l2O0RI/nBp9t+dYzGFdPT4SO/VMl5k3p6W+0nyQ70ARm9ZpsUSAmFikeLJo6kz2ufKssIcRLWxap8USOnbF7xOBqGfGFQduJMC+JUQEp778xa9/xP/84ikSnd3stc/2XHHVsb33L72+6DVsLMAfrOH3ibDVM7s6OqmsKZEUTvuW4Ak3wVevdHYkuO2Wp7j9ztMZUN/P9XVsLMAfrKvHJ/a7+hwmzLuD4564le2PHse4m7+tZfTX/GuxkfubNPrXAgcBRwCvGbuqJSjCMJ4LX11B//41XHnZHzn/zOkseGVZ4GOw5Meu+APAiXrmoqkz+dKjN+fcF0ZqqBtRNpvTbxl3wCjGHTAq7GFY8mANf8QYuv8eefeFkRqaL1Uz38u7nSgsTigWB7D4gzX8EaPluVfhx+f12R5WauheJI1xB/AWsAJYB+RzWgUxUVi848bgmjbS6TjAtOmTqKjIH/DPDgLbgK93rOEPkbZlLX38/hPm3ZHzWDeSDrmu75Q9gYnAl4CdgTHANgWO93uisHjHTeDVVLA2k3QcoJDRz4UN+HrHBndDRNcou00NNZVBdDHwHHA5sDdQWeDYzInidvQmir+TnCgW8dlEYfEPN4FXP4K1H6/eyLtv2zTdMLArfkMMpNq3Rithp4YeCySAJuDXGsdfnPp6A5iK/kSh80Zh8U7a4D7854vYtKmDCybN4PG530EK1Fd8vHoj1/38ywwZMsDRvTa1ted9Q2gcVMe+X9ih6DX+fMAVtH9S32vbw0XOGdAM37dzSl6s4TdEtvhZPtE2N/jaWH3YsKJ58nMdXtLPicLinbTBrW+opb6hlkGD+/Pp2k00Da0veI5Tow8UdAvtvd9wfnnbMzn3ZcYTTvzkWsf33WRLPwpiDX/M8NpYfXLihd4qnT4UR/k9UVi8kTa4iUQX7VsTfLp2E4MG9y96jmkGDqxj4tkH9NmeHU94eGfjty57rOEvQzbQ2fNGck/IYwHnE4XFG2mD29bWzqBB/Xni6Uu1znGLUiqvG+krX+1bj5IZT9iyuYMTcL7itxTGGn5LPJhYJLu/sQl+YxNBdcllcP2iUOwgF9kxiP8Lrp9Q2WANv0/4Gey15KB1bdgjKEv8KMDKjkHk41Wms4BpCMIEfsn2fMHzvcsFa/h9Il+nK5NB32L8vu5wo/IOtsLWkokfuf3QNwaRiy2s41/cwQW8xEZW8giTmMw/jI2h1PGcxy8iO4jIsyLypogsFpHvprYPEZF5IvKf1L+DvQ+3vGl9dzm/rzucln8s0jpeR97hsg8f07pWZoXtfcB3tc6yxI3Fr3/EhefM5LyJ0/nvqYWjL34JsaVjEOdNnM4FZ8/MecxKXmYkh1JFDYMZTQcbSdi+b9qYWPEngCuUUv8WkQZggYjMA84FnlZKTRWRq4CrgB8auF/Z4lSrZ8DwbYses2FYk9a1Qq2wrbUvpkHgdAXvpB5g8esfMWKHwTQO0gsSf+Wr+/bEIXJl9WxmLbV8tpasZRBb+JQGttO6frnj+S9KKbUKWJX6vFFE3gKGAyeTVPIFmEGyQLPsDb9b379TrR7V3e34HoVwKsXgmTP27vWtUopLFnzEgk+3kFBw+e5DOWPUIL/uXlJUVg7QkjnIzqb59veOZP9xI/Me76QeYMze23t6hmzqGMJW1vd8v5VW6hhi9B6ljNGllIiMAj4P/AtoTk0KAC1As8l7xZW079+pr3/bA8aw7QFjtI7tbNtMdX3hvOxMJncmfaP3VB+S9xg3FbYmYwKLW9tZ3NrOi8fuwsbOLvb725I+hv+yxMuOJ9VeNQ0lSj5Bs2zxM6cVvW7qAUwxggN4hh/TRScbWUUN9VRZhSdtjBl+EakH/gh8Tym1IfOXRSmlRETlOW8KMAVgxx13NDWc2LLmX4u1DXw+quv78+SJlxuXd3BSYetYdVNl/XpkpW9uX1dFTYXQ2a3Y2NnNkJq+d3fzJmUzrz7DaUVvpi8+kejmsiu/RGVA6rF1DGYcF/N7DkcQjuf2QO5bKhgx/CJSTdLo36+UeiS1ebWIbKeUWiUi2wFrcp2rlJoGTAMYO3ZszsmhnCjUiMUJxz1xq3F5BycVtroxgfTbBtlvQDN/0/Nx4PpWbr3kh+zaUMNuf3mHTYlu7ho/wtUzWPLjZgWf6YsPmi9wPl/g/FDuHXc8G35JLu3vAd5SSt2asetx4BySi8NzAL30kTImrcJpimx5h1tHfIXG1Z+6vp6TCluTMYENgxqZ19LGyi0Jlpy0O62dXRz61FKO366efgH3JyhlglrBnzdxum26EjImVvwHA5OA10VkYWrbj0ga/IdEZDKwDDjNwL1iTTEf9A4nHMQOJxykfT2nrRi9GH2nmFbdVMDg6koqK4SG6ko6uhVdZf9+aJ4gVvC/n3Vuzu1jdsotzVBMidPiHM/TuVLqH0opUUrto5TaL/X1V6XUWqXU0UqpXZVSxyilgrM6EcW0PzmMVoxOcKLjX4xjmuvpRnHIvPc4aN57XLJbE/2r9H59ndY/WPzFNl8PH5sgHVPCasXoBCcxgWJvL5UVwvQDi2u35yLqE2S5ce/954Y9hED5xTBvMtF+9Bawhj+muGnF2BNIzaCiZS2LdziZGpKFFiZxEhPwyzjHYYKMI50dCaprepuPvz7+Onfc+rSjBi86DGh2bji7mztIJhKHj9feAH70FrCGPwI49dW7bcWYiddAr0m8GufL7pjKhkG5fxZO6h8s+ix8dQXjDhjVa5ubBi86uFvtRsPom+IXw8yu+u0yKAI4Xe32tGI88XI+evoVXvnhr2lb5uy3QsfoLwQmpD5/CBzp6A76LJo6k32uPMv1+fmMvqUwlZXOO2ql+Xj1xj7b9t5vOMveX0si0cWmtvZAC7pKHdOrfrviDxk3q11fWzFmEIQ+j4m3F4s78lX0Qt+q3mxyae6EWdBlcYY1/CHjxlefiddWjIUIQp9Ht5H85IyCLkv45GvF6CUdNHOyqawcUHBisnjDGv4QCWq16zSGkMZ0Ln6fcTUP8fXtxe1zW4oLu3lpxaiDjqhcVHGTxaPTVKbQda9D7X+9kKuyZfW1qu9azb6HhYgJX70OXjJmTObiZ9O4+lNuHfGVnu8Pu/caowbapnFawsCp0U83lTmXv3Mq/8sccvdAdunnzymOaVf8IRKEr95rxoyTXHw3eM0san13OY279RX3s2mc3vBzxV2o+Xo5kq+pjJ9qo9bwB4COXLBfvnqvMQQnufhhsPDGGRw+4yd9tnt9bot/mEjxNIEbl4wfxVRhNJWxhj8AwpL+LaWMmYEta3N2C8tl9EvpuYPi7WW/CMSvvu7T6KR4unGd+FFMFUZTGWv4SxjdjJk4oNsiEpw990CqTQ4ztvhp9B9/dBF/eGA+iUQ3k795CMcc9znf7hVHwmgqYw1/CRNUvn8hTHThyrfaz4fuc99TdbCL0Vic4jbFc/HS68sirdNLUxmdbKBcWMNfJviZ758P3S5chVo+psmlM6RDGM9dinR2JPjWBbO0G7GbIs5pnU5w01QmnQ10AS+xkZU8wiQmo/d3YlMeYkzU5YbzVf4W4lrgIOAI4DXfRmZxSmYj9lKWVX6V6dzNQdzDwXzEv8MeTkHyZQPpYFf8AXDrY/fQ2L4l577Jp33H9XWjnqfupvL3+tRXNreO+AqXr3i8z/Z86ZwWszhtxB5XPs+5fJ5zCx5zfeqR/cjwccIuHMcuHNfz/bfIvQDMKOzqKeayK/4AyGf0vZDOUx8wfFvj1zZFZuXv7Xir/M2X77/wxhkur2hxQqbyZvOwgT3Km+WMHxk+PtNTzGUNf0zxqmhpFKWSXznws/I3PflZ/Mcv5c3Fr3/EhefM5LyJ0/nvqVGvGikdrKsnhujmqesETf3Gz8rfdJFWR2sbNY3OCoJsGqczdJU3F7/+Ef/zi6dIdHYXbaje2ZHgtlueCjxgbJLrNT1dbrNv/MIa/hB4c0UrF0+fD8DII8+kapvBRc7ojW6e+kHop1G+CUwBniHpj9+fpE/ea/KnX2u4zMkvnbKpq/MzkGpuqxrv08hKF520TCeGPDNgvGVzB9/+3pHsP26kqeFGBi/ZN07RnWCs4Q+BPUc08vcfHw3AQzfdxDOLV/PbyeN6HTP5tO/05JlPTrzQa59unnqxNMpeYyJppGuAfUmu0rUJIcDnpThtA51clnjZtfG/P/EIW9jq6Jw6ajmz6lRX94sTTgx51APGplbpQWnxOJlgrOEPmf994QOuPMl9JWOxPHUnDVSiUUivR/bkd/Bvr6SyRt9948X4OzX6bs8JireX/cLYtZwYcr9aNZpCJ8NHh6C0eJxMMNbwh8jaje28/dFGDt5tqC/Xz06jvPnDxwpWwEYhJuAGt0VaYWkoRQ2TRVJODPne+w3nl7c9QyLRRfvWRMm2agxKi8fJBGMNf4jMfmk5Xz9gB99ebbMbqDiRPQgSE7IOceDuxKzgXD7fOhJa1+bd/fYPT6SrodboLbu7VU/mj44hD7pVoxs1ThMEpcXjZIKxhj9E7n9hGXdfOK74gS55DngDmIrZNEqT6Mo6lAqBuXwKGH3AtdGfdNo9ecXWKirEsSH30qrRKWHl3XvR4nGCkwnGGv6QWLqmjfZEF58bnjslMzPdcCDVjt0SXS1rOQpvaZQLAb/rgoNo6B41Al35G+a+hyYX3B+kIY8KH/HvooFfN1o8TnEywVjDHxI7bVvP/BuOy7s/M+hYNADpk6voXfw3/H43dI9q390oB3ujRq5c+SDlEopl98zhUqPpmV6yiXQnGFu5a+kRe8tmrwDubVLWIRdR1zMKCqUU35m/ki/OXcK4J5eEPRzPBOW20emH60QczcT9TGANvyWvcdwzoPvryDpc9uFjjq/b1dEZeT2joFjc2s7i1nb+36blnPTp5vzHRUxCYevHA0K9v44CZjp7Jqj7mcC6esqcKDQl15F1cJORVFlTzT5XnhXZvrt3J2Y5Ot5LXGD7uipqKoRNW/OnDkdRQuEvB3prwuI1k0cnRfI8nvMyRMf3M4Fd8ZcCzc3Fj8mDV7E3E/r5c0lKRfwBML02L6W+u17iAoNrKtm1oabgMVHU3Peqi+/VJRR0P9yg7mdkxS8i9wInAWuUUnultg0BZgOjgA+A05RS60zcL3bUNsLWVmfHO6FFM8qVJf3gtSl5HFIxnzzx8tj3GzbBvJY2Vm5JFIyfRFFC4VT+l0eYxJunVFNfl5WiOrHIyY1NeP2NDLofrs/365kGTbl6pgO/AmZmbLsKeFopNVVErkp9/0ND94sXp/427BHkJFvvxil+pWJeVqTCOBddHZ05JRuOe+LW0PoNRwkFDK4uXM0RRQmFtJ+7vi637HdBitQy6BBUDr7P9+tpwJLGiOFXSj0vIqOyNp9M0gMAMAP4O+Vq+CNKtt4N981xdL5fqZhu/fn5sH134Zjmeh5Ytr7gMaYlFHQkmnWOqWUQyd8sMzhNlwwiB9/N/a7NmAtFZIFSaqzuPfwM7jYrpValPreQ0f0lExGZQlIRmB13tC30wuKwe69xbPgzUzEzpSEs7ri44VxGj98FgAPPPIRDzz/C0fm9VENnXtVnf1KJKRVQXt73fJMSCrqBYp1jtuLATVqEICWS/WSA+7AeEFBWj1JKiUjOdzWl1DRgGsDYsWNdvM9FkEcucubTh6RfP6IuoUJcnPqKujREGDg15IOGD+EHT//Y9f1MFIXpVN7qrNJ1tfaLHbOe5dRQD2zw9FxpgpJI9huvxWt+Gv7VIrKdUmqViGwHrPHxXtHCqdF3e45hWpuH5O1tmw8/O2xFlTpqtYysU0O+oWU9txz1MwY01XPaLWcxdFT03p90V/K6geJix/yRM1J+7t6uD6UUlyz4iAWfbiGh4PLdh3LGqEFFxx9EuuQSnuQ//JUJKf/8b9iXC3m51+SyhXXM4Ggu8pCx5AU/Df/jwDkkF4LnAM4rcCyBcvmKx3NuTzeEySUNEWSJTzH5hbZlLYEEcNO59MXy8J0a8puW3E7D0AbemPsaM6bcxRVzf2RszKbQXcnrBoqLHTOZF7IvDXxWkPbisbuwsbOL/f62RMvwB5EuqTO5pN883ODVzQPm0jkfIBnIHSoiK0imd08FHhKRycAy4DQT97K4x43YW5R60xaTX3Bq9P1+NqeGvGFoAwB7HbsPsy6drnUPN93AvKC7ktcNFDuRcc4kXZDW2a3Y2NnNkBo9J6NuuuTvGMsFvMhGVvFHJjqKA+hMLtmTw+85nK/xYJ83j2t9cn6byuo5I8+uo01cP+5k9tht7+zm3ZaNrP1d8MqMce4z67bC+J7qQ0D589dTzOXjxJBvbdtKTV0NFZUVrHhtOfVNuVMos5U9dYy+16BxJrored1Asdtgcrogbbe/vMOmRDd3jR+hdZ5uuqSXlEqdySXowrBsrGRDAPTqsfvScp5ZHJIweIRwmu+/aOpMDr37R5GSXyjk8tE15GlWvbmS+y6+h9qGWkSESXfmlz92usLPFWvoqKikprvL0XXAWcqnTqDYrYxzuiBtyUm709rZxaFPLeX47erppzFx6KRLeknh1Jlcgi4My8Ya/oDx2mO3VHCS7++1wjgMnBhygNHjd+an83/uy1hyxRoWjNipZ//K6mIlsPC1964Hgu+alY90QVplhdBQXUlHt6IrQjmBxSaOoAvDsrGGP0CK9tidlc9jlkVYqZ/NzbDazNuKk3yV7ArjqMkv5HL5+GnInWI6aByFZivpgrRD5r1He7fikt2a6F8VL+mxoAvDMrGGP0CM9djd2pqcJIKeANKaQAa0W5zk+2dXGEdNfuHMqlMdK20GiZugcVR4aGAt/z5+F7L1JCsrhOkH7hDOoEoAa/hN88hFeXdd/KVdzd4rrNx/gyt/pziRXxjY4l2rJe44jTVEjai5cEoFa/hNE4FCLN/JVAMNUbkxm3uqDwl7CJHDaawhF/2GtvkwsuK0ftLm2YUzoDm8JutRxhp+i6WE0Yk15MoVX7z0etf3rKwcwB4jNRuoTNyn4O6Dds/fOEaHtLRBrr695Yw1/BElKrn/scdDkxon6Mo4lDpjdro27CFEjnSlrdM3DxMVuvmwht8ERUTZ3BjxzNx/XQ5btoy1Xc5ys5sqK3l+ZN+S+1iSXaj1rSOTmuxFVpW9aGyC3zhv3pHO6Q+6ktZSgEbn8t5O8KuqNgis4TdBEb9+UAVcTo2+23N64UOgd2DLWsea/DnlF9w04vDYvENXx6dUuT/xiOu+wI6Y5bbRpwWs4Q8c4wVcmbn/B95o7rq65Gr7OGyYp8ngth1O9k1mweIv9m0nHljD7wQ3OvsZFC3giiJunvnOUz6rL4hQ1k+QxMnnn/PtZMe+qcfVXQnGrnw/73U6Klx0Y2hscv6W5bMLRwc//e9BYA2/EzymahYq4DIRzF380jV8Ul3P4ftf3bOta+NGlp93HlJTQ/eWLWz7/e9Tf/DB+hd121vgkYuSxt+NK8jHgKxbHXenZLo7SsXt01lZxYs5JgRPuIinuMFNWueAZu8NT6KKNfwBcvoXd2RNa+5VoKk4wNDO3jnXFQMGMOrBB5GqKjqWL2fFpZf2Nfy6UhFOSE8YuVxBIeJWx12bdEA5kxxtEOOMSbXPoChVA+4Wa/gDpKm+H00FuhalMRkHkIoKqEgWwHS3tVG7xx5GrhtXtHTcdbOAcmUAeQwOOyUMl5LXFpGW8LGGP2L4EQfobGlhxaWX0vH++2x/883GrhtH3Oq45yRgI5+mjtqez8U+jkE5AAAfdElEQVQyaPxwM/387VsB2LxuE5tbN0eyRaSlMNbwRwxjQm4ZVA8bxuiHHqJjxQqWTZxIw1FHeb7mETc8DcSvuMyLjnvQXHD2VNd1BUHQf/AAfnP67ZFsEWkpjDX8BjERoL3/hWXcfeE4Y/fobm+nol/SvVRZX0/FgAGOxpOPuDaWCUPHvW59G1sGORNHq1ufitX48FZxccO53LlxupFrrV3+iZHrWILFGn6DeA3QLl3TRnuii88Nz99wxOk92t99l9U33ggVFaiuLpp/bNY3G7fGMro67iazf868NDpdwyDpozdF3NQ+LUms4fcJNwZxp23rmX/DcUbvUbf33ox68EFH49AljnUJujru2tk/TuQgIsKGlvXFD0pRLIPHjdqnJXys4feBQgYx7Rt3qsPj5B5ecOJK8iMeERW0sn8M88AH632pKcjmpiX6bf6KZfDssG+J6DyVGdbw+0Ahg+jV4OvcwwtOxOGKxSPijNHsH03yGv30W4WhQG+6I1cmW9u2Ultf22d7rn69xbg7MYs6aoPR7LG4InqpDCXA/S8s46yD/V0JBXGPQujEI+JMZvbP2yfuxo8WtdDe1e3qWkopvjN/JV+cu4RxTy7hgQ/0XS298DF9dNWbK3Nuv2nJ7fzgmZ9w2IVHM2PKXdrXi4tcRbliV/yG0TGIaze209RQvJCrEC9cd4yn873iNB4RN47droFjt0uujIf0q2Lxibu5vlZmvKBbKSoi6BobPX7nnNvj3K/Xkh9r+A2jYxBnv7ScSYeMoqEuh5SwARa/9Flf2mztnmyaOjb6MgbLZ2TGC6oromf08xH3fr2W/FjDHwLGm64XYGhnW6+JwBI8mfGC978SH8kMnX69txx9Q169Hp2qYRsLCAdr+C09GG/3mC3+Vtv4mVxzGZEZL4gTOv16vWr22FhAOFjDb+nB905hHmWtvWKyKOs781dqXyezWrjUuPPrt2ln+1iigzX8TqhtDNR4hdlwvVhxWNM3H3E9FqO9gXPJIOdBtyhLZ4Ioep1H34KtCQCOS33x/jo4Y2/H94oy6Wwfq9cTL6zhd0Kmm8JjNy4ddFfgfgimFSsO+/r44tWv+TDaG9hBiqNuUZbOBFH0OimjXwy/+wP4LdtcLNsnjtr95YDvhl9EjgduByqBu5VSU/2+ZyDk8lU7aGjidDVfaAXuh3umWHHYWYeM6rMt6oqdukVZOhOEqeIuvyuE/e4EVizbR0cMzhZ8BY+vhl9EKoFfA18CVgCviMjjSqk3/bxvHHDiT9eVZzApmFaoOOzjDVtzjkWr4nfWGSxOfSyWamoaXUlmnQnClLRzGBXChXCyQm/7tI0HvjfDiF6PDfIGi98r/vHAEqXUUgAReRA4GSh7w59JMYOtI8+gOznovmkUKkD7n7+9y42neRcny24T6Te6ksw6E8SjhyYnxrzFXVm+fLZ0cu2f3uZ6F/cKEifdteqH1PODZ37i84gsfuC34R8OfJjx/QrggMwDRGQKMAVgxx139Hk40UPHYOto4uhq95jI3DEtFeG5IXwGSik2JroZWN3XZaItyYwPmv111byca7x+3MsDbrR5TGFdPsERenBXKTUNmAYwduzYEH/lw6GYwdbVxHEjmObWNWRan0erIbwmi1vb2WtQX7Ex0Jdk1p0gnLJ/gPdyy01LbqdhaANvzH3NeLaOjhvJunyCwW/DvxLI/EsbkdpmSVHMYOtIQLgRTAtCS1/XrWSyIfz2dd5/pXUnCKfckO3+8fFebvFTm8c2aY8Ofhv+V4BdRWQ0SYP/DWCiz/eMDaYULt0IpgWhpe/ErWSqIfzgAHTzs4lDLv79iUeKHuO3Nk+YbiRLb3w1/EqphIh8B3iSZDrnvUqpxUVOiy8OC7zCVLgMWku/mFvJVEP4eS1tPaqaQeF3Ln4PjU2uT9Vxoeho83jBTzeSxRm++/iVUn8F/ur3fSJBZm6/g5x+35j7NnTkLnx6Yex28OqK5FcmNZVwrFkhsWJuJZMN4cMIEgXSrWvWa+avmYWONk82mW8JxbASz9Eh9OBuyRKwvENO8hh94+cUoZhbyWRD+GOag5cOjloufpBkviVc+exP8x5nJZ6jhTX8fhG11X+IFHMrmWwIn0sILe2Df+KjjT2G+eQRAwtep6tbaYuqecrFf+D13t+fsXdgvXdNoPuW4MSNlK4wtqmd/mENv6UgXoXiotCi0Y1hdqKkaToX/8evr46N4dfFjRvJpnb6hzX8QeCj28epYXaageK14CsKLRr9LpIynYvvS4wgBxs/3kDDNoXffCyliTX8QZCv+YgBF5BTw+wlA8WkFlCQmDLM6UnzV2OH99puOhf/leN26btxYpZERmMT/OZZT/e5etfvMfILo/vILmT742d+625+9MJ/ebqXJVpYw19C6BhmtxkoQRR8uaKxqag0synDnJ403dLe1V3Y71/r4M/RgRx1PtLpldn4ndaZj/+79+9WtjkgrOEvEXQNs9sMlCAKvgrRVJlngsq16s1eHRsiPWm6Jad7KUc1b1DkMvrgzh9vAmv0g8Ma/jAx6PvXNcxuM1D8Kvha/NI1cGZGRo+KrlxTetJ0S5gaPNk4yb8Pik8++LhPNa/THgI2E0gPa/jDJNv378Hnr2uY3QQ6o5CZEwiZRVI53hrSk6bfBCEBoZt/HyQmqnltJpAeZWf4jfZ7jQhODLObQGcUMnOiQHrS9JsgJCDCcucUYu3yT8IeQtlQdobfaL9X07h0/TgxzFFTg/QFjYBvznOKkD1pTho1iEt3Nx/sDkQCIoLYat7gKDvDH2nypX1C9Kt/Jz7grgH9+i3mx+IxzTEfQU2aQUlATLzkl/Rv3eTonM2NA5j1y0t8GU9Q2UMWa/gtJsmcuELK/jGGm7cGQwTVjtGp0XdyjpPevWl22Le4O1XnujoB4XIPAkfe8E+ckmCdw0Xk4EaYNS3yj2aJMr951re00GL4UWlcR22ggU+/mq6Yum65B4Ejbx2dGv30ORNOz5N9cVPvb032ey1banMElZubYbXDfr7NzWbGE3O0A/AO3qrOzLXRxxoCv5qu2GYuZoi84fcbk/1eI0dNpWOZ5dU1Q2ie+ID3e7e09PpWO5tq6dKej1HPpvKLwALwmcqgtVWoU/bQTiNt+7SN+iH5g7F+NV2xzVzMUPaG32S/16AZ3FUgGAxwdO9vu9evRvr1R+oa6Fw0l44XH2bARdP6nLbO47jcpMzmIrBsqnyE6OcPnK0JR2mkhYw++Nd0xcl13cQZyoWyN/xgrt9r1KkYlOFKqeqHVPrz3x+6wTZFOjsoh6//yVUbmb2slXsPHEFnt2J9RxfbONHaiSCm0kh1m644NcxOm7nY5u75ifdvKvDKcyewYf2rjNr1Enbe091rn6l+r75iUN5BtW9i68M30P+CXxq5XjkSVE5/kAyuqeSUf9/CjJRU8zeBu11cR1fkzalhdioeZ+MB+Ym94R93uLd2vib7vfpKjhz/bf+wgTVbnaV7qEQnm351Pv1O+i6Vw+Pj1ooaUSuEuxaYB9QAfy+y/w4gV77SvJY2qg3o8+tWBTs1zE6rjW08ID+xN/xeMdnvNWje+XrhP9LB9/V+Q1Dd3Wz+7RSq9z+Rmv1P8nNoFr/Z0tnzcSHwMvBP4MMch2bvPxvIVeIWtDye34bZNnfPT9kbfpP9XqNO5/w/07loLt0b1tDxz9lUjtiT/mff4vt9bcqsA1JCcYUC5It33rnX9+8C+6c+53oHyd7/PtAO9Ms67pjmen7vZswu8dMw2+buhSl7w19O1Iw/mZrxJwd+35JOmfUJJwHyvUi6bzqAt4B9i+xfQTJza1jWcYX6DJvOkPHbMIfVTCYuxNLwmwjoWoLDZMrskPtaHbskBPh0kgdJ6Yinde4JTAS+BOwM3Ftk/xjAaZjTdIaM34Y5iuqjUSKWhn/vcdP4ZPXTtG9Z6fjcHa/esegxXfVdrLzGwbWHDXNWpdrc3KfAqdQxlTLrxg/t2XftVPQtBKmHi1Nfb2jsnwo4TdQ0nSFjDXO4xNLw1/b3R60wTWWbwz8Lp9IETo8vAWKRMhtjjgUSQBPwhyL7f+3i+sUCsbctP7Dg+Zft+JKLu8IFZ0/t+VyoQc3dM69ydf1yJVKGv2nkE/k1dkIkb79XixaxSZmNMJkB8lzMLXJ+sf0AY274E5eR20BHIUMmiAY15UKkDH9FVfFmGEGxeKedwh6CZ7atFcd5/tvWupNT3r1XTUGh/8cm6n78Mh+9ABXV3Qwb71UgIoK4jQkUaAaTGSAnK6vHb6KSIVOuDWr8IFKGv5TQKZjxm2J5/iZxOsEAdHd615dPfLCILfddCRUVSEUVdZN/SeW2ozxf1xM+NILJDJAHTVQyZAo1qKlb38aWQfoTUh21fgwxNsTS8L/xyjdZv/Ylurvbaf10AV845I/G7zFxSsK1pr9uwYzFOxWDhlH//Yd7hOe2PvLznMJzpUA6QB40JgKxm7qqGVDZWfzADOrWt/X6vlCDmjMv/dVnB6ZqISz58WT4ReTrwHXA54DxSqn5GfuuBiYDXcClSqknvdwrk73G/c7UpfLipg9AGt2CGYt3ghKeiwLpAHnQrh4d3v/a1woW6E1buX+vAG+xYDDA4h+f0ut7PxrUlCte/0reAE4FelliEdkT+AbJlOHtgadEZDelVInINhZGt2DGUhgnQXU/hed2d6GJtG2tGHW1ZQbIP25qYpu1ZusKPhnqTWDORIFedoU3Y3rv125QYymKJ8OvlHoLQPp2AjoZeFAp1Q68LyJLgPHAi17uF0keuajPJhMFM3HHqe+9q0N4e4/Rru7lt/Ccm/iFm3MKkakpNXL0aLa57bacxjUzKWFMRlMbv5GqpCnxUqCXXeHNtN5uragJ48UZv96Lh0OvvLAVqW19EJEpwBSA409z5gOMBHmkkr0WzMQdXd/7Ry9kZLK4sBflIjwXdU0pEwV6mQHsmh13ZMwNfyp4fNPGdTx/83mu7lXuFDX8IvIUub0U1yilHvM6AKXUNGAawITTE4F57PyWffBaMBN3gvK9hyU8F1W8rvLdBGE3dVVrFejp+PWdsLZhcM7t2T+Dcm3hWYiif41KqWNcXHclvYUCR6S2RQYd2YcJpycY3Iir7B6dgpko4tafnQ8nvve0jLQT/7iu8Nzuf9gQaHqrDoV/1rlz+v2uffjt0r16Ygld69fzwRlnsPOcOQXPScYfkp+jWKBXMh3hDOKXq+dxYJaI3EoyuLsryQzHyKAr++AluyeOmPRnu/W9r9mqjBtqkz53U7UDQdc+6Mhju+lPEeeeFuWK13TOrwK/JBm7fEJEFiqljlNKLRaRh4A3SXo8vl0uGT2WJF5976aDoyaJa+2Ajjy2m1iCH/EHtz0cPqm3Eg46eM3qeRR4NM++G4EbvVw/KuTSD3LrAioX4up713F1xbV2wKQ8tt/o9nAoFgC25CYev7ERZF1rckKYE3xfk0Bx69YIq+mLV5y8acSxab0peWy/0Z2kihWOWXJTtobfqOxDYy20bnV2fEzw263RdtOXHfnIheB7w+ZCJ37hJljtZKLNdofs9GjOl+9exEkeW2eSGv3wwwGPqjQoGcP/9GPbOUrNNCr7cOcpfTfN+w8r123hxtPCkGczh99ujX4nXOJoMkl30spuJJ9J5+Ln6PznbPpfeKf2OJxkMzmNXzh5i3Ay0fYpeCqCX/LYfvVUjtMkFTciZfi7E2tdSzPvvs9UVx25/OL+F5Zx94Xjwh6GMXxza/gwmVSPOZzqMYf32T74vta8q28nxtnP+IWTiTbbHVIMv7Jv3PRULva2Yns4+EukDP/aZSeyzc7uOvWMGH2O4dHovUVMeOy+ns+D+61n1vGXsHRNG+2JLj433EOf1wih49Zwo/2vVHfgPnIT2UJBxC90J9pMd8jur7xS8Fi/qn/dBI2Lva3YFFF/iZThz0dYzdWdvkWsa0+mku20bT3zbzjOr2EFiq5bI3MVreM2UYlONt1+lm/6OoUo5CbyG+2fjWb9Q49iZ8g4DRoXe1uJukRF3ImF4ffSXN3iDTdujWxXSrahLRd9nVwUNfoOfjaZ7pCwceOPd/K2YjFL6IZ/wumJFqAZyOvm8dpcPTODp37gGF8at5Qqfrg1nEwmbiQkTJCZXdNwTWHJApM4+dlExei79cdnThaWYAnd8JMy+n4SROMWiz5OJhM3Rn/jz47zLKeQmV0TJHGsf8icgCoHDSqq7QN9JwtLsETB8JcftaUR9PUbt774YumQOrnymdk1qrMDqa5xNRZLbrKDt6Nnzw57SGWFNfx5cFvglc7ymTM7Oj/ayxIvswE9qd1Tz0j+u3VLJX/90+d8HJV/9KzS86RDOsmVV+2baJt6Cg3Xzuu1PZJN3mOEDd6GS3SsUwGCaK6eTSm5h3SNfia1ddHU1NM1uIXSIXVz5TOza7KpGrUvDT8x1kY6VD6YOBHV1cU2efLvVSLR02Erjjhp4VkuxOJ/s5SMcClSSI/fNDqrdd10yEKTQ1QzjwQH0iCajJo1q/A9cxh9v6p1c+H0XpntJy25iYXht4TDqWe8kXdf2hVkuql4MXRW6zoGu9jkkJ1d0/CjJ4yMP+9Ybj+LmiMm5R3z9gev7amK5eDwFSndVOvG4V7lgjX8FlekXUFuUy11jF3B8wus1oulQ+qs5oPKrnGUtx8hKeUgJZ7jJCcdF6zhL2Na313OI/tOYsK8Oxh2yL6B3derG6XYan3QXYUL/aLUK0B3LO+fdpp2VeyW11/vlTGTz3fveewBSjzHRU46LljD7wODY5KtufDGGQw7bL/A7+vF8JrwvZtazZvI7NEdi5Oq2KAyZryqZ2Yb80LnW6VOs5SE4e/s+JTn54zxTcunfesaViy9W+vaUUrjLMSafy2mbtgQpLJwD1c/3gq8GN4ordZ100JNBb+DUqnUCaaaUM/UNeZO7mUzePSIh5UqQldis6+yzP1qt/XlumGyaOpMDr37R7z8g18VPM7JW0EQ8gpRqmzVTQs1EfxOp1wGoVKpE0z1qp7pxJjr3stm8+gTacOvq8rpVcun3Pjwr/9k6P57UNtU2Cel+1bQc3yEG6S7IduVU3/1n3MeF0QLxmIplybRCaZ6dSc5mThssZd5Im34TapyvvfmzwOVdI4yaxf9h5bnXuXJF19n3RtLaX1nGUfO+i/qRw7rdZzuW0Gpku3KyYUTCeUgmDJ8AQMq9Qv2NnVVM23l/n22+x1MtcY8XPSWciER1Er+ledO4OnHtuO9N3/u6TpxCerud/U5TJh3B8c9cSvbHz2OcTd/u4/RB7TeCuJI201fpmvNB0WPqxjU3Ev+IRs3gWY3/v6K6m7tY50Y/ULHp/3vox99lJbrrnN0TUv0ifSKPyi8vlnEJaCbi8PuvSbvPp23gjjitM9v2pWT3c7RRK+CbMYsXao1pmzS/u27E+462GVi2x6WPvG1WBl0drYWbb3oNUaw8oOZgekERYUJ8+4A4Pnzb2S3809yZfQjKWbmoM9vIb0ePwLNTZWVrO1yppNkOpPFtj0sfaJg+FfjUZO/utp/d8RhJ7zt+z2iSqG3gmI4UcL0iu4koxuIDUOv5/mRI41f8+KGcxk9fhcADjzzEA49/4iCx5vyv7uZxLzcy6JP6IZ/zuyqYQATTk/0SQkJQ5XTDRNOT/T6fnAjzJoW+o82EuimPKZRSiHiLu9dd5LRDcQGqdfjJ4OGD+EHT/u/as+VTunWdQVJY+7HRGiJgOEvRFxVOdeF18s7JwOpdiXNbBKdlEfV3c3mOydTtdeR9DvibMf30J1kdFfvUaoZ8MKGlvXcctTPGNBUz2m3nMXQUduEPaSi2Jx8f4m04Q+KuLxZuOW2qvFFj5mceMG3++umPJqqyg0ir16XICWr83HTkttpGNrAG3NfY8aUu7hirk1rLndK1vDrFn9BfN8s4oATP7mJFXbQefUbb5yQN54QtGR1PhqGJlNS9zp2H2ZdOj3cwVgiQckafpPFX27I9vvrEGZswKk7aOuWZDCt2Io2SG2dMIKxDdfMyRtPiEIl89a2rdTU1VBRWcGK15ZT32Qbm1s8Gn4RuQX4MtABvAecp5Ran9p3NTAZ6AIuVUoF2qcujjIOYcYGdNxBvWgAJhU/LEg/eWgCbg7SQ4Nm1Zsrue/ie6htqEVEmHTn5JzHpX3qXoKxlvjg9bd1HnC1UiohIjcDVwM/FJE9gW8AY4DtgadEZDelVDQbuVpKAiOuoi0be7KCqvc9tvjxEYon5GL0+J356Xz9inS3KZj50imjUJdg6Ysnw6+UyhQweQn4WurzycCDSql24H0RWQKMB170cj+/0IkHOIkZWOJLIYmGbKKm02MC0+mTNh0zmph8Pz0fmJ36PJzkRJBmRWpbH0RkCjDl+NPCSzfUiQcEFTMoFBso5fqAxAeLqBoVXBewQuSTaOh1TESbsVssOhS1IiLyFJCrVv8apdRjqWOuARLA/U4HoJSaBkzLVcDlBScpmjrxgCjEDKJWH5DNtrXiOqBZMSgaGkCFJBoyiVJDGIvFKUUNv1LqmEL7ReRc4CTgaKVU+q9+JbBDxmEjUtsK4Vm6IRObohk8uqmLg+/rO4P1Kr5KEYbOT5Cpp1HB+tTLD69ZPccDVwKHK6U2Z+x6HJglIreSDO7uCrxc6FpzZlcNGzt2rJo/f37eYyZOSfi66h2526WezrdxALMEqfOTJu4SDXXUsoWtjo63fvjyw6vD+FdAP2BeSl/lJaXURUqpxSLyEPAmSRfQt01k9MyaVuUqP16XqipvOc5h1w6UGk51frLpePkxNt91MZWjk60jddwxg+6K9//dmVWnhj0ESwzwmtWzS4F9NwI3erl+UKTjAYWknXViBk7jAPYN4TNUd3ey5V+ufS5TJkvJHWOxmKQ0U0QcohMP8CNmYN8QPqNz/p9zGulSTJm0WMIm0q0XS50oZApFhZxG36ZMWiy+ELsV/+DG6Kc1WsxgUyYtFn+IneHXKWDyMwBciFKXdw4a66O3WPwhdoZfh7DeCmztgMViiQMlafjzvRW4fRNY8f4M2resNJ55Y98Q/Kd7/WqkX/+eWoCOFx/2vRYgTRSasFgsuShJwx8XyvUNwYu0g1O81gIUY92kRqPXs1iCwBr+IthVuXlySTvkknHQIW14i53vVT5588wf2MCypWSwhr8I5boqLyVM1AJYo28pJWwevyUSuPGH65xjawEslr7YFX+MGFzC7mS/mpLbWgCLpS/W8EeYUm68EhQ6tQDrJjW6jjFYLHGkrKxKnKp+58wuq/8azwSZKWSxxJ1IWZcFCxZ8IiLLwrr/USev2rem39BI/ExEZEGAtxsKfBLg/fxi6KCZ6x2Ly4vIgoG/fm/fioYmR//33RvXJkQGLXJ6P01K5v+E0ngOiPazOPq9j4SRS6OU2ibsMWRjuiWkLkqpsUHdS0TmB3k/vxCR+Tj8AwAvP+tGuNifX49S+j8pheeA0noWm9VjsVgsZYY1/NFkddgDiDFOf3b2Z20pOyLl6ikn5syuipKQSzDiNf4zbd2kxpJ5lrAHYIhSeQ4ooWcRpWwmRCEmnJ5oAZqLHuiM1XNmVw0zfE2LxWLRwhp+i8ViKTOsj99isVjKDGv4HSIit4jI2yLymog8KiKDMvZdLSJLROQdETkuzHHqICJfF5HFItItImOz9sXtWY5PjXWJiFwV9nicICL3isgaEXkjY9sQEZknIv9J/Ts4zDHqICI7iMizIvJm6vfqu6ntsXoWEakVkZdFZFHqOa5PbR8tIv9K/Y7NFpGasMfqFmv4nTMP2EsptQ/wLnA1gIjsCXwDGAMcD9wpIpWhjVKPN4BTgeczN8btWVJj+zUwAdgTOCP1DHFhOsmfcyZXAU8rpXYFnk59H3USwBVKqT2BA4Fvp/4f4vYs7cBRSql9gf2A40XkQOBm4Dal1C7AOmByiGP0hDX8DlFKzVVKpVt5vQSMSH0+GXhQKdWulHofWAKMD2OMuiil3lJKvZNjV9yeZTywRCm1VCnVATxI8hligVLqeeDTrM0nAzNSn2cApwQ6KBcopVYppf6d+rwReAsYTsyeRSVpS31bnfpSwFHAw6ntkX+OQljD743zgTmpz8OBDzP2rUhtiyNxe5a4jVeHZqXUqtRnPzLLfEVERgGfB/5FDJ9FRCpFZCGwhuRb/nvA+oxFX6x/x2wefw5E5CkgV7rlNUqpx1LHXEPy1fb+IMfmFJ1nsUQbpZQSkdik34lIPfBH4HtKqQ0in5WsxOVZlFJdwH6pGN6jgLsOPhHFGv4cKKWOKbRfRM4FTgKOVp/lw64Edsg4bERqW6gUe5Y8RPJZChC38eqwWkS2U0qtEpHtSK48I4+IVJM0+vcrpR5JbY7lswAopdaLyLPAF4FBIlKVWvXH+nfMunocIiLHA1cCX1FKbc7Y9TjwDRHpJyKjgV2Bl8MYowHi9iyvALumsi5qSAamHw95TF55HDgn9fkcIPJvZ5Jc2t8DvKWUujVjV6yeRUS2SWfriUgd8CWS8Ypnga+lDov8cxREKWW/HHyRDHR+CCxMff02Y981JH2B7wATwh6rxrN8laSvsp2kZs2TMX6WE0hmWb1H0o0V+pgcjP0BYBXQmfr/mAw0kcyA+Q/wFDAk7HFqPMchJIOgr2X8fZwQt2cB9gFeTT3HG8BPU9t3IrkAWgL8AegX9ljdftnKXYvFYikzrKvHYrFYygxr+C0Wi6XMsIbfYrFYygxr+C0Wi6XMsIbfYrFYygxr+C0Wi6XMsIbfYrFYyoz/H694DOizkyKGAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -308,14 +347,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0395 | test accuracy: 0.96\n" + "Epoch: 0 | train loss: 0.1168 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -325,14 +364,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0199 | test accuracy: 0.96\n" + "Epoch: 0 | train loss: 0.0988 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -342,14 +381,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.1077 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0181 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -359,14 +398,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0391 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0671 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -376,14 +415,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0789 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.1265 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -393,14 +432,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.1067 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0776 | test accuracy: 0.98\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -410,14 +449,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0277 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0325 | test accuracy: 0.98\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -427,14 +466,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0251 | test accuracy: 0.98\n" + "Epoch: 0 | train loss: 0.0920 | test accuracy: 0.98\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -470,7 +509,7 @@ " test_output, last_layer = cnn(test_x)\n", " pred_y = torch.max(test_output, 1)[1].data.squeeze()\n", " accuracy = (pred_y == test_y).sum().item() / float(test_y.size(0))\n", - " print('Epoch: ', epoch, '| train loss: %.4f' % loss.data[0], '| test accuracy: %.2f' % accuracy)\n", + " print('Epoch: ', epoch, '| train loss: %.4f' % loss.item(), '| test accuracy: %.2f' % accuracy)\n", " if HAS_SK:\n", " # Visualization of trained flatten layer (T-SNE)\n", " tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000)\n", @@ -483,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -502,13 +541,20 @@ "print(pred_y, 'prediction number')\n", "print(test_y[:10].numpy(), 'real number')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "tensor", + "display_name": "Python 3", "language": "python", - "name": "tensor" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -520,7 +566,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.4" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/401_CNN.ipynb b/tutorial-contents-notebooks/401_CNN.ipynb index 5f5dfb2..dea7629 100644 --- a/tutorial-contents-notebooks/401_CNN.ipynb +++ b/tutorial-contents-notebooks/401_CNN.ipynb @@ -7,17 +7,12 @@ "# 401 CNN\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* torchvision\n", - "* matplotlib" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -32,16 +27,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -52,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -60,27 +55,21 @@ "EPOCH = 1 # train the training data n times, to save time, we just train 1 epoch\n", "BATCH_SIZE = 50\n", "LR = 0.001 # learning rate\n", - "DOWNLOAD_MNIST = True # set to False if you have downloaded" + "DOWNLOAD_MNIST = False # set to False if you have downloaded - this has been downloaded in /mnist folder" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cell downloads the data and create 'raw' and 'processed' subfolder" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 39, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n", - "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n", - "Processing...\n", - "Done!\n" - ] - } - ], + "outputs": [], "source": [ "# Mnist digits dataset\n", "train_data = torchvision.datasets.MNIST(\n", @@ -94,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -102,14 +91,70 @@ "output_type": "stream", "text": [ "torch.Size([60000, 28, 28])\n", - "torch.Size([60000])\n" + "torch.Size([60000])\n", + "[[ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 3 18 18 18 126 136\n", + " 175 26 166 255 247 127 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 30 36 94 154 170 253 253 253 253 253\n", + " 225 172 253 242 195 64 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 49 238 253 253 253 253 253 253 253 253 251\n", + " 93 82 82 56 39 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 18 219 253 253 253 253 253 198 182 247 241\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 80 156 107 253 253 205 11 0 43 154\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 14 1 154 253 90 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 139 253 190 2 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 11 190 253 70 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 35 241 225 160 108 1\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 81 240 253 253 119\n", + " 25 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 45 186 253 253\n", + " 150 27 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 93 252\n", + " 253 187 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 249\n", + " 253 249 64 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 46 130 183 253\n", + " 253 207 2 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 39 148 229 253 253 253\n", + " 250 182 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 24 114 221 253 253 253 253 201\n", + " 78 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 23 66 213 253 253 253 253 198 81 2\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 18 171 219 253 253 253 253 195 80 9 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 55 172 226 253 253 253 253 244 133 11 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 136 253 253 253 212 135 132 16 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0]]\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -120,6 +165,7 @@ "# plot one example\n", "print(train_data.train_data.size()) # (60000, 28, 28)\n", "print(train_data.train_labels.size()) # (60000)\n", + "print(train_data.train_data[0].numpy())\n", "plt.imshow(train_data.train_data[0].numpy(), cmap='gray')\n", "plt.title('%i' % train_data.train_labels[0])\n", "plt.show()" @@ -127,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -137,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -149,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -184,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -214,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -224,30 +270,23 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 48, "metadata": { "scrolled": false }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/yoshitaka-i/.conda/envs/tensor/lib/python3.5/site-packages/ipykernel_launcher.py:29: UserWarning: invalid index of a 0-dim tensor. This will be an error in PyTorch 0.5. Use tensor.item() to convert a 0-dim tensor to a Python number\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 2.3101 | test accuracy: 0.20\n" + "Epoch: 0 | train loss: 0.2041 | test accuracy: 0.93\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -257,14 +296,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.6699 | test accuracy: 0.88\n" + "Epoch: 0 | train loss: 0.1913 | test accuracy: 0.95\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEICAYAAABYoZ8gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXmYVMW5h99vNmZghl1AQQQVNYhLBNHEfUNRb0i8ahRFjRhiTDRxiUv0Rk0kV6+JRE28xqgRjCjEcN0iEdSoiSsQQUWRIAKiDCg7OMxa94/TDT09p/tsdZburvd5+qH7bFU9M/xOna+++n2ilMJgMBgMpUNZ3B0wGAwGQ7QY4TcYDIYSwwi/wWAwlBhG+A0Gg6HEMMJvMBgMJYYRfoPBYCgxjPAbIkNE7hWR/wq5jZdE5KLU+3NEZJbm698kIn/Sec0c7TwkIreE3Y6hNDHCb9CCiPxNRH5us32MiNSLSIVS6mKl1C+i6pNS6hGl1Kio2nOLiBwtIivj7oehdDHCb9DFZOBcEZGs7eOAR5RSLTH0yeABEamIuw+GaDDCb9DFE0Av4Ij0BhHpAZwKTEl93h6+EJHeIvKMiGwQkXUi8g8RKUvtUyKyZ8Z1Ms/rkTrvcxFZn3o/wK5DInKBiPwz9f5qEdmS8WoWkYdS+7qJyAMiskpEPhWRW0Sk3M2XFpE/p55oNorIKyKyb8a+k0XkfRHZnLruVSLSBZgJ7JLRl10c2sj5nUXkDBGZl3X8FSLyZOp9JxH5lYisEJHVqXBbTWrf0SKyUkSuEZF64I9uvrOh8DHCb9CCUqoBmA6cl7H5TGCRUmqBzSlXAiuBnYC+wE8BN/4hZVgCtRswEGgAfuuif/+jlKpVStUCXwE+B6aldj8EtAB7Al8FRgEXuegLWCI+BOgD/At4JGPfA8D3lFJ1wDDgRaXUVmA08Fm6P0qpzxzayPednwIGi8hXMo4fR+pmC9wK7AUcmPp+/YGfZRzbD+iZuvYEl9/ZUOCYRzuDLeNbXq3HEmTXjJ5917qZJ1xWLiI/VEptw7oJTM5xeDOwM7CbUmoJ8A83bSil1gJ/SX8WkYnA3932MTXafQK4Uyk1U0T6AicD3VM3r60iMglLBH/voj8PZlz7JmC9iHRTSm3E+o5DRWSBUmo9sN5tP7PayPmdlVKNIjINOBe4PvXEMQh4JhV2mwDsr5Ralzr3l8BU4LrU5dqAG5VSjX76ZihMzIjfkAtPog+w89EH9QS+AL4pInsAI7FExo7bgSXALBFZKiLXumlDRDqLyO9FZLmIbAJeAbq7Dc1gjcI/VErdlvq8G1AJrEqFnTZgCX4fF30pF5FbReSjVF+WpXb1Tv37n1g3leUi8rKIfM1lH7PbcfrOk4GxKaEfB0xPCflOQGdgXsZ3+1tqe5rPUzdpQwlhhN+gmylYI/1zgeeUUqvtDlJKbVZKXamU2h34BnCFiByX2v0llmCl6Zfx/kpgb+AQpVRX4MjU9uxJ5Q6kbi57AeMzNn8CNAK9lVLdU6+uSql9bS/SnrHAGOB4oBvWSHt7X5RSc5RSY7BuIk9ghcLAXUgrk7zfWSn1BtCENb8yFng4tf8LrLDQvhnfrVsq3JXG2POWICbUU8L4Cec4cfqiaZc+vs+3uwH7A5fnOk5ETgUWAR8BG4FWrLADwHysEexC4ATgKGBual8dlphtEJGewI1u+iUio4HLsMSzIb1dKbVKrFz/X4u1xmALMBgYoJR62eGydVg3jbVYN6pfZrRXBZwBPKOU2pgaqae/32qgV0ZIyAk333kKVty/WSn1z9R3axORPwCTUuG3NSLSHximlHrORbuGIsWM+EsbraIP0HWP/r2B14AuWBOPuRgCPI8ltK8D9yil0rH6HwH/AWwAzsEaLaf5DVCDNZp9Ayt04YZvY4U4PsjIprk3te88oAp4HysO/zjW/IMTU4DlwKepc9/I2j8OWJYS/YtT3wWl1CLgUWBpKgSTN6sHd9/5YawJ5OzFZddghdTeSPXjeaynB0MJI6YQS+kyvuXVUH75D1Qc5hh2MeglNWm9BjhIKfXvuPtjSDZmxG8wFAffB+YY0Te4wQi/wZGNi1fwx5qjqP+nXTq+IW5EZBlWeOzKmLtiKBDM5K7BkfkTJ9PvyAPj7oYhB0qpQXH3wVBYGOE35GXNmwup6dcTKTcPhwZDsZAo4e/du7caNGhQ3N0oGQ54407HYxbcOoUj7v8pb/3E0RVhOyNGjDAZAwZDhMybN+8LpdROzkdaJEr4Bw0axNy5c50PNGhhfMurefd/8uxr9B6+D9W9unm6rvkdGgzRIiLLvRyfKOE3JIu1C/5N/ctv89zr77L+vaVs/HA5x0z9ObW79ct7XuYNpSuVTKoYGXZXDQaDB4zwG3Jy4HXnc+B15wPwyoUT2evCUx1FP5tNNIfRNYPBEAAj/AZXHPng9XF3wWAwaCJwqoaIVIvIWyKyQEQWisjNqe2DReRNEVkiItNS3iUGg8FgiBkdOXqNwLFKqQOwij2cJCKHArcBk5RSe2L5n4zPcw1DxFze8lbcXTAYDDERONSjLLOfLamPlamXAo7FsogFyy/8JuB/g7Zn8M7lLW+ZWLvBYNiOllU5qYIU87FMomZjWe1uyCiwvRKr5JvduRNEZK6IzP388891dMeQhRF9g8GQiRbhV0q1KqUOBAZgVV3ax8O59ymlRiilRuy0k+v1BwaDwWDwidasHqXUBhH5O/A1rNJwFalR/wAsz3JDkVP/zwX0O/yAdttyLRQzOf4GQzzoyOrZSUS6p97XYFVM+gCrGPTpqcPOB54M2pYhfNJOnFFgQlAGQzzoGPHvDExOFX4uwyr0/IyIvA88JiK3AG9jFbk2JBzjxGkwFD86snreAb5qs30pVrzfkIt+/WC1bS3y3PTtC/X1oXTHjRPnxsUrmHHAOEbPvqtDSMcPJgxkMESPWbkbJ15FP32OpCobar4J9DlkX/ocsm/eY6J6IjBhIIMhPIzJeiHj58YRkJp+PenSv0/O/XOu+R1blofzRGIwGPRghL8E+eTZ13yfu//V5+bdf/BtP/Bs5GYwGKLFCH8JsnaB/3rcTt78XuL+ppavwRAPRvgTxo3A14GjgXdCaiNtteyH5065gs9emKMlpGMyiAyGeDDCnyDmA28BrwEPAz+KoQ9Oo/AT/3oHuxx3cOCQTjqDKN98gcFgCAcj/AliMTA89X5X4GMs69MocTMKP/LB6wOnci64dYrjfIHBYAgHI/xB6NfPSq10++rXr/05WZwJ3JLxeRku8m3dtOmSqEbhfmv5GgwGPRjhD4LXdMrVqz2fU+6tBfs2XRLVKHx7LV+N8wUGg8E9ZgFXCfBA5eEAbOzbkytWPmV7TJSjcB21fA0Gg3+M8JcQ3Vavy7lv+yj89XdZ/95SNn64nGOm/jywIK95c2He1cCmlq/BED0m1KOZKNIxg/BAxWE8UHFYh+0HXnc+o2ff5Zi14zX3fsGtUwL32WAw6MWM+DWSmY75CXAelje1EzdilS2rAu4C9g+rgy7JNwr3knufDh8ZDIZkYUb8bsiVvZPFYmB66v2uuBP9JOTue8FL1k86fGQwGJKFEX43uMyMGQbUeby0ztz9KMJMXrJ+0uEjg8GQLIzwa2Soj3OGAS8BTcACrKr0631cJ6onh6hy77tSGUk7BkMpYmL8MTMUGItVr3IPYF/AT8n5XE8OnTT0MZPnTrlCa9ZPJgLcbzPxbDAY9GKEPwIyJ29fstl/Ser1HnAr+RdtHY39BPCw1PYmrILH6SeHDrKcmpuQba+g8lTaysWJf70jtNx7pfVqhihZtPxXtLZu9XROeXkX9tntqpB6ZMiHEX6f3Ajc7OK47EwfO0YBLUAv4HcO13sY+2whr08O91cfCWqH1OYqgWiHyb03ZONV9O3O8XrzMDcO/xjh90FazN2QHYKxY5aHttNhHDvcPDmMb/7njg8exN5gCIOFS90Mn+zxc7MxWBjhd8LG5OxAYKbL07NDMMHLk1vmbXZ4eXJw4ooVz+fct7Wsit8PONLXdXUXazcYDN4xwu9EwLq22SGYBzV0KRdenhyC0KWtyfe5pviKwRA/RvgjIDMEU8qkbZ/Fx6SyIVm4iccvfPczfvOr5/nD5PN8t5O+RktzG8P234Urrx3l+1qGHRjhj4DMEMyfY+5LnCy4dQpH3P9T3vrJb+PuiiEgTqLf3NTCpNuf5857vm27342gZ16jS63uxOTSxgh/BOgIwej283GKtX/3/ClaR1mm+Erh4SdFM838t1fSuXMVV1/+F373h7Ht9rkV9MqqCu6fch6bNjZw4TkP8YMfH8Pwg3fz1R9De4zw+0C3CB8A/Ivc+ft+zd/y4RRr/83v/I+y7KyYw7J9NoRHkKyZz1dvZvGieh5/+uIO+zJvCg1fNjkKetduNfz3r0/jonGTeWrWDxEbnyyDN0SpYMtmRGRXYArQF2sNzn1KqTtFpCcwDRiElYhyplIqrxvBiBEj1Ny5cwP1RztZf2Tzgeuwsnp0ifC5wJ/y7J+O5b2TLss4CPgQ76ty04VY1ry5kGUzXmLb5xvY68JTbUf8H514Yd7/lHcMPN5j6ztILwDzk9XTlUomVYz03bbBPUFSLd3S2trGN0/6XSiCXkp5/iIyTyk1wu3xOkb8LcCVSql/iUgdME9EZgMXAC8opW4VkWuBa4FrNLQXK2FYI9zhsN/1qtwctMvdx12sfY/nrPyjl1MvnQRZALaJZo09McRNeXkZ3Xt0Zt3arfTqXav12ibPPzeBhV8ptQpYlXq/WUQ+APoDY7AcBgAmY7kVFLzwBxVhO5xMjnX5+YCJtRuCEUaWzbq1W+neo7OG3hncojXGLyKDgK8CbwJ9UzcFgHqsUFDB006EP3mS8/v1InP8eseAb+QtcegXL34++TCxdoNfwsqyufzqEyg3Kb6Rok34RaQW+AvwY6XUpsx4nVJKiYjtZIKITAAmAAwcOFBXd0IlLcLj+/XqsC9XMfNM0sXPveBmVe7ROE82m0LnBr94nZQFd08Ix5/4lbC6bMiBFuEXkUos0X9EKTUjtXm1iOyslFolIjsDa+zOVUrdB9wH1uSujv6ETVqEB0fYppuU0FwGbrlIqtmasXVIJpmZOlu3Njlm2USRh28WePkjsPCL9Vt/APhAKZU5T/kUcD5WZOJ84MmgbSWFtAiPj7UXHQnLh9+PELc2NVNe5a+YirF1SCbdutdwwEG7UltXTW1dteOkrJ8nBC+YBV7+0THiPwwYB7wrIvNT236KJfjTRWQ8sBw4U0NbBUFaKNfWdabH+s2RtZtZwUtn8MaPEL/47Ru2Zw7ZpW4+UHGYrRW0sXVILvsd2J+7J71IS0srjdtaHCdlvT4huOHpQ66k8YsdN5qT+AUz84xFHge69IWr6n03WZToyOr5J1bxJDuOC3r9QiQtlD1enBdpu3cSLOPHDj9CHCRzyNg6JJeuXWsYe94hfGfsQ7S0tDlOynp9QnBDpui7ZWswn8WixKzc1UycI9YrCJbxY4cfIfabOWRSTZPPN751AN/4lrtwn9cnBEN0GOHXTFwj1nVYFcGC+vBn4leI/WYOmVTT4sLrE4IhOozwa8SNUOYq2RjU/6cn+p0/dQixl8whk2pafLh5Qvj1rbMCZeO8zUPM4z4EYTR3swsH+b5WqWCEXyPZQplNrpKNYZiw6SBOIU5qqqlBP0FEv4H1vMldXMQbbOZTZjCO8fzT+cQSxwi/E337uq7ClS2UPNy+QGOmz0+u7WGlZAZFtxB7Ke5uMOTiU95iN46ggip6MJgmNtNCIxUe/vf4sZ8udAM4E3Bzor4elNrxeuSsHa882AnlMCzDolzbm2ifkhkGGxev4I81R1H/zwUhtWAoFsrLu+Tdv/DdzyLqSW6+ZC3V9Nj+uZruNODNMsWPmVuhG8CZEX+EpH1+cm3XYcLmhFkcZXBLekRrZ8+cXjx1/xT/ZRXdUl7eJafQ1tCTbWzY/nkbG6mhZ6D25vYfTHO5szS+3jI1ox/VnFNxWqB2o8QIf8Rckme7DhO2bDb23fGfoBgWR3XF32pgg17Sq3LDYt/db2z3OVdtgAEcwovcQCvNbGYVVdR6CvPY4Ub0s2lgW6A2o8YIf8SMwt53x40JWyZpW+jhWKGh7CnXbA9+2JFqWlZRTlU3vd7nTujw33mg4jDNvTL4Jb0q145nn3qXu+54QeuK3Vyj/hp6cDCX8EeOQhBO4k7fbZQSRvgjJpfZmte6vF7DQnEvjnITYjLmbIVDelVuvn35VuzOm7Pck2/PPrtdxfiWV7Hz7z2ICzmIC71+hZLGCH8AujZsZVNN/gmwsHgZb2GhzFTTE//qVPNLL25DTGb+IXksWv4r2+3pVbn59uVbsTv84N1QSpn6uVn8qp93i4kuPiqdGOEPwKSn/9ju8zd+/QpXn/oVDt87rKnZHRyL+7AQtE81DYN8o3U3q5mLYf6hGMk1qZpelZtvn9OK3UIT/UvqLmDwyD0BOPScwzniwqO1t+HHV8jPOUb4NbF2cyOLPtvMYXv1jqQ9+7FWfOQbra945lXod4r14eGZeecfjDlbPPjJZc+3IteLp0+h0L1/T37ywg1xd8OWm1DDbxbqb1TujHnN8EoT095YwRmH7Fpwo5hM/Ob4p0frXfo7VQ+2J+75B0Ph56VHwab6Ddx+7C+454xJfLHs87i7Y4froI8Z8WvikVeXc/93D467G4HwG2MPOlo35mzR4md0HyX5Fo619m2ifLW3NFI/MXA7/nvJndT1ruO9We8wecIfuHLWTz2d7yd+HxbFIfwzLoZtG72dU90NTrtXS/NL12yhsaWVr/RPzog1X11fu1CL3xi7jtG6MWeLliSLfnb+fiZdqeTTlXM8Xa8rldxYMTJotwCo610HwLBR+zP1soc8n58U0YdiEX6vou/3nBzs3qeWubecqO16ceB31K57tG7M2ZJDup7tHyaHvzrXDZM0Cbgftm3ZRlVNFWXlZax8ZwW1vaJdB6Ob4hB+QyCCjNozR+u31h3LTp99AXuerruLhojJrGdrgFXvf8rDlzxAdV01IsK4e5JWcdsbRvgLkFb0VtnSNWrfaVuTxl4Z4kRHofRXX1nCU08s4LY7/hOAcWc+wG/u+Xag0otxMXjkHvxs7i/j7oa22gNFKfzvr9zIJQ/NBaCxuY3F9ZtZ+/sYDJS6VcNG/R4eOkUfTIzd0BEdhdJN6UW96Kw9UJTCP3RAN166warzPv2NFby4MKZZlXu+ueP92Efb74sp7XO+w/58Mfb0hHHa+K3bam/2t4bCQUeh9EIpvZjP/dMLN4f8Xzq79oCd6N8sqDyXWJ3O8y9K4c/kT68u4+pTv2K/c+rZ+U+2y/yp7uYvgyhi5gN2iZmLNVw7qOB3rV/Lpn69vJ1jXDkjRddovRAWcmUXVMm0W04S2bUHfLA9sbWohT/watptG3fcHNI3AU0poF4qe/lhMfbCPwx4LrRW3TFp1zG228sqynMatG2imfEtr9KVylizO0qFQhmtFxsPcFjO2H127YEgFK7wu8jd71XXicW/PkVPexrTPwGrspcdmkJAw3JsH6rl6v7JV1LSzeKxTTRr7Y8hN4UwWg+DGqo9++u31ldrafs0/pQzdp9Ze6A84BNw4Qq/biFOCn6eBGwmkfMJvK9QS/1ab33KwXqs2gGXf/Jkhz6M1tKCAeCRlhm5xWvgENvNla0tjPj04xB7FR1+XS6vqsexkpZdLN/Ktvl63mwbNxk5PRjM2Txh225m7YGLeM3dl8pB4Qp/sZJ+EnCaf8jmnMdcH7pw1zHbi7782Wb/jcBsoAq4C9jf5XXdnJf2LfV64zF4w09FKD+Vp5KKX5dLpwlaO/sHN9k2XjJyOpM7NJ2v9oCXVM/i+U0XOTpTVPMVfZkPvAW8BnwCnAf83cU13Z6nOxXVYIgSuxtKdrZNE5tdHdNCY+AykWm8pnpqEX4ReRA4FVijlBqW2tYTmAYMApYBZyql1nc4eerZraRcQudeMcT7SDdFYnL3QyKqFNXFWOUcAXYFPiZ/XD7oeYbSIW0B0dLcxrD9d+HKa0fF3SUtfMlajmXi9s/fp6O7bXZGTjXdaWAddeyspQ9ebyy6RvwPAb8FpmRsuxZ4QSl1q4hcm/p8jc25WlIFEpO7HwF5U1QDcmbqBdCMVc83HZfPxzCs8E46dn8cuQvL58OUXywc1q+zUjzdLOrKtIDoUhvPcEDXqtdsauhJJ/Kvb8jOyNnGRmroqaV98H5j0SK6SqlXgOzk7jHA5NT7ycA3iYg/vbqMcw8fFFVzkRJlwZdK3Nf0HQqMJXjs3pRfDI9L6i7g9uNu4fbjbuEfD74U+HqXXfwY69a6W/iUaQFx4TkPMW/O8sDteyEdCrmAlziNPzGTy3Ie+zYPcT9f5wEO4zP+5XjtIZzkeMwADmEF/6SVZjawgipqtYV5wPuNJcwYf1+l1KrU+3o8FAkIglthLNTQUNQFX/bDfVz+EiCIdZUpvxguuipI+VnUpcMCIghu4vCg1xYhk8yMHEE4iTsDXzOTzFTPzaxyvLFEMrmrlFIikm8p8XaCCrJbYSzU0FDOgi8h+QJ5Kcs+Ciu+7xdTfjFc0hWkuvSq5czbz6X3IH+1of0s6tJhAREEu1CIHWFOwubLyAmK1xtLmMK/WkR2VkqtEpGdgTVuTgoqyH4qYYUZM9dJ3oIv93yT8Wf+MOe5+Qqz5MNLMcVZ+B/xF035xX79vK/D6Ns394I+jQStIJXm4enef8txG7bZhULs2I0j2ZMdtTXsJmqTipcbS5jP1E8B56fenw886fUCXmP1fiphRV0kPQi6C77cCHwdOBp4R9tV7XGq57vdGvqUK/jshTnMueZ3bFkevhhqx48NR4jWHZlkVpBau+KLSNpMk2kBcdF5UyK3gMiMsbfRyvdz2BVWUhNZn+JEVzrno1j60VtEVmJpyq3AdBEZDyxnR7KIK/wIsh9hLIYi6X7wm6/vuz2HSdt81tB3XHoN3TZu8tZgt17wv2F+o8IiCRWk4rSA0LnqtRjQIvxKqVzJ98f5vWZUgpwvNHTkQdeytqpux4alSx2v16u8nFd281awIg6C5t3b1e3NhddJ22xraM+iD7BRj8VEseC2gtRT/7eAPz86l5aWNh6d8d2Ie2nD94/x/rvs1gu7YUyYMfZCI7Erd/3E6r3iFBp65V+3tvv8RWUtRw2/Lu8117a2autfmKTz7puAD3Cfr+8HM2kbP24rSCXOmM3PDTyEm77XNQA6V+WGQSKF30+s3g9eQ0O9m7eE2JvgdG3YyqaaLq6OTefdnwDsgft8fdhRiMUtRTFpGzN5TdcMoeInxbOZL3mAw7iI19nMKv7CWFdpoV5vMH4XpSVS+HVPYkaOF9sJu2Iv6e0eHUgnzZ7hqV7AJanXe1gTMk75+l7CO5noqOebiVKKS+d9xrx1DbQouGLv3pw9yD49r1goFdFftPxXHQqjREFaQO3i/35SPP3k7Xu9wQRZc5BI4U8yH59+OlJVRVtDA32uuoraww4LdsFc4q6r4EseRsF2l87fBbiOk83C6Nl3Afrq+S7c2MjCjY28PmpPNje3cuDfluQWfr8xYjMxHAutrVthrFs/WD1kCqgdfn12vM4peL3B+LghbU8fK3jhHzriZqSigqYVK1h52WXs/kRHL+uFb+SuI+uVQY891q69wMIP3o3pcj0leCSfS6cX3Nos5Kvn64VdaiqoKhOa2xSbm9voWZXnWSUBMWK/NtdRU9naEncXXOHmia9LX/fWzJkCakfYPjtpvN5gvB6frrcLRSD8UmF9hbYtW6jeZ5+ia8+WbRutCmQRPBU4octm4YEK9zfQHlXlDKmrYq9nPmRrSxt/GDkgUNu2uBl1ungyiDpt1gvDVy6lqi38ZIRf3zpLqxOnmyc+L378TrVsvdoh+MXrDSbIDanghb+5vp6Vl11G08cfs8ttt2m7blNLG1UVHcUsrPY8k5AKZHFk7Myu38KnDS0sOXVvNja3csTzSzlp51o6Re3x4+LJIEy76kvqLmDwyD0BOPScwzniwqM9nT9vwO4dtl1UMbbDtoVLb855DTdWy7lE3+8NwdMTnwucatmG7bOTxusNJsgNKQnC30aAFcSV/foxePp0mlauZPnYsdQde2ze49dtaeSU21/h9ZtPsN2/dnMjX7vpeT781cla2itm4rJZOKpPF0btbK2v6NmpgoWn7GV/YMSxYjvCTJvVZbrmF7dWy/PmLGf4wR3XtuQS/a/NWpJ30l73E5+bWrZRrAHweoMJckOKX/jHPmrdrqeendPELe3Zc+/43Hn95bW1lHVxTmXsWduJy0fvnXO/24VjbtvzQyjOoWVl0NamoXc72G6zEDBjp6vHwtGRj+wDECRt1gmvpmtBnxCyybRabviyiR/8+Bhbgb/pp0/ZOnHmuiE4TdrrfuKroQffY66vc7N5h6msZTHHcBMAf+QoTucx1wVXvN5g/N6Q4hd+F+QzUVt21llQVoZqbaXvDe5GP396dRlnHjrQdt8lJ9gXok7z4gvXsPsDn3hqL41bQQ/FOTRzYVmOm1p2lo+TQVs+m4VMHA3ilPKXfVMgeE2bdctvNzzo6Xi/Twjl5V2sbJss3Fot53LizHVDcArhKKBHZTnlZUJdZTlNbYpWB+/ft3mIr3KB43cNSlQTwUFJvPA7efYMeswqMv7yvP+md/Oz8Mazjtd86sojffenb5cKBk2d6utcP4IepXNokCyfwBk7CRN9nWsFdKXNBsWvLXM6rz471u/WajmXE2eu451COMf3reXR5Rs4fPZHNLYpLt2rF51t5uPSpNM1oxD+qCaCg5J44Xcbekn6qtpszjx0YM6njjSF5BwaJ2Es6BIRfjuiv/OBY/d3zO7RlTYbFF22zGncWi3ncuLMdfwFW5sAmP8PGHN2x3ma8jLhoUPdV35Ip2tGQVQTwUFJvPBH4dmTVErCObRv8MJsnhZ0ZZB5w3h91J7+O5Cwp5VcZNoyDxtlP/F9f0v7p9kaqjmnwn5+KdNqOV9hluNPtH9ijcqa2SldE/TW402oGVy78EKihX/pmi08eeUR9K7L/aikc3FW0iiam55yVXzNN37T+0SEn+9qStizAAAgAElEQVTXl56dEv3fgEdaZsTWtpNVRBBTt1w3BN04pWu6sT5QKDawTFspxohYnbloK5NE/8Xv3ieYZ7jX7Jgk1eGNyqiuGAiS3pd00YfS8ekJi3TcPRdurA8E0V6KEawVxldpqDckIvOUUiPcHp/8v/oAeJ1M1ZFN06vJvoizV5JoVNe1fi2b+vXydo7HVE0/JGZBlyGRpOPuufBifeDWpycfN4b7AOyKohb+TLxmx+Q73k94KUlPE36ZtOuY0MM2dmRP3s45sX083k96n9+2HSeO+/b1V3M3RnTn9+tkS0Mvamu8zaFsaeg4OMkXc/eSghk0PbNLvL/q7RSc8PsRUK/ZMWFk04SSm18iZE/eZuM1vS9I244TxxEUTfeCG1GPewVwPm55YgaTOc7RejhzFP1rj7kQblIwg6RnJmGEn03BCb8fAfWaHRN2Nk2Uuflh46dASL5METuyJ2/rKttP3npN7/OC64njtD1Ewiyd3Yi62/z+XAu5dLLt8/ar4f144XvFTQpm0tMzvVJwwp+JWwH1mh3j5XivTyDFlpvvZ+LR6znZk7drThvquU2/eJ443rjWvUeQxpvEti3bqK6t7rDdjai7ze/XXiDFZrX2zY++0+6zXy98rzilYPot0J6U0E42BSv8bgXUa3aM1+O9PoGURG6+ZrInb+NsW+vEscb8/1Xvf8rgkXt02O5G1DPz+6de9lCH/V5y+z1hd9N7tP3HQrBASGIox4mCFX63Auo1OyZINo2bJ5CCzs2PaRIye/LWL42tbZ4FO7PtvE6gfsn1dODxacBO9MFZ1AHaWtsoKy9j5TsrqO3lnEIdZXqpHwsEL0VYSpWCFf6kCaibJ5DE5Ob7zTyJaeIye/I2O6vHLX4yfU7cuY4TUxbQkaLhaWDblm1U1VQ5ivoth9xAdV01IsK4e8YHblcnfiwQ8uXF32wetIECFf7ECGgGbp5AEpObH4GA60wR1DF5u7WljS6aMn288LVZS4LZQQRg1fuf8vAlDziK+s/m/jLinnkjoRYIQHJj+E4kSfhXA65+jLEJ6KxF0GQfY74EoHM5PLNwx8aqchilrzzjkQddy9qqjNHn0qWO5/QqL+eV3Tp6noeNUzbJIy0z9MSJXRKH6AOxiT5Y4Z+wRT2KrC6d+AkD6VpdmySSI/xjH+03YsQINXduqiCC1wLkUZBD9LUdb8PRt7ywPVuo34KJns9f26pvMtTLf3KnbJIGtnF/y9RYRQCAR9+1/j17v1Au39ymqCwr3vhCFFldOik2AfdL6MIvIicBd2LVn7hfKXWrqxOru4VeV3a16so+bf8DwPryi0Ntyy8v3XDc9myhf8TQvp8RHbhPEdx+7W69EuVy6XbFrlOZwL2e+ZCPv9H+qc/1auC05fPd39X2vQwGCFn4RaQcq/bECVjlRueIyFNKqfcdTz7tXutfnyP/ETc8lzMc1KP1Xl/XjIvt3v02VhFfVNZy1PDrQmvb7+jMTTZJOzIzWBJQK9ftil2n/UtO7Vjm09Nq4ATdDA3FQ9gj/pHAEqXUUgAReQwYAzgLf0CCzgHYLsz6j/b/icMoAOKVpBag8ZIimJknXkM15yRg9O92xa7T/nKbMI9fG2kv6Jpc37puC116enfJ9du+3xi8wRthC39/4JOMzyuBQzIPEJEJwASAgQNtKlL5CPlkhnD84mZhluuR29hHQ52zWDZ2LG0NDfS56ipqDzsstHa84DdFsIFt20f/PR7u+HtXLc1svfNcqo4eR9XwU1k/M0BlpYZmbgRmQ4d1mW5X7FaWCbt0rvSUYup1NXAN1Z6fvHT570z8+s/45aI7PJ/nt30Tg4+G2Cd3lVL3AfcBjBgxomOm9Wn5wzJ24uCVlmULwH79C5CxMOvfa9ptj2Lk5oZBU6fStGIFKy+7LBLhdzOaCyObRLW18eW9E6gcfgpVw0/1foH0RG6K+cBbdBR9CHfFrtdrpye/s1fQQjCrBifcLuiyQ0f7hvAIW/g/BTITsAektiWKsu62RWqArIVZWcLveuTmc7TvxQeobcsWqvfRlzoKuSs/xeXm2Dz3aZoXzKJt0xqaXptG+YChEEBPFgPDc+wL1epZ47WDWDXk43+O+XmgBV266/sa9BK28M8BhojIYCzBPwsYG3KbninrnjtImG9hVtgFQNz6AH185pk0ffwxu9x2m5Z20+QKL8Q1mqsaOYaqkWPabwwQ6hkG3AU0AVVZ+8K0etZ57SBWDfm4+u8/89UfXe0bwiVU4VdKtYjID4HnsNI5H1RKLXQ4LRAtyxbQ8PDVUFaGlFVQM/5uyvsM8n29fNYQYY4Ks8nnAzR4+nSaVq5k+dix1B17bDgdyKBgR3NZufpDIWf11DCtnsO8Nri3aijW9g3OhB7jV0o9Czwbdjtpyrr3o/aqx5GaOpoXzGLbjF/S5eL7fF3LyRoizFFhJm58gMpraynr0iXnfre4yduPczS36IUx9G1aF2mb+Xh02YbIM7mccGvVcPtxtwD6q265bT8fRy5f7mvxYVwr1QuN2Cd3ddMubFPRCSl3/oqqrc16HsnCyRrCzchNR8lFJx+gZWPHolpb6XtD8Li7k+h7Hc1lHz/l+/fz01d/7rt/SRJ9gBveXZ044Xdr1RDWPI0Oqwi/K851rlQvZopO+NOoxq1se/wWOl90t+OxzXOfhq+F0w8dJRednEgHTe2Y7REWXkdzQUZ/faqFNduSbXYeVyaXDvzO09TQMYvIUFgUpfCrlma2/vZCOp36I8r7O2e6WBOGM0Pvl5+Si1E5kbq1ZvA6mgsy+vvwjK47PrhczTtr1WZG2dgoh7XY7oZ9+wS+hlv85PPn4ycv/pfreZqLKvTmZOzrwmDQEB5FJ/yBc71Dwm/JxaicSOM0ztJJrucDz0XTXdCmFD9dUN8hk2vI0x+yYPQQ7fM9uczs7PL73eJ2niaXUF9us+YyLFo3b2bFd76DVFUlbsFioVF0wm+X6935vNsdz1ututJXNoXWL1NyMRqO72s/5+B6sV3WIq/sTKDnVm1m2vKNPHjoAFoVtplcYU3yh0EhZd2UdenCoMceQyoqIl2wWIwUnfDb5nq7wI3Fw/qGQ6Gm0kNndohLXBXDepUXbgzaD3beOOCjaHoO3GRyXba3t6c6t/h1SrVjyxebueeMSYGrbm1traRLebPnc/wgZWVQZv2sw1iwWEoUnfCHydFPLOIuoEO0WWUM+WxW6YYdp1+4++6hXLeY0LXYLuwc/HzoDMfV9q4LvEgL4L5Pc619zo/fsE1zfT0rL7vMdsHihP7z6FLezP0tb7juR+z1IGLCCL9L+mxYzcPAeYD7EtgWiSm5WMK4XmynsjYmwCI6Tn6/8iC+bMte1+yOzAFJ9hyB37BNZb9+ORcsen3ygOKZ2/JKyQr/+nFZo+8ZF8N//r7DcdOBd4BbUp8/BhqBTuF2zz0bGuLugSMfv/VRu5TOsyadx64HRLvIJqrFdtrp1ivW5v2KPuRfhJUZtqkaOJDdn3jC8XptjY2UdbL+5+lasFiqlKzwd+C0e4GOwp/p5/IBlq/0eiC3rVvE/ODJVMHf5OIlpTOsHHG3IZqbs6YIbtTopu1Urasd3Xq1L06TA51F7XWjezFVWvTBeoLTsWCxVCl44fezyKdPtfvMmqFYrnInYDk370sgQ0hDDhzzxHMUZ1FKhZoptaWhF7U1wYvCrGtscU4lnfqO5+uG4ZS6tbXSd+w+Kiq6dzcZPQEoeOFvt8gnJC5Jvd4DbsXW3cEQNunRb1bMPez02F8/kXvUfePZ7uL/6xpbOPu1T3jmqEHa6za4cUqdtOLQvNfoXNYUKKSTdJL8VBQXBS/8UTAKaAF6YRUQzoufIvHVqfkGr+cVQHzfoC+V1A4dTqleRD87G2fQtGmUVfm7aWx59dVIRu2OT0V2E/guQ22FihF+F8zycrBDxbC8mMVdkbHomlNores4n3D6LTfnPGfb51145tCrPLcVZt2GqJ1Ss7Nx/Io+wJrbb49E+H3VjyjyIvdG+A1aSMfo/SwyCjqhmy3i+97wF8dz7ETfieqdtno+B8Kr2xCH7332Iqog5FqApduaoWDrR4SIEf4k0bcvrPbo3tk3d/WwqMgU7tAXw9hM8voR8SgJK5XUrfPpx6ef7llE0+I7+PHHO+zLXES195w5vvtfN2qU7Xbd1gymGlhHjPAnifr6uHvgGd2ujY6k4q4Ll+YOyTTXdqJyS2NUPXIkrNW+btNk/YhoWnztyFxElY2X0Xr9TTfZVoxza83w0f5D2e2gwfzgL1fQuYd9Tr+pBmaPEX5D0bH42uS4siYBqbD+m3vxt8kU30yyF1Fl42W0nm8BVj5rhjTpEE4+3DwVHfzcEm023YWCEf5MCjTUogM/Xu9JLsix8N3P+M2vnqeluY1h++/CldfahxUCnZcr7z6AzUO+1a5+LZDdiGiu8yr7tV+q2Lh4MasnToSyMlRrK4OnTWu334uRWr4FWNnWDFeO62ZjyZBf9MHdU9GLxw7WYtNdSBjhz6QAQy26KCajquamFibd/jx33vNtutS6N9fwe55OwigdmM/fxum8bGr22y9nCCiN2xtNricBO2sGPz48btG9tqIQKC3h79fP34i+hG8Ihcj8t1fSuXMVV1/+Fxq+bOIHPz6G4Qc7ewP5Pa8DOVYZ5+OL2u4cFXJVKi/+Npni6xW/N5o0Vw55e8eHgcDCG331wy0H/u3fWtdWFAKlJfxeRd/vOQXO3n/e5MsGI4pV1G74fPVmFi+q5/GnL2br1iYuGjeZp2b90HGVr9/zOpBj4U/QcoN+vO+3bINlZ521PTTj1t/Gr+gXopHaolP20rq2ohAoLeE3uMJPgfMkFUXv1r2GAw7aldq6amrrquneozPr1m6lV+/8GR1+z4uKbP8ctxk0TqEZnWTPASTdSK1mwxataysKBSP8hqJjvwP7c/ekF2lpaaVxWwvr1m6le4/OoZ0XF0ksRehmDkAXbjx43pv1Dr/507Mdtre2Kca/tZIlm5v4TSHZdGui5IX/RmA2UAX21bVS5Mu2yEWv8nJe2S1a33kDdO1aw9jzDuE7Yx+ipaWNy68+gXIXj/B+z/NL0BWqxViKsHNZk+tj3TiTDhu1P9gIf5yV1JJASQv/fOAt4DXgE/JX1/KTbRFGhobBHd/41gF841sHhHZep95bgGAhIDcj9sybw6CpUztcw2+qpht0Wydkc/nA9iUS0yP423HnounGg2flOyu09beYKGnhXwyko6a7ksDqWgmhZdkCGh6+GsrKkLIKasbfTXmfQXF3KxZO/yhzxXCwbBM3I/bMm4MdQTNo8hFmKMluZO+1toAbD55HfzyZmwb4K+5ezAR6jhWRM0RkoYi0iciIrH3XicgSEflQRCItODt2Qgujv93xlc0w4CWs6loL2FFdKxu7c0uJsu79qL3qcequn0mnky9l2wx31bQMzjTX1/PxmWey/Pzzbb1rpKwsp+i3Ne6wpQgjgyazbd2hpO8N+FeHbekR/D1nTOKLZZ87XiPTg2ftii9sj/nJi/8VrKNFStAR/3vAaWTVLBSRocBZWAWrdgGeF5G9lFKRxD7Wu7S1N9W13FHWPWN1ckUnpLykHxS14mbEng7nDJ4+vd32KDJowggl5Yrje3HRNB48wQj0P1gp9QHYVkEaAzymlGoEPhaRJcBI4PUg7YWB3+paYcc/k4hq3Mq2x2+h80V3x90Vysu70NrqzybZLxuoZgJn7NiQIy/f7aR+Zs571YABDHnlFdvj0jeHbKLIoHFzY1q4++7tPt/f0nEuwg1eXDTdOpMCfNmtC503evxbibnIfdiENXTrD2TO3KxMbeuAiEwAJgAMHOjTjCQAnqprZZDEVLowUS3NbP3thXQ69UeU948/e2Sf3XYURFm0/FeebwLl5V22XyPf+WcyznPf3E7qNy5eTM1+++U9JsgK2qBEuRjL6wjerTMpwNS7L7XdHrmzbIJwFH4ReR7oaNoB1yulngzaAaXUfcB9ACNGjIh8CYWn6loZFGMqXS5UWxtf3juByuGnUDU8ec6XmTcB7eeHaKPgJPrQPpxjl9UTJm5DSR1XJB9K57Im2zh+LryM4A3BcRR+pdTxPq77KVaiTJoBqW2xMvrM/MvdezTUM/Vp97m9YabSJYnmuU/TvGAWbZvW0PTaNMoHDKXzebfH3a2SIMoFUTrb/rKtyrHIeyaddzmIn83dw1dbfkiys2wUhBXqeQqYKiJ3YE3uDsFKmU8062vsHmxyE2YqXZKoGjmGqpFj4u5GIijFuZ0o8FLw3QulHM7JRyDhF5FvAXdjJcP8VUTmK6VOVEotFJHpwPtYIfQfRJXRExWFaEZlCE6pze0YipOgWT3/B/xfjn0TgYlBrp8UPnr/l1RybrtthWZG5ZeTv/kB1TXu7tnjU8sdulLJpIqRIfYqPvzM7exwO3XOFNnlMG92zgAN777L6okT2fXeeynvXjrFRJwo9XBOPkomIXvOyyezacPbDBpyKXsMzZ0fnM26Tn2t46/L3jOQvQefsuPjM9artbaVT6+PfTpDG25FP5NNhFc0Iwl4ndsJ27k0znkAt0QdIjMhnvyUjPDvd/B9fLH6BRob8ouy0wSwE+VbCr+ST59qSZTNctIIc26ntUkoryq+n73uEJkbZ05DbkpG+Ks7l1aFnSBkFlQZX9puFR0Ie25n9Zye29/33fcjlp19NnvMnKm1Dbekb2y5FpZ5QXf6s1dfH0N7Skb4DXrZuHgFMw4Yx+jZd9HvcO8umIVKlHM7K773vcjnjpRS21fi676x6Ux/duPMachNQQv/2Aktrn15omTgdQOLLtafzfyJk+l35IFxd8MR3WUkdcTT3bqdDp42LVA7fhARX6Ua3aAzRObF18fQkYIW/iSKfpryLeX0Ki/8eL8da95cSE2/nkieIiXjW17Ne42gmT9+BN0tYc9vpN1OpaaO5gWz2Dbjl3S5+L5Q2/SClxub20lb3SEyL74+ho4UtPB74b0532PD2jdoa2tk47p5HHT4X0Jvs1irby24dQpH3P9T3vrJb31fI2jmTyFPPheT26nbSVudITLjzBmcwv2L88iwg3/vfJDBkU+efY3ew/ehule3yNsOc5QfB2G6neYyd9OdVul20lZnyqnx9QlOUQm/31x9g3vWLvg39S+/zXOvv8v695ay8cPlHDP159Tu5s3uwg9FJfohu53mcv4MY+WxrknbTQ1VdK1xrrnrxZnTYE9RCb/bXH0duLnJpCt39egGU+/L+FHPuBi2eZygqO4Gp93rt7vaOPC68znwuvMBeOXCiex14ak5Rb8YMn96lZd7rp3sNLcThdtpLufPMFxldU3a/uKJEzpsu/3svwbtnsGGohL+KHP1vdxkOkxCexV9v+eEzJEPXp93fxIzf7zWDw5jniZut1OdaZXGs6owKSrhjxKzICw/bjJ/dOBVyINm1OiYZ3DrdurnacMNOtMqS8WzqtgoOuEfMPj8uLtgS/uC7Q8D0KPTBqaeZF8dqNDRkfnjBq9C7jajJgkTyV6eNjoWQ7FH9whd16Rty7oNbJ54boebt9u4f7s+GXM2R4pO+AuJ9Y07nBTfX7mRSx6aC0BjcxuL6zez9venxdW1wESV+eM3NdIpoyZu0Q+LuEbo6bq8PR7uGLJs27Aa6dSHuutndrh5p+P+62ceYR089Z1I+lvsGOF3YM7LJ3PwUc+G3s7QAd146YbjAJj+xgpeXLg69DbDJOrMHy+pkUmrHxwlSXTyLKZ1DYWC+Qk7sN/B9mGDMBeE/enVZVx96le0XS8IXan0tdhq9Oy7AOfMHx14EfKk1w/WhWprszJ4NJAerYP7kJIfwlzXYGhP0Qv/nJdPZv9DHqJTdR9f5+eaxHWzIMzPuoK1mxtZ9NlmDturt6d+hoUbW4V89gxOmT9B8SrkcWfUuKVPtQQ6X5foZxNGeiuU9lNYHBS98O938H2+RV9H204pn6OffLjd506s5YxDjt3ukFjM6JhA9SrkfusHZ2YP1V0fvk3ymm2Kvf+8KadZXFRki3YY6a2l8hSWJIpe+ONMu/TTdiO9OPcwF/+5vn8MbPRYpq9bL/jfv3vuU1jomECNqhB8ZvZQNl5TSt0S1wRzZmgnCgrlKayYKHrhL0S+0t9FNoxX0fd7jgHImoDssC95bpu5vHqciMNRNqqbt2EHBS38Pbr5s2b2Ent/b8732Gv/iVR1SkbM3RAvqnEr0ql97nsSs1Ky0zZ3yuHJE/Xo3pAM4v8LDUDa/6b94ihnvNgtGFdPZ7Y1lHsuyr6toePIMqyQiS7SE5C1V9oXSPGSlRL2d01i2mZguvWKuwdFQ0ELvxvem/O9DuIdZdw/qpXESikunfcZ89Y10KLgir17c/ag7s4namDu34b6qnIF7c9JYsgkE6mozC36HrNSkv5dE4dZuKWVohf+UhmxL9zYyMKNjbw+ak82N7dy4N+WRCb8fjNPsldxRhUy0T3a9pOVksTwkKF0CNdByxAZu9RUUFUmNLcpNje30bOqcMs+pkMmnU6+zHb/+nH2k99tG1ajGjYD0LxgFlvvnWB7XHq0XXf9TDqdfCnbZgTzdk9npTS9No3NvzyFL6f8xPW5Tt+12PCzPiHomgZDR8wwo1Cozp/p06OqnCF1Vez1zIdsbWnjDyML0z3UTcjEzu8F3I+idY+2g2SlSKcu1N04O1D7hUTc6xIMFoH+4kXkduA/gCbgI+A7SqkNqX3XAeOBVuAypdRzAfuqDZ12C81N66ms6qGxd9airpnTvP1qZtdv4dOGFpacujcbm1s54vmlnLRzLZ1CtkXWia6FPG4nWYvJIiCsFbWG4iToiH82cJ1SqkVEbgOuA64RkaHAWcC+wC7A8yKyl1JKv7m4D3TG/XWLvl8U0KOynPIyoa6ynKY2RWuBGUzqWMjjZZK1mEbbYayoNRQvgYRfKTUr4+MbwOmp92OAx5RSjcDHIrIEGAm8HqQ9L5Ra/d3j+9by6PINHD77IxrbFJfu1YvOFYUz2ofgC3nM0n+DwR06Y/wXAulct/5YN4I0K1PbOiAiE4AJAAMHDtTWmSjr73rhhSd3DuVmVF4mPHTorlqvWWgU0tL/zRNHJ3KtgqE0cBR+EXkesPPUvV4p9WTqmOuBFuARrx1QSt0H3AcwYsQIbcGJpJZG3Hv/Wx1vRj3Cr19SlBTS0n+7oiMGQ1Q4Cr9S6vh8+0XkAuBU4DilVFq4PwUyh58DUtsMLkivSDYUBs0LX6b5tWl0/u493k7UmL/f8+GNeB019akWk2VTogTN6jkJuBo4Sin1Zcaup4CpInIH1uTuEOCtIG35Ian1dw3Fg9/MIN0ZRX4elYu1vKTBmaDDjd8CnYDZKf/4N5RSFyulForIdOB9rBDQD5KS0eOXlR9PprHh07yxeV0TytneQz26FedTQJ9qKWjx8Vs8xO15ZuGSISyCZvXsmWffRGBikOsXGmFNKNs6kHbr5c+PP0HkCjPkWqCVJPxmELk5L9fKZINBF8U3jIwRNxPKyz68Q0+d3gQVVClF/GYQRZV5lHSnU0O8lJTwBwnF6JovOPykBb7O82o9XUzhIT8iptra+PKe8VQMO4ZOR5+nvR2/GURxVAwz2UOGbIpDGVyS1Nz+MPBToCap+BExPyPrYhJL4/5pyEdJ/TVEkdtvMon040fE/Iysi1Esi8mPyKCPwv/LNpQMUYlY3GKZObkdJNfeb9aRofgpLDOXmJjz8sm88OTOfPR+MN/2MK7Z0rJFU4+STVQiljSx9JvuanyLDPkwI34XhDE3oOuaFRW1Ofe5mRAuhEngqEQsqWLp5wmgkHyLDNGT7P/xmvHrw+9nbsApgygpXkKFMAkclYiF2Y5qaUYqKgNfx+0TQCH5Fhmip6SEP8r6u6WUQRQ2UYlYmO3oEH2DQRcmxh8Sukb0YcwvGAyG0qakRvyFiHlyMBgMujHC74IgNXp32+uyQNdMylyAYQctyxZQMeiAuLthMPjGCL8LgswN5Mq6CWO+odTKTcZFWXe7ukTxIni3Zjbun6VLUQh/j27Jy05Jj+ijXMlbLGGhpNs1t1vh65GwzNPWGUdPgweKQvi95qF7NTzzQ5QZRGmKJSwUpV1z25Z1bL3znMAi7FbQi8kPyFC4FIXweyWJTwi5CDK/YMhP24bVSKfOWurfuhX0zKeFygNGUTHkEN/9Nxj8UpLCn35CiGLkH5Q4nhxKBb+mbKqtDSlrnwnt91rS2YRoDNFj8vgNJU/alK3TyfYZWNk0z31a27UMhjgoyRF/EnBTw9crJiyUG7tROvgzZcu1ujdpBm8GQy6M8BcRJiyUm+a5T3cQbJ2mbEk1eDMY7Chp4S+kSV5DMOxG6TpN2YwbpqGQKGnhD2pH7Hdy2IRkkoFOUzbjhmkoJEpa+OPChGT8EdfCriQtKDOrbQ06MMIfgGIIFfUooGxCtyUIdS/0sms3jMVkbvBbhtFgyMQIfwCm3ldREGsBAGZOM79qg8FgYfL4DUWHznCICa0YihEzDDQUHR+e0dV3KGa9S7MzP3F/1bAJqfEfqjE3IYMuEiX88+bN+0JEluc5pDfwRVT9ccOxY1YdUNWpt9afY3PTeiqreui8JCIyL+AlEvezz0fX3310QFldL0+/l7bNa1tEui/w22b3KRuG59vvRfQ3nNc98/fVG/hiA5b9coFRUH83NhRK/3fzcnCihF8ptVO+/SIyVyk1Iqr+6CSz76O/3ZJ3qKhb9AGC/tyK5Wefn25wif/snR4Pb9SW+pPZ39L42SeTQu9/LkyMvzRYHXcHDJ4wvy9DqCRqxG8IxsxpFQUYCTCsH9fN/N4MkVJoI/5CrlgRdt/DHiWan70zfn4Hbs4xP/v4KPT+2yJKJWNFYikx+tst9YDX+n2rZ06rSF6xV4PBUHAY4TcYDIYSo9BCPQaDwWAISOKFX0R+ISLviMh8EZklIruktouI3DZLGTIAAAPwSURBVCUiS1L7D4q7r3aIyO0isijVx/8Tke4Z+65L9f9DETkxzn7aISJniMhCEWkTkRFZ+xLd9zQiclKqj0tE5Nq4++OEiDwoImtE5L2MbT1FZLaI/Dv1r/58Xw2IyK4i8ncReT/1d/Oj1PbE919EqkXkLRFZkOr7zantg0XkzdTfzzQRqYq7r1pQSiX6BXTNeH8ZcG/q/cnATKw1LYcCb8bd1xz9HwVUpN7fBtyWej8UWAB0AgYDHwHlcfc3q+9fAfYGXgJGZGxPfN9T/SxP9W13oCrV56Fx98uhz0cCBwHvZWz7H+Da1Ptr039DSXsBOwMHpd7XAYtTfyuJ739KR2pT7yuBN1O6Mh04K7X9XuD7cfdVxyvxI36l1KaMj12A9KTEGGCKsngD6C4iO0feQQeUUrOUUmkntzeAAan3Y4DHlFKNSqmPgSXAyDj6mAul1AdKqQ9tdiW+7ylGAkuUUkuVUk3AY1h9TyxKqVeAdVmbxwCTU+8nA9+MtFMuUUqtUkr9K/V+M/AB0J8C6H9KR7akPlamXgo4Fng8tT2RffdD4oUfQEQmisgnwDnAz1Kb+wOfZBy2MrUtyVyI9ZQChdn/NIXS90LppxN9lVKrUu/9ZIRFjogMAr6KNXIuiP6LSLmIzAfWALOxnhY3ZAzcCvXvpwOJEH4ReV5E3rN5jQFQSl2vlNoVeAT4Yby97YhT/1PHXA+0YH2HxOCm74bkoKyYQ6JT8USkFvgL8OOsJ/ZE918p1aqUOhDrqXwksE/MXQqNRKzcVUod7/LQR4BngRuBT4FdM/YNSG2LHKf+i8gFwKnAcak/fEhI/z387DNJRN9dUCj9dGK1iOyslFqVCmeuibtDuRCRSizRf0QpNSO1uWD6D6CU2iAifwe+hhVCrkiN+gv176cDiRjx50NEhmR8HAMsSr1/Cjgvld1zKLAx43EyMYjIScDVwDeUUl9m7HoKOEtEOonIYGAI8FYcffRBofR9DjAklZlRBZyF1fdC4yng/NT784EnY+xLTkREgAeAD5RSd2TsSnz/RWSndMadiNQAJ2DNUfwdOD11WCL77ou4Z5edXlijh/eAd4Cngf5qxyz877DicO+SkXWSpBfWxOcnwPzU696Mfden+v8hMDruvtr0/VtYcc1GLGuB5wql7xn9PBkru+Qj4Pq4++Oiv48Cq4Dm1M9+PNALeAH4N/A80DPufubo++FYYZx3Mv7eTy6E/gP7A2+n+v4e8LPU9t2xBjVLgD8DneLuq46XWblrMBgMJUbiQz0Gg8Fg0IsRfoPBYCgxjPAbDAZDiWGE32AwGEoMI/wGg8FQYhjhNxgMhhLDCL/BYDCUGP8P1j45Ps8FpOoAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -274,14 +313,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0701 | test accuracy: 0.94\n" + "Epoch: 0 | train loss: 0.0422 | test accuracy: 0.96\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -291,14 +330,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.1329 | test accuracy: 0.94\n" + "Epoch: 0 | train loss: 0.1575 | test accuracy: 0.95\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -308,14 +347,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0395 | test accuracy: 0.96\n" + "Epoch: 0 | train loss: 0.1168 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -325,14 +364,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0199 | test accuracy: 0.96\n" + "Epoch: 0 | train loss: 0.0988 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -342,14 +381,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.1077 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0181 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -359,14 +398,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0391 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0671 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -376,14 +415,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0789 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.1265 | test accuracy: 0.97\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -393,14 +432,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.1067 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0776 | test accuracy: 0.98\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -410,14 +449,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0277 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0325 | test accuracy: 0.98\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -427,14 +466,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0251 | test accuracy: 0.98\n" + "Epoch: 0 | train loss: 0.0920 | test accuracy: 0.98\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -470,7 +509,7 @@ " test_output, last_layer = cnn(test_x)\n", " pred_y = torch.max(test_output, 1)[1].data.squeeze()\n", " accuracy = (pred_y == test_y).sum().item() / float(test_y.size(0))\n", - " print('Epoch: ', epoch, '| train loss: %.4f' % loss.data[0], '| test accuracy: %.2f' % accuracy)\n", + " print('Epoch: ', epoch, '| train loss: %.4f' % loss.item(), '| test accuracy: %.2f' % accuracy)\n", " if HAS_SK:\n", " # Visualization of trained flatten layer (T-SNE)\n", " tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000)\n", @@ -483,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -502,13 +541,20 @@ "print(pred_y, 'prediction number')\n", "print(test_y[:10].numpy(), 'real number')" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "tensor", + "display_name": "Python 3", "language": "python", - "name": "tensor" + "name": "python3" }, "language_info": { "codemirror_mode": { @@ -520,7 +566,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.4" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/402_RNN.ipynb b/tutorial-contents-notebooks/402_RNN.ipynb index f2a3660..6d900a7 100644 --- a/tutorial-contents-notebooks/402_RNN.ipynb +++ b/tutorial-contents-notebooks/402_RNN.ipynb @@ -7,19 +7,13 @@ "# 402 RNN\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib\n" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": 18, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -33,16 +27,16 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -53,10 +47,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 20, + "metadata": {}, "outputs": [], "source": [ "# Hyper Parameters\n", @@ -65,15 +57,13 @@ "TIME_STEP = 28 # rnn time step / image height\n", "INPUT_SIZE = 28 # rnn input size / image width\n", "LR = 0.01 # learning rate\n", - "DOWNLOAD_MNIST = True # set to True if haven't download the data" + "DOWNLOAD_MNIST = False # set to True if haven't download the data" ] }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, + "execution_count": 21, + "metadata": {}, "outputs": [], "source": [ "# Mnist digital dataset\n", @@ -88,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -101,9 +91,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -121,10 +111,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, + "execution_count": 23, + "metadata": {}, "outputs": [], "source": [ "# Data Loader for easy mini-batch return in training\n", @@ -133,24 +121,20 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 24, + "metadata": {}, "outputs": [], "source": [ "# convert test data into Variable, pick 2000 samples to speed up testing\n", "test_data = dsets.MNIST(root='./mnist/', train=False, transform=transforms.ToTensor())\n", - "test_x = Variable(test_data.test_data, volatile=True).type(torch.FloatTensor)[:2000]/255. # shape (2000, 28, 28) value in range(0,1)\n", + "test_x = Variable(test_data.test_data).type(torch.FloatTensor)[:2000]/255. # shape (2000, 28, 28) value in range(0,1)\n", "test_y = test_data.test_labels.numpy().squeeze()[:2000] # covert to numpy array" ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, + "execution_count": 25, + "metadata": {}, "outputs": [], "source": [ "class RNN(nn.Module):\n", @@ -180,16 +164,16 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "RNN (\n", + "RNN(\n", " (rnn): LSTM(28, 64, batch_first=True)\n", - " (out): Linear (64 -> 10)\n", + " (out): Linear(in_features=64, out_features=10, bias=True)\n", ")\n" ] } @@ -201,10 +185,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": true - }, + "execution_count": 27, + "metadata": {}, "outputs": [], "source": [ "optimizer = torch.optim.Adam(rnn.parameters(), lr=LR) # optimize all cnn parameters\n", @@ -213,32 +195,32 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 2.3127 | test accuracy: 0.14\n", - "Epoch: 0 | train loss: 1.1182 | test accuracy: 0.56\n", - "Epoch: 0 | train loss: 0.9374 | test accuracy: 0.68\n", - "Epoch: 0 | train loss: 0.6279 | test accuracy: 0.75\n", - "Epoch: 0 | train loss: 0.8004 | test accuracy: 0.75\n", - "Epoch: 0 | train loss: 0.3407 | test accuracy: 0.88\n", - "Epoch: 0 | train loss: 0.3342 | test accuracy: 0.89\n", - "Epoch: 0 | train loss: 0.3200 | test accuracy: 0.91\n", - "Epoch: 0 | train loss: 0.3430 | test accuracy: 0.92\n", - "Epoch: 0 | train loss: 0.1234 | test accuracy: 0.93\n", - "Epoch: 0 | train loss: 0.2714 | test accuracy: 0.92\n", - "Epoch: 0 | train loss: 0.1043 | test accuracy: 0.93\n", - "Epoch: 0 | train loss: 0.2893 | test accuracy: 0.93\n", - "Epoch: 0 | train loss: 0.0635 | test accuracy: 0.94\n", - "Epoch: 0 | train loss: 0.2412 | test accuracy: 0.94\n", - "Epoch: 0 | train loss: 0.1203 | test accuracy: 0.92\n", - "Epoch: 0 | train loss: 0.0807 | test accuracy: 0.94\n", - "Epoch: 0 | train loss: 0.1307 | test accuracy: 0.94\n", - "Epoch: 0 | train loss: 0.1166 | test accuracy: 0.95\n" + "Epoch: 0 | train loss: 2.2883 | test accuracy: 0.10\n", + "Epoch: 0 | train loss: 0.9234 | test accuracy: 0.61\n", + "Epoch: 0 | train loss: 0.8105 | test accuracy: 0.76\n", + "Epoch: 0 | train loss: 0.5761 | test accuracy: 0.80\n", + "Epoch: 0 | train loss: 0.3703 | test accuracy: 0.85\n", + "Epoch: 0 | train loss: 0.2215 | test accuracy: 0.83\n", + "Epoch: 0 | train loss: 0.3086 | test accuracy: 0.92\n", + "Epoch: 0 | train loss: 0.3070 | test accuracy: 0.92\n", + "Epoch: 0 | train loss: 0.1983 | test accuracy: 0.92\n", + "Epoch: 0 | train loss: 0.2347 | test accuracy: 0.92\n", + "Epoch: 0 | train loss: 0.0627 | test accuracy: 0.94\n", + "Epoch: 0 | train loss: 0.1450 | test accuracy: 0.95\n", + "Epoch: 0 | train loss: 0.0951 | test accuracy: 0.95\n", + "Epoch: 0 | train loss: 0.1927 | test accuracy: 0.94\n", + "Epoch: 0 | train loss: 0.2606 | test accuracy: 0.94\n", + "Epoch: 0 | train loss: 0.0934 | test accuracy: 0.94\n", + "Epoch: 0 | train loss: 0.1284 | test accuracy: 0.96\n", + "Epoch: 0 | train loss: 0.1067 | test accuracy: 0.95\n", + "Epoch: 0 | train loss: 0.2484 | test accuracy: 0.96\n" ] } ], @@ -259,12 +241,12 @@ " test_output = rnn(test_x) # (samples, time_step, input_size)\n", " pred_y = torch.max(test_output, 1)[1].data.numpy().squeeze()\n", " accuracy = sum(pred_y == test_y) / float(test_y.size)\n", - " print('Epoch: ', epoch, '| train loss: %.4f' % loss.data[0], '| test accuracy: %.2f' % accuracy)\n" + " print('Epoch: ', epoch, '| train loss: %.4f' % loss.item(), '| test accuracy: %.2f' % accuracy)\n" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -310,7 +292,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/403_RNN_regressor.ipynb b/tutorial-contents-notebooks/403_RNN_regressor.ipynb index 0c103b3..482ab53 100644 --- a/tutorial-contents-notebooks/403_RNN_regressor.ipynb +++ b/tutorial-contents-notebooks/403_RNN_regressor.ipynb @@ -7,20 +7,13 @@ "# 403 RNN Regressor\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib\n", - "* numpy" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -39,7 +32,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -54,9 +47,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Hyper Parameters\n", @@ -72,9 +63,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\noihJ+H8Lckc7eouA8QAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -94,10 +85,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "class RNN(nn.Module):\n", @@ -126,16 +115,16 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "RNN (\n", + "RNN(\n", " (rnn): RNN(1, 32, batch_first=True)\n", - " (out): Linear (32 -> 1)\n", + " (out): Linear(in_features=32, out_features=1, bias=True)\n", ")\n" ] } @@ -147,10 +136,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "optimizer = torch.optim.Adam(rnn.parameters(), lr=LR) # optimize all cnn parameters\n", @@ -159,10 +146,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, + "execution_count": 10, + "metadata": {}, "outputs": [], "source": [ "h_state = None # for initial hidden state" @@ -170,13 +155,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -190,14 +175,604 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYAAAAD8CAYAAAB+UHOxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XeYVOX1wPHvcRWM2GhROqgYQUGUlRh7aGIJaGxoVKwkxvKLxoIVY4nYNcSGCGJEiiCCoiJNohGUhShNkQVRWRFQFEXKsrvn98e5G2aXXXbZKXfmzvk8zzzT7uyeuwNz5m3nFVXFOeecK7VT2AE455xLL54YnHPOleGJwTnnXBmeGJxzzpXhicE551wZnhicc86V4YnBOedcGZ4YnHPOleGJwTnnXBk7hx1ATTRo0EBbtmwZdhjOOZdR5syZ862qNqzquIxMDC1btiQvLy/sMJxzLqOIyBfVOc67kpxzzpXhicE551wZnhicc86V4YnBOedcGZ4YnHPOlZGQxCAiQ0RktYgsqOR5EZF/iEi+iMwTkcNjnusjIkuCS59ExOOcc67mEtVieB7osZ3nTwJaB5e+wFMAIlIP6A/8GugE9BeRugmKyTnnXA0kJDGo6r+Btds5pBfwgppZwN4i0gg4EZisqmtV9XtgMttPMM45l102b4aPP4Z//QtuvBHWr0/6r0zVArcmwFcx91cEj1X2+DZEpC/W2qB58+bJidI558JSUgJffAHz55e9LF4MxcV2TK1acP750L59UkPJmJXPqjoIGASQm5urIYfjnHM1t3bt1g/+efPsesGCsq2BVq2gXTs4/XS7btcOWreGXXZJenipSgwFQLOY+02DxwqAE8o9/k6KYnLOueTatAk++WTbVsDXX289pl49+9C/6KKtCeCQQ2CPPUILO1WJYQJwlYiMxAaa16nqShGZBPw9ZsC5O3BzimJyzrnEKCmB5cu3TQCffba1G6h2bWjTBrp0sa6g0iTQqBGIhBp+eQlJDCIyAvvm30BEVmAzjXYBUNWngTeAk4F8YANwcfDcWhG5G5gd/Ki7VHV7g9jOOReu777bthto4cKy3UD77Wcf+mecUbYbaOfM6L0X1czrrs/NzVWvruqcS4kvv4Snn4Y5cywJrFy59bn69bd+8JdeDj441G6g7RGROaqaW9VxmZG+nHMu1QoK4L774NlnrauoXTvo1q1sN9C++6ZdN1AieGJwzrlYK1fCgAHwzDM2PnDppXDLLZBF0+Q9MTjn0o4qfPONjd2uX29f2IuL7VJ6O+GPrd9A8Yd5FM9bREnJQRQfOImSDodTXLgH2h8aNoQmTezSuLFdN2pkSwuixhODcy40mzZBfj58+qmt4yq9XrwYfvwxub87Jwd22glycpSdireQs6WIHNqxU+3DyanzC3b6IYecd+0YgNWrobBw25/zy19uTRSxSSP2fv36mdXj5InBOZdUqrBqVdkP/tLr5cvtG3upZs3goIPgwgvt+sADYe+9Yz/Et73e0edycoIP6bVr4eGH4R//gM0/wx/OgzvusF9ayXl8950NPXz9tV2Xv/3hh7BmzbavrV3bEkRFSSP29i9+kZS3YIf5rCTnXEJs3mzf/itKAOvWbT1ut93ss/egg+BXv9p6feCBUKdOCgL94Qd49FG7rF8P55xjCaFNm4T8+MJCG6bYXgIpKIANG7Z9bd26lbc6Sm//8pdbWzE7ymclOecSTtW+EZf/8P/0U/j887Lf/ps0sQ/9P/yhbBJo2rTmH2xx+fFHePxxayWsWwdnngn9+9sq4wSqVQtatLBLZVQtnMqSxtdfW4WMb74p+zcFWzrRrl1CQ96GJwbn3Da2bKn82//33289btdd7Zt+x45w3nllv/2nzVT+n36Cf/4THnzQgj/tNLjzTjj00NBCEoG99rJL27aVH1dUZGMbsUmjVavkx+eJwTn3P/n5MGgQDB0K33679fHGje0Dv3fvst0/zZuH9O2/On7+GZ54whLCt9/CqadaQujYMezIqm3nnbeOTRxxRAp/b+p+lXMuHW3ZAuPH27T9KVNscLZXL/ti3aaNffvfc8+wo9wBGzbYSuX777ev2z16wN/+Bp06hR1ZxvDE4FyWWr7cFvUOGWJ92c2bw913wyWX2DfUjLNpkzV37rvPTqhrV0sIRx0VdmQZxxODc1mkqAgmTrTWwVtvWV/3KafAH/9oX6xzcsKOsAY2b4bnnoN777VR2xNOgFGj4Ljjwo4sY3licC4LrFgBgwfbpaDAWgS33w6XXWZrBzJSYaENhtx7L3z1FRxzDLz4Ivz2t2FHlvE8MTgXUcXFMGmStQ5ef92mSJ54oo3HnnJKxlSA3taWLfDCC9bv9cUXcOSR1mLo2jWzlhensUz9p+Gcq8TKlTZu8Oyz9rm5zz5w001w+eWpmeqYNEVF8NJLcNddsHSpTdN56inrA/OEkFCJ2qinB/A4kAMMVtUB5Z5/FCht3+0G/FJV9w6eKwbmB899qao9ExGTc9mkpASmTrXWwfjx9hnapYvN1OzVK8MLvRUXw8iRNpC8ZAkcdhi89po1ezwhJEXciUFEcoAngG7ACmC2iExQ1UWlx6jqtTHHXw0cFvMjNqpqh3jjcC4brV4Nzz9vk3GWLrVibX/5C/TtaxuGZbxXXoFbb7XVde3bw7hxluk8ISRVIloMnYB8VV0GEOzr3AtYVMnx52JbfzrnakAVZsywqfqvvGJd7scdZ13uv/+9FWzLeJs2wTXXWH9Y27bw8st2cmm7mi5aEpEYmgBfxdxfAfy6ogNFpAXQCpgW8/CuIpIHFAEDVPXVBMTkXOSsXQvDhll30eLFVnX0z3+2qaYJqv+WHr74wvZKnjMH+vWzjJexI+WZKdV/7d7AGFUtjnmshaoWiMh+wDQRma+qS8u/UET6An0BmmfRTkouu6nC++9b6+Dll23K/m9+YwnirLPSp0xzwkyaZEWXioqs2+i008KOKCslol1WAMTOhG4aPFaR3sCI2AdUtSC4Xga8Q9nxh9jjBqlqrqrmNmzYMN6YnUtrP/wAAwdaFc1jjoEJE2zNwbx5liguvDBiSaGkxGYbnXSSlWXNy/OkEKJEtBhmA61FpBWWEHoD55U/SEQOAuoCM2MeqwtsUNXNItIAOBp4IAExOZeRFi+2Ej8jR8LGjZCba4vSevdO0V4FYVi7Fi64AN54A84/35pHkT3ZzBB3YlDVIhG5CpiETVcdoqoLReQuIE9VJwSH9gZGatmdgdoAz4hICdZ6GRA7m8m5bDJihK01APuc/OMf4fDDw40p6f77XxtULiiwlXdXXOEzjtKA7+DmXMgKC+Gvf7UtA44+GkaPztAidjtqyBAbPW/Y0AZQjjwy7Igir7o7uPncL+dC9NVXcPzxlhSuuw6mT8+CpLBpkzWNLr3UMuHcuZ4U0ozPAXMuJFOmwLnn2ufkyy/bTpORt3y5nahPRU1r3mJwLsVKSqwgaPfuVscoLy9LksJbb9nuaUuWwKuv2r4JnhTSkicG51Lo+++hZ0+47TZrLXzwgW2RGWmlU1FPPtmmos6ZY2UtXNrydO1cisydawt6s2oCztq1NgX1zTft+plnYLfdwo7KVcFbDM4lmaqtRTjqKCsU+u67Nhkn8klh7lzrOpoyBZ580vZQ8KSQETwxOJdEGzfa5JvLL7dCd3Pnwq8rrCQWMUOGWCYsKrJMmBXNo+jwxOBckixdanWNhg6FO+6w3pQGDcKOKslip6Iec0wWZcJo8TEG55Jg/Hjo08eqRE+caOOukRc7FfXmm20qak5O2FG5GvAWg3MJVFRkn4mnnQYHHGBfmLMiKZRORc3Pt6mof/+7J4UM5onBuQRZtcrWJgwYYDuovfcetGwZdlRJVlJiW26efDI0bWqLMnwqasbzriTnEuA//4Gzz7bZmUOHwkUXhR1RCsRORb3gAquK6rOOIsFbDM7FQRUeewxOOMH2R5g1K0uSQvmpqMOGeVKIEE8MztXQTz/BOefAtdfCKadYL8qhh4YdVQr4VNTI88TgXA0sXAhHHAFjx9rGOuPG2R7MkRY7FfXYY30qaoT5GINzO2jECNtmc/fdYepU60aKvOXLrZ7H3Llwyy1W+8hnHUVWQloMItJDRBaLSL6I9Kvg+YtEZI2IfBRcLot5ro+ILAkufRIRj3PJUFgIV19te9UfdphtPpYVSaF0KurSpbZA4957PSlEXNyJQURygCeAk4C2wLki0raCQ0epaofgMjh4bT2gP/BroBPQP9gH2rm0kpUb6lQ0FbVnz7CjcimQiBZDJyBfVZepaiEwEqjuROYTgcmqulZVvwcmAz0SEJNzCTNliu29vGCBbajz8MOwyy5hR5Vka9fCqafCnXfaVNSZM23FnssKiUgMTYCvYu6vCB4r7wwRmSciY0Sk2Q6+1rmUy9oNdb780gaVp06Fp56C55/3qahZJlWzkl4DWqpqe6xVMGxHf4CI9BWRPBHJW7NmTcIDdC5WVm6oA7a72rHHwpo1MG0a/OlPPhU1CyUiMRQAzWLuNw0e+x9V/U5VNwd3BwMdq/vamJ8xSFVzVTW3YcOGCQjbuYrNmWNdR2+/bRvqvPgi1KkTdlQpsHCh1QbfsMEGUY4+OuyIXEgSkRhmA61FpJWI1AJ6AxNiDxCRRjF3ewKfBLcnAd1FpG4w6Nw9eMy5lCvdUOfoo7NsQx2wbHj88XayM2bYtCuXteJex6CqRSJyFfaBngMMUdWFInIXkKeqE4BrRKQnUASsBS4KXrtWRO7GkgvAXaq6Nt6YnNtRGzfClVdanaNu3eCll7Jg74RS//mPzTyqW9fGFfbfP+yIXMhEVcOOYYfl5uZqXl5e2GG4iCgstIKgb71lG+rccUcWTdOfOtUGU5o0sdvNmlX9GpexRGSOquZWdZyvfHZZrbjYZmO+9RY8+6ytaM4ar79u06xat4bJk2HffcOOyKUJr5Xkspaq1X8bPRoefDDLksLLL8Ppp8Mhh8A773hScGV4YnBZq18/ayXccgtcf33Y0aTQsGHQuzcceaR1H9WvH3ZELs14YnBZacAAeOABm3V0zz1hR5NCTz5pG0Z07mz9Z3vtFXZELg15YnBZ5+mnbV/m886DgQOzZDoqWH/ZlVfC734Hr72WJYszXE14YnBZZcQIayWceqpVetgpG/4HqEL//nDjjbaz0NixsOuuYUfl0pjPSnJZY+JEuPBCW9w7enQWFMIDSwrXXw+PPAIXX2yDKlkzF9fVVDZ8X3KOf//bZmYeeihMmGD7M0deSYlNu3rkEdtIYvBgTwquWjwxuMibO9e61Vu2tPHWPfcMO6IUKCqyQeZnnrHpV48/niX9Zi4RvCvJRdqnn8KJJ1q1h8mTs6TMRWGhlYR95RWbcnXrrWFH5DKMJwYXWV98YXWPcnIsKTRtGnZEKbBxo+3N/Oab8Oij8Je/hB2Ry0CeGFwkrVplSWH9elvY27p12BGlwE8/Wd2jGTNg0CC4/PKwI3IZyhODi5wffrDuo4ICaykcemjYEaXA999bhdTZs20DifPOCzsil8E8MbhI2bDB1igsWmRruI46KuyIUmDNGtt/dNEiGDMGTjst7IhchvPE4CKjsNC612fOhFGjrNUQeQUF1mf2+ec2DzcrTtolmycGFwnFxXD++TYddfBgW7MQecuXQ5cusHq1nfjxx4cdkYuIhExsFpEeIrJYRPJFpF8Fz18nIotEZJ6ITBWRFjHPFYvIR8FlQvnXOlcVVduz/uWX4aGH4NJLw44oBT77DI49FtautQqpnhRcAsXdYhCRHOAJoBuwApgtIhNUdVHMYf8FclV1g4hcATwAnBM8t1FVO8Qbh8tOqnDTTdZKuPVW+Otfw44oBebPt+6jkhKbcpUVo+sulRLRYugE5KvqMlUtBEYCvWIPUNXpqrohuDsLyIYZ5S4FBgzYWjT07rvDjiYFZs+21sHOO1udD08KLgkSkRiaAF/F3F8RPFaZS4E3Y+7vKiJ5IjJLRCqdTiEifYPj8tasWRNfxC4SnnrKNtn5wx/gH//IgvLZ775rYwp77223Dzoo7IhcRKV08FlEzgdygdgO0RaqWiAi+wHTRGS+qi4t/1pVHQQMAsjNzdWUBOzS1ogRW7cWGDo0C8oATZ4MvXpB8+YwZUqWLON2YUnEf6cCoFnM/abBY2WISFfgVqCnqm4ufVxVC4LrZcA7wGEJiMlFWGz57FGjsqB89oQJtjijdWvrPvKk4JIsEYlhNtBaRFqJSC2gN1BmdpGIHAY8gyWF1TGP1xWR2sHtBsDRQOygtXNlzJhhU1E7dMiS8tkjR8Lvf28nPH06/PKXYUfkskDcXUmqWiQiVwGTgBxgiKouFJG7gDxVnQA8COwOvCzWEfylqvYE2gDPiEgJlqQGlJvN5Nz/zJljXUetWlmNuMiXzx4yBC67zKalvv467LFH2BG5LCGqmdddn5ubq3l5eWGH4VLo00/t87FOHXjvvSzoTRk4EK65xlYyv/IK7LZb2BG5CBCROaqaW9VxUR+ycxEQWz47K8Zd77vPksLpp8P48Z4UXMp5YnBpbdUq6NrVyme//TYccEDYESVZ//5b5+COHg21a4cdkctCnhhc2iotn/311/DGG9C+fdgRJdldd9nlkktg2DBbxOZcCPxfnktLP/8Mp5xilaQnToTf/CbsiJLs3nuttXDRRfDss1mwMMOlM08MLu2Uls+eNct6U7p1CzuiJBswAG67DS64wIo+eVJwIfPE4NJKafnsSZPguecsQUTaQw/BzTfbjmtDh9oIu3Mh868mLm2owh//aOWzH37Yutoj7bHH4IYb4OyzbUzBk4JLE54YXFpQhRtvtFbCbbfBddeFHVGSDRwI115rTaIXX/SBZpdWPDG4tHDffdarctVVNjEn0p580tYpnHaaVQOMfLEnl2k8MbjQPfWUbbJz/vnw+OMRL589aNDWsrBZUQHQZSJPDC5UseWzhwyJ+IScIUNsEOXkk20gpVatsCNyrkJR/m/o0txbb2VR+exhw6wg3oknwtixvqLZpTVPDC4U779v1aTbtcuC8tkvvggXX2y1PcaNg113DTsi57bLE4NLufnzbVVz06bWaoh0+ewRI6BPH/jtb+HVVyOeAV1UeGJwKfX559absttuVhQv0vvOjB5tI+rHHmvNIq+S6jJEQhKDiPQQkcUiki8i/Sp4vraIjAqe/0BEWsY8d3Pw+GIROTER8bj0tGqVlbfYtMmSQsuWYUeURGPH2mrmo46yTXbq1Ak7IueqLe7EICI5wBPASUBb4FwRaVvusEuB71X1AOBR4P7gtW2xrUAPBnoATwY/z0XMunXWUli50iqlHnxw2BEl0auvQu/e0KmTnezuu4cdkXM7JBEthk5AvqouU9VCYCTQq9wxvYBhwe0xQBexPT57ASNVdbOqfg7kBz/PRcjGjdCzp1VKfeUVOPLIsCNKotdesxIXHTvaAIpvx+kyUCISQxPgq5j7K4LHKjxGVYuAdUD9ar7WZbCiIjjnHHj3XfjXv6zVEFlvvAFnngkdOlgVwEiPqrsoy5jBZxHpKyJ5IpK3Zs2asMNx1VBSYlP3X3sNnnjCEkRkTZpk828POcRu77VX2BE5V2OJSAwFQLOY+02Dxyo8RkR2BvYCvqvmawFQ1UGqmququQ0bNkxA2C6ZVOH6621d1113wRVXhB1REk2ZAr16QZs2MHky1K0bdkTOxSURiWE20FpEWolILWwweUK5YyYAfYLbZwLTVFWDx3sHs5ZaAa2BDxMQkwvZgAHw6KNWK+6228KOJommTbN6HgceaEmhXr2wI3IubnHX+lXVIhG5CpgE5ABDVHWhiNwF5KnqBOA54F8ikg+sxZIHwXGjgUVAEXClqhbHG5ML16BBW/ezf/TRCBfFmzHDksL++8PUqdCgQdgROZcQYl/cM0tubq7m5eWFHYarwJgxNinn5JOt+kNk6x+99x706AHNm8P06bDPPmFH5FyVRGSOquZWdVzGDD679DdlytY1XaNHRzgpvP8+nHSS1fSYNs2TgoscTwwuIT780PadadPGFvpGtvrDBx9YS6FRI0sK++4bdkTOJZwnBhe3Tz6xrqN99rE1XXvvHXZESTJ7NnTvbgWepk2Dxo3Djsi5pPDE4OLy5Zf2Wbnzzlb/qFGjsCNKkrlz7UTr17cxhaZNw47IuaTxHchdja1ZY5+VP/1kE3T23z/siJLko49sL4W99rKk0KxZ1a9xLoN5YnA18tNPNv76xRc2ff/QQ8OOKEnmzbOksPvu1n3UokXYETmXdJ4Y3A7btMkGmj/6CMaPh2OOCTuiJFmwALp0sR3Xpk2D/fYLOyLnUsITg9shRUU2JXXaNCuKd8opYUeUJJ98Yklhl12s++iAA8KOyLmU8cFnV22q8Kc/2cK1xx+3zckiafFi6NzZlmxPnw6tW4cdkXMp5S0GV2233ALPPQe33241kCJpyRLbn7mkxJLCr34VdkTOpZwnBlctDz1khfGuuAL+9rewo0mSpUstKWzZYkmhbfmNCJ3LDp4YXJWGDoUbbrD9FAYOjGhRvGXLLCls3GhJ4ZBDwo7IudD4GIPbrldftc12uneHF16AnCjuyP3pp3DccbB+vRV8at8+7IicC5UnBlepd96xPe2POALGjoVatcKOKAk+/tiSwpYtdsKHHRZ2RM6FzhODq9DcudCzp61mnjjR1ndFzgcfwAknQO3atim1txScAzwxuAp89pkVEK1Xz+of1a8fdkRJMGOGrWiuV8+SwoEHhh2Rc2kjrsQgIvVEZLKILAmut9nsVkQ6iMhMEVkoIvNE5JyY554Xkc9F5KPg0iGeeFz8CgpsPAEsKTRpEm48SfHWW5b5mjWzpNCyZdgROZdW4m0x9AOmqmprYGpwv7wNwIWqejDQA3hMRGILM9+gqh2Cy0dxxuPisHatJYW1a+2zM5JfoseNsz6ygw6yVoOXznZuG/Emhl7AsOD2MOC08geo6mequiS4/TWwGmgY5+91CbZ+ve2psHQpTJgAhx8edkRJMHw4nHUWdOxoNT0a+j9D5yoSb2LYR1VXBre/Aba7x6GIdAJqAUtjHr436GJ6VERqxxmPq4HCQjjjDNuHZuRIG4+NnGefhQsugGOPtT6yutv0ejrnAlUmBhGZIiILKrj0ij1OVRXQ7fycRsC/gItVtSR4+GbgIOAIoB5w03Ze31dE8kQkb82aNVWfmauW4mK48EL7rBw82KqmRs5jj0Hfvjau8MYbsMceYUfkXFqrcuWzqnat7DkRWSUijVR1ZfDBv7qS4/YEJgK3quqsmJ9d2trYLCJDgeu3E8cgYBBAbm5upQnIVZ8qXHUVjBoFDz4IF18cdkQJpgr33mvFnc44A156KaKLMZxLrHi7kiYAfYLbfYDx5Q8QkVrAOOAFVR1T7rlGwbVg4xML4ozHVZMq3HEHPP003HQTXF9pSs5Qqlb17/bbrQtp5EhPCs5VU7yJYQDQTUSWAF2D+4hIrogMDo45GzgOuKiCaanDRWQ+MB9oANwTZzyuGjZutNbBPffApZfCffeFHVGClZRY+dcBA6xO+PPP26bUzrlqERsayCy5ubmal5cXdhgZ6fPPrVflv/+F/v2t1bBTlJY5FhfD5Zdb5b/rrrOysJGs+ufcjhOROaqaW9Vx/jUqi0yaZLuvFRfDa6/BqaeGHVGCbdli3UajRlnW69/fk4JzNRCl74quEiUlNgZ70km2kjkvL4JJYdMmawqNGgUPPAB33ulJwbka8hZDxK1bB336wPjx1loYNAjq1Ak7qgT7+WebZztlCjzxBPz5z2FH5FxG88QQYQsWwO9/b+MKjz8OV18dwS/R69bBKafAzJk2yNynT5Uvcc5tnyeGiBo9Gi65xMplT5tmC34j57vv4MQTbU+FkSOt3IVzLm4+xhAxRUXw17/aNpyHHmr7KkQyKXzzjdXuWLDAtpnzpOBcwniLIUJWrbKEMGOGrWh++OGIrun68kvbS+Hrr63ERefOYUfkXKR4YoiIWbPgzDOtd+WFF2zWZiTl50OXLja28PbbcNRRYUfkXOR4V1KGU7WyFscdZ62DmTMjnBQWLbIT/flnGzjxpOBcUnhiyGAbN1pJiyuusJ6VvDzoENU98ObOtaQA1lcWyQ0jnEsPnhgy1PLlcMwxVvnhjjvg9ddt++JImjnTxhHq1IF//xsOPjjsiJyLNB9jyEBvvw3nnmulLSZMgN/9LuyIkmjaNNuKs3FjW8DWvHnYETkXed5iyCCqVgm1Rw/7nMzLi3hSmDjR9htt1cpaCp4UnEsJTwwZ4scfbRXzLbdA7942C+mAA8KOKonGjIHTT4dDDoF33oF99w07IueyhieGDLBoERxxhFVEfewx29M+cvWOYr3wgi3I6NQJpk6F+vXDjsi5rOKJIc29/LJ9Pq5bZ93t//d/Eax3FOupp6zeUefOVid8r73Cjsi5rBNXYhCReiIyWUSWBNd1KzmuOGb3tgkxj7cSkQ9EJF9ERgXbgDqstMUNN8DZZ0P79mVna0bWQw9ZZdTf/c6aR5FuFjmXvuJtMfQDpqpqa2BqcL8iG1W1Q3DpGfP4/cCjqnoA8D1waZzxRMLq1dC9u31OXnmldbE3bhx2VEmkavsn3HCDdSGNHQu77hp2VM5lrXgTQy9gWHB7GHBadV8oIgJ0BsbU5PVR9cEH0LGjTd0fNgz++c+I1jsqpQo33gh/+5ttRD18OOyyS9hROZfV4k0M+6jqyuD2N8A+lRy3q4jkicgsESn98K8P/KCqRcH9FUCTyn6RiPQNfkbemjVr4gw7/ajaJjrHHWefizNnwoUXhh1Vkv34oxV4eughq/o3eDDk5IQdlXNZr8oFbiIyBahoruCtsXdUVUVEK/kxLVS1QET2A6aJyHxg3Y4EqqqDgEEAubm5lf2ejLRpk3UZDRliaxSGD4/wKuZSCxfa/NulS60M7LXXRnxU3bnMUWViUNWulT0nIqtEpJGqrhSRRsDqSn5GQXC9TETeAQ4DxgJ7i8jOQauhKVBQg3PIaF98YVsVz5kDt99u+9dH/kvziBFw2WWw55421Sryo+rOZZZ4u5ImAKV7KfYBxpc/QETqikjt4HYD4GhgkaoqMB04c3uvj7LsDbYiAAANrklEQVQpU2w8IT/fSlvcdVfEk0JhIVxzjW0+ffjhWTLVyrnME29iGAB0E5ElQNfgPiKSKyKDg2PaAHki8jGWCAao6qLguZuA60QkHxtzeC7OeDKCKgwYYLtSNmoEs2dHvLQFQEGB7bg2cKB1G02bZifvnEs7cRXRU9XvgC4VPJ4HXBbcfh9oV8nrlwGd4okh0yxcaJNw3njDSlsMHpwF0/WnT7eT/flnGDXKFmc459KWr3xOkcWLrSJqu3bw7rvw+OPw0ksRTwqq8MADtllEvXrWNPKk4Fza87LbSZafD3ffDS++CL/4BfTrB9dfnwWzjtats3UJ48bBWWfBc8/BHnuEHZVzrho8MSTJ8uVwzz3w/PO2QO2666wLqWHDsCNLgQULbCrqsmXwyCPwl7/4VFTnMognhgT76iv4+9/tC/JOO9m6rX79sqhq9EsvweWX21TU6dPh2GPDjsg5t4M8MSTIypW2ic4zz1jX+uWXw803Q9OmYUeWIoWF1kc2cKAlg1GjfNaRcxnKE0OcVq+2qadPPWUVUS++GG69FVq0CDuyFFqxwgaVZ860qaj33+/1jpzLYJ4Yaujbb63Ez8CBVtLiwgtt5fJ++4UdWYpNn24VUTds8KmozkWEJ4Yd9P33Np762GM2Lf+88+COO+DAA8OOLMVU4cEHrb/swANhxgxo0ybsqJxzCeCJoZrWrbO1B488YrfPOsu2EGjbNuzIQuBTUZ2LNE8MVVi/3rqLHnzQWgunn24JoX37sCMLiU9FdS7yPDFUYsMGePJJG0f99ls49VTbS+bww8OOLETDh0Pfvj4V1bmI85IY5WzaZF1G++1nO0127AizZtkWxFmbFAoL4eqr4fzz7Q8yd64nBecizFsMgc2brav83nvh66+hc2cYMwaOOSbsyEIWOxX1uutsbq5PRXUu0rI+MWzZYmUr7rkHvvzSEsHw4VYhOutNm2ZVUTduhNGjbaDZORd5WduVVFRkCeFXv7Ju80aN4O234d//9qSAqg2udOsGDRrAhx96UnAui2RdYiguthZB27Y247JePZg40XpKunXzCTasW2ezjvr1sz1HP/jA1yc4l2XiSgwiUk9EJovIkuC6bgXH/FZEPoq5bBKR04LnnheRz2Oe6xBPPFUZM8ammZ5/vpXAfvVV2yLg5JM9IQAwfz4ccYSNtD/yiK1k9vUJzmWdeFsM/YCpqtoamBrcL0NVp6tqB1XtAHQGNgBvxxxyQ+nzqvpRnPFs1+jRdv3yy/Df/0KvXp4Q/mf4cDjySPjpJ5uKeu21/sdxLkvFO/jcCzghuD0MeAfbx7kyZwJvquqGOH9vjTzzjE3Bz8kJ47enqcJCm230xBNeFdU5B8TfYthHVVcGt78B9qni+N7AiHKP3Ssi80TkURGpXdkLRaSviOSJSN6aNWtqFGzdup4UylixAo4/3pLCddfB1KmeFJxzVScGEZkiIgsquPSKPU5VFdDt/JxGQDtgUszDNwMHAUcA9dhOa0NVB6lqrqrmNsyKbdCSaMMGKw3boYOVuBg9Gh5+2NcnOOeAanQlqWrXyp4TkVUi0khVVwYf/Ku386POBsap6paYn13a2tgsIkOB66sZt6uJjRutP23AAFi1Crp3tzKxPuvIORcj3q6kCUCf4HYfYPx2jj2Xct1IQTJBRAQ4DVgQZzyuIps2wT//Cfvvb4PKBx8M774LkyZ5UnDObSPexDAA6CYiS4CuwX1EJFdEBpceJCItgWbAjHKvHy4i84H5QAPgnjjjcbEKC+Hpp6F1a6t11Lo1vPOOjSVkfa0P51xl4pqVpKrfAV0qeDwPuCzm/nKgSQXHdY7n97tKbNkCw4bB3XdbnY+jjrJl3p07+xRU51yVsm7lc6QVFcHQoVbn4/LLbYbRpEnw3nvQpYsnBedctXhiiILiYnjxRRsvuOSSsnU+unf3hOCc2yGeGDJZcTGMGGGDyRdcAHXqwPjxXufDORcXTwyZqKTE6nq0bw/nnWfrD8aOtQ10evb0hOCci4snhkyiCuPG2cK0s8+2+6NGwccfW0XUnfztdM7Fzz9JMoGqVTzt2NESwObN8NJLVg317LM9ITjnEso/UdKZKrz5JnTqZF1EP/4IL7wACxfCued64SfnXFJ4YkhHqrad3FFH2SDyt9/CkCHw6ac2yLxz1u/I6pxLIk8M6WbaNCt/feKJ8PXXMGgQLF5s2815QnDOpYAnhnRRutl0ly6wfDk8+SR89pktVKtVK+zonHNZxBND2N5/H7p2tX0RFi+Gf/wD8vPhiiugdqXbUzjnXNJ4YgjLBx9Ajx5w9NE2u+iRR2DZMit2t+uuYUfnnMti3mmdCuvX20yi+fPtMmcO/Oc/0KABPPigtQ7q1Ak7SuecAzwxJFZRESxZsjUBlF6WLdt6TJ06cMghcN99cNVVsPvu4cXrnHMV8MRQE6qwcuW2CWDRIlt8Brbo7MADbVHaRRdZ+Yp27aBlS1+Q5pxLa3ElBhE5C7gTaAN0CvZhqOi4HsDjQA4wWFVLN/RpBYwE6gNzgAtUtTCemBJu/XrbF7n0w3/ePLteu3brMY0b24d+ly523a6dVTr1sQLnXAaKt8WwAPg98ExlB4hIDvAE0A1YAcwWkQmqugi4H3hUVUeKyNPApcBTccZUM0VFNj20fCvg88+3HrP77tYNdMYZWxNAu3ZQv34oITvnXDLEu4PbJwCy/WqenYB8VV0WHDsS6CUinwCdgfOC44ZhrY/kJgZVWzhWUTdQYdBYycmxbqAjjoBLL92aAFq08G4g51zkpWKMoQnwVcz9FcCvse6jH1S1KObxbbb/TKg//QlGj4bvv4+Jrol96HfrtjUBHHSQdwM557JWlYlBRKYA+1bw1K2qOj7xIVUaR1+gL0Dz5s1r9kNatICzzirbDVSvXgKjdM65zFdlYlDVrnH+jgKgWcz9psFj3wF7i8jOQauh9PHK4hgEDALIzc3VGkVy8801eplzzmWTVHSYzwZai0grEakF9AYmqKoC04Ezg+P6AClrgTjnnKtYXIlBRE4XkRXAb4CJIjIpeLyxiLwBELQGrgImAZ8Ao1V1YfAjbgKuE5F8bMzhuXjicc45Fz+xL+6ZJTc3V/PyKlwy4ZxzrhIiMkdVc6s6zudeOuecK8MTg3POuTI8MTjnnCvDE4NzzrkyPDE455wrIyNnJYnIGuCLOH5EA+DbBIUThkyPHzL/HDI9fsj8c8j0+CH159BCVRtWdVBGJoZ4iUhedaZspatMjx8y/xwyPX7I/HPI9Pghfc/Bu5Kcc86V4YnBOedcGdmaGAaFHUCcMj1+yPxzyPT4IfPPIdPjhzQ9h6wcY3DOOVe5bG0xOOecq0SkEoOINBOR6SKySEQWisj/BY8/KCKfisg8ERknIntX8voeIrJYRPJFpF9qo09I/MtFZL6IfCQiKa8yuJ347w5i/0hE3haRxpW8vo+ILAkufVIb/f9iiPccioNjPhKRCamNvvL4Y57/q4ioiDSo5PVp+x7EPF/VOaTleyAid4pIQUxsJ1fy+lA/hwBQ1chcgEbA4cHtPYDPgLZAd2Dn4PH7gfsreG0OsBTYD6gFfAy0zZT4g+eWAw3S8O+/Z8wx1wBPV/DaesCy4LpucLtuJp1D8Nz6sP7+24s/uN8MK3//RUX/TtL9PajOOaTze4DtaX99Fa8N/XNIVaPVYlDVlao6N7j9E7b/QxNVfVu37i09C9strrxOQL6qLlPVQmAk0CsVcZeKM/7QbSf+H2MOqwNUNLB1IjBZVdeq6vfAZKBHsmMuL85zCF1l8QdPPwrcSOWxp/V7EDxd1TmEror4qxL65xBErCsploi0BA4DPij31CXAmxW8pAnwVcz9FVT/zUy4GsQP9p/lbRGZE+yRHZry8YvIvSLyFfAH4I4KXpJWf3+o0TkA7CoieSIyS0ROS0mglYiNX0R6AQWq+vF2XpLW70E1zwHS9D0IHroq6JIcIiJ1K3hJWrwHkUwMIrI7MBb4S+w3PRG5FSgChocVW3XEEf8xqno4cBJwpYgcl/RgK1BR/Kp6q6o2w2K/Koy4dkQc59BCbSXrecBjIrJ/SgIuJzZ+7N/MLVSezNJSHOeQdu9B8G/oKWB/oAOwEng4jLiqI3KJQUR2wd6M4ar6SszjFwGnAn/QoDOvnAKs/7JU0+CxlIojflS1ILheDYzDmqUpVVn8MYYDZ1TweFr8/SGuc4h9D5YB72DfFlOqgvj3B1oBH4vIcuxvO1dE9i330nR+D6p7Dun6HqCqq1S1WFVLgGep+P9nerwHqR7USOYFEOAF4LFyj/cAFgENt/PanbHBtlZsHfQ5OIPirwPsEXP7faBHmsTfOub21cCYCl5bD/gcG/SsG9yul0b/hqpzDnWB2sHtBsASUj+BocL4yx2znMoHn9P2PajmOaTtewA0irl9LTCygteG/jmkqpFLDMdg/ezzgI+Cy8lAPtZvV/rY08HxjYE3Yl5/MjaDYClwaybFj81i+Di4LEyz+McCC4LHX8MGcwFygcExr78kONd84OI0+zdU5TkARwHzg/dgPnBpusRf7pj/fahm0ntQnXNI5/cA+FcQ0zxgAkGiSLfPIVX1lc/OOefKitwYg3POufh4YnDOOVeGJwbnnHNleGJwzjlXhicG55xzZXhicM45V4YnBuecc2V4YnDOOVfG/wMHV5LoCFDShgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xmc1fP+wPHXu2mlXUnaN1EkTESkm1BZSopyXSGy/mzZdyWylqUryb5GdAsloVzr1UQLJY2ylKWQ6BZa3r8/3t+5nakzzZnOmfme7znv5+NxHnPO93y/M+8zp857Ptv7I6qKc845V6Bc2AE455xLL54YnHPOFeKJwTnnXCGeGJxzzhXiicE551whnhicc84V4onBOedcIZ4YnHPOFeKJwTnnXCHlww5ge9SpU0ebNm0adhjOORcps2fP/klV6xZ3XiQTQ9OmTcnLyws7DOecixQR+TqR87wryTnnXCGeGJxzzhXiicE551whnhicc84V4onBOedcISlJDCLyiIisEJFPi3heROReEckXkXkism/McwNFZHFwG5iKeJxzzm2/VLUYHgO6b+P5HkCr4DYYeABARGoDNwAHAPsDN4hIrRTF5JxzbjukZB2Dqv5bRJpu45RewBNq+4h+KCI1RaQ+0AWYrqq/AIjIdCzBPJuKuLby5JPw00+w117Qrh3svHOp/BjnnIuyslrg1gD4NubxsuBYUce3IiKDsdYGjRs33r4onn8eXnll8+Odd7YkEXtr2xZ22GH7vr9zzmWAyKx8VtWxwFiA3Nxc3a5v8vLLsGIFzJ9f+DZ2LKxda+eIQIsWmxNFu3b2tUULyMlJ1ctxzrm0VVaJYTnQKOZxw+DYcqw7Kfb4zFKNZOed4bDD7FZg40ZYuhTmzSucMCZNgk2b7JwqVaBNm61bGPXqWTJxzrkMUVaJYTJwvog8hw00r1bV70VkGnBLzIDzEcBVZRTTZjk50LKl3fr02Xx83TpYsGBzopg3D6ZOhcce23xOnTqbWxWx3VE77ljmL8M551IhJYlBRJ7F/vKvIyLLsJlGFQBUdQwwBegJ5ANrgdOC534RkWHArOBbDS0YiE4LVarAfvvZLdbKlVt3Rz30UOHuqObNt+6OatnSu6Occ2lPbKJQtOTm5mraVVfdtCl+d9TixZu7oypX3twd1bs39Orl3VDOuTIjIrNVNbfY8zwxlLJ162DhwsLJ4pNPrNWxzz4wdCgcdZQnCOdcqUs0MURmVlJkVakC++5rtwIbNsAzz8BNN8Exx0CHDna/e3dPEM650HmtpDCULw+nnAKffw4PP2yth5494aCDYPp0iGArzjmXOTwxhKlCBTj9dFi0CB58EJYvhyOOgM6dYcaMsKNzzmUpTwzpoGJFGDzYBqpHj4YlS6BrV/jb3+Cdd8KOzjmXZTwxpJNKleDcc+HLL+Gee6yrqXNnOPxweP/9sKNzzmUJTwzpqHJluOACazncfbdNge3UCXr0gI8+Cjs651yG88SQzqpUgYsvtgRx++0waxYccIDNZPr447Cjc85lKE8MUbDjjnDZZbaA7pZb4L33bDV2794wZ07Y0TnnMownhiipVg2uugq++soWxs2caYvk+vaFT+NunueccyXmiSGKqleH666zBHH99fD661aPqX9/W2XtnHNJ8MQQZTVr2orpr76ylsQrr1hl15NPhi++CDs651xEeWLIBLVrw/DhliAuvxwmToQ99oBTT7Wpr845VwKeGDJJnTowYoQNUl98MYwfD61bwxlnWNJwzrkEeGLIRDvvDHfeadNczz8fnnoKWrWCs8+Gb74JOzrnXJpLSWIQke4iskhE8kXkyjjPjxSROcHtCxH5Nea5jTHPTU5FPC5Qvz6MGmXdSWedBY8+agnivPOsLpNzzsWRdGIQkRxgNNADaAMMEJE2seeo6sWq2l5V2wP3AS/FPL2u4DlVPTbZeFwcDRrA/fdbLabTToOxY6FFC7jwQvj557Cjc86lmVS0GPYH8lV1iar+BTwH9NrG+QOAZ1Pwc11JNW4MY8ZYgjj5ZCvYt99+EJVNj5xzZSIViaEB8G3M42XBsa2ISBOgGfBWzOHKIpInIh+KSO8UxOOK07QpjBsHH3xg24526mSPnXOOsh987g9MUNWNMceaBFvNnQSMEpEW8S4UkcFBAslbuXJlWcSa+Tp0sJpLhx4KZ54JgwbZVqTOuayWisSwHGgU87hhcCye/mzRjaSqy4OvS4CZwD7xLlTVsaqaq6q5devWTTZmV6BOHZg6Fa69Fh55xFoPS5aEHZVzLkSpSAyzgFYi0kxEKmIf/lvNLhKR3YFawAcxx2qJSKXgfh2gE7AgBTG5ksjJgWHD4OWXbQ3EfvvBlClhR+WcC0nSiUFVNwDnA9OAhcDzqvqZiAwVkdhZRv2B51QLbWi8B5AnInOBGcAIVfXEEJajj4bZs6FJEzjqKLjhBti4sfjrnHMZRTSCG8/n5uZqns+kKT3r1tlOco89BkceCU8/DTvtFHZUzrkkicjsYEx3m3zls9talSo23vDggzBjBuy7r09pdS6LeGJw8YnA4MHw7rv2uFMneOghiGAL0zlXMp4Y3LZ16GDjDl26WKLwKa3OZTxPDK54derYLKXrrrN6Sz6l1bmM5onBJSYnx7YTfeWVzVNaX3017Kicc6XAE4MrmaOOsq6lpk1teuv11/uUVucyjCcGV3LNm8P779sOccOGQc+eXqXVuQziicFtn4IprWPHwsyZPqXVuQziicFtPxErvvfee/bYp7Q6lxE8Mbjk5eb6lFbnMognBpcaW05pPeggn9LqXER5YnCpEzul9auvfEqrcxGVVYnhr7/CjiBL+JRW5yItqxLD+edDjx4wf37YkWSBgimtp53mU1qdi5isSgxt28KHH0L79nDGGfDdd2FHlOGqVIGHHy48pXXWrLCjcs4VI6sSw4UXwpdf2tcnnoBWreDGG2HNmrAjy2CxU1pF4OCDLVH4lFbn0lZKEoOIdBeRRSKSLyJXxnn+VBFZKSJzgtsZMc8NFJHFwW1gKuLZltq14e67YeFC6/6+6SZLEA89BBs2lPZPz2IFU1r/9jc46yw4/XSf0upcmko6MYhIDjAa6AG0AQaISJs4p45X1fbBbVxwbW3gBuAAYH/gBhGplWxMiWjRAsaPt27w5s1t+v3ee9uMS/9jtpTstJPNUrr+etsdzqe0OpeWUtFi2B/IV9UlqvoX8BzQK8FrjwSmq+ovqroKmA50T0FMCTvwQNuL5sUXbdbSUUfB4YfDJ5+UZRRZJCfHmmmvvupTWp1LU6lIDA2Ab2MeLwuObel4EZknIhNEpFEJry1VItCnD3z2GdxzD8yZY59XAwfCt98Wf73bDj17wscfQ7Nm1qc3enTYETnnAmU1+Pwy0FRV22GtgsdL+g1EZLCI5IlI3sqVK1MeIEDFinDBBZCfD5ddZl1Nu+0GV18Nv/1WKj8yuzVrZoPSvXrZXOLbbgs7IuccqUkMy4FGMY8bBsf+R1V/VtU/g4fjgP0SvTbme4xV1VxVza1bt24Kwi5azZr2GbVoERx/PNx6K7RsCf/8J6xfX6o/OvtUqQIvvAADBsCVV1pJDR/kcS5UqUgMs4BWItJMRCoC/YHJsSeISP2Yh8cCC4P704AjRKRWMOh8RHAsLTRpAk89ZVPv27SB886DPfeESZP8syulKlSAJ5+0xSU33wxDhvgv2LkQJZ0YVHUDcD72gb4QeF5VPxORoSJybHDaBSLymYjMBS4ATg2u/QUYhiWXWcDQ4Fhayc2FGTMsIYhA795WSNTXaqVQTo6tb7jwQhg50qa0ehkN50IhGsG/zHJzczUvpE1h1q+HcePghhtg5UrrAbnlFisL5FJA1bqThg+Hv//dprWWLx92VM5lBBGZraq5xZ2XVSufU6FCBTjnHBugvuYamDgRWre2wepVq8KOLgOIWHfSLbfA00/DCSfAn38Wf51zLmU8MWyn6tXt82vxYms13HWXDVDfc49XcU2Jq66yX+bEidZ3t3Zt2BE5lzU8MSSpYUPr7fj4Y9hnH7joIhuonjDBx0+TdsEFVoRv2jRb9/D772FH5FxW8MSQIu3bw/TpVlKjcmXo18+2QP7gg7Aji7jTT4dnnrHl6d26eX+dc2XAE0MKidh+D3PmWFG+pUutHFC/fjYm4bZT//5Ws2TOHCvCt2JF2BE5l9E8MZSC8uVtSv7ixVbWe8oU61666CLfq2a79eplW4Z+8QV07gzL466DdM6lgCeGUlS1qk1rzc+3ukv33WdVXe+4A/74I+zoIujww2284bvv4JBDrEnmnEs5TwxloH5961qaO9e6li6/3D7Xfvgh7Mgi6JBD4M03YfVqu//552FH5FzG8cRQhvbc07qVXnwRFiyAjh1twyBXQh062Fah69dbt9K8eWFH5FxG8cQQgj594O23rTvpoIOs3IYrob32gnfegUqVrD7JRx+FHZFzGcMTQ0hyc+HDD62b6cgjrYacK6HddrPkUKsWHHYY/PvfYUfkXEbwxBCipk1ta9GDD4ZTToGhQ31RXIk1bWrJoVEj6N7dBqedc0nxxBCymjXhtdfgH/+wGUynn+4lNUps112tb651azjmGCuj4Zzbbp4Y0kDFivD445YYHnvM9p1evTrsqCKmbl0brNlvP1tR+PTTYUfkXGR5YkgTIrYY7rHHbMJNp07wzTchBxU1NWvC66/bNNZ//MPmCDvnSswTQ5oZONC6lpYtgwMOsOJ8rgSqVbM5wd27w+DBMGpU2BE5FzkpSQwi0l1EFolIvohcGef5S0RkgYjME5E3RaRJzHMbRWROcJu85bXZ6LDD4L33rIupc2d49dWwI4qYKlXgX/+yDbsvvtg2/fFRfecSlnRiEJEcYDTQA2gDDBCRNluc9gmQq6rtgAnA7THPrVPV9sHtWBwAbdvadNbWreHYY+GBB8KOKGIqVoTnnoOTT4Zrr4Wrr/bk4FyCUtFi2B/IV9UlqvoX8BzQK/YEVZ2hqgU7rXwINEzBz8149evbZJsePeDcc22XuE2bwo4qQsqXt1H9s86CESNsfwf/BTpXrFQkhgbAtzGPlwXHijIImBrzuLKI5InIhyLSu6iLRGRwcF7eypUrk4s4QqpWtV6Rc8+FO++EE0+EdevCjipCypWz5tYll8D991vZ240bw47KubRWprusi8jJQC5waMzhJqq6XESaA2+JyHxV/XLLa1V1LDAWIDc3N6v6BMqXt8+05s3h0kut4vSkSTZD0yVAxLJqtWpw0022TeiTT9oG3s65raSixbAcaBTzuGFwrBAR6QZcAxyrqv/b3V1VlwdflwAzgX1SEFPGEYEhQ+CFF+CTT6zG0uLFYUcVIQXzgW+/HcaPt4Fpr33uXFypSAyzgFYi0kxEKgL9gUKzi0RkH+BBLCmsiDleS0QqBffrAJ2ABSmIKWP17QtvvQW//goHHmizl1wJXHYZjB4NL79sq6T/+9+wI3Iu7SSdGFR1A3A+MA1YCDyvqp+JyFARKZhldAdQFXhhi2mpewB5IjIXmAGMUFVPDMU48ECbsVS7tk1tHT8+7Igi5txzbSXhW29ZBUNfZu5cIaIRnMKXm5ureXl5YYcRup9/th0v33vPJt1cfrn1mLgEvfACnHQS7L23Fd/baaewI3KuVInIbFXNLe48X/kcYTvtBG+8YTOVrrzS/hDesCHsqCKkXz+b8vXpp7ang2+p5xzgiSHyKleGZ56xxDBmjC2G+/33sKOKkKOOshIaS5faMvPlW82bcC7reGLIAOXKwa23woMPWg05/3wroa5d7Rf3/fd2//vvw47IuVB5YsgggwfbZJv8fNtPev78sCOKkIMOgqlTLaN27erdSi6reWLIMD162IZmmzZZ6e7p08OOKEIOPti6lb75xqZ7rVhR/DXOZSBPDBmofXv4z3+gWTPo2RMeeSTsiCKkoJzt0qWWHH76KeyInCtznhgyVMOG1nLo2hUGDbICoxGcmRyOLl0298l162bzgp3LIp4YMlj16vDKK5YYhg+3Tc3+/LP46xzWWpg0CT7/HA4/HFatCjsi58qMJ4YMV6GC7XA5fLhtg3zkkf4Zl7AjjoCJE+Gzzyw5/Ppr2BE5VyY8MWQBEdun5umn4YMPbALO0qVhRxURPXrAiy/CvHlePsNlDU8MWeSkk2yW0o8/2nTWjz4KO6KIOPpoK5/x8ce2l/Rvv4UdkXOlyhNDluncGd5/H3bc0cZYp00LO6KI6NXLqhXOmmVTvdasCTsi50qNJ4YstPvum/eTPu44m73kEtCnDzz7rP3yjjrKS3a7jOWJIUvtvLO1Fho3ts+42bPDjigi+vWDp56Cd9+1Lqa1a4u/xrmI8cSQxXbe2aqz1q5t46oLfCeMxPTvD088AW+/bVULfRNul2FSkhhEpLuILBKRfBG5Ms7zlURkfPD8f0SkacxzVwXHF4nIkamIxyWuYUNLDhUq2IxMn62UoL//ffNmP717+zahLqMknRhEJAcYDfQA2gADRKTNFqcNAlapaktgJHBbcG0bbCvQtkB34J/B93NlqGVLKy66bp0t9P3uu7AjiohTToGHH7ZfXp8+vnrQZYxUtBj2B/JVdYmq/gU8B/Ta4pxewOPB/QnAYSIiwfHnVPVPVV0K5Affz5WxvfaC116zunGHH+4lghJ22mkwdqxVZu3b15ODywipSAwNgG9jHi8LjsU9J9gjejWwU4LXujKy//5WIujLL326fomceSY88IDVHznxRPjrr7Ajci4pkRl8FpHBIpInInkrV64MO5yM1aULTJgAc+fCMcf4pJuEnX023H+/1VcaMADWrw87Iue2WyoSw3KgUczjhsGxuOeISHmgBvBzgtcCoKpjVTVXVXPr1q2bgrBdUY4+Gp580tY39O3rfwAn7LzzYNQoeOklG5z2DbhdRKUiMcwCWolIMxGpiA0mT97inMnAwOB+X+AtVdXgeP9g1lIzoBXghRrSQP/+tlXo1Klw8smwcWPYEUXEhRfCXXdZCY1//MOTg4uk8sl+A1XdICLnA9OAHOARVf1MRIYCeao6GXgYeFJE8oFfsORBcN7zwAJgA3CeqvpHUJo480wbZ7j0Uivh/dBDVpDPFeOSSywhXHEF5OTA44/bV+ciIunEAKCqU4ApWxy7Pub+H0C/Iq4dDgxPRRwu9YYMsYKiw4ZZcrjrLk8OCbn8cksO11xjSeGRRzw5uMhISWJwme2mmyw5jBwJNWrADTeEHVFEXH219cFdfz2UL29NrnKRme/hspgnBlcsEUsKv/0GN95oyeGii8KOKiKuu85aDkOHWothzBhPDi7teWJwCSlXzv7g/f13uPhi61Y6/fSwo4qIG2+05HDLLdZyGD3a++NcWvPE4BJWvrztArdmjQ1MV6tmxUZdMUTg5pstOdx+u7Uc7r3Xk4NLW54YXIlUqmTT9I880qbqV61qu1+6YojAiBGWHO6+25LDyJGeHFxa8sTgSmyHHaz6Q9euVjtu2jTbGc4VQwTuvNMGpO+5x5pgd9zhycGlHU8MbrvUqGFF9zp3tpXSb70FublhRxUBBSP5GzbY3N/y5eHWWz05uLTi0yPcdqtb1/Zy2GknK7rnG/0kSATuu8/qK912m81cUg07Kuf+xxODS0qDBpYcKla0vRyWLAk7oogQsdlJZ5wBw4fbYhHn0oQnBpe0Fi1g+nTbiqBbN1getwyi20q5claQ6rTTLDEMGxZ2RM4BnhhcirRta2MOP/3kG/2USMECkVNOsRXSt94adkTOeWJwqdOhg230s3SpjTmsXh12RBFRUEvppJOsjMbtt4cdkctynhhcSh16KLz4om/0U2IFVVj797eqrEOH+oC0C40nBpdyPXvCU0/Bu+/C8cf7Rj8JK1/edkgaONAqFV5xhScHFwpfx+BKxYknWl2lM8+0jX6efdarTiekfHnrVtpxR1v89t//2tRWL7znypAnBldqzjjDKrIOGWJ1lbzqdILKlbP9o2OTw7hxljScKwNJ/UsTkdrAeKAp8BVwgqqu2uKc9sADQHVgIzBcVccHzz0GHAoUDFOeqqpzkonJpZdLLrFB6KFDrSLr3Xf7It+EiNjit2rVbLbS2rXWP1exYtiRuSyQ7J8gVwJvquoIEbkyeHzFFuesBU5R1cUisiswW0SmqeqvwfOXqeqEJONwaezGGy05jBplpTRuvDHsiCJCxFZF77ijNbvWroUJE6By5bAjcxku2cTQC+gS3H8cmMkWiUFVv4i5/52IrADqAr/isoKItRR++83WcdWoYXs6uARdcoklh3POgaOOgkmTrKytc6Uk2R7feqr6fXD/B6Detk4Wkf2BisCXMYeHi8g8ERkpIpWSjMelqYJ1XH372ufcww+HHVHEnHUWPPEEzJxpNc9/9b+rXOkptsUgIm8Au8R56prYB6qqIlLk3DoRqQ88CQxU1U3B4auwhFIRGIu1NoYWcf1gYDBA48aNiwvbpaGcnK03+jnhhLCjipCTT4YqVWDAAKt5/vrrUKdO2FG5DCSaxDxpEVkEdFHV74MP/pmq2jrOedWxbqZbihpPEJEuwKWqenRxPzc3N1fz8vK2O24XrrVrbWX0Bx9Yr0jPnmFHFDFTp9pGGM2bWwXD+vXDjshFhIjMVtViC+Qn25U0GRgY3B8ITIoTSEVgIvDElkkhSCaIiAC9gU+TjMdFwA47WOmMdu1sAdzbb4cdUcT06GHJ4euv4ZBD7KtzKZRsYhgBHC4ii4FuwWNEJFdExgXnnAB0Bk4VkTnBrX3w3NMiMh+YD9QBbk4yHhcRNWrYzm/NmlnpjHfeCTuiiOnSxVoLP/9syWHx4rAjchkkqa6ksHhXUuZYvhwOO8z+6H3uOejVK+yIImbOHCtnm5NjiWLPPcOOyKWxsupKci4pDRpYTaV27azbfNy44q9xMdq3h3//26Z9dekCs2eHHZHLAJ4YXOjq1LE9o484wmYr3XKL144rkT32sL64qlVtttJ774UdkYs4TwwuLey4I0yebDMyr7kGLrwQNm0q/joXaNHCksMuu1iGffPNsCNyEeaJwaWNChVsS4IhQ6yg6IABtl2oS1CjRtat1KKFrZB++eWwI3IR5YnBpZVy5eDOO62o6PPP2+fb77+HHVWE1Ktnq6MLBm2efz7siFwEeWJwaenSS631MHOmjamuWBF2RBFSu7bNUOrY0Zpdjz0WdkQuYjwxuLR1yik27rBwIXTqBEuWhB1RhFSvDq+9ZnOBTzsNRo8OOyIXIZ4YXFrr2dNmLP3yiyWHOb5bR+J23NHGGXr1gvPPh9tvDzsiFxGeGFza69jR1jpUqACHHmrdSy5BlSrBCy9Yl9IVV9imPz4X2BXDE4OLhD32gPffh4YNrer0iy+GHVGEVKgATz4JgwbBsGE27cuTg9sGTwwuMho2tKn6ubnQrx+MGRN2RBGSkwNjx8IFF8DIkXD22b5QxBXJdxd3kVK7NkyfDieeaBua/fAD3HCD7yOdkHLlbH/VqlVtefnatfDoo1DePwZcYf4vwkXODjvAxIkweLBtFfrjj3D//fZHsSuGCAwfbgPT11wD//0vPPusjUU4F/DE4CKpfHnbHrRePRgxwtY5PP00VK4cdmQRcfXV1nK48ELo3Rteesl2h3MOH2NwESYCt95qXeYvvWT716xeHXZUEXLBBVbOdto0++X5EnMX8MTgIu+ii+CZZ6yo6KGHwvffhx1RhAwaZE2td9+1fR1WrQo7IpcGkkoMIlJbRKaLyOLga60iztsYs3vb5JjjzUTkPyKSLyLjg21AnSuxAQPglVcgP98WwvmGZiUwYIDN//3kE/jb37z+iEu6xXAl8KaqtgLeDB7Hs05V2we3Y2OO3waMVNWWwCpgUJLxuCx2xBEwY4b1iHTq5HvWlEivXrZK+osvrNm1fHnYEbkQJZsYegGPB/cfB3oneqGICNAVmLA91zsXT4cO1qW0ww6bt0V2CTriCBtvWL7c9pFeujTsiFxIkk0M9VS1oEf3B6BeEedVFpE8EflQRAo+/HcCflXVDcHjZUCDon6QiAwOvkfeypUrkwzbZbLddrNV0s2aWa2l8ePDjihCDjnENvn59VfYf3/f8CdLFZsYROQNEfk0zq3Qtu2qqkBR6+ybBBtQnwSMEpEWJQ1UVceqaq6q5tatW7ekl7sss+uutmdNQeXp++4LO6II6dABPvgAdt7ZWhG33uqrpLNMsYlBVbup6p5xbpOAH0WkPkDwNe6olaouD74uAWYC+wA/AzVFpGAtRUPAOzZdytSsaT0jvXrZzMxrr/USQQlr3Rr+8x844QRb83DccdaKcKFZv77sNuVLtitpMjAwuD8QmLTlCSJSS0QqBffrAJ2ABUELYwbQd1vXO5eMKlVgwgRbJT18OJx5JmzYUPx1DlsA98wzcM89MGWKFamaNy/sqLKOqhXIbdsWjj3W8nVpSzYxjAAOF5HFQLfgMSKSKyLjgnP2APJEZC6WCEao6oLguSuAS0QkHxtzeDjJeJzbSk6OFdy77jpbLX388bBuXdhRRYSINbdmzrRfWseOVqnVlYk33rCevRNOgIoVYdIkG/opbaIRbFvn5uZqXl5e2GG4CBo9Gv7v/2w66+TJUCvuyhsX148/WvXCt9+2CoYjR3qNpVKSlwdXXWWJoXFjGDoUTj45+XpgIjI7GO/dJl/57LLKeefZLKWPPoLOnX26fonUq2efVJddBg88YOsdvv027KgyyhdfWOugQwdbbzhyJCxaBAMHlm2RSE8MLuv06wdTp8LXX8NBB8Hnn4cdUYSUL29bhE6YAAsWwL77+mKRFPjuO9sio00bG8657jrb4/yii8IpDOmJwWWlrl2t2/yPP+Dgg60F4Urg+ONh1iyb0nrkkba/g09pLbFff7Uuo5Yt4ZFHrIfuyy+t66h69fDi8sTgsta++9pCuBo1rETQa6+FHVHEFExpPfFE29vBp7QmbN06a3g1b25l4487zlqu991nPXZh88TgslqLFpYcWre2VdKDBvm4Q4lUrWrVWX1Ka0I2bLBK561awRVX2CSvTz6xX2Hz5mFHt5knBpf16tWziTZDhsBTT9l/2uuv9+0JEhZvSusTT4QdVVpRtQK2e+5pa2mae0QsAAAPaUlEQVQaNbJf15Qp0L592NFtzRODc0C1anDHHdac79ULhg2zBDF2rC+IS1inTvDxxzbRfuBAOPdc+PPPsKMK3YwZliv79rVttydOtFbqoYeGHVnRPDE4F6NZM9sC+cMPLTGcdRa0awevvurlNBKy5ZTWzp3hm2/CjioUn3xi4/Jdu9rmUY88AvPn206qImFHt22eGJyL44ADrAjfxInWYjj6aOjWzf6zu2IUTGl98UVYuDDrprTm51vhxn33tYVqd95p6xNOO61s1yIkwxODc0UQsb/uPvvMZovMnQv77We9JL6uKwF9+tiU1l12yYoprT/8YL1ne+xhq+qvucbWIgwZEs5ahGR4YnCuGBUqwPnn2/zyyy+3ldO77WZFR3/7Lezo0lzr1tYvVzCltXfvjJvSunq1Ve5t0QIeesgGl/Pz4eabbSp0FHlicC5BNWrYnPNFi2x916232sKkf/7TSiK7IsROaZ061aa0zp0bdlRJ++MPuOsum2Y6fLhVPl240P491K8fdnTJ8cTgXAk1aWLTWmfNshIG550He+1l3Qc+QF2EDJrSumGDDSS3agWXXmp1jT7+2CYttGwZdnSp4YnBue2Um2tTESdPtse9etk+07NmhRpWeiuY0tqxow3WnHNOZKa0qsK//mWz1AYNsl0C33rLVszvs0/Y0aWWJwbnkiACxxxj0xD/+U/rSth/f/j73+Grr8KOLk3VqwfTp9uU1jFj0n5Kq6r9AXDQQVa6YtMmm3D14YdWSiUTeWJwLgUqVLA/fvPzbYz1pZdg992t7EGGjbWmRrwprdOnhx3V/2zcaKvhL7oImja1tQjffmuDy59+ahOu0n0tQjKSSgwiUltEpovI4uDrVtueiMjfRGROzO0PEekdPPeYiCyNeS4NF4c7l7jq1W02yuLF0L+/raZu2RLuvRf++ivs6NLQllNahw8PbUrrn39aiYozzrDB4y5drEHTvj08+qi9p2ecYTkt46nqdt+A24Erg/tXArcVc35t4Bdgh+DxY0Dfkv7c/fbbT52Lgk8+UT3sMFVQbdlS9cUXVTdtCjuqNPT776oDBtgv6phjVFetKrMf+/zzqv37q1arZj++enUL5YUX7PlMAuRpAp+xyXYl9QIeD+4/DvQu5vy+wFRVXZvkz3UuEtq3tx6SKVNsz97jj4dDDimbDd0jpWBK67332pTW/faDOXNK5Uf99JO1AI49FurUsR3T3nzTWnhTpsCKFfDMM1bbqGrVUgkh7SWbGOqp6vfB/R+A4iqJ9wee3eLYcBGZJyIjRaTIDWRFZLCI5IlI3sqVK5MI2bmyJQI9etjU/bFjbRyiY0f7IFqyJOzo0oiIbcj99tu2SODAA+Hxx4u/LgHLlsH999tYwS67wOmn2/txzjn2477/3t6bHj18G2sA0WImXovIG8AucZ66BnhcVWvGnLtKVeNury4i9YF5wK6quj7m2A9ARWAs8KWqDi0u6NzcXM3LyyvuNOfS0po1NvZw5522MO7//s8GrGvXDjuyNPLjj5Y5Z8601dI33WTzREvgiy9sEsDEiZt36NtjDxvW6NPHpphm8gByPCIyW1Vziz0xkf6mom7AIqB+cL8+sGgb514IjN3G812AVxL5uT7G4DLB8uWqgwapiqjWqqV6112qf/wRdlRpZP161Ztvtk5/UO3XT/XTT4s8fdMm1Y8/Vr32WtW2be0SUO3QQfWWW1QXLizD2NMUZTTGMBkYGNwfCEzaxrkD2KIbKWgxICKCjU98mmQ8zkXGrrvabl5z5tjahyFD7C/aMWNsDdgff4QdYcjKl7em1FdfWTGiqVNtiflJJ9nGGdi00nfegUsusZLp++5rtfrq1rUKHF9/ba2Fq66y6cMuMcV2JW3zYpGdgOeBxsDXwAmq+ouI5AJnq+oZwXlNgfeARqq6Keb6t4C6gABzgmvWFPdzvSvJZaJp02zN1/z59jgnx4r17b239aIU3Bo2zL4uEAB+/hnuvJO/7h3DW+sO5KUWlzFp1SGs+Lk8FSvC4YdbF9Exx1hicFtLtCspqcQQFk8MLlNt2mSD0/Pmbb7NnVt4FXWtWoUTxd57Q9u2sMMOoYVd6tassdITEyfCKy9v4rffy1GV3+kpU+nT+Wd63NOd6ns3CzvMtOeJwbkMsnq1rbgtSBTz5lnLYk3Qvhaxom4FiaIgaTRpEq3Wxbp1Nu7844+2v8Hy5fD669aa+uMP2Gknm2bapw902/MHKt97u+0Ut2EDnHqqdTk1aRL2y0hbnhicy3CbNllLoiBRFNzy8zefU7164dZFu3bWTV+W8/P//HPzh33BB35RX+Ptb9GwodUoOu44WwOy1crj776zeugPPmjjzYMG2WYZjRqVyeuLEk8MzmWpNWs2ty5iWxixH7otWmzdumjWzDarT8Rff9lCsEQ+7IuqFVWjhq0pqFdv89fY+wVfGzRIMK5ly2zkedw4ayYNHmyjzrvumtiLygKeGJxz/6NqBUxjE8W8eTbXv+AjoGpVa00UJIoddij6w/6XX+L/nGrVtv5gj/ehX69eKW53+fXXVnPp0UeteXH22VbNcJd4y7GyiycG51yx1q61Pa23HOxetWrzOTvuWPSHfewHfb16aTYAvmSJVTR84gmrR3LeebY3axZPWfLE4JzbLqo26Pvnn/ZhH/l6QYsXw7BhVoupShVban7ppTaSnWUSTQy+H4NzrhARG/Bt0SIDkgLYdK0nnoAFC2ybvdtus00WrruucNPI/Y8nBudcdmjd2loNn34KPXtaN1PTplaHafXqsKNLK54YnHPZpU0bGD/eBlO6dYMbb7QEMXw4/P572NGlBU8Mzrns1K6dbS368ce27/S111qCGDFi88rBLOWJwTmX3fbZByZNsi1GO3a0tQ/Nmlld9LXZuaeYJwbnnAPIzYVXX4UPPrAyrZddBs2bw6hRVqsji3hicM65WB07WnGmd9+FPfeEiy+2BHHSSdbN9OqrtlowglP9E7Vl1RHnnHMAnTrBG2/Y3p+jRsF778GzMVvK1KhhiWOvvQrfatYs+ntGhC9wc865RBWUuZ0/f3OJ2/nzC093bdRo62Sx++62+jpkiS5wS6rFICL9gBuBPYD9VTXup7WIdAfuAXKAcao6IjjeDHgO2AmYDfxDVf9KJibnnCs1NWpYS6JTp83HVK2AX0GSKLhNn26beoPVbGrdunCyaNcOGjdOy7roye7gtgewCXgQuDReYhCRHOAL4HBgGTALGKCqC0TkeeAlVX1ORMYAc1X1geJ+rrcYnHNpb/16q1IY27KYP9+K/BWoXj1+d1StWqUSUpnWShKRmRSdGA4EblTVI4PHVwVPjQBWAruo6oYtz9sWTwzOucj67bfN3VGxXVKx9ckbNNi8eUZsd1SlSkn96DLpSkpQA+DbmMfLgAOw7qNfVXVDzPEGZRCPc86Fp3p1OOgguxUoqFy4ZXfUm2/a5hdg3VG77WaL8nbfvVRDLDYxiMgbQLxC5teo6qTUh1RkHIOBwQCNGzcuqx/rnHOlr6ByYcOG0KPH5uPr11t12NjuqHr1Sj2cYhODqnZL8mcsB2L32GsYHPsZqCki5YNWQ8HxouIYC4wF60pKMibnnEt/FSpYbac2baB//zL7sWWxwG0W0EpEmolIRaA/MFltcGMG0Dc4byBQZi0Q55xz8SWVGETkOBFZBhwIvCoi04Lju4rIFICgNXA+MA1YCDyvqp8F3+IK4BIRycfGHB5OJh7nnHPJ8wVuzjmXJXwHN+ecc9vFE4NzzrlCPDE455wrxBODc865QjwxOOecKySSs5JEZCXwdbEnblsd4KcUhBOWqMcP0X8NUY8fov8aPP6SaaKqdYs7KZKJIRVEJC+RaVvpKurxQ/RfQ9Tjh+i/Bo+/dHhXknPOuUI8MTjnnCskmxPD2LADSFLU44fov4aoxw/Rfw0efynI2jEG55xz8WVzi8E551wcGZkYRCRHRD4RkVe2OH6viKzZxnVXiUi+iCwSkWK3GC1N2/MaRKSpiKwTkTnBbUzZRBs3lkLxi8hjIrI0Jrb2RVw3UEQWB7eBZRt1oTi2N/6NMedMLtuot4ply9cgIjJcRL4QkYUickER16Xre5Bo/On8HrwTE9t3IvKvIq4L9T0oi609w3AhVuK7esEBEckFitxhW0TaYHtFtAV2Bd4Qkd1UdWMpx1qUEr+GwJeqGvdDq4xtFT9wmapOKOoCEakN3ADkAgrMFpHJqrqqVCONr8TxB9alye8ftn4Np2KbZu2uqptEZOctL0jz9+BUiok/kLbvgaoeUvCEiLxInD1o0uE9yLgWg4g0BI4CxsUcywHuAC7fxqW9gOdU9U9VXQrkA/uXZqxFSeI1pIV48SfoSGC6qv4S/CeYDnRPdXzFSSL+tFHEazgHGKqqmwBUdUWcS9P5PUgk/rSxrX9HIlId6ArEazGE/h5kXGIARmEfnptijp2P7Rr3/TauawB8G/N4WXAsDNv7GgCaBU3Xt0XkkGLOLS3x4gcYLiLzRGSkiFSKc126vAfbGz9AZRHJE5EPRaR36Ya5TfFeQwvgxCC+qSLSKs516fweJBI/pPd7UKA38Kaq/hbnudDfg4xKDCJyNLBCVWfHHNsV6AfcF1pgJZDka/geaKyq+wCXAM8Ef5mUmXjxB64Cdgc6ALWx3fvSTgribxKsZD0JGCUiLUot2CJs4zVUAv4I4nsIeKSsY0tECuJP5/egwADg2TIMqUQyKjEAnYBjReQr4DmsqfYZ0BLID47vILaV6JaWY/2XBRoGx8radr+GoBvs5+D+bOBLYLcyirvAVvGLyFOq+r2aP4FHid9Nlw7vQTLxo6rLg69LgJnAPmUSdWFxXwP2l+dLwTkTgXZxrk3b94DE4k/39wARqYP9+3m1iGvDfw9UNSNvQBfglTjH1xRxfltgLvZXSTNgCZATsddQtyBmoDn2j6l2OsQP1A++CtbEHhHn/NrAUmyAvVZwP0rx1wIqBffrAIuBNunybwgYAZwec3xWxN6DROJP6/cgeHw28Pg2zg/9Pci0FkOJiMixIjIUQFU/A54HFgCvAedpeDOSEhb7GoDOwDwRmQNMAM5W1V/Ci66Qp0VkPjAf+w97M9hMKxEZBxDEOgyYFdyGRil+YA8gT0TmAjOw5LEglGjjGwEcH7yOW4EzIFLvQbHxk/7vAdjsx0LdSOn2HvjKZ+ecc4VkdYvBOefc1jwxOOecK8QTg3POuUI8MTjnnCvEE4NzzrlCPDE455wrxBODc865QjwxOOecK+T/AaMZo3dThkKZAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xd4VGX2wPHvkaYrFpqKFCmCoFKUiGt3BRQbsC52ERTEsuiuuip27CgqNlAQERDFAqtiQUSKWABJFGlKEVGIuFIUlJIQcn5/nJsfk5hGptyZ5HyeZ55MuXfmTAhz5m3nFVXFOeecy7Nb2AE455xLLp4YnHPO5eOJwTnnXD6eGJxzzuXjicE551w+nhicc87l44nBOedcPp4YnHPO5eOJwTnnXD6Vww6gLGrXrq2NGjUKOwznnEspGRkZ61S1TknHpWRiaNSoEenp6WGH4ZxzKUVEfijNcd6V5JxzLh9PDM455/LxxOCccy4fTwzOOefy8cTgnHMun5gkBhEZKSK/iMjCIh4XEXlKRJaLyHwROTLisZ4isiy49IxFPM4558ouVi2GUUDnYh4/HWgWXPoCzwKISE3gbuBooD1wt4jUiFFMzjnnyiAmiUFVZwIbijmkKzBGzWxgXxGpC5wGTFHVDar6KzCF4hOMc85VLFlZ8PXX8NJLcPPN8McfcX/JRC1wqwesiri9OrivqPv/RET6Yq0NGjZsGJ8onXMuLLm58MMPsGBB/suSJbBjhx1TtSpccgm0bh3XUFJm5bOqDgeGA6SlpWnI4TjnXNlt2LDzg3/+fPu5cGH+1kDjxtCqFfz97/azVSto1gyqVIl7eIlKDJlAg4jb9YP7MoGTC9w/I0ExOedcfG3bBt988+dWwE8/7TymZk370O/Va2cCOPxw2Guv0MJOVGKYCPQTkVexgeaNqrpGRCYDD0YMOJ8K3JqgmJxzLjZyc2Hlyj8ngKVLd3YDVasGLVtChw7WFZSXBOrWBZFQwy8oJolBRMZh3/xri8hqbKZRFQBVfQ54HzgDWA5sAS4LHtsgIvcBc4OnuldVixvEds65cK1fn//Df/58WLQofzdQkyb2of+Pf+TvBqqcGr33opp63fVpaWnq1VWdcwnx44/w3HOQkWGJYM2anY/VqrXzgz/vcthhoXYDFUdEMlQ1raTjUiN9OedcomVmwkMPwfPPW1dRq1bQqVP+bqADDki6bqBY8MTgnHOR1qyBgQNh2DAbH+jdG267DSrQNHlPDM45B/DLL/DwwzB0KGzfbrOE7rgDKuBukZ4YnHMV27p1MGgQPPOMTS/t0QPuvBOaNg07stB4YnDOVUwbNsBjj8FTT8HmzXDRRXDXXdC8ediRhc4Tg3OuYvntNxg82C5//AHnn28JoWXLsCNLGp4YnHMVw6ZN8OST1krYuBG6d4e777ZVxi4fTwzOufLt999t/GDQIPj1V+jWDQYMgDZtwo4saXlicM6VT5s3w5AhlhDWrYOzzrKE0K5d2JElPU8MzrnyZcsWW6n88MM2BbVzZ7jnHmjfPuzIUobv+eycKx+2bbMZRk2bwo032grlzz6DSZM8KewibzE451JbVha88AI88ICVsz75ZHjtNTjxxLAjS1meGJxzqSk7G1580RLCqlVw/PEwdiz87W9hR5byvCvJOZdatm+3FkLz5nDVVVCvHnz4Icyc6UkhRjwxOOdSQ04OjBljC9H69IH99oP334fPP7eqp+WwymlYYpIYRKSziCwRkeUi0r+QxweLyLzgslREfot4bEfEYxNjEY9zrhzZsQNefhkOPRR69oS994Z33oE5c+D00z0hxEHUYwwiUgkYAnQCVgNzRWSiqi7OO0ZVr484/lrgiIin2KqqbaONwzlXDv33v3D77fDttzbL6M03oWtXTwZxFosWQ3tguaquUNVs4FWgazHHXwiMi8HrOufKq23boG9f2xpzt93gjTfgq69s1bInhbiLRWKoB6yKuL06uO9PROQgoDEwLeLu3UUkXURmi0i3GMTjnEtlP/xgM4yefx7694evv7a6Rrv5kGiiJHq66gXAeFXdEXHfQaqaKSJNgGkiskBVvyt4ooj0BfoCNKxAOyk5V6FMnmzlr3NyrNuom39XDEMsUnAm0CDidv3gvsJcQIFuJFXNDH6uAGaQf/wh8rjhqpqmqml16tSJNmbnXDLJzYV777XB5Hr1ID3dk0KIYpEY5gLNRKSxiFTFPvz/NLtIRFoANYBZEffVEJFqwfXawHHA4oLnOufKsQ0b4OyzrQT2xRfDrFnQrFnYUVVoUXclqWqOiPQDJgOVgJGqukhE7gXSVTUvSVwAvKqqGnF6S2CYiORiSWpg5Gwm51w599VXcM45kJlplVCvvtoHl5OA5P+cTg1paWmanp4edhjOuWiMHAnXXAN16tiso7/+NeyIyj0RyVDVtJKO82F+51xibdsGV1wBvXvDccfBl196Ukgynhicc4mzcqVNRR0xwqaiTp5sLQaXVLy6qnMuMT74wAaXc3LgrbdsBbNLSt5icM7FV95U1DPOsKmoGRmeFJKctxicc/GzYQNccontonbJJTBsGPzlL2FH5UrgicE5Fx9ffmm1jjIzYehQ2zvBp6KmBO9Kcs7F3siRcOyxNp7wySe+PiHFeGJwzsVO5FTU44+3VsPRR4cdldtFnhicc7ERORX11lt9KmoK8zEG51z08qai7tjhU1HjaM0aqFs3/q/jLQbnXNnl5sI999hU1Pr1rSqqJ4WYU4UHH4SmTWHevPi/nrcYnHNlEzkVtUcPeO45n4oaB1u3Qp8+8MortlXFIYfE/zU9MTjndp1PRU2INWtsW4ovvrAWQ//+ifk1e2Jwzu2ayKqon3zis47iJG+B+G+/JX7YxscYnHOlEzkV9YQTfCpqHL3+uv2KK1eGzz9P/LCNJwbnXMlWrrQS2SNGwG232Swkn4oac7m5tpHd+edDu3bWhdS6deLjiEliEJHOIrJERJaLSP9CHu8lImtFZF5w6RPxWE8RWRZcesYiHudcDH3wgX1KffcdvP02PPAAVKoUdlTlzubNcN55Vm/wssvgo49gv/3CiSXqMQYRqQQMAToBq4G5IjKxkC06X1PVfgXOrQncDaQBCmQE5/4abVzOuSjl5sJ999l01FatYMIEOPjgsKMql1atgi5dYP58ePxx+Pe/wx3Lj0WLoT2wXFVXqGo28CpQ2h6x04ApqrohSAZTgM4xiMk5F40NG+Css2DAAJuKOmuWJ4U4mTULjjoKVqyAd9+F668Pf4JXLBJDPWBVxO3VwX0F/UNE5ovIeBFpsIvnOucS5ccfbVB56lR49lkYNcrXJ8TJmDFw8slQvTrMng2nnx52RCZRg8/vAI1UtTXWKhi9q08gIn1FJF1E0teuXRvzAJ1zwLJlNh1m7VqYNs3XJ8TJjh1wyy3Qs6eVl5ozB1q2DDuqnWKRGDKBBhG36wf3/T9VXa+qWcHNEUC70p4b8RzDVTVNVdPq+GwI52Jv0SI48UTYsgWmT7dZSC7mNm2yRWuPPGLVyD/4AGrVCjuq/GKRGOYCzUSksYhUBS4AJkYeICKRZZ+6AN8E1ycDp4pIDRGpAZwa3OecS6SMDDjpJGsdfPwxHHFE2BGVSytW2DYVkybBkCG2aLxKlbCj+rOoZyWpao6I9MM+0CsBI1V1kYjcC6Sr6kTgOhHpAuQAG4BewbkbROQ+LLkA3KuqG6KNyTm3Cz77zIrg1ahh4wpNm4YdUbn08cdWRSQ3Fz78EE45JeyIiiaqGnYMuywtLU3T09PDDsO51Dd1qs2TrFfPrjdoUPI5bpc9/7xVETn4YHjnnfAmeIlIhqqmlXScr3x2rqJ6910480xo0gRmzvSkEAc5OfCvf0HfvtCxo808SoVZv54YnKuI3ngD/v53OPxwmDEDDjgg7IjKnV9/tR66p56CG26wPLzPPmFHVTpeXdW5imb0aLj8chsFTaVPqxSydCmcfTZ8/z288IL9ulOJJwbnKpKhQ+Gf/7R+jbfegj33DDuicmfKFKt5VLmyLQU5/viwI9p13pXkXEUxaJAlhbPPthFQTwoxpQpPP22rlxs0gLlzUzMpgCcG58o/VavlfPPNVs95wgTYffewoypXsrNtkfh119l4/mefQaNGYUdVdp4YnCvPVOE//9lZy/nll5NzRVUKW7cOTj0Vhg+HW2+FN9+EvfYKO6ro+BiDc+VVbq5Nnh82DK69Fp54Anbz74KxtGiR9cz99BOMHQsXXxx2RLHhfyXOlUc5OdCrlyWF/v3hySc9KcTYu+/CMcfA1q22qrm8JAXwxOBc+ZOdbWMJL70E998PDz3kFVJjSNXG8bt0gebNbZC5vG197V1JzpUnW7daQZ5Jk2DwYNsKzMVMVhZceaUtBTnvPHjxxfK5VYUnBufKi99/t6+xH39sI6FXXBF2ROXK//5ni8VnzbKx/DvuKL8NMU8MzpUHefUX5s61UdCLLgo7onJl3jzLuevWWTWR7t3Djii+fIzBuVS3dq3VcP7ySxg/3pNCjI0da3sWqdr6hPKeFMATg3OpLTPTNtj59luYONG2BnMxsXUr9OkDPXpAWpo1xirK/kWeGJxLVStX2lacq1bZ/pCnnRZ2ROXGkiU20+iFF+D2222riopUgDYmiUFEOovIEhFZLiL9C3n8BhFZLCLzRWSqiBwU8dgOEZkXXCYWPNc5V4ilS+GEE2DDBvvUOumksCMqN8aNsxbCTz/Z5K7777eCeBVJ1IlBRCoBQ4DTgUOBC0Xk0AKHfQWkqWprYDzwSMRjW1W1bXDpEm08zpV7CxZYSyEry/ZSaN8+7IjKhW3b4OqrbYimTRsbcO7cOeyowhGLFkN7YLmqrlDVbOBVoGvkAao6XVW3BDdnA/Vj8LrOVTxz51rroHJl23WtTZuwIyoXli+3VczPPWe1BqdPh/oV+FMqFomhHrAq4vbq4L6i9AYmRdzeXUTSRWS2iBQ5ciYifYPj0teuXRtdxM6lok8+gQ4dYN997XqLFmFHVC688QYceST8+KNVI3/4Ya8zmNDBZxG5BEgDBkXcfVCwOfVFwBMi0rSwc1V1uKqmqWpanTp1EhCtc0lkyhQbXD7wQGspNG4cdkQpLysL+vWzFcyHHQZffQVnnRV2VMkhFokhE4jcRbx+cF8+ItIRuB3ooqpZeferambwcwUwA6ggE8KcK6WJE+0Tq1kzSwoVuY8jRlassLUJQ4bYfswffwwNG4YdVfKIRWKYCzQTkcYiUhW4AMg3u0hEjgCGYUnhl4j7a4hIteB6beA4YHEMYnKufHj1VTjnHGjb1jq+99sv7IhS3ptvWtfRd9/Z7qaPPQZVq4YdVXKJOjGoag7QD5gMfAO8rqqLROReEcmbZTQIqA68UWBaaksgXUS+BqYDA1XVE4NzACNH2hSZ446Djz6CmjXDjiilZWdbTcFzzrGqqF9+CV27lnxeRSSqGnYMuywtLU3T09PDDsO5+Hn6adsn8rTT4L//LZ8lPBNo5UqrRP7FF/ZrHTSoYrYSRCQjGNMtVgVbtuFcCnjoIbjtNivlOW4cVKsWdkQpbeJE6NnTNrQbP96qkrvieUkM55LJ3XdbUrj4Ynj9dU8KUdi+HW66ybqLmjSxriNPCqXjicG5ZHHvvXa5/HLbCaai1WGIoVWrbB3go4/atteffQZNC50I7wrjf3nOJYMHHrDWQq9e8Pzzvj9zFN5/3yqibt9uk7rOPz/siFKP//U5F7aBA207sB49YMQITwpllJMD/fvDmWdCgwaQkeFJoay8xeBcmB59FG691aalvvgiVKoUdkQpKTMTLrgAPv0U+vaFJ56APfYIO6rU5YnBubA88YSNjp53no0peFIok8mT4ZJLbGOdl1/2DexiwduszoXh6afh+uttmszYsT7QXAY7dsCdd8Lpp9smOunpnhRixf8anUu0oUNtlVW3brZOoaKX8iyDNWssCcyYYZO4nn7a1wDGkicG5xJp+HD45z/h7LPhtdc8KZTB1KmWFP74w3rgLr007IjKH+9Kci5RRo6EK6+EM86wTQAqYk2GKOzYAQMGQKdOUKuW7VnkSSE+vMXgXCKMHg19+ljtowkTfEXzLvrf/2wx+NSplgyGDoU99ww7qvLLE4Nz8TZ2LFx2GXTsaDWfd9897IhSyowZcOGF8Ntv8MIL9qsUCTuq8s27kpyLp3HjrILb3/5mxf99cn2pbd9uFUI6dIB99rHKqJdf7kkhEbzF4Fy8vP66TbA/4QQr8enTZkrt00/h6qth4UIbaH7uOdhrr7Cjqjhi0mIQkc4iskRElotI/0IeryYirwWPzxGRRhGP3Rrcv0RETotFPM6FbsIE+0Q79lh4913vEC+l9ettKOaEE2DTJnj7bVu05kkhsaJODCJSCRgCnA4cClwoIocWOKw38KuqHgwMBh4Ozj0U2wr0MKAzMDR4PudS11tvWX2G9u2tolv16mFHlPRUYdQoOOQQG6e/+WZYvBi6dCnxVBcHsWgxtAeWq+oKVc0GXgUKbpjXFRgdXB8PdBARCe5/VVWzVPV7YHnwfM6lpnfesRIX7drBBx/4V91SWLwYTj7ZBpVbtLB9Ex5+2BtZYYpFYqgHrIq4vTq4r9Bjgj2iNwK1Snmuc6nh/fehe3do29YK+Oy9d9gRJbUtW2xPojZtbCxhxAiYORNatQo7Mpcyg88i0hfoC9CwYcOQo3GugMmTbZf5ww+36/vsE3ZESe2996BfP9uLuVcveOQRqFMn7Khcnli0GDKBBhG36wf3FXqMiFQG9gHWl/JcAFR1uKqmqWpaHf8Lcsnko49s/8iWLWHKFKhRI+yIktbq1VY38KyzbObujBlWbdz/SyeXWCSGuUAzEWksIlWxweSJBY6ZCPQMrncHpqmqBvdfEMxaagw0A76IQUzOJca0aVb3qHlzSwo1a4YdUVLKyYHBgy13vv8+PPggzJtn22+65BN1V5Kq5ohIP2AyUAkYqaqLROReIF1VJwIvAC+JyHJgA5Y8CI57HVgM5AD/VNUd0cbkXEJ8/LElhaZNrVZD7dphR5SU5syxElFff20lsp95Bpo0CTsqVxyxL+6pJS0tTdPT08MOw1Vkn34KnTtDw4YwfTrsv3/YESWdX3+1weVhw6BuXXjqKRuG8ZXL4RGRDFVNK+k4L4nh3K76/HP76lu/vnUleVLIR9UWpbVoYVXG//Uv+PZbG1vwpJAaUmZWknNJYc4caynUrWtJ4YADwo4oqSxZAtdcY7+a9u1tKccRR4QdldtV3mJwrrTmzoVTT4X99rNPvgMPDDuipLFtG9x9N7RuDRkZ8Oyz1rDypJCavMXgXGl8+aUlhVq1bEyhfv2wI0oaH35orYTvvrM9Ex591BtSqc5bDM6VZN4820thn30sKTRoUPI5FcCaNVYS6rTTYLfdbDnH2LGeFMoDTwzOFWf+fEsK1atb99FBB4UdUeh27LAppy1aWL3Ae+6xX1OHDmFH5mLFu5KcK8rChfZpt/vulhR88j0ZGbYmISPD8uXQodCsWdhRuVjzFoNzhfnmG0sKVapY99HBB4cdUag2boTrrrOZRqtX28Z0H37oSaG88haDcwUtWQKnnGKT7qdPr9Cffqrwxhvw73/Dzz/bIPP998O++4YdmYsnTwzORVq2zPZnzs21pHDIIWFHFJrvvoN//tOKxR5xhO2mdtRRYUflEsG7kpzL8913lhS2b7faR4cW3IiwYti40dYkHHaYrUV48kn44gtPChWJtxicA1ixwpLC1q3WUjj88LAjSrhNmywJPP44/PabbUT3+ONQz7fOqnA8MTj37bc2xWbLFmsptG4ddkQJtWkTPP00PPaYFb7r0gUGDPBVyxWZJwZXsX39NXTqZAPNM2ZUqKTw+++2HuHRR2HDBts8Z8AA267aVWyeGFzFlVcQr3p1ayk0bx52RAnxxx8wZAgMGgTr18MZZ1hC8DEEl8cHn13F9PHH1n1UsyZ88kmFSAqbN1syaNwY+ve3RDB7tu2/7EnBRYoqMYhITRGZIiLLgp9/2uxWRNqKyCwRWSQi80Xk/IjHRonI9yIyL7i0jSYe50rlgw+spdCggSWFRo3Cjiiutmyx8YMmTeDmm+HII2220aRJcPTRYUfnklG0LYb+wFRVbQZMDW4XtAW4VFUPAzoDT4hI5PKYm1S1bXCZF2U8zhXvzTdtdLVFC2s1lOPS2Vu32j7LTZrAf/5jwyeffmrrEo45JuzoXDKLNjF0BUYH10cD3QoeoKpLVXVZcP0n4BegTpSv69yue/llOPdcG12dNg3qlM8/w61bbdppkyZwww22HmHmTJgyBY47LuzoXCqINjHsr6prgus/A8XucSgi7YGqwHcRdz8QdDENFpFqUcbjXOGefx569IATTrAiPzX+1OuZ8rZts2mnTZtaCYu8RtHUqfa2nSutEmclichHQGEV1m+PvKGqKiJazPPUBV4CeqpqbnD3rVhCqQoMB24B7i3i/L5AX4CGDRuWFLZzOz3xBFx/ve3TPGEC7LFH2BHFVFYWjBgBDz0EmZlw4onwyitw8slhR+ZSVYmJQVU7FvWYiPxPROqq6prgg/+XIo7bG3gPuF1VZ0c8d15rI0tEXgT+U0wcw7HkQVpaWpEJyLn/pwoPPAB33mk70b/yClStGnZUMZOVBSNHwoMPWsXT44+HMWNsAbdI2NG5VBZtV9JEoGdwvSfwdsEDRKQq8CYwRlXHF3isbvBTsPGJhVHG45xRhdtus6TQowe8+mq5SQrZ2TBsmBV9veYaaNjQxg9mztxZFNa5aESbGAYCnURkGdAxuI2IpInIiOCY84ATgV6FTEt9WUQWAAuA2sD9UcbjnFVGve46GDgQrroKRo2Cyqm/lnP7dhsqad7c3la9ejbD6NNPbUmGJwQXK6Kaer0yaWlpmp6eHnYYLhnt2AFXXAEvvmhTch59NOU/Mbdvty6i+++HlStts5x77rG9llP8rbkEE5EMVU0r6Thf+ezKj+3b4eKLLSncfXfKJ4WcHHsrLVpAnz5Qu7atUp4929bnpfBbc0ku9dvXzoHN1TzvPHjnHXjkEbjpprAjKrOcHFtycd99tkVEu3b2ts4805OBSwxPDC71bd4M3brBRx9Zdbhrrgk7ojLJzraJUw8+aBvJ5e2advbZnhBcYnlicKlt40b7Kj1rlg0y9+xZ4inJZtMmGD7clltkZkKbNla5o2tXTwguHJ4YXOpav95GYL/+2qajnntu2BHtkjVrrHTFs89acjjlFHjhBTj1VE8ILlyeGFxq+vln22Bn2TJ46y1rNaSIJUtsXHzMGBtP+Mc/rOppWolzRZxLDE8MLvX8+KNN3P/pJ3j/ffuqnQJmz7Zx8bfegmrVoHdvm1F78MFhR+Zcfp4YXGpZvhw6dLCxhQ8/hGOPDTuiYuXmWu565BHb+qFGDbjjDujXD/bbL+zonCucJwaXOhYvtpZCdraVzT7yyLAjKlJ2NowbZzumLVpkZSueeMJaCdWrhx2dc8XzxOBSw5df2qhs1apWS/qww8KOqFCbNlnZisGDbYZR69YwdqwtsahSJezonCsdTwwu+c2aZSWz99nHNhdIwk75n3/eOcNo40arcDpihJetcKnJE4NLbtOm2VacBx5oC9iSbC+OpUtthtHo0TtnGN10Exx1VNiROVd2nhhc8nrvPfukbdbM6kofUNh+UeGYM8cGlN9803q3Lr8cbrwxKRszzu0yTwwuOY0fDxddZJ30kydDrVphR0RuLkyaZAlh5kybYXT77TbDaP9iN7V1LrV4YnDJZ8wYuOwyOOYYazXss0+o4WRn28LqRx6xGUYNGtjgcp8+PsPIlU+eGFxyefZZK4LXsaOtBNtzz9BC+f33nTOMVq+GVq3gpZfg/PN9hpEr36Laj0FEaorIFBFZFvysUcRxOyJ2b5sYcX9jEZkjIstF5LVgG1BXUT36qCWFs8+2OtMhJYWff7YuooYNd44bTJpkJZkuucSTgiv/ot2opz8wVVWbAVOD24XZqqptg0uXiPsfBgar6sHAr0DvKONxqUgVBgyw6Tznnw8TJsDuuyc8jKVL4coroVEjeOgha7TMmQPTp/vGOK5iiTYxdAVGB9dHA91Ke6KICHAKML4s57tyQtUqyN1zj40rvPxywr+SL19uG7+1aGHTTnv1skJ3b7xh22g6V9FEmxj2V9U1wfWfgaLmZuwuIukiMltE8j78awG/qWpOcHs1UK+oFxKRvsFzpK9duzbKsF1S2LQJune3LqR+/WxFWKVKCXv5zExrIbRoYcMZN98MP/wAzz1nM2Sdq6hKHHwWkY+AwiaQ3x55Q1VVRLSIpzlIVTNFpAkwTUQWABt3JVBVHQ4MB0hLSyvqdVyqWLQIzjnH9q587DG4/vqE9dWsWwcDB8Izz9gU1KuvtjGFJFom4VyoSkwMqtqxqMdE5H8iUldV14hIXeCXIp4jM/i5QkRmAEcAE4B9RaRy0GqoD2SW4T24VDNunM313HtvW9l84okJedlNm+Dxxy0PbdkCl14Kd99tYwrOuZ2i7UqaCOTtpdgTeLvgASJSQ0SqBddrA8cBi1VVgelA9+LOd+VIdjZcd50tXDvySCuMl4CksHWr9VY1bmxDGZ07w8KF8OKLnhScK0y0iWEg0ElElgEdg9uISJqIjAiOaQmki8jXWCIYqKqLg8duAW4QkeXYmMMLUcbjklVmJpx8Mjz9tHUbTZsGdevG9SW3b7fxgoMPtglP7dtDeroNKrdsGdeXdi6lRbXATVXXAx0KuT8d6BNc/xxoVcT5KwCf91HeTZ8OF1wAmzfDa69ZDeo42rHDVirfdResWAHHHWe9VwnqsXIu5UXbYnCuaKpWR6JjR6hZE+bOjWtSUIW334a2bW0h2t57W0WNTz7xpODcrvDE4OJj40arjHrLLfbziy/i2n8zdSr89a/QrZsNZbz2GmRkwBln+MI053aVJwYXewsX2oYEEyfaNKDXXoO99orLS82ebVtAd+wIa9bACy/YTNjzzoPd/K/buTLx/zoutl55BY4+2irQTZ8et/UJCxZY6+CYY+z6k0/CsmW2L0JlLw3pXFQ8MbjYyJuKevHF0K6dTUU94YSYv8zy5TZ+0KYNzJgB999jqAP9AAAOMElEQVRvA8zXXQfVqsX85ZyrkPy7lYve6tXWdzNrlrUQHn445vWOMjPhvvusq6hKFRu6uOkmG9N2zsWWJwYXnenTrSLqli1xmYqaV75iyBCbhnrVVV6+wrl488TgykYVBg2CW2+F5s3h449jOusor3zF44/b8gcvX+Fc4nhicLtu40Yrkf3mm3Duuda/E6NZR1u3wtChth/C+vU20/W++3ylsnOJ5IPPbtfEaSrq9u0wbJiVr/jPfyAtzdbDjR/vScG5RPMWgyu9l1+Gvn1tSfH06TGZdVRY+YpXXoGTTopBvM65MvEWgytZdjZce63NE43RVNTsbBg50loDl1xijY688hWeFJwLlycGV7zVq60q6jPPwA03WO2JKKqibtliBVYPPhh697aEMH685RovX+FccvCuJFe0adOsKurWrfD66zbQXEYbN9qg8uDBsHatNTiGD4fTTvNk4Fyy8RaD+zNVW6TWqRPUrm0F8MqYFNatgzvugIMOgttus56omTPt0rmzJwXnklGFajHcf799W730UttAzD+UCrFxI/TqBW+9FdVU1MxM2zVt+HBrcJxzjiWGI4+MfcjOudiKqsUgIjVFZIqILAt+1ijkmL+JyLyIyzYR6RY8NkpEvo94rG008ZRkzRrb0SstDVq1sq0Cfvopnq+YYhYssKmo77xT5qmoy5fbxKXGjW0soXt3q3Y6frwnBedSRbRdSf2BqaraDJga3M5HVaeraltVbQucAmwBPow45Ka8x1V1XpTxFGvIEPj5Z3j2Wfu8u+UWaNDAujReecUGRiusl1+2DQ3KWBV14UKrn3fIITBmDPTpY0li9Ghfh+Bcqok2MXQFRgfXRwPdSji+OzBJVUP7CK5Rw+rtzJoFS5ZY98Y339iH2gEH2EyZmTMhNzesCBMsOxv69SvzVNQvvrDy161a2Zq3G2+E77+3gWYvX+FcilLVMl+A3yKuS+TtIo6fBpwVcXsUsASYDwwGqhVzbl8gHUhv2LChxtKOHarTp6v26qVavboqqDZqpHrXXarLlsX0pZLLqlWqf/2rveEbblDNzi7Vabm5qtOmqXbsaKfWqKE6YIDq+vVxjtc5FxUgXUvz2V7iAfARsLCQS9eCiQD4tZjnqQusBaoUuE+AaliL467SBN2uXbu4/eL++EP1pZdUO3VSFbHf0HHHqQ4bpvrrr3F72cTavFl10CDVWrUsE77+eqlOy81VfeednbnkgAPsaTZtinO8zrmYiFliKPZk+7ZfV3d+yC8p5th/AcOLefxk4N3SvG48E0OkVatUBw5UbdnSflPVqqmef77qe++pbt+ekBBia8sW1cGDVfff397QqaeqLl5c4mk5Oarjxqm2br2zNTV0qOrWrQmI2TkXM6VNDNGOMUwEegbXewJvF3PshcC4yDtEpG7wU7DxiYVRxhNT9evbAPWiRdaXfsUV8NFHcOaZ9tiNN8L8+WFHWQrbttnK5aZNbVD5sMOs9sTkycWODGdn22zVFi3gwgvt9ujRsHQpXH017L57At+Dcy5xSpM9iroAtbDZSMuwLqeawf1pwIiI4xoBmcBuBc6fBizAEsJYoHppXjdRLYbCZGWpvvmmarduqlWq2DfoNm1UH39c9eefQwurcFlZqs8+q1q/vgV64omqM2aUeNrmzapPPrnztCOPVB0/3sZinHOpi1K2GMSOTS1paWmanp4edhisW2eVQceMsRLRlSrZ1NdLL4UuXUL8Rr19u321v+8++PFHOPZYuPdeOOWUYqegFla24vbb4dRTfTGgc+WBiGSoalpJx3lJjCjUrm0zPb/4wrqbbroJ5s2znS4POACuvBI+/9wqTCRETg68+KItJrjiCit2N3kyfPopdOhQ5Kf72rVFl63wWkbOVTyeGGLk0ENt17EffoApU+Dss2HsWNtfoHlz+/K+cmWcXnzHDnuxli3h8suhZk2rYT1r1p++7qtCVpZtnfnddzbk0KgRPPggdOwIGRkwaVJMtlpwzqUo70qKo99/hwkTrKtp+nS776SToGdPSyRZWXbJzt55veDtYh/LyiVrxU9kfbuCrM05ZP+lBlkHNiJrj33JzpZCz9u+PX+MlSrZ4r7+/X2FsnPlXWm7kjwxJMgPP9iX+tGjYdmyXT+/alWoVi3vp1ItZzNVf/uFatm/U22P3ajWqC5V69aiWjWJOG7nJfJ23vU99rA9EHyFsnMVgyeGJKVq3TW//FL4h3ZhH+JVqwa9QapW9fTuu63gXcuWMGCAVarbzXsFnXPFK21iqFBlt5OBiFV33SWq8M67lhC++soGLV55Bc47z/qCnHMuhvxrZjJTtZHg9u1t/uumTTZgsWiRrTjzpOCciwNPDMlIFT780NYfnHGGLZgYORK+/RZ69IDK3tBzzsWPJ4ZkM22azRU97TTbRWj4cKsPftllnhCccwnhiSFZzJwJJ59sC9FWrrQlyEuX2kK1qlXDjs45V4F4Ygjb55/byrKTTrKWwVNP2dZnV19t05Kccy7BPDGEZc4cK6x03HE29fTxx2HFCrj2Wi9b6pwLlXdaJ8Iff9hMogUL7JKRAZ99ZsWWBg2y1sGee4YdpXPOAZ4YYisnx5Y15yWAvMuKFTuP2XNPOPxwK6zUrx9Urx5evM45VwhPDGWhCmvW/DkBLF5sBYnAViI3b26lSnv1gtatoVUrqz/hq5Sdc0ksqsQgIucCA4CWQHtVLbROhYh0Bp4EKmEb+AwM7m8MvIpt+JMB9FDV7Ghiirk//oCFC3d++M+fbz83bNh5zIEH2od+hw72s1UrK1fhYwXOuRQUbYthIXAOMKyoA0SkEjAE6ASsBuaKyERVXQw8DAxW1VdF5DmgN/BslDGVTU6OTQ8t2Ar4/vudx1Svbt1A//jHzgTQqhXUqhVKyM45Fw9RJQZV/QZAit/JpT2wXFVXBMe+CnQVkW+AU4CLguNGY62P+CYGVVs4Vlg3UHbQWKlUybqBjjoKevfemQAOOsi7gZxz5V4ixhjqAasibq8Gjsa6j35T1ZyI++vFNZKrroLXX4dff42Irp596HfqtDMBtGjh3UDOuQqrxMQgIh8BBxTy0O2q+nbsQyoyjr5AX4CGDRuW7UkOOgjOPTd/N1DNmjGM0jnnUl+JiUFVO0b5GplAg4jb9YP71gP7ikjloNWQd39RcQwHhoPtx1CmSG69tUynOedcRZKIDvO5QDMRaSwiVYELgIlqOwRNB7oHx/UEEtYCcc45V7ioEoOI/F1EVgPHAO+JyOTg/gNF5H2AoDXQD5gMfAO8rqqLgqe4BbhBRJZjYw4vRBOPc8656PnWns45V0GUdmtPn3vpnHMuH08Mzjnn8vHE4JxzLh9PDM455/LxxOCccy6flJyVJCJrgR/CjqOMagPrwg4iCqkeP6T+e0j1+CH130Oqxn+QqtYp6aCUTAypTETSSzNdLFmlevyQ+u8h1eOH1H8PqR5/SbwryTnnXD6eGJxzzuXjiSHxhocdQJRSPX5I/feQ6vFD6r+HVI+/WD7G4JxzLh9vMTjnnMvHE0MURGSkiPwiIgsj7qspIlNEZFnws0aBc44SkRwR6f7nZwQRaSciC0RkuYg8JSXsm5qE8c8QkSUiMi+47Bev+Hf1PYjIySKyMSK2u4p4zsYiMif4N3gtKBefSvGPEpHvI45rmwzxR7yHeSKySEQ+LuI5E/b7j+N7SNi/QTx4YojOKKBzgfv6A1NVtRkwNbgNgIhUAh4GPizmOZ8FrgCaBZeCzx9Lowp5/mjjB7hYVdsGl19iGG9hRrEL7wH4JCK2e4t4zoeBwap6MPAr0DvGMUcaRezjB7gp4rh5sQ05n1GUMn4R2RcYCnRR1cOAc4t4zkT+/iE+7wES928Qc54YoqCqM4ENBe7uCowOro8GukU8di0wASj0w1JE6gJ7q+rsYCOjMQXOj6lYxx+GMryHYgUttFOA8WU5f1fFOv5E28X4LwL+q6o/Buf+6e8o0b//II6YvofywBND7O2vqmuC6z8D+wOISD3g71iLoCj1gNURt1cH9yVSNPHneTFoPt8Zz66wYhT6HgLHiMjXIjJJRA4r5NxawG/BBlOQRP8GgZLiz/OAiMwXkcEiUi1+oRaqqPibAzWC7sYMEbm0kHOT4fcP0b2HPGH+G0TFE0McBd/686Z9PQHcoqq5IYa0S8oY/8Wq2go4Ibj0iGOIJSrwHr7ESgK0AZ4G3gotsFIqY/y3Ai2Ao4Ca2E6JoSgQf2WgHXAmcBpwp4g0Dyu20irje0iaf4Oy8MQQe/8LuoTyuobympppwKsishLb53qoiBRsImcC9SNu1w/uS6Ro4kdVM4OfvwOvAO0TEXQBhb4HVd2kqn8E198HqohI7QLnrgf2FZHKwe2k+TcoZfyo6ho1WcCLJP7foKi/odXAZFXdrKrrgJlAmwLnJsPvH6J7D8nwbxAVTwyxNxHoGVzvCbwNoKqNVbWRqjbC+k+vUdV83/iCpusmEflr0AVzad75CVTm+EWkct4HlYhUAc4CFpJ4hb4HETkgr2tLRNpjf//rI08Mvh1Ox5JfvvMTqMzxB4/lfaAJ1jee6H+DQuMPfh4f/J38BTga2wf+/yXJ7x+ieA+QFP8G0VFVv5TxAowD1gDbsW8SvbE+0qnAMuAjoGYh540CukfcnhdxPQ37I/oOeIZgEWIqxA/sCWQA84FFwJNApWT5NwD6BXF9DcwGjo14nveBA4PrTYAvgOXAG0C1FIt/GrAg+DsaC1RPhviD428CFgex/Tvs338c30PC/g3icfGVz8455/LxriTnnHP5eGJwzjmXjycG55xz+XhicM45l48nBuecc/l4YnDOOZePJwbnnHP5eGJwzjmXz/8B4FhuIRxmlDAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAD8CAYAAACLrvgBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xd4VGX2wPHvkapgo4oCUsQVFRclsq6rP5EiWFasiG3Bht1V14JtVZQVXbE3kI5KFw0rylLtCsFCUwQBkVAliiI1yfn9cW6WIaRMMpPcmcz5PM88mblzZ3KGMHPmbecVVcU555yLxl5hB+Cccy55eNJwzjkXNU8azjnnouZJwznnXNQ8aTjnnIuaJw3nnHNR86ThnHMuap40nHPORc2ThnPOuahVDjuA0qhTp442adIk7DCccy6pzJ079ydVrRvLcyRl0mjSpAkZGRlhh+Gcc0lFRH6I9Tm8e8o551zUPGk455yLmicN55xzUfOk4ZxzLmqeNJxzzkUtLklDRIaIyHoRWVDI/SIiz4nIUhGZJyLHRdzXQ0SWBJce8YjHOedc2YhXS2MY0KWI+08HWgSXXsDLACJSC3gQ+BPQFnhQRA6MU0zOOefiLC5JQ1U/ALKKOKUrMELNZ8ABItIA6AxMVdUsVf0ZmErRycc551LL9u3w9dcwciTcdRds3hxqOOW1uO8Q4MeI26uCY4Ud34OI9MJaKTRu3LhsonTOubDk5sIPP8D8+btfFi+GnBw7p2pVuOwyOOaY0MJMmhXhqjoQGAiQlpamIYfjnHOll5W1KynMm2c/FyzYvRXRtCm0agXnnms/W7WCFi2gSpXw4qb8kkYm0CjidsPgWCbQLt/xWeUUk3POla1t2+Cbb/ZsPaxeveucWrUsIfTsuSs5HH007LtvaGEXpbySRjpwk4iMxga9N6nqGhGZAvwrYvD7NOCecorJOefiIzcXVqzYMzl8992urqVq1aBlS+jQwbqX8hJEgwYgEmr4JRGXpCEio7AWQx0RWYXNiKoCoKqvAJOBM4ClwBbgiuC+LBF5BJgTPFUfVS1qQN0558K1ceOeXUsLF+7etdSsmSWE88/fvWupctKMCBRKVJNveCAtLU29yq1zrlysXAmvvAJz51qCWLNm1321a+9KCnmXo45K2K4lEZmrqmmxPEfypz3nnCsLmZnw2GPw6qvW/dSqFXTqtHvX0kEHJVXXUjx40nDOuUhr1kC/fjBggI1HXHUV3Hsv+FR/wJOGc86Z9evh8cfhpZdg506bzXT//eC7hO7Gk4ZzLrX99BP8+9/wwgs2Rfbyy+GBB6B587AjS0ieNJxzqSkrC/r3h+eeg99/h0sugX/+Ew4/POzIEponDedcavnlF3j6abts3gwXXWTJomXLPU5VtVOysqBePdh77xDiTTCeNJxzqeHXX+HZZ8l+8hl++rUK6ztew7oLb2J9jaasfw/Wj4B162xoI++ybp31WOVp0MCqe+RdmjXbdb1hQ6hUKbyXV158nYZzLqnltQbyPuTzf+ivX72T9V+uZv0PW1mXW4csaqEFFPiuUsVaE/Xr28+8S/36cMABsHYtLF++67Jypc3EzVO5sk2wikwkkYmlTp3wZ+f6Og3nXIW1dSt8/73NgN0tCeRPCut3bw1EOmDvbdTf8SP1ctbQ8qBKnHJSLeofvdceSaFePdh//5J9qO/cCT/+aAlk2bLdE8pbb8GGDbufX6PGnq2TyNs1apT+36o8edJwzoVmyxZLDEuXwpIlu/9ctWrP86tU2b0l0LJlAS2D/bZSb8pI6r7ch6obMqFLF3j4YWjbNq6xV6liH/jNmlk5qfw2b7ZyVPmTyrJlMH26jb1Hqlu38KTSqFHoxW3/x5OGc65M/f574YkhM3P3c+vVg8MOg/btrVTTYYfZWEFeQiiyNbBtGwwcaKu4166Fjh3h4bFw4oll/hoLUrOmFas9+ug971O1mb4FtVJmz4bx4yE7e9f5e+1liaNpUxg0KNzZwJ40nHMx+/13SwIFJYbIKuBgH/4tWthnel5iaNHCPgj3378Uv3z7dhg8GPr2tV/Wrh2MHQsnnxyPl1YmRKxlUbduwQ2g7GxLqAUllbC7sTxpOOeisnlz4YkhsoYfWJdRixZw2ml7Job99otTQDt2wNChlix+/BFOOgleew1OPTVOvyA8lSvDoYfapV27sKPZnScN59xuVq+GOXNg0aLdk8Patbufd9BBlgi6dNmVGPIuZVrkdedOGDECHnnEtkc94QQYMsQGFsKenpQCPGk4l8J+/hkyMixJzJlj/emR3UkNGlgSOOOMXa2FvMRQs2Y5B5udDW+8AX362CDJ8cdbyfLOnT1ZlKN4bcLUBXgWqAQMUtV++e5/GshrM+4D1FPVA4L7coD5wX0rVfXseMTknNvd1q3w5Ze7J4glS3bdf/jh1rPTtq19HrdqFUJiKEhODowebTOgliyBY4+FSZPgzDM9WYQg5qQhIpWAF4FOwCpgjoikq+qivHNU9baI828Gjo14iq2q2jrWOJxzu2RnW/fS7Nm7EsSCBbtm5BxyiCWGnj0tSaSl2QK2hPPmm3DfffDtt7aPxcSJ0LWrJ4sQxaOl0RZYqqrLAIJ9wLsCiwo5/2JsO1jnXByo2gybvAQxZw588YWtgQBLBscfD3fdtasVcfDB4cZcrG3b4JZbbAOko46CcePgvPNs7qkLVTySxiHAjxG3VwF/KuhEETkUaArMiDhcXUQygGygn6q+FYeYnKuw1q7dPUHMmWMF9QCqV7fem2uuseTQtq2NPyTVF/MffrC9tefOhd69bcC7AuytXVGU91+iOzBeVXMijh2qqpki0gyYISLzVfX7/A8UkV5AL4DGvoOWSxGbNtlnZ2Q3U95K6b32soVj5523K0EcdVTirBwulSlTrER5drbV4ujaNeyIXD7xSBqZQKOI2w2DYwXpDtwYeUBVM4Ofy0RkFjbesUfSUNWBwECwgoUxR+1cAvr+e5g8eVcL4ttvd93XvLktRcjrYjr22PAXesVNbi48+ig89JBlwjfftCaSSzjxSBpzgBYi0hRLFt2BS/KfJCJHAAcCn0YcOxDYoqrbRaQO8BfgiTjE5FzS2LkT0tNt9ui0aXasfn1LDpdeagkiLQ1q1w43zjKTlWW75U2eDJddZntz77NP2FG5QsScNFQ1W0RuAqZgU26HqOpCEekDZKhqenBqd2C07l6LvSUwQERygb2wMY3CBtCdq1B++MHGeQcPtnGKRo1sCcLll9tK4KQahyitL7+0/rXMTHjxRbj++hR54cnL99Nwrhzl5NgX6gED7CfYwrnrroPTT0+NTXz+Z8gQuOEGK8A0bpyt7HZlyvfTcC5JZGZai2LQICuTdNBBtvzg6qutVZFStm2Dm2+2f4wOHWDUKEscLil40nCujOTmwtSp1qpIT7dWRqdO8Mwz8Ne/Jvksp9JasQIuuMCmhN1zj02nTanmVfLzpOFcnK1fb8VXBw60RXd16sA//mFrJ1J6QtB779nIvk+nTWqeNJyLA1V4/32bAfXmmzYj6pRTrGr3uedCtWphRxiiyOm0rVrBhAkpnj2TmycN52KQlQXDh1sX1OLFVrLjxhuhVy/bijTlZWXZNNp337VpYa+84tNpk5wnDedKSBU+/dQ+/8aOtY3j/vxnSx4XXgh77x12hAniiy+sHEhmJrz0kk0R8+m0Sc+ThnNR2rTJNoYbMADmz7eNhq66Cq691gqwugiR02k//BD+VGA5OpeEPGk4V4yMDGtVjBpllWOPO84GuS++OEH2m0gkkdNpO3a0TZN8Om2F4knDuQJs3mxJYsAAmx26zz5WR+/aa62khytA5HTae++15e0+nbbC8aThXIR58yxRjBwJv/1mtfNeeMHGcvffP+zoEljedNqcHHj7bTjbN+CsqDxpOAd88gnccYcNcFerBt262bjtn//sY7dFys21BXoPP+zTaVOEJw2X0lThuecsYRxyCDz1FPToAbVqhR1ZEvDptCnJk4ZLWb/9ZrWfxo61xcnDhiXoPtmJKHI67csv22CPN8lSgm+461LSokW2X8X48dCvn63i9oQRpSFD4MQTrRzIhx/6+osU40nDpZzRoy1hZGXZpkd3321bp7pibNtmBbSuugpOPtlaG77+IuX4W8WljB074O9/t/UVf/yjfeademrYUSWJFSvgL3+x9Rf33WezpXz9RUqKS9IQkS4islhElopI7wLu7ykiG0Tkq+BydcR9PURkSXDpEY94nMsvM9MSxHPPwa23wqxZNvDtovDee9CmjW1gnp5uxQd9/UXKinkgXEQqAS8CnYBVwBwRSS9g29YxqnpTvsfWAh4E0gAF5gaP/TnWuJzLM2MGdO9uq7nHjLHptC4KPp3WFSAeLY22wFJVXaaqO4DRQLSF8jsDU1U1K0gUU4EucYjJOXJzbZC7Uyfb02LOHE8YUcvKgrPOsnLml19uC1g8YTjikzQOAX6MuL0qOJbf+SIyT0TGi0ijEj7WuRL55Rfbx+Kee6zy7OzZXqo8aitX2n7d06fbdNphw3z9hfuf8hoInwQ0UdVjsNbE8JI+gYj0EpEMEcnYsGFD3AN0FcdXX1l9qMmTbQxj1CgvLBi1pUttZtT69dav59NpXT7xSBqZQKOI2w2DY/+jqhtVdXtwcxDQJtrHRjzHQFVNU9W0uj5rwxVi2DAr/bF1q+2kd/PN/pkXtYULLWFs2QIzZ9psKefyiUfSmAO0EJGmIlIV6A6kR54gIg0ibp4NfBNcnwKcJiIHisiBwGnBMedKZNs22y3viissaXz5pa0/c1H64gvbn1bEsu2xx4YdkUtQMc+eUtVsEbkJ+7CvBAxR1YUi0gfIUNV04BYRORvIBrKAnsFjs0TkESzxAPRR1axYY3KpZflyq8j9xRc2htGnD1T2AjnR++QTOP10OPBAG8do3jzsiFwCE1UNO4YSS0tL04yMjLDDcAng3XetInduLowY4RW5S2zGDPtHO/hgSxiNGhX/GJe0RGSuqsa0I4yvCHdJKScHHnwQzjwTGje2fX88YZTQO+/AGWdA06bwwQeeMFxUPGm4pPPTT/ZZ16cP/O1v1rviPSolNG4cnHOO7TI1axYcdFDYEbkk4UnDJZXZs22P7lmzbJ/uoUN9CUGJDR9uS+Tz1mLUrh12RC6JeNJwSUHV1pmddJJVpP34Yyu46tNpS+ill6BnT2jf3mpK+R62roQ8abiEt2WL7aZ3ww3QsaPNkkqLaSgvRT35JNx4I/z1rzBpEtSoEXZELgl50nAJbckS60V57TWrm/ef//hWrCWmajWk7rwTLrrICg9Wrx52VC5J+Wx2l7AmTrSelMqVbWpt585hR5SEVC1Z9O9vKx9ffdXLmruYeEvDJZzsbLjrLjjvPPjDH6w7yhNGKeTmWp9e//5WT2XQIE8YLmbe0nAJZe1am9jz/vtw/fXw9NNQrVrYUSWh7Gy48koYORJ694Z//ctnDbi48KThEsZHH9l+F7/8Yqu7L7887IiS1I4dcMklNnbx6KO2PatzceLdUy50qtaiaNfOJvR8/rknjFLbutUW7U2YYP+onjBcnHlLw4Vq61Zb1T1+vG2aNHSoLx0otd9+s1oq779vKx+vuSbsiFwF5C0NFxpV63afMAGeeMJ+esIopZ9/htNOgw8/tPnJnjBcGfGWhgtN374werTt433nnWFHk8Q2bLCEsWiRNdnOOSfsiFwF5knDheLNN+GBB2zs4q67wo4mia1ebcvkly+H9HSfm+zKnCcNV+6+/NKSxQknWNe7zwQtpRUroEMH28/7vfds5z3nylhcxjREpIuILBaRpSLSu4D7bxeRRSIyT0Smi8ihEffliMhXwSU9/2NdxbJ2LXTtaoVVJ070ahal9t13tp93VpZVqvWE4cpJzC0NEakEvAh0AlYBc0QkXVUXRZz2JZCmqltE5HrgCeCi4L6tqto61jhc4tu2zWZIbdxoazJ8C4dSmj8fOnWyFd+zZsEf/xh2RC6FxKOl0RZYqqrLVHUHMBroGnmCqs5U1S3Bzc+AhnH4vS6JqEKvXvDZZ7ZI+dhjw44oSc2ZY62KypVttz1PGK6cxSNpHAL8GHF7VXCsMFcB70bcri4iGSLymYgUOu1DRHoF52Vs2LAhtohduXviCUsWjzxiNaVcKXz0kY1hHHCATa094oiwI3IpqFwHwkXkMiANiOyAPVRVM0WkGTBDROar6vf5H6uqA4GBAGlpaVouAbu4SE+He+6xmlK+QLmUpk61waDGjWHaNGjojXUXjni0NDKByB3pGwbHdiMiHYH7gLNVdXvecVXNDH4uA2YB3nFRgcyfD5deCm3awJAhPlOqVNLT4ayzoEUL65LyhOFCFI+kMQdoISJNRaQq0B3YbRaUiBwLDMASxvqI4weKSLXgeh3gL0DkALpLYhs22CZx++0Hb78Ne+8ddkRJaPRo689r3RpmzoR69cKOyKW4mLunVDVbRG4CpgCVgCGqulBE+gAZqpoO/BuoCYwT+6q5UlXPBloCA0QkF0tg/fLNunJJascO+6xbt86+HB98cNgRJaEhQ+Dqq21q7X/+A/vuG3ZEzsVnTENVJwOT8x37Z8T1joU87hOgVTxicIlD1fbC+Ogj+6J8/PFhR5SEnn8ebrnFVni/+Sbss0/YETkHeMFCVwaeeca+JD/wgG1J7UrosccsYZx7rvXrecJwCcSThourd9+FO+6A88+Hhx4KO5ok9OCDcO+9Nntg7FjfttAlHE8aLm4WLbJptcccA8OHw17+v6tk+vSxy5VX2j9gZS8N5xKP/690cbFxo+3/s/feNkO0Ro2wI0oyfftaK6NnT3j1Vc+4LmF50nAx27kTLrgAVq2yUkiNGhX7EBepXz+4/34r/TtokCcMl9A8abiYqMLNN1uyGDnSyp27EnjySVsuf8klttdtpUphR+RckfwrjYvJiy/CgAHQuzdcdlnY0SSZZ56xLQu7dbMxDE8YLgl40nClNnUq3Hqrrfru2zfsaJLM88/DbbfZNLPXXvNBb5c0PGm4UvnuO/uCfOSR8Prr3g1fIi+9ZOswzjkHRo2CKlXCjsi5qPlb3ZXYzz9b66JyZZsp5dUtSmDgQLjxRvsHHDPGE4ZLOt4mdiWSnW0tjOXLYcYMaNIk7IiSyJAhcO21cMYZMG4cVK0adkTOlZgnDVcit99u2zkMHgwnnRR2NElk+HArPti5M0yY4Cu9XdLy7ikXtQEDbPz29ttt0bKL0muvwRVXQMeOMHEiVK8edkTOlZonDReVmTPhppvg9NNt61YXpVGjoEcPOPVUeOst31TEJT1PGq5Y339vK75btLDPQF9OEKWxY23xyskn24wBr1brKoC4JA0R6SIii0VkqYj0LuD+aiIyJrj/cxFpEnHfPcHxxSLSOR7xuPjZtMkm+gBMmgT77x9uPEljwgRb5X3iibaBkhfjchVEzElDRCoBLwKnA0cCF4vIkflOuwr4WVUPA54GHg8eeyS2PexRQBfgpeD5XALIyYGLL4YlS2D8eGjePOyIksRbb1m537ZtYfJkqFkz7Iici5t4tDTaAktVdZmq7gBGA13zndMVGB5cHw90ENv3tSswWlW3q+pyYGnwfC4B3HWX7Y/xwgvWJe+iMGmSzUlu0wbee88XsbgKJx5J4xDgx4jbq4JjBZ6jqtnAJqB2lI91IRgyBJ56yooRXntt2NEkicmTbfCndWuYMgX22y/siJyLu6QZCBeRXiKSISIZGzZsCDucCu3DD+G662yG6FNPhR1NkpgyBc47D44+2q774I+roOKRNDKByB0UGgbHCjxHRCoD+wMbo3wsAKo6UFXTVDWtbt26cQjbFWTFCvvsa9rUJv94Hb0oTJsGXbtCy5ZWxfHAA8OOyLkyE4+kMQdoISJNRaQqNrCdnu+cdKBHcP0CYIaqanC8ezC7qinQApgdh5hcKfz2m+2+l51tXfP+2ReFGTNsetnhh1vCqFUr7IicK1Mxf49U1WwRuQmYAlQChqjqQhHpA2SoajowGBgpIkuBLCyxEJw3FlgEZAM3qmpOrDG5ksvNtSUFixbZ4Pfhh4cdURJ4/31LGM2bw/TpUKdO2BE5V+bEvvAnl7S0NM3IyAg7jArlnnts19Hnn7eV364YH30EXbpA48a2XL5+/bAjcq5YIjJXVdNieY6kGQh3ZWfkSEsY115rVbtdMT75xOqpNGxo3VOeMFwK8aSR4j77zIqvtmtnrQyRsCNKcJ9/bi2MBg0sYRx0UNgROVeuPGmksJUrbfO4hg1txbfvB1SMOXPgtNOgXj1LGAcfHHZEzpU7n1CZorZutVmiW7fa51/t2mFHlOC++MISRu3aNobRsGHYETkXCk8aKermm+Grr6yW3pH5K4W53X31la103H9/SxiNGhX/GOcqKO+eSkEjRtjOe/feC2eeGXY0CW7ePEsYNWtak+zQQ8OOyLlQedJIMYsWwfXXwymnwMMPhx1NgluwADp0sJ32ZsyAZs3Cjsi50HnSSCG//2719GrWtM2UvERIEb75xhJGlSrWJXXYYWFH5FxC8I+NFKFqLYxvv7VqFw0ahB1RAlu8GNq3t/nHM2faloXOOcBbGiljyBBbxPfgg/YF2hViyRLbPCQ317qk/vCHsCNyLqF4SyMFzJtnpUE6doT77w87mgT2/feWMHbutBaGTytzbg+eNCq4336DCy+0irWvvQaVfDPdgi1bZglj61ZLGEcfHXZEziUkTxoVmCr06gVLl3qJpCJ9+601w7ZssWq1xxwTdkTOJSxPGhXYK6/A6NHwr3/ZFFtXgK+/hk6dbNB71ixPGM4VwwfCK6gvvoBbb7VirHffHXY0Cerzz61SY7VqtsetJwzniuVJowLatMnGMerVs9Xfe/lfeU/vv29dUrVqWcLwXaeci0pMHyciUktEporIkuDnHhuEikhrEflURBaKyDwRuSjivmEislxEvgourWOJx9k4xpVXWgXbMWN8M7kCvfeelTdv1MgSRpMmYUfkXNKI9Ttob2C6qrYApge389sC/E1VjwK6AM+IyAER99+pqq2Dy1cxxpPynn8e3nwTHnsMTjwx7GgS0MSJthH6EUdYa8PLmztXIrEmja7A8OD6cOCc/Ceo6nequiS4vhpYD9SN8fe6AsyeDXfcYdtW/+MfYUeTgF5/3frt2rSx6WR1/b+hcyUVa9Kor6prgutrgSIndYpIW6Aq8H3E4b5Bt9XTIlItxnhSVlYWdOtmX5yHD/cd+Pbw6qtw+eVw8snw3//awhXnXIkVO+VWRKYBBe1peV/kDVVVEdEinqcBMBLooaq5weF7sGRTFRgI3A30KeTxvYBeAI0bNy4u7JSiCj17wurV8NFH/nm4h2eegdtus6lkEybA3nuHHZFzSavYpKGqHQu7T0TWiUgDVV0TJIX1hZy3H/AOcJ+qfhbx3HmtlO0iMhS4o4g4BmKJhbS0tEKTUyrq3x8mTYJnn4W2bcOOJoGoQt++8MADcP758MYbULVq2FE5l9Ri7Z5KB3oE13sAb+c/QUSqAhOBEao6Pt99DYKfgo2HLIgxnpTz8cfQu7d9Jt58c9jRJBBV22XqgQesW2r0aE8YzsVBrEmjH9BJRJYAHYPbiEiaiAwKzukG/B/Qs4Cpta+LyHxgPlAHeDTGeFLKTz/BRRfZZnKDB/s4xv/k5sItt0C/fnDddTBsmG8e4lycxPROUtWNwB6FtlU1A7g6uP4a8Fohj28fy+9PZbm59gV6wwb49FPbvtoBOTlwzTUwdCjcfjs8+aRnU+fiyL9+Jal+/WyN2ssvw3HHhR1Ngti50zLpmDG2cciDD3rCcC7OPGkkoffft6767t3h2mvDjiZBbNtmc44nTYInnoA77ww7IucqJE8aSWbdOksWhx0GAwf6F2nANj8/5xyYNg1efBFuuCHsiJyrsDxpJJGcHLj0UvjlF5gyBfbdN+yIEsCmTXDmmTawM2wY9OhR7EOcc6XnSSOJPPqo7RE0aJBX8QZg40bo3Nn2xBg92kqEOOfKlCeNJDFtGjz8MPztb1bFNuWtXWubJy1ZAm+9Za0N51yZ86SRBFavtm6pli3hpZd8HIOVK20vjNWrYfJkaO8zt50rL540Elx2Nlx8MWzeDDNnQo0aYUcUsqVLoUMHG8v473+9/rtz5cyTRoJ78EH44APbge/II8OOJmSLFlkLY8cOK23uC1ScK3e+EWgCe/dd+Ne/4Oqrbc1aSvviC/i//7Pr77/vCcO5kHjSSFA//miJ4phj4Lnnwo4mZJ9+auMWNWpYs+uoo8KOyLmU5UkjAe3caQv4tm+HceNSfPuHGTNsllS9eraf92GHhR2RcynNk0YCuvde+OQTW49x+OFhRxOid96BM86Apk2theGbbzkXOk8aCSY93QqzXn+9lT1PWePHw7nnwtFHw6xZcFBBm0c658qbJ40EsmKFVcE47jh46qmwownRiBGWMdu2tSXwtWuHHZFzLuBJI0Hs2GGfk7m5MHYsVK8edkQheflly5zt21uBLd8oxLmEElPSEJFaIjJVRJYEPw8s5LyciF370iOONxWRz0VkqYiMCbaGTUl33QWzZ8OQIdC8edjRhOTJJ61C7V//aiXOU34lo3OJJ9aWRm9guqq2AKYHtwuyVVVbB5ezI44/DjytqocBPwNXxRhPUpowAZ59Fv7+d9vrO+WowkMP2R4YF11k/yAp29RyLrHFmjS6AsOD68OBc6J9oIgI0B4YX5rHVxTff28FCNu2tb2DUo6qNbMefhiuuAJefx2qVAk7KudcIWJNGvVVdU1wfS1Qv5DzqotIhoh8JiJ5iaE28IuqZge3VwGHFPaLRKRX8BwZGzZsiDHsxLBtm1XzrlTJdiitmmqdc7/+ChdcYN1SN91kc4wrVQo7KudcEYqtPSUi04CC5jveF3lDVVVEtJCnOVRVM0WkGTBDROYDm0oSqKoOBAYCpKWlFfZ7ksrtt8OXX9o02yZNwo6mnC1cCOedZ02t/v3httu8fK9zSaDYpKGqHQu7T0TWiUgDVV0jIg2A9YU8R2bwc5mIzAKOBSYAB4hI5aC10RDILMVrSEqjR9tEoTvvtHHflDJqlBXU2m8/W/GdV1PKOZfwYu3et2UoAAAOgklEQVSeSgfy9tfsAbyd/wQROVBEqgXX6wB/ARapqgIzgQuKenxFtHgxXHONVfXu2zfsaMrRjh1wyy1wySW2GCWyCKFzLinEmjT6AZ1EZAnQMbiNiKSJyKDgnJZAhoh8jSWJfqq6KLjvbuB2EVmKjXEMjjGehJeVZTOkqlWzcYyUGfPNzIR27eD5560rasYMaNAg7KiccyUU034aqroR6FDA8Qzg6uD6J0CrQh6/DGgbSwzJ5NdfoUsX26H03XehYcOwIyonM2daBcbff7dM2a1b2BE550rJV4SXk99/h7POsoHv8eNTZIdSVZtH3LEj1KoFc+Z4wnAuyfnOfeVg+3arvffxx/DGGyky8L1pk627mDjR5hUPHgz77ht2VM65GHnSKGM7d9oi56lTrURISlSuXbDAptMuW2aVF2+91afTOldBeNIoQzk5Vnvv7bdt/PeKK8KOqBy88YZNDdtvPxvLOPnksCNyzsWRj2mUkdxcuPZaW5LQr58teK7Q8qbTXnoptGlj02k9YThX4XjSKAOqNqt08GC4/364++6wIypjq1btPp12+nSfTutcBeXdU2XggQfgueesK79Pn7CjKWMzZ9pAzZYtPp3WuRTgLY04e+wxW+V99dU2Blxhx38jp9PWru3TaZ1LEd7SiKPnn4d777UqGa+8UoEThk+ndS5ledKIkyFDbBz4nHNg2LAKXOHbp9M6l9I8acRBXtHWzp2tem2FrSf1+uvQq5dPp3UuhfmYRozefhsuv9w+P9980woRVjg7dsDNN8Nll/l0WudSnCeNGEydamO/bdrAf/4D++wTdkRlIG867Qsv2K5RPp3WuZTm3VOl9OGH0LUrHHGEVaytkOPAM2ZYddqtW2HsWBv0ds6lNG9plEJGBpx5JjRuDP/9rxVwrVBU4fHHoVMnqFMHZs/2hOGcA7ylUWLz59uAd+3aMG0a1K8fdkRxtmkT9OwJb73l02mdc3uIqaUhIrVEZKqILAl+HljAOaeKyFcRl20ick5w3zARWR5xX+tY4ilr331nX76rV7eu/Qq3idL8+XD88TBpkk2nHTPGE4Zzbjexdk/1BqaragtgenB7N6o6U1Vbq2proD2wBfhvxCl35t2vql/FGE+ZWbECOnSwQoTTp0OzZmFHFGevvw4nnAC//WbTaW+7zddfOOf2EGvS6AoMD64PB84p5vwLgHdVdUuMv7dcrV5t1TI2b7YZU0ccEXZEcbRjh5Xg9em0zrkoxJo06qvqmuD6WqC4Hv7uwKh8x/qKyDwReVpECl3lICK9RCRDRDI2bNgQQ8gls2GDJYx16+C99+CPfyy3X132Vq2CU06BF1/06bTOuagUmzREZJqILCjg0jXyPFVVQIt4ngZAK2BKxOF7gCOA44FaQKFFxFV1oKqmqWpa3bp1iws7Ln75BU47DZYvt3UYf/pTufzasrdlCzz5JLRubWVBxo6F/v0r8FJ251y8FDt7SlU7FnafiKwTkQaquiZICuuLeKpuwERV3Rnx3HmtlO0iMhS4I8q4y9zmzXD66bBwIaSn2xfypLd1KwwYYLtCrVtnGfGZZ6Bly7Ajc84liVi7p9KBHsH1HsDbRZx7Mfm6poJEg4gINh6yIMZ44mLrVjj7bKv2PWYMdOkSdkQx2rbNVnQ3b24D3EcdZasTp0zxhOGcK5FYk0Y/oJOILAE6BrcRkTQRGZR3kog0ARoB7+d7/OsiMh+YD9QBHo0xnpjt2AEXXACzZlm12nPPDTuiGOzYYTXaW7Sw2lEtWtgLmz4dTjop7Oicc0kopsV9qroR6FDA8Qzg6ojbK4BDCjivfSy/P96ys22L68mTrRfnssvCjqiUdu6E4cPhkUdg5Uo48UTLgO3b+zRa51xMvIxIIDcXrroKxo+3dW29eoUdUSlkZ8PQofCHP8A119hMqClT4KOPbJGJJwznXIw8aWCllm66CUaMsD29b7st7IhKKCcHXnvNxieuvNKKYb3zDnz6qQ12e7JwzsVJyicNVbjrLnj5Zft5//1hR1QCOTm2A9RRR9mmHjVq2AYfc+bAGWd4snDOxV3KJ41HHrElCzfeaDNRk+JzNjcXxo2DY46xDcmrVIEJE2w199lnJ8mLcM4lo5ROGv37w4MPWlHX555Lgs9aVZg40Rbldetmt8eMga+/tn2790rpP6dzrhyk7KfMyy/DHXfYZ++gQQn+eatqlWfbtLHksH07vPGGVaXt1i3Bg3fOVSQp+WkzYgTccAOcdRaMHAmVKoUdUSFUbVvAtm2t2+nXXy34hQvh4osTOHDnXEWVckljwgS44gpbsjBuHFStGnZEBVC1LQFPPNEGtH/6CYYMgW+/tQHvyr53lnMuHCmVNCZPti/oJ5xgk4yqVw87ogLMmGGlyTt3tprsAwfC4sWW6TxZOOdCljJJQxWefx5atbIlDDVrhh1RPh98AO3a2SK8FSvgpZdsq8BrrknQ5pBzLhWlzFdXEeua2roVDjgg7GgifPIJ/POfVg/qoINsGtc11yRoM8g5l+pSJmkA7LOPXRLC55/bfN8pU6BePatdct11sPfeYUfmnHOFSqmkEZrNm23G0/z5dpk7Fz7+GOrUgX//G66/3lZzO+dcgvOkEU/Z2bBkya7kkHdZtmzXOTVqwNFHw2OPWcGrhBtccc65wnnSKA1VWLNmz+SwaJEtvANbcHf44bYgr2dPK/nRqhU0aeKL8ZxzSSumpCEiFwIPAS2BtsE+GgWd1wV4FqgEDFLVvM2amgKjgdrAXOByVd0RS0xxt3mz7aOdlxjmzbOfWVm7zjn4YEsIHTrYz1atrOKsD2Y75yqYWFsaC4DzgAGFnSAilYAXgU7AKmCOiKSr6iLgceBpVR0tIq8AVwEvxxhT6WRn2xTX/K2H5ct3nVOzpnUtnX/+ruTQqhXUrh1KyM45V95i3bnvGwAputJfW2Cpqi4Lzh0NdBWRb4D2wCXBecOxVkvZJg1VWzRXUNfSjqCRU6mSdS0df7ztzJSXHA491LuWnHMprTzGNA4Bfoy4vQr4E9Yl9YuqZkcc32NL2Li67joYOxZ+/jkiukMsIXTqtCs5HHGEdy0551wBik0aIjINOKiAu+5T1bfjH1KhcfQCegE0bty4dE9y6KFw4YW7dy3VqhXHKJ1zrmIrNmmoascYf0cm0CjidsPg2EbgABGpHLQ28o4XFsdAYCBAWlqaliqSe+4p1cOcc86Z8uignwO0EJGmIlIV6A6kq6oCM4ELgvN6AOXWcnHOOVdyMSUNETlXRFYBfwbeEZEpwfGDRWQyQNCKuAmYAnwDjFXVhcFT3A3cLiJLsTGOwbHE45xzrmyJfeFPLmlpaZqRUeCSEOecc4UQkbmqmhbLc/j8Ueecc1HzpOGccy5qnjScc85FzZOGc865qHnScM45F7WknD0lIhuAH8KOowh1gJ/CDiJGyf4akj1+SP7XkOzxQ/K/hvzxH6qqdWN5wqRMGolORDJindYWtmR/DckePyT/a0j2+CH5X0NZxO/dU84556LmScM551zUPGmUjYFhBxAHyf4akj1+SP7XkOzxQ/K/hrjH72MazjnnouYtDeecc1HzpFEMERkiIutFZEHEsQtFZKGI5IpIWr7zjxGRT4P754vIHlsAishDIpIpIl8FlzMS5TWIyKURcX0V3N+6gOesJSJTRWRJ8PPAJIs/kf8GVURkePD/5xsRKXAjmGC7gc9FZKmIjAm2Hkim+IeJyPKIv8Eef6eQ4q8qIkOD+L8WkXaFPGe5vQfK8DWU/H2gqn4p4gL8H3AcsCDiWEvgD8AsIC3ieGVgHvDH4HZtoFIBz/kQcEcivoZ8j2sFfF/IfU8AvYPrvYHHkyz+hP0bAJcAo4Pr+wArgCYFPOdYoHtw/RXg+iSLfxhwQQL++98IDA2u1wPmAnsV8Jzl9h4ow9dQ4veBtzSKoaofAFn5jn2jqosLOP00YJ6qfh2ct1FVc8ohzCKV8DVEuhgYXch9XYHhwfXhwDkxBVmEMoq/XJXwNShQQ0QqA3sDO4BfI08QEQHaA+ODQ4n0Nyg2/vJWwviPBGYE56wHfgEKWutQbu+BIJayeA0l5kkjvg4HVESmiMgXInJXEefeJCLzgiZnmTZrY3ARMKqQ++qr6prg+lqgfvmEVCJFxQ+J+zcYD/wOrAFWAk+qala+c2oDv6htcgawCjik/EIsUjTx5+kb/A2eFpFq5RZh0b4GzhaRyiLSFGjD7ltW50nk90C0rwFK+D7wpBFflYGTgEuDn+eKSIcCznsZaA60xt5Y/cstwiiJyJ+ALaq6oLhz1dq5CTUNL4r4E/lv0BbIAQ4GmgL/EJFm4YZUItHGfw9wBHA8UAvbyTMRDMGScAbwDPAJ9noKlYDvgWhfQ4nfB5404msV8IGq/qSqW4DJWB/kblR1narmqGou8Cr2Jks03Sn6W/o6EWkAEPxcXy5RRa/I+BP8b3AJ8J6q7gy6Fj5mz66FjcABQRcQQEMgsxxjLEo08aOqa9RsB4aSIH8DVc1W1dtUtbWqdgUOAL4r4NSEfQ9E+xpK8z7wpBFfU4BWIrJP8GY+BViU/6S8/2iBc4Fiv82XJxHZC+hG0eMB6UCP4HoP4O2yjita0cSf4H+Dldh4BSJSAzgB+DbyhOCb7UzgguBQIv0Nio0/uC/vA1ew8YCE+BsE798awfVOQLaq7vE+JrHfA1G9hlK9D8pytL8iXLBvq2uAnVhL4qrgH3cVsB1YB0yJOP8yYGHwj/9ExPFBBLMbgJHAfGymVTrQIMFeQzvgswKeJ/I11AamA0uAaUCtJIs/Yf8GQE1gXPD/aBFwZ8TzTAYODq43A2YDS4PzqyVZ/DOCv8EC4DWgZoLE3wRYDHwT/N8+NOz3QBm+hhK/D3xFuHPOuah595RzzrmoedJwzjkXNU8azjnnouZJwznnXNQ8aTjnnIuaJw3nnHNR86ThnHMuap40nHPORe3/AaCiq4LB2wJ/AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XmczXX///HH+5JEKgmlJLSi3aSr5Kq0XFqsLVKkiFTaN6rrqt/VhnxTV8qSNS6hDWUkS1lSsheGZClrJi6yM+b9++N15jLGDDNzls85c573221uc86Zz/l8Xqej13mf9/J6O+89IiKSXP4SdAAiIhJ7Sv4iIklIyV9EJAkp+YuIJCElfxGRJKTkLyKShJT8RUSSkJK/iEgSUvIXEUlCRwQdQF7KlSvnq1SpEnQYIiIJZfbs2X9478sf7ri4Tf5VqlRh1qxZQYchIpJQnHO/5uc4dfuIiCQhJX8RkSSk5C8ikoSU/EVEkpCSv4hIElLyFxFJQkr+IiJJSMlfRCRO7NwJQ4ZAnz7Rv5aSv4hIwH76CR55BE45BVq2hIEDIdrbq8ftCl8RkaJs+3YYPhzefx++/x6OPBKaNoW2beGqq8C56F5fyV9EJIZmz7aEP3QobN0K1avDm29ai79cudjFoeQvIhJlW7ZYsn//fZg7F446Cm6/3Vr5depEv5WfGyV/EZEo8N66c/r0gREjYMcOuOAC6NED7roLypQJNj4lfxGRCNq0CQYPtlb+woVQurQl+7ZtISUlmFZ+bpT8RUTC5D1MnmwJ/5NPYPduqF3b7jdrBsccE3SEB1PyFxEppA0bYNAgS/JLl8Jxx8F991kr/4ILgo7u0JT8RUQKIDMTJkywhD9qFOzdC1dcAS+8ALfeCqVKBR1h/ij5i4jkw5o1MGAA9OsHK1fCCSfAww9bS7969aCjKzglfxGRPGRkwNix1sofM8Za/fXqweuvQ5MmUKJE0BEWnpK/iEgOK1daC3/AAGvxn3giPPMMtGkDZ5wRdHSREZHk75zrD9wMbPDen5vL3x3wNnAjsAO4x3s/JxLXFhGJhL17YfRoa+V/9ZU9Vr8+vPMO3HwzFC8ebHyRFqnCbgOB+of4+w3AmaGfdkDPCF1XRCQs3sPHH0PNmjZgu3Ah/OMfsGIFpKZa905RS/wQoZa/936Kc67KIQ5pBHzgvffA9865Ms65it77dZG4vohIYUyZYt05M2ZY8v/0U2jYEIoVCyigjRth0SL7GlKvXlQvFas+/1OAVdnurw49dkDyd861w74ZULly5RiFJiLJZsEC6NQJvvjCyij36wetWsUo6XsP69dbkl+0CNLS9v/esMGOufhiqwAXRXE14Ou97wP0AUhJSYlyNWsRSTarV8M//2kLs445Bjp3tjr6JUtG4WKZmbBq1cFJftEiq/SWpUwZqFEDGjSw39Wr29eQKItV8l8DnJrtfqXQYyIiUbd5s03P/Pe/LSc/9hg895zN1Q9bRgYsX35gck9Ls58dO/YfV6GCJfc777TfWYn+pJMCKfgTq+Q/GujgnBsGXApsUX+/iETbrl3w7rvw6qv2AXDXXfDyy1ClSiFOtnu31XDImeSXLIE9e/YfV6mSJfa2bQ9M8hH5pImcSE31/BC4CijnnFsNvAgUB/De9wJSsWmev2BTPe+NxHVFRHKTmQn/+Y+VXPjtN/j7362L58IL8/HkHTtg8eKDu2qWLYN9++wY56BqVUvs9evvT/LnnAPHHhvV1xYpkZrt0/wwf/fAQ5G4lohIXry3OfrPPgvz59u4af/+cM01h3niqlXQvTuMHGkrvLI20D3iCFvVde65tvtK9eqW5M8+O0oDBbETVwO+IiKFNXu2TducNMka5UOHWjnlvxxqNVNaGnTtCkOGWMJv0ADuvXd/kj/jDNtctwhS8heRhLZ8OTz/PAwbZt3qb70F7dsfpu7OjBnWDzRypLXgH3gAnnwSTjstZnEHTclfRBJSeroN3vbqZb0zzz8PTz9tNfVzldUn1LkzfPMNHH+8zfvs0AHKl49l6HFByV9EEsr27dY937Wrjc22aQMvvggnn5zHE/bts/oNnTvDvHm2quvNN202TunSMY09nij5i0hCyMiwwduXXoJ166BxY5u7f845eTxh1y5bzfXGGzZT5+yz7QR33VVk+/ELQslfROKa99Y136mTTam//HL46COoUyePJ2zZYn1B3bvD77/DJZfYB0CjRocZ/U0uSv4iEre+/dZm8Eyfbi38zz6zHJ7rgtj16+Htt+G99+DPP+H666FjR7jqqkBW0MY7JX8RiTtpadbSHzUKKlaEPn1sBuYRuWWsZcugWzfbeWXvXqvL/OyzNslf8qTkLyJxY+1a69Pv1w+OPhpeecXq8Bx9dC4Hz5sHXbrAiBH2qXDPPfDUU3DmmTGOOjEp+YtI4LZssdk73bvbwG6HDlaa4aAZmN7D5Mk2c2fcOCvN+fTT8Oij9hVB8k3JX0QCk5EBvXvbVM2NG6F5c2vtV6uW48DMTNtjsXNnW6BVoYJN9Wnf3koiS4Ep+YtIIMaNgyeesJppV19tE3Jq1cpx0J49VqehSxcrtlatGvTsaTuvJHhtnaBp3pOIxNTixXDTTVYMc/dum8EzcWKOxL9tm9VpOP10G+ktUQI+/NDmerZvr8QfAWr5i0hMbNoE//qX1dcvVcpa+g8/nKMGzx9/QI8e8M479oQrr4T337eazJquGVFK/iISVXv37u/X37wZ7rvPavJUqJDtoN9+s5IL779vNRsaNbLpmpddFljcRZ2Sv4hEzbhx8PjjNm//6qttNs8FF2Q7ICPDRnhffdXu33WXreqqUSOQeJOJkr+IRNzixVYhOTXVuu1HjoSGDXP03Kxcacl++nT7/dprULlyUCEnHQ34ikjEbNpkU+7POw+mTbN+/YULcynJ8OGH9hVgwQLbb3HIECX+GFPyF5Gw7d1r47Rnnmm/27Sxvc6feirHgO7WrTZN8847bWvEefPstsSckr+IhOXLL60R//DD9nvuXCuqecCALsAPP8BFF1kr/8UXbaVu1aqBxCxK/iJSSIsXw403wg032FqskSNtvv755+c4cN8+68+vU8e+IkyebAV8cq3SJrGi5C8iBZLVr3/uuVZyuVu3PPr1AVatgmuusT0Wb7kF5s+HK64IJG45kD56RSRf9u617pwXX7RCbG3b2qKtg7p3snzyiR20Zw8MHAh3362FWnFELX8ROayxY60755FHrNs+z359sE1227a1uvqnn24Ht2qlxB9nlPxFJE9padavf+ONth5r1CiYMCGXfv0sc+bYJir9+tkuWt9+q/r6cUrJX0QOsmmTtfLPO+/Afv2DFmplycyE//s/+OtfreU/caKVXNZG6XFLff4i8j85+/XbtbN+/YM2Vclu3Trr1hk/Hpo0sfo8J5wQs5ilcNTyFxHgwH79iy+29Vc9ex4m8X/+uT1p2jSr3vbJJ0r8CULJXyTJLVpkc/Wz9+uPH29dPnnaudP2WmzYECpVsr7+du00qJtAlPxFktTmzdbKP/98+O4767I/ZL9+lp9+gksuscL8TzwB338P55wTs7glMtTnL5JkvLdaak8+aXun5KtfP+uJPXrYhullyli95uuvj0nMEnlK/iJJZPFiePBB+PprqF3b+vkvvjgfT9ywwbZTTE21PRj79z/E6i5JBOr2EUkCO3fCCy9YF8/cuTaQO316PhP/uHH2xIkTbXvFzz9X4i8C1PIXKeJSU21sdsUKaNHC5uyfeGI+nrh7N3TqZNtvnXtuPkaBJZGo5S9SRK1ebbXUbrrJaupPmgSDB+cz8aelwaWXWuLv0MHKMSvxFylK/iJFTEaG7YV+zjnW6n/1VSumefXV+Xiy9zZfv1YtWLPGunjeeQdKlox63BJbEUn+zrn6zrklzrlfnHMdc/n7Pc65dOfcvNDPfZG4rogcaPp0y9tPPglXXmlz+J97Lp9VFjZuhKZNoX17qFsXfvwRbr456jFLMMJO/s65YsC7wA1ADaC5c65GLocO995fGPrpG+51RWS/jRutkGadOlaX55NP4IsvCrBR1qRJNqg7ZoxN+B87FipWjGrMEqxItPxrA79475d77/cAw4BGETiviByG9zBggHXxDBhgLf60NGvA52ux7Z49Vn3z2mvhmGNgxgxbuPUX9QgXdZF4h08BVmW7vzr0WE63OOd+dM597Jw7NQLXFUlqCxbA3/4GrVvDWWdZhYVu3aB06XyeYPVq21WrSxf72jB7thXrl6QQq4/3z4Eq3vvzgfHAoNwOcs61c87Ncs7NSk9Pj1FoIoll+3Z49lnL04sWQd++MHXqIWrs5+ann6z88uLF1kfUuzccfXTUYpb4E4nkvwbI3pKvFHrsf7z3G733u0N3+wK1cjuR976P9z7Fe59S/rBrzUWSz6hRUKMGdO0KLVvCkiXQpk0Be2kmTrQWv/f2qdG0adTilfgVieQ/EzjTOVfVOXckcAcwOvsBzrnsI0cNgbQIXFckafz6qxVca9zYuuanTrUKC+XKFfBEQ4ZYCc9TT7WCbBdcEJV4Jf6Fnfy99xlAB2AcltRHeO8XOuf+5ZxrGDrsEefcQufcfOAR4J5wryuSDPbssS756tWtwd61q5VnuOKKAp7Ie9tZq2VLe/K0afYBIEnLee+DjiFXKSkpftasWUGHIRKYKVPggQesX79xY3j7bahcuRAnysiwVbq9e8Ndd9n+uiVKRDxeiQ/Oudne+5TDHaf5XCJxJj0d7rnHFmlt3w6jR8NnnxUy8W/fblsr9u5tdXo++ECJXwAVdhOJG5mZNnOnY0fYutV+v/BCGJNwfv/dVujOmQPvvWdfI0RClPxF4sD8+Zabv/vO5u737Gmzegrt55+hfn1Yv96+NjRsePjnSFJRt49IgLZutQW1tWrB0qUwaBB8802YiX/6dLj8cti2zU6mxC+5UPIXCYD38PHHNoune3ebq79kCdx9d5h7oH/6KVxzDZQta18jateOWMxStCj5i8TY6tXWFX/bbTZP/7vvbDy2bNkwT/z223DrrXDhhdb6P/30iMQrRZOSv0iMeG+Tbc4913pj3nwTZs2yKgthycy0im6PPQaNGtmCgAKv/pJkowFfkRj4/Xe4/34rz1CnDgwcCGecEYET79plfUUffQQPP2x9SMWKReDEUtSp5S8SZR99BDVrwpdfwhtvwOTJEUr8mzbBddfZBbp1s24fJX7JJ7X8RaJk40ZbWDtsGKSk2EyesGbxZLdypdXoWb7cLtCsWYROLMlCyV8kCr74wkrk//EHvPyylWAuXjxCJ58923Zl370bxo+3hQEiBaRuH5EI2rLFNldp0AAqVICZM22VbsQS/9ixVvehRAn49lslfik0JX+RCJkwAc47z7p3nnsOfvjBZl1GTN++9qly1llWjjlifUiSjJT8RcK0bRs89JCNvZYqZVPsX301gvXTvId//tP6ka67zkaMtbm6hEl9/iJhmDrVKnCuWAGPP25Jv2TJCF5gzx5o186+TrRuDb16RbAPSZKZWv4ihbBzJzz1lHW/e79/0VZEE/+ff9rA7qBB8NJL1u2jxC8Ropa/SAH98AO0amV7nz/wgO2uVbp0hC+yZg3ceKPt5NK/P9x7b4QvIMlOLX+RfNqzx2buZBXM/OorK5Mf8cS/cCFcdpnN4R8zRolfokItf5F8mD/fWvvz51sff/fuUKZMFC709de281apUjagENHpQiL7qeUvcggZGTaIe8klti/K6NEwYECUEv/QofD3v8PJJ1upTyV+iSIlf5E8pKVZF88LL0DTptYb06BBFC7kPXTpYpurX365Ld467bQoXEhkPyV/kRz27bOZOxddZN3uw4db+ZwTTojSxR56yDbsveMOGDcOjj8+ChcSOZD6/EWyWbbM+vSnTbPdD3v3hpNOitLFduyA5s2tL+mZZ+D11+Evao9JbCj5i2A9L7162dz94sVtan3LlmFuqXgoGzZYH9LMmdCjh7X+RWJIyV+S3m+/2R66EybA9ddDv35QqVIUL7hihZVpWLPG9txt3DiKFxPJnZK/JC3vrYX/6KPW9d6rl1VSiFprH2zR1nXX2RLhSZNsPr9IAJT8JSmtW2eJ/osvrCrygAFQrVqULzprFtSvb/1KkydbCVCRgGh0SZLO8OG2ifqECbZY6+uvY5D4J0+GevVsOfDUqUr8Ejglf0ka27bBnXfajMqzzoJ58+Cxx2IwwWbMGGvxV6pkc/gjsoGvSHiU/CUpLFkCtWtbq/+VV6zxffbZMbjwhx/agG7NmjBlCpxySgwuKnJ46vOXIu+zz6wuT4kStuVtvXoxunDv3lb2s25d+PxzOPbYGF1Y5PDU8pcia98+206xaVOoXh3mzIlh4u/aFdq3hxtugC+/VOKXuKPkL0XSH39Y3n39dZvVM2UKnHpqDC7sPXTqBM8+C82a2deOiO7wIhIZ6vaRImf2bGvt//67Ldhq3TpGF87MtJW6WQsG3nsPihWL0cVFCkYtfylS+veHOnXs9rRpMUz8e/daPYhevaxOT69eSvwS15T8pUjYvRvuv9/KNNSta63/lJQYXXzXLrjlFqvH//rrVp45qsuERcKnbh9JeKtWwa232t66nTrByy/HsNG9dSs0amQrxd59Fx58MEYXFglPRFr+zrn6zrklzrlfnHMdc/l7Cefc8NDfZzjnqkTiuiKTJkGtWrbxyqefwmuvxTDxb9wI11xjo8mDByvxS0IJO/k754oB7wI3ADWA5s65GjkOawP813t/BtAd6BLudSW5eQ9vvGE10sqXt8rITZrEMIC1a60o0I8/2qdOixYxvLhI+CLR8q8N/OK9X+693wMMAxrlOKYRMCh0+2PgGufUKSqFs3Ur3H67jas2bQrffx+j1bpZli+HK66wWtBjx9quLyIJJhLJ/xRgVbb7q0OP5XqM9z4D2AJEY1M8KeIWL4ZLL7XG9htvwIgRcMwxMQxg4UJL/Fu2wMSJcPXVMby4SOTE1YCvc64d0A6gcuXKAUcj8ebTT22LxaOOsoqcMc+7M2dagbYSJaxK57nnxjgAkciJRMt/DZB97WSl0GO5HuOcOwI4DtiY80Te+z7e+xTvfUr58uUjEJoUBRkZtr/5LbdYmYbZswNI/N98Y7UhjjvOqsIp8UuCi0Tynwmc6Zyr6pw7ErgDGJ3jmNFAq9DtW4FJ3nsfgWtLEZeebo3tLl1sHn/MyjRk9/nnFkTlypb4Tz89xgGIRF7Y3T7e+wznXAdgHFAM6O+9X+ic+xcwy3s/GugHDHbO/QJswj4gRA5p5kxr7W/YYCt37703gCCGDoW774aLLrICbSdoqEqKhoj0+XvvU4HUHI/9M9vtXcBtkbiWJIe+fa1MTsWKtv9JrVoBBNGzpwXxt7/B6NGqzClFiso7SFzZtQvatrWfK6+0bW8DSfydO9uirZtusumcSvxSxCj5S9z47Tery9O3r9XhHzsWypWLcRDe2+hyp07QvLlNMVJJZimC4mqqpySviRNtb93du60EfuPGAQSxb5918/TubRux9OihypxSZKnlL4Hy3mbyXH89VKhgg7yBJP6sksy9e1vLX7X4pYhTy18C8+efNoPn00/htttsRk/p0gEEsnOnBTBmjJVk7nhQbUKRIkfJXwKRlmZ1eZYuhW7d4IknAiqB/+efVptnyhSb3dO+fQBBiMSekr/E3CefWJmGkiWtTMNVVwUUSNZGv3PnwpAhcOedAQUiEnvq85eYyciwSpy33go1a8KcOQEm/jVrbP7+ggUwcqQSvyQdtfwlJtLTbTbPpEnWs/LWW1YfLRDLlsG111rLf+zYAD+BRIKj5C9Rt2SJ9a6sXQsDBliXT2AWLLAdYPbssU+iSy4JMBiR4Cj5S1RNm2Zb3BYrZlWQL700wGCmTLFgSpa02zVrBhiMSLDU5y9RM2KE9a6UK2e7bQWa+IcPtxb/SSfB9OlK/JL0lPwl4rL2123WzHpVpk+HatUCDKZbNxtwqF3bqsRVqRJQMCLxQ8lfImrfPujQwWb13H47jB8fYBXkffvgkUfg6adtEdf48VC2bEDBiMQXJX+JmO3boUkTq4zw9NPw4Ye25WIgdu60OaU9etgKsmHDAgxGJP5owFci4vff4eabbe7+u+9aNeTA/PEHNGgAM2bA229b619EDqDkL2FbvNimcm7YYOulGjQIMJhlyyyYVavg44+thoSIHETJX8IyZYpV4Sxe3KZypqQEGMwPP9jXj337rEb05ZcHGIxIfFOfvxTasGE2e7JCBZvKGWjiHz3aVuqWLm3Ti5T4RQ5JyV8KLKsGf/PmNnd/+nSoWjXAgHr2tJHmmjXhu+/g7LMDDEYkMSj5S4FkZNhmVx072tT5r74KcPZkZqZtt/jgg3DjjfDNN3DiiQEFI5JY1Ocv+bZ9uyX8L76AZ5+F116DvwTVfNi9G1q3hqFD4f77bUrnEfrnLJJf+r9F8mX9ehtLnTs3DvY82bzZZvF8/bV9AnXsGNBOMCKJS8lfDistzWZPpqfDqFH2IRCYVassmJ9/hsGDoUWLAIMRSVxK/nJIkyfbVM4SJeJgKuf8+da3v20bfPkl1KsXYDAiiU0DvpKnoUPh+uuhYsU4mMo5YQLUrWuDDNOmKfGLhEnJXw7iPXTuDHfdBZddFgeFMD/4wLp6qlSxqZznnRdgMCJFg5K/HCAjAx54wGZQ3nknjBsHxx8fUDDewyuvQKtWcOWVMHUqVKoUUDAiRYuSv/zPtm220VXv3pb8Bw8OcJ/djAxo1w7+8Q9o2RJSU+G44wIKRqTo0YCvALBunc3imTcPevWyqfOB2bbNdoJJTYXnn4eXX9ZUTpEIU/IXFi2yLvWNG+Hzz21CTWCyFhTMm2dfQdq1CzAYkaJLyT/JffONTeXM2tP84osDDCZ7behRo+CmmwIMRqRoU59/EvvPf2wq5ymn2FTOQBP/tGlWiXPHDltQoMQvElVK/knIe6uK0KIF1KljUzlPOy3AgD7+GK69FsqXt6mcgS4oEEkOSv5JJiPDBnOff97m8X/5JZQpE2BA3bvbTu8pKVYbulq1AIMRSR5K/klk61Zo2BDef9+Sf6BTOTMz4fHHbXP1pk1h/Hg44YSAghFJPhrwTRJr19okmh9/tOR/330BBrNzp83d/+QTeOwx6NYNihULMCCR5BNW8nfOlQWGA1WAlcDt3vv/5nLcPuCn0N3fvPcNw7muFMzChTaJ5r//tVr89esHGMzGjbaSbPp0ePNNa/2LSMyF2+3TEZjovT8TmBi6n5ud3vsLQz9K/DGUmmqDuhkZNpUz0MS/YoUFM2sWjBihxC8SoHCTfyNgUOj2IKBxmOeTCNm1Cx591GZMnnaaTeW86KIAA/rhB/jrX21TgAkT4NZbAwxGRMJN/id679eFbq8H8tpA9Sjn3Czn3PfOuTw/IJxz7ULHzUpPTw8ztOS1cCHUrg3//jc88gjMmAGVKwcUTGYmdO1qLf5SpWxe6RVXBBSMiGQ5bJ+/c24CcFIuf3o++x3vvXfO+TxOc5r3fo1zrhowyTn3k/d+Wc6DvPd9gD4AKSkpeZ1L8uC9bbH45JNw7LEwZkzApRrWrIG774ZJk6yl36dPgCVCRSS7wyZ/7/21ef3NOfe7c66i936dc64isCGPc6wJ/V7unPsGuAg4KPlL4aWnQ5s2Vpunfn0YOBBOzOt7WCyMHGkB7doF/frBvfeqOJtIHAm322c00Cp0uxUwKucBzrnjnXMlQrfLAXWARWFeV7IZPx7OP99q77/1lrX4A0v8O3bY7u5NmtjmK3PmQOvWSvwicSbc5N8ZuM45txS4NnQf51yKc65v6JjqwCzn3Hzga6Cz917JPwJ274annrL6PGXL2pjqo4/aToeBmDfPVur27g3PPGOlGs4+O6BgRORQwprn773fCFyTy+OzgPtCt6cD2ncvwhYvtp225s61nbe6dbPx1EBkZsLbb0PHjrZKd/x4q9UjInFLK3wTjPfQt6+18EuVssrHDYNcObF+Pdxzj/U5NWxo/fvlygUYkIjkh2r7JJCNG+GWW2x/kzp1rFRDoIk/NdUGGyZPtmlGI0cq8YskCCX/BPH113DBBVaeoVs3a2iffHJAwezaZQsIbroJKlaE2bNtkFeDuiIJQ8k/zu3da5upX3MNlC5tK3WffDLAQd2sFWTvvGN9TzNmQI0aAQUjIoWlPv84tnSpDerOmgVt21rp+6OPDiiYnCvIUlOtWpyIJCQl/zjkvS3SevhhOPJIq3zctGmAAf3xh83Vj5sVZCISLnX7xJn//hfuuMNy7SWX2KBuoIl/woQ4WkEmIpGi5B9Hpk61Qd1PP4XXX7e8W6lSQMHs2QNPPw3XXWf1eAJfQSYikaT/k+PA3r3wj3/AVVfZtorTp9t6qcA2t1qyBC67zKYVPfAAzJxpn0oiUmSozz9gy5fbRurff29rpf79bzjmmICC8d4WaT36KJQsGQcryEQkWtTyD9CQIXDhhZCWBsOGwYABASb+TZvgtttsWtFll8XBCjIRiSYl/wBs2QItWtge5hdcAPPnQ7NmAQY0ebIFMnq0bbzy1VcBriATkVhQ8o+x776z1v6wYfCvf9nK3dNOCyiYvXvh+efh6qutm+e772yQV4O6IkWe/i+PkX374OWXoW5duz91qg3yHhHUqMuyZbad4muv2bzSOXOgVq2AghGRWNOAbwz8+qt180ybZoO7774Lxx0XUDDe22DDgw/aJ89HH2kzdZEkpJZ/lA0fvr9ff/Bgy7uBJf4tW+zT5+674eKLbVBXiV8kKSn5R0l6um1be8cdUL26bXLVokWAAU2fboMNI0bAK6/YpuqnnhpgQCISJCX/CEtPh2efhapV4YMPrF9/yhSoVi2ggDIybGS5bl0byJ02zQZ5A1tBJiLxQH3+EbJhA7zxBrz3npW7v+MOeOEFa/UHYudOWzjQrRusWGHzSnv0sIqcIpL0lPzD9PvvlvR79rSk37y5Jf1zzgkooM2b7RPorbfsa8hf/2rLhm++OaCARCQeKfkX0vr1+5P+7t1Wd/+FF+DsswMKaO1aS/i9esHWrVZrv2NH6+7RDlsikoOSfwGtX2+LYHv1sqTfooV1oZ91VkABLV2xOjRUAAAI0UlEQVRqn0KDBln/frNmNuigQmwicghK/vm0bt3+pL937/6kf+aZAQU0ezZ06QIff2w7vrRpA089FeDIsogkEiX/w1i3znJs796W9Fu2tKR/xhkBBOO9TdHs3NmK/R97rHXtPPqoNlgRkQJR8s/D2rWW9Pv0saR/992W9E8/PYBg9u2DkSMt6c+aBSedZMHdf3+AK8ZEJJEp+eewZs3+pJ+RAa1awXPPBZT0d++2JcFdu8LPP9vXjT597OvHUUcFEJCIFBVK/iFr1ljD+v33raGdlfQD6ULfutWS/Jtv2leQiy+2lblNm2pxlohERNIn/9Wr9yf9zEzbTeu552yFbsylp9uc/B49bL5+vXowcCBce62ma4pIRCVt8l+1ypJ+376W9Fu3hk6doEqVAIJZudJW4vbvbyvFmjSx6Zq1awcQjIgkg6RL/qtWweuv21a13u9P+oFsqPLTTzbAMGyY1d1p2dI2UwlsebCIJIukSf6//bY/6YNNi+/UCSpXDiCYadPsa8eYMXD00TZV8/HHoVKlAIIRkWRU5JP/r79a0u/f3+7fd59NjY950s/MhNRUS/rffgvlylm1zYcegrJlYxyMiCS7Ipv8V660HQoHDrSx0rZtLenHvIT93r22o0uXLrBggX3qvPOO9TeVKhXjYERETJFL/unpthhrwADrRm/XzpJ+THtUdu6EJUtg8mTo3t2+ftSsaVt5NWsGxYvHMBgRkYMVueRfvDiMHg3t29uEmagm/a1bIS0NFi3a/3vRIquf770dc/nlNnXzxhvt00hEJA4UueRfpox1+UR0AezGjQcm96zbq1fvP+bII620Z0qK1YKoXh3OOy/A3VxERPIWVvJ3zt0GvARUB2p772flcVx94G2gGNDXe985nOseTqESv/dWrzm3JL9hw/7jSpWyhH7VVVCjht2uUcOWAh9R5D5LRaSICjdbLQCaAr3zOsA5Vwx4F7gOWA3MdM6N9t4vCvPahZOZaZP9c0vymzfvP+644yyp33yz/c5K9JUrq/tGRBJeWMnfe58G4A5deqA28Iv3fnno2GFAIyC6yX/fPli+/OAkn5YG27fvP658eUvszZvvb8VXrw4VK6qkgogUWbHopzgFWJXt/mrg0qhdbe1a28JwyRKrivm/KE6xxH7ffQcm+XLlohaKiEi8Omzyd85NAE7K5U/Pe+9HRTIY51w7oB1A5cKuwipXzrpm/v73/Qn+nHNU915EJJvDJn/v/bVhXmMNkH1pVaXQY7ldqw/QByAlJcUX6mpHHgmff16op4qIJItYjFzOBM50zlV1zh0J3AGMjsF1RUQkD2Elf+dcE+fcauAyYIxzblzo8ZOdc6kA3vsMoAMwDkgDRnjvF4YXtoiIhCPc2T6fAZ/l8vha4MZs91OB1HCuJSIikaMJ6yIiSUjJX0QkCSn5i4gkISV/EZEkpOQvIpKEnPeFW0sVbc65dODXQjy1HPBHhMOJJcUfvER/DYkePyT+awgy/tO89+UPd1DcJv/Ccs7N8t6nBB1HYSn+4CX6a0j0+CHxX0MixK9uHxGRJKTkLyKShIpi8u8TdABhUvzBS/TXkOjxQ+K/hriPv8j1+YuIyOEVxZa/iIgcRtwmf+dcf+fcBufcgmyPveGcW+yc+9E595lzrkzo8eucc7Odcz+FftfL45wvOefWOOfmhX5uzO24gF5D7WxxzXfONcnjnFWdczOcc78454aHymQnUvwDnXMrsh17YbTiL+hryPb3ys65bc65p/I4Z1y+BwWIP27fA+dcFefczmyx9crjnGWdc+Odc0tDv49PsPhjmoty5b2Pyx/gb8DFwIJsj10PHBG63QXoErp9EXBy6Pa5wJo8zvkS8FScvoZS2R6vCGzIup/jnCOAO0K3ewEPJFj8A4Fb4/E9yPb3j4GP8vq3Eq/vQQHij9v3AKiS/bhDnLMr0DF0u2PO/wYJEH9Mc1FuP3Hb8vfeTwE25XjsK2/7AwB8j+0Khvd+rrcy0gALgZLOuRIxCzYPBXwNO7I9fhRw0GCMc84B9bD/uQEGAY2jEHpWrBGNPwgFeQ0AzrnGwArs39FB4vk9CMV3yPiDUNDXkE+NsP/2EGfvQaKI2+SfD62Bsbk8fgswx3u/O5e/AXQIfVXrH82vivl0wGtwzl3qnFsI/AS0z/aPK8sJwOZsj68GTolJpLkraPxZXg29B93j4EP6f6/BOVcaeBb4f4c4Pm7fg3zGnyUu34OQqs65uc65yc65unk850Tv/brQ7fXAiVGN8NAKEz8EnIsSMvk7554HMoD/5Hi8JvYV7P48ntoTOB24EFgH/F8Uwzyk3F6D936G974mcAnQyTl3VFDxHU4Y8XcCzgkdUxZLVoHI5TW8BHT33m8LKqaCCCP+eH4P1gGVvfcXAU8AQ51zxx7qHN76UQL5phlG/MHnoiD7nPLRL1aFHP1nwD3Ad0CpHI9XAn4G6hT23EG/hhzHTAJScjzmsHohWX2NlwHjEiX+XI65CvgiXt4DYCqwMvSzGfuq3yFR3oP8xB/v70Euz/smt39HwBKgYuh2RWBJIsV/uHPH4iehWv7OufrAM0BD7/2ObI+XAcZgA0DfHuL5FbPdbQIsyOvYaDnEa6jqnDsidPs0rGW2Mvtzvf1L+Rq4NfRQK2BUDML+n3DiD/2tYui3w/pp4+Y98N7X9d5X8d5XAd4CXvPe98j+3Hh+D/ITf+j5cfseOOfKO+eKhW5XA84EludyitHYf3uIo/cgv/HHQy6K6SdNAT9pP8S+Du3F+lXbAL8Aq4B5oZ9eoWNfALZne3weUCH0t76EPnmBwVh/9I/YP56KcfQaWmKDdPOAOUDjbOdJZf9spmrAD6HzfASUSLD4J4XegwXAEKB0vLwHOZ73EtlmYyTCe1CA+OP2PcDG7LL/O2qQ7TzZ/18+AZgILAUmAGUTLP6Y5qLcfrTCV0QkCSVUt4+IiESGkr+ISBJS8hcRSUJK/iIiSUjJX0QkCSn5i4gkISV/EZEkpOQvIpKE/j+aOLyd9ONfZgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XeU1PXVx/H3DYo+goqABVEQFcWCEl0xsUUFBEvEHhvBFpI80ZzEGGsSjdGI0YjdiAWxUSwoFkCaYg8LUSmKIKKCRFEEC1IW7vPHnX12dtlll53Z/U35vM6ZMzO/MntnBn53vt3cHRERkXI/SDoAERHJLUoMIiJSiRKDiIhUosQgIiKVKDGIiEglSgwiIlKJEoOIiFSixCAiIpUoMYiISCUbJB1AfbRu3dp32GGHpMMQEckrU6ZM+cLdt6ztuLxMDDvssAOlpaVJhyEiklfM7KO6HKeqJBERqUSJQUREKlFiEBGRSpQYRESkEiUGERGpJCuJwczuN7PPzWx6DfvNzG41szlm9o6Z7ZO2r6+ZzU7d+mYjHhERqb9slRgeAHqtY/+RQMfUrR9wF4CZtQSuBPYHugJXmtkWWYpJRETqISuJwd0nAYvXcUhv4EEPbwAtzKwN0BMY6+6L3f0rYCzrTjAiIsVlxQp4+2146CG4+GL49tsG/5ONNcCtLfBJ2vP5qW01bV+LmfUjShu0a9euYaIUEUnKmjXw0UcwbVrl26xZsHp1HNO0KZx5Juy1V4OGkjcjn919IDAQoKSkxBMOR0Sk/hYvrrjwv/NO3E+fXrk00KEDdO4Mxx8f9507Q8eOsOGGDR5eYyWGBcD2ac+3S21bABxaZfuLjRSTiEjDWr4c3n137VLAp59WHNOyZVz0zzqrIgHsuSdsumliYTdWYhgJnG9mQ4mG5qXuvtDMxgB/T2twPgK4rJFiEhHJjjVrYN68tRPA++9XVANttBHstht06xZVQeVJoE0bMEs0/KqykhjMbAjxy7+1mc0nehptCODu/wKeB44C5gDLgLNT+xab2d+AyamXutrd19WILSKSrC+/XLsaaMaMytVAO+4YF/0TT6xcDbRBftTem3v+VdeXlJS4ZlcVkUbx8cfwr3/BlCmRBBYurNjXqlXFhb/8tsceiVYDrYuZTXH3ktqOy4/0JSLS2BYsgOuug3vuiaqizp2hR4/K1UDbbJNz1UDZoMQgIpJu4ULo3x/uvjvaB849Fy6/HIqom7wSg4gIwOefw/XXw513wqpV0UvoT3+CIlwtUolBRIrbF1/ADTfA7bdH99I+feDPf4addko6ssQoMYhIcVq8GP75T7j1VvjuOzj9dPjLX2CXXZKOLHFKDCJSXJYsgQED4vbtt/Czn0VC2G23pCPLGUoMIlIcvv4abrklSglLl8JJJ8GVV8YoY6lEiUFECts330T7wQ03wFdfwXHHwVVXwd57Jx1ZzlJiEJHC9N13cMcdkRC++AKOOSYSwr77Jh1ZzlNiEJHCsmxZjFS+/vrogtqrF/z1r9C1a9KR5Q2t+SwihWH58uhhtNNO8Ic/xAjlV1+FUaOUFNaTSgwikt9WrID77oNrr43prA89FIYPh4MPTjqyvKXEICL5aeVKGDQoEsInn8BBB8HDD8NhhyUdWd5TVZKI5JdVq6KEsMsu8KtfQdu2MHYsTJqkpJAlSgwikh/KyuDBB2Mg2nnnwVZbRfvBa69B9+4FOctpUrKSGMysl5nNMrM5ZnZpNfsHmNlbqdv7ZrYkbd/qtH0jsxGPiBSQ1avhkUdg992hb1/YbDN45hl4883ocaSEkHUZtzGYWRPgDqAHMB+YbGYj3X1m+THu/vu04y8Afpj2Et+7e5dM4xCRAvTkk3DFFfDee9HLaMQI6N1byaCBZaPE0BWY4+5z3X0lMBTovY7jTwOGZOHvikihWr4c+vWLpTGbNIHHHoP//CdGLSspNLhsJIa2wCdpz+entq3FzNoDHYAJaZs3NrNSM3vDzI7LQjwiks8++ih6GN1zD1x6Kbz1Vsxr9AM1iTaWxu6ueirwuLuvTtvW3t0XmNmOwAQzm+buH1Q90cz6Af0A2hXRSkoiRWXMmJj+uqwMnnoqqo2k0WUjBS8Atk97vl1qW3VOpUo1krsvSN3PBV6kcvtD+nED3b3E3Uu23HLLTGMWkVyyZg1cfTUceWR0P50yRUkhQdlIDJOBjmbWwcyaEhf/tXoXmVknYAvg9bRtW5jZRqnHrYEDgZlVzxWRArZ4Mfz0pzEF9hlnwBtvwM47Jx1VUcu4Ksndy8zsfGAM0AS4391nmNnVQKm7lyeJU4Gh7u5pp+8G3G1ma4gk1T+9N5OIFLj//AdOOAEWLIiZUH/9azUu5wCrfJ3ODyUlJV5aWpp0GCKSifvvh//9X9hyy+h19KMfJR1RwTOzKe5eUttxauYXkca1fDn84hdw7rnR+2jqVCWFHKPEICKNZ968SAb33guXXRa9kNSZJOdodlURaRyjR0fjsrqi5jyVGESkYZV3RT3qKNhuO3VFzQMqMYhIw1m8GM48M2ZB7dMnltzcZJOko5JaqMQgIg1j6lTYd18YNw7uvBMGD1ZSyMCyZdEk0xgdSZUYRCT77r8fDjgg2hNeflnjE+rBPSaVHTAAevaEli1jlvFp0xr+b6sqSUSyZ/lyuOCC6HXUvTs8+qh6Ha2Hb76BCROinX7UqJhPEGJtot/8JhLDrrs2fBxKDCKSHfPmxSyoU6bA5ZdHg3OTJklHldPcYfr0SAKjR8Mrr8TKpc2bR1697LJIBu3bN25cSgwikrnyrqirV8PTT8OxxyYdUc5asiSaXUaPjtuC1JSje+0FF14YieCAA6Bp0+RiVGIQkfpbswb+9jf461+hc2d44glNgFfFmjWxpER5qeD11yN/br45HHFEJIJevWDbbZOOtIISg4jUj7qi1uiLL2Ds2EgEY8bAZ5/F9n33jbWHjjwS9t8fNsjRK3COhiUiOW3q1Fh2c8ECuOsu+OUvi7rX0erVUFpaUSr497+j/aBVq+hR1KtX3G+1VdKR1o0Sg4isn/RZUV9+OX76FqHPPovSwOjR8MIL8OWXkRv33x+uuiqSwb775mf7uxKDiNRNkXdFLSuLNYTKSwVTp8b2rbeGY46JRNCjR5QS8p0Sg4jUbt68qDqaOhWuuCIam/Pxp3AdrVoFc+bAjBkwc2Y0Hk+YAEuXxts+4AC49tpoK9h7b/hBgQ0VzkpiMLNewC3ECm73unv/KvvPAm6gYi3o29393tS+vsCfUtuvcffB2YhJRLIkvSvqyJGxDGeBKCurSADlSWDGDJg1K5IDRPXQjjvCySdHqaBbN2jRItm4G1rGicHMmgB3AD2A+cBkMxtZzRKdw9z9/CrntgSuBEoAB6akzv0q07hEJEMF1BW1rAw++KAiAZQngVmzYOXKiuM6dIA99oCjj477PfaATp2Kr7NVNkoMXYE57j4XwMyGAr2Buqzd3BMY6+6LU+eOBXoBQ7IQl4jUV3pX1J//PHoe5cHVsTwBlP/yL79VlwB23z2qgtITQLNmycWeS7KRGNoCn6Q9nw9U103hRDM7BHgf+L27f1LDuW2zEJNInS1bFte/116L2hKIrobls1im32fr8br2b7hhDH5q0WLt+6rbGqQf/McfR33Jxx/nbFfU1asrSgDpSWDWLFixouK4HXaIi36vXhUJYLfdlABq01iNz88AQ9x9hZn9EhgMHL4+L2Bm/YB+AO3atct+hFJUli+PqvNhw+CZZ+C772DjjWGjjWK/WcW1sOrjht6/cmU0cn79de3vo1mz2pPHuhLMJptUuebPnh09jpYujdbWAw+s82faEMrK4MMP124DeO+9ygmgffu46PfsGfe77x4JoHnz5GLPZ9lIDAuA7dOeb0dFIzMA7v5l2tN7gX+knXtolXNfrO6PuPtAYCBASUlJI8xILoVmxYrobz58eEzn88030Lp11Jiccgr85Ce51dFm9epIDkuXxvw6Ve+r27ZoUVzby/eXla37b2ywQVrS2Oh7Wsz5L5tzBy16/ZgNH2zF6kERR/mtrKzy84beVlX79nHR79GjcglACSC7spEYJgMdzawDcaE/FTg9/QAza+PuC1NPjwXeTT0eA/zdzLZIPT8CuCwLMYkA8et73LhIBk89FRfQli3hZz+LZHDYYbk7LUGTJrDFFnGrD3f4/vt1J5L/3zd3MUsnTGEJLfis/X4smbIxq1ZFDE2axGdU/rimbeXPmzat/Zi6vE75rV27igSw6abZ/Yylehn/l3D3MjM7n7jINwHud/cZZnY1UOruI4HfmtmxQBmwGDgrde5iM/sbkVwAri5viBapr1WrohZk+HAYMQK++ip+FR9/fCSEbt2iHr/QmUVV0SabQJs26zjw1VdjPeZtt4Dx42GnjRstRslN5o2xTlyWlZSUeGlpadJhSA4pK4MXX4xk8OSTMT3BppvCccdFMujRI9lpjHPW+PExRXbbtvF4++1rP0fylplNcfeS2o7L0UK0SO1Wr46peoYNiy72ixZFXfOxx0Y1Uc+e0aAsNXj22VhYp2PHmAp0m22SjkhyhBKD5JU1a6LmY9gwePzxmMhsk01iMO4pp0S/9P/5n6SjzAOPPQannx7zOYwZUxgT/EjWKDFIzluzJiYvK08Gn34aF/+jj45kcNRR6pe+XgYPhnPOiQl/nn02GmBE0igxSE5yjznthw+PH7effBJjDI48MtoMjjlGXRTr5c47Y1X57t2jm5YyqlRDiUFyhnusIz98eNw++igajHv2hOuui+qizTZLOso8dsMNcPHF8UEOH64GGKmREoMk7u23YejQuFbNnRv92I84IuZu69278GeybHDusXLM1VdHceuhh4qjv67UmxKDJMYdrrwyJvBs0iRqN664IrqYtmyZdHQFwh0uughuugnOPhvuuSe3hndLTlJikESUlcXqkPfcE9erf/wjpqeQLFqzJj7ku++OldduvrnwVpSRBqHEII3u+++jp+RTT8Hll8M11+Tc5J35r6wseh499BBcein8/e/6kKXOlBikUS1ZEgPQXnkFbr01fshKlq1cCaedFkPAr7km6udE1oMSgzSaBQtiXvxZs2DIkGgHlSz7/vtYm3nUKBgwAH73u6QjkjykxCCN4r33otvp4sXw/PPR0CxZ9s03URx76SUYOBB+8YukI5I8pcQgDe7NN2OUcpMmcc3aZ5+kIypAX30VQ8AnT4aHH45GHJF6UhcFaVCjRsHhh8esC6+9pqTQIBYtig956tSYM0RJQTKkxCAN5sEHo2Zj110jKey0U9IRFaAFC2Lpuffeg5EjYxCISIaUGKRB3Hgj9O0LhxwS6yRsvXXSERWgefPiA/7kk1jAumfPpCOSApGVxGBmvcxslpnNMbNLq9l/oZnNNLN3zGy8mbVP27fazN5K3UZmIx5Jzpo1MdD2j3+MmU+ff17zGzWI99+Hgw+O1vzx46PUIJIlGTc+m1kT4A6gBzAfmGxmI919Ztph/wFK3H2Zmf0a+AdQ3lnxe3fvkmkckrxVq2JM1cMPw/nnwy23aKBtg5g2LZakW7MmimN77510RFJgsvHftiswx93nuvtKYCjQO/0Ad5/o7stST98AtsvC35Uc8u23MWnnww/HmKpbb1VSaBCTJ0fpYIMNYNIkJQVpENn4r9sW+CTt+fzUtpqcC4xKe76xmZWa2RtmVmPLmZn1Sx1XumjRoswilqz64gvo1i1Wh7znnhhoq9kXGsDLL8cH3aJFPO7UKemIpEA16jgGMzsTKAHSK0Tbu/sCM9sRmGBm09z9g6rnuvtAYCBASUmJN0rAUqt586LN8+OPYcSI6IUkDWDs2JiDvF07GDcOtlOhWxpONkoMC4Dt055vl9pWiZl1B64AjnX3FeXb3X1B6n4u8CLwwyzEJI3gnXdidcjPP4/rlpJCAxk5Mpas69gxqo+UFKSBZSMxTAY6mlkHM2sKnApU6l1kZj8E7iaSwudp27cws41Sj1sDBwLpjdaSoyZNip6SP/hB1GocdFDSERWooUPhhBOgSxeYOBG22irpiKQIZJwY3L0MOB8YA7wLDHf3GWZ2tZmV/4a8AWgOPFalW+puQKmZvQ1MBPpX6c0kOWjEiFhhrU2bGLi2555JR1Sg7r8/RjEfeGBUH2n1Imkk5p5/1fUlJSVeWlqadBhF6e67Y+2Xrl3h2WehVaukIypQt90Gv/1tNOA8+SRssknSEUkBMLMp7l5S23HqUCh14h5LBv/qVzF19rhxSgoN5rrrIikcfzw8/bSSgjQ6JQap1erV8JvfxPrMffvGymvNmiUdVYG68spY1u6MM2D4cNhoo6QjkiKkxCDrtHx5LKhz111wySUwaBBsuGHSURWoq6+O2znnwODBMYhNJAH6lyc1Wro0us6/9BLcdBP8/vdJR1TArr02SgtnnRWjBDVsXBKkxCDVWrgQjjwSZsyIaS7OOCPpiApY//7wpz9Bnz5w771KCpI4JQZZy+zZ0R110SJ47rl4LA3kxhvhssuiW+qgQbHMnUjClBikktLSWCHSPcZT7bdf0hEVsJtvrpiffPBgJQXJGSqzyv8bOxYOPTR6HL36qpJCg7rttmi0OfHEqKtTQ7PkECUGAWDIEDj66Fh+87XXYJddko6ogN15Z8U4hSFD1M1Lco4Sg3DzzVHFfcABMQdSmzZJR1TABg6MQSE//WnMg6SkIDlIiaGIucOll1bUaIweDZtvnnRUBez+++GXv4xGnMceg6ZNk45IpFqq2CxSq1fDeefBAw/ENBe33662zwY1eHB84L16wRNPaESz5DSVGIrUxRdHUrjyyqjyVlJoQA8/DGefDd27x4R4G2+cdEQi66QSQxG6884YyXzBBXDVVUlHU+CGDIkJpg47LCaZ+p//SToikVqpxFBknn8+EsIxx8CAAUlHU+CGD4czz4SDD45V2DRLquSJrCQGM+tlZrPMbI6ZXVrN/o3MbFhq/5tmtkPavstS22eZWc9sxCPVe+utmBBv773jh6yqjxrQE09ULLLz7LOajlbySsaJwcyaAHcARwK7A6eZ2e5VDjsX+MrddwYGANenzt2dWAp0D6AXcGfq9STL5s+PcQotWsR1qnnzpCMqYE89BaeeCvvvH3OK6MOWPJONEkNXYI67z3X3lcBQoHeVY3oDg1OPHwe6mZmltg919xXu/iEwJ/V6kkXffBNVR998E9epbbdNOqIC9swzMcXFvvvCqFGw6aZJRySy3rKRGNoCn6Q9n5/aVu0xqTWilwKt6niuZKCsLKqPpk+PrvN77ZV0RAXs+efhpJOgSxcYMwY22yzpiETqJW8an82sn5mVmlnpokWLkg4nL7jHzAujRkVPpJ5qwWk4Y8bACSfAnnvGY40UlDyWjcSwANg+7fl2qW3VHmNmGwCbA1/W8VwA3H2gu5e4e8mWW26ZhbAL34ABsfLaH/8I/folHU0BGzcuVjTabbeYiXCLLZKOSCQj2UgMk4GOZtbBzJoSjckjqxwzEuibenwSMMHdPbX91FSvpQ5AR+DfWYip6I0YARddFFNd9O+fdDQFbMKEmPdo110jQbRsmXREIhnLeICbu5eZ2fnAGKAJcL+7zzCzq4FSdx8J3Ac8ZGZzgMVE8iB13HBgJlAG/MbdV2caU7H7979jxbWuXeGhh7QgWIN56aVICjvtFEmhVaukIxLJCosf7vmlpKTES0tLkw4jJ82bF70kmzWDN96ArbZKOqIC9corMe9Ru3axotHWWycdkUitzGyKu5fUdpymxCggS5bEWIWVK+HFF5UUGsxrr8WC2NttF1VJSgpSYJQYCsTKldFTcvbs6BSz225JR1Sg3nwzSgpt2kRS2GabpCMSyTolhgLgHlNnjx8fM6YedljSERWoyZPhiCOiKDZxokYKSsFSs2QBuO46GDQI/vznmMhTGsDUqZEUWrWKpNBW4zClcCkx5LkhQ+CKK6IX0l//mnQ0Beqtt2Ithc03j6Sw/fa1nyOSx5QY8tgrr8BZZ8WszvfdB2ZJR1SA3nknkkLz5pEU2rdPOiKRBqfEkKfmzIHjjovr1IgRWimyQUyfDt26xYprEydChw5JRyTSKJQY8tCXX8Z68mYxb5vGVTWAd9+NpLDhhpEUdtop6YhEGo16JeWZFSuipPDxx9ELaeedk46oAM2aBYcfHkPGJ06Ejh2TjkikUSkx5BF3OOecaFsYOjQWB5Msmz07+vuuWROjBHfdNemIRBqdEkMe+ctf4NFH4e9/jzUWJMs++CCSwqpVkRQ0SlCKlBJDnnjgAbjmGjj3XLh0rVW1JWNz50ZSWL48RjTvsUfSEYkkRo3PeWDCBPjFL6LX5F13qVtq1r33HhxyCHz3XcySqmXupMgpMeS4d9+NhcF22QUefzw6yUgWvf12JIWysqg+6tIl6YhEEqfEkMM++yy6pW68cXRL1WqRWfbmm3DooTEIZNIk6Nw56YhEcoLaGHLUsmVw7LGRHF56SQNus+6ll+CYY2JCvPHjYYcdko5IJGdkVGIws5ZmNtbMZqfu11rs1sy6mNnrZjbDzN4xs5+l7XvAzD40s7dSN5XjiZ6SffrEZJ6PPgr77Zd0RAVm9OiYOnv77eHll5UURKrItCrpUmC8u3cExqeeV7UM+Lm77wH0Am42sxZp+//o7l1St7cyjKcgXHIJPPkk/POfMZhNsmjEiCiKdeoUpQZNnS2ylkwTQ29gcOrxYGCty5i7v+/us1OPPwU+B7bM8O8WrH/9C268EX7zG/jd75KOpsA88gicfDLsu2+MaN5S/wxFqpNpYtja3RemHv8XWOcah2bWFWgKfJC2+dpUFdMAMyvqqeBGjYqEcNRRcPPN6paaVffcE/VzhxwCY8dCixa1nyNSpGpNDGY2zsymV3PrnX6cuzvg63idNsBDwNnuvia1+TKgE7Af0BK4ZB3n9zOzUjMrXbRoUe3vLM+8/Tacckp0oR82DDZQt4Dsuflm6Ncv1ml+7rmYQltEalTr5cfdu9e0z8w+M7M27r4wdeH/vIbjNgOeA65w9zfSXru8tLHCzAYBF60jjoHAQICSkpIaE1A+WrAAjj46uqM++6yuW1njDtdeG0vbnXhitOQ3bZp0VCI5L9OqpJFA+WKSfYGnqx5gZk2BEcCD7v54lX1tUvdGtE9MzzCevPPtt/DTn8LSpfFjVitGZok7XH55JIU+fWLWQSUFkTrJNDH0B3qY2Wyge+o5ZlZiZvemjjkFOAQ4q5puqY+Y2TRgGtAauCbDePJKWRmcempUIw0fDnvvnXREBWLNGvjtb6F/f/jVr2KiKdXNidRZRv9b3P1LoFs120uB81KPHwYeruH8wzP5+/nMPXodPfcc3HlnVH9LFqxeHRNLDRoEf/gD3HCDWvFF1pOmxEjILbfAHXfEtevXv046mgKxahWccUYkhSuvVFIQqSeVrxPw9NNw4YUxOd4//pF0NAVi+fLo1vXMM5EQLqqxH4OI1EKJoZE99VQsslNSAg89FKtHSoa++y6GiI8bF/VyKoKJZESXpUb04INw0knwwx/GdD2bbJJ0RAVg6VLo2TMWrXjgASUFkSxQYmgkt9wCffvGImHjxkHLlklHVAC+/BK6dYvps4cNiw9YRDKmxNDA3OGqq6IH0gknaABb1vz3v7GWwvTpUT930klJRyRSMNTG0IDWrImEcNttcPbZMHCgutNnxccfxzqnn34aKxgdXrS9nkUahC5TDWTVKjj33GhgvvDCmDFVPSezYM6cqD5auhReeAEOOCDpiEQKjhJDA1i+PHoejRwJ11wTMzMoKWTBzJlRUli5Mhqb99kn6YhECpISQ5Z9/TX07h1rwNxxB/zv/yYdUYGYOhWOOCLmO5o0CXbfPemIRAqWEkMWffFFTG3xn//Aww/D6acnHVGBeP31+GA33zzWZ95556QjEiloSgxZMn9+/KD98MPoJHPMMUlHVCAmTIilOLfdNvr5tmuXdEQiBU/dVbNg9mw46KBIDqNHKylkzXPPxXJ2HTpE9ZGSgkijUGLI0Ntvw8EHx6wML74IP/lJ0hEViMcfh+OPhz33jA92m22SjkikaCgxZODVVyMRNG0KL7+sTjJZ8+CD0a2ra9doU2jVKumIRIqKEkM9jR4NPXrA1lvDK69Ap05JR1Qg7rorprY4/HAYMyYanEWkUWWUGMyspZmNNbPZqfstajhuddrqbSPTtncwszfNbI6ZDUstA5rzhg2L9tBOnaKkoKrvLLnxxujf+9OfxvTZzZolHZFIUcq0xHApMN7dOwLjU8+r8727d0ndjk3bfj0wwN13Br4Czs0wngY3cCCcdhr86EcwcSJstVXSERWA8gml/vjHqEJ64gnYeOOkoxIpWpkmht7A4NTjwcBxdT3RzAw4HHi8Pucn4frr4Ze/jC71o0erliMr3OHii+Gvf40JpR55BDbcMOmoRIpapolha3dfmHr8X2DrGo7b2MxKzewNMyu/+LcClrh7Wer5fKBtTX/IzPqlXqN00aJFGYa9ftzhkkvg0kujtPDUU1pLISu+/jpmRb3xRjj/fLj3XmjSJOmoRIperQPczGwcUF1fwSvSn7i7m5nX8DLt3X2Bme0ITDCzacDS9QnU3QcCAwFKSkpq+jtZt3p1VHsPHBhrwNx+u1Zdy4oZM2Ie8g8+gH/+E37/e00oJZIjak0M7t69pn1m9pmZtXH3hWbWBvi8htdYkLqfa2YvAj8EngBamNkGqVLDdsCCeryHBrNyJfTpA8OHx0R411yja1dWDBkC550Hm20WI5sPOSTpiEQkTaa/fUcC5ctm9QWernqAmW1hZhulHrcGDgRmursDE4GT1nV+UpYti8nwhg+PteWvvVZJIWMrV8JvfxuTSO2zT0yMp6QgknMyTQz9gR5mNhvonnqOmZWY2b2pY3YDSs3sbSIR9Hf3mal9lwAXmtkcos3hvgzjyYolS2LeoxdeiGrviy5KOqICsGBBrLh2221RbTRhArRpk3RUIlKNjCbRc/cvgW7VbC8Fzks9fg3oXMP5c4GumcSQbZ99FmvLz5wZ4xW0YmQWTJwIp54a84YMGwannJJ0RCKyDmpGTTNvXkyGN3t2zN+mpJAhd/jHP2JxnZYtYfJkJQV8DMt0AAAMNElEQVSRPKBpt1Nmzozqo+++i9mdf/zjpCPKc0uXxriEESPg5JPhvvtg002TjkpE6kCJgfghe+SRMa5q0iToXG3Fl9TZ9OnRFXXuXLjpJvjd79RyL5JHir4qaeLEmK9ts81iMjwlhQw9+ijsvz988018uBqfIJJ3ijoxjBwZJYX27SMp7LRT0hHlsZUr4YIL4IwzYN99oyvqwQcnHZWI1EPRJoaHHorajr33hpdeipUjpZ7mz4+uqLffHiWE8ePVFVUkjxVlG8Ntt8U4q27dYt6j5s2TjiiPTZwYM6IuW6auqCIFoqhKDO5w9dWRFI47Dp59Vkmh3txjutnu3WOFNXVFFSkYRVNicIcLL4Sbb4azzoJ77oENiubdZ9nSpfEhPvWUuqKKFKCiKTGYQevW0XPyvvuUFOpt2jTYb79YYe2mm6L6SElBpKAU1eXx8svjXr0n6+mRR6Bfv+jbO3Gieh2JFKiiKTFAJAQlhXoo74p65pnqiipSBIoqMUg9zJ8PP/lJdEW98EJ1RRUpAkVVlSTracKEmBX1++9jYYqTT046IhFpBCoxyNrKu6L26BEt9v/+t5KCSBFRiUEqW7oU+vaFp59WV1SRIpVRicHMWprZWDObnbrfoppjDjOzt9Juy83suNS+B8zsw7R9XTKJRzI0bRqUlMTIP3VFFSlamVYlXQqMd/eOwPjU80rcfaK7d3H3LsDhwDLghbRD/li+393fyjAeqa9HHolZUb/9VrOiihS5TBNDb2Bw6vFg4Lhajj8JGOXuyzL8u5ItK1fC+edHV9SSEnVFFZGME8PW7r4w9fi/wNa1HH8qMKTKtmvN7B0zG2BmG9V0opn1M7NSMytdtGhRBiHL/5s/Hw45BO64Q11RReT/1ZoYzGycmU2v5tY7/Th3d8DX8TptgM7AmLTNlwGdgP2AlsAlNZ3v7gPdvcTdS7bccsvawpZ1WbYMbrwx5hyfMSO6ov7zn7GEnYgUvVp7Jbl795r2mdlnZtbG3RemLvyfr+OlTgFGuPuqtNcuL22sMLNBwEV1jFvq4/vv4e67oX9/+OyzWOT65ptht92SjkxEckimVUkjgb6px32Bp9dx7GlUqUZKJRPMzIj2iekZxiPVWb48FqHYaadoVN5jD3j5ZRgzRklBRNaSaWLoD/Qws9lA99RzzKzEzO4tP8jMdgC2B16qcv4jZjYNmAa0Bq7JMB5Jt2IF3HUX7LxzLELRsSO8+GK0JRx0UNLRiUiOymiAm7t/CXSrZnspcF7a83lA22qOOzyTvy81WLUKHngArrkGPv4YDjgABg+Gww9XF1QRqZWmxCgkZWUwaBDsumtMj92mTVQXvfJKrGOqpCAidaDEUAhWr4aHHor2gnPOgZYt4bnn4PXXo4FZCUFE1oMSQz5bvRqGDInG5J//HJo1izmOJk+Go45SQhCRelFiyEdr1sBjj8Fee8Hpp8f4gyeeiFHLxx6rhCAiGVFiyCfuMGIEdOkCp5wSz4cNg7ffhhNOgB/o6xSRzOlKkg/c4ZlnYlnNE06IbqiPPhqzoZ5yihKCiGSVrii5zB2efx66do0qoq+/hgcfjGksTjsNmjRJOkIRKUBKDLnIHV54AX78Yzj6aPjiC7j/fnjvPejTBzbQ+koi0nCUGHLNhAkx7XXPnrBwIQwcCLNmwdlnKyGISKNQYsgVkybBoYfGQLR58+DOO+H99+EXv4CmTZOOTkSKiBJD0l57Dbp3h5/8JEoGt94Kc+bAr38NG9W4PIWISINRYkjKm29Cr15w4IHRu+imm2DuXLjgAth446SjE5EipkrrxvDtt9GTaNq0uE2ZAq++Cq1bww03ROmgWbOkoxQRAZQYsqusDGbPrkgA5be5cyuOadYM9twTrrsu1lpu3jy5eEVEqqHEUB/u0WOoagKYOTMGn0EMOttllxiUdtZZMX1F586www4akCYiOS2jxGBmJwNXAbsBXVPrMFR3XC/gFqAJcK+7ly/o0wEYCrQCpgB93H1lJjFl3bffwvTpFRf/d96J+8WLK47Zdtu46HfrFvedO8dMp2orEJE8lGmJYTpwAnB3TQeYWRPgDqAHMB+YbGYj3X0mcD0wwN2Hmtm/gHOBuzKMqX7KyqJ7aNVSwIcfVhzTvHlUA514YkUC6NwZWrVKJGQRkYaQ6Qpu7wLYumfz7ArMcfe5qWOHAr3N7F3gcOD01HGDidJHwyYGd/j00+qrgVamCitNmkQ10H77wbnnViSA9u1VDSQiBa8x2hjaAp+kPZ8P7E9UHy1x97K07Wst/5lVv/oVDB8OX32VFl3buOj36FGRADp1UjWQiBStWhODmY0Dtqlm1xXu/nT2Q6oxjn5AP4B27drV70Xat4eTT65cDdSyZRajFBHJf7UmBnfvnuHfWABsn/Z8u9S2L4EWZrZBqtRQvr2mOAYCAwFKSkq8XpFcdlm9ThMRKSaNUWE+GehoZh3MrClwKjDS3R2YCJyUOq4v0GglEBERqV5GicHMjjez+cCPgefMbExq+7Zm9jxAqjRwPjAGeBcY7u4zUi9xCXChmc0h2hzuyyQeERHJnMUP9/xSUlLipaXVDpkQEZEamNkUdy+p7Tj1vRQRkUqUGEREpBIlBhERqUSJQUREKlFiEBGRSvKyV5KZLQI+aqQ/1xr4opH+VkPJ9/eQ7/FD/r+HfI8f8v89ZCP+9u6+ZW0H5WViaExmVlqX7l25LN/fQ77HD/n/HvI9fsj/99CY8asqSUREKlFiEBGRSpQYajcw6QCyIN/fQ77HD/n/HvI9fsj/99Bo8auNQUREKlGJQUREKimqxGBm95vZ52Y2vZp9fzAzN7PWqeedzOx1M1thZhet4zUfMLMPzeyt1K1LDr2HM8zsHTObZmavmdneNbxmBzN708zmmNmw1PTo+RR/Ln8HvVPv4S0zKzWzg2p4zX1T73OOmd1qtayXm4Pxv2hms9K+g60aKv71fQ9p2/czszIzO6nqOan9OfkdrEf82fsO3L1obsAhwD7A9CrbtyemBf8IaJ3athWwH3AtcNE6XvMB4KQcfQ8HAFukHh8JvFnDaw4HTk09/hfw6zyLP5e/g+ZUVNnuBbxXw2v+G/gRYMAo4Mg8i/9FoCQXv4PU9ibABOD5mv6t5Op3sB7xZ+07KKoSg7tPAhZXs2sAcDHgacd+7u6TgVWNFF6drOd7eM3dyxe4foNYJa+S1K+iw4HHU5sGA8dlM+Z02Y4/Cev5Hr711P9aoFn6vnJm1gbYzN3fSB37ILnzHdQafxLW5z2kXAA8AXxe3evl8neQss74s62oEkN1zKw3sMDd387gZa5NFbcHmNlG2Yqtrur4Hs4lfgVV1QpY4rGgEsB8oG2WQ1ynDOMvl7PfgcWCVu8BzwHnVHN6W+JzL5dT30Ed4i83KFWF8eeGrIapSU3vwczaAscDd63j9Jz9DuoYf7msfAdFnRjMbBPgcuAvGbzMZUAnotqpJbEqXaOpy3sws8OIC2ujxlYXWYo/p78Ddx/h7p2IX6B/a8zY6iJL8Z/h7p2Bg1O3Pg0Ra01qeQ83A5e4+5rGjGl9ZCn+rH0HRZ0YgJ2ADsDbZjaPqKqYambb1PUF3H2hhxXAIKBrg0Ras3W+BzPbC7gX6O3uX1Zz/pdACzPbIPV8O2BBg0ddIdP4c/47SItzErBj1UZF4vNOrybLqe+g3Drix90XpO6/AR4lt76DEmBoavtJwJ1mVrWaKJe/g7rEn9XvYIPaDylc7j6NaGQGIPXBl7h7nSeqMrM27r4wVWw7Dlirl0FDWtd7MLN2wJNAH3d/v4bz3cwmEv/ghgJ9gacbPPCKv59R/Klzcvk72Bn4IPU57wNsRCTj9PMXmtnXZvYj4E3g58Bt+RJ/6kdFi9TxGwLHAOMaK36o9f9yh7TtDwDPuvtTVc7P2e+AOsSf9e8gGy3Y+XIDhgALiQbl+cC5VfbPo6I3xjapY74GlqQeb5ba9zywberxBGAacTF6GGieQ+/hXuAr4K3UrTTtuPT3sCPRI2MO8BiwUZ7Fn8vfwSXAjFT8rwMHpR33VtrjklT8HwC3k+oJlA/xE43SU4B3UsfeAjTJle+gyvYHSOvVkw/fQV3iz/Z3oJHPIiJSSbG3MYiISBVKDCIiUokSg4iIVKLEICIilSgxiIhIJUoMIiJSiRKDiIhUosQgIiKV/B94vEuk+1sVVQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3Xd8VFX+//HXhwQQK12pgoo0UcEIKKIIioAKWBdYFRXFVVn96X5RsTdYLKu4igUbWBawLlhYRARdO8GlK4LYQFwQsCsKnN8fn8lmEgIJzCR3yvv5eNxHZu69M/OZDMwn95zPOcdCCIiIiBSoFHUAIiKSWpQYRESkCCUGEREpQolBRESKUGIQEZEilBhERKQIJQYRESlCiUFERIpQYhARkSJyow5ge9SuXTs0adIk6jBERNLK7Nmzvwkh1CntvLRMDE2aNCE/Pz/qMERE0oqZfV6W89SUJCIiRSgxiIhIEUoMIiJShBKDiIgUocQgIiJFJCUxmNkjZrbKzBZs4biZ2d/NbKmZzTOzdnHHBprZktg2MBnxiIjI9kvWFcNYoMdWjvcEmsW2wcB9AGZWE7gO6AC0B64zsxpJiklERLZDUsYxhBDeMLMmWzmlD/BY8HVE3zWz6mZWD+gCTAshrAUws2l4ghmfjLg28/jj8M030KYN7L8/1K1bLi8jIpLOKmqAWwPgy7j7y2P7trR/M2Y2GL/aoHHjxtsXxVNPwYsvFt6vW9eTRPzWujXsuOP2Pb+ISAZIm5HPIYQxwBiAvLy8sF1P8sILsGoVzJ9fdBszBn7+2c8xg733LkwU++/vP/feG3JykvV2RERSVkUlhhVAo7j7DWP7VuDNSfH7Z5ZrJHXrQrduvhXYuBE+/RTmzSuaMCZNgk2b/Jxq1aBVq82vMHbf3ZOJiEiGqKjEMBkYYmYT8I7m70IIK81sKjAirsO5OzCsgmIqlJMD++zj24knFu7/5RdYtKgwUcybB1OmwNixhefUrl14VRHfHLXTThX+NkREkiEpicHMxuN/+dc2s+V4pVFlgBDC/cDLQC9gKfAzcFbs2FozuwmYFXuqGws6olNCtWpw0EG+xVu9evPmqAcfLNoctddemzdH7bOPmqNEJOWZFwqll7y8vJBys6tu2lRyc9SSJYXNUTvsUNgc1bcv9OmjZigRqTBmNjuEkFfqeUoM5eyXX+DDD4smi//8x6862raFG26A445TghCRclfWxJA2VUlpq1o1aNfOtwIbNsA//uFJoXdvyMuDG2+EHj2UIEQkcporKQq5uXDGGfDRR/Dwwz7orlcvOPRQmDYN0vAqTkQyhxJDlCpXhrPPhsWL4YEHYMUK6N4dDj8cZsyIOjoRyVJKDKmgShUYPNg7qkePhmXLoGtXOPJIeOONqKMTkSyjxJBKqlaFCy6ATz6Bu+7ypqYjjoCjj4a33446OhHJEkoMqWiHHeCii/zK4Y47vAS2UyfvnH7vvaijE5EMp8SQyqpVg0su8QRx662Qnw8dO3p56+zZUUcnIhlKiSEd7LQTDB3qA+hGjPBmpbw8HyQ3Z07U0YlIhlFiSCe77ALDhsFnn/m4h5kzfZDcySfDghIXzxMR2WZKDOlo113hmms8QVx7Lbzyis/H1K+fj7IWEUmAEkM6q17dR09/9plfSbz4os/setpp8PHHUUcnImlKiSET1KwJw4d7grjsMnj+eWjZEs4800tfRUS2gRJDJqldG0aO9E7qSy6BiROheXM45xxPGiIiZaDEkInq1oXbb/cy1yFD4IknoFkz+NOf4Isvoo5ORFJcUhKDmfUws8VmttTMrijh+J1mNie2fWxm38Yd2xh3bHIy4pGYevVg1ChvTjrvPHj0UU8QF17o8zKJiJQg4cRgZjnAaKAn0Arob2at4s8JIVwSQjgwhHAgcDfwXNzhXwqOhRB6JxqPlKBBA7jnHp+L6ayzYMwY2HtvuPhiWLMm6uhEJMUk44qhPbA0hLAshPAbMAHos5Xz+wPjk/C6sq0aN4b77/cEcdppPmHfQQf5iGoRkZhkJIYGwJdx95fH9m3GzPYEmgKvxe3ewczyzexdM+ubhHikNE2awEMPwTvv+LKjnTr5fRERKr7zuR/wTAhhY9y+PWNLzQ0ARpnZ3iU90MwGxxJI/urVqysi1sx38MHwwQc+g+u558KgQb4UqYhktWQkhhVAo7j7DWP7StKPYs1IIYQVsZ/LgJlA25IeGEIYE0LICyHk1alTJ9GYpUDt2jBlClx9NTzyiF89LFsWdVQiEqFkJIZZQDMza2pmVfAv/82qi8ysBVADeCduXw0zqxq7XRvoBCxKQkyyLXJy4Kab4IUXfAzEQQfByy9HHZWIRCThxBBC2AAMAaYCHwJPhRAWmtmNZhZfZdQPmBBCkQWNWwL5ZjYXmAGMDCEoMUSlYDrvPfeEY4+F666DjRtLf5yIZBQLabjwfF5eXshXJU35+eUXX0lu7Fg45hh48kmoVSvqqEQkQWY2O9anu1Ua+Sybq1bN+xseeABmzIB27VTSKpJFlBikZGYweDC8+abf79QJHnwQ0vAKU0S2jRKDbN3BB3u/Q5cunihU0iqS8ZQYpHS1a3uV0jXX+HxLKmkVyWhKDFI2OTm+nOiLLxaWtL70UtRRiUg5UGKQbXPssd601KSJl7dee61KWkUyjBKDbLu99oK33/YV4m66CXr10iytIhlEiUG2T0FJ65gxMHOmSlpFMogSg2w/M5987623/L5KWkUyghKDJC4vTyWtIhlEiUGSo3hJ66GHqqRVJE0pMUjyxJe0fvaZSlpF0pQSgySfSlpF0poSg5SPgpLWs85SSatImlFikPJTrRo8/HDRktZZs6KOSkRKocQg5Su+pNUMDjvME4VKWkVSVlISg5n1MLPFZrbUzK4o4fiZZrbazObEtnPijg00syWxbWAy4pEUVFDSeuSRcN55cPbZKmkVSVEJJwYzywFGAz2BVkB/M2tVwqkTQwgHxraHYo+tCVwHdADaA9eZWY1EY5IUVauWVylde62vDqeSVpGUlIwrhvbA0hDCshDCb8AEoE8ZH3sMMC2EsDaEsA6YBvRIQkySqnJy4IYbPEGopFUkJSUjMTQAvoy7vzy2r7iTzGyemT1jZo228bGSaXr1gg8+gKZNvaT1nnuijkhEYiqq8/kFoEkIYX/8qmDctj6BmQ02s3wzy1+9enXSA5QING3qndJ9+sCf/wwjR0YdkYiQnMSwAmgUd79hbN//hBDWhBDWx+4+BBxU1sfGPceYEEJeCCGvTp06SQhbUkK1avD009C/PwwbBldfrYolkYjlJuE5ZgHNzKwp/qXeDxgQf4KZ1QshrIzd7Q18GLs9FRgR1+HcHRiWhJgknVSuDI8/DjvtBMOHw08/wR13eHmriFS4hBNDCGGDmQ3Bv+RzgEdCCAvN7EYgP4QwGbjIzHoDG4C1wJmxx641s5vw5AJwYwhhbaIxbcmqVbDrrrDDDuX1CrLdcnJ8fMNOO8GoUfDjj3D//b5fRCqUhTS8bM/Lywv527EozLHHwscfw733wtFHl0NgkrgQfIbW4cNhwAAYNw5yk3FhKyJmNjuEkFfaeVk18vnSS711ont3/875+uuoI5LNmMHNN8OIEfCPf8App8D69aU/TkSSJqsSQ7duMG+el9E/9xw0bw6jR2viz5Q0bBjcdRf8859etfTzz1FHJJI1sioxgPcvXHstzJ8PHTrAkCHQsaOX1EuKuegin4TvlVegZ0/4/vuoIxLJClmXGAo0awZTp8L48bB8ORx8MFx8sb57Us7ZZ3uT0ltvecfQ2nKrTRCRmKxNDODN2f36wYcfwvnnw913Q4sWXlafhn3ymatfP3j2WZgzxyfhW7Uq6ohEMlpWJ4YC1av7jAzvvQd77AGnnuozNnzySdSRyf/06eNLhi5ZAocf7pd5IlIulBjiHHwwvP++93m+9Rbst59XTaooJkUcfbS3/331FXTurJlZRcqJEkMxubne5/nhh3D88T5Dw4EH+gJkkgI6d4bp070z6PDD4aOPoo5IJOMoMWxBgwbw1FPw8st+xXDkkXDGGWreTgkHH+yZ+vffPTnMnRt1RCIZRYmhFD17wsKFcNVVMGGCd04/+CBs2hR1ZFmuTRv497+halXo0sU7iEQkKZQYyqBaNR+MO3cuHHAADB7sSxfPmxd1ZFlu3309OdSsCUcdBa+/HnVEIhlBiWEbtGwJr70Gjz0GS5dCu3YwdKjP9yYRadLEk0OjRtCjB/zrX1FHJJL2lBi2kRmcfrr3eZ59Ntx+O7RqBZMmRR1ZFqtf368WWrSA3r3h+eejjkgkrSkxbKeaNX2W6Lfe8nEQffv6d9Lnn0cdWZaqUwdmzPA1pE85BZ58MuqIRNKWEkOCDj0UZs+G227zKspWreDWW71gRipY9eo+r1Lnzn5Z9+CDUUckkpaUGJKgcmX4v//zsQ/du8Pll3v/w5tvRh1ZFtplF68x7tHDqwRGjYo6IpG0k5TEYGY9zGyxmS01sytKOH6pmS0ys3lmNt3M9ow7ttHM5sS2ycmIJyqNG3vz9qRJPv6qc2c45xxYsybqyLJMtWo+XfdJJ8Ell3hJmSa/EimzhBODmeUAo4GeQCugv5m1Knbaf4C8EML+wDPArXHHfgkhHBjbeicaTyro3RsWLYLLLvMFyJo3h7Fj9d1UoapU8YEnp53mK8ING6YPQKSMknHF0B5YGkJYFkL4DZgA9Ik/IYQwI4RQsNLKu0DDJLxuSttpJ7jlFl/noUULOOssH4e1aFHUkWWR3FzPzOed5x/GRRdpZKJIGSQjMTQAvoy7vzy2b0sGAVPi7u9gZvlm9q6Z9d3Sg8xscOy8/NWrVycWcQVq0wbeeAMeeggWLPABcsOGaUGyClOpEtx3n6/res893ranJftEtqpCO5/N7DQgD7gtbveescWpBwCjzGzvkh4bQhgTQsgLIeTVqVOnAqJNnkqVYNAgH/tw2mkwcqQnjOnTo44sS5j5gJPrroNHH4U//lFlYyJbkYzEsAJoFHe/YWxfEWZ2FHAV0DuE8L+JrEMIK2I/lwEzgbZJiCkl1anj30szZkBOjs/icPbZsG5d1JFlATO4/nqvJZ440Tumf/016qhEUlIyEsMsoJmZNTWzKkA/oEh1kZm1BR7Ak8KquP01zKxq7HZtoBOQ8a3wXbr4vEtXXOHTa7RsCc88o77RCjF0KIweDS+8AMcdBz/9FHVEIikn4cQQQtgADAGmAh8CT4UQFprZjWZWUGV0G7Az8HSxstSWQL6ZzQVmACNDCBmfGMArKv/6V5g1y6f4PuUUOPFEX4NGytkFF3iZ2IwZcMwx8N13UUckklIspOGfqXl5eSE/Pz/qMJJmwwa44w5vAq9a1UdRDxrkfRNSjp5+GgYM8IqAqVOhVq2oIxIpV2Y2O9anu1X66kkBubk+5mHePGjb1gfsduvmM7hKOTrlFB8It2CBt+99/XXUEYmkBCWGFNKsmU/rPWYM/Oc/Xrl0661+RSHl5NhjfQqNTz/11eBWbFY3IZJ1lBhSjBmce64PhOvZ0+ddat/eE4WUk65dffK9lSv99sqVUUckEiklhhRVvz4895xXK331lS9zfMUV8MsvUUeWoQ49FKZM8SuGrl3VrCRZTYkhxZ10ks/aOnCgz+pwwAFawbLcHHaYNyt98YV38qxaVfpjRDKQEkMaqFEDHn4YXn3VZ3Po0sWn/1GVZTk4/HB46SXvc+jWDb75JuqIRCqcEkMa6dYN5s/3tR8eekhLipabLl18ANzSpT48XfOmS5ZRYkgzO+7o4xzeew9q1/YlRU85RU3iSdetm2fdjz6Co4/WvCWSVZQY0lReHuTnw/Dh/sdtq1Y+D1MajldMXd27+8pLCxd6cvj226gjEqkQSgxprHJluPJKn3epdWufkK97d1i2LOrIMkjPnvDssz76UNNnSJZQYsgAzZt7pdK993oTU5s2PsWGlh1IkuOO8+kzPvjA15L+/vuoIxIpV0oMGaJSJTj/fG/16NoV/vIXOOQQ/0NXkqBPH5+ue9Ys6NULfvwx6ohEyo0SQ4Zp1AgmT4bx4+Gzz+Cgg3zJ4/XrS32olObEE/0X++67PpWGpuyWDKXEkIHMoF8/Hxg3YADcfDMceCC89VbUkWWAU06BJ56AN9/0Jiat0SoZSIkhg9WqBePGwb/+5VNpHHYYXHihmsgT1q+fr7D0+uvQu7fmKZGMk5TEYGY9zGyxmS01sytKOF7VzCbGjr9nZk3ijg2L7V9sZsckIx4p6phjfGbpiy+G++7zCqaXXoo6qjT3xz/6Yj+vveaDSbRMqGSQhBODmeUAo4GeQCugv5m1KnbaIGBdCGEf4E7glthjW+FLgbYGegD3xp5PkmznnWHUKHj7bdhtN28FGTBAA+MScsYZPlfJK694/4M6ciRDJOOKoT2wNISwLITwGzAB6FPsnD7AuNjtZ4BuZmax/RNCCOtDCJ8CS2PPJ+WkY0evurz+ep+5tVkzX2JUf/Bup7PO8gU0pkyBk09WcpCMkIzE0AD4Mu7+8ti+Es+JrRH9HVCrjI+VJKtSxZcRXbjQZ3648kpo0cKrMTVyejuce6630b34IvzhD/Dbb1FHJJKQtOl8NrPBZpZvZvmrV6+OOpyM0KyZr2w5fTpUr+59qocdBu+/H3VkaehPf4J77vH5lfr3h99/jzoike2WjMSwAmgUd79hbF+J55hZLrAbsKaMjwUghDAmhJAXQsirU6dOEsKWAl27wuzZPmPrJ59Ahw5w2mnw5ZelP1biXHihd+Q895x3TmtNVklTyUgMs4BmZtbUzKrgncmTi50zGRgYu30y8FoIIcT294tVLTUFmgH6ezUCOTkwaBAsWeJNS88841NtXHutBvluk4svhr/9zafQOP10JQdJSwknhlifwRBgKvAh8FQIYaGZ3WhmvWOnPQzUMrOlwKXAFbHHLgSeAhYB/wIuDCFohp8I7bKLz9i6eLHPAnHTTbDvvl6ZuWlT1NGliUsv9eX2JkyAM8/UpFWSdiykYW9jXl5eyM/PjzqMrPDOO3DJJT45X7t2cOedvsiZlMGIEXDVVV7W+sgjflkmEiEzmx1CyCvtvLTpfJZoHHKIj3148klYvRqOOMLXof7kk6gjSwNXXgk33uijpAcP1iWXpA0lBilVpUo+GO6jj7xpaepUXxho6FAtT1Cqa67xjppHHvHKJSUHSQNKDFJmO+4IV18NH3/sRTd/+xvss4+X8KuPdSuuv96vHh58EIYM0WARSXlKDLLN6tf3P4Dz833epQsu8Nlbp06NOrIUZeZT3F52mWfRiy5ScpCUpsQg261dO5gxw8v2f/3VFzfr1cun+5ZizGDkSK9Yuuce79FXcpAUpcQgCTGDE07w6TVuv907qtu08RaTb76JOroUY+a/pIsvhrvu8k4aJQdJQUoMkhRVq/pyokuWwHnnwf33e//DHXdo6qAizLzm98ILvZNm2DAlB0k5SgySVHXqwOjRvtb0IYd4smjd2udk0vdfjBncfbdXKd1yi1cu6ZcjKUSJQcpFq1Y+E/WUKT6b6wkn+JxMc+ZEHVmKMPMMes45PtT8hhuijkjkf5QYpFz16AFz5/p34Pz53mE9aBCsXBl1ZCmgUiV44AFf0+GGG3yQiEgKUGKQcpeb6yWtS5d6Uc7jj/uU38OHa7lkKlXy8Q1nnOED4f7616gjElFikIpTvboX5SxaBN27+2C5Fi3giSfghx+iji5COTk+MGTAAB8Id+utUUckWS436gAk++yzj499mDnTryBOP92b3Fu1gvbtfevQAfbbDypXjjraCpKTA+PG+ZQZl1/uA0OuucZ/MSIVTIlBItOlC8ya5SvIvfOOrxz3wgvw6KN+fIcdvE+iQ4fChNG0aQZ/V+bmejtb1aq+9uqPP3rVUsa+YUlVmnZbUkoI8OmnniQKttmz/Q9ogNq1C5NEwVarVrQxJ92mTfDnP8O993rnzN13e1+ESILKOu22rhgkpZjBXnv51q+f7/v9d1iwwJPEe+/5zylTCkv/9967sPmpfXuft6latejeQ8IqVfJpM3baCW67DX76ydddzdV/V6kYCf1LM7OawESgCfAZcGoIYV2xcw4E7gN2BTYCw0MIE2PHxgJHAAWTN58ZQlCluxRRuTK0bevbeef5vh9+8CuJgkTx73/D+PF+LDcXDjigaH9F8+Zp9ke3mTcj7bKLVyv9/LP30lepEnVkkgUSakoys1uBtSGEkWZ2BVAjhHB5sXP2BUIIYYmZ1QdmAy1DCN/GEsOLIYRntuV11ZQkJfnqq6JNULNmwfff+7Fdd4W8vKL9FfXrRxtvmd1xhw8hP/ZYX4x7hx2ijkjSVFmbkhJNDIuBLiGElWZWD5gZQmheymPmAifHEsVYlBiknGza5GtXxzdBzZ1buHZEgwZFE0XbtrDbbina1/vAA3D++XDkkTBpEuy8c9QRSRqqqMTwbQiheuy2AesK7m/h/PbAOKB1CGFTLDEcAqwHpgNXhBDWl/a6SgyyvX791aflKEgU77/vA+8KVK7sndm1a/vP4rdLOla9egU1Uz3xBAwcCB07wksv+QuLbIOkJQYzexXYo4RDVwHj4hOBma0LIdTYwvPUA2YCA0MI78bt+xqoAowBPgkh3LiFxw8GBgM0btz4oM8//3zr70ykjNas8WanBQt8qvA1a3yLv71mzZZXqatUCWrU2LZkUrPmdo7RePZZ6N/fB3m88oo/mUgZpVRTkpntiieFEVtqNjKzLsD/hRCOK+11dcUgFS0E768oKWFsKZl8801hmW1Jdt215GTSoIF/77dp47c3a9qaMgVOPNFLt159FerVK9f3LpmjospVJwMDgZGxn5NKCKQK8DzwWPGkYGb1YknFgL7AggTjESkXZt7/sNtu/n1cVj//XLYE8s033h+yZk1hhzn4lch++8H++3uiaNMG9uvUk12nTIHjjoPOnX2E4J57Jv9NS9ZK9IqhFvAU0Bj4HC9XXWtmecCfQgjnmNlpwKPAwriHnhlCmGNmrwF1AAPmxB7zY2mvqysGyWRr13qz1vz5vs2b5/fj55Pac0/Yv9Fa2sx6lDY7L6PNY5ex79F7Zs8UIrJdKqQpKSpKDJJtQoDPPy9MFgUJY/HiwMaN3tZUpfImWraq9L8ri4KtxOYoyUpKDCJZYP16+OjlZcw/6w7mr9+X+e0GMu/z3VixovCcGjXYLFnst5/3cUh2UWIQySaffALdusG6dfDyy6xr1anI1UXBFt8c1aTJ5glj332zaEbbLKTEIJJtvvwSjjoKli+HyZM9UcQpqTlq/nz46CPYuNHPqVIFWrb0JHHIIXD88dCoUQTvRcqFEoNINvrvf+Hoo+Hjj+Hpp/2bvRTr13tyKN5/UdAc1a4d9O7t24EHqr8inSkxiGSrtWt9se3//AeefBJOPXWbnyIEL5+dPNln4HjnHd/XqFFhkujSRXP6pRslBpFs9v33Pune22/Dww/DmWcm9HSrVvksHJMn+4Drn3/2iV979IA+faBnTx/NLalNiUEk2/30E5xwAkyb5us7XHhhUp72l198TN3kyb7i3tdf+8qknTv7lUSfPts2CFAqjhKDiHgHwh/+4O1Bt9wCl12W1KfftMnnmZo82bcFsbkLWrcubHJq3z7N1sLIYEoMIuJ+/91nZR0/Hq65Bm64odx6kJct86uISZPgjTe82mn33b0PvHdvL5pK69X10pwSg4gU2rjRl797+GG45BL429/Kvbxo3Tqf72/yZP/5/feeFLp39yRx7LGeNKTiaM1nESmUkwNjxvg60nfe6f0P991Xrm08NWrAgAG+/fYbvP56YZPTpEmelzp29D6J3r2hRQuVwqYKXTGIZJMQ4OqrYcQIOO00ePRRXyS7gkOYN68wQcye7fv32aew8/rQQys8rKygpiQR2bIRI+Cqq7xqafx4qFo1slCWL4cXX/Qk8dprfnVRs6Y3NfXuDb16wY47RhZeRlFiEJGt+/vf4eKLfTDCc8+lRK/wDz/4OInJkz1ZrF3rTVJnnQUXXAB77x11hOmtrIlBRWQi2eqii+Chh2DqVB+hFj/DXkR22QVOOgnGjfPZPaZP9xk+/v53aNbMrx5eesnLZKX8KDGIZLNBg3zajDff9G/gdeuijuh/cnOha1eYONEn/7v2Wpgzxxeua9YMbr/drygk+RJKDGZW08ymmdmS2M8aWzhvo5nNiW2T4/Y3NbP3zGypmU2MLQMqIhWpf3949lmfW+nII33+ixRTvz5cf70niIkTffGhoUP956BB8MEHUUeYWRK9YrgCmB5CaAZMj90vyS8hhANjW++4/bcAd4YQ9gHWAYMSjEdEtkefPj4y7eOP4YgjKLLSTwqpXNnnBHzjDZg7F844AyZMgIMO8kqmJ5/0wd6SmEQTQx9gXOz2OKBvWR9oZgZ0BZ7ZnseLSJJ17+79DStW+MRHn34adURbtf/+8MADHu6oUfDNN16B27ixV+R++WXUEaavRBPD7iGElbHbXwNbGse4g5nlm9m7Zlbw5V8L+DaEsCF2fznQYEsvZGaDY8+Rv3r16gTDFpESde7sPb7ffuuTHE2fHnVEpape3YurPvrI81qHDl6N27Spd2TPmOFjJ6TsSk0MZvaqmS0oYesTf17wutct/fr3jJVIDQBGmdk2F52FEMaEEPJCCHl16tTZ1oeLSFkdfLAvwFC3rl9F/PWvaVEGVKmShzt5sq90+pe/+Gjrrl19jevRo1Oi8CotlJoYQghHhRD2K2GbBPzXzOoBxH6W2GsVQlgR+7kMmAm0BdYA1c2sYHxjQyA1GzZFsk3z5vDee96gf+WVPhDu22+jjqrMmjb1yWS//BLGjvUBckOGeGf1kCHw4YdRR5jaEm1KmgwMjN0eCEwqfoKZ1TCzqrHbtYFOwKLYFcYM4OStPV5EIrLzzvCPf8Bdd8HLL0Nens9lkUaqVfOJZWfN8jzXty88+CC0auVLYj//PGzYUPrzZJtEE8NI4GgzWwIcFbuPmeWZ2UOxc1oC+WY2F08EI0MIi2LHLgcuNbOleJ/DwwnGIyLJZOYD4WbO9BV6OnaExx+POqrt0r49PPaYT8ExYgQsXQonnuiLCo0YkZJzq1uYAAANh0lEQVRVupHRlBgiUjb//a8v+vP663D++T5La4RzLCVqwwafdmP0aHj1VV+/+pRTvKmpQ4fMnOlVU2KISHLtvrt/gw4d6lN2H3FEWteE5uZ609K0ad7ncN55PpTjkEO81ezRR/0iKRspMYhI2eXmwq23wjPPwKJF0K6dJ4s016KFz8e0YoXnvPXr4eyzoWFDXw01xYd0JJ0Sg4hsu5NO8h7dunXhmGO8kT4NSlpLs/PO8Kc/wfz53q3StSvccYfP6nrMMT4dx6+/Rh1l+VNiEJHtU1DS+oc/FK7tkEYlrVtj5i1lTz/t8zNddx0sXgz9+vm8TX/+s08tlamUGERk++28s09QlMYlraVp0MATw7Jl3h/Ro4eXvLZrB23bwt13w5o1UUeZXEoMIpKYkkpaH3ss6qiSrlIlOOooH9qxcqVXM+Xk+FuvX9+vJl55BTZujDrSxCkxiEhydOrk81+3b++jyi64IGOnOq1Rw99efr6vEXH++X41ccwxPur62mv9CiNdKTGISPIUL2k9/HD44ouooypXBxzgs7t+9RU89RS0bg033+wd1l27whNPwM8/Rx3ltlFiEJHkKihpffZZHyCQISWtpala1QfITZniHdY33+w/Tz8d6tXzaqf330+PmV6VGESkfJx4ope07rFHRpW0lkWjRl6otWSJd7307evdLh06QJs2XgKbyqsHKDGISPlp3hzefbewpLVv34wpaS2LSpW87HXcOO+wHjPGC7n+8hfvsD7pJHjppdSbyE+JQUTKV3xJ65QpXtI6d27UUVW43XaDc8/1PLlggS8u9O9/w3HH+apzw4b5yqqpQIlBRMpflpS0llXr1nD77T4Fx/PPe6687Ta/wOrc2edp+vHH6OJTYhCRilNQ0tqxo5e0nn9+xpa0lkXlyt66Nnmyz0d4yy0+/ffZZ3vXzKBB8PbbFd9hrcQgIhVr99296H/oULj//qwoaS2LevV8wr6PPoI33/RumYkTPZe2bOmFXitXVkwsSgwiUvFKKmmdNi3qqFKCmSeDhx+Gr7+GRx6BOnXg8su92qkilqJJKDGYWU0zm2ZmS2I/a5RwzpFmNidu+9XM+saOjTWzT+OOHZhIPCKSZoqXtA4fnjUlrWWx885w1lneSb14sY+obtu2/F83oRXczOxWYG0IYaSZXQHUCCFcvpXzawJLgYYhhJ/NbCzwYgjhmW15Xa3gJpJhfvwRBg+G8ePh+OO9Y7p69aijyjgVtYJbH2Bc7PY4oG8p558MTAkhpNkAcREpVwUlrX//u5e0HnSQT0IkkUg0MeweQijoDvka2L2U8/sB44vtG25m88zsTjPb4gKyZjbYzPLNLH91Kg8ZFJHtY+YLHbz+uq+Gc8ghPjJMKlypicHMXjWzBSVsfeLPC94mtcV2KTOrB7QBpsbtHga0AA4GagJbbIYKIYwJIeSFEPLq1KlTWtgikq4OPbSwpPXMM30BoAxb4yHVlZoYQghHhRD2K2GbBPw39oVf8MW/aitPdSrwfAjh97jnXhnceuBRoH1ib0dEMkJBSevNN8Nrr/kUpqeeCgsXRh1ZVki0KWkyMDB2eyAwaSvn9qdYM1JcUjG8f2JBgvGISKbIzfX5lT77DK6+2vse2rSBAQO82F/KTaKJYSRwtJktAY6K3cfM8szsoYKTzKwJ0Ah4vdjjnzSz+cB8oDZwc4LxiEimqVEDbrrJE8Tll/sw4datfT7rJUuiji4jJVSuGhWVq4pksVWrfGKh0aPht9/gjDP8imKvvaKOLOVVVLmqiEjFqlvXE8OyZT4x3/jxPvvcuef6yjiSMCUGEUlPe+zhK9588olPxvfYY9Csmd/+8suoo0trSgwikt7q1/eBcZ98Auec45MM7bOPj4n46quoo0tLSgwikhkaNoR77/UO6YEDfebWvfeGSy7x2eikzJQYRCSz7Lmnr6G5eDH07w933+0d00OHpvZCyylEiUFEMtNee/mc1R9+CCef7P0RTZv6Gppr1kQdXUpTYhCRzNasmXdML1oEffr4MmlNmsA118C6dVFHl5KUGEQkOzRv7jO4LlgAvXr5dBtNmsANN8B330UdXUpRYhCR7NKqla+ZOXcuHHUUXH+9J4jhw+GHH6KOLiUoMYhIdtp/f19a9IMPfN3pq6/2BDFypC8clMWUGEQku7VtC5Mm+RKjHTt653TTpnD77fBzdq4ppsQgIgKQlwcvvQTvvAPt2nl56157wahR8MsvUUdXoZQYRETidewIU6fCm2/Cfvv5ALm99vLpvkeO9OTxxReQhhOQllVu1AGIiKSkTp3g1Vd9qdFRo+Ctt3zCvgK77eaJo02bolv16tHFnCSadltEpKy++87LXefP9+VG58/3Lb7ctVGjzZNFixZQpUp0cceUddrthK4YzOwU4HqgJdA+hFDit7WZ9QDuAnKAh0IIBQv6NAUmALWA2cDpIYTfEolJRKTc7LabX0l06lS4LwRYvrwwSRRs06bB77GVjHNzfRxFfLLYf39o3BjMonkvW5HQFYOZtQQ2AQ8A/1dSYjCzHOBj4GhgOTAL6B9CWGRmTwHPhRAmmNn9wNwQwn2lva6uGEQk5f3+O3z8cdEri/nzi64ZseuuJTdH1ahRLiGV9YohKU1JZjaTLSeGQ4DrQwjHxO4Pix0aCawG9gghbCh+3tYoMYhI2vr++8LmqPgmqW+/LTynQQO/oijeHFW1akIvXSFNSWXUAIhfNWM50AFvPvo2hLAhbn+DCohHRCQ6u+4Khx7qW4EQYMWKzZujpk/35UvBm6P23dcH5bVoUa4hlpoYzOxVYI8SDl0VQpiU/JC2GMdgYDBA48aNK+plRUTKn5mvJ9GwIfTsWbj/9999fYn45qjddy/3cEpNDCGEoxJ8jRVAo7j7DWP71gDVzSw3dtVQsH9LcYwBxoA3JSUYk4hI6qtc2ed2atUK+vWrsJetiAFus4BmZtbUzKoA/YDJwTs3ZgAnx84bCFTYFYiIiJQsocRgZieY2XLgEOAlM5sa21/fzF4GiF0NDAGmAh8CT4UQFsae4nLgUjNbivc5PJxIPCIikjgNcBMRyRJlrUrSXEkiIlKEEoOIiBShxCAiIkUoMYiISBFKDCIiUkRaViWZ2Wrg81JP3Fxt4Jskh1OR0j1+SP/3kO7xQ/q/B8W//fYMIdQp7aS0TAzby8zyy1KqlarSPX5I//eQ7vFD+r8HxV/+1JQkIiJFKDGIiEgR2ZYYxkQdQILSPX5I//eQ7vFD+r8HxV/OsqqPQURESpdtVwwiIlKKtE0MZvaIma0yswUlHPuLmQUzq11s/8FmtsHMTi7+mNjxmWa22MzmxLa6qRC/mXUxs+/i4rp2C8/Z1MzeM7OlZjYxNs15OsU/1sw+jTvvwPKKf1vfQ9z7mGNmC83s9S08Z0p+BtsQf8p+BmY2NC6uBWa20cxqlvC4lPwMtiH+Cv0MShRCSMsNOBxoBywotr8RPsX350DtuP05wGvAy8DJW3jOmUBeqsUPdAFeLMNzPgX0i92+Hzg/zeIfu6XPJgXeQ3VgEdA4dr9umn0GZY0/ZT+DYsePB15Lp89gG+Kv0M+gpC1trxhCCG8Aa0s4dCdwGVC88+TPwLPAqnIOrUy2I/6tMjMDugLPxHaNA/omEuPWJDv+KGzjexgAPBdC+CL22M3+HaX4Z1Bq/FFI4N9Rf2B88Z0p/hnEKzH+VJG2iaEkZtYHWBFCmFtsfwPgBOC+MjzNo7HLt2ti/8gqzJbijznEzOaa2RQza13C8VrAt8EXRgJYDjQor1hLkmD8BYab2Twzu9PMqpZTqFu0lfewL1Aj1tw428zOKOHhqfwZlCX+Aqn6GRQc3xHogf+hV1wqfwYFx7cWf4FIP4NS13xOF7Ff9pVA9xIOjwIuDyFsKuW7/o8hhBVmtgv+oZ0OPJb0YEtQSvwf4EPZfzSzXsA/gWYVEVdZJSn+YcDXQBW8pO9y4MbyiXhzpbyHXOAgoBtQDXjHzN4NIXxcUfGVJknxp/JnUOB44K0QQkl/qUcqSfFH+hlAZl0x7A00Beaa2WdAQ+ADM9sDyAMmxPafDNxrZptdXoYQVsR+/gD8A2hfMaEDW4k/hPB9COHHWGwvA5WtWMc6sAaobmYFyb4hsKJiQgcSj58Qwsrg1gOPUrG/f9j6v6HlwNQQwk8hhG+AN4ADij0+ZT8DyhZ/qn8GBfqx5WaYVP4MCmwt/lT4DDInMYQQ5ocQ6oYQmoQQmuD/EdqFEL4OITSN2/8McEEI4Z/xjzez3LjqgcrAccBmlQZRxG9mexQ0a5lZe/xzW1Ps8QGYgSc+gIHApHSJP3asXuyn4e3CFfb7h62/B/x3eVjs38mOQAd8DfP4x6fsZ1CW+CHlPwPMbDfgCLbwe03xz6DU+GPnRPoZAGldlTQeWAn8jv/yBxU7/hklVwOMJa7HH5gT+7kTMBuYBywE7gJyUiF+YEgsprnAu8Chcee9DNSP3d4LeB9YCjwNVE2z+F8D5uP/EZ4Adk6lf0PAULyyZwHw/9LpM9iG+FP9MzgTmFDC86TLZ1CW+Cv0Myhp08hnEREpImOakkREJDmUGEREpAglBhERKUKJQUREilBiEBGRIpQYRESkCCUGEREpQolBRESK+P/bHIRto0NjWQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XmcjXX/x/HXd2aMJWsMt+xZskRiUggR2SpRQmroViJZ0kKr0q49a26hpGhTQllKIWXLkjWK7shtKfWjpPD9/fE5MhgMc86cc+a8n4/Hecyc61zn+n6OYz7XdX1X571HRERiS1y4AxARkcyn5C8iEoOU/EVEYpCSv4hIDFLyFxGJQUr+IiIxSMlfRCQGKfmLiMQgJX8RkRiUEO4AjqdQoUK+dOnS4Q5DRCSqLFmyZKf3Pulk+0Vs8i9dujSLFy8OdxgiIlHFOfdDevZTtY+ISAxS8hcRiUFK/iIiMUjJX0QkBin5i4jEICV/EZEYpOQvIhKDIraf/+k6cADuuQfOOQcqVbJHgQLhjkpEJLJkueS/dSu89BLs23d4W+HCh08ElSpBxYr2s3hxcC58sYqIhEuWS/7Fi8Pvv8OmTbB2LaxZY4+1a2HiRNi16/C+Z5xx+ESQ+qRQrhxkyxa2jyAiEnLOex/uGNKUnJzsgz29g/ewffuxJ4U1a+DHHw/vl5AAZcsee1KoWBHy5AlqSCIiQeWcW+K9Tz7ZfkG58nfOjQYuB7Z7789N43UHvAi0AP4AOnvvvw5G2afCOShSxB4NGhz52p49sG7d4ZPCoRPDlCmwf//h/YoVO/akUKmSHVNVSCISLYJV7TMWGAK8dpzXmwPlA48LgeGBnxEjd26oWdMeqf39N3z33bF3C2PG2AnjkPz5j61CqloVNDGpiESioCR/7/0c51zpE+zSCnjNWx3TV865/M65ot77rcEo/wgHD8JTT1kGrlIFzj4b4uNP+3DZslkir1gRrrrq8HbvYcuWY08KH31kJ4ZD2rWDZ56xtggRkUiRWQ2+xYBUtepsDmw7Ivk757oCXQFKlix5eiVt3gz33nv4eY4clrmrVDnyUaYMxJ3+MAfnLKEXLw6NGx/52q5dVoU0daol/g8/hPvvh759IXv20y5SRCRogtbgG7jyn3KcOv8pwJPe+3mB558A/bz3x23RzVCD7+7dsHo1rFp15GPz5sP75Mx5+O4g9aNUqQydFI62aZMl/UmTrBfRiy9CixZBO7yIyBEytcE3HbYAJVI9Lx7YFhp58sCFF9ojtd9+O/ak8OmnMG7c4X1y5YLKle2R+qRQsuRpnRRKl4b33oMZM6BXL2jZEq64Ap5/3noUiYiEQ2Zd+bcEbsN6+1wIvOS9r3Wi44Wiq+dx/fpr2ncKW1PVSp1xxrEnhCpVoESJdHfz+esvu/IfONAaku+6y0Yj58oVos8lIjEnvVf+QUn+zrk3gUuAQsA2YACQDcB7PyLQ1XMI0Azr6nnjiap8IJOT//H88kvaJ4Vt2w7vkydP2ieFYsWOe1L46Se4+24YP97OHc8+C9dco66iIpJxmZr8QyEikv/x/PzzsSeEVatgx47D++TNC9WqwS23QPv2NnLsKHPnQs+esHw5NGoEgwfbeURE5HQp+YfDjh12Ejh0tzB7tvUBPftsq99JSYHExCPesn8/jBxpvYF277aTwYABkC9fmD6DiES19CZ/TekcTElJcMklcOutMHQorFwJ778PZ54JN99sLbyDB8Pevf+8JSHBdv/2W/j3v+GFF2xG0ldftSELIiKhoOQfSnFx0KoVLFwIH39sXX969bIxBoMG2aV+QKFC8PLLsGiRvdy5M9StC0uWhC16EcnClPwzg3PQtKlV8n/+ubUF9OtnYwoGDjxiqtGaNeGLL2yU8PffwwUXWLPBzp1hjF9Eshwl/8xWv751+l+wAOrVswr+UqWsTWD7dsBuGDp3tqqgPn3glVegQgUYNswWqxERySgl/3CpVQs++MC6+rRoYfMRlS5t2X6LjX/Llw+ee852Of986NHD7gzmzQtv6CIS/ZT8w61aNZgwwXoIXXstDBlivYO6dYONGwEbNjBrFrz9tg09qFcPrr/exguIiJwOJf9IUbEijB0L69dbt58xY6B8eejUCdauxTkbCLZmDdx3n50IzjkHnn7aRg6LiJwKJf9IU6YMDB9urb09e1qWr1zZ7gqWL+eMM+DRR+1GoWFDGylcrZo1I4iIpJeSf6QqVsxmf9u0Cfr3t66i1avDlVfCggWULQuTJ9u00QcOWGei1q3/qSkSETkhJf9IV7gwPP44/PCDdQv94gu46CJo0gQ+/5wWzT0rV9ouM2bYTcLDDx8xjkxE5BhK/tGiQAF44AG7Exg0CL75xkYT16tH9tkfc09/z9q1NqbsoYfsJDBpkq04JiJyNCX/aJMnj80FvXGjTRXxww/QvDlccAElFk9iwhsHmT3b1iRu0waaNbPlJUVEUlPyj1Y5c8Jtt9nq8qNG2ZoEbdpAtWpc8tMbLF20nxdftLFk1avDu++GO2ARiSRK/tEuMRG6dLHL+/HjrZ6nY0cSqlaiV+7RrPvmL2rUgLZtbQiBiAgo+WcdCQlw3XXWFvDuu7aeQJcuFKlbjlntR3HF5Z6ePW0WCbUDiIiSf1YTF2fVP4sXw7RpUKIEuXrfzLt7W3BLyh88+aSNG9PAMJHYpuSfVTlnDcHz5sGIESTMnc3w6WV55MbvGTfOFpFPNaO0iMQYJf+szjmbE3rhQlyB/Nw/thyjr5jEJ594GjSA//0v3AGKSDgo+ceKatVspZiUFG78sA0fVurHurUHqVPHpo4Wkdii5B9Lcue2yeNee43mG4fxWWJT9vyyj7p1rUuoiMQOJf9YdMMNsGQJF5TazvzfqpD37500bOiZMiXcgYlIZlHyj1XnnAMLFlDu1qbM/60KVeLW0KqVZ9SocAcmIplByT+W5cgBQ4dS5J1hzI5vwmVxs7j5ZpsYTmMBRLI2JX+Bq68m97J5TK4+gM6M4aGHoGuX/ezfH+7ARCRUlPzFlClDti8+Y/Qdq7mPRxk1JoHWTfbwxx/hDkxEQkHJXw5LTMQ98zSPTq3BsDPuYtpnOWlUbQc7d4Y7MBEJNiV/OVaLFnRf14d3Kz/I8u9yU6fs/9i48vdwRyUiQaTkL2krVoyrlj/MrM7j2fl/idSu/gdfT1wf7qhEJEiU/OX4EhKoO+Ymvhj9Ldn9Phq0/xczek1RVyCRLEDJX06q0o0X8eXSHJTNs52Wg5sy7qIh8Ntv4Q5LRDJAyV/S5axqhfj8hzLUL7uFlIU9earMCPzCReEOS0ROk5K/pFu+AnF8tLo0HZrsoP+ufvSuvYADzzyvaiCRKKTkL6ckMRFe/ziJO3rsZfDB22h/V3H+bNEG9QcViS5K/nLK4uLgmSE5ee5Zzzu05bLpfdlVrQHMnRvu0EQknZT85bTd3tcxYQIsSKjLxT+/z48NrodHH4UDB8IdmoichJK/ZEi7dvDx9Dg25yhH7RxL+eaBidC0qZYIE4lwSv6SYQ0bwrx5Dl+gAPVyLuazufFw3nkwc2a4QxOR4whK8nfONXPOrXPObXDO9U/j9c7OuR3OuWWBx03BKFciR9Wq8OWXjmJlstPUf8TbiR3tDuDee9H0oCKRJ8PJ3zkXDwwFmgOVgQ7Oucpp7DrRe1898NCSIVlQyZLW5lvrwjjabXmWly56A554Aho0gP/+N9zhiUgqwbjyrwVs8N5/773/C5gAtArCcSUKnXmm1fa0bu3o/WV77r58NQdXrITq1eHDD8MdnogEBCP5FwN+TPV8c2Db0a52zq1wzr3jnCuR1oGcc12dc4udc4t37NgRhNAkHHLkgLfegh494OkplUhptJm/SpWHVq1g2LBwhyciZF6D74dAae99NWAm8GpaO3nvR3rvk733yUlJSZkUmoRCfDwMHmy1PuMn56FF/vn8X9O2dkZ48EGNChYJs2Ak/y1A6iv54oFt//De/+y93xd4OgqoGYRyJcI5B/37w6uvwufz4mmwdQLbOvSBRx6Bbt00HkAkjIKR/BcB5Z1zZZxziUB7YHLqHZxzRVM9vRJYE4RyJUqkpMCUKfDtekfdhc/xfbdBMHIktG0Lf/4Z7vBEYlKGk7/3fj9wGzAdS+pvee9XOecGOueuDOzWyzm3yjm3HOgFdM5ouRJdmjaFTz+FXbscdd+/ixV3vw6TJtkLv/4a7vBEYo7zEVr3mpyc7BcvXhzuMCTIVq+2fL97N0zpPZOLn2gJlSrBxx9D0aInP4CInJBzbon3Pvlk+2mEr2SqypXhiy/gX/+CJoOaMOX+r+C776BOHVivZSJFMouSv2S6Q4PBzj0XrhpYg9fuXAF79kDduqC7PZFMoeQvYZGUZG0ADRtCp4fP5tkuqyFXLtugOYFEQk7JX8ImTx7rBdS2Ldz5VBL9L/8GX7oMtGwJEyaEOzyRLC0h3AFIbMueHd58EwoWhKeG5mHnDYsYkb8ZCR06wPbt0KtXuEMUyZKU/CXs4uNt1ofChWHgwOz8fMUs3ryiAzl694Zt22yBGOfCHaZIlqLkLxHBOXj4YShUCHr1iqd5gwl80Olf5H38cTsBjBgBCfrvKhIs+muSiNKzp50AUlLiuOT/XuSj24tR5Pn+sGOHtQPkzBnuEEWyBDX4SsTp0MFmf163znHxh/3YOGCsbbjsMti1K9zhiWQJSv4SkZo1g1mz4Oefoe7ITnwz6CNYsADq14ctW05+ABE5ISV/iVi1a9tgsLg4qP9YU+YNmg+bNtlo4LVrwx2eSFRT8peIVqWKTQdRuDA0uSeZqY8utZlAL74YFi4Md3giUUvJXyJeqVIwb56dCFrdUY5xd62AfPlsNPDHH4c7PJGopOQvUSEpCWbPtrXgU+4qwvMpS6F8ebjiChg/PtzhiUQdJX+JGnnywLRpcPXV0PehvNx76Vf4uhfD9dfD88+HOzyRqKLkL1Ele3aYOBG6doUnnsvBLWVncqBNW+jbF/r109rAIumkQV4SdeLjbcBvUhI89lgCP7eeyPibipBj0CCbD+g//9FoYJGT0F+IRCXnbMqfpCTo08fRouFLvN//LPI+eS/s3Gm3B7lyhTtMkYilah+Jar17w7hxMHeuo+GMe9j+1BiYOhWaNIFffgl3eCIRS8lfot7118MHH8CaNVD3P53ZNHSqrQhWrx5s3hzu8EQikpK/ZAktWtgCYDt3Qp1HmrNyxDxL/HXq2FlBRI6g5C9ZRt26MGeO/V6v7wXMf3ER/PWXjQb+6qvwBicSYZT8JUupWhXmz7eG4Ma3VmDaY0uhQAFo1MgGCYgIoOQvWVDp0jYdRKVK0KpbUcb3XWJPrrwSXnst3OGJRAQlf8mSChe26SDq1YPre+TjxWu/gEsugU6d4Lnnwh2eSNgp+UuWlTev1fS0aQN9+ufgvpof469pC3fcYYMERGKYkr9kaTlywFtvwU03weODEuiWfwIHOqbAAw/AffdpOgiJWRrhK1lefDyMHGmNwE88EceWFmN57YYCnPn447B3Lzz7rA0ZFokhSv4SE5yDxx+HYsXg9tsd1f/1PBOuKUWd5/va4jBDhtiSYSIxQv/bJab06GErgyUkOOpP6sOgBlM5OHyE1QsdOBDu8EQyjZK/xJwLLoClS6F1a0e/z1twebl17BjzIaSkwP794Q5PJFMo+UtMypfPGoKHDYNPfyxP9bzfM+eNH6FdOxsVLJLFKflLzHIOune3mR/OKJKHhu4zHnuvIgdbX23tACJZmJK/xLzq1WHJEmjXPo77eYxm03qyrWkK/PFHuEMTCRklfxFsfeDx461L6Nxsjag+50U+vehe2L073KGJhISSv0iAc3DzzbBwSQL5z8pF42+e46FKEznw86/hDk0k6JT8RY5StSosWpePGy7ZzMNbbqJx6Q1sXaVVwSRrUfIXSUPu3PDq7JKM6bOchXsqcd55MGPirnCHJRI0QUn+zrlmzrl1zrkNzrn+abye3Tk3MfD6Audc6WCUKxJqnZ8/j0WjVlD44Faatc/Hfb12ayiAZAkZTv7OuXhgKNAcqAx0cM5VPmq3LsAu73054HngqYyWK5JZKnepzcLpv/LvhHE8PjgPjer+qaWBJeoF48q/FrDBe/+99/4vYALQ6qh9WgGvBn5/B7jUOc2kJdEjV5O6jJp7Dq/nvJmvFx2gerUDWhhMolowkn8x4MdUzzcHtqW5j/d+P/AbUPDoAznnujrnFjvnFu/YsSMIoYkE0UUX0XFed77O14jiu9fSsiXcfTf8/Xe4AxM5dRHV4Ou9H+m9T/beJyclJYU7HJFj1ahBhbmv8GWBFnTLOZann4YGDeC//w13YCKnJhjJfwtQItXz4oFtae7jnEsA8gE/B6Fskcx37rnknDOd4QXuY+IZ/2bligNUrw6TJ4c7MJH0C0byXwSUd86Vcc4lAu2Bo/8MJgOdAr9fA3zqvZZQkihWsSLMmcO1BT9hqatJmcJ7aNUKbr9d88JJdMhw8g/U4d8GTAfWAG9571c55wY6564M7PYKUNA5twHoCxzTHVQk6pQtC3PmULbIHuZvLkXPNlt44QW4+GLYuDHcwYmcmIvUC/Dk5GS/ePHicIchcnJbtkDjxvDDD7x315f8+8XzABg92haPF8lMzrkl3vvkk+0XUQ2+IlGpWDH47DMoV442T13I0mc/5Zxz4OqroWdPzQ4tkUnJXyQYihSB2bOhShXKdG/G3Dvep29fWxq4Th3YsCHcAYocSclfJFgKFoRPPoGaNUm87hqeTX6TyZNh0yaoUQMmTgx3gCKHKfmLBFP+/DBjBtStCx07csXPY1m2zGYKbd8eunWDvXvDHaSIkr9I8OXJAx99BJdeCjfeSMlpI/jsM+jXD15+GS66CNatC3eQEuuU/EVCIVcu+PBDaNkSuncn29AXePJJOyf89BPUrGntAZohVMJFyV8kVHLkgPfes/6et98OTzxBs2awbBnUrm09gapVg48/DnegEouU/EVCKTHRWno7dIB774UBAyh2lmfGDHj/fZsUrnlze6xeHe5gJZYo+YuEWkICjBsHN94IAwdCv344PK1awapV8Oyz8OWXdhdw222wc2e4A5ZYoOQvkhni42HUKOjeHZ5+Gnr3hoMHSUyEvn1tHMAtt8CIEVCuHDz3nOYIktBS8hfJLHFxMHSo1f8PHgw33fRPi2+hQvbSihXWHnDHHVClCnzwAUToDCwS5ZT8RTKTc1bP8+CDMGYMtG4Nf/zxz8uVK1uPoGnTIFs2uOoq6zG6fHkYY5YsSclfJLM5Bw8/bH09p06Fyy6DX345YpfmzS3hDx5sP88/H26+GbZtC1PMkuUo+YuES48e1hNo0SKoX5+jV4XPls0agDdsgD59YOxYKF8ennxSk8VJxin5i4RT27ZWz/Pf/9oMcGvWHLNLgQLWALxqFTRsCPfcA5Uqwdtvqz1ATp+Sv0i4NWpkU0Lv22crwSxYkOZuFSpYA/CsWTaDxLXX2g2Dlr2Q06HkLxIJatSA+fNtYrhGjexu4DguvRSWLoWRI+Hbb+GCC6BTJ1tTRiS9lPxFIkXZsnYCOOccuPJKGxh2HPHx1gC8fr1NGDdhgt0ZDBx4ROchkeNS8heJJEWKWBVQ/fqQkmLdQk8gb15rAF6zBlq0gAED7Nzx+utw8GDmhCzRSclfJNLkzWsd/a+5Bu68E+6++6Qtu2efbQ3Ac+bY+eOGG2yw2Pz5mRSzRB0lf5FIlD271eXceqtNB3HjjTYL3EnUqwcLF1q30B9/tDVl2reHH34IfcgSXZT8RSJVfLwNBBs4EF591Yb7/v77Sd8WF2cNwN9+Cw88YD2EzjkH7rsPdu/OhLglKij5i0Qy5yyDv/yyTfzfuDH8/HO63po7t503vv3WapAef9wahUePhgMHQhy3RDwlf5Fo0LWrVeovXWp1Oz/+mO63lihhDcBffQWlS0OXLpCcbO3KEruU/EWiRZs2MH26deivU+eUV3+58EJrAH7zTbt5aNjQDvn99yGKVyKakr9INGnQwLr07N9vo4G//PKU3u6cNQCvWwePPAIzZthMog89BHv3hiZkiUxK/iLR5rzz7BK+YEEb7jt16ikfImdOuP9+WLvW2pEfftjWD5g8WfMFxQolf5FoVKYMfPGFXba3amW9gU5D8eLWo/STT+yE0KoVXH65zSQqWZuSv0i0KlwYZs+2yvvOnWHQoNO+bG/UCJYtswHFc+faXcD992uqiKxMyV8kmuXJY9U+7dvbJD933nna8zpky2brCa9bZzNNP/aYTR393nuqCsqKlPxFol1iIowfDz172sT/KSkZWv29aFHrGvr555AvH1x9NTRrZicFyTqU/EWygrg4ePFFG8k1frzNCrpnT4YOWb8+fP01vPCCjRGoWhX698/wYSVCKPmLZBXO2TJfo0bBzJnWE2jnzgwdMiEBeve2q/7rroOnnrKqoLfeUlVQtFPyF8lqunSBSZNgxQobCxCEWd3+9S+bLG7ePChUCNq1s5km0lh1UqKEkr9IVnTllTaCa9s2Gw28cmVQDlu3ri0bOWSIVQlVqwZ33aUJ46KRkr9IVlWvno0GPvT7vHlBOWx8PPToYRPGdeoEzzxjs4a+8YaqgqKJkr9IVla1qo0GLlIEmjSxIbxBkpRkzQtffQVnnQUdO9qQgyDdZEiIKfmLZHWlStlVf7Vq0Lo1vPJKUA9/4YWwYAGMGAHffAPVq0OfPvDbb0EtRoIsQ8nfOXemc26mc2594GeB4+x3wDm3LPAI3qWHiKRPoUI2h0OTJnDTTfDEE0Gto4mPh1tusaqgLl3gpZesKui111QVFKkyeuXfH/jEe18e+CTwPC17vffVA48rM1imiJyO3Lmt2qdjR7j3Xrs8D/Iq7wUL2rozCxfaDUenTtbcsHx5UIuRIMho8m8FHJpR6lXgqgweT0RCKTHRLsdvv90uzzt2hH37gl5McrLNNj1qlI0RqFHDBiD/+mvQi5LTlNHkX8R7vzXw+/+AIsfZL4dzbrFz7ivn3HFPEM65roH9Fu/YsSODoYlImuLibAa3QYNsSs86dUIyjWdcnFUBrVsH3brBsGGHl5EM8g2HnIaTJn/n3Czn3Mo0Hq1S7+e998DxavdKee+TgeuAF5xzZdPayXs/0nuf7L1PTkpKOtXPIiLp5Zx10H//fdi40S7NJ0wISVFnnglDh9r4gHLl7IRQty4sWRKS4iSdTpr8vfeNvffnpvH4ANjmnCsKEPi5/TjH2BL4+T3wGXB+0D6BiJy+Vq1sLueqVaFDB7j55pDN43z++dbpaOxYWzrygguge3f45ZeQFCcnkdFqn8lAp8DvnYAPjt7BOVfAOZc98HshoC5waouPikjolCxpq7kfmheoVq1TXh84veLirBF43TprAxg50qqC/vMfVQVltowm/yeBJs659UDjwHOcc8nOuVGBfSoBi51zy4HZwJPeeyV/kUiSLZvNCDp9OuzYYS22o0eHrJ9m/vw2CenSpbYYWdeuNm30li0hKU7S4HyEdsJNTk72ixcvDncYIrFn61a4/nr49FObynPECFs0JkS8t+6hd9xhnZGGDbMaKDk9zrklgTbWE9IIXxE5UtGiNincI49YI3CNGjaLW4g4Z72Bli2zgWHXXWcLk6ktILSU/EXkWPHxtojv7Nmwdy/Urg2DB4d0uG758tYg/Mgj8O671gY9Y0bIiot5Sv4icnz169sleZMm0KsXtGkDu3aFrLiEBDvnfPWVLSHZtCncdpsWkg8FJX8RObFCheDDD21g2NSpNnPbl1+GtMiaNW0cQO/eNkbg/PNh0aKQFhlzlPxF5OScg759rV4mPt4m7HnqqZD2z8yZ09YPnjXLrvxr14aHHoK//w5ZkTFFyV9E0q9WLeuf2aaNrebeogVsT3NsZ9BceqlNFd2+PTz8sI0OXrcupEXGBCV/ETk1+fLBxInWBfSzz6waaPbskBaZPz+8/rotHP/dd1YNNHSopovOCCV/ETl1ztkE/gsXQt68dnk+YAAcOBDSYtu2tbuA+vWtIVgDw06fkr+InL5q1WzGtpQUGDjQTgIhzsZnnQUffWSDwebNsy6hEyeGtMgsSclfRDImd26bre3VV+1EUL06TJsW0iKds0nhli2zuYHat7fBYSHshZrlKPmLSHCkpFjyP+ssaNnSpoz+66+QFnloYNjAgfD223YXMHNmSIvMMpT8RSR4Kla0EVrdu8Mzz1iX0I0bQ1pkQgI88IANPciTBy67zMajaWDYiSn5i0hw5cxpFfJvvw1r11rXnHffDXmxyck2BVGvXjYTRY0adiMiaVPyF5HQuOaaw7O1XXMN3Hor/PlnSIvMmdOmip45E37/3QaGDRwI+/eHtNiopOQvIqFTpgzMnWvzNQ8fDhddlCkjtBo3hhUr4NprrQdq3brw7bchLzaqKPmLSGglJlr9/5QpsHmzTdwzblzIiy1QAMaPt26g69dbJ6RhwzQw7BAlfxHJHC1bWjVQzZrWM6hzZ9izJ+TFXnvt4YFhPXpA8+bw008hLzbiKfmLSOYpXhw++QQefBBee81WcV+xIuTFFitmA8OGDoU5c+Dcc22qiFim5C8imSshwWZomzkTfv3VJosbPjzkU0M4Z23Oy5bZ+IB27aBjx9gdGKbkLyLhcemllokbNLCsfO651hYQ4q45FSrAF1/Y+WfiRBsYNmtWSIuMSEr+IhI+RYpYfcyECdYwnJJi2XnkSNi3L2TFJiRYzdNXX9nsFE2a2MIxe/eGrMiIo+QvIuEVF2d1MMuWweTJkJRkM4aWLWud9kM4VPfQwLCePeGll2xgWKysGKbkLyKRwTm44gq7HJ8xA8qVgz59oHRpWzXs//4vJMXmymWJf8YM63xUu7bdFYR4WqKwU/IXkcjinNXDfPaZdc2pUcNWDStVytZx/OWXkBTbpIl1Ce3YER55xMajrVwZkqIigpK/iESuevXg44+tLuaSS6yVtlQpOxls2xb04vLnt5mpJ006PB5t0KCQd0QKCyV/EYl8ycmWkVessKqhp5+26qDevS1LB9lVV8GqVXD55dCvn3VI2rAh6MWElZK/iESPqlXhjTdgzRro0MHmazj7bOjaFb7/PqhGi5iiAAAJZUlEQVRFJSXBO+/Y2sGrVsF552Wt6SGU/EUk+lSoAKNH2+X4zTfbaOEKFayr6Jo1QSvGOWsD+OYbq4Hq0QOaNoUffwxaEWGj5C8i0atUKZuzYeNG6xn07rtQpYqt9L5sWdCKKV7chiMMHw7z59sNyGuvRfddgJK/iES/okVt5tAffoB777V+m+efb5X2X34ZlCKcg27dYPlyS/6dOkGbNrB9e1AOn+mU/EUk6yhUCB591E4Cjz5qYwbq1LGpJGbPDsqletmy1gv1mWfsbqBKFXjvvYyHntmU/EUk68mfH+67DzZtsiy9ejU0agQXXwzTpmX4JBAfb+vTLFkCJUvC1VfDDTdE1yRxSv4iknXlzm1ZeuNGaxvYvNnWFahZ0y7XDx7M0OGrVLGbiwED4M03rTpo+vQgxR5iSv4ikvXlyGEzh65fb72Edu+2y/WqVW25rwzMJJotmw08XrAA8uWDZs2ge/dMWacmQ5T8RSR2JCbCjTfC2rU2XiAuDq6/HipWhFdeydCEPjVrWjXQnXfCyy/buIC5c4MYe5Ap+YtI7ImPt0Fiy5fbyOH8+eGmm2yK6fr17dJ9yBBrJD6F7jw5ctjg488/t+cNGsBdd8Gff4boc2SA8xHaUTU5OdkvXrw43GGISCzw3rqHvvuuDeddtQp+++3w64UKWQX/0Y9ChY57yD17LPGPGAGVK9u4gJo1Q/9RnHNLvPfJJ91PyV9E5Cjew9ath08EqR+pp5YuXPjwiaBy5cO/Fyz4zy7Tp0OXLjYP3f332zCEbNlCF3qmJH/nXFvgIaASUMt7n2a2ds41A14E4oFR3vsnT3ZsJX8RiTjew5Ytx54QVq+2RuRDihQ54g5hV8lq9Bpbg9ffyk7NmnYXULlyaELMrORfCTgIvAzcmVbyd87FA98CTYDNwCKgg/d+9YmOreQvIlHDe5vwJ62Twu+//7Pbe/n/zS2/P8vug2fwaOsl3N7rIPFVK1ubQ5CkN/knZKQQ7/2aQGEn2q0WsMF7/31g3wlAK+CEyV9EJGo4Z6O9SpaE5s0Pbz948IiTQptVq6i7rB23rLyNu965gsnvzGEsNTj7rH1HtiVUr27TWIdQhpJ/OhUDUs+Btxm4MK0dnXNdga4AJUuWDH1kIiKhFBdnk8+VKgUtWgBQBJh04CDjXthBrwG1qfb3Wp4tMZ6uO4fgXn7ZVpGvVcsGDoQytJPt4Jyb5ZxbmcajVbCD8d6P9N4ne++Tk5KSgn14EZGI4OLjSLkjiW/WZKNOg0S6LbiR5oWXsGXtbpum+uWXQx7DSa/8vfeNM1jGFqBEqufFA9tERGJaiRLWG2j4cOsWeu558QweXJaOHeGElelBkBmDvBYB5Z1zZZxziUB7YHImlCsiEvGcs5knli+3HkA33ADt2mV42qGTylDyd861ds5tBmoDU51z0wPbz3LOTQPw3u8HbgOmA2uAt7z3qzIWtohI1lKuHMyZYwvGV6hgzQWhpEFeIiJZSHq7empuHxGRGKTkLyISg5T8RURikJK/iEgMUvIXEYlBSv4iIjFIyV9EJAYp+YuIxKCIHeTlnNsB/AAUAnaGOZyMUPzhF+2fIdrjh+j/DNEUfynv/UlnxozY5H+Ic25xekarRSrFH37R/hmiPX6I/s8Q7fGnRdU+IiIxSMlfRCQGRUPyHxnuADJI8YdftH+GaI8fov8zRHv8x4j4On8REQm+aLjyFxGRIMu05O+cG+2c2+6cW3nU9p7OubXOuVXOuUGBbYnOuTHOuW+cc8udc5cc55gPOee2OOeWBR4tMvszOOcmpip/k3NuWarX7nHObXDOrXPONT3OMcs45xYE9psYWO0smuIf65zbmOoY1UMV/6l+BudcQefcbOfcHufckBMc80zn3Ezn3PrAzwJRFn/E/h0455o455YE/paXOOcaHeeYkfodpDf+TP0OgsJ7nykPoD5QA1iZaltDYBaQPfC8cOBnD2DMoW3AEiAujWM+BNwZzs9w1OvPAg8Gfq8MLAeyA2WA74D4NN7zFtA+8PsIoHuUxT8WuCZCv4MzgIuBbsCQExxzENA/8Ht/4Kkoiz+S/w7OB84K/H4usCXKvoP0xp+p30EwHpl25e+9nwP8ctTm7sCT3vt9gX22B7ZXBj5Nte1XIOx9bI/zGQBwzjngWuDNwKZWwATv/T7v/UZgA1Arjfc0At4JbHoVuCoEoQPBjz8cTuUzeO9/997PA/48yWFbYf/2EEHfwSnEn6lO8TMs9d7/FHh5FZDTOZc9jbdG6neQ3vijTrjr/CsA9QLVHp875y4IbF8OXOmcS3DOlQFqAiWOc4zbnHMrArdyIbtVTId6wDbv/frA82LAj6le3xzYllpB4Fdv6xwfb5/McjrxH/JY4Dt4Psx/GEd/hvQq4r3fGvj9f0CR4IaVbqcbP0Tu30FqVwNfH7rYO0o0fAcnih8i5ztIl3An/wTgTOAi4C7grcCZdzSWbBYDLwDzgQNpvH84UBaoDmzFbtfCpQOHr5qj0enGfw9QEbgA+y77BTOoU5Th78DbPXy4usCdbvwR/3fgnKsCPAXccrIDROJ3kI74I+k7SJeEMJe/GXgv8GUvdM4dBAp573cAtx/ayTk3H/j26Dd777el2uc/wJTQh3ws51wC0Aa7QzlkC0ferRQPbEvtZyC/cy4hcPWf1j4hl4H4SXW1ts85Nwa4M1RxnshxPkN6bXPOFfXeb3XOFQW2n/QdQZaR+CP87wDnXHFgEpDivf/uOG+P2O8gPfFHyndwKsJ95f8+1uiLc64CkAjsdM7lcs6dEdjeBNjvvV999JsD/0kOaQ2sPHqfTNIYWOu935xq22SgvXMue6DqqjywMPWbAie92cA1gU2dgA8yId6jnVb8cPg7CNyxXUVkfQfpNRn7t4fI+g7SJZL/Dpxz+YGpWGPuFyd4b0R+B+mNP4K+g/TLrJZl7FZqK/A3dsXfBUv2r2P/UF8DjQL7lgbWAWuw3kClUh1nFJAc+H0c8A2wAvvPUzSzP0Ng+1igWxr734f1klkHNE+1fRqHexCcjSXVDcDbBHo+RVH8nwa+g5WB7zJ3hH0Hm7DGvT2B/Sun8f+oIPAJsD7w/+3MKIs/Yv8OgPuB34FlqR6F0/gMEfkdnEL8mfodBOOhEb4iIjEo3NU+IiISBkr+IiIxSMlfRCQGKfmLiMQgJX8RkRik5C8iEoOU/EVEYpCSv4hIDPp/NRRfg4gTRTUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -256,7 +831,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/404_autoencoder.ipynb b/tutorial-contents-notebooks/404_autoencoder.ipynb index 67bec42..b5d988f 100644 --- a/tutorial-contents-notebooks/404_autoencoder.ipynb +++ b/tutorial-contents-notebooks/404_autoencoder.ipynb @@ -7,20 +7,13 @@ "# 404 Autoencoder\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "Dependencies:\n", - "\n", - "* torch: 0.1.11\n", - "* matplotlib\n", - "* numpy" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -43,7 +36,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 2, @@ -58,9 +51,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Hyper Parameters\n", @@ -74,9 +65,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Mnist digits dataset\n", @@ -104,9 +93,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAAEICAYAAACQ6CLfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -125,9 +114,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# Data Loader for easy mini-batch return in training, the image batch shape will be (50, 1, 28, 28)\n", @@ -137,9 +124,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class AutoEncoder(nn.Module):\n", @@ -181,35 +166,35 @@ "name": "stdout", "output_type": "stream", "text": [ - "AutoEncoder (\n", - " (encoder): Sequential (\n", - " (0): Linear (784 -> 128)\n", - " (1): Tanh ()\n", - " (2): Linear (128 -> 64)\n", - " (3): Tanh ()\n", - " (4): Linear (64 -> 12)\n", - " (5): Tanh ()\n", - " (6): Linear (12 -> 3)\n", + "AutoEncoder(\n", + " (encoder): Sequential(\n", + " (0): Linear(in_features=784, out_features=128, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=128, out_features=64, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=64, out_features=12, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=12, out_features=3, bias=True)\n", " )\n", - " (decoder): Sequential (\n", - " (0): Linear (3 -> 12)\n", - " (1): Tanh ()\n", - " (2): Linear (12 -> 64)\n", - " (3): Tanh ()\n", - " (4): Linear (64 -> 128)\n", - " (5): Tanh ()\n", - " (6): Linear (128 -> 784)\n", - " (7): Sigmoid ()\n", + " (decoder): Sequential(\n", + " (0): Linear(in_features=3, out_features=12, bias=True)\n", + " (1): Tanh()\n", + " (2): Linear(in_features=12, out_features=64, bias=True)\n", + " (3): Tanh()\n", + " (4): Linear(in_features=64, out_features=128, bias=True)\n", + " (5): Tanh()\n", + " (6): Linear(in_features=128, out_features=784, bias=True)\n", + " (7): Sigmoid()\n", " )\n", ")\n", - "Epoch: 0 | train loss: 0.2323\n" + "Epoch: 0 | train loss: 0.2324\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAACACAYAAACx1FRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -219,14 +204,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 0.0559\n" + "Epoch: 0 | train loss: 0.0588\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAACACAYAAACx1FRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -236,14 +221,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 5 | train loss: 0.0374\n" + "Epoch: 5 | train loss: 0.0385\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAACACAYAAACx1FRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -253,14 +238,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 5 | train loss: 0.0349\n" + "Epoch: 5 | train loss: 0.0363\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAACACAYAAACx1FRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -270,14 +255,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9 | train loss: 0.0367\n" + "Epoch: 9 | train loss: 0.0371\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAACACAYAAACx1FRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -287,14 +272,14 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 9 | train loss: 0.0351\n" + "Epoch: 9 | train loss: 0.0328\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAASwAAACACAYAAACx1FRUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njU64AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -325,7 +310,7 @@ " optimizer.step() # apply gradients\n", "\n", " if step % 500 == 0 and epoch in [0, 5, EPOCH-1]:\n", - " print('Epoch: ', epoch, '| train loss: %.4f' % loss.data[0])\n", + " print('Epoch: ', epoch, '| train loss: %.4f' % loss.item())\n", "\n", " # plotting decoded image (second row)\n", " _, decoded_data = autoencoder(view_data)\n", @@ -346,14 +331,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAE1CAYAAACWU/udAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUYr8fEEAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -399,7 +384,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/405_DQN_Reinforcement_learning.ipynb b/tutorial-contents-notebooks/405_DQN_Reinforcement_learning.ipynb index a233789..8de275c 100644 --- a/tutorial-contents-notebooks/405_DQN_Reinforcement_learning.ipynb +++ b/tutorial-contents-notebooks/405_DQN_Reinforcement_learning.ipynb @@ -7,21 +7,16 @@ "# 405 DQN Reinforcement Learning\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", + "\n", "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", - "More about Reinforcement learning: https://morvanzhou.github.io/tutorials/machine-learning/reinforcement-learning/\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* gym: 0.8.1\n", - "* numpy" + "More about Reinforcement learning: https://morvanzhou.github.io/tutorials/machine-learning/reinforcement-learning/" ] }, { "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": true - }, + "execution_count": 3, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -34,14 +29,14 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "[2017-06-20 22:23:40,418] Making new env: CartPole-v0\n" + "\u001b[33mWARN: gym.spaces.Box autodetected dtype as . Please provide explicit dtype.\u001b[0m\n" ] } ], @@ -61,10 +56,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "class Net(nn.Module):\n", @@ -84,10 +77,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "class DQN(object):\n", @@ -144,10 +135,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 9, + "metadata": {}, "outputs": [], "source": [ "dqn = DQN()" @@ -425,7 +414,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/406_GAN.ipynb b/tutorial-contents-notebooks/406_GAN.ipynb index 617f4a9..ea0fcc0 100644 --- a/tutorial-contents-notebooks/406_GAN.ipynb +++ b/tutorial-contents-notebooks/406_GAN.ipynb @@ -7,20 +7,14 @@ "# 406 GAN\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* numpy\n", - "* matplotlib" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 7, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -36,10 +30,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 8, + "metadata": {}, "outputs": [], "source": [ "# Hyper Parameters\n", @@ -53,14 +45,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD8CAYAAACMwORRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nxhgTgyy5G2NMDPp/MA9tfAK2AEYAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -77,10 +69,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 10, + "metadata": {}, "outputs": [], "source": [ "def artist_works(): # painting from the famous artist (real target)\n", @@ -105,10 +95,8 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": true - }, + "execution_count": 11, + "metadata": {}, "outputs": [], "source": [ "opt_D = torch.optim.Adam(D.parameters(), lr=LR_D)\n", @@ -117,14 +105,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -132,9 +120,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -142,9 +130,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -152,9 +140,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -162,9 +150,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEEIeETNBEAQh5Pl/WXhCtKyEW6cAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -172,9 +160,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n2p0AAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -182,9 +170,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nPFrMNBqNRhPy/D9TK2HEl34cegAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -192,9 +180,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n9qiiu5MaAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -202,9 +190,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd8VFX2wL83mdSZ9JAOSSiJQlARBBSWoIJ0EWStSPG3\ntsVdUVGXRWmWXbEh9ragiCLg2mjKKogKKAERDCEhoaeRTuokM3N/f7yZl5lJJoViSHjfz+d9PnPf\nu+/e897Mm/PuueeeI6SUaGhoaGhotGfc2loADQ0NDQ2NM0VTZhoaGhoa7R5NmWloaGhotHs0Zaah\noaGh0e7RlJmGhoaGRrtHU2YaGhoaGu2eZpWZEMJbCPGLEOI3IUSqEGJBI3W8hBCfCCEyhRA/CyHi\nzoWwGhoaGhoajdGSkZkRuEZKeSlwGTBSCDHQqc7/ASVSyu7AS8CzZ1dMDQ0NDQ0N1zSrzKRChbXo\nYd2cV1qPB963fl4DXCuEEGdNSg0NDQ0NjSbQtaSSEMId2AV0B16TUv7sVCUaOA4gpTQJIcqAEKDQ\nqZ27gbsB9Hp934suuqhVwhrNUFBVXw7zBU/3VjWhoaGh0SZYJORVgMVaDvQCg2fr29m1a1ehlLLT\nWRWuA9AiZSalNAOXCSECgc+EEElSyt9b25mU8m3gbYB+/frJlJSU1jbB8n2w96TyuYs/zOgHbtoY\nUEND4zzn0wOwI1v5HOYLDw0A99NwwRNCHD27knUMWnUrpZSlwGZgpNOhbKAzgBBCBwQARWdDQGfG\ndAd3q/I6dgp+yz8XvWhoaGicPfIq4Ofs+vLYHqenyDRc0xJvxk7WERlCCB9gOHDAqdqXwFTr50nA\nd/IcRTAO9oEhXerL6zOhznwuetLQ0NA4O3x1sN7RoEcwXBTSpuJ0SFrybhAJbBZC7AV2ApuklGuF\nEAuFENdb67wHhAghMoGHgH+cG3EVrokDvYfyudQIW4+dy940NDQ0Tp8DhZBRrHwWwLgeoLnHnX2a\nnTOTUu4F+jSyf67d5xrgz2dXNNd462BEV/hvulL+7ihcEQX+Xn+UBBoaGhrNY7YoozIb/aMg0tB2\n8nRkWuQAcj7SPwq2nYC8Sqg1w8YsuKlnW0ul0ZGwWCycOHGCysrKthZFo51iNMEgb8BbGZX5S0hL\na/48vV5PTEwMbm7axFpLabfKzN1NmUR9d49STsmFQZ0h2q9t5dLoOBQWFiKEIDExUftT0Wg1Fgvk\nViou+QABXi2zHlksFrKzsyksLCQsLOzcCtmBaNdPaGJI/USqxDrJqiXO1jhLlJaWEh4erikyjdPi\nVG29ItO5tXxNmZubG+Hh4ZSVlZ074Tog7f4pHdujfp1ZVgmkFjZdX0OjpZjNZjw8PNpaDI12SJ0Z\nKmrrywFerVsP6+HhgclkOvuCdWDavTIL18OV0fXldQfBZHFdX0OjNWhR2TROhzJjvSu+lzv4tHJC\nR/vdtZ52r8wAhscrHo4AhdWw/UTbyqOhoXHhUmOCartBVYCX5or/R9AhlJneE4bF15c3HYbKuraT\nR0ND4+yybNkyBg8efE7aNhgMHDp06LTO/eGHH0hMTFTLUiqjMhu+HuDVbt3s2hcdQpkBDIqBUB/l\nc7UJNp3eb1NDo92wcuVKBgwYgF6vJywsjAEDBvD6669zjoLvnBFDhw7l3XffbWsxGqWiooKuXbu2\nqK4QgszMTLX8pz/9ifT0dLVcVacsFQLFFT9AW/v6h9FhlJnODUZ3ry9vz4aT2vIgjQ7KCy+8wAMP\nPMAjjzxCXl4e+fn5vPnmm/z000/U1tY238BZRHNUULA4jcr8PJX/JY0/hg51q5M6QddA5bNFwtrM\nputraLRHysrKmDt3Lq+//jqTJk3Cz88PIQR9+vRhxYoVeHkpwwGj0cisWbPo0qUL4eHh3HvvvVRX\nVwOwZcsWYmJieOGFFwgLCyMyMpKlS5eqfbTk3GeffZaIiAimT59OSUkJY8eOpVOnTgQFBTF27FhO\nnFAmr+fMmcMPP/zA/fffj8Fg4P777wfgwIEDDB8+nODgYBITE1m1apXaf1FREddffz3+/v7079+f\nrKwsl/fjyJEjCCF4++23iYqKIjIykueff149/ssvv3DllVcSGBhIZGQk999/v4PCtx9tTZs2jRkz\nZjBmzBj8/PwYMGCA2veQIUMAuPTSSzEYDHzyySfqvQAor4UBSXG8teR5Rlx1CV3CA7j55pupqalR\n+1q0aBGRkZFERUXx7rvvNhjpaZw+HcqaK4QS92zJTsWTKM0aEy0huK0l02jvjEm7/A/ra93Fu5s8\nvn37doxGI+PHj2+y3j/+8Q+ysrLYs2cPHh4e3HbbbSxcuJB//etfAOTl5VFWVkZ2djabNm1i0qRJ\n3HDDDQQFBbXo3OLiYo4ePYrFYqGqqorp06ezatUqzGYzd955J/fffz+ff/45Tz/9ND/99BOTJ0/m\nL3/5CwCVlZUMHz6chQsXsmHDBvbt28fw4cNJSkqiZ8+ezJgxA29vb3Jzczl8+DAjRowgPj7e5bUC\nbN68mYMHD3Lo0CGuueYaLrvsMoYNG4a7uzsvvfQS/fr148SJE4waNYrXX3+dmTNnNtrOypUr2bBh\nA5dffjlTp05lzpw5rFy5kq1btyKE4LfffqN7d8UMtGXLFkDxoC63jsrWfraKL9duJNjfm0GDBrFs\n2TLuvfdeNm7cyIsvvsi3335LfHw8d999d5PXo9E6OtTIDCDGH/pG1pe/Oli/cFFDoyNQWFhIaGgo\nOl39u+hVV11FYGAgPj4+bN26FSklb7/9Ni+99BLBwcH4+fnxz3/+k5UrV6rneHh4MHfuXDw8PBg9\nejQGg4H09PQWnevm5saCBQvw8vLCx8eHkJAQbrzxRnx9ffHz82POnDl8//33Lq9h7dq1xMXFMX36\ndHQ6HX369OHGG29k9erVmM1mPv30UxYuXIherycpKYmpU6e6bMvGvHnz0Ov19O7dm+nTp/Pxxx8D\n0LdvXwYOHIhOpyMuLo577rmnSdkmTJhA//790el03H777ezZs6fZvu1d8e+67+90i40iODiYcePG\nqeevWrWK6dOn06tXL3x9fZk/f36z7Wq0nA41MrMxspuSwLPWrOQR2pkDA6KbP09Doz0QEhJCYWEh\nJpNJVWjbtm0DICYmBovFQkFBAVVVVfTt21c9T0qJ2Wx2aMdeIfr6+lJRUdGiczt16oS3t7darqqq\n4sEHH2Tjxo2UlJQAUF5ejtlsxt29YTr4o0eP8vPPPxMYGKjuM5lM3HHHHRQUFGAymejcubN6LDY2\nttn74lx/3759AGRkZPDQQw+RkpJCVVUVJpPJ4dqciYiIaHBPmqPKzns6vnOE6orv6+tLTk4OADk5\nOfTr169ReTXOnA6pzAK8YGgsfGP1aNyYBZeG169F09BoLc2Z/v5IrrzySry8vPjiiy+48cYbG60T\nGhqKj48PqampREe37k2uJec6L+p94YUXSE9P5+effyYiIoI9e/bQp08f1bPSuX7nzp1JTk5m06ZN\nDdo2m83odDqOHz/ORRddBMCxY83neXKuHxUVBcB9991Hnz59+Pjjj/Hz82Px4sWsWbOm2fZagpSO\nlh8BeDbU3QBERkaq84g2eTXOHh3OzGgjuUu9W2xFHXx3pE3F0dA4awQGBjJv3jz++te/smbNGsrL\ny7FYLOzZs0eN8O/m5sZdd93Fgw8+yMmTJwHIzs7m66+/brb90zm3vLwcHx8fAgMDKS4uZsGCBQ7H\nw8PDHdZyjR07loyMDJYvX05dXR11dXXs3LmTtLQ03N3dmThxIvPnz6eqqor9+/fz/vvvNyv3k08+\nSVVVFampqSxdupSbb75Zlc3f3x+DwcCBAwd44403mm3LFc7XYTTXmxcFTYesuummm1i6dClpaWlU\nVVXx5JNPnrYcGg3psMrM0x1Gdasv/3AciqvbTh4NjbPJo48+yosvvsiiRYsIDw8nPDyce+65h2ef\nfZarrroKgGeffZbu3bszcOBA/P39GTZsmMOaqKZo7bkzZ86kurqa0NBQBg4cyMiRIx2OP/DAA6xZ\ns4agoCD+/ve/4+fnxzfffMPKlSuJiooiIiKCxx57DKNR8aJ49dVXqaioICIigmnTpjF9+vRmZU5O\nTqZ79+5ce+21zJo1i+uuuw6A559/no8++gg/Pz/uuusuVcmdDvPnz2fq1KkEBgay8pNVDsEZmgsk\nPGrUKP7+979z9dVXq/cWUL1PNc4M0VYLLPv16ydTUlLOaR8WCa+mwPFTSvnSMJjc+5x2qdGBSEtL\n4+KLL25rMTSa4ciRI8THx1NXV+cwB3iuOWWsX1fmJiBCr6SmailpaWkkJSVhNBobldvV708IsUtK\n2a/BgQucDjsyA+UHNq5Hffm3k3CktO3k0dDQ6BiYLcq6MhsBXi1TZJ999hlGo5GSkhIee+wxxo0b\n94cq4I5Mh1ZmAPGBcIldfrsvNVd9DQ2NM+SUsf5/xMMN9C3MFPTWW28RFhZGt27dcHd3P6P5Ow1H\nLohXgjHdIbUAzFIxOf6WD30imj9PQ0Pj/CcuLu4PjUdZZ3YMZN6aqPgbN248N0JpdPyRGUCwDwzp\nUl9en1kfDFRDQ0OjpUgJpXYLpL112pKf84ULQpkBXBNXbwooNcLW5petaGhoaDhQY1I2qI+Kr+Uq\nOz+4YJSZtw5G2GV52HxUsXtraGhotITGcpW5WiCt8cdzwSgzgP5RivssKGbGja4DcWtoaGg4UFkH\ndRbls5vQcpWdb1xQyszdzdFVPyUXssvbTh4NDY32gdnSMFdZa9aUaZx7LrivIyEELgpRPkvgqwzF\nfKChoXF2OF+ySi9btozBgweflbbKa+td8XVuzUf70PjjueCUGcDYHvUx1LJKIbWwbeXR0NA4f6kz\nQ4XTAummYjBqtA3NKjMhRGchxGYhxH4hRKoQ4oFG6gwVQpQJIfZYt7nnRtyzQ7gerrQLBr7uoJJc\nT0NDo3XYp4XpqNjnKvNyBx/NFf+8pCUjMxPwsJSyJzAQmCGE6NlIvR+klJdZt4VnVcpzwPD4+vUh\nhdWw7UTT9TU0zieEEGRmZqrladOm8fjjjwNK9uOYmBieeeYZQkNDiYuLY8WKFQ517733XoYPH46f\nnx/JyckcPXpUPX7gwAGGDx9OcHAwiYmJrFq1yuHc++67j9GjR6PX69m8eXOj8mVlZdG/f3/8/f0Z\nP348xcXF6rEvv/ySXr16ERgYyNChQ0lLS2vVdb3wwguEhYURGRnJ0qVL1bpFRUVcf/31+Pv7079/\nf7KyztzDq8YE1ab6suaKf/7S7DuGlDIXyLV+LhdCpAHRwP5zLNs5Re8Jw+Jh7UGl/L/DSobqloal\n0biweOTbP66v56498zby8vIoLCwkOzubHTt2MHr0aPr160diYiIAK1asYN26dQwYMIBHH32U22+/\nnR9//JHKykqGDx/OwoUL2bBhA/v27WP48OEkJSXRs6fyDvvRRx+xfv161q5dS21tbaP9f/DBB3z9\n9dfEx8czZcoU/v73v/Phhx+SkZHBrbfeyueff87QoUN56aWXGDduHPv378fTs/mJqLy8PMrKysjO\nzmbTpk1MmjSJG264gaCgIGbMmIG3tze5ubkcPnyYESNGEB8ff9r3sDFXfC9tVHbe0qo5MyFEHNAH\n+LmRw1cKIX4TQmwQQvQ6C7KdcwbFQKiP8rnaBJsONV1fQ6M98eSTT+Ll5UVycjJjxoxxGGGNGTOG\nIUOG4OXlxdNPP8327ds5fvw4a9euJS4ujunTp6PT6ejTpw833ngjq1evVs8dP348gwYNws3NzSHb\ntD133HEHSUlJ6PV6nnzySVatWoXZbOaTTz5hzJgxDB8+HA8PD2bNmkV1dbWaKbs5PDw8mDt3Lh4e\nHowePRqDwUB6ejpms5lPP/2UhQsXotfrSUpKYurUqWd0/6rq6iMF2RZIa5y/tFiZCSEMwKfATCnl\nKafDu4FYKeWlwCvA5y7auFsIkSKESCkoKDhdmc8aOjcY3b2+vD0bTla2nTwaGmeLoKAg9Hq9Wo6N\njSUnJ0ctd+7cWf1sMBgIDg4mJyeHo0eP8vPPPxMYGKhuK1asIC8vr9FzXWFfJzY2lrq6OgoLC8nJ\nySE2NlY95ubmRufOncnOzm7RdYWEhDhEmff19aWiooKCggJMJlODfk8Xi2zoiq+7IN3l2g8tGjQL\nITxQFNkKKeV/nY/bKzcp5XohxOtCiFApZaFTvbeBt0HJZ3ZGkp8lkjpB10A4VKr8gP97AO6+XPNW\n0nDkbJj+zia+vr5UVVWp5by8PGJiYtRySUkJlZWVqkI7duwYSUlJ6vHjx4+rnysqKiguLiYqKorO\nnTuTnJzMpk2bXPYtWjBpZN/+sWPH8PDwIDQ0lKioKPbt26cek1Jy/PhxoqOjW3RdrujUqRM6nY7j\nx49z0UUXqf2eLqeMSmByAHcBftqo7LynJd6MAngPSJNSvuiiToS1HkKI/tZ2i86moOcKIeD6BMWM\nAIqr/nbNGUTjPOeyyy7jo48+wmw2s3HjRr7//vsGdebNm0dtbS0//PADa9eu5c9//rN6bP369fz4\n44/U1tbyxBNPMHDgQDp37szYsWPJyMhg+fLl1NXVUVdXx86dOx2cNFrChx9+yP79+6mqqmLu3LlM\nmjQJd3d3brrpJtatW8e3335LXV0dL7zwAl5eXmp27JZcV2O4u7szceJE5s+fT1VVFfv37+f9999v\nlcw2jCbNFb890pKB8yDgDuAaO9f70UKIe4UQ91rrTAJ+F0L8BiwBbpFtlcL6NIj2g6F2Fol1mVBU\n3XbynCvmz5+PEAIhBG5ubgQFBXHFFVcwZ84cBzOSxrmltLSU1NRUdu3axe+//+7g6eeKwsJCUlJS\n1O2ee+5h1apVBAQEsGLFCm644QZAGekUFRUREhJCVVUV4eHh3Hbbbbz55pvqiAXgtttuY8GCBQQH\nB7Nr1y4+/PBDamtrOXjwIF999RUrV64kKiqKiIgIHnzwQfbt28euXbsoKyujrq7OlZgq48aN489/\n/jNhYWHk5eVx5513kpKSQpcuXfjwww/529/+RmhoKF999RVfffWV6vzx8ssv89lnn+Hv78+SJUsY\nNmxYi+/rq6++SkVFBREREUybNo3p06e7rLt37171Xu7atYvffvuNgwcPUlhYRHG1dIiK79uIU1hB\nQQElJSUtlk3j9BBCzBJCtMj9SrSVzunXr59MSUlpk74bw2SBxb9AvnXOrGsg3NPBzI3z589n8eLF\nak6lsrIydu/ezRtvvEF1dTUbN26kb9++bSzl+YOrtPVnQnl5Oenp6YSFhREYGEhZWRn5+fn06NGD\ngIAAl+cVFhZy5MgREhIScHOrfwf18vLCw6P+3zY3N5cvv/ySBQsWcODAAfLz86msrKRXr15qvWnT\nphETE8NTTz3l0MfRo0cxm8107drVob2cnBw6d+6Mt7d3o+01xuHDh6msrCQuLs5hv6+vr4P8zlRW\nVpKWlkZ0dDR+fn7odDqXTiZnwt69ezEYDISFKZl7a2trOXXqFEVFRXj4+BEU3R03NzfC9Y3Ple3f\nvx8fH58z8pZsDle/PyHELillv3PW8XmEEMIPOAZMkFJuaaquNqVpRecGN/esV16HOqi5UafTMXDg\nQAYOHMiIESOYPXs2e/fuJTIykltuuaVdL4Ktrj7/h9O5ubn4+fnRpUsX/P396dy5MwEBAeTm5rbo\nfL1ej8FgUDd7hWKxWMjLyyMkJAQ3Nzf8/f1VxXTy5Mkm2zWbzRQVFREaGtqgvcjISMLCwlrVHijO\nHfayGgyGJhUZQE1NDQBhYWEYDIYzUmQWS9OREDw8PFS5goODiYyJIzC6B7VVp6gsziPQS3P6aA1C\nCHchxFkN9CWlLEfx1/hbc3W1r8qOzv4w1C6J57pMKKxyXb+jEBgYyKJFi8jMzGxy4j83N5c777yT\nrl274uPjQ0JCAo8//niDtUbV1dU8+uijxMbG4uXlRXx8PLNnz3ao884779C7d2+8vb0JDw9n0qRJ\nlJWVAUpsv0mTJjnU37JlC0IIfv/9dwCOHDmCEIIVK1YwZcoUAgMDGTduHKCscRo8eDDBwcEEBQVx\n9dVX05gVYOvWrVx99dUYDAYCAgIYOnQov/76K8XFxXh7e1NRUeFQX0rJvn37HJwbWoPFYqG8vJyg\noCCH/UFBQVRUVGAymVyc2TIqKiowm834+fmp+9zd3dURYFMUFxfj5ubmcK6tPXt5W9re6XD48GEO\nHz4MwK+//kpKSgrl5UokcKPRSGZmJrt372b37t0cPHhQVXw2UlJSyMvL49ixY+zZs4fU1NQW922R\nUFwDnr7+ePsFUV1W0Kh5ESA9PZ2qqiqKiopUU2VhoeLrJqUkJyeHvXv3qmbkoqKWuQ8UFBSo5uc9\ne/ZQUFDgcJ9XrVpF7969AS4XQhwXQjwthFCd+IQQ04QQUgjRWwixSQhRKYQ4IISYaFdnvhAiTwjh\n8N8vhBhjPbe73b6/WKM+GYUQR4UQjzqds8zqnX6DECIVqAEGWI8NFULsFULUCCF2CiH6CyEKhRDz\nndoYb22jxirXIqvDoT2fAmOFEMFN3T9tCaATw7sqsRrzK5V0D6vTOp65sTGGDh2KTqdjx44djBw5\nstE6hYWFBAcH8+KLLxIUFERGRgbz58+noKCAt956C1Ae5vHjx7N9+3aeeOIJ+vbtS3Z2Nj/88IPa\nzlNPPcXcuXP561//ynPPPUdVVRXr1q2joqKiSVNbY8yaNYuJEyeyevVq3N2V5FJHjhxhypQpdOvW\njdraWj7++GP+9Kc/kZqaqo4stmzZwvDhw7n66qt5//330ev1/PTTT2RnZ9OnTx8mTJjQQJmVl5dj\nNBoJCQlRr7Ul2Lz/jEYjUkp8fHwcjtvKRqPRwe28Mfbt24fJZFJfAjp16qQes/25X3fddZw4UW9W\n8Pb2dpiXW7ZsWYN2y8vL8fX1dfBUtLXnPDpybs8VNTU17N69Gykler1eNR26IjIyEk9PT3Jzc1Vz\nqo+PDxaLhYyMDIQQxMXFIYQgJyeH9PR0evXq5XDP8vPzMRgMrTb/nTLWh7Tz8vWnpryE2lojXl4N\n3Ri7dOlCVlYWXl5eREZGKudY6+Xk5KijWb1eT0lJiaqgbb+bxsjJySEnJ4ewsDBiYmKwWCykpqaq\nz8Q333zDzTffzJQpU/j9998zgXeBJ4EQ4F6n5j5C8Rp/DmVEs1II0VVKeQL4BJgHJAP24VtuBnZJ\nKTMBhBCPAM8Ai4AtQF/gSSFElZTyVbvz4qx1FgJ5wGEhRDSwHtgG/BOIAFYADj98IcRNwMfAW9Z6\n3YB/oQyyZtlV3Q54AH8CvnB1DzVl5oTN3PhqivK2dqhUCXU1uPmlNe0ab29vQkNDyc/Pd1mnd+/e\nPP/882p50KBB6PV67rzzTl555RU8PT355ptv2LRpE1988QXXX3+9WnfKlCmA4vzwzDPPMHPmTF58\nsd45duLEiZwOAwcO5LXXXnPYN3dufWhQi8XC8OHD+eWXX/jwww/VY7Nnz+bSSy/l66+/Vv/A7ZX4\n//3f/2E0GjEa6//QioqK8PX1xdfXF1BGLunp6c3K2Lt3b7y8vFQTrk3p2rCVmxqZeXh4EBUVpbra\nFxcXc/ToUSwWC+Hh4YBiKnR3d2/gOu/u7o7FYsFisbg081VWVhIYGOiw70za8/X1Ra/X4+PjQ11d\nHfn5+WRkZHDRRRc5rH+zx9vbW73Xer1evS8nT57EaDSq99F2fN++fRQUFKgKxXafunXr1mj7rnD2\nXvT39aQMqKura1SZ+fj44Obmhk6nw2AwqPtNJhP5+flERkYSFRUFQEBAAHV1deTm5rpUZiaTiby8\nPMLDwx3WyYWEhKhLFubOncvQoUN5//33+eCDD05JKRdZv5d/CSGesioqGy9JKf8DyvwakA+MBd6U\nUqYJIfaiKK/N1jpewHgU5YgQwh9F4T0lpVxgbXOTEMIXeFwI8YaU0jYfEQIMk1LusXUuhHgOqALG\nSSmrrftOoShSWx2Bomw/kFL+1W6/EXhNCPEvKWURgJSyVAhxDOhPE8pMMzM2Qmd/R+/G9ReIubG5\nkYaUksWLF9OzZ098fHzw8PDg9ttvx2g0qmt6vvvuO4KDgx0UmT3bt2+nurq6SU+z1jBmzJgG+9LS\n0pgwYQLh4eG4u7vj4eFBeno6GRkZgPLH/fPPPzN16lSXa6auvfZadDqdaj4ym82UlJQ4zCn5+vpy\n8cUXN7s15SjRUgICAoiKiiIgIICAgADi4+MJCgoiNze3xSPEpqirq2t2VNgawsPDCQsLw8/Pj+Dg\nYBISEvDw8Gjx3KA9VVVV6PV6B8Xi6emJwWBoMHpu7cjeZl609170Ps3bUF1djcViadSMXFNT49IL\ntLKyEovF4lLZmc1mdu/e7bC0wsonKP/hVzrt/8b2waoQTgIxTufdaGeiHAX4AbYQMVcCemC1EEJn\n24DvgHCntrLtFZmVK4BNNkVm5UunOglAF2BVI314A0lO9QtRRngu0ZSZC4bH12eltpkbLe1msUHr\nqampoaioSH3Lb4zFixcza9YsJkyYwBdffMEvv/yijopsJqmioiKHN2VnbPMHTdVpDc7ylpeXc911\n13H8+HFefPFFfvjhB3bu3Mmll16qylhSUoKUskkZhBDo9XqKioqQUlJcXIyUkuDgerO9m5ubOlJr\narONXmwjDWcnG1u5tcokKCgIk8mkzlm6u7tjNpsbKDez2Yybm1uTzhdSygbHz6Q9Z9zd3QkICHBY\nEN1SamtrG703Op2uwWi2tffQ3rzoJiDIG/V+tvYlxKasnM+zlV05V9muwVV/hYWF1NXVNfZs2swo\nznNJpU7lWhQFYeMTIBS4xlq+GdgupbStMre9saUCdXabzSxpb6dqzJQTATiEeJJS1gD2bx62PtY7\n9XG4kT4AjE7X0ADNzOgCm7nxlQvE3Lh582ZMJhNXXun8klfP6tWrmTRpEk8//bS6b/9+x3jTISEh\nTb59294+c3NzHUY59nh7ezdwKnG1psd5ZLV9+3ZOnDjBpk2bHNZV2U+kBwUF4ebm1uwowWAwYDQa\nKS8vp6jV7mGHAAAgAElEQVSoiMDAQIc/y9aaGb28vBBCUFNT4zB3ZFOyjZm0WoNtbstoNDrMc9XU\n1DTrFajT6Rr82Z5Je43RksghjeHp6dmop6rJZGqgvFrTh1kqSTdt2LwXT506hYeHR6u/D5sych7l\n2pScs3nZhq1uXV1dowotNDQUDw+PxjxIbdqt+QlMO6SUWUKIFOBmIcSPwDiUOSsbtvbG0riysv/R\nN/aKnwd0st8hhPAGDHa7bH3cDfzaSBuHncqBNHOd2sisCWL84eoLwNxYWlrKY489Rvfu3ZtcpFpd\nXd3gAbdPLQKKea64uJi1a9c22saVV16Jj49Pk9EZYmJiOHDggMO+b775xkXthjKCo2LYtm0bR44c\nUct6vZ4BAwbwwQcfNGmi0+l0+Pv7k5OTQ0VFRQPl21ozo81b0Nl5ori4GIPB0OpRRUlJCTqdTl1w\nbDAYcHd3d2jfbDZTWlrarPnNy8sLo9HosO9M2nPGYrFQWlqqzje2Br1eT2VlpYN8tbW1VFRUOMxZ\ntZYau0GdbXH0qVOnKCkpcXCsaQwhRAPXf9tcmvOLV0lJCd7e3i5HXnq9Hjc3N5dej+7u7vTt29ch\n2LOVmwALioNEa1kJTLBuPoB949uBaiBKSpnSyFbeTNs7geFCCHuHD+d5h3QgG4hz0Yd6M6yel12A\njKY61UZmzTAsHlILIM/q3bgqDe5tx96NJpOJHTt2AIpJbteuXbzxxhtUVVWxceNGl2+PAMOHD2fJ\nkiUMGDCAbt26sWLFCofcU7Y6I0aM4LbbbmPu3Llcfvnl5ObmsnXrVt566y0CAwN54oknmDNnDrW1\ntYwePRqj0ci6deuYN28e0dHRTJgwgffee48HH3yQMWPGsHnzZnWhd3MMHDgQg8HAXXfdxaOPPsqJ\nEyeYP3++OpFu49///jfDhg1j1KhR3H333ej1erZv306/fv0YO3asWi80NJRDhw7h6emJv7+/Qxvu\n7u4unRlcERkZSXp6OseOHSMoKIiysjLKysro0aOHWsdoNLJv3z7i4uJUBZqZmYler8fX1xcpJUlJ\nScyePZtJkyapoxE3NzciIiLIzc1VFxvbHHpsi4NdYTAYGrjbt7S9wsJCtm3bxvjx49VRSGZmJiEh\nIXh5eamOEXV1dadlXg4JCSEvL4+DBw8SFRWlejPqdLpGlc7QoUOZPHkyf/nLX1y2aZFgqqujrroC\nIUC413H0ZBlFRUX4+/sTEdHk9Aw+Pj7qd6fT6fDy8kKn0xEeHk5ubi5CCHx9fSktLaWsrMxhIboz\nOp2OyMhIsrOzkVISEBCgRnLJzs4mOjqaBQsWMGLECNtcs78QYhaKw8Y7Ts4fLWUVigPGc8BWa6ov\nQHW4mA+8LISIBbaiDHwSgKullBOaaXsxMAP4SgjxEorZ8R8oTiEWax8WIcTDwHKrw8kGFHNoV+AG\nYJKU0jZ0SEQZ1f3UVKeaMmsGZ3Pj4VL46Tj8qUvz556PlJWVceWVVyKEwN/fn+7duzN58mT+9re/\nNfsAz507l4KCAjVZ4sSJE1myZIm6vguUN9bPPvuMJ554gsWLF1NQUEBUVBS33XabWmf27NkEBwfz\n8ssv89ZbbxEUFMSQIUNU09uYMWN45plneP3113n33XcZP348L7/8MuPHj2/2+sLDw1m9ejWzZs1i\n/Pjx9OjRgzfffJNFixY51BsyZAibNm3iiSeeYPLkyXh6etKnTx81LJSNwMBAhBCEhISctpnMHj8/\nP7p160ZOTg4FBQV4eXnRtWvXZkc63t7eFBUVqQ4ftjk/53kU23eYm5uLyWRCr9erzhdNERQURF5e\nnoP35um2Z/P0y83Npa6uDjc3N/R6PYmJia1W/rb2EhISOH78uDrCtt3H03FaqTEptrGa8mJqyosR\nQnBKp8PHx4e4uDiCg4Ob/a4jIyMxGo0cOnQIs9msvnjYvBgLCgpUb8j4+HiHuVZX7el0OvLz8yko\nKECn02GxWNRn4rrrrmPlypW2qC3dgZnACyheh61GSnlcCLENJVzhgkaOLxJC5AAPAg+jrCHLwM4j\nsYm2s4UQY4CXgf8CacCdwCbAPij9J1Yvx39aj5uBQ8BaFMVmY6R1f2PmSBUtnFUL2ZgF3x5RPnu4\nwYMDoFPrLSYa7Yi0tDSioqI4ePAgSUlJ5ySs0ukSFxfHu+++26rYhc2RmppKSEhIsy81jc1VHTly\nhPj4+LPuFXk6NDUys0hlDanN6cNHByE+52f26I4UzkoIMRj4AbhGStl4enLX524H1kkpn2qqnjZn\n1kKGxUOE1TxfZ4HV+zu2d+OFTk5ODjU1NZw4cYKAgIDzSpE5YzQamTlzJlFRUURFRTFz5kx1fik5\nOZlPP/0UgJ9++gkhBOvWrQPg22+/5bLLLlPb+e6777jqqqsICgpixIgRHD16VD0mhOC1116jR48e\nDiZRZ/7zn/8QFRVFZGSkw5rEpmRctmwZgwcPdmhHCKGasKdNm8aMGTMYM2YMfn5+DBgwgKysLLWu\nzdknICCA+++/v8l50DIn78VA7/NTkbV3hBDPCiFusUYCuQdljm4v0LI0CPXtDAAuAl5trq5mZmwh\nOje4+WI7c2NZ+zY3ajTN22+/zcCBA4mNjaVLly7w6m3Nn3S2uP+jVlV/+umn2bFjB3v27EEIwfjx\n43nqqad48sknSU5OZsuWLdx44418//33dO3ala1btzJmzBi+//57kpOTAfjiiy94+eWXWbZsGX37\n9uWll17i1ltvdcgA/fnnn/Pzzz83iGBiz+bNmzl48CCHDh3immuu4bLLLmPYsGFNytgSVq5cyYYN\nG7j88suZOnUqc+bMYeXKlRQWFjJx4kSWLl3K+PHjefXVV3nzzTe54447GrRR47Q4Wou9eE7xQpmP\nCwfKUda+PSSlbDpgZkOCgalSSuflBg3QvspWEOMP18TVlzdkQUEH9G7UUDIMxMbGcvHFF5+xy/y5\nZsWKFcydO5ewsDA6derEvHnzWL58OaCMzGw5wbZu3crs2bPVsr0ye/PNN5k9ezZDhgxBr9fzz3/+\nkz179jiMzmxznU0ps3nz5qHX6+nduzfTp0/n448/blbGljBhwgT69++PTqfj9ttvZ88eZZ3u+vXr\n6dWrF5MmTcLDw4OZM2c2aia1SCixC+Xo4yK1i8bZQUo5U0rZWUrpKaUMkVLeau9k0op2NkgpnRdc\nN4qmzFrJtXEQaWduXKWZGzXamJycHGJj69eQxMbGkpOTAyhLITIyMsjPz2fPnj1MmTKF48ePU1hY\nyC+//MKQIUMAJf3LAw88QGBgIIGBgQQHByOlJDs7W23XPtSSK+zr2MvRlIwtwV5B+fr6qpE/bOlp\nbAghGpVTMy92fDQzYyuxeTcu2akosSNl8ONxGKKZGzs2rTT9/ZFERUVx9OhRevXqBcCxY8dUrzpf\nX1/69u3Lyy+/TFJSEp6enlx11VW8+OKLdOvWTXX979y5M3PmzOH222932U9LvDmPHz+uLla3l6Mp\nGfV6vUNkkNYkio2MjHTIYiClbJDVQDMvXhhoX+lpEO2njNBsaOZGjbbk1ltv5amnnqKgoIDCwkIW\nLlzI5MmT1ePJycm8+uqrqklx6NChDmWAe++9l3/9619q2pSysrLGFuk2y5NPPklVVRWpqaksXbqU\nm2++uVkZL730UlJTU9mzZw81NTXMnz+/xf2NGTOG1NRU/vvf/2IymViyZImDMtTMixcOmjI7Ta6J\nqzc3mizwiWZu1GgjHn/8cfr168cll1xC7969ufzyy9W1gKAos/LyctWk6FwGZU7qscce45ZbbsHf\n35+kpCQ2bNjQalmSk5Pp3r071157LbNmzeK6665rVsaEhATmzp3LsGHD6NGjRwPPxqYIDQ1l9erV\n/OMf/yAkJISDBw8yaNAg9XhZTcPYi5p5sWOirTM7A7LL682NAGN7QLJmbuwwuFrno9E+qDE5WkyC\nvUF/VvMgn1s60jqzPwJtZHYGOJsbN2bByco2E0dDQ8OKZl688NAcQM6Qa+OU2I05FYo5Y1Ua/LXv\n+Rm7cf78+SxYoESuEUIQEBBA9+7due6661oUzupCp6amhvz8fCoqKqiursbPz4/ExMRmz6uurub4\n8eNUV1djMpnw8PDA39+fqKgoNUgwKM4LeXl5aigkHx8foqOjWxTUV0rJ/v37CQ8Pd5mNAJSAv9nZ\n2VRWVlJZWYmUkn79mn/Jt1gsHD58mKqqKmpra3F3d8fX15fo6OgGIaqKi4vJy8ujpqYGd3d3/P39\niY6OdrjWxigtLeXEiRMYjUY8PDy45JJLmpXLFU2ZF21xDwsLC9UcZB4eHvj5+dGpU6cmgxdXVlZS\nVlamOq9onBus2arTgUuklIdaco42MjtD3K3ejTbldbQMfjjW9DltSUBAANu3b2fbtm2sXLmSiRMn\nsnz5cnr37s2uXbvaWrzzmpqaGsrKyvD29m5VRBCz2YyXlxcxMTEkJCQQFRXFqVOnyMzMdIhWkZeX\nR05ODp06daJ79+54e3uTmZlJZWXzw/2SkhLMZnOzMQAtFguFhYW4ubmdVsT5iIgIevToQWxsLBaL\nhYyMDIdo9qWlpRw6dAiDwUD37t2JiYmhvLy8wbU6I6Xk8OHD+Pj4kJCQQPfu3Vstm40aE1TY5cEM\n9FaeU1s/hw4d4ujRo/j6+hIfH09CQoIaa/HAgQNNyllZWdmqJQUap4eUMhslDuTc5ura0EZmZ4Eo\nPxgWB99YM/BsPAQXh0JY62OqnnN0Oh0DBw5UyyNGjOC+++5jyJAh3HLLLRw4cKDJyPltQXV1dZML\ndf8oAgIC1NFCVlZWg8SQrjAYDA6Kw8/PD09PTzIyMtQsyhaLhdzcXCIiItTI8gEBAezfv5+cnJwm\nQ0gBnDx5kpCQkGYTZup0Oi677DKEEJw8eZLy8uayeSi4ubnRrVs3h33+/v7s2bOHkpISdVRfVFSE\nr6+vEjXFiru7O5mZmdTU1Lj8Huvq6jCbzYSEhDjkemstFgnF1RaQAoRQzIt2/3InT56kpKSEhIQE\nhywItlFZQUFBI61qNIcQwscps/TZYCnwrRDiYfuUMK7QRmZniWvilDk0qDc3thfvxsDAQBYtWkRm\nZiabNm1yWa+0tJS//OUvREVF4e3tTZcuXbjrrrsc6uzdu5dx48YRGBiIwWCgf//+Dm0ePnyYG264\nAX9/f/z8/Bg3blyDNDJCCF588UVmzpxJp06d6N27t3rsiy++oF+/fnh7exMREcGjjz7qMh392cD+\nLf1sRM23YXthsLVvNBqxWCwN0sz4+/tz6tSpBrmz7KmpqaGiooKgoKAW9X22rsOWbdr+HkkpG7wM\nNfdyVFhYyN69ewEldUxKSoo6+jGbzRw7dozffvuNXbt2sX///gapatLT08nKyqKgoIB9+/aRk74b\ni6muUe/F/Px8goKCGtxnG506dXJ5fwoLCzl2TDG7pKSkkJKS4pCc9dSpU6SlpbFr1y41eoqr7NL2\nVFVVcfDgQX799Vd2795NWlqawzU6PzNAdyGEw9BVCCGFEA8IIZ4RQhQIIU4KIV4TQnhZj8db64xx\nOs9dCJEnhHjKbl+SEGKdEKLcuq0WQkTYHR9qbWuEEOJLIUQF1tiJQoggIcRKIUSlECJHCPGYEOJ5\nIcQRp367WOsVCyGqhBBfCyGcbfY/oSTkvKXZm4g2MjtruLvBTRcr3o1mqZgbtx6DobHNn3s+MHTo\nUHQ6HTt27GDkyJGN1nnooYfYtm0bL730EhERERw/fpytW7eqxw8cOMCgQYNITEzkzTffJCQkhJSU\nFHURq9Fo5Nprr8XDw4N33nkHnU7HvHnzSE5OZt++fQ4msueee44hQ4awfPly9Y981apV3Hrrrdxz\nzz0888wzZGVlMXv2bCwWixrUVkrZoj+QlkR2t6VdOVvpX2ypW2pra8nOzkav16vzTTaF4NyPEAIp\nJUaj0eWopry8HDc3tz9k9GqT02Qyqeu57L+30NBQsrKyKCwsJCgoiLq6OrKzs/Hz83MpX0BAAN26\ndSMrK4uYmBgMBoM6v3b06FFKS0uJjo7G29ubgoICMjMzSUhIcBjBVVRUUF1jxDckGuHmjnB3J8jO\nvAhKQs/a2trTyqlmkzM8PJz8/Hx1YbhNUVdXV3Pw4EH8/f3p1q2b+h0bjUYSEhJctlldXc2BAwfw\n9vYmNjYWnU5HRUUFRUVFeHt7N/rMTJo0yQv4XgjRW0ppn+n1YeA7YDJwCfAv4CiwSEp5WAjxC0pC\nz3V25ySjxE9cCWBVkj8BKdZ2dCh5074SQvSXjjbY91BGT4tRUsQALAMGAw+gZJx+ECUPmvpQCiGC\ngR+BIuBelDxn/wD+J4RIsI3wpJRSCLEDGAa85vImWtGU2Vkkyg+ujYdvrNOVXx+CnuepudEZb29v\nQkND1eSLjfHLL78wY8YMdSEs4LA4d8GCBQQEBPDDDz+of1zDhw9Xjy9dupRjx46RkZGhJiscMGAA\nXbt25a233mL27Nlq3cjISD75pD51kpSSRx55hClTpvD666+r+728vJgxYwazZ88mJCSE77//nquv\nvrrZ6z18+DBxcXFN1omJieHEiRONmp4KCgowm81Njpicyc/Pp6ZGeeY9PT0JCwtTM2rb5rJSU1Md\nRg0nT56kurqa9PR0lzEii4qKqK2tbZCduznKy8spLi4mLS2txeeUlZVRWqrEfHVzcyMsLIxDhxzn\n56WU7Nq1S1V8Xl5ehIWFNdmPyWRS5/Jsv526ujpycnIICQlRs11LKSktLWXXrl1qLre8vDxqa2vx\nC42Gk8rv18MNKp38TYxGo9pHYWGhg7z2NPXiYrtnzlFGCgoKqK2txcfHh9xcJQSh2Wzm0KFDVFVV\nufzuCgoKMBqNREdHOzx73t7exMTE8N577zV4ZlDyil0M3IOisGwckVJOs37+WggxCJgI2JL5rQTm\nCSG8pJS2ic6bgVQp5e/W8jwUJTRKSllrvR97gQPAaBwV4Wop5RN29y0JJaP0TVLK1dZ93wLHgQq7\n8x4E9MBlNmUshPgJOIKS18xecf0GOJp/XGF7W/yjt759+8qOiMks5Us/Sznrf8q25BcpzZa2lkph\n3rx5MiQkxOXx8PBwee+997o8fvvtt8vOnTvL1157Taanpzc4HhYWJh966CGX50+fPl1eccUVDfYP\nHTpUjh49Wi0Dcs6cOQ51Dhw4IAG5fv16WVdXp26HDx+WgNyyZYuUUspTp07JnTt3NrsZjUaXcppM\nJoc+LJaGX+CNN94ok5OTXbbRGBkZGXLHjh1y+fLlMjExUV5++eWyurpaPX7bbbfJ8PBw+d1338mi\noiK5ZMkSqdPpJCC3b9/ust1x48bJkSNHOuwzm80O12A2mxuc98orr0jlL6Dl5Obmyp07d8ovv/xS\njhw5UoaEhMjU1FT1+HfffScNBoN89NFH5ebNm+XKlSvlRRddJIcOHSpNJpPLdm3f41dffaXue//9\n9yUgKysrHerOnz9f+vr6quXk5GR50eWD1Gdu7hYpy2oa9rFjxw4JyK+//tph/4wZMyRKvs4GMjjj\n6p7Fx8fLRx55xGGfyWSSOp1OLlq0yGV7p/PMoIyaNqPk+LIpYwk8Lu3+Y4FngBN25WiUTM/jrWUd\nUAA8YVcnF/i39Zj9lgXMs9YZau1vmFN/06z7vZ32r0RRtLbydus+5z6+A5Y6nXs/UId1TXRTmzZn\ndpaxeTe6W1/ujp1SzI3nOzU1NRQVFTXIXGzPq6++yg033MDChQtJTEykR48erFy5Uj1eVFTUpAkn\nNze30fbDw8PVN2/7ffbY3qRHjx6Nh4eHusXHxwOob8oGg4HLLrus2a0pN3GbWce22aLMnyk9evRg\nwIABTJ48ma+//ppff/2Vjz6qj/m4ePFievbsyTXXXENISAjPPfecGiWjqWUTNTU1Dd78Fy5c6HAN\nCxcuPCvXEBERQb9+/Rg3bhxfffUVISEh/Pvf/1aPP/zww1x//fU8++yzDB06lJtvvpnPP/+cLVu2\n8MUXX7Sqr9zcXAwGA76+jllww8PDqaqqUr0oq01g9q3/vdyQCP6NDIRs7vQnTpxw2P/oo4+yc+dO\nvvyyRcHZXcrq/Jt1d3d3GFU2xuk+M0A+SnoUe5zTpNQCqtutVDwEf0QZjQFcC4RiNTFaCQUeQ1Eg\n9ltXwDmCs7MZJwIol1LWOO13Nm2EWmVw7uPqRvowUq/smqTZCkKIzsAHKHZVCbwtpXzZqY5ASZE9\nGsX+OU1Kubu5tjsqkQYlmefXdubGhGDFDHm+snnzZkwmE1deeaXLOoGBgSxZsoQlS5awd+9eFi1a\nxO23384ll1xCz549CQkJUU0sjREZGanG/rMnPz+/gUu5s6nHdvztt9+mT58+DdqwKbWzYWZ86623\nHLz8WrKWrLXExsYSHBzsYKLr1KkT3333HSdOnKCsrIzExEQWL15MREREkybR4ODgBsF57777bsaO\nHauWz8W6KJ1OR+/evR2u4cCBA9x6660O9RITE/Hx8XFIqNkSIiMjqaiooKqqykGh5efn4+vri5eX\nF5V1SqACDz/l95LUCS5z8T7WuXNn4uLi+Oabb7jzzjvV/V26dKFLly4cOXKkVfI5y3ry5EmHfWaz\nmaKioiaXS5zuM4Pyf+xaS7rmE+DfQggfFIXyq5TyoN3xYuAz4N1Gzi10Kju7uOUBfkIIbyeF1smp\nXjHwJcpcnDPO7rWBQIWUslkvr5aMzEzAw1LKnsBAYIYQoqdTnVFAD+t2N/BGC9rt0Fwd6+jduGwv\nVNY2fU5bUVpaymOPPUb37t0ZNmxYi8655JJLeO6557BYLOpczbXXXsuqVavUeSFnBgwYwK5duzh8\n+LC6Lzs7m23btjUbjy8xMZHo6GiOHDlCv379GmwhISEA9O3bl507dza7NfXnnpiY6ND2mbiKuyI9\nPZ2ioiJVCdsTExNDr169MJlM/Oc//3H443Ulr/09BUV52V/DuVBmNTU17N692+EaYmNj2b3b8T02\nLS2N6urqZuconbniiisQQrBmzRp1n5SSNWvWMHjwYMwW+HBf/eJoXw+YmNh07MWZM2eyZs0atmzZ\n0ipZbNhG9M6/8QEDBvDZZ585OB/Zgh839ds+nWcG8ACuQhlltZbVgA8wwbqtdDr+LdAL2CWlTHHa\njjTTti0+4fW2HValOdypnq2P1Eb6SHeqG4cyR9gszY7MpJJQLdf6uVwIkYZie91vV2088IHVnrtD\nCBEohIiUp5GMraPg7ga39oJXdoLRrITWWb4P7urj6GH1R2MymdixYwegTGbv2rWLN954g6qqKjZu\n3NikG/XgwYOZMGECSUlJCCF455130Ov19O/fH1ASM15xxRUMGTKEhx9+mJCQEH799VdCQkK48847\nmTZtGs8++yyjRo1i4cKFuLu7s2DBAkJDQ7nnnnualNvNzY0XXniBO+64g1OnTjFq1Cg8PT05dOgQ\nn3/+OWvWrMHX1xc/P78WRbQ4Haqqqli/fj2gKOFTp06pf7SjR49WRw/du3cnOTmZ9957D4BZs2ah\n0+kYMGAAgYGBpKWlsWjRIrp168Ytt9R7HS9fvpy6ujq6du3KsWPHeOmll3B3d3dwjGmMQYMGsXDh\nQgoKCujUyfkluCEbNmygsrJSTXBpu4YrrrhCzTn2f//3f3z//ffqsomPP/6YDRs2MHLkSKKiosjN\nzeX1118nNzeXhx56SG373nvv5cEHHyQqKopRo0aRn5/PwoULiYuLY/To0c3fZDsuvvhibr31Vu6/\n/37Ky8vp1q0b77zzDgcOHOCNN97gq4OQWVJf/88Xg18zeVT/9re/sXXrVkaNGsU999zD8OHD8fPz\n4+TJk+p9aGoxuc2L8eWXX+aaa67B39+fxMREHn/8cfr06cMNN9zAfffdx4kTJ3jssccYMWJEk9aO\n03lmUAYNhcBbLbuT9UgpTwohtgDPo4x6VjlVmQ/8AqwTQvzH2k80ikJaJqXc0kTbvwshvgLeEEL4\noYzUHkKx1tl7Sr2I4in5nRDiFSAbZaSZDPwopfzYrm4/FO/KFl1cizcULXkM8HfavxYYbFf+FujX\nyPl3o2jvlC5duric9OxIpJ6U8pH/1TuEfJrWdrLMmzdPneQWQsiAgADZt29f+c9//lPm5uY2e/6s\nWbNkUlKSNBgMMiAgQA4dOlRu3brVoc5vv/0mR40aJQ0GgzQYDLJ///7yf//7n3o8KytLjh8/XhoM\nBqnX6+WYMWNkRkaGQxuAfOWVVxqVYf369XLw4MHS19dX+vn5yUsvvVTOmTNH1tXVncYdaR02J4XG\ntsOHD6v1YmNj5dSpU9Xyxx9/LK+66ioZFBQkfXx8ZGJionzooYdkQUGBQ/vLli2TCQkJ0svLS4aF\nhcm7775bFhYWNiuX0WiUwcHB8oMPPmjRdcTGxjZ6DUuXLlXrTJ06VcbGxqrl3bt3y9GjR8vw8HDp\n6ekpY2Nj5U033SR///13h7YtFot8/fXXZe/evaWvr6+MioqSN910k8zKympSpsYcQKSUsrKyUt5/\n//0yLCxMenp6yr59+8qNGzfKn7Prn6mYS5Ll4JE3tujapVScY9577z05aNAg6efnJz08PGRsbKyc\nPHmy3LZtW5PnWiwW+cgjj8jIyEgphHBwAvrf//4n+/fvL728vGSnTp3kfffdJ8vLy5uVp7XPDMrc\nWA/p+N8qgfud9s0HCmXD/+G/WOtvdz5mPX4RsAbFHFgNZKIozhjp6ACS1Mi5wSimzEqUObW5wDvA\nHqd6UShu/fko82JHgA+BXnZ1OqFYBpMbk9N5a3HUfCGEAfgeeFpK+V+nY2uBf0spf7SWvwUek1K6\nDIvfEaLmt5RvjyhBiG3ceBEMjG4zcTQ6IA888ACZmZmsW7eu+crtnMOl8NZuZT0nQO9OMLn3+RkP\n9VzQnqLmCyF0wO/Az1LKqa089x5gFpAgW6CoWrTOTAjhAXwKrHBWZFaycfRCibHu0wCuiYXccvjN\nOnmcbkAAACAASURBVD/8WTqE+ULXlgVs0NBolkceeYSEhAQyMjKaXKTb3imtgQ/21iuySINjbFSN\ntkUI8WeUUdc+wB9ljVgPYEor2xEoC6+fbokigxY4gFgbfQ9Ik1K+6KLal8AUoTAQKJMX8HyZM0LA\nTT3rHUIsEj7YByVnO5KZxgVLTEwM//nPf5r0jGvv1JoVRypbEGG9B0y7BLy00A/nE5XAdBSd8DGK\nqXCclPKXVrYTAawAlrf0hGbNjEKIwcAPKJrWNon3T6ALgJTyTavCexUYiTLZN70pEyNcWGZGGyU1\nsOSX+ocxygAz+oHn+RXXV0PjvENK+CgV9lhXNrkJuLsPdLsArRvtycz4R9ISb8YfgSYH8dZh4Iyz\nJVRHJcgbplxSb+/PqYBP9sPkJC2Vu4ZGU2w+Wq/IAMYnXJiKTMM1WgSQP5j4QJhgtwZ370n47kib\niaOhcd6zv9DRgWpgNFwV03byaJyfaMqsDRjg9DBuPKRkq9bQ0HAkvxI++r0+1ER8oDIq09BwRlNm\nbcT1PRzNJB+nQl6F6/oaGhcaVXWw7Dcl6ABYzfS9Qaf9a2k0gvazaCPc3eCOJOUBBeWBXbZXeYA1\nNC50zBZY8TsUWj1+PdwUz0WD6/jQGhc4mjJrQ/SeMP3Sem/Gomr48HflQdbQuJBZnwUZdmF0b+l5\nfgfq1mh7NGXWxkQalAfVxsFiWJvZdvJoaLQ1KbmOaZOGxcElrjMTaWgAmjI7L+gdBsPtgqf/eBx2\n5rSdPBoabcWxMvjULmF2r04wvKvr+hoaNjRldp4wLF6JMWfj0wNwpKzt5NHQ+KMpM8L7e+tTuoTr\nFauFFqpKoyVoyuw8wU0oMeYirdknzFJ5sEsbT3OkodGhqDMrv/dT1px/vjplPtlbC1Wl0UI0ZXYe\n4aVTPLZ8PZRyRa3ygNeZmz5PQ6M9IyWsOQDHTyllNwF39IYQn7aVS6N9oSmz84xgH2Utjc20cqIc\nVqcpD7yGRkdk6zHYnVdfHtcDuge3nTwa7RNNmZ2HdAtyjHLwaz5sOdp28mhonCsOFME6O+/d/lEw\nSAtVpXEaaMrsPOXKaBgQVV/ekAVphW0nj4bG2eZkpbIw2mZ0iA1Q4pZqQbc1TgdNmZ2nCAE3JCqx\n6EB54D/6XYlVp6HR3qk2KRFvakxKOcALpmqhqjTOAO2ncx6jc1PmzwKtIa9qzEqsOi3klUZ7xiKV\nF7OCKqWss4aq8vNqW7k02jeaMjvPMXgqD7qH9ZsqrFZMMxbNIUSjnbIhS5krs3HTxRDj33byaHQM\nNGXWDoj2U9ag2cgodpw019BoL+zOc3RmujoW+kS0nTwaHQdNmbUTLg2Ha+Pqy1uPKTHsNDTaC8dP\nKctMbFwcAiO7tZ08Gh0LTZm1I67rCj1D68tr0mBvvuv6GhrnCydOwXt76kNVhfnCrUlaqCqNs4em\nzNoRbgJu7aXErAMl5NWHv2sjNI3zmyNl/H975x3eVnn98c/rve0sZ9jZkyRkk0EYgTCSQBklLWlL\nCxQI0FL4USgQaCFAWYWySlllFii7QGhJwl4lAZJAQnacYccj3ntben9/vNeWZMuxZEuWZJ/P8+ix\ndO7V1fG1fL/3Pe95z+GJ76DaSlyKjYALppqfguArRMxCjJgIuGSaubMFk7L/6nb4KjugbgmCWzJK\n4B/fOVLwYyPg4mkwIC6wfgk9DxGzECQ5Bi6f6ShKDPDWLqkSIgQXO4rg6c3QYNUWjY+Ey2bAsOTA\n+iX0TETMQpSEKOvC4JTS/N8MWLtP6jgKgWdzvlkU3TxHlhwNv5kp3aIF/yFiFsLERcIl02FUisP2\n4X7TqVoETQgUG/Jc10L2jTFClhofWL+Eno2IWYgTEwEXTYPx/Ry2z7Pg37tkYbXQ/XyVbeZwm796\nqXFGyPpKOxfBz4iY9QCiwk2VkMlOnarX55iLis0eOL+E3sUnmWbutpkhCWZuNzkmcD4JvQcRsx5C\nRBicNxlmOFVT2HTIpO43iaAJfkRrWLsX3nOqSjMsCS6dYeZ2BaE76FDMlFLPKKUKlFJb29m+QClV\nrpT63nrc7Hs3BU8IDzNlr+amOWxbC81EfIN0qxb8gNbw7h748IDDNjrFzOU2d0wXhO7Ak5HZc8Ci\nDvb5Qms9zXrc1nW3hM4SpuDH4+G4YQ7brmJTfaF5rY8g+AK7hjd3whcHHbYJ/cwcbowsiBa6mQ7F\nTGv9OVDSDb4IPkIpOH0MnDzSYdtXBk9+J+1jBN9gs8Mr2+HrXIftyAFw/hSIDA+cX0LvxVdzZvOU\nUpuVUquVUpPa20kptVwptUEptaGwsNBHHy24QylTy/G0MQ7bwQp4fBNU1gfOLyH0abLDC1vhu0MO\n24xB8IvJ0lxTCBy++OptAoZrracCfwPebm9HrfWTWutZWutZAwYMaG83wYcsGG5a0TeTVwWPbYKy\nusD5JIQuDTZ4djNsc7oXnZtm5mrDRciEANLlr5/WukJrXWU9fw+IVEr17+BtQjdydLq52DQXKC+s\ngUc3QnFtQN0SQoy6JjP3uttp0uH4YWaOVqrfC4Gmy2KmlBqklFLW89nWMYsP/y6hu5k1GM47EsKt\ni05pnRG0/OrA+iWEBjWNZs51X5nDdvJIE8ZWImRCEOBJav7LwDpgvFIqWyl1kVLqMqXUZdYuS4Gt\nSqnNwMPAMq2lmFIwMiXVTNA3z2tU1MNjGyGnMrB+CcFNZb0JTR+scNhOH2PmZEXIhGBBBUp3Zs2a\npTds2BCQz+7tZJTAs05rz2KtkljDpZq50IqyOjMiK6wxrxVmDnZeekDd6tUopTZqrWcF2o9gQ6Zs\neyFj+sLy6Y61QLVN5oK1tzSwfgnBRZE1t+osZOdOFCETghMRs17K8GTTQibeqtLQYIOnvjc9qAQh\nv9qEFkutrNdwZeZcZw4OrF+C0B4iZr2YtERTCDYp2rxussPzW+DbXGkh05vZV2rmUius9YgRYaaQ\n9ZTUwPolCIdDxKyXMzDetOjoY1U2t2l4bQf88weoagisb0L30mgzdRYf3wTVVqWY6HC4eBpMkMU2\nQpAjYibQL9ZqnhjnsG0thPvWww8FgfNL6D4OVsCD35heeM2D8tgIUzB4dJ+AuiYIHiFiJgCQEgNX\nHuVacb+60YzQXt4mNR17Kk12WLsPHtkABTUO+7i+8Ps5kuEqhA5S21poIToCzplgmny+vgPKrTmT\nTYcgoxR+coSpii70DA5VmWLBzusMo8LNGrK5abKGTAgtRMyENozvB9fMgbd3GyEDkwzw9PfmInfa\nGGnxEcrYNXyWZRpq2pwSfUammNT7frGB800QOotckgS3xEbCzyaZUdqbOx0JAetzYHexueiNkrmU\nkKOwBl7dDpnlDltEGCwaDccOlRqLQugSkmKmtUZJDKRbODLV3LG/udMkhQCU1JmMt2OGwuLR0r8q\nFLBrWJcN/82ARrvDnp4IyyaZrFZBCGVCLgFke81mrjlwPsWN0g+tu0iIgl8dCT+fZDLcwGS8fXEQ\nHvgGssoP+3YhwJTWwj++M2HjZiELs/rdXTFLhKw7sekmHsq9jS3VUsrP14SUmGXW7+XWg1exq24r\n12ZeQE59ZqBd6jUoBdMHmbm08U5JIIU18PeNsGavyYwTggetzQL4v35tEniaGRRvMldPHik9yLoT\nm7Zxf+4tvF/+NisPXsnm6m8C7VKPIqS+ygfr91NrN/nDBY15XJt5IXtqtwfYq95FcgxcNBWWTjAL\nasGEsD46AA9/C7lSgT8oqKg3xaRf2wH1VkFpBZwwHK6abaq/CN2HTdt4MG8ln1asBqBe1/FN1RcB\n9qpnEVJidkzSSdw89AGilSlXUWErY0XWcr6r/jrAnvUulII5aWYd0qgUhz2vygjaxwfAJqO0gPF9\nPvx1vWudzf6x8JtZsGSMowWQ0D3YtZ2H827j4/L/ttiWpCzlotSrA+hVzyPkvtazEuZz5/DHSQw3\nqzlr7TWszPodX1S8H2DPeh99Y+HSGXDGWMcF0qZh9V5Tbb1AGn92K9UN8OIP8NJWqGly2Oenw9Vz\nYIQsgO52jJDdzofl77bYTk05m8sH3UCYCrnLb1ATkmdzQuwU/jL8afpHDASgiSbuyVnBf0peC7Bn\nvY8wBccOg6tnw9Akhz3LKo/05UEThhT8y/ZCuO9r2OxUfiwlBi6dDmeNN4uhhe7Fru08cugOPih/\np8V2SvJZXDHoJhEyPxDSzTkLGw/xx6zfkN1woMX28/7L+Xn/SyV1PwDY7PBpFnywz3Ux7ugU+OlE\nM5ITfEttE7y7G77Nc7XPHgI/GiuL2wOFXdt59NBdrC57s8V2UvKPuGrwLV0WMmnO6Z6QFjOAiqYy\nVh68kl11W1tsS1J+wmWDriNcye1oIMitNGWS8qoctqhwOGqwqSAyKCFwvvUUyuvhmxyziL3CqbtB\nYhQsPQImSpX7gKG15tFDd/Ne2esttoXJp3PV4Ft8ck0SMXNPyIsZQJ29ljuyr2VT9boW2/zEk/jD\nkD8TGRblk88QvKPJDh/uN8kgrb9ho1KMqB2ZKskI3mDXkFEC63Jge1Hb8O20gSak2NxwVeh+tNY8\nnv8X/lP6aovthKQlXD3kVp/dXIuYuadHiBlAo27kwVxH6ivA1Lij+GP6/cSFy6rQQJFVbooWH3KT\nDBIfacJhc9MkBHk4qhthQ64ZhRXVtt2eEAVnjYOpA7vfN8GB1pon8+9jVenLLbYFSYv5/ZDbfBol\nEjFzT48RMzBx6qfy/8o7Tl+m0TETuG3oI6RE9PXpZwmeY9ewt9SUU9rmZkShgHH9YF6aqcovC3nN\ngufMcjMK21LgfkH6qBRzzibLCDfgaK15quB+3i55qcV2XNKpXDvkdsKVbycuRczc06PEDMyX6vXi\nZ3m+8JEW25DIodw+7FEGRaUd5p1Cd1BeD9/kwtc5jhYzziRHmzVss4eY572NuibTqWB9juucYzMx\nETBrkBnNDpS5x6BAa83TBQ/yVskLLbZjEk/murQ7fC5kIGLWHj1OzJpZW/oWjxy6AzvmlrZvRH9u\nG/oII2PG+e0zBc+x2WFnsblo7ypuO68WpmBSf5ibDmP69Pxq7rmVZhT23SFHxQ5n0hNhXrqZF5M0\n++BBa82zhQ/zZvHzLbb5iQu5Lu1OIpR/Ji9FzNzTY8UMYF3lJ9yTs4JGbdK94sMSuHnog0yOm+HX\nzxW8o7jWjNS+yXW0mnGmf6wZicwa0rOSGxptZl3YumyzLq81kWGmHubcNNc1fEJwoLXm+cJHeL34\n2RbbvMQTuCHtbr8JGYiYtUePFjOAH6o3clv21dTYTcwmSkVzfdrdzE083u+fLXhHkx22FpgRyr6y\nttsjwmBKqhmhDE8K3U7IhTVmRLoh17VSRzMD481c2IxBpq+cEHxorXmh8FFeLX66xTY3YQE3pN9D\npB+FDETM2qPHixnA3rpd3Jx1BWW2YgDCCOfKwX/k5JQzu+XzBe/JrzKitvGQmUdqzeAEc8GfMjA0\nRmsNNhNWXZftWsG+mXBllirMSzP940JVqHsLLxY+xstF/2h5PTvhOG5Mv9fvQgYiZu3RK8QMIK/h\nIH/K+i15jdkttgtTr+ScvudLtZAgpsFmCueuy4bsdiryx0ZAv1inR5z52TfWJJF0x3yb1lDVAMV1\nUFxjQqfNj5JaqGxw/76+MSaMeNQQk2IvBD//KnyCl4qeaHl9VMIx3JR2X7etaRUxc0+HYqaUegY4\nHSjQWk92s10BDwFLgBrgAq31po4+uLvFDKCkqYhbsn7HvvpdLbaz+/6SX6deJbXSQoCDFSY8990h\n127JhyNcGVHr5+bRN9a7Ltk2O5TWuYqU83N3iRvuUMAR/U24dFzfnp/c0pN4pegpXih8tOX1rPj5\n3JR+H1Fh3Zd6K2LmHk/E7DigCvhnO2K2BPgdRszmAA9pred09MGdFrOqUtiyFuYshXDv016rbZXc\nnn0NP9Q4PvvE5NO4avDNfp20FXxHbaMJP27Mg/xqz4XNHcnRbcUuJcYaZdW6PsrqOl80OVyZY09J\nNUsPUmI677MQGF4resZlyc+M+Hn8Kf1+74Vs8xoYOAYGjemUHyJm7vEozKiUGgH8px0xewL4VGv9\nsvV6F7BAa53Xel9nOiVmDTXw79uhKBOGT4VTr4Io768KDfZ6/pJ7I+sqP3H4E38MK9LvISZMSlGE\nElqbEF6L6NS4hvrcZUf6i5hwR4izeeTnLJAyAgtdXi96jucKH255PT1+Ln9Kv5/oMC+uP9oOX74E\nm1dDTCIsXQkpg732RcTMPb4Qs/8Ad2utv7RefwRcr7Vuo1RKqeXAcoBhw4bNzMzM9M7b79+DL190\nvB4wEn50HcR536jJpm38/dCdrC17q8U2IXYKK4c+1NIrTQh96prahgSbRa+s3vuRVlK0+5Blv1iI\ni5TEjZ7Im8X/5JmCB1teT42bzc1DH/DuxrepAT58DDKcGgmPmw+n/NZrf0TM3NOtDSK01k8CT4IZ\nmXl9gKmLoa4KNrxtXhfuhzduhh9dD32GeHWocBXO7wb9kT7h/Xil+CkAdtZu4cbMy7hj2GMkRaR0\ncAQhFIiJgLRE82hN6zmw5kd5nUnG6OocmxD6vFX8oouQTYmb5b2Q1VXBe/dD7k6HbdRRcOIlPvRU\n8IWY5QBDnV6nWzbfoxTM/Skk9IPPnjExpopCeHMlnHYtDPauuodSil+m/obkiL48mX8vGs2++l3c\nmGUELTmij19+DSE4CA+D/nHmIQiteafkXzxVcH/L6yPjZnLL0Ie8E7KKQnj3L1DqdEmccioc80sI\nk6QzX+KLs7kK+JUyzAXKO5ov6zKTF8KSayDCmnitq4K374C933bqcGf0XcZVg29GYWJE++t3c2PW\npZQ3uVkQJAhCj0ZrzUuFj/Nk/n0ttkmx070XssID8MYtrkJ29M/h2F+JkPmBDs+oUuplYB0wXimV\nrZS6SCl1mVLqMmuX94B9QAbwD+A3fvPWmZEz4OybINaq82NrhNUPwpb3O3W4k1PO5P8Gr2wRtAP1\nGazIWk5pU7GvPBYEIchptDfw19w/8a+iJ1tsE2OnceuwvxEb5sUQPusHk6xWY5WyCYuAU66AGafL\nxKqfCP1F0+X5sOpu87OZGT+CeedCJ9aOfVz+Xx7IvaWlQPHQqJHcOfwJ+kZI615B6MlUNJXx5+xr\n2Fb7XYttRvxcVqTd611PxJ1fwMdPgt1aeBgVB0t+D+kTfeKnJIC4J/THuskDYemtZt1GM5vehQ8e\nNaM1Lzkx+TSuGXI7YdapOdiwnxWZyylpLPSVx4IgBBm5DVlck3mBi5AtSvkxtwx9yHMh09okp334\nmEPIEvrCObf4TMiE9gl9MQMTajzrJhjhVA1/91ew6h6od9PiuAMWJC/mD2l3EIZJXctuOMANWcsp\naizwlceCIAQJ22u+55oDF5DbkNVi+3XqVVwx6CbPCynYbSYpbf1rDlu/oeZGu9/Q9t8n+IyeIWYA\nkdGw5GqTHNJMznZ48zao8n7e67ikU7ku7c4WQctpyGRF5iUUNeZ38E5BEEKFT8vXsCLrUipsZm4r\nSkWzIu0vnNPPi5qtjXXw3gOw9SOHLX0S/PgWk3ktdAs9R8wAwsLh+F/DvGUOW8lBk1FUfNDrwx2b\ndDI3pN1NuLWCIbfxIDdkXkJh4yFfeSwIQgDQWvNK0VPcm3sjTdpMR6SE9+Wu4U9yTNJJnh+otsJk\nUh9wKkc7br5Z+xotaz66k54lZmAyhWaeASddbsQNoKoE3rwVsrd5fbj5SQtZkX4PEZag5TVmc33m\nJRQ05vrSa0EQuolG3ciDeStdCgYPjRrJX0c8z4TYIz0/UNkhc6Ocv9dhm3EGnHx5p+rGCl2j54lZ\nMxOONaWuIq11IQ01Jutx91deH2pe4gncmH5vi6DlN+ZwQ+Zy8htE0AQhlKi0VXBz1m/5sPzdFtvU\nuKO4b8RzDIpK8/xA+RmmWENLFrWC4y6Ao5d1Kota6Do9+6wPPRLOuRnirUoedhu8/4jJdvRyScKc\nxOO5Kf2vLRPC+Y25XJ95MXkN2R28UxCEYCCvIZtrD1zAFqeOGScnn8mtwx4hIdxNvbP22L8R3vqz\nCTEChEfCkv+DKaf42GPBG3q2mAH0H24yivo63XV99TJ8/jzYvesdMjvxWP6Ufj+RyjThK2w6xIrM\n5eQ1eD8fJwhC97GzdgvXHDif7IYDLbbzB1zBVYNv9q479NaPTJ3FJqvbakyCyaQedZRvHRa8pueL\nGUBif5NZNGSCw/bD+7DmIceX0kNmJcw3PYyUKaVV2HSI6zMvIccprVcQhODhi4oPWJF5KeU2U54u\nUkVxfdpd/LT/rz3PWNTapN1/+rQjqpM0AM651euasIJ/6B1iBuYO6swVMGauw7bvW3j7Tqit9OpQ\nMxOO5uahD7YIWnFTASsyLyG7/oAPHRYEoStorXm96DnuzrmeBl0PQFJ4CncOe4Ljkk71/EC2Jvjw\ncUe3DoDUUbD0NujjfT8ywT/0HjEDE9s+9QqYtsRhO7TbTORWeLcgenr8HFYOfYhoZZrzFTcVckPm\ncg7W7/ehw4IgdIYm3cjfDv3ZpaFmetQI7h/xPBPjpnp+oIYa+M+9sOsLh234NDjrj53qoyj4j94l\nZmAyjY45z7RgsIoKU5ZnUmwL9nl1qKnxs1k59OEWQSu1FXFD5nKy6r07jiAIvqPaVsktB690abx7\nZNxM7hvxLIOjvKjGUVVqigUf/MFhm3gCnHZNpzrcC/6l94lZM9MWw6IrzWgNoKYc3rod9n7j1WGm\nxM/itmF/I0aZJQBltmJWZC7nQF2Grz0WBKED8htyufbAhXxf7ejovDD5dG4f9qh3HeQL9sGbt0BR\npsM2eymccLFj/aoQVPReMQMYM8fMo0VbhUQb600bmc+f96pI8eS4mdw27JGWFhFlthJWZC3nQN0e\nf3gtCIIbdtVu5fcHzierwREZOa//5Vw9+FbPMxa1hi1r4Y2VUFlkbCoMTlwOs38s7VuCmN4tZmAy\nHM9ZaTKTmmn+Mpd7XodxUtx0bhv6d2LDjDBW2MpYkXUp++p2+9ZfQRDa8L+Kj1iRuZwym6nDGqEi\nuXbIn/nZgEs8z1isr3bczNqbjC0yFk7/A0xc4B/HBZ8hYgZmDdq5d7quFSncD6/eCBlft/++VkyM\nm8qfh/2duLAEwAjajVmXsrdup689FgQBsOkmXit6hrtyrqNe1wGQGJ7MHcMe44TkJR2824n8veb/\nfZ9Tt/oBI+DcO2C4FwkjQsAI/eacvqQ5xPC/lxz9iACOPBnm/wIiojw6zK7arfwp6zdU26sASAhL\n4rq0O5mZcLQ/vBaEXsm2mu947NDd7K93hPOHRA5l5bC/kRY1zLODaA1b1sD//tXqf/4UOOYXjjn1\nIEKac7pHxMwd+Xth7cNQ4dSQc8AIOPVKSBnk0SH21G7npqzLqbabNWwKxc/6X8Ky/pcQrmQCWRA6\nS2lTMc8WPMRH5f9xsU+KncZN6X8lOaKPZweqqzIdofc5XYeiYs382Jg5PvTYt4iYuUfErD3qq+Gj\nJ13DDpGxcOIlMHZu++9zIqN2B7dmX0VJU1GLbVr8HK4bcqfn/3CCIAAmpPjf0td5ofAxaqyoB0C0\nimFZ/4s5u98vPU/0yM+ANX+DSucb1pEmwzl5oI899y0iZu4RMTscWpuyV1++5JgQBph8klmr5kHY\nsbSpmHtzbmRzjUMU+0WkckPaPd4t3hSEXoy7kCLA/MSFXDzw96RGeliJQ2vYvAa+ahVWnHIqzP95\nUIYVWyNi5h4RM08o2AdrHnatEtJ/uLmLS+n4n8imbfyr8AleKX6qxRZOBBemXslZfX/hebaVIPQy\n2gsppkUN57KB1zEjYZ7nB6urgo+eMFXvm4mKg4XLYfRsH3nsf0TM3CNi5in1NfDJP1yzGyNj4cSL\nYaxn/1Abqv7Hfbl/pNJW3mI7OvFE/m/wLcR704JCEHo4JqT4Bi8UPuo+pNj3PCLDPEvIAuBQhpkH\nr3SE/EkdZW5Ik1J96Ln/ETFzj4iZN2gNWz+EL15oFXZcaMpjeRB2LGjM467s69ldt7XFNiRyKCvS\n72VUjFTfFgSfhRTB/M9+/x6se8U1rDh1MRz9s5DsCC1i5h4Rs85QsN/c5Tkvqu4/3GQ7elBFu1E3\n8nT+A7xb+kqLLUpFc/mg6zkl5Sx/eCwIQY8JKT7MR05doKGTIUVwH1aMjoOFl4Z0/zERM/eImHWW\nhhr4+CnIWO+wRcaY2m3jPFtP9nnFWh7Ou51ae02L7eTkM7hs0PXEhMX62mNBCEqaQ4ovFj7asjYT\nuhBSBDi0B9b+zTWsOHC0ueF0rvYTgoiYuUfErCtoDds+MmFH51qOk06EY3/lUdjxYP1+7sq5jsz6\nvS22kdFjWZF+r+cLPwUhRNle8z2PHrqb/fWuZd86FVIE0Hb47j1Y/2qPCSu2RsTMPSJmvqDwgOla\n7Rx27DfMTC73GdLh2+vstfz90J18XP7fFltsWDxXD17J/KSFfnBYEAKLz0OKYJrsfvQ4HPjOYYuO\ng4WXwaiec+0XMXOPR2KmlFoEPASEA09pre9utf0C4F4gxzI9orV+isPQo8QMTNjxk6dgj3PYMRoW\nXATjj+nw7Vpr1pa9xeP5f6FRN7TYz+z7cy5MvcrzxaCCEMT4JaQIkLfbhBWrih22gWPg1N+FfFix\nNSJm7ulQzJRS4cBu4GQgG/gW+JnWervTPhcAs7TWV3j6wT1OzMAKO34MX/zTNew4cQHMP8/cJXZA\nRu0O7sy5jvzGnBbbhNgp3JB2NwMiPSulJQjByNaajTx+6F7fhRQBbE3w3X/h69dNiLGZaafBvHN7\nRFixNSJm7vFEzOYBK7XWp1qvVwBore9y2ucCRMwcFGWaRdZleQ5bXIqpGjJ2Xoc9kSptFTyQewtf\nV33WYksKT+EPQ+7oXPhFEAJIVv0+ni14mG+qPnexdymkCJC3Cz55BkoOOmzR8XDSZTByZhc80lbJ\nMwAAFhFJREFUDm5EzNzjiZgtBRZprS+2Xv8SmOMsXJaY3QUUYkZxV2utD7o5XAs9WswAGmrhk6dh\nz1eu9vRJcPyFHc6laa35d8k/ea7gEeyYiWwpViyEEsWNhbxU9DgflL2DHceoqcshxdoK+Opl2PGZ\nq33gGDNPndi/i54HNyJm7vGVmPUDqrTW9UqpS4FztdYnujnWcmA5wLBhw2ZmZma23qVnobWpGPLF\nP6GmzGEPi4AZp8OsszrMeNxas4l7cm5wKVY8PX4ufxhyhxQrFoKSGlsVbxQ/z9slL7X0GANzM3Zi\n8mmcN+DyzoUUtR22f2aErN4x30ZEtOkCPXVxjwwrtkbEzD0+CTO22j8cKNFaJx/uuD1+ZOZMQw18\n/YbpleZ8vpNS4fgLYPi0w769tKmYv+SsYEuN43z1i0jl/wbfwvT4uVLbUQgKGnUjq0vf5OWiJ6mw\nlblsmxE/jwtTr+p8lZuiTPj0GbN+zJlRs8wymB4+GnNGxMw9nohZBCZ0uBCTrfgt8HOt9TanfQZr\nrfOs52cD12utD9snpVeJWTOFB8w/ZH6Gq330bDj2l5DQr9232rSNlwof59Xip13s6VEjWJTyY05M\nPk1GakJA0FrzZeUHPF/wCHmN2S7bRkdP4MKBVzE9vpP9wRpqnW4EnRI8EgfAcefDyBld8Dw0ETFz\nj6ep+UuABzGp+c9ore9QSt0GbNBar1JK3QWcATQBJcDlWuudhztmrxQzMP+Q2z4xteLqqx32yGiY\nvdS0ojhMqOTbqi+5L+ePVNkrXOwRKpJjEk9iUcqPmRw3Q0ZrQrfwQ/VGnil4yKXWKEBq5GB+NeC3\nHJ+0iDAV5v2BtYa935iCBNUlDntYOEy3QvSR0V30PjQRMXOPLJoOFDXlJva/0zXDi35DYcGvYfD4\ndt9a2HiI14qe4ZOK1dTaq9tsl9Ga4G8y6/fyXMHDfFP1hYs9ISyJZf0v5vQ+P+1ccgeY4gOfPQdZ\nm13taRNN8lTftM4dt4cgYuYeEbNAk7MDPnsGSnJc7UcsgKOXQWxSu2+ttdfwecX7rCl9k91129ps\nl9Ga4GuKGgt4qfBxPixf5ZKhGKmiOKPvz/hJvwtJDG//O3tYbI2w8V3Y+I7rOs3YJLOsZdz8Dpe1\n9AZEzNwjYhYM2Jpg82r45t/QVO+wRyfA/J/BEcdDB6GavXU7WVP6bxmtCX6h2lbJG8XP807Jv9xk\nKJ7OeQMu61yGYjNZP8Bnz0L5ISejgiNPgrk/NevHBEDErD1EzIKJikKTxu/csgJg0DgTeuzfceFh\nGa0JvuRwGYoz44/mgtQru9aHr6oU/veCaxk4gAEjzXd+4OjOH7uHImLmHhGzYGT/Rvj8edf2FSoM\npi6C2edAlGftYWS0JnQWv2Yogqlo/8P7sP4NaKx12KNiYe65MPkkCOtE4kgvQMTMPSJmwUpjPWx4\ny9Sdc25lEd/XpPGPnu3x/IGM1gRPadSNrKv8mLeKX2zzXRkYOYRfDfgtxyWd2rkMxWYOZZh54sID\nrvZxR5sapvEpnT92L0DEzD0iZsFOSY6ZS8jZ7mofNhWO+xWkeDdP4clobWHy6SxIXkRqZMfta4Se\nQV5DNmvK/s0HZe9Qbit12eaTDEUwLVrWv2aKceN03UkZbEKK6ZM6f+xehIiZe0TMQgGtYff/4MsX\nTV26ZpQyhYtnnOHRfJozHY3WACbGTmNB8mKOSTxJwpA9EJtu4uvKz1ld9gabqte32R6pojiz78/5\nSb8LSQhP7PwHVZXA9++ZRraNTglO4ZFw1Nkw/TTzXPAIETP3iJiFEnVV5s5260e43NmCqRI+80wY\nNMbrw3Y0WgsnghkJc1mQtIS5iccTE+bZnJ0QnBQ05rG27G0+KHub4qbCNtv7RwxkUcqPOSXlLPpF\ndqEXWHk+bHoXdnwO9ibXbcOnmQoeyQM7f/xeioiZe0TMQpH8vUbUDv7Qdlv6JCNq6ZO8XpNTa69h\nXeUnfFa+hk3V61uq9TsTo2KZl3gCC5IXMz1+DuGq5xd27QnYtI2NVV+xuuxNNlR96bJGDEyK/ayE\n+SxOOYdZCfO79nctyoJNq2DPOtdapGCKAsxeamoqytxspxAxc4+IWSiTvxc2roJ937bdNnA0zDzD\njNg6MVlf1lTCFxXv82nFGnbWbnG7T3J4H45NOoUTkhczPuZISRwJQkoaC3m//B3WlP6bwqZDbbb3\nCe/PKSlnsqjP2V2fIz20Bza8Awc2td02cIwpQTViuohYFxExc4+IWU+gONvcCe/+yrUYK5jSPzPP\nNHNrYZ3rgZbXkM1nFWv4pPw9shsOuN1nUGQ6C5IWsSB5MUOjR3bqcwTfYNd2Ntd8y+rSN1hf+Rk2\nmtrsMy1+DktSljIn8TgiVBfmq7SG7K1GxFonKQEMPdJ8/9KOEBHzESJm7hEx60lUFMCm/5imhc7l\ngACSBsCMH8GE4zrsodYeWmv21e/ik/LVfF6xxu18C8DomAksSFrMcUmn0j8ytVOfJXhPeVMpH5av\nYnXpm23WhoHpVn5y8hks6vNjhkR5lzDUBm036yE3vAMF+9puH3WUiQzIomefI2LmHhGznkh1KXy/\nGrZ+CI11rtviUmDaEpi80OPF1+6waRtbazbxaflq/lf5IdX2qjb7KBRT4mZxfPJi5icu7FpGnOAW\nrTXbajfxXumb/K/yI5p0Y5t9JsVOZ0mfpRydeCJRYV2sNG+3mbmwje+0rSeqwsxasZlnQN/0rn2O\n0C4iZu4RMevJ1FXBlvdh8xrXzrxgat1NOdU8YrsmMg32er6t+pLPKtbwTdUXNOqGNvuEEcbQ6FGM\ni5nImJiJjI2dyMjosV2/uPYy6uy17Kvbxa7areyu28bO2i0UNOa12S8+LIGFyT9icZ9zGBY9qusf\n3NRgOjxseteUXXMmPBImLjAp9kkyEvc3ImbuETHrDTTUwfaPTTWRatcFsURGw6STzGgtoetryaps\nlXxV+RGflq9hS8236NZLCJwIJ4IR0WMYGzuRsZbADY8e3bU5nB6ETds4WL+PXXXb2F27ld212zhQ\nn+E2y7SZ8TGTWdxnKccmneybJRQNtWaE//1qqHGtzUhkDBx5MkxdLFU7uhERM/eImPUmbI2w8wtz\nd12e77otLAKOOM7Mq/lo7U9xYyGfV6zls4o1ZNTtOKywNROpohgZPY6xsUcwNmYSY2MmMjR6RI9f\nAqC1prApj121lnDVbSOjdgd1urbD98aGxbEgaTGL+5zD6JgJvnGottJ0d96y1rWJLEBMgqkTeuQp\n5rnQrYiYuUfErDdit0HG12byvuSg6zalIH2yyX4cNctnF6taew1763ayp3Y7e+rMI7chy6P3RqsY\nRsdMYGzMEYyNNQI3JGpY1+oDBphKWzm7a7eZR50ZdZXZSjp+IzA0aiTjYiczLmYi42InMzJ6bNfK\nTDXT1GAaYu5ZD/s3ubYjAojvY0KJk040ozIhIIiYuUfErDej7XDgOyNq+Rltt4eFw7ApRthGzoCo\nOJ9+fJWtkr11O4y41e5gT9028htzPXpvbFg8Y2KOYFBkGrFhccSExVo/44gNi7V+OuyObXFEqxif\nCaHWmkbdQL2up9FeT72up0HX02Cvp17X0WhvsGx1lDQVsad2O7trt5LbeLDjgwP9IgZYwjWZ8bGT\nGBNzBPG+TKSxNZnF93vWmezEBjcjweSBpmTahGOk7FQQIGLmHhEzwawVytlhMtTcVRUBcxEbPg3G\nzjULX/10Z17eVEqGJXAZteZnUVN+x2/0khgV267wRYfF0KSbaLBbwtQiTvU02Oto0A0ttgZd71H4\n1BPiwhIYGzOR8bGTGBc7mbExk/yztMFug+xtZgS279u2YcRm+g83Yecxczq9RlHwPSJm7hExE1yp\nLDIXuYz17tcPAUREw8jpMGYeDJ/a6XVrnlLSWNgicGYUt93jkFywEkEEo2LGMy52EuNiJjMudhJp\nUcP9Fzq12yF3J2Ssg4xvoK7S/X7JA2HMXDMa7zdUFjoHISJm7hExE9qnPN8hbEWZ7veJjIVRM80F\ncNgUCPd/oobWmuKmAvbU7aCiqZRaXUOdvZZaew119hpq7bXWz2qn580/a6jXdR1/iBdEEEFUWAxR\nKpqosCiiVDTRKoaosGgnWwxxYfGMjhnPuNjJjIoe55t5rsOh7abE1J71Zo60dTZiM4n9LQGbazo8\ni4AFNSJm7hExEzyjNMdcFPesN8/dER1nKj+MnWcKHQdpaMqmbdTb64y4aYfIOQSxlggVYUTJRaRi\niFbRTiJlfoarIPo9tTYj6uabkKpi9/vF9zHhw7HzTN1EEbCQQcTMPSJmgndoDcUHzYVyz7q2Kf7N\nxCSabthj58KQIyAsdDMPgx6tzci5WcAqCtzvF5tkBGzMXBgyvlMFqIXAI2LmHhEzofNoDYUHHMJW\nWeR+v7gUE4ocNBZSR0HKEBG3rqC1OdcF+0znhP0boaxtFRAAohNgtDVaTjsiaEfLgueImLlHxEzw\nDVqbC+uedWZ+pvowCRqRMTBghBG25kfyQAl1tUdVKRRawlWw34hYewkcYJZQjJrlCPd2wzym0H2I\nmLlHvuWCb1DKdLkeNAaO+QXk7XYIW22F676NdSazLnenwxYdZ5IPUkdB6mhIHWkSE3qbwNVWGLEq\n2Af51s/2EjeciYwxawHHzrMScWQ9mNC7kJGZ4F/sdsjdAXm7zKgif69nF2cw826po2CgNXobMMon\n9SODhroqKNzvOC+F+9sP1bYmKs4IfupocwMxbIrfl0gIwYGMzNwjIzPBv4SFmVBX+iSHrTls5jz6\ncBc2q6s05ZWyNjtscSmmR1aqNYpLHmQ6AETHB+c8nLabQs/1VVBZ7Bh1FexrP3mmNZHRTqNWCcsK\ngjs8EjOl1CLgISAceEprfXer7dHAP4GZQDFwrtb6gG9dFXoMCX0gYSaMnGleOyc0tDz2Q0NN2/fW\nlJmEh/0b226LijOiFmOJW0yCJXQJDpvLc2vfyNjDC4PWpm5hfRXUVZuKGS7PrUddVauf1dBQbd7v\nKeGRTvOJ1sgrZXBwCrUgBBEdiplSKhz4O3AykA18q5RapbV27pF+EVCqtR6jlFoG3AOc6w+HhR6I\nUqYTdtIAkzoOZkRTnu9IeCjYZ8JwjfXtH6ehxjwq3XfAbv/zw1zFLyrWFNmtcxIpe1Pnf7/2CAuH\nfsMcYdTUUdAnTRI2BKETePJfMxvI0FrvA1BKvQKcCTiL2ZnASuv5G8AjSimlAzUhJ4Q+KsyMSFIG\nm+7FYObfynIdI7eC/VBTao2M3IziPEXbTUjzcBmCXSEyxghlTKKpdzjQmv/rP1QSNQTBR3giZmmA\nc4nvbGBOe/torZuUUuVAP8BlNlsptRxYbr2sUkrt6ozTQP/Wxw4SgtUvCF7fxC/vEL+8oyf6NdyX\njvQUujWeobV+Eniyq8dRSm0IxmyeYPULgtc38cs7xC/vEL96D57MKucAQ51ep1s2t/sopSKAZEwi\niCAIgiD4HU/E7FtgrFJqpFIqClgGrGq1zyrgfOv5UuBjmS8TBEEQuosOw4zWHNgVwFpMav4zWutt\nSqnbgA1a61XA08ALSqkMoAQjeP6ky6FKPxGsfkHw+iZ+eYf45R3iVy8hYBVABEEQBMFXyEpMQRAE\nIeQRMRMEQRBCnqAVM6XUT5RS25RSdqVUuymsSqlFSqldSqkMpdQNTvaRSqmvLfurVvKKL/zqq5T6\nQCm1x/rZpvKtUuoEpdT3To86pdRZ1rbnlFL7nbZN6y6/rP1sTp+9yskeyPM1TSm1zvp7b1FKneu0\nzafnq73vi9P2aOv3z7DOxwinbSss+y6l1Kld8aMTfv1eKbXdOj8fKaWGO21z+zftJr8uUEoVOn3+\nxU7bzrf+7nuUUue3fq+f/XrAyafdSqkyp23+PF/PKKUKlFJb29mulFIPW35vUUrNcNrmt/PVK9Ba\nB+UDOAIYD3wKzGpnn3BgLzAKiAI2AxOtba8By6znjwOX+8ivvwA3WM9vAO7pYP++mKSYOOv1c8BS\nP5wvj/wCqtqxB+x8AeOAsdbzIUAekOLr83W474vTPr8BHreeLwNetZ5PtPaPBkZaxwnvRr9OcPoO\nXd7s1+H+pt3k1wXAI27e2xfYZ/3sYz3v011+tdr/d5jENb+eL+vYxwEzgK3tbF8CrAYUMBf42t/n\nq7c8gnZkprXeobXuqEJIS6ktrXUD8ApwplJKASdiSmsBPA+c5SPXzrSO5+lxlwKrtdZdqLfkEd76\n1UKgz5fWerfWeo/1PBcoAAb46POdcft9OYy/bwALrfNzJvCK1rpea70fyLCO1y1+aa0/cfoOrces\n9/Q3npyv9jgV+EBrXaK1LgU+ABYFyK+fAS/76LMPi9b6c8zNa3ucCfxTG9YDKUqpwfj3fPUKglbM\nPMRdqa00TCmtMq11Uyu7LxiotW7uUX8IGNjB/sto+490hxVieECZjgPd6VeMUmqDUmp9c+iTIDpf\nSqnZmLvtvU5mX52v9r4vbvexzkdzaTZP3utPv5y5CHN334y7v2l3+nWO9fd5QynVXGAhKM6XFY4d\nCXzsZPbX+fKE9nz35/nqFQS0PLdS6kNgkJtNN2mt3+luf5o5nF/OL7TWWinV7toG647rSMwavWZW\nYC7qUZi1JtcDt3WjX8O11jlKqVHAx0qpHzAX7E7j4/P1AnC+1tpumTt9vnoiSqnzgFnA8U7mNn9T\nrfVe90fwOe8CL2ut65VSl2JGtSd202d7wjLgDa21zckWyPMl+ImAipnW+qQuHqK9UlvFmOF7hHV3\n7a4EV6f8UkrlK6UGa63zrItvwWEO9VPgLa11o9Oxm0cp9UqpZ4Fru9MvrXWO9XOfUupTYDrwJgE+\nX0qpJOC/mBuZ9U7H7vT5coM3pdmylWtpNk/e60+/UEqdhLlBOF5r3dILp52/qS8uzh36pbV2Llv3\nFGaOtPm9C1q991Mf+OSRX04sA37rbPDj+fKE9nz35/nqFYR6mNFtqS2ttQY+wcxXgSm15auRnnPp\nro6O2yZWb13Qm+epzgLcZj35wy+lVJ/mMJ1Sqj8wH9ge6PNl/e3ewswlvNFqmy/PV1dKs60ClimT\n7TgSGAt80wVfvPJLKTUdeAI4Q2td4GR3+zftRr8GO708A9hhPV8LnGL51wc4BdcIhV/9snybgEmm\nWOdk8+f58oRVwK+srMa5QLl1w+bP89U7CHQGSnsP4GxM3LgeyAfWWvYhwHtO+y0BdmPurG5yso/C\nXGwygNeBaB/51Q/4CNgDfAj0teyzMF24m/cbgbnbCmv1/o+BHzAX5ReBhO7yCzja+uzN1s+LguF8\nAecBjcD3To9p/jhf7r4vmLDlGdbzGOv3z7DOxyin995kvW8XsNjH3/eO/PrQ+j9oPj+rOvqbdpNf\ndwHbrM//BJjg9N5fW+cxA7iwO/2yXq8E7m71Pn+fr5cx2biNmOvXRcBlwGXWdoVpdrzX+vxZTu/1\n2/nqDQ8pZyUIgiCEPKEeZhQEQRAEETNBEAQh9BExEwRBEEIeETNBEAQh5BExEwRBEEIeETNBEAQh\n5BExEwRBEEKe/wdydEUjSCJJkQAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -212,9 +200,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbMAAAD8CAYAAAD9lEqKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -234,7 +222,7 @@ " G_loss = torch.mean(torch.log(1. - prob_artist1))\n", "\n", " opt_D.zero_grad()\n", - " D_loss.backward(retain_variables=True) # retain_variables for reusing computational graph\n", + " D_loss.backward(retain_graph=True) # retain_variables for reusing computational graph\n", " opt_D.step()\n", "\n", " opt_G.zero_grad()\n", @@ -278,7 +266,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb b/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb index 9c87636..5155188 100644 --- a/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb +++ b/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb @@ -254,7 +254,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/502_GPU.ipynb b/tutorial-contents-notebooks/502_GPU.ipynb index 37bdf0f..e74ab8e 100644 --- a/tutorial-contents-notebooks/502_GPU.ipynb +++ b/tutorial-contents-notebooks/502_GPU.ipynb @@ -322,7 +322,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/mnist/processed/test.pt b/tutorial-contents-notebooks/mnist/processed/test.pt index bba25b34bf9f7f8a2fdd9fed984968215c59120f..a93b0092b44f06b7950ae85af5d7813a177a645c 100644 GIT binary patch delta 715 zcmZw9Nlz1D9LMoaX9`-yqJS$qE);8>w$no0*_Vpq0*<&0SVlTJ&h(jiic3N?@qkB( z-ufaqnCNTqY+}N@;7j5G5)Yrl^ZozwZ2kPB{=nDvkIj)tq#F3rFZ-^wW(T3;dqSDr zR?Q|Zt|O&uTei32EPEpQ#f%f>`>Jh)&Idab>blVS%@{GP_<}%c3&q@9|E)jQm5sWxD+(1FVrW1k4&Wf-IE2G!!Vx6UjH5V)7PO)b$8iED zaSEq#2JPrTC%Vv$9`vFQXK@baaRL2EVgMJB!X>0}89Fk^A_oI`6flS(6mbPtaShjT z12=IC!x+IR#xRZvOkxVtm_Z4*F^fC6i#goGeLTQJ%wqwMVB#?r@dQut49{U<3Cnna lGFD*YC00>^gI9PB7jNLfM->7ALP*rGhPS`!%DeBscK|cQ7Kf0EXeLMDM*t?>$5|qW2!Xth(A_iQR0nqRcosaFpSmpWtAI-{S0G{0lEP z>s{+|s&`V)V@w-MnkBK(Mg6*fd82C;}kJQ9$IBqSpRsYpXQGLVTZWFrT; z$U{B~PzXDUP>d3kq73DzKqabBjT+RV4)th2Bbv~R7C6v~HaO7^7eu(x0S`LSg>Lkq z7k%i*00uFHVT@oDV;IK-CNYI+crk-n%wZl2Si};Rv4T}dSi?Ftu!${fL&gqvv4?#e iK*1r7a10eEIE4>q(4fN)0|5kK;v6AdyhVh|r}uBJyV>yo diff --git a/tutorial-contents-notebooks/mnist/processed/training.pt b/tutorial-contents-notebooks/mnist/processed/training.pt index 654216fae44bf7fb83ce5fd68b01b3c975e69ce9..dcd5b20559d253f649e85a59914149cab9f9e8c3 100644 GIT binary patch delta 3616 zcmZwHRaBH)9ENdcNU^)S3x`zfM#auCQDKx(WEdFiE^Ngv#P05HFtNM4yYqP7$8+Uc z=i>RT{r$ha_RU^vuittx>t;1M_u%v?QlyBCvN>!aw(#IymZ)f}Ey8YS_{_@Gn@vy;B85e~a+ zkh9sDGi(vv>~2BMF)^M)j3EwNR7jX-aE!wm9_ zwMwJXs&p#7%Ahi;Oe(X=qOz)ND!a;|a;jV^x5}gPs(dQHDxeCgLaMMTqKc|ws<ZAIqeyYD3pa!ZzYOorjhN@v|xEi5G zs!=LdjaFmSST#6ngrB-=U8Ff~jQ|HwMbx~bXm(>+@Rb5lp)eUu1-BP#J z9d%dTQ}@*a^-w)hkJS_PR6SGA)eH4fy;85$8}(MbQ}5LW^-+CNpVb%jRee+6)erSk z{Zjv^-{S&X8YU?)f)hA{3%G(CxI;?tfK-qg(m+~B2k9XLWQ0tR8L~iD$OhRV2jqlY zkQ?$qUdRXep#T(wLQoirKv5_L#i0b0gi=r%%77=71rvCIH~4@r_<=u^gYpmn6`&$i zg33?@szNoW4mF@A)PmYj2Lhok)PwpE1P!1eG=j#^1e!uKXbvsl&qcLj)f&vu2HHY9 zXb&BrBLqVy=nP#T1VX_AU7;IgK1AU<%^oId3 z5C*|u7y?6K7z~FIFcL;VER2RRFc!wac$feaVG>M+IG6%cVH!+_888!O!EBfVb73CD z!+c191+Wkn!D3hfOJNx-hZV3AR>5jm18ZR&tcMM-5jMeQ*aBN&8*GOiuoHH{ZrB5R zVIS;=18@)y!C^Q8iI4xhA;3HzQK3+0YBjv z`~$xYdj5=B7{CZl;0!L{3U1&IDZv9$L25_?X(1h?hYXMrGC^j@0$Cv&WQQD(6LLXr z$OCyHALNGuP!I}1VJHGcp%@g05>OIKL1`!ho=_G{;04~`1HRw~{!k9eLjY8OickqE zLlvkB)u1}mfSOPXYC|0egt|}<>O&ATfQHZr8bcFk3eBK7w17Vs)rwVXFhd(?3+eSg>|qVHo!*M1e;+CY=v#G9d^J@*af>`5A20~ zupbV0!HY+Qu;GoFJV3VIIBp|3)h}n9wZx$^hhlZK_ zB7%mQBFu)7W}C9UwtN{H(${R;+&0dyfb&3K2W`T_LnA}|LxcSWnZhH2LPN}UKF@99 zqI_~?*Gq4AuPR1QcMnfj52Mi-_q6rDTX&t*?PBHc=XAR;UoQDgL3K!v$A=y49 z&9Jtu!Rol>y+b)e-nm9!`zhn=8=~qPtQAiiWveo%jLJ@BQkhj2Wv{ZTY%06Tp&V3B zl}qJTc~oBIsPZW%m0uN5&Z?j)qzbDds;DZaimMW;q$;IKt1_yrDyLjjc~wDGRFza^ zWmK-pO}Q%%RYiHKs>(}wt7@vcs-bGCTB^3Hqw1=9s=jKV8mdOBv1+24s%EOWYN32o zOVvuXR&7*U)lRin9aKlvN%^YIs*CEXx~cA}hw@WBRWH?B`KthBQhiik6{vz#Kh<9a zs{txRg{m-RR^ci_MXG^nkQ%IpsG(|@8m>mDk!qA0t;VRaYMdIcCa8&Ol8RE3)f6>V zMXPCQx|*S4RIG|qGgZ8rrDm%+YOb26=Bov2p<1LCt0l^!ma1iHxmuxCs#R*WTBFvg zb!xrZpf;*aYO_jEThvyyO(m-BDoO27JJl|=TkTPM)jqXf9Z<>YpgN=ut0U^DI;M`R z6DmcWRHxKwbw-_4=hS(1L8YpT>XJ%Rm(>+@Rb5lp)eUu1-BP#J9d%dTQ}@*a^-w)h zkJS_PR6SGA)eH4fy;85$8}(MbQ}5LW^-+CNpVb%jRee+6)en`feyU&UKlM9WXFo>4 zpUH;F7BWCau!BsH8M1&qWQA;y9ddvJgXYize4r(?g4WOm+Cn>M4;`Q*bOK-K3|*irbc62D1N@*T^n%{t z4*_6;KF}8eAqe_Ge+Y&F5CWkP24)C{2#AD%FbD?25Eu%>U^t9`kuVBI!x$I~<6t~Y zfQc{(qF^#ifvFG;(_lKxfEb8{IG73XFbihG9GDC9U_LB>g|G+~!xFH-QdkDdVFj#& zRj?Y?z*<-b>tO?IgiWv+5?~8#g>8@s+aU>dz)si&yI~LPg?+Fe4nQ&-ghOx`j=)hk z2FKw9q`*ly1*hQ*oP~369xgyCT!c%I2AAOqT!m|J9d5u)xCOW24%~%%a33DPLwE#_ z;R!s2XYd?ez)N@qui*{6g?I2CKEOx#1fSsxe1&iD9ezMM{DfcdAN;n~^=Hsv4SyyZ zCR@k=8Nm)RL1xGT_K+2_L3YRi4v-UaL2k$cdBG9#ffMA10^keR5%szVK^3ALa$)PcHC4|E81 z{Xs)$1dX8yG=*l+99n=6w1igB8rncxXb0_~19XH=;0v9h3v`8U&>eb!AM}J?&>Q?A z08G#a`a&QCK|kmZ!7uImM!{$p17l$vjE4y@ z5hg(tOok~i6{2ApOotf|1F;YXGa(*k!EBfVb73CLhXt?@7Qtdz0v1>b%V0UIfR(Tc zR>K-t3+rG#Y=Dih2{uClY=Nz?4H98HB*6~Y3AiVG@LOc>-sYU9{V4ry7wsn From c576ef38e6315d96a174b5c6efc8fca24bb29076 Mon Sep 17 00:00:00 2001 From: Harry Wang Date: Mon, 13 Aug 2018 20:10:35 -0400 Subject: [PATCH 5/6] 5xx updated except for 502_GPU --- .../501_why_torch_dynamic_graph.ipynb | 1084 +++++++++++++++-- tutorial-contents-notebooks/502_GPU.ipynb | 23 +- tutorial-contents-notebooks/503_dropout.ipynb | 87 +- .../504_batch_normalization.ipynb | 158 ++- 4 files changed, 1139 insertions(+), 213 deletions(-) diff --git a/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb b/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb index 5155188..000fcc2 100644 --- a/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb +++ b/tutorial-contents-notebooks/501_why_torch_dynamic_graph.ipynb @@ -7,20 +7,14 @@ "# 501 Why Torch Dynamic Graph\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib\n", - "* numpy" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -39,9 +33,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class RNN(nn.Module):\n", @@ -77,9 +69,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "RNN (\n", + "RNN(\n", " (rnn): RNN(1, 32, batch_first=True)\n", - " (out): Linear (32 -> 1)\n", + " (out): Linear(in_features=32, out_features=1, bias=True)\n", ")\n" ] } @@ -102,73 +94,1017 @@ "name": "stdout", "output_type": "stream", "text": [ - "20\n", - "30\n", - "20\n", - "20\n", - "30\n", - "30\n", - "10\n", - "10\n", - "30\n", - "20\n", - "20\n", - "20\n", - "30\n", - "10\n", - "10\n", - "30\n", - "10\n", - "10\n", - "30\n", - "20\n", - "20\n", - "10\n", - "30\n", - "10\n", - "30\n", - "10\n", - "20\n", - "20\n", - "30\n", - "30\n", - "20\n", - "20\n", - "30\n", - "30\n", - "10\n", - "20\n", - "20\n", - "10\n", - "30\n", - "10\n", - "20\n", - "10\n", - "20\n", - "10\n", - "20\n", - "30\n", - "30\n", - "10\n", - "10\n", - "20\n", - "20\n", - "20\n", - "20\n", - "10\n", - "10\n", - "20\n", - "10\n", - "10\n", - "20\n", "30\n" ] }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs4AAAEyCAYAAADqVFbTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXmczWX7xz/3zFiyZCf7vjxUiiFMWYphRJYkZAxliXhStD+lXz1tT/teaMgWIWsKMYwWZSShkiVCZMmSfZnr98fnnAxmOWfO/T3r9X69zmucc77nvq9zfL/X976v1YgIFEVRlMgiKtACKIqiKP5Hlb+iKEoEospfURQlAlHlryiKEoGo8lcURYlAVPkriqJEIKr8FUVRIhBV/oqiKBGIKn9FUZQIJCbQAmRFyZIlpUqVKoEWQ1EUJaRYvXr1fhEpldNxQav8q1SpgrS0tECLoSiKElIYY7Z7cpyafRRFUSIQVf6KoigRiCp/RVGUCESVv6IoSgSiyl9RFCUCsaL8jTHJxpi9xpj1WbxvjDFvGGM2G2N+NMY0sDGvoiiKkjtsrfzHA2iXzfsJAGq6HgMBvGtpXkVRFCUXWFH+IpIK4K9sDukEYIKQlQCKGmPK2pg7E2GABx4AVq1yZHhFUZRwwF82//IAdmR4vtP12gUYYwYaY9KMMWn79u3L3UxbtgCjRwONGwM33ADMng2cO5e7sRQlnNizB7j5ZqBkSaBJEyApCXjmGWD6dGDtWuD48UBLqPiRoMrwFZHRAEYDQGxsbO46y9eoAezcCSQnA6+9BnTpAlSvDgwfDvTtCxQqZFFiRQkRFi0CEhOBv/8Gbr8d+P13YOlSYMKEC4+rWBGoVYuPevV4zRQsGBCRFWfx18p/F4CKGZ5XcL3mDIULA/feC2zaxFVNqVLAsGFApUrAI48Au5ybWlGCijNneM63bQuUKgX5bhXOjR0HLFkC7NgBHD0KrFkDTJsGPP000KIFbxBTpgBDhwIdOuiOIFwRESsPAFUArM/ivZsBfAbAAGgC4LucxmvYsKFY5euvRbp1E4mKEomJEUlMFFmzxu4cihJMbNsm0qyZCCDp/QfIjMknpVYtkcKFefovWCBy+nQWn01PF5k0ScQYkdatRU6c8KvoSu4BkCae6GxPDspxEOAjALsBnAHt+XcBuBvA3a73DYC3AWwBsA5AbE5jWlf+brZuFbn3XpFChfj1u3TJ5gpQlBBl1iyRokVFCheW5U98Idddx9O9bl2RpCSRIkX4vEQJkUGDRFJSRM6ezWSc8eN5A2jXTuTkST9/CSU3+FX5O/FwTPm7OXhQ5Mkn+RPcf7+zcymKvzh5UmTYMBFA1tXtLje3PCqASPnyIh98cF7BnzwpMmeOSM+eIgUK8DIoV05k+HCRlSu58P+HMWN4QMeOIqdOBeRrKZ6jyt9TXBeKTJ/un/kUxSl+/VXk2mvld1SQfnVXSlRUuhQpIvL88yLHj2f9saNHRaZOFencWSRvXl4OVauKPPaYyLFjroPeeUd3yiGCKn9POXVKpEkTmoF++cU/cyqKbSZPlr8KVpAH878u+fOelbx5RUaMENm/37thDh4UGTdOpG1baoeHH87w5htv8MXu3UXOnLEpvWIRVf7e8PvvIiVL0iD699/+m1dRLHB21lx5GfdJsZjDYky6JCbS1+srvXuLXHaZyK5dGV58+WWqjV69snASKIHGU+Wvhd0AxjZ/9BHw88/AwIHMElaUEODkn4dxe88ojMAruO7GQlizxmDCBKByZd/H/r//A86eBZ56KsOL998PPPccQ0HvugtIT/d9IiUgqPJ307o145w/+gh4551AS6MoOXLwIBB/7V7MPHkzXhm+HZ8tjEL9+vbGr1YNGDQIGDuWKTP/8PDDvCN8+CEP0BtASBKWyv/s2Vwu3h95hOnv990HrFxpXS5FscWOHcD1DY7h292VMLX9BNz3qoWlfib85z9A/vz8ewGPP84Xx45lMpjulkOOsFP+W7cCV14JfPppLj4cFQVMnAiULw/cdhuQ2/pCiuIg69YBTZsIdv6ejs+v6IfbP77VsbnKlKGl5+OPgdWrL3rzqaeAhx4C3n2XuwElpAg75V+xInehDz3EHYDXFCsGzJxJxX/HHVoUTgkqli1jvUI5cgQr0uPQauKdjtfeGTkSKFECePTRi94whvb/AQOAF19kcTglZAg75Z8nD/D888BPPwHjx+dykAYNgLffBhYvptdLUYKA6dNZoqdc8RP45vg1uLpfLH1VDnP55cBjj7E23NKlF71pDPDCC1w0jRih5p9QwpOQoEA8fAn1TE9nSZOyZZnAkmv69WNY2/z5PgyiKL7z+uusshDXLF0OXNVCpEwZkb/+8tv8J06IVKwo0qjRRdm/GQXUayUoQCSHehrDXeju3cArr/gw0NtvA/XrsxTub79Zk09RPCU9HXjwQRap7dwZWJzwCoqvW85zs1gxv8mRPz83watWAbNmZXLA4MEsA/3AA7m0typ+x5M7RCAeNpK8unZl4u6ePT4Msnkzq2A1aKCVDRW/cuqUyB13cEE9ZIjI2Z9/FcmfnyUWAsDZs8yDrF07iwTf2bMp7Dvv+F025TyI5JW/m+eeA06cuChJxVuqV2cE0Pff07apKH7gxAmgUydg8mTg2WeBt95IR/TdA4B8+YC33gqITNHRbPy1cSND/C/hllvYD2DUKODIEb/Lp3iJJ3eIQDxslXcYMkQkOtpC2Z5OnbgDOHjQilyKkhXHjrGEvjEiY8e6Xnz/fa6qx4wJqGzp6SyFVaFCFsXi0tLk0qJAij+BrvzJqFHAZZcxf8vngQ4fBt54w4pcipIZR48yz3DpUkar3XUX2HnugQeAVq1cLwQOYxhNt3Mn3Q6X0LAhfWSvvgps2+Zv8RQvCHvlX7o0Y/5nzQK++sqHga69lvvwV18FDh2yJp+iuPn7byAhAUhNpaWxTx8wdHLIELZjHDOG2jfAtGgBtGtHc1Sml8IzzzBh8pLEACWYCHvlD7BaQ9myXDyJL2HITzzBs11X/4plDh9mDP8337C8VK9erjemTwfmzqXjqnr1gMqYkWefZW2hF1/M5M2KFRnz/9FHwHff+V02xUM8sQ0F4mG7pLO7GdHMmT4OdMstbI936JAVuRTl4EGRxo3ZWnrGjAxv7N8vUrq0SMOGQVk/390F7I8/MnnzyBHmIsTFZZEYoDgF1OZ/IX37AvXqsQTJmTM+DDRqlK7+FWv89Rdw003AmjXAjBnArRnL9Dz2GA/44AMgJiZgMmbFU08Bp08D//1vJm8WLswquV99xXIpStARMco/JoaRmps2AaNH+zBQgwYMaXvlFe7VFSWX7N9Pxb9+PX1SnTpleHPPHmDcONbNsVmn2SI1alC80aOBzZszOeDOO1ll8aGHgFOn/C6fkj0Ro/wBoH17oGVLZir6FIastn/FR/buBW68kf2D5s5lhM8FvPkmt6j33x8Q+Tzl8ceBvHmBJ5/M5M3oaODll1lqN9PQICWQRJTyd5d92LcvC0eVpzRsCHTsyMgfXf0rXrJnD6M2N28G5s+no/cCjh5lmeSuXbm8DmLKlgWSkrhzyXRxHx/P0KCnnwYOHPC7fErWRJTyB4DYWKBnTy5I/vjDh4FGjWK4w5tvWpNNCX/++ouKf9s2YMGCLIpyJifz3Bo50t/i5YqEBOD4ceDrr7M44KWXuNV++mm/yqVkT8Qpf4BhyGfP0nqTa9yr/1de0VR2xSNEgP79gS1bqPhbtszkoLNnuaO8/nqgSRN/i5grWrakT23RoiwOqFePX/ztt4Fff/WnaEo2RKTyr1qVnefGjaOzLdfo6l/xgvfeo3nkueeYKJUpM2dyWxAiq36AgT3NmmWj/AGGBuXPT+evEhREpPIHGEVXuLCP3ecaNgQ6dKANSVf/SjasW8dkw7Zt+TdTROiMqlWLu8oQIj6etQ+z7HxapgxrrMyenY19SPEnEav8S5Rgxu+nn7LrV67R1b+SA8ePAz16AEWLshpmVFZX3fLlbJQ7YkQ2BwUn8fH8+8UX2Rw0fDh7ELz+ul9kUrIntM4wywwcaKFCbmwsV/9q+1ey4L77uMCYOJEL4Cx56SWgVCkWRgsxGjQAihfPwfRToAAL082cyWJ1SkCJaOVfqhRXZBMm+BixOWoUwzgCVGddCV6mT2cS1EMPAW3aZHPgTz9xGzpsGMvQhhjR0YxcWrQoh/pZgwezPdn77/tNNiVzIlr5A7zWjh3LojmFp8TGMkvn5ZdZmlFRQL/tgAFA48YeRDm+/DKV/uDB/hDNEeLjGT69YUM2B1Wrxp3y++9r1m+AiXjl37AhI+reeosLklyjq38lA2fOsDKnCItb5smTzcG7dwOTJrEcQsmSfpPRNu6dTbamH4Chdnv3as2fABPxyh/g6n/TJmDxYh8GadSI9SNeeklX/wqefJLlmd9/n4vdbHnzTcb3ZxkGFBpUqgTUqeOB8m/dmhFNGiQRUFT5A+jWjY44n89FXf0rYBeu557jQr5HjxwO/vvv86Ucgqhef26Jj2fQ0smT2RwUFQXccw+wciWQluY32ZQLUeUPFqYaNIhZl1u2+DBQ48bMdX/lFbVnRij79gG9ewO1a3tY9y85mUUCQyipKzvi46n4v/wyhwP79gUKFdKCbwFElb+LQYMYsfDOOz4ONHw4a/XOmmVFLiV0EAH69ePmb+pUoGDBHD7gLuVwww3Addf5RUanadGC/o0cTT+XX84+lR99xOtF8TtWlL8xpp0xZqMxZrMx5pKcWWNMX2PMPmPMD65Hfxvz2qRcOTbSSE5m9E+uad0aqFLFx6YBSijy+uuM1nzpJQ9L8M+YAWzfHjarfoCL+bg4D5Q/QNPPqVPA2LGOy6Vcis/K3xgTDeBtAAkA6gLoaYypm8mh00TkGtcjKP+3hw7lDnzKFB8GiYpifF9KihaxiiC+/x548EH2+bnnHg8+4C7lULs2Qx/DiPh4YO1alq7Olrp12dTg3Xe5C1L8io2Vf2MAm0Vkq4icBjAVQKccPhOUxMUB11xDx69Pjd7vvJNlDnVFEzGMHMkozeRk9o3IkWXLeMcIwVIOOeFRqQc3Q4cCv//OxgaKX7Fx1pUHsCPD852u1y7mVmPMj8aYGcaYihbmtY4xPBfXrQNWrPBhoCuu4BJw3Dh1/EYAmzZxozd0KGtGecRLLwGlS4dkKYecuPZa/g4emX46dmSMqEbI+R1/LTnmAagiIlcDWAwg03xaY8xAY0yaMSZtX5blAZ2lZ0/WnvI57HPgQDqyZs+2IpcSvHzwAYMF+vb18AMbNjC0bNgwljkOM6KimPCVY6kHgDvkwYOBJUt8rLCoeIsN5b8LQMaVfAXXa/8gIgdExL0EHgugYWYDichoEYkVkdhSpUpZEM17ChRg34lZs4CdO30YqE0boHJldfyGOWfOAOPHs7pHuXIefujll3mihXAph5xo2xb480/uonPkrrtYYVHDPv2KDeW/CkBNY0xVY0xeAD0AzM14gDGmbIantwD42cK8juGuPfXeez4M4nb8Ll1Ku4ASlsyfTyXX39P4tT17zpdy8NhGFHp4XOoBOF9h8cMPtSe2H/FZ+YvIWQBDASwElfrHIrLBGPOUMeYW12H/NsZsMMasBfBvAH19nddJqlalKXL0aB9N9v360R6gjt+wZexYrvgTEjz8wIQJ3C4MG+aoXIGmfHl2b/RI+QPnKyxOmOCoXMp5jPgU1uIcsbGxkhbA1O/Fixm1MGGCjz65rl2Z7rhzJ1OJlbBhxw6mdDz6qIe9yUWAf/2LK12fIgpCg/vvZ9LkwYMeVqlu2pQZcj//HHYRUP7EGLNaRGJzOk5/4Sxo3Zoh2D4HIQwcyJx/dfyGHcnJNA/eeaeHH1i5Eti40YsPhDbx8dw5e3yfGzqUuTEexYgqvqLKPwvcYZ/ffcdHrlHHb1hy7hyVf5s2NBN6RHIyaz7cdpujsgULzZtzs+ux6adbN4a/atinX1Dlnw1JSWzy7tO5GB1Nb+CSJcDmzdZkUwLL4sXMTfLY0XvsGAv+dO/OGggRQIECLFvksfLPl4875fnzgd9+c1Q2RZV/thQuzBvAtGnsPZFr7rxTHb9hxtixzOjt5Gku+4wZwNGjEWPycRMfz3DP3bs9/MDdd9Pe/+67jsqlqPLPkXvuAU6fBsaM8WGQcuUYPjRuHAdTQpo//wTmzGFRynz5PPxQcjJQsyZriEQQ7lIPHjdKKl+eQRJjxwLHjzsml6LKP0fq1KFd1+faUwMHcvswZ4412ZTAMGECzwWPTT6bNgGpqVz1e1T4J3y4+mqa8T02/QB0th08yHLPimOo8veAYcOAXbuAefN8GCQ+njVM1PEb0ohwURoXx6hNjxg/nqaMPn2cFC0ocZd6WLzYix7ZN9wAXHWVheYaSnao8veA9u1Z78cn5e92/H7xhY/twpRAsmIFoxEHDPDwA+fOMXO1XTsv6j+EF/Hx3PT++KOHHzCGP/D333tYH0LJDar8PSA6GrjpJq5efC71HBWljt8QZswYNqHq1s3DDyxezG1jhDl6M+JVqQc3PXqw6NuHmdaAVCygyt9D4uOZpPvLLz4MUr48G3ckJ6vjNwQ5eJBBO3fc4UGLRjfJyQwL6tjRUdmCmbJlacXxSvmXKsVqeZMmaaMXh1Dl7yG5Wr1kxqBB3APPnZvzsUpQMXkym5N77Oh1l/Tu3TviS3vEx9Nk5lUAT1ISQ6t8vuiUzFDl7yFVqjBSz+OQtaxo2xaoWFEdvyGGCE0+DRrw4RFTprCIWwSbfNzEx3Ozu3y5Fx+6+WZWPtVib46gyt8L4uPZscmnSp9ux+/ixcDWrdZkU5wlLY0OS48dvSLs8hIbS5tHhHPDDcyJ8GoRnzcvuyvNns3m2opVVPl7QZs23LZ+842PA6njN+QYO5blCnr29PADa9bwbqGrfgCs6tm8eS4sOElJXG19/LEjckUyqvy9oFUrLtx9Nv1UqMAtbXIyzQJKUHP0KC043bsDRYp4+KFx47jU7dHDUdlCifh4dmr0qkNew4ZA3boa9eMAqvy94PLLWXLciv9p0CA6s3xKHlD8wccf8wbgsaP35El6h7t2ZYKIAuB80ERKihcfMoar/6+/1o54llHl7yXx8cDq1cCBAz4O1K4dY+B0RRP0jBnDbN5mzTz8wJw5jAtVk88FXHklF1BffeXlB3v3pplUHb9WUeXvJW3a0Je3ZImPA0VHA716AQsWMCRQCUrWr2cPlv79vSjLk5zMUh433uiobKFGdDR3zl9/7eUHy5XjhTdhghc1IpScUOXvJbGxQNGilkw/iYlMYJk2zcJgihOMHQvkyeNFWZ7ff6dTqF8/bUWYCc2a8YbqdfBOUhJ/W69iRZXs0LPTS2JiWOph0SIfSz0AQP36LHs4caIV2RS7nDzJ/5ouXZik6xEffsgTo29fJ0ULWeLi+PN8+62XH+zcmTYjNZNaQ5V/LmjThs27f/3VwmCJibwSNm60MJhiky+/ZD/xxEQPP5CeziifG29kVqByCY0bc0Pktd3/sssYbuVuiqP4jCr/XOBuUGHF9NOrF6+GSZMsDKbYJCWFduoWLTz8QGoq2w+qozdLChfmhtdruz9A08+xY8Ann1iXKxJR5Z8LqlYFatSwpPzLlaMdadIkdWYFGSkpXKkWLuzhB5KTmQjQtaujcoU6zZrRie51vba4OKB6dTX9WEKVfy5p0wZYtsxScc4+fYBt23KxF1ac4u+/ge++Y2KfRxw+TJNEz540UShZEhfHBbzXpfqN4bWSkkLnr+ITqvxzSXw8TY8rV1oYrEsX1gjWOOag4csv2YfFY+U/bRpw4oSafDzAnS+Rq7VOYiI9xhok4TOq/HOJu9SDFdNPwYI0FUyfzhATJeCkpDDE0+PErvHjgXr1GAusZEulSmxtkSu7f9WqLBI0YYKFcLvIRpV/LilSBGjSxEKdHzd9+tB0oOUegoKUFP7/FijgwcGbN7PaX2JixDVozw3G8KaaaytnUhJD7byOF1UyosrfB9q0AVatYjigz7RqReevbmcDzuHDbB/rscln8mRqtDvucFSucCIujmZ7r4q8uenWjX4Vdfz6hCp/H4iPt1TqAaAN6Y47gM8+A/btszCgkltSUxl45ZHyd9ufW7VitVbFI9zmtFyZfi6/nGbSqVPVTOoDqvx9oFEjmn+smX7c5R6mTrU0oJIbli4F8uen2SdHVq4EtmzxIhNMAYBrrqFJzSfTz6FDaib1AVX+PhATw2ROK6UeAHZ8uuYaNf0EmJQUrkzz5/fg4IkTeaDG9ntFnjzMocjVyh/ghVe+vJp+fECVv4/ExwPbt1ssNZ6YSEeClnsICAcOAGvXemjyOX2aIZ7uujOKVzRrxoZnx47l4sPR0bxWPv+cfTEUr1Hl7yPuUg/WTD89e7Lcg67+A4K7aKRHyv+zz7ws/qNkJC6OuRSrVuVygKQkDjB5slW5IgVV/j5SrRofVuL9ATZ4adOGyl/LPfidlBTaohs18uDgiROBUqXOt6hSvMLtU8m13b9OHdqO1PSTK1T5WyA+nkrDWjvePn0YB7dihaUBFU9JSQGuvx7ImzeHA93Oxp49acBWvKZ4cbbnzbXdH+Dq/8cfgR9+sCZXpKDK3wLx8awFYy3npHNnoFAhNf34mT//BDZs8LAB1/TptPmryccnmjWj8s/1JrdHD9589VrxGivK3xjTzhiz0Riz2RjzcCbv5zPGTHO9/60xpoqNeYMFq6UeANodbr2VCubECUuDKjmxbBn/emTvnziRZoeGDZ0UKeyJi+Mm6pdfcjlA8eJAhw60+3tdJjSy8Vn5G2OiAbwNIAFAXQA9jTF1LzrsLgAHRaQGgFcBvODrvMFE0aI0PVpT/gBXlEeOAHPnWhxUyY6UFJZvbtAghwO3baNJrndvLefgIz4VeXOTmMht2xdfWJEpUrCx8m8MYLOIbBWR0wCmAuh00TGdALi9MjMA3GRMeF018fGMWjh40NKALVsyY1S3s34jJYU1w2JicjjQHV2i5Rx8pmZNtsj0ye7fvj1QrJheK15iQ/mXB7Ajw/OdrtcyPUZEzgI4DKCEhbmDhvh42i2XLrU0oLvcw+efA3v3WhpUyYo//mCtsBxNPu5yDs2ba6tGC/hc5A0A8uWj7X/WLDrfFI8IKoevMWagMSbNGJO2L8Tq2zRuzDwf66afc+e03IMfSEnh3xyVf1oaE/DU0WuNuDgmSfp0yScm0j82c6Y1ucIdG8p/F4CKGZ5XcL2W6THGmBgARQAcuHggERktIrEiEluqVCkLovkP66UeANaHv/ZabfLiB5Yupe+mfv0cDpw4kSvNbt38IlckEBfHvz6Zfpo0YW9VNf14jA3lvwpATWNMVWNMXgA9AFzspZwLIMn1724AloqEXyeG+Hj6ArdssThonz7A6tXAzz9bHFS5mJQUulmio7M56MwZ7sI6duSdQrFCw4bMq/BJ+RtDB3xKSi7rREcePit/lw1/KICFAH4G8LGIbDDGPGWMucV12AcAShhjNgO4H8Al4aDhgDvR06rpp2dPaiRd0TjG9u3Ab795YPJZtIi2CTX5WCV/ft4AfG5h7W7xqOUePMKKzV9EFohILRGpLiLPuF57QkTmuv59UkRuE5EaItJYRLbamDfYqF6dXeas1fkBgDJluKWYNEnLPTiEx/b+iROBEiWAdu0clynSaNaM7pRTp3wYpFo12pC0xaNHBJXDN9Qxhnp6yRImf1qjTx9gx47zWkqxSkoKww3r1cvmoCNHgDlzgNtv96D2g+ItcXFU/N9/7+NAiYnATz+xXKiSLar8LZOQwGgzn+yXF9OpE7vGaAEr64ict/dHZXc1zJzJrlFq8nEEnzp7ZaR7d96c1UyaI6r8LXPjjSw18tlnFge97DKe1DNnahyzZbZs4abKI5NPjRrAddf5Ra5Io0wZmk19tvsXK0aH/JQpWu4hB1T5W6ZwYeb/LFhgeeCkJOD4ceCTTywPHNm4LWnZFnPbsYOFf7Scg6O4i7z5bK5PTGRipNXIi/BDlb8DJCQA69dTZ1ijWTOuPNX0Y5WUFOCKK4DatbM5aMoUaqTevf0mVyQSF8cSPVt9DQdJSKBjXk0/2aLK3wHat+dfq6YfY+j4TUlhbKLiM257f6tW2Szo3eUcmjWjXUJxDGt2/7x5We5h9mw66pVMUeXvAHXqAJUrW1b+wHlno65orLBxI7BnTw72/h9+YJF/dfQ6Tr16LJHis90f4P/XyZPAjBkWBgtPVPk7gDHceX7xheWQzypVGJaiccxW8Ci+f+JEevBvu80vMkUyUVFA06aWlH/jxiwZqgulLFHl7xDt2wNHjwJffml54KQkVsH65hvLA0ceS5eyanaW1pyzZ4GPPgJuvpk2ZMVx4uK40Tp0yMeB3GbSZcvYElW5BFX+DnHjjTQ9Wjf93HorO32p49cn0tOpF7K19y9eTLuQmnz8RlwcN7UrV1oYzO2g13IPmaLK3yEKFgRatHAg5LNwYd4Apk3TFo8+sGEDsH9/DiGeyclM/e3QwW9yRTqNG7OUlZUkySpVgBtuUDNpFqjyd5CEBGaaWw/OSUoCDh/WFo8+kKO9f/9+lnPo3VvLOfiRQoVYVtuK3R/gru2XX1gZV7kAVf4O4kjIJ0CNVbGimn58ICWFRfgqV87igMmTWcL5zjv9KpfCkM9vv7WUoHvbbey/oI7fS1Dl7yC1alHBWFf+UVFckS5cCOzebXnw8OfcufP2/kwRocknNha46ip/iqaAdv9jx4Aff7QwWNGiwC230HF/5oyFAcMHVf4O4g75XLLEx1K1mZGURK+lOrO8Zu1aRpNkqfzXrKHm0VV/QLCW7OUmMZF9GBYutDRgeKDK32Hat+cqZsUKywPXrs0iYx9+qM4sL8nR3p+czA4jPXv6TSblPJUqMQTXmt2/XTs67tX0cwGq/B2mVSuaHK1H/QBc/a9fr7XLvWTZMub/lC+fyZsnT3I31bWrtmoMIDfcwJu0lf5FefLwRj5njoUEgvBBlb/DFCjApFzrdn/gfGMRdfx6zLlz3IW1aJHFAbNnU0H06+dXuZQLad+eRd6sBekkJtL2quUe/kGVvx9ISGC02W+/WR64eHE6s6bou7eQAAAb0klEQVRMsVxHInxZt45Rslkq/+Rk2h2yTQBQnCYhgXEN8+ZZGjA2lqZSXSj9gyp/P+BYyCdA08/+/Q4NHn6kpvJv8+aZvLl9Owsy9euXQ1svxWlKlGDUjzXlbwwd+F9+yZWYosrfH9Ssyfoxjujntm2B0qWZxajkyPLlTPysVCmTN93O8759/SyVkhkdOrCo6s6dlgbs25f2/zFjLA0Y2qjy9xPukM+TJy0PnCcPcMcdXCIdOGB58PBChCv/TFf96enA+PHATTfx7qAEnI4d+Xf+fEsDli4NdO7Mm7z1CzH0UOXvJ9q3Zyket9nBKklJTGCZOtWBwcOHX36hhSxT5b98OZ0yGtsfNNSpA1SrZlH5A8CgQVwkaTtUVf7+omVLho47EvJZvz4f6szKluXL+TdTZ29yMlCkCNCli19lUrLGGK7+lyxh+2ortGpFG+zo0ZYGDF1U+fuJyy7jeeeYXzYpCVi1Cvj5Z4cmCH1SU4GyZTOp33/4MEMAe/bkf5QSNHTsSAvNF19YGjAqChgwgCuBjRstDRqaqPL3IwkJwK+/Alu2ODB4r16shaur/0wR4fXeokUm9funTqWGUZNP0HHDDWztaNX007cvEBMT8Y5fVf5+JCGBfx1Z/ZcpwwkmTmQmk3IBW7cCf/yRhb0/ORm48krGgitBRd68DGibP99Sti/Aa6VzZzr4rRfdCh1U+fuRGjUY9umY6adPH2o4a3vk8MFt779E+W/YAHz3HVf9Wbb0UgJJhw4sXmu1isnAgXT8zpplcdDQQpW/n2nfnr1jHWnCdcstQKlSwLvvOjB4aJOaytpedete9Ma4cTQBuFv+KUFH+/aWs30BhvRWqwa8/77FQUMLVf5+JiGB5mX3StQq+fLRmTVvHrBtmwMThC6pqbQfX7C4P3OGyXEdO/KmqQQlJUsCTZtaVv5ux++yZXTERSCq/P1MixYMKHEk5BMA7r6bf997z6EJQo8dOxjCf0mI56efss67OnqDng4dgO+/B3btsjhohDt+Vfn7mfz5WTPMMbt/xYp0Zo0dqw3eXWRZzyc5GbjiCtZ7V4Iad7bvp59aHPSKK4BOnSLW8avKPwAkJACbNwObNjk0wdChdGZpxi8AmtiKFAGuvjrDi7t3c/uVlMTVnxLU1K3LqhtWQz4BOn7372cp7whDlX8AcDTkE2A6cb16wJtvapcvcOV//fVMg/gHd0is1u0PCdzZvl98YXlD27o17yoRmPGryj8AVKvG0uKO2f2N4ep/zRpg5UqHJgkN9uxhIucFJh8RRvk0a8b/CCUk6NiRin/JEouDuh2/S5c6uBUPTlT5B4j27RloYK1mycX07s3UyLfecmiC0MDdO/kCZ+/Klazypo7ekKJ5c6BQIQdMP/36RaTj1yflb4wpboxZbIzZ5PpbLIvjzhljfnA95voyZ7iQkEAf09KlDk1QqBBP6unTufyNUFJTgYIFgQYNMrw4Zgz7a3bvHjC5FO/Jl+98tq9Va2bZssyRGTcuohy/vq78HwawRERqAljiep4ZJ0TkGtfjFh/nDAuaN2douaOLjXvuYSx7BNoz3SxfTutOnjyuF3bvZoP2Pn2AwoUDKpviPR06MNzzhx8sD+x2/M6ZY3ng4MVX5d8JgLuS2IcAOvs4XsSQLx9D8ufNY+SPI9SsyTDG997jTSDC+Osv9uy9wN7/1lv8Le6/P2ByKbmnfXu6tKwmfAFAmzZA5coRtVDyVfmXEZHdrn/vAVAmi+PyG2PSjDErjTF6g3AxeDBNjW++6eAkQ4dytRuBNUwusfcfPcrSF50788aohBylSwNNmjig/N2O3yVLHFyNBRc5Kn9jzBfGmPWZPDplPE5EBEBWlrjKIhILoBeA14wxF1dUd8810HWTSNu3b5+33yXkKFsWuP125hodPuzQJO3aMbwoAh2/qancYTVq5HohORk4eBB44IGAyqX4RocOQFoa1zRW6deP8cAR4vjNUfmLSGsRuTKTxxwAfxpjygKA6+/eLMbY5fq7FcAyANdmcdxoEYkVkdhSEVJrZfhwLkiTkx2aIDoaGDKEy+C1ax2aJDhJTQWuu45Z1Th7Fnj1VToAmjYNtGiKDziS7QsA5cpx8HHjgNOnLQ8efPhq9pkLIMn17yQAl3hLjDHFjDH5XP8uCSAOwE8+zhs2NGzIBKQ333SwDP+dd7KgUASt/o8cYS2Yf0w+M2ey2J2u+kOeK68EKlVyIOQToON3376IcPz6qvyfB9DGGLMJQGvXcxhjYo0xY13H/AtAmjFmLYAUAM+LiCr/DAwfzsJj1u2YbooVY9z/5Mn0gkYAX3/N5h/Nm4NxgS++SDu/e9mohCzubN/Fi1kh1yrx8RHj+PVJ+YvIARG5SURqusxDf7leTxOR/q5/fy0iV4lIfdffD2wIHk506sSVzGuvOTjJPfcwPXLcOAcnCR6WL6czvWlT15PVq4ERIy6q8aCEKh07MkHSep5MdDTQvz/rSIS541czfIOAmBhg2DDqKOvxy27q12dB+3feiYg2j6mp7MpYsCCAl15iUkWfPoEWS7FEixb8v3XE9HPXXYwUeOEFBwYPHlT5Bwl33cWT+fXXHZxk2DA2s3WsolxwcPw4sGqVy+Tz00/0DA4dSr+HEhbkz08LjfVsX4BheAMGsNRzGDdFUuUfJBQrxt4SU6YAf/7p0CSdOzOiIcwdvytXMo+rRQsAL79MpT9kSKDFUizToQMb9TgSxPbww4z9f/ZZBwYPDlT5BxHDhjHCzLEmXHnyMK144cKwbl2XmsrrNq76HmDSJMZvlywZaLEUy9x8M52/jph+ypdn5M+4cWG7+lflH0TUrs309XfecbC+1IABvAm8845DEwSe5cuBa64Binz4BrcA990XaJEUByhTBmjc2MEouYceCuvVvyr/IGP4cGDvXmDaNIcmuOIKVrMcN47ZZWHGqVM0+zRvepqlHLp2BWrUCLRYikN06AB8951DptIKFbhYCtPVvyr/IKN1a7ase+01B5twDR3KLKiJEx2aIHCsWsXY7xYnFgKHDgEjRwZaJMVBunTh3/ffd2gCt+3/ueccmiBwqPIPMowB7r2XTbjchcmsc911TC1+/XWWPQgj3M3ar1/0BFOnmzQJrECKo9SrB9x6K3P4HF39JycD27c7MEHgUOUfhPTuDRQv7mDSlzHAo4+yv+EH4ZVzl5oK1KtwCCV3/qCr/gjh2We523vqKYcmCNPIH1X+QUiBAsCgQSwv8ttvDk3SpQuTvp54giagMODsWeCrrwQtTi4CatXSUg4RQq1avF7ef9+hILYKFZj1G2arf1X+QcqQIVxsOBaSbwxj4PfuDZtMxjVrgKNHDZrvn8lSDlF6ekcKTzzBdI5HH3VogjC0/evVEaRUqAB06waMHQv8/bdDkzRqBPTqBbzyCvD77w5N4j+WL+ff5iV+0lIOEUbp0sCDD7J46zffODBBxYpMww+j1b8q/yBm+HBaZMaPd3AS90rGsSWT/0j99Ahq4leUvbe7q4i/Ekncfz8jmR980KFIuUce4d8wWf2r8g9irruOwSpvvMHyxI5QqRKToCZPZpxkiHLuHLDi62i0iP5KSzlEKAULAv/3f8CXXwJz5zowQcWK523/YbBTVuUf5AwfzsqyCxY4OMnDD3PfPGKEg8kFzrJqzh84dLogWrSKAkqUCLQ4SoC4806gTh2e0o5EMYfR6l+Vf5DTtSvLjPzvfw6u/i+/nEumFSuA2bMdmsRBRDBl+HfIh5Po+NpNgZZGCSAxMcDzzwO//OJQa1S37f+DD0J+9a/KP8jJkwf4z3+ol59/3sGJ+vdnavGDD4Zc/9Kz4yZi2o6m6HDNLhSpVyHQ4igB5pZbgLg4YNQo4NgxByYIk9W/Kv8QYNAgoGdP3gQWLXJokpgYNj3ZvDm0ir79+SeW3DsXe1EGvR6rGmhplCDAGGb87tnDQDbrVKp0fvW/Y4cDE/gHVf4hgDHAmDFsXN2zp4M1ptq1A9q0YapkqPT6HTYMk493RpHC59C+g57OCmnalCbT//3PobIPYbD616slRChYEPjkE0a1dO3KdrzWMYar/0OHgP/+14EJLDNnDo5Pn49ZMbehW/doje5ULuC553idOFL2oVIlepfHjg3Z1b8q/xCiRg1GZK5ZAwwe7FBgztVXc0v71lvB3cD68GFgyBDMqzQUR0/nQ69egRZICTZq1WI/ltGjHSr74F79P/20A4M7jyr/EOPmm+nI+vBDBzt+Pf00kDcvm1kEKw8+COzZgylVHkG5cq6WjYpyEaNGsRe7IzmMlSsD99xDm2wIRsmp8g9BnniCHb/uvRf4+msHJrjiCir+Tz5xsK60DyxbBowejb8GP4bPvimGHj2A6OhAC6UEI2XKAA88wLIPK1c6MMHzzwOxsUBSUnDvlDPBSJAm9cTGxkpaWlqgxQhaDh7kOXfiBPD999TXVjl+nPvmsmWBb78NniJpJ07QNCWC9+/9CXf/Oy9WrwYaNAi0YEqwcvQoTaY1a7LktzGWJ9i+nSdghQosLFSggOUJvMMYs1pEYnM6LkiuaMVbihUDZs2ib7Z7d7aqtUqBAqxfnpYGfPSR5cF94MknucIaMwZTZuRFnTrAtdcGWiglmClUyOGyD5Ur0xm3bp2Dzjj7qPIPYa6+msEGK1Zwa2ud3r25onnkEYfCi7xk9WqWoe7fH79Xb4XUVBYltb6SU8KOu+4CatcGhg1zKDinXTs6GCZMoA8gBFDlH+L06kXb/+uvA1OmWB48KorKdscOZgCfO2d5Ai84c4ZXcOnSwIsvYupUvqxRPoonxMTw+jh0CIiPB/bvd2CSxx/nTWDYMO6YgxxV/mHAiy+yKVf//sCPP1oevGVLmn+mTOEEjhUYyoGXXgLWrgXefhsoWhSTJ7PqafXqgRFHCT0aNADmzWOSZEKCA30yoqKASZPogOvWDThwwPIEdlHlHwbkyQN8/DFQtCi7M1pPzn3kEdrax49nrQl/3wA2bqTRtls3oEsXrF/Pm9wdd/hXDCX0adGC18qaNUCnTuz9a5USJYAZM4Ddu2k2DdRiyQNU+YcJV1zBcLYdO7ittX4DeOIJ4LHH6GQYOtR/Tq30dGDAADqg33wTADch0dF0dCuKt3TsyHVMSgrLpVgv/dyoEe2wn38e3JnyIhKUj4YNG4riPfPmieTNK3LNNSL79lkePD1d5IEHRACRe+/lcydJTxd55hnOl5wsIiLnzolUrizStq2zUyvhz+uv89Tq25fnlVXS00USE0WMEfn8c8uDZw+ANPFAxwZcyWf1UOWfez77TCRfPpGrrhL580/Lg6eniwwfzlNn5EjnbgAHD4p068Z5br31n3m+/JIvTZjgzLRKZDFqFM+n++934FQ+dowXYfHiItu2WR48a1T5RziLF4tcdplI3boiu3dbHjw9XeSee3j6PPKI/avm229FqlQRiYkR+d//LliWDR7M73XkiN0plcgkPV1k2DCeys8848AEv/4qcvnlIo0aiZw86cAEl6LKX5GUFJECBURq1xbZtcvy4OfOiQwcyFNo1Ch7Y774IpV+5coi33xzwdunT4uUKCFy++12plMUEZ52vXvzVH73XQcm+OQTDj54sAODX4oqf0VERFJTRQoVEqlZU2THDsuDnzsn0q8fT6P//te3sfbuFUlI4Fhdu4r89dclh8yfz7fnzPFtKkW5mNOnRTp0oIn+o48cmMDtK2vdWmTBAkf9Zar8lX/46iuRwoVFqlVzwPR49uz5ZdP//pe7MVJSRMqVo6Pi7bezvDB69aL59NSp3IurKFlx/LhI8+bceH72meXBz5wReeEFnucA7bFjxoicOGF5Ij8pfwC3AdgAIB1AbDbHtQOwEcBmAA97MrYqf7t8+61IkSK0pmzdannwM2dEevSQfzxnc+eKbNzI5VR2nD0r8uSTIlFRIrVqiaxZk+Whf/9NE9agQZZlV5QMHDokcu219CstXerABKdOiUycyHA8QKRUKV4DFiMz/KX8/wWgNoBlWSl/ANEAtgCoBiAvgLUA6uY0tip/+6SliRQrJlKxosimTZYHP3NGpGdPnlLuR3Q07U0dOvCm8N57XOXv2iWyc6dIy5Y8rk8favdsmDSJhy5fblluRbmIP/8UqVePG9F58xyaJD2dd5cOHXhi58snMmCAyE8/+Ty0p8rfSklnY8wyACNF5JKCFsaYpgCeFJG2ruePuPILsm1+qSWdneGHH4DWrdngIiWFVZutcuAAsGkTs3J//fX8Y9OmS4vDFSzIZvF9+uQ47M03s2jitm3BU11aCV8OHGCZnh9+YMWG2293cLJffgFee40dmk6eZO2JESOAG2/MVdVCT0s6+0P5dwPQTkT6u54nArhORIZmcuxAAAMBoFKlSg23b9/us2zKpaxbB9x0E5XowoVA/fp+mDQ9Hdi58/zNYNcuIDERqFMnx4/u28e2AiNGAC+84AdZFQXAkSPMBl6xgq0g+/d3eML9+9me7623WCZ65UpHlX+MBwN9ASCzViGPicgcryXLBhEZDWA0wJW/zbGV81x1FbB8OctAtGgBzJ8PXH+9w5NGRbHpdaVK3Hp4wfTpLCiqtXwUf3L55cBnn7Gk1IABvBncf7+DE5YsCfznP8DIkawN5HCt8hyVv4h4d6Veyi4AFTM8r+B6TQkg//oX8NVXQJs2vAnMmMHWkMHI5MnAlVeyf4Gi+JMCBdiet3dv7jyPHGHZfkf1cv78QNWqDk5A/GE9XQWgpjGmqjEmL4AeAJzop6N4SaVK7G70r3+xwuHkyYGW6FJ++419irVuvxIo8uZlM7t+/VhcdsSIkGnWlS0+KX9jTBdjzE4ATQF8aoxZ6Hq9nDFmAQCIyFkAQwEsBPAzgI9FZINvYiu2KFWKjt/rr+fqxlU4M2iYMIF/e/YMrBxKZBMdzYK2//438OqrwMCBge1tZIMczT7ZISKzAMzK5PU/ALTP8HwBgAW+zKU4h9u22bMnT+4DB/ywtfWAFSuAZ56h061KlcDKoihRUQzKKVIEePppNoOZMIE7g1DEJ+WvhA/589OxOnAgt7YHDrAkeaDCKrduZWOaqlUZAacowYAxwFNPccH0wAPA0aO8bi67LNCSeY8qf+UfYmKADz4Aihdn694DB6h48+TxrxzuELv0dEYiFSvm3/kVJSdGjuQN4O67GTQxYwYbKoUSqvyVCzCGPYFLlmT3xkOHeGIXKOCf+c+do/np11+Zg1Czpn/mVRRvGTiQrVP79mV/4BkzgGbNAi2V52iupHIJxgAPP8zEloULubLZv98/cz/4ILBgAfNcbrzRP3MqSm7p3p25WAUKAC1bMmE9VCKBVPkrWTJgADBtGpCWxjj7+fOdnW/sWOCVV+h0HjTI2bkUxRZXXw2sWsV8mXvu4U7g4komwYgqfyVbunUDvvsOKFOGdvj+/WmTt82yZcDgwUDbtvQ3KEooUawYMHcugyUmTqT557ffAi1V9qjyV3Kkfn3eAB55BBg3js+XL7c3/pYtwK23AjVqcKcRo54oJQSJigKeeII75G3bgIYNaTYNVlT5Kx6RLx/w7LOMvY+JAVq1Yp0TX7e3hw8DHTrw3/PmMYZaUUKZ9u1pKq1YkQU6//tfRq4FG6r8Fa9o1oxlbocMYaZjw4Y80XPD2bMslbt5MzBzJlf+ihIOVK8OfPMNy5I8/jhzVg4fDrRUF6LKX/GaggUZjbNoEe3/TZoATz4JnDnj3TgjR3Jb/O67jJRQlHCiQAHa/994gxFssbEMaFi/PjgigqzU83cCbeYSGhw8yOicSZO4C3j+eSa/REdn/5gzh5+77z5eEIoSznz5JRPCNriqmpUty8rmbdrwYTNBzK/NXJxAlX9oMXMmwzMPHPD8M+3bM0IiOto5uRQlmNixA1i8+PzDfb1cddX5G0Hz5r4lVaryV/zOgQOMdz53LudH3rxA1640ISlKJJKeTv+Z+0awYgVw+jSvjS5dgKlTczeutU5eiuIpJUqw76miKDkTFcWyEA0aAA89BBw/zhvA4sWMrnMaVf6KoihBQIECTHJs29Y/82m0j6IoSgSiyl9RFCUCUeWvKIoSgajyVxRFiUBU+SuKokQgqvwVRVEiEFX+iqIoEYgqf0VRlAgkaMs7GGP2Adju4zAlAfip+2zQor+B/gaR/v2ByPoNKotIqZwOClrlbwNjTJonNS7CGf0N9DeI9O8P6G+QGWr2URRFiUBU+SuKokQg4a78RwdagCBAfwP9DSL9+wP6G1xCWNv8FUVRlMwJ95W/oiiKkgkhrfyNMcnGmL3GmPUZXnvaGPOjMeYHY8wiY0w51+t3uF5fZ4z52hhTP3CS28Ob3yDD+42MMWeNMd38L7FdvP3+xpiWrtc3GGOWB0Zqu3h5HRQxxswzxqx1/Qb9Aie5HTL7/hneG2GMEWNMSddzY4x5wxiz2fX7NPC/xEGCiITsA0BzAA0ArM/w2uUZ/v1vAO+5/t0MQDHXvxMAfBto+f39G7ieRwNYCmABgG6Blt/P50BRAD8BqOR6XjrQ8gfgN3gUwAuuf5cC8BeAvIH+Dra/v+v1igAWgvlCJV2vtQfwGQADoEm46IHcPEJ65S8iqeDJm/G1IxmeFgQgrte/FpGDrtdXAqjgFyEdxpvfwMUwADMB7HVeOufx8vv3AvCJiPzuOi4SfwMBUNgYYwAUcn3urD/kdIrMvr+LVwE8iAvP/04AJghZCaCoMaasH8QMOsKyjaMx5hkAfQAcBtAqk0PuAu/+YUtmv4ExpjyALq7njQInnfNkcQ7UApDHGLMMQGEAr4vIhMBI6DxZ/AZvAZgL4A/wN7hdRNIDI6FzGGM6AdglImt5n/uH8gB2ZHi+0/Xabj+KFxSE9Mo/K0TkMRGpCGAygKEZ3zPGtAKV/0OBkM1fZPEbvAbgoXC82C8mi+8fA6AhgJsBtAXwuDGmVoBEdJwsfoO2AH4AUA7ANQDeMsZcHiARHcEYUwA0bz0RaFmCmbBU/hmYDOBW9xNjzNUAxgLoJCIHAiaVf8n4G8QCmGqM2QagG4B3jDGdAyWYn8j4/XcCWCgix0RkP4BUAGHh+M+BjL9BP9D0JSKyGcBvAOoETDJnqA6gKoC1rnO9AoDvjTFXANgF+gLcVHC9FnGEnfI3xtTM8LQTgF9cr1cC8AmARBH5NRCy+YusfgMRqSoiVUSkCoAZAIaIyOwAiOgoWX1/AHMAXG+MiXGtDq8D8LO/5fMH2fwGvwO4yXVMGQC1AWz1r3TOIiLrRKR0hnN9J4AGIrIHNHn1cUX9NAFwWEQizuQDhLjN3xjzEYCWAEoaY3YCGAWgvTGmNoB00Mt/t+vwJwCUAFe7AHBWwqDQk5e/QdjhzfcXkZ+NMZ8D+NH13lgRuSQ8MNTw8hx4GsB4Y8w6MOLlIdcuKGTJ7PuLyAdZHL4AjPjZDOA4uBOKSDTDV1EUJQIJO7OPoiiKkjOq/BVFUSIQVf6KoigRiCp/RVGUCESVv6IoSgSiyl9RFCUCUeWvKIoSgajyVxRFiUD+H3dJMfNJSt3sAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXd4VNXWxt8dqgICUpQmICACIi14QQVBpIYQlZYBkXgR1E9siIoNRZELiopguYJiC0ioQihSBEQRhSDSRSkqTYoC0iHJ+v54M5eQTDmTzJxp6/c88ySZs8/Mmsk56+yz9lrvMiICRVEUJbqICbYBiqIoiv2o81cURYlC1PkriqJEIer8FUVRohB1/oqiKFGIOn9FUZQoRJ2/oihKFKLOX1EUJQpR568oihKFFAy2Ae4oW7asVKtWLdhmKIqihBVr1649LCLlvI0LWedfrVo1pKWlBdsMRVGUsMIY87uVcRr2URRFiULU+SuKokQh6vwVRVGiEHX+iqIoUYg6f0VRlChEnb+iKEoUos5fURQlClHnryhKnsnMBObMAWbNCrYliq/4xfkbYyYaYw4aYza52W6MMWONMduNMRuMMY398b6KogSHzExgxgygUSMgIQG4807g3nuB06eDbZliFX/N/D8G0MHD9o4AamU9BgB4z0/vqyiKjWRmAtOnAw0bAt26AWfOAJ9+Cjz7LPDhh0CzZsCvvwbbSsUKfnH+IrICwN8ehiQA+FTI9wBKGWMq+OO9FUUJPJmZwLRpQIMGQPfuwLlzQHIysGUL0KcPMHw4MH8+sHcv0KQJxyqhjV0x/0oAdmf7e0/Wc/4nPR244w4efRkZAXkLRQlbRDhdt0hGBpCSAlx/PdCjB0+vSZOAzZuB3r2BAgUujO3YEVi3DqhXj2MffpgXCSU0CakFX2PMAGNMmjEm7dChQ3l7kd27OR3p0QOoWxeYOFGPQEUBgF27gKZNgUsuAapVo7ceNAgYPx745hvg8OH/DRUBpk4F6tcHEhM58//8c2DTJqBXr4udfnaqVAG+/hp49FFg3DigRQvgd0syY4rd2OX89wKoku3vylnPXYSIjBeRWBGJLVfOqyKpa6pXp/OfOhUoVgzo1w+oUQMYOxY4dSpvr6ko4c7ChUBsLLBjBzBkCHDTTcCBA8B//wvcdx/QsiVQrhxQtizQogUmtPwMPXsCRjIxZQqwcSMvAu6cfnYKFwbefJNrAz//zEXhefMC/xEVHxERvzwAVAOwyc22OAALABgAzQCs9vZ6TZo0kXyTmSmyYIFIy5YigEjZsiLDh4scOZL/11aUcCAjg8e8MSLXXy+yfXvu7bt28Tx54w2R/v1lXcMkKYLT0g5fSnrbDiJnz+b57X/9VaRhQ55+Q4aInD+fv4+jeAdAmljx2VYGeX0R4HMA+wGcB+P5/QDcD+D+rO0GwDsAdgDYCCDW22v6xfln55tvRDp14kcuUULkqadE/vzTv++hKKHE0aMiXbrwmO/dW+TkSa+7HDsmUrOmSMWKIgfHTOK+PXuKpKfn2YxTp0QGDOBLtWypc69AY6vzD8TD787fybp1PJiNESlaVOSZZ3iHoCiRxMaNIrVqiRQsKDJ2rKVjPDNTpHt3kQIFRFasyHrytdfoJh54IN/nyaef8rR7/vl8vYziBXX+3vjlF5HERH4FH3wQ2PdSFDuZMkXk0ktFrrySd7wWefttng4jR+bY8OST3DB0aL5N69JFpEwZSzchSh5R52+FjAyRNm14omzZ4nHYt9+KnDkTeJMUJc+cOyfy2GM8rW++WWTfPsu7pqWJFC7MyGhGRo6NmZki/frxdd96K18mfv01X+a99/L1MooH1PlbZe9eLgQ3aCBy+vRFm86eFZk4UaR2bflf6FMjREpI8uefIrfcwgP14Yd5IbDIkSMi1auLVKkicviwm0Hnz4vcfjtfPzk5z2ZmZorExopcc42Li4ziF6w6/5DK8w8KFSsCH38MrF8PPPUUAODkSeCtt4CaNYF//xsoWhS45x4Wu4wdG1xzFSUX+/axrHb1apbdvvUWUKiQpV1FeIzv3s3ju0wZNwMLFmSif6tWQFISsGBBnkw1Bnj8ceCXX4C5c/P0Eoq/sHKFCMbDtpm/k0cekb9QWob12iplysj/MhMWLOBsJTOTE5+CBX0KoypK4OnZU6RIEZEff/R51zFjeKy//rrFHY4dE2ncWOSSS0RWrvT5/UR4E3HVVTy/FP8DDftYZ+9ekccfPS/FY04IINL5ttMuj+ujR5lAUaGCyP79tpmnKO5ZvJin8bBhPu/6/feczCQk+BjOPHCAJ0KpUiIbNvj8viK82AAia9bkaXfFA1adv+HY0CM2NlbS0tIC+h6bNjGM88kn1DBJ7HQMTy1ui/rNiwOLF7ssZ9y4kcqFsbHAkiWW764Vxf+cPUvRnYwMHsxFi1re9e+/WXkbEwP8+CNQurSP7/3778CNNzJutHIlK+t94J9/KAXRqROjSYr/MMasFZFYb+OiLuZ/8CBDok2aULfk00+pQ/7rr0DynJKo/879wLJlwKuvuty/fn1gwgRgxQpWyStK0Hj9dQbP337bJ8cvwrD9/v1UQfHZ8QNA1arAokUUiWvbllIRPnDZZUD//tRf/OOPPLy/kn+s3B4E4+HPsM+ZMyLTponEx/M2FxBp0oS1LwcP5hicmcn8/wIFRFatcvuaAwfydaZO9ZuZimKdXbsYd+/a1eddnXVbY8f6wY5Vq5gqfeONPqfC/f47T7NBg/xgh/I/EO0x/8xMke++E7n/fpHSpflJK1ZkvcqmTV52PnpUpFo1PtzUop89K9K8uUjx4h5LBBQlMHTpIlKsmMgff/i028qVdLjduvkxbXnCBJ5gM2f6vGtiItVWjh71ky1K9Dr/v/8WefllrkcBnBz17i2yaJGP8iSrVvEs8ZDcv3u3SPnyInXqiPzzT57MVRTfSU3lwT1qlE+7nT3L/Pqrr/azsz1/nsUwdev6rAG0Zg0/yujRfrQnyola53/4MLPeWrVigVa+nPKIEfyKPvzQ7ZClS0ViYqiJogVgSsA5eZJ3pHXq+Ky2+eqrPJwXLAiAXVOn8sU/+cTnXVu2ZIGZD3Vpigei1vmLeKhS9JX0dJFbb2VMc+tWt8NGjeI3+cYbfnpfRXHHc8/xYFu2zKfd9u1jiDI+PjBmSUYG8/+rVfP5ojR7Nj/S5MkBsi3KiGrn71f27qUSlQv5ByeZmSJ33JFDDVFR/M0vv1CAp3dvn3ft04e75pTz9ysLFtCljBvn024ZGQxHxcbq3bM/sOr8oy7V02eyyz+8+abLIcZwSI0a7B65f7+tFirRgAgwcCBTOkeP9mnX774DPvsMGDyYx2jAaN+eHcGGD6dGikViYoDHHgPS0thNUrEHdf5W6NwZ6NABGDMGOH3a5ZDLLgNmzmTxyl132WyfEvlMn868+uHDgSuvtLxbRgbw0ENApUrA008H0D6As6ARI5jz76MI1t13U1fo9dcDZJuSC3X+VhkyhBViH3/sdki9esDLLwNLl/JGQVH8wvHjnBo3bAg88IBPu06cyAre0aOB4sUDZF92broJiItjkeSRI5Z3u/RS4P/+D0hNZd2aEnjU+VulZUvqOrz2GpCe7nZY375sYD1xoo22KZHNSy8Be/cC775LdU2LHDkCPPMM0KIF0LNnAO3LySuvAEeP8lzxgQcfvND8XQk86vytYgxn/7t2sSbdDWXKAHfcQWXds2dttE+JTDZtYrixXz+geXOfdn3hBWr4jBvHw9c2GjQAHA7qqPz5p+XdrriCIdOPPwYOHw6ceQpR5+8L8fFAnTrAyJFcgHNDv3486b74wkbblMhDhNPhyy7jMecDGzfyRuH+++mLbWfYMM5+hg/3abdBgygX9N57AbJL+R/q/H0hJoYNXzZs8NjMok0b4KqrNPSj5JNJk6ggOHIkULas5d1EgIcfBkqWZMQoKNSqxVnQ+PG8W7ZI3bpAx47UqjtzJoD2Ker8fcbhoBath5lYTAw7fy1eTOVbRfGZzEx67saN6UR9YPp0YPlyht7dduayg6FDeTK8+KJPuw0axNyKSZMCY5ZC1Pn7SuHC7EP3zTfUMXfDPffwp4fkIEVxz6JF1Bl//HE6UIucPMldGjSgZHJQqVSJtQmffQZs3mx5tzZtaP+77wbQNkWdf564917g8suBUaPcDqlaFbjtNuCjjziJUxSfGDuW+fzduvm026hR7Mc7bpzLXkT2M2QIc0yff97yLsYAvXoxRXX37gDaFuWo888LxYoxqJqaymwMN/z73wz7LF1qo21K+PPrr1xTuv9+3mlaZNcuptf36sX0zpCgbFmWFs+axQbzFomP58958wJkl6LOP88MHMjKFDcdvwDg9tvZJenDD220Swl/3n6b/UHvu8+n3QYNYhmAh0MyODz2GC8Czz5reZdrr6UURWpqAO2KctT555UyZYABA4DJk92u6hYtyrzlWbOY+qkoXjl+nLHCHj18knFYtIipxc89x1B7SFGiBKvNliyxfBtsDGf/X33lk0yQ4gPq/PPDoEE8Sj0IkvTrx3TnyZNttEsJXz75hBeAhx6yvMv588Ajj3Cm/NhjAbQtPzzwAFC5MgWGPNTIZKdzZ547S5YE2LYoRZ1/fqhShVP7Dz4ADh1yOaRBA2braehH8UpmJkM+N9wA/Otflnd75x3g558pi1CkSADtyw9Fi7LkePVq4MsvLe3SogXr2+bODbBtUYo6//zy5JNU+hw3zu2Qfv2An35i9oKiuGXxYmDbNp9m/YcPs5i2XTvOlEOavn2p4fD++5aGFy5MMd25czVjLhCo888vdepwZfftt3m77oJevTjx0dm/4pFx4+gcu3e3vMvQoTzs3nzTZv2evFCoEAtg5s6lUJ0F4uMpD7R2bYBti0LU+fuDp56ihOKECS43lyoF3Hkn4/5u2gEo0c727cD8+czwsRi72biRk+gHHqAsQlhw771sMvDRR5aGd+zIGjfN+vE/6vz9QbNmQKtWXPh1I+XZrx9VbmfNstc0JUx45x1WZd1/v6XhIlzcLVnSZ/WE4FKjBkt4P/jAUiynTBngxhs17h8I1Pn7iyFDgH373AqStGoFVK+uoR/FBSdOUAWwe3egQgVLu8yZwzTIYcOCrN+TFwYMYHr04sWWhsfHA+vWAXv2BNiuKEOdv79o146dll59lbe1OYiJYcXv0qXAzp1BsE8JXT79lP0/H37Y0vCzZ6nfU6eO5RuF0CIhgUVf48dbGu6s9tXZv39R5+8vnM1etm0DZs92OaRv3wvN3hUFAOM348YBsbGW0zvHjgV27OAib6FCAbYvEBQpAiQl8fbFQrOXa68Frr5a4/7+Rp2/P+nalTFNN4JvVaoA7dtzrcvFzYESjSxZwiT9hx+2lK5z4AD7RMfF8VgKW/r3ZztUCzMhrfYNDOr8/UnBgszRXr2aDV9c0K8fY5cWw51KpDN2LFC+POUcLPDcc8wY81BUHh5ccw0XwiZMsLTwGx/PcNdXXwXetGhBnb+/6d2b9+KffOJyc3w8F+i0y5eCHTsoW2kxvXPdOiYMPPQQULu2DfYFmv79uQBmQe/HWe2roR//4Rfnb4zpYIzZZozZbowZ4mJ7kjHmkDHmp6zHvf5435CkbFmWWiYnU3QlB0WKAH36UIRLm1RHOT6kd4oAjz7KicPQoTbYZgd33sm+GG7qY7JTuDDDXPPmabWvv8i38zfGFADwDoCOAOoCcBhjXJWcpIhIw6zHB/l935AmKYl96NxomPTrx+tCcrK9ZikhhDO9s1s3oGJFr8NnzGA735dfZtFgRFC0KLMgZs3i+eKF+Hhg/36VSfEX/pj53wBgu4jsFJFzAKYASPDD64YvHTsC5cq5Xcy67jpqd334oWWBQyXS+Owz4NgxSzo+Z84ATzwB1K/PAtmIon9/zoTchEmz06mTVvv6E384/0oAsjdb25P1XE66GmM2GGOmG2Oq+OF9Q5dChaj2mZrqNrbz73+zCdiaNTbbpgQfZ3pnkyZA8+Zeh7/xBvDbb8CYMcwpiCjq1AFuvpmhHy8zIWe1rzp//2DXgm8qgGoicj2AxQBcXuaNMQOMMWnGmLRDbiSSw4akJM5oPv/c5ebERMYxp0611ywlBPjqK2DrVs76vaR37tsHjBhB7cBbb7XJPrsZMICtK7/+2uvQzp258G1RF07xgD+c/14A2WfylbOe+x8i8peIOEVvPgDQxNULich4EYkVkdhy5cr5wbQgcv31QKNGbkM/JUsCrVuzHkxDP1HGuHFMDOjZ0+vQZ57hHGL0aBvsChbdunEhw0LFr1b7+g9/OP81AGoZY6obYwoDSAQwJ/sAY0x2wZIuALb64X1Dn3vu4eqUm5z/hASKOW6Njm9DAahpk5rK9M6iRT0OXbOGofBHH2XtYMRyySVMgZsxw2sKXJ06Wu3rL/Lt/EUkHcBAAAtBpz5VRDYbY14yxnTJGvawMWazMWY9gIcBJOX3fcMCh8Njzn+XrG9nzhyXm5VIZNIk3ur16+dxmAj1e8qX96nvefjSvz9w7hwXwj1gDEM/X30FnDplk20RipEQjTnExsZKWlpasM3IP127At9+y7JeF0IsTZtyEW/VqiDYptiLCIX3y5YFvvnG49D58ynh8O671OuPCm68kX0xtmzxuBayZAnQti0nTc4wkHIBY8xaEYn1Nk4rfAONl5z/hATghx8s6Vsp4c66ddTxuesuj8MyM9nnvEaNCEzt9ET//vx+vv3W47CWLbXa1x+o8w80HTrw3t3Nwm+XLpwQ6oEcBSQn8+7PS5vGyZO5TDR8eJiqduaVHj3o1b1U/DqrfbW3b/5Q5x9ovOT8168PVKvmVgVaiRTS05n2GxdHSQM3nDsHPP88E8Usar1FDsWK8VyZOhX4+2+PQzt31mrf/KLO3w769mW+3uTJuTYZw9DPkiUqVxvRLF3K2J6XkM/777Og6z//YTVr1NG/P+U7vWifOKt9NeUz70Tj4WU/118PNG7sNvSTkMDjfdEie81SbCQ5mcUdcXFuhxw/Tu2e1q3ZGC4qadiQWRBeKn7LlmVxtIZL8446f7tISuKC3/r1uTa1aAGULq2hn4jl5Elg5kzG+j3k9r/5JnDoEGf9Fvq6RC4DBlD75PvvPQ6Lj2fYR6t984Y6f7vwkPNfsCAnhHPnMjSsRBizZ/MC4CHkc+gQ8NprVDm22M0xcklMBIoX91rx27kzf2roJ2+o87eLsmU5VXGj89+lC/DXX8B33wXBNiWwJCezh2eLFm6HjBjBoqXhw220K1QpXpzSF9OmeazkqlsXqF5dnX9eUedvJ0lJnOItWJBrU4cOTGHT0E+EceAAF3N693a7gvv77yzmuuceyhco4Pd18qRHz+7s7btkiVb75gV1/nbiIee/RAmqNqrQW4SRkgJkZHgM+QwdSkf24ov2mRXytGwJVKjgVhXXSXw8+x1ob1/fUedvJ9lz/l1IVicksK2rCr1FEJMmMYOlXj2XmzdtopzNQw8BlSvbbFsoU6AAQz/z5wNHj7od1rIlo0Tz59toW4Sgzt9ukpIuFPzkwKlToqGfCOGXX4DVqz3O+p95hkWtTz9to13hgsPBqreZM90OKVyYOj/z5ukds6+o87eb+vXZwclF6KdSJSA2Vp1/xDBpEuM5DofLzStX8ibwqac8Fv1GL02bUuDIS+gnLg7YvZt3UYp11PkHAw85/06ht/377TdL8SMizPJp08Zlg3YRYMgQ4MorgYcfDoJ94YDzwumsjnZDx478OW+eTXZFCOr8g4GHnP+EBP7U9LUw5/vvgZ073YZ85s2jeOULL1DSRnGDw0H1Ng/9TitWpBaSOn/fUOcfDMqUYWK/i5z/665j7rKGfsKc5GR2qLrjjlybMjIY469Z02tPF6VuXaBBA0uhn+++86oHp2RDnX+wcJPzn13o7cSJ4Jim5JNz55jimZDA1dwcTJ7M+HTUSTbnFYeDd1K7drkdEhfHGwTVx7KOOv9g0b49q35dzGi6dFGht7Bm4UKWa7sI+Zw7x7z+xo29yvorThIT+XPKFLdDmjbl6aShH+uo8w8WhQoB3bqxF10OLWcVegtzkpPpiVxIc86aRcnml16KUsnmvFC1Kls8upBEd1KgABd+FyxgWE3xjh5+waRnT9al55iuOIXe5s1Tobew49gxXtATE13GdCZMYPMeZ4aKYpFevRgr85DP2akTb7hWr7bRrjBGnX8wadGCJewubmcTElToLSyZOZN6Ay5CPjt2UIagXz+d9ftM9+6c3ntY+G3fnkM09GMNPQSDSYEC7NU3fz7wzz8XbWrfXoXewpLkZKbx3HBDrk0ffkinn5Rkv1lhT/nyrJn4/HO3pbylSzM6pFIP1lDnH2x69uTqbg4vX6IEj3UVegsj9uwBli3jrD9HN5b0dOCjjxiaUA2fPOJwMOPnhx/cDomLY/3kvn022hWmqPMPNs2acUHLReinSxeGCrZsCYJdiu84Z6W9e+faNG8ei1T79w+CXZHCHXcARYp4DP04u2Tq7N876vyDjTGc/S9alKtCpUsX/tTQT5iQnMyLec2auTZNmMDlnU6dgmBXpODsgeyUyXZBvXrsm6Nxf++o8w8FevZkXCCHemHFisxfnjMnSHYp1tmwgQ8XC7179jAF8Z57mMml5AOHgw1yli1zudkYXh8WL2Y0VXGPOv9QoFEjoFYtt1k/KvQWBkyaRM/eo0euTRMnsvpUpRz8QFwcF8S8hH5OngRWrLDRrjBEnX8oYAzzwpct46wmG06ht9TUINilWEOEF+527YBy5S7alJHBLJ/bbgOuvjpI9kUSTr2kGTPcTu1vvRUoWlTj/t5Q5x8q9OzJ6eH06Rc9Xa+eCr2FPN9/D/zxxwUZgmwsWcJNutDrRxwOFtN9+aXLzZdeCrRurXF/b6jzDxXq1aOkZ47QjzGc6CxZ4rGbnRJMUlKYheK8TcvGhAlUenCxSckrbdrwS/Ug9xAXB/z6Kx+Ka9T5hxKJiRR53737oqd79qQg2KxZQbJLcU9mJjBtGvUacih4HjjAO7a77+a1QfEThQpxbSU11a30rTOrSmf/7lHnH0r07Mmf06Zd9LTFbnZKMPj2W1YUOf932fj0UyZx3XtvEOyKdBwO4PRpt/HQ6tWBOnXU+XtCnX8oUbMm+/u6CP0kJlIXJsd6sBJsUlK4CNm580VPiwAffADcfDOdkOJnbryRCf1eQj9ff619Mdyhzj/USEwE1qxhaW+Op12sByvBJD2d/5D4eKB48Ys2rVgB/PKLLvQGjJgYzv4XLaICogvi4tgob8kSm20LE9T5hxrOPPEcPUuvu44PDf2EEMuXAwcPugz5TJjAgtRu3ew3K2pwOC5cgF1w001chtHQj2vU+YcaV13FW1oXBV8OB7ByJVMHlRAgJYUz/hzi/EeO0B/17s20QyVANGgAXHut2xlRoUIsvZg/X8URXaHOPxRJTKRUwNatFz3tnGCmpATBJuVizp+nHEdCAmP+2UhOZv2RhnwCjDGcEa1YQQ0NF8TFcT3+p59sti0MUOcfinTrxgM7h5evUYMy8Rr6CQGWLKEQX46QjwhDPrGxQMOGQbItmnA4+KXnCJM6cd6UaegnN+r8Q5EKFYBWrRj6yXG/6nBQr3zbtuCYpmSRksKgfo4+vatXAxs3anqnbdSqBTRu7La5+xVXMFVapR5y4xfnb4zpYIzZZozZbowZ4mJ7EWNMStb2H4wx1fzxvhFNYiI9/Pr1Fz3dowdvCtwc64odnD3Lirs778xVvTVhAuP8DkeQbItGnBlyO3e63BwXRwWOw4dttivEybfzN8YUAPAOgI4A6gJwGGPq5hjWD8AREakJ4E0Ao/L7vhHPnXeyzWOO0E/FisAtt3jsZqcEmi+/ZNvNHCGf48d5UU5MzFXsqwQSZ4acm8WwuDieK26kgKIWf8z8bwCwXUR2isg5AFMA5FQySQDwSdbv0wG0MSZHnzvlYsqWBdq2dRv62bZNF7GCRkoKUKYM5SOzMWUKpYR1oddmqlYFmjd3ezvcuDHDPxr3vxh/OP9KALKL0ezJes7lGBFJB3AMQJmcL2SMGWCMSTPGpB06dMgPpoU5iYnAb78xkJyNrl0pHa+hnyBw6hS763TtylzCbEyYwFqMf/0rSLZFM24y5ADWg3XsyJl/enoQbAtRQmrBV0TGi0isiMSWy6GLHpXcfjtQuHCu29kyZbjOOGUKq34VG5k/n9P7HCGf9esZdr733ly92xU76N7dZYack7g4quJ+/73NdoUw/nD+ewFUyfZ35aznXI4xxhQEUBKA65ps5QIlS3LKkpKSy8s7HCz2WrUqSLZFKykpjCHccstFT0+cyLXfPn2CZFe0U6EC/ycuwqQAI6gFC2roJzv+cP5rANQyxlQ3xhQGkAggZ9fZOQD6Zv3eDcBSEV2utERiIqtUvv32oqcTEtitSEM/NnL8OL1H9+5cjM9ChPVeHTsCl18eRPuiHWeG3IYNuTaVLAm0aMEkLfU8JN/OPyuGPxDAQgBbAUwVkc3GmJeMMV2yhn0IoIwxZjuAQQBypYMqbujcmRWkOW5nS5TgpqlTNY5pG6mplBHOEfL56ScWmHbp4mY/xR66duVF2c2MqFcvXhvWrLHZrhDFLzF/EZkvIteISA0ReSXruaEiMifr9zMi0l1EaorIDSLiOiFXyU3x4lSNnDYtl5d3OKgrtmxZkGyLNlJSgEqVqL2UjdRUhpvj4oJkl0LKlmWzZDehn+7dOY/6+GP7TQtFQmrBV3GDwwEcOkRB/2x07Mg7AA392MDRo0wX6dGD6SPZmDMHaNYMKF8+SLYpF3BmyLmY3pcsyfKZzz8Hzpyx37RQQ51/ONCxI4/cHKI+l1zC/r4zZrDoVAkgs2ezl2aOkM/evcDatRryCRmcGXJuZkRJSbyOz8m5KhmFqPMPB4oU4ZRl5kzGnLPhcADHjmn1YsBJSQGqVaOyXjbmzuXP+Hj7TVJcUKoU0KEDF8Nc5EG3bs0GYBr6UecfPjgczDbJoVDVpg3z/jX0E0D++gtYvPiCsFI25swBrr4aqJtT0EQJHomJvCVbuTLXpgIFgLvvBhYuBPbvD4JtIYQ6/3ChdWvml+eRwnQSAAAdDElEQVQI/RQqxIWsOXNYe6QEgJkzudiemHjR0ydPchkmPl4Lu0KK+HjGRN3MiPr25U1BcrLNdoUY6vzDhYIFOfOcO5eiYtlwOC6oDigBICWF0sE5BPoXL+Zai8b7Q4zixZkH7SJDDuC/8sYbGfqJ5px/df7hhMNBb/PFFxc9ffPNzEDU0E8AOHCAubQ9e+aa3qemXigeUkKMxERmyC1f7nJzUhKwZQuQlmarVSGFOv9wolkzLjpOnnzR0zEx9E0LFrB/rOJHZsxgjCBHlk9mJm/COnbMpe+mhAIdO/IOwM2MqEcPVshH88KvOv9wwtmzdMkSzmqy4XBcaCur+JGUFK7mXnfdRU+vXs0COw35hCiXXMK0zxkzmKKbA835V+cffjgcQEYG45nZaNKEPX419ONH9u4Fvvkm16wf4PpKgQLMKlRClMREJvUvXuxyc1IS75RTU+01K1RQ5x9u1K8P1KuXK+vHeVOwdCnw559Bsi3ScLZLc9GTcc4coGVLoHTpINilWKNtW/6D3MyIbr0VqFw5ekM/6vzDEYeDKp9//JHr6cxM4LPPgmRXpJGczM4stWpd9PTOncDmzRryCXkKF2Zs54svchVHAhdy/r/8Mjpz/tX5hyPOfPMcM5q6dVkO8NZbLsOcii9s3MgOLXfdlWuTM0ygVb1hQGIicOIEsyFc4Mz5nzTJZrtCAHX+4UiNGpyR5gj9AMATTzBU7aahkWKVSZM4NXQR709N5YW2Ro0g2KX4RqtWQLlybkM/11wTvTn/6vzDFYeDQvI5epZ26MAlgddei76D2W84p4IdOtBxZOPYMeDrr3XWHzYULMgS+LlzeQfggqQkhvHWrrXXtGCjzj9ccUoLu1j4HTyYUQs3SQ6KN1asYHcWFyEfZxNwjfeHEYmJjPm7SeuJ1px/df7hSoUKvKV1ZqRkw+Hg5tdeC45pYU9yMguEXHj4OXPYM+Rf/wqCXUreuOkmjyXwJUtSGn3y5OiSRlfnH8706gVs357rfrVIEeCRR1gL9tNPQbItXDlzhjUUXbsCl1560abz5ymq2rnzRS18lVAnJobT+wULmPfvgmjM+VfnH87ceSe1BVws/N53Hyevo0cHwa5wximc5yLks3IlfYeGfMKQxERevXPoYjlp04Y3B9EU+lHnH86ULk0NkylTWPWbjVKlgP79uWn37iDZF44kJzNm1rp1rk1z5jB1vG3bINil5I+mTYHq1V1OlIDozPlX5x/uOBzAvn2UIcjBo4/y55gxNtsUrvz9N+M6vXrliuuI0Pm3acM7KiXMMIb/1yVLmAvtgr59OYeKlpx/df7hTnw8UKyYyxnNVVcxTX38eLehTiU706YxNOAi5PPzz8COHZriGdZ46eJSuzbQvHn05Pyr8w93ihUDEhKA6dNdlvUOHsz05vHjg2BbuJGczCKJBg1ybXI2ylHnH8bUqsXMHw/e3Znz/+OPtloWFNT5RwIOB0MWixbl2tSoEUMVKvnghV27qJd0110uezKmpvK7rFw5CLYp/iMpibdxq1e73BxNOf/q/COBdu24+OtmMeuJJ7gs4GazAlxokNOrV65Nhw4B332nWT4RQY8e1Pp3491LlYqenH91/pFA4cIsYZ89m818c9CuHZWgR4+Ojlimz4gw5HPLLVwoycH8+Ryizj8CuOwy1nB46OKSlMQb6RwtMyIOdf6RgsMBnDzpskrFKfmwaROwcGEQbAt1fvyRoQAXC70A4/2VKjHso0QASUkUaZo92+Xm227jZOmVV3JlUEcU6vwjhRYtgIoVc/X3dZKYSAemkg8uSE7m3VO3brk2nTnDC2Z8vMulACUcad0aqFLFbegnJgZ4/nnOB6ZPt9c0O1HnHyk45YfddHEvXJiSD0uXRkcmg2XS0xkCiI9nwDcHy5fzhkqzfCKImBimfS5a5Dbnv2tXyna//DKzQyMRdf6RRK9ezFN3E6wcMAAoUUIlHy7iq6+AAwc8hnwuvZQt/5QIwkvOv3P2v3kzMHOmzbbZhJEQXQGMjY2VtLS0YJsRXogA11/PbAY3qWyDB7Pid8cOoGpVm+0LRfr0AebNY01/kSIXbRLh+m/TppHrAKKaFi2Aw4eBLVtcxvQyMlj2UaQIsG4dLwjhgDFmrYjEehsXJh9HsYQxFPRZs8atnOcjj3CYSj6A1W8zZzL9L4fjB3jC79mjIZ+IxUvOf4ECwHPPARs2XCjyiyTU+Ucad93FKpUJE1xurlKFi78TJrhcGogunKmxbkI+X3zB2V7nzjbbpdhD9+4ec/4Bnis1awIvvRR5adLq/CONyy/nQZ2czJVKFwwezE3vv2+zbaFGcjJQrRqbuLpg1ixGBnJ0clQihew5/6dPuxxSsCDw7LO8C5w3z2b7Aow6/0ikf39q0k+d6nJzgwaUJX7zTbdtTSOfAweY7dGrl8tg7vbtrIu4/fYg2KbYh5ecfwDo3Ru4+mpg2LDImv2r849Ebr4ZuPZaj2puw4YBBw8Cb7xho12hxJQpzPbo3dvlZmfPD3X+EY6XnH+A/ZKeeQZIS6Pef6Sgzj8SMYZ5nd9/z07uLmjenI3AXnuNF4GoIzkZaNyYydwumDULaNiQUSElgnHm/C9e7DbnH2BSWNWqkTX7V+cfqfTpw8ouNwu/ADBiBEOdL71ko12hwM8/cxrnZqH3zz+BVaso8KVEAc6c/88+czukcGHg6aeBH35gP5hIIF/O3xhzuTFmsTHm16yfpd2MyzDG/JT1iMCkqRCkbFkuZn32mdvFrNq1uTzw/vvAr7/abF8wSU7mjC8x0eXmOXM4u1PnHyXUrMlQqZcuLklJlPSOlNl/fmf+QwB8JSK1AHyV9bcrTotIw6yHaiPaxYABbOHlQaDkhReY4v7cczbaFUzOnQM+/BDo0IG9el3wxRdc4LvuOpttU4JHUhKwbRun9m4oUgQYMgRYuRJYtsw+0wJFfp1/AoBPsn7/BIAuj4USt9zC7kUeFn6vvBJ4/HEmBq1ZY6NtwWL6dMZ1Hn7Y5eZ//qHiwx13qJBbVGEh5x8A+vWjfmIkhErz6/yvEBFnr/s/AVzhZlxRY0yaMeZ7Y4xeIOzCWfH77bcsYXfD4MHMZX/yyci4nfXI2LHANdcw19UF8+fz5kCzfKIMZ87/lCluw6QA6yefegr4+ms+whmvzt8Ys8QYs8nFIyH7OKFIkDvXUTVLa6IXgDHGmBpu3mtA1kUi7dChQ75+FsUVffsyV+2DD9wOKVECGDqUCpYLFthnmu2sXs3b+oED3Qq1fPEFUL48s6GUKMNCzj/A+dQVV1DxM6wRkTw/AGwDUCHr9woAtlnY52MA3byNa9KkiSh+okcPkcsvFzl92u2Qs2dFatQQue46kfR0G22zk7vuEilRQuTYMZebz5zh5v79bbZLCQ0yMkSuukqkfXuvQ19/XQQQ+fZbG+zyEQBpYsF/5zfsMwdA36zf+wLIdck0xpQ2xhTJ+r0sgJsAuI9BKP6nf3/2pfMgTVm4MFM/N23ymPEWvvz5J5CSwtndZZe5HLJ0KXD8uIZ8ohaLOf8AcN99DJWGc+w/v85/JIC2xphfAdyW9TeMMbHGGGecoQ6ANGPMegDLAIwUEXX+dnLrrUxf8ZDzD3DNq2lT6ph7CHuGJ+PHs9fBwIFuh8yaBRQvDrRpY6NdSmhhIecfAIoVA554ggoh339vk21+RvX8o4WRI1mlsm0bFzzdsHw5K95HjeICcERw7hxLdRs0cLuokZHBLI5WrXiDoEQxLVuy7H3rVo8pXydO8LCKjQ0t2QfV81cuJimJEoVeZv+tWgGdOgH/+Q8jRRHBjBls1uImvRPg7O3gQS3sUnAh5/+77zwOK16cmT8LFzJkGG6o848WrrwS6NKFecxnz3ocOnIkkx5GjLDHtIAzbhzrHdq3dztk1iwmRXXqZKNdSmjSowdQurSlfqcPPcRub088EX69ftX5RxMDBrBtnZdUtvr1GfocNw74/XebbAsUaWkU6vGQ3inCFM82bdyuBSvRRPHi9OpffMHQjweKFgVeeQX48UeWCIQT6vyjibZtKU3ooeLXyUsvXWhiHdaMG8eTOSnJ7ZBNm9jTWEM+yv946CFW/L76qtehvXpRAfaZZ7zeVIcU6vyjiZgY4N57qV+wY4fHoVWqMESenAysX2+Tff7m4EFOxzykdwIM+RjDqJiiAKAwYv/+PAF27/Y4NCaG0ui//w68845N9vkBdf7Rxj33sDO1h4pfJ0OGAKVKcVErLBk/npk+HtI7Ad7dN2/OZRFF+R+DBvGnhY5Ht91GrcDhw8OnN7Y6/2ijUiV2JJ84kY7RA6VLs3/pwoVhqGF+/jzw3ntc5K1d2+2w335jf1YN+Si5qFqVMZ3x44G//vI6fNQoiuiGS6KEOv9opH9/hkRSU70OffBB5jIPGgSkpwfeNL8xcyawbx9jtx5wrn1rVa/ikiefBE6dAt5+2+vQ669nosTYsZxUhDrq/KORDh3YleL9970OLVqU8cyNGymDHzaMHQvUqAF07Ohx2KxZ1O2vWdMmu5Twol49LgaNHQucPOl1+Msvcw0gHPpjqPOPRgoU4JR+8WJLteldu7Lo8bnneFsb8qxdywIdD+mdAHDoEPDNNzrrV7wwZAgrHi2sk1WuDDz2GDBpEtM/Qxl1/tHKwIHULn7mGa8i/sYAY8Yw7BkWMrbjxlF85Z57PA6bO5eFORrvVzzSvDlnP6+/7nWdDGCCRJkyLPwKUfUcAOr8o5fixTmVX7bM0mpuo0bAv//Nu99ffrHBvrxy8CDw+ecMvpYs6XHorFmszmzUyCbblPBlyBCmfE6e7HVoyZLsj7F0KZMlQhUVdotmzp5lJky5cmx04qVv4YEDVElo1YpNzkOSV17hRW3LFqBOHbfDTpxgKvd99wFvvWWjfUp4IsJKrnPngM2bPYYTAQ6rW5d1Yj/9xEirXaiwm+KdIkWAF1+kBMKsWV6HX3EFUz9TU7lcEHKcPw+8+y4rmT04foAzsrNnNeSjWMQYzv5//tnSzKdwYYojbtoEfPqpDfblAZ35RzsZGRTzAZjS42WKcvbsxTOaggVtsNEqU6cCPXvy6tS5s8ehffpQ3fnPP0PsMyihS3o675TLlmWihJc7ZRGgWTP2hfnlF+DSS+0xU2f+ijUKFGBZ4tatllp4FSlCscPNmy1JBNnL2LFsWuMlvfP8eS72xser41d8oGBBruKuXm2pe7sxPFf27g3N0KI6f4Wxj9hYhoAsKFPdfjvj/kOHhlAp+/LlwMqVTGH1cveyfDlTVjXFU/GZpCTGP0eOtDS8RQsgIYEhoEOHAmuar6jzVzhFGTGCylQWpvPO1M8jR0Kkh+m5cxdKke+/3+vwadN4C96uXeBNUyKMokWBRx/lotG6dZZ2GTmSRcKhliatzl8ht93G/o3DhzMVxgsNGlAg9O23uQYWVMaMYXbP2LFeA6v793MBrlcvrlsois888ABVYkeNsjT82mt5rrz3XmilSavzV4hz9n/wIJ2oBV5+mb728ccDbJsndu8Ghg1jAD8+3uvw117jut3TT9tgmxKZlCzJC8C0acD27ZZ2efFF1h3ef3/oFH6p81cu0KwZdUxefdVSA9/y5dnsZf78IDawfuwxnk0WVtQOHQL++1+gd2+uCytKnnnkEfb9tNDqEaBc+KhRrKn85JMA22YRdf7KxQwfDvzzj6UORgAbvtSsSdXP8+cDbFtOvvySzdmffRaoXt3r8DfeAM6coaKFouSLChW4+PvRR4wlWqB/f+Dmm3mnfPBgYM2zgjp/5WLq12dAfOxYSwd14cKUPNm6lbNq2zhzhvpE11wDDB7sdfjff3N9omdPj/L+imKdwYMZQ3zzTUvDY2KYT3HiBG9Yg406fyU3w4ZxGj98uKXh8fFsfv7CC5Z6XviHV19lK8q332bxgRfeeosnnc76Fb9RsyYnSmPGUEnWAnXq8BicPJlFhsFEK3wV1zzwACVst22zFCDfuJHSJ//3fxTVDCg7d17QWU9J8Tr82DFmgbZuzR4viuI3/v6bqW9Fi1LDuUQJr7ucPctz5fRpFksWK+Zfk7TCV8kfzz/PBa0XX7Q0vH59Xi/eeYdqhgFDhN25Cha01FsVoE1Hj4ZHgw0lzLj8cjZ537nTa9c4J0WKABMmsKzmhRcCbJ8nRCQkH02aNBElyDz5pIgxIhs3Whp+4oRI7doiFSuKHDoUIJtmzRIBRF5/3dLw48dFypQRiYsLkD2KIiIydCiPy+Rky7vcd59ITIxIWpp/TQGQJhZ8rIZ9FPf89RdDPq1bA198YWmXdeuYMdq+PfvjetG+8o2TJ6kqd9llvMUuVMjrLqNHU45l1SrapSgBIT2dmicbNvAkqFHD6y5Hj3INoEIFygX5S2dKwz5K/nG2I5o9mwnKFmjUiPnMqalUV/Yrr7wC/PEHX9iC4z99ms7/ttvU8SsBpmBB9m4sUABwOCx1/CpViutj69Zxzdh2rNweBOOhYZ8Q4fhxkVq1REqVEtmwwdIumZkiHTuKFClieRfvbN0qUqiQyN13W95l7FjeiX/9tZ9sUBRvTJvGg+6ppywNz8wU6dJF5JJLRHbu9I8J0LCP4jd++w246SYutq5caamg6uBB4PrrKX2+Zk0+dXREOH3/8UcKCV1xhdddzp7lnXeNGpbUdxXFf9x3HxP6Fy1iYyEv7N7NaOZNNzH9M7+hUg37KP6jWjWqGJ45QynMAwe87lK+PAXUNm/2g/ZPSgpTiF55xZLjB4CPP6aOumb4KLbz5pv05n36WCrlrVKFks8LF1pqEew3dOavWGfVKs7Ar7mGovheGqQDXDIYPZr59XlqmfjPP5RFrFgR+OEHS81Qz5+niVdcQZP9uuisKFbYuBFo2pTJEvPmee35m5HBmf+OHby5LVMm72+tM3/F/zRvTi2dTZvYoeLMGa+7vPIK0KQJJW337PHx/U6dAvr1Y6/Fd9+13AU7OZmRquefV8evBIn69VmH8uWXlkQHCxRg7v/Rozaq5FpZGAjGQxd8Q5jJk5n/n5Agcv681+G//CJSrJjILbeIpKdbfI8dO0QaNOD7vPqqZdPS00Vq1hRp3JiLaYoSNDIzeY4UKiSydq2lXZ55huvFS5bk/W1hccE36E7e3UOdf4gzbhwPn3vuseRlP/qIw4cPt/Da8+eLlC7NDKP5830ya9Ikvs/MmT7tpiiB4fBhkUqVmDF3/LjX4adOcfJSt65IRkbe3lKdvxJ4XniBh9ATT3gdmpkpkpgoUqCAyHffuRmUkSEybBhn+w0acPbvAxkZPGmuuy7vJ46i+J3ly3lMJyVZGv7DDyJbtuT97dT5K4EnM1PkwQd5GI0a5XX40aMi1arxcfRojo1Hjoh07szX6tNH5ORJn81xplh//rnPuypKYHn+eR6c7duz8CSAMUl1/oo9ZGRwSg+IfPih1+GrVnH2n5iY7fhfv16kRg2RggUZTsrDiXHuHG8Watf2YV1BUezi/HmRkSNFypXjuXLTTSLz5gXkImDV+ecr28cY090Ys9kYk2mMcZtaZIzpYIzZZozZbowZkp/3VEKMmBj2pWvfnq2Kxo9nqk1mpsvhzZqxXcCUKWyEdOC9mXzy1Cmmjw4c6HOKznffAY0bA+vXUyXRYlKQothHwYLAU0/x3Bg3jpVdcXHUQ0lJYa6n3Vi5Qrh7AKgDoDaA5QBi3YwpAGAHgKsBFAawHkBdb6+tM/8w48QJkebNOasBWK/esKGIwyHy0ksiU6dSHfTMGUlPFxnyRLoUijkvl+GovHH1WDn3x36f3/Lvv6mMCIhUqSIyZ04APpeiBIJz50Q+/ljk2mt5ANesKTJhgsiZM/l+adgZ9vHi/JsDWJjt76cBPO3tNdX5hyFnz4qsWCHy/vsijz0m0qGDSNWqFy4IADVsa9YUufZa+RnXSIeqWwQQqVNHZPFia2+Tmcm4/hVX8OUGDbKUSKEooUdGhsiMGSJNmvD8qFRJ5I03OJnKI1advx1FXpUA7M72956s55RIo3BhoEULYMAAFrgsWMDb3JMnqcszaRKbrTdsCJQqhdqTXsD8XXUweza1eNq2Bbp25S7u2LUL6NSJwolVqlA36PXXgeLF7fqQiuJHYmKAO+/kgbxwIVCrFjBoEEOhElj1Ba8K0saYJQCudLHpWRGZ7U9jjDEDAAwAgKuuusqfL60Ek0svZWyzUaNcmwzYjbFdOzrxESOA+fOBIUOAJ5+8IAh3/jyvJ8OGMab/1lvAgw9qfF+JEIzhSdCuHRexDh4MeHm6X7R9jDHLAQwWkVxiPMaY5gBeFJH2WX8/DQAi8h9Pr6naPtHJ7t3A4MHA1KlA1ap0+BUqUChx40bqA40dC1SuHGxLFSU0CSVtnzUAahljqhtjCgNIBDDHhvdVwpAqVZj8sGwZe2F37QrceCNw5Aibic2cqY5fUfxBvhqHGWPuADAOQDkA84wxP4lIe2NMRQAfiEgnEUk3xgwEsBDM/JkoIpvzbbkS0bRqxQ5H48cD+/YxS65EiWBbpSiRg0o6K4qiRBChFPZRFEVRQgx1/oqiKFGIOn9FUZQoRJ2/oihKFKLOX1EUJQpR568oihKFqPNXFEWJQtT5K4qiRCEhW+RljDkE4Heb3q4sgMM2vVeoEu3fQbR/fkC/g0j5/FVFpJy3QSHr/O3EGJNmpSIukon27yDaPz+g30G0fX4N+yiKokQh6vwVRVGiEHX+ZHywDQgBov07iPbPD+h3EFWfX2P+iqIoUYjO/BVFUaKQqHD+xpiJxpiDxphN2Z5LMcb8lPX4zRjzU7ZtTxtjthtjthlj2gfHav/hy+c3xrQ1xqw1xmzM+nlr8Cz3H74eA1nbrzLGnDDGDLbfYv+Sh3PgemPMKmPM5qxjoWhwLPcfPp4HhYwxn2R99q3O9rORRFSEfYwxLQGcAPCpiFznYvvrAI6JyEvGmLoAPgdwA4CKAJYAuEZEMuy02Z/4+PkbATggIvuMMdcBWCgilWw22e/48h1ke246AAHwg4iMts3YAODjMVAQwI8A+ojIemNMGQBHw/kcAHz+DnoB6CIiicaYSwFsAdBKRH6z1egAkq82juGCiKwwxlRztc0YYwD0AOCc4SYAmCIiZwHsMsZsBy8Eq2wwNSD48vlFZF22zZsBXGKMKZL1fYQtPh4DMMbcDmAXgJN22BdofPz87QBsEJH1Wfv+ZYeNgcbH70AAFMu6EF4C4ByAf2ww0zaiIuzjhRbgTPfXrL8rAdidbfuerOcilZyfPztdAfwY7o7fAhd9B8aY4gCeAjAsqFbZR85j4BoAYoxZaIz50RjzZBBts4uc38F08MK/H8AfAEaLyN/BMi4QRMXM3wsOMMwTrbj8/MaYegBGgbPASCfnd/AigDdF5AQnhBFPzs9fEMDNAJoCOAXgq6y+sF8FwzibyPkd3AAgAwz9lgbwjTFmiYjsDIZxgSCqnX/WLd2dAJpke3ovgCrZ/q6c9VzE4ebzwxhTGcAsAHeLyI5g2GYXbr6DfwHoZox5FUApAJnGmDMi8nYwbAwkbj7/HgArRORw1pj5ABoDiEjn7+Y76AXgSxE5D+CgMWYlgFgAEeP8oz3scxuAn0VkT7bn5gBINMYUMcZUB1ALwOqgWBd4cn1+Y0wpAPMADBGRlUGzzD5yfQci0kJEqolINQBjAIyIRMefhatzYCGA+saYS7Mc4y3ggmek4uo7+ANZ8X9jTDEAzQD8HATbAkZUOH9jzOfggm1tY8weY0y/rE2JyBHyEJHNAKaCB/uXAB6MgCwHy58fwEAANQEMzZYCV95GcwOCj99BxOHjOXAEwBsA1gD4CVz3mWenvYHAx2PgHQDFjTGbwe/hIxHZYJ+1gScqUj0VRVGUi4mKmb+iKIpyMer8FUVRohB1/oqiKFGIOn9FUZQoRJ2/oihKFKLOX1EUJQpR568oihKFqPNXFEWJQv4fbwxhIbQ5zcAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XeUU9UWwOHfphdBqorSq+gTUEd4qFhQxAooRQQUbIhIE5EqHQSRR1MUERVUukoT6aIIiDBIF5FiASx0RToz5/2xMzjg1CSTm8zsb62sSW5u7t1hmOyce87ZR5xzGGOMMXEyeR2AMcaY8GKJwRhjzHksMRhjjDmPJQZjjDHnscRgjDHmPJYYjDHGnMcSgzHGmPNYYjDGGHMeSwzGGGPOk8XrAPxRqFAhV7JkSa/DMMaYiLJ27doDzrnCye0XkYmhZMmSREdHex2GMcZEFBH5OSX72aUkY4wx57HEYIwx5jyWGIwxxpwnKIlBRN4VkX0isjmR50VERonIDhHZKCLXxXuuuYhs992aByMeY4wx/gtWi2E8cHcSz98DlPPdWgJvAohIAaA3UA2oCvQWkfxBiskYY4wfgpIYnHPLgENJ7FIXeN+pVUA+ESkC1AYWOecOOecOA4tIOsEYY4xJY6HqY7gC2B3v8R7ftsS2G2OM8UjEzGMQkZboZSiKFy/ucTQmQ/r2W5g1CwJZDrdoUXj8cciaNXhxGRNkoUoMe4Fi8R4X9W3bC9x2wfYvEjqAc24sMBYgKirKFqo2oXPqFPTtC0OGQEwMiPh/LOdgzBgYPx4qVQpaiMYEU6guJc0GHvONTvov8Kdz7jdgAXCXiOT3dTrf5dtmTHhYswauuw4GDYLmzeHwYYiN9f/28cewdy9ERUG/fnDmjNfv0Jh/CdZw1cnA10AFEdkjIk+KSCsRaeXb5TNgF7ADeBtoDeCcOwT0B9b4bv1824zx1smT0LUr/Pe/8NdfMG8evPMO5MsX2HEfegi2bIEGDaB3b6haFdavD07MxgSJuECul3okKirKWa0kk2a++Ub7AbZuhaeegqFD4eKLg3+eGTPg2Wfh4EHo0QO6d4ds2YJ/HmN8RGStcy4quf1s5rMxcU6ehM6d4cYb4e+/Yf58ePvttEkKAA8+qK2Hhx/WPoyqVWHdurQ5lzGpYInBGIBVq+Daa+HVV+HJJ2HTJqhdO2iHj42FTz6BLl2033ndOs1DFCwIH34IM2fCH39ocujVC06fDtq5jUmtiBmuakyaOHFCP4iHDdOhpAsWwF13Be3wMTEwbRoMHKiNg0yZNEkAZM4MV16pg5MqV65LpZE1qTytB0X690dmztQMct11SR7fmLRgicFkXCtXal/CDz/AM8/ocNS8eYNy6DNnYOJEePll2L4drrpKHzdoAD/+CBs3woYN+nPFCpg8GSAPMIqCeYZSeds3VIr6isr3/UilHg9wVZVs5MgRlNCMSZZ1PpuM5/hx6NkThg+H4sVh3Di4886gHPrUKXjvPRg8GH7+Wa9OvfQS1KunrYXEHDmiSeJcwvj2LJs2xHAiJjsAmTM7KlQQ7rxTr3ZZH7XxR0o7n63FYDKW5cvhiSf0a/yzz8Irr0CePAEf9vhx7aceMgR+/RWqVYPRo+Hee1M2Hy5fPrjlFr2pLMTEZGHnO1+woetkNh4pzren6jNq1JUcOaJXmQKZZ2dMUqzz2WQcI0fqJ++ZM7BkCbzxRsBJ4ehRTQalSkGHDlC2LCxaBF9/DffdF9iHd+bMUL7lbTTc9Qr9W+xk7s6K9L30Dd5/X6dAGJNWrMVgMoaFC6FjR6hTR0cBXXRRQIc7cgReew1GjIBDh7S/ukeP+N/4gyhfPnj3XahXj54P1eeXYmXp3/8uihfXaRbGBJu1GEz6t2sXNG6sPcABJoUDB7TPoEQJHcx000060nXBgjRKCvHVqYOMHMGbu++jdpkdtGqlE7KNCTZLDCZ9O35cy1A4pzON/UwKzmkLoWRJHWl01106F2H2bO1PCJnWrcnaohnTd15LpRJHaNhQi74aE0yWGEz65Rw8/bQO9Zk0STsA/HD6tB6mXTu47TbYvBmmT4cqVYIbboqIwJtvkifqSubuq0rBi89w333w008exGLSLUsMJv0aMUITwoABcM89fh1i3z644w6tn9ezp7YQrroqyHGmVo4c8MknFMl5hHnZH+TkCce992rhV2OCwRKDSZ8+/xxefFEvI3Xr5tchNm7UChXR0TBlilbJTmouQkgVKwbTpnHVL/OZeU1Pdu501Kun8yiMCVS4/Dc3Jnh+/lkL05Uv7/eA/5kztZbemTPw1Vd6uLBz220wdCi3Lh/IhHozWbZMl4yIK7lhjL8sMZj05cQJbSWcPq2f7qmcp+Ccdi4/+CBcfbWu0xOV7DxRD7VvD02b0nh6fV55/HumTtVlJIwJhM1jMOmHc9CqlQ7TmT1bWwypcOKEFladPBmaNtWZzDlzplGswSICY8fCli28+El1fmryE6++ejElSsBzz3kdnIlUwVrB7W4R2SYiO0TkX99XRGS4iKz33X4QkSPxnouJ99zsYMRjMqjRo+H996FPH3jggVS9dO9enYcwZYqu4vnBBxGQFOLkygUzZiCZMzFqw608cM9Z2rWDWbO8DsxEqoCL6IlIZuAHoBawB12i8xHn3HeJ7N8WuNY594Tv8d/OuVQNLrcieuZfli3T4UP33KOXkFLRS7x6tRa5O3pUK6DWqZOGcaalxYuhdm2O1W3C7XveZ/NmYenSEM+zMGEtlCu4VQV2OOd2OedOA1OAukns/wgwOQjnNUbt2QMNG0Lp0vpVPxVJYdIkbSlkz65VuCM2KYBWiB08mNwzPuTTu0dTpAjcfz/s2OF1YCbSBCMxXAHsjvd4j2/bv4hICaAU8Hm8zTlEJFpEVolIvSDEYzKSkyehfn2d4TxzZoqX4YyN1SWWmzbVb9SrV8M116RxrKHQqRM0asQlA9szr8dynNNG1P79XgdmIkmoRyU1Bj5yzsXE21bC17RpAowQkTIJvVBEWvoSSPR++19uQDub27TRT/X334eKFVP0sqNHdeDSoEFahG7RIihcOI1jDRURLbh39dWU71SH2WN+Zc8ebQkdP+51cCZSBCMx7AWKxXtc1LctIY254DKSc26v7+cu4Avg2oRe6Jwb65yLcs5FFU43f8UmIGPH6pTkHj10fGkK/PSTFr6bM0ercI8dmw4XvcmdW+tCOceNA+5l4run+OYbaNZMlxo1JjnBSAxrgHIiUkpEsqEf/v8aXSQiVwL5ga/jbcsvItl99wsBNwEJdlobc56VK6FtW71O0rdvil6yfDnccAPs3g3z52vto3S72E2ZMjruduNGHvr0CYYPc8yYoZXHjUlOwInBOXcWaAMsALYC05xzW0Skn4jE78prDExx5w+DqghEi8gGYCkwOLHRTMac8+uv2q9QvLgOI8qcOdmXfPyx9s3mzw/ffAO1aoUgTq/dfbfWiZo0ifZuBG3bwqhR+v6NSYqt+Wwiy+nTWgpi40ZdCOE//0n2JSNHwvPPQ/XqOu+tYMG0DzNsOAcNGsCsWRyduYRSLW6lalX47DOvAzNeCOVwVWNCp317XTfzvfeSTQqxsTpIp0MHnaeweHEGSwqg18rGj4fy5cnzeAM6PXWEefOs1WCSZonBRI4PPoAxY6BLF523kIRTp3Qo6v/+pwOXpk+PoJnMwZYnjw7lPX2a5xbUoWBBl9JuGZNBWWIwkeHwYb0edPPNMHBgkrseOQK1a2t5i1de0evqKeiGSN/Kl4d33iHP+q/oVH0l8+bpKF9jEmKJwUSGPn00Obz+epKf8rt3a+5YuVL7pTt3Tscjj1Krfn246y6eW/YwBfLHWqvBJMoSgwl/mzdrgbxnnoHKlRPdbeNG+O9//xmO2qRJCGOMBCIwYgR5jv9Bp7Iz+ewzazWYhFliMOHNOe09zpsX+vdPdLfPP4caNfSz76uvoGbNEMYYSSpWhLZtabOmBQUuPmutBpMgSwwmvM2YAUuWaFJIZEjRpEk6ZL9YMR2wVKlSiGOMNL16kadwDjrlG2etBpMgSwwmfJ04AS+8oNXtnnnmX087p53LTZvqMpzLl2tyMMnIlw8GDaLNzy9S4KJT1mow/2KJwYSvoUO1uNGoUZDl/MUGY2K0IkbXrroe84IF+nlnUujxx8kTdSWdZJi1Gsy/WGIw4Wn3bi1/2rChznSO58QJ3Tx6tDYoJk3S9RRMKmTKBKNG0eboyxTIeZx+/bwOyIQTSwwmPL34ov589dXzNh88qAu1zZwJI0ZooyIV6/KY+KpXJ8+jD9Lp9MvMnQtr1ngdkAkX9idlws+XX8LUqTrDuUSJc5t//FH7Er79FqZN0+oYJkCDB9Mm+zgKZP3L+hrMOZYYTHg5e1brYZcoobPTfJYu1ZLZ+/frwjoNGngYY3py+eXk6fU8L5wZbK0Gc44lBhNe3n5bZ6oNHQo5c+KcTnauVQsuuUSLv9Wo4XWQ6UyHDrQpPY8CmY7Qt0+s19GYMGCJwYSPQ4fgpZfg9tuhfn1OnYKWLf9Zj2fVKihXzusg06Hs2ck7sj8vxA5h7meZrNVgLDGYMNKrl1bAGzmSP/YJNWvCuHHQvTvMmqWTn00aue8+2ty5jQJyiL7dT3kdjfFYUBKDiNwtIttEZIeIdE3g+RYisl9E1vtuT8V7rrmIbPfdmgcjHhOBNm2CN9+E1q2JPnUNUVGwbp1WSB040EYepTkR8r7+Mi/IMOYuzo6tg5WxBfznJiKZgdHAPcBVwCMiclUCu051zlXx3cb5XlsA6A1UA6oCvUUkf6AxmQjjnHY458/PpGsGUaOGJoKVK3XymgmRChVo09pRgIP0ff6I19EYDwXje1hVYIdzbpdz7jQwBaibwtfWBhY55w455w4Di4C7gxCTiSQff0zMF8vocv0imj5zETfcoKNjqlTxOrCMJ+/ALrxw0Vt8ujwf0autIzqjCkZiuALYHe/xHt+2C9UXkY0i8pGIxFW0SelrTXp1/DhHnu/LA3m+ZMjCa2nVSpfgvOQSrwPLoPLmpc0rxbXV8MyvXkdjPBKqK7dzgJLOuUpoq2BCag8gIi1FJFpEovfv3x/0AI03vu/8LtX2fMSi4zfy5pvazZAtm9dRZWx5WzXhhSum8un6okR/eczrcIwHgpEY9gLxa1oW9W07xzl30DkXN9RhHHB9Sl8b7xhjnXNRzrmowoULByFs47XPxv9BtdGPcjj7ZXy+NBOtWnkdkQEgUybavF+V/Byi75O/eB2N8UAwEsMaoJyIlBKRbEBjYHb8HUSkSLyHdYCtvvsLgLtEJL+v0/ku3zaTjsWVy77/8cKUlp9Ys/SYTVoLM3lrRvHCtUv5dGdFoj+x5JDRBJwYnHNngTboB/pWYJpzbouI9BOROr7d2onIFhHZALQDWvheewjojyaXNUA/3zaTTh0/rusndO0KjZjGih6fUaL65V6HZRLQdspN5OcQ/Vr/5nUoJsTEOed1DKkWFRXlom2gdcTZvRvq1YN16xwDLxlJ1xwjka3fQc6cXodmEjHw7q94aUENokeu4Pp2N3kdjgmQiKx1zkUlt59NGzIhsWEDVKsG27fD7JZz6fbH88jwYZYUwlzbD6uRP9MRnQ19+rTX4ZgQscRg0tySJZybtLZi7hHun/aYLqpQr57XoZlk5C2UjRea/sGcYzVZ23mq1+GYELHEYNLUxIlaAK9ECS2Cd83k7vDXXzByJIh4HZ5JgbavVyB/1qP0fb0g/P671+GYELDEYNKEczB4MDRrBjfdBF99BUUPrIe33oLnnoOrr/Y6RJNCefPCC21OMSfmXtY+PcbrcEwIWGIwQRcTA23aQLdu0LgxzJ8P+fKhK7Llzw99+ngdokmltn0KkT/Hcfp+ep2ul2HSNUsMJqhOnNDV1d54Azp10ktJ2bOjFfEWLvwnOZiIkjcvdHwe5lCHTR3f8zock8YsMZigOXhQ+5RnzdIuhFdfjVcuu3dvLYDUurWnMRr/te6Ui1xZTzNiyX9g/XqvwzFpyBKDCYoff4Qbb4Rvv4Xp07WK9jnLl2tlvC5dIHduz2I0gSlQAFo85viQZvzRbYTX4Zg0ZInBBGztWqheHfbv18//+vUv2KF3b7j0UqwYUuRr3zk7Z8jGG/NL6bcAky5ZYjABmT8fbr1V+xFWrICbb75ghy+/hM8/1xoYuXJ5EqMJnvLl4YF7zvKGPMeJni97HY5JI5YYjN/Gj4f774eyZeHrr6FixQR26t0bihSBZ54JdXgmjXTskpUDrhAffFYAWwM0fbLEYFLNOejfHx5/HGrWhGXL4PKE6uAtXaothq5drfRFOnLLLXBd5RiGZ+pEbO++Xodj0oAlBpMqZ8/ql/9eveCxx+DTT3Uo4784p62Fyy+Hli1DHqdJOyLQ8cXMfB9bnvmfxcDq1V6HZILMEoNJsWPHtLzR229D9+56KSnR1dY+/1ynO3frBjlyhDJMEwKNGsEVl8cyLEsXm7CYDlliMCniHDz8MMybp8tvDhyYRKmjuNZC0aLw1FMhjdOERtas0K59JpacvZUN8/ZqISyTblhiMCny+uswdy6MGJGCUaeLF+sQpe7drbWQjj39NOTO7RievZu1GtKZoCQGEblbRLaJyA4R6ZrA8x1F5DsR2SgiS0SkRLznYkRkve82+8LXGu9t3Agvvgj33ac1kJIU11ooVgyeeCIk8Rlv5M8PTzwhTDrbkN8WbNCyJyZdCDgxiEhmYDRwD3AV8IiIXHXBbuuAKOdcJeAjYEi8504456r4bnUwYeX4cXjkEf0QeO+9FFTKXrhQx6726OErkmTSs/bt4WxsJkbnelG/EJh0IRgthqrADufcLufcaWAKUDf+Ds65pc65476Hq4CiQTivCYFOneC772DCBChcOJmdndPhSiVK6FhWk+6VKQP16glv8izHF6/Q8icm4gUjMVwB7I73eI9vW2KeBObFe5xDRKJFZJWI2JJeYWTWLO1o7tQJ7rorBS+YN0+HLvbokcRwJZPedOwIh47n5P08bazVkE6EtPNZRJoBUcCr8TaX8C1O3QQYISJlEnltS18Cid6/f38Ios3Y9u7VLoLrrtMRSMmK61soWRJatEjj6Ew4uekmuOEGGJ6jK7GfL9UZjyaiBSMx7AWKxXtc1LftPCJyJ9ADqOOcOxW33Tm31/dzF/AFcG1CJ3HOjXXORTnnogone03DBCI2VievnTwJkyal8Mv/3LlaHqFnTx3LaDIMEW01/LC/AJ/la2qthnQgGIlhDVBOREqJSDagMXDe6CIRuRZ4C00K++Jtzy8i2X33CwE3Ad8FISYTgFdf1flpo0ZBhQopeIFzOlyxdGl49NG0Ds+Eofr1dSDasMIvwxdf6M1ErIATg3PuLNAGWABsBaY557aISD8RiRtl9CpwETD9gmGpFYFoEdkALAUGO+csMXhozRp46SVdhS3Fo03nzNHa29ZayLCyZtU1OJZuL8a6QrW01eCc12EZP4mLwF9eVFSUi7aqjkF39Kj2KZw6BRs2pHAFTufg+uv1xVu3QpYsaR6nCU9Hjmirod6V3/NBdEWd6HjHHV6HZeIRkbW+Pt0k2cxnc067drBrl67TnOJlmWfNgnXrtLVgSSFDy5cPnnwSpqyvwN7LrrdWQwSzxGAAmDJFi+L16AE1aqTwRbGx2rdQrhw0aZKG0ZlI0a4dxMYKr1caq2VRFi/2OiTjB0sMhp9+0vpH1avr/LQUmzFDrzn16mWtBQPo+IMHH4Qxq6/l7ysqWKshQlliyODOnoWmTfXL/8SJqfh8j2stVKigNTOM8enYEY4cESbc/LaWR1m40OuQTCpZYsjgBgzQ2mdjxkCpUql44ccfw+bN+o0wc+Y0i89EnurVoVo1GBF9MzHFSlqrIQJZYsjAli/XJToffTSVXQSxsdC3ry7y3KhRmsVnIlPchLcdO4VP7x8D33wD8+d7HZZJBUsMGdSRI3oJqWRJXWshVaZPhy1brLVgEvXQQ1C8OAzbXEuLKvbqZa2GCGKJIQNyTtdt/vVXmDw5kTWbExMTo62Fq6+Ghg3TLEYT2bJk0ZLcy77KRHSzEVouZe5cr8MyKWSJIQMaPx6mTYN+/aBq1VS+eNo0ncjWuzdksv8+JnFPPgl58sDwnXW0A6tPH2s1RAj7y85gfvgB2raF226Dzp1T+eK41sI112hxHGOScPHFuuT3tI8ysfu5wVo2Zc4cr8MyKWCJIQM5fVo7mbNlgw8+8KN7YMoU2LbNWgsmxXTCG7z+ewNd1cdaDRHB/rozkP799UvbuHFQNLVr6MXE6AEqVdIZTMakQMmSWpDxrbcz8feLfbV8irUawp4lhgzil1+0nHaTJjpiJNWmT9fWQs+e1lowqdKxI/z5J7x7vLFOje7f31oNYc7+wjOIuNGCL7/sx4tjY3Um3FVX+ZlVTEZWrRrceCOMeC0zMV176Aglm9cQ1iwxZAAbNsD77+v13hIl/DjAjBk6b8FaC8ZPHTvCjz/CrIsf1QkO/fpZqyGM2XoMGcA99+jk0507U1FOO45zcO21us7nli02oc34JSZGi/AWKQIrHh0Dzz4LixbBnXd6HVqGEtL1GETkbhHZJiI7RKRrAs9nF5Gpvue/EZGS8Z7r5tu+TURqByMe84/Fi7XV3qOHH0kBtKNwwwY9gCUF46fMmeH557Uu14KiT8AVV2irwYSlgFsMIpIZ+AGoBexB14B+JP4SnSLSGqjknGslIo2BB51zD4vIVcBkoCpwObAYKO+ci0nqnNZiSJnYWIiKgoMHtd84R45UHsA5uOEGrZ/x/fdWWtsE5NQpnTCfLRtsaDmarM+30bWhb73V69AyjFC2GKoCO5xzu5xzp4EpQN0L9qkLTPDd/wi4Q0TEt32Kc+6Uc+5HYIfveCYIJk/W0YEDB/qRFADmzdPxrd27W1IwAcueHf73P504Pyb2abjsMms1hKlgJIYrgN3xHu/xbUtwH+fcWeBPoGAKXwuAiLQUkWgRid6/f38Qwk7fTp7Uqz9Vqvi5uJpz+kdbooSWXzUmCOrU0WWgew/IxsHWPeHzz3WlNxNWImaIiXNurHMuyjkXVbhwYa/DCXtvvAE//6xzF/waSLR4sfZYd+sGWbMGPT6TMYnA8OE6r6HP3qehcGGd12DCSjASw16gWLzHRX3bEtxHRLIAFwMHU/hak0qHD+u0g9q1/Rz0EddaKFoUWrQIdngmg7vmGq3u++a4rGxpNggWLIDVq70Oy8QTjMSwBignIqVEJBvQGJh9wT6zgea++w2Az532es8GGvtGLZUCygH2PyRAgwZpf/Err/h5gC+/1FV8unTRC8PGBFm/flp5teOG5rj8BazVEGYCTgy+PoM2wAJgKzDNObdFRPqJSB3fbu8ABUVkB9AR6Op77RZgGvAdMB94LrkRSSZpv/wCo0Zpt0Dlyn4epF8/HXD+1FNBjc2YOIUKaS3GhZ9nYe59b8Cnn8K333odlvGxCW7pTPPmMHWqltcuXtyPAyxfDjVq6IXgDh2CHp8xcc6c0ctKsWdj2HygCNluv0ln2Zs0E9IJbiY8rF+v5bTbt/czKYA26S+5BFq2DGpsxlwoa1YYNgy278zM69U+gJkzYeNGr8MyWGJIV7p00dnN3br5eYBvvoGFC6FTJ8iVK6ixGZOQe++Fu++GfqtqsT93SR01YTxniSGdWLRIP9N79IB8+fw8SP/+ULCg1rExJkSGDYO/j2WiZ/mp8NFH8N13yb/IpClLDOlAbKwu01myJDz3nJ8HWbtWF2vv2BEuuiiY4RmTpIoV9f/t2xtuYGOOG3SqvvGUJYZ0YNIk7V8YODCA0aUDBmhTo02boMZmTEr07g358gkdCk/ETZ6ioyeMZywxRLi40hfXXQeNG/t5kA0btOOvQwfImzeo8RmTEgUKQN++sPSXsszM2tDPFaVMsFhiiHCvv65zF4YMCWANnQEDNCG0axfU2IxJjVatdJHATjlf59QH02DXLq9DyrAsMUSwQ4f08tHdd2thMr9s2QIffwxt2/q5YIMxwZEli06f2fVnIUZKB53CbzxhiSGCDRqkxcj8Ln0Bmlly5dJVVIzx2F13wf33w4BMPfnjvc+0EqQJOUsMEeqnn7T0RfPmUKmSnwfZtg2mTNEO54IFgxmeMX773//gJDnoEdsfBg/2OpwMyRJDhOrZU/sUAlrn5OWXdQWfjh2DFpcxgSpfHtq2Fd51LVg3bi3s2eN1SBmOJYYItG4dfPihlr4oViz5/RO0cydMnKiT2S65JKjxGROonj2hYAFH+7P/w70yxOtwMhxLDBGoSxcd3te1awAHGTRIe/s6dQpaXMYES758MODlzHxFDT4acwB++83rkDIUSwwRZuFCLX/Rs2cApS9++gkmTNBCeUWKBDM8Y4Lmqaeg0pWnePHsy5wYNMLrcDIUSwwRJCZGS1+UKhVgOaPBg7WDonPnoMVmTLBlzgwj3sjOz5Rk2Js5Yd8+r0PKMCwxRJCJE3WS8ssvB1D6YvduePddeOIJXbrTmDB2++3wYK2jDDrbiV/7vu11OBlGQIlBRAqIyCIR2e77+a8ZUiJSRUS+FpEtIrJRRB6O99x4EflRRNb7blUCiSc9++sv7VOIioJGjQI40JAhuqZzQB0UxoTO0DF5OJMpO93GloQDB7wOJ0MItMXQFVjinCsHLPE9vtBx4DHn3NXA3cAIEYl/dfxF51wV3219gPGkW717w++/wxtvBFD64rff4O23dfJDiRJBjc+YtFK6NDz/+BHeP9uU1S9O9zqcDCHQxFAXmOC7PwGod+EOzrkfnHPbffd/BfYBhQM8b4ayYQO89pr2Fd9wQwAHeuUVOHs2gJV8jPFGj+GFuTT7Edp/cD0x+w95HU66F2hiuNQ5FzeO7Hfg0qR2FpGqQDZgZ7zNA32XmIaLSKJXzkWkpYhEi0j0/v37Aww7csTGQuvWWsYooIKTP/8Mb76prYUyZYIWnzGhkCcPDOn1N6tiqvLCPVu8DifdSzYxiMhiEdmcwK1u/P2ccw5wSRynCPAB8LhzLta3uRtwJXADUADoktjrnXNjnXNRzrmowoUzToNjwgRYuVK7BgoUCOBAvXuDCPTpE6zQjAlciiJhAAAX/0lEQVSpx7oXpUPFBYxcW4MRfY54HU66liW5HZxzdyb2nIj8ISJFnHO/+T74ExxPJiJ5gblAD+fcqnjHjmttnBKR9wCbbRXPoUM6ovTGG/WLvt82b4b339fSF35PlTbGe0PnVOCXcjPo2Lcuxa6B+vW9jih9CvRS0mwg7iOrOTDrwh1EJBswA3jfOffRBc8V8f0UtH9ic4DxpCvdu8Phw3oFyO8OZ9CVfPLksb4FE/EylynJh61XUo1vaNY0lpUrvY4ofQo0MQwGaonIduBO32NEJEpExvn2aQTcArRIYFjqRBHZBGwCCgEDAown3VizBsaO1WUS/K6eCrBiBcyerXU0rIKqSQdy9u7M7NxNKJrlD+rUge3bvY4o/RHtGogsUVFRLjo62usw0kxMDFSrBr/+Ct9/H8Bqm87BLbfAjh16y507qHEa45m+fdnR5wOq59vKxQWz8vXXkIG6Hv0mImudc1HJ7Wczn8PQW2/B2rUwbFiASzB/9hksXw69ellSMOlLx46ULfwXs0s/z969jgcegOPHvQ4q/bDEEGb27dMugZo14eGHk98/UTEx2qdQtqxWIzMmPcmTB3r2pPq3o5nYaT2rV0OzZvrf3gTOEkOY6dwZjh2D0aN1dKnfJk2CTZtgwADImjVo8RkTNlq2hJIleWjukwwfFsuMGfDCC14HlT5YYggjX32l8xY6dYIrrwzgQKdO6eWja6+Fhg2DFp8xYSV7dujfH9ato/1l0+jQAUaOhBFWoTtg1vkcJs6cgeuu02J5330XYJfAqFG6vNuCBbq6ujHpVWysfgE6doyYTd/RqFk2ZsyA6dNtjkNCrPM5wrz2ms5DGzkywKRw9KhePqpZE2rVClp8xoSlTJm0VszOnWQe/w4ffqgj+po1w+Y4BMASQxjYu1crVtx3H9Stm/z+SRo2DPbv18V4AuqkMCZC3Hsv1KgB/fqRM/YYs2frUiM2x8F/lhjCQMeOWvR01KgAP8v37YOhQ7UNHVAZVmMiiIhWDv79dxgxgsKFYd483XzPPfo9yaSOJQaPLV4M06bpyNLSpQM82MCBcOKE/jQmI6leXZvbQ4bAwYOULasT/vfuxeY4+MESg4dOnYLnntOpBgEvv/zjj1pU6YknoEKFoMRnTEQZOBD+/hsGDQI0V0yciM1x8IMlBg8NHQo//ACvvw45cgR4sN69dfX03r2DEpsxEefqq+Gxx/QP6pdfAHjoIRg+HJvjkEqWGDzy00/6Bad+fahdO8CDbdwIH34I7drBFVcEIzxjIlPfvlojrG/fc5vat8fmOKSSJQaPtG+vI+2GDw/Cwbp3h4svhq4JLbltTAZSvLhenx0/XicE+Qwdqq2H55/XQR4maZYYPDBnjnaM9e4dhHVzvvoK5s7VpJA/f1DiMyaide8OF12kRcd8MmfW/oZ69fRLWa9e2rAwCbPEEGLHj+sVn6uu0uZtQJzThHD55bpwgzEGChWCF1+EmTNh1bkFI8mRQ2dEP/mkVtJo3do6pBMTUGIQkQIiskhEtvt+JviVVURi4i3SMzve9lIi8o2I7BCRqb7V3tK1QYO0f+GNN4JQ227OHJ3e2bs35MoVjPCMSR86dIBLL9UvTvGaBlmywNtv67pVY8bAI4/o6EBzvkBbDF2BJc65csAS3+OEnHDOVfHd6sTb/gow3DlXFjgMPBlgPGHthx90mHWzZnDrrQEeLCZGm8zly+sQVWPMPy66CHr2hC+/hPnzz3tKRAsDDB2qLYj779dKMuYfgSaGusAE3/0J6LrNKeJb57kmELcOdKpeH0mcg8mT4c47tTn76qtBOOiHH8KWLVoXKUuWIBzQmHTm6ad11mi3blps7wIvvKB91EuXwh13wIEDoQ8xXAWaGC51zv3mu/87cGki++UQkWgRWSUicR/+BYEjzrmzvsd7gHQ31nLVKrjxRmjSRC99LlgAl10W4EFPntTes6goaNAgKHEak+5ky6adCRs2wJQpCe7SvLnOcdi0CW6++dz0hwwv2cQgIotFZHMCt/PKvTmt351YP38JX6nXJsAIESmT2kBFpKUvuUTvj4DiJ7t3Q9OmOvvyp5/g3XdhzRr473+DcPA339T/wVYoz5ikNW4MVaroZaXTpxPc5YEHYOFCLbV0002wdWuIYwxHzjm/b8A2oIjvfhFgWwpeMx5oAAhwAMji214dWJCS815//fUuXB096lzPns7lzOlcjhzO9eih24Lmzz+dK1jQuVq1gnhQY9KxefOcA+defz3J3davd+6yy5wrUMC5VatCFFuIAdEuBZ+xgV5Kmg00991vDsy6cAcRyS8i2X33CwE3Ad/5glzqSxKJvj5SxMbq6msVKmjrtW5d+P577QK46KIgnmjoUDh48Fw9GGNMMmrX1tEe/fppLaVEVK4MK1ZAvnza57BoUQhjDDOBJobBQC0R2Q7c6XuMiESJyDjfPhWBaBHZgCaCwc65uCmJXYCOIrID7XN4J8B4PLF8uS4O0qKF1oFfsUI7m0uUCPKJ/vhD11to1Aiuvz7IBzcmnYobhrRvX7KlBkqX1r/fsmV1fZRp00IUY7hJSbMi3G7hcilp1y7nGjbUVuoVVzj3wQfOxcSk4Qmfeca5zJmd++GHNDyJMenUgw86lyePc7/+muyuhw87V6OGcyLOjR4dgthChBBdSsqQ/vpLR8BVrKjVKPr0gW3bdH5CprT6F126FN56S6dNlyuXRicxJh175RVdXP2ZZ5Kth5Evn44gvP9+Lb0UV5svo7DEkAoxMTBunM4pGzxYr+hs26YTjwNapzk5f/+t8/jLltVOC2NM6pUrp+tDz5kDkyYlu3vOnPDJJzqktU8f/U6WwHSIdMlmRqXQF19oZcb163VewuzZULVqiE7erZuOef3ySyt9YUwg2rWDjz7S2mJ33JHspKIsWXSoeaFC8L//6SS48eMhe/bQhOsVazEkY+dOXTPh9tvh0CHtVF6+PIRJ4YsvdOGRdu10wXNjjP8yZ9ZP+hMnoFWrFF0fypRJBwO+8orOk7vjjvS/jrQlhkT89ZcW2rrqKr3WOGCADj9t3DiEc8qOHdM6SGXK2DrOxgRLhQr6Bz1rln7TS6HOnWHqVFi7Vr8YbtmShjF6zBLDBWJitPpiuXJa8O6RR7T4XY8ees0xpLp107Wc3303jTsxjMlgOnTQMgRt2+qU5xRq1Eiv6J48qVUN5s1Lwxg9ZIkhni++0OkBLVtqYlizRq8nXn65B8F8+SW89ppeQrrlFg8CMCYdy5wZ3ntPW+XPPpuqIUdVq+pnQ5kyOmpp5Mj0N2LJEgPaj/DQQ9qPcOSINhe/+kpr1Hni2DEdhVS6tI6iMMYE35VXapmCmTP1jz4VihbVvsY6dbTx0bq1joRNLzJ0Yojfj7BwoV523LpVm4ue1qbr3l2zlV1CMiZtdeyol5TatNHKAqmQOzd8/LGuBTRmDNxzDxw+nEZxhliGTAwX9iM0aeJhP8KFli3T1crbtAnCaj7GmCTFjVL6++9UX1ICHbE0aJBelVq2THPM9u1pFGsIZbjEsHTpP/0I5cvrtcL33vOoH+FCx4/rKKRSpaxInjGhUrGiFtibMcPv4kgtWsCSJVrfslo1/ZyJZBkqMbRoATVraj/CtGma4T3rR0hIjx56Cemdd4JcktUYk6SOHbVX+bnntNieH2rUgNWroUgRuOsuvSoRqTJUYrjuOp0OsHUrNGwYZmvcLF+uwxtat9ZecGNM6GTJopcOjh7V5OCn0qVh5UpdxrdlS803MTFBjDNExEXgOKuoqCgXHR3tdRjBc/y4rjJ15oyuMWitBWO8MXiwzh+aNk2/Pfrp7FldU3rUKC3fPXky5MkTxDj9JCJrna6mmaQM1WIIWy+9pD1WdgnJGG916qTXl1u39vuSEmgDZORIXYV3/nxdMvTnn4MYZxqzxOC1FStgxAgdEVGzptfRGJOxxV1S+usvHRkYoFatNDHs3q1dGCtXBiHGEAgoMYhIARFZJCLbfT/zJ7DP7SKyPt7tpIjU8z03XkR+jPdclUDiiTgnTsDjj0Px4lqhyxjjvf/8R2vpT5+utwDdeSesWgV588Jtt+mEuAMHAg8zLQXaYugKLHHOlQOW+B6fxzm31DlXxTlXBagJHAcWxtvlxbjnnXPrA4wnsvTs+c8lpHC4AGmMUZ0767j2554LSinVChXgm290bYfXXtNO6oEDtchBOAo0MdQFJvjuTwDqJbN/A2Cec+54gOeNfCtX6vrNzzyjdXyNMeEjSxYtlHbkiBbaC4ICBXQI6+bN+if/0ku69tZbb4VfOY1AE8OlzrnffPd/By5NZv/GwIV1bgeKyEYRGS4i6Xz5C5+4S0jFisGrr3odjTEmIXGXlKZO1doXQVKxos6lW7FCC/G1aqWn+vjj8CnGl2xiEJHFIrI5gVvd+Pv5FppO9G2JSBHgGmBBvM3dgCuBG4ACQJckXt9SRKJFJHp/pK+S0auX1uCwS0jGhLfOnXUC1LPPBr1j4MYbtVjn7NnaQGnQQEt5f/llUE/jl2QTg3PuTufcfxK4zQL+8H3gx33wJzW+qxEwwzl3rtHknPvNqVPAe0Ci66I558Y656Kcc1GFCxdO6fsLP19/rZeQWrbUXiljTPjKmlVHKQXxklJ8IvDAA7Bhg35P3LNHO6jvv1+nNHkl0EtJs4HmvvvNgVlJ7PsIF1xGipdUBO2f2BxgPOEt7hLSFVfYJSRjIkWlSjpQZMoU+OSTNDlFlixaJm37dh2guGIFVK6sZXx++SVNTpmkQBPDYKCWiGwH7vQ9RkSiRGRc3E4iUhIoBlzYSJooIpuATUAhYECA8YQv53R+/LZtMG6cjl0zxkSGrl21OsGzz8KuXWl2mpw59erVzp06127KFC322amTFugLFSuJEQqxsboS2+jR+hu21oIxkWfLFq2Ulzs3fP651u1PY7t3a//3+PH6XbJrV/0oyZXLv+NZSYxwERurQ1LjksKQIV5HZIzxx9VXaz3tkyd1rZStW9P8lMWK6XIRGzfqCr/du8OOHWl+WksMaSomRi8cjhunJbWHDAmzkq7GmFSpXFkXh4+N1V7izaHpFv3Pf3T00vffa5dHWrPEkFbOnoVHH4UJE3QRkAEDLCkYkx5cfbWOKc2SRZPDunUhO3X58qE5jyWGtHD6NDRurLV2Bw/WEQ3GmPSjQgVNDrlyafHLNWu8jiioLDEE26lTOlPl4491vkKXROfsGWMiWdmyugxk/vw6JylSSqemgCWGYDpxAurVgzlztLP5+ee9jsgYk5ZKltSWw6WX6nqey5Z5HVFQWGIIlmPHdArjggVaKat1a68jMsaEQrFimhyKFYO774YlS7yOKGCWGILh6FG4914dyjZ+PDz1lNcRGWNCqUgRHa1UpozWs5g/3+uIAmKJIVB//gm1a+sc9okT4bHHvI7IGOOFSy/VL4dXXgl16+ol5QhliSEQhw9DrVo6ImHqVB2JZIzJuAoV0lnRlSvDQw8FtVx3KFli8NeBAzpMbcMGLaxVv77XERljwkH+/LBokS7y/PDDOmw9wlhi8Mcff8Dtt+s0xFmztNPZGGPiXHyx9jPcdBM0a6YTXSOIJYbU+vVXne24cyd8+qmOQjDGmAvlyQOffaZfIh9/XEvjRAhLDKnx449aPGvPHv02YGs1G2OSkju3dkLXrg1PPw2jRmmdpTBniSE5+/bBm29q1i9TRh8vXKilDo0xJjk5c8LMmVCnDrRvD8WL6+TXr78O2yRhiSEhBw7A2LE6zb1IEZ2s9vvvulbzunW6MKsxxqRU9uzw0Uc6pD0qCt54Qxd9LllSy/GvXq2LeYWJgBbqEZGGQB+gIlDVOZfg6jkicjcwEsgMjHPOxa30VgqYAhQE1gKPOudOJ3feNFmo5+BBzepTp+pws5gYXYjj4YehUSOte2vVUY0xwfDnn1pHe9o0rZZw5gyUKKGfNQ8/DNddlyafNyldqCfQxFARiAXeAjollBhEJDPwA1AL2AOsAR5xzn0nItOAT5xzU0RkDLDBOfdmcucNWmI4fFiTwbRpsHixlsouU+afX06lSpYMjDFp68gRHd04daoOcz17FkqX1s+hRo10SdEgfQ6FJDHEO9kXJJ4YqgN9nHO1fY+7+Z4aDOwHLnPOnb1wv6QElBj+/FN/CdOmaV/BmTNQqtQ/v4Rrr7VkYIzxxqFD539ZjYnRKq5xX1avuSagz6dwWtrzCmB3vMd7fNsKAkecc2cv2J52WrWCSy6B5s1h0ybtCFq9WoeeDh6cZs03Y4xJkQIFdNXH+fO1X/Ptt7UfYvBgnU1dsaKuPZ3GsiS3g4gsBi5L4KkezrlZwQ8p0ThaAi0Bihcv7t9BSpaENm00+1ataknAGBO+ChXSgpxPPQX792uFhZkz9XMsjSWbGJxzdwZ4jr1AsXiPi/q2HQTyiUgWX6shbnticYwFxoJeSvIrkq5d/XqZMcZ4qnBheOYZvYVAKC4lrQHKiUgpEckGNAZmO+3cWAo08O3XHAhZC8QYY0zCAkoMIvKgiOwBqgNzRWSBb/vlIvIZgK810AZYAGwFpjnn4i6SdQE6isgOtM/hnUDiMcYYE7igjEoKtTSZx2CMMelcOI1KMsYYE0EsMRhjjDmPJQZjjDHnscRgjDHmPJYYjDHGnCciRyWJyH7gZ4/DKAQc8DiGQER6/BD578Hi916kv4fUxl/COVc4uZ0iMjGEAxGJTsmwr3AV6fFD5L8Hi997kf4e0ip+u5RkjDHmPJYYjDHGnMcSg//Geh1AgCI9foj892Dxey/S30OaxG99DMYYY85jLQZjjDHnscSQABF5V0T2icjmeNsqi8jXIrJJROaISF7f9loista3fa2I1PQu8n+k8j1UFZH1vtsGEXnQu8jPxZri+OM9X1xE/haRTqGP+N9S+TsoKSIn4v0exngX+blYU/U7EJFKvue2+J7P4U3k5+JJzb9/03j/9utFJFZEqngX/bl4U/MesorIBN/2rfGWUU4955zdLrgBtwDXAZvjbVsD3Oq7/wTQ33f/WuBy3/3/AHu9jt+P95ALyOK7XwTYF/c4EuKP9/xHwHR0/fFI+x2UjL9fONxSGX8WYCNQ2fe4IJA5UuK/4HXXADu9/vf343fQBJjiu58L+Ako6c95rcWQAOfcMuDQBZvLA8t89xcB9X37rnPO/erbvgXIKSLZQxJoElL5Ho67f9bezgF43vGUmvgBRKQe8CP6OwgLqX0P4SaV8d8FbHTObfC99qBzLiYkgSYigH//R4ApaRhaiqXyPTggt4hkAXICp4G//DmvJYaU2wLU9d1vyPnLlcapD3zrnDsVsqhSJ9H3ICLVRGQLsAloFS9RhJME4xeRi9BFn/p6FFdqJPX/qJSIrBORL0WkRuhDS5HE4i8POBFZICLfikhnT6JLXkr+jh8GJocsotRL7D18BBwDfgN+AYY65y5MKiliiSHlngBai8haIA+ajc8RkauBV4DQLMrqn0Tfg3PuG+fc1cANQDevrw8nIrH4+wDDnXN/exVYKiT2Hn4DijvnrgU6ApMu7EMJE4nFnwW4GWjq+/mgiNzhTYhJSu7vuBpw3Dm3OaEXh4nE3kNVIAa4HCgFvCAipf05QZZgRJkROOe+R5vLiEh54L6450SkKDADeMw5t9ObCJOX1HuIt89WEfkb7S8Jq2Xykoi/GtBARIYA+YBYETnpnHvdm0gTl9h78LUyT/nurxWRnei38Ej5HewBljnnDvie+wy9Nr7EizgTk4K/gcaEd2shqffQBJjvnDsD7BORFUAUsCu157AWQwqJyCW+n5mAl4Axvsf5gLlAV+fcCu8iTF4S76GU77okIlICuBLtuAoricXvnKvhnCvpnCsJjABeDsekAEn+DgqLSGbf/dJAOfz4g05ricWPrul+jYjk8v1fuhX4zpsoE5dE/HHbGhEm/QuJSeI9/ALU9D2XG/gv8L0/57DEkAARmQx8DVQQkT0i8iTwiIj8gP5D/wq859u9DVAW6BVvqNslngQeTyrfw83ABhFZj7Z8Wsd98/NKKuMPS6l8D7cAG32/g4/Qfh6/rg8HS2rid84dBoahI2bWo31tc72JXPnxf+gWYLdzLmwScirfw2jgIl9f4RrgPefcRr/O6xvaZIwxxgDWYjDGGHMBSwzGGGPOY4nBGGPMeSwxGGOMOY8lBmOMMeexxGCMMeY8lhiMMcacxxKDMcaY8/wf9jUGP7OAgMcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XmcjfUXwPHPMdYk2ZIQKlJaJGlViooWSyiUtEj92leylcjaJtFeaLFLtEqW9mIUCglJEZmQsi9zfn+cO3WH2efOfe6dOe/X677cee7zzD3XzNxzv9v5iqrinHPOpSgUdADOOediiycG55xzqXhicM45l4onBuecc6l4YnDOOZeKJwbnnHOpeGJwzjmXiicG55xzqXhicM45l0rhoAPIifLly2v16tWDDsM55+LK/Pnz/1TVCpmdF5eJoXr16iQmJgYdhnPOxRURWZ2V87wryTnnXCqeGJxzzqXiicE551wqnhicc86l4onBOedcKhFJDCLyqohsEJEf0nlcRGSYiKwQkUUiUi/ssU4isjx06xSJeJxzzuVcpFoMo4CmGTzeDKgZunUBngMQkbLAw8DpQAPgYREpE6GYnHPO5UBEEoOqfgpsyuCUFsBrar4GDhWRSsDFwAxV3aSqm4EZZJxgcueNN+Cll+DPP/PsKZxzLuL27YNPPoF77oE9e/L86aI1xlAZ+C3s6zWhY+kdP4CIdBGRRBFJTEpKylkU48ZBly5w+OFw8cXwyiuwKaN85pxzAUlOhs8/hzvvhKpVoVEjeOEF+CHNHvuIipvBZ1V9UVXrq2r9ChUyXdGdtnfege++g65dYcUK6NwZKlaESy6BUaNg8+aIxuycc9mSnAxffgl3323JoGFD6+U46ywYPx6SkuCUU/I8jGiVxFgLVA37ukro2Fqg0X7H5+RZFCJQt67d+ve3JDF+PEyYANdfD0WKwEUXwZVXQosWULp0noXinHMAqMLcufY+NHEi/PYbFCsGzZrZe9Fll0GpUlENSVQ1Mt9IpDrwrqqekMZjlwK3A5dgA83DVLVBaPB5PpAyS+lb4FRVzbB/p379+hrRWkmqkJhoP5gJE+DXX6FoUWja1H4wl18OhxwSuedzzhVs4e85EyfC6tX2nnPxxfae07x5nrzniMh8Va2f6XmRSAwiMhb75F8e+AObaVQEQFWfFxEBhmMDy9uB61U1MXTtDUCP0Lfqr6ojM3u+iCeGcKrwzTf/JYm1a1Nn7+bNoWTJvHlu51z+Ft5LsWoVFC5svRRXXWXvLYcemqdPH9XEEG15mhjCJSfD11/bD3LiRFi3DqpXh1mzoEaNvH9+51z+oAr33w9PPmnJoEkT+6DZsiWUid4M/awmhrgZfA5EoUI26PP007BmDXz4IWzZAueeC8uXBx2dcy4eJCfDHXdYUrjlFli/Hj74wMY1o5gUssMTQ1YVKmT9f7Nmwc6dcN55sHRp0FE552JZcjLcfDOMGAH33QfPPgvlygUdVaY8MWRX3bowZ479wBs1isqcYudcHNq3D264AV5+GXr0gMces5mRccATQ07UqWOrEAsXtuTw3XdBR+SciyV790LHjjB6NDzyCDz6aK6TQnIyzJwZofgy4Ykhp4491pLDQQfBBRfAvHlBR+SciwV79kD79jB2LAwcCA89lOuk8Msv0LixjVl/801kwsyIJ4bcOOYY+PRTG0Bq0sRWLDrnCq5du6BNG5g0yQabH3wwV99O1RY+n3gizJ9vvVINGkQo1gx4Ysit6tWt5VCxos1H/vTToCNyzgVhxw5o1QqmTYPhw63gXS6sXWvVerp0sWTw/fdw443RGabwxBAJVatacqha1VZLR6sj0DkXG7ZvtwVqH34IL74It92W42+laoWgTzjB3laeeQZmzIBq1SIYbyY8MURKpUo2W+noo622yYcfBh2Rcy4atm61j/azZsHIkXDTTTn+Vhs2QOvWNm59/PGwcCHcfrvNlo8mTwyRVLEizJ4NtWtbEb533gk6IudcXtqyxdY3ff65fczvlPNNKCdNsgmP771nM1s//RRq1oxgrNngiSHSype3Tw4nnwxXXAGTJwcdkXMuL2zeDBdeaJVRx4+3mUg5sGkTdOgAbdtad9G331r1jISECMebDZ4Y8kKZMtYp2KCBFccaOzboiJxzkfTnnzZ/dOFCeOst6//Jgffes7GEiROhb1/46itrNQTNE0NeKV3axhnOPhuuvtoWujjn4t+GDbZ2aelSmDrVyvJn05YtNsPossusk2HuXOjd27aEiQWeGPJSqVLw/vv2S3T99TYh2TkXv9ats2oHK1bAu+/aLMRsmjnT1iWMGgXdu9va2ChsypYtnhjyWsmSNgjdtKlNSH7++aAjcs7lxLp1Vjzzt9+sN6Bx42xdvmOHzTBq0gRKlLD1sAMG2HYvsSYiiUFEmorIMhFZISIHLPUTkadEZEHo9pOI/BX22L6wx6ZFIp6YU6IETJliU9ruuAMWLAg6IudcdqhaQby1a2H6dCu9nw3bt1uP07PP2nbO330Hp5+eR7FGQK73fBaRBGAEcCGwBpgnItNUdUnKOap6T9j5dwDhDacdqlo3t3HEvGLF4LXXbGTpuuus/RgrHYrOuYyNGmWthGeesT1asiElKcyebUONHTvmTYiRFIkWQwNghar+rKq7gXFAiwzObw8UzGk65crBCy/YTIaBA4OOxjmXFWvWWHmLc8+FW2/N1qXxmBQgMomhMvBb2NdrQscOICLVgBrArLDDxUUkUUS+FpGWEYgntrVoYZOW+/WzBOGci12qttHO7t3w6qvZWoK8fbvNOpozxzoL4iUpQPQHn9sBk1R1X9ixaqE9SDsAQ0Xk6LQuFJEuoQSSmJSUFI1Y886wYVC2rM1U2rMn6Gicc+l57TWbWThokJW7yaJt2ywpfPKJtRSuuSYPY8wDkUgMa4GqYV9XCR1LSzv260ZS1bWhf38G5pB6/CH8vBdVtb6q1q9QoUJuYw5WuXI2O+m772Dw4KCjcc6lZe1auOsuaNjQphNlUXhSeO21+EsKEJnEMA+oKSI1RKQo9uZ/wOwiEakNlAG+CjtWRkSKhe6XB84Glux/bb7UqhW0a2fLHb//PuhonHPhctiFlJIUPv0UXn/d1rbGo1wnBlXdC9wOTAeWAhNUdbGI9BWR5mGntgPGqaqGHTsOSBSRhcBsYFD4bKZ875ln4NBDbZaSdyk5Fztef93qVQwcaBtyZcH+SaFDhzyOMQ9J6vfp+FC/fn1NTEwMOozImDzZdnx69FHo2TPoaJxzv/9u08pTNkTIQmth2za49FL47LPYTgoiMj80ppshX/kctNatrdDeI4/ADz8EHY1zBVtKF9LOnVnuQtq2zdaufvaZVd6O1aSQHZ4YYkF4l9LevUFH41zB9eabVgNpwIAsbYaQskfP55/bpTmsvB1zPDHEggoVbK38/Pm2Q4dzLvrWrYM777SVzXfemenp+yeFdu2iEGOUeGKIFW3a2E4dffrA4sVBR+NcwaIKt9xile5efTXTXXJSksKXX8KYMfkrKUABSwxTp9pY77ZtQUeSjuHD4ZBDvEvJuWgbMwamTbNJIMcem+GpW7dCs2aWFN5804YI85sClRiGDbMP5hUq2JjvmDHw999BRxXmsMNgxAhITITHHw86GucKhvXrrerxmWda6dMM/POPJYWvvrL3j/yYFKCAJYbp022TjOuvtx/s1VdbkrjsMhg5EjZuDDpCrDupdWt4+GFYUnCWdDgXiJQupO3b7U0ggy6klO6jr76y3XqvvDKKcUZZgUoMhQvbZmojRljBxM8/h9tus1miN9wAFSva3t7PP28fIgIhYgPRpUpZBvMuJefyzrhx1secSRfS7t1wxRX/JYW2baMYYwB8gRv2oWH+fBt/mDwZli+39+dzzrEP71dcAVWrZv59Imr8eBvRGjwYunaN8pM7VwD88QccfzzUqmWfEtNpLSQnw7XX2njCyJE2BBivsrrAzRPDflStBZGSJFLWnDVoYEmiXj1rdW7dardt21L/m9n9M86At9+2Td0yDaRNG1uW/913cNxxefJ6nSuQVO0P+v33M/376trVZpH37w89ekQxxjzgiSFCfvrJEsRbb9mYcHqKFbPtnQ8+2G5p3Qd45RUbsBozxlolGUr5RFOzJnzxRaZT6JxzWTRunK1Gy6RFPnSo7dFz2222DjXTv9kY54khD6xebbe03vgLZ3GT1EGDoHt326enV68sXDB2rK2xHzIEHnggV/E757APXHXq2P4KX3yR7h9vSu5o3dp6dvPD5zJPDDFKFTp1skJbkybZL12mF1xxBXzwASxYALVrRyVO5/KllC7ad9+1LqTjj0/ztFmzoGlTm8E6fToULx7lOPOIF9GLUSLw4os21tCxI3z7bRYueO45a5Zcfz3s25fJBc65dE2caP3CffummxQWLICWLW2S0tSp+ScpZIcnhgAUL24D0OXLQ/PmVqIlQ4cfbh2cX38NTz0VlRidy3c2bLDBgtNOg/vuS/OUX36xBWylS1sj/dBDoxtirPDEEJCKFeGdd+Cvv+zTyY4dmVzQvr1lkT59rI/UOZc9Dz1kf3AjR6Y5rvDnn3DxxbBrl3UfVakSQIwxIiKJQUSaisgyEVkhIg+m8fh1IpIkIgtCt85hj3USkeWhW6dIxBMvTj7Z6rfPnWsL7DIc7hGxOXM7d9piHOdc1v30E7z8su21UKfOAQ+n7L7266/2gS2dXqaCQ1VzdQMSgJXAUUBRYCFw/H7nXAcMT+PassDPoX/LhO6Xyew5Tz31VM1PBg5UBdV+/bJw8s03qxYporpyZZ7H5Vy+0batasmSquvXH/DQnj2ql12mWqiQ6pQpAcQWRUCiZuF9PRIthgbAClX9WVV3A+OAFlm89mJghqpuUtXNwAygaQRiiivdutlAdO/etmYiQw89ZM3g3r2jEptzcS8x0Qad773X+nDDpJRKevddK5XTsmVAMcaYSCSGysBvYV+vCR3bX2sRWSQik0QkpcBEVq/N18JnKl17bSYzlY44wipAjhlj0yeccxnr3h3KlYP77z/goYcftkWnvXtbgnAmWoPP7wDVVfUkrFUwOrvfQES6iEiiiCQmJSVFPMCgpcxUKlcuCzOVunaFMmXif32+c3nt44/t1rOn7XUS5vnnbaHpjTfaluvuP5FIDGuB8BJzVULH/qWqG1V1V+jLl4FTs3pt2Pd4UVXrq2r9ChUqRCDs2JPlmUqHHmqfgj74AD75JKoxOhc3VOHBB+HII+F//0v10JQpNnP1ssssQcR7qYtIi0RimAfUFJEaIlIUaAdMCz9BRCqFfdkcWBq6Px24SETKiEgZ4KLQsQIrfKbSjTdmMFPp9tuhcmX7xY/D1evO5blJk6xsct++qVapff65zf5u0MBKXWS1nE1BkuvEoKp7gduxN/SlwARVXSwifUWkeei0O0VksYgsBO7EZimhqpuAflhymQf0DR0r0Fq2hIEDrUxS//7pnFSihK1p+PprW57pnPvPnj3WfVSnDlxzzb+HFy+Gyy+H6tWtdX7QQcGFGMu8VlKMylJNpb174cQTrR28aJF/9HEuxQsv2Gjy1Kk2aAesXWsTPPbts/2aq1cPNsQgeK2kOJelmUqFC1uTYulSeO21qMfoXEzavt1Gk886y5oH2A5sbdrY+N0HHxTMpJAdnhhiWJZmKrVqZZ2lDz9sq6KdK+iGDbM/lkGD/h1VfuAB63UdOdLG8VzGPDHEuExnKonYH8CaNbZCx7mCbNMm+3u49FJo2BCwfRWGDbMNd9q0CTi+OOGJIQ6Ez1RKcxHO+edb9a8BA2DLlqjH51zMGDwY/v7bZm9gvaydO8PZZ9tDLms8McSJli1tx7fXXktn6cLAgfZp6bHHoh6bczFhzRprGlxzDZx4Ilu32qSNkiVtWmqRIkEHGD88McSRHj1src7dd6exX88pp0C7drZfQ6YbPDiXDz3yiP1hPPIIqnDTTbBsmXUlVS5whXZyxxNDHClRwrZ+XrDABtEO0K+fTb/o1y/qsTkXqB9/hFdftRXONWowYoQlhP79rafVZY+vY4gzqjamtny53fYr/2Lr/F980TpXjzkmkBidi7o2bWx3nZUr+frnwzj3XNuz+e23oZB//P2Xr2PIp0Rg6FDbpXDAgDRO6N0bihb1styu4Jg71+rV33cfSXIYbdva7mujR3tSyCn/b4tD9evbquinnoKVK/d78PDDbV7euHGZ1O92Lh9IKZRXoQL77r6PDh0gKcnyRJkyQQcXvzwxxKkBA2yWRdeuaTz4wANQtqxVYHUuP5sxA2bPhl69eOTJUnz8sS3nOeWUoAOLb54Y4tQRR9j7/ltvwZw5+z1YurRNYfroI5g1K4jwnMt7ycnWWqhenfer/Y9+/Wzv9BtvDDqw+OeDz3Fsxw447jjbnmH+fEhICHtw506oVQsqVbJaAF5w3uU348dDu3b88sRk6j16BdWqWXG8EiWCDix2+eBzAZAyfXXhQpupl0rx4jave+5ca1Y4l5/s2QO9erGzzqm0GdOK5GSrQuxJITI8McS5tm3hnHOs9PwB1TA6drQmRc+eVqLbufzi5ZdhxQrurjqZ+fOF0aPh6KODDir/8MQQ51Kmr/75Zxqb+hQubKPUy5bBqFFBhOdc5G3bBn378lrNfrzwYTW6dYMWLYIOKn+JSGIQkaYiskxEVojIg2k8fq+ILBGRRSIyU0SqhT22T0QWhG7T9r/WZe7UU2366tChsGLFfg+2aAFnnmm7vaW7ibRzceTpp/l+fXlu+bU7jRrBo48GHVD+k+vEICIJwAigGXA80F5Ejt/vtO+A+qp6EjAJGBL22A5VrRu6NcflyIABtq7tgQf2eyClLPfatfDMM4HE5lzEbNzIlkHP0brkhxxaNoFx43zjwrwQiRZDA2CFqv6sqruBcUCqhp2qzlbV7aEvvwaqROB5XZhKlWyG6ttvpzFD9dxzoVkzq8C6eXMg8TkXCTpwEDf8M5Sfdx7B+PG2X4mLvEgkhsrAb2FfrwkdS8+NwAdhXxcXkUQR+VpEWkYgngLr3nuhWjVb+HxA9dWBA210esiQNK91Lub99htPDi3EW7RmyBBJ2YfH5YGoDj6LyDVAfSB804BqoXm1HYChIpLm3AIR6RJKIIlJSUlRiDb+FC9u2zEsWgSvvLLfgyefDO3bW736DRsCic+53PjqzrF029ef1s22cc89QUeTv0UiMawFqoZ9XSV0LBURaQL0BJqr6q6U46q6NvTvz8AcIM3F7Kr6oqrWV9X6FSpUiEDY+VObNlZ9tVevNKav9u5tA9BPPhlIbM7l1N5f1nDL1KZUPngLr44r6es181gkEsM8oKaI1BCRokA7INXsIhE5BXgBSwobwo6XEZFiofvlgbOBJRGIqcASseJ6f/6ZxmyN2rXhqqusmMzGjYHE51xOvHT9lyzSk3hi8L4DS827iMt1YlDVvcDtwHRgKTBBVReLSF8RSZll9BhwMDBxv2mpxwGJIrIQmA0MUlVPDLl06qlw3XXw9NNpTF/t1Qu2brW5rc7FgY2L19NrTmPOr7SU1v87LOhwCgSvlZRPrVtnpZIaN7aZSqm0aWNVKVevtkJLzsWw2+p+wQsLT+e799Zx4iVVM7/ApctrJRVwKdNXp06FmTP3e7BXL/j7bxuIdi6GLZy9iecXnsGttWd5UogibzHkYzt3WqmkUqVsz55UC4FatIBPP7VWg3fauhikCo2O/JnFaw5h+TebKdOgZtAhxT1vMbh/p69+/30a01d794a//rKBaOdi0ISX/+bTNUcx4LS3PSlEmbcY8jlVaNQIliyB5cv3G1K49FL45hv45Rc4+OCAInTuQNu2Qe1KW6jwz0rmLSxGwkl1gg4pX/AWgwP+q766cWMa01d797YHnnsukNicS8+gh3ew5p/SPNPoLU8KAfDEUACccopteThsmLUa/nXGGXDhhfD447B9e7rXOxdNP/8Mjw0twtW8wdlD2wYdToHkiaGAePRRG3O4//79Hujd20pkvPhiIHE5t79779xD4X07GXzxbCvl4qLOE0MBcfjhNn112jT45JOwBxo2tEGIIUNsGpNzAZo+Haa+V4Te9KNy/1uDDqfA8sRQgNx1F1Staq2G5OSwBx56yFbEHTB1ybno2b0b7rpjH8cUWsndTZfZEn4XCE8MBUiJEtallJgI48eHPdCoEZx9tm3os2tXepc7l6eGD4dlyxMYmnwnxfp0DzqcAs0TQwFzzTVQty507x7WcyRirYY1a2D06EDjcwXT+vXQp49ySdEZXHrRXjj99KBDKtA8MRQwhQrZorfVq+0T2r8uvBAaNLA9QvfsCSw+VzD16AE7tyfz1O7b7EOKC5QnhgKoSRNo2hT694dNm0IHU1oNq1fD668HGp8rWObOhZEj4Z7iz1Hr/CrWrekC5YmhgBoyxOropVr0dsklUK+etRr27g0sNldwJCfDHXfA4Ydso9e27t5aiBGeGAqoE0+0PRuGD7cFRYC1Gnr3hpUrYezYIMNzBcRrr1mLYUhCD0o1PAXOOy/okBxeK6lAW7sWataE5s1h3LjQweRkWyq9c6cVWEpICDRGl39t2QLHHgtHlVzP5z8fQaGPpttYl8szUa2VJCJNRWSZiKwQkQfTeLyYiIwPPf6NiFQPe6x76PgyEbk4EvG4rKlc2dY0jB9vn9oAG53u3Rt++gkmTgw0Ppe/9esHGzYow7Z1ptAZp9vgl4sJuW4xiEgC8BNwIbAG2wO6ffgWnSJyK3CSqt4iIu2AVqp6lYgcD4wFGgBHAB8DtVR1X0bP6S2GyPnnHzjmGPvk9skn1ptEcrL1NYnAokWWLJyLoB9/DHVnnrmMlz6rDe+9Z2NcLk9Fs8XQAFihqj+r6m5gHNBiv3NaACkT5CcBjUVEQsfHqeouVV0FrAh9PxclpUrBI4/AZ59ZuQzAEkGvXrB4MUyZEmh8Lv9RtVX4JUsq/X/taCucmzULOiwXJhKJoTLwW9jXa0LH0jxHVfcCW4ByWbzW5bHOnaF2bejWLWwJw5VX2qbRffvuVz/Dudx55x346CN45LJ5HLZ6ns1EEgk6LBcmbvoIRKSLiCSKSGJSUlLQ4eQrhQvD4MGwbBm8/HLoYEIC9OxpXUnvvBNofC7/2LkT7rkHjj9euXXu9VY99fLLgw7L7ScSiWEtEL5Ld5XQsTTPEZHCQGlgYxavBUBVX1TV+qpav0KFChEI24W7/HI491zo08fWNwDQoQMcdZSNEsbh7DUXe5580qZHD2s5myLLl9hEB28txJxIJIZ5QE0RqSEiRYF2wLT9zpkGdArdbwPMUhv1nga0C81aqgHUBObiok7E9uvZsMEWvwHWlOjRA+bPhw8+CDQ+F//WrLHV9q2vUBpPuR3q1IFWrYIOy6Uh14khNGZwOzAdWApMUNXFItJXRJqHTnsFKCciK4B7gQdD1y4GJgBLgA+B2zKbkeTyzmmnQbt29qlubUq7rWNHqFbNxhq81eByoW9fW1D/+AXvw9KlNsHBZ7zFJF/g5lJZtcoGoq++Gl59NXTw+efhf/+zEUNfgORy4NdfbVr0TZ2VEV/UtfLuixf7Asooi+oCN5d/1KgBt98Oo0bZuDMA119vq+G81eByaPBg+7fbKR/ZL1bPnp4UYpgnBneAnj2hdGno2jV0oFgxePBB+Pzz/fYFdS5zv/9umwNe10k58vkecPTR0L590GG5DHhicAcoW9Ymi0yfDjNmhA7eeKNtHP3II4HG5uLPY4/Z2MKDZ8yGb7+1Tx6FCwcdlsuAjzG4NO3aBccdB4ccYpOSEhKAoUNtEvqcOV4F02XJH39Y9+RVVykjf2gAf/5pdbiKFAk6tALJxxhcrhQrZtsyLFwIb7wROnjzzdZqePjhQGNz8eOJJ+xDRo8zZttm4717e1KIA95icOlSta13162zD3klSgDDhlmhm1mz4Pzzgw7RxbA//4Tq1aFFC+XNH+vDX39Z9TxPDIHxFoPLtZRFb2vWWC8SAF26wBFHWKshDj9UuOgZOhS2b4eeZ4bGFry1EDc8MbgMnXuubeQzcCAkJQHFi0P37laOddasoMNzMWrzZmtctmmtHP/yvbaI4Zprgg7LZZEnBpepwYPtk9+/E5I6d7Z1Dd5qcOkYNsz2+uh15kwbqHroIZ+JFEc8MbhM1a4NN90EL7xgYw0UL241lL74Imw+q3Pm77+tG6lFc+WkUfda+XZftxBXPDG4LOnTx/JB166hRsKNN0LVqt5qcAcYMcLGmXufNRO+/95bC3HIE4PLkooVrebZ1Knw5pvYfNYePeDrr20lnHPA1q02RfWSZsqpb9xjzc127YIOy2WTJwaXZfffD+ecA7feasX2uOEGOPJIbzW4fz3/PGzcGGot/PCDtRa8JlLc8cTgsiwhwRa7idgEk72FilozYu5c36/BsWOHTW9u0lg5Y+xdtnT+yiuDDsvlgCcGly3Vqtmnwi+/tJXRXHedrWLyVkOB99JLVgKj99mzYMkS+53w1kJc8pXPLkc6doSxY205w5lLXrEprO+8A5ddFnRoLgA7d1rR1JrHKHM2HG8JYdEi34gnxkRl5bOIlBWRGSKyPPRvmTTOqSsiX4nIYhFZJCJXhT02SkRWiciC0K1ubuJx0TN8uE1Kuvpq+LvltbY3dJ8+3moooEaOtPLavc+aaWUv+vTxpBDHcvuTexCYqao1gZmhr/e3HbhWVesATYGhInJo2OMPqGrd0G1BLuNxUVK6tI03rF4Nd95XxMYa5s+3VoMrUHbvhkGD4MwzlAsm3wYnnQRXXBF0WC4XcpsYWgCjQ/dHAy33P0FVf1LV5aH7vwMbgAq5fF4XA84+20rrjx4NE4pfa30JPtZQ4Lz2mm3d2fvsWcjyn+x3wFsLcS1XYwwi8peqHhq6L8DmlK/TOb8BlkDqqGqyiIwCzgR2EWpxqOquzJ7Xxxhix5490LAhLFsGix6aRNV728Jbb0GrVkGH5qJg71449lgoW0aZ+1ct5OCSVjDPE0NMitgYg4h8LCI/pHFrEX6eWoZJN8uISCXgdeB6VU0OHe4O1AZOA8oC3TK4vouIJIpIYlJSUmZhuygpUsQWvO3dCx3fbs2+Y461/uVLaeAUAAAYDklEQVTk5EyvdfFvzBj4+Wfofc5sZOUKH1vIJ3LbYlgGNFLVdaE3/jmqemwa5x0CzAEGqOqkdL5XI+B+Vc10Wou3GGLPqFFw/fUw6Kpv6Tb+VJg0CVq3Djosl4f27YPjj4cSxZXvttZESoe2+xMJOjSXjmjtxzAN6BS63wmYmkYgRYEpwGv7J4VQMknphmoJ/JDLeFxAOnWCtm2h1+RTmF/tCm81FAATJlhRxd7nzEZ+Xmnldz0p5Au5bTGUAyYARwKrgStVdZOI1AduUdXOInINMBJYHHbpdaq6QERmYQPRAiwIXbM1s+f1FkNs2rQJTj4ZDtr3N9+uq0TJCaMsW7h8JznZJh+hyqLtx1CofFlbAe+JIaZltcXgC9xcRM2eDY0bKzeVnsgLlfv6Iqd8avJkaNMGxnSeRfuXG8O778KllwYdlsuEb+3pAnH++dC1q/DiX1fy9uJjYOLEoENyEaYK/fpBrZrKlR91hgYN4JJLgg7LRZAnBhdxfftCvXpK54SR/N7rWRuldPnGO+/Ypmw9z55Dwq+rbDzJu5DyFU8MLuKKFoUxY4TtCaW4bkVPksdNCDokFyEprYWjaigdZt4Ip58OTZsGHZaLME8MLk8ceywMfboQM7iIp+/5xVsN+cT06ZCYCN3P+oTCv62y5qG3FvIdH3x2eUYVWp3+Ox/MK8fcR2dwck+vvBrPVK0Myto1yvLkoylarRJ8/rknhjjig88ucCLw8ruHU7bw31zdtxY7/tkbdEguF2bNgq++ggfP+oSia1f5uoV8zBODy1PlDyvE6B4/sXh3Lbq1Xh50OC6HVKF7d6hSWbn+0xtsj9fGjYMOy+URTwwuz13U5yzurvAmz8w4jvff8bGGeDR5MsybB33Pm0nxdd5ayO98jMFFxc5J79Kg7ZH8fnAtvpxfnFq1go7IZdWePXDCCVCkcDILNx1JQq2jYc4cTwxxyMcYXEwp3vpS3qrzEIW2b+Xii5JZty7oiFxWvfqq1UQaePpUEtav9dZCAeCJwUWHCMc8fQfvJzclad1emjWDLVuCDsplZts2W792zum7uWzSddCsGTRqFHBULq95YnDR07gx9VsdyZRCrVmyRGnZ0jaRd7Fr6FBYvx4GV3gC2bkDnnoq6JBcFHhicNH1xBNcqDMY3eBZ5syBa67xtW+x6s8/YfBgaHneZs56ryfcdZetXHT5nicGF101asADD9D+i9t58o5VTJ4Md97p20THov79Yds2ZcBf/4PDDoPevYMOyUWJJwYXfQ8+CFWqcM8Xbeh6fzLPPmtvQi52rFoFI0bADQ1XcNzC8TBoEBxySNBhuSjxxOCir2RJeOwx+PZbBtV8hWuvtQ+jL70UdGAuxUMPQUKC0mfJlVZW+9prgw7JRVGuEoOIlBWRGSKyPPRvmXTO2yciC0K3aWHHa4jINyKyQkTGh7YBdQXBVVdBw4ZIzx68/PhfNGsGt9wCUw/YHNZF24IF8OabcNfJn1A5aQEMG+abLRUwuf1pPwjMVNWawMzQ12nZoap1Q7fmYccHA0+p6jHAZuDGXMbj4oWIveFs2kSR/n2YOBFOOw3atbO6bC443bvDoYfso9v8K+G666y0titQcpsYWgCjQ/dHAy2zeqGICHABMCkn17t8oG5d6NIFhg+n5OolvPsuVKsGl18OP/wQdHAF0+zZ8OGH0OOI0ZQpsRMGDgw6JBeA3CaGiqqasoZ1PVAxnfOKi0iiiHwtIilv/uWAv1Q1peTmGqByLuNx8aZfPyhVCu66i/LllOnT4aCDbO+XX38NOriCRRW6dYOqFXZw+9JbbaDh8MODDssFINPEICIfi8gPadxahJ+nVnQpvUmH1UL1OToAQ0Xk6OwGKiJdQsklMSkpKbuXu1hVvrwlh48/hqlTqVbNPrFu3QoXXwwbNwYdYMHxb6G8Qo9QvFY1m0fsCqRcFdETkWVAI1VdJyKVgDmqmuEKGBEZBbwLTAaSgMNVda+InAn0UdWLM3teL6KXz+zdC6ecYvUXliyB4sX59FO46CI7/PHHNpHJ5Z09e6BOHSj6958s/KMiCe+/a+UvXL4SrSJ604BOofudgAPmlIhIGREpFrpfHjgbWBJqYcwG2mR0vSsACheGp5+2yfNPPAHAuefC2LEwd65NYNqzJ+AY87lXXoHly2HQ37eScGkzTwoFXG5bDOWACcCRwGrgSlXdJCL1gVtUtbOInAW8ACRjiWioqr4Suv4oYBxQFvgOuEZVd2X2vN5iyKfatoX334dly6BKFQBeeMGmsV5/vb15eVHPyNu6FY45BmqxjE82nogsWQw1awYdlssDWW0xFM7Nk6jqRuCAbZxUNRHoHLr/JXBiOtf/DDTITQwuH3n8cXj3XejaFcaMAeDmm62IW58+Ng46YECwIeZHQ4fCH3/AFK5Dut7jScH5ymcXQ6pVs2kxY8fCZ5/9e/ihhyxBDBxoPU4ucpKSYMgQpVWZ2Zx5+C/Qq1fQIbkY4InBxZauXaFqVZsREyq7KmJ1e664Au6+27qUXGT07w/btioDNv/PSqmWKhV0SC4GeGJwseWgg2wAesECePnlfw8nJFjvUrNmcNNN8NprAcaYT6xaBc8+q9xQfAy1zyhjNdCdwxODi0Vt2sB550HPnrB587+HixWzufaNG9tg9LhxAcaYD/TuDQm6lz47unk9JJeK/ya42JNSR2nzZnj44VQPlShhhfYaNrQPuJMnBxRjnPvuOyuUd3fyU1S+oakVqnIuxBODi00nnWTzVJ999oDCSQcdZJOXTj/diu69805AMcax7t2hTJF/6FZyuE/1cgfwxOBiV9++ULq0bSm533qbgw+2JQ/16lnP04cfBhRjHJo1C6ZPh557+nBon7uhYnolzlxB5YnBxa5y5ayO0qxZ8NZbBzxcurQlhDp1oGVLK53hMqYK3bomU7Xw79xWcwbcfnvQIbkY5InBxbYuXaxb6b77YMeOAx4uUwZmzIBataB5c/jkkwBijCOTJkHi/EL029ud4sOGQFHfG8sdyBODi22FC9tA9OrVth1oGsqVs9ZCjRpw6aXwxRdRjjFO7NkDPbrt5YRCi7nmsi1W29y5NHhicLHvvPPgyittQ/p0Nmk47DBLDkccYWsd5s6Ncoxx4MknYcWqwgwq1JOEpx4POhwXwzwxuPiQ0lq4774DBqJTVKpkwxEVKtheDt9+G8X4Ytz06dCjh3IFk7nkvuOsap5z6fDE4OLDkUdaHZ9Jk6zkajqqVLHkcMghcOGFsGhRFGOMUcuWwVVXJnNCwlJGV+mF9OoZdEguxnlicPGjWze45BKro/Tll+meVq2a7V1cogQ0aWJ7/xRUmzdD8+ZK0R1bmFaoFQdPfdPm+jqXAU8MLn4kJNhy3WrVoHVr+P33dE896ihLDgkJVkLjp5+iGGeM2LsX2reHVSv2MXlPc6q91MsWfjiXCU8MLr4ceihMmQL//GMr23bvTvfUmjWtW2nfPrjgAli5MopxxoCuXW1s4dnkW2h4xynQsWPQIbk4kavEICJlRWSGiCwP/VsmjXPOF5EFYbedItIy9NgoEVkV9ljd3MTjCogTToCRI+Grr2xVdAaOOw5mzoSdOy05rF4dpRgDNnIkPPUU3Jkwgs4Nf/p3y1TnsiK3LYYHgZmqWhOYGfo6FVWdrap1VbUucAGwHfgo7JQHUh5X1QW5jMcVFG3b2pjD88+nKs+dlhNPtEVwf/9tM1+//z5KMQbkyy/hlluUJsU/54mKQ2DiRChSJOiwXBzJbWJoAYwO3R8NtMzk/DbAB6q6PZfP65ztMnPRRXDbbfDNNxmeesop1nLYvRvOOssqtOZHv/4KrVopRyb8zvh9bSg8ZaLXQnLZltvEUFFV14Xurwcy+w1sB4zd71h/EVkkIk+JSLH0LhSRLiKSKCKJSUlJuQjZ5RsJCbYNaOXKNhi9fn2Gp9erB4mJ1r3UqpUVFU1nSURc2rbNakbt/GsX03Y0oezzA6CBb6nusi/TxCAiH4vID2ncWoSfp6oKpPtnJiKVgBOB6WGHuwO1gdOAskC39K5X1RdVtb6q1q9QoUJmYbuComxZG4zetMlWR+/Zk+HpRxxh9ZTat7d9gDp0gO35oP2qapsXLVigjN19Bcfd0ghuuCHosFycyjQxqGoTVT0hjdtU4I/QG37KG/+GDL7VlcAUVf33L1dV16nZBYwE/OONy76TT7Zxhs8+s5XRmShRAt54wypsjB8P554La9ZEIc489OijNpQwuHAvLjlrCzz9dNAhuTiW266kaUCn0P1OQEY9t+3ZrxspLKkINj7xQxrXOZe5Dh3g3nvhmWdg9OhMTxexsetp02yNw2mnwddfRyHOPDBlCjz0EHQ8eAr3lxtpq8O9aqrLhdwmhkHAhSKyHGgS+hoRqS8i/04VEZHqQFVg/6LIb4rI98D3QHng0VzG4wqywYNtTurNN8P8+Vm65LLLbNbrQQdBo0bw+ut5G2KkLVoEHTsqp5f+kRd3XotMnmRFo5zLBdE4HH2rX7++JiYmBh2Gi0VJSVC/vnW6z59vFfWyYONGmwE7ezY88AAMHGhj27EsKclaOns3bWHeP7Wp9HwfS4rOpUNE5qtq/czO85XPLn+pUMH6VpKSbDB6794sXVaunK0Svu02K+R6+eWwZUsex5oLu3fbRKw/1u3j7X8aU6nzZbapkXMR4InB5T/16lkF1jlzrC5EFhUpAsOH25q5GTPgjDNg+fK8CzOnVG1Hzs8+g1elM/UbJFjgIkGH5vIJTwwuf7r2WrjjDqsLMWZMti69+Wbb9CcpCU4/Pfb2kh4xAl56CXqUfY72pd+HyZOhWLpLgJzLNk8MLv964glo2BA6d4YF2au2ct55MG+e7e/QtKntLhoLw3EzZ8LddyvNK35Dvy132RzVKlWCDsvlM54YXP5VpIi9cZYta0udN27M1uU1atj+0ZddZrX6bropw2KueUrVFua1bQu1yyXxxh9NKDT0SVuE4VyEeWJw+VvFivDWW7Z3Q7t2WR6MTlGqlF3esye88oqNOzz7LKxbl/m1kbBqFfTtayXEGzWCIrqLaRvOoFSn1jZS7lwe8MTg8r8GDezd/OOPbS5qcnK2Li9UyFYWT5gAu3bZ+3HlyvZhfdiwyK+a/vtvS0LnnWcbDvXpY3sTjer3Gyv31eCoemXgued8sNnlGU8MrmC48UZ7Rx86FM4/P0e79rRtC4sX2+2RR2w66113QdWqVrH1ySdzvt/Dvn02XbZDB2vkdO5sNQH794dfVu5j5sVD6PRoTQ4+KNmaMCVK5OyJnMsKVY2726mnnqrOZVtysuorr6gecojqQQepPv206r59ufqWy5apDhigWq+eqo0EqJ52muqgQaorVmR+/fffqz7wgGqlSnZtmTKqt96q+vXXFq4uXqzaoIE9eMUVquvX5ypeV7ABiZqF99jA3+RzcvPE4HLlt99UmzWzX/+GDVWXL4/It125UnXIkP/ex0G1bl3VRx9V/fHH/87bsMFyUkoyKVxYtXlz1UmTVHfuDJ20Z4/qwIGqRYuqliunOm5cKFM4l3NZTQxeEsMVTKpWbO/uu22q0YABcOedNqAQAatXW4/PpEm2oxrYjqRHHgkffWRj4PXqQadONiZ+2GFhFy9ebDW0582zfa1HjNjvBOdyJqslMTwxuIJt7Vpb0fbee3D22fDqq1CrVkSfYs0aq9IxcaLdb9PG1t+dcMJ+J+7dC0OG2ADGIYfYgHnbthGNxRVsnhicyypVK6t6112wc6eN+N51V3Sr6H3/vbUS5s+3Gk/Dh2e5AKBzWeVF9JzLKhH7CL94MTRpYpv9NGwIy5bl/XPv2WNzYU891TZsnjjRdg/ypOAC5InBuRRHHGE797z+Ovz4I9StC48/bnNJ88KiRVaMqXdvK5W6ZIn1MzkXME8MzoUTgWuusdbDRRfZgrhzzrFEESl79thy5vr1bUX2W2/B2LFQvnzknsO5XMhVYhCRtiKyWESSRSTdfisRaSoiy0RkhYg8GHa8hoh8Ezo+XkR8P0IXGypVgrffhjfftL0/69a1jRpy23pYsMBWYj/88H8r5lq1ikzMzkVIrgafReQ4IBl4AbhfVQ8YERaRBOAn4EJgDTAPaK+qS0RkAvCWqo4TkeeBhar6XGbP64PPLqrWr4f//c8SRZUqNmMop376yVoGzz8PLVpELkbnsiCrg8+Fc/Mkqro09GQZndYAWKGqP4fOHQe0EJGlwAVAh9B5o4E+QKaJwbmoOvxw6+6ZMMH2PsjNTL6LLrIxhbJlIxefcxGWq8SQRZWB38K+XgOcDpQD/lLVvWHHK6f3TUSkC9AF4Mgjj8ybSJ1LjwhcdZXdnMvnMk0MIvIxcHgaD/VU1amRDyltqvoi8CJYV1K0ntc55wqaTBODqjbJ5XOsBaqGfV0ldGwjcKiIFA61GlKOO+ecC1A0pqvOA2qGZiAVBdoB00IFnWYDKRO3OwFRa4E455xLW26nq7YSkTXAmcB7IjI9dPwIEXkfINQauB2YDiwFJqjq4tC36AbcKyIrsDGHV3ITj3POudzzWknOOVdAeK0k55xzOeKJwTnnXCqeGJxzzqUSl2MMIpIE5HDb9YgqD/wZdBC5EO/xQ/y/hniPH+L/NcR7/JD111BNVTOt6R6XiSFWiEhiVgZyYlW8xw/x/xriPX6I/9cQ7/FD5F+DdyU555xLxRODc865VDwx5M6LQQeQS/EeP8T/a4j3+CH+X0O8xw8Rfg0+xuCccy4VbzE455xLxRNDOkSkqojMFpEloe1L7wod7yMia0VkQeh2Seh4EREZLSLfi8hSEeke7CvI0WsoKiIjQ69hoYg0isX4Q4/dISI/ho4PCTvePbRV7DIRuTiYyP+NJVvxi0i50PlbRWR4cJH/Jwev4UIRmR/6HZovIhcEF32O4m8Q9nexUEQC33c1J38HoceODP0u3Z/tJ1VVv6VxAyoB9UL3S2Hbkx6P7TJ3fxrndwDGhe4fBPwCVI+z13AbMDJ0/zBgPlAoBuM/H/gYKJYSa+jf44GFQDGgBrASSIij+EsC5wC3AMOD/N3JxWs4BTgidP8EYG2cxX8QUDjs2g0pX8fLawi7bhIwMa2/9cxu0djBLS6p6jpgXej+P6GtSNPdYQ5QoKSIFAZKALuBv/M80IwCyv5rOB6YFTp/g4j8BdQH5uZ1rGnJIP6bgEGquisl1tAlLbDkvAtYFara2wD4KurBk/34VXUb8LmIHBNEvGnJwWv4LuzyxUAJESmWcl605SD+7WGXF8f+rgOVg78DRKQlsArYlpPn9K6kLBCR6tgnoW9Ch24XkUUi8qqIlAkdm4T9ENYBvwKPq+qmaMeaniy+hoVAcxEpLCI1gFNJvclSYPaLvxbQUES+EZFPROS00GlpbSObUSKMmizGH9Ny8BpaA98GlRT2l9X4ReR0EVkMfA/cov9tPxy4rLwGETkY29LgkZw+jyeGTIT+kycDd6vq38BzwNFAXSwJPBE6tQGwDzgC68a4T0SOin7EB8rGa3gVezNNBIYCX2KvKVBpxF8YKAucATwATBARCTDEDMV7/JD91yAidYDBwM0BhHuA7MSvqt+oah3gNKC7iBQPKOxUsvEa+gBPqerWnD6XdyVlQESKYD+IN1X1LQBV/SPs8ZeAd0NfdgA+VNU9wAYR+QLrhvk5ulGnlp3XEPpkdE/YY19i/ZmBSSt+LHm9pdaROldEkrFaMeltIxuYbMafFFCYGcruaxCRKsAU4FpVXRlI0GFy+jNQ1aUishUbKwl0A5hsvobTgTahwehDgWQR2amqWZ7Q4C2GdIQy7yvAUlV9Mux4pbDTWgE/hO7/ClwQOqcklsV/jE60acvuaxCRg0KxIyIXAntVdUkUQ04lvfiBt7GBN0SkFlAUKyA2DWgnIsVCXWE1CWh8JBRbduOPOdl9DSJyKPAe8KCqfhHtePeXg/hrhMYJEZFqQG1sIklgsvsaVLWhqlZX1epYy39AdpIC4LOS0rths0MUWAQsCN0uAV7H+h4XYW9ElULnH4zNAFgMLAEeiMPXUB1Yhm3B+jFWiTEW4y8KvIEltG+BC8Ku6YnNRloGNIvD+H8BNgFbsU+Ex8fTawB6YWNtC8Juh8VR/B1Df8MLQsdbBvn/n9Pfo7Br+5CDWUm+8tk551wq3pXknHMuFU8MzjnnUvHE4JxzLhVPDM4551LxxOCccy4VTwzOOedS8cTgnHMuFU8MzjnnUvk/E6VVpLhYeKgAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD8CAYAAACfF6SlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJztnXd4VOXyxz8voRikCAoWREFREQt6QVARFSJI72gChiJEr4qi92fBfr1XRK8VxYIoCIGEAKIUEURRUQE1iIgoCIpUpQooLSSZ3x+zWRNIIGWzZ8t8nmefbN492TN7cnbOe+ad+Y4TEQzDMIzooozXBhiGYRjBx5y/YRhGFGLO3zAMIwox528YhhGFmPM3DMOIQsz5G4ZhRCHm/A3DMKIQc/6GYRhRiDl/wzCMKKSs1wYUxAknnCB16tTx2gzDMIywYvHixdtEpMbRtgtZ51+nTh3S09O9NsMwDCOscM6tLcx2FvYxDMOIQsz5G4ZhRCHm/A3DMKIQc/6GYRhRiDl/wzCMKMScv2EYRhRizt8wDCMKCdk8fyNyyciAUaNg3z447jioVk1/5n5etSrExHhtqWFELub8jaCSkQHXXQfTph192ypV9ELQqhW8/jqUsftUwwgY5vyNoHHgAPToATNnwogR0KcP7NwJf/xR8M+1a+HNN+Hss+Hee73+BIZR+nzzDZQrBxdcULr7CYjzd86NBjoAW0Tk/Hxed8BwoB2wF+gnIt8EYt9GeLB/P3TrBu+/D6+9BjffrOOVK0Pt2gX/nYjeKTz4ILRoAZdcEhx7DcMLtm2Drl3h2GPh++9L9243UG/9FtDmCK+3Bc7yPW4CXg3Qfo0wYN8+6NIFZs/WWH+O4y8MzmnI55RTICEB/vyz9Ow0DC/JytJzfPNmGDeu9MOcAXl7EZkP7DjCJp2BcaIsAo5zzp0ciH0boc3evdCpE3zwgYZvBg4s+ntUqwYTJsCaNXDbbYG30TBCgYcfhg8/hJeHrKfx1vdLfX/BWkKrBazP9fsG31genHM3OefSnXPpW7duDZJpRmmxZw907AgffSS8NXQj/atOhSee0GB/y5YwdWqh3+uKK+CRRyA5WS8EhhFJvPuOMGwYJNV+nwGPnQZ3360xz9JERALyAOoA3xfw2kzgily/fwQ0PtL7NWrUSIwwIyNDZMECkdGj5c/BD8pVx38nZciU8e4GET2V9VG7tsgZZ+jzu+8WOXiwUG9/8KDIFVeIVK4ssnp1KX8WwwgGWVmy8pUPpUrMn9KYr2RfjdoiTzwh8scfxX5LIF0K4bODle2zEci9rHeqb8yIFPbsgWuvhS++4E8q0c69z0I5lwlNXyS+VR2oPx7q14dzzoFKlTT151//gmeega++grQ0OOmkI+6ibFmd9TdsCL16weefa1aEYYQdBw9Caip/DXuJbivGUK5MBm8/voJj/rUSYmODY0NhrhCFeXDkmX974H3AAZcCXx3t/WzmH0bs3y/SurVImTKy69lRcvk/9kpMTLZMmlSIv01OFomNFTnpJJH58wu1u8mT9aZhyJCSmW0YQeevv0ReeEGkdm3JBrm+6iwp47Jk7uzMgO2CQs78A+X4U4HfgINoPH8A8E/gn77XHfAy8DOwjKOEfMScf/iQmSnSo4cIyM4RyXLppSJly4pMmVKE9/juO5GzzhKJiRF57jmR7Oyj/klSkohzIh9+WHzTDSNoZGSI/Pe/Iscfr263eXN5Pmm5gEZ5AklQnX9pPMz5hwHZ2SIDBuhp9Nxz0qWLSLlyIu+8U4z32rlTpGtXfa+ePUV27z7i5n/9JVK/vsjJJ4ts2VI88w0jaNx3n57bHTqIfP65zJ+vc50uXQo11ykS5vyN0iU7WxdrQeThh2X2bH06bFgJ3/Ppp/Vbcc45IsuXH3Hzb78VKV9epGPHwH+BDCNgzJmjX46bbhIRkY0bRU48UW92d+4M/O7M+Ruly9ChevoMGiQH9mfLOeeI1Kun4f8S88kn+u049liR1NQjbjp8uJrx0ksB2K9hBJrffhOpWVPk/PNF9u6VAwdELr9cpGJFkWXLSmeX5vyN0uOVV/TU6d1bJCtLnn1Wf505M4D72LhRpFkzfeP77y9ws+xskfbtRSpUEFm6NID7N4ySkpkpEhenCQ2+u9g77tBT+ihzmhJhzt8oHVJSdKW1Y0eRjAz5/XeRKlVE2rYthX1lZPy9pjBvXoGbbdmiyULnniuyZ08p2GEYxSHn7viNN0REZMIE/fXOO0t3t+b8jcAzc6am8lx1lcjevSIicuONusi7YkUp7XPvXi0Iq19f5MCBAjebO1fP5meeKSU7DKMofP65rl0lJIhkZ8uqVXoD0Ly5zmlKk8I6f1NINwrHp5+qHnPDhjB9OsTG8vXXMGYMDB6stVulQmwsvPwyrFihBWEFcM01cPnlKhwnpVwVbxhHZMcOVWirU0clbJ3jwQdVpDA1NXQKE835G0fnm29UpKdOHZXmrFKF7Gy44w6oWVMFqUqVNm2gZ0/473/hl18K3CwpCVau1Mpfw/AEEbjxRvj9d5g4EapUYfFimDRJC9prHaZo5h3m/I0js2WLOt/q1WHuXDjhBADGj4dFi+Cpp7TjVqnz/POq7zBoUIFT+5491ZZRo4Jgj2Hkx4gR2qbuf/+Dxo0BGDIEjj8e7rnHY9sOwZy/cWSGDtXb2Pfeg1NPBVRT/777oEkTSEwMkh21asHjj2s3mALUQI89Fnr3hsmTtQuYYQSVb75RNc4OHTQWiko0f/ihNiMKyiSpCJjzNwpmzRp49VW9jT3vPP/w44/rXe1LLwW5r+5tt8FFF+kXq4CuLklJ2jXMZJ+NoPLnnxAfDzVq6EKYc2Rn66z/9NPh1lu9NvBwzPkbBfPooxAToz99rFqlEZh+/XTmH1TKltUFtE2b8tiUm4svhkaNbOHXCCIi6t1//hlSUvyh0cmTYfFi+M9/oEIFj23MB3P+Rv58950G9u+4I88q1V13wTHHwLBhHtnVtKn2gXzxRfj223w3SUpS87/+Osi2GdHJ2LH6XXn0UbjySkAVmx96CM4/X0ORoYg5fyN/HnwQqlbV4L6PWbM09P/oo0eV3i9dnnhCV9BuuQWysw97OSEBKla0hV8jCKxYoeHIq6/W74yPN96A1at1khQT4515R8Kcv3E4n38OM2eq469eHYCMDLjzTs3nv/12j+2rVg2efVbTjd5447CXq1TR8GtqqjV8N0qZm27SmcaECX4v/9df8Nhj0Lw5tG/vsX1HwJy/kRcRXaU6+WQN+fgYPlzj/S+8AOXLe2hfDr17Q4sWeoHasuWwl5OStLlYaqoHthnRwWef6eORR+CUU/zDL7wAmzdrGrRzHtp3FMz5G3mZORO++EJjOxUrAvDbb7po1aGDpvyHBM7BK6+oh88ngbppU423WujHKDWGDdPsngED/EPbtmmKf+fOcNllHtpWCMz5G3+TlQUPPABnnaXpnT7uv1/DPs8/76Ft+VG/Ptx7L4wbB598kucl53T2n55e4LqwYRSfJUu05uSuu/yTJNDlqD179GeoY87f+JsJE+D77zWR3ydAsnSpJjPcdRfUq+exffnx4INwxhm6+JuRkeelG27QFDub/RsBZ9gwXVzKlcC/dq3KUPXtCw0aeGhbITHnbygHDmjs8h//UAE3H0OH6jk+ZIiHth2J2Fgtqc9H+K16df0oEybA3r0e2WdEHitXwpQpmuVTtap/+JFH9I7zscc8tK0ImPM3lNde06nLk0/6y3Z//FHP8UGD4LjjPLbvSLRtC927q/DbmjV5XrrpJti1SwtuDCMg/O9/ekt5553+oWXLIDlZM+Fq1/bQtiJgzt/QfMjHH4eWLVUb2cewYTqxznWOhy4vvKA5/4fM/ps31/RUC/0YAWHdOl1jSkpSSVsfDzygd8j33++hbUXEnL+hOfPbtums35ebllOp/s9/akJDyHPqqVrdNXYs7NzpH3YOBg7UBKYffvDQPiMyePZZ/Xn33f6hfMpiwgJz/tHOli16QnfvDpdc4h9+6imV0vm///PQtqIyeLCmWrz5Zp7hvn11/TqfejDDKDxbt+ot5A03wGmnAVoWc999WhbjE/IMG8z5RztDh8K+ffrTx/r18NZbmr6cq3Yl9Ln4Yo3zjBihaas+atSALl30bv3AAQ/tM8Kb4cNVMjaX5Mn06bBgAfz733kyPsMCc/7RzK+/qmRz//55+jA+/bTOaO691zvTis3gwfq5pk/PM5yUBNu3wzvveGOWEebs2qWTiu7dtb4E/Y78+9+HlcWEDeb8o5lHHjlMsvn33/XOtk8f1SEPOzp31lvy4cPzDMfFQd26tvBrFJNXX9ULQK4V3Q8/1ALCIUM0RBpumPOPVpYtUxna22/3d+gCeO45rZUK2bz+o5HT6vHTT/OU9pYpo2GsefN0MdswCs2+fVrefu21Wgfj4+mnNdYfqpLNR8Ocf7Ty+OOHVW9t365yOfHxeisbtgwcqAHYF1/MM9y/v97o2MKvUSRGj9bEiAce8A8tWaItre+4IzQbtRQGc/7RyObN2gf3xhvz5KYNH67JMrnO8fCkWjWNW6WkaIaGj1NOUYndMWO02YZhHJWDB7Woq1kzTSbw8cwzUKmSpkKHK+b8o5ExYyAzU8tffezapRPlbt3ytOsNX+64Q1N7Ro7MM5yUpNe+GTM8sssIL1JTtbDr/vv9NTBr10Jamp5LIV35fhTM+Ucb2dm66nnVVf6sBVBBql278jQjCm/OPRdat9Y4Vi7BtzZttCulhX6Mo5KdrWXuF14I7dr5h194QX+GReX7ETDnH218+CH88ov2wfWxZ48u9LZrl2c9K/wZPFibEUyZ4h8qW1ZrdObOhT/+8NA2I/R5910VDHzgAf+s/48/dO4UH++v8wpbzPlHGyNHwgknaHwn19D27dpwOqJo0wbOPvuwtM+uXTXqNWuWR3YZoY+IivLXq5dH5fa11wrsHxR2mPOPJjZtgmnToF8/f4rC/v2astayZeh3HioyZcpoKutXX2m/Xx+XXKIpeu++66FtRmjz4YeweLFW8/p68x44oOtirVtDw4Ye2xcAzPlHE6NHq+xBroXe0aO1sCviZv059O2rKa25Zv9lymgt2Pvv68XPMA7jiSd0cSgx0T80frx+VyJh1g/m/KOHrCwNVsbF+ZP4MzJUwO3yy+Hqq701r9SoXFmru6ZMgY0b/cNduujt+0cfeWibEZqkp2tb0P/7P/8dcna23iFfdJF+hSIBc/7Rwpw5mrKWa6F3/Hgdeugh/3pWZDJokF78XnnFP3T11XpdsNCPcRijR2sji1yCPTNnagOve+6JnO+KExGvbciXxo0bS3p6utdmRA6dO2vce/16KF+ezEzNhqxSRSc6kXJCF0iXLiq8vn69frHRjI2PP9alEF9Y14h29u3TBaGOHbU1l4/mzXWitHq1v711yOKcWywijY+2XUBm/s65Ns65lc651c65w1RhnHP9nHNbnXPf+h4DA7Ffo5Bs2KBTlxtvhPLlAZg0SU/kiJ/15zB4sKY0paT4h7p00ar9L7/00C4jtHj3XS146d/fP7Rokc4b7ror9B1/USix83fOxQAvA22BBkCCcy6/3vVpInKR72ElNsHkzTc1aJmUBGgW29NP68y/c2ePbQsWV1+txTrDh+sBQFv/litnoR8jF2PGQJ06eRbBnn5aK3kHRtiUNRAz/ybAahH5RUQygIlAtLiU0CczU8tZW7eGM84A4LPPVPDyrrv8vdojH+dU8mHZMl3MA6pW1RTXd97xXw+MaGbdOk3x7NfP/8VYtUrPj1tuUS2fSCIQX/1awPpcv2/wjR1Kd+fcd865Kc65fPvbO+ducs6lO+fSt+YS5DJKwPvva9gn10LvCy/A8cdrpWtU0auXfvBcaZ9dumj468cfPbTLCA3GjtVZQN++/qHnntO7w9tv99CuUiJY874ZQB0RuRCYC4zNbyMReV1EGotI4xph0TU8DHjtNTjpJF3AAtas0TDHzTf71z2jh9hY/eDTp6vEBdCpk75koZ8oJztbe5e2bKlhH3Q96K23NNX/5JO9NK50CITz3wjknsmf6hvzIyLbRSSne+obQKMA7Nc4GmvX6sx/4ED/StWIEZrZcuutHtvmFbfeqgdgxAhAZZ6bNNHCZyOKmT9fJwS50jtHjNAiwLvv9tCuUiQQzv9r4CznXF3nXHkgHsjTQNU5l/u62Qmwm+xgkCNd6Vup+vNPHerZU4sXo5JatbQP65gx/m7uXbqoAsTGjUf5WyNyGTNG8567dgW0APDll/XOMJf4bURRYucvIpnAIGAO6tQnichy59x/nHO+m2rucM4td84tBe4A+pV0v8ZROHhQs3zatvU3433rLdi9O/ylaEtM//6wcye89x6gzh8O6/luRAu7d8PkyVr4UbEioNeCHTsiR8ohP6zIK1J55x1V7pw2DTp1IjsbzjlHBT0XLvTaOI/JzITataFpU3j3XUR0dlenjhZCG1HGG29oGvTChXDppWRmqhjsiSfCggXhVwcT1CIvIwQZOVJDHL4mFLNmaVZL1M/6QUX9e/XSg7J9O87p7H/ePL0hMKKMMWO06KVpU0BvCNes0Vh/uDn+omDOPxJZswY++EBj/WXLApreeeqpeWT8o5s+fTQ0lpYGaLFbZqaujxtRxIoVOr3v39/v6UeN0uyeSC+ANOcfiYwapSeyb6F32TJVr7zttsgqTy8RDRvCBRf49VuaNtXbfMv6iTLeekuzv3zSzRs26ASgf3//vCliMecfaRw8qKqEHTroVB+taYqN9as7GDkkJqpwy08/EROjmR2zZvmTgIxIJzMTxo3T0OhJJwH61cnOzpPxGbGY8480pk2DzZv9Fb1bt6p0c58+Wtxq5KJXL71DGj8e0Lj/n3+q0qcRBcyZoz2efSJuWVmaIBcXB2ee6bFtQcCcf6Tx2mvaWfraawF4/XWdyd5xh8d2hSK1auk3ffx4EKFlS9VvsWrfKGHMGE1/a98eUFmfdeui5w7ZnH8ksWaNBveTkiAmhowMLVRp3Roa5Kezaugt0Zo18MUXHHOM9nyfNk1v/Y0IZts2LexITPTLnI8apXfHOXUfkY45/0giR6vet3g1ZYre1Vp65xHo2lULe3wLv126aJ/Wr77y2C6jdJkwQdfHfCGfzZv1ot+3r79zY8Rjzj9SENETunlzOP10ROD557WwyxcBMvKjUiXNf01Lg/37addOszws6yfCGTMGGjXSjC903TczM/I0+4+EOf9IYelS1SXu1QvQYsX0dI31R41mf3FJTNTuTTNnUq2a9vGwuH8Es2SJfl98KT0iWuTbrJnWekUL5hYihZQUnbL27AloUddxx2lI2zgKcXFa1ZMr9LNihT6MCGT0aI3tJCQAKuj500/Rs9Cbgzn/SCA7G1JTdbXy+ONZtw6mTtWTOdK6D5UKMTHQu7cm+W/b5tf4t9BPBHLggE6UunSBatUAXeitWtU/b4oazPlHAp99pqWJvXsDmuEjohW9RiFJTNSg78SJ1K6t4WAL/UQg06erXKcv5PPHH5oY0bu3X9AzajDnHwlMmADHHgsdO7Jnj+b2d+vmV3I2CsOFF+ojV+hn0SLNljIiiNGjtfI9Lg7QEo8DB6JroTcHc/7hzoEDOnXp2hWOPZbkZFWmtPTOYpCYqDmeK1f6c71nzPDWJCOAbNyogod9+0JMDCIa8mnUCC6+2Gvjgo85/3Bn9my9d+3Vi+xs1fFp3Bguv9xrw8KQXr00NWr8eM47T0v8LfQTQYwbp+tj/foBep1ftiz6FnpzMOcf7qSkQI0acM01fPaZZqjcfntk65CXGqecAtdcA8nJOMmmSxctmN6922vDjBIjos6/eXOoVw/Q9M6KFf1JP1GHOf9w5s8/dQHruuugXDmSkzX0372714aFMYmJ2vj+88/p0gUyMkzjPyL47judGfnqYP78UxPk4uO1dW80Ys4/nHnnHdi/H3r1Yt8+bUPavbteAIxi4ls7ITmZyy6DmjXh7be9NsooMampmtLbowcAEydqk/ZoXOjNwZx/OJOSoo1nL7uMGTM0POGT9TGKS86t0+TJxBzcT9eumv6/b5/XhhnFRkS9fatWquKJLvSedx5ceqnHtnmIOf9wZfNmmDvXr0mfnKwh6xYtvDYsAsiRe5gxg+7ddYZojd3DmIULNZTnC+4vXQpff60LvdG8NmbOP1yZNEkzF3r3ZutWTfrp3VvvbI0S0qKFXknHjePqq7UQ1EI/YUxqKhxzjF+r+Y03VN0h2u+SzfmHKxMmaB/aBg2YOFGLU6P9ZA4YOXIPs2dTbudWOnfWfP+MDK8NM4pMZqZOlNq3hypV2LdPC7u6d4fq1b02zlvM+YcjP/8MX37pl3NITv67H7kRIHLJPXTvrlGgjz7y2iijyHz8MWzZ4g/5TJmiRZDRvNCbgzn/cCQlRYOV8fGsXKnxS5v1B5gLLoCLLoLkZFq1gsqVLfQTlqSm6j+vXTtAF3rr1VPZ7mjHnH+4kdO05coroXZtkpO1KNWXvmwEksRE+PprKqxZQceOWu2bmem1UUahOXBA5W27doXYWFauVA3EgQOje6E3B3P+4caSJbBypV/OYfx4LUo9+WSvDYtAEhL0ypqSQvfusH27ar8bYcLs2Rqv84V83nhDW1741B2iHnP+4UZKCpQrBz168PnnmsFmIZ9S4uSTNT4wcSJtrhUqVtSYsREmpKZqXn9cnL/lRbt2cOKJXhsWGpjzDyeysvQMbtsWqlf3yzl07eq1YRFMQgKsWkXFFd/Qtq0WVWdne22UcVT++kulT3r2hHLlWLhQRT2vu85rw0IHc/7hxPz5sGkT9O7N/v0q59Ctm8k5lCrdummswJf18/vvsGCB10YZR2X6dC3L9oV8Jk/W3P6OHT22K4Qw5x9OTJigfRk7dGDGDA1nWsinlKleHa69FtLSaN82m/LlLesnLEhN1aYtzZqRna3Ov23b6BVxyw9z/uFCTtOWbt2gYkW/nEPLll4bFgUkJMD69VT5fgGtW2sCiYjXRhkFsmOH6nHEx0OZMixYoDfM0daj92iY8w8XZs3SqX6vXmzdqjLDvXqZnENQ6NRJ5QF8oZ916yA93WujjAJ5+204eFCdPxbyKQhz/uFCSorqC8fFkZZmcg5BpXJl9RyTJ9OpXSZly1roJ6SZOBHOOgv+8Q9/yKddO/03Gn9jzj8c2L1bxWWuvx7KliU5+e9+40aQiI+HLVuovvRjWrRQ52+hnxDkt99U0iEhAZzjiy90yLJ8DsecfzgwdarG/Hv3ZuVK7T1qs/4g07atTh19oZ/Vq7X/qxFiTJqkV+VcWT7HHAMdOnhsVwhizj8cSEmBM86AJk0YP97kHDwhNlYLKqZOpUvbA5QpY6GfkCQ1VTWZ6tcnK0tzJNq10yQ5Iy/m/EOdzZtVTjIhgWxxjB8PcXGa6WMEmfh42LmTE7+dQ/PmVu0bcvzyi6rd+mb9FvI5MgFx/s65Ns65lc651c65Ifm8XsE5l+Z7/UvnXJ1A7DcqmDxZS0oTEvjiC/j1Vwv5eMY118Dxx/tDPz/8oD3BjRBh4kT9mSvL55hjVMrfOJwSO3/nXAzwMtAWaAAkOOcaHLLZAOAPEakHPA88VdL9Rg2pqSovfN55JCdDxYom5+AZPk0lpk2jW5u9gIV+QorUVGjWDE47zR/yad/eQj4FEYiZfxNgtYj8IiIZwESg8yHbdAbG+p5PAeKcM1HVo7J2rWoJxMezf7+uZXXrZiezp8THw9691PpmBpdeas4/ZPj+e334Qj6ff65SHBbyKZhAOP9awPpcv2/wjeW7jYhkAruA4w99I+fcTc65dOdc+tatWwNgWpiTlqY/4+OZOdPkHEKC5s11wcUX+lmyREPNhsekpmrFo6+Md/JkXaO3kE/BhNSCr4i8LiKNRaRxjRo1vDbHe1JToWlTOOMMkpNVYTguzmujopyYGJ1OzppF91a7Ac3ENTxEROP9cXFQs2aekI+JHhZMIJz/RqB2rt9P9Y3lu41zrixQFdgegH1HLitWwLffQkIC27apuoPJOYQI8fGQkUHdJVO5+GIL/XjO11/r7Zcv5PPZZ5okZyGfIxMI5/81cJZzrq5zrjwQD0w/ZJvpQF/f8x7APBGrjzwiqama0H/ddUyaZHIOIUWTJlC3rj/0s2gRbNjgtVFRTGoqlC8PXboAujYWG+tv22sUQImdvy+GPwiYA/wITBKR5c65/zjnOvk2exM43jm3GvgXcFg6qJELET2hr74aTj6ZlBQ4/3xo2NBrwwxAG8DGx8OHH9K9xQ5Am7wYHpCVpWtj7drBcceRlaV3Yh06WMjnaAQk5i8is0TkbBE5U0SG+sYeEZHpvuf7RaSniNQTkSYiYktkR+Kbb2DVKkhIYP16LVbxpS4boUJ8PGRlUX9pGg0aWMGXZ8yfr5VcvpDP/PmwZYuFfApDSC34Gj5SUzWnvFs3Jk/Woeuv99Yk4xAuuAAaNIDUVHr0+DvObASZnAZHPr3mSZO0FsZCPkfHnH+okZ2tt7HXXgvVq5OWBv/4B9Sr57VhRh5yQj+ffUb3KzYjAu++67VRUUbuBkexsWRmauZVhw56ATCOjDn/UOOLL3T1MCGBNWtUwdNm/SGKLxZ3wXcTqFfPQj9BJ6fBUe/egIV8ioo5/1AjNVVTFTp1YtIkHbL2cyHKWWdBo0a4ianEx6v+3vr1R/8zI0DkNDjy9TLNCfm0beuxXWGCOf9Q4uBBLU3s1AkqVWLSpL+zCo0QJT4e0tO5seWviMDo0V4bFCXs2pWnwVFOyKdjRwv5FBZz/qHERx/Btm2QkMDq1Zr0YyGfEMf3D6q7YAKtWsGbb2r2oVHKvPOOv8ERwKefwtatFvIpCub8Q4nUVKhaFdq08cv6WMgnxKldG664AlJTSUrSsM8HH3htVBQwYQKceabeGqMhn2OPtZBPUTDnHyrs26ezmW7doEIF0tJUnbZ27aP/qeExCQmwfDmd6y2nRg0YNcprgyKc336DefNU78S5PCGf2FivjQsfzPmHCrNmwZ9/QkICP/6o/WEt5BMm9OgBZcpQfkoKfftqKPr33702KoKZNElTon29TD/5RKOlFvIpGub8Q4UxlohrAAAcJElEQVSJEzVzoUUL0tI0jbxHD6+NMgpFzZqqKJmaysABQmYmjB179D8zismECVr8Ur8+oNeCSpWgTRuP7QozzPmHArt3w8yZcN11SExZ0tLgqqtUwtkIE264Adas4ZztC2jeHN54QyWajACzapWqePpm/RbyKT7m/EOBadNg/35ISGDZMlVztpBPmNGtm+YYJieTlASrV2s4wggwKSl/V1ejx3j7dkuMKA7m/EOB1FQ4/XS47DLS0lSzv3t3r40yikSlStpcOS2NHh32c9xxtvAbcETU+V99NdTSZoFTp+o110I+Rcecv9ds2wZz50J8PIIjLU0LFq2RWRiSmAg7dxI77z1uuEGlhbdby6LAsXgx/PSTP7c/O1sT5Nq1s5BPcTDn7zVTpmjgMj6eb76Bn3+2kE/YEhenCzW+0E9GBiQne21UBJGSok1bfLfFixZpVlW3bh7bFaaY8/ea1FTNWmjYkLQ0KFtWowdGGFK2rC5EzprFhadso0kTDf3Ywm8AyMrSjLj27eG44wAN+ZQvb03ai4s5fy/ZsEGF4BMSEByTJkGrVlC9uteGGcUmMVE1mtLSSEqCH37QGapRQj75RIu7fFk+Iur8r7kGqlTx1rRwxZy/l0yapGdxQgJffglr11rIJ+xp2FAbvSQnEx+v68C28BsAJkyAypX90/ylS2HNGgv5lARz/l6SmgqNGsFZZ5GWlqcHtRHOJCbCl19SadNPJCRob57du702KozZv19Xz7t396/svv02lCmjArhG8TDn7xUrV0J6OiQkkJ2tSs5t2qiumxHm9O6tnmn8eAYOhL17da3SKCbvvadXT1/IBzTkc+WVlhVXEsz5e8Vbb2lCf+/eLFgAGzdayCdiOOUUzfxJTuaSRtlceKGFfkpESgqceKK/acuKFbqWYiGfkmHO3wtyxF/atoWTTiItDY45xt+D2ogEEhPh119xC74gKUl7M3zzjddGhSE7d6r0SXy8TpbQ3H6wEGlJMefvBR98oJkLN95IVpam+rdvr+tZRoTQtatf7qF3b7242+y/GEydqgUTvsKunKEmTUzuvKSY8/eCMWPghBOgfXvmz9dCFQv5RBiVKukC5aRJVIvdT8+eGr3Ys8drw8KMCROgXj1o3BiAdet0qcxCPiXHnH+w2bZNhdxuuAHKlyctTTsQWaFKBJKYqL1mZ84kKUnXLCdP9tqoMGLTJvj4Y531Owf8HfIx519yzPkHm5QULQK68UYyMzVlzZpORygtW+ri77hxXHGFFnJb6KcITJyodTCHZPlccAGcdZaHdkUI5vyDzejRmtt/wQXMm6c3AhbyiVBiYtRxvf8+bttWBg6EBQtg+XKvDQsTUlI03HP22QBs3qwF8TbrDwzm/IPJkiVamnjjjYAW/1SubHK0EU1iomZ3paXRpw+UK6eNXoyjsHKlqnjmmvVPn643Aub8A4M5/2AyZgxUqAAJCWRkaPyyc2fNBDEilAsvVMmH5GRq1ND0xHHjtGjVOAKHNG0BDZGeeaaGfYySY84/WBw4oJkLXbpAtWpMmQJ//KHrvkaEk5gIX30FK1eSlAQ7dtjC7xHJytIiyGuu8fcy3bkTPvpIZ/2+tV+jhJjzDxbTp+u33hfyGTFCF61atfLYLqP06dVL5R6Sk4mLg/PPh6ee0mYkRj7Mnq05nTfd5B+aOVOjZxbyCRzm/IPFmDFw6qkQF8fixbBwIdx2m/oEI8I5+WSdxY4fTxmyue8+XfR97z2vDQtRRo5UOYfOnf1DU6dq4lSTJh7aFWGY6wkGGzfCnDnQty/ExPDSS5rb36+f14YZQSMxUTW7P/+c+HioUweGDbNGL4exfr1eFW+8UVfH0cK42bO1aNomS4HDDmUwGDdO7/H79WPrVk1f7tPHFDyjiq5d9YqfnEzZsnDPPXr3N3++14aFGG++qVfEpCT/0Jw5sG+fhXwCjTn/0kZEQz5XXgn16vHGG7r2O2iQ14YZQeXYY/1yD+zbR//+ULOmzv4NH5mZmgfbujXUresfnjpVu9tdeaWHtkUg5vxLmy++gFWroH9/MjPh1VdV7bdBA68NM4JOYqJqPMyYQWws3HWXzmpN7dPHrFkaIr35Zv9QRgbMmKHh/7JlPbQtAjHnX9qMGaMiXz16MH26hjRt1h+ltGihq5bJyQDccov2n33ySY/tChVGjtTF8Q4d/EPz5un10kI+gcecf2ny1196m3/ddVCpEiNGwOmnm25/1BITo4Uds2fDli1UrQq33qqS3qtWeW2cx6xdC++/DwMH+hd6QQu7KlfWZCkjsJTI+Tvnqjvn5jrnVvl+Vitguyzn3Le+x/SS7DOsmDJFLwA33sj336tA4a23+ntSGNFInz5/N/MB7rxTi77/9z+P7fKaUaO0emvgQP9QVha8+64q3loVfOAp6cx/CPCRiJwFfOT7PT/2ichFvkf0tFweM0ZFqS6/nBEj9AQeMMBrowxPOe88Xbl8+WXIzOTEEzWrcexYDXdHJQcPapZP27Zw2mn+4c8/V+FDC/mUDiV1/p2Bsb7nYwFrrJbD6tWax9evHzt3OZKTtdDz+OO9NszwnMGDNcwxXW+C77lHM4Gfe85ju7xixgztaJRroRc0y6dCBb0mGIGnpM7/RBH5zff8d+DEArY7xjmX7pxb5Jwr8ALhnLvJt1361q1bS2iax7z1llak9OnDmDGwd68t9Bo+OnfWxZ/hwwEt+EpI0PXO7du9Nc0TRo7U6vdcXl5Enf+112q+hBF4jur8nXMfOue+z+fROfd2IiJAQfWKp4tIY6AX8IJz7sz8NhKR10WksYg0rlGjRlE/S+iQlaX38ddeS/bJtXj5ZWjWDC6+2GvDjJAgJkZnAvPnw7ffAnDffVrJOmKEx7YFm19+0Z7WAwfmyeVMT4cNGyzkU5oc1fmLyDUicn4+j2nAZufcyQC+n1sKeI+Nvp+/AJ8Ake0GP/xQz9z+/Zk9G37+GW6/3WujjJBiwABt3+ab/Z9/vmaBvfhilPX5HTVK75APWQybOlWvkZYZV3qUNOwzHejre94XmHboBs65as65Cr7nJwDNgB9KuN/QZswYLUns1ImXXtLUZZvBGHmoVk21nlJSYIvOme6/X4Vfo6bVY0aGdrbr0EHDPj6yslT9PC5Ov0ZG6VBS5/8k0Mo5twq4xvc7zrnGzrmcfkXnAunOuaXAx8CTIhK5zn/HDs1P692bVesqMHs2/POfeVKXDUO54w51gCNHAnDZZXDVVfDsszoc8bz7rl74DlnonTdPiyF96udGKeEkRGUFGzduLOnp6V6bUXReflnjuUuWcOdbF/HKKypNftJJXhtmhCRt2mhrz7VroXx55szRoTffjALnFxenMdGff85T/JKQoLIXmzZZfn9xcM4t9q2xHhGr8A0kWVkaw23cmL/qXcSYMdCzpzl+4wgMHqxpjr7WXq1ba2LAU0/p6RSxrFqlU/ykpDyOf8cObW/au7c5/tLGnH8gefttPamHDCE5WTVJbKHXOCLXXquFgMOHgwjOwZAh8NNP6gQjltdf1+yeQ25vUlNV9Tbi73pCAAv7BAoRnbIdOIB8v5zzLyxDbCx8/bX1HDWOQk6ocMECuOwysrLg3HNV9C0iz58DB3SB98ordcKUi0aN9KtkSqfFx8I+web99zV2e999fPxpGX74QWf9EffFNQJP377a2ceX9hkTA/feC4sXa9ZwxDF1quo2HLLQ++236vRt1h8czPkHimHDVJekd29eeglOOAGuv95ro4ywoFIlzXOfMkXrQ1Dp/1NOgaFDI7DV48iRcMYZh0l1jh4N5curDIpR+pjzDwSffaYqVPfcw9pN5Zg+XdexbMHKKDSDBqmXf+UVQDVthgyBTz/VAtiI4ccf9UMlJeVpyLt/P4wfr90uLbc/OJjzDwRPPKE9+QYM8Evz3nKLtyYZYUbdutCpky6E7tsHaFSkbl2VfsjO9ti+QJGz0Nu/f57h6dPhjz8s5BNMzPmXlG++0eYcd97Ju3NieeUVncTVru21YUbYMXiwKrtNmABoCGToUF1KSknx2LZAsG+fal517Qon5tWAHD1avzNxcR7ZFoWY8y8pTz4JVaqwpt1t9OsHjRtbYw6jmFx1FVx4oT/tE3Td6OKL4aGHNEkmrHntNZ3e33ZbnuH16zW01a+fNToKJub8S8LKlTBlCgf+OZjrBlYBtGtjhQoe22WEJ87p7D+n7RsaFn/qKS0AfvVVj+0rCbt3621Mq1Z6kcvF2LF6revXzxvTohVz/iXhqaegQgXu2T6E9HTVc6tb12ujjLCmVy9NFfOlfYL6y1at4PHHYdcuD20rCc88oyGtYcPyDGdn6/emRQtNADKChzn/4rJuHSQnM6XFy7z0ZkXuvFNDmYZRIo45Rld6Z8xQzRsfTz6pvvPppz20rbhs3qxtyq67Tqu4cjF/vkr6W3vT4GPOv7g8+yw/yxkM+LwfTZroTYBhBIRbb9Xgd67OLv/4hwqePfecCp6FFY8/rrmc//3vYS+NHq31bSZ5HnzM+ReHLVvY//o4elb9gJiyZZg0STMzDCMgnHKKKgKOHg1//ukffvxxyMyExx7z0Lai8ssvWtQ1cKBqGOVi1y6ta0tIgNhYj+yLYsz5F4fhw/nX/idYsuN0xo7VdqyGEVAGD9ZF0rfe8g+dcYb2hnjzTVixwjvTisQjj2he/yOPHPZSWppmf1puvzeY8y8qu3aR9vwmXuUW7r7b2swZpUTTpnDppdrZZe9e//BDD+ks+cEHPbStsOQUKAwerHczhzB6tLavbHxUCTKjNDDnX0R++s9EBu57kcsb/sUTT3htjRHRPPmk5ngOHeofqllTRd+mToVFizy0rTA88IAG9O+997CXli+HL7/UWb+JH3qDOf8isG/7XnoOv4IK5bKZOKOStWY0SperroI+fTTF58cf/cN33aUFsvfeG8Kib/Pnw6xZ2pi4WrXDXh49WqNBN9zggW0GYM6/SAzutIbvss4j+fF1Jt9gBIenn1bVz1tv9Xv6SpXg0UdVT3DWLI/tyw8RVaU75RTVOjmEjAxITlYpoxo1PLDPAKCs1wZ4xZ49mjb36ac6Male/ciPubMzGbXgPIbUSqbtPTZdMYJEzZoa/rn5ZpW9TEwENHnmuefUx7ZpE2KyCDNmwMKFKuJWseJhL7/3Hmzdagu9XhN1nbyysmDcOF0427RJdVP279feodu3aypdQTRnPvOm76Fsx7YBt8swCiQ7G5o106KvFSv8mseTJ2vd1JgxISSNkJUFDRvCwYMa2C97+PyyY0fVQ1y7Nt+XjRJS2E5eUXXo582D//s/7RjUtKnq8DRr9vfrIvDXX3ohyPPYmsX+x56id40PKNvhY+8+gBGdlCmjomiNGuki6muvAdCjB1xyCTz8sArAhUSu/Pjx6vQnTcrXs2/apKGq++4zx+85IhKSj0aNGkmgWLFCpGNHERA5/XSR1FSR7OwivMHDD+sfT50aMJsMo8jcdZeehwsX+ofmzdOhp5/20K4c9u0TOe00kUaNCvyCPfmk2vvTT0G2LYoA0qUQPtZzJ1/QIxDOf+tWkUGDRMqWFalcWU+8ffuK+Cbz5ok4J9KvX4ntMYwSsXu3SK1aIg0bihw86B9u21akWjWRHTs8tE1E5Pnn1aXMnZvvy9nZImefLdK8eZDtijIK6/wjMtvnwAEVEaxXT7viJSXB6tV6q1mk1opbtkDv3lqW/tJLpWavYRSKypVV7XPp0jzn45NPqlTCnXd6aFuOZPM11xzWmzeHadPgp59soTdkKMwVwotHcWf+P/8sUreuTkDatRNZvrxYbyOSlaVTqgoVRJYuLeabGEaAyc7WE7tSJZH16/3Djzyi53xamkd25Rjw9df5vrx7t8ipp4pccIFIRkaQbYsyiNaZ/2mnabn4Bx9oSlmDBsV8o+eeg/ffh+ef1+5KhhEKOKez/szMPFP9hx6CJk1U+2fDhiDbtHmzylD07FmgVsOjj6pdI0dixZGhQmGuEF48ArngW2QWLdKFgu7di7gybBhBYuhQnWm/955/6KefRI49VqRlS71xDQrZ2SJ9+ojExIisXJnvJt98I1KmjMjNNwfJpiiHaJ35l5idOyE+HmrVglGjTHjECE3uvhvq19cKWp/w21lnwQsvaErz888HyY6HHtLCmfvvP0yyGTTt/6abtJL3kCZehseY88+NiJ6p69dDamq+miSGERKUL69NfdesIbfC4IAB0LmzlgMsXVrKNjzzjO77ppvgP//Jd5NXX4X0dL0Y2dcpxCjM7YEXD0/CPiNH6q30k08Gf9+GURwSE0XKlRP54Qf/0NatIiedJHLeecVIbS4so0bpd+X660UyM/PdZMMGTbFu3dqip8EEC/sUkWXLVHe8dWu45x6vrTGMwvHMM3DssXmE3044QSUfli9X7Z+AM2WKag21aaMhnwKEhQYPVpWHV16x6GkoYs4fVOXt+uvhuOP0ZC5jh8UIE3KE3z75ROP/GRmA+uXbb9eygA8+COD+5syBXr3gssvg7bcL7F86c6a+/PDDcOaZAdy/ETCiTtgtXwYOVIHxuXMhLi44+zSMQJGdreL+zz6r3b8mT4ZTT2XfPs28/OMP+O47vSMoEQsWQKtWurD78cc6WcqHPXs0xbpSJViyxPpbB5vCCrvZFDc1VZuiPvCAOX4jPClTRsM/kyfD99+rVO1HHxEbCxMmwLZtGqUp0Tzvu++gfXvNgps9u0DHD9pgft06zek3xx+6RLfz//FH/VY0awb//rfX1hhGyejRQ1NratbUtathw7jowmyGDtW2j7l6wReNVav0/SpV0rvjE08scNOlS7U+cuBAuOKKYu7PCArR6fxXrFCBkYYNtdwwJcX0ZY3I4JxztDnuddfp3WzXrvzfgJ20aAF33KEtAYrEhg0a6snKUsd/+ukFbpqdrXOp6tXhqadK9jGM0ie6nP9XX0G3bhqQnDhRa+GXLFFNCMOIFCpV0gnNiy/CrFmUadKYsff9QEyM9sw9UsOiPGzbpjP+HTs01FO//hE3HzlSrzvPPefvN2OEMCVy/s65ns655c65bOdcgQsMzrk2zrmVzrnVzrnSSD4rGBFNd2jZUju4fPKJViWuXatfDnP8RiTinKb7zJ8P+/dTu0sjXkv4lEWLtBg3Ozufv8nOhl9/VUf/wguqzrlmjbZlbNToiLv77TdNK42LUyFcIwwoTDFAQQ/gXOAc4BOgcQHbxAA/A2cA5YGlQIOjvXeJi7wyM1Xi8OKLtRilVi2RZ59VeUHDiCY2bxZp0UIEZMA5nwmINLvoL1n+zCyRf/9bJD5eewTExup3JedRs6bIzJmF2sX116sAbgHyPkYQoZBFXiUKdIvIjwDuyBUcTYDVIvKLb9uJQGfgh5Lsu0D279dc/f/9TwOc55yj2Tw33GCpB0Z0UrOm3v0+/DCjnmzOlSRy17fPc/G3LXmALxlSZwkVGpyp0/b69fVx7rmFzg2dMgXS0lThIR95HyNECUiev3PuE+BuETksMd851wNoIyIDfb8nAk1FZFA+294E3ARw2mmnNVq7dm3RjVm3TqtKLr5Y7287d7aiLcPIYe5cWLSILSddyF3vXknKrGo0aKAahpdfXvi3OXhQi7iGD4dFi+C882DxYqhQofRMNwpHwPL8nXMfOue+z+fROTCm/o2IvC4ijUWkcY0aNYr3JqedplINX34JXbua4zeM3LRqBQ8/TM2kzkx4rxqzZsFff2la5qBB2pDrSGzbplpudetCQoL+/uKLsHChOf5w46hhHxHJvydb4dkI1M71+6m+sdLjKFkJhmEobduqBtBDD6kTnzZNtXg6dsy73bJlOsufMEEjq9dco9k9bdva/CpcCca/7WvgLOdcXedceSAemB6E/RqGUQgqVdLknoULVXa5UyeVutq0SS8GLVtqM7uUFOjTR4uI587Vgl9z/OFLSVM9uzrnNgCXAe855+b4xk9xzs0CEJFMYBAwB/gRmCQiy0tmtmEYgaZpU43bDx2qTv/UU6FLF1i9WrXjctownnee15YagcCE3QzDOIyVK7URS7NmunRmBfDhQ2EXfO1fahjGYZxzjoaCjMjFInaGYRhRiDl/wzCMKMScv2EYRhRizt8wDCMKMedvGIYRhZjzNwzDiELM+RuGYUQh5vwNwzCikJCt8HXObQWKoelcIk4AtgV5n6FGtB+DaP/8YMcg3D//6SJyVFnkkHX+XuCcSy9MWXQkE+3HINo/P9gxiJbPb2EfwzCMKMScv2EYRhRizj8vr3ttQAgQ7ccg2j8/2DGIis9vMX/DMIwoxGb+hmEYUUjUOH/n3DHOua+cc0udc8udc4/5xic451b6mtKPds6VO+TvLnHOZTrnenhjeeAozjFwzl3tnPvWt/2n3lkfGIp6DJxzVZ1zM3Jt39/bT1AyjvD53/SNfeecm+Kcq+Qbr+CcS3POrXbOfemcq+Ol/YGgGMfgX865H3zjHznnTvf2EwQIEYmKB+CASr7n5YAvgUuBdr7XHJAK3JLrb2KAecAsoIfXnyHYxwA4DvgBOM33e02vP4MHx+AB4Cnf8xrADqC815+jFD5/lVzbPAcM8T2/FXjN9zweSPP6M3hwDFoAFX3Pb4mEYyAi0TPzF+Uv36/lfA8RkVm+1wT4Cjg115/dDrwNbAmutaVDMY5BL2CqiKzz/X3YH4diHAMBKjvnHFAJdf6ZwbY7UBzh8+8G8H3OWPRzA3QGxvqeTwHifNuELUU9BiLysYjs9W2/iLw+ImyJGucP4JyLcc59izrzuSLyZa7XygGJwGzf77WArsCrXthaWhTlGABnA9Wcc5845xY75/oE3+LAU8RjMAI4F9gELAMGi0h2kE0OKAV9fufcGOB3oD7wkm/zWsB6ABHJBHYBxwfd6ABTxGOQmwHA+0EztBSJKucvIlkichF65W7inDs/18uvAPNF5DPf7y8A94X7F/1QingMygKNgPbAtcDDzrmzg2pwKVDEY3At8C1wCnARMMI5VyWoBgeYgj6/iPRHP+ePwPUemljqFOcYOOduABoDTwfZ3FIhqpx/DiKyE/gYaAPgnHsUjef+K9dmjYGJzrlfgR7AK865LkE2tdQo5DHYAMwRkT0isg2YDzQMtq2lRSGPQX809CUishpYg84Kw55DP79vLAuYCHT3DW0EagM458oCVYHtwbW09CjkMcA5dw3wINBJRA4E287SIGqcv3OuhnPuON/zWKAVsMI5NxCd3SXknuWLSF0RqSMiddBY560i8q4HpgeMoh4DYBpwhXOurHOuItAUnRGFLcU4BuuAON/2JwLnAL8E1+rAUcDnX+mcq+cbc0AnYIXvT6YDfX3PewDzfOsiYUtRj4Fz7mJgJOr4w37dK4eyXhsQRE4GxjrnYtCL3iQRmemcy0TVQxf61rGmish/PLSzNCnSMRCRH51zs4HvgGzgDRH53ivjA0RRz4P/Am8555ahWSL3+e6CwpXDPj/wHvCZL5zlgKVoVgvAm0Cyc241utgdH3yTA05Rj8HT6GL/ZN+5sU5EOgXd6gBjFb6GYRhRSNSEfQzDMIy/MedvGIYRhZjzNwzDiELM+RuGYUQh5vwNwzCiEHP+hmEYUYg5f8MwjCjEnL9hGEYU8v9c4TwDIrl/ZgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + }, + { + "data": { + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, diff --git a/tutorial-contents-notebooks/502_GPU.ipynb b/tutorial-contents-notebooks/502_GPU.ipynb index e74ab8e..9415929 100644 --- a/tutorial-contents-notebooks/502_GPU.ipynb +++ b/tutorial-contents-notebooks/502_GPU.ipynb @@ -7,11 +7,8 @@ "# 502 GPU\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* torchvision" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { @@ -35,9 +32,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "EPOCH = 1\n", @@ -50,7 +45,19 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "RuntimeError", + "evalue": "Cannot initialize CUDA without ATen_cuda library. PyTorch splits its backend into two shared libraries: a CPU library and a CUDA library; this error has occurred because you are trying to use some CUDA functionality, but the CUDA library has not been loaded by the dynamic linker for some reason. The CUDA library MUST be loaded, EVEN IF you don't directly use any symbols from the CUDA library! One common culprit is a lack of -Wl,--no-as-needed in your link arguments; many dynamic linkers will delete dynamic library dependencies if you don't depend on any of their symbols. You can check if this has occurred by using ldd on your binary to see if there is a dependency on *_cuda.so library.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;31m# !!!!!!!! Change in here !!!!!!!!! #\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0mtest_x\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munsqueeze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFloatTensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m2000\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m255.\u001b[0m \u001b[0;31m# Tensor on GPU\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0mtest_y\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_labels\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m2000\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mRuntimeError\u001b[0m: Cannot initialize CUDA without ATen_cuda library. PyTorch splits its backend into two shared libraries: a CPU library and a CUDA library; this error has occurred because you are trying to use some CUDA functionality, but the CUDA library has not been loaded by the dynamic linker for some reason. The CUDA library MUST be loaded, EVEN IF you don't directly use any symbols from the CUDA library! One common culprit is a lack of -Wl,--no-as-needed in your link arguments; many dynamic linkers will delete dynamic library dependencies if you don't depend on any of their symbols. You can check if this has occurred by using ldd on your binary to see if there is a dependency on *_cuda.so library." + ] + } + ], "source": [ "train_data = torchvision.datasets.MNIST(\n", " root='./mnist/', \n", diff --git a/tutorial-contents-notebooks/503_dropout.ipynb b/tutorial-contents-notebooks/503_dropout.ipynb index 89a340c..1627ed2 100644 --- a/tutorial-contents-notebooks/503_dropout.ipynb +++ b/tutorial-contents-notebooks/503_dropout.ipynb @@ -7,25 +7,22 @@ "# 503 Dropout\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib\n" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 1, "metadata": {}, "output_type": "execute_result" } @@ -42,9 +39,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "N_SAMPLES = 20\n", @@ -58,9 +53,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD8CAYAAABjAo9vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8/93Ljvg2d5oywAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -76,7 +71,7 @@ "# test data\n", "test_x = torch.unsqueeze(torch.linspace(-1, 1, N_SAMPLES), 1)\n", "test_y = test_x + 0.3*torch.normal(torch.zeros(N_SAMPLES, 1), torch.ones(N_SAMPLES, 1))\n", - "test_x, test_y = Variable(test_x, volatile=True), Variable(test_y, volatile=True)\n", + "test_x, test_y = Variable(test_x), Variable(test_y)\n", "\n", "# show data\n", "plt.scatter(x.data.numpy(), y.data.numpy(), c='magenta', s=50, alpha=0.5, label='train')\n", @@ -89,9 +84,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "net_overfitting = torch.nn.Sequential(\n", @@ -106,9 +99,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "net_dropped = torch.nn.Sequential(\n", @@ -131,21 +122,21 @@ "name": "stdout", "output_type": "stream", "text": [ - "Sequential (\n", - " (0): Linear (1 -> 300)\n", - " (1): ReLU ()\n", - " (2): Linear (300 -> 300)\n", - " (3): ReLU ()\n", - " (4): Linear (300 -> 1)\n", + "Sequential(\n", + " (0): Linear(in_features=1, out_features=300, bias=True)\n", + " (1): ReLU()\n", + " (2): Linear(in_features=300, out_features=300, bias=True)\n", + " (3): ReLU()\n", + " (4): Linear(in_features=300, out_features=1, bias=True)\n", ")\n", - "Sequential (\n", - " (0): Linear (1 -> 300)\n", - " (1): Dropout (p = 0.5)\n", - " (2): ReLU ()\n", - " (3): Linear (300 -> 300)\n", - " (4): Dropout (p = 0.5)\n", - " (5): ReLU ()\n", - " (6): Linear (300 -> 1)\n", + "Sequential(\n", + " (0): Linear(in_features=1, out_features=300, bias=True)\n", + " (1): Dropout(p=0.5)\n", + " (2): ReLU()\n", + " (3): Linear(in_features=300, out_features=300, bias=True)\n", + " (4): Dropout(p=0.5)\n", + " (5): ReLU()\n", + " (6): Linear(in_features=300, out_features=1, bias=True)\n", ")\n" ] } @@ -158,9 +149,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "optimizer_ofit = torch.optim.Adam(net_overfitting.parameters(), lr=0.01)\n", @@ -175,9 +164,9 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAD8CAYAAAD0f+rwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -185,9 +174,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAD8CAYAAAD0f+rwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -195,9 +184,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAD8CAYAAAD0f+rwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -205,9 +194,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAD8CAYAAAD0f+rwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnWd4VcXWgN+dQk1IAiR0CEiRppQoSG8qTQVEmg0bggVB\n5YoFQdF78UMpIsqVKyCKSFNEOihIEURKEOm9BSFAgARISJnvxzq9JCfJSTnJvM+zn7P39NP22jOz\niqGUQqPRaDSagoRfXg9Ao9FoNBpvo4WbRqPRaAocWrhpNBqNpsChhZtGo9FoChxauGk0Go2mwKGF\nm0aj0WgKHFq4aTQajabAoYWbRqPRaAocWrhpNBqNpsARkBedli1bVkVGRuZF1xqNRuOz7Nix46JS\nKjyvx+EL5Ilwi4yMZPv27XnRtUaj0fgshmGczOsx+Ap6WVKj0Wg0BQ4t3DQajUZT4NDCTaPRaDQF\njjzZc3NFcnIyZ86cITExMa+HonFBsWLFqFy5MoGBgXk9FI1Go8mQfCPczpw5Q3BwMJGRkRiGkdfD\n0diglOLSpUucOXOG6tWr5/VwNBqNJkPyzbJkYmIiZcqU0YItH2IYBmXKlNGzao1G4zPkG+EGaMGW\nj9HfjUaj8SXylXDTaDQajcYbaOGWwyxYsIC6devSvn17tm/fztChQwFYv349v//+u6Xc4sWL2bdv\nn+X63XffZe3atbk+Xo1GoykI5BuFkoKGUgqlFF999RXTp0+nVatWAERFRQEi3IKCgmjRogUgwq17\n9+7Uq1cPgPfffz9vBq7RaDQFAD1zs2HChAk0aNCABg0aMGnSJEaOHMnUqVMt+WPGjOHjjz8GYPz4\n8dx1113ccccdjB49GoATJ05Qp04dnnjiCRo0aMDYsWPZtGkTzzzzDCNGjGD9+vV0796dEydOMG3a\nNCZOnEijRo347bffWLJkCSNGjKBRo0YcPXqUgQMHsnDhQkDclY0ePZomTZrQsGFDDhw4AEBsbCz3\n3nsv9evX59lnn6VatWpcvHgxlz81jUajyX/kT+FmGDl3uGHHjh3MnDmTP/74g61btzJ9+nT69u3L\n/PnzLWXmz59P3759Wb16NYcPH2bbtm1ER0ezY8cONmzYAMDhw4d54YUX2Lt3L6NHjyYqKoo5c+Yw\nfvx4SzuRkZEMHjyY4cOHEx0dTdu2bXnwwQcZP3480dHR3HbbbU7jK1u2LDt37mTIkCEWAfvee+/R\noUMH9u7dS+/evTl16pS3vgGNRqPxafSypIlNmzbRs2dPSpYsCUCvXr3YuHEjFy5cICYmhtjYWMLC\nwqhSpQqTJ09m9erVNG7cGICEhAQOHz5M1apVqVatGs2bN/f6+Hr16gVA06ZN+eGHHyxj/vHHHwHo\n3LkzYWFhXu9Xo9FofBEt3DLgkUceYeHChfzzzz/07dsXkP20N998k+eff96u7IkTJyzC0dsULVoU\nAH9/f1JSUnKkD41Goyko5M9lSaVy7nBD69atWbx4MTdu3OD69ev8+OOPtG7dmr59+/L999+zcOFC\nHnnkEQDuv/9+ZsyYQUJCAgBnz57lwoULmXqLwcHBxMfHu732hJYtW1qWTVevXk1cXFym6ms0Gk1B\nJX8KtzygSZMmDBw4kLvvvptmzZrx7LPP0rhxY+rXr098fDyVKlWiQoUKANx3330MGDCAe+65h4YN\nG9K7d+9MC6YHHniAH3/8kUaNGrFx40b69evH+PHjady4MUePHvWojdGjR7N69WoaNGjAggULKF++\nPMHBwZl+7xqNRlPQMFQ6sxmPGjCMKsBsoByggC+VUpPTqxMVFaUcg5Xu37+funXrZmsshY2kpCT8\n/f0JCAhgy5YtDBkyhOjo6BzrT39HGk3eYhjGDqVUVF6Pwxfwxp5bCvCaUmqnYRjBwA7DMNYopfZl\nVFGTPU6dOkWfPn1IS0ujSJEiTJ8+Pa+HpNFoNPmCbAs3pdQ54JzpPN4wjP1AJUALtxymVq1a7Nq1\nK6+HodFoNPkOr+65GYYRCTQG/vBmuxqNRqPRZAavCTfDMIKARcAwpdQ1F/mDDMPYbhjG9tjYWG91\nq9FoNBqNE14RboZhBCKCbY5S6gdXZZRSXyqlopRSUeHh4d7oVqPRaDQal2RbuBkS6OsrYL9SakL2\nh6TRaDQaTfbwxsytJfA40MEwjGjT0dUL7eYptk6Sc5t///vfdtc3b96kbdu2pKamAuKlpFGjRjRq\n1IgHH3zQUu748eM0a9aMmjVr0rdvX27dugXAlClTaNCgAV27drWkbdq0ieHDh1vqxsbG0rlz55x+\naxqNRpMrZFu4KaU2KaUMpdQdSqlGpmO5NwaX38gtt1eOwm3GjBn06tULf39/AIoXL050dDTR0dEs\nWbLEUu6NN95g+PDhHDlyhLCwML766isA5syZw19//UWLFi1YtWoVSinGjh3LqFGjLHXDw8OpUKEC\nmzdvzoV3qNFoNDmL9lBiw4cffkjt2rVp1aoVBw8eBKBdu3YMGzaMqKgoJk+ezIkTJ+jQoQN33HEH\nHTt2tHjiHzhwIIMHDyYqKoratWuzdOlSABITE3nqqado2LAhjRs3Zt26dQDMmjWLl156ydJ39+7d\nWb9+PSNHjuTmzZs0atSIRx99FBDh9NBDD6U7dqUUv/76K7179wbgySefZPHixZa85ORkbty4QWBg\nIN9++y1dunShdOnSdm306NGDOXPmZPdj1Gg0mjwn3wq3MWM8j2IzaJBz/UGD7MuMGZN+fzt27OD7\n778nOjqa5cuX8+eff1rybt26xfbt23nttdd4+eWXefLJJ/nrr7949NFHLZG1QRwnb9u2jWXLljF4\n8GASExOZOnUqhmGwZ88e5s6dy5NPPkliYqLbcYwbN84yM5szZw63bt3i2LFjREZGWsokJiYSFRVF\n8+bNLQLs0qVLhIaGEhAgpouVK1fm7NmzALz00ks0b96cU6dO0bJlS2bOnMmLL77o1HdUVBQbN25M\n/4PSaDQaH0BHBTCxceNGevbsSYkSJQDs9rLM0QAAtmzZYgk58/jjj/Ovf/3LktenTx/8/PyoVasW\nNWrU4MCBA2zatImXX34ZgNtvv51q1apx6NAhj8d18eJFQkND7dJOnjxJpUqVOHbsGB06dKBhw4aE\nhIS4bePxxx/n8ccfByTC99ChQ1mxYgWzZ8+mSpUqfPLJJ/j5+REREUFMTIzHY9NoNJr8Sr6dueUn\nPA1jYzgEQ3W8tiUgIIC0tDTLtbvZXPHixZ3yKlWqBECNGjVo164du3btokyZMly5csWyL3jmzBlL\nOTMxMTFs27aNHj168MknnzBv3jxCQ0P55ZdfLGMoXry4R+9Vo9Fo8jP5VriNGeN5FJsvv3Su/+WX\n9mUyWpZs06YNixcv5ubNm8THx/Pzzz+7LNeiRQu+//57QPbCWrdubclbsGABaWlpHD16lGPHjlGn\nTh1at25t2cc6dOgQp06dok6dOkRGRhIdHU1aWhqnT59m27ZtlnYCAwNJTk4GICwsjNTUVIuAi4uL\nIykpCZBZ3ebNm6lXrx6GYdC+fXsWLlwIwNdff+20Tzdq1Cjef/99QDQwDcPAz8+PGzduWMbXoEGD\n9D8ojUaj8QH0sqSJJk2a0LdvX+68804iIiK46667XJabMmUKTz31FOPHjyc8PJyZM2da8qpWrcrd\nd9/NtWvXmDZtGsWKFeOFF15gyJAhNGzYkICAAGbNmkXRokVp2bIl1atXp169etStW5cmTZpY2hk0\naBB33HEHTZo0Yc6cOdx3331s2rSJTp06sX//fp5//nn8/PxIS0tj5MiR1KtXD4CPPvqIfv368c47\n79C4cWOeeeYZS5tmH5TmfgYMGEDDhg2pUqWKZWl13bp1dOvWzbsfrEaj0eQB2Q55kxUKYsibgQMH\n0r17d4u2ojfZuXMnEydO5JtvvvF627a0adOGn376ibCwMJf5vv4daTS+jg554zn5dllSY6VJkya0\nb9/eYsSdE8TGxvLqq6+6FWwajUbjS+hlSS8xa9asHG3/6aefztH2w8PD6dGjR472odFoNLmFnrlp\nNBqNpsChhZtGo9FoChxauGk0Go2mwKGFm0aj0WgKHFq4mbhy5Qqff/55put17dqVK1eu5MCINBqN\nL5MCnAL2mV5zJ6aIxozvCjcv/3LcCbeMwtwsX77cyfejRqMp3FwG5gJLgY2m17mmdE3u4JumAJeB\nZUA84A+kAsFAN6B0OvXSYeTIkRw9epRGjRoRGBhIsWLFCAsL48CBAxw6dIgePXpw+vRpEhMTeeWV\nVxhkCkUQGRnJ9u3bSUhIoEuXLrRq1Yrff/+dSpUq8dNPP2lfjRpNISMFuT0ZQBWb9Kum9P746o3X\nt/C9mZvjL6ei6dUwpWdxBjdu3Dhuu+02oqOjGT9+PDt37mTy5MkWD/4zZsxgx44dbN++nU8//ZRL\nly45tXH48GFefPFF9u7dS2hoKIsWLcraYDQajc8Sgzx3O8bpCDGl67gbuYPvCbdc+uXcfffdVK9e\n3XL96aefcuedd9K8eXNOnz7N4cOHnepUr16dRo0aAdC0aVNOnDjhncFoNBqfIQFZUHKFP3A9F8dS\nmPG92XEu/XJsw9ysX7+etWvXsmXLFkqUKEG7du1chqgpWrSodSj+/ty8edM7g9FoND5DELJT4opU\nwLMAWprs4nsztxz65QQHBxMfH+8y7+rVq4SFhVGiRAkOHDjA1q1bs9aJRqMp8FREVACuOqRfNaVX\nzPURFU58b+Zm+8uxXZrM5i+nTJkytGzZkgYNGlC8eHHKlStnyevcuTPTpk2jbt261KlTh+bNm2d5\n+BqNJvdIQXYqEpDn4ork/E0vANFtWwacxlnnzfduur6Jb4a8yQFtSU3G6JA3Gl8ir28TZsF6HVlQ\n8oZg1SFvPMc3HyJKI/q03v7laDSaAkF+UMcPAKrmcB8a9/iuONC/HI1G4wazUnUVh/QQZKkwBn37\nKOj4nkKJRqPRZIBWx9f47sxNo9Fo3GBRqk5FNt9uAsWB0pDqr9XxCwNauGk0mgJHRSA4Aa5GQ8hV\nLBolV0MguBFUDMrjAWpyHL0sqdFoChwBKdBtGSjgdBWIqSCvCkkP0C76CzxauJnIasgbgEmTJnHj\nxg0vj0ij0WSZGCh9Cfpfge4XoM1lee1/RdK1g8eCj88KN2/HStLCTaPJf2T5f27SKAlQUPUm1E2Q\n1wCF1igpJPjknltOGGfahry59957iYiIYP78+SQlJdGzZ0/ee+89rl+/Tp8+fThz5gypqamMGjWK\n8+fPExMTQ/v27Slbtizr1q3zzpvUaAo52fqfawePhR6fE245ZZw5btw4/v77b6Kjo1m9ejULFy5k\n27ZtKKV48MEH2bBhA7GxsVSsWJFly5ZJn1evEhISwoQJE1i3bh1ly5bN5rvTaDTghf95Drnp0/gO\nPrcsmRsRb1avXs3q1atp3LgxTZo04cCBAxw+fJiGDRuyZs0a3njjDTZu3EhIiOMoNBqNN8j2/9zs\n4FFhtdo+bbr20MGjt7c+NLmLz83ccsM4UynFm2++yfPPP++Ut3PnTpYvX84777xDx44deffdd73Q\no0ajscUr//NsuOnLa7+UmuzjczO3nFpKtw15c//99zNjxgwSEhIAOHv2LBcuXCAmJoYSJUrw2GOP\nMWLECHbu3OlUV6PRZB+v/c/Nbvrqml49nLHZLolWNL0apnQ9g/MNvDJzMwxjBtAduKCUauCNNt2R\nU0vptiFvunTpwoABA7jnnnsACAoK4ttvv+XIkSOMGDECPz8/AgMD+eKLLwAYNGgQnTt3pmLFilqh\nRKPxAl77n1+9CrNnQ5Mm0LKlR1W0X8qCgVdC3hiG0QZZSZjtiXDLbsgbvWSQN+iQN5rcxCv/88cf\nh2+/hSJF4K+/oE6dDKvsAzbiWoDGAG2QiWBeoEPeeI5XZm5KqQ2GYUR6oy1P0BFvNBofIRvRQrP9\nP79yBebPl/Nbt2DaNJg4McNq2oqgYOCz8kBHvNFo8jlemHpl63++eLEINTOzZ8N//gPFiqVbTVsR\nFAxyTaHEMIxBhmFsNwxje2xsrMsyeREVXOMZ+rvRZIr8oJXx/ff215cvww8/ZFjNC1YEmnxArgk3\npdSXSqkopVRUeHi4U36xYsW4dOmSvonmQ5RSXLp0iWIZPPFqNBZywyA1PWJjYe1a5/Qvv/SounlJ\ntDuyx9bddK339H2HfPMQUrlyZc6cOYO7WZ0mbylWrBiVK1fO62FofIW8jha6aBGkmnbO6tWDgwfl\n+rff5NwDxZJsb31kY79Rk328ZQowF2gHlDUM4wwwWin1VWbaCAwMpHr16t4YjkajyWvyWitj7lzr\n+QsvwJo18NNPcj19Onz8cc72r1W68xyvmAJkFlemAJpCgH6SLTykAHORPTZHrQxF1p3AesKZM1C1\nKigFfn4QEwM7dkC3bpJftqyUKVo0Z/rPwfeuTQE8x+c8lGh8lMvIH34pYkS01HR9OS8Hpckx8lIr\nY8ECEWwAHTpAuXJw//1QxWSWffGiaFLmFHm936gBtHDT5Ab5QXNOk/uYtTLCfoVfB0ON3bmjlWGr\nJdmvn7z6+8Ozz1rTPVQsyRJ5vd+oAbRw0+QG+km28HLsEDzZGeb/F57qDCmJOdzfMdi2Tc4DA6FX\nL2ve00/LMiXAr7/CkSM5M4a83m/UAFq4aXID/SRbeHntNUhOlvN//rFX9MgJbGdtnTtDWJj1unJl\n6NrVev2//+XMGGytwG3RVuC5ihZumpxHP8kWTlauhKVL7dMmTbLuh+UErpYkbRk0yHo+c6a9BxNv\noa3A8wVauGlyHv0kW/hITobhw53T//oLcipyxt69sGePnBcvDg8+6FymSxeoVEnOL1yAJUtyZiza\nCjzP0cJNk/PoJ9m8JS9CSn/+ORw4IOfBwfDII9a8SZNyps9586zn3btDUJBzmYAA2XszM316zowF\nshRLTuM9tJ2bJve4mQzde8LeaJjwNfTpqP/wOU1eGBPHxkKtWhJLDeD//k9mUbffLteGIV5CatXy\nXp9KideRw4fl+ocfoGdP12VPnoTq1a3Lo8eOybUPoO3cPEfP3DS5x6pl8OsyOH8WxgwBv7S8HlHB\nJq9MMN591yrYataEoUNF8JiNqJWCyZO92+fOnVbBFhwsy4/uqFZNlE3M5JBiSVISnNt8LGf29TQZ\nooWbJvfYtMl6fvgwLFuWd2MpDOSFCcbu3fY2ZBMmWD2B2O7BzZwJcXHe69dWkaRnzwzD2tgplsyY\nYdXoTIcUFw8DBw7AW2/Bc8/BQw9BixYiz0NCZAjVW1VE3dMCDh3y8I1ovIVeFNLkHps3219PmAAP\nPJA3YykM5LYJhlIwbBikmWbk990ne19mOnSAhg1F6ePGDZkxjRiR/X7T0uz321xpSTrSrRuUL0/i\nP3Hs/acisWP/JLZWC2JjcXsUKSI6KLacPi0h4tyRRDESdh4kuFMnsasrUiRr71GTabRw0+QOiYni\n38+W9etlOalJkzwZUoHHZIKRYkBMMUjwh6BUqJgIATlhgvHDD/KdgngEmThR9tfMGIYIv2eekesp\nU2Q2F5DN29CWLXD6NDcpRmxobWJLd+LCChFIFy7Yv86bByVLIgbeTz/N6X/PJ4odMDbjbgxDAgv4\n2zwwuIjeZcGfFMpykauEEDx5shZsuYxWKNHkDps2QevWzumPPQbffJP74ykMpMDlRbCsEsSXAn8F\nqQYEX4NuZ6H0w3jv8TYxEerWhRMn5HroUNf7aomJ4tTYHNpq3jzo08dlk7duWQWT+ejc2V6gpKZC\nndKxnL9WjASCMxzm8eMQGWm9uFKjMWFc8egt+vnB+fPid9lMXBx89pmMKSJCXsPjjxHeuy1hN8/i\nh4Lnn4dp0zzqIyO0Qonn6JmbJnf4/XfreZMmMmMD2SsZN85qe6TxGikBsKwbGNFQ5TQWbcmrIZLe\nP8CLN4AJE6yCrUwZGDPGqUhaGqQFFCNgyBB4/31JnDiRiWf7cOiQvRC7cAGuuJA5v/4K7dtbr/1V\nCpfiAz0SbCDC0iLcqlcn5N5mNF6zkzDiCK8fQUSHhiKgXBylS1u9d5kJC4NRo2wSkpKg+cNw84xc\n16snn40m19HCTZM72O63vfACzJ4NGzbILv1nn6W/caHJEjFAfBA0SlpP3dEjKXLxIn+PmwKdu3Da\nX/KzFYzTxD+7znFm7Aou0IULRHC+9fNc+CCMCxfg/AU4ex5iL0BcLHzxJTw7ZIg80Ny6BVu38s3l\n6+w65NkaqeOeF+vXE6GqcIVQArlFeMVAwsMNyyzKMpsyHbfdZl/dGPQcO9c0lYsrlWDCiewtk44c\nCdHRcl60qLgbK1Ei6+1psowWbpqcRyn7mVuLFrK2s2GDXE+bBm+/7droVpNlbsbG0vH116kze7Yl\n7a7HHyQ6dRYxjz7qUp8kLQ0uX3aeRV24IEty7ds762u82OMMPyRutCakE01mzQXoVb48pfv3h6+/\nBiDi2mGgkVNZf39nAVWhgkOh779nLasIJp6QoQMxJmfSQPzBB6WDCxfg7FlYsSLrSk4rVtgbqI8f\nD3fckbW2NNlHKZXrR9OmTZWmEHHwoFIi4pQqXVqp1FSlUlKUqlnTmv7ZZ3k9yoJDaqpS06erlLAw\nlQbqGkHqCDXU7zRXO2isFKgNkyerk6biX3yhVMOGSpUrp5Sfn/UrcXU8/7xDX1u2qMF8nm4d26P7\nG0rNVkol79plSVzo11tNef+ymjdPqXXrlNq3T6mLF+VtpEtSklKhodbGt2zJ2uf1xhs2A+yetTbO\nnVMqPNy+nbS0rLWVDsB2lQf3bF889MxNk/PYLknec49142LYMHjpJTmfNAkGD7ZXRdN4xP798PPP\nJo3Aw3Fc2HCQC1caE0s0F4ggCavN1/2sZCVdaP3KK6TFxsL773PtmmFxyZgRdsuCaWnwyivUoiWN\n2EVEhEHEfY0oVw6KRMDpCKgRAaHlICQcQiKgSDGTB7ZGjajarh2sX8/DaQshoQb0+Shzb3zVKuvG\nXGQkNGuWufpmnn0WPjL1vXy5ROmuXNnz+mlp8OSTViWZChXEds5WU1ST62jhpsl5bJckW7a0ng8c\nKLvxcXFiA7R0qVjCFjKSkkQXIzZWgkQ7vV6Ai+cg9iKEhcKu3dj9c/fsgTfeMF+FAc3d9nW2ZHWL\nfZvfBx9AbCwRd3+OrT+H0FBZqbM9wsMloHW9ejaNffstbNvGq2zj1aKfw5Z9UEOy9iEB1135xLaY\n2A0bZjUd+PJL8WxSMhP2CY4RALIqTGrWhI4d4ZdfRFDNmCFj8ZSJE2H1ajk3DNlPTs9GQJMraOGm\nyXlsZ24tWljPS5YUNelx4+R6wgSfFm6JibJfZXtcuuScNn++/X14zx646y7P+rgaB8zFzjdkxNEt\nwD1u6xQvDmUiIDQcbq9zG2mXu+C3YoVk/ve/dDuXzM6tXxBRuQjh4R6aY8XHi/KEmddegxo1LJce\nRTnq3l00PI4elRnY11+LspEn3LgBP/1kvfbEcDs9nntOhBuIcfnbb3u2irBjB7z5pvV6xAjo1Cl7\nY9F4BW3npslZLl8W1XAQLbSrV+21x86elSUls2+jP/+EqLwz40lLkyHGxclx+bL9a1yc3L9sH8yv\nXYPy5eHmTc/6iPsLQutiebQ8edJGPd0DkmZCEX+g9Rl47RXO/PAHExlOBBeI4ALh9SKIGPU84c1q\nEBHhYjKUnAxPPQVz5ljTOnWCH3/0XKnnrbesGq4VKoh7KZu6KYgMNrD3/nUVCQbRH9PbnzJFbOJA\nHCkfOOCsb++KBQus9nG33w779mVvGTApSZYiL16U62XL4L6uolKagEjrithPBxISxKzF7NMyKkoe\n5HLQWFvbuXmOnrlpcpYtW6znTZo4q0VXqiRP3d9+K9cTJ9rfdLOAUiJwzMLI8ejZU1aibImKEufw\nV65kHEuzX1sIvx/LvycoSO6NnhK7CEJvwzL7KltWxlO2rBzh4abXACh7GspGQngpKFsKIkIhsEgK\nzPkMhoyC6wlUBj7hdXmIGD9elnvTu9EHBsrSWZky8OmnkrZ2rbjHWr7c3krZFceOwSefWK8/+shJ\nKJqjHC1D9tgcAxJYbjwDB8I778gXdviwaByaHSynh+2SZP/+2d/fKlpUxvLxx3I9dTpc6pp+NIWh\nQ62CLShI1P61F5J8gxZumpzF0QTAFcOHW4Rb8rwfSBh5hoTQyiQk4PJo1sxZw3rgQHlovnxZBFRa\nOgEHqld3Fm5mwecJl1choWRMNzo/PzHmvXZNDH3tjlAoEwulgyCsrElA3Y7VY39/mVmZ75F2uNq4\nOrQNPh8Mx3bZl336aREyGQkmM35+osQTHm61Qv7zT/Eis3o1VKnivu7rr1s93TdrBo8+6rKYOV5n\nDLLHVhLnyQ/BwbIkaBaWEydmLNyuXrV3ut23b/rlPeW556zCbeXP0DkGIm0+/KtYvjMWzRPnz2am\nTnX+UWnyFC3cNDmL7X5by5ZMny6rk089ZVOmSROer7CEWefu41ZqUcjANOijj5yF29mzopPiCZcv\nO6eVLi0TEpD7bViYpIWFQlgChJU0XQdB9QZYw8aY1tdOnZK9LacJxClgKRJqxhFz4FZ3ltTmjavU\nFIg5DMs+gxVf2E8t69WDL76ANm08e/O2GIbMmsqWlb0upWRZsGVLEXDm+Gu2/PKLLF+amTw53WVE\nc7zOdHnpJRFqaWnS/p494mDZHT/9ZJ0qN24s4XS8Qe3a0LYt/PYbpKXCtpkQ+bY1PwT5zv44YR9V\nYMAAePxx74xB4zW0cNPkHMnJsG2b5XLVrfYMGiQPyHbCDTDubMitc0U9atbVDCsszP66ZElJc3U0\naOBcf/FiWZkKDXVwUOGhcHLrhCIznvnT0kRtcu9e+Ptv+Otv2Pw3nDsAKQ4xwQKLweh3YcRr2V8K\nGzxYJPdjj8l3dvo0tGolS5R33y2zzBjgSgq8OMxa7/HHs65+b0tkJPTqBQsXyvWkSfDVV+7LO2pJ\nepNBg0S4Aaz+H/R+00F4p8BLA2SaDrIM8MUXWu0/H6KFmybniI62allERvLBF6JYcuWKOLC1DX4c\nVK8arAQ7LEPhAAAgAElEQVQ/UgkmnqCQAILKBxEUhOUoGQSUhIimInNsl7g++gjGjhXhFRqa+fu9\nW9eW2Q0b40ptUCm4HAN/74Uzf8PZv0WY7d0rWoAZcUcXmPkZNKmRcVlP6dNHPryePeH6dVHz7NAB\nZi+G651k72njl3DwbylfsqR3XaYNG2YVbnPmSNsREc7lLl6ENWus195akjTTqxeEloYrl+HCCdi9\nFhrfZ81f+j5Em/aR/f3hu++gVCnvjkHjFbRw0+QcNvttG2s+xaa1cr5ggb0+AsD7Yw0+qPYlRV95\nHgOgTA3Ye8iijn0ZWQU07+8vxX5/31ZQehWPdNqxV7O0Va28GAfrL8P1OLh1CWIOwcm/4bpnnugt\nVKgMNRvCo8/C0z0hMAdmCvfeK56Ju3YV4Xb9OvTpSuoLczjXriPll4+y3jC6vAXlvOjsukULsYf4\n809Zcpw2zbWt2aJFVs3aFi0kqrY3KVZMDLInT5TrVV9ahdsfG2Dlh9ay778Pzd3bFGryFm0KoMk5\n+vQRSQZ0rXeCFfvkRvTMM2JK5MT16xIOxbwp9sMP0LOn52rlOYG589RkiP4ODm6BhDiIMwksP5Mw\nu3o1YzVLTyhbVvabGjSwHvXqyXQ0t9i/XwKNnhHP9sowuFD/Lsr9LUvMCRUjuTVqP6W7FvOO52Uz\n331nVU4pV05sJIo6LFW3b281/P70U3j5ZS8OwMT+/VZrdb8AGHcGCIRxd8Jlk7f/du1EwzSXPepo\nUwDP0cJNkzMoJXZDMTHsohFNEO0+Pz/RWahVy029t9+Gf/9bzlu1go0bM9z26o5377F2pKXBzAXw\n9jtw3kONFU8oVUoEV/369oLM1VJcXnD6NKrdfRjHDjhl/TZ+Eaea9KJ/BQio68U+k5NlCn72rFzP\nmiWzKDMxMfKbUkp+SGfPioFhTtC6tcQgBBj+H9j/J6z8Qa5Ll4a//sqTME1auHmOXpbU5AynTsnN\nCPhPwCiZAQG9e6cj2ABefFFstZKT5eaybRsJd9+drW0vC2bFCHdGubYoJRqDb74Ju3a5KeRAcLBJ\npTLMRt3SQZulalWZmVWunL+VEKpU4ezijQT26Uq5A39aki82bc+11j2JT4SYUl5+qAgMFM1Js8eP\niRNhwBNwzpDvbP4C6+y4XbucE2wgiiVm4TbtfXsL/RkzdPxBH0ALN03OYDIBOEhtFqb0sCTbeipy\nScWKYpRrDtMycSJBc+d6tO2VLo6bdq6Mcs1s3SoDNS9/mQkNhVdeEdVzRwHmpGbp+1yrW5atn/3C\nA2/0InzHWlKLFufvVyfDDQP/4nC9XA50OmiQ7GXdvAm7d8Po36ByO/nOZueglqQjvXuLkfaVK/aC\nbcgQn3YRV5jwwM+NRpMFTMokH/EGyvQz69oVGjmH7XJm+HDr+YIFVDx1imBkj82Wq4h8cuWc1w6z\nwbSBrG1WNL2abdVMs0r27RNtwXvusRdsxYuLsDt2TCJM9+8PnTuLGnytWrJPVsAEG0BQACQ2C+aP\ncSv4Y/QyNkzZSXyI2J+lNoCSOfGWS5e2X4pcNVG+K7/jcHyrpPkHwEMP50DnNhQv7my7Vr++syaU\nJt+ihZsmZ9i8mVNU4RusN4i33vKwbqNGooYOkJpKwJQpdEOUR8ymZadN13aunNwRg8zYQhzSQ0zp\nf54SDx8NG4rBm5mAAHlSP3pU9gEdjekKOBWB4CC40j6ACy92JaHz7XA3XG0j6Rk+VGSVV16xnu/6\nGWKOwKZ51rS690Oi43Q7B7A11DZH1S5ePOf71XgFLdw03ic+Hv76iym8TAqBgDjQsI12kyGvvmo9\n//JLSsfH0x9RHmljeu2P84qiS9zZql27CD+8Cm1riSslW59d/fqJ1tznn7sI/1w4MPuHVP5wOhxi\nqsir8vfwoSKr3H47tO4i50rB0k9ho82S5F39MrHRmg0aNBCD8pYtRXM3Pa8pmvyHNyKeAp2Bg8AR\nYGRG5XUk7gLOmjVKgUqghJpY4SNVqZJSK1Zkso3UVKXq1LFGNp40KevjOamUmqpU8s9KnVyj1L5l\n8SruifdUWvFg+zDRoFTnzkrt3Jn1vgogyUo+wn2m1+Tc6PSbVdbvJLCo9bxIMaU+vqosYcQLGehI\n3B4f2Z65GYbhD0wFugD1gP6GYdRLv5amQGPabyvJDYb1OMHRo3D//Zlsw8/Pfu9t0iRIShXXJPuQ\n1xQ3dR2pCJfLwLwSSZxcO4XIx2oQOns0xs14a5lmzWDdOvFK37hxJgebs6SQtbftLcz+IeuaXnNl\nd7HvvVDJdBtJtgm5cGc3iCiVg2uimoKCN36ndwNHlFLHAAzD+B54CPkvagojDsFJHe1wPebxx8Xu\n7dIl8bk4YjHc/nDG2o4OpJw6RszW//LwzBkUu3rRLu9KnboEj/s3/g89lC9V8zOj5FmgCDTg9WEw\nfJB9evP+ObwmqikoeGPPrRKyv2/mjClNUxhJTRVVejOZ2mhzoEQJUegws3JC+tqOtqSkiPf4zp0J\nuO02Gkz6PzvBdrNSFXZ9NZO5e/dwtkePfCnYPFXyLLA8/5h9CJ+SQfBh1wIu1TXeItcUSgzDGGQY\nxnbDMLbHxsbmVreaXObG9n0MvDaZ7TQVRYzMhJh2xYsvWr0gH/4dDtgITrO2Y4xN+ZgYsZOqXh16\n9IBVq+yau1mlCnsnTODXI4c48/RA/Pz9c0U3IStkpOQZ41SjgFG8uEQsMNOzBwRrbUWNZ3hDuJ3F\n3jNSZVOaHUqpL5VSUUqpqPDwcC90q8mPfDXhKl8zkLvYzjNFv8n+jKh8eeg6wHq9ZKJ9vj8QnyZ+\n/nr3Fg8go0db/CKC+EY82bUr25YsYe3x4xwbPpy0YsWATBiB5wHZDUhQIPjXv+DBB8VJ8tixeT0a\njQ/hjZXrP4FahmFUR4RaP2BA+lU0BZFbt2D8UmuAyyZNvLTUN3g4LJ4l578vhPMnoFwkxF+G1bPg\no2lw3EUo6/BweOYZUgcNYkP16i4dL3tkBJ5HeBqQoEATHCzLyxpNJsm2cFNKpRiG8RKwCnmgnKGU\n2pvtkWlyhMy4V8wsc+bA6RuyRxLBeZ4eGuSdhjveAfU7wd61Yov29RsSrHPTPHtNOjNt28pyVs+e\nULSoxV5rGbI57KiYkV91EyqCxTOLLwlljSY/oKMCFCJyUvMuNRXq10nh4FERFf8JGMXI66OyHyXa\nzPwV0Ler+/xSpcRt0+DB1nAlDpgF+3Vk1uNNwZ5TFFptSY1LdFQAz8nv/22Nl3DUvDNz1ZTuaUw0\ndzO/H3/EIthCuMKQu7Z7T7AB9L4f6tYVryG2NG0qGpX9+kl06HQw22v5EqWR78bXhLJGk9fo/0gh\nwax55xgTLQSrv8aMbvzuZhFdlTUEG8BLfEZIW088JGcCPz+YPBkeeEDO+/cXoRZV8B9ifVEoazR5\njRZuhYTsat6lN/Mbt8oa8qw4N3iFydBiRrbG65J774W4OIl+7M1ZoUajKXBo4VZIyK7mXXozvx9t\nZm3PMZ1wLkrYmJwgj7yy56Qijkaj8T76/1lIyK7mnbuZ375NcHSjnAeQzOt8LME8bT1L+DhaqUOj\n8T10yJtCgiV8CVmLieZu5lc8GOp1lvMnmE0VzmTP5VY+o9C7wNJofBQ9cytEZEfzzt3Mr/SdMHIF\n1G0zjLIbTYE+W7Tw4qjzFm8o4mg0mtxHC7dCRlY179I1hFaK0vu+BS5J4QI0c9MusDQa36RwCjet\nHZAl3M78Dh2SsDQApUtD7dp5NUSvo11gaTS+SeG7pfu6dkAeC2bzzG/9elGIDCiKJTgpIEuSfq63\ncn3xmUK7wNJofJP8fm/xLt5y05FX5BPBfOqUmJyFh8Nrr8Hwfb9bNZPcLEnmk6FnGm/5pfRFwa7R\n+DKF6//ly9oB+Ugwf/KJxAI9d04ctr8Wu8ma6UKZJB8NPUtk1wWWrwp2jcaXKVymAL6sHWASzCmh\ncKo47AuS15RQMhe5MgU4BewzvWZSl/3CBZg+3Xr91kvX4MABuQgIgLvucjd0nw66aV6OrWt6zcyM\nTZsSaDS5T35+YPY+vqwdkACXS8CyihAfAP4KUg0IToFuF6G0J4I5m1OI69dh5Ei4eVOuGzeG+4tv\nsBZo0sSlBxFffqbILr68WKDR+DKFa+Zmqx1giw9oB6QEwbLKphlAIlRMklcDSU/JSDBnYwpx5Qp8\n8AFUqwYzZ1rT33oLjC02yiRu9tt8+ZkiuxRmwa7R5CWFS7hl101HHhJTEeKDIcRBMIdclfSYjARz\nFtYGL1yAN9+EqlVh1Cirtj9Ahw4SC5TNm62Jboy3ffiZItsUZsGu0eQl+fh2nkP4aICshADwrw/8\nCcRiXVYsIenXMxp/FqYQv/0G48bZp0VGwhtvwFNPgX9aMmzbZs10I9x8NRK2N9CmBBpN3lCQ7yvu\n8cEAWUFAahDQBtk7SwSKAaUh1d+DGUAWphC9eokP5IMHJU7om29KTNDAQFOBbbsgMVHOIyOhovtb\ntY8+U2SbwizYNZq8RP+3fATLDMAfQsKt6R7PANKZQuy5Av95A/oPkFigZvz9YcIEUSDp2dOFbfbv\nGe+32eKDzxReobAKdo0mL9H/Lx8h2zMAFw1sOwofroUlpkCjR45C9+5gGNZqXbum06YH+20aobAK\ndo0mr9DCzYcwzwAu/vknxqZN+FWpQtjttxNQsyYUK+ZRA1e6wNbl8Mk0WLvFPvvPP2HHDoiK8mAw\nSmV65qbRaDS5ReEVblOmwJo1MHo0NG2a16PxmIDDhynfpo11rwtkqlW9umyQ3X67/Wu5cvxnnMHG\njbBnD5w547rdnj1Ftd8jwQZw8iTEmFQsg4OhQYNsvS+NRqPxJoVTuO3dC0OHyvmWLXLXL18+b8fk\nKV9+aSfY0jA4rqrz97EG7DnWkHtWbKEjE63lQ0JYq9bw6zVnzyF+ftC/vyiK1K+fyXHYztqaN5cN\nOo1Go8knFE7htm6d9fziRdFrX77cfrMpH5Jy4xZ7/reDLQxhJ03YE3QPe69Hcl1ZVR2HMpmO/Gqt\ndPUqDdnMr4hwK0ISddlP6+I7GDYmlNtG9Mrc+zZ7AP5Z77dpNJr8S6EUbmmbN9tbr69cCZ99Bi+/\nnFdDSpclS2DSJNi2xY/riTaCK8G57J7qD0HL7eLv8eBBiI/ncb6hBb/TkD3U5AiBpMBN4A3g51bw\n+efQsGHGA7F137XJRrg11PttGo0mf1HohNtloOimTU5mXWrECIwOHbKwPucdUlNltfT0aejWzT4v\nLs482XT9dYWHi2xq2BCaN4+Eft9IhlJw7hxNDxyg6cGDcKACHKwmWiMXL0qZTZvESeTw4bL/GBTk\neoC27rvKXIOYPZJu+MGlZpJf6H5NGo0mv1KobkcpwLpTp3jYpFWRUrIk12vWJGT3boykJNSAARjb\ntkHRojk+lrg42LpVtvy2bIE//oD4eAgNFTdXtjZl99xjPa/EGVrwO83e6sid7cvQsCGUK+emE8MQ\nw+qKFcVflpnr12HsWGvsmtRU+PhjmDsXJk8W623HpUpbD8C7/oC0NEmPbAgppbQHYI1Gk68oVL4l\nY4BgG9usuObN2TlnDqkmNXrjr7/g7be93m9KCqxeLa6s+vSBmjWhdGmxIRs7FtauFcEG4qT44EH7\n+rVqwYI+CzhFFc5QhfmdpvPah2Xo1CkdwZYeJUvKYHbvhrZtrelnz0Lv3jKwI0fs69i67zpgo0xS\nt6X2AKzRaPIdhUq4JQCVNlkDa15u2ZKE+vXZN368tdAnn4i0yQJKiXwwCyozhgE9eohW4oIFcPSo\n6/oVKsikKdXBTZaRlkrvra9TBZMe/7PPZml8TtSrJ+ud33wDERHW9JUrRbX/vfesmpm27rv22+y3\n3d5CewDWaDT5jkIl3IKAcjYzt8utWgFw4sUXOdmli7Xgk0/au8B3gVJw/DgsWiSTvS5dxJqgcmVY\nscK+rL8/NGpknxYQIDZlL78M330HJ06IYFy0yIXJ2C+/wKlTcl66tEhKb2EY8NhjMl188UXrcmRS\nEowZI4NZudLqvisuFQ5utdav3FJ7ANZoNPmOQrXnVvHqVfz2iCKE8vMjrnlzAK4aBttmzKBqw4YY\nFy+KcfLzz8s0y3SzVwoOHxY58+uvsH69VSfDkZ07ZfnRlt694c47JZ5n06ait+Lx1t7//mc9f+KJ\nnNkTDA0VjdGBA+GFF8RdCcg0s0sXeQPvToQll+CmaWoaUgHKVNMegDUaTb6jUN2SArZutShCXLzz\nTk4HB1v8M3YsXx5jxgx48EEpvGgRzJolNnDIpOaLLzLuIygIbt1yTn/11SwOOjYWFi+2Xj/zTBYb\n8pCoKNFwmT5d1lGvXJH0hQtlStrCRu2/ZUsYYBSyX5FGo/EFCtWypK2j32ItW9IG6I74aywNXGj2\nAPM6fsl0THtaQ4daNshceegqVRJa1YfXu8Hc6bKyd/WqeNL3Gt98A8nJct68ee64ufL3h8GD5Q09\n+aQ1/fp1WLPaet2phRZsGo0mX1K4hJuNMklwy5ZUvArRS+D1YVhU6vv98hxv+49DASQkwKOPQnIy\nHTpAqVLQuSk89gq8vRA+2gT9v4M7RsJ9wVC7houwMNlBKfjqK+u1txRJPCUiQmavv/3m2v5PO0vO\nXyQni61irVqydG0YMus/cULOBw70bn+RkXLkJ8aMkfe6fn1ej0STxxQe4ZacLMZkwBVC6DvnQUqX\nhoceEtOuv/+2Fo1NLcNe/zvl4o8/4IMPqF4dLkTDgHFw/xPQrApUugVVEsEoAcvKQEqMl8e8dSvs\n2yfnJUs6b+TlFm3awK5dMH68jAPkpuaoJaPJWz75BN5/X+waX39dBN3tt7svP3CgCIITJ1znt2uX\n713SFUoMox6GMR/DuIBhJGIYBzGM9zCM4pls5yMM4xcM4zSGcRPDuIxh7MIwRmMYZdKp549hPIth\nbMAw4kx1j2EY8zCM2m7qPIlhbMMwEjCMqxjGegyjewZ9DMcw/rIZ23IMw2Nff9laVDIM4xFgDFAX\nuFsptT077eUou3fDjRvspR49ApZyZGkJpyIBAbLy17EjhCQ+Bx+9JBkffAD338/5si2ILwJVUuzr\nhaTA6SIQk+SZHbPZPWMCosHpNnClrSJJv37ifT+vCAyUG2b//hJNoUMHKFIk78ajcWbpUtn0XbPG\n/rtJTob9+yEkxH3drPDLL95tT5Mh7cXo5k8gEFiIRGfsALwLdMQwOqJUkofNDQd2AmuAC0jbzZF7\n+iAMozlKnbarYRhBwE+mPqOBr4FEoBLQGqgNHHKo8zHwGnAGmA4UAfoBP2MYL6PUZw7lDeB7oDdw\nEPgM2TnqC2zAMB5GqZ8yenPZ3TH5G+gF/Deb7eQ8mzbxIz14gtkkpFiFRNOmIsw6dIBWrawTE1IH\nw5b5sGGDKKE89hg3VkTjn1rKZfP+qXDdA1svW/eMjgFHS9sWvHYNvv/eep3bS5LuqFTJ+8tbGu8Q\nEwNlyjg/dAQGpj+Dyyq33eb9NjXuSU1lOkQCxYCHUGoJAIbhB8wHHkYE1jgPWyyFUolOqYbxIfAW\n8CbwgkPufxHBNhilnO/7hhHocN0CEWxHgbtQKs6UPh7YAXyMYSxFqRM2tfohgu13oKNljIYxDdgE\nTMcwfkUpB4tie7K1LKmU2q+UOphxyXzA5s1E04gERLCVKAHz58P27fDRR3D//TaCDUSp4ptvrE+7\nx49T+cOhpJbA2RvHdUgtASUjSBdb94xVkBlbFdP1MlO+hXnz4MYNOa9fH5o1y/x71mSP+fNlSTYk\nBIoXl43Z//xHbADNJCaKGUVEhLiiccWQIbK8t3SpffqBA/KgUKWKCKRy5WDAAGcXNWBdQjx2TGIR\n3nGHjKldO2ve8eMSZ88w5DDvh7naczMM+PprOa9e3b6Oufxvv1nLmo927axtuNpzmzVLys2aJQ4C\n2rWTFYdSpcRp6v79rj+jQ4fg4YchLEz+iC1awLJl9u1ll19+gc6dxVa0aFGoXRtGjhQtMEeOHYNB\ng8SdUPHiUqdhQ1G0srWBvXULPv1UbHzCwuTGEhkp+x1ZdAbhlt9+4zYRbBssgg1AqTTgX6arwaaZ\nT8a4EmzCfNNrLbtUw2gCDADmuRRs0mayQ8pg0+uHFsEm5U4AU4GiwFMOdYaYXt+xG6NSfwLzgHBE\n+KVL4dB1Uwo2b2Y0i9hFY/6udD+LlxfljjsyqFe1quj/DxgAQNA3X1P/3m6crv4IIbFYpl5XQyC4\nPlTM4NO0dc9oSwiytmDnntF2SfLZZ/XeR27z1lsiyMqWle8/KEhMId56C1atEn9qRYpIBPS+fSXO\n3ooV8MAD9u0kJcmDSrlycmM1s3KluKNJTpY6NWtKJNkffpCb+rp1csN05JVXYONGERRdu8pD2F13\nyQ110iQpM2yYvIaGun9/o0eLssnu3dKmuWxoqByjR4tAOXlSzs14qkCydCn89JPYSA4eLHvHy5eL\n/eS+ffK5mjlwQIRZXJy8rzvuEOHSs6e8R2/w3//KQ0bJkvDII/Iwsn69PNn+/LNoUps/g3Pn5DO9\ndk36f/hheYg5flweeF96SWbIIA8Mc+eKFvMTT4ggjIkR5bWVK6FTJ++MH8TAVljplKfUMQzjELIs\nWAOZKWUV84/4L4f0AabXuRhGiKlcFeAS8CtKOfjsA2SW53rMsAIYZSojPzLDKAa0AG4AG93UedxU\nZ2a670Iple4BrEWWHx2Ph2zKrAeiMmhnELAd2F61alWVqxw9qpSIOHU1uJK6eD4lc/Ufe8xSPzU0\nVC08fkpNvajUtBilpl5UanaKUpc8aGavUmqaUmqJi2OaUmqfueDu3Zb+VJEiSsXGZm68muzx++/y\n2VepotS5c9b05GSluneXvA8/dC7/8MPObc2fL3mvvmpNu3xZqdBQpcqUUWrvXvvye/YoVbKkUo0b\n26c/+aS0U7GiUseOuR53tWpyOHL8uNR98knXbR4/7rq9tm0l3x2u+ps5U+r4+yu1dq193siRkvfR\nR/bpHTpI+uef26cvX279H8yc6X4ctoweLeXXrbOmnTgh/6PgYKX277cvP2SIlH/uOWvap59K2qRJ\nzu0nJCh144acX7milGEo1bSpUiku7ikXL9pfz5wp4/P0cHzPvXubP4+Hlav7LCw15Xdxme/ugNcV\njFEwUcFGUxu7FYQ7lPvNlDdUwUXLdyNHmoKpCvxtypc05cW76besKf+8TVp9U9oeN3WiTPl/ZPS+\nPP8A0hdcGQo326Np06bOPwQvs3SpUr16yf1IzZ5t/RLuvz/zjV25In9is4Br316dTE1V+5RSJ5VS\nyR42c1IpNVW5Fm5TTflKKaWGDrWOt2/fzI9Xkz2efVY++//+1znv4EGl/PyUql7dPr12bbmBXnJ4\nzOnWTdravduaNmmSpH32mev+hw2TfFvBZxZErm64ZvKTcHv0Uefyx445PwScOiVpNWsqlZrqXKdT\np+wLtw8+kLQ333Quf/myCL1ixZRKTJQ0s3Bz9f3bcvWqlGvRQqm0tIzHZv48PT3atrWvf++95rxO\nyvWNf44pv7/LfPfC7R+HvlcoKOei3H5TfoqChQpuVxCkoKOCw6a8MTblK5rSzrjpN9CUn2ST1sKU\ntslNnVqm/IMZva8CZwqgFHz4oaz0/PAD/Otf2Nm3Zck2KyQEvv3WYsTmt24dVT/5hLrIMqKna7tm\n94yOK/xXsXHPmJgofZnJL4okhYmdO+XVNkyQmdq1xYHo8eP2ezVPPin7L7ZKQOfPyxJm48bYrYFv\n2SKvu3eLXZbjccikbOZqf+ruu7P8tnKVqCjntCqmBfk469YL0dHyes89ro1ETf5fs0V632dYmHw/\niYmyPAripSgoSNwSPfywLDnv3Ss3F1tKlZIbze+/i1nM++/LcrJ5r9yR9eszI9pyz1ZPqfIoZQDl\nEQXBGsAu0x6bLeYv6ADQF6UOoFQCSv2C7IGlAa9iGPlCjTpbws0wjJ6GYZwB7gGWGYaxyjvDyhoJ\nCbKc/s471t/hokVwZYPN0nFW/yytWok7KjNvvy22X5kgANGKVFj32E6bri3uGRcvhsuXpUJkpOs/\npCZnMQutChVc55vTza7JQPZb/PysShoAc+aIkomtlxewKiRMny6RFxyP5cslP8FFqPXy5TP/fvIC\nV/t9AabHQNuwF+bP2l3spizFdHIgs99ntWqwbZvsia5dK35mGzSQ9E8/ta87b57sSd68Ka8dOsh+\n3OOPy8ONN7Gacriz6TCnX3GTnz5KnUepH4H7gDLAbIcS5nZ/RqlUh7q7gePIc3pdU6r56S8z481K\nHZdkS6FEyQfxY3ba8BZHj4qzfFtj7HbtYP6XVwitbfJi7++fvSff0aNFkeDPP0UR4NFHRd2yhLPN\nnDtKI+6+YhCly5I42LnZKpI884yXXZ5oPMJ8E/nnH9fq7ufO2ZcDmc116CA3wwMHRPX+669FDX/A\nAPv65nq7d5OxVpMDBU2xqJTJtMadIPCGgLD9Pl152nH1fdatK4IrJUW+p7VrRUv1lVdEKcXs47V4\nceuM+/RpMR2aNUtWX06cEOUfM7NmuTeYd0VkpL2Ga5065jPXhtJW7cZDbvI9Q6mTGMY+oBGGURal\nzC7iDwJ3416wmKfkxU3tXMcwzgKVMIwKKHXOg/EeRSykamAYASjlqILs+XvM1Nqslw5v7LklK9mj\n2quU+maVUmFh9nP6oUOVunVLyeabOfGuu7Ldrzp4UKkSJaxtPvigaWPPC9govig/P6VOn/ZOu5rM\n8cwz8h3873/OeYcPu95zU0qpb7+VeiNHKrVrl/X34cj48SrdPTdXZLQ/plTm99yeflrSjxxx3Z5Z\n0cOVsoS7/sx7bu72yBz3kk6eVDm+5zZ2rKS9845z+bg4pUqVst9zc8eGDdJO9+7pl0tNlfcD9kol\n2d1z++UXc95vynkvqoYp74QCwyk/swecN7UXZpP2hCntGxfliyq4Ysovb5M+25T2lIs675vy3nNI\n34GfDxcAABcnSURBVGBKb++ijvv2HA6fnBZcBuYCPysY9TE80cW6jF+0KMycKS61AgOxc5bsFV+I\ntWvbL00sWSIqxuZ10OwwY4b1vHNnmQ1ocp+nn5bXDz6QqAxmUlPFS0tamuvoDL16yUzk22+tdlmu\nDN6fekqW7d57T5a/HElLy539FrM6uzlWYGbzvUHVqrLEcuSIqOvbsnKld2zFHntMbgZTpjhHmB81\nSlT+H3vMGkpqxw7Xtm/mWaR5pSY2FkwhtOy4fl2WlAMC7A3qs7vn1rYtR8UbSBsM40FLuhhxf2S6\nmoayuRkZRiCGcTuGYb8EYRi1Ter8OKT7mYy4I4DfsbVNg0XIolNfDMNxCWwUsmS4DqX+sUmfZnp9\nG8MIs+knEngRSMJZpd8cf+UDk2mAuc5diJeSWNNY0ifbEj4LR3ZmbslKqdlKqf9dV6pNf/tfQ1gl\npTb/4VChTRtrgQULstyvE//6l33no0Zlr73kZFHzNrf3ww/eGacma5i/34gIpV54QakRI5Rq0EAp\nUNWKxqhq1dxox5lnfYGBouqflOS63Nq1oqVnGDI7eeUV0ZJ8+GH5HRQtal8+J2ZuK1dK+m23yfsd\nO1apKVOs+dOmSX6jRkq99Zbkz56dfn/pzNwsypeOM5K9e8U0wjwreustpfr1k8/woYck/euv3b9v\nW1zN3JRSaupUSQ8Olu9o5Eil7rlH0m6/3V7L9ZVXZCbXqZNSzz8vZR95RNKKFhXTD6Wss/OGDUU7\ndORI+a1Uraosy0depr1oLF5XcEvBdwrGKfhTmTUMoaiyn+lEWmZ09unDFNxUsEbBlwr+o2CGgqOm\n8ucU1LOrI/XuVZBkOuYq+FhZzQfOK6jlos4npvzTSswNpiqrKcFLLsobChaY8vcr+D8FXylIUKKp\n+ZBTHReHzwk3szr9vHilqjW0yoK6LZX69zkbdXql5MZSrJi1UExMlvt1Ii1NqSeesBdwU6dmvb2f\nf7a2ExFhWlPV5Clz5yrVsqVSQUFyU6tXT6kPPlDVqqa5lCFKKaU2brR+jy+9lH77x48r9eKLsoRV\ntKjceOvUEbvKH3+0L5sTwk0ppT75RG7uRYpIGdv6KSmiPl+9ulIBAZLftq35xXvCTSmxP+vZU6mQ\nEFn2b95cthTMS7iOn4c73Ak3pZRatUrU6UND5f3edps8tMTF2ZfbulWpwYOVuuMO2e8oVkzKDhwo\ndohm4uKUeu89pdq3lweSIkXUz6GPqbYhu1Sp4kmqZMk0dffdSs2a5dnQzRw6pNS4cdJs5coi4yMi\nZIUbuh9UUM90879oEjKHdtB4QnGujwa1ANQRUGmg1FAmtXUj3Boo+ExBtKmdlP3UiS/GjVRQqjjX\n5ysX925Q/m1Z92YD/oqN4J+04lxXNTiS3JE1Bx5hXjtXdUz9DTQJ4esK4pXYzHVPp3yAguEK9piE\ncJyC5QpauK3j68LN1hD6v0eUCgpTqvNgpRYlORhCK6XUli3WG02NGlnu0y23binVpYu1D8PI+uzQ\n/IQK8hStybe4kyGFBVfbQZ6QkdmcSwYMkEoHDmS+w1xmyhQZapkyMoEbNkyEEyj12muet9O3r9Sp\nV0+pQYNkQtizp9jFm24RQ5Wz0OlhyksDdRRUnOm6pmNZVweoAFB/gIo31fvWTbl5pvzToD4H9RGo\n5aZ+k0B18KS/3Dh8Trg5GkLPPOPGEFop61MfyCwrJ0hIUKpZM2s/RYoo9euvmWvj3Dm7X646eDBn\nxqrxClq4eVm4pabae4Ixs3at/C/q1ct8Z7nM8eMy+S5d2n5yffmyTPrAupqZETNnKrVzp3P6+vVK\nwS2zEKmg7IVOZVCtQZUyXa/PpHB719TuUHfCDdRdpry/QZVwyHvKlPerJ/3lxuFzCiWOhtBlKsmr\nnSG0GW8rk7iiZEnxo2dW0711S5ymmo1TPeHrr622P23aiNKKJk9RCj77TDTHixWTYAgvveRazwDs\n/fuuXCk6EiEhzpr7mfHdaw6nlpQktpvVq0ud224TXZRbt1yPJTN9pBdv1DHup/k9gvhUtvWnPGaM\n6zY8IS3xFtMqjeWukIMEFUmiZGASd4Uc5ItOi0jzD4SpU+3Kb9wottOVK8v7K19eQlW99559u+fP\ni/5PnTryNw0NlfOBA8V1pTeZMUO+p5desv88w8LEHSnAtGkuqzoxcKDYlTvSti3AtngkZIxdXDOl\nOKMUG5XiWmbHbhhEIQohY3H2J2lLDdPrL0rhaKluDkETntn+cwqfc5xsNoRehhhAO4aNsbwhpXJH\nuIE4gV21Spy/xsRAfLw4jN28GWrUcC5vG9CtpHJ2kqzJc4YNE6XYChXEOXxgoPgB/uMPESruQtkt\nXCjCzewv+ORJa15mfPfa0qePmFb27m0dx5gxYmK5ZIm9AM1qH57QqJGYer73ntgz2yqC2gYLyCyP\nP1uE79KmUuXGOZ71+wojJZkfE3rxAp+zqeMHzGlnDQa1cqX4Vi5VShyJVKokPg/274fPP7f6eL5x\nQ/7yR4/CvfeKMFRKvo+ffpLP0tVfM6uYfRrb+sY206WLfZnskaxMJ25CUGQOw6A48A0Sm20ckJ6X\ni72m1w6GQXGluGmTZw486uVQCNkgL6aL3rRzc+vf8eBB6zJfWJhrGxpv89dfsiFu7rdmTaXOn7cv\nc0mJuudUJZuEw9Zby4eEKHX9es6PU5MumzfL13HbbfZKdDdvip6Do96FUlY9CsNQasUK5zYz67tX\nKesyXq1asrzlahy2yotZ6SO9JVZ3uhneXJb87jtJa9xYqfh4a3pCgvgjBqXmzLGm9+oladHRzu3b\n+hdfskTKDRvmXC4pSalr1+zTMuPPePRo58+kbFnpz9FXspmSJSU/O3/vEyeUgsQ0UNdBWe3PXC8z\nrvdkWRLUZFCJoOqZrttlsOc2wZR/EtRUUONA/QwqGdRcUCXT6y83D58VbhkyY4ZVaHTrlvP9mdmw\nQRbfzX1HRVn/SWY7hm+UdaOwnTXigHp+SO6NU+MWs9/kGTOc89atS1+49ejhus3M+u5VyioMbAWY\n4zjatcteH3kt3Mw22qtWOZdfu1by2re3ppmFW0bb0mbh5uqzcIX5L+jpMXq0ff3AQEl358/BbOWT\nVYXtxERR3DX1P0JldGP3QLiB6mhSBPmXTVq6ws1U5nlQNxw+k+2gOmc0rtw8fG7PzWNya0nSkdat\nxXmu2W3W9u3ifPXWLWtAN7PpZEIc/L7QWvcBvSSZHzD72ZU9DntatRIvbu5w590ts757bUlvHLbu\nTbPTR16xc6f8VVwta7Zt6/weH31UXps1k2XfefMkDJ6rupUqwbhxslT46adim52a6lwWMivasrfH\nmFlSU8VVpdzSlsYBH2e3TcMgFJgF/AF84mEdwzD4FAky+j4Syy0YaA0oYIVh8GJ2x+YtCq5ws40E\n4A3P4pmhRw8JcmpmzRrxSnEtTTYJzfz2HdwyBZqt0hhquAhOqcl10vPlGxBgH2fTEXd+jbPii9lM\neuO4ZqM+kJ0+8oqrV0XxxdUepvk92irC9Ool+luNG4sSR79+EmwgKkr+ZmZKlYKtW+Vvt2OHuISM\nipLvZ/RocQ3rTcxuKd0pHJnTQ9y5A3ZDaqo4T1mwQPZeoecxpVAZ1fOACYhz5IFK4UbkO/Ek8DLw\nqVKMU6LEkqAUm5DApTeBcYZBkBfGl218TqHEI2Jj4eBBOQ8MdB1+I6cZNEgctZp3uL/7DoqXg8af\nAIY8/q2ebi3f4lnxoqzJc8w3oPPnnZUOUlLg4kX3ntHc+TXOiu9eM+fPi5cqV+Mw+x3Oah9+fu61\nLnNDCIaEiEJIcrLJXZ4Nrt4jiEJJt27i5eqPP0TYffEFdO8us7x69aRc5crw1VfyV9u3TxQ6pk6V\nyDRpaTB2rLXNzM7E2rWzn23WqSNjPXRIovfYcu6cjLVy5Uz5WLf4Zl+wQHxvz54N8+d7RY8E+P/2\n7j1GqvKM4/j34aKgWMRCFJCbAl5QA+uKVaolYFqlKr0rmhYqhGIUE6MQG6IlNTFS09j0Yq0RrW2M\nhZgaqIqtlwJBwboYoKhoVbQuCN6KwVt13ad/PDPd2WVmd3Z3ds7Mmd8n2ezMnDPnPPvu2X3mfc97\noY6Y4HhHgWv2UjMuBba6MzHzWrbTyN/b7uzOHjN2AJOA44DNpQq0q9KZ3J56quVxfX3M3J2E66+P\n/zTZWtzyW+GioXD+Inj7Wdi5NV7v2w+mXtJmHIMkpa4umsvWrTswuW3YULhpqz2TJsX6gmvXwvTp\nrbft2xcjR/r1i8no21q3Lpql8sWR22W8K+cYNAi2bcufXBoa8v8svXp1rQzymTQphi6sX39gzOvX\nx3nqCjRoHHpoNMFOmxY/xw03wJo1LcktyyyS/YQJ0agycmSsLJWb3NoOIyhGbnKbNi2aDR955MDk\ntmZNyz7F+vTTqKmtWhWrKd19d8kXCPkzkO83PBSYQczOvxbInVg0M/lmwe7+2dcLfFwqsyRu9PV4\nh5JFi1qax6+9tmfP1ZGmppgvMLfJfv497mdd3vJ8yvejF6VUhA0bvMu9JQtNXr9zZ3Q6GDgwFhbI\ndeWV8d5581q/XkxvydwpF7tyjgUL4vW2i05nf558HUqGDOnaIPZ8HUruvTdeO+201j0JP/wwXoNY\nbCFr3br8nTauuCL2ve22eL59u/uePQfu98wzsd/kyZ2Pvz2vvtr5Qdz79kWv1radTD75xH3GjHjP\n3LmtO3oDDV7E/9hie0vmed/UQh1KwBdntm0HH9hm24LMtjfBe3fmnD31lc6aW1KdSfLp3TtmiX/n\nnfgIDrD8Mjjo4JZ9bpwXC71JRZgyBRYujEnkTzqp9fiyQYMK39Nqz+jR8ItfxOLOdXXxqXzIkLgk\nNm6M5d+WLcv/3hNOiFpHbhyvvBJNc7k1uq6cY+HCqBVcfnnUoEaMiBrexo3RzPfggwfGM3169Jm6\n4II4T9++MffA2Wd3vlwuuSR+npUrW2pWZlGz2rkTLrqopRMJwFVXwa5d8TsaPTru1W3eHE2Oo0bF\nPTiI+2+LFkUtavz4GO/X2Bjn6tUrtpXSmDFwyy0RX319xH3QQTHusbERrrnmwBrdAw/EPcHZs1sW\nkYDoKPPww3G/cfjwaEZt8fNhZiwF1rqzNneLGTlH4fjM92Vm7M88vjNzf6yrbgMuBU4BXjJjNbG2\nWx0wjRhyfIUXfw+vZyWRUXu05vbxxy2TwIL7W2/13Lk6Y9++mIi1bcerceNiEmapKM3NMVdgdk7h\noUNjvsB9+7q2jFlWsXP3urfUdD75xH3JEvfRo+M9Y8a4L11aePmxzpzDPeZ6Puss9/79Y7jAjBnu\nW7cWHgqwd6/7rFkxmW+vXp63a3w+habf+vzzmHP81FMjhv793evqYrm7tsNTV6yIBQPGjo2xY4cd\n5j5hQiwkkPun/vzz7ldfHcccPDjKYdSoaER58smOY+2q1atjIZIBA2L+5/r6whMnZ6+ZtvNZF7ns\n21I/sGbV0XvmtH1PnmNMbW8oAPgAYqquLcR4u8/Ad4OvBJ/c0fHL+WURcHnV19d7Q6EG/e7asCG6\n40N8ZMt2LKkEu3fHR87c1XiXLYPFixMLSSrX1KlR60rgT1QqlJltdvcEeshVn/QNBaikJsm2hg2L\nabqyfckPOSTuFouISEml755bkuPbijF+fAzAWb48Jp0rNDBKRES6LF3Jrbm59TCASqu5ZR17LNx0\nU9JRiIikVrqS244dMSIUoulPS8dIFcsuNSMinZeue25t77cVmi5CRERSLd3JTUREalK6kluldyYR\nEZGySE9y27s3pm2AWHu+0IR0IiKSeulJbrlNkpMnR4ITEZGalJ7kltskqfttIiI1LT3JTZ1JREQk\no3rHuTUBu4EPgN4fxQJcWWeemVBQIiJSCaozub0HPATsB3oDL/wjlu2FWKnwCK0fIyJSy6qvWbKJ\nSGwGjCBWr343p0nyDDVJiojUuupLbruJGtvAnNeez+lMMkHj20REal31JbcPiKbIrOZmeHFjy/MT\nVXMTEal13UpuZnaLme0ws21m9oCZHV6qwAoaAK0WMf/3c/Dh+/H4C0fB8cf0eAgiIlLZultzexQ4\nyd1PAV4Cftz9kDowDDgMyOSzVk2Sx02B4ZosWUSk1nUrubn739w9002RTcDR3Q+pA32ArwMOvAE8\nm9OZZOaUau3/KSIiJVTKe26XAWtKeLzCjgBmAecDjTk1t6+qM4mIiBRRzzGzx4Cj8mxa4u6rMvss\nITrp39vOceYD8wFGjhzZpWBb6QP03gW7X4/nhxwCEyd2/7giIlL1Okxu7n5Oe9vNbA5Rh5ru7t7O\nce4A7gCor68vuF+n5E65dfrp0LdvSQ4rIiLVrVt3qMzsXGAx8BV3/6g0IXWCJksWEZE8unvP7ddE\n38VHzWyLmd1egpiKp8mSRUQkj27V3Nx9bKkC6bT9+2HLlnhsBmeckVgoIiJSWapvhpKsp5+O2UkA\nTj4ZBg5sf38REakZ1Zvc1CQpIiIFVG9yy+1M8mWNbxMRkRbVmdyammDTppbnqrmJiEiO6pys6rPP\n4MYbo2nytdegFIPCRUQkNaydcdc9pr6+3hsaGsp+XhGRamZmm929Puk4qkF1NkuKiIi0Q8lNRERS\nR8lNRERSR8lNRERSR8lNRERSR8lNRERSR8lNRERSR8lNRERSR8lNRERSR8lNRERSR8lNRERSJ5G5\nJc3sbeD1Eh1uMPBOiY6VZiqn4qiciqeyKk4py2mUuw8p0bFSLZHkVkpm1qCJRDumciqOyql4Kqvi\nqJySoWZJERFJHSU3ERFJnTQktzuSDqBKqJyKo3IqnsqqOCqnBFT9PTcREZG20lBzExERaaXqkpuZ\nfdfMnjOzZjMr2APJzM41sxfN7GUzu66cMVYCMzvCzB41s39lvg8qsN/nZrYl87W63HEmpaPrw8wO\nNrMVme1Pm9no8keZvCLKaY6ZvZ1zDc1LIs6kmdldZvaWmW0vsN3M7JeZctxmZnXljrHWVF1yA7YD\n3wLWF9rBzHoDvwHOA04EZpnZieUJr2JcBzzu7uOAxzPP8/nY3Sdmvi4sX3jJKfL6mAv8x93HArcC\ny8obZfI68Xe0IucaurOsQVaO3wPntrP9PGBc5ms+8NsyxFTTqi65ufsL7v5iB7tNBl5291fd/VPg\nT8DMno+uoswE7sk8vgf4RoKxVJpiro/c8rsfmG5mVsYYK4H+jork7uuB99rZZSbwBw+bgMPNbGh5\noqtNVZfcijQceCPneWPmtVpypLu/mXm8BziywH79zKzBzDaZWa0kwGKuj//v4+5NwPvAF8sSXeUo\n9u/o25mmtvvNbER5Qqs6+p9UZn2SDiAfM3sMOCrPpiXuvqrc8VSq9sop94m7u5kV6hY7yt13mdkx\nwBNm9k93f6XUsUpq/QW4z93/a2Y/Imq70xKOSaQyk5u7n9PNQ+wCcj9BHp15LVXaKycz22tmQ939\nzUzzx1sFjrEr8/1VM1sLTALSntyKuT6y+zSaWR9gIPBuecKrGB2Wk7vnlsmdwM/KEFc1qon/SZUk\nrc2SzwDjzGyMmR0EXAzUTE/AjNXA7Mzj2cABNV4zG2RmB2ceDwamAM+XLcLkFHN95Jbfd4AnvPYG\nhXZYTm3uG10IvFDG+KrJauAHmV6TXwLez7ltID2gImtu7TGzbwK/AoYAD5nZFnf/mpkNA+509xnu\n3mRmVwJ/BXoDd7n7cwmGnYSbgZVmNpdYgeF7AJnhEwvcfR5wAvA7M2smPujc7O6pT26Frg8z+ynQ\n4O6rgeXAH83sZaKjwMXJRZyMIsvpKjO7EGgiymlOYgEnyMzuA6YCg82sEfgJ0BfA3W8HHgZmAC8D\nHwE/TCbS2qEZSkREJHXS2iwpIiI1TMlNRERSR8lNRERSR8lNRERSR8lNRERSR8lNRERSR8lNRERS\nR8lNRERS538wMxeFt66dhAAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -215,9 +204,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbcAAAD8CAYAAAD0f+rwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -251,8 +240,8 @@ " plt.scatter(test_x.data.numpy(), test_y.data.numpy(), c='cyan', s=50, alpha=0.3, label='test')\n", " plt.plot(test_x.data.numpy(), test_pred_ofit.data.numpy(), 'r-', lw=3, label='overfitting')\n", " plt.plot(test_x.data.numpy(), test_pred_drop.data.numpy(), 'b--', lw=3, label='dropout(50%)')\n", - " plt.text(0, -1.2, 'overfitting loss=%.4f' % loss_func(test_pred_ofit, test_y).data[0], fontdict={'size': 20, 'color': 'red'})\n", - " plt.text(0, -1.5, 'dropout loss=%.4f' % loss_func(test_pred_drop, test_y).data[0], fontdict={'size': 20, 'color': 'blue'})\n", + " plt.text(0, -1.2, 'overfitting loss=%.4f' % loss_func(test_pred_ofit, test_y).item(), fontdict={'size': 20, 'color': 'red'})\n", + " plt.text(0, -1.5, 'dropout loss=%.4f' % loss_func(test_pred_drop, test_y).item(), fontdict={'size': 20, 'color': 'blue'})\n", " plt.legend(loc='upper left'); plt.ylim((-2.5, 2.5));plt.pause(0.1)\n", "\n", " # change back to train mode\n", @@ -287,7 +276,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, diff --git a/tutorial-contents-notebooks/504_batch_normalization.ipynb b/tutorial-contents-notebooks/504_batch_normalization.ipynb index 71736d6..af96d2f 100644 --- a/tutorial-contents-notebooks/504_batch_normalization.ipynb +++ b/tutorial-contents-notebooks/504_batch_normalization.ipynb @@ -7,20 +7,14 @@ "# 504 Batch Normalization\n", "\n", "View more, visit my tutorial page: https://morvanzhou.github.io/tutorials/\n", - "My Youtube Channel: https://www.youtube.com/user/MorvanZhou\n", "\n", - "Dependencies:\n", - "* torch: 0.1.11\n", - "* matplotlib\n", - "* numpy" + "My Youtube Channel: https://www.youtube.com/user/MorvanZhou" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": true - }, + "execution_count": 1, + "metadata": {}, "outputs": [], "source": [ "import torch\n", @@ -39,10 +33,8 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": true - }, + "execution_count": 14, + "metadata": {}, "outputs": [], "source": [ "# Hyper parameters\n", @@ -51,30 +43,30 @@ "EPOCH = 12\n", "LR = 0.03\n", "N_HIDDEN = 8\n", - "ACTIVATION = F.tanh\n", + "ACTIVATION = torch.tanh\n", "B_INIT = -0.2 # use a bad bias constant initializer" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztvXlwpOd95/d5+kbjvgYzA8xwZsjhMaTEQ2OKFmVblmRb\n0notbeKotEllubaqWC7biZ3EtdZmq3a3svlDjje7karWdnFtZeXEhzayHakUKbYkS3ZsS1zxFocz\n4hycAxgAgxvd6LvfJ3983yZAEEcDjasbv08Vphvdb3c/8+Lt7/N7fs/vcN57DMMwjNYlst8DMAzD\nMHYXE3rDMIwWx4TeMAyjxTGhNwzDaHFM6A3DMFocE3rDMIwWx4TeMAyjxTGhNwzDaHFM6A3DMFqc\n2H4PAGBgYMCfOnVqv4dhGIbRVDz//PPT3vvBzY47EEJ/6tQpnnvuuf0ehmEYRlPhnLtRz3HmujEM\nw2hxNhV659znnHN3nHOvrniszzn3defc5fC2N3zcOec+65y74px7xTn32G4O3jAMw9iceiz6/wB8\naNVjnwK+6b0/C3wz/B3gw8DZ8Odp4Ld3ZpiGYRjGdtnUR++9/2vn3KlVD38UeF94//PAt4FfDx//\nfa/ax991zvU4545578e3OrByuczo6CiFQmGrL20qUqkUIyMjxOPx/R6KYRgtynY3Y4dWiPcEMBTe\nHwZurThuNHzsbULvnHsaWf2cPHnybR8wOjpKZ2cnp06dwjm3zWEebLz3zMzMMDo6yunTp/d7OIZh\n7BVBAMUsVMoQi0OyAyK7t2Xa8DuH1vuWu5d475/x3p/33p8fHHx7dFChUKC/v79lRR7AOUd/f3/L\nr1oMw1hBqQC3L8HkNZgd1e3tS3p8l9iu0E86544BhLd3wsfHgBMrjhsJH9sWrSzyNQ7D/9EwjJAg\ngDvXwAHpLmjr1K1Dj/tgVz52u0L/ZeCp8P5TwJdWPP6PwuibJ4CF7fjnDcMwWpJ8BpbmoFiAxWnI\nzkNxCaJJqJSgkN2Vj60nvPKPgO8A9znnRp1znwQ+DfyEc+4y8MHwd4CvAteAK8C/B35xV0a9B8zP\nz/Nbv/VbW37dRz7yEebn53dhRIZhNDWlAoxegMmr8IO/gYvfhtf/BsYuwtQbUC3LZ78L1BN18w/X\neeoDaxzrgV9qdFDbYoc3N2pC/4u/+Na5qlKpEIutf9q++tWvbvszDcNoUYJAgn7nKoy+BkEVIqHb\ndmkO+k9ArhuO3bsrH38gSiA0TKkg/1alBM6B9xBLwJEzkEht6y0/9alPcfXqVR555BHi8TipVIre\n3l4uXbrE66+/zsc+9jFu3bpFoVDgV37lV3j66aeB5XIO2WyWD3/4w7z3ve/l7/7u7xgeHuZLX/oS\nbW1tO/k/NwyjGVicgqvPQWZKBqmLQiwGsSSU8pCZgWr1wPnoDw67tLnx6U9/mrvvvpuXXnqJ3/zN\n3+SFF17gM5/5DK+//joAn/vc53j++ed57rnn+OxnP8vMzMzb3uPy5cv80i/9EhcuXKCnp4c/+ZM/\naeA/ahhGUxIEctmUMlBYhMBDpSB/fXZWPvqlOYjEILe4K0NofqEvZmXJx1dZ7vHUjm5uPP7442+J\ndf/sZz/Lww8/zBNPPMGtW7e4fPny215z+vRpHnnkEQDe9a53cf369R0Zi2EYTUQxKzGfn4JSEYIy\nuAhEo3ree0i2QyGzaxZ987tuKmW5a9bCuR3b3Ghvb3/z/re//W2+8Y1v8J3vfId0Os373ve+NWPh\nk8nkm/ej0Sj5fH5HxmIYRhNRKkJuTj5552TRV0uAl7D7BBTzkExrf3EXaH6hj8U1I66F99s+cZ2d\nnWQymTWfW1hYoLe3l3Q6zaVLl/jud7+7rc8wDOMQEJShXIFoAopzUM6xnGPqgDCQJHoMoib0a5Ps\n0MZrufBW9025oMdTHdt62/7+fp588kkeeugh2traGBoaevO5D33oQ/zO7/wODzzwAPfddx9PPPFE\no/8LwzBalqh88om2MBJwpWHqgRhEokCgEMtdoPmFPhJRdM2da9rIWB1147a/DfGHf/iHaz6eTCb5\n2te+tuZzNT/8wMAAr776ZmVnfu3Xfm3b4zAMo5mpQnsfLM2He4YOCXyoTbWChuV9jKNvChIpGL5f\nJ7EWR5/qaEjkDcMwdoRIKORz4+BXCnkARKBa0Wati+yaZrWG0INOUFvXfo/CMAxD1JI4F6fh9sXQ\nN/+2g8I9Rg+lnELDd4EDLfTe+5Yv+uXX20g2DKN5qSVxlnJw/UVYmIZycdVBobZVSjJUuwbWjyBs\nkAPr20ilUszMzLS0ENbq0adS28veNQzjAFJL4qwUYOIKjF+BShG5albil3+Saeg/qezYXeDAWvQj\nIyOMjo4yNTW130PZVWodpgzDaBHyGZgfV/GyuQlFAFYraxwY+uSjceg5rr3GwxZHH4/HreuSYRjN\nRakAo6/CrdcgPw+ZacjNg19L6APF1nf0QO9RBZBsMxx8Mw6s0BuGYTQVNZeND+S2mRuHfBZYS+RD\nogno6IfOARg+t2tRNwfWR28YhtFU5DOwNKtKlVM3VPpgI5EnKqEfPgcPvl9++l3CLHrDMIxGKRXg\n5suqNT87Glah3EjkgUQShk7ByLldFXkwoTcMw2iMIIDJK5CdgaCiDNi3RdisxKnkQTyljdhd8suv\nxFw3hmEYjVDMQn5RiU9TN0JrfiOhD6NtvIf2bug+sutDNIveMAyjESplKOZg4rISpNgs96eqeSDV\nBQ+8Tw1Hdhmz6A3DMBohEoP5CbUEdFE2F3og1Qnn3gf9e5NDYxa9YRhGQ3iVN1icrsNtA0ST0NkP\nIw/sWeFFE3rDMIxGWFqEuTE1GNkw0sbJ+k/3QPdRiO6d/JrQG4ZhbJcgUGXKSkkRNC6+qhRxjQjE\nk9AxoF6xybZd6ya1Fib0hmEY2yU7o7j54hLkc+uIPGqQlGyHeEKhlX0jEv49woTeMAxjOwSBKlOW\ni3LfBIX1j3Wh1Lb3Qt8wdPTtSfx8DYu6MQzD2A4LkzB6AcYvQjW/8bE+UIXK3uMKq9zFujZrYRa9\nYRjGVsnMwvf+DGZGIbuwycERuWziSegagrPv3vWSB2uMYPs45/4759wF59yrzrk/cs6lnHOnnXPP\nOueuOOe+4JxL7NRgDcMw9p1SCb7/F1DMb16dkigk2iTsiSScfnjPRR4aEHrn3DDw3wLnvfcPAVHg\nE8BvAP/We38PMAd8cicGahiGse+UCnD1WZi5BdlZyG1izUfCxiKd/XLZuOjejHP1MBp8fQxoc87F\ngDQwDrwf+GL4/OeBjzX4GYZhGPtPrd58IaMom9wssE6UTY1oDNLdkOyEY/es02lq99m20Hvvx4B/\nDdxEAr8APA/Me/9mO5VRYLjRQRqGYew7xaxq2WRnlQH7tmbfq4koymbwlModxHavVeBmNOK66QU+\nCpwGjgPtwIe28PqnnXPPOeeea/W+sIZhtAD5LNy5ro3YYi5s+L0eUSVHveOD8ND7tRkbS+xpSOVK\nGnHdfBB4w3s/5b0vA38KPAn0hK4cgBFgbK0Xe++f8d6f996fHxwcbGAYhmEYu0wQwNxtlSOevSmh\n36h4WaodTj2sJKnCkg49cmZPQypX0sin3gSecM6lnXMO+ADwGvAt4GfDY54CvtTYEA3DMPaRmsjP\n3oSx1yAzw6aRNule6B+G/pMwdAaG74dEaq9G/Da2HUfvvX/WOfdF4AX0v34ReAb4f4A/ds79z+Fj\nv7cTAzUMw9hzSgW4fUkCP3YRlhaguoHLxsXUOSqRhEgcBk7smxW/koYSprz3/wL4F6sevgY83sj7\nGoZh7Du1FoFzY4CHahkibuPXOAexGMSS0Dt8IEQeLDPWMAxjbYpZuWkWJqGQ02ZsMbv56+IpRdr0\nDO36EOvFhN4wDGMtSkWYuakom/wC5Jc2f000BskOOH4vtHXu/hjr5GCsKwzDMA4alSJk5qCwKMve\nbxY3H1Vy1LH7oP9g+OZrmEVvGIaxFuUiVAqwcEeumw2JqA/s8Qdg5Ny+lTpYj4Mz5RiGYRwUijm4\n/RrMTyryZrMWgal21Zjv6gf8vmXArodZ9IZhGCsp5ODVb8DkNZU8CEobH++cYuQHTspd44N9y4Bd\nD7PoDcMwagQBjL4K8xMQVKC8SdEygFibwilT7RL6nuMHyj8PZtEbhmEsU8wqbv7OG7A4BdXNfPMO\n2jqgZxgG74JEu34/YBysaccwDGM/KeZh4irk5qCymcgjSz7RBn3HFD8fTx44tw2Y0BuGYYgggPlx\nWJqHQh2JUYQZsO29UA0g3ravhcs2wlw3hmEYpQJMXoVbF2D+NhBs/pp0lzpHtffB2ceVDXsARR5M\n6A3DOOxUKnD9ebhzSwXMqhuUH66RaJeL5sgpGHnoQIs8mNAbhnGYKRXg5itw4xXIZ1T2YNMMWKf+\nr8k0tHXDyIMHWuTBhN4wjMNKEMD4ZTX6zsyoQUhudvPXRZOQbIOhs3D34xL8A44JvWEYh5O52/CD\nv4bpWypzUC1s/ppEu3zz978XuoZ0vwkwoTcM4/BRqcCrf6ns13JR2aybUWsk0nNcLpsDGkq5Fgfb\nsWQYhrEbzN2GO9fAhxuvwWZC7yTsXUMqXhaLH9hQyrUwi94wjMPH7K2wOmUxLHOwUaSNUzXK4Qdg\n8LSKl516BCLNI5/NM1LDMIydoJhTiYNiGGVTKbBh3LyLQlsXdA1CZ5/CKZtI5MGE3jCMw0QhBxf/\nSre5RfBVNrbmgVgChs6onk2TWfI1msPBZBiG0ShBAGOvQTkPmcnQv75ZclQUogllwJ58sClFHkzo\nDcM4LBSzkFuAmVGYHaujC5SDSBTiCeg5Bp0DezLM3aA5pyfDMIytUirC4h2JfLkA1Y26RgF4iXyq\nA7qONE2EzVqY0BuGcTioFFVjvpCB6iZdowCIKZSy97iafjcxzTtFGYZhbIVSUa6bTXOjIoCDKNB/\nHLqPQkfv7o9vFzGL3jCM1iUI5JuvlGFpBiolhVduRjQBbT3QfUwRN23NUepgPUzoDcNoTUoFZb9W\nSnLbXH5WdW3YxG0Ti0H7APQMwsBdcPz+pvbPQ4OuG+dcj3Pui865S865i865H3bO9Tnnvu6cuxze\nNveaxzCM5iMIJPIOiEbh+suqa+M3E/kUpHuhvRvOnIcTD0IitSdD3k0anaY+A/y/3vv7gYeBi8Cn\ngG96788C3wx/NwzD2DuKWUXWFJfgwrdg7KL6wG5IVBE2fcdlybd1Nb3Lpsa2hd451w38KPB7AN77\nkvd+Hvgo8PnwsM8DH2t0kIZhGFsin1Wd+avPwdQN9YENyhu8wCmUsv+kfPPJlKpUNrnLpkYj/4vT\nwBTwvzvnXnTO/a5zrh0Y8t6Ph8dMAEONDtIwDKNugkDVKYtLaihSWoJgk65RiXZZ8V2DCqccPANt\nzVGCuB4aEfoY8Bjw2977R4ElVrlpvPeedXKMnXNPO+eec849NzU11cAwDMMwVlDMAoGaiWRmIL9Z\nlE1EDUQiURUt6xuBRFvT1Jqvh0aEfhQY9d4/G/7+RST8k865YwDh7Z21Xuy9f8Z7f957f35wcLCB\nYRiGYawgtwi3X4fsjJKj2CQDNhKTyPePyJpvslrz9bDt/4n3fgK45Zy7L3zoA8BrwJeBp8LHngK+\n1NAIDcMw6qWQgyvPwvQNWMpAdbPsqIj6v3YegQd/HI6eheH7WyLSZiWNxtH/N8AfOOcSwDXg59Dk\n8R+dc58EbgAfb/AzDMMwNicI4OZL2oSdGQ2t+U2EPhJT16iT74R0T8tE2aymIaH33r8EnF/jqQ80\n8r6GYRhborYBe/MCTN8E5yAS2bhFoItCIgmDd0G6Q9mzLYplxhqG0dzUMmCnb8LMTcgvqhdssJFv\n3kE0DvG0/POxpHzzLYoJvWEYzUstA7ZchIVJRdlUKptnwOIk7M4r4iaeaqkom9WY0BuG0bzkM7Aw\nARPXID8H1CPyoNoIThZ9qrPlomxWY0JvGEZzUirA6AW4+SoUshL9SrW+10aiqmvTPwKnH225KJvV\nmNAbhtF8BAFMXoWlOZUf9oFq21TqsOZdVIXO2jrhrocVbdPimNAbhtFcBAFMX4cbL4WlDgpQyilR\nijos+khUFvyRM3Dq0ZZ22dQwoTcMo3koFWDiMrz+dzB1Xb9Xq2GkTR3hkZE4tPcppPLRD0EyvetD\nPgiY0BuG0RwEAdy+JL/82CUo5yXy5Tx19AeEaBK6h+DEORh5h+4fEkzoDcNoDvIZhVJOXoOgqqzW\ncoG6RN7FFEZ58iH55YfOHgqXTQ0TesMwmoPcvH7yixBxEu9cPdmsEUh3qiXgkTMw/IAmiUPE4frf\nGobRvJRLMDOu22oRinnWqYL+VlKdqi9/9w9J4Iu5lq1psx4m9IZhHEyCQLXlK2VFyiyOQyUP1bLC\nKX2dLptEEgZOQDyp92zhmjbrYUJvGMbBo1a/plJSgbJCBm5dgHS3yhxsWn4YICpxT6RV4iCRlp+/\nhWvarIcJvWEYB4ta/RqHNlAB5idh9rbuR6JQybFpzHw0qmSoRBpSXVApQizR0jVt1qN5hX7lsi4W\nh2SHypIahtHcFLOy5NNd4fc8A7dekVAHgcTasbF7PpKU9d/Wqd6vlaKOb/GaNuvRnEJfW9aVC6pa\nVy1r1h4+B6nDkQBhGC1LpSx3TbkIc2Oy5ucnITsrv3w1ADbws7uouka19ypBqmsQTjyoNoGHUOSh\nGYW+tqyrlmBpFqphzencPCxOwbkfOzTZbobRksTiipOfG1Nd+eycast7J6Nus7h57/VTKUJHLwye\nPtQiD401B98fillZ8plpwKlbu4sobKqQhdFX69uNNwzjYJLsUMZrdk6bsLk5WFqAoERdyVEgoW/r\ngoG7YODUoRZ5aEaLvlIO3TUVLcumryuuNhrVxTFRgcFT0HVkv0dqGMZ2qJRU1mDxDixMwdRNCAp1\nvjgi4y+egr7j0DciH/0hp/mEPhbX8q1cgtnLUPXahS9WdIHE4jB+BToHDv0sbhhNR801G0/o+1up\nWfER6rLmY0m1COw9HiZF+UMZZbOa5lPCZIdm69lbEHjFyZZyUFyST25hSs9lpvd7pIZhbJViVi7Y\nhdCan58Ie7/W6bJxXhb90dOaKHoOt2++RvOdgUhEfreqlwsnMyOfvQ9F34eZb+NXzFdvGM1GqajW\ngEEVfBWiEUXR1IMLSxC/6++prk3fCXPbhDSf6wYgGoO73qHGA7l5ICKrvlrRRVEuKwQz3QldR5UC\nbXH2hnHwCcphiQIPS4sy6DatMx/THl3nAJw5D52DcufGo+a2CWlOoY/FIdUeJk5E1U6slNf9aknV\n7RanZBkcuw/6T0r0j5xp+d6QhtG0BIEs+mIe7lyFal7CvyFhzHwkBj3H5ObJzkn0D2ly1Fo0p9An\nO6CwFKZFj0GlwHKaXAQiYTZdNqp+kpUijDyoTZ7h++2PbxgHjVoS5NIsZCZDl2wZfGX917gY4OSy\nHTgJ3Uegox+O3gM9R+17voLmPBNBIIEvZFTN7i250MGyFVDKaYavVmD+tnz5hex+jNgwjPWoRdoQ\nVqTMzoUlCzZLjAq0sk/3KEky1QH9J0zk16A5LfrMHVWhW5pf/5igqp/MLBzpUcJFNK4Z3/z1hrH/\n1OpVLc7A1A25YCevQWZeUXQbRdq4mJqPpNohFtN3feAkDN1tIr8GzSn0haxCr4B142uDMlTDTdq5\nMcXU+gCS7bqIzF9vGPtHzVVTyIZ9YC/KBVsuQCHHpuGU0QjE04qy6TkKD/yI+eQ3oOGz4pyLOude\ndM59Jfz9tHPuWefcFefcF5xzicaH+bZPhWpBO+sbUS3L6s/MhSKflh/PoYvMwi8NY+9Z6apZmpNf\nvpwP69OU2bBgWQ0fkctm5EG4+3ET+U3YiTPzK8DFFb//BvBvvff3AHPAJ3fgM95KW5dKkDoI/1mH\nAAqLMD8OE1chtwi3X5dLv1Iyf71h7Ae1MsSlIkxcgZkxrbIzc1DO1fEGYUORjj7oPWbumjpo6Ow4\n50aAvwf8bvi7A94PfDE85PPAxxr5jDVJtsHd74JYG5s2HwDF4eYW4I3nYPIyXHtOmz2HsKWYYew7\ntTj5yaswP6bEx0qJuix5nMKr2/vgxENw+lFzwdZBo9Pg/wb8E5Ydav3AvPdvxkSNAsNrvdA597Rz\n7jnn3HNTU1NrHbI+yQ5I94UzeZ1twSp5xedOXlWxpMkrSrwyDGNvicVlwc/dlj++tFRHvHyIiylG\n/vTDcOYxxc8bm7JtoXfO/TRwx3v//HZe771/xnt/3nt/fnBwcBtvEChypr0XqHMboFKAXFYROIsz\n5qM3jL0kCJTMWCrC/B1VpSxk5Z+vi4hcNQ9/GIYflOAbddHIdPgk8DPOuY8AKaAL+AzQ45yLhVb9\nCDDW+DBXUatJf+QuKC6Gv5fqeKGHoAiZKTUkWJgKJwrDMHaVWpRNKafv3Rvf0yZssFE/wJVEoGsA\n7n0P9AzZ5usW2faZ8t7/U+/9iPf+FPAJ4C+99/8V8C3gZ8PDngK+1PAoV1Mpq/Z8NA4nHpYrZyuU\nS6qKd+PlOicIwzC2TS3KJp+B6y/C638LMxNhI5E6/fLtPXDkHrlrhu83v/wW2Y0p8deB/945dwX5\n7H9vxz8hFlcRI1AD4Yd+XPHx9VItQXYGbr4CL35l48QrwzAao5hV8cEr31X54dlx8MX6Xx9NqDT5\nve8+9C0Bt8uOnDHv/be99z8d3r/mvX/ce3+P9/6/8H4rf9E6SXaECVBeu/UdfXD/j1G/Jyr0zRez\nkJ2GC98Kd/0Nw9hRgkCumusvKWZ+YUbFyraCA+5/EkbeYSK/TZrzrEUiMHSPqtUVl1SpMhKFobPK\nlqtH8MtFNSdZnFHm7OVn5Uc0DGNnKBW0ar78HZi6Lks+O7G194imYOg+uP9HzV3TAM0bm5RIwV3v\nhCOnwsbBAQyehAvf1o5+bn6TOtaBEqfuvAEnHlQD4usvwsg5SHVaLRzDaIQgUAjz/Lg6PuFUSnwr\nJNplzA2d1vsZ26Z5hR60jEv36AcUerW0CJf+OmwtWMdGTymrBiblIvTMK7GqcwCGz0EqvbvjN4xW\npeaXL2aV+VpYBDYoOfw2onD8Pjj1iAy5qiU3NkJzC/1qEim47z3QloapMbj8N1DIK6RyIypFGLsI\nc+Nw18P6fXEKzv2Y6uMYhrE18lnFyU9dV+mRuqPbInLDprvVMAinBkPROhMjjTVpPf9EqhM6BuH0\nO+G+J1UuoR6qoc/+xkuKyCnlYew1S6oyjK0SBDB9fbmceLHWN2ITInEZa8m0ShDnF/V495Bq2xjb\npvWEPhJRMgUR6D4ahl3Waw0EsuZvvw7ZKVichulbuuDMR2gYG1PLfJ26IWu+6hVpk1us48WhFCU7\noK0bEp3yz/ccVUMR6/3aEK3luqmRSCmpIhKV3z7VBROX2dxH6BUpEE2o2mU0ocYGS3NaPloNe8N4\nO0Gg+lFjF5Wxnp2DsUva7yrWI/JIyOMpJUZVA0gkob0bcJYFuwO0ptCDLoxIVK3F8lm1EiwsbP66\nahGys4rTd+jCi7dpY8micgzjrZQKcnG+8YICGnIL2t/KZaBaT8lhACcXaRCoU1RbB5x6DE68A9o6\nTeR3gNYVegg3Ut2yhX/r+6q1sSlV+RbH31Ap1KkbslSqZfBVlUg169447NRCKKdvKHkxv6h68vns\nFkQe+eYjMcBDIg0PfQBGHrLv1w7S2lNl5xFZ9cUs9A5D+wBE6m14VYHZm/B3X4DpmxL6Yk49aCtl\n61BlGMWsxL1aUYGypRmYn4LKUv3vEU1A71GJfd8I3P9eOHqPifwO09pCH4vBXY8ATq6Xrv6tLQOD\nEsxPKumjkJXVEY2qbEK5YB2qjMNNqajvwNI8TN2CpUydK+YVtHfrOxmLyS3a1qWChcaO0tquG5C4\nn35UF08xq4tq4kp9/noAqhL7tk69x5FTamBiHaqMw0oQyNi5+X0YvwzjVyTw1RKbNvVeSSwF7f3y\nyZcrcol6r6KFxo7S+kKf7NBmagLVs47EobAEU0U1GK+H0pLCLI+eVZZeLC6RtwvSOGyUCvLLj70G\n07eVEJVfgKBC/SIfBee1hxZPQSypyLh4QtFtFkq547S+0Nfi6u9cUzxvNAb9I0qIyk4rUsDXEXa5\nNA8zN9UNJ56G4/fK+ggCi8AxDge1uvILd8JeDkWFTwYlVDiqDlxMwh6NyQ8fT0nc23u1EWuhlLtC\n6ws9LEfdFLLyK5Zyqr0RBJCfV+beplQhM6OLO9kBfUfVfzaesggco/UJAliYgJlbqitfXApdmGGj\n77qISOBT7fLN952Awbsg0QHH7oHOLe6hGXVzOIQedAG1dUEb4N4J06PgbyjVOpIIrZJNqBahHFok\n0zflX0x3aSk7cs4uUqM1KebkqpmfgNFXYXE2LBpYYGs++YT2uvpOSuDPvlvfn1SHfXd2mcMj9Cvp\n6IcjpxUONjsOxS3UoS/lFUtfzik55Pj9isaJp7T8jMVl8Zs7x2gFCjm4+FfKIcnNKbqmlK9/f6uG\ni8gn3z8C/cPwwJMqUWLsCYdT6Gt++/EfQGoRCvNQrHcJGii00ntF41QrqqezOAl3Py5r38olGM1O\nEGhf6sqzynTtGlCfh2hMK9utEm9TDZv+U4qTj1ggw15yOIUeoL1LUTTlgjZpA9ROcMNmJSt4M7yy\n1s6wV9Uvj9+v5+5c076ALUmNZqNW1mD0glycBMp+XZrTHlXdPvmQaELW+9BpRbCVlixibY85vEKf\n7FDp04ETCg2bvqXom8wiUG/t7ECx+W/G0zvoPgYdPZo8ClntCxhGsxAEEvkbL8sIijjILoZNRPJs\nrXkI2v/qOiJhj8XlCqqULYRyjzm8Qh+JaAm5OKXyCNm5sBRxFDJTbGmTqVqEhUl9MRbuwIM/rk0n\nS6gymoUgNFoWZ7Thite+U2FMdZ+CClsX+Ziia6JxrQQKS1oM9A7bSnePObxCD9qUHbpbS8lIRPXn\nXQCTMTUM3zJeX5YL31Snqr7hHR+yYew4pYJcjZWSDJW5SW22RlNamVbLyh/ZCpG4Ml67jqgiZTSm\nzNdYEnp65GyWAAAgAElEQVSGduf/YazL4Z5WIxEJfbJDbcv6jkNbD/SeVOgk0frfywcQeF3Ipby+\nMHduaLPWMA4qtSQoh0Id40mtTMtldVqrlKBcb5EyF95Gw/ryab2Xi0BHn4IUBu/SatfYUw63RQ9v\nTaY6clq3o68pkQoUglkvQVW17F1UvsjrLyok7Z73QNp8ksYBpJiVGMficmPO3NJ3oJBVaYN6XZgu\nqh+89qU6+mVIdfRCW68mkKN3w9BZc9vsAyb0sJxMlQx0sQ+eUBZgJKYlaz0V+VxMS9xS+KXJLSgJ\naywPs2Nw/qOyagzjIJHP6vqMOJgZU5nhxTthgbItRNe4qK77dA+0tcuaH34QOrr13FHLfN1PTOhX\nUsxqqZruglOPwItfgXSvxHszy8aXlzdfKx6CMlTi0NcHxaKSTt7198MGC4ZxAAgCmLstUc8swMyo\nsl+3GicfiS+7fXqHlRTV1g3H7pVFb5mv+46d/ZVUyuBCP2MsASffKXdO74hKqroEdZ0yh6pc5he1\nmZVsU8TBwp3dHL1hbI18RoEImRmYvS1DZ7t7StWyomviCb1vZ79Cl9u6TOQPANs2L51zJ4DfB4bQ\nGu8Z7/1nnHN9wBeAU8B14OPe+7nGh7oHxOLKeAVd8PE2GDwlS2WuKxTuWTUvrmzgzgkqKpHgq3Dn\nKnQdlcWzMKnEkUhkOZytVu7YyiYYu83Ka85XYfyqBL5cgqVFRZ1tJay4RiQalgFJ6ztjLpoDRyN+\nhArwP3jvX3DOdQLPO+e+Dvxj4Jve+0875z4FfAr49caHugckO2TJlwsKBwPduggMntRGVTkH1Tqi\nEColTX/lIuSXoOcIXH1OETnH7tceQKWkFYT3VjbB2F1WhlDidS1Xy3Lb+EDuGhfRBFAvkbg6rkXi\n+p6MnFMVymRavn9LGDwwbHva9d6Pe+9fCO9ngIvAMPBR4PPhYZ8HPtboIPeMWg0cj6yeSkmV+6Jx\n+Rm7jkCirY769QBeX55qUZX+Zse1RL76PfjOF5SUFY1qckl3yd1jfWiN3WB1CGXNiCnmYHZCdZqK\nS/WX/wBtsCaSEGtTuGT/Sf2ebNeE4ZwlDB4gdmRn0Dl3CngUeBYY8t6Ph09NINdO87Ay3LL7KMzf\nlhtn6g1Z47Xomi0RyLKfuqZJI5GCiIeBU4q77x1WFqKVTTB2g5VBBrViZbNjWkkWsypWVt5ir9dU\nZ+iuiet+Z5/EvZST2FtLwANFw0LvnOsA/gT4Ve/9oqttZgLee++cWzNGyzn3NPA0wMmTJxsdxs7y\nZu36LnWoL2She0hWUTylZuHVrRZ3qoarg4Ss9uycfPfew+ytsLOOWUHGLlALMigXFVkze0t9k3ML\nclNu2S8fvlfCgY8DHrqG9BnVShiXby0BDxINCb1zLo5E/g+8938aPjzpnDvmvR93zh0D1gw18d4/\nAzwDcP78+S2Ww9tD3oyx75BFn5mRFe6AylbrfwQKuyyFDcdT3Qo/q5YVY1+LRTaMnSQWVzLf1HW5\nDKdva+N1K64aQJnigSLQUmmtSNO9isGfH4d0JxQ79P2wloAHim3/JZxM998DLnrv/82Kp74MPBXe\nfwr40vaHd4Co+e+7BhUuGYkuh2JuBV/V8rlcUtasr8rimri2vBdgGDtJskOW9uyojJPMne2JfLJN\nkTVdR2DwtMqHHL9nuYxIez+ceEiuTwsqOFA0YtE/CfzXwPedcy+Fj/2PwKeB/+ic+yRwA/h4Y0M8\nQCRScO+T+sJcexGiRbljgi0mmPiq+tTW0s2T7WrLln7CrCBjZ6mFVBJRmeHMNCzNbvFNIjJCInHo\nOyKhdxGtaouhbz+RhGP3Qbp7h/8Dxk6wbaH33v8Ny1WMVvOB7b7vgSeegMf+vpavt16RpVSqAFsI\nSwNU6TKnL2IkDFGbvK6Klyb2xk5QC6ksF2BuVHWYZm+zZZ98JALJFPQc1+ZrPKnG3j1Dy5UpKxVV\nqzQOJJaPvx3ae+Dd/wDu+SF49S/VHDw7C4UMW9ugDaNx5icVa784rfDNk++ERGK3Rm+0MjULvpCH\nidfDaK/rMDeuSJuNEv3WwsXCCBun/aUgrv2k/hMyekATSTxqbscDjAn9donElDX77o/Dt55RWdfA\nQynLlqNxKnn95Ofh/7ujFofv/s9VNtkw6qVmwecXFVUzeU19FSrlsLTBFssbuBik+2TYpLsUOHD2\ncS0IygW1zFyZ7Gcr0QOLCX2jpDvgkQ/D3/4R+gZ4Reds2ZUT0WurBZh+A/72/4Sf+AVIdFipBGNj\ngkDiPnZJyXyT12BuQuU3gu2E60bkTkx1QN8x1ZA/eq+uu66jEvzCimvSipYdeEzod4Khs3DXO9VA\nOb8E2WlZO4WtWPdBOE+4MDJiDl7+c+g7qfeKxRW2Fk9ZqQRjmVIBJq8qvHF+HLLzKqg3e2ObIg9q\nI5hUNM3gKTj5Dgl/blHXYS3k2GgabBreCWIxOPd+xRSDan1UA9bfq16PQKuBQlY+/8vPwrXvyVpb\nWoClOVlRVirhcFGz2DMzug2C5cdvX4KZm0rAy0yryf30DVWl3DYOOo/IF3/8fom8JUE1NWbR7xSd\nffCej8Mr35Q4J9KqYhkEW4tZ9hX5U6thNuPCpNw1Q6cgl4HMD1RbpK0Leo+bG6fVWVmMbHUBvHIR\npm/K0MjPKaKmlIfKNkXeRSHVLoOlVremUtKP+eGbGhP6nSSehqEzipPPzMDoRXWZWsoCpS2+WVWV\nBXOLcPMlRfT4QJZVIiULf/h+WVzmxmlNVhcjAxkB8+Mw/rrKacyOKwCgkIPc/PYseRdVnPzACWVr\nJ1Iq+ZHuhvZeax7SApjQ7yTFrOKKhx+Q37QS1haplKBYZcsbtJUCZEuAU8x9/7CsrXib4pknrsiV\nc/rR5YqERuuwshgZqKHHGy+oxHU2dOPVkqFKebYcVVMjlpCodw4ocqytQ9Z8PCmBN39802PqsJPU\nikfFk3D8Xj3WOagv5vStsMNUlS3H2oO+0HOTqvPddUQljgs5NS8vLCr2vtaQ2WgNVnY8q1bgxsth\nvsYSENHGaCbH1q6nNXBOrsZySZv9vcPhZ0es9lKLYEK/k6zsUBWJKWph9pYajHfltawu5mX1bzn8\nEsXZ5zP6Epbycu1EohL/hUk48Q7F4Jsrp/kJAq0IcwuavPMZbcbn5rV/48uhS3C7Iu/k+sFBslPG\nSeegVo2g90332OZri2BCv5Os7FAVT+nLc+SMHg/C+PrMlEIwt9LJ5y1U9R7FJU0qbR3aG5i+IXEo\nZODux82V08yUCsq2zs1rg3V2TH75hTuKuqmEjei3XJgMwMlSj8Yk4tGE/PF9tZ4ICzJSBk7KUDG/\nfEtgarCT1Cpc3rmmTdRalES6Bx77CNx4BUZfg9ELUGqk7nw4acQSsuaZUEjn0pw+IxqXdW+WffNR\nC5mcH9f1k2qDWxdUSC+/FIbVbtdIiKvhTSwFvUO6TffCPe+Go2d0zYIyYds6TeRbCBP6nWZlh6qV\nmYMeWU29x+DEg0qGWthOudgagVxAPpCPPh9WwUx0wOKMLMKRc/ZlbTaWFmD8B7Kuk23ym8/dhkKh\ngWvFLfd1TXfD8ft0raS74cjdchFFosqANVoSE/rdYK3MQceytd85AOc/Cq//DYxfUTz0dqy0WuZj\nKfyA8dcVkeMDuXfKJejs14qirbO+jdpaUSwrubD3lApw/QVZ8/G0Nl0nfhC2sGzgbxBLyNDoHFCW\na/8JhUwm0mFXqJJ1NmtxTOj3ktXW/vD9cPU/wavfVgVLGnTnVCtQXYCbL8tam7wCxx+QW2fg5OYx\n9xsl55gbaPeoZb7eeEV7LbkMlCaVBFVYbOCNXdjMphOIKKkvnpLIJ9uXD7P+ri2PCf1es9raP/ko\nvPGy3DCZ7bR3W0kYilktht2rApi+rq4/U28o4ufEubDs7CoLca3kHNDG8p1rmpTMDbTz1CbXpVkY\ne02im50GIpDLN/7+0Zgm+mhCm6yRqCz5Glba4FBgQr/f5OagLQ3xo/KVFjNhnZztbriFVCuyzOfH\nFaHT0a+ICqrQ3vd2K311ck6NeEqbdIWsJc40ykq3WCSqSKzbF+WCy8wqDJeoXDXFHFtv2r2CSFyf\nEUto8ognoW9EK7t85u0rNpvEWxoT+v2mXFI0RUcf9I8o43FxEqoNCj1e4lzIqVZ+7f0W7ijl/fqL\n2qytWfcrk3NW45z5cBtlpVusWtYEnM9qFVcpqFFIIaPJuFqh4SSoml8+3av7Ayfh0Y/IurcSw4cO\nE/r9Jtkmd4lzqisSBLK0yrlt9PZcTaCfQmZ547ZcUB2ejh5Z+sl2OHqPlvZ+HXExH25jVCow+qoE\nPNkGi/PqJDY7CvMT2iivliTy5QLbX82FWdkupuJkLqr6Ne19cO97lt0ztjI7dJjQ7zdtPfoilgva\nOIsnoS2sM1KtyOKvFhr8kCqUcpC5o/Zvc7clLOWi9gZuv66SDfHkcrJXDfPhbo+amyafVQOQhQlI\ndUnYl+a0kpodU7ZzcUnumnIjpYXRZN3er79Ze6/cdScegkT7211yxqHChH6/SbUtb5YWstoww4Ux\nzz3yj1fLNOyzx0vs5yYk9vkFReb4cAWRm1P6+5G7NbmYD3drrPS/+yosTGnPZXZUYZLVkkQ4VtEE\ne/v18Fjkuik1uvEalhj2gVYLR+/WxFLL0LaJ+lBjQr/fJDvkn28PXSnFLNy+LLEo5VW8LOIVctfI\n5lyN4iIUAWISoGhcPvrAyxLsPqoCaeWS3D3RuEQqSFg8PaydZ1Apyf9eDgV7+qbyGfpHNFF2JGDq\npiqa4iX+i5OaSKvFBgYTQddEZHnVFY3Dsfu0YvBe47CJ+tBjQr/frCybEEtKSNp7JfouogiczKwa\nQQSEBa22WY72LVTCiaQsX2419OVf+GsoFmTRJ1PKtHVYPD2snWcQjYWbp4FcYkvzkJ3R8xNXIN2p\nSWFpTueXiNw3fqv9CVaRaNPk7NFkk0zLD997XOPDae+ls99E3jChPxCsTKRauCNh7eiD8cvQmdfG\n7OIdLfljiTCvagfE3legEm7YlpcAJ0Gauym30eBpRWt0HdHG8PwknHpELp9Grftmy8BdrwnI1HWY\nfEMrMA9kp+RuizjIZcMN2KR6Ab9Z/2gHIpgqFYVPtrXr7/O+n9OmrkXTGGtgQn9QWJlIVchqCT50\nN8yNwfC5MA3eARE9V8ztjGC8xR3ktTlby9ScuCJfvotqL6FY0HhGzmlM27XumzEDt5gNN6bjio4p\n5dRBbGkO5m9DJaw75CK6DSrgvCaAYi4MTw0ajJoMhbutF7oGdL20d8EjP6Ua8oaxDib0B43VpY4H\nT0HXoJJc5sYkFPk5WW+lgqI6gkajclYSyAr1HvKTy5u2lV7tF8yNKzyzuARnf3j9csjrWezNmoGb\nzypKJhrX5ukbL0nI42kJebWqcxaEm+ZBFU2iDcbDrySWUCTNOz4gK94H8sH3HN+5zzBaEhP6g8Z6\npY5HHpC1Oz8hUWxrl1VXLst9UN6BTkM1qkWoOr1faSmcUJbABUrAcRF45c81jrNPQir91tdvZLFX\nS82VgRsE8rtff1FJTol2baaWi4qJz0xr49oTum9CV9iO4nT+eo8rQqv7qB6Op2yj1agLE/qDyFql\njhNp+XmrlTCELqnHljJhtEU0LIAVCnTDrHyPqqJ1iOjzE20a09XnFA300AeBQC6NIJD4JVIaU7US\nWv2hJd81uPMZuLvl7y8VVBt+7DVVGc3Ny5ovlwAPuSiUwybuOHZe4IFoUhFZXUfgzLvg1KPLLf7M\nD2/Uya4IvXPuQ8BngCjwu977T+/G57Q0a5U6PnaPrMm2TlnFuUW5D7oG1Uu0WtXjO+K7X40HqqrH\nUi5qfJWK/PbjlyDdp81BhyzgVDt0D0p0XZgXkOqSaG0nA3ctMQcVAJu4Jms60f72CKGNXEhrvV/t\nMRxMXIaZm3JVBRXlH1QrcpUFZai4FRFQO+iiqRFLKURz5B36f919Xsl1hrFFdlzonXNR4N8BPwGM\nAt9zzn3Ze//aTn/WoaOjX5b+5BWJp4tItBYmofuIMiMnryqMLzOzS4IP2lQMFImzNANEJarJdolk\nNCq3Qrkgd0PnAJSKsHBFxxVzEs50r6JTYOMM3LVcQaAxzI7yZjneciHclAxXD4OnQrdWQZNTtaxx\ndR9VKOTKyWEllaJq+89P6L0XJ7VHEgnDXRvOVK4DF1WY7eAZtYvsOaZIKMPYBrth0T8OXPHeXwNw\nzv0x8FHAhL5RIhE1/w6qsjSrFSXMtvXIKu0+qu5BN16W4BczcjOUc7s0oJoVW5Uvv1pUnZWS1ySU\nmZabZ25Mj89PwOK0mlDHEhC7rY5bkdDF09YNY5e0wdnRq5UL6P9Szuu4SFSW7uSV5Q3r2uRQLujY\nnqEwTHRcfvRC2KO3UoTpUT03dEb7BJlpVXqcv62JauScVijZBa1MFqc0eQUldsVqfxtOP+ke6Dyi\nbOWe49a/1WiI3RD6YeDWit9HgXevPsg59zTwNMDJkyd3YRgtSiIFd70TjpxS2zmQOyTVvhzG196j\nDdLCktwPWQ+VHahtvhnVSrhFUFF4ZrmkMZSLcjG5iKz9ckGRPAN3QWZO+w2zoxJdvBLHuo5I3DoH\nJN6xmP5v1dBVEg3L+ZYKuk9Uk0hmejlLNRLTZBFLyNc9dTVsvbgEt14N6wgVdVwsrNc+/rpuqxXV\npynvwXl7k0hYOz6uldDpR9To3fq3Gg2yb5ux3vtngGcAzp8/vxemUuvgIrL4Vi/laz79IND9jgGJ\nY6koa3Y3NgtXU/NZVwr60YAlnqmwXMDipKz7zKwmgGpYaiHZLuu6UlRyVqkQZpMil00kJldPdhaW\nFqF7QOeilJOrCqcN6WhM+xWRqMYQVCA7j6KICgoZfYt17sKOSzG9l0JodigDeSOiWonV9gk6BjSh\nRZNw7F64/0ck/IbRILsh9GPAiRW/j4SPGXtFIik3TmFRrpHpG+B61WEqKCt6p9EU/C3hJbaFpVBI\nw/2FwqIEOZUORT6iuai4pAgXvCapaEw/sYSELwjLNVSLy4XfFic1iQTVsBm7WxHK2a0IpnIFgrUs\ndK9N2L0i1am9gWhUY6xWYeCU/n846D0KD/+UibyxY+yG0H8POOucO40E/hPAf7kLn2OsR7JDYpdq\nl4D2H1dDk5pFXSmGZXH3yMoHJPal8OOioYUe+uZz2dB6z4XCF4SuptDqLkeXrfml+XBTtCorfXFG\n0T/UmnU4PdfWoUmlnNdexb4T+t7jYf/eeFqTVaoDhh8IO04FYWnhB03kjR1lx4Xee19xzv0y8Oco\nvPJz3vsLO/05xgasTLqqlKFnOBTPUujr9aF75I78+pFa/HqjpZDrJawLU/O3+6oSv9b1h1fD0gxr\n5AhUVrtXwv2IzF761tcjHK+LyzVTay7TNww9I/o7jTywHK1ksfHGLrErPnrv/VeBr+7Gext1Uku6\nmp/Q70NnFIVSLmhDslQEorJ2c6FfO6iGNdJ32ze9XZpoKyeSUB34WHI5ozioytVUDjet23sk8gcp\nE9hoSSwztpVxEfnql+YlLCMPyGVTrchnHZRhNpClWWtIHY8rESjYrRj8ViesDV/LXm3v0eQaVLXh\nnEpDNKIN5fYeawhi7Am2Rmx1am4cT1gALQBCF8KR07I6E2neTDpyMd1Gk5DqgZj5iusmEldsfkef\nznM1zCTG6/dUp26DMOGs57i5aYw9wSz6w8BatXNSHZAZUsu7mZsS/FJB/vJ4QpuFnX2K1Z8rExbB\nN9bCRcN94IjKUcSTKvdQzmvSTKSUuRxLKLnNB8oPaDNr3tgbTOgPC2vVzqk1jz5yWu6dO9eX49px\nEqpUu1wMQRVKWVmpe7Zpe9CpuWnC++09CuVMpBXRFOnTc9Ek9J+U4FfK2hRv7zW3jbFnmNAfZiIR\nZZ/euRbWOu9VKd7AS5QW7ki0hoqqGbM4pZDAoBKWWq9VbWyiTdJtEVUdIeegktNGaySmePcg0IRY\nLck1U61IyCNxnc9EWpNkIbvc/H3gpJU0MPYUE/rDzmq3zrGzqJDXlPzNXUckXLG4rFQfhPH3QDUm\nV09AWEAtzChtNRzLJRziaRVVS6VDX3wVSilNgMl26D+x3Ans3I+oZ2sh+9ZyFVbSwNhjTOiNtd06\nzkmgnJPP+fi9ErXMtIqCpbtlzc7dUlOSUijyLqLjIhFt7FZ2q6DabhAJWwECVGWVx+LLpY89UCrp\n90gkbBcYJn71jcjv3jOkhLWRc8tJT2uVqzCMPcSE3lib1S0NE+3anC3l5VuOJ8NQzaPQVlB2a61P\naiHsr0oFZcESTgABB8e/X3M5RWWdV6panYDG6WKQ7lzuAUtUSWaxuHISEilNjvHk8iRw9w9pFWRJ\nT8YBw4TeWJu1Whq29UBHIcxo9RDzmgQG7tLz0zfkg84tqiFINC43R7WoDUkfbvQGgcoTBDV3z3aJ\nKSa9lmHrIquSvSLL7+9i4XNe/vZYKix5HF+RMxDX/ycSUS/WWl19CBPNPPQcVQvH/rs0AVTL8sOv\ntOAN44BhQm+sz1phmWcee6vPOZGCqZsS+Y4BbUqmu+HUO1WYbGFa1SJr/v14IrTsAyAVxpqH7p1I\nIhTdCMuWf1gAzVeVZRoEuo2Fl24QQDwIO0c5hYgGlfDznD4zFgsblqRkyLd1qAzw0bNKEhu7qEJq\n7X3Q2avia7GEwiadkzsmGpfbpqNH5yASs7IFRtNgQm9szFr++9U+55ol7SLaxI2EAtk1FLp8jsD4\nD2TFR2MSVYcsZO+h2qba8M5BEAvr4ISRKwSyrhNJIOyole7W5ybSep9cOJG0dUJnLOx+NR+KfBLa\nu/Ve1RK0D8Cxu9Udq1rR56d7ZKn3jSgzODMbPl/VeybSYU37+HKnJxN2o4kwoTcaJ56UGKe7FGVS\nK7MQjanoWM8QxKLayI0lJbjzE7KmS3kVXAvKcn0UsmECUqCVQFDRSiESk/XcOQDdx6CjW+8VT+o1\nN15ZbhXY2QuTb6hiZ1DRBBOJw7H74KH3a5z5Ra1KggBmb2mDuT2cvLoTmniyMypfvDSnFYOFRRpN\nigm90TirN26T7Xq8XIB4VCGa2Vn1XY0lZEUnO9Q6sJTTJJFfkKU+P6Xqk0FVwr80JzGPxtSCsKMX\nzv6QMk9rfWST7XDqUfWBTXVAfh6O3rNczsGh92rvk8ivbtzSPQQX/0oTQzzcS+gfUfOPckF7FbXW\nhibyRhNiQm80zlobt95L1I+ckUgP3SMrf+amfOBL8xLonuOylKdvaAM3kZBPfX4c8Kr62NErq77v\nuNxInWFnqdX7B3e/S0leE1eWk5Xcis7fuUUdv9oVlUrDuR+Dsde0yojFw9VCSuNPpPb0dBrGTmNC\nb+wM69XTqVnAK3vdZuZg+rqe7+iTGA+e0uQQDevCDJ6Shd3erWPiqWXhrb3nWvsHsaRWBrVVxUpc\nre7+GiTTcPqx9cdvGE2MCb2xc6wlvKufr7lMeo9pBZDPLK8ABu6SyNdK/CbTyw3P6xXeWBjSuRbe\n6/ntjt8wmhQTemN/2GwFUGOrwrt6v6BGuaDHrZCYcQgxoTf2j92woDfbLzBXjHEIMaE3Wo96VwuG\ncUgwoTdaE/O3G8abmIljGIbR4pjQG4ZhtDgm9IZhGC2OCb1hGEaL4/x6ySV7OQjnpoAb6zw9AEzv\n4XAapdnGCzbmvaDZxgs25r2g0fHe5b0f3OygAyH0G+Gce857f36/x1EvzTZesDHvBc02XrAx7wV7\nNV5z3RiGYbQ4JvSGYRgtTjMI/TP7PYAt0mzjBRvzXtBs4wUb816wJ+M98D56wzAMozGawaI3DMMw\nGuBACb1z7gvOuZfCn+vOuZfWOe66c+774XHP7fU4V43lXzrnxlaM+yPrHPch59wPnHNXnHOf2utx\nrhrLbzrnLjnnXnHO/Zlzrmed4/b1PG92zpxzyfCaueKce9Y5d2qvx7hqPCecc99yzr3mnLvgnPuV\nNY55n3NuYcX18s/3Y6yrxrTh39mJz4bn+RXn3GP7Mc4V47lvxfl7yTm36Jz71VXH7Pt5ds59zjl3\nxzn36orH+pxzX3fOXQ5ve9d57VPhMZedc081PBjv/YH8Af5X4J+v89x1YGC/xxiO5V8Cv7bJMVHg\nKnAGSAAvA+f2ccw/CcTC+78B/MZBO8/1nDPgF4HfCe9/AvjCPl8Lx4DHwvudwOtrjPl9wFf2c5xb\n/TsDHwG+hrrvPgE8u99jXnWdTKB48gN1noEfBR4DXl3x2P8CfCq8/6m1vntAH3AtvO0N7/c2MpYD\nZdHXcM454OPAH+33WHaIx4Er3vtr3vsS8MfAR/drMN77v/DeV8JfvwuM7NdYNqCec/ZR4PPh/S8C\nHwivnX3Bez/uvX8hvJ8BLgLD+zWeHeSjwO978V2gxzl3bL8HFfIB4Kr3fr2Ey33De//XwOyqh1de\ns58HPrbGS38K+Lr3ftZ7Pwd8HfhQI2M5kEIP/Agw6b2/vM7zHvgL59zzzrmn93Bc6/HL4ZL2c+ss\nxYaBWyt+H+XgCMDPI2ttLfbzPNdzzt48Jpy4FoD+PRndJoRupEeBZ9d4+oedcy87577mnHtwTwe2\nNpv9nQ/y9fsJ1jcID9p5Bhjy3o+H9yeAoTWO2fHzvef16J1z3wCOrvHUP/Pefym8/w/Z2Jp/r/d+\nzDl3BPi6c+5SOHvuChuNGfht4F+hL8u/Qi6nn9+tsdRLPefZOffPgArwB+u8zZ6e51bBOdcB/Anw\nq977xVVPv4DcDNlwP+f/Bs7u9RhX0ZR/Z+dcAvgZ4J+u8fRBPM9vwXvvnXN7Eva450Lvvf/gRs87\n52LAfwa8a4P3GAtv7zjn/gwt83ftwtxszDWcc/8e+MoaT40BJ1b8PhI+tmvUcZ7/MfDTwAd86Bhc\n4z329Dyvop5zVjtmNLxuuoGZvRne2jjn4kjk/8B7/6ern18p/N77rzrnfss5N+C937f6LHX8nff8\n+pRgLF4AAAG9SURBVK2TDwMveO8nVz9xEM9zyKRz7pj3fjx0f91Z45gxtMdQYwT4diMfehBdNx8E\nLnnvR9d60jnX7pzrrN1HG4uvrnXsXrDKV/kP1hnL94CzzrnToRXyCeDLezG+tXDOfQj4J8DPeO9z\n6xyz3+e5nnP2ZaAWkfCzwF+uN2ntBeH+wO8BF733/2adY47W9hGcc4+j7+C+TU51/p2/DPyjMPrm\nCWBhhfthP1l35X/QzvMKVl6zTwFfWuOYPwd+0jnXG7qCfzJ8bPvs5670OjvV/wH4hVWPHQe+Gt4/\ngyIwXgYuIFfEfo73/wC+D7wS/hGPrR5z+PtHUBTG1QMw5ivIB/hS+FOLXDlQ53mtcwb8T2iCAkgB\n/1f4//lPwJl9Pq/vRS68V1ac248Av1C7poFfDs/ny2gj/D37POY1/86rxuyAfxf+Hb4PnN/PMYdj\nakfC3b3isQN1ntEkNA6UkZ/9k2gP6ZvAZeAbQF947Hngd1e89ufD6/oK8HONjsUyYw3DMFqcg+i6\nMQzDMHYQE3rDMIwWx4TeMAyjxTGhNwzDaHFM6A3DMFocE3rDMIwWx4TeMAyjxTGhNwzDaHH+f45b\nUsONmxd/AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -93,10 +85,10 @@ "test_y = np.square(test_x) - 5 + noise\n", "\n", "train_x, train_y = torch.from_numpy(x).float(), torch.from_numpy(y).float()\n", - "test_x = Variable(torch.from_numpy(test_x).float(), volatile=True) # not for computing gradients\n", - "test_y = Variable(torch.from_numpy(test_y).float(), volatile=True)\n", + "test_x = Variable(torch.from_numpy(test_x).float()) # not for computing gradients\n", + "test_y = Variable(torch.from_numpy(test_y).float())\n", "\n", - "train_dataset = Data.TensorDataset(data_tensor=train_x, target_tensor=train_y)\n", + "train_dataset = Data.TensorDataset(train_x, train_y)\n", "train_loader = Data.DataLoader(dataset=train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=2,)\n", "\n", "# show data\n", @@ -106,10 +98,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": true - }, + "execution_count": 16, + "metadata": {}, "outputs": [], "source": [ "class Net(nn.Module):\n", @@ -135,8 +125,8 @@ " self._set_init(self.predict) # parameters initialization\n", "\n", " def _set_init(self, layer):\n", - " init.normal(layer.weight, mean=0., std=.1)\n", - " init.constant(layer.bias, B_INIT)\n", + " init.normal_(layer.weight, mean=0., std=.1)\n", + " init.constant_(layer.bias, B_INIT)\n", "\n", " def forward(self, x):\n", " pre_activation = [x]\n", @@ -154,43 +144,43 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Net (\n", - " (bn_input): BatchNorm1d(1, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc0): Linear (1 -> 10)\n", - " (fc1): Linear (10 -> 10)\n", - " (fc2): Linear (10 -> 10)\n", - " (fc3): Linear (10 -> 10)\n", - " (fc4): Linear (10 -> 10)\n", - " (fc5): Linear (10 -> 10)\n", - " (fc6): Linear (10 -> 10)\n", - " (fc7): Linear (10 -> 10)\n", - " (predict): Linear (10 -> 1)\n", - ") Net (\n", - " (bn_input): BatchNorm1d(1, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc0): Linear (1 -> 10)\n", - " (bn0): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc1): Linear (10 -> 10)\n", - " (bn1): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc2): Linear (10 -> 10)\n", - " (bn2): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc3): Linear (10 -> 10)\n", - " (bn3): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc4): Linear (10 -> 10)\n", - " (bn4): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc5): Linear (10 -> 10)\n", - " (bn5): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc6): Linear (10 -> 10)\n", - " (bn6): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (fc7): Linear (10 -> 10)\n", - " (bn7): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True)\n", - " (predict): Linear (10 -> 1)\n", + "Net(\n", + " (bn_input): BatchNorm1d(1, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc0): Linear(in_features=1, out_features=10, bias=True)\n", + " (fc1): Linear(in_features=10, out_features=10, bias=True)\n", + " (fc2): Linear(in_features=10, out_features=10, bias=True)\n", + " (fc3): Linear(in_features=10, out_features=10, bias=True)\n", + " (fc4): Linear(in_features=10, out_features=10, bias=True)\n", + " (fc5): Linear(in_features=10, out_features=10, bias=True)\n", + " (fc6): Linear(in_features=10, out_features=10, bias=True)\n", + " (fc7): Linear(in_features=10, out_features=10, bias=True)\n", + " (predict): Linear(in_features=10, out_features=1, bias=True)\n", + ") Net(\n", + " (bn_input): BatchNorm1d(1, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc0): Linear(in_features=1, out_features=10, bias=True)\n", + " (bn0): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc1): Linear(in_features=10, out_features=10, bias=True)\n", + " (bn1): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc2): Linear(in_features=10, out_features=10, bias=True)\n", + " (bn2): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc3): Linear(in_features=10, out_features=10, bias=True)\n", + " (bn3): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc4): Linear(in_features=10, out_features=10, bias=True)\n", + " (bn4): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc5): Linear(in_features=10, out_features=10, bias=True)\n", + " (bn5): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc6): Linear(in_features=10, out_features=10, bias=True)\n", + " (bn6): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (fc7): Linear(in_features=10, out_features=10, bias=True)\n", + " (bn7): BatchNorm1d(10, eps=1e-05, momentum=0.5, affine=True, track_running_stats=True)\n", + " (predict): Linear(in_features=10, out_features=1, bias=True)\n", ")\n" ] } @@ -203,10 +193,8 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, + "execution_count": 18, + "metadata": {}, "outputs": [], "source": [ "opts = [torch.optim.Adam(net.parameters(), lr=LR) for net in nets]\n", @@ -216,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 20, "metadata": { "scrolled": true }, @@ -225,7 +213,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0\n", + "Epoch: 0\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "Epoch: 1\n", "Epoch: 2\n", "Epoch: 3\n", @@ -238,16 +242,6 @@ "Epoch: 10\n", "Epoch: 11\n" ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk0AAAE/CAYAAABb+PcPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -274,7 +268,7 @@ " for net, l in zip(nets, losses):\n", " net.eval() # set eval mode to fix moving_mean and moving_var\n", " pred, layer_input, pre_act = net(test_x)\n", - " l.append(loss_func(pred, test_y).data[0])\n", + " l.append(loss_func(pred, test_y).item())\n", " layer_inputs.append(layer_input)\n", " pre_acts.append(pre_act)\n", " net.train() # free moving_mean and moving_var\n", @@ -294,14 +288,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEKCAYAAADq59mMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/weQ2pRl6ztibwAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY8AAAEKCAYAAADq59mMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzt3XmYVNWd//H3l2ZpdhpokVUaB0QWabAFDDGKqFFmXCeP0UmiaEaiiYn+kicTNP7GLL8kZmKM22jGHTPGjEYdzQyaoJK4LzQhCIiCCtINQgOyKFt38/39cW5BdXd1d92mqqu6+byep56+de5Sp6qr6lvne84919wdERGRODrkugIiItL2KHiIiEhsCh4iIhKbgoeIiMSm4CEiIrEpeIiISGxZCx5mNtTMFpjZcjNbZmZXReV9zWy+ma2M/hZF5WZmt5rZKjNbYmaTko51cbT9SjO7OFt1FhGR9Fi2zvMws4HAQHdfZGY9gXLgHGAWsMXdbzCzOUCRu3/PzGYC3wRmAlOAW9x9ipn1BRYCZYBHxznW3T/OSsVFRKRZWWt5uPt6d18ULe8A3gYGA2cDc6PN5hICClH5gx68BvSJAtDngfnuviUKGPOB07NVbxERaV7H1ngQMxsOTAReBwa4+/po1UfAgGh5MLA2abeKqKyx8lSPMxuYDdC9e/djR48enZknICJyCCgvL9/k7sXpbJv14GFmPYDHgKvdfbuZ7V/n7m5mGcubuftdwF0AZWVlvnDhwkwdWkSk3TOzNelum9XRVmbWiRA4HnL3x6PiDVE6KtEvsjEqrwSGJu0+JCprrFxERHIkm6OtDLgXeNvdb0pa9RSQGDF1MfBkUvlF0airqcC2KL31R+A0MyuKRmadFpWJiEiOZDNtNQ34CvCWmS2Oyq4FbgAeMbOvAmuA86N18wgjrVYBO4FLANx9i5n9GHgz2u5H7r4li/UWEZFmZG2obq6pz0MOZdXV1VRUVLB79+5cV0XyUGFhIUOGDKFTp051ys2s3N3L0jlGq4y2EpHWVVFRQc+ePRk+fDjJg1RE3J3NmzdTUVFBSUlJi4+j6UlE2qHdu3fTr18/BQ5pwMzo16/fQbdKFTxE2ikFDmlMJt4bCh4iIhKbgoeIZEVFRQVnn302I0eO5Mgjj+Sqq65i7969DbZbt24dX/jCF5o93syZM9m6dWuL6vKDH/yAG2+8sUX7SmoKHiKSce7OeeedxznnnMPKlSt59913+eSTT/j+979fZ7uamhoGDRrE73//+2aPOW/ePPr06ZOtKktMCh4iknHPP/88hYWFXHLJJQAUFBTwq1/9ivvuu4877riDs846i5NPPpkZM2awevVqxo0bB8DOnTs5//zzGTNmDOeeey5TpkwhMeR++PDhbNq0idWrV3P00Udz2WWXMXbsWE477TR27doFwN13381xxx3HhAkT+Md//Ed27tyZmxfgEKChuiLt3e3/lL1jX/nblMXLli3j2GOPrVPWq1cvhg0bRk1NDYsWLWLJkiX07duX1atX79/mjjvuoKioiOXLl7N06VJKS0tTHn/lypU8/PDD3H333Zx//vk89thjfPnLX+a8887jsssuA+C6667j3nvv5Zvf/GZmnqvUoZaHiLS6U089lb59+zYof+mll7jgggsAGDduHMccc0zK/UtKSvYHlmOPPXZ/AFq6dCknnHAC48eP56GHHmLZsmXZeQKi4CEimTdmzBjKy8vrlG3fvp0PP/yQjh070r1794M6fpcuXfYvFxQUUFNTA8CsWbO4/fbbeeutt7j++ut1hn0WKW0l0t41klrKphkzZjBnzhwefPBBLrroImpra/nOd77DrFmz6NatW6P7TZs2jUceeYTp06ezfPly3nrrrViPu2PHDgYOHEh1dTUPPfQQgwenvPSPZIBaHiKScWbGE088waOPPsrIkSMZNWoUhYWF/PSnP21yv69//etUVVUxZswYrrvuOsaOHUvv3r3Tftwf//jHTJkyhWnTpqGLwWWXJkYUaYfefvttjj766FxXI7ba2lqqq6spLCzkvffe45RTTuGdd96hc+fOua5au5PqPaKJEUWkTdq5cyfTp0+nuroad+eOO+5Q4MhTCh4ikjd69uyJMgZtg/o8REQkNgUPERGJTcFDRERiy1rwMLP7zGyjmS1NKvsvM1sc3VYnrm1uZsPNbFfSul8n7XOsmb1lZqvM7FbTRQpERHIumy2PB4DTkwvc/YvuXurupcBjwONJq99LrHP3y5PK7wQuA0ZGtzrHFJH8VFBQQGlpKRMmTGDSpEm88sorTW6/detW7rjjjmaPe9JJJzXbqb569WrMjNtuu21/2ZVXXskDDzyQVt0zJbmuLZ1S/uabb64zwePBTE2fSVkLHu7+ArAl1bqo9XA+8HBTxzCzgUAvd3/NwwkpDwLnZLquIpJ5Xbt2ZfHixfztb3/jZz/7Gddcc02T26cbPNJ12GGHccstt6S8hkg6ElOeZEpLp5SvHzzyZWr6XPV5nABscPeVSWUlZvZXM/uLmZ0QlQ0GKpK2qYjKRKQN2b59O0VFRQB88sknzJgxg0mTJjF+/HiefPJJAObMmcN7771HaWkp3/3udwH4+c9/zvjx45kwYQJz5szZf7xHH32UyZMnM2rUKF588cWUj1lcXMyMGTOYO3dug3WLFy9m6tSpHHPMMZx77rl8/PHHQGgpXH311ZSVlXHLLbcwa9YsrrjiCqZOncqIESP485//zKWXXsrRRx/NrFmz9h/viiuuoKysjLFjx3L99denrE9iSvlf//rXlJaWUlpaSklJCdOnT2/0GLfeeivr1q1j+vTp+7dLHAfgpptuYty4cYwbN46bb74ZoMkp6zMpV+d5XEjdVsd6YJi7bzazY4H/NrOxcQ9qZrOB2QDDhg3LSEVF2rrvPpe9Y/9iRuPrdu3aRWlpKbt372b9+vU8//zzABQWFvLEE0/Qq1cvNm3axNSpUznrrLO44YYbWLp0KYsXLwbg6aef5sknn+T111+nW7dubNlyIJFRU1PDG2+8wbx58/jhD3/Is88+m7IO3/ve9zjjjDO49NJL65RfdNFF3HbbbZx44on867/+Kz/84Q/3f/nu3bt3f6pp1qxZfPzxx7z66qs89dRTnHXWWbz88svcc889HHfccSxevJjS0lJ+8pOf0LdvX2pra5kxYwZLlixpdEbgyy+/nMsvv5zq6mpOPvlkvv3tbwOkPMa3vvUtbrrpJhYsWED//v3rHKe8vJz777+f119/HXdnypQpnHjiiRQVFTU6ZX0mtXrLw8w6AucB/5Uoc/c97r45Wi4H3gNGAZXAkKTdh0RlKbn7Xe5e5u5lxcXF2ai+iKQpkbZasWIFzzzzDBdddBHujrtz7bXXcswxx3DKKadQWVnJhg0bGuz/7LPPcskll+yfSDF5CvfzzjsPqDsdeyojRoxgypQp/Pa3ByaH3LZtG1u3buXEE08E4OKLL+aFF17Yv/6LX/xinWOceeaZmBnjx49nwIABjB8/ng4dOjB27Nj9j/3II48wadIkJk6cyLJly1i+fHmzr89VV13FySefzJlnntmiY7z00kuce+65dO/enR49enDeeeftb4U1NmV9JuWi5XEKsMLd96ejzKwY2OLutWY2gtAx/r67bzGz7WY2FXgduAi4LeVRRSRvHX/88WzatImqqirmzZtHVVUV5eXldOrUieHDh8eeOj0xJXvydOyNufbaa/nCF76wP1g0p/508YnH6tChQ52p4Dt06EBNTQ0ffPABN954I2+++SZFRUXMmjWr2efzwAMPsGbNGm6//XaAFh2jKfWnrG9TaSszexg4CehvZhXA9e5+L3ABDTvKPwf8yMyqgX3A5e6eaKN+nTByqyvwdHQTkTQ1lVpqLStWrKC2tpZ+/fqxbds2DjvsMDp16sSCBQtYs2YNEKYm2bFjx/59Tj31VH70ox/xpS99aX/aKtUFpJozevRoxowZwx/+8AeOO+44evfuTVFRES+++CInnHACv/nNb9IOLKls376d7t2707t3bzZs2MDTTz/NSSed1Oj25eXl3Hjjjbz44ot06NCh2WMkXpf6aasTTjiBWbNmMWfOHNydJ554gt/85jctfh5xZS14uPuFjZTPSlH2GGHobqrtFwLjMlo5Ecm6RJ8HgLszd+5cCgoK+NKXvsSZZ57J+PHjKSsr2z91er9+/Zg2bRrjxo3jjDPO4Be/+AWLFy+mrKyMzp07M3PmzGandG/M97//fSZOnLj//ty5c7n88svZuXMnI0aM4P7772/x85wwYQITJ05k9OjRDB06lGnTpjW5/e23386WLVv2d4CXlZVxzz33NHqM2bNnc/rppzNo0CAWLFiwv3zSpEnMmjWLyZMnA/DP//zPTJw4MSspqlQ0JbtIO9RWp2SX1nOwU7JrehIREYlNwUNERGJT8BBpp9prSloOXibeGwoeIu1QYWEhmzdvVgCRBtydzZs3U1hYeFDH0ZUERdqhIUOGUFFRQVVVVa6rInmosLCQIUOGNL9hExQ8RNqhTp06UVJSkutqSDumtJWIiMSm4CEiIrEpeIiISGwKHiIiEpuCh4iIxKbgISIisSl4iIhIbAoeIiISm4KHiIjEpuAhIiKxKXiIiEhsCh4iIhJb1oKHmd1nZhvNbGlS2Q/MrNLMFke3mUnrrjGzVWb2jpl9Pqn89KhslZnNyVZ9RUQkfdlseTwAnJ6i/FfuXhrd5gGY2RjgAmBstM8dZlZgZgXAvwNnAGOAC6NtRUQkh7I2Jbu7v2Bmw9Pc/Gzgd+6+B/jAzFYBk6N1q9z9fQAz+1207fIMV1dERGLIRZ/HlWa2JEprFUVlg4G1SdtURGWNladkZrPNbKGZLdRFcEREsqe1g8edwJFAKbAe+GUmD+7ud7l7mbuXFRcXZ/LQIiKSpFWvJOjuGxLLZnY38D/R3UpgaNKmQ6IymigXEZEcadWWh5kNTLp7LpAYifUUcIGZdTGzEmAk8AbwJjDSzErMrDOhU/2p1qyziIg0lLWWh5k9DJwE9DezCuB64CQzKwUcWA18DcDdl5nZI4SO8BrgG+5eGx3nSuCPQAFwn7svy1adRUQkPebuua5DVpSVlfnChQtzXQ0RkTbDzMrdvSydbXWGuYiIxKbgISIisSl4iIhIbAoeIiISm4KHiIjEpuAhIiKxKXiIiEhsCh4iIhKbgoeIiMSm4CEiIrEpeIiISGwKHiIiEpuCh4iIxKbgISIisSl4iIhIbAoeIiISm4KHiIjEpuAhIiKxZS14mNl9ZrbRzJYmlf3CzFaY2RIze8LM+kTlw81sl5ktjm6/TtrnWDN7y8xWmdmtZmbZqrOIiKQnmy2PB4DT65XNB8a5+zHAu8A1Sevec/fS6HZ5UvmdwGXAyOhW/5giItLKshY83P0FYEu9sj+5e0109zVgSFPHMLOBQC93f83dHXgQOCcb9RURkfTlss/jUuDppPslZvZXM/uLmZ0QlQ0GKpK2qYjKUjKz2Wa20MwWVlVVZb7GIiIC5Ch4mNn3gRrgoahoPTDM3ScC3wZ+a2a94h7X3e9y9zJ3LysuLs5chUVEpI6Orf2AZjYL+AdgRpSKwt33AHui5XIzew8YBVRSN7U1JCoTEZEcatWWh5mdDvwLcJa770wqLzazgmh5BKFj/H13Xw9sN7Op0Siri4AnW7POIiLSUNZaHmb2MHAS0N/MKoDrCaOrugDzoxG3r0Ujqz4H/MjMqoF9wOXunuhs/zph5FZXQh9Jcj+JiIjkgEWZo3anrKzMFy5cmOtqiIi0GWZW7u5l6WyrM8xFRCQ2BQ8REYktVvAwsw4tGUIrIiLtS7PBw8x+a2a9zKw7sBRYbmbfzX7VREQkX6XT8hjj7tsJ04I8DZQAX8lqrUREJK+lEzw6mVknQvB4yt2rgfY5REtERNKSTvD4D2A10B14wcyOALZns1IiIpLfmj1J0N1vBW5NKlpjZtOzVyUREcl36XSYXxV1mJuZ3Wtmi4CTW6FuIiKSp9JJW10adZifBhQROstvyGqtREQkr6UTPBKXfZ0J/MbdlyWViYjIISid4FFuZn8iBI8/mllPwuSFIiJyiEpnVt2vAqWEKdJ3mlk/4JLsVktERPJZOqOt9pnZEOCfomnU/+Luf8h6zUREJG+lM9rqBuAqYHl0+5aZ/TTbFRMRkfyVTtpqJlDq7vsAzGwu8Ffg2mxWTERE8le6s+r2SVrunY2KiIhI25FOy+NnwF/NbAFhiO7ngDlZrZWIiOS1Zlse7v4wMBV4HHgMON7d/yudg5vZfWa20cyWJpX1NbP5ZrYy+lsUlZuZ3Wpmq8xsiZlNStrn4mj7lWZ2cdwnKSIimdVo8DCzSYkbMBCoiG6Dkr/Ym/EAcHq9sjnAc+4+EniOA62YM4CR0W02cGdUj77A9cAUYDJwfSLgiIhIbjSVtvplE+ucNOa3cvcXzGx4veKzgZOi5bnAn4HvReUPursDr5lZHzMbGG073923AJjZfEJAeri5xxcRkexoNHi4e7Zmzh3g7uuj5Y+AAdHyYGBt0nYVUVlj5Q2Y2WxCq4Vhw4ZlsMoiIpIs1jXMMy1qZWTswlLufpe7l7l7WXFxcaYOKyIi9eQieGyI0lFEfzdG5ZXA0KTthkRljZWLiEiO5CJ4PAUkRkxdDDyZVH5RNOpqKrAtSm/9ETjNzIqijvLTojIREcmRdKYneS6dskb2fRh4FTjKzCrM7KuEa4GcamYrgVM4cG2QecD7wCrgbuDrAFFH+Y+BN6PbjxKd5yIikhuNdpibWSHQDegf/eJPXMOjF410WNfn7hc2smpGim0d+EYjx7kPuC+dxxQRkexraqju14CrgUFAOQeCx3bg9izXS0RE8lhTQ3VvAW4xs2+6+22tWCcREclz6XSYfxRdPRAzu87MHo9xhrmIiLRD6QSP/+vuO8zss4QO7nuJpg4REZFDUzrBozb6+/fAXe7+v0Dn7FVJRETyXTrBo9LM/gP4IjDPzLqkuZ+IiLRT6QSB8wkn5X3e3bcCfYHvZrVWIiKS19K5nsdOwhQin42KaoCV2ayUiIjkt3TOML+eMGX6NVFRJ+A/s1kpERHJb+mkrc4FzgI+BXD3dUDPbFZKRETyWzrBY2/y1Olm1j27VRIRkXyXTvB4JBpt1cfMLgOeBe7JbrVERCSfNTW3FQDufqOZnUqY0+oo4F/dfX7WayYiInmr2eBhZj939+8B81OUiYjIISidtNWpKcrOyHRFRESk7Wjqeh5XEC7INMLMliSt6gm8nO2KiYhI/moqbfVb4GngZ8CcpPIdupKfiMihranreWwDtgGNXQ1QREQOUa0+waGZHWVmi5Nu283sajP7gZlVJpXPTNrnGjNbZWbvmNnnW7vOIiJSV7OjrTLN3d8BSgHMrACoBJ4ALgF+5e43Jm9vZmOAC4CxhEviPmtmo9y9FhERyYlcT60+A3jP3dc0sc3ZwO/cfY+7fwCsAia3Su1ERCSlXAePC4CHk+5faWZLzOw+MyuKygYDa5O2qYjKGjCz2Wa20MwWVlVVZafGIiKSu+BhZp0JEy4+GhXdCRxJSGmtB34Z95jufpe7l7l7WXFxccbqKiIideWy5XEGsMjdNwC4+wZ3r3X3fcDdHEhNVQJDk/YbEpWJiEiO5DJ4XEhSysrMBiatOxdYGi0/BVxgZl3MrAQYCbzRarUUEZEGWn20Feyf1v1U4GtJxf9mZqWEqd9XJ9a5+zIzewRYTriK4TeyNtKqajXs3hF/Pz+YB412dq9b5vUOemBW/NRlTr3lxEL9soglL1jd+3WWreFOyWVmyQere9+ou64pluZ2mVL/9T2wIq2iZla04HEzKK3XMo1tWvNf0qKXJZOvpTV5t+H65l6cVOuT6tvgsxstNHh/1Cvbv9xEmQM9+sKAI5up48HJSfBw90+BfvXKvtLE9j8BfpLtevHaI7BmcdYfRkQkq0YeD5//ZlYfItejrUREJOOy38LNScsjb/UfBrXVLdv3oNIu9dM+UZnVX5+irKkUUsr1NNIMhiabyI2mwuo3tVOl4ZqRqVSOe7z/Q0a2beV0W0ak8Xq3RnqtvhZ9hjLx+qdKBze1edz1TuOf1/rL6XwXWL1N66eXgeIRTdcxAxQ8kh1/Qa5rICLSJihtJSIisSl4iIhIbAoeIiISm4KHiIjEpuAhIiKxKXiIiEhsCh4iIhKbgoeIiMSm4CEiIrEpeIiISGwKHiIiEpuCh4iIxKbgISIisSl4iIhIbAoeIiISW86Ch5mtNrO3zGyxmS2Myvqa2XwzWxn9LYrKzcxuNbNVZrbEzCblqt4iIpL7lsd0dy9197Lo/hzgOXcfCTwX3Qc4AxgZ3WYDd7Z6TUVEZL9cB4/6zgbmRstzgXOSyh/04DWgj5kNzEUFRUQkt8HDgT+ZWbmZzY7KBrj7+mj5I2BAtDwYWJu0b0VUVoeZzTazhWa2sKqqKlv1FhE55OXyGuafdfdKMzsMmG9mK5JXurubWTNXmq/L3e8C7gIoKyuLta+IiKQvZy0Pd6+M/m4EngAmAxsS6ajo78Zo80pgaNLuQ6IyERHJgZwEDzPrbmY9E8vAacBS4Cng4mizi4Eno+WngIuiUVdTgW1J6S0REWlluUpbDQCeMLNEHX7r7s+Y2ZvAI2b2VWANcH60/TxgJrAK2Alc0vpVFhGRhJwED3d/H5iQonwzMCNFuQPfaIWqiYhIGvJtqK6IiLQBCh4iIhKbgoeIiMSm4CEiIrEpeIiISGwKHiIiEpuCh4iIxKbgISIisSl4iIhIbAoeIiISm4KHiIjEpuAhIiKxKXiIiEhsCh4iIhKbgoeIiMSm4CEiIrEpeIiISGwKHiIiElurBw8zG2pmC8xsuZktM7OrovIfmFmlmS2ObjOT9rnGzFaZ2Ttm9vnWrrOIiNSVi2uY1wDfcfdFZtYTKDez+dG6X7n7jckbm9kY4AJgLDAIeNbMRrl7bavWWkRE9mv1loe7r3f3RdHyDuBtYHATu5wN/M7d97j7B8AqYHL2ayoiIo3JaZ+HmQ0HJgKvR0VXmtkSM7vPzIqissHA2qTdKmg62IiISJblLHiYWQ/gMeBqd98O3AkcCZQC64FftuCYs81soZktrKqqalG9ave1aDcRkUNKToKHmXUiBI6H3P1xAHff4O617r4PuJsDqalKYGjS7kOisgbc/S53L3P3suLi4tj12rILfvYKvF4J+zz27iIih4xcjLYy4F7gbXe/Kal8YNJm5wJLo+WngAvMrIuZlQAjgTcyXS93eOId2LYHfr8C7iiH9Z9k+lFERNqHXIy2mgZ8BXjLzBZHZdcCF5pZKeDAauBrAO6+zMweAZYTRmp9IxsjrT6tho2fHri/Zhvc/AZ8bhicWgKdCzL9iCIibZe5t8/8TFlZmS9cuDDWPntr4bnV8Jc1UJv0svQphHNHwZj4mbC8sfFT+PMa2LQLenaGXp2hV5d6t85Q2BHMcl1bEckFMyt397J0ts1FyyNvdS6AM46ESQPg8Xfg/a2hfOtuuH8JjCuGs0eFYNJWbN4F8z+ARetDk645nTrUDSaJ5d71gkwXvXNahTus2Q5LN8KeWuhoUNAhuhl0jP4WdDiwnFxW0OHAPnXKrd720XIH048HSY++AlIY0AMunwTlH8EfVsLO6lC+tAre3QKnjYDPDgkfuHy1bTc8uxreWBev8796Xwg4m3c1vV2XgoYBJlXQUbqvZbbsCu+/RetDa7G1GOF93aUg/FiaUQJFbejHkrQepa2a8Wk1zFsVvoSTDewBXxgNw3of9ENk1Cd74fnV8Gol1NQbdnxUP/jM4JCe27YXtu+pe9u2JwSPTBrYA44fDJMOV2ulObtrYMlGKF9/oNWbawUGUwfDycPDjwFp3+KkrRQ80vTBVnhsBWxI6lQ3YMrgkOrq1iljD9UiO6vhhQ/hxbUhOCQb0Qc+PwJGFKXeN8E9pEaSg8n2FEFm+96Ggak5hQVQNgg+MwSKu8Xbtz3b57ByCyxcH1q2qV7XwgI4ZgAM7hnOQ6rx8Ld2X+ibq4n+1u47sJxclrxPY/vWRGWNfRt06hD+dycdAT06Z/UlkRxS8CDzwQPCB+zFD0MfQvIv9B6d4KxRUDqg9fPFe2rgpbXwlw9hV03ddUN7haAxqm9m6+UeHmt/gEkVZKL7qVJmR/WDaUPC3w6HaH59/SehhfHXj8JrVZ8RXp9jB8LY/tCpldJ/+6Lgsnob/PH9MOowWZcC+OxQOHEYdM3xD6aW+HhXSD137QRj+of+HjlAwYPsBI+ELbvgv9+BtzfXLf+7IjhvdOv8sq6uhVcqYcHqkFpLdniPEDTG9s9t5+eumvAF+fLa1Hn7vl1DGu24QblvubWGHXtg8YbQyljXyDlEA3uEgDFxQO7TRO6wYnMIIpU76q4r7BgCyGeHhuV8VrMPllfB6+tCKy/xjde9E0weFNJyfbvmtIp5Q8GD7AYPCB+spVXw5Lvh13dCgYX88PQjsvNrsWYfvLkudIZv31N3Xf+uIWgcMyC/ftEnUjOvVMDbmxqmRjp1gImHh9bIoJ45qWLWVNfC8k0hiL6zJXVLrEfn0Cd07OH5+fwT7/U/vl83bQsh6E8/IqS08m1wxIZPQ19l+fqGP7CSJVp5nznEW8Og4AFkP3gk7K6BP70fUkfJr2T/rnDu6JAyyoR9Dos+gvnvw5bdddf1KQwnMh57eH6PAIPQanulInyo66fZAEp6w2eGwvji/H8ujXEPaZ/y9fC3jeE9Ul/HDmE007GHw8i+beO57nP424bwfq/fkuzZGWYMD32AuUwF7a0NdXxjXfgf1GeEvr/NO2HrnobriwpDS2TyoLbZt+Mezunq3rll9VfwoPWCR0LljtChvnZ73fKJA+AfRrY8BbHP4a2N4QO7cWfddfnygW2JvbUhhfPS2tTTwPTqHD7EUwbnPn2Trs27wtDa8o8aH+pc0icEjGMGQNc8T/c0pnZf9EPmA/i4/g+ZLnBKCZQNbL2A6B4+f6+vg8Ufwe4U80/07hLSo8cNDCmq2n0hJfdKRegDqa/A4JjD4PghMLx3fp/7sqcGVn4M72wOt493h/PRPju0+X3rU/Cg9YMHhC/61yrh6ffq/tpLhMo3AAAKDElEQVQs7BhGZE0dnH6T2D30qTzzXsMv124dYfrw/EwVxJX4lf5KRRimWj+tU2Aw/rCQ0joiDz/Eu2pgyYYQMD5oZHhtv64hYEwaGJbbi6ZSqH27wmklIR2ZrTTQzuow4OCNdan7kDpY6BSfMghGNZGO2rQzfG7fXAc7U7QSD+8R+uYmHp4f/TuJ1sWKzeH2wda6M2JAyHhcNjH+sRU8yE3wSNi+J5xcuHhD3fJhvUKH+uBm8tort4Sg8WG9VkxhQZhr64Rh+fEmzrTte8KH+LVK2JFiBNLgniFgThzQeqOPktXsC7MNbNsTft29s7mJ4bUdYcJhofM733+5Hqzq2vA/e341fFKvb+GwbuGk2vGHZSaIuIdzYN5YF35spHrt+3eFyYNDwI7Taq2uDWnGVysafvYgjDSbdHh4Dx7eo+XPoSWSWxcrNof3YWO6FISplC4cE/99p+BBboNHwrubw0y9yflhIzQnTxvRMACs3haCxnsf1y3v1CEaHnlEGCHS3tXsC1/KL69Nnbfu1jGkID4zJHOjZGr3haCQCA5b94Sz9LfuPrBc/4uxvg4WDa89PPzizUWAy6W9teF/tmBNw/6sgdEIwDEtHAG4Yw8s/AjeqEw9cq9jh5BmmjIopAYPNlhX7ghBZNFHqU+cLekTTn4df1h2UsbuocN/RZSKStW6SDawB4zuF95/w3u3PGWo4EF+BA8Iv2aeXxOG1Cb/83t3CXnJccWhyf3Me+GNkqzAwht0+vC2k/fPtModIaW16KOGvzINOLp/SGn9Xd/Gf9nW7gstmf2BIQoIifvbdof1Lf0kDO4ZAkbpAOh5iP6fku2qCedDvfhhw/6HOOce7fPwxfnGujBiLdVItUE9Qr/YxAHZOe9kV3VISb5a0bDPEcI5XpMHw9RBUHSQP2R218Cqj2HFpjAyr6nWRWFBeM8nAkam5ttT8CB/gkfCxk9DK2RVvVbF4d3ho3rDHztY6HA8RfMK7bezOnyJvFLRsJMWwrk1kweFgJsIDIngsH1PywNDMiME8T6FoWO4fzeYMCD86pOGPq0OM1S/tLbhr/eSaNaDI1PMerBlV+h/eHN93WHwCYUFUHp4aGUM6ZWdutfnHjICr1aGVnH9QJb4IXP8kBAY00nR5ap10RQFD/IveEB4syyKJltMNe7cCB+K00rCF5M0tC86ce3ltalHybSUEUav9Y4CQ+Jvn8IDyz07t40htflmx56Qyko139rIviGIDO4Jy6rCD4TkE/mSlfQOv/KPOSy3A0W27wkju16vTB3c+nYNGYPjBoYhs8niti5G9oXR/eGovuF9mG0KHuRn8EjYWR1GZL2WdDHdccXhQ9TaHXFt2cZPQzrhzfVhTq6m9OgUBYJ6ASFR1qtL2xvu3NZs2x2ul/PGuoa/sLsUpP4fdu8UWuGTB8Fh3Vulmmmr3RfSaa9WhoBXX6IfZuKAkF2I07oY3S+MLmztHysKHuR38EhYuz10qh/Vr/Wa3+3R7prQovtgazh3ok6QiK5Fcqh1XuezLbvg2Q/CNC2pvn2M8It7yuC2M/9UVdJw31QnvzamsCAMIz4quvXOcZ+ZggdtI3iIHMqqdoYZExZvCEGkT9KJfAfb+ZwriTPcX61seMJwQq5bF03RlQRFJO8Vd4N/GheGrX+yN1wbp63PK9W5IAqAg0LweLUCKnaE55ovrYtMaTPBw8xOB24BCoB73P2GHFdJRDKgf7f2OUBkaC8YOibXtciePGowNc7MCoB/B84AxgAXmlk7/reIiOS3NhE8gMnAKnd/3933Ar8Dzs5xnUREDlltJW01GFibdL8CmFJ/IzObDcyO7n5iZu+08PH6A5tauG++03Nru9rz89Nzyw9HpLthWwkeaXH3u4C7DvY4ZrYw3REHbY2eW9vVnp+fnlvb01bSVpVA8uz0Q6IyERHJgbYSPN4ERppZiZl1Bi4AnspxnUREDlltIm3l7jVmdiXwR8JQ3fvcfVkWH/KgU195TM+t7WrPz0/PrY1pt2eYi4hI9rSVtJWIiOQRBQ8REYlNwSOJmZ1uZu+Y2Sozm5Pr+mSSmQ01swVmttzMlpnZVbmuU6aZWYGZ/dXM/ifXdckkM+tjZr83sxVm9raZHZ/rOmWSmf2f6D251MweNrM2ewk0M7vPzDaa2dKksr5mNt/MVkZ/U1wCq+1R8IgcAlOg1ADfcfcxwFTgG+3s+QFcBbyd60pkwS3AM+4+GphAO3qOZjYY+BZQ5u7jCANiLshtrQ7KA8Dp9crmAM+5+0jgueh+m6fgcUC7ngLF3de7+6JoeQfhC2hwbmuVOWY2BPh74J5c1yWTzKw38DngXgB33+vuW3Nbq4zrCHQ1s45AN2BdjuvTYu7+AlD/0lBnA3Oj5bnAOa1aqSxR8Dgg1RQo7ebLNZmZDQcmAq/ntiYZdTPwL8C+5jZsY0qAKuD+KCV3j5nl2TX1Ws7dK4EbgQ+B9cA2d/9TbmuVcQPcfX20/BEwIJeVyRQFj0OMmfUAHgOudvdGLlfTtpjZPwAb3b0813XJgo7AJOBOd58IfEo7SXsARPn/swlBchDQ3cy+nNtaZY+HcyPaxfkRCh4HtPspUMysEyFwPOTuj+e6Phk0DTjLzFYT0o0nm9l/5rZKGVMBVLh7opX4e0IwaS9OAT5w9yp3rwYeBz6T4zpl2gYzGwgQ/d2Y4/pkhILHAe16ChQzM0Le/G13vynX9ckkd7/G3Ye4+3DC/+15d28Xv17d/SNgrZkdFRXNAJbnsEqZ9iEw1cy6Re/RGbSjAQGRp4CLo+WLgSdzWJeMaRPTk7SGHEyB0tqmAV8B3jKzxVHZte4+L4d1kvR8E3go+lHzPnBJjuuTMe7+upn9HlhEGBH4V9rwdB5m9jBwEtDfzCqA64EbgEfM7KvAGuD83NUwczQ9iYiIxKa0lYiIxKbgISIisSl4iIhIbAoeIiISm4KHiIjEpuAhkkVmdrWZdct1PUQyTUN1RbIoOuu9zN035bouIpmklodIhphZdzP7XzP7W3RtiusJ8zUtMLMF0TanmdmrZrbIzB6N5hrDzFab2b+Z2Vtm9oaZ/V0un4tIcxQ8RDLndGCdu0+Irk1xM2F68enuPt3M+gPXAae4+yRgIfDtpP23uft44PZoX5G8peAhkjlvAaea2c/N7AR331Zv/VTChcZejqaIuRg4Imn9w0l/29XVAqX90dxWIhni7u+a2SRgJvD/zOy5epsYMN/dL2zsEI0si+QdtTxEMsTMBgE73f0/gV8Qpk7fAfSMNnkNmJboz4j6SEYlHeKLSX9fbZ1ai7SMWh4imTMe+IWZ7QOqgSsI6adnzGxd1O8xC3jYzLpE+1wHvBstF5nZEmAP0FjrRCQvaKiuSB7QkF5pa5S2EhGR2NTyEBGR2NTyEBGR2BQ8REQkNgUPERGJTcFDRERiU/AQEZHY/j+ap6SvUg2WcgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -309,9 +303,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -363,7 +357,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.5.2" + "version": "3.6.5" } }, "nbformat": 4, From 0e29c34210fbfcee8edf29c1a89fdef645545b27 Mon Sep 17 00:00:00 2001 From: Harry Wang Date: Tue, 14 Aug 2018 10:40:32 -0400 Subject: [PATCH 6/6] updated 502 GPU --- tutorial-contents-notebooks/502_GPU.ipynb | 152 ++++++++++------------ 1 file changed, 67 insertions(+), 85 deletions(-) diff --git a/tutorial-contents-notebooks/502_GPU.ipynb b/tutorial-contents-notebooks/502_GPU.ipynb index 9415929..2257d01 100644 --- a/tutorial-contents-notebooks/502_GPU.ipynb +++ b/tutorial-contents-notebooks/502_GPU.ipynb @@ -15,7 +15,16 @@ "cell_type": "code", "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ubuntu/anaconda3/envs/pytorch_p36/lib/python3.6/site-packages/matplotlib/font_manager.py:278: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n", + " 'Matplotlib is building the font cache using fc-list. '\n" + ] + } + ], "source": [ "import torch\n", "import torch.nn as nn\n", @@ -38,7 +47,7 @@ "EPOCH = 1\n", "BATCH_SIZE = 50\n", "LR = 0.001\n", - "DOWNLOAD_MNIST = False" + "DOWNLOAD_MNIST = True" ] }, { @@ -47,14 +56,15 @@ "metadata": {}, "outputs": [ { - "ename": "RuntimeError", - "evalue": "Cannot initialize CUDA without ATen_cuda library. PyTorch splits its backend into two shared libraries: a CPU library and a CUDA library; this error has occurred because you are trying to use some CUDA functionality, but the CUDA library has not been loaded by the dynamic linker for some reason. The CUDA library MUST be loaded, EVEN IF you don't directly use any symbols from the CUDA library! One common culprit is a lack of -Wl,--no-as-needed in your link arguments; many dynamic linkers will delete dynamic library dependencies if you don't depend on any of their symbols. You can check if this has occurred by using ldd on your binary to see if there is a dependency on *_cuda.so library.", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0;31m# !!!!!!!! Change in here !!!!!!!!! #\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 16\u001b[0;31m \u001b[0mtest_x\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munsqueeze\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtest_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdim\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFloatTensor\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m2000\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0;36m255.\u001b[0m \u001b[0;31m# Tensor on GPU\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 17\u001b[0m \u001b[0mtest_y\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtest_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtest_labels\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m2000\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mRuntimeError\u001b[0m: Cannot initialize CUDA without ATen_cuda library. PyTorch splits its backend into two shared libraries: a CPU library and a CUDA library; this error has occurred because you are trying to use some CUDA functionality, but the CUDA library has not been loaded by the dynamic linker for some reason. The CUDA library MUST be loaded, EVEN IF you don't directly use any symbols from the CUDA library! One common culprit is a lack of -Wl,--no-as-needed in your link arguments; many dynamic linkers will delete dynamic library dependencies if you don't depend on any of their symbols. You can check if this has occurred by using ldd on your binary to see if there is a dependency on *_cuda.so library." + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n", + "Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n", + "Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n", + "Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n", + "Processing...\n", + "Done!\n" ] } ], @@ -81,9 +91,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "class CNN(nn.Module):\n", @@ -115,18 +123,18 @@ { "data": { "text/plain": [ - "CNN (\n", - " (conv1): Sequential (\n", + "CNN(\n", + " (conv1): Sequential(\n", " (0): Conv2d(1, 16, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n", - " (1): ReLU ()\n", - " (2): MaxPool2d (size=(2, 2), stride=(2, 2), dilation=(1, 1))\n", + " (1): ReLU()\n", + " (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", - " (conv2): Sequential (\n", + " (conv2): Sequential(\n", " (0): Conv2d(16, 32, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n", - " (1): ReLU ()\n", - " (2): MaxPool2d (size=(2, 2), stride=(2, 2), dilation=(1, 1))\n", + " (1): ReLU()\n", + " (2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n", " )\n", - " (out): Linear (1568 -> 10)\n", + " (out): Linear(in_features=1568, out_features=10, bias=True)\n", ")" ] }, @@ -145,9 +153,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "optimizer = torch.optim.Adam(cnn.parameters(), lr=LR)\n", @@ -165,37 +171,37 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch: 0 | train loss: 2.3145 | test accuracy: 0.10\n", - "Epoch: 0 | train loss: 0.5546 | test accuracy: 0.83\n", - "Epoch: 0 | train loss: 0.5856 | test accuracy: 0.89\n", - "Epoch: 0 | train loss: 0.1879 | test accuracy: 0.92\n", - "Epoch: 0 | train loss: 0.0601 | test accuracy: 0.94\n", - "Epoch: 0 | train loss: 0.1772 | test accuracy: 0.95\n", - "Epoch: 0 | train loss: 0.0993 | test accuracy: 0.94\n", - "Epoch: 0 | train loss: 0.2210 | test accuracy: 0.95\n", - "Epoch: 0 | train loss: 0.0379 | test accuracy: 0.96\n", - "Epoch: 0 | train loss: 0.0535 | test accuracy: 0.96\n", - "Epoch: 0 | train loss: 0.0268 | test accuracy: 0.96\n", - "Epoch: 0 | train loss: 0.0910 | test accuracy: 0.96\n", - "Epoch: 0 | train loss: 0.0982 | test accuracy: 0.97\n", - "Epoch: 0 | train loss: 0.3154 | test accuracy: 0.97\n", - "Epoch: 0 | train loss: 0.0418 | test accuracy: 0.97\n", - "Epoch: 0 | train loss: 0.1072 | test accuracy: 0.96\n", - "Epoch: 0 | train loss: 0.0652 | test accuracy: 0.97\n", - "Epoch: 0 | train loss: 0.1042 | test accuracy: 0.97\n", - "Epoch: 0 | train loss: 0.1346 | test accuracy: 0.97\n", - "Epoch: 0 | train loss: 0.0431 | test accuracy: 0.98\n", - "Epoch: 0 | train loss: 0.0276 | test accuracy: 0.97\n", - "Epoch: 0 | train loss: 0.0153 | test accuracy: 0.98\n", - "Epoch: 0 | train loss: 0.0438 | test accuracy: 0.98\n", - "Epoch: 0 | train loss: 0.0082 | test accuracy: 0.97\n" + "Epoch: 0 | train loss: 0.0205 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0043 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0239 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0926 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0665 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0972 | test accuracy: 0.07\n", + "Epoch: 0 | train loss: 0.0097 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0188 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0305 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0649 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0407 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.1188 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0650 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0031 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.1602 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0168 | test accuracy: 0.09\n", + "Epoch: 0 | train loss: 0.0112 | test accuracy: 0.09\n", + "Epoch: 0 | train loss: 0.0107 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.0445 | test accuracy: 0.09\n", + "Epoch: 0 | train loss: 0.0614 | test accuracy: 0.09\n", + "Epoch: 0 | train loss: 0.0712 | test accuracy: 0.09\n", + "Epoch: 0 | train loss: 0.0661 | test accuracy: 0.08\n", + "Epoch: 0 | train loss: 0.1287 | test accuracy: 0.09\n", + "Epoch: 0 | train loss: 0.0114 | test accuracy: 0.09\n" ] } ], @@ -209,7 +215,7 @@ "\n", " output = cnn(b_x)\n", " loss = loss_func(output, b_y)\n", - " losses_his.append(loss.data[0])\n", + " losses_his.append(loss.item())\n", " optimizer.zero_grad()\n", " loss.backward()\n", " optimizer.step()\n", @@ -220,20 +226,20 @@ " # !!!!!!!! Change in here !!!!!!!!! #\n", " pred_y = torch.max(test_output, 1)[1].cuda().data.squeeze() # move the computation in GPU\n", "\n", - " accuracy = sum(pred_y == test_y) / test_y.size(0)\n", - " print('Epoch: ', epoch, '| train loss: %.4f' % loss.data[0], '| test accuracy: %.2f' % accuracy)\n" + " accuracy = sum(pred_y == test_y).item() / test_y.size(0)\n", + " print('Epoch: ', epoch, '| train loss: %.4f' % loss.item(), '| test accuracy: %.2f' % accuracy)\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEKCAYAAAD9xUlFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnXl4FFXWh38nnYQAYZNdgiwKIrITEWQRhVEWdx0VN1wZ\nnZH5HGdGUXTcGEVwdBzHDR3XGRHcERBUBBEFJOwQtrAnbAlLgIRs3ff7o6o61dVV1VXdVV2d9Hmf\nJ0+6q27dOtVVdc+955x7LgkhwDAMwzAAkOK1AAzDMEziwEqBYRiGCcJKgWEYhgnCSoFhGIYJwkqB\nYRiGCcJKgWEYhgnimlIgoneI6BARbTDYT0T0LyLKI6J1RNTHLVkYhmEYa7g5UngPwAiT/SMBdJL/\nxgF43UVZGIZhGAu4phSEEIsBHDEpciWAD4TEMgCNiai1W/IwDMMwkUn18NxtAOxVfc+Xt+3XFiSi\ncZBGE6hfv37fLl26OCpI/tFTOFpaAQDo1qYRyNHaGYZhvGflypVFQojmkcp5qRQsI4SYBmAaAGRn\nZ4ucnBxH639w5hp8vqoAALB00kikp7L/nWGY2gUR7bZSzsvWrwBAW9X3LHlb3AkEqvM/CXAuKIZh\nkhcvlcIsALfJUUj9ARQLIcJMR/HAr9IDnB+QYZhkxjXzERFNBzAUQDMiygfwBIA0ABBCvAFgLoBR\nAPIAlAK4wy1ZIhEyUmClwDBMEuOaUhBCjImwXwD4g1vnt4OfzUcMk3RUVlYiPz8fZWVlXoviKBkZ\nGcjKykJaWlpUx9cIR7Pb+AWPFBgm2cjPz0eDBg3Qvn17ENWOmEMhBA4fPoz8/Hx06NAhqjo4zAbA\nuac3DH7eUFDsoSQMw8SLsrIyNG3atNYoBAAgIjRt2jSm0Q8rBQDjL+6Eq3qdDgC4Ydoyj6VhGCZe\n1CaFoBDrNbFSAOBLIXRr08hrMRiGYTyHlYJMbewxMAyT2GRmZnotQhisFGRSWCcwDMOwUlBgncAw\njFcIIfDXv/4V3bp1Q/fu3TFjxgwAwP79+zFkyBD06tUL3bp1w08//QS/34/bb789WPall15yVBYO\nSZVRm4+EEGxOYpgk4qmvNyJ333FH6+x6ekM8cfm5lsp+/vnnWLNmDdauXYuioiKcd955GDJkCD76\n6CNceumlmDhxIvx+P0pLS7FmzRoUFBRgwwZpqZpjx445KjePFGTUOiDAcxUYhokjS5YswZgxY+Dz\n+dCyZUtceOGFWLFiBc477zy8++67ePLJJ7F+/Xo0aNAAHTt2xI4dOzB+/HjMmzcPDRs2jHwCG/BI\nQUY9MvAHBHzsZGCYpMFqjz7eDBkyBIsXL8acOXNw++2348EHH8Rtt92GtWvXYv78+XjjjTcwc+ZM\nvPPOO46dk0cKMmoV4OehAsMwcWTw4MGYMWMG/H4/CgsLsXjxYvTr1w+7d+9Gy5Ytcc899+Duu+/G\nqlWrUFRUhEAggGuvvRaTJk3CqlWrHJWFRwoyavORn3NdMAwTR66++mosXboUPXv2BBFhypQpaNWq\nFd5//31MnToVaWlpyMzMxAcffICCggLccccdCAQCAIDnnnvOUVlYKciQaqzg97NSYBjGfU6ePAlA\nMl9PnToVU6dODdk/duxYjB07Nuw4p0cHath8JJPCIwWGYRhWCgoh5iP2KTAMk6SwUpAJMR+xUmCY\npEDUQqtArNfESkGBzUcMk1RkZGTg8OHDtUoxKOspZGRkRF0HO5plUogdzQyTTGRlZSE/Px+FhYVe\ni+Ioyspr0cJKQSZknkIt6jkwDKNPWlpa1KuT1WbYfCQT6mgOeCcIwzCMh7BSkAlVCt7JwTAM4yWs\nFGRSiKOPGIZhWCnoIMBKgWGY5ISVgkzoegoeCsIwDOMhrBRk1GkuWCkwDJOssFKQ8alHCmw+Yhgm\nSWGlIKNeVIf9zAzDJCusFGTSfNU/RW2a9s4wDGMHVgoy6pECqwSGYZIVVgoyqT519BGrBYZhkhNW\nCjKpKWrzkYeCMAzDeAgrBZmQkYKHcjAMw3gJKwWZVHX0EYcfMQyTpLBSkGFHM8MwDCuFIHXTfMHP\n7FNgGCZZcVUpENEIItpCRHlENEFn/xlEtJCIVhPROiIa5aY8ZnRoVh8jzm0FgKOPGIZJXlxTCkTk\nA/AqgJEAugIYQ0RdNcUeAzBTCNEbwI0AXnNLnkgQEe4cJK3CtGDzITz06VqvRGEYhvEMN0cK/QDk\nCSF2CCEqAHwM4EpNGQGgofy5EYB9LsoTESX90X+W7MTMnHwvRWEYhvEEN5VCGwB7Vd/z5W1qngRw\nCxHlA5gLYLxeRUQ0johyiCjHzUW2KXIRhmGYWo3XjuYxAN4TQmQBGAXgQyIKk0kIMU0IkS2EyG7e\nvLlrwqjXVGAYhklG3FQKBQDaqr5nydvU3AVgJgAIIZYCyADQzEWZTGGdwDBMsuOmUlgBoBMRdSCi\ndEiO5FmaMnsADAMAIjoHklJwzz4UAdYJDMMkO64pBSFEFYD7AcwHsAlSlNFGInqaiK6Qi/0ZwD1E\ntBbAdAC3Cw/jQVN4qMAwTJKT6mblQoi5kBzI6m1/U33OBTDQTRnswDqBYZhkx2tHc0JBbEBiGCbJ\nYaWggkcKDMMkO6wUVLBSYBgm2WGloELraOYcSAzDJBusFFRoRwpfrdnHayswDJNUsFJQoXU0PzBj\nDb5co51vxzAMU3thpaAiRcencKy0Mv6CMAzDeAQrBRV6jmb12s0MwzC1HVYKIYQrAJ7lzDBMMsFK\nQYWe+ShVbyPDMEwthZWCCr3U2T5WCgzDJBGsFFToNf/sU2AYJplgpaBCz3/APgWGYZIJVgoqdKOP\nUvgnYhgmeeAWLwI+/oUYhkkiuMlTkaLjVPbxSIFhmCSCWzwVuo5mjj5iGCaJYKWgQs+n4Esh/HH6\navy41bOloxmGYeIGKwUVepFGRMCstfsw9p1fPZCIYRgmvrBSUKFnKOLM2QzDJBOsFNToaAUeITAM\nk0ywUlDBE9UYhkl2WCmoYJXAMEyyw0pBBY8UGIZJdlgpqDDTCawvGIZJBlgpqNBLnR3cF0c5GIZh\nvIKVgop0k0RHZgqDYRimtsBKQUWaydoJrBIYhkkGWCmoMFtljQcKDMMkA6wUVJj7FFgrMAxT+2Gl\nYBXWCQzDJAGsFCzCOoFhmGSAlYJF2KfAMEwywErBIuxTYBgmGXBVKRDRCCLaQkR5RDTBoMz1RJRL\nRBuJ6CM35YkFXoCNYZhkINWtionIB+BVAL8BkA9gBRHNEkLkqsp0AvAIgIFCiKNE1MIteWKF8yIx\nDJMMuDlS6AcgTwixQwhRAeBjAFdqytwD4FUhxFEAEEIcclGe2GCdwDBMEuCmUmgDYK/qe768TU1n\nAJ2J6GciWkZEI/QqIqJxRJRDRDmFhd6slcw6gWGYZMBrR3MqgE4AhgIYA+AtImqsLSSEmCaEyBZC\nZDdv3jzOIkpw7iOGYZIBN5VCAYC2qu9Z8jY1+QBmCSEqhRA7AWyFpCQSDqs6YffhElT6A+4KwzAM\n4xJuKoUVADoRUQciSgdwI4BZmjJfQholgIiaQTIn7XBRpqixohMOnyzHhVMX4YlZG12Xh2EYxg1c\nUwpCiCoA9wOYD2ATgJlCiI1E9DQRXSEXmw/gMBHlAlgI4K9CiMNuyRQLivmorNKPkvIq3TLHy6Tt\nv+QVxU0uhmEYJ3EtJBUAhBBzAczVbPub6rMA8KD8l9AoI4VBzy9E0cly7Jo82lN5GIZh3MBrR3ON\n4XBJBZbtOIyik+Vei8IwDOMarBRscOO0ZcHPB4rLoqrjqzUF6DRxLsqr/E6JxTAM4xisFKKk/3ML\nojpu8jebUekXOHyywmGJGIZhYoeVgoNILhJzFN9E5JIMwzDxh5VCnFGimKwoEIZhmHjDSsFB7Mx6\nZp3AMEwiwkqBYRiGCcJKgWEYhgliSSkQ0ZlEVEf+PJSI/qiXuI6JDOfVYxgmkbE6UvgMgJ+IzgIw\nDVKiu4RdJS0W7hzYAQBwz+AOHktij1/yipB36ITXYjAMU8OxqhQCci6jqwG8IoT4K4DW7onlHX+7\nvCt2TR6NsRe0d6V+ZaTgtKP5preXY/iLi52tlGGYpMOqUqgkojEAxgKYLW9Lc0ekxMCt9RNInqkg\neKYCwzAJiFWlcAeAAQD+LoTYSUQdAHzonljeE4tKOFpaiQmfrUNZpXEqCw5JZRgmEbGkFIQQuUKI\nPwohphNREwANhBDPuyybp8QyUCg+VYmPV+zFZ6vyHa2XYRjGbaxGHy0iooZEdBqAVZCWzXzRXdG8\nhRxYlTlgMhrggQLDMImIVfNRIyHEcQDXAPhACHE+gOHuiVVL0LER8UCBYZhExqpSSCWi1gCuR7Wj\nuVYTjZnHTj4jzn3EMEwiYlUpPA1p6cztQogVRNQRwDb3xPIeJ3r0es1+MCGeA/UzDMM4jaXlOIUQ\nnwD4RPV9B4Br3RIqIYhCK2jDWPUGA2Syj2EYxmusOpqziOgLIjok/31GRFluC+clVhzNHy7bjZPl\nVYb7dU1EwWpZKzAMk3hYNR+9C2AWgNPlv6/lbbUWKz6Fx7/cgEmzc4PftUpg7voD+HbjAd1j1UX3\nHinF0RJeiY1hGO+xqhSaCyHeFUJUyX/vAWjuolw1BrORwq+7jmDchytDtim6Rh2uOnjKQgyZutAF\n6RiGYexhVSkcJqJbiMgn/90C4LCbgnmNVZdCRpovqvq1aS5OlBkrF4ZhmHhhVSncCSkc9QCA/QCu\nA3C7SzIlBFZzH326snrWsh0vATuaGYZJRKymudgthLhCCNFcCNFCCHEVann0UTQhqZEa+lMVfpRV\nBgAAAQe1QkVVwLG6GIZJbmJZee1Bx6RIQOxMXqt2MJs39P2e/R4Fx07Jx0QpmA7Pzt3kXGUMwyQ1\nsSiFWp2xwU7uoxMmzuaQciq/gZNKYfOB485VxjBMUhOLUmCruMyxkkr84aNV2HzA+spnvJ4CwzCJ\niOmMZiI6AYNsDQDquiJRomBjHLT5wHHMWbcf36zfb/kYswyqEY8NCKSk1OqBWkJSUl4FIqBeuqVE\nAAxTIzEdKQghGgghGur8NRBC1Oo3w45PoW66FJZqp6Ffsq0Qe4+UYs4664oEkBRQx0fnYsGmg8Ft\nHMkUH859Yj66PTHfazEYxlVqdcMeC3b64dGsvfDCt1vxwrdbbR+3es8xAMB3uQcx7JyWto9nYiOW\nER7D1ARi8SnUauys0VwV4JBQhmFqB6wUDLDT9/d70H1kkxHDMG7ASsEAOz6FqjgqBafcy9e9/gvb\nxxmGCYN9Cg7gxUghVnJ2H/VaBIZhEhBXRwpENIKIthBRHhFNMCl3LREJIsp2Ux472HEeO5lm4tDx\nMhwr5TTaDMN4g2tKgYh8AF4FMBJAVwBjiKirTrkGAP4PwHK3ZIkGO+ajB2ascey8/Z5dgH7PLnCs\nPoZhGDu4OVLoByBPCLFDCFEB4GMAV+qUewbA8wDKXJSlRmE28lCUFc+IZhjGDdxUCm0A7FV9z5e3\nBSGiPgDaCiHmmFVEROOIKIeIcgoLC52XNA7k7nMmP5Fi1uLoI4Zh3MCz6CMiSgHwIoA/RyorhJgm\nhMgWQmQ3bx6fBd+cbnR/2V7kbIUqWD8wDOMUbiqFAgBtVd+z5G0KDQB0A7CIiHYB6A9gVqI4m9NT\nnf1pvOjZr9l7DO0nzMH2wpPxPznDMDUSN5XCCgCdiKgDEaUDuBHALGWnEKJYCNFMCNFeCNEewDIA\nVwghclyUyTK+FML9F53lWH1e+AC+XC3p4B+3JI7J7e73V+DGaUu9FoNhGANcm6cghKgiovsBzAfg\nA/COEGIjET0NIEcIMcu8htqF0yOFmmoy+n7TIa9FYBjGBFcnrwkh5gKYq9n2N4OyQ92UxWusNOLC\niubgjNkJwd4jpRg8ZSFmjx+Ebm0aeS0OwzgGp7mIE1ba+0p/Te3/Jx8/bJZGPDNW7I1QkmFqFqwU\nLHDXoA7BzyO7tXLtPJX+6vkJZZV+lFf5XTsXExvKIkcBjg2u8byyYBvaT5jjaGaCmgwrBRMU53Dj\numloe1pdTLqqG85u1SCmusxQK4Uuj8/DwMkLjevjtshTlIXvWCnUfKYt3gEAKONOGABWCqY0zEgD\nADTISMVPD12MW/q3i2pBHQAoLq2MWEabbbXoZHlYmXi6FIQQeHDGGqzak3zJ8/wBYXrdKfLUcl5K\nIzLFpZV4ft5mVPn5x6oJsFIw4c5BHfDk5V1xS/92wW12ciKpeVPujZiRaL3O46eq8PnqAtz53gqv\nRYk7ry7MwzWv/YKVu4/o7vcRm4+s8sycXLy+aDvmbzyou/+XvCLc9NYyz7MN862U4NTZJqT5UnD7\nwA4h29zsqf+6U78BiojOw7yzqAT7i0/FJpBSfRK+LJsPSGlJDhSHj9aA6s6BPxl/HJuUy7Z6oxUK\nx09fjcMlFThSUoHmDerEUzQJ5aXmWwmAlYJtohkpzNtwwFK5SbM32a/cgIteWBR7JUryPW74wvCl\ncA4qp/Daac9R3qGw+cgmmw6csH3Mvf9daamcnZfCzgzpaE1ewYys3PCFofgUvDZ51AbYFJdYsFKw\nScFRZ0wyelhpXyjaFj4KeFRtjNe929qEEsnFCjYxYKVgkwYZ7lncEs1Mo0iTaHIlAik8inKMFDbF\nJRSsFBKIaN8Jt5LtKS8pv6vhsPnIOVISxHzEC1dJsFKwSaWLsdbR9shjfZfW5R/D5a8swamK0Mk7\nylrRydyDM2oonGjICk+U4+u1+6I+vraQKOajZH7O1bBSsImb+YlsvRSqorH2sJ7+OhfrC4qxvqA4\nuK2kvAoXTl0UU717j5RiwSb92HQjjpZUYIcL6z8EAgLtJ8zBqwvzLJWPNEnRiRnNd763AuOnrw4q\n32Sl2j/jzfkpQUYqiQIrBZu4O1KIXEavqXLqUZ67fn/w88nyKlX90Z3h0n8uxl3v21seY/iLP+Li\nf/wY1fnMqJRj5F/+fpsj9fkcaMgKjklBC173kL3Ga/NR9brnDMBKwTZujhScqLnwRDke+XxdVMe+\n98su3dQO0b6rpRX2c8kcLqkZvWb2KTiHL0F+Sx4oSLBSsImbI4Voe0rqwybNycX0X6NP53yyTBoh\nqEck/K6Ecvf7Odi4TzK1sckhdhTzkedKIUGf9Nx9x3Hlv5egtKIqcmEHYKVgk0RRCl+sKcDri7YD\nCHVQR/NiRTwiMd8VWzjZdn+/6SBe+Har4/UmKz65FfL8t4xw/hNlkZNausGzczdhbX4xVu6OT2JK\nVgo2mXRVN5zdMrr02ZGwNnlN+i8E8Py8zdJnV6SpJlF7UImA173bmkCk6ZZBU1wMWqHSH0Agxnth\ndvQnOXvR/clvse2g/YwGThEvpclKwSaDOzXH/D8NcaVuKyGpehOanXxY9KqKtX6vJr+t2XsM7/68\nU5bBnXM4kRAv2dUKBX0K0Y/CO038Bn/+ZG1055f/m43UlZX2th50PjIuEnFMYgCAlUJC4Wanc/I3\nm9F+wpyoelOxiuVGg7z3SClKys1trFe9+jOe+jpXksGtpjfZW3QbGD0HvuA8hdjq/2J1QUzHW4r+\n8zB7XrweNVYKCYRej1q97eu1+7D7cGl4GdXjYvTgvP2TtJ6DdiEfLflHw+uPFTecsYOnLMQt/1lu\nQwbHRXCM2p6lM1JDmiiRXGZn99zfEUdYKSQQeu/E1+uq5w6Mn74a/9SJs1c/sHk6w1tC9Yup10Cr\nFc/ELzZI2wz2R4Nb7/rqPccsl410DcWllej+xHzba1o4MQJJovZGF6+jjxTzlSXzrdvCJACsFBKc\nI/KSnP/4dothGfWzvNegp6/M0LXaa1cXi/VVTYSwzUgSrNp7FCfKqyzPeHaSBPh5PMXngKPZCcxO\nn0zBFqwUEpyDJySl8MoPxo2V+nE1bIBV+WUWyk4zveMVSlQx0WYvy1Nfb8Q3qpnQeYdO4uDxspAy\nejLFGiliF7faGzv15h8tRUVVuOE8mRocPXwpsTua3Ua5z576FOKkNFkpJDjKXASrGL1XyrP81Zp9\nuCPCmstfrSnAsAipJk6UVeJoSQXe/XkX7vvfquD24S/+iPOfXRAqk86z3OOpb03rdxyP/cx5h05g\n0PML8Y4cDRVVJbWUoGnTI51gJfoovHT8iOcaKgArhVqBugdh9GArz9XjX20I2b4+vzist6sdSeiR\nPel79H7mO0vy6dmKT0aIHHKSQEB43hvfUVgCAFi243DYvkR2ggPAd7kHcTwOE7e8/hnMzUfJAyuF\nWobRw6v4FLQP/uX/XhJMzGaHch0ziKFMBm+bEALv/bzT9en7fiFcNB/Zqzg1JfyV81phmbH3SCnu\n+SAHD3y8xvVzeb2Yk6VxQhJ4mlkpRMk/ftsTfxzWyWsxAISODiKNFPQ46nISOqOe8PebDuHJr3Px\n3NzNhsfO23AAS7YVmdZ/6EQZ2k+Yg0Vb9Ec4/kD0zW6kdspqvVbCHYtLKzEzJ/q8VWp+92EOXlsU\nu9O8rFJKarj7cEnMdUXCa9VoppTc1lczVuzB9ggp43meQoJzbd8sPPibzl6LAUATKWTuZ9ZFO3fB\n6YfPSFEpI4Rjp/RNE68v2o57/7sybD6C9uVdt1dKTvfh0t3o+Mgc/HH66rDza4/ZfOA4Js3O1W0I\nFm8tRHmV1Bg69Vso50nRm5Eu///zJ2vw0KfrsPnA8ZjPN3/jQUyZZxyxZpV49oyjX2TKmbtkXou0\n162f4+HP1mPUyz/p7ov34ISVAhNGNO/YgeIyw32RIo2MXmoltxMAbD14Au0nzMH2wpOG8vmFQEAA\nszSrmemNFG55ezneXrIzLFX3toMncNs7v+L7TZH9KpLslooFR0v6aUqknYfkSLOySmPT3Ndr95n+\n1k5yqsKP4S8uDn5/9Iv1aD9hjmvni7Ztj+a4/KOlGDp1IQ4Ul4XkE4uEm07fiCZZzn3EWCXSs7Lr\ncKk9H0AUMgye8oPhPquO1CqTPAdfrZFSGHyzfn+YfMp7WiTP6dA7f3C0EqEBKDoZuykt79AJLNSY\nsswmZmlEM1SS5VV+jJ++GmPeWhazjJF4ft5mvPT91pBtHy3f4+o5ozbxRXHM/5bvwa7DpfhsVT6A\nyJPXkmkuSarXAtR0lj5yMTYfOIHFWwuxzqX0tt9uPGC6P9Lw+b1fdjkojT5miw9FCvVTel/q2dra\na1J/NapPbw4AII9UDEQIViX/r7CZgEevWqV3vWvy6GoZhGJ+CO9pCgHMzNmLjfvMzUaKrPuiCAyw\ni1kotBDC0R5z9Yzi6I6PxnwU7QqGSeBnZqUQK60b1UXrRnVx0dktcJNLPbhftoeHMapJlE7MAx+v\n1t1uNX3Bhn3Va0Qb+kaIDPcZncYvqs1HFVUBFBw7ZctWvvdIKTYfMEiZbLFBCioFXZ+CwEOfWl8t\nz+v77Q8IpPocVAry/6gXmXJIDq9CUiMptXhHPLFScBCfnhfRASIu7O7wE2v0kL790w4M7tQcnVtm\n6u7/cs0+3e1Gz7w2q6U6XNM0Wsdgr1GjEgiEhqQOnPwDmmXWCa3L5NaNfPmnmOZVZE/6PmjaspL6\nPNrbuaGgGF1bNwzmEnIS9cigKiCQ6nP8FLrX/eaP23FWi0wMO6el8XExPP/qZ90sRk2YKPVYsSp/\nvEKXXfUpENEIItpCRHlENEFn/4NElEtE64hoARG1c1Met0l1SSlsOxTfHO56j54/IDBpziZc/drP\nETOtajFqrHNlc4nywqWpep/aY5Rvq3YfDXuJIjkKpZFC6M7gyx3hUj7J2WuqEAQkX8iUeZsNQ3vV\nvg5d85H2u+FIyFjY1XuO4rJXluD1H+3NgFc4UlKB7EnfYUNBccSybq0+qO2MFJ+qxHPfbMZd7+eY\nHxdFY6n3zHiVOjuiedX5U5rimlIgIh+AVwGMBNAVwBgi6qopthpAthCiB4BPAUxxS554kOoL/zkb\n1Il9MGZmaz5eVhmX/sO2Q5L5pKIqYLtRGPrCIuwvDreDK9E2CuqRltF7smDzIduNpj9gPHkt0m/3\nU4Q5EkJIMr22aDue+npjhNqg+4aHy60vldb/oUaZgLhxX+RGXY+fthWi6GQF3ly8I2LZKhP/kRl2\nG2+ry19GM1Iw8u0YnsP+KSzjtTlQi5sjhX4A8oQQO4QQFQA+BnCluoAQYqEQQknruQxAlovyuI5b\nIwUzejz5rfMzQXWqG/FPKYa6TmoKKqsin08bujh3vbmzHADSVEpV21CqHZ9GjYveWhOAlFMnLGJJ\nqcuBn07xmWgjvB79Yj3yNKO8nF3hqbmtmw/CqagKBCeYAfqNnR2sHF1pM0mRVYm0v0M8UmkLmKeV\nD5YLWhmdf8cTLbLJTaXQBoB6ema+vM2IuwB8o7eDiMYRUQ4R5RQWFjooorN0bF7fk/PuMmgMo8Xs\n5chI81mO0FEPta0oLqtK1W5boTd5TZEt1nTNZr3fj5bvwR9UyQIB4OBxvbBZ40ir0O3hOwZP+QFd\nHp8XsWH5PvdgmG8qe9L3eGfJTvMDVSi3J9qRghFGjbJVpRBro+p1RFE06ezdJCHmKRDRLQCyAUzV\n2y+EmCaEyBZCZDdv3jy+wtnggeGJMcM5VjaYmCDqpKZYNh9ZfdkUJ2aqyUhBTVgDH+FMermPgutL\nKA1P1OGQ+p+jrcMMvTZSUTLBXTo/xYHiMtz9QQ7+T5O/qOhkOZ6enWtZTsW857RSUND+DpO/MU5/\noub7TQeDn3/deUTXVBnN+UP2KR9c1iD+gAibb1ObsqQWAGir+p4lbwuBiIYDmAjgCiGE/uyjGkKa\njk/hg7v6eSBJbOw9YvxS1UnzGc4H0GL1YVYa+VQLPgUA2F5oLw+P2YxqJ3pf1T5rqz0+fSe6ET9u\nLZSylAb1l/ERer+40shofTihMsnHm9wyRSnYNR9ZRXtV3+Ye1C2nZbwqrcn1by6NmPYdMHA0e2Td\nV3eA/j5nE7Infa+blbY2jBRWAOhERB2IKB3AjQBmqQsQUW8Ab0JSCNbyCtQwep/RJGKZewZ3iIMk\nzpDmI8sjBa016IY3l5qWV8e+m0VcXfXqz5bOryClv9A3H2lnOttFCPsRKVodZRaSuudwKca+8yse\n/Xy9pZC/39vSAAAfQ0lEQVRJPU6USdFTDTKqgx60Ce6Uuo0uhVC9Qprj5iNFhihaPT2FX1rhR5U/\nYJhgzh8QuotWmY4U5J1O++8qqgIh5/1mg7RgVUkcU8trcU0pCCGqANwPYD6ATQBmCiE2EtHTRHSF\nXGwqgEwAnxDRGiKaZVBdrWbiaG1QVuKSQmTdp6BqYgJCYHmE9Y9TVK2rrYY/QqOsF32kHOLkEpBW\nq9LaysPCb1Vfd8qN99HSihBlsu3gCUtLh364bHew16mOhLv2dXMFrUWgei1lp0NSY5nRbPQsTv12\nC4b940fd7K4hqwqqFK2V0zv1uIx8+Sec+ehcdH7sG6xQBR+YzXyPF65OXhNCzAUwV7Ptb6rPw908\nvxe0Pa2uofmFKPEiDexyoqwKhSZmCCO8XEhGN/rIxmLtkZHr0tmj17uP5FBVy3SkRPqtm2XWUfVW\ngeveWIpineyyWpPd419uwDV9pPiOjPTqGWdqu/VP2woxZ91+REIxH13z2i/Y+veREcvbxWgkpDcS\n23ukFCkphEyDkO8Vcgek6GQ52jUNDQDxq0Y66pGeFYfvXe/n4LYB7fD0ld0iljVj0/7qMPOlqowF\nyqOgHmXXmnkKycqsPwzCvAcG6+5L01lgpaZRcOwUbn/XfDlPBXUvLh7hhUboRR9V74ut7mgO/9/y\nPdhZVN2Dfe6bTcb1q6xb6nOdqvDrFddFmVSXYmDnuvU/1VlhjfxApDrebn4oqxi1yXpyD56yEAMn\n/2Do31KO0bu/RqNDc/NR9ecPlu42LhgFlRolBUBXE8TrDeI0Fw7TpH46mtRPx2Ojzwmx4QJyT8v6\nu1yrsNIjd6tHpM59pCUgBE6UVeIOi4pOD7s+hWdm5+JfC7YFe94/5xnntlLXbS2OPhwlFbeViN8v\nVhdgwJlNdfepJxdWVAVQfKoSjeqmQUCgjo28F7PW7kO6jzCiW+uQ7UZXZya2kYKqXvc5vFatT4RU\noQJe4Fc57oPviUoUzn1US7h7cMewbak+AmwsdduhWf2QHmVNZutB91J1RHpntLmP1PgDAou2RD/3\nJSR3jo02pfhUJU6rn65fp9E2C5Eys9buw7ghoc9embxgkNW2xSg5n0/VOk34bB0+X12AZpnpOFxS\ngZ3PjdY9Rg9lESR1FlnA3khBwWjWc9A8CGllvow0HxpmpAEI9YmoT2kekuqewlCnjVEUv+4zECfb\nc823Z9QAemQ1AmB/xrOXJhen0S58o4dbPSLpd9SPPhICOFUZ2/BNFUgbUz3BWuRqlm4/jLcWV08u\nM6td3Wi99F3oOgjVI4XYfmD1SGG27IMoOlnh2OQxw5GQidjKTHstiqgBIdDv7wtw8QuLgvuMcnd5\n9bapRy6KaHq/RbyaA1YKceCDO/thxrj+wZfqkZFdTMvfe+GZeOqKc2uVUnCTSL+S7uQ1VaNRFqtS\nMGlsDds5C+3zmLeWIXe/kjQwtKEIC2M1MTeUK9cXo9JVu8ScTJ2tYHQfo8keo5iElN9FvXhSyGJO\nqh8u0gqBbqE3UtAXhUcKtYbG9dJxfsemwefvmj7mKZ4euvRsjL2gPSsFi+gNq6eolvLUiz4K7hOI\nSSlEO6NZCCkzqe6+CAnxwsc9WkJb0dIKxXwUfUNOFGo+cjLPV3XGWv0GOpoRjlnm3AqN+ShY1qQ+\ns3v7Sc5e7IrBzFulngyojBRC3n1jp7kbsFKII51bNgAApKem4B+/7WlYzk6IXG0i2un8ej/Ta6oE\negG9yWvyi+YPCJyqiD6aRkA47yDXuR6tIjCzL2t/RsWnEEs7vvXgyZAcW26sHaJcUe6+4yGzpqM5\nk9k7ZDT5TilaeKJcd36DEX/9dB0ue2VJyLZ9x05ZXoND16eg9wzEqTlgR3MceePWvthYUIxGddPQ\nsG6aYTkKhtMlmVKI8rhIPSgz85EQIthoxopTd0vveoQQIb1HO+eqrHLGp6DGaqoTMw6fLEeDjDQE\ne8IBgfX5xbj830tw/0VnBctp5c47ZLAKngrlGD1/UZVBmg5lhHbdG79g9+FStGqYgUvPbYmnruxm\nnK5dvidaBXDB5B/QqUUmvnvwwoiy+nV8Clbmt7gFjxTiSKO6abjgrGaWyyeL+WjV7qMY/uKPITNN\n7fBPzQLzWvSij6qdm/Zi/rXkHTrpuIO8KhAwjToTOkrOrL2olJ8jJ+Usi0IpaGXsO+l7PDizOkmf\nALBPTma3eq9qrXON3Moa2GYoHauTZeHPVIUq9XuITPJnJQX7geNleF+ek2C4Vodm++o9R3H3+1J4\ns9XFsdRKysynwPMUajlWwsvsrnBWU9lXXAYAqJsW3RqPkRa89wfCV15TCAiB8hhGCgEBHCuVwiL1\n7mk0d3Da4h1h63ILVDdgkRoMbduvhGA6mW0zmg6L3iM/e91+DJeX2hSiWna1iSeFCOvzi5GZkWo5\nJ5BSj3oUePB4GZ6ctRFX9jo9uO3fC/NweqMM6fw2ZQfCf4fx01cj/6i9LK3KxEH1edRKSLltB6LM\n/moXVgoJjFfREF6x3sJSkFqqLMyuDQgRPmGJqk0WSshmtBwu0aSvVqFdZMcKRr+DmfnASibYeE+C\nUlDPGdCidk0IVVl1Y0sEXP7vJbCD3toP/1qwDd9sOBCWHsQsDLS6TPg+f0CErTMeK4oTfH1+MQqO\nnsKQztVLBTw7dzPGDTnT0fPpweYjj2nVUOqlfHrvgLB9ytB04qhz4ipTTSLSKAGQVkS7UpNgT2mL\nDp0oj/nFPnxSP4ooWprUC5/U9l3uQRwpNT6P2oxh1LS5qRO0o6TthSfxy/Yi2dQldMsA2iVYq/dX\nxhx9FJ68T/HjaUdh/qB8xvVplcLB42X477LdeOTz9aZyfLUm/NmyYiV4YMYa3PbOrwA491HS0a2N\nNLEtu/1pYfsUU+Owc1rEU6Qahbax1+OEjl1ZedOiGZ1oMQotjZZ66eFmtIqqAMZ9YLyA/eo91Tb4\naGYGx8qLmglzw/7xI256aznGvrsCX66RJi7qjxQoOIJZvK0o2GCqR4DR/L6KrlEvkarMaNaijErM\nmmrtQOz8Zxdg9rrIEzK1CxsBwPRf9+qUTBxYKXiEFcOQ0oNJT+XbFAtmqZ6dyFuv+H6EcMbkt/mA\nfnRNkcmIZGZOfsR6P1y223KYpF3U6xMcOl4W/Lx4qyqFiM5P40uhYPnFWwuDocSxBlkodnq1Ujit\nvr5SUJ4Pox789F/36JqPrIxS9dh6MHL0lBHxSHXBPgWPMeu8KS9GTVMKnVtmuprryC7lOpEyavNR\nrCiNyo9bC/HG4u0RSrtP/lHjNbs/ydmLlbuPGu6PhW83HsDTs3MNHa16zn5fCmFtfvVoTfHBGClG\nu6gVVKpBluKASqnr5VIyMhFpFcVFLyyyFKqbZnM2+JK8ouDnCn/AVvLBaKhZrU2SUsfn7kOg5gKD\nDJlW+fTeARjcKXwdbSXCwwv0ZiwXn5J6zD9sjn3BP7Uzc8q8LTHXFytmDepTX+cG8xY5zbgPV5pG\n3ggB/LK9KGSbdhKcE/Mf1Hy8otpUszb/mG6ZEjkk2R8QGDxloeW6tYOZnUUlljoZesv2GvFJzt7g\njHQAMQdFWIGVQgIx/uKzcMZp9cK2p6XGz9U0qnvryIVMCAj9iKB4Lz6uRm8Ck3Zx9FhYtcednndt\nQwC46a3lIduUcF4Ft9ZqABAyI1uPqoAIk8eMaE05e22ErL6/dFfI91jCp63CSsEj9J6nP19yNhY/\ndFHY9nQbPYtYUYa2HZrVj1BSn4AQIZEjCl6uL1RgM27cLk6YoJIBLyboq1dmq4wwCrHrx4jG7XG0\npAJfW8gYrLChINRvUc4jhdqPlf6z3Twzr9/cB6+M6Y0x/dralkexuwoh0NQg378e1/WVkvxl1knV\nHSm4GfkSCbfMJYw93FyTwAi1Yz3S2tJG6S+MiCbthDKnJVp4pJDkNMusA8DY9NKtTcOwbZee2xIj\nu7fG5T1Px3PX9MBtA9rZOqeSEjkggKaZ1pXCpKu64a3bstGtTSPdhGORlEJWk7q25GRCGXhWbL6g\neOB1Kq9ISsHuSMHq9SzZVu1H2bQ/Ngd6pUEyPydhpeAR2e2bAADuHNTBsMys+wfi7duyAejHrus9\nlG/emh3y/abzzwAALPzLUEtyKU4wf0CgvsGi6HpkpPnwm65SugK9Bj7SQOGqXm0sn4sJJ7NOquFK\nbomCdiZxvNGLQlPjVlqZN1URaR8ui219Z6MMr07CSsEjmmXWwa7Jo9G/o3EP7/TGdTFcbmj/eunZ\nYfvV9tKrep0ektNFoUurhtg1eXSYj6Bzy0zdc2akSY9EVSCADIuhbzueHRXyffywTmFlIo0U3EjF\nnEwEhP1Qx3gzdb63kVlOjxSsoh7pd4zSV6fgpiNegZVCDeGOgR3C1rR95abewc8392+Hl2/srT0s\nhI/H9QcATL+nP+Y/MES3jKII/AERVBCRSNE06Hohd5Ha/FiUQgMbI5raSlmlv8bNZ4k3kUwv8UhA\nGasJLZJicwJ+imowLRpkoG+7JpbL9+/YFDufG4UBZzY19FPUkTOVphChro7JSsubt/bV3f7E5V1D\nvkda9UtxCEajHG46/wz88OfIeetrM+WVAVvx78lIpDkQfpcaXPWs7kqbzmwtrBQYy1htSiPNF1BG\nB6kpFGY+Oq99k7B5FGfLq8lp6ZHVSHNe6b9RqGt5pR/f/mkIlk642FQ+PfwBERcHHAA0rme8OJKX\nZDWpizQv435rAJGjj9x/hmL1CbBPgTHk899fACC2XChtGoc7hDPkkYLPR2GO5ou6tAhzGBvpGCXR\nn4LiU7i4i35yv6qAQOeWDdCiofHM5wEG/he/EEEnq1WTFwC0bxo+UTASKyYON9x3+wXtbdfnFI9f\n1hV/v7qbZ+evCURai7s0hsWWrBKr34J9Cowhfc6QzEbKvIJoZgwvUJlclLztSi2pKSn4yyWhzu0m\n9dKDD3WnFpKj2sjEpM7PUi/dF5y8NvTs5vhFZzRgJea7R9tGutsDAYHmDepgx7OjMP2e/hHrUYg0\nw1UPMxONl87yJvXTdTPtMtWURGj0tZleneR4WSXaT5iDOetjmzPD5iMmIi/e0BN3DuyA3m0b2z42\nI82HN27pi0dHdcH7d5yHHc+OQiM55/ywLi3QSGUqefH6nrg+u20wedirN/fBR/ecjxYNjHv2Sjjt\nA8M7BUcKKUQ4XWeEYqUH1dLgXMqwPyWFbCvHkd1a4YXf9gzZNuv+gabHXHR2eG4nIDnW1G6Y4a5T\n//HLuuKju8939RxesCnKjKpa2HzERCSrST387fKuYRFAVhnRrRXGDTkTRISUFELTzDpY+sjFmDCy\nS0i5a/pkwZdCwXTeDTPScMGZ5utND+/aErsmjw7WDxibm8w6QEp0kXointpUo26Mm1iw+bdoIE0K\nzEhLweu39A3OxlbokdUYz1zVLbhMpJaXbuilu139wvbM0h/VuMGZze2HOUY7qHF7NDKiWyvTMG0t\nT1ze1dbMe6+wm7I82yCAhM1HjCe0blQXqQZmEn+wV26vzlMV0kuRYbAOs1kv++vxg/DPG3oh1ZeC\n5nKDru6xqkcZ7ZrWjziJ67YB7TD9nv66eaYUbu3fDm+Pzdbdl2kQAqs2H00fZ27GMvNNWEEZ0QHA\nZ/ddYPv47c+OQjMbM9YVnM5iqsUnd06s0rZJPcPghfM7JI45za6/QmuWVaIM2XzEhNGpRWbUC9xH\nw6jurUK+Kw2wUW56I3xy+TOb6U+aUzfs9dJ96K5yVLdvVh9X9ZZmPCvJAUf1aK06NrQupZc19boe\nBucCBpzZNMT0tfmZEfjk3gFY8rCxolBQFGZmnVRsenoElj86DJOu6oa7VLPT66Wbm1kU5RYt6olq\njXWW74wEEYX85v0sjgD2mywe/7shHW3JME6nvF2/TKqPDOdnTL5W//57wcQvjJftfGB4+GRPbecp\ns04qplzbA+d3cD+dCSuFGsa3fxqC3Kcvjdv5Xr6xN9Y9eUnwu7JwuFFv2Yhpt/bFi9f3DPopRndv\njS6tGmBMPykNh3qN4dynR+DT+6Q1q5+9untIPR/c1Q+PjOyCLq0aBm3//TqEDrWfuaobxvRriyt7\ntQmLyGndKAPX9g1PqZGR5sN57U9DVhPjiCT1XIgv/zAQSx6+CHXTfWjZMAO39G+HtqfVsxXRtPO5\nUZELqbi6t1ru6J3ayiRIdQhmRwsmqB5ZjfDUFcYRTt1lk9mo7q0izp9pmJGKW/uH5+WyrRRSUgyV\ngs/DJIxajustCSvTNDO8g6Dt+PlSCNef1xZntdDvVDkJK4UaBpF9Z2ospPlSQta2vW/omdg1ebTt\n2bNtT6uHa/pU2+5fvbkP5j0wBIPOkvwS2mUs66T6sGvy6GDuJoUzm2fidxdKiqlHVmMse2QYrs8O\nzQbbsmEGnrumB9JTU3Dz+e3wxe+rzStLHxlm2vBrmT1+EADJ/9CxefUL2attY90e+pw/DsbKx/RN\nQ2k+Qt92TdBPNmuY3cexA9rhlv6h165Ood6msTTKubxnaGqT+hYmHCo8pEqdMrJ7a/xHYy7TLrg0\n6/5BGNSpGTY+dSlyn74Ur9/cRzcpIxDeqKnJrJOK567pgbY6a4cYhVi/dENPXTNZqo9Cfhf1b+YX\nIuz5SRRaqEaKN/WrllGJ6vvDRWeFlI+H2UiBlQLjKUoOpoFnmTutjWjVKCOikux9hvVZ31qU5H6t\nG1nL4lq/Tmqw53dtn1AH9ss39sZn912Amb8bENz275v0U5PUSfPhnNahDa6SwXZYlxa4Re5ld9L0\nHH+ecHEwvFgPdWN964D22DV5NHZNHo0LOzfHsHNaopcqis0oX1X9Oqmol56Kkd1bY9qt2UhNIcwe\nPyhk1rriI9JbcW/9k5dgdA/9xZzUvhIAWPLwRVj+6DBc3TsLDXQinxpmpKGZ3MA+cXlXTLqqe/A3\nqagKhI00u7cJDwB45spzg5+n6czQby1fg9Hs/cnXdNfdbob6HvlSCDdkt8Wo7q3w3YMXYtfk0Ti7\nVeikULeX4FTDSoHxlE4tG2DlY8Nxc4L26BrXS8cTl3fFf6MIk/zH9T2x9gnJ9HbjeW11V7Uberb+\nZD4A6NA01KSTKptWBnVqhmv6ZOGZK8/FvfKoSS3vqG6hfiBAckZ/cu8A5BiMYhTUPfWhqtDbngYh\nz6c3rou8Z0ehW5tGOPd0SYmN6t4abeXR2JTreuLB33QONqyrH/9NiBL/7k/VObi++sPAsACHrCb1\n0FKe0Kg3R+S0+um4TP5d28mmuweGd5ZlC1VIi/4yFL3PCL2OnydcjFsHtA9+15t38/nvL8DEUefg\nN+e0DIZZq7mx3xn47L4BYaG02qg2hZzHhuNoSUXItuev64HXbg5VOv1UjvLnolA80eJq0DERjQDw\nMgAfgLeFEJM1++sA+ABAXwCHAdwghNjlpkxM4qFnU3Wav1/dLeoV7O4YaJzePBKN6qbhp4cuCjZs\nWhTfzJh+bTH91+r1hHu1bYz+HZvisdHnoH/HpqgKCMxaI63Y5Q8I+FIopDFTc8N5bXFFr9OR7kvB\nloMnsGn/Ccs5shSV8O4d52Fo5+YYenYLZNZJRcuGke9R+2b1sePZUUhJIQzr0hIXn9MCgzo1w6BO\nzXBr/3Y4cLwMTTSRYZ1UaVLUiufynqejX/tQmVN1/A2N66XhgrOaIeex4cH1R0b3aI3RPaqTR9ZP\n96Gkwo/2zeoHneu3X9Ae57RuEJzV/5dLOuPHrYVopblPSx6+CK0b1cU9slN8eNeWuK5vFqr8AXy5\npnoFtb7tpAZ8cKdm+GlbEd6/s580+urSAvf9bxUAqZF/YHgnNMusEwwt/e9dxp2Nmb8bgE37j6Nz\nywbxnRgphHDlD5Ii2A6gI4B0AGsBdNWU+T2AN+TPNwKYEanevn37CoapTfj9AREIBMSL324Rd723\nQuw/dkr4/YGwcvM37BftHp4tlm4vck2WNxbliXYPzxYHi0+5dg4tm/cfF+v2HotY7mhJuWj38Ozg\n38Qv1lmq/2DxKbE+X6p/V9FJcelLP4rCE2WG5TcUHBNDpvwQ8XdW5DDjWGmF6PjIHDHhs1BZl24v\nEne9t0IcK6mwdA1OACBHWGi7Sbg0C5OIBgB4Ughxqfz9EVkJPacqM18us5SIUgEcANBcmAiVnZ0t\ncnJyXJGZYRKdIyUVri6mI4RAaYXf1gJL8WTVnqPYdvAELjq7hWmerHjw2Jfrke7z4W+ajMBayir9\nqJOaEtcAET2IaKUQQn/yjQo373wbAHtV3/MBaMdKwTJCiCoiKgbQFECRuhARjQMwTv56koiiXa2j\nmbbuGgxfS2JSW66ltlwH4PK1POFWxfrEci2W1uZNzO6ABiHENADTYq2HiHKsaMqaAF9LYlJbrqW2\nXAfA12IXN6OPCgCoA8iz5G26ZWTzUSNIDmeGYRjGA9xUCisAdCKiDkSUDsmRPEtTZhaAsfLn6wD8\nYOZPYBiGYdzFNfOR7CO4H8B8SJFI7wghNhLR05C84LMA/AfAh0SUB+AIJMXhJjGboBIIvpbEpLZc\nS225DoCvxRauRR8xDMMwNQ+e0cwwDMMEYaXAMAzDBEkapUBEI4hoCxHlEdEEr+Uxg4jaEtFCIsol\noo1E9H/y9tOI6Dsi2ib/byJvJyL6l3xt64ioj7dXEA4R+YhoNRHNlr93IKLlsswz5GAEEFEd+Xue\nvL+9l3JrIaLGRPQpEW0mok1ENKCm3hci+pP8fG0goulElFFT7gsRvUNEh4hog2qb7ftARGPl8tuI\naKzeuTy4jqny87WOiL4gosaqfY/I17GFiC5VbXeufbMy7bmm/8FCyo1E+gPQGkAf+XMDAFsBdAUw\nBcAEefsEAM/Ln0cB+AZSkv3+AJZ7fQ061/QggI8AzJa/zwRwo/z5DQD3yZ9tpz6J83W8D+Bu+XM6\ngMY18b5Amji6E0Bd1f24vabcFwBDAPQBsEG1zdZ9AHAagB3y/yby5yYJcB2XAEiVPz+vuo6ucttV\nB0AHuU3zOd2+ef5wxumHHwBgvur7IwAe8VouG/J/BeA3ALYAaC1vaw1gi/z5TQBjVOWD5RLhD9Ic\nlQUALgYwW345i1QPfvD+QIpWGyB/TpXLkdfXIMvTSG5ISbO9xt0XVGcTOE3+nWcDuLQm3RcA7TWN\nqa37AGAMgDdV20PKeXUdmn1XA/if/Dmk3VLuidPtW7KYj/RSboQvv5WAyMP03gCWA2gphNgv7zoA\nQFlZPtGv758AHgKgrBTSFMAxIYSyHJVa3pDUJwCU1CeJQAcAhQDelU1hbxNRfdTA+yKEKADwAoA9\nAPZD+p1XombeFwW79yFh74+KOyGNcoA4XUeyKIUaCRFlAvgMwANCiOPqfULqEiR8PDERXQbgkBBi\npdeyOEAqpKH+60KI3gBKIJkpgtSg+9IEwJWQFN3pAOoDGOGpUA5SU+6DGUQ0EUAVgP/F87zJohSs\npNxIKIgoDZJC+J8Q4nN580Eiai3vbw3gkLw9ka9vIIAriGgXgI8hmZBeBtBYTm0ChMqbyKlP8gHk\nCyGWy98/haQkauJ9GQ5gpxCiUAhRCeBzSPeqJt4XBbv3IWHvDxHdDuAyADfLCg6I03Uki1KwknIj\nYSAigjTbe5MQ4kXVLnVakLGQfA3K9tvkKIv+AIpVw2hPEUI8IoTIEkK0h/S7/yCEuBnAQkipTYDw\na0nI1CdCiAMA9hKRsrjxMAC5qIH3BZLZqD8R1ZOfN+Vaatx9UWH3PswHcAkRNZFHTpfI2zyFpMXJ\nHgJwhRCiVLVrFoAb5UiwDgA6AfgVTrdvXjmJPHDmjIIUxbMdwESv5Ykg6yBIQ991ANbIf6Mg2XAX\nANgG4HsAp8nlCcCr8rWtB5Dt9TUYXNdQVEcfdZQf6DwAnwCoI2/PkL/nyfs7ei235hp6AciR782X\nkKJWauR9AfAUgM0ANgD4EFJUS424LwCmQ/KFVEIawd0VzX2AZLPPk//uSJDryIPkI1De/TdU5SfK\n17EFwEjVdsfaN05zwTAMwwRJFvMRwzAMYwFWCgzDMEwQVgoMwzBMEFYKDMMwTBBWCgzDMEwQVgoM\nYwARTZSziK4jojVEdD4RPUBE9byWjWHcgkNSGUYHIhoA4EUAQ4UQ5UTUDFIGyl8gxbkXeSogw7gE\njxQYRp/WAIqEEOUAICuB6yDlCVpIRAsBgIguIaKlRLSKiD6R81WBiHYR0RQiWk9EvxLRWfL238rr\nF6wlosXeXBrDGMMjBYbRQW7clwCoB2l27AwhxI9yDqdsIUSRPHr4HNLM0hIiehjSDOCn5XJvCSH+\nTkS3AbheCHEZEa0HMEIIUUBEjYUQxzy5QIYxgEcKDKODEOIkgL4AxkFKlz1DTlKmpj+khU9+JqI1\nkPLttFPtn676P0D+/DOA94joHkiLozBMQpEauQjDJCdCCD+ARQAWyT187XKNBOA7IcQYoyq0n4UQ\n9xLR+QBGA1hJRH2FEImWbZRJYnikwDA6ENHZRNRJtakXgN0ATkBaIhUAlgEYqPIX1CeizqpjblD9\nXyqXOVMIsVwI8TdIIxB1ymOG8RweKTCMPpkAXpEXTa+ClLlyHKQlHOcR0T4hxEWySWk6EdWRj3sM\nUrZKAGhCROsAlMvHAcBUWdkQpIyea+NyNQxjEXY0M4wLqB3SXsvCMHZg8xHDMAwThEcKDMMwTBAe\nKTAMwzBBWCkwDMMwQVgpMAzDMEFYKTAMwzBBWCkwDMMwQf4f32XRq5pKM7wAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ - "" + "
" ] }, "metadata": {}, @@ -258,39 +264,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - " 7\n", - " 2\n", - " 1\n", - " 0\n", - " 4\n", - " 1\n", - " 4\n", - " 9\n", - " 5\n", - " 9\n", - "[torch.cuda.LongTensor of size 10 (GPU 0)]\n", - " prediction number\n", - "\n", - " 7\n", - " 2\n", - " 1\n", - " 0\n", - " 4\n", - " 1\n", - " 4\n", - " 9\n", - " 5\n", - " 9\n", - "[torch.cuda.LongTensor of size 10 (GPU 0)]\n", - " real number\n" + "tensor([ 7, 2, 1, 0, 4, 1, 4, 9, 5, 9], device='cuda:0') prediction number\n", + "tensor([ 7, 2, 1, 0, 4, 1, 4, 9, 5, 9], device='cuda:0') real number\n" ] } ], @@ -315,9 +297,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Environment (conda_pytorch_p36)", "language": "python", - "name": "python3" + "name": "conda_pytorch_p36" }, "language_info": { "codemirror_mode": { @@ -329,7 +311,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.6.6" } }, "nbformat": 4,