diff --git a/.DS_Store b/.DS_Store index 9ccafa5..c7abd22 100644 Binary files a/.DS_Store and b/.DS_Store differ diff --git a/Day2/.DS_Store b/Day2/.DS_Store new file mode 100644 index 0000000..5008ddf Binary files /dev/null and b/Day2/.DS_Store differ diff --git a/Day3/3-1_ConvexOptimization.ipynb b/Day3/3-1_ConvexOptimization.ipynb new file mode 100644 index 0000000..bb4955b --- /dev/null +++ b/Day3/3-1_ConvexOptimization.ipynb @@ -0,0 +1,959 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Convex Optimization\n", + "\n", + "- Notebook Link: https://tinyurl.com/cw23-co-notebook" + ], + "metadata": { + "id": "zmq-QFt0sN0h" + } + }, + { + "cell_type": "code", + "source": [ + "from google.colab import drive\n", + "drive.mount('/content/drive')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "NGpFo8-9bsdd", + "outputId": "bae40b9f-178e-49e1-fb70-bedba1d8908c" + }, + "execution_count": 45, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "4aZyuCTehL4D", + "outputId": "e8025faa-702c-4201-85b4-d705e80b7a0d" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: cvxpy in /usr/local/lib/python3.10/dist-packages (1.3.1)\n", + "Requirement already satisfied: osqp>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from cvxpy) (0.6.2.post8)\n", + "Requirement already satisfied: ecos>=2 in /usr/local/lib/python3.10/dist-packages (from cvxpy) (2.0.12)\n", + "Requirement already satisfied: scs>=1.1.6 in /usr/local/lib/python3.10/dist-packages (from cvxpy) (3.2.3)\n", + "Requirement already satisfied: numpy>=1.15 in /usr/local/lib/python3.10/dist-packages (from cvxpy) (1.22.4)\n", + "Requirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from cvxpy) (1.10.1)\n", + "Requirement already satisfied: setuptools>65.5.1 in /usr/local/lib/python3.10/dist-packages (from cvxpy) (67.7.2)\n", + "Requirement already satisfied: qdldl in /usr/local/lib/python3.10/dist-packages (from osqp>=0.4.1->cvxpy) (0.1.7)\n" + ] + } + ], + "source": [ + "!pip install cvxpy" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ovSlficQhILj" + }, + "source": [ + "CVXPY is a Python-embedded modeling language for ***convex optimization*** problems. It automatically transforms the problem into ***standard form***, calls a solver, and unpacks the results.\n", + "\n", + "- What is ***optimisation***? \n", + " ***Optimisation*** is central to decision making tasks in various fields. The task of decision masking involves choices between various alternatives. These choices are governed by our desire to make the \"best\" decision. The measure of goodness of the alternatives is described by an objective\n", + "function or performance index. Optimization theory and methods deal with selecting\n", + "the best alternative in the sense of the given objective function\n", + "\n", + "- Example: \n", + " \n", + " ***CP says hi!!!*** \n", + "\n", + " A Knapsack Problem?\n", + " - You have limited strength, so there is a maximum weight knapsack you can carry\n", + " - Each object has a particular weight and a value and hence anyone would like to maximise the value for the maximum weight that one can carry\n", + " - This maximisation of an objective i.e the value of the objects picked under a variety of cosntraints i.e the total weight that you can carry is an example of an optimisation problem\n", + 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)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zGq3AGPTssZu" + }, + "source": [ + "- What is Convex Optimisation? \n", + " 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+ ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "kJIn0Yefsr7b" + }, + "source": [ + "- What is the standard form?\n", + "\n", + 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)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Xa5GVoHfNtzV" + }, + "source": [ + "## Simple Variable Example\n", + "\n", + "- `cp.Variable(n)` defines a vector of variables or dimensions on whose value the objective function is dependent on. Often constraints are placed on these variables. `n` indicates the number of Variables.\n", + "\n", + "- `constraints` is a list of constraints that the variables need to follow and the optimisation must obey these constraints and find the optimum under these constraints. \n", + "\n", + "- `cp.Problem()` creates a problem instance that needs to be solved by calling the " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "R8L_llRrMdtR", + "outputId": "459589e5-b490-4d40-e307-caacdec54b1a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "status: optimal\n", + "optimal value 1.0\n", + "optimal var 1.0 1.570086213240983e-22\n" + ] + } + ], + "source": [ + "import cvxpy as cp\n", + "\n", + "# Create two scalar optimization variables.\n", + "x = cp.Variable()\n", + "y = cp.Variable()\n", + "\n", + "# Create two constraints.\n", + "constraints = [x + y == 1,\n", + " x - y >= 1]\n", + "\n", + "# Form objective.\n", + "obj = cp.Minimize(cp.sum((x - y)**2))\n", + "\n", + "# Form and solve problem.\n", + "prob = cp.Problem(obj, constraints)\n", + "prob.solve() # Returns the optimal value.\n", + "print(\"status:\", prob.status)\n", + "print(\"optimal value\", prob.value)\n", + "print(\"optimal var\", x.value, y.value)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Rz6xP9G7NYkb", + "outputId": "bbb2d555-224a-4bcf-c3b2-57e167193d43" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[-1.79109253e-19 2.85112420e-02 2.79973443e-19 3.37658751e-20\n", + " -2.72802659e-19 1.49285011e-01 -9.97212062e-20 8.35373892e-20\n", + " 2.46718649e-01 5.78224144e-01 -4.03739462e-19 1.01242860e-03\n", + " -9.28486200e-20 2.26767464e-01 -1.58813677e-19 -8.97232308e-20\n", + " -1.22145726e-19 -1.51509432e-19 1.12060673e-19 -3.48318630e-19]\n", + "[ 2.50938945 0. 2.78354615 1.79425782 13.08579183 0.\n", + " 0.73716363 3.35344995 0. 0. 8.93825054 0.\n", + " 7.02955161 0. 4.71068649 3.18873635 2.06090107 10.08166738\n", + " 3.0481157 8.53268239]\n" + ] + } + ], + "source": [ + "import cvxpy as cp\n", + "import numpy as np\n", + "\n", + "# Problem data.\n", + "m = 30\n", + "n = 20\n", + "np.random.seed(1)\n", + "A = np.random.randn(m, n)\n", + "b = np.random.randn(m)\n", + "\n", + "# Construct the problem.\n", + "x = cp.Variable(n)\n", + "objective = cp.Minimize(cp.sum_squares(A @ x - b))\n", + "constraints = [0 <= x, x <= 1]\n", + "prob = cp.Problem(objective, constraints)\n", + "\n", + "# The optimal objective value is returned by `prob.solve()`.\n", + "result = prob.solve()\n", + "\n", + "# The optimal value for x is stored in `x.value`.\n", + "print(x.value)\n", + "# The optimal Lagrange multiplier for a constraint is stored in\n", + "# `constraint.dual_value`.\n", + "print(constraints[0].dual_value)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6QaVGOm7Sixw" + }, + "source": [ + "Get a grip over the framework by trying it on a simple function that you can think off. If possible graph the function and prove your point. Make sure that the function is convex or if other optimisation look up for appropriate solvers.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cuvnogx2cyRc", + "outputId": "0847ef47-e43a-421b-8d10-1170b8aa40a8" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "False" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ], + "source": [ + "x = cp.Variable()\n", + "y = (x**3 - 3*(x**2))\n", + "y.is_quasiconvex()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "FvbQXPJqTTds", + "outputId": "924a7b27-ffde-4dc0-8151-72f35e129525" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/cvxpy/expressions/expression.py:612: UserWarning: \n", + "This use of ``*`` has resulted in matrix multiplication.\n", + "Using ``*`` for matrix multiplication has been deprecated since CVXPY 1.1.\n", + " Use ``*`` for matrix-scalar and vector-scalar multiplication.\n", + " Use ``@`` for matrix-matrix and matrix-vector multiplication.\n", + " Use ``multiply`` for elementwise multiplication.\n", + "This code path has been hit 1 times so far.\n", + "\n", + " warnings.warn(msg, UserWarning)\n", + "/usr/local/lib/python3.10/dist-packages/cvxpy/expressions/expression.py:612: UserWarning: \n", + "This use of ``*`` has resulted in matrix multiplication.\n", + "Using ``*`` for matrix multiplication has been deprecated since CVXPY 1.1.\n", + " Use ``*`` for matrix-scalar and vector-scalar multiplication.\n", + " Use ``@`` for matrix-matrix and matrix-vector multiplication.\n", + " Use ``multiply`` for elementwise multiplication.\n", + "This code path has been hit 2 times so far.\n", + "\n", + " warnings.warn(msg, UserWarning)\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "309.0" + ] + }, + "metadata": {}, + "execution_count": 2 + } + ], + "source": [ + "import cvxpy\n", + "import numpy as np\n", + "\n", + "# The data for the Knapsack problem\n", + "# P is total weight capacity of sack\n", + "# weights and utilities are also specified\n", + "P = 165\n", + "weights = np.array([23, 31, 29, 44, 53, 38, 63, 85, 89, 82])\n", + "utilities = np.array([92, 57, 49, 68, 60, 43, 67, 84, 87, 72])\n", + "\n", + "# The variable we are solving for\n", + "selection = cvxpy.Variable(len(weights),boolean=True)\n", + "\n", + "# The sum of the weights should be less than or equal to P\n", + "weight_constraint = weights * selection <= P\n", + "\n", + "# Our total utility is the sum of the item utilities\n", + "total_utility = utilities * selection\n", + "\n", + "# We tell cvxpy that we want to maximize total utility \n", + "# subject to weight_constraint. All constraints in \n", + "# cvxpy must be passed as a list\n", + "knapsack_problem = cvxpy.Problem(cvxpy.Maximize(total_utility), [weight_constraint])\n", + "\n", + "# Solving the problem\n", + "knapsack_problem.solve(solver=cvxpy.GLPK_MI)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "aTXvfeBqqUSt" + }, + "source": [ + "Try DP based solution for different lengths and verify if CVXPY converges to the solution for different lengths of N. (Exercise)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "cvwSawmzkIGv" + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 448 + }, + "id": "bz6pPjSLqn_3", + "outputId": "bb6b5afa-7f08-42ef-8165-f828081e7be7" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 8 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": {} + } + ], + "source": [ + "x = [0]*40 + [i/10 for i in range(0,40)] + [4]*40 + [i/10 for i in range(40,0,-1)] + [0]*40\n", + "x = np.array(x)\n", + "x = (x**3) \n", + "x = x + np.random.uniform(-2,2,x.shape[0])\n", + "# np.save(\"input.npy\",x)\n", + "plt.plot(range(x.shape[0]),x)" + ] + }, + { + "cell_type": "code", + "source": [ + "\n", + "r = cp.Variable(x.shape)\n", + "# obj = cp.Minimize(1 * cp.sum((x-r) ** 2) + 100 * cp.sum(cp.abs(r[1:] - r[:-1]))) # 1st order (can be jerky)\n", + "# obj = cp.Minimize(1 * cp.sum((x-r) ** 2) + 100 * cp.sum(cp.abs(r[2:] - 2 * r[1:-1] + r[:-2]))) # 2nd order\n", + "# obj = cp.Minimize(1 * cp.sum((x-r) ** 2) + 100 * cp.sum(cp.abs(r[3:] - 3 * r[2:-1] + 3* r[1:-2] - r[:-3]))) # 3rd order\n", + "obj = cp.Minimize(1 * cp.sum((x-r) ** 2) \n", + " + 100 * cp.sum(cp.abs(r[1:] - r[:-1])) \n", + " + 100 * cp.sum(cp.abs(r[3:] - 3 * r[2:-1] + 3* r[1:-2] - r[:-3]))) # 1st and 3rd order\n", + "# obj = cp.Minimize(1 * cp.sum((x-r) ** 2) + 100 * cp.sum_squares(cp.abs(r[1:] - r[:-1])))\n", + "\n", + "prob = cp.Problem(obj, [])\n", + "prob.solve()\n", + "plt.plot(range(x.shape[0]), r.value)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 448 + }, + "id": "eI15KGEHQ6Up", + "outputId": "d54cbb5f-bdca-4f42-ab5b-181815e1b5cc" + }, + "execution_count": 43, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 43 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vUcEZn2rkNYD", + "outputId": "b615b2d8-2551-4177-e1b6-be11e94a1eeb" + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Expression(CONVEX, NONNEGATIVE, ())" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ], + "source": [ + "1/2*cp.sum((x-r)**2) + 100*cp.sum(cp.abs(r[1:] - r[:-1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "TceN0k4ggPiI" + }, + "source": [ + "## Cinematic Shot Generation using Convex Optimizaiton\n", + "\n", + "**Data**: https://tinyurl.com/cw23-co-data" + ] + }, + { + "cell_type": "code", + "source": [ + "# This package is preferred over simple opencv package \n", + "!pip install opencv-contrib-python" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cK3tAHBPjoB7", + "outputId": "a3aef03a-b922-46c8-fb5c-fa273fbbf16a" + }, + "execution_count": 44, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n", + "Requirement already satisfied: opencv-contrib-python in /usr/local/lib/python3.10/dist-packages (4.7.0.72)\n", + "Requirement already satisfied: numpy>=1.21.2 in /usr/local/lib/python3.10/dist-packages (from opencv-contrib-python) (1.22.4)\n" + ] + } + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "id": "zaU5mGrQgPD6" + }, + "outputs": [], + "source": [ + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "import cv2" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### Old Source" + ], + "metadata": { + "id": "drsmXE-WcfvA" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "iQR7JEMGPtmj" + }, + "outputs": [], + "source": [ + "%%capture\n", + "source_folder = 'inputs'\n", + "\n", + "!mkdir -p ./{source_folder} > /dev/null ;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "BoZvdxnilDf5" + }, + "outputs": [], + "source": [ + "video = 'dance2.mp4'\n", + "# bbox = \"dance2-p1-MS.txt\"\n", + "bbox = \"noisy_p1_ms.npy\"\n", + "\n", + "source_path = f'./{source_folder}/{video}'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "TCYQCmlTQGgJ" + }, + "outputs": [], + "source": [ + "%%capture\n", + "output_folder = 'outputs'\n", + "\n", + "!mkdir -p ./{output_folder} > /dev/null ;" + ] + }, + { + "cell_type": "markdown", + "source": [ + "### New Source" + ], + "metadata": { + "id": "cxEmsrvscofZ" + } + }, + { + "cell_type": "code", + "source": [ + "source_folder = \"drive/MyDrive/CVIT/3/3-1/videos\"\n", + "video = \"dance2\"\n", + "source_path = source_folder + '/' + video + '.mp4'\n", + "bbox = source_folder + \"/noisy_p1_ms.npy\"\n", + "\n", + "output_folder = 'outputs'\n", + "\n", + "!mkdir -p ./{output_folder} > /dev/null ;" + ], + "metadata": { + "id": "Rf9A4VFucrPu" + }, + "execution_count": 57, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZSTIKi_ulDHg" + }, + "source": [ + "### Extracting Frames from Video" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "id": "zQJ8mJ72ldst" + }, + "outputs": [], + "source": [ + "data_folder = 'frames'\n", + "frames_path = f\"./{data_folder}/{video.rsplit('.', 1)[0]}\"" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "id": "OwSatKRFlhIP" + }, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "!mkdir -p {frames_path}" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "id": "FeN6QRu7lhjt" + }, + "outputs": [], + "source": [ + "%%capture\n", + "\n", + "!ffmpeg -t 30 -i {source_path} {frames_path}/'frame_%04d.png'" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "co_sLhvsl20s" + }, + "source": [ + "### Loading Bounding Boxes" + ] + }, + { + "cell_type": "code", + "source": [ + "p1_bbox = np.load(bbox)" + ], + "metadata": { + "id": "jTQCIDQimref" + }, + "execution_count": 62, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Yb7B3wS2nxvd" + }, + "source": [ + "### Saving/Visualizing Video with Noisy BBox Coordinates" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "id": "2nSNlAxnNiJt" + }, + "outputs": [], + "source": [ + "def plot_bbox(bbox, n=100):\n", + " fig = plt.figure(num=None, figsize=(20, 5), dpi=100)\n", + " axes = fig.subplots(1, 3)\n", + "\n", + " axes[0].plot(range(n), bbox[:n,0])\n", + " axes[1].plot(range(n), bbox[:n,1])\n", + " axes[2].plot(range(n), bbox[:n,2])\n", + "\n", + " plt.show()\n", + " plt.close(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "id": "pWbdsvBkNh-U", + "outputId": "fae6ff31-b365-4299-c48c-8ac9a70a35e9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + } + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {} + } + ], + "source": [ + "plot_bbox(p1_bbox, n=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "id": "sO4fnS82SMEJ" + }, + "outputs": [], + "source": [ + "import glob\n", + "import gc\n", + "from google.colab.patches import cv2_imshow # for image display\n", + "\n", + "def save_frames(vid_name, bbox, fps=24.0, output_path='./outputs', file_name='temp'):\n", + " eps = 0.0001\n", + "\n", + " aspect_ratio = 16/9\n", + " \n", + " cap = cv2.VideoCapture(f'./{source_folder}/{vid_name}.mp4')\n", + "\n", + " frame_rate = float(cap.get(cv2.CAP_PROP_FPS))\n", + " print(f'frame_rate: {frame_rate}')\n", + "\n", + " frame_size = (int(cap.get(3)),int(cap.get(4)))\n", + " print(f'frame_size: {frame_size}')\n", + "\n", + " # wait_time = int(1000 // fps)\n", + " wait_time = 1\n", + " \n", + " fourcc = cv2.VideoWriter_fourcc(*'mp4v')\n", + " # fourcc = cv2.VideoWriter_fourcc(*'XVID')\n", + " \n", + " save_path = os.path.join(output_path, f\"{file_name.rsplit('.', 1)[0]}.mp4\")\n", + " # save_path = os.path.join(output_path, f\"{file_name.rsplit('.')[0]}.avi\")\n", + " \n", + " vid_wrt = cv2.VideoWriter(save_path, fourcc, frame_rate, frame_size)\n", + "\n", + " for i, file_name in enumerate(sorted(os.listdir(f\"{data_folder}/{vid_name}\"))):\n", + " # for i, file_path in enumerate(sorted(glob.glob(f'./{data_folder}/{vid_name}/*.png', recursive = False))):\n", + " # frame = cv2.imread(file_path)\n", + " frame = cv2.imread(f\"{data_folder}/{vid_name}/{file_name}\")\n", + " \n", + " frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB).astype(np.float64)\n", + "\n", + " frame = (frame - frame.min()) * 255 / (frame.max() - frame.min() + eps)\n", + " frame = frame.astype(np.uint8)\n", + " \n", + " ## For opencv compatibility\n", + " frame = cv2.cvtColor(frame, cv2.COLOR_RGB2BGR)\n", + "\n", + " ## Draw rectangle\n", + " xc, yc, half_h = bbox[i]\n", + " x1, y1, x2, y2 = (xc - half_h * aspect_ratio), (yc - half_h), (xc + half_h * aspect_ratio), (yc + half_h)\n", + "\n", + " frame = cv2.rectangle(frame, (int(x1), int(y1)), (int(x2), int(y2)), (0, 0, 255), 1)\n", + "\n", + " # cv2.imshow('frame',frame)\n", + " # cv2_imshow(frame)\n", + "\n", + " if cv2.waitKey(wait_time) & 0xFF == ord('q'):\n", + " break\n", + " \n", + " vid_wrt.write(frame)\n", + "\n", + " del frame\n", + " gc.collect()\n", + " \n", + " cap.release()\n", + " vid_wrt.release()\n", + " cv2.destroyAllWindows()" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "id": "3CKYibyUpLWQ", + "outputId": "6ea11cd8-b9d2-4035-ffc6-79085bf8bab2", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "frame_rate: 24.0\n", + "frame_size: (2560, 1350)\n" + ] + } + ], + "source": [ + "save_frames(f'dance2', p1_bbox, file_name=f'dance2_noisy')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "oabNAjXgoE6Y" + }, + "source": [ + "### Smoothing out the tracks by posing this as an Optimization Problem" + ] + }, + { + "cell_type": "code", + "source": [ + "x = p1_bbox\n", + "r = cp.Variable(x.shape)\n", + "obj = cp.Minimize(1 * cp.sum((x-r) ** 2) \n", + " + 100 * cp.sum(cp.abs(r[1:] - r[:-1])) \n", + " + 100 * cp.sum(cp.abs(r[3:] - 3 * r[2:-1] + 3* r[1:-2] - r[:-3]))) # 1st and 3rd order\n", + "# obj = cp.Minimize(1 * cp.sum((x-r) ** 2) + 100 * cp.sum_squares(cp.abs(r[1:] - r[:-1])))\n", + "\n", + "prob = cp.Problem(obj, [])\n", + "prob.solve()\n", + "plt.plot(range(x.shape[0]), r.value)\n", + "p1_bbox_smooth = r.value" + ], + "metadata": { + "id": "Yj4i1vIor8F5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "outputId": "fd85d12f-2482-4538-8d2a-551b82f49b4b" + }, + "execution_count": 67, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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mrgWltc2I0qhw6ej0UB9Or8lLWBwyss6nPTnwGdmHVdf9QaVSYUSGFHwVnw3M6ySEgMMpYLU70WpzoMXqQJPFjqoGC/aeqcee0/Uoq28JyHNT8NS5prInxUR5nYQh1/hYWNw84LHGZ4Cw2B1otbb9wcdHazudobX/rAmAFDjE6cP3V2SMq86HM7s66i8ZHwAoGJaKXaX1+PJIFeZPG+yXx9x3xoRfvL1LadDYHbUK+OQXF3G9tzDWVX0P0DbUZXUw8BnowveqRj77vNiIn7+1y2Ma5/D0OHzyi4u8zuYpLpMChfE54X0RkKfG+3rxG0iUwCcz9IHPrDEZ+OcXx/HlkSrYHU5oe7n0iczucGLJm9+htLbr2i6VCshMiIbR3AqnAD4vrmDgE8bqmztfpwtwG+pixmfAY+AT4c7Wt+DX7+7p0LvieFUTdpysw4VemsbJxcDD0sO78V9GgtQJuLrREuIj6V/qmqwwmqXFSeVhplCanJuExJgomFps2HW6HucOTenT460tNqK0thnJsVF4/2cXwhATBbVKGlZTqwC1SgWNWvqK0qjx/JfHsfzTQ0owSOGpq3W6AKlTOMAaH2LgE3Fqm6z4aPdZtNicsDuceG/XWZhb7Zg0OBFvLS6AVqPCT/+9ExsOVeJIRYPXwOdsnVTvMCgpeAtXBkJavPQGWNdsg83h7PUiqpFmz5l6ANLMN0N0xyLQYNNq1LhkVDo+2lOGP3xcjFvO81yINik2CnPHZ/nUksDmcGLVpuMAgNsKhmKoD0tx5KVIv+dnOPsvrHW1MjvgXtzMjM9Ax8AnwvzoxW040K6mJScxGv+4ZaoybXlEZjw2HKrEqRrvb/RyoWdOUnivnZQcq4NGrYLDKVDbZO2w6vtAJTcunDQ4dP172vveuEx8tKcM+8+a8X/v7+uw/Y/XTsCt5w/xck+gtKYZ7+06gyaLXenWnaDX4vYLhvr03KnxegBtNSIUnpR1urqp8WHgQwx8IkhlQ6sS9Fw1KQdxOg0yEvS47YKhSHO9uQNAlisAqGroOATkcAplGKSzRUHDhVqtQkqcDlUNFlQ1WBj4AHhzWyme//IEAGDuhKwQH02bKyZm41RNE/acMXncvu1EDcytdvxvb5nXwMfmcOL657ai0u13OU6nwdM3Te70AtheqiszWNPIwCecdbVOF+A2q4tDXQMeA58Isru0HgAwKjMez9w8pdP95ACgwhXguKtrtsIppJ9Tfbxw9Gdp8XpUNVhQw0/zAIAXv5KCnuzEaMwa03+aUmrUKiydNbLD7QfLzZj39y04WN4AIQRUKs/hrl2l9UrQs2hmPrITo3H15BylvssXaXHSh4IGix0WuyNky3dQ33Q/q4vFzSRh4BNBdp+uByAVi3YlI0F6o6/0kvGRx8mTYqP6PLumPzBES7/iDa22EB9J6FntTpx0rYn14ZILlWLP/iw/LQ4qFWBqsaGmyeqRuQSArcerAQBXT8rBg98f16vnMMRooVWrYHcNiWYnhnemc6Cq63ZWF6ezk6T/v/ORz9oCn+Qu93PP+AghPLbVdlMgGG4SXIFPo6uV/UBWVt8CpwCio9RIT9B3f4d+IDpKg0GuIVdvbQnknlNT8pJ6/RwqlUpZ1JLDXeGrrptZXcz4kIyBT4RwOAX2uuojusv4yBc9i90Jc4tnQNDdm0e4kRswNloY+Jxy9bXJS4ntMGTUn+W7ZmZ568vT1nOqb4XaSa66kPpmZgbDldy52dvK7IAU8AOs8SEGPhGhsqEVy97bi0aLHbE6jbJGVWeiozRIdK1lU9ngWecj18IkR0jGJ56Bj6LEtQL6kNTw6s8kZ3zaTzevbbKi3CT9/o7N7tvSG0kx0u+7qYWBTziy2B3K33hn2WqdhrO6SMIanzDXbLXjun9uxRlX753CsZk+1eZkGvQwtdhQYbZ4rNck1/hEQmEzIC3NAQzcoa4DZWb8fcMR1DRaseNUHQBgdIjX5+qpwclS4CP3l5IVl0kZzqGpsUjoYz8ieVFLBj7hSc7UadQqZXi7vbZZXQx8BjoGPmFu9TelOFPXgsSYKFw/bTB+cskwn+6XkRCNIxWNHTI+3fXCCDcJAzjjc7yqETf+qwgN7YK+wnH9ZzaXLwa5Ap/T7TI+u1yzGMcP6ns/okQGPmFNrk1MionqtNGlXOPjcAq/LI1C4YuBT5j7cM9ZAMD9c0bjR500ePMmwyDV+Tz0YTGmD0lBXqrUvVaZGREX+o6+/iAPdTUMwMDnT2sOoKHVjkm5SfjpxcOgUqmQnRiNSd3UgPU3IzOkDNU3J2rxyEfFiNJIF7YXtpQAAC4Yntrn55ADn/oWFjeHo7puprID8GhTYLEz8BnIGPiEsTN1zdh/1gyNWoUrJmb36L5T8pLx3ndn0Wix4753duP/3X0BgAis8XENgQy0oa6jFQ3YdLgKGrUKT984WSkQDkdjshKQniD1Y3p160mPbVq1CpeNzujzc8jFzWZmfMJSbTdT2QF4tG+w2J2IC4+JjRQADHzC2GFjAwBgZEZ8pzMZOvPD6YNRWtOEF7aUYMepOtQ2WZUuxwDCZrpzd+L10qe8gTbU9cFuKRN42ej0sA56AGktrxdum461+40Q8Gy/cMHwNL90GOdQV3hry/h0nqmWFqVVweYQsLLOZ0Bj4BPG5L4mw3uxwrZeq8HvrhyH9QcrUVLdhANlZswcmYZKVzfnnnS+7c9iddKveLN1YE1h3XioCoC0dEkkmJyb1G2bhr5g4BPe6pq7nsou02s1sDnsnNI+wHGQM4ydqJamJw/vwyd6eRrwIaMZNodTGerKNERGxifOlfFpsQ6cjE+rzYEjFVI28NyhKSE+mvDAwCe81fo4RC8XOLfYGPgMZD0OfDZv3oyrrroKOTk5UKlU+OCDDzy2CyHw0EMPITs7GzExMSgsLMTRo0c99qmtrcWCBQtgMBiQlJSERYsWobGx0WOfvXv34qKLLkJ0dDRyc3OxYsWKnp9dhJN7mAxOju31Y4zJMgAADpY3KMNcWrUqYmp8YqKkjE/TAMr4HCw3w+EUSI3TITsxMjJ3gZYYy8AnnLVNyuj6fStGJ30QGmgZYPLU48CnqakJkyZNwqpVq7xuX7FiBVauXInnnnsO27ZtQ1xcHObMmYPW1rZp0wsWLEBxcTHWrVuHNWvWYPPmzVi8eLGy3Ww2Y/bs2RgyZAh27tyJJ554Ao888gj+9a9/9eIUI5c/6nHGZEkZn4PlZpTVS31SMg3RnU4JDTdtGZ+B80a339XNeMKgxLDq0BxKcqBfyyUrwpIynb2bD2xxrqHvgfR+QB31uMZn3rx5mDdvntdtQgg8/fTT+P3vf49rrrkGAPD6668jMzMTH3zwAW666SYcPHgQa9euxbfffovp06cDAJ555hlcccUVePLJJ5GTk4PVq1fDarXi5Zdfhk6nw/jx47F792489dRTHgHSQOePwGdstpTxOVBuxq0vbQfQu5qh/kr+hNdktXtd3TsSlbhqv7rr4E1t5L+hJqvUAVhug0Dhwdc2HLGuD0JNA2yyA3nya41PSUkJjEYjCgsLldsSExMxY8YMFBUVAQCKioqQlJSkBD0AUFhYCLVajW3btin7XHzxxdDp2qL3OXPm4PDhw6irq/P63BaLBWaz2eMrkjmcQqnH6UvgMygpRumMK497X+iHvij9hfwJTwigtYvFCTccrMDKDUex42RtsA4tYORGf7kpvR8CHWji9Vol2JEL/Cl8yIvLpnQzRz02Qoa6KsytOFLRgPpmZih7w68fa4xGIwAgM9OzM2xmZqayzWg0IiPDs++GVqtFSkqKxz75+fkdHkPelpzccfXx5cuX4w9/+IN/TiQM1DVb4XAKqFR9W15CrVbh5dvPxaf7jHAKAUNMFBbMyPPjkYZWTFRb07Jmq13JALl77svjeOzTQwCAp9YBd186HA/MHRO0Y/S3067FPHP7UPs1EGUY9GissqPCbMGwdGbLQsFid8DhFMpsTF8I0fYhsLv3Qvlxm8J4ssPWY9VY8NI2CCH1JvrPXTMwbQgnMfRExORzly1bhvvuu0/5t9lsRm5ubgiPKLDkSN8QHdXnDqSjMhMwKszWb/KVWq1CTJQGLTYHmq0OpEJ6o1y16RiKy8yob7ah6EQNAODcocn49mQdnv3iOC4akYYLRqSF9uB7QQihrNuWm9L3/jYDSWZCNE5UNcFobul+Z/K7fWdMuOH5rbDYnfjdFWNx50W+Lb/TZHUofXlS47ur8Qn/mr9/bDoG4WpnZbU78a/NJ/D8rQx8esKvQ11ZWVkAgIqKCo/bKyoqlG1ZWVmorKz02G6321FbW+uxj7fHcH+O9vR6PQwGg8dXJDO1SJ9YDDERE7sGjFzgLH/K+660Hk9+fgSf7jcqQc+VE7Pxzk8KMH/qYADA5wcqvD9YP2dqsSnNGgclMePTE0Ncy7bINVIUXO/uPI1WmxNCAJ8X+/73V9Mo1TpGR6m7zRTFyBkfS3gGPla7U1ls+OkbJwMAvj5WA5uDDRl7wq+BT35+PrKysrBhwwblNrPZjG3btqGgoAAAUFBQgPr6euzcuVPZZ+PGjXA6nZgxY4ayz+bNm2GztU0tXbduHUaPHu11mGsgMrdK/zeGPq5KPRC0n8K6+3S9su2J68/BK3eci5U3T4FKpcJFI6Usj7zyd7iRsz1p8Xqvw3rUOTnredjVA4mC62xdW6btZI3vwWfbMFf3tY5xyntBeA51HSw3w2p3IjEmCldNykG8XotGix0l1QzWe6LHgU9jYyN2796N3bt3A5AKmnfv3o3S0lKoVCrce++9+NOf/oSPPvoI+/btw2233YacnBxce+21AICxY8di7ty5uOuuu7B9+3Z8/fXXWLp0KW666Sbk5EhdZm+55RbodDosWrQIxcXFePvtt/H3v//dYyhroJPXFJIbr1Hn5ALnZtenvFLXm+pPLxmOG6bn4rLRGdC4pu/Lw0Nl9eFZ4HrW1ZJAXtGcfDfa1dqhuCyyJ0b0VxUNbX9ztU1WCCG62LuN3IKgu2EuAIjVh2cnd4vdgaVvfodrVn0NQBqW16hVGOGagXu0orGru1M7PR4n2bFjBy677DLl33IwsnDhQrz66qv4zW9+g6amJixevBj19fWYOXMm1q5di+jotkZqq1evxtKlS3H55ZdDrVZj/vz5WLlypbI9MTERn3/+OZYsWYJp06YhLS0NDz30EKeyu5EDH2Z8uher8xzqqnS1AchJ6tjcLztRChgqzK1wOIUSEIUL+VPzIC/nRl2blJsEjVqFM3UtOFPX3KfGoNRzRpNF+dnuFGiw2H16f6tpku7ny3qFcsYn3Kazr91vxJq95cq/r58m1a+OzIjH7tP1OFLRgCvRs4WqB7IeBz6XXnppl5G4SqXCo48+ikcffbTTfVJSUvDmm292+TznnHMOtmzZ0tPDGzDMrazx8VVsu6ZlXbW3z0jQQ62S3nirGy3INIRXACE3ocxJZManp+L1WkwclIjdp+tRdLwGN0xn4BMs0nI5Fo/b6ptsPgY+vnVtBtoy5PVh1qF7z2lp6H1ctgErrj8HEwYlAgCGupYrOlPHgvye4FpdYYpDXb5rn/Gpdy1o6C3w0WrUSrBjNIXfcJdcGzGYQ129UuDqYSUXvVNwVDVYIAQQpVEpU9J9nXIuZzl9WZ4l2fXY8oefcHGwXBp+vf3CoUrQAwBZrveqCvae6hEGPmGKxc2+i9O3y/i4WgEkd9LlVf7kWBtGzcHO1DVj1pNfYP1Bacak+5sj+e7C4VJx+5aj1XA6fasxob4zui7cGQnRyt+rrwXIpa6+VUNSul+sWf6wE06N/4QQOOAKfMZle85WznIFe0YGPj3CwCdMyYspyosrUueUZSssDgghlDe9zlLj8u11YfSpcPW2UpyobluqYkoeZz/2xrn5yYjXa1HVYMGeM/WhPpwBo8KVXc006HvcXVlu2JmX2v3QZLLr/bKu2behLiEEHvmoGLP++gVe23rSp/v4W5mpFaYWG7RqFUa2W4ZGzk5XhGF2OpQY+IQps9zHhxmfbrlPYW202GFzSJ/kO1uBXlmwMowCnz2uKfo/vWQ4Pr5nZtgVZfcXeq0Gl4xOBwCsPxievZzCkTxUk2mI9nkFdYdT4GC5GSdrXBkfXwIf14cac6sNdh9632w+Wo1Xt57EiaomPPxRMfadCX6bi+Kz0nOOzEyAXuvZoiLTIE3hb7DYw3aKfigw8AlTylAXi5u7JTcta7Y6UNck/b/FRGkQHeW9z03bp8LwCHyEENjnenO8elJOhzdH6pnvjZWWx1kXpk0sw5HRLBU2Zxqi29pPdHMh/8m/d2De36UJMDmJ0Uq9S1eSXDWRQrRlzTsjhMDr7bI8//7mpNd9A6mzYS5AKsiP0kgfcnzNYhEDn7AlZyOSOslaUJs4t+JmOZhJ7mKIUP5UGC5vJHXNNjS4ZvkNS+++zoG6dvEoKeNzpKJR6YJNgSUvDJuV6FvGx9xqw4ZDUj2bTqvGL783CipV91lOrUatFE9XmC1d7vvTN3Yqz/HQ98cBAD4rrgh6l+RSV0ZreEbHv22VSqVcA8JpaD7UGPiEqTofF+Ujt6ZlFodbYXPn/2/hVuMjT2FPi9d1msUi36XE6ZAWLw0hHK9kY7hgMJo71vh0tZ5WaU0zhJB+54/8aR5umO77uoxtBcGdTwGvarDgM9eyGXdcOBQLLxiKtHgdTC02bDtR6/Nz+UO5q36nsxYV8oe4+jD5oNYfMPAJQ602B5pcbwpdXcBJEusKBpptDiWY6arnR1KY1fjIb4zZ7N3jNyNcn66PMfAJCqNbjU+srvvuykqH8qSe/87LfydddWcvrW1SHv/hq8ZDo1bh0tEZAIBNhys7vV8gVLhlw7xRMj5hMjTfHzDwCUPyBTlKo0KCnjU+3ZEXKW222FHtWtBQ/kTvTUqYvZGUm1xNC9mt2W/kpQCOVzHwCYZK17BTliG6Q98tb+SGfb3pri33++mqT9dZV1DkvvTLrDGuwOdQ8AIfIYTbBxvvf99tGZ/weL/qDxj4hCH3zsO+jGsPdMqKzFYHahq7HyKU+/uES42PfNHISGDg4y/D0qTA5wRXag+4RotdqaXKdAt8uhrqMvYh2JczJ2Wmzoe6yrxklC4amQatWoUT1U04ZOzdem6+rj8ma7I60GKT/h86+/tOjg2vmsT+gOmCMNSTFu3UVtzcYrWjypXxSe0i45PsViwohOj3waXc6r+rLBb1jFwk/uWRqrD4HQhncuYlQa9FnF6rFDd3FfjIF/neDPXLwVKXGZ+6joFVQnQUvjcuE5/uN+KeN3ehYHgqtGo18tNiceO5edBpu84jPPnZYbyw5QTmTxuMP187waffKblDv06jRnSU98fnUFfPMeMThuROpVyWwDexXjI+aV2s5CwHPvJCiYHidAocq2zo84KJ1T1YnZp8My7HAJUKaLE5lCJXCgw5uyJnYuR2DBZ757On5KnoSTE9/53PMkjvm10FPm0ZH8+htF8UjoReq8bRyka8XnQKL39dggc/LMbif+/osi/QntP1+MemY7DYnXhzW6nSYb078mzNhGhtp4ESi5t7jhmfMCOEwJOfHQYADEuP72ZvAqQ3DUB6s/SlxidGp0FMlAYtNilQ6muTyFabAxsOVsLcaoPDKeAUAjWNVry36wxO17YgMSYKL98+HdOGpPTq8WuUc2Lg4y8ZCdEYmRGPIxWN+PJIFeZOyAr1IfU7Da02bDpchVabA3kpsTh/WGqn+7645QQ+3F2Gn1wyDN8/J0e5XQiBd3eeAdC24KbelTmx2DvP+Jiae79WYbbbUFdn2Ty5eLr9UNqYLAM+vmcm1h+sQKvNiYZWG/6zvRRfHK7C7Kc3IzVOKj/QqFQ4Z3Aifj1nNKI0ary/66zH47z9bSm+Ny6z22NtcPVrk9/DvElmxqfHGPiEmR2n6pRPO4Vju//DISDD1d3UancqxardZUdyU2JwpKIRh8rNyE/rfW8cIQR+8dauLrMGphYblr65C+vvu0RZp6gn5KHProbvqOfuvnQ4fvn2HpysHlh1PlUNFqw7UIH8tDicPyzFa2BQ32zFdc9u9aiB+tO1E/Cj84d02HfL0Sr86X8HAQC/fncPJucmYXByLIQQ+Plbu/HxnjIAwIQcaX05uSVDq82HjE8vluyRM0utNidMLTavvdC81fjIRmUmYFRmgvLvGfkp+Pl/duNEVZPH/0fRiRokxerw00uGKV3Af/W9UfjruiP46lg1rHZnt8NjZiXw6fw85WWLumvISG0Y+ISZouPSqtEXDE/Fefm9yxAMNHqtBsmxUahrtilvpt3Vw4zOMuBIRSPuXv0dLh6Vjhdvm97tm5SsuMyEjQcrYXM4UVrbrAQ9l41Oh06rhkatgk6jxoUj0jBrTAauWfU1ztS14B+bjuGBuWN6fH6+FGxTz8kzhuRP/wPF3W/sxI5TdQCAvJRYZCTo4RACTqeAQwg4nMDZumaYW+2I12uRnxaHfWdNeHztIVw1KadDFubFLSXKz602J17cUoJHrh6PLUerlaDnopFpuHmG1IvHl4xPfYv0O9+bjE90lAZJsVGob7bBaG7tEPiYWmwwu4aYcnyYLj93QjY23Z+E/WdNcDoFnALYeaoOL39dgpUbjuJMXTPO1LUgJkqDRRfl49WtJ1HTZMWeM/U4d2jX7+HuQ12dkTPSZgY+PmPgE2bkjMVFI9NDfCThJdMQrRREqlTdZ3xuOjcXnxcbYbE7sflIFdbsLcN1Uwd3+zxCCNz52g5lCqrsJ5cMw7J5Y73e5+GrxuOu13fgxS0n8L1xmZjagwVGW20OZUYMMz7+FW6NLP3hbH2LEvRo1CqU1jYrNYXtpcbpsPquGRiVkYA5T2/G0cpGTPrD54h3y1o6nEKZlfTnH0zA797fjze3l2JwcgxWbysFIDUIfPiq8cp92gKf7jM+vQl8AGnafH2zDUZTK8ZkeS4FcayyAYA0JOZrBnZQUoxHdmjuhCx8eaQSx6ualPO8dkoOYnVaTMlLxvqDFdh/1tRt4GP2IfCR/w/kfal7DHzCjJxK5dIEPZNhiMYho/SGlpMY0+16VheOSMP+P8zBirWH8MKWEnx9rManwOd4VaMS9Nx0bi50WjWyEqPx4wvzO71P4dgMXDExC5/sM+In/96Jfy86r8ObcWdq3Ho6Gbp4c6Sek2snGix22BxORGkify6IvAjn+BwDVt85AztP1cFqd0KtlupWNBrpu1atwvhBicpF94kbJuHHr36L2iar12U+rp82GLecl4eNByux4VClMvRliNZiyWUjPPbVu4a6LJ0MdVnsDiVza+hl4JPpej+QmwO6O1Ihfbgc6Tac1VMatQqv3nEentl4FFUNFqQn6PHr2aMBAOOyE7D+YAUOlnc/JV6u8emqzlBer5FDXb7jO2UYEUIoGZ/hLGzukXHZBmw+UgUAmDDIt6AiSqNGwfBUvLClBLtP1/l0H/ehyMfmn+PTfVQqFR6ffw5OVDXhkLEBc5/egpgoDbQa6QKj1agxaXAiHpt/TochOrmwOTVOzynXfpYYEwWVSlrQsr7ZhvSEyMuoCSGw7kAFjlY24vppgz0WxEyK1eFyH+sIJ+cmoWjZLJR76Yas06qVIaNnbpmCv68/ioPGBiTHRuGui4Z1+J2OdmV8WjsZ6mq2tN0ut6roKXlBU6Op43pdn+wrB+B9UdCeyE2JxYrrJ3W4fazrcQ+WN3T7GG1DXV0FPtI2q92JVpuDy9b4gIFPGDGaW9FsdUCjViEvpecdSweyWwuG4HhVI2wOJ+6ZNdLn+00clAQAOFHd5NObyjeudXwKupjh4k1CdBTeWnw+fv7Wbmw+UiUND7h9gFt/sBL3v7sHr9xxnsf9ajiVPWA0ahWSYqTasLpma0QGPm98cwoPflgMAHhzW6nSvHPi4MQeP5Zeq1FmZnUmVqfFsiu8D/kqj9NNxkfu6KzXqqHtZRYuU1mvyzNQ23/WhC1HqxGlUWHBjLxePXZ35MDncEUD7A5nl+cg1+10NdQVr9NCrQKcQiqG9nfg43AKlNW3IDeCrjkMfMKIe1MtXwttSTIoKQYv3Da9x/dLi9chTqdBk9WBM3UtylIG3ggh8M0JKeNz/vCeBT6A1Ijs9R+fJw0XtNphdzrhcAqcqWvBna/vwKbDVSguM2F8TttFqdqHhozUe8mxOinwicA6nxarA09+fkT599n6FqWQu6up6YHWXY2PvIZXb2ZAyuSMT/uhrnUHpIkIs8ZkBOxCn5cSq7TLKK1t7rItiS/FzWq1CgnRUVJRdovNrx3cm6123Pj8N9h31oSfzxqB+1zDdeGOV88wIn86yTawcWGwqFQq5KVKn2LlhQvdmZptuPH5Iox58FPkL/sENU1WxOk0mDQ4qdfPmRKnQ15qLIalx2NkZgIuG5OBea4+Mm+6CiVl8vIlnNEVGPJ06VD0SCmtacZrW0/ila9LsHa/EbYuGuT1xkd7zsLUYkNuSgz+e/cFULtGSvNSYjGyiwA/0Lqb1SU3/Izt5TAXAGQlSh8U2jcx3FYifXCRFyQNBLVahZGZ0v/vkYquh7t8qfEB3Ot8el7gXNVgQXGZCcVlJjS3Wx9tzd5y7Dsr1X09v/lEl920wwkzPmFE/iPN7GSxOgqMISmxOFhuxqmajrNb3t15GttKaj1u+8klw/2ekbthei7W7C3HZ8VGPHrNBGhcV6laLl8SUIYQzJgRQuDlr0/i8U8PweoW7Mwdn4VnfzS117VcNocT7+86q9ThvPjVCQDAj2YMwbQhyXjljvOw+UgVbjw3N6T1YtHdDHUpGR9d7y9fmV4yPkIIZQLExEE9H+rriZEZCdh7xoTDxkbMndD5fr5kfACpHu00WpS+P776cPdZ/OqdPbA7pTXExmQlYM09M5XhN7kuEpAycMVlJkzvZiZaOGDgE0bkwCfLwGGNYJKXBinz0s9lg6v1/J0z87HwgqGI0WkCsmZWwbBUGKK1qG60YldpnfLmIy9XwcAnMOSi0oY+Bj42hxMPf1SMz/Yb4RACGpWqbaaUWoUojQoFw9Nw50X5eGLtYawtNgKQioYzDXp8VlyBtcVGfH6gAnPG966L9EtfleCxTw953KbTqpXZipeMSsclo0LfJkPO+FgdTjidAmq1ZxCmZHz0vc/4yD2aapqsMLXYkBgThcoGC+qbbVCr0OWQtj+McmV8Dld0PbNLDmS6m7bfVS+fz4qNeP7L4zhY3tAhi+aKd5Aap0NNkxWHjA3YfrIWFwxPg8Mp8NWxagBSdq3Z6sCxykYGPhRc5a5PJ1mJHOoKJnlGSvtGdkIIJQ18w/TcgBb/6bRqXDQqHf/bW46tx2uUN5/aJnlWFwOfQJA/aTf08JN0e//cdLzDMGV7J2tK8Z/t0j46jRoPfn8sfnT+EKhUKjzx2SGs2nQcj358AAXDU3u1jIrSIXmQAZMGJ0GtUuHKc7L7XdG23q041+pwIlrtGeD4I+OTGBOFwckxOFPXggNlZhQMT1Wml+enxQV8ZtSk3CQAwPaSui4XwTW3dD+rC+g88DE12/Cz1d/B4ex8Vfjrpg7Ck9dPwq/e3YP3d53FNyekwKe4zIT6ZhsS9Fr8YOogvF50SpnqH+4Y+ISRCiXjw6GuYBqULAc+nvUAZaZWNFrs0KpVfVrWwlfn56fgf3vLXXUI0sw0DnUFVlvg0/uMT4vVgRe3SMNKD31/HC4amebqgCzgdAIOIVDbZMGLW0qw9XgN0uL1eObmKShwK5D/2aUj8PGecpTWNmPWk18iI0EPjVrKGmndMke5KTFYNHMYRmd59qA5W9+C4jIzVCrgtTvO69fF8NFuw8TeZlLKs7r6UuMDSEtknKlrwZvbS2FuteGFzdJrNLaP09h9MSUvCTFRGlQ3WvDOjtO4YVpuh8wW4FbjE9P9UBfQcUj2cEWDEvRs+NUlHYbMdBq10rl62pBkvL/rLL51Dd3L2eyC4anK79PJmshYvoWBTxgxKhkfBj7BJHdkLa1p8vh0dsjtE2IwZtnJM23kpnI6rdptnS4GPoGQ4Jo51NiHwOezYiMaLHbkpsTg9guGer3AAcBlozNgNLciJU7XocFmnF6LlTdPwW0vbUN1o0WZzdde0Qng031GfHzPTI+p5Z+6etNMy0vu10EPAGg10rIuDqfwOrNL7uPTl1ldADBvYhbWFhvx8Z4yJRsGABcMT+vT4/pCr9XgqknZeGfHGTzw33345kQt/nbjZI997A4nmlzZLV+Lm9tnfA67iqdnjcnotvfbhSOk8y46UYM7XtmutOaYNzELqXHS78zpTrp4hxsGPmHC6RRKIR4Dn+AakRGPKI0Kdc02nKlr62ex09XaX05bB+M45LH4fWdNmDYk2S3j078vZuFKqfGx+D7UVd9sxb82n1B6LH12QKrXmT91cKdBDyDNIMzuYhh7cm4StvxmForLTbA5pLWz7E5X5kgI2BxOvPRVCfaeMWH205uRFqdDbbMVdodQilevmTLI5/MIJb1WjWarw2uBs78yPldPykFNoxVri42wu4rIc1Nicd3U4Pwf/Xr2aJypa8HW4zV4f9dZ3H3pcI/FT92zjPHdFDfLgVH77s1HXMXao3zoQp2fFodLR6fji8NV2HRYKmoelBSDueOzlWvPmbrOV7QPJwx8wkRtsxU2h4BKBWT0szH5SBcdpcG4bAP2nDHhohWbMCgpBjaHE5UN0qfu84JU7KdSqXDO4ES3fj4Gpd6BQ12B0Zuhrj+uOYj/fnfG47bEmCgsLBja5+NJjI3qMiMxfWgKrly5BfXNNpS1m6o9YZABN0zrftmV/kAJfLxMafdHHx9A+nv68cx8/Hhm58vJBFKGIRpv3nU+fvzqt9h4qBLrDlR4BChyYXOsTtPtcimJnbRdkDM+o7N8K9ZeefMUfLK3HBa7EzFRGlw6Jh0xOg1ykmKgVgEtNgcqGyzKrLhwxcAnTMifHpNiogbEmkH9zTWTB2GPax0j9yLntHg9Zo/3ra2/P0wY5Ap8zppRPUYKvLhOV+Ak9HDl64ZWmzJscsuMPAxKioFGrULh2AwkByE4HZQUg/X3XYJD5Q2Ij9YiJVYHnVatfGAKl0/qUl2PTVmTy50/+vj0J5eOTsfGQ5XYerzaY92ytsLm7v+25UxhWb3n9Hy5T5AvGR9AyhzddF7HjtU6rRqjMhNwyNiAS57YhAluTVTvLRyFmSMDPzzoT3y3DBM1rtk7/GQfGndcOBTThiQri1VGadTQaaWhib5+8uyJ8TlS4eX+MpOyGGpWYnTYXNDCjVw7JbcN6M6Ok3WwOpwYkhqLv/xgYiAPrVNp8XrMHBneWeGumhj6Y1ZXfzIlNxkAUFxm9hhGqnVlb+TFcrsiL2FU6laDc6qmGfXNNug0ar+s7XjlxGwcMjag1ebEjlNtaxfWhqC5Z19Fxm/OANDWoTe839DClUqlClotT1fk5SqOVDQoDRW7qguhvkl3FQJXN1p8qm2Qm1nOyA//XiehJBd3eytu9kcfn/5kZGY8NGoV6pttMJpblb/natdQui/tBuReY6YWGw6WmxETpcH/2ykNt04cnOiX6fl3Xzock3KTlMBTNik3sM0eA4GBT5io47RlgvQGlxgjrcsjd1WVZ52R/8nNKC12Jxot9m77qew8JQU+50ZAk7dQ0kcNnIxPdJQGw9PjcKSiEQfLzW2Bj2vmni8NUeP0WuQkRqPM1Ip5f9/isc1fTSm1GjUu7gcNLv2BxSJhQp62HIw6Aeq/VCoVxrh6aqw/KC2omM1ZfgETo9Mg3jWUWdXgfQq5TAiBw/KSB71Y3ZzaRLsyPl5rfPw0q6s/kXsHHSxvW7tLWYDYx/f8H8/Mh06rhk6rRpxOg4wEPW49fwgWXzzM/wcc5iIjZB4AuBglycZmG7CtpFb55OuP8XvqXHqCHo0WOyobLF2upF3VYIG51Q61CkFpaBnJusz4+KmPT38yNtuAD3eX4UBZ2xIW8oSWNB9n8d550TDceRGDHF8w4xMmajjURS5jsz1naIzJ9m3GBvWOXD9xsrrrrrVHK6V2/kNT4zo0IKSeUYqbB0jGx33SguyMa/ZoJtdm9DsGPmGitpEdekky3m0qqVatYsYnwMa5hiF++94+pdbOG3nqcKAXuBwI9MpQV+D6+PQn8vTwUzXNShPCE1VSoM2/b/9j4BMm6nowtZEi2/gcA4anS0Mp8yZmB3xBxYHuuqmDEaWRZnO9XnSq0/0OlcvN4piB66u2oa7I7+MDSLWbcmax+KwJphabUuPT1fAq9Q4DnzAhd471pZkVRTaVSoXXF83A4/Mn4i8/mBDqw4l4o7MS8MjV4wEA35yo6XS/g0apPiMYi1xGus6ms9sdTuW2SJnVJZs4SMr67DtrUlaKz0mMVorryX8Y+ISJRgsDH2ozKCkGN56b1+30avKPcwYlAQAOGaUmc+3ZHU5lRtc4Bj591lkDw2a3oa9I6eMjm+AKfPaXmbH7dD2A4K0DONDwKhoGhBBugQ8vdETBNjIzHmoVUNdsQ1WDBRnt1ioqqW6Cxe5EnE6jdNGl3pOHb9tPZ5dndGnVKugibOkeOeOz/6wJNldWazIDn4Bg4BMGWmwOOFyrKzPtSdQLtlag+D2g1dRxW8Y4YNglXd49OkqDQckxOF3bglO1zR0CnwOuoYnRWQldrsBOvuks4+M+oyvSlmmRA5+S6iZUulZDn5KXHMpDili8ioaBRld9j1oVWQV9REGz6c/A1pWdbFQBP90CZHW9ttbgpFicrm3BmbrmDp2Z5cZzrO/xD6W4uZOMT2yE1fcAUoHzoKQYnK1vQZPVAY1ahQmD+PsUCJH32xOBzK7AJ16vjbhPOURBceQz6Xv6WCBzXNvt+/8LQAAHP+4+8HHNujlT29Jhm1yMOi6HFyp/6Ky4WR7yj4uw+h7Z9KHJOLtb+v2alpcckQFef8D/1TDA+h6iPmowSt9/+DqQPqrt9twZwKe/ASqKu32IwclS7c7puuYO2+ShLmZ8/CPalfFp38en2dr2ITASXTt5ED7cXQYAmDMhK8RHE7ki87cnwjS0Sg2tOKOL+szWCnz4M0CjB65+BtAMgN8puwWwuGp74tI8t6WNlL5XHe72YXJTXBmfOs+MT3WjBVUNFqhUUNZRo77pLOPTZI3coS4AuHR0On53xVg0Wx249fwhoT6ciBWZvz0RprE1sj/lUBAd+MA1vANg7PeBMVeG9HCCotnVe0elAaKTPLeljZa+154AHDZA03lWVc74tA985GGuoalxEXtBDrZOp7NH+FCXSqXCXVxUNOAiaz5ghGpw/bHHM+NDfXVqq/efI1lTtfQ9NhVQt3vLS8gG1FpAOIDGii4fRq7xKatvUWZZAsDRCmmNrtGZzPb4izydvcXmvcaHASb1BQOfMNDWtZk1PtRH9W5LLtQcD91xBFOzK/BpP8wFSIFQvKuWoqHrwCfTEI0ojQp2p4DRNd0YAE5US4HPsHSuyO4v8rB+o2uYXxaJ63RR8Pk98HE4HHjwwQeRn5+PmJgYDB8+HH/84x89up0KIfDQQw8hOzsbMTExKCwsxNGjRz0ep7a2FgsWLIDBYEBSUhIWLVqExsZGfx9uWOBQF/mNXOQLAPWloTuOYHLP+HiTkCl9byjv8mE0ahVykqSsz+natgLnEteq7flpDHz8RQ585BmtMrmPTxzbelAf+D3wefzxx/Hss8/iH//4Bw4ePIjHH38cK1aswDPPPKPss2LFCqxcuRLPPfcctm3bhri4OMyZMwetrW2fohYsWIDi4mKsW7cOa9aswebNm7F48WJ/H25YMLs+9Rg41EV91ey21lT9KcDL8gsRp6mLjA8gDXcBQKPR+3Y38krZ+860NUIsca2izcUk/cfgym6bW9plfOQ+PvwQSH3g98Bn69atuOaaa3DllVdi6NChuP766zF79mxs374dgJTtefrpp/H73/8e11xzDc455xy8/vrrKCsrwwcffAAAOHjwINauXYsXX3wRM2bMwMyZM/HMM8/grbfeQllZmb8Pud8zuf74DTEc6qI+srpNxbY2Ai11oTuWYFGGutK9b4+XMz7dBz4XjpCCpz9/chC/e38fGlptKDNJH9iY8fEf+b3OYnd6FDg3KdPZmfGh3vN74HPBBRdgw4YNOHLkCABgz549+OqrrzBv3jwAQElJCYxGIwoLC5X7JCYmYsaMGSgqKgIAFBUVISkpCdOnT1f2KSwshFqtxrZt27w+r8Vigdls9viKFHLgk8jAh/pCCMDWrgdNY2VojiWYlKGuTjI+ckAk79eFeROylCHn1dtK8ZdPDgKQ/jZT4nR9PlSSJOi1kHu1NrgNd5lb5FldzPhQ7/k98Pntb3+Lm266CWPGjEFUVBSmTJmCe++9FwsWLAAAGI3Sp6rMzEyP+2VmZirbjEYjMjIyPLZrtVqkpKQo+7S3fPlyJCYmKl+5ubn+PrWQYeBDfmFrAeAa2jIMkr43DaDAJ66TGh95CKy5+8AnJykGn//yYtx+wVAAwH+2nwYADGW2x6/UapUSYLoPd9U2WQAAqQwyqQ/8Hvi88847WL16Nd5880189913eO211/Dkk0/itdde8/dTeVi2bBlMJpPydfr06YA+XzCZGfgEXuUh4OW5wNZ/hPpIAsc925Pkao42EDI+zd1lfFy3N9V4395OTlIMflk4Clq3xUiHpnJFdn9T6nzcMj61TVYAQEqcPiTHRJHB7/nC+++/X8n6AMDEiRNx6tQpLF++HAsXLkRWljR1tKKiAtnZ2cr9KioqMHnyZABAVlYWKis935Dtdjtqa2uV+7en1+uh10fmHwMDnyDY8iRQWiR9Tb0ViE4M9RH5n1UqwoU2Gkhw/R0NhMCnu+LmWN8zPrLE2Cicl5+CrcelYGlkBgub/S0tXoez9S14/7sz2HO6HjaHU6mnyjJEh/joKJz5PePT3NwMdbsmYRqNBk6n1IgqPz8fWVlZ2LBhg7LdbDZj27ZtKCgoAAAUFBSgvr4eO3fuVPbZuHEjnE4nZsyY4e9D7vc41BUElYfafi7bFbrjCCQ54xMVC8S7hpK7adoXEborblYyPlU9eti5bmspXTIqo4s9qTfkGXSvFZ3Cwx8V40//Owir3YlYnQaDXM0kiXrD7xmfq666Cn/+85+Rl5eH8ePHY9euXXjqqafw4x//GIDUkvvee+/Fn/70J4wcORL5+fl48MEHkZOTg2uvvRYAMHbsWMydOxd33XUXnnvuOdhsNixduhQ33XQTcnJy/H3I/VqTxa6sT5MSz3HtgBBCWrJAVnsCGHZpyA4nYOQZXbq4tsCnhxf7sGO3Aq2uqeedDXXJt7fUAQ67z+uX3XxeHuqbbUiL12Pi4AjMEIbY4kuGodXugN0hEKVVQ6dRQ6tWoXBcJjRuw4xEPeX3wOeZZ57Bgw8+iJ/97GeorKxETk4OfvKTn+Chhx5S9vnNb36DpqYmLF68GPX19Zg5cybWrl2L6Oi29OXq1auxdOlSXH755VCr1Zg/fz5Wrlzp78Pt98rqpXWBEqK1ypg3+VljBWBravu36UzojiWQ3DM+cXLGJ8KHupR1utRATLL3fWJTAKgACKClti0o7EaURo2fXz7SL4dJHY3JMuCfC6aF+jAoAvk98ElISMDTTz+Np59+utN9VCoVHn30UTz66KOd7pOSkoI333zT34fXLxlNrYjVa7wGNmddgc+gJKZ2A6Z9/5ZID3x0sW29ayJ9qEse5opJ6bhOl0ytkYKf5hqpHsjHwIeIwhPX6gqxQ0YzLl6xCTMf24iT1U0dtjPwCQJLu55P9ZEzI9CDXNwcFQfEy71rInyoq7vCZlls7+p8iCj8MPAJsZe2lMDqcMLcase7OztecOWhrhwGPoHTavL8tw9LF4Ql94yP+1CX09n5fcKdnNGKz+x6vx708iGi8MbAJ8SOV7UtvLrxUMdPm2X10vRNzmIIoFZXxic5X/oeqXUvVvcaH1fGRzgie9mKngY+PvbyIaLwxcAnxMpNbQuzHqtsgNXu+en7bB0zPgEnD3WljpC+Wxs917SKFHIBty4O0Orain0juXtzgyvwSegm8OlFLx8iCk8MfEKs0a0rqc0hcKK60WN7W40PG3YFjJzxSRwkNfcDIjMYcM/4AG7DXRFc4KxkfLw3PlX0spcPEYUfBj4h1mKTevTIxcvHK9sKnIUQqGyQMkKZ7FQaOHLGR2+I7Gne7jU+gFsTwwi+2DeUS98Tugt8XEN/kfi6E5EHBj4hZHM4YXdKi0aOzJS6lJ6tbxtiMbXYYHNI29PiI3M5jn5BLm6ONrTNdorEC6D7rC7ALfCJ0GJuAKgtkb7La5N1JmWY9L3qcGCPhygcCAE4HT5+hd/kCL/38SHfydkeABiRHo8vDlfhjKumBwCqG6WViA3RWkRHaYJ+fAOGEvgktWV8InGoq33GR77Yuy/XEUlsLUBDmfSzfK6dyRwvfa85KtUFRcVITQ+9fqmkL4oMDjuwdSWw713A0iBd9GXya61SA3B9z5kCFD4MJOWF7JD9RggpK1p9RGrjUXkAKN8DlO8FrA2+Pcb8l4CJ1wf2OP2MgU8ItboCH7UKyE+XPoW7Bz5VDdJKxGkJzPYElPtQl5wFaYjAuhcl4+MKfHKmSt8PfAhMvqXjBV4tv9mr3L7D8zag3XZvt6HtNpUaMAz2eVmIPpGzPXqDqztzF+Izpa/GCuCvo3x4cLcLokoNqDRAxlhgxOXAmO8D2ZMYHIUDIYD37gKK3/P9PrXHgVNbgTvXS3WBfWFpBNb8Eij5EhBOV9Al2o5N+sHt38LjJq/7er1fZ4/jBJxtdaYDBQOfEGq1SinC6CiNMmurwtw2y0vO+HCYK8Dk4uZoA5CUK/1cfyp0xxMoNre1ugBg8LnSBdvaALx6RfCOIykPWPBfIN2XAKMPznwrfc+c0H0QolIBF98PfPY7wGHx4cFdFxjhluYv+0762vwEkJgHpA6Xgky1BlBr2740Wun/Xa1xyySovHxHu2yDt326+o62++oTpDqn+Cxphlt8JqDl+wq2PS8FPeoo4IoVUsAq/x/KAYJwe60tZul3pPow8NFS4Efv9S3A/d+vgH3v+OtsekelAVLypeHgtJFA9mTp/6G7ujiZ/H4SRhj4hJA81BUTpUG6K7ipbGh705UDn/SuAp/GSuC/i4Cy3dKMpLg04NxFwLQfd96inzy5Z3zkXj51JzvuZ7cCe9+WZv7IF7PYVGDcNdLQSH/XflZXfDow58/ArjcAu8X1idPZ9slT/rn9p0j3C0L7T5HKd3jf39YE1JcC79wG/PQr/2V+KoqB716XvlvMUt1BxT5p29ALfXuM8+4Cpi+SPgG7/19AeP9/cf+ytUqB1uFPgGPrAVOp9NWfJQ8FrlkFDJ0Z6iMJjcYqYOOfpJ/n/AWY/mPf7pc8FHhuJnB8I7D5SeCS+3v3/JUHpfcTALjhVSBttPRzh8wpvP+7fcDldV8fHicubcAFwQx8QkgOfKKjNMhwDWfVNFrgcApo1CrUNklDXSlxXazK/ulvgJLN0s8Ws1Sb8r9fAYc/BS55QLowx2dIn/jIO/eMT5Rr9pw8TOLuv4uAgx91vL1oFXDbh90Pp4Sa0scntu228++WvoKlsQpYdS5QdRDY+xYw5Ue+3a+lHij9RlpE1NYs1e9Ym6VslXEfcOIL7/fT6IAJ830/PrUaUHfx99aVtBHA5Jul4yrdKi2XYWuRmkQ67FJApXw53AInh5fA0f07utne7rtHsOoKQlvrpWG8BqP05bRJwf07twFLd/T/391A+PJx6fcnezJw7p2+3y9tJDBvBfDxz4FNf5J+l9PHtmXw1Bopi6L8rGqX4YP0e7HjFQACGHsVMP4HgThD6gQDnxBqsboyPjoNUuJ0UKkApwBqm6xIT9CjprvAp7kWOLhG+vnGN6RUZclmYOMfpU+dx9ZL29RRwOw/BvcCF07cMz5ygNholC5gcpBwZocr6FEBE66TLqgOG3B8A2DcC7x+NXDrh0BcakhOwSdKxieEqen4dGDmfcC6B4GvngYm3dJ9ZvLgGuCDnwEWU+f7qNTA2KuB0fOkYF+++CTldl/Y7G+6WGBEYXCfsyfkgtbXr5GKWr97HZh5b6iPSsrSbXwU2POWFLxp9cDoK4Dv/VFquOlPlYeAna9IP8/+Y8+z49MWAuYy4MvHgP3/7f1xaKOByx/p/f2pVxj4hFCrXc74qKHVqJEap0N1oxVVDRakJ+hR5wp8UuM7+aMvfl/65JY5UfrUAADZ5wDDLwM2/hko2yV9Qra3Amt/K81GyDs/GKcWPuwW6f8HAKITpS99onSRrStpm+2z1zUOP/EGYP4LbfevPAS8dpWUdXj+YmDW74FB06Q3bU2UFCCptdLPUbGhLXhtP6srVKbdLtXB1BwFjn4OjJ7b+b673gA++rmUFUkaInXXjoqR/i91cdJXQpZUUJySH7RTCGsqFWDIAS64B/joHmDnq8CFvwh9MfaeN4Gv/uZ527bnpCVVfvB898dntwCnvgYqDkjZrLoSwHRGKuq3WzwzbvLfwsjZQP7FvTvey5YBw2dJH4gsZlehsJzBc7pl9Rxt08OFayavNlr6kDXtdilTSEHFwCeEWq1tNT6AVMRc3WhFlau2R874JMd2EvjseUv6PulGz9szxwM3v9n27/fvlt5UNv4JuH2N/04gEsjDXID0RqRSAZnjgNIi4Ox30v+lww4c+EDap/20zYwx0v/pmzdKb7Qf/LTz59LopQtO4mDAMEiaEWIYJAWqwchKtK/xCZVog/SGv3Ul8PnvpOFZITwvTHYLcHKLVEcBAJMXAFetDM5ssIFiwnzg099Kv7dnvwMGTwvdsTgdUr0MIAVk59woTan+6B6pDsbSINXWyMODHkGFUxpCPfW1tNyMr7InA9f8s2/HnTdD+qKwwneREHKv8QGA9AQ9DhkbUOUqcJZrfFK9DXXVHAfObJdS/BNv6PqJZv1OmjlwcouUocgY47+TCHfyMJcuQRoeAaSsWGkRUPQPwJANlG6T6iNi04Bhl3V8jPTRUqHuN89KM0RMZ6WZQQ5b2yc8QLqtrkT6cqeNARZ9LmXrAsnWbjp7KF1wjxS41xyTLm6dUWuBi34NXPrb0GckIo0uTsq27f8vcOD90AY+Zbukvwu9Abh0mXRsWROlbOwnv5aKxn0RnyX9/abkSxMVkvKkx5QzsMrMuiggIZu/UwMUA58Qcp/VBUiBD4AOgU+Kt6GuXf+Wvg+7rPtph4mDgRHfA458KhWUFj7S94OPFO5dm2VjrpJS7lWHgDfcCmPPu6vzWgN9vDS7o/0MD6erT4bDKs0GM5cB5rNSCt5cJg311J8C1j8C3NqDXiI9Zbe29esI9VAXIBXc/3gt8NVTUs8keZaccnGKApKHSEF96vBQH23kGv8DKfAp/kCqpQlVIHD0c+n78Fme06PPXSQN0R/+RPr9de+bJPeaUqkBXTyQex6QNYmzWalbDHxCqNUm9QCJ0XUMfBxOgbrmToqb7RapIBEApt/h25Odc4MU+Bz6hIGPO/fCZtngadKMuMOfut02XSrK7Sl5lpBWJwVH7etQakuAlVOkIuma44G7yMvZHiC0xc3uUodL06kpdEYUSkGD6TRwdqf0ex4KcuAzcnbHbYOmSl9EfsLQOITkzs3RWlfgo/TyaUV9s1WZydqhxmfXv4HmGiAhBxg1z7cnG3aZ9Mmo+rCUbSCJ+1R2d5f9H/DTLW1f3/+b/2eWAFIgNHyW9PPu1f5/fJnF1X5eGx2Y86DwFBUDjHIVl/dldlJfNFZKQ11A/54NRxGDgU8IuU9nBzwzPuUmaaZRWrweURq3l6nVBHzxuPTzzHt9L/aMTWlbouD4pj4fe8RorpG+x4Swj8nUW6Xvu9+UCqkDQQ582M+J2pNrBPe8JWWTg+3oOul79mSpqzRRgDHwCaH2xc0ZCVLzvKpGC87USTNwBiW7dQR22IEPl0izYFKGAdN8HOaSyZkFeaYMAc3V0vdQ9t8ZfYUUeDWUS0NegaAEPoau96OBZ+T3pPXTWmqBA14adAbaof9J30fNCf5z04DEwCeElOJmrRpoqUc2qjBUVQ6D+RhaSndhsuoYLtUfkTI0xe8D/74WOPixVPz5g3/1fMhi2KXS95NbPFcgHsiaXBmf2LTQHYNWD0y6Wfp5wx+lrq7+Jg/pMeND7ak1UkM+ANjxUnCf29LYFuyPvTq4z00DFoubQyiqpRKvRj2Oi7YWA1/bMRTAF/KSKduBH+gBnAHwb7c7aWOA+S8Cuef2/AkHT5fu31QlzVjKGNvXUwh/SsYnhIEPIA1b7vmPtL7U8lyp9kJZJV3TcTaLSuX9dnmWi0otNU+cdJO0BpGFgQ91YcqtwBePSW0cSrYA+RcF53mPrJWmrCfntzULJQowBj4hdN3Zv2KSZk/bOo8aPRrtalihhUMVhVanBsmGeCTExkrZnUHTgYKf9b7ZnVYv9bg4sUla2qKvgU+rWXrjqjos9ahxzyJ1WCDPfVE9lfftmeOlT33BnI7a5Ap8QpnxAaTp3Te+Aby7UApMLTb/PO7pbUBeQVvgE53on8elyGLIlmaIfvsisHYZcOf6tnXrAmnHy9L3idezpw4FDQOfUDHux6Smr+EUKnxxwSuYNWseVFHRuOHpzThkbFB227jwEiSkx/vvefMvlgKfE18CM37S+8c59InUeE7OmPjLpFuAa/8ZvDfBxkrpe1x6cJ6vK0MvBH55QOrz01mHWqUtvrfW+O3a43/5OFD2nbQYYuIg6TmY8aHOXLoM2Pf/pKzj//uxtDSLLoCtD0o2S92W1VrfV0Yn8gMGPqGyRWrP/olzBkTWDOXT1aTBSUrgMzg5BkNT/fzGM/wyYMMfpALnVnPHady+OPQ/4O1bpYtsyjCpdigqVhp6kVeEBjwzQB1ub/ezpVFqTb/nTakF/LTbe3uG3jVWSguNymv0AFJwUFks/Zwa5IUsO6PV+XfNqf/cKNWFTXbVELG4mToTlwbc8Iq0/Mrh/wGrzgcu+qXUQFAdha5XhUc329t9tzQCnz4gPe+0O6SlXIiChIFPKFQdkTqlAviH/Vr8yjWrCwBmj8/E2ztOAwB+f+U4qNV+znxkTwbSRkmrMu97Bzj3zp7dv75UWvtLOKSC3Kufkbrt+kPmeGntpvWPAOOuBWKS+v6YthZg3UNSCl84ve8TkyItgBlphl8mLcXRUAYc+Uy6LTaE0/ap/xs+C7jtI+C/dwKmUmDNLwP7fCnDpSV1iIKIgU8ofPUUAIGt2hk41JqnLFkBAJePzcR/774A0VFqjM8JQD2GSiV9wvpsGbD+D9JCgLp4KfMzaLpUA6TvZGjNYQPe+4m0cvngc/0b9ADA+XdLzRmrDgFfP933DtO2FmD1DdIsNgDIGAfEpnoOo6nUwNSFbet0RRKtXpoivP//ARX7pdu6W96EaEgBsPRb6cPCwY+lrs5OR7taPW/f0c32dnV9aaOAuY8BMcmhOEsawBj4BFttCbD3HQDAa1pppe8YnWcx77QhAX4jOHeRtGZX+R7gu9fabVRJaWd5xpBSU+KQ0tPWBilQuu4F/wY9gPSchY8A/7lJWvDzvMV9S4GvXSYFPboE4IZXgZEDsCvsuKulwEeWODh0x0LhQxcLXPhz6YsowjDwCbbNT0pBxPBZ2FU6DIBFaWAYNFo9cPv/pBb1DRXSOk6NVcCpr6ShLPPZzu8bnQjMf9m/dSjuRs2VZiGVFgGb/gJc84/ePc7+/wI7XwGgAm58va1540Azcg6QOhKoOSrVYcndu4mIBigGPsFUc1zq1QIAl/4fWl6qBQCPoa6g0Sd4LyBurJKCH3mWkNwbRq2VesUkD+18KMwfVCrge48CL30P2PUGMPU2adXlnqg9AXz0C+nni341cIMeQCqav+NT6fdu0DTW+BDRgMfAJ5g2/UXK9oycDeSeC4tNWv076BmfrsSnS1+hlHseMHmBtGjnh0uBuzb6HmxZm4B3b5eG5PIKpCm6A118OocsiIhcGPgEy8mvXbUWKuCy38HucMLqkGYZhSTj09/N/hNwbL20mvwrc4EhF7brbeOA15425XuAmmPSTK35L/m+iCsREQ0IvCoEg+kM8L6rWeC0hUDOZLRa2lbhlldnJzexKcCNq6X1yYz7pC9fRScCt7zT1rSPiIjIhYFPoDVVA//+gTQlNHWEMkW7xepQdtFruVasV7nnAku2S/2GWs1ua1O5r0sl/+z6ro0GxlwpLQFBRETUDgOfQLK1AKuvl5oFGgYDt36g9Kxoda3MHh2lhopr1HQucRAwM8BN1IiIaMBgqiGQPvs/oGyX1DTv1veBpFxlkxz4sL6HiIgoeBj4BMrpb9tWHp7/IpA+ymNzCwMfIiKioGPgEwhCAOsfln6e/COvfWTkGp9oFjYTEREFDQOfQNj9JnDqa6nQ9jLvfWTkjE+0loEPERFRsLC4uafO7JA6GztsgNMGOKxAYyVQd1L6Mp2RZnABwMX3d7o2klLjw4wPERFR0DDw6amiVUDxe93vN/lHwIX3drq5ySIFPrEMfIiIiIKGgU9PZYwFGmdKK5NrogB1FBCXCiTnS+tYJeZKU7C7WVW8ySo1MIzX8yUgIiIKFl51e+qS30hffdTo6twcx8CHiIgoaFjcHCJNFmZ8iIiIgo2BT4jINT5xetb4EBERBQsDnxBp4lAXERFR0DHwCRG5uDlOx8CHiIgoWAIS+Jw9exY/+tGPkJqaipiYGEycOBE7duxQtgsh8NBDDyE7OxsxMTEoLCzE0aNHPR6jtrYWCxYsgMFgQFJSEhYtWoTGxsZAHG5INCpDXQx8iIiIgsXvgU9dXR0uvPBCREVF4dNPP8WBAwfw17/+FcnJyco+K1aswMqVK/Hcc89h27ZtiIuLw5w5c9Da2qrss2DBAhQXF2PdunVYs2YNNm/ejMWLF/v7cEOmrbiZNT5ERETB4vd0w+OPP47c3Fy88sorym35+fnKz0IIPP300/j973+Pa665BgDw+uuvIzMzEx988AFuuukmHDx4EGvXrsW3336L6dOnAwCeeeYZXHHFFXjyySeRk9N1j5xwwBofIiKi4PN7xuejjz7C9OnTccMNNyAjIwNTpkzBCy+8oGwvKSmB0WhEYWGhcltiYiJmzJiBoqIiAEBRURGSkpKUoAcACgsLoVarsW3bNq/Pa7FYYDabPb76M/bxISIiCj6/Bz4nTpzAs88+i5EjR+Kzzz7D3XffjZ///Od47bXXAABGoxEAkJmZ6XG/zMxMZZvRaERGRobHdq1Wi5SUFGWf9pYvX47ExETlKzc319+n5lfNrtXZ2ceHiIgoePwe+DidTkydOhV/+ctfMGXKFCxevBh33XUXnnvuOX8/lYdly5bBZDIpX6dPnw7o8/UVMz5ERETB5/fAJzs7G+PGjfO4bezYsSgtLQUAZGVlAQAqKio89qmoqFC2ZWVlobKy0mO73W5HbW2tsk97er0eBoPB46u/sjmcsNqdAIB4TmcnIiIKGr8HPhdeeCEOHz7scduRI0cwZMgQAFKhc1ZWFjZs2KBsN5vN2LZtGwoKCgAABQUFqK+vx86dO5V9Nm7cCKfTiRkzZvj7kINOLmwGgFjO6iIiIgoav6cbfvnLX+KCCy7AX/7yF/zwhz/E9u3b8a9//Qv/+te/AAAqlQr33nsv/vSnP2HkyJHIz8/Hgw8+iJycHFx77bUApAzR3LlzlSEym82GpUuX4qabboqIGV3yMJdOq0aUhj0kiYiIgsXvgc+5556L999/H8uWLcOjjz6K/Px8PP3001iwYIGyz29+8xs0NTVh8eLFqK+vx8yZM7F27VpER0cr+6xevRpLly7F5ZdfDrVajfnz52PlypX+PtyQkNfpYmEzERFRcKmEECLUBxEIZrMZiYmJMJlM/a7eZ+epOsx/dityU2Kw5TezQn04RERE/Uagr98cZwkBpXkhC5uJiIiCioFPCJhbbQCAxJioEB8JERHRwMLAJwRMLVLgY2DgQ0REFFQMfELA3CINdTHjQ0REFFwMfEJAzvgw8CEiIgouBj4hINf4GKIZ+BAREQUTA58QaMv4cFYXERFRMDHwCQEzi5uJiIhCgoFPCJhZ40NERBQSDHxCgNPZiYiIQoOBTwiYWzmdnYiIKBQY+ASZEKIt48NZXUREREHFwCfImq0OOJzSurDM+BAREQUXA58gk7M9URoVoqP4309ERBRMvPIGmfsCpSqVKsRHQ0RENLAw8AkyUzPre4iIiEKFgU+QyTO6OJWdiIgo+Bj4BBl7+BAREYUOA58gY9dmIiKi0GHgE2RtPXy4QCkREVGwMfAJMvdZXURERBRcDHyCjDU+REREocPAJ8jMLVyni4iIKFQY+ASZmet0ERERhQwDnyBjjQ8REVHoMPAJsrYaH87qIiIiCjYGPkHW6OrcnMChLiIioqBj4BNEQgg0WaXAJ06nCfHREBERDTwMfIKoxeaAU0g/x+k51EVERBRsDHyCqNEiZXtUKiCWGR8iIqKgY+ATRE0WBwAgTqeFSqUK8dEQERENPAx8gqjJlfGJ0zPbQ0REFAoMfIKoLfBhfQ8REVEoMPAJInlGVzwDHyIiopBg4BNEjW41PkRERBR8DHyCiENdREREocXAJ4jkwCeexc1EREQhwcAniOQ+PrHM+BAREYUEA58gasv4MPAhIiIKBQY+QcTiZiIiotBi4BNEbGBIREQUWgx8gohDXURERKHFwCeI5AaGnM5OREQUGgx8gkhepJQZHyIiotBg4BNEbGBIREQUWgx8gqiRxc1EREQhxcAniFjcTEREFFoMfILE6RRosrr6+DDwISIiComABz6PPfYYVCoV7r33XuW21tZWLFmyBKmpqYiPj8f8+fNRUVHhcb/S0lJceeWViI2NRUZGBu6//37Y7fZAH27ANNscys9sYEhERBQaAQ18vv32Wzz//PM455xzPG7/5S9/iY8//hjvvvsuvvzyS5SVleG6665TtjscDlx55ZWwWq3YunUrXnvtNbz66qt46KGHAnm4ASUPc6lVQHQUE21EREShELArcGNjIxYsWIAXXngBycnJyu0mkwkvvfQSnnrqKcyaNQvTpk3DK6+8gq1bt+Kbb74BAHz++ec4cOAA3njjDUyePBnz5s3DH//4R6xatQpWqzVQhxxQjW4zulQqVYiPhoiIaGAKWOCzZMkSXHnllSgsLPS4fefOnbDZbB63jxkzBnl5eSgqKgIAFBUVYeLEicjMzFT2mTNnDsxmM4qLi70+n8Vigdls9vjqT1jYTEREFHoBuQq/9dZb+O677/Dtt9922GY0GqHT6ZCUlORxe2ZmJoxGo7KPe9Ajb5e3ebN8+XL84Q9/8MPRB0Yje/gQERGFnN8zPqdPn8YvfvELrF69GtHR0f5++E4tW7YMJpNJ+Tp9+nTQntsXzRbO6CIiIgo1vwc+O3fuRGVlJaZOnQqtVgutVosvv/wSK1euhFarRWZmJqxWK+rr6z3uV1FRgaysLABAVlZWh1le8r/lfdrT6/UwGAweX/2JvE5XPJsXEhERhYzfA5/LL78c+/btw+7du5Wv6dOnY8GCBcrPUVFR2LBhg3Kfw4cPo7S0FAUFBQCAgoIC7Nu3D5WVlco+69atg8FgwLhx4/x9yEGhDHVxKjsREVHI+P0qnJCQgAkTJnjcFhcXh9TUVOX2RYsW4b777kNKSgoMBgPuueceFBQU4PzzzwcAzJ49G+PGjcOtt96KFStWwGg04ve//z2WLFkCvV7v70MOChY3ExERhV5IrsJ/+9vfoFarMX/+fFgsFsyZMwf//Oc/le0ajQZr1qzB3XffjYKCAsTFxWHhwoV49NFHQ3G4ftHIGh8iIqKQC8pV+IsvvvD4d3R0NFatWoVVq1Z1ep8hQ4bgk08+CfCRBQ9XZiciIgo9thAOEiXw0bG4mYiIKFQY+AQJ+/gQERGFHgOfIGFxMxERUegx8AmSJhY3ExERhRwDnyBpG+pijQ8REVGoMPAJkmYrh7qIiIhCjYFPkLCPDxERUegx8AkSFjcTERGFHgOfIHA4BVpszPgQERGFGgOfIJBXZgdY3ExERBRKDHyCQB7mitKooNcy8CEiIgoVBj5BIAc+sToOcxEREYUSA58gkGd0sbCZiIgotBj4BEETmxcSERH1Cwx8gsDUYgMAJMXoQnwkREREAxsDnyCob5YCH0NMVIiPhIiIaGBj4BME9S1WAEBSLAMfIiKiUGLgEwRtQ10MfIiIiEKJgU8QmFxDXYkMfIiIiEKKgU8QyDU+HOoiIiIKLQY+QVDbJNf4cFYXERFRKDHwCYKz9S0AgJykmBAfCRER0cDGwCfA9p0xKYFPXkpsiI+GiIhoYGPgE2CvfF0CABiREY/0BH2Ij4aIiGhgY+ATYMerGgEAd87MD/GREBEREQOfADtTJw1zTRycGOIjISIiIgY+AdRksaPGNaNrcDLre4iIiEKNgU8AyUXNhmgtmxcSERH1Awx8Auh0bTMAIJezuYiIiPoFBj4BJAc+g5PZv4eIiKg/YOATQHJhcy7re4iIiPoFBj4BdLqOGR8iIqL+hIFPACkZH9b4EBER9QsMfAKorcaHgQ8REVF/wMAnQEwtNphb7QA41EVERNRfMPAJkFM1TQCAtHg94vTaEB8NERERAQx8AqakWgp88tM4zEVERNRfMPAJkJPVUn3P0NS4EB8JERERyRj4BMiBchMAYGRmfIiPhIiIiGQMfAJkz2kp8Jk0OCm0B0JEREQKBj4BYGqxwWhuBQCMH5QY4qMhIiIiGQOfADjralyYEqdDPGd0ERER9RsMfALgDJeqICIi6pcY+ASAvFQFAx8iIqL+hYFPAFQ1WgAAGQnRIT4SIiIicsfAJwDqmqwApBofIiIi6j8Y+ARAXbMU+CTHRoX4SIiIiMgdA58AqGu2AQCSmfEhIiLqV/we+CxfvhznnnsuEhISkJGRgWuvvRaHDx/22Ke1tRVLlixBamoq4uPjMX/+fFRUVHjsU1paiiuvvBKxsbHIyMjA/fffD7vd7u/DDQh5qCs5loEPERFRf+L3wOfLL7/EkiVL8M0332DdunWw2WyYPXs2mpqalH1++ctf4uOPP8a7776LL7/8EmVlZbjuuuuU7Q6HA1deeSWsViu2bt2K1157Da+++ioeeughfx9uQMgZnyQOdREREfUrKiGECOQTVFVVISMjA19++SUuvvhimEwmpKen480338T1118PADh06BDGjh2LoqIinH/++fj000/x/e9/H2VlZcjMzAQAPPfcc3jggQdQVVUFna77TIrZbEZiYiJMJhMMBkMgT9GDEAIjf/cp7E6Brb+dhZwkTmknIiLyVaCv3wGv8TGZpDWrUlJSAAA7d+6EzWZDYWGhss+YMWOQl5eHoqIiAEBRUREmTpyoBD0AMGfOHJjNZhQXF3t9HovFArPZ7PEVCg0WO+xOKZbkrC4iIqL+JaCBj9PpxL333osLL7wQEyZMAAAYjUbodDokJSV57JuZmQmj0ajs4x70yNvlbd4sX74ciYmJyldubq6fz8Y39U3SMFd0lBrRUZqQHAMRERF5F9DAZ8mSJdi/fz/eeuutQD4NAGDZsmUwmUzK1+nTpwP+nN60TWVntoeIiKi/CdgKmkuXLsWaNWuwefNmDB48WLk9KysLVqsV9fX1HlmfiooKZGVlKfts377d4/HkWV/yPu3p9Xro9Xo/n0XPMfAhIiLqv/ye8RFCYOnSpXj//fexceNG5Ofne2yfNm0aoqKisGHDBuW2w4cPo7S0FAUFBQCAgoIC7Nu3D5WVlco+69atg8FgwLhx4/x9yH6lBD5xnNFFRETU3/g947NkyRK8+eab+PDDD5GQkKDU5CQmJiImJgaJiYlYtGgR7rvvPqSkpMBgMOCee+5BQUEBzj//fADA7NmzMW7cONx6661YsWIFjEYjfv/732PJkiX9IqvTlbomeSo7Mz5ERET9jd8Dn2effRYAcOmll3rc/sorr+D2228HAPztb3+DWq3G/PnzYbFYMGfOHPzzn/9U9tVoNFizZg3uvvtuFBQUIC4uDgsXLsSjjz7q78P1u3ouV0FERNRv+T3w8aUtUHR0NFatWoVVq1Z1us+QIUPwySef+PPQgkJuXpjCjA8REVG/w7W6/Eyu8eFQFxERUf/DwMfP6pUFSjnURURE1N8EbDr7QFXb1LuMj8PpQKOtEUIIqFQq6QsqqFVqqKACAOln1+3tt6tUKr+eh/uQpYDo9Lb2P8s/drZdfgxvt3U4Bh+ft7P7O4QDFrsFLY4WCCE8nruz+7rfrvzcdlJt9293Hl0dq8fzejn/zp6v/f0EBJzC2ek5d/U7IP8OedvPYxvaPYbK+37tH6erx/DLcXWxrcNjdnJcPXrMduct/60BUP7m1Co1oALUkP4u1XD923272/7e/mbl+7X/u1a+Q6Uci3KL2z79hRACzfZm2BzSBz9f/i7a37/9ts7+Vjrdv6vn6uJ9qbtj60xXv4PKPt28Rt09hi/P0d0u3T6HD79HXT1Gkj4JsVGx3T5Gf8LAx8/k4mb3Gh+H04G3D7+NTac3weqwwiEcsDqssDltsDltaLQ2os5Sp1zUekOtUitvtAB8DkDa305E4cdbsCRfrLwFSx1+hgpqtRoGnQEp0SnQa/RwCqfynuQUTjjhhBBCuV1AwO60w2w1o661DjanLTQnTyG14uIVmJc/L9SH0SMMfPxMLm6WGxgKIfB/X/0fPikJbKG2+5sUtYlSRyFaEw2NWlo+RLkYeMkKuF8IlO+qzvfx9ljKtvaP1e7fnT1fh8dy/VsNtWfGr92+XQWyvmTXvN7PH48Z7OPyMaDvLNPn7X5O4QQElIxb+wyct4ycU7iCBEj3lYOGQH3IcM8mum7oFZPFhNMNwet63+XfR9sfX6fbuvq76mxfj9vaPUf7x+pMl69jl5u6fmF68jvb08fu8r49+Ptrrz9lHn3FwMePWm0OtNgcAIAkV43Pf4/+F5+UfAKtWoslk5dgqGEoVCoVdGodojRR0Kl1iNHGIDUmFcn6ZKhVauXN0tsbq/xmKg/dOOFU3mQdwtHpG0BnF+n22zu7n0+P4cPQh7c3Kp8eo6s3LekfXrfLAQ9RfyH/vXYVQCnf2w97ut3eYbi13X1l7e8jpDcX5b7y7Q7hgMliUrI3HkNzriE55WeVWhmiM+gMSI5ORpI+CXpNW5+1zoJ/olBj4ONHcmGzVq1Cgl4Li8OCVbulKfv3Tr0XC8cv9OlxNODFmihSybVBRBQanNXlR9WNFgBAcpwOKpUKn538DNUt1ciOy8YtY24J8dERERERAx8/kgOftHgp3bv+1HoAwA9G/ABRGk5vJyIiCjUGPn5U0yjN6EqL16HV3oqtZVsBALPyZoXysIiIiMiFgY8fuWd8DtQcgMVhQVpMGkYljwrxkRERERHAwMev2gIfHfZU7QEATEqfxNkMRERE/QQDHz+Sh7pS4/XYW7UXgBT4EBERUf/AwMePqlwZn9Q4nRL4nJN+TigPiYiIiNww8PEjOeMTHd2MypZKqKDC2JSxIT4qIiIikjHw8SO5xqcF5QCAnPicsFu8jYiIKJIx8PETp1OgxrUyu8l+BgAwPGl4KA+JiIiI2mHg4yemFhscTmkBnIrWUgDAsMRhoTwkIiIiaoeBj5/Iw1yJMVE4aT4BgIEPERFRf8PAx0+q3Hr4lNSXAACGJTHwISIi6k8Y+PhJVYNrgdJ4BypbKgEw40NERNTfMPDxE6OpFQCQkFALAMiIyUCCLiGUh0RERETtMPDxE6NZCnw00a5sD4e5iIiI+h0GPn5S4Qp87JoKABzmIiIi6o8Y+PhJuWuoq1mUAWDgQ0RE1B8x8PGTClfgU21x9fDhUBcREVG/w8DHDxxOgcoGC6CyorrVCIAZHyIiov6IgY8flNW3wO4U0MfWQEAgSZ+ElOiUUB8WERERtcPAxw9KqpsAAGnJ9QCkbI9KpQrhEREREZE3DHz84FSNFPjEJ9QAYH0PERFRf8XAxw9KqpsBAGodOzYTERH1Zwx8/KCkuhEA0AxOZSciIurPGPj0kRAC+8vMAOww2coBAMOThof2oIiIiMgrBj59ZDS3oqrBAk10NRzCgfioeGTGZob6sIiIiMgLBj599NXRagBAblYdAGBU8ijO6CIiIuqntKE+gHBzpKIBFeZW2J0CdofAK1+fBABkp9WhpgkYnTI6tAdIREREnWLg00MrNxzFmr3lHrfpNGpoY4xAEzA6mYEPERFRf8XAp4cGJcdgTFYCtBoVNGo14vUa3HFBHn636xEAwIS0CaE9QCIiIuoUA58eWjZvLJbNG+tx296qvWi2NyNRn4iRySNDdGRERETUHRY3+0FRWREAYGrGVKhV/C8lIiLqr3iV7iMhBD4t+RQAcGnupaE9GCIiIuoSh7p66KPjH6G4uhgO4YDdacfphtM4bjqOWG0sCocUhvrwiIiIqAsMfHroqzNf4dOTn3a4/SeTfgKDzhCCIyIiIiJfMfDpoVl5szA4YTC0ai20ai00Kg2GJQ7jMBcREVEYUAkhRKgPIhDMZjMSExNhMplgMDATQ0REFA4Cff1mcTMRERENGAx8iIiIaMBg4ENEREQDRr8OfFatWoWhQ4ciOjoaM2bMwPbt20N9SERERBTG+m3g8/bbb+O+++7Dww8/jO+++w6TJk3CnDlzUFlZGepDIyIiojDVbwOfp556CnfddRfuuOMOjBs3Ds899xxiY2Px8ssvh/rQiIiIKEz1y8DHarVi586dKCxs64SsVqtRWFiIoqIir/exWCwwm80eX0RERETu+mXgU11dDYfDgczMTI/bMzMzYTQavd5n+fLlSExMVL5yc3ODcahEREQURvpl4NMby5Ytg8lkUr5Onz4d6kMiIiKifqZfLlmRlpYGjUaDiooKj9srKiqQlZXl9T56vR56vT4Yh0dERERhql9mfHQ6HaZNm4YNGzYotzmdTmzYsAEFBQUhPDIiIiIKZ/0y4wMA9913HxYuXIjp06fjvPPOw9NPP42mpibccccdoT40IiIiClP9NvC58cYbUVVVhYceeghGoxGTJ0/G2rVrOxQ8ExEREfkqYldnN5lMSEpKwunTp7k6OxERUZgwm83Izc1FfX09EhMT/f74/Tbj01cNDQ0AwGntREREYaihoSEggU/EZnycTifKysqQkJAAlUrlt8eVI9GBkEniuUamgXKuA+U8AZ5rpBoo59r+PIUQaGhoQE5ODtRq/8/BitiMj1qtxuDBgwP2+AaDIaJ/Ed3xXCPTQDnXgXKeAM81Ug2Uc3U/z0BkemT9cjo7ERERUSAw8CEiIqIBg4FPD+n1ejz88MMDoks0zzUyDZRzHSjnCfBcI9VAOddgn2fEFjcTERERtceMDxEREQ0YDHyIiIhowGDgQ0RERAMGAx8iIiIaMBj49NCqVaswdOhQREdHY8aMGdi+fXuoD6lHli9fjnPPPRcJCQnIyMjAtddei8OHD3vsc+mll0KlUnl8/fSnP/XYp7S0FFdeeSViY2ORkZGB+++/H3a7PZin0q1HHnmkw3mMGTNG2d7a2oolS5YgNTUV8fHxmD9/PioqKjweIxzOEwCGDh3a4VxVKhWWLFkCIHxf082bN+Oqq65CTk4OVCoVPvjgA4/tQgg89NBDyM7ORkxMDAoLC3H06FGPfWpra7FgwQIYDAYkJSVh0aJFaGxs9Nhn7969uOiiixAdHY3c3FysWLEi0KfWQVfnarPZ8MADD2DixImIi4tDTk4ObrvtNpSVlXk8hrffg8cee8xjn/5+rgBw++23dziPuXPneuwTCa8rAK9/tyqVCk888YSyTzi8rr5cW/z1nvvFF19g6tSp0Ov1GDFiBF599dWeHawgn7311ltCp9OJl19+WRQXF4u77rpLJCUliYqKilAfms/mzJkjXnnlFbF//36xe/duccUVV4i8vDzR2Nio7HPJJZeIu+66S5SXlytfJpNJ2W6328WECRNEYWGh2LVrl/jkk09EWlqaWLZsWShOqVMPP/ywGD9+vMd5VFVVKdt/+tOfitzcXLFhwwaxY8cOcf7554sLLrhA2R4u5ymEEJWVlR7nuW7dOgFAbNq0SQgRvq/pJ598In73u9+J9957TwAQ77//vsf2xx57TCQmJooPPvhA7NmzR1x99dUiPz9ftLS0KPvMnTtXTJo0SXzzzTdiy5YtYsSIEeLmm29WtptMJpGZmSkWLFgg9u/fL/7zn/+ImJgY8fzzzwfrNIUQXZ9rfX29KCwsFG+//bY4dOiQKCoqEuedd56YNm2ax2MMGTJEPProox6vs/vfdjicqxBCLFy4UMydO9fjPGpraz32iYTXVQjhcY7l5eXi5ZdfFiqVShw/flzZJxxeV1+uLf54zz1x4oSIjY0V9913nzhw4IB45plnhEajEWvXrvX5WBn49MB5550nlixZovzb4XCInJwcsXz58hAeVd9UVlYKAOLLL79UbrvkkkvEL37xi07v88knnwi1Wi2MRqNy27PPPisMBoOwWCyBPNweefjhh8WkSZO8bquvrxdRUVHi3XffVW47ePCgACCKioqEEOFznt784he/EMOHDxdOp1MIERmvafuLhtPpFFlZWeKJJ55Qbquvrxd6vV785z//EUIIceDAAQFAfPvtt8o+n376qVCpVOLs2bNCCCH++c9/iuTkZI/zfOCBB8To0aMDfEad83aBbG/79u0CgDh16pRy25AhQ8Tf/va3Tu8TLue6cOFCcc0113R6n0h+Xa+55hoxa9Ysj9vC8XVtf23x13vub37zGzF+/HiP57rxxhvFnDlzfD42DnX5yGq1YufOnSgsLFRuU6vVKCwsRFFRUQiPrG9MJhMAICUlxeP21atXIy0tDRMmTMCyZcvQ3NysbCsqKsLEiRORmZmp3DZnzhyYzWYUFxcH58B9dPToUeTk5GDYsGFYsGABSktLAQA7d+6EzWbzeD3HjBmDvLw85fUMp/N0Z7Va8cYbb+DHP/6xxwK9kfKaykpKSmA0Gj1ew8TERMyYMcPjNUxKSsL06dOVfQoLC6FWq7Ft2zZln4svvhg6nU7ZZ86cOTh8+DDq6uqCdDY9ZzKZoFKpkJSU5HH7Y489htTUVEyZMgVPPPGExzBBOJ3rF198gYyMDIwePRp33303ampqlG2R+rpWVFTgf//7HxYtWtRhW7i9ru2vLf56zy0qKvJ4DHmfnlyHI3aRUn+rrq6Gw+HweEEAIDMzE4cOHQrRUfWN0+nEvffeiwsvvBATJkxQbr/lllswZMgQ5OTkYO/evXjggQdw+PBhvPfeewAAo9Ho9f9B3tZfzJgxA6+++ipGjx6N8vJy/OEPf8BFF12E/fv3w2g0QqfTdbhoZGZmKucQLufZ3gcffID6+nrcfvvtym2R8pq6k4/L23G7v4YZGRke27VaLVJSUjz2yc/P7/AY8rbk5OSAHH9ftLa24oEHHsDNN9/ssXjlz3/+c0ydOhUpKSnYunUrli1bhvLycjz11FMAwudc586di+uuuw75+fk4fvw4/u///g/z5s1DUVERNBpNxL6ur732GhISEnDdddd53B5ur6u3a4u/3nM728dsNqOlpQUxMTHdHh8DnwFsyZIl2L9/P7766iuP2xcvXqz8PHHiRGRnZ+Pyyy/H8ePHMXz48GAfZq/NmzdP+fmcc87BjBkzMGTIELzzzjs+/XGEq5deegnz5s1DTk6OclukvKYkFTr/8Ic/hBACzz77rMe2++67T/n5nHPOgU6nw09+8hMsX748rJY9uOmmm5SfJ06ciHPOOQfDhw/HF198gcsvvzyERxZYL7/8MhYsWIDo6GiP28Ptde3s2tJfcKjLR2lpadBoNB0q0CsqKpCVlRWio+q9pUuXYs2aNdi0aRMGDx7c5b4zZswAABw7dgwAkJWV5fX/Qd7WXyUlJWHUqFE4duwYsrKyYLVaUV9f77GP++sZjud56tQprF+/HnfeeWeX+0XCayofV1d/k1lZWaisrPTYbrfbUVtbG5avsxz0nDp1CuvWrfPI9ngzY8YM2O12nDx5EkB4nau7YcOGIS0tzeP3NZJeVwDYsmULDh8+3O3fLtC/X9fOri3+es/tbB+DweDzB1oGPj7S6XSYNm0aNmzYoNzmdDqxYcMGFBQUhPDIekYIgaVLl+L999/Hxo0bO6RHvdm9ezcAIDs7GwBQUFCAffv2ebzxyG/C48aNC8hx+0NjYyOOHz+O7OxsTJs2DVFRUR6v5+HDh1FaWqq8nuF4nq+88goyMjJw5ZVXdrlfJLym+fn5yMrK8ngNzWYztm3b5vEa1tfXY+fOnco+GzduhNPpVIK/goICbN68GTabTdln3bp1GD16dL8aDpGDnqNHj2L9+vVITU3t9j67d++GWq1WhoXC5VzbO3PmDGpqajx+XyPldZW99NJLmDZtGiZNmtTtvv3xde3u2uKv99yCggKPx5D36dF1uHf12gPTW2+9JfR6vXj11VfFgQMHxOLFi0VSUpJHBXp/d/fdd4vExETxxRdfeEyNbG5uFkIIcezYMfHoo4+KHTt2iJKSEvHhhx+KYcOGiYsvvlh5DHnK4ezZs8Xu3bvF2rVrRXp6esinPrf3q1/9SnzxxReipKREfP3116KwsFCkpaWJyspKIYQ0tTIvL09s3LhR7NixQxQUFIiCggLl/uFynjKHwyHy8vLEAw884HF7OL+mDQ0NYteuXWLXrl0CgHjqqafErl27lJlMjz32mEhKShIffvih2Lt3r7jmmmu8TmefMmWK2LZtm/jqq6/EyJEjPaY919fXi8zMTHHrrbeK/fv3i7feekvExsYGfdpzV+dqtVrF1VdfLQYPHix2797t8bcrz3bZunWr+Nvf/iZ2794tjh8/Lt544w2Rnp4ubrvttrA614aGBvHrX/9aFBUViZKSErF+/XoxdepUMXLkSNHa2qo8RiS8rjKTySRiY2PFs88+2+H+4fK6dndtEcI/77nydPb7779fHDx4UKxatYrT2QPtmWeeEXl5eUKn04nzzjtPfPPNN6E+pB4B4PXrlVdeEUIIUVpaKi6++GKRkpIi9Hq9GDFihLj//vs9er4IIcTJkyfFvHnzRExMjEhLSxO/+tWvhM1mC8EZde7GG28U2dnZQqfTiUGDBokbb7xRHDt2TNne0tIifvazn4nk5GQRGxsrfvCDH4jy8nKPxwiH85R99tlnAoA4fPiwx+3h/Jpu2rTJ6+/rwoULhRDSlPYHH3xQZGZmCr1eLy6//PIO519TUyNuvvlmER8fLwwGg7jjjjtEQ0ODxz579uwRM2fOFHq9XgwaNEg89thjwTpFRVfnWlJS0unfrtyraefOnWLGjBkiMTFRREdHi7Fjx4q//OUvHsFCOJxrc3OzmD17tkhPTxdRUVFiyJAh4q677urwATMSXlfZ888/L2JiYkR9fX2H+4fL69rdtUUI/73nbtq0SUyePFnodDoxbNgwj+fwhcp1wEREREQRjzU+RERENGAw8CEiIqIBg4EPERERDRgMfIiIiGjAYOBDREREAwYDHyIiIhowGPgQERHRgMHAh4iIiAYMBj5EREQ0YDDwISIiogGDgQ8RERENGAx8iIiIaMD4/yzU7a3FvaVgAAAAAElFTkSuQmCC\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BDxApaTzods1" + }, + "source": [ + "### Saving/Visualizing Resultant Output" + ] + }, + { + "cell_type": "code", + "source": [ + "plot_bbox(p1_bbox_smooth, n=200)" + ], + "metadata": { + "id": "Ifvf3L8vr-nL", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + }, + "outputId": "ed08881d-f8c9-4a37-9928-0758019cc163" + }, + "execution_count": 68, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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