diff --git a/.gitignore b/.gitignore index 2e2ae80..25fcfd9 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,4 @@ .venv/** -.idea/** \ No newline at end of file +.idea/** +binary_classification_vizualizations +.ipynb_checkpoints \ No newline at end of file diff --git a/work-sc.ipynb b/work-sc.ipynb index 5ac0d80..194f29d 100644 --- a/work-sc.ipynb +++ b/work-sc.ipynb @@ -5,19 +5,19 @@ "id": "initial_id", "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:01.935976Z", - "start_time": "2025-11-04T22:20:01.932910Z" + "end_time": "2025-11-04T22:33:08.874062Z", + "start_time": "2025-11-04T22:33:08.871974Z" } }, "source": "import numpy as np", "outputs": [], - "execution_count": 49 + "execution_count": 97 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:01.948882Z", - "start_time": "2025-11-04T22:20:01.944370Z" + "end_time": "2025-11-04T22:33:08.918897Z", + "start_time": "2025-11-04T22:33:08.917441Z" } }, "cell_type": "code", @@ -32,13 +32,13 @@ ], "id": "48cafaf4b64967bb", "outputs": [], - "execution_count": 50 + "execution_count": 98 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.002162Z", - "start_time": "2025-11-04T22:20:01.996198Z" + "end_time": "2025-11-04T22:33:08.972468Z", + "start_time": "2025-11-04T22:33:08.966895Z" } }, "cell_type": "code", @@ -62,13 +62,13 @@ ], "id": "d13137630b41b756", "outputs": [], - "execution_count": 51 + "execution_count": 99 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.054626Z", - "start_time": "2025-11-04T22:20:02.050524Z" + "end_time": "2025-11-04T22:33:09.025064Z", + "start_time": "2025-11-04T22:33:09.020911Z" } }, "cell_type": "code", @@ -78,13 +78,13 @@ ], "id": "31f205147667dea6", "outputs": [], - "execution_count": 52 + "execution_count": 100 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.109755Z", - "start_time": "2025-11-04T22:20:02.102747Z" + "end_time": "2025-11-04T22:33:09.075270Z", + "start_time": "2025-11-04T22:33:09.073161Z" } }, "cell_type": "code", @@ -106,13 +106,13 @@ ], "id": "c1b960e7dcf09d91", "outputs": [], - "execution_count": 53 + "execution_count": 101 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.164149Z", - "start_time": "2025-11-04T22:20:02.158664Z" + "end_time": "2025-11-04T22:33:09.131020Z", + "start_time": "2025-11-04T22:33:09.123827Z" } }, "cell_type": "code", @@ -131,13 +131,13 @@ ], "id": "efae2e184daf2fce", "outputs": [], - "execution_count": 54 + "execution_count": 102 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.218489Z", - "start_time": "2025-11-04T22:20:02.212053Z" + "end_time": "2025-11-04T22:33:09.180896Z", + "start_time": "2025-11-04T22:33:09.175920Z" } }, "cell_type": "code", @@ -162,13 +162,13 @@ ], "id": "c3cd9e8f51dbe967", "outputs": [], - "execution_count": 55 + "execution_count": 103 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.265846Z", - "start_time": "2025-11-04T22:20:02.262056Z" + "end_time": "2025-11-04T22:33:09.235246Z", + "start_time": "2025-11-04T22:33:09.228689Z" } }, "cell_type": "code", @@ -191,13 +191,13 @@ ], "id": "121416e7bbab57bb", "outputs": [], - "execution_count": 56 + "execution_count": 104 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.319756Z", - "start_time": "2025-11-04T22:20:02.314518Z" + "end_time": "2025-11-04T22:33:09.290642Z", + "start_time": "2025-11-04T22:33:09.283697Z" } }, "cell_type": "code", @@ -221,13 +221,13 @@ ], "id": "92e4b87664f18a63", "outputs": [], - "execution_count": 57 + "execution_count": 105 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.375728Z", - "start_time": "2025-11-04T22:20:02.368707Z" + "end_time": "2025-11-04T22:33:09.345156Z", + "start_time": "2025-11-04T22:33:09.337966Z" } }, "cell_type": "code", @@ -260,20 +260,20 @@ ], "id": "2c8e4eed1846f003", "outputs": [], - "execution_count": 58 + "execution_count": 106 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.429757Z", - "start_time": "2025-11-04T22:20:02.424922Z" + "end_time": "2025-11-04T22:33:09.409004Z", + "start_time": "2025-11-04T22:33:09.405329Z" } }, "cell_type": "code", "source": [ "def update(params_values, grads_values, nn_architecture, learning_rate):\n", " for layer_idx, layer in enumerate(nn_architecture):\n", - " layer_idx=layer_idx+1\n", + " # layer_idx=layer_idx+1\n", " params_values[\"W\" + str(layer_idx)] -= learning_rate * grads_values[\"dW\" + str(layer_idx)]\n", " params_values[\"b\" + str(layer_idx)] -= learning_rate * grads_values[\"db\" + str(layer_idx)]\n", "\n", @@ -281,13 +281,13 @@ ], "id": "16320b953a183511", "outputs": [], - "execution_count": 59 + "execution_count": 107 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.487991Z", - "start_time": "2025-11-04T22:20:02.480828Z" + "end_time": "2025-11-04T22:33:09.455132Z", + "start_time": "2025-11-04T22:33:09.452975Z" } }, "cell_type": "code", @@ -326,13 +326,13 @@ ], "id": "fce33f70bba3898", "outputs": [], - "execution_count": 60 + "execution_count": 108 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.541893Z", - "start_time": "2025-11-04T22:20:02.536342Z" + "end_time": "2025-11-04T22:33:09.500509Z", + "start_time": "2025-11-04T22:33:09.498676Z" } }, "cell_type": "code", @@ -359,13 +359,13 @@ ], "id": "cccd73b5018799d4", "outputs": [], - "execution_count": 61 + "execution_count": 109 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.595656Z", - "start_time": "2025-11-04T22:20:02.591558Z" + "end_time": "2025-11-04T22:33:09.547352Z", + "start_time": "2025-11-04T22:33:09.545714Z" } }, "cell_type": "code", @@ -377,13 +377,13 @@ ], "id": "4f66ffa878f01c02", "outputs": [], - "execution_count": 62 + "execution_count": 110 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:21:10.863339Z", - "start_time": "2025-11-04T22:21:10.858278Z" + "end_time": "2025-11-04T22:33:09.597021Z", + "start_time": "2025-11-04T22:33:09.592659Z" } }, "cell_type": "code", @@ -393,13 +393,13 @@ ], "id": "bebe0ed00a2d514", "outputs": [], - "execution_count": 65 + "execution_count": 111 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:21:50.510912Z", - "start_time": "2025-11-04T22:21:38.081823Z" + "end_time": "2025-11-04T22:33:09.706999Z", + "start_time": "2025-11-04T22:33:09.649338Z" } }, "cell_type": "code", @@ -410,119 +410,26 @@ "id": "ce04892d496c5147", "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration: 00000 - cost: 0.69407 - accuracy: 0.49556\n", - "Iteration: 01000 - cost: 0.69369 - accuracy: 0.49556\n", - "Iteration: 02000 - cost: 0.69346 - accuracy: 0.49556\n", - "Iteration: 03000 - cost: 0.69332 - accuracy: 0.49556\n", - "Iteration: 04000 - cost: 0.69324 - accuracy: 0.49556\n", - "Iteration: 05000 - cost: 0.69319 - accuracy: 0.49556\n", - "Iteration: 06000 - cost: 0.69316 - accuracy: 0.49556\n", - "Iteration: 07000 - cost: 0.69314 - accuracy: 0.50444\n", - "Iteration: 08000 - cost: 0.69313 - accuracy: 0.50444\n", - "Iteration: 09000 - cost: 0.69312 - accuracy: 0.50444\n", - "Iteration: 10000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 11000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 12000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 13000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 14000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 15000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 16000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 17000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 18000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 19000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 20000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 21000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 22000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 23000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 24000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 25000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 26000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 27000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 28000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 29000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 30000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 31000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 32000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 33000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 34000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 35000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 36000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 37000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 38000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 39000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 40000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 41000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 42000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 43000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 44000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 45000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 46000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 47000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 48000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 49000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 50000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 51000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 52000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 53000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 54000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 55000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 56000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 57000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 58000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 59000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 60000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 61000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 62000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 63000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 64000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 65000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 66000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 67000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 68000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 69000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 70000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 71000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 72000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 73000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 74000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 75000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 76000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 77000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 78000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 79000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 80000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 81000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 82000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 83000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 84000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 85000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 86000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 87000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 88000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 89000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 90000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 91000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 92000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 93000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 94000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 95000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 96000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 97000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 98000 - cost: 0.69311 - accuracy: 0.50444\n", - "Iteration: 99000 - cost: 0.69311 - accuracy: 0.50444\n" + "ename": "KeyError", + "evalue": "'W0'", + "output_type": "error", + "traceback": [ + "\u001B[31m---------------------------------------------------------------------------\u001B[39m", + "\u001B[31mKeyError\u001B[39m Traceback (most recent call last)", + "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[112]\u001B[39m\u001B[32m, line 1\u001B[39m\n\u001B[32m----> \u001B[39m\u001B[32m1\u001B[39m params_values = \u001B[43mtrain\u001B[49m\u001B[43m(\u001B[49m\u001B[43mnp\u001B[49m\u001B[43m.\u001B[49m\u001B[43mtranspose\u001B[49m\u001B[43m(\u001B[49m\u001B[43mX_train\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnp\u001B[49m\u001B[43m.\u001B[49m\u001B[43mtranspose\u001B[49m\u001B[43m(\u001B[49m\u001B[43my_train\u001B[49m\u001B[43m.\u001B[49m\u001B[43mreshape\u001B[49m\u001B[43m(\u001B[49m\u001B[43m(\u001B[49m\u001B[43my_train\u001B[49m\u001B[43m.\u001B[49m\u001B[43mshape\u001B[49m\u001B[43m[\u001B[49m\u001B[32;43m0\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[32;43m1\u001B[39;49m\u001B[43m)\u001B[49m\u001B[43m)\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnn_architecture\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[32;43m100000\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[32;43m0.001\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mverbose\u001B[49m\u001B[43m=\u001B[49m\u001B[38;5;28;43;01mTrue\u001B[39;49;00m\u001B[43m)\u001B[49m\n\u001B[32m 2\u001B[39m \u001B[38;5;66;03m# params_values\u001B[39;00m\n", + "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[108]\u001B[39m\u001B[32m, line 23\u001B[39m, in \u001B[36mtrain\u001B[39m\u001B[34m(X, Y, nn_architecture, epochs, learning_rate, verbose, callback)\u001B[39m\n\u001B[32m 21\u001B[39m grads_values = full_backward_propagation(Y_hat, Y, cashe, params_values, nn_architecture)\n\u001B[32m 22\u001B[39m \u001B[38;5;66;03m# updating model state\u001B[39;00m\n\u001B[32m---> \u001B[39m\u001B[32m23\u001B[39m params_values = \u001B[43mupdate\u001B[49m\u001B[43m(\u001B[49m\u001B[43mparams_values\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mgrads_values\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnn_architecture\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mlearning_rate\u001B[49m\u001B[43m)\u001B[49m\n\u001B[32m 25\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m(i % \u001B[32m1000\u001B[39m == \u001B[32m0\u001B[39m):\n\u001B[32m 26\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m(verbose):\n", + "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[107]\u001B[39m\u001B[32m, line 4\u001B[39m, in \u001B[36mupdate\u001B[39m\u001B[34m(params_values, grads_values, nn_architecture, learning_rate)\u001B[39m\n\u001B[32m 1\u001B[39m \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34mupdate\u001B[39m(params_values, grads_values, nn_architecture, learning_rate):\n\u001B[32m 2\u001B[39m \u001B[38;5;28;01mfor\u001B[39;00m layer_idx, layer \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28menumerate\u001B[39m(nn_architecture):\n\u001B[32m 3\u001B[39m \u001B[38;5;66;03m# layer_idx=layer_idx+1\u001B[39;00m\n\u001B[32m----> \u001B[39m\u001B[32m4\u001B[39m \u001B[43mparams_values\u001B[49m\u001B[43m[\u001B[49m\u001B[33;43m\"\u001B[39;49m\u001B[33;43mW\u001B[39;49m\u001B[33;43m\"\u001B[39;49m\u001B[43m \u001B[49m\u001B[43m+\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mstr\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mlayer_idx\u001B[49m\u001B[43m)\u001B[49m\u001B[43m]\u001B[49m -= learning_rate * grads_values[\u001B[33m\"\u001B[39m\u001B[33mdW\u001B[39m\u001B[33m\"\u001B[39m + \u001B[38;5;28mstr\u001B[39m(layer_idx)]\n\u001B[32m 5\u001B[39m params_values[\u001B[33m\"\u001B[39m\u001B[33mb\u001B[39m\u001B[33m\"\u001B[39m + \u001B[38;5;28mstr\u001B[39m(layer_idx)] -= learning_rate * grads_values[\u001B[33m\"\u001B[39m\u001B[33mdb\u001B[39m\u001B[33m\"\u001B[39m + \u001B[38;5;28mstr\u001B[39m(layer_idx)]\n\u001B[32m 7\u001B[39m \u001B[38;5;28;01mreturn\u001B[39;00m params_values\n", + "\u001B[31mKeyError\u001B[39m: 'W0'" ] } ], - "execution_count": 66 + "execution_count": 112 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.749879571Z", - "start_time": "2025-11-04T22:18:29.064616Z" + "end_time": "2025-11-04T22:33:09.744698885Z", + "start_time": "2025-11-04T22:30:15.730115Z" } }, "cell_type": "code", @@ -542,13 +449,39 @@ ] } ], - "execution_count": 47 + "execution_count": 87 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:25:47.659577Z", - "start_time": "2025-11-04T22:25:47.652275Z" + "end_time": "2025-11-04T22:33:09.745013072Z", + "start_time": "2025-11-04T22:30:15.777514Z" + } + }, + "cell_type": "code", + "source": [ + "# boundary of the graph\n", + "GRID_X_START = -1.5\n", + "GRID_X_END = 2.5\n", + "GRID_Y_START = -1.0\n", + "GRID_Y_END = 2\n", + "# output directory (the folder must be created on the drive)\n", + "OUTPUT_DIR = \"./binary_classification_vizualizations/\"\n", + "os.makedirs(OUTPUT_DIR, exist_ok=True)\n", + "### Definition of grid boundaries\n", + "grid = np.mgrid[GRID_X_START:GRID_X_END:100j, GRID_Y_START:GRID_Y_END:100j]\n", + "grid_2d = grid.reshape(2, -1).T\n", + "XX, YY = grid" + ], + "id": "b070f03d55981894", + "outputs": [], + "execution_count": 88 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-11-04T22:33:09.756230428Z", + "start_time": "2025-11-04T22:30:15.825657Z" } }, "cell_type": "code", @@ -574,13 +507,29 @@ ], "id": "553e08ddc23ab78c", "outputs": [], - "execution_count": 70 + "execution_count": 89 }, { - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2025-11-04T22:33:09.756818533Z", + "start_time": "2025-11-04T22:32:16.103852Z" + } + }, "cell_type": "code", + "source": "# make_plot(X, y, \"Dataset\")", + "id": "36c83562b7404392", "outputs": [], - "execution_count": null, + "execution_count": 96 + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-11-04T22:33:09.757036155Z", + "start_time": "2025-11-04T22:31:17.522478Z" + } + }, + "cell_type": "code", "source": [ "def callback_numpy_plot(index, params):\n", " plot_title = \"NumPy Model - It: {:05}\".format(index)\n", @@ -593,26 +542,48 @@ "\n", "# Training\n", "params_values = train(np.transpose(X_train), np.transpose(y_train.reshape((y_train.shape[0], 1))), nn_architecture,\n", - " 10000, 0.01, False, callback_numpy_plot)\n", + " 100000, 0.001, False, callback_numpy_plot)\n", "prediction_probs_numpy, _ = full_forward_propagation(np.transpose(grid_2d), params_values, nn_architecture)\n", "prediction_probs_numpy = prediction_probs_numpy.reshape(prediction_probs_numpy.shape[1], 1)\n", + "\n", "make_plot(X_test, y_test, \"NumPy Model\", file_name=None, XX=XX, YY=YY, preds=prediction_probs_numpy)" ], - "id": "b6a4d6a1a1fb289" - }, - { - "metadata": {}, - "cell_type": "code", - "outputs": [], - "execution_count": null, - "source": "", - "id": "dc0b9266ae37298a" + "id": "b6a4d6a1a1fb289", + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAABCAAAAQHCAYAAAAtRRjrAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAA4cpJREFUeJzs3Xd0FNXDxvFndlNJhdB77yWANKUIgnSkiKIiothQRLBiF+wiiIAiVhQVBamCoGKhdwi9GaQFCKEkgfTdnfcPXvNjTYIBsztJ+H7O4Rxm7uzus1Jkn71zr2GapikAAAAAAAAPslkdAAAAAAAAFH4UEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxPlYHAAAAQP535513av369ZnHe/futTDNBfkxEwAgZ8yAAAAAAAAAHscMCACAJTp06KCYmBi3cxUqVNDixYvl6+v7n55rw4YNCg0NzZOchV12vw7/ZLPZFBISotDQUFWrVk0NGjRQly5dVL16dS+l9Iyc3vvo0aM1YMCAK3rOOXPm6Jlnnslyvly5cvrtt9+u6DkBACgsmAEBAMg3jhw5otmzZ1sdA//gcrmUkJCgI0eO6I8//tCkSZPUvXt3DR48WAcPHrQ6Xp6bN2/eFT927ty5eRcEAIBChgICAJCvfPDBB0pLS7M6BnJhzZo16t27t5YtW2Z1lDy1ZcsWHT58+LIfFxMTow0bNnggEQAAhQO3YAAA8pXY2FjNmDFDgwcPtjrKVenpp59W7dq13c45nU7Fx8dr165dWrRokWJjYzPHUlJSNGLECM2YMSPL4woam80ml8sl6cIsiOHDh1/W4+fNmyfTNLM8FwAAuIAZEACAfGfq1KlKSkqyOsZVqV69err22mvdfrRp00Y9e/bU008/raVLl2rQoEFuj0lOTtZbb71lUeK806JFi8yfz58/P7NMyK358+dn/rxly5Z5lgsAgMKCAgIAkC80btw48+dnzpzRF198YWEa5MTPz0/PPfecevbs6XZ+9erV2rdvn0Wp8kbv3r0zf3706FFt3Lgx14/dtGmTDh06lHl800035WU0AAAKBQoIAEC+MGLECBmGkXn82WefKSEhwcJEuJQnnnhCNpv7PyNWrVplUZq80bZtWxUrVizz+HIWo7z42oiICLVt2zYPkwEAUDiwBgQAIF+oW7eubrzxRv3000+SpHPnzunTTz/VY489ZnEyzzl79qy2bNmi2NhYJSQkqGjRomrYsKHq1Knzr489dOiQoqKidPLkSRmGoZIlS6pFixYqVaqUF5JLpUuXVu3atbVr167McwV9BoSPj4969OihL7/8UpL0008/6cUXX5S/v/8lH5eWlqbFixdnHvfo0UM+PnnzT6zExERt3rxZJ0+e1NmzZ1WkSBFFRESoTp06qlKlSp68xpEjR7Rt2zbFxsbK4XCoePHiql+/vmrWrJknz38xp9OpHTt26NChQzpz5ozS09NVtGhRlS9fXk2bNpWfn1+evyYAIP+ggAAA5BuPPvqoli5dKqfTKUmaPn26Bg0apOLFi+fZa8yZM0fPPPNM5vEbb7yhvn375vrxtWrVyvx58+bNNX369ByvvfPOO7V+/frM471790qSoqOjNXHiRP3666/KyMjI8ri6devqxRdfdLst5W9r167Vu+++q6ioqCxjhmGoffv2euGFF1S2bNlcv6crVaFCBbcC4uzZs5k//+ijjzRu3LjM45EjR+rBBx+87NcYNmyYfvnlF7fnbdeu3RUm/ne9e/fOLCDOnTunpUuXqnv37pd8zNKlS3Xu3Dm35/ivNmzYoMmTJ2vjxo1yOBzZXlOpUiXdfvvtuv3226/og/uWLVv01ltvacuWLdmO16hRQ8OHD9eNN9542c/9T0ePHtUHH3ygX3/9VfHx8dleExgYqE6dOmn48OGqUKHCf35NAED+wy0YAIB8o1q1aurVq1fmcXJysj788EMLE+W9pUuXqm/fvlqyZEm25YMk7dq1S3feeafbB29Jmjx5sgYPHpxt+SBJpmnqt99+0y233KIDBw7kdfQs/vkt/8UflPv16ydfX9/M4++///6yF3WMi4vT77//nnlctmxZtWnT5grT5k69evXcvvmfO3fuvz7m4mtq1qypunXrXvHrp6en66mnntLAgQO1du3aHMsH6cIsmDfeeEM9e/ZUdHT0Zb3O5MmTdfvtt+dYPkjS/v379cgjj+jVV1+97F+7i33wwQfq0qWLZs+enWP5IF3YUWXBggXq2rWrZs2adcWvBwDIvyggAAD5ysMPP+z2wfW7777T8ePHLUyUdzZt2qQRI0YoNTVVkuTv769q1aqpfv36bmsPSFJGRoaefPJJHTx4UNKFb/4nTZqU+UEwJCREtWrVUp06dVSkSBG3x8bFxemRRx7JseDIKydPnnQ7Dg8Pz/x5RESEOnbsmHl85MgRrV279rKef+7cuVlKjX+uO+EJFy8guXr1asXFxeV47cmTJ7V69erM4/8y+yE9PV0PPPCA224afytRooTq16+vypUru/35kKSDBw/q9ttvd5uNcikffvihJk2alGWb0PDwcNWtW1fVq1dXQEBA5vnp06drypQpl/1+nE6nRo0apffeey/L78Xw8HDVqlVL9evXz3LbUEZGhp5//nlNmzbtsl8TAJC/UUAAAPKVChUqqH///pnH6enpev/99y1MlHeefPJJZWRkqGTJknrzzTe1bt06/fjjj5o9e7ZWr16tTz/91O3WiZSUFI0fP16bNm3Su+++K0lq0KCBpk2bpnXr1mnBggWaN2+e1q1bp5deesltGv6ff/6pb7/91mPvJSUlRdu3b3c7V758ebfjW2+91e145syZuX5+0zT1/fffZx7b7XbdfPPNV5D08vXq1Ut2u13ShQ/RP/zwQ47XLliwIPOWIbvdnmV3kMsxfvx4tzJDkjp27Kj58+dr5cqVmj17tn766SetXLlSTz75pFtJEB8fr0cfffRft6/dvHmzJkyY4HauXr16+vLLL7V27VrNnTtXixYt0tq1a/Xaa69llkrvv/++2y4fufH++++7zQ7x9fXVoEGDtGjRoszfv7Nnz9by5cv1yy+/6NZbb3VbiHbs2LHavHnzZb0mACB/o4AAAOQ7Q4cOdftwNXfu3MyZAAVZTEyMqlSpou+//159+vRRYGBg5phhGGrdurU+++wztyJh6dKlevbZZ+VyudS5c2fNmDFDrVq1yvyALF3YGvP222/X6NGj3V7v4g/weW369OmZMzn+1rJlS7fjVq1aqXLlypnHv/zyi86cOZOr51+3bp3bB942bdqodOnSVx74MpQsWVLXXntt5vGldsO4eOy6665TyZIlr+g1t23bluUb/4cffljvv/++ateu7XY+PDxc9957r77++msFBwdnnj98+HCWcuFiLpdLL774otvtFO3atdN3332nFi1auH34DwwM1M0336w5c+aoVKlScjgcio2NzfX72bx5s9usiaJFi2rGjBl67rnnVL169SzXV6xYUWPGjNH48eMzZ7k4HA69/PLLuX5NAED+RwEBAMh3SpYsqdtvvz3z2OFwaNKkSRYmyhu+vr6aMGHCJXeqqFKlituimE6nUwcPHlSlSpX01ltvZZl+f7E+ffq47YywZ8+eLLdJ5IXffvtNEydOdDv39y4G/3TxLIiMjIxsby/Izj/XALh4Vow3XHwrxd69e7V79+4s1+zYsUP79+/P9jGX64svvnArBtq3b6/hw4df8jH169fXK6+84nbu+++/d1sQ82KrVq1yy1uiRAmNHz/+kr+nypUrp/Hjx+fmLbh5//33M2/xsNls+uCDD9SgQYN/fVy3bt109913Zx7v3bs3y6wQAEDBRQEBAMiX7r//fgUFBWUe//jjj5m7SBRUnTt3zvJtdnY6dOiQ5dx9993nNmMiO4ZhZHlsdh+cL5fT6dSZM2e0YsUKPf7443rooYey3NM/YsSIbD/I9unTx21GR24WF4yPj9fPP/+ceVyiRAldf/31V/4GrkDHjh3dZhdkNwvi4nMhISFua15cjsTExMztZ6ULv45PP/10rh7brVs3RUZGZh4nJyfneMvI7Nmz3Y6HDh3q9h5zcs0111zWe4uOjtbKlSvdMjZp0iTXj7/vvvvcFji9+L8NAKBgo4AAAORLRYsWdfsm1OVy6b333rMw0X/XtWvXXF138S4M0oUPpLndCvGfjz127Fjuwv2/QYMGqVatWm4/6tatq1atWunee+/VwoULs+yIcPfdd+e49kHRokXVuXPnzOPo6Ght3Ljxkhnmz5+v9PT0zON+/fpl2XHD0wICAtx+vRYuXJi51oN0YTbHwoULM4+7du0qf3//K3qtLVu2uBU6TZs2dZvJ8m/69evndpzTf9+Lt4T19fX91+1FL9anT59cX7t8+XK344t3tsmNokWLql69epnHmzZtuqzHAwDyLwoIAEC+dffdd7vtrPDrr79q27Zt1gX6jy7+UHUpF79n6cLtDWFhYbl6bNGiRd2Oz58/n6vHXYkiRYropZde0qhRoy553YABA9yO/20WxMXjhmF4bfHJf7r4lopTp065fau/bNkynT17NvP44p0zLtc/f0//cy2Nf9OqVSu34+y2aY2JidHp06czj2vWrJnl99mlNG/ePNfX/rMAyc2tF/9UpkyZzJ8fOHDgP20DCgDIP7z7dQIAAJchODhY9913n8aOHZt57t1339Xnn39uYaor98+tNnPyz1stcvs4SW6Ld0pSWlparh+bG/7+/qpbt646deqkPn365CrbNddcoxo1amSuP7BkyRI9//zzCgkJyXLtli1b3NYpaNWqlSpUqJB3b+AyNG3aVBUqVNCRI0ckXVgMtV27dpk//1vFihV1zTXXXPHr/HOWSq1atS7r8RUqVFBQUFDmDhgnTpyQaZpui0oePXrU7TH/nCnzb0JDQ1WmTJlcbYkbHR3tdvzPguRyOZ1OnT9/PtvfLwCAgoUCAgCQrw0cOFDTpk1TXFycJGn16tVat26dWrRoYXGyy3elU/Sv9HGSLvub46effjrLOhU2m01BQUEKDQ1VuXLlruh2iFtvvVWvvvqqJCk1NVULFizQHXfckeU6qxefvJhhGLrppps0efJkSRcW3zx37pwyMjK0bNmyzOv+y+wHSUpISHA7/ucsltwIDw/PLCCcTqeSkpLc1nf458KUlzP74eLH5KaAiI+Pv+zn/jfnzp2jgACAQoBbMAAA+VpAQICGDh3qdu7dd9+1KE3hV69ePV177bVuP1q2bKkGDRqoUqVKV7wWQ+/evd1mdmR3G8b58+e1ePHizOOiRYte8cKOeaV3796ZMwnS0tK0ePFiLVq0KHPNhr9Liv8iOTnZ7fjfFhvNTpEiRdyO/y4jcjr+50yZ3Mhtrpx24fgv/t5RAwBQsDEDAgCQ7/Xv31+ffvqpYmJiJF2Ypv/HH394fWcEXLmQkBB17dpVc+bMkXRhd47t27e7rQ+wcOFCtw/j/9xBwwoVKlRQ06ZNM9c1mDdvnlJTUzPHr7nmmv98i8g/y4OUlJTLfo5/lhgX7yCT3Wtc/B5yK7e5AgIC3NYe+fjjj//zIqIlSpT4T48HAOQPFBAAgHzPz89PjzzyiNtihxMmTFC7du3c7nPPjcu9/mJX8sEQ/3PbbbdlFhDShVkQFxcQ+en2i4v17t07s4D4544M/3X2g6QsC4xeyS0MFz/GbrdnKSD+efvCxQtoXslrXErRokXdCoh69eopIiLisl8PAFD4cAsGAKBA6NWrl6pWrZp5vHv3bi1ZsuSyn+ef6ylczjfBZ86cuezXw/80bNhQderUyTy+eMbD7t27tWPHjsyxZs2auf16W6lr167Z3rLwz606r1TZsmXdjvfs2XNZjz9y5IjbLRZlypTJUrT9c5bGxQt95kZiYmKu1n+QLuzacrFDhw5d1msBAAovCggAQIFgt9s1fPhwt3MTJ06U0+m8rOf55zfDF29N+G+2b99+Wa+FrC7ekjMpKUmLFi2SJM2cOdPtuvwy+0G6sBvLDTfckOV8x44d3RZ6vFKNGjVyO167du1lPf6f10dGRma5ply5cm6zEPbt23dZMy3Wr1+f62v/uUDs5b4fAEDhRQEBACgwunTporp162YeHzhwQPPnz7+s5yhXrpzb8a5du3L92B9//PGyXgtZ9ejRw209glmzZik1NVULFy7MPBcWFqYuXbpYES9HvXv3ztW5KxEZGSlfX9/M402bNl3WrIHZs2e7HTdr1izb6y4+n5GRkVn+5MbF247+mzZt2rgdz5w5M3PRTgDA1Y0CAgBQYBiGoREjRridmzx58mV9uKlSpYrbav6rV69WYmLivz5u27ZtWrp0aa5fB9kLDg5Wz549M4+3bt2q9957z+3XoFevXv9p61FPaNOmjTZv3uz2o3Xr1nny3KGhoercuXPmsWmaeuutt3L12CVLlmjLli2Zx0WKFFGPHj2yvbZfv35ux1OmTHFbqyEnGzduvKzf+/Xr13ebBXH8+HFNmDAh148HABReFBAAgAKlXbt2atKkSeZxTEyMTp48mevH2+12tw+OqampGjt27CUfc/jwYY0YMeKyb/dA9m677Ta3488++8ztOD/dfvE3wzAUFBTk9uO/LGj6T4MHD5bN9r9/lv3666/64IMPLvmY3bt36/nnn3c7179//xxvC2ndurWqVauWeRwXF6fHHnvskgVeTEyMHnvssdy8BTePPvqo2/v55JNPNHnyZJmmmevnOHHihN566y1t27btsl8fAJA/UUAAAAqckSNH/qfH//MD7syZM/XMM88oNjbW7Xx8fLymTZum/v37KyYmRhUrVvxPr4sL6tSpo4YNG2Y71qhRI9WqVcvLiazXoEEDDR482O3ce++9p+HDh2vfvn1u5xMSEvTpp5/qtttu07lz5zLPV6xYMcsMoYvZbDaNGTPGrThZtmyZbr31Vq1bt86tHEhJSdHs2bPVr18/xcbGysfHR6VKlcr1+2natGmWP6eTJk1Sv379tGjRIiUkJGR5jNPpVHR0tL777jsNGTJEN9xwgz777DN2nwGAQoRtOAEABU7z5s113XXXadWqVVf0+Hbt2ql9+/b6/fffM8/NmTNHc+fOVaVKlRQaGqqEhAQdOXJELpdL0oWp7RMmTFDfvn3z5D1c7QYMGJDtN9v5cfaDt4wcOVJ79uzR6tWrM8/99NNP+umnn1SyZEmVLFlSSUlJOnr0aJZZC+Hh4ZowYYLb+hrZueaaa/TII49o4sSJmed27typQYMGKTw8XOXKlVN6erqOHDnitkPMsGHDtHr16iwl3aXcf//9On36tKZNm+b2Wo899phsNpvKlCmj8PBwSdK5c+cUFxdH2QAAhRwzIAAABdKlvunNjTfffFMNGjRwO2eapg4ePKht27bp0KFDmeVDeHi4PvroI9WrV+8/vSb+p1u3bgoNDXU7FxQUpO7du1uUyHp+fn6aOnWqevXqlWXs5MmT2rFjh/76668s5UPlypX1zTff5Pr358MPP6yHH344yy0k8fHx2rlzp/bv3+9WPtx5550aOnToFbwj6ZlnntFbb72V5dfa5XIpJiZGO3fu1M6dO3X48OFsy4egoKAsjwUAFFwUEACAAqlhw4bq2LHjFT8+PDxcX375pYYOHZrjt8Y+Pj7q1auXFixYkOPOArgygYGB6tq1q9u5f+6QcTXy8/PT2LFjNX36dLVs2VI+PjlPVq1YsaJGjRqlH374wW1th9wYPny4vv76azVu3DjHa6pVq6ZJkyZlWWficvXu3Vu//fabHn30UVWuXPlfrw8LC1Pnzp311ltvadWqVapTp85/en0AQP5hmJezGhAAAIVQenq6Nm3apIMHDyo+Pl7+/v6qWLGimjVrprCwMKvjFVp33HGHNm7cmHn8/fffZ5mVcrVLTEzUpk2bdPLkScXHxyswMFDFixdX7dq1VbVq1Tx5jSNHjigqKkonT56Uw+FQ8eLFVb9+fY+txREbG6vt27fr9OnTio+Pl2EYCg4OVqlSpVStWjVVrFjRbQFLAEDhQQEBAAC87sCBA24zIOrUqaN58+ZZFwgAAHgc9TIAAPC6mTNnuh3feuutFiUBAADewgwIAADgVfHx8erQoYOSkpIkScHBwVq+fLmCgoIsTgYAADypQM6AmDp1qvr166fGjRurVatWeuihh3TgwIF/fdzixYvVpUsXNWjQQD179tSyZcu8kBYAAFzszTffzCwfJOmWW26hfAAA4CpQIGdADBkyRN27d1eDBg3kdDo1fvx47d+/X4sWLcpx9ezNmzdr4MCBeuyxx9S+fXv98MMP+uSTTzRnzhzVrFnTy+8AAICrw59//qmTJ0/K5XLp+PHjWrBggdavX585XqRIEf36668qVqyYhSkBAIA3FMgC4p/OnDmjVq1a6auvvspxm7QRI0YoJSVFU6dOzTx3yy23qHbt2hozZoy3ogIAcFUZNWqU5s6dm+P4iy++qDvuuMOLiQAAgFVy3ly6ADl37pwkXXKrtKioKA0ePNjtXOvWrbV06dJcvYbL5ZLD4ZDNZpNhGFecFQCAq8mlvucYMGCABgwYIKfT6cVEAADg35imKZfLJR8fnzzdGrnAFxAul0uvv/66mjRpcslbKU6dOqXixYu7nYuIiNCpU6dy9ToOh0Pbt2//T1kBALjanDlzJvPnNptNwcHBqlatmjp27KjGjRsrKirKunAAAOCSGjRoID8/vzx7vgJfQIwePVr79+/XN99849HX+bv1adAgUXa7R18KAIBC48MPb5d0ew6jid6MAgAAcsnplLZvD83T2Q9SAS8gxowZoz/++ENfffWVSpcufclrixcvnmW2w+nTp7PMisjJ37dd2O2igAAAAAAAFHp5vfxAgdyG0zRNjRkzRr/88ou++OILVahQ4V8fExkZqbVr17qdW716tSIjIz2UEgAAAAAA/K1AFhCjR4/WggULNG7cOAUFBSkuLk5xcXFKTU3NvOapp57SuHHjMo8HDRqkFStW6LPPPlN0dLQmTZqkHTt2aODAgVa8BQAAAAAArioF8haMGTNmSJLuvPNOt/NvvPGG+vbtK0k6fvy42/0qTZo00TvvvKMJEyZo/Pjxqly5st5///1LLlwJAAAAAADyhmFean8sZHI6nYqKilJkJItQAgAAAAAKL6dTiooKVWRkpOx5+AG4QN6CAQAAAAAAChYKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPK5AFhAbNmzQgw8+qNatW6tWrVpaunTpJa9ft26datWqleVHXFyclxIDAAAAAHB187E6wJVITk5WrVq11K9fPw0bNizXj1uyZImCg4MzjyMiIjwRDwAAAAAA/EOBLCDatWundu3aXfbjIiIiFBoa6oFEAAAAAADgUgpkAXGlevfurfT0dNWoUUPDhg1T06ZNrY4EAAAAAMBV4aooIEqUKKHRo0erfv36Sk9P16xZszRo0CDNnDlT9erVszoeAAAAAACF3lVRQFStWlVVq1bNPG7SpImOHDmiadOmaezYsRYmAwAAAADg6lAgd8HICw0aNNDhw4etjgEAAAAAwFXhqi0g9uzZoxIlSlgdAwAAAACAq0KBvAUjKSnJbfbC0aNHtXv3boWFhals2bIaN26cYmNj9fbbb0uSpk2bpvLly6tGjRpKS0vTrFmztHbtWn322WdWvQUAAAAAAK4qBbKA2LFjhwYNGpR5/MYbb0iS+vTpozfffFNxcXE6fvx45nhGRobeeustxcbGKjAwUDVr1tTnn3+uli1bej07AAAAAABXI8M0TdPqEAWB0+lUVFSUIiMTZbdbnQYAAAAAAM9wOqWoqFBFRkbKnocfgK/aNSAAAAAAAID3UEAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAAAAAPA4CggAAAAAAOBxFBAAAAAAAMDjKCAAAAAAAIDHUUAAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jgICAAAAAAB4HAUEAAAAAADwOAoIAAAAAADgcRQQAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADzOx+oAAIDCbePGvZo3b6WSklJVs2Z53X77DQoLC7Y6FgAAALyMAgIA4BFxcfG65ebR+mP5VoX5+CvY8NMJR5KeePxDjX/3IT3wQE+rIwIAAMCLKCAAAHkuPT1DnTs9qQM7j+oRNVAjR3HZDENnzTT9kPKXHnzwXQUFBWjgwE5WRwUAAICXsAYEACDPzZmzQlu2Rmu4o4EaGyVkMwxJUlHDX3eqlq5RCT33zKdyOp0WJwUAAIC3UEAAAPLcF9N+Ui17UVUxQrOMGYahzqqow0dPasWK7RakAwAAgBUoIAAAee54zGmVcRbJcbysgiRJJ06c8VYkAAAAWIwCAgCQ50qVLqpYe3KO48d1YaxUqaLeigQAAACLUUAAAPLcoMGdtdt5VofMc1nGTNPUzzqsCmWLq23bhhakAwAAgBUoIAAAee7mm9uqYb0qmuizXdvMU3KZpiQp0UzXN9qv9TqpMa/dI7vdbnFSAAAAeAvbcAIA8py/v59+/nWs+tz0oias26ZiPoEKNnx1zHFePr52TXxnmAYP7mJ1TAAAAHgRBQQAwCNKlSqmVWsmae3aXZo7d6WSklJVq1YFDRzYUcWKZd0dAwAAAIUbBQQAwGMMw1CrVvXUqlU9q6MAAADAYqwBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAOR7Bw+e0BNPTFH5Mv0VGtxdDesP0aRJc5SUlGJ1NAAAkEsUEAAAIF9bsWKbGtS7Rx9NmK86JwLVJams/HclaeSjH+i6lo/o9OkEqyMCAIBc8LE6AAAAQE4SE5N0U8/nVSE1UMNcDRRo/O+fLkfN83pn91YNuWes5s1/1cKUAAAgN5gBAQAA8q3p039RQmKS7nXVdSsfJKm8Eay+zipa8MMaHThwzKKEAAAgtyggAABAvvXzzxtVR0VV1PDPdryFSskwpV9/3ezlZAAA4HJRQAAAgHwrPd0hPzPnf674yiabYSgjw+nFVAAA4EpQQAAAgHyrSZMa2mdPUJqZfcGwS2fkMF2KjKzm5WQAAOByUUAAAIB86777uivFdGieDsg0TbexVNOhufaDalC3slq1qmdRQgAAkFvsggEAAPKtypVL6513HtRjj03RcVuy2rnKqpgC9JcStdQeo0R/h2Z9OUqGYVgdFQAA/AsKCAAAkK+NHNlf5cuX0Cujp2vSzu2SJJthqEe3Vnrt9SGqX7+KxQkBAEBuUEAAAIB8r3//63Xzze30558xSkhIUoUKJVSqVDGrYwEAgMtAAQEAAAoEwzBUo0Z5q2MAAIArxCKUAAAAAADA4yggAAAAAACAx1FAAAAAAAAAj6OAAAAAAAAAHkcBAQAAAAAAPI4CAgAAAAAAeBwFBAAAAAAA8DgKCAAAAAAA4HEUEAAAAAAAwOMoIAAAAAAAgMdRQAAAAAAAAI+jgAAAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAAHnMNE39+utm9e3zosqX6a9K5W/VPfe8rS1b9lsdDQAAwDIUEAAA5CHTNDVixPvq2PEJbVy4VZEnglUnJkALpi9T06YPasqU+VZHBAAAsISP1QEAAChMPv30R02cOEcDVVPtHeVkGIYkqb+jur7Vfj300Htq0KCqWrduYHFSXK5duw5q/fo9stlsatOmgapUKWN1JAAAChQKCAAA8ohpmhr39ndqapRQB5V3G7MZhgaYNbTbJ14TJsymgChAoqNjNOTusVq2YlvmOcMw1L1bC33y6RMqVaqYhekAACg4KCAAAMgjhw/Has/+o3pEDSQj67jNMNTSUVI/Llrr/XC4IkeOnFTrVsOls+l6UPXUWCXkkqn1Zqzm/RSlttc9qnUbpyg8PNjqqAAA5HusAQEAQB5JS8uQJAVeot8PlI/S0x0yTdNbsfAfvPba10o9m6KnHY3V3CglX8Mmf8OuNkZZPeWI1KGDsZo0aa7VMQEAKBAoIAAAyCMVKpRUSFCgdupMjtfstJ1VvbqVM9eGQP6VkpKm6V/8rHaOMgoz/LKMlzKKqIWzpD6assCCdAAAFDwUEAAA5JHAQH8NvqeL/rAfV6yZnGV8j3lWW81TemjYTRakw+U6efKsklPTVE2hOV5TTaE6evy0MjIcXkwGAEDBRAEBAEAeeumlQSpXuYTe9NmiReZBxZhJOmSe0yzzT02wbVP76yN1991drI6JXAgODpQkxSs9x2sSlK4AP1/5+Ni9FQsAgAKLAgIAgDwUERGmlWsmqc/A67XQ97Be0DqN1gatDjmlRx+/WQt/fEN+fr5Wx0QuRESEqV2bhlphP57tmh0O06VVPrHqd3NbbqkBACAXDJNVsHLF6XQqKipKkZGJsvMlBwAgF86cSdSOHX/Jx8euyMjqKlIkwOpIuExLlqxX166j1EHl1F/V5W9c+EdAkpmhL419irKf0tp176tJk5oWJwUAIO84nVJUVKgiIyNlz8MPwGzDCQCAhxQrFqq2bRtZHQP/QZcuzfXhhyP18EPvaZ1xUnWcReWSqZ22MzJ8bPru2xcpHwAAyCUKCAAAgEt44IGe6ty5mT76aKHWrt4lm93Q8+176N57u6t06WJWxwMAoMCggAAAAPgXlSuX1uuv32t1DAAACjQWoQQAAAAAAB5HAQEAAAAAADyOAgIAAAAAAHgcBQQAwKuWL9+q/v1fVtlSN6tc6Zs1YMArWrVqh9WxAAAA4GEUEAAAr3nhhc/Urt1IrZ63WU1OhqhxbIiWz16v1q2H69VXp1sdDwAAAB7ELhgAAK/4/vtlevXVr3Szqqmro6IMw5Ak9XFU1UId1AsvfK5GjaqpZ89rLU4KAAAAT2AGBADAK8aNnam6tmLqZlTKLB8kyWYY6qnKqmkvqnfHfW9hQgAAAHgSBQQAwOMSEs5r7frdauUqle24YRhq6Syp35dFKS0t3cvpAAAA4A0UEAAAj0tPd0iSAi5x51+A7G7XAgAAoHChgAAAeFxERKjKlCyqnTqd4zU7jDOqXKGkgoMDvZgMAAAA3kIBAQDwOJvNpgce6qU1tlgdMs9lGT9gJmqDEaehw3q7rQ8BAACAwoNdMAAAXvH447foh3mrNXZ7lDo4y+kalZApaaNO6jd7jJo2ralhw3pbHRMAAAAeQgEBAPCK4OBA/bZsvJ599hNN++wnLUw5KEkKCQrU/ff20muvDVGRIgGW5UtMTNL06b9owfzVSj6foroNquiBB3qoSZOalmUCAAAoTAzTNE2rQxQETqdTUVFRioxMlN1udRoAKNjOnUvW9u0HZBiGGjSoavm6D5s27VPXzk/r9JlE1VMxBZk++tMnUaccKRo2rI8mThzGrSEAAOCq4XRKUVGhioyMlD0PPwAXyBkQGzZs0KeffqodO3YoLi5O77//vjp27HjJx6xbt05vvvmm9u/frzJlymjo0KHq27evlxIDAC4WElJE115b3+oYkqRTpxLUudOTCk+06WmzlYoZAZIhOR0u/aFjmjx5ripWLKEnnxxgdVQAAIACrUAuQpmcnKxatWrppZdeytX1R44c0QMPPKAWLVpo/vz5uuuuu/T8889rxYoVHk4KAMjvPv30RyUmJGuYs8GF8uH/2Q2bbjDK63qV09g3v1N6eoaFKQEAAAq+AjkDol27dmrXrl2ur//2229Vvnx5jRo1SpJUrVo1bdq0SdOmTVObNm08FRMAUAB8P3OZGpsRCjP8sh1vp7L648wGrVq1Q+3bN/ZyOgAAgMKjQM6AuFxRUVFq1aqV27nWrVsrKirKmkAAgHzjXEKywkz/HMfDdaGYOH8+xVuRAAAACqWrooA4deqUihcv7nauePHiOn/+vFJTUy1KBQDID6rXKqcD9sQcx/9UgiSpatUy3ooEAABQKF0VBQQAADm57/4einYmaJt5OstYhunUj/Yjatm8jurVq2JBOgAAgMLjqiggihcvrlOnTrmdO3XqlIKDgxUQYN2e8wAA6/Xo0VJduzTXB7YdWmQeVIKZLqfp0g7ztMbatuq4PVnvvvew1TEBAAAKvAK5COXlioyM1PLly93OrV69WpGRkdYEAgDkG3a7XXPmjtHIkR/o809/1OyMA5lj9WtV1tKPx6hly7oWJgQAACgcCmQBkZSUpMOHD2ceHz16VLt371ZYWJjKli2rcePGKTY2Vm+//bYkacCAAfr666/19ttvq1+/flq7dq0WL16sqVOnWvUWAAD5SECAn6ZMGaFXX71bS5duVnJyqurUqaQWLerIMAyr4wEAABQKBbKA2LFjhwYNGpR5/MYbb0iS+vTpozfffFNxcXE6fvx45niFChU0depUvfHGG/ryyy9VunRpvfrqq2zBCQBwExERpltvbW91DAAAgELJME3TtDpEQeB0OhUVFaXIyETZ7VanAQAAAADAM5xOKSoqVJGRkbLn4Qfgq2IRSgAAAAAAYC0KCAAAAAAA4HEFcg0IAACuREaGQ/PmrdQPP6xRSkqa6tatrCFDuqpixVJWRwMAACj0KCAAAFeFvXsPq1vnUTpw6IQq+4QpyGXXorlr9Oqr0/Xaa0M0atTtVkcEAAAo1CggAACFXnz8eXVs/4TMuFS9rGaq6AyRJKW4HPpRh/TMM5+oRIlwDRnSzeKkAAAAhRdrQAAACr1p05boxIkzGuFoqIpGSOb5QMNH/YxqamGU0isvfymn02lhSgAAgMKNAgIAUOh989WvilSEIoyAbMc7mOV06OhJrVu328vJAAAArh7cggGg0FmzZqc+nLJAW7dEKyDATz1uaqV77+2u0qWLWR0NFjlzKlHVzQDJyH68uAIvXHfmnBdTAQAAXF2YAQGg0DBNU8OGTdS11z6in2asVtEdqTI3ntGrL01X9WoDtXTpJqsjwiIVK5fSEVtSjuOHdKF4qFixpLciAQAAXHUoIAAUGhMmfK/335+ngaqp1xzNNciorQeN+nrH1UpVU4N0U6/ndejQCatjwgJD7uumXa4zijYTsow5TZeW2A6rSaPqatCgauZ50zS1dOkm3dzvJdWsOlAN6t6jUaM+4vcQUICcPHlWY8Z8qZrV7lTxojepYf0hmjDheyUm5lxIAgA8hwICQKHgcDj1zlvfqbXKqINRXjbjf3PtgwxfDXXVk5FuasqUBRamvLSjR+O0cuV2bd9+QKZpWh2nUOnfv52aX1NL79m3a6V5XOnmhcUmD5vnNNm2Q9FK1FvvPCDj/3/fuFwuDRkyVp06Pan1C6JU5S+7wnenafI7s1W75l1auHCNlW8HQC7s2PGXGtS9R6+P/kqlDrjUNr6EAnYl6YnHPlTzpkN17NgpqyMCwFXHMPlXbq44nU5FRUUpMjJRdrvVaQD80/r1u9WixcN6Vk1V3QjL9povzT2KqSrti/7Ky+kuLSrqT4166iP99MvGzHM1q5fXcy8M1KBBN1qYrHCJjz+vwYPe1PwfVsvPZpe/za5zjnSVLVVMH336hLp3b5l57dtvf6tRT3+ku1VH16l0ZjGRZjr1sbFLu3zjtWPXZ6pWrZxVbwfAJWRkOFSj6kCZx1M10tlQYYZf5tgJM1njfLaqbvNqWr5qooUpASD/cjqlqKhQRUZGyp6HH4BZhBJAoZCUlCpJCpFvjtcEy09JSYneipQr69fvVvvrH1OxdD/dozqqqlCdVZr+iI7RXXe9qZiYU3rmmdutjlkohIcHa96CV7V//1H9+OM6paSkqU6dSurevaV8fP73P9aMDIfefWeW2qqsWhtl3J7D37DrfrOunnSt1QcfLNC4cUO9/TYA5ML8+at06OhJjVZzt/JBkkobRXSbo7omr96uzZv3qUmTmhalBICrDwUEgEKhevVyMgxDe814lVKRbK/Zb09Q7TqVvJwsZ6Zp6p673laZ9AA94YyUv3HhQ3BZBameimmODui55z5V//7tVL0637TnlRo1yuvRR8vnOL55836diDurIaqa7bifYdc1juKaP2clBQSQTy1ZskEVfUJVwRmc7XgjRSjI7qslSzZQQACAF7EGBIBCoUKFkurSuZl+sh9RsunIMr7DPK29zrN6YGgvC9Jlb/Xqndq555B6O6tklg8X66FKCrb5aurUHyxId/VKSUmTJAVdcjaNb+Z1APKf9PQMBZg5Txm2Gzb52exKT8/wYioAAAUEgEJj3PihSi5i6g37Zq0zY5VkZijOTNF88y9Ntu1Q5xuvUd++bayOmWnbtmjZDEN1VDTbcT/DrprOMG2NivZysqtbzZoXFjHdrbM5XrPHHq+69Sp7LxSAy9KoUTX9ZSbonJme7fhh85zOZqSqUaNqXk4GAFc3CggAhUadOpW0as0kVb+2qqZqpx7RCj2tNfol4JgeHHaT5s1/1e1ef6v5+fnKZZpKlzPHa1INpwIC/HIcR94rW7a4eva8Vj/Zj+i8mfXb0SjzlPY74/XgQ/lnNg0Ad3fd1Vk2u02zlXVXIYfp0mzbAZUtVUw9e15rUUIAuDqxBgSAQqVevSr6Y/kE7dlzWDt2/CV/f1+1bdtQYWHZ3wdspU6dmspmGFprxup6ZV3j4YyZqt3GWT3UtbkF6a5u48Y/qJYrHtZriZvV1VlB9VVMKXJolU5oqXFUN/W8Tn36tLY6JoAcFC8epg8+HKkhQ8bqlC1VN7jKqaQCdUTn9Yv9qI4aSVr45ev5qpQGgKsB23DmEttwAvCEW/qP1uK5azTS2VBVjNDM88lmhibZdyguxKGDh2coJCT7hTXhOfv3H9WjwydryU8bMr9BDQspoqEP36QxY+6Wry8dPpDfLViwSi+/ME1btv3vVrZ2bRrqtTfu1XXX1bcwGQDkb57ahpMCIpcoIAB4Qnz8ed3Y8Qlt3LRPjWzFVcUVorNK03p7nHyL+GrxT2+pVat6Vse8qh06dEK7dh2Sv7+vWrasqyJFAqyOBOAymKapffuO6NSpRJUrV1yVK5e2OhIA5HsUEBajgADgKamp6fr666X6+MOFOnDguMLCgnTr7e314IO9VL58CavjAQAA4CpDAWExCggAAAAAwNXAUwUEu2AAAAAAAACPo4AAAAAAAAAeRwEBAAAAAAA8jj3EAACAZWJi4rRnzxH5+/uqWbNa8vf3szoSAADwEAoIAADgddHRMXps5BQtXLhGrv9fD7t40VANe7SPnntuoHx8WPEZAIDChgICAAB4VXR0jFo1HyYjMUMDzZqqq2JKkUOrzh7XmNFfavfuw/rmm+dks3GnKAAAhQkFBAAA8KqRIz6QkZihZx1NFGr875aLSgpRdTNMH373uwYO7KgePVpZmBIAAOQ1vloAAABeExMTp0WL1qqLo4Jb+fC35kYpVbWHacoHCyxIBwAAPIkZELhq7N9/VN9886vi4uJVpkyEBg7sqEqVSlsdCwCuKnv2HJHLNFVXRXO8prYzXDu2HfBiKgAA4A0UECj00tLSdf994/Xl9J8VZPdThC1Aca4UvfjC53pwaC+9994wFjsD8K8OHDimTz9drP37jyooKEB9+rRW9+4tZbfz98fl8Pf3lSQly5HjNclyKCCA3TAAAChsKCBQ6N075B19N+N3DVItXessLT+XXWmmU38oRh9OWSC73aaJEx+xOiaAfMo0TT3//Gd6441vFGTzVSUzWOdsDk2b9pPq1KqoxT+9yWyqy9CsWS1FFA3RqrMnVFmhWcbTTKc22eN0f++bLEgHAAA8iTUgUKjt3n1IX329VLe7qut6o5z8jAvfVPobdnU2KqqfWVUfvD9fMTFxFicFkF+NHz9Lr7/+tfqYVTTW2UqPm5F62XmNntc1OhN9Sp06PKGUlDSrYxYY/v5+Gj6in343YrTejJX5/1twShfKh0+MXUq3uTR0aC8LUwIAAE+ggECh9vXXSxXi469rVSbb8etVTj4yNGPGb15OBqAgSEtL1xuvfq3rVU49jMryN/53u0VVI1TDHA20/8AxzZz5h3UhC6Bnn71Dt9x6vT7UTr3qs1nfm9H60tyrp+xrtNM3XjO/f0nVqpWzOiYAAMhjFBAo1GJjz6qkEShfI/vf6oGGj4raAxUbe9bLyQAUBL/9tkWn48/pBmX/YbicEaS6tmL65utfvZysYPPxseubb57XwoWvq17nOtpZPkXHqkkPjOytnbs/V69e11kdEQAAeABrQKBQK1WqqE6aycowXdmWEMmmQ2edKSpdupgF6QDkd2fOnJMkFVdgjtcUd/nrdFyCtyIVGoZhqHv3lurevaXVUQAAgJcwAwKF2p13dtI5R7pW6Xi2438oRg6Zuu22Dl5OBqAgqFChhCTpkM5lO26apg7bk1SxSilvxgJylJSUov37j+r48dNWRwEAIAsKCBRqtWpV1KBBN2qGbb9+M48qzXRKklJMhxabhzTXOKCHh/VW2bLFLU4KID9q3bqBqlUuo8XGYbkuWizxbzt1RgediRoypJsF6YD/OXw4VkOGjFXxiD6qWXOQypbtr5bNH9K8eSutjgYAQCZuwUCh9/HHj8tut2natJ80x/aXImyBOuVKVprLqYeH9da4cUOtjgggn7LZbBo7/kH16/eypho71cusonJGkNJMp1brhL63R6tDm0h16dLM6qi4ikVHx6h1q+FKPZuiro5yqqFwJShdyzcdV58+L2r8+KEaObK/1TEBAJBhmtl8pYMsnE6noqKiFBmZKLv9369H/hMdHaMZM37TyZPxKls2Qnfc0VEVKpS0OhaAAmDmzD80bOh7ijuToBAff6W6HHKaLt16a3t99PHjCg7OeY0IwNNuaP+Ydq3cr6cdjRVm+GWeN01TsxStn4wj2rNnmmrWrGBhSgBAQeJ0SlFRoYqMjJQ9Dz8AU0DkEgUEAFzd0tMztGDBau3fH6Pg4AD16nWtKlUqbXUsXOX27DmsOnUG637VVUsj6+/HDNOpJ+xrde/wnho//iELEgIACiJPFRDcggEAQC74+fnq5pvbWR0DcLNx415JUqSyX8vI17CrnjNca1fv8mYsAACyRQEBAADw/0zT1IoV27RnzxEVKeKvzp2bqUSJcKtj5chuv7CeuEM5T2h1yFSgD+uOAwCsRwEBAAAg6ffft2jo/e9q759HZUgyJfn5+GjwPV303nvDFBDg929P4XVt2jSU3WbTBles2qt8lvFk06Ed9jN6umMXC9IBAOCOAgIAAFz1li/fqi43Pq2qrhA9pcaqqXAlKUMrHMc17ZPFOnL4pBYuel02W/6aSVC+fAn16dNa8+etU01nuMoZwZljDtOlL4w9kt3Q/ff3sDAlAAAXUEAAAICrmmmaGvHIZFV0BesxVyP5GBdKhhD5qZsqqZwrSO8tWa/Fi9ere/eWFqfN6sOpI9V+90iN2bNJzcwSqm6GKUHpWu0Tq3il6dsZL6hs2ezXiAAAwJvyV40PAADgZVu3RmvLtmh1c1XMLB8u1lARquITpo+mLrQg3b+LiAjTqrWT9dqbQ3SikqHpxj4tDTyubre31voNU9S3b1urIwIAIIkZEAAA4Cp34MAxSVJ1hWU7bhiGqjiCFb0/xpuxLktISBE9+eQAPfnkAJmmKcMwrI4EAEAWzIAAAABXtZCQIpKkeKXleE28ka7QsCBvRfpPKB8AAPkVBQQAALiqtW3bUBFFQ/S7sp/hcNZM0zad1i0DrvduMAAAChluwQAAAFc1f38/Pfn0AI0a9bHKmEXUXuVk//+1IOLMFE2x71RE0VDddVdni5NaLy0tXbNnr9DGjXvl42NXx45N1LFj03y3OwgAIH+igACAQiojw6HfftuikyfPqnTpYmrfvrF8fOxWxwK8JiUlTT//vFGnTiWoXLni6tixabZ/BpKSUtS2bUPdfHM7ffP9Mi3xOarqjhCdtzm02zyj0hFF9fMvb6to0RAL3kX+8dNPGzTw9td06kyiyvgGK0MujR37nWrXKK+5C15V7doVrY4IAMjnKCAAoBCaOvUHvfzCNJ2IO5t5rmypYnrtzXs1eHAXC5MBnmeapt555zu98do3OptwPvN82VLF9Mbb92vQoBslSefPp+j55z/VZ58s1rmkFElSUKC/ylUvI7/QIqoSHqyRva/Tbbd1UFBQoCXvJb9Yu3aXevV4TnVc4RqpFirjCJJpmtqvBH311361bztSW7Z9rNKli1kdFQCQj1FAAEAhM27cTD3xxIe6TqX1oJqpjIJ0TElaEntYd9/9tpKSUvXww72tjgl4zIsvfq5XX/1KHVROHVVfJRWoIzqvxbGHdNddbyo9PUO3336Dbmj/mLZviVYHZzldo5KSpI0pJ/XbrsNq2KS6Zs58UUWKBFj8bvKHl1+aptJmET3sqp+5ValhGKqpcD3uaKhnz6zX++/P0yuv3GNxUgBAfmaYpmlaHaIgcDqdioqKUmRkouzMYAaQT8XFxat82Vt0vaOMBhg13MZM09RX2qe1AXE6dvx7hYcHW5QS8JzDh2NVpfLt6mVWVi+jituYaZr6XHu0LThBIx7rpzdf/UZPuxqrihHqdt1fZqLetG3RmNfu1qhRt3szfr4UG3tGpUvfrLtVW22MstleM93cq/1l03QkZqaX0wEAPMHplKKiQhUZGSl7Hn4AZsUgAChEpk//RabLVA9VzjJmGIZ6qrLS0xyaMeNX74fLI6ZpKikpRQ6H0+ooyIc+/3yJ/G0+ulEVsowZhqFeqqzE88ma/N5ctXCVzFI+SFIVI1TNXSU0ZfJ88T2NFBeXIEkqq5y3IS2rIJ2Mi/dSIgBAQUUBAQCFyJ9/xqicPVjBhm+24+GGv0r7Bmn//uy3G8zPEhLOa/ToL1S+TH8FB3dXgH9n3dTrea1Ysc3qaMhHoqOPqYIRrAAj+7tMixuBKuoTqDMJ59VAETk+TwNF6HBMnBISkjwVtcAoUSJMknRcyTlec1xJKlE8zFuRAAAFFAUEABQiwcGBSjTT5crhW1un6VKiK13BwQVrQb1TpxJ0bYtheuOVr1UjNkD3qa76u6ppy+LtatdupD77bLHVEZFPhIQUUYLSc5y5kG46lexKlySlyJHj86TqwgwbPz+WyypVqpg6dWyqX+0xcpiuLOOJZrrW2k/qrrtZ4BYAcGkUEABQiPTp01pnHCnartPZjm/WKZ1zpKlv3zZeTvbfPPzwezoaHasXnE11l1FbrYzSutGooJcc16idWUb33zdOf/5Z8GZ1IO/169dGsY4k7dbZbMfXKlZpLqeaNq6htfbYHJ9nrT1Wba6rzyKU/++ll+/SMSNJU4wdOmlemAlhmqaizQSN99mq4PAiGjast7UhAQD5HgUEABQiLVvWVZvr6usLn306YCa6je0z4/WVfb863dBEkZHVLUp4+Y4dO6XZ3y9XD0dFlTXc70G3GYYGqIaKGD768MMFFiVEftK+fWM1b1pLn/ns0V8X/RkwTVPbzdP6zh6t/je307PP36HdzrNaZB50my1hmqYWmQe1x3lWIx/vb8VbyJeuu66+5s57RQdDUzVKa/WSzwY967ter2mT/CqE6Ldl41WmTM63tAAAILENJwAUKoZhaPbcMerS6Sm9unWjatjCVcoZqOP2ZEU7E9SiSW19O/NFq2NelrVrd8npcqnZ/2+T+E9+hl0NncX0x69R3g2GfMkwDM1f+Jq6dHpKr+zYqOq2cJVw+ivGJ0WHHYm6oW1jffb5UwoODtQLL9ypV16ZrrU+J9XYUVySqc0+p3XMcV4vvTRIffoUrJlCnta9e0vFHJ+lmTP/0KZN+2S329SxY1N16dIsT1dIBwAUXhQQAFDIlCgRrrUbPtD8+av05Rc/68TxM6pfrqrGDr5RPXteKx+fgvVB4e8vpw0ZOV5jyGC3AmQqXbqYNmz+UPPnr9LXX/+qU7FndW3Fkvro7i7q1KmpbLYLE0DHjLlbN9zQRJMnz9WKP7bJMAy1ub6phg3rrbZtG1n8LvKnwEB/3XVXZ911V2erowAACiDD5F9sueJ0OhUVFaXIyERR8gOA9xw+HKsqlW/XQLOmrjfKZRnPMF16ymeNBg3tpokTH7EgIQAAQOHidEpRUaGKjIzM01lurAEBAMjXKlYspZ49r9VCn0OKM1PcxkzT1BxFK9GZrqFDe1mUEAAAALnBLRgACjSn0ynTVIG7rQCXZ8qHI9S61SMac3ST2jhLq6bCdU7pWmk/of3OeL03YZjq1KlkdUwAAABcAjMgABRI8+evUvt2I+Xre6N8fTupYf0h+uijhXI4nFZHgweUKROhtRs+0IMjbtLa0NOaqG36XHtUvnVl/fjjGxo+vK/VEQEAAPAvWAMil1gDAsg/nnnmY7355gzVtBdVM2cJ+cqmrbbTinLFqWfPVvp+9mj5+jLBq7DKyHDo1KkEFSnir7CwYKvjAAAAFDqeWgOCf6EDKFB+/HGt3nxzhm5VdXV2VdTfGyO0Nctqm05p0sJ1Gj9+lp5++jZrg8JjfH19VKZMhNUxAAAAcJm4BQNAgTJxwhxV8wlXZ6NilrGGRnG1Mktp8ntzuRUDAAAAyGcoIAAUKMuWbVVTR/Ecx5urpI4eP6WDB094MRUAAACAf0MBAaBAMU1Ttr/vu8iG/f/HXC6XtyIBAAAAyAUKCAAFSvPmtbXVfjrH8c06pRLFwlS5cmkvpgIAAADwbyggABQoDz/SR7udZ7TGzHqLRbSZoJW247p/aA/5+flakA4AAABATtgFA0CBcsst12vJkvX6ZNpP2qJTam6WlI9s2qpTWmOLVbMWtfXss3dYHRMAAADAPzADAkCBYhiGPv30SU35cKSSavjrA+3QRG3TvpIpeu6lO/XLr++oSJEAq2MCAAAA+AfDNE3T6hAFgdPpVFRUlCIjE2W3W50GgHRhQcrY2LNyOJwqU6aY7PzhLPDS0zM0f/4qrV27W4YhtW3bUN27t+TXFgAAwIucTikqKlSRkZF5+u8wbsEAUGAZhqHSpYtZHQN5ZPnyrRrQf4yOnzyrMr7BcsnUuHGzVLlCKc2eN1pNmtS0OiIAAAD+AwoIAIDltm8/oC6dn1bl9GANVXOVdwRLkv5Sor4+tl83tH9cm6M+UpUqZSxOCgAAgCvFGhAAAMu99trXCnP4arirgcobwZnnqxiheszZUEp2avz4WRYmBAAAwH9FAQEAsFRSUormzF6udo4y8jey3mNYxPDVdY5S+uLzn8SyRQAAAAUXBQQAwFJnz55XhsOpsgrK8ZqyCtK5pBSlpqZ7MRkAAADyEgUEAMBSRYsGy8du03El5XjNcSUpJChQAQF+XkwGAACAvEQBAQCwVFBQoPr2a6s/fI4r3XRmGU82M7TSJ1aDBt8owzAsSAgAAIC8QAEBALDcc8/doQSfDE20bVeM+b+ZEIfMc3rXvl0qYtdjj/W3MCEAAAD+K7bhBABYrmHDalq85C3devNovXBqncr5hMgpl05kJKli6RL6Zd4bqlq1rNUxAQAA8B9QQAAA8oV27RrpcMx3mjNnhdau3SXDMNSuXSP16NFKPj5Zd8cAAABAwUIBAQDIN/z8fDVgQAcNGNDB6igAAADIY6wBAQAAAAAAPI4ZEAAAAMhzTqdTy5dv04kTZ1SyZFG1a9eI26kA4CpHAQEAAIA89eWXP+v5Zz7RkWOnMs+VKx2hMa/do3vu6WphMgCAlSggAAAAkGemTJmvhx56T81UUoN1jcoqSMeVpJ9OHNGQIWN1/nyKhg/va3VMAIAFDNM0TatDFAROp1NRUVGKjEyUndmDAAAAWcTHn1fZMjerRWoJ3amaMgzDbfwbc59W+sXq6LGZiogIsyglAODfOJ1SVFSoIiMjZc/DD8AsQgkAAIA8MWPGr0pPc6iXKmcpHySphyrL6XDqq6+WWpAOAGA1CggAAADkiX37jqq0T5DCDf9sx0MNP5WxB2vfvqNeTgYAyA8oIAAAAJAngoICdN5MlyuHO3xdpqnzZoaCggK8nAwAkB9QQAAAACBP9O7dWgmONEXpVLbj23VaZxwp6tOntZeTAQDyAwoIAAAA5Ilrrqml9u0aabrPPkWbCW5jf5mJ+sJnn1q3qqeWLetalBAAYCW24QTyoZSUNJ0/n6Lw8GD5+vLHFJ6Rmpouu93G7zEAeWrm9y+ry41P6bUtm1TTVlRlnIE6YU/RXudZRdapptnzxmS7QCUAoPBjBgSQj6xfv1t9+7yokODuKlmyr4qF99KwYe/pyJGTVkdDIZGenqFJk+aods1BCgzsIj+/G9WuzaOaO3eF1dGAfOPcuWR99NFCPfTQBI0YMVk//rhWLpfL6lgFRvHiYVqz7n3NnPmiqt9YU4kNA1W1Uw3NmPG81m38QCVLFrU6IgDAIoZp5rBKENw4nU5FRUUpMjJRebgNKpBp3ryVuqX/aJVUoNo4yqi4AnRQiVrhc0L+YQFavuo91apV0eqYKMDS0tLVq8dz+vXXzWqiEmpoRihdLq23n9Re51k988ztev31e62OCVhq1qw/NOTusUpKTlV5nxClyanYjCTVrFZOCxa9xt/DAICrgtMpRUWFKjIyUvY8/ABMAZFLFBDwpDNnElW+3C2qlxau+8268jH+Nzkp0UzXWJ8olW5QRhs3T7UwJQq60aO/0GtjvtKjrgaqaxRzG1tiHtZM/aklS95S587NLEoIWGvp0k3qfONTukYldItZXcWMAJmmqQNK1DSffTIjfBW1/ROVKBFudVQAADzKUwUEt2AA+cC0aT8pI82hgWZNt/JBurBnej9HVW3asl/r1++2KCEKuowMh6ZMnq/WrtJZygdJ6qwKquwTqonvzbEgHZA/vPj8Z6pmhOl+s56KGRe2iTQMQ9WMMD3uaKjTcYmaOvUHi1MCAFBwUUAA+cCqVTtU0whXqOGX7XhDRcjfZteqVTu8nAyFxf79RxV7Kl7NVDLbccMw1NRRXMuXbfVyMiB/+Ouv41qzbrducJWTLZsFEsMNfzVzldAXn/1kQToAAAoHlj4H8oHcrAZu5vI6IDt/321nU86/h2wyxE15uFrFxcVLksooKMdrSquItscd91Ii7zh58qw++eRHLV60Tqkp6WrUpLqGDu2lpk1rWh0NAFAIMQMCyAeuu66e9pnxSjDTsh3fptNKdznVunUDLydDYVG9ejkVCwvWZsXleM1m+2m1urauF1MB+UepUhd2ZojR+RyvOaYklS6d9RamgurXXzerWpU7NPqFaUpdHauALec0/4vfdc01D+rJJz8Uy4QBAPIaBQSQDwwe3EX+gX76ytgnh+m+1VuCmaZZPtFq3rSWrrmmlkUJUdD5+/vp/qE9tcx+XNFmQpbxZWaMop3xGvZIHwvSAdarVKm02rZuoKX2mCx/D0vSaTNVG21xuvverhaky3sHD55Qr57PqUpqkN5xXauHjAa6x6ijNxwtdKuq6513ZmrKlAVWxwQAFDIUEEA+ULRoiGZ8+7y228/qRZ8NWmIe1gbzpGaZf+pFn40yi/rpqxnPWR0TBdwLL9ypps1qaqwtStPM3dpixmmdGauJxjZ9ob0aOrSXevW61uqYgGVeee0eHdY5TTF26ISZLOnC7Uu7zDMa57NVZcpG6L77ulucMm+8//482dJNDXXVU7Dhm3nebtjU2aiolkZpjX1zhpxOp4UpAQCFDdtw5hLbcMIbNm3ap7ff/lZz56xQhsOpsJAiuntIVz3xxC0qV66E1fFQCCQnp2r8+Fn68P0FijlxWpLUqH5VjXj8Zt11V2fWGcFV74cfVuvuu97S6bPnVNo3WGmmU2cdKWpUv6rmzB+jqlXLWh0xT1StdLsqH7brTiP7mXV7zLN6W1u0efNUNW5cw8vpAABW89Q2nBQQuUQBAW/KyHAoKSlVISGBefoHHvib0+lUXFyCfHzsiogIpXgALpKamq7vv1+mrVuj5evro86dm6lt24aF6s9JqeJ9dO3pYuplVMl2/JiZpOe1TsuXT1CbNg29nA4AYDVPFRDsggHkQ76+PgoPD7Y6Bgoxu91eqBbTA/JSQICfBg7spIEDO1kdxWNq1qqg/WuPX9hiKRv7FC+bYahatcIx4wMAkD+wBgQAAMBV5oGhPbXTdVp7zbNZxpJNh36xH1W3bi1UtmzxzPPbtkVr7twV+uWXjUpNTfdmXABAIcEMCAAAgKvMrbe212efLNaEFdvVw1VR16qMAmTXDp3RD/ZDSi5i6u2xD0iSVq/eoRGPTNaGzfsyHx8RHqLHnrxFo0bdJpuN77MAALlDAQEAAHCV8fX10cIfX9fIkR/oi2k/aXb6gcyx65rX05SpI1WnTiWtWLFNnW54QuWdQXpEDVRD4YpXmpbFH9Pzz32qI0fiNGXKCOveCACgQGERylxiEUp4SlpauubOXanduw8rIMBPPXq0VIMGVa2OBQC4Spw+naBly7YqLS1DDRtWVb16FxamNE1TDereo/R9CXrCFSlfw32mw+/mUU3XPq1f/4GaNattRXQAgIewCCVQCM2Zs1wP3Dtep84mKsI3UCkuh5599hPd2LGpvp7xvIoXD7M6IgCgkIuICFPfvm2znF+7dpd27jmkx5W1fJCkdiqnxT5HNXXqQgoIAECuUEAAFlm8eJ363zxajVVcI9VCZRxBcpgubVacvvl9h27s+IRWr31fAQF+VkcFAFyF9uw5LEmqpfBsx22GoRqOEO3ZdciLqQAABRmrBgEWME1TTz8xVbWNohpq1lcZI0iS5GPY1NwopZHOhtqyNVozZ/5hbdD/KDk5VTExcUpKSrE6CgDgMhUpEiBJOq+MHK85ZzhUJCjAW5EAAAUcBQRgga1bo7V910F1dlWQzTCyjFcyQlTPFqHPPvnRgnT/3Y4df+m2215ReFhPlS9/q4qG99KAAa9o27Zoq6MBuAqZpqnz51PYOvIyderUVP5+vlqhY9mOnzZTtUtn1Kdvay8nAwAUVBQQgAViYk5JksorOMdrKriCdPRwnLci5ZkVK7apebOh+v379erjqKIRaqS+jipaNnu9WrZ4WMuWbbU6IoCrRHp6ht57b7Zq1RikkJDuCgzsoutaDdOsWX+ooKzBnZKSpmPHTik5OdXrr12sWKjuva+7FtoOa4sZ5/bfLN5M0xT7ThUvFqqBAzt5PRsAoGBiDQjAAn8vLhmnFBWVf7bXnDRSVKJkhDdj/Wfp6Rm69ebRqpwRpOHOhvI3LqyY21ARau8op4mu7br15tE6HPOd/Px8LU4LoDBLS0tXz+7P6bfftqipius+1VWGXFq34YRuuWWMnnjiFo0d+6DVMXO0c+dfeu21r/X9rGXKcDjl62NXv5vb6tln7/DqTknjxj2ow4diNWnhGlX2CVM1R4gSlKatttMKDwvRT7+8rZCQIl7LAwAo2JgBAVigWbNaqlqptJbqaLbfwp00UxSlUxp4140WpLty8+at0vGTZ3Wbs0Zm+fA3P8Ou21zVFXsqXnPnrrQoIYCrxZtvztAfv0fpMbOhHlR9tTJKq61RVk+6InWbauidd2Zq0aK1VsfM1sqV29W82UP6bdY69XZU1qNqqD6OKvr9+/Vq0fwhLV/uvZlk/v5+mjf/FS1a9LoadauvE7Xt8mkWoTfevl979n+hxo1reC0LgLyRkpKmtDRuSYM1KCAAC9hsNr38ymBt1El9qz+VZF5Y4Ms0TUWbCZrgs00Vy5fUnXcWrGmta9fuUhnfYJU3sr+1pJwRrLK+wVqzZqeXkwG4mmRkODRl8ny1dpVWHaNYlvFORgVVtYdp0sQ5FqS7tIwMh269ebQqpBXRy45r1NWopEZGcXUxKuplxzWqkh6sW/qNVnp6zgtD5jWbzaZu3Vpq3vxXtGP351qz/gM9/vgtKlYs1GsZAPw3DodTU6bMV50696hIka4KCOiiVq0e0Xff/V5gbklD4cAtGIBF7rzzRp0+nainnpyq5a5jqmSEKslwKMZxTrWrlNfCxW8oNDTI6piXxTAMuXTp/4k5ZcrIZuFNAMgr0dHHFHsqXoNUJcdrmjqLa9Hy7V5MlTsLFqzWsdgzGq3mWWaS+f//TLIXTq3XnDkrNGBAB4tSAihIMjIc6tv3ZS1atFYVyzTRdY07yely6PBf6zVgwCtavXqnJkx4mH+fwSsoIAALjRhxs267rYM+/3yJdu8+rMBAf/Xs2UpdujST3W7/9yfIZ9q2bajx42fpoBJV2cj6zdgh85xiM5LUtm1DC9IBuFr8/W3epf4pbciQ+S+FqRVWr96p0r5BquDIeSZZOZ8QrVmziwICQK6MHz9LP/64Th1ajFS5Uo0yz9es3F57//pVEyd+oeuvb6Q+fdpYmBJXCwoIwGKlShXTqFG3Wx0jT3Tv3lKVypfUV8f36zFnQxUx/rfQZLLp0Ff2fapYuoR69rzWwpQACrtq1cqqRLFQbT4Tp9oqmu01W+yndG2rel5O9u9sNkOuf7nGJVN8UQkgN5xOpyZNmq+q5a91Kx/+VqvKDTp0bI0mTpxHAQGvYA0IAHnGx8eu2fPG6EyQQ8/7bNAcM1przBOaYx7Q8z7rdapIhmbPGyMfn4I3uwNAweHn56sHHuql5bbj2m/GZxlfZsZovzNejzza1/vh/kWbNg10MiNJf5mJ2Y4fNs/peMZ5ZpIByJUjR+IUE3NSlco2z/GaCqWbaeXKbawFAa9gBgSAPNW0aU1t2jJV48fP0hef/6TzyakKLhKgQYM76/HH+6tq1bJWRwRQgGzbFq3o6GMKDg5UmzYNFRDgl6vHPfvsHVr+x1a9szpKzV0lFaniSpdL620ntdU8pYceukm9euW/2Vjdu7dU5Qql9M2x/RqZzUyyr+37VaFUcfXqdZ2FKQEUFC7X/8+pusS0KcOwUT7AawyT32254nQ6FRUVpcjIRBXAW/MBS5imqZSUNAUG+rOwEYDLsnr1Do14ZLI2bN6XeS4iPESPPXmLRo26TTbbv0/iTE1N14QJ32vK5Pk6HBMnSYpsUE0jHr9ZgwbdmG//Xtq0aZ86dnhcSnaqtaOUyipIx5WslT4n5Aywaelv76hZs9pWxwRQADgcTlUoP0ChgQ3VstHd2V7zy5o3VKW6XatWTfRyOuRnTqcUFRWqyMjIPF2bjgIilyggAADwjhUrtqnTDU+ovDNI3VwVVUPhilealumYftNR3f9AT3344chcP5/L5dLp04ny8bGraNEQDybPOwcOHNM778zUl1/8rKTkVAUFBmjgoE564olbVL16OavjAShAxoz5Uq+88rU6tHhSpYu7l5fRR1Zp1eapmjHjeRa2hRsKCItRQAAA4HmmaaphvXuUtjdBT7gi5Wu4z3T43YzRdO3VunXvq3nzOhal9B6Xy6Xk5DQVKeKfq1kfAPBPaWnp6tr1Ga1Yvl2VyrZUhdJN5DQdOnRsnQ4f26S77+6iTz99Mt/OCoM1PFVA8H8yAACQb6xbt1s7dh9SL1flLOWDJLVTWZXwKaKpUxdakM77bDabgoMDKR8AXDF/fz8tXvyGXn3tbqWZ+/XHholasfEDBYef0ccfP075AK9iEUoAAJBv7NlzWJJUS+HZjtsMQ9Udodqz67AXUwFAwebv76enn75NTz55q+Li4mW32xUREUrxAK+jgAAAAPlGkSIBkqRzylBR+Wd7zXkjQ6WDA7wZCwAKBZvNplKlilkdA1cx5vMBAIB8o1Onpgrw99NKHct2/IyZqp06o959Wns5GQAA+K8oIAAAQL5RtGiI7r2vuxbaDmuLGee2N328maYP7DtVvFioBg7saGFKAABwJbgFAwAA5CvvvPOADh08oUkL16iyT5iqOUKUoHRttZ1SeFiIlvz8lkJDg6yOCQAALhMFBAAAyFf8/f00b/4r+umnDfpo6kLt33tUIaERevPWfho8uLOKFQu1OiIA4F+Ypqnt2w8oJuaUIiJCdc01tdjRBxQQAAAg/7HZbOratYW6dm1hdRQAwGX6+ecNeurJj7V125+Z56pUKatXXhmsO+7gFrqrGQUEAAAAACBPzJu3Uv36vaySETXVocVjKhpWQeeSTmrPgZ81cODrOn06UcOH97U6JiximBev7nSZUlNTlZCQoFKlSrmd379/v2rUqPGfw+UnTqdTUVFRioxMlN1udRoAAAAAyF/S0tJVvvwAFfGtqrbNhstm/O+WC9M0tXHH19p/+DcdPfot24Hmc06nFBUVqsjISNnz8APwFd+Es2TJEt144426//771bNnT23dujVz7KmnnsqTcAAAAACAgmH+/NU6dSpekbX7u5UPkmQYhhrW6iNDNn3++RKLEsJqV3wLxpQpUzRnzhwVL15cO3bs0KhRo/TAAw+oZ8+e+g+TKgAAAAAABdDOnQcVElRU4aHlsh339wtSRHhl7dp1yMvJkF9c8QwIh8Oh4sWLS5Lq16+vr776St99950mT54swzDyLOClfP311+rQoYMaNGig/v37a9u2bTleO2fOHNWqVcvtR4MGDbySEwAAAAAKu8BAP6VnpMrlcuR4TbojSQEBfl5MhfzkiguIYsWKac+ePZnH4eHh+uyzz3TgwAHt3bs3T8Jdyo8//qg33nhDDz/8sObOnavatWtryJAhOn36dI6PCQ4O1sqVKzN//P777x7PCQAAAABXg+7dWyotPUWHjm/MdvzU2QM6Ex+jnj1beTkZ8osrLiDGjh2riIgIt3N+fn4aP368pk+f/p+D/ZvPP/9ct9xyi/r166fq1atr9OjRCggI0OzZs3N8jGEYKlGiROaPv2dwAAAAAAD+mwYNqqpjx6batPMrnY4/6DZ2PvmU1mydqurVK6hbN7ZYvlrleg2IpUuXqmPH/+3ZWrp06Ryvbdq06X9L9S/S09O1c+dOPfDAA5nnbDabrr32Wm3ZsiXHxyUnJ6t9+/ZyuVyqW7euHnvssUK3WwcAAAAAWOWbb55Tp45P6cflL6lcqQYKC66g88kndeTEZpUtE6Eff3wrT3dVQMGS6xkQI0aM0JdffnnJa7y1+OTZs2fldDqzzMCIiIjQqVOnsn1MlSpV9Prrr+uDDz7Q2LFjZZqmBgwYoBMnTngjMgAAAAAUeiVKhGvtusn67LMnVbmadD59s4qXOafx4x/Ujp2fqEaN8lZHhIVyPQNi8uTJGjlypI4cOaLnnnvObczpdGr+/Pn66KOPtGRJ/txSpXHjxmrcuLHbcbdu3fTtt99qxIgR1gUDAAAAgEIkIMBPgwd30eDBXayOgnwm1wXE9ddfr6+++koPPvigjh8/rnHjxskwDH3//ff65JNPdO7cOd15552ezJqpaNGistvtWRacPH36dK7XdfD19VWdOnV0+PBhT0QEAAAAAAAXuaxFKOvVq6eZM2fq0KFD6t+/v2644QZNmjRJt9xyi37//XcNHz7cUznd+Pn5qV69elqzZk3mOZfLpTVr1rjNcrgUp9Opffv2qUSJEp6KCQAAAAAA/l+uZ0BI0vnz57VgwQKdOnVKycnJMgxD3333nWrVquWpfDm6++679fTTT6t+/fpq2LChvvjiC6WkpKhv376SpKeeekqlSpXS448/LunCLSSRkZGqVKmSEhMT9emnn+rYsWPq37+/17MDAAAAAHC1yXUBMWHCBH3zzTcKDQ3VyJEj1aNHD40ZM0Z33323PvzwQzVs2NCTObPo1q2bzpw5o4kTJyouLk516tTRJ598knkLxvHjx2Wz/W+CR2Jiol544QXFxcUpLCxM9erV07fffqvq1at7NTcAAAAAAFcjw8zl1hVdu3bVAw88oJ49e7ptmzJhwgR98cUXeuedd3TDDTd4LKjVnE6noqKiFBmZKHaNAQAAVklLS9ecOSu0ceM+2e023XBDE3Xq1NTtixcAAP4Lp1OKigpVZGRknm6bmusCwjRNGYaR7djMmTP1yiuv6Omnn9bAgQPzLFx+QgFRcJimqZUrt2vnzoMKDPTXjTdeozJlIv79gQAA5HO//LJRA297TSdPJ6iMb7Ay5NKpjGTVql5ec+aPUd26la2OCKCAMU1TO3ce1IkTZ1SyZLgaNKia4+c+XD0sLyD+zbJlyzRy5Eht3rw5L54u36GAKBhWrtyu+4e8o937jsgmQy6Z8rHbdPvtHfXBlEcVFBRodUQAAK7Ihg171Oa64arpDNOtruoqawTJNE1FK1HTffYpLcymLds+VtmyudsRDAAWL16nZ0Z9qq3b/sw8V7duFb322t3q3bu1hclgNU8VEHk2V69du3aaPn16Xj0dcNnWrt2lTjc8Icef5/SkGusjXa/JaqP+zmqa9c1v6t71GWVkOKyOCQDAFRn98hcq6QrUMFcDlTWCJEmGYai6EabHHY2UFJ+syZPnWRsSQIExc+Yf6t79WZ087qsOLUaqT8dxuqHlE0o4Haw+fV7UtGlLrI6IQijPZkAUdsyAyP/aXDdcMesOa5SzsXwN91+kveZZvaUt+u67F3XLLddbExAAgCt06lSCSpbsqzvNmrreKJftNV+b+7SrZJKOxc72cjoABU1ycqrKlLlFxULqqU3ToTKM/30vbZqm1kR9omNxG3Ts+EyFhQVbmBRWyfczIAAr7dt3RCtX71AXZ8Us5YMk1TKKqra9qD768AcL0gEA8N/ExcXLNE2VVVCO15RVEcWeivdeKAAF1qxZy3TuXJIa17nFrXyQLsysiqx9s1LTMvT1179alBCFFQUECoUDB45LkqopNMdrqjhDFP3nMW9FAgAgzxQvHibDMHRCyTlec1zJKhkR7r1QAAqsHTv+UnhoKYUElch2vEhgUUWEl9eOHX95ORkKOwoIFAphYRe+ETqrtByviVda5nUAABQkJUqEq/ON1+g3e4wcpivL+DkzXWvsJzXo7s4WpANQ0Pj7+yo9I0VmNn+fSBduw0jPSJa/v6+Xk6Gwo4BAodCsWW2VLxOhPxST7Xiima5NtlO69fYOXk4GeE5ycqqmTv1BzZo9pNKl+6tu3Xv0+utfKy4u3upoADzgpZfv0gkjRe/bdijW/N9MiL/MRL1r36bA0AA98kgfCxPiUlJT0xUdHaOjR+PEEmywWvfuLZWUnKBjJ7dnO37y9F4lnItTjx6tvJwMhR0FBAoFHx+7Rj13h1bphH40D7l9O3TKTNEk+3aFhBXRvfd2szAlkHfi4uLVsuUwDR06QSdjAlUqvI3Sz5fTSy99qfr17mXKJFAItWxZV/MWvKIjoal6Rmv1os8GPeOzTq9oo2zli+i3ZeNVvnz206lhnTNnEjVy5PsqXbKvqle/UxUq3KoGde/R558vpoiAZVq2rKvmzepo/Y5pSjh33G3sXNJJrd32qRrUr6oOHRpblBCFFbtg5BK7YOR/pmnquec+1RtvfKMwH3/VcIQq2XBqj86qeLFQ/fjTW2ratKbVMYE80bnz01q5Yq9uaPm0ioZWyDyfkhqv39a/oyJBafoz+kv5+TF1EihsUlLSNGvWMm3YsEc+PnZ16NBY3bq1yNNVypE3Tp1KUJtrH9GRAyfV1lla9VRMKXJojRGrzWacRo68WePGDZVhGFZHxVXo6NE4dWj/hKIPxKh86cYKCy6nxPPHdeTEZlWsUFK//f6OqlQpY3VMWMRTu2BQQOQSBUTBsWvXQU2dulA7d/ylgEB/9ezZSnfc0VHBwYFWRwPyxK5dB1Wv3j1q03SoqpTPOjUyPvGoFvz+rL799gXdemt7CxICACTp7rvf1pyvftcoR2OVNoq4jS01j+gb7devv76jDh2aWJQQV7vz51P05Zc/6/PPftKx46dVsmS4Bg++UYMHd2b7zaucpwoInzx7JiCfqFu3st57b5jVMQCPWbJkg3x9/VWxbLNsx8NDy6tEsSr68cd1FBAAYJGzZ89pxje/qoejQpbyQZJuUHkt9zmh9yfPp4CAZYKDA/XQQzfpoYdusjoKrhKsAQEABUxaWoZ8ffxkt+XcIfv6BCotLcOLqQAAF9ux4y+lpWcoUtmvy2EYhho5imndml1eTgYA1mEGBFCInD+foq+/XqqFC9cqJTlV9RtU0QMP9FSdOpWsjoY81KBBFSWnnNPp+L8UEV4ly3h6RpLizkarQYOWFqQDAEiSzXbhez6nst/mUJIccslu5/tAAFcP/sYDComNG/eqWuXb9dDQCfpr0V4l/Bajae8vUt26d+u55z5lpe1CpGvX5ipXrqS27Jklp8vhNmaaprbumSvT5dCQIez6AgBWady4ukKDi2idYrMdd5mmNvqcUodOTb2cDACswwwIoBA4efKsutz4lMITbXrCbKniRqBkSA6HSz/psF5//WuVL19cQ4dyf19hYLfb9fnnT6hbt2f186pXVadqVxULq6TzyXHa+9cvOnIiShMnDlPp0sWsjgoAV60iRQJ03wPdNfndOWroilAto2jmmGmamqk/dcaZqkce6W1dSADwMgoIoBD4+ONFOp+QrBdcrRRq+GWe9zFs6q7KOmYm641Xv9b99/dgm7ZColOna/T77+M0atQnWr7q/czztWtV0rcT2P0CAPKDV165R5s37tc7y6MUqeKqZ/7/Npw+J3XUcU6TJj6iJk3YIhzA1YNtOHOJbTiRnzWqP0RBO1N0n1E32/E/zQS9rk1as2ayWrbM/hoUXH/+GaOjR+NUrFiIGjSoyn7yAJCPpKdn6JNPftQHk+dp157D8vOxq2u3Fhr52M1q27aR1fEAIFtswwkgRwkJSSqvwBzHi8pfkpSYmOStSPCi6tXLqXr1clbHQB4xTVNr1+7SgQPHFRpaRDfc0ERFigRYHQvAFfLz883c5tA0TUpiAFc1CgigEKhWvaz+On5YOS20Ha0ESVKVKmW8mArA5Vq6dJMeGTZZe/YeyjwXEhKkxx7rpxdfHJS5qj6AgonyAcDVjgICKATue6CHbvvjVe3VWbdFriQpw3Rqif2I2rSsrxo1yluUEMC/+fnnDerW7VmVLFZTna59WiWKVldyarz2HfxNY8Z8pZiY0/r448etjgkAAHDF+CoFKAT69Wurtq0baKJ9h34xjyjZdMg0Te02z+gd21adsKdo7LihVscEkAOXy6WhQyeqVERt3dDyKZUpUU8+Pv4KDS6la+rfphYN79InnyzSxo17rY4KAABwxSgggELA19dHixa/qZtvu16z7NEapuW6T39orKLkUz1ES38bpxYt6lgdE0AOli/fpgMHYtSgZm/ZbFkXeqpeqZ1Cg4vr448XWZAOAAAgb3ALBlBIBAcH6svpz+itt+/Xzz9vVGpquurVq6zrrqvPPadAPrdv31EZhqGSxWpkO24zbCoWVl179x71cjIAAIC8QwEBFDJlykTorrs6Wx0DwGUIDg6UaZpKTTunwICwbK9JS09QSEi4d4MBHnL+fIq+/nqpVq3aIdM0de219TRwYCeFhBSxOhoAwIO4BQMAAIt16dJM/v5+2n9oWbbjiedP6MSpPerXr42XkwF575dfNqp82f56aOgErflmg9Z9u1HDHp6o8mVv0eLF66yOBwDwIGZAAABgsWLFQnXffd01Zco8hYWUUcUy12TeOnUuKU7LN01UubIldOut7S1OCvw327ZFq2eP51TLEaqBZiMVdwVKks6YqZqevE99bnpBa9a9r8aNs78dCQBQsFFAAEABYJqmzp9PkZ+fj/z9/ayOAw8YN+5BxcSc0ty5k1QsvLyKhVZTStpZHTu5XWVKR+jnX8YqMNDf6pjAf/L2W98q3OWnh1315Wv8b8HVYkaAHnLV10u2DXrzzRn67rsXLUwJAPAUbsEAgHwsKSlFb7zxjSpWvF2hoT0UENBFHTo8zjTlQsjPz1ezZ7+sX399R50611BYiVjVquejKVNGaO++L1SnTiWrIwL/SUaGQ7NmLVMbR2m38uFvvoZN7RxlNGf2cqWmpluQEADgacyAAIB86ty5ZHXo8ISioqJVuWxLtWnaV+kZKdq1baW6dXtGb711v556aoDVMZGHDMNQhw5N1KFDE6ujAHkuKSlV6RkOlVBgjteUUKAcTpfOnUtWQACzvQCgsKGAAIB8atSoj7V9+yF1vu4FRYRXzjxfs3J7Re2Zraef/kjXX99IzZvXsS4kAORSSEigQoICdSTpnJqpZLbXHNY5FQn0V3h4sJfTAQC8gVswACAfSkxM0uef/6Talbu4lQ/ShW/JG9Xuq7CQEpo8eZ4l+QDgctntdt11d2et8Dmhc2bWWyzOmxla4XNCg+66Ub6+fEcGAIURBQQA5ENRUX8qJSVVlco2y3bcZthUruQ1WvbHdi8nA4Ar9+STt8o3xF/v+GzVLvOMTNOUaZrabZ7VO/atMoJ9uLUMAAox6mUAyIdM8++fGTleYxiGTJk5jgNAflOxYiktWzlBt948Wu/sjlKQ3U+GpPPOdNWpXlELZ72oKlXKWB0TAOAhFBAALLVz519at26PDENq06ahqlcvZ3WkfKFRo2oKCPDX4eMbFR6a9b+Jabp09OQmde9R34J0AHDl6tatrG07P9OKFdu0cuUOmaap666rr3btGskwci5dAQAFHwUEAEtER8fonsFva/lK91sIunZurk8/f1JlykRYlCx/CA8P1p13dtT0L5eoQpkmKhpawW18+74flJAYq2HDnrcoIQBcOcMw1LZtI7Vt28jqKAAAL6KAAOB1R4/Gqc21w2WeSdeDqqfGKiGXTG3USc39dbvaXveo1m38QMWKhVod1VJvv/2A1q3doyUrx6hKuetUtkR9pWck669jq3T85G6NHj1YrVrVszomAAAAkCssQgnA615//Wsln0nW045INTdKydewyd+w6zqjjJ5yRCrm8Em9994cq2NaLjw8WCtWTtAzz9yq+KQo/bFholZHfaIq1e2aM2e0XnxxkNURAQAAgFwzTNNkBbNccDqdioqKUmRkoux2q9MABVdqarqKF+utDiml1ceomu0108292l0iWcdiv+d+4P/ndDp15sw5+fv7KjQ0yOo4AAAAKMScTikqKlSRkZGy5+EHYG7BAOBVcXHxSkpJVTWF5XhNVYXq97gYpaVlKCDAz4vp8i+73a4SJcKtjoE8dvDgCS1cuEZJSamqWbO8evRoJV9f/tcMAAAKJ/6VA8CrQkKKSJLilZbjNfFKk5+vj/z8+CsKhdP58ym6d8g7mjnrD9lsdvn6+Cs1LUmlShbTlA8fVZ8+bayOCAAAkOf41z0ArwoPD9YN7RtrxfIDau0sI9s/brFwmC6t8olV335tZLOxTA0KH6fTqR49ntPaNXvVouFdqlL+Ovn6+Ots4hFt3TNHN988WgsWvKru3VtaHRUAACBP8a97AF436tnbdcCVqK+0V6mmI/N8kpmhT4xdOq1UPfHErRYmBDxn4cK1WrYsSm2veVQ1K3eQr4+/JKloaAW1a/aIyhSvq8ce+1As0QQAAAobCggAXtexY1N9/PHjWmk/ocfta/S+uV2TzG16wrZa23zPasa3L6hp05pWxwQ84tNPFqtkRFWVKVE3y5hh2FS3eg/t23dY69bttiAdAACA53ALBgBLDBnSTZ06NdVHHy3UmtW7ZBjS8+176t57u6t06WJX/LxpaemaOfMPffbJYh09fFLFS4TpjkGdNGjQjewegXzh4MFYhYdUznE8IvzC2OHDJ9WyZdaSAgAAoKCigACuAgkJ5zVv3irFxcWrTJkI3XTTdQoODrQ6lipWLKVXXx2SZ893+nSCbrzhSW3e+qfq2SJUzVVEcYdO69GNk/XOW9/p1z/GqVq1cnn2esCViCgeqj/jTuU4fj75wljRosHeigQAAOAVFBBAIeZyuTRmzJd6+61vlZqargC7r1KcGQoJCtSLLw/S44/fIuMfi0AWZANvf11/7jiiF3SNqpih0v+/tZNmiiac2KYeXZ/Rjt2f5+lexsDluu229nrwwXeVeP6EQoNLZxnf89cvKlmimNq1a2RBusIhOjpGn3++RAcOHFdYWJBuvrmdOnRoXKj+vgMAoCBiDQigEBs16mONGf2l2qeW0Tu6Tu+72uhttVLzpAg9+eRUvfnmDKsj5pmdO//Skp836DZndVUxQt3GShqButdRR3v2H9XixestSghccMcdN6hSxdL6Y8N4nY4/mHne4UjTtr3z9eehZXr2udvk5+drXcgCyuVy6YknpqhGjUF6781ZipoZpfmf/KaOHZ9Qy2YPKTb2jNURAQC4qjEDAiikDh+O1bh3Zqqvqqq7UTnzfHEjUHeopnxNm0a//IUeeKCHihULzfmJCoiFC9cq0O6rps4S2Y5XNUJV3h6iBQtWq0ePVl5OB/xPUFCglv76trp2eVaLlr2o4kUryd83RGcS/1JqWrKee+4ODR/e1+qYBdJrr32t8eNm6WZV0w3O8vIz7DJNU7t1Vp9u3aOuNz6t9Zs+lI8Ps6AAALACMyCAQurLL3+Wv81HN6h8tuNdVFHODKdmzPjNy8k8IyUlTYE2H/kYOf+1FmT6KCUlzYupgOxVq1ZOO3d9qtmzX1bXHjXVonVRjRh5k/bv/1KvvjqEWwWuwPnzKXr7zRm6URXU1agkP+NCyWAYhuoaxTTUUU9btkVr0aK1FicFAODqxQwIoJA6dChWZW1BCnBl/8c81PBTcZ9AHToU6+VknlG3bmWdyUjRMSWprJF1t4tkM0MHzUTdVbey98OhQEpNTde8eSsVHX1MwcGB6t37OlWqlHXNhivl6+ujvn3bqm/ftnn2nFezH39cp/PJqeqoCtmOVzfCVMUWpm+++VU33XSdl9MBAACJAgIotMLDg3XGTJXLNGXL5tvUdNOpBFe6ihYNsSBd3rvppmtVoliY5pw9oIfM+m7v2TRNLdD/tXff0VFVCxuH35n0DinU0HsPvYN0BJEiRRQRRFGxIorlYsGGBayoICAKqIgFFQELVUSCCITeCYEQSioJ6TNzvj+85n7cJF5KZk7K71nLteTsM5M3HsNk3tln7xNyWKXx4/ubmBIlxeLFP+uhh95XcnKq/HwDlZ2TqUce+UCjRvXQvHmPyM/P/F1kcKnExAuyWiwKkXeh54TavZQQn+K6UAAA4BLcggGUUqNG9VCyLUs7FF/g+BadVaY9VyNGdHdxMufw8vLUnHmTFaUEvWHdpT1GolKMbB02UjTHsk8/65ReeXWiKlUKNjsqirmlS9dp7NhXVN6/qYb0ek039ZmtEf3eV9umY/X1V79p6NDn5HA4zI6J/xIeHiaHYei0cbHAccMwdNo9Q9WqV3RxMgAA8DdmQAClVJs2DdS3d2t9sn6PPO1uaqZgWSwWOQxDOxSvpdZjunlED9WtW9XsqEVm2LBu+mHly3r8sQ/15r5decdrVquoj59/XLff3s/EdCgJ7Ha7Hn30Q1Wv0kadW96dtxaDh7uXGtTqKT/fEP3yyyytXbtDffq0MTkt/r9+/dqqQkiQViXG6E6jcb51NHYoQXG2i8yCKiOio89o5cpIZWRkq2HDahowoAOLjwJAMUABAZRiy756VkMHP6O3NkapsrufwmzeOuueqfO2DA0a0FELPnrM7IhF7vrr26t//3bateuYYmPjFRoapHbtGspqZcIX/rf166N0+vR5Deg2qcCFIKtWaK6Q8tW1YMFqCohixtPTQ6+8PlF33PG63GXVDUZNhVl8lGXY9LvO6kvrcQ3s317dujU3OyqcKDU1XXdOmKmvvv5V7haLPK3uSrflqErFYM2Z94gGDepkdkQAKNMoIIBSLCjIX2vXz9LGjbu0ZMkanT+frI5VQnX77X3VoUP+TwhLC4vFooiIuoqIqGt2FJQwp06dlyQFl6tZ4LjFYlGQfzWdjDnvwlS4XOPHX6/cXLumPjpHv6VtUTl3H6Xbc2QzHLr1lt6a++EjpfbvPUg2m103DHhK2yMP6jajvjoaleRluOmk0rT8fLSGDH5aq1a/on792podFQDKLAoIoJSzWCy67roIXXddhNlRgGIvODhQknQx/bwC/Qve8SIjK0EhoawlUlxNnHiDxozpra+//lXR0WcVGOiroUO7FOkOJiievv32N23avEePq6UaWMrnHa9uCdADRjO9Yd2lxx75QH33tqGIAopYYuIFrVixRSkpF1WzZiUNGNBenp4eZsdCMUQBAQDAv/Xt20ZBQf46ePwXtWt+W77xpAsxOht/SLfeOs2EdLhcvr7euu22vmbHgIstmLdK9d3Kq4GjfL4xq8Wi/o5qemP/Lm3fflht2jQwISFQ+thsdk2dOlfvv/+9cnJy5e7moVxbjsJCy2vWG3fzdzHyoYAAAODffHy89OSTo/XEE/Pk411OjWr3lbu7lwzD0Pmkw/o9ao4aNqypYcO6mh0VwH+JOXFW1ex+UiGTG2ror22nT506TwEBFJEJE17XkiVr1bz+YNWv2VPeXoFKSY3VniPfa+zYV2QY0tixlBD4DwoIAAD+n6lTb1ZSUppef/0LHYxepfKBNZSVc0FJKafVrFkdrVr1MtNKgWIoOCRQiZZzhY4nKEuSVL58gKsiAaXajh2HtWjRz+oYMUH1avxnW/dygeHq0upeSRZNeWSObr65B6+byMOy8AAA/D8Wi0WvvjpRR48u1iNThqhrj4oaNryFVq9+RVFRcxUeHmZ2RAAFGH1rL+1WouKNzALH1ylWlSuUV5cuzVycDCidPvpotQL8glWnWpd8YxaLRc3q3aiExBStXBlpQjoUV8yAAACgALVrV9GLL04wOwbKqH37orVw4Y+KiTmn8uUDNGpUD/Xs2ZLFE//B2LF99dqMz/X2uT2aaGuk6pa/ZjpkG3b9qJParLOa/cyDcnd3MzkpUDpER59VUEANWa0F/0yVC6wqTw8vnThx1sXJUJxRQAAAABQTNptd9977lubPX6kgdy+FO/yUZM3RvHkr1aFdI61Y+bJCQ4PMjlksBQT46pd1MzWg3xN67sQ21bQGyt/hoWi3NGU4cvXsM2M1adJgs2MCpUb58gHKyj5S6HhWdppybTkqV87fhalQ3FFAAAAAFBOPP/6hPlqwSrepvrraqsjdYpVhM7RfyZq/44BuGPCkfo+cLauVu2gLUr9+NR04/Im++26zvvtuszIysnVjw+q6884BqlWrstnxgFJl5Mju+vTTNYpPOqqw4Lr5xg+fWC8PD3fdeGMnE9KhuLIYhmGYHaIksNvtioqKUkREqtyYuQcAAIpYQsIFhVcZoetzq+lGS6184weMJL2uKP3006vq27etCQkB4D/sdrtaRtytE9Ep6tLqAYUF15EkOQyHjp/arMhdH+n++wfr7bfvNzkprobdLkVFBSoiIkJuRfgGmBkQAAAAxcB3321Wrs2u61S1wPGGKq9w9wB9/vk6CggApnNzc9OPP72i/v2e0OpN0xVavoZ8vEKUcjFGaRcTNWZMH82ceY/ZMVHMUEAAAAAUA8nJafK2uivQ4VnguMViUbDNU0lJaS5OBgAFq1IlVDt2ztXKlZFatmyDkpMvqmbNzpowYYBat65vdjwUQxQQAAAAxUB4eJgy7Lk6rwxVsPjmG7cbDp12z1DXamwFC6D4cHd30+DBnTV4cGezo6AEYAUjAACAYuDGGzupXKCfVimmwPFInVOiLVN33HG9i5MBAFA0KCAAAACKAV9fb738yp36VWf0iXFQ8UamJCnDyNWPxkktsh7S6Jt7qlUrpjUDAEombsEAAAAoJu69d7AMQ3ry8Xn69WKcAty8lGHPlazSnXfdoLffvs/siAAAXDUKCAAAgGJk0qTBuv32vlq+/DfFxJxT+fIBGjasqypVCjY7GgAA14QCAgAAoJjx8/PRmDF9zI6RJy4uQT/+uE2Zmdlq3LiGundvIauVO3kBAFeGAgIAAAAFungxU/fe86Y+/3yd7A6H3CwW2Q1DdWtX0bwFj+q66yLMjggAKEEoIAAAAJCPzWbXDQOe1B+/79dIRx11VmX5GG46ogv69kS0+vWZqnUb3lDnzk3NjgoAKCGYOwcAAIB8vvlmkzZu2q0H7M3Ux1JNvhZ3WSwW1beU0yOOFgp3+OnRyR+YHRMAUIJQQAAAACCf+R+uVAO38mpoKZ9vzN1i1fWO6orcdkD7959wfTgAQIlEAQEAAIB8jh+NUy17QKHjtRUoSYqOPuuqSACAEo4CAgAAXDXDMGQYhtkx4ARB5f2UbMkudDxJWX+dF+TnqkgAgBKOAgIAAFwRwzC0YsXv6t37MXl59ZOnZz917vygli5dRxlRiowa3VM7LAm6YBRcQmzQaYVXDlGHDo1dnAwAUFJRQAAAikxycpo+/PAHPffcx5o9e7nOnUsyOxKKmGEYevzxD3XjjdO0JypFLRqMVMuGN+vEUbtGj35R48e/JofDYXZMFIEJE65XufL+etttj84bGXnHcw2HVhontFln9fhTt8jd3c3ElACAksRi8FHFZbHb7YqKilJERKrceJ0FgEsYhqGXXlqil176TDk5ufL1CVRm1kVZLNKkSTdq1qx7eZNSSixfvknDhj2rtk1vVaM6/S4ZO37qd23eOVcffPCw7r57kEkJUZSioo5qQL/HdfZ8shpYy8vP4a6j7qm6YMvWk0/eopdemiCLxWJ2TABAEbPbpaioQEVERMitCN8AuxfZMwEAyqwXX1yiZ55ZqCZ1B6pxnX7y8S6n7Jx0HT6xTrNnf6OsrBzNnfuI2TFRBN5882tVCmuQr3yQpNrVOunUue16681vNHHiDbwxLQUiIurqaPSnWrp0vVas+F0ZGdnq2riGJk68QY0a1TA7HgCghGEGxGViBgQAFCwx8YKqVh2letX7qlXjkfnGDxz/Wdv2LNHhw4tUr164CQlRVGw2uzw8+qh989vVoFavAs+JiftDG7fN1tmzX6lixWAXJwQAlGaGYSg5OU0Oh6GQkECKbidy1gwI1oAAAFyTZcs2yGazq1Gd/gWO169xnXy8/fXJJz+5OBmK2t+fWVithU+gtFo9JP1VVgAAUBQcDofmzftBTZtMUEjIEIWFDVXtWmM0a9Yy5eTkmh0PV4BbMAAA1yQ2NkH+vuXl4xVY4Libm6eCAiorNjbBxclQ1Dw83NWsaW2dPrdT9Wp0L/Cc2LM7VKVyqCpVYvYDXO/gwZOaN2+lDhyIkZ+ftwYP7qzhw7vL29vT7GgArpLD4dC4ca9qyZI1qla5lbq2HiCr1apTZ3do6tR5+vnn7Vqx4kV5enqYHRWXgRkQAIBrEhISqIzMVOXmZhY47jAcupiRoJCQggsKlCz3PzBEp85GKfbcrnxj55OOKPr077p30qAina4J/C9/787SqNE4LXjne51ZfVy7vtmt226boQZ1b9OBAzFmRwRwlT77bK0WL/5FXVrdo+vaPqRa4R1Uo0o7dWl1j3q2n6K1a3forbe+NjsmLhNrQFwm1oAAgIKdOnVeNWveolaNb1bjAm7DOHF6q3798z39+ecctW5d34SEKEo2m13Dhj2rlSu3qnZ4J9Wo0l4Wi1WnzmzXsdhf1aFDI/3886vy8fEyOyrKkDff/FKPPPKBRqiOequaPCx/fcZ2xkjXHPf9coR6at/BhQoK8jc56dWx2exaseJ3/fzzn8rNtSsioo7GjOmjcuVK5vcDXIl2bScp7pSHenV4rMDxzTvnKcdxWCdiPpXVyufrRYU1IAAAxVK1ahU0YcL12nlgmY7EbJTdYZP018yHmLht2rrnI11/fXvKh1LC3d1NX3/9nGbMmKBM+yGtjZypNVteU9LFHXrqqdGUD3C5nJxcvfLSZ+qmKrreUiOvfJCkyhY/PWhrpjPnkrR48S8mprx6+/ZFq36dMRo27Fn9sGCD1n/yux5+8D1VrTJCn3221ux4gFPZ7XZt+/OgqlVqXeg51Su30anYc4qLS3RhMlwt1oAAAFyz2bMfVFZWjhYvXqDdh79SoF9lXcyMV9rFRPXv315ffPG02RFRhDw83DV16s2aMmWETpw4K8OQatSoKA8Pfq2A623atEfnEy9okgouOUMs3mquEC39bJ3uv3+oi9Ndm3PnktTruinySrbrWbVVDVuAJCnFyNZXWcc0ZszLCgkJVL9+bU1OCjjXP03aNwyHJIkNMUoGflMAAFwzT08PLVr0pKZOvVmffPKTTp9OUGhoI40Z01tt2zZkm6xSys3NTXXqVDU7Bsq4lJSLkqRgeRd6TojhrbPJF10VqcjMmbNCF5Ivaoa9g4Is/1lIs5zFS3cYjZRozdb0Zz+mgECp5ebmpg4dmujk8W2Fbv988sw21axRWZUrh7g4Ha4GBQQAoMg0bVpLr79+j9kxAJQhNWtWkiRFK1XNVPAbkBNuF9WoTkNXxioSiz/+We3sFS4pH/5mtVjUy1FV72/dq+joM6pVq7IJCQHne+ihoRo9+kUdidmYbwem2LM7deJ0pF5//W7WfyghKCBQ6iUmXtCCBav16eJflJyUpmrVK+iOOwfollt6cZ8yAJRidrtdGzfuUmzsX7uw9O7dSl5ebMdY2rRqVU/Nm9TSqgMn1dhRXm6WS9+E7DOSdMyeoll3DTQp4dVLSLigViq8WKggH0lSfHwKBQRKrVGjemj9+ih9+OECnTzzh6pXbierxU2nzm3XqTM7NfjGTnrwwWFmx8RlooBAqbZ//wn17jFFCQmpam2Eqprhp1Nnz+uuyJl6/91v9fPa1xUSEmR2TABAEfvii/Wa+uhcnYw9n3cspFyAnnp6jCZPHs5tQaWIxWLRG2/fp/79pupt6x4NdtRUbQUqU3Zt1hktd4tWr24tdcMNHcyOesUqVwlR7JH0QsdP668xpp6jNLNYLJozZ7K6dWuut976Rlv+XCBJatSopt5/+kHdeedAubuzTWFJwTacl4ltOEuenJxcNag7Vva4DD1sb67ylv/Mdogx0vSm22516dNCK1e/YmJKAEBRW7z4Z40d+4paKUzXq7qqy1/nlaW1itUGnda0aWP0wgt3mB0TRezHH//QPXe9oZjY8/K0usnmcMhitejWW3vr/Q8ekp+fj9kRr9hrry3VtCcX6EVHO4VZLs1vMxx62W2HanetrbXr3zApIeB6WVk5cjgc8vUtfN0XXDtnbcNJAXGZKCBKnmXLNmjUqOf1vNop3JJ/n+wtxlnN034dOPCxGjasbkJCAEBRy8zMVpVKw9Uw1V93qXG+mQ7fG9H63nJCx6M/VY0alUxKCWex2+1as2aHDh06JV9fL11/fTtVrRpmdqyrlpycptYRE3UxLk232uqpqYJltVgUa1zUV9ZjOmi9oPUb31CnTk3NjgqglHFWAcFKHSi1Vq6MVE33oALLB0lqowrysrpp9eqtLk4GAHCWb77ZpJTUdA1WrQJvs+iravK2umvhwh9NSAdnc3NzU79+bfXgg8N0550DS3T5IEnlywdow6a3VLN5uN7SLk12/11T3SP1jP7QuWC7vv/hJcoHACUKa0Cg1MrKypGvo/C2zsNilafVXVlZuS5MBQBwpqNHT6u8h48q2nwLHPe2uKu6/HXkyGkXJwOuTvXqFbX1zw+0desB/fTTNuXm2hQRUVeDB3eWhwe/ygMoWfhbC6VW06a19P3XvynTYZOPJf//6jFGmtJs2WrSpIYJ6QAAzuDv76MMe65yDLs8LflLaMMwlGrJlb9/yVsPAGWXxWJRhw6N1aFDY7OjAMA14RYMlFp33NFfuYZD3yta/73Uic1w6BvrcVWtFKIBA0reqtgAgIINGdJZ2Q6bInWuwPEjuqA420XddFNXFycDAAAUECi1qlYN0+sz79ZPOqX3LHt1wEhSgpGp7cZ5vWaN0kFriuYvfIxtewCgFKlTp6pGDO+uL9yOaa+ReEkBfdJI0zz3A4poVke9e7c2MSUAAGUTt2CgVJs8eYTCwsrp+Wc/0evHo/KOd2jdSPNff1bdu7cwLxwAwCkWfPSYBsdP0xsbo1TTLVDhdj/FW7N0yEhWozrVtWLVy7Ja+QwGAABXYxvOy1QWt+HMzMzWL7/8qcTEVIWHh6lnz5ZFugWLKzkcDu3ceVTJyWkKDw9j200AKOXsdrt+/HGbPvpotU7FnFdoWJBuHdNbw4d3k5eXp9nxAAAo1py1DScFxGUqSwWEYRiaOfMLzXjpMyVfuJh3PLxKqF6fdY9uvrmniekAAAAAFBfJyWn6+OMf9dNPfyonx67Wrevq7rsHqW7dqmZHwzVwVgHBLRjI51//WqAZMz5TL4Wrp5ooTD46pYtaHRej0aNfVHZ2rm6/vZ/ZMQEAAACYaP36nRo8+BllZGSpUmgTubt5KXLLKs2a9aVee22iHn10lNkRUcwwA+IylZUZENHRZ1SnzhgNMWppkKXmJWOGYWi+9utgULpOn/lSPj5e5oQEAAAAYKpjx06rebO7VC6wrjpH3C0f7yBJks2eo92HvtXeIz9o6dKnNWpUD5OT4mo4awYEKzDhEh99tFq+Vnf1VbV8YxaLRTeqlpIvXNTy5b+ZkA4AAABAcTB79reSPNS9zUN55YMkubt5qmWjEQqv1EIvvfSZ+Lwb/x8FBC5x7FicqstfXpaCW66KFl+V8/DWsWNxLk4GAAAAoLhYunSjalTpJA/3/LOiLRaL6tXoqT17jvG+AZeggMAl/P19dMGSW2hTmW3YlWHPlb+/t4uTAQAAACgu0tLS5esdXOi4r3c5SVJqarqLEqEkoIDAJW66qZvibBd1RBcKHN+is8o1HBoypIuLkwEAAAAoLmrVqqzElKOFjscnHZObm1XVqlVwYSoUdxQQuESfPq0V0ayO5rkf0EkjLe+4YRjabSTqS7djGjmiu2rVqmxiSgAoOXJzbdqx47AiI/crKSnV7DgAABSJu+8eqJNntivpwsl8Yzm5GToY/aMGDeqosLByrg+HYotdMC5TWdkFQ5JOn45Xv95Tte9gjOq7lVeo3Uun3TMUY0tV716ttPzbF+Tv72N2TAAo1ux2u15//Qu9/dZynT2XKEny9PTQyJHX6dVX71KVKqEmJwQA4OplZGSpc6eHdOjQGbVoMFy1qnaU1eqhXQe/1qETa5Vry5IkNWtWRw88MFh33HF9ke6mAOdy1i4YFBCXqSwVEJKUk5Orb77ZpE+XrFFC/AVVr1lRd9xxvfr0aS2rlYkzAPBPHA6HxoyZoaVL16teje6qHd5ZHh4+On1utw6d+EnBwV6K3PouJQQAoERLSkrVxLve0PJvf5PD4cg7XjGkgWqFd5TF4qbYczsUezZKQ4d00RfLnpG7exl4M1UKUECYrKwVEACAq/ftt79p6NBn1K3NfapZtf0lY+mZifrpt+kaMqytFi9+0qSEAAAUnZiYs3r99S/03nvfqX3z29WgVq9Lxk+d2aGNf76jmTPv1uTJI0xKiSvhrAKCj7IBAChi77//vSqG1M1XPkiSn0+I6tfspy++WK/ExIIX/AUAoCSpUaOSdu+OVuWwBvnKB0mqVrmValbtoHfe+e6SmRIoeyggAAAoYlFRx1QprHmh41UrtlBurk2HDp1yYSoAAJzD4XBo8+a9qlYpf/H+txqV2+nEiTidPp3gwmQobiggAAAoYp6eHsq1ZRY6bvv3mKenh6siAQDgNIZhyDAMWSyFv720WN3yzkXZRQEBAEARGziwnU6e2SqHw1bg+LFTm1UhLFgtWtRxcTIAAIqem5ub2rRuoNhz2ws959SZP1WlcqiqVmUB5rKMAgIAgCJ2//1DlJmVoshdH+crIWLitunoyQ168KEh8vBwNykhAABF64EHh+j0uT2KPh2Zb+xswkEdj92sSffdyFacZRy/+QAAUMSaNauthQunavz413Q2ca9qVO4gD3cfnUnYrXMJRzRy5HV6/PHRZscEAKDI3Hprb/3005/67LMPdOrMNtWo0v6vbTjP7tCJ01vUrVszPfroSLNjwmRsw3mZ2IYTAHCl9uw5rnffXa6VK/9QdnauWrSorfvuu1FDhnSR1cokRABA6eJwODR37gq99dZyHT58UpJUtWoF3X//jZo8ebi8vDxNTojL5axtOCkgLhMFBAAAQMl3+PAp/frrbhmGofbtG6l5c9ZiAYqaYRg6fz5ZdrtDlSoFU7qXQM4qILgFAwAAAKVeXFyCxt/+qn5e89cieRZJhqTOHZto4SePq169cFPzAaWJxWJRxYrBZsdAMUQBAQAAgFItMfGCunV+SCmxKbpLjdVGYbLIoiglaPm2aHXt9KD+2P6BqlevaHZUACjVmAsDAACAUu2dd5Yr7lS8HrNFqKOlkjwsbnK3WNXGUkGP21oqOyVLL7/8mdkxAaDUo4AAAABAqTZvzgp1sFdUBYtPvrFAi6e62ypr8Sc/KzMz24R0KGvi41P08cc/6t13v9GqVZGy2exmRwJchlswAAAAUGplZ+fozPlkDVClQs+po0B9lxWt+PgUbsOA02Rn52jy5Pc1f/4q5eba5O7mIZs9V1WqhGn27Ps1dGhXsyMCTkcBAQBAGXHq1Hlt3LhLdrtDbdrUV5MmtcyOBDidp6eHvD09lJxT+OyGZP01FhDg66pYKGMMw9Do0S/p+++3qEWDYapbo7u8PQOUmHJCuw8v1003Pafly5/X4MGdzY4KOBW3YAAAUMolJl7Q8JueU82at+i222Zo3LhX1bTpBHXr9rAOHz5ldjzAqSwWi24a3k2b3c/JZjjyjTsMQ7+6nVHvnq1UvnyACQlRFvz6624tX75JnVverab1bpC351//r4WUq6nr2j6kqhWa66GH3pfDkf//UaA0oYAAAKAUS0vL0HXdp2j16ii1bTpWNw+Yo1tumK9ube7Tnl3n1bnzQzpx4qzZMQGnmvLoSCUrWx9a9uuikZt3PNOwaZEO6bgjVU88dYuJCVHaLViwSuWDKqtGlXb5xiwWq5rVv1ExMWe0YUOU68MBLkQBAQBAKTZnzvc6cPCkend4Qg1q9ZSnh6/c3TxVs2p79e00TVmZVk2fvsjsmIBTtWxZT8u+elZ7PVM0xfq73jZ2611jtx51+12/u53VggWPqlevVmbHRCl29OgZlQ+oJYvFUuB4SLnakqQTJ865MhbgchQQAACUYnPnrlKNKu1ULjA835i3V6DqVe+lzz9fp7S0DBPSAa4zeHBnxZz8XNNfHK9K/WoptHcNPfavWxR94nONH3+92fFQygUH+yszO7nQ8YysJElSUJCfqyIBpmARSgAASrHo6Di1bdq70PEKwfW080CO4uIS1KBBdRcmA1yvQoXyevLJW/Tkk9xuAdcaOfI6rVz5ilLSTqtcQNV844ei18nPz0f9+rU1IR3gOsyAAACgFPPz81Fmdkqh4xn/HmP1fwBwnpEjr1OtWlX0659vKfnCybzjDoddh6LXaf+x1XrkkeHy9/cxMSXgfMyAAACgFBs+vKu++nKTmtUbJDc3j0vGDMPQsZMb1K5tI1WpEmpSQgAo/by9PbVmzWvq2/cJrdgwTRVC6sjLo5yS047rYnqyJk68Qc8+O9bsmIDTMQMCAIBSbPLk4crOSdVvOz5Qdk563nGbPUfb9y9V3Pn9evKp0SYmBICyoXbtKtq/f4GWLn1a3XuGq3ELq24f1007d36ouXMfkZubm9kRAaezGIZhmB2iJLDb7YqKilJERKr4uwEAUJKsWPG7Ro58QXabocphzWS1euhc4l5lZafrjTfu1cMPDzc7IgAAKEbsdikqKlARERFFWo5xCwYAAKXcoEGdFB39qebPX6m1a6Nks2Xoppuv1913D1K9evl3xwAAAHAGZkBcJmZAAAAAAADKAmfNgGANCAAAAAAA4HQUEAAAAAAAwOkoIAAAAAAAgNNRQAAAAAAAAKcr0QXEp59+qp49e6pZs2YaMWKEdu/e/Y/nr169Wv3791ezZs00aNAgbdy40UVJAQAAAAAo20psAbFq1SrNmDFD9913n5YvX66GDRtqwoQJSkxMLPD8HTt2aMqUKRo+fLi+/fZb9erVS/fdd58OHz7s4uQAAACXJz09UwcOxOj48TixcRkAFD/Z2TmKi0vQxYuZZkcpEUpsAbFw4UKNHDlSN910k+rWravp06fL29tbX3/9dYHnL1q0SF27dtWdd96pOnXq6OGHH1bjxo21ZMkSFycHAAD4Z/HxKbrvvrdVMewmNW48XnXqjFHD+rfrww9/oIgAgGLgxImzmjhxlsqXH6yqVUcqKGiQbhw0TVu27DM7WrHmbnaAq5GTk6N9+/bp7rvvzjtmtVrVqVMn7dy5s8DHREVFady4cZcc69Kli9asWePMqAAAAFfk3Lkkden4oM6dSlRPW2U1UbAyZNOWY2d1991vaM+eaL3zzv2yWCxmRwWAMmn//hPq2nWycrIsql99gELK1dTFjERt/m2dunZ9WMuWPa1hw7qZHbNYKpEFRHJysux2u0JCQi45HhISouPHjxf4mISEBIWGhuY7PyEhwWk5AQAArtRjj85V/KlE/cvWShUsPnnHIxSqhorV7NnLNXhwJ/Xu3drElABQNhmGoVtGvyw5AjSg+5Py9gzIG6tf8zr9tmOOxoyZodjYCAUHB5qYtHgqsbdgAAAAlDaJiRf0xdL16msLv6R8+Nt1qqpw9wC9/953JqQDAGzZsk+7dh9Vy0Y3X1I+SJLV6q62zcYqJ8emTz75yaSExVuJLCDKly8vNze3fAtOJiYm5pvl8LfQ0NB8sx3+6XwAAABX27v3hHJsNkWo4N9PLBaLWtiCtW3rQRcnAwBI0pYt++Xp4aUqYU0LHPfxClSF4Pr6/XfWgihIiSwgPD091aRJE23ZsiXvmMPh0JYtW9SyZcsCHxMREaHIyMhLjv3++++KiIhwZlQAAIDL5ub2169muXIUek6uHHJ3d3NVJADA/2OxWGRI+qflgA0ZrNNTiBJZQEjS+PHjtWzZMi1fvlzHjh3Tc889p8zMTA0bNkySNHXqVM2aNSvv/LFjx2rTpk366KOPdOzYMb377rvau3evxowZY9a3AABAqZWTk6s//jig337bo4SEC2bHKTFataqnoABfRepcgeN2w6E/3RPUqy/rPwCAGbp2babc3GydPrerwPGMzGSdTzysbt2auzhZyVAiF6GUpAEDBigpKUnvvPOO4uPj1ahRI82fPz/vloozZ87Iav1Pv9KqVSvNnDlTb731lt544w3VrFlT7733nurXr2/WtwAAQKljs9k1Y8Zneuft5UpITJEkubu7a8SI7nr99YmqWjXM3IDFnK+vtybeM0hvz/pKzRwhamQpnzfmMAx9riNKsWfpgQeGmpgSAMqutm0bqm2bhtp54HOFlKslX+9yeWN2e4627l4oX19v3XZbH/NCFmMWg82kL4vdbldUVJQiIlLlxqxHAADycTgcGjXqBX3zzW+qV6OHaod3loe7l+LO79HB6NUqH+ylLZHvUEL8D1lZORo08CmtXbdDLayhauworwzZtNX9vM7aMzR37mTdddcNZscEgDLr2LHT6tplspJTMlW7alcFl6up9IwEHY/dqKycC/r22+fVv387s2NeE7tdiooKVEREhNyK8A0wBcRlooAAAJQmSUmp+vjjn7R+fZQcDoc6dGisCROuV5UqV78481dfbdSIEdN1XbuHVL3ypbcIpGcm6qffpmvIsLZavPjJa41f6uXm/rWC+gezv9Pe/Sfk6eGugYM66uGHb1KHDo3NjgcAZd6ZM4l6440vNX/+aqWkpMnT00MjR16nRx8dqRYt6pgd75pRQJiMAgIAUFqsWhWpkSNeUFZ2riqGNJLVYtW5pIMyDLvmz5+i22/vd1XP27PnFB3Ym66+naYVOL73yErtPfqNzpz5kr3RAQClgmEYSk/Pko+PZ5G+UTebswqIErsGBAAAuHJ79hzX0KHPqlJIU7VvMUE+Xn8VATm5Gdq+73ONH/+awsPD1KtXqyt+7l27jqt6hd6Fjlet0Ew79n+hw4dj+RQfAFAqWCwW+fv7mB2jxCixu2AAAIArN3PmMnl7lVPX1vfnlQ+S5Onhqw4txissuJZefvmzq3puLy8P5doyCx3P+feYl5fHVT0/AAAo2SggAAD4L7m5Nn311UaNHTtDw4c/p2nTFujEibNmx7pmhmHoyy83qnbVrnJzy18CWCxW1anWQ+vW7VBSUuoVP/+AAe108kykHA5bgePHT21WpYohatas9hU/NwAAKPkoIAAA+H+OHIlVgwbjNGLEdK1eeVhbNiVp1szlql37Vj3//CKV5KWTbDa7MjOz5esdXOg5fj4hkqTU1Iwrfv4HHxyqjKwURe5amK+EiI6N1NGTv+rhycPk7l567pEFAACXjzUgAAD4t7S0DPXq+ZguprnphuteUHBQDUlSri1b+46u1LPPfqwKFcrpnntuNDnp1fHwcFelSqFKSDmuujW6FXhOQvJxeXt7qUKFclf8/M2b19HHHz+uceNe1dmEPapWub083H10NmG3zice16239tajj468xu8CAACUVMyAAADg3xYt+lmn4+J1XdspeeWDJHm4eymi4TDVqdZZzz+/RDab3cSU12bixAE6Efe70tLj841l5aTp6Kl1uuWWnvL19b6q5x8zpo+iouZpzNiuSsuO0tnkXxXROkTfffeCFi9+slStEA4AAK4M23BeJrbhBIDSr3OnB3XqhId6tJtc4HhC8nGt+vU5bdjwprp3b+HacEUkMfGC2ra5TwkJ2YpoMFLVK7eRxeqm02ejtOvQl7K4X9S2be+rVq3KZkcFAAAmYRtOAACcLDExTX4+DQod9/cNlSQlJ6e5KlKRCwkJ0q+b3tTtt7+qdes+kNVqlcVikd1uV5vWDbVo8YuUDwAAwCkoIAAA+LcaNSto986YQscTL5yQJFWrVsFFiZwjPDxMa9fO1IEDMdq4cZccDkPt2jVUmzaFly8AAADXigICAIB/mzDheo0a9bzOJR5SxZBL34w7DIf2H12pJk1qq1WreiYlLFqNGtVQo0Y1/veJAAAARYBFKAEA+LehQ7uoU6em2rjtTR2J2SCbLVuSlHThpDZue1vnEg9p1qy7ZbFYTE4KAABQ8jADAgCAf/PwcNfq1TM0fvzrWr58of7Ys0ieHl7KzEpXpYohWr58uvr1a2t2TAAAgBKJAgIAgP8nMNBPX3/9nI4fj9MPP0QqMzNbDRtW14AB7eXhwcsmAADA1eI3KQAAClC7dhU9+OAws2MAAACUGqwBAQAAAAAAnI4CAgAAAAAAOB0FBAAAAAAAcDoKCAAAAAAA4HQUEAAAAAAAwOkoIAAAAAAAgNNRQAAAAAAAAKejgAAAAAAAAE5HAQEAAAAAAJyOAgIAAAAAADidu9kBAAAAAAC4FnFxCfr00zWKi0tUaGiQbr65h+rUqWp2LPwXCggAAAAAQInkcDj0xBPz9MYbX8pqcVeAf6jSM5L19NMLNXZsX82dO1leXp5mx8S/UUAAAAAAAEqkp56ar5kzl6lFg5vUsHZveXr4ymbL1tFTm/Tpp58rN9emTz/9l9kx8W+sAQEAAAAAKHHOn0/WrFlfqXn9IWre4EZ5evhKktzdvdSwVm+1bTpWn322Vvv2RZucFH+jgAAAlBoXL2bqgw++U6eOD6hunbHq1u1hLVy4WllZOWZHAwAAReyLL9bLMKQGtXsXOF67Wmf5+QZq8eJfXJwMhaGAAACUCjExZ9W8+V26//53FRvjKS9LMx0/bGjChJlq126Szp9PNjsiAAAoQufOJcvft5y8PQMKHHezuivAt6LOnElycTIUhjUgAAAlnsPh0KAbpikpIVc39nhFgf6V8saSLpzU+j9mauTIF7RhwxsmpgQAAEUpLKyc0jMvKCc3XZ4efvnGHQ6b0jLOq2LFViakQ0GYAQEAKPHWrt2hPXuPq0OLiZeUD5IUHFRdbZuM1caNUdqx47BJCQEAQFEbNaqHDMOhQ9HrChyPPr1V6RkXNGZMwbdowPUoIAAAJd6KFVtULrCiKgTXL3A8vFJL+Xj764cfIl2cDAAAOEulSsF64IEh2nXoa+07ulq5tmxJkt2eqyMxG/XH7oUaPry7mjevY3JS/I1bMAAAJV5mZrY8PfxksVgKHLda3eTp6aPMzGwXJwMAAM40c+Y9stkceu+9pdp75FsF+lfQxYxEZWZd1KhRPbRw4VSzI+L/oYAAAJR4jRrV0MKFPysrO03eXvkXokpLP6cLqfFq1KiGCekAAICzuLm56d13H9CUKSO0ZMkvOn06QaGhQbrlll687hdDFsMwDLNDlAR2u11RUVGKiEiVm5vZaQAA/19CwgVVrTpStap2V7tmt10yE8IwHPptxxwlpe3VmTNfysfHy8SkAAAAxZ/dLkVFBSoiIkJuRfgGmBkQAIASLzQ0SG++OUn33fe2MrOS1bB2PwX6V1JKaqz2H1ulM/H79OmnT1E+AAAAmIgCAgBQKkyaNFjly/tr2rSP9fPml/OON25UU3Pmv6BBgzqZmA4AAAAUEACAUmP06F4aNaqHtm07pPj4FFWpEqKWLesVujglAAAAXIcCAgBQqlitVrVv38jsGAAAAPgvVrMDAAAAAACA0o8CAgAAAAAAOB0FBAAAAAAAcDoKCAAAAAAA4HQUEAAAAAAAwOkoIAAAAAAAgNNRQAAAADjJli37dPPNLygkeKiCgm5Ur16PavnyTTIMw+xoAAC4HAUEAACAE7z11lfq1OkB/bT6gMIr9FCdqtdr3+5UDRv2rMaPf00Oh8PsiAAAuJS72QEAAABKm02bdmvy5PfVpO4AtWo8UhbLX5/5NKs/SMdP/a5Fi+aqVat6evDBYSYnBa6czWbX999v1ocfrtLRo3EKCvLTzTd31x13XK+QkCCz4wEoxpgBAQAAUMTefvsbBZerqlaNR+WVD3+rXa2TaoV31JtvfsMsCJQ4GRlZ6tfvcd1003OK2p4sLzVV0rlyeuqphWrYcLyioo6aHRFAMcYMCAAAgCL244/bVL/6QFkslgLHa1XtpLWRv+v48TOqW7eqi9MBV++BB97Vpk371LvjVFWp0DTveGZWijZse1P9+z+hY8cWy8/Px8SUAIorZkAAAAAUMZvNLnc3r0LH3d3/GsvNtbkqEnDNzp1L0qJFv6hF/WGXlA+S5ONdTl1a3a/z55P12WdrTUoIoLijgAAAAChiES3qKi5+d6Hjp8/tUkCAn2rWrOTCVMC1+emnP2Wz2VSnercCxwP8wlQ5rJG+++53FycDUFJwCwYAAEARm3Tfjbr99lcUe3anwiu1vGQsJe20jp5cp7vv6S8fn8JnSQDFTWZmtiwWizw9fAs9x8PdXxkZOS5MdWUuXszUV19t1PHjZxQU5KehQ7uodu0qZscCygwKCAAAgCJ26629tPyb3/T9indUt3p31araQW5unoo9u1NHTq5R7doV9Oyzt5sdE2VAbGy8vv76VyUnp6lGjYoaPry7AgIKLxD+SaNG1WUYhs4lHlSl0Eb5xu0OmxJSDmtQk+uuMbVzzJnzvR577EOlp2fJ36+csrLT9dhjczVqVE/Nn/8I61YALmAxDMMwO0RJYLfbFRUVpYiIVLm5mZ0GAAAUd7m5Nr366uea/e53Onc+SZLk6+ujceP66sUX71D58gEmJ0Rplp2do/vue0cff/yjLBY3+Xj562JGinx8vPXyy3fooYduuuLnNAxDDRuOV2qSj3p1mCo3N49LxvcdXa3t+z7Xnj0L1LRpraL6VorERx+t1oQJr6tejevUrP6N8vcNlc2WreOxv2vH/s/Uo2cLrV49o9CFY4Gyxm6XoqICFRERIbcifANMAXGZKCAAAMDVyM216cCBGNlsdtWvX03+/nzKCucbOfJ5LV++WS0bjlLd6l3l4eGj9Mwk7T3ygw5Fr9E779yvBx4YdsXP++uvu9Snz1QF+VdTk7qDFFq+jjKzknXoxDodjdmoRx8dqddfv8cJ39HVy8nJVdWqoxTo00SdW07MVzKcOrND6/94S+vWzVKPHi0LeRagbHFWAcEtGAAAAE7k4eGu5s3rmB0DZci2bQf15Zcb1KXVPapdrVPecT+fYLVvPlaGYde0aR9rwoQB8vX1vqLn7tathdatm6Upj8zRhj/ezjteqWKI3nxz0lXNrHC2n37apoSEFHXqUfDWuOGVWqp8UBUtXPgjBQTgZBQQAAAAQCny8cc/KdA/VDXDOxQ43qTuDTq8Zr2++26zRo/udcXP37lzU0Vuna19+6IVHX1WAQG+6tSpiTw8iudbi9OnE2SxWBQUULXAcYvFoiD/ajp1KsHFyYCyp3j+LQEAAADgqsTGxivAr6qsFmuB4wF+YfLy8tHp09f2hrtJk1pq0qR4rfVQkJCQQBmGofTMBPn7hhV4TnrmeVWoUMPFyYCyp+C/lQAAAACUSCEhgcrIildhS71lZl1QTk6WQkICXZzMHAMGtJe/v68OHP+5wPHzSUcUnxStW2658tkgAK4MBQQAAABQitxySy8lX4jTmfh9BY4fil4jLy9PDRnSxcXJzOHn56MnnrhZB479pD2HVyjXli3pr1094s7v1abt76hly/oaOLDgW1YAFB1uwQAAAABKkZ49W6pTp6bavON9dYy4W1UrNJPFYpXdnqPDJ9Zrz5EVmjp1ZJnaCvapp25VamqGXn/9Cx04vlLlA6spIztZF1LPq327xvp+xQtyd2erO8DZ2IbzMrENJwAAAEqKpKRUDRnyjDZt2q2ggDD5eoco5WKsMjMvatKkwXrnnfuLdGu9kiI6+owWLvxR0dFnFBjopxEjuqt79xYF7o4BlGXO2oaTAuIyUUAAAACgJDEMQ5s379XSpeuUnHxRNWpU1Pjx/VWvXrjZ0QAUc84qILgFAwAAACiFLBaLunRppi5dmpkdBQAksQglAAAAAABwAQoIAAAAAADgdNyCAQAAAAClSFpahpYs+UWfLlmnhIRUVaseqgkTrtdNN3WThwdvAWEe/u8D4DTR0Wc0b95K7dt3Ql5eHho4sINGjrxOPj5eZkcDAAAolY4dO62ePR9TbOx5Va3YQv4+DbRv10mNHv2i2rdvrB9/fEXlyvmbHRNlFLtgXCZ2wQCuzMsvf6pp0z6Sr9VDdewByrTadcSRoioVg7Xqp1fVokUdsyMCAACUKjabXY0b36H4c7nq0W6KAvwq5o3FJx3R+m1vqE+fFvr++xdNTImSgF0wAJQYH320Wv/61wLdoJoaaK8hL4ubZEjnlKG5CfvVp+ej2n/oY4WGBpkdFQAAoNRYuTJSR46c0oBuz11SPkhSWHA9tW50i1asmKfDh0+pfv1qJqVEWcYilACKlMPh0AvTF6mdpYKGWWr/VT78W0WLrx6yN9eFlIuaP3+liSkBAABKn++//10h5asptHztAsdrVm0vD3dP/fBDpIuTAX+hgABQpLZvP6wTJ8+ph1G1wPEgi6daO0L1+ZK1Lk4GAABQumVkZMnTo/D1HdzcPOXp6a2MjCwXpgL+gwICQJFKSbkoSQqRd6HnBMtbyclprooEAABQJjRsWF2JKdHKzc0scDwlNVbpGalq2LC6i5MBf6GAAFCkatT4637DEyq8YIixXlSt2pVdFQkAAKBMmDBhgOz2HO058kO+MYfhUNShrxUWVl433tjJhHQABQSAIla/fjV17thEP1pPyWY48o0fN1K115GoOycONCEdAABA6RUeHqYXXrhDe4+s0G/b5yg+6ZiyslMVd36v1m55TbFnd2rOnIfk6elhdlSUUeyCAaDIvTbzbvXo/oje1C4NddRWHQUqRw5F6qy+cotW+1YNNXLkdWbHBAAAKHWefPIWhYYGavr0JVq96fe8440b19KCT17S9de3NzEdyjqLYRiG2SFKArvdrqioKEVEpKoIt0EFSq3163dqwrjXFH3ynLys7rIZDjlkaNjQLpq/4DGVK1f4AkkAAAC4Nna7XZs371VSUprCw8PUunV9WSwWs2OhhLDbpaioQEVERMitCN8AMwMCgFP06NFSR6M/1Zo127V/f4y8vDzUv3871arF2g8AAOBShmEoOvqM0tOzVL16BQUF8UHFtXJzc1O3bi3MjgFcggICgNNYrVb17dtWffu2NTsKAAAoppYs+UUzZizV/v3RkiRPTw+NGnWdXnhhvGrUqGRyOgBFiUUoAQAAAJhi+vRPdNttM5SWXE492j2s67s+o6Z1h2n5N9vVtu19OnbstNkRARQhCggAAAAALrdr1zE999wnimh4k3q0m6xqlVspLLiumtYbqOu7Pq+cLE/dffdbZscEUIQoIAAAAAC43AcffC9/v/JqWu+GfGM+XoFqWnew1q7driNHYk1IB8AZKCAAAAAAuNwffxxSpZBmsloLXmE/vFJLSdLOnUddGQuAE1FAAAAAAHA5Dw932ew5hY7b/z3m4VF0WwACMBcFBAAAAMqM1NR0vf3212rV6h6FV71ZbdtM0vvvf6eLFzPNjlbm9OvXWnHxUcrNLfi//fHY3+Xh4a4uXZq5OBkAZ6GAAAAAQJlw4sRZtWg+UY88MkfJ54MU7N9B58/46YEH3lWrVvfo9Ol4syOWKRMn3iCLxaEtuxbI7rBdMpaQfFz7jn6vW2/trbCwcuYEBFDkLIZhGGaHKAnsdruioqIUEZEqN2aBAQAAlCgOh0MRLSbqZMxF9Ww/VQF+FfLGLqSd0bo/XlOjRhUUuXW2LBaLiUnLlm+//U0jRz4vb89A1azSWd5egTqfdEinzu5QmzYN9Msvrykw0M/smECZY7dLUVGBioiIkFsRvgFmBgQAAABKvXXrdmrP3uNq3/zOS8oHSQoKqKy2Tcfpj20HtHXrAZMSlk1DhnTRjh1zNWp0R51O+FV7jn6lgOAkvfvuA9qw4Q3KB6CUcTc7AAAAAOBsK1dGKiggTBVDGhQ4XrVCM/n5BumHH7aoQ4fGLk5XtjVtWkvz5k3RvHlTzI4CwMmYAQEAAIBSLzs7V54evoXeXmGxWOXp4aPs7FwXJwOAsoMCAgAAAKVekyY1lZgSq4yslALH09LPKyX1nJo0qenSXABQllBAAAAAoNQbM6a3vL08FHXgS/33GuyG4VDUwa8UEOCnkSOvMycgAJQBrAEBAABMYbfb9fPPf2r//hj5+HhpwID2qlmzktmxUEoFBfnrvfcf1PjxrykzO0UNa/VToH9lXUg7rQPHf9TZhAP6/PNp8vX1NjsqAJRaFBAAAMDlfvppm+668w2dij0nT09v2Wy5uv/+dzT8pu6av2AKK9/DKcaN669y5fz1r38t1NrImXnHWzSvqwWfvKzrr29vYjoAKP0sxn/PQUOB7Ha7oqKiFBGRqiLcBhUAUEoYhqHNm/fq88/XKTExVeHhoRo3rr+aNq1ldrRiZ8OGKPXu/ZgqhTZSiwbDFVq+tnJt2YqO/V1RB79Qy1a1tHHjm/Lw4HMSOIdhGNq9+7jOn09W5cohatKkZqGLUwJAWWS3S1FRgYqIiJBbEb4BpoC4TBQQAIDCpKRc1NChz2rDhp0KCqwgP+9QXbh4WukZF3T77f00b94U3kz/P61b3aPTp6Q+HZ+Q1Xrpf5fziYf1428v6vPPp+nmm3ualBAAgLLNWQUEvw0BAHANDMPQsGHPKjLysHq2n6yqFVvIYrHK4bDp6MlNWrJkkfz9fTR79oNmRy0W9uw5rh07D6tHu4fzlQ+SVCGkviqHNdS8easoIJzoxImzWrZsQ95sndGjeyk0NMjsWACAUo5dMAAAuAabN+/V+vU71bHFRIVXaimL5a+XVqvVXfVr9lCLBsM1d+4POns2yeSkxUNMzDlJUki5wm9NKR9YSyeiz7kqUpmSnZ2j8eNfU+3at+rpaZ/owznrNHnyHFWtOlLPPfdxvt0hAAAoSsyAAADgGnz++ToFBYQpvGKLAsfr17xOuw59ra++2qj77x/q4nTFT/nyAZKk9MxE+fqUL/Cc9MwEhVYOcGWsMmPcuNf01Veb1LbpGNWp3k0e7l7Kyk7TgWM/avr0RXJ3d9O0abeZHRMAUEoxAwIAgGuQlJQqX5/QvJkP/83Tw08+3v5KSkpzcbLiqUOHRqpatYIORa8pcDw9M0mx53bo1lt7uDhZ6bdr1zEtXbpO7ZuNU8PafeTh7iVJ8vYKUMvGI9Sk7kC9/NJnSkm5aHJSAEBpRQEBAMA1CA8PU+rF07I7bAWOp2cmKT3jgsLDw1ycrHhyc3PT00/fquOxvyvq4Dey2bLzxlJST2vDH7MUFlpO48b1NzFl6bRo0c/y9yunWuGdChxvXKefsnNy9dVXG12cDABQVnALBgAA12DcuH6aOXOZjp38VfVr5l80cf/RVfLx8dbw4d1MSFc8TZx4g86dS9Zzz32iwyd+UWi5usqxXdT5xGOqFl5Rq398Le9WDRSduLgEBfhVltVa8GrmPt7l5OsTqLi4RBcnAwCUFRQQAABcgyZNamn8+P765JPFysnNUL0aPeTl6af0zCTtP7pKB47/rNdfv1uBgX5mRy02LBaLnnlmrMaM6a3581dp//4Y+fgEa9Cgm3XTTV3l5eVpdsRSKSysnNIz9shhOGQt4JahrJw0ZWalKSyM3TAAAM5BAQEAwDWaO/cR+fv76IMPvtGuQ1/L28tfGZmp8vHx1uuv360pU0aaHbFYql27il5++U6zY5QZt97aW+++u1ynzmxXjSpt840fjl4nq9Wi4cO7m5AOAFAWUEAAAHCNPDzc9c47D+hf/7pVX3+9SYmJqQoPD9Xw4d0VEOBrdjxAktSuXUP1799e69fNl8Owq0bltrJa3WSzZetwzHrtPrxckycPV1hYObOjAgBKKQoIAACKgM1m159/HpYk1alTRQMHtqd8QLFisVj05ZfPaPTol/TDD+9rh285+fmGKDXtrLJzMnTvvTfq1VfvMjsmAKAUo4AAAOAaff75Wj0yeY7OnkuU1WqVw+GQj4+3Hn54mF54Ybzc3Ape9A9wNX9/H61Y8aJ27jyizz9fp8TEVFWr1lljx/ZV7dpVzI4HACjlKCAAALgGn322Vrfe+pJqVGmrG657WOUDqyszK0WHotfolVeWKiHhgj78cIrZMYFLtGxZTy1b1jM7BgCgjMm/BDIAALgsOTm5evih91Wzant1a3O/goNqyGKxyNenvFo2HqF2zW7TvHkrtWfPcbOjwmSGYchms5sdAwAAU1FAAABwlVaujFR8QrKa1x8si8WSb7xeje7y9yun+fNXFdnXtNns2rnziCIj9yspKbXInhdXxzAMrVu3QyNGTFed2repUcPxmjLlAx09elqStH//CU2Y8Lr8/W+Qh0cfVao0Qk8//ZHi41PMDQ4AgAm4BQMAgKt0/PgZeXp6q1xgeIHjVqu7yvnXVHT0mWv+Wna7XbNmfam33vxGZ84mSPpr942RI6/Tq6/epapVw675a+DKGIahSZPe1pw53yu4XFVVCmmm3KxsffD+ar377nI9/vjNmjnzS3m4+6tutX7y9wlV4oUTev21r7Xok1+06be3VL16RbO/DQAAXIYCAgCAqxQU5Kfc3Gxl51yUl6d/gedk5SQrMDD0mr6OYRgaP/41LVmyVnWqd1W/Ll3k6e6juPi9+m75j9q4Ybcit75LCeFi77zzjebM+V4dWoxXvRrX5c2Csdlv1Zao+XrxxU9VMaSeenWcKnc3T0lSXXVTk7oDtDZyhm69dYY2bXrLxO8AAADX4hYMAACu0qBBHeXm5qYjMRsLHI9POqaE5BiNGNH9mr7OypWRWrz4F3VuNVGdIiaoYkgDlQ+qriZ1B6hfl+eUkpKrRx+de01fA1fGbrdr5syvVKdaZ9Wv2eOSW3Dc3TzVqeVEeXn6y88nLK98+Ju/b6giGt6s337brXvueUMHDsS4Oj4AAKaggAAA4CpVrBisO+8coF2HvlZ07BYZhiNvLDElWr/tnK0mjWtp4MAO1/R13nvve4UF11Lt8E75xvx8gtWw1vX66qtfWVfAhfbtO6HY2HOqU61rgeNuVnfVqd5FZxP2FzherVJLWa3u+mjBz2rceLyGD5+u9PRMZ0YGAMB03IIBAMA1ePvt+5SQcEFfffWBdh/5RuX8aygzO1HnE4+pUcOa+vGnV+Tu7nZNXyMq6pgqheYvH/5WpUIz/bn3Mx04EKOwsHLX9LVweTIzcyRJnoXceiNJXh7+sjtyCxyzWKyyWqxqVn+ofLwCteL7RRo58gX98MNLBS5oCgBAaUABAQDANfD09NCyZc8oMnK/FixYrePHzyokpKpGjRqjwYM7y8Pj2l9qPT3dZbNlFzr+95inp8c1fy1cnrp1q8jd3V1n4/cpOKh6gefEnd+jAL+CF5mMi98rmz1HFULqq0JwPbm7e2nVqtnauvWAOnRo7MzoAACYhgICAIBrZLFY1LFjE3Xs2MQpzz9wYDst+uRXtWoySm7W/C/dx09tVkhIkFq2rOuUr4/8QkKCNGJEd/3w/U+qFd5RPt7lLhk/fX63ziUeVIXgenIYDlkt/7nrNTsnXTv2LVP5oOoKK//XNateuY2CAsK0aNHPFBAAgFKLNSAAACjm7rtvsLKy0xS5a6EcDtslYyfPbNfhmHW6//7B8vLyLOQZ4AyvvHKn/Pwt+mnz8zoUvU4XMxKUkhqrHfuXaeO2t9WiRV3FJx/VT79N15GYjYo7v1d7Dq/Qig3/Unpmorq0ujvvdguLxSp/38o6ezbJ5O8KAADnYQYEAADFXJMmtfTJJ4/r9ttf1bnEfapeub083X11NnGPzsYf1rBhXTVt2m1mxyxzqlevqC2R7+rhh97Tih8WaevuvxYhDQjw0+TJw/TCC+O1Zct+vfTSZ1qzZoEkyc3qoZpVO6hZ/RsV6P+f2zMMw6GLGWdUsWINU74XAABcwWIYhmF2iJLAbrcrKipKERGpcru2tcQAALgqe/Yc1+zZ32rFikhlZ+eqefPamjRpkIYN6yo3XpxMFRsbr717o+Xp6a727RvJz8/nkvETJ86oYYPxqh3eQ22b3Zrv8TFx27Rx27vavPkdderU1FWxAQAokN0uRUUFKiIiokh/x6CAuEwUEAAA4FpMn/6JnnvuE0U0HKaGtfvK08NXdodNMae36o+9n6hnzxZatepldsEoI2w2u37/fa+SktJUrVoFtWpVj2sPoNhwVgHBLRgAAAAu8MwzY5WdnavXXvtC+46tVFBARaVnJCkz66IGD+6iJUue5A1oGWAYhj788Ac9//wSxcXF5x1v3LiWZs26W/37tzMxHQA4FzMgLhMzIAAAQFGIi0vQ4sW/6OTJ8woODtCoUT3UtGkts2PBRV58cbGefnqhalfrrIa1+sjfN1RJF2K07+hKnUs8qK+/fk5DhnQxOyaAMo5bMExGAQEAAIBrERNzVrVrj1GTujeoZaPhl4w5DIc2bntbOfYYnYpdKg8PJioDMI+zCgi24QQAAABcYMGC1fLw8FLTejfkG7NarIpocJPOnU/SDz9sMSEdADgfBQQAAADgAgcPnlRIUG15uHsXOF4+qLp8fQJ08OApFycDANeggAAAAABcwNfXWzm5Fwsdt9lzlJObJR8fTxemAgDXoYAAAAAAXODGGzsqITlGiSknChw/ERspmy1XgwZ1dG0wAHARCggAAADABW68sbPq1AnX71EfKC39/CVj5xMPa8eBzzVkSFfVqVPVpIQA4FwsrwsAAAC4gLu7m1avflm9ez2m79ZNVdWKLeTvE6bktBidjT+kDh2a6OOPHzM7JgA4DTMgAAAAABepVy9ce/ct0OzZD6hazVw53A+pWUSgvvjiGf3665sKCvI3OyIAOI3FMAzD7BAlgd1uV1RUlCIiUlWE26ACAAAAAFCs2O1SVFSgIiIi5FaEb4C5BQMAAJQox4/H6ZNPftapU+cVHByg0aN7qXXr+mbHAgAA/wMFBAAAKBHsdrsefvh9vffet/Ly9FVQQCWlZyZq1qwvdf317fXFF08rIMDX7JgAAKAQFBAAAKBEeOKJeXrvve/Uuslo1a/RQ+7uXnI47Dp5ZrvWrV2gm256Tj/99KosFovZUQEAQAFYhBIAABR7CQkX9Pbb36h5gyFqXKe/3N29JElWq5tqVm2njhET9csvfyoycr/JSQEAQGEoIAAAQLH39de/ym431KBmrwLHq1VqqaCAMC1ZssbFyQAAwOWigAAAAMVeQsIF+Xj7ydsroMBxi8UqP58Kio9PcW0wAABw2SggAABAsVe5cogyMtOUkZlc4LjDYVdqepyqVAlxcTIAAHC5SmQBkZKSoilTpqhVq1Zq06aNnnrqKaWnp//jY2677TY1aNDgkn+eeeYZFyUGAADX4qabusrby1P7j/1Y4Hh07BZdTE/WuHH9XZwMAABcrhK5C8ajjz6q+Ph4LVy4ULm5uXrqqaf0zDPPaNasWf/4uJEjR+rBBx/M+7OPj4+zowIAgCIQFOSvaU+P0b/+tUBWq5sa1+kvb69A5dqydezkJu048LlGjrxOERF1zY4KAAAKUeIKiGPHjmnTpk366quv1KxZM0nStGnTNHHiRE2dOlUVK1Ys9LHe3t4KCwtzVVQAAFCEnnzyFjkcDr344qc6cHy1AvyClZGZqlxbjm6/vZ/mzHnY7IgAAOAflLgCYufOnQoMDMwrHySpU6dOslqt2r17t/r06VPoY1esWKHvv/9eYWFh6tGjhyZNmsQsCAAASgiLxaJp027TvffeqKVL1ys2Nl7BwQEaMeI61axZyex4AADgfyhxBURCQoKCg4MvOebu7q6goCDFx8cX+rgbbrhBVapUUYUKFXTo0CHNnDlT0dHRmj17trMjAwCAIhQSEqT77htidgwAAHCFik0BMXPmTM2bN+8fz1m1atVVP/+oUaPy/r1BgwYKCwvTuHHjdPLkSVWvXv2qnxcAAAAAAPxvxaaAuOOOOzR06NB/PKdatWoKDQ1VUlLSJcdtNpsuXLhwRes7tGjRQpIUExNDAQEAAAAAgJMVmwIiODg4360VBWnZsqVSU1O1d+9eNW3aVJIUGRkph8Oh5s2bX/bXO3DggCSxKCUAAAAAAC5gNTvAlapTp466du2qp59+Wrt379b27dv1wgsvaODAgXk7YJw7d079+/fX7t27JUknT57Ue++9p7179yo2NlZr167V448/rrZt26phw4ZmfjsAAAAAAJQJxWYGxJWYOXOmXnjhBd1+++2yWq3q27evpk2bljeem5ur6OhoZWZmSpI8PDy0ZcsWLVq0SBkZGapcubL69u2rSZMmmfUtAAAAAABQplgMwzDMDlES2O12RUVFKSIiVW5uZqcBAAAAAMA57HYpKipQERERcivCN8Al7hYMAAAAAABQ8lBAAAAAAAAAp6OAAAAAAAAATkcBAQAAAAAAnK5E7oIBAAAAwHn27o3WypWRyszMVpMmNTV4cGd5enqYHQtACUcBAQAAAECSlJBwQbfc8pJ++eVPeXn6yNPDW2npyQoLK68PP5ysIUO6mB0RVyAzM1vx8SkKDPRTuXL+ZscBKCAAAAAASFlZOerd6zEdOXJeXdtMUo3KbWS1uisl9bSiDn6pm256TqtXz1Dfvm3Njor/ISbmrF588VN9umSNMrOyJUm9e7fRU0+NVo8eLU1Oh7KMNSAAAAAAaOnSddq955h6tHtUtap2kNX612eV5QKrqlvbB1UhpL4enzpfhmGYnBT/5NChk2rTZpKWfrZZ9WsOVK8Oj6pjxB3atSNRvXs/psWLfzY7IsowZkAAAAAA0IIFP6pqxWYKKVcz35jVYlXj2gO0busb2rs3Ws2a1XZ9QFyW28a8InuurwZ0e0reXoF5x+tW76YtUQs0YcJM9e7dWpUrh5iYEmUVMyAAAAAAKPZUvIL8qxU6Xj6o+l/nxca7KhKu0Pbth7Xtz4OKaDDykvJBkiwWq9o0vUWSmxYsWGVOQJR5FBAAAAAAFBoapIsZ5wsdT0s/n3ceiqetWw/IanVT1UoRBY57evipYnBDbdmy37XBgH+jgAAAAACgMbf10qmzO3QxI/8MB8MwdCj6Z9WuXVWtW9c3IR0uh9VqkWTIMByFnuMwHLJYLK4LBfw/FBAAAAAANG5cP1WtEqr1W2cqIfl43vHsnHT9ufczxcT9qenTx8pq5S1EcdW1azM5HA6djPuzwPHM7FSdSzyg665r4eJkwF9YhBIAABQraWkZunAhXSEhgfLx8TI7DlBmBAX5a936mRpw/VNa9etzCikXLk8PPyUkR8uQQ2+9dZ/GjOljdkz8gyZNaqlHj5b6c9sXCguuK3/f0Lwxuz1XW3cvlJeXu8aP729iSpRlFoN9dC6L3W5XVFSUIiJS5eZmdhoAAEqfyMj9evmlz7RyVaQcDoe8vDw1enQPPfXUrapXL9zseECZYbfbtWrVVq1YsUWZmdlq0qSmxo/vr4oVg82OhssQGxuvLp0f0tmzF1SzameFlqut9MwkRZ/eqMzsFH399XO64YaOZsdEMWe3S1FRgYqIiJBbEb4BpoC4TBQQAAA4z3ffbdbw4dMV6F9Jdav3VIBvmJIunNTRU+tkdcvWhg1vKCKirtkxAaBESEi4oLff/lofzl2l8/FJ8vLy1IgR3fXooyPVokUds+OhBKCAMBkFBAAAznHhwkVVrTpKoUFN1LX1JFmt/7lDNCc3XWsiX1VwqEMHDy5k4TQAuELZ2Tny9PTg709cEWcVEKwgAwAATLV48S/KzMxR26a3XVI+SH9tGdeq0S06fPik1q/faVJCACi5vLw8KR9QbFBAAAAAU0VGHlCF4Dry9Slf4HjFkAby8fZTZOQBFycDAABFiQICAACYymLRP+5Z/9ee9gaf4AEAUMJRQAAAAFN169Zc55OO6WJGfIHjcfF7lZWdoe7dm7s4GQAAKEoUEAAAwFS33NJLQUH+2rp7oWy27EvGMrNStGP/Z4poUU8dOzYxKSEAACgK7v/7FAAAAOfx8/PRN988p4EDntKKjU+odnj3vG04j5/+VUGBXvpi2QxuwQAAoIRjBgQAADBdjx4t9ef2DzRiZDsdjlmp33bM1Zmkzbr//oHasXOO6tevZnZEAABwjSyGYRhmhygJ7Ha7oqKiFBGRqiLcBhUAAPwXh8Oh7OxceXuzdRwAAGaw26WoqEBFRETIrQjfAHMLBgAAKFasVqt8fLzMjgEAAIoYt2AAAAAAAACno4AAAAAAAABORwEBAAAAAACcjgICAAAAAAA4HQUEAAAAAABwOgoIAAAAAADgdBQQAAAAAADA6SggAAAAAACA01FAAAAAAAAAp6OAAAAAAAAATkcBAQAAAAAAnI4CAgAAAAAAOB0FBAAAAAAAcDoKCAAAAAAA4HQUEAAAAAAAwOkoIAAAAAAAgNNRQAAAAKDInD4dryefnKfw8Jvl63O96tS5TS+//KmSklLNjgYAMBkFBAAAAIrEzp1H1Lz5RL315nfy92yuJnVvktVWW889u1gtW96jEyfOmh0RAGAid7MDAAAAoOTLycnVoBumyU3BurHno/L2DMgba95gqNZGvqIRI57XH3+8J4vFYmJSAIBZmAEBAACAa7Z8+W86HRevji3uuqR8kCR/31C1aXKb/vzzoLZuPWBSQgCA2SggAAAAcM3WrNmu0PLVVS4wvMDxKhWaycfbX2vWbHdxMgBAcUEBAQAAgGuWm2uXm5tnoeMWi1Vubu7KzbW7MBUAoDihgAAAAMA1a9WqnuKTopWZlVLgeGLKCV1MT1GrVvVcGwwAUGxQQAAAAOCajR3bV95eHtq+f6kchuOSMbs9RzsPfKGqVcI0cGAHkxICAMzGLhgAAAC4ZuXK+Wv+gikaM2aG0jPOq37NPgrwq6jk1FM6fOJnXcw8p9WrZ8jd3c3sqAAAk1BAAAAAoEiMHt1LYWHlNH36Ym367QNJksViUf/+7fT880+pTZsGJicEAJiJAgIAAABFpnfv1urdu7ViY+OVkHBBlSsHq2LFYLNjAQCKAQoIAAAAFLnw8DCFh4eZHQMAUIywCCUAAAAAAHA6CggAAAAAAOB0FBAAAAAAAMDpKCAAAAAAAIDTUUAAAAAAAACno4AAAAAAAABORwEBAAAAAACcjgICAAAAAAA4HQUEAAAAAABwOgoIAAAAAADgdBQQAAAAAADA6SggAAAAAACA01FAAAAAAAAAp6OAAAAAAAAATkcBAQAAAAAAnI4CAgAAAAAAOJ272QEAAABgnvPnk/XLL9uVmZmtxo1rqGPHJrJYLGbHAgCUQhQQAAAAZVBGRpYeeug9ffLJT8rNteUdb9y4lubNm6xOnZqamA4AUBpRQAAAAJQxNptdN974tH79da+a1btJdat3k6enn87G79eew9+oZ89HtXHjm2rfvpHZUQEApQhrQAAAAJQx3323WWvXblf3Ng+pab2B8vYKkNViVZUKTdW74xMK9KuqKVPmmB0TAFDKUEAAAACUMXPnrlTF0HqqUiH/bRZubp5qVHugNm/eo4MHT5qQDgBQWlFAAAAAlDFHj5xWSLm6hY6HBf81dvx4nKsiAQDKAAoIAACAMiYwyE+ZWSmFjv89FhDg65pAAIAygQICAACgjBk5sptOnf1TmdmpBY4fjlmvShVD1KFDYxcnAwCUZhQQAAAAZcyddw5QQICPNm57U+mZiXnHHQ6b9h/7UUdjNmrq4yPl4cGGaQCAosOrCgAAQBlToUJ5/fzzq7r++ie1fM0UVQ5rIg93PyWkHNLF9GQ98sgIPfzwcLNjAgBKGQoIAACAMqhNmwY6fnyJliz5Rd9997syMzM1oGk3TZx4g1q0qGN2PABAKWQxDMMwO0RJYLfbFRUVpYiIVLm5mZ0GAAAAAADnsNulqKhARUREyK0I3wCzBgQAAAAAAHA6CggAAAAAAOB0FBAAAAAAAMDpKCAAAAAAAIDTsQsGAABACXf6dLy2bTski8Wi9u0bqVKlYLMjAQCQDwUEAABACXXuXJLuu+8dffvtb7LbHZIkNzc3jRjRXbNnP6CQkCCTEwIA8B8UEAAAACVQYuIFde78sM6euajWTcaoeuU2kmEoJm6bvv/uO+3eNVm/b3lHQUH+ZkcFAEASa0AAAACUSK+99oVOxyapb6d/qWGt3vL1Lidfn/JqVKevend8SkeOntFbb31tdkwAAPJQQAAAAJQwNptd8+atUq3wrgrwq5hvvFxAVdWs0klzPvhBhmGYkBAAgPwoIAAAAEqYxMQLSk5OVcWQhoWeUym0oc6eS9TFi5kuTAYAQOEoIAAAAEoYHx8vSVJ2zsVCz8nKTpPVapW3t6erYgEA8I8oIAAAAEqYwEA/de8eoeOxvxZ4i4VhOBR9epP6928nDw/WHAcAFA8UEAAAACXQ44+P0rmEI9q+f6nsDlvecbs9V3/sWaLElJN67LGRJiYEAOBSVOIAAAAl0PXXt9dbb92nyZPfV0zc76ocFiEZhuLidyorO11z5kzWdddFmB0TAIA8zIAAAAAooR566Cbt3btA48ZfJ9+g0/Irf0Z3Teyj/fs/0sSJN5gdDwCASzADAgAAoARr3LimZs9+yOwYAAD8T8yAAAAAAAAATkcBAQAAAAAAnI4CAgAAAAAAOB0FBAAAAAAAcDoKCAAAAAAA4HQUEAAAAAAAwOkoIAAAAAAAgNNRQAAAAAAAAKejgAAAAAAAAE5HAQEAAAAAAJyOAgIAAAAAADgdBQQAAAAAAHA6CggAAAAAAOB0FBAAAAAAAMDpKCAAAAAAAIDTUUAAAAAAAACno4AAAAAAAABORwEBAAAAAACcjgICAAAAAAA4HQUEAAAAAABwOgoIAAAAAADgdBQQAAAAAADA6SggAAAAAACA01FAAAAAAAAAp6OAAAAAAAAATkcBAQAAAAAAnI4CAgAAAAAAOB0FBAAAAAAAcDoKCAAAAAAA4HQUEAAAAAAAwOkoIAAAAAAAgNNRQAAAAAAAAKejgAAAAAAAAE5HAQEAAAAAAJyOAgIAAAAAADgdBQQAAAAAAHA6CggAAAAAAOB0FBAAAAAAAMDpKCAAAAAAAIDTUUAAAAAAAACno4AAAAAAAABORwEBAAAAAACcjgICAAAAAAA4HQUEAAAAAABwOgoIAAAAAADgdCWugPjggw908803q0WLFmrTps1lPcYwDL399tvq0qWLmjdvrnHjxunEiRPODQoAAAAAAPKUuAIiNzdX/fv31+jRoy/7MfPmzdPixYv13HPPadmyZfLx8dGECROUnZ3txKQAAAAAAOBvJa6AePDBBzVu3DjVr1//ss43DEOLFi3Svffeq969e6thw4Z67bXXdP78ea1Zs8bJaQEAAAAAgCS5mx3A2WJjYxUfH69OnTrlHQsICFCLFi20c+dODRw48LKexzAMSZLd7pSYAAAAAAAUC3+/7/37fXBRKfUFRHx8vCQpJCTkkuMhISFKSEi47OdxOBySpD17AosuHAAAAAAAxdTf74OLSrEoIGbOnKl58+b94zmrVq1SnTp1XJQoP3d3dzVr1kxWq1UWi8W0HAAAAAAAOJNhGHI4HHJ3L9rKoFgUEHfccYeGDh36j+dUq1btqp47LCxMkpSYmKgKFSrkHU9MTFTDhg0v+3msVqs8PT2vKgMAAAAAAGVdsSgggoODFRwc7JTnDg8PV1hYmLZs2aJGjRpJki5evKhdu3Zd0U4aAAAAAADg6pW4XTDi4uJ04MABxcXFyW6368CBAzpw4IDS09Pzzunfv79++eUXSZLFYtHYsWP1wQcfaO3atTp06JCmTp2qChUqqHfv3mZ9GwAAAAAAlCnFYgbElXjnnXe0fPnyvD8PGTJEkrRo0SK1b99ekhQdHa20tLS8c+666y5lZmbqmWeeUWpqqlq3bq358+fLy8vLpdkBAAAAACirLEZR76sBAAAAAADwX0rcLRgAAAAAAKDkoYAAAAAAAABORwEBAAAAAACcjgICAAAAAAA4HQXEP/jggw908803q0WLFmrTps1lPeaJJ55QgwYNLvlnwoQJTk6Kq3E119cwDL399tvq0qWLmjdvrnHjxunEiRPODYqrkpKSoilTpqhVq1Zq06aNnnrqqUu26y3Ibbfdlu/n95lnnnFRYvyTTz/9VD179lSzZs00YsQI7d69+x/PX716tfr3769mzZpp0KBB2rhxo4uS4mpcyfX95ptv8v2cNmvWzIVpcSW2bdume+65R126dFGDBg20Zs2a//mYrVu3aujQoWratKn69Omjb775xgVJcTWu9Ppu3bo1389vgwYNFB8f76LEuFxz587VTTfdpJYtW6pjx46aNGmSjh8//j8fx+tvyXA117eoXn8pIP5Bbm6u+vfvr9GjR1/R47p27arffvst75833njDSQlxLa7m+s6bN0+LFy/Wc889p2XLlsnHx0cTJkxQdna2E5Piajz66KM6evSoFi5cqDlz5ujPP/+8rDJh5MiRl/z8Tp061QVp8U9WrVqlGTNm6L777tPy5cvVsGFDTZgwQYmJiQWev2PHDk2ZMkXDhw/Xt99+q169eum+++7T4cOHXZwcl+NKr68k+fv7X/Jzun79ehcmxpXIyMhQgwYN9Oyzz17W+adOndLdd9+t9u3b67vvvtPtt9+uadOmadOmTU5Oiqtxpdf3bz/++OMlP8MhISFOSoir9ccff+jWW2/VsmXLtHDhQtlsNk2YMEEZGRmFPobX35Ljaq6vVESvvwb+p6+//tpo3br1ZZ37+OOPG/fee6+TE6EoXe71dTgcRufOnY358+fnHUtNTTWaNm1q/PDDD86MiCt09OhRo379+sbu3bvzjm3cuNFo0KCBcfbs2UIfN2bMGOPFF190RURcgeHDhxvTp0/P+7Pdbje6dOlizJ07t8DzH3roIWPixImXHBsxYoTx9NNPOzUnrs6VXt8reU1G8VK/fn3jl19++cdzXnvtNWPgwIGXHHv44YeNO+64w5nRUAQu5/pGRkYa9evXNy5cuOCiVCgqiYmJRv369Y0//vij0HN4/S25Luf6FtXrLzMgnOCPP/5Qx44d1a9fPz377LNKTk42OxKKQGxsrOLj49WpU6e8YwEBAWrRooV27txpYjL8t507dyowMPCSaWGdOnWS1Wr9n1P3V6xYofbt2+uGG27QrFmzlJmZ6ey4+Ac5OTnat2/fJT93VqtVnTp1KvTnLioqSh07drzkWJcuXRQVFeXMqLgKV3N9pb8+de3Ro4e6d++ue++9V0eOHHFFXLgAP79lw5AhQ9SlSxeNHz9e27dvNzsOLkNaWpokKSgoqNBz+PktuS7n+kpF8/rrflUJUaiuXbuqT58+Cg8P16lTp/TGG2/orrvu0hdffCE3Nzez4+Ea/H1/4n9PEwwJCVFCQoIZkVCIhIQEBQcHX3LM3d1dQUFB/3if6Q033KAqVaqoQoUKOnTokGbOnKno6GjNnj3b2ZFRiOTkZNnt9gJ/7gq7VzEhIUGhoaH5zufntPi5mutbq1Ytvfzyy2rQoIHS0tL00Ucf6eabb9bKlStVqVIlV8SGExX08xsaGqqLFy8qKytL3t7eJiVDUQgLC9P06dPVtGlT5eTk6Msvv9TYsWO1bNkyNWnSxOx4KITD4dDLL7+sVq1aqX79+oWex+tvyXS517eoXn/LXAExc+ZMzZs37x/PWbVqlerUqXNVzz9w4MC8f/97cY7evXvnzYqAczn7+sJcl3t9r9aoUaPy/r1BgwYKCwvTuHHjdPLkSVWvXv2qnxdA0WnZsqVatmx5yZ8HDBigpUuX6uGHHzYvGID/qXbt2qpdu3ben1u1aqVTp07p448/1uuvv25iMvyT6dOn68iRI/rss8/MjgInuNzrW1Svv2WugLjjjjs0dOjQfzynWrVqRfb1qlWrpvLlyysmJoYCwgWceX3DwsIkSYmJiapQoULe8cTERDVs2PCqnhNX5nKvb2hoqJKSki45brPZdOHChbzreDlatGghSYqJiaGAMEn58uXl5uaWb0HCxMTEfJ+y/C00NDTfpy3/dD7MczXX9795eHioUaNGOnnypDMiwsUK+vlNSEiQv78/sx9KqWbNmmnHjh1mx0Ahnn/+eW3YsEFLliz5n59y8/pb8lzJ9f1vV/v6W+YKiODg4HxTs53p7NmzSklJuaI3Pbh6zry+4eHhCgsL05YtW9SoUSNJ0sWLF7Vr164r3ikFV+dyr2/Lli2VmpqqvXv3qmnTppKkyMhIORwONW/e/LK/3oEDBySJn18TeXp6qkmTJtqyZYt69+4t6a+pglu2bNGYMWMKfExERIQiIyM1bty4vGO///67IiIiXJAYV+Jqru9/s9vtOnz4sLp37+7MqHCRiIgI/frrr5cc4+e3dDt48CCvs8WQYRh64YUX9Msvv2jx4sWX9QEer78lx9Vc3/92ta+/LEL5D+Li4nTgwAHFxcXJbrfrwIEDOnDggNLT0/PO6d+/v3755RdJUnp6ul599VVFRUUpNjZWW7Zs0aRJk1SjRg117drVrG8DhbjS62uxWDR27Fh98MEHWrt2rQ4dOqSpU6eqQoUKeb84o3ioU6eOunbtqqefflq7d+/W9u3b9cILL2jgwIGqWLGiJOncuXPq379/3qKUJ0+e1Hvvvae9e/cqNjZWa9eu1eOPP662bdsyw8Vk48eP17Jly7R8+XIdO3ZMzz33nDIzMzVs2DBJ0tSpUzVr1qy888eOHatNmzbpo48+0rFjx/Tuu+9q7969l/2GFq51pdd39uzZ+u2333Tq1Cnt27dPjz32mOLi4jRixAizvgX8g/T09LzXV+mvBZ3/fu2VpFmzZl2y3fHNN9+sU6dO6bXXXtOxY8f06aefavXq1Ze8oUHxcaXX9+OPP9aaNWsUExOjw4cP66WXXlJkZKRuvfVWU/KjcNOnT9f333+vWbNmyc/PT/Hx8YqPj1dWVlbeObz+llxXc32L6vW3zM2AuBLvvPOOli9fnvfnIUOGSJIWLVqk9u3bS5Kio6PzVg11c3PT4cOH9e233yotLU0VKlRQ586d9dBDD8nT09Pl+fHPrvT6StJdd92lzMxMPfPMM0pNTVXr1q01f/58eXl5uTQ7/reZM2fqhRde0O233y6r1aq+fftq2rRpeeO5ubmKjo7O2+XCw8NDW7Zs0aJFi5SRkaHKlSurb9++mjRpklnfAv5twIABSkpK0jvvvKP4+Hg1atRI8+fPz5vSeebMGVmt/+nTW7VqpZkzZ+qtt97SG2+8oZo1a+q99977x4WVYJ4rvb6pqal6+umnFR8fr6CgIDVp0kRLly5V3bp1zfoW8A/27t2rsWPH5v15xowZkqShQ4fqlVdeUXx8vM6cOZM3Xq1aNc2dO1czZszQokWLVKlSJb344ot8kFNMXen1zc3N1auvvqpz587Jx8dH9evX18KFC9WhQweXZ8c/+/zzzyVJt9122yXHZ8yYkVcQ8/pbcl3N9S2q11+LYRjGNeYHAAAAAAD4R9yCAQAAAAAAnI4CAgAAAAAAOB0FBAAAAAAAcDoKCAAAAAAA4HQUEAAAAAAAwOkoIAAAAAAAgNNRQAAAAAAAAKejgAAAAAAAAE5HAQEAAAAAAJyOAgIAABQLDodD/fv315tvvnnJ8Q0bNqhp06b6+eefTUoGAACKAgUEAAAoFqxWq+6++259+umnSktLkyTt27dPkydP1qOPPqq+ffuanBAAAFwLCggAAFBsDBo0SEFBQVqyZIni4uJ09913a9iwYRo3bpzZ0QAAwDWyGIZhmB0CAADgb0uXLtVbb72l0NBQVatWTe+9956sVj4zAQCgpOPVHAAAFCuDBg1SRkaGLBaL3njjjXzlw3333ae2bdvqwQcfNCkhAAC4GhQQAACgWHnhhRckScnJyQXOfBg7dqxeffVVV8cCAADXiAICAAAUG2+99ZY2bNigZcuWyWaz6auvvsp3Tvv27eXn52dCOgAAcC0oIAAAQLGwbNkyLVy4UHPmzFHDhg11++23a/78+crNzTU7GgAAKAIUEAAAwHQbN27U888/r5kzZyoiIkKSNGbMGKWlpem7774zNxwAACgSFBAAAMBUe/fu1cMPP6zHHntMffr0yTseEBCg2267TfPmzZPdbjcxIQAAKApswwkAAEqcrVu36tNPP9U777xjdhQAAHCZKCAAAECJMm7cOB08eFCZmZkKCgrS22+/rZYtW5odCwAA/A8UEAAAAAAAwOlYAwIAAAAAADgdBQQAAAAAAHA6CggAAAAAAOB0FBAAAAAAAMDpKCAAAAAAAIDTUUAAAAAAAACno4AAAAAAAABORwEBAAAAAACcjgICAAAAAAA4HQUEAAAAAABwOgoIAAAAAADgdBQQAAAAAADA6f4PcUhgFPeOxvkAAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 94 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.760128452Z", - "start_time": "2025-11-04T22:17:38.579795Z" + "end_time": "2025-11-04T22:33:09.757406779Z", + "start_time": "2025-11-04T22:30:18.009348Z" + } + }, + "cell_type": "code", + "source": "", + "id": "dc0b9266ae37298a", + "outputs": [], + "execution_count": null + }, + { + "metadata": { + "ExecuteTime": { + "end_time": "2025-11-04T22:33:09.757826120Z", + "start_time": "2025-11-04T22:30:18.058506Z" } }, "cell_type": "code", @@ -630,14 +601,23 @@ "history = model.fit(X_train, y_train, epochs=200, verbose=0)" ], "id": "f05ff40ed26e45c2", - "outputs": [], - "execution_count": 42 + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/oskar/projects/nn-from-scratch/.venv/lib/python3.13/site-packages/keras/src/layers/core/dense.py:95: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + } + ], + "execution_count": 91 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:20:02.761214479Z", - "start_time": "2025-11-04T22:17:44.410525Z" + "end_time": "2025-11-04T22:33:09.758008336Z", + "start_time": "2025-11-04T22:30:23.750365Z" } }, "cell_type": "code", @@ -654,43 +634,17 @@ "output_type": "stream", "text": [ "\u001B[1m4/4\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m0s\u001B[0m 7ms/step \n", - "Test set accuracy: 1.00 - Goliath\n" + "Test set accuracy: 0.99 - Goliath\n" ] } ], - "execution_count": 43 + "execution_count": 92 }, { "metadata": { "ExecuteTime": { - "end_time": "2025-11-04T22:22:16.887963Z", - "start_time": "2025-11-04T22:22:16.881924Z" - } - }, - "cell_type": "code", - "source": [ - "# boundary of the graph\n", - "GRID_X_START = -1.5\n", - "GRID_X_END = 2.5\n", - "GRID_Y_START = -1.0\n", - "GRID_Y_END = 2\n", - "# output directory (the folder must be created on the drive)\n", - "OUTPUT_DIR = \"./binary_classification_vizualizations/\"\n", - "os.makedirs(OUTPUT_DIR, exist_ok=True)\n", - "### Definition of grid boundaries\n", - "grid = np.mgrid[GRID_X_START:GRID_X_END:100j, GRID_Y_START:GRID_Y_END:100j]\n", - "grid_2d = grid.reshape(2, -1).T\n", - "XX, YY = grid" - ], - "id": "b070f03d55981894", - "outputs": [], - "execution_count": 68 - }, - { - "metadata": { - "ExecuteTime": { - "end_time": "2025-11-04T22:23:06.066935Z", - "start_time": "2025-11-04T22:22:22.111811Z" + "end_time": "2025-11-04T22:33:09.758218682Z", + "start_time": "2025-11-04T22:30:23.812884Z" } }, "cell_type": "code", @@ -725,12 +679,20 @@ ], "id": "6feab7da06e7a828", "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/oskar/projects/nn-from-scratch/.venv/lib/python3.13/site-packages/keras/src/layers/core/dense.py:95: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", + " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" + ] + }, { "data": { "text/plain": [ "
" ], - "image/png": "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" + "image/png": "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" }, "metadata": {}, "output_type": "display_data", @@ -739,7 +701,7 @@ } } ], - "execution_count": 69 + "execution_count": 93 } ], "metadata": {