diff --git a/nbs/99_manuscript/time_test/07-time_test-plot.ipynb b/nbs/99_manuscript/time_test/07-time_test-plot.ipynb index 9d044c7b..bf1924bf 100644 --- a/nbs/99_manuscript/time_test/07-time_test-plot.ipynb +++ b/nbs/99_manuscript/time_test/07-time_test-plot.ipynb @@ -5,10 +5,10 @@ "id": "c1948eb4-fb63-4fad-8243-bcd57b98def3", "metadata": { "papermill": { - "duration": 0.007387, - "end_time": "2023-09-11T14:41:55.160315", + "duration": 0.002667, + "end_time": "2023-09-11T17:28:47.611522", "exception": false, - "start_time": "2023-09-11T14:41:55.152928", + "start_time": "2023-09-11T17:28:47.608855", "status": "completed" }, "tags": [] @@ -22,10 +22,10 @@ "id": "0abb1d73-c786-4c6d-9dc2-b9243e5183e2", "metadata": { "papermill": { - "duration": 0.007252, - "end_time": "2023-09-11T14:41:55.177573", + "duration": 0.002749, + "end_time": "2023-09-11T17:28:47.623973", "exception": false, - "start_time": "2023-09-11T14:41:55.170321", + "start_time": "2023-09-11T17:28:47.621224", "status": "completed" }, "tags": [] @@ -39,10 +39,10 @@ "id": "d6252b4c-6d56-4cf0-aecd-5d8c769a3609", "metadata": { "papermill": { - "duration": 0.002813, - "end_time": "2023-09-11T14:41:55.184904", + "duration": 0.002018, + "end_time": "2023-09-11T17:28:47.628096", "exception": false, - "start_time": "2023-09-11T14:41:55.182091", + "start_time": "2023-09-11T17:28:47.626078", "status": "completed" }, "tags": [] @@ -56,11 +56,17 @@ "execution_count": 1, "id": "77e9d29d-5307-4b4a-b103-7d1fbd6a7e56", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:47.633096Z", + "iopub.status.busy": "2023-09-11T17:28:47.632952Z", + "iopub.status.idle": "2023-09-11T17:28:47.922592Z", + "shell.execute_reply": "2023-09-11T17:28:47.922305Z" + }, "papermill": { - "duration": 0.289439, - "end_time": "2023-09-11T14:41:55.476659", + "duration": 0.293162, + "end_time": "2023-09-11T17:28:47.923526", "exception": false, - "start_time": "2023-09-11T14:41:55.187220", + "start_time": "2023-09-11T17:28:47.630364", "status": "completed" }, "tags": [] @@ -79,10 +85,10 @@ "id": "262eb535-3e5d-43d7-9efd-bd6cfdac9190", "metadata": { "papermill": { - "duration": 0.009772, - "end_time": "2023-09-11T14:41:55.488764", + "duration": 0.009575, + "end_time": "2023-09-11T17:28:47.935439", "exception": false, - "start_time": "2023-09-11T14:41:55.478992", + "start_time": "2023-09-11T17:28:47.925864", "status": "completed" }, "tags": [] @@ -96,11 +102,17 @@ "execution_count": 2, "id": "6efda92a-579a-49e2-893f-ec3a40db8a26", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:47.943142Z", + "iopub.status.busy": "2023-09-11T17:28:47.943034Z", + "iopub.status.idle": "2023-09-11T17:28:47.945063Z", + "shell.execute_reply": "2023-09-11T17:28:47.944849Z" + }, "papermill": { - "duration": 0.005213, - "end_time": "2023-09-11T14:41:55.496697", + "duration": 0.007434, + "end_time": "2023-09-11T17:28:47.945801", "exception": false, - "start_time": "2023-09-11T14:41:55.491484", + "start_time": "2023-09-11T17:28:47.938367", "status": "completed" }, "tags": [] @@ -115,10 +127,10 @@ "id": "eec9bb6d-4ba2-4817-9b36-bc8e68a2beae", "metadata": { "papermill": { - "duration": 0.001952, - "end_time": "2023-09-11T14:41:55.500650", + "duration": 0.003673, + "end_time": "2023-09-11T17:28:47.953340", "exception": false, - "start_time": "2023-09-11T14:41:55.498698", + "start_time": "2023-09-11T17:28:47.949667", "status": "completed" }, "tags": [] @@ -132,11 +144,17 @@ "execution_count": 3, "id": "413010af-a3b0-45a0-adb8-8559c06d228c", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:47.961094Z", + "iopub.status.busy": "2023-09-11T17:28:47.960975Z", + "iopub.status.idle": "2023-09-11T17:28:47.962390Z", + "shell.execute_reply": "2023-09-11T17:28:47.962235Z" + }, "papermill": { - "duration": 0.004166, - "end_time": "2023-09-11T14:41:55.506776", + "duration": 0.006274, + "end_time": "2023-09-11T17:28:47.963301", "exception": false, - "start_time": "2023-09-11T14:41:55.502610", + "start_time": "2023-09-11T17:28:47.957027", "status": "completed" }, "tags": [] @@ -153,11 +171,17 @@ "execution_count": 4, "id": "456e7f20-5950-4cbf-8652-cf6e37fb6231", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:47.971181Z", + "iopub.status.busy": "2023-09-11T17:28:47.971083Z", + "iopub.status.idle": "2023-09-11T17:28:47.973273Z", + "shell.execute_reply": "2023-09-11T17:28:47.973149Z" + }, "papermill": { - "duration": 0.005116, - "end_time": "2023-09-11T14:41:55.513851", + "duration": 0.007404, + "end_time": "2023-09-11T17:28:47.974561", "exception": false, - "start_time": "2023-09-11T14:41:55.508735", + "start_time": "2023-09-11T17:28:47.967157", "status": "completed" }, "tags": [] @@ -184,11 +208,17 @@ "execution_count": 5, "id": "2404761b-2931-4394-914e-e2cae9990d5c", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:47.982575Z", + "iopub.status.busy": "2023-09-11T17:28:47.982490Z", + "iopub.status.idle": "2023-09-11T17:28:47.984059Z", + "shell.execute_reply": "2023-09-11T17:28:47.983938Z" + }, "papermill": { - "duration": 0.004463, - "end_time": "2023-09-11T14:41:55.520334", + "duration": 0.006345, + "end_time": "2023-09-11T17:28:47.984767", "exception": false, - "start_time": "2023-09-11T14:41:55.515871", + "start_time": "2023-09-11T17:28:47.978422", "status": "completed" }, "tags": [] @@ -215,11 +245,17 @@ "execution_count": 6, "id": "0b5ba2a4-54a7-4853-b804-cd2e5c476466", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:47.990019Z", + "iopub.status.busy": "2023-09-11T17:28:47.989937Z", + "iopub.status.idle": "2023-09-11T17:28:47.991402Z", + "shell.execute_reply": "2023-09-11T17:28:47.991280Z" + }, "papermill": { - "duration": 0.004351, - "end_time": "2023-09-11T14:41:55.526672", + "duration": 0.004296, + "end_time": "2023-09-11T17:28:47.991836", "exception": false, - "start_time": "2023-09-11T14:41:55.522321", + "start_time": "2023-09-11T17:28:47.987540", "status": "completed" }, "tags": [] @@ -245,10 +281,10 @@ "id": "5b6ca2cf-6d86-48d8-aa42-5beaf6e0932b", "metadata": { "papermill": { - "duration": 0.001954, - "end_time": "2023-09-11T14:41:55.530644", + "duration": 0.002032, + "end_time": "2023-09-11T17:28:47.995940", "exception": false, - "start_time": "2023-09-11T14:41:55.528690", + "start_time": "2023-09-11T17:28:47.993908", "status": "completed" }, "tags": [] @@ -262,11 +298,17 @@ "execution_count": 7, "id": "d98986f3-badc-4760-8eed-e24b00ce2696", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.000489Z", + "iopub.status.busy": "2023-09-11T17:28:48.000399Z", + "iopub.status.idle": "2023-09-11T17:28:48.002568Z", + "shell.execute_reply": "2023-09-11T17:28:48.002431Z" + }, "papermill": { - "duration": 0.004893, - "end_time": "2023-09-11T14:41:55.537517", + "duration": 0.005, + "end_time": "2023-09-11T17:28:48.003001", "exception": false, - "start_time": "2023-09-11T14:41:55.532624", + "start_time": "2023-09-11T17:28:47.998001", "status": "completed" }, "tags": [] @@ -281,11 +323,17 @@ "execution_count": 8, "id": "69511566-f1cd-4d19-ab2d-48d64b1e5055", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.007528Z", + "iopub.status.busy": "2023-09-11T17:28:48.007438Z", + "iopub.status.idle": "2023-09-11T17:28:48.008989Z", + "shell.execute_reply": "2023-09-11T17:28:48.008859Z" + }, "papermill": { - "duration": 0.004268, - "end_time": "2023-09-11T14:41:55.543816", + "duration": 0.004358, + "end_time": "2023-09-11T17:28:48.009461", "exception": false, - "start_time": "2023-09-11T14:41:55.539548", + "start_time": "2023-09-11T17:28:48.005103", "status": "completed" }, "tags": [] @@ -294,7 +342,7 @@ { "data": { "text/plain": [ - "(10660, 4)" + "(15990, 4)" ] }, "execution_count": 8, @@ -311,11 +359,17 @@ "execution_count": 9, "id": "6fc64cc3-264e-49a7-bbf9-af255e151118", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.014027Z", + "iopub.status.busy": "2023-09-11T17:28:48.013932Z", + "iopub.status.idle": "2023-09-11T17:28:48.017477Z", + "shell.execute_reply": "2023-09-11T17:28:48.017346Z" + }, "papermill": { - "duration": 0.006185, - "end_time": "2023-09-11T14:41:55.552053", + "duration": 0.006314, + "end_time": "2023-09-11T17:28:48.017882", "exception": false, - "start_time": "2023-09-11T14:41:55.545868", + "start_time": "2023-09-11T17:28:48.011568", "status": "completed" }, "tags": [] @@ -353,36 +407,36 @@ " 0\n", " 100\n", " p-1\n", - " 0.000098\n", - " -0.085291\n", + " 0.000096\n", + " -0.014058\n", " \n", " \n", " 1\n", " 100\n", " p-1\n", - " 0.000035\n", - " -0.174309\n", + " 0.000038\n", + " -0.019761\n", " \n", " \n", " 2\n", " 100\n", " p-1\n", - " 0.000037\n", - " 0.004494\n", + " 0.000041\n", + " -0.274154\n", " \n", " \n", " 3\n", " 100\n", " p-1\n", - " 0.000031\n", - " -0.035394\n", + " 0.000034\n", + " -0.071098\n", " \n", " \n", " 4\n", " 100\n", " p-1\n", - " 0.000030\n", - " 0.066687\n", + " 0.000032\n", + " 0.016989\n", " \n", " \n", "\n", @@ -390,11 +444,11 @@ ], "text/plain": [ " data_size method time sim\n", - "0 100 p-1 0.000098 -0.085291\n", - "1 100 p-1 0.000035 -0.174309\n", - "2 100 p-1 0.000037 0.004494\n", - "3 100 p-1 0.000031 -0.035394\n", - "4 100 p-1 0.000030 0.066687" + "0 100 p-1 0.000096 -0.014058\n", + "1 100 p-1 0.000038 -0.019761\n", + "2 100 p-1 0.000041 -0.274154\n", + "3 100 p-1 0.000034 -0.071098\n", + "4 100 p-1 0.000032 0.016989" ] }, "execution_count": 9, @@ -411,11 +465,17 @@ "execution_count": 10, "id": "511fbab5-e6a0-47a0-8ab6-329f65719a83", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.022543Z", + "iopub.status.busy": "2023-09-11T17:28:48.022436Z", + "iopub.status.idle": "2023-09-11T17:28:48.024428Z", + "shell.execute_reply": "2023-09-11T17:28:48.024302Z" + }, "papermill": { - "duration": 0.004724, - "end_time": "2023-09-11T14:41:55.558865", + "duration": 0.004826, + "end_time": "2023-09-11T17:28:48.024865", "exception": false, - "start_time": "2023-09-11T14:41:55.554141", + "start_time": "2023-09-11T17:28:48.020039", "status": "completed" }, "tags": [] @@ -425,7 +485,8 @@ "data": { "text/plain": [ "array(['p-1', 's-1', 'cm-1', 'mic_e-1', 'mic-1', 'p-3', 's-3', 'cm-3',\n", - " 'mic_e-3', 'mic-3'], dtype=object)" + " 'mic_e-3', 'mic-3', 'p-6', 's-6', 'cm-6', 'mic_e-6', 'mic-6'],\n", + " dtype=object)" ] }, "execution_count": 10, @@ -442,10 +503,10 @@ "id": "c2fdf161-71ea-4943-96af-a13612e11736", "metadata": { "papermill": { - "duration": 0.002086, - "end_time": "2023-09-11T14:41:55.563067", + "duration": 0.002187, + "end_time": "2023-09-11T17:28:48.029281", "exception": false, - "start_time": "2023-09-11T14:41:55.560981", + "start_time": "2023-09-11T17:28:48.027094", "status": "completed" }, "tags": [] @@ -459,11 +520,17 @@ "execution_count": 11, "id": "81703394-a7f1-48d6-974a-b987b4dd4c4d", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.034069Z", + "iopub.status.busy": "2023-09-11T17:28:48.033934Z", + "iopub.status.idle": "2023-09-11T17:28:48.038341Z", + "shell.execute_reply": "2023-09-11T17:28:48.038200Z" + }, "papermill": { - "duration": 0.006496, - "end_time": "2023-09-11T14:41:55.571718", + "duration": 0.007482, + "end_time": "2023-09-11T17:28:48.038931", "exception": false, - "start_time": "2023-09-11T14:41:55.565222", + "start_time": "2023-09-11T17:28:48.031449", "status": "completed" }, "tags": [] @@ -483,6 +550,11 @@ " \"cm-3\": \"CCC (3 cores)\",\n", " \"mic-3\": \"MIC (3 cores)\",\n", " \"mic_e-3\": \"MICe (3 cores)\",\n", + " \"p-6\": \"Pearson (6 cores)\",\n", + " \"s-6\": \"Spearman (6 cores)\",\n", + " \"cm-6\": \"CCC (6 cores)\",\n", + " \"mic-6\": \"MIC (6 cores)\",\n", + " \"mic_e-6\": \"MICe (6 cores)\",\n", " }\n", " }\n", ")" @@ -493,11 +565,17 @@ "execution_count": 12, "id": "e8b96624-7b6c-4ce7-a1c7-d8f2cabab649", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.043670Z", + "iopub.status.busy": "2023-09-11T17:28:48.043579Z", + "iopub.status.idle": "2023-09-11T17:28:48.045007Z", + "shell.execute_reply": "2023-09-11T17:28:48.044885Z" + }, "papermill": { - "duration": 0.00431, - "end_time": "2023-09-11T14:41:55.578160", + "duration": 0.004309, + "end_time": "2023-09-11T17:28:48.045458", "exception": false, - "start_time": "2023-09-11T14:41:55.573850", + "start_time": "2023-09-11T17:28:48.041149", "status": "completed" }, "tags": [] @@ -506,7 +584,7 @@ { "data": { "text/plain": [ - "(10660, 4)" + "(15990, 4)" ] }, "execution_count": 12, @@ -523,11 +601,17 @@ "execution_count": 13, "id": "6d49c62c-1fcb-4caa-b1f4-e7a224bd3c9b", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.062131Z", + "iopub.status.busy": "2023-09-11T17:28:48.062030Z", + "iopub.status.idle": "2023-09-11T17:28:48.065462Z", + "shell.execute_reply": "2023-09-11T17:28:48.065325Z" + }, "papermill": { - "duration": 0.018941, - "end_time": "2023-09-11T14:41:55.599209", + "duration": 0.018272, + "end_time": "2023-09-11T17:28:48.065905", "exception": false, - "start_time": "2023-09-11T14:41:55.580268", + "start_time": "2023-09-11T17:28:48.047633", "status": "completed" }, "tags": [] @@ -565,36 +649,36 @@ " 0\n", " 100\n", " Pearson (1 core)\n", - " 0.000098\n", - " -0.085291\n", + " 0.000096\n", + " -0.014058\n", " \n", " \n", " 1\n", " 100\n", " Pearson (1 core)\n", - " 0.000035\n", - " -0.174309\n", + " 0.000038\n", + " -0.019761\n", " \n", " \n", " 2\n", " 100\n", " Pearson (1 core)\n", - " 0.000037\n", - " 0.004494\n", + " 0.000041\n", + " -0.274154\n", " \n", " \n", " 3\n", " 100\n", " Pearson (1 core)\n", - " 0.000031\n", - " -0.035394\n", + " 0.000034\n", + " -0.071098\n", " \n", " \n", " 4\n", " 100\n", " Pearson (1 core)\n", - " 0.000030\n", - " 0.066687\n", + " 0.000032\n", + " 0.016989\n", " \n", " \n", "\n", @@ -602,11 +686,11 @@ ], "text/plain": [ " data_size method time sim\n", - "0 100 Pearson (1 core) 0.000098 -0.085291\n", - "1 100 Pearson (1 core) 0.000035 -0.174309\n", - "2 100 Pearson (1 core) 0.000037 0.004494\n", - "3 100 Pearson (1 core) 0.000031 -0.035394\n", - "4 100 Pearson (1 core) 0.000030 0.066687" + "0 100 Pearson (1 core) 0.000096 -0.014058\n", + "1 100 Pearson (1 core) 0.000038 -0.019761\n", + "2 100 Pearson (1 core) 0.000041 -0.274154\n", + "3 100 Pearson (1 core) 0.000034 -0.071098\n", + "4 100 Pearson (1 core) 0.000032 0.016989" ] }, "execution_count": 13, @@ -623,10 +707,10 @@ "id": "8b183907-359e-473a-ac51-cb6c388c2595", "metadata": { "papermill": { - "duration": 0.002228, - "end_time": "2023-09-11T14:41:55.603654", + "duration": 0.002225, + "end_time": "2023-09-11T17:28:48.070579", "exception": false, - "start_time": "2023-09-11T14:41:55.601426", + "start_time": "2023-09-11T17:28:48.068354", "status": "completed" }, "tags": [] @@ -640,11 +724,17 @@ "execution_count": 14, "id": "3eafa2a7-c008-46b9-9119-a745fe873535", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.075562Z", + "iopub.status.busy": "2023-09-11T17:28:48.075481Z", + "iopub.status.idle": "2023-09-11T17:28:48.076854Z", + "shell.execute_reply": "2023-09-11T17:28:48.076707Z" + }, "papermill": { - "duration": 0.004096, - "end_time": "2023-09-11T14:41:55.609966", + "duration": 0.004353, + "end_time": "2023-09-11T17:28:48.077291", "exception": false, - "start_time": "2023-09-11T14:41:55.605870", + "start_time": "2023-09-11T17:28:48.072938", "status": "completed" }, "tags": [] @@ -659,11 +749,17 @@ "execution_count": 15, "id": "e1279b36-295c-45d2-a2f1-0388161c724f", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.082121Z", + "iopub.status.busy": "2023-09-11T17:28:48.082034Z", + "iopub.status.idle": "2023-09-11T17:28:48.132615Z", + "shell.execute_reply": "2023-09-11T17:28:48.132405Z" + }, "papermill": { - "duration": 0.04498, - "end_time": 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+ " 42.227472\n", + " 42.277608\n", + " 42.331981\n", + " 42.507820\n", " \n", " \n", " CCC (3 cores)\n", " 10.0\n", - " 21.885837\n", - " 0.103896\n", - " 21.705721\n", - " 21.845108\n", - " 21.876476\n", - " 21.949155\n", - " 22.039508\n", + " 15.907279\n", + " 0.039598\n", + " 15.831335\n", + " 15.897137\n", + " 15.911772\n", + " 15.932641\n", + " 15.959610\n", + " \n", + " \n", + " CCC (6 cores)\n", + " 10.0\n", + " 9.102648\n", + " 0.049330\n", + " 8.999230\n", + " 9.080815\n", + " 9.099392\n", + " 9.143470\n", + " 9.161670\n", " \n", " \n", " Pearson (1 core)\n", " 10.0\n", - " 0.094267\n", - " 0.000529\n", - " 0.093734\n", - " 0.093855\n", - " 0.094105\n", - " 0.094493\n", - " 0.095369\n", + " 0.094251\n", + " 0.000763\n", + " 0.093191\n", + " 0.093785\n", + " 0.094238\n", + " 0.094759\n", + " 0.095648\n", " \n", " \n", " Spearman (1 core)\n", " 10.0\n", - " 2.954011\n", - " 0.010732\n", - " 2.941881\n", - " 2.946117\n", - " 2.951748\n", - " 2.962198\n", - " 2.971911\n", + " 2.952096\n", + " 0.007759\n", + " 2.937117\n", + " 2.950214\n", + " 2.952338\n", + " 2.954561\n", + " 2.967408\n", " \n", " \n", "\n", @@ -1247,103 +1442,121 @@ "text/plain": [ " count mean std min \\\n", "data_size method \n", - "100 CCC (1 core) 1000.0 0.000641 0.000025 0.000623 \n", - " CCC (3 cores) 1000.0 0.001110 0.000416 0.000853 \n", - " MIC (1 core) 1000.0 0.000724 0.000026 0.000635 \n", - " MICe (1 core) 1000.0 0.000675 0.000022 0.000604 \n", - " Pearson (1 core) 1000.0 0.000031 0.000002 0.000028 \n", - " Spearman (1 core) 1000.0 0.000217 0.000017 0.000205 \n", - "500 CCC (1 core) 10.0 0.000932 0.000034 0.000911 \n", - " CCC (3 cores) 10.0 0.001258 0.000292 0.001080 \n", - " MIC (1 core) 10.0 0.011612 0.000258 0.011189 \n", - " MICe (1 core) 10.0 0.008890 0.000098 0.008685 \n", - " Pearson (1 core) 10.0 0.000041 0.000013 0.000033 \n", - " Spearman (1 core) 10.0 0.000273 0.000023 0.000260 \n", - "1000 CCC (1 core) 10.0 0.001398 0.000047 0.001332 \n", - " CCC (3 cores) 10.0 0.001564 0.000341 0.001332 \n", - " MIC (1 core) 10.0 0.037072 0.000457 0.036463 \n", - " MICe (1 core) 10.0 0.024851 0.000125 0.024646 \n", - " Pearson (1 core) 10.0 0.000040 0.000017 0.000033 \n", - " Spearman (1 core) 10.0 0.000319 0.000024 0.000301 \n", - "5000 CCC (1 core) 10.0 0.006685 0.000091 0.006585 \n", - " CCC (3 cores) 10.0 0.004830 0.001123 0.003883 \n", - " MIC (1 core) 10.0 0.510705 0.001836 0.507880 \n", - " MICe (1 core) 10.0 0.228000 0.000698 0.227258 \n", - " Pearson (1 core) 10.0 0.000050 0.000012 0.000044 \n", - " Spearman (1 core) 10.0 0.000661 0.000026 0.000634 \n", - "10000 CCC (1 core) 10.0 0.014375 0.000187 0.014085 \n", - " CCC (3 cores) 10.0 0.008727 0.001044 0.007567 \n", - " MIC (1 core) 10.0 1.592554 0.010670 1.575866 \n", - " MICe (1 core) 10.0 0.572581 0.001167 0.570966 \n", - " Pearson (1 core) 10.0 0.000064 0.000015 0.000056 \n", - " Spearman (1 core) 10.0 0.001158 0.000027 0.001128 \n", - "50000 CCC (1 core) 10.0 0.082006 0.000460 0.081297 \n", - " CCC (3 cores) 10.0 0.043132 0.000550 0.042416 \n", - " MICe (1 core) 10.0 4.843016 0.005246 4.832381 \n", - " Pearson (1 core) 10.0 0.000182 0.000026 0.000163 \n", - " Spearman (1 core) 10.0 0.006136 0.000160 0.005979 \n", - "100000 CCC (1 core) 10.0 0.175137 0.000671 0.174232 \n", - " CCC (3 cores) 10.0 0.090907 0.001929 0.088514 \n", - " Pearson (1 core) 10.0 0.000417 0.000249 0.000313 \n", - " Spearman (1 core) 10.0 0.011882 0.000409 0.011642 \n", - "1000000 CCC (1 core) 10.0 2.296490 0.065356 2.219242 \n", - " CCC (3 cores) 10.0 1.275980 0.008927 1.265975 \n", - " Pearson (1 core) 10.0 0.007408 0.001242 0.006026 \n", - " Spearman (1 core) 10.0 0.172611 0.001251 0.170362 \n", - "10000000 CCC (1 core) 10.0 40.157600 0.173438 39.843292 \n", - " CCC (3 cores) 10.0 21.885837 0.103896 21.705721 \n", - " Pearson (1 core) 10.0 0.094267 0.000529 0.093734 \n", - " Spearman (1 core) 10.0 2.954011 0.010732 2.941881 \n", + "100 CCC (1 core) 1000.0 0.000700 0.000022 0.000681 \n", + " CCC (3 cores) 1000.0 0.001244 0.000507 0.000927 \n", + " CCC (6 cores) 1000.0 0.002549 0.001363 0.001193 \n", + " MIC (1 core) 1000.0 0.000723 0.000027 0.000652 \n", + " MICe (1 core) 1000.0 0.000674 0.000022 0.000620 \n", + " Pearson (1 core) 1000.0 0.000033 0.000005 0.000030 \n", + " Spearman (1 core) 1000.0 0.000228 0.000011 0.000217 \n", + "500 CCC (1 core) 10.0 0.001014 0.000037 0.000985 \n", + " CCC (3 cores) 10.0 0.001573 0.000316 0.001127 \n", + " CCC (6 cores) 10.0 0.001548 0.000512 0.001313 \n", + " MIC (1 core) 10.0 0.011557 0.000165 0.011262 \n", + " MICe (1 core) 10.0 0.008868 0.000115 0.008696 \n", + " Pearson (1 core) 10.0 0.000039 0.000014 0.000033 \n", + " Spearman (1 core) 10.0 0.000280 0.000022 0.000266 \n", + "1000 CCC (1 core) 10.0 0.001520 0.000021 0.001473 \n", + " CCC (3 cores) 10.0 0.001457 0.000246 0.001307 \n", + " CCC (6 cores) 10.0 0.001665 0.000511 0.001367 \n", + " MIC (1 core) 10.0 0.037375 0.000440 0.036806 \n", + " MICe (1 core) 10.0 0.024938 0.000247 0.024583 \n", + " Pearson (1 core) 10.0 0.000041 0.000013 0.000035 \n", + " Spearman (1 core) 10.0 0.000318 0.000009 0.000310 \n", + "5000 CCC (1 core) 10.0 0.006788 0.000060 0.006672 \n", + " CCC (3 cores) 10.0 0.003255 0.000450 0.002939 \n", + " CCC (6 cores) 10.0 0.002966 0.000383 0.002287 \n", + " MIC (1 core) 10.0 0.511068 0.002535 0.508058 \n", + " MICe (1 core) 10.0 0.228089 0.000724 0.226995 \n", + " Pearson (1 core) 10.0 0.000052 0.000013 0.000045 \n", + " Spearman (1 core) 10.0 0.000672 0.000034 0.000647 \n", + "10000 CCC (1 core) 10.0 0.013911 0.000139 0.013680 \n", + " CCC (3 cores) 10.0 0.006295 0.000917 0.005360 \n", + " CCC (6 cores) 10.0 0.003929 0.000618 0.003467 \n", + " MIC (1 core) 10.0 1.604225 0.005336 1.594926 \n", + " MICe (1 core) 10.0 0.571711 0.001157 0.569632 \n", + " Pearson (1 core) 10.0 0.000066 0.000015 0.000058 \n", + " Spearman (1 core) 10.0 0.001157 0.000035 0.001128 \n", + "50000 CCC (1 core) 10.0 0.080398 0.001983 0.079082 \n", + " CCC (3 cores) 10.0 0.028311 0.000604 0.027584 \n", + " CCC (6 cores) 10.0 0.016299 0.001369 0.015058 \n", + " MICe (1 core) 10.0 4.869085 0.007489 4.855632 \n", + " Pearson (1 core) 10.0 0.000216 0.000107 0.000164 \n", + " Spearman (1 core) 10.0 0.006197 0.000197 0.005992 \n", + "100000 CCC (1 core) 10.0 0.169880 0.004015 0.166682 \n", + " CCC (3 cores) 10.0 0.059719 0.001602 0.057553 \n", + " CCC (6 cores) 10.0 0.032267 0.001531 0.031124 \n", + " Pearson (1 core) 10.0 0.000487 0.000159 0.000307 \n", + " Spearman (1 core) 10.0 0.013500 0.000201 0.013329 \n", + "1000000 CCC (1 core) 10.0 2.374975 0.028419 2.312148 \n", + " CCC (3 cores) 10.0 0.908605 0.005742 0.900301 \n", + " CCC (6 cores) 10.0 0.536444 0.003756 0.531334 \n", + " Pearson (1 core) 10.0 0.008685 0.001105 0.007643 \n", + " Spearman (1 core) 10.0 0.175823 0.003502 0.171767 \n", + "10000000 CCC (1 core) 10.0 42.292236 0.110967 42.121878 \n", + " CCC (3 cores) 10.0 15.907279 0.039598 15.831335 \n", + " CCC (6 cores) 10.0 9.102648 0.049330 8.999230 \n", + " Pearson (1 core) 10.0 0.094251 0.000763 0.093191 \n", + " Spearman (1 core) 10.0 2.952096 0.007759 2.937117 \n", "\n", " 25% 50% 75% max \n", "data_size method \n", - "100 CCC (1 core) 0.000631 0.000635 0.000640 0.001048 \n", - " CCC (3 cores) 0.000913 0.000944 0.001109 0.004993 \n", - " MIC (1 core) 0.000707 0.000723 0.000741 0.000879 \n", - " MICe (1 core) 0.000659 0.000676 0.000691 0.000740 \n", - " Pearson (1 core) 0.000030 0.000031 0.000031 0.000098 \n", - " Spearman (1 core) 0.000213 0.000215 0.000218 0.000483 \n", - "500 CCC (1 core) 0.000918 0.000921 0.000927 0.001028 \n", - " CCC (3 cores) 0.001103 0.001132 0.001268 0.002005 \n", - " MIC (1 core) 0.011426 0.011671 0.011797 0.011964 \n", - " MICe (1 core) 0.008851 0.008900 0.008963 0.008996 \n", - " Pearson (1 core) 0.000034 0.000035 0.000042 0.000075 \n", - " Spearman (1 core) 0.000264 0.000266 0.000268 0.000336 \n", - "1000 CCC (1 core) 0.001362 0.001389 0.001438 0.001465 \n", - " CCC (3 cores) 0.001383 0.001409 0.001685 0.002411 \n", - " MIC (1 core) 0.036848 0.036995 0.037238 0.037937 \n", - " MICe (1 core) 0.024754 0.024871 0.024943 0.025019 \n", - " Pearson (1 core) 0.000034 0.000035 0.000035 0.000087 \n", - " Spearman (1 core) 0.000304 0.000310 0.000321 0.000376 \n", - "5000 CCC (1 core) 0.006639 0.006668 0.006692 0.006896 \n", - " CCC (3 cores) 0.004018 0.004404 0.005185 0.007427 \n", - " MIC (1 core) 0.509280 0.510705 0.512287 0.513345 \n", - " MICe (1 core) 0.227605 0.227923 0.228074 0.229758 \n", - " Pearson (1 core) 0.000045 0.000046 0.000049 0.000084 \n", - " Spearman (1 core) 0.000651 0.000657 0.000660 0.000731 \n", - "10000 CCC (1 core) 0.014274 0.014354 0.014452 0.014767 \n", - " CCC (3 cores) 0.008029 0.008367 0.009145 0.010723 \n", - " MIC (1 core) 1.587393 1.593111 1.599259 1.610753 \n", - " MICe (1 core) 0.571873 0.572358 0.573227 0.574736 \n", - " Pearson (1 core) 0.000058 0.000059 0.000063 0.000106 \n", - " Spearman (1 core) 0.001147 0.001153 0.001155 0.001231 \n", - "50000 CCC (1 core) 0.081652 0.082052 0.082178 0.082773 \n", - " CCC (3 cores) 0.042617 0.043109 0.043533 0.043936 \n", - " MICe (1 core) 4.842152 4.843082 4.846897 4.849092 \n", - " Pearson (1 core) 0.000165 0.000169 0.000190 0.000248 \n", - " Spearman (1 core) 0.006003 0.006108 0.006233 0.006459 \n", - "100000 CCC (1 core) 0.174719 0.175010 0.175541 0.176207 \n", - " CCC (3 cores) 0.089994 0.090318 0.091081 0.095571 \n", - " Pearson (1 core) 0.000318 0.000320 0.000336 0.001109 \n", - " Spearman (1 core) 0.011671 0.011746 0.011826 0.012993 \n", - "1000000 CCC (1 core) 2.255166 2.270925 2.352809 2.407563 \n", - " CCC (3 cores) 1.268516 1.273530 1.282357 1.291811 \n", - " Pearson (1 core) 0.006245 0.007732 0.007757 0.009899 \n", - " Spearman (1 core) 0.171784 0.172625 0.173215 0.174503 \n", - "10000000 CCC (1 core) 40.088204 40.151353 40.259280 40.429066 \n", - " CCC (3 cores) 21.845108 21.876476 21.949155 22.039508 \n", - " Pearson (1 core) 0.093855 0.094105 0.094493 0.095369 \n", - " Spearman (1 core) 2.946117 2.951748 2.962198 2.971911 " + "100 CCC (1 core) 0.000690 0.000693 0.000700 0.000963 \n", + " CCC (3 cores) 0.000983 0.001027 0.001304 0.006013 \n", + " CCC (6 cores) 0.001497 0.002142 0.003099 0.007773 \n", + " MIC (1 core) 0.000704 0.000723 0.000743 0.000821 \n", + " MICe (1 core) 0.000659 0.000673 0.000689 0.000756 \n", + " Pearson (1 core) 0.000031 0.000032 0.000033 0.000145 \n", + " Spearman (1 core) 0.000224 0.000226 0.000229 0.000393 \n", + "500 CCC (1 core) 0.000997 0.001006 0.001010 0.001116 \n", + " CCC (3 cores) 0.001449 0.001490 0.001747 0.002150 \n", + " CCC (6 cores) 0.001332 0.001356 0.001383 0.002961 \n", + " MIC (1 core) 0.011459 0.011552 0.011663 0.011803 \n", + " MICe (1 core) 0.008778 0.008870 0.008926 0.009037 \n", + " Pearson (1 core) 0.000034 0.000035 0.000036 0.000079 \n", + " Spearman (1 core) 0.000271 0.000272 0.000278 0.000340 \n", + "1000 CCC (1 core) 0.001508 0.001526 0.001532 0.001544 \n", + " CCC (3 cores) 0.001323 0.001328 0.001477 0.002081 \n", + " CCC (6 cores) 0.001426 0.001455 0.001562 0.003018 \n", + " MIC (1 core) 0.037103 0.037231 0.037689 0.038242 \n", + " MICe (1 core) 0.024758 0.024965 0.025059 0.025344 \n", + " Pearson (1 core) 0.000036 0.000037 0.000037 0.000077 \n", + " Spearman (1 core) 0.000312 0.000313 0.000323 0.000337 \n", + "5000 CCC (1 core) 0.006755 0.006799 0.006819 0.006884 \n", + " CCC (3 cores) 0.003033 0.003085 0.003135 0.004291 \n", + " CCC (6 cores) 0.002790 0.002943 0.003094 0.003766 \n", + " MIC (1 core) 0.509063 0.511166 0.511689 0.516697 \n", + " MICe (1 core) 0.227600 0.227992 0.228596 0.229304 \n", + " Pearson (1 core) 0.000046 0.000047 0.000051 0.000088 \n", + " Spearman (1 core) 0.000657 0.000661 0.000673 0.000766 \n", + "10000 CCC (1 core) 0.013838 0.013906 0.014009 0.014104 \n", + " CCC (3 cores) 0.005587 0.006078 0.006806 0.008178 \n", + " CCC (6 cores) 0.003497 0.003648 0.004185 0.005180 \n", + " MIC (1 core) 1.600615 1.606042 1.607014 1.610589 \n", + " MICe (1 core) 0.570982 0.571727 0.572616 0.573363 \n", + " Pearson (1 core) 0.000059 0.000060 0.000062 0.000106 \n", + " Spearman (1 core) 0.001146 0.001149 0.001152 0.001253 \n", + "50000 CCC (1 core) 0.079508 0.079843 0.080196 0.085907 \n", + " CCC (3 cores) 0.027964 0.028092 0.028674 0.029486 \n", + " CCC (6 cores) 0.015353 0.015880 0.016453 0.019071 \n", + " MICe (1 core) 4.865442 4.869943 4.874358 4.877798 \n", + " Pearson (1 core) 0.000168 0.000181 0.000200 0.000515 \n", + " Spearman (1 core) 0.006033 0.006152 0.006320 0.006609 \n", + "100000 CCC (1 core) 0.168021 0.168410 0.170365 0.180720 \n", + " CCC (3 cores) 0.058915 0.059804 0.060159 0.063151 \n", + " CCC (6 cores) 0.031255 0.031849 0.032394 0.036092 \n", + " Pearson (1 core) 0.000354 0.000430 0.000628 0.000748 \n", + " Spearman (1 core) 0.013438 0.013453 0.013498 0.014044 \n", + "1000000 CCC (1 core) 2.365298 2.373448 2.391214 2.421613 \n", + " CCC (3 cores) 0.904757 0.906894 0.912644 0.917324 \n", + " CCC (6 cores) 0.534186 0.536558 0.538229 0.543839 \n", + " Pearson (1 core) 0.007773 0.008315 0.009787 0.010285 \n", + " Spearman (1 core) 0.173853 0.175242 0.176227 0.183476 \n", + "10000000 CCC (1 core) 42.227472 42.277608 42.331981 42.507820 \n", + " CCC (3 cores) 15.897137 15.911772 15.932641 15.959610 \n", + " CCC (6 cores) 9.080815 9.099392 9.143470 9.161670 \n", + " Pearson (1 core) 0.093785 0.094238 0.094759 0.095648 \n", + " Spearman (1 core) 2.950214 2.952338 2.954561 2.967408 " ] }, "metadata": {}, @@ -1355,6 +1568,7 @@ " plot_data[\n", " plot_data[\"method\"].str.contains(\"1 core\", regex=False)\n", " | plot_data[\"method\"].str.contains(\"CCC (3 cores)\", regex=False)\n", + " | plot_data[\"method\"].str.contains(\"CCC (6 cores)\", regex=False)\n", " ]\n", " .groupby([\"data_size\", \"method\"])[\"time\"]\n", " .describe()\n", @@ -1364,9 +1578,24 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 16, "id": "ffb6a620-e832-4b8e-bfe2-e211a381000e", - "metadata": {}, + "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.139005Z", + "iopub.status.busy": "2023-09-11T17:28:48.138877Z", + "iopub.status.idle": "2023-09-11T17:28:48.140296Z", + "shell.execute_reply": "2023-09-11T17:28:48.140169Z" + }, + "papermill": { + "duration": 0.00487, + "end_time": "2023-09-11T17:28:48.140852", + "exception": false, + "start_time": "2023-09-11T17:28:48.135982", + "status": "completed" + }, + "tags": [] + }, "outputs": [], "source": [ "# this is necessary to make sure we did not mix results when running the time test notebooks\n", @@ -1379,10 +1608,10 @@ "id": "772f2cd8-22b9-4106-93e2-1c8063370356", "metadata": { "papermill": { - "duration": 0.002476, - "end_time": "2023-09-11T14:41:55.662125", + "duration": 0.002383, + "end_time": "2023-09-11T17:28:48.145748", "exception": false, - "start_time": "2023-09-11T14:41:55.659649", + "start_time": "2023-09-11T17:28:48.143365", "status": "completed" }, "tags": [] @@ -1393,14 +1622,20 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "id": "3b4ffedd-661b-40da-b323-4d29f38c3b72", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.151034Z", + "iopub.status.busy": "2023-09-11T17:28:48.150919Z", + "iopub.status.idle": "2023-09-11T17:28:48.152531Z", + "shell.execute_reply": "2023-09-11T17:28:48.152405Z" + }, "papermill": { - "duration": 0.004783, - "end_time": "2023-09-11T14:41:55.669379", + "duration": 0.004754, + "end_time": "2023-09-11T17:28:48.153036", "exception": false, - "start_time": "2023-09-11T14:41:55.664596", + "start_time": "2023-09-11T17:28:48.148282", "status": "completed" }, "tags": [] @@ -1412,14 +1647,20 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "id": "cc263e22-bbc0-4d20-953f-ec6fd0a624b8", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.158303Z", + "iopub.status.busy": "2023-09-11T17:28:48.158201Z", + "iopub.status.idle": "2023-09-11T17:28:48.159715Z", + "shell.execute_reply": "2023-09-11T17:28:48.159592Z" + }, "papermill": { - "duration": 0.004689, - "end_time": "2023-09-11T14:41:55.676431", + "duration": 0.004683, + "end_time": "2023-09-11T17:28:48.160221", "exception": false, - "start_time": "2023-09-11T14:41:55.671742", + "start_time": "2023-09-11T17:28:48.155538", "status": "completed" }, "tags": [] @@ -1430,17 +1671,22 @@ "text/plain": [ "['CCC (1 core)',\n", " 'CCC (3 cores)',\n", + " 'CCC (6 cores)',\n", " 'MIC (1 core)',\n", " 'MIC (3 cores)',\n", + " 'MIC (6 cores)',\n", " 'MICe (1 core)',\n", " 'MICe (3 cores)',\n", + " 'MICe (6 cores)',\n", " 'Pearson (1 core)',\n", " 'Pearson (3 cores)',\n", + " 'Pearson (6 cores)',\n", " 'Spearman (1 core)',\n", - " 'Spearman (3 cores)']" + " 'Spearman (3 cores)',\n", + " 'Spearman (6 cores)']" ] }, - "execution_count": 17, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1451,14 +1697,20 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "id": "e3c79816-6703-4236-b55a-c6dc38d4d600", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.165472Z", + "iopub.status.busy": "2023-09-11T17:28:48.165391Z", + "iopub.status.idle": "2023-09-11T17:28:48.167382Z", + "shell.execute_reply": "2023-09-11T17:28:48.167260Z" + }, "papermill": { - "duration": 0.005063, - "end_time": "2023-09-11T14:41:55.683918", + "duration": 0.005015, + "end_time": "2023-09-11T17:28:48.167768", "exception": false, - "start_time": "2023-09-11T14:41:55.678855", + "start_time": "2023-09-11T17:28:48.162753", "status": "completed" }, "tags": [] @@ -1495,14 +1747,20 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "59249512-0a19-4868-b5a0-5dc4e271c8af", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.173097Z", + "iopub.status.busy": "2023-09-11T17:28:48.173050Z", + "iopub.status.idle": "2023-09-11T17:28:48.176105Z", + "shell.execute_reply": "2023-09-11T17:28:48.175969Z" + }, "papermill": { - "duration": 0.006262, - "end_time": "2023-09-11T14:41:55.692678", + "duration": 0.006171, + "end_time": "2023-09-11T17:28:48.176484", "exception": false, - "start_time": "2023-09-11T14:41:55.686416", + "start_time": "2023-09-11T17:28:48.170313", "status": "completed" }, "tags": [] @@ -1526,10 +1784,10 @@ "id": "c581b4df-26fe-43e2-ba23-3595534c7ea2", "metadata": { "papermill": { - "duration": 0.002402, - "end_time": "2023-09-11T14:41:55.697550", + "duration": 0.002467, + "end_time": "2023-09-11T17:28:48.181543", "exception": false, - "start_time": "2023-09-11T14:41:55.695148", + "start_time": "2023-09-11T17:28:48.179076", "status": "completed" }, "tags": [] @@ -1543,10 +1801,10 @@ "id": "5fcb16ca-07a6-41b9-aa18-f22b84194e71", "metadata": { "papermill": { - "duration": 0.002429, - "end_time": "2023-09-11T14:41:55.702447", + "duration": 0.002486, + "end_time": "2023-09-11T17:28:48.186599", "exception": false, - "start_time": "2023-09-11T14:41:55.700018", + "start_time": "2023-09-11T17:28:48.184113", "status": "completed" }, "tags": [] @@ -1557,14 +1815,20 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "09151d37-4dd2-4c1f-ab4a-94b4d3e79018", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:48.191895Z", + "iopub.status.busy": "2023-09-11T17:28:48.191845Z", + "iopub.status.idle": "2023-09-11T17:28:49.105140Z", + "shell.execute_reply": "2023-09-11T17:28:49.104904Z" + }, "papermill": { - "duration": 0.661136, - "end_time": "2023-09-11T14:41:56.366016", + "duration": 0.916625, + "end_time": "2023-09-11T17:28:49.105757", "exception": false, - "start_time": "2023-09-11T14:41:55.704880", + "start_time": "2023-09-11T17:28:48.189132", "status": "completed" }, "tags": [] @@ -1572,7 +1836,7 @@ "outputs": [ { "data": { - "image/png": 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OZtacCRgV1+fSB/F52xa2m5mjbbJZSuiE0x6pxLqpda1Rm/G+L/AHYOe0xxjg8xnbDQKWtPIcXUKH/bRJKpd0iaQ9JG0haV9Cu4M3CA1x7wQGSPqLpO0lnQvsyZrqa+ecc47KLtieMXZ6mcG6CZABM3LdKSZ2BJkEnJmtB3DsrApwH3BC7GzS3DbbZRtbOW2bbN4mlPi1x5R47nXiIyTGjcBeafFsR0hUpzVzzMnAKDObmfH4KGO77eK23UZH/otmhPEZHyL8YNxJ+O/kK2aWNLOlhEasnwPeIrQ7ONLM3u/AGJ1zznVyqfaMA7tQ0hhdwtolZ6mq6kua3KN9TickPk9IOljSCEn7SLqRNWMQXgHMAl6U9HVJ20gaK+lXhGFnMLNnCEPt3CvpTEk7Stpa0reAN5s5/1NkdCSJY0LuDOwQF+0gaeemBtI2s/8Scob7JO0taaSkkyVtHpvD/QO4StK+knYldIJ51MxmZDte9AfgiDghyfaSRkv6tqTvp8W5EaHzzaRmjtPlKEunqaIkKVsHMOecc12ImfHAlPmsbEyy/9ZD2Lh/RaFDStfuTpmx08v5hKrqGcAlx+2yad7aM0oaCYwnVL0OAD4CHgSuMLNFcZv+MaajgU0JfRCeBy41sylxGxHGVf4eoYCohlAK95fYkSTbuXsSOqGMM7N34rJxwNNZNj/AzCY1cZyNCMPqfCkuSg25Mz8mm1cCRxHaJT4G/MDMFsd9bwEws1MyjrkfcCmhk00d8A7wOzN7LK4/A/iCmR2WLaauypNG55xzRaO2IcGDU0KH26+O2Yhe5aUFjmgtORvJo4PGaSw4SRcAm5jZ91vcuJOQVEKoFv+emT1f6Hg6UtdoQeycc65bqKwN7Rkryko6W8KYU90hYYz+BMwusplVhgNXd7eEEQo4I4xzzjnXVl24PWO3FGeDuazQcbSFmX1CGPi72/GSRuecc0Wjq08f6Fxn1qqSRkmDCQ1gDyAMltmLMMXfa8DDZvZc3iJ0zjnnosouOBOMc8Wi2ZJGScMk3QDMA86L2z8PTCD06vosoav+u5KOznewzjnnuq+GRJKalY1A1xqj0bli0VJJ4xTg/4B9zCzrWEuxO/sxwIWSNjOzP+c4Ruecc251e8bSEtG3pzfJd66jtfRTt5uZZc61uBYzqwFujmMdbZKrwJxzzrl0qarpgRXllBRVZ1vnuoZmk8aWEsaMbQ2Y2+6InHPOuSxWTx/o7RmdK4hW956WtJOk0Wnvvyzpn5LGS/J6Auecc3lVVZvqOe1JY1chaS9JU4psnMYmSdozXk+XHJ2mLRd1HTAWQNKmhAnK+wLfBX6b+9Ccc865IGlGVb0Pt5NrkraSdJuk+ZLqJE2TdIWkYWnb9JX0O0kzJdVL+kjS3ZJ2TNtGkr4n6XVJtZIWSXpK0uEthPBb4PepKd0k/SAmXSskLZU0QdI2+bn63DOzl4FFwHGFjiUf2pI0bsuaicePBF41s0OAk4Bjcx2Yc845l7K8vpGkhXn6BvTyyq1ckLQ9Yei8gYQOrdsC3wE2AL4ft+kNPAMcBpwVtzkMmAZckna4a4DLgRuBnYB9gHsI8z43df5RwN7A/WmL5wJnAzsShvlrBLLOXZ0PcT7s9rqDMA93l9OWpLEHUB9fjwMeja9nEKbUcc455/Ii1Z6xX0UZZSVdsuZvLSN++UhHXOTVwPvAEWb2vJnNic/fYk2ydzYwCjjIzB40s4/M7G0zuxj4JoCk/QhJ5glmdq2ZvW9mM83sBmCXZs5/NPBsnBUGADObYGaPmdkHZvY2cCEwStKQpg4iaaikOyVVSqqWNEnSxnFdb0k3pK27N/1Ykm6JJa1XSFoK3BKXHyzptVj6OkPSD9L2qYjHXJRWOvvVtJAmAp9LL63tKtrypZwOHC1pc+DzwJNx+UZAZa4Dc84551Iqu0l7xhG/fOSkEb98ZDqQGPHLR6aP+OUjJ+XjPDFxGgf8KVU1nM7MquLLY4A7zGxhC9tMM7OJzWyTzT7AG83E2As4hVCqubSZ4/wL2Az4MrAbcDtrOvr+EdiPUDq6P7A5MTFMcyShEHtv4AJJ2xJKP68GRgM/Ay6WdFTc/sfA7sChwA7AT4HlqYOZ2QLgk3h9XUpbyvgvBu4Ffg88YWavxeVfYE21tXPOOZdzVd1g+sCYIN4KpJK4bYBbR/zyEWb/7tDbcny6rQmJ0vQWthsJ3NSKbVo6TjabA49lLpT0OUJtZm9CSeiXsiW2cdsDCIniiLTEdkZc1w84FfiKmT0fl50CvCdplJnNiNt/Apyd1q7yH8C1ZnZzXD9L0l8IfTjuJySor5vZq3H9h1lCWwBs0ZqbUExaXdJoZg8SPuDdCNl1ylPAz3Mcl3POOQeAma0Zo7FrlzSeT0gYUz2JFd+fX7CI8qsCWJll+WvAzsDngHeBO5sZpWUMMD1bSShh2uNy4KXUAjObBlQB26Vt91ZGUjoWOFNSTepBqCbfKq6/HTgmVl9fKilbFXw9YcrlLqVNbSbMbKGZvWVmybRlL5rZu7kPzTnnnIPahgSrEuHPTletno5tGEexJmFMETAqD20cP4jP27aw3cwcbZPNUkInnLWYWV1sE/k/QkfbnQi1mtmkEuum1rVGbcb7vsAfCIlr6jGG0DQPM3sF2JLQ7nML4AVJZ2YcYxCwpJXnLxrNVk9Lur61BzKz77U/HOecc25tqVLGXuUlVJSXFjia/Jj9u0OTI375yAxClXR6smPA+7N/d2gy+57rx8yWSJpEKFG7N7P6V9IAM1tGGF7vLEkXmdmiZrY5XdIhZvZoE9tk8zZrl/g1RUCiiXVTgO0kDc2Mj5AYNwJ7AU/EeLYjJKrTmjnfZGCUmc1sagMz+5RQ4ni7pHOAbwN/iecoJ5RKTm72qopQS20aM8dG2pVQ1JtquzAKaKCZhqzOOedce6wZ1LvrtmeMLmFNm0alPV/S3E7tcDrwPPCEpMsJJYYbExKgOcCvgSuArwEvSvoloQ9DBXAEsCdwmJk9I+lG4F5JFwD/BVYQOqBcwJpq3UxPxXOsJuliQoI3F9gQOBdYDLyY7QBm9l9JbwH3SUpt+1ngaTObE9snXiXpVEKJ4jXAo2ntGbP5A/C/GMs9hFrZPYEeZvZ3ST+N8b0V78UXiO0oo93i9Xe53KjZ4m4zOyD1IDT+fBnY3Mx2MbNdCMWyLwEP5D9U55xz3dHq6QO7aNV0SuzscjKh8wfx+eQ8dIIBwMymAnsAC4E7CaVvNwOfAn+P26SSv/uA3xFK9h4h9Br+Zdrhvkfo33ASIVd4CTiB0NO4KQ8CG0oam7ZsGHA3IQl7EEgCnzez5Vn2TzmS0PHkcUKidgqhQAvC2JLPE8Z6fJaQ7J3czLEws9cJieBB8XjPxX1mx01WEJLhycAkwv06Pe0QxwB3mVljc+cpRmqiQ9K6G0qzgcPjuEnpy3cGHjKzzXMeXRtIaqpzlXPOuSL20NT5rFiV4LMjBrP5oN6FDqc5OZsKb8QvHynJdZV0ZxRLJjcxs+8XOpZckNSXkOx/1sxmFTqeXGtLw9qhhAG+M5UDTQ66mSLpfElvxamB5kr6a7y5qfXjJFnG4602xOecc66LWdWYZMWq0JxtUO8uXz29WndIGKM/AbOlrjH3NGGUmbO7YsIIbRun8VngaknHm9kHAJK2Bv4a17VkH8IYj68Tip+vB/oB38rYbqO01w0455zrtlLjM5aViL49umYnmO4sVn9fVug4ciWOJtNlR5RpS9L4PeDfwAxJSwgNdDck9H5qce5pM0sf23F6LJK+Lst2C9oQk3POuS4s1Z5xYK9yuk5hlHPFqdVJo5nNAXaVdDCwPaHtxlQze2o9zz2EMMDmWmLbyRLgBeCceF7nnHPdUGVd95g+0Lli0JaSRgDM7EnWzDu9XiQNIEyC/o+0xfMJ0/28Dgwm9Ex6WtIYM6trz/mcc84Vp9VJYzdqz+hcZ9WmpDG2YTyQ0CZxrU40ZvbrrDute4yehOF7ZpHWjsHMppM2d6Wk1wjjRH0F+GfGMcYDF7Ulduecc8UlkTSW13tJo3OdRauTRkknEsZvqieM6ZQ+vo2RMUBnE8coIwyU2Q84qLkxjMysWtJMYESWdeOB8RnH9vF2nHOuC1le30DSQluoARWeNDpXaG0pabyYMDL8r8ysqel8miSpBLgNGAnsb2Y1LWzfizCK/EdtPZdzzrnil6qa7l9RRmmJd4JxrtDakjQOB25Yn4Qxuh4YB3wZ6CFpeFy+2MwSkr5HGNF9KmFeyIuAGmDiep7POedcEVvTCcbbMzrXGbRlcO+ngF3aca5TCWMwvkno9JJ6bBbXlxMG+ZxKSBQbCVXYzZZIOuec65qqUtMH9vaq6a5E0mOSjil0HG0h6do4t3W31pak8Xbgckk/ibO37JP+aGlnM1MTj9lx/dVmNtLMKsxsmJkdaWYz1/O6nHPOFTEzW13SONA7weSFpElx9rXjMpZvKimR3ldA0nhJkzK220rSbZLmS6qTNE3SFZKGNXPOfQnN1O5PW3aVpMmSGiXdkqvry7HLgZ+nz2TXHbUlafw/QhvDPwP/JUwAnno8l/vQnHPOdVcrViVoSIScxXtO59U84JsZy04APmluJ0nbA68RmpMdA2wLfAfYAGhuHukfAneaWfo0iUngGto5nN/6kFQqqcWphmIB17vA1/MeVCfWlqRxy2YeW+U+NOecc91VqpSxd3kpPcu63/SBE2b/oS1/n9vjfmA/SUPTlp0A3NXCflcD7wNHmNnzZjYnPn8LuDLbDpLKgSPI6KtgZj8xs+sI/RpaRdLxkqZKWinpI0lnpq37gqS347r300tSJY2IpatHS3qdMCLMNpJ6S7pa0mJJVZImSNo847QTgaNbG2NX1OovpZl91Nwjn0E655zrXla3Z+xmpYwTZv/hpAmz/zAdSEyY/YfpE2b/4aQ8n7ISeAL4BoCknQhjMf+nqR0kDSF0bP2Tma0z3J2ZVTWx605ABTC5PQFL+gJhcpDrgDGEJHdJXLc58BDwL2AsIYG9TdIeGYe5GDgXGA3MBf4ObA0cAuwJLAYeiiO/pLwO7KNuPJ9lm/6TkTRK0o2SXpT0gqQbJG2Tr+Ccc851T2tmguk+SWNMEG8FUn9XtwFu7YDE8Q7gxPj6RMJ4yk2Oo0xIrkTahByttDlQaWb1bY5wbecD15jZX83s/VjCeUdc9wPgDTMbb2YzzOxvhNLUn2Yc41Ize9LMZhCmNf468HUzey1ONnIa4f5/Jm2fBcCA+OiWWp00Svo88A6hB/VLwCvArsA7kg7KT3jOOee6o8raVCeYbjXczvmEyTJSJVmK78/P83kfBkbGdorHEZLIfKgAVubgOGOAZ5tYtx0hR0n3Ylye7s2016OBHsAnkmok1RBKYFPjRaekkt1e6xN0V9CWcRovBa41szPTF0q6Evgda2fjzjnn3HpZ2ZigtiEMCdxdqqdjG8ZRWVYJGDVh9h9KDhvx82SW9e1mZqsk3UcYT7nGzF6VNK6ZXT6Iz9sCb7XhVEsJHWfaK5VMN7WuNWrTXvcFqoHdsmy3MO31oHjepa08R5fTlurpMcC1WZZfQ2g34JxzzrVbqmq6vET06dE9OsHEhHAG6yZDBszIV8KY5g5gX+DOljY0syXAJODMbO37JDVVffs20FvSZk2sb60pwP5NrJsG7JWxbO+4vCmTgf5AuZnNzHhUp223HTDNzFatb+DFri1JYzVrBuJOtwWwPDfhOOec6+6qUuMz9i6nm/U5uIS1S9FSVdWX5PvEZvYssCFwWSt3OZ2QRD0h6eDYK3kfSTcCP2niHPOB94DPpi+XNFLSzsBgYLCknSWNbObclwI/lHRG3HcvSSfEddcCu8VxJUdJOh04iiZ6dMe4phE6zvwz9rzeUtL+sTf1wLRN96EAwwJ1Jm1JGh8Arpf0xdg1vbekLxF6HP0rP+E555zrblLtGbvb9IGHjfj5bcDJhKFsiM8nx+V5Z2ZLzKyhldtOBfYgVN/eSSjJuxn4lJAXNOUWwriO6W4ktDE8LD7ejMuaOvdjhI4qpxPGTryHMD4kcTSXrxISxSnAmcC3zOzlFi7pBODxeA2paykhtmOMYzl+jdBRqdtSlt7y2TcMo6DfTPgg0ne6Dzi10NP9ScrW898551yRmfjeQpbVN7Dn5oPYaoM+hQ6nLXJWLJrPNoyFFKuupwF7mtmcQsfTWnGsx1PN7OBCx1JIre4IE5PCYyRtDewQF081s1l5icw551y3k0gay+tTJY257wSTTBolJZ2/yrsrJowAZrZM0neATYGiSRoJ/xBkrXbvTtrSexoAM/uANT2nnHPOuZxZVt+AASWC/hW5Sxr/+frHXPXfmcz5tJYRG/TmjAO34ahdN83Z8V3rmdkjhY6hrcyspRlyuoW2jNN4r6Tzsiz/haT/y21YzjnnuqNUz+n+FeWU5qhE8P435vLz+95mzqdhlJXZS2s565+Tuf+NuTk5vnPdRVs6wuxPxnyR0aPAfrkJxznnXHdWWZv76QP/9vTMdZapieXOuaa1JWkcAGTr7FJLGPDSOeeca5fUcDu5ShqTSePDJSvWWW7Ah0tWkEx6B0rnWqstSeMHwOezLP888GFuwnHOOdddmdmaOadzNNxOSYkYsUHvdZYL2HJIn6LoFONcZ9GWpPEa4HJJP5U0RtJoST8jDAR6TX7Cc845113UrErQGEv+Buawevqru2yy1vvU6NmnH9Dc+NHOuUxtGXLnaklDCSPTXxEXrwT+aGZX5SM455xz3UeqPWOfHqX0KGtLmUbzVqxsBKCivIT6hiQjhvTh9ANGeu9p59qoTUPumNlFki4HRsdF75rZuo1FnHPOuTbKdXtGCG0aH357PgAXfWU0x+6+mVdJF5ikx4CbzOyfhY4lFyQ9CtxiZl1+JJn1+VeuHEgCkz1hdM45lyu5bs8I8NpHlcxfVk9ZifjS6OGeMKaRNEmSxdlO0pdvKikhydKWjZc0KWO7rSTdJmm+pDpJ0yRdIWlYM+fcFxgJ3B/fbyDpCUkLJNVLmiHpzFxeZwf4HfBrdYOJ0tsyTmNvSbcClcDLhNHckfR3Sb/KU3zOOee6iVTSOLB37koaJ7z9CQD7bbMhg/p0r7msW2ke8M2MZScAnzS3k6TtgdeAgYS5pLcFvkOYA/r7zez6Q+BOM0vNeJMkJJCHANsBFwC/zUxk80VSaZxXuj2eA3oCB+QgpE6tLSWNvwF2IozXWJ+2/DHgyFwG5Zxzrnupb0hQ15AAclc93ZhIMvGdUDV92E4b5eSYHWX3W8fmrlFn8+4H9ot9FlJOAFqaAeVq4H3gCDN73szmxOdvAVdm20FSOXAEaWM+m1mlmV1nZm+a2exYxfs48NnmTi7peElTJa2U9FF66aSkL0h6O657Pz0BlTQilq4eLel1Qj6zTSwYu1rSYklVkiZI2jxtv89LejOWqC6RtHpWGzMzQi50dAv3rOi15Ut5JHC6mT1H6HiW8i6wVUs7Szpf0luSVkiaK+mvkvpmbLOnpNdiEfW7kg5pQ3zOOeeKVKqUsUep6F3e3oKf4H8fLGXpilX0LCvh8zsMz8kx8233W8eetPutY6cDid1vHTt991vHnpTnU1YCTwDfAJC0EzAM+E9TO0gaAowD/hQTprWYWVUTu+4EVACTmzn2joSE8X/NbPMF4B/AdcAYQpK7JK7bHHgI+BcwlpDA3iZpj4zDXAycS+ijMRf4O7A1ocRzT2Ax8JCkEkllwH3A7cD2wIGse39ep4VEtytoS0eY4cDHWZaXt/I4+wC/J9zYYcD1QD/gWxDaNRBml7kdOInw38gDksaa2fttiNM551yRSXWCGdirB7lqGpaqmj5ou6H07dmmfp8FERPEW1lTMLMNcOvut47ltZPfuS2Pp74D+AXwV+BE4B6gsZnttyaMXDS9jefZHKg0s/rMFbEzyQFAD+BCM7u7meOcD1xjZn+N798Hno+vfwC8YWbj4/sZsR3lT4Hj045xqZk9Gc89Avg6MNTMlsdlpwFVwGfi8fsD95pZau7JtzNiWgBs0UzMXUJbShqnkT2L/irN/NeQYmaHmtldZjbdzJ4ltFs4Im2TE4DlwJlm9q6Z/Q54BTitDTE655wrQpV1uZ0+sL4hweNTFgBw+E4b5+SYHeB8QsKYyppTQ0qen+fzPgyMjO0UjyMkkflQQRiqL5vvALsCpwI/kXREE9tBKF18tol12wEvZSx7MS5P92ba69GEZPUTSTWSagglsL2ArcxsKSGRniLpHkknS+qTcbz6uH2X1pak8XLgKknfI3yRx0n6PSH5u3w9zj2EkMWnfAZ4OqOo+ylCMbFzzrkubHXP6Rx1gnlmxmKqVzbSt2cZ47Yd2vIOBRbbMI5iTcKYImBUPts4mtkqQvXr9UCNmb3awi4fxOdt23iqpYSOM9limBcLjG4G/kLziXIqmW5qXWvUpr3uC1QDO2c8RgETYnzHAV8klK6eA7wtKX0K5UHEKvKurNVfQjO7BzgL+CXQG7gROBb4jpk91JaTShoAnE1ok5AyFFiUseniuDxz//GxIevqR1vO75xzrvNoTCaprg+1obkabuehyaFq+gs7DKMiR20k8+m1k99JAjNYNxkyYEZcn093APsCd7a0oZktASYBZ2YbZib+jc/mbaC3pM1aOIWARDPrpxA65WYzDdgrY9necXlTJhOqn8vNbGbGozq1kZm9bGYXAbsQeomn95bejlbUuha7Nv3nYma3mNmWhERuuJltYWZtKsaW1JPQW2sWYQrC1avaEMd4M1P6oy0xOOec6zyW1TViQImgf0X72x6uWNnIU9MWAnBY8VRNQ5hxLb0ULVVVfUm+TxybjW3I2n+Xm3M6IVF6QtLBsVfyPpJuBH7SxDnmA++R1tQt7nuSpB0kbS3pREIB1T3NnPtS4IeSzpA0UtJekk6I664FdouFS6MknQ4cRRM9umNc0wgdZ/4Ze15vKWn/2Jt6YHx/SeysuwVhiKE+wMy0w+wDPNncDesK1qu4O/6XUSvpUEnbtHa/2APpHkIHmK+ZWXpD24WsW6q4IeuWPjrnnOtCUu0ZB1SUU5KDTjBPvreQ+oYkg3qXs+/IIe0+XkeJnV1OJnS8ID6fnOdOMKuZ2RIza2jltlOBPQh/u+8klOTdDHxK6InclFsISVfKSkLnlZcIJXU/B35lZs0leY8R+jucThjB5R5CyR9m9hGhr8VRhBLJM4FvmdnLLVzSCYShfm5Ou5YSQlvFWkI7ygcJ1dPnA6ea2dsAkgYD+9HyMEVFT1l6y2ffULoLeMnM/hrHWnqL0PW8ETjSzB5uYf8SQvH3WGB/M/s0Y/2PgZ/GkszUsmeAV83s7FbEl63nv3POuU7u1Y8rmblkBVtt0Js9Nx/c7uN957ZXefK9RRz/mc259GtjcxBhq+Ws1mv3W8eWdECVdIeLVdfTgD3NbE6h48kFSb8Etjaz7xQ6lnxrS0njONaMm3QYof5/I2A8oTNMS66Px/gm0EPS8PhINTa5Exgg6S+Stpd0LqETzHVtiNE551yRqcrh9IFVtat4ZsZioKh6Ta+jKyaMAGa2jNBTetNCx5JDy4CLCh1ER2hL45HBhGJogM8D95vZwlgC+YtW7H9qfH4zY/mWwGwzWyrpy4RR5n9AaPN4pI/R6JxzXVfSLG3O6fb3nH586gIaEsaw/j35zIj2l1q63DOzR1reqniY2TWFjqGjtCVpXExI8OYSksaz4vLehLkjm9Wazipm9hKwWxtics45V8RqVjaSSIamRQNzkDSmek1/ZezGlJR4H0nncqktSeM/gTslzSBUTaem0NmZNY12nXPOuVZLlTL27VFKeWn7hiJcVF3Pi7OWAsVdNe1cZ9WWpPEcQinj5sBZZpYaGHNj4IZcB+acc67rWzOod/vbM058Zz5Jgy0G92bHTZsaKtA5t75anTTG4XH+lGX5FTmNyDnnXLdRVZu76QMnvD0fCGMz5mr+aufcGs3WBUhqU/m+pI3aF45zzrnuJFXS2N72jHMra3n9o0oADtvRq6ady4eWGpC8LelPkjIn+l5NUk9J35D0OnB8bsNzzjnXVdU1JKhvDP0o2zvczsOxlHHbYf3Ydni/dsfmnFtXS9XTOxOm65ks6UPgFWAeYYT0wcBo4DOEoXgubuuUgs4557qvVCljz7ISepW3rxNMqtf0YTt5hZdz+dLsT6mZzTWzk4AtCNMC9QW+BBwH7ApMJUwHNMoTRuecc22R3p6xPW0QZy6q4d35ywGvmu4KJP1C0tWFjqMtJB0r6dFCx5FvrfrXzswWmNlfzOxIM9vFzLYzs8+Z2U/M7HGfv88551xb5ao944S3QynjTpsOYIsN+rQ7ru5C0iRJJum4jOWbSkpIsrRl4yVNythuK0m3SZovqU7SNElXSBrWjpj6AWcDf0hbdpqk5yXVSpq9vsfOs38C20j6bKEDyaf21Qc455xz66kyB9MHmhkTVldNeynjephHmN433QnAJ83tJGl74DVgIKHGcVvC9IAbAN9vRzzHAVPNbHbasgrgQeDadhx3vUlq8QtqZkngLuC0/EdUOJ40Ouec63ANiSTVKxuB9g23M3X+cmYtWYEUZoHpKhpvuL6j/j7fD+wnaWjashMICVBzriZM7HGEmT1vZnPi87eAK1MbxY6y78aSyCmSjmzhuEcDE9MXmNmVZvYH4J3WXpSk3WJJap2kJZJuT1u3taTH47qFki6VVJK2fraksyU9KKkO+HZc/mNJs2KJ56uS9ss47UTga5JKWxtnsfGk0TnnXIdbVh9KGUsF/SraMs/E2lKljJ8ZMZjhAypyElshNd5w/UmNN1w/HUg03nD99MYbrj8pz6esBJ4AvgEgaSdgGGtmfVuHpCHAOOBP2ZqnmVlV3O5A4K/AhYSOs5cCt0vao4njCtgLeGO9ryYcZ0PgKeBdYA/goNQxY3L4EFAX130LOBX4WcZhfkEo3RwNPCTp28AZwA+AMcBtwERJm6Xt8xZhauUd2xN/Z+ZJo3POuQ5XWRuSxgG9yilZz04wyaStHmqnK1RNxwTxVmCbuGgb4NYOSBzvAE6Mr08E7gEam9l+a0DA9BaO+yvgQjO7z8xmmdldwJ2EJC2bQUA/YH5rA2/C6cAHZvZDM5tiZpPN7M9x3eeBEcApcd1E4CLWTRofMLN/xLg/iddyRuzHMcvMrgJeIJTKAmBm9UAVofNwl+RJo3POuQ6Xi/aMb8ypZF5VHaUl4stjusRQO+cDRkjIiM8Wl+fTw8DI2E7xOEISmQtjgT9Lqkk9gFOArZrYPlVUvLKd5x0DPNfEuu2A6anS0OhFYCNJ/dOWvZl6IakvsCVwf8a1HMC611IP9Gpn/J1Wm+oEYmPQLxH++7nRzJZJGgFUZXwAzjnnXJOq6to/fWCq1/S+I4cwuE/7564upNiGcVSWVQJGNd5wfUnZd7+XzMe5zWyVpPuA64EaM3tV0rhmdvkgPm9LqJJtSl/gTEJVcbq6JrZfGp8HNnPM1kgl202ta43atNepLvnHAtMytlue8X4gsKSV5yg6rS5plLQ58DZwN3A5oYcUhC/EZTmPzDnnXJeUNKMqVdLYe/2SxsZEkkfeCbWYh3eBqumYEM5g3WTHgBn5ShjT3AHsS6g+bpaZLQEmAWcqywCbkgbEl5OBrcxsZsZjXhPHXUm4B03OQtdKU4DMTiop04BtJQ1MW7Y3MN/MMhPAlEXAAmCzLNeyKLVRzJN6E667S2pL9fSfCTdiMGv/l/AgcGAug3LOOdd1Vdc3koip0YCK9UsaX/rwU5bUrKJHWQlf2GG9hwXsbC5h7VKyVFX1Jfk+sZk9C2xI6wuBTickd09IOljSCEn7SLoR+Enc5lLgx5J+ImkbSTtLOkPS0c0c9ylgrbEOJQ2XtDOwOdAjHmfnZo7xN0J1+zWSRksaIykV0xPAR8AtcfkhwMXAX5o6WOzscylwiaRTYu/r3SWdJ2n/tE33Ad5JTyS7mrYkjZ8Dfh3/E0j3IbBJ7kJyzjnXlaXaM/brWUZ56fo1rX9ociisOnDbofRbz8Szsyn77vduA04mDGVDfD45Ls87M1tiZg2t3HYqoffxQkLp5DTgZuBTwgxymNlDwPGEa5pC6JF9KDCnmUPfwrrD1nyf0MbwYmCj+PrNdXddHdsi4AvATsDrwNOEWexS4ykeQahyfpXQ8egW4I8tXO9VhB7V5wLvAROA3Vh7PMtj4vG6LLV2MhdJ1cCuZvZ+fL2Tmc2KXecfM7MNWjhEXknyiWmcc64IvDmvimmLath8YC8+u2Xb/3SsbEywxyVPsry+kWuO35Uvj+00nWDWfy7EDPlsw9jZSXoKuMHM7il0LK0Vq6ZfBrYzs2WFjidf2vIv3guEXlUpqQztJ8CzOYvIOedcl7a6PeN6doJ5dsYSltc30qdHKQduN7TlHYpQd00Yox9TfKO7bAp8pysnjNC23tPnAZMkbRf3+6WkHYHtCfX4zjnnXLPMbM2c073Xr8dzqtf0F3YYTkV5l518o9uKVd9TCx1HW5jZC4WOoSO0OpM3s9eBPQnjJ31A6GU1A9gzfsDOOedcs+oakqxsDIVo61PSWLuqkf+8uxCAw3bqNNXSznULbRqn0czeJUy5s17inJM/AnYH+puZ0taNIzRWTTfZzHZe3/M555zrXCrj+IwVZSX0Wo9SwqemLaKuIcHAXuXsO3LDXIfnnGtGmyf8lNQbGEpGKaWZzWrF7r2B/wJPErqvZ5P+r2OrenE555wrDu1tz/hQnGv6kDHD6VFWbM3enCturU4aY1vGm4HPZK4idIpp8V9GM7sjHmtcM9ssaG1Mzjnnikt72jMuq2vgmemLga4x17RzxaYtJY23AquAowgjo+dlfBtJswmlmC8A55hZc+M5OeecKyKVtes/feDjUxewKpFkaL+e7LkeQ/U459qnLUnjGMI4jdPzFMt84FTCQJyDgQuApyWNMbOm5ql0zjlXJBoSSWpWJYD1SxonxKrpQ8duRGlJzoZEdM61UlsahLzB2u0Nc8rMppvZP8xsspk9TRixfTDwlcxtJY2XZOmPfMXlnHMuN1LtGUtLRN+ebWtSv6RmJf/7YAngVdPOFUpbksbTgPGSvhrnXdw8/ZHrwMysGpgJjMiybryZKf2R6/M755zLrcq0TjAlatuv7YnvzCdpsOmgXuyy2cA8ROc6C0m/kHR1oePIFUnnSrq20HHkQlu7ng0C/kUYn/HD+Jgdn3NKUi9gK8LE4s4554pcaridgetTNR0H9D5sx41RGxNOl52kSbG27riM5ZtKSqTX4sUavkkZ220l6TZJ8yXVSZom6QpJw9oRUz/gbOAPacuul/ShpHpJ8yRdI6nv+p6jAK4BjpE0otCBtFdbksbbgBXA14H9gf3i43PxuUWSBkvaGRgZ3+8cHz0kfU/S4bEUczfg/4AaYGIbYnTOOddJVdau33A786rqeHV2JQCHe9V0rs0Dvpmx7ATgk+Z2krQ98BowEDgG2Bb4DrAB8P12xHMcMNXMZqctexU4MZ7jeGAc8Md2nKNNJK3f1EVRrDmdCHw7NxEVTluSxh2Ab5vZfWb2vJn9L/3RymMcDrwJ3BDfvxkfGwPlwJ8IUwdNBBqBg8yspg0xOuec64SSZiyrTyWNbfsb/EgsZRw5tC/bDe+X89g6o7mbbNZRg1DeD+wnKX0S7xOAu1rY72rgfeCImBPMic/fAq5MbSTpG5LejSWRU+IkH805mozCIjO7IeYaH5nZM8C1wGebO4ik3WJJap2kJZJuT1u3taTH47qFki6VVJK2fraksyU9KKmOmOxJ+rGkWZJqJb0qab+0fbaS9Jik5fHxsqSRaSFNjNdW1NrypXwLWO8iZwAzuyWzLWJ8zDazq81spJlVmNkwMzvSzGa253zOOec6h+X1jSQtDOw7oFfbOsGkBvQ+vBtUTc/dZLOT5m6y2XQgMXeTzabP3WSzk/J8ykrgCeAbAJJ2Ivyt/09TO0gaQijt+5OZrdMR1cyq4nYHAn8FLgRGEyb1uF3SHk0cV8BehI63TZ17GHAk0GRhlaQNgaeAd4E9gINSx4zJ4UNAXVz3LcLILT/LOMwvgAdj3A9J+jZwBvADwmgytwETJW0Wt/8bsCQec/d43cm0470ObC+pqMeKakvS+BvgT5IOk7SFpI3TH/kK0DnnXPFLtWfsV1FGWUnr//TMWlzDlE+WA12/13RMEG8FtomLtgFu7YDE8Q5C9S/x+R5CbV9Ttibk/y0Nwfcr4MJYQznLzO4C7iQkadkMAvoRhuBbi6TzJK0gjBNdA/y4mfOeDnxgZj80sylxVJY/x3WfJ3SwPSWumwhcxLpJ4wNxRJdZZvZJvJYzzOzxuOwqwnjSJ8TtNwMeiyPBzDCzOzNmyluQtl3RakvS+AiwCyHzngV8HB9z47NzzjmX1fq2Z5zwdsgfxm4ygC2H9Ml5XJ3M+YSJM1LFqakZ187P83kfBkbGdorHEZLIXBgL/FlSTeoBnELo5JpNRXxemWXd3wk5yFeALYHfNnPeMcBzTazbDpieKg2NXgQ2ktQ/bdmbqRex082WwP0Z13JA2rVcA9wUq73PkrRpxnnr43OvZuLu9NpSR3BA3qJwzjnXpa0Zbqf17RnNjIcmzwO6fgeY2IZxVJZVAkbN3WSzkk3nfZzMsr7dzGyVpPuA64EaM3u1uel+gQ/i87aEpmtN6QucSagqTtfUhB1L4/PALDF+CnwKzJBUBTwr6eIm+j2kku1sWtu+oTbtdeq/lWOBaRnbLY/xXSvpceCw+LhY0hfM7IW43aD4vKSV5++UWp00xsanzjnnXJuYGVXrMdzOewuq+WDxCiDMAtOVbTrv4+TcTTabQaiSTk9sDHg/XwljmjuAZwjtD5tlZkvi8DtnSro3s12jpAFmtgyYDGxlZte1JgAzWylpBqE08NVmNk3dn6buyRTg0CbWTQO2lTQwrbRxb2C+mS1vYp9FhOrlzczs4Wbin0XoBHSlpImEdqKppHE7oJpQU1u0mk0aJW0c6/Jpqd1iajvnnHMuXW1DglWJkFe0pXo6NW3gZ0YMZuOBRV2r11qXENo0pqqoU8+X5PvEZvZs7ECyrJW7nA48Dzwh6XLCZBwbE3oazwF+Tej48n+SPiH0Hu5DGKZvvpnd18RxnyL0jL4dwpiRhHaDTxBKGkcBVwAPmVltE8f4G/ATSdcQenmLMBrLlfE4HwG3SPoVoY3hxTQzhI+ZmaRLgUtib+rnCCWHXwD+Z2bPSPozoRnfzHjMHVm7F/g+wCQzSzR1nmLQUpvGj9O64afaLmY+vE2jc865JqWqpnuVl1JRXtqqfcwsbUDvrl3KmLLpvI9vA04mDGVDfD45Ls87M1tiZg2t3HYqoafwQkLnlmnAzYTE7u9xm4cI4yqeTCj9+w+hBHBOM4e+BfiapNQXZRVhbOgnCB1v/h6Pc0ozsS0iJHQ7EXotPw3sGtclCdMU9yGUZt4az9nsuI+x48svgHOB94AJwG6sGc+ynFC9Pw24mzBkUfosMMfEcxU1Zektv2altD8hi26Mr5tU6OprSdl6/jvnnCuwKfOX886C5Wzcv4L9tx7Sqn3emFPJkde+QGmJePmXBzGkb888R5kTORsPKJ9tGDs7SU8BN5jZPYWOJRck7U1IqEcXe0ljs9XTsch1lqQ9Cp0UOuecK06p4XbaUjWdGptxn603KJaEMae6a8IY/ZhQSthVDAJOLfaEEVrXEWYE0Lr6BOeccy5Dqnq6tZ1gEknjkXfCUDtdvde0W1es+p5a6DhyJY4F2SV01DRFzjnnuqFVjUlWrAoFLIN6t264nZc/XMri6pX0KC3hCzsMz2d4zrk2aO2QO5tKqmhuAzNrrmGrc865bqgqljKWlYi+PVpXaZWqmh637YYMaONg4M65/Glt0tjSeEmGV2E755zLkN6esTXzRq9qTPLolDDjWlefNtC5YtPapPGrhG70zjnnXKu1tT3jc+8vZlldA717lHLQdkNb3sE512FamzS+HMc9cs4551pt9fSBrWzPmBqb8eDth9G7R1tmunXO5VtrOsL44IfOOefaLJE0lten5pxuuaSxblWCJ95dCHivaec6o9YkjTkbrNQ551z3sby+gaSFPyIDKlpOGv87fRG1qxL0ryjjc9u0bhBw51oiaQtJcyX1LnQsrSWpT4x580LHkq7FpNHMSrxq2jnnXFulqqb7V5RTWtJy+cNDk+cBcMiYjehZ5n0r803SJEkWHzWSXpH0xULHlQcXANen5qqWNFrSA5LmxWsfV9DosjCzFYRpCS8odCzpfJxG55xzebG6PWMrqqaX1zfw9PTFgFdNd7A/AhsR5mZ+A3hQ0sh8nEhS6xq25vacA4DjgNvTFvcGZhBmnulwklo7xdEdwHGS+uUznrbwpNE551xerB5up3fLSeMTUxeyqjHJkL492WurDfIdWqeXnHRmR/19rjGzBWY2AzgdSAAHA0jaNZZG1kmaLekiSauLgCX9JU41XCtpqqRj0w8c9zlb0oOS6oBvS9pK0mOSlsfHy+lJqqSfSZojqV7SC5J2TVt3SjzmsfG5UtKNLSSjhwJzzOzD1AIze9XMzjWz+1t7k2J18TWSFsXrfUXS2LiuVNJlkhbGe/WYpK3S9h0f7+M5kuYDk1pzf81sFjAXOKS1ceabJ43OOedyzsyoqm39cDupXtNfGbtRq6qyu6rkpDNPSk46czqQSE46c3py0pknddS5zawRaAB6SNoAeAJ4GBgLnAKcCJyZtstS4BvAGOBK4PZUIpXmF8CDwGjgIeBvwBJgD2B34K9AEiAmnRcD5wK7EKYSnCipT9rxhgLHA4cBR8XHqc1c1j6EEtT2uh7Yj1BquSOhhDaV4J1NuD+nEK5rFfBvSek51u6E+bQPAr7VyvsL8Drw2RzEnxM+noFzzrmcW7EqQUMyDL4xqFfztZJLa1by/MwlABy200Z5j62zignirawZtWQb4NbkpDMpGfeX2/J5bknlwFlAf+A54EfAk2Z2RdxkpqSLgAsJCRNm9pu0Q1wv6XDga8A7acsfMLN/pJ1nM+AuM5seF81I2/ZM4Cozuztu+wPgS8AJhKQNoCdwqpktidv8E9gfuLaJS9s84xxtFksNjwd2MrO34+KZGXFfaGaPxu1PIZQQHkxIDCGU4H43rV3lhbRwf6MFwNbtiT+XvKTROedczqXaM/YuL6VnWfN/ah6duoBE0thkYC923XxQR4TXWZ1PSBhTRa2pGdfOz+M5z5NUA9QB5wA/MrM3CaVfR8YOMjVxm5uA9GrXb0p6VdKSuP6LwGYZx38z4/01wE2SHpd0lqRN09ZtB7yUehNLPl+Ly1MWpBLGaD6h9LEpFcDKZta3xmhgWVrCuFpsMzmcteP+FJjO2nFPTyWMUYv3N6oHerUz/pzp0KRR0pGSnpK0TNI64z9K2lPSa7Etw7uSOk09vnPOudarakN7xtRc01/ZcaNWTTXYFcU2jKNYd5g7AaPy2Mbx78DOwKZmNtjMUiV2fQkdMXZOe4wFdgCQ9FngRuA24PNx/eNA5geenigRj789MJHQVm+apH3aEG9Dxnuj+VxmKTCwDcfPJpW8t0dtxvtm72+aQYTq/E6ho0saewP/BS7LXBHr9x8F/kfoxXU78ICkbTo0Quecc+1WWdu6ntPzl9Xx6uwwS2137jVdMu4vSUI1amZyYsCMuD4fPjWzmWa2IGP5ZGCHuG6tR1y/N/COmV0VSyY/oJXVqGY2y8yuNLODgWcJ7SIhlM7tldpOUhmhLeC09b883mbtEr/1MRUYKGnHzBVmtgxYyNpxDwa2pfm4W7q/KdvFbTuFDk0azewOM7sEeDHL6hOA5cCZZvaumf0OeAU4rSNjdM45135r5pxuvj3jI2/Pxwy22rAPO2zUvyNC68wuYe1SrVRV9SUFiOVqYFtJf5e0k6RtY6/l8+L6D4DRkg6VtC2hQ8smLR1U0p8lHSxphKTPETqVpNocXgmcIekbkrYjtFPsCdzVjut4Ctg9vYe1pB6Sdpa0c1w0Mr4fnO0AZvYB8H/AXZIOij3Aj07b/0rg15IOkTQGuAWYBTzZTFwt3d/UEEW7tXCcDtWZ2jR+BnjazNL/y3oK2LNA8TjnnFsPKxsT1DYkgJZLGlO9pg/fceNuWzWdEju7nAy8Hxe9D5yc704w2ZjZx4TewiMINYCvEjrKzImb/Bu4gVDF+gKh+vWBVhy6nNCpZRpwNyEhvDae827g18AVhNK1McCXzaymHdfxCqFTSvqg5RsT2lqm2lveEF8f3syhvkso8LoXmAL8HGiM6/5AqKa/lXCfKoAjzKzJ0uFW3F9izHPMLBe9v3NCa+doHXTSMPr602amtGVPAG+a2blpy34I/MTMts3YfzxwUeZxC3Etzjnn1ragup6nZy6hvFQcNbbpZHD2khWM++MkAJ762f5svWHfDowyL3KW9SYnnVmSxyrpbkXSN4ETzOxLhY6lLSQ9DtxuZncUOpaUzlTS2OofNjMbb2ZKf+QzMOecc61XlTYTTHOlh6lSxtEb9+8KCWNOecKYU3cCk1Rcc0/3Bp6mfVXzOdeZxmlcyLrd5jcEfN5r55wrIpW1rWvPmEoaD9ux+3aAcfkXq4nX6YDbmcXheTpdzJ2ppPEVYFzGsgOBlzs+FOecc+tr9fSBzbRnnLZgOTMWhqZqX9mx+w7o7Vwx6ehxGgfH3kYj4/ud46MHofh4gMJclttLOpfQCea6jozROefc+kskjeX1oX9Ac0njhDg2425bDGLTQUVTa+hct9bR1dOHAzenvU/1XNrSzGZL+jKhG/oPCN3VjzSz93HOOVcUltU3hNGWBf0rsieNZsaEt+cDode0c644dGjSaGa3EMYvamr9S4QxiZxzzhWh1PiM/SvKKS3J3glm8txlzPm0lhLBl8d61bRzxaIztWl0zjlX5CprW27PmJo2cJ+th7Bhv54dEpdzrv08aXTOOZczlXXNTx+YSBoPpwb07sbTBjpXjDxpdM45lxNmljZGY/bhdl6Z/SmLqldSXiq+OHp4R4bnnGsnTxqdc87lRM2qBI3JMDPXwCZKGlO9pvcfNZQBLUwx6FwuSNpC0txiGty7OZI2i9fT4SPie9LonHMuJ1LtGfv0KKVH2bp/XhoSSR6dEnpNH+ZjMxacpEmSLD5qJL0i6Yst71l0LgCujwNmI+lISW9IWi5pmaSnJe1R4BhbLc5b/QTwk44+tyeNzjnncqKl9ozPz1xCZW0DvcpL+fwOwzoyNNe0PwIbAbsCbwAPShqZjxPFMZk7lKQBwHHA7WmLPwUuJozWsicwHXiso0ruJOWi99cdwHfV3DydeeBJo3POuZxoqT1jqmr6oO2H0rtHZ5rFthMar476+1xjZgvMbAZwOpAADgaQtGssjayTNFvSRZJKUzvGyThmSaqVNFXSsekHjvucLelBSXXAtyVtJemxWMq3XNLL6UmqpJ9JmiOpXtILknZNW3dKPOax8blS0o0tJKOHAnPM7MPUAjObZGYPmtn7ZjYN+DkwGNiuqYNI6iPpGkmL4vW+ImlsXFcq6TJJC+O9ekzSVmn7jo/38RxJ84FJLd1fBb+TNC/ei1mSTksL6RlgCNChJaSeNDrnnMuJ1PSBA3uvW9JY35DgiXcXAt5rulnjdRLjNR1IMF7TGa+TOurUZtYINAA9JG1AqAJ9GBgLnAKcCJyZtstS4BvAGOBK4PZUIpXmF8CDwGjgIeBvwBJCsrM78FcgCRCTzouBc4FdgKnAREl90o43FDgeOAw4Kj5Obeay9iGUoGYlqQz4ToxpejPHuR7Yj1BquSOhhDaVQJ9NuD+nxOtaBfxbWivx3x3YCTgI+FYr7u8xwAmE+7ttvMaFqYOZWQKYDHy2mZhzzv/Vc8451271DQnqGpJA9urpp6cvomZlI/0qyth/1IYdHV5xCAnirYDFJdsAtzJeMN5uy+epJZUDZwH9geeAHwFPmtkVcZOZki4CLiQkTJjZb9IOcb2kw4GvAe+kLX/AzP6Rdp7NgLvMLJWgzUjb9kzgKjO7O277A+BLhOTp+rhNT+BUM1sSt/knsD9wbROXtnnGOVJxbA68C1QAi4EvmVl1tgPEUsPjgZ3M7O3U/ciI+0IzezRufwowl1Bi+0TcJgF8N61d5YU0f383A6ab2XNx/UdZQlsAbNHEdeeFlzQ655xrt1R7xh6lJfQuL11nfapq+kujh9OzbN31DoDzCQljqp2a4vvz83jO8yTVAHXAOcCPzOxNQunXkbGDTE3c5iYgvdr1m5JelbQkrv8iIdlJ92bG+2uAmyQ9LuksSZumrdsOeCn1JpZ8vsba1cYLUgljNJ9Q+tiUCmBlluWfADsDewMTgLslDWziGKOBZWkJ42qxzeTwjLg/JZRapsc9PZUwRi3d3/uB0ZLek/QnSftliase6NVEzHnhSaNzzrl2q0rrBJPZNr+6voGnpi0C4DCfazq70IZxFGsSxhQBo/LYxvHvhORpUzMbbGapEru+hM4WO6c9xgI7AEj6LHAjcBvw+bj+cSCzmDk9USIef3tgInAIME3SPm2ItyHjvdF8LrMUGJi50MwazWymmb1qZt+Li49v4hip5L09ajPeN3t/zWw2oaT5AqAf8LCkP2ccYxChWr3DeNLonHOu3Va3Z8xSNf2fdxeysjHJBn16sM/WG3R0aMVhvCUJ1aiZyYkBM+L6fPg0Jk8LMpZPBnaI69Z6xPV7A++Y2VWxZPIDYOvWnNDMZpnZlWZ2MPAsod0ehNK5vVLbxfaGuwPT1v/yeJtmOrikEaEKOZupwEBJO2auMLNlhLaG6XEPJrRDbC7ulu4vZrbCzO4zs+8S2l1mtt3cLh6nw3jS6Jxzrt1WD7eTpRPMhDht4JfHbkRZqf/ZacYlrF2qlaqqvqQAsVwNbCvp75J2krRt7LV8Xlz/AaH69FBJ2xI6tGzS0kEl/VnSwZJGSPocoVNJqs3hlcAZkr4haTtCO8WewF3tuI6ngN3Te1jHHt0HStpS0o6SrgE2BB7NdgAz+wD4P+AuSQfFHuBHS9o5Le5fSzpE0hjgFmAW8GQzcTV7fyWdHHuLby9pFPBV0tpmStqI0BRgUttvyfrzn17nnHPt0phMUl3fCKw73E7lilU8936oQfNe0y0InV1OBt6PS94HTs53J5hs4gDS+wEjgP8BrxI6ysyJm/wbuIFQxfoCofr1gVYcupzQqWUacDchIbw2nvNu4NfAFYQStDHAl82sph3X8QqhU0r6oOV9YgzvAf8hdCY52MzmrHuE1b4LvAjcC0whDNPTGNf9gVBNfyvhPlUAR5g1XTrcivu7DPgh8Ep8DGbt6vOjgcfMbFEzMeeczNpbTd85SLKuci3OOVdMlq5YxRMzFlEiOGanTShJa9N41ytzOO+Bd9hoQAX/O+dASko6dCzijpa7ixuvkjxWSXcrkr4JnGBmXyp0LLkQh/KZAnzPzJ7vyHP7kDvOOefaZXV7xorytRJGgIcmzwNCB5gunjDmlieMuXQnsImk3hk9mIvVcODqjk4YwZNG55xz7ZRqz5g5qPfC5fW8/OGnABzmVdOuQGI18WWFjiNXzOwTQpvIDudtGp1zzrVLZW326QMffns+ZrDlBn0Ys3H/QoTmnMshTxqdc86tt6QZVfVrxmhMl+o1fdhOG68zdqNzrvh40uicc2691axsJJEMnRDTx2ic82ktb31cBcDhO21UiNCccznmSaNzzrn1lmrP2LdnGeVpYzCmShm336g/I4f2K0hszrnc6lRJo6RbJFnG48xCx+Wccy67Ne0ZM6qm41zTh+3opYzOdRWdsff0vcBP0t4vL1Qgzjnnmpcabic9aZyxsJppC6oB7zXtXFfSqUoaozozW5D26ApjKjnn8iiZaGrKWJdvVanhdtKSxlQp4y6bDWSzQb0LEpdzuSCpn6S5kjYtdCytpWCKpD1zfezOmDQeLmmxpLcl/TJOWO6cc+uouepvzN95Fz7ZfATzd96Fmqv+VuiQupW6hgT1jWEM6kG9w3A7Zra6PaNPG9i5SdpY0u2S5kuqlzRL0h3p8zQ7fgI8YWZzIcz5LOn/JH0Ym9CdUtjw1hWnx/s98NtcH7uzJY0TCXMrHgj8CfgZYR5K55xbS81Vf6PqsstJLA7zGicWL6Hqsss9cexAqU4wPctK6FUW/py8M28Zs5fWUiI4dKy3Z+zk7ifMLvJVYHvge0ANUFqogCT1LNS5M8Xp+k4Dbk9b3BP4BDgfWFCAmFp7f+4H9pa0dS7P36mSRjO718weM7N3zOwWQtL4Y2UM8CVpfGaHmYIE7JwrmOXXXJt1efVNN3VwJN1XZe2a9oypX9OpUsa9ttqAof0rChZbsXt1wnt5/fssaRCwF3CWmb1sZh+a2ZNm9n0zq4vbnCJpdnyeK6lG0nWSytOO01vS1bGGsErSBEmbp60/XNLLkqolfSLpGkl90taPlzRJ0jmS5gOTJI2Lf9u/IGlGPO81ksokXSapMpaKfj7tONtJelTSkhjHRElbpq1PHfMASe/FeP4laWAzt2kvYBDwbGqBmc02s5+a2V3Aylbe6zJJv433sE7SO5IOTFv/M0lzYmnvC5J2TVuX+gxOkjQb+DAu3yre65p4X6+S1CstzhXA88BRrYmxtTpV0pjFG0AfYEj6QjMbb2ZKfxQmPOdcR2v48EMWH3kUyeXZ+8glFi/xNo4dJLM9YzJpPPz2fCDMNe3a7tUJ75306oT3pgOJVye8N/3VCe+dlKdT1QC1wFclNVeyOBQ4GTgU+BpwGHBu2vq/A1sDhwB7AouBh2IpHUAFoZp0J+BYYH/gooxz7B7XHwR8K235WcDXgaOBbwOPxZg/A0wAbklLYPsC/wT2jY864J4s1/OreD0HArsAv2zm2vcBJptZe3+hXBzP+SNgDHAekASQdGxcf26MZyowMT2xBoYBJwBHAJ+PzQceB6YBu8XlnyFUSad7HfhsO2NfS2dvLziG8AVZUuhAnHOFlVy5kurLLqPm5luxhoYmtyvdcAglpQWrXetWUtXTqekDX/3oU+Yvq6esRBwyZnghQytKMUG8FUjVnm0D3PrqhPfY47Dtb8vlucysQdJphKTvbEkvAv8BbjazpWmb9gK+a2YzASRdSEgCfytpBCGpG2pmy+P604AqQhLzkpndm3asWZIuIiQ356QtT8Rz1MZjpL4855rZW3HZ08BwM/t1fH8p8GNgJPCemb0GvJY6YIxjsaTNzWxO2rl+bmZvxG1uAA5v5jZtDsxvZn2LYunfWcDXzeyhuPiDtE3OBK4ys7vj9j8AvkRIEq+P21QAp6a1qzwJWGpmP087z0+BJyX9OLZphFB9fmh74s/UqUoaJf1J0p6SRkg6ktCu8bq0G+Cc64bqHpnIwr0/S/X1N2INDZQO3ZA+hx+Wddt+p57awdF1Tw2JJNUrG4E1w+2kek3vt82GDOztfSnWw/mEhDFVe6b4/vx8nMzM7gA2JpSCTSEkMFMkbZK2WWUqYYxeAYZJGgCMBnoAn8Rq0hqgkpBobgWrq43/FatfqwntAzfLCGV6EyOlTE17vQh4N+M9wIbxPP0l/S1WZy8HZsf1med6J+31fEJJalMqaGUVdDNGEtpBPtvE+u2Al1JvzKyRkPxul7bN4lTCGI0Fdkvd83jf/0O47+kNievjspzpbCWNOwAPA/2BOcB1wOUFjcg5VzCNs2dTdfbPqX8x/E5Vj3L6Hnss/X51PiV9+1K+ww5U33QTicVLKN1wCP1OPZW+Z5xe4Ki7h2VxvulSiX4VZTQkkkycEvoFeK/ptottGEdlWSVg1KsT3ivZ47Dtk7k+bywhfAB4QNKvgfcJnT8uTG3SzO59gWpCFWmmhfH5IWAyoeRsEaHK9x8Z22YdWs/M0qsUDGhIW2exHW2q8OsKQhvEM1mTME4F1hp1Pssxmys8Wwps0sz61shF87nM+9MXeBr4YZZtF6W9HkSOa2o7VdJoZl8qdAzOucJLrlxJzeW/p/rmW7BVobNFxW67MvCyyyjbYfvV2/U943T6nnE6yUTCq6Q7WGommIG9yiiReO6DJXy6YhU9y0o4eIdhBY6u+Oxx2PbJVye8N4NQJZ2eaBjwfj4Sxkxmtix2RklvTzdY0tZmlqpS3QNYGLedTCjkKTez9zKPJ2kI4XqONLMpcdmReQp/H+DvZjYxnmfvHBzzbUL1e3vMJJRW7kdIoDNNJyS7D0HoNENo4/loM8ecTKh2nmNmq5rZbru4bc50qupp55yrnziRhfvsy/LrrsdWraJ0ww3Z4I9XsMGD/14rYUznCWPHq1zdCSZUQz8Uq6YP3n4YfXt2qvKIYnIJa6qkYU1V9SW5PpGkYZIel3RMrELeVtJvCFWfE9M2rQOul7STpIMInTauBjCzacC/gH/Gns5bSto/9qYeSKiqrgS+H3v7fh34Qa6vJfoAOFbSDpL2Bf6Yg2NOArZIa2MJgKSdJe1MqJrfPL7P2og3Vrv/Bbha0hHxPhwiaVzc5ErgDEnfkLQdcC2hOvuuZuK6k9AO9B5Ju0saqdBLPbMjzD7Ak62/3JZ50uic6xQaP/qIJcccy5LvnkZiwQJUXk6/E49n2PPP0usbx64e0sV1DunTB9Y3JHhiaqia9rmm11/s7HIyoYqY+HxyrjvBRMsJJWkXAK8CLwNfAI41s6fStltESGAeBR6Mz+nNxk4g9OS9mdCb92ZCblEfex2fAHyRUFX8/Xi+fDiLkGC/TuhA0u7zmNl84AngmIxVb8bHRoQk+k3CtTXlAsI9vI5wH1bfv9gB5teE6vXJhA7AXzazmmbiqgbGERLHJ+N+vyGt046ksYT2ng+3eKFtoK7Sx0SS95dxrgglV60KVdH/uHlNVfSuuzDg8sso32GHAkfnskmacd/keSQMPj9qQ16bXcn373idfj3LePX8g6ko77Ylvzn7zyZfbRjbQmG2k/FmNqKQcRSSpM8Rkr3RxZRkSLoO+NjMcjorjNchOOcKpv7Rx6i64AIa54dSqtIhQxjwi3Po9Y1veMliJ1Zd30gi/vkcWFG+utf0F0YP7/QJYyKRpLS081eyFTphdIGZPSfpakKp4ieFjqc1FH55fghcletje9LonOtwjR9/HHpFP/+/sKC8jH5f/zr9LvgVJf36FTY416JUe8Z+PctY2ZjkqWmho2xnrpp+8q63+O+9U1j2aR0DBvfiwK+P4eDjdy50WK4ImNnVhY6hLWKJ6GX5OLYnjc65DpNctYqa3/8hVEWvDMOfVeyyMwN+f7lXRReR9PaMT763kPqGJIP79OCzI4e0sGdhPHnXWzzw91dXv1/2ad3q9544Ni1O53tLgcNwnUjnL6N3znUJ9Y8/zqLP7svya/+OrVxJ6QYbMPgPl7PBhIc8YSwya2aCKV/da/qQMcMp76TVvk/e807W5f+9d0oHR+JccfOSRudcXjXOncuys39O3XPPhwXlZfQ95mj6X3ihV0UXITOjKo7RWCLx7PuLgc43oHdjY5K3nv6A/02YRnVVfdZtln1aVzRtHJ3rDDxpdM7lRbKhIVRF3/SP1VXRPXfZmYGXX0b56NEFjs6tjw+XruCdBctZmQh9NB6bMp+GhDG8fwV7bDG4wNEFC2ZXMum+Kbz17Owmk8WUAYN7ecLoXBt40uicy7n6J56g6lcX0DgvVF2WbrABA849h17HH+e9oovUh0tX8NKcyrWWTXg7DAv3lR03oqSkcJ9rw8pGXpo4nRcnzmDOjCWkBkYpKREjdxzGwKF9eOWJD9bZ78Cvj+ngSJ0rbp40OudypnHuXJb9/Bzqnn0uLCgro+/RR9F//HhK+vUtbHCuXaYurF7rfXVdA7MWh/GHD9uxMFXTs6cu5Jn7p/L2C3Oor10zpfCgDfuwx+e3Zv+jRjNww/C922Srwd572rl28sG9nXPtlmxooOaKP1J9w41rqqJ32jFURY8dW+Do3PpKmrF0xSrmLavjvUVrT1DxwvuLmfDmJwzu24PXfnkQJSUdU827Ynk9/3vwPV55YibzP6pavbysvITtd9+E/Y4czfaf2bTJEu08t2H0YnTXpXlJo3MOgEQyQWlJ2wdmrn/iP7Eqeh4ApYMHM+Ccn9PrxBO8KroIrUokWbC8nnnL6vlkeT2rEtnHmJ48pwqAPUYMznvCmEwmmfbKPJ7797u899o8GlYlVq8bvvkA9vziNuz71e3p3a+ixWN5G0bXFpL6Ae8Be5nZ3ELH016S+gDTgX3MbE5b9/ek0blu7rap13DX1LtZUlfFkF4DOX70cZw0+oct7tc4dx7LzjmHumeeDQvKSmNV9MVeFV1kltc38ElMFBfXrCS9zqZEMLRvT3qWlfBRZR0AlStWMWdpLQDH7r5Z3uKqWryCZ+6bwuv/ncXShWtKOnv2KmPHfbZg3DGjGbHDsLydv6uTtDFhHuSDgUGEGU9eAL5tZqsKGVsn8hPgiVTCKGlf4A/AdkA5YS7pC83s8cKF2HpmtkJSam7u77Z1f08anevGbpt6DX997drV75fUVa1+31TimGxsZMUVf2T5DTdi9aF3as8dxzLw95d7VXSRSJqxuGbl6tLE6pWNa63vWVbCxv0r2GRABcP7Vawef3GjfiuYurCaSe+FGWC2HNKHA7cdmtPYEokkbz09i/89NI2Z7ywgkViTwm4+agP2+fK27PnlbelR4X++cuB+oAb4KrAI2Bo4GijYXJCSeprZykKdP52kEuA04KS0xSuAvwDvACuBbwIPStrezD7sgJhycX/uAN6W9DMzq25x6/Tzd5V2gN6m0bnmJS3J3OqPmP7pFD6oms7sZR/yzJz/0ZBMrLPtkF4Deezrz62zvP7JJ0NV9MehliZURZ9NrxNP9KroTm5lY4JPltfzybJ65lfX05BY+/flwF7lbNK/go0HVLBB7x5ZP8/735jL356eyYdLVgBhQO9rT9gtJ/Et/KiSSfdN5c1nPlxrqJy+/Xuyy7gtGXfMGIZvMSgn58qjnP0Q/Gi/G0qufva7eZt/WtIg4FNgJzN7u4ltTgHGx8dvgYHAncDpZtYQt+lNKHn7OqHk7TngR6mqT0mHA+cDOwDVwL+Bn5vZirh+PDAOmAj8FJgN/BJ4Gvgi8DdgY+A24McxjtOASuA0M/tPPM52wJ+BPQgFYi/EOD6M68fFYx4IXANsCvyHUKpa1cT17wM8AQwws3V/Ua7ZbmmM5b4m1pfFe3gKsAEwE/iJmf03rv8ZcCYwFHgj3t834rpT4r4XAr8GepjZxpK2Aq4EDgCWE/4BOMfM6uJ+ZxJKSTcGFgM3mtn4tJimEUpI723qurLxf9Wc62KqVy1n+qdTeL/yPWYv+4CPls/hk5r5LF7xKQ3JxpYPQChxTG/j2DhvHsvOOZe6Sc+EDcpK6XvkkfT/9cU+QHcnZWYsr29k3rI65i2vZ+mKVWtVO5cKhvULSeLG/Svo06P5Pwf3vzGXs/45ea1lj05ZwP1vzOWoXTddrxgbVjby8qMzeHHidD6avvZQOVuPHca+h2/HLgdsRWlZwQq+OtyP9rvhJEKSNepH+90wA7jk6me/e1seTlUD1AJflTS1maRoKHAycGh8fSvwMSF5A/h7XH4IISk8F3hI0q5mlgQq4rZTgU3i9hcB56SdY3dgHnAQkASGx+VnEZLR4YRkcxTwLPAZ4HTgFkkjYgLbF/gnIfEsAy4G7gH2zLieX8XrMeBeQoJ6bhPXvg8wual7E0sijwJ6A683cQxiLCcBPwKmEBLoZDzGsXH994C3gJ8BEyVtnUqsgWHACcARQKOkHsDj8Z6cDfQnJNe/B86QtEc85nGsue9bZcT0OvDZeA9azUsanStCjYlG5lTPYkblVD6omsFHy2Yzt3oeC1YsYvnKFc3u27u8gqG9B7Nxv414a8FUahvXHQA5VdKYbGhgxZ/+zPLrb1hTFT12DAN//3vKd/Sq6M4mkTQW1axk3rI6Pllez4pVa/+t61Vewsb9e7HJgAqG9etJWQsdWOpWJZi5uIb3F1Zz8cPvsqyuYa31AkYM6cPTZ41rU5wfvbeISfdN4e3/ZQ6V05vdD96acUeNYeDQomwX266Sxpgw3kpIaJT2fHI+EkdJJxKSuCTwIqHk7WYzWxrXnwLcDGxjZjPjsu8AvzWz4ZJGANOAoWa2PK4vB6qAg8zspSznPBr4vZltFd+PJyR6G5lZbVw2jlAquIuZvRWXPQoMN7Nd4vthwAJgBzN7L8t5hhBK2LYwszlpx9wtrRTvPOBwM9urifvzV2BjMzs6y7oaoCdQB3zdzB5r4hi9CKWiXzezh7KsfxF42szOi+/LgA+B35jZ9WmfwWZp7SpPAn6YHncsFX0S6AMcCVwCjG4m4f0jsLWZfTXb+qZ4SaNzndiy+kqmVb7DzMr3+HDZB8xZ/jHzaxayuPZTGrNUK6eUqIQhvQYwvO9QNu23CSMGbMnWA7dl1ODRDO+92eqqx8w2jSnHjz6Olf99isrzfrW6Krpk0MDYK/rEDhtexbWsriFV7VzHguqVNCbX/ud5g97lbDygFxv3r2BQr/Ks1c61qxr5YPEKZiysZsbCamYuqmHGwmrmVtXR3P/iBny4ZAXJpLU4uHdt9Uqef/A9Xnn8/exD5XxtB7b7zKbd/bt1PmsSRViTOJ5PqJ7NKTO7Q9JDhBK+fQlVpGdJ2t3M5sXNKlMJY/QKMEzSAGA00AP4JON71YtQsvVSrDa+lFCaOIiQd2TmHtNTCWOGqWmvFxGq09PfA2wIvCepfzzPFwglk6kv0mZAei/h9InI5xNKSZtSQWi3mM3OQD9CgnaLpL2baNM4kpBcPtvEcbYDfpd6Y2aNkl6Ly1MWZ/TcHgvsFhPXFBHu+0aE5PES4IOYbE8AHs0oWauP27eJJ43O5Vhbh65pTDTy4fIZzKicyqyq95m9bDbzqj9h4YrFVK/K9nt0jT7lFQzvM4SN+23M5v03Z6sBIxk5eHu2HrA9FWUt/z5IdXa5a+rdfFpTyeC+g/jusCMYd9mLLP5v/D1WWkrfI79Gv19fTGn//q2+LpcfZkZlXQOfLKtn3vI6Pq1du/SvrEQM79dzdaLYq3zNd7F2VWNMCGt4f1E178fn5pLD8lKx5ZA+zKusW6fkMlXS2FTCmEwmmf7aPJ594F3ee3XtoXKGbTaAPb84kn2/ugN9+rc8VE5X96P9bighVL9mEqGqOi9tHGMJ4QPAA5J+DbxPaDN4YWqTZnbvS6iSztawdWF8fgiYTKheXUSo8v1HxrZZf9Gl2k2mxdGQts5ioppKDq8A9iIkvrPjsqmEdpbNHbO5/1KWEqp2s8WWSqTflLQX8APWrnJPyUU718z705dQapqtt+KimHjuSOgV/yVCSeULwNfSthsELGlrIJ40OpcjLQ1ds7RuMdM+fYeZVdOYvWwWc5d/zCc1C1lSW0nCmv5bUKoShvQexEZ9h7JZv80YMWBLRg7allGDxjCk1/B2d0A58r9JPn9TDYnFy1CfRlh1DXUN4fdqz9E7MPAPv6d8p53adQ7XPo3JJAurU72d66hrWPv70qdHKZvEJHFo357UNySYuaiGR2ZXrk4OZyyqZm4cMiebVHK4zdB+jBrWj22G9mXUsL5ssUEfyktLVrdpTK8zNeD0A0auc6xlS1bwzP1TefXJD/g0Y6icsftszrijxrDlGB8qJ93Vz343GdswbsPaiYYB7+ezU8zqE5ktkzSfUMWZMji2r0vNw7gHsDBuO5nQnq68mSribYAjzWxKXHZknsLfB/i7mU2M59k7B8d8m9CmsiUCmqr6mUkordyPkEBnmk5Idh+C1dXTuwOPNnO+yYQ2pnOaGhopLp9IaB95B/CypMFmliqt3Q7IWqXeHE8ancuB9GrekoStHrrmkQ8eATMWrFjCioam/2AD9OvRm2F9hrBJv43ZvP8WbD1wG7YZtANbDdiW8tIe7YovmUhgy5Zhy5aRXLYMW74cq66m9qGHqH144urtbEVoD6nevRl4/nn0Oumb3b26MK/MrMmkf8WqRj6JQ+IsrK4nvbOzgCF9ejCoVzn1KxN8UlXHE3PmM2NhNe8vqmkxOdxqSF+2GdY3Joh92WbomuSwKanOLn97eiazF9cwYsO+nH7AyNXLE4kkkyd9yPMPvcfMt9cdKmevQ0ax16Hb0dOHymnOJWRv03hJrk8U2wTeBtxIqLI14ERC1efP0jatA66PPXyHEDpYXA1gZtMk/Qv4Z1z/PrA5IdE6n9CWrxL4vqQ/EZKhH+T6WqIPgGMl/RcYTOgU0l6TgC0kDTezBQCSvgfMJSR7PQjXuh+hQ806zKxW0l+AqxV+2N8BtgXqzGwSoQf09ZLeJnSEOYtQnX1XM3HdSei8c4+kSwltSHcA9jWzcyR9BdiCUCW+AjiW0L6zKl5DD0Lp8NltvB+dL2mU9EvgDELX/ieA75nZomZ3yrPa6uX07lec1XLFGnsh425INFC5cgmf1i+hqn4pVSs/paq+kmWrqli+chnVq5ZTvaqamlU1rGioZUVDLfNrFvPj1zZg3KSlULUMBg5k0rgN+Ovuaw+4X1ZSyoa9B7FR3+Fs1j+UGm4zcHu2HTSGQb2GAKFKz1asCEne/GXYtNeoX15Nsno5trwaq6nBampIrqghuWIFtqIWq42PujqSdfVYfXysXImtWoWtanmc3mQJlMSyDPXuRZ9TTs75vc2XVfX19KgonirOD5eG8Q6rqmsZ2K83o4f1Y4vBvfm0dlWsdq6nKq3TycqGBJ+uWEn9ygTLahtYsKyemYtqmFfVdHLYo7SErTbsw8ihfRk1tN/qJHGLDXo3mxw2Z8C0Jez93Fx2iPM3D9hoIIuG9GXSfVN4Y9LaQ+X06d+TXfYfwbijx7LRlp1nqBxLNqKSTvenD4Crn/3ubT/a7waIvacJSVi+ek8vJ5SkXQBsSSgpmw4ca2ZPpW23iJDAPEooVbybMCB4ygmEpPZmQlI5j9Czt97MEpJOAP4KnErobHMBcEserueseNzXCR1JziC07VtvZjZf0hPAMcBVcXEJoSp8BCGhfgc41MxebeZQFxCS/+uAAYTP9cfxHHdL2jQec0PCkDtfNrOaJo6FmVXHjj1XEK6xnFCieUvcpIpQVX4JIc97Ezgs9maHMJTRnFSHoLboVL2nJX2L8OU6ifCh/wVImNlBrdg3572nHzz3t7z83iYsq2pkwMAy9tx+Hkdc/qucniNfijX2XMW9KrGSyvqlVNYvoXLlEqrqK6laWcnylVUsW5VK/Gpi4reCFatqqW2sp66hnpWJhpZPkDT6NJbSK1FCn8YSTnqzHz3K9+a5T0atjv1zG89gw0+eR9tvxYDGnvRpKKFnvWF1dasTvNVJ3sp6rH7l6iSv2d4HuVBWinr0xGpreeewE9eJe+yEO9h4zmxKSjv3UCf//M3fefPVnqtj32WPlRxzwfcLHVazPly6gheuupWpb/RaHffoXevo8bUjWLGykUXLV7JweT2LlteztHoli+OjKankML3UcJuYhJblcMq8J+96iwf+3tzfxTVD5Xz2K9uy60Fbd6qhcuyZ8fDy31DtUqz3BrDn6Wj/8bk+TdGM09gaqTECzWxEIeMoJEmfIyR7o7vKEC2SHgduN7M72rxvZ7oHkt4AJpjZRfH9VoQi57Gp9hDN7JvTz/PBc3/LEy+u2+bmC3sv7PTJV7HG3nTcCxhyxj5U1S6mpnopddWfsqpmGQ21NTTWriBZVw91K6F+FVrVSOnKBGUNCXo2ih6N0LMReiREeSOUN9qa5wSUNiYpa4SyRJKSBqM0kaS0MUlJIokak5Q0JlAiiRoT0JiARNpzmncOO5GH380cBgu+ssMsxk5o88/l2kqEevREFT1RzwpKKnqiXr1QRS/UuxclvXuj+Cjp2xf17YP69qWkXz/Urz8l/fqi/gPQgP6UDBiABgygpGdPAB790a94+J0t1o177EcccvVv11m+PsxsdUt6MzAsPgMZ79PXp++bbd2TV9zEM0+uW2K038GN7PPjk0kkw7aJpIWHGWZGwiCZNJJmJC20FzSDhFlYnoQk4XXCwuwpyaSRJJQCJ9O3Ta034rHj/slk3D4eK7XcjEH/fYJXnlm3ucFO+9RxqbbOdgMpAfqUlLD14N6MHNybLQb2YtMBFWzcpyeDK8qwhNHQkKBxVYJEQ5LGhkR8hNeJ+DrRmFqWJNG45n14vebR2Jgg0Zgk2ZgkkTASjUnmf1RJojH779hBG/Zm94O2Zv+jxjBo2HoMlWOGJRNgjZBogGQDJFaF19YIydTyxoxtGtcsSzaueZ+M+yUaIZnAZjxEybQJ69T52gEX5Tpx7FIj3HvSGEj6EfCAmX1S6FjaKw7G/mPCsEdt/qek0ySNknoSeggdaGbPpC3/kDAm1E0t7J/TpPG8w29mWdW6AyGXlZWw2SYd/89fW34TzZlXQmPjujEWKvbW+ri5uDfuvHEDfPxJ07FvunH8Xrb6Q1yzYb5/OufNo8m4N9mk7QWeTW5u2S8+6/ZNHCRz8YIFyaxJTGmZGD5sTQnbOlukFsSQmh1Spom4mzpYS/fLDJYuSazV3i9FJaJ3n1KSiZBgJhIxMc2ybWfz58N/TbkSYMkmHhaesbXfx9fK+zd9XQbQewN0Tps7kDbHk0bXpXWmhh0bENoKZLZfXEzGOEpxMNCL8hVIbfXyrAkjhD+wH36UrzPnSvYEq/PH3kzcc7Ku6kSajn12m2MvfJLQ2Jjko079XWlaotGYN6/pMSw7K0saK6pbN2NPOglKSkVJiShd/QwlJeFRWmKUlobnkhIL70uS4b2SlJUk4vskpUpQWpKgVAnKShopLUlQpkZK1cik97alvm7d+zpgYCk9auZmiSz/DEAl4Sag+Dq+T3ut+uXr7CuA2qWduo1joZnZLeSn/aErUp3pJ6XV/6HF+RPHr7WzlLO/tL379WfAwLKsiWPPilL22OHTLHvlQqriJP1927367iBW1q/7y33t2NWeU2Sx7oHa+oG8NnVgk3HvNrYGECbFU8WyiU4y3/Gbb1U0Gfsuu6zpHNA5ol3jjTebjnvXGHf6LV4r/ia+QmpqOZb1Bij9ldK2zdxG4ecjfvw8/3IvVmZJYip6lfK5vTJmudHap8782ig9Dq1depj61aK0jZsrN23pK/mfZ3tnTb569SnlmEOWUl6apCw+SkuSlJUmKC9JhOfSBKWlScpLw/uykvBe6cGtHW32i1YzbR2V/RgVZZP59ytj1tn8gG0nYweOB5VBSSmUxGeVQmmPtGVlYVlJeXhdWr72stLUNql15WueVZq2rAxKe64+X2uGnLLfD4HapeuMY0PvDTxhdK4NOtNPyxJCcc1QIH28pw1Zt/Qx7/bcfl7W9nX77/JJp24XCNC7ibaBnT32PkUaN0DFb/7OpP+s2+h/78+t4pgLso2/2jn0LNK4ARJNxL7Xvqv4aieOvZbreOrxdZO2ffZtYM8f/7wAEbXOwT3HI3uT/76/O8uqEgwYWMqB27zGQV8ZivbLW8VPbux5Onr64nXbNO55emHjcq7IdJo2jbC6I8xDsSQRSVsCsyhARxgo3h7IULyxF2vcUJw9eaF444bijf1fl1zHay/3WB337nuu4sjzTyt0WC1K9UBOrqikpM+gfPVAzoti6z3tXGfU2ZLGbxOG2fkmYRqgPwOY2YGt2DdvveGLdaxDKN7YizVuKL4xA1OKNW4o3tgbVq6kPPZkLybF3A4wz7F70ui6tE6VNMLqwb1/TBgA8z+Ewb0XNr9XfpNG55xzrhU8aXRdWqdLGteXJ43OOecKzJNG16X5pLLOOeecc65FnjQ655xzzrkWedLonHPOOeda5Emjc84555xrkSeNzjnnnHOuRZ40Ouecc865FnnS6JxzzjnnWlScQ/o3oTUT1zvnnHN5Ymbmf4hcl9VlBvfOpzhweFH+IijW2Is1bije2Is1bije2D3ujlfMsTtXaF497ZxzzjnnWuRJo3POOeeca5Enjc4555xzrkWeNLbOxYUOoB2KNfZijRuKN/ZijRuKN3aPu+MVc+zOFZR3hHHOOeeccy3ykkbnnHPOOdciTxpdpyXpFEmzCx3H+ijm2NNJMknjCh3H+ijm2NNJukXSLYWOwznnum3SKOlISU9JWiZpnTp6SXtKek1SvaR3JR2Ssb5v/GW+XNJSSX+UVNoBcd8S/ximP84shtizaelz6Kxa8zl0Bu39nhdKLr7nHRhrUf4uaUqx/EwW63fbuWLWbZNGoDfwX+CyzBWSNgAeBf4H7ArcDjwgaZu0za4G9gAOBo4BjgPOz3PMKfcCG6U9rk+tKILYMzX5ORSBJj+HTqS93/NCau/3vKMU8++SbIrlZ7KYv9vOFScz69YPYFy4DWst+zEwm9hRKC57Frgivh4ENAIHpK3/NrAQKMlzvLcAtzSzvtPGvh6fwynA7LT3OwGLgB92gu9NS59Dp4p9fb7n8b0B4+LrnsAEwh/q3gW+v50u9nz9Lsm8F8A3gaXAXgX4zpwSr+dEYA6wDLgAqABuAqqBKcAuHfG9Xt/7nvb9OCUurwOeBoYAxwMfAYuBX3TUdfjDH8Xw6M4ljc35DPC0maVXeTwF7Blf70b4hfNsxvqhwJYdEN/hkhZLelvSLyWlzyHe2WNfL5J2BZ4EzjezawodT9Tc57BaJ40dWv6urCapAniQkHwdama1HRBfe77nqxUo9pSc/jxK+jbwZ+BLZvZSXiJu2VDgq8CXgB8Bvybc31cI1/MehS91b+3343zgkrh8I+CfwJHAIcBPgUsljcl/uM4Vh6x/5BxDgTczli2Oy1PrPzWzRMb61LoP8hjbROAeYB7hF/QfgH7AeWnn76yxrxdJnyFUNZ1tZjcXOp6opc8B6LSxp7T0XUnpDTwMrAK+amb1HRBbe7/nKYWIPV3Ofh4lfR/4DfB5M8s8ZkfqCZxmZkuBdyWdD9Sa2XUxziuAlyT17uAEPV1rvx9Xm9njAJJuJiSQQ83sU9Zc2+cIpafOdXueNGbX0mT22dZ3SINxM7s37e07khLAtZLOj/9Vd9rY19MGwH+AcztT0tWKzwE6aexpWvqupNxASF6+bGar8hjPajn4nqd0eOwZcvXz+HngG8CeZja53VG1z4KYMKYsAt7NeA+hqndOh0W1ttZ+P6amvV4ELIwJY/qyDXMWlXNFzquns1vIuv+RbsiaX4YLgcEZPRxT2y+iY70B9CH8gobiir01lgMvAsdJ6lXoYJqR+TlA54+9pe9KyuPAzsAuHRBTU9r6PU8pdOy5+nl8L257Yj6CbKOGjPeWsSyV9Bby70trvx+ZcWe7Nv876VzkPwzZvUJoXJ3uQODl+PoNwn+yn8tYvwj4MN/BZRgD1AJL4vtiir01GghtjEqA+ySVFziepmR+DtD5Y2/pu5JyG/ArYKKksR0QVzZt/Z6nFDr2XP08ziX0rv5mrDJ1zWvt98M51wbdNmmUNFjSzsDI+H7n+OgB3AkMkPQXSdtLOpfQUPo6gFh9cRdwlaTPSDoA+C2hfUwyz3H/KY4/NkLSkcCfgOvSqkQ7bexNXE9znwMx5lrgK4SG6rdLKvj3thWfA1D42NvzPU9nZn8F/gI8IWnrDoi7Xd/zjoy9o36XmNn7wBeAsyT9KNfX0crr6TRy9d12zrVBobtvF+pBGGrBsjxGxPV7Aa8DKwlVQ1/O2L8vcCthiIlPCX/USjsg7scIDbpXAu8DFwI9M7bplLG39XNg3WFrNozXc30n+P40+zl0lthz8D1fPWxNfH8FoQRsk0Le384Ue75/l7DukDt7EZo+fLOjvzOZ3+u4/SRgfNr7EenXX0Tf7RavzR/+6O4PmXXmPhDOOeecc64zKHg1n3POOeec6/w8aXTOOeeccy3ypNE555xzzrXIk0bnnHPOOdciTxqdc84551yLPGl0zjnnnHMt8qTRdUuSTFJnmJJtNUllkv4haWmMb1yhY+rsJI2L92rTdh6nxe+DpNmSftWe8zjnXDHzpNF1KEm3xD/Qf86yrtMlch3sKOB44DDCDDIvFDYcl2EPYJ3v7fqStKn/c+CcKyaeNLpCqAN+JGlUoQPJtXZOtbYNMM/MXjCzBWa2KldxdWadbXq6ppjZYjNbUeg4nHOuUDxpdIXwAmF6rz80t1G2kkdJT0q6Je39bEm/kXStpGWSFkk6XVJPSVdJqpQ0T9LpWU6xgaT7Ja2Q9Imkn2Wcq6+kK+P+tZLejPMgp9aPiDGeIGmipBXApU1ciySdLWmWpFWSPpB0Ztr6ScBvgK3iMWc3cZzUOY+X9HiMa5qk/SVtkopD0ruSPpex78h4vVXxvjwhaWza+kGS7pA0R1KdpOmSzpKktG1Gx/NWxfO8J+mb6/GZ/VbSNZKWAv+Ly3eLMdVIWizpX5K2yDjWGZLmxut+HNg8233K2Kdc0mXxc1wV783xWTZt6fuwVvW0QnOC8ZI+lFQvaaqk0zL26asw//HHklbGY5wXV38cn59O/8xjCeT9kpbEz2GWpJ+3dJ3OOZdvnjS6QvkpcJikA3JwrDMI8xPvBvw1Ph4gzDO8B/A34K+SdsjY7yLC3LK7AJcDv08lhTFRmgDsBBwLjAGuBe6RdFDGcS4H7gLGAlc3EeMPCUnhZcBoQsJ8maRT4/ojgT8CswlV03u0cM2/ifHsTJhX927C/MU3xOt5D7hLUnm8nmHA88Ai4HOEeXmnA5MkbRiP2RN4B/gqsEM8x8WEOXlT7gaWAvvE6/0ZUNlCrNn8OMayN3By/GyeAV4EdgcOBBLAfyRVxGs4glA9/Kd43ffSwj8e0aXAd4EzCZ/jHcAdWT7HJr8PTbiR8LmdBmwP/Bq4PPWZxu/Qw8DhhO/o9sBJhDm1AXaNz0ex9md+DTAAODjucyowtxXX6Zxz+VXoya/90b0ewC3Ak/H13cCbQEl8b8CJaduu9T4uexK4Je39bODfae9LgOXAhIxllcDpGce+PePYdwHPx9fjgHpgQMY2/0idDxgRj3NBK677Y+D3Gcv+DMxKez8emNnCcVLnPDNt2R5x2Vlpy3aJy8akHfuljGMJ+CD9WFnOdyXwn7T3y4BTmtm+tZ/ZU1m+F/dkLOsJ1AJfje+fB+7M2OaKeM5Nm4inN7AS+GHG8geA/7b2+5AW96/i6y2BJLBdxj4XAm/F1wfF4+7eRGybxvXjMpZPBsbn8ufOH/7whz9y8SjDucL5BTCNUJL1j3YcZ3LqhZklJS0G3s5YtggYmrHfixnv/wd8Kb7eA+gBzEurnSUuez9jv1eaC05Sf0KC8GzGqmeAn0jqbWa1zR0ji8lprxfE57ezLEtd8x7AbpJqMo7Ti9CWEkklwDnAN2K8FUA58FHa9lcAN0o6hVAq95CZvdHG2GHde7YHMDJLfBWp+Ailn3dnrH8eOKuZ84wkfGbZ7v0vM5Y1933ItDsh6X4t4/tRRighhVDyXWlmrzUTXzZ/Aa6TdAjhHj9iZpnxO+dch/Ok0RWMmX2k0Iv6t5LuzbYJ4Q9zuvIs2zVk2S/bspaaY6Sfq4RQqpatmjizg0prO0dYM+drq/Trs2aWlaQ9PwVka9u5LD6fRUikfga8AVQTmhEcuvqgZr+RdCchmToQOE/S780s1davtZ9Z5j0rAW4nVN9nWprlutoq271v6VjNfT6p+7oPoTS0qXO1OV4zu1nSY4R7fADwqKQHzKw7jyzgnOsEvE2jK7TfEb6H52ZZtwjYOPVGUk9CaVOu7JXxfm9CW0CA14CBQIWZzcx4zGnLScxsOaFN2v4Zq/YDPlyPUsb18RqhLeW8LNeTamO3H/CYmd1kZm+a2UzWlPKtZmazzOwaMzuaUB37g7TV6/uZvQbsCHyQJb5Um8l3gc9m7Jf5PtNMQvV0tns/NWNZc9+HTK/H582zxPtB2jaDJe3exDFS/3yUZq4ws/lmdrOZnURo03hCLLF2zrmC8ZJGV1BmVi3pAkLbuUxPAt+X9Cyh1Ot8QlVjrnxFoVf144RSnWMJVbMA/43n/5ekcwnVwYMIJUv1ZnZDG8/1O+CPkt4nVDkeSEi2ftTei2ilvxGSj39L+i2hjeWmwCGE6s8XCB1jvhk7J80jdNrYk9jRRVJfQgeR+wmdjAYS7tu7aedZ38/sUkKV9R2SriR0FhlB6JRzpZnNInQU+qekV4CJwL7AN7MeLTKzWkl/BX4Tmy28BRwDHAF8PmPz5r4PmcedKekfwA2SziFUbfchVElvaGaXE75DzwH/F3tiv01IqLc3sxuBJUAN8AVJU4GVZlYp6W/x+qYTquePJHxe1c3eQeecyzMvaXSdwU2s204Q4GxgCuGP+KOEdmmv5vC8vyb0UJ0MnAf80szuAzAzI/R6/Reht+404BFCVe0HWY/WvGsJpXLnEZKsc4FfmNlN7byGVjGzhYSSsyWEa5oO3AlsAcyPm/2G0NbvQUISNIjQEz2lMS67iVAC9ziwkDAgecp6fWZm9h4hIe8b932X0BO8F1AVt3mAUIV+DiEBO4HsJdSZzo/H+guhdPFEQmedpzK2a/L70ITvEToznR/jfQo4GZgV4zXC92Ui8HfCPb8DGBLXJwn/NHydkBS+GY+rGOsUwv3rAxwSj+eccwUj/z3knHMtkzQfuNzM/lLoWJxzrhC8eto555oRq+X3AYaxdg9155zrVrx62jnnmnc2Yaifv5rZfwsdjHPOFYpXTzvnnHPOuRZ5SaNzzjnnnGuRJ43OOeecc65FnjQ655xzzrkWedLonHPOOeda5Emjc84555xrkSeNzjnnnHOuRf8PoKbaYO4IIHQAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -1597,20 +1861,26 @@ " aspect=1.4,\n", " )\n", "\n", - " plt.xlabel(\"Number of measured objects\")\n", + " plt.xlabel(\"Number of objects\")\n", " plt.ylabel(\"Time (seconds)\")" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "c651024b-eb30-4d50-b71c-8eaa17704acd", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:49.119537Z", + "iopub.status.busy": "2023-09-11T17:28:49.119470Z", + "iopub.status.idle": "2023-09-11T17:28:50.198895Z", + "shell.execute_reply": "2023-09-11T17:28:50.198667Z" + }, "papermill": { - "duration": 0.817556, - "end_time": "2023-09-11T14:41:57.186660", + "duration": 1.090522, + "end_time": "2023-09-11T17:28:50.199538", "exception": false, - "start_time": "2023-09-11T14:41:56.369104", + "start_time": "2023-09-11T17:28:49.109016", "status": "completed" }, "tags": [] @@ -1618,7 +1888,7 @@ "outputs": [ { "data": { - "image/png": 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mYDDwhoiUqOo7wCBgL3AnVWuNO4AnsPJTkoEXgY9FpJuqltjtvucA3wA3Y5WNfBX41LYFETkPeA4r2fobe3xyLT8njQqPOhI1dkxHIoOh8VDwww+kTroFzctHQkOJffZpQs45p67NMlTDX0kZbEzOAWB4YhxtoquWRkrNKeTC1xexPTWP9rGhfHbjMOLCg3xi308zV/D560uqjJ9/w6DaFp5N2uUuIvOAaFXtV25sLeBS1T7lxlYCPwKvAFuAnqq6vtz8v4ELSs/jLqZTRMYDU4ABqrrMHhsK/A50V9UNIvJf4Gqgo6oW2Wv6YrUEP1FVF4jIQmCHql5R7txPY4nctqrqviBwE+awKuiKSEugPVChQq+qLqhNo3yBSSQyGBofOa+/QcbjT4DTiV98PPFT3yWgf/+6NstQDesPZJcJzmNbR7kVnPlFTq6ZvpTtqXnEhAYw9erBPhOcAD9/vKbacePtrHVWVrq/z/5XeawZMBBLqC+tFGLhDzg9uJZWut5u+7Y5sAGrTOQfpYITQFVXikimPbcA6Al8UOm8C7FEp8ENHolO2838ATCidAjrD1ZK1eCbeo5JJDIYGg8ul4vs++8ne0bFDHX/1q3r2DKDO1SVpMwClu+2anF2Swinm5sam06XcttHy1m+K4Mgfwdvjx1EYnyYz+x0Ol1kpuW7nctMy8fpdOFn2m3WJsWV7ms1Yw4O5qQMA/LcrDkULlUtL05Lj3G4GauMerDG4AZPPZ3PAQFYvyx+Bc4FWgAPYcVDGAwGQ53gys8nffzV5C/8DYCQYcdZGephvhMnBs/YlprL2v3ZZBceLJHYJiqYfq2r1uJUVf77zTrmrNuPCLxwWX8GtI/xpbkU5Rfj8BNczqq6Iio2xAjOuuUv+7adqn5Tw7oijswxtha4WkQCK22vR9lzAOuA47FiPUs5/giu1WTw9B0zErhTVZcDLmCXqs4E7sd0JDIYDHVEWYa6LTjLMtSN4Kx3bEvN5Y+d6RUEJ0DLiGAcbjLQ31m4jam/bwfg32f15PReLXxhZhklxU5euet7t4IT4ORLevvUHkNFVHUz8C7wlohcJSKdRaSviEwQkXvLLd0GnCQirez23Z7yMhCJlbjUW0ROAN4DFqpqadWeZ4BLReQ2EekiIlcDVx39o2u8eCo6wzkYV5EBlP7hVmB1KjIYDAafUrx6NcmnnUHRps1Whvp99xD97DM4qumrbqhb1u7Pdju+3o7pLM+3q/fyf9/9DcA1JyRy9fG+Labicrl49+Gf2LYuGREYcFIiUbFWvGlUbIg3kogMR8Z1WDuxD2J5HecC44Ct5dbciaVTtmFlqXuEqu4HRgNtgCVY2elrgAvLrfncPv89wCrgCuDeKiczlOFR9rqILMfydP4sIrOx/qB3AHcB16lqe++a6V1M9rrB0LAomP0DqbfYGeohIcQ+/ywhZ59d12YZqkFV+XDF7mrnL+vXuqze5pLtaVzxzmKKSlyc2bsFL485FoePSiOVMuuF3/jl03UAnDmuP2dNHAjg7RjOJp29bmgaeBrTOQUrW+tn4EngW6y6WArc4h3TDAaDoSoVM9TjiJ86xWSo13OKXYpDwOXmt31EkH+Z4NySnMM105dSVOJiYPsYnr2kn88F588friwTnMed3qVMcAImhtNgOEo8Ep2q+mK5/88Tke5YRVc3qepqbxlnMBgMpbhcLrLvu5/s902GekOi2Oli/pYUt4IToFdzK2s9ObuQ8VP+JDO/mI4JYbx11UCCA3xbGGXZ3M1lNTm7D2jFmHtHHOIIg8FwOBxWnc5SVHUXsKuWbfEppk6nwVB7OF1O/BzeEwgmQ71hYrW3TCUltwiHWKWRkjILyC4sISLIn17NI0iMCyOvqISJ05awKz2f+PBApo0fTExY4KEvUItsWbmX6U8uwOVS2nSK5bonTjOeTYOhlvE0pvMFYKuqvlBp/Fagg6r+00v2+QQT02kwHBnT177KzLUfkJKfQXxINJf3GsPYXjfV6jVK9u0j7bLLKdq0CYDwyy4lcvL/TMJQPcfpUhZsTWFfdiEOsboNtYqyknFUtWxLvcTp4rr3/uLnDQcICfDjo+uGckybaJ/aun9nBs/c+CW52UXENgvjnrf+QURMqE9twMR0GpoAnn5qX4DVHqoyv2P1SjUYDE2M6Wtf5cWlr5GSnwFASn4GLy59jelrX635wMOgePVqkk8/wxKcfn5E338v0c88bQRnPcfpUhZuS2VfdiECHN/hoOAEygSnqvLvr9by84YDOAReHtPf54IzOz2fl//5HbnZRYRFBDLpmTPrQnAaDE0CTz+5E3BfaiAVqx2VwWBoYsxcW7n7W83jh0vB7B84cMFFOJNTkJAQ4l55mfBJk2rl3Abv4VJl0fZU9mQVIMCwDrFu21sCvDZ/CzP/3AnAf87rzagezX1oKRQVFPPyP78j7UAuAUF+XPf4aJq3j/apDQZDU8JT0ZkEHOdm/DhgT+2ZYzAY6juqyrydP5R5OCuTkp+B0+VJ6+PqyXn9DVKuux7Ny8MvPo5msz4m5BxTEqm+41Ll9+1pJGUWADCkfQzt3HgNXS7lyxW7+d8PGwC48cROXDnEt5X3XC4Xb9w/h6QtaYhDGHv/iXTu29KnNhgMTQ1PE4mmA8+KSD7woz02Gqsa/xveMMxgMNQvSpwlfLX1Y2asmcbOrOp/a8aHRB9xUlGVDPVOnYj7cCb+rVod0fkMvkNV+XNnOjszrF7lg9vFkBhbMdHr02VJvPzLZral5JaNnde3FXeP7uZTWwFmPrmA9X9Zr+Pzrx/EsSd38rkNBkNTw1PR+RjQCfiUg83tBXgf+I8X7DIYDPWEvOJcZv79Np+sn0VqOe9mm4hmJGUfqLL+8l5jjug6rrw80q+eUJahHjxsKLFTp5oM9QaAqrJkVwbb0vIAGNgmmk5xVQXnnZ+srHLssE5xPq/F+e07S/l9tpWYNvKCnowa09en1zcYmioeZa+XLRbpBBxr312mqlu8YtURIiJXAjfbd/+lqnM9PM5krxsMlUjO28+7q1/muy2zyS22tkv9HX4Maz2Aq/vcQJ+EQbWWve7cv5/US8cczFC/9BIin55sEoYaAKrKst2ZbLTbWfZvHUX3ZhFV1p30zLwKHs5SEuPD+OXOkd42s4zfv1nP+5N/RRX6ntCea/7vlPryOjPZ64eJiAwF3gb6NJQvcRFpi5WE3V1Vq/aAbeQcluiscKBIeH16wkQkGpgPDAHCgHlAP1U9ZHCZEZ0Gw0G2ZGzgrZUvMn/nbxTbsZkh/kGcmjiCCX0m0SaiY5VjjqZOZ/Hq1aRcNQ5ncjL4OYi+526TMNRAUFVW7Mlk/QHrq6Bvy0h6toisss7lUjo++F2159n62Jk+8XauW7yL1++fg7PERWLPBG5/8Rz8A31bgL4GGpzoFJGOwCPAqUA0sAOrR/lku3c5IhKO1Rv9Yqw+5vuBRcATqrrKXiPAtVidDnsAOcBq4AVV/aqG6/8ETFfV6fb9EcB9WM1r4oFEVd1em4+5NhCRd4EtqvpYXdviazz6eScid4rIpeXuTwcyRWSbiPSoLWNE5AIRmSsimSLiVgWKyP0iskdE8kTkCxEpzZ4fAixU1QJVTQV2YoUEGAwGD1i67zdumHMFl315MT9tX0Cxy0lMcARj+1zK1xf9wL+HPetWcAJHLDgLvp9tZ6gnWxnqr75qBGcDYvW+rDLB2btFhFvBCZBTVEKgm0LrguXp9IXgTNqUwjsPz8VZ4qJZm0humnxGfRKcDQ77u38plti8GOgGXAPEATfYa0KxnEHnAHfaa84B1mOF7ZXyKvAUlteyLzAM+BCoUBu80vW7YiUzf1puOMy26YGjfHhHhIgEebh0BnCtlNYOa0J4GtN5IzARQESGY9XtvBy4EPgf1ouoNgjF6u/+E/B45UkRuRrrxTQW2AY8D3wAjMJ6oaeXW55hjxkMhmpwuVz8sP0Lpq+dwqa07WXjrSMSuKT7JVzYdRzB/u7L3RwtFXuoxxM3bQqB/fp55VqG2mftvizW7ssGoEezCHpXIzjzikqYMHUJRU5XhXHBShCYdFJnL1sKGQdyeOWu2RTkFRMZE8Itz5xJaISn+qBh8sHyJMeY/m1ch155xLwCbALOK7dVuBNYaO88AtwFdAU6l3o+bVaVrrG9kzcAZ6lqeXf4ZhH5pIbrXwQsUNWymA1V/R74XkQ6ePogbMfVc8CZWJroL+ByVd1ji+YX7Gv5A98DN6lqin3sVCzn3QHgamAOMEZETgGeBHphdW98TlVfK3fZ+Vie2EHAn57a2hjwVHS2whJ5AGcBs1T1IxFZg7WNXSuo6gwAERlZzZJbgGdV9XN73QRgi4j0xqoZGlNubbQ9ZjAYKlFUUsjHG6by0foP2ZuTUjbePS6RK3uNY3T7f+DwUltLk6He8Pl7fzar9mYBVmvLvq0icee0KSxxcv17f7F0RzqB/g4mHp/I7LX72JaSS4f4MCad1JkLj23jVVsLcot48Y7vyErPJzgkgBufOo3YllVjThsLHyxPGou1nd31g+VJG4HHxvRvM702ryEi8cBIYIy72DRVzbD/ezEwo5LgdLdmfSXBWXmNO4YByw7H7mr4DHBhic5UYDgHtdEzwAgsx1oelkd2KlC+ftsFWFV8jgNcItINy/t6O5a47Am8KyIHVPVTAFV1ishK4HiM6HRLLhBl/38kUKrY87G8k17Hdlv3Be4oHVPVrSKyHWtr/VPgf/a6MKAdUK8SnQyGuiazIJ2pa1/lq01fk1loOQgcIgxseQwT+lzPwBbDvXp9V14e6RMmkP9raYb6ccSaHuoNio3JOazYkwlA5/gw+reOcis4S5wubvlgOb9uTsHfIbx6+bGc0qM5957eHZdLfbKl7ixx8spd37N/VyZ+/g4mPHwy7boneP26dYUtOKdxsMpMF2DaB8uTqGXh2QnLWb3hEOs6A+94sOZQ53FHO2D2ERxXhoicBAzAauddKow32nMRWDu8Z6vqQntsPPC3iHRV1Y32+j3AXaXi247XfE1Vp9jzW0XkeayY1fKhAPsA3xanrQd4KjrnA8+IyEKgPwf/0N2wXMe+II6DbuzyJAPNVDVDRJ7hoOf1n+6SiETkEeBhL9ppMNQ7krJ38PaqF/lx2zwKnUUABPr5M7LdMK455hY6Rnf3ug3OfftIuexyik0P9QbL5pQc/krKACAxNpSBbaLdCk6XS7nn01XMWbcfEXj2kn6cUq7bkC8Ep6oy5ZGf2br2ACJw6e3D6DWsndevW8c8iCU4S5/g0iiGB7HqbTcmgoHCozxHb2CDO08s0BEIAP4oHVDV9SKSAXTHFqfAikre3j5AHxEpH5zujxV6UJ4CwDuxS/UYT0XnbVjezQuA68v9gc7Eir/0BYf8lLIz2Gp8Y6nqI1jZdgdPXE3SksHQ0FmTvIy3Vr3MH7v/wqlWeFd4YAhndjqNCX1uJj6khU/sKF61mpSx5TPU7yF80s2HPtBQb9iWmsuSXRkAtI8JYXC7GLeCU1V5+Ou1fLZ8NwBPnN+Hc/v6PnTis5f/YPmC7QCcdkVfjj+31nJe6yUfLE9yYMVPVkawttprM8azdBexG7CihnWb7TU1sRk45QhsSMUKozsaSkV5dXOekFfpfjgwGcvjXJ7iSvdjgO0eXqPR4JHoVNXdwLluxm+pdYuqJwUr7qIZ8He58QSqej8PiYhcB1xXO6YZDPUHVWXBrjlMWfMma5I3lo0nhMZwYbfzubzHtYQGhPvMnoLvZ5N6621oXp6Vof78cwSffZbPrm84enak57F4p5Wn2TY6hKHtY3FUk3j7vx828N4fOwD411k9uGyQ772Lv3y8ip8/WQPAkNGdOfvaQT63wdeM6d/GZcdwdqGiYFJgU20mFalqiojMA24XkY8rx3WKSJSqZgKzgDtF5GFVPVDDmkkicoadCORujTtWYXkcj4Y1QHcRaVbZPixhXQIMxUoQQkS6Ywnd9TWccyXQVVU3H+La3bHiQ5sUnno66xxVLbQDb0/C2u5HRBKBDsDiIzjfm8Cb9nmMp9PQ4ClxlvDllpm8v3YGO7P2lo0nRrfh8p5XcG6ny/Bz+PYtn/P662Q8/uTBDPXpUwnsa7q/NCR2ZeTz+/Y0FGgdFcywDtULzlfmbea1+ZYT7PZRXbjmBPcltrzJ8nlb+exVKzejW/+WXHH/iW49so2UxzgY0ynlbr1RD3ISsBCYIyJPYXksWwETsLaS/wM8DZwP/C4i9wPLsbbFz8PKxThHVeeLyNvAxyLyEFYFm1ysBJ6HsLa53TGXSh0R7ZqgnW07AHraWfKb3dUVV9WfRWQFMEtE7sUK1zse+EVVd9rxmS+JyEQOJhJ9Xy6e0x2Tgd9E5FGssk8O+7EGqurrtp0tgbbUYiJ2Q+GIi8N7AxGJxQoOHgi8hRU/CrBOVYvsbPXngauw3NLPAajqyUdwrfKezgH16XkwGA6H3KIc3v/7TT7d8HmFNpV9m/dgXO9rGN76VJ9/6bpcLrLuu5+c0gz1zp2I+8BkqDc0dmfms3BbKi6FlhFBDO8Yj1818ZjTFm3n4a/XAjDx+ET+dVYPn7/utq3exwv//I7iQietO8Zw52vnERQS4FMbjoJaebLKZ69jxR3WevZ6KSLSmYPF4aOwisN/CTxd6jkUkUjbnos4WBx+IfC4qq6x1whWYfjrOFgcfiXwvKp+U821g7CSeEaq6mp7bCTwi5vlJ6nqvGrO0xKrLNLp9lBpyaS9toh9Aas8pD9WPsuNqppsHzsVQFXHVzrnCKyyjwOwEq5XYxXDn23P3wKMVtXaKjfZYKhvonM8MMXNVFlXAfvX0q1YL/AfgeuqCQI+nOuajkSGBkdy3l7eWf0y32+Zc7BNpfgxrO1ArulzMz3j+x/iDN7BlZ9v9VD/dSFgZ6hPm4oj1CeFLgy1xN6sAhZsTcGl0Cw8iBM7xeNfjeCc9VcSd82y+qpfNqgtT5zfx+eCMzkpk8nXf0ludiGxzcK4643ziIprUFURavUJ80GdzjrH9oy2VtUb6toWTxERB9a2/nWlWfFNiXolOusKIzoNDYnN6et4a9VLLNj5e4U2laM7nsTE3rfQKsL3MXQupxOHnx/OfftIHXM5RRtNhnpD5kB2IfO2pOBUJSEskJGd4vF301EI4Ps1e7l55jJcCmcf05IXLu1frTfUW+RkFPC/az8ndX8OoRGB/POVc2nZIebQB9YvmkwMQG0hImFY9bufaihf4iLSCjhfVV+pa1vqgiYrOs32uqGh8efe+by7+g3+2rsGtRMuo4Mj+EfXcxnb8wYig6J9blPOSy+T/c47OJNTcMTEQHExrpwck6HegEnOsQRniUuJCw3kpM7xBFQjOOdvTOaa6Usodiqjujfj9SsHVLvWWxQXlfDMDV+ya3MaAYF+3Dz5dLr0b5BhHEZ0Gho9HolOEbm8minFqjW1UVXX1qZhvsR4Og31BafLWaGPucvl4vvtn/L+2ulsLNemslVEM8b0uIwLu44j0C+wDiy1BGfGk09VGZeAAOJeeYngs0yGekMjNbeIXzYnU+xSYkICOLlzAoH+7kXkn9vSGDtlMQXFLo7rGMeU8YMIDvBtL3OXy8Vrd89m3ZLdiEMY/+CJDDy1i09tqEWM6DQ0ejxNZZ1BxYKzpZRlyInIH1iV+9MrH1wfMSWTDPWJ6WtfZebaD0jJzyA+JJpLelyEvyOAj9d/wr4KbSo7Mrb3BE5pd06db1lnv+O+0YiEhRnB2QBJzyti3hZLcEYFB3BS5/hqBeeqpAwmTFtCQbGLfm2jeWvsQJ8LToAPJv/KuiVWPdDzrhnQkAWnwdAk8NTTOQJ4FisD7XcssTkM+D97rACr/NB8Vb3ea9Z6CePpNNQl09e+yotLX6t2XhAGt+rHxGNu5Njmx/nQMvc49+4ld8pUsl55tdo1rXZux+HnexFiODIy8ov5eXMyhSUuIoP8OblLAiHViMiN+7O59M3fSc8rpnuLCD68dijRob73tn8/9S++eddqvX3iP3pwyT9P8LkNtYzxdBoaPZ56Ol8E7lDV8qUIfhCRIuA5Ve0nIv8EmmRgrMFwNMxc+0G1c6cljuSaY24hMdpdoxHf4crPp2DWLPI+mUXBipXgrNJhtgy/hHgjOBsQWQXF/GILzvAgf06qQXDuSM3lyncWk55XTGJcGO9NGFIngvOP7zbw7RRLcB4zrB0X3T7M5zYYDIbDx1PR2Q3Y62Z8LwdbXK0FfNNTz2BoJDhdTlLK1daszH9OeL5CjKcvcblcFM+fT+6M98n/9Vc092C3N0dUFAEd2lO4clWV4yImTvSlmYajILuwhJ83J1NQ4iIs0I+TO8cTWo3g3JuZzxXvLOZAdiGtooKZcc0QEiKCfGwxrF+SxMynF6IKiT0SmPCfUXUeamIwGDzDU9G5CbhDRG4o3Ye2i7neYc+B1QHgsNtR1hUmptNQH3CIgxD/IPJLCqvMxYdE14ngLNm8mdwpU8j//gdK9h8sgSuBgQQPGUzomMsIOussHP7+FbLX/RLiiZg4kfBbJvncZsPhk1tUws+bkskvdhEa4MfJnRMIC3T/lZCaU8iV7ywmKT2f+PAg3r9mKK2jQ3xsMezekspbD/2Es8RFs9aR3Pi/0wmoxmaDwVD/8PTd+k+sLgOnisgSrJjOQUBzDvZk7wvMrHULvYRpg2moDzy95N9uBSfA5b3G+MwOZ2Ym+e/NIO+LLyj6u1xbYYHA7t0J/cc/CLnqSvyioiocF37LJMJvmVRWp9PQMMgrcvLzpmTyip0E+zs4qXM84UHuvw4y84sZO+VPtiTnEhUSwHsTBpMY7/ui6xkpObxy5/cU5BUTER3Mzc+cQVhUsM/tMNQfRGQo8DbQpzEkZojIEOAd4BhVbZSF/T2u02kXNL0Zq0UVwDrgVVXd4yXbfIZJJDLUBS8ve4Kpq63faT3iOnIgN5XUgkziQ6K5vNcYxva6yavXd5WUUPjNN+R9+BEFi/9Ei4rK5vyaNyP0jDMIvXo8AZ07e9UOg2/JL3Yyd1My2YUlBPk7GNU5gahqWkXmFZVw1bt/8teOdMIC/ZgxcQj92/m+6HpBXjH/u+5z9u/MJCjEn1ufO5MOPZv73A4v0+ASiUSkIwfbYEZjtcH8Bphc2inQbiX5IHAxB9tgLsJqC7nKXiPAtVitMEvbYK4GXlDVr2q4/k/AdFWdbt+/EUunJGIlOC8C/qmqm6o7R31DRH4G3lHV9+vaFm/QZIvDl8eIToOveWf1C7y27G0ARrQdwtMj38ThcFSp0+kNipYtI3fqNPLnzsWVkVk2LqGhhIwYTthVVxEwYriJk2uEFJZYgjOzoIRAP+HkzgnEVJMIVFDs5JrpS1m4OYUgfwdTrx7McR3jfGwxOEucvHDrt2xZsx8/fwfX/mcUfU7o4HM7fECDEp0i0gP4DauP+v+AnUA7YCKwXVUfFZFQ4FcgCEt4rsBqYX0+MLC097iIvAZcBjwA/IS1m3oS8ICqJlZz/a7AcqCZqubaY+cAxVhhf2HAo0BPVe3m7hy1jYgEqar7rSvPzzEBGK+qI2rJrHrF4Xg6Y4GbgF5YL4g1wOuqmuY987yH6UhkqCtm/v0mz/75EgCDW/bjxVFT8Pfzblxayd695E+dSt7X31K8Y8fBCT8HQf36EXrxRYRcfDGOYLNd2VgpKnExd3MyGfnFBDiEk7skEFuN4Cx2urhp5jJ+XLcff4fw5lUDOLm77z2Lqsq7D89l2bxtiMCltw9j+Pm9fG6Hj6hV0dnh/m8d2584y2tbtLZHLgwYWtlrIyLRqpohIv8G7gY6l3o+3awZAcwHzlLV79ytqeb6DwDDVfWMGmzsA6wCElQ1pZo1zYDngDOxQg7/Ai5X1T22aH4BuMie+x64qfRcIjIVcGDls1wNzFHVMSJyCvAkll7ahVXl5zX7mGDgJeA8IALLO3yfqn5hz7fAStJuUfk5awx49E0nIgOAH7Hc1Yux3hyTgDtF5BRVXe49E72Diek01AWfb5rBc3++DEDfZj14ftTbXhOcrvx88j/5hLxZn1K4YgU4D37/BHToQOg5ZxMybiz+LVt65fqG+kOR08UvWyzB6e8QRnaOr1ZwulzKPbNW8eO6/YjAc5f2qxPBCfDFa4tZNm8bAKdedkxjFpy1Rof7vx2L5VXs2uH+bzcCj21/4qzptXkNEYkHRgJj3G0TlhOKFwMz3ImnSmvWVxaclda4YxiwrAYbQ4DxwHogtYbzfAa4sERnKjCcg9roGWAEcA6QB7wKTAXOLnf8BcAbwHGAS0S6AZ8Ct2OJ6Z7AuyJyQFU/BW4FBgJnASlAd6DMO6qq+0Rkj/34Pq/B7gaJp992TwNzgLGqWgSWGxmYjlU0/iTvmGcwNB5mb/uMJ3+fjKL0iOvEK6dOI9CvdkvOVChztOBXNK9cmaPoKEJOOYWwcWMJPPbYWr2uof5S7HQxf0sKaXnF+IlwYqd44sPcv+5UlX9/tYbPV1hdfp48vw/nHFM3fcznz1rDTx+uBmDQqE6ce8PgOrGjIWELzmlYu5EAXYBpHe7/lloWnp2wnE8bDrGuM1ZizKHWHOo87mgHzK48KCLDsTySoVjb7KdXFz8nIicBA4AO5YTxRnsuAitU4GxVXWiPjQf+FpGuqrrRXr8HuKtcZZ93gddUdYo9v1VEnseKWf0UaAv8papL7PltbkzbB7T35EloaHgqOocAg0oFJ4CqForIf7E8nwaDoQbm7fqeRxf+B6e66BTTltdHTyfYv/ZKzhRv2kTelKnkfT8b54GDlcvKyhxdPsYqc2QyzJsUJS4XC7amkpJbhENgRMc4moVXLzifnL2eGYt3AvDQWT25dFA7X5pbxqoF25j18h8AdOvXkisfHImVa2I4BA9SsWW12PcfxHISNSaCKechLMdSoB9WdZ27gPdFZISqlrhZ2xvYUM02dkcgAPijdEBV14tIBpZ3slR0rqgkavsAfUSkfO04f6yYV4D3gB9FpB+WM+8TN7vFBYDva5L5AE9FZyEQ6WY8Evd/dIPBYPPH3vk8OP9Bil1O2kW25M3RMwgLdPd2OjycGRnkz3i/apkjILBnD0L/cR4hV1Ytc2RoGjhdyq9bUzmQU4hDYHhiHC0iq4/ZfXXeFt5YsBWAO07pysQT3OZveJ1t6w7w7n9/weVSWiXGcN0To/Gvpge84SAd7v/WAbhrXSZYW+21GeO5xb7thpUcVB2bOdhApqY1pxyBDalYGfMVUNV8+5yb7RKP6cBooMr2PQdFuTs8/ZWTV+l+ODAZy+NcnmLbvj9FJBFre/10YJGI3K+qz5dbG4O19d7o8PSd/APwih2rAICIdAdexo17uyEgIteJyFIRWVrXthgaLysO/MHdP99JobOYluHxvHnae0QFxx7x+VwlJeR/8SWpl41hX/8BZDzxZJng9GvenIjx42gx/xea/TiH8JtvNoKzieJ0KQu3pbIvuxABju8QR6uo6h0nUxdtY/Ica4fz2uGJ3Hpy3ZTJStmTxWv3zKa40ElMQiiTnj6d4DDft9lsiNiCciNVRZQCG2szqchOpJkH3C5uXNAiUvrBMwu4wk7WqWlNdxGpkhBUbo07VmF5HA+FANX17V1jX7uKfVjCugQYWs6e7lhCd72b9aWsBLqq6uZK/8oyOFU1TVXfU9UrgIeBCeWuEYDlZV3pwWNrcHjq6bwdqzj8OhFJxXoRxwNLsLoSNThMIpHB2/ydupLbfrqV/JJC4kNjePO0acSH1pyQUV2R9aK/lpE7bRr5P83FlVmuzFFYKCEjRhB21ZUEDDdljgzgUmXR9jT2ZBUgwLAOsbSpoXvQJ3/t4pGv1wEwZlBbHjijR51sZedmFvDi7d+Sm1VIaHggN/3vdKISwn1uRwPnMQ7GdEq528e8cK1JWOWS5ojIU1jexVZYAmon8B+sfJDzgd9F5H6sEkfBWJnbQ4BzVHW+iLwNfCwiDwE/A7lYCTwPYQkwd8y1r1GGiDyKtWWdBCQA9wLJwO/uTqCqP4vICmCWiJSuPR74RVV32vGZL4nIRA4mEn1fLp7THZOB32xbPsRy7g0BAlX1dRG5w7Zvhf1cjObgVj1YMaa51JAk1ZA5rDqdIjIKKxMLYK2q/uwVq3yMqdNpqG22pK/nuh+uJrMwh5jgSN4+YzrtIztVu95dO8ngCy8gf+o08r75huIdOw8u9vMjuH8/Qi+6kGBT5shQDpcqv29PY2dGPgBD28eQGFt996DvVu9l0gfLcCmcc0wrnr+0H34O3wvO4qISnrnxK3ZtSiUg0I8bnxxNt4FtfG5HHVMrT3z57HUsMVPr2euliEhnDhaHj8Iq//Ml8LSqHrDXRNr2XMTB4vALgcdVdY29RrAKw1/HweLwK4HnVfWbaq4dhJXEM1JVV9tjr2NloTfH2p5eCDxUk0gUkZZYZZFOt4dKSybttQvbvwBciOWkmw3cqKrJ9rFTAVR1fKVzjgAexxKQ+ViF7p9Q1dl2ucZJWAlU+Vji+VZV3Wcf+wyWQL2lOpsbMqY4PEZ0GmqXpKxtTJh9JWn5WUQGhvH6ae/QNbb6Ui85L71MxpNPVZ0QgXKvy4BEq8xR6Lhx+LVo4Q3TDQ0YVWXxznS2pVkhZoPbxdAprnrBOW/DAa59bynFTuWUHs147YoBBPj53lOuqrx292zW/pmEOISx941g8OnuQhMbPQ2qTmd9wPaMtlbVG+raltrAFrmbgONVdWtd2+MNqhWdInK5pydR1QbTc90dRnQaaot9ubuZ8P3lHMhNIywgmFdOfYPeCTWXJ9rbrz/OZPcx447oaEJPPYXQcWMJ7N/fGyYbGgGqypJdGWxJzQVgYJtoutSwNb14WyrjpvxJQbGLYZ3ieHfcIIID6qaywQeTF7Dwayue9NyJAzhtXJMt52XS8w8TEQkDbgGeagxf4iLSE+jfWFtgQs2i09NfSKqqDboOixGdhtogLT+Z8d9fxp7sAwT7B/LCqBcZ0OL4Go9xOZ3sadeh2vkWWzfjH1S7tTwNjQtVZdnuTDYm5wDQv3UU3ZtFVLt+VVIGl7+9mJzCEvq3jWbGxCGEBXm3I1Z1/DB9GV+9/RcAw8/pzqV3ndCUSyM12QduaDpU+0mjqiYjwWDwkKzCDK794Ur2ZB8g0C+Ap0783yEFJ4ArKQn8/MBZNbnSLyHeCE5DtZT+UF6x56DgPKZlZI2Cc8O+bMa++yc5hSV0bxHB1KsH14ngdLmUpT9u4ut3LMHZZ2hbLvnn8U1ZcBoMTYK6+XlrMDQicotyuH7OlezI3IO/w4//Dv8Px7cZdcjjipYtI2XseLeCEyBi4sRattTQGNiWmsva/dlkF5YQ6CcUOS3x2btFBL1aVF//dXtKLle+u5iM/GI6xofx3oQhRIUE+MpsABbP3sjs6Ss4kHSwAkOH7vFM+O8pOOogntRgMPiWJis67Qyy6+raDkPDprCkgJt+HMumtB04xMFDwx5gVPuzD3lcwZwfSL3pFjQ/H0d4OKFnn0X+3LkVstfDb5l0yPMYmhbbUnP5Y2d62f1SwdkyIojeNQjOvZn5XPHOYpKzC2kdHcKMiUNIiPCtF33x7I1Mf3x+lfHBp3UlsI629w0Gg29psu90U6fTcLQUO4u45afxrE3ZhCDcM/SfnNXpkkMelzttGun/fgRKSvBLSCB+xnQCevcmmurrdBoMAGv2Zbkdzy4sqXZrOiWnkCveWczujHziw4OYMXEIrWqo2+ktvn33L7fjcz9axYkXVl/dwWAwNB6arOg0GI4Gp8vJP3+5lmX71wJw66AbuajruEMel/XY42S99hooBHRMJO7DD/Bv3bps3ghOQ2UKS5zsySpgd0Y+OUXuQzFyipyoahXhmZlfzNh3/2Rrci5RIQHMmDiYxPjqyyh5C5dLSd2X43YudV8OLpfiqIP6oAaDwbcY0WkwHCYul4v7FtzE77uthhHX97uaq3reWPMxTieZt9xK7pdfARDUvz9xH7yPI6L6pA9D0yWroJjdmQXszsonJaeo2ubQpUQE+VcRnLmFJVw99U/W7c0iLNCPaVcPpnsNW/DeJD+nEIef4HJWfSSRMcGY/CGDoWlgRKfBcBioKg8v+ie/7FgEwFW9L+Havv+s8RhXXh5pV42l4I/FAISedirRb7yBI8C3SRyG+otLldTcIpIy89mdWUB2YUmF+ZAAB62jQvATYUNyVY9hr+YVf7wUFDu57r2lLNuZQZC/g7fHDaJf22hvPoRqyc8t5PlbvnErOAEGnJhostYNhiaCR6LTblE1FqtHaHOsXqJlqOrJtW+awVD/eHLxg3y/ZS4AF3Y7h9sGPFTjemdKCqkXX0LRxk0ARFw9noj/PGp6pBsodrrYl11AUmYBezILKHJWLI0cExJA66hgWkeFEBMSUCbMYkICyrLXI4L86dU8gsRynYeKnS5u+XA5v21Jxd8hvH7FAI7rGOfTx1ZKUUEJL972LXu2pePn76DHsS3ZuSmVrPQCImOCOWZoW0Ze3LtObDM0TERkNvCOqn5S17Z4ioi8BmxXVTet55oWHrXBFJHJwO3AT8BuqLjbo6rXesM4X2GKwxs84fml/2XG2o8BOLPTKB4Z9myN4rF4yxZSL7mMkn37wM+PmPvuIeymm3xlrqEekldUYm2bZ+azP6cQV7mPHYdAs/Ag2kSF0CoqmLDAmn0C7mI4XS7ljo9X8OXKPTgEXrysP2cf08obD+WQFBeW8OLt37J17QEcfsJFNw2h19C27NmUSkFOIcHhQbTqEkd8HXlg6yENyt0rIvOAE7H6lH9QbrwNVg92h6qKPfYIVo/0keXWdeRg3/Zo+5hvgMmqur+aa54ATAW6qqrLHnsJGAH0AmZU7oNeHxCRDsBSoIOqug9ubiJ4ur1+FdYLq97/shCRX4HuwCuq+kgdm2NoJLyx4tkywXlS+2GHFJxFixeTMn4CrqwsJDiI2KcnE3L++b4y11BPUFXS84vZbW+bp+cXV5gP9HPQKiqYNlHBtIgIPqze55UFp6ry0Fdr+HLlHgCevOCYOhOcJcVOXr1nNlvXHkAcwnnXDGTERb0REeLbRrsVzIYGyW4sffBBubErgD1Am+oOEpEewG/AQuBiYCfQDpgI3AA8Ws2hNwHvlwpOGxfwKuDzD1gR8QNQVfcZfjaqul1E1gGXAO/6wrb6iqefcAHAMm8aUotcDtxd10YYGg/vrX2Nt1ZOAeC41sfy5IhXahSc+V99TfKYK3BlZeGIiiJhxntGcDYhnC5lT1YBS3al89Xaffyw4QBr9mWXCc6IIH+6NwtnVJcEzu/TkuPax9I2OvSwBGdlVJUnZ6/n/cU7AXjorJ5cMrBtrTyew8VZ4uLNB+awcfleROCssf0YdXnfCiLTCE7v8/X2yb6I4fkUGCEizcqNXQHMPMRxrwCbgPNUdaGq7rRvrwZecHeAiAQA5wHflR9X1dtU9Q1gn6dGi8jlIrJWRApFZIeI3F5ubrSIrLLnNonImHJzHUREReQiEfkLKAC6iEioiLwiIskikiEiX4tIu0qX/Q64yFMbGyuevijfAy6sjQuKyAUiMldEMqurjyki94vIHhHJE5EvKr2ga0RVd9WGnQYDwKyN03lx6WsAHNuiF8+c9CZ+juo3CHJef4PUmyehhYX4t2xJsy8+I/C443xlrqGOKCxxsjU1l4XbUvls9R7mb0lhc0ouecVOBEgIC6RfqyjO6tGcs3u2oH/raJqFB+GoJfH1yrzNvLFgKwD/PKUrE09IrJXzHi4up4t3Hv6JtYuTABh96TGcNn5A4xGZLteh19QxX2+fPPbr7ZM3AM6vt0/e8PX2yWO9eLl0YA5wGYCI9MXK+/ixugNEJB4YCTzrLq5NVTOqObQvEAysPBqDRWQ0lrfxDaA3lkhOsefaAV8BnwF9sATwdBEZVOk0jwL3Ym3pJwGvA52AM4AhQDLwlYiU11h/AcOk0bwZjgxPt9czgXtFZBiwAigqP6mqjx/GNUOBn7HiQ6scJyJXAw9gJS5tA57Hct0fuq+gwVCLfLvlE/73x9MoSu+ELrx48hQC/dx3cVFVsh5+mOx3LI9oYLeuxH0wE7/mzX1pssGHlJU1yswnJbdiWSN/h9AyMpjWkcG0igomyN979Ven/LaNp+dsBOC64R255eTOXrtWTbhcyrTH5rHy1x0AnHxBT86+flDjqL+5YjoseAzSNkJsVxjxIPTzppY7MmyBOY2DeRddgGlfb5/MOR3unu6ly84A7gNeBK4EPgRKaljfCSt+dcNhXqcdkK6qBUdiZDkeBF5V1Rft+5uwtvkBbgSWlQvN22jHkd6BtYtayuOq+hOUxWteAjRT1Sx77HogAxgM/GEfsw+Isv9lHOVjaLB4KjrHAllYvzT6VppT3IjH6lDVGQAiMrKaJbdg/QL63F43AdgiIr2Bv4HFbo5ZoarXeGqDwXAo5u74hv/+9hguVbrEtueVU6cRHOC+i4uruJiMG24kb/YPAAQPHULs9Gk4wnxfhNvgPVyqpOQWlcVnVi5rFBrgV5Zt3iw8CD8viy2XS5m1LIlHv1kHwJjB7bj/jO514lVUVWb+bwFLf9oCwPCzu3HezUMbRz/1FdPhi3EollLStI3IF3YjiPonPB+EMlOxb9Ue95bo/AZ4247THIMVW+mND79goLAWztMbeK6aue4cFIml/A5U7vyxvNz/ewGBwJ5K770QoGO58xWUG884LIsbER6JTlX1yV6NiARhido7yl17q4hsB4ao6hpgoC9sMTRdftv9Mw8teIgSddIhqhWvj36PsAD3RdydOTmkjbmcwmXWZ1DYuecQ9fJLprNQA6KmpJZip4u9WQXszixgT1Z1ZY1CaB0VXKGskTf55K9dvPTzZnam5ZWNnde3Ff93Xu86E5wfP7+I37+zvK1DT+3MhbcNwz+gcbwH9BerLFplFccvDyH1SHTaMZxd3UwJ0PXr7ZMd53S4u9bjA1S1SERmYbWVzlHVJTU4lQC22LfdsHZOPSUVK8v9aCn7E1Yz5wl55f4fDmQDA9ysK5+FH2NfN9XDazRK6ltx+DisONMDlcaTAY/iOkVkGpYwDRGR41T1tErzjwAPH72phsbIX/sWce+8uylyldA6ohlvnPYeUUExbteW7NtH6kUXU7xtO4gQef21RPzrX40nfq2Rsy011229y9xyZY0OuClr1Dwi2PJoRgYTeoiyRrXNp8uSuHvWqirjx3eO97pntTq+eP1PFnxueVsHjuzAJXedQEBQfftqOUJcLiRzZ5VhAcjcacV41pOau+d0uNv19fbJG7G21Mu/GBTY5A3BWY4ZwHzg34daqKopdrml20Xk48pxnSISpaqZbg5dBYSKSNujzN1Yg1Xq6Us3c+uxyi+V5zh7vDpWApFAgKr+XcO67sB6VS2qYU2jp9pPBhF5AHhOVfPt/1fLYcZ01sRRf2qqao0NsO1YjUcqXLSahCZD02JN8jLu+Pk2CkqKaB4WyxujpxEX4v63TvHff5My5nKcySkQ4E/MQw8RNnGCjy02HCnbUnP5Y2d62f3swhL+2JnOqr1Z5BVXrH4S5O+gVaS1bd4iIuiossyPBFVl3d4s5v59gFfmbXa75rX5W+okW/3bd5fy0weWCO47rB1j7hlBUEjj6bSl6gS/QMRZUScoQEg0SL0rrvkYB2M6pdztY968qKouEJEErPwPT5iEFUc5R0SeAjYDrYAJWOWT/uPmGntF5G/geKy4UQBEpDOWtzHWvt8Py+Pq/s1ihQN+ISLbgO+BeKCTqr4PvAbcYTunZmI1xLkQOKGGx75eRD4DPhGRf2LFiLbDivN8sFxi1DCsXJYmTU0/R6/Fyu7Kt/9fHYcV03kIUrBqbjXDit8sJYGq3s+jQkSuA66rzXMaGi6b0tdxy083kldcQFxIFK+dNoUW4e7LzBX+upDUa67BlZOLhIYS98JzBJ95po8tNhwNa/dnux0vFZyRQf5l8ZlxYYG1lmXuKQXFThZtSWHu+gP8vP4AezNrzp3YlpKLy6U+TdqZ8/5KvptqhZX0GtSaK+4bQXC4+0S7BomzGGZdWiY4K6s4V5dROKR+eDlLOafD3dO/3j4ZrBjOrlgC6DEvJhGVoaoph7F2rZ0R/gjwPlZyzQ4s7+PrNRw6Fauu54flxt7G8lyWcg6W13VkNdeebSf6PAA8g1VT9Fl7boeI/AP4nz2/E7haVd3lkpTnCixhPwVLxO4GfsCO47TreZ4PNPkvCo86EnnlwlbMxy+lHQvKjS8DvirNHhORRGAr0MeO6fSGLaYjURNme+Zmrpk9loyCbKKCwnnj9HfpHN3D7dq8T2aRdvc9UFyMX2ws8e++Q8AgE2bckFBVPlyxu9r5M7s3Iyok0IcWWezPKuDn9QeYu34/CzenUFB8cDfUIXBsuxi2JOeQnlexwLwAHeLD+OXOkT6z9ZdZa5j14u8AdO/fknEPnURkfCNKnCsuQD/6B7LZSg50Ne+OZO1D8jPQkGi0/WBk5H+RFoNr86q1+ovBWzGcdYmIRGFtdQ9R1apxD/UUu9bnRFU9pa5tqWt8HngjIrFYrufO9v1+9tQ6O9bhZeB5EVkObMfKMvultgWn8XQaAPbm7OKGOVeTUZBNeGAIL536arWCM/uFF8ic/AyoEtC2LXEzZ+DfsaOPLTYcDU6XsnJP9TuAEUH+PhOcLpeydm8WP/29n5/XH2D17op2RQT5M6JrAqO6N2Nkt2bEhgXy6bIk7vxkZQWPmwKTTvJdmaSFX/1dJji79GnOFfed2LgEZ2EOOvNsZMd8FEF7nQ1DbkX3LkbzDkBoM6T9qbUtOGudxiY4AVQ1U0Suwep21GBEJ9Zb9ba6NqI+4HNPp4iMx3JBVyZRVbfba+4HbsVyuf8IXFddL9Zassl4OpsgKfn7Gf/dZezLSSHUP4gXTnmJ/s2rFnJXVTLvuZecmVant6DevYid+T5+cXG+NtlwFKTnFfH7jjQyC6ovITi0XQyJcd4TUPlFThZuTuHn9fuZu/4AB7IrVoBpHxvKqB7NGdW9GYM6xBLoX3X79tNlSbz8y2a2peSSGB/GpJM6c+Gx1XYcrFUW/7CR6Y/PB4WOPRIY+6+RJDSm3un5GeiM05Ddf6LiQPv8AzntVSTMqrer6kK8t6Vez8JDDYbap8621+uaSp7OAU31eWiqZBSkcfX3l7Irax9BfgE8c/IzDG11UpV1rsJC0ideQ/4v8wAIGTGcmHffwRHivmanof7hUmX9gRxW783EpVbh9gFtokGVdQdyqmSv1zZ7MvL5ecMB5v69n0VbUiksqbhtPrBDLKO6N2NU9+Z0SgjzuPqBr2M4//p5C1Me/RlVaN81jrEPnEiLjo3oh1duCjp9FLJ/FSp+aN8LkVOfR8Ja+soCIzoNjZ4mKzrLYzydTYucomwmfH8pWzN2EeDw54mRjzGybdX4bmdmJqmXXkbRaiuyI/ySi4l8erKpwdmAyCks4Y+daSTnWMkg8WGBHNc+lvByJX1qqtN5JLhcyqrdmcz92/JmrtubVWE+ItifkV2bcUqPZpzYNYHoUN/Hjx4uK3/dztv//gmXU2nTKYar7h1Bm+4edyeu/2TtsQRnynrUEYD2uxg5eTIS3sqXVhjRaWj0NJJiagaDZ+SX5HHDnCvZmrELP3Hw8An/cis4S5KSSLnoYkp2JYHDQfStkwi76y5Tg7OBoKpsT8tjaVIGJS5FgD4tI+nRPKJKJnpt/E1zC0v41d42/3l9Mik5FbfNO8aHMapHM07u3pyB7WN8XnbpaFi7eBfvPDwXl1Np1T6ay+44vnEJzvTt6LSTkYxtqF8g2v9S5MTHfS04DYYmQZMVnSaRqOlR7Czi5h/Hsz51Kw4R7j/ubk5PvLDKuqKVq0i54gpc6RlIYCAx/32U0CuvrAOLDUdCYYmTJbsy2JWRD0BksD/HtY8ltpY9iknpefy8/gA//X2AP7amVuhW5OcQBtvb5id3b0bHhPBavbav2PDXbt584EecJS6at43kkluPo0OfFnVtVu2RsgGdNgrJ3o0GhFiCc/h/kAjfxMgaDE2NQ26v29nmFwEnYfURDcHqELQU+EZVf/W2kd7GbK83fkqcJdwy92qW7F2BINwxeBKX96j6m6Pgp59IveEmND8fR3g4ca+8RNApTb7KRYNhb1YBi3ekkW/HTXZNCKdvqyj8ayH20elSVuzKYO56K9t8/b6KtT6jQgI4qVsCo3o0Z0SXBKIaeJH0zav28fKd31Fc6CShVQSX3nIc3Ye1azze/n2r0PdOQXKT0cAw9NjLkGH/QiI71JVFjeSJNRiqp1rRKSLNgf8DrsTqH7oYSMIqdhoL9MHqNboN+LeqzvKFwd7AiM7GjdPl5K551/PrLqu+7039JzLhmNurrMt9bwbpD/4LnE78miUQP3UKAX37+thaw5FQ4nKxYncmm1JyAQgJcDCkXSwtI4MPeWxNCTnZBcX8uskq0v7LhgOk5VbsTNO5WXhZEtCx7aLxb0Db5jWxfd0BXrzjWwrzS4hrHs7FNw+m14iOPk1c8ipJf6IzTkcK0tHgSEtwDrkPiUqsS6sayZNrMFRPTdvra4CPgGGqutzdAhEJx+oO8G+7H+pzXrDRYDhiVJWHFt5eJjjH9xnjVnBmPfUUWS++DEBAx0Ti35+BX7t2vjTVcISk5RXx+/Y0sgqtUkhto0MY1DaGIDflhspTXemhnWl5ZUlAi7elUuw8+IM0wE8YkhjHyd2bMap7M9p7sbxSXbFrUyov3/k9hfklxCSE8o9rB9DzhMTGIzi3z7fqcBbloKEx1pb6oLvqWnAaPEREZgPvqOondW1LbSAi3wNTVfWjurbFF9Tk6WznacV/sfZbWqtqUm0a501MyaTGj6ry39/v5atN3wNwaY/zuGvQfytsD6rLRcZtt5P72ecABPXvR9yM93BER9eFyYbDwKXKuv3ZrNmbhQIBDmFA22g6xIQecgu4tMh6ZZpHBrE/q2ISUGxYICO7JnBKj+YM7xJPRHDD3javiT3b0njulm/IyyokKi6E868ZSP/RXfAPaCQVGzZ9j350AVJSgIYnoP0uQgbcgcR0qWvLoIF5OkVkHlb7yctV9YNy422wWlo6SjsO2r3MR6rqyHLrOmK1wTwViLaP+QaYXF1dbhE5AasVZldVdYlIHPABcIx9jp3Aq6r6fG09Tm8jIiOAt4DuTWHLtVpP5+G0mLKfqAYjOAFU9U3gTbC21+vYHEMt43Q5ef6v/ysTnOd2GV1FcLry80kbO46CRVZ3lbBTTyHqjddxBDWi/tGNlOzCEv7YkUaKvd3dLDyIoe1jCAv0LDfy5V82ux0vFZzdmkcwqoflzezXNga/xuLlq4H9uzJ48fZvycsqJCI6mHPGHUu/Uzo3HsG57lN01hjEVYxGtkD7XoT0n1RfBGdDZTdwFZbwK+UKrH7m1WZjiUgP4DdgIdZu6U6sToUTgRuAR6s59CbgfVUtzdpzAZ8C9wLpwBDgHRHZX14Iewu7pzqq6jyK0/wKBGHlzfxcG3bVZzwKQBKRviLSq9z9M0XkExF5RESabAa8of4xfe2rnP7xcIa8148P1llhxqcmDudfQydXEJzO1DSSzzq7THBGXHUl0e++YwRnPUdV2ZKSy+z1+0nJLcIh0K9VFCd3jvdYcJaUuNhmx366Y8FdI/nh9hHcc1p3BrSPbRKCM2VPFi/c9i3Z6QWERQZx9th+HDu6CwFBjeTjfcV09JNLLMEZ3cYWnDchsd3q2jKvMXBaH18EGH8KjBCR8jW0rgBmHuK4V4BNwHmqulBVd9q3VwMvuDtARAKA84DvSsdUNV1V31DV5aq63d6i/gE4vqaLi8jlIrJWRApFZIeI3F5ubrSIrLLnNtl900vnOoiIishFIvIXVo5LFxEJFZFXRCRZRDJE5GsRaVfuuFNFZLmI5ItIioh8W+4xKDAbK2G70ePpi/INrMShUtf5LCAcuBYr2chgqHOmr32VF5e+Rkp+RoXxbjE9cTgOvtSLt27lwOjTKN6wEfz8iLn3HiKfeBxxNI4kkMZKQbGTX7el8ueudEpcSlRwAKO7NaNH8wiPM6q3JOdw+buL3c4JkBgfRrtGGKdZE+n7c3jh9m/JTMkjNDyQs67sy4DTuhIU2kjCCJa8Bl+MQ9SFxnZAjzkf6XcDEtujri3zCgOn9Rk7cFqfDYBz4LQ+GwZO6zPWi5dLB+YAl4HloAKaY7WvdouIxAMjgWfdbSerakY1h/YFgoGqcTEHz30MluD8rYY1o4F3sXRNbyyRnGLPtQO+Aj7D0jwvANNFZFCl0zyK5V3thbXL+zrQCTgDy9uaDHwlIg7bMTcLeA/oAZxM1efnLw4hlBsLnv6M7QaUJhNdACxR1TNEZBTwNnCfN4zzJqZOZ+PjvdUz3I5/+PdHjO8zCYDCJUtJHTsOV1YWEhxM7BOPE3LJxb4003AE7M7MZ/HO9LIWkt2bhXNMyyiPvZDFThdvLtjKCz9voqjEhUPAVenrToFJJ3WuZcvrN5kpebxw+7ek7cshODSAMy4/hoGndyUkopF4/H+bDD/eA4AmdEF7noH0uQaJ63WIAxsmtsCchvVyBugCTBs4rQ9Lx62e7qXLzsDSAC9iVbv5ECipYX0nrN94Gw7zOu2AdFUtqDxhJ+OcBARiVdOpaWv9Qay4zxft+5uwtvkBbgSWqeoj9v2NdhzpHcDl5c7xuKr+ZF+7A3AJ0ExVs+yx64EMYLB9/kjg43J5L6sq2bQPaF+DzY0GT0VnIJYbGaxfKN/b/98INMhKwSams/Gw4sAS3lz5EumF2W7nU/IzcLqcFH3/A2m33IIWFuGIiiLu9VcIGnGij601HA7FThfLd2eyJdXaDg8N8GNo+xiaRxy6FFIpK3dlcO9nq8rqavZpHcWTF/Rh/b5st9nrTYXs9HxevONbkndnERTiz+mX9WHQGd0Iiw6pa9OOHlX45WFY8F/rboueaLdTkd5XI/F96tg4r/IgluAs/TUm9v0HAW+Jzm+At+04zTHA+YA3tguCgcJq5q4BorC8jP8TkdWq+mU1a3sD1VXa6Q78UWnsd2BcpbHyFX16YWmkPZV2XEKAjqr6h4h8CKyxM++/B2apavkYnwJ7faPHU9G5AbhIRD7ByjR73B5vieVeNxh8iqoyf9cc3l39ButSNtW4Nj4kmvx3ppDxn/+Cy4V/y5bET5uKf6+ePrLWcCSk5Bby+450cuxSSO1jQhnYJprAQ5RCKiWvqIRn5mxkyqJtuBSCAxzceWo3rh7WAX8/B71aRXHhsW1qrNPZWMnNKuClf37Hvh0ZBAb5cdolvRl0Rlci4kLr2rSjRxV++Cf88bx1t3VftPNIpNdYJKHx1t21Yzi7upkSoOvAaX0cS8etdrmZPypUtUhEZmE5cXJUdYmIjKzhkC32bTdgxWFcKhUrQ92dDbuxkprWiUgrLJFdnegsFeLVzXlCXrn/hwPZWHXLK7Pftm+MiAwBzgTuwSozOVBVS/VTDPYWf2PHU9H5KPAx8D9gjqoutcdHU1HxGwxepcRZwtdbP+G9NVPZmbWnbLxLbDs6RXdk9tZ5FQ9Q5clF7cj4xEqGDOzalbj338OvlemrXF9xqbJ2XxZr92WjQKCfMLBtDO1jPBdE8zcm8+AXq0lKt1phDu8cz2Pn96FdbNVzNDXBmZ9TxEt3fs/uLWkEBPpx6sW9GXh6V6KbR9S1aUePywnf3ADL3gZA2w1EE49Hel6JNDu2jo3zLkvHrXYNnNZnI9aWevkXtQKbvCE4yzEDmA/8+1ALVTXFLrd0u4h8XDmuU0SiVDXTzaGrgFC7JviuGi4hQE3Z5GuwSj25E6XrgRGVxo6zx6tjJdb2eYCq/l3dIlVdDCwWkceAA1jhAJ/Z092pIVa1MeGR6FTVL+0A25ZUjEWYy8EnzWDwGgUlBXzw99t8tP5jUvKsH4eC0Ld5d8b3nsjxrUcjInSNfZWZaz8gNTedhOBonv0mhvB5CwAIHjKY2KlTcERG1uVDMdRAVkExv+9IIy2vGIDmEUEMbRdLaKBnZXvScov4v2/X8dny3QBEhwTw0Nk9uaB/68bTvvEoKMgr4pW7v2fXhhT8AxyccmFPBo7uQlzrqLo27ehxFsPn42CNFc7nShwG7Qcj3ccgzQfWsXE+4zEOxnRKudvHvHlRVV0gIgmAO7HojklYcZRzROQpYDPQCpiAVT7pP26usVdE/sZKuPkQQEROsY9birX1fhxwJ1b9z+p4HPhCRLZhbXXHA51U9X3gNeAOu67oTCzH2oXACTU89vUi8hnwiYj8EyuGsx1WnOeDWF7Ma7ASlPbZ5wqzH3Mpw7ASsho9HtfDsIu17q809nutW+QjTCJRwyCzMJ13V7/Cl5u+JqfI2tHwEwfD2gxg4jE30ju+YlLhheuaMfoloWRrJgQVQOEOAMLPOZvIl17EEdBIMnIbGarK5pRclu/OxKmKn0DfVlF0TQj3SCyqKl+t3MOj36wra1V5bt9W/PvsnsSHN5KkmKOkqKCE1++bw7a1B/DzdzDq/J4ce0pnmnWIqWvTjp7iAph1GWywnFeuzidCm35It0uRFoPr2DjfsXTc6ukDp/UBS+x0xRJAj3kxiagMVfV4e1hV19oZ4Y8A72PFY+7A8j6+XsOhU7Hqen5o3y/ESv7phVWNZwvwL1V9pYZrz7YTfR4AnsGqKfqsPbdDRP6Btav7AJYAvtr2UtbEFVjCfgqWiN2NVbqpAGsrvjdWDdJoYCswUVVXAYhILJZ3dfwhrtEoqKkj0ZuenkRVG7R4M73X6x97cpJ4a+ULzNk2l0Kn5fUK9g9kVPsTmHjMLbSLrJplnPvJLNJvv6PKePCJI4ib8Z4piVRPyS92snhnOnuzrFzFmJAAjmsfS1SIZz8QktLz+NcXa5i3MRmAVlHB/N8/enNy9+Zes7mhUVxYwhsPzOHvJbtxOISTL+jJwFM60aZHs4bvAS7KhQ//AVt/QkXQrqOgZS+ky8VI6wZVhaZW/xDeiuGsS0QkCmure8jhNLCpz4jI/Vie1mvq2hZfUJOns3KbhmOBAA6WOegKFAPLvGCXoYmyIW0Nb6x4kd+SFuO0m05EBoZyVufRjO99M3Eh1RdLyJz8tNvx4i1bjeCsp+zKyOfPnekUOV0I0KN5BL1bRHpUCsnpUqb9vp2n52wgr8iJCIwb2oG7TutGeGMpal4LlBQ7eefhufy9ZDfiEEae251+J3ZoHIKzIBPePwt2/YaKH9pjNDTrinS+sKEJzlqnsQlOAFXNFJFrsLodNQrRiRWS8HBdG+EramqDeVLp/0VkEpbAvLzUhW4XeJ0BfOv+DAaD5yzes5C3V73C8v1rysYSQqO5oOs/uKLHdYQGVp/kUJKcTO6bb+LavdvtvDMpCXW5jPCsRxQ7XfyVlMG2NCtkIizQj+Pax5Lg4Vb4+n1Z3PvpalYmZQDQpVk4T15wDAPaN4Kt4lrEWeJiyn9+YfWinYjAiLO60ndEBzoc07LhC87cFJhxGuxdhjoC0J6nQ3xHpNM/kDbD69o6g5dQ1UalOVT11bq2wZdUu71eYZHIduDc0hiEcuP9gK9UtZ274xoKZnu9blBV5mz/iimr32Zz+vay8fZRLbmsx2X8o/OVBPgFVnts4W+LyH39dfIX/ArO6pMV/WJjabFqRcP/km0kJOcU8vuONHKLrL9ZYmwoA9pEE+B36B8FBcVOXvllM6/N30KJSwn0c3DzSZ258cROHpdSaiq4nC6mPTaPpT9ZFWqGn9mV/iMT6TKoDQ4Pnut6TfZemH4KJK9D/YPRXmdATDuk47lIu5Pr2rojxXxAGRo9nu5BNcMqflqZAKygWYPBY4qdRXy68X3eX/cee3OSy8Z7xndibO/xjGp3LiLuvxRdOTnkTptO7nvvUbIrqWzcLyaGgDatKVi9psox4aePNoKzHuB0Kav3ZfH3fqtIe6Cfg8HtYmjrYTHyP7elcd/nq9iabNVUHtA+hifP70OXxlDqp5ZxuZSZk38tE5zDRnem7wnt6TywEQjOjB0wbRSkb0EDQtHeZ0NUSyTxrIYsOA2GJoGnonMB8IqIXK6qWwBEpBNW26sF3jLO0LjILcph+ro3+HTDp2QUWMLDIcLAln24us91DGw+olpxWLRmDTmvvEr+D3PQQrsphQhBPboTduklBF92GezZQ+4LL5CzYCHOtDT8YmMJH3ECYdde66uHaKiGzPxiFu1IIyPfSgprGRnMkHYxhAQcuhRSVkExT81ez/uLrRCu8CB/7j2tG1cMad/kamx6gqryyfOL+P27jQAMGdWRvsPb02VwW/waujc4ZSNMHwVZSWhQJNr7LIhohnQ4HWl/al1bZzAYDoGn2+vtgC+AvlhV8xVIwKrZeV5DzyIz2+veJSXvAG+vfolvN39PfoklGAMc/oxoN4QJfW6iW+wxbo/TwkLyPplFzpSpFK8/WJvXERZG6IkjCJ04kYDBgyrEaro2bsS1YjmanoHEROPo1x9HV3dNOgy+QFXZmJzDij2ZuBT8ROjfJorOcWEeeZ/nrNvHQ1+uYX+W9bo5pUcz/nNub1o1hlaNXkBV+eyVxfz88WoABp7YgQEnJdJjWAcCght4ctW+VfDeaMjdj4bEob3PhLBYaHcqknhmY9jNaPAPwGA4FB6JzrLFViHWHlhvjrWqOtdbhnmbSnU6BxjRWfvsyNzKGyuf55cdv1LssloZhgUEM7rjSCb0nkTL8PZujyvesYPcV18j78uvcGUf7KcekNiBsPP/QejYcTgSao7qUNXG8CXUoMkrKuGPnensz7YEY2yoVQopMvjQpZAOZBXwyNdr+W7NPgDiwwN59NzenNm7hfm71sDXby1h9nsrAOh3fDsGndyRHse3JyjUfWx0gyHpT5hxOhSko+HNrRjOkChoezLS8ZzG8ppoFA/CYKiJwxKdjRXj6axdVh9YxhurXuTP3ctw2S1uY4IjOLfLmYztdSNRQXFVjlGnk4LvZ5Pz1tsU/vWX1T8ZkMBAQo4bSti4cQSOOhnxb+DemibCjvQ8luxKp9ipCNCrRQS9WkTiOIQ4UFU+XrqLx777m6wC64fKJQPb8MAZPYhu6MLJy3w/bRnfvPMXAH2GtGHwyR3pcUIHQiIaeHH87Qtg5llQlINGtbHKIgVHQJsTrUz1xiE4wYhOQxPA429wO4bzZKA5VuX/MlS1SssqQ9NCVfk1aS7vrHqNtSkby8ZbhsdzcfcLuaTbBIL9q/a9LklOJvett8n76GOcKQcbWvi3aEHY2WcROnECfu0adHGEJkGpZ7moxMXSpHR22D3Pw4P8Oa59DPFhhxY+21JyeeDz1fy+NRWAdrGhPHF+H47vbHIVD8VPH64qE5w9B7Ri4MhEuh3XruELzk2z4aMLoCQfje2Edj8ZAkOh9fDGJjgNhiaBpzGdV2K1dyrAaoVZ/iBV1QYdNGc8nUeO0+Xkm62zmL5mCjsyD9bJ7BzTlst7XsFZHS/Fz1Hxt0215Y78/Aju34/wK64g8NxzcAQH+/KhGI6Abam5rN2fTXZhCSEBDpwupchpvZc6x4XRv3UU/ofIli52unjr1628MHcThSUu/BzCNSckcvuoroR42HO9KeJyKQ6HMP+ztXz8/CIAuvVrwXGjO9NtaDsi48Pq2MKjZN1nVmtLVzGa0APtOgICgqHV8UiXixqj4Gx0D6guEJH7gLaqenNd2+IpInIpMF5Vz6hrW7yNp6JzC/AxVk/T6gsiNlCM6Dx8CkoK+Gj9FD78+0OS89IAEIS+zbsxrvcETmh9epUvhZrKHYWOPpXQaybi36NHY/wyaZRsS83lj53pVcYDHMJxHWJpHXXoZJ9VSRnc+9lq/t6bBUCvVpE8dcEx9G4dVev2NhYWz97I7OkrOJCUSURMCNm2V7lz72Ycf0YXug5qS3SLBl5GauV78MXVoE60ZX+001DwD4SWQ5Gul1RbUq2B06A++ERkHnAiVtOYD8qNt8Hqo+5QVbHHHgFGqurIcus6YvVePxWrJ/kO4BtgsqruP0KbIoBtwEBV3W6PXQ9chdVV8YCqdjiSc3sTsV7QG4FxqvpbXdvjTTzdXm8BvNUYBafh8MgszGDK6lf4ctNXZBdZ3WT8xMFxbfozoc9N9IkfVEU01lju6JJLCB5zGY7wcF8/FMNRkFfkZPmeTLdzgf6OQwrOvKISnvtpI+8s3IZLIcjfwT9P7crE4xMP6RltyiyevZHpj88vu18qOBNahjPstC507N+64QvOJa/DtzcCoG2PQzscC37+0GJwYxacDZXdWILug3JjVwB7sFpVukVEegC/AQuBi7FaWrYDJgI3AI8eoT1jsJKct5cbCwa+BBYDFx7heY8YEQlU1aKa1qiqS0RmAtdjPS+NFk9F51ygP7DVi7YY6hlOlxM/h7W9uSdnN2+tfIE5236i0GnVWgzyC+DkDsczsc8kOkR1q3CsFhaSN+tTcqZMofhvz8odGeovqkpGQTG7MwvYnZlPWl5xtWtzi5w1Vg/4dVMyD3y+ml22YDq+UxyPn9+H9nENfDvYB8yevsLteEF+MR2OaUF8mwbuIf7tafjxbgC048lom57g8IPmA5FulxnBeRiUvPWmw//a67zdf/1TYKKINFPVA/bYFcBM4J4ajnsF2IRVcrF0m3EnsFBEoksXichlwL+BRGAL8G9V/ayG814EfFd+QFVfsM81Hg9Fp4gMAJ4BhgC5wPeqepU91wl4FRgBZAHvYO0Cu+z57cDLwHBgNHAH8LqI3ArcjuXEWwvcqarl65x/B/woIn6N2cHnqeh8D3jKdpuvBCqodlVdVNuGHQn2r6e3yg3doapL6sqehsq0Na/w/tqZpBVkERUYTkJYHNsyduG03lNEBoZyRqdTGd/nJhJCWlU4tjbKHRnqBy5VDuQUlgnN0raVpYiUFRmoQESQv1vBmZ5bxP999zefLrNCK6JCAnjwzB5cPKCNCamoAZfTxda1B1j92w4OJLn3LmdnFJLQkPvOq8K8R2C+lZOqXc9CW3QCh0Cz/ki3MUZwekjJW2+OBR4Eupa89eZG4DH/a6+b7qXLpQNzgMuAF0WkL1ay8Y9UIzpFJB4YCYxxF9emqhn2upOxGtDcBCwDhgLvicgud9/rYn2IDAUmH80DEpEELEfbTGAS4IeVRF26Df4VlmAehOWdnQKkAU+XO819WI//DqBARCYAtwA32seeBXwnIj1UdZd9zAogFDgGWH40j6E+46no/Mi+fc7NnGL9UeoDKVg94tNEpCfwNjCsjm1qUExf+yov/fV62f3Mohwyi3IASAiN5vyu53JFj+sJC4wsW3PockdjCRw1ypQ7agAUOV3szbJE5p6sAoqdFb8T4sMCaR0ZTOvoEFJzClm8K6PKOXpVakupqny9ai+Pfr2W1Fzr9+pZfVry8Dk9aRZhksXcUZBXxLo/k1jz207W/LGT3MzCGtdHxYY03O5MqvDDnfCH9fWivS9G41pZEY7xfZHuVyKO+vIVU7+xBec0Dib7dgGmlbz1Jl4UnjOwRNaLwJXAh0BJDes7Yf11NxzivP/C8mzOsu9vFZGRWFvw7pxJMUAEsNdTw6thErBFVW8qN7bSvj0V6AAcb4vjNSLyMJY3trzo/FxV3y29IyL/Am5S1R/soZdE5Bwsr/CTAKpaICIZQHuM6CSxti4oIhcANwMDgcjSQONKa+7H+lUQjfUr6rpyrvtqUdXkcncLgUbrovYWM9d+4HY8IjCULy/4kUC/gyKh+nJHza1yRxMm4NfefQF4Q/0ht6ikzJt5IKcQVzmd6SfQIsISma0igyu0rYwKDkBEyrLXI4L86dU8gsRy2+S7M/J56Is1/LzBevu2jArmv+f15pQezX32+BoKaftzWP3bDlb/toNNK/ZSUnxwZ9ThJ7TpGIt/gIOt65KrHNtnSJuG2RDB5YRvboRl1gaV9h+PRkbZgrMP0nOsEZyHx4NYgrP0hSD2/QcBb4nOb4C37Z3GMcD5QG3EyvQBjhOR8mIuEJhXzfrSL6eaf6Edmt7Ar9XMdQc2lHpjbX4HWopIpKpm2WNlolFEwrE01KciUv5XfBCwvdL5C4BG3W7NI9Gpqjtq8ZqhwM/AT8DjlSdF5GrgAWAsVhba81hByqM8vYCIBGDFXPz36M1tOjhdTlLyM9zOZRfl4ScBNZc76teX8CuvIPDcc025o3qMqpKeX8zuzHx2ZxaQnl8xPjPI32F5M6NCaBEZhH8NcbeJcWEkxoVVETxOlzLjjx3874f15BY5EYGrhrTn7tO6EeFBR6KmgMul7FyfzOpFO1m9aAe7N6dVmA8ODaBNxxjadIyldWI0AYHWx3Wr9tGs+mMXWekFRMYEc8zQtvQa0rbhCU5nMXwxHlbPBECHTEJDAgAXxPVCeo4zgvMwKHnrTQfgrnyhYG21eyXGU1WLRGQW8CaQo6pLbI9kdWyxb7thbSlXRzhWDGTlzof51axPtW+jazinJ5QK9ermPCGv3P9LBfilwPpK67Iq3Y/G2rFttBxOcfiuWDEKvbD+IGuB/6nqpsO5oKrOsM83spoltwDPqurn9roJwBYR6Q38jZWBVpkVqnqNvd6BFYP6harOORzbmjop+QdwiOCyt8cdTsXlZ73HWkskea+/Qe70yuWOogk99VRCJ07Av1evhvfF10RwukrjMy2hmVdccRMgIsifNlGW0IwLCzxk56DKqFoxngAb92dz32erWLYzA4DOzcJ58vw+DOwQWxsPpUFTVFDChr92s+q3HaxZtJOstIrfn9FxobTpFEPbTrEktIrE4RBEIDw2lMj4UFy2G7pz7+YVhH6rLlW7fNVLXC7IT4PifPhuEmz8CgAdfi/qXwTqgtjuSK+rEYcJxzkc/K+9zmXHcHahojhSYJOXk4pmAPOxtplrRFVT7HJLt4vIx5XjOkUkSlUzsba0O6rqG54YoKqFIrIRyxt5NLkca7BiLt2xHugmItHlvJ3HAXvLeTkrcwDYh1U79JvqLioi7bCcciurW9MY8OhdLSKnYrnQ1wALsF7Qw4HVInJWbfVgF5EgoC9W8C0AqrrVzgYboqprsLbla+JNYJWqvlYbNjUVsouyuGHOOFyq3LoklpG/pODIyEIjwsmKDyFqzz4yC5+wFpeVO7qY4MsuwxHRwEu0NFKKSlzsseMz92YVUFxu31yw4zOjQmgdFexRP3R3fPLXLl76eTM70/JoHxtC1xaRzNtwgGKnEuAn3DSyMzeN7ESQf9P1WGWm5LHm952s+m0HG5buprhcQpY4hOatI2nbOZa2nWKJjLF21kIig4iMDyMqIYzw2FD8/A96m4PDAtmzKZXC3CKCwgJp1SWO+LbRvn5YR8aS1+D7SeUGBB31KOrKsARnTFek1wQjOI+cxzgY0ynlbh/z5kVVdYGdgOM+060qk7DKJc0RkaeAzUArYAJWFvt/sHZCPxKRPViZ3WFYumNvuTjPyswFjsdyPAEgIi2wMsbbAYEi0s+2eUU153gZuE1EXsXKshdglJ0FPwernuhUO06zLVZ5p2eqe6CqqiLyOPCYiORjbd3HYGW2/6aqpTXQhgGrPQklbMh4+s5+HHhNVW8vPygiLwBPAINryZ44rBablZ/0ZKDZoQ4WkdOxaob9LiKjgTRVvaDSmkeAh2vF2kZCUUkRN/04jl1Ze7l9WTwjP99cNifZOURlW4lEZeWOJkwgYMhgU+6oHpJTWFLmzTyQU1hhj8jPIbSMCKJ1lBWfGRxwdELw02VJ3D1rVdn9HWn57LA9d/3bRvPUhcfQtXnT+0GiquzekmbHZ+5kx/qKMZgBQX60SbS8ma07xhIU7E9gSACRCWFExocRGR9KQFD1H83xbaOJbxvd8GI4V0yvJDgBFN2zCJp3g+guSO9rEL/AOjGvMeB/7XXTS956E+zsdaxMaW9mr5ehqh5vC6vqWhEZhFUc/n0gCkvMfQm8bq/5SkQuBx4C/oe1Ff0XNXtTpwJfi8jN5coO3UDF7/zSeEu3bx5VPWDrh2ft62Vjl2Gy62mehxW+t8Sem0INotM+7iURKQTuxXKMpQKLgE/KLbsY6wdDo8bTjkT5QD9V3VBpvBvW1vZhB77a2+u/lE8kEpHWQBLQU1X/Ljf+J1Y22BOHex0PbWmyHYlc6uL2uRNZtHspDhE+f0bQlLQq6yQ8nJa/LsDRLKEOrDRUh6qSll/M7gxLaGYUVIzPDLYLtbeOCqZ5RDD+tZThnJ5bxGkvLOBAdtWY/biwQP584BT8Gmo29RFQXORk04o9rP5tJ6t/20H6gdwK8xFRwbTpHEu7TrE0bxNJQHAAkfGhZUIzKDSgYQnII+GFrmj6pir7voREo6MfRY65HvFr4L3ij45afQH4qE5nvUNE5mI1s/mwrm3xFHtrfTHQ3Q4taLR46unMxnIjVy5x0J6qgbBHQwrgwvJq/l1uPIGq3s+jQkSuA66rzXM2RP676F4W7V4KwA3HXI2mPOt2nebkQJyJyasPOF3K/rL4zHzyiyt+r0QG+9PGFppxoYG1ImZ2Z+SzZFsaf25PY8n2NDYdyKl2bWpuUcPq53eEZGfks/b3XaxetJO//9xFYX7FKjHNWkXYQjOO6IRQ24tpeTJDo4Ibv8gsj8sFlQQn2CorPwN6X9PUBWet0xQFp82tWGF6DYk2wDWNXXCC56Lzc+BNEbmRg6UERmC5mGvqDnBY2IHAK4GTsIKSEZFErLpY7hKIjuZab2K5ualUxqDJ8OqyyXy9eTYAl3Q/h8t2d6Oqj9PCLyEeh1/TjcvzFdVtmRaWuNiTZXkz92YVUFIpPjMhvDQ+M4SIGrZmPcHlUjYdyGHJjjSWbLNE5p7MgirrHEKF8kqltnSID2u4NSNrQFXZvyOD1Yt2svLX7Wxfl0z5HRL/AAetO8TQpnMsbRJjiG8daYnMhDDCY0JwNOX2nlt/qlDHpxQFiGqLBIT63iZDo0RV12IlOjcY6kuDHV/g6bfTnVhxC99TsZTALODuw7mgiMRiBfR2tu/3s6fW2f1JXwaeF5HlWDWsnsPahl9zONfxwI4m7en8ZMM03l1thfmc3H4Yk7JPJu3m6p+OiIkTfWVak2Rbam6Vepfx4UFl3szknKIKbzx/h9AyMpjWUcG0igw+qkSdohIXq3dnsmR7Gkt3pLF0ezoZlcooAbSNCWFQh1gGJ8YyqEMsy3emc1e5mE6wPhwmndT5iG2pC1wurVYkO0tcbFm1j5ULt7Nq4Q7S9lX08IZGBNK2UyxtO8fRoVs8sa0soRkRH4r/UcbMNhrSt8GnY8oEZ+UMF1f7wU3CM24wGDyM6SxbbPUc7WnfXauqh92L3e5/OsXNVKKqbrfX3I/lIo/Caqd1naruP9xrHYZNTSqm8+cd33H//Ptxqov+LXryfPCNZIyfiBYVEdCuLSHnnkPuRx/jTE7BLyGeiIkTCb+lcgKAobbYlprLHzvTD7kupFJ85pHGTOYUlrBsRzpLtlvb5St2ZVBYUnEnTgS6t4hkUPsYBiXGMqh9LC2iqtZe/XRZEi//spltKbkkxocx6aTOXHhsmyOyy9csnr2R2dNXcCApk2Ztojh9bD+GnN6VvOxC1i7exYp521i/dDcFlfrMxzUPp23nWBJ7xJPYqzlRzcKJjA8jMMTUH61CUR68ezzsW4GGRKFtjkWSliP5GWhINNp+MLTogZz4rGlzWcsxnQZDfeSwRGdjopKnc0BTeR6W7/+Tm3+8gSJnMZ1j2vJG/L3kXHUNWlCAf6uWJMz6pKyLkMvpNFvqPuCbdfvILnTfNS4qOKCsfmbsESabJGcXsnRHGn/aW+Xr9mZV2RYP9HPQt20UgzpYAvPY9jFEHYaIqslbWB9ZPHsj0x+fX2U8vmUEaftzyuphAvj5O2jZLop2XePpOag1LTvFEZUQRnB47cTLNlpU4fNxsOo9NCAM7XchhMUcnCt97kIScAx5sO7srD+YF5Oh0eNpnc6PsbLUH680fh/QX1Uv9YZx3qQpxnRuzdjIHT/fQpGzmJbh8byUcCc5Y6+zBGfzZsR/+EGFtpVGcHqf/KKSagUnwBndmx2WsFFVdqTm8ae9Vb5kWzrbUnOrrIsI8mdAOS/mMW2ijqqEUkMSnADfvvuX2/GUvdmA1Q2obadYuvRrQc+hbYlvHUVYdAPub14X/PkKrLLKJWq/SyGsXPmscq9paX+qry0zGAx1hKcxnSfipmUlVoznbbVnjsFbHMjdx01zJpJTlEd0cDivtL2X4rGT0Lw8/OLjiJ/5Pv6dOtW1mU0GVWVrah4r9mRUuyYiyP+QgtPpUv7el1WW8LNkRzrJbsoYNYsIsuIxO8QyKDGWbs0jmlRJo/K4XErqvuqz76+86wS6DWpDVEJYhaLshsNgx0L4werxod3OtASn+EHrEyFlJRSkQnA80mE00qK2yjwbDIb6jqeiMwpw9ymdh1VZv8HRlBKJcoqyuXHOOFLyMwj1D+LFxLvxH38Xruwc/GJiSJjxHv7du9e1mU2GzIJiluxMJzm3CIAgPwf5JU7yi5y4VAkL8schQi83hdULip2sTMqw4jG3pbNsZzo5bjylHRPCGNQ+tizxp21MiNkKBgryivjomd+qnY+MCWboOd3Nc3U0ZO2BTy4GVwnaoi/a3PoxK90uQ1oMgs7nouoyMZwGQxPEU9G5BTgVq1VVeU4FttWqRT6iqWyvFzuLmPTTeHZk7SHA4c9THW8jeuIjuDIzcURGEj99Kv59+tS1mU0Cp0tZuz+Lv/dn41IrgKt7s3B6t4jkxV828eJc6+0VHxbINSM6khgXRmZ+MUttD+aS7WmsTsqkyFkx6cfPIfRqGWnFY3aIYWCHWOLDTc3DyqxbvIsZT84nMzW/2jUDTkw0gvNoKCmyBGfOPjS8OdpxMDgcSIfTLcFpYwSnwdA08VR0vgo8JSLBWNnkCpyG1cLKRIDXU1SVu+fdyJrkjQjCvztMoMONz+FMS8cRHk78u28TcOyxdW1mk2BfdgFLd2WUxW/GhQYyqG00MaGBfLosqUxwAqTkFvHk9+uZtmg7+7IKqJzjFhzgoH/bmDKR2b9dDOFHWZuzMVOQV8THz/7G4jnWcxwY7M9J/+hBTkY+qxcnkZVeQGRMMMcMbcvIi3vXsbUNnB/ugF2LUL9AtNvJEBgKzQdB+9Pq2jJDE8HONWmrqjfXtS21gYjcC3RQ1Rvr2pbawOPsdRF5FKsmZ6kLpRB4RlUf8pJtXqUpZK//3+/38cXGbwG4vd0ljLrrK5z79iGhocS/8xZBI0bUsYWNn8ISJ8t2Z7I9LQ+AAIfQt1UUneLDcNgetROf/oUdqXnVniM6JICBHWIZ3MESmr1aRRFoYg094u8/k3jviXll3s323eK58r4RtOoUR8quDPZsSqUgp5Dg8CBadYkjvm103RrckFk+Fb68GgBXjzOgeVern/ox1yMO86PIAxqUi11E5mHle1yuqh+UG2+D1UfdUdrmWkQeAUaq6shy6zpiOa5OBaLtY74BJh9piUQRicDafR1YrgTjm/Y1WmL1PP8SuEdVqw/srke4e0wNGY8/CVT1YRF5CuhlD61T1appsQ2Exr69/vqKZ8oE5xUtTuGU+76jZN8+JDiY+FdeNoLTy6gq29LyWL774HZ42+gQjm0TTaidJZ6WW8R7v2+vUXD+cNtwujSLMFnTh0lhfjEfPbuQxT/Y3s0gP04dcwynje2Pn11IP75tNPFto6vtAmU4DPYsg29uAEDbDLAEZ2gLpNfVRnA2bnYDVwEflBu7AtiD1drRLSLSA/gNWAhcDOzEahozEbgBePQI7RmDVUN8e7mxJcA0IAmru+FrwDPA9Ud4jcNCRALtxjdHhKpmi8h3wATg37VnWd1wuO6SAKze6CsbsuBs7Hy2cQZvr5wKwGlxxzLmP0soSUpCggKJe/F5gkabEiXeJKugmJ83p7B4ZzpFThehAX6M6BjHCYlxhAb4sS0ll399sZphT83lubmb3J5DgMT4MLq1iDSC8zD5e0kSj17+cZngbNc1jrtfO48zJwwsE5zlMYLzKMlNgY/OB2chGt0e7TgUAiORY64z7S3rkKTWbX2xHfIpMEJEmpUbuwKYeYjjXgE2Aeep6kJV3WnfXg28ULpIRC4TkXUiki8ia0TkgkOc9yLgu/IDqvqWqv6mqjtUdT6W6Dy+ppOIyAARmWdfN0VE3is310lEfrDn9ovI41IuSFlEtovIXSLypYjkY4lFRORWEdkqInkiskRERpQ7pqOIzBaRLPvfYhEp39rtO/uxNXg8rdMZivWHugpLdHYFtorI60CSqv6f90w0HA7zdv7AU39MBmBwZBdufXonxdt3IAEBxE6eTPBZZ9WxhY0Xp0v5e382a/dnlSUKdU0Ip0/LSAL8HPy1I403f93KnHX7y+I028SEMKB9DF+u2FPhXA2xnWRdU5hfzMfP/cYfsy0hHxDkx+jL+nDauGPdik1DLeAsgVmXQeZONCgC7XEK+Icifa5FgmPr2romSVLrtmOxci26JrVuuxF4rM3uXdO9dLl0YA5wGfCiiPQFmmPlftzj7gARiQdGAmPctQJU1Qx73cnAi8BNwDJgKPCeiOxS1SVuziv2msnVGSsizYELsLys1a1JAOZiCedJgB9wsj3nAL7CEsyDsLyzU4A04Olyp7kP6/HfARSIyATgFuBG+9izgO9EpIeq7sJq/51in1Pt2/IZo38BPUQkTlVTq7O9IeDpvsd/gb5Y8RvflxufjeXuNaKzHrDqwFIeXPAATnXRPaQVD7+STfGmzeDvT+wTjxFy4aF+JBqOlAM5hSzZmU6WnSgUGxLAoHYxRAUHMGfdPt5csJXluzLK1vdtE8W1wztyeq8W+Ps5OLZdDA9/tRaAdrGh3DaqS4NpJ1kfWL80ifcen09GihWq0K5LHFfeN4LWXeLr2LJGzs//gm1zUfFDe5wGQRFIz7FIRNu6tqxJYgvOaVjCBaALMC2pdVu8KDxnYImsF4ErgQ+B6jteQCes3+QbDnHefwH/VtVZ9v2tIjISawu+iujEKt8YAeytPCEiD2AJ8VCsuNFba7juJGCLqt5UbmylfXsq1hb98bY4XiMiD2PpoPKi83NVfbfc9f8F3KSqP9hDL4nIOVhe4SeBtsBMVS19TjZWsmmffdsWKy61weKp6LwAuEpVF1aKf1wHdKx9s7xPY6vTuT1zM7fNnUShs4jWgTE8/a5Q/Pd6cDiIffQRQsaMqWsTGyWFJS5W7Mlgqx2X6e8QjmkZSeuoYD79azfv/LaNnWkHYzZP6dGca4cnMrhDbIVt3auGtOecY1rhcimxYYFmS91DCguK+eS5Rfz+vfUZHRDkx6mX9uH08ca76XXWfQq/PQWAdjoBolsjXS5A4k0FgDrkQSzBWfoBIvb9BwFvic5vgLftOM0xwPlAWC2ctw9wnIiUF3OBwLxq1gfbt1W7Y8DrwCwsEf4UlqPs7mrO0xv4tZq57sCGUm+sze9ASxGJVNUse2x56aSIhAOJwKeV9FMQsN3+/6vAOyJyFZbn+CNVTSq3tsC+DanGrgaDp6KzBbDLzXjAYZyjXtGYEolS8vZz05yJZBflEusXxuszIyhZvQpEiHnwAULHj6trExsdqsqO9HyW7c6gsMTaBWkdFUy7qBA+WbqLGYt3kplfDECQv4MLj23DxBMS6ZQQ7vZ8DocQGxboM/sbAxuW7mb6E/PISLZEfdvOcVx5/wjaGO+m9zmwDr4YD4A26w6t+0KbkUjr4XVrVxPGjuHs6mZKsLbaHW1273K5mT8qVLVIRGZhfZ/mqOoS2yNZHVvs227AihrWhQO3Y211l6e6QrulHsBoNzamYW2BbxSRDGCBiDxaTQZ7qVB3h6fegPLZoaUC/FJgfaV1WbZ9r4nID8A59r9HRWS0qi6y15U24Unx8Pr1Fk8F43qswNsdlcb/wUG3s6EOyC3K4YY54ziQl0YYAUz5NAHnshWW4Lz7LsJu8EmCXpMiu7CEJbvS2W+3mwwJ8CM2yJ9vlu/mi+V7yrLVY8MCuWpoe64a2t4Ua69FCguKmfX8IhZ9Z3s3A/045dI+nHG18W76hIJMK3GoKAcNT7DqcSb0RTqdW9eWNWna7N7lsmM4u1BRHCmwyRuCsxwzgPl4kF2tqil2uaXbReTjynGdIhKlqplY2qKjqr7hiQGqWigiG7G8ke6238suYd9W93yswYq5dMd6oJuIRJfzdh4H7C3n5azMAazt8baq+k0N9m/FSqJ6wc5WvwwoFZ3dgWxga3XHNxQ8FZ1PAa/YbmIBRorIDVhxEZd4yzhDzRQ7i5n009Vsz9xNAA6mf9sW/XMZAFG3TiLstprCVgyHi9OlrD+Qzdp9WTjV8nYWFjqZvWIP8zcml61LjAvjmuGJXHhsG4IDjAiqTTb+tZvpj88nPdkqntG2cyxX3ncibboa76ZPcLng83GQuhH1D0Z7nQXRnZEeV5ouQ/WDxzgY0ynlbh/z5kVVdYGdgJPp4SGTsMolzbFLMW4GWmFleu8E/gM8DnwkInuwsrfDgOFYAm+W27NaXtHjgfegrGboFVhb1mlYnuCnga9UtbpadS8Dt4nIq1hZ9gKMUtUX7PPsAKbacZptsco7PVPdA1VVFZHHgcfsbPZfsTyXo4HfVHW+iDwHfGs/D22BY6iYhT8MmKeqzuqu01DwSHSq6od2N6KHsQJx38babr9GVb/yon2GalBV7l1wM6uT1yMK783pgN9vluCMvP46wu+uLlzFcCQk5xSyZFc6mQUlOF3Klv3ZLNqYwob92WVrBneI5drhHRnVvZmJyaxlCguKmfXCIn7/biOqB72bp48/Fn8j7H3Hwidgw5coYiUOxXRE+lyD+JnQkPpAm927pie1bgt29jpWprQ3s9fLUFWPt35Vda2IDMIqDv8+EIUl5r7Eir9EVb8SkcuBh4D/YW1F/0XN3tSpwNcicrMt0IqwEqDvwkoy2g18jpUcXZ1tB0RkNPCsfb1sbAGoqi4ROQ8rBnOJPTeFGkSnfdxLIlII3IsVhpCK5cX8xF4SYI+3wtpCn4lVMaiUi7FEeIPH445EZQdY5Q4cqnrAOyb5hobekejxPx7gsw1fgyrTfu5I1Fwrbjly/Fgi/u//TO3BWqKoxMWKPZlsSc2loMjJ0u1pLN6cQkqOVevXIXBG75ZcO7wj/Uw3G6+wcflupj82n/QDlnezTadYrrxvBG27JdSxZU2MTd+j75+FoLgSj4NOI5H+tyFhzevassZCrX5oeyuGs74jInOBt1T1w7q2pTYQkeOwhG2vxuDpPGzRCWXZWCcCG1XVfXXrBoSIuCsXVm95e9ULvL78bVDljQUdaP6DFVYbMeZSIidPNoKzFlBVdmbksywpg32ZBfy2KYWl21IpKLY+w0MD/bh0YFsmHJ9I21hTANsbFBUUM+uF31n03YYy7+aoi3txxoSBxrvpa9K2oG8ORAoy0LiOaJ/zkH43I9Gd6tqyxoT54K4FRKQX0FdVD1WgvkEgImcCmapabW3RhoRHolNEZgJ/qOqLIhKAlXHWA6sW1wU1Bcc2BBqS6Pxi0wc8tuhxFHh+YRs6fLcGgPDz/0HUSy8awVkL5BSWsHRXOkt3pvPrhmRW78rAZb88mkUEMX5YB64Y0p6okIC6NbQRs2n5HqY99v/tnXd4XNXRh99Z9ereu43BGFONMSWAMSX0mkASakIINYQWSCCAqSnwgakB00wPEEpwQjHFNt0U426Me2+Si3rd+f44Z6X1atUsrVaS532efXbvuWfPnXv3avXbOTNzplZ7Nwd34pw/HU6/YebdbHHKiuCpg2DDbDStIzryF25KvcfIeFvW3rAvb6Pd09BEojFUxyycBGQDvXBFWm/G1ekyYsynqz/kb1/+HQXu/rJ3leDMOP44sh8Yb4KziQRVmb8hn9dnrGHawo0s3VhdTWO3HllcdOhgTt67N8mJljARK8pKyvn3g1/yxf+qvZtjf7YHx19o3s24oAqTLnKCMyEJHXEiMvQ0E5yGYewQDRWdnYEN/vXRwOuqusF7QP8UE8uM7ZizaQZ/nnYDFVrJzV93Z/ik+QCkHzWWDo/9k0CC/UNuCmu2FfHPaUuZPG89G/OqawsfuktXLjp0MIcO7WqiPsYsmrmW5+6cymbv3ewzuBPnmnczvkx/EOa4WUoddjQMOR76Hx1nowzDaKs0VHRuwlXUX40Tndf69nRqr3VlNBMr8pZy1UeXU1JRxrXfdWXkW64+YdqhP6Hjk0+a4GwCG/JLuP/DH/nv7HUUlLiV2xICwil79+a3hw5meK/sOFvY/ikrreCNh77ks0k/oAqJSQmM/fkenGDezfiyfBr6/rWu7k6/kbDrCciuZ9qPL8MwdpiGis7XgBd94dVs4APfvg+uJIMRI3KLN3HZ5N+wrbSAS2d24tA3FgOQNno0nZ6dSCDJ4gp3hOU5BTw4ZTGTZq2lvNIFbKYlJ/DLUf246NDB9OrQ5lcbaxMsmbWOiXdOZfMGF8rQZ1Anzr7hMAYM7x5ny3Zy8tagr/4c0Uq0Uz90zzOQPX6NBOxHgGEYO05DRef1OC9nf+DasKKqvYEnYmGYAUXlhVw6+Xw2FOZywZxsfvraclBI3W9fOr34PIEUW+WmsXy3Ygv/nLaYjxZsrFrnrFN6EmcfOICLDx1MVqqJ+JYgmnfziDOGc+JFo8y7GW8qStFXTkeKNqEpWejeZyJ7XYIk2g8xwzCaxg6VTGoPtPY6neWV5Vz6wTnM3DCfM+dl8auXV0NQSdlzBF1e/zeBjIz6B9kJCQaVrcXlBINK54xkAgGhMqh8MH89Ez5dyoyVW6v69umUxs/378fvDhlEekpDf38ZTWXJ7PU8e+cUctc772bvQR0554bDGDDc6j22BnTSxch3E9BAAjrybOSwO5GsfvE2a2fA4haMdk+tolNEeqvq2gYPJNJLVdc1m2UtSGsrmaSqXD/tMqas+IxTfsjk1y+ug8pKkocNo+ubrxPItjjD2nj2y+Xc+vY8APp2SmPUwM7MWLGFFZurVzzbvXc2P92zJ78a2Y/uWanxMnWno6y0gjcf+YpP/7PAezcDHHH6Hpxw0SiSks272RrQ755EJl0EQHDYMcjR9yFd9oizVTsNJjpbISIyAPgc2LWOpTNbFSKSASwEDlbVlfG2J5y6RGcO8BwwQVV/qKVPCnAa8EfgJVWtcymo1kprE53/mH4zr/7wFscuSueS5zdCRQXJu+xCl7feIKFTp3ib12p5fcZqrn1tVtR9iQFhv4GdOHS3bozdtTvDumeRYEtVthhL56xn4h1h3s2BHTn7hsMYuId5N1sNa75Bnz4EqSxHe+8FJzyC9PlJvK3amWhTX0giMhW3SAxAITAfuFlV34+bUTFARJ4EVqrq7X57D+BO4ABciOERqjo1fhZGR0RuAfqp6kXxtiWcuuYU98Gt9TlLRJYBX+PWLS3BlVDaA3fRNwC3qeoLsTV15+DpOQ/z6g9vMXZZOpe8sAkqKkgaOIAu/351pxacZRVBcgtLyS0oY1OBe84tLCXHv84pKOOrpblR35uWlMA1x+3GkK6ZjOrfiSybSm8xykoreOvRr/jkrWrv5pjThnPi7w4w72ZromAj+vLJTnBm90LH3EzABKdRP/8H3ItLML4G+I+IjFDVxc19IBFJVtWy5h63nmN2AH4JjAhrTgd+BF4A/t2S9nibUlS1tP6evADMFpFrVDU/1nY1lFr/+6rqauA8Ebke+AVwGHAskIYroTQDuAeY3KrchG2YSYtf4Z8zJnDIqjSufC4HystJ7NuXrq//m4RuLVerMFpcZHOjquSXVpCTX0puYRm5BaVsKnDPOQWhtjJy/HaeL2e0IxSXVzJ2124M7pxh5V5akKVz1zPx9mrvZq8BHTnnT+bdbHVUVqCvnIoUrEeT09HDrkOGnh5vq4wmEpx6VSAwZnysSxoWqOp6YL2IXAGcCxwFLBaR/YD7gNE459QzwJ2h9cNFZDxwMtATWAbcrqqvhAYWkeXAw8ChwDHA1SIyGXgUONh3WwCcHRK5InINcBXQHadRrlDVGX7fBcA44Abg70AH4HXgsjrE7Ak4L+eyUIOqfgN848ds0EXy0933AD8DMoG5wIWqOkdEEoC7gF/jxPs0b9NS/95xuAV63gGuBpYDB9V3fVV1qYisBo4DXm2QoS1AvS4ff0ON9w8jRnyx5mPu+vKv7L82hT9O3AKlZST26knXf79KQs+eLWrL89NXVMVF9u+czh+OHMoZ+/Wt933llUG2FEZ6IkPC0QnK3MKyKu9kWWXjvw+TEwJ0yUymS0YyXTNT6JieRGZqIunJibz09cqqWpvhdMtKYUiXzEYfy9gxKsoreePhr/jkrflV3s3DTx3OSRePIinZvMytDX3vD8iqL1EJoKMuRPa9AhFbdautEpx61XnATcCuwalX/QjcFRgz/rlYH1dVK0SkHEgWkS7AZOBvwG+BvrhKNwVUr26Yi3No5eCE6vMiMl9V54QN+ydc9ZyrcbOsT/r+owD1z0EAETkLuA2XIDwT53l9R0SGqGqhH6878CvcyordcKLzO+CftZzWwTjx2lQmAHvjvKYrgJFAaKrnOuAC/1iFm2F+S0T2UdXQP8n9cTPNRwLBBl5fcOd2CG1JdLYVRCQV+AgoB7KA+1vLlH8wqHV6C+fnzuSGqdczYl0iNz2zDYpLSOjeja6vvkJiv5bNGn19xuoqwQmwcnMR1742i2U5hezZp4MTjfml2wnKUNvW4vIdOmZ2aiJdM1PompmynaDskplCV7+dkZJIUmKASlXySyvZVlJOXkk5ZZXVTvbj9urFa1+vqjH+mN27o6rm5YwhlZVBEhICLJ27nmfvmErOOjeb02tAB865/nAG7mnezdaIznoO+eZR93rY8cjhdyMJyXG2ythRvOB8Fqoqwg0Fng1OvYpYCk8RScItGpMNfApcDnyoqvf6LotF5FbgFrwoUtU7woaYICIn43JEwkXnm6r6dNhx+uHyRxb6ph/D+l4FPKSqL/u+l+JmZ8/GiT6AFJyHMcf3eQ0Xl1qb6OwfcYxGIyKDcUJ3b1Wd7ZvDww+uAm5R1Xd9/wtwJSqPwglLgErgolAik4/XrPP6etYDQ5pif3PTbkQnUAqMUdVyEemEu3HjKjpfn7Gah6csZllOIYO6ZnDFEbvU8BiuzlvOlR9cxqD1cOvTBVBYTELnznT718skDh7c6GOqKkVllRSWVlBQWkFRWSUFpRVV24VllRRVva6goNT1LSpzbeElhcJ5eErDQ3QSA+LFY4oXk8l0yfRCMsNthwRm54xkUhLdD76gKoVlleSVlLOtpJxtJRXklZSzIq+EimDtERxJCUKH1CRGD+6CqvLx/I1sLiyjS0YyY/foweG7dTfBGSMmv/A9H786l/ytJSSlJFBRVhnm3dydky4+wLybrRRd9z287XIMtNcI5MQnkWSbEWjj3IQTnKEvPPHbN+ESg5ubG0XkOiAVyAMuV9XvReRG4BQRKQjrm0C1dw8RORe4ErfaYSpOEEZWwPk+YvtR4Cn/3snAKz4UEGAY8NdQR+95/da3h1gfEpyedcAudZxfKk5bNIU9gG1hgrMKHzPaE/gq1Kaqm0VkIc7ukOhcGJE5vyf1XF9PCS4kstXQov8NROR03C+g/YFsVa2hBETkz8DvgY64C/47Vd1Y39g+rjTkakun5s3aokRmUi/LKazaDgnPzcU5XPrBr+m6roS7nipG8gsJdOzApvseY36wIwUz19QrEgtLtxeYhWUVxCrCdkCXdLpVeSPDBWXII+meO6Ql1SnyKoNKQWkF20rKWZRTyLbicvJKncCsQ1uSkhigQ2oi2alJdEhNItu/TksMICIsyy2kPKiMHNSFoCoBb8MePbKa+1IYwAcvfs9/JnxbtV1eWglAh85p/PaOIxm8Z694mWbUgxZvhhePQyrL0MzucMYrSIZ5o9sywalXBYBdo+wS3FR7LGI8HwMepDq2M0Qmzulzd7Q3icghuKny64DPgHxcCF/k6hzblShS1X+KyPu46fGTgNtE5BhV/aKB9kZOxylQVyxJLk6LNIWQ8G8KkaWa6ry+YXTChSO0GlraBZEOfAx8SJSLJSK/Bm4EzsMFFo8HXsbFMdSL/9UwCffL4oZmsXgHqc0z+Oc35/DIlMUUlBXRZfB40tdv4x9PlSLbCiAzkz8dfSWffLwZ2NwsdqQkBshISSQjOYGMlEQyUxK32w5vy0xO4IGPF5FTUDOmelDXDKZcO6ZRx64IKvlhHsvQc35pRZ1/gelJCVWCskPYc8gjWhuDuriC+fM25JNfWkFWSiJ79MiqajeaRnlpBUvnbmDhN2tYOm8Di2evj9pPVU1wtmaCQXjxWKRgA5qYCqc8hXQdHm+rjCYSGDM+6GM4h7J9+SUFFsUoqWhzLZnqs3Azj7VNkR0EzFHVhwDEeSmG0ACB5BNsHgAeEJF3cHGhX+DqUh4IvO3HTMQ5uN5t1Bltz2zcNHdTmAd0FJG9Ir2dqrpNRDbg7J4NICKdgd2AqKUqPfVd3xDDgPd22PIY0KKiMxRjKSJjaunye+A+VX3T9/sNsERERuCy1KZHec9MVf2tH38bcJiIdAe+EZHXfFuLEgwqy3IKo+4rqwiyNCeP4Xs/TeKmTdz3dAWBLXlIejrjjr2Sr7L60TlCJKYnJ5KZsr1ITE9OqBaQIeGYXLNPUkLjEgLSUxKj1rq84ojaZyDKK4M+xrKi6jmvpJyCsso6j5WZnEC291h2CPNeNtbmcAZ1yWBQlwyL4WwG8jYX8cPXq1k0cx3LF2xi/cqtBCvr/8Get6WkKsbTaH3o/y5GVn+DIjB2HDL0xHibZDQfd1Ed0ylhz3e1sB2PABeLyGO4eMkSXBnGIap6N7AE2ENETsDFN14B9KlvUBG5H/iff08/YC9cVjc4ITpBRGbjEomuxU3Zv9SE8/gI+FN4uSYRSQbCf6XtIiJbcVnuNbxFqrpERF4BXhKRP+AcavsBi1V1prf7dhFZRXUi0VKcc6426ru+ITtH4rzJrYYGi05/AsfifkU96RX6QGCrqm5tqiG+0PzeuCw1oCrlfzkwWlXn4n611GVfuZ9mL8DFYZQ01a4dIRAQBnXNiCo8u2YmMWrkf1i5ZDkPPhUkIWcrkpZGxmOP8+iYw5okuJqDM/bry8a8Yp78bDm5hWV0zUzmt4cO5oz9+lJaUVnDa5lXUkFRee3iUoCslJpey6zUJBJjWJzdBGfjCAaVtUs2s+Cb1SyZvY5VP+ayNafm4hsJiQG69cqi79AuzPt6NcVRvOIdOqeZ4Gyl6HePwXdPutd7/wI56Po4W2Q0J4Ex458LTr0KfPY6sIgWyl4PR1VXichhuDJBn+MyzH/ATcUDvIXLtn7B73sSeLMBQyfhkoJ647yiL+GTgFT1ZRHpi6sb2g2XdX68qhbUMlZDzuNrX3bop7hZVPyxw8P3nvDPvwYm1jLURbjyRq/iYiznABf6fffgpsGfxSVBfwqcEpa5Hs2u+q4v3uaVoZJRrYUGrb0uIv1x8ZX9cL8cdvWCcDyQqqqXNOqgztM5JTymU0R640oCDFfVBWHtX+My2P4aOU7EmHvi1H/Q2/iAqv4rSr9xwK2R7c1darS21XHOGPspcxa/y+NPCUnrcpGUFLo88TipRzYogiDmLM0pYPqqrQDbxUUmBqTOZJ6A4LyWKYl0SPMCMyWJzJREW/mnFVJaUs6i79fx47drWDZ/I2uWbqa0uGa5qdSMJHoP6Ej/3boxdJ9eDN2vF+nZqYgIH740kzcf+6bGe067ZBRH/WqfFjgLozHoqs/g2aOQilK0975w4ddIgiV5tSKa9Yuyhep0tnt80tLZqnpsvG1pDD729fnWUsUnREO/ce7HxRDszfYxF/8BHm8mW5r0B+drex3WgH7jcAViqw8s0uypN6FkofDs9cP2+4bPfnyXCRMTSFq3CUlOostDD8ZFcJZVBMkrLSe/pIL80grySivIL6lga0l1nHUgzFsYEpyJAamaDq9+TiIjOWG7/kbrYsuGfOZPX83imetYsTCHjWvy0Cg/Ijp2TafvLp0ZtEcPdhvZm367dSMxKXosbUhYfvzqXLZtLqZD5zTGnjnCBGcrRPPXwCtnOMGZ0Q3Oft8EZzvHBGez8SLQR0TS29Da6+nAFJoWWhATGurp3IhbX3SeiOTj6k0t9dPr81S1UZkatXg6U3AZWmNVdVpY+zJclf2nGnOMBtjwO1wRWYCRsVxUqbyigskr3+KeD+/giYmJpK3YCImJdBl/H2mnnRaz44ayxPNKK8gvdVPh+aXuUVrR+O+jk4b3ICM50aauWzmVlUFWzt/ID9+uYencDaxevJm8LcU1+iUkBujRN5v+u3Vll716stv+fejUM2uHPl+L4Wy9aHkxPHMQsnYWmpAMv/kU6XNAvM0yamJfrEa7p6E/ddOAaMtEdaOZ4iZVtVREZgFH4JaBQkQGAQOJnkDU1ONNwBeMjYWnE+C5eY/y0ryXySneSmqZ8NTzKaStWA8JCXT+x9+aRXCqKkXllREeS5chXlhWWWeWeIJAVkoSWamJZKckkpWSyOx1eVFjNLNSEslMiaxmYbQGivJLWfjtGhZ9v5blCzaxbvkWykprfobpmcn0HtyJgbt3Z9d9e7HLvr1JSWuez9QEZ+tEg5Xo2+cSWOtDfU54xASnYRhxo6Gi8wvc8k23++2QlvkD8ElDD+ZLAfTHF2MVkX38rvk+M+xhYLyIfI9bX/R+nEd0bkOP0Vp4bt6jPPitW+QgtUSZ8K80Mpaug0CAznfcTvpZZzVqvLKKoBeVbko8r7Taa1lZV3FLICM5oSqZJ8uLy+zURNKTEqJ6tb5auaVGm9W6bBnq8xiqKhtXbuWHb9awZPZ6Vv6YQ866/Ki1Wbv0yKTv0M4MGdGT3Ub1ofeQzgQCJg53FlQV/ew2ZM4bbnv/3yH7/TbOVhmGsTPTUNF5IzBVRIb59/xZRPYCdsetTdpQTsYtSh8ilAE2CFiuqk+LSA9cwdkOwAdUT4E3KxHT683OS/Ne5spvuzBmSg6BLdsAV7np818O56zzz4v6nsqgUlBWUS0qvccyrwHT4SmJgWpBmeKyw7N96aTGJPJYrcv48OFLM6PGRlaUVbBk9np+/G6tS/hZspmCvJoLZCQmBeg5oCMDhnVj6D492X1UXzI7pcfhTIxWw4J/IZ/ei6Bo39HI8Y/G2yLDMHZyGhTTCSAiw4E/AqNwFfy/Be5W1boKmLYJRESbM6azMljJi384krFvLKmx7+PTh3DaPe9TWK41psQbMh2emeISeMI9llkpSaQkNr8Hy2pdtgy1ZYF36pZB/tYSKqKEO2Rmp9BnSGcGj+jOriP7MnhEDxKT6y6eb+w86Nqv4OVTkfwNaGYP5LL5kN453mYZdWNftka7p8Hpi6o6H1eHql0QS09nQiCBI6blRt13xLRc/rtgU53vb+x0eKwwwRl7KisqmfxSjSV5AdiyydV5FYGuvbJ8wk8vhh3Qh+79OraglUZbQrcthUm/c4IzIRnOftcEp2EYrYJG1czwafjdiVir1C9L1aaIZSJRsLISyd0adZ/kboXKSpKTIz2WST5ZJzGmRdON+JO3uYhZU5cx98uVLJ23kaIoBdZD/GbcWIYf0I+0zOQWtNBoq2jRJvS9Kwism+MaTnwc6bVvfI0yDMPwNEh0+ljOZ4DItMfQMls2rxeGBAJI165oTs1lZKVrV07buw+pSVYjb2dBg8rqRTnMmLKUH75Zw5plW6hsQMmqDp3TGDl2SAtYaLQlVINQ7ssFJqUj4nwAWlaAfvIX5IfJbnv/S5F9L4iTlYZhGDVpqPJ5Flcy6QxgPdQZetgmiOX0uoiw7We/JPuxh2rs2/azX9LHBGe7p7S4nAXTVzH70+UsmrWezRu3XxI1OSWRIXv2YM9D+lOwtYR3nv2+xhhjzxzRUuYabYnyIvSLvwAgB98JyZloZRn67f3IjJcQrUT7Hogc90CcDTWMto+IDMAtNblrWykOXxci0g/4EhjWlCVCd5SGqp8RwH6qujCWxrQksa7TmXbZ5eRWKl3f/Beak4N07UrOab8g+7LLm/tQRitAVdmyvoCZU5cyb/pqlv+wiZKi8u36dOyazrD9+7DvEYPZfVRfEsKSv1LSEm1lH2OHUA2i859Dpj+OlBWgGT2Qs96EBKura8QOEZkKHO43C4H5wM2q+n7cjIoNNwMTQoJTRE4H/oIr/ai4Nd6vV9Wa2aCtEL9u+2Rcycu7Wvr4DV2R6FPczTQ15hbFgebOXg+xLLfQlR4qKiUrPcVKD7UzKiuCLJ+3gZnTlrFwxlrWLd9KMKxmqgSEfrt0Zo8D+zPyyCH0GtSp/jFtZR+jHrQ0D532RwDk8HvQ1VORKeOQ1d+jgUTk159Av4PibKWxA7SpYH4vOr8F7gWygWuAC4ARqro4BsdL9vW8WwwR6QCsxZ3TMt82BlfScT4utPAq4OfAgJbwHIpIiqrWrJvXuDHGAk8Dg2IifuqgoZ7Oi4FHRWQ8MAfYzoWjqiub2a6YE+s6neBqXg7qkmGlh9oRhXklzPtiJXO/WMmSORvYmrv9bEtqehJD9+7J3ocOZK/DBpKRndqo8U1wGvVSvJnAFxMACA48Fr6fgKx24Rly3EMmOA3HOAkwTmO9/nqBqq4H1ovIFcC5wFHAYhHZD7gPGA1swOWF3KmqlQBeT5wM9ASWAber6iuhgUVkOW7BmEOBY4CrvYfuUarrgy8Azg6JXBG5BicCu+M8kFeo6gy/7wJgHHAD8HeccHwduKwOMXsCsDIkOAEinW8i8kecRhqGE+E1EJEM4B7gZ0AmMBe4UFXniEgCzuP4a5x4n+ZtWurfOw4YA7wDXI1bOOeguq6vOMFxN3Ae0AUnnP+uqo97k6YBXXElML+u5dxjQmOCCzsBb7B9PGebTSRqiWUwQ5jgbLsEg8qmlVuZOW0ZC75ZzcofcyktqdiuT5eemex+QF/2O2IwQ/fpRcCEoxFDNGd2tUts3gvIwg9d+z6/Rva/OG52Ga2EcXIecBOwK+PkR+AuxulzsT6sqlaISDmQLCJdgMnA34DfAn2BJ4AC4P/8W3KBXwA5OKH6vIjMV9U5YcP+CbgeJ7ZKgCd9/1E47TEKCAKIyFnAbThn0kyc5/UdERmiqqGg+u7Ar4CTcMt4vw58B/yzltM6GCdeoyIiif78coC6wg8nAHvjVnZcAYykWjddh/MQXwCswonFt0RkH9WqHw37A2uAI4FgA67vz4Gzcdd3JTAYJ7IB8MJ0FnAIrVR0PoeL2TiTdpJIZBi1UVZSzpJZ610S0Mx1rF+dh4ZNmwcShAG7dWXPQwaw39ghdOuTHUdrjZ0JXf81fHV/1bbMetOtONRtd+SER11RV2PnxQnOZ6n+Hz0UeJZxQiyFp4gkAdfiPHWfApcDH6rqvb7LYhG5FbgFLzpV9Y6wISaIyMnAabjZ1BBvqurTYcfpB7wUll/yY1jfq4CHVPVl3/dS4Fic+Jrg+6TgPIw5vs9ruLjU2kRn/4hjhOzoj5teTwU2Aceqan60AURkME7o7q2qoaLM4eEHVwG3qOq7vv8FwGqcEJ/s+1QCF4XFld5C3de3H7BQVT/1+1dEMW09MKCW844ZDRWdw3GJRG1+9SHDiERVycspYu7nK5g3fRXL5m8ib0vxdn3SMpPZbd/e7DNmEHse0p/UdKubabQcqgr5q9BPbieweGpVu3htoV0GIkmNC+Uw2iU34QRn6NdHaDbyJpzzqLm5UUSuw4mvPOByVf1eRG4EThGR8BjHBMJmRUXkXOBK3DLYqThBuC5i/MiyHo8CT/n3TgZeUdXVft8w4K+hjt7z+q1vD7E+JDg963AJQbWRCkSLn1wL7IObAb4IeFlEDlDVrVH67gFsCxOcVfiY0Z7AV2F2bxaRhd7ukOhcGJE5vyd1X9/XgWtFZAHwLvCWqn4ScfgSIC2KvTGloaJzJtADaDeisyViOo3WS0V5JeuXbq5KAlq1ZDPlpdsvN9m9bzbDR/dj5JFDGDi8OwEr2m+0IFVCc9NM2DQLSnKRpZ9upyjAK4wVX6IarKrZaeyEjJMAsGuUPYKbao9FjOdjwINUx3aGyARewE0V1zRI5BDcVPl1wGdAPjAeiCy5sF3QvKr+U0Tex02PnwTcJiLHqOoXDbS3PGJbiVjsJoJcoGNko6pWUO2t/EZEfsR5Mx+NMkZI+DeFyFJNdV5fVV0uIkOB44CfAv8VkadU9eqwbp1w8aEtSkNF5x3AfT6gdTY1E4nWNrNdMaclYzqNlicyC1xVKc4vZfH365jz+QoWz93ApjV5hOftJSQGGDS8O3sdOoB9xwyic4+sOFhu7MzUEJrFOVC0BXKXIbnLkJK8Gu8RgOKt1FCjxs7FOA36GM6h1PxdsihGSUWba8lUnwWMqSOL/SBgjqo+BOATX4bgYiPrxCfYPAA8ICLv4OIWv8DFVB4IvO3HTMTFQr7bqDPantm4ae76ENwUeDTmAR1FZK9Ib6eqbhORDTi7ZwOISGdgN+p28tV3ffFxrP8G/i0iH+BEfrjoHAZMrOukYkFDRef//PN/aCeJREb7ZPIL3/Pxq3PJ31pCdqdUDj5hV7I7pjPv61WsWJhDwbbtZ0oyO6S42pljBjN8dD+SU61wv9Gy1BCaRRtg6xokd7kTmyXbtu9PTUVBh/5IwLycBndRHdMpYc8tXY/xEeBiEXkMFy9ZgpuOHqKqdwNLgD1E5AScx/AKoE99g4rI/Tg9shgXt7gXLqsbnBCdICKzcbOz1+Km7F9qwnl8BPwpvFyTDyeYgcu4zwIuwSUlRRW3qrpERF4BXhKRP/j37QcsVtWZ3u7bRWQV1YlES4EP67CrzusrIufjPvfpODF8KmGxqSLSC3f9pjbucjSdhv6HPSKmVhitkmBQW/WUsgaVyoogFeWVVJZXMu2NefxvYnUIUN6WEt57oUYYDb0GdmTEQf3Zb+xg+u3a1aoLGC1ODaG5bSVsXuaE5uaVSDBiFrDXfrDriYAg026rHgcvQI+4A8NgnD7HOIFQ9josooWy18PxBcgPw5UJ+hyXYf4Dbioe4C1ctvULft+TwJsNGDoJN0PZG+cVfQmfBKSqL4tIX1zd0G44YXh8U2pnqurXIrIaN0U9yTdneBv6AttwZZKOqqd05EW48kav4uIo5wAX+n334Ka6n8WJ2E+BU8Iy16PZVd/13QbcCDyEE51f4ab/Q/wMeE9VN9ZzCZqdBhWHb+/Eqjh8W+Wrdxfy7sTvyVmXT7c+2Rx3/r6MPjZaqFDTCAaVspJyivPLKMoroaigjOL8UooLyigpLKO4sIySonJKi8rdc3E5ZSUVlBaXU15aSVlpBRXllZSXuUdxYWS4TjXDRvZm78MGsvehg+jQNb3Zz8Uw6mM7oblxBmxa6IXmMiQ/4rs/KQMGH+WE5tDjIbt39Thf3IdMvta97jgIGTMO9jmvxc7DiBnN++u3Zep0tnt80tLZqnpsvG1pDsQFfs8Ffqeqn7X48WsTWyLSOxSrKSK9o3bytMWYznBMdFYz/b0fee7uaTXaz7vxcA746VAqyoNeBDpBWJRXQnFBWZVgLCksd4KxqIzSonJKi51ILCsup7SkokoshoRiZUXLfCc+OOVCK7xutDjbCc1102HdLO/NXIaUReQGdBzoROauJ8KAw6GWbPTqFYkUOfxeJMVKdrUTbMqlFeJF2vXAg+1k7fXewGmq+khcjl+H6KwEeqnqRhEJEj37SgBV1TYX0xmRvT5yZxSdJUXl5G0uIi+3iC0bCtiyqZD3n59ZY81wcOX/RGS7ZR5jQWJyAskpCSQlJ5KSmkhyWiIpqUmkpCWSkp5EanoSqRnJpGYkk5aRTHpmCqlZSaRlpvD0rR9RmFezukWHzmnc/dY5MbXbMEJsJzRXfAxrZyK5y1ycplbnGqgkIP0PgaEnOKHZbfcG1dlUDUK5/9+XlG4Z6+0HE51Gu6eumM6xwGb/ut3FdLbX7PXKiiD5W4rZllvElo0FbN1YwNZNRWzLKSJvSxEFW0oo2FZCYV4p5WW1JdvVRNX/Mw1DBBKTEkhKTiDJC8Xk1ARSUpNITk0kJS2R5NQwoZieRFqmE4upmcmkZ6WQnp1CemYyaVkpJKcmNSmG9Jhf7cWbj31To33smSN2eEzDaAhVQnPDt7Dov4j3aErR5u37pXVCdjkedj0R2eWnkNap0ccSCUByZnOZbhiG0WLUGdMpIkuBUaqa23ImtTyxnl6PLN/TWFSV4oIytuUUsnlDAVs3FrJ1UyHbcovI21xM/pZiCraWUJBXQkkdcY21kZySQJr3HOasz6eivOaUd3pWMufecBjpmSmkZTuRmJaeTGJyAglJCa0m4ejDl2by8atz2ba5mA6d0xh75giO+tU+8TbLaIdUCc1Vn8DCN5F1c2HLCqRie2+7dhuO7Hay82b2GQ0JViHBiErr+BI1jBhSn+gMAj3jkeHUksRKdNYngMpKK6qntqs8koXk5RaRF/JIbiuhML+UYGXj7AskiBeSSaRnpZDZIZXMDqlkd0oju0sa2V0z6Ng1g07d00nPTiUpJZHE5ARev/9zpry1oMZ4R5y6Oz+75idNvSQtRlOFvmFEQ1UhbyW66D+w8G1kw3zIW1+1MhCAJiTDwMOR3U6FXU+Aji2+0pzRNjHRabR7THQSG9H54Uszo071duqWDgiF+aWUlVQ0etzU9CTS0p2QzMhOIbNjKlkdU8nukk6HKiGZQVaXNJJTk0hMTmhUSaCcVVv54IWZzP5qFXlbXK3LvQ7sx9Hn7EPXfh0bba9htHVUFTYvQue+gCx+DzYuQEq3r8KiGd1g6InI7qfBoLGQnBEna402jIlOo93TENG5P/WsElBPfapWTyxE542nvsC2zcX1dwQSkwI+KSaZDO+RzOqYSlbnNDp0Tadj1ww6dsugU49MUjOSGy0kG0vOqq2sXZRLSUEpqZkp9B7axQSn0e7QYAXkrUa1EukwAAlUT3urKqydjs5+Fln6MeQuRYLVPxIVge7DYdhpyO5nQM+9G5QEZBh1YDeQ0e5pSHBRTXddNbYiURQqK4N1Cs7TLxlFx+6ZdPJCMrNTWsyFZGPo2q8jXft1RFVbjU2G0dzoh9cR+OIB9yWW1ong6MuRnvvB3JdgxWdI/vrtV/5JTIV+B8IeZyHDTofM7vEy3TAMo03SENF5KtVZ7O2GiJJJzUpCQoAOndOiCs8OndM4so0ktpjgNNorOm0cgS8eqG4o3kJg6p01+2V2h4FHwF7nIIOPgcTkFrTSMIy2jIhkAQuAA1V1dbztaQji/vHPAS5U1enNPX5DROf09hjTGeuSSWPPHGHlewyjNaIKX9y/3RrmoWcF6LYbDPkp7HMB0nPfuJhoGK0dX2T878BRuGUc1wJfAL8JrVNu8Adgckhw+jXPxwMHAAOBX6vqxHgZFw1VVRH5B3AncHRzj1+f6Gw39StbmlCWupXvMYzWgRZvga8fgu8mIKV5UfsIoJfO3S6+0zCMqLwOFOBmQzcCQ3Bresct3E5EUlS15gohccCvZHQxEL5GbQpOnN8E/F8cbGro9XkdeFREhqjqkua0ob6aMja/2gSO+tU+3P3WOTw45ULufuscE5yG0dKooqu+QF8+Ge7pgUy5Fclbg1LzF7UCmt7FBKfRLvhm0oKY1YwTkU7AgcC1qjpdVZep6oeqeomqFvs+F4jIcv+8WkQKRORxEUkKGyddRB4RkU0islVEJolI/7D9J4vIdBHJF5G1IvKoiGSE7R8nIlNF5HoRWQdMFZExIqIicoyI/OiP+6iIJIrI30Rki4gsFZGjw8YZJiLvikiOt+MdERkUtj805hEissDb84aIdKzjMh2I8wB/EmpQ1eWqerWqvgQ0SBx7u+/017BYROaIyNiw/deIyEoRKRGRL0Rkv7B9oc/gPBFZDizz7YP9tS7w1/UhEUkLs7MQ+Aw4oyE2NoY6b0pVDbTHqfWWxupFGkYLU1qAfnkf+tAuyFOHIAsnIcFyNDkDHXY8ut8FVVmQ+GcBGH1F3Ew2jObgm0kLzvtm0oKFQOU3kxYs/GbSgvPqfVPjKQCKgFNFpC7PZnfgfOAE4DTgJOCGsP2P4TykxwGjgU3A21K9tmsqbpp3b+As4HDg1ohj7O/3Hwn8Oqz9WuBMnPf1N8B73uYDgEnAxDABnAm8BvzEP4qBf0U5n7/48xkL7Av8uY5zPxiYpaoNX/ovOrf5Y14OjABuBIIAInKW33+Dt2ce8E64MAd6AGcDpwBHi0gy8D7wAzDStx8A/CPiuN8BhzTR9hrUWTJpZyHWKxIZhtEy6Lrv4fO/ww//QSpKqtu7DEL3OAsZ9Xskq7drmzYOpj+MFOWi6V1g9BXI4ePiY7hhNMPMoheYz1L9Oyr0fP6ok3Z/rqnjhyMi5+BEYxD4EvgAeCa0gqGIXAA8AwxV1cW+7bfAnaraU0QG4oRPd1XN8/uTgK3Akar6VZRj/gz4h6oO9tvjgKuBXqpa5NvGAFOAfVV1pm97F1dzfF+/3QNYDwxX1RqroYhIV5wAHqCqK8PGHKmqM3yfG4GTVfXAWq7Pg0BvVf1ZLfuXA+Pqiun03sctwJmq+naU/V8CU1T1Rr+diPNm3qGqE8I+g35hcaXnAZeF2y0iBwMfAhkhMSQiv8clE+1Tm307gs0jGYbRtikvRmc9B9MfQDZV///QpDTofyCMugyGnkwgYfvMczl8HBw+Dg1W2JS60V64CWrkyKlvb1bRqaoviMjbOA/jT4CrgGtFZH9VXeO7bQkJTs/XQA8R6QDsASQDayMqpaQBg4GvRGQYcDfOm9kJp1ki/1gXhgRnBPPCXm9k+yo8oRncbsACEcn2xzkG6En1LHA/ILwO+Zyw1+twntzaSKWBU+h1sAsuDvSTWvYPA/4a2lDVChH51reH2BSROb8nMFJEwle4ENx174WLOQUo8W3NSrv7pvW/UBYBV7e2rDDDMJoP3bQAvrwX5r6ClBVWt3fsi+5+MjLqSui0a72lv0xwGu0BH8O5a5RdAuz6zaQFgVEn7R5szmN6D+WbwJsicjvuf+/FwC2hLnW8PRPIx03xRrLBP78NzMJND2/ETVk/HdE3muBEVcvDN4HysH3qvxdC4vJeXAzmVcBy3zYPqIo/rWXMumLncoE+dexvCM2RVxN5fTJxXtvLovQND6fsRD0LA+0I7fHb9lbg03gbYRhGDKgoRee9BtPvR9bOqGrWxBTosy+MvAiGnUkgOTOORhpGyzPqpN2D30xa8CMwlO3FigKLmltwRqKq23wyT3g8YeeIDOhRwAbfdxaQDSTVMcU9FDhdVef6ttNjZP7BwGOq+o4/zkHNMOZsXExpU1iM85YehhPgkSzEieW3oWp6fX/g3TrGnIWLsV1ZT2mrYb5vs9KiGS4icrqIfCQi26SW2pgi8mefTVUkIm+JSIOX/RCR4TgVP6O+voZhtCE2L0XfvRK9pwfy5rlVglOzexEceT789nO44HNkr98gJjiNnZe7IGqO3F3NeRAR6SEi74vIz33m924icgdu6vadsK7FwAQR2VtEjsQlvTwCoKo/AG8Ar/lM80Eicri4bPaOuFjGLcAlPtv6TODS5jyPMJYAZ4nIcBH5Cc1TzmgqMEBEeoY3isg+IrIPLrSgv9/uGeX9+LCB8cAjInKKvw7H+RhTgAeA34vIL3wowj9x0/Ev1WHXi0Al8C8R2V9EdhFXJSAykSgU59mstHRadTrwMfC3aDtF5Ne4zKzLcSfcEXi5EePfRc3MNsMw2iKVFej819GnDoEHhyDTH0JKt6EJyWjffQmecD9cMovASRORniOpTng1jJ0Tnyx0Pm6aG//c7ElEQB7Ok3czbqns6bh4yLNU9aOwfhtxAuhd4D/++e9h+8/GZVI/g0sqeganS0p81vfZwE9xU92X+OPFgmtx4vw73KIxTT6Oqq4DJgM/j9j1vX/0wonw73HnVhs3467h47jrUHX9VPVl4HZceMAsXHb78apaEGWc0HvygTE44fmhf98duBhVAERkT1y863/rPdFGEpfs9VAmmKpKRPsMYJKq3uq3B+N+geyJW0oq2pJMM1X1tyLyU2Csqt7gM9qWNzSm07LXDaMVsW0V+s2jMOMJpCi3qlkzu6GDDkdGXQp9foJEJAYZRhunWetixyKGszH4zOlxqjowXjbEGxE5FCcW92hLIkNEHgdWqWrNtYGbSKuJ6RSRFFytratDbaq61JcVGO1jOvavY4j9gdEi8h4u46tYRJap6rQYmm0YRnMQrEQXvwdfjYdlHyH++1kDidBjGLrHz5E9z0WyB9abGGQYhovxjLcNOzuq+qmIPML2WeGtGnFfsMuAh2IxfqsRnUAXnFs9shj9JuouSwCAqt6Fj1sJ83TWEJx+n03BG0ZrIH89OuMJ+OZRpGB9VbOmd0H7H4CM/B0MOMoSgwzDaJOo6iPxtqExeI9s1BDI5qDVTK+LSB9gNRHFWkXka+BNVf1r5DjNaE9b8nwbRtsmGITlU9DpD8CP7yB+wQ6VBOg+FB12IjLifOg63OI0jZ0Jc+Eb7Z7W5OnMwa1s0B0XvxmiGzW9n01GRH4H/K65xzUMoxYKc9CZE+Hrh5FtK6r+w2paR7TvfrD3BcjgYwmkd4unlYZhGEaMaDWiU1VLfd2uI4BpACIyCBhI9ASiph5vAi5LjdrKNxmGUQ/BIBT7hT7SOkMgwjOpCis/R79+GBa8gQRdbWWVAHQdgg4Zi+x1AdJjP0sMMgzDaOe0qOgUkc5Af1yiD75WFcB8X6T0YWC8iHyPWxXgftw0/NwY2GKeTsNoIlqcg9zTw73+4wYkw4dfF29FZz/vvJq5P1Z7NVOy0D57w4hfILucgGQNsMQgwzCMnYQWjekMW3w+kkGqutz3+TNwJdAB+AD4napuiPKe5rTLYjoNYwcITr6KwBcPAKCpHWGPn0FlBcx9Galwyw4rAl0GoQMPRvY8F3ofbAXcDaMm9uvLaPfEJZGotWGi0zAaj065BZl2R/U2EWvvJWdArxHo7qcgu5wMXXa3xCDDqB0TnUa7p9XEdLY0Nr1uGLVQWgAF66BgPeT7Z7+t+Wshfy0UbICiTdu9rWrtvUAiOuIUGPErpN9hBNK6xuMsDMMwjFaGeToxT6cRfzRYAXmrXeJNh35IoJl/DwYroXDTdgIyXFBqwXrIWwOFG5DyoqYf7qZCAknpzWC4Yew0mKeznSEiWbhqPAeq6up429NURCQDWAgcrKord2SMndbTaRitiq8eRCZfC4B2HARjxsE+59X/vrLCGt7IcEGpBevc66JNiNa+QEm0/3aamALJGZCc7p8z0OR0SMmA5Czkh/ehNH/7KXWA9C4mOA2jnSMivXHrgB8FdMKtuPMF8BufGGzAH4DJIcEpIj8B7gGGAUm4tdRvUdX342diw1HVQhEJrU1/0Y6MsdOKTpter4P6yuAYzcvM56oEJwBbl8Fb58O2ldB7/6iCUn2blBXUOXSkmFQJhInI6mf1opKULMjsAVm9IK0rpHRAkrMhOdu/7gAp2ZCYDp/chky5rXpsfzwdfUWzXRrDMFotrwMFwKm4WtpDgJ8BCfEySERSVLU0XscPR1wA+8VAuPegEBgPzAFKgXOB/4jI7qq6rAVsao7r8wIwW0SuUdX8Rttg08o2vR6JFm6MXganDVA1TQ2Q3bf5p6mbSmW5m8bOWw15q2DbKvSTO6CsoElza5qQ7D2Q1WJSw4VlSExm9oCUTpCcjaR08GIyG5L966SMRpUwCk69BZn+MFK8BU3rDAf+Hjl8XBPOxDB2Wpp1ev3yw54IPPLJRTFZf11EOgGbgb1VdXYtfS4AxvnHnUBH4EXgClUt933ScZ6/M3Gev0+By0NTtyJyMnATMBzIB94C/qiqhX7/OGAM8A5wNa7U4p+BKcBPcWUYewPP4ari3IkTgluAi1X1Az/OMFyJxlE4Z9wX3o5lfv8YP+ZY4FGgL666zm9UdWst538wMBnooOqXXYveL9fb8u9a9if6a3gBbrnwxcAfVPVjv/8a4Crcwjoz/PWd4fdd4N97C3A7kKyqvUVkMPAAri56Hu4HxPWqWuzfdxXOS9sbtxT5k6o6LsymH3Ae2ldrO6/aaGX/kY1WQXhMXzPE97UoeauR8YMA0KuWQceBLXfsygrnkdy2ygnKvNVOVOathK0rfMzkRoTtf+DU9Z+m2gMZLiarp7tJyYTMnt4r6cSjpDjPpPNKhsRkekwyxwNjbocxt6PBitYn8A1jJ+Tyw544DyfUdr38sCd+BO565JOLnmvmwxQARcCpIjKvDlHVHTgfOMG/fhZYhRN/AI/59uNwovIG4G0R2U9Vg0Cq7zsP6OP73wpcH3aM/YE1wJG4VQ17+vZrcWK2J06s7gp8AhwAXAFMFJGBXgBnAq/hhGsicBvwL2B0xPn8xZ+PAq/iBO4NtZz7wcCs2q6N94SeAaQD39UyBt6W84DLgbk4AR70Y5zl9/8OmAlcA7wjIkNCwhzoAZwNnAJUiEgy8L6/JtcB2Thx/g/g9yIyyo/5S6qv++AIm74DDvHXoFHstP8lbHrdaBTBSje1HRKS21bAlqWwbYVry18LRblR4yajxksmJDvvY2ombFsHlWU1YyNTO6BH31Jjalv8NskdYiYmG4sJTsOIP15wPgtVv2yHAs9eftgTNKfwVNVyEbkYJwKvE5EvcZ6/Z1Q1N6xrGnCRqi4GEJFbcCLyThEZiBOF3VU1z++/GNiKE4ZfRXjSlorIrThxFC46K/0xivwYIdF5g6rO9G1TgJ6qervfvhvn+dwFWKCq3wLfhgb0dmwSkf4RCTN/DPMiPgGcXMdl6g+si7ZDRAqAFKAYOK22qXURScOLZ1V92zcvCetyFfCQqr7s+18KHIsTmRN8n1TgwrC40vOAXFX9Y9hxrgY+FJErw+x+3wvmFTjPbzjrceEUjWan/U9hy2DWjn49vloAPb4feuCVbWbKdIdsDwahcCO6dSnkLoKtS1085bZVPpZyIxRvQcJ+sNbpnQwkOTGZkuU8kSlZaEompGZBRg/I6g0Z3SApE5KzYMbTBOZPqn6/Hz+461EERl6zYxfCMIydkZvYvmRuqJLZTbgp5mZDVV8QkbdxHsaf4ATQtSKyv6qu8d22hASn52ugh4h0APYAkoG1ESE9aTjP2ld+2vtunDezE06zROqWhSHBGcG8sNcbceEA4dsA3YAFIpLtj3MMzjMa+iXfDwgXnXPCXq/DeWlrIxUXtxmNfYAs4HScx/WgWoTnLjhx+kkt4wwD/hraUNUKEfnWt4fYFJE5vycw0gvfEIK77r2AD4G7gCUi8i4wCXg3IgaxxPdvNDut6DSio9PGVa0wAzixNeU2guWFyEHXAAEQAcQ9S6D6dSP2xcI7V6vtRTnIkGMiPJProHAjFOVC8TZEKxsUUKWBRC8kvahMzUYzujkxmd0HOvSF9B5+ijvLPZKy3Ao8SRlRz1szexOsLEFWTEdK8iC1A8GBo5GDr49igWEYRk0uP+yJAG4KORLBTbU3e4yn91C+CbwpIrcDi3Axk7eEutTx9kzclPrIKPtCqxC+DczCee424qasn47oGzUGLBQ3GmZHedg+9UI39IV8L3AgTjgv923zcHGmdY1Z1z+yXNzUdDTbQkL8exE5ELiU7b23IZojzjfy+mTi4lMvi9J3oxeue+GqEhyLW0XyC+C0sH6dgJwdMcZE506GqkJ5AZRsgdItUJyDbl3uxdgaZObLUX8my5cPwI+Tah230XaAF6Gho0j1y6rX4fv9s0RshxCB9fOi2h6Y/ghMf6R+myTBicnUbEjvDBld0YyekN3b1c7sMAiy+vjYyUxIyoLENAJNXDtceh6AjrkDXTEZLc6BtG7IwGOQngc0aVzDMHYeHvnkoqCP4RwKNaJ1FsUqqajqIKrbRGQdkBHW3NnHF4amhEcBG3zfWbh4wiRVXRA5noh0xZ3L6ao617edHiPzDwYeU9V3/HEOaoYxZ+PCB+pDcCEC0ViM85YehhPgkSzEieW3oSrpaH/g3TqONwsXY7uyttJWvv0dXHzoC8B0EemsqiFv8TDgvbpOqjZ2WtHZXmM6tbIMSrc6b97WJeiWZZDvPHtSuAGKNkNpPpQVuRqP5cV1/lQD/+1VWQ4bF8b+BJqZ0DevSsCLyS5uajuzhxOQHfpBx0HQaTB0GOhiJhNSarw/1gR6jYZeo1ENtooYTcMw2iR3UR3TKWHPdzXnQUSkB266/knclLMC5+CmbsNjgoqBCT7DuisuQeURAFX9QUTeAF7z+xfh4gnPxIUDbPGPS0TkPpyYurQ5zyOMJcBZIvIx0BkXN9pUpgIDRKSnqq6HKt2xGicWk3HnehguIakGqlokIuOBR8S5ZucAuwHFqjoVl4E+QURm4xKJrsVNx79Uh10v4pKf/uVjW7fikpN+oqrXi8iJwADclH4hcBYug32rP4dknHf6ukZeD2AnFp0tGdPZXJm9GqxwWdBbFlVNFWv+GqRgvVttpngLlOZBaRESdLMADRVNGkhygqxoEwQra/xMJjENOehqqsM61K2eU9VDfcfwNnyfaK+DEe1EjFHP+yOPr8Ccl6GipKbtaZ2QP+a0iXqjJjgNw9hRHvnkoucuP+wJ8NnrOCEXi+z1PJwn72ZgEM5TtxA4S1U/Cuu3ESeA3sV5NV/GFZQPcTZOED+DE6VrcJnVJapaKSJnAw8CFwJf+uNNbOZzASfWJuKyspcBv8fFNu4wqrpORCYDPwce8s0B3FT+QJwgnwOcoKrf1DHUzbh/5Y8DHXCf6ZX+GC+LSF8/ZjdcyaTjVbXWAs6qmu9LQN2LO8cknEd1ou+yFTfVfxdOI34PnOSrCYArRbUylFDVWKxOJ7Gr06nTxsH0h5GiXDS9C4y+InpSS0WpWz1m2wrYsgS2Lncld/LX+rjDHCje5mo51rGqTFQbktLdVHF6N1daJ7svdBgAHfojWX1cW1YvSO0IIui0cdELfh9xa6tPJmrLthuGsdPTZup0NoRQjUhVHRgvG+KNiByKE4t7tJdi4CLyPvC8qr6wQ+9vJ9ehScRCdIYEUOQch/YZCendXfmdok1QtLnRa10r4mIP0zpCelfI6O4yorP7ubqUnYYg2f3dFHJS4xPMgpOvqkrI0bRO0Iay19uy7YZh7NS0q7XXTXQ6RORy4E1VXRtvW5qKL+Z/JfCPMM9n48Yw0Rkj0fmPrq5uY2PeE0h0Bb9Ts93ykxnd0MweSHZfyB4AnQZBp12dlzIhdpERbXpFojZsu2EYOzUmOo12j4lOml90arACuT2p9v2DDkUzXb1GCXknOw5xU9+pneJfaLstr73elm03DGNnpl2JTsOIxk6bSBTL7HUJJLoYzghPpwKkd0HO/6R1f7sEApDRNd5W7Bht2XbDMAzDaMfstG4gVZ2gqvur6v4xOcDoK6piOSFsiYjRV8TkcIZhGIZhGK2ZndbTGWvk8HFOcE5/2K16k94FrS173TAMwzAMo51jMZ3ErmRSiOaq02kYhmG0W1p11JVhNAc77fR6S2KC0zAMwzCMnR0TnYZhGIZhGEbMMdFpGIZhGIZhxJyddt43liWTDMMwDMMwjO2xRCJin0hkGIZhGPVgiURGu8em1w3DMAzDMIyYY6LTMAzDMAzDiDkmOg3DMAzDMIyYY6LTMAzDMAzDiDk7bfZ6JCIWw20YhmHEDVVV+0dktGsse70F8Nnxbe7LpK3aDW3XdrO75WmrtrdVu6Ht2t5W7TaM1oJNrxuGYRiGYRgxx0SnYRiGYRiGEXNMdBqGYRiGYRgxx0Rny3BbvA3YQdqq3dB2bTe7W562antbtRvaru1t1W7DaBVYIpFhGIZhGIYRc8zTaRiGYRiGYcQcE51Gu0RELhCR5fG2Y0doy7ZHIiIqImPibceO0JZtDyEiE0VkYrztMAzDABOdO4yInC4iH4nINhGpEaMgIqNF5FsRKRGR+SJyXMT+TP8PIU9EckXk/0QkoQXsnuj/mYY/rmoLtkdS32fQWmnIZ9BaaOp9Hi+a4z5vITvb5PdIXbSVv8u2em8bRlvGROeOkw58DPwtcoeIdAHeBT4H9gOeB94UkaFh3R4BRgFHAT8HfgncFGObQ7wK9Ap7TAjtaAO2h1PrZ9AGqPUzaGU09T6PJ029z1uCtvw9Uhtt5e+yLd/bhtE2UVV7NOEBjHGXcbu2K4Hl+EQt3/YJcK9/3QmoAI4I2/8bYAMQiLG9E4GJdexvtbY38jO4AFgetr03sBG4rBXcM/V9Bq3O9h25z/22AmP86xRgEu4ffXqcr3Grsj1W3yOR1wE4F8gFDozTPXOBP6dzgJXANuBmIBV4CsgH5gL7tsR9vaPXPuz+uMC3FwNTgK7Ar4AVwCbgTy11HvawR1t4mKczNhwATFHV8Cmbj4DR/vVI3BfWJxH7uwODWsC+k0Vkk4jMFpE/i0hi2L7WbnujEZH9gA+Bm1T10Xjb46nrM6iildoeor57pQoRSQX+gxNvJ6hqUQvY15T7vIo42Q7N/LcoIr8B7geOVdWvYmJxw+gOnAocC1wO3I67vl/jzmkB8ff8N/T+uAm4y7f3Al4DTgeOA64G7haREbE31zDaBlH/0RlNpjvwfUTbJt8e2r9ZVSsj9of2LYmhbe8A/wLW4L7g7wGygBvDjt9abW80InIAbprsOlV9Jt72eOr7DIBWa3s49d0rIdKB/wJlwKmqWtICtjX1Pg8RD9tDNNvfoohcAtwBHK2qkWO2NCnAxaqaC8wXkZuAIlV9HEBE7gW+EpH0FhT4kTT0/nhEVd8HEJFncAK0u6pupvrcDsV5bw1jp8dEZ2yQHdjfIgH3qvpq2OYcEakE/ikiN/lf9a3W9h2gC/ABcENrEm0N+AygldoeQX33SogncALoeFUti6E9VTTDfR6ixW0Po7n+Fo8GfgGMVtVZTbaq6az3gjPERmB+xDa4qeqVLWbV9jT0/pgX9nojsMELzvC2bs1mlWG0cWx6PTZsoOYv4m5Uf5luADpHZJmG+m+kZZkBZOC+4KFt2V4fecCXwC9FJC3extRB5GcAbcP2+u6VEO8D+wD7toBNtdHY+zxEPG1vrr/FBb7vObEwcgcoj9jWiLaQcI7n/6eG3h+Rdkc7N/s/axge+2OIDV/jgtPDGQtM969n4H5JHxqxfyOwLNbGRTACKAJy/HZbsr0+ynHxVQHg3yKSFGd7aiPyM4C2YXt990qI54C/AO+IyJ4tYFc0Gnufh4in7c31t7gal91+rp/uNeqnofeHYRiNwETnDiIinUVkH2AXv72PfyQDLwIdRGS8iOwuIjfgAs0fB/DTLy8BD4nIASJyBHAnLj4oGGO77/P15waKyOnAfcDjYdO6rdb2KOdS12eAt7cIOBEX5P+8iMT9nm/AZwC0Dtubcp+Ho6oPAuOBySIypAXsbtJ93lK2t9T3iKouAo4BrhWRy5vzHBp5Tq2G5rq3DcNoBPFOn2+rD1ypDI3yGOj3Hwh8B5TipreOj3h/JvAsrkTIZtw/xYQWsPs9XEB8KbAIuAVIiejTKm1vzGdAzbJD3fy5TGgF906dn0Frsr0Z7vOqskN++16cF65PPK9xa7E91t8j1CyZdCAudOPceNwzkfe27z8VGBe2PTD8GrShe7vec7OHPXb2h6i21hwQwzAMwzAMo70Q96lGwzAMwzAMo/1jotMwDMMwDMOIOSY6DcMwDMMwjJhjotMwDMMwDMOIOSY6DcMwDMMwjJhjotMwDMMwDMOIOSY6DaORiIiKSGtZUhAAEUkUkadFJNfbNybeNrV2RGSMv1Z9mzhOvfeDiCwXkb805TiGYRhtHROdRptBRCb6f/D3R9nX6oRgC3MG8CvgJNwKRl/E1xwjglFAjft2RxGRvvbjwjCMtoaJTqOtUQxcLiK7xtuQ5qaJywQOBdao6hequl5Vy5rLrtZMa1tasTZUdZOqFsbbDsMwjHhiotNoa3yBW5runro6RfN8isiHIjIxbHu5iNwhIv8UkW0islFErhCRFBF5SES2iMgaEbkiyiG6iMjrIlIoImtF5JqIY2WKyAP+/UUi8r1fAzy0f6C38WwReUdECoG7azkXEZHrRGSpiJSJyBIRuSps/1TgDmCwH3N5LeOEjvkrEXnf2/WDiBwuIn1CdojIfBE5NOK9u/jz3eqvy2QR2TNsfycReUFEVopIsYgsFJFrRUTC+uzhj7vVH2eBiJy7A5/ZnSLyqIjkAp/79pHepgIR2SQib4jIgIixfi8iq/15vw/0j3adIt6TJCJ/859jmb82v4rStb77YbvpdXHhEONEZJmIlIjIPBG5OOI9meLW/l4lIqV+jBv97lX+eUr4Z+49oK+LSI7/HJaKyB/rO0/DMIyWwESn0Ra5GjhJRI5ohrF+j1ubeyTwoH+8iVtjexTwMPCgiAyPeN+tuHWV9wX+DvwjJCq90JoE7A2cBYwA/gn8S0SOjBjn78BLwJ7AI7XYeBlOVP4N2AMnuP8mIhf6/acD/wcsx02tj6rnnO/w9uyDW1P6Zdz63U/481kAvCQiSf58egCfARuBQ3FrUi8EpopINz9mCjAHOBUY7o9xG2496hAvA7nAwf58rwG21GNrNK70thwEnO8/m2nAl8D+wFigEvhARFL9OZyCm96+z5/3q9Tzw8VzN3ARcBXuc3wBeCHK51jr/VALT+I+t4uB3YHbgb+HPlN/D/0XOBl3j+4OnIdbTx5gP/98Btt/5o8CHYCj/HsuBFY34DwNwzBiT7wXf7eHPRr6ACYCH/rXLwPfAwG/rcA5YX232/ZtHwITw7aXA2+FbQeAPGBSRNsW4IqIsZ+PGPsl4DP/egxQAnSI6PN06HjAQD/OzQ0471XAPyLa7geWhm2PAxbXM07omFeFtY3ybdeGte3r20aEjf1VxFgCLAkfK8rxHgA+CNveBlxQR/+GfmYfRbkv/hXRlgIUAaf67c+AFyP63OuP2bcWe9KBUuCyiPY3gY8bej+E2f0X/3oQEASGRbznFmCmf32kH3f/Wmzr6/ePiWifBYxrzr87e9jDHvZorkcihtE2+RPwA86T9nQTxpkVeqGqQRHZBMyOaNsIdI9435cR258Dx/rXo4BkYE3Y7DK+bVHE+76uyzgRycYJjE8idk0D/iAi6apaVNcYUZgV9nq9f54dpS10zqOAkSJSEDFOGi6WFBEJANcDv/D2pgJJwIqw/vcCT4rIBTiv4NuqOqORtkPNazYK2CWKfakh+3De15cj9n8GXFvHcXbBfWbRrv2fI9rquh8i2R8n2r+NuD8ScR5acJ73Lar6bR32RWM88LiIHIe7xv9T1Uj7DcMw4oKJTqNNoqorxGWx3ykir0brgvvHHk5SlH7lUd4Xra2+UJTwYwVwXr1o09yRCT4NTS7ROo7XWMLPT+toC4Q9fwREi23d5p+vxQmxa4AZQD4uDOKEqkFV7xCRF3FibCxwo4j8Q1VDsY4N/cwir1kAeB4XfhBJbpTzaizRrn19Y9X1+YSu68E4b2xtx2q0var6jIi8h7vGRwDvisibqrozV3YwDKOVYDGdRlvmr7h7+IYo+zYCvUMbIpKC83Y1FwdGbB+Ei4UE+BboCKSq6uKIx8rGHERV83AxeYdH7DoMWLYDXs4d4VtcLOmaKOcTijE8DHhPVZ9S1e9VdTHVXsYqVHWpqj6qqj/DTSdfGrZ7Rz+zb4G9gCVR7AvFjM4HDol4X+R2JItx0+vRrv28iLa67odIvvPP/aPYuySsT2cR2b+WMUI/XhIid6jqOlV9RlXPw8V0nu095oZhGHHFPJ1Gm0VV80XkZlzsYCQfApeIyCc4r9tNuKnS5uJEcVnt7+O8SmfhppYBPvbHf0NEbsBNZ3fCebZKVPWJRh7rr8D/icgi3JTpWJxYu7ypJ9FAHsaJl7dE5E5cjGlf4Djc9O0XuMSic31y1xpc0stofKKQiGTiEmxexyVpdcRdt/lhx9nRz+xu3JT7CyLyAC7ZZiAuqekBVV2KS7R6TUS+Bt4BfgKcG3U0j6oWiciDwB0+7GIm8HPgFODoiO513Q+R4y4WkaeBJ0TketzUfAZuSr2bqv4ddw99CrziM+Fn4wT57qr6JJADFADHiMg8oFRVt4jIw/78FuLCC07HfV75dV5BwzCMFsA8nUZb5ylqxkkCXAfMxYmAd3Fxed8043Fvx2UIzwJuBP6sqv8GUFXFZR2/gcuW/gH4H26qeUnU0ermnziv4I04kXYD8CdVfaqJ59AgVHUDznOXgzunhcCLwABgne92By7W8T84EdUJVwkgRIVvewrnAXwf2IAraB9ihz4zVV2AE/SZ/r3zcZn4acBW3+dNXAjA9TgBdzbRPeSR3OTHGo/zbp6DS3b6KKJfrfdDLfwOlwx2k7f3I+B8YKm3V3H3yzvAY7hr/gLQ1e8P4n50nIkTld/7ccXbOhd3/TKA4/x4hmEYcUXsu8gwDCO2iMg64O+qOj7ethiGYcQLm143DMOIET6s4GCgB9tXCDAMw9jpsOl1wzCM2HEdrlTTg6r6cbyNMQzDiCc2vW4YhmEYhmHEHPN0GoZhGIZhGDHHRKdhGIZhGIYRc0x0GoZhGIZhGDHHRKdhGIZhGIYRc0x0GoZhGIZhGDHHRKdhGIZhGIYRc/4fVPA6uHCaW/UAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ "
" ] @@ -1643,7 +1913,7 @@ " aspect=1.4,\n", " )\n", "\n", - " plt.xlabel(\"Number of measured objects\")\n", + " plt.xlabel(\"Number of objects\")\n", " plt.ylabel(\"Time (seconds) in log scale\")\n", "\n", " g.ax.set_yscale(\"log\")" @@ -1654,10 +1924,10 @@ "id": "d526030a-11a3-4084-bcc3-cd268d2b0599", "metadata": { "papermill": { - "duration": 0.003043, - "end_time": "2023-09-11T14:41:57.193139", + "duration": 0.01022, + "end_time": "2023-09-11T17:28:50.213493", "exception": false, - "start_time": "2023-09-11T14:41:57.190096", + "start_time": "2023-09-11T17:28:50.203273", "status": "completed" }, "tags": [] @@ -1671,10 +1941,10 @@ "id": "610e0cef-d404-4db2-9e88-f26451e0dd87", "metadata": { "papermill": { - "duration": 0.002877, - "end_time": "2023-09-11T14:41:57.198990", + "duration": 0.003885, + "end_time": "2023-09-11T17:28:50.220670", "exception": false, - "start_time": "2023-09-11T14:41:57.196113", + "start_time": "2023-09-11T17:28:50.216785", "status": "completed" }, "tags": [] @@ -1685,14 +1955,20 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "f7b788fe-666d-43ee-92d9-358c8451ada4", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:50.227660Z", + "iopub.status.busy": "2023-09-11T17:28:50.227597Z", + "iopub.status.idle": "2023-09-11T17:28:50.230843Z", + "shell.execute_reply": "2023-09-11T17:28:50.230677Z" + }, "papermill": { - "duration": 0.006961, - "end_time": "2023-09-11T14:41:57.208888", + "duration": 0.007351, + "end_time": "2023-09-11T17:28:50.231447", "exception": false, - "start_time": "2023-09-11T14:41:57.201927", + "start_time": "2023-09-11T17:28:50.224096", "status": "completed" }, "tags": [] @@ -1703,10 +1979,10 @@ "plot_data = plot_data.replace(\n", " {\n", " \"method\": {\n", - " \"Pearson (3 cores)\": \"Pearson\",\n", - " \"Spearman (3 cores)\": \"Spearman\",\n", - " \"MIC (3 cores)\": \"MIC\",\n", - " \"MICe (3 cores)\": r\"$\\mathregular{MIC_e}$\",\n", + " \"Pearson (6 cores)\": \"Pearson\",\n", + " \"Spearman (6 cores)\": \"Spearman\",\n", + " \"MIC (6 cores)\": \"MIC\",\n", + " \"MICe (6 cores)\": r\"$\\mathregular{MIC_e}$\",\n", " }\n", " }\n", ")" @@ -1714,14 +1990,20 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "id": "c0c8b101-25bb-4891-8a6a-f6d50870f13c", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:50.238332Z", + "iopub.status.busy": "2023-09-11T17:28:50.238221Z", + "iopub.status.idle": "2023-09-11T17:28:50.240418Z", + "shell.execute_reply": "2023-09-11T17:28:50.240293Z" + }, "papermill": { - "duration": 0.005682, - "end_time": "2023-09-11T14:41:57.217549", + "duration": 0.006182, + "end_time": "2023-09-11T17:28:50.240887", "exception": false, - "start_time": "2023-09-11T14:41:57.211867", + "start_time": "2023-09-11T17:28:50.234705", "status": "completed" }, "tags": [] @@ -1731,11 +2013,13 @@ "data": { "text/plain": [ "array(['Pearson (1 core)', 'Spearman (1 core)', 'CCC (1 core)',\n", - " 'MICe (1 core)', 'MIC (1 core)', 'Pearson', 'Spearman',\n", - " 'CCC (3 cores)', '$\\\\mathregular{MIC_e}$', 'MIC'], dtype=object)" + " 'MICe (1 core)', 'MIC (1 core)', 'Pearson (3 cores)',\n", + " 'Spearman (3 cores)', 'CCC (3 cores)', 'MICe (3 cores)',\n", + " 'MIC (3 cores)', 'Pearson', 'Spearman', 'CCC (6 cores)',\n", + " '$\\\\mathregular{MIC_e}$', 'MIC'], dtype=object)" ] }, - "execution_count": 23, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1746,14 +2030,20 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "id": "10d6b353-a3a8-4d69-9695-2e5a9311be86", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:50.247853Z", + "iopub.status.busy": "2023-09-11T17:28:50.247800Z", + "iopub.status.idle": "2023-09-11T17:28:50.249136Z", + "shell.execute_reply": "2023-09-11T17:28:50.248997Z" + }, "papermill": { - "duration": 0.004985, - "end_time": "2023-09-11T14:41:57.225499", + "duration": 0.005383, + "end_time": "2023-09-11T17:28:50.249565", "exception": false, - "start_time": "2023-09-11T14:41:57.220514", + "start_time": "2023-09-11T17:28:50.244182", "status": "completed" }, "tags": [] @@ -1765,6 +2055,7 @@ " r\"$\\mathregular{MIC_e}$\",\n", " \"CCC (1 core)\",\n", " \"CCC (3 cores)\",\n", + " \"CCC (6 cores)\",\n", " \"Spearman\",\n", " \"Pearson\",\n", "]" @@ -1772,14 +2063,20 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "id": "35488a38-3d38-48a0-8039-3cb0605e4fe1", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:50.256299Z", + "iopub.status.busy": "2023-09-11T17:28:50.256227Z", + "iopub.status.idle": "2023-09-11T17:28:50.920004Z", + "shell.execute_reply": "2023-09-11T17:28:50.919652Z" + }, "papermill": { - "duration": 0.564665, - "end_time": "2023-09-11T14:41:57.793157", + "duration": 0.667974, + "end_time": "2023-09-11T17:28:50.920753", "exception": false, - "start_time": "2023-09-11T14:41:57.228492", + "start_time": "2023-09-11T17:28:50.252779", "status": "completed" }, "tags": [] @@ -1787,7 +2084,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1814,7 +2111,7 @@ " )\n", "\n", " plt.legend(loc=\"best\")\n", - " plt.xlabel(\"Number of measured objects\")\n", + " plt.xlabel(\"Number of objects\")\n", " plt.ylabel(\"Time (seconds)\")\n", "\n", " plt.savefig(\n", @@ -1826,14 +2123,20 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "id": "f6f35635-3125-41ff-9e16-1b6b78314d20", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:50.935142Z", + "iopub.status.busy": "2023-09-11T17:28:50.935074Z", + "iopub.status.idle": "2023-09-11T17:28:51.807489Z", + "shell.execute_reply": "2023-09-11T17:28:51.807238Z" + }, "papermill": { - "duration": 0.837293, - "end_time": "2023-09-11T14:41:58.633864", + "duration": 0.883579, + "end_time": "2023-09-11T17:28:51.808236", "exception": false, - "start_time": "2023-09-11T14:41:57.796571", + "start_time": "2023-09-11T17:28:50.924657", "status": "completed" }, "tags": [] @@ -1841,7 +2144,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1884,10 +2187,10 @@ "id": "7725ab7d-0cfd-41d2-a537-8e96e09cfcf5", "metadata": { "papermill": { - "duration": 0.009823, - "end_time": "2023-09-11T14:41:58.647513", + "duration": 0.003687, + "end_time": "2023-09-11T17:28:51.816050", "exception": false, - "start_time": "2023-09-11T14:41:58.637690", + "start_time": "2023-09-11T17:28:51.812363", "status": "completed" }, "tags": [] @@ -1898,14 +2201,20 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 28, "id": "80f45a4f-c990-4204-96dc-cab0e5c6b416", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:51.823720Z", + "iopub.status.busy": "2023-09-11T17:28:51.823636Z", + "iopub.status.idle": "2023-09-11T17:28:51.829206Z", + "shell.execute_reply": "2023-09-11T17:28:51.829044Z" + }, "papermill": { - "duration": 0.01141, - "end_time": "2023-09-11T14:41:58.662528", + "duration": 0.010099, + "end_time": "2023-09-11T17:28:51.829753", "exception": false, - "start_time": "2023-09-11T14:41:58.651118", + "start_time": "2023-09-11T17:28:51.819654", "status": "completed" }, "tags": [] @@ -1917,14 +2226,20 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "id": "b828ba84-8ffc-419c-bc03-d993c8c76623", "metadata": { + "execution": { + "iopub.execute_input": "2023-09-11T17:28:51.837773Z", + "iopub.status.busy": "2023-09-11T17:28:51.837665Z", + "iopub.status.idle": "2023-09-11T17:28:51.840735Z", + "shell.execute_reply": "2023-09-11T17:28:51.840591Z" + }, "papermill": { - "duration": 0.007449, - "end_time": "2023-09-11T14:41:58.673688", + "duration": 0.007571, + "end_time": "2023-09-11T17:28:51.841333", "exception": false, - "start_time": "2023-09-11T14:41:58.666239", + "start_time": "2023-09-11T17:28:51.833762", "status": "completed" }, "tags": [] @@ -1946,10 +2261,10 @@ "id": "c575367b-efad-4ad6-90b2-7aedcfdc83cb", "metadata": { "papermill": { - "duration": 0.003316, - "end_time": "2023-09-11T14:41:58.680344", + "duration": 0.003593, + "end_time": "2023-09-11T17:28:51.848543", "exception": false, - "start_time": "2023-09-11T14:41:58.677028", + "start_time": "2023-09-11T17:28:51.844950", "status": "completed" }, "tags": [] @@ -1964,10 +2279,10 @@ "id": "4dd9bb5d-3376-4c74-8d04-5999db50509f", "metadata": { "papermill": { - "duration": 0.003276, - "end_time": "2023-09-11T14:41:58.686975", + "duration": 0.003538, + "end_time": "2023-09-11T17:28:51.855692", "exception": false, - "start_time": "2023-09-11T14:41:58.683699", + "start_time": "2023-09-11T17:28:51.852154", "status": "completed" }, "tags": [] @@ -1979,12 +2294,7 @@ "metadata": { "jupytext": { "cell_metadata_filter": "all,-execution,-papermill,-trusted", - "notebook_metadata_filter": "-jupytext.text_representation.jupytext_version", - "text_representation": { - "extension": ".py", - "format_name": "percent", - "format_version": "1.3" - } + "notebook_metadata_filter": "-jupytext.text_representation.jupytext_version" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", @@ -2005,8 +2315,8 @@ }, "papermill": { "default_parameters": {}, - "duration": 4.565652, - "end_time": "2023-09-11T14:41:58.906450", + "duration": 5.133113, + "end_time": "2023-09-11T17:28:52.076036", "environment_variables": {}, "exception": null, "input_path": "nbs/99_manuscript/time_test/07-time_test-plot.ipynb", @@ -2014,7 +2324,7 @@ "parameters": { "GTEX_TISSUE": "skin_sun_exposed_lower_leg" }, - "start_time": "2023-09-11T14:41:54.340798", + "start_time": "2023-09-11T17:28:46.942923", "version": "2.3.3" } }, diff --git a/nbs/99_manuscript/time_test/py/07-time_test-plot.py b/nbs/99_manuscript/time_test/py/07-time_test-plot.py index a41b1ce6..9a2d90ea 100644 --- a/nbs/99_manuscript/time_test/py/07-time_test-plot.py +++ b/nbs/99_manuscript/time_test/py/07-time_test-plot.py @@ -89,6 +89,11 @@ "cm-3": "CCC (3 cores)", "mic-3": "MIC (3 cores)", "mic_e-3": "MICe (3 cores)", + "p-6": "Pearson (6 cores)", + "s-6": "Spearman (6 cores)", + "cm-6": "CCC (6 cores)", + "mic-6": "MIC (6 cores)", + "mic_e-6": "MICe (6 cores)", } } ) @@ -110,13 +115,14 @@ plot_data[ plot_data["method"].str.contains("1 core", regex=False) | plot_data["method"].str.contains("CCC (3 cores)", regex=False) + | plot_data["method"].str.contains("CCC (6 cores)", regex=False) ] .groupby(["data_size", "method"])["time"] .describe() ) display(run_numbers) -# %% +# %% tags=[] # this is necessary to make sure we did not mix results when running the time test notebooks # that could happen if the notebooks are run separately without running them all together assert run_numbers["count"].unique().shape[0] == 2 @@ -167,7 +173,7 @@ def format_data_size(x): aspect=1.4, ) - plt.xlabel("Number of measured objects") + plt.xlabel("Number of objects") plt.ylabel("Time (seconds)") # %% tags=[] @@ -184,7 +190,7 @@ def format_data_size(x): aspect=1.4, ) - plt.xlabel("Number of measured objects") + plt.xlabel("Number of objects") plt.ylabel("Time (seconds) in log scale") g.ax.set_yscale("log") @@ -200,10 +206,10 @@ def format_data_size(x): plot_data = plot_data.replace( { "method": { - "Pearson (3 cores)": "Pearson", - "Spearman (3 cores)": "Spearman", - "MIC (3 cores)": "MIC", - "MICe (3 cores)": r"$\mathregular{MIC_e}$", + "Pearson (6 cores)": "Pearson", + "Spearman (6 cores)": "Spearman", + "MIC (6 cores)": "MIC", + "MICe (6 cores)": r"$\mathregular{MIC_e}$", } } ) @@ -217,6 +223,7 @@ def format_data_size(x): r"$\mathregular{MIC_e}$", "CCC (1 core)", "CCC (3 cores)", + "CCC (6 cores)", "Spearman", "Pearson", ] @@ -237,7 +244,7 @@ def format_data_size(x): ) plt.legend(loc="best") - plt.xlabel("Number of measured objects") + plt.xlabel("Number of objects") plt.ylabel("Time (seconds)") plt.savefig(