{ "cells": [ { "cell_type": "markdown", "id": "64a0bda4", "metadata": { "lines_to_next_cell": 2, "papermill": { "duration": 0.020484, "end_time": "2022-10-20T19:14:27.077861", "exception": false, "start_time": "2022-10-20T19:14:27.057377", "status": "completed" }, "tags": [] }, "source": [ "by Andreas Bauer and David Boehringer, 19.06.2020\n", "This script contains two examples for 3D-PIV: The shift of a bar of binary pixels in one direction, the expansion\n", "and a real data set where we recorded two stacks of collagen fibres at the same field of view with confocal microscopy\n", " in reflection mode. One stack contains a NK cell that deforms the matrix and the other doe not.\n", "Please download the data at https://github.com/fabrylab/3D_piv_example_data.git (180 MB, unpacked) and provide the\n", "folder in the code below.\n", "We tested this on ubuntu 16 and 18, with Anaconda Python installation. The whole script\n", "takes about 5 minutes on my 4 core-intel i5 @2.5 GHz Laptop. You should have !!! 8 Gb ob Memory !!!! or take care not\n", "to open all matplotlib plots as interactive windows at once.\n", "For questions contact andreas.b.bauer@fau.de\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "d42f5b2a", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:27.098734Z", "iopub.status.busy": "2022-10-20T19:14:27.098300Z", "iopub.status.idle": "2022-10-20T19:14:28.047789Z", "shell.execute_reply": "2022-10-20T19:14:28.047135Z" }, "papermill": { "duration": 0.96001, "end_time": "2022-10-20T19:14:28.049372", "exception": false, "start_time": "2022-10-20T19:14:27.089362", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from openpiv.pyprocess3D import *\n", "from openpiv.PIV_3D_plotting import *\n", "from openpiv.validation import sig2noise_val\n", "from openpiv.filters import replace_outliers\n", "from openpiv.lib import replace_nans\n", "import glob as glob\n", "import os\n", "from natsort import natsorted\n", "import matplotlib.animation as animation" ] }, { "cell_type": "markdown", "id": "f99d01f9", "metadata": { "papermill": { "duration": 0.004579, "end_time": "2022-10-20T19:14:28.058639", "exception": false, "start_time": "2022-10-20T19:14:28.054060", "status": "completed" }, "tags": [] }, "source": [ "Make save_plots = True if you want to compare the \n", "visual results " ] }, { "cell_type": "code", "execution_count": 2, "id": "f5da1976", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:28.068639Z", "iopub.status.busy": "2022-10-20T19:14:28.068211Z", "iopub.status.idle": "2022-10-20T19:14:28.072035Z", "shell.execute_reply": "2022-10-20T19:14:28.071465Z" }, "papermill": { "duration": 0.010336, "end_time": "2022-10-20T19:14:28.073326", "exception": false, "start_time": "2022-10-20T19:14:28.062990", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "save_plots = False\n", "out_put_folder = \"output_3D_test\"\n", "if save_plots:\n", " if not os.path.exists(out_put_folder):\n", " try:\n", " os.mkdir(out_put_folder)\n", " except:\n", " print(\"could not generate output folder\")\n", " save_plots = False" ] }, { "cell_type": "markdown", "id": "4801d9c5", "metadata": { "papermill": { "duration": 0.004873, "end_time": "2022-10-20T19:14:28.082648", "exception": false, "start_time": "2022-10-20T19:14:28.077775", "status": "completed" }, "tags": [] }, "source": [ "############ a group of bars shifted by 1 pixel to the each dimesion the second frame #############\n", "takes ~4 seconds" ] }, { "cell_type": "code", "execution_count": 3, "id": "1c91f906", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:28.092305Z", "iopub.status.busy": "2022-10-20T19:14:28.091991Z", "iopub.status.idle": "2022-10-20T19:14:28.095311Z", "shell.execute_reply": "2022-10-20T19:14:28.094873Z" }, "papermill": { "duration": 0.00954, "end_time": "2022-10-20T19:14:28.096536", "exception": false, "start_time": "2022-10-20T19:14:28.086996", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# constructing frame 1 and frame 2\n", "size = (32, 32, 32)\n", "shape1 = np.zeros(size)\n", "shape2 = np.zeros(size)" ] }, { "cell_type": "code", "execution_count": 4, "id": "55b4c7f6", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:28.106359Z", "iopub.status.busy": "2022-10-20T19:14:28.106144Z", "iopub.status.idle": "2022-10-20T19:14:28.109749Z", "shell.execute_reply": "2022-10-20T19:14:28.109325Z" }, "papermill": { "duration": 0.009931, "end_time": "2022-10-20T19:14:28.111000", "exception": false, "start_time": "2022-10-20T19:14:28.101069", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "shape1[16, 16, 25:27] = 1\n", "shape1[16, 16, 7:9] = 1\n", "shape1[16, 25:27, 16] = 1\n", "shape1[16, 7:9, 16] = 1\n", "shape1[25:27, 16, 16] = 1\n", "shape1[7:9, 16, 16] = 1" ] }, { "cell_type": "code", "execution_count": 5, "id": "1840fb5c", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:28.121299Z", "iopub.status.busy": "2022-10-20T19:14:28.121043Z", "iopub.status.idle": "2022-10-20T19:14:28.124812Z", "shell.execute_reply": "2022-10-20T19:14:28.124286Z" }, "lines_to_next_cell": 2, "papermill": { "duration": 0.010661, "end_time": "2022-10-20T19:14:28.126098", "exception": false, "start_time": "2022-10-20T19:14:28.115437", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "shape2[16, 16, 24:26] = 1\n", "shape2[16, 16, 8:10] = 1\n", "shape2[16, 24:26, 16] = 1\n", "shape2[16, 8:10, 16] = 1\n", "shape2[24:26, 16, 16] = 1\n", "shape2[8:10, 16, 16] = 1" ] }, { "cell_type": "code", "execution_count": 6, "id": "f3698b76", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:28.137625Z", "iopub.status.busy": "2022-10-20T19:14:28.137324Z", "iopub.status.idle": "2022-10-20T19:14:28.140603Z", "shell.execute_reply": "2022-10-20T19:14:28.140041Z" }, "papermill": { "duration": 0.011347, "end_time": "2022-10-20T19:14:28.141892", "exception": false, "start_time": "2022-10-20T19:14:28.130545", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "window_size = (4, 4, 4)\n", "overlap = (3, 3, 3)\n", "search_area = (5, 5, 5)" ] }, { "cell_type": "code", "execution_count": 7, "id": "16474c44", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:28.151802Z", "iopub.status.busy": "2022-10-20T19:14:28.151581Z", "iopub.status.idle": "2022-10-20T19:14:28.225794Z", "shell.execute_reply": "2022-10-20T19:14:28.225199Z" }, "papermill": { "duration": 0.080512, "end_time": "2022-10-20T19:14:28.227206", "exception": false, "start_time": "2022-10-20T19:14:28.146694", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 14/14 [00:00<00:00, 144.37it/s]\n" ] } ], "source": [ "u, v, w, sig2noise = extended_search_area_piv3D(shape1, shape2, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, subpixel_method='gaussian',\n", " sig2noise_method='peak2peak',\n", " width=2)" ] }, { "cell_type": "code", "execution_count": 8, "id": "6a23c22e", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:28.237501Z", "iopub.status.busy": "2022-10-20T19:14:28.237230Z", "iopub.status.idle": "2022-10-20T19:14:29.423351Z", "shell.execute_reply": "2022-10-20T19:14:29.422654Z" }, "papermill": { "duration": 1.192786, "end_time": "2022-10-20T19:14:29.424732", "exception": false, "start_time": "2022-10-20T19:14:28.231946", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/user/.edm/envs/echopiv/lib/python3.8/site-packages/mpl_toolkits/mplot3d/art3d.py:906: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " if zdir == 'x':\n", "/home/user/.edm/envs/echopiv/lib/python3.8/site-packages/mpl_toolkits/mplot3d/art3d.py:908: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir == 'y':\n", "/home/user/.edm/envs/echopiv/lib/python3.8/site-packages/mpl_toolkits/mplot3d/art3d.py:910: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", " elif zdir[0] == '-':\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Automatic pdb calling has been turned ON\n" ] }, { "data": { "image/png": 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", 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suK6cYPJnRBlr37rNZkN6evx2WjKWFqclMYrVJlJK4XA4MDo6GtFMliFSxMgizoKCArS0tODo0aOijsDBxGgwGNDd3Y26ujqkpKTwCX8ff/wx0tPTuTwl0YglmVAoFMjJyUFOTg53AWcyGr1eD7fbze3IcnJy4or8pI4Yo60VqorPZuUcO3YMbrcb2dnZcLvdcLlcUd9LrEgj4/TEafWXo/MznSmlUQ1LmXyGEILm5mZR0Ue4HCMr1qxbt44buIo9djNipJRiaGgIMzMzaGlpgUqlgsfj4R0dNTU1sNlsMBgMPGLJzs7mx9VT2UBCqVRyc9uCggJMT08jMzOTR+qsOsw8G8X8LeIpvki5lpD8a2pq4PP5YDQaYTAY0NnZyaNk9p/w73MqR/8yxOG0IUZ2dO7s7MSqVasiOt0wM9lNmzahq6tL9Js0mOwopejr64PJZMJZZ50VcJwSW00mhMDr9aK1tRWpqalcGiTsrGD/Z0c7dlydm5uDwWDgukN2rMvNzU2Ki7VU1XGVShXg2ciqw6OjozCbzbw6zCLjUH8fKYovUkKhUCArKwsZGRnYvHlzSIMPlk5ISUmJmxwJIakA3gOQAv/9uYdS+q+EkJUAXgBQAOAwgJsopS4JX6IMAU4LYvR4PFwnFilSY36HHo+Hd57EAmGO0el08l7nUMUascRosVhgNptRU1PD3V3ErCNsjwMWGkio1WoeTbKI9FRAKEJg1eGysrKAoodw7nWwB6WUEaNU8Hq9fE+hDD5MJhNmZmZw2223YWZmBvfffz8uvfRSnHfeebFcxgngk5RSCyFEDeB9QsgfAXwTwC8opS8QQv4bwO3wD4+XkQSc0sQYizaRGaQyv8N4Pq0Z6bI84Nq1a7nOL9xjI2F8fBzDw8NIT08PSYoMYkgt2EDC4XDAYDBgZGQEs7OzUCgUSEtLS6gvejGKJqGKHqE8KFUq1SlD9gxerzesxlWoC92/fz8uu+wyNDY24tChQzER47wVv2X+S/X8fxTAJwF8fv77zwB4ADIxJg2nLDGG0yYqlcoAbaIUZrJCjI+Pw+FwhNQ5ChEpYgx26j58+HDI5wv/HytSU1NRXl6O8vJy6HQ6aLVaeDyegL5oFoUtZhEg1iMkCeNBOTExgdnZWa4AkGpKYSKIRIxCWCwW5OTk4DOf+Uxc1yGEKOE/Lq8G8CsA/QBMlFLP/EPY0HgZScIpR4zBbX3BxylhxCjWTFbMzepyuTA9PY2srCycddZZUY9x4SJGVvQpLy9HVVUVv344SNH5QgiBRqPBihUrAvqiDQYDhoeHudlCfn5+Qu1+YpBo4YEdUT0eDzIzM1FZWRnSgzI/Px9ZWVmLmocUWym3WCwJaRgppV4AjYSQXACvAFgX92Iy4sIpRYxiRg6wbpbZ2Vl0dXVFNZMV0+bHJBm5ublRnXgYQhGaVqtFb29vyJ7pSJD6yBjcF+12uwN6iFNSUng0mUhrXDhIKfAO50HJhm+lpqZG9KCU8ncrNmKUStxNKTURQv4K4GwAuYQQ1XzUKGpovIz4ccoQo1htokKhwMzMDGw2mygzWRZhhnpDCyU0zc3NmJ6eFt0SKJT2sOr17OysKL1k8DrJhlqtDqgS2+12GAwGDA0NwWq1ciGzFC4/UlWTw0WewuFbTL4V7EHJSD81NVVSPaRYYrTZbHGbHBNCigC450kxDcClAH4C4K8APgt/ZfoWAH+I6wIyRGHJiTG4wBLpTexyuTA+Pg61Wo1t27aJesOzCDO4Qs2kP+np6VxCE0uvNKtgu1wutLe3IycnBy0tLTGTwlKYSKSlpaGiooL7NrLih8PhwMGDBwPsyGLNTy6miYQYD8rMzEyuakhUCxpLjjEB9/cyAM/M5xkVAF6klO4jhBwD8AIh5N8BHAXw23gvICM6lpQYKaWYmZnhCfhINxQ77rKqq9goIFQu0GQyoaurC6tXrw7odRYr2gZODrk6ceLEApeeWCBVjjGR57Lih1arRXNzM+9iGRoa4sdyltMTm2ZIFPFEeqG6V3Q6HWZnZ9He3p6wB+Vi5Bgppe0AmkJ8fwDA1rgWlREzlowYWYHFZDJBqVSG7TumlGJgYAA6nQ7Nzc2YnZ2F1WoVfR0h2dH5mS5TU1Noampa0MuqUCh40ScSKKWYnZ2FzWZDS0vLsuqJFXaxACc9DicmJnhOT9i2GCqnt1S2Y8FgouzMzEzU19eH9KBkuVgxRalQJ49QkJ11Tn8sOjEGH51Za1woMJF1Tk4OP+5aLJYAuU40MGJ0u93o7OxESkoKtm7dGvImEGNUyyrhLpcLK1eujIsUfT4fjh8/DqvVioyMjIDc6lIh3OsWehyynJ7BYODi7GCXHamKHVLlKoVRXigPyuCiVCQPyliKL4kMUpOx9FhUYgylTVSpVHA6nQseq9Pp0NPTs0BkHctxlz3ebDbzVsJIQutoOUaLxYL29nZUV1cHTJWLBQ6HA21tbSguLkZFRQWmpqZgNpvx8ccfB/RGx1LAWSwIc3qVlZULXHZYkSszM1M0iYSDVEWTSIqEYGPbaB6UsRyly8rKEt67jKXDohBjsDYx2ExWSEZCM9ng/mRgocA72nXZQKzm5uaon+KRSHdychKDg4NcRD4yMhJzFZd11Kxfvx45OTlwu90oKiqCw+HA+vXrYTabodfrOcmwmzJeh5pYEE/EGuyy4/F40NfXB6vViiNHjiSkOZQqgha28UVDNA9KIfFH+uCSj9KLC0LIFQAeBaAE8BtK6UNBP18Bf7dQ7vxj7qWUvhlpzaQTYzRtolKp5Edpu92O9vZ2FBYWhjWTFUuMHo8HnZ2dcLvdWLNmjaijTShiZJP/HA4HtmzZwnNMsRRNmCxoenqad9Sw6wg7YFgRhJGM0WjkDjVMexjvzOjFgEqlQnp6OnJzc1FaWgqn0wmDwYCxsTGYzWbRLuCAtBFjPOuE8qBsb2/nagahB2Vw9T5eHSMhpArAswBK4G8DfIJS+igh5AEAdwDQzj/0e9Fu7DMF89X7X8EvaxoDcJAQ8hql9JjgYf8Cf3X/cULIBgBvAqiJtG5SiVGMNpHpDBkBbNiwgQuTQ0HMUdpsNqOjo4NbecXrriM89gon/wEnXXOiwePxwG63w2az8TypEOEINljYzHJ7zG2a5faYiUGiuT2pcoPCSC8lJSXAPCI4Aos0zvVUcwJnYvOqqiqkp6cHeFAODQ3x7iKXy5WIXMcD4FuU0iOEkCwAhwkh78z/7BeU0p8l/EKWH7YC6Juv2oMQ8gKAnQCExEgBZM//OwfARLRFk0KM0UYOCEEIgcFggNPpFCWOjhQxUkoxNjaGsbExNDQ0IDMzEwMDA6KP3kKSYh6M4Vy/xRRqbDYb2traoFKpsGHDhrCPE0NKQu2hMLc3NjYGj8cDpVKZ8IS/ZAqzQ0VgoWzVWOpgqSPGUBDmTYOr96y76Mknn8Qf//hHdHV14dprr8Xtt98e0TVeCErpJIDJ+X+bCSHdkHuio6ECwKjg6zEA24Ie8wCAPxFC/g+ADACXRFtUcmIUM3KAgU1vUygUaGpqEnVjhosYPR4Pjh07BkIItm7dyt/AsRRrmBi8v78fer0+ZI6TIdpRmrUHMk/IcIjXBUiY29PpdBgfH8f09DR6e3ujSmqSCbGRXjhbNXZycLvdUCgUUCqVCbUtLlbnC+su+v73v4/jx4/jm9/8JgYGBuKOxAkhNfDrGT8C8AkAdxFCbgZwCP6o0hjXwqcfCgkhhwRfP0EpfSLGNW4A8DSl9OeEkLMB/I4QsolSGpYYJCVGn8+HoaEhLrKN9GaemJjA0NAQ6urquNGBGISKGNnRubq6GhUVgR+wsRAjEwSXl5dHNZIIty6lFP39/TAajaIiYCkE3kqlEunp6airqwMA7gTOJDVinMCl1B/Gs05w6qCjowMqlYq3LQa3+onFYo9IAPwf+HV1dTj//PPjug4hJBPAXgD3UErnCCGPA/g3+I+E/wbg5wBui2vx0w86SulZEX4+DqBK8HWoPvLbAVwBAJTSA8RvBlwIYCbcopIRI4sULRYLNBoNsrOzQz4u2EwWAAYGBkRfJ5iQmOdhOMux4BGq4TA3N4fOzk6kpaWJmgUcitDcbjfa29u5Q4+QICIRhtQmEsGSGuGRFUBSnXakIliFQoHi4mJkZGTwVj+DwYDjx4/D7XYH5CcjtS1KSYxiReeJmEgQvzntXgD/Syl9ef6604KfPwlgX1yLL08cBFBH/A7n4wB246RvJcMIgIsBPE0IWQ8gFScLWSEhGTGyXKJKpQpLRCyyq6qq4mayLB8Zy3WAQM/DSJZjYrpZxsbGMDo6ig0bNmBkZET0PoQEzV5bKK1kJKJI9jE3+Mga7LTDjt1iJh6KQTKKJsJWv+rq6oCxAtFs1ZZiKJXdbo9rmBnx/+J+C6CbUvqw4Ptl8/lHALgWQKckG10GoJR6CCF3AXgbfinOU5TSLkLIgwAOUUpfA/AtAE8SQr4Bf9R9K40SjUj6jiHzDtvBnSysKDI6OrogsovnJvJ6vfj4449FuXWHc/xm6xw7dgyUUmzdupWLz8VAWHxhGkdW8AkG+wAIV5RYTKdqodOOsJOlv78fZrMZPT09CRncLkZLYPBYgVBkz4jS4/EsycTFOMXtnwBwE4AOQkjr/Pe+B+AGQkgj/Df1EIAvJ77DpYPPR6FQSBcQzEuX3gz63v2Cfx+D/3crGpJ/lAZHjExPqFKpsG3btoQdmCcmJmC327F9+/awx3Uhwh2lWcVYSK5erzdm27Hu7m44HI6IUSt7bKgbfSncdYTXZsfukpISdHR0oKSkhI9MAMAJSKyBhJQRo9h1gm3V2EyZgYEBmEwm3okTz3zoWEETmL9DKX0fQKgXfdprFn0+it+8P4Bf/20AeqsLRVkp+OqFtbj1nJpTU5Mr+YIqFVwu//AyZia7cuXKhFukvF4vzy9lZGSIIkUgdJGEVT43bdoUcISMpVDj8XgwPT2N6urqBRrHYCT7Dy9l0STUsZsZSLCZMpEE2qeCiYTQiqy3txfp6elwOBx8pkxubi7y8/NjctiJlexOxZt9KfH9Vzvw6tFx2N3++0trduKnb/Vg3GjHv1wdXsq2VEjKUdrtdmNoaAhTU1OizGSjwWq1or29HRUVFaiqqsKBAwdEP1dIdqzd0Gw2h6wYi9EmAn7bsuPHjyMrKwurVq2K+vjgfCQzkTAYDMjOzobL5Uq4t5jB6fHhT91aHBg0Ik2txJUbi9BSlSPqRg1+TPCxO3judai5MksRMUYCpRRZWVl8PjQTZgsddoRRcbhrii3iLGZa5HTB5KwdLx8Zh9MTGHTY3V787sNhfOXCWhRkJjeSjxWSR4w+nw9TU1MoLi4O62ITCuFuqKmpKQwMDGDjxo08uot0NA0GI0bm1JOXl4fm5uaw+b5IESPLlY6Pj2PdunWYnp4O+9jgddkN43K50NbWhvz8fDQ3N8NoNEKv1/Pe4vz8fBQUFMSl3RvU23Drs21weHywubwgAPZ1TGNDWRYe370Jqer4iZeQhXOvhXNlmG9jKEOQeCCF7RiwkNBC2aoxEwwWFYeaeS32/eZ0Opckp3kq4+NBA1QKglDvDLVSgcPDRly2Mby5y1JAUmI0GAzo6elBeno61q9fL/p5TJsozNGF61EGTpKdWGK02+04dOhQxHGoQOTjDyvUAMCWLVtgt9tjykdSSjE3N4eOjg6sWbMGBQUFcLvdyMvLQ1paGpqbm3lvMdPuMf1hfn5+VB9AL6X4yv+2w2hzg8UsFIDN7UPHhBk//lM/fnjVmrDPjzXSC54rI7Tw6urqCrAji4coFqslUKPRBIxKCJ55zV5Henq6aPfu5eTPKQXSNaoIf0uKdM2SDxJYAEl3pFAosGnTJtGSF4ZgYmST9kpLS0Pm70IRaShQSjE5OYm5uTmcc845cX+S2+12tLW18cl/rKNH7LGJEIKpqSlMTk6isbERGRkZASYSbJ3g3mKmPxwbGwPg1x8WFBSEdDs/OumExelFqB05PT680TmDf754FbJSk/MmZBZeOp0O1dXVvNWTHbuFeb3FlM/EomMURsXBtmojIyNwOBzo6+vj8qZQRJnohMDliPPqCsPeK0qFAttWiWuZXExI+g7Ny8uL2UgWCOxmYYWRSJP2xBRJWDWcuYPHS4qsZzrY3EIsMfp8PlgsFvh8PmzZsiWAFFhUFGodQkhA25+wEMKichZNEkIwYPTA5gr/e1cqCIb0NtRXhC5aSV00SU9PDzh2s7weG5cgJq8nBRIReAtbLwsLCzEyMoLc3NyAUa7sdWRmZoIQEvcgLBLeWScfwO/hd4MZAnD96dYOmKpW4hefa8TXXzgKj5fC46NQKwlUCgV+eUMT1MrkWurFg6RUpcM5cocDK9gwV+torXTRrMeE7jqFhYVoa2uLaT/ASaswrVYbsmdaDDmzfKJCocC6desWREqMFMUQbHAhhPlMHj9+HA6HA54IpAgADrcXGSnJj9RCEayQCIGTeT2hHRn7eSztfmIgVVGLjTUQOoCz1MfIyAgsFgusViv2798fLxGHc9a5FcBfKKUPEULuBXAvgO8m/IIWGZdtLMUf7z4fz3wwiBPTFqwry8YtZ9dgRcGpmXZISlU61oiRUorOzk6UlZVh7dq1USOISKJt1oPNhOQejydmQ1mPx4OOjg6kpqaG7ZmOFjGazWa0t7ejrq4Ok5OTC37OXmM80ZLQqWbFihUwGo3460QvgPC/dx8FMjXhb1gpq6nRXlNwXk9I8qzdz+PxSEJqUrUEhtpLcOpjZGQEr732Gj744AM0NTXhm9/8Jm666SZR60dw1tkJ4ML5hz0DYD9OQ2IEgJWFGXhgx6al3oYoSB5CxHqja7Va6HQ61NbWoqamRtRzQom2mQTG5XIFiK1jHYXAumpqampQXl4e9nGRKtiskr5582ZkZmZiamoqLPFIIfBWKBRwIzKBpKoIxox2FGeHj8iWwkQimORZu9/09DSOHj3KB1YVFBTw42oy9xMO0UiaEILq6mpcfPHFKC8vxw9+8APMzs7Gda0gZ50SQTvgFPxHbRlJxpKVg3w+H06cOAGz2YyKioqYKnnBESNz/i4pKcH69esXGMqKJZ7p6WnY7XacffbZIQ0phAileaSU8tcUr9t3vMhPUyJVReDwhL6Oj1JoR07giF6V1PxeokTEdIUsWnc6nTAajRgdHYXZbOYuO/n5+aK7WBajus3ADCQ0Gk1cI3VDOOvwn1FKKSFEFkouAiQ/SouBw+FAe3s7CgoK0NLSgsHBwZgn/7HHs6FZ4Zy/xexJSGgZGRmiqorBESNz1snOzl6gk1wMYjynMhVPt1uBEHVpAmBdSRYuP69pQX6PEU2wb6PXR7H/hB4vHZmEye7GpvIs3LilAiuj5ISkEmYzpKSkhDx2J9LFEg/EHusTcO8O6awDYJqZSBBCyhDBKkvE+v8E4J/mv8wBMEQpvSje9ZYzkhYxhoscGJGtW7eOi2xjzUuyx/f19cFoNEY0lI0Gl8vFR7Q2Nzfjww8/FBX1CCNGNj2wtraWT5wTYjGIMUOjwL9+qg4PvnkCTo+P06NKQZCmVuDfd/it1ILzexaLhQ/gstls6O/vR2ZOLu794yg6J8w8Au2ZtuDVtmk8cFUdrt4U+TSXKDFGSjsEH7uFXSyhqsRSwev1iprcaLPZUFlZGfP64Zx1ALwG4BYAD83//w8xLz4PSul/A/jveQJ+F8DDUZ5yxiIpxMjyesJPWEop+vr6YDKZFhBZrMRIKcXAwACKiorQ0tISd3KdCa7r6uq4AYFY8Ti76aanp9Hf3x/WD5I9NpnEyPby6foSVOWl4dfvD6N1bA5qpQJXbCjCbWdXoTR74QeH0M6ruLgYfX19cCnTcMfvezBoClQWeHyAx+fDA2+cQEtVDspyQucqpTLEEENqwV0swVXizMxMuN1uOJ3OhM0jxE4bTGCmdDhnnYcAvEgIuR3AMIDr41k8CI8CeJdS+roEay1LJIUYmWSHESNrx8vNzQ05/U+pVHLjiWiYnZ3F6OgoioqKsGZN+E6OaBgfH8fIyAgXXDOI7ZemlMLhcGB0dHRBZ04wQhEje75U8hS2fmNlNh7fXR/X800u4F9eGYbRFl5u5fP58MKhcXzj4tqw60gRMcazRnCV2GKxoK2tjR+7hTNlYj12R5pPLYTVao2anw6FCM46gN9kVRIQQm4FUA3gLqnWXI5ISo5RGAEygXSkdjwxESOlFKOjoxgfH+edFfFAWL0OFlwD4sXj7e3tAICWlpaoewkmRvZ8p9MJr9cLp9MJnU6HvLy8pObJouF/O22YtUc29XX7gIMnJnE0fw4FBQXIz88P6OuWghilkNiwY3dKSgqampr4sVuv16O/vx9qtZofu8X0pYvNMSYQMSYdhJAWAP8M4DwaYd6JjCTJdZhZLRsqxWYph0M0YvR6vXxo1tatW6HVamG1WmPaF6UUTqeTj0MNrl4L9x+JGK1WK9ra2rBy5Uo4HA7RrjWMGJkPZHV1NQoKCkApxYcffgiTyYTBwUF+wxYUFCzq/Gi3x4ePJ13wRQmWFQSoqyzChg010Ov1C/q6pSi+SGUgISTp4GO3w+EI6EsXjqMNlUuMhRhP4ZbAuwDkA/jr/O/lEKX0S0u7pVMTSTlKE0LQ1dWFgoKCqEOlgMjEyCzH2DgEIHZtIuvbPX78eEDRJxQirc3aFevr65GdnY3BwUHR16eU8uh506ZN3G6MjYNYvXo1gJM3LJsfHcraKxmwe7yhCtoLoFEpsKu5HCkpKSgvL0d5eXlAX7fdbseRI0ci9nVHg1SV7UiRZ2pqasD+WU90Z2cnfD4fr3azY7fYKNZms8V1lF4MUEq/uNR7OF0g+Z1mMBig1WqxYsUKfrNHQzhiZIUNRiTRHh8KdH5IV29vb9TIFQivTxwYGIDBYBA1+S8Ybi/FyMQUPA4bLzyFy2MKb9hgay8W9Yg9/sWCDI0SKSoCjzs8O6oUwFUbi7GpPPDGF/Z163Q6NDQ08L7u48eP85a/goICUUUQqSJGsVEeIQTZ2dnIzs5GTU0NPB4PTCYT74lWq9VwOp1wOp1Ro/hT+SgtQzwkJ0atVovy8vKYjhPBROfz+dDb2wubzRaysCE2YmRHcEopmpqaRBU6gtdm7YFpaWkxV8Dbx2fx07dP4PCICQBQkZuKr6cacMXGEihFcFqwtZfT6YRer8fg4CDsdjuys7NRUFAAlUqVcDWYALiiNg37+hwLDEXZz++5aCVu3hZdihKur7u7uxtutxu5ubkoKCgIWwRZjIgxElQqVUBPtMPhQGtrK8bGxnDixAlkZWWhoKAAeXl5Cz4kLRbLKRsxyhAPyYlx3bp1GBgYiEuXCJwUfxcWFobtmxYTMQpnung8npgswhgxCvOBkdoDQ+HgkBFf+t1ROAQkM2p04Nsvd+E7L3dBrSS4fH0Rvn7RStFrCo+vbCyqXq+HTqeD2+3G8PBw3Ca3AHDdunSMOTToGJ+Dbd6CXq0gUCoIHrx6Da7cWBzzmuG0hywa02g0PLfHorFkmdTGi9TUVKjVamzcuBEKhYIfu8fHx+Hz+QImFMarNCCEPAXgagAzlNJN8997AMAdODnq83vzg59kJBlJk+vEQ4wsqoiWB4xGjFqtFr29vXymi16vj2n6n8/n40L04LkwYkApxX2vdAaQYsDPAbi8FG92zeDv/QZ8/6zYK9HCsajFxcUYHh6GRqPB0NAQz3OxY7eY3CSlFCoFwROfr8f7fQa8eGQSRpsbDRVZ+PyWClTlSeNKHVwEYVMKWU41OzsbaWlpkughpZwpzdYKd+zWarXYvXs3DAYDfvnLX+Lyyy+POgsoCE8DeAx+6zEhfkEp/ZkkL0KGaCSFGGPRJQL+m9xms+HEiROi84ChiC5cLjCWYg0hBBMTE7DZbHF31Hx0fBjTc9Et/r0UMDs82HvChyvOj/kyAVAqlVzDxwxW9Xo9RkZGuO1XNCMGQggUhOD8ugKcXxf+g0lKpKWloaKiAhUVFTwKnpiYgMFgwJEjR0TtOxykJEYgdEeP8Nj91ltvcUPk//zP/8Tjjz8uem1K6Xvz5hEyTgEkTa4jNmJ0u93o7OwEpRRbtmwR9UYOtb7b7UZHRwcyMjIW5AJjyUnqdDqkpaWJqqYDgZIQSin6+/sxOKaHRq2Eyxn9d+ClwKFpH7w+CqVEs3aFBqurVq2Cy+WCXq/H8PAwl9awHFm0kQmLCRYFU0qhVqtRXV0Ng8EQYCDBomAxBTCpiVEMVCoVvvxlScc+30UIuRnAIfj9Gk8rk9rTFUntfIkGZii7cuVK2O120W/iYKJjvcqrVq1CaenCoTpiiNFut6O1tZWP3RSzF5YPI4TwIk16ejouP7sRP/rwH6JeCwD4ALi8PqQpkiPu1mg0C0YmBEeTyZ63HAsYoYXr62aSGmEnS6i/12ITo1QWZwI8DuDf4M++/BuAnwO4TcoLyAiNpB2lo0WM4+PjGB4eRkNDAzIzM0VrAtn6jOiY92GkXuVIxrbAye6cjRs3wmAwxJyPdDqdaG1txYoVK1BRUQEA+OTaQrx7XAuXN3quLEMFpKoW5wYWSmtYNGkwGDA1NYW5uTn4fD4elS1VNBmKYIR93Sy3ZzQaubY0NTWV75uNsVhsYrTb7ZIOwqKU8jGUhJAnAeyTbHEZEZGUo3SkiNHr9eL48ePweDwBhrKxXoNNEWSjECLdxJFyksPDw5ienub5RJPJFFMF22g0ore3d8GMmn/fsQFf0B/CiMEecRZLqkqBy6pJ0hxpooFFZWlpaZiamkJZWRn0ej0fwMVyfMmezSKEmKq0SqVCUVERioqKQCmF3W6HXq8PGL5FCJGE3MXKh6SeEMjsxua/vBZAp2SLy4iIRY0Y2fS/srIyrFixYsGbTexRxOVywWazQaVSoampSZRFWPB+mMZRqVQG5DZjKdQ4nU709fWFLBhlpaqw986t2H9Ch99/OIjxWSeGTW4Q4hd8A35X7eaKdFy2QnyhKhSkdN5mFdeVK1fyaHJ0dJTr8xhRJjOajFXHSAhBeno60tPTA4ZvjYyMwGq1wmg0JiSMj9WkNh4QQp6Hf4RBISFkDMC/AriQENII/1F6CICkyUsZ4bFoch0moQk3/S+UVVkozM7OorOzEykpKaitDe3wEm5tBuE41BUrVgQ8NlqvNHDSiMLj8aC5uTlsFV2lVOCSdcVYn+WG2+2GJrcUz308iiMjBihcNny2qQRrcoCxsTEcPXqUy1gWs0eaIVTEGZzjY5VuZqCRrGgy0SMwy5vabDYUFxejoKAgZF+32HTBYhhIUEpvCPHt38a12BkGQsgV8FupKQH8hlL6UIjHXA/gAfg/ZNoopZ+PtGZSTSSAkz6Ms7OzEdvpWJQZ6Q04NjaG0dFRNDU1obW1VfSehMRoNBpx7NixsI7fCoUCbnd4hxk2+Y/1AcdSpCnPTcVNm7NxTqYW9fVnQalUglIKg8GANWvWwGg0cj0f6w5JtjN18D4j/UwYTbrd7gVO4AUFBTEPHgsFqYoYPp8PKpUqbF+3mHndwPJw1lmuIIQoAfwKwKUAxgAcJIS8Rik9JnhMHYD7AHyCUmokhETtVEiaiQQQ6I4dzZ6L5SVDEafP58OxY8fg8/mwdevWmImCHaVHRkYwMTERUSsZyY+RVb9Xr16N4uJitLa2iiICFoX29/fDaDSiubmZk+LAwABSUlJ4Gx1zAGc378DAADQaDY8m452PLTXUajVKSkpQUlLCK8Y6nQ4OhwOHDx9O2EQiWZ0vwuJT8LzucH3dYvfDzHFlLCq2AuijlA4AACHkBfgnKx4TPOYOAL9iUidKadTxEEmza/F4PDh48CDWrFkjaihQuNyew+FAW1sbSktLF+QlxUYWTLSdmZmJLVu2RCTWcPuYmZlBX18fr6KzdcWa2k5NTSEvLw+bN28G4L/Zuru7odFo0NTUxNfxer3w+Xw8OgP8HzCsyONyuTjphJOpxINEOk1YxTgjIwN6vR4NDQ0wGAycbNhcmYKCAlH6Qykjxmi/n3B93cKZMqmpqUnPMcoIi0JCyCHB109QSp8QfF0BYFTw9RiAbUFrrAEAQsg/4D9uP0ApfSvSRZNCjCMjI3A6nfjEJz4hukoXqmDDZDShjr3s8dGq2g6HA4ODg8jIyMCmTZtEmcoKiZFSisHBQej1epx11lkBN7YYYnQ6nRgYGEBqairWrFnD3X46OjpQVlbGrdTYvtgN6PP54PP5+KwRYXQ2OzvLZSppaWnIzMyMeZZ3uNeeCBihhYomhfpDRpLhoslkRoyREK6ve3x8HLOzs3A6nXzvwcPDAJkYkwQdpfSsBNdQAaiDv7hVCeA9Qkg9pdQU6QmSwuFwcNlCLMc+ITFSSjE0NISZmZmwx14x1WOTyYSuri5uuiDmxheu6/V60dnZCY1GE9JZJ9oezGYz2tvbUVpaitnZWdjtdr7mmjVrovpCMq9Gn88HSiknStYjDfh/31NTU5idncWhQ4eQl5eHwsLCuI6wyUAo/aEwmszIyOBpAvahc6qYSLC+bkopMjMzUVZWBoPBgL6+PjgcjgVemfHmGMMYSOQD+D2AGvgr0tfLXS8hMQ6gSvB15fz3hBgD8BGl1A1gkBDSCz9RHgy3qOTEmJaWhg0bNuDDDz8UPScDOEmMHo+Hk1GkFsFoIvKxsTGMjY2hubkZVqsVer1e1D4Y2TGrqYqKClRVVYV8bKSIkR296+vrodFooFAo0N7eDqvVirKyMp5jFEvWgP81q9VqTpCUUi5sdjgcWLNmDUwmU8ARVmwL3WLNalGpVAuOrsHdLE6nU5IihtgBVmLWUSqVIfu6WavlRx99hAMHDqClpSUeQn4aCw0k7gXwF0rpQ4SQe+e//m7CL2b54SCAOkLISvgJcTeA4IrzqwBuAPD/CCGF8B+tByItmpSqNCCuyiyEUqmEzWZDX19fQAdJOISL1piUxu1283yi3W6PqZuFFRDCVa4ZQhEji3Z1Oh0vsjCo1Wqcc845MJvNGB8fR3d3NzIzM7kJgVhtIIsmAX+Rpq+vD6tXr+Yylfz8fAB+3ajRaERHRwcAv7ymsLBQ8tGi7HUfmzSjW+9FpdmJ4qzoLYbCo2t1dTXvZhkcHITJZML09HRMBrfBkOpIHup9LHQ3AoCKigq0trbiL3/5C/bs2YMnn3wS27YFp7pCI4yBxE74j34A8AyA/ZCJcQEopR5CyF0A3oY/f/gUpbSLEPIg/KMbXpv/2WWEkGMAvAC+TSmNGCklrfgSqcocCna7nZOJ0K07HEJFjGymS1FRUcBMl1hE2zqdDkajEWeffXbUVEDwuj6fj8+maWxsBKUUlFL09PQAAJqamqBQKJCWlsYjJrPZDJ1Ox+VHjCTFkJder8eJEyfQ0NDAIywWTfp8Pi56rqiogNfrhdFo5KNFmZEEsyVLpPhyYNCI+/f1YtbuBqE+PHz4Y2xfmYs7P7ECGSkq1BSkQyXCIIN1s5hMJn601uv1OHbsGLxeb0ClWwzhxXJiiQQxH/BlZWUoKirCbbfdhksuuUQK2VKJoOtlCkDkYd5nMOY9Kt8M+t79gn9TAN+c/08UkibXEeuww3SOJpMJK1asEEWKwML+Zyb8DjWNMFqvNNtHT08PzGZzQL9tJAgjRpfLhdbWVhQXF/No1+v1oqOjA4WFhSE7fYTaQNa3rNPpMDg4CKvVipycHBQVFSE/P3/BjTk+Po6JiQk0NzcHfPgIo0mWm2R/h8LCQhQUFHCzVUaUCoWCV15jPVK3js3i6y92BXlPUrzXZ8Tf+4xIUyugVirw5fNW4AtbKkStTSmFUqkMGU1OTU2ht7cXaWlpPDcZLpqUsogj5gOeFV+EfwMpQCmlhJDkDSaXsQBJjRijEaPb7UZ7ezuysrJ4C5pYCNv82IzopqamkFXwaN0sbB+5ublYv349+vr6RO+BeR92dHSgrq4OeXl5vHe3o6MDtbW1ouRKgL/TROjQHex0XVRUhIKCAkxMTMBqtS44qofaHwD+GGE0yUinqqoKHo8HIyMjMBqNOHjwIHJycrgtWbRI6ed/GYxoyGtz+wC3D7/cP4Q5hwdfO78m6u8hVKEsuDfaZrPxaJLNjA6WMCXzKB0KElelp1mvNCGkDEBU7Z0M6ZA0YhR2v4QCI5Pa2lqUlJRgenoadrs9pvW9Xi+6u7vhdDpDzogWPjYcMTLRNtuH3W6PyUTCZDKhr68PGzdu5KTMNIebNm2Ke/5HcL7QbrdjZmYGBw/6C2llZWWYnZ1Fbm5uTHZtwXIg1h2Snp4OpVKJ6upqzM3N8VyfWq0OaFUUwunxoWN8TtS17W4f/t+BMdy0tRLZqZHfdtGq0oQQZGRkICMjAytWrOAu2kIJU35+Pjwez6ISo8QTAl8DcAuAh+b//wepFpYRHUtylJ6YmMDQ0FCAWDoWc1vAf/P09vaivLw8qoV8uByjVqvl41DZG1pMrzS7vslkgsPhQEtLC1QqFQghGB8fx+TkJJqbm+P2OBwz2vHsR6N4v98AjVKBTzeU4Jr6Ymi1WqxatQrl5eXcKqynpwcZGRk8Nyk2pyskyenpaUxNTXGdp9C6nxlJnDhxAk6nk0dmubm58EYbQh0ElYLg730GXLUpckdWrCYSQhdtYTRps9n4KNf8/PyYPkSC9yNW4B2nXCeUgcRDAF4khNwOYBjA9TEvLCNuJL34IgSzCnM4HAssx2Ihxrm5OYyPj6OsrAyrVq2K+vhgdx1WOdZqtQtE22IKNaxF0eVyYcWKFfx1sM6UaEfcSPho0IivvtAOt5fCM088j+0fxG/eG8BvPrcGVVX+/KXwWMna8dra2kAp5SQhxtxhdHSU60VZVVx45BaKtQF/Llen06Gvrw+pqakozVJjfC58b3nA741SONzi8s7xRnrCaHJqagrNzc0wGo3QarV8zywCFju0SmzEGO+EwDAGEgBwccyLyZAEST1KC8mIVYwLCwtDRnhiiXFychJDQ0OorKwU/cYOFm0zu7FQ4wuiESMzkSgsLER+fj76+/sxNzeHubk5FBQUiOquCYc/d2txz55OBAdiTg+FhwA/fW8az6wMlDEJBdQsT8u0daz6zAo4wg8iNobBZrPxarnwdxCqgOPz+XifMeD/m948O4af/2MGESwnBdcENldGL65JNT6VnVyE0STzbWSSLqFZRzgyFkuMLpcr5pnjMk5NJO0orVKp4HA4AJx0tIk0/S8aMbKjM5s1PT09HdEFRwihaLutrY37QUZ6bCgITSTy8/NBKUVGRgZaW1uRlpYGrVYLm83GiySx3CSPvDuApw+MLCBFBi8F2sfNmJh1oDwn/AeCcIwBEyFrtVqeL2SEPjQ0BLVajfr6+qhpCGBhAYdSipSUFHx22yrYFan4r7+PQkEAhyf0C1ApCNaXZmJ1UfSjplSdL8EI9m0UjnJl0aSw5Y9BrOyHELLoM2ZkJAdJjRjdbjd3tGlubo4ogYlEjMylJzc3F42NjfwNGMvkP6/Xi8OHD0cdzRqum0Wn03E/SVaEmJubQ3d3N+rr65GTk7PgWAv4JTJFRUURDVJPzFjw7IejUccgaJQEE6bIxChEsAiZFXAOHToEhUKBkpISGAwG5OXlxV3AoZTi1u1V2FlfjH2toxjTzeHgDDAx64TT4wMFkKIEyrNU+I8rVoiSA0kVMUZD8ChXm80Gg8HAXcBZblJMEYdpVmUsDySNGAkhmJmZQU5OTlRHGyA8MbLqNbP6ivb4UJicnITdbse5554b1dQilKv4yMgIpqam0NTUxIssU1NTGB0dRWNjIyf8UMdaJrex2WzIy8tDUVHRAiL6/aEJuL3RSd7tpSjMjP+oplAoMD09jXXr1qGoqIjn3np7e5Gens6PnGKLRsJoUmO1YmPaHD572XqkpKSgfcKMv/cZ4aUU26uzsSrTC6N+Ch8PnQiYeR2q20cqmU2sRMWiycrKSh5N6vV6mM1mdHV18T1Heg+dCv3pMhJHUojRZrOhp6cHKpVKdM4tFNGxQVfC6jWDmIiRUooTJ07AYrEgIyMj5nkczBrM6/WiubmZf7+/vx8WiwXNzc0R3X2CdYlGo5FHnkIiGjXaIWJmFmoK0lFTEPk19Exb8OT7wzg4bOIV7S9srUQK/ONl16xZwyVAwtyb1WqFTqdDR0cHH4gl1oxCq9ViYGAAjY2NPO97Vo0GLdX5PDfJrkcIgcVigdFoxOjoKBQKBY/aWFQtVd92IhBGk7Ozs1izZg3vNGIzZYRGwlKROSFkCIAZ/tY1jwTOMqcMrE4PXj06js6JOTRW5WDH5gqkaRbHhDlWJIUYzWYzVq1aBa1WK/oNLjSIZYRmNpvDDrqKFjF6PB4uHm9qasKBAwdieg1utxutra0oKCjgJhKsGp2amorNmzfHdPMKCSCYiDK8digJIpJjukaBh65ZH/Ea73TP4LuvdMPl9fFc5VMfjOCFQ2O4r0WJC7c0hKyaCnuWa2pq4Ha7odfr+Tzn7Oxs3jUT/EEwMTHBUyXCv1MkcTmrGrPIzGAw8LEDOTk5cLlcCRtASJ2nTEtLQ2VlJd/z7Ows9Ho9BgYGoFAo8NZbb0np3n0RpVQn1WKnAoxWF67+5fswWF2wu734Q6sSj+/vx2v/51xkp546s80ZkkKMpaWlsFgsmJycjP7gILAulOzsbDQ3N4cln0iibZvNhra2NtTU1KCsrCzmPXi9Xhw8eBC1tbWcyJiHYnl5eVSDi2gIJqKUgin8ZaQ7LDHWFaXjV7sbUJkXPkdrdXpw76vdC7pQXF4Kt92L3w+n49OfFCclUavVAbNemERneHiYR1JFRUWYmZmByWRCU1NT1FRJOHE5cFJ6RAjB3Nwc7x1n+sRQ4vJoSOboVKVSGSC+NxqN3LezqakJX/ziF/H1r389Kdc+XfHEewPQmh08j25zeTE568CzHwzhrk/WLfHuFmLR5DpiwAhp1apVKC0tjfjYUJP/gJPmtps2beKyklig1+tht9uxfft2nju0WCzo6urC2rVr+c0gFXQ6HazTQ/j6BSvwq/fH4HT7CxYAoFEApZkK/OyKMhSmRY5O3zqmDfszCqBr0orpOSdKsmMTnRNCFvg/MuJyuVwoLS2FyWRKuIDDIsqMjAw+/ZE5lzP/w1jm4CzmTOm8vDzs3r0bfX19eO655zA1NZXIchTAn+Z7o38d5FZ92uK9EwtnrDs9PvytV3vmEGMsJhIMMzMzsNvtOPvss0WJZIMjRmGRhM2IDka03NXIyAgmJyeRlpYGjUYDQgjPn23evFnSmcGA3zOSiZC3azQ4a2UhfvvBCLqnLMhJVWH3WRX4ZG0WzCYDurq64PV6w+b+JmftsLvD51wJAabmHDETYzA0Gg1mZ2dRWFiI1atXc7kLG3rP8paxaEwB/99ToVDw6Y3MCZx5NwJ+cbnBYEB/fz9SUlK49CiU2mGxCzisTzolJQXV1dWJXPJcSun4/MCmdwghxyml7yWy4KmAmsIMHJucg/DXqVQQrCo8NR3PkxYxRhoqJQQTGptMJmRkZIhuwhdGjCz3RykNa27LiDRUpCH0cGxqasLY2BgOHz4Mr9cLQggaGhokJUXmKGS32wOOoZsrc/Cf19cveHx+Thaqq6tD5v6YZjJFFTmCcrh9KM5KTHzM3IJycnJQU1MDQkiA3IXlTbu6uuDxeDiJ5+TkRM3HejwerjEtLy8HEF5cvnLlSjgcDhiNRvT09MDtdi8wkVjs8QjMtT5RUErH5/8/Qwh5Bf5hT6c9MX71wlq82z0Du6DzSaNU4I7zo3euLQWSRoxi4PF40NHRgfT0dLS0tOCjjz4SLaZlEanQ7qu6ujrsDRhubrXb7UZbWxvy8vL4TJbKykpYLBb4fD5kZWWhp6cHXq+XaxITMXplnTdpaWlRxdXBCJX7Y+LtkbHI0bmCABZn/HNhWO63pKSEz6kJBiuqMJswvV7PDXmzsrJ4vjC4mMa6iVasWMFbD4Ho4vLS0lL++GATiczMTEl0hYvprEMIyQCgoJSa5/99GYAHE1r0FMHG8hz8z5e24aE/duPEtAXryrLwvU+tx+riMyhiFHOzW61WtLW1YeXKlbxAEovrN5v/fPDgwZAejKEe7/V6A25KtodVq1Zx2Yrb7Ze1FBcXo6qqCoQQXqnV6XQYGhqCxWIJq0mMBEYAwiFY8SI49/eP2eMAwhe7UtWKiEftSGDtnNXV1QHEFQkqlSpgIBYrqjD/R1bAUalUaGtrQ21trai/YbhWxby8POTm5oIQAofDgcnJST4HJ9rwrUgQWx2XyFmnBMAr83tUAXgu2jS70wkt1Xl46Z/OWeptiMKSRIxMVFxfXx9gTBtLXnJmZgY2mw2f+MQnRMkkgnWPBoMB3d3d2LRpE9LT07krS2dnJ1avXr3gJlWr1QGtdiaTKUAcXVRUFNHdxmq1cs/GSJ038cBmsyHbpUdaBPLzeilq8mLPL9psNrS3twfoH2OFcJZzbW0tnE4n9Ho9ent7YTQaeeU/llEYkeRAqampyM3Nhc/nw8qVKwPmRrM5OKEi11AQe4KxWq0JH6XnZyNvTmgRGZIgqcTILLzYm1g4inTLli0LSEQMMbKc5OzsLD+6iYGQGNmgrKamJqjVahBCuLXWpk2boh6JhF6JTJOo1WrR1tYGQkhAGyDgl3OwSrmEfn0A/AWJY8eOYdf59XhpsAvjJseCfusUFcGlqzLQ3dHKDV8LCwuj3shmsxmdnZ3YuHGjaGd1MUhJSUFOTg6Gh4fR3NwMSinvEGJFlcLCwpimTAqjSavViqGhIaxZsyZAP0oI4XOj29vbAYD/LFx6JBZnHXl06vJBUo/SwrkvbPpfSkpKyFGkgDjRNstJNjc3xyTaZkdpZmzLNJKEkIDqcKzuKEJNImsDZD6PDocDGo0GDocDTU1NMd3oYqDVatHf38/bEp+6qQm3PHMUs3Y3rC4vFMSf4P5EbT7+47MboVYquNymp6eHz0kuKioKcL4GwAsbwnkyUoERbn19PScT4QAvnU6H7u5uuN1uPsAreH/hwCLcDRs2ICcnJ8BVSTgHR9j2J5yDU1hYyMehsueJjRjj0czKODWR1IiRER0TXEeb/heJGO12O1pbW1FdXc2rlrGAEILu7m4UFhairq6ON/339vbC4/Ek5KEohEajQUVFBcrLy9Hf3w+9Xo+cnBy0trYiKyuLV5EjtRKKgdAQl5F5RW4q3v4/2/F+nx4fD5uQqlLgsg3FWFtyMpJJTU0N6OAwGAyYnJzkx0zm8TgyMhLQ4icVTCYTjh8/Hlb+lJ6ejhUrVnBn7uD9sQJOqA8wq9WK9vb2gMickWmwuJwRnjCaNJvNMBgMAUJ2pVIpKi9ps9nkiHEZIakmEiqViifcxQiuwxEjywdu3LiRFxtigc1mw8zMDKqqqlBTU8PzWR0dHcjLy8PatWslbf5nPdYKhYLLh9hEQK1Wi+HhYd7VUVRUFFMkSSnFwMAALBZLyI4TpYLggjWFuGBN5EIG4P99Cw1vzWYzBgYGYDAYkJWVhampKRQVFSE9PV2S3w9zrhFLuMEzqC0WC09ZAIETFVkOVxiFhgI7cqtUqgXicuHwLbfbzXOTDoeDa0jDzcGJ171bxqmJpBEjy71ZLJawgutghCLG0dFRjI+Po6WlJeTNFE20zbwgmWuMz+fjNmY1NTWiq6xiwaraBQUFAZMBhSMDamtr+bhYdmRkVdpIlVOmt2TaSinJnBDCW9suuOACeDweLtx2OBy8Ch/veAAmK2pqaopr5IPQuYhNVNTr9RgcHITZbIbL5UJtbW3MeUnA/75Tq9UBciCWi/V6vfB6vcjKyoLBYMDg4CA0Gg2PNIXdURLIda4A8Cj885F/Qyl9KKEFZcSNpBAjpZS7tKxZs0b0jSAkRkYCHo8nrG1ZOG0iAyuyNDY2wul0YnBwEIODg/B4PAtszKSA3W4XTbhpaWmoqqriU/qEwu1QY1NDiaulAhOcOxwObN68GQqFAkqlEhUVFQEzqWdmZuKaMcMs2lixSwowQ96MjAx0dnZi3bp1sFgsOHToEDfkFVNgEiJYDuR0OjE1NYXa2lpkZWXxDy2n08kHnjmdTnR2dsJgMMQ94wcACCFKAL8CcCmAMQAHCSGvUUqPxb2ojLiRtOJLbW0tJiYmYho8zgokwvEBkUggnO5R6PbNiiwpKSkoLi6G0+nEypUrMTs7i9HR0YDukURyjHNzc+jq6uJJ/1gQrPkTjk1NTU1FXl4epqamUFVVFVd+NRLYB5BSqQxrERc8HiAWM96xsTFMT09zL0spMTs7i+7ubjQ2NgYQIIvGhQWmwsLCmKJd5s7E5FXCaFKj0aCkpIR/sOr1eoyMjODGG2/EunXr8Oyzz8YTPW4F0Dcv2QEh5AUAOwHIxLgEIFG6A+JuHXC73Vx+IfZmnpiYwNzcHAwGA+rq6qLOYz58+DA2btwYcMQW2o2tXLmSdz8ws9hNmzZxAhR2j+j1ek6eRUVFMVWnWXVY6tZBwH/TdXV1Qa1WQ6VS8SN3It03DF6vF52dnfx3Fc96zIxXp9PBarUiLy+P9zCPjo7CYDCgoaFBksKWEMIiTqTjMysw6XQ63nYaLdpl3VTMXSkYweJyAPjEJz6Bt99+Gw6HA3V1dbH+Lgkh5LMArqCUfmn+GzcB2EYpvSuWhZYYkluYE0IOL4UnZVKr0qEmBUYCsyrbsmWLqE/c4JyksHLNEvY+nw9dXV1IT09fkJcTdo/U1dUF6BGBk3ZYkZLqIyMj0Gq1AVP2pMLc3BwvVmRnZ/Pum8HBQU5CsXbfMLDe5EgtfmIQyoxXq9Wiq6sLhBCsWrUKHo9HUmJkUiIxRZzgAhP7G7e3t3ND3qKiIj5RkZHiqlWrwgrxhblJSikefvhh/oEqtSRLxtIgqVVppVIJp9MZ9bFM+K3T6VBSUhKTkQT7xGZFlg0bNvA+WVZkqaysFBW1MsE4m6fMOlucTie/gZghAjuuM+MJqS2u2IAmoawluPtGOJogIyODC7ejEXQ8LX5iwITvOp0OhYWFqK6uDnAFl6LXnLlox1PECdacMlOOkZERmM1mZGZmYm5uLmTnUyhQSvGrX/0KR44cwZ///OdEPxjHAVQJvq6c/56MKBBbtCKEXAdgD4AtlNJDEddM1lHa4/FgcnKSv9HCgR3nWN5mamoKGzZsEHWNrq4uVFRUwGazYXh4GA0NDdwujM3pWLduHfLy8uJ9GXyPer0eWq0Wc3NzyMrK4jNcVq9eLfmcj4mJCYyPj2Pz5s2ijvRCKYterwchhJNkcLRrt9vR1taWlNZESim6u7uhVCqxZs2agN8Li3Z1Oh0sFkvIAlM0sLxrY2NjQoWOUHC5XDh06BAyMzNht9u5nCrU7xDwv9Ynn3wSf/7zn7F3795E90MIISoAvfDPkh4HcBDA5ymlXYksvMhY9KP0fNGqF4KiFYAbgotWhJAsAG8A0AC4KxoxJl3gHeko7XA40NraygXHs7OzMRVrCCEYHh7mM1kUCgUfwjU0NCSZh6JSqeR6OofDgaNHjyIlJYXn1YqLi0VXaCOBUoqhoSHMzs7GJDgPlrI4nc6A7htm/6VUKuMuEEWDz+dDZ2cnMjIysGrVqgUfFqF6zYVtgIzIwx2NhXIfqWc3szEWwrw26xASypVYVwwhBE8//TTeeustvPrqq5KQNKXUQwi5C8Db8Ec+T51mpLhUEFu0+jcAPwHwbTGLJl3gHa6TRXj0ZRFdNCIVgunssrKy0NDQwAl1aGgIRqNxwQwSKWCxWNDZ2cmdvEP1SbN8VqyETCnF8ePHQSlFQ0NDQkfzlJSUBd0tw8PD0Ov1KCgogMPh4E7ZUsDr9aK9vR35+fmiTFqFveaAX4DP8pKhzHjZB52Uch8Gt9uNo0ePYuXKlQHFvuAOIZa2+NnPfoYDBw7AYrHg9ddfl7QziFL6JoA3JVvwzEAFgFHB12MAtgkfQAhpBlBFKX2DELK0xAiEJ7rx8XGMjo4umDXNuhGigRVZMjMzeZEFAI4dOwaVSoXGxkbJc36sa0NoMhGcs2KRGpOJsJxaNLsrplHMzs6OuzocDizqdDqdOOecc3judGhoCGq1mhN5vDe4FEWc9PR0VFdX844Tg8HANZ1qtZr3tieDFFtbW1FTUxNRASGUKzU2NqK1tRXXXnst7rzzTvznf/4nNm7cKOm+ZASgkBAiPPY+Ecu4B0KIAsDDAG6N5aJJyzF6vV6YzWZ0d3fz0aM+nw+9vb1wOByor69fcFRk+sUtW7aEXddkMqGrqwvr16+H1+tFb28vNBoN7HY7KioqUFNTE++Ww4Ll/BoaGkQfm5hoW6vVctF2cXEx8vPzA0ibvWYphmyFwuTkJBe5BxOL3W6HVquFVqvlkZqwQhsNjFgqKyuTYqAwMTGBkZER5OXlwWQycSKP1XknFNjemYJBDF555RX8+te/xhtvvCG1S9JyGUa9FDnGswE8QCm9fP7r+wCAUvrj+a9zAPQDsMw/pRSAAcCOSHnGpBGjz+eDzWZDa2srtmzZEuCUHSoHxZ7z0Ucf4eyzzw655uTkJIaGhlBfX4+UlBRuI9XW1obc3FzYbDYoFAoeBSV687C+ZLPZHJLIxULo32gwGJCeno7i4mJkZGTg2LFjoqugsYIdnzdv3hx176GIPFJxhMlago+gUmFiYgKTk5NobGzk12fCba1Wy513hEoBsfB4PDh69GhMpLhv3z488sgjeOONNxIu5oWATIxhIIIYYypaEUL2A/jnU6L4YrFY0N7ejtra2ojyECaDCQZrWZubmwsosuj1ei5pYcdbh8MBrVaL7u5ueDweFBYWchKK5eZhc2TUanXMM6SDEezfaLFYMDY2hmPHjiEzMxM2mw12u10yDRzzrLTb7aLTCsLuG5/Px4XvrPuGfdgwGzVWrJC6sg34u2VmZmYCSBFY2EZpMBgCRieIcS5ipLhixQrRpPj222/j4YcfThYpykgA4YpWhJAHARyilL4Wz7pJjRjdbjfee+89KJVKNDSEHvYejA8++ADnnHPS/pzl31JTU7F69WpOnOzmYRKdUGASETaBMD8/H8XFxVEjDDbfpKioCCtWrIjxlUcH0+KxIgs7zjIzieLiYtHH2WAwyYxCoZDMNYgVmHQ6HbxeLxwOB9asWYPS0lLJpUqjo6PQ6XQxdcsIRyfo9XqeEwwugnk8HrS2tqKqqkq0fvPdd9/Fgw8+iDfeeCMpkfE85IgxDJaq8yWpOcYTJ06gr68PF1xwgWiJhZAYhXIeNgCKCat9Ph/Wr18vusjCqrMzMzOYm5sLm/NjRhCrVq1Kyo3Acn6hNIqs0q7VamGxWJCbm4vi4mLRnS1StPhFAov8S0tLYTabYbfbE3bdEWJ4eBhGozHhqjyT2mi1Wt4rnZ+fj8HBQVRVVUWdWc7w3nvv4V/+5V+wb98+0c+JEzIxhsGyawm02+1wOBxIT0+PS3c2OzuLzs5OrF+/HtnZ2aCUchdwJguJ5cYPbg1jU+X6+vp4zk+j0aCnp0dyK3/AH9WwGz+cRlGlUvEpgLF2trDqMBviJTXYCIXNmzdzwbPP5+MfNj09PdxIVkz3TTCYfViipAgslNoIWxS1Wi0opVH3+MEHH+B73/seXn/99WSTooxTEEmLGFlLXvDROBo++OADrFq1CgMDA6ivr+cyEofDwSM5Ke3CWM5vcHAQWq0WOTk5KC0tRVFRkWTdFZRSPoI1lig3eI8zMzP8qCgsMLFCiNQtfgysNzmSYYOw+0an04U9zobCwMAArFYrNm7cKLnMyuv1orW1FeXl5TzSZR04CoUiYI/sg/bgwYO4++678frrryflQyYE5IgxDJbdUZoR44EDB7Bt2zZRb3hKKfbv34+srCzU19fzIgu7MZMVyY2MjECv16O+vh4ejwczMzM8shBjJBEJ7HibmZkZthofK4QyG7fbDafTiVWrVqGyslLy43O8bXjC46zL5QpZQWZFIofDgY0bN0q+dyEphpITOZ1OTpIsheL1evHMM8/gD3/4A1auXCnpfiJAJsYwWHbECPjfeAcPHgypoQsGIxCDwYDt27dDpVKBEBKgIZR6/ojP50NPT0/YfCUTQ7NclRiXbSGYRKm0tDThOdKhIMz5WSyWhB13gjE9PY3h4WE0NjYm1IYX3GvOhk6ZTCYeRSeLFMvKykQZiHi9Xjz77LP45S9/CQBoaGjAE088EdcojTggE2MYLLscIwOT7EQiRqfTyd/EXq8Xg4ODKC0txdTUFBwOB1paWiT382MTB3NycsIWKthgq4qKigUu23l5eSguLg5bdEh2EUfoRyjM+TGn7d7eXj7cqrCwMOb2v4mJCUxMTKC5uTnh1kFhrznzwOzp6YHdbkd2djbGx8cj9knHCq/Xi7a2NtGkCAA9PT349a9/jVdffRVr165FV1eX5KcTGacPkhoxCg0/w1mJzc3NoaOjA+vWrUNOTg7cbjfXz1FKUVZWJkpiEwtYvrKqqiqujg1hYcRoNCIrKwvFxcXcBZyNB02GWQNw8ni7efPmsGTChluxvGQs7X8jIyPQ6XSihOGxgvWEKxQKrFmzJkC0HU/3TTAYKZaUlIjuJOrp6cEtt9yC5557Dps2bYr5mhJAjhjDYFkepV0uFzo7O1FZWRmSIKanp7nzNctfMQ/FqqoqFBcXB0hsYpWvhAIjLSnsyICTGjpWdFAoFHA6naivr0/KMSyS3CcSgtv/wnkjDg4OYm5ujud4pQTTWKrV6pB2bcwfUShXYt03YuVKsZJif38/brzxRjz77LNobGyM52VJAZkYw2DZEmN3dzfvSOCLzhvTGgwGPmqAEIK5uTkcO3YM69evX0AqrK1uZmYmZJQmBkxYXV9fn5RRl1NTUxgcHERRURGMRqOk7YnAyUiuoaEhoeOtUPhus9n4TBS9Xg+Xy4UNGzYkhRS7urqQmpqK2traqNGgsI3SaDQiLS2NpwVCfSAwh5+ioiLR+dzh4WHs3r0bv/3tb3HWWdLcew6HA+effz6cTic8Hg8++9nP4oc//CEGBwexe/du6PV6tLS04He/+53wdcjEGAbLkhjdbjd6enq4mBo46dunUqlQV1fn3wQhPNHf0NAQlURYlMaOiUyHGCmXNjY2hsnJyZgjLbFgfclC0mLtiVqtlrcnxuNgzaq3bGaNlKTFhO8nTpyAy+XinTfRWutiARsvwbwaY4XQ3k2n0wE4OXYiPT0dlFK0tbXFRIpjY2O4/vrr8d///d/Yvn17zHuKttfMzEy43W6ce+65ePTRR/Hwww/jM5/5DHbv3o1/+qd/wubNm/GVr3yFPU0mxjBYtsQoHIjFiiysSiv0UJydnUV9fX3MN6NQ46fT6aDRaAIGWrE+a7vdjo0bNyYlZ8ZGHESKtFiUptVqeZQmJneajBY/IVhPeGpqKlatWgWz2cydwDUaDSegeDWd7IOQdeNIATaAi/0uPR4PiouLUVdXJ+pDY3JyErt27cIjjzyC888/X5I9hYLNZsO5556Lxx9/HFdddRWmpqagUqlw4MABPPDAA3j77bfZQ2ViDINlS4xDQ0N86FR7ezvWrl2L3NxcPqiqu7sbGo1mgRV+vLDZbFyHCPgjopycHKxbty4ppNLZ2Yn09HRRx0MGFqVptVrMzs6GdbLx+Xzo6OiQVAMZvH+hD2QwmIGssFsk3JjUcOu3t7cjLy9PlIFtPPtva2vjxSSTycQr8QUFBSGVENPT07juuuvws5/9DJ/85Ccl3xPg//u2tLSgr68PX/va1/Dtb38b27dvR19fHwB/P/iVV16Jzs5O9hSZGMNgWcp1mIs3k7ls3rwZKSkpoJRyo4aysjJJNX7p6emoqalBeXk5WltbkZ6eDpvNhoMHD6KoqIg77SQKtv94WvBCtSeySnx6ejrXIXZ1dSWtxY8VKoqKisKuLzSQZVEac+1hgu3c3NyQJMlyfoWFhUnZPyPdgoICbvTBKvFarRYjIyMLOoR0Oh127dqFH//4x0kjRcD/921tbYXJZMK1116L48ePJ+1aMpKDpBIjpRQ6nQ5GoxHbtm3jRRaLxYKurq6k2VZZrVZ0dHQE+ByyG7u3t5fn0thEwlgjMYfDgba2NqxcuTLh9kRCCPLy8pCXl8fTAlNTU+ju7ua5VqfTKenwJyY8Z2NPxUA4JpVFvBMTEzh+/Diys7N5lMZG2rK+7WQI21mkm5+fH+B+RAhBdnY2srOzUVtby3O8R48exde//nX4fD7ceeeduPTSSyXfUyjk5ubioosuwoEDB2AymeDxeKBSqTA2NpYUU2IZ0iGpR+menh7o9XqkpaXxIeQs6khWZdhkMqG7uxubNm0Ka3PGxNrT09OwWq284CBGK2mxWNDR0RGyci4FhFP80tPTodVqMTMzI0l7IgDJ+6qZYJvlJVNSUmC321FZWZkUyzZGirm5uaKP5yaTCbt27cK5556L6elppKWl4fHHH5d8b4B/aJdarUZubi7sdjsuu+wyfPe738UzzzyD6667jhdfGhoa8NWvfpU9TT5Kh8GyzDE6nU5YLBZ+pFUqlXA4HBE9FBPB1NQURkZGYmofDLYji6SVZHNfkkXqjHRDCcNZxDszMwOHwyF6nowQLNKtra1NimO4x+PB4cOHkZaWxueJS0HmDPGQ4tzcHD772c/i7rvvxq5duxLeQzS0t7fjlltugdfrhc/nw/XXX4/7778fAwMD2L17NwwGA5qamvA///M/wlOATIxhsCyJ8c4770RBQQGuuuoq/PGPf8SFF14IpVKJ1NRUlJSUxGVPFXKT82NHTSZTXJVthkhaSZ1Oh+HhYZ4nlRos0q2vrw/bJcTAeo9nZmZ4e2K0/mgWia5duzYpLtRshorQ75CZNMzMzAT0msfTxcQKXdnZ2aLn+lgsFlx//fW44447cOONN8b6khYTMjGGwbIkRpPJhOeeew4PPvggampqcO655+Izn/kMVq1axeUWTF5TXFwcF0n6fD4cP34chBCsXbtWMo2fUCs5OTkJSilWr16NkpISyfR9DDqdDn19fWhsbIy5XzhUeyITQrMKt9VqRXt7e1LciQBxg6WCjSSizZQJfo2xkqLNZsPnPvc53HTTTbj11ltjfEWhMTo6iptvvhnT09MghODOO+/E3XffjQceeABPPvkk74n/0Y9+hE996lOxLC0TYxgsS2IEgK997Wu44oorcMEFF+CNN97Ayy+/jJ6eHlx88cW45pprsH79ei4JUSqVKCkpEa2b83g8AfOMpZazUEpx4sQJOJ1OVFdXc4FxsFYyEcTb4hduv6w9keX7srKyMD09jYaGhqiRaDyIZyiWsBJvMBgidrUwcTgbUSsGDocDN9xwA6677jrccccdkr0vJicnMTk5iebmZpjNZrS0tODVV1/Fiy++iMzMTPzzP/9zvEvLxBgGy5YYKaUL3pg2mw1//OMfsXfvXrS3t+PCCy/ENddcg4aGBn5EJITwSDJUFMXyZTU1NUkxZ2U3JJs1I3wNQq1ktH1GglQtfuEwNTWF3t5epKSkcOlKcXGxZEO3XC4Xjh49mlDOMrirhRASILFhXpZiSdHpdOILX/gCrrzySnzta1+T/MNSiJ07d+Kuu+7CP/7xD5kY/ZCJUSo4HA688847eOmll3D48GGce+65uPbaa9HS0sKPXj6fj5NPWloa5ubm+GzpZFSGYxmGxSQhMzMz8Hq9orSSyWzxY2B94ex47nQ6+T49Hg+vxMcjVwJOWsXV1dUhPz9fsn0L9zk3N4eMjAysWbNGVJHJ7Xbjlltuwfnnn49vfOMbSSXFoaEhnH/++ejs7MTDDz+Mp59+GtnZ2TjrrLPw85//PNY87hlBjJOzdtz57GGcmDFjQ1k2/vumFhRnRQ4mzlhiFMLlcuHdd9/Fnj17cODAAWzfvh07d+7E9u3beVHEbrfD4/Fg06ZNSdFAMkuyeOQszDJNWDkOnvjHbLcAJKUbBwBmZmYwNDQU1mCWudgwEwmht6SY/bAhZckq5DDDiZSUFGRnZwfMug41wAzwp1Vuv/12tLS04Lvf/W5SSdFiseCCCy7A97//fXzmM5/B9PQ0CgsLQQjBD37wA0xOTuKpp56KZckzghg//cv30TUxCx8FlArgrOp8/P7LoWfIM8jEGASPx4O//e1veOmll/D++++jubkZqampyM3NxW233cadYAoLC7lQO1FYLBZ0dnZKcsMzreTMzAwsFgvvFBkdHU1aix9wMmcpxjUdCBxoNTs7i+zsbE4+oYoirLq9bt26pETrlFLeu11bWxuwT2FekhmH5OfnQ6VS4ctf/jLWrl2L+++/P6mk6Ha7cfXVV+Pyyy/HN7/5zQU/HxoawtVXXy1s9xODM4IY1//gLdjdXv51Tpoabf96WcQFl2VLYCJQqVS4+OKLcfHFF8PtduOmm27C4cOHoVQqMTIygmuuuQYXXnghrFYrb1MTkmSsNwebK7Np0yZJSDZ4gL1Wq+U3i0ajgcFgkGT8gBBs1nZTU5PonCUbCFVYWMjF2jMzM+jv70daWhp3LVKr1bDZbGhvb8f69euTYsDLSDElJWWBC49CoeBjUIWDt+644w60t7ejpqYGP/rRj5JKipRS3H777Vi/fn0AKU5OTnLD41deeWWpzG5PeWwsz0brqAkeH4VaQdBQKf17SCqcshGjENPT03jqqafw3e9+FwDw0UcfYc+ePXjnnXdQV1eHa6+9FhdffDEcDkdAN0tJSYmo3JTQ8kzquTKAP0XQ1tbGzXcT9ZUMBaGOUwoHIVYUYa5FhBDY7XZs2LAhKeJw5iKk0WhEG3L4fD7cc889UKlUqK+vx759+/C73/0uKfsDgPfffx/nnXdegInvj370Izz//PNobW0FIQQ1NTX49a9/Hasz/BkRMWrNTnz9+aPonpxDQ2UOHt3dhLyMyEoM+SgdB3w+H44ePYqXXnoJb731Fqqrq7Fjxw5cccUVcLvdXADNLL5C5dBGRkag1WrR0NAgidg8GMIWv+CcaLCvZHCEJgaskMNs1ZJRyLFYLNxwwmw2w+fz8fypFB0t0Zy9Q8Hn8+E73/kOVCoVHnnkkaS87kXEGUGM8UAmxgTBRMAvvfQS3nzzTZSUlGDnzp248sorAfijQtbyV1JSgpycHAwMDPDRnckilHAtfsEQRmis35ZV4sPpG5kXZLIm7Qlfg7AjJ7g9kVW4Y2lPFL6GeEjxBz/4Aex2O/7rv/7rdCdFQCbGsJCJUUKwm23Pnj3Yt28fcnNzsWPHDlx99dVQKpWYnJyEVqtFamoql5tIfXPNzs7i2LFjolr8QiGUVlI4IoHl49RqNTfokBpsPk5DQ0PYyDC4PTGWuTysQq9UKkW/BkopHnzwQWi1Wjz55JOSGQ+H62oxGAz43Oc+h6GhIdTU1ODFF19MRiVeJsYwkIkxSWAO3nv27MHrr78OlUoFk8mEu+66C5/61KcCcn0lJSWiWtSigbX4bd68WRIxtdPpxMzMDNdKspnMubm5YUe/JorZ2Vl0d3ejoaEB6enpop4T3GuemZkZdkwCpRQ9PT0ghIg2KaaU4qGHHsLQ0BCefvppSd3Yw3W1PP3008jPz8e9996Lhx56CEajET/5yU8ku+48ZGIMAzHESAi5AsCjAJQAfkMpfSjo598E8CUAHgBaALdRSocjrrnciVGIiYkJXH311aivr0d/fz8IIfj0pz+NnTt3Iisri+f62A0t7DcWC+bwk+iQ+nBwOBw4evQoKKW8ohyslUwUwpnV8RJ78PhWYRulWq2OixR/8YtfoLOzE//zP/+TlE4hIVhXy1133YX9+/ejrKwMk5OTuPDCC9HT0yP15WRiDINoxEgIUQLoBXApgDEABwHcQCk9JnjMRQA+opTaCCFfAXAhpfRzEa97JhHj4OAgRkdHcf7554NSiomJCezduxevvPIKnE4nrr76auzYsQMFBQW8RY0VRIqKiqLejKOjo7yQk4wb1+PxoK2tDaWlpaioqAiplYxFqB0KTLYUj6FFJLC2P61WC7vdjrS0NGzcuFFUNEopxa9+9St8+OGH+P3vf5+UIpkQwq6WFStWwGQy8X3k5eXxryWETIxhIIIYzwbwAKX08vmv7wMASumPwzy+CcBjlNJPRLzumUSM4UApxczMDF5++WW8/PLLmJ2dxVVXXYUdO3agvLw8YNAWM7kQ3pyUUgwMDMBqtSatxS+UrZcQwULtnJwclJSUxKSVZH6TUpMiAysWeTwe3tHidrt51BtKf0opxZNPPom//OUv2Lt3b1KicCGCu1pyc3MDiDAvLw9Go1Hqy8rEGAYiiPGzAK6glH5p/uubAGyjlN4V5vGPAZiilP57xOvKxLgQOp0Or776Kvbu3QutVosrr7wSO3fuxIoVK3jUo1KpeCQ5MDAAIHktfqwvedWqVaIcbOKZwa3X67n1WTL8Jhkp+ny+gN+Tx+PhFW6r1RoQ9QLA008/jX379uGVV15JClkLEaqrZe3atfJRWjySQYzDAHSCbz1BKX1C8HPRxEgI+QKAuwBcQCl1RryuFMT41ltv4e6774bX68WXvvQl3HvvvWKedlrAaDTitddew8svv4yRkRFceumluPbaa7F69WpMTk5iZGQEarWa91ZLTSpMB7lmzZq4zBrEaCV1Oh0GBgaSlhdl9m1erzfih4cw6v2v//ovDAwMwGQy4d1335XUqCLcHm+55Rbk5+fjkUce4d//9re/jYKCAl58MRgM+OlPfyr15WViDAOpjtKEkEsA/BJ+UpyJet1EidHr9WLNmjV45513UFlZiS1btuD555/Hhg0boj31tMPc3Bz27duHl19+GcePH+fW9XfddRePeiilAU5AiYAZzIrRQYpBcDeLSqVCWloaZmdn0dzcnDRS7Ovrg9vtjklr+fzzz+OZZ55Bc3Mz9u/fj9/97neor6+XfH8M4bpatm3bhuuvvx4jIyOorq7Giy++mAySlokxDEQQowr+4svFAMbhL758nlLaJXhME4A98EeWJ0RdN1FiDB4e/uMf+4n6vvvuE3P90xJ6vR47duzAli1bMD09jc7OTlx44YXYuXMnGhsbeUHE6/VykhQreWFgGsJIQ70SxejoKIaGhpCSkgKFQiG5X2O8pPjyyy/jiSeewBtvvIGsrCyw92gy+6CXGMvlhS2VXOdTAB6BX67zFKX0PwghDwI4RCl9jRDyZwD1ACbnnzJCKd0Rac2ES6fj4+MBc4MrKyvx0UcfJbrsKQ2NRoMf//jHOP/88wH4JTR/+tOf8Mwzz+Duu+/Geeedh2uuuQZnnXUWjEYjjh8/DrfbjaKiIpSUlERto2Pi8EjC6kQxNTWF6elpnH322VCpVNwHsbu7Gx6PJ+EZ3KxV0eVyYcOGDaJJbd++fXj88cc5KQLLmhBlSABK6ZsA3gz63v2Cf18S65qnfS/VUiArK4uTIgCkpqZix44d+N3vfoejR49i586deOmll3DBBRfgJz/5CYxGI+rr65GamooTJ07gww8/RH9/P8xmM4IjdoPBgO7ubjQ2NiaNFCcmJjA+Po7GxkYuK0pJSUFlZSWam5vR1NSElJQUvte+vj7Mzc0t2GskDAwMwOl0xkSKb7/9Nh5++GG8/vrrklqa3XbbbSguLg5wvXnggQdQUVGBxsZGNDY24s0334ywgowzDQlHjBUVFRgdHeVfn+nDxDUaDa688kpceeWVcLvd+Nvf/oY9e/bgvvvuQ0tLC3bu3InzzjsPZrMZg4ODsNlsvNfY6XRicHCQE1MyMD4+junpaTQ2NoatUKvVapSXl6O8vBxer5dPSBSrlezv74fD4YiJFN999138+Mc/xhtvvCF5Du/WW2/FXXfdhZtvvjng+9/4xjcSGUcgYxkjYWLcsmULTpw4gcHBQVRUVOCFF17Ac889F9daNTU1yMrKglKphEqlwqFDhxLd3pJCrVbjkksuwSWXXAKv14u///3v2Lt3L+6//37U19fjmmuuwUUXXQSbzYauri7Y7XaUl5fDbrdDo9FIfoQcHR2FTqfD5s2bRXf0sAFlzFfSYDBgcnISx48fD+moLXT6Ebv/9957Dw888ADeeOMN0QO1YsH555+PoaEhydeVsXyRMDGqVCo89thjuPzyy+H1enHbbbdh48aNca/317/+NWl+eksJpVKJCy+8EBdeeCG8Xi8+/PBD7N27F//xH/+BvLw8OBwOvPzyy/B4PBgfH0d3dzcfOZCXl5cwSY6MjMBgMGDz5s1xC9CDTW2ZVvLEiRPIysqCz+cDANTX14ve7wcffIDvfe972LdvX1KGmkXCY489hmeffTbeOS0yljFOKYF3TU0NDh06tCyJMRweffRRvPTSS9i2bRv+/Oc/Y+XKldxT0uv1Ynp6Ou5OFoahoSHMzs4GSFGkBHPJMRqNUCgUon0lP/74Y3zjG9/Aa6+9FlDASwaCRw5IMKdFSiyX6tKycdc5pUYbEEJw2WWXgRCCL3/5y7jzzjuXektJR21tLd59911oNBr4fD50dHTgpZdewtVXX42ysjLs2LEDV111FQD/kKve3l4+l6WgoCAq0Q0ODsJsNieNFAE/6bjdbmzfvh0KhQIWiwUzMzM4evRoQIeQMG965MgR3HPPPXj11VeTToqhIIxO77jjDlx99dWLvgcZpy5OqYhxfHwcFRUVmJmZwaWXXopf/vKXAdXfMwnMb3HPnj144403kJeXx0lSo9FgenoaBoMBmZmZKCkpWdDux/q32TiCZJLi3Nxc2B5xu93OLdMIIeju7kZBQQH+7d/+DXv37sXq1auTsq9Q+xRGjMI5Lb/4xS/w0Ucf4YUXXliUvYSAHDGGgezHGIQHHngg0SHmywaspY55SqalpWHHjh349Kc/jfT0dN7uxybnFRQUYGhoKGYNYayIRorBcDqd+NnPfoZnnnkGBQUFuP7663HPPfckTZbEcMMNN2D//v3Q6XQoKSnBD3/4Q+zfvz/ROS1SQibGMDjjidFqtcLn8yErKwtWqxWXXnop7r//flxxxRVRn3vbbbdh3759KC4u5hHBIjkvLzoopRgaGuJ2aUqlkntKZmdnY3p6GuPj41AqlaitrV3gBCQVhoeH+fAtsdFoT08Pbr31Vjz33HMoLy/Hm2++ic997nNJ91Y8DSATYxic8cQ4MDCAa6+9FoDfceXzn/88vv/974t67nvvvYfMzEzcfPPNnBi/853vLIbz8pKCUorx8fEAT8n09HQ0NjbiO9/5DncCUqvV3C5Nin7oeEixr68PN910E5599lls3rw54T0sM8jEGAZnPDEmiuAc0iLZRZ0y8Hq9+OIXv4iJiQnunn3VVVfhmmuuQXl5ObRaLWZmZqBUKnn/djwicib7aWhoEE2Kw8PD2L17N5566im0tLTEfM1wWIqTwv3334/8/Hzcc889AIDvf//7KC4uxt13353IsjIxhsFSEeOybQmcnp7mOaPS0lJMT08v8Y6SC7vdjrPPPhvvvPMO/vKXv+CNN95AeXk57r33Xlx55ZV4/vnnkZmZiQ0bNsDn86G9vR2HDh3CyMgIHA6HqGvEQ4pjY2O44YYb8MQTT0hKioC/o+Wtt94K+N5DDz2Eiy++GCdOnMDFF1+Mhx56KMyz48Ntt92GZ599FoDfJu2FF17AF77wBUmvIWPpsWwjxkVyXj4tYDAYuKfk6OgoLrvsMlx77bWoq6vjdmk+n4+bXIRy1xkdHYVer4+JFCcnJ7Fr1y48+uijOO+886R+WQCW5qRw6aWX4qc//Smmp6fxm9/8Bnv27El0STliDANZxygxSkpKuCRjcnISxcXFS72lJUN+fj5uvfVW3HrrrZidncW+ffvwf//v/0VfXx8uueQSXHPNNaivr4dOpwvpriNsJRRLitPT09i1axd+/vOfJ40Uw1032SeFL33pS3j66acxNTWF2267TfL1ZSw9lu1ReseOHXjmmWcAAM888wx27twZ9TlnggtLTk4ObrzxRuzduxf/+Mc/sH37djz22GO44IIL8Nhjj8HpdKKhoQEpKSno7e3F3//+d4yMjKC2tla07Een02HXrl146KGHcNFFFyX5FYUHISQpUqVrr70Wb731Fg4ePIjLL79c8vVlLD2WRcQo1KlVVlbihz/8Ie69915cf/31+O1vf8udl6PhTHNhyczMxK5du7Br1y7Y7Xb86U9/wtNPP809JdVqNXJycnDzzTdjcHAQdrs96rhWg8GAXbt24Yc//CEuu+yyRX9Ni3FS0Gg0uOiii5CbmyvpbGsZpw6WBTE+//zzIb//l7/8JaZ1zmQXlrS0NOzcuRM7d+6E0+nEd7/7Xbz66qvIysrC1NQUdu7ciXPOOQezs7MYGhqC1WpFQUEBSkpKkJ2dDUIITCYTdu3ahfvuu4+3MS422Enh3nvvFX1SiBU+nw8ffvghXnrpJcnXlnFqYNkepaXEY489hoaGBtx2221nRAHH7XbDaDSiu7sbR44cwfXXX4/XX38d5513Hn74wx9icnISjY2NyMvLw+joKJ577jl88YtfxDXXXIN77rkH11xzzaLs84YbbsDZZ5+Nnp4eVFZW4re//S3uvfdevPPOO6irq8Of//xnyQezHTt2DKtXr8bFF1+Muro6SdeWcepg2VSlpcIp7sKypPB4PHj//fexZ88e7N+/Hw0NDbjmmmvQ2NiIr371q/B6vdDr9bjzzjtx110hx/rKCA25Kh0GclX6FIXswnISKpUqwFPywIED2Lt3L7761a/ivvvuw7e+9S14PB5otdql3qoMGQlBJsYoELqwvPLKKwEV6zMZSqUS5557Ls4991z89Kc/5f3OKpVqKc0YZMiQBDIxChCquh3KhSUaRkdHcfPNN2N6ehqEENx55524++67l62xRTJMKoRYbiMvZJz6kHOMScDk5CQmJyfR3NwMs9mMlpYWvPrqq3j66aeXvbFFMnAGOLvLOcYwkHullxHKysrQ3NwMwD9qdf369RgfH8cf/vAH3HLLLQCAW265Ba+++uoS7lKGDBnhIBNjkjE0NISjR49i27ZtZ5yxhVRgIy9aWlrwxBNPLPV2ZJwBkHOMSYTFYsF1112HRx55BNnZ2QE/S1a72nLE+++/HzDyYt26dWfsyAsZiwM5YkwS3G43rrvuOtx44434zGc+A+BkuxqAM97YIhZUVFQAAIqLi3Httdfi448/XuIdyVjukIkxCaCU4vbbb8f69evxzW9+k38/VmOL0dFRXHTRRdiwYQM2btyIRx99FMDyM7aIBKvVCrPZzP/9pz/9SZZMyUg65Kp0EvD+++/jvPPOC7D+/9GPfoRt27bh+uuvx8jICDe2yM/PD7tOuOr2iy++eMYMCktk5MVphOWSU1mSqjQh5AoAjwJQAvgNpfShoJ+nAHgWQAsAPYDPUUqHIq0p5xiTgHPPPRfhPnBiMbYoKyvjxRphdftMwqpVq9DW1rbU25BxioIQogTwKwCXAhgDcJAQ8hql9JjgYbcDMFJKVxNCdgP4CYDPRVpXPkqfJhBWt4Ezz9hChoww2Aqgj1I6QCl1AXgBQHCOaieAZ+b/vQfAxSRK5VMmxtMAwdXtr3zlK+jv70drayvKysrwrW99a6m3KENGslBICDkk+O/OoJ9XABgVfD02/72Qj6GUegDMAiiIdNEznhgPHjyIhoYGOBwOWK1WbNy4kTvrnAoIV91WKpVQKBS44447Ttsq7VtvvYW1a9di9erVkg+tkrFsoKOUniX4b1GErNGKL2cECCH/DiAVQBqAMUrpj5d4SwCA+XD/GQAGSuk9gu+XUUon5//9DQDbKKW7RayXCuA9ACnw55f3UEr/lRCyEv4jSAGAwwBumj+WJA3zuaFeCHJDAG4Iyg3JOL2w6MUXQsjZAB6glF4+//V9ACC8hwkhb88/5gAhRAVgCkARjUB+Z3zEOI8H4b9BzwLw0yXeixCfAHATgE8SQlrn//sUgJ8SQjoIIe0ALgLwDZHrOQF8klK6GUAjgCsIIdvhT0b/glK6GoAR/mR1siEmNyRDRjQcBFBHCFlJCNEA2A3gtaDHvAbglvl/fxbAu5FIEZCr0gwFADIBqOGPHK1Lux0/KKXvI7SUIy7h4vybwTL/pXr+PwrgkwA+P//9ZwA8AODxeK4RA0LlhrYl+ZoylhkopR5CyF0A3oZfrvMUpbSLEPIggEOU0tcA/BbA7wghfQAM8JNnRMjE6MevAfwAwEr4o6dlaz89f4Q9DGA1/DKHfgCm+aQ0EDp5LUPGKQtK6ZsIChYopfcL/u0AsCuWNc94YiSE3AzATSl9bp40PiCEfJJS+u5S7y0ZoJR6ATQSQnIBvAJg3RJtZRxAleDryvnvyZCx5DjjiZFS+iz8qnhGGmfEcY5SaiKE/BXA2QByCSGq+ahxsQiK54bmr7cbJ4/zMmQsKeTiyxkEQkjRfKQIQkga/AWnbgB/hT8pDfiT1H9I9l7mSZjlhroBvEgp7Ur2dWXIEANZrnMGgRDSAH9xRQn/h+KLlNIHCSGr4K8K5wM4CuALlFLn0u1Uhgw/CCFvUUqvWPTrysQoQ4YMGYGQj9IyZMiQEQSZGGXIkCEjCDIxypAhQ0YQZGKUIUOGjCDIxChDhgwZQZCJUYYMGTKCIBOjDBkyZARBJkYZMmTICML/B/BH+R68YR0zAAAAAElFTkSuQmCC", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%pdb\n", "# displaying the shapes with 3D scatter plot\n", "fig1 = scatter_3D(shape1, control=\"size\")\n", "fig2 = scatter_3D(shape2, control=\"size\")\n", "# 3d plot of the signal-to-noise rations\n", "fig3 = scatter_3D(sig2noise, control=\"size\")\n", "# 3d quiver plot of the displacement field\n", "fig4 = quiver_3D(-u, v, w, cmap=\"coolwarm\", quiv_args={\"arrow_length_ratio\":0.6})" ] }, { "cell_type": "code", "execution_count": 9, "id": "69fc59c6", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.436979Z", "iopub.status.busy": "2022-10-20T19:14:29.436619Z", "iopub.status.idle": "2022-10-20T19:14:29.440379Z", "shell.execute_reply": "2022-10-20T19:14:29.439809Z" }, "lines_to_next_cell": 2, "papermill": { "duration": 0.011328, "end_time": "2022-10-20T19:14:29.441709", "exception": false, "start_time": "2022-10-20T19:14:29.430381", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig1.savefig(os.path.join(out_put_folder, \"displaced_bar_frame1.png\"))\n", " fig2.savefig(os.path.join(out_put_folder, \"displaced_bar_frame2.png\"))\n", " fig3.savefig(os.path.join(out_put_folder, \"displaced_bar_sig2noise.png\"))\n", " fig4.savefig(os.path.join(out_put_folder, \"displaced_bar_deformation_field.png\"))" ] }, { "cell_type": "markdown", "id": "9d8f26ca", "metadata": { "papermill": { "duration": 0.00536, "end_time": "2022-10-20T19:14:29.452494", "exception": false, "start_time": "2022-10-20T19:14:29.447134", "status": "completed" }, "tags": [] }, "source": [ "################### test to check the replace_nans_function ######################\n", "takes ~4 seconds" ] }, { "cell_type": "code", "execution_count": 10, "id": "4dadcc76", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.464379Z", "iopub.status.busy": "2022-10-20T19:14:29.464143Z", "iopub.status.idle": "2022-10-20T19:14:29.468332Z", "shell.execute_reply": "2022-10-20T19:14:29.467849Z" }, "papermill": { "duration": 0.011625, "end_time": "2022-10-20T19:14:29.469588", "exception": false, "start_time": "2022-10-20T19:14:29.457963", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# ball shape with a gap of nans in the middle\n", "center = (5, 5, 5)\n", "size = (10, 10, 10)\n", "distance = np.linalg.norm(np.subtract(np.indices(size).T, np.asarray(center)), axis=len(center))\n", "arr = np.ones(size) * (distance <= 5)\n", "hide = arr == 0\n", "arr[5:7] = np.nan" ] }, { "cell_type": "code", "execution_count": 11, "id": "0d0f123f", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.481515Z", "iopub.status.busy": "2022-10-20T19:14:29.481281Z", "iopub.status.idle": "2022-10-20T19:14:29.665601Z", "shell.execute_reply": "2022-10-20T19:14:29.664483Z" }, "papermill": { "duration": 0.192376, "end_time": "2022-10-20T19:14:29.667428", "exception": false, "start_time": "2022-10-20T19:14:29.475052", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig9 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})\n", "# replacing outliers\n", "arr = replace_nans(arr, max_iter=2, tol=2, kernel_size=2, method='disk')" ] }, { "cell_type": "code", "execution_count": 12, "id": "673237a0", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.684784Z", "iopub.status.busy": "2022-10-20T19:14:29.684152Z", "iopub.status.idle": "2022-10-20T19:14:29.839118Z", "shell.execute_reply": "2022-10-20T19:14:29.838508Z" }, "papermill": { "duration": 0.16664, "end_time": "2022-10-20T19:14:29.840466", "exception": false, "start_time": "2022-10-20T19:14:29.673826", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# displaying in 3d plots. Values outside of the original ball are hidden by setting to nan\n", "arr_show = arr.copy()\n", "arr_show[hide] = np.nan\n", "fig10 = scatter_3D(arr_show, size=50, sca_args={\"alpha\": 0.6})" ] }, { "cell_type": "code", "execution_count": 13, "id": "914ace46", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.856277Z", "iopub.status.busy": "2022-10-20T19:14:29.856061Z", "iopub.status.idle": "2022-10-20T19:14:29.859267Z", "shell.execute_reply": "2022-10-20T19:14:29.858829Z" }, "papermill": { "duration": 0.012474, "end_time": "2022-10-20T19:14:29.860492", "exception": false, "start_time": "2022-10-20T19:14:29.848018", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig9.savefig(os.path.join(out_put_folder, \"replace_nan_gap.png\"))\n", " fig10.savefig(os.path.join(out_put_folder, \"replace_nan_filled.png\"))" ] }, { "cell_type": "markdown", "id": "7cf795a4", "metadata": { "papermill": { "duration": 0.00695, "end_time": "2022-10-20T19:14:29.875081", "exception": false, "start_time": "2022-10-20T19:14:29.868131", "status": "completed" }, "tags": [] }, "source": [ "#################### real data example ############################" ] }, { "cell_type": "markdown", "id": "ff0bb09e", "metadata": { "papermill": { "duration": 0.020045, "end_time": "2022-10-20T19:14:29.902088", "exception": false, "start_time": "2022-10-20T19:14:29.882043", "status": "completed" }, "tags": [] }, "source": [ "we recorded stacks of collagen fibres with confocal microscopy in reflection mode\n", "\"alive\" stack contains a force generating NK-cell, marked by the red circle in the animation\n", "\"relaxed\" stack is the same field of view with out the cell\n", "download the data at https://github.com/fabrylab/3D_piv_example_data.git\n", "this calculation takes ~ 3-4 minutes on my 4-core Intel i5@2.5 GHz Laptop" ] }, { "cell_type": "code", "execution_count": 14, "id": "3a0a55e5", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.915869Z", "iopub.status.busy": "2022-10-20T19:14:29.915634Z", "iopub.status.idle": "2022-10-20T19:14:29.918742Z", "shell.execute_reply": "2022-10-20T19:14:29.918154Z" }, "papermill": { "duration": 0.01143, "end_time": "2022-10-20T19:14:29.920036", "exception": false, "start_time": "2022-10-20T19:14:29.908606", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# please enter the path to the dataset provided at\n", "folder = r\"test_3d\"" ] }, { "cell_type": "code", "execution_count": 15, "id": "1ed430fc", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.934101Z", "iopub.status.busy": "2022-10-20T19:14:29.933874Z", "iopub.status.idle": "2022-10-20T19:14:29.937231Z", "shell.execute_reply": "2022-10-20T19:14:29.936759Z" }, "papermill": { "duration": 0.01191, "end_time": "2022-10-20T19:14:29.938521", "exception": false, "start_time": "2022-10-20T19:14:29.926611", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "if not os.path.exists(folder): \n", " import git \n", " repo = git.Repo.clone_from(\"https://github.com/fabrylab/3D_piv_example_data.git\", './test_3d', branch='master')" ] }, { "cell_type": "code", "execution_count": 16, "id": "82ec9abb", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.952881Z", "iopub.status.busy": "2022-10-20T19:14:29.952691Z", "iopub.status.idle": "2022-10-20T19:14:29.956289Z", "shell.execute_reply": "2022-10-20T19:14:29.955863Z" }, "papermill": { "duration": 0.011869, "end_time": "2022-10-20T19:14:29.957518", "exception": false, "start_time": "2022-10-20T19:14:29.945649", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "if not os.path.exists(folder):\n", " raise FileNotFoundError(\"path to 3d piv data '%s' does not exists\\n\"\n", " \". Please download the data from https://github.com/fabrylab/3D_piv_example_data.git\" % folder)\n", "# stack properties\n", "# factors for voxel size\n", "du = 0.2407\n", "dv = 0.2407\n", "dw = 1.0071\n", "# total image dimension for x y z\n", "image_dim = (123.02, 123.02, 122.86)" ] }, { "cell_type": "code", "execution_count": 17, "id": "7c7e4cf0", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.972160Z", "iopub.status.busy": "2022-10-20T19:14:29.971455Z", "iopub.status.idle": "2022-10-20T19:14:29.974545Z", "shell.execute_reply": "2022-10-20T19:14:29.974104Z" }, "papermill": { "duration": 0.011487, "end_time": "2022-10-20T19:14:29.975837", "exception": false, "start_time": "2022-10-20T19:14:29.964350", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# keep these values for our nk cells stacks\n", "win_um = 12 # window size in µm\n", "fac_overlap = 0.3 # overlap in percent of the window size\n", "signoise_filter = 1.3" ] }, { "cell_type": "code", "execution_count": 18, "id": "69a64d59", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:29.990476Z", "iopub.status.busy": "2022-10-20T19:14:29.990283Z", "iopub.status.idle": "2022-10-20T19:14:29.994074Z", "shell.execute_reply": "2022-10-20T19:14:29.993559Z" }, "papermill": { "duration": 0.012322, "end_time": "2022-10-20T19:14:29.995449", "exception": false, "start_time": "2022-10-20T19:14:29.983127", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# window size for stacks in pixel\n", "window_size = (int(win_um / du), int(win_um / dv), int(win_um / dw))\n", "overlap = (int(fac_overlap * win_um / du), int(fac_overlap * win_um / dv), int(fac_overlap * win_um / dw))\n", "search_area = (int(win_um / du), int(win_um / dv), int(win_um / dw))" ] }, { "cell_type": "code", "execution_count": 19, "id": "3e43515c", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:30.032132Z", "iopub.status.busy": "2022-10-20T19:14:30.031913Z", "iopub.status.idle": "2022-10-20T19:14:30.472301Z", "shell.execute_reply": "2022-10-20T19:14:30.471702Z" }, "papermill": { "duration": 0.470872, "end_time": "2022-10-20T19:14:30.473830", "exception": false, "start_time": "2022-10-20T19:14:30.002958", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# load tense stacks\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series001_t22_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "alive = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " alive[:, :, i] = plt.imread(im)" ] }, { "cell_type": "code", "execution_count": 20, "id": "d402f12c", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:30.489214Z", "iopub.status.busy": "2022-10-20T19:14:30.489011Z", "iopub.status.idle": "2022-10-20T19:14:30.916576Z", "shell.execute_reply": "2022-10-20T19:14:30.915747Z" }, "papermill": { "duration": 0.436798, "end_time": "2022-10-20T19:14:30.918251", "exception": false, "start_time": "2022-10-20T19:14:30.481453", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# load relaxed stack\n", "images = natsorted(glob.glob(os.path.join(folder, \"Series003_t05_z*_ch00.tif\")))\n", "im_shape = plt.imread(images[0]).shape\n", "relax = np.zeros((im_shape[0], im_shape[1], len(images)))\n", "for i, im in enumerate(images):\n", " relax[:, :, i] = plt.imread(im)" ] }, { "cell_type": "code", "execution_count": 21, "id": "6f7a86e0", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:14:30.934593Z", "iopub.status.busy": "2022-10-20T19:14:30.934095Z", "iopub.status.idle": "2022-10-20T19:15:27.811626Z", "shell.execute_reply": "2022-10-20T19:15:27.810985Z" }, "papermill": { "duration": 56.886713, "end_time": "2022-10-20T19:15:27.812846", "exception": false, "start_time": "2022-10-20T19:14:30.926133", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 14/14 [01:02<00:00, 4.46s/it]\n" ] } ], "source": [ "# 3D PIV\n", "u, v, w, sig2noise = extended_search_area_piv3D(relax, alive, window_size=window_size, overlap=overlap,\n", " search_area_size=search_area, dt=(1 / du, 1 / dv, 1 / dw),\n", " subpixel_method='gaussian',\n", " sig2noise_method='peak2peak',\n", " width=2)" ] }, { "cell_type": "code", "execution_count": 22, "id": "4555a329", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:15:27.829326Z", "iopub.status.busy": "2022-10-20T19:15:27.829040Z", "iopub.status.idle": "2022-10-20T19:15:27.832593Z", "shell.execute_reply": "2022-10-20T19:15:27.832061Z" }, "papermill": { "duration": 0.013459, "end_time": "2022-10-20T19:15:27.833914", "exception": false, "start_time": "2022-10-20T19:15:27.820455", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# correcting stage drift between the field of views\n", "u -= np.nanmean(u)\n", "v -= np.nanmean(v)\n", "w -= np.nanmean(w)" ] }, { "cell_type": "code", "execution_count": 23, "id": "60f804fc", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:15:27.852747Z", "iopub.status.busy": "2022-10-20T19:15:27.852484Z", "iopub.status.idle": "2022-10-20T19:15:27.858555Z", "shell.execute_reply": "2022-10-20T19:15:27.858105Z" }, "papermill": { "duration": 0.017467, "end_time": "2022-10-20T19:15:27.859912", "exception": false, "start_time": "2022-10-20T19:15:27.842445", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# filtering\n", "mask = sig2noise_val(sig2noise, threshold=signoise_filter)\n", "uf, vf, wf = replace_outliers(u, v, mask, w=w, max_iter=1, tol=100, kernel_size=2, method='disk')" ] }, { "cell_type": "code", "execution_count": 24, "id": "17f004b4", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:15:27.879843Z", "iopub.status.busy": "2022-10-20T19:15:27.879567Z", "iopub.status.idle": "2022-10-20T19:15:27.883323Z", "shell.execute_reply": "2022-10-20T19:15:27.882786Z" }, "papermill": { "duration": 0.015594, "end_time": "2022-10-20T19:15:27.884753", "exception": false, "start_time": "2022-10-20T19:15:27.869159", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# plotting\n", "# representation of the image stacks by maximums projections. The red circle marks the position of the cell\n", "def update_plot(i, ims, ax):\n", " a1 = ax.imshow(ims[i])\n", " a2 = ax.add_patch(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " return [a1, a2]" ] }, { "cell_type": "code", "execution_count": 25, "id": "c627a731", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:15:27.904154Z", "iopub.status.busy": "2022-10-20T19:15:27.903885Z", "iopub.status.idle": "2022-10-20T19:15:28.109416Z", "shell.execute_reply": "2022-10-20T19:15:28.108786Z" }, "papermill": { "duration": 0.217256, "end_time": "2022-10-20T19:15:28.111285", "exception": false, "start_time": "2022-10-20T19:15:27.894029", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ims = [np.max(relax[:, :, 60:], axis=2), np.max(alive[:, :, 60:], axis=2)]\n", "fig = plt.figure()\n", "ax = plt.gca()\n", "ani = animation.FuncAnimation(fig, update_plot, 2, interval=200, blit=True, repeat_delay=0, fargs=(ims, ax))" ] }, { "cell_type": "code", "execution_count": 26, "id": "4322b27f", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:15:28.132062Z", "iopub.status.busy": "2022-10-20T19:15:28.131736Z", "iopub.status.idle": "2022-10-20T19:15:28.525980Z", "shell.execute_reply": "2022-10-20T19:15:28.525412Z" }, "papermill": { "duration": 0.406148, "end_time": "2022-10-20T19:15:28.527448", "exception": false, "start_time": "2022-10-20T19:15:28.121300", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# unfiltered 3d deformation field\n", "fig11 = quiver_3D(-u, v, w, quiv_args={\"length\": 2, \"alpha\": 0.8, \"linewidth\": 1}, filter_def=0.1)" ] }, { "cell_type": "code", "execution_count": 27, "id": "227039e1", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:15:28.550520Z", "iopub.status.busy": "2022-10-20T19:15:28.550267Z", "iopub.status.idle": "2022-10-20T19:15:28.919368Z", "shell.execute_reply": "2022-10-20T19:15:28.918748Z" }, "papermill": { "duration": 0.382995, "end_time": "2022-10-20T19:15:28.920755", "exception": false, "start_time": "2022-10-20T19:15:28.537760", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# filtered 3d deformation field\n", "fig12 = quiver_3D(-uf, vf, wf, quiv_args={\"length\": 2, \"alpha\": 0.8, \"linewidth\": 1},\n", " filter_def=0.1)" ] }, { "cell_type": "code", "execution_count": 28, "id": "9bc72e6a", "metadata": { "execution": { "iopub.execute_input": "2022-10-20T19:15:28.944258Z", "iopub.status.busy": "2022-10-20T19:15:28.944034Z", "iopub.status.idle": "2022-10-20T19:15:28.950416Z", "shell.execute_reply": "2022-10-20T19:15:28.949752Z" }, "papermill": { "duration": 0.019974, "end_time": "2022-10-20T19:15:28.951802", "exception": false, "start_time": "2022-10-20T19:15:28.931828", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "# saving the plots\n", "if save_plots:\n", " fig11.savefig(os.path.join(out_put_folder, \"real_data_unfiltered.png\"))\n", " fig12.savefig(os.path.join(out_put_folder, \"real_data_filtered.png\"))\n", "\n", " # This needs a working ImageMagick installation, and probably works only on linux\n", " try:\n", " import imageio\n", " plt.ioff()\n", " f1 = plt.figure()\n", " plt.imshow(ims[0])\n", " plt.gca().add_artist(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " f1.savefig(os.path.join(out_put_folder,\"tem1.png\"))\n", "\n", " f2 = plt.figure()\n", " plt.imshow(ims[1])\n", " plt.gca().add_artist(plt.Circle((330, 140), 100, color=\"red\", fill=False))\n", " f2.savefig(os.path.join(out_put_folder,\"tem2.png\"))\n", "\n", " i1 = plt.imread(os.path.join(out_put_folder,\"tem1.png\"))\n", " i2 = plt.imread(os.path.join(out_put_folder, \"tem2.png\"))\n", " imageio.mimsave(os.path.join(out_put_folder, \"reaL_data_max_proj.gif\"),[i1,i2], fps=1)\n", " os.remove(os.path.join(out_put_folder,\"tem1.png\"))\n", " os.remove(os.path.join(out_put_folder,\"tem2.png\"))\n", " plt.ion()\n", " except Exception as e:\n", " print (\"failed to write gif of collagen embedded cell:\")\n", " print(e)" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "-all", "formats": "ipynb,py:percent" }, "kernelspec": { "display_name": "Python 3.8.12 ('echopiv')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" }, "papermill": { "default_parameters": {}, "duration": 63.257257, "end_time": "2022-10-20T19:15:29.380189", "environment_variables": {}, "exception": null, "input_path": "./notebooks/PIV_3D_example.ipynb", "output_path": "./notebooks/PIV_3D_example.ipynb", "parameters": {}, "start_time": "2022-10-20T19:14:26.122932", "version": "2.4.0" }, "vscode": { "interpreter": { "hash": "f83b0c3a4910470a1212112b1707d582432916ed4ba8aec962241a050aa18fae" } } }, "nbformat": 4, "nbformat_minor": 5 }