--- a +++ b/Analysis/CCA.ipynb @@ -0,0 +1,716 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 4, + "id": "d445e5d2-e5db-4095-92fb-1c975f5463cc", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "from sklearn.cross_decomposition import CCA\n", + "import numpy as np\n", + "import pickle\n", + "from scipy.io import loadmat\n", + "from sklearn.decomposition import PCA\n", + "import matplotlib.pyplot as plt\n", + "from scipy.ndimage import gaussian_filter1d\n", + "from sklearn.metrics import r2_score\n", + "\n", + "from sklearn.linear_model import LinearRegression, Ridge\n", + "from sklearn.metrics import r2_score\n", + "from scipy.spatial import procrustes\n", + "from sklearn.decomposition import PCA\n", + "from scipy.stats import zscore\n", + "\n", + "import sys\n", + "sys.path.insert(0, '../SAC/')\n", + "import kinematics_preprocessing_specs\n", + "\n", + "import config\n", + "\n", + "parser = config.config_parser()\n", + "args, unknown = parser.parse_known_args()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d239d0e1-9ba6-4cbc-8e46-d527c462204b", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "dict_keys(['emg', 'rnn_activity', 'rnn_input', 'rnn_input_fp', 'kinematics_mbodies', 'kinematics_mtargets'])\n" + ] + } + ], + "source": [ + "#Load the test data of nusim\n", + "\n", + "with open('../test_data/test_data.pkl', 'rb') as file:\n", + " test_data = pickle.load(file)\n", + " \n", + "print(test_data.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1e09b429-e737-4827-8957-03695a808f50", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#Get the timepoints of each condition per cycle\n", + "with open('../kinematics_data/kinematics.pkl', 'rb') as file:\n", + " kin_train_test = pickle.load(file)\n", + " \n", + "kin_train = kin_train_test['train']\n", + "kin_test = kin_train_test['test']\n", + "\n", + "#First update the keys of self.kin_test\n", + "for cond in range(len(kin_test)):\n", + " kin_test[len(kin_train) + cond] = kin_test.pop(cond)\n", + " \n", + "kin = kin_train\n", + "kin.update(kin_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d3440e80-058a-47ac-b351-bc5afdc9b97b", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#Get the experimental neural data\n", + "\n", + "with open('../nusim_neural_data/neural_activity_train.pkl', 'rb') as file:\n", + " neural_train = pickle.load(file)\n", + "\n", + "with open('../nusim_neural_data/neural_activity_test.pkl', 'rb') as file:\n", + " neural_test = pickle.load(file)\n", + "\n", + "#First update the keys of self.kin_test\n", + "for cond in range(len(neural_test)):\n", + " neural_test[len(neural_train) + cond] = neural_test.pop(cond)\n", + " \n", + "neural = neural_train\n", + "neural.update(neural_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "b9627733-7852-4a97-ab36-33bc67750e36", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "conds = [kin[cond].shape[-1] for cond in range(len(kin))]\n", + "total_conds = len(conds)\n", + "\n", + "#Select the cycle for each condition (training conditions followed by testing): 0 for 1st cycle and so on\n", + "#The number of elements should be equal to num_train_conditions + num_test_conditions\n", + "cycles = [2, 2, 2, 2, 2, 2]\n", + "\n", + "#Number of fixedsteps in the start of each condition\n", + "n_fixedsteps= args.n_fixedsteps" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "9b6fb07e-c4fe-4851-9a54-d1e5510eea0e", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "#index of conds to include in the CCA analysis\n", + "conds_analysis= [0, 1, 2, 3, 4, 5]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9b9e44b6-d1e0-4d1e-9b9f-c721e09a0888", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(6000, 256)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_data.keys()\n", + "test_data['rnn_activity'][0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "50ec5570-0db6-4e0b-9f54-952b48b4d64d", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(702, 256)\n", + "(803, 256)\n", + "(932, 256)\n", + "(1319, 256)\n", + "(619, 256)\n", + "(1106, 256)\n" + ] + } + ], + "source": [ + "#Load the network activities\n", + "A_agent = []\n", + "\n", + "for idx, cond_activity in test_data['rnn_activity'].items():\n", + " act_agent = cond_activity\n", + " act_agent = act_agent[n_fixedsteps + cycles[idx] * conds[idx] : n_fixedsteps + (cycles[idx]+1) * conds[idx]]\n", + " print(act_agent.shape)\n", + " A_agent.append(act_agent[:, :])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "5f6d7ba5-668a-4e4e-8848-c7882addd19e", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(702, 49)\n", + "(803, 49)\n", + "(932, 49)\n", + "(1319, 49)\n", + "(619, 49)\n", + "(1106, 49)\n" + ] + } + ], + "source": [ + "# Load the experimental neural activities\n", + "A_exp = []\n", + "for cond in range(len(neural)):\n", + " act_exp = neural[cond]\n", + " print(act_exp.shape)\n", + " A_exp.append(act_exp)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "4ae183ff-8cd3-4604-b3f2-a599a3b45ce1", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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mI2EpNidPnqR69erk5uaybNkyVqauZOXZlTQPbc5bNd+qkB9Juhg7duygZcuWnDlzhjvvvJMPPviATHcm3XZ044TzBDdG3shzNZ4zPVNEipGOhKXYTJgwgdzcXJo0aUJcyzhWnl2JFSuDKw9WgC9A7dq1+fDDD3E4HMyfP58nn3ySSEckL9R4ARs2lp5ZqveHRXyMIizFIicnh7fffhuAJ558gglHJgBwa8ytpAamGlxWvrRp04Zp06YBMG7cOKZNm0ajkEbcl3Bf0X93aByHCw6bnCgixUgRlmIxY8YMzp49S82aNYlqE8WPuT8SYA04fxcouXA9e/Zk1KhRAAwYMICVK1fSu1JvGgU3IseTw8j9I/VFDyI+QhGWv8zj8fD660VfPPDwoIeZdGwSAF1juxLjiDE5rdwaNWoU3bt3x+12c+edd7J/736eq/4cIbYQtuVsY2r6VNMTRaQYKMLyly1btoxffvmF8PBwqnWqxq68XQRbg+kZ39P0tHLLYrEwbdo0mjVrxunTp+nYsSMhhSE8WeVJAN479h6bsjcZXikif5UiLH/ZhAkTAOh9X2+mn54OQI/4HoTbw82N8gEBAQF89NFHJCQk8NNPP9GjRw+uibiGm6NuxoOHUftH6WNLIuWcIix/yU8//cQXX3yB1WqlYd+GHCg4QLgtnLvi7jI9zSckJiayaNEi/P39Wbx4MU8//TTDqgwj3hHPkcIjvHn0TdMTReQvUITlL5k0qej931s63sKn7k+BoqPgUFuoyVk+pVmzZkydWvQe8NixY/l0waeMqlZ04db8k/NZn7Xe5DwR+QsUYblkubm5zJo1C4DWD7dmT/4egq3B3BFzh+Flvufuu+9m6NChANx777347fGjc0xnAJ498CzZ7myT80TkEinCcsnmzZtHZmYmycnJbK60GYDOsZ0JtesouCSMGzfu/Jc93H777fQM6kmiXyLphem8fuR10/NE5BIownLJJk+eDMCtj93Kttxt+Fn86BbXzfAq32Wz2ZgzZw7Jycns37+f+3rex9NVngbgw1Mf8q9z/zK8UEQuliIsl2TLli2sW7cOu91O1lVZAHSI7qDPBZewyMhIFi5cSEBAAEuXLuWzCZ/RJbYLAGMOjCHLnWV4oYhcDEVYLsmUKVMAuKn/TWws2IgVK3fH3214VcXQqFGj82chRo8eTdqPaVTxr8Jx53EmHJ5gdpyIXBRFWC5aQUEBc+bMASC6ezQA10ZeSxX/KiZnVSg9e/bk/vvvx+v1cm+3e7nPUXRv6UUZi9iYtdHwOhG5UIqwXLQlS5Zw9uxZqjaoyo/+PwLo7lgGvPbaazRr1oyzZ88ysstIOkZ0BGDswbEUeAoMrxORC6EIy0WbOXMmAM2GNcONm0bBjagdVNvwqorH39+fBQsWEBMTw+bNm9nz8h6i7dEcKDjAe8feMz1PRC6AIiwX5cSJEyxduhSLw8KpuqcA6BrX1fCqiqtKlSrMnTsXi8XCzEkzuXLflQBMPz6dPXl7DK8Tkf9FEZaL8sEHH+ByuWgyoAnnOEe8I542EW1Mz6rQ2rVrx9NPF31UaXz38TSxNcHldTH24Fg8Xo/hdSLyZxRhuSgzZswAILJzJFB0cw6HxWFykgBPPfUUbdq0IScnh3WPrCPQGsiWnC0sPLXQ9DQR+ROKsFywbdu2sWnTJsIbh5MRkoGfxY/bom8zPUsoupHH7NmziY2NZetXW4n9NhaAN4+8yYnCE4bXicgfUYTlgv16QVb9R+oDcH3k9UQ6Ik1Okt9ITEzkH//4BwCLBi0iIT+BHE8Orxx+xfAyEfkjirBcEI/Hw5w5c7BF2CioV/Txly5xXQyvkv/ruuuuY8SIEeCBtQ+sxYqVlWdX6paWImWUIiwX5Ntvv+Xo0aMkdUrCbXFTO7A2dYLqmJ4lv+PZZ5+lVatWZGzJwLOi6MKslw+9TKGn0PAyEfm/FGG5IPPnzwcgqWsSALfF6L3gssput/PBBx8QFRXF5jGbceQ5OFBwgH+c+IfpaSLyfyjC8j+53W4WLFhAcKNgCqIKCLAGcEPUDaZnyZ+oUqUKM2fOxJPtYdfYXQBMS59GemG64WUi8luKsPxPq1ev5vjx4yR1KToKvi7yOkJsIYZXyf/Svn17HnnkEU4vPU3BtgIKvAWMPzze9CwR+Q1FWP6nefPmYQuxEdo2FEAfSypHXnjhBerXr8+e5/aAG748+yVrMteYniUi/58iLH/K6XSycOFCIm+MxOvwkhKQQv3g+qZnyQUKCAhg9uzZeA95Of7BcQBeOvySLtISKSMUYflTX375JRkZGVS6vRIAt8bcisViMbxKLkb9+vV58cUXSZ+SjvOUk0MFh5h5fKbpWSKCIiz/w/z58wmoEYBfmh82bNwYeaPpSXIJHnroIa696loOv3YYgHePvcvRgqOGV4mIIix/yOVysWjRIqLaRwHQKryV7pBVTlmtVt5//31sG2xkbcii0FuoO2mJlAGKsPyhb7/9ltNnThPTPgaAm6JuMrxI/oqEhASmTZvGoRcP4XV5WZ25mvXn1pueJVKhKcLyhz766CNCmoRgj7MTYgvhb+F/Mz1J/qKOHTvS85qenFxwEoAXD7yIy+syvEqk4lKE5Xd5vV4WLVpEdPtoAK6NuBZ/q7/hVVIcxo8fT9CKIFxnXex37uejUx+ZniRSYSnC8rs2bdrEoROHiLgmAoD20e3NDpJiExwczMx3ZnJsyjEAXt//Oudc5wyvEqmYFGH5XYsWLSKidQS2IBuJfok0DG5oepIUo+bNm3Nvyr3k7ckjz5bHhL0TTE8SqZAUYfldH3300fmrom+KugmrRf+q+JrRT4/G8aEDgI8zP2Zf3j7Di0QqHv1klf+ye/dudhzdQdiVYQC0j9KpaF/k7+/PjMdncO7rc2CDYd8PMz1JpMJRhOW/fPzxx0T8PQKLzULdoLpUDahqepKUkEaNGnG7+3Y8Tg/7QvaxeN9i05NEKhRFWP7LkiVLiLy26KYc10Zea3iNlLTnHn4O66qiHwXP/fIcTo/T8CKRikMRlv9w9uxZ1m5fS8jlRV9VeG2EIuzrHA4Hk26ehOuMC3esm6GfDDU9SaTCUITlPyxfvpywtmFYrBbqB9cnwT/B9CQpBVdcdgVXHrsSgNXhq/lx/4+GF4lUDIqw/IdPP/3036eidRRcobzZ5U0shy3YQm0MWDoAr9drepKIz1OE5TyPx8Py9csJaVx0KvqayGsML5LS5Gf3Y2TNkQDkNs3l9X++bniRiO9ThOW877//HndjNwANghoQ7xdveJGUtlvr3krS8SQsNguTT0/m+PHjpieJ+DRFWM777LPPzp+Kvi7qOsNrxJQJV0/A6/IS1CyIPq/2MT1HxKcpwnLeJ2s+IaRhCHjhmgidiq6okkOSudZedD3A3iZ7WfjRQsOLRHyXIiwApKencyjmEAD1/OsR6xdreJGY9ESDJ7AX2glMDeSxRY9x5swZ05NEfJIiLAAsXbqUiLYRAFwfe73ZMWJcuD2c+6vcD0BQtyAGjxhseJGIb1KEBYDFXy4+f1V0m4g2ZsdImdAtoRvRnmj8Yv1Y7l3OihUrTE8S8TmKsOByudjg3IDFZqGytzJJ/kmmJ0kZ4Gf147GUxwCI6xlHv8f6kZOTY3iViG9RhIX169fj39wfgBsr3Wh4jZQl7SLacVnAZdgCbbg7uHnmmWdMTxLxKYqw8NnKz85/bWG7yHaG10hZYrFYGFqt6F7S0R2ieeeTd9i8ebPZUSI+RBEWVqSvwBpgJawgjJqBNU3PkTKmfnB9rou8DovVQsJDCfTr3w+32216lohPUIQruMzMTE4knQCgTXgbLBaL4UVSFj2Y+CB27IRdGcZOx04mTZpkepKIT1CEK7gVq1YQelUoAB2rdjS8RsqqJP8kusV1K/rrR5IYMXIER48eNbxKpPxThCu4D3/+EHuoHUeug/rB9U3PkTKsd6XehNvCCUwOxL+dP4MGDTI9SaTcU4QruK3WrQDU99THZrEZXiNlWag9lH4J/QBI6J/Ah0s/5JNPPjG8SqR8U4QrsL1790KDor/unNrZ7BgpFzrFdqKafzUc0Q4q3VOJgQMH6rPDIn+BIlyBzftuHn6V/KAQWse3Nj1HygGHxcHDSQ8DEN8jnvSCdH12WOQvUIQrsJUnVwIQfyaeAGuA4TVSXrQOb02TkCZY/C0kDkzktdde02eHRS6RIlxBeTwe0mPTAWgT1cbsGClXLBYLgysXfaFDdPto/FL96N+/vz47LHIJFOEKas3WNfjXLrpVZbfLuhleI+VNnaA63BR1EwDVH6vO+vXrmTZtmuFVIuWPIlxB/fPnf2KxWbCn26kcXNn0HCmHBiYOxN/iT2DDQMLbhDNixAhOnTplepZIuaIIV1A/uH4AIDUv1fASKa8q+VWiR3wPAJKHJXM26yzDhw83vEqkfFGEK6ACVwFZ1bIAaF+1veE1Up7dE38P0fZoLJUsxNwRw7vvvsu//vUv07NEyg1FuAJatHURtlAb7kw3tze+3fQcKceCbcEMSBwAQPUHq2MLs/HAAw/gcrkMLxMpHxThCmjJwSUABO8Lxt/hb3iNlHcdozuSEpCCO8BNtYHV2Lx5s77gQeQCKcIV0K7AXQBcbr/c8BLxBTaL7fxHlqJuj8K/sj8jR47k+PHjhpeJlH2KcAVzMPcgrlgXXpeXO+reYXqO+IgWYS1oGdYSj9VDvVH1yMzMZNiwYaZniZR5inAF88/t/wQg/6d8WjVuZXiN+JJHkh7BihUuh5DLQ5g1axZff/216VkiZZoiXMF8faroh2L8qXhsNn1rkhSflMAUbou5DYBGYxuBBQYOHIjT6TQ7TKQMU4QrEKfXyZHQIwBcGXal4TXii/on9CfYGkxuXC5V76jKjz/+yJtvvml6lkiZpQhXID9m/4g3wIvrrIsODTuYniM+KNoRTa9KvQCoNrgalgALo0aN4siRI2aHiZRRinAF8um+TwHI+T6Hppc3NbxGfFW3uG5U8qtEjl8OTR9vSnZ2NkOHDjU9S6RMUoQrkO8yvwOK3g/28/MzvEZ8VYA1gAcTHwTAfosdv1g/5s6dy8qVKw0vEyl7FOEKItOVyYnAEwBcGaH3g6VkXR95PfWC6lFAAe1ebwfAgw8+SGFhoeFlImWLIlxBrM9aD1bI253HNZdfY3qO+DirxcqQykMAOFnrJInNEtmxYwcTJkwwO0ykjFGEK4hVx1cBkLUuixYtWhheIxVBo5BGtItohwcPzV5qBsCzzz7LoUOHDC8TKTsU4QrA6/Xyr3NF32wTfSyaiIgIs4Okwngo6SHsFjsHQw/Som8LcnJyGDJkiOlZImWGIlwBHC44zDn7OTxOD82jmpueIxVIFf8qdI3tCkD0/dHY/GwsWLCA5cuXG14mUjYowhXA99nfA5CzLYfWLVobXiMVTZ9KfQi3hXOUo3Qa3wmAhx56iIKCAsPLRMxThCuA9WfXA5C9IVvvB0upC7OH0S+hHwCnWp2iUo1K/PLLL4wfP97wMhHzFGEf5/V6WZ9ZFGHbbhvVq1c3O0gqpE6xnajmX42znrPcPPlmAMaMGcPBgwcNLxMxSxH2cQcLDpJpycRT4KFhaEMsFovpSVIBOSwOhlYuumvWlugttOrUiry8PAYPHmx4mYhZirCP25C1ASh6P7j55booS8xpGd6Sq8Kuwo2b1CdTsdlsfPjhhyxbtsz0NBFjFGEftzF7IwBZG7Jo1qyZ4TVS0T1a+VHsFjtbvVvp/mJ3QBdpScWmCPuw374fnL0xmyuuuMLwIqnoqgZUpVtsNwDOXneWSpUrsXv3bl555RXDy0TMUIR92P6C/ZzxnMGT7yEhP4GoqCjTk0Tok9CHaHs0h52H6Tq16DPEY8eOZf/+/WaHiRigCPuwjVlFp6JztuXQrLFORUvZEGIL4cGkom9Z2lhpI3/r8DddpCUVliLsw7bkbAEge1O23g+WMuXmqJupF1SPHE8OjZ9tjN1uZ9GiRXz22Wemp4mUKkXYh23N3gpA9lZFWMoWq8XKsCrDAPjG8w29n+0NwMMPP0x+fr7JaSKlShH2UaedpzlceBiAwh2FNGrUyOwgkf+jfnB92ke1ByC3Yy6JiYns2bOHl19+2fAykdKjCPuobTnbAMjbk0e9GvUICAgwvEjkvz2U+BCB1kB+zv+ZPlP7APD888+zb98+w8tESoci7KO25hSdis7ZlkPjxo0NrxH5fbF+sfSpVBTftZXX0uamNuTn5zNo0CDDy0RKhyLso349Es7ZmqNT0VKm9YjrQTX/amS4Mrjy+Sux2+0sWbKEJUuWmJ4mUuIUYR/k8rr4KfcnQBGWss9hdTC8ynAAVrhX0PfZvgAMGjSIvLw8k9NESpwi7IN25e0i35OP65yL/P35NGjQwPQkkT/VLKwZ10VehwcP2R2zSaqcxL59+3jxxRdNTxMpUYqwD9qeux2A3J9zSUlOISwszPAikf9tcNJggqxB/Jz/M72m9gJg3Lhx7N692+ywYub0ONmUvYmPT33M4ozF7MrbZXqSGGQ3PUCK387cnQDk7czjykZXGl4jcmHi/OLon9Cf1468xpqENfz9lr/z5eIveeCBB/j888/L/ddwniw8yfTj0/n09KdkubP+4+81C23G6GqjifOLM7ROTNGRsA/akbsDgNwduXo/WMqVLnFdqBlQk0x3Jpc/dzn+/v588cUXzJkzx/S0S5bnyeONI29wy0+3MPfkXLLcWUTZo2gR1oIrQq/AbrGzPms9fX7pwxnnGdNzpZQpwj7G7XWfP72Vu1MRlvLFYXEwvGrRRVqrnKsY+MpAAAYPHszp06dNTrskG7M20nV7V2Ycn0Ght5BGwY2YWHMiy+ovY2LNiUxKncSCOgtI8kviaOFRXjj0gunJUsoUYR9zIP8ABd4C3LluCg4WKMJS7jQOaczNUTfjxcuRvx+hbv26nDx5kmHDhpmedsHcXjeTjk6i/67+HC44TJwjjvHJ45mWNo0WYS2wWWzn/9kqAVV4JfkVrFhZeXYlP+X8ZHC5lDZF2MfsyCs6FZ33Sx5RkVEkJSUZXiRy8QYlDSLcFs6u/F3cOeVOAN577z1Wr15teNn/dsZ5hoG7BzL12FS8eKl6qCqREyJ57o7nuPbaa+nWrRsvvfQSu3b9+4KstKA0boi6AYB/nvynqeligMXr9XpNj5DiM/7weGafmM2JeSeo8a8afP3116YniVySxRmLGX1gNP4Wf1LnpDLzlZnUqlWLLVu24O/vb3re7/ol5xce+PkBztjO4Mn1cOD5A5xZ+sfv83bt2pWXXnqJKlWqsCV7C71/6Y2/xZ8vG35JgFW3mq0IdCTsY37J+wUoujK6bt26hteIXLoOUR1oFtqMAm8BjnsdxMfHs3PnTsaNG2d62n8pKChg5LyRdN3UlTO2M+QfymdHzx34/eBH9+7deeGFF5g1axb/+Mc/eP7557nhhhuwWCzMnTuXyy+/nLVr19IguAHxjngKvAX8kP2D6ZckpURHwj7m+m3Xc8p5ih09d/BCvxd4+OGHTU8SuWSH8g/RZXsXCrwF3HjsRsa2H4ufnx9bt26lVq1apufhcrl47/33eHnTy4TeG4rFZiFvcx5X/XgVfbv2pWnTplitv3+ss2nTJvr06cOmTZsICgpizZo1LI5YzKKMRXSP686QykNK+dWICToS9iFZ7ixOOU8BkH8gX0fCUu5VCajCfQn3AbAmaQ3X3X4dhYWFDBgwAJPHD16vl08++YSGjRvy3L7nCOsbhsVmoWZ6Tb674zumjJ9Cs2bN/jDAAI0bN+brr7+mbdu25Obm0rFjR+rY6gDo4qwKRBH2Ifvz9wPgPOnEk+1RhMUn9IjvQVpgGpnuTOqMrkNgYCBfffUV06dPN7Jn9+7d3HDDDXTs2pGC/gXEdo4FLzwU/xBzb5pLZGjkBT9WSEgICxYsIDk5mQMHDrBs6jKg6G0lj9dTUi9ByhBF2If8GuG8fXmEh4eTkJBgdpBIMXBYHIysOhIrVr4p/Ib+b/QHYOjQoZw8ebLUdhQUFDBmzBguu+wyVm1eRe13axPeMhx/iz+vprxKr6Rel3RXr6ioKKZMmQLA+y+8jwMHuZ5cDhccLu6XIGWQIuxDfo1wwf4C6tatW+5v8yfyq3rB9ega1xWAX5r/QoNmDTh9+nSpXfOwZs0aGjZsyNNPP421mpUGcxsQkBpAtD2aqWlTaRPR5i89frt27ejYsSMepwf78aK7Ce/O8617ZsvvU4R9yK8Rzt+fT1pamtkxIsXs/oT7SfJL4pjzGG3eboPNZmPu3LksWrSoxJ4zPz+fxx57jKuuuoqdO3dStX1VGsxugDfcS3JAMtNrTadecL1iea4RI0YAkL41HYCjhUeL5XGlbFOEfci+/H0A5O/LJzU11fAakeIVZAtiVLVRAHxr+ZZer/YC4P777y+RW1pu2LCBJk2a8PLLL+P1ern5lZuJezYOp9XJFaFX8F7aeyT6Jxbb8zVv3pymTZuSfyQfUIQrCkXYR7i97vPvIeUfzKdmzZqGF4kUvyahTegW1w2AQ20PUfvy2hw7dozBgwcX23M4nU6efvpprrzySn7++WfiK8Uz8KuBHG17FA8eOkR14M2UNwm1hxbbc/6qe/fuFB4tBCC9ML3YH1/KHkXYR5x0nsSNG6/Ti/OEUxEWnzUwcSDV/KtxynWK1pNaY7FYmDlzJp999tlffuxdu3bRsmVLxowZg9vt5s4ed9JlVRf+FfovoOiU+Khqo3BYHX/5uX5P165dcR5zAnAw+2CJPIeULYqwj/j1T82FxwvBAykpKYYXiZSMAGsAo6uPxoqV723f0+OVHgD069ePzMzMS3pMr9fL+++/T+PGjdmwYQORkZG8v/B9AkcG8m3utzgsDsZUH0PfhL4lesFjpUqVqFWp6CYkJ/NL78pvMUcR9hHpBUURLjhaQExMDBEREWYHiZSg+sH1uTv+bgCOtjtKzUY1OXLkyCV909KZM2fo0qULvXv3Jicnh7Zt2/LZD5/xYdqHbMvZRpgtjLdqvsVNUTcV98v4XVc1vgqAHGuO0RuSSOlQhH3ErxdxFKYX6lS0VAgDEgaQEpDCGfcZWk1qBcDUqVNZsWLFBT/G119/TcOGDfnnP/+J3W5n3LhxPLvwWYZnDudI4RGS/JJ4v9b7NAltUlIv479c3/L6or+wQbY7u9SeV8xQhH3E+dPR6YXUqFHD8BqRkudn9WN09dHYsLHNsY3Or3cGoG/fvmRlZf3pr3W5XDz11FO0bduWQ4cOUbNmTb5b8x1x98TxyL5HyHJn0SC4AdNrTad6QPVSeDX/dvWVV+POcQOw4/COUn1uKX2KsI84VngMgMJjhVSpUsXwGpHSUSeoDgMTBwJw9Oqj1GhZgwMHDvDoo4/+4a85dOgQbdu25bnnnsPj8XDvvffy3cbvWBi9kIlHJ+LFy23RtzE5dTJRjqjSeinnBQYGYs0p+tG8fsf6Un9+KV2KsI847Sr6nKTzlFMRlgrl7vi7aR7anHxvPvUm1MPisDB16lQ++eST//pnlyxZQqNGjfj2228JDQ3lgw8+YPQ7o3no8EOsOLsCu8XOE1WeYGS1kfhZ/Qy8miJB3iAAtu7bamyDlA5F2EdkODMAcGW4qFq1quE1IqXHarEyuvpoIuwRHLUdpcP7HQDo06fP+XtLFxYWMnjwYG655RZOnz5NkyZN2LRpE9HXR9N9e3d25+8m2h7N5NTJdIrtZPLlAJw/At97fK/hJVLSFGEf4Pa6OeM6A4DztI6EpeKJdcSev5vW4TqHqX9XfU6cOEG/fv3Ys2cPrVq1YsKECQAMHjyYr779igV+Cxi+bzg5nhwaBjdkVu1ZNAppZO5F/EZUUFGET2SeMLxESprd9AD56zJdmXjw4PV4cZ1xKcJSIf0t/G90ie3CvJPziBgaQdA3QSxatOj8vaWjoqKYPn06ja5rRP+9/dmRV3TRU6/4XgxIHIDDUjI34LgUMaEx4ITTOafxer36MhYfpiNhH3D+VPRZF/52f6Kjow0vEjHjkaRHqBtUlxxyqDK2ChZHUbwqV67Mpk2bsLW00X17d3bk7SDcFs7rKa/zUNJDZSrAALFhsQC47W7S03X7Sl+mCPuADNf/j/BpF7GxsfpTs1RYflY/+rr64s32EnxZMEmDkwCoUrsKbzrf5KkDT50//fxBnQ+4Kvwqw4t/X4g9BABbkI1du3YZXiMlSaejfcD5K6MznMTGxhpeI2LGr7eefPDBB3Fc7qDmGzWJ6xKHf7g/WU2y+DLzS2zY6J/Qn3sq3YPdUnZ//AXaAgGwBlk5dOiQ4TVSksruv4VywX69q447y60IS4WUlZVFamoqx48fB+CqoKu4KvgqPs75mPAbwoGi79keW2MstybcanDphQmyFn1EyRZk48QJXZzly3Q62gfkuHMAcOe4iYmJMbxGpHRt3LiRJk2anA/w2LFjGTlvJGsK1/zHP7frgV0Mv2s4OTk5JmZelCBbUYStQdbzr0t8kyLsA36NsCfHoyNhqTC8Xi+vvfYaLVq0YNeuXVSpUoVPv/6U7LuyGbxvMCedJwm2Bp//52u9WItf9vzCoEGDDK6+MIHWf5+OVoR9myLsA3I8//9IOFeno6ViOHnyJDfffDNDhgzB6XRy62238tK3L/FK2Ct8fuZzrFi5O+5uPq//OfPrzCfYGoxffT+qPFaFd999l3nz5pl+CX/K3+oPgNVPEfZ1irAPOH86OttNVFTp3+tWpDStWrWKhg0b8tlnn+Hv78/bb7/NDRNv4OVTL5PpzqRWYC1m1p7JI5UfIdAWSEpgCs/VeA4LFmI6xRBzRwz9+vVj3759pl/KH/r1ojGL3cLZs2fNjpESpQj7gN+ejg4JCTG8RqRkuFwuRo4cSbt27UhPT6dOozo8+K8H+eJvX9AsrBlR9igeSnyIGbVnUCeozn/82r+F/42HEh8CoOpjVaEhdOvWDafTaeKl/E+/fm7Z4rCUi/ew5dIpwj4g15MLFJ2ODg4O/h//tEj5c+DAAVq3bs3YsWPxer3cOepO0mamscq7igMFB/g+63sWX7aYXpV6/eGNN3rG96RjdEewQvK4ZLZmb+WZZ54p3RdygX57JJybm2t4jZQkRdgHFHoKAfAWegkKCjK8RqR4ffjhhzRq1Ig1a9YQlRLFXV/dxe5bdnPI+e/Pz645t+b8xUx/xGKxMKLqCFqFtcIaYCVlQgrjZ4/nyy+/LOmXcNF0JFxxKMI+wE3RF4B73V4dCYvPyMvL4/7776dTp05k5mXS9Omm1Jpfi52hO7FipWtsV+bXmQ/Ajzk/ctZ19n8+psPiYFyNcdQNqosj0kHKGyn0GNijzN0a8vyRsCLs8xRhH+DyugDwuhRh8Q0//fQTzZo1Y9LkSUTdFEWLL1rg6eihgAIaBTdiTu05DKsyjJTAFGoG1MSLl7Xn1l7QYwfZgng95XWSHEn4V/Yn4pkIuvbpisvlKuFXdeHOHwnbLbjdbsNrpCQpwj7gtxEODPzzU3IiZZnX62Xq1KlcccUVHAg8wGVzL6P6mOrkB+cT74hnTPUxTEubRmpQ6vlf0yq8FQDfnfvugp8nyhHFW2lvEWGJIDA1kBPdTzBizIhifz2X6tcIWx36Ee3r9P+wD3B7/3062uEoW98GI3KhMjIy6Ny5Mw+/+DCJ4xJJnZSKX00/gq3BPJj4IB/W+5Cbom76ry8oaRVWFOF/nfsXHq/ngp+vin8VptWeRpAriKA6QSyuvpiFny4s1td0qX57YZa+kMW3KcI+4LdHwiLl0ZdffknjaxqzscFG6sytQ/hV4diw0SW2Cx/X+5h7K91LgDXgd39tg5AGBFuDOeM6w/bc7Rf1vDUCa/DuZe9iL7AT0jCEp048xfZ9F/cYJcGC5de/UIR9nCLsA349EkZvHUk5U1hYyCMjH+GeT+8h+p1oojtEY7FaaBfRjgV1F/BYlceIdET+6WM4LA6ahzUHLu6U9K/SgtKYXGcy5EFgw0B6bOzBydyTl/R6iosX769/oQj7OEXYB5z/SjabfsNK+bFlxxZaPNeCr677irjucVj9rDQOasyMWjN4KfklqgZUveDHahnWEij6qNKlaBTRiJcqvYT7nBuS4fbvbue08/QlPVZx8FB0Wt3r0cWWvk4R9gG//TiD16tT0lK2OT1OHvnoEXoe6gm3gi3ERnxhPG/WfJOptaZyWfBlF/2Yv74v/GPOj5xxnbmkXe1S2jHIOQjnKSe50bnc+f2dnCg08zWC538feyA0NNTIBikdirAPsFlsAFhsFgoLCw2vEfl9Hq+HhQcXctWXV/FNtW+wR9uxZlgZGj6UT5p/Qsuwlpd8JifOL47UwNSL+qjS77n32nu5bst1FB4r5EzAGe7edjf78/df8uNdql9PR3u9XkXYx9lND5C/7rdXUubl5RleI/Lf1p1bx9gdYzliPwJR4Dzt5MqTV/LmHW/ib/cvlufol9APK1aahTb7S4/z0qMvsb3XdvZ32s+pKqfotb0Xr6W+RuOQxsWy80L8ejoaL4SFhZXa80rpU4R9wG+PhPPz8w2vEfm37bnbef3Q63yf8z3YwZ3jxv2Zm8l3TKblNS2L9bn+HvH3Ynkcq9XKBxM/oPm1zcl5IAfqwwO7HuDZ6s9ybeS1xfIc/8tvT0dHRv75hWlSvinCPuC37wnrSFjKgoP5B3n76Nt8cfYLADxOD6cWnOI653W8+fybZf4e52FhYSyauYjmVzcneng0EW0iGL5vOEcLjtIzvmeJXwDp4v9/7NDjpXLlyiX6XGKW3hP2AUHWoh9o1kCrIixGZbmyeOnQS3T+uTNfnP0Cr8dLxqcZpPdJZ+JVE3l3wrtlPsC/qlWrFrPencXeYXs5MbfoAq03jr7BU/ufIt9TsmecCjwFAHjyPCQlJZXoc4lZirAPCLEVfYewLcSmm72LER6vh49PfcxtP9/GvJPzcOMm89tMdnTbQerXqfyw/Ac6duxoeuZF69ChA6NHjebwy4c5+upRrF4rS88spc/OPqQXltyXPvwaeU++R0fCPk4R9gHBtqLPEdpCbJw9e9bsGKlwtudup/cvvXn24LOccZ3BdcjFrvt3cXDoQcb0H8Pnn39OYmKi6ZmXbOTIkdx6660cm3OM48OPE2YJY0feDu7ecTc/ZP1QIs95PsIFHqpWvfDPS0v5owj7gBDrv4+EMzIyDK+RiiLTlcnzB5/n7h13sy1nGzanjcMTDrOt8zaSziWxfv16Hn30UazW8v1jxmq1MnPmTBo0aMChFYfIGJJBTf+anHGdYcCuAcw/Ob/YP59/Jqfos86efA9169Yt1seWsqV8/+4QAELtRZ8jtIXaOH3a3F1+pGLwer0sP72cTj93YuGphXjx4l3nZXOHzZyYdYIB9w1g48aNNGrUyPTUYhMaGsqSJUuIj49n21fbyB6ZzbUR1+LGzYuHXmTUgVHF+j7xnsN7APDDj+jo6GJ7XCl7FGEfEG0v+k3qiHYowlKiThSe4NG9jzJi/wjOuM4QmRfJgQcPsOmBTYR5wvj44495++23y83FVxejatWqLF68mICAAD5b9Bl5b+QxKGkQVqx8evpTeu/szZGCI8XyXHvT9wIQatONOnydIuwDYhwxADhiFWEpGV6vlw9PfUjnnzuzOnM1duyErw7nyzZfkvGvDK699lq2bdvGLbfcYnpqiWrWrBmzZs0C4I3X3yB7YTZvpb5FhD2CnXk76bGjxyXfv/q39hwrOhKOC477y48lZZsi7ANiHbFAUYT1nrAUt+OFxxm4eyBjD44lx5NDVVdVjg08xqohq7Bb7Lz66qssW7aMhIQE01NLRefOnRk7diwADz30EEdXHmV27dnUC6rHOfc5Ht79MNPSp13Udxv/XwdPHwQgJT6lWDZL2aUI+4DzEY5ycCLDzA3nxTd9fvpzumzvwrqsdfhb/En9IZWPW37MwbUHqV27NuvWrWPIkCHl/uKrizVixAj69u2Lx+Oha9eu/LL2F6alTeP2mNvx4uWd9HcYuncoWe6si37sI0eOkGMp+qhhvWr1inu6lDEV63eOjwq3F30BOsDJArPfgyq+4ZzrHE/ue5In9j9BljuLZGsyBU8WMO++eXjdXvr378/GjRtp3Lj07qdcllgsFt555x1uvfVWCgoK6NChA9u3befJqk/yVNWn8LP4sTpzNT139GR33u6LeuzFixdjCy/6/ZwQWjHOLlRkirAPsFqsxNqLjoad4U6ysi7+T98iv9qYtZGu27uy7MwybNhomt6Uz/72GT8s/YGoqCg++ugjJk2a5JMXX10Mu93OnDlzuPrqqzl37hw33HADe/fu5daYW3k37V3iHfEcLDjIPTvvYfnp5Rf8uIsWLcIeUXQr2nB7eEnNlzJCEfYR1QKrAeBfxZ+jR48aXiPlkdvrZkr6FAbsGsBx53ES7YnETY9jys1TyM3KpV27dmzbto1bb73V9NQyIzAwkMWLF9OgQQOOHTvGNddcw4EDB6gbXJfZtWfTLLQZ+Z58RuwfwfjD43F6nX/6eIcOHWLFihX4JfgBEO8XXxovQwxShH1EFf8qAARUDSA9veRupye+6ZTzFA/ufpDJ6ZPx4KFpYVM2376ZT9/8FIfDwUsvvcTy5cvL9Z2vSkpERATLli0jJSWFffv20aZNG/bv30+kI5I3a77JPfH3ADD7xGwG7hrIaecff4Lh3XffxRJkwR5WdCSc6Kf/vX2dIuwjqvoX3drOv6qOhOXirD+3nm7bu7E+az0BlgAuW38ZU1tO5fCew6SlpbF27VqGDRtW4S6+uhgJCQl89dVXpKamsn//flq3bs3evXuxW+w8nPQwL9d4mSBrEBuzN9JzZ0925e36r8fIyspi4sSJ+CUWHQVH2iMJslXsU/4VgX5X+YiqAf8/wjodLRfI4/UwNX0qD+x+gAxXBlWsVSh4uoCZ98/E6/Vy33338cMPP3D55ZebnlouVK5cmVWrVpGWlsbBgwdp1aoVGzZsAODvkX9nZq2ZVPGvQnphOr139ubrzK//49e/+uqrZGRkUOPKGgAk+enbkyoCRdhH/MeRcLoiLH8u253N0L1DmZQ+CS9e6mTUYWW7lWz8ZCORkZEsXLiQKVOmEBwcbHpquZKUlMSqVavOv0fcunVrPvzwQwBqBNZgRq0ZNA1pSq4nlyF7hjDzeNEfeLZt28bzzz8PwNU9rwagTlAdY69DSo8i7CMS/ROxeC3YAm0cPHfQ9Bwpw/bl76Pnjp6szlyNAwcxn8Yw+7rZZJ/Opm3btmzdupXbb7/d9MxyKzExkW+++Ybrr7+e3NxcOnXqxIABA8jJySHcHs7E1InnP0/8+pHXeeKXJ+jctTNOp5MOHTqQnZgNwGXBlxl+JVIaFGEf4bA4iCqMAiDdqguz5Pd9dfYr7tlxDwcKDhDuCefEsBMsf3o5drudcePG8cUXX+j7a4tBWFgYS5YsYdiwYQBMnjyZ1NRU3nnnHfKy8niiyhMMTRqKxWthec5yGAI1mtZg2MRhbM/bjg0bLcNaGn4VUhos3uL+Di4xpu+6vmxybKJgTgE/vvKj6TlShni8HqakT2HqsakARJ2KYnW31TgznKSmpjJnzhyaNm1qeKVv+uKLL7jvvvs4cOAAAA6Hg5SUFDIzM8mpnkONcTWwhdiwYsVmseH0Orkh8gbG1hhreLmUBh0J+5BaIbUAyI/NL/bvN5XyK8udxZA9Q84H2P61nRXtV+DMcNK7d29++OEHBbgEXXvttezcuZPXX3+dtLQ0nE4nO3bsID09HedmJ5cvu5zLAy7Hgwen10mtwFoMqTzE9GwpJToS9iGrTq1i6MGh5O3OY3Xb1cTGxpqeJIYdKTjC4D2D2ZO/B7vXTvpL6Ryaf4jQ0FAmT57MXXfdZXpiheL1ejlw4AB79uwhKCiIBg0anL/47XDBYbLcWaQGpmK32A0vldKi/6d9SN2wugAEVA9g94HdinAFtzl7M4/ufZSzrrP45fqxtd9Wcrfn0rRpU+bOnUtKir6hp7RZLBaqV69O9erV/+vvVfbXe/EVkU5H+5A4RxzkgMVuYePRjabniEGfZnzKgF0DOOs6Cwdg4+0byd2ey+DBg/nuu+8UYJEyQkfCPsRisRCYEUhecB4/n/vZ9BwxwOP18M7Rd3jv+HsAZH2dxZ4Re4gMjmT6kuncfPPNhheKyG8pwj4mtiCWgxzkgPeA6SlSyvI8eYzaP4qVZ1cCcOy9Yxx9+yit/9aa2bNnk5SkOzCJlDU6He1jkm3JAJwO/uObxIvvOVl4kvt+uY+VZ1fidXnZP2o/x945xqinR7Fy5UoFWKSM0pGwj2kQ0YCv+IqC+AI8Xg9Wi/6c5eu2525nyJ4hnHCewHXWxZ5H9xB+IpyVK1fSpk0b0/NE5E/oJ7SPuaLyFbjz3FgCLRzI1ylpX7f67Gr67uzLCecJ8vbmsaPnDtoktWHLli0KsEg5oAj7mBrVapC3Mw+AdcfXGV4jJcXr9TL7+Gwe3fMo+d58zq09x9779jLu0XEsWbKEmJgY0xNF5ALodLSPCQwMxHbYBo1g/fH1dK3e1fQkKWYur4uXDr7EwoyFYIGTC07iWODg2y++1Z2vRMoZRdgHxeXFkUUWv+T/YnqKFLNsdzZDdgxhY8FGvB4vR14/QltXW6ZsmEJYWJjpeSJykXQ62gel+qUCcDzgOG6v2/AaKS7phel02diFjQUb8eR7ODLyCGNbj+WDOR8owCLllI6EfVDjhMZ8n/c9BMLB/IPUCKxhepL8RdvObaP/j/0pCCjAecqJ900vX776JfXq1TM9TUT+Ah0J+6B6deqdvzhre+52w2vkr/rn7n/S6+deFAQUkLcrj8uXXc66eesUYBEfoAj7oNq1a5O7IxeAbVnbDK+RS+X1ehmxagQvnH0B/CBnXQ7DrcOZPn46QUFBpueJSDHQ6WgfFBcXh/1w0f+1G09thOpm98jFy8nPocuiLqSnpWPBAl/B4lsWk1YzzfQ0ESlGOhL2QRaLhTRH0Q/r/ezH6XEaXiQXY+uurfxt/t9IT0vH6/GSsiGFNQPXKMAiPkgR9lHNqzfHddaF2+rmlzx9VKm8mPTPSXTb0g0uA0+eh25nuzG/33z8/f1NTxOREqAI+6grml5BzrYcALbkbDG8Rv6X3Nxc7nriLt4Ofxv/ZH8smRZeS3yNodcMNT1NREqQIuyjmjRpQvaWbAB+yPzB8Br5Mz/99BPN72/Ojpt34IhxEJoZysfNP6ZNjTamp4lICVOEfVRiYiKBRwMBRbis8nq9TJk6hevHX4/fID+sAVZqO2vz6d8+JSlIXz0oUhEowj7syvgr8bq8ZFozSS9MNz1HfuPcuXN07d6VsQfGEj8wHoAOwR2Y0WwGwbZgw+tEpLQowj6s3dXtzn9eeEPWBsNr5FcbNmygcavG/HDVD8TcHgNeeDTpUZ6p9Qx2iz41KFKRKMI+rG3btmStywLguzPfGV4jXq+X1157jdadWuP/tD9hV4bh5/XjtZTX6BbfzfQ8ETFAf+z2YcnJyQTsCwBgzdk1eLwerBb9ucuEjIwMevXqxZf7vyRlWgqOaAfRtmjeSH2D2kG1Tc8TEUP0E9mHWSwW2lVvhzvXTY41h115u0xPqpC++eYbGjZsyBrPGtKmpOGIdpAWmMasOrMUYJEKThH2cbffcjvZG4o+qvTN2W8Mr6lY3G43Y8aMoU27Nli6Wqg+pjpWfytXh13Nu2nvEu8Xb3qiiBhm8Xq9XtMjpOQUFhaSfE8y8cPiqeypzMdNPzY9qUI4dOgQPXv25Nst31JjXA1Cm4YC0LdSX/on9NfbAiIC6EjY5/n5+dEyoCVel5fD1sMczD9oepLPmzt3LvXr12f98fXUmV2H0KahBFmDeCX5Fe5PvF8BFpHz9NOgAuhycxeyvi+6Svrz058bXuO7zp49S48ePbjrrruwXWWj9vu1ccQ7qOZfjZm1ZtI2oq3piSJSxuh0dAVQUFBAWq80YobFEOWO4vOmn+torJitXr2anj17cvDoQaoMqUJsl1gArg67mjE1xhBqCzW8UETKIv0krgD8/f25udLNuM65OG07zdqstaYn+YzCwkJGjBhB27ZtOVZ4jAazGpwPcL9K/RifMl4BFpE/pAhXEPfdcx+nPzkNwD8O/cPwGt+wfft2rrzySsaNG0fY1WE0XNgQe5qdUFso45PH0z9RF2CJyJ/TT4gKolGjRlQ/WB2AdfnrdIHWX+DxeJg4cSKXX345m7dtJmVECimvpeAOcFMvqB5zas+hdURr0zNFpBxQhCuQod2HkvlNJlhg8uHJpueUS3v37qVdu3Y89NBDeCI9XLHgCsI7hwPQPa4776a9S6J/ouGVIlJe6MKsCsTtdlOvfT2Cnw/G4rGw8LKFVAuoZnpWueDxeHjnnXd4/PHHycnJodJtlag2vBpOu5MwWxjPVHtGR78ictF0JFyB2Gw2nrr7KTK/ycRr9fLS/pdMTyoX9u3bR7t27XjwwQfJt+fT7L1mJI5MxGl30jC4oU4/i8glU4QrmK5duxL4aSBel5e1uWv5NvNb05PKLI/Hw1tvvUX9+vX56quviG0Ty5XLrsTV0IUNGwMTBzI1bSoJ/gmmp4pIOaXT0RXQxx9/zMBVA4nvGU+MJYaFDRYSYgsxPatM2blzJ/3792f16tVYg6xc8fwVOK92AlAjoAZjqo+hTlAdwytFpLzTkXAFdMstt1BvXz0KDhdwynuKlw+9bHpSmVFQUMDo0aNp0KABq1evJrZdLK1WtDof4C6xXfhH7X8owCJSLHQkXEHt3buXpl2bUv2t6lhsFsZUH8NNUTeZnmXU6tWr6d+/Pzt37sQeZeeKV6+goEEBAEl+STxZ9UmahzU3vFJEfImOhCuo5ORkHu/0OMfePwbAs/uf5eecnw2vMuPEiRP06dOHNm3asHPnTmr0qEGzZc0oaFCAFSt3x93NvDrzFGARKXY6Eq7A3G4311x3DYduOUT41eHE2mOZXns6lfwqmZ5WKpxOJxMnTmT06NFkZmYSVDeIJi83IadSDgC1A2szstpInXoWkRKjCFdwR48epVGLRsS8GkNgciBV/asyNW0qMY4Y09NK1Oeff84jjzzCjh07cMQ4qD+qPrQs+nuB1kD6JfSjW1w37Ba72aEi4tMUYWHFihXc0usWkicn45/gT0pACpNSJxHliDI9rdht376dxx9/nCVLlmALt1Gjfw2i7ojCZXUBcHPUzTyY+CCxfrGGl4pIRaAICwDTp0+n/1P9SZuWhl+sH0l+SUysOZGqAVVNTysWhw4dYtSoUcyYMQNLkIX47vEk9UrC7ecGoEFwAx6t/CiXBV9meKmIVCSKsJw3ZswYxk4dS82JNfGv7E+4LZxXU16lcUhj09MuWUZGBi+88AITJ07EE+Ehrlscle6ohNe/6F/7tMA07k+8n6vDrsZisRheKyIVjSIs53m9Xp5//nmeGf8MKRNSCK4XjA0bAxIH0Cu+V7n6Wr709HQmTJjAO++8g7eml5hOMURdFwW2or+fEpBC34S+XBNxTbl6XSLiWxRh+S9vvvkmjzz+CFWfrErUjUXvCzcPbc6TVZ8kyT/J8Lo/t2fPHl5++WX+seQfBLcJJub2GAJqBJz/+01DmtIzvictw1rqyFdEjFOE5XctXryYnj17Ym9tp8rjVbAGWPG3+HNvpXvpGd8Tf6u/6Ynneb1eVq1axVsz3uLrc18TcV0EoU1DsdiKIhtoDeT6yOvpHNtZHzcSkTJFEZY/tGfPHjp37sz2s9upOrwqoVeEApDgl8C98ffSIboDflY/Y/tOnTrFhA8nsGjvIlx1XATVC8Ji/ffRbf2g+rSPbs+NUTfq3tgiUiYpwvKnCgoKePnllxk7diyBVwdSeUhlHHEOAKLt0XSM7kjHmI5U9q9c4ltcXhdbTm3hgw0fsO7UOjLjM3HEOP7jn6lCFW5JvIXrIq8rlU0iIn+FIiwXZO/evQwaNIhPv/iUmNtiiL8nHr+4fx8F1wqsRZuINjQJaUK94HoEWAP+5NH+tzx3Hnvy97A7bzebTm5i08lNHPU7itfv//zrmg/V86vTOa0z7eLaEecX95eeV0SkNCnCclHWrVvHmDFjWLp8KWF/CyPm9hhCr/j3+68Adoudav7VSA5IJtE/kRhHDFH2KPwsftgtduxWO16vl2x3NjmeHLLd2ZxxniG9MJ0jBUc4nHuYc5Zzv/v8riwX7IG6jrrcVv82bm1wq9FT4iIif4UiLJfkwIEDvPfee7z33nukZ6cT0TqC0OahhDYJ/a9TxJfKmeEkb1ce+XvyqeSqRKsqreh1bS8aNmioK5tFxCcowvKXeDweNm/ezLJly1i2bBnr1q2DKAhICSAgOQC/eD8cMQ7sEXYsDgsWe9F/ANzZ7n//J8tNYXohhemFBOYGUq9SPa6ocwVXXHEFbdq0ITIy0vArFREpfoqwFCun08mOHTv48ccfOXz48Pn/nDt3DqfTicvlwuVyERISQmRkJFFRUURFRVG9enWSk5NJS0ujatWqOtIVkQpBERYRETFE9+sTERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWERExRBEWEREx5P8BTTixiYLXhBgAAAAASUVORK5CYII=", + "text/plain": [ + "<Figure size 600x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Now printing the correlations\n", + "CC1 R2 0.9999417354761132\n", + "CC2 R2 0.9998233971556131\n", + "CC3 R2 0.9941053514696421\n", + "CC4 R2 0.9915068247403939\n", + "CC5 R2 0.9606838910516341\n", + "CC6 R2 0.9617022414092647\n", + "CC7 R2 0.8732539089491249\n", + "CC8 R2 0.5045841027828407\n", + "CC9 R2 0.03663060499912696\n", + "CC10 R2 0.40687667268599514\n", + "Average R2 [Agent Canonical Activity transformed in Exp PC Space] 0.7729108730719749\n" + ] + } + ], + "source": [ + "#Select the condition to do the CCA\n", + "#Test Conditions are followed by Train conditions\n", + "cond = 4\n", + "\n", + "A_exp_cca = A_exp[cond]\n", + "A_agent_cca = A_agent[cond]\n", + "\n", + "#Select the number of components for PCA and CCA\n", + "n_comps = 10\n", + "PC_agent = PCA(n_components= n_comps)\n", + "PC_exp = PCA(n_components= n_comps)\n", + "\n", + "A_exp_cca = PC_exp.fit_transform(A_exp_cca)\n", + "A_agent_cca = PC_agent.fit_transform(A_agent_cca)\n", + "\n", + "cca = CCA(n_components =n_comps, scale= True)\n", + "exp_c, agent_c = cca.fit_transform(A_exp_cca, A_agent_cca)\n", + "# print(cca.score(A_exp_cca, A_agent_cca))\n", + "\n", + "#Transform the canonical agent's activity back into the original experimental PC space\n", + "exp_prime = cca.inverse_transform(agent_c)\n", + "\n", + "plt.figure(figsize= (6, 6))\n", + "\n", + "for k in range(n_comps):\n", + " if k==0:\n", + " plt.plot(A_exp_cca[:,n_comps-1-k]/np.max(A_exp_cca[:,n_comps-1-k]) + k*4, linewidth=1.5, c = 'k')\n", + " plt.plot(exp_prime[:,n_comps-1-k]/np.max(A_exp_cca[:,n_comps-1-k]) + k*4, linewidth= 1.5, c=(50/255, 205/255, 50/255), label= 'Network Reconstruction')\n", + " else:\n", + " plt.plot(A_exp_cca[:, n_comps -1 - k]/np.max(A_exp_cca[:,n_comps-1-k]) + k * 4, linewidth=1.5, c='k')\n", + " plt.plot(exp_prime[:, n_comps -1 - k]/np.max(A_exp_cca[:,n_comps-1-k]) + k * 4, linewidth=1.5, c=(50 / 255, 205 / 255, 50 / 255))\n", + "\n", + "plt.ylabel('Reconstructed M1 Population Activity', size=14)\n", + "plt.xticks([0, 500], ['0', '0.5'], size= 14)\n", + "plt.yticks([])\n", + "plt.show()\n", + "\n", + "#Now plot the PCs on the same plot here\n", + "ax = plt.figure(figsize= (6,6), dpi=100).add_subplot(projection='3d')\n", + "ax.plot(A_exp_cca[:,0], A_exp_cca[:, 1], A_exp_cca[:, 2], c = 'k')\n", + "ax.plot(exp_prime[:,0], exp_prime[:, 1], exp_prime[:, 2], c=(50/255, 205/255, 50/255))\n", + "\n", + "# Hide grid lines\n", + "ax.grid(False)\n", + "plt.grid(b=None)\n", + "\n", + "# Hide axes ticks\n", + "ax.set_xticks([])\n", + "ax.set_yticks([])\n", + "ax.set_zticks([])\n", + "plt.axis('off')\n", + "\n", + "plt.show()\n", + "# plt.savefig('C:/Users/malma/Dropbox/NatureFigs2/Fig2/PCA_619.svg', format='svg', dpi=300, transparent= True)\n", + "\n", + "\n", + "print('Now printing the correlations')\n", + "\n", + "for comp in range(n_comps):\n", + " print(f'CC{comp+1} R2', r2_score(A_exp_cca[:, comp], exp_prime[:, comp]))\n", + "\n", + "sum = 0\n", + "for k in range(n_comps):\n", + " sum = sum + r2_score(A_exp_cca[:, k], exp_prime[:, k])\n", + "average = sum / n_comps;\n", + "\n", + "print('Average R2 [Agent Canonical Activity transformed in Exp PC Space]', average)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d88dab84-8a40-4151-bd7e-acca8461e060", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CC1 R2 0.9998163340099553\n", + "CC2 R2 0.9998093951285697\n", + "CC3 R2 0.9989969009453031\n", + "CC4 R2 0.9993904605921102\n", + "CC5 R2 0.9830484204834516\n", + "CC6 R2 0.8593153343707443\n", + "CC7 R2 0.9127135681879347\n", + "CC8 R2 0.8712794490606389\n", + "CC9 R2 0.39053023591114333\n", + "CC10 R2 -0.28396315318036636\n", + "Average R2 [Exp Canonical Activity transformed in Agent PC Space] 0.7730936945509486\n" + ] + } + ], + "source": [ + "#Now do the CCA by transforming the experimental activity into agent's population space\n", + "#Transform the canonical experimental activity into the agent's population space\n", + "agent_prime = exp_c @ np.linalg.inv(cca.y_weights_)\n", + "agent_prime = agent_prime * np.std(A_agent_cca, axis= 0) + np.mean(A_agent_cca, axis= 0)\n", + "\n", + "#Plot the R2 between the transform exp_canonical and agent population activity\n", + "sum = 0\n", + "for k in range(n_comps):\n", + " print(f'CC{k+1} R2', r2_score(A_agent_cca[:, k], agent_prime[:, k]))\n", + " \n", + " sum = sum + r2_score(A_agent_cca[:, k], agent_prime[:, k])\n", + "average = sum / n_comps;\n", + "\n", + "#The agent's population/pca activity as explained by the inverse CCA experimental activity\n", + "print('Average R2 [Exp Canonical Activity transformed in Agent PC Space]', average)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "0a5087c2-cc47-42ed-b7b3-a4de036846ef", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variance explained by CC1 0.10000008101220005\n", + "Variance explained by CC2 0.09999999122021541\n", + "Variance explained by CC3 0.09999997879076952\n", + "Variance explained by CC4 0.10000001650055244\n", + "Variance explained by CC5 0.09999996082336299\n", + "Variance explained by CC6 0.10000003112736336\n", + "Variance explained by CC7 0.09999999721435403\n", + "Variance explained by CC8 0.10000007194643734\n", + "Variance explained by CC9 0.10000000139500595\n", + "Variance explained by CC10 0.10000000088815532\n", + "Variance Explained 1.0000001309184166\n" + ] + } + ], + "source": [ + "#Now find the explained variance ratio of the agent population/PC subspace\n", + "\n", + "A_agent_z = (A_agent_cca - np.mean(A_agent_cca, axis= 0)) / np.std(A_agent_cca, axis= 0)\n", + "# A_agent_z = zscore(A_agent_cca, ddof= 1 )\n", + "A_agent_zm = A_agent_z - np.mean(A_agent_z, axis= 0)\n", + "\n", + "#Find the covariance matrix of the agent population/pca activity\n", + "C_agent = (A_agent_zm.T@A_agent_zm)/(A_agent_zm.shape[0]-1)\n", + "\n", + "variance_explained= 0\n", + "for comp in range(n_comps):\n", + " explained_variance_ratio = (cca.y_weights_[:, comp]@C_agent@cca.y_weights_[:, comp].T)/np.sum(np.diag(C_agent))\n", + " variance_explained += explained_variance_ratio\n", + " print(f'Variance explained by CC{comp+1}' , explained_variance_ratio)\n", + "\n", + "print('Variance Explained', variance_explained)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "9e00d1b7-17e4-40aa-ad8c-59fabbc69322", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(5481, 256)\n", + "(5481, 49)\n" + ] + } + ], + "source": [ + "#Concatenate the musim activity for all conditions\n", + "for idx_cond, i_cond in enumerate(conds_analysis):\n", + " \n", + " if idx_cond == 0:\n", + " A_agent_cum = A_agent[i_cond]\n", + " else:\n", + " A_agent_cum = np.concatenate((A_agent_cum, A_agent[i_cond]), axis=0)\n", + " \n", + "#Concatenate the experimental neural activity for all conditions\n", + "for idx_cond, i_cond in enumerate(conds_analysis):\n", + " if idx_cond == 0:\n", + " A_exp_cum = A_exp[i_cond]\n", + " else:\n", + " A_exp_cum = np.concatenate((A_exp_cum, A_exp[i_cond]), axis=0)\n", + " \n", + "print(A_agent_cum.shape)\n", + "print(A_exp_cum.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "9249d0b7-b3b5-49cc-879a-16d351eab4cb", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 600x600 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Now printing the correlations\n", + "CC1 R2 0.9940794074687781\n", + "CC2 R2 0.9712244868352827\n", + "CC3 R2 0.8913982020889264\n", + "CC4 R2 0.9160541386722364\n", + "CC5 R2 0.6247850750794187\n", + "CC6 R2 0.6149755237871313\n", + "CC7 R2 0.5829769170100245\n", + "CC8 R2 0.32441558152850514\n", + "CC9 R2 0.4401373802111539\n", + "CC10 R2 -0.26824738936985626\n", + "Average R2 (Combined) [Agent Canonical Activity transformed in Exp PC Space] 0.6091799323311602\n" + ] + } + ], + "source": [ + "#Do the collective CCA for all the speeds\n", + "\n", + "A_exp_cca = A_exp_cum\n", + "A_agent_cca = A_agent_cum\n", + "\n", + "#Filter the agent's activity through 20ms gaussian filter as done with experimental data\n", + "# A_agent_cca = gaussian_filter1d(A_agent_cca.T, 20).T\n", + "\n", + "#Select the number of components for PCA and CCA\n", + "n_comps = 10\n", + "PC_agent = PCA(n_components= n_comps)\n", + "PC_exp = PCA(n_components= n_comps)\n", + "\n", + "A_exp_cca = PC_exp.fit_transform(A_exp_cca)\n", + "A_agent_cca = PC_agent.fit_transform(A_agent_cca)\n", + "\n", + "cca = CCA(n_components =n_comps)\n", + "exp_c, agent_c = cca.fit_transform(A_exp_cca, A_agent_cca)\n", + "\n", + "#Transform the canonical agent's activity back into the original experimental PC space\n", + "exp_prime = cca.inverse_transform(agent_c)\n", + "\n", + "plt.figure(figsize= (6, 6))\n", + "\n", + "for k in range(n_comps):\n", + " if k==0:\n", + " plt.plot(A_exp_cca[:,n_comps-1-k]/np.max(A_exp_cca[:,n_comps-1-k]) + k*4, linewidth=1.5, c = 'k')\n", + " plt.plot(exp_prime[:,n_comps-1-k]/np.max(A_exp_cca[:,n_comps-1-k]) + k*4, linewidth= 1.5, c=(50/255, 205/255, 50/255), label= 'Network Reconstruction')\n", + " else:\n", + " plt.plot(A_exp_cca[:, n_comps -1 - k]/np.max(A_exp_cca[:,n_comps-1-k]) + k * 4, linewidth=1.5, c='k')\n", + " plt.plot(exp_prime[:, n_comps -1 - k]/np.max(A_exp_cca[:,n_comps-1-k]) + k * 4, linewidth=1.5, c=(50 / 255, 205 / 255, 50 / 255))\n", + "\n", + "plt.ylabel('Reconstructed M1 Population Activity', size=14)\n", + "plt.xticks([0, 500], ['0', '0.5'], size= 14)\n", + "plt.yticks([])\n", + "plt.show()\n", + "\n", + "#Now plot the PCs on the same plot here\n", + "ax = plt.figure(figsize= (6,6), dpi=100).add_subplot(projection='3d')\n", + "ax.plot(A_exp_cca[:,0], A_exp_cca[:, 1], A_exp_cca[:, 2], c = 'k')\n", + "ax.plot(exp_prime[:,0], exp_prime[:, 1], exp_prime[:, 2], c=(50/255, 205/255, 50/255))\n", + "\n", + "# Hide grid lines\n", + "ax.grid(False)\n", + "plt.grid(b=None)\n", + "\n", + "# Hide axes ticks\n", + "ax.set_xticks([])\n", + "ax.set_yticks([])\n", + "ax.set_zticks([])\n", + "plt.axis('off')\n", + "\n", + "plt.show()\n", + "# plt.savefig('C:/Users/malma/Dropbox/NatureFigs2/Fig2/PCA_619.svg', format='svg', dpi=300, transparent= True)\n", + "\n", + "\n", + "print('Now printing the correlations')\n", + "\n", + "for comp in range(n_comps):\n", + " print(f'CC{comp+1} R2', r2_score(A_exp_cca[:, comp], exp_prime[:, comp]))\n", + "\n", + "sum = 0\n", + "for k in range(n_comps):\n", + " sum = sum + r2_score(A_exp_cca[:, k], exp_prime[:, k])\n", + "average = sum / n_comps;\n", + "\n", + "print('Average R2 (Combined) [Agent Canonical Activity transformed in Exp PC Space]', average)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "48d45d05-1df9-4c1a-a4b7-f930a609e4c7", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CC1 R2 0.9678627330414784\n", + "CC2 R2 0.9648082160187855\n", + "CC3 R2 0.8582219679923092\n", + "CC4 R2 0.8845227657131348\n", + "CC5 R2 0.8491704029237418\n", + "CC6 R2 0.6682287669976279\n", + "CC7 R2 0.5049508172325494\n", + "CC8 R2 0.6423708277690824\n", + "CC9 R2 0.1607496342277518\n", + "CC10 R2 -0.4087304956725013\n", + "Average R2 (Combined) [Exp Canonical Activity transformed in Agent PC Space] 0.609215563624396\n" + ] + } + ], + "source": [ + "#Transform the canonical experimental activity into the agent's population space\n", + "\n", + "agent_prime = exp_c @ np.linalg.inv(cca.y_weights_)\n", + "agent_prime = agent_prime * np.std(A_agent_cca, axis= 0) + np.mean(A_agent_cca, axis= 0)\n", + "\n", + "#Plot the R2 between the transform exp_canonical and agent population activity\n", + "sum = 0\n", + "for k in range(n_comps):\n", + " print(f'CC{k+1} R2', r2_score(A_agent_cca[:, k], agent_prime[:, k]))\n", + " \n", + " sum = sum + r2_score(A_agent_cca[:, k], agent_prime[:, k])\n", + "average = sum / n_comps;\n", + "\n", + "print('Average R2 (Combined) [Exp Canonical Activity transformed in Agent PC Space]', average)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "faf9ea27-9c75-4166-b90c-38f30ef0aace", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Variance explained by CC1 0.10000006746116104\n", + "Variance explained by CC2 0.10000010122672649\n", + "Variance explained by CC3 0.09999998096451206\n", + "Variance explained by CC4 0.10000002003309773\n", + "Variance explained by CC5 0.09999995370089276\n", + "Variance explained by CC6 0.09999998701857785\n", + "Variance explained by CC7 0.0999999149020364\n", + "Variance explained by CC8 0.09999999920240775\n", + "Variance explained by CC9 0.1000000683769251\n", + "Variance explained by CC10 0.09999999054494377\n", + "Variance Explained 1.0000000834312808\n" + ] + } + ], + "source": [ + "#Now find the explained variance ratio of the agent population/PC subspace for combined CCA Analysis\n", + "\n", + "A_agent_z = (A_agent_cca - np.mean(A_agent_cca, axis= 0)) / np.std(A_agent_cca, axis= 0)\n", + "# A_agent_z = zscore(A_agent_cca, ddof= 1 )\n", + "A_agent_zm = A_agent_z - np.mean(A_agent_z, axis= 0)\n", + "\n", + "#Find the covariance matrix of the agent population/pca activity\n", + "C_agent = (A_agent_zm.T@A_agent_zm)/(A_agent_zm.shape[0]-1)\n", + "\n", + "variance_explained= 0\n", + "for comp in range(n_comps):\n", + " explained_variance_ratio = (cca.y_weights_[:, comp]@C_agent@cca.y_weights_[:, comp].T)/np.sum(np.diag(C_agent))\n", + " variance_explained += explained_variance_ratio\n", + " print(f'Variance explained by CC{comp+1}', explained_variance_ratio)\n", + "\n", + "print('Variance Explained', variance_explained)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7f891bce-2210-42e0-ab87-f6f45468f7d9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ca152c24-ea4c-4f66-a31f-d54fadc3dde5", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}