From b62e2c647d711fef9ad63eba96eb41c97b865919 Mon Sep 17 00:00:00 2001 From: IvanARashid Date: Tue, 27 Aug 2024 15:35:33 +0200 Subject: [PATCH] Changed to dictionary outputs --- ...ithub_and_IVIM_Analysis_using_Python.ipynb | 114 ++++++++---------- 1 file changed, 52 insertions(+), 62 deletions(-) diff --git a/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb b/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb index a211bc6..5020268 100644 --- a/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb +++ b/doc/Introduction_to_TF24_IVIM-MRI_CodeCollection_github_and_IVIM_Analysis_using_Python.ipynb @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "56273b2a", "metadata": {}, "outputs": [], @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "9654f12d-6cfc-4639-884e-d7f2b23fa59f", "metadata": {}, "outputs": [], @@ -101,19 +101,10 @@ "metadata": {}, "outputs": [ { - "ename": "FileNotFoundError", - "evalue": "[WinError 2] The system cannot find the file specified", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[4], line 2\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[38;5;66;03m# Download the data. \u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m download_data()\n", - "File \u001b[1;32m~\\Documents\\GitHub\\TF2.4_IVIM-MRI_CodeCollection\\doc\\..\\utilities\\data_simulation\\Download_data.py:25\u001b[0m, in \u001b[0;36mdownload_data\u001b[1;34m(force)\u001b[0m\n\u001b[0;32m 23\u001b[0m \u001b[38;5;66;03m# Change to the specified folder\u001b[39;00m\n\u001b[0;32m 24\u001b[0m os\u001b[38;5;241m.\u001b[39mchdir(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(base_folder,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdownload\u001b[39m\u001b[38;5;124m'\u001b[39m))\n\u001b[1;32m---> 25\u001b[0m subprocess\u001b[38;5;241m.\u001b[39mcheck_call([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mzenodo_get\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mhttps://zenodo.org/records/10696605\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m 26\u001b[0m \u001b[38;5;66;03m# Open the zip file\u001b[39;00m\n\u001b[0;32m 27\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m force \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexists(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mData\u001b[39m\u001b[38;5;124m'\u001b[39m):\n\u001b[0;32m 28\u001b[0m \u001b[38;5;66;03m# Unzip the file\u001b[39;00m\n", - "File \u001b[1;32m~\\anaconda3\\envs\\OSIPI_IVIM\\Lib\\subprocess.py:408\u001b[0m, in \u001b[0;36mcheck_call\u001b[1;34m(*popenargs, **kwargs)\u001b[0m\n\u001b[0;32m 398\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcheck_call\u001b[39m(\u001b[38;5;241m*\u001b[39mpopenargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 399\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Run command with arguments. Wait for command to complete. If\u001b[39;00m\n\u001b[0;32m 400\u001b[0m \u001b[38;5;124;03m the exit code was zero then return, otherwise raise\u001b[39;00m\n\u001b[0;32m 401\u001b[0m \u001b[38;5;124;03m CalledProcessError. The CalledProcessError object will have the\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 406\u001b[0m \u001b[38;5;124;03m check_call([\"ls\", \"-l\"])\u001b[39;00m\n\u001b[0;32m 407\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 408\u001b[0m retcode \u001b[38;5;241m=\u001b[39m call(\u001b[38;5;241m*\u001b[39mpopenargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 409\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m retcode:\n\u001b[0;32m 410\u001b[0m cmd \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124margs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[1;32m~\\anaconda3\\envs\\OSIPI_IVIM\\Lib\\subprocess.py:389\u001b[0m, in \u001b[0;36mcall\u001b[1;34m(timeout, *popenargs, **kwargs)\u001b[0m\n\u001b[0;32m 381\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcall\u001b[39m(\u001b[38;5;241m*\u001b[39mpopenargs, timeout\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 382\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Run command with arguments. Wait for command to complete or\u001b[39;00m\n\u001b[0;32m 383\u001b[0m \u001b[38;5;124;03m timeout, then return the returncode attribute.\u001b[39;00m\n\u001b[0;32m 384\u001b[0m \n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 387\u001b[0m \u001b[38;5;124;03m retcode = call([\"ls\", \"-l\"])\u001b[39;00m\n\u001b[0;32m 388\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 389\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Popen(\u001b[38;5;241m*\u001b[39mpopenargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs) \u001b[38;5;28;01mas\u001b[39;00m p:\n\u001b[0;32m 390\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m 391\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m p\u001b[38;5;241m.\u001b[39mwait(timeout\u001b[38;5;241m=\u001b[39mtimeout)\n", - "File \u001b[1;32m~\\anaconda3\\envs\\OSIPI_IVIM\\Lib\\subprocess.py:1026\u001b[0m, in \u001b[0;36mPopen.__init__\u001b[1;34m(self, args, bufsize, executable, stdin, stdout, stderr, preexec_fn, close_fds, shell, cwd, env, universal_newlines, startupinfo, creationflags, restore_signals, start_new_session, pass_fds, user, group, extra_groups, encoding, errors, text, umask, pipesize, process_group)\u001b[0m\n\u001b[0;32m 1022\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtext_mode:\n\u001b[0;32m 1023\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstderr \u001b[38;5;241m=\u001b[39m io\u001b[38;5;241m.\u001b[39mTextIOWrapper(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstderr,\n\u001b[0;32m 1024\u001b[0m encoding\u001b[38;5;241m=\u001b[39mencoding, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[1;32m-> 1026\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_execute_child(args, executable, preexec_fn, close_fds,\n\u001b[0;32m 1027\u001b[0m pass_fds, cwd, env,\n\u001b[0;32m 1028\u001b[0m startupinfo, creationflags, shell,\n\u001b[0;32m 1029\u001b[0m p2cread, p2cwrite,\n\u001b[0;32m 1030\u001b[0m c2pread, c2pwrite,\n\u001b[0;32m 1031\u001b[0m errread, errwrite,\n\u001b[0;32m 1032\u001b[0m restore_signals,\n\u001b[0;32m 1033\u001b[0m gid, gids, uid, umask,\n\u001b[0;32m 1034\u001b[0m start_new_session, process_group)\n\u001b[0;32m 1035\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m:\n\u001b[0;32m 1036\u001b[0m \u001b[38;5;66;03m# Cleanup if the child failed starting.\u001b[39;00m\n\u001b[0;32m 1037\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m f \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mfilter\u001b[39m(\u001b[38;5;28;01mNone\u001b[39;00m, (\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstdin, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstdout, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstderr)):\n", - "File \u001b[1;32m~\\anaconda3\\envs\\OSIPI_IVIM\\Lib\\subprocess.py:1538\u001b[0m, in \u001b[0;36mPopen._execute_child\u001b[1;34m(self, args, executable, preexec_fn, close_fds, pass_fds, cwd, env, startupinfo, creationflags, shell, p2cread, p2cwrite, c2pread, c2pwrite, errread, errwrite, unused_restore_signals, unused_gid, unused_gids, unused_uid, unused_umask, unused_start_new_session, unused_process_group)\u001b[0m\n\u001b[0;32m 1536\u001b[0m \u001b[38;5;66;03m# Start the process\u001b[39;00m\n\u001b[0;32m 1537\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1538\u001b[0m hp, ht, pid, tid \u001b[38;5;241m=\u001b[39m _winapi\u001b[38;5;241m.\u001b[39mCreateProcess(executable, args,\n\u001b[0;32m 1539\u001b[0m \u001b[38;5;66;03m# no special security\u001b[39;00m\n\u001b[0;32m 1540\u001b[0m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 1541\u001b[0m \u001b[38;5;28mint\u001b[39m(\u001b[38;5;129;01mnot\u001b[39;00m close_fds),\n\u001b[0;32m 1542\u001b[0m creationflags,\n\u001b[0;32m 1543\u001b[0m env,\n\u001b[0;32m 1544\u001b[0m cwd,\n\u001b[0;32m 1545\u001b[0m startupinfo)\n\u001b[0;32m 1546\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m 1547\u001b[0m \u001b[38;5;66;03m# Child is launched. Close the parent's copy of those pipe\u001b[39;00m\n\u001b[0;32m 1548\u001b[0m \u001b[38;5;66;03m# handles that only the child should have open. You need\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1551\u001b[0m \u001b[38;5;66;03m# pipe will not close when the child process exits and the\u001b[39;00m\n\u001b[0;32m 1552\u001b[0m \u001b[38;5;66;03m# ReadFile will hang.\u001b[39;00m\n\u001b[0;32m 1553\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_close_pipe_fds(p2cread, p2cwrite,\n\u001b[0;32m 1554\u001b[0m c2pread, c2pwrite,\n\u001b[0;32m 1555\u001b[0m errread, errwrite)\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: [WinError 2] The system cannot find the file specified" + "name": "stdout", + "output_type": "stream", + "text": [ + "Folder 'download' created.\n" ] } ], @@ -175,7 +166,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -184,7 +175,7 @@ }, { "data": { - "image/png": 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", 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Bb33rW47zEydOxLZt2zzz/+tf/0KfPn1y1TyGYZg2Z9++fSk7KGWb48ePo3///tq9bP1y4okn4vDhw45z99xzDxYuXOiaTwiBuXPn4txzz3Xdz7axsTFln9/KykpEo1F88MEH6N27tzFNkH61i/h98MEHiMVivhvf3Nzs2MBYemqLAbDdxzBMPiMAtCCxfV6uiUQiaGxsxL59e1BeXh44f1NTE/r06Y99+/Y58vux+m677Tb86U9/wtatWz3TqpalHPPpeV2aIJ7Adl3n57fxixcvTtnCCkgIH4sfwzCdgbacwikvL09L/NLNf/vtt+P555/Hli1bPK3bqqqqFCPowIEDKCoqwsknn+yaxu3JMCrtEu3Zs2dPhMNh342fP38+Dh48aB/79u1rq6YyDMN0QmIZHP4RQuC2227D2rVr8dvf/lb77E+VMWPGYNOmTY5zGzduxMiRI1FcXOyaZuzYsb7b1i7iV1JSghEjRqQ0ftOmTdrGl5aW2ncamd6xMAzDMG0jfrNmzcKKFSuwcuVKdOvWDY2NjWhsbHQ8cmz+/Pm4/vrr7fczZ87E+++/j7lz5+Kdd97BU089hSeffBJ33nmnnWb27NnYuHEjlixZgr/+9a9YsmQJNm/ejDlz5vhuW7ut85s7dy5+8Ytf4KmnnsI777yDO+64A3v37sXMmTPbq0kMwzAFQtuI37Jly3Dw4EFccMEF6N27t32sWbPGTtPQ0IC9e/fa7/v374+XXnoJr732GoYNG4bvfe97eOihh3D11VfbacaOHYvVq1fj6aefxmc/+1ksX74ca9assZ+X6Yd23d7ssccew/3334+GhgYMHjwYP/3pT41rPyhNTU2oqKhACXjOj2GY/EYAiCCxDCDXXi05dh48+H7aAS8VFf3apK25Ji/39mTxYxims9A+4vd3lJcHjy5tajqEiooBnUL8eG9PhmEYpuDgRxoxDMMUHMHn71rzdQ5Y/BiGYQoOFj8WP4ZhmIIjnjzSydc5YPFjGIYpOKLJI518nQMOeGEYhmEKDrb8GIZhCg6e82PxYxiGKTjiSE/IeM6PYRiGyVvY8mPxYxiGKThY/Fj8GIZhCg6O9uRoT4ZhGKbgYMuPYRim4GC3J4sfwzBMwcHix+LHMAxTcPBSBxY/hmGYgoMtPxY/hmGYgoOjPTnak2EYhik42PJjGIYpONjtyeLHMAxTcLD4sfgxDMMUHBztyeLHMAxTcLDlx+LHMAxTcLD4cbQnwzAMU3Cw5ccwDFNwsOXH4scwDFNwsPix25NhGKbgiGVw+GfLli2YPHkyqqurYVkW1q9f75r+hhtugGVZKcegQYPsNMuXL9emOX78eKC2sfgxDMMUHG0jfkeOHMHQoUPxyCOP+Er/4IMPoqGhwT727duHHj164JprrnGkKy8vd6RraGhAWVlZoLax25NhGKbgiCG9fTqDid+kSZMwadIk3+krKipQUVFhv1+/fj0+/vhj3HjjjY50lmWhqqoqUFtU2PJjGIZhOiRPPvkkLr74YvTr189x/vDhw+jXrx9OPfVUXHHFFdi5c2fgstnyYxiGKTgyC3hpampynC0tLUVpaWnmzSI0NDTg5ZdfxsqVKx3nzzjjDCxfvhxDhgxBU1MTHnzwQYwbNw67du1CTU2N7/LZ8mMYhik4Mpvz69Onj+2irKiowOLFi7PewuXLl6N79+6YMmWK4/zo0aNx3XXXYejQoTjvvPPwq1/9Cp/5zGfw8MMPByqfLT+GYZiCIzPLb9++fSgvL7fPZtvqE0LgqaeewvTp01FSUuKaNhQK4eyzz8a7774bqA4WP4ZhmIIjM/ErLy93iF+2qaurw3vvvYebb77ZM60QAvX19RgyZEigOlj8GIZhCo62ifY8fPgw3nvvPfv9nj17UF9fjx49eqBv376YP38+9u/fj2effdaR78knn8SoUaMwePDglDLvvfdejB49GjU1NWhqasJDDz2E+vp6PProo4HaxuLHMAzD5IQ333wTF154of1+7ty5AIAZM2Zg+fLlaGhowN69ex15Dh48iNraWjz44IPaMj/55BN8/etfR2NjIyoqKjB8+HBs2bIF55xzTqC2WUIIEbA/7U5TUxMqKipQAsBq78YwDMNkgAAQQWLQz6UrEWgdOw8e/AHKy4MtCk/kP46KigVt0tZcw5YfwzBMwcF7e7L4MQzDFBwsfix+TMGiuszzzv/PMGnD4sfixzBJ/M4fqyKpy8dCynRsokgv2jOdPB0TFj+mU9EWAVB+6shmO1hIGSb7sPgxeUuhRPrSfrIQMtlBAIinma9zwOLH5CWFInwqfvrdeYYnJnfwnF/WN7ZevHgxzj77bHTr1g29evXClClTsHv3bkcaIQQWLlyI6upqdOnSBRdccAHefvvtbDeFyVMsH0f2Kkt9IrRlWQiFQsZDlz7IAXrkgKxfI6YT0jYPs+3IZF386urqMGvWLPz+97/Hpk2bEI1GMXHiRBw5csROc//99+OBBx7AI488gjfeeANVVVWYMGECDh06lO3mMHlAzoTNs2LLUZ9DoHye8yV2arX0aAMxZJhUWPxyvsPLv//9b/Tq1Qt1dXU4//zzIYRAdXU15syZg3nz5gEAmpubUVlZiSVLluCWW27xLJN3eMl/2u17SwqMKnpweU/J5N8lo7ythaRdhrFMpl1pnx1ebkV5efAnMTQ1NaOi4rFOscNLzp/nd/DgQQBAjx49ACQ2Nm1sbMTEiRPtNKWlpRg/fjy2bduW6+Yw7US7WHc6SwxASHFvmiw107n0m5O+qzSUPLQu1HTbg3awthmmg5DTgBchBObOnYtzzz3X3p27sbERAFBZWelIW1lZiffff19bTnNzM5qbm+336lOEmY5NuwyuikszccqfiGUicGoZ6Vp7ahtkOWq5FgBhWRlbhBbYEiwsOOAlp+J322234U9/+hO2bt2a8pnun9s06CxevBj33ntvTtrI5I6ciJ5G1MxJ/bszKSbBCiJkmc4m0P8Hr7IsIMUCdOTw2RZeUlFIxJGekKWzPKJjkjO35+23347nn38er776Kk499VT7fFVVFYBWC1By4MCBFGtQMn/+fBw8eNA+9u3bl6tmMxmS84hMuLsPTVGZpihNihDCPtT37fHwE7d6/bhJtUE1Pmm3ICSmjeCAl6yLnxACt912G9auXYvf/va36N+/v+Pz/v37o6qqCps2bbLPRSIR1NXVYezYsdoyS0tL7ScH5/oJwkz6tIWlp42edImsNOXxIhvWX0eCBYxxwuKXdbfnrFmzsHLlSmzYsAHdunWzLbyKigp06dIFlmVhzpw5WLRoEWpqalBTU4NFixaha9euuPbaa7PdHCaHZH1AzWCezs/n/pvRWo4qdtmqoy3QzQ9K6y9o9KjsdX5KP5NKFOnZPry3p5Fly5YBAC644ALH+aeffho33HADAOCuu+7CsWPHcOutt+Ljjz/GqFGjsHHjRnTr1i3bzWFyRNbdmo63qYKnEx0qTLp0XlaaH2ELUl5HRdcHq/XDhKAFEMH8vAoM44Sf5M4EIhfX2y0wJaj40de6n7bbzz0P/xUCY3TnJj70X052msOgvdb5fQnl5SVp5I+gomJ1p1jnx3t7Mp7k0spLnHJfVG5Zli8rThU9mieoEPoln9yggNmS1UaMulwfdoPmOxztyeLHuNJW7k033JbB0PVvXgJni2Lija+6tZB+ZGsdX3uQ7jV1lCHzZLNhTBsQQ3pzfhzwwnRysjY0G9bltcXg72X5mUL/20KWTC7bjgC1oC2fc4K8RjDfYPFj8WNssjIEyzk6x6nMSw4avKI7J9/pXHxBoko9RTUgfsvws2g/m/OWdvlCBAqMYSHMB6JI7z+eoz2ZTka2bA830TNt2ZVtHOLUelI2wtgmPwLoNQcZtEdBrrub+9ezngDbraUskUj2lyM9mc4Ei1+B0pZWXlu69VKWLyTrt5QdXozpDeKoWnumoBpLU2Y2CTIfp8Nv8FAm+R3pZZm+czBtA7s9WfwKiLQliLq/ku91ghdE5IIO3Lr0XtYMbVdRURHC4bBjqzMhBGKxYP/M6pZj8Xjcfh+Pxx3pskVKSbptz8h3EsSF6xcqevZ1T7bFV36wAHYs4kgvcpOjPZlCQB04Xaw6P09JSFcQPCMOFWtEHfzpnp9U/OLxOEKhkO926ZZTqHWl45r0G1FJKkrkay0gIYiG4KJska61aecHC2DHgS0/Fr9OTqaDodfOK+p7v8sN3PC7pRg9HwqFtG2U54uKimzRS37oEO6U4BiXfpiENhwOG/sTdL5T1x7TZtzU+qSWqc5ayxRHmYkTiXpbG+Sen7Y9Ky1i0iOG9EYHFj8mD8haEIvGujPtqEIHx1w+AshSxEs9ADie5BAuKkI4KYRxaSnBaa2p7fbbD7Ve+l4VI1N//YgtFXOaJhqN2gJo12dZthBle85Vd7Pg2C4tgCtUwkLY1rD45fxJ7kz7EOhnbVkph+XiQtNZH+kInqlsnZD5OacTZEvpiyDCp/YhG7i1UdsuxS1LrVO3fpry2ofmmmSznx4XQesid82So6Yw7cuWLVswefJkVFdXw7IsrF+/3jX9a6+9pv2N//Wvf3Wkq62txcCBA1FaWoqBAwdi3bp1gdvGll8nJLDwkTx+XJsq6ax7M7k2TWKR2my9yJhckrZ7EIBQrCSTcKtzeLp+ellVOgFS3ZGhUMi21OT5WCyW4i41XRc6byn7E4/H7QAc6hb1Q8Y3MK0NTpSXKNR3PrYC24K2sfyOHDmCoUOH4sYbb8TVV1/tO9/u3bsde4eecsop9uvt27dj2rRp+N73vocvfOELWLduHaZOnYqtW7di1KhRvutg8WNShM9LeCTpWnuObcbg/BdUHzprbLOL+OkEkLZVnSOTf01BLH766Bbo4taPUChkR6FSMaZtVPuonpN/pcjI/NFoNEXgdW3LptVLoXODgrhhPcsBC2DuaRvxmzRpEiZNmhS4ll69eqF79+7az5YuXYoJEyZg/vz5ABIPO6+rq8PSpUuxatUq33Ww27MTYSHAz1m6N+23/oXPbTB1I0WYAId7To3G9N8Vs2XmZpV6BbAEgbbBS3BU68xxaPLpRJHO8bm1SecWVeckTX0JiqvIJgr2XRa7QXNNZg+zbWpqchzNzc1Zbd3w4cPRu3dvXHTRRXj11Vcdn23fvh0TJ050nLvkkkuwbdu2QHWw5ZfnpDVIKKLnJXhebs10hJDWGw6H7UAOKnxedZnmtHTuTFOwiU74dGn9WIAmS1gXpCLdmiZB1lmnFCpg0nJU2xsOhyGEsKNQZb1UQE2Yrhegt8ocwSs+BNDPb4YtwFyS2VMd+vTp4zh7zz33YOHChRm3qnfv3njiiScwYsQINDc347/+679w0UUX4bXXXsP5558PAGhsbERlZaUjX2Vlpf3gdL+w+OUx2bw7Dip8gV2dan1wio0pcMWrTW6fUyFwi67UuSzpfJ+faE+3stXP1CMejzvq0c1D+hFdXbtUEaPi6hftNaDvpcsVqb9J47UJ4AZlcoCIpXdnIRKCuW/fPsecXGlpaVaadfrpp+P000+3348ZMwb79u3Dj3/8Y1v8AP3vKqjHgsUvD0lb9AxuTi/hy9qcEKmXznVRV5yzuamLxk2BJjK/FBJdP1TXpFvffFkmBivGdG1NlqzJXejmjrUDZdB6nUxzhaobmV5znZXsKfaJQhLpXVOmXnv7O02Wka3fFtO2lJeXt9nDbEePHo0VK1bY76uqqlKsvAMHDqRYg17wnF8Bobo63YJLdBaK11yWV910/ikcDqO4uBjFxcUoKipybD+mi3B0swyli08equs0SD/crDi3dGp63fwabY/unJ+bDerqlIfMI4NcotGo7VZVr09RcTGKS0pQohzy+pvmW03fgTrPbGq5yV3tZenz3F+OiGdwtDE7d+5E79697fdjxozBpk2bHGk2btyIsWPHBiqXLb88I9PBwK9rMZfQNqjWi87ak5/TdGo5ujqooOisviC4uVBNfaR/s1G2W5mq5Waq115OQK4dtZZ119kPdH5OwN/v1FEHu0Hbljba2vPw4cN477337Pd79uxBfX09evTogb59+2L+/PnYv38/nn32WQCJSM7TTjsNgwYNQiQSwYoVK1BbW4va2lq7jNmzZ+P888/HkiVLcOWVV2LDhg3YvHkztm7dGqhtLH55QrZcnW4DJ30dRCT8CmkoFLK3GZOWn2VZdoSjBb2bTK1LdSValtUavWq1RjGq82i6v34svSDXgVq3OiFRLSCv+UFT/+l1oJGfpu9Xt+aPfsfSgqT7nXotCZHtsdvq6yrpcQtusQU7g/IZhdbAzeD5AvDmm2/iwgsvtN/PnTsXADBjxgwsX74cDQ0N2Lt3r/15JBLBnXfeif3796NLly4YNGgQXnzxRVx22WV2mrFjx2L16tW4++678Z3vfAef/vSnsWbNmkBr/ADAEnnodG9qakJFRQVKUDhukXT7qbqXdKLiFmjht3yvNFIUSkpKWl1wRUWwLAuxWMx+uoIccGl7RaJBAGBHK6p9k2XFhUA86fKLx+OeT21QXayUoEEmdKlGuKgoJQKStj3QHBvpJ42Kla/pgnbp7lTdrhLdgndaFnXB6rZNM4mf1/Xy+p3Y1yPxRp/GtYT8RQCIADh48GDO59Hk2HmwcRjKy/V70brnj6Giqr5N2ppr2PLrwGRL2HUurbbCOFekCnG23F5ZupcLek/oNieppsmkfPla11a34B2dSJnaorthojccqjs5m/fPXhZgZxXANqeNLL+ODItfBySbouc2aALBw+pp2X4+p25A3f6VklDSwtO6Aok4al2eSpt1rkXTQB9kEFfLUEWCWloiuZWaallKl6L6KCW/c33qtdNZZLprpPtupaDRtlC3cVFRUYqlSl9TSzZT1LlcY6CRbENWamUKGRa/zorGwpLvg7rz0m9CqgVhsozc3I9S9IQPi9U0t0Zf++mjai2ZyqB9UpcPqP2jwqK6Y/2Kb5AlClT4TG5umtduYygEy2AN6q4T/ZsJjmuQLU8Ao0cgzXV+2W5I+8Hi1wnRWXp+51z8YhIHneA5QuiJ9UStCt2gp7PY3Fx7UPqY7YAdXR5V1GS9psAW3TULammrqd3mDd0sPzUdkAx4Qev3o7uJkH/lDjIyrc5KDIpfAWQXaIaw25PFryORbXcnoH/IK5BeVKcKtRZkXXThOnUD0i2+5GAZjUbtfPbAmmisa9t0QpL8QBuUoeJH7EzXS/1c1zcq7KrFm+lcmRCtUbFqP72EjbZP/Zy2V1qlNJ10jcpgJdlvKYAtLS12sI3uiRQqJhe8/Zn8fbpcC3aBZkAbLXXoyLD4dWLc5vpyUZdufg9wihu1DlSB8IMfl202Xbdu6ERN1u/H8tN97oabuJnmMoOU4fW5bo4zFArZUbW6oJi2+O0xaSCQnpB1ojsNFr8OQjaGCJ0rjqKb60mnfLUuGuKv7q5iD4SJE9oADd3SBb/BIOm2X0cQN6nbHBqtSxfc41eo3Nrpx2I3zfV5pVMxlUF/Z/ZSE40A+hVBrRuY5/6YHMHi1wHIlvD5CSzxK4BSrExzefQ1ndPTRSMmX6QIn0787IALpEai6gZTL4Gn18d03fy6Imk6Xb20bdTdTAd10zXwgt5I+BE0v5/r0nl5DOJCIIRWN7dMS9dVSktQurZNuAlrW1nwBQm7PVn8OiumwVm+pn/9lqUTPr+CaxpI1YAMNR21INzKDOpiU63YdObi/M4LZptM5mmDohVCackr6eS8oGmek+LbGkSn8rR1HFj8WPzam0yHR13ghZtLzk34HHfeiYKM4kbfuz2DT83ncIV6iLCuzEzmxnQDuVfZJotILcNNxFXrVX2dLkGtRy/cbmbUvwKpj0WSvwW5WXk0GrUtQhoNarpp0Z0XQrDrMxew+LH4tSfZju50s67kXz8BD+qgp7rwqOjJ87Qc9a7eMuxzSeul7y1FQFQR9Gs1eAmXKlhu5eiEn/aX1qPrqypUfq1vN7duNq0/WY8pUImKHoQAhEhsJRePA5aFoqT7U4qfEAIW2X4tGo0iFo87XOm0TyaLH0hafyyA2YXFj8WvvciK8LkIHpC5pWGy9uRr+pfW6dZeWrbvfBmSqfvRdB38irFb34K4WYOIfjouYO1fy3I8h5G6PB3ipLF81RskuYuPrp0mAbQ/g9n9ya7RNGDxY/FrD7ImfPAnQl7zWTrLxRTBaarPf7P17lF5joq0yT2p5jG1xTSY6upUz8n0Mg9d30ahSzd07lBT+03zYX7mNtV266zIdATQ/r7DYfu35SbOtA3xeNy28MPyt2MlokDV359uc3Jd32nbvNyfLIBMUFj82phcCZ/qagsa1JJahXOHFnmO4jVw+61HHRzV+Z5sWIUmt7DXHKjDcgmHEbJaH8EEkldnFcvP1DpM6Uzo3LNB3adeUPELu7izVRwilnwcUki5gaL55dwf7ZPue6Gf2WlEaqANkyZs+bH45SN0qPDrPvQzOKpiahrQ/ZTtOCdE4DkbOuC51UPP+5nT9DoH6IOI6KBu73upXCM1r1qHms5NjHXnTQKYDdR5TNWtqyQ2fpciORcI8oBcWb4Uw3g8bu8MQ+vz2VCe+8sGvL0Zi1++4iZMqgj4Daqg25HptikzlelVvtwvUm27ye3n151ncpG6EeQmQD5810paQ9ICBqDdmFonaCarhj4/Tz5JnT5R3ev6pit8OjE2iXBcWrdJT4OdD0jZZJyWG4/FEIczeCYcDsMKhSDIkyRkIIzpO9Rahi7eAHZ9BkAgvYvViS4wi18eku58m4o6sKgWn8768xp01YHMr9i4zb2ZLDpVCL0IajVZlmULnx8rWLWePAq3XYV+rqtbmX6F0C2dtu3SBZ1sr986dDctlmUhbCWezEE3zJaiL1/r2pVNC5dJEkd6Vhy7PZl0yFiyyB14NgRQFTjdk7+pZaKKh9d8maxDlqH7XJfPLa2uHX6uRRChdNwQkPOyXbR9urktt/LsPMl8McCxtEOd68oEPzcqaru9LG8Ajq3qdJ+b1v9RFzKdR1a9AKrFp/vM5P6UV5rl0gOe82PxaytyIXx+AyYo6qBCByK3fShNLkg/9aliIc+bRDOo9ehH2IKKiW6fUvq0A92m3IGsSRo5KlKjXNvS2lEFz+0BtTQtteDcvmP1Jou6j+WuMOrvSyeA8nN7LtjlOrELlPGCxS9PCCJ86nvdYKqW42Y9ZcMCSRm8fObT4XdeLJsIIVIsHl1b/PSPfpemea72wtR+t9+Yn76rbmMrFIKV9CjI836eCt/e16fTwJYfi18+4de9Z3qvc3HqXJ1qnbrPTYOfrg30nGnw8hMoYhJwN3QWhR/U9XsAUhZp6+ryqkdaVvKZd+r8ly5vmwg7qUNnxenSqvl07nNp4RYXF9s7v4TD4USwSyhkb3ytPjiX4nYt3cSQrT8XWPxY/NqC7ISnJMtyESq/c1l0wbabBakOZsmT9lyLTvR084PptFF9HWTOTleeSZjdRFYO7ilzjokPXdN6lQs4BdbUXi+yZZVTF6X6cF5TnTrXtePGKhxGUfKJH0VFRSguLgYAe62fZSUWwUvcBFCWrWu3GyyABlj8WPzyAhfBc0M3qKrzLyYrw4871PWuO6B7Kldu12yIQ4qgucxX+ikvHRHPNX5d0243ESkHUn93yTe2SOo8D6bXTBZh8XMsv8oJixcvhmVZmDNnjn1OCIGFCxeiuroaXbp0wQUXXIC33347103Je4IMBLq7c2nxhcNh2w0ln8WnbmEWUoIybMsmeXeuu+t3a6N2cDQIMO2D7vCTlu4kQsVLrdOrH9JFGYvFEI1GExs0J7fnop9JN6ZXO2WdMg994kE6YpipOKjWFL1+pmtPr2c4HLatuuLiYhQVFyd2wiEL2tXvIUye/FBcXIySkhL7Ybi0XTpXuPa343ENLGTX+9IpiGVwdBJyKn5vvPEGnnjiCXz2s591nL///vvxwAMP4JFHHsEbb7yBqqoqTJgwAYcOHcplc/ITywr8j+t2d04FUBW+IMKklmv667cMtf26AddrMKbp0kXnCqYCZTpM11yWaeqDKW861y3bqH3RuXbl7yeUFMGi5BZwOlGVyDxSOIuKirSRxm44hDJxIr1OMgVLzsTv8OHD+MpXvoKf//znOOmkk+zzQggsXboUCxYswFVXXYXBgwfjmWeewdGjR7Fy5cpcNSev8TOUmwIP6CHTqZYRRTf4+znUNmSC2n5qqUpLQR7qe3lOWhb0KfN+UcVUdy10/fUj1GpZunp073OBn7ljXfu1N0tKXpkn5nbToLHK6W5CQW5kWPoCIjI4Ogk5m/ObNWsWLr/8clx88cX4/ve/b5/fs2cPGhsbMXHiRPtcaWkpxo8fj23btuGWW27JVZM6LepgrC4ipn+l8MkHjVKxowIp/3oN0l7ng0LbEkq6XcNymzEyQNL0tG7qYovFYogm3ZGxpLtSrcvLPam+9iP08hrT/pjKcyvL98AfcH5VbZdb3er8JPUUmG4sYvG4vY2ZDGyh+ahLVHWhhkIhx1Mf3PqYMndq6Re+Mxp4h5fcWH6rV6/GH//4RyxevDjls8bGRgBAZWWl43xlZaX9mUpzczOampocB5PA5GZTLSedNafOxdC8unp0dWXqZtRhtz8pfNQ9plqA9C+1+OTfonDYsT2ZaR7JDTfh87KCvazAoBaO2zXzmy5IcJGubfRaaq1qxbsgf2du7mJY+qdAmNqltocJSDyDIwBbtmzB5MmTUV1dDcuysH79etf0a9euxYQJE3DKKaegvLwcY8aMwSuvvOJIs3z5cu30zPHjxwO1LeuW3759+zB79mxs3LgRZWVlxnTqD1YIc4TZ4sWLce+992a1nW1Btv4l/ZYjr58UC3Wgo4+SkajCJ/+a3Ht+rRSdyPjJQ+ciS0pKbPGmSzPUwAiTmMgQ+3jyUTvRWAwiHkdLS4tne73a6oegeeh3o34vfsrKhgjoytAFolhWYskHXa6h3lTRvPKp79LiA1qDieIiEUiluuolfq+F17IGXvZAaKNozyNHjmDo0KG48cYbcfXVV3um37JlCyZMmIBFixahe/fuePrppzF58mS8/vrrGD58uJ2uvLwcu3fvduR10xsdWRe/HTt24MCBAxgxYoR9LhaLYcuWLXjkkUfsBjc2NqJ37952mgMHDqRYg5L58+dj7ty59vumpib06dMn203PClm7Bw04kNFBqaioCMUlJQgpYkYjEtVBSwqPTky8Xvtpm5/zlmU5olC7dOnieLqEKsoquhso2dfm5ma0tLQgGo3abl83goi8242bW1leNwT0u/AzP5dLHI92CoXs3ycVMp0Va7dbtG4PR9NSoVTnpdXP3UjH9VvQtJH4TZo0CZMmTfKdfunSpY73ixYtwoYNG/DCCy84xM+yLFRVVQVrjELW3Z4XXXQR3nrrLdTX19vHyJEj8ZWvfAX19fUYMGAAqqqqsGnTJjtPJBJBXV0dxo4dqy2ztLQU5eXljqNTo0ay+c5G3FEat0BHiCB0Q+dOo5aAqT/qQfPoolvTvQZBRMwrT7Zoy+/T/v1YyQAXkdjyzeTSpTgETZiXoqTUhbYTeKbjEY/HcejQIfTo0cNx/vDhw+jXrx9OPfVUXHHFFdi5c2fgsrNu+XXr1g2DBw92nDvhhBNw8skn2+fnzJmDRYsWoaamBjU1NVi0aBG6du2Ka6+9NtvNaVOyNgwJkdYSh9bsiQHGEs7dO+QQQoNGTHfZut1HKH4G3aADsxDCfr5bLBaDZVmIRqNGN67bPCR14UqrVr5vaWmx3W9qEAwtw9SfbFi9QfJ71WdyY2cD3Y2TiMcdogfNa5pXIp8PGE96IGgdakSybuNwtWyan84dJhNm6xJ0TjK0/NS4i9LSUpSWlmbcLJWf/OQnOHLkCKZOnWqfO+OMM7B8+XIMGTIETU1NePDBBzFu3Djs2rULNTU1vstulx1e7rrrLhw7dgy33norPv74Y4waNQobN25Et27d2qM5WcHPECd8pkskFlrXp+/BlNyVO8pE6mCpCp4JP3Wb3HR+BmgpftFoFOHktldymYNq1ZksDSl8cs5P1i2XPViWhZKSEltYTW41nfs0yHVw66cf1MHdb9lu7fZbn6kN6nWnImUq0/G9K+5O1cKXNyjySe/SOqR98XShSwH21esCJkPxU6ed7rnnHixcuDDTVjlYtWoVFi5ciA0bNqBXr172+dGjR2P06NH2+3HjxuGss87Cww8/jIceesh3+W0ifq+99prjvWVZWLhwYdYvVkcnXRvAr8syxVVkOUO/28J9lGngiC1eZOCT4e+6J8oHbRsdaL32IVXzFrr7TRcA5Se97rX8nlV3NQBY5KYl23DQS5IMxW/fvn2O6adsW31r1qzBzTffjOeeew4XX3yxa9pQKISzzz4b7777bqA6eG/PLGG7FLNcrtd8ks7SMt2Rm1yEQfCykkxWis5Cc8svg1QA2FuKhUIhlJaW2pYbkPo8ODqI0npk+qKiIpSWltpuVOle9RNYEcQCa4u5Pj83EtmAWmqmsk3fpyqY6ndFNyKQlp8QiehPO0BGCHufUNX6MwYCJQrSfsYCiIzFL5exF6tWrcJNN92EVatW4fLLL/dML4RAfX09hgwZEqgeFr88xSRCunkprzv2tnDjBS1Dzvup0YBy/k/dj1TmUa8BzUsFMBQKIR6PIxKJpKQF/LsPc2ER+v0+3OrO1nelXks3YdPVbZoTlK/p9ynFT97o2PUp89V+YIHzoI2iPQ8fPoz33nvPfr9nzx7U19ejR48e6Nu3L+bPn4/9+/fj2WefBZAQvuuvvx4PPvggRo8eba/97tKlCyoqKgAA9957L0aPHo2amho0NTXhoYceQn19PR599NFAbcv5xtZM5rj9w/txidLgjyBl69LqIil1a7NU3CIB3ZCDIN1cuqWlBS0tLQ5x1G3ErNZP1zmqW7+5BbOkYxG2Be3hhtVd3yDeCXnti4qKEE5uXOC13yw8fuNqcBP5IAs9ZjLhzTffxPDhw+1lCnPnzsXw4cPx3e9+FwDQ0NCAvXv32ul/9rOfIRqNYtasWejdu7d9zJ49207zySef4Otf/zrOPPNMTJw4Efv378eWLVtwzjnnBGqbJfJwIqOpqQkVFRUoQfbdjJmSzfY45kEMLifdEgAqRH6iI/3MJcq/tA41n/p0A7W9ugHTb2CMFC25DjAUCqGsrMx+Rpysk+5oIw8pfGqQRSQSwbFjxxCLxdDc3Gy7WU0Rhm64WT9ueTwDOHzWF/RzP/X5cS/6rZv+TqWlV1RUhC5dutguaPmbPXbsmP29HD161P5eaFvU36RqVdpH4mRqG333JvcIABEABw8ezPkyLjl2HvzVMJR3DQfPfzSGiqn1bdLWXMNuz46EEqDindzfGj46OKgWTpAgGktG5lnOqEuJtNDoe91r+d7NUlTbqu6VGQ6HEYvFUFRUZHSp6cqgg7DuJsFNkLzaGkRw8u2eM8h1MV2LFMuPWHvyvPxdULenm1Wu1pny+0bHEroOg0B6F6YTXUwWv06AehdM509gJdYLUgHxM5DRMunuHurdO73LpkERdABU12zRdsr2yL86K1Ed1KR1KdfrqcKvnpN5orEYQsT1KZc66PY4VdtgIh03qalvaho/rmxTfUEt17ZG/laiyZsly2pdiynQ6u6W4kjd1jo6Yh87NOk+m68TPc+Pxa+jIAerNKw/IHW3fd1m1vSv+tpUtqXZjV+Kn7S65MJ0NSJQFUfZNnWujQoQ3dFfde/Kc/YTKZJBK9KSUK04WX88uZ+nzCfrpQ+TdRNeL/wOvF4Dtyp2JgH0mmPTpdfV4df695vGK788aCRySySCePI3QdsuhTBcVIQiMrer+47c6jSlK3iLkC0/Fr98R+f6dHOBBi7fpU43oTa1wc6HVItV0NdkkFMHbCl4dC2gOtejlqGz7tQ86eDHEgnqEnXDdE2DCFku2uUXOQ+negyAVmsQpC/Z/j0zSdjyY/HLJhn9ewoRKDqNioLqRgT0u+0HGeSpy1LWFYvH7c2yaTi6LuJSipxcn2WRfFY8DhEK2eu3ZFACbZnOCpLnVctNWrn2FmahUKLc5HPlpEVJ1/SllJt0FXtZFtlyjfq16PxaZap1nvwgUb+ys4of97fp+vtpk66/6hPr42SOT7Zb94zJcCiE4uJiRzCVV10M4wcWvyxhGg6Ey2fmwsxLE3QCZg8YctCHc8BThc/vnbTqxqRtok9FUNtkizIAoQxm6l2+ri10rk5nnchBU7pbZfAE/RxJcZQDpjroq9eB3jzQyFD5WVCXmxvq/KTutSm9rm4qfDISluajz8+T35valyCWVTr9p25x+2YquXRFtl3exEiXOr2hkW1Uv4t0rd6Cp43W+XVkWPxyTKB/xwDWn3YwlvldXJFu72nZutemQdjrblwNPlHTSuG2+0DymQRQLYMuYzD10WsOqC3cgEGEL8g5dd2imlYIkdETLXIJtUqlZa7zVPhtu9/vsKDn/Vj8WPyyRVoWnragYNF/dM4ESF0/pxMenUhIa1GtTydk9K8qwNRdKgmFQgglXYoWcV3Jv9JiUcuRD59VhV613KgLlApmWAmkUAdVem1CoRDCyQAeJC1Kei38zuGZrhdtr+4zFa+BXrX26BZhqkUtrT55jeRyFDe3p592eN2QqOW4WbaqZU6/S/V3K93Yah/89CelbhSoALL4sfhlk6wJoM+6dKKgmws0iR8dxIUQiCeDSNQBRPd4GZ0VqLaHWmNyI2mQu3zanqLkUxxUN21cOaf2Q6Lbo5MOlroweVX87HZr3GsqOks2iNXoVwRpuWqeUDiMcDLSVT75Qt30AEg+MT35XUQikRR3rp82+knv2+LS/I7UmziR9GJYluV4KLPc5FymUdvIc4A+YfFj8csmbelQ0tXldeerswYBEhyjzInpBn+7Dqv1eYNuA5BJsBziCaTc6duHoRxdm9S5PfrwWrppMg3iMV0nKpq6funeB3GbWsqAruuTOq9Fvze6FVg4HLbne3UWVlwknqFncicGba9sX7puYj95hGjdzFrWq4q633bLgCqGIJCekHWiy8jilyXaQviC3nULIexdWUyDhtsib7Vs+nkoKSi2e1K07sRPRUwdIOlAb9/Bk3yq68utTToBj0ajaG5utp8AQZ8FKNcl0i3Y1AMAQknXoaxDDZQJYi2Z0siDPqiX9s3+XtB6U0LXRspt3mS/UtzYpE/R5F6oMuDF60HFbu2V+dTvVXU/qqjfl/Y3pbkJoDcHYeV78Wqz7/6hU43pjE9Y/DoZKRYW+UwOYKrQuVkDJmvH4TK0rMRNJCmfplXdsVDSuh1qObo20XNyTovWSS0/KiiqZScJWZa9FAPKM/+y6VajLmE6N6l+N/FQyJ4L1m1koNtqzu6rcC5xCGL10e+M/nbcRC5ouW5pJKrVF3Rej9HAbk8Wv46KXwtC/tXN00mXT4gMGvJRPoDeFZn2HBbMd89UZOxIRJBdPMhuNDp3p04IU+on+Wlgh1yPqD4tgIoCFUlqGSK5HjGoENP2qFaeXIYRTraDhvVTYho3pbqLj0kIZL9kGdFo1F4WooqKLq9O4NR8OgEL8ntRf3tu6dJx0zIesPix+GUD9d+3LQJf1DkY1aUkB6cwkDr4otXlaFnJ9YHKIKdb4+fWFjcxcERionVZgYzwVF1qXpagrl00v9zzUw764XAYxcXFKCkpcQgetYao9SQflyTbK+LOBdpu1rDaHmqhFRcXO9avUctPvQGhNwwO69RKzLXqAlsocks3+belpUVvgRswXWtap85yVl2ifsRNd93o9XZzf5vKDyqWBef6ZPFj8etspMx1+BgELADCsmzXmm5Ox0+9bufsskQiio9+7seCSMeqsEVO5rUsRxAFjfCU4kcX3wNJl24oZLs/de3RCYT8K28u5BwpFT15Xl2XJ+cZ5Zyq+l24iZ4q0rL/6VpPXnl0bfMrsOkQtFy2GA3w9mYsfh2ONAYNnYiobkC6fZTujt2idVuWPdhT15tug2u1HV6iaVqMLtuajaFKtiMWi+H48eMJ0SECo1oX1BITQtiPS6IBIvF4PPEEAuHcwFvnSqTXiLo1S0pKHOIn09P+666fm3Wjc3fLdkcikcR7zbZguu/PzXqn1yqIAOksQN2Ng+k3AVKf6WZJnstE6ApOIgXS63QnulAsfllA93vIxPUZxN2oHnb9whmpSJ9lZ2y3RZYvKI8bkujcbX7bSwdXNa/DMoTevUjT69y8ahopXKrFRd2/1D0po0HpdmBSQGgUqxrRqg7w8ikT1NVJn2FncvPS66Ba4H4EULYtFovZrk639Y1qO+QNg6l8tQy5hEB12Zpw64vu9wukBmzRtH5dq150ovGcCQCLX45IW/joax//1OrAaRIH08AkBzBZt51Cdd35EbsMXVK5cFE53H8k6CbF8rX085ZyPpS6RW13KZzzgbQs+peeN107N+FIuUFw6acaJGO6MaDt0VmufoRFegt0Iu02D+rVF7Ut9vdlWb7c+IbC0s/bGWG3J4tfUOhQoPtXyugeNA3xoAEbXgON11watVxkNGLISuwkAih9F86ntluWcz7NVB/9TG2XbrCm5dPzfgZPWpYMgpE7hNBnDcryqdvNdoEmr0UsKXrUMlSDMeLxOOJC2NG1ajtMLlJTH72ugVq+3ChaHqrVp/MUmATayyUqlPRerlpapvqEB9oHmZZGtRYVFSXELxpFTFO27no46pbnWQBbYbcni19HxfWOW7FSVFeS6s6i6VToeTr404XTcl993aCltkt157n1JS4ELCEc1qfX4B8E2lYa+k8tFWoN0ifW09ey7njS1Sd3SwHgEEEAdtSsrg2674r2S7WctG5AzTWgbYhGoynLJFSr3SFwVqurW02r9iPlNyTTCeEoRwe9prLNumtk99FqjVCWruJYLJZyY6GWwfgkjvSsOI72LExyE7+WXvmmQdJPHplPnks5dIEHSn7djiJ+2uUQg3jcvhun1pPOHaq2l5blB+pCo0+Q110Tuw3qTUbihV2eTizU66DOkfoVNDf3oXpt7PYprk81H/1+Tb8YagGb3NJCCNvl6QiUcsPjZo7+pbveyIAhOc+qy+cXC2z92fBSBxY/v/j9N7PdQYErSF9avdyF8q896IvEXo8A7JB7C86BmuZ1E0pAs/G1ZSGktEt1czrmzpTP/PRDl88tj1zrJ19LS0IVDTd0giahz51TrelQOJziEqa4WVx+3Mh0QX+UPMNQJ3x0PaNamvq9qteGujiFEK2/HRcXqX0dSF5Lee2oP7ktXVlZmR0kJCOVZQCPztVqcglrb5QUAXTMdRcKLH4sfoUAHfgsy0rsXEIGn7DG3eclJrK8lHSWlXD9Wc5ACN2AqD6/Ta1XtV50AmEa9HT9p+vq1MHXS4CpMNB81HVocvnSHXb8WnSmfqikWH5kY29d20GvoUEA6UN9pVBYyvVRb5B0ggQ4A6rUPtD0tI3yRoVG5gbZdEGHn98JU1iw+GWAeseYa7eoo25lQJUDhQ5bbITwZZGpeWPUSiQDFE3jKEve7YfDKS4m3eOR1HLUduv6IsvwO6DJIB51RxXVspH91V0fneWne00xiR7tj84KCoKurcbrQG5a7PRJb4CF1h1pAGXTc/K7UK1I2nfV7RoSznlHaTGmQG4SZN2C5G1pabEDedTlGH6uj3LC+TZQaZ0EtvxY/PwioBe3bAqeqQ77c+JKkwOOvENW3ZA6F56IxxG3NA8OTQ58OuGRa8aEEPY6NdMemfF43PEEArpDCRUqk6jpxBhwCog6cFLLQ2cdqDcHdA0edQFKt6G6AXRLNJryQF3VSpHlOL6LkPMRQybXIG2nlwC6uRfVCFR6XdR2p4gfWgN15NMidNfEvnFJ9o3OzVELTf196fqq+x7pEYvHYQFoiUYBkdhyrrm52RY/v5azl/AVLLzUgcUvCF7ilFnhwjHv5zYQ6qw+eZ7+peWYrAJpqQnLPYzeJE62+BksjxRXm/JZR3RFOfqnWTenXn+JQ3SU79NUPrUI/QzkOgvSr9UHOH8j2u8Kzt+P9mYCTiHVuVRV0VX7bqrX/q0mn74hBV29MdG1zYuO90trRwTSuyCd6CKy+HUkDAOmOpDQB5manuWmBoWoA4X2uXrSbUcGONMARgcjNRBBliHT0rttOk9IBz06z2QaxGV6NfLPzVqUQRlyGQCQWPMHALF4HLHk0w7owEqXCqh16244VFcdTU93daHuVvWaqv2gn+uuB7XypEuQWkQ6ZHpTffLa2tdHJzihEIpJJKbjUVHJ+nWWmZfVT39r9PpHo1FEYzHEk+1S54fdrGFNRcZrU3Cw5cfiF4SsWn2qyPm8a5fuOyl69Flw1C2aKNIcOUmFhLqo6Po2OoA5LA0gsc8lEmve6DZi0g1mcqPqLCaTkKl55Ws6b6j2yySC1H1LRS4Wi7VarZq1Z7St9t9k4Az9TJZH+yBdsdIdatrP03SdTNdBdUlK8TO5uykxQ3ARdbtGyQ0BteqBxJwh/e1J17ZcYE/zqdfHD/RGJB6P265OWm5Q1KAbx/lChS0/6Bd0MW2GSVB1rkvV+lDTBcXLwjK57SBdpZogCCs5yJuWTdC6dQO/m1in3VfpmiWDKp3Xk/3R1amDnvW6ufBqt58+6SxbXRq3Oux6RCLCU5C/QOtYqHVxa+rWpcvGQdus+x0F6bdyEVJP+cvJZMCWLVswefJkVFdXw7IsrF+/3jNPXV0dRowYgbKyMgwYMACPP/54Spra2loMHDgQpaWlGDhwINatWxe4bWz5+SQXVp8s0wJ8Lb7VLZimg6LuNcXkApXndBGjukFHAI49LYuLiwHLQhFZS6eWLV2OXrvEUMtHFxWo9lv3uc5iog9zjWtE274+rZmMbbOvgWgNFKLtVaNiQ+GwHWWpLiVRXXhurlC1ft010bmq1ZsHKWjUQrOf8ygEYvL6yOtBxEm6j+lWb0K0PgNRWopev2X1mobCYRQlf3vSnSo9EcXFxfYTOqh17Rd5RXX/Y2rEdsHQRm7PI0eOYOjQobjxxhtx9dVXe6bfs2cPLrvsMnzta1/DihUr8H//7//FrbfeilNOOcXOv337dkybNg3f+9738IUvfAHr1q3D1KlTsXXrVowaNcp32yyRjh+hnWlqakJFRQVK0HZ3b9kWP7U8OcjoBir1LrikpKTVvUgGvngySEAXpJGoNnVwlVYQLZfmoXNAVBxlPhrlWFRU5BA/WU5zc7Pj6ep0azDzJUqdI5Pt0eVT6wRgu4TtuT+r9eG0QMJ9Kfcw1bke6WuT60xCXdB0OUWIWMJ0GYHqwqR9UOtW5xJVKzYSidhRqVLkaXlyoT1IH9R6tcsPlPrkNaW/PSmCchmC6fp5QV35JSUl9oOHpai2tLTgyJEjrk+k1930eb0H2l/8BIAIgIMHD6K8vDyndcmx8+C8YSgv1S+Ncs3fHEPFkvq02mpZFtatW4cpU6YY08ybNw/PP/883nnnHfvczJkzsWvXLmzfvh0AMG3aNDQ1NeHll1+201x66aU46aSTsGrVKt/tYbdnR8FlkHAbQBwi51GOWpabKFJMc1Q6K5TORaUMRurcmUe9bm4xU1pZLhU9x2G1BsG4bUAdVwQmHouluE0dhzIYq4faX7Xv1Co3uYqp4EhBk4IbNuy2QirQuna90HkU6Dk6L6jLmw6yPJMb1CTUOlL6mME0QadCZHAgIaL0aG5uzkqztm/fjokTJzrOXXLJJXjzzTftm3BTmm3btgWqi92ePhHIrvXnpzxfg7105SiDkprXj4DRQUUnONQCUPPJNV7SmlCfmRcKJZ6GHrf069l0d+i6vTfVtqt5qIUcLiqyXWl0AbrO5QjAdtfFDZazqV4ACAthR0HStYQ616PaDlMAj9pv1bWa8lkyKlJ1pXrdONC0FK99Vulic+oGd7P8vPpoW7XEvSmvmbymuidWuPXP4UWBvymGTk+Gbs8+ffo4Tt9zzz1YuHBhpq1CY2MjKisrHecqKysRjUbxwQcfoHfv3sY0jY2Ngepi8evg0AGMniNv7HPqHbrES2i8LDCajw5GOivFa1NltV5Tm9TzfgZvtS51WzG1rVRg4/F4ytyW2h83S1n9TCe2Onc2ze96s0P6pvaBLtbXtUs3D+gXrZvQRRD95PWy9nV5qYs1iOXHGMhwh5d9+/Y53J6lpaVZaRZgHq/U8URNE/S3zeIXgPaw/gCzVeSWxg1VTE2DuduA7JhHE63uTjnvo1sH5yZ+2n1CPfqgtgVwzknRwBOdFWtbGUI49sRULT+Z3oRMJy0hOo9KXXW671FFtzuLZVn2/IRsIxVXS9lNR136QgcP3U2UKZ3uN+IQ7EQmW5jdLD+aV3djQB9dpG4TR78r1SLXXasgvyMmPcrLy3MyP1lVVZViwR04cABFRUU4+eSTXdOo1qAXLH4dgKD/qqZAkaB3PjKPm/jRdOp7dWE6FT81IEdXr2MDZegHXdkWt35aVmtwDA26US1hup5R1ksDKEyWsx+EEPZCc8uy0NzcDMtKBBEVFxfb4kTTmwSZCoAqmtTVaC+eD4WAZPnhcDjleqpl6/roZnmrNxIAUqJATTcK6l07vSGgqDctVMCp6KkCaPptsQB60EH39hwzZgxeeOEFx7mNGzdi5MiRiajyZJpNmzbhjjvucKQZO3ZsoLpY/DoR6Zj+pnLkX50AUlETojW0XZeeYmqbagXoPteVa7JMdPNquj55ze35gaaV0a90YI7FYrZIedUtPQGqBeMQLMP1US1sNzFze+/HFZ38MO1rBg83u5sXIp0bE0dZaefsZLSR+B0+fBjvvfee/X7Pnj2or69Hjx490LdvX8yfPx/79+/Hs88+CyAR2fnII49g7ty5+NrXvobt27fjySefdERxzp49G+effz6WLFmCK6+8Ehs2bMDmzZuxdevWQG1j8WtHHOv8vNKSu2/dEgCK6Y5e5zNXLSK6bZaKI5iEPhmBLD+QVpcaPENdgSZrUNdOtQ9qe+RfGb0JwNV9KV2cqhURBJpHtaTUJw5QN7AQic3BBeBYjkLX28ky6dZh1A1In8pBvyMZ/VlUlPiXVnfukehuSLx+L243FG43D6og29asxhUtr508ry6hkF4F9Xdk+n60rxMnnGm1JRQAbSR+b775Ji688EL7/dy5cwEAM2bMwPLly9HQ0IC9e/fan/fv3x8vvfQS7rjjDjz66KOorq7GQw895FgjOHbsWKxevRp33303vvOd7+DTn/401qxZE2iNH8Dr/AKTcX1yMFBOqwOGOjjI3fal8NjRfonMjjJMd8i6wcJtYKRlqW2QyC2o4vG4w+VIt76i0XluEYS6wVO+VxemA87F5Lo9TlO2+7IsiGREqk5AdNfEL6bBmK75o210EwvLsmxXKd2/1fS9yutAF4LLpyCoEbMmdH2m7dHN06k3D7rfm8xj/2aTblq6SD4uhCM4ibo9myMRRJN7ekYiEdfIWFNbRGsCZ3rPq9I2CLTDOr//k8E6v2XprfPraLDl1w5kIqAplpMQiUEdSNlPU3dXb7rz1wUaAE4BcZu/k3+pdahDN3gbBy0Pq1UdLFWXnWVZreu6hHDcJGTsPhOp0Zpeloi6qbTdFtkv0epSpqKltlXnEpXQiEgvCzsd1Lak4/ak1992mcM552sLK1lLmUGj08/bWYkjvaUOneh5fjmJGd6/fz+uu+46nHzyyejatSuGDRuGHTt22J8LIbBw4UJUV1ejS5cuuOCCC/D222/noimdAnUui+4WYh/KTiamgU91U0mLpLi4GF27drWjuOTRtWtXx04ptBw5QNHdXUpLS1FaWpqymXOM7O4iD7cF8dRVSsW5qKjIrqukpMSuS7oJ1aO4qMhef6e6dd1E2M93or5XBUq1XKPRKFpaWuyNqO2nMcgj6dqTVtvx48dx/PhxRCIRRCIR2y2oCj61hIuKiuwgG3mt1C3VgogiFSPdofve1JsLKmrS8pbXQfabfh+xWMzucyQSsa9T0JsVgWCizBQWWbf8Pv74Y4wbNw4XXnghXn75ZfTq1Qv/+7//i+7du9tp7r//fjzwwANYvnw5PvOZz+D73/8+JkyYgN27d6Nbt27ZblJeIS04iWrx0IEPcFoVlrQAyaArrQgVaj1JoSgtK0OZsl7Hsiw0RyKIk4FX1kcFVJYjB1spbnTQU0XHazCWeXXbhaluRNVVrLpmHQOwMjDTtmQKvR70HO2PH+GRbaZCTl3eJjdlmER96lysJrysWJ11HtR6pvnU3yStj94U0W3T/Iq23SYWPjMC6fl9O9Elzbr4LVmyBH369MHTTz9tnzvttNPs10IILF26FAsWLMBVV10FAHjmmWdQWVmJlStX4pZbbsl2k/IKt39t3eCtntN9bipLdavRXTpoYEtxURHiyrIEh8uK3LHLTY+phWUKLNEJhOpCBfRh8LJtJiuXWiyq1aerX7XcgtINwKeTf/8fgL1CIGLoo18BlGnlTQQVN7XPOleow+0bAN21VG8S/F4rXTraTvpdygAfKxQCDBtYm9y9atpONEbnBn6eX/bF7/nnn8cll1yCa665BnV1dfjUpz6FW2+9FV/72tcAJEJdGxsbHXuzlZaWYvz48di2bVuHFz/VMgtegEgZkPz8o9LBPEbumumWXEFceVQQ6DxTNBp1PCy3tLTUHoAjkQiam5s9xVcd8GW0nnxv6h9tmwz6oK48x7ykZWktZCoK9CGvsm9qevWapMunAdwB4NNdgdeOCjwsBA5oXKEmTIN5LBaz1wzKa0jdv2pedQ5XCIF4Bv0KKnZqO3TWPXXTlpWV2f2gQTAtmt+tH+FjN6dPOug6v7Yk63N+f//737Fs2TLU1NTglVdewcyZM/GNb3zDXschV+YH2Zutubk5ZSPV9iTTfy+hHL7zyX9wspmwm+Xn5pZS52nkRs5UwKS7kUZxqpYcPaibSj6B27jJNVLnxdTPqMtPtsH+SwRafWoCFW/aR7c2uM2T+qEbEsKHcQkhLIH5xkPFa26Wzo/KQycEutduZXvh9ttxK0O9+TH9JqXrms5Nei3j0dXDgpcG8QyOTkLWLb94PI6RI0di0aJFAIDhw4fj7bffxrJly3D99dfb6dxcKyqLFy/Gvffem+2mtg+KxQI4BdCPZWkP1EiuW4N5sKPuMJMLSgiBeNKyi8fjtvtJ7hZCXaFFRUUJodQ8WojO5bgNYPK7VkWWujVDodZHJdE5L1WkdL8b2eZoNGr3SW1XUCvMrS9AwtX52jEL/7EZ2AqBo5qydO5DUx90dcTjiae2U6vdrkOeSwojtXjTiZR0ExSdK9cvOlenfIyWXIMpy1UFnkWOySZZF7/evXtj4MCBjnNnnnkmamtrAST2ZQMSFmDv3r3tNG57s82fP99eHAkk1qqou4q3NRm7PwkWzBYgHRjV+TCRdKFahnQ0v5s7VA6Ox44dA5DYmiwajdp343S+raSkJBGtJ5xBC7IOr+AEdd5LCOGwLGXUplqvzm2mvgZagyViyXVhcq2b3H3FL34DK2S69wE8AqAUwBHLwifQ/z68LHG3eqn7uKWlRftMR/uBssrWbX7ENR3chEn9nuRBv1+5djQWiwGxmP3UD90NC4tfFmG3Z/bdnuPGjcPu3bsd5/72t7+hX79+ABIr+KuqqrBp0yb780gkgrq6OuPebKWlpSkh+AUNHVTsU6kBEPS86XMgNZydblKti+r0IyIm16uuXSaXZVDhk/XG43HH+jC/g2ZQ1ydNF0Ey0AXAh3AfI9zc0m4uRfod6VyhUvRjLkFGXvVnG9M1Nbmbee6ujWC3Z/YtvzvuuANjx47FokWLMHXqVPzhD3/AE088gSeeeAJA4kc/Z84cLFq0CDU1NaipqcGiRYvQtWtXXHvttdluTt6iusXUvykuIU0ZVDDkwKkGIujSA63BImqwip2XWp8kv9vgJe/6gdQnd0vLjw6CNHqUhvrLMmQ6aeXIv9LaozuCeA2mXm7QbA7GfsXVrU7TvJ+XsOYancjJv/ZB1oyqN1t0TlNdFqObKtG9ZnzAll/2xe/ss8/GunXrMH/+fNx3333o378/li5diq985St2mrvuugvHjh3Drbfeio8//hijRo3Cxo0b826Nn/x3C+T+FAJCM+/nnU20bpwcj0MQ68uyLFgGt5ncUsrSCKjpblwIgZaWFgiRWC8WjUYd83F00FXF1E0AqXjJBfFU/IDWHWXkfJ10v1KXmRQ/6nZtSS4Uj0QiOH78uKfV5yVopkFc1y8vMnHbmfJIkVDb1haka0nblj6x6GWgFb3RcguSkuXo2uJI69HGgpdKFj/e2zMbBG6DHAzIKftrSA4O6nk5F2ZZyX0fZZh7Mh0d7NVnvYXkIOOxpyUVM/k5tbqoy1O3WJ2iEz4ZxCKtPil+ct6HuvWi0ai9TyW1EuU8EdBq/ci0cneU48ePB3bruYmdW9/8lJ8L8fNbZy5wu6FQ39NNCORfGshUWlqKcDiMlpYW21I/duwYjh075qse+h3bfxNv3Pvg2cu2Q6Ad9vacOgzlxWns7dkSQ8WveG9PJkng4Bf5T5q0AN3+Eal7SL63rNRdW9S5MBoybluGIjUaUxUIXYSdycKQ76V1Se/o1cXoNIKTWnCqZSAHSymO0lVL5xmlZdDS0pJYThGN4tixY45d/2lfskW65WUroKStLTxKULexbp5WneeVv2Pq4pbb4OkCdfz03+tKdyTRY9oXFr/2JOkCTT2tn9+QQkDne+Rfx16PybvqFJQByW1OSGcFqvXZokQGNGqdUmvNIX6hECykCrC8iaDCrbNQZf/pPpnNzc2OSFPaD7Vv6eDHus0l6Qifbk7QlMat3myId4rrk3gQ5G+aLs1wc8979iP/nFltD7s9WfzyDS93npxTUSPs4vF4wjq1UrfBMpWlm8ej+ez2xOOAZSEOZR4QqZZlPB53PL1A1yf52rE3qGhdliEFme7gYhroc2WtdeTZgvZum1+hpt+/ulm2X1L+Fzrw99KhiCG9WH/e3ozJGj7dSTpxcBbTeodM18jRtHLPTRq04vfOWr2DVwVJ3s0LACGr9QnmcfIcOvqEhtTL4LRk7QjO5FylXLNmL94WArGkmzNIP2gfguJ2k9CRXZKZ5svE+qP56MOH6VZmDrensnmC6bpqLXGvtgRvfudFIL0L0okuIotfnqMLLFHnyOh5OZCpf01l+3U52QIbj9sLlYUQsDRWnWyPrh9U/Oh6Nil+0tVJ06hRhbrrkglelrF8rau/PQJPcp1XJVAfNd+7EKnb67nVZRQ+tvr8w5Yfi1++oIqVbmsxOnBQoZPv5fPgpIVmacrJBHkHb1mWHblHg1tkO3T9omUAreu/ZF+j8rWyQXZQwXOb8zT1yass3U1CUNELal0Fsdq88pnabnJ1m8pySxMKhezIY/qZfZPjshWb13fMkpcGbPmx+HVU6IBKhU9+Ri0eeU5iWRZCMpIyeU66IWla2zrTlOHlFtUNqnSejj5BwbH0QhMFqCtHd+jyuM1bmtKqVqIpv1/8Cp1JTIK49nLRLpnWj8Cpebyuu/z9WJZlP3CZuuPp7jRB9iF1eAr83MT4KpUpJFj88gTT3J/pM0seLkITdNB2S08HNHqowm0SP7VPun4GbbdbW2mbg+aTZNN1mAvSmQdN15L2aofuPZ3zM/2ugwqytv5AqQsEdnuy+HU4hNDOi+gCTuhfetdsz4WFQggn3ZxxIVKERwiRcEUZBp6g81YmoTVZOX5cin7bko6bUcXLivFy2ZrK0KG7zl5lpCPUbnm8rGmT2HtZ26p1p6vXtKWZrk3Geb4OfvPRoeGlDix++YQqAlT4LMtKEb8QAMj1eMqgJMugR9Awcx000MZN6IJaFUEsEr+Dc1Dc8piExKut2RA6U/50bgjknDAtx83tTPOq5Zj6QNf20QhPv3Owbl4Bxicsfix++Qh1JapzdjSIAHAKo1aAfAqJX0xziG2FH4uRDs5BXJ9u1qLb/Fe+DNBu87vp9M1tbtU0p+vVPsd7zxyMEYH0hKwTXXQWvywhfxO5XO2lBkyoQiMFLhKJQAjh2EuTBqPotgDz44JUrS9TcEJQd6kfggiUH/ENMt8pr6XpUU5erkW3uc1c4tdao9+lesMQIus03cowQa8ZvSGjrk+5fZ5XP+Rrv2LJuBBDeoMVz/kxJui/ZCZDv+6O2WvOSQ4KLS0t9mL2eDyOouQm2LabNE3Xkddcjtpek9Xl1U/da7/tA1oHXDqoqzcOsFr3VXX7nlKCL+SNAFq/E10/TefawxL04wKlG5lL3IKT/JSp+24F4Ijs1HkkTNeMBY/JJix+nRA66OueiA2D8GXDUgqaPlsDmp+B2DFgy3pVUVTa5jiXnDv1soJ0wtBewkfbZXpPkb8d1WWpWtOBAoYsy/7NUc9DkHk+tzpc8wZKXUAIpHdxOtEFZfHLI/y6E+2AF2V9ndyEWpCy/ARc+BWybLo51fLUvrsJkD3gJgdxtTzdYGqan3I82om68DTWiptlTOdd23JOVLXc/HgP5EYFAOz1ovQZinQvVZpPhbqKY2QhO92PNYj4ScvRa56a8QG7PdNa6cG0AekOjMJwh+24y1aEz88gFMTF5WVZpBPsYLJEDImN/9fGqFEaBSrdosrhVa+l5KPtzvaNgR/c2uzWRsd3Iv8aroefNoSST/FQf5vpBLkEET6WSBdEBkdAHnvsMfTv3x9lZWUYMWIEfve73xnT3nDDDSm/M8uyMGjQIDvN8uXLtWmOHz8eqF0sfjkkV/98QefqHCITcO7Ez0CnEyW3IAvdEQQvwRRkYJXWh3wgbjgcTlgzagCLco3kIKuKQjweT8yZkhsKU3+0YuJyPbKJzuLTtc/tu6A3TvR6yGtKH6MVIru3SARaLUXTxtW6a6HDtvp8wsLnQTyDIwBr1qzBnDlzsGDBAuzcuRPnnXceJk2ahL1792rTP/jgg2hoaLCPffv2oUePHrjmmmsc6crLyx3pGhoaUFZWFqht7PbMMZlGgZoCC9wGU10QjO61G2o5fgZnN5ean+AXN9zcs6o1Jw+5n6QF5zMC7cCfeNx2o6kBOqpA0PRCmUeVB31AqxUKAUK/g0k6/U8HPzcYqkjGiatYtp1eR+kCla5zQQKK1BsBCIFYsoxoNGpvTm6cGzSQYoV6wMLngzZyez7wwAO4+eab8dWvfhUAsHTpUrzyyitYtmwZFi9enJK+oqICFRUV9vv169fj448/xo033uhIZ1kWqqqqgrefwJZfgeFlNQWx4nSftZeLj+IQbegtHPq5Ll9rAmXphE8Xsa7coBZ7pgS12E03WbY1TNKGNNdTza9zcwa5CUjnOrHwdRwikQh27NiBiRMnOs5PnDgR27Zt81XGk08+iYsvvhj9+vVznD98+DD69euHU089FVdccQV27twZuH1s+XVAZPg9jRBMV1DkwEOf4Uc/0w160nqRr+Vf06Dld1cXNa9qiann1bb4CbJQ2ywP3TPipBUDwLHFll1/cpAHYFt8bnVLqynonGY2B3+dxar7jlVLV6Kuy1PFi1q44VAIFgmEkUto4pqlDKYAF6++c5BLjsgw2rOpqclxurS0FKWlpY5zH3zwAWKxGCorKx3nKysr0djY6FlVQ0MDXn75ZaxcudJx/owzzsDy5csxZMgQNDU14cEHH8S4ceOwa9cu1NTU+O4Ki19HJPkP72Vxuc57aawN1R1Ky6J/qejK8+pnVJRT5noCDva6utQy3RZC624OqCuSDuBq+XRNoKkO6cKT6UzXkQ7UccUdqEtPr4VOnNJFdw3VGw0q0uq1Vh92TG+E5M0CAMejqujavRiZ25OuTrVPftyc7O7MIRm6Pfv06eM4fc8992DhwoXaLLrftp+b+eXLl6N79+6YMmWK4/zo0aMxevRo+/24ceNw1lln4eGHH8ZDDz3k3YckLH55iJs1pqYB/FtgXmW61eE3vR9XqhtBREHOSwGtC/vVuk2uPlvwfLbTFhIfbdQJtfyrCkRQEdRdX/VmxU+ZbtYi9Uw4zovUh9Km6+q18wXKxfhGIKPtzfbt24fy8nL7tGr1AUDPnj0RDodTrLwDBw6kWIMp1QiBp556CtOnT0dJSYlr2lAohLPPPhvvvvuuz04k8wVKzbQ5mc4TmeZb1Eg9GdQAaObINJF81HLSuTBVi4eml8EnJgGkZVEB8+qnSjwZYdjS0mJbI7o1ajq8QvHVgd3tMPVRXgsZiUqvZTo3B+p3Qtd5ys9p+3V90ZVJ08gHz9IIzmg0ipbkdW6JROxz0pL2cnUa25U4EewiMP7IMNqzvLzccejEr6SkBCNGjMCmTZsc5zdt2oSxY8e6Nq+urg7vvfcebr75Zs+uCCFQX1+P3r17e6alsOXXgVHn/nSY5s1Mbk/dfJhdNrF0HOmgt0J0c0q6u31dnWqbzRfBXfxN18a2+BT3I3WD6trl5aZUz+msSbd0EipU6lMU1HKDWGqq5efHvWh6T+vX7f1J5zipq9NtOQMt19QeNzHW9sN3SkYSQ3rr1YPmmTt3LqZPn46RI0dizJgxeOKJJ7B3717MnDkTADB//nzs378fzz77rCPfk08+iVGjRmHw4MEpZd57770YPXo0ampq0NTUhIceegj19fV49NFHA7WNxS8PMc1xmcRJtUQceTXCpc6/2YOzZsAy5dVZfV7iZ3K1ZRvpnrM0g6w6F0YypaRRy3QbvE1zktlAZ5Xr6tS1x+vmwa0cIRJLGSCcGyp4tVUtn+m8TJs2DR9++CHuu+8+NDQ0YPDgwXjppZfs6M2GhoaUNX8HDx5EbW0tHnzwQW2Zn3zyCb7+9a+jsbERFRUVGD58OLZs2YJzzjknUNsskYe/wqamJlRUVKAE6c3Ztgdpt5NYXtD81WGyTKS7saioCMXFxSmWh3RV0TpCoZC9MXYsFrMHO53I6Vx+sl7VFUeDIWhfZHtodKXbUyhkflmG6ekLqssXgO1upHVQNzG9Zqr72LhhtuY7UDG5JqXVJF/7cXmrNxUhxXXtdh3U6ye/F/XpC+rvQbaZXpOWlhaHm9NkRZow3Th5kXeDlwYBIILEoE/n0XKBHDs/GDYM5SR4yXf+WAw96+vbpK25hi2/jo4QEFYi+EIOOF4Wg+nuOmVwUdx9NJ3cB1R1pVnQDzhuc1yWZTkWSbu5cO26NPWkMzjqoM84pIu65Y1GUITwH0gicbsOfssxuZNVy16dN6NtNd1MuVnlqrVPbxpMffHb184gZvkAP8uWxS8/IHNxQVBFkM7VxGIxWPE4oNz9ybt7aa3J161NSbgMoVgmRtGjBylDTZ2pELjVLZAIfqFlquWGQiGEZH2WlbKmz8/cX7puTFlKuuLp6kJN9kfeTNA5ZId7O2kxUptZvTmQ6al1Sp8RaWqnH+zfRP45ovISFj8WvzZD/ku3tZtWDeRQ3XSCDI7SzRcOh1FSUuLYv1HmisfjsIRAjJTlFhlpu+NUa1TTFvtv0lrx6/aTaVQxkMIthEBUiBRXIi2Xpg0lAzZUV6fjmmkI6uqz83jcRHj1XbX8UtLRv+T6SuQTKyzLgkgGBMWFgKXcMMi/6sNo6edebdWVR056dbk1qe+UjA4WPxa/vEUd7OU5rzzyr+N1PG4PivZAaTmXMZhclm6iR19T0RCGfI45M4/y3fqn1quWbUKd2/IK3sgVun6YAmi8hM8XmjJCSAx0Ope4aQG/2ocg1jyLWdvC4sfilzdIl5AaVGGyRLzEhQa2SNcWDUyheWhwRjgcdoS4q+XTgAv6Wp0fUq0+x0BJrCG1P34EXmvdkTro5/I6WJZlWzGqoEhLKO6yy4xbe9zmOE3nTWLnNqeaTNDaZmXzbRX5/YSsVPHTzedR74GXler3Jolh2gsWvzaGDgGB7tXlXJRHAEEiqbs1RgcuuuVXcXGxI7pR5rH3cgyHHQKhlqtbOE/bI+DiIiVWJ+2HbpD1G0ShXmvdgCz7T28G1GsghIAVjzselWTCj8Vjskh1+XQ3O/Qz6la2reVEYmf7lfocecn3pnvgrozMVSNcM7I2mXalrdb5dWRY/AoI08CsWkpywKNRkXRgVAVJZ8WplhOd21KxNMKXbn/UOSSdEOrKoUKYSfCKX2yrHUkR8TFfqHNBOtKKRGSwJZwBUn5cv+r3brLScwZbhm2KQHqu5s70LbH4tTGZDKkyOEUOFH7dZqbXatny7l5G8Ml1cHJNIN0eTB0Y5WAurSa6FgyAVjjtQZkEm8STIqlzr3m5d1U3rh08Y0hH08pdSWSbZXtkXl173NyTpjbS90IIRxCKvG5qf/3OnemeyODVLgFAkMAVudZTuoRNbmqvtri1m2l/4kjPiuM5P6b9IHf12XCBUuRdvz0XFAo5HvPjNgdEy6WuT3UNmE4s6CFiMe0/mJ85P1WU1McyqfVSYZbYD27VWJTZtIJSbgDgdIfqxIZ+D6Y06lZpdhqDdYnkDYdMK/dC1Qm9TuwdN1ZAynMM/QhgZ7Im8gUOeGHxy1u8BhZ1rsiU3zTI0rmfaDRqu+ggrQUlHx2Qdc+1U9tBA2JC6sBqsCJ0bfZzbbxuEtT2U+FUy/A65xeH9Zd0V9I2qv1V5/pkO01zgLQv6negEzBTv936mumNQJu4UxktLH4sfnmJmzUXxAp0c8fJ13LnfmrRmeqWgRH0nG4Alp+FwmGEXMrVBXv4HTDTtdKESEZ1UosJsINdTH0xlWWsQ3m4LrX8dMLm1l5ajozYdWw6nfwOda7MIBZtyu9Flwbern3VWtRapG75A6VmGD0sfnmMHGj8WIFBxSMejzssPJmXLl8w5dO2VePu1IXY69IGhV4PvyKi5lddpum0yc361t1oeN28+EGNspWCRy07N9e1qQ0OwTJdi3TazsLXLrDlx+LX5vi5M/ZfWOo2YRJTpGCQwVyWoLMM1EHSr7DqXKDqa11dQSw+XcCP+qw8LzefX9RISlq22ib5Wm1vihWpCRiiZUtkcBHQetMRiURsyy8WiyEuEo8bopafl7XnJnTGb8HSR+wGveli2gYWPxa/dkEdBjKOAFXe+5nb8poTpJ/RYBUaSanOMenyqoIjz3vNPaltTmcAle2l6xTVz9J1j8q26Q71mpnapgpwOBy2b47ka5B2yjrVNkhRi5FF+DRqV/2MtsF0TrSe8HMhXH/D2nr8ls3kBBY/Fr+CwxRN6CWAprK8hCMdt6OJdF2QuvQmEdGlcYvAVNO75THVo7tGch5QQH+jYnJNUkHVPR7JD4GubxrfLQtf+8Pix+LXrmRzFZTbgOI3mMRXPR5zVfSvSTRUS9CRJxRCSOMyVOtTy3VrK4AUi1WWI9fVqQEo6vP2pBWluw5qPiFEYruxZNt1mz+bLO+Qcv0c/U8kTuRJvtbN48kyvVy6RotMxeRJcC1dU19rxQFzKvmZjGHxY/HrPCjzfzoLwc0d6izK3c2oDqqq4MlD3d5MdZFSAZGiEbKsxGOWhEhph2W17jajlqHriyBl0AhIOv8n66Vp5Xm67Zfst8lVqz7/UOaRGweYXLlqP+Q5OuenCq3dXvJ9UBenm6VrnMOj5+X3mVKKO1qrVld+QFj0mFzA4tcJUYNqqIgEcUGaXHSe9Sui5TXvBctKPFtQpiUDOxUFKk66vri5cl3n9hRRVq1DVdB1FpV0U7rl93I/0jlVda2k3YfEC4dgq0cQpGuVWnfpeiTSnTtl2h62/JzPrswK0WgUd999N/r3748uXbpgwIABuO+++xwDhhACCxcuRHV1Nbp06YILLrgAb7/9drab0uERhiPzglstAzoHpAZ5pAysyuBpsiBMwS7UBSfXlsm/cucQ+Vq+b2lpQUskgubmZjQ3NyMSiSTSJdPKdWmybvlkiaKiIvvZg/TBuzrhAVqtI1keXcSfsuRCcYvKOoqLi1FcXIyi4mJH/WrdNE9RURFKSkocm4brrq90j0aS1+LYsWM4cuQIjh49ah/Hjh3DseTf48eP20dLS4tj6zkvYVS/Z0s5TJgCfLQ/QbTeyLDV1/GQ25sFPTqT+GXd8luyZAkef/xxPPPMMxg0aBDefPNN3HjjjaioqMDs2bMBAPfffz8eeOABLF++HJ/5zGfw/e9/HxMmTMDu3bvRrVu3bDcp75D/8BnPCVJXqGXZc1Aml1vm1emFUzf/R8/RJyro8qhrC2lZOmtHO5dF3Jo0AlQ7V0nqp+vmZDmWZSFuWQ6x11mI1OKT4muaBwWc+5+a3Jc0r5t70+t6BMnn5S3QWdlMxybdG+3O9M1mXfy2b9+OK6+8EpdffjkA4LTTTsOqVavw5ptvAkj8YyxduhQLFizAVVddBQB45plnUFlZiZUrV+KWW27JdpPyFtV9mVlhCfeibj4viCvUDTdB9ZpHVAdaVaBVkTLV4wedaNKNre39TDXPI3RY0nAKkW7ROE2vW2CuWqfpujDdvsNMv183d7lxjo/p0PAjjXIgfueeey4ef/xx/O1vf8NnPvMZ7Nq1C1u3bsXSpUsBAHv27EFjYyMmTpxo5yktLcX48eOxbds2Fj+FbAqgoAKonkdqcIwfoXELotEJYBDRpYInt02jlphXe03ooiPpfFxLS4td3nGNJSf7ovZNt5aOtokGv7hZrF5zpUH7mw2MNy2tCbJbX1ZLY1TY8suB+M2bNw8HDx7EGWecYT/89Ac/+AG+/OUvAwAaGxsBAJWVlY58lZWVeP/997VlyvkgSVNTU7ab3aHJugUIONyhdCcXLwsiiKtNJxRurlFdGfRzNY36pHiTdWiql4qgaq2pdch5PF07ZP1eT6mX9cnXvty1tB4lrV/xS8cV6sfqlME32aIzDaxMxyfr4rdmzRqsWLECK1euxKBBg1BfX485c+aguroaM2bMsNPprArTP/PixYtx7733ZrupDJCYF9QIoEmYMrU20s1PBYvO3bkJnqkM+l63Ewt9bYrsNJWvCqibW9OtbXZdHnX6wXQjokvnq7zWDGm3iWlf2O2ZA/H75je/iW9961v40pe+BAAYMmQI3n//fSxevBgzZsxAVVUVgIQF2Lt3bzvfgQMHUqxByfz58zF37lz7fVNTE/r06ZPtpndoTBZAdgpPDYxpfavfEi0TgloiOkHxU6bfct2gopuN/nvVmc0bDVpnUEsv21adsd6c18Do4KUOOVjqcPToUUd0HJDYp1DeQffv3x9VVVXYtGmT/XkkEkFdXR3Gjh2rLbO0tBTl5eWOg8kRVAhzgNscoV/UoBDV5agGlzjSCWH8LOWAc27EM70mWMUtgKUtBv4gQTN2nhy0Q1cHC1/7Ec/g6Cxk3fKbPHkyfvCDH6Bv374YNGgQdu7ciQceeAA33XQTgMQgN2fOHCxatAg1NTWoqanBokWL0LVrV1x77bXZbk6nxDRoZHNeULpCvYIuoKTxErF0BmO/yzJcP3MW2PoycGv84Sc61dJ8nilBr6/D3Zs4kdX2OOrKWclMUNjyy4H4Pfzww/jOd76DW2+9FQcOHEB1dTVuueUWfPe737XT3HXXXTh27BhuvfVWfPzxxxg1ahQ2btzIa/wyxG1wCTzEqq7Q5LnWU+anwOcSNzHxnIuSgpSDdjmryc6yg1xfS9M8Z1bryEmpTKbIRe7p5OssZN3t2a1bNyxduhTvv/8+jh07hv/93//F97//fZSUlNhpLMvCwoUL0dDQgOPHj6Ourg6DBw/OdlMYQkaDkBApguK1jCFT/O4mYilWnJU4mXLYi9ez1kJzu/2cUz/36me20d40MEwOeOyxx9C/f3+UlZVhxIgR+N3vfmdM+9prr2n/H/7617860tXW1mLgwIEoLS3FwIEDsW7dusDtyrr4MR2XTAc5Og9mv/dxmITM7TChS5uyvZjmSKcN2Wp3kJsCNUo0G4JonI+U9WV5uYI6V8p0PNTvKcgRhDVr1mDOnDlYsGABdu7cifPOOw+TJk3C3r17XfPt3r0bDQ0N9lFTU2N/tn37dkybNg3Tp0/Hrl27MH36dEydOhWvv/56oLZZIte+lRzQ1NSEiooKlCD3d/KdkZxdM7Jkwi1qUXWR+p3T864+u08M91NWNtqulpENETXly8a8Xt4NGB0cASAC4ODBgzkP5pNj56+HDcMJ5OHOfjkSi+HS+nrfbR01ahTOOussLFu2zD535plnYsqUKVi8eHFK+tdeew0XXnghPv74Y3Tv3l1b5rRp09DU1ISXX37ZPnfppZfipJNOwqpVq3z3hS2/AqStowy9XKSmaEiVtnAHZlJfJmsYdWsEMynf7zVlCpNMLb+mpibHQTchkUQiEezYscOxmxcATJw4Edu2bXNt3/Dhw9G7d29cdNFFePXVVx2fbd++PaXMSy65xLNMFRa/AiUnQ6KyTCCuLEXIxt6VbgKQi4E+qJszE5eu3/a4oXNrOq43iyGD9J7oQBfG9+nTBxUVFfahs+I++OADxGIx7W5ecqcvld69e+OJJ55AbW0t1q5di9NPPx0XXXQRtmzZYqdpbGwMVKYJfp5fASOQQxcoGYCpO1R1dbq5+SRtbfHlmkzds37yt9UidSY/yXSpw759+xxuz9LSUmMeXYS26X/69NNPx+mnn26/HzNmDPbt24cf//jHOP/889Mq0wRbfgVOmwyPxBpsPZWdheLtSXu0RbtYXhPIwsLH5BJ10xGd+PXs2RPhcDjFInPbzUvH6NGj8e6779rvq6qqMi4TYPFj0IYRegaBs3dkcfnMSyC9CLpswr0bqcIclCBrAb1uBlT3ZraFjyM4Ox9tEe1ZUlKCESNGOHbzAoBNmzYZd/PSsXPnTsdWmGPGjEkpc+PGjYHKBNjtyWjIqTvUtWJhu0mhtEG3oJ5+li3XaLYjRk241UFdwzorz37dejK7bctqaUxHpK02tp47dy6mT5+OkSNHYsyYMXjiiSewd+9ezJw5E0Bi3+b9+/fj2WefBQAsXboUp512GgYNGoRIJIIVK1agtrYWtbW1dpmzZ8/G+eefjyVLluDKK6/Ehg0bsHnzZmzdujVQ21j8GC1yAGwvEaRtUMUwnUAZ3bIKk2B6LV8wiZKfYJQguFmV7NpkMqGttjebNm0aPvzwQ9x3331oaGjA4MGD8dJLL6Ffv34AgIaGBseav0gkgjvvvBP79+9Hly5dMGjQILz44ou47LLL7DRjx47F6tWrcffdd+M73/kOPv3pT2PNmjUYNWpUoLbxOj/GN3lxrUlwTeJtapSo36hLV6urDdYTtpfA5d2AkOe0xzq/54YNQ9c01vkdjcVwTYB1fh0ZtvyYzoUQjo2rpUWmWmY6S1D9zO/79Jvq4vpMJMhKPUFg4SsMeGNrFj8mAHRgtAzndZ+3NQ5RkcIHd8HzVVYOcJTeTk4YFjymEGHxY9LCa8A0CWWbo84fon2WKLQHhdFLJh3Y8mPxYxiGKThY/Fj8mDZAtUDyInAmj2GLj/GirZY6dGRY/Jg2p93WEXZiWPCYIKS7YUFn+p2x+DHtAluD2aMzDUgM01aw+DEdgkwGcDfhzGeRZVFjcgW7PVn8mE6A6kZl0WAYdzjghcWPKTDyZb6RBZzJJSx+LH5MJyGIWGQqLKp4piuoLHBMeyGQnpB1pt8six/DZIAgf4MIYGcaRJj8gy0/Fj+GCYxJuFjQGCZ/YPFjGIYpMNjyY/FjGIYpOFj8WPwYhmEKDhY/Fj+GYZiCg8WPxY9hGKbg4B1egFB7N4BhGIZh2hq2/BiGYQoMfqoDix/DMEzBEUd6Lkye82MYhmHyFrb8WPwYhmEKDg54YfFjGIYpOHipA0d7MgzDMAUIW34MwzAFBlt+LH4MwzAFB4sfuz0ZhmEKjlgGR1Aee+wx9O/fH2VlZRgxYgR+97vfGdOuXbsWEyZMwCmnnILy8nKMGTMGr7zyiiPN8uXLYVlWynH8+PFA7WLxYxiGKTBEBkcQ1qxZgzlz5mDBggXYuXMnzjvvPEyaNAl79+7Vpt+yZQsmTJiAl156CTt27MCFF16IyZMnY+fOnY505eXlaGhocBxlZWWB2sZuT4ZhmAKjrZY6PPDAA7j55pvx1a9+FQCwdOlSvPLKK1i2bBkWL16ckn7p0qWO94sWLcKGDRvwwgsvYPjw4fZ5y7JQVVUVtPkO2PJjGIZhsk4kEsGOHTswceJEx/mJEydi27ZtvsqIx+M4dOgQevTo4Th/+PBh9OvXD6eeeiquuOKKFMvQDyx+DMMwBUgmLs+mpibH0dzcnFL+Bx98gFgshsrKSsf5yspKNDY2+mrjT37yExw5cgRTp061z51xxhlYvnw5nn/+eaxatQplZWUYN24c3n33Xd99B1j8GIZhCo54BgcA9OnTBxUVFfahc2FKLMtyvBdCpJzTsWrVKixcuBBr1qxBr1697POjR4/Gddddh6FDh+K8887Dr371K3zmM5/Bww8/7LP3CXjOj2EYpsDIdM5v3759KC8vt8+XlpampO3ZsyfC4XCKlXfgwIEUa1BlzZo1uPnmm/Hcc8/h4osvdk0bCoVw9tln597y27JlCyZPnozq6mpYloX169c7PhdCYOHChaiurkaXLl1wwQUX4O2333akaW5uxu23346ePXvihBNOwOc//3n885//DNoUhmEYJg0yjfYsLy93HDrxKykpwYgRI7Bp0ybH+U2bNmHs2LHGtq1atQo33HADVq5cicsvv9y7L0Kgvr4evXv39kxLCSx+R44cwdChQ/HII49oP7///vvxwAMP4JFHHsEbb7yBqqoqTJgwAYcOHbLTzJkzB+vWrcPq1auxdetWHD58GFdccQVisc60bSrDMEzHpK3W+c2dOxe/+MUv8NRTT+Gdd97BHXfcgb1792LmzJkAgPnz5+P666+3069atQrXX389fvKTn2D06NFobGxEY2MjDh48aKe599578corr+Dvf/876uvrcfPNN6O+vt4u0y+B3Z6TJk3CpEmTtJ8JIbB06VIsWLAAV111FQDgmWeeQWVlJVauXIlbbrkFBw8exJNPPon/+q//ss3ZFStWoE+fPti8eTMuueSSoE1iGIZhOiDTpk3Dhx9+iPvuuw8NDQ0YPHgwXnrpJfTr1w8A0NDQ4Fjz97Of/QzRaBSzZs3CrFmz7PMzZszA8uXLAQCffPIJvv71r6OxsREVFRUYPnw4tmzZgnPOOSdQ2ywhRNqPaLIsC+vWrcOUKVMAAH//+9/x6U9/Gn/84x8dazKuvPJKdO/eHc888wx++9vf4qKLLsJHH32Ek046yU4zdOhQTJkyBffee69nvU1NTaioqEAJAO9pU4ZhmI6LABABcPDgQcc8Wi6QY+ftw4ahNBwOnL85FsPD9fVt0tZck9WAFzmxqQttff/99+00JSUlDuGTaUzhr83NzY5Q2qampmw2m2EYpqDgvT1ztNQhndBWtzSLFy92hNX26dMna21lGIYpNDJd6tAZyKr4ye1m3EJbq6qqEIlE8PHHHxvTqMyfPx8HDx60j3379mWz2QzDMAUFi1+Wxa9///6oqqpyhLZGIhHU1dXZoa0jRoxAcXGxI01DQwP+/Oc/G8NfS0tLU0JrGYZhmPQQSE/40g4Q6YAEnvM7fPgw3nvvPfv9nj17UF9fjx49eqBv376YM2cOFi1ahJqaGtTU1GDRokXo2rUrrr32WgBARUUFbr75Zvznf/4nTj75ZPTo0QN33nknhgwZ4rmYkWEYhmGyQWDxe/PNN3HhhRfa7+fOnQugNRT1rrvuwrFjx3Drrbfi448/xqhRo7Bx40Z069bNzvPTn/4URUVFmDp1Ko4dO4aLLroIy5cvRziN6COGYRgmGG31VIeOTEZLHdoLXurAMExnoT2WOtw0bBhK0jA2IrEYnuKlDgzDMEw+wpYfix/DMEzBwev8WPwYhmEKDhY/fp4fwzAMU4Cw5ccwDFNgsOXH4scwDFNwsPix+DEMwxQccoeXdPJ1Flj8GIZhCgy2/Fj8GIZhCg4WP472ZBiGYQoQtvwYhmEKDLb8WPwYhmEKjhjSc/vx9mYMwzBM3iKQXuQmR3syDMMweQtbfix+DMMwBQdbfhztyTAMwxQgbPkxDMMUGOz2ZPFjGIYpOHh7MxY/hmGYgoPX+bH4MQzDFBwsfix+DMMwBUcMgJVmvs4CR3syDMMwOeOxxx5D//79UVZWhhEjRuB3v/uda/q6ujqMGDECZWVlGDBgAB5//PGUNLW1tRg4cCBKS0sxcOBArFu3LnC7WPwYhmEKDJHBEYQ1a9Zgzpw5WLBgAXbu3InzzjsPkyZNwt69e7Xp9+zZg8suuwznnXcedu7ciW9/+9v4xje+gdraWjvN9u3bMW3aNEyfPh27du3C9OnTMXXqVLz++uuB2mYJIfIugKepqQkVFRUoQXqmO8MwTEdBAIgAOHjwIMrLy3Nalxw7xw4bhqJwOHD+aCyGbfX1vts6atQonHXWWVi2bJl97swzz8SUKVOwePHilPTz5s3D888/j3feecc+N3PmTOzatQvbt28HAEybNg1NTU14+eWX7TSXXnopTjrpJKxatcp3X/LS8pN6ncndCx988MFHRzkAoC3tkJZYDJE0jpZYYtavqanJcTQ3N6fUEYlEsGPHDkycONFxfuLEidi2bZu2Xdu3b09Jf8kll+DNN99ES0uLaxpTmSbyMuDl0KFDAICWdm4HwzBMtjh06BAqKipyWkdJSQmqqqrwxltvpV3GiSeeiD59+jjO3XPPPVi4cKHj3AcffIBYLIbKykrH+crKSjQ2NmrLbmxs1KaPRqP44IMP0Lt3b2MaU5km8lL8qqursW/fPggh0LdvX+zbty/n7oK2pqmpCX369OG+5Rnct/ykPfsmhMChQ4dQXV2d87rKysqwZ88eRCKRtMsQQsCynBNOpaWlxvRqWl1+r/Tq+aBl6shL8QuFQjj11FPR1NQEACgvL+90/4wS7lt+wn3LT9qrb7m2+ChlZWUoKyvLeT09e/ZEOBxOscgOHDiQYrlJqqqqtOmLiopw8sknu6YxlWkiL+f8GIZhmI5NSUkJRowYgU2bNjnOb9q0CWPHjtXmGTNmTEr6jRs3YuTIkSguLnZNYyrTRF5afgzDMEzHZ+7cuZg+fTpGjhyJMWPG4IknnsDevXsxc+ZMAMD8+fOxf/9+PPvsswASkZ2PPPII5s6di6997WvYvn07nnzySUcU5+zZs3H++edjyZIluPLKK7FhwwZs3rwZW7duDdY4kcccP35c3HPPPeL48ePt3ZSsw33LT7hv+Uln7lt78+ijj4p+/fqJkpIScdZZZ4m6ujr7sxkzZojx48c70r/22mti+PDhoqSkRJx22mli2bJlKWU+99xz4vTTTxfFxcXijDPOELW1tYHblZfr/BiGYRgmE3jOj2EYhik4WPwYhmGYgoPFj2EYhik4WPwYhmGYgiNvxS/oYzI6IosXL8bZZ5+Nbt26oVevXpgyZQp2797tSCOEwMKFC1FdXY0uXbrgggsuwNtvv91OLU6fxYsXw7IszJkzxz6Xz33bv38/rrvuOpx88sno2rUrhg0bhh07dtif52vfotEo7r77bvTv3x9dunTBgAEDcN999yEeb32Mab70bcuWLZg8eTKqq6thWRbWr1/v+NxPP5qbm3H77bejZ8+eOOGEE/D5z38e//znP9uwF0zOCBwf2gFYvXq1KC4uFj//+c/FX/7yFzF79mxxwgkniPfff7+9mxaISy65RDz99NPiz3/+s6ivrxeXX3656Nu3rzh8+LCd5oc//KHo1q2bqK2tFW+99ZaYNm2a6N27t2hqamrHlgfjD3/4gzjttNPEZz/7WTF79mz7fL727aOPPhL9+vUTN9xwg3j99dfFnj17xObNm8V7771np8nXvn3/+98XJ598svif//kfsWfPHvHcc8+JE088USxdutROky99e+mll8SCBQtEbW2tACDWrVvn+NxPP2bOnCk+9alPiU2bNok//vGP4sILLxRDhw4V0Wi0jXvDZJu8FL9zzjlHzJw503HujDPOEN/61rfaqUXZ4cCBAwKAvQ4mHo+Lqqoq8cMf/tBOc/z4cVFRUSEef/zx9mpmIA4dOiRqamrEpk2bxPjx423xy+e+zZs3T5x77rnGz/O5b5dffrm46aabHOeuuuoqcd111wkh8rdvqvj56ccnn3wiiouLxerVq+00+/fvF6FQSPz6179us7YzuSHv3J7pPCYjXzh48CAAoEePHgASD3ZsbGx09LW0tBTjx4/Pm77OmjULl19+OS6++GLH+Xzu2/PPP4+RI0fimmuuQa9evTB8+HD8/Oc/tz/P576de+65+M1vfoO//e1vAIBdu3Zh69atuOyyywDkd98ofvqxY8cOtLS0ONJUV1dj8ODBedVXRk/ebW+WzmMy8gEhBObOnYtzzz0XgwcPBgC7P7q+vv/++23exqCsXr0af/zjH/HGG2+kfJbPffv73/+OZcuWYe7cufj2t7+NP/zhD/jGN76B0tJSXH/99Xndt3nz5uHgwYM444wzEA6HEYvF8IMf/ABf/vKXAeT390bx04/GxkaUlJTgpJNOSkmTz2MNkyDvxE+SjUdadCRuu+02/OlPf9LuT5ePfd23bx9mz56NjRs3uu4gn499i8fjGDlyJBYtWgQAGD58ON5++20sW7YM119/vZ0uH/u2Zs0arFixAitXrsSgQYNQX1+POXPmoLq6GjNmzLDT5WPfdKTTj3ztK+Mk79ye6Twmo6Nz++234/nnn8err76KU0891T5fVVUFAHnZ1x07duDAgQMYMWIEioqKUFRUhLq6Ojz00EMoKiqy25+PfevduzcGDhzoOHfmmWdi7969APL7e/vmN7+Jb33rW/jSl76EIUOGYPr06bjjjjuwePFiAPndN4qfflRVVSESieDjjz82pmHyl7wTv3Qek9FREULgtttuw9q1a/Hb3/4W/fv3d3zev39/VFVVOfoaiURQV1fX4ft60UUX4a233kJ9fb19jBw5El/5yldQX1+PAQMG5G3fxo0bl7Ik5W9/+xv69esHIL+/t6NHjyIUcg4L4XDYXuqQz32j+OnHiBEjUFxc7EjT0NCAP//5z3nVV8ZAu4XaZIBc6vDkk0+Kv/zlL2LOnDnihBNOEP/4xz/au2mB+D//5/+IiooK8dprr4mGhgb7OHr0qJ3mhz/8oaioqBBr164Vb731lvjyl7/cIcPK/UCjPYXI37794Q9/EEVFReIHP/iBePfdd8Uvf/lL0bVrV7FixQo7Tb72bcaMGeJTn/qUvdRh7dq1omfPnuKuu+6y0+RL3w4dOiR27twpdu7cKQCIBx54QOzcudNeEuWnHzNnzhSnnnqq2Lx5s/jjH/8oPve5z/FSh05CXoqfEO6PycgXAGiPp59+2k4Tj8fFPffcI6qqqkRpaak4//zzxVtvvdV+jc4AVfzyuW8vvPCCGDx4sCgtLRVnnHGGeOKJJxyf52vfmpqaxOzZs0Xfvn1FWVmZGDBggFiwYIFobm620+RL31599VXt/9eMGTOEEP76cezYMXHbbbeJHj16iC5duogrrrhC7N27tx16w2QbfqQRwzAMU3Dk3ZwfwzAMw2QKix/DMAxTcLD4MQzDMAUHix/DMAxTcLD4MQzDMAUHix/DMAxTcLD4MQzDMAUHix/DMAxTcLD4MQzDMAUHix/DMAxTcLD4MQzDMAUHix/DMAxTcPx/0d+HYEtjo9UAAAAASUVORK5CYII=", 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" ] @@ -220,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "id": "120fc47a", "metadata": {}, "outputs": [ @@ -230,13 +221,13 @@ "Text(0.5, 1.0, 'normalized signal as function of b-value')" ] }, - "execution_count": 12, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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" ] @@ -279,13 +270,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "8ddef255-88b6-4c79-8f6c-4ee85e931588", "metadata": {}, "outputs": [ { "data": { - "image/png": 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A0EdADIIJEyZo69atWrduXbCbUmv5RSW2oePqClfMIhLvha3zBmbWa6HsSOAdEts9sDjswqHkex6qdHZLGAEAQhtzEFGjGYXFWvflt7ZlbcxgsHpHmXq0S9LkgZnWnEFfPU31mTM444fg4eu5+UUlcnuMGucphpK543ur3QOLbY/DSW3noQIAIgcBETUyw2FWh2TbcjOrd5RVGUL2tXeyd6ioC7PXqvJzvYNJuPA1BzGcQ+JzS0t10u0hHAJABGOIGTXq0S7JGiI1ewfNfZizOiSrR7sk65g/F7b2Lozxft9w67XynnP45ZNDqsxJDCd1mYcKAAhvDsMwonNyWAioqKhQYmKiysvLlZCQEOzm1MgMZ2ZAqBzSbnpxlVbv+LbKcfN5vS9I0rzb676ky5neN5RVV5ASjoUqUnjfCwDAabXNHvQgolbO1HvUUAtbh3Ov1Vdlx5TePL5KCJw7vrfSm8frq7JjQWpZ3Xn33pq9w2x5CACRi4CIWjlTFfPkGnqTcrMz6l1Qcqb3DWU39mij3YeO+6z+3X3ouG7s0SZILasbX0P7vqYAAAAiB0UqOKPKAcF7vmFD9ugF6339JVKqf80ljHz1DpvnAQCRhYCIGlXXeySpQcNasN7X3yKh+jcStj0EANQNQ8yoUU29Rw25APaK0oO2pXW83zerQ7JWlB5skPdtCOE8jxIAEJ0IiKhRQ80tPJO+HVNsS+uYzCV2+nYMn72dw3keJQAgOjHEjJAUKfP3wn0eJQAgOhEQEbLCff6er7UhvT/Tyu0H67U2JAAADY0hZoQ05u8BABB4BESEtHCevzfv9j41bhcYLr2HM2pY6zC/qEQzfhgyR8PiPgAIJIaYEbIiYf5euA+TS5LL6fD5ffe+P2h43AcAgURAREiKlHUQpdPtNMNhOA6TR0rBULjjPgAIJAIiQlIk7d7ha5g83P6YR0JPaCTgPgAIFIdhGOHzlzbCVFRUKDExUeXl5UpISAh2c9AAqhsmD9c/6plTllhht3ja4GA3J2pxHwDUV22zB0UqQAOpbpi8cuFKuAjngqFIwn0AEAgMMQMNJNKGycO9YCgScB8ABAoBEWggNW1DGE5/zCOpYCiccR8ABBIBEUCNIqknNJxxHwAEEkUqQUSRCgAACCSKVAD4BTt4AED0ISACDSRSgpW5g0flz2LOiXM5HUFqGQCgoTAHEWggkbI1Gjt4AED0ISACDSSSglW47+Ax44eeTl/tzS8qkdtj1Fh1DgDRhoAINKBwD1bewnlP6UjpzQWAQGEOItDAcrMzrF0vwi1YeQvnHTx87WATrr25ABAI9CAGQUFBgQoKCuR2u4PdFASAr2AVboEkEnbwiKTeXABoaKyDGESsgxj5qgtW4RRMqmtzOH4WScqcssQK7MXTBge7OVGH+aBAcNU2e9CDCDSQSNkaLZJ28IiE3txwx3xQIDwQEIEGEinBKlL3lA7HYfJIEEnV/UAkY4g5iBhiBgIj0obJI4H5vTd7c7kHQGCw1R4A/GBF6UFldUj22Zub1SFZK0oPBqlltRcpO/OYIqW6H4hUBEQAEa9vxxSt3F7mc7vAldvL1LdjSpBaVnuRtuVhOC+bBEQD5iACiHiRMO8tEj6DifmgQOhjDmIQMQcRCIwZXj1slee9SQqrpVXCfe4e80GB4GIOIgD8wHtpFe95b5LCbng23OfuRcJ8UCAaEBABRDzvrfa8572FY49VuM/di4T5oJEg0oqe4H/MQQSAMBEJc/ciaS5lOGPBcpwJARFAxPP+o2fuwxzrcmrigI5hE7AiZWceiX2xQwFBHWdCQAQQ8cxdbSTZhmclKW9gZljsahMpO/OYcrMzbGGdQBJ4BHXUhDmIACKeWaFs9o4UTxtszUn0Ph/KJtfwhzs3OyMsPoO3cJ9LGSnCvegJDYceRAARL5KGZyNBJMyljBS+gjr3ABIBEUAUiLTh2XBGWA8dBHXUhIAIoEbmItO+/mDkF5WExSLTNbWPP4SBRVgPDQR1nAkBEUCNWA4DiDwEdZwJARFAjVgOA/7EPzhCA73qOBMCIoAzYjkM+Av/4AgNkTB1BA2LgAigVli3Dv7CPziCj55cnAnrIAKoFdatgz+x/l5wee9Pbv4s05MLb3XuQTx8+LAWLlyof/3rX/rqq6/03Xff6bzzzlPXrl01aNAgZWVlNUQ7AQQRy2EEX6QNCbL+XvDRk4ua1LoHce/evfrVr36l888/X4899piOHz+uyy67TNnZ2WrdurWWLVumgQMHqnPnzpo/f35DthlAAN304iqfy2GYvQ83vbgqyC2MDuaQYOWeWzOsu5yOILWs7rz/weG9qw290oFHTy6qU+sexK5du2rs2LHasGGDOnfu7POa48ePa9GiRZo5c6Z2796te++9128NBYBoFinFHay/F1royUV1HIZh1Gqxo7KyMiUnJ9f6het6fTSqqKhQYmKiysvLlZCQEOzmANWqbog5nIJJpDC/9+Yf9HC7B5E2VB7O+LmOTrXNHrUOiPA/AiLCSbgHk0iSOWWJ1etTPG1wsJuDMFRdGCQkRr7aZo86F6mcPHlSixYt0qpVq7Rv3z5JUlpamrKysnTttdcqNja2/q0GEHK8e3wqL3NDj0/gMSQIf2AnFZxJnQJiaWmpBg0apL1796pXr15KTU2VJG3cuFGzZs1S69attWTJEnXs2LFBGgsg8MziiNU7ymzBZNTs1Vq5vYz10gKIanL4Czup4EzqFBDvvPNOXXLJJdq4cWOVbsmKigqNGTNGEyZM0HvvvefXRgIIntzsDK3eUaaV28uU1SFZc8f3tsJhVofksPhjEgnz3ijuABBIdQqIK1as0Nq1a32OWSckJOjRRx9Vr169/NY4AMGXX1RihcGV28us+W/m43AY4oyEXSMYEgQQSHUKiM2aNdOXX36piy++2Of5L7/8Us2aNfNHuwCECO9g4l0cMXd8b6v3LdRFwhIxDAkCCKQ6BcRf/epXGjNmjKZOnars7GxrDuL+/ftVVFSkxx57THfddVeDNBRAcJjBJNyLI9g1AgBqr04B8X//93917rnn6umnn9Y999wjh+P0yv2GYSgtLU3333+/7rvvvgZpKIDgCffiCCqxAaBu6rzMzf3336/7779fO3futC1z0759e783LlIVFBSooKBAbrc72E0BzigSiiOoxAaAuqlzQDS1b9/eCoWnTp3S0aNH1aRJE781LJJNmDBBEyZMsBarBEJZJBRHuD2G0pvH+6zETm8eHxafAQACyVmXi9966y29/PLLtmPTpk1TkyZN1KxZM1155ZU6dOiQP9sHIMgm1zBPLzc7IyyGZtd9+a12HzpuhcTMKUuscLj70HGt+/LbYDcRAEJKnQLi9OnTdezYMevxypUr9dBDD2nq1Kn629/+pt27d+vRRx/1eyMB4Gz0aJekrA7J2n3ouFwOh066PXI5HNp96LiyOiSrR7ukYDfxjGYUFiu/qMTnufyiEs34YbgfAPyhTgFxy5YtysrKsh7/4x//0MCBAzVlyhRdf/31+uMf/6i33nrL740EgLMxeWCm5o7vrawOyXL/sP282zCs4eZw6AU151FWDonmHFGX0xGklgE4G6H6j786BcQjR44oOTnZevzxxx8rOzvbenzRRRdp7969/msdAPiJueC364fVF1wOh7XQdzjIzc5Q3sBMW0gMt7UcAVQVqv/4q1ORSqtWrfT555+rTZs2Onr0qD799FPNmDHDOl9WVqbGjRv7vZEAcDbMX7Tm7i9mFXNWh+SwqcSWWMsRiERuj1Hld5H376xgFdHVqQdxxIgRuvvuu/Xqq69q/PjxSktLU+/eva3z69ev14UXXuj3RgLA2TB/AZtL2hRPG6y8gZlWVXM4VTHnZmdYAddcyxFA+HI5HdbvoumFxcqcssT2D9qw6EF86KGHtGfPHuXm5iotLU1//etf5XK5rPOvv/66hg4d6vdGAsDZMH8BV7eWY+8Lkmt6ekgJ9x1tANh5/y7yLqKr/Dsr0OoUEA3D0F/+8pdqzy9btuysGwQA/hYJazlK4b+jDQDfcrMztHpHmVZuL5P0YxFdMH+u6xQQU1JSNGDAAF177bUaNmyYtRczAISymqqUwyVYRcKONgB88y6icxuGrYguWD/XdZqD+MUXX2jQoEGaP3++2rZtq169emnatGn67LPPGqp9AADV3AuaNzAzbHpBAdjZClIMQ7Eup9WD6Ku6OVAchmHU67dKeXm53nnnHb3xxht69913lZSUpGHDhmnYsGHq16+fbW4ifDO32isvL1dCQkKwmwMAAAJsRmGx1n35rW3OoXdo7NEuya9rtdY2e9SpB9FbYmKiRo4cqXnz5umbb77RrFmz5Ha7NW7cOJ133nl67bXX6vvSAAAAUaG6IjpzpYVgVTHXuwexJhs3btSpU6fUo0cPf790RKEHEQCA6Dbjh8Wwfc01zC8qkdtjBKUHsU4B8eDBgzp27Jjatm1rHduyZYv+8Ic/6NixYxo+fLhGjRp1di2PIgREAAAQSA0yxHzXXXcpPz/fenzgwAFdfvnlWrdunU6cOKFbbrlFr776av1bDQAAGlyo7v+L0FGngLh69WoNGzbMevyXv/xFSUlJ2rRpk9544w09/vjjKigo8HsjAQCA/4Tq/r8IHXUKiPv27VO7du2sx0uXLtX111+vmJjTyykOGzZMJSXhsfE9AADRyiyC8A6JvtbaRPSq00LZCQkJOnz4sDUHce3atbrtttus8w6HQydOnPBvCwEAgN95L7T+3NJSnXR7CIew1KkHsXfv3srPz5fH49E//vEPHTlyRAMGDLDOFxcXKz093e+NBAAA/pebnWHt6x3rchIOYalTQHz00Uf15ptvKj4+XjfeeKPuu+8+NW/e3Do/b9489evXz++NBIBoR1EBGkJ+UYkVDk+6PUHbtQOhp05DzJdeeqk+//xzrVixQmlpaerVq5ft/E033aTOnTv7tYEAgB+LCiT7nsve88aAuqg859B8LLGvN+oYECUpJSVF1157rc9zQ4YMOesGAQCq8p4vZj6mqAD15eu/HV//jSF61Togzps3TzfddFOtrt29e7d27dqlvn371rthAAA7igrgL26P4fO/HfOx2+P3TdYQZmq9k0q/fv104MABjRs3TkOHDlWnTp1s58vLy7VixQr99a9/VWFhof785z/b1kxEVeykAqA+MqcsseaNFU8bHOzmAAgjft9JZfny5XrqqadUWFioiy++WAkJCcrIyNAll1yi1q1bKzk5WbfeeqvatGmjzZs3Ew4BoAGEe1EBxTZAeKjTHMRhw4Zp2LBhOnjwoD7++GN99dVXOn78uFJSUtS1a1d17dpVTmedCqMBALUUCUUFFNsA4aHORSrS6UKV4cOH+7kpAIDqREpRAcU2QHioV0AEAARWJBUVUGwDhL5aF6l4a968uRyOqht5OxwOxcXFqWPHjrrllls0btw4vzQyUlGkAiCaUWwDBJ7fi1S8PfTQQ3I6nRoyZIh+97vf6Xe/+52GDBkip9OpCRMmKDMzU3feeadmz55d7w8AAPhRpBV3hHuxDRDp6jXE/PHHH+uxxx7THXfcYTv+wgsv6P3339c///lPXXrppcrPz9f48eP90lAAiGaRVNwRCcU2QKSrVw/ie++9p5ycnCrHs7Oz9d5770mSrr76au3YsePsWgcAkHQ6OOUNzNR0r57EcCzuqK7YpvJnAxBc9QqISUlJeuutt6ocf+utt5SUlCRJOnbsmJo2bXp2rQsz1113nZo3b64bbrgh2E0BEIG8g1TmlCVhFw6lmott8gZmhlWxDRDJ6jXEPHXqVN15551atmyZevbsKUlat26d3nnnHc2aNUuSVFhYqH79+vmvpWFg0qRJuvXWW/XKK68EuykAIlRudoZV+RvrcoZVOJSkyTUMhYfbZwEiWb16EMePH6/ly5fr3HPP1YIFC7RgwQI1btxYy5cv12233SZJuueeezR//ny/NjbUXXHFFVHXawogsCjuABAI9d72pG/fvnr99df1ySef6JNPPtHrr7+urKyser3Wnj179Mtf/lLJycmKj4/XJZdcovXr19e3aVV89NFHGjp0qFq2bCmHw6FFixb5vK6goEDt2rVTXFycevXqpbVr1/qtDQBwtrzn7xVPG8y8PQANpt4LZbvdbi1atEiff/65JOmiiy7SsGHD5HK56vQ6hw4dUt++fdW/f38tWbJE5513nkpKStS8eXOf169YsUI9e/bUOeecYzu+detWJScnKzU1tcpzjh07pi5duujWW2/V9ddf7/N158+fr7y8PM2aNUu9evXSzJkzNWjQIG3btk0tWrSQJF122WU6depUlee+//77atmyZZ0+NwDURaTspAIgPNQrIJaWlurqq6/Wnj17dOGFF0qSnnjiCaWnp2vx4sXq0KFDrV/rqaeeUnp6uubMmWMda9++vc9rPR6PJkyYoIyMDM2bN88Ko9u2bdOAAQOUl5en++67r8rzBg8erMGDa16Edfr06Ro/fry1uPesWbO0ePFivfTSS3rggQckSZs2bar15wIAf4qknVQAhL56DTHn5uaqQ4cO2r17tzXEvGvXLrVv3165ubl1eq0333xT3bt314gRI9SiRQt17dq12gW2nU6n3nnnHW3cuFFjxoyRx+PR9u3bNWDAAA0fPtxnOKyNkydPasOGDbale5xOp3JycrRq1ap6vWZNCgoK1LlzZ/Xo0cPvrw0gMk2uoVo5NzujxuIPAKiregXE5cuX6/e//721pI0kJScn68knn9Ty5cvr9Fo7duzQ888/r4yMDL333nu68847lZubW20lcMuWLbV06VJ9/PHHGjVqlAYMGKCcnBw9//zz9fkokqSDBw/K7XZXGZ5OTU3Vvn37av06OTk5GjFihN555x21bt262nA5YcIEbd26VevWrat3mwEAABpKvYaYGzVqpCNHjlQ5fvToUcXGxtbptTwej7p3767HH39cktS1a1dt3rxZs2bN0tixY30+p02bNnr11VfVr18/XXDBBfrzn//sc2/oQPvggw+C3QQAAICzVq8exGuuuUa333671qxZI8MwZBiGVq9erTvuuEPDhg2r02udf/756ty5s+1Yp06dtGvXrmqfs3//ft1+++0aOnSovvvuO02ePLk+H8OSkpIil8ul/fv3V3mftLS0s3ptAACAcFOvgJifn68OHTqoT58+iouLU1xcnLKystSxY0fNnDmzTq/Vt29fbdu2zXasuLhYbdu29Xn9wYMHlZ2drU6dOmnBggUqKirS/Pnzde+999bno0iSYmNj1a1bNxUVFVnHPB6PioqK1KdPn3q/LgAAQDiq1xBzs2bN9MYbb6i0tNRa5qZTp07q2LFjnV9r8uTJysrK0uOPP65f/OIXWrt2rV588UW9+OKLVa71eDwaPHiw2rZtq/nz5ysmJkadO3dWYWGhBgwYoFatWvnsTTx69KhKS0utxzt37tSmTZuUlJSkNm3aSJLy8vI0duxYde/eXT179tTMmTN17Ngxq6oZAAAgWjgMw6jV2gh5eXm1ftHp06fXqRFvv/22HnzwQZWUlKh9+/bKy8vT+PHjfV5bWFioyy+/XHFxcbbjGzdu1HnnnafWrVtXec6HH36o/v37Vzk+duxYvfzyy9bj5557Tk8//bT27dunyy67TPn5+erVq1edPktdVFRUKDExUeXl5UpISGiw9wEAAJBqnz1qHRB9BSyfL+hwaOnSpbVrZZQjIAKINjMKi+VyOnwu2ZNfVCK3x2DJHqAB1TZ71HqIedmyZX5pGAAgermcDp87v3jvFAMg+Oq91R4AAHXla3tAX9sIAgiuWg8xw/8YYgYQbcwhZul0SIx1OXXS7bF6DhliRrQJ9LSL2maPei1zAwBAfXgPMZvhMNZ1+k/RdK/wCEQL82civ6jEdtzsWQ/WzwRDzACAgKk8xGyGRIaYEa1CddoFAREAACCIvEPic0tLrWkXwfwHE0PMAICA8e4Z8R5izhuY6XOYDYgWudkZtp+JYPemExABAAHj9hhWQYr5h/Ck2yNJyhuYKbeHuslAmFFDGM8vKtGMH4Y7ETj5RSW2n4lg/2OJgAgACBizGtPsRSyeNtjqPfQ+j4YVqoUR0cq7Z937ZyKYIZE5iACAgPE1+d7XJH00rFAtjIhGofozQUAEAASMOcRc+Q+e+Zgh5sAJxcKIaBSqPxMslB1ELJQNAAi2zClLrLlvxdMGB7s5aGAslA0AAGoUaoURCB0MMQMAEIUqz30zH0vMAwUBEQCAqBOqhREIHQREAACiTKgWRiB0UKQSRBSpAACAQKJIBQAAAPVCQAQAAIANAREAAAA2BEQAAADYEBABAABgQ0AEAACADQERAAAANgREAAAA2BAQAQAAYENABAAAgA0BEQAAADYERAAAANgQEAEAAGBDQAQAAIANAREAAAA2BEQAAADYEBABAABgQ0AEAACADQERAAAANgREAAAA2BAQAQCIMjMKi5VfVOLzXH5RiWYUFge4RQg1BEQAAKKMy+nQdB8hMb+oRNMLi+VyOoLUMoSKmGA3AAAABFZudoYkafoPPYW52RlWOMwbmGmdR/QiIAZBQUGBCgoK5Ha7g90UAECU8g6Jzy0t1Um3h3AIi8MwDCPYjYhWFRUVSkxMVHl5uRISEoLdHABAlJjxwzBybnaGMqcs0Um3R7Eup4qnDVZ+UYncHkOTB2YGu5loALXNHvQgAgAQZcw5iKt3lFnh8KTbo1GzV2vl9jLlEQ6jHkUqAABEmdzsDGV1SNbK7WXK6pCs4mmDbY8ZZgYBEQCAKJNfVGKFwZXby5Q5ZYntcXVL4CB6EBABAIgybo+hvIGZmju+tzW8HOtyau743sobmCm3h/KEaMccRAAAooxZgJJfVGKbg5hfVMLwMiQREAEAiEqV1z00H0siJIKACABAtPG1KLavxbMRvQiIAABEGXMOYuUQaD5mDiJYKDuIWCgbAAAEUm2zB1XMAAAAQTKjsLjaZYXyi0o044ch/0AjIAIAAASJuatN5ZBozhN1OR1BaRdzEAEAAILEV3GQryKiQCMgAgAABJF3SHxuaalOuj1BDYcSQ8wAAABBl5udYdvVJtjLDBEQAQAAgszXrjbBxBAzAABAEIXirjYERAAAgCAJ1V1tCIgAAABBEqq72rCTShCxkwoAAAgkdlIBAABAvRAQAQAAYENABAAAgA0BEQAAADYERAAAANgQEAEAAGBDQAQAAIANAREAAAA2BEQAAADYEBABAABgQ0AEAACADQERAAAgSGYUFiu/qMTnufyiEs0oLA5wi04jIAIAAASJy+nQdB8hMb+oRNMLi+VyOoLSrpigvCsAAACUm50hSZr+Q09hbnaGFQ7zBmZa5wONgAgAABBE3iHxuaWlOun2BDUcSgwxAwAABF1udoZiXU6ddHsU63IGNRxKBEQAAICgyy8qscLhSben2sKVQGGIGQAAIIgqzzk0H0tiDiIAAEC08VWQ4qtwJdAIiAAAAEHi9hg+C1LMx26PEYxmyWEYRnDeGaqoqFBiYqLKy8uVkJAQ7OYAAIAIV9vsQZEKAAAAbAiIAAAAsCEgAgAAwIaACAAAABsCIgAAAGwIiAAAALAhIAIAAMCGgAgAAAAbAiIAAABsCIgAAACwISD60XXXXafmzZvrhhtuCHZTAAAA6o2A6EeTJk3SX/7yl2A3AwAA4KwQEP3oiiuuUNOmTYPdDAAAgLMSUgHxySeflMPh0N133+3X1/3oo480dOhQtWzZUg6HQ4sWLfJ5XUFBgdq1a6e4uDj16tVLa9eu9Ws7AAAAwkHIBMR169bphRde0KWXXlrjdStWrND3339f5fjWrVu1f/9+n885duyYunTpooKCgmpfd/78+crLy9PDDz+sTz75RF26dNGgQYN04MAB65rLLrtMF198cZWvvXv31vJTAgAAhL6QCIhHjx7V6NGjNXv2bDVv3rza6zwejyZMmKBRo0bJ7XZbx7dt26YBAwbolVde8fm8wYMH67HHHtN1111X7WtPnz5d48eP17hx49S5c2fNmjVLjRs31ksvvWRds2nTJm3evLnKV8uWLevxqQEAAEJTSATECRMmaMiQIcrJyanxOqfTqXfeeUcbN27UmDFj5PF4tH37dg0YMEDDhw/XfffdV6/3P3nypDZs2GB7f6fTqZycHK1ataper1mTgoICde7cWT169PD7awMAAJytmGA3YN68efrkk0+0bt26Wl3fsmVLLV26VJdffrlGjRqlVatWKScnR88//3y923Dw4EG53W6lpqbajqempuqLL76o9evk5OTo008/1bFjx9S6dWv9/e9/V58+fapcN2HCBE2YMEEVFRVKTEysd7sBAAAaQlAD4u7duzVp0iQVFhYqLi6u1s9r06aNXn31VfXr108XXHCB/vznP8vhcDRgS2vngw8+CHYTAAAAzlpQh5g3bNigAwcO6Kc//aliYmIUExOj5cuXKz8/XzExMbZ5ht7279+v22+/XUOHDtV3332nyZMnn1U7UlJS5HK5qhS57N+/X2lpaWf12gAAAOEmqAExOztbn332mTZt2mR9de/eXaNHj9amTZvkcrmqPOfgwYPKzs5Wp06dtGDBAhUVFWn+/Pm69957692O2NhYdevWTUVFRdYxj8ejoqIin0PEAAAAkSyoQ8xNmzbVxRdfbDt27rnnKjk5ucpx6XRoGzx4sNq2bav58+crJiZGnTt3VmFhoQYMGKBWrVr57E08evSoSktLrcc7d+7Upk2blJSUpDZt2kiS8vLyNHbsWHXv3l09e/bUzJkzdezYMY0bN87PnxoAAOC0GYXFcjkdys3OqHIuv6hEbo+hyQMzA96uoBep1IXT6dTjjz+uyy+/XLGxsdbxLl266IMPPtB5553n83nr169X//79rcd5eXmSpLFjx+rll1+WJN1444365ptv9NBDD2nfvn267LLL9O6771YpXAEAAPAXl9Oh6YXFkmQLiflFJZpeWKy8IIRDSXIYhmEE5Z1hVTGXl5crISEh2M0BAABB4B0Gc7Mzqjz2p9pmj7DqQQQAAIg0ZgicXlis55aW6qTb0yDhsC5CYqFsAACAaJabnaFYl1Mn3R7FupxBDYcSAREAACDo8otKrHB40u1RflFJUNvDEDMAAEAQVTcHUVLQehIJiAAAAEHiqyDFe06i9+NAIiACAAAEidtj+CxIMR+7PcFZbIZlboKIZW4AAEAg1TZ7UKQCAAAAGwIiAAAAbAiIAAAAsCEgAgAAwIaACAAAABsCIgAAAGwIiAAAALBhoewgMpegrKioCHJLAABANDAzx5mWwSYgBtGRI0ckSenp6UFuCQAAiCZHjhxRYmJitefZSSWIPB6P9u7dq6ZNm8rhcDTIe1RUVCg9PV27d+9mt5Yg4j6EDu5F6OBehAbuQ+gIxL0wDENHjhxRy5Yt5XRWP9OQHsQgcjqdat26dUDeKyEhgR/8EMB9CB3ci9DBvQgN3IfQ0dD3oqaeQxNFKgAAALAhIAIAAMCGgBjhGjVqpIcffliNGjUKdlOiGvchdHAvQgf3IjRwH0JHKN0LilQAAABgQw8iAAAAbAiIAAAAsCEgAgAAwIaACAAAABsCYgQrKChQu3btFBcXp169emnt2rXBblJEeeKJJ9SjRw81bdpULVq00PDhw7Vt2zbbNf/5z380YcIEJScnq0mTJvqv//ov7d+/33bNrl27NGTIEDVu3FgtWrTQr3/9a506dSqQHyXiPPnkk3I4HLr77rutY9yLwNizZ49++ctfKjk5WfHx8brkkku0fv1667xhGHrooYd0/vnnKz4+Xjk5OSopKbG9xrfffqvRo0crISFBzZo102233aajR48G+qOENbfbralTp6p9+/aKj49Xhw4d9Oijj9r23+VeNIyPPvpIQ4cOVcuWLeVwOLRo0SLbeX993//973/r8ssvV1xcnNLT0/X73//evx/EQESaN2+eERsba7z00kvGli1bjPHjxxvNmjUz9u/fH+ymRYxBgwYZc+bMMTZv3mxs2rTJuPrqq402bdoYR48eta654447jPT0dKOoqMhYv3690bt3byMrK8s6f+rUKePiiy82cnJyjI0bNxrvvPOOkZKSYjz44IPB+EgRYe3atUa7du2MSy+91Jg0aZJ1nHvR8L799lujbdu2xi233GKsWbPG2LFjh/Hee+8ZpaWl1jVPPvmkkZiYaCxatMj49NNPjWHDhhnt27c3jh8/bl1z1VVXGV26dDFWr15t/Otf/zI6duxojBw5MhgfKWxNmzbNSE5ONt5++21j586dxt///nejSZMmxjPPPGNdw71oGO+8844xZcoUY8GCBYYkY+HChbbz/vi+l5eXG6mpqcbo0aONzZs3G6+//roRHx9vvPDCC377HATECNWzZ09jwoQJ1mO32220bNnSeOKJJ4LYqsh24MABQ5KxfPlywzAM4/Dhw8Y555xj/P3vf7eu+fzzzw1JxqpVqwzDOP2LxOl0Gvv27bOuef75542EhATjxIkTgf0AEeDIkSNGRkaGUVhYaPTr188KiNyLwLj//vuNn/3sZ9We93g8RlpamvH0009bxw4fPmw0atTIeP311w3DMIytW7cakox169ZZ1yxZssRwOBzGnj17Gq7xEWbIkCHGrbfeajt2/fXXG6NHjzYMg3sRKJUDor++7//3f/9nNG/e3Pa76f777zcuvPBCv7WdIeYIdPLkSW3YsEE5OTnWMafTqZycHK1atSqILYts5eXlkqSkpCRJ0oYNG/T999/b7sNPfvITtWnTxroPq1at0iWXXKLU1FTrmkGDBqmiokJbtmwJYOsjw4QJEzRkyBDb91ziXgTKm2++qe7du2vEiBFq0aKFunbtqtmzZ1vnd+7cqX379tnuQ2Jionr16mW7D82aNVP37t2ta3JycuR0OrVmzZrAfZgwl5WVpaKiIhUXF0uSPv30U3388ccaPHiwJO5FsPjr+75q1Sr9/Oc/V2xsrHXNoEGDtG3bNh06dMgvbY3xy6sgpBw8eFBut9v2h06SUlNT9cUXXwSpVZHN4/Ho7rvvVt++fXXxxRdLkvbt26fY2Fg1a9bMdm1qaqr27dtnXePrPpnnUHvz5s3TJ598onXr1lU5x70IjB07duj5559XXl6efvOb32jdunXKzc1VbGysxo4da30ffX2fve9DixYtbOdjYmKUlJTEfaiDBx54QBUVFfrJT34il8slt9utadOmafTo0ZLEvQgSf33f9+3bp/bt21d5DfNc8+bNz7qtBETADyZMmKDNmzfr448/DnZTotLu3bs1adIkFRYWKi4uLtjNiVoej0fdu3fX448/Lknq2rWrNm/erFmzZmns2LFBbl10+dvf/qbXXntNc+fO1UUXXaRNmzbp7rvvVsuWLbkXqBWGmCNQSkqKXC5XlQrN/fv3Ky0tLUitilwTJ07U22+/rWXLlql169bW8bS0NJ08eVKHDx+2Xe99H9LS0nzeJ/McamfDhg06cOCAfvrTnyomJkYxMTFavny58vPzFRMTo9TUVO5FAJx//vnq3Lmz7VinTp20a9cuST9+H2v63ZSWlqYDBw7Yzp86dUrffvst96EOfv3rX+uBBx7QTTfdpEsuuUQ333yzJk+erCeeeEIS9yJY/PV9D8TvKwJiBIqNjVW3bt1UVFRkHfN4PCoqKlKfPn2C2LLIYhiGJk6cqIULF2rp0qVVuvu7deumc845x3Yftm3bpl27dln3oU+fPvrss89svwwKCwuVkJBQ5Q8tqpedna3PPvtMmzZtsr66d++u0aNHW/+fe9Hw+vbtW2Wpp+LiYrVt21aS1L59e6WlpdnuQ0VFhdasWWO7D4cPH9aGDRusa5YuXSqPx6NevXoF4FNEhu+++05Op/1PvMvlksfjkcS9CBZ/fd/79Omjjz76SN9//711TWFhoS688EK/DC9LYpmbSDVv3jyjUaNGxssvv2xs3brVuP32241mzZrZKjRxdu68804jMTHR+PDDD42vv/7a+vruu++sa+644w6jTZs2xtKlS43169cbffr0Mfr06WOdN5dWufLKK41NmzYZ7777rnHeeeextIofeFcxGwb3IhDWrl1rxMTEGNOmTTNKSkqM1157zWjcuLHx17/+1brmySefNJo1a2a88cYbxr///W/j2muv9bnER9euXY01a9YYH3/8sZGRkcHSKnU0duxYo1WrVtYyNwsWLDBSUlKM++67z7qGe9Ewjhw5YmzcuNHYuHGjIcmYPn26sXHjRuOrr74yDMM/3/fDhw8bqampxs0332xs3rzZmDdvntG4cWOWuUHtPPvss0abNm2M2NhYo2fPnsbq1auD3aSIIsnn15w5c6xrjh8/bvzP//yP0bx5c6Nx48bGddddZ3z99de21/nyyy+NwYMHG/Hx8UZKSopxzz33GN9//32AP03kqRwQuReB8dZbbxkXX3yx0ahRI+MnP/mJ8eKLL9rOezweY+rUqUZqaqrRqFEjIzs729i2bZvtmrKyMmPkyJFGkyZNjISEBGPcuHHGkSNHAvkxwl5FRYUxadIko02bNkZcXJxxwQUXGFOmTLEti8K9aBjLli3z+bdh7NixhmH47/v+6aefGj/72c+MRo0aGa1atTKefPJJv34Oh2F4LasOAACAqMccRAAAANgQEAEAAGBDQAQAAIANAREAAAA2BEQAAADYEBABAABgQ0AEAACADQERQFi74oordPfddwf8fR955BFddtllDf4+DodDDodDzZo1a/D38reFCxcqJiZGmZmZVfaWra0PP/zQ+h4MHz7cvw0EUC0CIgCEuDlz5qi4uLhOz1m+fLnS09MbqEVntmzZMo0aNUqPPPKIWrRooauuukoVFRW2a7788kvddtttat++veLj49WhQwc9/PDDOnnypHVNVlaWvv76a/3iF78I9EcAohoBEQBCXLNmzdSiRYs6PeeNN97Q0KFDG6hFNduwYYOuu+46zZgxQ7/97W/13nvvKSkpSddee61OnDhhXffFF1/I4/HohRde0JYtWzRjxgzNmjVLv/nNb6xrYmNjlZaWpvj4+GB8FCBqERABhL1Tp05p4sSJSkxMVEpKiqZOnarqdhGtqKhQfHy8lixZYju+cOFCNW3aVN99950k6f7771dmZqYaN26sCy64QFOnTtX3339fbRt8DXUPHz5ct9xyi/X4xIkTuvfee9WqVSude+656tWrlz788MM6f95PP/1U/fv3V9OmTZWQkKBu3bpp/fr1tmvefPNNDRs2zGrbXXfdpbvvvlvNmzdXamqqZs+erWPHjmncuHFq2rSpOnbsaPuemEO77733nrp27ar4+HgNGDBABw4c0JIlS9SpUyclJCRo1KhR1vdMkrZt26ZrrrlGzz77rO644w5J0rnnnqvFixeradOmGjlypNxutyTpqquu0pw5c3TllVfqggsu0LBhw3TvvfdqwYIFdf6eAPAvAiKAsPfKK68oJiZGa9eu1TPPPKPp06frT3/6k89rExISdM0112ju3Lm246+99pqGDx+uxo0bS5KaNm2ql19+WVu3btUzzzyj2bNna8aMGWfVzokTJ2rVqlWaN2+e/v3vf2vEiBG66qqrVFJSUqfXGT16tFq3bq1169Zpw4YNeuCBB3TOOedY57ds2aIDBw5owIAB1rFXXnlFKSkpWrt2re666y7deeedGjFihLKysvTJJ5/oyiuv1M0332wLe9LpuZbPPfecVq5cqd27d+sXv/iFZs6cqblz52rx4sV6//339eyzz1rXX3jhhfr666918803216nUaNGevPNN7VgwQK5XK5qP1t5ebmSkpLq9P0A0AAMAAhj/fr1Mzp16mR4PB7r2P3332906tSp2ucsXLjQaNKkiXHs2DHDMAyjvLzciIuLM5YsWVLtc55++mmjW7du1uOHH37Y6NKli60dkyZNsj3n2muvNcaOHWsYhmF89dVXhsvlMvbs2WO7Jjs723jwwQerfV9JxsKFC23HmjZtarz88svVPmfatGnGDTfcYGvbz372M+vxqVOnjHPPPde4+eabrWNff/21IclYtWqVYRiGsWzZMkOS8cEHH1jXPPHEE4YkY/v27dax//7v/zYGDRpUbVvqoqSkxEhISDBefPHFKufGjh1rXHvttX55HwBnRg8igLDXu3dvORwO63GfPn1UUlIit9utxx9/XE2aNLG+du3apauvvlrnnHOO3nzzTUnSP//5TyUkJCgnJ8d6jfnz56tv375KS0tTkyZN9Nvf/la7du2qdxs/++wzud1uZWZm2tqzfPlybd++vU6vlZeXp1/96lfKycnRk08+WeX5b7zxhjW8bLr00kut/+9yuZScnKxLLrnEOpaamipJVaqNvZ+XmppqDbl7H6tvhbK3PXv26KqrrtKIESM0fvz4s349AGeHgAggot1xxx3atGmT9dWyZUvFxsbqhhtusIaZ586dqxtvvFExMTGSpFWrVmn06NG6+uqr9fbbb2vjxo2aMmWKrbq2MqfTWWXeo/ecxaNHj8rlcmnDhg229nz++ed65pln6vSZHnnkEW3ZskVDhgzR0qVL1blzZy1cuFCS9PXXX2vjxo0aMmSI7TneQ9DS6eVzvI+ZAdvj8VT7vMrPMY9Vfk5d7d27V/3791dWVpZefPHFs3otAP4RE+wGAMDZWrNmje3x6tWrlZGRIZfLpaSkJJ9z2kaPHq2BAwdqy5YtWrp0qR577DHr3MqVK9W2bVtNmTLFOvbVV1/V2IbzzjtPX3/9tfXY7XZr8+bN6t+/vySpa9eucrvdOnDggC6//PJ6fU5vmZmZyszM1OTJkzVy5EjNmTNH1113nd566y1lZWWFzTy+PXv2qH///urWrZvmzJkjp5N+CyAU8JMIIOzt2rVLeXl52rZtm15//XU9++yzmjRpUo3P+fnPf660tDSNHj1a7du3V69evaxzGRkZ2rVrl+bNm6ft27crPz/f6qGrzoABA7R48WItXrxYX3zxhe68804dPnzYOp+ZmanRo0drzJgxWrBggXbu3Km1a9fqiSee0OLFi2v9WY8fP66JEyfqww8/1FdffaUVK1Zo3bp16tSpkyR79XKo27Nnj6644gq1adNGf/jDH/TNN99o37592rdvX7CbBkQ9ehABhL0xY8bo+PHj6tmzp1wulyZNmqTbb7+9xuc4HA6NHDlSv//97/XQQw/Zzg0bNkyTJ0/WxIkTdeLECQ0ZMkRTp07VI488Uu3r3Xrrrfr00081ZswYxcTEaPLkyVbvoWnOnDl67LHHdM8992jPnj1KSUlR7969dc0119T6s7pcLpWVlWnMmDHav3+/UlJSdP311+t3v/udjh07pqKiIs2cObPWrxdMhYWFKi0tVWlpqVq3bm07V3m4HkBgOQx+CgEgZDkcDi1cuLBW28wtWLBAv/3tb7V169aGb1iA3XLLLTp8+LAWLVoU7KYAUYEhZgAIcSNHjqzSw+ZLkyZN9NRTTwWgRYHzr3/9S02aNNFrr70W7KYAUYUeRAAIYaWlpZJODy23b98+yK0JvOPHj2vPnj2STgfgtLS0ILcIiA4ERAAAANgwxAwAAAAbAiIAAABsCIgAAACwISACAADAhoAIAAAAGwIiAAAAbAiIAAAAsCEgAgAAwIaACAAAAJv/D7ka1BR5iqAtAAAAAElFTkSuQmCC", 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", 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" ] @@ -315,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 9, "id": "b183a0dc", "metadata": {}, "outputs": [ @@ -325,13 +316,13 @@ "Text(0.5, 1.0, 'direction 6')" ] }, - "execution_count": 23, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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" ] @@ -428,11 +419,9 @@ ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "id": "79ac1e5c-ca18-462d-8030-c20fae62a211", "metadata": {}, - "outputs": [], "source": [ "Code submissions are located in the src/original folder, where submissions are named as `_`\n", "The src/standardized folder contains the standardised version of each code submission. Here, a class is created following a naming convention (`__`), with `__init__()` and `ivim_fit()` methods that integrate well with the OsipiBase class\n", @@ -443,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "id": "b7e8872a", "metadata": {}, "outputs": [], @@ -462,7 +451,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "id": "12deef83", "metadata": {}, "outputs": [ @@ -486,7 +475,7 @@ " '__pycache__']" ] }, - "execution_count": 18, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -506,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "id": "f695e259", "metadata": {}, "outputs": [], @@ -517,7 +506,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "id": "6b7ab9cb", "metadata": {}, "outputs": [], @@ -528,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 15, "id": "7c9060bb", "metadata": {}, "outputs": [ @@ -536,16 +525,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1.0 [00:00<00:00, 8.70it/s]\n" + "100%|██████████| 1/1.0 [00:00<00:00, 141.32it/s]\n" ] }, { "data": { "text/plain": [ - "array([0.04609779, 0.01136011, 0.00071134])" + "{'f': array(0.04609779), 'D*': array(0.01136011), 'D': array(0.00071134)}" ] }, - "execution_count": 24, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -565,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "id": "9fee9a3e", "metadata": {}, "outputs": [ @@ -573,16 +562,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1.0 [00:00<00:00, 9.37it/s]\n" + "100%|██████████| 1/1.0 [00:00<00:00, 63.74it/s]\n" ] }, { "data": { "text/plain": [ - "array([0.04611688, 0.01135417, 0.0007113 ])" + "{'f': array(0.04611801), 'D*': array(0.0113541), 'D': array(0.0007113)}" ] }, - "execution_count": 25, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -604,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "id": "e35f4f51", "metadata": {}, "outputs": [ @@ -612,23 +601,24 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 1/1.0 [00:00<00:00, 99.68it/s]\n", - "100%|██████████| 1/1.0 [00:00<00:00, 21.91it/s]\n" + "100%|██████████| 1/1.0 [00:00<00:00, 251.23it/s]\n", + "100%|██████████| 1/1.0 [00:00<00:00, 104.87it/s]\n" ] }, { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'algorithm 2')" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" + "ename": "TypeError", + "evalue": "unsupported operand type(s) for -: 'int' and 'str'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[18], line 23\u001b[0m\n\u001b[0;32m 21\u001b[0m plt\u001b[38;5;241m.\u001b[39msubplot(\u001b[38;5;241m122\u001b[39m)\n\u001b[0;32m 22\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(np\u001b[38;5;241m.\u001b[39munique(bval),signal_1dir,\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[1;32m---> 23\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(np\u001b[38;5;241m.\u001b[39munique(bval),fit[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m*\u001b[39mnp\u001b[38;5;241m.\u001b[39mexp(\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39munique(bval)\u001b[38;5;241m*\u001b[39mfit[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mD*\u001b[39m\u001b[38;5;124m'\u001b[39m])\u001b[38;5;241m+\u001b[39m(\u001b[38;5;241m1\u001b[39m\u001b[38;5;241m-\u001b[39mf)\u001b[38;5;241m*\u001b[39mnp\u001b[38;5;241m.\u001b[39mexp(\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39munique(bval)\u001b[38;5;241m*\u001b[39mfit[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mD\u001b[39m\u001b[38;5;124m'\u001b[39m]))\n\u001b[0;32m 24\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(np\u001b[38;5;241m.\u001b[39munique(bval),fit[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m*\u001b[39mnp\u001b[38;5;241m.\u001b[39mexp(\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39munique(bval)\u001b[38;5;241m*\u001b[39mfit[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mD*\u001b[39m\u001b[38;5;124m'\u001b[39m]))\n\u001b[0;32m 25\u001b[0m plt\u001b[38;5;241m.\u001b[39mplot(np\u001b[38;5;241m.\u001b[39munique(bval),(\u001b[38;5;241m1\u001b[39m\u001b[38;5;241m-\u001b[39mfit[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m])\u001b[38;5;241m*\u001b[39mnp\u001b[38;5;241m.\u001b[39mexp(\u001b[38;5;241m-\u001b[39mnp\u001b[38;5;241m.\u001b[39munique(bval)\u001b[38;5;241m*\u001b[39mfit[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mD\u001b[39m\u001b[38;5;124m'\u001b[39m]))\n", + "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for -: 'int' and 'str'" + ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -641,28 +631,28 @@ "fig = plt.figure(figsize=(10, 3))\n", "\n", "#apply algorithm 1 to the diffusion data in 1 direction to obtain f, D* and D\n", - "[f, Dstar, D] = OsipiBase.osipi_fit(algorithm1,signal_1dir, np.unique(bval)) #f, D*, D\"\n", + "fit = OsipiBase.osipi_fit(algorithm1,signal_1dir, np.unique(bval)) # Dictionary with f, D*, D\"\n", "\n", "#plot the results of algorithm 1\n", "plt.subplot(121)\n", "plt.plot(np.unique(bval),signal_1dir,'x')\n", - "plt.plot(np.unique(bval),f*np.exp(-np.unique(bval)*Dstar)+(1-f)*np.exp(-np.unique(bval)*D))\n", - "plt.plot(np.unique(bval),f*np.exp(-np.unique(bval)*Dstar))\n", - "plt.plot(np.unique(bval),(1-f)*np.exp(-np.unique(bval)*D))\n", + "plt.plot(np.unique(bval),fit['f']*np.exp(-np.unique(bval)*fit['D*'])+(1-fit['f'])*np.exp(-np.unique(bval)*fit['D']))\n", + "plt.plot(np.unique(bval),fit['f']*np.exp(-np.unique(bval)*fit['D*']))\n", + "plt.plot(np.unique(bval),(1-fit['f'])*np.exp(-np.unique(bval)*fit['D']))\n", "plt.legend(['measured data','model fit','D','D*'])\n", "plt.ylabel('S/S0')\n", "plt.xlabel('b-value [s/mm^2]')\n", "plt.title('algorithm 1')\n", " \n", "#apply algorithm 2 to the diffusion data in 1 direction to obtain f, D* and D\n", - "[f, Dstar, D] = OsipiBase.osipi_fit(algorithm2,signal_1dir, np.unique(bval)) #f, D*, D\"\n", + "fit = OsipiBase.osipi_fit(algorithm2,signal_1dir, np.unique(bval)) # Dictionary with f, D*, D\"\n", "\n", "#plot the results of algorithm 2\n", "plt.subplot(122)\n", "plt.plot(np.unique(bval),signal_1dir,'x')\n", - "plt.plot(np.unique(bval),f*np.exp(-np.unique(bval)*Dstar)+(1-f)*np.exp(-np.unique(bval)*D))\n", - "plt.plot(np.unique(bval),f*np.exp(-np.unique(bval)*Dstar))\n", - "plt.plot(np.unique(bval),(1-f)*np.exp(-np.unique(bval)*D))\n", + "plt.plot(np.unique(bval),fit['f']*np.exp(-np.unique(bval)*fit['D*'])+(1-fit['f'])*np.exp(-np.unique(bval)*fit['D']))\n", + "plt.plot(np.unique(bval),fit['f']*np.exp(-np.unique(bval)*fit['D*']))\n", + "plt.plot(np.unique(bval),(1-fit['f'])*np.exp(-np.unique(bval)*fit['D']))\n", "plt.legend(['measured data','model fit','D','D*'])\n", "plt.ylabel('S/S0')\n", "plt.xlabel('b-value [s/mm^2]')\n", @@ -1099,7 +1089,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.9" + "version": "3.11.5" } }, "nbformat": 4,