diff --git a/desktop/FindDDS.ipynb b/desktop/FindDDS.ipynb new file mode 100644 index 0000000..3c8d504 --- /dev/null +++ b/desktop/FindDDS.ipynb @@ -0,0 +1,1143 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import dataset\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "db = dataset.connect('sqlite:///dds_params.db')\n", + "q = \"SELECT * from chirp_rates ORDER BY chirp\" ##WHERE chirp > 22.9 AND chirp < 23.1 \n", + "rows = db.query(q)\n", + "chirps_d = {r['chirp']: r for r in rows}\n", + "chirps = np.unique(np.array(list(chirps_d.keys())))\n", + "# print(list(chirps_d.keys()))\n", + "# print(chirps)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def fil(chirp_start, end_chirp, dc, tolerance):\n", + " return end_chirp >= (chirp_start + dc - tolerance) and end_chirp <= (chirp_start + dc + tolerance)\n", + "\n", + "def get_fringe_points(start_alpha, end_alpha, num_points, dc = 0, tolerance = 0, plot=False):\n", + " all_sets = []\n", + " all_errors = []\n", + " \n", + " if dc == 0:\n", + " dc = (end_alpha - start_alpha) / num_points\n", + " if tolerance == 0:\n", + " tolerance = dc/5\n", + "# print(dc)\n", + " for i in range(len(chirps)):\n", + " c = chirps[i]\n", + " if c < start_alpha or c > end_alpha:\n", + " continue\n", + " points = 1\n", + " pset = []\n", + " errors = 0\n", + " pset.append(c)\n", + " while points < num_points:\n", + " j = i\n", + " matches = dict()\n", + " curr_chirp = pset[-1]\n", + " while len(matches) == 0 and j < len(chirps) and chirps[j] < curr_chirp + dc + tolerance:\n", + " if fil(curr_chirp, chirps[j], dc, tolerance):\n", + " matches[chirps[j]] = np.abs(curr_chirp + dc - chirps[j])\n", + " break\n", + " j +=1\n", + " if len(matches) == 0:\n", + " break\n", + " else:\n", + " points+=1\n", + " pset.append(min(matches, key=lambda x: matches[x]))\n", + " errors += matches[min(matches, key=lambda x: matches[x])]\n", + "\n", + "\n", + " if points == num_points:\n", + " all_sets.append(pset)\n", + " all_errors.append(errors)\n", + " break\n", + "\n", + " if len(all_sets) == 0:\n", + " return None\n", + " \n", + " all_sets = sorted(all_sets, key=lambda x: all_errors[all_sets.index(x)])\n", + " best_set = all_sets[0]\n", + " if plot:\n", + " print(best_set)\n", + " x = range(len(best_set))\n", + " plt.scatter(x, best_set)\n", + " plt.ylim(best_set[0], best_set[-1])\n", + " plt.show()\n", + " return best_set" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "c = 299792458\n", + "k1_f = 351.720961e12 - 160e6\n", + "k2_f = 9.19263177e9 + 351.720961e12 - 160e6\n", + "k1_lambda = c / k1_f\n", + "k2_lambda = c / k2_f\n", + "k1 = 2 * np.pi / k1_lambda\n", + "k2 = 2 * np.pi / k2_lambda\n", + "keff = k1 + k2\n", + "\n", + "g = 9.799e-6\n", + "\n", + "def experiment_model(alpha, T):\n", + " return 0.5 + 0.5*np.cos( (-2*np.pi*alpha + keff*g)*T*T)\n", + "\n", + "\n", + "# print( (np.pi/2 + keff*g)/(2*np.pi)*1e-6)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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457jnvSUkJ8XzqzN7HPJ8bcsf1jYuDatFk3huPafqktGpCzd4HUfkAJVAhPhoyUa+WrmF35zTy+8lobUtf6hF5r23/4T9799aQFyMcefbCyktr/Q6lgigEogI5RWVTJy6hG5tmzF2UBe/24zMSGXC6IGkJidhQGpyEhNGD/S7EpY0nOon7AHKKx2bd5Xyuzfme5xMpIqmnIwAL89ey4pNu5l8xUnEx9be27Utfyje8XfCHiBrbhF/vri/bvQTz2lPIMzt2lfOQx8tY1Baa87p197rOHKEajsx7xw89kl+A6cROZRKIMxN/mwFm3eV8vsL+moSsghU24n5pgmxPDujgMJtexo4kcjBVAJhbOOOvTz5xSouPO5YTuic7HUcqYfDnbA3gwc/1JoD4i2VQBj7x0fLKa+s1BU+Eay2E/ZXDU3nqqHpvDW3iEXrtnsdU6KYTgyHqfyNu3g1Zy1XDOl6yI1hEllqO2H/y2HdeXn2GiZOXcrzVw/2IJmI9gTC1n0fLCUpPpabzjr0xjBpHFolxXPjmT34Yvlmvly+2es4EqVUAmFozuqtfLj4W647oxttmid6HUdC6IpTupKanMS9HyylslLTSUjDUwmEGecc907No23zRK4+Pd3rOBJiiXGx3HpOLxYUbef9hVqBTBqeSiDMfJK3ka8LtnLL2T1pmqBTNtFgZEYqfTq0YFJ2HmUVmk5CGpZKIIxUVFbtBaS1acqYk7ViWLSIjTF+N6IPq7fs4eWv13gdR6KMSiCMvD23iLxvd/Lbc3sfdnoIaXyG9U5hUHpr/jk9nz2l5V7HkSii3zRhYl95BQ9OW8aA1JZcMPBYr+NIAzMzfjeiN5t27uPfMwq8jiNRRCUQJl6atYbCbSXcPrwPMTGaHiIandS1NWf3bc+/PltB8Z5Sr+NIlFAJhIHd+8p5ZHo+p3Rrw+k923odRzw0bnhvdu0r54lPV3gdRaKESiAMPP3lKrbsLuX2Eb01SVyU692hBaNOSOXZ/xWwYfter+NIFFAJeGzb7lKe/Hwl5/ZrT0aXY7yOI2HgN+f0otI5/jl9uddRJAqoBDz2xGcr2FVazm2aJE58OrduythBXXhl9lpWbd7tdRxp5FQCHtqwfS/P/a+AURmp9Grfwus4EkZuPKsHCbExPDhNU01LaAVUAmY2wszyzCzfzMbXss2lZrbYzBaZ2YvBjdk4Pfzxciqd4zdn9/I6ioSZdi2acNXQNN6Zt47F63Z4HUcasTpLwMxigceA84B+wFgz61djm57AHcBQ51x/4NchyNqoFGzezas5a7lsUBc6t27qdRwJQ9ed0Z2WTeK4/8M8r6NIIxbInsAgIN85t9I5Vwq8DPygxja/AB5zzm0DcM5tDG7MxucfHy0jPtb4VY2porNyixg6cTrp499j6MTpZOUWeZRQvNaqaTzXD+vO9KUbySnY6nUcaaQCKYFUYG21rwt9Y9X1AnqZ2Qwzm2lmI/y9kZlda2Y5ZpazadOm+iVuBJas38GUeeu4amg67Vo0OTCelVvEHW8uoKi4BAcUFZdwx5sLVARR7MpT02jbPJH7svNwTlNNS/AFUgL+Llyv+dMYB/QEhgFjgafM7JBFcZ1zk51zmc65zJSUlCPN2mg88GEezRPjuP6M7geNT8rOo6Ss4qCxkrIKJmXrcEC0apoQx01n9eDrVVv5QgvPSAgEUgKFQPUpLTsB6/xs87Zzrsw5twrIo6oUpIZv1mzjoyUbue6MbrRqGn/Qc+uKS/y+prZxiQ5jB3UhNTmJSdobkBAIpARmAz3NLN3MEoAxwJQa22QBZwKYWVuqDg+tDGbQxuL+7DzaNk/gqqGHLhjTMTnJ72tqG5fokBAXw6/P7smCou1kL9rgdRxpZOosAedcOXAjkA0sAV51zi0ys7vN7GLfZtnAFjNbDHwCjHPObQlV6Eg1I38z/1uxhV+d2YNmiYcuGDNueG+S4mMPGkuKj2WcbiSLeqMyUume0oz7P1xGhZahlCAKaOkq59z7wPs1xu6s9tgBt/r+iB/OOSZl59GxVRMuG9zF7zYjM6rOt0/KzmNdcQkdk5MYN7z3gXGJPlm5RQd+Ho5pmsDWPaVk5RZxyUmdvI4mjYTWL2wgHy3ZyNy1xdx7yUAS42Jr3W5kRqp+6Qvw3dVi+y8W2LqnFAP+/v4SLjq+IwlxuuFfjp5+ihpAZaXj/uw8urVtxiUn6hOcBMbf1WIO2LK7lFdy1vp/kcgRUgk0gHfmryPv25385pxexGnZSAnQ4a4Ke+Tj5ZSUVtT6vEig9BspxMoqKnlw2jL6HqtlI+XI1HZVWNvmCWzcuY//fFXQoHmkcVIJhNhrOYWs3rKH287tpWUj5YjUdrXYHy/ox/d6pfDEZyvYubfMo3TSWKgEQmhvWQX//Hg5J3ZJ5qw+7byOIxFmZEYqE0YPJDU5CQNSk5OYMHogIzNSue3c3hTvKeOpL1Z5HVMinK4OCqH/zlzNhh17+cePT9CykVIvtV0tNrBTK84f2IGnvljJz05No3WzBA/SSWOgPYEQ2bWvnMc/XcHpPdtySvc2XseRRujWc3pRUlbB45/kex1FIphKIESe/2o1W3eXctu5uttXQqNHuxaMPrET/5m5mvXbNb+U1I9KIER+dmpXHv/JiRzf+ZDJVEWC5pbv98Q5xz8/1t6A1I9KIESaJsRxvi4JlRDr3Loplw3qwqs5aynQovRSDyoBkQj3Ky1KL0dBJSAS4fYvSj9Fi9JLPagERBoBLUov9aUSEGkEtCi91JdKQKSRuOrUdFJaJHLfB1qGUgKnEhBpJJISYrn5rB58XbCVT/M2eR1HIoRKQKQR+fHJXejSuin3frCUSi1DKQFQCYg0IglxMfz23F4s3bCTd+av8zqORACVgEgjc9FxHel7bEse+HAZpeWVXseRMKcSEGlkYmKM20f0Zs3WPbz09Rqv40iYUwmINELDeqUwOL01j0xfzu595V7HkTCmEgiBrNwihk6cTvr49xg6cTpZuUVeR5IoY2b87rw+bN5VqoVn5LBUAkGWlVvEHW8uoKi4BAcUFZdwx5sLVATS4E7scgwj+ndg8ucr2Lxrn9dxJEypBIJsUnYeJWUVB42VlFUwKVu380vDGzeiN3vLK3l0uqaaFv9UAkG2rtj/4h61jYuEUveU5lya2ZkXZq1m9RZNNS2HUgkEWcfkpCMaFwm135zdk7iYGO2Nil8qgSAbN7w3SfGxB40lxccybriWmRRvtGvZhF+cns6789czb22x13EkzKgEgmxkRioTRg8kNTkJA1KTk5gweiAjM1K9jiZR7NrvdadNswT+/v4STS4nB4kLZCMzGwE8DMQCTznnJtay3Q+B14CTnXM5QUsZYUZmpOqXvnguK7eISdl5rCsuoWNyEmf2bsfr3xTy8ZKNnN2vvdfxJEzUuSdgZrHAY8B5QD9grJn187NdC+BmYFawQ4rIkfF3qfK789eR0iKRCVOXUF6h6SSkSiCHgwYB+c65lc65UuBl4Ad+tvsrcB+wN4j5RKQe/F2qvLe8kopKx4pNu3l59lqPkkm4CaQEUoHqPzGFvrEDzCwD6Oyce/dwb2Rm15pZjpnlbNqk+c5FQqW2S5K37i5lUHprHvpoGTv3ljVwKglHgZSA+Rk7cGbJzGKAfwC/reuNnHOTnXOZzrnMlJSUwFOKyBGp7ZLk1OQk/nhBXzbvKuWJT1c0cCoJR4GUQCHQudrXnYDqE5W3AAYAn5pZATAEmGJmmcEKKSJH5nCXKh/XKZlRGak89eUqCrft8SihhItASmA20NPM0s0sARgDTNn/pHNuu3OurXMuzTmXBswELo7mq4NEvFbXpcrjhvfGgPs+0A1k0a7OS0Sdc+VmdiOQTdUlos845xaZ2d1AjnNuyuHfQUS8cLhLlTsmJ3HtGd14ZHo+Pzs1jZO6HtPA6SRcmFc3jmRmZrqcHO0siHhl975yzrz/U45NTuKtX55KTIy/038SbsxsjnMuaIfbdcewSJRqlhjH7SP6MG9tMVlzNdV5tFIJiESx0RmpHNepFfd+sFQrkEUplYBIFIuJMe66qB/f7tjH459qzYFopBIQiXIndW3NyBM68uTnq7TmQBRSCYgI48/rS1ys8bf3lngdRRqYSkBE6NCqCTed1ZNpi7/ls2Wa0iWaqAREBICfn5ZGettm/GXKIvaVV9T9AmkUVAIiAkBiXCx3XdSPlZt389QXq7yOIw1EJSAiBwzr3Y4R/TvwyPTlmlcoSqgEROQgf7qoH4Zx9zuLvY4iDUAlICIHSU1O4ubv9+TDxd/y0eJvvY4jIaYSEJFDXHN6Or3aN+euKYvYU6o7iRszlYCIHCI+Noa/jxpIUXEJD3203Os4EkIqARHxKzOtNWNO7szTX65iYdF2r+NIiKgERKRW48/rwzFNE7jjzQWUV1R6HUdCQCUgIrVKbprAXy7uz4Ki7fx7RoHXcSQEVAIicljnD+zA2X3b88C0PE0w1wipBETksMyMv47sT3xMDLe/Pp/KSm9WI5TQUAmIyCGycosYOnE66ePfY+jE6cxauZU/XtiXWau28sKs1V7HkyBSCYjIQbJyi7jjzQUUFZfggKLiEu54cwEJsTGc3rMtE6YuZe1WTSnRWKgEROQgk7LzKCk7eBbRkrIK7v9wGRMvOY4YM257bZ4OCzUSKgEROci64pJax1OTk7jzon7MWrWVp7/UTKONgUpARA7SMTnpsOM/OqkT5/Rrz6TsPPI27GzIaBICKgEROci44b1Jio89aCwpPpZxw3sDVVcLTRg9kJZJcdzyci57y7QATSRTCYjIQUZmpDJh9EBSk5MwqmYVnTB6ICMzUg9s07Z5Ivf98DiWbtjJvR8s9S6sHLU4rwOISPgZmZF60C99f87q054rT03j3zMKOKNnCmf2addA6SSYtCcgIvU2/rw+9OnQgttem8e3O/Z6HUfqQSUgIvXWJD6WRy/LoKSsgptezNUkcxEooBIwsxFmlmdm+WY23s/zt5rZYjObb2Yfm1nX4EcVkXDUo10L7hk1gK8LtvLAtGVex5EjVGcJmFks8BhwHtAPGGtm/WpslgtkOueOA14H7gt2UBEJX6MyOjF2UBee+HQF07QkZUQJZE9gEJDvnFvpnCsFXgZ+UH0D59wnzrn995HPBDoFN6aIhLu7LurHcZ1a8ZtX5pK/cZfXcSRAgZRAKrC22teFvrHaXA1MPZpQIhJ5msTH8q/LTyIxLobrns9h594yryNJAAIpAfMz5nfSEDO7HMgEJtXy/LVmlmNmOZs2bQo8pYhEhI7JSTx62YkUbNnDLS/PpULzC4W9QEqgEOhc7etOwLqaG5nZ2cAfgIudc/v8vZFzbrJzLtM5l5mSklKfvCIS5k7p3oY/X9yf6Us3cs97S7yOI3UI5Gax2UBPM0sHioAxwGXVNzCzDOD/gBHOuY1BTykiEeWKIV1ZuWkXz8xYRXpKM64YogsGw1WdJeCcKzezG4FsIBZ4xjm3yMzuBnKcc1OoOvzTHHjNzADWOOcuDmFuEQlzf7ygH2u27OGutxfSrkUiw/t38DqS+GHOeXPMLjMz0+Xk5Hjyd4tIw9hTWs5lT85iyfod/PeawZyc1trrSBHPzOY45zKD9X66Y1hEQqZpQhzPXHkyqcck8fNnZ7OwaLvXkaQGlYCIhFTrZgk8f/VgWjaJ54qnZ7F0ww6vI0k1KgERCbnU5CRe/MVgEuNiufwpFUE4UQmISIPo2qYZL/xiMLExxpjJM1lQqEND4UAlICINpntKc1677lSaJ8Zx2ZMzmblyi9eRop5KQESCJiu3iKETp5M+/j2GTpxOVm7RIdt0adOUV687hXYtE/np01/z9txDt5GGoxIQkaDIyi3ijjcXUFRcggOKiku4480FfougY3ISb/zyVE7okswtL8/lkY+XU6kpJjyhEhCRoJiUnUdJjUXnS8oqmJSd53f75KYJPH/1IEZlpPLAtGVc/985mnTOAyoBEQmKdcUlRzQOkBgXy4OXHs+fLuzHx0s3cvGjM5hfWByqiOKHSkBEgqJjctIRje9nZlx9WjovXjOYvWUVjH78fzz2Sb6WqmwgKgERCYpxw3uTFB970FhSfCzjhvcO6PWDu7Xhg1vOYPiADkzAyf/dAAAIFUlEQVTKzuOiR2cwd632CkJNJSAiQTEyI5UJoweSmpyEUXWD2ITRAxmZcbg1qA7Wqmk8j47N4F+Xn8S23aWMenwGt74yl7Vb99T9YqkXTSAnImFp594yHv0kn2dnFOAcXHJSJ645PZ3uKc29juapYE8gpxIQkbC2fnsJ//w4nze+KaS0vJLTe7Zl9ImpnNuvA80SA1kSpXFRCYhIVNq8ax//nbma1+cUUrithITYGDLTjmFoj7b079iSvse2pF2LRHxrmjRaKgERiWqVlY6c1duYtngDXyzfzNINOw88N3H0QMYM6uJhutALdglE376UiES0mBhjUHprBqVXLVCzfU8ZSzfsYMn6HQzu1sbjdJFHJSAiEa1V03gGd2ujAqgnXSIqIhLFVAIiIlFMJSAiEsV0TkBEwkJWbhGTsvNYV1xCx+Qkxg3vfUR3G0v9qARExHP71yLYPxX1/rUIABVBiOlwkIh47kjXIpDgUQmIiOfqsxaBBIdKQEQ8V9+1COToqQRExHNHuxaB1J9ODIuI5/af/NXVQQ1PJSAiYWFkRqp+6XsgoMNBZjbCzPLMLN/Mxvt5PtHMXvE9P8vM0oIdVESkNlm5RQydOJ308e8xdOJ0snKLvI4UMeosATOLBR4DzgP6AWPNrF+Nza4GtjnnegD/AO4NdlAREX/232NQVFyC47t7DFQEgQlkT2AQkO+cW+mcKwVeBn5QY5sfAM/5Hr8OfN8a+8oOIhIWdI/B0QmkBFKBtdW+LvSN+d3GOVcObAc0r6uIhJzuMTg6gZSAv0/0NZcjC2QbzOxaM8sxs5xNmzYFkk9E5LB0j8HRCaQECoHO1b7uBKyrbRsziwNaAVtrvpFzbrJzLtM5l5mSklK/xCIi1egeg6MTSAnMBnqaWbqZJQBjgCk1tpkC/Mz3+IfAdOfV4sUiElVGZqQyYfRAUpOTMCA1OYkJowfqctMA1XmfgHOu3MxuBLKBWOAZ59wiM7sbyHHOTQGeBp43s3yq9gDGhDK0iEh1useg/gK6Wcw59z7wfo2xO6s93gv8KLjRREQk1DR3kIhIFFMJiIhEMZWAiEgUUwmIiEQxlYCISBRTCYiIRDGVgIhIFDOvbuw1s03A6hrDbYHNHsQJBmX3hrJ7Q9m90RZo5pwL2rw7npWAP2aW45zL9DpHfSi7N5TdG8rujVBk1+EgEZEophIQEYli4VYCk70OcBSU3RvK7g1l90bQs4fVOQEREWlY4bYnICIiDShkJWBmnc3sEzNbYmaLzOwW3/gkM1tqZvPN7C0zS/bz2iZm9rWZzfO99i9+tnnEzHZFUnYze9bMVpnZXN+fEyIou5nZPWa2zPfeN0dQ9i+qfc/XmVlWBGX/vpl948v+pZn1iJDcZ/lyLzSz56xqxcGgOprs1d4j1sxyzezdamPpZjbLzJab2StWtZhWpGS/0czyzcyZWduAwjjnQvIHOBY40fe4BbAM6AecC8T5xu8F7vXzWgOa+x7HA7OAIdWezwSeB3ZFUnbgWeCHofqehzj7VcB/gBjf1+0iJXuN7d4Afhop2X3v09f3+Abg2XDPTdWHy7VAL99zdwNXh9P3vNp73Aq8CLxbbexVYIzv8b+AX0ZQ9gwgDSgA2gaSJWR7As659c65b3yPdwJLgFTn3IfOuXLfZjOpWrO45mudc27/p/x435+qnzqzWGAScHukZW8IIcz+S+Bu51ylb9uNEZQdADNrAZwFBH1PIITZHdDS97gVh67vHY652wD7nHPLfM9NAy4JZu6jzQ5gZp2AC4Cnqo0ZVT8jr/uGngNGRkJ233vlOucKjiRLg5wTMLM0qhpqVo2nfg5MreU1sWY2F9gITHPO7X/tjcAU59z60KQ9JEcawcsOcI9vV+8fZpYYgsjVc6QRvOzdgR+bWY6ZTTWznqFJfSBHGsH9vgOMAj52zu0IbtpDcqQRvOzXAO+bWSFwBTAxFJl9GdIITu7NQLyZ7b+p6YdA51BkrpYjjSPMDjxE1YfJympjbYDiar+IC4GQrlsZxOz1E+zdHD+7LM2BOcDoGuN/AN7Cd4XSYV6fDHwCDAA6Al/y3e5SSA4HhSK7+24X0IBEqj5h3BlB2XcBv/U9Hg18ESnZq41PBS6JsJ+ZN4HBvsfjgKciJPcpwBfA18DfgNxw+p4DFwKP+x4Pw3dIBUgB8qtt1xlYEAnZa2xTQICHg0L2H4MvSDxVC9TfWmP8Z8BXQNMA3+cu4Daqdn82+P6BBVS1YH6wc4ciu59xv//nhWt2YCmQ5ntswPZIye77ug2wBWgSityhyO77hbSi2ngXYHG45/Yzfi7wajh9z4EJVH3KL/D9TtkD/Nf3s72Z7z5ongJkR0L2GtsU4HUJ+L6Z/wEeqjE+AlgMpBzmtSlAsu9xElWfKC70s12oTgyHJDtwbLX3fwiYGEHZJwI/9z0eBsyOlOy+seuB50Lx8xKq7ECc7xfS/hOsVwNvhHtu39ftfP+bCHwMnBVO3/Ma2w/j4JOrr3HwieEbIiV7tfECwqAETqPqJNF8YK7vz/lAPlVXDuwf+5dv+47A+77HxwG5vtcupJbDJoSuBEKSHZgOLPCN/xfflRURkj0ZeM+X/yvg+EjJ7nv+U2BEpP28U3UeYwEwz/dv6BYhuSdRdbIzD/h1uH3Pa7zPMA4ugW5UHcbKp6oQEiMo+81U7SWUU3URQZ2HD3XHsIhIFNMdwyIiUUwlICISxVQCIiJRTCUgIhLFVAIiIlFMJSAiEsVUAiIiUUwlICISxf4fDYKxgkqcncsAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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40gOau/ce9iXgGxLVmi0jvssn3DuAdVmPm4DOHNf8wDk35pw7DrSRDnuRkvjWgZMzzqXGJnzZrLohEefchRFGxydL/tkiGfmE+3PAZjPbZGaVwJ3A49Ou2Qf8JoCZ1ZHupjlWyIKKzGW2m4b8aEE3rIjjHJwdUL+7+GfecHfOjQNfAlqB14BHnXOvmtn9Znabd1kr0G1mR4CngF3Oue5iFVpkuppZNufwY4XIBs11lwDIa5s959x+YP+0c/dlHTvgy94/kZLbWFfDkc6BSwaD4hUxXzarzix/oH538ZPuUJVImJh0XN+wfGqz6sZEnD07t07tb1pKa1doCQLxnzbIlkg43T/M7e9t4P7b3+V3UYhXxlhVU0lSc93FR2q5S+hdHBmnPzU21WIOgoZEte5SFV8p3CX0Tvf5v9TvdA0r4uqWEV8p3CX0klPhHqSWe1wbZYuvFO4Sepl1XPxeVwZg36EkNz7wJN/49QkujIzz7Wdm3lwlUgoaUJXQO92fIlZmrF7m3yYdkA723XsPkxqbmDr3Jz88wpLKcl9m7cjippa7hF6yL8VVy6ooj/n749zS2nZJsAOMjE/6sgSCiMJdQq+zLxWI/vbZBlA1sCp+ULhL6HX2DbM2AOE+2y+YIPzikcVH4S6hNjnpON3v//Z6ALu2byFecekaNzEzX5ZAENGAqoTa+YsjjE04GgMwxz0zaNrS2kZnX4qKWBlNK+MaTBVfKNwl1II2x33HtsapMP/yIy/yzPEen0ski5W6ZSTUMnPcgxLu2RoScc4MDDM+oU07pPQU7hJqmZkojSuDF+6NK+NMTDrOXRjxuyiyCCncJdSSfSmWVZWzvLrC76LMoE07xE8Kdwm1ZEDmuOfSqE07xEcKdwm19A1M/s+UySWzBLFa7uIHhbuEWlDuTs2lpqqcxJIKtdzFFwp3Ca2h0XF6h8YCOZia0bAiTrJX4S6lp3CX0MqEZhDuTp1NQyI+NV1TpJQU7hJamb7sIId708o4yb4Uzjm/iyKLjMJdQitod6fm0piIc3FknIHhcb+LIouMwl1Cq7MvGJt0zCXzi0eDqlJqCncJrWRvijXLq33fpGMumcFeDapKqQX3vwqReST7UoGeKQNvjwdorruUmsJdQivZm6IpwP3tAHVLK6kqL1O4S8kp3CWUxicmOT0wzE+PnGXTvU9w4wNPsu9Q0u9izWBmNCY0111KT+u5Syg9/PQJnIMLI+lZKMm+FLv3HgYI3OYYjSvjdPQO+V0MWWTUcpdQ+rufvzXjXGpsgpbWNh9KM7fGRFzdMlJyCncJpfMXR3OeD+KUw6aVcc5fHGV4bMLvosgionCXUFpWnbtHMYg3NGVm9HSo311KSOEuoXT92uUzzsUrYuzavsWH0sytaeUSQNMhpbTyCnczu8XM2szsqJndO8d1nzEzZ2bNhSuiyEyxMmNj7RIaE3GMdL/2np1bAzeYCuluGYD2Hg2qSunMO1vGzGLAg8AngA7gOTN73Dl3ZNp1y4D/CjxTjIKKZOvoTfHedQm+dtc2v4syr9XLqqmImVruUlL5tNxvAI46544550aB7wC357juT4G/ALS+qRTVxKSjsy811SIOuliZsVbrukuJ5RPujUB71uMO79wUM9sGrHPO/WiuNzKze8zsoJkd7OrquuzCigCcHRhmfNIFfumBbE2a6y4llk+4W45zU4tTm1kZ8FfAV+Z7I+fcQ865Zudcc319ff6lFMmSmXWyzhuoDIOmlXHa1XKXEsrnDtUOYF3W4yagM+vxMuBdwM/NDGAN8LiZ3eacO1iogopkZAYm160KdrjvO5SkpbWNzr4US6vLuTA8zvDYBNUVMb+LJotAPi3354DNZrbJzCqBO4HHM0865/qdc3XOuY3OuY3AAUDBLkXT0ZvCDBoS1X4XZVb7DiXZvfdwehcm4IK3WcfDvz7ha7lk8Zg33J1z48CXgFbgNeBR59yrZna/md1W7AKKTNfeO8TqZVVUlQe3BdzS2kYqxx2pD/3imA+lkcUor4XDnHP7gf3Tzt03y7U3L7xYIrNr7xkKfH/7bMsgdA/mXjZBpNB0h6qETkdvKvD97bMtg7C0SguxSmko3CVURscnOd2fYl3Ap0Hu2r6F+LSBUwOuqa/xp0Cy6KgZIaHS2Zdi0kFTwFvumWUQMrNlGhJxlsfLGZ9087xSpDAU7hIq7d6NQOsDHu6QDvjstW6+uu8VfvBi8HaLkmhSt4yEyilvjvuG2uCH+3TrVy1hYHicviENqkrxKdwlVE51D1EZK+OqZcGd4z6bzCBwe4/uVJXiU7hLqJzqGaJpVZyyslyrYgRb5q+NU1r6V0pA4S6hcrJ7KBT97blkWu4newZ9LoksBgp3CQ3nHKd6htgQ0nBfWlVO3dJKTnWr5S7Fp3CX0OgZHOXiyDjra8M7V3z9qiWcVLhLCSjcJTSmZsqEtOUOsKG2Rn3uUhIKdwmNTIs3jNMgMzbULqGzP8XI+MxFxUQKSeEuoXGiexCz4K/jPpeNtTU4p82ypfgU7hIaJ7uHaFgRD/VmF5m/Oo6fV7hLcSncJTSOnx9kY114W+0Am+rSg8EnuzUdUopL4S6hcaJ7kA0hnikDkFhSyYp4BcfPK9yluBTuEgq9g6P0DY1xdV24wx3SrXeFuxSbVoWUUDjudWOcHRjmxgeenFpGd9f2LZesvBgGV9fVcOBYt9/FkIhTy11C4XhXOty/+fTJqU2nk30pdu89zL5D4VpGd1NdDZ39w6RGNR1SikfhLqFw7PxFAEbGJy85nxqboKW1zY8iXbFN3m5MJzSoKkWkcJdQONY1exDOthl1UGVmzMz1nUQWSuEuoXCsa5Dq8tw/rrNtRh1UV9ctBeBY10WfSyJRpnCXwJuYdBzvHuRD19TO2HQ6XhFj1/YtPpXsysQrYzQm4rylcJciUrhL4HX0DjE6Pskt71rDnp1baUzEMaAxEWfPzq2hmy0DcHV9DW+pW0aKSFMhJfAyLdxrVy/l/RtWhTLMp7t29VIeea6dyUkXyl2lJPjUcpfAO3rOC/f6ZT6XpHCuXb2UodEJTg8M+10UiSiFuwTeO9Yu5+6bNrFiSYXfRSmYa+vTg6pvnr3gc0kkqtQtI4H34c31fHhzvd/FWLB9h5K0tLbR2ZfiquXVQPqvkpu3rPa5ZBJFarmLlMC+Q0l27z08dXftGa875idHzvpbMIkshbtICbS0tpEam7ncwKFTvT6URhYDhbtICcx2F+3YhGNy0pW4NLIYKNxFSmCuu2i1YbYUg8JdpAR2bd8y4+7aqlj6P7/Xzwz4USSJuLzC3cxuMbM2MztqZvfmeP7LZnbEzF42s5+Z2YbCF1UkvHZsa5xxd+2f7ngXFTHjdL/mukvhmXNz9/eZWQx4A/gE0AE8B9zlnDuSdc1vAs8454bM7D8DNzvnPjvX+zY3N7uDBw8utPwioTYyPkFVeXg3/JbSM7PnnXPN812XT8v9BuCoc+6Yc24U+A5we/YFzrmnnHOZjsMDQNPlFlhkMVKwS7HkE+6NQHvW4w7v3GzuBn68kEKJiMjC5HOHaq5VjXL25ZjZ7wDNwEdmef4e4B6A9evX51lEERG5XPm03DuAdVmPm4DO6ReZ2ceBPwZuc86N5Hoj59xDzrlm51xzfX34bycXEQmqfML9OWCzmW0ys0rgTuDx7AvMbBvw96SD/VzhiykiIpdj3nB3zo0DXwJagdeAR51zr5rZ/WZ2m3dZC7AUeMzMXjSzx2d5OxERKYG8VoV0zu0H9k87d1/W8ccLXC4REVkA3aEqIhJBCncRkQhSuIuIRJB2YpJAy969qCERZ9f2LZHYIFuk2BTuEliZ3Ysym1wk+1Ls3nsYQAEvMg91y0hg5dq9KDU2QUtrm08lEgkPhbsE1my7F812XkTepnCXwJpt96K5djUSkTSFuwRWrt2L4hUxdm3f4lOJRMJDA6oSWJlBU82WEbl8CncJtB3bGiMb5prmKcWkcBfxgaZ5SrGpz13EB5rmKcWmcBfxgaZ5SrEp3EV8oGmeUmwKdxEfaJqnFJsGVEV8oGmeUmwKdxGfRHmap/hP3TIiIhGkcBcRiSCFu4hIBCncRUQiSOEuIhJBCncRkQhSuIuIRJDCXUQkgsw5588Hm3UBJxfwFnXA+QIVJ0pUL7mpXmZSneQW9HrZ4Jyrn+8i38J9oczsoHOu2e9yBI3qJTfVy0yqk9yiUi/qlhERiSCFu4hIBIU53B/yuwABpXrJTfUyk+okt0jUS2j73EVEZHZhbrmLiMgsfAl3M1tnZk+Z2Wtm9qqZ/TfvfIuZvW5mL5vZ980skeO11Wb2rJm95L32T7Ke+6WZvej96zSzfd75m82sP+u5+0r3bfNXxHr5mJm94H33fzWza73zVWb2iJkdNbNnzGxjqb7r5fChXj5nZl1ZPy+/V7pvm78i1stHvXp5xcweNrNy77yZ2de8n5eXzex9pfu2+fGhToKbLc65kv8D1gLv846XAW8A1wOfBMq9838O/HmO1xqw1DuuAJ4BPpjjuu8Bv+sd3wz8yI/vGoR68d7nHd7xHwDfyDr+v97xncAjftdBQOrlc8Df+P29/agX0g2+duA677n7gbu941uBH3uv/SDwjN91EIA6CWy2+NJyd86dds694B1fAF4DGp1zP3HOjXuXHQCacrzWOecueg8rvH+XDByY2TLgo8C+In2FoihivThguXe8Auj0jm8HHvaOvwt8zMysgF+pIHyol1AoUr3UAiPOuTe8534KfNo7vh34pvfaA0DCzNYW47tdKR/qJLB873P3ugK2kf4tme3zpFsJuV4TM7MXgXPAT51z0197B/Az59xA1rkPeX9u/djM3lmQwhdRgevl94D9ZtYB/EfgAe98I+kWCd4Pfj/pH+TAKlG9AHza+xP+u2a2roBfoSgKWC/ngQozy9zE8xkg8/2nfl48Hd65QCpRnUBQs8XPPxuApcDzwM5p5/8Y+D7ebJ45Xp8AngLeNe38j4FPZz1eztt/bt0KvOnn9y51vQB7gQ94x7uAf/COXwWasl73FlDr9/cPQL3UAlXe8ReAJ/3+7iWulw8BvwSeBf4MOOSdfwK4Ket1PwPe7/f397lOApstflZ+BdAKfHna+f8EPA0syfN9/hfwR1mPa4FuoHqO15wA6vyu/FLUC1APvJV1fj1wxDtuBT7kHZeTbqHM+UO/GOpl2vUxoN/v71+qeslx/pPAo97x3wN3ZT3XBqz1uw78rJMczwUmW/yqfAO+Cfz1tPO3AEeA+jleWw8kvOO499v032c9/wXg4WmvWZMJLeAG4FQQQ6wY9ZIV2pnBoLuB73nHX+TSAdWcP7B+//OhXtZmvf4O4IDfdVCqevEer/b+t4p06/yj3uPf4tIB1Wf9roMA1Elgs8Wv/wNuIj1Q8TLwovfvVuAo6T69zLlM8DQA+73jdwOHvNe+Atw37b1/Dtwy7dyXSHdBvER6MOXf+l3xpawXL6AOe9//58DV3vlq4DHv/Z/NnA/aPx/qZU/Wz8tTwG/4XQclrpcW0gORbcB/zzpvwIOku+8OA81+10EA6iSw2aI7VEVEIsj32TIiIlJ4CncRkQhSuIuIRJDCXUQkghTuIiIRpHAXEYkghbuISAQp3EVEIuj/AyWUDI9mYgi3AAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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RDFG4iwSlspNvMcwU7pJ+CneRYKpc1pCMZIbCXSQolVxDMpIZCneRoFh29dwlMxTuIsDA8DhfGzrCi8eLXH3XQwwMjyddksgZaegeqiJZNjA8zq49B5mcKgEwPjHJrj0HAejtKiRZmshpU89dlr3+wZHpYK+YnCrRPziSUEUiZ07hLsve0YnJebWLpIHCXZa9te1t82oXSQOFuyx7fT2dtLXmZrS1tebo6+lMqCKRM6cTqrLsVU6a7nzgAMeLZQrtbfT1dOpkqqSawl2EKOD/YniciZdP8vVb35p0OSJnTMMyIkFJX2KSDFG4iwRTpTL5nD4Skg06kkWCYtlp1V2YJCMaCncz22JmI2Y2amY7a6z/kJk9YWYHzOxbZnZp80sVWVjFUpm87p8qGTHnkWxmOeBu4HpgI7DdzDZWbTYMdLv7G4D7gU80u1CRhTalq0JKhjTSTdkMjLr7YXc/CdwLbI1v4O773f3lsPgIsK65ZYosvGK5rJtjS2Y0Eu4F4EhseSy01XML8OCZFCWShGLJdUJVMqORee61ujJec0Oz9wDdwK/WWb8D2AFwySWXNFiiyOIolp1WDctIRjTSTRkDLo4trwOOVm9kZm8HbgNudPcTtV7I3e9x92537+7o6DidekUWTFFTISVDGjmSHwU2mNllZrYCuBnYG9/AzLqAzxIF+7PNL1Nk4Z0saSqkZMec4e7uReBWYBB4ErjP3Q+Z2Z1mdmPYrB84G/iamT1uZnvrvJzIklUsl2lVz10yoqFry7j7PmBfVdvtscdvb3JdIouuWHLNc5fM0JEsEkyVyhqWkcxQuIsExbJrnrtkhsJdBCiXnVLZNeYumaEjWQSYKpcBFO6SGTqSRYhOpgK6toxkhsJdhOhkKsCKvD4Skg06kkWAvY9HX7r+2F8+wdV3PcTA8HjCFYmcGYW7LHsDw+P8j31PTi+PT0yya89BBbykmsJdlr3+wRFOFMsz2ianSvQPjiRUkciZU7jLsnd0YnJe7SJpoHCXZW9te9u82kXSQOEuy15fTycrq+a3t7Xm6OvpTKgikTOncJdlr7erwL//1cunlwvtbezetonertluOCaytDV0VUiRrBoYHqd/cITxML7+wWtfzYfVY5cMUM9dlq2B4XF27Tk4HewA9/zNYU2BlExQuMuy1T84wuRUaUbbiVJZUyAlExTusmxpCqRkmcJdli1NgZQsU7jLstXX08mqqguFrcq3aAqkZILCXZat3q4CH9v6+hltH/m1jZoCKZmgcJdl7aY3rgPg7JXRrOB3KtglIxTusqzlcy3kW4yXThQBWKnruUtG6EiWZa8S6LkWI6/b7ElG6EiWZW9Vay76r3rtkiE6mmXZK3t0/9R/PFnSXZgkMxTusqwNDI8z8fLU9LLuwiRZoXCXZa1/cASvatNdmCQLFO6yrI3rEgSSUQp3WbYGhsexOut0CQJJO4W7LFu1hmQADHQJAkm9hsLdzLaY2YiZjZrZzhrrV5rZV8P675rZ+mYXKtJs9YZeHHQJAkm9OcPdzHLA3cD1wEZgu5ltrNrsFuB5d3818Eng480uVKTZ6g29GGi2jKReIz33zcCoux9295PAvcDWqm22Al8Mj+8HrjOzesOZIktCX09nzTF3B82WkdRrJNwLwJHY8lhoq7mNuxeBF4ALql/IzHaY2ZCZDR07duz0KhZpkt6uQs0xd9BsGUm/RsK9Xudmvtvg7ve4e7e7d3d0dDRSn8iCKuiGHZJRjYT7GHBxbHkdcLTeNmaWB84FnmtGgSILqa+nk7ZwbZmKttacZstI6jUS7o8CG8zsMjNbAdwM7K3aZi/wvvD4XcBD7l7vL16RJaO3q8DubZsotLdhRD353ds2abaMpF5+rg3cvWhmtwKDQA74vLsfMrM7gSF33wv8GfBlMxsl6rHfvJBFizRTb1dBYS6ZM2e4A7j7PmBfVdvtscfHgV9vbmkiInK69A1VEZEMUriLiGSQwl1EJIMU7iIiGaRwFxHJIIW7iEgGKdxFRDLIkvoiqZkdA366iG+5Bvj5Ir7f6UhDjZCOOlVj86ShzuVU46XuPufFuRIL98VmZkPu3p10HbNJQ42QjjpVY/OkoU7V+EoalhERySCFu4hIBi2ncL8n6QIakIYaIR11qsbmSUOdqrHKshlzFxFZTpZTz11EZPlw9yX5Q3Rnp/3Ak8Ah4D+H9n7gR8AB4C+A9hrPXQV8D/hBeO7HYuv+L/B4+DkKDIT2a4ju/VpZd3vsOVuAEWAU2JlgjX2x9h8CJeD8sO5p4GBYN7RI+/I64PvhPf8WeHVoXwl8Neyv7wLrY8/ZFdpHgJ4Ea/wQ8ER43W8RTS+rPKcU2897E6zx/cCxWC2/E3vO+4Afh5/3Jfz7/mSsxr8HJhLcl28LNf4Q+CKQD+0GfIro2DsAvDHhfVmvzt8Ir3kA+A7wz2LPeZo6n/GaGboQwdyMH+Ciyi8AWB0Omo3AO2I74uPAx2s814Czw+NWooC5ssZ2DwC/GR5fA/xVjW1ywFPA5cCK8IvamESNVe3/huiOV/Ff/JrF3JfhdV4XHv9H4Auxx58Jj28Gvhoebwz7byVwWdivuYRqvBY4Kzz+D5Uaw/JLS2Q/vh/4dI3XOh84HP57Xnh8XlJ1Vj3/g0Q39Fn0fUk0EnEEeE1YdydwS3h8A/BgeO6VwHeT2pdz1PmWyvsD11fqnOszXutnyQ7LuPsz7v798PiXRP9yFtz9G+5eDJs9QnRP1+rnuru/FBZbw4/HtzGz1UT/eg7MUcpmYNTdD7v7SeBeYOsSqHE78JU5aq+810LV6cA54fG5nLq37lai3gjA/cB1Zmah/V53P+HuPyHqRW1OokZ33+/uL8/2ujXeZ7H3Yz09wDfd/Tl3fx74JtFfl0uhzoaOywWq8QLghLv/fVj3TeCm8Hgr8KXw3EeAdjO7iGT2Zd063f07oY66r9uoJRvucWa2Hugi+pcv7reJ/jWu9ZycmT0OPEv0y6t+7juBb7n7i7G2q8zsB2b2oJm9PrQViP6VrRgLbUnViJmdRXQAPhBrduAbZvaYme2o9X4LUOfvAPvMbAx4L3BXaJ/eZ+ED8ALRAZ3EvqxXY9wtVa+7ysyGzOwRM+ut836LVeNNZnbAzO43s8qN6hvaj4tcJ2Z2KdFfZA/FmhdzX/4caDWzyheF3kU0rAL191kS+3K2OuOqj8uGPuOntm6wi5/UD3A28Biwrar9NqKxLpvj+e1EY2ZXVLU/CNwUWz6HU39C3QD8ODz+deBzse3eC/xJEjXG2v8d8JdVbWvDfy8kGvr4lwu9L4E9wJvD477KfiIaX1wXe95TROF+N/CeWPufVf//LVaNse3fQ9RDWlljX15O9KfwP01oP15QqQv4PcIwXNjmI7HX+2/Ah5P6fce2/wNe+dlY7H15FdE5q+8BfwgMh/b/Dbw19rxvAW9KcF/WrDO2/bVEfyVcMJ/P+IzXmG1l0j9Ef8YMAh+qan8f8HeEMdMGXuejwO/Hli8AfgGsmuU5TxNdC+IqYDDWvgvYlWSN4WB69yyvdUf8tRaiTqADeCrWfgnwRHg8CFwVHueJeipWY99Nb7fYNYblt4cP0IWzvNYXgHclVWOsPQe8EB5vBz4bW/dZYHtSv+9Y2zDwlqT2ZY32dwD31dpHRCf0L0piX85WZ1h+A1GH6DWzvNYdtV5rxjaNFJXETwiDLwF/XNW+hWiWQ8csz+0gnL0G2oj+hfy12PrfA75Y9Zxf4dS8/83Az0INeaKTLJdx6oTq65OoMbSfCzwHvCrW9ipgdezxd4AtC7kvORXalZNCtwAPhMcfYOYJ1coH7PXMPKF6mFMnVBe7xq7wAdpQ9Vrncaq3vIZoBsXGhGq8KPb8dwKPhMfnAz8JtZ4XHp+f1O87LHcSdYgs1rao+zIsXxj+u5Kod/62sPyvmXlC9XtJ7cs56ryE6FzUW6pea9bPeM33n21lkj/AW4nGmA5wairVDeF//EisrRIia4F94fEbiHoRB4imGt1e9doPV+8Y4Fai4YQfEP2Z/pbYuhuIzpI/BdyWVI2h/f1EJyXjbZeHuitTrm5bjH1JFDgHw/s+DFwe2lcBXwuv/71Ke1h3W9iPI8D1Cdb418A/UDVNj2i2QmX7g4RZDAnVuJtTx+R+4LWx5/x2eN9R4LeS/H2HdXcAd1XVkcS+7Cf6a2wE+C+xdiMaFnwq1NKd8L6sV+fngOdjrzvUyGe81o++oSoikkGpmC0jIiLzo3AXEckghbuISAYp3EVEMkjhLiKSQQp3EZEMUriLiGSQwl1EJIP+PxSsDoJRLQmXAAAAAElFTkSuQmCC\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "44.0\n", + "22.383192041869986\n", + "0.0004938271604938272\n" + ] + }, + { + "ename": "TypeError", + "evalue": "'NoneType' object is not iterable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 24\u001b[0m \u001b[0mcurr_chirps\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mget_fringe_points\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m23\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mcp\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m23\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mcp\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m16\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 25\u001b[0m \u001b[1;32mwhile\u001b[0m \u001b[0mT\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m50\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 26\u001b[1;33m \u001b[0mcurr_pd\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexperiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurr_chirps\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 27\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurr_chirps\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcurr_pd\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 28\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfitExpData\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurr_chirps\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcurr_pd\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mexperiment\u001b[1;34m(alphas, T)\u001b[0m\n\u001b[0;32m 15\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mexperiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0malphas\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 16\u001b[0m \u001b[0mpd_fractions\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 17\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[1;32min\u001b[0m \u001b[0malphas\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 18\u001b[0m \u001b[0mpd_fractions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mexperiment_model\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 19\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mpd_fractions\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mTypeError\u001b[0m: 'NoneType' object is not iterable" + ] + } + ], + "source": [ + "from scipy.optimize import curve_fit, minimize_scalar\n", + "\n", + "w_tolerance = 0.0001\n", + "bg_tolerance = 0.05\n", + "amp_tolerance = 0.25\n", + "\n", + "chirpPeriod = lambda T: 1 / T**2\n", + "\n", + "def fitExpData(chirps, pd, T):\n", + " nominal_w = 2 * np.pi * T**2\n", + " nominal_contrast = max(pd) - min(pd)\n", + " nominal_background = np.average(pd) \n", + " \n", + " def fitFunc(x, w, x0, b, c):\n", + " return c/2*np.cos(w*(x - x0)) + b\n", + "\n", + " fitBounds = ([(1 - w_tolerance)*nominal_w, 0, (1 - bg_tolerance)*nominal_background, (1 - amp_tolerance)*nominal_contrast],\n", + " [(1 + w_tolerance)*nominal_w, 2*np.pi,(1 + bg_tolerance)*nominal_background, (1 + amp_tolerance)*nominal_contrast])\n", + " fitParams, _ = curve_fit(fitFunc, chirps, pd, bounds=fitBounds, maxfev=2**64)\n", + " return lambda x: fitFunc(x, *fitParams), fitParams[1]\n", + " \n", + "T = 1.0\n", + "cp = chirpPeriod(T)\n", + "curr_chirps = get_fringe_points(23 - cp/2, 23 + cp/2, 16)\n", + "while T < 50:\n", + " curr_pd = experiment(curr_chirps, T)\n", + " plt.scatter(curr_chirps, curr_pd)\n", + " fit, alpha = fitExpData(curr_chirps, curr_pd, T)\n", + " x_fit = np.linspace(min(curr_chirps), max(curr_chirps), 100)\n", + " y_fit = fit(x_fit)\n", + " plt.plot(x_fit, y_fit)\n", + " plt.show()\n", + " alpha = minimize_scalar(fit, bounds=(min(curr_chirps), max(curr_chirps)), method='Bounded',\n", + " options={'xatol':1e-10, 'maxiter':2**64}).x\n", + " print(T)\n", + " print(alpha)\n", + " T += 1.0\n", + " cp = chirpPeriod(T)\n", + " print(cp)\n", + " min_alpha = alpha - cp/2\n", + " max_alpha = alpha + cp/2\n", + "# prev_chirps = curr_chirps\n", + " curr_chirps = get_fringe_points(min_alpha, max_alpha, 16)\n", + " \n", + "# if curr_chirps == None:\n", + "# curr_chirps = prev_chirps" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_dds_params(row, raman_detuning_khz, prefix, index, ref_clk = 10e6):\n", + " chirp = row['chirp']\n", + " if raman_detuning_khz < 0:\n", + " chirp = -1 * chirp\n", + " clock_transition = 12631770\n", + " free_fall_time_s = .280\n", + " mw_ramp_time_s = 0.010\n", + " chirp_start_hz = raman_detuning_khz * 1000 + clock_transition\n", + " chirp_stop_hz = chirp_start_hz + free_fall_time_s * 1000 * chirp * 1000\n", + " sys_clk = row['mult'] * ref_clk\n", + " sync_clk = sys_clk / 4\n", + " mw_t_bits = row['t_bits']\n", + " num_mw_steps = mw_ramp_time_s / ( mw_t_bits * 1/sync_clk)\n", + " mw_delta_hz = np.abs(chirp_start_hz - clock_transition)/num_mw_steps\n", + " freq_res = sys_clk /(2**32)\n", + " clock_transition_word = int(clock_transition / freq_res)\n", + " chirp_start_word = int(chirp_start_hz / freq_res)\n", + " chirp_stop_word = int(chirp_stop_hz / freq_res)\n", + " mw_delta_word = int(mw_delta_hz / freq_res)\n", + " assert(mw_delta_word != 0)\n", + " return \"\"\"\n", + "constexpr DDSConfig::params_t %s_params_%d = {\n", + " .mult = %d,\n", + " .clk_transition_hex = 0x%x, //%.2f\n", + " .chirp_start_hex = 0x%x, //%.2f\n", + " .chirp_stop_hex = 0x%x, //%.2f\n", + " .mw_time_hex = 0x%x,\n", + " .mw_freq_hex = 0x%x, //%.2f\n", + " .chirp_time_hex = 0x%x,\n", + " .chirp_freq_hex = 0x%x, //%.2f\n", + " .actual_chirp = %f,\n", + " .detuning = %.2f\n", + "};\n", + "\"\"\" % (prefix, index,\n", + " row['mult'],\n", + " clock_transition_word, clock_transition_word*freq_res,\n", + " chirp_start_word, chirp_start_word*freq_res,\n", + " chirp_stop_word,chirp_stop_word*freq_res,\n", + " mw_t_bits,\n", + " mw_delta_word, mw_delta_word*freq_res,\n", + " row['t_bits'],\n", + " row['f_bits'],row['f_bits']*freq_res,\n", + " chirp,\n", + " raman_detuning_khz)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "chirp_list = get_fringe_points(22.992, 22.994, 20, 0.00001, 0.000005)\n", + "\n", + "def make_fringe_params(chirp_list, detuning):\n", + " for i, c in enumerate(chirp_list):\n", + " row = chirps_d[c]\n", + " chirp = row['chirp']\n", + " print(get_dds_params(row, detuning, 'inter', i))\n", + " \n", + " \n", + " declare = \"constexpr size_t NUM_POINTS_INTER = %d; constexpr DDSConfig::params_t fringes[NUM_POINTS_INTER] = { \" % (len(chirp_list))\n", + " for j in range(len(chirp_list)):\n", + " declare += \"%s_params_%d, \" % ('inter', j)\n", + " declare += \"};\"\n", + " print(declare)\n", + "\n", + "make_fringe_params(chirp_list, -510)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def make_spectroscopy_params(detuning_start, detuning_stop, step, nominal_chirp):\n", + " query= \"\"\"SELECT DISTINCT chirp, mult, t_bits, f_bits\n", + " FROM chirp_rates\n", + " WHERE chirp > %f AND chirp < %f AND mult = 20\n", + " ORDER BY chirp\"\"\" % (nominal_chirp - 0.001, nominal_chirp + 0.001)\n", + " row = db.query(query).next()\n", + " i = 0\n", + " declare = \"\"\n", + " for raman_detuning_khz in np.arange(detuning_start, detuning_stop + step, step):\n", + " declare += get_dds_params(row, raman_detuning_khz,'spec', i)\n", + " i += 1\n", + " declare += \"constexpr size_t NUM_POINTS_SPEC = %d; constexpr DDSConfig::params_t specs[NUM_POINTS_SPEC] = { \" % (i)\n", + " for j in range(i):\n", + " declare += \"%s_params_%d, \" % ('spec', j)\n", + " declare += \"};\"\n", + " print(declare)\n", + " \n", + "make_spectroscopy_params(-20, -3000, -20, 22.91)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/desktop/auto_g/AutoG.ipynb b/desktop/auto_g/AutoG.ipynb new file mode 100644 index 0000000..5fa1029 --- /dev/null +++ b/desktop/auto_g/AutoG.ipynb @@ -0,0 +1,972 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import\n", + "%matplotlib inline\n", + "import dataset\n", + "import datetime\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import serial\n", + "import gravity_pb2\n", + "from IPython.display import clear_output\n", + "from scipy.optimize import curve_fit, minimize_scalar" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Load Chirp DB\n", + "\n", + "db = dataset.connect('sqlite:///../dds_params.db')\n", + "q = \"SELECT * from chirp_rates ORDER BY chirp\" ##WHERE chirp > 22.9 AND chirp < 23.1 \n", + "rows = db.query(q)\n", + "chirps_d = {r['chirp']: r for r in rows}\n", + "chirps = np.unique(np.array(list(chirps_d.keys())))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Helpers to find appropriate chirp values from database\n", + "\n", + "def get_fringe_points(start_alpha, end_alpha, num_points, dc = 0, tolerance = 0, plot=False):\n", + " def fil(chirp_start, end_chirp, dc, tolerance):\n", + " return end_chirp >= (chirp_start + dc - tolerance) and end_chirp <= (chirp_start + dc + tolerance)\n", + " \n", + " all_sets = []\n", + " all_errors = []\n", + " \n", + " if dc == 0:\n", + " dc = (end_alpha - start_alpha) / num_points\n", + " if tolerance == 0:\n", + " tolerance = dc/5\n", + "# print(dc)\n", + " for i in range(len(chirps)):\n", + " c = chirps[i]\n", + " if c < start_alpha or c > end_alpha:\n", + " continue\n", + " points = 1\n", + " pset = []\n", + " errors = 0\n", + " pset.append(c)\n", + " while points < num_points:\n", + " j = i\n", + " matches = dict()\n", + " curr_chirp = pset[-1]\n", + " while len(matches) == 0 and j < len(chirps) and chirps[j] < curr_chirp + dc + tolerance:\n", + " if fil(curr_chirp, chirps[j], dc, tolerance):\n", + " matches[chirps[j]] = np.abs(curr_chirp + dc - chirps[j])\n", + " break\n", + " j +=1\n", + " if len(matches) == 0:\n", + " break\n", + " else:\n", + " points+=1\n", + " pset.append(min(matches, key=lambda x: matches[x]))\n", + " errors += matches[min(matches, key=lambda x: matches[x])]\n", + "\n", + "\n", + " if points == num_points:\n", + " all_sets.append(pset)\n", + " all_errors.append(errors)\n", + " break\n", + "\n", + " if len(all_sets) == 0:\n", + " return None\n", + " \n", + " all_sets = sorted(all_sets, key=lambda x: all_errors[all_sets.index(x)])\n", + " best_set = all_sets[0]\n", + " if plot:\n", + " print(best_set)\n", + " x = range(len(best_set))\n", + " plt.scatter(x, best_set)\n", + " plt.ylim(best_set[0], best_set[-1])\n", + " plt.show()\n", + " return best_set" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Fitting parameters for K-up\n", + "\n", + "c = 299792458\n", + "k1_f = 351.720961e12 - 160e6\n", + "k2_f = 9.19263177e9 + k1_f\n", + "k1_lambda = c / k1_f\n", + "k2_lambda = c / k2_f\n", + "k1 = 2 * np.pi / k1_lambda\n", + "k2 = 2 * np.pi / k2_lambda\n", + "keff = k1 + k2\n", + "\n", + "g_0 = 9.7996\n", + "def get_delta_g_from_chirp(chirp):\n", + " return (2 * np.pi* chirp / keff * 1e6) - g_0\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Fitting Implementation\n", + "w_tolerance = 0.0001\n", + "bg_tolerance = 0.05\n", + "amp_tolerance = 0.25\n", + "\n", + "chirpPeriod = lambda T: 1 / T**2\n", + "\n", + "def fitExpData(chirps, pd, T):\n", + " nominal_w = 2 * np.pi * T**2\n", + " nominal_contrast = max(pd) - min(pd)\n", + " nominal_background = np.average(pd) \n", + " \n", + " def fitFunc(x, w, x0, b, c):\n", + " return c/2*np.cos(w*(x - x0)) + b\n", + "\n", + " fitBounds = ([(1 - w_tolerance)*nominal_w, 0, (1 - bg_tolerance)*nominal_background, (1 - amp_tolerance)*nominal_contrast],\n", + " [(1 + w_tolerance)*nominal_w, 2*np.pi,(1 + bg_tolerance)*nominal_background, (1 + amp_tolerance)*nominal_contrast])\n", + " fitParams, _ = curve_fit(fitFunc, chirps, pd, bounds=fitBounds, maxfev=2**64)\n", + " return lambda x: fitFunc(x, *fitParams), fitParams[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "# Set up serial communication\n", + "stream.close()\n", + "stream = serial.Serial('COM5', 112500, timeout=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "def get_exp_params(row, raman_detuning_khz, ref_clk = 10e6):\n", + " result = gravity_pb2.RunExperimentShot()\n", + " chirp = row['chirp']\n", + " if raman_detuning_khz < 0:\n", + " chirp = -1 * chirp\n", + " result.actual_chirp = chirp\n", + " result.detuning = raman_detuning_khz\n", + " result.mult = int(row['mult'])\n", + " clock_transition = 12631770\n", + " free_fall_time_s = .280\n", + " mw_ramp_time_s = 0.010\n", + " chirp_start_hz = raman_detuning_khz * 1000 + clock_transition\n", + " chirp_stop_hz = chirp_start_hz + free_fall_time_s * 1000 * chirp * 1000\n", + " sys_clk = row['mult'] * ref_clk\n", + " sync_clk = sys_clk / 4\n", + " result.mw_time_hex = int(row['t_bits'])\n", + " result.chirp_time_hex = int(row['t_bits'])\n", + " result.chirp_freq_hex = int(row['f_bits'])\n", + " num_mw_steps = mw_ramp_time_s / ( result.mw_time_hex * 1/sync_clk)\n", + " mw_delta_hz = np.abs(chirp_start_hz - clock_transition)/num_mw_steps\n", + " freq_res = sys_clk /(2**32)\n", + " result.clk_transition_hex = int(clock_transition / freq_res)\n", + " result.chirp_start_hex = int(chirp_start_hz / freq_res)\n", + " result.chirp_stop_hex = int(chirp_stop_hz / freq_res)\n", + " result.mw_freq_hex = int(mw_delta_hz / freq_res)\n", + " assert(result.mw_freq_hex != 0)\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "raman_detuning_khz_param = 510\n", + "shots_per_fringe = 16\n", + "\n", + "#check C header for this\n", + "result_proto_size = 10\n", + "\n", + "db = dataset.connect('sqlite:///3_26_final_compare.db')\n", + "table = db['recording']\n", + "\n", + "def get_data_and_record(T, up, chirp, log_atom = True):\n", + " s = stream.read(result_proto_size)\n", + " result = gravity_pb2.Result()\n", + " result.ParseFromString(s)\n", + " if log_atom:\n", + " print(result.atom_number)\n", + " table.insert(dict(chirp=chirp, pd=result.pd_fraction, T=T, timestamp=datetime.datetime.utcnow(), direction=up))\n", + " return result.pd_fraction\n", + "\n", + "def plot_and_fit(chirps, fracs, fit):\n", + " plt.scatter(list(map(get_delta_g_from_chirp, chirps)), fracs)\n", + " if fit == 1:\n", + " fit, phase = fitExpData(chirps, fracs, T)\n", + " x_fit = np.linspace(min(chirps), max(chirps), 100)\n", + " y_fit = fit(x_fit)\n", + " plt.plot(list(map(get_delta_g_from_chirp, x_fit)), y_fit)\n", + " min_chirp = minimize_scalar(fit, bounds=(min(chirps), max(chirps)), method='Bounded',\n", + " options={'xatol':1e-10, 'maxiter':2**64}).x\n", + " dg = get_delta_g_from_chirp(min_chirp)\n", + " print(g_0 + dg)\n", + " else:\n", + " min_chirp = 0\n", + " clear_output(wait=True)\n", + " plt.xlim(get_delta_g_from_chirp(min(chirps)), get_delta_g_from_chirp(max(chirps)))\n", + " plt.show()\n", + " return min_chirp\n", + "\n", + "def experiment(exp_chirps, T, up, repeat):\n", + " print(T)\n", + " pd_fractions = []\n", + " use_raman = raman_detuning_khz_param\n", + " if not up:\n", + " use_raman = -1 * use_raman\n", + " \n", + " for c in exp_chirps:\n", + " exp_request_proto = get_exp_params(chirps_d[np.abs(c)], use_raman)\n", + " exp_request_proto.T_ms = T\n", + " \n", + " # Sending the request for one shot\n", + " stream.write(exp_request_proto.SerializeToString())\n", + " \n", + " # Waiting to receive the data from runing the experiment\n", + " pd_fractions.append(get_data_and_record(T, up, c))\n", + " \n", + " min_chirp = plot_and_fit(curr_chirps, pd_fractions, fit=1-repeat)\n", + " \n", + "# avg_pd = [0]*shots_per_fringe\n", + "# if repeat > 0:\n", + "# request = gravity_pb2.RepeatFringes()\n", + "# request.times = repetition\n", + "# stream.write(request.SerializeToString())\n", + " \n", + "# pd_fractions = []\n", + "# for i in range(repetition):\n", + "# for j in range(shots_per_fringe):\n", + "# pd_fractions.append(get_data_and_record(T, up, False))\n", + "# avg_pd[j] = (pd_fractions[j] + avg_pd[j]*i)/(i+1)\n", + "# clear_output(wait=True)\n", + "# plt.scatter(list(map(get_delta_g_from_chirp, curr_chirps)), pd_fractions)\n", + "# pd_fractions = []\n", + "# plt.show()\n", + " \n", + "# clear_output(wait=True)\n", + "# min_chirp = plot_and_fit(curr_chirps, avg_pd)\n", + " \n", + " return min_chirp\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "T_start = 10\n", + "T_step = 10\n", + "T_max = 70" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "def run_and_fit_expr(curr_chirps, T, up, repeat):\n", + " run_curr_chirps = curr_chirps\n", + " if not up:\n", + " run_curr_chirps = list(map(lambda x: -1*x, curr_chirps))\n", + " min_chirp = experiment(run_curr_chirps, T, up, repeat)\n", + " return min_chirp" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "chirpPeriod = lambda T: 1 / T**2" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "7875.0\n", + "7759.0\n", + "7977.0\n", + "8435.0\n", + "7836.0\n", + "7419.0\n", + "7803.0\n", + "8188.0\n", + "7890.0\n", + "7160.0\n", + "7676.0\n", + "7810.0\n", + "8171.0\n", + "7823.0\n", + "7481.0\n", + "8240.0\n", + "9.799681057961442\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "T = T_start\n", + "alpha = 23\n", + "while T <= T_max:\n", + " cp = chirpPeriod(T)\n", + " min_alpha = alpha - cp*3/2\n", + " max_alpha = alpha + cp*3/2\n", + " curr_chirps = get_fringe_points(alpha - cp*3/2, alpha + cp*3/2, shots_per_fringe)\n", + " alpha = run_and_fit_expr(curr_chirps, T, up=False, repeat=0)\n", + " T += T_step" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "T = T_max\n", + "for _ in range(10):\n", + " print(_)\n", + " run_and_fit_expr(curr_chirps, T, up=False, repeat=1)\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n", + "8224.0\n", + "8210.0\n", + "8213.0\n", + "7953.0\n", + "7828.0\n", + "8061.0\n", + "7821.0\n", + "7906.0\n", + "8091.0\n", + "7681.0\n", + "8307.0\n", + "8254.0\n", + "7960.0\n", + "7833.0\n", + "7959.0\n", + "7851.0\n", + "9.799463233660097\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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imZAahwB5afF8655ZrPFxlNPhuGvOBADW79G158HAusp6UuOjiRuQJc/fDwv3zc/HbhP1KgyBNwahFnCPPZAPuP/SkoGZwGYROQFcD6x3m1jOB/4IfMoYczkerTGmzvrbDjyL0zV1FcaYZ4wx5caYcntC6hWTUZMyElhYkM7vd9XqnoQAc6ati201zXzy+sm88/jNHH/yDrY/dpPfjQE4dy6XTx7Huso61YsA09bRy5bDjXx0fj5P3jubvLT4gD0sZCXHsqgok5f3NqheDII3BmEnUCwiBSISA6wF1rsOGmPajDGZxpgpxpgpwJ+Au4wxFSKSBrwMPG6M2e46R0SiRCTT+j8auBPY763Q7pNR983P50RLB7tO6p6EQPLKvgaMgbvm+t8AeOLuuRM4fPYiBxvaAy1KRPNaVQO9/Ya75k5gzbw8tj92U0AfFu6clcupcx3s0z0JHhnWIBhj+oCHgQ3AQeB3xpgqEXlCRO4a5vSHgSLgqwOWl8YCG0RkL1AJ1AE/G4ngrsmo22blEhNl08TaAeaVfQ2U5iRTlJ0UaFEAuGP2BKJswro9OrkcSNZV1jMlI4FZeamBFgWAW2bkEGUTXtb+wiNe7UMwxrxijCkxxhQaY75plX3NGLPeQ93lxpgK6/9vGGMS3ZaWzjXGNBpjLhlj5htjZhtjZhhjvmCMGdECYddkVFJsFEuLs3ht/xkcDh0GBoIzbV1UnDzP7bPGJufBaEhPjGFJcSYvVtarXgSIxgtd7DjWwl1z83yeHGm0pCXEsLg4k5fUbeSRkNypPHAy6vZZ4zlzoYvK2tYAShW5vLbf+bR1x+zxAZbkStbMy6O+rYv3TpwLtCgRibPT/WCSP1i4c/YE6lo72VOrbqOBhJxB8DQZdfP0HKLtwqu66SQgvLLvDCU5SRRlJwdalCtYVZZDQoxdVxsFiHV76inLTQkaN6KLVWXO/uLlvaoXAwkpgzArL9XjZFRqfDSLijJ5df8ZHQb6mcYLXew8eS6o3EUuEmKiWF6axetVZ9Vt5GdOtXSw53Qrd88NrtEBOPuLpcVZutrIAyFlEIbi9pm51J7vZH/dhUCLElE4jTDcEYQGAWD1jPE0X+xm92l1J/oTV0iZYHxQALhjdi71bV28f0r1wp2wMQirynKw24RX9qvbyJ+8vK+B4uwkinOCy13kYnlpNlE20ZhXfub1qrNMG5/MxPSEQIvikZVlOcTYbbraaABhYxDGJcZww9QMXt2nw0B/0Xihi50ngtNd5CI1PpobCjN4veqs6oWfOHeph4qT57jFQyiTYCElLpqlJVm8ul/7C3fCxiAA3DZrPCdaOjh0Rjcj+YMNVZa7aHbwGgSAW8pyON58SWPY+Ik3D57FYWBVWXCtOhvILTNyaGjroqpe3cwuwsog3FI2Hpugq438xBsHGynITKQkSN1FLlwd04aqwYOsKb7jjQNnyU2NY2ZeSqBFGZKbpmUjMnTwvUgjrAxCVnIs5VPSef2AfsFjzcXuPv50tIWbp3md1yhgjE+NY87ENF6v0nmEsaazp5+3jzSxqiwnaDajDUZmUizzJqbx5sERpWIJa8LKIACsnJ7NoTPtGhJ7jNl2pJmefgc3Tw9eP7E7t5TlsKe2jYY21YuxZFtNM129DlYF8fyBOyvLcthX18aZtq7hK0cAYWcQbprmVMRNh9TqjyVvHjxLclwU5VPGBVoUr1g9w6kXG3X0OKa8ceAMyXFRLCzICLQoXrHSeqB585DqBYShQSjMSmRyRgKb1C84ZjgchreqG1lemk20PTRUqDAriamZiepOHEP6HYY3DzayojSbmKjQ0Ivi7CQmpser28giNL61ESAirCjN5p2jLZpQe4zYU9tK88WekJg/cCEirJqRw46jLbR39QZanLDk/VPnabnUEzLuInDqxcrpOWyvaaajpy/Q4gScsDMIADdPz6a7z8E7R5sDLUpY8ubBRuw2YXlpVqBFGRE3lWbT5zBsr1G9GAs2HjhLtD309GLl9By6+xxsO6J6EZYGYUFBOokxdt7UeYQx4c1DjcyfPI60hJhAizIirps8juS4KN461BRoUcKSt6obWVCQTnJcdKBFGRFOmaPUbUSYGoTYKDtLirN461Cj7kL0MXWtnRxsuBBS7iIX0XYbS4oz2XxY9cLX1Ld2cvjsRZaXhKZeLCvJ4s1DjREfBDEsDQI4N500tHVpCkUf45qsD5XlpgNZXprN2Qvdqhc+ZnO1c9QVau4iFyun59B8sZs9EZ5TJWwNwvJpTsXcpMvJfMqbhxqZkpFAYVZioEUZFctLnHrxVrW6B3zJ5upG8tLigy73gbcsK8lCBLYcjmx3olcGQURuFZFqEakRkceGqHefiBgRKXcre9w6r1pEVo+0zdGSnRzHnPxUnUfwIV29/ew42sLy0uyg34U6GNkpccyYkMKW6sj+4fuSnj4H22uaWVaaFbJ6MS4xhjn5abytBmFoRMQOPA3cBpQB94tImYd6ycAjwLtuZWXAWmAGcCvw7yJi97bNa+WmaTlUnm6l5WK3r5uOSN49fo7uPgfLQtQt4GJFaTa7Tp2nrVOXn/qCipPnuNTTf3n0FaosK8mi8nQrrR09gRYlYHgzQlgA1BhjjhljeoDngLs91Ps68B3AfQ/43cBzxphuY8xxoMZqz9s2r4llpVkY49xOr1w7bx9uIibKxvUhsgt1MJaXZtHvMLrM0EdsqW4i2i7cWJQZaFGuiaUlWTgivL/wxiDkAafd3tdaZZcRkXnARGPMS16eO2ybvmBWXippCdG8fThyv2Bf8vbhJhYWpBMfYw+0KNfE3IlppMZH6zyCj9hc3cSHpqSTFBsVaFGuiTn5qaTGR0e0O9Ebg+DJKXh5bZaI2IDvA18awblDtnlFAyIPiUiFiFQ0NY3si7LbhMVFmWw90qTLDK+R+tZOjjReZGlxaLsFAKKs5adbDjdF/DLDa6W+tZPqs+0hu7rInSi7jcXFmbwdwf2FNwahFpjo9j4fqHd7nwzMBDaLyAngemC9NbE82LnDtXkZY8wzxphyY0x5VtbIlW5pSRaN7d1Un9VlhteCa7It1OcPXKwozaapvZsDDZoc5VpwrcpZXhp6+w88sawki7MXIre/8MYg7ASKRaRARGJwThKvdx00xrQZYzKNMVOMMVOAPwF3GWMqrHprRSRWRAqAYuC94dr0JUuKnX7NSF89cK28faSJ8SlxFIfossKBLLUmQCN9meG1srm6kQmp4aMXy1x6EaFuo2ENgjGmD3gY2AAcBH5njKkSkSdE5K5hzq0CfgccAF4DPm+M6R+szWv7KJ7JTY2nJCdJ5xGugb5+Z5yXpSWZIbuscCBZybGU5aaw9Uhk/vB9QW+/g+01LSwL4WXIA8lJiWPa+OSIfVDwahbIGPMK8MqAsq8NUnf5gPffBL7pTZtjxdLiLH75p5N09vSH/IRoINhT28qFrj6WhWBYgqFYUpzJz7cf51J3H4khPiEaCCpPt3Kxu4+lxaG9umggy0qyIlYvwnansjtLS7Lo6XPw7vGWQIsSkmw53IxNYHGILyscyJLiLHr7De8dPxdoUUKSrUecenFjYXjpxbISp17sOBp5/UVEGIQFBenERtnUbTRK3j7cxJyJaaQmhFYUy+EonzLOqRfqNhoV2440MTs//PRi/pRxJMTYI9JtFBEGIS7azoKCdP3hj4Lzl3rYW9t6ebItnHDphW5QGzltnb1Unm69vGgjnIiNsnP91IyI3KAWEQYBnMPAmsaL1LdqkvWR8M7RFhzG6V4JR5YUZ3Kk8SINbaoXI2GHpRfh5kZ0sagok+PNl6g93xFoUfxKxBgE1zJDXVUyMrbVNJMcG8Wc/NRAizImuAydjhJGxraaJhJi7MybNC7QoowJrpFPpGXXixiDUJydRE5KLFv1hz8ittU0cX1hBlH28FSVaeOTyUxSvRgp2440c8PUDGKiwlMvirOTyE6OZVtNZE0sh+e36QERYVFRptMFouEKvOJUSwenz3WGpZ/YhYiwpDiT7TXNqhdecvpcBydaOlgc5nqxuCjy9CJiDAI4/Z3nLvVw8IyGK/AG16TaojD1E7tYXJRJy6UeDWPhJS69COcHBYDFxZHXX0SUQXB1bJHmFxwt22qayE2NY2pmaGZH8xZXxxaJq0pGw1YrjElhVniEqxgMV38RSfNLEWUQcqxYPJHmFxwN/Q7DO0dbWFwUPuEqBiM7JY7SnGRdcOAF/Q7D9poWFheHv17kpMRRkpMUUQ8KEWUQwGn13zveQndff6BFCWoO1F+gtaM3rP3E7iwqymTnifN09apeDMX+ujbaOnvD3l3kwtlfnIsYvYg4g7C4KJOuXgfvn2wNtChBzdYa59NyuIUlGIzFxRn09DnYdfJ8oEUJalxPy5GiF0uKM+nuc/B+hOhFxBmEhVPTsdtE5xGGYXtNM9PGJ5OVHBtoUfzCgoIMbAKf+dUuCh57mUVPbuKF3XWBFivoeOdo5OlFlE3YGiH9RcQZhOS4aOZOTIsov+BI6ertZ+eJ82G7C9UTGw+cBeBidx8GqGvt5PHn96lRcMOlF+G+6sydpNgorps0LmIeICPOIIDTL7i3tpW2zt5AixKUVJw4T0+fg0UR4icGeGpDNQOXm3f29vPUhurACBSE7Drp1ItIelAAZ3+xr66N85d6Ai3KmBORBmFxUSYOA386pquNPLG1polou7CwID3QoviNwWJcaeyrD9hW00yUTVgQQXoBzvklEyH9RUQahLkT00iIsUfMMHCkvFPTwrxJ40iIiZzkIBPS4kdUHom8U9PMvElpEZc0ZnZ+GokxdrYfDf/+wiuDICK3iki1iNSIyGMejn9WRPaJSKWIbBORMqv8AavM9XKIyFzr2GarTdcxv6XjiomysVDDHnuktaOH/fVtLIqQVSQuHl1dSnz0ldn04qPtPLq6NEASBRdtHb3sq2uLmNVF7kTbbSycmsH2CNi/NKxBEBE78DRwG1AG3O/q8N141hgzyxgzF/gO8D0AY8yvjTFzrfJPAieMMZVu5z3gOm6MafTFB/KWRUWZHGu+pGGPB7DjaAvGwKKijECL4lfWzMvjW/fMIiXO+fQ7PiWOb90zizXz8gIsWXCw45gV7jqC5pXcubEwg+PNl8LehejN2G8BUGOMOQYgIs8BdwMHXBWMMe7BPhIBT9Gg7gd+M3pRfYvrSWd7TQv3zc8PsDTBw/ajzSTG2JkzMS3QovidNfPyKMlJ5vYfbuXvVpeqMXDjnaPNJMTYmZMfeXoBHxjC7TXNRNttPLWhmvrWTiakxfNoGOmKNy6jPOC02/taq+wKROTzInIU5wjhEQ/tfJyrDcIvLHfRV8XP++CnjU8mPTGGd3Qe4QreqWlh4dQMosM03PVwTBufTIbqxVVsq2lmQUF62Ia7Ho7SnGQyk2L47c7TPP78PupaO8NyebI3366njvqqEYAx5mljTCHw98BXrmhAZCHQYYzZ71b8gDFmFrDEen3S48VFHhKRChGpaGryXawZm024sTCD7UebMSZywtsORX1rJ8eaL3FjYWS5i9yx2YQbizLZVqN64eJMWxfHmi5F3HJTd0SEGwozef/UeToHhLEIp+XJ3hiEWmCi2/t8oH6I+s8BawaUrWXA6MAYU2f9bQeexemaugpjzDPGmHJjTHlWlm/TOC4qyuTshW6ONl3yabuhyvYICXc9HIsKM2hs76am8WKgRQkKtkdYuIrBWFSYcdVeFRfhMrfgjUHYCRSLSIGIxODs3Ne7VxCRYre3dwBH3I7ZgI/iNBSusigRybT+jwbuBNxHD35hUaGGw3bnnaMtZCTGUJqTHGhRAoqGSb+S7TXNZCTGMG286sVghMvy5GENgjGmD3gY2AAcBH5njKkSkSdE5C6r2sMiUiUilcAXgQfdmlgK1LompS1igQ0isheoBOqAn137xxkZkzISyB8Xrz98wBjD9ppmbijMwGYL77DGwzExPYFJ6QlsPxr+ywyHwxjD9qOqF+DUi4zEGAbehnBanuzVDhNjzCvAKwPKvub2/xeGOHczcP2AskvA/JEIOlYsKszk1f0N9DsM9ghW+KNNF2ls745oP7E7i4oyeGlvA339jrDNJ+0NR5sucvZCd8S7EV3cMiOHP+71XPuQAAAgAElEQVSuIz0hhoa2rohcZRTWLCrO5EJXH/vr2gItSkBxbbrRH76TGwszae/qY5/qBYA+KFjcWOgMn//0A9dx/Mk72P7YTWFjDEANwuUVNZGwLX0ottU0MzE9nonpCYEWJShw6cU7Ee422q56cQXhrhcRbxAyk2KZNj6ZdyJgW/pg9DsMfzrWEnHhKoYiIymW6bkpET2/1NfvYIfqxRWEu15EvEEA5zBw54nISZPn4oXddSx6chOF//cV2rv6InbT0WAsKsyg4mTkptXcX3+B9q4+dSMOYHFRBhUnztPZE356oT0AzgnE7ghLn/jC7rrLOy5d/G7n6bDZcekLFhVl0tPnoOJE5OiFOx/sP4jcjYqeuLEok55+BxUnzwVaFJ+jBgFYODUj4tJqPrWh+qodl119jrDZcekLFhSkE2WTiJ1f2l7TzPTcFDKSIiNdprcsmJJOtF3CMvqpGgScafLmTUyLKIOgCWGGJzE2inmT0iIyrlFXbz8VJ8+zSEcHV+HUi/BMq6kGwWJRUSZ769po64iMtJqaEMY7biyMLL1wcTmNqs4feGRRYSb769to7QivtJpqECwWF2diDOw4Fn5W3xOaEMY7FhW59CL83ANDsf1oZKbL9BZXWs0dYbb8VA2CxdyJzjR528JwGOgJV0KYaLtzd3ZeWrwmhPFApKZbjdR0md4Srmk19du2iKQ0eS6WlWTR5zB8cVUJj9xcPPwJEYgr3WokGQRXusy/uUl1YjCi7TauD8P+QkcIbiwqyuR48yVqz3cEWhS/sOOYK12m+omHYnFxFseaL12xRDccce1LmfPE6zgMmg9iGFz9RTjphRoEN1zxWiJl1/K2mmaSYqOYk58aaFGCGpdebDviuwRNwYanfSnPvH1M96UMQTiGSY9Ig+B6Eip47GUWPbnpstKX5CSRmRQbMfMI22uauX5qekRH8/SGkpwkspNj2RbGDwq6L2XkuPoLNQghjPuT0MCcqCLC4qIMttc04xgsNVKYcPpcBydbOtRd5AVOvcgMa73QfSkj54P+oiVs9CLiDIKnJyH3nKiLijJpudRD9dn2QIjnNzRd5shYXJzJuUs9HGi4EGhRxgTdlzI6Fhdn0Xyxm0NnwqO/iDiDMNyTUDj6BT2x9UgzOSmxFGcnBVqUkMClF+HqTtR9KaNjSbFTL7aGyfxSxBmE4Z6EJqTFMzUrka1HwvOHD85w19tqmllSnIVI5GaJGwk5KXGU5CSF7YPCmnl5fHPNTFzqoPtSvCMnJY7SnOSw6S+8MggicquIVItIjYg85uH4Z0Vkn4hUisg2ESmzyqeISKdVXikiP3E7Z751To2I/FD81DN58yS0tDiLd4+3hG3Y4311bbR19rK0JCvQooQUi4uyeO94+IZJn5qdhDHwg7Vzwy4T2FiypDiT98IkfP6wBkFE7MDTwG1AGXC/q8N341ljzCxjzFzgO8D33I4dNcbMtV6fdSv/MfAQUGy9br2Gz+E1rh26eWnxCJ6fhJaWONPkhWvY462HmxDRtIgjZUlxJt1hHA5b55VGx+JiZ5j0946Hfjhsb3YqLwBqjDHHAETkOeBu4ICrgjHGfaYtERhyyl1EcoEUY8wO6/0vgTXAqyOSfpSsmZc35NPPwoIMou3C20eaWFwcfj+OrUeamTkhlfTEmECLElIsKHCGPd5W0xymetFEWW4KmRruekQsLMggxm5j65GmkB91e+MyygNOu72vtcquQEQ+LyJHcY4QHnE7VCAiu0Vki4gscWuzdrg2rXYfEpEKEaloavLPxE1ibBTlk9N5+3B4TBS5097Vy/unzl+eDFO8xxX2eFtN+OlFR08fu06qXoyG+Bg7HyoYFxbzCN4YBE++/atGAMaYp40xhcDfA1+xihuAScaYecAXgWdFJMXbNq12nzHGlBtjyrOy/Gd9l5ZkcehMO40Xuvx2TX/wp2Pn6HMYlhSH9pNMoFhanMn+ugs0X+wOtCg+5d3j5+jtN2E58vEHS4rDo7/wxiDUAhPd3ucD9UPUfw6n+wdjTLcxpsX6fxdwFCix2swfQZt+54PlZKFv9d15+3ATCTF2rpucFmhRQpJlJdlA+CwzdPH24SZio2x8aIqGux4Nrvm4UO8vvDEIO4FiESkQkRhgLbDevYKIuIdFvAM4YpVnWZPSiMhUnJPHx4wxDUC7iFxvrS76FLDumj+ND3H6UmN4O8x++FuPNHH91Axio+zDV1auYsaEFDISY9hSHV56seWwUy/iolUvRkNZrlMvQn2fyrAGwRjTBzwMbAAOAr8zxlSJyBMicpdV7WERqRKRSpyuoQet8qXAXhHZA/we+KwxxjUV/zngP4AanCMHv0woe4vN5gxXsPVI+IQrONXSwYmWDvUTXwM2m7C0JIu3w0gvTp/r4FjTJZaF+IRoILHZhMXFod9feJUPwRjzCvDKgLKvuf3/hUHO+wPwh0GOVQAzvZY0ACwtyeKFynoONFxgZl7oRwTdak2G6vzBtbGsJIs/7q5jf30bs/ND3/W22Vo8sbxU9eJaWFKcxboQ7y8ibqfySHBNsG0Jk9VGWw83MyE1jsKsxECLEtIsKc5EhLBxG22pbmRSegIFmaoX18LSktDvL9QgDEF2chzTc1PCYgKxp8/BtppmlpZouIprJSMplll5qZefrEOZ7r5+3jnawjLVi2smOzmOmXkpbK5uDLQoo0YNwjAsLc5k18nztHf1BlqUa6Li5DkudvexYlp2oEUJC5aVZLH71HnaOkJcL06cp6OnX91FPmJFaTa7ToauXqhBGIYV07Lp7TchH9TsrUONxNhtGq7CRywvzcJhQj/66eZqp17cUJgRaFHCguWl2TgMIbs6UQ3CMMyfPI7kuCg2HQrdYSDAW9VNLJyaTmKsV+sIlGGYk59GSlwUWw6Htl5srm5iQUE6CTGqF75g7sQ00hKieStE3UZqEIYh2m5jaUkWmw41hexystPnOqhpvMjyUnUX+Yoou40lxVlsOdwUssno61o7OdJ4Ud1FPsRuE5aVZLGlOjT7CzUIXnDztGyaL3azv74t0KKMCtfTyk06f+BTlpVkcfZC6GbLcq2S0v0HvmVFaTYtl3rYVxd6/YUaBC9wrsAgZN1Gmw41MiVDlxX6mmXWk3Wo6sXm6kby0uIp0qx5PmWp1V+EottIDYIXZCTFMndiWkj+8Dt7+tlxtEVXF40BOSlxzM5PZePBs4EWZcR09/WzvaaZZaW63NTXpCfGMHdiGm+F4D4VNQhecvO0bPbWttHYHlrRDHcca6a7z6HuojFi5fQcKk+3hpxevHO0hUs9/ayanhNoUcKSFaXZ7K1tpSXEouKqQfAS1xP25hCz+psONZIQY2dBgUaxHAtWTs/BGOey3lBi44GzJMTYdbnpGLGiNBsTgstP1SB4SVluCuNT4th0MHR++MYY3jrUxKKiTI1uOkZMz00mLy2eNw6Ejl44HIaNB8+yrCRLo5uOETMmpJCVHMvGENILUIPgNSLCimnZbKtppqfPEWhxvOLw2YvUtXayQpebjhkiwsrp2WyraaKzJzSSrO+ra+PshW5WqrtozLDZhFVlOWyubqSrNzT0AtQgjIibpmVzsbsvZJJpv7b/DCKwskwNwliysiyHrl5HyOxm33jwLHab6LzSGHNLWQ6Xevp552ho6AWoQRgRi4oyiIu28fqBM4EWxSteqzrD/EnjyE6OC7QoYc3CggySYqN481BorDZ648BZyiePY1xiTKBFCWtuLMwkOTaKDftDQy9ADcKISIiJYllJFq/tPxP0uxBPtXRwsOECt84cH2hRwp6YKBvLSrPYeLAx6PXi9LkODp1pZ1WZuovGmpgoGyumZbPx4Fn6g1wvXKhBGCG3z8qlsb2b3afPB1qUIdlQ5RzFrJ6hBsEfrJqeQ1N7N3uDfHfqGwecT6tqEPzD6hnjabnUQ8WJ0HAze2UQRORWEakWkRoReczD8c+KyD4RqRSRbSJSZpWvEpFd1rFdInKT2zmbrTYrrVdIODRvmpZNjN3GK/uC2230WtUZZkxIYWJ6QqBFiQiWl2ZhtwlvuLkTX9hdx6InN1Hw2MssenITL+yuC6CETt44cJaSnCQmZ+iudX+wrDSLmCgbG6pCw200rEEQETvwNHAbUAbc7+rw3XjWGDPLGDMX+A7wPau8GfiwMWYWzjzLvxpw3gPGmLnWKyTWZyXHRbO4OJPX9p8J2qBmjRe62HXyPLfq6MBvpCXEsLAgnVctvXhhdx2PP7+PutZODM5Aco8/vy+gRqG1o4f3TpzT0YEfSYqNYnFRJhuqgre/cMebEcICoMYYc8wY0wM8B9ztXsEYc8HtbSJgrPLdxph6q7wKiBOR2GsXO7DcOnM8da2dQRu8aoPlFtD5A/9yx+xcjjVd4mBDO09tqKZzwHLDzt5+ntpQHSDpnKODfodhVZnqhT9ZPSOHutZOquovDF85wHhjEPKA027va62yKxCRz4vIUZwjhEc8tHMvsNsY476X+xeWu+irEkIBVVZNz8FuE17dH5xuow37zzA1K1GDlvmZ22bmYrcJL+2tp76102Odwcr9wYt7G5iYHs+c/NBMAB+qrJyeg03g9QPB7zbyxiB46qivGvsYY542xhQCfw985YoGRGYA3wY+41b8gOVKWmK9Punx4iIPiUiFiFQ0NQXHNvBxiTHcMDUjKN1GrR097DjWwq0zxmvQMj+TnhjDjYUZvLS3gdxUz0t9J6TF+1kqJy0Xu9le08yHZ09QvfAzGUmxlE9JZ0OQPkC6441BqAUmur3PB+oHqQtOl9Ia1xsRyQf+CHzKGHPUVW6MqbP+tgPP4nRNXYUx5hljTLkxpjwrK3jitt82azzHmy9RfTa4YuFvPNhIv8Po6qIA8eHZEzh1roO1CyYRPyAsRHy0nUdXlwZErlf2n6HfYfjwnAkBuX6kc/vM8VSfbac6yHNneGMQdgLFIlIgIjHAWmC9ewURKXZ7ewdwxCpPA14GHjfGbHerHyUimdb/0cCdwP5r+SD+5pay8YjAq0G22mj9nnry0uKZrW6BgLB6xnii7cLF7j6+dc8s8tLiESAvLZ5v3TOLNfOu8rb6hRf31FOcncS08ckBuX6kc+ecCdhtwguVgV9pNhTDJlI1xvSJyMPABsAO/NwYUyUiTwAVxpj1wMMishLoBc7jXFEE8DBQBHxVRL5qld0CXAI2WMbADmwEfubDzzXmZCXHsmBKOi/uredvVxYHxTC88UIX24408dfLi4JCnkgkNSGaJcVZvLy3gcdvmxYwA+BOQ1snO0+c43+vLFG9CBCZSbEsKc5k3e46Hr2lFJstOL8Hr/YhGGNeMcaUGGMKjTHftMq+ZhkDjDFfMMbMsJaPrjDGVFnl3zDGJLotLZ1rjGk0xlwyxsw3xsy2zvuCMSZ0IkBZfGReHseaLrGnNjhWG62rrMdh4CPXBb4TimTunJ1LXWsn759qDbQoALy8twFjUHdRgPnIvDzq27rYGcSb1HSn8jVw++xcYqNs/H7X6eEr+4Hnd9cxJz+VwixdXRRIVpXlEBNl46W9Q021+Y8X99QzKy9VU6gGmFVlOSTE2IPabaQG4RpIiYtm9YzxvLinge6+wA5wDjZc4GDDBe65Lj+gcijOzYvLS5xuo0DHsDnR7BzBfnhObkDlUJyx0G6dMZ6X9jYEbUhsNQjXyL3z82nr7OXNACfO+ePuOqJsom6BIGHNvDwa27sDnjHrxT3OUcods1UvgoG75+XR3tXH5urgDMygBuEaWVyUSU5KLH/YVRswGfodhnWVdSwvzSJdQxoHBSun55CRGMNz750KmAwOh+F/dtWyoCCdvADtf1CuZFFhBplJsbywOzjciQNRg3CN2G3CR+bls/lwE03tgUmo/c7RZs5e6FZ3URARE2XjvvJ8Nh5spPFCV0Bk2FbTzKlzHTywcFJArq9cTZTdxl1zJrDpUCNtHb2BFucq1CD4gPvm511+Sg8Ez79fR3JclGbACjLWfmgS/dZTeiB49t1TpCfGaEyrIOMj8/Lo6XcE5eSyGgQfUJSdzJz8VH6/q9bvoSxaO3p4dX8Dd86eoAnTg4yCzERumJrBcztP+T1xztkLXbxx8CwfnZ9PbJTqRTAxKz+VOfmp/HLHiaBLqKQGwUfcNz+fQ2fa/b4n4bmdp+nqdfCpGyb79bqKd6xdMJHT5zrZ7ue8ur/deZp+h+H+BeouCkYevHEKR5susS3I8nCrQfAR0XYbAqx5ervfkqH09jv4r3dOcMPUDKbnpoz59ZSRs3rGeMYlRPMbP04u9zsMz713iiXFmUzRvQdByR2zc8lMiuG/3jkRaFGuQA2CD3hhdx3/9OKByyFg/ZUMZUPVGRrauviLxQVjeh1l9MRF27nnunxerzrrt0UHm6sbqW/r4s90dBC0xEbZuX/BJDZVN3KqpSPQ4lxGDYIPCFQylF9sP8HkjASdTA5y7l8wkT6H8dso4dfvniIrOZaVmhktqHlg4WTsIvxyx4lAi3IZNQg+IBDJUCpPt7Lr5HkevGEK9iANlKU4KcpO5qZp2fx8+3EudveN6bVqGtt5q7qRtR+aSLRdf97BzPjUOG6dOZ7fVZymo2ds9cJbVGN8wGBJT3yZDGVgwvavv3iApNgoPlquew9Cgb+5qYjWjl5+tePkmF7nB2/WEB9t59M3ThnT6yi+4dM3TuFCVx9/DGCubXfUIPiAR1eXXpUMRYAvrirxSfueErbvOnWe+ZPHkRwX7ZNrKGPLvEnjWFqSxc+2Hhuzp8HDZ9t5aW89D944hYykkE9dHhHMnzyOWXmp/HTLMXr6HIEWRw2CL1gzL++KZCgZiTEYwOaju+tpjgLgUEPwJ+1WPuCRm4o4d6mHZ98dm7mEH7x5hIRoOw8tmTom7Su+R0T40i0lnDrXwbPvjs3osb3L+x3RahB8xJp5eWx/7CaOP3kHO7+8kmnjk/nuhsM+iWo42FxEY4BCZSijo3xKOjcWZvCTLcd8Hu3y0JkLvLKvgU8vmsI4jWcVUiwryeLGwgx+uKlmRJ23N9S3drLoyU1e11eDMAbYbMLXPlxGXWsnP91y7Jrb88ccheIf/uamYpovdvt8xdEPNh4hMSaK/6Wjg5BDRHj8tumcu9TDM29fe3/hzhMvHqCn33tXlBqEMeLGwkzumJXLj7fUUHeNq408zVEEMmG7Mnqun5rOgoJ0frSphpaLvhnhVdW38er+M/zFoimkJejoIBSZlZ/Kh+dM4D+2HvdZMMTN1Y28VnWGv7mpePjKFl4ZBBG5VUSqRaRGRB7zcPyzIrJPRCpFZJuIlLkde9w6r1pEVnvbZjjw+O3TAPjnVw5eUztr5uXxjTUzibKWl05IjQtownZl9IgIT9w9g/auXv5hfdU1t9fT5+D//H4v6Ykx/OViHR2EMo/eUkqfw8H3Nx655ra6evv5h/VVTM1M5K+WeL9xNWq4CiJiB54GVgG1wE4RWW+MOeBW7VljzE+s+ncB3wNutQzDWmAGMAHYKCKupTfDtRny5I9L4HPLivj+xsN8YmELNxRmjLqtjp4++hyGn3xivkavDHGmjU/hCzcX893XD3PHrAZum+VdNrMXdtfx1IZq6ls7mZAWz6OrSznS2E5V/QV++sn5pCboirNQZlJGAg8snMwvd5zgI/PyWFCQPuq2frrlGCdbOvjvv1w4ouCG3owQFgA1xphjxpge4DngbvcKxhj35S6JcDmKw93Ac8aYbmPMcaDGam/YNsOFzyybSl5aPF9bt3/Um5L21bbxjZcPsqgog9UzdPdpOPCZZYXMzEvhq+v2c+5Sz7D1PS09/j+/38u/bz7Kx8rzWT1DHxJCnRd217Gh6gwOA2uf2cEvRxnn6GTLJZ7eXMOds3NZXJw5onO9MQh5gHsW+Vqr7ApE5PMichT4DvDIMOd61abV7kMiUiEiFU1NgU1HOBriou18+97ZHGu+xOd//T59I5jgAWhq7+ahX1WQmRTLD9bOQ0R3JYcD0XYb3/3oHNo6vXMdeVp63NPvwCbC1z48Y6zEVPyEy+A3tDnnDxwG/vHFqhFnYmzr6OUzv9pFjN3GV+4oG/6EAXhjEDz1QFcF8TbGPG2MKQT+HvjKMOd61abV7jPGmHJjTHlWVpYX4gYfi4sz+eaamWw53MRX11V5nTOhp8/B5/57F+c7enjmU/PJ1M1GYcW08Sk8clMxL+6p53tvHB5SLwZbetzvMCTFDuv5VYIcTwbfYRjRPFNnTz9/8V87OdZ0iZ98Yj7jU+NGLIc3BqEWmOj2Ph8YKiHoc8CaYc4daZshz9oFk/j8ikJ+894pfuLFUtR+h+ErL+yj4uR5vvvROcyYkOoHKRV/89crivhYeT4/fPMI//TigUETpgy2xFhzJYcHgxn8i919/GL78WEfInv7HXzu17vYfeo8P1g7d8SuIhfeGISdQLGIFIhIDM5J4vXuFUTEfV3THYBrmnw9sFZEYkWkACgG3vOmzXDkS6tKuWvOBL792iG+/Md9NA+y7PBgwwXu+fft/K6ilodXFHHn7Al+llTxF3ab8O17Z/NXiwv4z3dO8Hf/s4deD27FR1eXEhd15c9Vlx6HD4MZ/NgoG//04gH+6r8qBu0vTrV08Ln/fp/N1U188yOzvF6k4Ilhx5rGmD4ReRjYANiBnxtjqkTkCaDCGLMeeFhEVgK9wHngQevcKhH5HXAA6AM+b4zpB/DU5qg/RYhgswlPfXQ26Ykx/OpPJ1lXWc9fryjktpm5dPX209HTz1uHGvnJlqOkxkfzo/vncefs0X+5SmggInz5jumkJUTz3dcP8+7xc9w5O5c7ZudSkJnIu8fOUXm6lSi7DelzYHCODB5dXapLj8OER1eX8vjz+65wG8VH2/nmR2bS1tnLt149xK3/+jb/e1UJUzOTyE2No8/h4CdbjvHH3XXYbcJX7yy7KkOea2VazPii+d7IIf7OAXwtlJeXm4qKikCL4RNqGi/y5KsH2Xiw8apj91yXx1fvKNMQBBHIa/vP8Nudp9h6pJk+N/dRXLSNhQUZPH77NKaN1+x44YinZcUug3/ozAX+9rlKDp1pv+Kc2CgbDyyczGeWTSUnJe6q9lxGpuG//pbuhiPDrkhRgxBgdp08x8mWDhJi7MRF28lNjad0fHKgxVICTGtHD68fOEvd+U4WTk3nuknjiIv2fj25En70OwzHmy9x9kIXDW1dXOru47ZZ48lO9jx5vOjJTZejJHhrEHR5QoCZPzmd+ZNHvwFFCU/SEmL4WPnE4SsqEYPdJhRlJ1GUneRV/dEk6NJYRoqiKGHIaIJfqkFQFEUJQzwFxRwOdRkpiqKEIa4J6ac2VNPg5Tk6qawoihLmiMguY0z5cPXUZaQoiqIAahAURVEUCzUIiqIoCqAGQVEURbFQg6AoiqIAahAURVEUCzUIiqIoCqAGQVEURbFQg6AoiqIAahAURVEUCzUIiqIoCuClQRCRW0WkWkRqROQxD8e/KCIHRGSviLwpIpOt8hUiUun26hKRNdax/xSR427H5vr2oymKoigjYdhopyJiB54GVgG1wE4RWW+MOeBWbTdQbozpEJHPAd8BPm6MeQuYa7WTDtQAr7ud96gx5ve++SiKoijKteDNCGEBUGOMOWaM6QGeA+52r2CMecsY02G9/ROQ76Gd+4BX3eopiqIoQYQ3BiEPOO32vtYqG4y/BF71UL4W+M2Asm9abqbvi0isF7IoiqIoY4Q3BsFTYmaPSRRE5BNAOfDUgPJcYBawwa34cWAa8CEgHfj7Qdp8SEQqRKSiqanJC3EVRVGU0eCNQagF3LN95wP1AyuJyErgy8BdxpjuAYc/BvzRGNPrKjDGNBgn3cAvcLqmrsIY84wxptwYU56VleWFuIqiKMpo8MYg7ASKRaRARGJwun7Wu1cQkXnAT3Eag0YPbdzPAHeRNWpARARYA+wfufiKoiiKrxh2lZExpk9EHsbp7rEDPzfGVInIE0CFMWY9ThdREvA/zv6dU8aYuwBEZArOEcaWAU3/WkSycLqkKoHP+uQTKYqiKKNCcyoriqKEOd7mVA4pgyAiTcBJt6JMoDlA4gxHsMoWrHJB8MoWrHJB8MoWrHJB8Mo2lnJNNsYMOwkbUgZhICJS4Y3VCwTBKluwygXBK1uwygXBK1uwygXBK1swyKWxjBRFURRADYKiKIpiEeoG4ZlACzAEwSpbsMoFwStbsMoFwStbsMoFwStbwOUK6TkERVEUxXeE+ghBURRF8RXGGL++cMYtegM4Yv0dN0i9B606R4AH3crnA/twhtL+IR+Mcjy2izNe0g6gG/i7Adc4YbVViTOEt+v8t6zXVTKOtVw4N/G9BRwEqoAvuLXRAnS5yXx7AO7ZrUC11dY/uZ2/Faiw/v8tEDMGcolVrwbYC1xnla+w7ofr1QV8wjr3AtDpds/mjtE98yibdazfTbZXg+SezbW+45PW/ToDPGYd+0/guCXvHpybUmuAd4EpbrI8bpVXA6sH0ZHH3MoLrDau+LxArPX+imtY7TQBPdbf1QO+O4/n+Vi2LwIHrHv3JjDZrQ2DM4xPJbDez3J92ronLr36q+F0x6v+2Z/GwBL2O26K9xjwbQ910oFj1t9x1v8uBX8PuAGnor8K3DZUu0A2zgB638SzQcj0cP4WYLOHtsZcLiCXD360ycBh4P9Z5/4j8HKg7hnOnepHgalADNAIfM86thdYZ/3/E+BzYyDX7VY9Aa4H3h3kPpwDvmed+5/Af/vhng0qG3BxEP0P2D0DSoBS6/u8HmjAaWjKrHt2n1Xvr4GfWP+vBX5r/V+G01jE4uy0juLUj4E6sgcos875HbDWw+e96hpWO6dwPhglWX9PAXa3e+kP2VYACdb/n7Pqudq46N6Gn+X6NPBvI9Fpr/pnfxoDS+BqINet86v2UOd+4Kdu739qleUChzzVG65dnJ3pUAbB/fwanDkgrmjLX3INOL4OZ1BAB6UAAAVuSURBVPjxXKvuPwXqnuHsiDa4vW8C/hlnZ9Pidp8u1/OlXK5zPemSW9lDwK9dx3B2bn811vdsKNm40iC45Ar4PRtwzT3Ad3E+wf4nHxiEDcAN1v9RODdOiVXvcbd2N1jtDdSRx62XWOdGebi2p2vcgPNh6HG3dg676vlLtgH6Mg+nEXfJfXHgtfx4zz6NZ4PgUXcG618GvgIxh5BjjGkAZ8RTnE+jAxksB0Oe9f/Acm/bHYgBXheRXcBE1/k4dwxmeGjLX3IBl+NAzQOS3WR7ECgUkZ+LyDi36v6QbeA1EoAUnPfqvNv57tfwpVze5OZw5d3Icbtnj+K8ZwPzbvhLtjgrhPufgHzrvGC4Z3nAaRFZgPPJdK/bsW+KyF6cLqqzVrt9QJsl+1AyeirPAFqtNgb9vG7XmAb0urVVC/Rx5fft6Txfy+bOX+J047raiAP+F/AFV2pgP8t1r5VP5vci4opIPdL8NVcwJgZBRDaKyH4Pr7uHP9vZhIcyM0S5tzzkLg9OH3kM8AMgVkSWBkguT/fsAM5h8q/dqv0YKATacQ7x/8UPsj3kdr++B9wz4Lsc7hq+lGvgOfOA59zu2SFgKc7v1IUr70Y7V+fdGBPZRGQjsNAlG84RZxzwcyBeRAqHucZY3rOB14kHfgX8uVVuuDJXSRROF4i3soxGdk/HPJW75Bvs+FjI5rzQB7le3CM9TwL+AeeT/r9a36u/5HoR59zEbGAj8F/DXNsrxsQgGGNWGmNmenitA866hb7OxemHHshgORhquTI9p3tuBm/afWaAPNOsv7/E+bR2s1WvGedwfmBbYyXXFfcMZ0d3GviyMeZxVxvGmLM4n/wagZ9xZQ6JMb9nwMeBnW7fZQfOjrYZp7/Sdb77NXwp18C2moAlbvL9GGc03uf54J41AOOtNn7B2N2zy20ZY1YCdW6yufTsGet+rQjgPXM/5xzwYeArxhhX6tt6c2WuksM45xgQkSgg1TpvKBk9lTcDaVYbg35et2scwmmMJrrVj+bKXCyezvO1bFfkesHpZnZ9z/VW3UPAZpy/W7/IZYxpMR/knfkZzpEcQ7TlFYFwGa3H6fbA+rvOQ50NwC0iMs5yi9yC03fWALSLyPVWHoVPuZ3vTbuXEZFEEUl2/Y9ztOC6kXXWa2Bb/pBLcE4iHzTGfM+9DeuH7mrjI1yZQ2LMZePq3BgGiDNOZ2UdTv/0WN6z9cCnxMn1QJubWwiuzLvh6Z4NzLsx5rJZbccCiEgm4MA5YRjQe2Z9f1/GuYKnQtxynciVuUouAolWW/cBmyzZ1wNrRSRWRAqAYpwT3h7zp1jnvGW14UnGB92vYbUTb8meZH3WeOsaDHaer2WTq3O9uNqYY8m1FngbWIRzNZK/5Mp1uw934fQmwCC6g7d4O9ngqxdOv9ibOJdEvQmkW+XlwH+41fsLrMld4M/dystx/qiPAv/GB8vuBmt3PE6reQFotf5PwTmjv8d6VQHfcDt/i/U6Yn1hv/KjXItxdrR7+WBJ2cetcy/g/IFW4VSu1f68Z9ax23E+NR4dcM+2A7usa2/E+aTua7kEeNqqvw8od2trCs4O1jagjQ7rnh3EudpoyRjdM4+yATda7/dYfx8JhnuGc1lur1XehfOB6EfWseM4n4T3A88Cz1tyvAdMdZPly9b51VirnTzoyJfdyqdabdQA/wPEWuVx1vsrrmG102zJ2QTcBjyBs3Me9Dwfy7YR5xyK67e43mrjlHXPXKuz1vtZrm/h7Af24DQa04bTHW9eulNZURRFAXSnsqIoimKhBkFRFEUB1CAoiqIoFmoQFEVRFEANgqIoimKhBkFRFEUB1CAoiqIoFmoQFEVRFAD+P8eICCNioD7oAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "T = T_start\n", + "alpha = 23\n", + "while T <= T_max:\n", + " cp = chirpPeriod(T)\n", + " min_alpha = alpha - cp*3/2\n", + " max_alpha = alpha + cp*3/2\n", + " curr_chirps = get_fringe_points(alpha - cp*3/2, alpha + cp*3/2, shots_per_fringe)\n", + " alpha = run_and_fit_expr(curr_chirps, T, up=True, repeat=0)\n", + " T += T_step" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\u001b[0mrun_and_fit_expr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurr_chirps\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mup\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrepeat\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mrun_and_fit_expr\u001b[1;34m(curr_chirps, T, up, repeat)\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mup\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mrun_curr_chirps\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcurr_chirps\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[0mmin_chirp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mexperiment\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun_curr_chirps\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mup\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrepeat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 6\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mmin_chirp\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mexperiment\u001b[1;34m(exp_chirps, T, up, repeat)\u001b[0m\n\u001b[0;32m 50\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 51\u001b[0m \u001b[1;31m# Waiting to receive the data from runing the experiment\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 52\u001b[1;33m \u001b[0mpd_fractions\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mget_data_and_record\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mup\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 53\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 54\u001b[0m \u001b[0mmin_chirp\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplot_and_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcurr_chirps\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpd_fractions\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32m\u001b[0m in \u001b[0;36mget_data_and_record\u001b[1;34m(T, up, chirp, log_atom)\u001b[0m\n\u001b[0;32m 9\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mget_data_and_record\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mup\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mchirp\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlog_atom\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m \u001b[0ms\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mstream\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresult_proto_size\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 12\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgravity_pb2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mResult\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 13\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mParseFromString\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;32mC:\\ProgramData\\Anaconda3\\lib\\site-packages\\serial\\serialwin32.py\u001b[0m in \u001b[0;36mread\u001b[1;34m(self, size)\u001b[0m\n\u001b[0;32m 288\u001b[0m \u001b[0mctypes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbyref\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_overlapped_read\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 289\u001b[0m \u001b[0mctypes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbyref\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrc\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 290\u001b[1;33m True)\n\u001b[0m\u001b[0;32m 291\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mresult_ok\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 292\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mwin32\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGetLastError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mwin32\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mERROR_OPERATION_ABORTED\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "T = T_max\n", + "for _ in range(50):\n", + " print(_)\n", + " run_and_fit_expr(curr_chirps, T, up=True, repeat=1)\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/desktop/auto_g/Export.ipynb b/desktop/auto_g/Export.ipynb new file mode 100644 index 0000000..586a43e --- /dev/null +++ b/desktop/auto_g/Export.ipynb @@ -0,0 +1,116 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import dataset\n", + "import csv\n", + "import os\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['3_26_final_compare.db', 'in_lab_3_26.db', 'in_lab_3_26_step_5.db', 'in_lab_3_26_step_5_bias_3_locked.db', 'in_lab_3_26_step_5_locked.db']\n" + ] + } + ], + "source": [ + "path_to_dbs = './to_export'\n", + "\n", + "db_files = [f for f in os.listdir(path_to_dbs) if \".db\" in f]\n", + "print(db_files)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def csv_name_from_db(db_file_name, T, k):\n", + " return \"./send_to_xuejian/\" + db_file_name[19:-3] + str(T) + \"_\" + str(k) +\".csv\"\n", + "\n", + "def export_from_db(db_file_name):\n", + " Ts = range(10, 100, 5)\n", + " ks = [0, 1]\n", + " db = dataset.connect(db_file_name)\n", + " table = db.load_table('recording')\n", + " output_file_lookup = {(T, k): csv.DictWriter(open(csv_name_from_db(db_file_name, T, k), 'w'), fieldnames=table.columns) for T in Ts for k in ks}\n", + " for f in output_file_lookup.values():\n", + " f.writeheader()\n", + " for row in table.all():\n", + " try:\n", + " output_file_lookup[(row['T'], row['direction'])].writerow(row)\n", + " except KeyError:\n", + " pass\n", + " \n", + "for db_file in db_files:\n", + " \n", + " export_from_db('sqlite:///' + \"to_export/\" + db_file)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def csv_name_from_db(db_file_name, T):\n", + " return \"./export_final/\" + db_file_name[10:-3] + str(T) + \".csv\"\n", + "\n", + "def export_from_db_no_ks(db_file_name):\n", + " Ts = [10, 20, 30, 40, 50, 60, 70, 80]\n", + " db = dataset.connect(db_file_name)\n", + " table = db.load_table('recording')\n", + " output_file_lookup = {(T): csv.DictWriter(open(csv_name_from_db(db_file_name, T), 'w'), fieldnames=table.columns) for T in Ts}\n", + " for f in output_file_lookup.values():\n", + " f.writeheader()\n", + " for row in table.all():\n", + " output_file_lookup[(row['T'])].writerow(row)\n", + "\n", + "export_from_db_no_ks('sqlite:///' +'before_leaving.db')\n", + "export_from_db_no_ks('sqlite:///' +'before_leaving_after_adding_down.db')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/desktop/dds_params.db b/desktop/dds_params.db new file mode 100644 index 0000000..e7c7c96 Binary files /dev/null and b/desktop/dds_params.db differ diff --git a/desktop/fit_minig.ipynb b/desktop/fit_minig.ipynb new file mode 100644 index 0000000..4c3a320 --- /dev/null +++ b/desktop/fit_minig.ipynb @@ -0,0 +1,829 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import dataset\n", + "import numpy as np\n", + "from matplotlib import pyplot as plt\n", + "from scipy.optimize import curve_fit, minimize_scalar\n", + "from IPython.display import clear_output\n", + "import allantools\n", + "import matplotlib as mpl" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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TzWwaMAY4O825uXbqrOtv2q24DDzoEM66vnmfb7a9ujaluNspX9EvwMeKZ1Lf4r4pxV32JWpSqzWzOmCbpPfNbDOAmW2X5B8jWrmK8vIW6zRQVJxP9da6qPHmaG5xiSrW+ObJjnvejtVZ9F9SrHgmTT50MlNfnkpVXeNA83TM78jkQydnMSsXT6IznB2SOoePv9QQlFQKeMFpxSrKy1lz/Q27jKW25vobmj2W2vAv7Z1SPKNifRjP/of0nJfLZzjjho5j6lem0re4L0L0Le7L1K9MZdzQcdlOzcWQ6Aznaw3TApjt0jBaCFyQtqxc2n12x51YVdUuMauq4rM77mzWWc6Hb38eM35MszJsOZ0P77PrNZyIuIsvl89wICg6LVlgWvKs3+0u0RlO419S0l4Nj81svZm9lbasXNrVrlmTUjyRyg27TVcUN+5ah/wYJzKx4q1ZS5/1u90lKjg/ing8J52JuMwq6Bv9wmqseCIl3aNPyBornknRzm7ixd1OdTFOZGLFW7N4Z/2uZSQqOIrx2LVyJcd8LaV4IkdOGEZBh13/nQo65HHkhGHNOp5zmVa7enVKcZe6RNdwOoXTQOcBHcPHjYXHzF5PZ3IufSpf+GdK8UT2Da+HzHvqfSo3VFPSvYgjJwxrjDuX8ySIdm0qBzpItBWJCs4aoGHQo7URjyHoVHp8OpJy6dfS13AgKDpeYFyrFasjRI50kGgLEhWc88ys+e9ALmeptDTqZGsqLc1CNs659iDRNZz7Jb0i6WZJx0pKabBPSWMlLZO0XNK1cbY7U5JJKouITQn3WyZpTCrP6xKzysqU4s45t6fiFhAzO1lSR+BY4DTgNkkfA88Cz5rZx7H2lZQPTAdOBFYC8yXNNLMlTbbrAlwOvBoRGwGcAxwI9AP+LmnfcNQD1xJqa1OLO+fcHkpmxs8qM3vWzCabWRnwfYJC9UtJ/46z62HAcjNbYWY7gBnAhCjb/QS4BYjsjzgBmGFm1Wb2AbA8PJ5zzrlWqjnjeB9sZneb2SnAV+Ns1x/4JGJ5ZRhrFPZ6G2hmf01133D/iyUtkLRg3bp1qfwMzjnnMizR9ASnNw0B0xuu5ZjZE/F2jxJr7O4hKQ+4A5iY6r6NAbN7gXsBysrKvCuJc87lsESdAB4luF7zGTuLQDEwnqAAxCs4K4GBEcsDgMg7qLoABwHPK+jn3geYKemUJPZ1zjnXyiRqUjsS6ATMB75nZt8F1pvZd83sewn2nQ8MlzREUgeCTgAzG1aaWYWZ9TSzwWY2GHgFOMXMFoTbnSOpSNIQYDgQ73qRc865HBe34JjZfIJeZh2AfzRMN53Mgc2sFpgEzAaWAo+a2WJJ08KzmHj7LiY4u1pCcIZ1mfdQc8651i3hfTXhtAR3SXqM4JpL0sxsFjCrSeyGGNse22T5JsCnsHbOuTYiUaeBgvBMBTNbBZyVkaycc861OYmu4TReN5H0izTn4pxzrg1LZXqCo9KZiHPp9s1HLuebj1ye7TRapbWPXMvaR2KOTuVcUhIVHL+3xTnnXItI1Glgf0mLCM50hoWPCZfNzEamNTvnnHNtRqKCc0BGsnDOOdfmJRot+qNMJeKy44KPgz/xg4P2yXImzrm2Lu41HElNB9Vs1jbOOddaXPDxR40fxFzLStSk9lVJM+OsFzCiBfNxzjnXRiUqONHmr2lqR0sk4pxzrm1LdA3nhUwl4ly67air4b3PP+Szys/pXdIj2+m0KlZXQ83nn1BXuZH8kr2ynY5rpZozAZtzrdLKirVsqd7KnS89kO1UWp3ainVY9TY2vfRItlNxrVjCwTuda+2+cNsJVNftbPn9/cKn+P3CpyjK70DVzdVZzCz3fXzbaVhdTeNy5cJnqFz4DMovhJu9Nd2lxs9wXJv30iUzOPWAE8gLJvqjY0ERp444kZcv+VOWM8t9/S75LZ0POAbC350KiigecSz9L7k/y5m51iipgiPpKEnPSXpX0gpJH0hake7kXPrtMGNpVRXramuznUra7F3Sk5KiYurNEKK6dgddOnT26zhJKCjpTl5RZzADhNXuQB06+XUc1yzJNqn9FrgSeA3widDakNU1NVSa8av167mhT59sp5M267dtYO/iHvQu6cmofgfw2dbPs51Sq1G3bRN5xd3JL9mLon77Ubd1Y7ZTSqsdZrxfXc262lp6FfhVh5aU7G+zwsyeSfXgksYCdwH5wH1mdnOT9ZcAlxEUsUrgYjNbIqkQuA84NMzxITP7WarP72Ib9e4yqm3n2KwzKjYxo2ITRRJVWcwrXX5z2k2NI0XfdNJVWc6mdel92nWNI0X3OOnSLGeTfu3lQ1g2JFtw5kq6FXgCaLzKamavx9pBUj4wnWCK6pXAfEkzzWxJxGaPmNk94fanALcDY4FvAkVmdrCkzsASSX80sw+T/9FcPH8bOoxbPvuUZ7ZsoR7oKHFCSReu6d0726k5lxXt7UNYNiRbcA4Pv5dFxAw4Ps4+hwHLzWwFgKQZBDeSNhYcM9scsX0xO6dDMKBYUgHQieDm0sht3R7qVVBASV4+9QTDRVSbUZKX500Irt3yD2Hpl9S7i5kd14xj9wc+iVheyc7C1UjSZcBVQAd2FrDHCIrTGqAzcKWZbYiy78XAxQCDBg1qRort2+d1tfTKz6d3QQEHd+zE+rq223HAuUT8Q1j6JdtLrVTS7ZIWhF//J6k00W5RYrtN6GZm081sGPAD4Edh+DCC6zr9gCHA9yUNjbLvvWZWZmZlvXr1SuZHcRF+3n8Agzt0oHNeHjf06cPP+w/IdkrOZVXDh7ARRUWcXdrNP4S1sGTvw7kf2AKcFX5tBn6XYJ+VwMCI5QHA6jjbzwBODR+fBzxrZjVm9hnwErs25znnXIvzD2HplWzBGWZmPzazFeHXjcBuZxxNzAeGSxoiqQNwDrDLyNOShkcsjgPeCx9/DByvQDFwBPBOkrk655zLQckWnO2SvtqwIOkoYHu8HcysFpgEzAaWAo+a2WJJ08IeaQCTJC2WtJDgOs4FYXw6UAK8TVC4fmdmi3DOOddqJXs17L+AB8PrNgI2ABMT7WRms4BZTWI3RDyeHGO/SoKu0c61mD+f9/Nsp9Bq9Tnv5sQbOZdAsr3UFgKHSOoaLnsXZeeccymJW3AkfcvM/iDpqiZxAMzs9jTm5pxzrg1JdIZTHH7vEmXdbl2cnXPOuVgSzfj56/Dh383spch1YccB18o9OGifbKfgXE7x10T6JNtL7RdJxpxzzrmoEl3DORL4CtCryXWcrgQjQDvnnHNJSXQNpwPB/TAF7HodZzNwZrqScs451/YkuobzAvCCpAfM7KMM5eScc64NSvYazn2SujUsSNpL0uw05eScc64NSrbg9DSzTQ0LZrYR8EkinHPOJS3ZglMvqXHCGUn74PfhOOecS0GyY6ldB7wo6YVw+WuEE58555xzyUh2LLVnJR1KME2ACGbgXJ/WzJxzzrUpqcydWgd8BnQERkjCzP6ZnrScc861NUkVHEkXApMJZu1cSHCmMw84Pn2pOeeca0uS7TQwGfgy8JGZHQeMAtYl2knSWEnLJC2XdG2U9ZdIekvSQkkvShoRsW6kpHnhBG1vSeqYZK7OOedyULIFp8rMqgAkFZnZO8B+8XaQlE8wc+fJwAjg3MiCEnrEzA42sy8CtwC3h/sWAH8ALjGzA4FjgZokc3XOOZeDkr2GszK88fNJ4DlJG4HVCfY5DFhuZisAJM0AJgBLGjZoMpFbMTu7Wp8ELDKzN8PtPk8yT+ecczkq2V5qp4UPp0qaC5QCzybYrT/wScTySuDwphtJugy4imDctoZrQvsCFo5m0AuYYWa3JJOrc8653JSwSU1SnqS3G5bN7AUzm2lmOxLtGiW2282iZjbdzIYBPwB+FIYLgK8C54ffT5M0OkpuF0taIGnBunUJLyk555zLooQFx8zqgTcjRxpI0kpgYMTyAOI3w80ATo3Y9wUzW29m24BZwKFRcrvXzMrMrKxXr14ppufajWgffeLFXaOjhnVPKe5cPMl2GugLLJY0R9LMhq8E+8wHhksaIqkDcA6wyz6ShkcsjgPeCx/PBkZK6hx2IDiGiGs/zqWi8+F9Uoq3do+v3UDZy4vpO3chZS8v5vG1G5p9rIcvOnK34nLUsO48fNGRe5qma4eS7TRwY6oHNrNaSZMIikc+cL+ZLZY0DVhgZjOBSZJOIOiBthG4INx3o6TbCYqWAbPM7OlUc3AOoPupweeaba+uDf6bFBSbhnhb8vjaDVy97BO21wet1yura7h6WXAp9Yw+zTsr8eLiWorMYo/BKekIM3slg/k0W1lZmS1YsCDbabQaS/c/IOa6A95ZmsFMXEsqe3kxK6t3v4NgQFEhC75yYBYyaj3eOeJIbNOm3eLq1o39X5mXhYwyQ9JrZlaWiedK1KR2d8MDSW33N+5cG7EqSrGJF3c7lZ48NqW4S12ighN5WdXv9G9DCvr1SynuWoduBfkpxd1OFU9FvywdK+5Sl+gaTp6kvQgKU8PjxiJkZs2/GpmjnnxjFbfOXsbqTdvp160T14zZj1NH9c92Wi2u95VXsOb6G7CqqsaYOnak95VXZDGr1mPRokXMmTOHiooKSktLGT16NCNHjsx2WhCriTxO03ki7eU1Ydu2pRR3qUtUcEqB19hZZF6PWGfA0HQklS1PvrGKKU+8xfaaOgBWbdrOlCfeAmhzL7DS8eMB+OyOO6lds4aCvn3pfeUVjXEX26JFiygvL6emJmimqqiooLy8HCDrRWdTXX1K8UTa02vCpV/cgmNmgzOUR064dfayxhdWg+01ddw6e1mbfHGVjh/vBaYZ5syZ01hsGtTU1DBnzpysF5z+RYVROw30Lyps1vHa1WtCin4mKL9hq6Ukex9Ou7Bq0/aU4q59qqioSCmeSVOG9qVT3q5vkJ3yxJShfZt1vNUx/vdjxVuzbuecnVLcpc4LToT8GJ9kYsUz7ekVT3PSYycx8sGRnPTYSTy9wm9NyobS0tKU4pl0Rp/u3LbfQAYUFSKC7tC37Tew2ffg9OvWKaV4a9b3xz+m27nnQH7YwSI/n27nnkPfH/84u4m1IanM+Nnm1cW4sBornklPr3iaqS9PpaouuMi/Zusapr48FYBxQ8dlMbP2Z/To0btcwwEoLCxk9OjdhvvLijP6dG92gWnqmjH77XINB6BTYT7XjIk7O0mr1ffHP/YCk0ZJn+FI+qqk74aPe0kakr60sqNbp+jt3LHimXTX63c1FpsGVXVV3PX6XVnKqP0aOXIk48ePbzyjKS0tZfz48Vm/fpMOp47qz89OP5j+3TohoH+3Tvzs9IPb3vUblxHJTjH9Y6CMYNK13wGFBBOkHZW+1DIvVstZLrSordm6JqW4S6+RI0fmbIF5fO0GfrZiDauqa+hfVMiUoX336Izn1FH9vcC4FpFsk9ppBNNKvw5gZqsldUlbVlmycVv0u7FjxTMpT3nU2+5dW/Pkl+HcTukYS825lpLsu9UOCwZdMwBJxelLyUUTrdjEi7v26Wcr1jQWmwbb642frfAzYZd9yZ7hPCrp10A3SRcB3wN+k760XFN+hrNntr7xGZtnf0jdpmryuxXRdcxgikf1bvbxHnzwQT744IPG5SFDhnDBBRe0RKp7xMdSyy3vvrqWeU+9T+WGakq6F3HkhGHs20anxUhGUu9WZnYb8BjwOMF1nBvM7BfpTMztys9wmm/rG5+x6Yn3qNtUDUDdpmo2PfEeW9/4rFnHa1psAD744AMefPDBPc51T3XLj/6SjhV36fPuq2uZ89BSKjcE/3eVG6qZ89BS3n11bZYzy56ku0Wb2XPAc2nMxcUhhO0+QzfyaSsT2jz7Q6xm18JsNfVsnv1hs85ymhabRPFM2lYfvQt/rLhLn389+i71dbv+3uvrjH89+m67PcuJW3AkbYEo73IhM+va4hm5qKIVm3hxt1PDmU2y8dasOsY9Y7HiLn2qttamFG8P4p5nm1mXsKjcCVwL9AcGAD8Afpro4JLGSlomabmka6Osv0TSW5IWSnpR0ogm6wdJqpR0dSo/lHOR8rsVpRR3zqVHsg27Y8zsbjPbYmabzexXwBnxdpCUD0wHTgZGAOc2LSjAI2Z2sJl9EbgFuL3J+judI5ToAAAcUUlEQVSAZ5LM0bmouo4ZjAp3/VdXYR5dxwzOTkLOtVPJFpw6SedLypeUJ+l8oC7BPocBy81shZntAGYAEyI3MLPNEYvFRDTfSToVWAEsTjJH56IqHtWbbqcPbzyjye9WRLfTh+9RLzXnXOqS7TRwHnBX+AXwYhiLpz/wScTySuDwphtJugy4CugAHB/Gigma7U4EYjanSboYuBhg0KBBSfwYrr0qHtXbC4xzWZZst+gPzWyCmfUMv041sw8T7Bat+9RuVy7NbLqZDSMoMD8KwzcCd5hZZYK87jWzMjMr69WrVxI/iXPOuWxJdiy1AcAvCMZOM4IznMlmtjLObiuBgRHLA4DVcbafAfwqfHw4cKakW4BuQL2kKjP7ZTL5Ouecyz3JXsP5HTAT6EfQVFYexuKZDwyXNERSB+Cc8BiNJA2PWBwHvAdgZkeb2eBwxtE7gf/xYuOcc61bstdweplZZIF5QNIV8XYws1pJk4DZQD5wv5ktljQNWGBmM4FJkk4AaoCNQPbHBnHOOZcWyRac9ZK+BfwxXD4X+DzRTmY2C5jVJHZDxOPJSRxjapI5Ouecy2HJNql9DzgLWAusAc4MY84551xSkjrDMbOPgVPSnEvOWPtIMChCn/NuznImzjnXdiQaS+3/mdktkn5B9C7Nl6ctM+ecc21KojOcpeH3BelOxDnnXNsWt+CYWXn4PfsTfTjnkrbhygsB6H7HfVnOxLmdEjWplRN/eoJ2c13HuaYeeOABACZOnJjVPJxrLRI1qd0Wfj8d6AP8IVw+F/gwTTk555xrgxI1qb0AIOknZva1iFXlkv6Z1sxcVCt+tgKAoVOGZjkT55xLTbL34fSS1PgOJ2kI0GZHy7S6GnZ8toK6yo3ZTsU559qMZAvOlcDzkp6X9DwwF0g4SkBrVVuxDqvexqaXHsl2Ks65Vu7OmVdx58yrsp1GTkj2xs9nw4E29w9D75hZm5sQ/uPbTsPqahqXKxc+Q+XCZ1B+Idy8I4uZOZcaq6mh7qMV1G1YT373ntlOxzkgyTMcSYXAfwLXh18XhbE2pd8lv6XzAceAgql8VFBE8Yhj6X/J/VnOzOWi2tpa1q5dS2Vl3GmbsqLu09XY1kq2PnRvtlNxrlGyg3f+CigE7g6Xvx3GLkxHUtlSUNKdvKLOYAYIq92BOnQiv2SvbKfmclBFRQXV1dW88MILjBs3LtvpAPDp2MNhx86z8e0z/8z2mX+GDh2gus01SrhWJtmC82UzOyRi+R+S3kxHQtlWt20TecXdyS/Zi6J++1G3Nbc6DlitUb26mppNNRR2a3Mnma3CTTfdRG1tbePyggULWLBgAQUFBUydOjV7iQE9H/4rW+65g+p/PBt8cCrqSMevHk/Jf12Z1bycg+Q7DdRJGtawEPZYq0tPStnV+7TrKOzej7wOnehx0qX0Pu26bKe0ix3rd1C/vZ51T63Ldirt1uWXX85BBx2EwqbXgoICDj74YCZPzn4/mvwevcjrXBwUGwl2VKPiYr+Ok0W1dTWsXL+czds2ZDuVrEv2DOcaYK6kFYCAffDpCTJq8UWLsZqdgz5smLuBDXM3oEL5tHUZ1qVLF4qKijAL/h51dXUUFRVRUlKS5cwC9Rs3oB49ye/Ri8IDDqb+8/XZTqld21D5KVU1W5n12kOcc3TceSvbvGQLzovAcGA/goLzTjI7SRoL3EUw4+d9ZnZzk/WXAJcRnC1VAheb2RJJJwI3Ax2AHcA1ZvaPJHNtk/a9dV/WzlhLxasVYKAOouuhXelzTp9sp9Yubd26lZKSErp06UL//v1zquNAt2n/1ziWWtfJU7KcTft1xX0nU1u383rai0vKeXFJOQX5HbjsnvZ5PS3ZJrV5ZlZtZovM7M2wS/S8eDtIygemAycDI4BzJY1ostkjZnawmX0RuAW4PYyvB8ab2cEEn99/n2SebVZht0LyOuUFI9sJrMbI75Tv13Gy5Oyzz6ZHjx506NCBcePGcfbZZ2c7JZdjbjz3D5R94XhE0PRamF9E2RdGM+28h7OcWfYkGryzD9Af6CRpFIS/OegKdE5w7MOA5Wa2IjzWDGACsKRhAzPbHLF9MeFAoWb2RkR8MdBRUlFbvPcnFbUVteSXBkWm87DO1GyqSbyTcy4rSot70LGwGMMQorZuBx07dKZr5+7ZTi1rEjWpjQEmAgPYefYBsAX4YYJ9+wOfRCyvBA5vupGky4CrCJrPjo9ynDOAN6IVG0kXAxcDDBo0KEE6rd8+l+/TOJZav+/0y3I2zrlEtmzfSNfOPSjt3IPBvfdv9x0HEg3e+SDwoKQzzOzxFI+tKLFos4ZOB6ZLOg/4ERGXwCUdCPwvcFKM/O4F7gUoKyuLOY1CqnxqaedcS7hozI2Nw9qcfXT2ezFmW7LXcOZIul3SgvDr/ySVJthnJTAwYnkAsDrO9jOAUxsWJA0A/gJ8x8zeTzJP55xzOSrZXmq/Bd4GzgqXvw38jmCenFjmA8PDkaVXAecA50VuIGm4mb0XLo4D3gvj3YCngSlm9lKSOTrnQj7Tp8tFyRacYWZ2RsTyjZIWxtvBzGolTQJmE3SLvt/MFkuaBiwws5nAJEknADXARnY2p00CvgBcL+n6MHaSmX2WZL7OpZ3P9OlcapItONslfdXMXgSQdBSwPdFOZjYLmNUkdkPE46iNmmb2U+CnSebmnHOuFUi24FwCPBRetxGwgaD3msswn+nTOddaJTsfzpvAIZK6hsubE+zinHMOuOKU2xNv1E4kVXAkFRHcDzMYKGgYtNDMpqUtM+ecc21Ksk1qTwEVwGtAu77b3znnXPMkW3AGmNnYtGbSVi16FOZMg4qVUDoARt8AI89KvJ9zzrUxyd74+bKkg9OaSVu06FEovxwqPgEs+F5+eRB3zrl2JtHgnW8RDEdTAHw3nA+nmqCnmpnZyPSn2IrNmQY1TXqP12wP4n6W4yKsWfsUK96/jarqNXQs6svQYVfTt8+EbKflXItK1KT2jYxk0VZVrEwt7tqlNWufYsmSqxqXq6pXNy570XEN/n7f3Sya8yxWX4/y8hg5eiwnXHhpttNKSaImtU+B0whm/BwLrDKzjxq+0p5da1c6ILW4a5eWLPlBSnHX/vz9vrt587lZWH09AFZfz5vPzeLv992d5cxSk6jgPAiUAW8RTKT2f2nPqC0ZHnWQ69hx107FmtfI5ztygTefm5VSPFclKjgjzOxbZvZr4Ezg6Azk1HYs/ktqceeca8MSFZzGj1hmVpvmXLKuc2H0X0eseELbY0y2FCvu3B7qHG0Wqjhx5zIp0TvpIZI2h19bgJENjyW1ueFt/uf0keQ1eWHmKYg71xoU5eenFHcukxLN+Nmu/ktPHdUfgFtnL2P1pu3069aJa8bs1xh3DqBnz56sX78+ajzbNtXWpRR3LpOa2VbkXPtVUxP9Yn6seCb1LypMKe5cJnnBifDkG6uY8sRbrNq0HQNWbdrOlCfe4sk3VmU7NZdDKioqUopn0pShfenUpF24U56YMrRvljJqv4qKYzRvxoi3B2ktOJLGSlomabmka6Osv0TSW5IWSnpR0oiIdVPC/ZZJGpPOPBvcOnsZ22t2bXrYXlPHrbOXZeLpXStRWlqaUjyTzujTndv2G8iAokIEDCgq5Lb9BnJGn+7ZTq3d+dpZ+6EmtUX5Qby9SnbwzpRJygemAycCK4H5kmaa2ZKIzR4xs3vC7U8BbgfGhoXnHOBAoB/wd0n7mllaG6JXb4o+iWmsuGufRo8eTXl5+S5NaIWFhYwePTqLWe10Rp/uXmBywL6H9wFg3lPvU7mhmpLuRRw5YVhjvD1KW8EBDgOWm9kKAEkzgAlAY8FpMpFbMcG4bYTbzTCzauADScvD481LY77069aJVVGKS79unfbouEfeV8nS9fW8M6mEPiXNO6k8os8RvLL2lahxl1kjRwa9FufMmUNFRQWlpaWMHj26Md5cV121GoDbb++3xzm63LDv4X1atMD8/O8v8dmWSv7f2GPo2qljix03U9JZcPoDn0QsrwQOb7qRpMuAq4AOwPER+0a+u64MY033vRi4GGDQoEF7nPA1Y/ZjyhNv7dKs1qkwn2vG7Nkp8EcV9VRUw7QXqrl7XPOK12/G/IaLZl+0S9E5os8R/GbMb/YoN9c8I0eO3OMC01RNjfHxRzvYsKGW7t3T+dJ0rdXGbdupqqnluSXvccaXWt8A/jKzxFs158DSN4ExZnZhuPxt4DAz++8Y258Xbn+BpOnAPDP7Q7jut8AsM3s81vOVlZXZggUL9jjvJ99Y1WLdojsViqoot8t2LIDtNen5vbvWZ84/hgFw1lkfseHzOsaP78LkK3oBMPr497OZmssRhfn51IbjqEUqyMujpm7PrjRIes3MyvboIElK58eolcDAiOUBwOo4288AftXMfVvMqaP6t9h9NysuL+Hqv1UxY3Et9QadC+C0Awq47aTWdyrs0ufrJ3/Ajh07P4CUl2+hvHwLHTqIap9f1wE/HHcc5W8uZeHHqzGgMD+Pg/v34RuHHJDt1FKSzl5q84HhkoZI6kDQCWBm5AaShkcsjgPeCx/PBM6RVCRpCDAc+Hcac02Lvl3y6Fok6i34RVfVQdciNfs6jmubfv+HgRx/fDEKezMXFYnRo4v5w8MD4+/o2o2unTrSsaAAI5iMrLaunqLCglZ3HSdtZzhmVitpEjAbyAfuN7PFkqYBC8xsJjBJ0gkEY7ZtBC4I910s6VGCDga1wGXp7qGWLp9uNfqVBMXn8P75rKn0pjS3qx49CuhcnIcZSLBjh9G5c55fx3G72FJdTZeORXTtVMQ+3fdic1VVtlNKWVr/o81sFjCrSeyGiMeT4+x7E3BT+rLLjCfO7syxD2wFYHozOwy4tm/Txjp69Mine498Dti/iA0bWuXnK5dGE48q4+65QUfd0790UJazaR7/CJUBz08sznYKLsdNvbH93pvhknfpcUdmO4U94hcTnHPOZYQXHOeccxnhBcc551xGeMFxzjmXEV5wnHPOZYQXHOeccxnhBcc551xGeMFxzrlcJ6UWz1FecJzLsn79zk8p7tqfQ044OaV4rvKCk06FMUYYiBV37dIB+08Li0vDfMT59Ot3PgfsPy2babkccsKFl3LIiV9HecFbtvLyOOTEr3PChZdmObPUpG0+nExrqflwWtSiR+Evl0DkuKPKh9PugZFnZS8v55wLZXI+HD/DSaeRZwXFpXQgoOC7FxvnXDvlg3em28izvMA45xx+huOccy5DvOA455zLiLQWHEljJS2TtFzStVHWXyVpiaRFkuZI2idi3S2SFktaKunnUivrcO6cc24XaSs4kvKB6cDJwAjgXEkjmmz2BlBmZiOBx4Bbwn2/AhwFjAQOAr4MHJOuXJ1zzqVfOs9wDgOWm9kKM9sBzAAmRG5gZnPNbFu4+AowoGEV0BHoABQBhcCnaczVOedcmqWz4PQHPolYXhnGYvkP4BkAM5sHzAXWhF+zzWxp0x0kXSxpgaQF69ata7HEnXPOtbx0douOds0l6l2mkr4FlBE2m0n6AnAAO894npP0NTP75y4HM7sXuDfcZ52kj1ood4CewPoWPF5LyuXcILfzy+XcILfz89yaL5fz2y9TT5TOgrMSGBixPABY3XQjSScA1wHHmFl1GD4NeMXMKsNtngGOAP7ZdP8GZtarhfJuyGtBpu6+TVUu5wa5nV8u5wa5nZ/n1ny5nJ+kjA3Rks4mtfnAcElDJHUAzgFmRm4gaRTwa+AUM/ssYtXHwDGSCiQVEpz57Nak5pxzrvVIW8Exs1pgEjCboFg8amaLJU2TdEq42a1ACfBnSQslNRSkx4D3gbeAN4E3zaw8Xbk655xLv7QObWNms4BZTWI3RDw+IcZ+dcB/pjO3JNyb5eePJ5dzg9zOL5dzg9zOz3NrvlzOL2O5tZnRop1zzuU2H9rGOedcRnjBcc45lxlm1ma+gLHAMmA5cG2U9UXAn8L1rwKDI9ZNCePLgDGJjklwn9FNwLsEnSIuj4j/PNx+EXBojuV3fpjXIuBl4JBcyS1i/ZeBOuDMXMoNOBZYCCwGXsixv2spUE7QyWYx8N0s5Pav8PezkOAWiCfjvSZyJLeor4dcyS9HXhMxcyPGayLme3SiDVrLF8H8vO8DQwmGxHkTGNFkm0uBe8LH5wB/Ch+PCLcvAoaEx8mPd0zgu8BDQF643Dv8/nWCERNEcO/QqzmW31eAvcLHJ4f/jDmRW8Tv6R8EnU3OzJXcgG7AEmBQk3iu5PdD4H/Dx72ADQTDQ2UstybHfRz4TqzXRKZ/b3Fy2+31kI2/a6z8cuE1Eed3F/U1Efd9OlsFoqW/gCMJhsBpWJ4CTGmyzWzgyPBxAcGdv2q6bcN28Y4J/Bv4QpQ8fg2cG7G8DOibK/k1eb69gFW5lBtwBXAZ8ED44sqJ3AhewD/N4f+7KcDd4XGHEHxK/Uomc4uIdQE2Al3jvCa+kQu5RXs9ZOPvGi8/svyaiPN3jfqaiPfVlq7hJDN2W+M2FtwnVAH0iLNvvGMOA84Ox3J7RtLwBHnkSn6RGsavy4ncJPUnGGXinmjPm83cgH2BvSQ9L+k1Sd/Jsfx+STAc1GqC+9cmA/0ynFuD04A5Zra56XNE7DMiR3KL1DieY5LHSnt+OfKaiJobsV8TMbWlgpPM2G2xtkk1DsEpaZUFw1X8Bri/mc+R6fyCJ5KOI3iB/SCHcrsT+IEF92Elet5M51YAfAkYB4wBrpe0bw7lN4agLb0f8EWCAtQ5w7k1OBf4Y4LnyPTvLVZuwRPt+nrIpfxy4TURK7dYr4mY2lLBSWbstsZtJBUQXGjdEGffeMdcSdCeCfAXgrl74uWRK/khaSRwHzDBzD7PodzKgBmSPiRoOriboE05F3JbCTxrZlvNbD3BuH6HJDhWJvP7LvCEBZYDHxC8IWQyNyT1IJia5OlozxGxz+IcyS3a6yFWztnILxdeE/H+rtFeE7Gl0v6Wy18EL64VBO3XDRe9DmyyzWXseiHt0fDxgex6IW0FwUW0mMcEbga+Fz4+FpgfPh7HrhdI/51j+Q0ibN/Ptd9dk+d7gOAFlhO5ETRXzQn37Qy8TTA5YK7k9ytgavh4b4Jrc3tnMrdwv0uAB5s8x26viUz/3uLkttvrIRuviVj55cJrIs7vLuprIu77dKYLQzq/CHrDvEvQ2+K6MDaNYHBQCHrt/Dn8B/s3MDRi3+vC/ZYBJ8c7ZhjvRlDt3wLmsbN7sQhmOm0YC64sx/K7j+DCX0M3xwW5klu0F1cu5QZcQ9Ar523gihz7u/YD/hbG3wa+lencwnXPA2ObxKK+JnIkt6ivh1zJLxdeE/FyI8ZrItaXD23jnHMuI9rSNRznnHM5zAuOc865jPCC45xzLiO84DjnnMsILzjOObcHJN0q6R1JiyT9RVK3KNsMlDRX0lJJiyVNjlh3iKR5kt6SVC6paxjvIOl3YfxNScdG7PNsGFss6R5J+Qly/Jqk1yXVSjqzBX/8lHjBcTlPUh9JMyS9L2mJpFmS9pV0rKS/xtjnPkkj9uA5J0paF059/o6kK5PY51hJX2nm89wXsfzLKNtNlXR1k9iHknomOP4USeenklOUY9wqaW3T52+Pwr/xA03CzxHcfzKSoFvxlCi71gLfN7MDCO5Fuizi//M+gtGZDya4mfeaMH4RQBg/Efg/SQ3v2WeZ2SEE94L1Ar6ZIPWPgYnAI8n8nOniBcflNEkieBE+b2bDzGwEwcjIe8fbz8wuNLMlUY4X95NgE38ysy8CRwHXSRqYYPtjCQbMTNWfzOzCZuyXjJMI7s9pNjO7hl3H8nIRzOxvFoxXBvAKwV36TbdZY2avh4+3EEwt0TBW2X4Ed+lDULzOCB+PILixEjP7DNhEMPIAtnM8swKCGzWDG56kYeHZz2uS/iVp/3D7D81sEVDfMj9183jBcbnuOKDGzBrf8MxsoZn9K1wskfRYeBbycFigCAcULAsfV0qaJulV4MjwzOB/Jf07/PpCvAQsGO5kOcGo30gaL+lVSW9I+rukvSUNJrgb+8rwrOhoSb0kPS5pfvh1VCo/uKRxYVNLorOYS8LnXCjpA0lzw3hXoIOZrZP0gKRfhc06KyQdI+n+sInngXD7/HC7t8NmnIRndW4332PnAKBRhf8rowimaYDgpslTwsffZOcQM28CEyQVSBpCMG7ZwIjjzAY+A7YAj4Xhe4H/NrMvAVcTDIWTMwqynYBzCRwEvBZn/SiC4TpWAy8RnI282GSbYuBtM7sBIKxJm83sMAUj3N5JMFx+VJIGEdy5vSgMvQgcYWYm6ULg/5nZ9yXdA1Sa2W3hfo8Ad5jZi+ExZhMMB5KQpNOAq4Cvm9nGMOcrJX0rYrN+AGExvkdSIcG8KbeH608g/IQc2gs4nuDNrZzgd3UhMF/SFwmGOOlvZgeFOex2LaK9Cj+sFAElQHdJC8NVPzCz2eE21xE0nT0c5zglBGPhXRFxlvI94OeSbgBmAjvC+P0E/y8LgI8IJohrOJPCzMZI6hg+3/GS5hGcYf85/H8hzDlneMFxrd2/zWwlQPgmMJjdC04dOwe8bPDHiO93xDj22QpGEd4PuMjMqsL4AOBPkvoSNGd8EGP/E4ARES/+rpK6hE0q8RxH0HRyku06jP4dDcUMgms4Tfa7C/iHmZWHy2OB30WsLw+L5FvAp2b2VnicxQS/txeAoZJ+QTB8zh41xbUlZnY4BNdwgIlmNjFyvaQLCD60jLYYw7eEHwgeBx42sycijv0OQdMnCkZbHhfGa4ErI/Z/GXivSV5VkmYCEwjOmDaFzcA5yZvUXK5bTNCUEEt1xOM6on+IqrJdh3eHXYdejzW+05/M7EDgaIILtn3C+C+AX4YXc/+T4OwnmjyCSbC+GH7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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def pull_data_from_db(db, table_name):\n", + " xs = []\n", + " query1 = \"SELECT DISTINCT chirp FROM %s\" % (table_name)\n", + " for row in db.query(query1):\n", + " xs.append(float(row['chirp']))\n", + " xs = sorted(xs)\n", + " ys = []\n", + " start_adding = False\n", + " for row in db.load_table(table_name).all():\n", + " chirp = float(row['chirp'])\n", + " pd = float(row['pd'])\n", + " if not start_adding and chirp != xs[0]:\n", + " # Only start creating the dataset at the start of a fringe\n", + " continue\n", + " start_adding = True\n", + " curr_chirp = chirp\n", + " try:\n", + " ys[xs.index(chirp)].append(pd)\n", + " except IndexError:\n", + " ys.append([pd])\n", + " \n", + " if curr_chirp != xs[-1]:\n", + " # Drop the last point if we didn't get a full fringe on the last one\n", + " for c in xs:\n", + " if c<=curr_chirp:\n", + " ys[xs.index(c)] = ys[xs.index(c)][:-1]\n", + " \n", + " num_fringes = len(ys[0])\n", + " num_pts_per_fringe = len(xs)\n", + " \n", + " for xe, ye in zip(xs, ys):\n", + " assert(num_fringes == len(ye))\n", + " plt.errorbar(xe, np.average(ye), fmt='k*:', yerr = np.std(ye))\n", + " plt.scatter([xe] * len(ye), ye)\n", + "\n", + " plt.xlim(min(xs) - 0.00001, max(xs) + 0.00001)\n", + " plt.xlabel(\"Chirp Rate [kHz/ms]\")\n", + " plt.ylabel(\"Photodiode Fraction [F4/F3+4]\")\n", + " plt.title(table_name.replace('_', ' '))\n", + " plt.show()\n", + "\n", + " return xs, ys, num_fringes, num_pts_per_fringe\n", + " \n", + "def get_fringe_pd(i, xs, ys):\n", + " pd = []\n", + " for x in xs:\n", + " pd.append(ys[xs.index(x)][i])\n", + " return pd\n", + "\n", + "xs_mcu, ys_mcu, num_fringes_mcu, num_pts_per_fringe_mcu = pull_data_from_db(dataset.connect('sqlite:///MCU_gravity_11272018_130MOT.db'), 'T_120_fringes')\n", + "xs_cicero, ys_cicero, num_fringes_cicero, num_pts_per_fringe_cicero = pull_data_from_db(dataset.connect('sqlite:///cicero_11_28.db'), 'T_120_fringes')" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'xs_mcu' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfor\u001b[0m \u001b[0mxe\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mye\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mxs_mcu\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mys_mcu\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrorbar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mxe\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maverage\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mye\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfmt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'k*:'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myerr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mye\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxticks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m22.9936\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m22.99364\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m22.99368\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m22.99372\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m22.99376\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Chirp Rate [kHz/ms]\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Probability\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'xs_mcu' is not defined" + ] + } + ], + "source": [ + "for xe, ye in zip(xs_mcu, ys_mcu):\n", + " plt.errorbar(xe, np.average(ye), fmt='k*:', yerr = np.std(ye))\n", + "plt.xticks([22.9936, 22.99364,22.99368,22.99372,22.99376])\n", + "plt.xlabel(\"Chirp Rate [kHz/ms]\")\n", + "plt.ylabel(\"Probability\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "c = 299792458\n", + "k1_f = 351.720961e12 - 160e6\n", + "k2_f = 9.19263177e9 + 351.720961e12 - 160e6\n", + "k1_lambda = c / k1_f\n", + "k2_lambda = c / k2_f\n", + "k1 = 2 * np.pi / k1_lambda\n", + "k2 = 2 * np.pi / k2_lambda\n", + "keff = k1 + k2\n", + "\n", + "T_mcu = T_cicero = 120" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def get_gravity(xs, ys, num_fringes, T, nominal_vals):\n", + "\n", + " nominal_w = 2 * np.pi * T**2\n", + " \n", + " nominal_contrast = nominal_vals[0]\n", + " nominal_background = nominal_vals[1]\n", + " nominal_x0 = nominal_vals[2]\n", + " \n", + " g_vals = np.array([])\n", + " contrasts = np.array([])\n", + " backgrounds = np.array([])\n", + "\n", + " debug = False\n", + " plot = False\n", + " num_debug = 20\n", + "\n", + " w_tolerance = 0.0001\n", + " bg_tolerance = 0.05\n", + " amp_tolerance = 0.25\n", + " x0_tolerance = 0.1\n", + "\n", + " x = np.array(xs) \n", + " for i in range(num_fringes):\n", + " y = np.array(get_fringe_pd(i, xs, ys))\n", + "\n", + " def fitFunc(x, w, x0, b, c):\n", + " return c/2*np.cos(w*(x - x0)) + b\n", + "\n", + " fitBounds = ([(1 - w_tolerance)*nominal_w, (1-x0_tolerance)*nominal_x0, (1 - bg_tolerance)*nominal_background, (1 - amp_tolerance)*nominal_contrast],\n", + " [(1 + w_tolerance)*nominal_w, (1+x0_tolerance)*nominal_x0,(1 + bg_tolerance)*nominal_background, (1 + amp_tolerance)*nominal_contrast])\n", + " fitParams, fitCovariance = curve_fit(fitFunc, x, y, bounds=fitBounds, maxfev=2**64, xtol=1e-20)\n", + " # Currently not using the covariances for anything\n", + " alpha = fitParams[1]\n", + " if np.sqrt(np.diag(fitCovariance))[1] > 9e-7:\n", + " print(\"SKIP\")\n", + " continue\n", + "\n", + " backgrounds = np.append(backgrounds, fitParams[2])\n", + " contrasts = np.append(contrasts, fitParams[3])\n", + " fringe_func = lambda x: fitFunc(x, *fitParams)\n", + "\n", + "\n", + " if debug:\n", + " if plot:\n", + " x_fit = np.linspace(min(xs), max(xs), 1e6)\n", + " y_fit = fringe_func(x_fit)\n", + " plt.scatter(x, y)\n", + " plt.plot(x_fit, y_fit)\n", + " plt.xlim(min(xs) - 0.00001, max(xs) + 0.00001)\n", + " plt.show() \n", + " if i > num_debug:\n", + " break\n", + "\n", + " g_m_p_s2 = 2 * np.pi* alpha / keff * 1e6\n", + " g_um_p_s2 = g_m_p_s2 * 1e6\n", + " g_vals = np.append(g_vals, g_um_p_s2)\n", + "\n", + " if not debug:\n", + " clear_output(wait=True)\n", + " print(\"Fit fringe number \", i + 1, \" out of \", num_fringes, \". Gravity: \", g_m_p_s2, \" m/s2\")\n", + " return g_vals, contrasts, backgrounds" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit fringe number 6539 out of 6539 . Gravity: 9.799296571041442 m/s2\n" + ] + } + ], + "source": [ + "nom_vals_mcu = (0.125, 0.37, 22.99362)\n", + "g_mcu, c_mcu, b_mcu = get_gravity(xs_mcu, ys_mcu, num_fringes_mcu, T_mcu, nom_vals_mcu)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fit fringe number 943 out of 943 . Gravity: 9.799293701820407 m/s2\n" + ] + } + ], + "source": [ + "nom_vals_cicero = (0.125, 0.36, 22.99362)\n", + "g_cicero, c_cicero, b_cicero = get_gravity(xs_cicero, ys_cicero, num_fringes_cicero, T_cicero, nom_vals_cicero)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_fits(g_vals, contrasts, backgrounds, front_drop=0, back_drop=-1):\n", + " fringe_idx = np.linspace(0, len(g_vals), len(g_vals))\n", + " g_residue = (g_vals - np.average(g_vals))[front_drop:back_drop]\n", + " \n", + " plt.scatter(fringe_idx[front_drop:back_drop], g_residue, marker='.')\n", + " plt.title(\"Residual Gravity\")\n", + " plt.xlabel(\"Fringe Number\")\n", + " plt.ylabel(\"Residual Gravity (um/s^2)\")\n", + " plt.show()\n", + "\n", + " plt.scatter(fringe_idx[front_drop:back_drop], backgrounds[front_drop:back_drop], marker='.')\n", + " plt.title(\"Background fits\")\n", + " plt.xlabel(\"Fringe Number\")\n", + " plt.ylabel(\"PD Fraction\")\n", + " plt.show()\n", + "\n", + " plt.scatter(fringe_idx[front_drop:back_drop], contrasts[front_drop:back_drop], marker='.')\n", + " plt.title(\"Contrast fits\")\n", + " plt.xlabel(\"Fringe Number\")\n", + " plt.ylabel(\"PD Fraction\")\n", + " plt.show()\n", + " \n", + " return g_residue\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "mcu_residue = plot_fits(g_mcu, c_mcu, b_mcu)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cicero_residue = plot_fits(g_cicero, c_cicero, b_cicero)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#averaging the residual gravity\n", + "def average_and_plot(data, bucket_size):\n", + " avg_data = np.array([])\n", + " std_data = np.array([])\n", + "\n", + " for i in np.arange(0, len(data), bucket_size):\n", + " subset = data[i: i + bucket_size]\n", + " avg_data = np.append(avg_data, np.average(subset))\n", + " std_data = np.append(std_data, np.std(subset)/np.sqrt(bucket_size))\n", + "\n", + " group_idx = np.linspace(0, len(avg_data)*bucket_size, len(avg_data))\n", + " plt.errorbar(group_idx, avg_data, fmt='k*:', yerr=std_data)\n", + " plt.title(\"Group Avergaed Bucket Size: %d\" % (bucket_size))\n", + " plt.xlabel(\"Fringe Group Number\")\n", + " plt.ylabel(\"Residual Gravity (um/s^2)\") " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "average_and_plot(mcu_residue, 100)\n", + "plt.show()\n", + "average_and_plot(cicero_residue, 100)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sensitivity per fringe: 0.16681093984586326 um/s^2\n", + "Sensitivity per sqrt(hz): 0.44955857193232956 um/s^2\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_and_fit_allan_dev(data, sampling_rate, label=None, marker=None):\n", + " t = [2**i for i in range(9)]\n", + " (t2, ad, ade, adn) = allantools.oadev(data, rate=sampling_rate, data_type=\"freq\", taus=t)\n", + " \n", + " if label:\n", + " plt.errorbar(t2, ad, color=marker, fmt='.', yerr=ade, label=label)\n", + " plt.grid(True, 'both', 'both')\n", + " else:\n", + " plt.errorbar(t2, ad, fmt='r*:', yerr=ade)\n", + " plt.ylim(10e-3, 10e-1)\n", + " plt.xlim(10e-1, 10e2)\n", + " plt.yscale('log')\n", + " plt.xscale('log')\n", + " plt.xlabel(\"Averaging time [s]\")\n", + " plt.ylabel(\"Gravity variation [$\\mu$m/s$^2$]\")\n", + "\n", + " def fitFunc(x, sense):\n", + " return sense*(x**-0.5)\n", + "\n", + " fitParams, _ = curve_fit(fitFunc, t2[:5], ad[:5], maxfev=2**30)\n", + " # Currently not using the covariances for anything\n", + "\n", + " allen_fit = lambda x: fitFunc(x, *fitParams)\n", + " x_fit = np.logspace(0, 3)\n", + " y_fit = allen_fit(x_fit)\n", + "\n", + " if not label:\n", + " plt.plot(x_fit, y_fit)\n", + " else:\n", + " plt.plot(x_fit, y_fit, c=marker)\n", + " print(\"Sensitivity per fringe: \", ad[0], \" um/s^2\")\n", + " print(\"Sensitivity per sqrt(hz): \", allen_fit(1), \" um/s^2\")\n", + "\n", + "\n", + "\n", + "mpl.rcdefaults()\n", + "sampling_rate_mcu = 1/(num_pts_per_fringe_mcu*.46)\n", + "plot_and_fit_allan_dev(mcu_residue, sampling_rate_mcu, 'MCU', 'tab:orange')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sensitivity per fringe: 0.16681093984586326 um/s^2\n", + "Sensitivity per sqrt(hz): 0.44955857193232956 um/s^2\n", + "Sensitivity per fringe: 0.15205955834122725 um/s^2\n", + "Sensitivity per sqrt(hz): 0.7272481017079734 um/s^2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\optimize\\_lsq\\least_squares.py:114: UserWarning: `xtol` is too low, setting to machine epsilon 2.220446049250313e-16.\n", + " warn(message.format(\"`xtol`\", EPS))\n", + "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:63: DeprecationWarning: object of type cannot be safely interpreted as an integer.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.607142857142857\n", + "0.6027777777777777\n", + "6529\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pylab\n", + "\n", + "sampling_rate_mcu = 1/(num_pts_per_fringe_mcu*.46)\n", + "sampling_rate_cicero = 1/(num_pts_per_fringe_cicero*1.3)\n", + "\n", + "params = {'backend': 'svg',\n", + " 'font.family': 'serif',\n", + " 'font.size': 18,\n", + " 'legend.fontsize': 18,\n", + " 'xtick.labelsize': 18,\n", + " 'ytick.labelsize': 18,\n", + " 'xtick.major.width' : 2.5, # major tick width in points\n", + " 'xtick.minor.width' : 1.25, # minor tick width in points\n", + " 'ytick.major.width' : 2.5, # major tick width in points\n", + " 'ytick.minor.width' : 1.25, # minor tick width in points\n", + " 'xtick.major.size' : 10, # major tick size in points\n", + " 'xtick.minor.size' : 8, # minor tick size in points\n", + " 'ytick.major.size' : 10, # major tick size in points\n", + " 'ytick.minor.size' : 8, # minor tick size in points\n", + " 'axes.linewidth': 3,\n", + " 'axes.labelsize': 18,\n", + " 'lines.markersize' : 18,\n", + " 'text.usetex': False,\n", + " 'lines.linewidth': 2.5,\n", + " 'figure.dpi': 300,\n", + " 'figure.figsize': [2.5*4, 2.5*3*1.61803]}\n", + "pylab.rcParams.update(params)\n", + "pylab.show()\n", + "\n", + "plt.subplot(212)\n", + "plot_and_fit_allan_dev(mcu_residue, sampling_rate_mcu, 'MCU', 'tab:orange')\n", + "plot_and_fit_allan_dev(cicero_residue, sampling_rate_cicero, 'Desktop', 'tab:green')\n", + "plt.legend()\n", + "\n", + "ax = plt.subplot(211)\n", + "fitx = []\n", + "fity = []\n", + "std = []\n", + "for xe, ye in zip(xs_mcu, ys_mcu):\n", + " fitx.append(xe)\n", + " fity.append(np.average(ye))\n", + " std.append(np.std(ye)/np.sqrt(len(ye)))\n", + "\n", + "x_formatter = mpl.ticker.ScalarFormatter(useOffset=False)\n", + "ax.xaxis.set_major_formatter(x_formatter)\n", + "nominal_w = 2 * np.pi * 120**2 \n", + "nominal_contrast = nom_vals_mcu[0]\n", + "nominal_background = nom_vals_mcu[1]\n", + "nominal_x0 = nom_vals_mcu[2]\n", + "\n", + "w_tolerance = 0.0001\n", + "bg_tolerance = 0.05\n", + "amp_tolerance = 0.25\n", + "x0_tolerance = 0.1\n", + "\n", + "def fitFunc(x, w, x0, b, c):\n", + " return c/2*np.cos(w*(x - x0)) + b\n", + "\n", + "fitBounds = ([(1 - w_tolerance)*nominal_w, (1-x0_tolerance)*nominal_x0, (1 - bg_tolerance)*nominal_background, (1 - amp_tolerance)*nominal_contrast],\n", + " [(1 + w_tolerance)*nominal_w, (1+x0_tolerance)*nominal_x0,(1 + bg_tolerance)*nominal_background, (1 + amp_tolerance)*nominal_contrast])\n", + "fitParams, _ = curve_fit(fitFunc, fitx, fity, bounds=fitBounds, maxfev=2**64, xtol=1e-20)\n", + "fringe_func = lambda x: fitFunc(x, *fitParams)\n", + "x_fit = np.linspace(22.9936, 22.99376, 1e6)\n", + "y_fit = fringe_func(x_fit)\n", + "plt.plot(x_fit, y_fit, label=\"Fit\")\n", + "plt.errorbar(fitx, fity, fmt='k.', yerr = std, label=\"Measured\")\n", + "plt.legend(loc=2)\n", + " \n", + "plt.xticks([22.9936, 22.99364,22.99368,22.99372,22.99376,])\n", + "plt.xlabel(\"Chirp Rate [kHz/ms]\")\n", + "plt.ylabel(\"Probability\")\n", + "plt.subplots_adjust(hspace=0.25)\n", + "\n", + "plt.savefig('./Data Plots/results.svg', bbox_inches='tight')\n", + "mpl.rcdefaults()\n", + "\n", + "print(.72/.448)\n", + "\n", + "print(.434/.72)\n", + "print(len(mcu_residue))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'num_fringes' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[1;32mcontinue\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 7\u001b[0m \u001b[0mtides\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtides\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ml\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m*\u001b[0m \u001b[1;36m1e-3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtides\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mnum_fringes\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 9\u001b[0m \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 10\u001b[0m \u001b[0mtides\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mtides\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maverage\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtides\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'num_fringes' is not defined" + ] + } + ], + "source": [ + "###### Now we're going to try and subtract the tide model\n", + "tides = np.array([])\n", + "with open('9_25_overnight_tides.TSF') as f:\n", + " for l in f:\n", + " if l.startswith('#'):\n", + " continue\n", + " tides = np.append(tides, float(l.split()[-1]) * 1e-3)\n", + " if len(tides) == num_fringes:\n", + " break\n", + "tides = (tides - np.average(tides))\n", + "\n", + "fringe_id = np.linspace(0, len(tides), len(tides))\n", + "plt.scatter(fringe_id, tides)\n", + "plt.title(\"Tide Model Predictions\")\n", + "plt.xlabel(\"Fringe\")\n", + "plt.ylabel(\"Residual Gravity (um/s^2)\")\n", + "average_and_plot(g_residue, 200)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# def fitFunc(x, a1, a2, a3, a4, b1, b2, b3,b4,c1,c2,c3,c4,bg):\n", + "# return a1*np.sin(b1*x + c1) +a2*np.sin(b2*x + c2) +a3*np.sin(b3*x + c3) +a4*np.sin(b4*x + c4) + bg \n", + "\n", + "\n", + "# a_low = 0\n", + "# a_high = 2\n", + "# b_low = 0\n", + "# b_high = 0.5\n", + "# c_low = 0\n", + "# c_high = 2*np.pi\n", + "# p0 = np.ones(19)\n", + "# fitBounds = ([a_low,a_low,a_low,a_low, b_low, b_low, b_low, b_low,c_low,c_low,c_low,c_low,-0.75],\n", + "# [a_high, a_high, a_high,a_high,b_high, b_high,b_high,b_high,c_high,c_high,c_high,c_high,0.75])\n", + "# fitParams, _ = curve_fit(fitFunc, np.linspace(0, len(g_residue), len(g_residue)), g_residue, bounds=fitBounds, maxfev=2**24)\n", + "# # Currently not using the covariances for anything\n", + "# print(fitParams)\n", + "# fitted_tides = lambda x: fitFunc(x, *fitParams)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + 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RlMFgyB/J3KYKBWs9XWiM4kiAU8qjnFMjH3x1XUK76RUPVeaFaDD0VFL10QlHNC/N34qNURxxOBEQpTRTNQQD3DxtbMoii8mivyKqZuZhMJQR6SKiyi3U1gtGccSR78zxbBDbRrZs9gncPG1sxpFezszDFD80GErPxFGp2zw01KWuwl2OGOd4HOXgEN/SFubKx95myYeb+cvyDTRn0TLW7fu4fP4ylny4mZ9PHZNvUQ0GQxqeXZm6sVwllgs0M444/FIeLvH2cIT7X1mbldKIR4EHXllrZh4GQwlIZ4pK5QMpV4ziiCPbhkvljkJFOuEMhkonnY/DWV9J/XWMqSqOxiQp/z2BSnTCGQyVipe+PgG/MHPSyIqpiutgFEccMyeN5PL5y8o6FDdbyq3ejcFQLuTaA2PB0iauWbgiZlquC/gIR5VwJPWTpMonTB3XyIQ5iyqiKq6DMVXFMXVcI1/Yp3+pxSgIqboJVsoU2WDIN+4QfKe4aCYh7QuWNjHz4eVd/JFt4WhapQFWkdQFS5uSWgOamtvL8p40iiMB/9qwvdQiFI1cbxqDodLJpAhhss+HvVQiTfH5VNaAcrwnjeKIY8HSpqR1ZSqdRDdCspvmmoUriiWWwVBSvBQhTDUrz9V3uL65PW1x1XLLzTKKI46eHHmU6AJPdtE3t4dLfnEaDMUg2WjfHe0UPyu/fP4yhtkP8VwT+IbYLRHOOLQxZTpARLVsrAJGccTRkyOPEt0gqabIPVmJGgwOyTK7neWJZuWOYaqpuZ2WHZ34EjzvfQL90iiVgE9oC3UybNaTPPDKWs/pAJmY0gqBURxx1FVXVi+OTEh0g6Tq49GTlajB4JAss9tZnu4+CEeVPrWBLrXl+tUF+O+vjmXp1SekLBkUjmrMNJ6pl6SU92fKcFwRORI4DzgK2ANoB94BngTuV9WtuRxcRO4GvgJ8qqoHJVgvwG+Ak4E24EJVfTOXY6ajNVTaOlWF5IFX1zJ+7/5dwvumjmvk2idWJPTrmPBdQ08jUdhtOh9Hsnaubra2h1kz55SE62ZOGtklRyNflPL+TDrjEJGngG8ATwMnYimOA4GrgFrgzyIyOcfj32PvOxknAfvZr0uA23I83i6NauL6/7NPHV0R7SoNhlxIFkGYzEfhPJjTFSl0b5uIqeMaOWRo36xkToUXuQpFqhnH+aq6KW5ZC/Cm/bpJRAbmcnBVfUFEhqXYZApwn6oq8IqINIjIHqq6IZfj7sqEI8oVDy0HdmakurseZpsAZTCUMwuWNnHFQ8u7+RDawxFqqnwEA/4uMwL3wCldkUKAYQOSK44FS5v456rNWUqeHC9yFYqkiiOB0shqmxxpBNa53n9kL+umOETkEqxZCUOHDs36gPXV/h5troKdPTugq/IwisLQE3FmGskcz1vbw/x62tikAycvvoR/rtocm8nH72fu0+8WpBJFWfo4RGQvYC7Wg/opYK6qhu11C1R1ahHkSxSblvAcqOodwB0A48ePz/o8nXZII/e/sjbbj1cM5VzOwGDIJ+l67DjhsMnuhVQ9wx0UuGbhCjo6o13qTf1g/rKMZBXgC/v0Z7GHGUopfRypTFV3A48CrwBfB54XkVNV9TNg72IIhzXD2Mv1fk9gfSEP+ORbu44VrKm5neGznjSmKUOPw+0ETzWKTOTLi3egd3h0auerBYIXpSGkjogsNKkUxyBVvd3+/7sich7wgu0QL1YNwIXAd0TkT8DhwNZC+zd6atZ4MtxOQijPSpwGQybEV5pNhl+EG04f0+WaT1Slthw594ihJb1XUymOgIjUquoOAFW9X0Q+xoqyqs/HwUXkQeAYYKCIfATMBgL28W4H/ooVivs+Vjju1/JxXEN3jOnK0FPw0v454BemfX4v5j79LpfPX9bFH1Hq1tFeGL93aQuxplIcd2KN8p93FqjqMyJyFvCrfBxcVc9Js16Bb+fjWF4RrFF4Z8tmNi38FYMm/xh/r37FFKFkmIQ/Q0/Ay3Vc5RMefaOpy8yiktopXPFw18jIYpM0j0NVf62qzydYvlRVjy+sWKXDuXC2Ln6QjnUraF48r6TyFBOT8GfoCXi5jtvD0aRlRCqBSFS59onSFSJN28hJRBpVdZepdrf2xtPQyE4/R8uyp2hZ9hTiDzD0h4+XULLCYhL+DD2FiaMG8cAraytKEWRDKf2xKWtVicgY4JEiyVIWDLn0LuoOOHrnAn819Qcew6CzrqVt1etopLN0whWIxoZgNyehwVCJLFjaxKNvNOWsNBobgggQDJhyfolIVXJkIvAn4PziiVN6qnr1x1dTBwj4AxAJI9VB2v/zMpv+PMeq2wGEPl1N59ZPSiuswWDoQr6c24tnHcuaOafQv74mD1IVjlKVVk9lqloIHK6q7xdLmHIh0tZMr3En0XvsiWxf9jcirVsYdOqP6DXmOKTKqmuzZdFdRFq2MOQbtwIQ3rKeqj6DEX/ltXE34biGnsBVC97OS/isT4jlN5VrOK7DTx5/uyT3bKqn3DzgahGZrqrRYglUDrRMW4HVT+UlV/rhBVBvTThGhObR/4TLiLRuAUBV+eTBn1Cz5wEMmvwjAKIdrfhqdkYtl3uUlgnHNVQyVy14O28VH5wusE3N7bEoy1Kyuno6ifo7tWqAg0L3Fl8gUteq+qaIXAXcD0wvnkilxTlJKRpxsaZmulUrGAgr7Lfjf+l/3MX4gn0AS2ms+9259DvmIvqMn4yqdonSGjCpqBHGnjHhuIZK5cFX1yVdFwz42bNfLf/5tDXj/ZZCaSRSFImeR/WEeaf6AqDQJQO7k9Kuoqo/F5EZxRKmHEinNOLXBYAPgufDmJ0jAFWl7xfOpnav0RUVpWXCcQ2VSqrOeWcc2sijb5R3YGi8skj1DHJvU09pIqvSGuRV9b5iCFKpuE9wPWHW1ExHq2HEF6z8jyGX3sVnT/2WHauXWNtX1RDc73D6H3txKcRNSqraN4ma3xiTlqFUONdjU3M7fpG07VbLtWjptVV3c77/mVglVy/KohvZfCYPeMnjmAAsU9VWu17VIcBvVPXDgktXCnI4Ee4Tv6bGsu69GBjNKX0GWTv2V6GdITrWvcPW1x6l/7HfyE3WPKIkdownqt1jHOmGUhF/PXrt0V1OvFc9nYD9rMhKWZQBXoKUbwPaRORg4EfAh0CPnYUosYjbrHHMXSJwlG8Fx+/4BzMOrWePGTfR6+BJSKCWwICdRX+1DC5+v0jC0L5E4Y2OI91gKDaVUksqEaurp7OmxlIa6UziXlCFNqrzI1yGeIkd7VRVFZEpWDONu0TkgkILViqOqn2cF9tO67IslxMsAo9Nq7OV0VXcN+Q4ZnfeEVvf9p9X2P7GEwyc/CP8dflvL+mVRM2dILnD3JRkN5SCSgzgeL96Ov48zjCccWarBhjTcQ9rct9lxniZcWwXkSuB84AnRcSPXcG2J7K+uZ0RoXkM77BeEbVOlPuVDc4IY4b/GVZX7wxSi4ba0Ui4S+huqUg0k0jlMHeXZC9VIpJh16KSAjgWV1/GmhpLaeQyw4h//rwYHc3wjnkcFLq3ZL+HlxnHNKxw3K+r6sciMhSrM2CPJD7pZ99Q1yKH7oc+ZH4xONuvqZlu5YSMnkf9gccgImhnmI0Lf0nfw8+gpvGArOTPlabmdq5a8DbPrtzI+uZ2+gYDBPxCOJJcY5ocEEOxmDlppKdeG6XGS1h/KtwD1KjCPqHuxVb9PilZfblUrWOfBv4GPKWq/+0sV9W19GAfx8xJI1O2exzhOoFuJZLJBRLvRHfCeDu3fkLo0zVEO9oykjnfuKNQmtvDBHxCv7oAzW3hpHHtlWhCMFQezuDEiaoqN9xhtZkqDbeycBKNUxGJavmVVQcuALYA14jImyJym4hMEZFeRZKt7HFMWiu1MStTljMiqZcwq6unExiwJ43fuJ3giEMBaHnr77SseLbkzvNwVKmrrmLNnFNoTDI1riQTgqFycYeG+8soJOmp6pmsqZneJTDGK+5nh2MiT6c0Sk2qzPGPgXuAe0TEh9XU6STgRyLSDvxdVfPS0KmcyCZa6KTQTstdNrMQt/mqo9rHqND9qCqt/3oBfH7qDzwmY5nyjTOjSGQqMCXZDcWgXENxszVLOeJ7mV2UG54q8tm1ql62X1eLyEBgUiEFKxW5mlycCyBTBeJsU0OU1dXTGRGax+CvXks01I6IEGnbSsvbz9Bn/GTEX/zYBGdG4TYVmIRAQ6bkkkxabqG49wWu5yif1Uwp0xmG8zcXhVHKku9eEgCHA98D9nZvr6qTCyhXychXRcx4BZLN7GO9NjDBZ1XfbXt3Mc0v3EdwxHiqB+1d9KKJE0cNiv0/dVyjURSGbqRTComSSWc+vJxrn1hBc1s4rSIpJz9aNrOMfM8wzjh0z5z3kS2Szn4uIsuBu4C3gViV3ERtZcuF8ePH65IlS7L67IKlTSmd49mQy8jEfZGFNzcR6G/dVB/P/ykdHyyj19gTi1I00S/CTV892CgMQ0IWLG1i5sPLCUd3Pk8CPmHuWTuvmQlzFqUdlAmw7+B6Vm9sI6KKX4QjRvRjxfrtNLeXruOdm2yVRr5NUv3qAiy9+oS87U9E3lDV8V629WKq2qGqv81Rpl2aGeGfAHYikL0sE/OVY7oK9G8sWdHEiCozH14OmFIjhu5cs3BFF6UBVlDFNQtXxK4XLzMGhS5VbCOqLF61Oa+yZsub1V+nn1jfwavScMbl90WOY3bnRXmVp2xbx9r8RkRmi8iRInKI88rHwUXkRBF5V0TeF5FZCdZfKCIbRWSZ/Sp4cadCltLY147CyiT6yhnZrKmZzn2B63e2trX9HFJVQ/2Bx9B46d0Fk9vBeRAYDPEkmw24l1dy5N3q6un0k3bPM434SKl8K41EbNiwgaOPPpqPP/644MfyojjGABcDc4Cb7NeNuR7YzkC/BStS60DgHBE5MMGm81V1rP26M9fjpqMYdtQRoa4hvOlw171a2/87VmvbSCf4A2hnCESK1hyqXMwFhspj5qSRBAP+9BuWGZmaptwKI5VpqrNlMx/Pm0WkZUtWcsX7xn/2s5/x0ksvcd1112W1v0zwojhOA0ao6tGqOtF+HZuHYx8GvK+qq1U1hNXffEoe9psTxRoVnRSam/Xs47j2f9Br3Ensfv5N+OobaFv1etFzPRYsbWLCnEUMn/UkE+YsMiVHdnH61SWO9HMvnzqukRtOH0NjQxABGoLlXblosu+ljJSGcy9HPPoy3M3d0u87SrSjDe20Bm7R0A5a1q3kf597h2AwiIhw2223EY1Gue222xARgsHCPcu8+DiWAw3Ap3k+diPgbtv1EVauSDxniMiXgPeAy1U1YasvEbkEuARg6NChWQtV7JIGI0LzLNsp3mynO4smvsSI0GUMmPRtpKoGKVIylE+sNp2PvtFkSq0bYpFUieztAb8w+9TRXZbFR+Tls+VrPnmn+gLqJZzxLMOLwkjmp0SEwWdcTXCfz9O59RM+fuDH9Dv2G9SP+iLhTevYcPe3GTj5x9QfcBSdW9bz8f0/5HpaWb16NV/72td4+umnAairq+O0007jxhtzNgwlxcuMYzdgpYg8LSILnVcejp3olMQPm58Ahqnq54BngKQNdlX1DlUdr6rjBw0alGyztEwd18gZhzYWtT/KIaG7Mpp9uP0eZ4/sJDh8HFCc8uxRhQdeWWtKrRti4bXuSCnnvmlsCDL3zPRReOP37k/AVz4Z4GCZpgqlNFSVIZfeRXD/L8SWSVUNwZETCAwagUY6rWXVQWqHjcPfqz8A/t4D6DfxIqoHDwOgqmF3Bp95DW0NI9hjjz0YOnQoIkJtbS07duygT58+7L777pl98QzwMuOYXaBjfwTs5Xq/J7DevYGqfuZ6+wfglwWSpQvPrtxYkl7DI0LzPOd9OOt/E7iVa/SP7Pf6NFrf+T92O/t6xO8przNrkv025Vg7yOCNbBLzEiXkKZbSWDzLmzV77tPvdovGKiWZmqYAVmpjl+oRydjy/L10blnPoKlX2i0UdjZ38wf7MHjqlbFt/cE+DDz5+zvf1/aiz2Gnx977auoI7jM+VgJo06ZNfOtb3+KSSy7hjjvuYMOGDd6+cJZ4aR1bqHyN14H97ATDJuBsrCq8MURkD1V1foEJcau1AAAgAElEQVTJwL8LJEsXSploNCI0j6eqZzIKy2fgRYH0o51b6//A12oOIhregd9fmnJigvUAMuaqyiLbLo+59Gpxt38tF7LxZ6SaZagqoQ3vUb3H/ogIvpp6fME+aDRCpK2ZXuNOovfYE9m+7G9EWrNzkDulfh577LHYsltuuSWrfWWClwTA7ewcZFZj9eJoVdU+OR9c5GTgZsAP3K2q14vIdcASVV0oIjdgKYxOYDPwLVVdmW6/uSQAAoy99u9lET2U6YUcjSr7hB8svGApyGS0aSgPkiXmpTuX4677e9pcgmDAzw2nj+nm13jglbUlmdUnI99KA6D13y+waeGv2O2cG6gdOiZPknblgzmn5G1fmSQApvVxqGpvVe1jv2qBM4Df5yqkve+/qur+qrqPql5vL7taVRfa/1+pqqNV9WA7miut0sgH5VJ0c0QoM7+Hzye81nk2W56/p4vzrZg4/TwMlUOymUO6mbeX6zLe97VgaVPFKg3nXtyiwYRKQyNhtr32OO2rXgcguO/h9D/xu1TvsX8hxC4pGVfJUtUFQI8eUpYyIzOeTJXHyx9FaH/tETrWl85Rff8razn3Dy+X7PiGzEgWgp4uNH2rx1l5U3N7LFx77tPvlo3SuLbqblbXZKY0hnfM45DQXV3XOYM08bF92V9pX21ZO3yBGnofPAlfoKYQ4pc0nDmt4hCR012vM0VkDsn9oxVPOY6WM0kYnDIqwH++24v1+/yiOMIlYfGqzSa3o0JIlJjnpVR+JjlPTnvhcvFpvFN9ATP8z+DLQGkM3fz7bgl7W/85n/V3fxeNRhCfn91n/Jr+x3+rwNJbjB7SuyjHSYSXGceprtckYDtlkKhXKB58NWGaSMnJJGFw7wYfIjB/07RYwlApMOG5lUF8Yl5jQ7CbXyIRmWSCt4cjZVOuJpNwW7c/w0nY2/TUb4iGdgAQGDyc4IhDrQoOWNFPxeKfJRycpXWOVyK5OMeHzXoyr7I0NgRjIY4TRw3i2ZUbcx51ebHJvrspwoG3tvKzY2q447BHczpetgiwJo/OO0Nx8BKa646K8osQUaWxIUhzW4jWUPn0zIgnGyd41S/aE/oMC11Y1Av5DEbJi3NcRK4Skf4p1h8rIl/JRsByJp/tKP0iXW6+n08dw+JZx3LztLE5JT158XuMHOjnj1Nq+c5h1V2aShWTSi5qt6viTupTdobmuke28Yl/EdWYaautBymNqD3T6HfCtywHt/NBfxV1B3ypKIVF01Gq1IGkMw4RmQL8CNgBvAlsBGqB/YCxWJncv1DVjcUR1Tu5zDgKWQKhvtrP9aeNyVv8utcbIRJVwhEYFSluqO7N08aanI4KI1XPDGdm4fyNpyEYoL6mKunn66v9JZuNZBI5BV2T+j599Do61r9LtG0b+Ksg0lm0PjjpKLsZh6r+WVUnAJcCK7ByLbYB9wOHqerl5ag0cuXnU8cwYZ+kE62k1AV8sSzOZLSGIsx8ZHneHIReZh4dncrEe9v46bMdRZ15BAM+5j79rimCWGGkGsE6yiJZr+/m9jB11cndpqHO8lcaqrDnhrmMn98vlpQ34KTvU9N4AL3GncQeM26i17iTiLQ1F0Hy1AikDWAoFF7yOP6jqveo6g2qerOqPq2q5REaUSAeuPhIzjsis0KJ7eEoMyeNTGvqCkfy61NKpzxqqoQj9vQzZjdfrL7VZN9LeZUhEaGIpjR3GMqTXM2L7iZM8YSjSVcVjEyURjSqsfyMHR+tILTxQwD8dX0ZfPpVDDjhMqoHj2DACZcx+LSfFFr0tOw7uL5kM3rjHE/BgqVNXLNwRVlkkafj/erp+DOw3xaiI1k6TFZ5+bNgaROXz1/WI+LtM1EaV/x9B3/oOJ4BJ1ihtNoZRqrKu+y7X4RVN5yct/3lNXN8V2bquEaWzT6Bm6eNLXoDmrr4Li1p2Dc0jy0aTGm2evRfYa57vgMRmOF/hvsC1+coZWaUsgaYwRtTxzXuMkqjo1Njs/U7O09CRGIVpstdaUByk2Ex8JIAmLnBv4eRqApooWhsCHLztLFUV2WuqA4J3RVLFEzEojWd/OW9MB2dGusoWEzlYaKsyhd3Y658RhaWAi9K44UPO9nr1y28/UnEipw69hv0P/7SovW1yQelPE9ehrWvisjDInKyVNKvmkeKNVIOBvwMGxDk8vnLsjaPnRSay32R44gm8HvceEItiy+qp6bKOo2O8ri2qvBhhV4ykQ2lIT4Et5Qj2VxJpTQiUWVjq+VoGT3IzxeH+jmp02p2VImPtnMO3yv9RgXCi+LYH7gDOB94X0R+ISI9r2pXCgo5UhYhlq17xqGN/HPV5pxNBbM7L2JEgizzYEAI+IX2sPL4v8Ox48/wP1NQ5eE1E9mQX7y29y3mjLqQxCuNDdujHH1PKx+3RFFVjr2vjfMeb0cV+tUKb05ZQGBg6R6+uRAM+Pj51MJU3PWCl6gqVdV/qOo5wDeAC4DXROR5ETmy4BKWAYlKKzjjk4ZggJwamKmVXT1z0kgeeDW/VUOTRVzd9HKIMx5q573PrIdFIZWH4xA3SqO4eEnkc+gJvqdEM42fvdDBix9GuPa5DkSEiw8JcPEh1V2ipyqVMw7ds6TH9+LjGCAi3xeRJcAPge8CA4ErgMr+9T2SqJbPr6eN5eZpY6mvqSKqifvgemFIQ5AFS5uY+fByTxVwMyWR8vh/R1az6II69h+wUxk6yiPfobrlUtRuVyPRLCJZe99K9z3FK43g9duQa7dx25IwCtz+Rhi5dhsXP7GD00cFSt6zJh/8ZXlhO/ylw4up6mWgDzBVVU9R1cdUtVNVlwC3F1a80hE/zQdYPOtY1sw5JRZS6i67oFh2/JunjeWDOaekTQaEnXb/QrfPjFcedQHhmGFW80fH5gvWjXdz1a15PXalO1orlUx6bGRSrLDcSDTTeOvSeqYfVBWzBASrYPqYKlZ9t1fFzzQcmtvDJc2L8qI4rlLVn6nqR84CETkLQFWL0gO82HiZ5qcb0aW7Gf0iMbt/MUbliWYeL63tZNhvWvj7qs7YMhHymmFeyY7WSiaTHhvOjDqb/g6Zho3nk0RKY/azO/jKg+0EA9bC2iroiECfauEL1X8qkaSFoZTVp72c9VkJll2ZYFmPwcs0P92ILtXNGAz4uemrBxfd7h+vPMYP8XPhwQEOGuyLORI/aY3mVXl4mXkZ8k82PTY6OjNP7W4vRTo4yaOnjhlWxZSRVWxqUy49NMDLF9XzzUMC3LvdU15bRVFK31RVshUichJwMtAoIr91reqD1QO8x+Jlmj+kIZhwpuAe0U0d18jUcY2eylQXixGheTGlUFsl3HKKJe9lT7bz0toI1z3fwa32stXV03Oa2gf8YkJwS4RzfXm97rKNrCrFfNKtNKKq/GpxiN7VwrcPq2bi8ComDrcea84g6a/HPc7gEshZaErpm0qqOID1wBJgMvCGa/l24PJCClVqvCiFmZNGcuVjb3e52eJHdPEK49dJqsUmqzZaKEaE5rGmxlIeweu3scM1DLhtSZjbloSprYK2/+qTk/IIR5Rrn7Ca95ioquLjDFzSUU6d+dIRP9MQ4J/rIvQLCpepxvIx3A2YeiqlHJSlqo67XFXvBfZR1Xtdr8dUdUuyz/UEvEzz03VNyyQcMptEnpvtqK5sTUHfD1+GKqz+Xi+mjd45fqirgnPHVLHm+71iN2guZqstbWFmPrw8qSPPa66BoTA412kl4FYaD68Is7E1iojw0FlB7plSW3FKI5ewkf1KWOAQUjdyesj+d6mIvBX/ysfBReREEXlXRN4XkW6+FBGpEZH59vpXRWRYPo6bDq+tNKeOa+wSaeVen0k45M+njuG8I4bGIpD8Ipx3xNCkSqEhGIiNJhfPOjarC3Bh9IvcFzmO3Xv56Fcr+MRyJO6IQJ8aYfde1qWRD+URjmrCtqGZKFdDYaiU5L9VLqXxYXOU8x5v5+ZXrHattVVScUoDoKEu+3pYbaHS+JYcUpmqvm//LUiXPxHxA7cAxwMfAa+LyEJV/Zdrs68DW1R1XxE5G/glMK0Q8sTjdZqfjEzCIcFSHvGZoM6DNd4cds3k0V22S2ZaS8fszosYLhv4pPV1Lj00wCWHVvOz53fwYXPXi9IxC+RitkpUQiWVcjWmreJQCcl/71VPxyfw0bYoe/X1sXeDj+cuqOPzjV2tApWkNPwiNLdlX3W71OctlanKyTA5HehU1Q/drzwc+zDgfVVdraoh4E/AlLhtpgD32v8/Any5UuplZRIOmQwvM58FS5to7cg+VmFG+CfcedYAfn9ykMH1wp/fi3DgoO5hxPmYecSbpDJVrob8U+7Jf29Wf52AwMJ3w4z4bQsvrbWu9SP3qqLKVbKhkpQGWGHqufz2PpGSzsxTzTgc+gB/F5HNWA/3R1T1kzwcuxFY53r/EXB4sm1UtVNEtgIDgE3xOxORS4BLAIYOzawJUyHw4jz3QrKZTz57hRwSuouV1eexey94fFqQo/dOfFnkOvNwZkWOSaqhLsCWBKOucn+YlRtOEEZTc3ss0KIxRRSVO2ijbzBAwC95bzCWD+4LXE8DbYgIXx5RxQ+PrObg3boPaipNaTi0dnR2++0FK1KtIRhIeW9HVGO+qVLMzr3UqrpWVUcD3waGAM+LyDN5OHaimUP81etlG2uh6h2qOl5Vxw8aNChn4XLFq58kGxwTVrILS4B+dQEE8JqfNSp0PxGFU/YL0LtmZ1+CbvvOw8wDLJPUjnAk41wDQ1fcfiLYmXCZzF8U71dqbg+DljaRLxGTfS+x5u2lnDSvjc6o0qtauOG4WnrXdH0kVKrSgJ2/vXOvOqWMPphzCstmn5A28CWZz7QYeJlxOHwKfAx8BnkJi/4IcIcT7YkVApxom49EpAroC2zOw7GLQq5+kmSkc2gqsCMc5dfTxgIw8+Hlnkqa7GvneKzbGuXsR9u59pgajt+n+yWSD58HWMlj5x0xlGdXbiyLHJdKJNW14PYXuWcl8YSjWtCSN17pbNnMpoW/YtDkH/ObAbcyzydEorC9A/oleIZWstJwCEeVuuoqll59Qrd1iawW8ZTKrJtWcYjIt7Ac0oOw/AwXxzmws+V1YD8RGQ40AWcD8cPYhVjVeF8GzgQWaQX1ui1U4p+Xi8U9GsnkoTAiNI9/1Z2DAG3h5J/Ll/J4duXGWO2vqxa8zRUPLecH85fhF+Gcw/cqaenoYhBvNhKB5raw5+sl3bWwvrk9YZBFObJ18YN0rFvBQX+7EM6t59zPBThnTBW+BG7NUisNx6TUmGVgihvnHCV7ViRT+FA6s66XGcfewA9UdVk+D2z7LL4DPA34gbtVdYWIXAcsUdWFwF3A/4rI+1gzjbPzKUMhib9ZHdMB5G6T9BpFle1o5MDog6y68Bx8aerF50N5ODJeteBt7n9lbWx5RDX2vqcqj/hrxG169Hq9pLsWhjQEyz7kdu2Np6GRnd/9b6si+K7bRm0VtP+kT7ftS6004v1H+1z515wSePsGA0mfFW4cZeVQSrOueB3Ai8hgoNZ5r6prU2xeUsaPH69LliwpqQwT5ixKeEM7/SlywesI0rGRZjsiWhU4h8dWdnLSflX0qk6uRHK5kZ3fI9nN5xdh1Q0np91POZV1SUcqs1E8ya4X9z7iHygOwYCfG04fw+Xzl5V1H/H2NW/S8tbf2fHuS0TVqmZ7+gFV3HhCbSyfyKHUSqNfXaCbWencP7zM4lXZWdCDAT+1AV/CIJGGYICOzmiX+9w908n3NS4ib6iqp6JeXvpxnCoi/wHWAM8DHwBP5SThLkAhQ03jHe8NdmSMG2c0ksuIZK+Pruerj7Rz55uhlNtl6zB3j5iSjdi8jOQqKZEw3pmdjkTXy4KlTcx8ZHmXkv7xCHDGoZaPrZyj1Dq3fcqnj1zHyOZ/Aq5qtq4kVDel9mkkuhw/+Cy7e9oJmEmkNMCagcYPDh2lUermaF5CKX4OHAG8p6rDgS8DiwsqVQ8gH3kcqXBnrS+bfQJzzzw4YQTX1HGN1Fdn12uhercRDD77er49vjptkylHebyXRnnUV/sTRpmlsoqNu+7vKZVAJln6pSZTs1Gi6+XaJ1akDZ9VLP8RwMRRpY8yjCcash62VX0Gc++pVQzp7ePSQwO88vV6Lj00wMct3b+fKvyg87Jii9qFrQkiGbMZDDYEA7GHf6Y9a8ohz8mLjyOsqp+JiE9EfKr6rIj0yD4c+SRfeRxeSRXB1RrK3r4d3Ptg9ut8kP9wDlV+6VbG2o0IBLCStg4J3ZVwm7ZQJGGxx5oqX9IS3Vvawgnt/elMPqW+wRKZzzKRKdn1kmyEGo9zLEeBlAttq17ns7/8N7uf+yvWDfkxcnA1M8ZWx9Y7FZvdqMJKbWRh9IvFFLUbiRR5NpUb3P6sTP0j5TCD9DLjaBaRXsALwAMi8ht6eFn1fFDIPI5MWLC0KadiagChT1ZR9/s63lgf8TTz6Cft3Be4PuF6xRp1xxc3TNfXIX4G4cXkU8obLJn5LFV9ooZgIBbT3xAMUBvwcfn8ZVkXf3S+f6kVaDw1u+1L7YhDeK33zIQ9NeJRhVYNcFJobnEETIJAt+rXji8zl3ssk0Kl5ZLn5GXGMQVoxyqlfi5WLsV1hRSqp1CoPI5MmPv0uzk7RqsadqeqYQ9ODc2gSa8BUt/sInCUbwWTfS8lHCE6D1F3FIkX3A/AdCafUt9gycxnNVU+ggF/t5loosrKySLy6gI+2jw0UHK+f7IM/WLS+q/n2fHhcvqf+F38vfqx/YyliPg8KY2wwkGhe1NvWATOPWJo0nOkdHVcTxw1iGdXbkx6bfdzDSC85GtAYRzi2ZJScdiFCP+sqscBUXbWjTJUCPkYbfpq6tnt7J8DXRtBpVMeN1fdysJQd8UhkFV4qHsGkep7lcMNlky+5vYwDcFAl+/fHo7wg/nLuPaJFcw+dXRSpXPFQ8u5fL63qHingvJVC94uudIA6Ny2kfCmtWionTW9v+F5phFV2L8MEvzqAr4uYeGJzpHbce3gBDK4fVIBvzD71J2FSuPzNRKF3ZbCWpGKlKYqVY0AbSLSt0jyGPJMMnNNY0MwpUM6EdoZYvubf2F4+73d+pcnIlmkVTYzIMEaeTtmm1Tfa+akkcx9+t2S9vhIJp+QuFIw2L1LXNFS8URUUdL/fk4F5QVLm3jgldJFzbevep0dH/0bgD6HncZu5/6SDzJQGqqwTx6VRr+6AOcdkXkdO5/AL07/XOx9qsZX8QOGqeMauwWuzD2ze9toJ9jlgzmn8GtXnx2/SMxMW05RgmnzOOy+HEcA/wBaneWq+r3CipY95ZDHUS4kK81+w+ljuPKxtzLqGd2++g0+fXg2g077CXX7H5m077ObQsTdBwN+zji0kUffaOr2vRItL2Tsezxe8ivSUeyOkIVAI2HW33kZgYF7MfiMq4HkfcK7fTZP10y/ukDCLPx0eRd+nxCJdp0hOA/7dDlU+cjTgtT3baGu30zyOLwojgsSLbe7A5YlRnF0JVly3LBZT2a0H1Ul9MkqanbfN7asVMqjIRjgmsmju32vdIl1hbz58lnao1wr1qYj9MkqAoOGIT4/4c1NVPUZhFRVF11pAHww55Ruy7I9R45CSJbYC/m9tgqZQJyMTBRHWud4OSsIgzfy5aQXkZjSiIY78AVqPPk88lXXyo1j7om/idL5AArZKCqvpT1054jZVyEzkNAnq9lw7+X0+/LF9Dn0VAL9rd+4FEoDYPisJxPWfcrmHDkmqFS+NSfhMh+Ue6+aVK1jp4jIt13vXxWR1fbrzOKIZygUudhL21e9TtNtXyO8xer15eVGz1c5djeJEvy8hOAW6ubL537DUWWLbWbJpid9Mehs2czH82YRbv4YgMDg4fQ//lJ6HfTl2DalUhpAwioCqc5RMODvEu3kxrmuUl1fj77RlLMfwgnxTTZMKIccDkjtHP8RVnVahxrg88AxwLcKKJOhCOSSVR3YbR9q9z4Y8e28fO6LHOc5uzxfyiPRQ2DmpJHdenzEU6ibrxD7bWpu59E3mrLO/i8kVjXbd1h/17eJtGxBROg97mR8NXVAaZWGG3cOUKpz1B628pSSle+B1NdXrtUK0uUmlTrE3E0qxVGtqu4OfS+p6md2ccP6AstlKADupLtcSkFX9erPoCk/pqrvbrFlszsvYqU2FlV5xD8EHF9OezgSK+MQ/8wq5M3nRWllQ3s4QsDvK8i+s2Htjafx4S+/Qssyu2RdZwcf3XI+a288LbZNuSgNB2eQke4cNbeHiUS0S3Mlt9/CSexNd5xsSGVGK1UCcTJSKY5+7jeq+h3X2/IrfmNISXwmcz6ItG5h68sPoWpFZp0UmssWDRZNecRn8cZ3wgsG/Jx7xNCiZe9PHdfIIUMLE7m+tT0cq0RQanb/2m+p3mP/mFaQqhrqDzyGxkvvBspPacDOQUZ8RYdEIkaBHeEIa+ackrCY4NRxjUnPQy6zzmRKR6DkRQ3jSaU4XhWRi+MXisg3gdcKJ5KhEBSiJ0P7mjdpfukBQp+sji07JHQXHeorivJ4eMlaxl77d4bNepIfzF+WMGnOaRTlPASALqVO8h0b/8rqLXndn4NPxHPyX6FpW/kSoQ3/sZwI/gDaGUKqg/h79StLpeGeZcZHGCa7TNvD0ZTXRqKZS66z2UIXRs0nqaKqLgcWiMh04E172aFYvo6phRbMkF8K4RCuHz2RmsYDCfTbo8vyUaH7ea96OgHSZ5dD9tFWXnoguL93IZtrORQq+sndS7zU9D3yq+xY+xaBAXvRe+yJbF/2NyKtW8pOaQh0iapKdP5TkSr6zh2lla8eMMUujJoLSRWHqn4KfEFEjgWc/PgnVXVRUSQz5JVsKnimQ8QXUxrRHS34anvF1u0fmsf71dPxU1jlkQ73aC1V+fV8KY6ekLyXiMiOFpqfvZuGiRfhr+3F7ufcEFs34ITLyk5pJMp3yHTWnW6wle9adIVQRoXCSx7HIsAoiwrHayG1bNi+7Cman7uHIRffjr9+p2ts39A8VlVPx0dplIe7TMnEUYOKUn79iBH9su4GV86EP1lN68oXqR99DP6hn+uyrtRKI1HRyESj9EzPcylMROVQGNULXsqqG3oAbqdgvqkd+jnqD/oy+LvHwO8Tmue5rlU+Q3Xd5T6amtu79DOPJ58PiH9t2J63fZUDTmWJ2r0/R+Old1NbZkqjX13Ac/uCZOc5GPAVNfquJ+C553glYUqOpGb4rCeL3oO6WA8Yv0+orfJ5bl7ltUyEl57mC5Y28YMycWDng8iOFjY+ch19J5xNcPgh3dYX4pw2NgRpC3V6qujrriHlhVT1n5Z8uJkHX11HRBW/COccvleXari7AnntOW7oeRRqCh7a+AHNLz6QcN2IIs08IlHNqOOhV6Xhpaf5zId7jtIAIBpBo50Q7f57FmogMGxAkJYdifvETdinf9oqs6lI1lwNrKxvxzcVUc1LFng+iW98VmrZUpUc2S4i2xK8tovItlwOKiL9ReQfIvIf+2+/JNtFRGSZ/VqYaBtD5iQLJTzviKE0BJN3qEvHjjVvsv3NJ+jctinh+mIpD6947fXstad5BoWGy5poRxuqUfx1fdn9/BsJ7vP5LusLOXtcvGoz4Wj3C6QhGOCs8ZmXRI/HKV/uztEo9571XgcuxaQkpioR+RWwWVXniMgsoJ+q/jjBdi2q2qv7HlJjTFXpSWV6WbC0iSseWp5xdJB2homGd+AP9k65XSYPHrDKmczuvCgjWbzixVSVyrTX2BCM/YblECqbK9FwB5888COqh4xkwAmXdVtfSp9Gus6J2ZLs/AqwJkGF3WJTrEq5ea2O69rpYKDWeW+XHsmWKVg1r8DqKvgc0E1xGApHougNtzLpGwzQGurMqLS3VAXwVwXs8uur2bLoDwya/GP8vbpOKEdkGG01w/8MZ/ieL0j7UC/huKmUgrO8JygNAKmqJrjfEV1K5zuUUmk4DY3c5CuUOtn5LZfEu3KslJvWxyEik0XkP8Aa4HngA+CpHI+7m6puALD/Dk6yXa2ILBGRV0TEJB0WkPjpcHN7OLsuREDzc3/k4/tn0rFuBc2LEz889gnNI+LBbAXWg6pewgUzXaV76M+cNJJApu0SK4zIjhY6t32KiNAw4ZyimqfSEQz4k85+8/HwLEQWeD4px4xyLzOOn2F1AHxGVceJyETgnHQfEpFngN0TrPpJBvINVdX1IjICWCQib6vqqiTHuwS4BGDo0Nxtobsaiey84ahm3MVu7Y2noZGdETEty56iZdlTiD/A0B8+3mXbfUPzWFl9HjVE0z6QCpko6Pg6EpnvwPptEtndexKbFsyhc/smhnz9FsTX9SFa6pnGDaePSdqgKx8Pz3JPvCvHjHIvHQCXqOp4EVkOjFPVqIi8pqqHZX1QkXeBY1R1g4jsATynqil/BRG5B/iLqj6Sbv/Gx5E5+QrR7WzZzJZFd9G28gXrKeIPULffEfT/8iXdTFYOi6svY4g0p30wQeHyAW6eNrbbzRnwCQgV2YkvUzo+fp9oazPBfXaauK+tupvz/c9YxQBLNNNwfBilaKVaTngJB8+VfLeOfQarNtUNwEDgU+DzqvqFHAScC3zmco73V9UfxW3TD2hT1Q4RGQi8DExR1X+l279RHJmTzAGXTQmNz56+hZZlfwN/FUTC+Pvuxp6X3pXyM6V8SDUEA2zf0dkjS4WkIrKjhY61b1G3f/db+b3q6QQ8zDIgf+ejIRigvqYq5mMToUvPcCjfWUFPIN95HFOAdqyih38DVgGnZi8eAHOA423fyfH2e0RkvIjcaW9zALDEnuk8C8zxojQM2ZHMznvO4Xtl3Aci0tZMr3EnsceMmwjuezhVDZbFUqMRkg1UZndexIiO0oTrbu/Y9ZQGWI2YNj1xI53bP+uyfHUJlAZYx5s5aSS/njaW1g4rCdAJP5358HKAbqG0htJgMscNMZJNh+OXD7aqUfMAAB14SURBVBsQzKoe05ZFdxHe+jGDpszqZkd3U07hul5wRsqVFlkVDXcQ+mQ1tXseEFvm9beHwpmnBKUtQVJMQzDAstknxN4Xw3yzK5FvU9V2dvpHq4EA0KqqfXKSsoAYxVE4EtmavbLttcfp3LaR/sddknbbTB9gUbUitUqBAL+eNrbsy410tmxm44JfEBi4NwOO+yZSVd1lfSX85h/YeRW7us+jEOTVVKWqvVW1j/2qBc4Afp+rkIbKJJeGUH0OOy2mNMJb1rP11Udj3QPj8ZplDtaDzleETPNk1AZ8sb4e5czWxQ8SanqX1rf+QeiTncGJ9wWuZ01NZkpjvTaUTFGD92x+Q2HwnADooKoLbIe2YRckX0lHre8sYvubf6H+wGOo6j0g4TYjQvNiyqCU4brpaC/zWiMf3ngauEKkUeXj+2ci/gCd/xXMSGEAfD98GQujXyyMsFiyJBow9KvbWQ6nHJPidiXSKg4ROd311geMJ+vUMEMl4rYl+/LUqKjvF8+l1+eOjymN0Ka1VA/snn+TjfJYUzOdldrISaG5OcvZE+hz2Glse/khnGLzUlVD3f5H8t6kJSX1ZyQKdw4G/JxxaCPzX1/XZXnAL8w+dXTsfblne/d0vERVnep6TQK2Y0VaGXYB4jPK8xV9JCJU9d0NgLb3/smGu75N+weJfQQjQvOIZmC2EoFR0lQy01Wp6dy+iY0Lf0XHests0/vgE6lx+mj4AxDp4PzgYvbo7SuZ0mhsCDL3rIOZe+bB3arV/nzqmG7L4yvhlnu2d0/HSwfArxVDEEN5ksyn4RchqsqQDPonJKN22CE0HH0BtUOtEteqisQ90fYJzeO+wPUc5VsBlLfpqhRE2rYSbd9OYMCe+Krr6PjoX3Tuexg1Q0ZS1Xcwvtp6eo07iRfGP88flsLHLVoSpZGoh0YiZ3a6Tnjlnu3d00kaVSUivyOFSUpVv1cooXLFRFXlDy+VQ/PZGCoaaufT+T+l7xfO7pLF7CbT6B+AsFp90Hsiqsr6O79FVe8B7Hb29dayaCTr0iE795uZ0kiXLNqvLsDsU0ebh3uZkq/quM6TdwJwIDDffn8W8Eb24hkqiWS25L7BABPmLMqr3wMguqMV1QgSqE66TTZ+jwA9a/bRuvIlWt/5PwadcTUiQv8vX4zfFWTgVhqrqqfj1GjMRNm+GB3NjLC30nIC3PTVgwGShmvvCEdZ8uFmM0voAST1cajqvap6L7AfMFFVf6eqvwO+DIwtloCG0pLIlhzwCa2hzrz7PQCq+gxk9/NvivW2bv33i4Q3N9HZspmP580i0rIFyCxcF3b6PtbUTOf9CvB9xH9fVWXHRyuIhndY7ztDRNu3E23bCkBwxKFUDxrWbT+rbaWRqRN8eMc8z0oDLNOEY1664fQxCZtktYcjPPDK2rJqSGTIDi/O8SGAuzNPL3uZYRcgUbvNXrVVCQv/5avwuIh1WUbDHWxZ9AeaX7yfrYsf7FamfURoHiu1MaN8DxHwlzDnwyvx37ejaSWfPPBj2la+BED96Insfv6N+OsbEn5+dfX0jHIzIDd/RqMrmmnquEaiSU5I/FKTe1GZeMnjmAMsFZFn7fdHA9cUTCJD2RHvqBw+68mE2+U7RtsXqCHSvp22lS/GlsWXaXdCbr2artzbrKmZXpBKu7mQrCw9/gADT51JcN/DAboFDzi8U30B9RK2t/F2TOcZ36qBrJtlTRw1qMv7TDoimtyLysNL5vgfgcOBx+3XkbYJy7CLUsxY+cZL76LugKNdT0Gh7oCjabz07i7bZWu6csxX5TIDGfKN27p+X5+f+gOPYc9L76b+wKPxVdcm/Ny1VXezumY69RLOapYxvGNeTh0Wn125scv7RCbOZCKZ3IvKI6niEJFR9t9DsExT6+zXEHuZYRclWQy9O7M3X1T16o+vps6azviqAMVXU5ewt8eI0DzuixznOecDuiuQVSVUIC0rnmXD//4Q8VdZ39cfgGgUqQ4m7WUC1mxrhv+ZmC/DK/kMtY2fNSQycZ57xFCTe9FDSBWOe4eqXuIyUblRVc1fl/Q8Y8JxC0+ybnmFKPT36ePX46/vR++xJ7J92d+ItG6hz6GT2f7mXxhw0vfw1dR3+0ymoacOzu1QLBNWNNwBkTC+2l6EP1vH1pcfItK+naq+g7t838GndXVUT/a9xM1Vt8a+X6YKA/JbVdgvwk1fPThthJSpaFu+5LU6biViFEfpGH3132gNZVcEMRO2L/sb2994gt3PvxFfdWJTh9NZEMpTgWhnmPV3Xkrt8EMYMOnbnj6zsvo8asSqjZXpd4L8zDKStRM21Wkrm7xWxxWRs0Skt/3/VSLymIiMy1VIQ8+krQhKA6D32BPZ48Lf4KsOotEILW//X7dKuxNCtzLc1RwqkzFSvAlrTc103qm+IGe5VTVWmVaqAvQeP4X6A76U9nNOlFSNRLOeSalaBQpzURrBgJ9zjxiaNNzWREjtGniJqvqpqj4sIl/EqlV1I3A7lsPcYIixYGlTXpMB0yF+6/Jte3cxn/311/jrGwiOOLTbds6DMpPIq9gxXNvWE2ZNjbWPLRrkkFDqdriJ2L5kIVuevYshF91CYOBe9Bk/Oem2jrktkSxecU5FvnpnODOKB15Zm3C9iZDaNfCiOJwh5CnAbar6ZxG5pnAiGSoRpxhiKVqw1o06it3qG2JJg5H27fiDvbttNyI0zzL1kJ2px719P9pjSiSd6Se08QPEV0VgwJ7UHzQRqa6lqn/3VKh4RZGNjA6FMLU1BAMxM5SpTrtr40VxNInI/wDHAb8UkRq8JQ4adiFyafCUKyISUxqd2zay4Z7v03DUefQed3K3bUeF7ge6JgBm83CO/4yjRNyowvC2e/jkwf+idq+DGHTaf+EP9uHTz9+LTxKHvmarKNzHdP7muwT6Vw7eI1Zmpm8wQMAv3UqimwipXQMviuOrwInAjaraLCJ7ADMLK5ah0igXE4Uv2Jv6A4+mdljqqjjx5ivI/qEtAhu2Rzn70Xbmnxmkygd/eqeTy8YH+KD+Qp4/q5Mxu71N/5rcj5WMQjrzGxuCTBw1iEffaIoNDprbwwR8Qr+6AM1tYRMhtYvhpax6m4h8CnwR+A/Qaf81GGJkkilcSHyBWvof983Y+y3P3UP17vtSPypxx7p8KZCfvdDBS2sjXPd8BwcO8vP9v+3gmGF+Dhrs55jhGTfa9Eyho78EWDzrWCbMWdRtRhmOKnXVVSy9+oS8H9dQ3njpADgbq+vfSOCPWIVG78eqmmswAFZSYLKqqKVCO0PsWPsWRCNJFYeD89B9p/oC6tlZ8iOVElFV6n6xnR2dO5fdtiQMhKn2w0GD/Uk/myvFyjdxfBamVavBjRdfxWnAZKAVQFXX07XoYcbYIb4rRCQqIknjhkXkRBF5V0TeN33Oy5v4TOFyQKqq2f3cX9Jw9AwAwp+tI7QpcTSQw0GhexneMa9bGO/G1ij/+WynUjz8zha+89cdrP5eL6YftHP8VVcF546p4sMf9Mr793HLs1IbGd4xL79+DH/XMxcM+Jk4ahBjr/170jpkxhm+a+JlDh1SVRURBRCR7mm6mfMOcDrwP8k2EBE/cAtwPPAR8LqILFTVf+Xh+IYC4C6GOGHOorIwXYl/ZxmUzf+4nfCWDTRecgeR9m1sWvgrBk3+ccJyHjs+fIvdWr9J/YFHAzDogcn0qRGemWFd/ieMqGJEPx979PbRp0bwCVT7YUcE+tQIu/fKPX4kPkBtvTYwIXRrzvtNRF3Axy9O/1yXrO6JowYx/7V1hKOJ1YZxhu+6eFEcD9lRVQ0icjFwEXBnLgdV1X9D8gqfNocB76vqanvbP2H1OjeKowIoR9PVgK9cQWTrJ4i/qkvZ8gGTvk3LO/9Hx7oVDDjJamy5ffnTdDT9O6Y41h51DRKoYXjHaO4LXM91E60WtqrwSavyzUMDXHJINX94M8SGlsxCkpNFMBezcm91lb9bFeQJcxYlVRp+EZMlvgvjxTl+o4gcD2zD8nNcrar/KLhk0IhVVNHhI1IkHYrIJcAlAEOHDi2sZIa0OA+UQtSuypaqXv1Zf/vXE5ct9/mpHjwi1nK137Ffx1ddF9suOHxnXc9uDY6mWH++Wz2T359sNSXKJJ2lHEq7b23v3jM+lf8iqmqUxi6Mp3APW1H8AywTkoicq6oPpPqMiDwD7J5g1U9U9c8eDptoOpKqB/odwB1g1arysH9DgZk6rrGsFAfAkEvv4v+3d/5RVlXXHf98Z3joDKADSqyMImgVY4IKpQjiStUYqCQxaDRKtdXWLFfSZiXmh11QWyVdakhsU9uaFbXGalNrrD9AqzZoxDQVRQVBxR8oKhGHGLCKGsE4DLt/nPPgzvDem7kz896982Z/1nrrnXveved+5907b9+z9zn7vL30R2x98RHoaEdDhtJ82LGMPOH8Ti6rIcNHpW67uDbIQKRUrKLSSDmPbQxuKqVV30vSfElXS5qpwFeAVwhzOypiZieZ2cdLvHpiNCD0MA5MbB8AbOzhsU5OqEaq9b6wM017x3ZoLGDb27tNWz4YaNuyjRkLl3ZaxvWiWRMoNOz+/FZolMc2BjmVehw/Bt4GHgW+SJj0NxT4nJnV4jHyCeBQSeOBNuAsIB+r7Tg9YvGqNn6THKuaEzq2bmH4pJM7pS13dq0BDp0HOiy4+1m2RFfWyOYCl372Y+6mGuRUWo/jGTObGMuNwJvAWDN7r88nlU4F/hkYDWwBVpvZLEljgOvNbHbcbzZwFdAI3GBml/ekfU+rng/yMrLKSUdrSxPL5uV2uR2nSqRJq16px7EzWmZmHZJe7Q+jEdsrLkPbtX4jMDuxfR9wX3+c06k9vZ0c1qCQzdXJBp/U53RHJcNxlKR3Y1lAU9wWYQXAvaquzhnQVAquFhcDEsFn/mEiWZ4bjWzxwLfTHWWD42bWaGZ7xdcIMxuSKLvRcLrlolkTys4iH9PSxPqFn+bVhZ9m9Ig9a6rLKY9P6nN6gqdHd6rGnEmtZcdPt23Zxvh593ocJEe0tjT5pD6nR1QvbafjEH6MyhkGAzcaOcED4k4avMfhVJVK7qpKNBWql1m2XmmUGDY0/ffm8zKctLjhcKpKJXdVOUY2F/jOaROroqee6TDjw+07Uh0zsrnAlacf5e4pJxXuqnKqTiV3VSk+aN/Rq+McyiYlLNJUaPQ4htNnvMfhVJ2LZk1I5Xra1t7BlUvWuvukCvx2ewcX3rp6t/QijpMGNxxO1Sku8tTS1PO8VRu3bGPOpNZe+ezzSNdFkqpJS1OhrKEudkiK6UXceDi9wQ2HUxPmTGpl9aUzuerMozsZkBI59IBdk9BOnTzwXSotTQWGDa2NV7jQIKTQa2vsZvH0Ys/OcdLiMQ6npnRdLGjxqrbdFnxKTkJ76IXNNdfY37z7QXvVZsOfM20sD72wmY1btrF3U4H3P9zO21tDtqCOHiwK4ulFnN7ghsPJlKIRSS5ZetGsCTvr6+GHrVpGo7Wlicvm7Bp9NmPh0p1ZbHuKpxdxeoMbDidzuvZCklTKdzXYKa6hUTS0aY2spxdxeovHOJxc05MRWYUG0VwYnLdyMshdrvfQ0lSgNX5WjHt4ehGnL3iPw8k1pVxZJxw+eqdfv7h9x8p8jg6Serb++MjmAlu2tjOmpYlx+zSx/JW3exSjgM7Dl0vFixac4gsvOf2LGw4n91RyZUHw7Sd/LPPE2ceM5dYnNtDeUd4ItDQVWHXJTGDXYIGeGo0ixeHLUD5e5Dj9hRsOZ8CT5wD6ZXMmMuWgUVy5ZC1tW7btXIekSLFHUOTKJWt7ZQSLbqrujKzj9AduOJwBT54D6ItXtXX6MV+8qq1ij6A3RtCD3E6tccPhDHhOOHw0Ny9/LXUyxVpw5ZK1nQxDdz2CtEawUfIgt1NzBudQFKduWLyqjTtWtuXSaED6HkSavF5NhUb+/gue2dapPd7jcAY0vY0J1Iq0E+ySAe5SMZHidqsHvp0MycRwSDoDWAB8FJhqZivK7LceeA/oALab2ZRaaXQGBnkOjPc29pAmJuI4WZBVj2MNcBpwbQ/2PcHM3qyyHmeAktfAeH/1CHyUlJNHMolxmNnzZuZpOZ0+Uyom0NsE5k2DdPa546Ql7/8pBtwvaaWkCyrtKOkCSSskrdi8eeBnVHV6RnGtj9aWJkR40j972tjUxqPQILa1p1t2tRK+3oVTz1TNVSXpZ8DvlPjoYjO7q4fNzDCzjZI+Ajwg6QUz+0WpHc3sOuA6gClTpuR1kI1TBcq5c8oN0Z1xyCjOmDK2U+xgayIdeX9RTAXirian3qia4TCzk/qhjY3xfZOkRcBUoKThcJwkxRnb8+98ereexLKX32L86OFcNGvCTuNRrSeNPAfvHae35NZVJWmYpBHFMjCTEFR3nB4xZ1IrH24vbRJuXv4a8+98hraURiOtC8zXu3DqkUwMh6RTJb0OTAfulbQk1o+RdF/cbT/gYUlPAY8D95rZT7PQ6wxcyiULNEg9/6PQIFqae75uuqcCceqVTIbjmtkiYFGJ+o3A7Fh+BTiqxtKcOqNRSp1pthTNhQbad1iP4yA+Qc+pZ3LrqnKc/mDuMQeWrB82tHRaj3KuqG3tOyqmRu/axrJ5J7rRcOoWNxxOXXPZnImcM23szpXvGiXOmTaWy0+dWHL+RznTkKbP4nENp97xXFVO3XPZnIlcNmdiyc+SQ3L7YwZ6oVEe13DqHjcczqCl6/yPGQuXVjQeXXskhQZRaBRb43Dfkc0FLv2sL9Pq1D9uOBwnUmrN7iJNhUY+/3utndY69+C3M1hxw+E4ka4pzYsjsnyElON0xg2H4yTwbLSO0z0+qspxHMdJhRsOx3EcJxVuOBzHcZxUuOFwHMdxUuGGw3Ecx0mFGw7HcRwnFbJ+yByaNyRtBn7ZD03tC7zZD+30J3nUBK4rDXnUBK4rDXnUBH3TdZCZje7JjnVpOPoLSSvMbErWOpLkURO4rjTkURO4rjTkURPUTpe7qhzHcZxUuOFwHMdxUuGGozLXZS2gBHnUBK4rDXnUBK4rDXnUBDXS5TEOx3EcJxXe43Acx3FS4YbDcRzHSYUbjhJI+kNJayWtkzSvBue7QdImSWsSdaMkPSDppfg+MtZL0j9FbU9Lmpw45ty4/0uSzu2jpgMlPSTpeUnPSvpaTnTtKelxSU9FXd+O9eMlPRbPcaukobF+j7i9Ln4+LtHW/Fi/VtKsvuiK7TVKWiXpnhxpWi/pGUmrJa2IdZlew9hei6TbJb0Q77HpWeuSNCF+T8XXu5IuzIGur8d7fY2kW+L/QLb3lpn5K/ECGoGXgYOBocBTwBFVPucngMnAmkTd94B5sTwP+G4szwb+m7CS6TTgsVg/Cnglvo+M5ZF90LQ/MDmWRwAvAkfkQJeA4bFcAB6L5/tP4KxYfw3w5Vj+c+CaWD4LuDWWj4jXdg9gfLzmjX28jt8A/gO4J27nQdN6YN8udZlew9jmTcAXY3ko0JIHXQl9jcAbwEFZ6gJagVeBpsQ9dV7W91afv+B6ewHTgSWJ7fnA/BqcdxydDcdaYP9Y3h9YG8vXAnO77gfMBa5N1Hfarx/03QV8Kk+6gGbgSeAYwmzZIV2vIbAEmB7LQ+J+6npdk/v1UssBwIPAicA98RyZaoptrGd3w5HpNQT2IvwYKk+6umiZCSzLWhfBcGwgGKEh8d6alfW95a6q3SleqCKvx7pas5+Z/Qogvn8k1pfTVzXdsbs7ifB0n7mu6BJaDWwCHiA8PW0xs+0lzrHz/PHzd4B9qqDrKuAvgR1xe58caAIw4H5JKyVdEOuyvoYHA5uBf42uveslDcuBriRnAbfEcma6zKwN+DvgNeBXhHtlJRnfW244dkcl6vI0ZrmcvqroljQcuAO40MzezYMuM+sws6MJT/lTgY9WOEfVdUn6DLDJzFYmq7PUlGCGmU0GTgb+QtInKuxbK11DCK7ZH5rZJOB9ggsoa13hZCFecApwW3e7VltXjKd8juBeGgMMI1zLcu3X5Ltyw7E7rwMHJrYPADZmoOPXkvYHiO+bYn05ff2uW1KBYDRuNrM786KriJltAX5O8C+3SBpS4hw7zx8/3xt4q591zQBOkbQe+AnBXXVVxpoAMLON8X0TsIhgaLO+hq8Dr5vZY3H7doIhyVpXkZOBJ83s13E7S10nAa+a2WYzawfuBI4l43vLDcfuPAEcGkctDCV0We/OQMfdQHE0xrmEGEOx/k/iiI5pwDux+7wEmClpZHxKmRnreoUkAT8Cnjez7+dI12hJLbHcRPjHeh54CDi9jK6i3tOBpRacvHcDZ8VRKOOBQ4HHe6PJzOab2QFmNo5wvyw1s7Oz1AQgaZikEcUy4btfQ8bX0MzeADZImhCrPgk8l7WuBHPZ5aYqnj8rXa8B0yQ1x//J4neV6b3V5yBSPb4IoyVeJPjOL67B+W4h+C/bCU8G5xP8kg8CL8X3UXFfAT+I2p4BpiTa+TNgXXz9aR81HUfoyj4NrI6v2TnQdSSwKupaA1wS6w+O/wjrCC6GPWL9nnF7Xfz84ERbF0e9a4GT++laHs+uUVWZaornfyq+ni3ey1lfw9je0cCKeB0XE0Yf5UFXM/B/wN6Juqzv+W8DL8T7/ceEkVGZ3luecsRxHMdJhbuqHMdxnFS44XAcx3FS4YbDcRzHSYUbDsdxHCcVbjgcx3GcVLjhcHKLpA51zlY6rsQ+YyTdXgMtUyX9PGYjfVLSvZImVvu8XTTcKKlN0h5xe9846bA/2j5eMauv43THkO53cZzM2GYhtUhJJA2xMDP69HL79AeS9iNkI/0jM3sk1h0HHEIYv99V0/bdW+k3OghzBH5YxXOkRlKjmXVkrcOpDd7jcAYUks6TdJuk/yIk7xunuI5J/OxOST+NPYPvJY47X9KLsdfwL5KujvWjJd0h6Yn4mlHitF8BbioaDQAze9jMFsc2bpT0fUkPAd9VWL9hscIaDcslHRn3WyDpWwlNa6L+cQrrUtwUj7ldUnOZr+Aq4OuJdBPFtjr1GCRdLem8WF4v6QpJj0paIWmypCWSXpb0pUQze0laJOk5SddIaojHz4zHPhm/++GJdi+R9DBwRsUL59QVbjicPNOUcFMtStRPB841sxNLHHM0cCYwEThTYUGqMcDfEHJafQo4PLH/PwL/YGa/D3weuL5Emx8jpG+vxGHASWb2TcJM31VmdiTwV8C/dfeHAhOA6+Ix7xLWVSjFa8DDwB/3oM0kG8xsOvC/wI2EXto04G8T+0wFvkn47g4BTpO0L/DXhL9tMmG29zcSx3xgZseZ2U9S6nEGMO6qcvJMOVfVA2b2VpljHjSzdwAkPUdYiGdf4H+Kx0i6jfBDDyHX1REhDRAQnrpHmNl75URJeoywpsT9Zva1WH1bwlVzHMEIYWZLJe0jae9u/tYNZrYslv8d+CohnXYpriDkHrq3mzaTFPOtPUNYCOs94D1JHyjm/gIeN7NXACTdEv+ODwiLAC2L39FQ4NFEu7em0ODUCW44nIHI+xU++22i3EG4x0ullC7SQFjQZluFfZ4lZG+9C8DMjpF0OvCZMprKpbDeTude/p5dPu+6f0nMbJ3CeiRfSFRXaht2fS876Pwd7WDX70ApDSIY6rll5FS6Fk6d4q4qZzDwOPAHMVvpEGJvIHI/IYYBgKRSPZwfAOdJOjZRVy4GAfAL4OzY3vHAmxbWMllPMEAorE89PnHMWEnTY3kuwR1VicuBbyW2f0noOe0Rezef7Ob4UkxVyArdQHD3PQwsB2ZI+t2ou1nSYZUaceofNxxO3WNhFbUrCCsY/oyQlvqd+PFXgSkxKP0c8KUSx79B+CH9jqR1kh4hxAiuLnPKBcU2gYXsSnN9BzAq9ha+TMjAXOR54Nx4zCi6GTVlZs+SiLuY2QbCyK+ngZsJGYTT8mjUu4awtOsiM9tMWOP6lqhtOZ1jRM4gxLPjOoMCScPN7Dexx7EIuMHMFnV3XC1QmJ9yj5l9PGMpjtMjvMfhDBYWxCf94tP04oz1OM6AxXscjuM4Tiq8x+E4juOkwg2H4ziOkwo3HI7jOE4q3HA4juM4qXDD4TiO46Ti/wFLg57rHLb4QQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "shift = 500\n", + "init_drop = 0\n", + "end_drop = -1000\n", + "g_res_shift = g_residue[init_drop + shift:end_drop]\n", + "tides_shift = tides[init_drop:end_drop - shift]\n", + "x_common = np.linspace(0, len(g_res_shift), len(g_res_shift))\n", + "plt.scatter(x_common, g_res_shift)\n", + "plt.scatter(x_common, tides_shift)\n", + "average_and_plot(g_res_shift, 500)\n", + "# plt.scatter(x_common, fitted_tides(x_common))" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g_variation = g_res_shift - tides_shift\n", + "plt.scatter(np.linspace(0, len(g_variation), len(g_variation)), g_variation)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "average_and_plot(g_variation, 200)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'g_variation' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mplot_and_fit_allan_dev\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mg_variation\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msampling_rate\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mplot_and_fit_allan_dev\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mg_variation\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m/\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnum_pts_per_fringe\u001b[0m\u001b[1;33m*\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcycle_time_s\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mNameError\u001b[0m: name 'g_variation' is not defined" + ] + } + ], + "source": [ + "plot_and_fit_allan_dev(g_variation, sampling_rate)\n", + "plot_and_fit_allan_dev(g_variation, 1/(num_pts_per_fringe*(cycle_time_s+0.5)))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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