diff --git a/docs/source/tutorials/denoised_laser.ipynb b/docs/source/tutorials/denoised_laser.ipynb index f688e438..6f010ca9 100644 --- a/docs/source/tutorials/denoised_laser.ipynb +++ b/docs/source/tutorials/denoised_laser.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "dcf32943-cf31-42c3-995c-2ed75c9761d2", "metadata": {}, "outputs": [], @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "e4a2fd86-a83f-490e-9e10-21d0e3ca7c4d", "metadata": {}, "outputs": [], @@ -84,7 +84,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "7ee0575d", "metadata": {}, "outputs": [], @@ -109,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "e70f703e-15a3-4751-a857-71b17651671a", "metadata": {}, "outputs": [], @@ -139,10 +139,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "e0085e86", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot both the temporal and spectral data\n", "fig, ax = plt.subplots(1, 2, figsize=(12, 4), tight_layout=True)\n", @@ -201,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "bcfff530-c04b-4d28-977c-8143ffe87c62", "metadata": {}, "outputs": [], @@ -224,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "ac17f984", "metadata": {}, "outputs": [], @@ -249,10 +260,21 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "12b0d5eb-ad0a-4777-ae82-d612eba69fb0", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots()\n", "cax = ax.imshow(\n", @@ -277,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "ab6ecbd2-0b4e-4251-8709-ce741dc4174e", "metadata": {}, "outputs": [], @@ -303,14 +325,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "82a8a391-c4f1-473f-928e-cc18524e1cec", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Estimated w0 = 13.98 microns\n", + "Energy loss: 1.06%\n" + ] + } + ], "source": [ "# Maximum Hermite-Gauss mode index in x and y\n", - "m_max = 12\n", - "n_max = 12\n", + "m_max = 20\n", + "n_max = 20\n", "\n", "# Calculate the decomposition and waist of the laser pulse\n", "modeCoeffs, waist = hermite_gauss_decomposition(\n", @@ -355,7 +386,28 @@ "execution_count": null, "id": "fcb44ccf-ad2b-4a9b-bc19-9f615d057335", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", 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n/PPP15lnntm2YPiiRYtksVi0ePFinXzyybryyis1bNgw/fSnP9XOnTsVHR0tSZo3b57+8Ic/6Ne//rUyMjK0a9cu/eIXv+jw9+BYdMb3/Ifi4uL0zTffyOVyafbs2UpPT9dNN92kkJAQeXl1TX1kMTp6zcReoqamRiEhIXI4HAoODjY7DgAAQMe0tkoffKC6det00YYNun3IEHlJemD7dg3y99eA0FD94ac/1eOffKJVeXlqcDrlZ7UqwGrVC+np368h4e8v/fjHnil9AIBO0dTUpB07digpKUm+vr5mxwF6hCOdFx3tZhgpBQAAYLaGBum116TvvlNZc7MkaYCPjxL3LSq6q6FBY886S5oxQ2dedpnqnE6dedZZ+s3tt6u0uVnbDrzUdEOD9I9/SJs3m/FKAAAAOqx7Vq4CAADAodXUeAqpigpJ+r6UOukkhcyeLe9Vq9TS0qKxY8dKktLS0vTyyy8rPDxcbrdb4eHhWhYbqzRfX6mkRJJU19ysxU8+qbMuu0yBHbwUNQAAQHdjpBQAAIBZGhqk119vK6QkqcwwZLPZFHrOObLa7UpISFB4eLgSEhLajomIiJDFYpHVatX06dP19dq1cl1+uTR2rIqamnRbdrb+XlSkV154Qdq2zYQXBgAAcHSUUgAAAN3M6XTK3djoWZi8vPz7G8LCVJqaqsjIyLYFRWfNmqXzzz//+zWjfuDkk09WdXW1Vmdl6SNvb92WlydJ+nF0tJaUlyv3tdc8C6EDAAD0MEzfAwAA6EbNzc266qqrFCzpnNBQjQ4KUovbrfDISIVcfrnKn3tOAwYMaDv+rLPOOuLjDR06VDExMbr//vvl5eWlqVOm6Lphw+S3YYOyamr0XH6+HvrHP+R1zTVSYGAXvzoAAICOo5QCAADoRhs3blRNTY2Sg4P1fEGB3Pv2B/j56akrr1RZWZni4uI6/HgWi0VXXnml8vLyNHPmTM9lqd1uqb5e19bX6zfbtul/O3botPffl372M+kwI64AAAC6G6UUAABAN1q9ZImifXx099ChqmhpUanLJcs55+iBF17QCy+8oNLS0rZFzTtq8uTJmjx58vc7vLykCy7QiJoajSoq0teVlTotN1das0aaMKFzXxAAAMBxYk0pAACAbmLU1Gj12rWaEBIii8WiSB8fjbj4Yg0/6SRdddVVWr58uSorKxUZGXniT+brK11wgcaHhmpjXZ1a3G7p00/br2EFAABgIkopAACA7mAY2vXaaypzOjUhNNSzb9IkadQoSdL06dPbRkgduKbUCYmK0vjZs+V0u7Wlrk5qbZX+8x/JMDrn8QEAfd7OnTtlsVi0fv36Dt/nlVdeUej+n3Um5uhMd999t6Kjo2WxWPTee+/p8ssv13nnndd2+4wZM3TzzTebkq03o5QCAADoDmvWaPWmTfL18lJ6YKAUFyfNnNl2s8Vi0fz58zV69GglJyd32tMOPucchfn6al1NjWfH7t1SVlanPT4AoOcrLCzUVVddpbi4OPn4+GjQoEG66aabVFFRcdT7JiQkqLi4WOnp6R1+vnnz5iknJ+dEIh+XGTNmyGKxyGKxyG63a9iwYbr//vvlcrlO6HG3bt2qe+65R88995yKi4s1Z84c/eUvf9Err7zSOcH7MUopAACArlZVJS1ZotUOh8YGB8vbx0f60Y8kq7XdYXFxcbrvvvsUHBzcaU9t8fLS2MxMZdXWfr/zs8+khoZOew4AQM+1fft2ZWZmKicnR4sWLVJeXp6effZZLV26VFOmTFFlZeVh79vc3Cyr1aqYmBjZbB1fktrPz09RUVGdEf+YXXPNNSouLta2bdt044036ne/+50eeeSRQx7b3NzcocfMz8+XJJ177rmKiYmR3W5XSEhIp48G648opQAAALrQxu++0/2//a3+kpurbfX1mhgSIp1xhtQZ60Z10PhJk7SzoUGVLS2eHY2N0tKl3fb8AADzXH/99fLx8dGnn36qU045RYmJiZozZ44+++wz7dmzR3feeWfbsYMHD9Z9992nyy+/XCEhIbrmmmsOOW3u/fffV0pKivz8/HTqqafq1VdflcViUXV1taSDp+/dfffdGjt2rF5//XUNHjxYISEh+ulPf6raAz4w+fjjj3XSSScpNDRUEREROuecc9rKoGPh7++vmJgYDR48WL/85S91+umn67333pOktil3CxcuVFxcnIYNGybJc2Xc0047TX5+foqIiNDPf/5z1dXVtWWfO3euJMnLy0uWfVex/eH0vR9qbm7W7bffroEDByogIECTJk3S//73v2N+PX0dpRQAAEAXcbvdeu7JJ7W9rEyFTU1K9vfXxPR0aeLEbs0xZswYSdLq1lZ9UVGh1/fskXvtWmnv3m7NAQDoXpWVlfrkk0903XXXyc/Pr91tMTExuvjii/XWW2/JOGCtwYcffljp6elau3atfv/73x/0mDt37tQFF1yg8847T+vXr9e1117brtg6nPz8fL333nv68MMP9eGHH+rLL7/UAw880HZ7fX29FixYoNWrV2vp0qXy8vLSj370I7nd7hP4DnhGbbXs/1BG0tKlS7V161YtWbJEH374oRoaGnTmmWcqLCxMq1ev1r/+9S999tln+uUvfylJuvXWW/Xyyy9LkoqLi1VcXNyh573iiiv0zTff6M0339R3332nn/zkJzrzzDOVm5t7Qq+nr+n4+DsAAAAck+XLlqlg7149lJqqtMBAyctL+vGPpX2fsnaX0NBQJScn669btrTtywwJ0fClS6WLLurWLADQlzidTu3evbtbnzM+Pl52u71Dx+bm5sowDA0fPvyQtw8fPlxVVVUqKytrm2532mmn6dZbb207ZufOne3u8+yzzyo1NVUPP/ywJCk1NVWbNm3Sn/70pyNmcbvdeuWVVxQUFCRJuuSSS7R06dK2+51//vntjv/b3/6mqKgobdmy5ZjWszrw+T799FN98skn7RYgDwgI0IsvvigfHx9J0gsvvKDGxka99tprCggIkCQ99dRTmjt3rh588EFFR0e3jfqKiYnp0HPn5+dr0aJF2r17t+Li4iR5yq2PP/5YL7/8su6///5jfj19FaUUAABAF3C73XrzlVc0LjjYU0hJ0tSpUmddWe8YXXjhhdq4caNmt7bq7qVLtayyUsNzc6Vdu6RBg0zJBAC93e7du3XLLbd063M+9thjnXZBjP0jpCwHfFiSmZl5xPts27ZNEyZMaLdvYgdGAA8ePLitkJKk2NhYlZaWtn2dn5+v3//+91q5cqXKy8vbRkgVFBQcUyn19NNP68UXX2xbL+qSSy7RXXfd1Xb7qFGj2gopybOI+ZgxY9oKKUmaNm2a3G63tm3bpujo6A4/937r1q2TYRht0wP3czqdioiIOObH68sopQAAALrA8iVLVFBZqV+mpnp2hIZKJ59sWp4pU6ZoypQp0t69OmndOv2vslJXJyTI+tln0pVXdvvoLQDoC+Lj4/XYY491+3N21NChQ2WxWLRly5ZDrn+UnZ2tsLAwRR6wzuGB5cyhGIbRrsTav+9ovL29231tsVjaTc2bO3euEhIS9MILLyguLk5ut1vp6ekdXox8v4svvlh33nmn7Ha74uLiZP3BRUV++PoO9XoOzHg83G63rFar1q5de9DzB+7/oAqSKKUAAAC6xIf/+pfGBAV9P0pq5kzpB2/ITREdrZMnTdJ/PvhAG2trNXb3bik3V/rBp7kAgKOz2+2dNmqpK0RERGjmzJl6+umndcstt7RbV6qkpERvvPGGLr300mMqX9LS0rR48eJ2+9asWXNCOSsqKrR161Y999xzmj59uiTp66+/Pq7HCgkJ0dChQzt8/IgRI/Tqq6+qvr6+rbD65ptv5OXlddBIp44aN26cXC6XSktL214PDo2FzgEAADqZMz9fOWVlmrT/ykOJidJh1vMww9ALLlCM3a5l+y8DvmyZ1IFPuQEAvc9TTz0lp9Op2bNna9myZSosLNTHH3+smTNnauDAgUddC+qHrr32WmVnZ+vXv/61cnJy9M9//lOvvPKKpOMfWRQWFqaIiAg9//zzysvL0+eff64FCxYc12Mdq4svvli+vr667LLLtGnTJn3xxRe64YYbdMkllxzX1D1JGjZsmC6++GJdeumleuedd7Rjxw6tXr1aDz744EGFXn9HKQUAANCZDEO5b7+tVsPQyP2jpGbN6lHT4yxhYTp5xAitqK5Wi9st7dkj7dhhdiwAQBdISUnRmjVrlJycrHnz5ik5OVk///nPdeqpp2rFihUKDw8/psdLSkrSv//9b73zzjsaPXq0nnnmmbar73V0AfYf8vLy0ptvvqm1a9cqPT1dt9xyS9tC6l3N399fn3zyiSorKzVhwgRdcMEFOv300/XUU0+d0OO+/PLLuvTSS/WrX/1Kqamp+r//+z99++23SkhI6KTkfYPF6Mjkz16kpqZGISEhcjgcCg4ONjsOAADob3Jz9c8//1nvlJTojbFjZR092nPFvR6mYNMm/fK3v9VvhgzR1LAwafBg6bLLzI4FAD1SU1OTduzYoaSkJPn6+podp8f505/+pGeffVaFhYVmR0E3OtJ50dFuhpFSAAAAncUwpC++0Oa6Og0PDPQsbnrqqWanOqTE9HSlRUXpo7Iyz46dO6WCAlMzAQB6h6efflqrV6/W9u3b9frrr+vhhx/WZXywgeNAKQUAANBZsrPlKipS9r5SSuPGSWFhZqc6rDnnnqsNtbXa3dTk2bF8ubmBAAC9Qm5urs4991yNGDFCf/zjH/WrX/1Kd999t9mx0AtRSgEAAJyglpYW/e+LL9T6+efa2dioRrdbI0NCpJNPNjvaEU2bPVvBdrs+3j9aats2af/i5wAAHMZjjz2moqIiNTU1KScnR7///e9ls9nMjoVeiFIKAADgBC1dulSPPvaYXs3K0pa6OtksFqVMny718PUtfXx8NPPkk7W0okJNLpdn58qV5oYCAAD9BqUUAADACfr2228V4O2t/5SW6t2SEqUEBMhnxgyzY3XI7J/8RA0ul5ZVVXl2rF8vNTaamgkAeqo+dp0w4IR0xvlAKQUAAHACGhoatGH9ev0sOlqnhoervKVFI1JSpMBAs6N1SExMjEYPHapl+6fttbRI69aZGwoAehhvb29Jnn/zAXjsPx/2nx/Hg0mfAAAAJ2DdunVqdbk0OTRUswcMUIDNppkXX2x2rGMybeZMPfvMM3K0tCjE21tatUqaMkXy4vNLAJAkq9Wq0NBQlZaWSpL8/f1lsVhMTgWYwzAMNTQ0qLS0VKGhoZ6rDR8nSikAAIATsGLpUg3x81OU3S5J+vncudKwYSanOjaTp0zRs88+q28dDs2KjJRqaqTcXCk11exoANBjxMTESFJbMQX0d6GhoW3nxfGilAIAADhOLS0tWrNhg340YMD3O086ybxAxyk0NFQjhw/XN3v2eEopSVqzhlIKAA5gsVgUGxurqKgotbS0mB0HMJW3t/cJjZDaj1IKAADgOG385hs1trZqUmioZ0damhQRYWqm4zV1+nS9+PzzqmttVaDNJuXlSVVVUliY2dEAoEexWq2d8ss4ABY6BwAAOG5rP/1UUT4+Guzn59kxdaq5gU7A5MmT5Zb0rcPx/c61a03LAwAA+j5KKQAAgOPR0KBN27drVFCQZ7Hb+HgpIcHsVMctIiJCaWlpWn7glaWysqTWVvNCAQCAPo1SCgAA4DjUffONdjY0aERgoGfHlCnmBuoEGRkZ2uxwyG0Ynh0NDVJOjrmhAABAn0UpBQAAcKzcbmV/+aUMSSMDA6XQUM96Ur1camqqGpxO7T5wdFRWlnmBAABAn0YpBQAAcKxyc7W5tFRhNpti7XZpwgTJq/e/rUpJSZHFYtG24GBJUrPbrfs/+US7s7NNTgYAAPqi3v/uCQAAoLutWaPNtbUaERQki80mjR1rdqJO4e/vr8TERG1zuyVJ62tqtLK6WsvefdfkZAAAoC+ilAIAADgWlZVy5uQor6HBM3UvPV3y9zc7VadJTU3Vtj17pPBwfVtdLUlav2WLtH+dKQAAgE5CKQUAAHAs1qxRbn29Wg3DU0plZpqdqFOlpqaqoKBAdWlpWuVwKNzbWzkOh+qZwgcAADoZpRQAAEBHtbRI69drc12dAqxWJQ4ZIg0caHaqTpWamirDMPRhUZEcra26bOBAuSVt/Owzs6MBAIA+hlIKAACgozZvlhobtbm2VsMDAmSdMEGyWMxO1ani4+MVEBCg9z76SCF2u04OD1eMj4/Wb9woHXhVPgAAgBNEKQUAANBRa9aoxe3Wlro6jQoLk0aNMjtRp/Py8tKwYcPU0NCgCSNHymqxaExwsDZUVUm5uWbHAwAAfQilFAAAQEcUFUl79mhbfb2aDUOjJ06UvL3NTtUlUlNTJUmTzjhDstk0NjhYe5xOla1caXIyAADQl1BKAQAAdMSaNZKk9TU1CrJalTR7tsmBus7kyZM1cuRIjZ0wQUpN1aigIFkkbVi/XmpqMjseAADoIyilAAAAjqapSdq4UZL0XW2tRsfGyisqyuRQXWfIkCFauHCh7Ha7NGqUgm02DfH313cOh7R1q9nxAABAH0EpBQAAcDSbN0utrWpwuZRTX68xEyaYnaj7DB0q+flpRGCgsuvr28o5AACAE0UpBQAAcDQbNkiSNtXWyi1pzMyZ5ubpTlarNGKE0gICVOJ0qionR6qpMTsVAADoAyilAAAAjqS8XCoslCRtqK1VVFCQYgYONDlUNxs1SmmBgZKk7Lo6adMmkwMBAIC+gFIKAADgSPaNkpKkDTU1GjNmjCwWi4mBTJCYqAEDBijS25spfAAAoNNQSgEAAByO291WSn1ZWamCpiZlnHSSyaFMYLFI6ekaHhiorXV1UkmJVFZmdioAANDLUUoBAAAczo4dUm2tNtfW6i87d+rUUaM0ZcoUs1OZY/RopQUGKq+hQS1uN6OlAADACaOUAgAAOJz161XqdOr+/HwNDwzUL2+/vf9N3dsvKkrDExPVahjKa2jwrCtlGGanAgAAvViXl1JPP/20kpKS5Ovrq4yMDH311VdHPP6NN97QmDFj5O/vr9jYWF1xxRWqqKjo6pgAAADtNTVJ2dn6T2mpLBaL7pg9W94hIWanMtXgyZNl9/LyLHZeVeWZxgcAAHCcurSUeuutt3TzzTfrzjvvVFZWlqZPn645c+aooKDgkMd//fXXuvTSS3XVVVdp8+bN+te//qXVq1fr6quv7sqYAAAAB9u0SQ1Opz4rL9eZkZEKnDjR7ESms40apWH+/tpaX+/ZsWWLuYEAAECv1qWl1KOPPqqrrrpKV199tYYPH67HH39cCQkJeuaZZw55/MqVKzV48GDdeOONSkpK0kknnaRrr71Wa9asOexzOJ1O1dTUtNsAAABO2IYNWlpRoWa3W3MSE6WUFLMTmS88XOmxsfqupkbNbrenlGIKHwAAOE5dVko1Nzdr7dq1mjVrVrv9s2bN0vLlyw95n6lTp2r37t1avHixDMPQ3r179e9//1tnn332YZ9n4cKFCgkJadsSEhI69XUAAIB+qLxc7sJCfVhaqqlhYYqYMEGyWs1O1SNMP/lkNbjdWu1wSJWVUmmp2ZEAAEAv1WWlVHl5uVwul6Kjo9vtj46OVslh1h+YOnWq3njjDc2bN08+Pj6KiYlRaGionnzyycM+zx133CGHw9G2FRYWdurrAAAA/dCGDVpbU6Nip1Nzo6KksWPNTtRjxJ90klL8/fW//Wt+MoUPAAAcpy5f6PyHV6gxDOOwV63ZsmWLbrzxRv3hD3/Q2rVr9fHHH2vHjh2aP3/+YR/fbrcrODi43QYAAHDcDEPatEnfVFVpkK+vUpOTpR98yNavRURoxqBBWltTo5rWVkopAABw3LqslIqMjJTVaj1oVFRpaelBo6f2W7hwoaZNm6bbbrtNo0eP1uzZs/X000/rpZdeUnFxcVdFBQAA+N7u3VJ1tXLr6zU8MFCWUaPMTtTjnHTKKXIbhr6pqpLKy6WyMrMjAQCAXqjLSikfHx9lZGRoyZIl7fYvWbJEU6dOPeR9Ghoa5OXVPpJ13/oNBotoAgCA7rBpkxpcLu1ualJKQICUnm52oh4nbMIEjQsO1hdM4QMAACegS6fvLViwQC+++KJeeuklbd26VbfccosKCgrapuPdcccduvTSS9uOnzt3rt555x0988wz2r59u7755hvdeOONmjhxouLi4royKgAAgLTvinLbGxpkSEpJTpZCQsxO1fMMGKDTk5KUXV+vGzZv1r8/+ECtra1mpwIAAL2MrSsffN68eaqoqNC9996r4uJipaena/HixRo0aJAkqbi4WAUFBW3HX3755aqtrdVTTz2lX/3qVwoNDdVpp52mBx98sCtjAgAAeOzcKdXVKae+XnYvLyVMnmx2oh5r2qmn6q76en1RUaG/5+Qo8L33dOYFF5gdCwAA9CIWo4/Ni6upqVFISIgcDgeLngMAgGPz/vtSVpYe3L5dVS0teuCFF6SAALNT9Ux790rPPitJWrB1qxIGD9YtDzxgcigAANATdLSb6fKr7wEAAPQKLpe0daskKbe+XilxcRRSRxIVJUVESJJSAwKUvXOnuXkAAECvQykFAAAgSXl5UlOTHC0tKm1uVsqYMWYn6tksFmn4cElSWmCgihsa5KCYAgAAx4BSCgAAQJI2bZIk5TU0SJJSpk83M03vMGKEJGn4vhFl2f/7n4lhAABAb0MpBQAA0NwsbdsmyTN1L8jHRzH7LsyCI4iJkUJDNcDHR+He3sreuNHsRAAAoBehlAIAAMjJkVpaJEm5DQ0aOmiQLBaLyaF6AYtFSk2VxWJRWkCAsouLpbo6s1MBAIBeglIKAABg39S9Zrdbm+rqNDwjw+RAvUhamiQpNTBQufX1at2yxeRAAACgt6CUAgAA/VtTk2eRc0nramrU6HJpGutJdVxiouTnp+EBAWo2DO1YtcrsRAAAoJeglAIAAP1bTo7kckmSvqmqUmJ0tBISEkwO1Yt4eUmpqUr295fNYlF2drbkdJqdCgAA9AKUUgAAoH/bulWSZ+reKodD02bMMDdPb5SaKm8vL6UFBOirigoZ+0aeAQAAHAmlFAAA6L+am9um7mUxde/4JSdLNpsuiIlRdn291nz2mdmJAABAL0ApBQAA+q/cXKm1VZJn6l5CVJQSExNNDtULeXtLyckaFxys9MBAvbZihdz7rmYIAABwOJRSAACg//rh1L1TTjE5UC+WliaLxaJLBw7UroYGLXv3XbMTAQCAHo5SCgAA9E+trZ6RUpK+rKxUo8ulGaefbnKoXmzYMMliUVpgoCaFhOhvb7+t3H3fXwAAgEOhlAIAAP1Tfr7U3CzDMPR+aakmpKUpLi7O7FS9l7+/tG/q43WDBina21t33HGHli9fbnIwAADQU1FKAQCA/mnf1L3vamu1q7FRcy+80ORAfUBamiQpzNtbf0pO1sRRo/TQQw+pvLzc5GAAAKAnopQCAAD9j8slbdsmSfqgtFSDQkI0OiPD5FB9QGpq2x/tXl66YuxYud1u7dixw8RQAACgp6KUAgAA/c+OHVJTk4qamrTa4dDcU06RxWIxO1XvFxYmRUe3fRm5Z4/8/f21a9cuE0MBAICeilIKAAD0P/um7n1RWSl/q1WnXHCByYH6kANGS1nKypQYF6eCggITAwEAgJ6KUgoAAPQvbreUnS3DMPR1ZaUmxcfLHhpqdqq+44BSSpISAwMZKQUAAA6JUgoAAPQvBQVSQ4N2NDZqj9Op6VOnmp2ob4mNlQID275MlLR79265XC7zMgEAgB6JUgoAAPQv+6bufVVVpSCrVWPmzDE5UB9jsUjDhrV9OaixUS0tLSouLjYxFAAA6IkopQAAQP9hGNK2bW1T96bEx8vG1L3Od0AplWi3SxLrSgEAgINQSgEAgP5j717J4VBeQ4P2NjfrpClTzE7UNw0ZItlskqRQm01BdjulFAAAOAilFAAA6D+2bZMkLSkvV4jNplFnnGFyoD7K29tTTEmyWCwa5OurXTt3mpsJAAD0OJRSAACg/9i2TTn19fqkvFw/Tk6WNSrK7ER914FT+Hx8VLB9u4lhAABAT0QpBQAA+oeaGrUWFenJXbuU7O+v/5s50+xEfduBpZSfn4pKS9XS0mJiIAAA0NNQSgEAgP5h2za9W1KiwsZGXT9okKzDh5udqG8LCpJiYyVJg3x95XK7tWfPHpNDAQCAnoRSCgAA9A85OfqorEyzIiOVPGCANHCg2Yn6vn2jpRL9/CRJ65cvNzMNAADoYSilAABA3+d0qi43V+UtLRoZFCSlpEhevA3qcqmpkqQgm02zIyP12j//qU2bNpkcCgAA9BS8GwMAAH1ffr5219dLkhJ8faW0NJMD9RMxMZ5pfJKuTUzUiIgILVy4UEVFRSYHAwAAPQGlFAAA6Pu2bVNBU5O8JA0MDJSGDDE7Uf9gsbRN4bNZLPpNfLwCAwL0wgsvmBwMAAD0BJRSAACgb3O7pZwcFTY2Ktpulz0lRfL2NjtV/3HAVfgCvbz0o8mTlZWVpYqKChNDAQCAnoBSCgAA9G0FBVJTkwqampTo69uuJEE3SEqSbLa2L6f7+8tms+l///ufeZkAAECPQCkFAAD6tm3bJEmFjY1K8POjlOpu3t5ScnLblwG7dmnK5MlaunSpDMMwMRgAADAbpRQAAOi7DEPatk0NLpfKW1qUGBcnBQaanar/ObAIbGrSaaNGaffu3crJyTEvEwAAMB2lFAAA6LvKy6WqKhU0NkqSEkaNMjlQP/WD0WmjDUORkZFaunSpSYEAAEBPQCkFAAD6rn0jcQqbmmSRFD9xorl5+qvAQGngwLYvrXl5mj59ulauXGliKAAAYDZKKQAA0Hfl5krylFLRfn6yx8ebHKgfO3C0VEWFhgwYoOrqatXX15uXCQAAmIpSCgAA9E1NTZ4r70kqaGxUYlSUZLGYHKof+8EUvlinU5JUUlJiRhoAANADUEoBAIC+KT/fs9C5PCOlEg64AhxMEB0tBQe3fRlXWSlJKioqMisRAAAwGaUUAADom/ZN3attbVVZc7MSR440OVA/Z7G0Gy0VWFysoMBAFRcXmxgKAACYiVIKAAD0PYbRVkq9U1IiH6tVo8ePNzkUlJr6/Z8NQ7GhoZRSAAD0Y5RSAACg79mzR2poUInTqf+UlurH06YpIiLC7FQYPFjy9m77MtbHh+l7AAD0Y5RSAACg79k3Suq1PXsUbLPpx5dcYnIgSJJsNumAtb1iW1oYKQUAQD9GKQUAAPqe3Fzl1Nfr66oqXZKWJt/oaLMTYb8D1pWKs1pVXV2thoYGEwMBAACzUEoBAIC+pbZWKi7W11VVCvf21qkzZpidCAc6oJSK9fWVJEZLAQDQT1FKAQCAvmXf1L31NTUaGxwsrwMX14b5AgKk+HhJUqzdLolSCgCA/opSCgAA9C25uapqadHOxkaNDQ9vK0DQg+wbLRVssynQalVxfr7JgQAAgBkopQAAQN/R2ipt3671NTWSpDHjxklevN3pcQ6cwme3qygnx8QwAADALLxLAwAAfUdBgdTcrPU1NUry81PY6NFmJ8KhREVJISGSpDhfXxUXFZkcCAAAmIFSCgAA9B25uTIMo209KQ0danYiHIrF0jZaKtZuV0lNjdTYaHIoAADQ3SilAABA35GXp11NTapqbdW45GTJ39/sRDicfQvQx9rtqmxpUeOmTSYHAgAA3Y1SCgAA9A3V1VJ5udbX1MjHYtGICRPMToQjGTRI8vHRID8/SVL2ihUmBwIAAN2ty0upp59+WklJSfL19VVGRoa++uqrIx7vdDp15513atCgQbLb7UpOTtZLL73U1TEBAEBvt+8KbuscDo0MCpJPWprJgXBENpuUnKwkPz8l+Ppq6fr1kstldioAANCNurSUeuutt3TzzTfrzjvvVFZWlqZPn645c+aooKDgsPe58MILtXTpUv3tb3/Ttm3btGjRIqXxphIAABxNXp4aXC5tqqvThMhIKS7O7EQ4mmHDZLFYdEZEhFZUVKguO9vsRAAAoBt1aSn16KOP6qqrrtLVV1+t4cOH6/HHH1dCQoKeeeaZQx7/8ccf68svv9TixYt1xhlnaPDgwZo4caKmTp3alTEBAEBv53JJO3ZoQ02NWg1DmWPHehbTRs+WkiJJmhERIZdh6MvFi00OBAAAulOXlVLNzc1au3atZs2a1W7/rFmztHz58kPe5/3331dmZqYeeughDRw4UMOGDdOtt96qxiNcjcXpdKqmpqbdBgAA+pnduyWnU6sdDiX4+ipm3DizE6EjAgKkhASFeXtrQkiIPlu/XjIMs1MBAIBu0mWlVHl5uVwul6Kjo9vtj46OVklJySHvs337dn399dfatGmT3n33XT3++OP697//reuvv/6wz7Nw4UKFhIS0bQkJCZ36OgAAQC+Qny+3YWitw6HMkBApOdnsROioYcMkSWdERiq/tlbb160zORAAAOguXb7QueUHQ+cNwzho335ut1sWi0VvvPGGJk6cqLPOOkuPPvqoXnnllcOOlrrjjjvkcDjatsLCwk5/DQAAoIfLy1N+Q4OqWls1ISlJCgw0OxE6al8plRESokhvb735j3+YHAgAAHSXLiulIiMjZbVaDxoVVVpaetDoqf1iY2M1cOBAhYSEtO0bPny4DMPQ7t27D3kfu92u4ODgdhsAAOhH6uul4mKtcTgUYLUqLSPD7EQ4FgMGSGFhslksuiw+Xitzc7V+/XqzUwEAgG7QZaWUj4+PMjIytGTJknb7lyxZctiFy6dNm6aioiLV1dW17cvJyZGXl5fi4+O7KioAAOjN8vMlSasdDo0PDpYtNdXkQDgmFkvbaKmTw8I0IjBQLzz/vFpbW00OBgAAulqXTt9bsGCBXnzxRb300kvaunWrbrnlFhUUFGj+/PmSPFPvLr300rbjL7roIkVEROiKK67Qli1btGzZMt1222268sor5efn15VRAQBAb5Wfr6qWFuU1NCgzIkJifcneZ18pZbFYdE1Cgnbv2aOPP/7Y5FAAAKCr2brywefNm6eKigrde++9Ki4uVnp6uhYvXqxBgwZJkoqLi1VQUNB2fGBgoJYsWaIbbrhBmZmZioiI0IUXXqj77ruvK2MCAIDeyjCkvDytcThkkZQxerRktZqdCsdq0CDJbpecTiX7+yszLk7ffvutzjnnHLOTAQCALtSlpZQkXXfddbruuusOedsrr7xy0L60tLSDpvwBAAAcUkmJ1NCg1Q6HUgMCFJyebnYiHA+rVRo6VNq8WZIUbxj6prjY5FAAAKCrdfnV9wAAALpMXp5a3G5tqKlRZkiIlJxsdiIcr31T+CQp1mZTeVmZWlpaTAwEAAC6GqUUAADovfLytKmuTo1utyYMGiSFhZmdCMdr6FDPoueSYu12uQ1DZWVlJocCAABdiVIKAAD0Tk1N0u7dWuNwKNLbW4PHjDE7EU6Ev3/bIvUxdrskz/qjAACg76KUAgAAvdOOHTJcLq12OJQZEiJLSorZiXCi9k3hi/Txkc1iUUlursmBAABAV6KUAgAAvVNenvY2N6vE6VRmWJjnCm7o3VJTJUlWi0VRPj4q2bbN5EAAAKArUUoBAIDexzCk/Hxtb2iQJKWkpUk+PiaHwgmLiJDCwyV5pvAV79ljciAAANCVKKUAAEDvU1EhORza2dioEJtNYSNHmp0IncFiaZvCF2u3q7i6WqqvNzcTAADoMpRSAACg98nLkyTtbGzUYD8/z5Xb0DfsK6Vi7HbtdTrlzs42ORAAAOgqlFIAAKD3yc+XtK+UCgmRBgwwORA6TWKiZLcr1m5Xs2Go6rvvzE4EAAC6CKUUAADoXVpapJ071eByqcTp1OAhQzzTvtA3WK1SSopi7HZJUvG2bVJrq8mhAABAV6CUAgAAvcuuXVJrqwoaGyVJg8eMMTkQOt2wYYreV0qV1NdLO3eamwcAAHQJSikAANC7HDB1z0tSwsSJ5uZB5xs6VHarVRHe3ipxOqVt28xOBAAAugClFAAA6F0OWOQ8PihIPiEhJgdCp/PzkwYN8lyBz+mUcnIkwzA7FQAA6GSUUgAAoPdwOKTyckn7FjkfONDkQOgyw4YpZn8pVVMjlZSYnQgAAHQySikAANB77BslZRiGdjY0aHBamsmB0GVSUxXv66uCxkbPFL7sbLMTAQCATkYpBQAAeo9960mVNjerwe3W4PR0kwOhy4SHa9bw4Qr19tYj27erZetWsxMBAIBORikFAAB6B5dL2r5dkmfqniQNHjLEzEToYoHp6bp9yBDlNzTo71lZUlWV2ZEAAEAnopQCAAC9w549ktMpScpraFCwv78iIiJMDoUulZamYQEBunTgQL27d68KvvrK7EQAAKATUUoBAIDeYd96UpKUXVentLQ0WSwWEwOhy8XGSsHBOicqSj4Wi9auXGl2IgAA0IkopQAAQO+wr5RyGYZyGhs1bMQIkwOhy1ksUmqqvL28NCooSFkFBVJDg9mpAABAJ6GUAgAAPV99vVRcLEna3dSkxtZWpXHlvf5h3//nscHB2lxbK+fmzSYHAgAAnYVSCgAA9Hz7rroneabueVksSklJMTEQus2gQZKvr8YFB6vFMLTl66/NTgQAADoJpRQAAOj5DiylGhs1aPBg+fn5mRgI3cZqlVJSlODrq3Bvb2Vt3Sq1tJidCgAAdAJKKQAA0LMZRrtSKsfpVGpqqomB0O32LWo/LjhYWQ5Hu78PAACg96KUAgAAPVtJiWdNKUl1ra0qrKlhPan+JjlZslo1NjhYuxobVblundmJAABAJ6CUAgAAPdu+q+5J0rZ95RSlVD9jt0tDhmhsUJAkaf3atZLbbXIoAABwoiilAABAz3bgelIul4KCghQbG2tiIJgiNVUh3t5K9vdXVkWFVFBgdiIAAHCCKKUAAEDP1dQkFRZKkr6uqtK7BQXKzMyUxWIxORi63b51xMYGB2t9TY3cW7eaHAgAAJwoSikAANBz7dghud16b+9ePbR9uyaPHq3rr7/e7FQwQ2CglJCgccHBcrS2atfatZ5F8AEAQK9FKQUAAHqu/Hw1ulx6bc8enRUVpV/99rfy8fExOxXMkpqq4QEBsnt5KWvPHmnvXrMTAQCAE0ApBQAAeibDkPLytKm2Vq2Gobnjx8tit5udCmZKS5O3l5dGBQYqq6ZGys42OxEAADgBlFIAAKBnqqiQHA5l1dQoysdHcWPGmJ0IZouIkCIjNTY4WFvq6uTcssXsRAAA4ARQSgEAgJ4pL0+SlFVTo3HBwbKkpJgcCD1CWprGBQerxTC0OS9Pqq42OxEAADhOlFIAAKBnys9XqdOpPU6nxkVHSwMGmJ0IPUFamuJ9fRXp7e2Zwrdtm9mJAADAcaKUAgAAPU9Li7Rzp9bX1spL0ujx4yWLxexU6Ani4mQJDta44GCtY10pAAB6NUopAADQ8+zaJbW2KqumRsMCAhQ4YoTZidBTWCxSaqoyQkJU2NSkkpwcqb7e7FQAAOA4UEoBAICeJy9PLsPQhpoajQ0OloYMMTsRepLhwzU2OFg2i0VrqqsZLQUAQC9FKQUAAHqevDxtqatTncul8Skpkp+f2YnQkwweLP/AQI0IDNQah0PautXsRAAA4DhQSgEAgJ6lqkqqqNBn5eWKtduVOmGC2YnQ03h5SampygwJ0cbaWjXl5UmNjWanAgAAx4hSCgAA9Cx5eWpwufRNVZVOj4iQJSXF7EToiUaMUGZIiFoMQ985HFJOjtmJAADAMaKUAgAAPUt+vr6uqlKrYei0hAQpNtbsROiJkpI0MDhYMXY7U/gAAOilKKUAAEDP0doqbd+uz8rLNS44WJEjRniutgb8kM0mS2qqJoSEaLXDIVduruR0mp0KAAAcA0opAADQcxQUqLCmRtn19To9MlIaOtTsROjJhg/XjPBwVbS0aFVFhZSba3YiAABwDCilAABAz5GXp88rKxVotWpSSIiUnGx2IvRkQ4cqJTRUIwID9e7evUzhAwCgl6GUAgAAPYaRm6uvKis1LSxM3gkJkr+/2ZHQk3l7SykpOi86Wtn19cpet05qaTE7FQAA6CBKKQAA0DM4HNq2c6dKm5t1cng4U/fQMcOHa2JIiOLsdr23Z4+Un292IgAA0EGUUgAAoGfIy9OXlZUK9/bWiMBASil0TEqKvGw2nRsdrZXV1dq7apXZiQAAQAdRSgEAgB7BlZurr6uqND0sTFZ/fykuzuxI6A3sdik5WTPCw2W1WLRyzRrJ5TI7FQAA6ABKKQAAYD6XS9+tXy9Ha6tn6l5ysuTF2xR00PDh8rNaNSYoSKvKy5nCBwBAL8G7PQAAYL7CQn29d69i7XYN9fdn6h6OTWqq5OWliaGh2lxXp9qsLLMTAQCADqCUAgAA5svLU3Z9vcYFB8tisXhGSgEd5ecnJSdrQkiI3JLWrloltbaanQoAABwFpRQAADBdU3a2djc1aYi/vxQbKwUGmh0Jvc3IkYrw8dFQf399yxQ+AAB6BUopAABgrtpabd+1S4bE1D0cv9RUyWrVpNBQrXM41LJxo9mJAADAUVBKAQAAc+XlaXtDg2wWixJ8fSmlcHz2/d2ZGBKiRrdbm1avZgofAAA9XJeXUk8//bSSkpLk6+urjIwMffXVVx263zfffCObzaaxY8d2bUAAAGCu/HzlNzRosJ+fvP39pfh4sxOhtxo5UoP9/BTp7a11FRVSXp7ZiQAAwBF0aSn11ltv6eabb9add96prKwsTZ8+XXPmzFFBQcER7+dwOHTppZfq9NNP78p4AADAbG63lJ+vvIYGJfv7S0OGSF4M5MZxGjZMFptNo4KCtKmuTtq82exEAADgCLr0Xd+jjz6qq666SldffbWGDx+uxx9/XAkJCXrmmWeOeL9rr71WF110kaZMmXLU53A6naqpqWm3AQCAXmLPHjkbGlTY2OgppZi6hxNht0spKRoZFKQdDQ2q37xZamkxOxUAADiMLiulmpubtXbtWs2aNavd/lmzZmn58uWHvd/LL7+s/Px83XXXXR16noULFyokJKRtS0hIOKHcAACgG+Xmaldjo9wSpRQ6x8iRSg8MlFvS1upqKTfX7EQAAOAwuqyUKi8vl8vlUnR0dLv90dHRKikpOeR9cnNz9Zvf/EZvvPGGbDZbh57njjvukMPhaNsKCwtPODsAAOgmeXnKa2iQVdKgQYOkoCCzE6G3GzZMsQEBCvf21qbaWqbwAQDQg3Ws+TkBFoul3deGYRy0T5JcLpcuuugi3XPPPRo2bFiHH99ut8tut59wTgAA0M3q6qTiYm1vaFCin598UlPNToS+wMdHltRUjczN9awrlZMjNTdLPj5mJwMAAD/QZSOlIiMjZbVaDxoVVVpaetDoKUmqra3VmjVr9Mtf/lI2m002m0333nuvNmzYIJvNps8//7yrogIAADPsm1aVv3+R85QUkwOhzxg5UulBQcqrr1ej08kUPgAAeqguK6V8fHyUkZGhJUuWtNu/ZMkSTZ069aDjg4ODtXHjRq1fv75tmz9/vlJTU7V+/XpNmjSpq6ICAAAz5OSo3uXSzoYGpYSESKwLic6SkqL0sDC5JWXX10ubNpmdCAAAHEKXTt9bsGCBLrnkEmVmZmrKlCl6/vnnVVBQoPnz50vyrAe1Z88evfbaa/Ly8lJ6enq7+0dFRcnX1/eg/QAAoJdrbZXy87XO4ZBLUub48ZJXl14UGP2Jt7fix4xRyObN2lxbq3G5uVJTk+Tra3YyAABwgC4tpebNm6eKigrde++9Ki4uVnp6uhYvXuxZyFRScXGxCgoKujICAADoiXbulFpatMrhUJKfnwaMH292IvQxllGjNDIwUBtrayWXS9q6VRo3zuxYAADgABbDMAyzQ3SmmpoahYSEyOFwKDg42Ow4AADgUBYvlmvVKl2yYYPOiorS/3v8ccnPz+xU6EtcLi2+9Va9kJ+vN8aOlf/QodKll5qdCgCAfqGj3Qzj5AEAQPcyDCk3V1vr6lTncmliaiqFFDqf1aqxmZlySdpcVyft2CHV1pqdCgAAHIBSCgAAdK+yMqm6WqscDoXZbBrKxUzQRWKnTVOkt7e+q6nx7GDBcwAAehRKKQAA0L1yciRJq6urlRkSIq/UVJMDoa+yDBqkMRERWr9/hBSlFAAAPQqlFAAA6F45Odrd1KQ9TqcmDBwoRUSYnQh9lcWiMaNHa1djo6paWqSiIqmiwuxUAABgH0opAADQfRoapN279XVlpfy8vDRu0iTJYjE7Ffqw0TNnSpK+2z9aauNGE9MAAIADUUoBAIDuk5cnw+3Wl5WVmhwaKvvIkWYnQh8XPmyYEgMDtWH/ulIbN3oW2wcAAKajlAIAAN0nJ0fbGxu1x+nUyVFR0qBBZidCX2exaMywYVpfUyOXYUiVlZ5pfAAAwHSUUgAAoHu4XFJenpZVVirYZtOYjAzJajU7FfqBk+fOVUVLiz4sLfXsYAofAAA9AqUUAADoHgUFcjc16avKSp0UFiYbV91DN0nNyNA5Q4bo9T17VNTU5LkKn9ttdiwAAPo9SikAANA9tm3Tlro6lbe06OTwcCklxexE6Ecu+clPFO7trSd37ZK7rk7ascPsSAAA9HuUUgAAoOsZhpSdrWWVlRrg46O0tDQpIMDsVOhHfMeO1Q1JSdpcV6flVVXShg1mRwIAoN+jlAIAAF2vpEQtVVX6pqpKJ4eFyWv4cLMTob8JCNCojAyNCgrSf0pLpa1bpaYms1MBANCvUUoBAICul52t9bW1qnW5PFP30tLMToT+aMwYnRsVpW319cqurpa2bDE7EQAA/RqlFAAA6Hr7pu4l+Ppq8KBBUni42YnQHw0bpsyYGMXY7fqgtJQpfAAAmIxSCgAAdK3KSjUVF+vb6mqdEh4uC1P3YBarVV6jR+v/oqL0TVWVyvLypMpKs1MBANBvUUoBAICutXWrVjkcanK7PVP3KKVgprFjdXpEhPysVn1aXs5oKQAATEQpBQAAulZ2tr6qrNSwgADFREdL0dFmJ0J/FhMjv9hYTQ4N1Tf7r8JnGGanAgCgX6KUAgAAXae2Vs6CAmXV1GhqaKiUmipZLGanQn9msUhjxmhqaKh2NzWpoKRE2rnT7FQAAPRLlFIAAKDrbNumDTU1ajYMTQwNZeoeeoZRozQ2JER+Xl5avn+0FAAA6HaUUgAAoOtkZ+vb6moNtNsVHx4uJSSYnQiQgoLkPWyYJoaGanl1tbRli9TcbHYqAAD6HUopAADQNZqa5N6+XascDs8oqdRUyYu3HughxozRlNBQ7WxsVFFtraeYAgAA3Yp3hgAAoGvk5iqntlaO1lZNCg2V0tLMTgR8LzVVGVFRsnt5eUZLrV9vdiIAAPodSikAANA1srO1yuFQkNWq1LAwacgQsxMB37PZZB8zRpkhIfqqslLatUuqqDA7FQAA/QqlFAAA6HwtLVJurlZVV2tCaKisw4ZJNpvZqYD2xo/XqeHh2tHYqO0NDdK6dWYnAgCgX6GUAgAAnS8nR7tra1XQ1KTJTN1DTxUbq4zUVIXZbFpaUeGZwudymZ0KAIB+g1IKAAB0vs2b9XVVlfy8vDQuIkIaNszsRMAhWTMzdWpEhP5XUaGWujopO9vsSAAA9BuUUgAAoHM5nVJOjr6pqtLE0FDZhw+XfHzMTgUc2qhROiMmRrUul751OJjCBwBAN6KUAgAAnSs7W7vr67WrsVHTwsKkkSPNTgQcnt2u+AkTlBYQoKXl5dL27VJVldmpAADoFyilAABA5zpg6t74AQOkoUPNTgQc2fjxOj0iQlk1NSpvbma0FAAA3YRSCgAAdJ7GRik/X99UVmpiaKh8Rozgqnvo+QYO1PTUVNksFn1eUSFlZbHgOQAA3YBSCgAAdJ6tW7W7oUG7mpo8U/fS081OBBydxSL/SZM0LSxMSysqZNTVSTk5ZqcCAKDPo5QCAACdZ9MmrXY45GOxaFxUlJSUZHYioGNGjdIZ0dEqdjq1pa6OKXwAAHQDSikAANA56uqknTu1zuFQelCQ7KNGSVar2amAjvHz08jJkxXj46PPKiqkvDyputrsVAAA9GmUUgAAoHNs2aLG1lZtrqtTRkgIU/fQ63hlZOj0yEh9XVWlBpdLWrPG7EgAAPRplFIAAKBzbNqkjbW1ajUMjY+JkRITzU4EHJuEBJ02bJha3W59VFbmmcLX0mJ2KgAA+ixKKQAAcOIcDqmwUGtrahTj46O4jAzJi7cZ6GUsFg045RSdOWCA/lVcLEdNjbRpk9mpAADos3i3CAAATtymTTIMQ2sdDo0PCZFl1CizEwHHZ9Qo/WzfAv1vFhdLq1ZJhmFyKAAA+iZKKQAAcGIMQ/ruO+1xOlXa3KyM2FgpPt7sVMDx8fFR8MSJ+klsrD4qK9PunTulwkKzUwEA0CdRSgEAgBNTUiKVlmp1dbVsFotGTZ8uWSxmpwKO34QJmhsVpSgfH/0hJ0fZ//2v2YkAAOiTKKUAAMCJ2bBBLsPQf8vKNDU0VL6ZmWYnAk5MWJh80tJ0f2qqIn18dMfHH+uzDz4wOxUAAH0OpRQAADh+Lpe0caO+qapSaXOzfjxmjBQRYXYq4MRNnKhIHx/dn5qqSSEhemPRIrMTAQDQ51BKAQCA45eXJ6O+Xu+UlGhsUJCGnHyy2YmAzjFkiBQZKZvFohkREaqoq1NZSYnZqQAA6FMopQAAwPHbsEHf1dZqe2OjfhQXJ6Wnm50I6BwWizRhgiQpNSBAkrRt6VIzEwEA0OdQSgEAgONTXy9t26Z39u5Vkp+fxk6cKPn6mp0K6Dxjxkg+Pgrz9laUj4+2rV7tudokAADoFJRSAADg+GzYoB11dcqqqdGPY2JkGT/e7ERA57LbpXHjJHlGS23bu1fascPkUAAA9B2UUgAA4NgZhrRund7Zu1dRPj46adAgzxo8QF8zebJksSgtMFD5DQ1q+eorsxMBANBnUEoBAIBjV1Cg0qIifVVZqXOjo2XNyPCswQP0NaGhUnq6UgMC1GIY2r55s1RcbHYqAAD6BEopAABw7LKy9H5pqQKsVs2MjJTGjjU7EdB1pk5Vkp+fvC0Wbaurk5YvNzsRAAB9AqUUAAA4No2N2rpypT4uK9OcAQPkm5oqhYSYnQroOjEx8k5JUbK/v7bV10ubN0tVVWanAgCg16OUAgAAx2TLBx/o7uxsDQsI0AUxMW0LQQN92rRpnsXO6+s9a6qtWGF2IgAAej1KKQAA0GFFe/bo7kWLNNTfX38YOlS+YWFSaqrZsYCuN3iwhickqLS5WSVOp5SVJdXXm50KAIBejVIKAAB02LL//EcWw9Dvhw6Vr9UqZWRIXrydQD9gsWjs3LmyWSz6trpaam2VVq0yOxUAAL0a7yIBAECHrVm9WuOCgz2FlJeXNH682ZGAbuM/dqzGRkRoRXW1Z8fq1VJzs6mZAADozbq8lHr66aeVlJQkX19fZWRk6Kuvvjrsse+8845mzpypAQMGKDg4WFOmTNEnn3zS1REBAEAHVBcUKLeiQhP2L2o+YoQUGGhuKKA7eXlpypQp2lpXp6qWFqmxUVqzxuxUAAD0Wl1aSr311lu6+eabdeeddyorK0vTp0/XnDlzVFBQcMjjly1bppkzZ2rx4sVau3atTj31VM2dO1dZWVldGRMAAHTA2nfflSFp/P5SasIEU/MAZph0/vmySJ4pfJL0zTeMlgIA4DhZDMMwuurBJ02apPHjx+uZZ55p2zd8+HCdd955WrhwYYceY+TIkZo3b57+8Ic/HPJ2p9Mpp9PZ9nVNTY0SEhLkcDgUHBx8Yi8AAAB4NDXpwV/8QmWNjXpk+HApJkb6+c8li8XsZEC3u/OGG2SrqtI9KSmeHaedJk2fbm4oAAB6kJqaGoWEhBy1m+mykVLNzc1au3atZs2a1W7/rFmztHz58g49htvtVm1trcLDww97zMKFCxUSEtK2JSQknFBuAABwsNY1a5RVVaXM/aOkpkyhkEK/NWXmTH1XW6uy/SOkli+XDviQFAAAdEyXlVLl5eVyuVyKjo5utz86OlolJSUdeow///nPqq+v14UXXnjYY+644w45HI62rbCw8IRyAwCAH3C7tWXJEjW43ZoQGioFBUkjR5qdCjDNlGnTZLPZdNXGjbr8u++0vLhYWrnS7FgAAPQ6Xb7QueUHn6IahnHQvkNZtGiR7r77br311luKioo67HF2u13BwcHtNgAA0Im2bNHK3bsV7u2tIX5+0sSJktVqdirANBEREXrmr3/V7enpivTx0Tt790orVngWPgcAAB3WZaVUZGSkrFbrQaOiSktLDxo99UNvvfWWrrrqKv3zn//UGWec0VURAQDA0RiGWr78Ul9WVuqU8HBZfHykjAyzUwGmi4yJ0UkXXKA5kZHKra+Xo66O0VIAAByjLiulfHx8lJGRoSVLlrTbv2TJEk2dOvWw91u0aJEuv/xy/eMf/9DZZ5/dVfEAAEBH5OZqVW6ual0unRERIY0fL/n5mZ0K6BnGjNH4xEQZktbV1HhKqYYGs1MBANBrdOn0vQULFujFF1/USy+9pK1bt+qWW25RQUGB5s+fL8mzHtSll17advyiRYt06aWX6s9//rMmT56skpISlZSUyOFwdGVMAABwKIYhffWVPisvV1pAgBICAqQjfLAE9DtWq8JmztRQf3+tdTik5mbPoucAAKBDurSUmjdvnh5//HHde++9Gjt2rJYtW6bFixdr0KBBkqTi4mIVFBS0Hf/cc8+ptbVV119/vWJjY9u2m266qStjAgCAQ9m5U+XbtyurpkZnREZKY8dKrN0ItDd6tDJiYrSupkYuw5C+/VaqqTE7FQAAvYLFMAzD7BCdqaamRiEhIXI4HCx6DgDAiXj1Vf1zxQr9q6REr44ZI/+bbpLCw81OBfQ42YsX6/Znn9WDqakaHhjoKXDPPdfsWAAAmKaj3UyXX30PAAD0Qjt2qCE/X4vLynRSWJj8x4yhkAIOI2XWLAV5e3um8EnS+vXSDy72AwAADkYpBQAA2jMM6fPPtaioSPUuly6Ki5NOPtnsVECPZbXZNH7MGH1RWanKlhbPziVLPOcSAAA4LEopAADQXm6udubm6oPSUs2LjdWAiROlyEizUwE92kXXXCO31arf5eSoqqVF2r5dyskxOxYAAD0apRQAAPieYcj4/HM9W1CgOF9fnRsTI51yitmpgB4vNjZWf/rDH9Tgcul3OTlqdLmkTz6RWlvNjgYAQI9FKQUAAL63YYO+2LJFW+rqdG1CgrwzM6XQULNTAb1C3MiRuu8nP9Fep1NvFhdLVVXSihVmxwIAoMeilAIAAB7Nzar75BO9vHu3poeFaUxEBGtJAcco/rzzdOGgQXp/714VNDZKX30l7V8AHQAAtEMpBQAAPJYv199zctTsduvK+Hhp2jQpKMjsVEDv4uurH11yiWLsdj1TUCCjuVn6+GOzUwEA0CNRSgEAAKmmRjuWLNHHZWX6WVycIiIipKlTzU4F9EremZn6+fjx2lxXp6+rqqTsbM8GAADaoZQCAADSxx/rzcJCRdntOicqSjr9dMnb2+xUQO9ksWjcFVcoMyRE/ygqksswpI8+kpxOs5MBANCjUEoBANDf5eRo57p1WlFdrQtjYmSLj5dGjzY7FdC7xcTo4jlztMfp1OcVFVJNjfT552anAgCgR6GUAgCgP2tpkT76SP8sLlaUj49mRERIZ58tWSxmJwN6veQLLtDUAQP0ZnGxWtxuadUqadcus2MBANBjUEoBANCPGZ9/rpw9e/RNVZUuiImRbfJkKTbW7FhA3+Djo4uvukoVzc36qKzMs+8//5Gam83NBQBAD2EzOwAAAOh+hmHorw8+qK9WrlSj261oHx+dPniwdOqpZkcD+pSEqVM1Ky1Nr23bpnHBwUqQpM8+k846y+xoAACYjpFSAAD0Q1998YU+Xb5cZ0dF6ffJyXp0+HB5z50r2e1mRwP6nCvvvFNRfn56eMcONbvd0urVUm6u2bEAADAdpRQAAP1MXV2dXnjuOU0NDdWlAwdqQmiogjIypNRUs6MBfZJvSIhuu/567Wlq0guFhTIMwzONr67O7GgAAJiKUgoAgH7m1ccfV4vTqWsSEjw7goKkM880NxTQxyVNn65rTzlFn5SX6/GdO9VSW+sppgzD7GgAAJiGNaUAAOhH8tat0yerVunahARF+Ph4dp57ruTra24woB+YdeON8q2u1uMbNqiypUW3ud0K/uor6eSTzY4GAIApGCkFAEA/YTQ365WnnlKCr6/OHDDAs/Okk6TkZHODAf2FzaaTb7hB96alaXtDg27cskUb339f2r7d7GQAAJiCUgoAgP7AMLTu2Wf1XXm5Lh04UFaLRUpM5Gp7QHcbMEDpF12kJ0aM0EC7Xb/LydHaF16QHA6zkwEA0O0opQAA6Adcy5bp1W++0YjAQE0MCZH8/aXzz5e8eCsAdLsxYxQxZYruHTZMaQEB+teuXdKiRVJzs9nJAADoVrwTBQCgr9u4UR/985/a2dioywcOlMVqlebNk4KDzU4G9F9nninrwIE6NzpaW+rqlL9jh/Tuuyx8DgDoVyilAADoy3Jzlf/GG3pp926dPWCA0gIDpXPO8UzdA2Aem02aN0+T4uM1wMdHH5aWStnZ0qefmp0MAIBuQykFAEAf5HQ6VbZuncpef10P5udrkJ+froyPl6ZOlcaNMzseAEkKDpb1oot0VnS0vqysVHVLi7RypbR8udnJAADoFpRSAAD0MfX19br+2mt11d1366r16+VoadFtSUnyzsiQzjjD7HgADhQXp1lXXCEvyTNaSpKWLJHWrzczFQAA3cJmdgAAANC5Xn7sMdVWV+u3ycmSpERfX8WNHeuZtmexmBsOwEGCMjM1d8oUvb18ucaHhGhEYKD0/vuS1SqNGmV2PAAAugwjpQAA6CsMQxsWLdKnq1bpivh4TQ4N1eTQUMWNGyddcAFX2gN6sItvvVWpcXF6aPt2VbW0eBY8f/ddafNms6MBANBleHcKAEBf0Nqqxnff1VNvv61RgYGaFRnp2T9qlKeQslrNzQfgiGw2m27/05/kttn0623btDA/Xy8VFqrurbekrCyz4wEA0CUopQAA6O0qK6W//U1/X7xYVS0t+uXgwfKyWKRJk6TzzmOEFNBLhEdE6A/33ae0xEQ1ud1aUl6uX2dnq/Rf/5JWrDA7HgAAnY41pQAA6K0MQ1q3Tvr0U22prNSHpaW6Mj5esb6+0plnShMnmp0QwDEampKiBY88In30kXZ/9ZXuyc3V7du26XetrRpaXS3Nnk3RDADoMyilAADojcrLpcWLpR071Ox268mdO5UaEKBzkpKk88+XhgwxOyGA42WxSHPmKN7XVw9ZrbovL0+/3rZN1zc16bSqKs85brebnRIAgBNGKQUAQG/S0CAtWyatXi253cquq9Nfd+1SaXOzfjt9uqxXXCEFBZmdEsCJslik005TmL+/Fn70kZ4pKNDjO3eqorlZP6mokC68UIqONjslAAAnhFIKAIDeoL5eWrFCWz77TP/cvVsVzc2SxaKCxkYlBwTo4SuuUML//R/TeoC+ZvJk+YSF6cZ//1vBNpveLC7WqRERinzxRemss6SxYz0FFgAAvZDFMAzD7BCdqaamRiEhIXI4HAoODjY7DgCgE+zYsUMWi0WDBw8+7DFbtmxRYWGhTjvtNHl7ex/zczidTtlsNll70lXqDEPavVtas0Y169fr8e3btcbhUJKfn9KDguQ2DCUmJGjW9dfLOmCA2WkBdKWSEjW88Yau+fprTQ0L0/WDBnn2p6VJc+dK/v7m5gMA4AAd7WYYKQUA6JFaW1v11VdfafHixdq2bZu8vb11x29+o8yxYz1lzQFWZ2XpgYceUktLi9566y2dffbZcrvdamxs1IwZM5SYmHjQ49fX16usrExFRUVavny5Vq5cqdGjR+t3v/udvMwcbWQYUnGxlJ0tbdokVVWpsqVFv8/JUU1rq25PStLUsDB5RUZKs2ZJKSmMkgD6g5gY+V93nS5wOPTq+vX6UXS04nx9Pf9WFBZ6Lm4wciT/HgAAehVGSgEAzOVySVVVUkWFVF2txspKfbpunf6zcaPKGxo0Jjxcc6Kj9UVJidZWV+umwYM1NTRU3l5eqmtt1ddVVXquoEATQkP1s8RE/bu4WMvLy+Vv83zu0uhy6fz0dM0ePVoBoaHKdzj0zqpVWrNtW1uExIQEjRkzRh/+97/6f//v/+knP/mJPvroI/3rX//SzJkzde6558q/q0YhtLZKRUWeEVG7d3t+uayrkyRVt7RoS12dXt2zR81ut/44bJjiBw6UTj5ZSk9nqh7QDzmbmjT/yisV5nYr1NtbjS6Xrh80SPG+vtLQoZ6ympGTAACTdbSboZQCAHSfujppzx61FBbqlY8/Vrqfn6Z4e0uGoQaXS+/u3avFpaVqcLl0cni4fhQTo8F+fpKkVsPQozt26OuqKtksFkV4e6u0uVmGpFPDw3XD4MGy7RshYBiGLBaLmt1u/aukRG+XlKj1gB93ib6+OicqSoP9/DTAx0fh3t6y2Gz6e0mJ/l1QoEkDB2rFnj0aM3CgtpSUyNfHR7EREZ4SyMtLslg0ZNAgzb/qKnnZ7XK63br/gQdktdmUmpqqyZMmaVBioqdwa2yUmpo8W2OjVF2twvx8lZWUaJSPj1zl5XqvuFgflpXJbRjy8fKS2zDUYhiqd7kkSYP9/PTb005TzKmnMjIKgJYtW6ZFr7+uWLdbux0O+Xh56ZG0NPlarZ5/H8aNk2bM4KIHAADTUEpRSgGAuQzDMwJq+3Zpxw7PCKDaWrn3lUvLqqpkkXRtYqJS/P318Pbtqmpt1azISJ0XHa0BPj4HPaTbMJRdX6+dDQ0qdjo1yM9Po4OCFHWUS6PvdTpV2NSkepdLITabxgQFyXKIYsdlGPp9To6y6+t1bUKCZg8YoPLmZv23tFS1+woiSWpxu/VFZaWujo/X/0VH6+Xdu/VhaanSg4KUU1+vRpdLswcM0MVxcQq2tZ8p/3VVlR7bsUMthiE/Ly/ZvbxU53JpdmSkIn181Ox2y8tikbfFoojISI2cOlWRU6ZIoaHH9b8BQB/W2qrC//xHv3r9dU0KDdWCwYO//7fN21uaOlWaMkU6yr+RAAB0NkopSikA6H7NzVJ+vpST4ymiHA5JnpFLlS0tqm5t1SdlZfqkvFy3JSVpa329PigtlVXSEH9/3TZkiGICAqTAwO83X1/Jx+f7zWbzjAQ4sFRyuaSWloO35mbP6KTGRqmhwfPfo/zYa3K5VNXaqtij/BL3XEGBlpSX64bBg/XYjh26ZOBAnR8To1bD0H9LS7WoqEithqGRQUEaHRQku5eX9jqd+k9pqU4JD9d50dFa7XCouqVF50VHK8Zul4KDpfh4KTFRGjZMCgs70f8jAPqBZR9+qEeef17nDBigy+LjZT9waq/dLo0fL02aJIWEmBcSANCvUEpRSgFA96iv95RQ2dmeUVGtrW03uQ1DqxwO/bO4WHkNDZIki6RfJCbqzOHDZURF6cPCQtVIuvD88+UdFeUpobpqepphSE7n9wVVQ8OR/7x/c7sPeqgml0s3btmikuZmDfX318NpabIekLu6pUVfVFZqncOh7Pp6GYYhm8WiudHRumjQIFkiIjylU1iYNHCgp4zi5xaA4/TBBx/olZdfVpTdrrPDwyVJITabpoaFef5t8vLyLIQ+ebIUG8s0YABAl6KUopQCgK7T3OwpoTZu9IyMOuBHicswlF1Xp5XV1VpRXa3S5malBwfr7DFjFJ2crIihQxWWmtp7ppMYhuf17i+onM62kVib8/L0xHvv6Tfnnaek/aOa9v/yZ7FIVqunZDtwCw6W/Pz4hRBAp9u9e7eeeOIJ5eTkyCap2e3WIF9fXZ2QoDEHvi+OipLGjpVGj5YCAsyKCwDowyilKKUAoHMZhmck1Pr1nkLqgBFRkpRbX69Pysv1bXW1HK2tCvf11cThwzVj5kyNmDaNEgYAupPLpdxPPtELb72l7KoqLRw2TCN/uPC5l5fn4gkjR3qmDPeWDwsAAD0epRSlFAB0jtpaKStL7nXrVFhSotz6eg0LCFCin58Mw9Aah0P/KilRdn29ogIDNT0zU5NmzdKwESPkdeC6JgCAbme43frl/PmKt9l0R3T04Q+0WqUhQ6S0NCk1lRFUAIAT0tFuxnbYWwAA/Zfb7ZmWt3atlJOj1VVVemLXLjkOGB2VGRKiOrdb2bW1GjFkiH47b54mTJwoq9VqYnAAwIEsXl46+7zz9Pzzz6vs5ps1YPduacMGqaZGklTT2qqCxkaVNTdrgtOpwNxc6YMPPOtOJSd7toQET2kFAEAnY6QUAOB7DoeUleXZ9v3C8lFZmZ4rKFBmSIjmRkUpOTBQ39rt+qCgQD5BQfrZRRdp7Nix31+GHADQozQ2NuqKK67QnDlzdNlll0lutzZ/9pn++c47yioqajsuwGrVBTExOicqqv0V/Ly9paQkT0GVlCRFRjIlGwBwRIyUAgB0jNst5eZ6RkXl5UmGocLGRq1yOLTW4dCmujrNjYrSlaNGyZqRIY0dq9MDA3W62bkBAB3i5+en008/XZ9++qnS09P1zjvvaOPGjRo0aJBuvP56DfPzk//u3fr3l1/q73v26MvKSt2RnKzY/WtMtbR4rrKak+P5OiBAGjTIsw0eLA0YQEkFADgujJQCgH7G6XTKZrPJWlsrrVunxjVr9L+CAjW73XK63VpZXa28hgb5enlpVFCQTh41SqdccIHn03F+6QCAXqmoqEjz58+XJA0ZMkTz5s3TpEmT2q/953Jp58qVWvjss6qpr9f50dEKtFoV5u2tzJAQWQ/3M8DPr31JFR3NzwsA6OdY6JxSCgAO4qyr0y033SSr06nfJSYq0GbTPbm5yqmvl93LSxZJ6UFBOm3wYE2YOVPeGRksdgsAfcTSpUsVHByszMzMI065rq+v11NPPaXVq1apuaVFkhTr66sLo6OVFhioCG9v+R5pjSlf3+9LqkGDpJgYz5X+AAD9BqUUpRQAeBiGVFwsZWXp9f/+V+/u2aNwb2853W6Fe3urtLlZ96SkaFhwsDRihDR+vOeXCD7lBoB+zzAMbd++XW+++aa+/fbbtv2nR0frlwMHymqxqMTp1NKKCnlJ8rdadVpEhIJsnlVCGlwu1VutGjB0qJSY6NkGDpRsrCICAH0ZpRSlFID+zuGQNm+WvvtO2rtXOxoatGDrVs2LjdVZUVFamJ+vwqYm3TNxopJnzJDGjPFMwQAA4BDKyspUUlKivLw8vfrqq5oyfrxOGjRIT73/vmQYslssqmlt1QAfH/1+6FDVtbbqkR07VNnSoh9FR+vHMTHKqqnRiupq/d+oUUodO9ZTUiUkeEZXAQD6DEopSikA/YTb7dayZctUVVWl1oYGuYqL5dq7V60Oh1yG0bZ9V1sri6THhw+Xt6+v3CNGqHnkSPkmJzMqCgBwTFauXKmHHnpIra2tmjx5sm684QYFNjerJCtLf3z1VZXX1anZ5VJKQIBGBwXpnb175TYMuSUF22xyGYbuGzZMyf7+ajUMNUVGKjA52VNSDRokBQaa/RIBACeAUopSCkA/0Ox06tGFC7V83Tr522yyGoZsFous+7YD/+zr5aVrJk7U0FNP9UzT8/ExOz4AoBfbtGmTSkpKdPrpp7dbo6q+vl7PPPOMooOD9bPx42Xbs0d7tmzRqoICZYSEKNLHR7/LyVFpc7MmhoTo2+pq1bpcivT21hB/f40PCdH4hARVhIZqS1OTnH5+Co6J0eDBgzV69GgTXzEAoKMopSilAPRVDoeacnK0be1aLfrmG+XV1OjWIUM0OTT00MeHhEijRkljx0oREd2ZFACA79XWSgUF0q5dqs3L0++/+UYNbrdOCgvTID8/7WxsVE5dnTbX1cm97y5+Xl4KtNnkaG1Vs9utiUlJ+vm8eYpKT5eCghjpCwA9FKUUpRSAXuyLL77QSy+9pNaWFskwZNm3ye2WxTBU19oqt6Rwb2/9ZsgQpf1wmkNgoGc0VHq6FB/Pm3YAQM/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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Plot the original and denoised profiles\n", "# Create a grid for plotting\n", @@ -371,6 +423,8 @@ "# Plot the original profile\n", "pltextent = np.array([np.min(x), np.max(x), np.min(x), np.max(x)]) * 1e6 # in microns\n", "prof1 = np.abs(laser_profile_raw.evaluate(X, Y, 0)) ** 2\n", + "maxInten = np.max(prof1)\n", + "prof1 /= maxInten\n", "divider0 = make_axes_locatable(ax[0])\n", "ax0_cb = divider0.append_axes(\"right\", size=\"5%\", pad=0.05)\n", "pl0 = ax[0].imshow(prof1, cmap=\"magma\", extent=pltextent, vmin=0, vmax=np.max(prof1))\n", @@ -382,6 +436,7 @@ "\n", "# Plot the reconstructed profile\n", "prof2 = np.abs(laser_profile_cleaned.evaluate(X, Y, 0)) ** 2\n", + "prof2 /= maxInten\n", "divider1 = make_axes_locatable(ax[1])\n", "ax1_cb = divider1.append_axes(\"right\", size=\"5%\", pad=0.05)\n", "pl1 = ax[1].imshow(prof2, cmap=\"magma\", extent=pltextent, vmin=0, vmax=np.max(prof1))\n", @@ -402,6 +457,20 @@ "ax[2].set_ylabel(\"y ($ \\\\mu m $)\")\n", "ax[2].set_title(\"Error\")\n", "\n", + "plt.show()\n", + "\n", + "fig2, ax2 = plt.subplots(2, 1, figsize=(12, 8), tight_layout=True)\n", + "ax2[0].plot(x*1e6, prof2[int(len(x)/2),:],label='Reconstructed Profile',color=(1,0.5,0.5),lw=2.5)\n", + "ax2[0].plot(x*1e6, prof1[int(len(x)/2),:],label='Original Profile',color=(0.3,0.3,0.3),lw=1.0)\n", + "ax2[0].legend()\n", + "ax2[0].set_xlim(pltextent[0],pltextent[1])\n", + "\n", + "ax2[1].plot(x*1e6, prof2[int(len(x)/2),:],label='Reconstructed Profile',color=(1,0.5,0.5),lw=2.5)\n", + "ax2[1].plot(x*1e6, prof1[int(len(x)/2),:],label='Original Profile',color=(0.3,0.3,0.3),lw=1.0)\n", + "ax2[1].legend()\n", + "ax2[1].set_xlim(pltextent[0],pltextent[1])\n", + "ax2[1].set_yscale('log')\n", + "\n", "plt.show()" ] }, @@ -472,7 +541,7 @@ ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "base", "language": "python", "name": "python3" }, @@ -486,7 +555,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.0" + "version": "3.12.7" } }, "nbformat": 4, diff --git a/examples/example_modal_decomposition_data.py b/examples/example_modal_decomposition_data.py index 936976ae..113783e5 100644 --- a/examples/example_modal_decomposition_data.py +++ b/examples/example_modal_decomposition_data.py @@ -12,6 +12,7 @@ TransverseProfileFromData, ) from lasy.utils.mode_decomposition import hermite_gauss_decomposition +from scipy.constants import epsilon_0,c # Define the transverse profile of the laser pulse img_url = "https://user-images.githubusercontent.com/27694869/228038930-d6ab03b1-a726-4b41-a378-5f4a83dc3778.png" @@ -67,44 +68,66 @@ ) # Plotting the results +# Plot the original and denoised profiles +# Create a grid for plotting x = np.linspace(-5 * waist, 5 * waist, 500) X, Y = np.meshgrid(x, x) +# Determine the figure parameters fig, ax = plt.subplots(1, 3, figsize=(12, 4), tight_layout=True) +fig.suptitle( + "Hermite-Gauss Reconstruction using m_max = %i, n_max = %i" % (m_max, n_max) +) -pltextent = (np.min(x) * 1e6, np.max(x) * 1e6, np.min(x) * 1e6, np.max(x) * 1e6) +# Plot the original profile +pltextent = np.array([np.min(x), np.max(x), np.min(x), np.max(x)]) * 1e6 # in microns prof1 = np.abs(profile.evaluate(X, Y, 0)) ** 2 +maxInten = np.max(prof1) +prof1 /= maxInten divider0 = make_axes_locatable(ax[0]) ax0_cb = divider0.append_axes("right", size="5%", pad=0.05) pl0 = ax[0].imshow(prof1, cmap="magma", extent=pltextent, vmin=0, vmax=np.max(prof1)) cbar0 = fig.colorbar(pl0, cax=ax0_cb) cbar0.set_label("Intensity (norm.)") -ax[0].set_xlabel("x (micron)") -ax[0].set_ylabel("y (micron)") +ax[0].set_xlabel("x ($ \\mu m $)") +ax[0].set_ylabel("y ($ \\mu m $)") ax[0].set_title("Original Profile") +# Plot the reconstructed profile prof2 = np.abs(reconstructedProfile.evaluate(X, Y, 0)) ** 2 +prof2 /= maxInten divider1 = make_axes_locatable(ax[1]) ax1_cb = divider1.append_axes("right", size="5%", pad=0.05) pl1 = ax[1].imshow(prof2, cmap="magma", extent=pltextent, vmin=0, vmax=np.max(prof1)) cbar1 = fig.colorbar(pl1, cax=ax1_cb) cbar1.set_label("Intensity (norm.)") -ax[1].set_xlabel("x (micron)") -ax[1].set_ylabel("y (micron)") +ax[1].set_xlabel("x ($ \\mu m $)") +ax[1].set_ylabel("y ($ \\mu m $)") ax[1].set_title("Reconstructed Profile") - -prof3 = (prof1 - prof2) / np.max(prof1) +# Plot the error +prof3 = (prof1 - prof2) / np.max(prof1) # Normalized error divider2 = make_axes_locatable(ax[2]) ax2_cb = divider2.append_axes("right", size="5%", pad=0.05) -pl2 = ax[2].imshow(100 * np.abs(prof3), cmap="magma", extent=pltextent, vmin=0, vmax=2) +pl2 = ax[2].imshow(100 * np.abs(prof3), cmap="magma", extent=pltextent) cbar2 = fig.colorbar(pl2, cax=ax2_cb) -cbar2.set_label("|Error| (%)") -ax[2].set_xlabel("x (micron)") -ax[2].set_ylabel("y (micron)") +cbar2.set_label("|Intensity Error| (%)") +ax[2].set_xlabel("x ($ \\mu m $)") +ax[2].set_ylabel("y ($ \\mu m $)") ax[2].set_title("Error") -fig.suptitle( - "Hermite-Gauss Reconstruction using m_max = %i, n_max = %i" % (m_max, n_max) -) plt.show() + +fig2, ax2 = plt.subplots(2, 1, figsize=(12, 8), tight_layout=True) +ax2[0].plot(x*1e6, prof2[int(len(x)/2),:],label='Reconstructed Profile',color=(1,0.5,0.5),lw=2.5) +ax2[0].plot(x*1e6, prof1[int(len(x)/2),:],label='Original Profile',color=(0.3,0.3,0.3),lw=1.0) +ax2[0].legend() +ax2[0].set_xlim(pltextent[0],pltextent[1]) + +ax2[1].plot(x*1e6, prof2[int(len(x)/2),:],label='Reconstructed Profile',color=(1,0.5,0.5),lw=2.5) +ax2[1].plot(x*1e6, prof1[int(len(x)/2),:],label='Original Profile',color=(0.3,0.3,0.3),lw=1.0) +ax2[1].legend() +ax2[1].set_xlim(pltextent[0],pltextent[1]) +ax2[1].set_yscale('log') + +plt.show() \ No newline at end of file