{ "cells": [ { "cell_type": "markdown", "id": "64271e97", "metadata": {}, "source": [ "# Compress phase space via regrid/merge operations\n", "\n", "A simple mechanism to reduce the size of phase space data is to merge identical particles while adding their weights. In practice, this doesn't tend to be that useful, because even in a large data set, there are quite few truly identical particles. What there **are** however, are many particles which are close together.\n", "\n", "This tutorial demonstrates how to explot this fact by first regridding phase space data (which in effect 'nudges' particles which are close together in 7-D space into the same bin) followed by merging the phase space. This algorithm is based on work originally developed by Leo Esnault for the [p2sat](https://github.com/lesnat/p2sat) code." ] }, { "cell_type": "code", "execution_count": 1, "id": "417ba109", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:43.879878Z", "iopub.status.busy": "2023-04-13T05:32:43.879304Z", "iopub.status.idle": "2023-04-13T05:32:45.131327Z", "shell.execute_reply": "2023-04-13T05:32:45.130489Z" } }, "outputs": [], "source": [ "from pathlib import Path\n", "import sys\n", "sys.path.append('../') # not necessary when the library is installed\n", "from ParticlePhaseSpace import DataLoaders\n", "from ParticlePhaseSpace import PhaseSpace\n", "import numpy as np\n", "from matplotlib import pyplot as plt\n", "\n", "test_data_loc = Path(r'../tests/test_data/coll_PhaseSpace_xAng_0.00_yAng_0.00_angular_error_0.0.phsp').absolute()\n", "ps_data = DataLoaders.Load_TopasData(test_data_loc)\n", "PS = PhaseSpace(ps_data)" ] }, { "cell_type": "markdown", "id": "338b770a", "metadata": {}, "source": [ "For this data set, the vast majority of the data is close to x=0, y=0, so I'm going to discard some of the scattered particles outside this range. (We will come back to this discarded data later)." ] }, { "cell_type": "code", "execution_count": 2, "id": "68664df6", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:45.135449Z", "iopub.status.busy": "2023-04-13T05:32:45.134915Z", "iopub.status.idle": "2023-04-13T05:32:45.199960Z", "shell.execute_reply": "2023-04-13T05:32:45.198880Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data where boolean_index=True accounts for 89.6 % of the original data\n" ] } ], "source": [ "keep_ind = np.logical_and(np.abs(PS.ps_data['x [mm]']) < 5, np.abs(PS.ps_data['y [mm]']) < 5)\n", "keep_ind2 = np.logical_and(np.abs(PS.ps_data['px [MeV/c]']) < 1, np.abs(PS.ps_data['py [MeV/c]']) < 1)\n", "keep_ind3 = np.logical_and(keep_ind2, keep_ind)\n", "PS, PS_discard = PS.filter_by_boolean_index(keep_ind3, split=True)" ] }, { "cell_type": "markdown", "id": "c2bab447", "metadata": {}, "source": [ "Ok, so this operation removed about 10% of the input data.\n", "First, let's try merging any identical particles:" ] }, { "cell_type": "code", "execution_count": 3, "id": "0f9e9e14", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:45.203701Z", "iopub.status.busy": "2023-04-13T05:32:45.203438Z", "iopub.status.idle": "2023-04-13T05:32:46.069928Z", "shell.execute_reply": "2023-04-13T05:32:46.068798Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "merge operation removed 0 of 279094 particles ( 0.0 % removed)\n", "merge operation took 0.9 s\n" ] } ], "source": [ "PS.merge(in_place=True)" ] }, { "cell_type": "markdown", "id": "cc89e4e3", "metadata": {}, "source": [ "We can see that without regridding, there are not identical particles in the data and hence no particles can be merged.\n", "\n", "Let's try the same thing after performing a re-grid operation:" ] }, { "cell_type": "code", "execution_count": 4, "id": "86556438", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:46.074028Z", "iopub.status.busy": "2023-04-13T05:32:46.073751Z", "iopub.status.idle": "2023-04-13T05:32:54.086992Z", "shell.execute_reply": "2023-04-13T05:32:54.086010Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "not regriding z as it is already single valued\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "not regriding time as it is already single valued\n", "regrid operation took 8.0 s\n" ] } ], "source": [ "new_PS = PS.transform.regrid(n_bins=100)" ] }, { "cell_type": "code", "execution_count": 5, "id": "df7c2811", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:54.090731Z", "iopub.status.busy": "2023-04-13T05:32:54.090442Z", "iopub.status.idle": "2023-04-13T05:32:54.239944Z", "shell.execute_reply": "2023-04-13T05:32:54.238889Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "merge operation removed 157174 of 279094 particles ( 56.3 % removed)\n", "merge operation took 0.1 s\n" ] } ], "source": [ "new_PS.merge(in_place=True)" ] }, { "cell_type": "markdown", "id": "a2c5aa43", "metadata": {}, "source": [ "What we have done here is regridded the default quantitiues ['x', 'y', 'z', 'px', 'py', 'pz', 'time'] into 100 bins. The values for each bin are calculated based on the range of the input data. The resultant phase space is roughly 33% the size of the original data. Now, we can add back in the data we extracted previously:" ] }, { "cell_type": "code", "execution_count": 6, "id": "992ea017", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:54.243746Z", "iopub.status.busy": "2023-04-13T05:32:54.243437Z", "iopub.status.idle": "2023-04-13T05:32:54.300062Z", "shell.execute_reply": "2023-04-13T05:32:54.299208Z" } }, "outputs": [], "source": [ "new_PS = new_PS + PS_discard\n", "PS = PS + PS_discard" ] }, { "cell_type": "markdown", "id": "f8bebe75", "metadata": {}, "source": [ "The obvious question is: how have these operations effected the data set, so let's check:\n", "\n", "## Particle Positions" ] }, { "cell_type": "code", "execution_count": 7, "id": "8629285e", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:54.303782Z", "iopub.status.busy": "2023-04-13T05:32:54.303511Z", "iopub.status.idle": "2023-04-13T05:32:55.986174Z", "shell.execute_reply": "2023-04-13T05:32:55.985274Z" } }, "outputs": [ { "data": { 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PS.plot.particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])\n", "new_PS.plot.particle_positions_hist_2D(xlim=[-5,5], ylim=[-5,5])" ] }, { "cell_type": "code", "execution_count": 8, "id": "21853935", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:55.989826Z", "iopub.status.busy": "2023-04-13T05:32:55.989569Z", "iopub.status.idle": "2023-04-13T05:32:59.860458Z", "shell.execute_reply": "2023-04-13T05:32:59.859574Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PS.plot.position_hist_1D()\n", "new_PS.plot.position_hist_1D()" ] }, { "cell_type": "markdown", "id": "a002a87a", "metadata": {}, "source": [ "## Energy" ] }, { "cell_type": "code", "execution_count": 9, "id": "28556d7b", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:32:59.864099Z", "iopub.status.busy": "2023-04-13T05:32:59.863807Z", "iopub.status.idle": "2023-04-13T05:33:01.306388Z", "shell.execute_reply": "2023-04-13T05:33:01.305304Z" } }, "outputs": [ { "data": { "image/png": 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X1s6dO/XKK69o7ty5WrJkiSQpMjJS33//vTZs2KDt27fLbDarV69eysrKkiQ98cQTyszMVFJSkvbv3685c+bIw8MjzzE6duyo+fPny8vLS2fOnNGZM2f09NNPW9a/9NJLuvPOO7Vnzx5NnTpVu3bt0iOPPKJ///vf2r9/v2JjYzV16lQtX77car8vv/yy2rZtqz179mj06NEaNWqUDh48KEl69dVXtWHDBq1du1YHDx7Ue++9p8DAwJK5iH/DUCwAAHAYPz8/zZs3TyaTSY0bN9b+/fs1b948hYWFacOGDUpOTlbHjh0lSe+99578/Py0fv16Pfzwwzp58qQefPBBtWjRQpJUv359m8dwcXGRt7e3TCaTzeHZbt26acKECZbvjz76qO69915NnTpVktSoUSMdOHBAL774oiIjIy3tevXqpdGjrw8/T5w4UfPmzdO2bdvUuHFjnTx5UsHBwerUqZNMJpMCAgKK5XrdCj12AADAYTp06CCTyWT5fs899yglJUUHDhxQ5cqVdffdd1vW1ahRQ40bN9ZPP/0kSRozZoyee+45hYSEKCYmRj/88INdNbRt29bq+08//aSQkBCrZSEhIUpJSVF2drZlWcuWLS1/zg2NZ8+elXS9t3Hv3r1q3LixxowZo/j4eLtqKyyCHQAAKJeGDRumo0ePatCgQdq/f7/atm2rBQsWFHo/7u7udh3f2dnZ6rvJZFJOTo4kqU2bNjp27Jhmzpypy5cv65FHHtFDDz1k13EKg2AHAAAc5ttvv7X6vmPHDgUHB6tZs2a6du2a1fo//vhDBw8eVLNmzSzL/Pz89Pjjj+vDDz/UhAkTtHjxYpvHcXFxseptu5mmTZsqOTnZallycrIaNWqkSpUqFfTU5OXlpX79+mnx4sVas2aN1q1bpz///LPA29uDe+wAAIDDnDx5UuPHj9fIkSO1e/duLViwQC+//LKCg4PVp08fDR8+XG+++aY8PT01adIk1a1bV3369JEkjR07Vvfdd58aNWqkv/76S9u2bVPTpk1tHicwMFAXL17Ul19+qTvvvFNVq1ZV1apVbbadMGGC2rVrp5kzZ6pfv37avn27Fi5cqNdfL/j0MXPnzpWvr69at24tJycnffDBB6pdu3aJz6VHjx0AAHCYwYMH6/Lly2rfvr2eeOIJPfXUU5YpR5YtW6a77rpL//jHP3TPPffIbDZr48aNliHQ7OxsPfHEE2ratKl69uypRo0a5Ru+OnbsqMcff1z9+vVTrVq19MILL+RbU5s2bbR27VqtXr1azZs317Rp0zRjxgyrByduxdPTUy+88ILatm2rdu3a6fjx49q4caOcnEo2epnMuZPFlBG//vqrPvjgA23cuFE///yzUlNTVb16dYWEhOg///mP1U2UudLT0xUbG6t169YpNTVVvr6+evjhhxUTE2PzseecnBy99tpreuutt3T48GF5eHioe/fumjVrVr5P1OQnPT1d3t7eSktLk5eXl93nXVzmbT5k13bjejQq5koAAKXhypUrOnbsmIKCglSlShVHl1MoYWFhatWqlebPn+/oUhzuZj/HwmSNMtdjt2DBAo0bN05Hjx5VeHi4JkyYoE6dOunjjz9Wx44dtWbNGqv2GRkZCg0N1bx589SkSRONGzdOjRs31ksvvaRu3brpypUreY4xcuRIjRkzRmazWWPGjFHPnj314Ycfql27dlYTHwIAAJQnZe4eu/bt2yshIUGhoaFWy7/66ivde++9GjVqlPr27StXV1dJ0gsvvKC9e/dq4sSJmj17tqX9pEmTNGfOHM2bN0+TJ0+2LN+2bZuWLFmiLl26aPPmzZbXhgwYMEC9evVSdHS0Nm3aVApnCgAAULzK3FDszURERCg+Pl7fffed2rZtK7PZrHr16ik9PV2pqalWjytnZGSodu3auu2223TkyBHL8gEDBuj9999XYmKiunTpYrX/rl27KiEhQSdOnJC/v3+BamIoFgDgSOV5KBb/x7BDsTeTe7Nk5crXOxpTUlJ0+vRphYSE5JmDxt3dXSEhITp69KhOnTplWZ6QkGBZd6OIiAhJUmJiYkmdAgAAQIkpN8Hu5MmT2rJli3x9fS2vDsm9Hy44ONjmNrnLc9tlZGTozJkzCgoKsjkPzY3tAQAAypMyd4+dLVlZWRo0aJAyMzM1Z84cSyhLS0uTJHl7e9vcLre7MrddYdvbkpmZqczMTMv39PT0wpwKAAAlohzdWQUbiuvnV+Z77HJychQZGamkpCQNHz5cgwYNcmg9cXFx8vb2tnz8/PwcWg8AoGLLvU3p0qVLDq4ERZH787vxNWWFVaZ77HJycjR06FCtWrVKAwcO1KJFi6zW5/a85dfDltubltuusO1tmTx5ssaPH2+1DeEOAOAolSpVko+Pj+Xl81WrVpXJZHJwVSgos9msS5cu6ezZs/Lx8SnUK8tsKbPBLicnR1FRUXrnnXfUv39/LV++PM9szbe6J+7Ge/Dc3d3l6+urY8eOKTs7O8/Fu9U9e5Lk6upqmWoFAICyoHbt2pJkCXcof3x8fCw/x6Iok8Hu76GuX79+evfdd/N92KFOnTpKTk5WRkZGnulOkpOTFRQUZNWjFhoaqtWrVys5OTnPdCe589fduBwAgLLMZDLJ19dXt912m7KyshxdDgrJ2dm5yD11ucpcsMsdfn3nnXf08MMPa+XKlfmerMlk0rBhwzRjxgzNnDnTaoLimTNn6uLFi5oyZYrVNiNGjNDq1as1depUqwmKP//8cyUkJCg8PFwBAQEld4IAAJSQSpUqFVtAQPlU5iYojo2N1fTp0+Xh4aGnnnrKMmfd3/Xt21etWrWSdL1nLiQkRPv27VN4eLjatGmj3bt3Kz4+Xu3atVNiYqLc3Nysth8+fLiWLFmiO+64Q/fff7/OnDmjNWvWyMPDQ9u3b1ejRgWfrJcJigEAQEkqTNYocz12x48flyRdvHhRs2bNstkmMDDQEuzc3d2VmJio2NhYrVu3Ttu2bZOvr68mTJigmJiYPKFOkt588021aNFCb731ll555RV5eHjogQce0KxZs9SgQYOSOjUAAIASVeZ67MobeuwAAEBJMuwrxQAAAJA/gh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMorKjC0DZMG/zoTzLxvVo5IBKAACAveixAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEFUdnQBKLvmbT6UZ9m4Ho0cUAkAACgIeuwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGESZDHYrV67UyJEj1bZtW7m6uspkMmn58uU228bGxspkMuX7OX78uM3tNm3apNDQUHl6esrLy0tdu3bVl19+WXInBQAAUMIqO7oAW5599lmdOHFCNWvWlK+vr06cOHHLbYYMGaLAwMA8y318fPIsW7lypQYNGqRatWopMjJSkrRmzRr16NFDa9eu1UMPPVTEMwAAACh9ZTLYLVmyRMHBwQoICNDs2bM1efLkW24TGRmpsLCwW7b766+/9OSTT6pmzZravXu36tWrJ0maOHGiWrdurVGjRikiIkKenp5FPQ0AAIBSVSaHYrt3766AgIAS2fcHH3yg8+fP68knn7SEOkmqV6+eoqOj9fvvv+ujjz4qkWMDAACUpDIZ7OyRlJSkOXPm6MUXX9T69et18eJFm+0SEhIkSeHh4XnWRURESJISExNLrE4AAICSUiaHYu0RExNj9d3Hx0evvPKKBg8ebLU8JSVFkhQcHJxnH7nLctvYkpmZqczMTMv39PR0u2sGAAAoTuW+x+7OO+/U0qVLdfToUV2+fFnHjh3TggULZDKZFBkZqQ0bNli1T0tLkyR5e3vn2ZeXl5dVG1vi4uLk7e1t+fj5+RXj2QAAANiv3Ae7Bx54QFFRUQoKClKVKlUUGBio6OhoffDBB5KuP2FbnCZPnqy0tDTL59SpU8W6fwAAAHsZZij2Rvfee68aNGig/fv3Kz093dIbl9tTl5aWpho1alhtkzusaqs3L5erq6tcXV1LqGoAAAD7lfseu5upWbOmJOnSpUuWZTe7j+5m998BAACUdXYFu1OnTmnr1q1WgSknJ0dz5sxRSEiIunfvrs8++6zYirRHRkaGfvzxR7m7u1sCniSFhoZKkuLj4/Nss2nTJqs2AAAA5YldwW7q1Kl6+OGH5ezsbFk2a9YsTZ48Wdu3b9fWrVvVt29ffffdd8VWqC0XLlzQoUOH8iy/fPmyhg8frgsXLuiRRx5R5cr/N+L8yCOPyNvbWwsWLNAvv/xiWf7LL79o4cKFqlmzph544IESrRsAAKAk2HWPXXJysrp3724JdmazWQsXLlSTJk0UHx+v1NRUde/eXS+++KLWrl1b6P0vWbJEX3/9tSRp//79lmW5c9B16tRJw4YN0x9//KEmTZqoXbt2atq0qWrXrq3ffvtNW7Zs0S+//KIWLVroxRdftNp3tWrVtHDhQg0aNEht2rRRv379JF1/pdgff/yhNWvW8NYJAABQLtkV7M6ePWv1Zoi9e/fq3Llzio2NVb169VSvXj317dvX7ol+v/76a61YscJqWXJyspKTky3fhw0bpurVq2v06NHauXOnNm7cqL/++ktubm5q2rSpxowZo+joaLm5ueXZ/8CBA1WzZk09//zzWrZsmUwmk+666y49++yz6t69u101AwAAOJpdwS4nJ0c5OTmW7wkJCTKZTOrWrZtlWd26dZWammpXUcuXL9fy5ctv2c7Ly0sLFy606xg9e/ZUz5497doWAACgLLLrHjt/f3/t3LnT8n39+vXy9fVV48aNLctSU1Pl4+NT5AIBAABQMHYFuwcffFDJycl66KGHNHDgQH399dd68MEHrdocOHBA9evXL5YiAQAAcGt2DcU+/fTTio+P14cffihJatmypWJjYy3rT5w4oZ07d2rSpEnFUiTKjnmb8z6FPK5HIwdUAgAAbmRXsPPy8tKOHTv03//+V5LUtGlTVapUyarNhx9+qLZt2xa9QgAAABSIXcHu5MmT8vHxUfPmzW2uDwgIUPXq1fXXX38VqTgAAAAUnF332AUFBWn+/Pk3bfPqq68qKCjInt0DAADADnYFO7PZXCxtAAAAUHzsCnYF8csvv/AGBwAAgFJU4HvsZsyYYfU99/VeN8rOztapU6e0evVqdejQoUjFoXzgSVkAAMqGAge7v09nYjKZlJCQkG+4k6Q6depozpw5RakNAAAAhVDgYLdt2zZJ1++d69atmyIjIzVkyJA87SpVqqTq1aurSZMmcnIqsZFeAAAA3KDAwS40NNTy55iYGHXt2lVdunQpkaIAAABQeHbNYxcTE1PcdQAAAKCI7Ap2uVJTU7Vr1y6dP39e2dnZNtsMHjy4KIcAAABAAdkV7K5cuaLhw4dr9erVysnJsdnGbDbLZDIR7AAAAEqJXcFu0qRJeu+999SoUSP1799f9erVU+XKRer8AwAAQBHZlcbWrl2rZs2aadeuXXJ1dS3umgAAAGAHu+YjOX/+vHr27EmoAwAAKEPsCnaNGzfWb7/9Vty1AAAAoAjsCnbPPPOMPv74Yx0+fLi46wEAAICd7LrHrl69eoqIiFD79u01duxYtWnTRl5eXjbbMokxAABA6bAr2IWFhclkMslsNis2NlYmkynftvnNbwcAAIDiZVewmzZt2k3DHAAAAEqfXcEuNja2mMsAAABAUdn18AQAAADKHoIdAACAQdg1FOvk5FSge+xMJpOuXbtmzyEAAABQSHYFuy5dutgMdmlpaUpJSVFGRobuvPNO+fj4FLU+AAAAFJBdwS4hISHfdZcuXdKkSZP0xRdfaPPmzfbWBQAAgEIymc1mc0nsuF27dmrevLmWLVtWErsvM9LT0+Xt7a20tLR8J2kuKfM2HyrV4xXGuB6NHF0CAACGUJisUWIPT3Tu3FmfffZZSe0eAAAANyixYHfu3DldvHixpHYPAACAGxR7sMvJydG7776rNWvWqFWrVsW9ewAAAOTDrocn6tevb3P5tWvXdPbsWWVlZcnZ2VlxcXFFKg4AAAAFZ1ewy8nJsTndibOzs5o3b6527dopOjpad9xxR5ELBAAAQMHYFeyOHz9ezGUAAACgqHilGAAAgEHY1WP3d7/++qv27t2r9PR0eXl5qVWrVqpbt25x1AYAAIBCsDvYHT58WKNGjdLWrVvzrLv33nv1+uuvq2HDhkUqDuWXrcmTmbQYAICSZVewO3XqlDp16qSzZ8+qSZMm6tKli3x9fZWamqqkpCRt2bJFnTt31s6dO+Xn51fcNQMAAMAGu4Ld9OnTdfbsWb3++usaOXJknidk33zzTY0aNUozZszQ4sWLi6VQAAAA3JxdwW7Tpk3q3bu3Hn/8cZvrR44cqY0bN+rzzz8vUnEAAAAoOLueij179qyaN29+0zbNmzfXuXPn7CoKAAAAhWdXsKtVq5YOHDhw0zYHDhxQrVq17CoKAAAAhWdXsIuIiNCGDRv09ttv21y/dOlSffLJJ+rZs2eRigMAAEDBmcxms7mwG508eVJt27bVH3/8oWbNmik0NFS33367fvvtNyUlJenHH39UzZo19f333xv+qdj09HR5e3srLS1NXl5epXpsW1OKlGVMdwIAQOEVJmvY9fCEv7+/kpOTNXLkSCUkJOjHH3+0Wt+1a1e98cYbhg91AAAAZYndExQHBwdr69atOnXqVJ43TxDoAAAASl+RXynm5+dHkAMAACgD7Hp44pdfftGGDRt0/vx5m+v/+usvbdiwQb/++mtRagMAAEAh2BXsnnvuOUVFRcnNzc3m+qpVq2ro0KGKi4srUnEAAAAoOLuC3datWxUeHi5XV1eb611dXRUeHq4tW7YUqTgAAAAUnF3B7tdff1VgYOBN2wQEBDAUCwAAUIrsCnYuLi5KT0+/aZv09HSZTCa7igIAAEDh2RXsWrRooU8++USZmZk211+5ckUbNmxQixYtilQcAAAACs6uYBcVFaVffvlF//znP3X06FGrdUeOHFGfPn10+vRpDRs2rFiKBAAAwK3ZNY9dVFSUNm7cqHXr1qlJkyYKCgpS3bp19euvv+rYsWO6du2a+vXrp6ioqOKuFwAAAPmwq8dOktauXatXX31VDRs2VEpKihISEpSSkqJGjRrptdde0/vvv1+cdQIAAOAW7H7zhMlkUnR0tKKjo5WRkaG0tDR5e3vL3d29OOsDAABAARX5lWKS5O7uTqDDLc3bfCjPsnE9GjmgEgAAjMnuoVgAAACULQQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADCIMhnsVq5cqZEjR6pt27ZydXWVyWTS8uXL822fnp6u8ePHKyAgQK6urgoMDNQzzzyjixcv2myfk5OjBQsWqEWLFnJzc1OtWrXUv3//PK9HAwAAKE8KPI/d0KFDC71zk8mkt99+u9DbPfvsszpx4oRq1qwpX19fnThxIt+2GRkZCg0N1d69exUeHq7+/ftrz549eumll5SYmKikpCRVqVLFapuRI0dqyZIluuOOOzRmzBidPn1aa9euVXx8vHbs2KHg4OBC1wz7MLcdAADFp8DB7mY9ZjcymUwym812B7slS5YoODhYAQEBmj17tiZPnpxv2xdeeEF79+7VxIkTNXv2bMvySZMmac6cOZo3b57V9tu2bdOSJUvUpUsXbd68WS4uLpKkAQMGqFevXoqOjtamTZsKXTMAAICjFTjYbd++vUDtDh8+rNjYWB05csTuorp3716gdmazWUuWLJGHh4emTp1qtW7q1Kl67bXXtGTJEqtgt3jxYknSzJkzLaFOku677z6FhYUpPj5eJ0+elL+/v931AwAAOEKBg93dd9990/W///67pk+frsWLF+vq1avq1KmT5syZU+QCbyYlJUWnT59WREREnleaubu7KyQkRJs2bdKpU6fk5+cnSUpISLCsu1FERIQSEhKUmJioQYMGlWjtAAAAxa3ID09cunRJM2bMUIMGDfTaa68pODhYH3/8sZKSknTPPfcUR435SklJkaR874nLXZ7bLiMjQ2fOnFFQUJAqVap0y/a2ZGZmKj093eoDAABQFtgd7LKzs/X666+rQYMGio2Nlbe3t95++23t27dPvXv3Ls4a85WWliZJ8vb2trney8vLql1h29sSFxcnb29vyye3JxAAAMDR7Ap2H3zwgZo1a6Ynn3xSmZmZmj17tg4dOqSoqCg5OZXJGVSKzeTJk5WWlmb5nDp1ytElAQAASCrEPXbS9fvTJk6cqO+//14uLi6aMGGCpkyZIh8fnxIq7+Zye97y62HLHSbNbVfY9ra4urrK1dXVvoIBAABKUIGD3X333af4+Hg5OTlpyJAhmjFjhurVq1eStd3Sre6Ju/EePHd3d/n6+urYsWPKzs7Oc5/dre7ZAwAAKMsKHOw2bdokk8kkf39/paamasSIEbfcxmQy6bPPPitSgTcTHBysOnXqKDk5WRkZGVZPxmZkZCg5OVlBQUFW98GFhoZq9erVSk5OVpcuXaz2lzt/3Y3LAQAAyoNCDcWazWYdO3ZMx44dK1B7k8lkV1EFZTKZNGzYMM2YMUMzZ860mqB45syZunjxoqZMmWK1zYgRI7R69WpNnTrVaoLizz//XAkJCQoPD1dAQECJ1o2b420UAADYx2Q2m80FaXiz13rdjD0hacmSJfr6668lSfv379fu3bsVEhKihg0bSpI6deqkYcOGSbreMxcSEqJ9+/YpPDxcbdq00e7duxUfH6927dopMTFRbm5uVvsfPny45ZVi999/v86cOaM1a9bIw8ND27dvV6NGBQ8R6enp8vb2VlpamuWp2tJiKwAZFcEOAFBRFSZrFDjYlabIyEitWLEi3/VDhgyxesVZWlqaYmNjtW7dOqWmpsrX11cPP/ywYmJi5OnpmWf7nJwcLVy4UG+99ZYOHz4sDw8Pde/eXbNmzVKDBg0KVSvBrnQQ7AAAFVW5D3blCcGudBDsAAAVVWGyhrEnnQMAAKhACHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIOo7OgCgIKYt/mQ1fdxPRo5qBIAAMoueuwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCB4Khbl0o1PyeaHp2cBABUJPXYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABgEwQ4AAMAgCHYAAAAGQbADAAAwCIIdAACAQRDsAAAADIJgBwAAYBAEOwAAAIMg2AEAABhEZUcXAJSkeZsP5Vk2rkcjB1QCAEDJo8cOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCp2JR4fCkLADAqOixAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACD4KlYQDwpCwAwBnrsAAAADIIeOyAf9OIBAMobeuwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGATBDgAAwCAIdgAAAAZhiGAXGBgok8lk8xMWFpanfWZmpmbMmKHg4GBVqVJFderU0YgRI3T27NnSLx4AAKCYGGYeO29vb40dOzbP8sDAQKvvOTk56tOnjzZt2qQOHTrowQcfVEpKipYsWaIvv/xSO3bsUK1atUqnaAAAgGJkmGDn4+Oj2NjYW7ZbsWKFNm3apP79++u9996TyWSSJC1atEijRo3Ss88+qzfffLOEqwUAACh+JrPZbHZ0EUWV2yt3/PjxW7bt2LGjtm/fruPHjysgIMCy3Gw2q2HDhvrtt9907tw5ubm5FejY6enp8vb2Vlpamry8vOwp32623oyA0sfbKAAAJakwWcMQ99hJ1++bW758uZ5//nktXLhQ3377bZ42V65c0bfffqvGjRtbhTpJMplM6tGjhzIyMvT999+XVtkAAADFxjBDsampqYqKirJa1q5dO73//vtq0KCBJOnIkSPKyclRcHCwzX3kLk9JSVHnzp1LtmAAAIBiZohgFxUVpc6dO6t58+by8PDQoUOHNHfuXL377ru69957tX//fnl6eiotLU3S9QctbMnt3sxtZ0tmZqYyMzMt39PT04vxTFAe2RoSZ3gWAOAIhhiKjYmJUbdu3XTbbbepatWqatWqld555x0NGjRIJ06c0OLFi4vtWHFxcfL29rZ8/Pz8im3fAAAARWGIYJefkSNHSpKSk5Ml/V9PXX49crm9b/n16EnS5MmTlZaWZvmcOnWqOEsGAACwmyGGYvNTs2ZNSVJGRoYkqX79+nJyclJKSorN9rnL87sHT5JcXV3l6upazJUCAAAUnaGDXe6TsbnTobi5ual9+/basWOHTpw4kWe6k82bN8vd3V1t27Z1RLkwEO67AwA4Qrkfiv3555916dIlm8snTpwoSRowYIBl+YgRIyRdH1L9+xR+b775po4ePapHH320wHPYAQAAlCXlvsdu9erVmjt3rrp06aKAgAC5u7vr0KFD2rhxo7KysjR58mR16dLF0n7IkCFas2aN3n//fR07dkyhoaE6fPiwPvzwQwUFBem5555z4NkAAADYr9wHu65du+qnn37Snj179NVXX+nSpUuqWbOmevXqpdGjRys8PNyqvZOTkz7++GPNnj1b7777rubNm6fq1avrscce03PPPcd7YgEAQLlliFeKORKvFENBcY8dAMAeFfKVYgAAABVduR+KBcqLG3tY6cEDABQ3euwAAAAMgmAHAABgEAQ7AAAAg+AeO8BBeDsFAKC40WMHAABgEAQ7AAAAg2AoFijjGLIFABQUPXYAAAAGQbADAAAwCIZigTKE9/8CAIqCHjsAAACDINgBAAAYBEOx5QRDdAAA4FYIdoBBMC0KAIChWAAAAIOgxw4ohxiaBwDYQrADDIzhWQCoWBiKBQAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBNOdABWMvVOgMHUKAJR9BDsANjEJMgCUPwzFAgAAGATBDgAAwCAYigXAsCsAGAQ9dgAAAAZBsAMAADAIhmIB2I0pUACgbKHHDgAAwCAIdgAAAAbBUCyAEseQLQCUDoIdgGJV0KlTCHsAUPwYigUAADAIgh0AAIBBMBQLoMwoyvAsQ7sAQI8dAACAYdBjB6Dc4d22AGAbwQ5AmUaIA4CCI9gBMKwbQyH33AEwOu6xAwAAMAh67ABUGDw5C8Do6LEDAAAwCIIdAACAQRDsAAAADIJ77ABUaAWdToV78QCUBwQ7AChHeAAEwM0Q7ACgAIrSs0cYA1BaCHYAUIyK800ZvHUDQGHx8AQAAIBB0GMHAA5Q0j17DPUCFRM9dgAAAAZBjx0A4JboFQTKB4IdABgQD14AFRPBDgBgl4KER3r1gNJFsAMAlBsMCQM3R7ADAJSY0ghihD3g/xDsAAClylH3/xEAUREQ7AAA+JsbAyDhD+WJyWw2mx1dRHmWnp4ub29vpaWlycvLq8SOwxNuACSpw8m3rL7v8B9xyzb5tYP9CHsoTYXJGvTYASgxBAwYVUGHdRn+RWkj2AGlhJADGFtBR1YIhShJFTrYfffdd4qJidE333yjrKwstWjRQuPHj9cjjzzi6NLKpIIGEwIMbqYgfz9K+++QrePZYm8NZeGcCzKEC8cpSigsCAJhxVFhg922bdsUERGhKlWq6N///rc8PT21bt069evXT6dOndKECRMcXaKhlMVfKiX5i7SgQQHXlfb14ueDiqYo92kTCsuXChnsrl27puHDh8vJyUlJSUlq1aqVJGnatGlq3769pkyZooceekgBAQGOLbSY2BuqysIvv7IYCFF2lfTf2YLsv7z8HaVnHQVV0FDIcHLZUCGD3datW3XkyBFFRUVZQp0keXt7a8qUKYqMjNSKFSs0bdo0xxVZAZWFIFkWlGR4sHffZTXQlMW/M2WxpuJEIER+GE4uGypksEtISJAkhYeH51kXEREhSUpMTCzNkuxSnP+DtfeXUVn4JVYWQkdZuA4AYGTFPe2XUYNihQx2KSkpkqTg4OA862rXri0PDw9Lm/KmIAGDEFIxlHZYLwvDoOVJcZ1Pebru3FqBssSo9x1WyGCXlpYm6frQqy1eXl6WNjfKzMxUZmZmnn2lp6cXc5XWrmRcVLtfllktyyjRI5asFgcX5FlWkPMp6e1stSsIe38WxXk+9uwHZduVjIt5lmVczrTRsnjY+/fRVp223Fh7QbcDypq49bvzLHuiW8MSO15uxijIOyUqZLAriri4OE2fPj3Pcj8/PwdUA8DYFjq6gAKyt87ycn7ArU0phWNcuHAh306pXBUy2OVelPx65dLT01WtWjWb6yZPnqzx48dbvufk5OjPP/9UjRo1ZDKZir/Y/1+Pn5+fTp06VaKvLYM1rrvjcO0dh2vvGFx3xykP195sNuvChQuqU6fOLdtWyGCXe29dSkqK7rrrLqt1qampunjxotq3b29zW1dXV7m6ulot8/HxKZE6b+Tl5VVm/9IZGdfdcbj2jsO1dwyuu+OU9Wt/q566XE4lXEeZFBoaKkmKj4/Ps27Tpk1WbQAAAMqLChns7r33XtWvX1+rVq3S3r17LcvT0tL0/PPPy8XFRYMHD3ZcgQAAAHaokEOxlStX1pIlSxQREaEuXbpYvVLsxIkTeumllxQYGOjoMi1cXV0VExOTZwgYJYvr7jhce8fh2jsG191xjHbtTeaCPDtrUDt37lRMTIy++eYbZWVlqUWLFho/frz69evn6NIAAAAKrUIHOwAAACOpkPfYAQAAGBHBDgAAwCAIdmXYd999p169esnHx0fu7u7q0KGD1q5d6+iyDOvXX3/V/PnzFR4eLn9/f7m4uKh27dp68MEH9e233zq6vAppzpw5MplMMplM2rFjh6PLMbyPPvpIPXr0UI0aNVSlShUFBQWpf//+OnXqlKNLMySz2awPP/xQXbt2la+vr6pWrarGjRtr5MiROnr0qKPLM4SVK1dq5MiRatu2rVxdXWUymbR8+fJ826enp2v8+PEKCAiQq6urAgMD9cwzz+jixfLz+jvusSujtm3bpoiICFWpUsXmU7sTJkxwdImGM2nSJM2ZM0cNGjRQWFiYatWqpZSUFK1fv15ms1mrVq3iwZpS9N///ldt27ZV5cqVlZGRoe3bt6tDhw6OLsuQzGazHn/8cb311ltq0KCBIiIi5OnpqdOnTysxMVHvvfeeOnXq5OgyDWfChAmaO3eufH191adPH3l5eWnfvn2Kj4+Xh4eHvvnmGzVv3tzRZZZrgYGBOnHihGrWrCl3d3edOHFCy5YtU2RkZJ62GRkZ6tSpk/bu3avw8HC1bt1ae/bsUXx8vNq1a6ekpCRVqVKl9E+isMwoc7KysswNGjQwu7q6mvfs2WNZfv78eXOjRo3MLi4u5uPHjzuuQINat26dOSEhIc/ypKQks7Ozs7latWrmK1euOKCyiufq1avmNm3amO+++27zwIEDzZLM27dvd3RZhjV//nyzJPPo0aPN165dy7M+KyvLAVUZ25kzZ8xOTk7mgIAA8/nz563WzZ071yzJHBUV5aDqjGPz5s2W35dxcXFmSeZly5bZbDtt2jSzJPPEiROtlk+cONEsyfz888+XdLnFgqHYMmjr1q06cuSIBgwYoFatWlmWe3t7a8qUKbp69apWrFjhuAIN6l//+pfNN4507txZXbt21V9//aX9+/c7oLKKZ9asWfrxxx+1dOlSVapUydHlGNrly5c1ffp01a9fX6+88orN6125coWc8rREHT9+XDk5OQoJCcnzqqh//OMfkqRz5845ojRD6d69uwICAm7Zzmw2a8mSJfLw8NDUqVOt1k2dOlUeHh5asmRJSZVZrAh2ZVBCQoIkKTw8PM+6iIgISVJiYmJpllThOTs7S+IXXGnYvXu3Zs2apZiYGDVr1szR5RhefHy8/vrrL/Xt21fZ2dn68MMPNXv2bC1atEiHDx92dHmGFRwcLBcXFyUnJys9Pd1q3aeffirp+luSUDpSUlJ0+vRphYSEyN3d3Wqdu7u7QkJCdPTo0XJxvym/pcqglJQUSdf/w79R7dq15eHhYWmDknfy5Elt2bJFvr6+atGihaPLMbTMzEwNHjxYrVq10n/+8x9Hl1Mh7Nq1S5JUqVIltWzZUocOHbKsc3Jy0rhx4/TSSy85qjzDqlGjhmbPnq0JEyaoSZMmVvfYbd26VaNHj1Z0dLSjy6wwbvZ7N3f5pk2blJKSIj8/v9IsrdAIdmVQWlqaJOXpns/l5eVlaYOSlZWVpUGDBikzM1Nz5sxhWLCETZs2TSkpKdq1axfXupScPXtWkjR37ly1adNGO3fuVNOmTbVnzx6NGDFCL7/8sho0aKBRo0Y5uFLjGTdunOrWrathw4Zp0aJFluWdOnXSgAEDGCEoRQX5vfv3dmUZQ7FAPnJychQZGamkpCQNHz5cgwYNcnRJhrZ9+3a99NJLevbZZ3kSsBTl5ORIklxcXLR+/Xq1a9dOHh4e6ty5sz744AM5OTnp5ZdfdnCVxjRjxgwNHDhQU6ZM0alTp3ThwgV99dVXunLlisLCwrRhwwZHl4hyiGBXBuX+iyG/fxmkp6fn+68KFI+cnBwNHTpUq1at0sCBA63+NY3id+3aNQ0ZMkQtW7bUpEmTHF1OhZL7/5K2bduqTp06VuuaN2+u+vXr68iRIzp//rwDqjOuLVu2KCYmRtHR0Zo0aZLq1asnDw8PderUSZ988omcnZ2Z1qoUFeT37t/blWUEuzIod4zf1n10qampunjxYr73AaDocnJyFBUVpRUrVqh///5avny5nJz4T6UkXbx4USkpKdq7d69cXFwskxKbTCbLE+D33HOPTCaT1q9f79hiDaZx48aSJB8fH5vrc5dfvny5lCqqGD7//HNJUteuXfOsq127tpo0aaLDhw+Xq4lxy7Ob/d79+/Ly8LuXAfwyKDQ0VHFxcYqPj9e///1vq3WbNm2ytEHxyw1177zzjvr166d3332Xe71Kgaurqx577DGb65KSkpSSkqJ//vOfqlWrlgIDA0u3OIPLDRY//fRTnnVZWVk6fPiw3N3dVatWrdIuzdCuXr0qKf8pTc6dOycnJyfLE/koWcHBwapTp46Sk5OVkZFh9WRsRkaGkpOTFRQUVOYfnJDEBMVlUVZWlrl+/fo3naD42LFjDqvPqLKzs81DhgwxSzI//PDDTMpaRuT+TJiguOSEh4ebJZkXL15stXzGjBlmSeaBAwc6qDLjev/9982SzHfccUeeCYrfeOMNsyRzSEiIg6ozpooyQTGvFCujeKVY6YuNjdX06dPl4eGhp556yuYTaX379rWaNBolLzIyUitWrOCVYiXoyJEj6tixo86ePav7779fTZo00Z49e7R161YFBARox44dql27tqPLNJTs7Gx169ZNSUlJuu222/TPf/5TPj4+2r17t7Zu3So3NzclJCSoffv2ji61XFuyZIm+/vprSdL+/fu1e/duhYSEqGHDhpKuP4E8bNgwSdd75kJCQrRv3z6Fh4erTZs22r17t+WVYomJiXJzc3PYuRSYo5Ml8vftt9+ae/bsafby8jK7ubmZ27dvb169erWjyzKs3J6hm33y+5ceSg49dqXj5MmT5sjISHPt2rXNzs7OZj8/P/MTTzxh/u233xxdmmFduXLFHBcXZ27durW5atWq5sqVK5vr1q1rHjhwoPnAgQOOLs8QbvX/9SFDhli1P3/+vHns2LFmPz8/s7Ozs9nf3988YcIEc3p6umNOwA702AEAABgEj/oBAAAYBMEOAADAIAh2AAAABkGwAwAAMAiCHQAAgEEQ7AAAAAyCYAcAAGAQBDsAAACDINgBAAAYBMEOQIVmMpkUFhZWpH1ERkbKZDJZPosWLSqe4kpZhw4drM4jISHB0SUBKCSCHQDDOH78uFUwsfUJDAwsseM/9dRTiomJUdu2ba2WBwYGWo7/3//+1+a22dnZqlu3rqXd8ePH7aphwIABMplMev/992/aLj09XVWrVpWPj48uX74sSRo2bJhiYmIUGhpq17EBOF5lRxcAAMWtQYMGGjhwoM11Pj4+JXbcsWPH5hscnZyu/zt66dKlmjt3bp71n3/+uU6fPq3KlSvr2rVrdtfw2GOP6f3339fSpUvVv3//fNu9//77unz5soYMGSI3NzdJ14OdJMXGxioxMdHuGgA4DsEOgOE0bNhQsbGxji7DirOzs7p06aKVK1dqzpw5cnZ2tlq/dOlSeXt7684771RSUpLdx+nWrZuCgoK0detWnTx5Uv7+/jbbLV26VNL1IAjAOBiKBYAbmM1mjRs3TiaTSY8++qiysrKKZb9Dhw7VuXPn9Mknn1gtP3funD799FP179/f0ntmS1JSknr37q2aNWvK1dVVwcHBevbZZ3Xp0iVLG5PJpKioKOXk5GjZsmU29/Pjjz9q586datmyZZ5hYwDlG8EOAP4mKytLAwcO1Pz58zV27FitXLkyT++avR544AFVq1YtT+B69913lZWVpaFDh+a77RtvvKGwsDAlJyfr/vvv15gxY1SvXj3NmjVLPXr00NWrVy1tIyMj5eTkpOXLl8tsNufZV+7x6a0DjIehWACGc/jw4XyHYjt06KCePXvaXHfx4kU9+OCDio+PV1xcnCZNmlSsdbm6uurRRx/VokWLlJqaqtq1a0u6PizaokULtWvXzuZ2Bw4c0JgxY9SyZUt9+eWXqlGjhmXd7NmzNXnyZC1YsEATJkyQJPn5+Sk8PFxffPGFtm7dqnvvvdfS/tq1a1q5cqVcXV3zvQ8RQPlFjx0Awzly5IimT59u8/PFF1/Y3Ob3339Xt27d9OWXX2rp0qXFHupyDR06VNeuXdOKFSskSd9++61+/PHHm/bWvfnmm7p27ZoWLFhgFeok6T//+Y9q1aqV5ynY3N643Hvpcn366af67bff1KdPH1WvXr04TglAGUKPHQDDiYiIyDfA2fLbb78pJCREp06d0kcffaTevXuXWG2tW7dWq1attGzZMk2cOFFLly6Vi4vLTXvPduzYIUnatGmTvvzyyzzrnZ2d9fPPP1st69Onj2rVqqWPPvpIaWlp8vb2lsRDE4DREewAVHhnzpxRenq6GjZsqLvvvrvEjzd06FCNGTNGW7Zs0erVqy0PROTnzz//lCTNmjWrwMdwdnbWoEGDNHfuXK1atUqjRo1SamqqPv/8c/n7+6t79+5FPg8AZQ9DsQAqvFatWuntt9/WkSNH1LVrV/32228lerxHH31Urq6uioyMVHp6+i17z7y8vCRdn1TYbDbn+7lR7n7ffvttSdcf0rh27ZqioqIs8+oBMBb+ywYASVFRUVq2bJl+/vnnEg931atXV9++ffXrr7+qbt26ioiIuGn73F7E3CHZgmrWrJk6dOigXbt26YcfftCyZcss06EAMCaCHQD8f4MHD9by5ct18OBBhYWFKTU1tcSONXv2bH300Udav379LXvPRo8ercqVK+vJJ5/UyZMn86w/f/689uzZY3Pb3F670aNH66efflL37t0VEBBQ9BMAUCZxjx0Aw7nZdCeSNGnSJFWpUsXmukGDBsnJyUlDhgxRWFiYtm3bJl9f32KvMTAwsMDvrW3evLlef/11jRo1So0bN1avXr3UoEEDXbhwQUePHlViYqIiIyO1aNGiPNv269dPY8eOVXJysiQemgCMjmAHwHBypzvJz9ixY/MNdtL1e+CcnJw0aNAgde3aVVu3blWdOnVKotQCGz58uFq1aqW5c+cqKSlJn3zyiby9veXv769x48ZpyJAhNrfz9PTUI488omXLllmGgAEYl8ls645bAECBRUZGasWKFTp27FiBe+HKstjYWE2fPl3btm1TWFiYo8sBUAjcYwcAxSQoKEgmk8nmkGh50KFDB5lMppv2dgIo2xiKBYAi6tu3r1VPXdu2bR1XTBEMGzbM6nVrRuh9BCoahmIBAAAMgqFYAAAAgyDYAQAAGATBDgAAwCAIdgAAAAZBsAMAADAIgh0AAIBBEOwAAAAMgmAHAABgEAQ7AAAAgyDYAQAAGMT/A12wUseOpvArAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PS.plot.energy_hist_1D()\n", "new_PS.plot.energy_hist_1D()" ] }, { "cell_type": "code", "execution_count": 10, "id": "743d2a2c", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:33:01.310316Z", "iopub.status.busy": "2023-04-13T05:33:01.310036Z", "iopub.status.idle": "2023-04-13T05:33:02.824607Z", "shell.execute_reply": "2023-04-13T05:33:02.823776Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===================================================\n", " ENERGY STATS \n", "===================================================\n", "total number of particles in phase space: 311489\n", "number of unique particle species: 3\n", " 308280 gammas\n", " mean energy: 1.91 MeV\n", " median energy: 1.20 MeV\n", " Energy spread IQR: 2.03 MeV\n", " min energy 0.01 MeV\n", " max energy 10.35 MeV\n", " 2853 electrons\n", " mean energy: 3.50 MeV\n", " median energy: 3.82 MeV\n", " Energy spread IQR: 3.07 MeV\n", " min energy 0.02 MeV\n", " max energy 9.93 MeV\n", " 356 positrons\n", " mean energy: 2.93 MeV\n", " median energy: 2.80 MeV\n", " Energy spread IQR: 2.50 MeV\n", " min energy 0.10 MeV\n", " max energy 8.95 MeV\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "===================================================\n", " ENERGY STATS \n", "===================================================\n", "total number of particles in phase space: 154315\n", "number of unique particle species: 3\n", " 151106 gammas\n", " mean energy: 1.91 MeV\n", " median energy: 1.18 MeV\n", " Energy spread IQR: 2.09 MeV\n", " min energy 0.01 MeV\n", " max energy 10.35 MeV\n", " 2853 electrons\n", " mean energy: 3.50 MeV\n", " median energy: 3.83 MeV\n", " Energy spread IQR: 3.00 MeV\n", " min energy 0.01 MeV\n", " max energy 9.93 MeV\n", " 356 positrons\n", " mean energy: 2.92 MeV\n", " median energy: 2.80 MeV\n", " Energy spread IQR: 2.49 MeV\n", " min energy 0.10 MeV\n", " max energy 8.95 MeV\n" ] } ], "source": [ "PS.print_energy_stats()\n", "new_PS.print_energy_stats()" ] }, { "cell_type": "markdown", "id": "c7eca591", "metadata": {}, "source": [ "## Momentum" ] }, { "cell_type": "code", "execution_count": 11, "id": "22fe8d6b", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:33:02.828594Z", "iopub.status.busy": "2023-04-13T05:33:02.828331Z", "iopub.status.idle": "2023-04-13T05:33:06.669616Z", "shell.execute_reply": "2023-04-13T05:33:06.668858Z" } }, "outputs": [ { "data": { "image/png": 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NaDRq/vz5+tvf/qbbb79dI0aMUN26dfXtt9/q999/14oVK254zEBlQREdqOJWr16t6dOn65lnnlGNGjUUFRVl9ZvviRMnKjc3V8uWLbOs21avXj29+eabGjRokF555RVNmTKlQmN+5pln1Lx5c82fP1+zZs2SJAUGBqpPnz667777ivQ3Go0aOHCg1q5dqwcffLDI+nPbtm1Tbm5ukRl80p9rym7fvl2zZs3SvHnzVFhYqKZNm2r8+PHlMzgAAK7jern7SmPGjNGUKVPs9oGiZUXuBgA4s+vl7l9++UUFBQXFLpk6Y8YMuxXRS2rp0qUKDg7WG2+8oWeffVY1atTQLbfcolGjRqlbt25F+jdr1ky33367vvzyS5t/Pebt7V3suREREfLz89OLL76oOXPmqGbNmmrZsqUmT55cLmMDHIUiOlDFNWjQQGvXrrXZ/sEHHxR7/L777ivxn1f9/vvv+vXXX1W7dm3LmmqhoaElOn/Hjh3FHh8yZIiGDBlSovtL0po1a2y2bdiwQZ07d5afn1+x7d26ddPmzZttnp+Tk6M//vhDubm5JY4HAICyul7uvpKbm5sMBkOp11YldwMAYD/Xy922cmdJXbhwQb/++quMRqPlM0TGjRuncePGXffcEydOFHt8/PjxpfoF9IEDB2y2bdiwocgSbFcaOHDgNZeY+e2335Sbm6v8/PwSxwNUNqyJDuC6Xn75ZTVo0KDIOnCVRceOHS2z4sriH//4hxo0aFDkz+4AAHAks9mst99+W3fffbcaNWpUqnPJ3QAAVB2PP/64GjRooHXr1jk6lGKFhobe0Mzy0aNHq0GDBtq7d68dowIqFjPRAVxTfHy85evmzZs7MBLbJkyYcEPnP/bYY7r33nslyeZv1gEAqCg5OTlat26dtm/frkOHDumTTz4p1fnkbgAAqgaTyWSVtyt62ZeSutElYGfPnm35jLY6derYIySgwvHGCeCawsLCHB1CuWvevHmlLTIAAJzPL7/8ohEjRsjHx0fPPvtssWuOXwu5GwCAqsHDw8Mp8nZl/eUAUBoGc0kXRQYAAAAAAAAAwMmwJjoAAAAAAE4qNjZWt99+u7y8vOTn56fBgwcrJSXFqk9oaKgMBoPV9uijj1r1SUtL04ABA1SrVi35+fnp6aef1qVLlypyKAAAlBuWcwEAAAAAwEnt3LlTkZGRuv3223Xp0iU9++yz6tOnj44cOaLatWtb+o0fP16zZ8+27NeqVcvydUFBgQYMGCCTyaS9e/fq9OnTGjNmjGrWrKkXXnihQscDAEB5YDmXEigsLNSpU6fk5eUlg8Hg6HAAAE7CbDbrt99+U0BAgFxc+OOx0iB3AwAcoTrk7l9++UV+fn7auXOnevToIenPmegdO3bUggULij3ns88+07333qtTp07J399fkrR06VJNnTpVv/zyi9zc3K57X3I3AMARSpq7mYleAqdOnVJgYKCjwwAAOKmTJ0/q5ptvdnQYVQq5GwDgSFU5d2dlZUmSfH19rY6vXLlS7733nkwmkwYOHKjnnnvOMhs9ISFB7dq1sxTQJSk8PFwTJ05UcnKyOnXqVOQ+ubm5ys3Ntez//PPPat26dXkMCQCA67pe7qaIXgJeXl6S/nyYRqPRwdEAAJxFdna2AgMDLXkIJUfuBgA4QlXP3YWFhZo0aZK6deumtm3bWo6PGDFCjRs3VkBAgA4ePKipU6cqJSVFH374oSQpPT3dqoAuybKfnp5e7L1iY2M1a9asIsfJ3QCAilTS3E0RvQQu/ymZ0WgkmQMAKhx/0lx65G4AgCNV1dwdGRmpw4cP64svvrA6PmHCBMvX7dq1U8OGDdWrVy8dP35cTZs2LdO9YmJiFB0dbdm/XMQgdwMAHOF6ubtqLtIGAAAAAADsJioqSuvXr9f27duvuxRNly5dJEk//PCDJMlkMikjI8Oqz+V9k8lU7DXc3d0tBXMK5wCAyo4iOgAAAAAATspsNisqKkofffSRtm3bpqCgoOuek5SUJElq2LChJCkkJESHDh1SZmampU98fLyMRiPrnAMAqgWWcwEAAAAAwElFRkYqLi5On3zyiby8vCxrmHt7e8vT01PHjx9XXFyc+vfvr3r16ungwYOaPHmyevToofbt20uS+vTpo9atW2v06NGaO3eu0tPTNW3aNEVGRsrd3d2RwwMAwC4oogNANVBQUKD8/HxHh4FSqlmzplxdXR0dBgAAcGJLliyRJIWGhlodX7ZsmcaNGyc3Nzdt2bJFCxYsUE5OjgIDAzV06FBNmzbN0tfV1VXr16/XxIkTFRISotq1a2vs2LGaPXt2RQ4FAIByQxEdAKows9ms9PR0nT9/3tGhoIx8fHxkMpmq7AeQAQCAqs1sNl+zPTAwUDt37rzudRo3bqyNGzfaKywAACoViugAUIVdLqD7+fmpVq1aFGKrELPZrN9//92ydujlNUUBAAAAAEDlQhEdAKqogoICSwG9Xr16jg4HZeDp6SlJyszMlJ+fH0u7AAAAAABQCbk4OgAAQNlcXgO9Vq1aDo4EN+Ly94817QEAAAAAqJwoogNAFccSLlUb3z8AAAAAACo3iugAAAAAAAAAANhAER0AAAAAAAAAABv4YFEAqIbmxx+t0PtN7t28Qu8HAAAAAABQUZiJDgAAAAAAAACADRTRAQAV7rffftPIkSNVu3ZtNWzYUPPnz1doaKgmTZokSXr33XfVuXNneXl5yWQyacSIEcrMzLScv2PHDhkMBn3++efq1KmTPD09dc899ygzM1OfffaZWrVqJaPRqBEjRuj333+3nBcaGqrHH39ckyZNUt26deXv76+33npLOTk5euihh+Tl5aVbb71Vn332meWcgoICRUREKCgoSJ6enmrRooVee+01q/Hs2LFDd9xxh2rXri0fHx9169ZN//vf/8r3IQIAAAAAgApBER0AUOGio6O1Z88erVu3TvHx8dq9e7e+/vprS3t+fr7mzJmjb7/9Vh9//LFOnDihcePGFbnOzJkz9frrr2vv3r06efKkhg0bpgULFiguLk4bNmzQ5s2btWjRIqtzVqxYofr16+vAgQN6/PHHNXHiRN1///3q2rWrvv76a/Xp00ejR4+2FN8LCwt18803a+3atTpy5IimT5+uZ599VmvWrJEkXbp0SYMHD9bdd9+tgwcPKiEhQRMmTJDBYCi/BwgAAAAAACoMa6IDACrUb7/9phUrViguLk69evWSJC1btkwBAQGWPg8//LDl6yZNmmjhwoW6/fbbdeHCBdWpU8fS9vzzz6tbt26SpIiICMXExOj48eNq0qSJJOmvf/2rtm/frqlTp1rO6dChg6ZNmyZJiomJ0Ysvvqj69etr/PjxkqTp06dryZIlOnjwoO68807VrFlTs2bNspwfFBSkhIQErVmzRsOGDVN2draysrJ07733qmnTppKkVq1a2fWZAQAAAAAAx2EmOgCgQv3444/Kz8/XHXfcYTnm7e2tFi1aWPYTExM1cOBANWrUSF5eXrr77rslSWlpaVbXat++veVrf39/1apVy1JAv3zsymVgrj7H1dVV9erVU7t27azOkWR13uLFixUcHKwGDRqoTp06evPNNy2x+Pr6aty4cQoPD9fAgQP12muv6fTp06V/MAAAAAAAoFKiiA7AYebHH9X8+KOODgOVTE5OjsLDw2U0GrVy5Up9+eWX+uijjyRJeXl5Vn1r1qxp+dpgMFjtXz5WWFho85zizru8DMvl81atWqWnnnpKERER2rx5s5KSkvTQQw9ZxbJs2TIlJCSoa9euWr16tZo3b659+/aV9REAQLkjBwMAAKCyufyOWhnfVSmiAwAqVJMmTVSzZk19+eWXlmNZWVk6evTPBPn999/rzJkzevHFF3XXXXepZcuWRWaTV6Q9e/aoa9eueuyxx9SpUyfdeuutOn78eJF+nTp1UkxMjPbu3au2bdsqLi7OAdECAAAAAAB7o4gOAKhQXl5eGjt2rJ5++mlt375dycnJioiIkIuLiwwGgxo1aiQ3NzctWrRIP/74o9atW6c5c+Y4LN5mzZrpq6++0ueff66jR4/queees/oFQGpqqmJiYpSQkKD//e9/2rx5s44dO8a66AAAAAAAVBMU0QEAFe7VV19VSEiI7r33XoWFhalbt25q1aqVPDw81KBBAy1fvlxr165V69at9eKLL+qVV15xWKyPPPKIhgwZogceeEBdunTRmTNn9Nhjj1naa9Wqpe+//15Dhw5V8+bNNWHCBEVGRuqRRx5xWMwAAAAAAMB+DGaz2ezoICq77OxseXt7KysrS0aj0dHhANXG5fWtJvdu7uBIqqaLFy8qNTVVQUFB8vDwcHQ4NyQnJ0c33XST5s2bp4iICEeHU6Gu9X2sjPknNjZWH374ob7//nt5enqqa9eueumll6w+GDY0NFQ7d+60Ou+RRx7R0qVLLftpaWmaOHGitm/frjp16mjs2LGKjY1VjRo1LH127Nih6OhoJScnKzAwUNOmTdO4ceNKFGdlfHZAZUIOBsoH+afseHYAgKvXQa+Id9WS5h9mogMAKtw333yj999/X8ePH9fXX3+tkSNHSpIGDRrk4MhwPTt37lRkZKT27dun+Ph45efnq0+fPsrJybHqN378eJ0+fdqyzZ0719JWUFCgAQMGKC8vT3v37tWKFSu0fPlyTZ8+3dInNTVVAwYMUM+ePZWUlKRJkybpb3/7mz7//PMKGysAAAAAAJJU4/pdAACwv1deeUUpKSlyc3NTcHCwdu/erfr16zs6LFzHpk2brPaXL18uPz8/JSYmqkePHpbjtWrVkslkKvYamzdv1pEjR7Rlyxb5+/urY8eOmjNnjqZOnaqZM2fKzc1NS5cuVVBQkObNmydJatWqlb744gvNnz9f4eHh5TdAAAAAAACuwkx0AECF69SpkxITE3XhwgWdPXtW8fHxateunaPDQhlkZWVJknx9fa2Or1y5UvXr11fbtm0VExOj33//3dKWkJCgdu3ayd/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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PS.plot.momentum_hist_1D()\n", "new_PS.plot.momentum_hist_1D()" ] }, { "cell_type": "markdown", "id": "82c81b0a", "metadata": {}, "source": [ "## Trace Space" ] }, { "cell_type": "code", "execution_count": 12, "id": "bd9dee18", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:33:06.672967Z", "iopub.status.busy": "2023-04-13T05:33:06.672693Z", "iopub.status.idle": "2023-04-13T05:33:10.529370Z", "shell.execute_reply": "2023-04-13T05:33:10.528332Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "PS.plot.transverse_trace_space_hist_2D(ylim=[-1,1], xlim=[-2,2])\n", "new_PS.plot.transverse_trace_space_hist_2D(ylim=[-1,1], xlim=[-2,2])" ] }, { "cell_type": "code", "execution_count": 13, "id": "f205b2d3", "metadata": { "execution": { "iopub.execute_input": "2023-04-13T05:33:10.532980Z", "iopub.status.busy": "2023-04-13T05:33:10.532707Z", "iopub.status.idle": "2023-04-13T05:33:10.550708Z", "shell.execute_reply": "2023-04-13T05:33:10.549640Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===================================================\n", " TWISS PARAMETERS \n", "===================================================\n", "\n", "gammas:\n", " x y\n", "epsilon 2.525901 2.673361\n", "alpha 0.619585 0.525727\n", "beta 8.976938 9.488084\n", "gamma 0.154160 0.134526\n", "\n", "electrons:\n", " x y\n", "epsilon 2.208670 2.357445\n", "alpha 1.159331 1.009165\n", "beta 4.971102 4.634599\n", "gamma 0.471535 0.435510\n", "\n", "positrons:\n", " x y\n", "epsilon 1.881200 1.178092\n", "alpha 1.141023 2.283976\n", "beta 3.888975 5.672388\n", "gamma 0.591913 1.095931\n", "===================================================\n", " TWISS PARAMETERS \n", "===================================================\n", "\n", "gammas:\n", " x y\n", "epsilon 3.690392 4.014616\n", "alpha 0.443078 0.366593\n", "beta 6.144493 6.318489\n", "gamma 0.194698 0.179535\n", "\n", "electrons:\n", " x y\n", "epsilon 2.211982 2.360174\n", "alpha 1.157147 1.008641\n", "beta 4.963498 4.630658\n", "gamma 0.471238 0.435652\n", "\n", "positrons:\n", " x y\n", "epsilon 1.885795 1.179988\n", "alpha 1.139382 2.280596\n", "beta 3.882121 5.668230\n", "gamma 0.591994 1.094013\n" ] } ], "source": [ "PS.print_twiss_parameters()\n", "new_PS.print_twiss_parameters()" ] }, { "cell_type": "markdown", "id": "e4ab6b0a", "metadata": {}, "source": [ "## Notes/ Conclusions\n", "\n", "- If you want to not include some data in the regridding process, you need to do it before regridding as we did in this example. The regrid bins are always based on the min/max range of the input data, since not doing this could result in many particles being 'stacked' around the edge bins\n", "- The most strongly affected quantity in this case appeared to be the twiss parameters/ trace space = however, even here, the RMS ellipse is quite close.\n", "- Grid/Merge operations can be a highly effective approach to reducing the total size of a phase space without losing too much information - however, as always, the extent to which this is appropriate is very much application specific." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 5 }