From 1c9fb973f85500bda2cb6c5932dcbf976df35cf0 Mon Sep 17 00:00:00 2001
From: philippe piot <ppiot@anl.gov>
Date: Mon, 30 Sep 2024 18:03:07 -0500
Subject: [PATCH] QOL updates in drive beam alignment

---
 .../optimization/drive_beam_alignment.ipynb   | 281 ++++++++++++------
 1 file changed, 192 insertions(+), 89 deletions(-)

diff --git a/control_notebooks/optimization/drive_beam_alignment.ipynb b/control_notebooks/optimization/drive_beam_alignment.ipynb
index d2319eb..11e6a5c 100644
--- a/control_notebooks/optimization/drive_beam_alignment.ipynb
+++ b/control_notebooks/optimization/drive_beam_alignment.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "id": "67ad05d1-1f0b-4511-8ddc-d8a7d6200ca1",
    "metadata": {},
    "outputs": [],
@@ -14,124 +14,227 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 2,
    "id": "b61b0e3e-2864-44b0-8330-264e080b0528",
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "CA.Client.Exception...............................................\n",
+      "    Warning: \"Identical process variable names on multiple servers\"\n",
+      "    Context: \"Channel: \"AWANIFG:ImgData\", Connecting to: 192.168.2.57:61765, Ignored: awa3_local.awa:61765\"\n",
+      "    Source File: ../cac.cpp line 1320\n",
+      "    Current Time: Mon Sep 30 2024 12:24:48.183657225\n",
+      "..................................................................\n",
+      "CA.Client.Exception...............................................\n",
+      "    Warning: \"Identical process variable names on multiple servers\"\n",
+      "    Context: \"Channel: \"AWANIFG:ImgData\", Connecting to: 192.168.2.57:61765, Ignored: awa3.hep.anl.gov:61765\"\n",
+      "    Source File: ../cac.cpp line 1320\n",
+      "    Current Time: Mon Sep 30 2024 12:24:48.184385676\n",
+      "..................................................................\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "change BNC to V1 \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "displaying image\n",
+      "fitting image\n",
+      "{'Cx': 233.99954396635215,\n",
+      " 'Cy': 220.63257576911641,\n",
+      " 'Sx': 34.82287597879307,\n",
+      " 'Sy': 42.01379068357463,\n",
+      " 'bb_penalty': -88.9169628096529,\n",
+      " 'log10_total_intensity': 7.218108326479144,\n",
+      " 'total_intensity': 16523739.0}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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lyhTGjRtnP/6yyy7jm2++YebMmezdu5fff/+d++67j759+9K0aVNX/RgiIu7BMGDSJPP++PFw4YUVHlbRiGy1a2RtLBZ4+20MHx8u2ruOs1fFacBBRGqcS5eovf7660lNTeXZZ58lMTGRrl27Mn/+fFq2bAlAYmKiQ0/ZW265hczMTN58800efPBBwsLCuOiii/i///s/V/0IIiLuY/ZsWLUKAgPhhRcqPayiEdlqdS04UadOFP/rX3g99xwP//YBx449SqNGmqcgIjXHYjSwt8gZGRmEhoaSnp6uiV8i0nDk5EDHjnDwIPznP/ZFCyryfwv+YuaSPQ7b1jw2hKjTSWZzc0mOjiUqM5VDz7xIsyf/derPISINyqnkai7vWiAiIk4wfbqZxLZsCZMnl9tdVGzlUFouADn55UdkG5X0gz1l/v58PepWACJfexky1b1ARGqOElkRkfouM9PeRYD//Af8y7fSemPRbs5/cRELtx8hu6B8jaynR8VtEatj+8VXsy+8Cb7HUs2EWkSkhiiRFRGp7956C44dgw4d4MYbKzxk6c6jAPy2PbnGl5NtGhnCKwPGmg9efhlSUmr0+UWk4VIiKyJSn2VlwX//a97/97/NBQtOYLUa7CpZsGDLoXR714I+rcIB6Ns64oxCaBbuz0+dLiChZUdzdPi1187o+UREbJTIiojUZzNnQmoqtGtX6WjsobRceznBjqRM0nILAbilf2vm3HEeH97S54xCaBrqj2Hx4NMhY8wNb71lJtgiImdIiayISH2Vk2N+lA9mlwKvijsu7iyzfGxBsZU/D6QBEOTnxbltGhHke2adGpuFmzW5c2N7Q/v2cPx46aIMIiJnQImsiEh99emncPSouRTtmDGVHrbjSMWdBAJ9ypchnA5bIpuaZ6VgUknHhGnToLCwRp5fRBouJbIiIvWRYZR2CLjvPvD2rvTQHUlmIuvv7Zi4BvjUzJo5wb5eBJQkxYmXXwvR0XDggLlAg4jIGVAiKyJSH8XFwfbtEBwMEyZUeagtkb28u+NS34G+NTMia7FYiC5ZTCGpgNJlcl96yUy4RUROkxJZEZH6yDYae+utUMXKOIZhsC8lG4A7B7ahX5tG9n01NSILEBVsLqiQlJEHEyeay+Ru2QJLl9bY9xCRhkeJrIhIfbN9O/z8M1gscO+9VR6anltIfpEVgKZh/ky/oQfRIb40C/MnPKDycoRTFRNqjsgmZ+RDWBiMLekrO2NGjX0PEWl4au7ttoiI1A1vvGF+vfxyaNu2ykOPZuYDEOrvjZ+3J37enix+aBAeFgtenjU31mEvLcjIMzf885/w9tswbx4cPgxNm1ZxtohIxTQiKyJSn2RlwSefmPfvu++khyeXJLK2j/7BLCnw866Z+lgbWyJ7xJbIdusGF1wARUXw3ns1+r1EpOFQIisiUp/Mnm0ms+3bw+DBJz08OdNMLBuXSWRrQ3SI+fzJGfmlG+++2/z6zjtqxSUip0WJrIhIffLuu+bXO+4wa2RPwpZYRtV6IntCaQHAVVdBVBQkJsK339bq9xeR+kmJrIhIfREfD2vXmj1jx4+v1in20oKSRLO2xJQpLTBsLbd8fOD22837Ki8QkdOgRFZEpL6wJYNXXgmNGzvsSs7I4/mftnHgWI7j9gpqZGuDrXQhv8hKRm5R6Y5bbzW//vYbJCTUagwiUv8okRURqQ9ycswlaaF0lLOMK2es5L3l+5j683aH7ckZzqmR9fP2tLfzcigvaNMGBg0yF0b4+ONajUFE6h8lsiIi9cHXX0NGhpkYXnSRw64th9I5lJYLwJp9xwBYuvMoF/13CX+UPI4Krt3SAqigc4GNbVR21iywWms9DhGpP5TIiojUB//7n/n1H/8AD8df7TOX7Cl3+Ker97O3ZEUvgKiQ2h2RBXPBBYD9J5Q3cPXV5lK6e/fCsmW1HoeI1B9KZEVE3N2BA7BokXn/5pvL7V63/5j9fkpWAem5hWw6mOZwTG3XyAJ0jAkGYHtihuOOgAC4/nrz/kcf1XocIlJ/KJEVEXF3n31m1pheeCG0auWwK7+omCMlLba8PMx2XKv2pNq32QT51v5Cj52bhAAVJLJQWl5gK5EQEakGJbIiIu7MMEpX8ho3rtzuQ8fN2lh/b096twoH4Lv4Q+WOs1Sj5+yZ6tLEHJHdkZSJ1Wo47jzvPOjY0Zy0Nm9ercciIvWDElkREXe2YQNs2wZ+fnDNNeV2HyxJZGMj/GnTOAiAn7ckAXBRpyh6xIbxr4s7OSXUVo0C8fXyIKeguHydrMUCY8aY9z/7zCnxiIj7q/3PkkREpPbYJnmNHg2hoeV2HzhuJozNwwNoExnosG9wpyjGntey1kO08fL0oGNMMJsOprM9MYPWkYFk5hUyZ+0BcgqKGT54FJ14EhYuhKQkiIlxWmwi4p40Iisi4q6KiuCLL8z7FZQVQJkR2XB/2paMyNqc0yKsNqOrUOcYs072rs828MOfh5n1+9/856ftTIvbyZjFKVj7nmu24PryS6fHJiLuR4msiIi7WrQIjh6FyEgYPrzCQ2wrecVGBNC7VTidYoLpFBPMS1d346ym5Udwa1vPMsnzg1/+yco9qfbHqdkF7LxolPlA5QUiUg0qLRARcVezZ5tfr7kGvCr+dW4bkW0e7k+wnzcLJl3orOgqdNU5zfH19uCBOX9SUGxl1V4zke3dMpx1+4/zYfO+vOThAWvWwO7d0K6dS+MVkbpNI7IiIu4oP790dv8NN1R62MEyNbJ1gY+XB1f2bM7IrqX1rx4WeOzSzgB8e7iYwsFDzB22sgkRkUookRURcUe//gppadC0KVxwgcOuwmIrB4/nkFNQREpWAQCxdSSRtenVMtx+v31UMOe0CKdFRAAFxVb2jRht7vj8cxdFJyLuQomsiIg7spUVXHsteHraN2flF3HN26u44P8WM3f9QQBC/b0JDfB2RZSVKpvIntXMnADWspGZbG/tPQh8fOCvv8zWYiIilVAiKyLibnJy4PvvzftlygoMw+Duzzbw54E0AF5buBuAbs2dP6nrZM5qGoqvl/kn6OxmZny28od9Rd6lk9e+/tol8YmIe1AiKyLibubPh6wsaNkSzj3XvvloZj5Ldx61P07JMpeh7dkivNxTuJqPlwfDukTj4+XBgPaNAXNCGpSsRmZb3EGJrIhUQV0LRETczVdfmV+vu85cEavEobTcCg/vGRvmhKBO3X+v7U52fhGNgnwBaBZWksim5cC1l5udGDZvhh07zOVrRUROoBFZERF3kpcHP/1k3r/2Woddiel5gNmrNSLQx769ex1NZP28Pe1JLEAz24hsWi6Eh8PQoeYOjcqKSCWUyIqIuJO4OMjOhubNoXdvh122RLZpmD+9SyZTtWoU4JDU1mW2EdnEtDyKrYbKC0TkpJTIioi4k2++Mb9edZVDWQFAYklpQdNQPwZ0MOtO+7Vt5NTwzkR0iB9eHhaKrAZHMvJg9GizI0N8vLk4gojICZTIioi4i8LC0m4FV11VbrdtRLZJqD839W3B2zefw6MjOzszwjPi6WGhSZgfUFJeEBkJgwebO+fOdWFkIlJXKZEVEXEXy5bBsWPQuHG5RRAADqebI7JNQv3w9LBwcdcmhPrXrf6xJ2Of8FWytG7RlWbCnvThp2w7nOGyuESkblIiKyLiLmxlBbaP3E+QmFYyIluSDLqjZmFmL9n9qebSum8En0WxxYOYnVuYOWuhK0MTkTpIiayIiDuwWmHePPN+BWUFRcVWkjNLJnuF+jkzshrVPdZcHCFuexIAC9MsrIk9C4BOK391WVwiUjcpkRURcQd//AGJiRASAhddVG53cmY+VgO8PCxElmlp5W5GdWuKl4eFLYcy2Ho4nR1JmczveD4A5/+51MXRiUhdo0RWRMQd2MoKRo0C3/KJamJJfWx0iB8eHpZy+91FRKAPgzpGAfDiz39RWGywqEM/ALod/Iu8g4ddGZ6I1DFKZEVE6jrDcGy7VSIjrxDDMABIOGbWlDYNc9+yApurzmkGwPJdKQC07tGRzTHt8MAgZ+63LoxMROoaJbIiInXdpk2wdy/4+cHFFwOwOzmLc56NY9KceADmbTRHKnu2CHdVlDVmaOdompSp8+3aLJRVXc0uDZ4//uCqsESkDlIiKyJS19lGYy++GAIDAZizNoEiq8F38YfZl5LNsp1HsVhgzLktXBhozfDx8mDCBa3tj7s2C2Fzr4EABC1fYq5sJiKCElkRkbrPtgjCFVfYN0UFl45YvrtsLwCDO0bRslGgMyOrNTf2bYG3pwUfTw96tQwns0NnDoZE4ZmfZy7TKyKCElkRkbrtwAFziVaLBS65xL7Zy7N0Qtc3Gw4CcE2v5s6OrtYE+nqx6MFBzLu7P01C/WkU5Edc+3PNnbbEXkQaPCWyIiJ12Y8/ml/79zdX9CqRU1Bsv59fZAWgV0v3r48tKzYigLOamn1lI4N8+LX9eeaOH3+E4uIqzhSRhkKJrIhIXWYbfbzsMofN2flFDo9jQvyIDnH/jgWViQzyZW3zs8gJDIajR2H1aleHJCJ1gBJZEZG6KisLFi0y75+QyJYdkQXoERvmpKBco1GQD0WeXmw8y+wpy3ffuTYgEakTlMiKiNRVcXFQUABt20LnzgC8s3QPk7+MJzPPcUS2R4swFwToPI1KVitb0kmJrIiU8nJ1ACIiUomyZQUWC1arwdSf/wIgOsRxda96PyIb6ANAXIuePO7tDTt3wo4d0LGjiyMTEVfSiKyISF1UXAw//WTeLykrOJqVb9+dkVs6Its83J/uzcOcGZ3TNQ42E/cDxd4YgwabGzUqK9LguTyRnTFjBq1bt8bPz49evXqxfPnyKo/Pz8/n8ccfp2XLlvj6+tK2bVs+/PBDJ0UrIuIka9aYk5pCQ2HAAKB0GVqA3EKzRvbV67vz2+SB+Pt4uiRMZ4kI9MHDAsVWg7RhI82NasMl0uC5NJGdM2cOkyZN4vHHH2fjxo0MGDCAkSNHkpCQUOk51113HQsXLuSDDz5gx44dfPHFF3Tq1MmJUYuIOIEtSRs5Ery9AThQJpG1CQvwwc+7fiexAN4lCyMALG7b29y4ahUcO+bCqETE1VyayE6bNo0JEyZw22230blzZ6ZPn05sbCwzZ86s8PgFCxawdOlS5s+fz9ChQ2nVqhV9+/alf//+To5cRKSW/fCD+bVMt4IDx3LLHRbo03CmOlzUKRqA79N94KyzwGqFX35xcVQi4kouS2QLCgpYv349w4cPd9g+fPhwVq5cWeE533//Pb179+all16iWbNmdOjQgYceeojc3PK/3G3y8/PJyMhwuImI1Gl798LWreDpaY7IlkioYEQ2oJ6XFJQ1tHMUACv3pHJ88DBzo62OWEQaJJclsikpKRQXFxMdHe2wPTo6mqSkpArP2bt3LytWrGDLli3MmzeP6dOn8/XXX3P33XdX+n2mTp1KaGio/RYbG1ujP4eISE1L/uJrANJ7nwfhpat1HThePpEN9G04I7LtooKIjfCnoMjKncdizI0LFmiVL5EGzOWTvSwWi8NjwzDKbbOxWq1YLBY+++wz+vbtyyWXXMK0adOYNWtWpaOyU6ZMIT093X47cOBAjf8MIiI16fDn3wDwpr9ja6mDFYzIBjagEVmLxcLEgW0BWN+sM5n+QZCaSt6K30lKz8MwDBdHKCLO5rJENjIyEk9Pz3Kjr8nJyeVGaW2aNGlCs2bNCA0NtW/r3LkzhmFw8ODBCs/x9fUlJCTE4SYiUmfl5NBl5wagdFJTYbGVlbtTOJyeV+7wgAY0Igsw5tyWLH5oEMUenixrfQ4A7095i/OmLuSdZXtdHJ2IOJvLElkfHx969epFXFycw/a4uLhKJ2+df/75HD58mKysLPu2nTt34uHhQfPmzWs1XhERp1i8GJ+iQg6GNGZ3o1iS0vP46Pd93PT+HxUe7t8AOhacKDbcHx9PD35rbSb6g/esA2DD/uOuDEtEXMClpQWTJ0/m/fff58MPP2T79u088MADJCQkMHHiRMAsCxg3bpz9+JtuuolGjRrxj3/8g23btrFs2TIefvhhbr31Vvz9/V31Y4iI1JyffwZgSZveYLEQfyCNtX9XnKD5eXvg6VFxKVZ95uXpQevIQJa26YUVC2cl7yU6M4Vj2QWuDk1EnMyliez111/P9OnTefbZZ+nRowfLli1j/vz5tGzZEoDExESHnrJBQUHExcWRlpZG7969GTNmDJdddhmvv/66q34EEZGaYxgwfz5QksgCfx5MY+9R81Oofw5qy1s3nWM/vCG13jpRu6ggjgWE8meTDoA5KqtEVqThcflvwbvuuou77rqrwn2zZs0qt61Tp07lyhFEROqDbUvW0mXfPgo8vVnZshsA6/8+bm+7dfN5LcnJL12aNsC34ZUV2LSNCgJgUdve9EzcwUV71/Fz9mUnOUtE6huXdy0QERFISM3h6/+8D8Ca2LPI8THLpdb8fYzCYgM/bw+ahPgR4u9tP6chj8i2bRwIwKK2fQA4/+94cjNzKCq2ujIsEXEyJbIiInXA0l1HGbTXnLS0uHUvAMICSpPW1pFBeHhYCPEr3daQFkM4UbuSEdmt0W0pio4hsDCPcw9s5nhOoYsjExFnUiIrIlIHrN1ygHMPbAZgSdvehAd4M6B9Y/v+NiUjkH7eHnh7mhO8GtJiCCdqFxVEm8hAujYPxfMSc/Wzi/asVZ2sSAOjRFZExMWKiq1YFy7Et7iIA6HR7IloTkSgDwPaRdqPaRtpJrIWS+mobEMekfX18uS3yQP57u4LsIwaBcCgvZrwJdLQKJEVEakhX607wD2fbyCv8NSWTI0/kMa5O9YAsKRNL7BYaBToywXtSxPZyGBf+31bnWxDrpEF8PCwmO3Hhg2jyNOL1scTyd+63dVhiYgTnVYiu2HDBjZv3mx//N1333HFFVfw2GOPUVCgd8Mi0jC9tXg3P25KZO3fx07pvLX7jjFo73oAFpe03YoI9KFpmD+xEeakr7JlBiF+ZgLbkLsWOAgOZlfHngAELfzFxcGIiDOdViJ75513snPnTgD27t3LDTfcQEBAAF999RWPPPJIjQYoIuIuUks+1k7Jyq/W8ct2HmXpzqOkbfiT2PQjFHp5s6qF2XYrIsgHgG/vOp/fJl9I65LSAigdkQ1o4COyZe3pOwiAqOULXRuIiDjVaSWyO3fupEePHgB89dVXXHjhhXz++efMmjWLuXPn1mR8IiJuobDYSmae2eM1Nevkn0z9nZLNLR+tYcKstQQu+g2AxB7nkuvjB0CjQDORbRTkS7uoYIdzVSNb3pHzBwPQdPNayMx0cTQi4iynlcgahoHVavbq++2337jkkksAiI2NJSUlpeaiExFxE2ll2j6lVCOR/ej3fVgNKLIanLN1FQB+l19q3x9RkshWpFvzUAC6NAk53XDrn44d2R8Wg1dRESzUqKxIQ3FaiWzv3r35z3/+wyeffMLSpUu59FLzl+++ffuIjo6u0QBFRNzB8ZzS5DX1JKUF6TmFfLX+IAABBbn0PbAVgMhrriCqZFJXVYnsHRe2YcMTwxh+VsyZhl1vNArytdcX8/PPrg1GRJzmtBLZV199lQ0bNnDPPffw+OOP065dOwC+/vpr+vfvX6MBioi4g7Jtn1IraAG1dOdRLn9zBde9vYofNh0mp6AYLw8L5+//Ex9rEUmRTfHo1JE+rSOwWOCsppWPtloslioT3YYoItDH7PgAFP74ExiGiyMSEWc4rZkC3bt3d+haYPPyyy/j5aXJByLS8KSVGZE9cbLX9sQM/vHRGqwludWRzDwArujZjJ4/m6t57e01gBiLhenX9+CpUV2ICvFzTuD1RESgD6tbnE2elw9+hw8Rv2AFPUYOcHVYIlLLTmtEtk2bNqSmppbbnpeXR4cOHc44KBERd3Msu7RG9sTJXqv2pNqTWID9qTkAXNwlmqF/bwQga8hwALw9PZTEnoa2jYNo1Dic1bFnA7Dx7c+xWjUqK1LfnVYi+/fff1NcXL7hd35+PgcPHjzjoERE3M3xE0ZkjTIfbW9PzACgSahjgtonJ4notCMUePnQY9wVTomzvvL38WT5I4M55583AdAp/nd+3JzIX0kZLN6R7OLoRKS2nFIdwPfff2+//8svvxAaGmp/XFxczMKFC2ndunXNRSci4iaOl6mLzS+ykl1QTJCv+St2e5KZyP7j/Fa8MP8vANpEBhK61Gy75TNkMFHREU6OuP7x8LAQcuXl8MiD9D64jX+t2cWLKUUcTs/ju7vPp3tsmKtDFJEadkqJ7BVXXAGYEw3Gjx/vsM/b25tWrVrxyiuv1FhwIiLu4liOYzlBalY+Qb5eFBVb2XkkC4ARZ8Uw6/e/OZyexzktw2HmfPPgkhaGUgPatSO3VRv8/95L4a9xHG7bD4Af/jysRFakHjql0gKr1YrVaqVFixYkJyfbH1utVvLz89mxYwejRo2qrVhFROqs4yd0KrD1kt2Xkk1BkZVAH09iwwMY0dVsmTWiRQCsWGEePHKkU2Ot77xGmS0hz9+51r7t5y1JDuUeIlI/nFaN7L59+4iMjKzpWERE3NaxMgsiQGkv2W0l9bGdmoTg4WHh0ZGd+GXShQxL3AqFhdCuHbRv7/R46zPvkkR20N519jZch9Jy+fNguivDEpFacNq9shYuXMjChQvtI7Nlffjhh2ccmIiIO7G13wr19yY9t9DeS3b9/uMAdIoxl5n19fKkY0wwzC8pK9BobM0bOJACHz9iso7R+eg+Utp25mhmPst2HqWHygtE6pXTGpF95plnGD58OAsXLiQlJYXjx4873EREGhrbggjto4IAc0R2e2IGn/+RAMCQzlGlBxtG6epTSmRrnp8fKX3NxXkG7V3PlT2bAXDweI4roxKRWnBaI7Jvv/02s2bNYuzYsTUdj4iI2ykstpKZVwTA2c1DWbf/OLPXHuCbDYcoshqMOCuaizqVWb57yxY4eBD8/GDQINcEXc8FXnE5rFjEFYl/sjnaHA1PTM9zcVQiUtNOa0S2oKBAS9GKiJRIK6mPtVjgrkHtaNUogIPHc9mbkk10iC/Pju7qeIJtNHbwYPD3d3K0DUPoVZcD0GHPZmI9zHrlQ2m5rgxJRGrBaSWyt912G59//nlNxyIi4paOZpqJUniAD42Dffn41r6c1TSES86O4af7BhB94kpdtkRWbbdqT+vW0KkTluJiWm9YCUBiWp46F4jUM6dVWpCXl8e7777Lb7/9Rrdu3fD29nbYP23atBoJTkTEHSSmmyN9TcPMhLVlo0B+um9AxQdnZKjtlrOMHAl//UXE8kUQcw25hcWk5xYSFuDj6shEpIacViK7adMmevToAcCWLVsc9lksljMOSkTEnRwu+ci6SWg1ygR++w2KisyWW23b1nJkDdwll8Crr+L1ywIa//MGjuYUcSgtV4msSD1yWons4sWLazoOERG3dSjNnETULKwaiex8reblNAMGQGAgJCXRP+sQ33lEk5iWx1lNQ09+roi4hdOqkRURacisVsc6yxNLCyplGLBggXlfZQW1z9cXhgwBYPC+dQAcTteEL5H65LRGZAcPHlxlCcGiRYtOOyARkbpsy6F0bnxvNXcPbsfEgWZpgK20oOnJRmQ3b4ZDh8xOBQMH1naoAubI9/ffc87W1dD2Ug6nqQWXSH1yWomsrT7WprCwkPj4eLZs2cL48eNrIi4RkTrpnWV7ycwr4sWf/yqTyJrJ0UlrZG1lBRddZPaQldpXMvLdfMefhOZm2t90iEj9cFqJ7Kuvvlrh9qeffpqsrKwzCkhEpC4LDyjt0pKeU0iQnxdJGdWskdVqXs7XogWcdRYeW7cy4O+NbGvZhPyiYny9PF0dmYjUgBqtkb355pv58MMPa/IpRUTqFE+P0rKqjQeOk5yZR7HVwMvDQuNg38pPTE+H33837yuRda6Sf+9hf29gd3IWj87drH6yIvVEjSayq1atwk8fl4lIPZZesooXwIb9x+0fVceE+jkkueXExUFxMXTsCG3a1HaYUlZJh4iRh+LxthjM23iIrYczXByUiNSE0yotuOqqqxweG4ZBYmIi69at44knnqiRwERE6qL03NJEdn3CcdpFBwPVmOiltluuc/75EBSET2oK//A7xru5jfhlaxJdm6kNl4i7O60R2dDQUIdbREQEgwYNYv78+Tz11FM1HaOISJ1RNpGNT0hjd7I5L6DK+li13XItHx8YNgyAK45sAuCXrUkAxB9I47aP13LhS4vZl5LtshBF5PSc1ojsRx99VNNxiIi4hbQyiWx2QTGfrd4PQM8WYZWf9OefkJgIAQFw4YW1HKFUaORImDePDutX4DXkInYeyWLb4QxufHc1uYXFAKzak0rryEAXByoip+K0Elmb9evXs337diwWC126dKFnz541FZeISJ1kG5FtHRnIvpRsUrMLAOjXplHlJ9nKCoYMMZv0i/OVjIR7rV3DsBs9+TmpiHeX7bEnsQDHcwpcFZ2InKbTKi1ITk7moosuok+fPtx3333cc8899OrViyFDhnD06NGajlFEpE4wDMM+2evSs5vYt0cG+dIuKqjyE21tt1Qf6zrNm8PZZ4NhcOXRrQDM35LkcEiaElkRt3Naiey9995LRkYGW7du5dixYxw/fpwtW7aQkZHBfffdV9MxiojUCXmFVgqKrQBc2q00kT2vTUTlqx0ePw4rV5r3VR/rWiVvJLpvWQVAQZHVYffxMh0pRMQ9nFYiu2DBAmbOnEnnzp3t27p06cJbb73Fz7aRBxGResZWVuDpYaFTTDAtGwUA0K9tFWUFcXFgtUKXLtCypTPClMqUvJFovHIJFqM0ie3TKhzQiKyIOzqtRNZqteLt7V1uu7e3N1artYIzRETcX1qumeiE+ntjsVh4+vKzuLFvC67q2bzyk2z1sRqNdb3+/SEkBI+UFEbkHLBv7tc2EtCIrIg7Oq1E9qKLLuL+++/n8OHD9m2HDh3igQceYMiQITUWnIhIXWKrjw3zN9/ID+4YxdSrzsbfp5LlTq3W0rZbqo91PW9vGD4cgNGH/wTAy8NC75bmiKwme4m4n9NKZN98800yMzNp1aoVbdu2pV27drRu3ZrMzEzeeOONmo5RRKROsJUWhPiX/0SqQhs3wpEjEBQEF1xQi5FJtZWMjPfa/gcA7aKCiAoxO0kcz1YiK+JuTqv9VmxsLBs2bCAuLo6//voLwzDo0qULQ4cOren4RETqDFsP2dDqJrK2OQNDh5pN+cX1Lr4YgMZ/bWLErRZGDmxLRID52qTnFmK1GnhUtdSwiNQppzQiu2jRIrp06UJGhrlG9bBhw7j33nu577776NOnD2eddRbLly+vlUBFRFwtoySRDQs4xURW9bF1R9Om0KMHFsPgnehUrujZjLCSRNZqQEae6mRF3MkpJbLTp0/n9ttvJyQkpNy+0NBQ7rzzTqZNm1ZjwYmI1CXppzIie+wYrF5t3lciW7fY6pVL3mj4eHkQWFLnrAlfIu7llBLZP//8k4tLPpapyPDhw1m/fv0ZByUiUhel5ZxCIvvrr+Zkr65dITa2liOTU2J7Y/HLL1BsruxlG5XVhC8R93JKieyRI0cqbLtl4+XlpZW9RKTeOqURWVvbLXUrqHvOOw/CwsxR8zVrAAgPNF9T9ZIVcS+nlMg2a9aMzZs3V7p/06ZNNGnSpNL9IiLu7FjJrPbwgJNM3CrbdktlBXWPl5e9DZftDYftNT2erdICEXdySonsJZdcwpNPPkleXl65fbm5uTz11FOMGjWqxoITEalLDh7PAaBZuH/VB65fD0ePQnAwnH++EyKTU3ZCnaxKC0Tc0ym13/r3v//NN998Q4cOHbjnnnvo2LEjFouF7du389Zbb1FcXMzjjz9eW7GKiLiM1WpwKC0XgOYnS2Rt3QqGDTOb8EvdY5vvsX49JCURXtKJQomsiHs5pUQ2OjqalStX8s9//pMpU6ZgGAYAFouFESNGMGPGDKKjo2slUBERV0rOzKew2MDTw0JMiF/VB6s+tu6LjoZevcxE9pdfCG/aD1DXAhF3c8oLIrRs2ZL58+dz/Phxdu/ejWEYtG/fnvDw8NqIT0SkTrCVFTQN88PLs4qqrJQU+wQiqujyInXAJZeYiez8+TR+YBAAK3alcDy7gPBALWAh4g5Oa4lagPDwcPr06UPfvn2VxIpIvXfweElZQVhA1Qf++isYBnTvDs2aOSEyOW22iXi//solnRvTLMyfhGM53Dd7o2vjEpFqO+1EVkSkIbGNyJ60PvbHH82v6lZQ9/XtCxERkJZGxOYNfHhLHwCWl4zKikjdp0RWRKQa7COy4VWMyBYVlU70uuwyJ0QlZ8TTE0aMMO///DMdY4Jp1ch8fbceznBhYCJSXS5PZGfMmEHr1q3x8/OjV69eLF++vFrn/f7773h5edGjR4/aDfAMbU/MYM7aBDYkHHd1KCJyBg5UZ0T2998hLQ0iI+Hcc50TmJwZ24S8kgl6ZzUNBWDr4XRXRSQip8ClieycOXOYNGkSjz/+OBs3bmTAgAGMHDmShISEKs9LT09n3LhxDBkyxEmRnr6v1x/kX3M38/PmRFeHIiJnoHREtopE1lZWcMkl5mif1H0jRoDFAvHxcPgwXZqGABqRFXEXLk1kp02bxoQJE7jtttvo3Lkz06dPJzY2lpkzZ1Z53p133slNN91Ev379nBTp6Yst+aNn+yMoIu7HajU4XNJDtsrFEH74wfyqhWHcR+PG0MesjWXBAs6yJ7IakRVxBy5LZAsKCli/fj3DbcsElhg+fDgrV66s9LyPPvqIPXv28NRTT1Xr++Tn55ORkeFwcyZbPZ3tY0kRcT+p2QUUFhtYLFTeQ3bXLtixw1z+1FZ3Ke7BNjHv55/tpQV7U7LJKShyYVAiUh0uS2RTUlIoLi4ut4BCdHQ0SUlJFZ6za9cuHn30UT777DO8vKrXAnfq1KmEhobab7GxsWcc+6loHqERWRF3dyTDXJa7UaBv5T1kbWUFAwdCSIiTIpMaYauT/fVXGvt5EBXsi2HA9sRM18YlIifl8sleFovF4bFhGOW2ARQXF3PTTTfxzDPP0KFDh2o//5QpU0hPT7ffDhw4cMYxnwrbiGxaTiGZeVoxRsQdHc3MByA6xLfyg2yJrMoK3E/v3uYEvYwMWLWKdlFBACQcy3ZxYCJyMi5LZCMjI/H09Cw3+pqcnFzhMreZmZmsW7eOe+65By8vL7y8vHj22Wf5888/8fLyYtGiRRV+H19fX0JCQhxuzhTk62Vfw1ujsiLuyTYiG11ZWUF6OixbZt5X2y334+FRugrb/Pk0CTU/SUtMz3NhUCJSHS5LZH18fOjVqxdxcXEO2+Pi4ujfv3+540NCQti8eTPx8fH228SJE+nYsSPx8fGcW4db3cRGmKOySmRF3NORjJOMyP7yi9lDtlMnaNvWiZFJjbGVF/zwA01CzTcsSUpkReq86hWa1pLJkyczduxYevfuTb9+/Xj33XdJSEhg4sSJgFkWcOjQIf73v//h4eFB165dHc6PiorCz8+v3Pa6pnm4P5sOpnPgmCZ8ibijI5lmQtM4uJIRWVu3Ao3Guq+RI82Jetu20S7D/KTwcJoSWZG6zqWJ7PXXX09qairPPvssiYmJdO3alfnz59OyZUsAEhMTT9pT1h3Y6mQ1IivinpLtpQUVjMgWF9ub6as+1o2FhZkT9RYu5Kz1S4DeJGXod7ZIXefyyV533XUXf//9N/n5+axfv54LL7zQvm/WrFksWbKk0nOffvpp4uPjaz/IM2TrJasWXCLuKdk22auiEdlVq+DYMQgPhwrKosSNXH45AE2X/QaYpQXHswtYsSuFTQfTXBiYiFTG5YlsQ2DvJavSAhG3VOVkL1u3AttH0+K+ShLZgD9WEpabQUpWAee+sJCbP/iD0W/9zv5UdTEQqWuUyDpB28ZmK5e9R7PJLyp2cTQiUl0ZeYX88Odh+2SvqIpKC1QfW3+0agXdumGxWhm+bz0ABcVWAAwD9qUokRWpa5TIOkFshD8RgT4UFFvZpvW7RdyCYRhM/GQ9936xEQAPCzQK9HE8aO9e2LYNPD21mld9MXo0AJf+vbbcrrQc9QIXqWuUyDqBxWKhR2wYAPEH0lwai4hUz7yNh1i5J9X+2GpQflUvW1nBgAFmjay4v5LygnN3rsW3qACAiJI3MGk5BS4LS0QqpkTWSZTIiriXV37d6fDYy6P8ioP2sgJ1K6g/evWCpk3xy8+l3/5NAAzuGAVAWq5GZEXqGiWyTtKzRRgAGxPSXBqHiJxcflExh9LM1ks/3z+AwR0b88p13R0PSksDW1cV1cfWHxaLfVR22O7VQGnbNZUWiNQ9SmSdpFvzMAASjuWQmpXv2mBEpEopWeZHyN6eFjrFBPPRP/oyukczx4N++slczatLF+jQwQVRSq0pqZMd+fc6vr7jXMJKlhlP14isSJ2jRNZJQv29aVGyVO3u5CwXRyMiVbEtgNA4yBeLpYKSAoBvvzW/Xnmlc4IS5xk8GIKCiEhLoXfqPsL8VSMrUlcpkXWi2AhzYQSt8CVStx0tWQChcUV9YwFyc+Hnn837V1zhnKDEeXx94eKLzfvffUdoyYisamRF6h4lsk7UPMwckbXV3olI3ZKeW8gnq/eTULJ4SeOgCvrGAixcCNnZ0Ly5OTlI6p+SOlm+/57wAHNENl01siJ1jpahcaLm4bYRWa3wJVIXvb5wFx+s2IetmqDCBRCgtKzgiiugstIDcW+XXmr2B968mcijhwA4rtICkTpHI7JO1CxcpQUiddn6/ccBcxUnqGREtrgYvv/evK/62PorIgIuuACAxot/AcwRe6vVcGVUInICJbJO1DzcLC1QIitS9xQVW9me6LjyXuPgChLZlSvh6FFzAYQBA5wUnbhESfeCgAU/AeaiGJn5Ra6MSEROoETWiWylBYfTcinWu3qROmX30Szyi6wO26IqSmRtZQWjRoG3d+0HJq5Tksh6Ll9Ok0Kz24zqZEXqFiWyThQd4oeXh4Uiq8GRkvY+IlI3bDmUUW5buRFZw4B588z7Kiuo/9q0gR49oLiYy/5eC0BarupkReoSJbJO5OlhoWmY6mRF6qIth9LLbYs6sf3W5s2wbx/4+cHw4U6KTFzq6qsBGLp9BWCu7jUtbid3fbaewmJrVWeKiBMokXUyW3nBoTR1LhCpSypKZCODfBw32MoKRoyAwMDaD0pc75prADhn53pC8rJIzsxnxuLdzN+cRPyBNNfGJiJKZJ3NlsgmpGpEVqQu+Ts1G4BuzUPt23y9PB0PmjvX/KpFEBqOTp2gSxe8iosYsnsN6/4+RlHJHIcdSZkuDk5ElMg6WZvGQYA5sURE6gar1eBYtln7eHn3phUftGMHbNoEXl6lzfKlYSgpLxi5cyWr9qbaN+88okRWxNW0IIKTtY8yE9ld+gUoUmek5RZiayQyrl8rfLw86BEb5njQV1+ZX4cONXuMSsNxzTXw3HMM3LueBw6ngK/ZSnFHUiaGYfDigr/IL7Ty1GVdsGiBDBGn0oisk3WIDgZg79FsijRRQKROSM3KByAswBsfLw/G9WtFt+ZhjgfZEtlrr3VucOJ6Z59Nfqs2+BYXMnjvOvvmnUcymb85iXeW7mXWyr85cEwlYyLOpkTWyZqF+ePn7UFBsdW+nruIuFZKlllW0CjQp+IDdu4sLStQfWzDY7Hgc735BubiHSvtm4/nFDJpzkb7Yy0/LuJ8SmSdzMPDQjtbeUGy6mRF6oLUbHNEtlFgBQsgQOlo7JAhKitooCwl3QsG711HQFEeESVvegqLSxe3OaBEVsTplMi6QIcos7xAdbIidUOqbUT2xHZbNiorkF69KGgeS2BhHuMzdnBOi3D7rrObmZ0u1B9cxPmUyLpAu2iNyIrUJanZVSSyu3bBn3+Cp6fKChoyiwWf68w3Mvelb+afg9owtHMU3919Ppd2awLAAZWLiTidElkX6BRjjsgu+iuZ3UpmRVzONtmrwtKCsmUFjRo5MSqpc0rKC/zn/0ivKH/eH9+H7rFh9v7gGpEVcT4lsi5wQbvGnNMijMy8Im7/3zoKitS9QMSVbKUF5VbygtJE9rrrnBiR1EnnngstWkBWFsyfb98cG26241KNrIjzKZF1AR8vD94b15tQf2/2pWSz5XD5pTFFxHlsk70iThyR3b0b4uNVViAmDw+44Qbz/hdf2DfbRmSPZOSTX1TsishEGiwlsi7SKMiXc1qEAbD5oBJZEVeqdLKXygrkRDfeaH798UfIyAAgItCHAB9zOeNDKi8QcSolsi50dknD9c2HlMiKuFJKSY1sudIC26ibuhWITffu0KkT5OfDt98CYLFY7OUFqpMVcS4lsi5ka9miEVkR1ykospKRVwScMNlr82bz5uNjn+QjgsVSOipbQXnBfnUuEHEqJbIu1K25mcjuSs4kt0B1VSKucDzHLCvw9LAQ6u9duuOzz8yvl14KYWHOD0zqLludbFwcHD0KlLZV3Jmk/uAizqRE1oWiQ/xoHOyL1YBtiRqVFXGF5AzbRC8fPDws5karFT7/3Lw/ZoyLIpM6q0MHOOccKC6Gr78GStsq7lAiK+JUSmRdzFZesO1whosjEWmY9hw1ezm3ahRQunHFCjhwAEJDzRFZkROdUF7QMToEgL+SMjAMo7KzRKSGKZF1sVaNAgE4oAkCIi5hS2TbRQWVbrSVFVx9Nfj5uSAqqfOuv978unw5HDhA26hAPD0sZOQVkZSR59rYRBoQJbIu1qxkgoBatog4V0ZeIXuPZtlX12vbuCSRLSgobbulsgKpTGwsDBhg3p8zB18vT9pEmgMTf6m8QMRplMi6WLOwkqUN05TIijjTg1/+yUWvLOXnLUlAmRHZn3+G48ehaVMYONCFEUqdZysvKKmn7qg6WRGnUyLrYs01IiviEnHbjjg8tieytrKCG280V/QSqcx114G3N2zcCJs2acKXiAsokXWxpiUjsilZ+eQVqgWXiDOcOBnH18uDpqH+5kpNP/xgblRZgZxMo0Zw2WXm/Y8/pnMTc8LXVi07LuI0SmRdLDzAG39vc9QnMV0TBEScIfuEvs35RVaz9dY330BeHnTuDD16uCY4cS+33GJ+/fRTzo4yO1/sTs4ip6DIdTGJNCBKZF3MYrFowpeIk6WWLElr0yKipPXWrFnm1zFjzBWcRE7m4oshKgqSk4latZQoW29wtVQUcQolsnWAbcLXoTQtbSjiDClZBfb7gzs25s2besLu3bB0qZnAjh/vwujErXh7w803m/dnzbKv2Lj5kMoLRJxBiWwdUHZEtthqkKQSA5FaZRuR7REbxkf/6Eu35mGlo7EjRkDz5i6LTdyQ7Y3P99/TO9gKKJEVcRYlsnVA2RZcT32/hfOmLmT9/mMujkqk/krNNkdkI4N8zA3FxaWJ7K23uiYocV/dukHPnlBYyOANCwHYokRWxCmUyNYBthZch9Ny2XTQ/OVn+yoiNc82Itso0Nfc8OuvcOiQOQv98stdGJm4rZJJX23mzwXMCV+5BepEI1LblMjWAVHB5hKYyZn5HM00/8DavopIzbPVyEbYRmQ//ND8evPN4OvroqjErd10E3h7471xA+dmH8JqwM4j6icrUtuUyNYBUSHmH84j6XmklIwUJSuRFak1ttKCRoE+cPQofPeduUNlBXK6IiNh1CgAxu1cCsBfSepcIFLblMjWAdEh5ohsdkExhcVmo3aNyIrUHltpQWSQr7mSV2Eh9O5t1jqKnK5//AOAQat/xqeokO2JGpEVqW1KZOuAIF8vAnwcl8JMzswnO79ITbVFakFqlm1E1ru0rECjsXKmRo6E5s0JzDjOxTtX8m38IS55bTk//HnY1ZGJ1FtKZOuIqGDHuryE1GwGvryES15bTkZeoYuiEqmfUrPNEdlmu7fC5s3g5wc33ujiqMTteXnB7bcDMCb+Z9JyCtmWmMFj32zWp2witUSJbB0RVVJeYJNdUExKVj5/p+bw3192uCgqkfqn2GpwrKRGtsmXn5obr7oKwsJcF5TUHxMmYHh6cu6BLbRLSQAgM7+Il3/5y8WBidRPSmTriBNHZMv6ZPV+dier1kqkJqRk5WM1ICQvC7+vZpsbJ050bVBSfzRrhqWkhduY+J/x8TL/zH4XfxjDMFwZmUi9pES2jog+YUS2LMOAHUlZToxGpP56b9leAP6Z8DuWnBzo2hUuuMDFUUm9UvLG6Lpti/l5Qk8A8ousZOVrzoNITVMiW0dUNSILkJZbUOV+ETm5fSnZzFr5NxgG4/5cYG686y6wWFwal9QzQ4dCmzYE5mbRdvF8/L3Nyby2khYRqTlKZOsIWy/ZE3WKCQYgLafiCV9Z+UUcycirtbhE6pP5mxMpshrcXpxA4N5dEBRkLoIgUpM8PODOO837b79NRKC58EaqElmRGufyRHbGjBm0bt0aPz8/evXqxfLlyys99ptvvmHYsGE0btyYkJAQ+vXrxy+//OLEaGtPdHBpaYHt3TtA71bhAKTnVpzI3vjuai58aTFpOfoFKXIyu0pWWrp+7Q/mhnHjIDjYhRFJvfWPf4CPD6xdS99j+wA4lqXf0yI1zaWJ7Jw5c5g0aRKPP/44GzduZMCAAYwcOZKEhIQKj1+2bBnDhg1j/vz5rF+/nsGDB3PZZZexceNGJ0de88qOyHp7ln7M2STUH4DjlbyT33kkk/wiK4fTNCorcjK7j2YRnZlCm9/jzA3//KdrA5L6q3FjuOYaAK5cZa4cp9ICkZrn0kR22rRpTJgwgdtuu43OnTszffp0YmNjmTlzZoXHT58+nUceeYQ+ffrQvn17XnjhBdq3b88PP/xQ6ffIz88nIyPD4VYXlW2/dcnZTQDw8/YgLMAbgLQKRmQLi63kF1kByC0sdkKUIu7LajXYk5zN+A0/4lFcDAMHmhO9RGrL3XcD0O+PX2iUnabSApFa4LJEtqCggPXr1zN8+HCH7cOHD2flypXVeg6r1UpmZiYRERGVHjN16lRCQ0Ptt9jY2DOKu7aE+Hnz8IiOTB7Wgccv7cwDQzvw470DCPM3a6vSK6iRzS4zAzZfiaxIlQ6l5UJ2NjfFl0zyeuAB1wYk9V+/ftCnD96FBdwU/7N9aWQRqTkuS2RTUlIoLi4mOjraYXt0dDRJSUnVeo5XXnmF7OxsrrvuukqPmTJlCunp6fbbgQMHziju2nT34HbcN6Q9wX7e3D+0Pe2igsqMyJZ/J5+ZV5rIakRWpGq7j2Zx1dZFhOVlQZs2MGqUq0OS+s5isb9hGrfxJ9LT1EZRpKa5fLKX5YS2N4ZhlNtWkS+++IKnn36aOXPmEBUVVelxvr6+hISEONzcSah/SSJbwYhs2Z6ESmRFqrY7MYNb131vPrj/fvD0rPoEkZpwzTXkRMXQODuN9ot/cnU0IvWOyxLZyMhIPD09y42+JicnlxulPdGcOXOYMGECX375JUOHDq3NMF2ubI3siavClE1k8wqtTo1LxN14/voLbY8dJD8gyJxRLuIM3t4cHjMBgKG/fG6ucCMiNcZliayPjw+9evUiLi7OYXtcXBz9+/ev9LwvvviCW265hc8//5xLL720tsN0ubAAs0a2oMhaLlnViKxI9fX+ZhYAB666SS23xKlybrmVXC9f2hzaDYsWuTockXrFpaUFkydP5v333+fDDz9k+/btPPDAAyQkJDCxZHm/KVOmMG7cOPvxX3zxBePGjeOVV17hvPPOIykpiaSkJNLT0131I9S6QB9PvDzMUosT62SzytTI5hUokRWp1Nq1dNuxjkIPT/LvutvV0UgDE9Yshi+7lXx6+OKLrg1GpJ5xaSJ7/fXXM336dJ599ll69OjBsmXLmD9/Pi1btgQgMTHRoafsO++8Q1FREXfffTdNmjSx3+6//35X/Qi1zmKxlJYXnFAn61haoERWpDLFU6cC8H2XgUSf3dHF0UhDExHkw3t9r6LI4gG//Qbr1rk6JJF6w8vVAdx1113cddddFe6bNWuWw+MlS5bUfkB1UKi/NylZBSz6Kxk/b09aRwYCju23VFogUom//sLj228BmHX+dVxVslyoiLME+niS3KgJ33cZyFVbF5ujsl9/7eqwROoFl3ctkJMLL6mTffmXHdz47mqKis1aWbXfEqmG//s/LIbBr+3PI79jp2p1RRGpSRaLhUaBPrx97tXmhm++gR07XBuUSD2hRNYN2EoLAJIy8li99xig0gKRkzpwAD79FIAZ511L8/AAFwckDVWTUD92Nm7F4QFDzc4FL73k6pBE6gUlsm4gxN/b4fG8jYfYciidzLzSmlm13xKpwNSpUFTE/u7nEt+0I7Hh/q6OSBqovq0bAfDV8JvNDf/7H+zb58KIROoHJbJu4NDxXIfHczccZNQbK/hy3UH7tlx1LRBxlJAA778PwLeX3wagEVlxmQvaRQLwhUdzjGHDoKgI/vMfF0cl4v6UyLqBni3CAWgU6EPjYN8Kj1GNrMgJnn8eCgth8GAWR3cGIDZCI7LiGr1bhePj5UFSRh6HJv3L3Pjxx7Bnj2sDE3FzSmTdwD0XteOxSzrxywMX8sH43pzbOqLcMaqRFSnj77/hww/N+888w8GSTzU0Iiuu4uftSa+SQYlF4W3h4ouhuBiee87FkYm4NyWybiDI14s7LmxLZJAv3ZqH8a+Rncodo0RWpIz//Mf86HboUHLO7UdKVj4AsUpkxYUGdmwMwNfrD2I8/bS58ZNPYNcu1wUl4uaUyLqh5hVMWFFpgUiJHTvA1oP6mWfYnZwFQGSQD6EB3pWfJ1LLru3VHF8vDzYdTGd1ZDsYNQqsVvj3v10dmojbUiLrhhoH+eLr5fjSKZEVKTFlivmR7WWXQf/+7EjKBKBDdLCLA5OGrlGQL9f2bg7A+8v3mp8cWCzw5ZewZo2LoxNxT0pk3ZDFYqFZmOOorNpviQC//w7z5oGHh31Ne1si2zFGiay43phzzSXYV+1NxejWDcaNM3c88ojZX1ZETokSWTcVGeTYvSBP7bekoTMMePhh8/6ECdClCwA7jpQkshqRlTqgbeMgPCyQU1DM0cx8c7KXry8sXQo//eTq8ETcjhJZN3VirZ9KC6TBmzcPVq2CgACwTaQBdpYksh00Iit1gI+Xh717xr6UbIiNhUmTzJ3/+pc5SVFEqk2JrJsKPyGRLbIaFBarvEAaqNxceOgh8/6DD0LTpgCk5RRwJMPsWNA+KshV0Yk4aNnITGQ//SOBgS8vZphPP/JCw2HbNnj7bRdHJ+JelMi6qbAAn3Lb1IJLGqyXXzaX+2ze3BzVKmGrj20W5k+wnzoWSN3QOjIQgB/+PMz+1Bx2FXgxc8gt5s4nnoCjR10XnIibUSLrpoZ3iQYgwMcTi8XcpvICaZD+/humTgWg6OWXeeX3g6zZdwyADQlpAHRuEuKi4ETKa9UosNy2L7oPh549IS0NHnvM+UGJuCklsm6qd6sIvryzH4seHISflycA+epcIA3R5MmQl2cuRXv2IN5YtJunvt8KwOK/kgEY2CHSlRGKOLCNyJZ1PN+K8cYb5oMPPoC1a50clYh7UiLrxvq2jiAm1A9/HzOR1YisNDg//WRO8vL0hDfeYG9KNgC7jmSSnJnH+oTjAAzqGOXKKEUctCqTyJ7frhEAhcUGeX3OM9txGQb885+a+CVSDUpk6wF/75JEVi24pCHJyICJE837kybBWWfxd2oOYE5+/HDF3xRbDdpHBREboaVppe4ouzrj2c3C8PQw68PScwvhpZcgPBzWr4fp010UoYj7UCJbD/h6my+jRmSlQZkyBQ4ehDZt4NlnAUg4lm3f/fbSPQAM7qTRWKlbvD09OLd1BADX94kl1N+ciJieWwjR0fDKK+aBTzwBu3e7KkwRt6BEth6wjcje8O5qPlm938XRiDjBihUwY4Z5/913zd6xwN8pOeUOHXFWtDMjE6mW98b3ZtWUi2gdGUiInxcAGXmF5s5bboGhQ83a7zvu0IpfIlVQIlsP2BJZgNcX7sLQLz2pz7KzzZW7AG69FYYMASC/qJjE9FyHQ1s2CuCcFuHOjlDkpEL8vGkSapYY2Edkc0oSWYsF3nnHfIO2eLF6y4pUQYlsPWCb7AVwNDOfPUezqzhaxM09+CDs3AnNmsF//2vffPB4LtYT3sNd0aMZFlt/OpE6KqQkkbWPyIJZMvPCC+b9Bx+Ev/5yQWQidZ8S2XogK99xZuvqvakuikSklv3wgzlSBfDxx+akGODzPxIY/+EawHEFr9E9mjo9RJFTFVK2Rrase++FYcPMlevGjIGCAhdEJ1K3KZGtBzaWNH23WaVEVuqjI0dKSwoefNBeUgDw2LzNHDxulhW0aRzIj/dewNcT+9GmsZallbovpGTVuYzcE9pteXjArFkQEQEbNsDTTzs9NpG6TolsPWAbdWoWZtZb/bE3VXWyUr8UF8NNN5lLd3brBs8/b9914icS0SF+dG0WSu9WEc6OUuS0hFY2IgvQtKk5oRHgxRdhwQInRiZS9ymRrQeeuuwsXr6mGz9PGoCXh4WUrAKSMvJcHZZIzXnySVi0CAID4YsvwNfXvutImWu9U0ww1/WOdUWEIqctxP+ErgUnuvpqs2eyYZglBvvVnUbERolsPRAR6MO1vWMJ8fMmMsj8A5+SqVoqqSd++KF00sv770OXLg67j6SbiWzbxoEsmHQhXZuFOjtCkTNS5YiszfTp0Ls3HDsG11wD+fnOCU6kjlMiW89EBvsAcDRLI7JSD/z1F4wda96/7z644YZyhxzJNK/1mFA/Z0YmUmNsNbJVJrK+vvDVV2a97Lp15hK2KiETUSJb3zQuGZE9mql36+Lmjh6FSy+F9HQ4/3x4+eUKD0tKN6/16GAlsuKebCOyGVUlsgCtWsHnn5uTwD76yFzOVqSBUyJbz9hLC7JUWiBuLC8PrrgC9u6F1q1h3jzw8anwUFuNbLRGZMVNhVQ3kQUYMQJee828/+ij8PXXtRiZSN2nRLaeaRysEVlxc8XFMG4crFwJoaHw00/QuHGlh9sT2WDfSo8RqcvsI7J5RSc5ssQ995g9ZsEsvVmxopYiE6n7lMjWM0pkxa0ZBtx5p1kL6O0Nc+dC585VnmJLZFUjK+4qxM/sWpCVX0RRsbV6J02bBqNGmZ9eXHqp2WdWpAFSIlvP2EoLjmYpkRU3YxgweTJ88IFZA/jFFw6LHlTmSIZ5rUeFKJEV92QrLQD4cVNi9QYivLxgzhy48ELIyDBLDrZvr8UoReomJbL1jG1ENkUjsuJODAMeeshsMQRmMnv11Sc9zWo1SLZ1LVAiK27K29ODyCCzBnzSnHj6PP8b0+J2nvzEgACzPV3v3pCSAhddBFu31nK0InWLEtl6RiOy4nasVrOV0LRp5uM334RbbqnWqcdyCigsNrBYSt/Eibijd8b2Zsy5LWgXZS6r/O3GQ9U7MSTEXO2rWzdISoKBA1VmIA2KEtl6xvbHPDOviLzCYhdHI3ISBQXmxK533gGLxVzw4O67q326rT62UaAv3p76dSbuq1fLcJ6/8my+ntgPgIRjOVX3lS2rUSNYvBj69oXUVBg8GJYtq8VoReoO/eavZ0L8vPDxMl9WTfiSOu3YMbOu77PPwNPT/Dphwik9he0at30sK+LuwgJ8aB7uD8C2wxkUWw1W7UklK/8kHQ0iIiAurrRmduhQ+OQTJ0Qs4lpKZOsZi8ViXxQhReUFUlft2gX9+8OSJRAcDD/+CDfeeMpPk1rSL1llBVKfnNU0BIBftyUx6o0V3Pjeap7/qRoTuWxlBtdeC4WF5qcdTz5plu+I1FNKZOuhSLXgkrrsm2/MySk7dkBsLPz+O1x88Wk9VWq2eY03CtSIrNQfXZuGAvDR73+zPTEDgB1JGdU72d8fZs82F0sAeO45s01XampthCrickpk66GokkT2wPFcF0ciUkZ+vtle6+qrzY8+L7gA/vgDzj77tJ8yNdsckW0UpBFZqT+6Ngstt62guv1lwWxfN3UqzJoFfn7w88/Qs6e5yIhIPaNEth7q2SIMgFV79A5c6oiNG81R2FdfNR8//DAsWgRNmpzR09pKCxqpRlbqEVtpAcAVPZoCVH/iV1njx8Pq1dCuHRw4AAMGwJQp5ptKkXpCiWw9dGF7cznP1XtTKTyVd/EiNS03F556ypxNvWWLudTsd9/BSy+ZK3edodSSOvDIQI3ISv0RFeLHnRe24ca+LbhrcDsAMnKruXztibp3h/Xr4eabzVrZF1+EPn3MBFekHlAiWw91aRJCRKAPWflFxB9Ic3U40lD99BN07QrPPgtFRXDVVWaz9ssvr7FvUVpaoBFZqV+mXNKZqVedTViA+YYvI68Qq9U4vScLCTE7GMyda76Z3LwZ+vWD224zF1IQqUJ+UTE//HmYtX8fwzBO8xqsRUpk6yEPDwv92zYCYPnOoy6ORhqcdetg+HBzgsnevdCsGXz5JXz9tflHtAaVlhZoRFbqpxA/M5E1DMgqOM1RWRvbm0nbgiMffGCWHUydCtnZZ/bcUm8dTsvj3i82Mu6DNa4OpUJKZOspW3nB8t16ty1OsmaNOZGrTx+zn6W3t7ns7PbtZjsgi6VGv51hGPYWc+paIPWVn7cnviW9wdNzTqNO9kSNG8NHH8Hy5WbZQXo6PPaYmdC+8oo5EVOkjKT0kmXAQ/2w1PDv8ZqgRLaeuqB9JAB/HkirmV9+IhWxWuH7780m7Oeea7bWslhg7FizvdbLL5t9YmtBdkEx+UVmDbhKC6Q+C/UvLS+oMRdcYC5l++mn0Lq1ubztQw+ZLfEeeQQOHqy57yVuzbaCYnRI3fzkS4lsPdU0zJ+2jQOxGrBqr0ZlpYbt32/2p+zQAUaPNkd3vL3NWdKbNsH//mf+caxFtole/t6eBPh41er3EnGlkJJE9rQ6F1TFwwPGjIG//oL33oNOncwR2ZdfNv//XnklfPutuZS0NFhJJYlsTIifiyOpmBLZemxASXnBsl1KZKUGJCaaf+wGD4ZWrcwVg/bsgdBQ+Ne/YN8+s29l165OCSdFrbekgbCPyJ5u54KT8fExJ35t3Qo//AADB5oTNL/91kxmmzWD++4zV+IrqqUYpFYUFVuZPCeeD1bsO+3nsJUWRIcqkRUnG1BSXrBCiaycjsJCs+71uefM9llNm8Idd5h/zCwWGDLEHHk9dMhs6dOsmVPCSs8tJKegyD4iq4leUt+F+JmfOGTU9IjsiTw8zEmaS5aYnQ0eeghiYszOBm+8Yb6JbdwYbroJvvjCfHMrddqafcf4ZuMhnvtxG/tSqjeh73h2AV+uPcCafceA0tKCujoiq8/j6rFz25idCxKO5XA8u4BwTYiRqqSmmgsX/PEHLFtmLh174kzmPn3giivMnpQtWjg9xOPZBQx+ZQltGwdxTa/mAETqupZ6rlZqZE+ma1ezxGDqVHPy5uzZZku91FQzif3iC/O49u3NGvkLLjAXPenUCbyUWtQVB8us8DlzyW5euqZ7lcfHH0jj2rdXUlhsEOjjSfxTw+t8aYGutnosyNeLJqF+JKbnsS81W4msmD18UlNh1y7YudO8bdtmJrD795c/Pjzc/CM1ahRceukZr8R1puIPppGWU8j6/cfp0sRc/UilBVLf1VqNbHV4ecHIkeatuNhcSOGHH+CXX+DPP83fJbt2ma28wFwSt1s36NEDOnY0E90OHcyaWx/9X3W2hGM59vvfbDjEQ8M7ElVFQvrbtiMUFpu9YrMLikk4lkNyhvnpV10tLVAiW8+1jgw0E9mj2ZzTItzV4UhtMQzIyoLjx81ENTERDh82b4cOld7ft888pjJt2kCvXmbyeuGF5qiMR92pQNqTnGW//8OmwwDEhPq7KhwRpyitkXVxBxpPTzj/fPP24ouQlgYrVpif4KxaBfHx5u+hNWvM24nntmpldkVo1gyaNze/Nmtmlis0agQREeZNCW+NKZvIFlkNNh5IY8RZMZUev+VwusPj3clZKi1o8AoKzFrDsk5cGaOilTKqs60ax3T2K2ZrbiaJ+w5B6wCXxFCj59WFGE7lvKIi8/UvKiq9VedxXh7k5FR+y842ZxcfP27e0tJObRJG8+bmKEmHDuaoSY8e5i0srPrP4QJ7jpYmsmklbeUGdqjZRRZE6hrbogguGZGtSliY+WnNqFHmY6sVdu82P+HZvNnxk5+cHHNy6J49J3/e4GAzoQ0Ph6AgCAw0byfe9/c3k96T3by9zUTaw6P0a1W3yo45sYdqRT1VT3bMqT4+w+c4kpiKf0EeQb5eZOUXsWtvEv4FubSLCqZpWPlBgD1/H8G/oIBm4X4cOp7Hn38dxDsvFx8LNPaomxP9lMjWtqefNmuMXOSJkhuvuywEcSZvb/MPQJMm5uSspk3NEQ/b/dhY86O+gICTP1cdtLvMiCxAZJAPPWLDXBOMiJOU1sjWzUTCzsOj9A3y9deXbjcM81Oi3bvN/rSHDpk32/3UVPN2/Lh5bGameauo3ElOyZwTN7xa9fHLKzj+Edv9jxvVySWNlcjKmavOO8iKtp3ueTX5XLV9nre3WWNm+2q7nfi47DZPT3OkISCg6ltwsDliUfYWEFDjK2jVJXuOOk4+u6hTFJ4e9ffnFQEI8Tf/VNe5EdnqslhK30xXxWo1P106dqw0sc3OLr1lZTl+zckxP8EqKDj5zWotvRUXOz6u7k3qJJcnsjNmzODll18mMTGRs846i+nTpzNgwIBKj1+6dCmTJ09m69atNG3alEceeYSJEyc6MeJT9PTT8O9/l9/upIRqX0o2Q6ctxfbB98VdY5gxpteZxSDiAseyCziWbfaOjQzyISWrgGFdKq/1EqkvQupKjWxt8/AorZNt187V0VTtZCVnZR+fyrE1+Fx/JWVw5VsrCQvwZv59A+j/4iKHQ5uG+fHTfQPw8/YEYObi3by+aDeXdWvC+PNbcc3MVfZjB3eKYsaYc6iLXJrIzpkzh0mTJjFjxgzOP/983nnnHUaOHMm2bdtoUUFrn3379nHJJZdw++238+mnn/L7779z11130bhxY66++moX/ATVYKvRcZHmjYMp9vC0P56/7ShrEtLp2zrCZTGJnA5bWUGzMH9evrYbWw6lM6RTlIujEql9dbZGtiGrzkCQi+3PyyTXx48OMaGER4UTGhlGUkYePp4ehAd6sycjnxeXHeDpy88iPaeQ73ank+vjR/s2MbRuGUWuT+nkrtYtG5u1yXWQSxPZadOmMWHCBG677TYApk+fzi+//MLMmTOZWkFd6dtvv02LFi2YPn06AJ07d2bdunX897//rTSRzc/PJz8/3/44IyOj5n+QOszbs/yM8xvfW423Z937TydSlWKrOdLQLiqI/m0j6d820sURiTiHrUY2OTOfTk/87OJoxF3YfmfGRphzIjo3CSYpI4/z2jbiH+e34h8frWXWyr+ZvTaBYqtBYbFBeIA3l3RrUm7Z7zsubOv0+KvLZYlsQUEB69ev59FHH3XYPnz4cFauXFnhOatWrWL48OEO20aMGMEHH3xAYWEh3t7e5c6ZOnUqzzzzTM0F7oZuu6A1n/2RwLTruvP4t1s4ll1gv8BF3M2gjupSIA1LdIgfsRH+HDiWS16hajXl1NhW+Rx5dhMW7zjKmHNbMLhjFP84vxUf/f63/ZqKCfFj1q19aFbSzWDMuS2Yt/EQH97Sx/5mqi6yGEZFfYNq3+HDh2nWrBm///47/fv3t29/4YUX+Pjjj9mxY0e5czp06MAtt9zCY489Zt+2cuVKzj//fA4fPkyTCpq1VzQiGxsbS3p6OiEhITX8U9VdeYXF+Hl7liztWeDqcEROi6+3B1HBdbOXoUhtyi8qtjemF6kuP29PGgeXLuNdWGy1f1JrGAZHMvIpLDYT2egQP3y8Sj/FNQyD/CKrvYbWmTIyMggNDa1WrubyyV6WE+pKDMMot+1kx1e03cbX1xdfX63FbrsQA3y8CIhw+csuIiKnwNfL0/4RscjpKltuaLFYiKlitS6LxeKSJPZUuWzJnsjISDw9PUlKSnLYnpycTHR0dIXnxMTEVHi8l5cXjRo1qrVYRURERKTucVki6+PjQ69evYiLi3PYHhcX51BqUFa/fv3KHf/rr7/Su3fvCutjRURERKT+cuki6pMnT+b999/nww8/ZPv27TzwwAMkJCTY+8JOmTKFcePG2Y+fOHEi+/fvZ/LkyWzfvp0PP/yQDz74gIceeshVP4KIiIiIuIhLiyWvv/56UlNTefbZZ0lMTKRr167Mnz+fli1bApCYmEhCQoL9+NatWzN//nweeOAB3nrrLZo2bcrrr79ed3vIioiIiEitcVnXAlc5lZlwIiIiIuJcp5KrubS0QERERETkdCmRFRERERG3pERWRERERNySElkRERERcUtKZEVERETELSmRFRERERG3pERWRERERNySElkRERERcUsuXdnLFWzrP2RkZLg4EhERERE5kS1Hq86aXQ0ukc3MzAQgNjbWxZGIiIiISGUyMzMJDQ2t8pgGt0St1Wrl8OHDBAcHY7FYnPI9MzIyiI2N5cCBA1oWt4HTtSA2uhbERteC2OhaMBmGQWZmJk2bNsXDo+oq2AY3Iuvh4UHz5s1d8r1DQkIa9IUppXQtiI2uBbHRtSA2uhY46UisjSZ7iYiIiIhbUiIrIiIiIm5JiawT+Pr68tRTT+Hr6+vqUMTFdC2Ija4FsdG1IDa6Fk5dg5vsJSIiIiL1g0ZkRURERMQtKZEVEREREbekRFZERERE3JISWRERERFxS0pka9mMGTNo3bo1fn5+9OrVi+XLl7s6JKlhy5Yt47LLLqNp06ZYLBa+/fZbh/2GYfD000/TtGlT/P39GTRoEFu3bnU4Jj8/n3vvvZfIyEgCAwO5/PLLOXjwoBN/CjlTU6dOpU+fPgQHBxMVFcUVV1zBjh07HI7RtdBwzJw5k27dutkb2/fr14+ff/7Zvl/XQsM0depULBYLkyZNsm/TtXBmlMjWojlz5jBp0iQef/xxNm7cyIABAxg5ciQJCQmuDk1qUHZ2Nt27d+fNN9+scP9LL73EtGnTePPNN1m7di0xMTEMGzaMzMxM+zGTJk1i3rx5zJ49mxUrVpCVlcWoUaMoLi521o8hZ2jp0qXcfffdrF69mri4OIqKihg+fDjZ2dn2Y3QtNBzNmzfnxRdfZN26daxbt46LLrqI0aNH2xMUXQsNz9q1a3n33Xfp1q2bw3ZdC2fIkFrTt29fY+LEiQ7bOnXqZDz66KMuikhqG2DMmzfP/thqtRoxMTHGiy++aN+Wl5dnhIaGGm+//bZhGIaRlpZmeHt7G7Nnz7Yfc+jQIcPDw8NYsGCB02KXmpWcnGwAxtKlSw3D0LUghhEeHm68//77uhYaoMzMTKN9+/ZGXFycMXDgQOP+++83DEO/F2qCRmRrSUFBAevXr2f48OEO24cPH87KlStdFJU42759+0hKSnK4Dnx9fRk4cKD9Oli/fj2FhYUOxzRt2pSuXbvqWnFj6enpAERERAC6Fhqy4uJiZs+eTXZ2Nv369dO10ADdfffdXHrppQwdOtRhu66FM+fl6gDqq5SUFIqLi4mOjnbYHh0dTVJSkouiEmezvdYVXQf79++3H+Pj40N4eHi5Y3StuCfDMJg8eTIXXHABXbt2BXQtNESbN2+mX79+5OXlERQUxLx58+jSpYs9+dC10DDMnj2bDRs2sHbt2nL79HvhzCmRrWUWi8XhsWEY5bZJ/Xc614GuFfd1zz33sGnTJlasWFFun66FhqNjx47Ex8eTlpbG3LlzGT9+PEuXLrXv17VQ/x04cID777+fX3/9FT8/v0qP07Vw+lRaUEsiIyPx9PQs924pOTm53Dsvqb9iYmIAqrwOYmJiKCgo4Pjx45UeI+7j3nvv5fvvv2fx4sU0b97cvl3XQsPj4+NDu3bt6N27N1OnTqV79+689tpruhYakPXr15OcnEyvXr3w8vLCy8uLpUuX8vrrr+Pl5WV/LXUtnD4lsrXEx8eHXr16ERcX57A9Li6O/v37uygqcbbWrVsTExPjcB0UFBSwdOlS+3XQq1cvvL29HY5JTExky5YtulbciGEY3HPPPXzzzTcsWrSI1q1bO+zXtSCGYZCfn69roQEZMmQImzdvJj4+3n7r3bs3Y8aMIT4+njZt2uhaOFOumWPWMMyePdvw9vY2PvjgA2Pbtm3GpEmTjMDAQOPvv/92dWhSgzIzM42NGzcaGzduNABj2rRpxsaNG439+/cbhmEYL774ohEaGmp88803xubNm40bb7zRaNKkiZGRkWF/jokTJxrNmzc3fvvtN2PDhg3GRRddZHTv3t0oKipy1Y8lp+if//ynERoaaixZssRITEy033JycuzH6FpoOKZMmWIsW7bM2Ldvn7Fp0ybjscceMzw8PIxff/3VMAxdCw1Z2a4FhqFr4Uwpka1lb731ltGyZUvDx8fHOOecc+yteKT+WLx4sQGUu40fP94wDLO9ylNPPWXExMQYvr6+xoUXXmhs3rzZ4Tlyc3ONe+65x4iIiDD8/f2NUaNGGQkJCS74aeR0VXQNAMZHH31kP0bXQsNx66232n/3N27c2BgyZIg9iTUMXQsN2YmJrK6FM2MxDMNwzViwiIiIiMjpU42siIiIiLglJbIiIiIi4paUyIqIiIiIW1IiKyIiIiJuSYmsiIiIiLglJbIiIiIi4paUyIqIiIiIW1IiKyIiIiJuSYmsiIgbePrpp+nRo0eNPd+SJUuwWCykpaXV2HOKiDibElkRkTrilltuwWKxYLFY8Pb2pk2bNjz00ENkZ2fz0EMPsXDhQleHKCJSp3i5OgARESl18cUX89FHH1FYWMjy5cu57bbbyM7OZubMmQQFBbk6PBGROkUjsiIidYivry8xMTHExsZy0003MWbMGL799luH0oK8vDzOOuss7rjjDvt5+/btIzQ0lPfeew8AwzB46aWXaNOmDf7+/nTv3p2vv/7aFT+SiEit0YisiEgd5u/vT2FhocM2Pz8/PvvsM84991wuueQSLrvsMsaOHcvgwYO5/fbbAfj3v//NN998w8yZM2nfvj3Lli3j5ptvpnHjxgwcONAVP4qISI1TIisiUketWbOGzz//nCFDhpTb16NHD/7zn/9w++23c+ONN7Jnzx6+/fZbALKzs5k2bRqLFi2iX79+ALRp04YVK1bwzjvvKJEVkXpDiayISB3y448/EhQURFFREYWFhYwePZo33niDGTNmlDv2wQcf5LvvvuONN97g559/JjIyEoBt27aRl5fHsGHDHI4vKCigZ8+eTvk5REScQYmsiEgdMnjwYGbOnIm3tzdNmzbF29u70mOTk5PZsWMHnp6e7Nq1i4svvhgAq9UKwE8//USzZs0czvH19a294EVEnEyJrIhIHRIYGEi7du2qdeytt95K165duf3225kwYQJDhgyhS5cudOnSBV9fXxISElRGICL1mhJZERE39NZbb7Fq1So2bdpEbGwsP//8M2PGjOGPP/4gODiYhx56iAceeACr1coFF1xARkYGK1euJCgoiPHjx7s6fBGRGqH2WyIibuavv/7i4YcfZsaMGcTGxgJmYpuWlsYTTzwBwHPPPceTTz7J1KlT6dy5MyNGjOCHH36gdevWrgxdRKRGWQzDMFwdhIiIiIjIqdKIrIiIiIi4JSWyIiIiIuKWlMiKiIiIiFtSIisiIiIibkmJrIiIiIi4JSWyIiIiIuKWlMiKiIiIiFtSIisiIiIibkmJrIiIiIi4JSWyIiIiIuKWlMiKiIiIiFtSIisiIiIibsnL1QFI3VVcXExhYaGrwxAREalXvL298fT0dHUY9YISWSnHMAySkpJIS0tzdSgiIiL1UlhYGDExMVgsFleH4taUyEo5tiQ2KiqKgIAA/ScTERGpIYZhkJOTQ3JyMgBNmjRxcUTuTYmsOCguLrYnsY0aNXJ1OCIiIvWOv78/AMnJyURFRanM4Axospc4sNXEBgQEuDgSERGR+sv2d1ZzUc6MElmpkMoJREREao/+ztYMJbIiIiIi4paUyEq9NmjQICZNmuTqMERERKQWKJEVKbFkyRIsFovajomIiLgJJbIiIiIi4paUyEq9kZ2dzbhx4wgKCqJJkya88sorDvs//fRTevfuTXBwMDExMdx00032Pn5///03gwcPBiA8PByLxcItt9wCwIIFC7jgggsICwujUaNGjBo1ij179jj1ZxMREZHylMhKlQzDIKegyCU3wzBOKdaHH36YxYsXM2/ePH799VeWLFnC+vXr7fsLCgp47rnn+PPPP/n222/Zt2+fPVmNjY1l7ty5AOzYsYPExERee+01wEyQJ0+ezNq1a1m4cCEeHh5ceeWVWK3WmvlHFhERkdOiBRGkSrmFxXR58heXfO9tz44gwKd6l2hWVhYffPAB//vf/xg2bBgAH3/8Mc2bN7cfc+utt9rvt2nThtdff52+ffuSlZVFUFAQERERAERFRREWFmY/9uqrr3b4Xh988AFRUVFs27aNrl27nu6PJyIiImdII7JSL+zZs4eCggL69etn3xYREUHHjh3tjzdu3Mjo0aNp2bIlwcHBDBo0CICEhISTPvdNN91EmzZtCAkJoXXr1tU6T0RERGqXRmSlSv7enmx7doTLvnd1nawMITs7m+HDhzN8+HA+/fRTGjduTEJCAiNGjKCgoKDKcy+77DJiY2N57733aNq0KVarla5du570PBEREaldSmSlShaLpdof77tSu3bt8Pb2ZvXq1bRo0QKA48ePs3PnTgYOHMhff/1FSkoKL774IrGxsQCsW7fO4Tl8fHwAKC4utm9LTU1l+/btvPPOOwwYMACAFStWOONHEhERkZNQaYHUC0FBQUyYMIGHH36YhQsXsmXLFm655RY8PMxLvEWLFvj4+PDGG2+wd+9evv/+e5577jmH52jZsiUWi4Uff/yRo0ePkpWVRXh4OI0aNeLdd99l9+7dLFq0iMmTJ7viRxQREZETKJGVeuPll1/mwgsv5PLLL2fo0KFccMEF9OrVC4DGjRsza9YsvvrqK7p06cKLL77If//7X4fzmzVrxjPPPMOjjz5KdHQ099xzDx4eHsyePZv169fTtWtXHnjgAV5++WVX/HgiIiJyAotxqj2OpF7Ly8tj3759tG7dGj8/P1eHIyIiUi/p723N0IisiIiIiLglJbIiIiIi4paUyIqIiIiIW1IiKyIiIiJuSYmsiIiIiLglJbIiIiIi4paUyIqIiIiIW1IiKyIiIiJuSYmsiIiIiLglJbJSLxiGwR133EFERAQWi4X4+HgGDRrEpEmTXB2auLGnn36aHj16VHnMLbfcwhVXXOGUeOqjWbNmERYW5uowpApPP/000dHRWCwWvv3220q3ibiCElmpFxYsWMCsWbP48ccfSUxMpGvXrnzzzTc899xz9mNatWrF9OnTXRekk8ydO5cuXbrg6+tLly5dmDdv3knP+eWXXzjvvPMIDg6mcePGXH311ezbt8++PzExkZtuuomOHTvi4eFRp98g1OQf1oceeoiFCxfWyHNV5NixY9x777107NiRgIAAWrRowX333Ud6errDcZdffjktWrTAz8+PJk2aMHbsWA4fPlzhc6amptK8eXMsFgtpaWlVfv/8/HzuvfdeIiMjCQwM5PLLL+fgwYMOxxw/fpyxY8cSGhpKaGgoY8eOPenznorrr7+enTt31tjzOdPMmTPp1q0bISEhhISE0K9fP37++edKj7/zzjuxWCzV+j00ffp0OnbsiL+/P7GxsTzwwAPk5eXZ90+dOpU+ffoQHBxMVFQUV1xxBTt27KiJH8vB9u3beeaZZ3jnnXdITExk5MiRFW47UzX1/3bGjBn2JV979erF8uXLT3rO0qVL6dWrF35+frRp04a3337bYf/WrVu5+uqradWqVaWvn7NeDylPiazUC3v27KFJkyb079+fmJgYvLy8iIiIIDg42NWhOdWqVau4/vrrGTt2LH/++Sdjx47luuuu448//qj0nL179zJ69Gguuugi4uPj+eWXX0hJSeGqq66yH5Ofn0/jxo15/PHH6d69uzN+lFpVWFhYreOCgoJo1KhRrcVx+PBhDh8+zH//+182b97MrFmzWLBgARMmTHA4bvDgwXz55Zfs2LGDuXPnsmfPHq655poKn3PChAl069atWt9/0qRJzJs3j9mzZ7NixQqysrIYNWoUxcXF9mNuuukm4uPjWbBgAQsWLCA+Pp6xY8ee/g99An9/f6Kiomrs+ZypefPmvPjii6xbt45169Zx0UUXMXr0aLZu3Vru2G+//ZY//viDpk2bnvR5P/vsMx599FGeeuoptm/fzgcffMCcOXOYMmWK/ZilS5dy9913s3r1auLi4igqKmL48OFkZ2fX6M+4Z88eAEaPHk1MTAy+vr4VbqsL5syZw6RJk3j88cfZuHEjAwYMYOTIkSQkJFR6zr59+7jkkksYMGAAGzdu5LHHHuO+++5j7ty59mNycnJo06YNL774IjExMRU+j7NeD6mAIVJGbm6usW3bNiM3N9fVoVTb+PHjDcB+a9mypWEYhjFw4EDj/vvvt98ve8ypXPopKSnGDTfcYDRr1szw9/c3unbtanz++ecOxwwcONC45557jPvvv98ICwszoqKijHfeecfIysoybrnlFiMoKMho06aNMX/+fPs5ixcvNgDjxx9/NLp162b4+voaffv2NTZt2nTa/xbXXXedcfHFFztsGzFihHHDDTdUes5XX31leHl5GcXFxfZt33//vWGxWIyCgoJyx5f9dz1VeXl5xsMPP2w0b97c8PHxMdq1a2e8//779v1bt241Ro4caQQGBhpRUVHGzTffbBw9etThe997773Gww8/bISHhxvR0dHGU089Zd/fsmXLCq+Fp556yujevbvxwQcfGK1btzYsFothtVqN/fv3G5dffrkRGBhoBAcHG9dee62RlJRkfz7beTZFRUXGAw88YISGhhoRERHGww8/bIwbN84YPXr0af17VOTLL780fHx8jMLCwkqP+e677yp8fWbMmGEMHDjQWLhwoQEYx48fr/Q50tLSDG9vb2P27Nn2bYcOHTI8PDyMBQsWGIZhGNu2bTMAY/Xq1fZjVq1aZQDGX3/9Ve2fKT4+3hg0aJARFBRkBAcHG+ecc46xdu1awzAM46OPPjJCQ0Mdjn/uueeMxo0bG0FBQcaECROMf/3rXw6vw/jx443Ro0cbzz//vBEVFWWEhoYaTz/9tFFYWGg89NBDRnh4uNGsWTPjgw8+cHjeRx55xGjfvr3h7+9vtG7d2vj3v/9d4TV+JsLDwx2uacMwjIMHDxrNmjUztmzZYrRs2dJ49dVXq3yOu+++27jooosctk2ePNm44IILKj0nOTnZAIylS5eeUrybNm0yBg8ebPj5+RkRERHG7bffbmRmZhqGYV7/J/7erGibYZi/z/r06WMEBAQYoaGhRv/+/Y2///7b/n2+//5745xzzjF8fX2N1q1b218vw6j8/+2p6tu3rzFx4kSHbZ06dTIeffTRSs955JFHjE6dOjlsu/POO43zzjuvwuOr8/oZRvVeD3f8e1sXaURWqmYYkJ3tmpthVCvE1157jWeffZbmzZuTmJjI2rVryx3zzTff0Lx5c5599lkSExNJTEy077NYLMyaNavS58/Ly6NXr178+OOPbNmyhTvuuIOxY8eWG+X8+OOPiYyMZM2aNdx7773885//5Nprr6V///5s2LCBESNGMHbsWHJychzOe/jhh/nvf//L2rVriYqK4vLLL7ePGCYkJBAUFFTlbeLEifbnWrVqFcOHD3d4/hEjRrBy5cpKf77evXvj6enJRx99RHFxMenp6XzyyScMHz4cb2/vSs87HePGjWP27Nm8/vrrbN++nbfffpugoCDALF8YOHAgPXr0YN26dSxYsIAjR45w3XXXOTzHxx9/TGBgIH/88QcvvfQSzz77LHFxcQD21/6jjz4qdy3s3r2bL7/8krlz5xIfHw/AFVdcwbFjx1i6dClxcXHs2bOH66+/vtL4X3nlFT788EM++OADVqxYwbFjx8qVbrzwwgsnfc2q+rgzPT2dkJAQvLy8Ktx/7NgxPvvsM/r37+/w+mzbto1nn32W//3vf3h4nPxX+/r16yksLHS4Xpo2bUrXrl3t18uqVasIDQ3l3HPPtR9z3nnnERoaWuU1daIxY8bQvHlz1q5dy/r163n00UcrvbY+++wznn/+ef7v//6P9evX06JFC2bOnFnuuEWLFnH48GGWLVvGtGnTePrppxk1ahTh4eH88ccfTJw4kYkTJ3LgwAH7OcHBwcyaNYtt27bx2muv8d577/Hqq6/a9y9fvvykr90LL7xQYdzFxcXMnj2b7Oxs+vXrZ99utVoZO3YsDz/8MGeddVa1/r0uuOAC1q9fz5o1awDzU5P58+dz6aWXVnqOrRwlIiKiWt8DzJHGiy++mPDwcNauXctXX33Fb7/9xj333AOYpTUfffQRgP33ZkXbioqKuOKKKxg4cCCbNm1i1apV3HHHHVgsFsAsXbr55pu577772LZtG++88w6zZs3i+eefByr/f3sqr0dBQQHr168v9/tv+PDhVV6rlf3OXLduXbU/uanI6bwecppcnUlL3VLuHWJWlmGYKaXzb1lZ1Y771VdfLfcu/sSRw8reSXfs2NH45ptvTunf6ZJLLjEefPBBh+9VdrSkqKjICAwMNMaOHWvflpiYaADGqlWrDMMoHZEtOyKWmppq+Pv7G3PmzDEMwzAKCwuNXbt2VXk7cuSI/Xxvb2/js88+c4j1s88+M3x8fKr8eZYuXWpERUUZnp6eBmD069ev0tG80x2R3bFjhwEYcXFxFe5/4oknjOHDhztsO3DggAEYO3bssH/vE0el+vTpY/zrX/+yPwaMefPmORzz1FNPGd7e3kZycrJ926+//mp4enoaCQkJ9m1bt241AGPNmjX288qOBDZp0sR48cUX7Y8LCwuN5s2bO4zIpqamnvQ1y8nJqfDfICUlxWjRooXx+OOPl9v3yCOPGAEBAQZgnHfeeUZKSop9X15entGtWzfjk08+MQyj9NqqakS2suti2LBhxh133GEYhmE8//zzRvv27csd0759e+OFF16o9LlPFBwcbMyaNavCfSeOyJ577rnG3Xff7XDM+eefX25EtmXLlg6fInTs2NEYMGCA/bHt/+AXX3xRaVwvvfSS0atXL/vjnJyck752qampDs+xadMmIzAw0PD09DRCQ0ONn376yWH/Cy+8YAwbNsywWq2GYVR/RO/11183vL29DS8vLwMw/vnPf1Z6rNVqNS677LIqR2wr8u677xrh4eFGVpnftT/99JPh4eFh/2Ri3rx55T7BOnFbamqqARhLliyp8PsMGDCg3PXyySefGE2aNLE/ruj/7am8HocOHTIA4/fff3d4jueff97o0KFDpf8G7du3N55//nmHbb///rsBGIcPHy53fHVev+q+HhqRrRkVv+UXaUD++uuvKvcXFxfz4osvMmfOHA4dOkR+fj75+fkEBgY6HFe2LtHT05NGjRpx9tln27dFR0cDkJyc7HBe2dGbiIgIOnbsyPbt2wHw8vKiXbt2p/Tz2EZBbAzDKLetrKSkJG677TbGjx/PjTfeSGZmJk8++STXXHMNcXFxVZ57KuLj4/H09GTgwIEV7l+/fj2LFy+2j9CWtWfPHjp06ABQrv6zSZMm5f5NK9KyZUsaN25sf7x9+3ZiY2OJjY21b+vSpQthYWFs376dPn36OJyfnp5OYmKiw+vl5eVF7969Mcp8ehAREXFaozAZGRlceumldOnShaeeeqrc/ocffpgJEyawf/9+nnnmGcaNG8ePP/6IxWJhypQpdO7cmZtvvvmUv++JTrxeKnr9T3ZNnWjy5MncdtttfPLJJwwdOpRrr72Wtm3bVnjsjh07uOuuuxy29e3bl0WLFjlsO+ussxxGnqOjo+natav9se3/YNlr4+uvv2b69Ons3r2brKwsioqKCAkJse/39/c/5f9vHTt2JD4+nrS0NObOncv48eNZunQpXbp0Yf369bz22mts2LDhlP69lixZwvPPP8+MGTM499xz2b17N/fffz9NmjThiSeeKHf8Pffcw6ZNm1ixYsUpxb59+3a6d+/u8Lvs/PPPx2q1smPHDvvvrJOJiIjglltuYcSIEQwbNoyhQ4dy3XXX0aRJE8D8v7127Vr7CCyYv1fz8vLIyckhICCgwuc9ndfjVH//VXZORdur63RfDzk9Ki2QqgUEQFaWa26V/HJztldeeYVXX32VRx55hEWLFhEfH8+IESMoKChwOO7Ej0otFovDNtsvRavVetLvaTv2VEsLYmJiSEpKcniu5OTkKv8gvfXWW4SEhPDSSy/Rs2dPLrzwQj799FMWLlxY5SSxU+Xv71/lfqvVymWXXUZ8fLzDbdeuXVx44YX24yr6d67Ov+mJbzwq+wN3qknaiU6ntCAzM5OLL76YoKAg5s2bV+HH7pGRkXTo0IFhw4Yxe/Zs5s+fz+rVqwHzY/avvvoKLy8vvLy8GDJkiP2cipJiMK+VgoICjh8/7rC97PUSExPDkSNHyp179OjRaic5YLZq2rp1K5deeimLFi06aTeNyhKLsk72/822zXZtrF69mhtuuIGRI0fy448/snHjRh5//HGH/8enU1rg4+NDu3bt6N27N1OnTqV79+689tpr9udLTk6mRYsW9tdm//79PPjgg7Rq1arSn/+JJ55g7Nix3HbbbZx99tlceeWVvPDCC0ydOrXctX7vvffy/fffs3jxYpo3b17pc1akqmv9VP8PfPTRR6xatYr+/fszZ84cOnToYL8+rVYrzzzzjMP/682bN7Nr1y78/Pwqfc5TeT0iIyPx9PQ85d9/lf3O9PLyOq2Jnmfyesjp0YisVM1igRMSAHfl4+PjMBu7upYvX87o0aPto11Wq5Vdu3bRuXPnGolr9erVtGjRAjBbHe3cuZNOnToBZs2irZ6zMmVHlPr160dcXBwPPPCAfduvv/5K//79Kz0/JycHT09Ph222x9VJEKvr7LPPxmq1snTpUoYOHVpu/znnnMPcuXNp1apVpfWh1eHt7V2t17lLly4kJCRw4MAB+6jstm3bSE9Pr/C1DQ0NpUmTJqxevdqeWBcVFbF+/XrOOecc+3ETJ04sV9d7ombNmtnvZ2RkMGLECHx9ffn++++r/MNuY0vs8vPzAbPlWm5urn3/2rVrufXWW1m+fHmlI5+9evXC29ubuLg4e7yJiYls2bKFl156CTCvp/T0dNasWUPfvn0B+OOPP0hPT6/ymqpIhw4d6NChAw888AA33ngjH330EVdeeWW54zp27MiaNWscOiOsW7fulL5XRX7//XdatmzJ448/bt+2f/9+h2N69+590v9vJxttNwzD/rqMHTu23LVuq5X/xz/+Uelz5OTklKtz9vT0xDAM+2tvGAb33nsv8+bNY8mSJbRu3brKuCrSpUsXPv74Y7Kzs+1v9H7//Xc8PDzsn4Ccip49e9KzZ0+mTJlCv379+PzzzznvvPM455xz2LFjR5WjqxX9vz2V18PHx4devXoRFxfncF3FxcUxevToSs/v168fP/zwg8O2X3/9ld69e5/SHIGaeD3k9CiRlQajVatWLFu2jBtuuAFfX18iIyMB6NSpE1OnTq3wjypAu3btmDt3LitXriQ8PJxp06aRlJRUY4nss88+S6NGjYiOjubxxx8nMjLS3mD/VEsL7r//fi688EL+7//+j9GjR/Pdd9/x22+/OXzE9eabbzJv3jx7f9RLL72UV199lWeffdZeWvDYY4/RsmVLevbsaT/P9gclKyuLo0ePEh8fj4+PD126dKlWbK1atWL8+PHceuutvP7663Tv3p39+/eTnJzMddddx9133817773HjTfeyMMPP0xkZCS7d+9m9uzZvPfee+WS7aq+z8KFCzn//PPx9fUlPDy8wuOGDh1Kt27dGDNmDNOnT6eoqIi77rqLgQMH0rt37wrPuf/++3nxxRdp3749nTt3Ztq0aeV6qp5KaUFmZibDhw8nJyeHTz/9lIyMDDIyMgBo3Lgxnp6erFmzhjVr1nDBBRcQHh7O3r17efLJJ2nbtq29zOHEZDUlJQWAzp072xcbOHToEEOGDOF///sfffv2JTQ0lAkTJvDggw/SqFEjIiIieOihhzj77LPtyVfnzp25+OKLuf3223nnnXcAuOOOOxg1ahQdO3as1s+Ym5vLww8/zDXXXEPr1q05ePAga9eu5eqrr67w+HvvvZfbb7+d3r1720f3Nm3aRJs2bar1/SrTrl07EhISmD17Nn369OGnn34qNyp8qh9lP/bYY4wcOZLY2FgyMzOZPXs2S5YsYcGCBQA0atSo3Kiet7c3MTExDv9+48aNo1mzZkydOhWAyy67jGnTptGzZ097acETTzzB5Zdfbv9/cPfdd/P555/z3XffERwcbB9VDA0NPemnHzZjxozhqaeeYvz48Tz99NMcPXqUe++9l7Fjx57SiPu+fft49913ufzyy2natCk7duxg586djBs3DoAnn3ySUaNGERsby7XXXouHhwebNm1i8+bN/Oc//wEq/n97qq/H5MmTGTt2LL1796Zfv368++67JCQkOHxqNWXKFA4dOsT//vc/wHzj+eabbzJ58mRuv/12Vq1axQcffMAXX3xhP6egoIBt27bZ7x86dIj4+HiCgoLs8dXE6yGnyflluVKXuWvxeXUme61atcre5qrspQ8YH330UaXPnZqaaowePdoICgoyoqKijH//+9/lWi5VNAGqokkBlJnQYJuQ88MPPxhnnXWW4ePjY/Tp08eIj48/hZ+8vK+++sro2LGj4e3tbXTq1MmYO3euw/6nnnqq3L/VF198YfTs2dMIDAw0GjdubFx++eXG9u3by8V+4q3s89h+nn379lUaW25urvHAAw8YTZo0sbff+vDDD+37d+7caVx55ZVGWFiY4e/vb3Tq1MmYNGmSfaJMRf/Oo0ePNsaPH29//P333xvt2rUzvLy8yrXfOtGptt8qLCw07r//fiMkJMQICwszJk+efEbtt2z/ZhXdbP+OtvZIERERhq+vr9GqVStj4sSJxsGDB0/6vGUne+3bt88AjMWLF9u35ebmGvfcc48RERFh+Pv7G6NGjXKY/GYY5vU/ZswYIzg42AgODjbGjBlTbhJZy5YtHdqglZWfn2/ccMMNRmxsrOHj42M0bdrUuOeee+y/Yypqv/Xss88akZGRRlBQkHHrrbca9913n0M7JFv7rbKq83/w4YcfNho1amQEBQUZ119/vfHqq6+W+96n4tZbbzVatmxp+Pj4GI0bNzaGDBli/Prrr1WeU9HvhYEDBzpcw4WFhcbTTz9ttG3b1vDz8zNiY2ONu+66y+HfvbLrpuzvsor+r5+oqvZbhlG9yV5JSUnGFVdcYf9/3bJlS+PJJ590mIy3YMECo3///oa/v78REhJi9O3b13j33Xft+yv6f3s63nrrLftrcs4555RrfzV+/Hhj4MCBDtuWLFli9OzZ0/Dx8TFatWplzJw502G/7f/Oibeyz1Od1+NE7vr3tq6xGEY1exxJg5CXl8e+ffvsK6NI7VmyZAmDBw/m+PHj9WKJTls7nW3bttV42y6pu3Jzc4mIiGD+/PkMHjy4Vr7HsGHDiImJ4ZNPPqmV56+vbrnlFoAq2wuK6+jvbc1QaYGI1IgFCxbwwgsvKIltYJYuXcpFF11UY0lsTk4Ob7/9NiNGjMDT05MvvviC3377zd4rWKpv6dKlLFu2zNVhiNQqJbIiUiNmz57t6hDEBS6++GIuvvjiGns+i8XC/Pnz+c9//kN+fj4dO3Zk7ty5FU4QlKrt27fP1SGI1DolsiIuMmjQoArbCok0ZP7+/vz222+uDkNE3IT6yIqIiIiIW1IiKxXSSKGIiEjt0d/ZmqFEVhzYJurk5OS4OBIREZH6y/Z3VhNkz4xqZMWBp6cnYWFh9vXJAwICzmi5ThERESllGAY5OTkkJycTFhZW7cVepGLqIyvlGIZBUlJSuRWLREREpGaEhYURExOjwaIzpERWKlVcXExhYaGrwxAREalXvL29NRJbQ5TIioiIiIhb0mQvEREREXFLSmRFRERExC0pkRURERERt6REVkRERETckhJZEREREXFLSmRFRERExC0pkRURERERt/T/kzQXjG0Jz8oAAAAASUVORK5CYII=",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "fitting image\n",
-      "{'DT7H': 0.0, 'DT7V': 0.0}\n",
-      "{'DT7H': [-1.0, 1.0], 'DT7V': [-1.0, 1.0]}\n",
+      "{'DT1H': 0.0, 'DT1V': 0.0}\n",
+      "{'DT1H': [-1.0, 1.0], 'DT1V': [-1.0, 1.0]}\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/awa/Xopt/xopt/vocs.py:264: RuntimeWarning: custom bounds were clipped by vocs bounds\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fitting image\n",
+      "fitting image\n",
+      "fitting image\n",
       "fitting image\n",
       "fitting image\n",
       "fitting image\n",
+      "step 0, best val [33.48052365], current_val 57.664073730308985\n",
       "fitting image\n",
       "fitting image\n",
+      "step 1, best val [14.93897644], current_val 14.938976441551985\n",
       "fitting image\n",
-      "step 0, best val [22.37014813], current_val 102.16404450345317\n",
       "fitting image\n",
+      "step 2, best val [11.13140949], current_val 12.206694641232483\n",
       "fitting image\n",
-      "step 1, best val [4.88013036], current_val 4.880130356209488\n",
       "fitting image\n",
-      "29.20390248298645\n"
+      "step 3, best val [11.13140949], current_val 26.514847682545437\n",
+      "fitting image\n",
+      "fitting image\n",
+      "step 4, best val [3.21245256], current_val 3.212452555931894\n",
+      "fitting image\n",
+      "52.19393301010132\n"
+     ]
+    },
+    {
+     "name": "stdin",
+     "output_type": "stream",
+     "text": [
+      "change BNC to V2 \n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "displaying image\n",
+      "fitting image\n",
+      "{'Cx': nan,\n",
+      " 'Cy': nan,\n",
+      " 'Sx': nan,\n",
+      " 'Sy': nan,\n",
+      " 'bb_penalty': 1.7708486524416003,\n",
+      " 'log10_total_intensity': 7.157290876460432,\n",
+      " 'total_intensity': 14364512.0}\n"
      ]
     },
     {
      "data": {
+      "image/png": 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",
       "text/plain": [
-       "\n",
-       "            Xopt\n",
-       "________________________________\n",
-       "Version: 2.2.2\n",
-       "Data size: 10\n",
-       "Config as YAML:\n",
-       "dump_file: null\n",
-       "evaluator:\n",
-       "  function: __main__.align_beam.<locals>.evaluate\n",
-       "  function_kwargs: {}\n",
-       "  max_workers: 1\n",
-       "  vectorized: false\n",
-       "generator:\n",
-       "  computation_time:\n",
-       "    acquisition_optimization:\n",
-       "      '0': 0.0902733924\n",
-       "      '1': 0.252161704\n",
-       "    training:\n",
-       "      '0': 0.0820869999\n",
-       "      '1': 0.1689237133\n",
-       "  fixed_features: null\n",
-       "  gp_constructor:\n",
-       "    covar_modules: {}\n",
-       "    custom_noise_prior: null\n",
-       "    mean_modules: {}\n",
-       "    name: standard\n",
-       "    trainable_mean_keys: []\n",
-       "    transform_inputs: true\n",
-       "    use_low_noise_prior: false\n",
-       "  log_transform_acquisition_function: false\n",
-       "  max_travel_distances: null\n",
-       "  n_candidates: 1\n",
-       "  n_interpolate_points: 2\n",
-       "  n_monte_carlo_samples: 128\n",
-       "  name: expected_improvement\n",
-       "  numerical_optimizer:\n",
-       "    max_iter: 2000\n",
-       "    max_time: 10.0\n",
-       "    n_restarts: 20\n",
-       "    name: LBFGS\n",
-       "  supports_batch_generation: true\n",
-       "  turbo_controller:\n",
-       "    batch_size: 1\n",
-       "    best_value: 22.370148127398775\n",
-       "    center_x:\n",
-       "      DT7H: 0.0\n",
-       "      DT7V: 0.0\n",
-       "    dim: 2\n",
-       "    failure_counter: 0\n",
-       "    failure_tolerance: 2\n",
-       "    length: 0.125\n",
-       "    length_max: 2.0\n",
-       "    length_min: 0.0078125\n",
-       "    name: optimize\n",
-       "    scale_factor: 2.0\n",
-       "    success_counter: 0\n",
-       "    success_tolerance: 2\n",
-       "    tkwargs:\n",
-       "      dtype: torch.float64\n",
-       "  use_cuda: false\n",
-       "max_evaluations: null\n",
-       "serialize_inline: false\n",
-       "serialize_torch: false\n",
-       "strict: true\n",
-       "vocs:\n",
-       "  constants: {}\n",
-       "  constraints: {}\n",
-       "  objectives:\n",
-       "    center_dist: MINIMIZE\n",
-       "  observables: []\n",
-       "  variables:\n",
-       "    DT7H:\n",
-       "    - -2.0\n",
-       "    - 2.0\n",
-       "    DT7V:\n",
-       "    - -2.0\n",
-       "    - 2.0\n"
+       "<Figure size 640x480 with 3 Axes>"
       ]
      },
-     "execution_count": 6,
      "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 700x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fitting image\n",
+      "{'DT3H': 0.0, 'DT3V': 0.0}\n",
+      "{'DT3H': [-1.0, 1.0], 'DT3V': [-1.0, 1.0]}\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/awa/Xopt/xopt/vocs.py:264: RuntimeWarning: custom bounds were clipped by vocs bounds\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "fitting image\n",
+      "fitting image\n",
+      "fitting image\n",
+      "fitting image\n"
+     ]
+    },
+    {
+     "ename": "ValueError",
+     "evalue": "no data found to train model!",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[2], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m center_beam_on_screen(awa_env,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDYG1\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDT1\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m \u001b[43mcenter_beam_on_screen\u001b[49m\u001b[43m(\u001b[49m\u001b[43mawa_env\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mDYG2\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mDT3\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      3\u001b[0m center_beam_on_screen(awa_env,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDYG3\u001b[39m\u001b[38;5;124m\"\u001b[39m,\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDT5\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m      4\u001b[0m \u001b[38;5;66;03m#center_beam_on_screen(awa_env,\"DYG4\",\"DT6\")\u001b[39;00m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;66;03m#center_beam_on_screen(awa_env,\"DYG5\",\"DT7\")\u001b[39;00m\n",
+      "File \u001b[0;32m~/pyctrl-awa/AWAControl/processes/beam_centering.py:91\u001b[0m, in \u001b[0;36mcenter_beam_on_screen\u001b[0;34m(awa_env, screen_name, trim_name, start_at_zero, tolerance)\u001b[0m\n\u001b[1;32m     89\u001b[0m \u001b[38;5;66;03m# do optimization - stop when tolerance is reached\u001b[39;00m\n\u001b[1;32m     90\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m20\u001b[39m):\n\u001b[0;32m---> 91\u001b[0m     \u001b[43mX\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstep\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m     92\u001b[0m     idx, val, _ \u001b[38;5;241m=\u001b[39m X\u001b[38;5;241m.\u001b[39mvocs\u001b[38;5;241m.\u001b[39mselect_best(X\u001b[38;5;241m.\u001b[39mdata)\n\u001b[1;32m     93\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mabs\u001b[39m(val) \u001b[38;5;241m<\u001b[39m tolerance:\n",
+      "File \u001b[0;32m~/Xopt/xopt/base.py:238\u001b[0m, in \u001b[0;36mXopt.step\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[38;5;66;03m# generate samples and submit to evaluator\u001b[39;00m\n\u001b[1;32m    237\u001b[0m logger\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGenerating \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mn_generate\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m candidates\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 238\u001b[0m new_samples \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerator\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgenerate\u001b[49m\u001b[43m(\u001b[49m\u001b[43mn_generate\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    240\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m new_samples \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    241\u001b[0m     \u001b[38;5;66;03m# Evaluate data\u001b[39;00m\n\u001b[1;32m    242\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mevaluate_data(new_samples)\n",
+      "File \u001b[0;32m~/Xopt/xopt/generators/bayesian/bayesian_generator.py:297\u001b[0m, in \u001b[0;36mBayesianGenerator.generate\u001b[0;34m(self, n_candidates)\u001b[0m\n\u001b[1;32m    295\u001b[0m \u001b[38;5;66;03m# update internal model with internal data\u001b[39;00m\n\u001b[1;32m    296\u001b[0m start_time \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mperf_counter()\n\u001b[0;32m--> 297\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtrain_model\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_training_data\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    298\u001b[0m timing_results[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtraining\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m time\u001b[38;5;241m.\u001b[39mperf_counter() \u001b[38;5;241m-\u001b[39m start_time\n\u001b[1;32m    300\u001b[0m \u001b[38;5;66;03m# propose candidates given model\u001b[39;00m\n",
+      "File \u001b[0;32m~/Xopt/xopt/generators/bayesian/bayesian_generator.py:382\u001b[0m, in \u001b[0;36mBayesianGenerator.train_model\u001b[0;34m(self, data, update_internal)\u001b[0m\n\u001b[1;32m    379\u001b[0m                 bounds[\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m=\u001b[39m bounds[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1e-8\u001b[39m\n\u001b[1;32m    380\u001b[0m             variable_bounds[key] \u001b[38;5;241m=\u001b[39m bounds\n\u001b[0;32m--> 382\u001b[0m _model \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgp_constructor\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbuild_model\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    383\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel_input_names\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    384\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvocs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moutput_names\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    385\u001b[0m \u001b[43m    \u001b[49m\u001b[43mdata\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    386\u001b[0m \u001b[43m    \u001b[49m\u001b[43m{\u001b[49m\u001b[43mname\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mvariable_bounds\u001b[49m\u001b[43m[\u001b[49m\u001b[43mname\u001b[49m\u001b[43m]\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmodel_input_names\u001b[49m\u001b[43m}\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    387\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_tkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    388\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    390\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m update_internal:\n\u001b[1;32m    391\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmodel \u001b[38;5;241m=\u001b[39m _model\n",
+      "File \u001b[0;32m~/Xopt/xopt/generators/bayesian/models/standard.py:207\u001b[0m, in \u001b[0;36mStandardModelConstructor.build_model\u001b[0;34m(self, input_names, outcome_names, data, input_bounds, dtype, device)\u001b[0m\n\u001b[1;32m    197\u001b[0m kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m    198\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minput_transform\u001b[39m\u001b[38;5;124m\"\u001b[39m: input_transform,\n\u001b[1;32m    199\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124moutcome_transform\u001b[39m\u001b[38;5;124m\"\u001b[39m: outcome_transform,\n\u001b[1;32m    200\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcovar_module\u001b[39m\u001b[38;5;124m\"\u001b[39m: covar_module,\n\u001b[1;32m    201\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmean_module\u001b[39m\u001b[38;5;124m\"\u001b[39m: mean_module,\n\u001b[1;32m    202\u001b[0m }\n\u001b[1;32m    204\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m train_Yvar \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m    205\u001b[0m     \u001b[38;5;66;03m# train basic single-task-gp model\u001b[39;00m\n\u001b[1;32m    206\u001b[0m     models\u001b[38;5;241m.\u001b[39mappend(\n\u001b[0;32m--> 207\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbuild_single_task_gp\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    208\u001b[0m \u001b[43m            \u001b[49m\u001b[43mtrain_X\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mtkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    209\u001b[0m \u001b[43m            \u001b[49m\u001b[43mtrain_Y\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mtkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    210\u001b[0m \u001b[43m            \u001b[49m\u001b[43mlikelihood\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mlikelihood\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    211\u001b[0m \u001b[43m            \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    212\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    213\u001b[0m     )\n\u001b[1;32m    214\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    215\u001b[0m     \u001b[38;5;66;03m# train heteroskedastic single-task-gp model\u001b[39;00m\n\u001b[1;32m    216\u001b[0m     \u001b[38;5;66;03m# turn off warnings\u001b[39;00m\n\u001b[1;32m    217\u001b[0m     models\u001b[38;5;241m.\u001b[39mappend(\n\u001b[1;32m    218\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mbuild_heteroskedastic_gp(\n\u001b[1;32m    219\u001b[0m             train_X\u001b[38;5;241m.\u001b[39mto(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mtkwargs),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    223\u001b[0m         )\n\u001b[1;32m    224\u001b[0m     )\n",
+      "File \u001b[0;32m~/Xopt/xopt/generators/bayesian/base_model.py:145\u001b[0m, in \u001b[0;36mModelConstructor.build_single_task_gp\u001b[0;34m(train_X, train_Y, **kwargs)\u001b[0m\n\u001b[1;32m    126\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    127\u001b[0m \u001b[38;5;124;03mUtility method for creating and training simple SingleTaskGP models.\u001b[39;00m\n\u001b[1;32m    128\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    142\u001b[0m \n\u001b[1;32m    143\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    144\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m train_X\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m \u001b[38;5;129;01mor\u001b[39;00m train_Y\u001b[38;5;241m.\u001b[39mshape[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[0;32m--> 145\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mno data found to train model!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m    146\u001b[0m model \u001b[38;5;241m=\u001b[39m SingleTaskGP(train_X, train_Y, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    148\u001b[0m mll \u001b[38;5;241m=\u001b[39m ExactMarginalLogLikelihood(model\u001b[38;5;241m.\u001b[39mlikelihood, model)\n",
+      "\u001b[0;31mValueError\u001b[0m: no data found to train model!"
+     ]
     }
    ],
    "source": [
     "center_beam_on_screen(awa_env,\"DYG1\",\"DT1\")\n",
     "center_beam_on_screen(awa_env,\"DYG2\",\"DT3\")\n",
     "center_beam_on_screen(awa_env,\"DYG3\",\"DT5\")\n",
-    "center_beam_on_screen(awa_env,\"DYG4\",\"DT6\")\n",
-    "center_beam_on_screen(awa_env,\"DYG5\",\"DT7\")"
+    "#center_beam_on_screen(awa_env,\"DYG4\",\"DT6\")\n",
+    "#center_beam_on_screen(awa_env,\"DYG5\",\"DT7\")"
    ]
   }
  ],
@@ -151,7 +254,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "version": "3.12.4"
   }
  },
  "nbformat": 4,
-- 
GitLab