AN_RB_PLI3.a5.ipynb 489 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1><center>Analysis of a PLI3.a5 HWC in an RB Circuit</center></h1>\n",
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    "<img src=\"https://gitlab.cern.ch/LHCData/lhc-sm-hwc/raw/master/figures/rb/RB.png\" width=75%>\n",
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    "\n",
    "PLI3.A2 is a simple current cycle at I_INTERM_2 during TIME_INTERM_2, while PLI3.A5 is a current cycle with 2 current levels (I_SM, I_INTERM_2) during TIME_INTERM_2 each. PLI3.A5 can be performed with calorimetric measurement (original purpose). In case of calorimetric measurement, the cryogenic cooling must be stable and maintained constant during the whole cycle. The aim of this test is to check the performance of the current leads and also the splices resistance, and, in case of calorimetric measurements, to detect abnormal heating in the magnets environment.\n",
    "\n",
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    "<img src=\"https://gitlab.cern.ch/LHCData/lhc-sm-hwc/raw/master/figures/rb/PLI3_current.png\" width=50%>\n",
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    "\n",
    "The required analysis and signatures are listed below.\n",
    "\n",
    "|Responsible|Type of analysis|Criterion|\n",
    "|-----------|----------------|---------|\n",
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    "|-|Automatic analysis on earth current and error current|I_EARTH_PLI2_S1 < I_EARTH_MAX and I_ERR_PLI2_S1 < I_ERR_MAX|\n",
    "|MP3|Splice signals|From board A and board B separately R_bus_max <3 nOhm. Individual R_splice_max<0.5nOhm R_mag<50 nOhm|\n",
    "|MP3|Current lead|46 < TT891A < 54K; Abs(U_RES)< 40mV; and no drift Abs(U_HTS) < 0.5mV|\n",
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    "\n",
    "source: Powering Procedure and Acceptance Criteria for the 13 kA Dipole Circuits, MP3 Procedure, <a href=\"https://edms.cern.ch/document/874713/5.1\">https://edms.cern.ch/document/874713/5.1</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis Assumptions\n",
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    "- We consider standard analysis scenarios, i.e., all signals can be queried. If a signal is missing, an analysis can raise a warning and continue or an error and abort the analysis.\n",
    "- In case a signal is not needed for the analysis, a particular analysis is skipped. In other words, all signals have to be available in order to perform an analysis.\n",
    "- It is recommended to execute each cell one after another. However, since the signals are queried prior to analysis, any order of execution is allowed. In case an analysis cell is aborted, the following ones may not be executed (e.g. I\\_MEAS not present). \n",
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    "\n",
    "# Plot Convention\n",
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    "- Scales are labeled with signal name followed by a comma and a unit in square brackets, e.g., I_MEAS, [A].\n",
    "- If a reference signal is present, it is represented with a dashed line.\n",
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    "- If the main current is present, its axis is on the left. Remaining signals are attached to the axis on the right. The legend of these signals is located on the lower left and upper right, respectively.\n",
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    "- The grid comes from the left axis.\n",
    "- The title contains timestamp, circuit name, and signal name allowing to re-access the signal.\n",
    "- The plots assigned to the left scale have colors: blue (C0) and orange (C1). Plots presented on the right have colors red (C2) and green (C3).\n",
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    "- Each plot has an individual time-synchronization mentioned explicitly in the description.\n",
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    "- If an axis has a single signal, then the color of the label matches the signal's color. Otherwise, the label color is black."
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "# 0. Initialise Working Environment"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {
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    "editable": false,
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    "scrolled": false
   },
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis executed with lhcsmapi version: 1.3.290\n",
      "Analysis executed with lhc-sm-hwc notebooks version: 1.1.0\n"
     ]
    }
   ],
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   "source": [
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    "import io\n",
    "import re\n",
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    "import sys\n",
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    "import time\n",
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    "import pandas as pd\n",
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    "import numpy as np\n",
    "from IPython.display import display, Javascript\n",
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    "\n",
    "# lhc-sm-api\n",
    "from lhcsmapi.Time import Time\n",
    "from lhcsmapi.Timer import Timer\n",
    "\n",
    "# GUI\n",
    "from lhcsmapi.gui.hwc.HwcBrowser import HwcBrowser\n",
    "\n",
    "# Query\n",
    "from lhcsmapi.analysis.RbCircuitQuery import RbCircuitQuery\n",
    "\n",
    "# Analysis\n",
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    "from lhcsmapi.analysis.report_template import apply_report_template\n",
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    "from lhcsmapi.pyedsl.AssertionBuilder import AssertionBuilder\n",
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    "from lhcsmapi.analysis.RbCircuitAnalysis import RbCircuitAnalysis\n",
    "from lhcsmapi.analysis.busbar.BusbarResistanceAnalysis import convert_to_col\n",
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    "\n",
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    "import lhcsmapi\n",
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    "print('Analysis executed with lhcsmapi version: {}'.format(lhcsmapi.__version__))\n",
    "\n",
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    "with io.open(\"../__init__.py\", \"rt\", encoding=\"utf8\") as f:\n",
    "    version = re.search(r'__version__ = \"(.*?)\"', f.read()).group(1)\n",
    "    print('Analysis executed with lhc-sm-hwc notebooks version: {}'.format(version))"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Select PLI3.a5 HWC Test\n",
    "- Choose a circuit name in order to display HWC test with, campaign name as well as start and end time"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {
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    "deletable": false,
    "editable": false,
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    "scrolled": true
   },
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   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "12a74b438f824b29b8dbc8557cffa998",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(Dropdown(description='Circuit name:', options=('RB.A12', 'RB.A23'), value='RB.A1…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
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   "source": [
    "circuit_type = 'RB'\n",
    "hwc_test = 'PLI3.a5'\n",
    "hwc_test_history_df = pd.read_csv('/eos/project/l/lhcsm/hwc/RB/hwc_test_history.csv')\n",
    "hwcb = HwcBrowser(hwc_test_history_df, circuit_type, hwc_test)\n",
    "display(hwcb.widget)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Query All Signals Prior to Analysis"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {
    "tags": [
     "skip_output"
    ]
   },
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   "outputs": [
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RB.A12 query function query_signal_nxcals: 1/12.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RB.A12 query function query_raw_signal_nxcals: 2/12.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RB.A12 query function get_busbar_resistances: 3/12.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RB.A12 query function get_busbar_resistances: 4/12.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RB.A12 query function query_signal_nxcals: 5/12.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RB.A12 query function query_signal_nxcals: 6/12.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed: 286.815 s.\n"
     ]
    }
   ],
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   "source": [
    "circuit_name = hwcb.get_circuit_name()\n",
    "t_start = hwcb.get_start_time()\n",
    "t_end = hwcb.get_end_time()\n",
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    "is_automatic = hwcb.is_automatic_mode()\n",
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    "rb_query = RbCircuitQuery(circuit_type, circuit_name, max_executions=12)\n",
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    "rb_analysis = RbCircuitAnalysis(circuit_type, pd.DataFrame(), is_automatic=is_automatic)\n",
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    "\n",
    "with Timer():\n",
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    "    # PC\n",
    "    i_meas_nxcals_df = rb_query.query_signal_nxcals(t_start, t_end, system='PC', signal_names='I_MEAS', spark=spark)[0]\n",
    "    i_meas_raw_nxcals_df = rb_query.query_raw_signal_nxcals(t_start, t_end, system='PC', signal_names='I_MEAS', spark=spark)[0]\n",
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    "    plateau_start, plateau_end = rb_query.calculate_current_plateau_start_end(Time.to_unix_timestamp(t_start), Time.to_unix_timestamp(t_end), \n",
    "                                                                              i_meas_threshold=500, min_duration_in_sec=1, spark=spark)\n",
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    "\n",
    "    # BUSBAR\n",
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    "    u_res_feature_df, i_meas_feature_df = rb_query.get_busbar_resistances(Time.to_unix_timestamp(t_start), Time.to_unix_timestamp(t_end), plateau_start, plateau_end, \n",
    "                                                                          signal_name='U_RES', spark=spark)\n",
    "    res_busbar_row_df = rb_analysis.calculate_resistance(i_meas_feature_df, u_res_feature_df, 'U_RES', Time.to_unix_timestamp(t_start), circuit_name)\n",
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    "    res_busbar_df = convert_to_col(res_busbar_row_df, signal_name='U_RES')\n",
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    "    \n",
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    "    # MAGNET\n",
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    "    u_mag_feature_df, i_meas_feature_df = rb_query.get_busbar_resistances(Time.to_unix_timestamp(t_start), Time.to_unix_timestamp(t_end), plateau_start, plateau_end, \n",
    "                                                                          signal_name='U_MAG', spark=spark)\n",
    "    res_magnet_row_df = rb_analysis.calculate_resistance(i_meas_feature_df, u_mag_feature_df, 'U_MAG', Time.to_unix_timestamp(t_start), circuit_name)\n",
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    "    res_magnet_df = convert_to_col(res_magnet_row_df, signal_name='U_MAG')\n",
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    "    \n",
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    "    # LEADS\n",
    "    u_res_nxcals_dfs = rb_query.query_signal_nxcals(t_start, t_end, system=['LEADS_EVEN', 'LEADS_ODD'], signal_names='U_RES', spark=spark)\n",
    "    u_hts_nxcals_dfs = rb_query.query_signal_nxcals(t_start, t_end, system=['LEADS_EVEN', 'LEADS_ODD'], signal_names='U_HTS', spark=spark)\n",
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    "\n",
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    "    tt891a_nxcals_dfs = rb_query.query_dfb_signal_nxcals(t_start, t_end, system=['LEADS_EVEN_WINCCOA', 'LEADS_ODD_WINCCOA'], signal_names='TT891A', spark=spark)\n",
    "    tt893_nxcals_dfs = rb_query.query_dfb_signal_nxcals(t_start, t_end, system=['LEADS_EVEN_WINCCOA', 'LEADS_ODD_WINCCOA'], signal_names='TT893', spark=spark)\n",
    "    cv891_nxcals_dfs = rb_query.query_dfb_signal_nxcals(t_start, t_end, system=['LEADS_EVEN_WINCCOA', 'LEADS_ODD_WINCCOA'], signal_names='CV891', spark=spark)\n"
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. Power Converter\n",
    "## 3.1. Plot of the Power Converter Main Current\n",
    "\n",
    "*QUERY*:\n",
    "\n",
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    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
    "|i_meas_df | DataFrame | A |NXCALS| Main power converter current, I_MEAS|\n",
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    "\n",
    "*ANALYSIS*:\n",
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    "\n",
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    "- Calculation of the duration of current plateaus\n",
    "\n",
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    "*GRAPHS*:\n",
    "\n",
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    "- t = 0 s corresponds to the start of the test\n",
    "- Orange box(es) represent period(s) of time with constant current used for calculation of busbar resistance and DFB thresholds"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
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   "metadata": {
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    "deletable": false,
    "editable": false,
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    "scrolled": false
   },
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   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
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   "source": [
    "ax = i_meas_nxcals_df.plot(figsize=(30, 10), grid=True)\n",
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    "for ps, pe in zip(plateau_start, plateau_end):\n",
    "    ax.axvspan(xmin=(ps-Time.to_unix_timestamp(i_meas_raw_nxcals_df.index[0]))/1e9, \n",
    "               xmax=(pe-Time.to_unix_timestamp(i_meas_raw_nxcals_df.index[0]))/1e9, facecolor='xkcd:goldenrod')\n",
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    "ax.set_xlabel(\"time, [s]\", fontsize=15)\n",
    "ax.set_ylabel(\"I_MEAS, [A]\", fontsize=15)\n",
    "ax.tick_params(labelsize=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. Busbar\n",
    "## 4.1. Busbar Resistance\n",
    "\n",
    "*QUERY*:\n",
    "\n",
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    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
    "|i_meas_feature_df | DataFrame | A |NXCALS| Mean, std, and count values of the main power converter current labeled (1,2,...) at the current plateaus, I_MEAS|\n",
    "|u_res_feature_df | DataFrame | V |NXCALS| Mean, std, and count values of the busbar voltage labeled (1,2,...) at the current plateaus, U_RES|\n",
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    "\n",
    "*ANALYSIS*:\n",
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    "\n",
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    "- Calculation of the busbar resistance as the slope of a linear fit of U,I curve obtained from the corresponding mean alues of the voltage and current\n",
    "\n",
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    "*CRITERIA*:\n",
    "\n",
    "- Check if the busbar resistance is below 3 nOhm\n",
    "\n",
    "*GRAPHS*:\n",
    "\n",
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    "- The busbar resistance, R\n",
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    "- The green box denotes the validity region of the busbar resostance (0, 3] nOhm"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 5,
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   "metadata": {
    "editable": false
   },
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
373
   "source": [
374
    "res_busbar_outliers_df = rb_analysis.analyze_busbar_magnet_resistance(res_busbar_df, signal_name='R_RES', max_value=3e-9)"
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   ]
  },
  {
   "cell_type": "code",
379
   "execution_count": 6,
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   "metadata": {
    "editable": false
   },
   "outputs": [],
   "source": [
385
    "RbCircuitQuery.query_and_plot_outlier_voltage(res_busbar_outliers_df, t_start, t_end, i_meas_raw_nxcals_df.index[0], plateau_start, plateau_end, spark=spark)"
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   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2. Magnet Resistance\n",
    "*QUERY*:\n",
    "\n",
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    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
397
    "|res_magnet_df | DataFrame | Ohm |NXCALS| Magnet resistance, R_MAG|\n",
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    "\n",
    "*ANALYSIS*:\n",
400
    "\n",
401
    "- Calculation of the magnet resistance as the slope of a linear fit of U,I curve obtained from the corresponding mean alues of the voltage and current\n",
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    "\n",
    "*CRITERIA*\n",
404
    "\n",
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    "- Check if the resistance is below 50 nOhm\n",
    "\n",
    "*GRAPHS*:\n",
    "\n",
    "- The magnet resistance, R\n",
410
    "- The green box denotes the validity region of the magnet resistance (0, 50] nOhm\n"
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   ]
  },
  {
   "cell_type": "code",
415
   "execution_count": 7,
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   "metadata": {
    "editable": false
   },
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
431
   "source": [
432
    "res_magnet_outliers_df = rb_analysis.analyze_busbar_magnet_resistance(res_magnet_df, signal_name='R_MAG', max_value=50e-9)"
433
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436
   ]
  },
  {
   "cell_type": "code",
437
   "execution_count": 8,
438
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   "metadata": {
    "editable": false
   },
   "outputs": [],
   "source": [
443
    "RbCircuitQuery.query_and_plot_outlier_voltage(res_magnet_outliers_df, t_start, t_end, i_meas_raw_nxcals_df.index[0], plateau_start, plateau_end, spark=spark)"
444
445
   ]
  },
446
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449
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
450
451
    "# 5. DFB\n",
    "## 5.1. DFB Voltage - U_RES\n",
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    "\n",
    "U_RES - Voltage of the resistive part of the current lead (QPS threshold at 100 mV, 100 ms)  \n",
    "\n",
    "*QUERY*:\n",
    "\n",
457
458
    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
459
    "|u_res_nxcals_dfs\t|list of DataFrames\t|V\t|NXCALS|Voltage of the resistive part of even and odd leads, U_RES|\n",
460
    "\n",
461
462
    "*CRITERIA*:\n",
    "- Check if, at constant current, U_RES is constant (no drift < 2mV/h)\n",
463
    "\n",
464
    "*GRAPHS*:\n",
465
    "- t = 0 s corresponds to the start time of the test\n"
466
467
468
469
   ]
  },
  {
   "cell_type": "code",
470
   "execution_count": 9,
471
472
473
474
   "metadata": {
    "deletable": false,
    "editable": false
   },
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
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493
494
495
496
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<lhcsmapi.pyedsl.AssertionBuilder.AssertionBuilderSignalPlotResult at 0x7ff701e83cc0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   "source": [
    "AssertionBuilder().with_signal(u_res_nxcals_dfs) \\\n",
499
    "    .with_time_range(t_start=(np.array(plateau_start)-Time.to_unix_timestamp(t_start))/1e9, t_end=(np.array(plateau_end)-Time.to_unix_timestamp(t_start))/1e9) \\\n",
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    "    .has_min_max_slope(slope_min=-2, slope_max=2) \\\n",
    "    .show_plot(ylabel='U_RES, [V]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
508
    "## 5.2. DFB Voltage - U_HTS\n",
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    "\n",
    "U_HTS - Voltage of the HTS part of the current lead (QPS threshold at 1 mV, 100 ms)  \n",
    "\n",
    "*QUERY*:\n",
    "\n",
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    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
516
    "|u_hts_nxcals_dfs\t|list of DataFrames\t|V\t|NXCALS|Voltage of the HTS part of even and odd leads, U_HTS|\n",
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    "\n",
518
    "*CRITERIA*:  \n",
519
    "- Check if the voltage is below 50% of the threshold -> Abs(U_HTS) < 0.5 mV\n",
520
    "\n",
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    "*GRAPHS*:\n",
522
    "- t = 0 s corresponds to the start time of the test"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 10,
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   "metadata": {
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    "deletable": false,
    "editable": false,
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    "scrolled": false
   },
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<lhcsmapi.pyedsl.AssertionBuilder.AssertionBuilderSignalPlotResult at 0x7ff701dc5f98>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   "source": [
    "AssertionBuilder().with_signal(u_hts_nxcals_dfs) \\\n",
557
    "    .with_time_range(t_start=(np.array(plateau_start)-Time.to_unix_timestamp(t_start))/1e9, t_end=(np.array(plateau_end)-Time.to_unix_timestamp(t_start))/1e9) \\\n",
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    "    .has_min_max_slope(slope_min=-0.5, slope_max=0.5) \\\n",
    "    .show_plot(ylabel='U_HTS')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
566
    "## 5.3. DFB Temperature - TT893.TEMPERATURECALC\n",
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    "\n",
    "TT893.TEMPERATURECALC - Temperature at the top of the current lead (supposed to be at the room temperature) \n",
    "\n",
    "*QUERY*:\n",
    "- NXCALS for temperature at the top of the current lead (even and odd), TT893.TEMPERATURECALC\n",
    "\n",
    "*INPUT*:  \n",
    "\n",
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    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
577
    "|tt893_nxcals_dfs\t|list of DataFrames\t|K\t|NXCALS|Temperature at the top of the current lead, TT893.TEMPERATURECALC|\n",
578
    "\n",
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    "*CRITERIA*:\n",
    "\n",
    "- Check if the temperature is over the dew point, but not overheated -> 280 K < TT893 < 320 K, even without current\n",
    "\n",
    "*GRAPHS*:\n",
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    "\n",
    "- Temperature at the top of the current lead on the right axis, TT893.TEMPERATURECALC\n",
    "- Green box denotes the temperature validity region [280, 320] K of the temperature at the top of the current lead\n",
587
    "- t = 0 s corresponds to the start time of the test"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 11,
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   "metadata": {
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    "deletable": false,
    "editable": false,
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    "scrolled": false
   },
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   "outputs": [
    {
     "data": {
      "image/png": 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2bEj79u0JDg5mwIABV/WeSVPefu5fgoiICLt58+ZrHUYZKSkpzpPH5JdL80BKaS5IKc0FgaszD9LS0ggMDLyiY8jly87Opn79+tc6DLnGqjIPyvvdNsZssdZG/JyxtSIpIiIiIiIiVaKntoqIiIiIXKLjx4+X+zqONWvWVOs9fhd68cUX3e5/Ky4uJjo6mqeffvqKjSlSGSWSIiIiIiKXyNvb23kS6NX09NNPuyWN2toq15q2toqIiIiIiEiVKJEUERERERGRKlEiKSIiIiIiIlWiRFJERERERESqRImkiIiIiFxXPDw8cLlcBAUFERYWxquvvkpxcbFbmwkTJuDj41Om/MMPPyQiIoL27dvToUMHHn/8cbf6sLAwYmJi3MpOnDhBnz59CAgIoE+fPmRlZTl1KSkpTizdu3evNO5Vq1bRtm1b2rRpw0svveSUR0VFOS+mb9asGYMHDwZg4cKFPPjgg2595Obm0r9/f9q1a0dQUBCTJk2qcLwXX3zR6bf0mrlcLp577rlyy1977TX27t1Lz5496dChA6GhoaxcuRKA/Px87r//fkJCQggLCyMlJcUZp1+/foSFhREUFMS4ceMoKipyi2PBggXOGDVr1iQkJASXy8WkSZNYuHAhjRo1cupdLhepqalkZmZijOGZZ55x+jl27BheXl7ONZk6dSo+Pj64XC6Cg4N5//33y5SX/vz000+kpKRw44030qFDB9q1a1fmuwcYNGgQXbt2veg1fO211xg9ejRLly51O75evXoAZGZmUqdOHVwuF+3bt2fkyJEUFBQAOHGcH98nn3wCwKFDhxg+fDitW7emY8eO3H333Xz//fdO/7NmzaJ27dqcPHnSKUtJSWHAgAFlzqWgoIApU6YQEBBAeHg4Xbt25cMPP6xoulQ/a+0v8qdjx472epScnHytQ5DrgOaBlNJckFKaC2Lt1ZkHqampV3yMi6lbt67z58OHD9tevXrZZ5991ikrKiqyzZs3t7fffrvbNfnmm2+sv7+/TUtLs9ZaW1hYaOfMmePUp6am2uDgYNusWTObk5PjlD/xxBN2+vTp1lprp0+fbidOnGittTYrK8sGBgbaPXv2OLFUpLCw0Pr7+9v09HR79uxZGxoaanfs2FGm3dChQ+2iRYustdYuWLDAjh8/3q3+9OnTdu3atdZaa8+ePWsjIyPtypUry/Rz6tQpt8/nX7PKyn//+9/bN954w1pr7Y4dO2zLli2ttdbGxsba0aNHO+cZHh5ui4qKrLXWnjx50lprbXFxsR06dKiNi4ur8Dq0bNnSHj161Plc3jlaa21GRob19/e3LpfLKXvjjTdsWFiY037KlCl25syZ1tqS787b29sWFRW5lZ8vOTnZ9u/f31prbW5urm3btq3dsGGDU5+VlWV9fX1tu3bt7O7duy96rUaNGmUTExPLbZORkWGDgoKstSXffc+ePe27775bJo7zFRcX2y5dutg333zTKdu6datdt26d87lTp042MjLSLliwoNzzOt+TTz5pY2JibF5enrXW2kOHDtmEhIQy7UqV97sNbLY/M5/S6z9EREREpHwfToJD31Rvn7eGwF0vXbzdOY0bN+att96iU6dOTJ06FWMMycnJBAcHEx0dTVxcHD169ADgf/7nf3j66adp164dULKy+cADDzh9LVmyhBEjRpCWlsb777/vrEwmJSU5K3CjRo2iR48ezJgxgyVLljB06FBatGjhxFKRTZs20aZNG/z9/QEYPnw4SUlJtG/f3mmTnZ3N2rVrWbBgQYX93HDDDfTs2ROAmjVrEh4ezr59+y75el2MMYZTp04BcPLkSZo1awZAamqq837Mxo0bc9NNN7F582Y6d+5MgwYNACgsLCQ/Px9jTLXEUqdOHQIDA9m8eTMREREkJCQwbNgwDhw4UKZtYGAgnp6eHDt27JL7drlc7N+/3ylbtmwZ99xzD02aNCE+Pp7JkydXy3l4eHjQuXNnt7HKk5ycjJeXF+PGjXPKwsLCnD+np6eTk5PDzJkzmTZtGqNHj66wr9zcXN5++222b99OrVq1AGjSpAnDhg27vJOpAm1tFREREZHrmr+/P8XFxRw5cgSAuLg4YmJiGDJkCB988IGzpfDbb7+lY8eOFfaTkJBAdHQ0MTExxMXFOeWHDx+madOmADRt2tQZ5/vvvycrK4sePXrQsWNHFi9eXGHf+/fvp3nz5s5nX1/fMonF8uXL6dWrl5OYXcxPP/3EihUrnASvOkydOpV3330XX19f7r77bl5//XWgJKFJSkqisLCQjIwMtmzZwo8//ugc17dvXxo3bkz9+vW57777qjRmQkKC2zbPM2fOOHXDhw8nPj6effv24eHh4SS2F9q4cSM1atSgUaNGQMkW0NL+ShPv82VlZbFr1y7uuOMOp6x03lz4/V+uvLw8Nm7cSL9+/Zyy9evXu51zenr6RednaXxRUVF89913zjwszw8//ECLFi0ueS5dCVqRFBEREZHyVWHl8Eor2YVXci/fypUrmTVrFvXr1+f222/n448/pn///pUe/9VXX9GoUSNatmyJr68vY8aMISsri5tvvrnCYwoLC9myZQtr1qzhzJkzdO3alS5dunDbbbdVGN/5Lly5i4uLY+zYsZdyuhQWFhITE8NDDz3krHJWh7i4OEaPHs1jjz3GF198wYgRI/j2228ZM2YMaWlpRERE0LJlS7p164an579ThY8++oi8vDx++9vfsnbtWvr06XPJY0ZHRxMbG1tuXb9+/XjmmWdo0qQJ0dHRZepnzZrFu+++S/369UlISHCu6SOPPFLuPZDr168nLCyMXbt28fDDD3PrrbcCJf9Y8MMPPxAZGYkxBk9PT7799luCg4MrjLu8ldfzy9LT03G5XGRkZNC/f39CQ0OduqioKD744IMK+y5PfHw8y5cvp0aNGgwdOpTExETGjx9fpT6uJq1IioiIiMh1bffu3Xh4eNC4cWNWrVrFyZMnCQkJwc/Pjw0bNjirS0FBQWzZsqXcPuLi4ti5cyd+fn60bt2aU6dOsWzZMqBkS+DBgwcBOHjwoLOF1dfXl379+lG3bl0aNmzIHXfcwbZt28rt39fX120Fb9++fW6ra8ePH2fTpk0XTXhL/eEPfyAgIICHH374ktpfqvnz5zvbH7t27UpeXh7Hjh3D09OTWbNmsXXrVpKSkvjpp58ICAhwO7Z27doMHDiQpKSkaounZs2adOzYkVdeeYV77723TP0jjzzC1q1bWb9+PVFRURftLyoqim3btrFjxw7mzZvH1q1bgZJV0aysLFq1aoWfnx+ZmZnEx8dX2pe3t7fbg5dOnDhBw4YNnc+tW7dm69atpKens2XLFudhQBWpbH5u376dXbt20adPH/z8/IiPj6901bRNmzbs3buX7OzsSse8kpRIioiIiMh16+jRo4wbN44HH3wQYwxxcXHMmzePzMxMMjMzycjI4OOPPyY3N5cnnniCadOmOU/BLC4uZu7cuRQXF5OYmMj27dud45KSkpy/qA8cOJBFixYBsGjRIgYNGgSUPOFz/fr1FBYWkpuby8aNGwkMDCw3zk6dOrFr1y4yMjLIz88nPj6egQMHOvWJiYkMGDCA2rVrX/Sc//znP3Py5Elmz559WdeuPC1atGDNmjUApKWlkZeXR6NGjcjNzeX06dMArF69Gk9PT9q3b09OTo6TZBcWFrJy5UrnHtTq8thjjzFjxgy8vb2rrc9WrVoxefJkZsyYAZT8Q8KqVauc73/Lli0XTSR79OhBQkIC+fn5QMlTdsvbRtuwYUNeeuklpk+fXml/v/71rzl79ixvv/22U7Z9+3bWr19PXFwcU6dOdeI7cOAA+/fvZ8+ePeX2dcMNN/C73/2OiRMnOvEdPXqUxMTESmOoTkokRUREROS6cubMGeeVG7179+bOO+9kypQp5Obm8tFHH7mt6tWtW5fIyEhWrFhBaGgos2fPJiYmhsDAQIKDg0lPT2fdunX4+Pjg4+PjHHfHHXeQmprKwYMHmTRpEqtXryYgIIDVq1c7r9wIDAykX79+hIaG0rlzZ8aOHVvhVkhPT09iY2Pp27cvgYGBDBs2jKCgIKc+Pj6+zGtHoCQ58fX1dX727dvHiy++SGpqKuHh4bhcLubNm1ddl5ZXXnmFt99+23kNysKFCzHGcOTIEcLDwwkMDGTGjBm88847AJw+fZqBAwcSGhpKWFgYjRs3dh4WM3fuXObOnXvRMS+8R/Lzzz93qw8KCmLUqFFVOo/z75F0uVxkZmaWaTNu3DjWrVtHRkYGe/fupUuXLk5dq1ataNCgARs3bqxwjAEDBhAVFUXHjh1xuVx89tlnTmJ6ocGDB5Obm8v69euBsvdILl26FGMMy5cvZ/Xq1bRu3ZqgoCAmT57MrbfeSnx8PEOGDHHrc8iQIU6yu2bNGrd58sUXX/DCCy/QsGFD2rdvT3BwMAMGDLiq90ya8vZz/xJERETYzZs3X+swykhJSXGePCa/XJoHUkpzQUppLghcnXmQlpZW4aqbXD+ys7OpX7/+tQ5DrrGqzIPyfreNMVustRE/Z2ytSIqIiIiIiEiV6KmtIiIiIiKX6Pjx4+W+jmPNmjXVeo/fhV588UW3+9+Ki4uJjo7m6aefvmJjilRGiaSIiIiIyCXy9vZ2ngR6NT399NNuSaO2tsq1pq2tIiIiIiIiUiVXNZE0xtxnjPncGHPcGJNnjPnOGPNnY0zNCtrPNsZYY8zL5dS1N8asMcbkGmMOGGOeN8Z4XPmzEBERERER+WW72ltbvYFkYCbwE9AZmArcCjx4fkNjTHtgDHDqwk6MMTcDnwCpwCCgNfAKJYnxn69Y9CIiIiIiInJ1VySttX+z1j5trV1urU221s4AXgX+2xhjLmj+GvBXIKucrsYBdYCh1trV1tq5wHPAo8aYq/fyFBERERGpdh4eHs57JMPCwnj11VcpLi52azNhwgR8fHzcyhcuXEijRo2cY++77z5yc3Pdjit9f+L5Tpw4QZ8+fQgICKBPnz5kZZX89XPnzp107dqVWrVq8fLLZTbIlbFq1Sratm1LmzZteOmll5zyqKgo532CzZo1Y/DgwWXibdeuHbNmzXKOWbduHeHh4Xh6erJ06dIKx/zmm2+cvm+55RZatWqFy+WiV69e5Zb37t0bgIkTJxIUFERgYCAPPfQQpa8ETEhIIDQ0lKCgICZOnOiMM3fuXEJCQnC5XERGRpKamuoWx/Hjx53xbr31Vnx8fJzP+fn5znda+lN6fXr06EGLFi04/5WEgwcPpl69egBkZmZSp04dXC4X7du3Z9y4cRQXF7uVl/4sXrwYAD8/P0JCQggNDaV79+7s2bPHLdbly5djjGHnzp2VXsPevXuTkpLCgAED3I4fPXq085306NGDtm3bEhYWRqdOndzuny2No7Tvhx56yKl7+eWXadeuHS6Xi06dOjmxAxw9ehQvLy/+9re/uY3r5+fHsWPHysyBDz/8kIiICNq3b0+HDh14/PHHy7S5Iqy11/QHeBTI5dw7Lc+V3QfsB+oCmcDLFxyzDoi/oKwFYIF7LmXcjh072utRcnLytQ5BrgOaB1JKc0FKaS6ItVdnHqSmpl7xMS6mbt26zp8PHz5se/XqZZ999lmnrKioyDZv3tzefvvtbtdkwYIFdvz48c7nmJgY+/e//935nJqaaoODg22zZs1sTk6OU/7EE0/Y6dOnW2utnT59up04caIz9qZNm+xTTz1lZ86cWWnMhYWF1t/f36anp9uzZ8/a0NBQu2PHjjLthg4dahctWlQm3mPHjllvb2+7d+9ea621GRkZdtu2bXbEiBE2MTGxTD+nTp0qUzZq1Khy215Y/tlnn9lu3brZwsJCW1hYaLt06WKTk5PtsWPHbPPmze2RI0estdaOHDnSfvLJJ9Zaa0+ePOkcn5SUZPv27VvhtZgyZUqZ63X+d3q+7t2725CQELt+/XprrbVZWVm2c+fOTvuMjAwbFBRkrbW2oKDARkVF2WXLlrmVX6hly5b26NGj1lprn332WTt27Fi3+t/85jc2MjLSTpkypcyxF16r5ORk279//wrbdO/e3X711VfWWmv//ve/2969e5cbx/nefPNNe+eddzrX9OTJk3bhwoUs/zwlAAAgAElEQVRO/Zw5c2xkZKTt3r17hedV6ssvv7T+/v42LS3NWlsyD+fMmVP2otjyf7eBzfZn5nHX5GE7xhgPY8wNxphI4CHgzXMngjGmDiXbVCdZa09X0EU7YOf5BdbavZQkpO2uXOQiIiIicjU1btyYt956i9jYWGfVKjk5meDgYP74xz8SFxdX7nGFhYWcPn2am2++2SlbsmQJI0aM4M477+T99993ypOSkhg1ahQAo0aN4r333nPG7tSpE15eXheNc9OmTbRp0wZ/f39q1qzJ8OHDSUpKcmuTnZ3N2rVrnRXJ83l7e9OmTRsOHjwIlKw+hYaGUqNG9f913RhDXl4e+fn5nD17loKCApo0acLu3bu57bbbaNSoEQC9e/dm2bJlADRo8O9Nf6dPn6bsZsKfb/jw4cTHxwPwz3/+k6FDh5bbztPTk27duvHDDz9cct9du3Zl//79zuecnBw+++wz5s+f74xZXS4cqyLTpk3jjTfecK5pgwYNnPkHEBcXxyuvvMK+ffsu2t/s2bN5+umnadeuJAXy8PDggQceuIyzuHTX6vUfp4Fa5/68GHjivLrJwEHg3UqOv5mSeywvlHWuTkREREQu04xNM9h5YufFG1ZBu1va8WTnJ6t0jL+/P8XFxRw5coQmTZoQFxdHTEwMgwYN4qmnnqKgoMBJ9hISEtiwYQMHDx7ktttu45577nH6SUhIYPXq1Xz33XfExsY6W1wPHz5M06ZNAWjatClHjhyp8nnt37+f5s2bO599fX3ZuHGjW5vly5fTq1cvt6Ss1N69e8nLyyM0NLTKY1dV165d6dmzJ02bNsVay4MPPkhgYCBZWVns3LmTzMxMfH19ee+998jPz3eOmzNnDq+++ir5+fmsXbu2SmOeOXMGl8vlfJ48eTLR0dEA9OrVi9///vcUFRURHx/PW2+9xV/+8pcyfeTm5rJmzRqef/55ANLT0936fP3114mKinI7ZtWqVW6J+3vvvUe/fv247bbbuOWWW/j6668JDw+v0rlU5MKxAHr27ImHR8nzQEeNGsXYsWPJzs6mdevW5fbx448/cujQITp37sywYcNISEjg0UcfrXDMtLQ0Jk2aVC3xV9W1SiS7ATdQ8rCdZ4FY4AFjTCvgceDXpSuUlSiv3lRQXlJpzB+APwA0adKElJSUqkd+heXk5FyXccnVpXkgpTQXpJTmgsDVmQc33ngj2dnZAOTn51NUVFSt/efn5zv9V+bCNtZacnJy8PT05F//+hfPP/88xhg6duzoJAd5eXkMGTKEV155BWstjz76KC+88AKPPvooW7Zs4ZZbbuGWW26hc+fObNmyhb179zorlheOd/7ns2fP4uXlVWncubm5FBQUOG3OnDnj9hngnXfeYdSoUU5ZXl4e8fHxpKSk8P333/Pyyy9TUFBAQUGBc0xBQQFnzpwpM3ZRUVGZsoraXlienp7ON998Q1paGgCDBg0iKiqKX/3qV7z66qvcd9991KhRg9tvv53MzEznuJEjRzJy5Ej+93//lylTppS5h6+y61WnTh3Wr1/v1i47O5uioiLy8vLo3LkzCxcuJCcnB29vb6c+JyeH9PR0QkNDMcZw9913ExkZyZ49e2jVqlW5fVpr6d69O1lZWdStW5eJEyc6sbzzzjs88MADZGdnM3jwYBYtWkRAQECF1+rMmTMUFha6nUtBQQF5eXlO/DExMRQUFDirnaVtrbWsWLHCOR+AU6dOOXGWZ9GiRQwePJjs7Gzuuecexo8fz+9//3unv5ycHGrVquW0t9Zy+vTpS/qdysvLq9b/f1yTRNJa+/W5P24wxhwDFhljXgGmAR8CO40xN51rUwOode7zyXMJZhZw04X9AjdS/kpl6bhvAW8BRERE2B49elTH6VSrlJQUrse45OrSPJBSmgtSSnNB4OrMg7S0NOdF989EPnNFx6pMaQwAu3fvxsPDA39/f1asWMGpU6fo1q0bUJLANWjQgN/85jfUrl2bmjVrOsfee++9vP7669SvX5/333+fXbt2ERISApT8Rf7jjz9m7NixNGnShJycHJo2bcrBgwdp3Lix2/i1atWiVq1abmUXCggI4B//+IfT5vjx4/j5+bl9/vrrr1mxYgW1a9cGoHbt2gwfPpzY2Fg2b97MnXfeybBhw7j11ludfr28vKhTp06ZsbOzs8uUVdT2wvLVq1cTGRnprMIOGDCA7du3069fP4YNG8awYcMAeOutt8rt7/777+fRRx+t8HpUdL3Ka+/h4UHdunUZOXIkQ4YMYerUqU67+vXrU69ePVq3bs327dvdjqtXrx41atQot09jDJ9++ik33XQTv/3tb3n55Zd59dVXOX78OOvWrWPnzp0YYygqKsIYw+zZs52tuhdeq+bNm5e51tnZ2TRv3pz69evj4eFBXFwcHTt25IknnmDy5Mn885//dOKoV6+e27Gl53T06FH8/f3LxP7Pf/6Tw4cPk5iYCMCBAwc4dOgQAQEB5fYXGBjIzp07nd+HytSuXZsOHTpctN2luib3SF6gNKlsBbQFhlKSKJb+NKfk1SBZgM+5tju54F5IY0xzSh7OU737L0RERETkmjl69Cjjxo3jwQcfxBhDXFwc8+bNIzMzk8zMTDIyMvj444/LPJ0VYMOGDbRu3Zri4mISExPZvn27c1xSUpJzf+XAgQNZtGgRULIiNGjQoCrH2alTJ3bt2kVGRgb5+fnEx8czcOBApz4xMZEBAwY4SeSFIiIiGDFiBH/961+rPHZVtWjRgk8//ZTCwkIKCgr49NNPCQwMBHC29WZlZfHGG28wduxYAHbt2uUc/69//cttFa86REVFMXny5DJP1L0cnp6ezJ49m8WLF3PixAmWLl3KyJEj2bNnD5mZmfz444+0atWKDRs2VNhHQEAABw4ccFZv9+zZw7Zt29y21EJJ0viXv/yFL7/80mlbkcmTJzN+/HhndTInJ4fFixfz3Xffcfr0afbv3+/M08mTJ1d6L+eECROYNm0a33//PQDFxcXMnTv3kq7P5bpWW1vP96tz/80AxgL1LqiPBz4F3gSOniv7EHjCGFPfWlu6jhsNnDnXVkRERET+Q5XeT1dQUICnpycjRozg0UcfJTc3l48++shtS2XdunWJjIxkxYoVwL/vkSwuLsbX15eFCxeybt06fHx88PHxcY674447SE1N5eDBg0yaNIlhw4Yxf/58WrRo4awGHTp0iIiICE6dOkWNGjWYPXs2qamp5d7j6OnpSWxsLH379qWoqIgxY8YQFBTk1MfHx1/0XrYnn3yS8PBwnnrqKXbu3MmQIUPIyspixYoVTJkyhR07dlzWdS113333sXbtWkJCQjDG0K9fP+de0gkTJrBt2zYAnn32WW677TYAYmNj+eSTT/Dy8uLmm292Eu8DBw4wduxYVq5cWemYF94j2a9fP7dXpBhjqvzaigvvkRwzZozbKzag5J7XmJgY5syZw5o1a8p8B/feey9Lliwpc29lqVq1avHuu+9y//33k5eXh5eXF/PmzePGG28s07ZOnTo89thjvPzyy8yfPx9wv0cyNDSUxYsX88c//pGcnBznQU5eXl489thjxMXFMWTIkDLxDR8+nGeeecbpo/QBTMOGDeO5555j9uzZxMTEkJubizGG/v37V+Uy/mzm4rciVuNgxqwCPgF2AEWUJJGPAR9Ya4dXcEwmsNRa+/h5ZTcDqcC3wAzAn5L3Uc621v75UmKJiIiwmzdv/vknc4Vo65KA5oH8m+aClNJcELh6W1tLV6fk+lXe1lb55anKPCjvd9sYs8VaG/Fzxr7aK5JfAaMBP6AQ2E3JU1qrtP5qrc0yxvSi5CE9Kyi5L3IWMLX6QhUREREREZHyXNVE0lr7DFClu7attX4VlKcCv66GsERERERELsnx48fp1atXmfI1a9a4PZ3zSvjmm28YMWIEUHIvXI0aNahVq1aZ14yIXA3Xwz2SIiIiIiL/Eby9vdm6des1GTskJMQZW1tb5Vq7Hp7aKiIiIiIiIv9BlEiKiIiIiIhIlSiRFBERERERkSpRIikiIiIiIiJVokRSRERERK4rHh4euFwugoKCCAsL49VXX6W4uNitzYQJE/Dx8XErX7hwIY0aNXKOve+++8jNzXU7LiwsjJiYGLeyEydO0KdPHwICAujTpw9ZWVkA/OMf/yA0NJTQ0FC6devGtm3bKo171apVtG3bljZt2vDSSy855VFRUbhcLlwuF82aNWPw4MFl4m3Xrh2zZs1yjlm3bh3h4eF4enqydOnSCsf85ptvnL5vueUWWrVqhcvlolevXuWW9+7dG4CJEycSFBREYGAgDz30EKXvlk9ISCA0NJSgoCAmTpzojDN37lxCQkJwuVxERkaSmprqFsfx48ed8W699VZ8fHycz/n5+c53WvpTen169OhBixYtOP/d9oMHD6ZevXoAZGZmUqdOHVwuF+3bt2fcuHEUFxe7lZf+LF68GAA/Pz9CQkIIDQ2le/fu7Nmzxy3W5cuXY4xh586dlV7D3r17k5KSwoABA9yOHz16tPOd9OjRg7Zt2xIWFkanTp3cHsRUGkdp3w899JBT9/LLL9OuXTtcLhedOnVyYgc4evQoXl5e/O1vf3Mb18/Pj2PHjpWZAx9++CERERG0b9+eDh068Pjjj5dpc0VYa3+RPx07drTXo+Tk5GsdglwHNA+klOaClNJcEGuvzjxITU294mNcTN26dZ0/Hz582Pbq1cs+++yzTllRUZFt3ry5vf32292uyYIFC+z48eOdzzExMfbvf/+78zk1NdUGBwfbZs2a2ZycHKf8iSeesNOnT7fWWjt9+nQ7ceJEa621n332mT1x4oS11tqVK1fazp07VxhzYWGh9ff3t+np6fbs2bM2NDTU7tixo0y7oUOH2kWLFpWJ99ixY9bb29vu3bvXWmttRkaG3bZtmx0xYoRNTEws08+pU6fKlI0aNarctheWf/bZZ7Zbt262sLDQFhYW2i5dutjk5GR77Ngx27x5c3vkyBFrrbUjR460n3zyibXW2pMnTzrHJyUl2b59+1Z4LaZMmWJnzpzpVnb+d3q+7t2725CQELt+/XprrbVZWVm2c+fOTvuMjAwbFBRkrbW2oKDARkVF2WXLlrmVX6hly5b26NGj1lprn332WTt27Fi3+t/85jc2MjLSTpkypcyxF16r5ORk279//wrbdO/e3X711VfWWmv//ve/2969e5cbx/nefPNNe+eddzrX9OTJk3bhwoVO/Zw5c2xkZKTt3r17hedV6ssvv7T+/v42LS3NWlsyD+fMmVP2otjyf7eBzfZn5lN6/YeIiIiIlOvQtGmcTdtZrX3WCmzHrU89dcntGzduzFtvvUWnTp2YOnUqxhiSk5MJDg4mOjqauLg4evToUea4wsJCTp8+zc033+yULVmyhBEjRpCWlsb777/vrEwmJSWRkpICwKhRo+jRowczZsygW7duzrFdunRh3759Fca5adMm2rRpg7+/PwDDhw8nKSmJ9u3bO22ys7NZu3YtCxYsKHO8t7c3bdq04eDBgzRv3hw/Pz8AatSo/g2Exhjy8vLIz8/HWktBQQFNmjRh9+7d3HbbbTRq1AiA3r17s2zZMnr16kWDBg2c40+fPo0xptriGT58OPHx8URGRvLPf/6ToUOHsmPHjjLtPD096datGz/88APh4eGX1HfXrl157bXXnM85OTl89tlnJCcnM3DgQKZOnVpdp0HXrl2ZOXPmRdtNmzaN5ORk55o2aNCAUaNGOfVxcXG88sor/Nd//Rf79+/Hx8enwr5mz57N008/Tbt27YCS1fwHHnjgMs/k0mhrq4iIiIhc1/z9/SkuLubIkSNAyV+0Y2JiGDJkCB988AEFBQVO24SEBFwuFz4+Ppw4cYJ77rnHrS46OpqYmBji4uKc8sOHD9O0aVMAmjZt6oxzvvnz53PXXXdVGOP+/ftp3ry589nX15f9+/e7tVm+fHmZpKzU3r17ycvLIzQ09GKX47J17dqVnj170rRpU5o2bUrfvn0JDAykTZs27Ny5k8zMTAoLC3nvvff48ccfnePmzJlD69atmThxoltydinOnDnjtg01ISHBqevVqxfr1q2jqKiI+Ph4oqOjy+0jNzeXNWvWEBISAkB6erpbn+vXry9zzKpVq5ytxADvvfce/fr147bbbuOWW27h66+/rtJ5VObCsQB69uzpxDdr1iyys7PJzs6mdevW5fbx448/cujQITp37sywYcPcrlN50tLS6NixY7WdQ1VoRVJEREREylWVlcMrzZ67hy4/P5+VK1cya9Ys6tevz+23387HH39M//79AYiOjiY2NhZrLePHj2fmzJlMmjSJr776ikaNGtGyZUt8fX0ZM2YMWVlZbiuWFUlOTmb+/Pls2LDhovGd78JVu7i4OMaOHetWlpCQwLp169i5cyexsbHUrl37ovFcrh9++IG0tDRnhbVPnz6sW7eOO+64gzfffJPo6Ghq1KhBt27d2L17t3Pc+PHjGT9+PEuWLOGFF15g0aJFlzxmnTp13O4fPJ+HhweRkZEkJCRw5swZZzW2VGnCaIxh0KBB3HXXXWRmZtK6desK++zZsycnTpygXr16/OUvf3HK4+LiePjhh4GSldC4uLhKVzcrWnk9v/y3v/0t+fn55OTklIknOTmZhg0bOp9PnTpV6WpufHw8w4YNc+L73e9+x6OPPlph+2tJK5IiIiIicl3bvXs3Hh4eNG7cmFWrVnHy5ElCQkLw8/Njw4YNbquLpYwx3HPPPaxbtw4oSSB27tyJn58frVu35tSpUyxbtgyAJk2acPDgQQAOHjxI48aNnX62b9/O2LFjSUpKwtvbu8IYfX193Vbv9u3bR7NmzZzPx48fZ9OmTU7CWyo6Oprt27fz+eefM2nSJA4dOvQzrlDVLF++nC5dulCvXj3q1avHXXfdxZdffgnAPffcw8aNG/niiy9o27YtAQEBZY4fPnw47733XrXGNHz4cP70pz85SdT5ShPG//f//t8lb0VNTk5mz549uFwupkyZApR8B2vXrmXs2LH4+fkxc+ZMEhISyv1HgFLe3t7Ow5dKnThxwi05/Mc//sHu3bsZNWoUf/rTnyqNq0GDBtStW9ctQT9fXFwcCxcuxM/Pj4EDB7Jt2zZ27dpVYX/t2rVjy5YtlY55pSiRFBEREZHr1tGjRxk3bhwPPvggxhji4uKYN28emZmZZGZmkpGRwccff1zm6awAGzZsoHXr1hQXF5OYmMj27dud45KSkpwEdODAgc7q2qJFixg0aBBQst106NChvPPOO9x2222VxtmpUyd27dpFRkYG+fn5xMfHM3DgQKc+MTGRAQMGVLjiGBERwYgRI/jrX//6s65TVbRo0YJPP/2UwsJCCgoK+PTTTwkMDARwtvVmZWXxxhtvOCuo5ycz//rXv8pNMC9HVFQUkydPLvNE3cvh6enJ7NmzWbx4MSdOnGDp0qWMHDmSPXv2kJmZyY8//kirVq0qXWkOCAjgwIEDpKWlAbBnzx62bduGy+Vya2eM4S9/+Qtffvml07YikydPZvz48Zw6dQoouW9z8eLFfPfdd5w+fZr9+/c783Ty5MnEx8dX2NeECROYNm0a33//PQDFxcXMnTv3kq7P5dLWVhERERG5rpTeT1dQUICnpycjRozg0UcfJTc3l48++sjttQh169YlMjKSFStWACVbRTds2EBxcTG+vr4sXLiQdevW4ePj4/bQkjvuuIPU1FQOHjzIpEmTGDZsGPPnz6dFixYkJiYC8Pzzz3P8+HHn4SWenp5s3ry53Jg9PT2JjY2lb9++FBUVMWbMGIKCgpz6+Ph4Jk2aVOl5P/nkk4SHh/PUU0+xc+dOhgwZQlZWFitWrGDKlCnlPoDm57jvvvtYu3YtISEhGGPo16+fcy/phAkTnNecPPvss04CHRsbyyeffIKXlxc333yzk3gfOHCAsWPHsnLlykrHLP1OS/Xr18/tFSnGmCq/tqJ0y2upMWPGuL1iA0rueY2JiWHOnDmsWbOmzHdw7733smTJEqKiosodo1atWrz77rvcf//95OXl4eXlxbx587jxxhvLtK1Tpw6PPfYYL7/8MvPnzwdKtth6eHgAEBoayuLFi/njH/9ITk4OnTp1wsvLCy8vLx577DHi4uIYMmRImfiGDx/OM8884/RR+gCmYcOG8dxzzzF79mxiYmLIzc3FGFNm1ftKMZUt5f5fFhERYSv6H8G1lJKSUu6Tx+SXRfNASmkuSCnNBYGrMw/S0tKc1Sm5fmVnZ1O/fv1rHYZcY1WZB+X9bhtjtlhrI37O2NraKiIiIiIiIlWira0iIiIiIpfo+PHj9OrVq0z5mjVrKn0YT3X45ptvGDFiBFByL1yNGjWoVasWGzduvKLjipRHiaSIiIiIyCXy9vau8JUTV1pISIgztra2yrWmra0iIiIi4uaX+gwNkf+rrsTvtBJJEREREXHUrl2b48ePK5kU+T/CWsvx48crfPXMz6WtrSIiIiLi8PX1Zd++fRw9evRahyKVyMvLq/bEQP7zXOo8qF27Nr6+vtU6thJJEREREXF4eXnRqlWrax2GXERKSgodOnS41mHINXYt54G2toqIiIiIiEiVKJEUERERERGRKlEiKSIiIiIiIlWiRFJERERERESqpMKH7Rhj7vyZfX5urc35mceKiIiIiIjIda6yp7auAixgqtCfBToBX19OUCIiIiIiInL9utjrP34DbKtCX2mXF46IiIiIiIhc7ypLJPcD6dba9EvpyBhT49wx+dURmIiIiIiIiFyfKkwkrbXNq9KRtbYYqNIxIiIiIiIi8p+nwqe2GmOCL7UTY8yL1ROOiIiIiIiIXO8qe/1HsjHGVdnBpsR8YFL1hiUiIiIiIiLXq8oSyVRgrTGmU3mVxphawHJgFPDQFYhNRERERERErkOVJZL9gC3AJ8aYX51fYYy5EVh9rs1/WWvnXLkQRURERERE5HpSYSJprT0D9AfWA6uMMT0AjDHNzpWFAf2ttf97FeIUERERERGR60RlK5JYa/OBwcDHwL+MMeOAL4DGQE9r7ZorH6KIiIiIiIhcTypNJAGstYXAMOA9YA5QAHSz1n59hWMTERERERGR61CF75E0xnx+QZEHYIAi4F1jjFultbZbtUcnIiIiIiIi150KE0lgN2AvKPv+CsYiIiIiIiIi/wEqTCSttf99NQMRERERERGR/wwXvUdSRERERERE5HwVJpLGmAeMMY2q0tm5Y7wvPywRERERERG5XlW2Ivk64HepHRljPM4d0/IyYxIREREREZHrWGUP2zHAC8aY45fYl7l4ExEREREREflPV1ki+Tlww7mfS/U5kH1ZEYmIiIiIiMh1rbKntkZezUBERERERETkP4Oe2ioiIiIiIiJVokRSREREREREqkSJpIiIiIiIiFSJEkkRERERERGpEiWSIiIiIiIiUiUVJpLGmFrGmD8aY26vpM3t59p4XZnwRERERERE5HpT2Xsk/whMBtpV0uZ7IAnwAGKrMS4RERERERG5TlW2tTUGiLXWZlXU4FxdLPDf1R2YiIiIiIiIXJ8qSySDgM8uoY8vgODqCUdERERERESud9XxsJ3iauhDRERERERE/kNUlkjuArpdQh+/OtdWREREREREfgEqSySXAI8YY9pW1MAYcxvwMPCP6g5MRERERERErk+VPbX1NWAI8JUxJhb4CNgLWKAF0Bd4EPjmXFsRERERERH5BagwkbTWnjXG9AamAxOAJ8+rNkAuMA94ylqbf0WjFBERERERketGZSuSWGtzgQnGmKeAToDPuar9wKZz9SIiIiIiIvILUmkiWcpaexpIKa/OGBMOjLPW/qEa4xIREREREZHrVHW8/qMV8Ltq6EdERERERET+A1RHInnJjDH3GWM+N8YcN8bkGWO+M8b82RhT81x9U2PMTGPMNmNMjjHmR2PMImNMs3L68jHGLD/X7pgxJtYYc8PVPB8REREREZFfokva2lqNvIFkYCbwE9AZmArcSskTYDtS8qTYecBGoMm5+s+NMcHW2hwAY4wnJU+RzQeigZuAV8/997+v2tmIiIiIiIj8Al3VRNJa+7cLipKNMQ2A8caYPwEbgHbW2sLSBsaYr4HvgHuBReeKfwMEAm2stRnn2hUA8caY56y1u67wqYiIiIiIiPxiVZhIGmPuvMQ+XJcZw3GgJoC19qcLK6213xtjcoHzt7feBXxVmkSe8x4lK5T9ACWSIiIiIiIiV0hlK5KrAEvJOyMvxlZlUGOMB1ALCAceAt601pbbhzEmFLgB+P684nZAqlsA1uYbY9LP1YmIiIiIiMgVUlkiGXAFxz1NSSIJsBh4orxGxpgawF8pWWF8/7yqmym5x/JCWefqRERERERE5AoxFSwEVq0TYxpZa49WoX04JauMnYFngSXW2gfKaTcDmAB0t9ZuPK98F/CBtfaRC9p/BmRaa39bwbh/AP4A0LiJd8fF8bGXGvJVczanFrXqnb3WYcg1pnkgpTQXpJTmgoDmgfyb5oLA5c+Dfj1jtlhrI37OsT/7YTvGmPqUPGE1BujFufscL4W19utzf9xgjDkGLDLGvGKtTT+v/wcoWamMOT+JPCeLkie0Xugmyl+pLB33LeAtgJCOvrZNZEZFTa+ZHza04nqMS64uzQMppbkgpTQXBDQP5N80FwSu7Tyo0nskjTG1jDH3GmOWAoeBBUBzYMplxFCaVLY6b5x7gdeBidbahHKO2ckF90Keexel/7k6ERERERERuUIuuiJ57sE4fShZeRwM1AOOUnKP4whr7ZLLjOFX5/5b+hqPHsA/gFhr7csVHPMh8F/GmJbW2j3nygaei2nVZcYjIiIiIiIilajs9R9RlCSP9wENKXlNR9y5n2+A/8/encfJcdZ3Hv/8qqqvOTU6RpJ1IPm+DT7BmDvhDCGvBcOSBPYrzRcAACAASURBVMiSDWxCNpuLJJCFkGx2s2x2Q3bDAssuCcmGxJBAEshyBBtsMCZgbGyDb1myJVmSdYw0mqOvqvrtH1Xd0zOa6dExMx5Z3/fr1aqnnnq66ulR9Uz96jnqILD7RA5mZl8GbgbuBxKyIPLXgE+7+2NmdhHZYzweAj5tZs/tePuBjq6vfwv8NvA5M3sfMAh8iGyspR79ISIiIiIisoi6tUjeRvZYj68D/xW42d1jADMbPMnj3Qn8DLAFiIHtwHuAj+XbryMLCq8AvjXjvX+evxd3b5rZK4EPA58B6sBNzDH7q4iIiIiIiCycboHkt4HnAi/Oyz3LzD7r7gdP9mDu/j7gfV22fxL45HHuazdZV1sRERERERFZQnNOtuPuzyebAOe3yVoJPwrsMbMvAW8ha60UERERERGRM0zXWVvdfae7f9DdnwNcBPxnsplR/wdgwG+b2U+YWWHxqyoiIiIiIiLLwXE//sPdH3b397v7BcC1ZJPbXAR8Dti7SPUTERERERGRZeaEniPZ4u7fc/dfc/fNwEuAv1nYaomIiIiIiMhyNWcgaWaBmb3KzC7uUuYioMfdf35RaiciIiIiIiLLTrcWybeRPVJjvEuZCeAmM3vLgtZKRERERERElq1ugeTPAB9z951zFci3fRR4+wLXS0RERERERJapboHks4GvHcc+vg48Z2GqIyIiIiIiIstdt0CyANSOYx81oLgw1REREREREZHlrlsg+ThZq+R8npOXFRERERERkTNAt0Dyc8Cvm9nwXAXybb8GfHahKyYiIiIiIiLLU7dA8r+Qzcp6l5m9w8yeZVM2m9nPAXeSzer6h0tRWREREREREXn6RXNtcPejZvYi4OPAxwCfpdgXgHe6+9FFqp+IiIiIiIgsM3MGkgDu/hTwOjM7G3ghsCHf9CRwm7vvWOT6iYiIiIiIyDLTNZBscfftwPZFrouIiIiIiIicBuYcI2lmv2Fm62bkXW9mPTPytpjZRxargiIiIiIiIrK8dJts5w+Aza0VMwuBbwIXzii3FnjnwldNRERERERElqNugaQdZ56IiIiIiIicQboFkiIiIiIiIiLHUCApIiIiIiIiJ2S+WVsLZlacUbYzD6CIiIiIiIiInDHmCyS/MUveHTPWDfCFqY6IiIiIiIgsd90CyZ9bsloIAJ+6dQ3lkZBzHEzTGomIiIjIGawZG/uOFFgz0KRczNqt0hSqjYDectou12gaYeCEIdPyioVTb+saGY+IAmegJznlfT3TzBlIuvsnlrIiZ7pGbNxy3xBP7C/zrZGzeekVR4hC55x1Vc5eVyPUaFYREREReQYYrwV88XsrOToZ8aYXHKCvnPCDJ3q4+Z4hRsYLxImxZ6TI3sNF0tTYMFjlF165i4d2Vbj9hwMcGgt524v2sW5Fne8+1Mf3t/fSU4h558v3cHgs5I4HBnhsb5nnn3+EH3/eCPWhlVOtNLPEljOzao2AO7f1c/sDAzy4q5eeUsK/e+2TXHnuOFHg9JUTgvzafLwa8O2HBrj0WROsX9kE4OEnK9y7o5c33nBw8X6Iy8B8XVvnZWZ9wDvd/b8tQH3OWMXI+fi7HuGTnz6fLz1R5kP/sLG9rVJMOGd9jWI0defl8i0TvOUl+5+OqoqIiJwW3B0ShzjteDk0p9Y9TrP1RgrNZGrZTPFGvt5I8jJ5fivd+Z5Gku2vOfW3GrNsAJBl6XZvoxn5c+d1lM+tfOo+4q+ML+JP7QSFltUvNAg6lsH0deuybdpruUodkjRf+tQycbwzv3Nbmk7lzcyf6zCp0YiNehzQaBr1ZtBOt4IdA8LQ8fo9PP5ndcau20LzZecw0BMzUEkY6InbrXdPp2/eP8B9j/cek19thNz2w0Em6yFmzj99f4hKKWX3wRI9pYSzVjYIg6wx5cWXHmFjzyg/+fU/ZPAfJqZ2UgL+OUv+FGTThybAl7K8t7fKPJG9bk6ew3+PX8/lwXauDB4h9YAvpM/jpcH3WWHj/FF8I7GH/GL0d0xQ4UPxG9hq+/ilgT8nuXgt/2vs5Xz1s5Osjm7jm8ll3Fq+lp9d/21eOvEtHj6yhrsaz+EPuYpXPGeE/aNFvretn/5KzKuuOkx/5ZnbkjlvIGlmq4FNwE53P9SRvw74ZeCdQC+gQPIUlSaO8jb7Ir+96Xt4tQlxQrOekjRSOJAQkv3iSR3S3cbAvc6Rl7+YiYsvau9jvBpw871DTNRCXnfdQfoq039ZBWMTHLpzD+M/3MeDlfO58k0bSFLja/eu4L4nevnxaw/xvAvHlvRzi4jI8pLedwC/fU92gRznF9BJvuxcz9PeCtZmK9NaX0ieBYMezwwSZwkWF0sxgGIIhelLi4KpOkLW1OGOeyvL23nZ8tiy09IzfnTlRkT6WLx4n+tEdQZWrVdn0NQK5p/pjCwwDoPpQXI0Yz1fOsZ4NSROLYtPUyPJ0zMVDcrmUw1qDu5G6jBYH6d8zx7+6cvNjopAGDiFyCkVUopFpxSlFAtOsQTpcC/1tQM01g4wsKXEtRdOECfGHQ8NUC6mrF3RYO2KBpUuweiDuyrUmwGXb5lot8x1qtYDPvjZTSSpUYim7yci4SXn7OWNz9lNsT7JV27voS+d4LorD3DBihGKzSphtUZQrRLuqhKOT1Bggh+ecwMrzipSLoFjPLa/QrkI61c3scBoJAEPPtnL8FDM2qEmFgTsOVKisecIL330Fn4k/D4Ak6U+So1JbvRv0AwKuBmvKd6JuWM4QZrylsqtlJuTeBxi2xNeMfBVCqWjxEHE68NvMhL8FSufPMI+H+JV4Q6uuKxBpbyFL35vJf2VhJ97xV5ee82had1vn4nMffaTxMxWAn8JvCLPSoCPAL8K/C7wa0CYl/kDd9+26LVdQJddtdH//jvverqrMSVN2fKhPyGsVqkPryHp68PDEI9CPMiWBAGO0Wgat9y3guuKj7IxfYo9vVnrZTM2RicjUod/Ti/mU4XX8Ctrv8LlI9/H3OnxKpvjvQDUKVCiyd1+HuNpmQYRHkZMJgUGBiAJQlILqQZlvjr4Io5Gg8DUDdNClPLSy49wzXnjfOG7K3lodw9ve9lTrF3RnOsTygzuUxdhpNO/h9u/vYWzn/f4Kex7AcfZmkExwNS/+mmx7fatnHvDjlPah+fXdN3+C5N09u3Hcy4t1DiUk5V9l1Kod7QMNRK8lV6Iqjnt1iIrhVngUMpfxXDBvyPjtYA9IyX2jhSz7l0jRR7bMchomlBrTgUqa6ojXDbxGBvGnqKvWqVMQjFIGS8OUA5TKmFMOYgpBwkliylZQpGEoiVYkgdayVTw1aw54xPGwOP7CdxxM4gsC45CI7aApoc0PMTDYOrCOTIsytJpEJBavgwCEsvWs7goa1VJnXZg1cprpzviLGs1VAVOYJ6ns3WiACsEWBQwkUTsOlKhmkbZ368gIAlCkiAgCQLSMJxat5C4tT1Px0FIHEY0g4g4CGmGEXEr3V4PiYOIZhiRWLDgkxkEAQTmhEEWBISBT8sL8rzmRInKQDbkJbSOckFeriMvNG/nT99fvj3Ifqbt4xkz9jc9L5z53pnbA8+PyYxjOAFOSErojnlK6CmWptlz6NKUoHURb2B50JT9//tUY621tk+Vyb4L0xa4z/J/c0yZ6evk73GYdYkDUYBnP0Q8++D5stWUPH3/SWo04oBmnLUydqa/dt8QX71niJV9Tdb1T/Kq4LsMF8fpKyf0llN6ywm9pYTeSkqlkGCz/HrZt20NaX2Cwh/f3b5ZMfuHm0oHM34hNi1kdHCQyb4KY4UiE71lthb3sd4OcWdwMSOV1bwm/gaHKmvYu+5cnj12FzWH98Q/w3XlB3hr+RZ2bLycx6770WnfiW8/NMA/3rmKj73lHp5//xcoHD6cBYe1KmGtfuyH6ZCUS6TlCklPhbRcJqlUaA6t4PCLXnDS37vSnr0UDo1Q27iBeMUg5Z27CKtVJs/eSlCtsfqrN5OWShx+4Q1Eo0cZ+ta3qa1fx+hzr6Xn0ccYuOtuJs87l9FrrqLv/gfpv/c+xi68kN2XXMNgP5AkEIaM1wKKkVOMFuIPz/E51euEcwvvvcvdrz6Z93YLJD8C/DTwQeBe4FnAbwC7gOuBvwDe7+47T+bAT7dlF0gCPY9uY9uOyznr5ZPzlv3Yl9Zz67cifqfwF6wg6+ISBjDU12Rtb5Wh/buYtDI9XuPRcDNjYR8xEY+UzsYu3syzn1+i/+bbmXz0IL1Rg6FSnchjjh4F4oQCMQEpfV5lkjJ/V3wJISm9XqXXq5TiGpW0ylAwScWrRCTcxrO5tGcvBZr80cZfpBGUjvuz95YS3vD8g9y7o5ev3jPEW16ynyvPmeq6kwXJIUcmIo6MR9kyfx0ejxidjDgyHhKFzjtfuZcdT5W5+Z4h3v4jezkyGvD524d487V7uGL9UfbtMx59rMiOJyLGDzuvvvQAm/omOLDf2Lsn5MBTRlpNuHbTYVaEdajFeDWGWgy1BKoxaS0hTVsX6IbnsaCnZHfm268US1IsdSxJCdLsD2fo2R/N04kHRlqISAshnr/SYgiFEM/vxnspyu7Kl6bKeDFbtsr5SV5sm2Xn956REvfv7OHZWydYO9hgYtJ46mDEgUMh4xMBQZIQeEqYpNkyTQnShCBtpVOCJMFjpyeMWT9Y4+DhCItTVvc1OHw0JLSU1b3NqQgsza9s87Sn4O2770xdFaeOeUf5+X+q85dIbeoCotXlLaB9he2tqy2jY512N7EkNY7WIhIPWLUiBoPYAxppQDMJqKchjXxZKTtnrW5QS0LG6xHjjYjxesRAX8LZ6+tYCITZXd/RWoHRaoHD1QJjtYiV/TGXbZkgDLLPlJ3eNq3RZaohZp4LgSQLAC3vPmiNpN19cCrdys/zlgGPAtJCSFKISMKIRv5qBgUohVgpICiHhOWAqCeg0BNQKkMhTGnEAQ/s6mGsGjJRC2km039GfVGD1TbBcGGUgbFRSqM1bDyBZPafpRtZAJUHcUlguAV5IBUQW0gSBngeYHkU0LACY3GB2EKOrlzBpy57JXub/QSBc/5ZVXYdLDFRC4nClAs2VElSY6wacnQyZLwWdv1/jcKUKHSiwInCLLiIwo5Xvt7OzyfNaMZGvZl186s3gyzdzNKNeOp3SRg4N1w8yuY19fYFvDuQJhTiBqW4RiGpU05qlNMa5aRGKalRSuuc3GXp7BzLglMLSSwLamOLSCwPWi0i7dge58FsQkSDkAYF4jSkTkTTIxK3rKUq/0xpaowd6qE8WM17Wubb0+xvUTIjnbZbumbbPtUKlvpxfC9nKNKkjyp9VqWfKr1UCS3lvvRsJqhM+6lcZY9wcfBE9vMhICG7MZ54lk7z9U41ioxTYcx7GKPCuFcYo4fmqY/KWhZ6qfLj5z/Br1xxF0PfuJ3C6OhJ7Wfs4osYv+yS4y6fxk5jXwPbdoBw+yGSneOEIzXiiZDmeETSOMG/0UWnWEqIiwGUDErgJcNLAeWBlJXlMYI4pjE8TFoqwdoy4ZZ+0kqFpFLOlxXSSpmkXCEtl5i1iVPmtFwDye3AH7v7/+jIez7wTeAP3f03T+aAy8VyDCSTv32EPaPns/GnYvw7+2BdL8EFQ+3tPtnEnziKnTsEkdF8eBTbOpDdnXt4BBsownAPVoko79zFylu/weS553Dkeded9B2cwsFDrPnil6ns3IUHAWm5RBKVaHqZQxNl9o70UikYK6lS2r2fUe9lyMfYa6v5XPTSWfc5W02q9aD9x60QpjSTgDX9dWikJNXsYrKQxhSTmGIaU0iaFNMsXaFB2ZuUPIZGQhgnFPPtURITnkRzRGpGLSySFAvUowL1sEAtKFILikwGRep5V4jZJJZdqCVB1kJhkWEFI4iMIF/uGS3TJLszngYBCdnYmVV9MYfGIpzsLmwx8vxiydt/5EuFlFozaD93x4ChvpjxWkgjNkpRSupGMzEqxZRG07JgN69ffyVh9UCTnftL0/LnErgTpUn2c89/9oU0+xkX8v+D1v9Ntj1fT6eXK5zk/8Xxii0gbbWGtFokWnkWkIRhvszvKEcBR2oFYsL2+5oeZsEXeQtbaMQekHhA7Fk6JSC1LGBzLEtj+QV7lp+SBXMzL4xOheVRWEAWtAZkQWv7Lr5n4VrnequbTqWQkCaQxNl+Qk/BoWAJPYWESiFrxTpwJMrflxLi9BRiymHC2ERISJrtr3VMT4lIs+5SljBRD+f9DMcrtYBmENEMQhphYSodFGiGWTrLK9AMs3QjKLRbjrJ0BMWAOAypxyFmeXCbt54kqYFDsZCyeqDJU4eLWV4uCp3UswvxSikLVKv1EMMppDEb+iZZVaqz68mICk3CZtzxO6pJMYkpeZNea1DyGGvEBM2kvb2QxJSSJoGnrf/g7Lh561FEQkhC6AmWt9y0ykU9KdHKEBsuY5v68a0r8S1D2OoylAOG7vg2fdtP/qIiDcJ283TqWbCRpvm9i7x+s+m8nLCOz3Rc5vkbNdfvW5j6PXjMLtOUoHl695KZ4wptzi1Lpdv/VmoBh1ZvYt/ac7EkZssT99E3eXjBjh1bRD0qUwvL1MMy9bBEPapMSydBSODZTcXAU8JZ03kI6ylhmueRZDceZ5Q9rg8+i9a9P+toVY3SJpXqGFHcaJerrx3m0EtfQn3d2hPa/5qPfZq+6lMnVqkOcV8f9bXDjK9ex/jqdRQ2rSStOklYwi2g/MQuKtsfZ/TqqygcGiF4ZDc7hi5m1dgIA488Rq1vNXEjgof2YCM1fDLNXtX8Juscgjedj12xZu4C3X4f5DdKbVpX4eDYMbqzLgMIwPrz6+UlGJPr+ydJv7sPW1EiuGHDohxjuQaSTeBF7n5HR14JqAI3dOafjpZbIOlxSvNHPwsHqtnJnjhERvAzl8BoA7/vAP7okazF44IhGO7Bv/kk9oINMFrH7+uYFWqgiK3tgbU92HC+XNuDre2F4Z7sr/1YA8YaWUtbp1qS7W+0AUfz5WgdjtTxsQaMNmBiaf8wx9FUK1irK1lQCgjLAWE5hFLWAmbFkNiMHftLlEsJG9fFbDvUSxqFnL+lzkP7+ziSlFgznHDW+oQVQ04tKHDzQ6uxUsDmjU22bm4yuBKONiI+e8caxiYjgtApF1JKBadcTCgXU8oFp1xIKBWdYsmwvjLhQJlKxaiUEnqKKeViOucF15OHinziq+u49rwxzl5X41O3DfP65x3k8q0TjNcCbv7S2RzoGWfnwRI3Xn+QgZ6Y//v1tbzsiiNcfe4Yt9y3gn2Hi1y8eZJLNk3QV0nZdbDIzfcM8brrDnHwaIE7Hhrg9dcf5PGnStzx0CDnnTXJpZsnGc67Hz+wq4fbfjjIBRsmefbZEwz2xO271Ul7rEZ+1zqZvj57evr6bCxOjunGe7zGqyG3PzjIeeurvPKqQ/zvfzqLWiPg8nMmueKcCc5eXz/h2Y2/83A/33xgkJ9+8VPUmgF/fdsw/+L6g+w7XOTme1dQDJ1iIaVcyMaWlKKUUn4ulAoppShh88g2giTmSO8aRitDpBYx1ShpHd33OtZTx5KYKI0JkyZR3CRMYsKkQdGbFNMGhbRJIW1S318gWp9yYGADo5VVBAHtLl9R0qS/foT++hEGakcwnG0bnoOHWeDUiI0giXnFhseY2HGEB5/s48A5F3GZP8b60hjBpVvof+ABMGPynLO568lVPLCrl4s3TXDhpsn2+Jh/vr+HHQ83GU5GGGqOMMwoXHE26y/sIyQLsn7weC93betrd51rdUc0m+o+ZzbV9W4hegWGaZNys0q5WaXUnCQNQg71raVe6KFUSHnehWMcHo/4319Zx49dOwLAl763kre9bB/j1ZDP3rGGn37JU5y7vkYzNnYeKPHongq7D5X4kcsOkTYS7nywh9c8+ymqk3DHAwNsGG5y0eYqA32OBwFf++EQj+3vZUV/wmB/ylB/yqqBmKH+bNKLzs+ZJHC0OtWz4vBExGjes2JywnnFpfu5uG8/62/6DNFY1iMj6emhtmE9tQ0bePzQ5ax+YUy8YrDrhZbFMYWRkenNwPnS3LFmE4tjLI4Jmk2sGWNxk6CZ5VmzmbWsL5X5jnWydQkC0mKRtFQiLeXLYitdJC2W8GLxhIOD+epqSQpJgqUpliTtF+10iqWtvI4y6dT2VtnZPvvhXUMMbVq4wOxkeRRN+9l6sQhpSuWJnVR2PE5p7z4wo7p1C2OXXkJ165bsvM278Fh7mXfnmbbz7DwO6vUZr8Yc6el5rfPXg+zGoYdh3h01gCDEA8ODfMhQ1v+2XZZjltb1RsYJC0Pivj6S/n7ivj7iwQFqmzae1A3/nV9bxXkX/vCkqhEPDJD0HTsRzkJwdzjayK4dR+vT+gmnX9pB+qmHFuW4J6QYwFl9WHHhboIC0FcgeOkm/ImjpN/dB09k847YyzZT+O8vXthj5ZZrIJkC17n7nR15IdAErnL375/MAZeL5RZIAng1Zu/H6gw3HiC4bh3JZx7Bv/Ek9Bewy1Zjl6/B1lRIPnYfTMYEP7qZ9O8fg4Ei4S9fCeUQnprEn5rE90/Cvnx5qHriNy+jAAaLMFjCWsuB1npp+raBjrxCQDBZZdMnPklYrXb7tMdmzfI7NO0tk6wYpLlikHgwe7lBODFJNDFBODFBODHZXj7dd5+TSpmkpyd79faQ9PSS9FRIenvbeWm5RDQ2TmFkhMLIEWyWOo/t76N/+GRm5XNsarBR+yLE2ulsaZ2DkDxvN+t4j3W8d7nyKCLp6cnGEndeCIRTFwfT060LiI50OOOC4QT1Pvwog3dP/Sr0IKA5NJRd6CfJ1IV6HGPNmCDOL9qbzZO6dk1KJRrDa7AkIRo9SjQxcUyZ6rM2U928ieKBgxQPHKAwcnhaUFBbv47S3n0YUF+zhtKBA+26Vzdvorp1C0G9nu1/dJTC6FHCsbFj6ptGEfX166js2n0Sn2Rxxf19NNasoTm0AlIniGNIEoI4zi7U8yBq9nS+PIXz3826XJDm62ZZfZoNgkZzqsUxf/+BH3s11c2bpgWNCzFeVk5/p8t5EExWASft6VnaA7f+fp0B3SNPl3NhJj9Yhcm5Joya53dvSjbB18xJnWZO+jTbDLut4SlH6viuMdg7MX2W5YWwcwzfdgT6CthVawmuXYddsxa7YGjR5pp4OgPJ+Tqa/76ZHepYb11L/Ccz67wd5u7+UydTAZlilYjJa84juiG7Q2Qv2gj7q7CmMq35PXjt2dm4oMES6ZsuwNb3Yqsrc+02+5IcnMT3TcL+yazL0kAxC1DL0fS7YMUAVpSgEmEneQfOewrs/M1fyseM5Xdbs4Ea7TuxJFlXrSy/dYe2dRfXCapVCqOjRKOjREdGKR48RM+27dkFIdmFVjtY6+2lOTTUTmeBXCX7I7IEAZHFCeHkZPaamGyniwdHCCd3E0xOzhk0JKVSNmZghkI9Iprzl+x8FZoaMzc1fi6bCKA9fi7Pa99l7SjndJRZxoJaLQuSkiQ7t/LzqH3OLVEgfOS51zJ+wfkUD41kNwcOHSI6OgZhSBpFxJUyXiiQRhFeKGR38fPltPVCNGu5Hd/fyjkXP0Rp31OU9u2j+NQB0lKJyfPOJR4cIB4YoJkvK7t2sfqLX6G8cxfNoRU01qxh/KILs6BqzWoqO3aw6pZbGbviMsKJScq7d7P/ta+hsXKI3ke30fvINlZ9/TY8CIgH+okHB5nc+qz8Js4A8cAg8YoBPAgZ/sL/o7R3H4efd92s5/CSCMPs5k0lm5AhaDYp5AF0af8BSnv3ZjcawjD7eXcs02IxS0chHubLGWWy7dHUxGdmWJr/XvP8XEvTqbzW77l8wPTU+sxlVt4LBdJiAS8Us2WxQFoo0ly1ktrmTU/Pz1RkgaQ9c1+XLKr23zxZrrpdsx73PhagHovB3WHPRNYbMHrm38zoFkjeAfTkr07fAvrylywiM4O1x97Js55COx1ctnr+/RQCWN+HrV/i/zIzaF3ELcT+3AknJ7PxaJXy6XO3MU0JqjXCybz1tFYj7uujuXKItFKZ9Q/e6XqXcVnxqYv7drB5zI2MqfTJ3HBIyyWaq7PvYH3TxnlKn5x6aYjG+nU01q9jjCu6lh1bOcT4hRdkLV6FwjHbG8NrOHrVlXgU5VMKJhBF7fqPvPTFBNUaaak47/drz0+/GUuSbF/LybnnPN01EBGRM5SZwYYzJ0Sa8wrA3W9YyoqIzMuMpHdx+vMvqiAg7e0h7e2h2WVsuSywzhsZswRVz1Q+T+tgO/AzaweRndJK+fgOZLb8gkgRERFZMqdJk46IiIiIiIgsF3PeTjaz93Z5XwzsB253920LXisRERERERFZtrr1S3p3l20h2RhJN7O/BN7u7svjidAiIiIiIiKyqLqNkRzq9kYz6wNeB/wv4DHg9xa2aiIiIiIiIrIcnfRMCe4+DnzKzDYD/woFkiIiIiIyi6O1Gnc++SQP7D9AihOYEZgR5kvLl91eC/3Qh/bTsLD2sv0ErNnyzLL81vvM8hoZgUFvsUhfsUhfscRAqUhfqUQxnP2B9+ONBnfv2cO9e/dx6dphCkHIgwcP8ObLLmff+DgrKmWGymXC02WGejkjLcSUe98BfmcB9iMiIiKniWqzyUi1SiNJaCZJxzLNlmlnftre3kw7yuTrzSTF8fazyB1wfNpTeeZdd5/1UVOtAKC93goO5lm39noWUAStIMKyoMFoBUBT6VZAZAZBZ9n8vdkjoY3UPa+/k3pW9zT/PFNpz8o57fKpw/jB79Fz2wRpvr31StLWMs2WHelsPSVN83yfXraVXuin7xpw0fAaDOP+/ftJ3RnMg6vUnRQ6PkNWv5mfa2meCLx4imFIf6lEf7FIX6lIf7HEeKPBA/v3k7hTDENu2b69Xf6fHt1GM02B7JxbUS6zqqfCykoPQ5UK/fk++kpFxiabNPcfoa9UZKhcoa9UfLo+ppyhFiKQHAbGF2A/IiIi8jRzlPgFgAAAIABJREFUd5ppynijwXi9zlijwXi9ka036ozXGxyYnOCOnbtoJCc2PUIUBBSCgGIYUgjD9jIKgnYrD+02ntnWOwK+jnXrCNaO+TwzAs40zYKyzs/rnaWn4lnIgzfvDPLy8lPprEwW9OUBYGu/Hen2dpgWdAa0gtUZ6dkCVKAZ15mYaLaD1cCMMAgIzIiCgFIUElqQ5xuBBe1WvzDoTGfbWunQgtkea3xK6nHC3Xv2YGa8/uKLee7mTZw9NDTt/3E+3hFULrTW/2NnunOJQ4pDK3/atmzZqlfqzkSjmX1HGg3G6nXG8u/NWPt7VGf30aNEQcBPXHwR12zYwDkrV/Knd93NZLPJOatW8p1du3n5uedQi2MOTVY5NDnJoeoke8bGeGD/fiaazY6fxT/DV6c+z/r+Pi5YvZoLVq/hgtWredaKQbVoyqI6pUDSzMrArwK3LUx1REREZCE1k4Q7n3ySxw6NUI1j6nHcXtbimGrcpB4n1JpNaklMrRmTdLloD8zoL5V44ZYtXLZ2mGIYUQiz4HBagBiEFMOgvR4FgS5qF8C227dy7g07nu5qHLe3X3XlKb3f8u6vs3cQfWZ457XXtNM/fuGFXcum7kw2m4zXGzz43VWsuPhxxut19k9M8PDBQ3x/7z5u3fE4AOUo4uLhNbzhkku4eHh4MT+CnKG6Pf7jP3V5XwisA34UKAJvWeB6iYiIyEkYbzQ4MDHBgYkJHjpwkFu2b2e0ViMwo1KIKEcFKlFEKYooRxEry5UsXYioRNn2chTRXyrSW5zqRtdXLNJfKlGJohNqURKRhROY5eMwi4yXzuLc9fVp292d/fl3/8EDB7hz925+55avsbavj95igZ5CkZ5CgZ5igd5C9h1f39fHxsEB1vf3U4oWorOinCm6nS1vhTm7psfAAeCvgQ+5++6FrpjIUmh14WokyfRuSTO6I3V2SepcT72z29NU2cAsu1grRBjG9sMjFIKwfTHWWyzSWyhQmGMQ/kx7x8YYqVa5YPVqoiCgmSTcsXMX12zcwO7RUR45eIhKITtepVCgp5BdKGZ5WXqulgDPx8u0xitNG+eUJtPGP8VpOmM8VMp5q1dxyfAw7k4tjvOuPJ3d4eoczZf1OGHDQD9bhobYumKoPZ7jwMQE/7RtGz92wQX8865dVAoFXrhlyzF1TdKUiWaTsfrMrkPTl4EZ12zcwEVr1pCkno/BStr/1/G0z5a2x2i1y+Xjt1r5jTQhTZ3nbd7E2r4+jlRrHK5VOVytcrhaY6LR4PzVq7hm40ZWVipsO3SIb+3cyRsvvZRyFPHYyAjf2bWbatzk4uFhLl6zhhWVykmetacHd+eLjzzCvvFxbrzkEgph2B6XNe2VdoyPmm17e3zX4nVvWzA+c9W7bQafZ/sMe6opR/fsa69PNprsn5jg4OQE+ycmODAxyYGJCSabzXaZwIyrN2zg5eeew3PWr1eLoMgznJmxtq+PtX19vGjrFt542aX87Q/v50it2u56+9T4OJPNJpPN5rTu6QYM9/WxaWCAjYODbBwc4ILVq9kwMJBPdiQyXbfHf2xcyoqIHK9mkjDRaHC4VmvfdR+pVqnHybRgaOarmSTUk2PLPJ1KYTgVWLZneysSjzzKWfdV6SsWaSQJn/7BD2kkCT2FAs9ev57JZoN79u5jfX8fByYmifOB+d0Uw5CeQoFiGNJMU+L2RBfpKV+cD5bLTDQaXeuRdXkLmGhMXeSu6e1l69AKnjgyylPj43z+wYeo5/8ntz+xkzhJGMsDxvFGg4lGY86LbYN2i8lEs8ltjz9+Sp+pNZarkHfVayYJX99xbHeyYhhSiSJu2b6dj373Ts5ftYqdo6PU4pjv7n4yH+cy2R6/9I8PPwLAqp4eouO4qI9rEdE/xKf0WU7W1GQjMycjsWnbW3md64k7Tx49CsAXHnp4cSt6Jtl/bFZvscCa3l6Ge3u5ZHiY4d5e1vT2sqa3h/X9/fSXSktfTxFZFlZWKrzjmqvn3F6PY/aMjfHk6FF2HR1l9+hRdh89yr379rUn/ekrFrlwzWouXjPM+atXsaqnh8FyWb0TpGvX1keAN7j7fUtYH3mGqsUxe46O0Uhi4jSd9mrmLV1xmlLPg8Tx/DXRMclDK78+S/AXmlGKovb4nFLHOJ3OAGrmGJ6p9aA9OUHnLHutWfo611sz8bVm8ZuayS+rh5mRpE41blJtxjTThLOHsseydn6O7M5gtj7RzPIOTE7w+JEjjE3uofaDqe4qlwwP86rzz+Oevfu4a88ejlSrvOaC8/nGjsfZOrSCd9/wAhynmt9hrDZjqs1muw6THel6HM8YxxR0THoRzDLGaZb8MKQYBGDGVx59lP0TEwy0u7+V6O/oBtefB8mt7jKHq1UeP3yYHYePsOPwYXYcPkySpvzsVVdyy/btvOq883j44CHu378/mz69WGJ9f197v/3t/efrpVI7GG/dMU3SlAcPHGDX6FEKYUAhCNvLYhgStT5PK1DMx3JFHXkz7762WoHDwBgqV1hRKbOyUqGcf66do6N8Z9duvrN7N+etWsVLzt7KZ+9/gPNWreSnr7icqzZsoKdQYPvICPfv388TR47MbJCa1diBPvpXP33zmc02UyZwzIQkrTLe8e9Lz97K5evW8YN9TxEE06fxD2326f1bk39MewXWnlQkMFvoJwAsqJlVmzn5y3zXXN0uynbfexYbr9jTXi+FEcN9vfQUCidaTRERAEpRxNahIbYOTX98fJKm7Bsfb3eRffDAAb735J5pZaIgYLBcZrBcYkWpzEC5lK2XyqzsqbCqp4fVPT2srFTUZfYZynyOKxkzS4Hnuvt3l7ZKS+Oyqzb633/nXU93NY5xug2i7+TuNJKkfXdr26ERHhsZYdvICE8ePXpCrV7lKGq3znW21HWmB8tl1vT2MNzby0C5/IzqdrHt9q1svf4xJppNqs0ma3p725+v1YW0UihQbTYphqG6qz2Dnc6/E2Rh6VwQ0HkgU5b6XBit1dg+MsKRWo3Rep3RWo3RWrY8Wq9xJE/P1turv1RiVU+F1XlwuSp/DZRKlKKIUhhSzsdut8ZvF2e5qSvHOtXz4NzCe+9y97mbrbvQ7YHTQJoHaI04pp53R6zHCY0kntZFsx7HxGn2LKh6ElOPE+pJPP/Amzk40EyzY9XjeGqfeT2mLfP0TEPlMuesWsn1mzfxrBUrqEQRUZDN3heFQbbMX61Wrp5i8bi6/D3ThUHAQKnEwIxuaWZGJW+BqKglQkRERJbAYLnMc846a95yrWfMHpqc5ODkZPYIkzx9cHKShw8eYqxen3c/kA0fKXcEl6UwnEpHeTpsBaCzB54rKz28eOuW456XQo7ffIHkMp7V4Jln26ERPrn/exz4hz3twLA1wcnJanW1PFmFIMjuCnV8eUtRyFChnOVFIaUwW2Zf8OwO0nBfL+euXMnKnp6TPraIiIiInF4qhQIbCgU2DAzMWaaezx8w3mhkjx9qN0rEeTrpSMczyiQcqdXaDRm1jmvmufzZ3XdTnBFIHnN1PMv18kK2h77q/PO58dJLFnCPT7/5AslvHW8Q4u7FU6/OmauZJPz+rbfSaBhXbx5uN/MX88CsGIYUo7CdV4qmj/Fr5UX5w4ZbXQPUsiciIiIiy0kpijirS6B5MuYaQnXP3r18d/eTdA7nm1ly5izbsxY6RRsG+hd2h8vAfIHkh4EnlqIiZ7pCGPLeF72QxgOXc+nz98z/BhERERERAZhzPOWVZ53FlcfRJVdO3HyB5E3P1Ml2lqPzV69mW6Bp2kVEREREZHlTv0cRERERERE5IQokRURERERE5IR0CyR/Dnhsvh2YWdnMbly4KomIiIiIiMhyNmcg6e6fcPdDs20zs9DMXmVmfwE8Bdy0WBUUERERERGR5WW+yXamMbMXAm8G3gCsBA4AnwT+csFrJiIiIiIiIsvSvIGkmV1FFjy+CTgLGAe+ArweeKO7f2NRaygiIiIiIiLLypyBpJn9LlkAeQ5QB75I1oX1H4EyWaukiIiIiIiInGG6tUi+D3DgFuBfufuTrQ1mpocdioiIiIiInKG6zdr6H4BHgR8BHjWzvzGz15tZeWmqJiIiIiIiIstRt1lbf8fdLwSuBj4CXAf8DbAf+ARZa6UvRSVFRERERERk+ejWIgmAu9/t7r/u7puBFwOfAl4IGPB3ZvZhM7tucaspIiIiIiIiy8W8gWQnd/+Gu/88sB54NdkEPG8B7liEuomIiIiIiMgydEKBZIu7J+7+ZXd/KzAMvPF43mdmbzCzO8zskJnVzOxhM/v3ZlbsKGNm9l4z22VmVTP7hpk9e5Z9XWxmt5jZpJntMbPfM7PwZD6PiIiIiIiIHL+TCiRnuB7418dZdhXw9bz8q4A/BX4b+KOOMr9FNmPsB4HXkj238mYzW9cqYGZDwM1kYzRfB/we8GvA757KBxEREREREZH5dXv8B2a2AnglsAnYDnze3Zv5thuB3wSuBB45noO5+/+akfV1MxsA3mVm/xYokQWSf+DuH86P823gceAXgX+fv+/fABXgX7j7UeCr+X4+YGb/Jc8TERERERGRRTBni6SZXQY8CPwVWevg3wDfNrNnmdm3gJvIAr+fAi4+hTocAlpdW68HBoDPtDa6+wTwBbIWzJZXAV+ZETDeRBZcvugU6iIiIiIiIiLz6Na19T8BR4HnAT3ARcAIcCdwKfA2d7/M3f/a3dMTOaiZhWbWY2Y3AL8EfNTdHbgQSMieX9npwXxby4XAQ50F3H0nMDmjnIiIiIiIiCywbl1brwb+nbt/J19/2Mx+nizIe4e7/+UpHHeCrDUT4C+Ad+fpIWDc3ZMZ5Q8DPWZWdPdGXu7ILPs9nG+blZm9A3gHwPDaVWy7fevJf4JFUh8vLct6ydLSeSAtOhekReeCgM4DmaJzQeDpPQ+6BZJrycYmdmqt33uKx72erJXzWuD9wIeBX8i3+SzlbZZtc5WbLT97g/vHgY8DXHbVRj/3hh0nVuslsO32rSzHesnS0nkgLToXpEXngoDOA5mic0Hg6T0Puk62w9xBWXwqB3X3u/Pk7WZ2EPhzM/tvZC2K/WYWzmiVXAFMtib6ycutmGXXg8zeUikiIiIiIiILZL5A8itmNlvQeMvMfHcfPsk6tILKrWTjHkPgXODhjjIzx0Q+xIyxkGa2CeidUU5EREREREQWWLdAcqmeyfj8fLkDeJJsgp8bgd8HMLMesudJfrzjPV8C3m1m/e4+lue9CagCty1FpUVERERERM5UcwaS7r7ggaSZfRm4GbifbHbW5wO/Bnza3R/Ly/xn4H1mdpisdfFXyWaX/ZOOXX2MbLbXz5nZB4GzgQ8Af6RnSIqIiIiIiCyu+bq2LrQ7gZ8BtpCNs9wOvIcsMGz5z2SB43uAVcD3gB9196daBdz9sJm9jGySni+QjYv8EFkwKSIiIiIiIotozkDSzB4B3uDu9+XrBnwC+ED+zMZWuWuB2929ON/B3P19wPvmKePAf8xf3co9ALx0vmOKiIiIiIjIwgq6bDsXKM8o+zZg9YxyRjZBjoiIiIiIiJwBugWSs7H5i4iIiIiIiMgz2YkGkiIiIiIiInKGUyApIiIiIiIiJ2S+WVtfb2ZX5+kAcOBGM3tuR5kti1ExERERERERWZ7mCyTfPUveb86S5wtQFxERERERETkNzBlIuru6vYqIiIiIiMgxFCyKiIiIiIjICZkzkLTML5jZD8xszMweNbMPmlnPUlZQRERERERElpduLZL/BvgwsA/4n8DdwK8Cf7IE9RIREREREZFlqttkOz8P/A93/+VWhpm9FfhTM/sFd68veu1ERERERERk2enWInku8Pcz8j6Xv+fsRauRiIiIiIiILGvdAskyMDkjr5ovK4tTHREREREREVnu5nuO5OvN7OqO9YDsmZE3mtlzO/Ld3T+64LUTERERERGRZWe+QPLdc+T/5ox1BxRIioiIiIiInAHmDCTdXc+YFBERERERkWMoWBQREREREZETokBSRERERERETsicXVvNLDmRHbl7eOrVERERERERkeWu22Q7BowBnwf+eWmqIyIiIiIiIstdt0DyrcC/BN4IPB+4CbjJ3e9bioqJiIiIiIjI8jTnGEl3/0t3/zFgHfAHwHXA3Wb2gJm938zOX6pKioiIiIiIyPIx72Q77n7Y3f+3u78M2Ej2vMhXAA+Y2f9c7AqKiIiIiIjI8nKis7am+cvJxlDagtdIRERERERElrVuYyQBMLNB4PXATwIvBh4FPg38a3d/aFFrJyIiIiIiIstOt8d/vBl4M/ByYA/wGeDX3f2eJaqbiIiIiIiILEPdWiQ/Rfb4j78Fvk3WnfV6M7t+lrLu7h9dhPqJiIiIiIjIMjNf19Z+si6tPzlPOSebhEdERERERESe4eYMJN39RCfiERERERERkTOAgkURERERERE5IXMGkmb2k2a2ckbeZjOLZuSdZWbvXawKioiIiIiIyPLSrUXy/wLntlbMLAR2AJfPKLcJ+A8LXzURERERERFZjroFknaceSIiIiIiInIG0RhJEREREREROSEKJEVEREREROSEzBdI+nHmiYiIiIiIyBlizudI5r5iZvGMvFtm5M23DxEREREREXkG6RYE/h5qfRQREREREZEZ5gwk3f0DS1gPEREREREROU3MOUbSzBIzu3YpKyMiIiIiIiLL34k+R1JERERERETOcHr8h4iIiIiIiJyQ+WZcXWdmm49nR+6+cwHqIyIiIiIiIsvcfIHk3x3HPoxsdtfw1KsjIiIiIiIiy918geS7gYeXoiIiIiIiIiJyepgvkLzd3b+7JDURERERERGR04Im2xEREREREZETokBSRERERERETki3QPIlwANLVRERERERERE5Pcw5RtLdbzueHZjZJsD0+A8REREREZEzw3yT7RyP7WQtm3r8h4iIiIiIyBlgIQLJnyV7lqSIiIiIiIicAU45kHT3v1iIioiIiIiIiMjpQbO2ioiIiIiIyAnp2iJpZluAnwCKwF+7+y4zuxD4LeBssvGRH3L3exe5niIiIiIiIrJMzBlImtmVwNeAMlADfsPMXg38P+AQ8APgBcCNZna1uz+4BPUVERERERGRp1m3rq2/D9wDrAKGgD8DPg98F7jE3W8ELgHuAt6/yPUUERERERGRZaJbIHk18EfuPuHuDvxXYBj4iLsnAO5eAz4CXLfoNRUREREREZFloVsg2Qcc7Vg/mC/3zii3F1i/kJUSERERERGR5atbILkXOKe1krdCvgfYPaPcWcDhha+aiIiIiIiILEfdAsm7gB/pzHD3D7r7/hnlXpmXFRERERERkTNAt8d//BQQHsc+vgQ8vDDVERERERERkeVuzkDS3ZtAc74duPtNC1ojERERERERWda6dW0FwMwiM3uBmb3DzH7LzN5tZm81s/NP9GBmdqOZfd7MnjSzcTO7y8zePKPMgJn9sZk9bmaTZvagmf2ymdmMchvM7O/y/Rw0sw+bWc+J1klEREREREROTLeurZjZL5E9I3IIaAVynqfdzO4A/o2733+cx/tVYAfwK2SzwL4a+CszW+3uf5KX+STwQuC9wDbgJcAf5cf8UF6vCPgK0ADeBKzIy6wAfvo46yIiIiIiIiInYc5A0sx+Bfgg8CfAPwF1sudF/irwu8B3gHcB3zKz6939geM43mvd/WDH+tfM7Kx8n3+Styi+Dvhld/94R5lLgH9JHkgCNwIXAee6+468vk3gJjP7XXd/9DjqIiIiIiIiIiehW4vkvwV+193/Y0ferWZ2D/C3wFp3f7uZ9ZMFnK+d72AzgsiW7wOv76hPAIzOKHME2Nix/irgzlYQmft7shbKVwIKJEVERERERBZJtzGSZ5G1Os70HaAX2Jqv/xXwglOow/XAIwDufhT4DPAbZvZsM+s3sx8D3gj8z473XAg81LkTd28Aj+XbREREREREZJF0a5F8mKwL6c0z8t8AxMDufP0oxzFpz2zM7GVkXVnf3pH9VuBTZC2VkI3JfI+7/3lHmSGyVsqZDufb5jreO4B3AKxdu5Zdtz/vZKq9qJrj48uyXrK0dB5Ii84FadG5IKDzQKboXBB4es+DboHk7wCfNbMLyILJBnANWeD3MXdvdT99NjNaB4+HmW0ha838B3f/ZMemD5GNxfxXwHbgBuADZnbQ3T/RUc5n2+0c+dkbsnGXHwe4+uqr/cUvfvGJVnvR3XrrrSzHesnS0nkgLToXpEXngoDOA5mic0Hg6T0Puj1H8u/N7IXA+4BfBMpks6j+AvCnHUVvB75+Igc1s5XAl4CddMyyamaXAz8PvNzdv5pnfyMfh/lfzezP3D0la3lcMcuuVzB7S6WIiIiIiIgskK6P/3D3b5FNXtOtzGzjKOeUz8z6j0AReI27T3Rsbo1vvGfG275PFiSuAg6QtYBOGwtpZkXgbOBjJ1IfEREREREROTEnNbbxZOXPf/wb4DzgVe6+f0aRJ/LllTPyrwImyJ49CVlr5jVm9qyOMj8OlIAvL2ilRUREREREZJqugaSZvc7M/trMbjKzF+V5Lzeze8xszMx+YGbvPIHjfQR4NfAfgJVm9tyOVwn4Xv76UzP7WTN7qZm9H/hl4CPu3hr/+LdkrZKfM7NXm9mbgQ8Df6VnSIqIiIiIiCyuObu2mtlPAn9J1q30CPBlM3s72fjIvyObWfVq4CNmlrj7/zmO4708X/73WbZtdffHzey1wO8D7wfWkLVSfgD4b62C7t40s1eSBY+fAerATcC7j6MOIiIiIiIicgq6jZH8deCj7v4uADP7GeDPgD92999qFTKzDwHvAuYNJN19y3GU2Qf86+Motxv4ifnKiYiIiIiIyMLq1rX1PLIupC2fJZsg54szyv0jcM4C10tERERERESWqW6B5CiwtmO9lV4zo9wa4OhCVkpERERERESWr25dW78K/L6ZHSULFH8P+CbwATP7vrtvN7PzyJ4z+a3Fr6qIiIiIiIgsB91aJN8DHCbruvoNoAy8jmzym0fNbIxs5tTevKyIiIiIiIicAeZskXT3fWZ2LXA+UHD3HwLks6q+FriALKj8oruPL0VlRURERERE5OnX7fEf7wf+j7s/3JmfP8vx84tdMREREREREVmeunVt/R1g41JVRERERERERE4P3QJJW7JaiIiIiIiIyGmjWyAJ4EtSCxERERERETltdHv8B8D7zezAcezH3f1nF6JCIiIiIiIisrzNF0ieA6w7jv2o5VJERERE5P+3d6/BklXlHcafPwyoI3ILBoMQEMEASVmoGJUqgRGTAF4wKihqDFpqDEaJRghERVBiKoIaI2LCBwtvBC8RJeJoUC5KRCNXI3ITQQSMigySAQSENx/2bmZP02dO75kz3XPmPL+qVT29eu3V68x6zz7r7d4XaYGYLZE8tKr+eyIjkSRJkiTNC7OdIylJkiRJ0kpMJCVJkiRJvawqkTwfuGtSA5EkSZIkzQ+rSiT3AhZPaiCSJEmSpPlhVYlkJjYKSZIkSdK84TmSkiRJkqReZrv9xwFJdhmno6r6+ByMR5IkSZK0jpstkTxmzH4KMJGUJEmSpAVgtkRyCXDRJAYiSZIkSZofZksk766qOycyEkmSJEnSvODFdiRJkiRJvZhISpIkSZJ6mfHQ1qoyyZQkSZIkPYTJoiRJkiSpFxNJSZIkSVIvJpKSJEmSpF5MJCVJkiRJvZhISpIkSZJ6MZGUJEmSJPViIilJkiRJ6sVEUpIkSZLUi4mkJEmSJKkXE0lJkiRJUi8mkpIkSZKkXkwkJUmSJEm9mEhKkiRJknoxkZQkSZIk9WIiKUmSJEnqxURSkiRJktSLiaQkSZIkqRcTSUmSJElSLyaSkiRJkqReTCQlSZIkSb2YSEqSJEmSejGRlCRJkiT1YiIpSZIkSerFRFKSJEmS1IuJpCRJkiSpFxNJSZIkSVIvJpKSJEmSpF5MJCVJkiRJvZhISpIkSZJ6MZGUJEmSJPViIilJkiRJ6sVEUpIkSZLUi4mkJEmSJKkXE0lJkiRJUi8mkpIkSZKkXkwkJUmSJEm9mEhKkiRJknoxkZQkSZIk9TLRRDLJQUnOTHJzkuVJLk5yyIh22yf5tyS3JbkryeVJ9htq89gkZ7T93JrkpCSLJ/fTSJIkSdLCtGjC7/cW4HrgzcCtwAHAaUm2qqoPASTZDrgQuBx4FXAnsDvwiEEnSRYBXwXuBV4CbA68v318xaR+GEmSJElaiCadSD6vqm7tPD8nyTY0CeaH2roTgOuA51TVA23d14b6OQjYFdipqq4HSHIfcHqS46rq2rX2E0iSJEnSAjfRQ1uHksiBS4FtAJJsBrwQOLmTRI6yP/DdQRLZ+gLNN5T7jd5EkiRJkjQX1oWL7ewJXNP++8nARkAl+a8k9yW5KcnRSdLZZhfgqm4nVXUvzTeZu0xi0JIkSZK0UKWqpvfmyb7A2cCrq+rU9sI7pwF3AB+hOQ9yCfA24I1VdXK73bXAWVX110P9XQDcWFUvm+H9Xge8DmDrrbd+yumnn752frA1sHz5cjbZZJNpD0NTZhxowFjQgLEgMA60grEgWPM4WLJkycVVtcfqbDvpcyQflGQHmqTxi1V1als9+IZ0aVUd1f773CTbAkcDJ3e6GJUBZ4b6ZoOqU4BTAPbYY4/aZ599VnP0a895553HujguTZZxoAFjQQPGgsA40ArGgmC6cTCVQ1uTbAksBW5k5aus3tY+nju0yTnAtkk2bZ8vo7lC67DNgdvncKiSJEmSpCETTyTbez1+CdiY5sqsd3ZevnKmzdrHwQV4rmLoXMgkGwM7MnTupCRJkiRpbk00kWzv//hZYGdg/6r6eff1qroBuALYd2jTfYHrqmp5+3wp8NQk23faPB94GPCVtTB0SZIkSVJr0udIngwcABwObJnk6Z3XLq2qe4B3AP+e5ATgP4F9gD8DXtlp+zmaC/DhIhk3AAAM+klEQVR8Psk7gM2ADwCneQ9JSZIkSVq7Jp1I/nH7+MERrz0OuKGqzkjySppE8XCa8yjfUFWfGjSsqvuS7AecBHwGuAc4HThibQ5ekiRJkjThRLKqdhiz3SeBT87S5ibgBXMwLEmSJElSD1O5aqskSZIkaf4ykZQkSZIk9WIiKUmSJEnqxURSkiRJktSLiaQkSZIkqRcTSUmSJElSLyaSkiRJkqReTCQlSZIkSb2YSEqSJEmSejGRlCRJkiT1YiIpSZIkSerFRFKSJEmS1IuJpCRJkiSpFxNJSZIkSVIvJpKSJEmSpF5MJCVJkiRJvZhISpIkSZJ6MZGUJEmSJPViIilJkiRJ6sVEUpIkSZLUi4mkJEmSJKkXE0lJkiRJUi8mkpIkSZKkXlJV0x7DVCT5BfDjaY9jhK2AW6c9CE2dcaABY0EDxoLAONAKxoJgzeNg+6p69OpsuGATyXVVkouqao9pj0PTZRxowFjQgLEgMA60grEgmG4ceGirJEmSJKkXE0lJkiRJUi8mkuueU6Y9AK0TjAMNGAsaMBYExoFWMBYEU4wDz5GUJEmSJPXiN5KSJEmSpF5MJNcBSXZL8vUkdyW5Jcm7kmw47XFp9SQ5KMmZSW5OsjzJxUkOGdHutUmuTfLrts2+I9o8NskZbT+3JjkpyeLV6UvT1c7l8iSVZJNOfZL8XZKfJLk7yTeS7D5i+1n3E+P2pclLsijJUe3v6T1JbkrygaE2xsJ6LslLk1zS7gtuTvLxJNsMtTEO1jNJdkryr0kuT3J/kvNGtJn4vI/Tl+bObHGQ5HeSnNC+vrydv48N7yPatnO2Phy3r5GqyjLFAmwB3AJ8Dfgj4PXAncDx0x6bZbXn9ELgNOBg4FnAiUABb+y0eSlwP/AOYAnwceBu4A86bRYB3wcuAZ4DvBz4GfDJofebtS/L9EsbE//bxsImnfqj2/n6K+DZwJdp7gf1mE6bsfYT4/Rlmdr8f6Kdw78A9gZeAbyn7/wZC/O3AM9vf/9PAvZtY+CGdh+/gXGw/hbgQOAnwGeBK4HzRrSZ6LyP25dlcnEAPBf4IXAUzXrupcBV7X6iu26Ys/XhuH3N+DNN+z91oZf2l30ZsGmn7kjgrm6dZf4UYKsRdacB13eeXw18tPN8A+B/ur+4wCHtDuBxnbqDgQeAnfv0ZZl6TDwTuA14K51EEng48CvgmE7bRwK/6P4xH2c/MW5flqnM/37AfcBuq2hjLKznBTgduHiobpBc7mocrL+FlT8o+BwPTSAmPu/j9GWZeBxsDiwaqntCu4/4807dnK0Px+1rpuKhrdO3P/DVqrqjU3c68AiaT601z1TVrSOqLwW2AUiyI82O4TOdbR6g+YRq/842+wPfrarrO3VfAO6lWZj26UtT0h4m9CHgXTSfCHftCWzKyvN3J/AfPDQWZttPjNuXJu/VwDlV9YNVtDEW1n8b0Szwu25vH9M+Ggfrofbv8qpMY95df07YbHFQVbdX1W+G6q6hSe67h7fO5fpw1r5WxURy+nah+dr6QVV1I03Q7DKVEWlt2BO4pv33YF6vGmpzJbBlkkd32g3Hxr3AdZ0+xu1L0/N6mk+IPzzitV1oPgm8dqj+Slb+/R9nPzFuX5q8pwHXtOed3NGej/T5ofNejIX130eBZyZ5ZZJNkzwBOB44t/Mhg3GwME1j3l1/zgNJnggsZsUaEuZ2fThOXzMykZy+LVjxiWTXsvY1zXPtic0HAu9rqwbzOjzvy4ZeHyc2xu1LU5Dkt4B3A2+pqvtGNNkCWF5V9w/VLwMWJ9m4026cWBinL03eY4BDgd1pzll5FfAU4Iwkg2+ijIX1XFWdRRMHp9B8M3k1sCHwwk4z42Bhmsa8u/5cxyXZAPggzYcCZ3Zemsv14RrFwaLZGmgiRt3MMzPUax5JsgPN+ZFfrKpTh14ent+MqB83NsbpS5P398B3qurLq2gz0xwPvzZOLIzblyYrbTmwqn4JkOSnwPk0F+T6etvOWFiPJVkC/AvNwnApsDVwLM0HCs/uLPyNg4VpGvPu+nPd9g/AM4C9R3wYPZfrw9WOAxPJ6VtGc3LtsM0Y/QmB5okkW9IsFm6kuTrfwODToM1Z+XyZQRzc3mk3KjY2H2ozTl+asCS/T3Nu3F5JBvMxuJz2Zknup5m/RyXZcOjT482Buzp/OMbZT4zblyZvGfCjQRLZuoDmHJTdaBJJY2H99z7gzKr620FFkstoDis7EPg8xsFCNY15d/25DktyGHAEcEhVfWfo5blcH47T14w8tHX6rmLoGOQk29FcYWv4uGbNE+39d74EbAw8pz3RfWAwr8PHnu8C3FZVv+i0G46NjYEdO32M25cmb2eai2tcSLOjXsaK8yRvorkAz1U0h7btNLTt8DkL4+wnxu1Lk3flDPWhuTIeGAsLwS7AZd2Kqrqa5nL8j2+rjIOFaRrz7vpzHZXkRTRrhCOr6tMjmszl+nCcvmZkIjl9S4E/SfKoTt1LaP6wnD+dIWlNJFlEc1WsnYH9q+rn3der6kc0J00f1Nlmg/b50k7TpcBTk2zfqXs+8DDgKz370uRdQHPfpm75x/a1A4ATgG8Bd7Dy/C0GnsdDY2G2/cS4fWnyvgQ8MclWnbq9aD5ouLx9biys/34MPLlbkWRXmqtk3tBWGQcL0zTm3fXnOijJPsCngJOq6sQZms3l+nDWvlZpTe6HYpmTe8psAfwUOJvmprGvA5bjPZ7mbaG5kEIBbwKePlQe1rYZ3Lfn7TQJxqk89CaxG9HcJPZimsTjEJob2g/fcHbWvizrRqG50MaD95Fs646muUreG2huUn4WzW1Ctu60GWs/MU5flqnM+6Y0h7hfSLOYexnNTanP7jt/xsL8LcDhNN9Av6+du5fTXHDneuCRxsH6W2hOa3hxWy4Erug8XzyNeR+3L8vk4gDYleZw0storvbfXT8+vtPPnK0Px+1rxp9p2v+ploLmHJlz2sn9Kc1VHjec9rgsqz2fN9AkC6PKDp12rwV+CNwDXALsO6KvbWnu57Mc+CXNoZGLR7SbtS/L9AujE8kAb6M53PVu4JvAk0ZsO+t+Yty+LFOZ+52ALwN30hzmfCqwxerMn7EwP0s7J38JfK+Ng5uBTwM7GgfrdwF2mG1dMI15H6cvy+TigBVrhFHl1KG+5mx9OG5fo0raDiRJkiRJGovnSEqSJEmSejGRlCRJkiT1YiIpSZIkSerFRFKSJEmS1IuJpCRJkiSpFxNJSZIkSVIvJpKSpAUtycFJDh1Rf16Sz01hSDNKsk+Sasvtq7ndrWtzjJKkhWHRtAcgSdKUHQxsBZw6VH8YcN/ERzOelwPX9Gh/CfAM4DXAC9bKiCRJC4qJpCRJI1TVD6Y9hlX4XlV9f9zGVXUH8O0k+63FMUmSFhAPbZUkLVhJTgVeBOzdOfTz2Pa1lQ5tTXJskluTPC3JRUnuTnJBkscl+e0kX0iyPMmVSZ414r1ek+SKJPck+XGSI+fw59goyYlJbmz7vyXJGUk2nqv3kCSpy28kJUkL2buB3wU2pzmUFeCmVbRfDJwCvBe4E/hn4BPAPcBS4GTgSOCzSbarqrsAkhwBvKfd7jzgKcC7k9xVVSfNwc9xNM3hrkcB1wOPAQ4ANpyDviVJeggTSUnSglVV1yW5Ddigqr49xiaPAN5UVecDJNkG+DDwzqo6sa27CbgC2BtYmmRT4J3A8VV1XNvP2UkWA29P8pGqun8Nf5Q/BE6rqo916j6zhn1KkjQjD22VJGl89wLf7Dz/Yft4zoi6x7aPzwAeSfMt5aJBabfZGth2DsZ1GXBokiOTPDFJ5qBPSZJmZCIpSdL4/q+qHug8v7d9fPBWHFU1qHt4+7hV+3gFzVVgB+Xctn67ORjX8TTfjB4GXA78JMnhc9CvJEkjeWirJElr123t43OBn414/eo1fYOq+jVwDHBMkp2B1wP/lOTqqvrKmvYvSdIwE0lJ0kJ3Lyu+PVwbLgTuBrapqrPW4vsAUFXXJnkr8AZgN8BEUpI050wkJUkL3VXAgUleQHPF1luq6pa56ryqbm9vKfLBJNsD36A5teQJwJKq+lOAJPvQHO66pKrO6/MeSc4ALgYupUlaX0zzN/4bc/NTSJK0MhNJSdJCdzLwJOCjwBbAccCxc/kGVfXeJLcAbwb+Bvg1cA3w6U6zxe3jz1fjLb4FvAQ4giZJ/QHwoqq6aLUHLUnSKqSqpj0GSZIWvCTHAXtV1ZJVtNmH5lvL3YHvj3vbkPYqrhvSnEd5WFVtNcsmkiStkt9ISpK0btgTeP+YbS8DfgVsPmb7vVlxldhf9hyXJEkP4TeSkiTNE0keBfxe+/Q3VXXZamx3X1VdvjbGJ0laOEwkJUmSJEm9bDDtAUiSJEmS5hcTSUmSJElSLyaSkiRJkqReTCQlSZIkSb2YSEqSJEmSejGRlCRJkiT18v/jM4lev2OSqAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<lhcsmapi.pyedsl.AssertionBuilder.AssertionBuilderSignalPlotResult at 0x7ff701e922e8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   "source": [
    "AssertionBuilder() \\\n",
    "    .with_signal(tt893_nxcals_dfs) \\\n",
    "    .has_min_max_value(value_min=280, value_max=320) \\\n",
    "    .show_plot(ylabel='TT893.TEMPERATURECALC [K]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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    "## 5.4. DFB Temperature - TT891A.TEMPERATURECALC\n",
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    "\n",
    "TT891A.TEMPERATURECALC - Temperature between the HTS and resistive part of the current leads (supposed to be regulated around 50 K)\n",
    "\n",
    "*QUERY*:\n",
    "\n",
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    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
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    "|tt891a_nxcals_dfs\t|list of DataFrames\t|K\t|NXCALS|Temperature between the HTS and resistive part of the current lead, TT891A.TEMPERATURECALC|\n",
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    "\n",
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    "*CRITERIA*:\n",
    "\n",
    "- Check if the temperature is regulated around 50 K -> 46 K < TT891A < 54 K, even without current\n",
    "\n",
    "*GRAPHS*:\n",
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    "\n",
    "For odd and even leads\n",
    "- Main power converter current, I_MEAS\n",
    "- Temperature between the HTS and resistive part of the current lead on the right axis, TT891A.TEMPERATURECALC\n",
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    "- t = 0 s corresponds to the start time of the test\n"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 12,
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   "metadata": {
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    "deletable": false,
    "editable": false,
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    "scrolled": false
   },
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<lhcsmapi.pyedsl.AssertionBuilder.AssertionBuilderSignalPlotResult at 0x7ff701c67dd8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   "source": [
    "AssertionBuilder().with_signal(tt891a_nxcals_dfs) \\\n",
    "    .has_min_max_value(value_min=46, value_max=54) \\\n",
    "    .show_plot(ylabel='TT891A.TEMPERATURECALC [K]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
693
    "## 5.5. DFB Valve Regulation - CV891.POSST\n",
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    "\n",
    "CV891.POSST - Valve for regulation of TT891A\n",
    "\n",
697
    "*QUERY*: \n",
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    "\n",
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    "|Variable Name\t|Variable Type\t|Variable Unit\t|Database|Comment\n",
    "|---------------|---------------|---------------|--------|------|\n",
    "|cv891_nxcals_dfs\t|list of DataFrames\t|%\t|NXCALS|Valve for regulation of TT891A, CV891.POSST|\n",
702
    "\n",
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    "*CRITERIA*:\n",
    "\n",
    "- Check if the valve is opened (>2%), but not fully (<50%)\n",
    "- Check if the valve variation (defined as difference between the maximum and minimum value) does not exceed 8% at constant current (the ramp of the current is excluded this criterion)\n",
    "\n",
    "*GRAPHS*:\n",
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    "\n",
    "- Main power converter current, I_MEAS\n",
    "- Valve for regulation of TT891A, CV891.POSST\n",
    "- t = 0 s corresponds to the start time of the test\n",
713
    "- Green box denotes the valve opening validity region [2, 50] % of the TT891A temperature regulation"
714
715
716
717
   ]
  },
  {
   "cell_type": "code",
718
   "execution_count": 13,
719
   "metadata": {
720
721
    "deletable": false,
    "editable": false,
722
723
    "scrolled": false
   },
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<lhcsmapi.pyedsl.AssertionBuilder.AssertionBuilderSignalPlotResult at 0x7ff701d74da0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
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   "source": [
    "AssertionBuilder().with_signal(cv891_nxcals_dfs) \\\n",
    "    .has_min_max_value(value_min=2, value_max=50) \\\n",
    "    .show_plot(ylabel='CV891.POSST [%]')"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 14,
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   "metadata": {
    "deletable": false,
    "editable": false
   },
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   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<lhcsmapi.pyedsl.AssertionBuilder.AssertionBuilderSignalPlotResult at 0x7ff701d615c0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
781
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   "source": [
    "AssertionBuilder().with_signal(cv891_nxcals_dfs) \\\n",
783
    "    .with_time_range(t_start=(np.array(plateau_start)-Time.to_unix_timestamp(t_start))/1e9, t_end=(np.array(plateau_end)-Time.to_unix_timestamp(t_start))/1e9) \\\n",
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    "    .has_min_max_variation(variation_min_max=8) \\\n",
    "    .show_plot(ylabel='CV891')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
792
    "# 6. Final Report"
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   ]
  },
  {
   "cell_type": "code",
797
   "execution_count": 15,
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   "metadata": {
    "deletable": false,
    "editable": false
   },
802