{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e9b3686a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-10-27T21:32:45.203481Z",
     "iopub.status.busy": "2021-10-27T21:32:45.202562Z",
     "iopub.status.idle": "2021-10-27T21:33:21.860469Z",
     "shell.execute_reply": "2021-10-27T21:33:21.859149Z"
    },
    "papermill": {
     "duration": 36.867193,
     "end_time": "2021-10-27T21:33:21.860827",
     "exception": false,
     "start_time": "2021-10-27T21:32:44.993634",
     "status": "completed"
    }
   },
   "outputs": [],
   "source": [
    "\"\"\"Manual spark configuration based on the default Spark configuration from the NXCALS bundle\n",
    "and https://gitlab.cern.ch/msobiesz/spark-pipelines/-/blob/master/NXCALS-example-for-DAaaS.ipynb.\n",
    "Used unless the spark context is already created. (outside of SWAN service or pyspark)\n",
    "\"\"\"\n",
    "if 'spark' not in locals() and 'spark' not in globals():\n",
    "    import os\n",
    "    from pyspark import SparkContext, SparkConf\n",
    "    from pyspark.sql import SparkSession\n",
    "\n",
    "    nxcals_jars = os.getenv('NXCALS_JARS')\n",
    "    conf = SparkConf()\n",
    "    conf.set('spark.master', 'yarn')\n",
    "    conf.set(\"spark.driver.host\", \"spark-runner.cern.ch\")\n",
    "    conf.set(\"spark.driver.port\", '5001')\n",
    "    conf.set(\"spark.blockManager.port\", '5101')\n",
    "    conf.set(\"spark.ui.port\", '5201')\n",
    "    conf.set('spark.executorEnv.PYTHONPATH', os.getenv('PYTHONPATH'))\n",
    "    conf.set('spark.executorEnv.LD_LIBRARY_PATH', os.getenv('LD_LIBRARY_PATH'))\n",
    "    conf.set('spark.executorEnv.JAVA_HOME', os.getenv('JAVA_HOME'))\n",
    "    conf.set('spark.executorEnv.SPARK_HOME', os.getenv('SPARK_HOME'))\n",
    "    conf.set('spark.executorEnv.SPARK_EXTRA_CLASSPATH', os.getenv('SPARK_DIST_CLASSPATH'))\n",
    "    conf.set('spark.driver.extraClassPath', nxcals_jars)\n",
    "    conf.set('spark.executor.extraClassPath', nxcals_jars)\n",
    "    conf.set('spark.driver.extraJavaOptions',\n",
    "             \"-Dservice.url=https://cs-ccr-nxcals5.cern.ch:19093,https://cs-ccr-nxcals5.cern.ch:19094,\"\n",
    "             \"https://cs-ccr-nxcals6.cern.ch:19093,https://cs-ccr-nxcals6.cern.ch:19094,\"\n",
    "             \"https://cs-ccr-nxcals7.cern.ch:19093,https://cs-ccr-nxcals7.cern.ch:19094,\"\n",
    "             \"https://cs-ccr-nxcals8.cern.ch:19093,https://cs-ccr-nxcals8.cern.ch:19094,\"\n",
    "             \"https://cs-ccr-nxcalsstr4.cern.ch:19093,https://cs-ccr-nxcalsstr5.cern.ch:19093\")\n",
    "\n",
    "    sc = SparkContext(conf=conf)\n",
    "    spark = SparkSession(sc)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f8f508c",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.236051,
     "end_time": "2021-10-27T21:33:22.331071",
     "exception": false,
     "start_time": "2021-10-27T21:33:22.095020",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "<h1><center>Analysis of an FPA in an RQ Circuit</center></h1>\n",
    "<img src=\"https://gitlab.cern.ch/LHCData/lhc-sm-hwc/raw/master/figures/rq/RQ.png\" width=75%>\n",
    "source: Test Procedure and Acceptance Criteria for the 13 kA Quadrupole (RQD-RQF) Circuits, MP3 Procedure, <a href=\"https://edms.cern.ch/document/874714\">https://edms.cern.ch/document/874714</a> (Please follow this link for the latest version)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7180c567",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.183684,
     "end_time": "2021-10-27T21:33:22.708232",
     "exception": false,
     "start_time": "2021-10-27T21:33:22.524548",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# Analysis Assumptions\n",
    "- 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",
    "- 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",
    "\n",
    "# Plot Convention\n",
    "- 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",
    "- 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",
    "- 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",
    "- Each plot has an individual time-synchronization mentioned explicitly in the description.\n",
    "- If an axis has a single signal, then the color of the label matches the signal's color. Otherwise, the label color is black.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41cf5e71",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.166171,
     "end_time": "2021-10-27T21:33:23.043410",
     "exception": false,
     "start_time": "2021-10-27T21:33:22.877239",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 0. Initialise Working Environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "c5056d59",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:33:23.388890Z",
     "iopub.status.busy": "2021-10-27T21:33:23.388148Z",
     "iopub.status.idle": "2021-10-27T21:33:29.571263Z",
     "shell.execute_reply": "2021-10-27T21:33:29.570608Z"
    },
    "papermill": {
     "duration": 6.360808,
     "end_time": "2021-10-27T21:33:29.571511",
     "exception": false,
     "start_time": "2021-10-27T21:33:23.210703",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis executed with lhc-sm-api version: 1.5.17\n",
      "Analysis executed with lhc-sm-hwc notebooks version: 1.5.66\n"
     ]
    }
   ],
   "source": [
    "# External libraries\n",
    "print('Loading (1/14)'); import pandas as pd\n",
    "print('Loading (2/14)'); import sys, warnings\n",
    "print('Loading (3/14)'); from IPython.display import display, Javascript, clear_output, HTML\n",
    "\n",
    "# Internal libraries\n",
    "print('Loading (4/14)'); import lhcsmapi\n",
    "print('Loading (5/14)'); from lhcsmapi.Time import Time\n",
    "print('Loading (6/14)'); from lhcsmapi.Timer import Timer\n",
    "print('Loading (7/14)'); from lhcsmapi.analysis.RqCircuitQuery import RqCircuitQuery\n",
    "print('Loading (8/14)'); from lhcsmapi.analysis.RqCircuitAnalysis import RqCircuitAnalysis\n",
    "print('Loading (9/14)'); from lhcsmapi.analysis.report_template import apply_report_template\n",
    "print('Loading (10/14)'); from lhcsmapi.gui.DateTimeBaseModule import DateTimeBaseModule\n",
    "print('Loading (11/14)'); from lhcsmapi.gui.pc.FgcPmSearchModuleMediator import FgcPmSearchModuleMediator\n",
    "print('Loading (12/14)'); from lhcsmapi.analysis.expert_input import get_expert_decision\n",
    "print('Loading (13/14)'); from lhcsmnb.parameters import are_all_parameters_injected, NbType\n",
    "print('Loading (14/14)'); import lhcsmnb.utils\n",
    "\n",
    "clear_output()\n",
    "lhcsmapi.get_lhcsmapi_version()\n",
    "lhcsmapi.get_lhcsmhwc_version('../__init__.py')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fb2d5a0",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.194169,
     "end_time": "2021-10-27T21:33:29.959081",
     "exception": false,
     "start_time": "2021-10-27T21:33:29.764912",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 1. Select FGC Post Mortem Entry"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29cb9db5",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.207142,
     "end_time": "2021-10-27T21:33:30.374157",
     "exception": false,
     "start_time": "2021-10-27T21:33:30.167015",
     "status": "completed"
    },
    "tags": [
     "skip_cell"
    ]
   },
   "source": [
    "In order to perform an analysis of a quench in the RQ circuits please:\n",
    "1. Select circuit name (e.g., RQ.A12, this corresponds to circuits RQD.A12, RQF.A12)\n",
    "2. Choose start and end time\n",
    "3. Choose analysis mode (Automatic by default)\n",
    "\n",
    "Once these inputs are provided, click 'Find FGC PM entries' button. This will trigger a search of the PM database in order to provide a list of timestamps of FGC events associated with the selected circuit name for the provided period of time. Select a timestamp from the 'FGC PM Entries' list to be processed by the following cells.\n",
    "\n",
    "**Note that 24 hours is the maximum duration of a single PM query for an event. To avoid delays in querying events, please restrict your query duration as much as possible.**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c06b5abd",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:33:30.796028Z",
     "iopub.status.busy": "2021-10-27T21:33:30.772130Z",
     "iopub.status.idle": "2021-10-27T21:33:30.966021Z",
     "shell.execute_reply": "2021-10-27T21:33:30.936701Z"
    },
    "papermill": {
     "duration": 0.396355,
     "end_time": "2021-10-27T21:33:30.966229",
     "exception": false,
     "start_time": "2021-10-27T21:33:30.569874",
     "status": "completed"
    },
    "scrolled": false,
    "tags": [
     "parameters"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "81aff4b3f2ff494398029179ae54c635",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(HBox(children=(Dropdown(description='Circuit name:', options=('RQ.A12', 'RQ.A23', 'RQ.A34', 'RQ…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "circuit_type = 'RQ'\n",
    "fgc_pm_search = FgcPmSearchModuleMediator(DateTimeBaseModule(start_date_time='2021-02-25 00:00:00+01:00', \n",
    "                                                             end_date_time='2021-03-17 00:00:00+01:00'), circuit_type=circuit_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6bde24f3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-10-27T21:33:31.369260Z",
     "iopub.status.busy": "2021-10-27T21:33:31.368479Z",
     "iopub.status.idle": "2021-10-27T21:33:31.371003Z",
     "shell.execute_reply": "2021-10-27T21:33:31.371525Z"
    },
    "papermill": {
     "duration": 0.202701,
     "end_time": "2021-10-27T21:33:31.371771",
     "exception": false,
     "start_time": "2021-10-27T21:33:31.169070",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "circuit_type = \"RQ\"\n",
    "circuit_names = [\"RQD.A34\", \"RQF.A34\"]\n",
    "timestamps_fgc = [1614963751300000000, 1614963751300000000]\n",
    "author = \"test\"\n",
    "is_automatic = True\n",
    "parametrized_marker = None\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a94ab262",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.190049,
     "end_time": "2021-10-27T21:33:31.745009",
     "exception": false,
     "start_time": "2021-10-27T21:33:31.554960",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 2. Query All Signals Prior to Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ab32352b",
   "metadata": {
    "deleteable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:33:32.135075Z",
     "iopub.status.busy": "2021-10-27T21:33:32.124585Z",
     "iopub.status.idle": "2021-10-27T21:35:40.443081Z",
     "shell.execute_reply": "2021-10-27T21:35:40.442084Z"
    },
    "papermill": {
     "duration": 128.514568,
     "end_time": "2021-10-27T21:35:40.443444",
     "exception": false,
     "start_time": "2021-10-27T21:33:31.928876",
     "status": "completed"
    },
    "scrolled": false,
    "tags": [
     "skip_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_pc_pm: 1/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) STATUS.I_REF, IEARTH.I_EARTH, STATUS.I_MEAS, IAB.I_A, STATUS.I_EARTH_PCNT for system: RPHE.UA43.RQD.A34, className: lhc_self_pmd, source: FGC at 2021-03-05 18:02:31.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_pc_pm: 1/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) STATUS.I_REF, IEARTH.I_EARTH, STATUS.I_MEAS, IAB.I_A, STATUS.I_EARTH_PCNT for system: RPHE.UA43.RQF.A34, className: lhc_self_pmd, source: FGC at 2021-03-05 18:02:31.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function get_timestamp_ref: 2/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function get_timestamp_ref: 2/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_pc_pm: 3/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) STATUS.I_EARTH_PCNT, STATUS.I_MEAS, IEARTH.IEARTH for system: RPHE.UA43.RQD.A34, className: 51_self_pmd, source: FGC at 2018-03-16 21:00:03.660\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_pc_pm: 3/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) STATUS.I_EARTH_PCNT, STATUS.I_MEAS, IEARTH.IEARTH for system: RPHE.UA43.RQF.A34, className: 51_self_pmd, source: FGC at 2018-03-16 21:00:03.660\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function find_timestamp_pic: 4/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) RQD.A34:ST_ABORT_PIC from 2021-03-05 18:02:30.300 to 2021-03-05 18:03:31.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function find_timestamp_pic: 4/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) RQF.A34:ST_ABORT_PIC from 2021-03-05 18:02:30.300 to 2021-03-05 18:03:31.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function find_source_timestamp_ee: 5/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMSNRQ, source: UA43.RQD.A34 from 2021-03-05 18:02:21.300 to 2021-03-05 18:19:11.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_ee_u_dump_res_pm: 6/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQD.A34:U_DUMP_RES for system: UA43.RQD.A34, className: DQAMSNRQ, source: QPS at 2021-03-05 18:02:31.383\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function find_source_timestamp_ee: 5/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMSNRQ, source: UA43.RQF.A34 from 2021-03-05 18:02:21.300 to 2021-03-05 18:19:11.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_ee_u_dump_res_pm: 6/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQF.A34:U_DUMP_RES for system: UA43.RQF.A34, className: DQAMSNRQ, source: QPS at 2021-03-05 18:02:31.381\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_ee_t_res_pm: 7/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQD.A34:T_RES for system: UA43.RQD.A34, className: DQAMSNRQ, source: QPS at 2021-03-05 18:02:31.383\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_ee_t_res_pm: 8/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQD.A34:T_RES for system: UA43.RQD.A34, className: DQAMSNRQ, source: QPS at 2021-03-05 18:10:04.004\n"
     ]
    },
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQF.A34:T_RES for system: UA43.RQF.A34, className: DQAMSNRQ, source: QPS at 2021-03-05 18:02:31.381\n"
     ]
    },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQF.A34:T_RES for system: UA43.RQF.A34, className: DQAMSNRQ, source: QPS at 2021-03-05 18:10:07.004\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function get_timestamp_ref: 9/30.</text>"
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      "text/plain": [
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       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMSNRQ, source: UA43.RQD.A34 from 2018-03-16 20:59:53.739 to 2018-03-16 21:16:43.739\n"
     ]
    },
    {
     "data": {
      "text/html": [
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      "text/plain": [
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMSNRQ, source: UA43.RQF.A34 from 2018-03-16 20:59:53.738 to 2018-03-16 21:16:43.738\n"
     ]
    },
    {
     "data": {
      "text/html": [
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     },
     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQD.A34:T_RES for system: UA43.RQD.A34, className: DQAMSNRQ, source: QPS at 2018-03-16 21:00:03.739\n"
     ]
    },
    {
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      "text/html": [
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQD.A34:T_RES for system: UA43.RQD.A34, className: DQAMSNRQ, source: QPS at 2018-03-16 21:07:33.004\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<IPython.core.display.HTML object>"
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     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQF.A34:T_RES for system: UA43.RQF.A34, className: DQAMSNRQ, source: QPS at 2018-03-16 21:00:03.738\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_ee_t_res_pm: 12/25.</text>"
      ],
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       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DQRQ.UA43.RQF.A34:T_RES for system: UA43.RQF.A34, className: DQAMSNRQ, source: QPS at 2018-03-16 21:07:38.604\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function find_source_timestamp_qds: 13/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMCNMQ_PMSTD, source: * from 2021-03-05 18:02:21.300 to 2021-03-05 18:05:51.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_iqps_analog_pm: 14/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
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    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c3cb520c2a0b46c4ab26a7ca217cc8d4",
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       "version_minor": 0
      },
      "text/plain": [
       "Querying iQPS PM: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_iqps_analog_pm: 15/30.</text>"
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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      "text/plain": [
       "Querying iQPS PM: 0it [00:00, ?it/s]"
      ]
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function find_source_timestamp_nqps: 16/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMGNSRQD_PMREL, source: * from 2021-03-05 18:02:21.300 to 2021-03-05 18:09:11.300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some nQPS PM buffers missing. ['B11L4', 'B13L4', 'B15L4', 'B17L4', 'B19L4', 'B21L4', 'B23L4', 'B25L4', 'B27L4', 'B29L4', 'B31L4', 'B33L4', 'B33R3', 'B31R3', 'B29R3', 'B27R3', 'B25R3', 'B23R3', 'B21R3', 'B19R3', 'B17R3', 'B15R3', 'B13R3', 'B11R3', 'B9R3', 'A8R3', 'B8R3', 'B10R3', 'B12R3', 'B14R3', 'B16R3', 'B18R3', 'B20R3', 'B22R3', 'B24R3', 'B26R3', 'B28R3', 'B30R3', 'B32R3', 'B34R3', 'B32L4', 'B30L4', 'B28L4', 'B26L4', 'B24L4', 'B22L4', 'B20L4', 'B18L4', 'B16L4', 'B14L4', 'B12L4', 'B10L4'] not found for RQD.A34.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function find_source_timestamp_nqps: 13/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMGNSRQF_PMREL, source: * from 2021-03-05 18:02:21.300 to 2021-03-05 18:09:11.300\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some nQPS PM buffers missing. ['B11L4', 'B13L4', 'B15L4', 'B17L4', 'B19L4', 'B21L4', 'B23L4', 'B25L4', 'B27L4', 'B29L4', 'B31L4', 'B33L4', 'B33R3', 'B31R3', 'B29R3', 'B27R3', 'B25R3', 'B23R3', 'B21R3', 'B19R3', 'B17R3', 'B15R3', 'B13R3', 'B11R3', 'B9R3', 'A8R3', 'B8R3', 'B10R3', 'B12R3', 'B14R3', 'B16R3', 'B18R3', 'B20R3', 'B22R3', 'B24R3', 'B26R3', 'B28R3', 'B30R3', 'B32R3', 'B34R3', 'B32L4', 'B30L4', 'B28L4', 'B26L4', 'B24L4', 'B22L4', 'B20L4', 'B18L4', 'B16L4', 'B14L4', 'B12L4', 'B10L4'] not found for RQF.A34.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_nqps_voltage_pm: 17/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "18c15b0075484df6ad7594ce4a8beb92",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying PM for nQPS analog signals: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_nqps_voltage_pm: 14/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "69b0f662b7074eb2bfab6ff5a15ad9a7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying PM for nQPS analog signals: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function find_source_timestamp_qh: 18/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMCNMQ_PMHSU, source: * from 2021-03-05 18:02:21.300 to 2021-03-05 18:05:51.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_qh_pm: 19/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8fa8ccc1ead44e1f844a419630b61d17",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying PM: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "afeb3558439e43b7b02f4338430c1dad",
       "version_major": 2,
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      },
      "text/plain": [
       "Querying PM: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_qh_pm: 21/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
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     "metadata": {},
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    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9d5a0796d58142b5afe9aa1a259e0650",
       "version_major": 2,
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      },
      "text/plain": [
       "Querying PM: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
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    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c8e73679ed93469a9a4ad46ab1cb67be",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying PM: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_current_voltage_diode_leads_pm: 23/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d4d00e33d79d4a24b06aeccef433a9f6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying U, I Diode PM: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_current_voltage_diode_leads_nxcals: 24/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
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       "model_id": "21a55aa6974d498d922eb5d6484dceda",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying U, I Diode leads NXCALS: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_current_voltage_diode_leads_pm: 15/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e8390c122b5f4b38b8c9f53b26d12e73",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying U, I Diode PM: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_current_voltage_diode_leads_nxcals: 16/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     },
     "metadata": {},
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    {
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       "model_id": "67027e00caef45a3b21bca534bb3f81a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Querying U, I Diode leads NXCALS: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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       "<text style=color:blue>Executing RQD.A34 query function find_timestamp_leads: 25/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMGNDRQ, source: RQD.A34 from 2021-03-05 18:02:21.300 to 2021-03-05 18:09:11.300\n"
     ]
    },
    {
     "data": {
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      ],
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DFLAS.7L4.RQD.A34.LD2:U_HTS, DFLAS.7L4.RQD.A34.LD1:U_HTS for system: RQD.A34, className: DQAMGNDRQ, source: QPS at 2021-03-05 18:02:31.317\n"
     ]
    },
    {
     "data": {
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      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event signal(s) DFLAS.7L4.RQD.A34.LD1:U_RES, DFLAS.7L4.RQD.A34.LD2:U_RES for system: RQD.A34, className: DQAMGNDRQ, source: QPS at 2021-03-05 18:02:31.317\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function find_timestamp_leads: 17/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying PM event timestamps for system: QPS, className: DQAMGNDRQ, source: RQF.A34 from 2021-03-05 18:02:21.300 to 2021-03-05 18:09:11.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
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      ],
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) DFLAS.7L4.RQF.A34.LD1:U_HTS, DFLAS.7L4.RQF.A34.LD2:U_HTS from 2021-03-05 18:02:01.300 to 2021-03-05 18:04:01.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_leads: 19/25.</text>"
      ],
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) DFLAS.7L4.RQF.A34.LD2:U_RES, DFLAS.7L4.RQF.A34.LD1:U_RES from 2021-03-05 18:02:01.300 to 2021-03-05 18:04:01.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_voltage_nxcals: 28/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_voltage_nxcals: 29/30.</text>"
      ],
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       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) MQ.18L4:U_DIODE_RQD, MQ.14L4:U_DIODE_RQD, MQ.20L4:U_DIODE_RQD, MQ.16L4:U_DIODE_RQD, MQ.12L4:U_DIODE_RQD... from 2021-03-05 18:01:41.300 to 2021-03-05 18:05:01.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_voltage_nxcals: 20/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_voltage_nxcals: 21/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) MQ.14L4:U_DIODE_RQF, MQ.12L4:U_DIODE_RQF, MQ.16L4:U_DIODE_RQF, MQ.18L4:U_DIODE_RQF, MQ.20L4:U_DIODE_RQF... from 2021-03-05 18:01:41.300 to 2021-03-05 18:05:01.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_voltage_nxcals: 30/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQD.A34 query function query_voltage_nxcals: 31/30.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) MQ.16L4:U_EARTH_RQD, DFLAS.7L4.2:U_EARTH_RQD, MQ.12L4:U_EARTH_RQD, MQ.18L4:U_EARTH_RQD, MQ.14L4:U_EARTH_RQD... from 2021-03-05 18:01:41.300 to 2021-03-05 18:05:01.300\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_voltage_nxcals: 22/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<text style=color:blue>Executing RQF.A34 query function query_voltage_nxcals: 23/25.</text>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\tQuerying NXCALS signal(s) MQ.18L4:U_EARTH_RQF, MQ.12L4:U_EARTH_RQF, DFLAS.7L4.4:U_EARTH_RQF, MQ.14L4:U_EARTH_RQF, MQ.16L4:U_EARTH_RQF... from 2021-03-05 18:01:41.300 to 2021-03-05 18:05:01.300\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Elapsed: 128.271 s.\n"
     ]
    }
   ],
   "source": [
    "with Timer():\n",
    "    if not are_all_parameters_injected(NbType.FGC2, locals()):\n",
    "        author = fgc_pm_search.get_author()\n",
    "        circuit_names = fgc_pm_search.get_fgc_circuit()\n",
    "        timestamps_fgc = fgc_pm_search.get_fgc_timestamp()\n",
    "        is_automatic = fgc_pm_search.is_automatic_mode()\n",
    "\n",
    "    timestamp_fgc_rqd, timestamp_fgc_rqf = timestamps_fgc\n",
    "    rqd_query = RqCircuitQuery(circuit_type, circuit_names[0], max_executions=30)\n",
    "    rqf_query = RqCircuitQuery(circuit_type, circuit_names[1], max_executions=25)    \n",
    "        \n",
    "    # PC\n",
    "    i_meas_rqd_df, i_a_rqd_df, i_earth_rqd_df, i_earth_pcnt_rqd_df, i_ref_rqd_df = rqd_query.query_pc_pm(timestamp_fgc_rqd, timestamp_fgc_rqd, signal_names=['I_MEAS', 'I_A', 'IEARTH', 'I_EARTH_PCNT', 'I_REF'])\n",
    "    i_meas_rqf_df, i_a_rqf_df, i_earth_rqf_df, i_earth_pcnt_rqf_df, i_ref_rqf_df = rqf_query.query_pc_pm(timestamp_fgc_rqf, timestamp_fgc_rqf, signal_names=['I_MEAS', 'I_A', 'IEARTH', 'I_EARTH_PCNT', 'I_REF'])\n",
    "\n",
    "    timestamp_fgc_ref_rqd = rqd_query.get_timestamp_ref(col='fgcPm')\n",
    "    timestamp_fgc_ref_rqf = rqf_query.get_timestamp_ref(col='fgcPm')\n",
    "\n",
    "    i_meas_ref_rqd_df, i_earth_rqd_ref_df, i_earth_pcnt_rqd_ref_df = rqd_query.query_pc_pm(timestamp_fgc_ref_rqd, timestamp_fgc_ref_rqd, signal_names=['I_MEAS', 'IEARTH', 'I_EARTH_PCNT'])\n",
    "    i_meas_ref_rqf_df, i_earth_rqf_ref_df, i_earth_pcnt_rqf_ref_df = rqf_query.query_pc_pm(timestamp_fgc_ref_rqf, timestamp_fgc_ref_rqf, signal_names=['I_MEAS', 'IEARTH', 'I_EARTH_PCNT'])\n",
    "\n",
    "    # PIC\n",
    "    timestamp_pic_rqd = rqd_query.find_timestamp_pic(timestamp_fgc_rqd, spark=spark)\n",
    "    timestamp_pic_rqf = rqf_query.find_timestamp_pic(timestamp_fgc_rqf, spark=spark)\n",
    "\n",
    "    # EE\n",
    "    source_timestamp_ee_rqd_df = rqd_query.find_source_timestamp_ee(timestamp_fgc_rqd)\n",
    "    timestamp_ee_rqd = lhcsmnb.utils.get_at(source_timestamp_ee_rqd_df, 0, 'timestamp')\n",
    "    u_dump_res_rqd_df = rqd_query.query_ee_u_dump_res_pm(timestamp_ee_rqd, timestamp_fgc_rqd, system='EE', signal_names=['U_DUMP_RES'])[0]\n",
    "\n",
    "    source_timestamp_ee_rqf_df = rqf_query.find_source_timestamp_ee(timestamp_fgc_rqf)\n",
    "    timestamp_ee_rqf = lhcsmnb.utils.get_at(source_timestamp_ee_rqf_df, 0, 'timestamp')\n",
    "    u_dump_res_rqf_df = rqf_query.query_ee_u_dump_res_pm(timestamp_ee_rqf, timestamp_fgc_rqf, system='EE', signal_names=['U_DUMP_RES'])[0]\n",
    "\n",
    "    t_res_0_rqd_df = rqd_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqd_df, 0, 'timestamp'), timestamp_fgc_rqd, system='EE', signal_names=['T_RES'])[0]\n",
    "    if len(source_timestamp_ee_rqd_df) > 1:\n",
    "        t_res_1_rqd_df = rqd_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqd_df, 1, 'timestamp'), timestamp_fgc_rqd, system='EE', signal_names=['T_RES'])[0]\n",
    "    else:\n",
    "        t_res_1_rqd_df = pd.DataFrame(columns=['T_RES'])\n",
    "\n",
    "    t_res_0_rqf_df = rqf_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqf_df, 0, 'timestamp'), timestamp_fgc_rqf, system='EE', signal_names=['T_RES'])[0]\n",
    "    if len(source_timestamp_ee_rqf_df) > 1:\n",
    "        t_res_1_rqf_df = rqf_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqf_df, 1, 'timestamp'), timestamp_fgc_rqf, system='EE', signal_names=['T_RES'])[0]\n",
    "    else:\n",
    "        t_res_1_rqf_df = pd.DataFrame(columns=['T_RES'])\n",
    "\n",
    "    # EE - REF\n",
    "    timestamp_ee_ref_rqd = rqd_query.get_timestamp_ref(col='eePm')\n",
    "    timestamp_ee_ref_rqf = rqf_query.get_timestamp_ref(col='eePm')\n",
    "\n",
    "    source_timestamp_ee_rqd_ref_df = rqd_query.find_source_timestamp_ee(timestamp_ee_ref_rqd)\n",
    "    source_timestamp_ee_rqf_ref_df = rqf_query.find_source_timestamp_ee(timestamp_ee_ref_rqf)\n",
    "\n",
    "    t_res_0_rqd_ref_df = rqd_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqd_ref_df, 0, 'timestamp'), timestamp_fgc_ref_rqd, system='EE', signal_names=['T_RES'])[0]\n",
    "    if len(source_timestamp_ee_rqd_ref_df) > 1:\n",
    "        t_res_1_rqd_ref_df = rqd_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqd_ref_df, 1, 'timestamp'), timestamp_fgc_ref_rqd, system='EE', signal_names=['T_RES'])[0]\n",
    "    else:\n",
    "        t_res_1_rqd_ref_df = pd.DataFrame(columns=['T_RES'])\n",
    "\n",
    "    t_res_0_rqf_ref_df = rqf_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqf_ref_df, 0, 'timestamp'), timestamp_fgc_ref_rqf, system='EE', signal_names=['T_RES'])[0]\n",
    "    if len(source_timestamp_ee_rqf_ref_df) > 1:\n",
    "        t_res_1_rqf_ref_df = rqf_query.query_ee_t_res_pm(lhcsmnb.utils.get_at(source_timestamp_ee_rqf_ref_df, 1, 'timestamp'), timestamp_fgc_ref_rqf, system='EE', signal_names=['T_RES'])[0]\n",
    "    else:\n",
    "        t_res_1_rqf_ref_df = pd.DataFrame(columns=['T_RES'])\n",
    "\n",
    "    # iQPS\n",
    "    source_timestamp_qds_rq_df = rqd_query.find_source_timestamp_qds(timestamp_fgc_rqd, duration=[(10, 's'), (200, 's')])\n",
    "    \n",
    "    if Time.to_unix_timestamp(timestamp_fgc_rqd) > 1577833200000000000:\n",
    "        iqps_analog_dfs = rqd_query.query_iqps_analog_pm(source_timestamp_qds_rq_df, signal_names=['U_QS0_INT_A', 'U_QS0_EXT_A'])\n",
    "        iqps_digital_dfs = rqd_query.query_iqps_analog_pm(source_timestamp_qds_rq_df, signal_names=['ST_NOLATCH_BR_EXT_A', 'ST_NOLATCH_BR_INT_A', 'ST_NOTRIG_BR_EXT_A', 'ST_NOTRIG_BR_INT_A'])\n",
    "    else:\n",
    "        iqps_analog_dfs = rqd_query.query_iqps_analog_pm(source_timestamp_qds_rq_df, signal_names=['U_QS0_EXT', 'U_QS0_INT', 'U_1_EXT', 'U_2_EXT', 'U_1_INT', 'U_2_INT'])\n",
    "        iqps_digital_dfs = rqd_query.query_iqps_analog_pm(source_timestamp_qds_rq_df, signal_names=['ST_MAGNET_OK', 'ST_MAGNET_OK_INT', 'ST_NQD0_EXT', 'ST_NQD0_INT'])\n",
    "\n",
    "    # nQPS\n",
    "    source_timestamp_nqps_rqd_df = rqd_query.find_source_timestamp_nqps(timestamp_fgc_rqd, warn_on_missing_pm_buffers=True)\n",
    "    source_timestamp_nqps_rqf_df =  rqf_query.find_source_timestamp_nqps(timestamp_fgc_rqf, warn_on_missing_pm_buffers=True)\n",
    "\n",
    "    u_nqps_rqd_dfs = rqd_query.query_nqps_voltage_pm(source_timestamp_qds_rq_df)\n",
    "    u_nqps_rqf_dfs = rqf_query.query_nqps_voltage_pm(source_timestamp_qds_rq_df)\n",
    "    \n",
    "    # Results table\n",
    "    results_table = rqd_query.create_report_analysis_template(source_timestamp_qds_rq_df, source_timestamp_nqps_rqd_df, min(timestamp_fgc_rqd, timestamp_fgc_rqf), min(timestamp_pic_rqd, timestamp_pic_rqf), '../__init__.py', i_meas_rqd_df, i_meas_rqf_df, author)\n",
    "\n",
    "    # QH\n",
    "    source_timestamp_qh_rq_df = rqd_query.find_source_timestamp_qh(timestamp_fgc_rqd, duration=[(10, 's'), (200, 's')])\n",
    "    u_hds_rq_dfs = rqd_query.query_qh_pm(source_timestamp_qh_rq_df, signal_names='U_HDS') \n",
    "    if Time.to_unix_timestamp(timestamp_fgc_rqd) > 1577833200000000000:\n",
    "        i_hds_rq_dfs = rqd_query.query_qh_pm(source_timestamp_qh_rq_df, signal_names='I_HDS') \n",
    "    u_hds_rq_ref_dfs = rqd_query.query_qh_pm(source_timestamp_qh_rq_df, signal_names='U_HDS', is_ref=True)\n",
    "    if Time.to_unix_timestamp(timestamp_fgc_rqd) > 1577833200000000000:\n",
    "        i_hds_rq_ref_dfs = rqd_query.query_qh_pm(source_timestamp_qh_rq_df, signal_names='I_HDS', is_ref=True)\n",
    "\n",
    "    # DIODE LEADS\n",
    "    i_meas_u_diode_u_ref_rqd_pm_dfs = rqd_query.query_current_voltage_diode_leads_pm(timestamp_fgc_rqd, source_timestamp_qds_rq_df)\n",
    "    i_meas_u_diode_rqd_nxcals_dfs = rqd_query.query_current_voltage_diode_leads_nxcals(source_timestamp_qds_rq_df, spark=spark)\n",
    "\n",
    "    i_meas_u_diode_u_ref_rqf_pm_dfs = rqf_query.query_current_voltage_diode_leads_pm(timestamp_fgc_rqf, source_timestamp_qds_rq_df)\n",
    "    i_meas_u_diode_rqf_nxcals_dfs = rqf_query.query_current_voltage_diode_leads_nxcals(source_timestamp_qds_rq_df, spark=spark)\n",
    "\n",
    "    # DFB\n",
    "    source_timestamp_leads_rqd_df = rqd_query.find_timestamp_leads(timestamp_fgc_rqd)\n",
    "    u_hts_rqd_dfs = rqd_query.query_leads(timestamp_fgc_rqd, source_timestamp_leads_rqd_df, signal_names=['U_HTS'], spark=spark)\n",
    "    u_res_rqd_dfs = rqd_query.query_leads(timestamp_fgc_rqd, source_timestamp_leads_rqd_df, signal_names=['U_RES'], spark=spark)\n",
    "\n",
    "    source_timestamp_leads_rqf_df = rqf_query.find_timestamp_leads(timestamp_fgc_rqf)\n",
    "    u_hts_rqf_dfs = rqf_query.query_leads(timestamp_fgc_rqf, source_timestamp_leads_rqf_df, signal_names=['U_HTS'], spark=spark)\n",
    "    u_res_rqf_dfs = rqf_query.query_leads(timestamp_fgc_rqf, source_timestamp_leads_rqf_df, signal_names=['U_RES'], spark=spark)\n",
    "\n",
    "    # U_DIODE\n",
    "    u_diode_rqd_dfs = rqd_query.query_voltage_nxcals('DIODE_RQD', 'U_DIODE_RQD', timestamp_fgc_rqd, spark=spark)\n",
    "    u_diode_rqf_dfs = rqf_query.query_voltage_nxcals('DIODE_RQF', 'U_DIODE_RQF', timestamp_fgc_rqf, spark=spark)\n",
    "\n",
    "    # U_EARTH\n",
    "    u_earth_rqd_dfs = rqd_query.query_voltage_nxcals('VF_RQD', 'U_EARTH_RQD', timestamp_fgc_rqd, spark=spark)\n",
    "    u_earth_rqf_dfs = rqf_query.query_voltage_nxcals('VF_RQF', 'U_EARTH_RQF', timestamp_fgc_rqf, spark=spark)\n",
    "\n",
    "    rq_analysis = RqCircuitAnalysis(circuit_type, results_table, is_automatic=is_automatic)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07dada8e",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.428355,
     "end_time": "2021-10-27T21:35:41.334437",
     "exception": false,
     "start_time": "2021-10-27T21:35:40.906082",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 3. Circuit Parameters Table"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "692e5172",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:35:42.196145Z",
     "iopub.status.busy": "2021-10-27T21:35:42.195167Z",
     "iopub.status.idle": "2021-10-27T21:35:42.220176Z",
     "shell.execute_reply": "2021-10-27T21:35:42.219374Z"
    },
    "papermill": {
     "duration": 0.453161,
     "end_time": "2021-10-27T21:35:42.220432",
     "exception": false,
     "start_time": "2021-10-27T21:35:41.767271",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Circuit name</th>\n",
       "      <th>Number of apertures</th>\n",
       "      <th>Beam 1</th>\n",
       "      <th>Beam 2</th>\n",
       "      <th>RQF B1/B2</th>\n",
       "      <th>RQD B1/B2</th>\n",
       "      <th>Inductance [H]</th>\n",
       "      <th>EE Resistance [ohm]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>RQD/F.A34</td>\n",
       "      <td>51</td>\n",
       "      <td>Int</td>\n",
       "      <td>Ext</td>\n",
       "      <td>Odd/Even</td>\n",
       "      <td>Even/Odd</td>\n",
       "      <td>0.2856</td>\n",
       "      <td>0.0077</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Circuit name  Number of apertures Beam 1 Beam 2 RQF B1/B2 RQD B1/B2  \\\n",
       "2    RQD/F.A34                   51    Int    Ext  Odd/Even  Even/Odd   \n",
       "\n",
       "   Inductance [H]  EE Resistance [ohm]  \n",
       "2          0.2856               0.0077  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rq_analysis.display_parameters_table(circuit_names[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ca3bd84",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.418267,
     "end_time": "2021-10-27T21:35:43.157520",
     "exception": false,
     "start_time": "2021-10-27T21:35:42.739253",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 4. Timestamps\n",
    "## 4.1. FPA\n",
    "Table below provides timestamps ordered achronologically and represents the sequence of events that occurred in the analyzed circuit: PIC_RQD, PIC_RQF, iQPS, nQPS, FGC_RQD, FGC_RQF, EE_RQD, EE_RQF and optionally LEADS_RQD and LEADS_RQF, provided they exist. Note that for iQPS and nQPS only the first timestamp is reported. Tables with all iQPS and NQPS timestamps are presented in the section dedicated to magnet and quench protection analysis. The table also contains time difference in milliseconds from the first event and from the FGC event.\n",
    "\n",
    "In short, the following criteria should be kept:\n",
    "- The PC timestamp (51_self) is QPS time stamp +/-20 ms.\n",
    "- Time stamp difference between FGC and EE: 100±15 ms \n",
    "\n",
    "If one or more of these conditions are not fulfilled, then an in-depth analysis has to be performed by the QPS team."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0a1ca002",
   "metadata": {
    "deletable": false,
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    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Source</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Date and time</th>\n",
       "      <th>dt w.r.t. origin [ms]</th>\n",
       "      <th>dt w.r.t. FGC [ms]</th>\n",
       "      <th>dt w.r.t. PIC [ms]</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PIC_RQF</td>\n",
       "      <td>1614963751289000000</td>\n",
       "      <td>2021-03-05 18:02:31.289</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PIC_RQD</td>\n",
       "      <td>1614963751290000000</td>\n",
       "      <td>2021-03-05 18:02:31.290</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>FGC_RQD</td>\n",
       "      <td>1614963751300000000</td>\n",
       "      <td>2021-03-05 18:02:31.300</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>FGC_RQF</td>\n",
       "      <td>1614963751300000000</td>\n",
       "      <td>2021-03-05 18:02:31.300</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>LEADS_RQD</td>\n",
       "      <td>1614963751317000000</td>\n",
       "      <td>2021-03-05 18:02:31.317</td>\n",
       "      <td>28.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EE_RQF</td>\n",
       "      <td>1614963751381000000</td>\n",
       "      <td>2021-03-05 18:02:31.381</td>\n",
       "      <td>92.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>92.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>EE_RQD</td>\n",
       "      <td>1614963751383000000</td>\n",
       "      <td>2021-03-05 18:02:31.383</td>\n",
       "      <td>94.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>iQPS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nQPS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>LEADS_RQF</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "nQPS and FGC PM events are not synchronized to +/- 40 ms!\n",
      "iQPS and FGC PM events are not synchronized to +/- 40 ms!\n"
     ]
    }
   ],
   "source": [
    "timestamp_dct = {'FGC_RQD': timestamp_fgc_rqd, 'FGC_RQF': timestamp_fgc_rqf, \n",
    "                 'PIC_RQD': timestamp_pic_rqd, 'PIC_RQF': timestamp_pic_rqf,\n",
    "                 'EE_RQD': source_timestamp_ee_rqd_df, 'EE_RQF': source_timestamp_ee_rqf_df,\n",
    "                 'iQPS': source_timestamp_qds_rq_df, 'nQPS': source_timestamp_nqps_rqd_df,\n",
    "                 'LEADS_RQD': source_timestamp_leads_rqd_df, 'LEADS_RQF': source_timestamp_leads_rqf_df}\n",
    "\n",
    "rq_analysis.create_timestamp_table(timestamp_dct)"
   ]
  },
  {
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   "execution_count": 8,
   "id": "5a4bb294",
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   "source": [
    "value_range_ee_rqf = (0.085, 0.115)\n",
    "if not rq_analysis.check_pic_ee_timestamp_difference(timestamp_pic_rqf, timestamp_ee_rqf, value_range_ee_rqf):\n",
    "    warnings.warn(f\"The time difference between PIC and EE RQF is not within the given range_value {value_range_ee_rqf}.PIC :{timestamp_fgc_rqf} and EE_RQF {timestamp_ee_rqf}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c3c8043c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2021-10-27T21:35:45.775208Z",
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   "source": [
    "value_range_ee_rqd = (0.085, 0.115)\n",
    "if not rq_analysis.check_pic_ee_timestamp_difference(timestamp_pic_rqd, timestamp_ee_rqd, value_range_ee_rqd):\n",
    "    warnings.warn(f\"The time difference between PIC and EE RQD is not within the given range_value {value_range_ee_rqf}.PIC :{timestamp_pic_rqd} and EE_RQD {timestamp_ee_rqd}\")"
   ]
  },
  {
   "cell_type": "markdown",
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   "source": [
    "## 4.2. Reference\n",
    "Table below contains reference timestamps of signals used for comparison to the analyzed FPA. The reference comes as the last PNO.b3 HWC test with activation of EE systems and no magnets quenching."
   ]
  },
  {
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   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Source</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Date and time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>FGC_RQD</td>\n",
       "      <td>1521230403660000000</td>\n",
       "      <td>2018-03-16 21:00:03.660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>FGC_RQF</td>\n",
       "      <td>1521230403660000000</td>\n",
       "      <td>2018-03-16 21:00:03.660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>EE_RQD_first</td>\n",
       "      <td>1521230403739000000</td>\n",
       "      <td>2018-03-16 21:00:03.739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>EE_RQD_second</td>\n",
       "      <td>1521230853004000000</td>\n",
       "      <td>2018-03-16 21:07:33.004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>EE_RQF_first</td>\n",
       "      <td>1521230403739000000</td>\n",
       "      <td>2018-03-16 21:00:03.739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>EE_RQF_second</td>\n",
       "      <td>1521230853004000000</td>\n",
       "      <td>2018-03-16 21:07:33.004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Source            Timestamp            Date and time\n",
       "0        FGC_RQD  1521230403660000000  2018-03-16 21:00:03.660\n",
       "1        FGC_RQF  1521230403660000000  2018-03-16 21:00:03.660\n",
       "2   EE_RQD_first  1521230403739000000  2018-03-16 21:00:03.739\n",
       "3  EE_RQD_second  1521230853004000000  2018-03-16 21:07:33.004\n",
       "4   EE_RQF_first  1521230403739000000  2018-03-16 21:00:03.739\n",
       "5  EE_RQF_second  1521230853004000000  2018-03-16 21:07:33.004"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timestamp_ref_dct = {'FGC_RQD': timestamp_fgc_ref_rqd, 'FGC_RQF': timestamp_fgc_ref_rqf, \n",
    "                     'EE_RQD_first': lhcsmnb.utils.get_at(source_timestamp_ee_rqd_ref_df, 0, 'timestamp'), 'EE_RQD_second': lhcsmnb.utils.get_at(source_timestamp_ee_rqd_ref_df, 1, 'timestamp'),\n",
    "                     'EE_RQF_first': lhcsmnb.utils.get_at(source_timestamp_ee_rqd_ref_df, 0, 'timestamp'), 'EE_RQF_second': lhcsmnb.utils.get_at(source_timestamp_ee_rqd_ref_df, 1, 'timestamp')}\n",
    "rq_analysis.create_ref_timestamp_table(timestamp_ref_dct)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "824b1974",
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   "source": [
    "# 5. PIC\n",
    "## 5.1. Analysis of the PIC Timestamp\n",
    "\n",
    "*CRITERIA*:\n",
    "- Check iff the the difference between RQD and RQF PIC timestamps is less than 1 ms. If yes, then a warning is displayed."
   ]
  },
  {
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   "id": "1bcc886d",
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EVEN and ODD PIC timestamps (2021-03-05 18:02:31.290) and (2021-03-05 18:02:31.289) are within 1-5 ms away.\n"
     ]
    }
   ],
   "source": [
    "rq_analysis.analyze_pic([timestamp_pic_rqd, timestamp_pic_rqf])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70b9d468",
   "metadata": {
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   "source": [
    "# 6. Power Converter\n",
    "## 6.1. Analysis of the Power Converter Main Current\n",
    "This analysis module displays the main current of the power converter (I_MEAS), and for comparison, a reference I_MEAS (PNO.b3).\n",
    "\n",
    "*ANALYSIS*:\n",
    "- The evolution of the characteristic time $\\tau$ of an exponential decay $f(t)$ is obtained as\n",
    "\\begin{equation}\n",
    "-\\frac{f(t)}{\\partial_t f(t)} = -\\frac{f_0 e^{-t/\\tilde{\\tau}}}{\\partial_t (f_0 e^{-t/\\tilde{\\tau}})} = -\\frac{f_0 e^{-t/\\tilde{\\tau}}}{-f_0/\\tilde{\\tau} e^{-t/\\tilde{\\tau}}}=-\\frac{1}{-1/\\tau}=\\tau\n",
    "\\end{equation}\n",
    "Naturally, this formula only applies to exponential decayed characterised by a time constant. Nonetheless, for pseudo-exponential decays, this formula gives a notion of the change of the characteristic time $\\tilde{\\tau}$. For a circuit we compute the time-varying characteristic time as\n",
    "\\begin{equation}\n",
    "\\tilde{\\tau} = \\frac{\\partial \\text{I_MEAS}}{\\partial_t}\n",
    "\\end{equation}\n",
    "\n",
    "*CRITERIA*  \n",
    "- Check if the characteristic time of the pseudo-exponential I_MEAS decay from t=1 to 100 s is 25 s< Tau < 35 s\n",
    "\n",
    "*GRAPHS* (one for each circuit):\n",
    "- The main power converter current (reference and actual) on the left axis, I_MEAS\n",
    "- The characteristic pseudo time constant calculated for the main current (reference and actual) on the right axis, -I_MEAS/dI_MEAS  \n",
    "The actual characteristic pseudo time constant contains discrete steps, which indicate a quenching magnet (decreasing L, increasing R); note that for the reference one the steps are not present (no quench). \n",
    "- Timing of PIC abort, FGC timestamps, the maximum currents, and the characteristic times are reported next to the graph.\n",
    "- t = 0 s corresponds to the respective (actual and reference) FGC timestamps.\n"
   ]
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    {
     "data": {
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3pYRm2tzvV5BBkIae8OlI56kKhc+0TfY8V/5PkNniPS7dvZ5jXyDtTZA5fWj0/RdkxqoLEWYsPGnGEf19lRVL+SGWFb/FUa5HE2yq9RABs4nkP2fb8JnsIZ0mC1ziOWYQxzjWX/+Q9b6h90TXGOUNnX9ULPED0ufVbaSt/wOY4Qk/ytWtl93/qDNtUepRoLMEpGOWZ+oGtHX5zAuIW5X8Z20uMlhzHNGdEVV18kdqi7vGUn7kz7w/GRAWau9HeI5VQ/oa+/E5PSLfOiOszQgdL8q99DwXFnlXjsDTXrrwF1x5NyZ/TeooXx6hOpUZ5X6eEnDuQS7di55joRn5HgHxQzNx25BBwrMIMOf0pQnNaPaPEJ4ZS/khfYccfEsUosQvrD3KJHiGti6ynjpMZmRwYgvyrmnjC2uLvKeWxFpfPfftWe8zgbzzX8XX5lBwdvLRKNeVS/jSqZrIwNZuPDNh5Lcn2f57Tr75s38pS6idfJ7w2cBqeMzbyX9n+fNIRt55uQTM3CJrES3wbkz3u6gPYLwf8l+O/xcQFjJnDHupuvAF+B7wCPFqe/K6OAaZsii60hZaSxVoi0r+4uU1EcJDD1ro8w0xeo3z5HGpSxtoz05+53WG7/jtyGjDUa5CtUQ6jXuRxqJXMe5zXoetkHgXkm/GFvp8C1waIf4xyFR9kudYg2jnQ8ywLLA3BnlORjrL2wj2FlfHnb9OhPTJvmuxiKlhoZ6ZKBmlrZfv3HsR5wv+NRRx19ui1rMoso4i/MX7T6STZJH1cf71jne7sHEx5B8yF9nmO55FbErbZ/g6tIXEb+Kem699x0Odgt5R0oZe9KHPBnyDWp641/jlonClLey5KeRamlKySlvIHPqvvrL6t/tfmNIW7eM3uzTI2tYcPKZ/5HfAngiQtRIyyLHfk28uoryMAY4OSBNaZ90gwvVnxVJ+nvoes7feCPnUdvm8FuE5C6sb5K8ffspz7DR3LGwpAtK5+o4yUtrc/9B6n6bu/wMuvKP7X5jSFumzNSDNGQS/O79wx8MGkIHjyR+sC312ITMPf8G3/hiZxbHAfyJcf9dYyo/8ZyysbSRfOTrOcyy07j9oOUoNZGYorJ0MXVMx6mkW+UpbSOF+zYVVRd69H7r/hSlt0T5BZpezCFcS+7hjYYONSFvyKNLx9+b9PTLr2z4gTaiDH8lzeGYs5YfMcFtiNJej8PYo04Wnu/J70F3D76HrJ1whCQ3S3Bghz5By38ZzLLC+IrNpm4i8vrkm8ly/6znW1OX1CwHr9slXdCZEkC80kPEXz7GriNCPQWaXLTDRc6we8i75mQAv4L70qa4+/zdCeEjeoIGVI1zYZ7Hc79LwHhmGMeYWxLvf18iIeWmcoyoyCt0cKZgJJZDnbUiF8jLZWhvJm1nMWGsHIZ7uUpCRi5HAAmPMDdbadI8MowKSp1uPqUMRzv2M79Aa4D5jzM/ISMhjBJsblghu/5JHkY76v5AHs5U771hjTJq1tsAeJ9Zav/e2kpSnBTAVUfIGBZ3LWvs70sgFYq3dI1mZkGems5Dr+cIY06s49ysWrLXT3fmTkJHKy5AyPtN5gyyuZ6jS4Ez38bIM6RT+UQL5F9UzbMhcxsYY/1rkxZTuO54O9EdMuAI9wlpr7wHuce1XC0TR/sgY84C19pE8gcS8cQzykno3RrlK9bmJ8fyLjDErgGuceUiorGI1jbza2x4WQndESZ1hrf3Jc/wdxEX3VcaYEdbaPFMga+1e4HpjzAPIwEcnoAMy43yrC7vEWuv1AprqvrfEKFckNrvvOojCERVXR25FzN1aIKbkXtOuoyIk/SLg2Dr3XctzLGTu9Ik/srU2xxgzHynfsuJlYCjwJ2PMSMQz6XIbo6dXa22QGVwkQua0r/uOpyNr/q4D7vDlvxw4wRhzEqIUd0DWAnZxn+uNMd2staF6Uxr1yE8/4Ftr7VeeY9Hu8x/GmGWEt8slirX2J2PMh8AlxphbkTWB1Ym9XXjQWjsqlojGmGOR+7HGWvupJ2g60ve40BhTx73jQ/JZpE/0JOJA5hSk3DohbdjVxpg/W2u98h6I+xlErOe9MuDY69baIBP+zu67fYQ+aMhstDWy/i8aLZCBpW+BEcHWqOzGY2ro4UvXRkeSr0YE+ep65PMTa3t4MvKummut3RmQBl/cRCDSEpqkKPLEdb9LXWkzxtyEuNhehUxJbg6IFuqg1YiQTeh44EZ97mX2f8DpwN+ttcOLLnEBbkNGhr1kIR3LYskcwoor+IXGmL5IZXreGDPTWht6iY8MSJbp5CgRGTy8goygpBljqltrt8eYLmaMbMz6BDDJWut96S0xxvRDZhyHGWNesNb+r5Dsin39TmGbgzQqg6y1HxRyzqi4xv4n4A1jzBpkjcC/kFG9Usd1SNcCfzPG7EMUx1uQmW4oWpmVdD0L8aC1dpQxJgHpcN7pZH3XGNPbWutd1/CL+24UQ76hOBvjlCdEg1jTu/Ur1yAjhW/5gkOdgr7GmCOttb/404dwL4WlwGXGmNrAQ8aY/1hr/+uivIa82P4S15WUD15GBmh6I+sAFltrl0ZPUiRCHe1070Fr7WZjzFREgb4AmQHFF+dXZP3BGwDuHjyBdNBeM8Y09Ax87HbfyZ7fRaGyL7+IuMGY2cg2BCuR0fGN5K9FGYnMGgYR9FyG1u1611+FnuNfI+QTsf4eCKy1S4wxS5A69Bnybr65pM/j1rEMQMrNvxYxNABwhTHm3qAOpbX2CzwdQ2NMR6RetUfu020uyFuPikNgPXJrfjoQvga4vNznl5F135ci9/QXZPC0pLkOGdxI9x601mYbY8YiEwpXkf+O9MbZijxr4yGvr3kPMoP5rDHmA9d2QCnfzyjE2h51s9ZmurakNdLXu9oY8z9rrX+9VUgRjLQuLEQs282E8mpOcH82Wl6R6mIoz7OJvv4vKM+w9tDVBSjYHoYmbH7yx48iz8nuE488cd3vUnVE4maqnkVeMt2idFpCe6+ELfo0xlRApi6zkf0y/OHVkVHsM5EZtmElIDoA1tqm1lrj+6S74LXI1OnRTkY/zd33NzGeax8yhZ+MjOqEjvvPb6y1mS44YrkVUYY9iHccEHOF0iCkvMwJOP8uZCFuArIgOSquo/sTUM0YUz8gStTrN8a0RhTgOog57XuFnTMerLWfIQ1E15LMNw5Cszve8xel3pZoPfNjrc211q6z1t6KdKjPQUzavIQWWZ/oFvxGI7Sgd3G8srhR2YZIexNL+j6IkpcArHdOP6wxxiId6iORwbF4HJJMRzoZ3tHuDoi5xkbfOUIzAfe7Y/5OZnngLeSF9AKinL9U0icwxtRFTK4BMrxl5MqpvwuLaf8gN7h4A+LJri5iDREitNdVqj9dnIRMaoIGMv1cgChs6dbadtba662197vZhheLKUeI0OBMpD0jjyyh8xSHl5A69AJSp2LezzMOrkDewzWB3b56tAlxNpFKfp2KipsJDLVnXmdNJVmPvPmF6Oe+/fvVlpf7/CHy/h6BzGC9biPvrVkknIJylfv7WEC7EOovFqacANLnsNY+gLyPKiEmxSFK+35GIq7zWmv3u1nhvohzlAeNMf7+VqiOtI/QBw19IjkQCcprUiF5BTnAiWTtEsrz1kLyvDoG+SIRUu4iWTAEyfNMIfJ0C0gb1/0uNaXNGDMc0eSXIQpbNIFCmyz2CgjrgixYX+gf1TLG1EAcV5wBPFKCM2yF4hSchU62MwKi9HbfYRtIRiFUOWJtuNYinYoWRrzrFUsGY0xLZHp4O1FMAYtJaDS4boTw0PFYzfmi1Z2I12+MaYcobLWBi2z4JujFxg0opFCKXkwLIaw+FbHelmg9K4RhyHq8vxqP90Y36zoLqT93RUpsxHtg6AUc22aVBfmr+54a40xz6FzTkAXV/k+6C/+TiWAXEkBQO/BmhPznuvBl7v/HMZ7jgOFGqyciyvBOSs/TX0VE0Q4qp1eRmamzItThMNxMb8gsxnvvQt5gW0VImkPBEdswjDHVkPu83M3OF8ax7tvfAYeSM2VbEik/N6N8egmdpzi8g9yThoipcLyz+7EQeqYzCK5HE33xYiHUlnjrUWgPwZYR0uS478K8UYbqoX/ZRj9kPY7ffDTafa6B7L1a6lhrQx72GiKd81eipygSFyCDXWuI3C78D3m3xfMcBd3PWNqF0LMUjZbI4EChJtMxnjcQN0g+HNED/LOxIW+mQX2EePkaUYBOcUp0SVCS8kXic8SCpoubYY0lblHkifT8BmOLuKg02of8BcJf4DYQLiR+CtJ4xbO5di3yvU7+tYhyZrn0pbm5dorneCoBC9tdWB9kZH47vo2fC5Ehrk2PkVnLsHuCKEuhsg7b6DMOeSzR92kL7WfzC759gpDOfy4ygprqCwt0qECcm2u7sDREKd1FBKcPAXIHOiJBNkMO2renIvl7fo0tJO90Fy+iI5Io5w90XuPu53KX73XFqbdFqWeFXO8ooiywR2bnLb799RBPaDsQZebPAemOIr9N+ASf5zaib66dQv7m2luAFr7wGq7863uONSJ/piSiMwnEpbAFznb/KxGwkN1zD7a5fAtdiE45d0TiOdYYmQk7zXe8RPZpQzplFt9G8r44IS+Lj3iOjQyqDy5sANIebcazGJ58BwaRyvxzpN0J2+jWEyfMEUgh1xfyfve07/jR5O+hmOkLCz1nXaPc53TPsXLrPdJ3/HRXlxr5jhd7nzby3ydfRYmTQH5b0twd6+jkDdrcOAl4z8V/zhcWclYU5Nm0jQsLcxjiixd6z7T1HKuLtCHPBcSv5up0mXmP9Byr4+7l2b64hTkiialOIYP6lihOpZC1kQXe08jA4HER4p+O9FH243H+Qb530UgOu9514WF7nXrihDnEiOEaC2uPMiM9t8gzv9wfjvRVtyB9gbA21T0DXX3Huka6N+Tvmft8hGekPgWdmjTF1z4FpJmLKMLXRAhvh8ehGZ592iLED2pDx3rkLsx7ZGiP2wcI8BqLvIuD9rl90KXrE8v9LvE1bcaYK90NykE6K7cEDDBnWc/icmvtNiN7KkwEMo0x45BG5Xxk1GEizqbYw/vIYvG1QEKExX8FnIYY2YPBa7ccWvj3qpsqB3jcWvt1bFfLOGTPigHAUrduIhXZAycR6Sxv88RvBCw2xnyBdDJ+Qkww0hCTyP3AtTZ/oXIs/B15aAcAi4wxs5AO0sWIUnKNLbg26EzgBbeo/H9IOTdG9qmogSjaBZyARMMY0wqx8fZSyxiT7vl/p81f5DsR2YftLGC1MWYSosC1dtdhEBfMmyjILGQNQzM8+9RYaxcaY/6OLApfboyZiChMA5FZtJttwf1parm8arvvzsaY0KJWL2NswVHcm5AO3oPIiyPEnxC78AVI52krYi53DmJmsgZZq1UAY8xT5Ne/0Aj2XcaYy93vydZar6lbpPO/YoxJRTqKPyLPXVPkflZG1mS85jt9vPUW4q9nxeFRpFxvN8Y8G6o71tqvjDHnIs/+v40xNyJmttuRmYjzkBnEVcjsaU5g7nCbMWYrUtdSkDamC2IS/A1wubXWb+rZDzFFfIN8c5s/IeX1tpUZzEi8gtzj65GZsMrAMmPMcsR0fL2TuzX55lN3xdEORSPwuTnQWGt/ROpnvFxoIu8xl2WtTXfrZFsgrtOjOaV4FbgfeV5HWjHFuh0YZYxZirR9G5F2MOREIhsYagtaecxGnvOeiGmXn1mI8j3dGDMXGQj50lrrXa9zjvuO1SR7KjIwdYezEliKPH99kPXcjWPMJyLWWmuM+RNSR98zxrzvzpmG7JE4nWCLhgOKtbZI+1FF6COECPUVQuazr0Y5f64x5nWkHb4e6eA3QNqHf7l36ypEca+PlNmRSFn+zZfde4iZZU8X7iXURxhkjNlPvnL+lrX2B3dNCci7dI21dqUn7QVI2zQpQP4dxpjrkT7VPGPMeGTW73RE8ZhL5D3fShTXthfFpLtrlPu51Vo7xs2on4UM0EY7x3jEyVN/Y8zNVkyjLwOeNMZ8jczqbEDeD8chbbQBhllrf/Zcy0q3jr2HMSYx4P0zC3lfvm/ECctu4AdrrXctdLztAhTeHkXEPfN/RerJo8igBdbaTUb28psEfObe918h9cQT7okAACAASURBVK8R0jamEvv6vYeQNZ1DkTXes5G6XQ9ZXnEa0jYX5tTEy6XItb9qxNnhIqQcGiKeXNs6OWM1Mw3iJpfPUKTOzUCswJoh5X0+bi86F7c58owPce3Ar0jb0Bp5JwxGPJB6OcfJHZulUqzafKwfYnPJmhkh7WmInfMWpEKvQF6qQVprVgznucqXpmkMacJGIwq53gpOxhVO5i3uGsLcviKzgw8jyuwGd/N3Iq6fXyCGfegiyFDFVZRvkQ7CRmRGpE1A3HbIKPYK8vdq2exkuhmoGOe5u8ZQpk19aZKQxdifkT+r8BtiYha2k73vfjeNEH4VMsuyE+nEf0LAyEWMdSBI5lC9HhVQZ19BGrQt5M+8zEeUtSqFXE+kj/88kc5/OaII/w+ZhdqHmMRMQ5SwsH2d4q23RalnMbYRo6LEeZqAmQUXVhtRYL9AbMm95fYQAS6CI5R5qO6vQNZdDSBC/Sd/lC7d/U9AlBALHB/D87nV3Zt6SP0fgXSO1yOdu91Ip+1NoFMcZRmSq1zu0xZD3OK4/M90cUOjobfEcL7QyHs/9/904BHkef3R1eudSIf5ZXz7m3nyCc1IBLl+r4qMzK5H2oO8euOpO+uAZXGWayN3rT+5+vIVMsBWwVseAc9Z1yj3OT0g7EREQdvuPjORzk/E/CLIG4of8TkvTt0OiF9Ul//WnauGu/d7ibC1i+9e5CDvrYqI58PBiOK2HFEUQu+ChcjAZtj2Ly7tr0Tez/VkpLP/BzLrW6D8kQ6fxefmHlHkNxPFighx4DAfGXTbgnjfbkX+s9c0qByLci9d+iyXR6GWTRTP5X+Wi/uI+//3GM73kot7u/t/AtJGz0Y62buRdnot8gyeHiGf0Ix02DYviBL9KPKuDm0x4n9mF4bqVJxlG609yvTXm4A4oa0s+vqON0UcqX3rrn8bMhv/FuFbrnQNumeecIN4j5/l6uY+pC2bD9yHZ+acGGbaXLzqLu1ipP+z292v/0MGVKp64l5FwLvGV78zA45XRRTK5cizsh1RLscQvjVRRUR5W4g8s3uR98ospM/rtyALbfsxJtZ7bVxCRVGUgxY3WvggMmp6mY08y6YoxcaN4n8NvGDFgU48afsCHwBDrLWl4UhDOYgwxtyLdOY72Di9qhpj3kOsZ46xbpsUt5Z6I7L/2JUlLa8SGbcOey3ig+GCONMeD3wJPGDDvTkWlrbI7ZFSdhhjnkaUvNa2cG/pkkaVNkVRDgWMMW8iI3lvIPt7aeOmlBpG9nC6GVmPFItbaJwzmsXILE1HraOKMSYZmdldbq3tG0e6E5C6dIu19l+e4wMRE/h+tqCJvXIAMMb8BXgOWS8Yswdj5/m3A9DSWhv3ViJFaY+UssN5PF8L/NtaG7aEJhIHZHNtRVGUA8C1iNlCMmKHvqJsxVEOcR5GzOmaEttePiBrmz5A1lCpwqZgrd1jjBkCdDPGVLWFb+Qb4kjE6cELvvzy9hVTyoQXEV8FMW+dYIypgqxTHVMUhc1RlPZIKTuaInuB/iOeRDrTpiiKogTinIBcFWN0v/MeRcnDGHMhsbmTz7IeR2VK+cPIXpm3FRpRSLceZ2CKohQdVdoURVGUQJxnxjkxRm+mnTMlEs6jcCxrrD6x1nYtXWmU4uAGc76PMXo3a21mqQmjKIcRqrQpiqIoiqIoiqKUYxLKWgBFURRFURRFURQlMqq0KYqiKIqiKIqilGNUaVMURVEURVEURSnHqNKmKIqiKIqiKIpSjlGlTVEURVEURVEUpRyjSpuiKIqiKIqiKEo5RpU2RVEURVEURVGUcowqbYqiKIqiKIqiKOUYVdoURVEURVEURVHKMaq0KYqiKIqiKIqilGNUaVMURVEURVEURSnHqNKmKIqiKIqiKIpSjlGlTVEURVEURVEUpRyjSpuiKIqiKIqiKEo5RpU2RVEURVEURVGUcowqbYqiKIqiKIqiKOUYVdoURVEURVEURVHKMaq0KYqiKIqiKIpyUGCMGWCMWWiM2WSM2WOMWWOMGWGMqeiJk2WMsb7PL2Upd3GpUNYCKIqiKIqiKIqixEgqMBsYDWwFOgKjgCOBmzzx3gGe9fzfd4DkKxWMtbasZVAURVEURVEURSkSxphHgBuBWtZaa4zJAiZaa+8sW8lKDjWPVBRFURRFURTlYGYTULHQWAcxqrQpiqIoiqIoinJQYYxJNMZUMcacDtwCPG8LmhD+yRizzxjzhzFmojGmSRmJWiKoeWQJkZCQYCtXrlzWYhzS5ObmkpCg4wylSc0KudTcC1mJWs6lidblA4OWc+mjZXxg0HIufbSMDwyxlPOuXbsssMRz6CVr7Uv+eMaYPUAl9/dN4Gprba4L+wfwGbAeaA2MBHKAdtbaP4p7HWWBKm0lRHJyst2zZ09Zi3FIk5mZSdeuXctajEOaqfdextGTlnDc16vLWpRDGq3LBwYt59JHy/jAoOVc+mgZHxhiKWdjzC5rbdXC8jLGdACqII5I/gq8Y639S4S4bYFlwJ3W2jHxyl0eUO+RiqLk8VOXFmRUXsE7ZS2IoiiKoihKFKy1odm4+caY34E3jDFPW2vXBsRdaYxZA3Q4oEKWIDoPrChKHrvrpbC6SWJZi6EoiqIoihIPIQWuWZQ41n0OSlRpUxQlj2o/buLUr3LKWgxFURRFUZR4OM19fx8U6MwjWwGLD5hEJYyaRyqKkseRn3/PTR/shyfLWhJFUZRDi/3797N+/XqKsv69Ro0arF6ta41LEy3jA4O3nJOTk2nYsCFJSUlx5WGMmQ7MBL5CnIucBgwDxltr1xpjzgMuB6YBPyPK2gjgRyC9ZK7kwKNKm6IoiqIoSimzfv16qlevTtOmTTHGxJV2+/btVK9evZQkU0DL+EARKmdrLZs2bWL9+vU0axbNojGQ/wJXAU2BbOB/wL3ACy58HVAPGAPURPZwmw7cZ63dVuyLKCNUaVMURVEURSll9uzZUySFTVEORYwxpKamsnHjxrjTWmsfAB6IEr4c6FEM8coluqZNURRFURTlAKAKm6Lko89DfKjSpiiKoiiKoiiKUo5RpU1RlDzW92jD/VdVLGsxFEVRFEVRFA+qtCmKksfeWlX5vr42C4qiKIc66enp3HTTTRHDR40ahTGG7777Lu/YmDFjMMbwxRdfANC0aVPatWtHWloaaWlp3HLLLXlxs7OzqVu3Lvfcc0+BfKdNm8YJJ5xA+/btadOmDS+++GJe2IYNGzjnnHPCZLnqqquYOHEiAF27ds07fxBNmzbljDPOKHAsLS2Ntm3bApCZmUmNGjXyZE5LS2PmzJl5cSdPnowxhq+//jrvWG5uLrfccgtt27alXbt2nHzyyXz/faBn+TC85Tx58mRWrVoVUzpF8aOOSBRFySPl+410X5qNvcKqrbmiKMphTrt27Rg3bhwjRowAYMKECRx33HEF4syZM4c6deqEpf34449p0aIFEyZM4LHHHsMYw/79+7n++uv5/PPPadiwIXv37iUrKysvzfTp0+nZs2ex5d6+fTvr1q2jUaNGgW78zzjjDKZNmxaWBiAjI4PTTz+djIwMHnzwQQDGjx/Pzz//zPLly0lISGD9+vVUrVo1brkmT55Mnz59aNOmTRGuSjncUaVNUZQ86i75gWunZ8MzZS2JoijKocsTnz/B15u/LjyiIycnh8TExKhxWtVuxfCOw4srWgEuvPBCpkyZwogRI1i7di01atSIeU+tjIwMbr31Vp5//nk+/fRTTj31VLZv3052djapqakAVKpUiZYtW+almT59OiNHjsRay80338zHH39Mo0aNqFgxPrP9Sy65hPHjx3PnnXeSkZHB4MGDeeuttwpNt2PHDubPn8+cOXPo27dvntK2YcMG6tevT0KCWKI0bNgwaj6vv/46jz32GDVr1qR9+/ZUqlSJhQsX8sEHH/DJJ5/w8MMP895773HMMcfEdV3K4Y3aQSmKoiiKoihhpKSk0KhRI1auXMm4ceMYOHBgWJxu3brlmRk+84yM+O3Zs4eZM2fSt29fBg8eTEZGBgC1a9fm/PPPp0mTJgwePJixY8eSm5sLiGK6Zs0a2rRpw6RJk1izZg2rVq3izTffZOHChXHJ3b9/f95//30Apk6dSt++fQuEz5s3r4B55Nq1awGYMmUKvXr1okWLFqSmprJ48WJAlMCpU6eSlpbGsGHDWLp0acRzb9iwgZEjR7JgwQLmz5+fZw556qmncv755zN69GiWLVumCpsSNzrTVkIYLPz4Wd4/AGofDdXqwt7t8NvqArEBSD0GqtSGPX/A798RRuoxULkm7N4CmwNsp+u0gErVYNdm2PpjeHjdlpBUGXb+Dtt+Dg6vUAl2bIQdvwaEt4LECrDjN8kjKDwhAbb/KjJ6MUbyB9j+C+zx7WWYkCjXB7BtA+zbGR5eu1l++P5dVN61ATZJw0piRajZyIX/DNl7C6avUAlSGuSH5+z3hSdD9SPyw3NzCoYnVYaqdfLPb3PzrysUXrlWfrj3ukPhyTXAWim/sPAqcu9yc2HXpuDwilVErt1bg8OTkiEnG/ZuCw6vUEnC9+0IDk9MkvD9u/LDQtepKIqilBrxzoiV5cbPgwYNYty4ccyYMYNZs2bx+uuvFwgPMo+cNm0a3bp1o3LlyvTv35+HHnqIMWPGkJiYyCuvvMKKFSuYOXMmTz31FB9//DHp6eksWrSITp06ATB37lwGDx5MYmIiDRo0oHv37nHJnJqaSq1atRg3bhytW7emSpUqBcIjmUeGZgdD152RkcGJJ55Iw4YNWbNmDbNnz2b27Nn06NGDCRMm0KNH+FZgixYtomvXrtStWxeAgQMH8s0338Qlv6IEoUpbCZGQuw9e89lhX/AcnHA5/PY1vHp2eKKL0+G4fvDTYnirX3j4Ze9B87Pg+3nw7pDw8GtmQONT4JvpMPnP4eFDF8CRbeGrSfDhneHht34JtZrC0rdg1oPh4XetFcVl0Qsw7+nw8Pt/hYRkCfv8xYJhCRXgr04ZmfU3WDa2YHhyTbjnB/k9fTismlIwvEYjuH2l/J5yI6ydRSeAz1143VZw4yL5PeEqWLeoYPqjToLrZsnvtwfAb18VDD+6K1zhzvlaz3Clt1UfGORkfuG0gooVQPvB0O8F+f2P9pDjUxpPvhbOexpys+HpFoRx2m1w9oOwZys8dWx4ePcR0OUu2PYTjGkXHt7rCThlKGz6Fv59Snh4qO79vBRePSs8PFT3suYWrHvr6gAVRVlM1OZBURTlUOK5557j5ZdfBmT2KBb69OnDXXfdxUknnURKSkpMaTIyMpg/fz5NmzYFYNOmTcyePZuzz5a+ULt27WjXrh1DhgyhWbNmpKen89FHH9GrV6/4LyoCAwcO5MYbbyQ9PT2m+Js3b2b27NmsWLECYww5OTkYYxg9ejTGGCpVqkTv3r3p3bs3RxxxBJMnTw5U2hSltNBeWQmRm5AEQybJzEqIeq3lu05zuPw9+e0J5si27rs9XDohPNMGafLdqCMMHh8eXscpA826wKCM8PDQTNSxZ8HAseHhVWUUiNZ9ITVAcajkRvXaDoAjjw8PT3R27WmXivLoxevE4qRr4BjfKFmixya+01BoVdB0gaTK+b9PuwWOH8jq1atp3dqVabLnxdHlrvCZwCqp+b+7319wtgryZ9kAznowfKYvVHYAPR+D7D0UuHm1PWYN5z3lZuo84XVbybdJgPP+7g56wkPlmVQFzn2KMI46Ub6Ta0Lv0eHpG3eW72pHiALnDw+lr9lI5PeHH+EUwdRj4ZxH8o//mgFslvJMOTJcLkVRFOWg5cYbb+TGG28ExKvhzz8HWOH4qFKlCk888QQtWgQMQAawbds25s2bx7p166hUqRIga7wyMjLo3LkzX3zxBV27dgVg2bJlNGnSBIBZs2Zx9913A9ClSxdefPFFrrzySn777TfmzJnDpZdeGte19uvXjw0bNtCzZ8+YrnPKlCkMGTKkgDfLM888k3nz5lGtWjWOPPJIGjRoQG5uLsuXL+f44wP6RUCnTp249dZb2bRpEykpKUyYMIH27dsDUL169TyHJ4oSL6q0lRCWhHDFJETlmqI4RaJqKrQId3GbR/UjoWWU0acaDeUTidrN8k0Ng6jTXD6ROKKNfCLRIC1fwQyi4UnyiUSTUyOHgcyKAb9uyaR1+67h4c0DZjG9tDovenjbi6KHtw+34S9AhysihyUkwsl/ihyelAwdr4scnpwCna6PHF6ltsy4RaL6kdD5L5HDazaGU/NdPq/bt4Pnmr/DR16lVlEURTmsGTRoUMSwbt265TlJOf744+nRowfdu3fPU9gALrjgAu6++26eeeYZnnzySW644QYqV65M1apVSU9PZ+PGjSQnJ+eZgPbr14/Zs2fTpk0bGjduTOfOneOWuXr16gwfHmyGGlrTFmLEiBFMnDiR++67r0C8/v37k5GRwQUXXMB1113H3r1iVdOxY8eI2yXUr1+fUaNG0blzZ2rWrFngPIMGDeK6667jn//8JxMnTtR1bUpcGOudGVKKTHJyst2zZ09Zi3FIk5mZmTc6p5QO/1jyD15f8TrL+n8sCmFCdG9lStHQunxg0HIufbSMY6eAtUiclOWatgPB22+/zfr168P2dDuQHOplXF7wl3PQc2GM2WWtjX9PhUMcnWlTFCWPGt/8wnmLsrHft8RcMQmOPrOsRVIURVEOcS6//PKyFkFRyj2qtCmKkkfqyp/oNDsHLq8MK95VpU1RFOUQ55FHHmHChILr6i+++GLuv//+MpIoNjp16pRnrhjirbfeol27AOddh7AMyuFDmShtxphjgbuAzsBxwDxrbVdfHAPcC/wZqAP8F7jFWrvMF68N8KzLayvwCvCgtTanNPJSlMOC1n1g1Qdw7tOy7k5RFEU5JLn//vvLvYIWxKJFiwqPdBjIoBw+lNXm2scB5wJrgEibV9wDPAA8AfQFdgAzjTF5Lu2MMbWAmYhbvAuAvwHDAL//+pLMS1EOfdoOkP3fvp1R1pIoiqIoiqIc9pSV0jbVWtvIWnsx8JU/0BiTjChaj1lr/2WtnQlcjChUXnc9Q4HKwEXW2o+ttS8gStYdxpiUks5LUQ4bmnWBqvVg+btlLYmiKIqiKMphT5kobdba3EKinAqkAHk9RmvtTmAq0NsTrzcww1q7zXNsHKJ8hRbjlGReinJ4kFgB+r8MvR4va0kURVEURVEOe8pqpq0wWgE5wLe+46tdmDfe194I1tofgV2eeCWZl6Ic0vzY+3iG3pwECQmyP553k3FFURRFURSlTCiv3iNrATsCHIBsAaoYYypaa/e5eFsD0m9xYSWdVwGMMdcD1wNUqFCBzMzMQi9MKTo7duzQMi5l/rdlA1urGT755BMAam9aTI0/VvH90UPKWLJDC63LBwYt59JHyzh2atSowfbt24uUNicnp8hpIzF27FiWLFnC008/HRj+6KOP8vjjj7N06dK8TaCfe+457r33XjIzM+nQoQNt27alWrVqeZtrn3rqqYwePRqA7OxsmjdvzhVXXMGDD+a7B/joo4945JFHyM3NZf/+/fz5z3/mmmuuAeCXX37hhhtuYMqUKQVkGTp0KL169eLCCy/k3HPP5eGHH6ZDhw6Bcrdt25ajjjqKGTPy12SfdtppZGdns2jRIubNm8fgwYNp0qRJXvjDDz9Mly5d2L59O9OmTePSSy/liy++oEWLFgDk5uYyfPhw5s6dizGGSpUq8cYbb9C0adO4ynnatGkce+yxtGoVPBfw3HPPUatWLS699FKGDh3KggULSElJwVrLo48+WuieiN988w1XX301xhjefPNNjj766ELlOxDcf//9nHPOOZx55plhdXnPnj3ahsRIeVXaDgqstS8BL4Fsrq0bjJYuuolr6fPj2OnUnJfNmUO6YBISIPMzWPEeTfr/DWocVdbiHTJoXT4waDmXPlrGsbN69eoib95cGhs/JycnU7FixYj5VqpUiXbt2jFt2jRGjBgBwNSpUznuuOOoWrUq1atXxxgZ5KtTp05Y+o8++oiWLVsyZcoUnn76aYwx7N+/n9tuu43PP/+chg0bsnfvXrKysvJkmDhxIuedd16YTElJSVSuXJnq1auTmJiYd/4gjDHs2rWLrVu30qhRI1avXk1CQgIJCQlUr16dKlWqcMYZZzBt2rQC6UJlPHnyZE4//XQ++OCDPGUzIyOD33//nZUrV5KQkMD69eujyhCpnGfMmEFSUhInn3xyWLzs7GzeeecdlixZQoUKFUhKSuKpp55iwIABzJkzh+uvv55vv/UbjRXk448/5pJLLsm7X7GQk5OTp3SXFsOGDeO6666jT58+YXU5OTmZE044oVTPf6hQXs0jtwDVjDH+WlQL2OVmxkLxagSkr+XCSjovRTmkqfX1BgbMz4Vct+y0nfPZs3JimcqlKIpyqPHDkCvCPpvfeQeA3N27Cxz/7Yah/DDkCra+PwmA7C1bwtKWBhdeeGHerNfatWupUaNGoIIWREZGBrfeeiuNGzfm008/BUQxys7OJjU1FRDFsGXLlnlppk+fTu/evbHWctNNN9GyZUvOOussfvvtt7jkvuSSSxg/fnyeHIMHD44p3Y4dO5g/fz6vvvoq48aNyzu+YcMG6tevT0KCdJsbNmxIrVqBRlgAvP7667Ro0YKOHTuyYMECABYuXMgHH3zAXXfdRVpaGmvXri2QZvbs2XTo0IEKFcLnUzp37sxPP/2U93/x4sWceeaZnHjiifTs2ZMNGzbw4YcfMmbMGJ5//nm6desGwNtvv03Hjh1JS0vjhhtuICdHjM6qVavGsGHDaN++PZ9++mlgfgBdu3Zl+PDhdOzYkRYtWjBv3jxAFL0777yTtm3bcvzxx/Pss89GlAugSZMmbNq0iV9++SWm+6AEU16Vtq+BROBY33H/urOv8a03M8Y0Aqp44pVkXopyeJF6DBx1knqRVBRFOQxJSUmhUaNGrFy5knHjxjFw4MCwON26dSMtLY20tDSeeeYZQEzeZs6cSd++fRk8eDAZGRkA1K5dm/PPP58mTZowePBgxo4dS64bJMzJyWHNmjW0adOGSZMmsWbNGlatWsWbb77JwoUL45K7f//+vP/++4DMDvbt27dA+Lx58/Jk9ipQU6ZMoVevXrRo0YLU1FQWL14MiBI4depU0tLSGDZsGEuXLo147g0bNjBy5EgWLFjA/PnzWbVqFSCmo+effz6jR49m2bJleSanIRYsWMCJJ54YmOf06dO58MILAdi/fz8333wzEydOZPHixVxzzTXcf//9nHvuuQwdOpTbb7+dOXPmsHr1asaPH8+CBQtYtmwZiYmJjB07FoCdO3fSqVMnvvzySzp16hSYX4js7Gw+//xzxowZkzfz+NJLL5GVlcWyZctYvnw5l112WUS5QnTo0CFPgVWKRnk1j1wIbENc8z8MYIypguyx9pIn3kfAXcaY6tbakIHsQGA38Ekp5KUohx/HXwIf3Q2/roIj2pS1NIqiKIcETd56M2JYQuXKBcL9JmUVatWKmr4kGTRoEOPGjWPGjBnMmjWL119/vUD4nDlzwmbfpk2bRrdu3ahcuTL9+/fnoYceYsyYMSQmJvLKK6+wYsUKZs6cyVNPPcXHH39Meno6ixYtolOnTgDMnTuXwYMHk5iYSIMGDejevXtcMqemplKrVi3GjRtH69atqVKlSoHwSOaRodnB0HVnZGRw4okn0rBhQ9asWcPs2bOZPXs2PXr0YMKECfTo0SPs3IsWLaJr167UrVsXgIEDB/LNN5G2JM5nw4YNtG7dusCxu+66i/vuu4/169fnzVauWbOGlStXcvbZZwOi7NavXz8sv1mzZrF48eI8U8zdu3dTr149ABITE+nfv39M+V100UUAnHjiiWRlZQEwc+ZMhg4dmjcrWLt2bVauXBk1n3r16vHzzz8XWg5KZMpEaXNK07nu71FAijFmgPv/obV2lzHmceABY8wWZKbrDmRm8FlPVi8AtwDvG2OeAI4GRgF/D7nut9buKam8FOWw5LiLYHE67NxY1pIoiqIoReS5557j5ZdfBuDDDz+MOV2fPn246667OOmkk0hJiW3b2oyMDObPn5/nqGPTpk3Mnj07r0Pfrl072rVrx5AhQ2jWrBnp6el89NFH9OrVK76LisLAgQO58cYbSU9Pjyn+5s2bmT17NitWrMAYQ05ODsYYRo8ened8pHfv3vTu3ZsjjjiCyZMnByptRaVy5crs2bOnwLHRo0czYMAAnn32Wa655hoWL16MtZbjjjsuT4mLhLWWK6+8ksceeywsLDk5OW8dW2H5VapUCRBFLzs7O+r5ouWzZ88eKleuHFVmJTplZR5ZD5jgPqcAbTz/67k4jwOPAPcC05C91s621v4aysRauwXogZg/TkU2w34GGOk7X0nmpSiHF9Xqwl8+haN1u0JFUZSDlRtvvJFly5axbNkyGjRoEHO6KlWq8MQTTxQwdYvGtm3bmDdvHj/++CNZWVlkZWXx3HPPkZGREeZtdNmyZXleHGfNmsVZZ50FQJcuXRg/fjw5OTls2LCBOXPmxH6hjn79+nH33XfTs2fPmOJPmTKFIUOG8MMPP5CVlcW6deto1qwZ8+bNY8mSJXmzRLm5uSxfvryA90kvnTp14pNPPmHTpk3s37+fCRMm5IVVr149ohfQ1q1b89133wWG3XTTTeTm5jJjxgxatmzJxo0b85Sj/fv389VXX4Wl6dGjBxMnTsxbD7h582Z++OGHsHix5ufl7LPP5sUXX8xT4jZv3lxoPt988w1t27aNmq8SnbLaXDvLWmsifLJcHGutfcRa29BaW9lae4a1NsyI2Fq7ylrb3cWpb619wO/evyTzUpRDmaw+aVx1RxIEeZLavxu2/xp+XFEURTmkGTRoUEQX+941bVdccQWTJk2ie/fueTM0ABdccAFTp04lJyeHJ598kpYtW5KWlsbIWcFB9QAAIABJREFUkSNJT09n48aNJCcn55mA9uvXj+bNm9OmTRuuuOIKOnfuHLfM1atXZ/jw4VSsWDEszL+mbeLEiUycOJF+/foViNe/f38yMjL47bff6Nu3b57jjQoVKnDTTTcFnrd+/fqMGjWKzp07c9pppxUweRw0aBCjR4/mhBNOCHNE0rt3b+bOnRuYpzGGESNG8OSTT1KxYkUmTpzI8OHDad++PWlpaYFr/tq0acPDDz/MOeecw/HHH8/ZZ5+d5xjES6z5ebn22mtp3Lgxxx9/PO3bt+edd96Jms/+/fv57rvvOOmkk6Lmq0THWGvLWoZDguTkZOuf1lZKFnUtXfr8c8k/eXXFq3x55ZcFA3Jz4Z/toXFnuOil4MRKzGhdPjBoOZc+Wsaxs3r16rA1S7FSGi7/yxNvv/0269ev55577ikzGcpDGffr148nn3yS5s2bl6kcJc2kSZNYsmQJDz30UFg5Bz0Xxphd1tqqB1rO8k55dUSiKEoZYLJzuPI/2WxNmUzNfhfmByQkwDE9YPl42LsdKh26nQdFURTlwHL55ZeXtQjlgscff5wNGzYcckpbdnY2w4YNK2sxDnpUaVMUJZ+kCrRZl8vWCRMKKm0A7QfD4tdh1RQ4QV+wiqIohwKPPPJIgXVXABdffHHMa9jKik6dOrF3794Cx9566y3atWt30MrQsmXLAvvWHSpcfPHFZS3CIYEqbYqiFGBh6wSafLKEfevWUbFRo/yARh2h9jGwLEOVNkVRlCJgrcUYU9ZiFOD+++8v9wpaEIsWLSprEcqFDAczukQrPsrr5tqKopQRc9smgDH8dPsd5O7alR9gjMy2/TAftq4rOwEVRVEOQpKTk9m0aZN2VBUFUdg2bdpEcnJyWYty0KAzbYqiFGBziqFq51PYufBTsjdupGKTJuz45BOqdumC6XAFHNsdajQsazEVRVEOKho2bMj69evZuDH+PS/37NmjndtSRsv4wOAt5+TkZBo21P5ErKjSpihKGPUfe5w/pkwhqXFj7L59rLthKEmNG1Pvtlupfs455c68R1EUpbyTlJREs2bNipQ2MzOTE044oYQlUrxoGR8YtJyLjppHKooSRtIR9ahz/XUYY7BA3dtuwxjDT3cMY02HDvx4/mnsX/afshZTURRFURTlsECVNkVRopJQsSJ1ht7A0R99SMPn/kVSw4bsXfc7Cd9M5rdnxrA9M7OsRVQURVEURTmkUfNIRVHyMEQ2ezQJCVTv0YPqPXqw/9UrYfVUNmVUA6BSixbUG3aHrHtT00lFURRFUZQSRWfaFEWJm6RuV5Not9H00RtIOuoo9n3/PetuGMrXrduw78cfy1o8RVEURVGUQwqdaVMUJX6adoGUhlTeNY9jZ80kd9cutowbT1L9I6nYuDE7P1vEptdepUK9etT/298wCTo+pCiKoihK8THGDADuAFoCVYEfgLeAJ621+1wcA9wL/BmoA/wXuMVau6xMhC4BVGlTFCV+EhKg0/WwbQNYS0KVKqRec3Ve8L4ff2Dn3HkA/DHxPWoM6E+922+nQmpqWUmsKIqiKMqhQSowGxgNbAU6AqOAI4GbXJx7gAeAu4CvESVvpjGmrbX2lwMtcEmgw9+KohSN026F3o/Lpts+al1yCS2++C/JbdsCsH36DPb/vAFrLRv+OpJ963RzbkVRFEVR4sda+6K1doS1dpK1do619gng78DlRkhGlLbHrLX/stbOBC4GLPlK3UGHzrQpilJ0rIV1i6BRpzDlLbFaNZpNnABA7p49JCQnk7t3L1vffZet775LlVNOIaXnOVQ/5xydgVMURVEUpThsAiq636cCKcC7oUBr7U5jzFSgNzDiwItXfHSmTVGUAlhs7JG/eh9e6wk/LIwaLSE5GQCTlEStK4ZQoV49dn/5Jb88+De+Pe10rLXs/PRTdq9YURzRFUVRFEU5TDDGJBpjqhhjTgduAZ631lqgFZADfOtLstqFHZToTJuiKHnE7a6/RS+oWB2WvgVNTys8/4QEjrzvPo687z5sbi47MjMxFSsBsPEf/2T3MlkfXK1HD2qcfz4pPc+J+xoURVEURTmoqWCM+cLz/yVr7UsB8XYCldzvN5H1awC1gB3W2hxf/C1AFWNMxZDDkoMJVdoURSk6FatCu/7w5Xjo/QQk14g5qUlIoHr37nn/U847j4pHH80f77/Pjlmz2DFrFtWWLWX3kiXs/PRTavS7iIrNmuo+cIqiKIpyaJNtrT0phninAlUQRyR/Bf4F/KU0BStL1DxSUZTiccIVkL0bVr5XrGxqD7mcBo8+QuuvV9PknbFUPPpoTGIi22b8h00vv8L/zj2Xr9sdz49/upa93/otHhRFURRFOZyw1i6x1s631v4dMY/8szHmGGRGrZoxJtGXpBaw62CcZQNV2hRFKS5HdYB6bWD11BLLskqHDhzz4f9hkpKoN+wOjhozBhITqZCays4FC9i9fDnbZvyH1a1as7pVa34dPZrsTZtK7PyKoiiKohxULHHfzRAX/4nAsb44rVzYQYmaRyqKUjyMgUFjIaVhqWSfmJJCSq+epPTqCcD+n38GY7D795NYowY5f/zB5ldfY/Orr1H3tlvJ3bmLvd98Q1KTxtQbNoyESpUKOYOiKIqiKAc5oYX13wM/AdsQN/8PAxhjqgB9gaC1cQcFqrQpilJ8ah99wE6V1KBB3u8Wiz4jZ/t2dnwyl+0zppO7ew8VjjiCTS+/DMCWN98CoNWK5fw6ejRk51Br8CAqNW9+wORVFEVRFKXkMMZMB2YCXyFeIk8DhgHjrbVrXZzHgQeMMVvI31w7AXi2TIQuAVRpUxSlZFj1Acz/O1wzAyocuNmtxOrVqdHnPGr0OQ+A3H37qHTsMfx41dUA1Ln5JkhIyFPgtrzzDgDNP13IlrfeZu/ataT+6RqSW7fGJCUdMLkVRVEURSkS/wWuApoC2cD/gHuBFzxxHkeUtHuBVOAL4Gxr7a8HUtCSRJU2RVHyMBTDM2PFKvDzUljzIRzXr+SEipOEihWpesoptP56dYHjDZ58gp/vHp733xjD7//+NwDbZ8wA4JiP/0OF2rX5/qL+/8/efYdHUe1/HH+fTe8koYQeOggDKEVBpIjYIkpTmrAq/hT1WrAGRQUEid6rcNVrLyw2FEQFQkeCIArSB0lAxQWl1xRC+vz+mM2ShBASSDIp39fz7JOdmTNnPzvXC/lyZs4h6IYbCBkwAO9GDcHDQ2atFEIIISoAwzCeB56/QBsDmOp6VQkyEYkQonQ07WM+17b5U6uTFCrk1ltpkxDvfnnUqEGzFcsJGTwI5Vr8G2Uj8/BhMvbu5fj775szVrbTODRxEqc3bGBXp8783udanCPv5PQv6639QkIIIYSoNmSkTQhROmwecPlIWP0qnNoHNRpZneiCvBs0oN7UqdSbevYf4gzDoPEXX5C+ezdGZiZHpk8noMfVpCfsIuf0aXJOnybr4EH23XUXEZMmcejFF93nho4YQa1xj3Hy8y8IuLo7Ps2aYfP3t+KrCSGEEKIKkaJNCFF6Oo6E1a/A1i+gd7TVaS6KUgr/Ky7H/4rLAXP9uFwhgwaStDCWQxMnEtCrJ2e2b8t3buZh81b5ozNmcHTGDPf+ulOncvC559zbNVq3xujZk6zDh1FeXniEhaFscuODEEIIIQonRZsQovSENoZez0Dj7lYnKRMegYGEDhtK6LCh7n31pk7FMAwwDHP5AyB01ChOfnr2NlHvJk3wrFOHLFdR55OQQHZiInuibiEnNdXdrvHnn7F3pFkk+lzWhoCrulFjyGCSly3Dv3NnfJo3x6NGjfL4qkIIIYSoQKRoE0KUrj7PWp2g3Cml3AUbQMRzzxLxXP7r0DxuFTnJySSv/IE/F8UC4FW/Hum//+Fuk7cgS98ZT/rOeHJSUjj19ddn+/lhJc7hI9wFoG+7dtR88AGSl68gdeNGAq+5hoCruxN47bWk79qFd+PGKC8vlKf8cS+EEEJUVvK3uBCi9J10gvMn8xk3AZiFnUdwMDUGDiA5tAaeoaE0XbDgnHattm3FyMwk68hRzmzZgleDBvmKtsxDh6j5wFgOTZwEQNqOHRx79z3Stm8HzCUNTn7xBXWnTePg+PHu8yLnzsU5ZEi+z2rw9tvsf+IJvCIiUN7eRM75mrTt2/Ft146sY8fwql9fZs0UQgghKgAp2oQQ5zAM49J+Wd/8qblmW5OeUKNh6QWrBmw+PuDjg0dgID5NmwCcs3yB/xVXEDpsGIZhYGRmYqSmkrpxI6m//krKj2uwBQfh2/ayfOcUtgadkZGOceYMGX/9BcChSZNI/GZevjZB/fqRvHw5YI4ENnz/PZx3nL09tOmC+WT8/Q/JS5eQefAQ9f7zb3KSkvAICcEjJATl7X3pF0UIIYSo5qRoE0K4XdI6bXl1ssOa12DzLLj2uQu3FxdFKWUWRd7eBF13HUHXXUedPKNrBYu93O2ctDTzPMOg5oMPkHnwEInffkuNQYNIWhiLkZ4OgH+XLgRc08NdtGWfOkXKj2vy9Zl58CD/PPige/uPnr3yHW808xP3QucAjT75mP3jHif71CkAIiZO5ITDgVfDBvhp7QkdPoysY8fIST2DkZWJ/xVXoDw9L/0fEoQQQohKTIo2IUTpq9EIWvSDLZ+aE5N4yB81FYktd106oNYjjwBQb9rLALTetvWc9qF33AGAkZODstkIv/su0nbuJPPgQfy7dCF05EhOfv45AA3+9xb/PPQv97knZuVft8/IzHQXbAAnZs4kw+kk46+/OP3jGo6//z5GZqb7eMTEiRyaONG9HXTjjSQvWeLeDhkymMS53+BRsyb+nTtT59nxHP3vf81iz/U9c9LTMTKz8AgMKNmFEkIIISoI+U1KCFE2Ot0Ns4fD7iXQ5har04hSkLssgS0gAP8uXdz7I56fQMTzE9zbBUf4IP8tt622byNt2zbS//qLwF69Sd+VwNE33iRtxw5qP/Ukh1+e5j4v68TxfP3knEnNt53hmsgl+9gxkpcswebrS+J335H4zTxqA3ve/4D0XbsA8G3fnow9e8hJSQGg3r9f5cBTTwMQ2KcPvm3bkr57N/6dOxHUrx8eYWHkJCVhCw5GKYUB2OR2TyGEEBaQok0IUTZaXA+hkXD8d6uTiAog762NNm9v/Lt0cRd+XnVqE9izp/t42OjR+c6tlef2S4CcM2fIOX2a7KRkvBs24OTsr0hZ8yNkZVEn+hkSv/vO3Tb3eT3APVlLrhOffuZ+n7JqFSmrVgGQvGwZmfsPkBy3isy9+wr9PpFff+V+ts+/21XUffFFjr7xJv5duxJ0w/V4BAdjpKWB6xZWmb1TCCHEpZC/RYQQZcPDEx76FTxlZEKULpufHzY/Pzxr1gTMBdDzLoKeO9IXFxdH7969zznfyM4m88ABPMPCOPXNN5xe9zPeTZqQsXcvqZs2kZOYSPAtt5C4cKH7HO9mzcj480/39omZM93vU3/+hT9vvAmApEWLODRxIjVuH8KpOXPdbSJnf8ne0XaMjAwAIiZNwqdFC07NnYstMIDwu+/Gs04djKwslM0mRZ4QQoh85G8FIUTZyS3YUk+Af5i1WYRwUR4eeDc0ZzUNGz36nJG9XC1/Wptv2zAMcpKSMDIysAUHE3bXXWTs3UfmgQPkpKZy/L33AAi+tT/JcXFnP8/LC4/wcHfBBnB4ypR8z+6dLPDsX4O33uSffz18tg9/f4zUVLwjIwkZOJAw+2iyDh3Cs04dcyTPw+PiLoYQQohKQYo2IcQ5DIzSm0lyxSTY8hmM+01G3USlppTCIyTEve3Xvj1+7du7t2uPe6zQ83Kf52u98zfSdJ2cM2n4tGrJkZhXSPz+ewB8O7QnbdvZ2zfP6Dvyf7aHBwaQ4XRydPp0jk6f7j7m06K5e5H24JtvwqdVa45On45n7do0/OADMg8ewObnj3+Xzu7nEoUQQlQuUrQJIc4qixnVG3c312xLWAjtBpXBBwhRseU+z6dsNvw6dHDvr/dKDPVeiTnveaF33I4tKIgz27bhd/nlHH55Gonz5p0zg6YtKNj9PmnRYli0GICsI0f4+/77yTp0yH08sFcvUlavNs/z98ezdm28mzQh6PrrCezdi+xjx/CMiMAWGChLLAghRAUiRZsQomw1uxZCGsGmT6RoE6IEvOrXByDwmmsAqPfyVOq9PNV1dHq+tjlnzpB19CjZJ07gWa8eh6dN48y2bUR++SUHnnqa1A0bAFB+fmfPSU01l1twOklZtQrvxo3J2LvXfbzhe+9y+OVpZOzdS8iQwYTefju2gACzqAsIkKJOCCHKkRRtQoiyZfMwF9v+4SU49jvUbGF1IiGqHJufH96NGkGjRgA0yHP7ZONZDvd7wzDIfvEFyM7mzI4d2Hz92P/oo2QnJmILCsrX58EJz5N19CgAiXO/IXHuN+5jjT75mH1330MdIB5zEfUMpxPPmjXx1TS86tQpuy8rhBDVkBRtQoiyd/koiIuBTTPhhqkXbC6EKBtKKTxDQwEIcs2s2XL9L+e0yzx4ECM9nbTffydN38Hx99/Pdzx5+Yp82weeiSbr8GH3dt1p0zg4fjwAYXfdRfi9Y0iJiyPzwAHC778fm49PvrX7hBBCFE2KNiFE2QuqA8O/hIZdrU4ihCgGr7p1AfCOjCS4Xz9qPz7unDY1hg7l100b6Vi7Nh4hIewdZc7C6Vm7Nqnr17vbnZg5M98SCWm7dqO8vUhebD6XFzJoEDWGDEH5mBMV+bVtW1ZfSwghKi0p2oQQ5aNFP6sTCCFKkW+rlmQfPOAesctdHw8g89AhQgbchnfDhpze8Cupmza6b6+s/59/s+uKTu62ifPmkThvnnu7/ptvsP/hRwBQ3t7UffllvBs2wKdFC5SPjyxvIISolqRoE0KcwzCMsplJMmER6HNgyMcgt0UJUWV5RUTgFREBQI2B9akxcAD1pkxxH2+1ZTNZx46Tun493k0iOfjsc2Q4nQAkL1vubmdkZHDgySfz9d18dRz7n3gCZfOg5kMP4dO8GZ7h4WX+nYQQwkpStAkh3EptbbbzOXMCfpsHne+BJteU7WcJISosm68v3g3q493AnFG22ZLF+Y4H33A9GX//g1dEHZSvL/888KD72Kmv53Bm4yYA9rlmxQQIuv56aj4wlpNfzqbGoIEoX198W7cuh28jhBBlT4o2IUT5aTcYlk2ADe9L0SaEOK+g667Lt90mIR7DMMjcvx+PGqGkrl9P6saNBN98M0mLFgGQvGwZZ7ZvJ+vQIU59/XW+831ataLhu++QdfgwPi1bYvP3L7fvIoQQpUGKNiFE+fHygytGw7q3IPEfCGlgdSIhRCWhlMK7gflnRuPPPnXvrzvlJXLS00n8/nsCe/QgZfVqjvz7P/nOTd+1iz/6XOvebvC/tzg0aTLKx4ewu+yEjRxZPl9CCCEukhRtQojy1XkM/PQGbPwE+j5vdRohRCVn8/fH5u9P+F13AeDTvDnhY8YAkJ1ymuMffsCJmQ48goPJOnIEgH8e+pf7/MMvTSHz73/cM1w2/OhDsg4dIqhfP5Snp4zKCSEqBJvVAYqilBqmlNqslEpRSu1XSs1SStUr0EYppZ5VSv2tlDqjlPpRKdWxkL4uU0qtVEqlKqUOKKUmK6U8LqYvIcQlCG0MVz8KEZrVSYQQVZxHYAC1H3uM1lu30OLH1bTWt9Pg7bdptWUzoXfeCUCd5yfkW5Lg7zH3cvC5CezueiW7rujEsQ8+YO+o0aSsWUN2ymmLvokQorqrsCNtSqlbgS+B/wFPAXWBKUCsUqqTYRg5rqbRwPOuNgnA48AKpVQ7wzAOufoKBVYAO4HbgGbAa5hF64Q8H3vBvoQQpaDfJKsTCCGqIeXlRdC1fQCImPAcEROeA6DGoEGc/uUX0nb8RubhQxjpGSQtWADA0ddeByD1118BCOrXj+Tlywm66UbqvfwyGIaMxgkhylyFLdqAEcBmwzDc9zAopZKA74FWQLxSyhez0JpmGMZbrjY/A07gX5wtyMYCfsAgwzCSgOVKqWBgolLqVcMwkkrQlxBVnoFR9h+SegJ2L4WOw8v+s4QQogg2Pz+C+vQhqE8f9746z47nzObN+LRowf7HxpG2cycAZ37bAUDy4iXsci0QDuDdvBkNZszAIzwcj6AglGdF/hVLCFHZVOTbI72AxAL7Trl+5s5L3h0IBtzTRBmGcRpYANyU57ybgKWugi3XbMxCrlcJ+xKiyirzKf/z0ufCd2Nh/6by+0whhCgmz9BQgvr2xbtRI5rM+4Y2CfG0SYin4TvvUnfqVMAs7HJl/PEnScuW8Xu37iS009g72o6RlUWG00lOWppVX0MIUUVU5KLtY+AapdRopVSwUqol5u2RPxiGsdPVpjWQDfxe4Nx41zHytEvI28AwjH1Aap52xe1LCFEaOgwD70BY/77VSYQQoth8W7WkxuBBtEmIJ2z0aFrH76TBu+/QatNG9+yWAKkbNnDs3ff488ab2NXxcuJbt+HYu++SumkTRk5OEZ8ghBDnqrBj94ZhxCql7gI+Ahyu3euAW/M0CwVSDMPILnD6ScBfKeVtGEaGq90pznXSdawkfbkppe4D7gPw9PQkLi6uBN9QlFRKSopc4zL216m/AFi9ejUe+efpKRPNa/Winj6XXwJuIMMnrMw/r6KQ/5bLh1znsifXOI9ff4XgYHj7f3jt2YNKSyMxKYmQPE2Ozviv+31qn974rvuZY1OnYAQGFtm1XOeyJ9e4fMh1vngVtmhTSvUB3gX+CywG6gATgW+VUtcVUlyVO8Mw3gfeB/D19TV69+5tbaAqLi4uDrnGZWvXtl2wFXr16oWnrRz+eNAawpuL6O61E3pXn8dG5b/l8iHXuezJNT6Pa8+uCcez4zGysgA4/uGH7sLN/8c1kJ1N7SefAiBkwABSN2yg/htv4FU3As/wcHcXcp3Lnlzj8iHX+eJV2KINc3bH+YZhPJO7Qym1FfM2x9uAeZijYIFKKY8CRVwokJpnZOwk5PvHrrztTuZpU5y+hBClJbwZtLoZTuyxOokQQpSZ3ElJao4dS82xY8lOTkZ5efH3/WNJXb8eACMjncwDB3AOGZLv3JoP/wvVsCFGdjbKo+zvgBBCVEwVuWhrjTnlv5thGLuUUmcwp+wHs4DzAJoDuwqcm/cZtgQKPJemlGoI+OdpV9y+hBCl6fZPwNPH6hRCCFFuPIKCAGjsmGk+35aTg/L0xLtZM469+Va+tsfefIuQtm1JeNr8N+xGDgcZ+/YSEhUlSw0IUY1U5KJtL3BF3h1KqTaYMz46XbvWAUnA7ZiTlKCU8gf647pt0WUx8JRSKsgwjGTXvqHAGWB1CfsSosorlyn/c+UWbEkHISgCVDnOYCmEEBZTNhvYzHnhaj30EOF33w02G5kHDnJ0xgwC+/Rhz7ffutvvs9sBOPT8C/h37UrtZ57G5u2NT4sWluQXoqrQHNpF/SuIbtdTSztLYSpy0fYuMF0pdYCzz7S9gFmwLQIwDCNNKRUDPK+UOsnZBbFtwJsF+noEmKeUegVoivl83Ou5ywCUoC8hRGnbuw4c/WHEV9D8OqvTCCGEZXJHz3yaNqHBG+bzb0mhNWh4ZVc8a9Yi4Mqu/HmjuRJR6oYNOAebt1MqX18iZ3+JLTAIpcCrfn1rvoAQlVcKlPhfrQ3NoXXV7frmsgiUV0Uu2t4AMoAHMBfHPgWsBca71k/LFYNZWI0HwoGNQD/DMA7nNjAM46RSqi/wFua6a6eA6ZiFGyXpS4iqTFk1ylW/M/jXhJ/flqJNCCEKUeuhh9zv2yTEc/Krr7EFBHDgyScBMNLSOPHJJyR+Px+Amo88TK0HH7QkqxCV2FTgz2K29QA+KMMs+VTYos0wDAN4x/W6ULuprldR7XYC116gTbH6EkKUMk9v6Hov/DAFjiRAbVkaUQghihI69A4AQm6JIm33brKOHsW7caS7aDv2xpt4htfk0Isvus9pvuoHPMLCsPnIc8Si8lJK3Q6MAjphTjS4C/iPYRhf5mkTB/Qq5HQ/wzCKWu1+oW7XNxQnh+bQPIAPi5v7UlXkxbWFENVJp3vA0xd+edvqJEIIUan4tmxJ4NVX492gPm0S4mm5cSPAOc+5/dHnWnZ16Eh86zYYhkF2cnJh3QlR0T2OeSvjOMz1m1cBXyilHi7QbhXQrcArvYh+mwBbixtCt+vZrnP0Yie/BBV2pE0IUc0EhEOHYaDPhRungXeA1YmEEKJS8ggMoE1CPGDeSpn6668ob2+cQ4e52+x/bBzJS5diCwrCt1UrGvzvLTxCClsdSYgKp79hGMfybP+glKqHWczlnYfihGEYvxS3U92u7y1pkIs552JJ0SaEKFOJ6Yl42bzYeHgjJ9JO0LlOZzJzMsnIzuBD/UO8Pbx5odsL7DqxiwNNr6TbVWMJ9vIHw0ApxZmsM2TlZBHkHWT1VxFCiErJv0sXAFrr2zny+nQyDx7Ep2kTkoGc5GRSN27k9Pr17H/kUSImTyL0jjvMBcE9PKx71lmI8yhQsOXaAgwurc/QHFptIEC363+5thXwf8BlwErdri8orc8qLinahBAl9u3v33Jjkxs5mXaSRX8tYqlzKf2b9uffG/99Uf3N/3N+sdpN7z2dcXHj+F/f/xEZHEkt/1r4efpd1GcKIUR1o7y8qPPM0+7tmg8+yD8PP4JHcBCn16wF4NALL3LohbPPwTWNXYhPs2bn9CVEBdMN2F1g3/VKqdzp+NcATxmGsb2Y/c0E/sCcfR5gMuZEhX8A/9Ic2r26XZ95SYlLSIo2IYRbiLd5a8z+5P1EhkS69+9L2sfWo1t5bu1z7n0vrHsh37kJJ8p+DfpxceMAeGjl2VnUfD18iQiIYFyncfRq0AsPm0eZ5xBCiKpAeXrS8B3zOWLDMPCqX5+jM2bka7Mn6hbC7x3DqTlzab46DuXlhfKQP2dFmfJUSm29XfffAAAgAElEQVTMs/2+YRjnXTPZNUP8AOCePLtXAw7MIqsx8BywRinVwTAMZzEyXIFrnWbNodkwZ7J/Vrfrr2oObRLwGGZhV26kaBNCuPVq2Isp66ewYt8K7tXuBeDZNc+yYE/x7gII9w3npatforZ/bRoHN+ZM1hlCfUPztTl0+hCJ6Ym0DG1Z6G03exOd1PhiJDk5Gfw95APWHPyJHvV7cOeiOwv9zLTsNJxJTh5d9ah7X5uwNvRt1JcBzQeQkplCsxryr8RCCFEUpRQ1x95P2Kg7zdsibTacw4aTtnMnxz/8CIBdHS/Ht317vOrWJahfPwJ7XI1HjRoWJxdVUJZhGJ2L01ApFQl8AXxvGMbM3P2GYbyYp9kapdQKzDWYH3O9LiQEOO563wkIAz53bf8APFGcfKVJijYhhFtEQASNvBuxYu8K2tVsx/8t+79z2twUeRO3t7qdcN9wmtZoSlJGEgGeAYWOcPl6+hb6GREBEefN0DgkEq5+DObdS+ipg7TvaI6q6XadfUn7CPMNI9vI5kzWGQ6kHMC+xH5OH/En4ok/Ec9bW98CoF/jfrzW6zXm/zmfng16nlNICiGEMNkCzk4C1WTeNwBkHjrEH737AGBkZpK8dCnJS5cCEPnVbLKOHSOob9/yDyuqNaVUGLAY2AuMLKqtYRiHlFI/YY6gFcc/mM+vrQGigATdru93HQsBilo2oExI0SaEyKejf0fmH5+fr2C7pektTL56Ml42r3PaB3sHl36ItgNh5WRYOwNa3eTe3Si4kft9iE8IEQER6PazM+3uTdrLyEUjSUxPzNfd8r3LaT+rvXs70CuQlbev5HTmaWr51yr9/EIIUYV4RUS4Z6ME2DNoEOk7ze3jH31M8rJlADT86EMCunQhOykJz5o1LckqqgellD+wEPAGbjEMI/UCpwAYrldxfAy8qjm06zCLtvF5jl0FxBd6VhmSok0IkU9H/47MP3V2YpDNd27Gy+PcYq1MeXhC93/B4qdh3y/Q6KpindY4uDFrh611bzsTnSiluOXbW/K1S8lM4covrnRvrx+xHpuyFToyKIQQIr+m8+YB5nNwR994w73/7zH3ut/bQkJo+dNalKf8qilKl1LKE5gDtAC6G4ZxpBjnRAA9MIuxC9Lt+jTNoe0HugAPFzgvjHJcVDuX/D9JCJFPLa+zI0/RXaPLv2DLdfmdkJUOtVpfdBe5k6lsG72NxX8tJsw3jCfiniA5M/+CsrkF3IQrJzC09VAM13IDQgghzk8pRe1HH6X2o49y/KOPSIpdRNrOnQDkJCaS0E4DIDgqinr/+bf8uSpKy9vAzcCjQLhSKjzPsS1AK2AaZmG3F2iEOVKWA+SfaacIul2fBcwqZP/Yi05+CaRoE0KcY3bUbDYe3sjINkXeIl62vAPg6kcu3K4YbMpGVNMoANaNWIdhGOxJ3ENGdgZ3LLzD3W7K+ilMWT8FP08/1g5bi7eHd6l8vhBCVHXhY8YQPmYMOWfOkPH336THx3PgmWgAkmJjSV6xAiM9nYCe19DwvfekgBOX4nrXz/8WcqwJ5gQiCrNwCweSgThggGEY+87XqebQgoFk3a4X9xbKizrnYknRJoQ4R9uabWlbs63VMUy/fQfH/4CeT5Zal0op94ySc/rPIS0rjVGLR7mPn8k6Q6fPOgHQMKghr/V6jTbhbUrt84UQoqqy+fnh27Ilvi1b4t+tG3/f+3/4tGxJ0sKFAJz+cQ0JbS4zR9/+/SrKZrM4sahsDMOILEazmy+i65OY671tKE5jzaF5uM7pAmy+iM8rESnahBAVm3MtbJoJHUdAcL1S7751mHn7pW7X2Z+yn693fc2s32aRZWQB8Hfy3+7RuFV3rCLEx1zLrrBJWYQQQpzlVbs2Ted/D0C9V18hbft2nMOGE9CjB0mxsSTFxgLQ6JOP8evYEZufn5VxhVBAd82hFXcWnXL9Fwcp2oQQFVu3h2DjR/DLO3D9S2X6UfUD6zOu0zjGdTIX8Y5eE03snlj38T5f93G/XzRoEQ2DGpZpHiGEqCqUzYZfx460SYjHyM4moW0797F9d59dE7npgvlknTxJQNeuVsQU4nWrA5yPFG1CiIotrIm5BMDGT+CaJ8Cv/BZyjbkmhphrYth6ZCv2JXZyjBz3sZvn3UzfRn2ZcNUEavrJ1NZCCFFcysODFj+vI3XDrwRd24cE7eySLHv63wqAZ61atFjzo1URRfXU5CLPO1CqKc5DijYhRMV39aOw4xvY+DFc83i5f3zH2h3ZOmor249tJzM7kxfXvci+5H2s3LeSlftWAvDD7T8Q6B2In6fc3iOEEBfiGRpK8A3mfBJtEuI5vWED6fHxHJ4WA0DW0aOcmDWLwy9PI2LSJEKH3lFUd0JcMt2u77U6Q1GkaBNCVHx1O0DnMRDezLIISik61OoAwFe3fMWMzTP4atdX7uPXzrkWgDf6vEGfRn0K7UMIIUThArp2JaBrV8LsdrJOniRp8WIOTzZviT/04otknzqFf5cu+F9xucVJhbCGFG1CiMrhlopzm3mgdyATrpqAva2drJwsbv3uVvexR1Y9wtX1r+al7i9Rw6cGnjZPmdpaCCFKwDM0lLARI0hP2EX6H39wZvNmjk6f7j5e5/kJhA4fDoaB8vCwMKkQ5UeKNiFE5ZGeAls/h053gaeP1WncE5Hodh2AWb/N4t8b/81P+39yj7wBbB+9XQo3IYQoobqTJ7nfp8XH89fAQQAcfmkKh1+aAkCzZUvxql9fijdR5cniGEKIyuOfDbD4adj2pdVJCjW67WhiB8aes7/9rPZ8suMTCxIJIUTV4NumDW0S4omcO5eQIYPd+/+8/gYS2rYjvnUbDox/1sKEQpQtKdqEEJVH0z5Q7wpY8zpkZ1mdplCNghuh23W2jNrCpzd96t7/+qbX0Rwak3+ebGE6IYSo3PzataXuSy/R4ud1eNWrR2Dv3u5jid9+i5GTc/6ThSgmzaG9oDm0QheH1RxaXc2hvVDemaRoE0JUHkpBz6fg1F7YMdfqNEXytHnSsXZHdLvOAx0ecO+fs3sOD+99mEOnD1mYTgghKi+lFJ6hoTT/YSX1Z0wn7J57CBk8iIgXXyDhsrbEt25jjrxFj7c6qqi8XgQanOdYPdfxciXPtAkhKpeWN0KddrDmNdBuB1vFf47hwY4PMrTVUHp/3du9r9/cfu73y4csJyIgwoJkQghRudl8fanz9FMApP/xR75jid99R2DvXgR064ZHSIgV8UTlpQDjPMcaACfLMQsgRZsQorKx2cxFtjd+DKknILCW1YmKJdwvHN2us8y5jCdWP5HvWL+5/VgwYAGRIZHWhBNCiCrAp3lz2iTEc+S11zEyMzkxcyb7HxvnPh425h7qPPWUhQlFRaY5NDtgd20awDuaQ0sq0MwX0IBl5ZkNpGgTQlRGbQdCu0FWp7go10dezxt/vcGhuod4ef3L7v39v+sPQB3/OswfMB9/L3+rIgohRKVW+4nHATgxc2a+/Sc++pgTH30MmAt6C1FAKnDc9V4BicCJAm0ygMXA2+WYC5CiTQhRGeVOn590EFKPQ0Q7a/OUkFKK4a2HM7z1cACu+PQKMnMyATicepieX/Vk450brYwohBCVXt7CLGPvXg48E82ZrVsBOPrGmwT2vRa/tm2tiicqGN2uzwHmAGgO7RPgJd2u77E21VkyEYkQonIyDJh1Gyx4xHxfia0dtjbfdnp2OjfMvYGb591MZnamRamEEKLq8G7cmMjZX9Joprn8yrG338Y5eAjxrduQunkLKiXF4oSiItHt+t0VqWADGWkTQlRWSsFVD8DCx+CPldDiOqsTXTR/L3/3At0r967ksbjHOHD6AABXfHYFn9/8Oe1rtbcyohBCVAkBV11Fi3U/ceT110mc+w0Ae0eMoDZwKj2dGoMHF92BqLI0h/ZxSdrrdv2esspSGBlpE0JUXh1HQkhDiHu50o+25erbuC896vfIt2/kopFoDo2Nh+SWSSGEuFSeYWHUmzKF2gUmJTn43ATiW7fhyGuvW5RMWEwr8IoC7gJuBjq7ft7l2l/uz2XISJsQovLy9DbXbVvwCPy+DFreYHWiUvHOde+QmZNJYnoifb7u495/99K7ua7RdUzvM93CdEIIUTWEj7mH8DH3YBgGW+8che+mTQAc/+ADvJs1BQN8W7fCt00bi5OK8qDb9S657zWH1h+YAQzU7fq6PPuvBhzAlPLOJyNtQojKreMICGsGB7dZnaRUedm8qOlXk3XD1zG2w1j3/hX7VvDqr6/yT/I/JKYnWphQCCGqBqUUif93L20S4gm9804ADkaP5+D48fw1cBDpeyrUo02ifMQAE/IWbAC6Xf8JeAF4pbwDSdEmhKjcPLzggZ+g19NWJykTQd5BPNTxIXS7zgMdHgDg052fctO8m+gxuwcJJxIsTiiEEFVHneeeJWTgwHz79twcRXzrNmSdPEmG08mxd9/DqCK35Ivzaoq5BEBhUoHI8otikqJNCFH5efmZPw/vhJwca7OUoQc7PkjDoIb59t2+4HY0h8bn8Z9blEoIIaoOpRT1pr1M6x06rXfoNF0w333s927d+fPGmzg6YwaZ+w9YmFKUg83ARM2h1c27U3No9YCJwKbyDiTPtAkhqgbnWpgZBXfMgstuszpNmVk0aBEAKRkpjF0xlm1HzdtCYzbE0Da8LR1rd7QynhBCVAnK0/wV2adFC9okxBPfOv9zbV51I6yIJcrPfcAywKk5tE3AEaA20AlzAe47yzuQjLQJIaqGRt2gZktYNa1Kj7blCvQO5OUeL+fbN2rxKEYuGslvx3+zKJUQQlRNrXfohN93HwDBUVEoDw+LE4mypNv134BmwDhgF+Dj+jkOaKbb9R3lnUlG2oQQVYPNA3pHw9x7YOe30K7qr7XTKLiRe323gd8P5I9Tf7D96HaGLRzGyz1epn+z/hYnFEKIqkF5elL78XHU/NdD2Ly9rY4jyoDm0G4EftDtegaAbtfTgLetTXWWjLQJIaqOywZCrTYQFwM52VanKVff3vYtT3c5OxnLs2ufRXNoMsOkEEKUIinYqrQvgeOaQ/tec2j3aQ6tvtWB8pKiTQhRddhs0Gc8JO6HIzutTlPuRl02ihVDVuDv6e/e12N2D3YcK/e7OIQQQojKphZwK7AbeAzYpzm0rZpDm6o5tO6aQ1NWhpPbI4UQVUvr/vBYDwgItzqJJeoE1OGXEb8w6edJfPP7NwAMjx0OwJOdn8Te1m5lPCGEEKJC0u16FrDK9XpKc2hNgZuBKOBx4LTm0JYAscAS3a6fLM98MtImhKhabDazYDMMOLnX6jSWUEoxsftEto3Ov+D4fzb+hxV7V1iUSgghhKg8dLu+R7frb+l2/SYgHLgHSMFcWPuI5tB+LM885x1pi4yOffAi+/zKGRN1/CLPFUKI0rH4GfjtW3hkC/gEWp3GEjZlQ7frTN80nY93fAzAuLhxACwfspyIAJmyWgghhLgQ3a6nAvNdLzSH1gFzFK7cFHV75FsX0Z8B/IK5foEQQlhHGwIb3oP170DPp6xOY6lxncYxrtM4NIfm3tdvbj8A1o9Yj7+X//lOFUIIIao9zaH1B1oDh4DvdLu+DdhW9Fml60LPtF3ljInaUJyOIqNjPYGMS48khBCloGFXaBUFP70BnceAf5jViSyn23UMw6D9rPbufVd+cSXta7bn86jPLUwmhBBCWEtzaM8At+h2/Zo8+7yAlcDVQO5EJH9rDq2bbtcPlGe+op5pWw0klaCvHNc5yZeUSAghSkvf5yEjBda8ZnWSCkMpRdwdcbQOa+3et/3Ydv5K/MvCVEIIIYTlBgI/Fdj3CNADmAIEA52BbOC58o1WxEibMyaqT0k6csZE5QAlOkcIIcpU7TbQYTjsXgLXTQQPL6sTVQjhfuHM6T8HgM92fsYrv77Crd/dCsCM3jPo27ivlfGEEEIIKzQDYgrsGwb8pdv1F13bmzWHFgM8Wa7JKIXZIyOjYxtGRsdW7wdGhBAV1/VTYOxPUrCdx52X3Zlv+7G4x9AcGjd9cxMZ2XLHuxBCiGrDHziVu6E5tEDgcqDgtMsJQLkvvH1RRVtkdGytyOjYByOjY9cAfwFTSzeWEEKUEv8w8PKFzDRIOWp1mgppxZBzlwH4J+UfHl31qAVphBBCCEvsAbrm2e6H+Rxbwb8kQyjZI2SlotiLa0dGxwYBg4DhwLWAB6ADTwFflkk6IYQoDTk58EEfCG8GQz+zOk2FUyegDj8O/RFPmydbjmzhoZUPAbB2/1pOpZ2ihm8NixMKIYQQZe4TYKLm0LKAw8Ak4CiwqEC7PsCucs5WdNEWGR3rA/THLNRuAnyBP4A3gHHAI86YqHJdWE4IIUrMZoPLBkDcy7DvF2h0ldWJKpxQ31AAejboiW7XmbljJq9teo1rvrqGlqEt+fiGjwnxCbE4pRBCCFFm3gBaAdMAL+BvYLhu10/nNtAcWghgx1xgu1yd9/bIyOjYWcAR4CvMocK3gS7OmKiWwEucnfayzCilPJVS0Uqp35VS6Uqpf5RS0wu0UUqpZ5VSfyulziilflRKdSykr8uUUiuVUqlKqQNKqclKKY+L6UsIUQl1/xcE1YWlz4FhWJ2mwrO3tbvf7z65mx6ze7Bu/zoLEwkhhBBlR7frWbpdvx+oAdTW7Xpj3a6vKtDsNNASeL288xX1TNudQBDm2gR9nTFRTzpjojaVTyy3mZhTbf4HuB6IBs4UaBMNPI9Z8fYHUoAVSqmI3AZKqVDM+1EN4DZgMvAE5rBnifoSQlRS3gFw7QTYvxF2fGN1mgpPKcX20duJahrl3nf/ivvRHBpbj2y1MJkQQojqTCl1u1JqvlJqv1IqRSm1SSk1vJB2/+ca+ElztSnW1Mi6XT+j2/Vj5zmWBbQB/ntp36Lkiro98h7MaS77AvGR0bFbMJ9d+4pyWItNKXUjMBToYBjGzvO08cUstKYZhvGWa9/PgBP4FzDB1XQs4AcMMgwjCViulAoGJiqlXjUMI6kEfQkhKqsOw+GXdyEhFrQhVqep8JRSxFwTw7Qe0/ItyD1q8SgWDlxI4+DGFqYTQghRTT2OORHiOOAYcDPwhVKqpmEYbwK4irh3gYnAWuBuYKFSqothGDtK+oGaQ7sc83GxoUBD4CTw0KV/leI770ibMyZqpjMm6kagHuZo1xngVcwiZjnmqJVfGWa7B/jhfAWbS3fMhe6+zt1hGMZpYAHmM3i5bgKWugq2XLMx8/cqYV9CiMrK5gGjvoUhH1udpFJRSqHbdab3Pnt3+i3f3kJieqKFqYQQQlRT/Q3DGGEYxteGYfxgGMaTmANLj+dpMxFwGIbxkmEYq4C7MOfliC7uh2gOraXm0F7UHFoCsBHzLr14YDBQt3S+SvFdcMp/Z0zUUWdM1P+cMVHXAJHAs5gjdApYEBkdGxsZHTu0DLJdCexWSr2llEpyPYs2TylVL0+b1pirkv9e4Nx417G87RLyNjAMYx+QmqddcfsSQlRmgbVAKUg5AqknrE5TqVzX+Dq2j97u3u4xuweaQ2Pyz5Mx5DlBIYQQ5cAwjMJuXdyCOdCEUqop5nNneQdicoA5XGAgRnNoDTSH9qTm0DZh1gATMCckeRyz9nlZt+vf6na93BcyLdE6bc6YqL+dMVGvOmOirsC8n3Ma0Bz4ogyyRWBWxR0xb9O8G+gEfKuUyp0EJRRIMQwju8C5JwF/pZR3nnanONdJ17GS9CWEqOzSkuCtLhA3zeoklY5SivUj1ufbN2f3nHy3TwohhBDlrBuw2/U+d7AloUCbeCBMKVWrsA40h/Yj5h2FrwBpwKNAfd2u98OcZ8NSxV6nrSBnTNQu4EXgxcjo2CtKL5Kbcr1uMwzjOIBS6iCwGnOduJVl8JklopS6D7gPwNPTk7i4OGsDVXEpKSlyjctBdbnOLcKuot6GD/nV6EBqQINy/eyqcI1fb/Q6Uw9M5XjWcfe+j5Z8RDPfZhamyq8qXOeKTq5x+ZDrXPbkGpePYl5nT6XUxjzb7xuG8f75GrsmGBmA+WgVnB2QKThgczLP8aOFdNXD9XMlZuG2UrfrFeY2kvMWbZHRscFAsjMm6oJhnTFRm0t6TjGcBPbkFmwua4EM4DLMC3oSCFRKeRQYIQsFUg3DyMjTV2ELDIVy9n/A4vbl5voP6H0AX19fo3fv3iX8iqIk4uLikGtc9qrNde7cFt64nK6JCyFqdrl+dFW5xv3oB8CCPxfw7NpnmXF4BgDf3fYdzWpYX7xVletckck1Lh9yncueXOPyUczrnGUYRufi9KeUisS84+97wzBmXko2zEWzhwNDgKXAUc2hzcGcB+O3S+z7khV1e+RJoEtxO4qMjvVwnXP5pYZyiafwteAUkON6nwB4YN6imVfBZ9gSKPBcmlKqIeCfp11x+xJCVAWBteCacbB7MeyJszpNpda/Wf982wO+H0DUvKjztBZCCCEunVIqDFgM7AVG5jmUOyBTcMAmtMDxfHS7vlq362MxH9G6FXO5MDvwI7ATcxLGhqUS/iIUdXukArpHRsfWLGZfJXo+rhgWApNc03fmPnDYE3OF8m2u7XVAEnA7MAVAKeWPucZa3mHUxcBTSqkgwzBylysYijkj5uoS9iWEqCquehA2OcD5EzTtbXWaSk2362gOzb29L3kfn+z4hLvb3W1hKiGEEFWR63f0hYA3cIthGKl5DucOtrTGLOjIs33CMIzCbo10c63FFgvEag7NF7OAGw7cCMzSHNqzwCzdrr9SKl+mmC70TFu5r/adx/uYSw0sUEq9jLnQ9yvACsMw1gIYhpGmlIoBnldKncT8H+lxzALyzTx9vevqa55S6hWgKeZUoK/nLgNQgr6EEFWFlx+MXQu+wVYnqRJ0u45hGHz/5/c8/9PzvL7pdV7f9DofXf8RXet2tTqeEEKIKkAp5Yk5E2QLoLthGEfyHjcMY49SajfmQMxS1zk21/biknyWbtfTMGeh/FpzaMGY0/0PB17CrEvKTVFFW5OL7PPARZ6Xj2vB62uBNzDvJc0AvsdcSC+vGMzCajwQjrmOQj/DMA7n6euk6yHFtzDXXTsFTMcs3ErUlxCiiskt2A7tgKC6EBBubZ5KTinFgOYDWLd/HYud5t+NY5aN4f+0/+ORKx6xOJ0QQogq4G3MBbUfBcKVUnn/4t5iGEY65u/4nymlnMBPmLc5tgBGXOyH6nY9CfgE+ERzaLUvtp+Ldd6izRkTtfd8x8qLYRh/YP6PUlQbA5jqehXVbifmrJOX3JcQooo5fQw+uBY6joD+M6xOUyW82utV7O3sDFs4DIAP9A84cPoAMdfEWJxMCCFEJXe96+d/CznWBHAahvGlUioQeAZ4HnMikVsMw9hxvk5dtz1+otv1g3n29QQ26Xb9dJ59TTAHeO675G9SAqX9HJoQQlQ+ATWhy72waSYc3HbB5qJ42oa3RbfrhPiYz4LH7oll5o6Z1oYSQghRqRmGEWkYhjrPy5mn3QeGYTQ3DMPHMIwrDMO40HJhL5FnohHNoXkAq4BWBdrVBsaU0tcpNinahBACoPczZvG26GkwKsyyLFXC2mFrGdHavCPltU2voTk0TqYVOnmXEEIIYZXzzVpfIUjRJoQQAL4h0PcF+PsX0OdanabKGX/leAa1GOTe7vlVTzrO6kiOkVPEWUIIIYQAKdqEEOKsjndCo25wusjZgMVFmtR9EnF3xLm3s41sOszqQGJ6onWhhBBCiErgQlP+CyFE9WGzwV2LzJ+iTIT7hbN+xHre2voWn+78FIAes3uwddRWPGweFqcTQghRzflqDs3f9d6zkH0AfuWcCSiFkbbI6NjRkdGxN5ZGGCGEsFxuwbZrMRzdZW2WKsrfy5+nuzzN/AHz3fs6fiq3SgohhLDcKiDZ9cp9+HpNnn3JwA9WBCuNkbaZgBEZHfsn8F9nTNT/SqFPIYSwTloifDsW6rSDuxaCqjDPIVcpTUKasGHkBrp+bi683WFWBwBW3r6S2v7lvgSOEEKI6u1uqwMUpTSKtiaAP3AV0K0U+hNCCGv5hkC/SbDgUdg2GzoOtzpRleXn6cfyIcvpN7efe1/fOX1ZN3wdQd5BFiYTQghRneh23WF1hqJcctGWZxHueMxVwoUQovK7fDRs+RyWTYCWN4B/mNWJqqyIgAie7vI0r/76qntf9y+78+vIX/H19LUwmRBCCFExXFTRFhkdGwo0Bw47Y6L2lW4kIYSoAGw2uOV1eK8XrJwM/WdYnahKG3XZKEZdNgrDMGg/qz0AXT7vwuxbZtM2vK3F6YQQQlR1mkP7uCTtdbt+T1llKcx5JyKJjI69LTI69r+F7J8KHAZ+Af6KjI79LjI6Vv4pVAhR9URo0DsaGna1Okm1oZRi0cBF7u1hC4ex6fAmCxMJIYSoJu4CBgPtAO0Cr3blHa6okbYHgEN5d0RGxw4BxgNLgLeBlsBk4BHg1YIdCCFEpdfraasTVDsNgxui23U0hwbAXUvu4sPrP+TKuldanEwIIUQV9gPQCwgEvgK+1O36bmsjnVXUlP8asKzAvjGY018OdsZELXTGRL0OvAKMLKN8QghhPcOA9e/BxhLdOSEu0fbR293v7112L5pDY6lzqYWJhBBCVFW6Xb8OqI85MNUP2Kk5tM2aQ3tKc2gNrU1XdNEWBvyTuxEZHeuBWX0ud8ZEncnT7icgskzSCSFERfHHClg6AU7JY7zlRSmFbtfz7Xty9ZOcyTpznjOEEEKIi6fb9SO6XX9Lt+s9gGbAbGAY8Jfm0H7SHNoQq7IVVbQdAJrm2b4K8AXiCukju3RjCSFEBaIURL1mvl84zhx5E+VmxZAV+bZz13UTQgghyopu1/fqdv1V4DpgOnAlMMKqPEU907YYeC4yOnY75sQjLwIZwPcF2nUBnGWSTgghKooajaDvC7DkGdj+NXQYanWiaqNOQB10u06OkeNegHvkopF8fiBUIk4AACAASURBVPPnFicTQghRFWkOLQAYgDnK1g9zMOs/gGVruRVVtL2IeTvkr65tA3jSGRN1MLdBZHSsDXP18O/KLKEQQlQUXf8PdsyFpeOhdRT4BFqdqFqxKRuLBy3mpnk3sf3odvYk7qFpSNMLnyiEEEJcgObQfIAozEItCjgFzAGm6nb9FyuzQRFFmzMm6nhkdOzlQG+gBrDVGRP1R4FmIZizSVr+RYQQoszZPOC2/0HKYSnYLNIgqAGTu0/mhXUvcNt3tzG3/1xahLbApoq6218IIYS4oMOAAhYAQzEfCcsB0Byaf8HGul1PLc9wRS6u7YyJygJWFHH8ZGR0bCzQH7MSFUKIqq1WK/MFkJEK3uf8OS7K2MAWA3lh3QsADFlgPhNecMISIYQQooSCXT9HAMOL0d6jDLOco8ii7XxcM0negPmFbgMCkKJNCFGd/PIu/Pw/eOAn8A2+cHtRqvKu4wagOTTm9p9Lq7BWFqYSQghRid1tdYCilKhoi4yO7YVZqA3GXBLgKPAJ8FnpRxNCiAqsQWdI/BtWTjo7s6QoV7pdZ92Bddy//H7AHHX7fsD38pybEEKIEtPt+kVPMqI5tJ7AJt2uny7FSPlcsGiLjI7tjFmo3QHUA1KApZiF2x3OmKgfyyqcEEJUWA06w1UPwC9vQ9tBEHm11Ymqpe71uvN+v/e5b/l9ANz23W3MvHEmnep0sjiZEEKI6kBzaB7AKswZ9TeX1eec98ntyOjYyZHRsbuB9cADrp93AHWA+zAf1BNCiOrr2gkQ2gS+ewDSU6xOU211q9eNzaPO/j1515K7WLhnoYWJhBBCVDNlXhcVNd3WBMyVwFcCzZ0xUUOcMVHfOGOi0jCn/xdCiOrNOwAGvGPOJvn3eqvTVGteNq98k5GMXzOeh/c+zIaDGyxMJYQQQpSOooq2ycDvmKuA/x4ZHTsnMjp2cGR0rG/5RBNCiEqgcTd4bAc072t1EoH5nFuXiC7u7THLxliYRgghhCgd5y3anDFRE50xUa2BTsDbQFfMGSKPAB9hjrbJiJsQQgTWMn/uWgxnTlmbRfDede/l295yZItFSYQQQojSccHVSJ0xUVucMVFPOWOiGgO9MGeK7Il57+a8yOjYtyKjY68s45xCCFGxnfgLZo+EJeOtTlLteXl4sX30dh6PeByA0YtH89P+nyxOJYQQQly8CxZteTljotY4Y6IeBOoCNwGLgDuBdWWQTQghKo+wJnDN47DtC0hYZHWaak8pRaR3pHt77Iqx7D6527pAQgghxCUoUdGWyxkTle2MiVrqjImyY84meXvpxhJCiEqo59NQR4MFj8Lp41anqfaUUvw68lf39uD5g7l/+f3kGDkWphJCCFHF5ACTgANl+SHnXactMjq2O7DNGRN1oUXiAgGZnEQIITy9YeA78H4fiB0HtztAyeooVvL19OXHoT/S86ueAKw7sI4Oszrkm2lSCCGE0BzaZSVpr9v1na6fBmbRVqaKWlx7DdAN2AAQGR3rAWQAXZwxUXkXjmsOfAp8UVYhhRCi0ojQ4PqXwD9cCrYKItQ3lE13bqLTZ2cX3F7w5wL6N+tvYSohhBAVzA6KN8micrXzKNs4+RVVtBX224b8BiKEEBdy1QNn3xuGFG8VgLeHN0sGL2Fv4l7uX3E/z659ln6N++HrKTeKCCGEAKCP1QGKUlTRJoQQ4lJs+Qy2zYZR34KHl9Vpqr36gfWpH1ifZiHN+DPxT7p83oWhrYYy4aoJVkcTQghhMd2ur7Y6Q1EuaiISIYQQxeAdAM41sPoVq5OIPL685Uv3+692fUXc33HWhRFCCCGK4UIjbYXd1ykLagshRHG0HQi/L4c1r0Gza6Fxd6sTCcDP0w/drvPc2ueY/+d8Hv7hYbaP3o6S21iFEKLa0hzaX5SgztHtetMyjHOOCxVtMyOjYwvOHvlpZHRsap7tgFLOJIQQVcdNr8DedTDvPhi7FvxqWJ1IuEy5egrz/5wPwA3f3MCSwUuwKbkBRQghqqlvyF+0DQP8geXAEaA20A84Dcwu73BFFW2OQvb9dp62G0ohixBCVD0+QTD4Q/j4RnPUrb0sa1lRKKVYO2wtPWb34ODpg3SY1YFFAxfRMLih1dGEEEKUM92uP5n7XnNozwJ/AlG6XT+dZ38gsBBIKu985y3anDFRd5dnECGEqLIadIZHNkONRlYnEQWE+ITwQrcXmPzzZABu/vZmvr/te5rWKNe7XoQQQlQsDwH35S3YAHS7nqI5tP8AHwBTyjOQ3AcihBDlIbdg2/szASl7rc0i8rm95e0sHbzUvX3b97ex++RuCxMJIYQoilKquVLqPaXUdqVUtlIqrpA2TqWUUeB1qJgfEQzUOc+xCCDwIqNftPOOtEVGx44uSUfOmKhZlx5HCCGqsKx0+GYM/8/enYdHVd1/HH+f7AlZCKtsSsQFhFFA3De0KiqIiguK1Vi3tj+te1trXbDairVqrdq64BI3UKgLyKZUg2jdFRlEiiIREGSHJGRPzu+PM0mGyTaBzNwsn9fz3Gdmzjn35pvj9ZLv3HPPOaDCwElnQ2LUr/nSgN6pvZl0zCRuXngzAGfPOJsZZ84gKyPL48hERKQeg4HTgI+AxtbUeQl4OOhzWZjHnwnc58vx5QMz/Nn+Ml+OLwE4A7g3UB9VjT3T9iy1D+M1NaWWBZS0iYg0Ji4RznqMlJwzYNaNcNZjWni7FTkt6zR6pvTkF/Pc0wFjXx9Lzik5DO853OPIREQkxExr7RsAxpjpQLcG2q2z1n60C8f/NS4XegWwvhxfAZCGy4lmBOqjqrHhkYW42VFeAk4HMnDB1relRzZMEZF2IutY8vqPh8VTYdGLXkcjQYwxjNhjBB9P+LimLHtutocRiYhIfay1VZE8vj/bv92f7T8LGAJcCtwTeB3iz/af6c/2b4/kz69PY3faegBjcNNdTgO2AC8DU/Mmjf40CrGJiLRLP+x1LllmLcy6CfY8AroO8DokCZISn8KrY19l3IxxANyYeyP3HXeflgMQEWl7LjPGXAMU46buv9FaW++D5b4c3yTcsMcP/dn+KgB/tn8psDRawTamsdkjS4DpwPT+N89KBcYB44H3+988aw1ufYLn8yaNXhaVSEVE2gsT65YB8E+DTD0z1Rrtm7kvL495mfFvjuetH97irefe4quLv1LiJiISeXHGmM+CPj9hrX1iF47zBu6ZtzXAIOAOYKExxmetre9O2YHANUCxL8c3D5gFzPVn+zfvws9ucWH965M3aXRh3qTRz+VNGj0a6AW8CvwO+EskgxMRabdSe8ARV0FMDOzYBNY2vY9E1aAugziq91E1n497+TgPoxER6TAqrLUjgrZdSdiw1l5rrZ1irV0YOMYooDdQ77Jm/mz/aUBXIBvYhstzfvLl+D7w5fhu8eX4Dtq1X6dlNDY8cif9b57VF3en7XzgYNyC2lMiFJeISMew5Xt48mcw8mY47JdeRyNBjDE8dtJjrNy+krGvj2Vb6TZ8OT4WX7wYowlkRETaFGvtEmPM/4AGZ5fyZ/uLcYtnvwngy/H5cLNUjgbu9OX4fgJm4+7Czfdn+4siHnhAo0lb/5tndQfOBS4AjgT8uGGR5+ZNGp0X8ehERNq7zv1hz8Nh3i2whw/2OtLriCREVkYWfx/5d67LvQ6ArzZ+xdAeQz2OSkREdoGldnb8Jvmz/X5c/nOvL8eXCZyCS+Kewq3VlhyJIOvT2DptbwEjgRW4CUguz5s0+n9RiktEpGOIiXFT/z95ArySDb98D9J7eR2VhPjZXj/jVwf9ise+eoyL5lzEFxd9QXxMY0sDiYhIa2KMGQIMBHZpuKU/278VN8pwii/HZ4DDWzC8JjV2p+1E3LT/hbiM8rT+N89qsHHepNGHtmxoIiIdRFIGjH8xkLhdDJfMgrgEr6OSEFcNvYqcr3Morihm+PPD+eTCT0iOi9qXrCIiEmCMScHlJwB9gHRjzDmBz7OB44Gf44Y5rsUla7cCq3Drr9Xhy/GlAJ392f61IeW9gRsDx/gJeNyf7f8E+LAFf6UmNTYRyXPAv4ElwNdhbBFljOljjCk0xlhjTGpQuTHG3GKMWW2MKTbGvGeMqTNuxRhzgDHmP8aYImPMWmPMn4wxsSFtwjqWiEiL6zEQzvwnZPSBqnKvo5EGzDqr9svLQ1/Ud5UiIh7pgVuSbBrujtcBQZ97AKsDr38H3sLNHPk2cLS1Nr+BY94PzAsu8OX4egJf4GaV7Il7tu09X45vRAv/Pk1qbMr/S6IYRzjuw9316xRSfjNwG/BbYBlwAzDfGDPEWvsTgDEmE5iPW2fhDGAA7j9MDC7rDvtYIiIRM/hMOOAMMMbNJqnJLlqd7indmX/OfE6cfiIAM1fM5PQBp3sclYhIx2KtzQOa+kfyZ8087DHUvQv3O6A7cIo/2/+2L8eXhEvsbgXObObxd0uLLzjT/+ZZsf1vnlXZ/+ZZDc7M0lzGmGNxD/79LaQ8CZdo3WOtfcRaOx83cYoFrg5q+ivcg4LjrLVvW2sfA+4EbjDGpDfzWCIikWMMbP0BJv8M1nzudTRSj56devLGGW8AcMv7t/DJuk88jkhERFpAP2BxSNmZwOf+bP/bAP5sfwnwMI3MQBkpkVoltMW+Hg4MYXwY+BOwKaT6SCAdeKW6wFq7A7ea+alB7U4F5oXcDp2KS+SqF94J91giIpGVkOrWbpt6AWz/0etopB57d96bhBj33OFlb13GzBUzPY5IRER2UxVBOYwvx9cLyAJyQ9r9hLv7FlWRStpa0q+ARODReuoGApXAtyHl3wTqgtstC25grV0FFAW1C/dYIiKR1akrTHgZyopc4la2w+uIpB6f/vzTmve3vH8L5XoWUUSkLfsaGBv0eRxuxN2ckHb9gA3RCqpaq07ajDFdgbuAG6y19f1rmAkUWmsrQ8q3AinGmISgdtvq2X9roK45xxIRibweg+Ccp2DdYnj911BV5XVEEiLGxPDFz78gLSENgKvmX+VxRCIishvuBX7ty/HN9OX4ngT+CnxF3Tttp+MmJ4mqRhfXbgX+DHxkrZ3tdSD1McZcCVwJEBcXR25urrcBtXOFhYXq4yhQP0de+H2cSN8Bl9BzVS5f/WcWFfFpEY6sfYnWuXxrj1v5/Zrf8+G6D7lo2kVc1v2yiP/M1kLXi+hQP0ee+jg6WnM/+7P9M305vguBq3DDIv8N3OLP9tcsxu3L8XXHjcC7N9rxtdqkzRgzGLgUONYY0zlQnBJ4zTDGVOLugqUaY2JD7pBlAkXW2rLA561ARj0/JjNQV90mnGPVsNY+QWCBvqSkJDty5Mjm/prSDLm5uaiPI0/9HHnN6mN7HFSUcnR8UkRjao+ieS4v+XQJzy99nkVFi/jrlr8ye1yr/K6xxel6ER3q58hTH0dHa+9nf7Z/Cm4B7YbqN+LBJCTQuodH7gvE4xau2xrYqp9rW4ObnGQZEAvsE7Jv6DNsywh5Ls0Y0w+XBC4LahPOsUREoscYiE+C0kKYfhn8qBklW6PfHfI7TOD59dUFq/lyw5c1davyV3HWG2fx4dqorsMqIiItzJfjG+DL8d3qy/FFfI3qUJFI2iywACjYzeO8j1vNPHirvhV5Gm7dtv8C+bip+YGaFdJPZ+eHBucAo4wxwWOLxgPFgVhpxrFERKKvogRWfwJTLnBLAkirs2D8gpr3F8+5mCvfuhKALSVb+G7bd1RZPZcoItLW+HJ8vX05vut9Ob5PgOXA7UBetONo8eGReZNGV+ESrN1ird1EyIN/xpj+gbcLrbWFgbJJwG3GmK3ULogdg7sTV+0x3Ermrxpj7gX2BiYCD1QvA2CtLQnzWCIi0depG1w4DZ4+GV48Fy6bB8mZTe8nUZOZlIk/248vxwfAh+s+5NOfPuWDHz8AICFW81mJiLQFvhxfF+Ac4ALcotsxuBtT9wH3B4ZJRlWDSVv/m2dtxAUXlrxJo3u0SETNNwnXkX8AugKfASdZa9dXN7DWbjXG/Ax4BLfu2jbgQVzi1qxjiYh4psdAOP8leP4smHohXPQaxCV6HZWE8Gf7meyfzENfPMSl8y7lzH3OBGBQl0EeRyYiIg3x5fg64RbTvgA4CfeY1tfAHcBc4FNgthcJGzR+p+1RmpG0RYO19lng2ZAyi5tl8s9N7LsUOKGJNmEdS0TEM/2PhjP/BXNvdsMku+/ndURSj8t9l/PQFw8B8Pp3rwOQmpDqZUgiItK49UAysBL4GzDFn+1fAuDL8dU3oWFUNZi05U0aPTGKcYiISLh858C+J0NSuteRSCMWXbSIoc8P9ToMEREJjwlsNmhrNVrz7JEiItKQpHSwFv5zF3w62etopB6xMbE1U/8nxyV7HI2IiDShOzABWArcBCz25fiW+HJ8f8TNau+pVrtOm4iINMFWwfol8P4DkNYLBo72OiIJ0S+tH7PPmk16ou6Kioi0Zv5sfxEwFZjqy/F1xk1Ecj5wJ/An3J230305vuX+bP9P0Y5Pd9pERNqqmFg452noPQym/QJWLvQ6IqlHv/R+ZCR6/jiEiIiEyZ/t3+bP9k/2Z/tPBPriZpT/BLgRWO3L8UV9OTAlbSIibVlCJ7hwOnTJcmu4rf2y6X1EREQkLP5s/0/+bP9D/mz/EcAA3GySfaIdh4ZHioi0dSld3PT/z46GLSvdnTcRERFpUf5s/0rgL4EtqnSnTUSkPUjvDf/3EQwZ5z5XVXobj4iISBviy/G95cvx7R/02fhyfLf7cnx7hLQ7yJfjWx7t+JS0iYi0F9ULbS+dAY8fBzs2exuPiIhI23EiEPwAcgxuKGTvkHZJuGGSUaWkTUSkvUnpCpu/hRfPhpLtXkcjIiLSVhmvA6impE1EpL3pfxSc9xz8tAReOAdKC7yOSERERHaDkjYRkfZov1Fw7jPw4+fw4nlQXuJ1RCIiIrKLNHukiEh7Neh0OPtJtwxA9fNuIiIi0pAjfTm+boH3MbgFtY8KmYxkYPTDUtImItK+DTnbbQBbf4DUnhCf5G1MIiIirdMD9ZQ9VE+ZjXQgoZS0iYh0BKUF8PQo2ONAGP8CxCV4HZGIiEhrkuV1AI1R0iYi0hEkpsFxv4M3r4dXLobzcjRkUkREJMCf7f/B6xgao4lIREQ6ihGXwuj7YfkcmDoByou9jkhERETCoDttIiIdySGXQ2wCzLgGcifBSXd6HZGIiIjnfDm+75vT3p/t3ztSsdRHSZuISEcz/GI3IcleR3kdiYiISGvRHygA3gTWehtKXUraREQ6ov1GudfSQpg/EU64FZI7exqSiIiIh24Hxge2hcAUYLo/27/F06gC9EybiEhHtvZL+PxZeG4sFLWKf5dERESizp/tv9uf7fcBQ4EPgN8B63w5vtm+HN9FvhxfmpfxKWkTEenIso6B81+EDcvg6VNg+49eRyQiIuIZf7Z/iT/bf6s/278PcAzwDfAXYL0vx3eHV3EpaRMR6ej2GwU//zfkr3VruW361uuIREREWoMvgHdwwyUTgEFeBaJn2kRExN1xu+RNeONqiNE/DSIi0jH5cnwGOB64ADgLiAXeAMYAb3sVl/5lFhERp/dQ+OV7EBMDVVWwcRn0PMDrqERERCLOl+M7EjgfOAdIA2YBlwOz/dn+Mi9jAyVtIiISLCYwav6jR+E/f4KzJ8MBZ3gbk4iISOS9j5vyfyYwAygMlJ/oy/HVaezP9s+OXmhK2kREpD5DL4RvZsK0S+DUv8KhV3gdkYiISKSlARNwQyNNI+0sbthk1ChpExGRulK6wEWvwb8vh9k3wdY8OOmu2jtxIiIi7UuW1wE0RkmbiIjUL6ETjH8B5v4BPn4cDroA9hjidVQiItLBGWP2AX4LHAEMBhZaa0eGtDHAH4BfA92AT4FrrLWL6jumP9v/w67EEpi45DbgCX+2/6ddOUY49JWpiIg0LCYWTvsr/Pq/tQlbeYm3MYmISEc3GDgN+B+wvIE2N+OSqXuB03HPqM03xuzRwrHEAHcAvVv4uHV+iIiISOO67+de/dPhn4drLTcREfHSTGttP2vtucDXoZXGmCRc0naPtfYRa+184Fzcs2hXRyCexp5/axFK2kREJHyZ/aG0ACafCN/neh2NiIh0QNbaqiaaHAmkA68E7bMDNzPkqREMLWKUtImISPj6joDL50PaHvD8OPj4CbDW66hERESCDQQqgdBhId8E6tocJW0iItI8XbLgsrdh35Nhzm9h1UdeRyQiIu1HnDHms6Dtyl04RiZQaK2tDCnfCqQYYxJ2P8zo0uyRIiLSfEnpcP5L8N3bsNcRrqyq0k1cIiIisusqrLUjvA6itdGdNhER2TUxMbDfKPd+7SI3Qcm6xd7GJCIi4u6opRpjQr9JzASKrLVlHsS0W5S0iYjI7jMGynbA06Ng8TSvoxERkY5tGRAL7BNSPjBQ12L82f5K4Hjc8gMRo+GRIiKy+3odBFe8C9Oy4dXLYc0ncPKfIa7NPTYgIiJt33+BfNw0/3cDGGNScOu1PVHfDr4c3/814/jWn+3/V/UHf7Z/wa6HGh4lbSIi0jLSekL2TJg/ET58BLoMgMN/5XVUIiLSzgQSsNMCH/sA6caYcwKfZ1tri4wxk4DbjDFbcXfXbsCNMny4gcM+0owQLPCvJlu1ICVtIiLScmLjYdSfYZ8Tof8xrqxsByR08jYuERFpT3oAoWPxqz9nAXnAJFyS9gegK/AZcJK1dn19B/Rn+1v1Y2OtOjgREWmjBhwPsXFQuBEePQwW/BWqmloLVUREpGnW2jxrrWlgywu0sdbaP1tr+1prk621x1hrv/Q49F2mpE1ERCInIQX2PALe/TO8MA4K6v2CU0REpFXy5fhifDm+d3w5vn29jENJm4iIRE5CJxj3BIz5u1uE+7Gj4Lv5XkclIiISLgOMBNK8DEJJm4iIRJYxMOIXcGUudOoOHz8B1nodlYiISJuhiUhERCQ6egyEK96B8mKXyG1fAxWl0HWA15GJiIi0arrTJiIi0ROfDCld3PtZN8Hjx8KXL+jOm4iItErRWjy7KUraRETEG6P/Br2GwhtXwdQJULjB64hERETq8Gf7F/iz/Tu8jEFJm4iIeCOjr1uMe9Rf4Lv/wD8Phx+/8DoqERGRVkdJm4iIeCcmBo64Cn75Hux1FHTzdEZlERGRVklJm4iIeK/HQBj/PCSmQXkJPD/O3X0TERGR1pu0GWPONcbMMMb8aIwpNMZ8boy5oJ52VxhjvjXGlATa/KyeNn2MMa8ZYwqMMZuMMY8YY1J25VgiIhJhhT/B9tVuMe43roLirV5HJCIi4qlWm7QBNwCFwPXAWOBd4CVjzG+qGwSSuMeA54BTga+BN40xQ4LaxAPzgL2A84FrgXOBJ4J/WDjHEhGRKMjs74ZLHnUdLJoCjx4GS9/wOioRERHPtOZ12k631m4K+vyOMaY3Lpl7OFA2Ecix1t4FYIxZAAwDbgZ+HmhzDjAI2MdauzLQrhyYaoy501r7bTOOJSIi0RCfDCfdCYPPghm/gff/DgPHQEys15GJiIhEXau90xaSsFX7EugNYIzZG9gPeCVonypgGu5OWbVTgU+rE7aA14Ey4JRmHktERKKp91C44l24YIpL2HZshi+e17puIiLSobTapK0BRwDLA+8HBl6XhbT5BuhijOke1G6nNtbaMmBF0DHCPZaIiERbbByk7eHef/EszLganjkVflriaVgiIiLR0maStsCkIGcC9weKMgOv20Kabg2pz6ynTXW7zJC2TR1LRES8dNT1MPYR2LQcHj8W5v4BSvK9jkpERCSiWvMzbTWMMf2Bl4A3rLXPehpMEGPMlcCVAHFxceTm5nobUDtXWFioPo4C9XPkqY93Vz/ihj1E1soX6P3Rv1j3wwqW7/9/dVqpnyNPfRwd6ufIUx9Hh/p517X6pM0Y0wWYA/wAXBhUVX0XLIOd75BlhtRvDbQJlQl81cxj7cRa+wSBWSiTkpLsyJEjG/lNZHfl5uaiPo489XPkqY9byunw4xf0Tu1J74w+sHkFVJZBj0GA+jka1MfRoX6OPPVxdKifd12rHh4ZWEvtTSABGGOtLQqqrn7+bGDIbgOBLdbajUHtdmpjjEkA9g46RrjHEhGR1qTPcMjo496/fTs8djTMuRmKtngbl4iISAtqtUmbMSYON3vjvsAp1toNwfXW2u9xk5KcG7RPTODznKCmc4BDjDF7BZWNBRKBuc08loiItFan/wOGXgifPA4PD6fPmplQWe51VCIiIrutNQ+P/CdwGm4x7K7GmK5BdV9aa0txa6u9YIzJAz4AsnFJ3oSgttOBPwKvGmNuww2BfBB4KWiNNsI8loiItFadusLYf8ChV8K8W9j3u8nw0V5w1DVeRyYiIrJbWnPSdnLg9aF66rKAPGvtFGNMKvB74Dbga9wwypp5oK215caYU4BHcOuwlQJTgd8GHzCcY4mISBuwxxC4+A0Wv3o/B474hStb9TEkpMAePm9jExER2QWtNmmz1vYPs92TwJNNtFmDWy5gt48lIiJtgDFs6ToCEtPc57dvh9Ufw4Hj4fg/QGZ/T8MTERFpjlb7TJuIiEiLmTAVjvwNLH0dHh4Bs26CgvVeRyUiIhIWJW0iItL+JWfCyXfBNV/CsAvhs6fhu7e9jkpERCQsrXZ4pIiISItL7w2nPwRHXgOdA5MKf54DxVvgkCsgMdXb+EREROqhO20iItLxdB0AsYHvLVd9BPMnwkMHwsIHoLTA09BERERCKWkTEZGO7ax/wWVvQ+/h8J874e8+WPyK11GJiIjUUNImIiLS71D4+XS4/B3odxik9nDlRVugeJu3sYmISIenpE1ERKRa34Nhwsuw90j3+b373J23+ROh4CcPAxMRkY5MSZuIiEhDhk6AASfABw+55O2Nq2Hjcq+jEhGRDkazR4qIiDRkDx+clwObV8CHj8KiF6GiBM6e7HVkIiLSgehOm4iISFO6u5E2WwAAIABJREFUDoAxD8B1S+DEia7sJz88NQqWzoDKCi+jExGRdk532kRERMKV2r32/Y6NULAOXrkIMvrBIZfB8GxI6eJdfCIi0i7pTpuIiMiuGHACXPMljH8RumS5yUoePRQqy72OTERE2hndaRMREdlVMbEwaIzb1i+FjcsgNh6sdZOW7HsSDBztykRERHaRkjYREZGW0PMAt4FbHiDvPVj0AqT2hKEXwvCL3R05ERGRZtLwSBERkZaW3guuWQQXTIXew+GDv8M/hsL3uV5HJiIibZDutImIiERCTCzsf6rbtv8Ii6fCnke4uk8nw9Yf3MQl3fbxNk4RkTbEGHMJ8Ew9Vb+21j4W5XCiRkmbiIhIpGX0gWNurP286Vv45En47z+g32Fw0Pkw+CxIzvQuRhGRtuUEoDjo8/deBRINStpERESi7dR74ejr4aupbnvzevjuP3D+i66+qtLdqRMRkYZ8aq0t9DqIaFHSJiIi4oW0PeDo6+Coa2HdV2CMK9/6Azx5Agw5292B6z2stk5ERDokTUQiIiLiJWOg91DodZD7XFkG/Y+Gz5+BJ4+HfwyD+XdC4UZv4xQRaV1WGGMqjDH/M8b80utgIk132kRERFqTbvvCeTlQvBW+mQlLXoUPH4UjrnL1P34O8SnQY5C3cYqIREacMeazoM9PWGufCPq8DrgN+ASIBc4HHjPGpFhrH4xinFGlpE1ERKQ1Ss50a7sNvxhK8iEp3ZW/fQfkLYTug2DIODjgTOi+n7exioi0nApr7YiGKq2184B5QUVzjDFJwK3GmIestVURj9ADGh4pIiLS2lUnbABnPwWn3gfJneHdP8Ojh8D0y2rrrY1+fCIi3poOdAH6exxHxOhOm4iISFuS1hMOu9Jt+Wth2Szo1N3VlWyHfx0F+/wM9h8NWcdCfJK38YqIRJ4NeW13lLSJiIi0Vem94dAraj+X5EPfEeCfDp8/CwmpsM+JMPJmPQMnIu3ZOcAm4AevA4kUJW0iIiLtRed+cO6zUFEKK9+DZW/C/+YAgSUDVrwDeR/AvidBnxEQqz8DRKRtMcb8GzcJyWLcRCTjA9s17fV5NlDSJiIi0v7EJbrEbN+TYPSDteu8rfkc3n8AFv4NkjrDgONhn5PgoAsgRo+5i0ib8D/gUqAf7huppcDF1trnPY0qwpS0iYiItGfBydhxv4VDL4cV78J38922dhEMu9DVL5oCKV1hryMgMc2beEVEGmGtvQW4xes4ok1Jm4iISEeSnOmWChgyDqqqoHC9K7cW3rkL8n+EmDjoc7CbyGT/U917ERHxjJI2ERGRjiomBtJ7uffGwG8+h9Ufw/cL3DNxC++HsiKXtFWWw38fhv7HQK+DIC7B29hFRDoQJW0iIiLixCfD3iPdBm4JgYpS93791/CfO937uGToO4L+thf4+kHXAdGPVUSkA1HSFkHl5eWsWbOGkpISr0NpFzIyMvjmm2+8DmO3JCUl0bdvX+Lj470ORUSkaUkZte97D4WbvoNV/4UfPoRVH7LXug+gINslbas+giWvuufh9jwC0vbwLm4RkXZGSVsErVmzhrS0NPr374+pnrlLdllBQQFpaW33wXhrLZs3b2bNmjVkZWV5HY6ISPOldocDznAb8P782RzT7zBXt3EZfPk8fPK4+9x5LzescsyDkNzZPTOnfwtFRHaJkrYIKikpUcImNYwxdO3alY0bN3odiohIi6iMS4HYwMiBgy+BoRfCusXubtyaT2HDN5CY7upn3+TK+oxwyVzfEdB1Xy01ICISBiVtEaaETYLpfBCRdi02Hvoe7LZQ3QfCpm/BPw0+e8qV9fTBr9937/Peh0493FDLmNjoxSwi0gYoaRMREZHIO/QKt1VVweZv4cfPoaqytv7fl0PBOojvBHsMgT0OhH1Phv1O9i5mEZFWQkmbiIiIRE9MDHTf323VrIULp7mhlT8thnVfwVdT3B23/U52yw08PQq6D4Ie1dsBbrITjWAQkQ5AA8nbudTU1Abr8vLyMMZw66231pRt2rSJ+Ph4rr76agAmTpxInz59GDp0aM22bdu2mvbXXXcdffr0oaqqqqZs/fr1jBkzhoMOOogDDjiA0047LQK/mYiItBvGwB4+GHYhnHovXDoXbl4NJ9zm6ou3upksv3sb3vojvDAOHhgIHz7q6ou2wKeT4Yf/urYiIu2M7rRFyZ0zv2bp2vwWPeYBvdO54/TBu3WMrKwsZs2axd133w3AtGnTGDx452Nef/313HTTTXX2raqq4rXXXqNfv34sWLCA448/HoDbb7+dk046iWuvvRaAxYsX71aMIiLSAcXEQGLgi8fUHnDRa+79js2wYamb5GSvI13ZukUw68bafdN6u7txP7vdLVVQsh3KiyG1p+7MiUibpKStg0tJSWHQoEF89tlnjBgxgpdffpnzzjuPtWvXNrlvbm4ugwcPZvz48UyZMqUmaVu3bh0nn1z7DMKBBx4YsfhFRKSD6dQVso5xW7W9j4frv4b1S2sTug1f105osnQGzLjazWTZdR/otq+bufKQyyCli5YjEJFWT0lblOzuHbFIOv/885k6dSo9e/YkNjaW3r1775S0Pfjgg7zwwgsAZGZm8u677wIwZcoULrjgAs444wxuueUWysvLiY+P56qrrmL8+PE88sgjnHjiifziF7+gd+/envxuIiLSARgDGX3dVt/EJXseAafe5yZA2bQc8j6AxS/DiF+4+oV/gy+ec4lcl70hsz90yYJ9R0Gs/lQSEe/pSiSccsop3HbbbfTs2ZPx48fXqa9veGRZWRmzZ8/mgQceIC0tjcMOO4x58+YxZswYRo0axffff8/cuXOZM2cOw4YNY8mSJXTv3j1av5KIiEitbvu4LVjZDohPCdTvD30Pgc3fwZrPoHQ7xCbCH39y9W/fDqs/cclcZpZL6LoMqH9pAxGRCFDSJiQkJHDwwQdz//33s3TpUmbMmNHkPvPmzWPbtm34fD4AioqKSE5OZsyYMQB06dKFCRMmMGHCBMaMGcN7773H2WefHdHfQ0REJGwJnWrfHzDWbeCGShZvhfy1tQt/p3QFEwPfL4CCKa4sMwuuXeTez/gNbF8DGf2gcz/32m1ft4i4iEgLUNLWQsqrYMzDC3cq++2hqcStL2h8xwaG0Dc+sj78cffWwncbCuutW7NpB2UVVXy3oZBzL/k1A4cdxpaKBNbnl7C9uJzvNhSyZUcZJZTWOcaTzzzPn+9/hNPHnQtA0Y4djDxkCEvyNrDo808ZevAhJKekUFhYwLLl3xKT2o0VDcQR7q9UWVHFhpJGjtG8w3lmU2EpFz/9SYP1jcXe0CMXje/TcG19NZs2l/DG+kX0ykiiV+dk+nROoldGMr0zkklPjtMC4SLSvhnjnnNL6VJbdtS1bgM3ocm2VVASNLlYfIqbwXLdYija5Mr6HwOXvOne54x1yxZk9A0kdX3dwuL9DnH1eqZORJqgpK2FGKBnWtJOZbExhvjYhldVsBGOqVpMA/8OxBjAuNf9Bw1i/0GDAPfvhgnUG+DZxx9lxvSXa/Z78LGnee/d+dz1t7/X/BvTKbUTIw47gnfensPaNau585YbiY2No8pWcd6F2Rw0vOFvG1u8H2zLHrOl46uykF9c3vyfZeuvbWyfBnYJ7Fd/ZUGp5ZOVW1ifX0JF1c5tUhJi6d05mV4ZSfTOSKZX5yR6pifRMz2RHmlJ9EhLpGtqIrENnXQiIm1dfPLOa8yBW6agWlmRu+tWVVFb1mVv9yzd6o/g61dd3YHnu6TNWrh3L0hIg/RekBbY9jnRPZ9nLclFa6C0sHY2TRHpcIxt7K86CVtSUpItKSnZqeybb75hUCARkt1XUFBAWlqa12HsttZ+XuTm5jJy5EgqqywbC0pZu72YddtKWLutuOb9uu3F/LithE2FpXX2jzHQLTWRHumJ9ExLokd6It3Tdk7suqcl0qVTAknxsR78ht6r7mOJLPVz5KmPd0FVJRQEnpXL6AOVFfDu3a4sfy0UrHPvD73CLVlQtAX+muXaJ6S5BcVTe8Ahl8OQcVBaAEv+DZ26Q6cekBp4TUjx7ndsg3QuR0c4/WyMKbLWdmq0UQekO20iUq/YGMMeGUnskZEEe9bfpqyiio2FpWzIL2F9fikbC9zrhoISNhSUsnZ7CV+t2cbmHWX13vVLTYyja2oCXTsl0KVTIt1SE+iaGvS+k0vuuqUmkNkpodE71yIibUJMrEvWqsXGwYkT67arqnSvcYl8M/B6BvXNcMlcwToo3Ai2ytVvWwUzr627/9iHYfjFsOlbmD/RJXWpPQLJXTc3o2baHlBRBrbS3UEUkVZLSVsH4Pf7ueiii3YqS0xM5OOPP/YoImkvEuJi6NM5mT6dG//Hvryyik2FpWzIL2V9fgmbd5SxubCUTYVlbNlRxuYdpazZWsRXa7axZUcZlVX1jwDISI6nS6cEOqfE0zk5ns4p1e8DrymBsuT4mvK0pDhiNFxTRNqa6jXmEjqxfo+RDDp6ZP3tuu3v1qgr3AA7NgZeN9ROglKSD5tXwKoP3V276qHxE6a5pO27+TD1AvdcXnIXSMl0r6dMgp4HuLXvVi5wk7FU16d0hfQ+EBsf6V4QkQAlbR2Az+dj0aJFXochHVh8bAy9MpLpldH0N7lVVZb8knI2FbrEbsuOMjYFkrzNhWVsLSpje7Gr/3ZDIduLyikorWjweDHGJXudUxICr/GkJ8WTlhRHWuA1PfA+Pbm2rPo1NUFJn4i0YrFxtWvU1afvwXDVR+59ZYWbKKVoS237bvvWDsMs3gpFm9376qRx1X9h7s11j3vVJ+7Zvs+egQ8egqSMoC0dTr4bkjNh7ZewcXlIfYZ7bi9GoydEwqWkTURalZgYE7iDlsA+PcJ76L68sor84nK2FpWzvbiMbUXlbisuZ1tR2U7vNxeWkbdpBwUlFeSXlFNe2fhzvcZAakKcS+6Sd07odkruEuPolBBHp8RYUgKvnQJlKQnufWJcjGbfFBHvxMa5u2tpe9SWddsXjrmx4X0O/gUMHucSuaLNULzFvU8PDPFM7w19R0DJdrdtWu9eR/3F1X/9mkvqQt26AWISYf6dbnKWpAz3zF5iKiR1hnGPu3bLZsOW7115QiokprlksN+hrr60AGLiIC5JM3BKu6akLYgx5gDgYeAIYBswGbjTWlvpaWAi0qj42Bi6prqZK5vDWktpRRX5JeUUlFQEtvKdXvMD7/OLa8s2FJSwYmNt+6YSv2qxMYaUhFjibCWZn+fWJHmdEuJISYyjU0J1ohdLSqJL9pLiY0mu3hJiSYqPqS1LcK9J8bFKCEUkMmJig5ZA2Kdu/X6j3NaQY26C4dm1SV3JdijNh7jA9brbvm5h85LtbobM/B/dhCzVFr8MS1/f+ZhpveHGb9z76ZfCt2+BiQ0kdmnQYxD8fLqr/8+fYGueG/4Zn+ImaMnMgoOzXf3yeVBRQpfNKyAv3tWndIXOgYe5K0ohNkEJoXhOSVuAMSYTmA8sBc4ABgD3AzHArR6GJiIRYowhKZD09NjFiUmrE7/C0gqKSivZUVbBjtIKdpRVUhR4dZ9r67/LW0N61/Sa+p/ySygKtCsqc22aO7GvMdQkd0lBCV1yfCxJCbEkx8fU1FUneYlxMSTGx5IQG0NifOBznKtLqH5fb7nbLzEuhrgYo2RRRBqWlO62hgyd4LaGnP0UnP4QlBW6pK6ssHaSFnCTrex5hLvjVt0meI29batg7SIoL3JbWZG7M1idtL11G2z6HwcC+AP7DDgBLnrNvX/4YLeEQ3yKm6wlIQX2P23nZR5EokBJW61fAcnAOGttPvC2MSYdmGiM+WugTERkJ8GJH2EuoZSbu5GRI4c3WF9VZSkur6SkvLL2tayK4sDn4rLauuKy4DaVNW1Ky6tq6vOLy9mQ78qLyiopLa+krLKKkvKq3f79Ywy1CV5cdfLnEsH4uBgSYt16ldVbQpz7HBdT+76mrrptXMjnJo7lNkNsjEsiY2MMcbGGgjLL9uLyQJ0hLibGrT+pJFOk7YiNg+TObqvPoNMb3//syXXLgpO+n0+Hkny++PgDhvv2d4unJwX9rCOuds8BlhfXJn2ZWc3/PUR2k5K2WqcC80KSs6nAvcBxwExPotpNqampFBYW1luXl5dHVlYWf/zjH7n77rsB2LRpE7169eKXv/wljzzyCBMnTuTJJ5+ke/fuNfvl5ubSubO7oF133XVMmzaN1atXExN4oHj9+vVcdtllrF69mvLycvr378/s2bPr/Pzi4mJOOeUU3nnnHVavXs2gQYPYf//9KSsrY8SIETz11FPExzc+M9Vvf/tbZs+ezWmnncZ99923S33U0jZu3MhFF13E3LlzvQ5F2qiYGOOGSSZG9hJtraW80lJaUUlpRRWlFVWUVVS5z+VVgbLKQFlj5VWUllcG7e/qyyst5ZVVlFdWsaOskvKKqprP5ZWWsur3FbWfW9w7b9UpCk7i4mJNbaIX+OzeN/U5kCAG7R9rXLIYY1xZTKAsNta9njmsD/v1bPtrTYq0eTFBa4QGhkHmZ2yCvUfWbXv4r6ISkkhTlLTVGgi8E1xgrV1ljCkK1O1+0vbM6Lplg890C2iWFcGL59atHzoBhl0IOzbDKxfvXPeLWbsdUlZWFrNmzapJ2qZNm8bgwYN3anP99ddz00031dm3qqqK1157jX79+rFgwQKOP/54AG6//XZOOukkrr3WrRuzePHien/2008/zbhx44iNdRfPAQMGsGjRIiorKznppJN45ZVXuPDCCxuN/4knnmDLli01x2hKRUUFcXGRPe27d+9Or169+OCDDzjqqKMi+rNEdocxhoQ4Q0JcDK0hlbDWUllld07oKqsorwj5XFlFWYUNel9FRZXbt6LKUlHpPi/733L67z2gprwyqK7651RW1f+5orJ6n9rPlVUuwQ3+XBG0/06btVRWuteKKktVleWgfp2VtImIyC5R0lYrEzf5SKitgbo6jDFXAlcCxMXFkZubu1N9RkYGBQUFNZ+TK+tOS15RWkp5QQGUF9dbX15SQkVBAaaokKSQ+uKgYzemoIF2hYWFJCUlsc8++7BgwQKGDx/OSy+9xBlnnMG6desoKCigtLSU+Pj4eo+xYMEC9t9/f8aNG8dzzz3HiBEjAFi9ejXHHHNMzT5ZWVn17v/cc8/x1FNPUVBQQGFhIVVVVTXthg4dyvfff09BQQGVlZXccccdLFy4kLKyMq644gouvfRSxo8fT2FhIcOGDeOGG27guOOO47rrrmP16tUA3HvvvRx++OH85S9/YeXKleTl5dG3b18mT55c7/EWLlzIPffcQ9euXVm6dClDhw5l8uTJGGP4/PPP+f3vf09RUREJCQnMnDmTlJSUeo8DMGrUKJ555hkOPPDAOr93SUlJnXOlNSksLGzV8bUH6uOWE4sb116fzl1LSa1c5T6YQOPwvt9pJhPYmrBxGbm5yyIRgGd0LkeH+jny1MfRoX7eDdZabe6J/3LgunrK1wB/aWr/xMREG2rp0qV1yqKtU6dODdatXLnSDh482L7xxhv2xhtvtKtWrbInnHCCfeaZZ+xVV11lrbX2jjvusL1797YHHXSQPeigg+zIkSNr9r/88svtc889Z7dv32579+5ty8rKrLXWzp0712ZkZNiRI0fau+++2/744491fnZpaant2bNnnVistba4uNiOHDnSfvXVV9Zaax9//HF711132fz8fFtSUmIPPvhg+/3339f5/S644AK7cOFCa621P/zwgx04cGDN7zB8+HBbVFS00/GstTsd791337Xp6el29erVtrKy0h5++OF24cKFtrS01GZlZdlPPvnEWmvt9u3bbXl5eYPHsdbaNWvW2CFDhtTb763hvGjMu+++63UI7Z76ODrUz5GnPo4O9XPkqY+jI5x+BnbYVpAbtLZNd9pqbQUy6inPDNS1W6eccgq33XYbPXv2ZPz48XXq6xseWVZWxuzZs3nggQdIS0vjsMMOY968eYwZM4ZRo0bx/fffM3fuXObMmcOwYcNYsmTJTs/Fbdq0qea5uGorVqxg6NChrFy5ktGjR9fcpXrrrbdYvHgxr7zyCjExMWzfvp1vv/2WrKydHwSeP38+S5curfmcn59f8zzf2LFjSU5O3ul406e76YCrj5eQkMChhx5K375uwdGhQ4eSl5dHRkYGvXr14pBDDgEgPT290eNkZWXRo0cP1q4NmrJYRERERGQXKWmrtQz37FoNY0w/ICVQ124lJCRw8MEHc//997N06VJmzJjR5D7z5s1j27Zt+Hw+AIqKikhOTmbMmDEAdOnShQkTJjBhwgTGjBnDe++9x9lnn12zf3JyMiUlJTsds/qZtk2bNnHUUUcxY8YMxo4di7WWhx9+mCOPPJK0tIafB6mqquKjjz4iKSmpTl2nTp1q3lcfb9SondeVyc3NJTGxdp2v2NhYKirqDllt6jjghkBWJ4kiIiIiIrsjxusAWpE5wChjTHBWMB4oBhZ4E1L03Hjjjdx777106dKl6cbAlClTmDx5Mnl5eeTl5bFy5UrefvttioqKeOeddygqKgLc83QrVqxgzz333Gn/zMxMKisr6yRuAN26dWPSpEncc889gHs+7F//+hfl5eUALF++nB07dtTZ7+STT+bhhx+u+bxo0aJ6Yw/3eNX2339/1q1bx6efflrzO1VUVDR6nOXLlzNkyJAGjykiIiIiEi7daav1GHAN8Kox5l5gb2Ai8IDtAGu0DR48uM6skdUefPBBXnjhhZrPL730EnPnzuWxxx6rKevUqRNHH300M2fOZNWqVVx99dXExcVRVVXF5ZdfXjO0MNjJJ5/M+++/z4knnlin7swzz2TixIksXLiQyy+/nLy8PI455hiMMXTv3p3XX3+9zj7/+Mc/uOqqqzjwwAOpqKjg2GOP3SnGatXHGz58ONbaBo9XLSEhgZdffpnf/OY3FBcXk5yczPz58xs9zrvvvsvo0fXMFioiIiIi0kzGPe8nAMaYA4BHgCNwM0lOBiZaaysb3RFISkqyoXeNvvnmGwYNGhSJUNuFL774ggcffJDnn38+rPYFBQWNDo9sTY499ljeeOMNMjPrTjza2s+L3NxcRo4c6XUY7Zr6ODrUz5GnPo4O9XPkqY+jI5x+NsYUWWs7NdqoA9KdtiDW2qXACV7H0VEMHz6c448/nsrKyrDXWWsLNm7cyA033FBvwiYiIiIi0lxK2joAv9/PRRddtFNZYmIiH3/8sUcR1ape16w96d69O2eeeabXYYiIiIhIO6GkLcKstRgTxqKrEeTz+RqclEOiS8ORRURERKS5NHtkBCUlJbF582b9oS6AS9g2b95c75IEIiIiIiIN0Z22COrbty9r1qxh48aNXofSLpSUlLT5hCcpKalm8W4RERERab7A5IEPs/PkgXeGM3lgW6WkLYLi4+PJysryOox2Izc3l2HDhnkdhoiIiIh4xBiTCcwHlgJnAAOA+3EjCG/1MLSIUtImIiIiIiJtxa+AZGBcYC3lt40x6cBEY8xf2+v6ynqmTURERERE2opTgXkhydlUXCJ3nDchRZ6SNhERERERaSsGAsuCC6y1q4CiQF27pOGRLaS0tNQaY4q9jqOdiwMqvA6iA1A/R576ODrUz5GnPo4O9XPkqY+jI5x+TjbGfBb0+Qlr7RNBnzNxk4+E2hqoa5eUtLWcL6y1I7wOoj0zxnymPo489XPkqY+jQ/0ceerj6FA/R576ODrUz7tOwyNFRERERKSt2Apk1FOeGahrl5S0iYiIiIhIW7GMkGfXjDH9gBRCnnVrT5S0tZwnmm4iu0l9HB3q58hTH0eH+jny1MfRoX6OPPVxdLREP88BRhlj0oLKxgPFwIIWOH6rZKy1XscgIiIiIiLSpMDi2kuBJcC9wN7AA8DfrbXtdnFtJW0iIiIiItJmGGMOAB4BjsDNJDkZmGitrfQ0sAhS0iYiIiIiItKK6Zm23WSMyTXG2Hq2pJB2fYwxrxljCowxm4wxjxhjUryKu60wxqQbY+40xnxijNlujPkp0I/7hbTr38B/h6lexd6WGGMOMMb8xxhTZIxZa4z5kzEm1uu42ipjzLnGmBnGmB+NMYXGmM+NMReEtAnr2iH1M8Zc0kD//SqojTHG3GKMWW2MKTbGvGeMGepl3G1NI+epNcYcEWiTV0/dT17H3loZY/YxxjxujFlsjKk0xuTW0yasc1fX7oY11c/GmF7GmPuMMV8FrtOrjTE5xpjeIe1GNnD+T4rqL9QKhXkuh3V90LncNK3T1jLeBW4JKSutfmOMiQfmAWXA+UBn3NjbzsDPoxRjW7UncAXwFPBH3MxAfwA+NsYcaK1dHdL+JuCDoM+bohJlG2bc2PD5uPHhZwADgPtxX+q027HhEXYDsBK4HncOnga8ZIzpZq19OKhdo9cOCcsJuIfPq30f9P5m4Dbgt7gZxW4A5htjhlhrlVSE5/+A9JCyPwHDgE+Dyl4Cgs/tsgjH1ZYNxl0TPgLiG2jT5Lmra3eTmurng4GzcMPqPgZ6AhOB/wb6uTCk/YXsfH35saUDboPCOZehieuDzuUwWWu17cYG5ALTm2hzAVAJZAWVnQdUAft6/Tu05g3oBCSHlHUBCoE7gsr6AxYY43XMbW3DJcFbgfSgst8BRcFl2prVp93qKXsJWBn0uclrh7ZG+/iSwP/zqQ3UJwHbgduDyjoBG4G7vY6/rW5AArAF+FdQWR7wN69jaysbEBP0fjqQG1If1rmra/du93NnIC6kbL/AdSU7qGxkoGyI179Ta9ua6uNAeZPXB53L4W0aHhkdpwKfWmtXBpW9jvum4RRvQmobrLU7rLXFIWVbgB+A3vXvJc10KjDPWpsfVDYVSAaO8yakts1aW98d3i/RORtNR+LuEL1SXWCt3QHMxJ3zsmtOwS1gO8XrQNoqa21VE03CPXd17W5EU/1srd15VyApAAAJxUlEQVRmra0IKVuOSxR0rQ5DGOdyuHQuh0FJW8s4OTAGt8gYM88Yc2BI/UBCFvuz1pYBKwhZHFCaZozpDuwDLK+n+pnAuOp1xpgHjDHJUQ6vLarv/FyF+4dL52fLOYK652xT1w5p2gpjTIUx5n/GmF8GlQ/EjXD4NqT9N+i83h3nA2uAhSHllxljyox79ni6MWYvD2JrL8I9d3XtbmGBa3AK9f998U7g74s8Y8ytet6qWZq6PuhcDoOeadt9C4Ac4DtgL9xzVwuNMQdZa/MCbTJx05GG2hqok+a5Hzc88tmgslLgUeAtIB83nOH3uHHRZ0Q3vDZH52eEGWN+BpwJXBpUHM61Qxq2DvfMzydALC6ZeMwYk2KtfRB37hbautM/bwVSjDEJgS/PJEzGTZ41FnjcBsYvBbyBe6ZlDTAIuAN3LvustdujH2mbF+65q2t3CzLGxAAP4ZLlGUFV24FJuC8qyoAxwJ1Ad+DaKIfZFoVzfdC5HAYlbSGMMRlAr6baWWuXBV7vCCpeaIyZj/u24LrAJiGa28ch+/4aN3nL2dbazUFt1wFXBzXNNcasB/4Z+CP4q92PXKT5jDH9cc+zvWGtfba6XNeO3WOtnYeb4KnaHONm3rzVGPOQR2G1d6fjnq3aaWiktTb4D9eFxpj/AouAXwB/j154IrvlHtyIiOOsteXVhdbaL3HD26vNN8aUAjcYY+5qYDi8BOj60HKUtNV1LvBkGO1MfYXW2p+MMR8Aw4OKtwIZ9TTPBDpiMrFLfWyMGYubfej31trXwth/OvBP3AxRHbGfw9XY+bk1yrG0K8aYLsAc3DOYFzbWtoFrhzTPdNwkT/1x526qMSY25I5FJlCku2y75HzgO2vtZ401stYuMcb8D53Luyrcc1fX7hZijPk/3EydF1hrPw5jl+m4iTIOBN6JZGztTQPXB53LYdAzbSGstZOttaapranDBLZqywgZk2uMSQD2JmQMb0ewK31sjDkK91DqY9ba+8L9USGvUr/6zs9+uHH9He78bCmBoWRv4mbbG2OtLQpjt9BrhzRP8P/zy3DDJvcJaVPn2QlpWmCExKmEPwGJzuVdF+65q2t3CzDGnI37Qvh31tqXw9xNf1/snnD+Tta5HEJJWwszxuwBHA18HlQ8Bzgk5MHLsUAiMDeK4bVJxpjBuFmz5gLXNGPXcwKvnzfaSuYAo4wxaUFl43FrXy3wJqS2zRgTB0wD9gVOsdZuCGOf+q4d0jzn4NbF+wH4L+751nOrKwOJ9Om4c16a5yzcv1lNJm3GmCG4P8B0Lu+acM9dXbt3kzFmJPAi8LC19m/N2PUcoAJYHIm42rMGrg86l8Og4ZG7ITDL0D24P85+wC0E/Qfc+mvB43Sn4yYZeNUYcxvuFvCDwEvW2tDZoSSIMaYHLlkrBP4BHGpMzU24fGvt0kC7iUAabmHtfOBY3FCHV621uqg27jFcMvyqMeZe3B3gicADIdPvSvj+iVtw9FqgqzGma1Ddl8D+hHftkAYYY/6Nm4RkMe6uxPjAdk1gGuoSY8wk4DZjzFZqFyiOYedFXiU85wNfWWu/CS40xozGPWf8JrAW98fYrcAqdp4sSgICCdhpgY99gHRjTPWXjLOttUVhnru6djeiqX7GTQD1Oq5/XzbGHB60+0Zr7YrAcf6FWyPvU9xEJKfhnqH/e/Cz9R1RGH18POFdH3Quh8PrheLa8oY7QWfjZjErAzYD/wYG1tO2L+7iUBho9yiQ4vXv0No3ahe1rG/LDWp3PvAZbpanMtyMfH8CEr3+HdrCBhyAG5dfHDif7wJivY6rrW64xUQbOm/7N+faoa3BPv4L8D/clNDFuG9tLwppY3BfmK0JtFkIDPM69ra2Ad2AcuDmeuoOBP6D+6O2HPgJ98dYb6/jbq1b4BrQ4PUh0Casc1fX7l3vZ+CSRuqfDTrONbgvhwpwM1V/jZssynj9O3q9hdHHYV8fdC43vZlAR4mIiIiIiEgrpGfaREREREREWjElbSIiIiIiIq2YkjYREREREZFWTEmbiIiIiIhIK6akTUREREREpBVT0iYiIiIiItKKKWkTEZGoMsacZ4y5pJ7yXGPMdA9CapAxZqQxxga2bbu436ZIxigiIu1fnNcBiIhIh3MebsHmZ0PK/w+3AGtrdCGwvBntvwCOAC4HzoxIRCIi0mEoaRMRkVbBWrvU6xgasdhauyTcxtbafOAjY8wpEYxJREQ6CA2PFBGRqDHGPMv/t3d/IZ5OcRzH3x+LGBG1oWXJBcqFSBEXZselFFrl1oULrSKx0yrtzrSbi20TYpULJaVwsW60SrGWcLEyWwbrT8I2RWyE/TP+fF08z5jfZGbNzjwzftn3q55Oz/mdv1e/vp3znANrgcGe7YMj7W8ztkcmGUnyfZJrkuxJcijJ20kuSnJ2kpeT/JLk4yQ3zNLXnUnGkxxJ8lWS4Q7ncVKSbUm+btufSLIjycld9SFJ0hRX2iRJy2kzcAFwJs12SID9Ryk/ADwNbAV+BR4HngOOADuB7cAw8FKS1VV1ECDJeuDhtt4u4Cpgc5KDVfVEB/N4kGbL5AbgS+Bc4EZgRQdtS5I0g0GbJGnZVNUXSQ4AJ1TVe/OocipwT1W9CZBkFfAksKmqtrV5+4FxYBDYmeQMYBOwpapG23ZeSzIAPJTkqar6Y5FTuRp4vqqe7cl7cZFtSpI0K7dHSpL62STwVs/75236+ix557XptcBpNKtvJ049bZ1zgPM7GNcYcEeS4SSXJ0kHbUqSNCuDNklSP/u5qv7seZ9s07+P36+qqbxT2nRlm47TnEY59bzR5q/uYFxbaFb81gF7gW+S3NtBu5Ik/YPbIyVJ/zcH2vQm4NtZft+32A6q6jCwEdiY5GLgLuDRJPuq6tXFti9JUi+DNknScptkelVsKbwLHAJWVdUrS9gPAFX1WZIHgLuBywCDNklSpwzaJEnL7RPg5iS30JwcOVFVE101XlU/ttcIPJbkQmA3zecAlwBDVXUrQJI1NFsmh6pq17H0kWQH8D7wAU2AeBvNf+rubmYhSdI0gzZJ0nLbDlwJPAOcBYwCI112UFVbk0wA9wH3A4eBT4EXeooNtOl3C+jiHeB2YD1NQPgRsLaq9ix40JIkzSFV9V+PQZKkZZdkFLi+qoaOUmYNzWrcFcCH870qoD1NcgXNd2/rqmrlv1SRJGlOrrRJko5X1wGPzLPsGPATzaXg8zHI9GmVPxzjuCRJmsGVNkmS5pDkdODS9vX3qhpbQL3fqmrvUoxPknR8MGiTJEmSpD7m5dqSJEmS1McM2iRJkiSpjxm0SZIkSVIfM2iTJEmSpD5m0CZJkiRJfewvRcP/K5ssLisAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis results\n",
      "----------------\n",
      "Circuit name:           RQD.A34 \n",
      "\n",
      "PIC Abort:              2021-03-05 18:02:31.290 \n",
      "\n",
      "PC Off:                 2021-03-05 18:02:31.300 \n",
      "\n",
      "Reference:              2018-03-16 21:00:03.660 \n",
      "\n",
      "max(I_MEAS):            350 A\n",
      "\n",
      "max(I_MEAS, Reference): 10350 A\n",
      "MIITS_RQD is 1.49 MA^2s from t_1 = 0.000000 s (quench detection) to t_2 = 60.000000 s (end of PM buffer).\n",
      "I_Q_RQD is 350.0 A.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last di/dt prior to an FPA is 0.000000 A/s.\n",
      "Duration of the last di/dt prior to an FPA is 108.960000 s (as seen in the PM buffer).\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_i_meas_pc(circuit_names[0], timestamp_fgc_rqd, timestamp_fgc_ref_rqd, timestamp_pic_rqd, i_meas_rqd_df, i_meas_ref_rqd_df)\n",
    "rq_analysis.calculate_current_miits_i_meas_i_a(i_meas_rqd_df, i_a_rqd_df, t_quench=0, col_name='MIITS_RQD')\n",
    "rq_analysis.calculate_quench_current(i_meas_rqd_df, t_quench=0, col_name='I_Q_RQD')\n",
    "rq_analysis.calculate_current_slope(i_meas_rqd_df, col_name=['Ramp rate RQD', 'Plateau duration RQD'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f757a9a8",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:35:53.210309Z",
     "iopub.status.busy": "2021-10-27T21:35:53.203755Z",
     "iopub.status.idle": "2021-10-27T21:35:54.756018Z",
     "shell.execute_reply": "2021-10-27T21:35:54.756541Z"
    },
    "papermill": {
     "duration": 2.056583,
     "end_time": "2021-10-27T21:35:54.756812",
     "exception": false,
     "start_time": "2021-10-27T21:35:52.700229",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis results\n",
      "----------------\n",
      "Circuit name:           RQF.A34 \n",
      "\n",
      "PIC Abort:              2021-03-05 18:02:31.289 \n",
      "\n",
      "PC Off:                 2021-03-05 18:02:31.300 \n",
      "\n",
      "Reference:              2018-03-16 21:00:03.660 \n",
      "\n",
      "max(I_MEAS):            350 A\n",
      "\n",
      "max(I_MEAS, Reference): 10580 A\n",
      "MIITS_RQF is 1.523 MA^2s from t_1 = 0.000000 s (quench detection) to t_2 = 60.000000 s (end of PM buffer).\n",
      "I_Q_RQF is 350.0 A.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last di/dt prior to an FPA is 0.000000 A/s.\n",
      "Duration of the last di/dt prior to an FPA is 112.800000 s (as seen in the PM buffer).\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_i_meas_pc(circuit_names[1], timestamp_fgc_rqf, timestamp_fgc_ref_rqf, timestamp_pic_rqf, i_meas_rqf_df, i_meas_ref_rqf_df)\n",
    "rq_analysis.calculate_current_miits_i_meas_i_a(i_meas_rqf_df, i_a_rqd_df, t_quench=0, col_name='MIITS_RQF')\n",
    "rq_analysis.calculate_quench_current(i_meas_rqf_df, t_quench=0, col_name='I_Q_RQF')\n",
    "rq_analysis.calculate_current_slope(i_meas_rqf_df, col_name=['Ramp rate RQF', 'Plateau duration RQF'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "589b4ee2",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.467657,
     "end_time": "2021-10-27T21:35:55.671893",
     "exception": false,
     "start_time": "2021-10-27T21:35:55.204236",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## 6.2. Analysis of the Power Converter Earth Current\n",
    "\n",
    "*GRAPHS (one for each circuit)*:  \n",
    "t = 0 s corresponds to respective (actual and reference) FGC PM timestamps\n",
    "\n",
    "First plot (absolute scale, zoom for t = [-0.1, 0.3])\n",
    "- The main power converter current on the left axis, I_A\n",
    "- Actual and reference earth current on the right axis, IEARTH\n",
    "\n",
    "Second plot (percentage scale, for t > 3 s)\n",
    "- The main power converter current on the left axis, I_MEAS\n",
    "- Actual and reference earth current on the right axis, I_EARTH_PCNT\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d61e20e4",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:35:56.609805Z",
     "iopub.status.busy": "2021-10-27T21:35:56.609020Z",
     "iopub.status.idle": "2021-10-27T21:35:57.133627Z",
     "shell.execute_reply": "2021-10-27T21:35:57.134163Z"
    },
    "papermill": {
     "duration": 1.027717,
     "end_time": "2021-10-27T21:35:57.134389",
     "exception": false,
     "start_time": "2021-10-27T21:35:56.106672",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The maximum unbiased abs(I_EARTH) is 1.53 mA.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_i_earth_pc(circuit_names[0], timestamp_fgc_rqd, i_a_rqd_df, i_earth_rqd_df, i_earth_rqd_ref_df)\n",
    "rq_analysis.calculate_max_i_earth_pc(i_earth_rqd_df, col_name='I_Earth_max_RQD')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a48d3137",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:35:58.022194Z",
     "iopub.status.busy": "2021-10-27T21:35:58.021549Z",
     "iopub.status.idle": "2021-10-27T21:35:58.570911Z",
     "shell.execute_reply": "2021-10-27T21:35:58.570176Z"
    },
    "papermill": {
     "duration": 0.989321,
     "end_time": "2021-10-27T21:35:58.571103",
     "exception": false,
     "start_time": "2021-10-27T21:35:57.581782",
     "status": "completed"
    },
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The maximum unbiased abs(I_EARTH) is 1.56 mA.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_i_earth_pc(circuit_names[1], timestamp_fgc_rqf, i_a_rqf_df, i_earth_rqf_df, i_earth_rqf_ref_df)\n",
    "rq_analysis.calculate_max_i_earth_pc(i_earth_rqf_df, col_name='I_Earth_max_RQF')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a3ec2f5a",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:35:59.408262Z",
     "iopub.status.busy": "2021-10-27T21:35:59.407564Z",
     "iopub.status.idle": "2021-10-27T21:36:01.567423Z",
     "shell.execute_reply": "2021-10-27T21:36:01.566522Z"
    },
    "papermill": {
     "duration": 2.574205,
     "end_time": "2021-10-27T21:36:01.567614",
     "exception": false,
     "start_time": "2021-10-27T21:35:58.993409",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysing STATUS.I_EARTH_PCNT\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_i_earth_pcnt_pc(circuit_names[0], timestamp_fgc_rqd, i_meas_rqd_df, i_meas_ref_rqd_df, i_earth_pcnt_rqd_df, i_earth_pcnt_rqd_ref_df, xlim=(-250, 200), start_point=-250, offset=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "62e77808",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:02.506145Z",
     "iopub.status.busy": "2021-10-27T21:36:02.505363Z",
     "iopub.status.idle": "2021-10-27T21:36:03.922381Z",
     "shell.execute_reply": "2021-10-27T21:36:03.921648Z"
    },
    "papermill": {
     "duration": 1.891228,
     "end_time": "2021-10-27T21:36:03.922564",
     "exception": false,
     "start_time": "2021-10-27T21:36:02.031336",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysing STATUS.I_EARTH_PCNT\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_i_earth_pcnt_pc(circuit_names[1], timestamp_fgc_rqf, i_meas_rqf_df, i_meas_ref_rqf_df, i_earth_pcnt_rqf_df, i_earth_pcnt_rqf_ref_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2573826e",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.439552,
     "end_time": "2021-10-27T21:36:04.794763",
     "exception": false,
     "start_time": "2021-10-27T21:36:04.355211",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 7. Energy Extraction System\n",
    "## 7.1. Analysis of the Energy Extraction Voltage\n",
    "\n",
    "*CRITERIA*:\n",
    "- Check if the characteristic time of the pseudo-exponential U_DUMP_RES decay from t=2 to 100 s is 25 s< Tau < 35 s\n",
    "- Check if the timestamp difference between FGC and EE is 100±15 ms \n",
    "\n",
    "*GRAPHS* (one for each circuit):\n",
    "\n",
    "t = 0 s corresponds to the PM timestamp of the FGC\n",
    "\n",
    "First plot (global view):\n",
    "- the power converter converter current on the left axis, I_MEAS\n",
    "- the two energy extraction voltages on the right, U_DUMP_RES\n",
    "\n",
    "Second plot (triggering view):\n",
    "- the power converter current on the left axis, I_MEAS\n",
    "- the power converter reference current on the left axis, STATUS.I_REF (should stop at the moment of the FGC PM timestamp)\n",
    "- the  energy extraction voltage on the right axis, U_DUMP_RES\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c20145ac",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:05.745663Z",
     "iopub.status.busy": "2021-10-27T21:36:05.744769Z",
     "iopub.status.idle": "2021-10-27T21:36:06.401256Z",
     "shell.execute_reply": "2021-10-27T21:36:06.400608Z"
    },
    "papermill": {
     "duration": 1.126007,
     "end_time": "2021-10-27T21:36:06.401474",
     "exception": false,
     "start_time": "2021-10-27T21:36:05.275467",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis results\n",
      "----------------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_9614b_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >min</th>        <th class=\"col_heading level0 col1\" >max</th>        <th class=\"col_heading level0 col2\" >act</th>        <th class=\"col_heading level0 col3\" >result</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_9614b_level0_row0\" class=\"row_heading level0 row0\" >R</th>\n",
       "                        <td id=\"T_9614b_row0_col0\" class=\"data row0 col0\" >0.005000</td>\n",
       "                        <td id=\"T_9614b_row0_col1\" class=\"data row0 col1\" >0.010000</td>\n",
       "                        <td id=\"T_9614b_row0_col2\" class=\"data row0 col2\" >0.007194</td>\n",
       "                        <td id=\"T_9614b_row0_col3\" class=\"data row0 col3\" >True</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_9614b_level0_row1\" class=\"row_heading level0 row1\" >tau_u_dump_res</th>\n",
       "                        <td id=\"T_9614b_row1_col0\" class=\"data row1 col0\" >25.000000</td>\n",
       "                        <td id=\"T_9614b_row1_col1\" class=\"data row1 col1\" >35.000000</td>\n",
       "                        <td id=\"T_9614b_row1_col2\" class=\"data row1 col2\" >28.758221</td>\n",
       "                        <td id=\"T_9614b_row1_col3\" class=\"data row1 col3\" >True</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb652a56e20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_char_time_u_dump_res_ee(circuit_names[0], timestamp_fgc_rqd, u_dump_res_rqd_df, i_meas_rqd_df)\n",
    "rq_analysis.results_table['U_EE_max_RQD'] = u_dump_res_rqd_df.max()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "64fae9aa",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:07.476947Z",
     "iopub.status.busy": "2021-10-27T21:36:07.468235Z",
     "iopub.status.idle": "2021-10-27T21:36:07.986659Z",
     "shell.execute_reply": "2021-10-27T21:36:07.987455Z"
    },
    "papermill": {
     "duration": 1.136776,
     "end_time": "2021-10-27T21:36:07.987699",
     "exception": false,
     "start_time": "2021-10-27T21:36:06.850923",
     "status": "completed"
    },
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis results\n",
      "----------------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_51291_row1_col0,#T_51291_row1_col1,#T_51291_row1_col2,#T_51291_row1_col3{\n",
       "            background-color:  red;\n",
       "        }</style><table id=\"T_51291_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >min</th>        <th class=\"col_heading level0 col1\" >max</th>        <th class=\"col_heading level0 col2\" >act</th>        <th class=\"col_heading level0 col3\" >result</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_51291_level0_row0\" class=\"row_heading level0 row0\" >R</th>\n",
       "                        <td id=\"T_51291_row0_col0\" class=\"data row0 col0\" >0.005000</td>\n",
       "                        <td id=\"T_51291_row0_col1\" class=\"data row0 col1\" >0.010000</td>\n",
       "                        <td id=\"T_51291_row0_col2\" class=\"data row0 col2\" >0.006964</td>\n",
       "                        <td id=\"T_51291_row0_col3\" class=\"data row0 col3\" >True</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_51291_level0_row1\" class=\"row_heading level0 row1\" >tau_u_dump_res</th>\n",
       "                        <td id=\"T_51291_row1_col0\" class=\"data row1 col0\" >25.000000</td>\n",
       "                        <td id=\"T_51291_row1_col1\" class=\"data row1 col1\" >35.000000</td>\n",
       "                        <td id=\"T_51291_row1_col2\" class=\"data row1 col2\" >19.529071</td>\n",
       "                        <td id=\"T_51291_row1_col3\" class=\"data row1 col3\" >False</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb653c5d100>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_char_time_u_dump_res_ee(circuit_names[1], timestamp_fgc_rqf, u_dump_res_rqf_df, i_meas_rqf_df)\n",
    "rq_analysis.results_table['U_EE_max_RQF'] = u_dump_res_rqf_df.max()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d9a0c95d",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:08.857037Z",
     "iopub.status.busy": "2021-10-27T21:36:08.856290Z",
     "iopub.status.idle": "2021-10-27T21:36:09.381668Z",
     "shell.execute_reply": "2021-10-27T21:36:09.382327Z"
    },
    "papermill": {
     "duration": 0.9792,
     "end_time": "2021-10-27T21:36:09.382547",
     "exception": false,
     "start_time": "2021-10-27T21:36:08.403347",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis results\n",
      "----------------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_07724_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >min</th>        <th class=\"col_heading level0 col1\" >max</th>        <th class=\"col_heading level0 col2\" >act</th>        <th class=\"col_heading level0 col3\" >result</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_07724_level0_row0\" class=\"row_heading level0 row0\" >t_delay_ee</th>\n",
       "                        <td id=\"T_07724_row0_col0\" class=\"data row0 col0\" >0.085000</td>\n",
       "                        <td id=\"T_07724_row0_col1\" class=\"data row0 col1\" >0.115000</td>\n",
       "                        <td id=\"T_07724_row0_col2\" class=\"data row0 col2\" >0.093000</td>\n",
       "                        <td id=\"T_07724_row0_col3\" class=\"data row0 col3\" >True</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb652a56c40>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_delay_time_u_dump_res_ee(circuit_names[0], timestamp_fgc_rqd, timestamp_pic_rqd, timestamp_ee_rqd, i_a_rqd_df, i_ref_rqd_df, u_dump_res_rqd_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9853a562",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:10.253378Z",
     "iopub.status.busy": "2021-10-27T21:36:10.252750Z",
     "iopub.status.idle": "2021-10-27T21:36:10.766038Z",
     "shell.execute_reply": "2021-10-27T21:36:10.766604Z"
    },
    "papermill": {
     "duration": 0.932807,
     "end_time": "2021-10-27T21:36:10.766886",
     "exception": false,
     "start_time": "2021-10-27T21:36:09.834079",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Analysis results\n",
      "----------------\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_dee93_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >min</th>        <th class=\"col_heading level0 col1\" >max</th>        <th class=\"col_heading level0 col2\" >act</th>        <th class=\"col_heading level0 col3\" >result</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_dee93_level0_row0\" class=\"row_heading level0 row0\" >t_delay_ee</th>\n",
       "                        <td id=\"T_dee93_row0_col0\" class=\"data row0 col0\" >0.085000</td>\n",
       "                        <td id=\"T_dee93_row0_col1\" class=\"data row0 col1\" >0.115000</td>\n",
       "                        <td id=\"T_dee93_row0_col2\" class=\"data row0 col2\" >0.092000</td>\n",
       "                        <td id=\"T_dee93_row0_col3\" class=\"data row0 col3\" >True</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fb653b2ae50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_delay_time_u_dump_res_ee(circuit_names[1], timestamp_fgc_rqf, timestamp_pic_rqf, timestamp_ee_rqf, i_a_rqf_df, i_ref_rqf_df, u_dump_res_rqf_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a970225",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.456614,
     "end_time": "2021-10-27T21:36:11.677517",
     "exception": false,
     "start_time": "2021-10-27T21:36:11.220903",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## 7.2.  Analysis of the Energy Extraction Temperature\n",
    "\n",
    "*CRITERIA*:\n",
    "- Check if each temperature profile is +/-25 K w.r.t. the reference temperature profile\n",
    "\n",
    "*GRAPHS*:\n",
    "\n",
    "- Temperature signals on the left axis, T\n",
    "- A reference signal with an acceptable signal range is also presented on the left axis\n",
    "- t = 0 s corresponds to PM timestamps of each temperature PM entry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b36a4f65",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:12.603698Z",
     "iopub.status.busy": "2021-10-27T21:36:12.602240Z",
     "iopub.status.idle": "2021-10-27T21:36:13.128177Z",
     "shell.execute_reply": "2021-10-27T21:36:13.128748Z"
    },
    "papermill": {
     "duration": 1.002414,
     "end_time": "2021-10-27T21:36:13.129019",
     "exception": false,
     "start_time": "2021-10-27T21:36:12.126605",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Signal DQRQ.UA43.RQD.A34:T_RES outside of range [-25, 25]!\n",
      "Signal DQRQ.UA43.RQD.A34:T_RES outside of range [-25, 25]!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_ee_temp(circuit_names[0], timestamp_ee_rqd, [t_res_0_rqd_df, t_res_1_rqd_df], [t_res_0_rqd_ref_df, t_res_1_rqd_ref_df], abs_margin=25, scaling=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "83d9be82",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:14.116716Z",
     "iopub.status.busy": "2021-10-27T21:36:14.109123Z",
     "iopub.status.idle": "2021-10-27T21:36:14.646410Z",
     "shell.execute_reply": "2021-10-27T21:36:14.645373Z"
    },
    "papermill": {
     "duration": 1.030441,
     "end_time": "2021-10-27T21:36:14.646663",
     "exception": false,
     "start_time": "2021-10-27T21:36:13.616222",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Signal DQRQ.UA43.RQF.A34:T_RES outside of range [-25, 25]!\n",
      "Signal DQRQ.UA43.RQF.A34:T_RES outside of range [-25, 25]!\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "rq_analysis.analyze_ee_temp(circuit_names[1], timestamp_ee_rqf, [t_res_0_rqf_df, t_res_1_rqf_df], [t_res_0_rqf_ref_df, t_res_1_rqf_ref_df], abs_margin=25, scaling=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1c82e275",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:15.632954Z",
     "iopub.status.busy": "2021-10-27T21:36:15.632043Z",
     "iopub.status.idle": "2021-10-27T21:36:15.636476Z",
     "shell.execute_reply": "2021-10-27T21:36:15.635490Z"
    },
    "papermill": {
     "duration": 0.494151,
     "end_time": "2021-10-27T21:36:15.636693",
     "exception": false,
     "start_time": "2021-10-27T21:36:15.142542",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if not is_automatic:\n",
    "    rq_analysis.results_table['EE analysis RQD'] = get_expert_decision('EE analysis RQD comment: ', ['PASS', 'FAIL'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "70a1440b",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:16.694106Z",
     "iopub.status.busy": "2021-10-27T21:36:16.693173Z",
     "iopub.status.idle": "2021-10-27T21:36:16.697395Z",
     "shell.execute_reply": "2021-10-27T21:36:16.696200Z"
    },
    "papermill": {
     "duration": 0.532505,
     "end_time": "2021-10-27T21:36:16.697626",
     "exception": false,
     "start_time": "2021-10-27T21:36:16.165121",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "if not is_automatic:\n",
    "    rq_analysis.results_table['EE analysis RQF'] = get_expert_decision('EE analysis RQF comment: ', ['PASS', 'FAIL'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91cf3fcf",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.50235,
     "end_time": "2021-10-27T21:36:17.765822",
     "exception": false,
     "start_time": "2021-10-27T21:36:17.263472",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# 8. Quench Protection System\n",
    "<img src=\"https://gitlab.cern.ch/LHCData/lhc-sm-hwc/raw/master/figures/rq/RQ_QPS_Signals.png\" width=75%>\n",
    "\n",
    "source: Test Procedure and Acceptance Criteria for the 13 kA Quadrupole (RQD-RQF) Circuits, MP3 Procedure, <a href=\"https://edms.cern.ch/document/874714/5.1\">https://edms.cern.ch/document/874714/5.1</a>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a86fa63",
   "metadata": {
    "deletable": false,
    "papermill": {
     "duration": 0.429728,
     "end_time": "2021-10-27T21:36:18.691208",
     "exception": false,
     "start_time": "2021-10-27T21:36:18.261480",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## 8.1. Plot of Voltage Across All Magnets (U_DIODE_RQx)\n",
    "\n",
    "*GRAPHS* (one for each circuit):  \n",
    "\n",
    "t = 0 s corresponds to the PM timestamp of the FGC\n",
    "\n",
    "First plot  (global)\n",
    "- the power converter current on the left axis, I_MEAS\n",
    "- diode voltage on the right axis, U_DIODE_RQx\n",
    "\n",
    "Second plot (zoom)\n",
    "- the power converter current on the left axis, I_MEAS\n",
    "- diode voltage on the right axis, U_DIODE_RQx\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "3ef3669f",
   "metadata": {
    "deletable": false,
    "execution": {
     "iopub.execute_input": "2021-10-27T21:36:19.555876Z",
     "iopub.status.busy": "2021-10-27T21:36:19.550133Z",
     "iopub.status.idle": "2021-10-27T21:36:20.867796Z",
     "shell.execute_reply": "2021-10-27T21:36:20.868362Z"
    },
    "papermill": {
     "duration": 1.751187,
     "end_time": "2021-10-27T21:36:20.868581",
     "exception": false,
     "start_time": "2021-10-27T21:36:19.117394",
     "status": "completed"
    },
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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