{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IIR example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example demonstrates how to use the IIR filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set environment variable to use a custom configuration file location\n",
    "import os\n",
    "\n",
    "os.environ[\"PYRPL_USER_DIR\"] = \"../pyrpl_user_dir/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\paramiko\\transport.py:219: CryptographyDeprecationWarning: Blowfish has been deprecated\n",
      "  \"class\": algorithms.Blowfish,\n"
     ]
    }
   ],
   "source": [
    "from pyrpl import Pyrpl, logging\n",
    "\n",
    "logging.disable(logging.WARNING)  # Make the program less verbose\n",
    "from pyrpl.software_modules.lockbox.models import (\n",
    "    FabryPerot,\n",
    "    LockboxModuleDictProperty,\n",
    "    PiezoOutput,\n",
    ")\n",
    "\n",
    "\n",
    "class FabryPerot2Outputs(FabryPerot):\n",
    "    \"\"\"\n",
    "    A high finesse Fabry Perot using two output signals\n",
    "    \"\"\"\n",
    "\n",
    "    outputs = LockboxModuleDictProperty(\n",
    "        piezo=PiezoOutput, aux_output=PiezoOutput\n",
    "    )  # In case iir_example.yml already defined the Lockbox type\n",
    "\n",
    "\n",
    "p = Pyrpl(\"iir_example\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyrpl import Pyrpl\n",
    "\n",
    "p_shg = Pyrpl(\"shg_test\")  # We use a second redpitaya to measure an out-of-loop error signal\n",
    "p_shg.lockbox0.lock()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup a lockbox with 2 outputs (with/without iir)\n",
    "- We will use the \"piezo\" output as a standard pid output to acquire the lock\n",
    "- The \"aux_output\" will include the IIR filter and will only be activated at the last stage of the lock sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyrpl.software_modules.lockbox.models.fabryperot import (\n",
    "    FabryPerot,\n",
    "    LockboxModuleDictProperty,\n",
    "    PiezoOutput,\n",
    ")\n",
    "\n",
    "\n",
    "p.lockbox.classname = \"FabryPerot2Outputs\"\n",
    "# classes heriting from Lockbox can be chosen as \"classname\"\n",
    "\n",
    "lockbox = p.lockbox\n",
    "lockbox.unlock()\n",
    "\n",
    "## parameters of the physical model\n",
    "lockbox.eta = 0.84  # mode matching\n",
    "lockbox.wavelength = 532e-9\n",
    "lockbox.finesse = 9\n",
    "lockbox.round_trip_length = 0.27\n",
    "\n",
    "## Configure inputs\n",
    "# transmission\n",
    "trans = lockbox.inputs.transmission  # actually transmission from infrared beam\n",
    "trans.input = \"in1\"\n",
    "\n",
    "# pdh\n",
    "pdh = lockbox.inputs.pdh\n",
    "# The IQ module is configured by the lockbox (see example2_pdh_generation for details)\n",
    "pdh.mod_amp = 1.0\n",
    "pdh.mod_freq = 21e6\n",
    "pdh.quadrature_factor = 10\n",
    "pdh.bandwidth = [6.5e5, 6.5e5]  # second-order lowpass filter\n",
    "pdh.mod_phase = 180\n",
    "pdh.mod_output = \"out1\"\n",
    "pdh.input_signal = \"in2\"  # reflection\n",
    "\n",
    "## configure outputs\n",
    "# piezo\n",
    "piezo = lockbox.outputs.piezo\n",
    "piezo.sweep_amplitude = 1.0\n",
    "piezo.sweep_frequency = 10.0\n",
    "piezo.sweep_waveform = \"ramp\"\n",
    "piezo.output_channel = \"out2\"\n",
    "piezo.tf_type = \"flat\"\n",
    "\n",
    "piezo.assisted_design = False\n",
    "piezo.dc_gain = 250e-9  # in m/V\n",
    "piezo.p = 15  # open-loop proportional gain (oscillates at 20)\n",
    "piezo.i = 1500  # open-loop integral unity-gain frequency (corner frequency at 100 Hz)\n",
    "\n",
    "# aux_output\n",
    "aux_output = lockbox.outputs.aux_output\n",
    "aux_output.output_channel = \"out2\"\n",
    "\n",
    "aux_output.assisted_design = False\n",
    "aux_output.dc_gain = 250e-9  # in m/V\n",
    "aux_output.p = (\n",
    "    300  # 1250 #25  # open-loop integral unity-gain frequency (tiny oscillations around 600)\n",
    ")\n",
    "aux_output.i = 3e4  # 6.25e5 # open-loop proportional gain (keep corner frequency at 100 Hz)\n",
    "aux_output.extra_module = \"iir\"\n",
    "aux_output.tf_type = \"flat\"\n",
    "\n",
    "## configure the LockSequence\n",
    "sequence = p.lockbox.sequence\n",
    "\n",
    "# remove all stages in the sequence (except for the first)\n",
    "while len(p.lockbox.sequence) > 1:\n",
    "    p.lockbox.sequence.remove(p.lockbox.sequence[-1])\n",
    "\n",
    "# configure first stage\n",
    "stage0 = p.lockbox.sequence[0]\n",
    "stage0.outputs.piezo.lock_on = False  # Can be either True, False, or \"ignore\"\n",
    "stage0.outputs.piezo.reset_offset = True  # reset integrator offset at 1 V\n",
    "stage0.outputs.piezo.offset = -1.0\n",
    "stage0.outputs.aux_output.lock_on = False  # Can be either True, False, or \"ignore\"\n",
    "stage0.outputs.aux_output.reset_offset = True  # reset integrator offset at 0 V\n",
    "stage0.outputs.aux_output.offset = 0\n",
    "\n",
    "# Create and configure second stage\n",
    "sequence.append({})\n",
    "stage1 = p.lockbox.sequence[1]\n",
    "stage1.input = \"transmission\"\n",
    "stage1.setpoint = -0.5  # in units of cavity linewidth\n",
    "stage1.duration = 0.5  # time before switching to next stage\n",
    "stage1.gain_factor = -0.01  # Gain to apply compared to output transfer function\n",
    "stage1.outputs.piezo.reset_offset = True\n",
    "stage1.outputs.piezo.offset = -0.7\n",
    "stage1.outputs.piezo.lock_on = True\n",
    "stage1.outputs.aux_output.reset_offset = True\n",
    "stage1.outputs.aux_output.offset = 0\n",
    "stage1.outputs.aux_output.lock_on = False\n",
    "\n",
    "# Create and configure third stage\n",
    "sequence.append({})\n",
    "stage2 = p.lockbox.sequence[2]\n",
    "stage2.input = \"pdh\"\n",
    "stage2.setpoint = 0  # in units of cavity linewidth\n",
    "stage2.gain_factor = 1.0  # Gain to apply compared to output transfer function\n",
    "stage2.duration = 0.5\n",
    "stage2.outputs.piezo.reset_offset = False\n",
    "stage2.outputs.piezo.lock_on = True\n",
    "\n",
    "sequence.append({})\n",
    "stage3 = p.lockbox.sequence[3]\n",
    "stage3.input = \"pdh\"\n",
    "stage3.setpoint = 0  # in units of cavity linewidth\n",
    "stage3.gain_factor = 1.0  # Gain to apply compared to output transfer function\n",
    "stage3.outputs.piezo.reset_offset = False\n",
    "stage3.outputs.piezo.lock_on = False\n",
    "stage3.outputs.aux_output.reset_offset = False\n",
    "stage3.outputs.aux_output.lock_on = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Calibrate inputs\n",
    "\n",
    "p.lockbox.calibrate_all()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define useful functions for loop measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import *\n",
    "\n",
    "\n",
    "def current_output():\n",
    "    \"\"\"find which output is locked\"\"\"\n",
    "    if p.lockbox.current_stage == \"unlock\":\n",
    "        raise (ValueError(\"Lockbox unlocked\"))\n",
    "    for output in p.lockbox.current_stage.outputs:\n",
    "        if output.lock_on:\n",
    "            return getattr(p.lockbox.outputs, output.name)\n",
    "\n",
    "\n",
    "def bode_plot(freqs, zs, axes=None, label=None, color=None, linestyle=None):\n",
    "    \"\"\"\n",
    "    Plots the magnitude and phase of a complex series.\n",
    "    \"\"\"\n",
    "    if axes is None:\n",
    "        fig, axes = plt.subplots(2, 1, sharex=True)\n",
    "    axes[0].semilogx(\n",
    "        freqs, 20 * np.log10(np.abs(zs)), linestyle=linestyle, color=color, label=label\n",
    "    )\n",
    "    axes[1].semilogx(\n",
    "        freqs,\n",
    "        180 / np.pi * np.angle(zs),\n",
    "        ms=1,\n",
    "        linestyle=linestyle,\n",
    "        color=color,\n",
    "        label=label,\n",
    "    )\n",
    "    # axes[0].set_xticklabels([])\n",
    "    plt.setp(axes[0].get_xticklabels(), visible=False)\n",
    "    axes[1].set_ylim(-200, 200)\n",
    "    axes[1].set_xlabel(\"Frequency (Hz)\")\n",
    "    axes[0].set_ylabel(\"Amplitude (dB)\")\n",
    "    axes[1].set_ylabel(r\"Phase ($^\\circ$)\")\n",
    "\n",
    "    # axes[0].set_yticks([-120, -60, 0, 60, 120])\n",
    "    axes[1].set_yticks(\n",
    "        [\n",
    "            -180,\n",
    "            -90,\n",
    "            0,\n",
    "            90,\n",
    "        ]\n",
    "    )\n",
    "    axes[0].tick_params(axis=\"x\", which=\"minor\", bottom=True)\n",
    "    axes[1].tick_params(axis=\"x\", which=\"minor\", bottom=True)\n",
    "    axes[0].grid(True)\n",
    "    axes[1].grid(True)\n",
    "    plt.subplots_adjust(hspace=0.2, top=0.93)\n",
    "    return axes\n",
    "\n",
    "\n",
    "def measure_closed_loop(\n",
    "    start_freq=10,\n",
    "    stop_freq=1e6,\n",
    "    points=300,\n",
    "    rbw=75,\n",
    "    average_per_point=1,\n",
    "    q_factor_min=20,\n",
    "    is_plot=True,\n",
    "    amplitude_start=0.2,\n",
    "    is_auto_amplitude=True,\n",
    "):\n",
    "    p.networkanalyzer.output_direct = \"out2\"\n",
    "    p.networkanalyzer.input = \"out2\"\n",
    "    p.networkanalyzer.acbandwidth = 4\n",
    "    p.networkanalyzer.logscale = True\n",
    "    p.networkanalyzer.trace_average = 1\n",
    "    p.networkanalyzer.average_per_point = average_per_point\n",
    "    p.networkanalyzer.points = points\n",
    "\n",
    "    p.networkanalyzer.start_freq = start_freq  # 2e4\n",
    "    p.networkanalyzer.stop_freq = stop_freq  # 5e5\n",
    "\n",
    "    p.networkanalyzer.auto_bandwidth = True\n",
    "    p.networkanalyzer.q_factor_min = q_factor_min\n",
    "    p.networkanalyzer.rbw = rbw\n",
    "\n",
    "    p.networkanalyzer.amplitude = amplitude_start  # 0.2\n",
    "    p.networkanalyzer.auto_amplitude = is_auto_amplitude\n",
    "    p.networkanalyzer.target_dbv = -40\n",
    "    p.networkanalyzer.auto_amp_min = 0.001\n",
    "    p.networkanalyzer.auto_amp_max = 0.2\n",
    "\n",
    "    freqs = p.networkanalyzer.frequencies\n",
    "    closed_loop_tf = p.networkanalyzer.single()\n",
    "    try:\n",
    "        current_output()\n",
    "    except ValueError:\n",
    "        controller_tf = None\n",
    "    else:\n",
    "        controller_tf = current_output().transfer_function_controller(\n",
    "            freqs, p.lockbox.current_stage\n",
    "        )\n",
    "    return freqs, closed_loop_tf, controller_tf\n",
    "\n",
    "\n",
    "def measure_loop_tf_and_background(\n",
    "    start_freq_tf=30,\n",
    "    stop_freq_tf=5e5,\n",
    "    points_tf=500,\n",
    "    q_factor_min=5,\n",
    "    rbw=5,\n",
    "    avg_per_point=1,\n",
    "    start_amp=None,\n",
    "):\n",
    "    \"\"\"\n",
    "    For accurate results at high frequency, where the open-loop gain is small, it is advisable to normalize\n",
    "    the closed-loop transfer function with the background transfer function (transfer function measured\n",
    "    without pdh modulation). This efficiently captures the various analog crosstalks and digital delay in\n",
    "    the output summators.\n",
    "    \"\"\"\n",
    "    from pyrpl.async_utils import sleep\n",
    "\n",
    "    out = current_output()\n",
    "    slope_bw_per_v = p.lockbox.inputs.pdh.expected_slope(0)\n",
    "\n",
    "    # MEASURE TRANSFER FUNCTION\n",
    "    if start_amp is None:\n",
    "        start_amp = min(10 ** (-55 / 10) * np.abs(out.transfer_function([start_freq_tf]))[0], 0.2)\n",
    "\n",
    "    freqs_tf, closed_loop_tf, controller_tf = measure_closed_loop(\n",
    "        start_freq=start_freq_tf,\n",
    "        stop_freq=stop_freq_tf,\n",
    "        rbw=rbw,\n",
    "        points=points_tf,\n",
    "        amplitude_start=start_amp,\n",
    "        q_factor_min=q_factor_min,\n",
    "        average_per_point=avg_per_point,\n",
    "    )\n",
    "\n",
    "    final_amplitude = p.networkanalyzer.amplitude_list[-1]\n",
    "\n",
    "    # MEASURE BACKGROUND TRANSFER FUNCTION (cross-talk without pdh modulation)\n",
    "    old_amp = p.lockbox.inputs.pdh.mod_amp\n",
    "    old_filter = out.additional_filter\n",
    "    out.additional_filter = old_filter[:3] + [\n",
    "        -1\n",
    "    ]  # add a high-pass filter to avoid saturation during background measurement\n",
    "    p.lockbox.inputs.pdh.mod_amp = 0\n",
    "    sleep(5)  # wati 5 s for filter to set up\n",
    "    # reset offset to 0 to make sure no saturation occurs during background measurement\n",
    "    out.pid.ival = 0\n",
    "    p.lockbox.outputs.piezo.pid.ival = 0\n",
    "\n",
    "    freqs_tf_bg, tf_bg, _ = measure_closed_loop(\n",
    "        start_freq=start_freq_tf,\n",
    "        stop_freq=stop_freq_tf,\n",
    "        rbw=rbw,\n",
    "        points=100,\n",
    "        q_factor_min=q_factor_min,\n",
    "        amplitude_start=final_amplitude,\n",
    "        average_per_point=avg_per_point,\n",
    "        is_auto_amplitude=False,\n",
    "    )\n",
    "\n",
    "    p.lockbox.inputs.pdh.mod_amp = old_amp\n",
    "    out.additional_filter = old_filter\n",
    "\n",
    "    return dict(\n",
    "        freqs_tf=freqs_tf,\n",
    "        closed_loop_tf=closed_loop_tf,\n",
    "        controller_tf=controller_tf,\n",
    "        slope_bw_per_v=slope_bw_per_v,\n",
    "        background_correction=(freqs_tf_bg, tf_bg),\n",
    "    )\n",
    "\n",
    "\n",
    "def get_open_loop_and_plant(\n",
    "    freqs_tf, closed_loop_tf, controller_tf, background_correction=\"delay\", **kwds\n",
    "):\n",
    "    if background_correction == \"delay\":\n",
    "        closed_loop_tf_corr = closed_loop_tf * np.exp(-1j * 2 * np.pi * freqs_tf * 8e-9 * 5)\n",
    "    elif background_correction is not None:\n",
    "        freqs_corr, corr = background_correction\n",
    "        freqs_corr = np.real(freqs_corr)\n",
    "        corr = np.interp(freqs_tf, freqs_corr, corr)\n",
    "        closed_loop_tf_corr = closed_loop_tf / corr  # Compensate delay of output summator\n",
    "    else:\n",
    "        closed_loop_tf_corr = closed_loop_loaded\n",
    "\n",
    "    open_loop_tf = 1 - 1.0 / closed_loop_tf_corr\n",
    "    plant_tf = open_loop_tf / controller_tf\n",
    "\n",
    "    return open_loop_tf, plant_tf\n",
    "\n",
    "\n",
    "def plot_loop_tfs(\n",
    "    freqs_tf,\n",
    "    closed_loop_tf,\n",
    "    controller_tf,\n",
    "    background_correction=\"delay\",\n",
    "    gain_margin=None,\n",
    "    phase_margin=None,\n",
    "    axes=None,\n",
    "    is_plot_plant=True,\n",
    "    is_plot_controller=True,\n",
    "    is_plot_closed_loop=True,\n",
    "    **kwds,\n",
    "):\n",
    "    \"\"\"\n",
    "    Calculate and plots the following transfer-function:\n",
    "      - closed loop corrected (correct for output sumator tf)\n",
    "      - open loop (1 - 1/closed_loop_corrected)\n",
    "      - controller (user provided)\n",
    "      - plant (deduced from plant = open_loop/controller)\n",
    "\n",
    "    background_correction can be 'delay' (take into account the 5 cycles of delay at the sumator), or\n",
    "    a npy filename containing measured sumator transfer function (freqs_corr, corr)\n",
    "    \"\"\"\n",
    "    open_loop_tf, plant_tf = get_open_loop_and_plant(\n",
    "        freqs_tf,\n",
    "        closed_loop_tf,\n",
    "        controller_tf,\n",
    "        background_correction=background_correction,\n",
    "    )\n",
    "\n",
    "    axes = bode_plot(freqs_tf, open_loop_tf, label=\"open-loop\", axes=axes)\n",
    "\n",
    "    if is_plot_controller:\n",
    "        bode_plot(\n",
    "            freqs_tf,\n",
    "            controller_tf * 1e-2,\n",
    "            axes=axes,\n",
    "            label=\"controller\",\n",
    "            linestyle=\"--\",\n",
    "        )\n",
    "    if is_plot_closed_loop:\n",
    "        bode_plot(freqs_tf, closed_loop_tf, axes=axes, label=\"closed-loop\")\n",
    "    if is_plot_plant:\n",
    "        bode_plot(freqs_tf, plant_tf, axes=axes, label=\"plant\")\n",
    "    # Add plot legend\n",
    "    axes[0].legend(ncol=2, bbox_to_anchor=(0.73, -0.26), loc=\"lower right\")\n",
    "    axes[0].set_zorder(100)\n",
    "\n",
    "    if gain_margin is not None:\n",
    "        gain_margin_val, gain_margin_freq = gain_margin\n",
    "        axes[0].plot([min(freqs_tf), gain_margin_freq], [0] * 2, \"k\")\n",
    "        axes[0].plot(\n",
    "            [gain_margin_freq, gain_margin_freq],\n",
    "            [0, 20 * np.log10(gain_margin_val)],\n",
    "            \"k\",\n",
    "        )\n",
    "        axes[0].plot([gain_margin_freq], [20 * np.log10(gain_margin_val)], \"og\")\n",
    "    if phase_margin is not None:\n",
    "        phase_margin_val, phase_margin_freq = phase_margin\n",
    "        axes[1].plot([min(freqs_tf), phase_margin_freq], [0] * 2, \"k\")\n",
    "        axes[1].plot(\n",
    "            [phase_margin_freq, phase_margin_freq],\n",
    "            [0, 180 / np.pi * phase_margin_val],\n",
    "            \"k\",\n",
    "        )\n",
    "        axes[1].plot([phase_margin_freq], [180 / np.pi * phase_margin_val], \"or\")\n",
    "    return open_loop_tf, plant_tf\n",
    "\n",
    "\n",
    "def get_gain_phase_margin(freqs, open_loop_tf):\n",
    "    gain_margin_amp = 1e-100\n",
    "    gain_margin_phase = 0\n",
    "    gain_margin_freq = 0\n",
    "\n",
    "    phase_margin = 2 * np.pi\n",
    "    phase_margin_amp = 0\n",
    "    phase_margin_freq = 0\n",
    "    for index in range(len(freqs) - 1):\n",
    "        z = open_loop_tf[index]\n",
    "        znext = open_loop_tf[index + 1]\n",
    "        if phase_margin_freq == 0:\n",
    "            if (np.abs(znext) < 1) and (np.abs(z) > 1):  # crossing unit circle\n",
    "                if np.angle(z) > 0:  # and (np.angle(z) < min_crossing_phase):\n",
    "                    weight1, weight2 = (\n",
    "                        (np.abs(z) - 1) / (np.abs(z) - np.abs(znext)),\n",
    "                        -(np.abs(znext) - 1) / (np.abs(z) - np.abs(znext)),\n",
    "                    )\n",
    "                    point = weight2 * z + weight1 * znext\n",
    "                    phase_margin = np.angle(point)\n",
    "                    phase_margin_amp = 1  # by definition\n",
    "                    phase_margin_freq = weight2 * freqs[index] + weight1 * freqs[index + 1]\n",
    "        if (np.angle(znext) < 0) and (np.angle(z) > 0):  # crossing real axis\n",
    "            weight1, weight2 = (\n",
    "                np.imag(z) / (np.imag(z) - np.imag(znext)),\n",
    "                -np.imag(znext) / (np.imag(z) - np.imag(znext)),\n",
    "            )\n",
    "            crossing_value = np.real(weight2 * z + weight1 * znext)\n",
    "            if crossing_value > gain_margin_amp and crossing_value < 1:\n",
    "                gain_margin_amp = crossing_value\n",
    "                gain_margin_phase = 0  # by definition\n",
    "                gain_margin_freq = weight2 * freqs[index] + weight1 * freqs[index + 1]\n",
    "\n",
    "    z_crossing_real = gain_margin_amp * np.exp(1j * gain_margin_phase)\n",
    "    z_crossing_circle = phase_margin_amp * np.exp(1j * phase_margin)\n",
    "    return (np.abs(z_crossing_real), gain_margin_freq), (\n",
    "        np.angle(z_crossing_circle),\n",
    "        phase_margin_freq,\n",
    "    )\n",
    "\n",
    "\n",
    "def plot_nyquist_diagram(freqs, open_loop_tf, min_freq=1e4, max_freq=1e6, ax=None):\n",
    "    mask = (freqs < max_freq) * (freqs > min_freq)\n",
    "    if ax is None:\n",
    "        ax = plt.figure()\n",
    "    ax.plot(np.real(open_loop_tf[mask]), np.imag(open_loop_tf[mask]), \"-\")\n",
    "\n",
    "    (inverse_gain_margin, gain_margin_freq), (phase_margin, phase_margin_freq) = (\n",
    "        get_phase_gain_margin(freqs[mask], open_loop_tf[mask])\n",
    "    )\n",
    "    # plt.annotate(f\"f = {max_crossing_freq:.0f} Hz\", (np.real(z_crossing_real), np.imag(z_crossing_real)))\n",
    "    ax.plot(\n",
    "        [inverse_gain_margin],\n",
    "        [0],\n",
    "        \"og\",\n",
    "        label=f\"gain margin: x {1.0 / inverse_gain_margin:.2f} @ {gain_margin_freq:.0f} Hz\",\n",
    "    )\n",
    "    # {20*np.log10(1./gain_margin_amp):.2f} dB (=\n",
    "    ax.plot(\n",
    "        [np.real(np.exp(1j * phase_margin))],\n",
    "        [np.imag(np.exp(1j * phase_margin))],\n",
    "        \"or\",\n",
    "        label=f\"phase margin: {phase_margin * 180 / np.pi:.1f}$^\\circ$ @ {phase_margin_freq:.0f} Hz\",\n",
    "    )\n",
    "    ax.legend()\n",
    "    thetas = np.linspace(0, 2 * np.pi, 1000)\n",
    "    ax.plot(np.sin(thetas), np.cos(thetas), \":k\")\n",
    "    ax.plot([0, 2], [0, 0], \":k\")\n",
    "    NYQUIST_PLOT_LIM = 1.5\n",
    "    ax.set_xlabel(\"Re(open loop tf)\")\n",
    "    ax.set_ylabel(\"Im(open loop tf)\")\n",
    "\n",
    "    ax.set_xlim(-NYQUIST_PLOT_LIM, NYQUIST_PLOT_LIM)\n",
    "    ax.set_ylim(-NYQUIST_PLOT_LIM, NYQUIST_PLOT_LIM)\n",
    "    ax.set_aspect(\"equal\")\n",
    "    return ax\n",
    "\n",
    "\n",
    "def lock_at_stage(index):\n",
    "    for stage_index in range(index + 1):\n",
    "        p.lockbox.sequence[stage_index].execute()\n",
    "    return p.lockbox.is_locked()\n",
    "\n",
    "\n",
    "def analyze_loop_tf(\n",
    "    freqs_tf,\n",
    "    closed_loop_tf,\n",
    "    controller_tf,\n",
    "    background_correction,\n",
    "    nyquist_min_freq=100,\n",
    "    is_plot_plant=True,\n",
    "    is_plot_controller=True,\n",
    "    is_plot_closed_loop=True,\n",
    "    axes=None,\n",
    "    **kwds,\n",
    "):\n",
    "    fig = plt.figure(constrained_layout=True, figsize=(14, 4))\n",
    "    gs = fig.add_gridspec(2, 10)\n",
    "    if axes is None:\n",
    "        ax_mag = fig.add_subplot(gs[0, :7])\n",
    "        ax_phase = fig.add_subplot(gs[1, :7], sharex=ax_mag)\n",
    "        ax_nyquist = fig.add_subplot(gs[:, 7:])\n",
    "    else:\n",
    "        ax_mag, ax_phase, ax_nyquist = axes\n",
    "\n",
    "    bg_tuple = background_correction  # (data.freqs_tf_bg, data.tf_bg)\n",
    "\n",
    "    open_loop_tf, plant_tf = get_open_loop_and_plant(\n",
    "        freqs_tf, closed_loop_tf, controller_tf, background_correction=bg_tuple\n",
    "    )\n",
    "    (inverse_gain_margin, gain_margin_freq), (phase_margin, phase_margin_freq) = (\n",
    "        get_gain_phase_margin(freqs_tf, open_loop_tf)\n",
    "    )\n",
    "    plot_nyquist_diagram(freqs_tf, open_loop_tf, ax=ax_nyquist, min_freq=nyquist_min_freq)\n",
    "    open_loop_tf, plant_tf = plot_loop_tfs(\n",
    "        freqs_tf,\n",
    "        closed_loop_tf=closed_loop_tf,\n",
    "        controller_tf=controller_tf,\n",
    "        phase_margin=(phase_margin, phase_margin_freq),\n",
    "        gain_margin=(inverse_gain_margin, gain_margin_freq),\n",
    "        axes=[ax_mag, ax_phase],\n",
    "        background_correction=bg_tuple,\n",
    "        is_plot_plant=is_plot_plant,\n",
    "        is_plot_controller=is_plot_controller,\n",
    "        is_plot_closed_loop=is_plot_closed_loop,\n",
    "    )\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.subplots_adjust(hspace=0)\n",
    "\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reload loop transfer function from example5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12640\\3723930064.py:72: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if background_correction==\"delay\":\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:ylabel='Amplitude (dB)'>,\n",
       "       <AxesSubplot:xlabel='Frequency (Hz)', ylabel='Phase ($^\\\\circ$)'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import h5py\n",
    "\n",
    "kwds = {}\n",
    "with h5py.File(\"../example5_loop_transfer_function/data/data.h5\", \"r\") as f:\n",
    "    for key in f.keys():\n",
    "        kwds[key] = f[key][...]\n",
    "\n",
    "open_loop_tf, plant_tf = get_open_loop_and_plant(**kwds)\n",
    "bode_plot(kwds[\"freqs_tf\"], plant_tf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save plant's transfer function into pyrpl's database"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyrpl import CurveDB\n",
    "\n",
    "c = CurveDB(\"piezo_tf\")\n",
    "c.data = kwds[\"freqs_tf\"], plant_tf\n",
    "c.save()\n",
    "p.rp.iir.data_curve = c.pk  # The curve will be displayed in the iir interface"
   ]
  },
  {
   "attachments": {
    "87b0c21a-2880-4c08-9c31-03eb3c9b4cfb.png": {
     "image/png": 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    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Configure iir filter\n",
    "\n",
    "To help design the desired transfer function, a response curve can be selected in the IIR widget:\n",
    "Once the iir has been configured (after executing the next cell), the iir widget should look like the following \n",
    " - in green: the response curve to be cancelled-out\n",
    " - in yellow: the iir filter response based on the current design\n",
    " - in red: the product of those 2 transfer functions\n",
    "\n",
    "One can then iteratively add zeros and poles untill the product of the transfer-functions has an approximately flat magnitude. If the plant is close to a minimum-phase system, the phase response should be flat as well.\n",
    " ![image.png](attachment:87b0c21a-2880-4c08-9c31-03eb3c9b4cfb.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Coefficients can be defined via the GUI or via the python interface (first pole used to be -40 + 29910j)\n",
    "iir = p.rp.iir\n",
    "iir.zeros = [\n",
    "    (-90 + 28780j),\n",
    "    (-65 + 34030j),\n",
    "    (-160 + 36440j),\n",
    "    (-250 + 38120j),\n",
    "    (-100 + 54500j),\n",
    "    (-3000 + 87000j),\n",
    "    (-70 + 24027j),\n",
    "    (-300 + 52200j),\n",
    "    (-35 + 32345j),\n",
    "]  # complex conjugated zeros are automatically added\n",
    "iir.poles = [\n",
    "    (-56 + 29970j),\n",
    "    (-60 + 34125j),\n",
    "    (-80 + 36950j),\n",
    "    (-300 + 53000j),\n",
    "    (-30000 + 70000j),\n",
    "    (-70 + 24061j),\n",
    "    (-1000 + 51000j),\n",
    "    (-35 + 32351j),\n",
    "    (-10000 + 60000j),\n",
    "]  # same for poles\n",
    "iir.loops = 10\n",
    "iir.gain = (\n",
    "    0.1  # Avoid saturation (individual biquads and total transfer-function should be  < 0 dB)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once the desired filter has been configured, don't forget to **measure** it's transfer function (orange dots) to make sure it matches the designed one (yellow curve): to automatically measure the filter's transfer function using the network analyzer, press the \"measure_transfer_function\" button or execute the following cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "freqs_iir, tf_iir = p.rp.iir.measure_transfer_function()\n",
    "\n",
    "with h5py.File(\"./data/iir_tf.h5\", \"w\") as f:\n",
    "    f.create_dataset(\"freqs_iir\", data=freqs_iir)\n",
    "    f.create_dataset(\"tf_iir\", data=tf_iir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Measure loop with iir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "START_FREQ = 10\n",
    "STOP_FREQ = 5e5\n",
    "Q_FACTOR_MIN = 5\n",
    "RBW = 5\n",
    "POINTS = 30000\n",
    "AVG_PER_POINT = 1\n",
    "AMPLITUDE_START = 0.3\n",
    "\n",
    "kwds = measure_loop_tf_and_background(\n",
    "    start_freq_tf=START_FREQ,\n",
    "    stop_freq_tf=STOP_FREQ,\n",
    "    q_factor_min=Q_FACTOR_MIN,\n",
    "    rbw=RBW,\n",
    "    points_tf=POINTS,\n",
    "    avg_per_point=AVG_PER_POINT,\n",
    "    start_amp=AMPLITUDE_START,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "\n",
    "with h5py.File(\"./data/data.h5\", \"w\") as f:\n",
    "    for key, value in kwds.items():\n",
    "        dset = f.create_dataset(key, data=value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12640\\1900407486.py:33: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = analyze_loop_tf(**kwds, nyquist_min_freq=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_17380\\3008719939.py:33: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_17380\\3008719939.py:259: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\loop_tf_and_noise\\2022-09-23_11-56-00_loop_tf_and_noise_FIG1.pdf\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%analysis_cell\n",
    "\n",
    "data = load_acquisition()\n",
    "\n",
    "analyze_loop_tf_and_noise(data)\n",
    "\n",
    "data.save_fig(gcf())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## compare locks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\PlotCurveItem.py:153: RuntimeWarning: All-NaN slice encountered\n",
      "  b = (np.nanmin(d), np.nanmax(d))\n"
     ]
    }
   ],
   "source": [
    "DS_FACTOR = 5\n",
    "\n",
    "p.spectrumanalyzer.setup(\n",
    "    baseband=True,\n",
    "    span=1e5,\n",
    "    input1_baseband=p.lockbox.inputs.pdh,\n",
    "    input2_baseband=p.lockbox.inputs.reflection,\n",
    ")\n",
    "\n",
    "\n",
    "freqs_psd = p.spectrumanalyzer.frequencies[::DS_FACTOR]\n",
    "\n",
    "lock_at_stage(2)\n",
    "psd_pdh_no_iir, psd_refl_no_iir, real_cross_no_iir, imag_cross_no_iir = p.spectrumanalyzer.single()[\n",
    "    :, ::DS_FACTOR\n",
    "]\n",
    "\n",
    "p.lockbox.lock()\n",
    "psd_pdh, psd_refl, real_cross, imag_cross = p.spectrumanalyzer.single()[:, ::DS_FACTOR]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "\n",
    "kwds = dict(freqs_psd=freqs_psd, psd_pdh=psd_pdh, psd_pdh_no_iir=psd_pdh_no_iir)\n",
    "\n",
    "with h5py.File(\"./data/psd.h5\", \"w\") as f:\n",
    "    for key, value in kwds.items():\n",
    "        dset = f.create_dataset(key, data=value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x14ad0c0eaf0>"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwds = dict()\n",
    "with h5py.File(\"./data/psd.h5\", \"r\") as f:\n",
    "    for key in f.keys():\n",
    "        kwds[key] = f[key][...]\n",
    "freqs_psd = kwds[\"freqs_psd\"]\n",
    "psd_pdh_no_iir = kwds[\"psd_pdh_no_iir\"]\n",
    "psd_pdh = kwds[\"psd_pdh\"]\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "mask = (freqs_psd > 25) * (freqs_psd < 1e4)\n",
    "\n",
    "df = freqs_psd[1] - freqs_psd[0]\n",
    "var = np.sum(psd_pdh[mask]) * df\n",
    "var_no_iir = np.sum(psd_pdh_no_iir[mask]) * df\n",
    "plt.semilogx(\n",
    "    freqs_psd[mask],\n",
    "    10 * np.log10(np.abs(psd_pdh_no_iir[mask])),\n",
    "    label=f\"no iir: $Delta x^2=${(var_no_iir):.3e}\",\n",
    ")\n",
    "plt.semilogx(\n",
    "    freqs_psd[mask],\n",
    "    10 * np.log10(np.abs(psd_pdh[mask])),\n",
    "    label=f\"iir: $Delta x^2=${(var):.3e}\",\n",
    ")\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## compare locks out-of-loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\PlotCurveItem.py:153: RuntimeWarning: All-NaN slice encountered\n",
      "  b = (np.nanmin(d), np.nanmax(d))\n"
     ]
    }
   ],
   "source": [
    "DS_FACTOR = 5\n",
    "\n",
    "p_shg.spectrumanalyzer.setup(\n",
    "    baseband=True,\n",
    "    span=1e5,\n",
    "    input1_baseband=p_shg.lockbox1.inputs.pdh,\n",
    "    input2_baseband=p_shg.lockbox1.inputs.transmission,\n",
    ")\n",
    "\n",
    "\n",
    "freqs_psd = p_shg.spectrumanalyzer.frequencies[::DS_FACTOR]\n",
    "\n",
    "lock_at_stage(2)\n",
    "psd_pdh_no_iir, psd_refl_no_iir, real_cross_no_iir, imag_cross_no_iir = (\n",
    "    p_shg.spectrumanalyzer.single()[:, ::DS_FACTOR]\n",
    ")\n",
    "\n",
    "p.lockbox.lock()\n",
    "psd_pdh, psd_refl, real_cross, imag_cross = p_shg.spectrumanalyzer.single()[:, ::DS_FACTOR]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py\n",
    "\n",
    "kwds = dict(freqs_psd=freqs_psd, psd_pdh=psd_pdh, psd_pdh_no_iir=psd_pdh_no_iir)\n",
    "\n",
    "with h5py.File(\"./data/psd_out_of_loop.h5\", \"w\") as f:\n",
    "    for key, value in kwds.items():\n",
    "        dset = f.create_dataset(key, data=value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x14ad021f580>"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kwds = dict()\n",
    "with h5py.File(\"./data/psd_out_of_loop.h5\", \"r\") as f:\n",
    "    for key in f.keys():\n",
    "        kwds[key] = f[key][...]\n",
    "freqs_psd = kwds[\"freqs_psd\"]\n",
    "psd_pdh_no_iir = kwds[\"psd_pdh_no_iir\"]\n",
    "psd_pdh = kwds[\"psd_pdh\"]\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "mask = (freqs_psd > 25) * (freqs_psd < 1e4)\n",
    "\n",
    "df = freqs_psd[1] - freqs_psd[0]\n",
    "var = np.sum(psd_pdh[mask]) * df\n",
    "var_no_iir = np.sum(psd_pdh_no_iir[mask]) * df\n",
    "plt.semilogx(\n",
    "    freqs_psd[mask],\n",
    "    10 * np.log10(np.abs(psd_pdh_no_iir[mask])),\n",
    "    label=f\"no iir: $Delta x^2=${(var_no_iir):.3e}\",\n",
    ")\n",
    "plt.semilogx(\n",
    "    freqs_psd[mask],\n",
    "    10 * np.log10(np.abs(psd_pdh[mask])),\n",
    "    label=f\"iir: $Delta x^2=${(var):.3e}\",\n",
    ")\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the actual figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jacqu\\AppData\\Local\\Temp\\ipykernel_16064\\239888662.py:119: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if background_correction==\"delay\":\n",
      "C:\\Users\\jacqu\\AppData\\Local\\Temp\\ipykernel_16064\\239888662.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\jacqu\\AppData\\Local\\Temp\\ipykernel_16064\\239888662.py:119: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if background_correction==\"delay\":\n",
      "C:\\Users\\jacqu\\AppData\\Local\\Temp\\ipykernel_16064\\1922259985.py:38: UserWarning: The handle <matplotlib.lines.Line2D object at 0x0000015E80477D60> has a label of '_nolegend_' which cannot be automatically added to the legend.\n",
      "  ax_mag.legend([\"open-loop no iir\", \"_nolegend_\",\n",
      "C:\\Users\\jacqu\\AppData\\Local\\Temp\\ipykernel_16064\\1922259985.py:38: UserWarning: The handle <matplotlib.lines.Line2D object at 0x0000015E80471850> has a label of '_nolegend_' which cannot be automatically added to the legend.\n",
      "  ax_mag.legend([\"open-loop no iir\", \"_nolegend_\",\n",
      "C:\\Users\\jacqu\\AppData\\Local\\Temp\\ipykernel_16064\\1922259985.py:38: UserWarning: The handle <matplotlib.lines.Line2D object at 0x0000015E814546A0> has a label of '_nolegend_' which cannot be automatically added to the legend.\n",
      "  ax_mag.legend([\"open-loop no iir\", \"_nolegend_\",\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import h5py\n",
    "\n",
    "fig = plt.figure(constrained_layout=True, figsize=(14, 4))\n",
    "gs = fig.add_gridspec(2, 10)\n",
    "ax_mag = fig.add_subplot(gs[0, :6])\n",
    "ax_phase = fig.add_subplot(gs[1, :6], sharex=ax_mag)\n",
    "ax_psd = fig.add_subplot(gs[:, 6:])\n",
    "\n",
    "\n",
    "# load data without iir\n",
    "kwds = {}\n",
    "with h5py.File(\"../example5_loop_transfer_function/data/data.h5\", \"r\") as f:\n",
    "    for key in f.keys():\n",
    "        kwds[key] = f[key][...]\n",
    "\n",
    "open_loop_tf, plant_tf = get_open_loop_and_plant(**kwds)\n",
    "gain_margin, phase_margin = get_gain_phase_margin(kwds[\"freqs_tf\"], open_loop_tf=open_loop_tf)\n",
    "plot_loop_tfs(\n",
    "    is_plot_plant=False,\n",
    "    is_plot_controller=False,\n",
    "    is_plot_closed_loop=False,\n",
    "    axes=(ax_mag, ax_phase),\n",
    "    phase_margin=phase_margin,\n",
    "    gain_margin=gain_margin,\n",
    "    **kwds,\n",
    "    nyquist_min_freq=200,\n",
    ")\n",
    "\n",
    "\n",
    "# load data with iir\n",
    "kwds = {}\n",
    "with h5py.File(\"./data/data.h5\", \"r\") as f:\n",
    "    for key in f.keys():\n",
    "        kwds[key] = f[key][...]\n",
    "\n",
    "open_loop_tf, plant_tf = get_open_loop_and_plant(**kwds)\n",
    "gain_margin, phase_margin = get_gain_phase_margin(kwds[\"freqs_tf\"], open_loop_tf=open_loop_tf)\n",
    "plot_loop_tfs(\n",
    "    is_plot_plant=False,\n",
    "    is_plot_controller=False,\n",
    "    is_plot_closed_loop=False,\n",
    "    axes=(ax_mag, ax_phase),\n",
    "    phase_margin=phase_margin,\n",
    "    gain_margin=gain_margin,\n",
    "    **kwds,\n",
    "    nyquist_min_freq=200,\n",
    ")\n",
    "\n",
    "\n",
    "ax_mag.set_xlim(min(kwds[\"freqs_tf\"]), max(kwds[\"freqs_tf\"]))\n",
    "ax_mag.set_yticks([-80, -60, -40, -20, 0, 20, 40])\n",
    "ax_mag.set_ylim(-90, 50)\n",
    "ax_mag.legend(\n",
    "    [\n",
    "        \"open-loop no iir\",\n",
    "        \"_nolegend_\",\n",
    "        \"_nolegend_\",\n",
    "        \"_nolegend_\",\n",
    "        \"open-loop with iir\",\n",
    "    ],\n",
    "    ncol=3,\n",
    "    bbox_to_anchor=(0.73, -0.26),\n",
    "    loc=\"lower right\",\n",
    ")\n",
    "\n",
    "\n",
    "cutoff_freq = 50\n",
    "analog_filter_tf = 1 / (1 + 1j * kwds[\"freqs_tf\"] / cutoff_freq)\n",
    "\n",
    "external_loop_gain = -np.abs(\n",
    "    open_loop_tf[10] / kwds[\"controller_tf\"][10]\n",
    ")  # avoid first point which is affected by filter loading\n",
    "\n",
    "\n",
    "# Load psd noise spectra\n",
    "\n",
    "kwds = {}\n",
    "with h5py.File(\"./data/psd.h5\", \"r\") as f:\n",
    "    for key in f.keys():\n",
    "        kwds[key] = f[key][...]\n",
    "\n",
    "psd_freqs = kwds[\"freqs_psd\"]\n",
    "mask = psd_freqs > 30\n",
    "psd_freqs = psd_freqs[mask]\n",
    "psd_no_iir = kwds[\"psd_pdh_no_iir\"][mask]\n",
    "psd_iir = kwds[\"psd_pdh\"][mask]\n",
    "\n",
    "psd_no_iir_db = 10 * np.log10(psd_no_iir)\n",
    "psd_iir_db = 10 * np.log10(psd_iir)\n",
    "\n",
    "var_no_iir = np.sum(psd_no_iir) * (psd_freqs[1] - psd_freqs[0])\n",
    "var_iir = np.sum(psd_iir) * (psd_freqs[1] - psd_freqs[0])\n",
    "\n",
    "ax_psd.semilogx(\n",
    "    psd_freqs,\n",
    "    psd_no_iir_db,\n",
    "    \"-\",\n",
    "    linewidth=0.2,\n",
    "    alpha=0.9,\n",
    "    color=\"blue\",\n",
    "    rasterized=True,\n",
    ")\n",
    "ax_psd.semilogx(\n",
    "    psd_freqs,\n",
    "    psd_iir_db,\n",
    "    \"-\",\n",
    "    markerfacecolor=\"none\",\n",
    "    linewidth=0.2,\n",
    "    alpha=0.9,\n",
    "    color=\"red\",\n",
    "    rasterized=True,\n",
    ")\n",
    "ax_psd.fill_between(\n",
    "    psd_freqs,\n",
    "    psd_no_iir_db,\n",
    "    psd_iir_db,\n",
    "    alpha=0.2,\n",
    "    where=(psd_no_iir > psd_iir),\n",
    "    rasterized=True,\n",
    ")\n",
    "ax_psd.fill_between(\n",
    "    psd_freqs,\n",
    "    psd_no_iir_db,\n",
    "    psd_iir_db,\n",
    "    alpha=0.2,\n",
    "    color=\"red\",\n",
    "    where=(psd_iir_db > psd_no_iir_db),\n",
    "    rasterized=True,\n",
    ")\n",
    "ax_psd.set_xlim(30, max(psd_freqs))\n",
    "ax_psd.set_ylabel(\"Error signal PSD (dBV/Hz)\")\n",
    "ax_psd.set_xlabel(\"Frequency (Hz)\")\n",
    "ax_psd.legend(\n",
    "    [\n",
    "        f\"No iir: $\\Delta V^2 = \\,\\,{var_no_iir * 1e6:.1f}$ $mV^2$\",\n",
    "        f\"with IIR: $\\Delta V^2= \\,\\,{var_iir * 1e6:.1f}$ $mV^2$\",\n",
    "    ]\n",
    ")\n",
    "\n",
    "plt.subplots_adjust(hspace=0.1, wspace=12)\n",
    "\n",
    "\n",
    "plt.savefig(\"./figure_example6.pdf\", dpi=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scan P and I with/without iir"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "11it [10:23, 56.72s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to h5 G:/Mon Drive/exsqueez/measurements/squeezer\\noise_in_and_out_of_loop_scan_p_and_i_no_iir\\2022-09-22_08-08-09_noise_in_and_out_of_loop_scan_p_and_i_no_iir.h5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "%%acquisition_cell noise_in_and_out_of_loop_scan_p_and_i_no_iir\n",
    "import numpy as np\n",
    "import tqdm\n",
    "IS_IIR = False\n",
    "if IS_IIR:\n",
    "    STAGE = 3\n",
    "    p_gains = np.logspace(0, 4, 10) # 20\n",
    "    i_gains = np.logspace(0, np.log10(4e7), 11) # n21\n",
    "else:\n",
    "    STAGE = 2\n",
    "    p_gains = np.logspace(-2, 2, 10) # Default p=100\n",
    "    i_gains = np.logspace(-2, np.log10(1e7), 11) # Default i=5e4\n",
    "    \n",
    "N_RETRY = 3\n",
    "from pyrpl.async_utils import sleep, wait\n",
    "\n",
    "\n",
    "\n",
    "def output_of_stage(stage):\n",
    "    stage = p.lockbox.sequence[stage]\n",
    "    for out in [stage.outputs.piezo, stage.outputs.aux_output]:\n",
    "        if out.lock_on:\n",
    "            return p.lockbox.outputs[out.name]\n",
    "\n",
    "def lock_safe(stage, p_gain, i_gain, n_retry=N_RETRY):\n",
    "    out = output_of_stage(stage)\n",
    "    p.lockbox.unlock()\n",
    "    retry_cnt = 0\n",
    "    while not p.lockbox.is_locked():\n",
    "        set_safe_gains()\n",
    "        lock_at_stage(stage)\n",
    "        out.p = p_gain\n",
    "        out.i = i_gain\n",
    "        retry_cnt+=1\n",
    "        if retry_cnt==n_retry:\n",
    "            return False\n",
    "        sleep(1)\n",
    "    return True\n",
    "\n",
    "def setup_scopes_for_variance_measurements():\n",
    "    for scope in p.rp.scope, p_shg.rp.scope:\n",
    "        scope.duration = 0.2\n",
    "        scope.average = True\n",
    "        scope.trace_average = 1\n",
    "        scope.trigger_source='immediately'\n",
    "        scope.rolling_mode = False\n",
    "    p.rp.scope.input1 = p.lockbox.inputs.pdh\n",
    "    p.rp.scope.input2 = p.lockbox.inputs.transmission\n",
    "    p_shg.rp.scope.input1 = p_shg.lockbox1.inputs.pdh\n",
    "    p_shg.rp.scope.input2 = p_shg.lockbox1.inputs.transmission\n",
    "\n",
    "def lock_variance():\n",
    "    \"\"\"\n",
    "    measures the in-loop and out-of-loop error signal variance\n",
    "    \"\"\"\n",
    "    pdh_out = []\n",
    "    pdh_in = []\n",
    "    trans_out = []\n",
    "    trans_in = []\n",
    "    for i in range(10):\n",
    "        res = p.rp.scope.single_async()\n",
    "        pdh_out_t, trans_out_t = p_shg.rp.scope.single()\n",
    "        pdh_in_t, trans_in_t = wait(res)\n",
    "        pdh_out.append(pdh_out_t)\n",
    "        pdh_in.append(pdh_in_t)\n",
    "        trans_out.append(trans_out_t)\n",
    "        trans_in.append(trans_in_t)\n",
    "    pdh_out = np.array(pdh_out)\n",
    "    pdh_in = np.array(pdh_in)\n",
    "    trans_out = np.array(trans_out)\n",
    "    trans_in = np.array(trans_in)\n",
    "    return pdh_in.std(), trans_in.mean(), pdh_out.std(), trans_out.mean(), trans_in.std(), trans_out.std()\n",
    "\n",
    "\n",
    "    \n",
    "def set_safe_gains():\n",
    "    p.lockbox.outputs.piezo.p = 1\n",
    "    p.lockbox.outputs.piezo.i = 50\n",
    "    p.lockbox.outputs.aux_output.p = 300\n",
    "    p.lockbox.outputs.aux_output.i = 500\n",
    "    \n",
    "    \n",
    "def boost_gain(stage):\n",
    "    p.lockbox.inputs.pdh.quadrature_factor = 1000\n",
    "\n",
    "loop = AcquisitionLoop()\n",
    "\n",
    "setup_scopes_for_variance_measurements()\n",
    "\n",
    "times = p.rp.scope.times\n",
    "loop.append_data(times=times)\n",
    "\n",
    "try:\n",
    "    boost_gain(STAGE)\n",
    "    for i_gain in tqdm.tqdm(loop(i_gains)):\n",
    "        loop.append_data(i_gain=i_gain)\n",
    "        for p_gain in loop(p_gains):\n",
    "            loop.append_data(p_gain=p_gain)\n",
    "            lock_safe(STAGE, p_gain, i_gain)\n",
    "            retry_cnt = 0\n",
    "            while(True):\n",
    "                pdh_in_std, trans_in_mean, pdh_out_std, trans_out_mean, trans_in_std, trans_out_std = lock_variance()          \n",
    "                if p.lockbox.is_locked():\n",
    "                    break\n",
    "                else:\n",
    "                    retry_cnt+=1\n",
    "                    if retry_cnt<=N_RETRY:\n",
    "                        lock_safe(STAGE, p_gain, i_gain)\n",
    "                    else:\n",
    "                        pdh_in_std, trans_in_mean, pdh_out_std, trans_out_mean, trans_in_std, trans_out_std = [np.nan]*6\n",
    "                        break\n",
    "            loop.append_data(pdh_in_std=pdh_in_std, trans_in_mean=trans_in_mean, pdh_out_std=pdh_out_std,\n",
    "                             trans_out_mean=trans_out_mean, trans_in_std=trans_in_std, trans_out_std=trans_out_std)\n",
    "    save_acquisition(loop=loop, is_iir=IS_IIR)\n",
    "finally:\n",
    "    set_safe_gains()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\noise_in_and_out_of_loop_scan_p_and_i_no_iir\\2022-09-22_08-08-09_noise_in_and_out_of_loop_scan_p_and_i_no_iir_FIG1.pdf\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x1008 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%analysis_cell\n",
    "\n",
    "data = load_acquisition()\n",
    "\n",
    "fig = plt.figure(figsize=(14, 14))\n",
    "for index, label in enumerate(('pdh_in_std', 'pdh_out_std', 'trans_in_std', 'trans_out_std')):\n",
    "    plt.subplot(2, 2, index + 1)\n",
    "    plt.pcolor(np.log10(data.loop.data[\"i_gain\"].T[0]), \n",
    "               np.log10(data.loop.data[\"p_gain\"][0]), \n",
    "               20*np.log10(data.loop.data[label].T))\n",
    "    cbar = plt.colorbar()\n",
    "    cbar.set_label(\"log10(std of error signal)\")\n",
    "    plt.xlabel(\"log10(i_gain)\")\n",
    "    plt.ylabel(\"log10(p_gain)\")\n",
    "    plt.title(label)\n",
    "    plt.tight_layout()\n",
    "data.save_fig(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%acquisition_cell noise_in_and_out_of_loop_scan_p_and_i\n",
    "from pyrpl.async_utils import wait, sleep\n",
    "import tqdm\n",
    "\n",
    "\n",
    "for sa in p.spectrumanalyzer, p_shg.spectrumanalyzer:\n",
    "    sa.span = 6e4\n",
    "    sa.trace_average = 5\n",
    "p.spectrumanalyzer.input1_baseband = p.lockbox.inputs.pdh\n",
    "p_shg.spectrumanalyzer.input1_baseband = p_shg.lockbox1.inputs.pdh\n",
    "\n",
    "for scope in p.rp.scope, p_shg.rp.scope:\n",
    "    scope.duration = 1\n",
    "    scope.average = False\n",
    "    scope.trace_average = 1\n",
    "    scope.trigger_source='immediately'\n",
    "    scope.rolling_mode = False\n",
    "p.rp.scope.input1 = p.lockbox.inputs.pdh\n",
    "p.rp.scope.input2 = p.lockbox.inputs.transmission\n",
    "p_shg.rp.scope.input1 = p_shg.lockbox1.inputs.pdh\n",
    "p_shg.rp.scope.input2 = p_shg.lockbox1.inputs.transmission\n",
    "\n",
    "piezo = p.lockbox.outputs.piezo\n",
    "DS = 10\n",
    "old_p = p.lockbox.outputs.piezo.p\n",
    "old_i = p.lockbox.outputs.piezo.i\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "p.lockbox.sequence[2].gain_factor = 1.\n",
    "\n",
    "p_gains = np.logspace(-1, 2.5, 10) # Default p=100\n",
    "i_gains = np.logspace(-1, np.log10(5e6), 11) # Default i=5e4\n",
    "\n",
    "loop = AcquisitionLoop()\n",
    "freqs = p.spectrumanalyzer.frequencies[::DS]\n",
    "loop.append_data(freqs=freqs)\n",
    "times = p.rp.scope.times\n",
    "loop.append_data(times=times)\n",
    "try:\n",
    "    for i_gain in tqdm.tqdm(loop(i_gains)):\n",
    "        loop.append_data(i_gain=i_gain)\n",
    "        for p_gain in loop(p_gains):\n",
    "            loop.append_data(p_gain=p_gain)\n",
    "            lock_safe(p_gain, i_gain, N_RETRY)\n",
    "            retry_cnt = 0\n",
    "            while(True):\n",
    "                res = p.spectrumanalyzer.single_async()\n",
    "                psd_out, _, _, _ = p_shg.spectrumanalyzer.single()\n",
    "                psd_in, _, _, _ = wait(res)\n",
    "                psd_out = psd_out[::DS]\n",
    "                psd_in = psd_in[::DS]\n",
    "\n",
    "                pdh_in_loop, transmisson_in_loop = p.rp.scope.single()\n",
    "                pdh_out_of_loop, transmisson_out_of_loop = p_shg.rp.scope.single()            \n",
    "                if p.lockbox.is_locked():\n",
    "                    break\n",
    "                else:\n",
    "                    retry_cnt+=1\n",
    "                    if retry_cnt<=N_RETRY:\n",
    "                        lock_safe(p_gain, i_gain, N_RETRY)\n",
    "                    else:\n",
    "                        psd_in = np.zeros(len(freqs))\n",
    "                        psd_out = np.zeros(len(freqs))\n",
    "                        pdh_in_loop, transmisson_in_loop = np.zeros((2, len(times)))\n",
    "                        pdh_out_of_loop, transmisson_out_of_loop = np.zeros((2, len(times)))\n",
    "                        break\n",
    "            loop.append_data(psd_in=psd_in, psd_out=psd_out, pdh_in_loop=pdh_in_loop, transmisson_in_loop=transmisson_in_loop,\n",
    "                            pdh_out_of_loop=pdh_out_of_loop, transmisson_out_of_loop=transmisson_out_of_loop)\n",
    "    save_acquisition(loop=loop)\n",
    "finally:\n",
    "    p.lockbox.outputs.piezo.p = old_p\n",
    "    p.lockbox.outputs.piezo.i = old_i"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scan gains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\PlotCurveItem.py:153: RuntimeWarning: All-NaN slice encountered\n",
      "  b = (np.nanmin(d), np.nanmax(d))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to h5 G:/Mon Drive/exsqueez/measurements/squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain.h5\n"
     ]
    }
   ],
   "source": [
    "%%acquisition_cell loop_tf_and_noise_inoutofloop_no_iir_scan_gain\n",
    "\n",
    "START_FREQ = 30\n",
    "STOP_FREQ = 5e5\n",
    "GAIN_FACTOR = 1\n",
    "Q_FACTOR_MIN = 20\n",
    "RBW = 5\n",
    "POINTS = 15000\n",
    "AVG_PER_POINT = 5\n",
    "STAGE_NUMBER = 2\n",
    "\n",
    "AVG_PSD = 20\n",
    "SPAN_PSD = 60e3\n",
    "\n",
    "loop = AcquisitionLoop()\n",
    "for gain_factor in loop(np.logspace(-2, 0, 5)):\n",
    "    kwds = measure_loop_tf_and_noise(stage_number=STAGE_NUMBER, gain_factor=gain_factor, start_freq_tf=START_FREQ, stop_freq_tf=STOP_FREQ, \n",
    "                          points_tf=POINTS, q_factor_min=Q_FACTOR_MIN, rbw=RBW, avg_per_point=AVG_PER_POINT,\n",
    "                          span_psd=SPAN_PSD, avg_psd=AVG_PSD)\n",
    "    p_shg.spectrumanalyzer.setup(span=SPAN_PSD, input1_baseband=p_shg.lockbox1.inputs.pdh, trace_average=AVG_PSD)\n",
    "    psd_out_of_loop, _, _, _ = p_shg.spectrumanalyzer.single()\n",
    "    psd_out_of_loop_freqs = p_shg.spectrumanalyzer.frequencies\n",
    "    loop.append_data(psd_out_of_loop=psd_out_of_loop, psd_out_of_loop_freqs=psd_out_of_loop_freqs)\n",
    "    loop.append_data(closed_loop_tf=kwds[\"closed_loop_tf\"], controller_tf=kwds[\"controller_tf\"], psd_pdh=kwds[\"psd_pdh\"], \n",
    "                     psd_output=kwds[\"psd_output\"], gain_factor=kwds[\"gain_factor\"], tf_bg=kwds[\"tf_bg\"])\n",
    "loop.append_data(freqs_tf=kwds['freqs_tf'], freqs_psd=kwds['freqs_psd'], slope_bw_per_v=kwds[\"slope_bw_per_v\"], freqs_tf_bg=kwds['freqs_tf_bg'])\n",
    "\n",
    "save_acquisition(loop_gain=loop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:\\Mon Drive\\exsqueez\\measurements\\squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG_gain_factor_0.010.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:\\Mon Drive\\exsqueez\\measurements\\squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG_gain_factor_0.032.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:\\Mon Drive\\exsqueez\\measurements\\squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG_gain_factor_0.100.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:\\Mon Drive\\exsqueez\\measurements\\squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG_gain_factor_0.316.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_6128\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:\\Mon Drive\\exsqueez\\measurements\\squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG_gain_factor_1.000.pdf\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%analysis_cell G:\\Mon Drive\\exsqueez\\measurements\\squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain.h5\n",
    "\n",
    "data = load_acquisition()\n",
    "\n",
    "for dat in data.loop_gain:\n",
    "    analyze_loop_tf_and_noise(dat, nyquist_min_freq=30)\n",
    "    data.save_fig(gcf(), name=f'gain_factor_{dat.gain_factor:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scan p_gain and i_gain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "0it [00:00, ?it/s]C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\PlotCurveItem.py:153: RuntimeWarning: All-NaN slice encountered\n",
      "  b = (np.nanmin(d), np.nanmax(d))\n",
      "11it [12:41, 69.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to h5 G:/Mon Drive/exsqueez/measurements/squeezer\\noise_in_and_out_of_loop_scan_p_and_i\\2022-09-20_09-31-03_noise_in_and_out_of_loop_scan_p_and_i.h5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "%%acquisition_cell noise_in_and_out_of_loop_scan_p_and_i\n",
    "from pyrpl.async_utils import wait, sleep\n",
    "import tqdm\n",
    "\n",
    "\n",
    "for sa in p.spectrumanalyzer, p_shg.spectrumanalyzer:\n",
    "    sa.span = 6e4\n",
    "    sa.trace_average = 5\n",
    "p.spectrumanalyzer.input1_baseband = p.lockbox.inputs.pdh\n",
    "p_shg.spectrumanalyzer.input1_baseband = p_shg.lockbox1.inputs.pdh\n",
    "\n",
    "for scope in p.rp.scope, p_shg.rp.scope:\n",
    "    scope.duration = 1\n",
    "    scope.average = False\n",
    "    scope.trace_average = 1\n",
    "    scope.trigger_source='immediately'\n",
    "    scope.rolling_mode = False\n",
    "p.rp.scope.input1 = p.lockbox.inputs.pdh\n",
    "p.rp.scope.input2 = p.lockbox.inputs.transmission\n",
    "p_shg.rp.scope.input1 = p_shg.lockbox1.inputs.pdh\n",
    "p_shg.rp.scope.input2 = p_shg.lockbox1.inputs.transmission\n",
    "\n",
    "piezo = p.lockbox.outputs.piezo\n",
    "DS = 10\n",
    "old_p = p.lockbox.outputs.piezo.p\n",
    "old_i = p.lockbox.outputs.piezo.i\n",
    "\n",
    "\n",
    "N_RETRY = 5\n",
    "def lock_safe(p_gain, i_gain, n_retry=N_RETRY):\n",
    "    piezo.p = old_p\n",
    "    piezo.i = old_i\n",
    "    lock_at_stage(2)\n",
    "    piezo.p = p_gain\n",
    "    piezo.i = i_gain\n",
    "    sleep(1)\n",
    "    retry_cnt = 0\n",
    "    while not p.lockbox.is_locked():\n",
    "        piezo.p = old_p\n",
    "        piezo.i = old_i\n",
    "        lock_at_stage(2)\n",
    "        piezo.p = p_gain\n",
    "        piezo.i = i_gain\n",
    "        retry_cnt+=1\n",
    "        if retry_cnt==n_retry:\n",
    "            return False\n",
    "        sleep(1)\n",
    "    return True\n",
    "\n",
    "p.lockbox.sequence[2].gain_factor = 1.\n",
    "\n",
    "p_gains = np.logspace(-1, 2.5, 10) # Default p=100\n",
    "i_gains = np.logspace(-1, np.log10(5e6), 11) # Default i=5e4\n",
    "\n",
    "loop = AcquisitionLoop()\n",
    "freqs = p.spectrumanalyzer.frequencies[::DS]\n",
    "loop.append_data(freqs=freqs)\n",
    "times = p.rp.scope.times\n",
    "loop.append_data(times=times)\n",
    "try:\n",
    "    for i_gain in tqdm.tqdm(loop(i_gains)):\n",
    "        loop.append_data(i_gain=i_gain)\n",
    "        for p_gain in loop(p_gains):\n",
    "            loop.append_data(p_gain=p_gain)\n",
    "            lock_safe(p_gain, i_gain, N_RETRY)\n",
    "            retry_cnt = 0\n",
    "            while(True):\n",
    "                res = p.spectrumanalyzer.single_async()\n",
    "                psd_out, _, _, _ = p_shg.spectrumanalyzer.single()\n",
    "                psd_in, _, _, _ = wait(res)\n",
    "                psd_out = psd_out[::DS]\n",
    "                psd_in = psd_in[::DS]\n",
    "\n",
    "                pdh_in_loop, transmisson_in_loop = p.rp.scope.single()\n",
    "                pdh_out_of_loop, transmisson_out_of_loop = p_shg.rp.scope.single()            \n",
    "                if p.lockbox.is_locked():\n",
    "                    break\n",
    "                else:\n",
    "                    retry_cnt+=1\n",
    "                    if retry_cnt<=N_RETRY:\n",
    "                        lock_safe(p_gain, i_gain, N_RETRY)\n",
    "                    else:\n",
    "                        psd_in = np.zeros(len(freqs))\n",
    "                        psd_out = np.zeros(len(freqs))\n",
    "                        pdh_in_loop, transmisson_in_loop = np.zeros((2, len(times)))\n",
    "                        pdh_out_of_loop, transmisson_out_of_loop = np.zeros((2, len(times)))\n",
    "                        break\n",
    "            loop.append_data(psd_in=psd_in, psd_out=psd_out, pdh_in_loop=pdh_in_loop, transmisson_in_loop=transmisson_in_loop,\n",
    "                            pdh_out_of_loop=pdh_out_of_loop, transmisson_out_of_loop=transmisson_out_of_loop)\n",
    "    save_acquisition(loop=loop)\n",
    "finally:\n",
    "    p.lockbox.outputs.piezo.p = old_p\n",
    "    p.lockbox.outputs.piezo.i = old_i"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\noise_in_and_out_of_loop_scan_p_and_i\\2022-09-20_09-31-03_noise_in_and_out_of_loop_scan_p_and_i_FIG_in-loop.pdf\n",
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\noise_in_and_out_of_loop_scan_p_and_i\\2022-09-20_09-31-03_noise_in_and_out_of_loop_scan_p_and_i_FIG_out-of-loop.pdf\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%analysis_cell\n",
    "\n",
    "plt.close('all')\n",
    "data = load_acquisition()\n",
    "FREQ_MIN = 15\n",
    "IS_PLOT_SPECTRA = False\n",
    "var_outs = np.zeros(data.loop.loop_shape)\n",
    "var_ins = np.zeros(data.loop.loop_shape)\n",
    "igains = []\n",
    "\n",
    "\n",
    "for index_i, dat_i in enumerate(data.loop):\n",
    "    for index_p, dat_p in enumerate(dat_i):\n",
    "        name = f\"p={dat_p.p_gain:.3e}, i={dat_p.i_gain:.3e}\" \n",
    "        psd_out = dat_p.psd_out[dat_p.freqs>FREQ_MIN]\n",
    "        psd_in = dat_p.psd_in[dat_p.freqs>FREQ_MIN]\n",
    "        freqs = dat_p.freqs[dat_p.freqs>FREQ_MIN]\n",
    "        var_out = np.sum(psd_out*(freqs[1] - freqs[0]))\n",
    "        var_in = np.sum(psd_in[freqs>FREQ_MIN]*(freqs[1] - freqs[0]))\n",
    "        var_outs[index_i, index_p] = var_out\n",
    "        var_ins[index_i, index_p] = var_in\n",
    "        if IS_PLOT_SPECTRA:\n",
    "            plt.figure()\n",
    "            plt.title(name)\n",
    "            plt.semilogx(freqs, 10*np.log10(np.abs(psd_out)), label=f\"out-of-loop $\\Delta x^2$ = {var_out:.3e} nm$^2$\")\n",
    "            plt.semilogx(freqs, 10*np.log10(np.abs(psd_in)), label=f\"in-loop  $\\Delta x^2$ = {var_in:.3e} nm$^2$\")\n",
    "            plt.ylim(-110, -60)\n",
    "            plt.legend()\n",
    "            data.save_fig(gcf(), name=name)\n",
    "\n",
    "        \n",
    "for label, table, scope_data in ((\"in-loop\", var_ins, data.loop.data[\"pdh_in_loop\"]),\n",
    "                                 (\"out-of-loop\", var_outs, data.loop.data[\"pdh_out_of_loop\"])):\n",
    "    fig = plt.figure()\n",
    "    plt.pcolor(np.log10(data.loop.data['i_gain'].flatten()), np.log10(data.loop.data['p_gain'][0]), np.log10(table.T))\n",
    "    plt.ylabel(\"log10(p gain)\")\n",
    "    plt.xlabel(\"log10(i gain)\")\n",
    "    plt.title(label)\n",
    "    plt.colorbar()\n",
    "    data.save_fig(fig, name=label)\n",
    "    \n",
    "    fig = plt.figure()\n",
    "    plt.pcolor(np.log10(data.loop.data['i_gain'].flatten()), np.log10(data.loop.data['p_gain'][0]), \n",
    "                     np.log10(scope_data.std(axis=-1).T))\n",
    "    plt.ylabel(\"log10(p gain)\")\n",
    "    plt.xlabel(\"log10(i gain)\")\n",
    "    plt.title(label)\n",
    "    plt.colorbar()\n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.002465808303018249"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loop.data[\"pdh_in_loop\"].std(axis=-1).min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x15d02585bb0>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.pcolor(\n",
    "    np.log10(data.loop.data[\"i_gain\"].flatten()),\n",
    "    np.log10(data.loop.data[\"p_gain\"][0]),\n",
    "    np.log10(data.loop.data[\"pdh_in_loop\"].std(axis=-1)).T,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG1.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG2.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG3.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG4.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:214: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  fig = plt.figure(constrained_layout=True, figsize=(9, 8))\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_12948\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving fig G:/Mon Drive/exsqueez/measurements/squeezer\\loop_tf_and_noise_no_iir_scan_gain\\2022-09-17_14-43-14_loop_tf_and_noise_no_iir_scan_gain_FIG5.pdf\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\PlotCurveItem.py:153: RuntimeWarning: All-NaN slice encountered\n",
      "  b = (np.nanmin(d), np.nanmax(d))\n"
     ]
    }
   ],
   "source": [
    "%%analysis_cell\n",
    "\n",
    "data = load_acquisition()\n",
    "\n",
    "for dat in data.loop_gain:\n",
    "    analyze_loop_tf_and_noise(dat, nyquist_min_freq=30)\n",
    "    data.save_fig(plt.gcf())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_4892\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "data.save_analysis was never called",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [5]\u001b[0m, in \u001b[0;36m<cell line: 12>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     10\u001b[0m     analyze_loop_tf_and_noise(dat)\n\u001b[0;32m     12\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m data\u001b[38;5;241m.\u001b[39malready_saved:\n\u001b[1;32m---> 13\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata.save_analysis was never called\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mValueError\u001b[0m: data.save_analysis was never called"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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mksdOL1avXs2YMWPqvL9pX/Wh0DR4cr0Kf1pK5gO1cxefuDa0efppgoe71qaUb91KxhVX0nb+O4SMGcPxZ+aQ/9lnTut3XLIY/+7drcqqjhxh/1lnW5V1WbMaXWysVZm+oIA9Q4YCEDhgAB0++5Qjt99Bye+/A9AjPQ0AWVPDsXvuofi3lXb9+8TG0nXNarvytMQeVt+7bviLmuwcDl50EQAJ331LxiW1SmNTXyYMVVVofH2tyqpPnEAXG0vJuvUcuekmq23tFnyA0PpQvvU/Iq68Em1YmHmbt78vKSW7+/UHoNOPS/Bt187jfVXqT32fhyoNhxBis5RygKNtHmlwhBA/AU4lISnlhXUcG1LKCW76vg44HxgvjdKYlLISqDT+vVkIsR/oRtNpk1RUTmlq8vPJ+/hj67LMLI7ceJNDgaAiPZ2Dky+2Kjs6fQbd/vnbpXADcPCiySTu2mm1VGQr3ADsGz2GHulpGMrKkAaJNjiIg5deZt5eZpycmIQbS/aOHIU+P9/xsZ44QdmWLQT261d7PGlpdvVOPP0MgYMGmr8fn/2k02PaM2Ik+txc2sx5hvBLLgGg9O+/OTztenzi2lCTmWW3T+4771C+aTMAOfNeI+HrrwhISXHahyWlf/9NQN++aPz80BcVIfz8kOVK3NVj99xLx2+/sdtHX1zMnoGDCB47ltaP/x8YDOjiG82iQEWlxeGpkfHLwCvAQZQcVO8bPyUo+agaBSHEJOAh4EIpZZlFeYwQQmv8uxNKFOUDjTUOFZXTjUPXTKUi1fFPt+bECdISe6A3LisWfPe9nXBjYt94l/MTM+lJPdEXFwNw+OZbnNYrWb+evaPHsGfAAPaOHUf10aNW2wu++87qe1piD4498KCVcBM0bChd1/5pVe/QVVdTsWsX2S+/jKG8nKIVK7Cl6JdfkPpan4mKHTscjrFy3z70ubkAZM16DFlVpdRPSwdwKNwAZuHGRMb/LndYz5LqzEwqdu/h8LTrOfHcc8iaGvYMGszxJ2bXVrLRwkspSUvqyZ6BgwAoWbWKfWPHsW/8BNISe1gJjVb7VVVx6JqplG/d6nZcLRl9YSHZr7yKrKlp7qGoNDMeCThSyjVSyjVAXynl5VLKn4yfq1DyUTUWbwIhKPmutgoh5hvLRwHbjS7q3wLTmyvhp8EgeXv1PrIKHWaxUFFpkVTt3++2zp4hQyn77z+yZs1yWsdQUuJxn0fvuJOTHy6kdK1DczkAjtx4EwajIFSTZS8oZM16zK6s6KefrAs0Wnwc2BMdnHIJJz9YwN6Rozj5zny77QAlq1Y7HVvJuvVkz5vHgfMvsG73ksbxfSj9+2/2jRtP/pdfAFC1/4D5pV3444+1FS00YwXffkt6jyQwGJy2W5GayvFnn7UrrzxwgLJNm8h6/Ik6j7nwp5/Mgmxzkf3yy5x8/32Klv/arONQaX481eCYiDFqTAAQQnQE6miZ6B4pZRcpZTtbd3Ap5XdSyp5Syt5Syn5Syp/ctdVYHM0v58Xluxn63B/NNQSVU5Ca/HyyZs/GUFnpUX1ZXY2srm7kUdlz6MqrGqytsn/+IfvFFxusPadoXT/WXAllpevWOd125KabODn/Xbvyyr17lWsjPB+iK6qPHaPol1848exzAJRv+Q9Q7IzKt29XKllqbTRKx/lffknWY//nUR/5n3xqVya0WqVpfd0if1Ts3k3mAw+S9ahzgbgpMFQYf1OGxoxgonIq4K2Acw+wWgixWgixGlgF3NXgozqFMEhJZHkhSMnmQ45tAFRUbMmZO4+CRV9RtHSpy3pSr6d8RyrpvVJI75VC8e+/U33sGJUHDlB19GjtC88LTEsqpytCo23yPncPHFQnATQtsQfFf6wCIL13H3LffY+Ma6Zy7N77qNyzB8D8f/l//3H42uuUHS0EHIFAX1LC8Sef8qrv6uPHrQu0RpNMJwJO+Y5UavLzqcnPV5bLjPdRTX6+YjdltAmqPnGC4j/+8HiJqCY31+GSoSOkXk/hzz8jbTRU1dnZZD46C0NVFfqTJ2vrS0nJ+vXm+lVHjlB1WM0JfabgqZs4AFLK5UKIrkCisSjdaPB7xmLIz+PzX5/mv5iufD+kA/07RDT3kFQcIGtqyPv0MyIu/x+awMAGb7/m5Em0kZEI4d00XlY7fwnIqir2DB9hXrIBOHr7HXb1Enemmmff7jAZwp7WuNHgNAayooKcV16t075FP/8MF5yPrKwkZ+5cr/evOnKEPQMGuq9ow74xY608w4TxvDnT4GRcdhmakBAC+/WjZM0a/JN7EXbB+ewdOgyAhEVfAlCxfTtHb7udqBnTaXWX6/mvlJK9I0YCcAzw79WLdu+8jU+04xSHeZ9+SvbzLyArqwg7/zwOXvY/Yh96kPxFX1G8YgWB/ftT+tdfxgMSFK9cybE7ZxI9805ibrvNbNxu6xEnpUSWlzfKs8GSouW/EjhoID6RkY3aj4qCp8k2zXY2UspKKeU246fSuD1UCJHcWINsycjSUgD65uxl61/bMBia1+1exTEnP1hA9gsvkOtgiaG+1OTns3f4CHLmzvN4H+FjWg5QBBxHs92TH31sJdw4Y8+gwRyZPoNyJ0axlmQ+8KDHYzxVaQ4NTr2op0Cmz6u7+aGsqUFfUoqhosJOg1Oydh1piT1I79uPkvXrATAUF1OyZg0ANSeOWy2xWtkFAZW797jt39abrmLHDvaOGMneUaOxDWFS8P0PZD//gtL3yVyqMzOp3L2bLAtvN0OFpS2koCZL0VLlvv4G1SeynY6j4Ntv2d2vP1UZGQ63G4zaqfKtW8n7/HOHdWry88l99z27cZvQFxRw7O67OTJ9htNxqDQsnv6yLhFC/CWEeFwIcZ4QYpAQYpQQ4gYhxKfAUuDMDANqcTMP2L2BXVkuQ/GoNBM58+YBih2ILYaqKo+XF6Rez/E5z1KdmUnZ5s1UHz9uVtUX/PC9231r8vOpPHDQ/DI58fQzykskuRc5r79O0fLlnFz4Ebv79TcvTbjDUFpKyerVZFz2P2XJw4EbtTQYlP5zcjxq81TGJDyeKgiNFm2285dvQ6END7crK/7jD/YMGMD+c89FGG15TBqc/C8VjYwsL+fIjTfZ7Zv98ivsnzjJ/D3/iy+ttksP7MtsveRM1GRnK8bSFmQ9+mjtF4NUgj6C1TO4Yucu89/6/Dwq0tNr2zxhsyRnQcnvig1l5YGDdtuKfvmF3X37UbF7DxlXXMmJp59x2MbxJ2aTM3cuZf9stCo3lJVR9u+/5vFW7d+PvqTU6VhUGg6PlqiklPcIISJQUiVcBrRBcRdPA96VUjq3zDvNsZTWzzq8ib/25ZAcH+ZiD5XGpCYnB0NlpVWqgOoTJ8x/l2/bRu78+URPr01ftjulN7p27ejym2s7gILvfzA/ZMu3b6Nim2L/Ejx2LAD6nFyklA6Xqcq3bSPj8ivM3yOusjfezX3bOpJuyapVLsfjjKO33wEWUXnLt23j8C23YigsrFN7pxyi6Zeo6oVWQ+Qce6+mhsaRZuHYTGUJqSYzi8yHHlb+NoYJ8IQaWzsey/4qK83t2MZBAjj50Ufmv9vMecahh1zu/HeJnn4rxbYBQqWBgsWLAWutTeH3tZMMk5G2ibyPrOM+WbennJujt91mt3xl6rsy3T52kglDRQUGozZfVlvbuGU+/AjFK1bQaaniC2MoLWXPgAF0XLIYfV4e+V98Qfzrr3u9vK3iHo+fBFLKfCnl+1LKaVLKiVLKyVLKR85k4QYw/zBKk/sSVVHE7g1bm3c8ZzDFf6xi78hR7J9wllW5pWABSpC1tMQeVB8/bjbSrT5yxG37ljNIk3AD1oLIwYunONy3dKP1rC7/iy/c9md6YNaXjMuvOHOEG2gWG5z6ILQ+aDz0pqsXbqLWl/37b4N2V2YRNd7W7it77jzzchMoHliOMGlej9ou60hpdvXX5+S6PTZQNDHm3auryXn9dSp27XJav/LAQZfbTdScPMnuPn0pNS7jFS1fbrW9YreiRTKUlVmXp6Vx5JZbKf5t5Wlv+N9cnFpPghaI6WfVzldZ+jh7y9tUb/oYjm1R3RRt0BcVW80i9SWl6BvwxXv0ttp8SKYgdSeee97pLHPfmLFWwdZsH0C2BA0b5nYMlenpZhsFgOqsLPaOG2d29W0qgr/7jqqMDE5+8EGT9tsSONNscDzGRWycxqZs40byPvnE/P3ku9a2cELrfDGh9O+/7cpsvai8Jb1XCrlvv8PBy/6ntOcgUP+Bc8/l4JRLzM+o0r82OGyr0CYOU+F331P400/2Y7QVwpwss7UkpJRkz5tHhQf2VC0RVcCpL8Ybszg+GZ9ILd1OHEK3dCZ8MAH0RruObYtgzUuwexkUHG6xN3NjUpOTS2V6mpVb9L7Ro9kzeEij9LdnyFAyH37ELh2BKxytv1uiCQnxqJ0jt043q+YLFy+mJjOrzstNdSXot5Xsn3QO2S+/0qT9tgiaUoOj0+Fjkz/LW5pMIGtGAQeUJaNqB8EbgdoXvQMcev0ZJPh45QTsGKO9kT4n11xUkZZmzFZv/G606ylcssRc5msRBdxSE2Ui84EHKfjuOwzl5VQfcuKWLmVtkEaLa1N1+DBpiT0cCnZNjaG0lJPz3+XQtdc291DqhCrg1BNp9Jo60vEyxMQrKc4JYNnQH+Dqr0FnzKK8fxWsega+vALm9YLnO8Ciq2sbObkfKj2PCHsqIisrAOXHW75zJ9UnTrhdgjFUVdUr3HqhcY3eUzIuvZTCn5aa45LYD8g7jVxVRsapZw/iAsvkkC0ZdwKDX7du9mVJPYiYOtWhIa7LvoRA1lNT2xhG0VG33mpX1tyJlQH2jR3XMEuvUtrZ9NQHy6WogxdP4cC559VudCB7Rbz5lts29fkF5FkEVLR/ltVqcKSF922ZMaVH4WJFoKrJz+fIHXeYtdLOyF+0iPyvvzZ/L1qxgrItWxzWPXrnnZ7ZWZkELwfP4bJNm6hxkP/N3USxKfHqDhFCBAoh/k8I8b7xe1chxPmNM7RTBONDQwiIGTsKnUFP+n+Z0MUiR8+Ud+GRo3Djb3D+XEi5DMLb125fdDU81xZe7wtfXQOrn4eDf3I6Yf4h6A1kXHKpRzmMdqf0trJpceXm2VBkPvAAR2+7jZy330ZfUkpaYg8yjZFZpZchAPZPOsfty6/dKbSEFNC3b3MPwTPcaHCi77jdrkzj60frWY+iCQ11uW/M3Xfb7KgBfT01I42gwfHr1tW+sJk1OCbKt22zKwu7wLvXSMmff4JV7KfGE96EkxDVue++53bfss21dki5b71tta30739qNVcunhN5H31MycrfyV/0lcPtVUeOUPr33xyf/STHLdJsHJt5F4euutrhPsW/rTT/LaurzWEATFTs3kPZli1U7NypFNho2KTBwKFrppq964p++42yf/8lLbEHB849l7TEHlTu3ev0mJoKb3V8C4HNwFDj96PANyhu4mckpp+VFIJA40NFm3XMvqJfCLQbpHxsmTAbjm+HE6lwYiekLYXeV0DHUYoA9enFEJEAsT0hNhlik8D/1JhNg9FF2RhHIvdt44/cYkZQtGwZoeec43Bf04+k6NcVHLvrLoJGj6J0zZ90/Wt9owbLyn39DXJffwNQPDOq9u93+GB2R2VausvtPlGRJHzzDRmXOU6A2FLosmY1J55/vrmH4RF1WvIxPcDdOLIYSq01rUKjcRr51+OuG2FJzaFHTgsRcA7fcKPVd214OD6tWlmVxdx7LzmvOg+cWJGairAIytcc2qmcuXPtxm1L6Z+1edcqD1prNop++glNYCASJ8EVbY4pZ948Iqddh8bf31x2csECsl962W7XGi9iI+W89RYn579L+08+xj+pJ5V799ilaDGUlFCdmYk2MhJDaSl7hyuh8Sp27XKqCTpwwYUkbt+G8PX1eCwNjbcCTmcp5eVCiCsBpJTl4gz3bTP9sAQCn1atMAgNcXu9fBF2n6R8TFSVKh+AymLFlmfnD7B5YW2dcf8Ho+6HqjLYsxxa94LITo0yG6wvhjLXiUiP3XMvIZMmuXSTLDeqWkvXKJqtip07CR45sna7aabhBuHn51F8Drv+6yDcABT/9pvrClIS0Kvlx8j0adXKpSGoN8Tcc0+dIvZ6jIdRna0wLne4i4dUbZspXKOp/8vVwXmNmDqV/E/t80V5jIPfUktYonKIEGhtNGfRt9xM9C03u1xGETSm3sayI+fPpaxHHvG8HUcCpiMjY2NZ4ZIlhF18MVUWglHhkh8JOfssfCKUiPmOhBvALIB4QuEPiwFq04A4Yd+48R63aSI9pTdt33mbEGMojabG26lDlRAiAON9JYToDJzRqRpql6gEQqOh1MeP8pIy9PWJaOwbBMHGmYF/KFz/MzyUAffsgqu+gfFPQILxBs7eBd9eD28OgGfj4b2xsOQOOL7DanzNSfYrjn+ElpT98w+yqorKffvsHsTZr7xi55Fw5OZbzIHIADLcZHRu+/ZbJHz3Ld23bPZi5I2Pedmrhc8ThBANpmmIvvUWEr5a5LZeh8/q9oKvk22G8fTr4uJcVrNb3tJoaP/hh973Z9m1o/Na39vBke1XC9Hg2CEEQqczf+264S+P92sSGqofR+ffdK9aaHAshabD06ZRbJGn6/gTT7B36DCnEZfBGHXZwXO/JjeX0r//oXL/fnNZWmIPaizihDUGR2fc5r5SI+Htk+AJYDnQTgjxOfA7cPrHfndB7RKV8n9Bmw70zdlLVqFrrYXXCAFh8dDtbBh5L7Q3eh+1ToFb/4SL3oYBNyhLYbt/gQqj+3X6Ung1CT6/DFbOhh3fQnYaGFMEVGdnW8WHaGiy586j4Ev3L7PD067nwOSLOXD+BRT+sNhKoDn5/gdmDY4lpuSCxX+4zuQe99KLhIwbR0DPnh7nbGoKhE6Hb0ICAN0t1uqbE7+uDmw3TDSgdjCgd2/n3QQHK/+7sYdx3oCbx5oDmd9kZ+FueUtr40knhCAguSe+HTt6NURLqg7bx2Cy1WZ22+RljBoHL2VPvQCbG5N2wi2Wx9iY87i6Cjg2uzlyRbc1Ms6dP9+jpvdPOsdpzrDdffs5LN939kQOT5vGgfOa3my2vm79dcUrAUdK+RswBZgGfAkMkFKubvhhnUKYl6gU2h1ORysNFOa7zyHUIPj4Qpve0PdqmPQsXPcjPLAfOgxXtgfFKNqeokz460347kZ4ewgUHALgyNQrOHbvfRhSl0FJ/cP4G6qqrOLJ2Ma7cEWV0TUz69FHSe9pvWzj7McMuM0vpWvd2uMxNBXRt80gccd2tMFBAI2e5M9jdM6XoZoiBULnFb/iExOj9GchjMa/6rm7u61GJH6uB0kwPYxHYvegbgBPHscZ5WvfjiETJ6IJ8DITjsXLVddBcWgwJcNscbgQIMKvvMLpNkNJE3meNpgGx7mAg0GPlJKcea953JztM9IZJ154kYNTLkG6ifPVmBxzk3S1sfA02WY/0wfoAGQBmUB7Y9kZi0nyNs24yi9X4gWUHs1stjEhRO0Pp/0QmPIe1Zf8QNoXMRzeNwkufg8ilBlnVZbRM+nLK+HlLvBSV/h0Sq1Vf0k21NivQio5lQ5YlVWkp7M7pTe7+/Wv/zHYvGgq0x0b655c8CEV27c73GbG5iXU/qOFTio2DdqoKGJmzrQrFy1FyHFGHbRfvp06WX1v86yblARCmIVZSwEn9NxzPe5T17691Xe/7onWFRwIMZUmTyg3Ao6uVStaPfBAbYHp3mrg5RJNmKK9EjodbV+b573mUQizAWzH776jy6o/8KuDlinsogu93sdrXJw7d9nIWzJ2NoUOtBimGtlz59rl3moo8hYu9Cgiszd0XunGttAGS6+tpsTT6ccrxs9bwD/Ae8D7xr9fb5yhgRBithDimBBiq/FzrsW2R4QQ+4QQu4UQExtrDG6R1jYUvr1SACjLbzlJNw0VFewbNRqA0k3bofflSBT3QlllFGSu/homPgtdzwIfv9rliCV3wLNxDNx4J3xzPax5Efb+Rub9D3Dg3POs7GWOP/W0Vb+OYiQ0NNkvveS+ks2DJmhIwwQX9O3c2av6UTOmu9weOXVqfYbTILh6vztbvtG88qbD8kXdxpP6bK0rbZc1qwmfcrGxHycdCQ0BvXop7VosqSQ8/LOrYVtxVbq/Vf0j+bZxV+z7/rowyLjF/VpH6DkWDgGahhNsYv+vNheTxuh5ElHHe0ITEEjnlb/Rfet/aIOD0bVpU6d2fDt2cl+pvrg6hZ5qyOpha3js3vtcV2ioS+xAwDFFSS768Se7bQAhkya5/N4UtHn2WbCwkQKsPLlaMh7dPVLKsVLKscAhoJ+UcoCUsj/QF9jXmAME5kop+xg/vwAIIZKAK4CewCTgbSFEsxhXmB6I0vgrCIhQ3LcrClpO7p/sF1+0K8u49DL2n3W2+XtNSA+y/6pAXvAGXGmhyh5wAwy7k/KAWKr3bKLki5dh7avmvCs5t55F9UfXw/rXEJXWx7x3qPvUBk1FSWUNN328ieziigZrM3jMaK/qa0OMNiVOZqyyouHGVlfSMpVrGDR6FN3/q7V7Mhgke086tiubuNb5uO9atJXl02bR8ccl6Cwi/n729yGrernGsAdCKIkXE777Fp+oqDodw9EC6/Fc96G9/Uq3jbVZ5e8aPZOFPc9jf04JRWUeZJW3eJkK0XAaHFnhvb/GF93s40lF3nADQcOHofH19epF5J/cPN58zuLMAB4LOCVu7PBc4c4GscbWc66O1CUtTeyj1l5aGr8mdrkWgvApF1sZgSsD0ZiXPlsy3i4gJ0opd5i+SClTgT4NOiLPuAhYJKWslFIeRBGyHASYaXxsFDgER4UDUNmCBJwiG1fl3Pfet1NZZj32f5x8/wNzeHB9SQn7zz+fI28shQmzSe31GIf+iOXImiglcKGRk38e4/D8DfDb45TtrLXOrzrsODz53+83R8gkwcu/7mZl2gne/EORx7WeGjK6atVLo9uAlF4ut0dMvaY+w2lQtk64AuHvT4dPPyHkzrvo9OgvrNtba6P12NCbPG7rtYIIFhfUvmiragz83xJrt36DOQ6NYGduJalBbcgvbZwEhMLPj9XHaoW1PRHt0Wu0/N/iVCpq3Me0sdQ+FVQ4jrRdodU5LHdF0LChtV8sBCYpJR+sPeBgD1jW0V4bGXn1VQgh+Gt/LgkP/0zCwz/z3p/7+fpf1wllq485iN8lBAnffOPZAbigzZw5BPR3vHStdRHP6lSOQtIQaVJslyab0tW/R3oaPdKcLG0JQZdff22ysdQVbwNbpAkhPgA+Q9HzXgM4zyHfMNwhhLgW2ATcJ6XMB+IBy0QdR41ldgghbgFuAYiNjWX16tUNOric9EMkA0eOHFHazj1JLJB54ECD9+UMTW4uka/OJe/++zA4eFjElFdYSbKZ33yN7eO3ICcHX2D71q1UVVcTa8zeW7VvPzvGjUMMG25+AK79ZR3RFvtWVAaybvhnRC2qdajbf7bjVcMR66ZS0aM9PmlO8rM0Av9t/Y+P9ijagxXbDjMuLJfQbl0J+Gejmz1dcygzk2AP6+Y+/n+cyMsjFigcOpTXv1nJq5sreXZEAHHBtVfH/9prCTMmJazo1w9DSAiBFsk760v54MEE/POP23qv/b6XmZvL+GhSENOOtLPa9m7yhWyOTXSypyW1D+OHv99BybG9dInQMm25fah+Yax79dur2VhTG8RymQe92JIYoeH2kUGw2NR47Uvyo94X0L9Uz8dLt6AbdgthVbVj+Wv/SW4uK8eVr9Hq1as5uC8bk1iRZ/DhpxWrSCgrs3qYHg6JpVvBUa/G/feJE5h0XPv37ycE2Lz7EMcW/8Gcfyq4cfQVXLpG8Uj8fuBFFJRWkxsQztMXPMD//VS7VPvjlp3c98ZWq7af/UWxYXN1PvUOlpQPHDxAWfduuMu2VdG7N/4uYkWlHTyAf3U1jvRJRUI5r6Y+rJ6bVVVu+z6dWb9hA7633Ez4e+8DcCLrOF6am7tFajQIB8tnltchRq+3eoes/+svZFCQ+droIyLQujFJaKr3oSXeCjjXAzMAk+XXn8A79RmAEGIl4MjNZZax7adRnpRPo9gB3YDjVVGHoq2U8j0UmyEGDBggx4wZU5/h2pGK8pJs374DI8eMQV9czJ7HHiNC54enfZXv3Ilv27ZogoOVPC0ardm7xhOyX3mVk3l5JGXnED1lit32vYGB1Fh4HOiO2D94fY0Gwym9ehE8apSV1OqTmUWrb781f4+2sbXxEYIRZ11AmpOIAW3uvoa8Z97AX1YRpIPvo9pzIU0n4OhiO8Me5fiPl0lSDfHc9v775H30sVW01O5b/2N3H8/SEXT6eSnFK1bgqd/ZoIED8evaFWmcEX373Q7gCKJVF8YMqlX1FuTlY1KIt2odS8ikSRxrQAGn46SJHLcQcCo1PvgZFC3ED51HkpKz36q+I2FEuplVb43uTJ/c/ZT5WL/OnvnH+VKWMP56DxRJqKetdWRkJGPGjDHfw6YHQ55fCF91HM1X64xLQa3sc1KV1bg+tnv+rMI3p8Is4Dwx9EaO/1HGH8FBVgHBtNJ7t1jLMXfu3JlsYPOJGg4XhwEV7Oh3tlnAWdB2pNkpJ8jiWbE/eSj3rfdgmc0B8tobEZ8ssCrr1LET0WPGcLBXLyp27HCyJ0RHRmLp0xR64QVWdiU9k5IoPHAQR35PkZGR9LE4dsvnpqGykt3eH8qpjxAgJSNGjEB7/vmkGQWc2JgYGtq6U9eqFfEvvUhNQQHH7qx1frC8DulardULdsSIEWjDwszXLDAmhko3Ak5Dv3s9wVs38Qop5Vwp5cXGz1wpZb0MB6SUE6SUyQ4+S6SUJ6SUeimlAcWo2bQMdRSwnFa2RfHqanLMGkPjc1ETHEyN0KAtsV+imvX2cv7cYa8mzrjkUvYMHkJ6z2T2DBrMnoEDnfZX9u+/HLntdit3VUOl6RLU3oKypobqY8eo2LOHmmzPczgdueVWj2MxmPt3435oaJ1MduvBHG4zkmG5s3gn6iKv2q8vj9ssh7y8Yg+dHv8N32HDrcqFn5/HbeYFR1HlzTvMKBQIIRBCoNUq310GhBQaftjselnBW8JtUkK82ecS899LO9baTDka1ap2isPkJqP2ZmU7+yWH9W2SeWrw9czvdRE/dBnl0ZhyAsJqe6zjisTW6FqDb2fxCMt93F/f4w51DApzBk4lv6zaPMTjgREcD1LshGr01mdMUwcBp7iiVjBZvbv2N5uRW2r1P1hfH8tlnHciXDu1vplyMZsdCHYAmjb2QQ6DRii/kZAJbnLH2WgAfCJsNMkuhWIX207hJar6IEyZ0m1skGQd7iv3nQkCBw4k9Kyz6LLqD0ImTsS3i3cOFA0RLqEx8DbZ5kEhxAHbT2MNTghhafp/MWDKUf8jcIUQwk8I0RHoCtRvvaGOmIyMhcULrFLnh7AxGD18spRrXr+HQ7ff6UGjkn3jxjv0Qjpyx52U/PEH+sJC8r/8kj0jR5JvzFhbuWcPJevXk/f555x49ln2jZ/AwQu9Fya8icVgIuNy5/EqisJjiJxwC5ETblEKhOD6sx5hXZxrmxRvCB07lBcGX+VwmzMR4soPrJdqhBCETPTMIe/Bb7cz93fH9vUdPv/M7f4+Ru+bGr0Bg0Fy6GSp3fr64YIKlu5uWE+0nSesNTJlPv4cC1IWHC1fJY5eK3si2nPO5Jc5FqzEqXm13+Wcf+ELVnWeGTyNcp0/SzqPpEbjWkGcHqForsp9/Mz9SZueaxxE5LUUZhyhMbbx5OBpfNzDO6+Tuf0ud7rtqDG6uLBxLABYWx7gsK439JpdG7H2iZou/NuqO993Gc3ebEXvkV1cqyOyvFVMjlyHQmLZGeXaFfznTsN5bNgtDrdpbDzCQs8/n4CePR3WTY/rbvW9pNJaa/TfYc/v2+JKPdcvVB7fAQOshWbzi/4MIqB//1qvJTtX80awwbGMmdSmDW1fm0dnm9hMMbe7iUbsRBANOUsRjG2va1Phrdg1ABho/IxEcRF3/zSvOy8KIXYIIbYDY4F7AKSUO4GvgV0okZVvl1LWL+NdXbG1MgZqtDqosvaIePlhxZV2QPZuXr3qftISe7Br/VYMTiI8VmdmcvzpZ+yMdQ1GS/zsl17m+JNPoc/JNW8r+mUZR268iRNPP0P+F00b1MtVrqYxy+0fdseDojgYWjfXVUe0jvyetwIcRyyI980lFPullhyD9cMzr7SKtq/N86i/fzLyag1jjUyd+Bi+c98ksH9/61gpQEmVnplf/sc7q/dz8yeb8DHOeGb/tItOj/7C6JdWM+OzLWzKqE2Sd7Ksmn9jE/miu/vM654Qdukl3LXoPy457xn+ia3N8WN+ZErplQZFCg36ekQ3ntf3MmP/AiFNQoM115/9KDNHW8dCMQgN9468g5smPGQusxy2SYPzd5tkFnl57kp8A9nmRIAyXe8TgZGsjUvh+YG1RuGv9LuC2YOvN39/qb9jYdsZ+TOtJz4lvoE8Puxm8v3dR3NeVehDtdDyiZfCnIm4l16izfPPWSWODOjfn+g7bmd/TgnlVfaP1rJqA6VJtdGo/z1wEoDtUZ04GhzD47pkCmIszCKNSy6O2HKkgFW7czj3ohcZE38Fq9KzqapRnotCoyHi2rqHT6hs7dA0s0Ewvbzri21U73bz3zF7v8kaayN2XduGPx6XXmxGom60TpBqmz9N5yTpaNjFismEcJQ6pAnwdonqpMXnmJRyHjCucYYGUsqpUspeUsoUKeWFUsosi21zpJSdpZTdpZR1sUVsoEEa/7d42VX7+KKpsvYAmbH2I/Pf52xRYnTs+2Yx0oXXRvEvv7D/7IlUpKdTsm49Rb/WzvAKv/++/mNvZgwNeNNrLl/IlzWOE7p9GP0K2/1vZovfLXysq82I3SEomw9G1oYttxQuXPFOr8lUaXVWM/iV7fqTGxDO+DWK5i7qxhvokZ5mTsWwdHsWP27L5IXl6fy26wTpx+1X0pfvPM4iC0+Xd6IHgRD81t75kqWnhF50EW2efpr9OaWU6fz5t7Ui4BwNjqldPoM6h7z/tf0gK6HJE0x2NwYheHbgVDbGJlLgb23imxsQzt4IayNnvdCQFpVg1iQpbdUOXNuAsWksMdkeGYSGZwddy56IWtupMp0//7Sp1XZUe5mYtMoiRYa3gn+ljx8XXvQCf9VRI5ozeDTlYyfiO6TWiyvh88/49oRg/Ctr6PH4cv47bPvbEPx8kZKXa11cLzTGG+erbuO5ecJDZAdGsvC6p6zqm/CxiclTm+5Go2h3P/qXbo8to9LFs/G/e9wEjDRy9JzL3FeqMw1zn4X/z3qM2pAQOnz8EVE33Yg2PNxqW6u77iJ4tHfhKRzR9s036PSzUUvj4fJS+GW1+f5MNqKmoJox997reudmSpHj1a/QJmqxBkWjc2okOGkkpE2qBgC9jw5ttQcurtKA3kUKAhMHJ19cx9E1P85mwwA/dxzKdWnLG6ajXpP5xXCQ4VgbQr428lL0VT4kiOMkiBMYLK7Uo7ov6Bu/jzQU24MeX43gSOcxbrv6sbOS6NRSQNvQpjaGyEPfbufpycn4+mjMGuUTxdYavb/2n3TZx2/tBrAzSLG9P+kf5rKuJzx9MpLlj9TG+/g5YSjr4lIo9AuuldEtbbi8bH9ev/95PSZh0fPO6E48Ee1ZULl5fe37slpes9GsZQdGkBESy3u9PFuuFU40DeEVxRwJaRyfnvRi5V6aMfZecgKchzD4ovsETgQ6d6t2RUSgjnwHcX4mvPonAOsfrp2rVtUY+GlbrVnj77tOcB2wNyyeroXHkAIWphXx+QXPUaPR8vRfHygVLU59haVdksU1iX30EStjVoRgTPcYVu+2Ntnv/thyMp4/z+GxVAe69l9c2a4/E45sZtuxIj4dfD2z/2mE6OUNaB/UecWvVp6nfl270ur+++279PWl7dtveZymwSk+Pvi2b49/cjKt7nMjnBhp8/TTFHzzrXWh8bei8Xds3xY4cABBo0YS+9BDDrc3Nt4ucFo69tcABwHvn2ynESajL8uHqkGjBX0N2UUVhAf64uvjWELu+us37P+1/jEmPCXPL4TIyibKkWXkqMUs25ZiX889xdzx1NJdVi+m28fcQ3ZgBCW+geDELu+u6tvpIE7Qa/x+WhvyCJXlHNtbyVCtLwF6awE14axcMn6LtiobolU8ov7r2IWC+BCiZCF5hPDVpiN8tekIGc+fR1F5FYHAkq2ZEOK9XQYo2oCjQdG0Lc3lpvEP0rYkx6sHdqFvEMujbWwphKDQT3lJfJ54Ng9v+pycgPA6ja+uOFuWckdegL3Atz6uF71OKuaAGpsXT43GhxnjH7Dbx+m4nJR76hl1xMU974znNyqav4ww19nMP63jMhS4N98Y/vwfZjfybo85VoofD4qia+ExNrdSbHCqzPF+7O2SyqtrJ2+W8YVsBdANbZIZ3c1ewAG44aN/caSrMXiodTiYW8o/HmpAv+kyhsv2rXZb7+/WSQw5vqvBBJwHv9nG/Iun0CPds4grlrFxIq66ivwvvvC6T11sLEKno+O39Xz/mJ65Gg2awEA7hxNNQADt33vPwY5Ng7cCzo1SSiujYqOR75mL6aFhoRY3aLUUFpcz6NnfmdIvnlf/16dZhmbL193GMX3HkibtU9/Aa6/LOgzmnEP2cVwWrs9ggMWr8kBYnNsH0GEZy2EZy9oQJb0Gxslt/NjxjDi2nWlptQ95ef6d8FutXZMWPRM0W8ghlHE+27jKT5kFf1RzNrNrpqGjhpIFkwnUK6r9K7WrOKxtxVZDF/bIdmgwEEwZRQThiarbbIQrhNeCyIlA10EN17Tty5q2fY39NF0gMctjqi9LOo3gptSf8JGGRluiyvXgvM8Yex+5DgSwloChAYLEHQuO4apJj5PvZ5NV3fi/ZQ9bDheY/777q208H2hvrzi3z2Ws6DCINnmOo2T/kZ4NNmZI2QHhlMS4FgQ94ZULH+C8y8ZyUVIrHnznN77P0boVcD7rfhYZoW0YcnwXurj6j8FEld6Af13s2TQa/BITzbn62r33LkduudVp9a4b/qI6MxP/Ht4tJzvFZEMqBF3X/snu/gOstzfT0pQJb98+33pYdsZgXj/GUsDxIai6nGWL76f8u2+9yqPTmCzpNKLJ+/yq2/gGaWdHVEfOvehFXu97GQeMNgrv9JpsVcdk0/FvbKLVQ1QjYOeTE0l/ehJ7njnHbV/HgmNY0cF61pe0ytoLQI+Wp/WK8eOymoHcWnU3j1dfx3KDEskgkAr2HzpE7OhyQpPKuD1iCS/q3mec5j8A4kQu2/1vYZ/fVLb43cJq33v40XcWvTTK/CGASh7z+ZS7tN9xvXYZISgzo0iKOBDumaHhJ4mKyvv95As8qm9JQwgdHvRi/LcB+hLCHHensQScox5o4DLC2ihawxaIpXxT6cbDzRX5/qF2kwdh1G5Z3je24lRaltHuzKJOuc4PhHDq2g+w86h1yI0HR8yol3G7iZWaWO75bheaoCBORsV5ZBO4pPNI1sf1ouDWW4m66Ua39T3CwW8tp9jDtB0aQafFP5i/Bo9yHZrBJyLCqWecI/QGyVmvrmHZDsfpKqTFMrMmqFYjH3q+YtvY3JGoPbrLhRCJKHmfwoQQlpHkQsFF4IgzAQc2OFKrJSlPCZg2c9t3zNz2XTMMzAHNcLPZxh7JeP68Ogl8jwyfrhghAjXGh1t6ZHv8XprH9csUw9yDYYrg81t761nElzcPIcjPuwe6bZA6R1Qb05+dlKH8arDOFFJIMBdVPcP5KW1YasjCv7KSSIopQzkfJTKAp6uvYfrAcFZt24tvTTEhlLO9bRdkjuCf5B68p51HiFBmtvtoRTU+pGgOkopnMSquTFlNcUoIj8hFVOFDFTperLmc/TKevmIvF2nXU4WOKnyolsr29JgOdCrKIsKvmH6aP6lBgx4tejTo0fCnIYUK/GgrcmgnstFLDTUW29NkB/RoiaSIEFGmlEstBgQSQTbhgCCIcvBVfjvp0e0JpRQDghJjlD8dNWgwIBHmfT1FW+/73HNNh69WQ0SQjhNF3ueRamoaQoPjrAWNdCCsWgk7gqyCcmyzF6VGdTJWdX7NNmbkMdniu15o65Nb0yH/HSlwui21dXeSjyvhBqs1WhCCH8KSGNRQ2gkpra7N9qMFXPjmel6+rDeX9m/rcJewiy6kcMmPDr2TfBMSqMrIcOm5VlpZQ3m1nuhg17Ghyqpq2JtdwgPfbuecXg6M301KOZtJRdzzz9H68f9z2XZT4OlTvztwPhAOWE4Hi4GbG3hMpxYmAcfiApc2j8O6S77r7FnQtYamWuvDQ5MSWbj+oDmOh5+Phsoa7wJWWc7YTO66WoOBcetrwKjRyQ0I55zJL9vtW5dZRKWPL/eNvJ1X1r7ltE6pLsDqf0cs3a7MfCrwI5Pah0kBISzQn8uUQSMYMlLHqJdWGQcLv/dTtEW9KhegRU8w5bwh5xJDIZukdZA2gxDml4stOTKcACrxE9UEU44v1ehQbs724gSTtevxpQZfqvERyvU4O/l5vu40lvOCNvK47lO7NodVvE4mfkzWrON+nf36fe+K9ygkmJt9fmaGj32G5M4Vn6JHy8M+XzI1ciVV52m5P+g7HtB8R6XU0b3yYwBe0L3HFO06q33T/VqzoLMyM5yvm8tZmk3sQbn2u/2u44BQbF80GuCLK9jht9pq/z2yLZdUPckVA9tx/tbppGgOAsozWqvRUBbTh4uL7nMoSkVOKOFN3Wt83u4pNhw4yTLfh4kVeYqLbZXA4CdZqe/PQzVKjJk/fO+l0gsF+Ua/21ikH8OrNf/DjyrW+N1j3mYSGj6qmci7+gsIp5hf/KyTMEoE79RcyGf6s4gnhxXhz1FQbm1Q/Ib8H4sYSRdxFD9RjWlatt5PcVF/urrWHdtUZqJSq6XS+LoYotnFyzrrYKBlGh/0aJBCMFbzH0/rFiIllKAkh3xW9z5bhOIpVrFvrXm/n8KUDOohW334TTzAQdmGy7Srucun1ku0Qqulmtrf/yU+f3Ljv09RNKWG6iMaKv61f42d47eRarTM8vuc2X6fUox9ksp1fkZD57kP8X1NNeN4lfd7ns/NO61jwPQhjRrjtTQILc/6vM+oQzvgnYaZ2z+s+xLdt/vhqs8BiF18Oev89hG4XAt/+lKtt3lWfjABvxNGA/D/PoG5tZFabv98C/eXGz0xhQGkIH6C4NhKi2fEvBSKC8uoMUgINz67+lwNYx+Bmkp4o3aCGCQl6/zKWcQkwCJG2NxelFTVIE3OoNsXQVytsbJ8vY/1RGP6n+DCeL6x8EjAkVIuAZYIIYZKKTc08phOMWxCGQOl+pYXffO3DvV3Na4LNUJL6zA/1j401jyZmHd5H2Z8rmSq/rbLaC7d510qgmUdhpCYf8RjWwdb+Wb2BUnM/slJEjkLdtkETbtr9EyKLZYf/ozvTXBVGSs61D3Pq5TQPsr5koYeLYUEczwgkpiyQvI0ikHCiYBwYssLeL/nBdya+qPdfu/0uogfq0c6bXeJYQRLKmuXLDUY0FFDlfBBBmn4Rj+a3wz90GJAi4E7RyewKzOfnD3KQ/17/Uj+NSSiFXpjHT0+GCg1KnSX6oey29AOH+N2gUSDNHuxLdUPZa+MR+MvEXqJRi+xzHazVD+EvYa2Rv2NMr6K8335Rq94+vyiH8ReGc8EY3zPD/WTGKjbSVBVBRqNBrpO4CubS5wtwwEY0z2GVVv6sEe2M9sctQr057y+Q/BZJ0iPaE/yyYNW+67070+aIYFR3WLYcOAkvxn6EUYpOo3ARyOoqDGwUyaY6/9u6McItjo9/7as1Pdjj0FxhzegYZW+D2BtE5UhFa+6anxYq08xl5vqHJOKEXw5fpxsNYy/D1h76mUJxfuqTPpjkBo0SPaNbUu5XnnJ5cja39N6vbWXTozMozVKe/kymA36JKvtHQ1HCaICA4KTMlTZLiXJKJrs3YZ21BiFlD1FOkx+YKZ2zu3chrL/lAlAloyyar+1zCGaQv7o0Jd8nxAy/OL4raI7wgf0HSTJ/9oH3NzWsytRfgXkxEWAXpCMfR1TH5d1bMc/JxWBIcM4WdLrNBS3DiT8SAmFBBNkXCLWazTslu3R6fVEVmqJ8zCRxNpJvRm53HGssAOGOOJa9zbnB8wL70XqcV86BAYyqGMU6ccK8OG/2h3aDYaIrcABCG9Lbkw74C8Aft6Rxf1+wUAhOV0iiNlTgH+/wbDSInVjx5Gs/few+dir9QbW5gQzxiDRCA0kjOBYQRmF5TVUVOs5YChln97awcKQMJzlW47R3XAQH/Qs2F6F3m+fOWbM9/kdGdY5irgwowCl8T75bEPg6RLVg1LKF4GrhBBX2m6XUs50sNsZQWSQL2VAq5Da2fmA7JaXPUVIuGJgu9oEhB6yO7wd3Qucpwt4p9dFzHBluCwEgb4++PnUzsCGd639sSxIvoCoiiLGHv3P0d4OWZEwmFXt+nsca8RW3Jw2vCPz1xzgeJF3WUYs456AErfj507DndT2DB9jyob2kYEcznOe8mLOoOvol73HbOh684SHEUjOPeh4vvFjZ+fCjSMMaKi0mOUWE0ixrBW8Lpp4Fr8v2kq1MSNKJtFkyminaxY7ZYLVC9+Wf2QP/tE7N3T8w9CPP3CeduBHw3AwYBZwXqi5kthhJxlyfBfhQSEw8Cae+c55PJkFemv34wGhEZw3dBisW8XCpHPpUnCMPrm1L8WXaq6gwCeEawuVJcNXaxTn0SBfLTqhoaDGWlsyp+YalrkQcC4/50mK/IJYtlhxBX60pjY7ezU+vBN6l9P7oZQAs6bIEXmEsq3/HB7cY/2b8tVqAAOZRFONFj9quD/oNipr7LUbD9ZYG6r2DdvDs7xHWmQCu2V7HqiZbrX9ZfkmPckAIdguO/FAjbKM+lr4PLoVHOUjwyQmScU54PUdPsw27vdAzXQiAnWMPW80J/5bCcA6Qy/uuOlmnvppF7uyirjVsJjJrGNPaHuWdB4JElZWDSDIV0tpjZ5l2LtT3yduU+LbG7XpjuqYjuGyyefxyN/Wy+ZbI7qwJH4kTx1ZwD5NAl8PHc65GRswIPhYr2gygsrK+Rb7ZZibxj/IB7+/aP5e6uPP+4bzGYljAedr/Wj6D77bbOuxs8fdPJC6jSnx8Qya3Iflv6azq/83dCk4yp0V1YROnIM89D4se5VfKnvxZOo4hg7qRo3Rs8yv7xgqDi/hsbY3cTipNQeuHAcvWvyWLnqLBzb8bD72x7/fzpdbjvBBcjZdY4P5PeZBnvrHfgL4554cYp97hbLAEDqtUlQ3HYdkct7Bv3jrZE/kr7vNAs791dMhHbY9fjZhgc0j3IDnS1Qm/7VNjTWQU5WYID8OAbFhzpcpWgICycPnJJI1y/N9Pkw6lx87jWDx0ked1kmN6oReaFy60I5LtDbODPXX8X/nJ/H0UuVHVBcjU28CqTlaofJUuJk5+i6zzU9D8/RFPUlsrWhk/nxwrEvbpEK/YHMuKPA+kFx9EUKY00vUlxX3jOLsuX82SFuWnAiKYknnkVxfh3Ga7hGDlBg0WjJC21gJONK43dYFXSMEkYG+FDiIL+OIO8bcTduSHIr8XIdIGJfYio/+yvB4/LY4uucd2eDYGpMv7zCIgBr7GF7/terGFefMNocWsOvPKOkabH7LJm8rd7/xyEBrIWtIpyh+uWuky99EYxiwWmrMdkYlcCIgnCV9zmWLb2u2xHZ3sWcttprlG896mGIXy9gAeotrYzqq77cco3tsCIs2HuFku36sateP7R9v4sFJ3elg9F46lFcBbWBDXK3GrfXsJ5iZHc3hUGMOazfn6cuNygT2pk9cv96v/dCUDak2SOnBsDje7HOp4x2A3k+t4KFJicwY42VuqwbCo0ViKeVPxv8/dvRp3CG2bITOB5+YGISv/SyoJVGh9SU80PsxVvq43qdSq3Oa72dvmOLto3PgInHjiI7cNb6rXXnjUPcH4d6Idhx0E5vEW4SA3c9MYurQhPq31cBu3ZaaSFtsX+51pVtsiNMAbpYsu8s7LZQJd0bGjkyWTOHq48OtX0Qr2g9kcaeRFPoqL/bpo60f1ELAoluH4CnZgRFml3yAjbGJbL7pEbt6tofQNsK7CZSj8PueGBm/1vd/VikoLHEm3AD8aPTQPBriPAbQm30uYUX7AWy2ERSEEFZ5sDy5NxoLS0GtTBfAtImPkRGT4LCudHCbZQZFUWnhWHHO5Jcp9AvGoNFy3dQ3eGLIDQ7bsrw2931Tq+l5blk6J0trBc5/DuZxyTsb2BOpaJN3RdmPLV+vYZNlVHGLmEFzft7FF//Upv9pCg/fF5anN3ofzvBIwBFC/CSE+NHZp7EH2ZIJ6NWLrmv/JGhw3e0wGptZw27musuUB9Dl5zxpLv/fuU+yP9T5y3t/mL07smVk4ucGXMOxkFZ807U2RUKeTXwMVzhz523o2DmO3nddW7mOhOoJt4zyLPKuibOTlCi4UUG+Vkt2JtqENb9DYowLAceVK29DMbpbDB2jg4z9uReo/mjbj+cHXG1VZps00iOMu9S+Z5Q/Doa24d2Ui8w3kW18Oa1G0CrEn04xngWttDVIf2LoTXzjb38f2Qoo3gp7jk5B99bu81rVlTVt+3LO5JddBu/MDQhnbr8r7JKwurtapgnGseBol/W+tngO1RVzsFCPhHn7OpVaZUL4/ICrOXzWFKttBinZ2DqJS8572qp8V1RHcziZyW+t92icV20x0PqPVWxsnWS3rf8zK52O8v21B3n0B+to702Bo3xmTYGnj6yXUaIYO/uoNDC7w9u5r+QBM0ffxZZW3RnbXVkmslSNF/sGsbTTMADeSrFPB+FIJWupav6zbR/lD4uHwd2jZ5qTI0ohuHGE8ziQrUMdv9Btk1g2Bguvtze6ducyaYu38VYGJJi8CBzvN6Wf94n0nKUVaAy0HkaPrQ9PX1Srarc8v1sfP8th/ZcGXGWlEQF7TdN3M4biDlNXprP5Y+cRZAZFscZ0jxvR2ZwDV1qtAw5ySjmKtbLNJs4LWL9fX7ikF8Fehjmw3N8kWH9+02Cv2mgIzJnXbc7TBz3P544xiqeYq5/7Uxf1ZEX7gcwYe6+1VgIoqVQSUV539qN8eOuLHoV2MLc7aJqT8SrU9Vdl2m9N274cuMRaW2OKJF2mC+CR4bfyUY9zuOLK1zga0gq9lFRU69nqwl3dlr6vb/aoXufHGigdjgfcPepOrjvb3qRh6PO/N9kYLPF0iWqN6QNsAPKBPGCDsUzFSw4mDmDHbf/Hno4pDrdvjWmY5RtTokLp5Ce7vMNgzr/wBZYlOFezHzSt5eJe+MjzDyU7MByAP9r1J7/Ufj3fhCnGwx4HyRS9ZevjZzl9gDsacduIQJbfbT0r/vsR7/LG6rwUcNpGuA4AV1Htnes8wKbYRLuyB0fM8LodE67kJWcanA5OvMCGd4myEiTHJ7bi70dcB34UQgkuBtZLTd4srw7tHGX13ZN9bTUmWUHR3HjWI3bZvCOCfPn0xlptrSs7kLTIBA9G65jIIGXMKW3DuHxg+zrYmwjOS2lD3/bhvDu1PwefO9fcpjfYLsnVFdvb6ruuY9hvDljp/Ngu7K1EJHeVwiI7MJL8SO8SlFrarFgiHMTzcSbEuhOCbHeTFj+urTFd+ar7eHOdiXP/JPH/GkkQMSWJbaDkoAAbH3X8O94d2YFsB7nSPLVRa2i8epMIIc4D9gOvA28C+4QQ7kPDqtjR7fFH+N/Mq8i66CqH2/u1D/e4rdmDr2e+RSLBCy9QMmavie9tLjM4e3cKgV6jtfuxmrQwAIctEgxKIXhq0DRed2JYZhCCQr8QLrjweZZ0GsHdE7o5rAe1SwlLOo0wt7crsoNdPWc2Ppb465wH/3L2crCt741GZumdI/DxYs3mpUtTGNJJefHGhTuead7gQtvljMMWwifAjx2HscNFglNvePtqay8mHycanN/vdZzduG+7CLPmsH+HCBZMG0hrD5bhTEt/rUK906iZSIl3HT5AoiwTWnJBb8/trDrF1C5vmm4ZV6/A93ue73CrLY+fX7vcYLoXTfeMt8SG+vHWVf344bbhCCE8EpAcCaoh/vUzZvdoocdFJU8Fu4pqvdkmZpWNRs8d7uxQnMXschTt25UxdY2DZGCmF79JG2WL5T0BMKWv91pek2DzSR3zmC29cwQBOusl9eaOUOwp3k6VXwHGSinHSClHA2OBuQ0/rNOTyOeeN/9dUagkvbzxZudh9G8dZ+/a6Ih/2vRU3CeNVGt9uPj8ObzYv1Z4cjt7s7lh8/1rbWksl0FWte3Hhrhkpxqf2mjDPiAEkcEezBqFMAtRjh4Qi7pPcNuEn4/GqRFlLzcvvNphCMbbeHw5o0urYId2Ds7o3S6cyCBfXruiDwuucxyTKD48gBcvrdXomZYWPOWxoTfxTu8p7it6wLfTh3JurzZM7uP4xW95npwJeiat4f5nz+WbW10vE1ka914zpAMZz59HoG/jeIpJCZv/r3bJa88z53DlIKMW0YO1CcuZuGl27+qBX+HGUN+Et8EvAWada+9qP+/yPvRt731QtfoKMw7xwKbF1c/I09/Yun25rG7blyJdIJ8lnu35+OzGYr+klltStyjVtkMvrnAsxLjCG8Hb+UAE50x+ma+6e58256ykWJLjw+wun0bQbJ5R3uCtgJMtpbSMmHQAyG7A8VghhPhKCLHV+MkQQmw1licIIcotts1301SLIHhs7RJIj6GKdsWRh5EJ3y5dzJ5IzpgzcKrD8gofPwwaLcM6R7H2wbHmmfNZSbGkR7RjsU1eKlv1ZaFvEDeN6MjzU3qRbUzW+OiwW/jdJg2CO3RaD59Q9bQlEcKxP9Fj5/VwqpnpGB1k552yYJrnARG9mcWYal7UJ96lIa8lOh8N869xHgvGls0OlqtsOSe5tds6oGjEAOZd0dfOq6VXfBhvezAu0yXVaoRbw1+T0FAnA2E32LbYOsz6/Pv6aMzX0tlSriWWt6ozDU5CVKBV2Un/UBa5ycvmLCy/K64Z0oHzU6yXZwZ2tF8isMUUT8nyaFOPFTmsu/bB+hvvTh/dmQk9HAvsbcKde4h5o1XNDozk8vOeIrMO2dxNmPLZeRK6wnTuDAizPZHlbs8tq7/3kO3hN0S6DU/JeP483r/W8fNeIwQPTXL/vGluvBVwdgohfhFCTBNCXAf8BPwrhJhik6OqQZBSXi6l7COl7AN8B3xvsXm/aZuUcrrjFloOIVOmoLFQ82n9a1X17902l/snPUieXwh7wmsfcj/cNgydkyv0a/tB3D7mHtbF92Z0N+c/6A+nDaRdZK3q+f1rB3DP6Lt4N2Uymx6bQGJro6bG+IA/HhjBOZNfplqrIzLYl8sHtuPjpHN4etB1/NfKfrnppUsd2xCZ8PVwGUdjcs90ITRsfmwC6x6qfdjaCk+WM+vvZgzjsxsHuzRy9tdpWfeQd3Y3ltg+fE0aF0cJPeui0dUIgQOtdr1wteSR0tYzTdfkvvEOvcBMmDyKvBm66TgbW/G9+Pbh9O+gCABrHhjDLzOt7bC8fX90duKNF+Kv4/vOo8gKjOSvNr24ZtLjfJzkejXfneC76JZareknNwxi4bSBBPhqmWkTbiHOg2XAh0dM5/kBV1OtdR+EzfL54QxnwosnhLgwoG6o0ASeUuyrCFsnHNiROEOiLOOnRnXkzd6XNOh4NELw88zayWhDPw8AAn29j/Nle1m6xdbfK7Ux8FbA8QdOAKOBMUAOEImSn8qzheY6IJTp1f+ALxurj8am7bNz8NU5fpjMnTmJJa9cx9t3vs6OMYo3U3HrdoT469jSy7F9A2DOKv3xDYPY/NgEXux/JXeMuZs/7lP2CfHzMc/EHREd7Gd+4fn6aJg9+HruH3mHeXubMH+EENRofPgrrpfDNpLiXLueeqzlML9ZausX+gaZ3c63Pn4WUcF+tI0IJDle6fPOcV0dN4Fi8zGia7RH/Yd6qZqffUES/jqt1exqSKdI3rq6Hztmn42vj4YnLrB33/QWrfB8xpYZ5JmtxlWDraMxP3xO7Sxs7uV9XO5retGZvN+cTa6vHaLYUY3s6tqt1xKT5qSu7zNP3P47RgfRp124+XuHqCC3968ljsb25lWONVk1BsmxkFbccPajFPh7HjrBFZbC6ahuMYx1sJx6fkobj+753IBwO++zJy90nmX6fwNca5ekzX1qmliYR+JqiaoFmXOkRnfm6UHX8WFPT2Lx1A68WuvDAyNvJ92BDWFdMJ0TjRD0jKudeDSG/iYsQMfGWeNZeucI95Wd0NSCqKd49WSXUl7fWANxw0jghJRyr0VZRyHEfyhhFR+TUq51vGvzI1L6AKD1dT5b8tFq+PymIXyyoTV3FPgwZbiiqVjXcww9t6+1S5dgWpB5YKLiyh0V7MeqdkqSxk4xwcy/pp/VD8MZj5ybyKTk1vRrH0G3x6xtACb3sV8e69Mu3MqVMTrYTzF8W+y2K4d8euMgHvhmO5qcWg3O/rB4euZlMHXiY+YZpqUnjOnHNKpbDHuzS+ht1DyYXpJjununot44a4JXM/dpwztajQMgqU0YOq3GvOR4/fCOXD+8I+NeXs2B3FLqopvQCMGY7q3oFB1kbMMxl537FNUaz37KtkuiCVFBJEQFknGyzO0Irx+WQKeYIMYYNYYr7hlt59b6y8yRJMWFMnVogsfLC51jgsxGlo4C1HlCdLAfe7NL6rSvJcnxYWw6lO9w25c3KxoU073SNiKAsADl/rR9vuudWvV7hmlWbWvc6Y5HHdjkWPLt9KFsP1rIU0vtQ/E7mslf0k8RbDpEuY7z4+znsy+8LQOyd6OPjII871/PzfHedDaZs8Vsp9PAgxRC+Z1W1RiwdShtjCUqAbQK8adViD8Zz5/HJxsyyCyosKvjso3TQcARQnQE7gQSLPeVUl5Y1wEIIVYCjgwDZhmTfAJcibX2JgtoL6U8KYToDywWQvSUUtotIgshbgFuAYiNjWX16tV1HarH2Cprj58zkePGfk3bnI0j3iAZNKQj3TnK6tXHGBFdbRWtdlmHwZxz6B9iAwWPDPKnG0dYvfqoVRurV6/GH9ifizHVnWMsx/Bnhv0PZ80a+wgAlaW1p3jumADStvzNxCjJ2ymTGX10q1XdDqEaj853QlA1GUaV8D+tk1jRfhAJxcet1OeW7ZQWK/mANm7azCVttKAvZPXqw1RUS6L8BaMiiut1nR8Y4M+vh6rZnlMbnOqjSUFMW15qNZb9GbWuj4MDT7B6tb05WmmZkk/o340bORrsXmG6+2htm119TrJpwzpu62ngfhfBGEp83S8hAAyN07J69WpeGhXAxzurSD2pZ+fOVMrLFVf+f/7ZSLHRoHLz5k3k7rV/4QlgTVbt92hg9epas7zsPVvI3uPRcLguyZePd1VRXl5GpfGwN2z4iwj/2vPUK1rLjly91fXsGaVh50kDbYMFR0uU+za/oFYoWb9+PcG+gmdHBJBfIdm4UQkxX1ZW5va+GBEsWaSFCgdxyfbt3EbFYQ0nyxXhRaevNLfX0b8Sy8PuGmj93RMsxxZXfpApXXX01Bxj9epMl3WPFSvjiQsW7Nn6j9t+nYWnTE+3thkZ1daH9P/+Jh04cMA63ENSlIZdJ2uFuNxc68Sex48pz6RPe0xkXVwKE0sryXUipOfn57N69Wp6RGroFKa1OjZbzVBdMQU4/WrZEw3SHigaVmh4rcqwNj5sPqEI/OvWriNQVys8nDjR8CavlZWVVue8PdA+AFavPm4uu7WXD69urv1RrF+/niCLcZWWOJ5cXNBZx0/7q+ke4dm7oKHx1mx+MbAAxfamflMUI1JKly4yQggfYArQ32KfSqDS+PdmIcR+oBsOcmVJKd8D3gMYMGCAHDNmTEMM2yWpCCwdr4ddcQW+AYpa35TUy9U4LE0RxwC/zX/Z/N3k3RQYEMAVU2yMFpf/7LZtZ/X0BgkrfjF///rWoQwyGisO3fM3G4yZiaMiIyEvF4CLJ9Xar9y6soyfOo1g5rgurN2Xy3+HCwgJCWbMGPcRWBcf/4+/s/RKAkLfQBCCnTaZvC3HWtPqBDd9sokpZ42wC853ruN4cF4xBrisqIJBz9YGpxozZozdectYfxDSd3Hd0A5MHO84rkbgptVQVsrgwYOs3Iudkb3pCKRu59L+bZlxiWKInl9aBWt+q8cRKTPxV/5XGzbgmO8eUlfuZdzQ/vx8ZBuUlTJo8CA+2f8fFBcxYMAAjzSAZjy99yxofbyIj3etJTgoiPgAHf9m5DN65Agrj79RoxS9nFYjzH1ERESy485+6LQac+yQ8PBwyMsDYPjw4URYtHEgpwTWriEwMNCj8fXdV3u/WzJo0EC6xSq/v9LwDCb2bE2scbluxEgDWYUVjHxxFQBv3nIWPz/yi10bznhymL/VPTZh3FgcPhgdnGeDQZJancqNIxLo0srD5bDlta7R380YhkFK/H20LEhdB8DM8V25cURHs4Zqp9wHe2uTCEdGRHJRO1+WbFWEr4jISMjN4dZRnfDTabl1VCdift3NR39lsD88np5JPdlTeRRy7F/QkZGRjBkzCGeX5vqSnSxcn+HZcdkwqlsMf+5xn/urLozt0QoaII7/1YPb87lF+oSPbj+LC95YR/rxYoaPGKFcA+P1OndgdzY50L7Vh4AAf7e/izHAq5tr75lxo0cR4Ks1j2t4j3gOb7RPynzh8N78tH8TERHhjBnjPuBmQ+OtDU6FlPJ1KeUqm+B/jckEIF1KaVZTCCFihBBa49+dUPLGHmjkcXiMrbJOZ2GQqX1iDuVT7BKye9TeswOvoSLK5E5tzzfTh7L+YfdGs/Ov6c8Ptw1z2IeJdpG1ng2Wrt5CuLZZuWNcV/NavrfLDUV+QR6peyckxZLx/HleRx72BlfebSZMHj+uDP8aYgYaEeSLv9Ha/M5xXXh+imcqdEvO7mmtV7xzXFcW3z7cyp24PkNdee9oK2NIbxAI3ps6gPem9rcLZ6DRCLulrk4xQYT466zsy1yN3RS/x1NjSmeeVJbLA9cOTTALN6AsMVsa43qrsm8XUnu/ndfLu6B1Go3guSm9PBdubOjfIYKBCZH0sjAyv/esbmbhxhFCwHPG+/CBid3N52Zo5yjuPasbQX4+PHJuolV9E7YGye7OlKNr+9Mdnt1rFzaEm7UThPH1WZdkwZb0bhtu5TCh02r45MZBzLu8j901uH54Ao+eW3/vpQXXDTB7x7my07TkVYsJUoDxt2SKnXTzSMd6QdNxhfg3T0ZxbzU4rwkhngBWYNSgAEgptzToqKy5Anvj4lHAU0KIGkAPTJdS5jXiGLxCY/GAbPf++wgL4+JuV06BK71zONvTLon4nMOkRSYwPsR0mPa/+oEJnln+T3LgKmz5APL10Vi/aCy6Gp/Yineu6U+N3rECT6sRxBndPuuSegAU49XG8BbwhoggX/Pszxmml5jexdv1xUt78+LydI88UVzROtSfjJNlXNw3ngM5zu1xHBEfHsDEntbXXKsRZoPbScmteXv1/jpFujXRpQ65vSxDpEQE+XJ2T89c2GedZ29n4up2aRcZwMPnJHr8snN2OfNKnEflri8me66dT07Ez8e5cD3/mv7EhDRfYt+ecaHszCxCCEGgr485hMDfRo2XpV2a5QTHUgS4tH9bVqadqN1WB/nAnX3XlL7xfP/fMQB+njmC8143aqZG30WprmFyvpntYxrA/GTr42fz4vJ0Mk4qS9qtQvyZ7CConxCCW0Z15tlflOVEf52mThHQhVBsyGaO78ql/TwLTzClX1vu/XqbVZllKAhHDOkUxf1nd+OqwQ1jfO0t3go4vYCpwDhql6ik8XujIKWc5qDsOxS38RZP8Mi6W6ab+GXQZBZG92fsiGTiDrtOaV9XTC/ryX3imHeFtXdFz/hQft6RxcLrBzKmW4zL2alGKAaf++ac43WuJhNajcCgb2YJB/jg2gF0e2yZVZmlFsCUSsCVlmZQx0i+nTHM6XZPMfuYCcEQm1QE7nAnuNx/dnduGtmJyCDfBrN58IS6Gkw6clG//+zu/O/dDQ7rCyEaJOWAK0HWkkkeCmqOCHKTc8rR5KQpMN0XPdooAs7VNt54juL5OXtM2Ja7CuXgjAB32jiLPiyXWvfapIWxZM7Fycz6IdVt36YlpYbMzBbk58OTFzle5nbF5QPa8fGGQx7X99VqqNIb6BwTjBCCe89yHmneE0y/YYFgWOco/tpvvbSr02q4w8bbtSnxVsC5GOgkpWy8qYyKHUltw0k9XsKd47qS/rFRwGmE99C2x88myM/+wTF9VGeCig6Zw+67wiT8eJPGoG/7CBZvrTWkVGaBzS/g+NrMpNc/PI5AC3XuWUmxvPnHXm4Y7v0D2hnn9mrDsh1Zdg8e8wsEPE68OO/yPvzfklTzUoIzNBphJwTV1ZvJG2pfivXva1DHSMICdBSW1z/njbM7r3us+yWgtKcmeR7cshnx89HUKXJybKifXeBHqH3RWWtwarESfCzK37iyLyO7euf1OKVfPAlO8p95w9+PjKd1mD9SSqr1El8fjVsB54VLetE+MojP/zlMH7P3Zv2utyfBJZ1hEt7nr1HcSZbfPZJJ85w7FKc+OZEag6HBooRbCrZf3DzELu1FI8Tt9ApvhdBtQHgjjEPFBU9dlMx3M4bRPiqQyrYJABxPcO0OWhfCAnUOBRONRtAh1PtgUJ5y7dAO5oCBSW1CW1RMhT7twhnRRYnnEh8eYGW8GhPix1+PjKerBy8+Twn282Hh9YPMy3y2eHNqJveNZ8fsiSR7mKoCaoPN+fo03TVoqIdgg902Tt43rULdL20E+Gq9Eu5PFdwpr2pn8s6wEHwshaA6XLN7JnRrEKHYFN1dCGE3mXHGOb3aMLRzFC+OCmDyAGXZ5cdOw+s9lroihHUsq8TWruM6+fpoGiUFiu3lMIUvaW73cW+PNBZIF0L8i7UNTp3dxFXc46/T0r+DYgxa0akbV016nLF9W36YbE8RQtAxWvFycKR6vnJQe7uypmLx7c338LLEHAjP5hVy+YB2fLXJ3nuhrrx+RV9W7DpeZ4NVb+gUE0R4oM78MFRp+TjT7DnSxnkiyNQlArJPE2vIRnaNZu1exXPUxyiNtwrUoNH5cN5FLzZolm5PuWVUJ97784DDyWDvtmFsO1potmVsE+ZPVmGFg1bqj1mwtRnH7WO7cPvYLo3Spzd4K+A0XBABlTohhCDfP7Rlhf9sAFyF6ne3xHImMPuCnjy+ZCexxjxK86/pR15pNeXVDgK2AHf3q5uHWUSQL5cPbBqBMtDXh62Pe54Y8YkLkjw2pK8PjpYMNj7qfaLCUwFPNRfuFlFMAo6lNs6TJ5SnHjyWmNK/HHj2XI4VlJtd8y1pbzTqj/Ik2a8Fb13Vj9u/cO4zY/LIA0XYM9hG4nNCeKDOnDm8IYgyapJdaT+VVC+SZyYnc+PHjWO72YQme3XCK12qpWu40T28BiWFgkoTMapbNAE6bYPafTQEntgnuEKaZwINMZrTj/E9Yln/8Dizge2k5DZcNbi9U6PgPq0aJxN3c3L98I4ul9v6Gr3CdB6+tJ1xiSOvkga+L+PC/K1CMTQXv90zyqv6zn6ftak2HGttBPV/GU4f3ZlXLutNlDE8hEYjnHon3jG2CwuuG+CR3aAlpozqnaKDzDm+LLUkdXWc+Hmm+3hg3mDpdGCHsWz2hT0ZmBBRp8zynmKy3dM1t7GNE7x+Cgoh+gBXoQg2BzlFvJmakoRvvibjssaR+1qF+JP29KRGabs+fDtjaL1mKIYGNDhVOTN586p+HMgp9dgI2xlXDGrPnhMlfLj+oLmsoY2ul98zilB/nZ1RZlPTKsQzl+kJPWJ59bc9duEGTBgcaXCEYEKPVqxMy7YWfOo8Vj8u8TDjuo9Ww/g6LH+ZBIf4iAD6tg8HlFguK+8dzZ97cqwFHCcH8u+sCQycs9L8vU+7cLPHZV354bZhHM4rM3832EwIf545wiyIjewSzbYjBYzuFsM1QzpQXuVYy1sXVtwzysqT9MNpA/kjPdsj+7TmwKMngRCiG0o8miuBk8BXgJBSjm3EsZ2yBPQ685ZUQvx19QrmJM1eGLVlQzpFehRwT0UFFFfbXh5mRHeH7TJVQ3lGrX94HCUVNYRa/FZaktfVa1f0cehdlRQX6tB7yoTtC9cRYYHKMfvpWu5v2tKmZGSXaK4fnsCM0Z1pFervcawny+B8/TtE8OXNQ9BpBRN7xvLrzhMu9nRO3/YRDoNymoQaS1f4e87qxuUD25m1Ww05Z+xmo6lvHeZvl8C3JeHpVCcdWAtcIKXcByCEuKfRRqVyxmGKlpzUJowJPWJ55uc0Prtx8GnpkaJy6jB9dGd6tAmxSvZaH4J8tcRbeMg9cUESw7tEk5m2uUHary8XOUiw6wlPXZjM7J922qX3sAxv8OSFPekVH2b2SmyRWIzXR6vhiQucZ1h3JDgktg6xsmv6ziIG1rtTB5BTXGml3akr43u04qVfd3OOg7hIWpuluzNZKe6pgHMJigZnlRBiObCIBl+VVjmTSWwdynczhpHSVsnKfZOT0N8q1rQkl/rm4J2r+9GtdcN7fJleUvHh/nV+6TvCVlC63mhLl5nmqHbj01C3T6+2YVYvcxO1tiKKlvd6C9tBT1OtjOkew0d/ZZg9SW0J9fehqKKGuyd0Zd7KvV6P3Xq8ntsCuqqy5PbhHLJYUjIRE6LEETItTcaHB9RpKS2xtWuNmvU4m/YZ0RJsy0x4JOBIKX8AfhBCBAGTgXuAWCHEO8APUsoVjTdElTMFZw8wFedcNbg9T9kk3/vr4XHs2fpPM42oaTnHy7xNnjJzXFc0QtTLo2xM9xhW73ae6uNMwJkR/MLrB5LooWA6pnsr9s45x+ly9T+PTkAvJR//leHxuL6d7jjxo3ThzekNvduF09to9O6I3+4Zxf6c0iaJTG1a9m+KudDGWeMbJc5OXfFqJFLKUuBz4HMhRCRwGfAwSm4qFRWVJsbWzfb9awcQFx7AnmYaz+lCkJ8PD02qX6ypeCfBGs9EbF+u3no3ubLFc5u2wQEDnIQbsLVtcUV9HCK6xoY0aIBQVzSl44anRutNRZ0NHKSUeVLKd6WUjZaHSkVFxXM2PDKOs5K8V3erNA4m3cXTk73PMXS60JRhUkxCSV1yW5mwXFJzh6MqLdELVCNgVLcYPrh2QHMPpclpObokFRWVetEmTNUYtCQaarnjVKb2HDT+WbhuWAeO5Jdx94S6J3esa7LZPu3C2XqkoM79NiZCCD65YVBzD6NZUF1UVFRUVBoBX6P7t49GSYj44bSWM4MekKDYuzWZkXoTdBPo68OzF/eqX7gK81+eLFHV/m+Kth7Qgl3gz0RUDY6KyinOuMRW9G4b3tzDULHhvond8fXRMKVfW49TIjQV704dQEZuaaOPq4VH8rejXYTiXj0wwb3Dg6VWKrF1CPdM6Mb/BnoWiFClaVAFnEai/ccfU52Z2dzDUDkD+HDawOYegooDQv11zDovqbmH4ZBgPx+vsszXFek2y3jLIikulFX3jyEhynEKCEcIlGWgu+qxNKbSODT7tEIIcZkQYqcQwiCEGGCz7REhxD4hxG4hxESL8v5CiB3Gba+LFmjZFTR4EOEXT27uYaioqKg0G+ckK278nWM8iwLcWMSF+RMX5pmHT8foII+MhWuXqFrc60fFSEvQ4KQCU4B3LQuFEEkowQV7AnHASiFENymlHngHuAX4G/gFmAQsa8pBq6ioqKi45spB7ZjSL75OWcMbkr8eUbLBN0buL1W8abk0uwZHSpkmpdztYNNFwCIpZaWU8iCwDxgkhGgDhEopN0hF//kJSvBBFRUVFZUWhBCi2YWbxkZV4LRcWoIGxxnxKBoaE0eNZdXGv23LHSKEuAVF20NsbCyrV69u8IGeCZSUlKjn7hRCvV6nFur1ajr8tNT7XJeUlLB27Z8AGAxSvXYtlCYRcIQQKwFHMalnSSmXONvNQZl0Ue4QKeV7wHsAAwYMkGPGjHE9WBWHrF69GvXcNR3V1dUcPXqUioqKOu0fFhaGv3/Liiqq4hz1eoG/vz9t27ZFp6u7m7c7/u1fia+Pxirjd11YvXo1Q4aPhBXL0Wo06rOxhdIkAo6UckIddjsKtLP43hbINJa3dVCuonLacPToUUJCQkhISKiTEWNxcTEhIU0TCl6l/pzp10tKycmTJzl69CgdO9Y9ErE7YkI8S/DpFeoSVYul2W1wXPAjcIUQwk8I0RHoCmyUUmYBxUKIIUbvqWsBZ1ogFZVTkoqKCqKiolQPDZUzAiEEUVFRddZYqqg4otkFHCHExUKIo8BQ4GchxK8AUsqdwNfALmA5cLvRgwpgBvABiuHxflQPKpXTEFW4UTmTONXud1+thlYhfjx3ca/mHoqKE5pdwJFS/iClbCul9JNSxkopJ1psmyOl7Cyl7C6lXGZRvklKmWzcdoesawIRFRWVFsG0adP49ttvm3sYpwSzZ8/m5ZdfbrT2x4wZw6ZNm+zKV69ezfnnn99o/Z5qaDSCjbMmcEl/NXpxS6XZBRwVFRUVFRUVlYZGFXBUVFQc8uqrr5KcnExycjLz5s0jIyODxMRErrvuOlJSUrj00kspKysDYPPmzYwePZr+/fszceJEsrKyAEUb8NBDDzFo0CC6devG2rVr3fb7+++/07dvX3r16sUNN9xAZWWly/KEhARzH4MGDWLfvn2NdEaah08++YSUlBR69+7N1KlTrbZt3bqVIUOGkJKSwsUXX0x+fj4Ar7/+OklJSaSkpHDFFVcAUFpayg033MDAgQPp27cvS5Yopovl5eVcccUVpKSkcPnll1NeXu52THl5eUyePJmUlBSGDBnC9u3bXZbPnj2bqVOnMm7cOLp27cr777/fYOdHRcUZLTkOjoqKCvDkTzvZlVnk1T56vR6t1nmAtaS4UJ64oKfT7Zs3b2bhwoX8888/SCkZPHgwo0ePZvfu3SxYsIDhw4dzww038Pbbb3PXXXdx5513smTJEmJiYvjqq6+YNWsWH374IQA1NTVs3LiRX375hSeffJKVK1c67beiooJp06bx+++/061bN6699lreeecdpk+f7rD87rvvBiA0NJSNGzfyySefcPfdd7N06VKvzpc7Xtj4Aul56Q3aZmJkIg8NeshlnZ07dzJnzhzWr19PdHQ0eXl5vP766+bt1157LW+88QajR4/m8ccf58knn2TevHk8//zzHDx4ED8/PwoKCgCYM2cO48aN48MPP6SgoIBBgwYxYcIE3n33XQIDA9m+fTvbt2+nX79+bsf+xBNP0LdvXxYvXswff/zBtddey9atW52WA2zfvp2///6b0tJS+vbty3nnnUdcXFydz5+KijvOKAFn8+bNuUKIQ8avYUBhAzZfl/a82cddXVfbvd3mqCwayHUzxsamIa9Zi75ev/32W3u9Xl8DkJOb51tSWqVoWyUCYRP3yWGZFAjh1DYtJ7fakJqaWuVs+1dffeUzdOhQcfDgwWqAYcOG6RYtWiRjY2N1YWFh5ampqQwdOlTz+eef6zp16lS1ffv2gBEjRhgA9Hq9iI6ONmzfvr2mpKREl5KSUpWammoIDAxk9+7dAampqXYqgpMnT/pmZGTof/rpJxkTE+NbVVVVkZqayogRIzSLFi3SxcXF6WNiYnxsyydMmFBZVVUV0Ldv34rU1FTZq1cvZs6cGZiamlpmMBi0Go1Gb9uXI9zVzc7N9ispL3FuBevoGjgrN5blGHLM10Cv1/totdoa290//fRTn5EjR4rjx49XHz9+HIDjx4/rAgMD5YYNG2qys7MDoqKiylNTUxkyZIi49957/VJTUysSEhL8zjvvPMaNG1czfvx4fVBQEIsXL/b/6quvxNNPPy0BioqKxG+//Vbx448/+l599dXV27dvFxqNRt+lSxf/vXv3Vvn7+xssx7J//35NYWGhLjU1tXLFihX+c+fOrUxNTZWtWrUiKysrYMOGDeWm8u3bt2tatWqlN5UfP35cN3jwYPbv318N0Lt3b9+vv/5aP2HCBPM5NxgM2uzsbJGUlLTD6XmupT6/L1fbPS1Xn4fe7edJvbq8w8KADs4aPKMEHClljOlvIcR7UspbGqrturTnzT7u6rra7u02J2WbpJQDaEYa8pq19OsVExNzdnJyci7Am8m12w4cONChU6dOhyzrOypLTU3tkZycnObJWB0RHBzcqqqqyic5OTkTIDAwMC4kJKRGo9HEmto9cOBAiE6na9W2bdvMLl26dNi6dauViuPAgQMdNBqNf8eOHY8kJyeXZWVl+RgMhh7Jyclpl156aUJqampgbGxs1Zo1a/b5+vomREVFFcbHx1doNJr2ycnJuwH2798f4uPj08rPz09qNBqdbXlycvJ+IUSvTp067UtMTKyqrKwUQoiU5OTkNEfnxRnu6t4eeLvL7c72r+/1CgkJaVVeXm6+DqBci+DgYH23bt1yhRBJpv2EEH4ajaZTcnJy2p9//smyZctCFi9eHP7ee++F7d27N1UI0eP7778/0Lt370rLPt58883OrVu3zg4ODo7s1KnTIY1G0yM+Pv7Qli1bfJ999tk4gPfeey8jNjZW6+PjE5ucnLxPCJGUkJCwLykpqcrYd0r37t13CyESExIS9vn7+7fp1KnTIVN5YGBgayklpuPQ6XQJ0dHRBcnJyQWW50VKWerJc6Y+vy9X2z0tV5+H3u3nSb26vMPctXsm2+D81ALa82Yfd3Vdbfd2W0Ofm4aiIcd1Sl6vsLCwAk/K6su4ceNKfvnll/Di4mJNUVGR5pdffokYO3ZscVZWlu/KlSuDAL744ovIYcOGlaSkpFTk5eX5mMorKyvFpk2b/F2N69tvv81IT0/ftWbNGiuDmT59+lQcO3bMNzU11Q/gk08+iRo5cmRx//798xyVm/b75JNPIgEWLFgQ0bdv31Lw7ry4q1vX7fW9XpMmTSr68ccfI48fP64FOHHihHndMSoqSh8aGqpfvnx5MMCCBQuihg4dWqLX69m/f7/vBRdcUPz2228fLS4u1hYWFmrHjh1b9Morr8QaDIpiZv369QEAI0aMKPnss88iw8LCCv7991//PXv2BAJce+21Benp6bvS09N3jRo1qsxyXEOGDCleuHBhFMDSpUtDIiIiaiIjIw2m8rCwsALLcoBly5aFl5WViePHj2v//vvvkBEjRpTW9bxQv9+Xq+3eljcnzf089GY/T+rV5Znost0zSoNjiZSyQW/YurTnzT7u6rra7u22hj43DUVDjqulX69t27a94WhbVFSUnZrWUVl9GTFiRNlVV111sl+/fj0Apk6dmhMdHa3v1KlTxYcffhh12223dejYsWPl/fffn+Pv7y8XLVq0f+bMme2Li4u1er1ezJgx48SAAQNycZyixSmBgYFy/vz5GZdddllnvV5P7969y+6///6cgIAAOX/+fL1tuWm/yspKkZKSkmgwGMSiRYsOgHfnxV3dum6v7/UaMGBAxX333Zc1cuTIRI1GI5OTk8s6dOhgXlpcuHDhwRkzZnSYOXOmpn379pVffvllRk1Njbjqqqs6FhcXa6WU4tZbbz0RHR2tf/755zNvueWW9omJiUlSStG2bdvKVatW7bv//vuzr7jiio5Dhw6N79mzZ1mvXr1KXY0J4IUXXsi86qqrErp165YUEBBg+Oijjw5alg8dOjTCshygb9++pePHj++amZnpe//992clJCRU256Xo0ePRntyXurz+3K13dvy5qS5n4fe7OdJvbq8w9y1K86kEDLR0dEyISGhuYdxSnLs2DHi453mNFVpYF588UVat/ZKNrCiurq6wXP6HDt2jNtuu83sfdNSOOuss/j666+JiIho7qHUmca4Xi2Jt956i8DAQK6//nqX9Y4fP86DDz7YRKOqO+rzsOWwefPmXEvzE0vOKA1OQkKCwwBWKu5Rk202LWlpafTo0aPO+zdGbqPAwED8/PxISkpq0Hbri06no3v37kRHezT5b5Gc7rmoYmJiCA4OdnvvCCFOiWe0+jxsOVg4DtlxRgk4KioqdSchIYHU1NTmHoYdGRkZzT0EFTfMnj27uYegcgZyJhsZq6ioqKioqJymqAKOioqKioqKymmHKuA0IlJKKtLSkFIipWRnZiGWRt2mMoPBYN7mqJ43/Xmzr+34ynftonzXrnqPoy5jcTYuWwwGA4W//ILJ1dW2P8tzWd/+LI/B1Zgs66ceK2DnsbqfNxUVlTMPT54vKt6jCjiNSGV6OkfvnEllejq7soqY8dkWdmXVhtw3lS3dkcX0Tzfz0/ZMdmXW1rO96W0Fkoq0NAwGg7nMUR+OkFKy81gBhT//zJHpM6hIS1PGOn0GR6bPoGjZMnZlFlqN41CR3qovd3g6FlfnrXzXLnb++a+VMFO8fDmZ9z9A3oIFVuOwPJfe9KvX6/n0sxUcueNOipYtc9jmrqwiq2vp6phv+ngzN368qU7HbYuUEkN5udvzLaWkoKzKoYDmyf4qKirNS0VaGgduu4OKtDrH5lRxhOlleSZ8+vfvL5sSg8Egy3ftkgaDQRoMBpl6rEAaDAbzdr1eL5dsPSqrqqrk/y3eJgc985vcfiRPph4rkHq9Xhb8/LPcO36CLN+1S+r1epnz3nty7/gJsmznTpm/dKncPWKkzH73XXMdUx96vd6uL0tSjxXIKx/8WO4cNkLuHDxUlqamSoPBYG7X1IeprcX/HZF9Hl8qd6z+x9yX5TEU/Pyz1Ov1VsddtnOnTD2a73QMnpy31FX/yNX9h8vU1RulXq+X+UuXyqJt22Tm009bjdHy/Lo7dtvr8taqPbLDgz/Jr1/8QO4ZNVqW7dxpVc+yfdN1cNa+wWCQO47my9SjtdsdXXdP2LVrl9SXlcny9N1SX1bmsm5+aaXcfqRA5pdWKue+slrm5Bd6vH9jcfDgQfn55597vd/ChQvl7bffLqWU8vHHH5cvPvtsne6jU4mioiKv6o8ePVr++++/depr1apVcv369XXat7HZZfFsacmsWrWqQdtLPZovr3zwY5l6NL9B2z0TADZJJ+98VYPTCEijdgXAv0cPhBAIIUhqE2rWiACkHS/mpeW7eWZZOp9uOEJFjQGBku6mMj2d7FdeJebee/BLTKRo2TJyXp1L2P8uQ0rJiWfmICsryfn4U6LvuRu/xESEEPSMCyPteLFLLUZSm1BmzbwQwzMv88SwmzmYU4qUEiEEoeecQ9s3XscvMRGAXZlFPPnjLmoMEiEh/vXXzNvAsUalIi2NozNuo1NhJkI4T9/j6vxVHjyI7JDAf/HJGDokkPbl92Td/wDHbriR4hW/EXPvPRwIizMfp+nYNRoNPePCXPZr0sZUpKVxbVQFF/RuzaSJA8FGUwaY2xJC4N+jh8tzK4QgOT6cnvG1/ddHkyX8/fFt3w7h7++yXliAjnaRAYQF6Kio1pNxsozsUkmlVufR/o1FRkYGX3zxhcNtNTV2aZccU1NDTX4BsqLCw+oetnsGs3r1av7666/mHkajYPrtmp5FpwpJcWHMuusikuLCPN7HYDDYabhVrFEFnEbAcjnDYDDw47ZjGAwGu5ddUptQHpjUnZW7TnD/xK58fuMghBDM+GwL+0PbUPXEcwRPnEhlejq6DgloIyMIGj5ceeH6+FBz5308M/wmjvUZbvVCT2oTyjvX9COpTajD8Qkh6BkfDt26g0aDePIR0r78nqN3zqRq9+7aF/mnmzm6aSs6jWBGRA5+z8ziQK51kNOQSZOIueduCr762mr5RhoMipBSB1uYomXLyLz/AYLnPMrZu9egeeFpZhwKw3DjdDQBAcQ8cD9Hg6JJbB3i8jid4ZeYSNs3lIzM+2+/i/R1/7FKH0Grhx/CLzGRyvR0h0tW4P7c2uJtfUuEEGgCAtwKiUIIwgN9FSFMpyUhKpBWQcrfnuzvjE8++YSUlBR69+7N1KlTOXToEOPHjyclJYXx48dz+PBhAKZNm8bMmTMZNmwYnTp14ttvvwXg4YcfZu3atfTp04e5c+fy0Ucfcdlll3HBBRdw9tlnk5eXx+TJk0lJSWHIkCFs377dfhA+PvhEhCP8/dm/fz+TJk2if//+jBw5knTj/TZt2jTuvfdexo4dy0MPuc7O3ZzIOiwZZmRkkJiYyHXXXUdKSgqXXnopZWVWWROYMWMGAwYMoGfPnjzxxBPm8oSEBJ544gn69etHr169SE9PJyMjg/nz5zN37lz69OnD2rVrG+z4vEVKSXlxaYMKI6fqUo9pgubNbzVt3WZO3ncvaes2N+LITm3UODiNgG/37sTcew+6bt2Yv2Y/L/+6h6N5ZUwf3dnqZSeE4IKUODpGBXLAqEWRUnL/2d3AIPngi9XcZDDg98xjxL/+Gu0/+MCsPWk7/x0O5JQwa2x3O6nf9GNxhJSSXZmFdCw4BmFxPHHXhRzenMCc9GrmP/6suf0erUN4tLuG9q89zYdPPEfeoUwqH3uGOUt3MatzV0VAAjQaDVE33UTwiBH4du9uNlJu9fBD5M6dh3+nTvh7GLDOJBjGvTaPmHvu5uQXXxI0YgRlf/7BO4+MpGPf8YhzJ7A/u1j5Yb/yKj1HDWRXVhFJbUI9fjiYtDFSSrq+8wZ3Vocx3qeAzOdfwDchAf8ePWh1373kvDoXv44drcZv0sRVpqfj2707Vbt3m89ZZXq6WZPmybXwBrnwXDAYFIHUqOWj52QYdDNUlcHnlyn9Af5IdDU1MOBa6HsNlJ6Er6+1bvD6n132t3PnTubMmcP69euJjo4mLy+P6667jmuvvZbrrruODz/8kJkzZ7J48WIAsrKyWLduHenp6Vx44YVceumlPP/887z88sssXboUgI8++ogNGzawfft2IiMjufPOO+nbty+LFy/mjz/+4Nprr2Xr1q12Y6kRSvqlW265hfnz59O1a1f++ecfbrvtNv744w8A9uzZw8qVK9FqtXb7NwTHn32WyjTn9leeIA0GDJUVaHS+4OODf49EWj/6qNv9du/ezYIFCxg+fDg33HADb7/9ttX2OXPmEBkZiV6vZ/z48Wzfvp2UlBQAoqOj2bJlC2+//TYvv/wyH3zwAdOnTyc4OJj777+/XsdTXypKyqg5coSKdu0ICAlqkDYPhMUxZ9B1zAqLo2eDtNhy6TGiP2mvvEqPEf2beygtFlWD0whU7d5NzqtzSV+/hY/WZxCo07Dq5/WkGV/ElstUAGv35XLP19u4esFGrv7gH2b/uJMTP/3MzWs/Jq4kx2rJCJSX5sHcMk7efx/s3+uV1L8rq4hnXltC+q23M+f1H/lzbzbLl/3D/Wd1RRoku44pnkhpazfz6NYKZvW5Br00EDD/feKKc3js30/oVJhp1aZJYKjavZsjt07n6M234JuQYDdud5g0KwFJSUTccAM1N0wn+IILiH3uWWJK8si4Y6bSX5fuvDn6JoTEyhjaW4QQBCQlcbZfsXIOjedRCKFopu69B9/u3QFrj6qKtDQOzLid3Pff58it02uNtB0YITeYytxgQFZWKkKOTfuGinIk0qquqKpGVldTV/744w8uvfRSc3TgyMhINmzYwFVXXQXA1KlTWbdunbn+RRddBJWV9OjRgxMnTjht96yzziIyMhKAdevWMXXqVADGjRvHyZMnKSy0TtNUY5Dkl1eRm1/IX3/9xWWXXUafPn249dZbycrKMte77LLLGk24aSgMQlCt8cFQVWV3HV3Rrl07hg8fDsA111xjdd4Bvv76a/r160ffvn3ZuXMnu3btMm+bMmUKAP37929xARH9gwPxadcO/+DABmuzR5tQZp3Xgx510Jieamg0GnqOGohGo77GnaFqcBoBv8RE4l9/DSklC67rzLFN22n/+qd0LBzETuDGjzYx67xELugdz66sIr74+zD3TOjMicJKvttyDAOCWfmxLHh0NmHnnosQwmyD0/aN1xXtQ+cuvDnmZp7o1JmKtDQ7zYEzktqEcuVV43kJGHnOUPYsWswtaz9Bdg0gd9FXvDnmZmZfmIR44iEGdzqLv9r3Y50hku/7XMvMtr05++03nQotfomJtHr4IXJefMks9HiDpWblt6XrCH/lJURVGeFXXkHBF1+yKOU8LgtpTVKbEKZ30lLz+ENonnyed662XgKSUjrUpjjCUmvU6qEHzcdmElJNGpxdWUXM+HQz7wwNgY6d+SFuIFMWLEQrlP78e/RwKNCZ2jddN28or6rBX6dVjuGGZVBRAf7+ZkEMQJaXU5WVi8+UL9GGhlJRrcdXX01ZaSlBQUGKbVVQlFuNjS0mmyxXWG731WioOnwE3/btXApzQUG1M3VH9Wz79NEIggN88dUKwsPDHWp4bNttDDzRtLhDSklheTV5eUXEtgonwNezx6/tObH8fvDgQV5++WX+/fdfIiIimDZtGhUW9kp+fn4AaLXaFmefJIRoMM2Nicr0dMQTD1P51hsEtLCUIipNjyr6NRIHckvJvOtujm3ZwZw9egyzn+NAWBxIqNYbePKnNHZlKhqd+VP7IxB8tvEo5TUSg17P1GEd6XHlFDQaDRVpaZx4/gWzMTFAz/hwZt87mc7Fx926L1sihOCC3vE8dvdkbh3VmXHTryTuxefpfvcMol55ldl3XUjHqEDi7r+X6ftW0LU4kzbhfvQZ0IHzUuLMNirOXk5h555L23cUFXpdtRa7soqYs6ua0pvvJPa555AGA0hJeaWeg7llpK/fgvbD+bzabjzT1haCsH7oe7MOb2mPk/3Ci1SkpVGRloZv9+5WAktSm1DeGRqC31OPEr/tL6bsW4OoqQbjsuKurCJ8u3c3nxuT5sa2HU+p1hs4lFdGRbUecG6PI/z98WndmprjJ6goKSMru4Cqw4cRNTVUHT5CRUmZeTze2H+MHz+er7/+mpMnTwKQl5fHsGHDWLRoEQCff/45I0aMqB2Hztqg2VBeTnBwMMXFxU77GDVqFJ9//jmgGL5GR0cTGmo98xZCoPPREBYWRseOHfnmm28A5d7atm2bR8fSkggRetqEBeCv81zbdPjwYTZs2ADAl19+aXXei4qKCAoKIiwsjBMnTrBs2TL3YwgJcXld6kJj2NO4wpmB7YGwOJ4ZdJ3yrD2NOVWNqZsaVcBpBHZlFTFjQzH77nyMOWk1PDApEdGlOzM+/w+J5MaRCfhoBBJp9tBZsC4DAH8fgUar5dO/D5F2vPYhJAC/jh0B2JmpqPF7xoU51Ry4QghBYmwwTy7dxTO/pLMmvg+7T5TSc9RAOpccJ/Ouu/Hr1Imu77zJuPOH8/zyvazMqOa3n9ZS+PPPLgUq0/EcvXOmQyNdV0ipxOfpmH+U+cNC6fDDpxhOHKfoy0UEDh/ONXn/McG3kB4j+hP1yqtMue86Pr5hkJ0BrzcPOUtNk6GyktJ166yMrYUQZo1QjxH9iXttHhVHjiCqlOUiQ00NGct+Z8ZHG0mb+xaHbrud43PmULD0Z47ccSfFy5d7rF2zRKfV0CEy0O2LUAiBNjQU3/aKqr9Nq3D82rdHBgYi4+I5VKKnolqPrKig6vARZEWFR8JOz549mTVrFqNHj6Z3797ce++9vP766yxcuJCUlBQ+/fRTXnvtNatxWApgVYeP0KtbN3x8fOjduzdz586162P27Nls2rSJlJQUHn74YT7++GOXx/r555+zYMECevfuTc+ePe2ymtfFiLcpkRUVVB06BMeOeOwVBtCjRw8+/vhjUlJSyMvLY8aMGeZtvXv3pm/fvvTs2ZMbbrjBvJTligsuuIAffvihQY2MzfY0JWXuK+OdQORImHFmYFsXb6RTkVPVmLrJceY/fjp+mioOjsFgkKlH82XJjh3yrT92y+rqanN8lNSjBXLE87/Lxf8dMcdLMRgM8octh2Wvx3+WV7/3lxz49Aq5ZMthWbZzpzQYDFaxZlKPFcgRz62Uyxavtoo9Y+7XgxgwO47my8cXb5cdHloqu8/6RaY8vkxeet9CmXo0374v41jfeuVDua7vYLlz2AhZ8PPPLvuoqamRWc88Yxczxx2pxwrkFQ98JLeOHCtLU1Nl+a5dsmTHDpk+cJDcPXKUzF+6VKYezZc1NTVy8X9H5I4jjuPs1CX2TNnOnXL30GFy98hRdsdXvmuX+VgKfv5Z7uqeqHx691H+T+whUx+cJXd1T5QHbrhB7uqeKHf2H2AVo8gbDAaD3LltW71ivxQVFZlj4pjuMX1Zmfl/U3wcy/L64KyvpqS54/64o6yyWu47nCP3Hc6RZZXVVtucxcE5ePCg7NmzZ1MMr14YDAZZVlTi8TUvKyqRRTvTZFlRiVW5ozg4qWs2yjUDRsjUNRvNZXq9Xqau2Wj3DGwqGjoOjrfUNW6OZQywulDf/RsD1Dg4TYsQgk6Fmey/eQbff7WKd9ccVFy/c0vo0SaE+VP70yUmhBmf18ZwuahPWyb3a8e6/Xl0bx1Mx4JMjs28i8r0dKp27+bEy69w8oMPkHo9s7prCXnyYdLWbrLq15OYK7uyirjpo02krv6XqYPjuWNsZ7qVZPHYxk/oWHCMtHWbOfHyK6TNfYvurYKYf00/zvYtokfv9oTPfZ2E9+YTes45LjUSJb/+Sv7nXxB++f+80iyZ7IOeH3odB8Pj8e/Rg4CkJGKfeJy277zNsT7DmfH5f7y79gD3frWN6xb+6zQejbcul/49ehD/3rtEXHM1wRMnWtuXGL3ifLt3J2TSJCLvvhtCQgi76SYCJ56NJiSYqI5tQaNB164dEvi68xiyz7msTstTlenp1OTlISsqKK+q8VgzIaWkptCYJqKyEllRYbbhsdSwWMbXUTQ7h9EXFblt3xUV1XoOnSwzz+Dr455eV4S/PzIuvtni/rjDX6clLjacuNhwr5aoWjLSqIkBCAgJ8viaWxoYu7u3TRpbS28hWwPbMy0mTF01VfXV/Hi6v2whS2iqgNNIGAwGyqv1GAADeh6Y1J2Xft1tfiH3aBNi5zJ+Wb+2BPhoWL8vj2lrC6k0um3runWjevBwcua9xoJnPqBtuD8RvgIM0ip9gicxV5LahPL+8BAe3/wZw2UBn/59mKnXnEW3+W9yMDyeGRuKyRpzDvKD+ez+ajGdCjM5ePud+Bw7Ro+RA6jKyDC7gjtCSolP+/ZE330XETfc4NVLzmwfdNdk8w+3avducufO4+DJMnq0CeWdq/tyXXQVr/4vhY+vH1in+DK24zV5R5X99Re5816jePlyq22V6enkvDqXqt270Wg0hI4aidbHh+JPPqFsxW8gNISMGEHcyy/R+rHHMDz2FMt7nY3UCPMylzf4JSbiExlJpVanCA15+VRlHMLgZllDX1RE9ZGj1OTmos3OpurQYYdLIbbCjjYykprjJ7xaNrHFX6elQ7AWcewohoqKJrXHMFFRredQqd5st9TSEEIQ4OtDgK+Px/dEQkICqampjTyyuuPt0pQJk4GxrKig8rDj+9SEJ95CZ1pMmLpM4qD+Nkqe7t9SltBUAaeR+DjHl0cGTKPtwBRmjO5CQmQAVw5shzRIZny2hbTjxVY3qMFg4MDJUhbdPIh7z+rC4+cn0WNEf4QQpK/fQsGyXyEwiJuuHE2nViHg48OcZemkrdtstonx5KYXQqDp0p3Z/afyyPYKKqr1tA335YGtZVRXV/POoCCSe3flxO0PIUeOY39IG57ofy37Q9oo0YQfeJAjN9/s1L6mIi2NYzffQsHnX5C+fovXLznbiM++3btTef2tzPiriLTjxXQuyiLr7rvpXJTVIBoCk9Yrbd1mcj/+BOHnh0/7DlbbDoTFWWli/Hv0oN2CD2j74QJav/Qi7T5cQGDPnoSdey4+Pj70vPpSFtwwyKv4N6YZj8FgUK6lTmcWGjhxHKmvUdzEXaANDUXXri01fgEYJMjwcCSujb1lRQX6vDx8WsfWS/MhhMDPRwNIqsrK6/TSqy/+Oq1Hdkve4Kn27EzFPzgQGR1TZ1fvSq2OrKAoKrW6eo3DkZanKTlVNEj1tVHydP+WYuytCjiNxK2jOnPpFWNZOG0Qu7NLuf6jzbyyYi8Hckt4Z0gwPVqHWNVfuiOL+77ezvqDeXz69xGeXLqLpdszkVKSOLwfxbNfoMNHC0kaPYiApCQ6vjefWXddRI8R/b1eBjEgORQRz40jO+Kj1TDv9wMs3X6CR1/5EfHw3Zx45FEWb83ixk+3sGZfDocj48kql8w4HI7hhltp9cij5Lw61zpysdFAuPLAAdDpqLr5dmZsKPY6Po2Ukl1rNzHj083syipSAuktfJd3hoWS1CZU8eJ6/FluWlfkNKmlN+pRk9YrcXg/wiZNRJaXc/KDD8j/aSmJscGKRsxozG0SqEzxc4KSk4k4/3wCe/a0E7Y6FRzzSkVrcicvXr6co3fORFZXYygvR6evRmg0+MTGUh0YbNeelNK8jGUyOMbfn5qICCjIp9qoxbGsZ4myXNVe2Q/q9TIX/v74duiAf2REg8c3cYeU0mpJriHaM5SXY/BAw3AmU1FShsjNqbMw66/T0qaVsmRXHyGyKWLCuBJiThUNUl01P97u31KMvdU4OI2EVqtlxugu7MoqIjE2mP87PxENggm+hWQ+9ShVNnFRzu/VBoDzklvTNjyAJ39K49lfdtO5VQjo9Wz6ehltb74YkVlIjzahHAiPN0fv9Ta+ikZo8PXR0i4yCJ1Ww93jOyGF5L7xg2mzoxU5zz3HgBG9mJCSyIsr0rluWAe6VWcwqCAL7RffkHnRpSTMm2clVO3KKmLOa0t4bP0HyBkzSbxyCu+cKPF6CakiLQ3xxMM8OvP/kAZp5WZt+lEljRzAB50LEQiH7XsTe8b0g61IS6Po1xXg40PZr79StmIFmXsO0uOe282eVLYRk6V0HG/HlJkdIWg3/x2Pro/JXd23e3d8ExI4UlTEiT17CPf1xSc6mprKKg6dLKNDVKBV/JSKaj2H8sroEKmUm76H+QWSF6yjTVgAwt/fqp6/Tou+qAhtqHIsIiAAUIQbcywb0/nx9/fqYVip1eFXUaHM7I1xe5rCFsfkJebbvp35eBqiPRkXT1ZQFG20Ourf6umHf3AgFV4Ks1JKKkrK8A8ONC/bSSk5efIk/i3UfgqMQsw9d7PqphloultrJtSowtY0VAT3eo/jTFK9DhgwQG7atMl9xQbg/9k77/imqv6Pv2+SbrqAAm2BsruQvfdwoAzHz+cRVERlI1sQFWUJKLIRKFNZIooCZRXZe++26QAK3dDSvZvknt8faUK6WyxDHz+vV8Qm95571j3nc75TCMGemzHM/zOEya+4M/9ACJN7udO7cQ2Cz1zFs1PLQqcNWZYJOn0F9w7N2Rdwn3pVbFAoFFTbu434xUvA1o7ZPT6h/7s9WXAgBJ/2tnh1blVoAylu4zX9XR2bimcNW70ruoARW64wuZc7fV5w5uCeU4w+n87Cd5oiSRLfHwjmNfkeXX9bg53QIOXkIH01E+/33jaWlx0URFhcGtJXk5ndYTBTx7/xWBM8MDqZGYt9CbNzxkypYF0nO6QGjYwngbKkZSit/UVdHxidjHTsMIrlCyE3F7ltB1IuXsZ+8TK8u7YhMCbFGOjP0OfZQUFFEilDfwDltsHR6XTcnzOHlAN/ohsyGFGrFhjmiZU1Zo4Ohe7J1cpIgEroQKVCqxPosjNRWlpjplIY66TNyUVlYY6cno6clobS0RGFlRUanYyZMu+6vOjH2rz4N6oqVZDMyqY+0GhlktMyccjJAAsLyM1BVblyvvuFRlOm8sp6nfF6k/ZVlATHUJ5WFsb+eVLIzs5+rM29vP30PECTnYMuKQmloyNmlhbG7y0tLalZsyZmFdwew7pa1Jpb3nKOrd6K2fpVPBgylP+MGFSBtfz7orzrbUVDkqQrQohWRf5YnHvVP/HztNzEhRBGF2vf61FCp9MJ3+tRotM8/d+d5x0VAdHJhe/Jc4f023lMtJ1zWPhei9SXcSVcPFi1SqT7+xtduQNOXCzWBdnUrbk0GNzGd12NFG3mHBI3IhLEzqsRwvdqpNDpdEKWZeF7PUq0nLZH+O08JlJv3BQBm38TWq023/NCe/QUSXv3ioyAAOEfmWh0gS8PDHXxj9R/Ao5fFIHdeujdIaOTRUB0srHvHscVvDgERCeLtnMOi7azD4mA4xdE0t69IqRTZxHYtr3ICAgw1s20z2VZFpmBgUZX/opC/Jo1j9zQTT63+vYTOTk5xdZ/wGcbRWDX7iJ53z6RGRgobnbslG/8DXMiae9eEdi+o/jm3c9EQPhDEbBlu+g095DwvRohkvbuNY550t69IrRzF5EZGFjmuvtHJYm2sw+J4zPmC393TxGwYFmx7vYlwfS6srqlms6NikBFl1caHsftODMwUAR261GuMXoe8LRdvItyMy8rCtbV8PfRI0f+Up0KzuvS/n6eUdo8fNJtoQQ38WdOOp7m52kSHK1WK/x2HTcSAcOGrNVqhe/1KKHVao2DbvpbwImLwj8iUbSdc1j4RyYJ36sRYtzweSIgMjFf+SVNmrJMKMMzb0YkimYzDoivd94UbWYfFF/vvCnqfb5P7LoaaSQQOp1OfLv1oHHzK7ixy7IskvftM25KAdHJovN3R0TAiYvlmtQF7zM8KyAqKV8/Gf4tagMqT9tN638zMlH4XtOTUZ1OJwKOXxDp/v6F2mm66Zpu1hVBuHQ6nUjYvVvc+fCj/ASn8QtC7eUtkvbuLZJUGeIuJe3dK271fFFkBASIX1f+JAJM4gQZ6pwRECBCOnUWAZt/E0l79gi1l7f4bd5aMav/JBHo4SkS9+wxXl9eAmfoA41GIwK2bBe5ubnGmEoF+6+0fjBsKkWRoqLKqUjC+yTKKw2PQ3AeNxbKk0B5ScvTJDl/5VnFkaO/GgenICko7e/nGaXNwyfdln8JzjMgOMYX4/iFfIuxcWM2kQaYSnsMG7khMGDi7t0i0NNLJO7eXaELrqEey4+ECLcpe0WdKXvFtF03xFvj14m+o9cKvz+O6clGnuSk5bQ9wm/XceMGGdy+vUjau7fQBqrT6fSk5PiFcge5k2VZ+B+/IAK79RABxy8agw3qdDrhH5UkbkYkih2Xw8WKI6H6TbSI/iiLlMDQdv+oJGMZ/lFJelKZ912n744Iv13HiyzLQCgyAgKM5KskwlWWcZNlWdz38RFqD08Rt3OneLBqlYjfuUvcX7lSPNzlK5L27BEZAQEitHMXEdqla5HtM5Bq/4hE0WzaXtF2zuEi62MgoxkBASJgy3bR/9MfxY1mLYXaw1Mk7dljJDcGwlTaGGq1WhG/Zk0+qZ4syyJgy3ah9vIWyfv2lXh/QZj2pVarFQGbfxPp/gHGPiyPhPKvwHROP+nT9ONsmE+bhJWEgkSgNDL7V6QqTxMGcmR6IBXi0Xg9LnkqSApK+/tJoSKIpmEeGtb+goeiJ92WfwnOMyA4homTERBQ5EnfsGgaNm/fa3oVlmFDuhmRKJpMPyBuHjknQtp3EH47juX7vSLq53s9StwITxDNZhwQK46EinT/ABHYUa+aCe3SNZ8kZcWiH8WJlh1EwObfROKePSKkXftCG63p5pkZGJhPQlXWDSIgKkm8PfEn0WLmn8L3WqToPO+o8L0eJdrOOSyaTD8g3KbsFW5T9oqvd938y9KrgKhHG2lAlF5NZVCt+V6PEp2+O1ykFMpAgJYfDRFt5hwS/iYkp6hry6LqyAgI0Etq3D1EzIqVImDLdnGr54vG/jQssol79oikPXuKXJB8r0eJ+l/sEzuvRoi5P/8pbkYUrSo07SNZlkXAsfMiqG078cBnlQiISNCT6rbthbp9BxH20ccibsdO8cDHJx/JMIVBrRa/Zo1RGrbiaKjoNPdQHjnRS8J0Op2RGBr+zgwMNP5tSpaNkroTF8Xp5u1EYMfOxrn2tE7/+dR6T+AEajoOf1Ui8Dj4K/1Y8D3TarUiYMt2I8kt7dT+NMawIlUjBdtjGK+CRK2odul0OuF/7LwIOHYhnzSzoBTZ9O+CGoAnhYokmllqtQjt3EUEduxsfJ8Ne9yTJOL/EpxnQHAMkGVZf1I+fqHIl7koaYIQwihZWX44WAScuCg6fXs4X3oHQ9mPO3EKPlen0+ltZ46eFwm+u0XAsfP5Xsafdh4UAZu3G8mLKVM3tDFu9WqjLY5BsiFE+W2CfK9FirZzDoubEYlGdd6NiATxw+FgsexgkPD+2k+0mXPoL5M90/4zEL7iFiDT77RarVh+NEQ0ne4nvKcdEDcj9OpDnU4nbh47L3ZdiRA3IxIf2RKVwR4pae9eo0oq4PvF4kTLjsYNI2DLdtH528Mi4PgFEdyuvQhp36HIjcPQBv/IJNFy+l6x4lhokaS4YNsyAwONaqsBkzeIG206iAuNm4kLb7+bX1Xm7S0ipk0X91f6iJTrN8SDVatE8rXrInLGDPHAZ5W+rtHJosWsg6LulL1i+dEQEXD8ogjt3EUEd+osAhYsEwMmbRCBHTuL4E6dRezs2frf2rUXIR3yt0mn04nEPXtEgq+v8PvjqEj3DxBarVYk79snAiITn4p9jEFVGXDknBg/7JGauDgVWXmlPaabZlkITnEb9uNu5CVtboaNWqPRFElESlOp+EckiNFD5gn/iIRy1ak8KI4kGb5P9w+oMGJaUApRlARHp9OJwys3699dkz4NOHFRnG7WVpxu3q7EvjZtx9OScFUk0dTpdMJv5zHRf/IGERCV9NQkrf8SnKdMcEwXnOImvem1RW2kO69EiCYz9KfwoiQOQpQuHShp4Sv4XP+oJNFi5p9i9JDvxPXO3Y2GvYbntJqxzzhpC4ois9RqEdKuvVB7eom41atFwPELRvVWafUoqr4GOyX/yCRj+3yvR4m6U/aKr3fdEDfCE4z2Mn8Vxr6NzL+AFTUuhv72vRYpms04IBp9uU9PQo+ECq1WKzZuOiCOtegoegxfLZpMPyBazDpYpJqoqDpkBASIh76+Im7VKpGbm2tcdAwbx8aNB0TaTf8SCY5ped9uPSg6fnfYqPY0/c33WmSeQfWjZxjUUQHHL4jE3bvFjfadxOhBs0Wgt97+pyjDZ9NP7OzZxvIN9kw3IxL1zzl2QcStWiXUnl4iYN5ikeDrK2JmzTLOl8Q9e/IZNOt0OhHzzTf6nF6eXmLcsHnC93qUSNy9W6gN6to8SVDazZt5BvhFS5f+CozG2x07G0+lQhQtncgI0Es/E3fvEYFdu+dT3xYcG8McD9j8mxgwSb8ZlIXgFCcVeVwbh5I2N8MGe3jl5iI32oCoJNF/0k/Cb8dR/QEuMlEMmLxBBBy/oH93jl8Ux1t2FAHHK26DLriOFEcCAk5cFCdadhSHV2zS16kCVCOmh5vijIwDTlwUJ1p0EIdXbi5VglPovnLm2jKdR6Z2bs8SBU0tnpaktSSC87cI9CdJ0jhJkgIkSQqUJGl83neVJUk6JEnSrbx/HZ9xNY0wxGHJCdZHGjZb54Nm8IgiYyQUFThJHZvKwkO3mPW6l9Gt0dvFHk9nWya90sgYJLC01Aym9SjquaYRgxFQKyGCj2/6UmvSBKaO7Wcs18vZjtHNLfB0tuOOvYsxzkvkiJGk7N/PHdsauK5dg/P877Hp2BGLb6bq3alN0lAY3Kiz1OpiUz0Y6ht8+ipz9gYRej+Fbo2qoNPp6N24BgM71ObnC1GcDktgwcHQfNnWHxeGaMXy7RCmnNtA3eToR99vvoL61GVjXb2c7VjxbjPCH6aTrdEhIbBUwppTd/E5dpvpARouffgp951qMaOvJxs/as36Qa1KjQWUExxM9NhxiAcPSP5tO6G/+RpdWu/YOfN5k3eZqdZwVOdArXVrcfryi0cnlGJQw1pi9fut6NvExRjHJzAmBXVMKnP2BeP8MBJpxuccW72V6LHjUNV24+ygSbh3bIFDnz4ovl3IfUdntJXscJozG4v27Yt9lqp2bRIGjkAIfbDBF2o60q+ZK5JCAklCNGyETadOKGxsMNu1nYffzSPJ70+qjhvLg1ffJrpJB3KHjcGsUSN9PCI/P5K3/AxWVti/8w69XmnN/APBRCVkIGSZrIgIqu7ZRvgHg4gc8C4Ji5cQNXgwOcHBCFE4yGNR35UEIQRZajV1k6L4cnQf5FnfI4aNRqeTyVKrCbOtwVr3XoTZORvvuRuXTmpaFhdyrPjDtTXh8xYUClMvhCBl/37CRo0mYe06pLkz+bKJdYnB0Ax1l2WZsPh0ZrcaSFh8urEtQogivy8LiguOJ4SgbhVrKn8/n+ruDag8b74xLYzh93opMQzqWAfbWV9we8hwxLHDfNHLHd3nEwnY9BtCp6PqgkV4di685snFBMwraZxM+87Qr+4dmqP5cChCp8tXlmenljiOHYPTplV82dgKz8dI51JUHeunxBCcFwsn8tB5Ao9fRJZlY709OragyuIldB/+br4+lSSJBtXt8Or6qK91Oh2BP/+OVqulbhVrqixYWGKurYIwpEJIWLuO6Emfkbp/f6ltKu97UN57PGvYsqq9LX1ecEaSJILupzHyfHqFrNOPi+ee4EiS1BgYCrQBmgJ9JElqCHwOHBFCNASO5P39XMAQtM3Cw0M/6SdOoNuwAWWOweBRvRJTPZTUq2zN4I2XCYxJASAoJpXNmw8TFKOP3luIpJRQj4IQQrDnRjSDN1xGHZMKEkgKBZkamYuyLV4mpEuSJNzslPoJa0hdsMqHalM+I2bBImYs2c09x1o49O6NlZcXLkuXcMfO2ZgnS5ZlMgMDebh2LVEjRhI1clSRpMvc3Z2caXMR9RqglQXTdgex6Xwk7667RFBsGm+3qMni/zZleOd6pebcKisMJFGq30gfWtzOhcCYFDxr2OLTrhLmX00iS60mMDqZ7KAg7j7MYOHhO2RpBUqlEoUkkZql4UF6NpJCIq1mfbK1MgqlgsY1HfB2LT3qp7JBA1R13IjbsIncXv1IWLyEwJOX8L0exZ24DKIru9KxYVVe9a6OQqHg4ffziR71SeFI0nk5tdSxqay4nqsf07xnG4mckPniNXc+GvgiEWO/Zni4A7dHT2X+HZlpgVrWnLqrL7BBIwZ+8DLfdh3Kg9bdqLN+HVUmjAd7exT16xufa9mxIzmrt/DBxqsERqfka5e3iz3rBrUEAXftXam14Sdc16wmbPJsZnUczPIa7Rm86SpfL95F/JIlhPyyk8gRI1HVrk2V8eOI+XgcCQcOUn/pTFa1tyPatjppKisert9A4pKliIwM0GoRgLbri/r5UwSpN3yXHRRkXKyLW7hlWebh2rWEDx5C+KAPkZYvYvWWY6Qtmk/EkKFEDhmKy/UzfKj2o25KjPEe+dI5AFxS7tPP/yAnbOsRtu8QGo2GxD17eODjw/2VPkR8NZ01tbsQvP8oGxq+SJh323yBIwseALLUasKGDid57z6kLyYyKiMA7ZhhJPj6kpuby9kJXyJN/4IvX7BGmqqfqyWhLBtWllrNveEjkSIjSJk0gQdBoaRMHEfQyUtkqdUk7dnLrY+GYHXlImlT57LGqzfJCxdw78BR0jKySV+0gJTxY4jath2NRlOIKBii/qpPXsr3W2ZgIKEfDyPdP6DQPZmBgYRNm8VpRVXOHrpIRkAgIWeuYrluJSmfTiDo1GXjWpMREMDto2fJTMsgd+lCMgICy51GwRjUb/VW4zoWNmo0bpWtEK+/ST0/X5InjiPo9BUyA9WEfjSE0zMWInS6fH1sJGYjPyFl/35jWcFbdyB/M40LE77i9pAR1KliXa4YPYZUCL837Mr3LQdw0rVpvt+LImiGNmQGFt0fRc2NknJKFbw+JzgYafrnxnevLLkRnzSee4IDeALnhRCZQggtcAJ4E3gd2Jh3zUbgjWdTvfwDLcsyyfv2kX3nDrIsE3zmKhY/rUYTGlrm8oLPXMV69ldEX76Bc3wEyPoXJfLydUYfX4t8O4SA6GQCo/Un8uIyiBskJ0VtsOpY/Uleo5MR6BN1fvO6N2lff8ecEF2h8gwvq897LfCoYUvuvXvY9uqFPONbIhxcuBOfZjzBH9Y6MPG3mxzae9qYfiByyFAeLl6C/XvvUtNnZZGky8D4UUhs/Lg1Pw9uTZ8XqmNtpuDkrXhGbb1G/WqVUCqVJRI7082+NBgkaEKCO3bOnLj1kBFbrhB0P416TpVAkrj7MIM5y3Zz95MxvGiWwqSXGmBroWR4pzq83bImlW3M+U+LWizp34xpfb1Y3L8ZfZuULQeLLMtEDh9O1pmzZKekIlq1ofLCRZzSOTJu2w2+2HETL1cHTt5KYO3pe3rSusqnUB+qY1MZsfkKe27G4FnDltHNLfItLIbFRiEp+M4vlLkHQnFt3ZRFA5rj2rIpvtdjqGSupGP9ykbiq5NlOr7cjtDYVPZcjybutf/i9uN6qg4fhmRjo8/DtXoVq86Fk5SZy52H6YX6VpIkhmy6wkcbLvFTnBmHcx2Yrtbh3qkVm89H8kGH2nw48CVWdBuCqFkLhEBz7x73Nv3CnIBsJjQZyJ3xM/Dq3ArnVi/wTbdRyN8t4nbf90g1s+Zq8+6kqayYoalL0P00I0k2d3c31sPwnSwLwocN5+HatWQGqokcMTLfwi3LMnHffsvDxUuQMzIR6elIvn8w7Mp2LJUKtG+9g1ahJMbGiQ1er3LXzpkstZqHa9ai+HE1Kq2GzJMnMMvNpueds0jrVxExbBj3J39GwtJlJP3wA6qsDD4IO07V0JsMvHWYlns2kBEQCEKQGajm7geDuD3wQ2K/mU1ubi53N2wlMzmVa2EPyUxJw+HoPsxyc4iaNotLk6fjeGAXwblmRFk4kpqeRVjco9NySRtWllqdb80KPHGRzMBAdDodYfsPk5SRi07WYSPpcAoLwloh45QUw633BxEx4xs0aWlU2b4BswdR9H6tLeY6DW4n95E9bCyVFi8jvX03ah3fy/FxX+VLYWCQDjl+N4+7fkdJmDjB+Nup2w9JydJw4M+LhdIenLr9EG1WNp2ib1LDZx5hHw/BrbIVduPGoe37f9R2tCRs5CcELljGnf7v437+IBayjmyNzIH950gbM5JjyzcReOQcD3xWEXjsfImEx6NjC8Trb2K2fhXqk5c4ERrHNy3f58Lxqzju38nD3n1I6NGb+zfUnAp+QGZqOlW2/0TmmJEELVpuJAWZgWruzprLHy6tCJ+3kJR9+wgbOhzZ2YWDDTshTh0lPSObU7cf5iMlBfeUgOMXjBIjeJQKYXi3hrw58QPqpcSi0+mM9xSVOsJAik7dflhoTLKDgvRkugCZKSmnVEHyY3qtEPrgf6UFZX3SeO4jGUuS5An4Au2BLPTSmsvAQCGEg8l1SUKIQmoqSZKGAcMAqlev3nLbtm0VXkdVRAT2K1aS/uYbWNy4ieW1ayBJ3BkwiFk6b6Yp1dh2avUoIm0pELJMfEgEDzN0eP3yI3FDhpLh7MrCSzmMqvwAm/puLL6ag1aGdz1VuFZSUdtOUa6JJIQgPFUHQr8R1U2Ownb1WtKGD+WuY01q2+rrGpEmU9tWQciDDNaHKBjd3IJGIdew/+knUj76iOxWLblwX8sfoRpGN7fAzU6JLMtcuK/F2ULgeekYWS++iMWVq1Tavp2UMaPRurkVWyfD8wDOx2r4NVhDz1oKbt+MpF07N9q5mAMUeqYpwlN1LL+WU+RvxSE8RceCy9koJejvaU7bGip9dOCoKHJdXLj4QEcHTSxy7drcS9Wx8HIOOgFZWvi/Rip61zXPdxIPT9UhIZU6LhaXLmG//kcAkhq4kzVmJD/f0nIyCgw5sSVAKcHnLRW4Z8YTZu9Cbbv8OZeEEPo+Cc5hmlKN1MyDSnaFT05CCMJTtNjExlDVvRaSQsG9ZC0LLufwnqcZLpWULLqcTY4MCMg22QOUwBvKaN76cwPB3V/Dr1pTaiTFslfnQltnJcObWBSp7ghP1eEfr2PHbS2WSn1bBngoUSqUtKmhb0dEmkwtG0i4FcWdSjU4eDqcSAcXzJQSA73MaOdixoVYLatv5tKmhoILsToapMRw286ZeqmxVGnoyqgW1kSkyYXGPjxVx/Kr2Xwt+VNn56+ocnJI69Mby6PHSR3zCbo6dQAwzxuLwGad+Mm+BU4pD3DJTuFmjUbkoCDG0YX66bG8766kwc8/kfNGP2z+2IGskzlQtTE9o68hIVBotQQ6utE6KYxshQqdDIdqtwIB/SLPc6hWK7pGXeN8dS+63fdHa2VNzLChpN28jcexfWhQYomObDc3LMPDAbjVogNON6+h1Gq54uzJn17daNumNrXWraFlfCj+TTviGuJPzNARVPOuqx+viAgqrVpD+ohh6GrXzpvnWnYfu8s7jVQ03LKe9BHDuJ8pcPZZgY1SkNOjG5X27uXXxq9i2dSTl7Ytx1qXS5bKgsutetD5/AH2121Pj5hrKCRIGzeGuCwJ5zU+/NysL+3ebIebvYq7Cdnc3naQ+v99EduEeKo20s81ZUQElXxWc7uONx7XTnO1S29q938VSaFA1ukIvhmBe+OaJN6JMd4DIOt0BO4+Q8eD29EqlOzx6kHjLl40XLcS89wcrr7xHudiZd69vhub7AwskcmWlFxo1wvnWo40+G0LmWZWKGQd1rpcciQlN3q/g029WlT10PdNnPouOTFx1OzeCsvr17H6Yye3W3RCeHlQ7af1BPboQ9NDO1HoZNQNmtE26AwSElfefJ/M2Id0Pu+HTqFEa27Jj83foM0b7ci4E0Hjjas43/V1LkhO9KyloMnmNdxq1YkGl09z55V+ZFZ3waOZGwm3oqi2dg1xQ4dR3VJQacUq0j8ZwYNsCedVK/VrxFv/h23n1mDy7scHh1Nt7RpSXu9HrQN7SBs2hNg0LQp1MNXbeCPXqaNXFeetr4b3LN+YrFrD7feHsC1UQ7/udXGz16eDEbJMfHA4EhJVPWobx8N0LhmuN12/VZGRhebek0L37t2LjWT83OeiEkIESZI0DzgEpAM3AG057l8DrAF9qoZu3bpVeB2Trl7lfkoKDhs2Gr8T5hZ0e+M16iVnYzFrKTX/07dcOaMCPVIYsekyU7+eQ5+GThzOtSfrwk1q9uxFnybOpNvf4cfTd9kdrmT9h60eO+9HYEwKI7dcZdLLPVnVWWLqi/3o4upg/G36lqv4vN8CuMpPnZsjIeH+WleSHexp9NFHaG/dokuXRvQ9c5VG7ZsR/MsOoitVp2/n1qyfvZY2p/bQqFMnLPv2gb59SkxdYGD9Fh4eqGNT2XX2EgqVGS+Y6eh7dhPZ3WfTrVtX1LGp7Lt4ha/f8DLamBQsp1Wr0lM6FLynWfNEdlyLYVJvT1SqR69GYEwK+69cpe/7+vQT+vJTELLgbkImfZo459vYA2NS+GKDPiXI+g9blDg2mU5OhG//HfO6dans70/AzSiOJdQoVLc6KTHUlBpi77OWA50H89X4NwuV200I+m79A8XcTSRbfUj7yZOKfGZ2UBBRy783ppgIiE7GJvAy3t4e9GnigqNbDHP2BdOyth37A+ORAIGecP2hdeFaqw8JU7hQ704Moy5u5E6Hj5j6f2/RpFblYtvpH5XEsR8vMa2PJwqFgvkHQ1j1fktjf6pjUxGy4MsLsOa15ti61qVz/arcS8xi/sEQ+nVvwWddbbFzucPP58Lp07Qae2/AKxZJ/Cm5MKZbY7q3dCty7IUQtHK4jDTtIL826sHrd05j5d2StCOnqVzHC+9ubQAIqN+EZYEabltUIbZqTe46uZGjFXz6UgNqVbYBAd8esMa6ozuLIs3o/3J3lj+sxgft3XBJyUKzNBC/+h3oc+s0N17uj/+NqyTZOPJh4D4s+r5OkrMbG3525L+xl1jeegBWPbqTvG095xu2o1eWEq8LZ9no0QsrV2f6Ht+K/CCRc9VfoGXCLW637c0Gp/Y4p8XzyifvMreGA57Otuz29mbb/BW0+HQUS7cdZ7BLXbp06YJCoSAwOpk5gTC1Zz+8895pIQStWqeCLJgTrmRqz350dLbjmAZU65YTWbkhruaVaNDnJVq4OZLyuwUn67ShXfRNGjVvwkqFE40HvMm8A+cAiRkvv0FnZzvU3l6Mrt8IrzyVbFchULdvX+gdDIxOZtWp+7x9ZRf33hjIe7Mn53vXevTM+5+XCs+haspKJJ/Yx5+NOvNmzGWSpGZkCBU7XuhJ/5EjaKGQEKEvcvlOHA937catYxu8d2wis+8sVkcr6f1qa4Iv3KTrnnVYCB2N/f5Ao1SROXwsNbw9sFy7CtvcTBIszLA5vJ+ddTvR/eJZqvz3/5AWL2F4h+YEvdad4EuBNPhlHXf7vodN7dq8N/JdAPYMEzQ8e4BsnUzb7q0Y2K8nsixz3FxFr5/X8Ors+USnZLO11Zu8e2UXKgStX3vZOP/k7jJBXl507tSSg7tPImkg06EO/9evC2oPD4gIp/JPq6n7dh+svLyM66VZ584EeXiQlZjJ9+k1GOTghtviyVTKSUdcPEn9TT9h7e2db30V3YUxfUVQbCpzAuHLfn2ZpVDkG7MstZpbU6eTlqPFYckyvLu0zrcutWpd9Dpb1Nx7JijO+vh5/QBzgVFACOCc950zEFLavU/Kiyr0pZfzeZQEunuIG57eIuDY+cd24TS4/BpcHdP9A4wu08W5jZenbFPXRt/rUUKj0RjdpA0eA6aB9jb4Hn7kxZUXpDB53z4R2qOniF+zRu+Bs2CZuOnuKc680Er47TwmAo6eE8Gt24iHvr4iuH17Ebdjh4iYMEHk5uYWWS9Tt0KtViv8dhwV+38/Ijy+2CO6D18tWsz8s8LTNMiybIzF8vWOG8Jtyl6x4khooWvK8zxZfhSosTiXXoM7sUajEbGzZ4vgjp1EcOs24saRs+Ld1WeM8X56zj8ieo9eKy536Cr8N/4qTjdvJ/x2Hiu2LjqdTiTv2yeOlRBK3tBmQ9qPgnGYDO29EZ4gXpjmJ7afDxP9lh031sn4+Uw/Lp9svlQmDzlD2QX70+CdtisvPIAh/lFRY23qzeK367gI7fmi8Nt1vERPDYOXmt+OY8Jr6j7Rffhq8dUfV8Ub438UN03cmAOiksX/TfhRXO7YVdw8el4fpuBa4dABpu+FMQXL1Qjx9sSfxE8/7hOnmrUVNw6fFcuPhoidl8LF25/+JPwjE4VOpxMrjoaI/pM2CN9rkSLt5k1xoX0XcePoOXHk8GFx89h54XslQtw4fFb0/mSNeHPcWvH1vG2iz5h14sa9h+LmsfPieufuxvQhBevkt+u4ONHqkbdmSfO2oIeL346j4kTTNuKn9XvFG+N/FP4R+vr6H78g/MMThP+m3/IF4CxufpvWqziXdv/IRGM5ZYGpy7r/8QvC90qE6P/ZBnEz/KHw23lM+Od5mhbsE8NaaQhfIMuyuHHknDjp3VLs6PeB8J04S5xt0kqcbt5W3DxyVhxe+pM4/vX3wv9uvOg/eYPYdfmeCNi8vVAsGp1OJ37z2VCo/v7hCWL4B7PF2mkr861xfjuPiZNN24rfvl8nTrTsKPx2HBU3D58Vh5dvEhqNpsg2FxUHp6Cruqn3nMFzzG/XcaHRaMThHzaIr9/+VJxq2lYEHLtQ+PrjF8SZ5u0eeb0VM0+M3nI7j5XLG6oi1+jSQEW6iQM2gLK89/2VD1At79/aQDDgCMwHPs/7/nPg+9LKeVIEJzMzU6g7dhLqVq31JMfTSwS2aZdvISovDHl9/HYczefqaCAB/scvPBa5ESK/W6Ihgq/pphIQlST6T9YvwoaJ2mrGvnwxcwybtIHkJO/bJzQajbi5cZvw+/2o8I9I1Efe7dJVH6HX3UOovRsLtbuHiJw4sch6mW68Acf1Ad6utu0oug9fLby+9hO+VyMr/IXJDAwUIe07iMCOnUW/seuE22d7xIIfdgrfKxGFopcWVd/yvsSGvF3xa9aI0B49RfSsWULt4Snur/QR+38/IppM8xPX7saLr3fdEG1mHxK7rkaItrMPCf/jF4RGoylyQS8KpbkdG13e83KjFYzDVLB9Op1O/HAkRDSfeUC8l0fAenx/WHy982axi3RZURRxKK1fDXOlLKkkMgMDRWDHzqL/pJ/EjivhYsXRUHEjIsEY2NG0zPJuvgXr7h+RKN7+dIPwN4mZU1xAN9MNyzBehk3I/9gF4X/sUVTvgtcXhfK45RZ0LTdsqMVFCDc82z8ioUzPqMjw/EVFSX7czdMQtuN0s7bidLM24vDyjSLg2AURcOyCON2srbjRvpPe7T06We/6X0wbinq/ZFkuRDKFEMbD2s0jZ42u4o8T56bQwcBkPpiOvaHv/f44aiTXBa9P9/cXN9p1Eun+/uV65vOIv0Rw0BsivwvsA+KAyLx/A/NIRsPSyvirH+AUoEavnuqZ910V9PY4t/L+rVxaOU86Do5h0U33988X2O9xJklAVLJ4+9MN+gXuRP60BVlqtQiISnrsXEymL4Mhgq9/5KMNLjMwUFzv3F30/2yD8bsNvoeLPH0bSI6BDBiCo/WftEH4Xo3I64+AEiU4pnU2BiCMTDTmg9p1NUL4m+RVqkgYgtwl7t4tdly+J6Z/v12caNpG9By+qthUDQY8TkJGWZaNpDBu9WqhbtlKqN09hP+8xcL9iz3CbcpesexgkPGEbLrZB0Qli+YzDuhP2AVykxV8xqlNm0olCGUlE6b3+Ecliev3Hoppu27q4/U8o8XPQPTLku/MEKMm4NiFIomGKR5nTE1RFKEpLgCg6bWGDdN0EypIaCpysylv+HzDswOOl21jrsjw/BUVTyWfJKhAXJqCQeqEKLkNxR0giqtrwPEL+kB/x/XSlIKRnx8Hxc5hAxmNTCwTuf67468SnBPA10ATQGHyfWXg/4A/gPdLK+d5+DytQH8FF8nH3QgDIhNF0t69xsB3pqkDitugyhs9ssgTZoE8S0IIcfTo0fyqjLygf5mBgYXUVaGdu4irbTuK/hPXi4D5S0XqjZsiYfdukbh7d6EElgXrXNKJt6i/y9Km0tpvIIxtZh8SvUevESebthULlu0Uuy5HiIyAAGN/F0z8WZqYvrRnZgQEiKC27URQi5YisGNn8cqo1fo0FDtv5lfRRCWJzMBA4R+ZKN4Yv14ca9FBBGzeXuxzs9TqQtnEKwqmc/lZLpIGlUyn70oPpOgfmV+qUhIq+sRqOE0n7dlTokTDsGGWpMqrSDxu2WUlG0UdhJ5mBvGiUFpaBdM1tbQUA6VJSAsi3T9A3GjfSaT766X6TyoBpUGtGFDKgfDvIJkpK/4qwTGriGueh8/TjGRsuvk97mQynlKPXxRtZh8SfjsLSxQKkqeiJDglSXUKbtymOZlMscH3sGg7+5B4e8KPwm/nMb36KS8tQ0ZAgMgICBBJe/eK0B49RcCm38TbE34Ux6fP16ummjUXwa3bCLWnlwhq3bpQJN6S6meaBLOo9haFxyWUu65FimYz/ETfMWtF3zHrRL0pe4Xv9SghhH4sArv1MEZ4/qsnfa1WK+JWrxapN26KxN27hd8fR0WLGfvF6J8v55OMGKPp5i2GNyMSxOEf9NF1i1OBlkWC87gwncvPMuNxwaipJV5bzJz+KyhNUmokzpGJYsBnG4Xv1YgSyWB5N8y/G56H5JoFCY1pnTQajTi8crPQaDRlmtflHa+nlUzzeejnp40KtcH5O3+eJsEJOHHRmK6g4GJYFjWS6XX+kYl5aqTEQieL4siT6TNKkuoU3Lj9o5JE628OihVHQ/MZHB85ckSf6Tsvj9B9Hx8RPXOWCO3S1RhqPyMgIH9978WLiAkTREjnzuKhr68+Q/YuXxHcpq1Iu+lfrBFiPj1zZJJ4+9MNIiAyqcjfi+3/xyCUBmJqsH3w23HMqBorSoLzuCcgWZZF7OzZ+sSa33xjtA8pKneUqQTH8My3J/wozjVpKQI2bivWBsVUIlCSauSvoKzz+EmgvFK6ouyL/krdS9sEDb8b7DlKUwX+0wnO8yDBKQjTOh1euVncdPcUu6fMFQERiaWSj/KO1+NIoh8Hpm0q7WD7rN7disa/BOcpExwDoTB4dxQkGGVRI5m+AKaJIHU63aPki3lqoqImaUG1T0GCZUqQCm7cK46Finpf7BO+16OMkooNvoeNxnL+3y8Rag9PoXb3EEEtW4rE3btFaJeuxgzRO69GCN+rkUYpT/K+fSIjIECEdO4iombOFGpPL/Fg1aoi+6CgZORJSwlKkngVZ+dUUlllWbQyAwOFun0HETFhgki7eVOEdukqbh49J3ZdjSw2A7gBOp1O+G/cJgJbthYh7QtndDfMlSN5XlRFzbW/Kn36J+CvJgIMiErKl3upyN/LcUJ/lgSnoFfl80ZEngY0Go3YPWWuONGyo17FU8p7/HcgpCWtnc9S+lrR+KsqqvaAQ2nX/R0+z4MEx0AoSvP+yGfrEJ0sOn57WKw4FiqS9uwRai9vcXjlZpHu7y9CO3cpcpEtiaGXtMHJ8qNkiaYSnKNH9R439T7fK5pP9xOHl28U931WidAuXY2SG4MbbM8Rq0WL6X4iYNOvInH3bpF644aInjVLn5CzTVsR1KKlSLt5s8j6FaUXf5InjZI2uvKesspKHNL9A0RQy1ZGUph644Z4ZdExUe+LfWLFsdASxybgxEUR0qmzCG7fXiTu2VNoHvlejxL1v9gnvt160HjPk5Lg/J1hMIY32FiVF4axqKi587Q2TMN8MDV6NlVr/C+qOAwoD7l7HglOwXe9JJL9r5Gxntx8A/QDfi3pur/L52kRHCFEPqmLKcp6ciwowfl6101R7/O9wvdKhPDf/Jto+81B4X/svAjs2Fl/kiyvAXMxaq1dVyNFi1kHhX+eSsiAY8f0cRB2XYsUvlcj8xkam3p29Z+0QVzu2FUv5fH0EkGtWgt102ZC7e4h7o0bJ+6v9BHqNm1FzKxZRXoQlGRw/FfaVtL1FUWgyvrspL179a7hPj4icfce8fKCI8Jtyl7x8uJj+WJ2FCzXP1IfOsD/2HmRERBgJDembSgowXmS+DsTJVPbpseV4lSktONpbZhFGT3/K8Ep/1g+zng96b4tKJUp6f38O7+7BVESwSktd8AZoB1Q9kRK/wLQ51Va8GfhjNclJcA0hWmW8aD7aRzwv08lCxV1q1VC6v4yKBRI9Rvh8sUUpo7pS73kaAMpLRVFZTAHfT6jmXvUJGUUzitkgGHi+AxoTr2UGCw8PMgNCSFqzFjqJkcz4L2eeK5eQd1Xe6Kws6Py4MFgYQGWluRcvEjypk2Qk0Pyz1tJXL/eWKYhUZ4QAtdlS43RjIvLs1UcTO8xlFtSv5SUr6u8KK5fC8Lu1VdxWbgAc9eaxE6ZQvWrZ1AAfRrXKDa7/MgtVwl7mA6ShNTQA0mSiBo5iuygoHwJJhUKBf2aupYrcd/j4nHG53mBl7MdX47pi5jxXb68VeXB85Atubww5As66drUmDfINHN1aVms/6koKnfT3+0ZBfNGlbQelXWt+tujOObzT/w8TQlOcQy5vCzeoNLyj0ws5JVl6qJ9q+eLIjMw8C9JIwqqp0xx9OhRseJYqKgzZa+oO2WPOLxiUz67m4ATF0VAZFI+92ZDROKkvXtF2s2bInHPHpHu7y8e7tplVFMJ8UhqY2hHwPELj8r9CxKckuyQSrqvpO8qEun+/iKwZWvRZ9Rq4fXVflH3873C91pksXUzjYWUuGePCGnX3qhiKWhjZYhb9CTxdz8FVnTMm+KuKcs7+TRVVCUZPf8rwfn7SnDK8z7+k8aZvyDB+RePieIYcnlZfHZQEFEjR3HlyKPst5Ik4eVsR5i9C67LlmLbqxc1f1gGQNSYsWQHBREYk4Isy6VKMArW+YWajvRrVlgCEJEms/V8BJ++3ICVbStR65e1CI1G36b7aYw4m0rk5ev4vNsczxq2ZAcFccfOmdyQEB4uXoIuMpKEJUtRKpVYNWgAKhVZZ88iyzLm7u44TZxApVdeIWfaXObsC+LuJ2PIDQkp9ynDtN9NpWWmUo6iUJQ0IjAmhcEbLhszk5c1Q3lZIITgXkImZjZWvN2mFrPf8MbR2px6VSsV2yZFXp6YoNNXiJ/3PSgkY8ZuUymUOjaV5ddynrhk5e9+CjRkWDfNul4elKX9BTMuP2uYzqWKWJ/+KXgakqsn/YzyvI//M+NcHPMxfMjLOP5Xr3kePk9TglMcSmLORTHwzMBAcbVtB9F92CrRZMafJQYPLOT9U4IRZFEo6bR59OhR48nPPzJRBBzTG2gaJDR+O46JE63yPBBOXBSBXbuL8cO/FwERCcZIxwbj6nT/AKFu0UKoPb1E4p49RsmN0e7GxC26olCacXdRfW8aP6WiPI9kWZ8OwG/ncdFx7kGxYPku4fbZHrHsUHCx3lOmdQuIThadvj1sjEVU3PVPQ4Lzd8KzcostqzHn82K0+k862T9JPC/j9bj4J40zf1GCc0ySpDGSJOXLeS5JkrkkST0kSdoIDKpw5vUPhSmLFyK/jUhRUgQLDw/qTP2C//tvV7Z81Mpoa1PU6dNwkvdyscfn/RZ4dmqZz96n4PMKwnDazFKri5VWBMWkMnOxLwNPJHFY40Dq/v3ETv6MNspUqixcjFS/ESPPpSEPGcnQkAO43jxH/KLFBJ+5CkDk6DGk7tqJpDJDUakSEhC3cBFOEydg4aG3LfF2dcDKy6tCJQMGSUf02HFFSnGKOv14udix/sNWeLnY/eXTvgHqWH3/2c6cwlAXHevvm4Mkse5MOEgU2WbTeeHlbMfkXu7MUOu461CzWP26m50SSZIqXPL0d0VpErwnBS8Xe6aOex2vEjLKP08oScogyzKBJy8ZJcn/dPyT2/u/YmtVltb1AnTAL5IkxUiSpJYkKQx9DqgBwGIhxIYnWMe/JUrbWIQQqE9dzrfoFrWJZgcFETF/ER/V0NEw4wFRY8aS6ucHUKQ4UghBTnAwXs52KBQKLD09jeVkBwWVuMiH2bvwTesP2BBnxogtV1DHpBgJUUSazIjNV4i8fJ2vLm3CLSmKzVsOEZOUCUIQExKGqNsAAfi83xKvd/+PeiuX69VOr/Zj5OlkwuLTcez/Dsk/b8W+bx9q/fQjtq++SrVPJ2Lbq5e+z57ggmJQWZm7u5dZdVc/JQaoOHWMZw1bpje1xtFCQcvaDlibKejzQnU2f9yqWPJkOi8kSaJuFRsyczTcup9KYHTJ5OXvbAj8V2FK6M3d3cmZNvexDYr/Cgxz6O+O/xm1Rh7+19r7T0SpBEcIkS2EWCmE6Ai4AT2BFkIINyHEUCHE9Sddyb8jDBtLYExKIaJjIDcjz6aSM22uUcJS1CZ6KMeWRbV7cCjHFnN3dxz7v0P8osX5SIrpQp4dFETk8BFGnb8QglQ/P6LGjEUIgdPECcUu8l4u9gx4tycbz0Yw+WV36qXEGAlRbVsFk3u5MydEh/Kb7/jmjcbMvLwJZ0dr5I+Hk7J1G1/O/4PBGy9x52G6UZqU5ueHYp0PPmaBWHwzlbhGTak6YTwZx0+gUCjQhIYSt3ARaQcOEHTqcqEFpTSp0+OgtNO8EIIstZqU/fuJHD2G5H37SN63r0KIV25ICOZrl6NSSFyJSOLrPt7ciE5FqVQWS55M54UQgpO3H5KereXHTQcZvOFSieSloiRPf0eYjvOz8ngylYpW9Dx+2vDs1JIqCxfh2anls67KU0FJ7RX/YOnOPwnlkk8JITRCiFghRPITqs8/BoaNRUIqdILOCQ7GYtaX+HSww6tzq2I3NiEE9QMv8FHwAeqn3ic3JISkbb8a1Tmm5eXbsE3KywkO5sGChTi8818A4hctJjckpNh66y2qoJ6TDZaenkYVlyRJ9G3iwqqBrfDq3ArqN0T0eZPEpctw9ayPrZUZFiolg9q78cvWw6jzSF3W9esgBFVtLcmZNpcR59M51/pVqk4Yj1mjRkbSFbdwES5pcVRZsDDfgvJXVAsGopIZGGjcYCI+GU366dO4LF2ChYcHQggCopPzSUJygoOJHD6CB7PnkPtKH+5/PY3YyZ8ZJWd/BRYeHtRc5cO+gVOYrtYRmZzB5Ffc8axhW6b71bGp/HIhgmleSr65toV1He3wrGFbrLTw724I/FdgKrV5VkTP6Lobn/5cGRs/Dv5X1BoGlNTeh6GR/0p3/gb435ipzwCGjcXLxY6V7zWHvKCK8EhVUhK5gTwitGE1ThPG49m5JUIIav6wDLtXX813n6m3kKWnJ7VW+WDp6Yksy9x5kIrjO/8l+dffkCSpxBg8gTEpzN0XzNTXPIyboql3jqFNQffTmLl0Dw+3/kJ0l1eo1KsXDdetZsanb/JhdQ1fX9xEvZQYsoOCSD50BIf33iXu1be5bevM5Ffc+WXbUWIWLCL9zz+JHjsOi7p1qfbpRBKWLKWeUyVyQ0Ly9ZXrsqXcsXMu9+k3JziYqBEjiRo6jKiRoxBCYNezBw+XLiM7LIyEdetQRyYx6MdLDN54GXVsKrIsczC7Eg7vvYtOqWLn9RhEVhaSlRXmdeqU6/lFQZIkwhxc+TnOnA+r59KlQVV9vKTY1DKd8L2c7Vj9QSta9WjH7DYfIjVoRFBsKnOW+qKOSfnL9fsnwVRq8yyInhCCeikxTB3TFwmJ2a0/MMYo+Rflx/NkE1O1Ua1C0p0nIW3+F38N/xKcJwBT+xuDcevInx9JcUyJQ0kvhYWHB7WW/4DXu/+HJjSU6LHjjOWV9vzsoCCCTl0mecI44n/cQNUJ47H09CwxqJ2Evuz6TraF62by/17Odkwf1xf6vYlqx3ZCtu3E0tPTaBxcb+VyLD099afX9h9zqe9HDNp4lQm/3UAIwVeveVJ72RJkWcZl6RIsPT2xe/XVfK7uBomNgRCM/Plaue1IzN3dcZryGS6rV+H02WSEgGS/AzgM6I82Oob4hYsQv21BpZD48jX9KX+vfyw/rD1A7JZtOH3wPm9+NwXnBfOptXEjdx1cK2bxEuCSGE33rYtQ3L2Dz/st8qkDS4Jho0YhEenoirgTSp2kaL46s466ydF/vW7/IDxr9Vx2kD7cgev1M0gzv2Bqb6+/jbHx84jnySZGKkK687yFBPgX/xKcJ4KC0XSFEPi827xQtGFT+5jiPHsMhKQ4SUbBMoxSi5GjqFPFGod3B6BSKjBzcyM7KMiorikqRo6p1xDkVw+poqKM/y/LMg/27KOa3+84ytmYrVlOTnCw0cDZoNLydLaj/7s96f2CM9P6euJgbUa91BjMZ31J+u7d3P9sChlnzhjrIYQgzM7ZGMnYQBQ9a9g+1kZlGoPnwYKFJP64HpGbS8rOXVi2b4fTpxPxGD+KHz9qTd+mrkiSRJ8XnBk95BWUr79Fym/bqZ8Rh2OfPtyrXPOxSFZBCCEQt0OIcnQl44tvCLNzwbOGbT51YJnKEIIZ3mZYfjMVTfg9zBSlE9//NTxr9VzBqME0aPg/N0YVKdV43m2ACkYSNuB5kjz9z6E4//GCH0AC3gem5f1dG2hT1vufxAe9h1cIcBv4vLTrn2qyTZO4JcXFpMlSq43ZtouKoFsw2qhpLBZDXI+MgAAR0qmzSNyzR2QEBBg/hpgvwR07ieA2bUTSnj0itHMXEdK+gwjt0jVf7JmCdTathyF2yLEjR0Tyvn1Cp9MJv13HxYkmrcWNxk1EoLuHiJo50/g80zL9I5NEi1kHxc2IROEflSQCovRtSt63T4R07yFiZ88WoZ27iNAuXUXS3r358mrJsix8r0fpc149ZuwZnU4nkvbuFSnXr4s7/31HqN09REjv3kLt7iHu+6wqNGbGODzHL4jTTduIgPlL8yX9rIiovVlqtQjs1kO8PfEnsXHDAVFvyl7hey2qXGUEROvj87SdfcgYy6JgjJe/e5yOfwIMsUaKyi9WEP/U8fonZa02RVHjVdwa8b+cwPRpgAqKZLwSfWbxAXl/pwErKoJkPQ4kSVLmPf9VwAsYIEmS17OoizBRScmyjO/1KO48SEMIgWcNWya90giPji0KxaTR6XQ4vPNfKr3ySv7cQzEpzFnqy96bMfkMlE1F7gbpSu69eyBJaGNiiB45iuhRn+RzD3ea8hmSQonKzY2qn03G6YvPcV25whj92FCfotyJTSVIquhoo4Hyi707cu/TWUiLV/JH874EO7px95Mx6HQyt0dP5bZNdbLUam7HpZKUkcvx0Ad8sP4iwdGJjNt2DasXX6TW8h+we+MNXFauwOmzyahqu6GSdUx9zQMvZzvUsanMPxDC5FfcH1vFkBMcTNycuUR/+BE5N24AoAu7C0B2cDCZgYH5DIsNEqq6VW1wtFRivmeH0SC7oqQB5u7uuEyayIy+nrT66Xu8s+5Tp4pVucrwcrZj3aCWrP+wNV6dWxnH+39NOvC8Iyc4GGnaFNIOHDC6+P+voTipxrOEeEK2MsWtEc+75OmfjPIQnLZCiE+AbAAhRBJg/kRqVTa0AW4LIcKEELnANuD1Z1ERU5dwnxO3Gf/rTcb/doO9N2NQx6Yyd5/eTdV0E8pSq4kc9CEPly4j/c8/85VXLyWGry5u5EWzlHyqGdMXyDS9QeWB75P86296e5MVy8kOCyNLrdbb7ACyTkf66TPcnzGTuNlzAAptiqXZK2hr1jQSopC4DNbdt0Dy9Kb1O69huX4lPvVeYse1KD45n87Xi325+8kYGqTex9HGHElIJGVq+HyXmj037/PpH/4ARI0YSebZszxcvARtRDioVLhmPDTWZ9XAlvRt4lLixlDqYqVUYvOGybSQZRS1apF54ACRH31s1JebGmpbeXlR98d11PRZWeYgiWWFQW1Wr5otYuZ3xFVzQ6lQlqsMSZJo7OqAl4udUTX4L54/hNm7sMa9F+HzFv7P2mU8T4EODe9wllpttJV5Guqj/zXvs+cJUlkXR0mSLgAdgEtCiBaSJDkBB4UQzZ9kBUuoz9tALyHEkLy/B6InYaOLu8fW1la0bFnxLFqj0RBkFYLrO85o8r5TAipzPf+TNbkozMwxI2+jFoLe53L5zwkth1oq+e1FGzQK3aMChaB2nExENQVIEhrEo3vzUPuBjrE7ctje1Yz/HMvlWAsV+9ua0z5IZtiebHz6qIh1UuEcr2PEHg06QJV3r08/M057mxUqM1+bTJ4pIaFFixJlod9r39cx8fccNndXMeCklgVvmRFeTaJunER0NQltHjmRNblgZgZImAtBO7WWgQc1IMHmF82IrCJRK0Ew4JiGRf+xIKK6Ml8fFAe3BzJjd+Sw9C1zIqoXIAqyTFu1hgYRWl66AXLeuGQpwUoHmZbw7QBL7lSXqB8niKymRCWZoTGOokl/39cycXtOueomIaFClb88WaZtsI7THgpUkoRrnCCmlHIKlSdyqR0ng4CxO3NY9pZFobbnkot5CeePIuv2F/CPLq/A+1ie8nKEFrcYLZEu5phJRW9w+d8vAeSC5vHbLQEqAZoKEhg9z+WVp6zacTDWF5b2098Y4QS142GcLyx9HSKrFVGegFrxEOmU97BHX5ewej5e/coCCbATsDA+naa5ujLVocTSJBWIvLmmMof63eDtdXlr9d8DkiRdEUK0Kuo3VVFfFoNlwE6gmiRJc4C3ga8qoH6Pi6LGthBbkyRpGDAMwMzMjOTk5AqvyK2sMCzdzBFm+TtUJlf/P2b6/8/J+94tTtD9mo5fuknsbitAkVmg0nCrusnfAnKML5zALQ5uOQkWvCmB0LC1K3xwVEusnY4wR0GaFYRX0RFeTZAry5zzgE7BkAMcaQ7hDhpqxeoIryEVv7GaPjMPWrT5/s4BblUXfPcfBeFOOqKr6P8FibvVyD9CZkDeZuAcJ/jPCR17WsPrF0EjNHy2HfzyuGcuGmo80DDxd5nv3lYQXqP4k09oNcH8tyTCq2nAtH5C0D5Y8P4hGbtsyFVAtjnsbQ3I+uf6toFb1XJxeyAxdqeOBW8pCa+WjVschFcjX9/kIoOUV7c4LWN35F1fvRxLTF6d/nNCJryyfjP7rAxtLAi3OKF//psKFrylKNz2POQYZ9y/yAdh/E+Z4PZAMHanzII3FeUbbwAhQAmyyCGnlO1Ia0qWVOVZmv9FWXDLWbDgrfzv9u0ivjOF2wPBuN2POfZPCNnAQBcHFFotf4WG6MmXQCNZP/oy4wJi4wuPVZ4KqKuVWXU/AYt875eKbOta3Gg6Fyws/kKNy48yS3AAJEnyQB/JGOCIEOLpJnbJX5f2wAwhxCt5f38BIIT4trh7WrVqJS5fvlzhdYmPj6frrp7IJoNqZq7AHBVSUYuayYlQkhQlngQ1eWWaIYEQtAzSMuBYLr90M0MlYMARDZc8FLQPktEp4NeeltyrIojJkzKM/SOb7Z0UNL8jaBwuQOj1krkqWPRfy8JSD5PnlibBkTUaMFOCRgsqJW5xgnBHHZiboUCBjIwmV4sK/dqhEaASCrToaJAo0fOm4KWrOs57SHiHC2QFbH3RnAueKmo/0DFxew7f/8eCu1VkFGZFS5yKO0nXfqBj7O/Z3K4B7UMhwwI2vmJGbBUlE3/NxjoHcs3h+/4W3KmuMEpw6sZJjPojne1dzYitnEc6JIkIJ2gbInPBQwmSVH4JjizT+4KG7le0HG6pwre5jg63lXx0WMv371gQ4Vz6hmYqwXGJk7nrqEVhrpcMFpTy/TMkOAo0mkyogDL/0kla6E/6ESan+EebQ8kFGqQGy16HiGpFl+0WDzFVBRpFxWygz7PEpaLLK29ZJUpe8sY5tipoFI++e2wJjnFsTcr7i5DIsxF5ngmwVospjVEB9bRaflK6YDH0ZIU/riQJTnlUVP8BDggh0iRJ+hpoDswWQlytuKqWHZIkqYBQ9IQrGrgEvCuECCzunidFcECv370ZmcgfV6NpUduRhYdvseq9FtRPjTW6TZtea+pOXRwCo1MYvPEy6we1wtvV3hiJV9OuE+anjyNrNAhNLiIjE4f33sWqWTNiFi5mdptBTB3bj7rJ0WScOUPS5i3IGg2VP/oQMxcX4ucvoNqUz7B/7bUyGz4eP36crl27EhidDLdvIeo1ICwhk3pVbQiLT+ewz1ZG3j6ImPmdPtIxEHD8Iv2PJmJhpuTr3h5EJ2dRo5I5J24nMsM2mgdTPseqQ3uyz56jyvhx2HbunC8+UE5wMObu7gTdTyu3kaYQgpT9+4mZPhMpPY3K48fhNGwYOcHBpJ06RcLiJUiVKlF74wasvb3z3Zfq50fcd/OQNRpkjQaFQkH1aV/zcMlSav6wzGjAXdQzixvXlP37iZk0GfsB/Un2+5Ok1p2pevUMaLVU/2oqdq++arSnKRhgsbhnBcakGAn0yJ+v4vN+C32MnLzx6tatW5n764lBq4Wd4yBwRzlvlNDLCAtLpioO1qVfgkFpJGOOwmRTKyDeLwaygPRkCRt7gSZFiYWDLh8nzkpSEnXamqqd0nB0BCQlVKkJQ46DpWX5m/QvHhuBJy+R8OlEqixchHeX1iVeW5b3K0ut5u4nY6i74gcsPT3LtOaXBZmZmby4/UVyDRqCx0ThQ4kATS6Pe6DQAdpiiZdE06ovsKXP1scquyRUlIrqayHEdkmSOgEvAQsBH6BtBdSx3BBCaCVJGg38id604seSyM2ThiRJNK1dhaa1qyCEoGENO+olRxM1dpxxUzRsgEIIok2+Lw4iT3pj+Nfc3R3N4JGY/7gKpymfYV6nDkIII4lROjnh9sMypjq6UicpiogPP0IyM8Nh0AckrF1P8sZN1Fy7htqrVxlfNCGEMUt1aS+eOjaVmUt288nxtSzs8BHhlV0xUyqZ09iMt6/4It4dgGenlkiSRHZQEMpZX+LVYiDvv98TCYmfzkaQo9GRnqujctvamLXox5vvvY4qKAhzV1djXwTGpODlbGf827uMBooFCUZ0s47sbNiNt67vxczVlaDTV7CY9SXOSxaji48n7eAhcu/dy5e5XJIk7F59FfM6dcgJCyN2xkzktDRkIUqNU2PwxCpqXG179cJZCKIT0slI24n9n75oPx5G5dx04hctRhMdTfymLahkHZKZmTEadXEwBpDccpUV7zZj0iuNypzu4XFh7N9atZAWNCxYo2I2/FzKQlKEgJxkFRYO2mKEYkWTEf19hYlDYRjqpwMHJxh+DqzK5r0mAY8rWA+KTmbOst182cMdxcwvqbviB6y8Hjl7hkUnM8dyN690cGHQ6y8+5lP+RUXAs1NLgirQ2ynM3oU5bQYx1d6FenlBHwuO/+PA2tqas4POVkgdKxI6nY4Vl1awOWSzcc8CUKGinmM91r/001OvU3kIjsEKtjewSgjhK0nSjIqvUtkhhNgP7H+WdSgKBm8n4WyXb1M0bICuy5aWKaibt4u9PvBenmdT0P00RkZVxmf6t9ibpHlQKBQkrltPwpKlSJKE19ChJF89jZyejsLGhofWjqRpBHYih5QdO6j25ZfGew0eYKan/+LgWcOW6X08iOowm2j/HIRORouMS8sXUH46EYufVpPzWk/CHFzxaNQI3fS5vG/ngpDh690BqJQSs/p5cD0qlf+zz0QVdYGqt+pi/uWXPFyyFMv69blj58ycZbuZOrYf3q4Opfa1KanJCQ4mcvQYfa6uunXx9PCA+V/gcqMr0U07MPLna/hMm4tCoSD92HEqD3yfh4uXYFmvXj4yIUkSVl5exu/i5n6LRd26pdbF1BOrIBQKBeZ16qCaPRTrTz+DPI+K5O9m4vjeu8Rv3cZa7z4MGdCVetVsyxTwz+D5hoAFf4ZS36lSiWNYquQwNxfW94UHN4u8PydP2lCzUwKWjkWQllKFwcVLTHKSDWVnYumot+PCwhrqdoT/K97oMScoqFhS+TygbnI0U85tgF7f6iWr9i54m/xu8DKKC3kmgvD/GciyTNDpK3h2almsN5PB26miYPQgc7ZDDUay413qnX9PKJVKxrYby9h2Y591VYwoj4pqL3pV0ItASyALuCiEaPrkqlexeJIqKlMUlIoIIVDHpFAnKQpNeDi2vXoR/CAdzxq25IaElFlsaaqWMEQbVsem4lG9Eg/XriNp3ToU1tZUm/IZ0Q/TyJo3F2trS2r/tJ7w60EoFsyFnByqTpyA07BhRda1OBw/fpx21asbCdodexfC4tKZ6xfC+kGt8HS2Je3AAaKatGfk1ut8+lIDpvmqUSogO1dHplYwsG0tWrk5Mm13ADod/GIbimrjWmrM+w6r+vUxd3dHfeoyihlfFHvSKbhJZ5tscBYeHkb1EpKUTwpi2neezrZFqoMKli3LMkEnL+GcGkdsShYWG9eWeyM1LTNl/35iJ02myvhxxHs0Z+TZVHxqJ+PR/01yQ0IIs3fB6zFi7RQ1hgaVYr6+unaNqKH9qdkxA0tHuQiJSw6PzjFFPaeglMWUsBQjwVGooHpD+NCvRAPDsqptC6IsG9ezRKBBgjOmL5JCkW+MTNt84sSJ50Ol+A9FedRPZUF5VcDlkZT/i/KholRU/0UfOXiBECJZkiRnYHJFVPCfhoJSEXVsKnOW7earM+swUyqIruTEnP36pJbms76k2qcTCyXQLAqSJCEhGe1ykNA/p10lzH7+GcnMDMf33yPuu3kosrKwNlehVEgoFArqtWzMPSsrUKlQOTsbN3djbqMywFRC0TjvvvrVbfGsYatX/yxaTL1ldfB5vwV3HqSRlq3l/Xa12XMjBoVCsD/gPvv875OjFWRrBdecGtLGygqdVsedKwFQqQajzqezcsa3+s0+r46myFKriRo6jJpr12Dl5YUQwpjawVS9ZBrN0tBOg0rH5/0W1Jcko5rQYHdj5uZG9NhxOE2cQHSzjnArlLRxo9GYKcjW6BCTPiuTZMUU2UFBRI0YiavPSszc3HB4711Sft6KGVvxGT4GzwFvoVAosPLyKvfJznTR9HaxB50OcXAuOQdW08Yhk5yd1vmkIhYik5od9QRFX0BJpReWtkgSWDoCVo4w+gbY2JSzxiXjjr0L5RXeGxJq+jRIK/M8fpowPcUXnMvZJmqLf/FkUZT66WmQY0PsHQCvf4NxPnWUmeAIITIlSToGNJQkqUve19lPplp/bxQMmuflbMfUsf2o84H+5QqLT+erCxuo0WkCunf+S/yixVjUrVsm41VTuxzP6rZ82UjCzdEKxSof4/UqZ2fuz5yFpJCQVCqjlKLOj+vJCQsjfv4CLOvXL1EXXNSJ2lCO4XfD5qqOTWXkuTR8ps3VJ92UJDyqV8I84g49X/OgZR1H6la25m6eUbJOp2Pt6btUtUpDMjMjbsZMRE42yAKfga+ALIpUUxnsjXTJyeTeu4ckSUSNHEVNn5WF6piyfz8Pvv0Ox4HvU6lTJ6y8vIzj4lnDliC5Bq4TxmPu7k7K/v3cn/wZ1b+fR7VPJxI9fyGzWz2kV+NqNLey4FfX1vS5dRpcaj2eoaAkkXvvHnHfzUNotWhHjaeGnSUPvv2OrKYe2DRuXOaihCyTc3g7FmfGkyvJVBUa0pItsXUQSJKWnCSZqNOVce2UhYVDGjU7ZRkJjZ6gaNHH5zQrLHEpJQ7GkzyFlkdVaopnnVCzNJR0gDC10SAu7inX7PGlZn9HFKV+MibvrCCpTlHIDgri7rARANRds+ov29/8i/KhzLRVkqQhwEn0Rr0z8/6d8WSq9fdGwZDdkiQZM23fTchk1Pl0xNBRJMxfQNKWn/U2I0VIBgzs36CGyQkONtrleLvYE3zmKrYzPydi6DDuxqeTe+8eMePGIykUKMzMUFhY4PTlF8ZyLD09sahXT69rKAWmqQuKqteeG9EM3nAZdYx+w/MZ2BKvPLsgIQTBZ67S4IfZhJ67zsKDt7iXlMWCg6HcTcwkIimb/QFxjL6USdT7I9CqzMg0s4RatfF2sadeqj6Sc72UmEJ1Str2K1XHjzNKaUzbotPpiFu9mvjVa3jw3Tzk9HQSliwlauiwfO0Iik1jzrLdxHw7T/+9EHoNC3pjYJdJE+n8ajtmBcscHjSF81U90EkSHNpP5OgxpPr5lTl6sKWnJ64rVyDLMrYD+qPLymbdiTCuR6Ugp6Rw73oxEW41GtjwDsxwNvm4kDPRjagvviI7ORdzsrFLlog7bUNOci6Qi4WDlpqdEhEOAkmyxtLRHEmyBqzBsip8cBCmx8GMGJgeATNiH32+CocBG4u1dykqnUdF4XGJSnlSaDypEP2Pi2cd5fdpZL9+nhNNFkyhUFHzw7TNYfYuTG/7MdPbfswd2xrPbV/8U1EeFdU4oDVwXgjRPS8mzswnU61/JnKCg7GY9SU+0+bi0bEbaQ5WmNepk8+Lp+D1BY2STU+EHh1bcHzoJ7B1Let+OcHQYD9Ev7ewefllqgNmbm5owsOJHjkqn01KrTwvqpJgSAVh7u5e6Dd1bCpz9gWjlQUCvQrIIMkx/DvibCpTx3zFix2aM8n+Ab0b1wDg+wPB9G9dC3tLJa83daGafVXmdhvJoI5ueDtVIjNQ7whncK00hYWHB7VXLDd6obkuW5qvLQlr15GwZAkANq/2IuPUaYRSRe7wcdyxdYaYVIZvvsyAtrX44lV3OKtf1Mzr1kVhUwnzunWNqRQ6Tf0GXm7EkI5ueO09jYPjKyh3/Y55p05GiZuFh4dxcyjJrTvjzBkeLloM5uZIubkMvrIdt7E/EeEwE4+3eoPPK0UY9hbtfWRhD66dMlE6aMnFEgt7BVVfyEGWrfSxOZxqYvnFcY6fP1/hNh1PUlpSHlXp46IkL7dngafR5pJgKkF6UoavT0NKYoryqJ0UCgXuHZpzbPVWOg/+L6G/+aJYv4o6y5ehUCjKJNkq6nmmbfbq3IrpE9/Qh3O4HUrCpKfXF/+ifLmosoUQ2QCSJFnkBfkrvPv9i3yQZZmU/fuRZRkLDw9cly2F+g2NG6lCoSj2JTJcH2bvks+t23DKCH6Qzsw0V+Q5Cxjy1RBE37dI+OVXQn/zJX7RYrLOnSNu4SIc3n8P15UrjGUUtRkXPL3kBAcTN+/7IiU4Xs52rP+wFZs+boNnDVt234gmMCqZOUt9Uee5eE9+1YM5ITr2Bz5gwZ+hBD9Ip28TFya/4s7Gs/d4vbkroeeuofxmKl/19aKdeSYxoz7h3uChRI/6xGgzY5rIVJIkI5lxWbrEmNzUkFMmKzYWAEX9emScPIXQavmtQTcG3bNn8KYryEKmh6cTCw/e4rjOgamtPuROXBogIZmbGcvP+XouH51KZdO5CG6dv0H9JTMxO3MC296vkXnmDJW6d8Pc3V2/YY4YSdTIUUX2E+hPyQ/XrsuLdJiLhUs2KpGKvK4XXrfGIM9zQTw4D2QiRCbZSbkIkUl+cqOXwAhhQ06qIxY1q3FrYDDm0++TO+Ao8WF1ib7ZgJx3DsHo808sfkpFJRx9VjB3dydn2twiSfv/Ip6GBOlpJ5o0kovTV8p0/YnVv1B96Vz2j/ichMVL8GnwCmHx6WWWbBX1PNM2CyGQ7tzC09kWz87/Jt182igPwYmSJMkB2AUckiTJF4gp8Y5/QdqBA8RM/oy0AweQJIkwB1dG/nyNMHsXo1SmONGoJEmE2bsyeOMV1DF6tUB2UBCRI0aSHRRkVA15d2lN/fQHmPv5UmXCeNzfeQPH/u+QtO1XNL3fIOW37SUSKXh0ulWfuqwnDWFhiNzcQnUy2GF4u9jj7WrP3puxjN92nchLN/jqwgZcr58BoG8TF1a935LXvKvTv01N3KvZoI5NpX7VSshC4kDAAwa825M6y/VGvjHzF5I7dDSzOw8jd9b3xWY5zwkOJnrsOKNkKmroMKJGjiLVz4/MnTsBkO+EQUYGUnY2/w0/w4YuDnz5mgcI2HM9FltLMxSSkrQcHfL0L9GE30NSqozly/XqIwvBwHa18ejYAleflVT/fArVvv0Wm16vkLJ7D5mBar2Bs8/KfEk50engwGyjSonVr0FGCggZhMDMQkONZqlUcsgAMlHxSFydk2xL5KkqpEbYIxT24NYNvow3qpCy3zlM5BU3cnr/gXcDZyMhq7nKJ38dioEpWXxcPG9qnvLAYJAcdD/tqT73ee2zp0FYn3aiybIQKlMVUjXPBmSqLHG6egbtR8Pp3as1UQmZfNP6gzJlQC/qeQqFQm/UfPoKQScvGwnQv0k3nz7KY2T8Zt7/zsgzNrYH/J5Irf5BsO3VC5e8fyG/mF9ydTB68MQvWlyk6LxgsD/IMzS9e1dv0Otib/QWMtyfExxM4i/b0PR+g5G5nvhMa2ckUsUZiVp4eJAzba7eWJgrmM37HhRSoesMhGPle831vwmBEHpxd/vJn+aLK+PtYo/v1UjmHwhF6AS/Xolm5XvN2fBRK+4+zKT3CzXY5w+b91yEFgN5v3E7pvaww8vlUf1M+8vQTtdlSzF3d0cIgZmbm94FOiwMLCywbNmS7OvXISsLycYG+ZPxKBq6M2/zZZq7OaBA0KlhVYZ2dqNW5V64RTtj26sXFnXrEhafjsU3U1F8NYc6yTFsPqekm7sTNcPDebh4CfbR0WT4HQAgdedOMo8ewrVJmN5l2kGXF7tdCyYRRi3sM6jsaUNiYCVAQXqkNRn3QWGvROmoJR0FZrW74fj+Ju7EZVDN6zeif/kV8fanRUaaFkDO3btYeHgYQwwUZ7hYcLwf15DXFM+bmqc8eFYGydmlBHkTQqCKjDRKKZ82tFotJ9Zuo+vQ/qie5xQAZUBZYtkEnb5Cwvhx7HupD3Ve7o710hUQFUF2Wi62s78ACQZNn1cmyZbp80zVVUEnL5M8cRz2CxZTZeEiPDq2IDsoCAsPD2RZJnjbTjz6v4lSWXSqnOcRpRmlP49G6+UxMraQJOldSZK+BLoCzYAvnlTF/ilQKBTYv/aakbUb7FWy1GqS9uxBvXk7D76bR9UJ44s8gXs52/Flbw/jBh9m70K1z6fwcPESYyyXVD8/oseOM6p1zN3dqTygPxZ+u/HpaI9np5aoY1NRx6QycvMV1KcuFykt8urcCp+BLfHs1JJaq1dRc80awuxd8l1rGlzu458uIYBJLzdk0/kIopp2yBfoTgjBlYgkBCAjjBurQqFgwcFQ9gXc55etR/jq0mYGd6nHgkO3EOg3ZcMzTU+ZBumNJEloQkN5uHgJSqUSSZKIm6MP4Fft04m4bdlMjQXz0S1cwYjoKoQ8SKGanQV7bz6gSiVz9ty8z9pT4bxkkUbcvO9J9fMjLD6dkefSyPl6Dq7pccy5voX1neyplxJD3IKFVK0VgnRjOkgyKGVUd1bj0iQQyCLylBWpETJCZCJELtlJqjzbZxtyUx1JvlMJy1o6dCqJFIUti5p+yMJuB+iu+plXFZs41Xw+e9TxzF62m8gNWzhv5ULM/IWFjJktPDxwfP894r+fT6qfHxGfjCZ+zRqS9+5Fp9ORpVaTGRhIYHSykdyYSr8qYoMvKZjh845npWILs3dhdptBRUoEDClFbHxWP1Fj35JwYu02qi37lhNrtz2T5z9teHZqScrLfanju4WMiWMhNgp51XIs1/1Awot9yP5oFD1ebW+UZpvC6PZdhDTOVF0lhIxSpwUJvLu01se5GjWaLLWaoEXLEbOnE7T1jwpt15M26C7NKL0kx5RnhfLQdV8gBbgC/6Yp/ivICQ4mashQtMnJZKossbEuPgCaOjaVufuCqVfVBkmSGLHlKpNfacpLebFfcoKDiVu4iNyPR2DWqBGZgYGcDI2j3qbNVPt8CnadWrLXP5b5f4aw8t3mfOmuwPyrSWSv8il0mjQ1erTy8iIwJkV/4n+veb4TpreLPQHRyWh0Mt/sC2Z6H09jjB5DUEOvvPg/R4LiGNShNqO6NTCeVryc7Vj5XnMQ8NXY16n3YWte8PCg1v00EDBy8xV82tsavbIMMN1chRBUnTA+/8ucVz9rb2+svLywUKsZ0NaRab5q0nP1192OzwLgoDqGesky9XU64ud+i7mZGZsG9qT6rvVEnTDHtWk2dkf7AVCzcS4CUMmgMJNxdM8gxd8G86YabGtm41BfQ9x1B8xtM5AUCqLO2VJzzVYsmzXFXJaxmzuXpJ+38nuT3tR9tQfn70qkX4hkwkv1eZiuYe7+EAAGvdqefVGB/N/VvTi8NyBf+ACtVkvsZ5+RfuYsaLVkXL6MVdeuJCxeAgoF2thYkjZvQSML5nQcwisdXGiXHI3Pe83zEZr6KTGQR5Yf57RlGirgfwF/5VRquNejUSOm9vbEswCxlGUZ9ZbtyEsXsateR/5r5/xMotx2GfIOZ+Niadup6TOTIv0VPM4Y1Xm5G3GurlRv3AhRpz6/777ACy08cNm2FqWs41xCHNLeXagXLETKUzkpFAqjNE750aBCZZrG2slSB3HHxpK6TrbIssyJ0Dg2tv6AqfHpyL//RrbKAmvX2hXaDxVl0F1cf5ZmlP482riVRxlYUwjxjhDieyHEQsPnidXsH4SCOnizRo3QjBpPjXnfYb10BU4ff2iUyBS8Lyw+HdAnRvOsYcuAtrWY/2coYQ6uxmtyv57DnOvpBG/9g9tDhnN0426yczSY16lD0P00vvcLZkCbWkhIbDobjkYumy2A4cRfLyUG+9Vr8tXP28We6f28UCkl6jrZsP7DVtRLjeHuJ2OYs2y3UTWyZlBrZvRtbCQ3BjuQO3HpDN50GRlBmIOrvm9uh+JRoxI+7W2xmPVlof4wGgEHB5MTHMyD7+YR+fFgdDodtq+9aizfINW6N3osx/ae5Y1mzsYyZHLZbDmNVfffoOmVt3BqFYZry3BqNA2mduQCLOySqNk5AdvaKUhSZt4HYs5UJi3dEkmSMLNW4dgkm4cBlUlvsYGk+7URVlURw//kzuSbuG7YjkXTJgDkhoSQ4ncAhbU1bw9/i5YvtufnIW1Z0r8ZbpUrseV8BB90qM2PH7ZmRNcGvDXs/1BVdsT+zTdxXbZUbzytVhP37bek7/eD9HRETi6pv2wj/fff9W2qXQdVq1bYv/cubqtWMnVsP+qlxOhVSTfOFhlu4HFPW0IIo6QoS61+7uxKKhrZQUGEjfyElP37y9VWIQQp+/YRNnQ4Kfv2I30xkdQCZQSdukzm99+hzEil3+1T1E15OiaNBU/6uSGhOO3ZTsTIT56ZFKk8KFj/zMBAQj8eZvTALOm+gOMXOObzM0mfTab6C+5ICgWJP23gv/77qWxtRvbQT0CScDywiyrjxyMh5TMiLkkaZ6quOnU7nm87DuZeQgZBpy5j/c1U3nLSQr2GfNNxCN++OBoaVSwRqCiD7uIkNaUZpT8rG7eSUB6Cc1aSpBeeWE3+wSi4mQSfvkLKokXEpuZQr4Y9yb9tLzIWjjo2lfl/hupVVC52BN1P45cLkUzu5Y6Xs51RZeOa8ZCvzq5HuWwBFrpc3o8+h6VKP7SyLPNu29r8ciESJJg67nXqrllV5Cm8IBETQkBoMNl37pA8ZAh37JzzLdB1Klvxilc1hBB4Odvp9cszvmXqmH5Gu4+CKgF1bCpDNl5h5h41Gq3MqVsPGbHlCof2nOLhxAlGHXZxLuqGvgSoPPB95LQ0IrZuJ3XrL8hpaWjCw8kJDOTBzC+o7HSbZTYTmHizJ+eU73NO+T5Byg/pJG5Tw0zG2VzGoXIm1lXSqFQ5C0kCnQRpjgKNZEkOlshYQ3V7cuas5x2PTWg+m0tCtDvWkw/gNHMhNn374jTlM6p9+QV38/Johdm7GD3AZFmm8gcDUVaqBJKCQT9dQpIk+jVzpU9TFxb3b8bIrg3wdtWr7ry6tqHWurVGlWbUiJFEDhmK+QtNwNwcYWlFhpAQ5hZYvf46srMr0r0wYgZ9SMKyH8i5e5fq+7ejc3Gh2qcTiVu4iMT164kcPYacu3fz2S8Z/r+sBrCGTfvuR4OJ/OjjEr3H/g4oi/FvmL0La9x7ET5vYbk2/+ygICJmf0dqehbXwhNJzcgmYs53+YhSnSo2qMxUpCktWe3dh7vX1E8lRkpBz5+7l/2R09P4zbVNmQxrnzUK1v/U7YekZGk4dfthqfelTBiH5brlaD4axoOAENLGfoK97y9ohIQqLoYuwwaQPHM+33YeArVq41HA88mwyde2e2Q7Y0q4ZFnm2OqtWM/+iiF1lUjTP0e+G0bKi32ovu1HOHGY6f28mP3pW2XKtVceVJQRc5i9C7Nbf0BYfHq+d6M0Fe/zGHSzVBWVJEn+6G0bVcBHkiSFoVdRSYAQQjR5slX8+8OgWjFsJnWqWBNuocBs7QrEyhVU+3Qitr16FZo4njVsWdXeFs8X9BIIIQSr3m9pNMI1lGvWqBEiKRPFmuU4TZ5EdCUnNJKCu/auDNl4GY1OZkY/70eTs5gXq6ABadDpK6SNH01sbibJ/Qcx9edrxgm850Y0X+wIICNXh++N+2wdqk8qP+pCBj4NCxsnG+DlbMe6QS1BQNjDDOYdCOK9dm641K3M9M6D+aZuA9IOHCg2urNRTVWrFuaR09E1NiczdR05SjuqeOZge34IuX/KVPOEh/52uDorsHTQ6mevSZWygVShxCrZkkoOAo0E5g7VUQ07S1xSLufj9XXr4VGN/f732eDVGB/rO3h07IamhTdCCOIXLQbg4ffzQZJw/WwyX13cSN2UVuDqoJeYDB2GVlLg8uXnnHRwISnjISdC9VFrJUmibxOXfH1lsKMyJA11+mwy8d9+hySBZGFBta++4r59dZxCruvDDKDPHqUQYNGmDWlHjpJ54ACVunbFbOwYnCaM58G876n00ovcn/UNVT7+CFkWxHzyCa4rV+gN3Od9j6vPykKxP0zDzJu7u5O4fj3x638iIzMbGysLKr/37nMlji4vymIw7eViT4+R7/LdL9X5qhzxYsLsXfimw2C0QvBh+278cS0GpQRD5i2kUd68vpeQwdyuI8jRygzUBiHNnUGKvSWOfftWXCOLQMG0BQ9SsqmOhFfThs8s6GB5ULD+L/XtzCFpHi/16VTsPbIsI2QZuwWLiAu+Q3WvhqRMGIe5JLht6YRXTgRVf99EsL01PcaNRHP+HNK0TQQPHYXnu2/ls6H0drEnPvTRO2uqGgIwW+eDZshIavTpjc+1WN5ZuoTKCLRv/AfF6uWAPqqxVNOhUB3LkzriSaWa8HKx58venkgzviC7HNnPn3Vcp6JQFhucPk+8Fv9wGOwWsoOCjBtXnfVrjaf86PkLqZsX8M8UOcHBmH89mRyflYQ5uDLq52v4vNfceOo0lKuOTWVkdBV8Zi8gpn5DhmzUn2zWNhAMbF+bn87co25lKwJPXoJ6DfU6ZWdbgu6n5fOoKmhA6tmpJUFLluOSHs99S0smOTXCs4atMdCfhMDGTMHMPp4g0KuX2lXCs4ZtiX3ROM97TCB4r60bv1yIpKa9JSqFRNSVm1gsX4RTRwfY1h0hSaa8BAnQR3nJRJOqIv1OJapYZ/PQTMbWJQ1NKkSfqYxLx0RqdEpE46AgRavAxkyFOQpQmHNY9uST7FF86CTz/hkfzAtscFKyhvkHgnnbIYul5yKQJInoKzdpsGIOmrz+yQ4KMubAMq9TB1mWyb13D7cflhrVOEIItJICH88+DGvSnjrAwPa12XQugnWn7iIL2DKkDS/UdMzXRxYeHlT7dCLxixZTdcJ4JJUKbex9REYGSqUC725tkbu0RuniQuzpC2Tu24e1Jpvsc+f0fWVmhtXZs4RfuoTd66+DVkvqjp2Qna03zP79D3S5ucTMnIXm9m2QZVJPnCRpwwZsOnSgypDBWHt766UQg4cghMCmfXvS/fyQzM2xHvgRzp4NSFi6lEqdOhnJ9tO03agIj43ibAZMiZ2FhwcvmadSf2z54sV4udjrA7zduU0dyzTq3D5E7Piv+e68M1/Fp1NHDkSaOokZ38xHCIFmzHKyJCUXcqzp9VitKTsKev6EJWRio7Ikq0bNYvtSlmWCTl2mblWbYgOTPi0U9JRSKpX0er1rsdcbpCpm61ehGTwCsw1rYN73aN98m50B9/mv/35yUaJRKFD+8jPHbkdR58RerlZrRJ0FC1DXrEXjbm2LLb8g4QpavAT3Ds1J//NPhn89GO501fdX/YZMT60KwIwiyHJ5bWiKu76s70Zx10mShNSgEbPzbIa8TGKjPU8eUmVBqdnEJUmyBEYADQB/YL0QonCI1b8BnlY28aKg0+kI/mUHLvZWJCxdapToHNx9ko1nw/lq3OuFRJZZajVRI0ZSMy8CsTo2lbpJUUQNGQqShGRmhuvKFRzS2FO/ig31UmPyRMyPJCgf/XSRHK3MvKYWWM35iiWdBxPrVJsvX3Nn2y9HC+V7Kg4bdx9hfbDCKMEJjEkBoX9JTt1+yC8XI1mVZzvjumwpYQ6uhd3RZRkuboEDU8hBJhkNCDBPtkAhJOLOVMK6YzL2koS1QzaGWwu+TiIvq7W5vZbcFFvMHRRkJ8rkpimwraVBk26Opq4bLyV+TppOIkMjY29lxs9D2gBw+34qX+wMJFerY0V7W17p1yVfPYUQqE9dxmLWl5we+Ck/RCjZMKglint38OzUktyQkHwnf1mWifv2W5K2/oLT+HEkbtqMrNXgOGgQD60rMzjCkS97ezLNN4BcnWBU1/pIksSiw7dY/E5T+jVzLdTfhsXH3N2d3JAQdDod0cOGo5m7CK+u+nbkBAdj1qgRQScvIYXfo9K182T++ScW7ds/IjuA7YD+pO3cBdkmqeNsbCAj49HfeS7/RtSqiSRAxMdDbq7+N6USZBmloyM1167hblwajqcOknH4CDVNjNbLssCWxeW0YJRo03uy1Gqihg2j5po1WHuXLlcxlCfLMprwcOxefVVvM1CE23x2UBARw4aDTke1qV/ycPGScrnFG+qp0+kIHzEK8c185hwI4csxfeHOLRTTP0fu1YfszRuxnPwFD9JyqL7iOyRA9+EwGvZ7pcTI2BV5cg88eYnksaOxlGRqDh+C07ChhcoUQqD++XfS5s/D2sKMBj+tK1OfPwk8TtsDT14iYfw4Ul7uyyuzPuXW+RvUSIrl/udfoJv8FSEPM/g9RtAl/R7Nzh/ATNaSUrcRNe4EkGVujc0yHzy7tMr3XNNs4kXN5eS9e4n57HNcvv8Ohz59jNcFRCURdeE65jGRVH/BHa+ubYztKKptJbXX8Jt7h+ZkHDxoDEWSsG4d8b/8WigsQcF3KjsoiLsjPyG+R286Th1vDBEgyzLqU5dBFihmfWlMBltSqINnCamEbOJlmSEbgVboyc2rwL+GxY+B4F92IGZPIyb4jvHkH3T6Ctazv2JQxzrG06GpXYAhrYJhsTOomIRKhcMHA8mdOY/DufZM/PUGV45d4NbIMcz5YTeSQsLLxQ6B4MvXPFAqJZxbNCZz6mw+fK8H6zrY0lOVUmS+p+JQ21ZhTFRpyInV2NWeBP+TvHm4Lfuz3qH+kT64egch/dodpzV1yZ1ZI38upVnOcGAMgkzMyaYaOuySJRJOV8KMHGp2SsDZMQcbRz250WdXsuRRJF9rspNsyU6yJeqMEzmvH4URh5BmhJPbazWxF21Ja7cOy8XhVBpzgnVDO/Dz4Nb0eaE6mz5qiYTEqJ+voVAqsLVUMfHlRtRs2dTYRoMBNIBX51a4LltKyx5tmNbHk7sJmYw4l0rQ6SuYu7vnk3Sl+vmRtHkLDgP64/jxx1T7fAqSVkfi0mWoVixiTUdbLt1LJEujI1Mjs/bMXbq4V2Vx/6b0aeJc6Pmm0jmFQoGlpyfW3t7kfruYwWfSCIxJMRoC5oaE0Lh7O7w/7E+txYtw+nQimtu3EebmKPM2ISEAhUL/McCU7BgvMkFkFCIqCnJyHv2m02E/oD+5cxZyONeeHet2krz1F7RxcdybNJnw6dOJ/mE54UOGEpGXs0un05Gyfz+5ublEz5rF/ZU+JPju5uGaNUSOHkPK/v1GaZepAXPK/v2FokQbglxmqdWknTqFNjFJ6HhYTwAA33tJREFUH/+oDMgOCuLeB4OIePs/xHw6iaiZM6mTGFXIywzyJDuDR5GTo0FRs2YhKU9ptjtZajVhQ4dz93IgqelZyEJmam9PvFzskeo35A/X1mi3/Yy1LhexbCFO6Q/JQdK7pm75idsDPzQazBb1rPJG6y0KsiwTeOIibo5WpE3/jr2NuvBw6VKS9u599PvJS2i1WgK3bEdatggrCTJztUbHhzI/pwJdlw1tDzx+gSM+W9BqtUU+w9C+zMBAGrVvRspLfaj8py+3zl6jvlMl9iWqSFeaczE8iTcmDOJtVwWNrx3nQauOWMu5VA0PIVtpTnj/4QhZ5pjPzyTk2QgWhKlRrqEuJ52b8H3LAZx0fbS+SJKE4u4dHGZ9RvWV35E5ZiTHfLYY622QTEmSZBzzoFOXSRk3hqCtfxjfkYyAAAK3bEeWZeo7VSJ1vx9Rn04ifs1akvfuI27RYg7bNyDM7pFpQ3ZQEFlqNXeHjeDusBH6OfoglTPmNaj8y3rOzFlijAofdPISKePHEnThBn+4tCLMphphVwJY2/AVwmxrkKVW/20cDMqiovISQrwAIEnSeuDik63SPwMFWX2dZl6EV7JFtWcHud4NsfDwQOdWlwfvfMTrr7Y3Xms0SJ42F6/OrYzfmRogV/98CjELFjGnjTVfjGnEp680YuXpe9Ru/QED+/egXnI0aiEY9fM1Jr3cEHOlknsJ2Xx1PZu6J47w3Y2fUaz4gXorl2NRty4s6QDJd4toA+QkK7FwkGkrabE+oSQ7SUnUaWtqdsrE0lFDV7LBDCAv0J2jfuN0Iu+7IqAFklCiQkG2jQ7bTqmk2AvkZBXWSebYV1Eh1WjI7Ze34VXHCfJO76l+fsQtXITTxAm4jqiLEIKo4SOoucoH8zp1UDo4EG1TFfs8gtDY1YHdN6I5EBjHy42d6dvExUjS6jlVIiw+g5Fbr7Lq/ZZ457m1m57o79i78OGPlxBCBiTmvmCONP1zcgqcYszr1EFR2RGrZs30cYjq1MFp2tdoo6NJ/nkrF09dZ3NGTcyVEtYqiWGd6uHtYl9INVVSID692NgdcfoSYfEZSFX1Lptf2tZAOnkJj44tCLqfhvTqf6jTvj0Bmzdje/goEpC+c6deQiPL+nxV5uaQm4vc5w1scjMxa9QI7a1bZJ4+DTVr6smPpSWKrCzk1FRU1ZzQJSZRZeD7nGv9KjP2BgNqZkwchfnMYDShoRAWRqYp2ahShZjJn8GyH+DePX0CT40mX5uwsiL200l64tW0KYSFQWpeIk+FAlWrVljVq4dOpzMupjqtlvi1a8k4eZoshRmxQXcwr+OPNiICu1dfRaFQGNOj6LRaMq5cIfvuPeT4eET6o405/dffyNixE8f//Ad56pcolUq0Wi3x331HYoeebN93if9kpHFuxUY22jdlar0G1E+7b1RPGrLYF3WavfsgjYyUdNJSsrCQlBAZibRhNTkrfqCuEPS+d56Vjd+gTvxdMmwd+L/ftmGBQAIkrQZZq+H00vW06dcT87p1CR8zNt/J2bNTS9TzF4CsN2J/HCmO+uQl0sd+QpgSHJq2xr5mI8QNwcFfD/Gf114j5NddJCxazJnX30S14zfMtBr2evbA39mT4UlZeJXxuQXzMj2umkOWZdQnL4EsqDJ/IfcDQ6j2w7ecib9P1S6dSZ44nqDFS/Hu2saokrJcs5zbliqSer1B5QO7sJZkqgRfI2zmdpp9MJQsScLTdyNnlZlU992JZshIrKs6k3nxBEJIyCozKttZkvLpeCwRZA/5xNjn8GiND7Nz1r+LlaqTMHsR0u5d1Pl+Pj1ebsVrJvaTOcHBeHRsQeDESWiWzAedwHL9SoJe8MynYjINDFmnijV3lCAtW0hgTDTUcEFeOh9lRjrq6ChU+3dzo2Zj6mJGznIf0vr9l0oKFZ0iruJy7TTCtY+xPDH9W2a0+YjqSTG8vGEHdQ/tpEN2FrLKDCe/HSQ3dydq7nfQuRs2uhwabFiMF2A1I47sc+cZbG5B5b223N24GVSqQtnRn8dAf2VRUV0VQrQo7u8nCUmSmgKrgErAPeA9IURq3m9fAIPR76JjhRB/llbe01JRFYxObFgUZVkm8+xZUn7bTvbXc/hyhz/jT/2IGDoStz82Gq9Vn7qsjyg8sCX1De6+/V8A/9+IOm2Na8dMhATCIRdLSYnWGO5fQpNkSfQJc1y7ZGJWWYMSBVlo0SCTo5GRZTC7b0PVWrq8A302UPTpKjtJRdTpytTslIiFozbPqlyvHrJw0GI6hwXW5CJjjqKQSskISQlVaiIGHyMgIZvbD9K4FpHMgcAHzPI2o/bCaZgpFcakoAX7M27hIhz7v0Pyr79R8wd9ioeokaNwXblCn9YiPp0R59KY1MudBk62eimWEOz1j6XPC875FuTAmBRGbLrMVE8VL/buyP5AfULQoPtpSOglYOqYVD7ecImB7Wqx7vRd+jVx4da5a/nUiYa4P67XThP3/Xwc33+P5C0/I4CqkycRe/YSDw8eYWvvETg1b0JLN0fmHbjF+kGt8HbNT2JkWWbPzRjqVbHRe1S55FfxybKMz4k7bDxzlw/au+Fqb8ndizdp+eM8sr6awwy1XnO8vpMduVPGs6lxX4ZUTkdxyA+hkxFtOyBOHkVhbY14pTfrEmwYemYz1caPI2nbr1T7dCJ2r75qfKZBBO7RsQU5wcH89MCMdafCyNUKLMyUzOjnTS8vJ+4NGYLu4qUS34nHgWFlkkCvUqtaFVkWKCIjANAoVJjJJtpyBweoVAkSEiArq8iyZCAbBdZ5c97Yu3Z2kJMNOfoo1MLMHK0AlU4DdvY4Df6Ihz9v1Sdmtbcn6/xFaq1dRe69e2ReuYJSqcJx8iQeTp1KclVXpE3rSPjPIJZn1mDgez3Ytu0YU3t7Qv2GzF62m/fb1qT6d1+hkmXWvtCPWrF36BN+zngkUKIXr6e27sQ2q/oMnTYc7zxCLMsyQYtXkPDLr1RZtNi4Oep0OmOEXIVCYVRxZgcFkXvvnpEAAgQeu0DG6OFY6HIwA6LqeOJyLwgJuN+kPc531cg9XkJx7jQh9ZtR7fJJLFVKYl56E/uj+/I9t9jxy5PI3Y5NJvzQSbq++xpR4yYghuQ33C11HhhVZN+jUypxWPID7h2ac+abxTge3I3rF5OJ/m4+dVetIMI/FFxqkfDpBKK79OJMqor+V3YR+UI7al8/g5USNrV+m44Nq+Lyyzq0r7+N0wk/Y50yAgK49eEQEj8cRY0XPPHo3JLg01cwWAImTP6UKgsXEadNwykmAcX6Vbj9sJS7DzNIOHaKyr+uJ7VHb+IztTjdOEf20NF0H/EeOcHB3B01GvnjEURZV2Wv33n6vNqWWlVt8ezSytgXQgjUJy8xe4+aQZ3qUKtlU1ZN8+HjC79gJmvJVFoQ4lCTlgl3CGn9ImGJ2bx85zSxDs7UTI4lV2mGSqchW2mBuYU5yp4vgZMTc+Id+HLc64hbIWjHjcQsV38QPVHNm/ZxwcgKBZGtuuF66Rg2QouWvHNr3rujtquFd2okWoUSjaRkj3t3/lNNR6MfFqFSqcgOCiInLIyYBYtwmayPwi6EIO3AAWx79Xqi6SlKUlGVheDoAIOyXgKsgEweeVE9MZ8wSZIuAZOEECckSfoYqCuE+FqSJC/gF6AN4AIcBhoJIYoWGeThiRGcjAyY38D4Z3aSkshT1lRrmo1dbQ05yXqpR9UXsom7bkW1Zlkoa2eTkiywECqsJAuUaLF01OlNIcBIFhCQkyywcNAv2AZyURyLyEpUEX2qMq6dE7GqnLf4mwxxdrKK6NOVce2UiGUeaXkE63x/mUpwsiQt1hQMKy5BJXvEyMsEJmuMxMBgL1FcWggA3+tRTPz1BuNfbMCGsxFs/LAV9dP0yTIN5MZUqhXxyWgq56mANKGhRolWdlCQMcWC67KlHNLYM2dfEAiY2sezkJfSo7YJ1CcuYvbFBMImzWbUpSwWv9OEBtXtjFIUQ2Z0IQveW3eB1GwtA9vX4r8taxvJyZ4b0fyy9TBfeVuiXDofRSUbqk2ZAsCD2XOQk5M52/0/fGPbGiSJ3o2rczkimfWDWtG4gO1TYEwKH/14kcxcHTYWSqb28TLWX6vVMv6365wKiSdLI6ORwUIlka2RcU+PZdigF7mfrqFLQye8Xe05s2ULjj36It2+hTTpE+SMDB6MmkINB2tcHCyJXbQE+avZiKsXudv9DXpapnPP0VWvRsnrr8CYFIZv0mdfR4b5h25hroBKlmYM6VyXrRcjmPyKOw2qVsL1+mliZ8+B9HTQavWSIkPD7O3BxgZlTVcjERKAbGsHtvYoYiL11yoUCBM1gynBkcg3jQG4Y+VE/az4Il+FgtfKQJBdTXyavAE6mSXnVpYqvj5W1Yt2CaGkv/UuTkf2oFWpUD2MB/RSSIW5BcrcHOPzJEdHRFIScl595Up2KMZPxr3/GwRv22nMVH3XsSbIglUzVvHO5Z3kDPmEfaoqVN21g773zhZ6y7QKJUmu9WgybwaWlpZk3b5D7JQp6AYNRelak/r/6cv9KVNIe5CA4voV5MZNUWWmIe7dQ65SBUW8vs6SgwMZdpWxdHFBmZqARh2EMq+ud2s2wjXqFuZ5SWEkQIvEJdcmeMXdItSrHQ0Cz2Em60jq/CIdR3+ITePGRb5bBmJc28GCux98RKbKArv0JB5UqsqOxr14238/2iEj6Tq0PyFnruJW2ZrwxEw8OrVEExqKWaNGBJ+5imenlkiSRMq+fcR8MwedLJDGTMTj3bcIOXOV+zeCsFz3A3cmzOJA8EMG1xRUWzEP8fk04rO0mK1fRexbA6m/1YdsSUWygxN1Hobj/8oAXE8dMHo6zV7my6COdXi5XxcO7j6J9fTPePD+cN6a+GG++rh3aE7I2Wt4dmrJH6s24bzGh19bvcXw97oiT5lAWraWwGr1afUgGEtNDjlKM3KU5thMnERcRi67rkbx7mV9vjydpCBnyCfU8HbHraoN4YmZeOZJuO5+MobY/3yEau0Kslq1w+p+DE63bhJl6YiDNguVrMNc1qBRmqGRlFhKMkpNLhrgtq0L5508qJ8ZT7sHaizytkRtnzdJsnGkcp1a5MybjTU6slBw36k2dePvGd8XHXq1jum7pwNibKpSPeOh8Z2R866z6NAe508/5d5HgxHpaRyp145u9wNw+eoLMo4dJ+PgIWrM+47K/Z6cZ2BJBKdUFZUQ4lkmy3AHTub9/yHgT+Br4HVgmxAiB7grSdJt9GTn3DOp5Yqm6DmfHhYOULNTFkJAdhJYOGip2SkLrQ6EzhKlTQa6SBXZN+2p1CSV2BtmVGuahWWeekcCjLGNJbDM02ToF1EVuXnDphWClGSwdhDkSFokFNg6WlG5SxrmDubkoiIFDRaSAh0CDTLCQcaqUzIp9gJNkg22TuZIL7wFvb+HgnlohIDgYPDw4OKJE3Tr1q1I4qKOSWHwhstoZcHGj1vT2NWh1LxH9atWwsHanNqONqgUEmEJmXg31RMbdWwq9ZKjiR47zijVqj7pU+IXLcamY0e9ATN5yUgdXBm55wo+0+Zi6elJX6BeVRvC4jP4/oDedqMokiOE4H5gKC4pKZjFRIFUBYQ+mOKkV/TeYoa0GgHRyczs50V0Uhbrz9xl380HbPxYryv/ZesRvji1HuWxHERWFvbDhiKEQFW7NpVe7UXK/gPsVtZEKUnogOOh8Xz71gtF9omXsx0fdHBj4cFbvNXClfl/hhgjWP96IRz1yatkOLigRcJcErxiloyvxp4QWxe+2h1Mrk7G2d6C369F0dnFBUmhYPjZFMa+PRSExNx4Jz5sVIcr4clkNn+PDkFxtNj2G0vuWHHhpdbsvHaGpjXtqV+tEk1d7TgW8hBvZxvm/6knNioFaGQY0rkuI7rWx9XBki+23yBbB23r2PH66x/htWsDl5q/yGGr2oywS8S7hTv7ksxotfZbfvF+DQ/3DpxItyAnIorjrs1okBLD9Pi1hDduy0+Ne9PzxHZ6Rl/j9/rdqCNl0C3ktL5zFAq0soy/fR0ap9xDBZxwbYrznRPcb+BNnVvXjUQoBUjFCpRK7ttUId3Klj8adiesSm2QJCqpBOM7j6VFTCAvxATTICsaW/SL4R1zR1xzk/Cv0oB7lWvS/aGaKxduYpOajrWsMW7+KoDcnHxESk5KAiAHJRboOOdQj7ZrVpDuYIlu9UrWeb/KUHsX6iVHI4TgpVHv8utKiSG/beD1jwfh/+mn7F8o8+K9i1ggo8h755F1OEXeIvLd91BZWRFa0xsXlMRfvI6beg3BSxZgnpFqJEbKgBvGehnIDYBITsY6ORkiwoxxP0BPZIJ6v4f6Tz963ztvvF6FoH30DWTA0/80KXUa4RIWgM2J/YSdPUxaxx7kpKTR4rPRmJubPfLqPH6BzHGfcKR7HxpmZ2JHJlqgevpD+l/+g7T23bBau5LdZy9Q99JhwvLaed62Co5ZKWRaWKPISGV3g+ZUs7PE+sZlshRm+Hn14J3uLxFy+ipp4z+hikpBtiTRrJYDrtmJaKo6k2ZuQ6pdDV4a2JlgWwtESBiW2hziqrtS70EYJ2o1p8PYYTx0r0vXof2RJIm3qumwnv0VQZUX82KfTvidewOXrWtRV7dF+eMq4ru/hrRnFyGLFuPeoTnHVv2MWWw0SlnHG02dETqZ7MxsEl99G6+Du8mSFfg368FFS2cGXfodecG3VNdpefs/g7AJMCfppX6gUGC5djlZ2hzumJuTLqkIWrIM6jdkVpN3GHDwEGZ1G1L31AHjGNXMTkKDRJbCjAsuTekccwMhyfg71iFZZUXXuAC80mJolBZjJCnZwB37WtQ/sA8nbS4aScl968rUy4wn2cqeuvH3uGNZlQirKnROCkFFHnnPm+f3zSpRQ5NOrYxHMYZyAfO8/0+7cJns89dJS8/CTpbpfvssCiD28y9Q5tXh2r0EehZa7Z4OSpXgPEtIknQWmCeE8JUkaSIwUwhhK0nScuC8EGJL3nXrAT8hxO9FlDEMGAZQvXr1ltu2PYF8KxkZtL00CFNVT06SirgT9iBJOHVORpIgJ0lJ4kV77Bqnkx5mhUPTdCrVyiUz0orkm1Y4dUrBwrEoBzUlGsvq7Kw3jyWBoJVBKcFQ+/u0+u0nvmn9AfccXXnPwwyXSkpq2+kzh8uyzP57Gg7f06LRwSt1lThZSvwaomGiLoDmJ/eSMnw42lq1imyWKjIS+1WrSX/jDRI83Klka0t4qo7l13IY3dwCN7tH0YnPx2r4LUTL+BYWuNkrEUIQkSZT27boLOZCCO6laLmfoZ9/O25p+KzGQzKdXVl+PZfRTVR4XjhG5ksv6r13hEAVFcXtSjVYeDWXT1vqnxOeqkOSBQ1vXye3ZUu9FEAI7iZrOBOj48oDmXc8zGjnbJavHudjNRw+fof5l9YT8tFwZj1wZlJLM5RKZb72hafqWHw5G52Adxop2BCgo0FaDP/pUQvb+Adk1XClXko0qgcPMOjs7H/8CdnMDIVGQ2Svvky26ULLGnrPtmvxgvEtLHGzL/rccC9Jw+9H7/J/3esgKRXEpsv8Fqrh40qxeP/yEwvaD6KGVy3uB0Uy6exGfVRVB1eUQLOqkJQDYWnQqJLAy0mBHBHNG/t/YpPXaxyv2cxYx7xBoF5KnuddGXXmPWsrec/DHIVCwbmYXFbfNLGr+X/2zjs8iqpr4L+7qZTQOwESWgiB0EInEKQpKmJDFAsqoL7Ye/teUQFREV8QELGBKCAi0osEAoJKJ6QSWpCE3gkQUnbP98cWN2HTy27g/p5nnmTu3Ln3zMzOzJlzzj3Xrr2q7orzmUKrlGNcNZoYs/V7xnR+gkNVfbP/ELLKYL8uQs+k3WBQJFeoyZhtsxjT6TF8U06DQRHv3wafMyc45FOHnsmRgIDBwB/122YNqLYQVg96NfTEZDQxdnvmv8qJCI3PJ+N75TR/1GvDfQc28NjeNWy/bQin449wy8kYjjYNpFnUVgAygD3l61Pn2kUueVUAg4EmV47jifmlsLRhF85WqMrdSVuY23ogQa3qEv5PJp06+xF6dA8VFi4CFJdGP81fHnXZvvUwg/2ERlW9KfflTJa3HUDiRROdT8bT63gUGfz7wWNVsLK47+xPp4OynDhhKI8PGfzW7T5ueaAr8TsO0mP2F3hgyuIqy0RhMrjhZcok3SKLfT+ZKEze3uDpScqz/+HKjmga/r6cSwYvKpnSyCTrl7QAZ7x8qJ6Wku9Ms0neVamAkWOjngag3ozprG7anbqNa+FbHhov+JFDQx7maNW6tAhuiMfRo/hMmYpcNjsfrrl5ciCwPSmdu1CjvDu1v/uGUyNG4n36FD6LF3PktkE06NMJ9+RkKkyZRnq6kX0D72b/gTMMSNhEYou2NLytG/8cOEm7RT+QaXDDiBtunu4cadCMxvv3ENemO3TvwtkMAwHBDTi6fjsBSxdQwZjGSv+uZHbvStKBEwyLXE55dzgaEIz/zs1cdfdm76AhNOjTCcPhf7g2cw4NLp6wnbcTnj64p6eR6e5J7czLpCs3Ng19iqoxUbSM3UI5UybXDG5kmOBUxRrUTr2ApzENTyANAx6YSMecDd8DwQCko3C3/C+WxQBcMnhS0ZSOAfPbbE3DTgw4sg2T5bcgwM5KfoRcOkwGZjeW1epjvbbY/TYEOBMUjNudA8ls1DDfz5mC0Lt378JbcEoapVQ4UMfBpneAJ4ApSqn/Akv5d5rm/FilzYUiM4GZYHZRWYf2FTu3Z82i6S2CZ1wciWeu4FWjAkeff4HKQ+7H7cAPVH5vIRfOp1Kje3sy9u2jWvPmeKxejaefH16BgbZZou1fyN4iDImPp33XOhw6cxUFjFvpSXi3JzhauR5Ph/pjUAa+2Z7EjEfa06J2RT5YEceWU6cYEebPzI2H2HjcwKzHOzKo4QE83/8ftd5+O0vMhYNzx8Vq1Tj98ScYa9WkQ5Mm1Ghal1kdro8PCRNhUC4uKUcsjTzKh/MjeblfUz6scIKmU/9H/SmTCelYn/q7N3N82TICeoZSeeBAmzx7NhzgauY+qjVsTq24bbyVWIlvyyVgmDWbOi0C+alCM5QY+DbqEFWOJ5FWowFLDhsYFJbVktTTZCKwRQs8HmxPUOOmlJu9k44hISiDYlaHrK62qg2PMn5lAlXrNaThnxG8vm02B2s/Qp3lP1Ft4mdQtRKGb76j0YzpABzGE7cFP6G8vQnp3YPhR01MO2Jg0gPBvFK7Uq7nKDUujk5TJmC69yMOVanPtOWxmAwehN53F+sr1mLC7d1p5VuV2KMXSNrWjO5U5UTkca5mmNhp+Qk2qubNvnPX2HdZwFSH1p378di2VRzxqcWhKvXNX2cKjCjblB854WapW87DwDNhTXk6rInNn97TZKJ8zQQ+X2cJLlb/tnfeCI0vHuPlbbMZ2/FRxnR58vosuSYTPZMjSfap9W+ZXRs1KrjxRyNL2nkRxnR5AhCGJ6xhbMdHub9WJt9k1iOodjn+cMuanr6yO5TzMuBXvQJN61ZmSEgDWvtWtV3TTp0vcOBkCgePn+fHrcmk1GvAfnc/OlX1ZjG9qJ52idTug/jryja6H49lS3oVmgJLG3Ul3K8zGb71STMpTCaoezaZNzfMxGjKAIOBfhcSiHvov0yNCWaEvxt1F86i15gJ+Ncoz/4vP+I3/x6c9anB030G8Xq9ysSZfiVj+mQ8x09iXNhTvP3cnQhw4PhFDv78Ew3WLEQyrmV56KVjfuAdrFCXZhblKtanPlurN6fz2X1srd6U1heTia7mh6e7O1cqVaH8hXPUTL/EtUzBy8udfXcP51jMPsa/cjetG1Yj87I7KZ7lWdm0BxUb1Kdv+I9UNKbhiRBXqS4tLyQRVaUxrS8cwp1/XRnuCNeupbK1ajP8ytUj7cHuHPx7B01STpgtM7UC6X4qnnTML0QDUDMtxfZidXQnmMg6xLfBtfNkenjRxjJc+uDlYdwz7yfSD8Hl4c+Q5u6Ff89eDOrTjbS9ezkY0J55y6J4IHoFboCbQWhzR1+u/m8SFSdNQX3+P0KqleefZ59DXn6ZnpaYoNijFxgbbWKEnxshP82kXWoqRlM67aL/JPNQNO2ee4mYkL602hGO0WDAdC2NJvv3sLdyA4L2/IUM7Efrxx4wj1j6+yNO3/MQpqW/4N+rG7UXzuLqOx9y+a5Qpv39D0Pv68nqMeM4VMuf/zw9ivp7/uKfzydTMzOdS8qDimL+eKiTnsLZclWok3oBAC8x0m17BB7nz7C2YUfSjcKVilVo1KoJwWvm84dfRzr9s5vEynVpcSEJMRnxlEzLqFQAA/Ob92HwgU3sr+pLwLl/8JQM3ICKpnQ21WnFwUr1OVWxOg3uupVPFq/CkhOEFuePMPCfrTZrqcJssXTHaLP2WF/E6YBJuVEzNgqOHMZ/9velPsTc6QqOiPTNo0p/AKVUc+B2S1kyYG928AVKZyKXfKKUIrGqL8+s2MWXw5rja0mbnzH6Jf6p6sszq3bzpezE87+vm7PVfvwJKEWtN163BSfbB9pap2Uw/Hc8n225zPRh7fh2eEeQjhw8fZl3F8dw+VomY4I8zBmQNx5k9l9HuDO4Dr2a1eTbTYmkZRhZuCOZ/7ujHZlTv8hXnhJPPz9QCrdTp0gc/RzjOz7KO3e0hHoOFeYC4Ve9HOU8DHz1RyKeBpg9fBReLVrQUiniTN2o/8nHVBwwgGvx8ebg6+OXmLf1CC/3b0bj2K2oCe9za/DtqGPbqPniC8wt14yJvx8A4LkGGYSu+YlPugzn0fv6XTcU2GAwmONt1h7glSpX8XAzkHj2ChN/38/0Ye1sbjiAxjUr8u1jIRiNRqZWr8dn3Z9gxG19uNomkKr+Tfnv54t59WoGEhmP+nYG3zQfwEgvb2o89ggnP51I5yvprO8xksY1KuaZ6dM7MBB5fwIjNl1EuMTw7n788PcRFu05wQ//uOF18BzBDavTyrcqBrf23FrHhyGdG7Fx70lWLf4DQTGgd3e+iEjECPhfOk6byAi+Dh7IPxYFw8tdcXebOpy9ks7ldCPRSRfo532ZiHQfAur6UMnb3RLkXJlezWthMJitcNmVWoPBwPN9W9C7RW0W7khi+7ptxFeoa/tKs87bk9nAFw9PT4Y2rMyvkafwcIOwgFrccyGeesvmc9GzPCsffp0abVpx5nIGy6OPMzK0MfUqe/PiL1EAVHBXNO3SmpZ1fIhoUo0KSZcYsPALtncazv/deycRCSeIO3oJDw93Ph/SBg8Pj+vOrRWlFK19q1pGsTXk1TuypgqInvMLbiu2UNfjLtqPupW01uXpXq0GV8b/Qe177+K+pi15qldj2/xqRqOROXMa8tvOZNo1rErCqSu807cz7f33Y3z3DWYG3cbIps1IBL5vOZBH9yzB3c2A/8U7Sbt0HOOMaSxu0Jn7mzTlnRcCbApwa9+qxNYbzXuZdah0MolqVy9w2rsKLS8eoc8/2ykvmQReOc4V5cnaxp2oPngQ93zxPp7eXgS8PpzEqr4Mr1mRoPr/xlXZu5gB4o4H2/7vN6gna9WnPNyhDYH1KhG7oRtrV2/lbGISVbt14eyq32h9Yh+emJWPUxVrUOPyGZtLvdfxKK6OeZUjHXrSNOUEO6s35VqfW+ncI5hLr77EId/mtDu0G4Ak90ocrOpLRiM/rmQI565k0u78IdqcPcjOak3ocO5gli9WBaQLbNu0h7rzvsZ0LY2M9EzE3Z2rR49Tx5jGydj9xEbuxLBiCf5Tp3D/J68T+cwx2h3eTSoGTsYewv/aZc5u3Ezoe68Qn3yBX+p25P6et9iU9pb1KvPuS3eDSfhy11Ee3LoAL2MGYCC8RiA9P/uElh9PIjItFa92HWk4ZxreYsT/0jFAiE8+z6mps8EE34Q8zK1N6rK8by3ee2gQqlsbunVrx94/d/Hu83dhWv87jQ/9iel4JPJzRQ4v/BljZiaeQCXJsCmxBgxUTb1ABuYPjqPe1fA9EM++ag257fAWDrfqTMOYNZy65Q3mtBrIwzsWcfLWwbT+YyV4ehBeuz23HN6GN0aLMin069ueK/06EPjTt8QF9yBkTwRXDJ7sqR9Il0tJ+D33DBmNmzOwdR3Wel6h3ufvc/r+4VT/dhnumNheoxnr6rbhleiFVMBIknc1ZvV8mNZ7t9H/yDbKYSLNzYtfm/bChOJqtdqMdsJksk5XcHJDKVVLRE4ppQzAu5hHVIHZmjNXKTUJc5BxM1xw+HqWuTnq3UZyxZo883cK0xV8+XB7/M8nc9QSr1F52EN41KtPxQED8PL3v25eKvvpHr5smnKdFUBEaHn1JG2/+YlrHXypU6kingbYuO8MI0P9eW9QS978NZrZW45Qq5IXT9bNLm1WrMPV60+ZjO+X0zm5fTt+U6fwzpkr5okwsylg2WNu8goyBnAzuOHl4UaG0UT988cwfPsT6R1acbByPZ6ZG8mXD/egyb59NjkaA1890gFQPL2lKmNGv8H9A2+j5u+LqPL442SsN8/K3apOeb4+eoV1HR7m9oHduSOHQGNrvM3trerQtJYPgXV8aFLLBwTbsQDmDNIPt8dgMFDOy5Pb7+7JhPADKBRv+V3laDVfDr44hgcfuIUrVcszIrgr/il34BkQwMnmbUg5l8qZ+Mx8jSRQStEyNIRvmlw0T7Ba14ewgNoYM40siTxGz6Y1rjvfrX2r0vTScW6J/JFMo4mvrp3BrVZrc2xT5XqM6fgohyrVxWjxOxhNwvydx3m4a0PCtxzh2UYmOnzzBf3+bxwDBvUo0BBPpRTBDarRLOUE+z6fy3/bP0y/O0MJbVqdTQfO0KBqWxrXrMDIObt4uHszHu7RzBaMLtKBi/7VkIo1ed8yh46IMLRLI1paZjzHAAYUjWtUYPzUZfTteye09uUBk8DB1oxp2pyW9SsT3LBavmXO63gMvfsyY9NhnmrXnWYH93P5mymcGzqSNHcP6tesxK23NMuyz96Tl/n2pBcP3hvG3K1HeP3hrrSsV5n4gzChy3AeHNaHQMvccbc88yAf/VgTUIypUh9EWNqwMwMP/knjS8evS6DXsl5lxrx2LyajiU0HzvBo0xqwPwF5aRdpmbCoRR/OVq7Frc89TOOLx7lgcGN28CCeDmjBXQ4SeGZPp2//v5ubG7cODrOtB/fpRutburJm6R/4jHmD8p5uuL3yGuHxJ0ne9w9+Tz9BQPw20hYuoPGZfzhRoSrVM1Lx27YeAxB4MQnv3iG07NWR+Klfcm+n1vz66niSDx0j7MhOwk7HcfniYcp/8SWqWQDNapRj8eezqdGoEVF//oX/hmX81bYPsZnlqXb1Ar6BjbnltgFM3ZGEEhNtfCsRYEjD77FHmX5WMSApmdrL57Kg7R3cX6U+hoR4Ao7EkubpTcrIF/C/83Z+OXKRPiuWENe7J2c3bOLeyOXIxhB45P4s58doNNK+Wyv2JO6mx7Eo3DDR759teCAcnT6DtgeiONusMWeq16PSmX9QQFTfB/C5cI5ac+ZgQPHQXY9Q6YtvGTL0CQLq+pBwyMTGL+fi/f10qkyagurVh9Xzfyf0yE4yfvyJ1c1CadjKg45/LkEwkOHmgRKhvCmdVDdPDj74NJeTjxPw10rSMNDs3BGuGdypGR9Jqoc5v3tY85pU/OsqyTVr81H3ETQ/EsOg+HUY3A2kGxWekslfvsE0rN+IBp3aMi5Z8Wa/JqS/voNyDzxIyMIFZKSl0bBaBYLamd3JDTu1ZVzXx3m0fgOuGA384d+duEGP8ci1fWREm61y+3xb8ObuBUzxu4Wrx2P4vX4wB2r48fT+39lUqwW3xC3H78KdkC01Rknj0goO8KBSarTl/0XA9wAiEquUWgDEYY6JGp3XCCpnYA1StQ7XNPk34e1z0QTW8cHNzQ1THR/SP/yU1L/+4uzkKbhVrYJ3k8YOXzDWAD7496FktbLgUwdPdzeSq9VnbMdHCDvhxtpl4ajydUi5lknimas0q1UJb3cDbgZocuEYyePHUX/K5BzT7NunsU9ZvZrKX85AffctLXt2JM0uyZ2V7BOtxR27yLgpS3PNlBxY14f3BrUEkzB+lRvG98ZzwKeO+etpmKWtupWoP2UyaYmJnJ70OfVffonkNt147bZA3lujeH/5StS0/3HyYirTzjUBgat793Otcj3iKtTj6J+HCWtZ26HlJO74JcYtj0dMJprWqmS7XrHHLv7bPzB9WDubA9TDzUD9qt58+2gISpkVEIDxK/fS7s9duE2chP/UKSiDgb3HU3jyzxTeHtiCbzubh63n93djP8LKqjDOHdXFJpP1fAfW8SH22EUCW7TAf+YM0g4dYtQnn5FcrjrDhw8g+XwqJy7Ux7BxJ23DQlgafQIRKGcwcF+7+oT4VeO2lrXY55NG9zsKptzY49WiBY3eeJXxbboRWK8y6QkJuLeoyzM/7eaV/haFQJHluJRSVLn9do4dv2Tr1/4FrJRicDuzoTY1Lo53t81GDgbyzNbLvDqgORO3XeHL5jnPe1ZYlMGN7f4deNrgRt1LpziefpWwFrVY9coHPHRn6HX1W9atxIxHOhBYx4dezWvRsm4lrsXHo8a8xbtjJtCyTX1bLpK+U6fQ+OW7USahfuSfeDRqxO3/bOHboNv4T5X6133h2v8WrEpczCEDKbiDhwdhvdtT45dZNPO6C8/QDmwc9SxP3XF7sc0ppZSi/52h/C4TmPrXP7zb71aee8SHrzYd4qnQxrgNaEXUoDvYOPJ52h+Px82UjgnFvhYdqfnPPrxV1qkVHpwyhrg/tmPKeJyDv2/A79ZbaBn67zDpoK5tOfvKyzT6dCLq/tt5sXt74o5fYlf4VppOGcPp+pUZvm0BHm6KjJ2K8hmpHD11ikG330blMa9xxd2bxrf2pkUdH1ZO2YC/KYMFgbczZPCdcOgAQz59E5V40DyAYukifgm+nSFh14fA7v1zFy2mvI9P2mVWNOpMpYxUWp0+SFytpgQdOcif9YNpv/QXamVe43BtfypfOkftwMZ4fDuD/Z374btjE961anK+TWdqz/+O1WdPUW31Ynwy0zG6uSMI6vAhuhyNgkwjl+o3YVBCBIjgCWR4e1PuhVdJrliTywcSqdS8KfcP7gnA5vcrkrFwLp6mNPb6BdMoeT9bG7YhZNZMWjz/HKeee5PberbD58BZKr83nQqmdK4oLxYFhGFUBoYkbSFj3NvI55N554W7wCRM6PcsQ/v35vd91xi6awnl7Oxn1glGxWhiWsd7eGDPCu6scBz54TvScEMw4tUmmAkZPenerxO/X7vIHUnbaDdiGH9/n8iA/ZtJd/Mg8VQKrYrlV5l/Sm5wejEgIpNFpLlleVPsIqJFZJyINBGRABFZ5Uw5cyM1Lo4jI0YQ/8d2Ppi8jHJj32Hvn7sA8/TyY1fEc2zOPKq/8Dy+M2cCkPzc81yLj89zpmNrBk0O7OeHJzrx08guPPJIfyJW/s2Lm76nyaVjVCrnQZOaFWlZrxI/juzCR3e3Ykx8Jmn/Nx4RIenpZxzOkhx//BLjVsSzd/NOTk34GGX5/LcqWtlfKvaZlsEcf5FXpuT4Eyl89vt+GteqyNu3B5JYuT5P/rCTET/sBPXvxJNKKU5P+pwqDwzh2EcfM37KUvxrlOehzg1ZvOsoRhEyf55HwOVj3Op5gfe3fEfg5WM80rkBPz7RMcfZbZVAvTNJfLAsnidn7yDu+CXijl/iPz/ttvUPoA7u55kfzTK9c0cgE9fuBwQO7jNnHcYcwJfoU5df64Xwx96THPrPs8iBfWSahI9W7c3SXmHIfn6t69bpBuJPpFCuZUsq3347zWdM456+jRncviGNavqwJXw7L//5PT0MF5g7sgvzRnZh7ojOtPKtQpOaFcncvx+v778yJ+wrJOkJCWbXatTfNuuf/4WjfNmlIne0rsu3w0OuUzLNeX0O8PScncQdv5Rr+96BgTSePpXA0A58+XB77mhdt8RmLm5ZrxLfPtaBxhePsrl+Gz5p9yCrLnjxzTEPEk5dua6+9VoYDAbbNbK652jaLMt6YpX6tKpfhfp7/uTYa2+QuCuOT7s/QYO+HfOtlKimAXwc9hSz2t3D5a69+LjrcBKr1Cfhr914fD8TdfhgkZU++wzKBoOBAXf14t0XB9OyXmXc3Nz4T1gzm4uutX9N/J99yuaa9EJo3KkNVSZ/QctsuXLS9u7F8P7bNKtflTs/fYfWfbpmsWwG9jDP3t2yZ0eCenbEzc2N1r5V6dCwCgajkZqXTlPBmIZn+jX297qT1U26U2/DCspFbqdCBW8uP/0iwx7pT/ymHVRb/RuJgx5myKdvoQ4d5Nyrr6AOHySoV0cCe4ZQ/fP/8cBnb2fJL2TNiBzYowMVP5/CyWffZuDMzwidPYPKn0+mZv1aeJoy6XhmPyf638PcoFu5PGAwlSf9j15PPUT1/02m3J13YQKqfvcFTf9axbk2nam8djnnBtxFhpsHZ/oPBhGad2tLpWEP4eXpht8/sVTISOVgq27ManEr74c+zbGqdbn13lsY8tZIbr23N25ubqQnJFAlYhVLA/tw2d2bRscOYLxnCH0v7qfa0CG4zfqaDo2qceT5FwltVoOL//2Yn1sN5OAtgxmYtIP6/cL4PGwUKf/9iJah5nuyZf3KvPP8IPp6XqL/6GFM7vMMhmb/fsBaf99BvlUY/cHT1Jz0OYbe/fiw6wi+7DCEi54V8W3bindfHMzjdU3cc2w789vcgW/18oQd3o4B8DJmIMlJRfpNFgpr+uebYenQoYOUJiaTSU599ZXEtQiUkzNmSPSRsxITsVUuR8dITPJ5MRqNsmTXEXlh5EcSM3u+XI6OlsvR0XJu2TI5v2yZ7O/TV1Lj4sRkMknM0QtiMpmytB2zYavc99J30v79NRKTbN4enXxeov45K7NmrZZOH66RJbuTs+wXnXxeOo8Ll+jk83I1Nlb2hfaUKzExtn6sXI2NldiwW+RydLScX75cNs2aJUaj8bp6uR17XnWtxxWTfEE6jwuXTmPXyuLdSbZjsbZh7fdydLTEdg+VmIitEpN8QXpMWCeLdxyWDf/9WP7z+DgJ/u8qiVr/t8R2D5Xo9Vts7eSE9RijLe1Z+7Q/16lxcbK/T1+J2bgty/aYDdtkY0gPWbV4g/SYsE5+23VEwr+YLbGBLeXZJ8bLfS99Jyt/XS+Ldx6R6KTz+TpnhcHRb0NEJCIiQkREMjMz5YvweFn1a4RkZmZmqRNz9IKEfrxeYpLP5/u65ibHhRUrZH+fvnI1NlZS4+Lkamys7TfsiCWRydL4zeUyLWJfnn3ndJwlxdXYWInt1VuiZv8sg1/4RiJDwyRmw7Z8959dXpPJJDGWe85kMsmSXUfksYfHyuKd/0jM0Quyfv36fMtmMplk1aL1srltZ/Pv3NKP0WiUmI3bxGg0FuqY7bHeG1djY6/bZu0nIyNDYjZslSsxMZKeni5rJ38vXw0eKdEBLeSrd6c4bDcm+bw8+PpsiUk+XyB5oiO2yOY2nWTu0NESHdBCtge2liWvjpWVP/8uW1u1k1ULwm3tGo1GCZ86Wza36ywxEVvFaDRKdMQWiYnYapY5h3MUs9F8T8ds3OZQhg1jPpXYgBays0Ur2dayjVmeR56TqBYtJXz6nH9lXb9F/mrdQXa1aivbg9rInt83ScyGrXJh925ZNPwF+at1iGxu11mi5yyQyG495dNbn5Bx/R6XLS3bytZW7WRHx24S/sUPsjGk+3WyxCSfl6GvzZLfdhyWVb+uN1//I+fkwddny5JdR7L8jUk+L9EbtsrmNp1kd7uOsuG/n0p6errD+8h6va/ExOTrPrO+axbvOCKDX/xOoo+cyyLfkt1JEpN0XkY9NEZ2tAiSVwe9IEt2HsnXtS4owA7J4Z3vdKWjNJfSVnBS4+IkofctcnzsWNuDP2bjNokNu0WGvjZLFu9OkuiIrRLbuavEBbaUuJAQiWvfQfZ27CQJoT3l/PLlEpN8XmKSLS+ioxdsbV+NjZV9PXvJqkUR0mncWolKOidLIpOlx8frZPHuJLOysMv8co1OOm97gVsfTpmZmXI1NlauxMTI+eXLr3sRZWZmSsycBXJuqVnR2vTDD7aXvaMXlvUHn5dS4Yic9rUeo/Uha/9wtL5ArErark7d5JknxkvU4dNyYcUKiUk6d905c9RvfpQwq5JlvfFNJpNEJ52TmIitcmlPlET/8LNMC98rfZ6aIXs6dpGodX/JrFmrJaJDdxn84ncSk5yzDIUlJ6XXejxWBcf+gZP9OItTaTAajbaXnf1LPbfzazQaZUlkcr5eyDZlLJfrWZzEJJ+XF0Z9LJGhYbJqUYQMfX1WgV/K2bEqTeeXL5fMzMwsx269XvnlcnSM7OnaQy5HxxRJppzITRGxKgLh0+fI5radZU/XHhIz5xfZ2L6b/PbSGNneMlh+/9+3Dq9rYX9zmZmZsuH9T2VTcIhsCWorE257UqJatJQN//1E9nTpLmeXLJHodX9JzOyfJXrWfNkc3FGWvj7eptBsbN9NwqfPkZiIrTkqMfYKovW3m5mZaVPmVv4SLu/e/4rM/L+psjG4k8x94QPZ0K6rLH1jvKSlpdn2NRqNsuq3CBn9xHjZ1NasZF2NjZXdHTpJdEAL2dqqnYRP/UGiD5+RiXeOlKiAFjL3wWdlzaRvZGe7jvLCyAnmj2EHiliOH7tHL9ieUfbPKqPRKAs+/lo2t+5gliUH5a2wiqdDRd7uOTl6zjbp/dRX8vDMv4pF8XaEVnBKWcGxvznOL18ul6OjzZrxhq0SOn6tRM+eL+FfzJZ2Y1ZJ57G/S0zEFjmzZIn888KLEhfQQuLatJVzS5dKTPJ5Cf14vfnlfzSrheFKTIzN+hJz9IJEJ52Xjh/+LtPW75OoI+ek09i1Mm39Puk49ncJfm+1dB63VmKOXpDUuDjZd0sfOT1zZpa/55Ytk5iILXIlJsZ8g/4aIX+17iCxnbrI2aVL5a9PPpHMzMwcX1gxR81WmM7jwgv0EsrtgZfdwpRdyYg6clZWLYqQPev+kpGPjZX17btL1OyfZX+fvhIVsUWW7M795Zlb39m32b9gbf9v3CYJXbpKbItAeXfIqzJt7V65HB0jS3YnSccP18gdz30j7cascqhcFBVHL3x7BdT6wrwSEyM7u/eSoa9+b7NCWY/Pei2LQ9GJ3rBVNnToLtEbthaovfwomdZ6pWnBsb6khr42y6zMFrFvq8X1hZEfS2Rob5vSbj3+iAJYcEQK/0LKL7mdb3sLju0cHTkr4VNny9agthId0EL+Dg7J8WVaGK7GxkpszzDZ8H+fyKqF6yTywAlZ+sZ42XPwhLz3wGuyp0t32dM+RKIDAiWybQfZ2qqd2YJjURLCp8+RjR26my05+bByWS0aMXN+sSlzGzt0l1WLN0hGRoZMm/Sd2RpiaSu79cdkMpmVlDm/mJWk5PMy9OXvZMGEmRK97i/zcztiq0S06yoz+jwgUQGB8tNzY+TP1iEye9bKYv2dZ2RkSPgXsyR69s/XWXGtFPf9Zf1dp6eny3+XRElGRkaxtOsIreCUsoJjfdFcWLFC9oX2lD1de9hcTjFzFsjejp3MrownJ9hewidnzDArN0GtJK5FoJz66qssL3QrObkVopPPS/sPfpfOFmvOtIh90v2jcJm6fp90GrvW5qqyuhLslZsLK1ZIzIatsrldF7MLaOM2GfzCN7I5qJ1Ete8op2bMkNjAlnJhxYocj7mwFhxHL2r7L5Lsrg57t9bgF7+Vde26ycSpS6TR68ukz9NfyZKd/0jMxm3SeezaPJWtmKMXJHT8WomZOCVn941lf/vjs/9SuhITIxve+1TWtesmq36LkJijF6T7R+HyRXi8rFy4XqaFJ0iPCeuKbHnI7UvJum5Voo1G478WnKRz8sKoj2XVoogs1jd7Zcj+WPOrcGQnJum83Pfy97JkV5LN4mivmOdEblZBZ2J7wRXALZWf9rJbg6zlf8yeXaD2Slvhy48cMRFbzZaTV8dK9Pq/i/WLPSb5vDw74mOzEh2xxaZwhE/7QSLad5Nnho+VkY98KCMf+VCeeWycrPplnc09JSJZ3FT2cuX0e7cqkFZLitUSZP27ft26LPs6cg/au/nsz5O9+z86YouET54lfweHyJ7v5squzt0kJSq62M6bTY7uoRLbPdShy7EkyM3FWdxoBaeUFRx7C074tB+k71MzZMmuI5IaFydXYmJkb/cecmrGDIlJOvfvDz6kk1nBadtOjrz4Uo4P/czMTFm1eMN1L2T7F3BMsvklOy1in/nrwYFJ82psrC2+JjMz0/JF8a8FJ+rIWQmf+oMk9Ai1WXDyemAV5qGb3bxqjlUwW4Osrh37B0nM0QsS+lG4RM9ZIL9tOyR3Pv+N/LotUVr930qZGm4+3ujkrG65XPueOEXiAlrI6Zkzr99mFzMhkrObJDMzU1YuipDFO/6RqCPnZMnuZLnv5e9kU5vOcsezX8viXfm34OR0DvNy0VyJMbsshr76vSyJTJb169bZfm9W37r9gzz7w9nqLimswmEymWwu0uikcxKzcZvEJJ0vFjehMyhuC4nthZnNGmQtn7V4bZ5tuOq5spKRkSHh0+eUyNe6zS28YZvZzWRxOWVkZEj0hq2y6tcI2dC+m/z0wgc2S2J2HMXY5PQidvQBkRoXJzEbzC6uBV/OcrhvlmdVDr8h+3Kr2zJmzi+2WJritsrFJJs/Pu57+fsSs/g56rMkLYz2aAWnlBUcK1diYiShazdZ9et6uRwdLVdjY20vEfu/S3YnyQsjP5LYtu0lrnWwxHfuIueXL3fsCrLzJ1t9xfaWBatiNS1in0PLgfVL43J0tMR37Ch7u3SVU1995fClZjQabVaepWMmZImvcERR4iTs941OPi+dx661uTtEssXC/PiLxLUMkpg5v0jnsWtl1aIIc32LxaAgMmRkZMjxsWMdPpSzv+xz838v3nlE/N5YLu0/+F2iks7JioXrZFtIV+nz1AxZsju5UOfBnryUx5gNW2Vz284ye/Yq6fHxOlnw5Sxb3NfV2Fhb3FJefRb2JWr/O7Ra3K7Gxuap8LqKJSI7JWGyd9SetTw/Qcal+VVcGPIK0i0q2eNi7D+40tLS5LcnXsrybMyOIytLfl/E9laXmA1bZeN338uqRetl6GtZY7NystpkP45/P+bOy9BXv/83YLiQAxJyu28La10vCqV5X2sFxwkKjtFolOT33zePoPpyhuwL7Sn7evay/QijIrZIZGhviVq/xexC2pUkRz/4wBaDc37ZMoc3xpWYGAmf9oNs7GCOsM8S+7Jxm+zv01eiN2y1uKWutxxEb9gqG9p3k+g33jX31a697O3S1aFCZY3XiZk4RTa36SSx3UNz/bIvyo/a3pITnXROYub8kkW5uBITIwldusqVmBjzA+7HX2zmYvuYG0cWq9zIHsicXaa8XvYxR82juf7vtyjxe32ZfP/dCpn1/Upp/X8r5ZZRM2TS9CU5+r1zOw8FPYf2weMxRy/YLDjW4N8HX8s5SLY4HkaFVZJKO3jY2eR0bqwuxdwoza/iwlCco7gctXs5OiaL8mB/HsOnz5GogEBZ+sb4AvWf399+dqvLzpDOsrldF1m1eEPWEIJ8XiP7+3XVovXyV1B72dq6vUSv/zvfstvj6spvSZKbguPSeXDKMpdWreLS3HkAuNWrS/XXXqXKQw/i3qwZcZt2MHzjBV5pOZRfLnojCCio9dZbVHl4GG7ly3P604nmJH78m5PiWnw8x154ka692lP9s0n4VSuPmEx8/Uh73rotAGOjxhwY/Q4HK9ZFKUWTmj7X56tp0pyF7e/C8Pdmqr/0ItVHjcLg6YmXvz9gzq1jMpm4Fh+PR/PmpP13PHL/MI6Nega/r768LsFflraz5WopDPHHUxj/xTLUN9Op+fJLtv7SDx/GeOkS6YcPs/dECuMiL7N37q9gNFJv8v84VLkeL/0cyfLo4wWXQRznGnKU88d6LcSyT8u6lXh1QHNWxRzn/SAP2s/8CP//vU/9c8ncHlyXAQsmk56QkG9RCnsOzde7YpZcLGDOO+L5f6/x7l/f5piTqDium32ix5xyJeW1342K/W8mNS6OQyNGcXHFCttvKL9YE64VVxK/4saa0C8/GbsLQvzmnZx95WU2HThtnly2cj1bDjBrDq9eI4dy6oW3GfDBK8Rv3onJZMqjVTOOfvsmu3w4VlrWM+eKaXzxGIcq1WVs18dJ+e9H9L8zNMu+1mvUoo7PdW04Oqa9f+6iQdUKuGGifHoqJ+MKl4vKmmfpuvneXIDsz8xS7/xmWUrTgnMlJkbiO3eRUzNmmL88OneVuJZBcnrmTNnfp6+sXBQh09btk27j18p/l0RJj/FrbVYJax4c65eI1VVizS9i/XqJDbvFnPcgMlk6jV0rQf+3SvzfWC5tx6yWaRH7ch6meeSsnJwxQ84uWWobjm4f/GYdNh6zcZt0GrtW2n/wu8xaHJ7nMRclBicm+YKETlgn0Ru2SkzSuSyxLyLmL54LK1aI0Wg0y9nZPHrp7zYhEr1hq0QnmYOso5PO57vvzMxMmbY+QS5H5+56s8dRvghrzFD0kXMStf5vmfX9Kmn//mpp//4aue+l72TVbxElNkTSSnZ32qYffsjiosp+PkvShOyqbidnYf91HR2xRf5uEyJ7uvbI8rWdHwvOzUp262Su8S3F4CZz1IbRaJToOQts9/6sJeG5W3bzkMPe2mU0GiVq3V8SPvWHQscvufI9V9LWJbSLqvQVHKvCcDU2VmKOnJUXR06QmB/Mw/RiNmyTTh/+Lot3JcmS3cnSfUK4hE+fY1OAEnqEmt1Gy5ZJTPJ5yczMtL3cs7dvSxi4O0k6fvi7TF2XIEt2JUmPj3MeuXNhxQpb3p29HTvJhd275chLL0lM+J9mV4ZFwbgSEyOLdxyWZ0dMkO9/XZ0vd01B3Q3WfaKTz0vMxm22UV2O3HO24OGk82Zf+Oyf5b6XzEmm7H3M+XWRTFu/Txq9sVymrd+Xf3ktD9Ylu5Nsx2oN0o1O+ndYv1XWVb9tcJiwq7ix/z2YTCaJWL8+y9D67CPyChvrk5cMqXFxtvQGN4rbqajBvTHJ58331YatEnPknAx+4dvrAj61glMwsv9OraOkotf9fd1Iqezk5UrLrnzEbNwm0ev/lk1tOsmzT06QmOTzeV6v/LjrHOXdcUUFpaiUtGtVKzhOUnCsmV3PL19uTvBlUVis1obOdgn6MjIy5MKKFbbcOQldu0lstx7y4lOfSMyGrVksOI4yCtvf8LkFw5pMJsnMzJRTX30lZ5YslYSu3STxiSclLqCFxLdtZ7vhrLKf+uoriW0ZJFveeCPP0TVFseDkFHtjrWO2Uv0ug1/8Tjp/sEZi5iywZYTOnggxvyOBoo6ck+D3VkuUJQtnXnLmpDBYlQXrtbR/qJVUXIIj7JUW6wPYal1asjv5umHvhRmtlRv2lkZX/ZosDIX9ArX/zURv2Gr7+ncU8KkVnMJhNBrl3LJlEj71B9nc1hwXk9fHREGsPLakhlNny+a2nWXVovXmD4hiuF72ctzIMTQlbV3SCo4TFBxrgK7V8nJhxQpzBuNXv5dVv0VI9JFztiHd2YMzrUrOuaVLJTK0t1yOjs6SD8ZqKi1Ijg77F5dt+oE5C2RfaE+5sHu3JD7xpFzas8cWyLy3S1c5t3SppERFyamvvpKItWuvS7ZnT/YvkIJ+kdiCpceu/Td5VpaRBrNk1qyV5uP+dIrEBbaUhG7dHE5lkd++C3Lj2StNjo7V5mbLZ/6X4sRqvYlOOmd7cVofwNapOaLymayuOCw4N4piY6WwX6D2L62YpHPmj5Ukx8q0VnAKx/llyySmRUv5u3V7Wfr6uHzl3ynIR0eWaSns9imO62Uvh200VSm4s280tILjBAXHPmbEuh69YausWhRhc1lkH75nfYmeX75c9oX2lJiILTbTttUyE71hq7R7b5Xc+fw35izIeXyRW7G3lMQkn5eYDdsk9KNw29eDvWvo/PLlEhfY0pzgr3uoJIT2lL8+/sT2oHb0sM9uNSloPhX7c2G98UMtw9yvxsZKZGhvGfra9zZf/Pnly23D1kvD/2z/8s7p2KzD86OO5D1NRHFiTeRldnuY+1y/fv11liZN4SisFc5eMboSEyORob3lSozjqRW0glM4luw6Io8+9IF8PWa6bWSpSPFaTh21VdzXy2Sym18sYkuxtn2jk5uCo0dRlRDW2ZWtI2jijl3isT8uUr99a6q/+CIturf/d+ZqxDZ6qd7k/3G0Qg0EqH/5NO/cHojXh++QtneveWbtpgFgMJBcvQFv397SNvok7vglnvlxF7HHLhJ77KJZe7Ujy+zTP+1GmjTly26VaNG9PQA1XnqRUxM+5mpsLCJC3U8+5tTA+xnb7UkyRj1LxUWLSH7mP9Tf85fDWcK9WrTA94speAYEcC0+Hs+AAHy/mJLrqKvs8rWqX4Wg+pVJT0jA64O3ebuFG4F1fPAODKT5jKm8+8JgWoaGYDAY8PL3RymFiLBsz1GenLWDuGP/zkgtIg7PQ2GxHxnk1aIF9adM5mClurYb6Vp8PCuijvHZmv0cOnOZ6cPageUDojQRMZEaF8eZvf/wjGWWbhEh7tilEpeluM+5q2D9PRZkNBxkHfWUWKW+bdZvTfFxR5v63Pv6Ezz29giqv/Si7XlmHaUUv3lnlvrWe7Ugv9Gc2ipOlFI0qFoBlEJRtJngNXbkpPnciEtpW3Dstf4lu5PE/43lMmvWKpvZ2hqcejk6RmK7h8q+nr3+tVzMWSD7evYyB9PaTY4ZnXTOYZZeqxUjOunf2cJzkmtJZLJciYmR/X36yrllyyS+U2c5+v4HkhDa05yLp2WQnFu2LEsQ86bZs7MkKszJIlCUTLj20x9YA4hjHIyKSo2Ls02BER2x1TbSy/6Yiyu/Sm6xKj0mrJMlkcn/ug4jttpGcpVmfhf7AGPr/F3Rnc2xCNYYnILOEVYYbtScNsVhDcjLyqgtOEUjewxLTtesMLEupWHByakfV8MV3dBoC07pIiIsjz7O01tSiD+Rgslkwv/CUV7p15TJhxXvdXiEQ5XrEX8ihYmrE8z5Hbo+QfoHnxDYowNfPtKBRm1aYLp6lcOnL/PM3ynsnf8biaOfM+eIMSiC6mfN3ZA9n0NOXwHxJ1KYuGYfiVXq4/vFFBBBLl7k4rx5VBrQn5Q1v2OoUAEFHH3+BZpcOm5u02LBMBgMueY4sVo3rD+w/BJ3/BLPzNlJ/LxFHH3mP6jp/+PFDTORAwm2Ly6xfH15BgRw8OX3eaXNI+z3qc2j3Roya3gIQXb5QfKbX8XapiNZRYS4TTtslhB7WtatxGu3BvDxqni+P+lOvcn/o2XPEH54shNB9SsTWMeHVwc0J7COT77PQWGxWpewWJd8Z3zJ+WeehibNCKzrwzePdeDbx0JKPNeM/TnP7byWNeJPpPDMlsvEn0gpdBvFkWtIkzPWPDAHfeoQ+8d2AIc5eQqTL8ZgMBDYo0OB8usUhpLKI1ScZM8/5PLkpPmU1gLcD8QCJiDErtwDmA1EA/HAW3bbOljKDwBTAJWfvkrLgmP/dW+dWmBjh+6yalGEtHt/jSzZlWSOyUk+L9ERWx0GDJ9btkziAluaZxW3DJ8+t2yZbTJFEccaf35jcazpzlOiom35eqxWIqulxha4umGbRHXr7nD4tiMKY8UxGo2yavEG2XdLH9sM7DEbttqyl16JibFlLbZNcRGZLIt3mi1j09bvK3A8jslkytJmTsdhPwt39v2nRewT/zeXy7SIfVmCjqM3bLVNH1EYChOkbW89mbUk3KnWFFedRLMwlEaMl7bgFA1boP+G3EdIFfZaZh95VZjr5QwLTXH36YrZtHHlIGMgEAgANmRTcB4C5lv+Lw8cBvws69uAroACVgG35aev0pxs035enn239JGYH3+RPYfPSPB7q2XPP2dtExMu2Z0kQ1+blWVaBZPJJOeXLZOErt1sgbTZZ9UWKXxSK5PJJKsWW/KzbNhqe5HaD2u15jPpPC5cOn/4u6x68bV8m3YLY8aMOWpO9JddmYhJPi9DX5sl09YnSPeP1sqqxRuy5I2I+uesBP3fKuk0bu2/81jl4qLLT58FOQ6j0XjdvF+Ogn4LSmGCtO0f3NYgY2eZkl3RlO3KaAWneCipCT+zKwqFuV4lPVdXafRZ0A/I0ngG5KbgON0WJiLxIuIoek+ACkopd6AckA5cUkrVBSqJyN+Wg/sBGFxqAucDpRRKKZ7+cSdr0ytRf8pkCOvLobNXSbmWyR8HzvDp6gReGxDAHcH1eHBYXz79fZ/NDXItPp5TH39CjbfeJP3wYUQE78BAvFq0oObLL+EZEABAYI8OVP9sEoE9OhRIvrjjlxgXn8nVd8cRGBqCd2AgIsLZb74h+bnnSVm9muTnnqfxxWN8/Wh7xrTypPaWP/k64FYOVqqbZyBpQVL1W2lZtxJfPtKBwB4duBYfT2pcHCaTicYXj/Hgg7ewaeVfjKydzoqlfxO/cTvX4uNJfu55OLQfDzfFo10aEVjHx+aay0+gnrXPlqEh18kqIqTt3YtXixa5HofBYOCZXk2Z8UiHLC4gD4PivTsDbW0VFGvQdkGCtFvWrUTa3r2IiNNdIoX5DWg0RSXhr914fPcVCX/tLtZ2i8N9VNjndVEo7j4L8lxxCXdWTppPaS9cb8HxAOYDp4ErwChLeQgQblcvFFienz5KO9GfzUoTaU6ytnhXknm26SNZc5Jk14qtE0Ce+uoriWsZZHMN5eZOKahs2bVwa3bj0zNnZgkktlo5fp7+vcOkejm1X1jN3RpAvK9nr6yJEruHSmyHjhIdECixnbvakh7G2JImhmdJvFfUr4aiuFisx1/aGX3tZXa2RaA03Do3Es6+XjcKpeUG0tcrb0rLnUUuFhwlhfi6LChKqXCgjoNN74jIEkudDcCrIrLDst4d+A8wHKgKbAJuA6oDH4lIX0u9UOB1Ebkzh75HAaMAateu3WH+/PnFd2B5ICIcSTHRoKIi6bLY/jb0MeSuAYvgnpxMZr16eO3aTVqH9vxzWZi66xqv1zlDzYCGUNxfxiYTXjt3kdahPdh9pViPoZpKxcenom09t2NwT0qi8lczufjUKDIbNCiYHCK4JyUBkOnri/vRo2TWr497cjJiNHLhyEmqNKqLsZH5HIgI/1wyolA0rJTHeS2oHMnJZPr6Fvpc5+dcFSt2Ml++coWKFSuWfJ858M8lI1N3p/FsOy8aVXJzmhxlhcuXLzv1emkKhr5eeVNaz7/evXvvFJEQR9vcS6xXO6zKSAF5CFgtIhnAKaXUn5itN5sAX7t6voDjaZLNfc8EZgKEhIRIWFhYIURxIn36AOYfS0jIJdtszSXCLbfkuGnDhg3k99yJCGkhIXm6dzQlR0GuV0lQKr/XGwhnXy9NwdDXq2zg9BicXDgC3KLMVAC6AHtF5DiQopTqosxPzkeBJc4UtDRwdkxFQdDxF5qy9HvVaDQ3Jk5XcJRSdyulkjGPilqhlFpj2TQNqAjEANuB70UkyrLtGeAbzMPED2IeSaXRaDQajUYDlJKLKjdE5DfgNwfllzHnyHG0zw6gVQmLptFoNBqNpoxSKkHGroJS6jTwj2W1MnCxGJsvTHsF2SevurltL+g2R2U1gDN5yFjSFOc109er5LlZrldu2/X1Kpl9SvN6OSrX16tg++WnXmGeiZWBKiJS0+FeOQ2vutEXYKaz2yvIPnnVzW17QbflUJbjULyyeM309dLXq7iuV27b9fUq+9fLUbm+XgXbLz/1CvNMzKtdp8fgOJFlLtBeQfbJq25u2wu6rbjPTXFRnHLp61Xy3CzXK7ft+nqVzD6leb3y054zcPb1Ksh++alXmGdiru3eVC4qTeFRSu2QHHINaFwPfb3KFvp6lS309Sob3MwWHE3BmOlsATQFQl+vsoW+XmULfb3KANqCo9FoNBqN5oZDW3A0Go1Go9HccGgFR6PRaDQazQ2HVnA0Go1Go9HccGgFR6PRaDQazQ2HVnA0hUIpNVgp9bVSaolSqr+z5dHkjlIqUCk1Qym1UCn1jLPl0eSNUqqCUmqnUuoOZ8uiyR2lVJhSapPlHgtztjwaM1rB0dhQSn2nlDqllIrJVn6rUipBKXVAKfUmgIgsFpGRwHDgASeIe9NTwOsVLyJPA0MAnb/DCRTkell4A1hQulJqrBTweglwGfAGkktbVo1jtIKjsWcWcKt9gVLKDfPM7rcBLYEHlVIt7aq8a9muKX1mUYDrpZQaBGwG1pWumBoLs8jn9VJK9QXigJOlLaTGxizyf39tEpHbMCul75eynJoc0AqOxoaI/AGcy1bcCTggIodEJB2YD9ylzHwMrBKRXaUtq6Zg18tSf6mIdAOGla6kGijw9eoNdAEeAkYqpfSzupQpyPUSEZNl+3nAqxTF1OSCu7MF0Lg89YEku/VkoDPwHNAXqKyUaioiM5whnOY6HF4vS1zAPZgfvitLXyxNDji8XiLyLIBSajhwxu4FqnEuOd1f9wADgCrAVCfIpXGAVnA0eaEclImITAGmlLYwmjzJ6XptADaUriiafODwetn+EZlVeqJo8kFO99ciYFFpC6PJHW321ORFMtDAbt0XOOYkWTR5o69X2UJfr7KFvl5lCK3gaPJiO9BMKeWvlPIEhgJLnSyTJmf09Spb6OtVttDXqwyhFRyNDaXUPOBvIEAplayUelJEMoFngTVAPLBARGKdKafGjL5eZQt9vcoW+nqVffRs4hqNRqPRaG44tAVHo9FoNBrNDYdWcDQajUaj0dxwaAVHo9FoNBrNDYdWcDQajUaj0dxwaAVHo9FoNBrNDYdWcDQajUaj0dxwaAVHo9EUCaWUUSkVabf4OVum4kIp1U4p9Y3l/+FKqanZtm9QSoXksv98pVSzkpZTo9Fcj56LSqPRFJVUEWnraINSSmHOt1VWJ4t8GxhbhP2/BF4HRhaPOBqNJr9oC45GoylWlFJ+Sql4pdR0YBfQQCn1mlJqu1IqSin1vl3dd5RSCUqpcKXUPKXUq5Zym2VEKVVDKXXY8r+bUupTu7aespSHWfZZqJTaq5T6yaJcoZTqqJT6Sym1Rym1TSnlo5TapJRqayfHn0qp4GzH4QMEi8iefBzzIDsLVoJSKtGyaRPQVymlPyY1mlJG33QajaaolFNKRVr+TwReAgKAx0XkP0qp/kAzoBPm2ZiXKqV6Alcwz+XTDvOzaBewM4++ngQuikhHpZQX8KdS6nfLtnZAEObJD/8EuiultgE/Aw+IyHalVCUgFfgGGA68qJRqDniJSFS2vkKAmGxlDyiletitNwUQkaVY5iRSSi0ANlrKTUqpA0CbfBybRqMpRrSCo9FoikoWF5UlBucfEdliKepvWXZb1itiVnh8gN9E5Kplv/xMWtgfCFZK3WdZr2xpKx3YJiLJlrYiAT/gInBcRLYDiMgly/ZfgP9TSr0GPAHMctBXXeB0trKfReRZu2PdYL9RKfU65vMxza74FFAPreBoNKWKVnA0Gk1JcMXufwV8JCJf2VdQSr0I5DQZXib/utC9s7X1nIisydZWGJBmV2TE/HxTjvoQkatKqbXAXcAQzNaa7KRm6ztXlFJ9gPuBntk2eVva0mg0pYiOwdFoNCXNGuAJpVRFAKVUfaVULeAP4G6lVDlLvMuddvscBjpY/r8vW1vPKKU8LG01V0pVyKXvvUA9pVRHS30fu3iYb4ApwHYROedg33gsLqi8UEo1AqYDQ0QkuzLTHNAzTms0pYy24Gg0mhJFRH5XSgUCf1vifi8DD4vILqXUz0Ak8A/mgFwrE4EFSqlHgPV25d9gdj3tsgQRnwYG59J3ulLqAeALpVQ5zJaUvsBlEdmplLoEfJ/DvnuVUpWVUj4ikpLHYQ4HqgO/WY7xmIgMVErVxuyyOp7H/hqNpphRIjlZiDUajab0UEqNwax4TCyl/uoBG4AWOQ1jV0q9BKSIyDeF7OMl4JKIfFtoQTUaTaHQLiqNRnPToZR6FNgKvJNHjp4vyRrbU1AuALOLsL9Goykk2oKj0Wg0Go3mhkNbcDQajUaj0dxwaAVHo9FoNBrNDYdWcDQajUaj0dxwaAVHo9FoNBrNDYdWcDQajUaj0dxwaAVHo9FoNBrNDYdWcDQajUaj0dxwaAVHo9FoNBrNDYdWcDQajUaj0dxwaAVHo9FoNBrNDYeeTVyj0TgdpVRUPqqdFpE+JS6MRqO5IbipFByl1HfAHcApEWnlYHsYsARItBQtEpEPSk1AjebmxQ0YmMt2BSwtJVk0Gs0NwE2l4ACzgKnAD7nU2SQid5SOOBqNxsJTIvJPbhWUUv8pLWE0Gk3Z56aKwRGRP4BzzpZDo9FkRUQ2AyilHlFK+dhvU0rdYV9Ho9Fo8oMSEWfLUKoopfyA5bm4qH4FkoFjwKsiEptDO6OAUQAVKlTo0KJFixKSWKNxHjt37jwjIjVLqz+l1AXgMPCgiMRbynaJSPvSkiEvatSoIX5+fs4WQ6PRkPsz6mZzUeXFLqCRiFxWSg0EFgPNHFUUkZnATICQkBDZsWNHqQmp0ZQWSqlc3UYlQCLwJLBQKTVGRH7BHH/jMvj5+aHvd43GNcjtGXVTuajyQkQuichly/8rAQ+lVA0ni6XR3EyIiOwCegGjlFITMQcgazQaTYHQCo4dSqk6Sill+b8T5vNz1rlSaTQ3FccBROQMMAAQ4Dp3skaj0eTFTeWiUkrNA8KAGkqpZOA9wANARGYA9wHPKKUygVRgqNxsQUoajRMRkdvt/jcBr1kWjUajKRA3lYIjIg/msX0q5mHkGo2mFFFKLcNsrXGIiAwqRXFKhIyMDJKTk7l27ZqzRdFoyhze3t74+vri4eGR731uKgVHo9G4LBMtfxXwNTDCibKUCMnJyfj4+ODn54fFE67RaPKBiHD27FmSk5Px9/fP935awdFoNE5HRDZa/1dKXbZfv1G4du2aVm40mkKglKJ69eqcPn26QPvpIGONRuNq3LBxb1q50WgKR2HuHW3B0Wg0TkcpVc1u1U0pVRW7/DciojOQazSaAqEVHI1G4wrszLa+y+5/ARqXoiwajeYGQCs4Go3GFWguIhnOFiI/HL50mOGrh+dZr3PdzoxsPRJ3g37MljaLFy9mxYoVnDp1itGjR9O/f39ni3RD4vLnWUT0UsSlQ4cOotHciAA7pBTuIWAH5qlRngb8SqPPwi4tglvItuPbcl22HNsiI9aMkMdWPSYnLp8QEZG4uLgiXo3ioWvXrgWqX6FChRKSxDFXr16Vnj17SmZmpq1s0aJFAkh8fLyIiOzfv19atWqVZb9r166Jn5+fxMbG2srOnTsnTzzxRKFlefzxx6VmzZoSFBSUa71Vq1ZJ8+bNpUmTJvLRRx/lWV6cOOojNTVVOnbsKMHBwdKyZUv573//WyJ9W7E/z2lpaRIaGioZGRnF3o+jeyi3Z5TTHxY3wqIVHM2NSmkpOOauaGRRcBYD24HPgf6AV2nJkJ8lv/e70WSUmXtmSq/5vWRj0kaXUXAKSmkrOFOnTpX//e9/Wcruv/9+CQkJkffee09ERIxGo1SuXFmMRqOtzpQpU+Sxxx7Lst/LL78sO3fuLLQsGzdulJ07d+aq4GRmZkrjxo3l4MGDkpaWJsHBwRIbG5tjeXGSUx8mk0lSUlJERCQ9PV06deokf//9d7H2bU/28zxmzBj58ccfi72fgio4ehSVRqNxCUTkHxGZISKDgW7AMqAvsEkptcKpwhUCgzIwMngkn4V9xodbPuRS2iVMYnK2WFSsWJHDhw8TGBjIyJEjCQoKon///qSmpua576RJk2jVqhWtWrXif//7X67lhw8fpkWLFjz22GMEBwdz3333cfXq1Tz7+Omnn7jrrrts65cvX2bjxo18++23zJs3DwCDwUDDhg05fPgwAKmpqXz22WeMGTMGMH+4v/HGG9x22220b1/4ieh79uxJtWrVcq2zbds2mjZtSuPGjfH09GTo0KEsWbIkx3KAxMRE7rrrLkJCQujUqRMJCQmFki+nPpRSVKxYETAnmMzIyHA4Cimn34H12o0YMYJWrVoxbNgwwsPD6d69O82aNWPbtm1Azud58ODB/PTTT4U6puJEKzgajcblEJEMEVkvIq+LSCdglLNlKiwdandgwR0LyJRMDl88TLox3dkiAbB//35Gjx5NbGwsVapU4ddff821/s6dO/n+++/ZunUrW7Zs4euvv2b37t05lgMkJCQwatQooqKiqFSpEtOnTwdg4MCBHDt27Lo+0tPTOXToEH5+frayxYsX07dvX4KDg6lQoQK7dpnjzwMDA9m7dy8A06ZNY9CgQbb9vvjiC8LDw1m4cCEzZsy4rp/Q0FDatm173RIeHl7g83j06FEaNGhgW/f19eXo0aM5lmdkZDBixAgmTZrEjh07GDNmDBMmTChwv7n1DWA0Gmnbti21atWiX79+dO7c2WEbOf0ODhw4wAsvvEBUVBR79+5l7ty5bN68mYkTJzJ+/Hgg5/PcqlUrtm/fXqhjKk509JtGo3E6SqlKwFuAL7BKRObabZsuIv8pQtv3A2OAQKCTiOyw2/YW8CRgBJ4XkTWF7Sc3qnpXpZp3NSp5VeLQxUPUq1CPSl6VSqKrfOPv70/btm0B6NChg80akhObN2/m7rvvpkKFCgDcc889bNq0CRFxWD5o0CAaNGhA9+7dAXj44YeZMmUKr776KitXrnTYx5kzZ6hSpUqWsnnz5jFqlFm/HTJkCPPmzaN9+/YEBgaSkJBAz549mTZtGlu2bLHt8/zzz/P888/neCybNm3K9VgLgtlLkhWlVI7lixcvJjY2lnvvvReAzMxMQkNDs9Tr27cvJ06cuG7/cePGZbFu5dQHgJubG5GRkVy4cIG7776bmJgYWrW6ft5aR7+DHj164O/vT+vWrQEICgqiT58+KKVo3bq17beS03l2c3PD09OTlJQUfHx8rtteWmgFR6PRuALfA/uBX4EnlFL3Ag+JSBrQpYhtxwD3AF/ZFyqlWgJDgSCgHhCulGouIsYi9pcjNcrVoLx7eZIvJxP8XvG9ZK0cnnB73pUseHl52f53c3PL00Xl6GWaWzlcn5wtr2Rt5cqVyzJX19mzZ9m2bRuLFi0C4IEHHqBXr1588sknBAYGsn79eiZPnsywYcOoXbt2rm3bExoaSkpKynXlEydOpG/fvvluB8xWk6SkJNt6cnIy9erVy7F8z549jBs3jieffDLHNvNrScqpD3uqVKlCWFgYq1evdqjg5PQ7sC83GAy2dYPBQGZmZp6ypaWl4e3tna/jKCm0gqPRaFyBJiJyr+X/xUqpd4D1SqkiT7IpIvHg8OV6FzDfokQlKqUOAJ2Av4vaZ26U9yhPk8pN2PROOdKN6fj6+OLl5pX3jk6mZ8+eDB8+nDfffBMR4bfffmPOnDmIiMNygCNHjvD333/TtWtX5s2bR48ePXLto2rVqhiNRq5du4a3tzcLFy5k4MCBtperv78/derUYfPmzQQGBjJhwgTCw8Ntbqv8UpwWnI4dO7J//34SExOpX78+8+fPZ+7cuQQEBDgs37BhA2vWrOHxxx/HYDAQHR1Nq1atCpWpN6e+T58+jYeHB1WqVCE1NZXw8HDeeOONYjvmvDh79iw1a9Ys0MSYJYGOwdFoNK6Al1LK9jwSkXHATOAPoHoJ9VkfSLJbT7aUlThuBjd8K/pS1asqiRcTuZh2sTS6LRLt27dn+PDhdOrUic6dOzNixAjatWuXYzmY42Rmz55NcHAw586d45lnngFyjsEB6N+/P5s3bwbM7qlly5bh5+dnW+Lj420KRHR0NKNGjaJy5colcswPPvggXbt2JSEhAV9fX7799tvr5Hd3d2fq1KkMGDCAwMBAhgwZQlBQUI7lTzzxBCaTicDAQNq2bcvHH39c6Ck8curj+PHj9O7dm+DgYDp27Ei/fv244447iu285EVERAQDBw4stf5yQuVmXtTkj5CQENmxY0feFTWaMoZSaqeIhJRCP58Av4tIeLbyW4EvRKRZHvuHA3UcbHpHRJZY6mwAXrXG4CilpgF/i8iPlvVvgZUicl20rVJqFJZA54YNG3b4559/CniEEB8fT2Bg4HXlqZmpJKckU8GjAnUq1MGgbozvzsOHD3PHHXcQExNToP12797NpEmTbFYgTdnjnnvu4aOPPiIgIKBY23V0D+X2jNIuKo1G43RE5PUcylcDuSo3lnoFC5wwkww0sFv3BRyaFURkJmaLEiEhIcX6VVjOvRyNKzfm+JXjHLp4CN+Kvni7Ozd2wZm0a9eO3r17YzQacXNzc7Y4mgKSnp7O4MGDi125KQw3xqeCRqO5IVBKleaQi6XAUKWUl1LKH7Mita0U+7fhZnCjfsX6VPeuzuFLh8uEyyov/Pz8Cmy9sfLEE09o5aaM4unpyaOPPupsMQCt4Gg0GhdBKVUfWF4C7d6tlEoGugIrlFJrAEQkFlgAxAGrgdElOYIqH3JS1bsqDX0acuLKCZdICqjRlGW0i0qj0TgdpVQQMB8YWdxti8hvwG85bBsHjCvuPotCeY/yeLl5kZKeQmWvkgme1WhuBrQFR6PRuAIRwCgR2ZJnzZuAqt5VOXftnLPF0GjKNFrB0Wg0rsB24N48a90k+Hj6kG5M51rmtbwrazQah9xUCo5S6jul1CmllMPIN2VmilLqgFIqSilV+FnaNBpNQRgEVLIMF7/pMSiDtuJoNEXkplJwgFnArblsvw3zSIpmmHNefFkKMmk0Nz0iYhSRUcBlZ8viKlT1qsqltEsYTU6Le9ZoyjQ3lYIjIn8AuX0S3QX8IGa2AFWUUnVLRzqNPSaTiWPHjnHunPlypaens3DhQnbs2MH8+fNt869cu3aN2NhYrl696kxxNcWEiHzgbBlcBQ83Dyp4VuBC2gVni6LRlEluKgUnH+Q7dbtSapRSaodSasfp06dLRbgbkYyMDNvf4cOHM3/+fABSU1OpX78+M2fOtK3ff//9fPnllzz44IO2mYPj4+Np1aoVa9aYJ4FOSEigb9++7Ny5EzBP+Hb5sjYKlCWUUlWVUsFKqfbWxdkyOYtq3tU4f+18rhNaajQax2gFJyuOJgRx+GQRkZkiEiIiITVr1ixhsW4crly5AphnIA4KCuKVV14BwMPDg127dnH06FEAKlSowMyZM23zmfj4+BAVFcXYsWOJj4+nf//+ADRs2JD58+fTuXNnAC5dusSlS5dsk7ytWbOGKlWq2CbjO3/+PBcuXCi149UUDKXUh0AUMAX4zLJMdKpQTqS8e3kArmZqC6VGU1B0Hpys5Dt1u6bgDBw4EJPJxOrVq1FKMWTIkCzpvKOiorLUHzny35QoBoOB1q1bA1C37r9ew+rVq/PAAw/Y1jt27Mi2bf8mo23WrBlvvfWWbf6Sb775hrfffptjx45Rs2ZNMjMzcXfXt4ELMQTzzOLpzhbEFbAm/zt37RwVPCo4W5xSZfHixaxYsYJTp04xevRo20eNpni5kc+ztuBkZSnwqGU0VRfgoogcd7ZQZZVvv/2WW265xWZev/fee7n33n9HAr/33nsMHTq0RGUIDAzkww8/pFy5cgAMGDCATz/9FKvV7T//+Q/9+vXTLgDXIQao4mwhXIkqXlW4kn6FDGNGqfU5ZswYJk6cyOHDh2nVqlWB909NTaVXr14Yjf8GSP/2228opdi7d6+t7MCBA7YPFytpaWn4+/vTvHlzvv76a2bNmsXPP/9c6GN54oknqFWrVp7HsXr1agICAmjatCkTJkwo8P5FIae+r127RqdOnWjTpg1BQUG89957xd734MGDrzvP6enp9OzZk8zMzGLvrzS5qRQcpdQ84G8gQCmVrJR6Uin1tFLqaUuVlcAh4ADwNfAfJ4laJsnIyOCXX37h2jVz7g4PDw/Kly/PpUuXAHjyySezWGWcQXBwMC+++KJtvW3btnTr1g2lzN7Jzz//nMjISOcIpwH4CNitlFqjlFpqXZwtlDNxM7hRyasS59POO1uUfPPdd99xzz33ZJlPat68eYSEhNji7AAaN25MUlISJtO/01LMnDmTXr160bJlSwDGjh3L6NGjCy3L8OHDWb16da51jEYjo0ePZtWqVcTFxTFv3jzi4uLyvX9RyK1vLy8v1q9fz549e4iMjGT16tW2+MPixv48e3p60qdPnyIpli6BiOiliEuHDh1EI7J+/XoBZO7cuc4WpVCcO3dOfHx85L333rOVmUwm5wnkAgA7pBTvJSAWeB7oDfSyLqUpQ15LYe/3uLi4Qu0nIpKakSp7z+4Vo8lY6DZERBITEyUgIEAeffRRad26tdx7771y5coVEREZO3asNG/eXPr06SNDhw6VTz/9VBITE6VFixYyYsQIadmypfTr10+uXr2aZz9du3aVxMRE23pKSorUqlVL9uzZI82bN89St3Xr1nLw4EEREbl69ao0atRIEhMTxWQyyeuvvy5r164t0jFbjzsoKCjH7X/99Zf079/ftj5+/HgZP358nvsfOnRIBg0aJB06dJCOHTvK3r17CyxbXn1buXLlirRr1062bNmSpTyna2S91k8++aQEBQXJQw89JGvXrpVu3bpJ06ZNZevWrSIiOZ7nyMhIue222wp8PCWJo3sot2fUTWXB0RQvIsKnn37KV199BUBYWBhr167NEhNTlqhatSpJSUm89NJLAPz555907tyZgwcPOlmym4ozIjJFRCJEZKN1cbZQzsbb3RtPN09S0lOK3FZCQgKjRo0iKiqKSpUqMX36dHbu3Mn8+fPZvXs3ixYtYvv27bb6+/fvZ/To0cTGxlKlShV+/fVX27aBAwdy7FjWMMX09HQOHTqEn5+frWzx4sX07duX4OBgKlSoYAv6B7Mb2eq2mjZtGoMGDcLPz48vvviC8PBwFi5cyIwZM647jtDQUNq2bXvdEh4eXuBzcvToURo0+Df80tfX1zbgIScyMjIYMWIEkyZNYseOHYwZMyaLe6m4+jYajbRt25ZatWrRr18/24AKe3K6RgcOHOCFF14gKiqKvXv3MnfuXDZv3szEiRMZP348QI7nuVWrVll+B2URHV2pKTRKKdatW0f16tV56qmnUErRt29fZ4tVJCpX/ndyw5SUFNzc3GxBzenp6Xh6ejpLtJuFnUqpjzDHw6VZC0VkV8675I5S6lPgTiAdOAg8LiIXLNveAp4EjMDzIrKm8KKXLNYh40WdgLNBgwZ0794dgIcffpgpU6bg7u7O3XffTfny5lFbgwYNstX39/enbdu2AHTo0IHDhw/btq1cufK69s+cOUOVKlWylM2bN49Ro0YBMGTIEObNm0f79ubR/4GBgSQkJNCzZ0+mTZtmc8E8//zzPP/88zkex6ZNmwp24LlgNgRkxeq2zonFixcTGxtriyvMzMwkNDQ0S52+ffty4sSJ6/YdN24cd911V776dnNzIzIykgsXLnD33XcTExNzXTyQo2vUo0cP/P39bTFOQUFB9OnTB6UUrVu3tl3HnM6zm5sbnp6epKSk4OPjk+u5cFW0gqMpEFFRUbz22mv89NNP1KhRg99++80WwHujceutt3LrrebE1yaTibCwMHr37s24cS41+fSNRjvL3y52ZQLcUoQ21wJviUimUupj4C3gDaVUS2AoEATUA8KVUs1FpHRSB48pmKJS2bLk3ubFPNvJ/uK2ruf0Qvfy8rL97+bmRmpqaq7tlytXzhaHB3D27Fm2bdvGokWLAHjggQfo1asXn3zyCUopAgMDWb9+PZMnT2bYsGHUrl07z2MAswUnJeV6i9bEiRML/KHl6+trSx4KkJycTL169XLdZ8+ePYwbN44nn3wyxzr5sSblt+8qVaoQFhbG6tWrr1NwcrpG9uUGg8G2bjAY8hVAnJaWhre3d571XBWt4GgKhJubG3v37uXAgQPUqFHjhlVuspOenk6XLl1sgY/Wr668vvI0BUNEepdAm7/brW4B7rP8fxcwX0TSgESl1AGgE+aBCCVPPpSR7Jy6egqjyUjdioVPsH7kyBH+/vtvunbtyrx58+jRowc9e/Zk+PDhvPnmm2RmZrJs2TKeeuqpQrVftWpVjEYj165dw9vbm4ULFzJw4EDby9Xf3586deqwefNmQkNDCQwMZMKECYSHh2dxXeVFcVpwOnbsyP79+0lMTKR+/frMnz+fuXPn5rpP3bp1WbNmDY8//jgGg4Ho6GhatWpV4GdCbn2fPn0aDw8PqlSpQmpqKuHh4bzxxhuFPs6CcPbsWWrWrGnLKVYW0TE4mjzZuHEjEyeac60FBQVx8OBBunTpksdeNxbe3t5MmjSJYcOGAfDzzz9z9913c/FiwV9SmpxRSnkppR5SSr2tlPqvdSnGLp4AVln+L3OZy6t6VeVi2sUizU8VGBjI7NmzCQ4O5ty5czzzzDO0b9+eBx54gLZt23Lvvfde52rJCUcxOAD9+/dn8+bNgNk9tWzZMvz8/GxLfHy87SUeEBBAdHQ0o0aNyuIiLi4efPBBunbtSkJCAr6+vnz77bfXye/u7s7UqVMZMGAAgYGBDBkyhKCgoFz3f+KJJzCZTAQGBtK2bVs+/vjjQn3w5Nb38ePH6d27N8HBwXTs2JF+/fpxxx13FMNZyZuIiAhbotWyinLk/9MUjJCQENmxY4ezxSgxnn76aSIiIoiMjLxpLDZ58dVXX/Hzzz/z+++/39CJApVSO0UkpBT7Ww1cBHZijosBQEQ+y2O/cKCOg03viMgSS513gBDgHhERpdQ04G8R+dGy/VtgpYj86qAdG4W93+Pj420JJ4tCUkoSFdwrUK1ctQLve/jwYe644w5iYmKKLEdu7N69m0mTJjFnzpwS7UdTctxzzz189NFHWZKxOhtH91Buz6gb98msKRLHjx8nMzOTBg0aMHHiRJRSWrmx46mnnmLkyJEYDAauXLnC119/zXPPPZcl74emUPiKyK0F3UlEcg26UEo9BtwB9JF/v+rKZObyql5VOXH1BFW9q7qsi7Rdu3b07t0bo9Go74kySHp6OoMHD3Yp5aYwaBeV5joyMzMJCwvjscceA6BixYpUqHBzpYnPDwaD+fZZsGABL7/8MjeyFa8U+Usp1TrvavlHKXUr8AYwSETsJ3VaCgy1uMX8gWbANkdtuBIVPCqAFG5+Kj8/vxK33lh54okntHJTRvH09OTRRx91thhFRltwNNfh7u7OlClTsuRm0OTM448/TocOHQgODgb0cPIi0gMYrpRKxDxMXAEiIsFFaHMq4AWstVg8tojI0yISq5RaAMQBmcDoUhtBVQSUUlTxrsKltEs33fxUGk1B0AqOBjCPCvroo49o1qwZ999/PwMGDHC2SGUKq3KzdetWHnjgAX777TfatWuXx14aB9xW3A2KSNNcto0Dyty4f283by6nX3a2GBqNS6MVHA1gzsq5cuVKAgICuP/++50tTpmlWrVqBAQEUL++w8E4mjwQkX+cLUNZwNPNkzRjWt4VNZqbGK3g3OSICEajEU9PT1atWkXFihWdLVKZplmzZqxZY06GKyLEx8fbcudockYptUtE2he1zs2Ch8EDk5gwmoy4GXSci0bjCB1kfBMjIowePZqhQ4diNBrx8fFx2VEZZZFJkybRvn1728zAmlwJVEpF5bJEAzWcLaSroJTSVhyNJg+0BecmRilFs2bNqFy5sm1EkKb4sGY4LY7cJzcBLfJRx+UDgEsTLzcv0o3plPco72xRNBqXRCs4NylXr16lfPnytpmzNcVPtWrVbOf35MmTXLx4kebNmztZKtdEx94UHC83L23B0WhyQX+234T89ttvNGvWjISEBGeLclMgItx9993cfffdGI3aCKEpHrSLSqPJHW3BuQlp2rQpYWFhNGzY0Nmi3BQopfjiiy8wmUw68Zmm2NAWHI0md1zagqOUqqCU0m+EYsJkMgHQunVrfvrpJz31QinSoUMHOnbsCMDevXudLI3ropT6OD9lGrMFJ8OUgUlMzhblhmHx4sWMHDmSu+66i99//z3vHTSForTOs0spOEopg2Um4RVKqVPAXuC4UipWKfWpUqqZs2Usq4gI9957Lx988IGzRbmpCQ8Pp2XLlvz222/OFsVV6eegrNiT/90IGJQBD4MHGcaMUu33woULTJ8+vdD7W1NRFHdKitTUVHr16pXFDfzbb7+hlMryUXHgwAFat846G0haWhr+/v40b96cr7/+mlmzZvHzzz8XWpYnnniCWrVq0apVq1zr+fn50bp1a9q2bUtIyL/zRV64cIH77ruPFi1aEBgYyN9//11oWXJi9erVBAQE0LRpUyZMmJBneXEyePDg685zeno6PXv2JDMzs9j6cSkFB4gAmgBvAXVEpIGI1AJCgS3ABKXUw84UsKySlpZG9erVqVy5srNFuakJCwtj3Lhx9O/f39miuBRKqWcsQ8EDsg0PTwSinC2fq+IMN1VuCo6I2CzFxUl+2v3uu++45557sriB582bR0hICPPnz7eVNW7cmKSkpCztzZw5k169etlyVo0dO5bRo0cXWt7hw4ezevXqfNWNiIggMjIyy1x2L7zwArfeeit79+5lz549hRqJuWHDBoYPH+5wm9FoZPTo0axatYq4uDjmzZtHXFxcjuUlhf159vT0pE+fPkVSLK9DRFxmAZrno46Hs+XMvnTo0EE0moKSmZkpmZmZzhYjV4AdUjr3fmXAD5gHNLJbqpVG/wVZCnu/x8XFFWq/3Dh++bicunKqQPvMnj1bWrduLcHBwfLwww+LiMhnn30mQUFBEhQUJJ9//rmIiCQmJkqLFi1kxIgR0rJlS+nXr59cvXpVHnjgAfH29pY2bdrIq6++aqv3zDPPSNu2beXw4cMO27NSoUKFLH9FRObMmSMdO3aUNm3ayKhRoyQzM9Nhu7nRtWtXSUxMtK2npKRIrVq1ZM+ePdK8efMsdVu3bi0HDx4UEZGrV69Ko0aNJDExUUwmk7z++uuydu3aAp1TRyQmJkpQUFCudRo1aiSnT5/OUnbx4kXx8/MTk8nkcJ9Dhw7JoEGDpEOHDtKxY0fZu3evw3oRERHy2GOPOdz2119/Sf/+/W3r48ePl/Hjx+dY7ujYHP02EhMTJSAgQJ588kkJCgqShx56SNauXSvdunWTpk2bytatW0VEcjzPkZGRcttttzmUWcTxPZTbM8rVLDjzAJRS63KqICKla48t42RmZvL888+TmJjobFE0dly6dInQ0FA+//xzZ4viEojIRRE5LCIPAslABiBARaVUkaLhlVIfWqxBkUqp35VS9ey2vaWUOqCUSlBKlbkJ2Ky5cPJLbGws48aNY/369ezZs4fJkyezc+dOvv/+e7Zu3cqWLVv4+uuv2b17NwD79+9n9OjRxMbGUqVKFX799VcmTJhAkyZNiIyM5NNPPwUgISGBRx99lN27d3PmzJkc23NEfHw8P//8M3/++SeRkZG4ubnx008/Xdduo0aNGDhwIMeOHbuujfT0dA4dOoSfn5+tbPHixfTt25fg4GAqVKjArl27bNsCAwNtbqtp06YxaNAg/Pz8+OKLLwgPD2fhwoXMmDHjun5CQ0Np27btdUt4eHi+r4E9Sin69+9Phw4dmDlzJgCHDh2iZs2aPP7447Rr144RI0Zw5coVwDylzogRI5g0aRI7duxgzJgxhXIjHT16NMtkyr6+vhw9ejTHckc4+m2A2QX4wgsvEBUVxd69e5k7dy6bN29m4sSJjB8/HiDH89yqVSu2b99e4OPJCVcbRWVQSr0HNFdKvZx9o4hMKmoHSqlbgcmAG/CNiEzItj0MWAJYNYJFIlJmA1diYmKYPXs23bp1w9/f39niaCz4+PjQokULPWdVNpRSzwJjgJOA1YcgQFFmE/9URP7P0v7zwH+Bp5VSLYGhQBBQDwhXSjWXUppRvPXs1nlXKiDRj0Xnun39+vXcd9991KhhTgpdrVo15syZw913302FCuaZye+55x42bdrEoEGD8Pf3p23btoA5UP7w4cP06NHjunYbNWpEly5dANi8ebPD9nKafHbdunXs3LnTFoSfmppKrVq16NmzZ5Z2AVauXOmwjTNnzlClSpUsZfPmzWPUqFEADBkyhHnz5tG+vXmmj8DAQBISEujZsyfTpk1jy5YtADz//PM8//zzOZ6/TZs25bitMPz555/Uq1ePU6dO0a9fP1q0aEH58uXZtWsXX3zxBZ07d+aFF15gwoQJfPjhhyxevJjY2FjuvfdewPwBGxoamqXNzp07k5aWxuXLlzl37pzt+n388ce2SZTNho+sKKVyLHdETr8Nf39/W4xTUFAQffr0QSlF69atOXz4MJDzeXZzc8PT05OUlBR8fHzyPoF54GoKzlBgMGa5in502bCMyJqGOZAxGdiulFoqItmdjJtE5I7i7t8ZtG3blkOHDlGtWjVni6KxQynFd99952wxXJEXgQAROVtcDYrIJbvVCpgVJoC7gPkikgYkKqUOAJ2A4o/odEBeykh+yDRlsv/8flpUa5GvaVZE5Lp6jl5qVry8vGz/u7m5kZqa6rCeVZnJq72cZHrsscf46KOPspQfPnw4S7u5Ua5cOa5du2ZbP3v2LNu2bWPRokUAPPDAA/Tq1YtPPvkEpRSBgYGsX7+eyZMnM2zYMGrXrp2vfkJDQ0lJSbmufOLEifTt2zdfbdhTr57ZmFirVi3uvvtutm3bxsMPP4yvry+dO3cG4L777rNZafbs2cO4ceN48sknc2xz69atgDkGZ9asWcyaNeu6Or6+viQlJdnWk5OTqVevXo7ljsjpt2FfbjAYbOsGgyFfAcRpaWl4e3vnWS8/uJSLSkQSRORj4EMRed9+AX4ohi46AQdE5JCIpAPzMT/kbkj27NkDQPXq1fUcUy6KiPDzzz+zdu1aZ4viKiQBF4u7UaXUOKVUEjAMswUHoL6lPyvJlrIyg7vBHaUUmab8jTzp06cPCxYs4OxZs/547tw5evbsyeLFi7l69SpXrlzht99+u84qYI+Pj4/Dl7yVgrbXp08fFi5cyKlTp2wy/fNPwRJbV61aFaPRaFNyFi5cyMCBA20vV39/f+rUqcPmzZsBswVn27ZtfPfdd7z22mv57mfTpk1ERkZetxRGubly5YrtPF65coXff/+dVq1aUadOHRo0aGBLxLpu3Tpb8HPdunVZs2aNLUA6Ojq6wAolQMeOHdm/fz+JiYmkp6czf/58Bg0alGN5aXH27Flq1qyJh4dHsbTnUgqOHSMclC0shnbz+0DrqpTao5RapZQKctSQUmqUUmqHUmrH6dOni0G04mXLli20bduWH3/80dmiaHIhMzOT999/n6+++srZorgKh4ANltiYl61LXjsppcKVUjEOlrsAROQdEWkA/AQ8a93NQVMO3xaufL8XZCRVUFAQ77zzDr169aJNmza8/PLLtG/fnuHDh9OpUyc6d+7MiBEjcnQngfmDqXv37rRq1cqhclDQ9lq2bMnYsWPp378/wcHB9OvXj+PHjzusm1MMDkD//v1tCsy8efNYtmwZfn5+tiU+Pp65c+cCEBAQQHR0NKNGjSqRkaUPPvggXbt2JSEhAV9fX7799tvrjuHkyZP06NGDNm3a0KlTJ26//XZuvfVWwByjMmzYMIKDg4mMjOTtt98GzMPPTSYTgYGBtG3blo8//rhQH6/u7u5MnTqVAQMGEBgYyJAhQwgKCsqxvLSIiIhg4MCBxdaeKoz2V1IopVpg9od/AtjfOZWA10SkSGdaKXU/MEBERljWHwE6ichzdnUqASYRuayUGghMFpFc8++EhISI/RA/VyA1NZVvv/2Wxx9/PN9mXo1zSEpKol69ei6Z5VgptVNEQvKuWWz9veeo3GLFLY72GwErRKSVUuotS9sfWbatAcaISK4uqsLe7/Hx8SUy8eqxy8fwcvOiernqxd52WWL37t1MmjSJOXPmOFsUTSG55557+OijjwgICHC43dE9lNszytVicAKAO4AqwJ125SnAyGJoPxloYLfuC2T5HLD314vISqXUdKVUDRE5Uwz9lxrlypXj2WefzbuixulYRy2kp5tHw3h6ejpTHKdiVWSUUhVE5EpxtKmUaiYi+y2rgzAnEAVYCsxVSk3CHGTcDNhWHH2WJgUdSXWj0q5dO3r37o3RaHTJjwVN7qSnpzN48OAclZvC4FIuKhFZIiKPA3eIyON2y/Mi8lcxdLEdaKaU8ldKeWIOal5qX0EpVUdZbH5KqU6Yz1GxBTyWNCLCqFGjWLcux5H2Ghfk1KlTNGvWzOHQ1JsJpVRXpVQcEG9Zb6OUKnzaXDMTLO6qKKA/8AKAiMQCC4A4YDUwurRGUBUnek6qf3niiSe0clNG8fT05NFHHy3WNl3NggNAXibiIrSbaRmGugbzMPHvRCRWKfW0ZfsM4D7gGaVUJpAKDBVX8uPlwalTpwgPD6dt27b06dPH2eJo8kmtWrUYPHgwwcFFGQ19Q/A/YACWDw8R2aOU6lmUBkXk3ly2jQPGFaV9Z6NnFddoHOOSCk5JIiIrgZXZymbY/T8VmFrachUXtWvXZv/+/SWSLl1TskyePNnZIrgEIpKULXCyzFlVShMPgwcmMWE0GXEzaOuFRmPFpVxUmqJx5coVTCYTbm5uxTbMTlO6XLp0yTbS4yYlSSnVDRCllKdS6lUs7qobgZIwBiul8HTz1HE4mhuawtw7LqngKKWqK6W+UErtUkrtVEpNVkrd3EME8sH7779Pq1atbMGqmrLHDz/8wLBhw4iMjHS2KM7iaWA05vQNyUBby3qZx9vbm7Nnz5aIkqPjcDQ3MiLC2bNnC5wA0FVdVPOBPwCr73wY8DNQ8GxKNxFdu3alQoUKN/UonLLOY489Rvfu3WnTpo2zRXEKltGKw5wtR0ng6+tLcnIyJZFHJyU9BUGo5Fmp2NvWaFwBb29vfH19C7SPS+XBsWIZ194hW9mO0szHURBcMQ+ORlMcOCEPjj/wHOaZxW0fYCJSeulU88AV7/c1h9ewKnEV/+v9P2eLotGUKrk9o1zSRQVEKKWGKqUMlmUIsMLZQrkymzZt4vLly84WQ1MMXLp0iddff73QMxSXcRYDh4EvgM/sFk0u+Ff2J/FiYt4VNZqbCFdVcJ4C5gLplmU+8LJSKkUpdSnXPW9C0tLSGDhwYIHmVNG4LuXKlWPu3Lls21bmcs4VB9dEZIqIRIjIRuvibKFcnUaVGnH08lEyTBnOFkWjcRlcMgZHRIp9JvEbGXd3d1atWqVnDL9B8PDw4PDhw7i7u+TtWdJMtkzX8Dtgi5oVkV3OE8n18XLzolb5WiSnJONf2d/Z4mg0LoHLPkGVUoMAa4KvDSKy3JnyuDJubm706NHD2WJoipGbVLkBaA08AtwCWJM5iWVdkwtWN5VWcDQaMy7polJKTcCcTj3OsrxgKdM4YMqUKezfvz/vipoyg8lk4r777mPs2LHOFqW0uRtoLCK9RKS3ZdHKTT7wr+TPoYuHnC2GRuMyuKSCAwwE+onIdyLyHXCrpUyTjePHj/PCCy+wcuXKvCtrygwGg4GKFSvejPPq7ME82a6mgDSu0lgHGms0driyHbwKcM7yf2UnyuHS1K1bl5MnT+rMxTcgs2bNcrYIzqA2sFcptZ2sMTguM0zcVfGv7M+v+351thgajcvgqgrOR8BupVQEoDDH4rzlXJFcl1q1ajlbBE0JIiJkm5vpRua9kmrYMu3Dp0BNS0JBlFJvAU9inu/qeRFZU1L9lzRWF9VN9nvRaHLEJV1UIjIP6AIssixdRWS+c6VyTcaOHcvq1audLYamBLhy5QpNmzZl4sSJzhal1LAMCT8MeFj+3w4UeQSVUqoB0A84YlfWEhgKBGF2g09XSpVZn2AV7yp4unlyJvWMs0XRaFwCl1RwLHTEbLkJtfyvyYaIMH36dNasKbMfnZpcqFChAv3796dJkybOFqXUUEqNBBYCX1mK6mNO/ldUPgdexzwiy8pdwHwRSRORROAA0KkY+nIafpX8dByORmPBJV1UlhFTHYGfLEXPK6W6iYh2U9mhlOLo0aOkpelJ9m5Upk+f7mwRSpvRmJWMrQAisl8pVSQfrCXlxFER2ZPNdVMf2GK3nmwpc9TGKGAUQMOGDYsiTonSuEpjDl08RKe6ZVpP02iKBZdUcDCPmGorIiYApdRsYDc6Duc6lFIFnmFVU7bIyMjA3d39ZomrSBORdOuxKqXcyWp1cYhSKhyo42DTO8DbQH9Huzkoc9iXiMwEZoJ5Lqq85HEW/pX0lA0ajRVXdlFVsftfj6JywJIlS3j11VfJyNDp2W9U5s6dS/ny5UlOTna2KKXFRqXU20A5pVQ/4BdgWV47iUhfEWmVfQEOAf7AHqXUYcAX2KWUqoPZYtPArhlf4FgxH0+p4l9Z58LRuB7GjDRSTh/Ju2Ix46oKjnUU1SyL9WYnMN7JMrkccXFx/PDDDzdz1tsbnlatWvHaa6/dTGkA3gROA9GY56RbCbxb2MZEJFpEaomIn4j4YVZq2ovICWApMFQp5WWZxbwZUKYnAGtUqRFJKUnOFkOjycKuH97AZ1rrUu/XJd+MIjJPKbUBcxyOAt6wPJA0drz11lu89Zb22t3IBAcHExwc7GwxSpNywHci8jWAZVRTOeBqcXckIrFKqQWYs6VnAqNFxFjc/ZQm1ctV59y1c3lX1GhKEbl82in9upSCo5Rqn63Iapevp5Sqpyfc09yMGI1GMjMz8fLycrYopcE6oC9w2bJeDvPEm92Ko3GLFcd+fRwwrjjadgXKu5fHJCauZlylvEd5Z4uj0TgVl1JwgM9y2aYn3MvGm2++iZ+fH08//bSzRdGUEJmZmZQrV4533nmHMWPGOFuc0sBbRKzKDSJyWSml39T5RClFdW+zFUcrOJqbHZeKwbGbXM/RUizKjVLqVqVUglLqgFLqTQfblVJqimV7lAOrksuwZcsWYmNjnS1GqbF5wn9IruaOSSmSq7mzecJ/nC1SiePu7s6YMWPo1auXs0UpLa7Y33NKqQ5AqhPlKXNU866m3VQaDa5nwSlRLP78aZgzmiYD25VSS0Ukzq7abZiDDZsBnYEvLX9djg0bNjhbhFJj84T/0O6/X1LBMmDM97yRqv/9ks1Ajzdv7Fwx77zzjrNFKE1eBH5RSllHM9UFHnCeOGWPauW0gqPRgItZcEqBTsABETkkIunAfMzZTO25C/hBzGwBqiil6pa2oJqs+H0y06bchAGzgAoZUP/jrwgLC+PHH38E4OrVq4SFhfHzzz8DcPHiRcLCwli0aBEAZ86cISwsjGXLzCOPT5w4QVhYmG26i6SkJMLCwggPDwfg0KFDhIWFsXHjRgASEhIICwvjr7/+AiAmJoawsDC2b98OQGRkJGFhYURGRgKwfft2wsLCiImJAeCvv/4iLCyMhIQEADZu3EhYWBiHDpmH9oaHhxMWFkZSknkkzOrVq+nZsyeJiebcJsuWLSMsLIwzZ8zp+BctWkRYWBgXL14E4OeffyYsLIyrV80xuT/++CNhYWG2VAKzZs0iLCzMdl6//vpr+vbta1ufPn06t912W4GvT3EhItuBFsAzwH+AQBHZ6TSByiDVvatzNvWss8XQaJzOzabg1Afsx1A6ylyanzoopUYppXYopXacPu2cCPERI0Ywe/Zsp/Rd2tQ773hwS70LplKWpPTZtm0bb755nTf1RiYAaAm0Ax5USj3qZHnKFNpFpXE9nJMbU4m4ZlJOpVR9oBF2bjQR+aOIbd4PDBCREZb1R4BOIvKcXZ0VwEcistmyvg54PbevyJCQENmxY0dRRCsUHTt25K677uLddwudJqTMkFzNHV8HSk5yVTd8z2U6QaLS46uvvqJBgwYMHDiw1PtWSu0UkZBS7O89zEa6lphz4NwGbBaR+0pLhrxw1v2eX36I/YHjV47zRqc3nC2KRgPAtskP0en8Chhzsdjbzu0Z5ZIxOEqpjzH73eMA61tNgCIpOOQvc2mZyW5qdYvcDBx+fRRV7WJwAK54mMt9nSdWqfDUU085W4TS5D6gDbBbRB5XStUGvnGyTGWK6uWqE3MmxtliaDROxyUVHGAwECAixT2L5HagmSVr6VFgKPBQtjpLgWeVUvMxBxdfFJHjxSyHpoD0eHM6mzHH4tQ7b+RYVTcOvz7qhg8wBnPckI+Pz82SBydVRExKqUylVCXgFNDY2UKVJbSLSqMx46oxOIeAYs9NLyKZwLPAGiAeWGDJZvq0UsqaTGalpf8DwNeYAx1dknfffZf33nvP2WKUGj3enI7vuUwMIviey7wplJv09HRq1qzJxx9/7GxRSosdSqkqmO+9ncAuyvj0CaVNNe9qnL2mg4w1Gle14FwFIi3xLzYrjog8X9SGRWQlZiXGvmyG3f8CjC5qP6VBcnKynofqBsdkMjFt2jQ6duzobFFKBRGxflDMUEqtBiqJSJQzZSpr6OkaNK6Hckqvrvp2XGpZNLkwa9YsZ4ugKWG8vb35z39c1ohYbOSWUFMp1V5P05J/qnhV4VLaJYwmI24GN2eLo9E4DZdUcERktlKqHNBQRBKcLY9G4ywuXrzIlStXqFOnDgaDq3qUiwU9TUsx4W5wx8fThwtpF6herrqzxdFonIZLPjGVUncCkcBqy3pbpZS26GRjw4YN9OrVi+PHdQz0jcoPP/xA/fr1OXnypLNFKVFKcpoWpdQYpdRRpVSkZRlot+0ty7QsCUqpAUU/EtdABxprNC6q4ABjMGcdvgAgIpGAv/PEcU3c3d0xGo22LLaaG4++ffsybdo06tSp42xRSgWllLdS6mWl1CKl1K9KqReVUt7F0PTnItLWsqy09NUS80jKIOBWYLplOpcyT/Vy1XWgseamxyVdVECmiFxUKktgkmtmJHQiPXr0YPPmzc4WQ1OCBAYGEhgY6GwxSpMfgBTgC8v6g8Ac4P4S6OsuYL4lHUWiUuoA5g+rv0ugr1Klmnc1zqVqC47GNTAhpCiFTyn366oWnBil1EOAm1KqmVLqC+AvZwul0ZQ2f//9981moQsQkSdFJMKyjAKaF0O7zyqlopRS3ymlqlrK8jUtC7jG1CwFQbuoNK7ECq9TdPNrkHfFYsZVFZznMJuN04B5wCXMswxrsvH22287JYW/puRJSkqiW7duN818YxZ2K6W6WFeUUp2BP/PaSSkVrpSKcbDcBXwJNAHaAsf5N6DZ0dhVh5ZiEZkpIiEiElKzZs0CHlLpo11UGlfirCEj70olgEu6qETkKvCOZcoGEZEUZ8vkqtSuXZuGDRsiImRz6WnKODVq1GDFihW0bt3a2aKUJp2BR5VSRyzrDYF4pVQ05mdBsKOdRKSvo/LsKKW+BpZbVsvMtCwFpZp3NaLPRDtbDI3GqbikgqOU6gh8B2aXnVLqIvBEbhNe3qy88MILzhZBU0KUK1fuZrTO3VrcDSql6tpNt3I3YJ2oaSkwVyk1CagHNOMGyZqsY3A0Gtd1UX0L/EdE/ETED3Nm4e+dK5Jrk5qa6mwRNMXML7/8woEDB5wtRmnjDpwQkX8wj5y8C/N8cP9YygrDJ0qpaKVUFNAbeAlARGKBBZgn9V0NjBaR66esL4NoF5XGlXCWb8FVFZwUEdlkXRGRzZhHVmgccP/993Pbbbc5WwxNMXL27FkeeOAB5s2b52xRSptfAaNSqinmDx1/YG5RGhSRR0SktYgEi8gg+8lzRWSciDQRkQARWVU00V0HHWSscSmcpOG4pIsK2KaU+gpzgLEADwAbrOncddr2rAwcOJCUFK3/3UhUr16dAwcOUL58eWeLUtqYRCRTKXUP8D8R+UIptdvZQpU1qnvr+ag0LoSTkry4qoLT1vI3+1TZ3dBp26/j8ccfd7YImhKgcePGzhbBGWQopR4EHgXutJR5OFGe68g4HsOJDwLyrHeyRmdaPj4Nj3Klnf0DynuYFeOrGVdt/2s0zsJZLiqXVHBEpLezZShrpKenExUVRUhIiLNF0RSR1NRUXnnlFZ599llatmzpbHFKm8eBp4FxIpKolPIHfnSyTFnIrNKEs/fk7jUzmTK5vHo8xyd2w/uhOdRq0rZ0hLOjmnc1zl47qxUczU2LSyo4SqnKmK03PS1FG4EPROSmynhWEN544w2++uorTp48iY9P6X8xaoqPqKgofvjhB+67776bTsERkTjgebv1RGCC8yS6nnLlyhHUqk2e9UxBv7Bhwee0m3MncZ3foeVtT5eCdP9ijcNp4FP6CdY0GlfAJRUczEPEY4AhlvVHMI+iusdpErk4o0aNol+/fpQrV87ZomiKSOfOnTl58iTe3sUxBVPZQCm1QESGWPPdZN+eU/4bV8bgZuCWB18hZnc3Ki59kj2HNtHyya/w8K5YKv3roeKamx1XVXCaiMi9duvvK6UinSVMWeAmnLPohsRkMmEwGKhQoYKzRSltrAmd7nCqFCVAq3ZdOee3maNfj+D4p93wfuiHUnFZ6aHimpsdVx0mnqqU6mFdUUp1B3SilzxISUlh4sSJ7N2719miaArJRx99RN++fUlLS3O2KKWKdei2Nd9N9sXZ8hWValWr0fWVhRxo+hgec+4kbtVXJd+nHiquuclxVQvO08APllgcgPPAY06Up0xw7do13n33XZRStGjRwtniaApBzZo1adiwIV5eXs4WpVRRSqWQy2BSEalUiuKUCFaXVfSubvgse5KoQ38QWIIuq2re1Th6+WiJtK3RFAQ9isoOEdkDtFFKVbKsX3KySGWCmjVrcvDgQerXdzghsqYMMGrUKEaNGuVsMUodEbFOy/IBcAKYg/m5OAzLlC03Cq3bd+Ws3yaOfjOyRF1W1b2rE3U6qtjb1WjKCi7lolJKPayUsskkIpfslRulVBN715XmeqzKTUaGc2Zv1RQOEWHdunWIOCkjluswQESmi0iK5f7/Erg3z73KGNWrVS9xl1W1ctpFpbm5cSkFB6gO7FZKfaeUGq2UGqKUelQp9YFSaiPwCXDSyTK6PHPnzqVJkyZcuHDB2aJo8sny5cvp27cvS5cudbYozsaolBqmlHJTShmUUsOAG2J+qOxYXVbJg36m/LbJRE0bRsa1y8XWvo7B0bgOznFSuZSCIyKTgfaYp2ioCfSxrB8FHhGRe0Vkf2HaVkpVU0qtVUrtt/ytmkO9w5aJ+SKVUjsKeShOJTAwkK5du3L16lVni6LJJ7feeis//fQTt99+u7NFcTYPYU4PcdKy3G8pKxJKqeeUUglKqVil1Cd25W8ppQ5Ytg0oaj+FoXX7bvg8t4mUK6kc/7Qbpw5GFku71b2rczZVj6LS3Ly4XAyOZTbftZalOHkTWCciE5RSb1rW38ihbm8ROVPM/Zca7dq14+eff3a2GJoC4OHhwUMPFfk9XuYRkcOYZxAvNpRSvS1tBotImlKqlqW8JTAUCALqAeFKqebOmFHc6rKyJgaM7zmBwFuGFanNKl5VSElPIdOUibvB5R71Gk2J41IWHCtKKX+l1CSl1CKl1FLrUsRm7wJmW/6fDQwuYnsuz7Fjx/j++++dLYYmFy5fvkzPnj2JiIhwtig3Ms8AE0QkDUBETlnK7wLmi0iaJWPyAaCTk2S0uawO9fuG6pv+D1Nm0eLo3AxuVPKqxIW0C8UjoEZTxnBJBQdYDBwGvgA+s1uKQm27XBvHgVo51BPgd6XUTqVUjsNZlFKjlFI7lFI7Tp8+XUTRSobJkyczevRoTp7UYUuuyrFjxzh//jyenp7OFuVGpjkQqpTaqpTaqJTqaCmvDyTZ1Uu2lDmVDt0HcNqtDnEbfylyWzoOR3Mz46p2y2siMqWgOymlwoE6Dja9U4BmuovIMYsZe61Saq+I/JG9kojMBGYChISEuOTQl3feeYdRo0ZRu3ZtZ4uiyYHmzZuzZ88eDAZX/dYoPSwjKO8TkQWF2De3e98dqAp0AToCC5RSjXEc+ejwXrZ87IwCaNiwYUHFKzCXgh7GZ8d30KdobktbHI7DiEON5sbGVZ+qk5VS7ymluiql2luXvHYSkb4i0srBsgQ4qZSqC2D5eyqHNo5Z/p4CfsOJJuuiUqlSJZo0aQKYLQUa18FoNDJz5kwyMjK0cmNBREzAs4XcN7d7PxlYJGa2ASaghqXcfiZKX8DhjSIiM0UkRERCatasWRgRC0Rw/0epl5rAqX+KlpVcW3A0BWHSjkkYTcUfguasRH+u+mRtDYzEPIuw1T01sYhtLuXfbMiPAUuyV1BKVVBKWROOVQD6Y570s0zz7bff0rRpUz2FgwuxevVqnnrqKZYvX+5sUVyNtUqpV5VSDSwjH6sppaoVsc3FwC0ASqnmgCdwBvMzYahSyksp5Q80A7YVsa9ioUKFisTXup1/1k4rUjs6F46mIHwf+z2XM4ovVYGzcVUX1d1AYxFJL8Y2J2A2TT8JHME8/BSlVD3gGxEZCNQGflNKgfnczBWR1cUog1O4/fbb2b9/f6mY1jX54/bbb+fPP/+ka9euzhbF1XjC8ne0XZkAjYvQ5nfAd0qpGCAdeEzMGRVjlVILgDggExjtjBFUOVHnlqepOn8QmWmf4O5VrlBt6KHimpsZV1Vw9gBVyMGNVBhE5CzmvDrZy48BAy3/HwLaFFefrkKdOnWYMGECYHaNuLm5OVmim5fLly9z8uRJmjRpQrdu3ZwtjsshIv4l0GY68HAO28YB44q7z+KgSYu2RHn6w/q5BN/2ZKHaqOZdjaSUpBy3p2amsiBhAQ+1eAgPN4/CiqrR5Ip2UWWlNrBXKbWmGIeJ3/ScOHGCzp078+uvvzpblJuWV155hU6dOuks0zmglPJQSj2vlFpoWZ5VSt20b96rwY/iETmr0PvnFoNz/PJxHlv1GJ/v/JyE8wmF7kOjcVVc1YLznrMFuBGpWrUqNWrUwNvb29mi3LS89dZbdOvWjSpVqjhbFFflS8ADmG5Zf8RSNsJpEjmRtn2HkbLjA47tj6Res7YF3r96Occuqp0nd/LqxlcZHjScZuebkXAugVY1WhWDxBqN6+CSCo6IbHS2DDciXl5erFq1CkuMESJi+19Tshw+fBg/Pz/bosmRjiJi7yZer5Ta4zRpnIy3tzc76g7Ge9106jWbWeD9HVlwIk9F8vKGlxnfYzzd63dnduxsbcHR3JC4lItKKZWilLrkYElRSl3KuwVNXlgVml9++YXevXvr+apKgf3799OqVSs+//xzZ4tSFjAqpZpYVyz5alwm8NcZNOj7DE1PrCQ99UqB97UqOPaz1P8Q9wPPtHmG7vW7A9C8anP2nd9XbPJqNK6CSyk4IuIjIpUcLD4iUsnZ8t1IuLu7IyKkpaU5W5QbniZNmvDGG28wdOhQZ4tSFngViFBKbVBKbQTWA684WSan0qhJCw55BRK7dnbelbNR3qM8SilSM1MBOHX1FFuOb+GOxnfY6gRUC2Df+X1ZlCCN5kbApRQcTelx9913ExERQdWqVcnIyCAzM9PZIt1wJCYmcurUKQwGA//3f/9H3bp1nS2SS6OUcsM8irEZ8LxlCRCRm36iLmP74VSI/qFQ+1bzrmaLw/l136/c5ncbFT0rZtnu7ebN8SvHi0VWjSY7yknjqLSCcxNjMBgQEYYNG8bDDz+sv+CKkczMTAYOHMj999+vz2s+seSgGWSZ/DJKRPZYJ8i82WnTewiVMk5zJG5Lgfet7l2ds9fOkmHKYOH+hQwJGHJdHe2m0tyIuGSQsab0UErRqVMn3NzcdMBxMeLu7s60adOoWrWqPq8F4y+l1FTgZ8AWdCIiu5wnkvPx9PTgQIN78I6YQcOWXQq0rzWb8cakjdSvWJ+AagHX1WlerTkJ5xIIaxBWTBJrNM5HKzgaXn31Vdv/cXFx1KlTh2rVipod/+bkzz//5MSJE9x7773ccsstzhanLGLNfviBXZlgmWrhZsa/3zNU/K4H1y5fwLtilXzvZ7XgrDm8hgcCHnBYJ6BqAOuOrCsmSTUa10C7qDQ20tPTuf3223nooaLNYHyzIiK8//77vP/++zqmqRBYYnCWikjvbMtNr9wA1G/YmP3l2xG35rsC7VfNuxq7Tu5i//n99GvUz2Gd5lWbs//8/uIQ84ZhQcICDl045GwxNEVAKzgaG56ennz//fd89tlnzhalTGE0Grl69SpKKebPn09ERATu7to4WlCsMTjOlsOVUSH/396Zh1VVdQ38t5gUUMFZEQUnBBXBAdFSckSznNKcSyuzwd5ssPrMMi0t67Xh1TJfM19NTa0shzQ1MTNzVkBQJBVRcURRBJlhf3+cywXkMl8G8fye5z6cs88+e60N3HPXXXvttZ6hZtgKKEJcV62qtdhydgtDWwzFxtLGZB9XB1eu3LlCQur9lzYiOiEaz+WepGXk/FLywf4PWBC4oJy00jEHuoGjk4MePXrQpk0bAD744APmzJmjB8nmQ0ZGBo888ggTJkxAKUWtWrWoXbt2eat1L7NXRL4Uke4i0iHzVd5KVRS8/AZhnZbA2eDdhb6ntm1tlFI83urxPPtYW1jT1KEpp2+dBrQaVb+c+oVJ2yfx8LqHc334V3SS07XY9Dupd/Bc7klscmyuPpvObCI8Jtx47Xri9Vx9FNqzb1vkNlLSzVn7Wacs0A0cHZMopfjnn384dUp3W+eHhYUF/fr1o1+/fnowsXl4AGiDFoPzqeE1ryQDishaEQkyvCJFJCjbtWkiclpEwkWkX0nklAVWVlacdR3Bzd2LCn1PS8eWjPEYQ6NqjfLvV7OlMR/O9D3T+TXiV4a5DaO6TXUOXTlUUtXLhIvxF7mReINOKzvx54U/ORZ9DMCk/m/veZv/HP2P0RgytU3eQrSPyKl/TmXnhZ3G9tM3T5eG+pWe65cjy1Se7kcvJVJTU4mKiiIpKam8VSk2b7/9NkopTp48SVpaGsnJydjb25e3WuVORkYGt27dwt7enipVqtC/f38AwsLCylkz8/P77797BgcHR5phqAwgNC0tbWLHjh2v5dVJKdXTDLLuHtMYWSsinwKxhuPWwCg0g8oJ2CEiboalsgqLW7/nsP2vD/G3rlPNsU6B/VvUbMH/df6/Avu1qtmK8JhwNkVs4mzsWdY8uoYqllW4FH+J7ee209WpqznULzWUUvRf15+HnB8CYMOZDfRp0geA07dO08elT46+oBkwSenaM/q9ve+xcYhW0znTgBGEOfu1YvNv/PkG/V37k5qeytCNQ/lr5F/YWttSxbJK2UywEpCaUrZZH3QDp5SIioqievXquLq6Vopv9hcuXCA6OpoWLVpgbX3fFncGtJibEydOULduXRo0aFDe6pQq6enpaW3bts3tuy8iGRkZEh0d3frKlStLMBFnIyLjlFIrReQ1U/crpT4rqQ6ivRFHkLUjazCwxpBr56yInAY6A/tKKqs0qd/QmYPVumCx7Rs6jZxmtnFb1WrFj//8yLbIbXzj/43xg7uvS1/GbhnLdN/pWFlUvI+M49ePU9s2a1n4z6g/8a7rTeTtSG4m38TKwoqg6CAuxV/CqZoTAC8GvAjAudvnmLB1AlYWVpyNPcsf5/+gc8PODN04FIDt57bnkJWUlsT/Qv8HQPe13RnZaiTvdHmnLKZ5T5P5CVjW0Q76ElUpkZSURO3atSuFcQPg7OyMu7u70biJiYkhIyOjnLUqO5KTk7lw4QJKKSwtLWndunWlN27MiYWFhapbt24skFfJ6kzXYPU8XuagO3BVKZW57toIuJDtepShLRciMklEDovI4ejoaDOpU3ws2g6j6tnfzTqmW003Im9H8nTbp3PkynGu7kxD+4YcvnrYrPKKw7HoY3Re1dkYDJ2akcqozaOYHDCZ4zeOY22hPZ/8nP24GHeRmKQY3Gu68/fFv3lq61OkpqeSlpHGnot7ALgQp/35XWu4AnD8xnG6fJ93nqE9F/ewMHih8Xxt+Fp+OfWL8fzMrTOkZ2gOwPCYcGOJDB0DZWzh6AZOKVJZjBvQ5mJnZwdAQkICERERXL9e4i/29wzx8fFER0eTmKg9sCwtLctZo3sPCwsLRR7PHKXUfw0/Z5l6FTS2iOwQkVATr8HZuo0GVme/zZQqeei3WCnVSSnVqW7dugWpU+o06+RP08TjpKaYbwm8ZtWafNX7K55s82Sua/6u/myP3G7irrJl05lNJKYl8velvwE4evUoHrU8qG9Xn1f+eIX+rtpy8YONHiQhLYHFxxbTzLEZAJfuXKLDyg60X9HeOF66YTXS1soWfxd/fo341aTcljVbAvDqrldzXZuxd4bxeMiGIfz0z08opRi+aThfB39tMsD5fqWsV391A0enyNjZ2eHm5mbcLRQXF8eNGzcq1W6rjIwMoqKijEZcrVq18PT0NBp5OqWDiDQVkc9E5GcR2Zj5Kug+pVQfpVRbE68NhnGtgMfQMiRnEgU0znbuDFwy53xKi1p16nHRypmIoD/NOq6fs58xsDY7/i7+BJwPID4l3qzyikrI9RC6N+pO8LVgQNvd5O/qb1wm6li/I5uGbKJ17dbGe5o6NDU51msds1ZDU9JT8K7nzcX4iyb79nPJP/489HooEbFazpzYlFj2XdJWOf8X+j+6renGwqCFuZ6PSilikmLyHbeyYFyiyjD9GXE75bbRKxedEE3QtSCzyNUNHB0jixYt4rvvClfQr0aNGkYvRnR0NBcvZj0YSsPQeeCBBwruZAb27duHpaUl69atIy4ujsTERJ5++mnq169P+/btc/R94403cHd3p127dgwdOpRbt26ZHPPzzz+nTZs2tG3bltGjRxsDz4ODg+natSuenp4MHDiQ27dv56nXmTNnePrpp2nbti0dOnTg1Vdf5ebNm3n2f/rpp6lXrx5t25peEZo3bx4iYjTgDh48iLe3N97e3nh5efHLL7+YvK9z586tdu/ebbTywsPDbVq2bNkmT0WKznogElhA1i4qcyRm6gOcVEpFZWvbCIwSkSoi0hStyOdBM8gqE6LrdCH2eNlkH3au7kzvJr35YP8HJXp/X0+8ztQ/pxqXiPLi8JXDvPLHK1y5c4W1J9dy6uYpktOTOXPrDI+1fIywmDBSM1LZfm47jzZ7FKdqTjzk/BBdnbri6uAKwL7RmpHhWccz1/hO9k6M9RhrPE/JSKG6jbYS6lHLg/k953N03FHWPLKGoCeCeM7rOdY8siZPfUdvHs3g9Zqz8FL8Ja4kXMlx/evgr7mZnPV+PX7jOIuCF/HQWi0g+qmtTzFz78x8fyf3Mo7JZ4Gsbfd30/uH3ry882W8v/NmcsBknvjtCbPI1Q2cCsKqkFW4fuGKxSwLXL9wZVXIqjLX4fnnn+fJJ3O7pwuiadOmuLm5ISIopQgLC+PatTw3ypikoMy/e/fuLbJeRSUqKoopU6bg7++PiNCqVSsaN27MhAkT2Lp1a67+ffv2JTQ0lGPHjuHm5sZHH32Uq8/FixeZP38+hw8fJjQ0lPT0dNas0R6UEydOZO7cuYSEhDB06FD+/e9/m9TrwIEDjBgxgpEjRxIcHMzhw4d58MEH6d+/Pzdu3DB5T146gxYw/vvvv9OkSRNjW9u2bTl8+DBBQUFs3bqV5557rryyMScppeYrpf5QSv2Z+TLDuKPIuTyFUuo48ANwAtgKTK7oO6iyY+fWg+qXS/99kckbPm8QHhPO+tPrUUoRFRfFm7vf5MytM8Y+WyO35ohJyY5Sirf/ehsLsWDO/jl8cugTlFJciLvA23+9zfHrxwHYd2kfr+16jYvxF5m1bxZzD85lVdgqwm6E4erginc9b07GnOTo1aM4V3Omgb0WC/dl7y+NQcQA1WyqsW3YNnwb+hL0RBAfdvuQWQ9oq52WFpY5kh6mpKdgZ6XZ7asGrKJnk55YW1rTpk4bLC20L3Lutdxzzal7o+652tadWsd7e9/L1Z6SnkJyejIxSTGM+nVUjliew1cPs/3cdnZHZeU3evuvt1kYtBDP5Z73vHf8xxqGMDplOm4zKT2JC3EXSFfphMVou1HNMWfdwKkArApZxaRNkzgXew6F4lzsOSZtmlRiI+eDDz7A3d2dvn37Mnr0aObN09KJfPPNN/j4+ODl5cWwYcNISNBcgzNnzjT26dGjB2+99RadO3fGzc2Nv/76K9f4u3bt4qGHHmLkyJG0a9eO//u//2PFihWMHj2aHj16cObMGdLT01m+fDmdO3emffv29OnTh6tXrxrlTZo0CX9/f5588kmio6Pp27cvHTp04LnnnsPFxcXoYahWrZpRZo8ePRg+fDju7u6MHTu2wDfCyy+/zPvva6WNtm3bhp+fHxkZGSQnJ3Pu3DlSUrQEXqtWrWLIkCHUq1cP0HLcAPj5+ZmszeXv72/MWNylSxeioqJy9QHNeEtMTCQtLY2EhAScnLSHcHh4OH5+foBmLK1bty7Xvenp6fzrX/9i06ZN9OvXD0tLSywsLBg+fDgffvghM2bMyHVPfjoDvPrqq3zyySc5YsTs7OyMc0lKSipW/NjIkSNd3N3dW7u7u7euWbOm1+uvv96wyIPAf0TkPRHpas5Ef0qpCUqpXMljlFJzlFLNlVKtlFK/lVROWdLcpw8uyf+QlBBXJvJsrWz52O9jFgQuoMcPPRi9eTSRsZE5dhqtP7Web0K+Mfme3BSxidiUWD7s9iE/DPyBoGtBLAlZwg/hP3A29izv7n2XDJXBV0FfMc13Ggt7L2TPxT30atKLvy7+xfrT6+nZuCd1bOtgY2nDp4c/LbA4aKbBY2lhycDmA3ms5WMAxmDk59o9B0DPxj1xqeGCnZUd1pamd4lmGjqZPOv5LAv7LOQTv08K9fu7FH+JTis7Gb02mcw7pD1z41LimBwwmc6rOnMr6RabIjaxKkz7DDh7+2yOe+bsn8OBywcKJbcikZHHEhVoMVLZMUdyyfvGwBGRx0XkuIhkiEinfPr1NyT9Oi0iBSePMAPTA6bnSpGekJrA9IDpxR7z8OHDrFu3jsDAQH7++WcOH87aAfHYY49x6NAhgoOD8fDw4NtvvzU5RlpaGgcPHuSLL75g1izTcZ7BwcH85z//ISQkhBUrVnDmzBmCg4N57rnnWLBgAXFxcTRu3JiAgAACAwMZNmwYs2fPNu7AOnLkCBs2bOD7779n1qxZ9OrVi6NHjzJ06FDOnz9vUmZgYCBffPEFJ06cICIigr//1gIOZ8yYwcaNucM15s6dy9q1awkICGDy5MksXLgQCwsLlFLcuHGDxMRELl68yJYtW3jrrbeK9eG+dOlSHn744VztjRo1YurUqTRp0oSGDRvi4OCAv78/oHlNMvX98ccfuXDhQq77AwIC6Nu3L05OTixZsoQOHTrwzDPPMG7cOHr37k1ISEiR9Ny4cSONGjXCy8sr17UDBw7Qpk0bPD09WbRoUZ7lJp588slmmYbMgAEDWma2r1279tzJkydPbNy48bSjo2Pac889Z9q9lD+ewLPAXMyU6K+yUqNGTSKtmxNxpOyKZLaq1YqAxwNY++hafh70My93eNn4QZuankpQdBAZKoPAa4EAxgDbq3eu8tnhz3i3y7tYWVhR3aY6n/X4jBUnVvBrxK9M7zIdK7Hix/AfuRB3gb4ufalrV5fdI3fzsd/H3Em9w7pT6xjuNhwAnwY+nLp5KscyU1HI3O7+UvuXOPbkMd70eZNWtVpxYGz+RkM9W+3Lz48Df+R5r+cBeLhp7ve9KcZvHW+yffmJ5TnOE9MSjbFAmUHQg9cPNiYkBFgTvoYfwn8olNwKhcrg+I3jLAtdRlpGGn+c/6NUxVW8pAalRyhakOF/8+pgKPb3FdAXLQDxkIhsVEqdKE3Fzsea/iDPq70w7Nmzh8GDB2NrawvAwIEDjddCQ0N55513uHXrFvHx8fTrZzqA7rHHtG87HTt2JDIy0mQfHx8fGjbUvqg3b97c+OHt6enJH3/8gaOjIw4ODgwbNozLly+TkJBAvXr1jAZO//79SUhIoGrVquzZs8cY+9G/f39q1qxpUmbnzp1xdnYGwNvbm8jISLp162b00mSilOLatWtUqVKFb775Bj8/P1599VUcHR0BqFq1Kt7e3lhYWDBx4kQ+/vjjYu2OmjNnDlZWVowdm/the/PmTTZs2MDZs2dxdHTk8ccfZ+XKlYwbN46lS5cavUuDBg3CxiZ3naDg4GC6dOlCdHQ0K1asYO/evYSEhDBq1CgAGjZsSHR0NIXZ2ZOQkMCcOXPYvt30bhhfX1+OHz9OWFgY48ePN2mwAXz33XcRfn5+CaDF4Dz66KNGIychIUGGDRvW/PPPPz/v5uZWnNz2Q4FmSik9L34huFm/C9Ynd0L3IWUmU0SMy0L21vacuHGChNQEwmLCcKnhgr+LP9+Gfsux6GN8cfQLFvRawJKQJYzxGEPbOlkxYQ3sGzC/13zWhK+hde3WjGw1kpn7ZvJw04eNBkjNqtozwLWGK9cSrlHPTjMwPuz2ITO7zsTOunhB/9nz+RTlC03AiMIbk+Nbj89lvBSWUZu193f28hCdVnZiw5ANxKVoHrv0e2c1NQulGPWrNrfVJ1dz6c6lPDNsp6en5elNKyz3jQdHKRWmlAovoFtn4LRSKsLwgF2DlgysVGni0KRI7YUhv2WbCRMm8OWXXxISEsJ7772XZ7blKlW0RF+WlpZ5xmNk9gFtSSfz3MLCwnjP66+/zksvvURISAiLFy/GysrK6B1QSnHhwgVj/M7Vq1c5cyZrTT8uLi5HMG1iYmIOIyQtLS1HcG9ERATnzp0DtAdXdHQ0N2/eJCQkxLjrq1GjrDdU5jLU4cOHGTVqFK6urvz000+8+OKLrF+/Ps/fYSbLly/n119/ZdWqVSYflDt27KBp06bUrVsXa2trHnvsMWM8kbu7O9u3b+fIkSOMHj2a5s2b57o/M+9OREQEXbt2pWrVqvj4+FCnjpbBNiYmJk9D8G7OnDnD2bNn8fLywtXVlaioKDp06MCVKzkDIj08PLC3tyc0NLRQ42bniSeecBk4cODNIUOGFHfdJBhwLOa99x3VPXpR89r+cpNvZ22HRy0PAq8FcvDyQXwb+jLcbTj17eqz//J+pnaaypQ/pmBrZctEz4m57veu583c7nOxEAsGNdfyP3rVze1dXOK/hM2PbTaeW1lYFdu4aVmzpcnYmZIQ+EQgm4Zs4vsB3zOhzQQA6tqVPJ1AakZqjvPB6wczbss447XJAZPxXK4FUQecC2DG36aXrMuTZaHLjMdn7kQajzOXpPLauZaelmqyvSjcNwZOISmXxF9zes/J9Wa1s7ZjTu85xR6zW7dubNq0iaSkJOLj49m8OevhEBcXR8OGDUlNTWXVqtIPZo6NjTUaFStXrsxhoNSsWRMPD48cOltYWLB9+3Zu3rzJtWvXuHw5q0bM9evXcxhkCQkJOXYfWVtb5/CEuLu7Y2FhwaeffkpgYCC///47Bw/m3ihz9uxZIiMjiYyMZPjw4SxcuJAhQ4bkO6+tW7fy8ccfs3Hjxjy3jzdp0oT9+/eTkJCAUoqAgADjfDMDsTMyMpg9ezbPP/98rvs9PT3Zt28fzZo1Y9++fSQnJ3P06FGuX7/Ozp07adSoUaErl3t6enLt2jXjPJ2dnTl69CgNGjTg7NmzRoP03LlzhIeH4+rqWqhxM/noo4/qxsfHW3744YdXCu6dJ/WBkyKyrSjbxO9XWnboRaOUSBJul9924y4Nu/DTPz+x5ewWfBv44lDFgRldZ7Co7yLGeozl9U6v82H3D01uP8+OtaU1B8YcYIz7mFzXqtlUw9bK1iz6/jzoZ15q/5JZxsrEysIKVwdXPOt68nqn1wkZH0KGIaD20WaP8mG3D80qD2B31G5jUPIrf7zCvw//m19Oax7wEzdOcCPxBlfvXGXFiRXcTLrJyZiTJKQmcCn+Ep8f+ZzOqzqbLDAKMGvfLN7f9z7v/v1usfV7a/dbrApbxadHsjZBTjk+s9D3W0jJc41VKgOnkMm+8h3CRFupJ/4a6zmWxQMX4+LggiC4OLiweOBixnoWb30ZtKWjQYMG4eXlxWOPPUanTp1wcHAAtOBjX19f+vbti7t77p0B5mbmzJk8/vjjdO/e3eh5yEREjF6f9957j/379zNs2DB+++03GjZsSNu2bWnZ0rgCQr169YzLbgAODg7GjMIzZswgMDDQuGQGmvfpmWeeYd68eTg5OfHtt98yceLEItUIGz16NF27diU8PBxnZ2djzNJLL71EXFwcffv2xdvb22igXLp0iQEDBgDass/w4cPp0KEDnp6eZGRkMGnSJABWr16Nm5sb7u7uODk58dRTT+WS3adPH3755ReSk5MZM2YMXbp04auvvsLT05N169axYMGCIumcF3v27MHLywtvb2+GDh3KwoULc/2tCuLLL79sEB4ebpsZn/PJJ58U543xHtoy1YeYd5t4pcTWzp7TVTyIOFx+Sfh6NO7BmdgzjPEYk6telYgw1mMstaqaDni/Gztru0qTIDUzG/T7D7yPSw0XAPaOLp1dbwHnA3J4Qkb+OpIeP/Rgw5kNfHLoE/zW+vH4psfx/d6Xfuv6sTR0KYlpicZMztk5dfMUP/3zEz/+86NxxxzkXhVQShnbbibdJOxGGN3XdMdzuSfnbp9jy9ktzD04t9hzyvSulwS517efFRUR2QVMVUrlyjsuIl2BmUqpfobzaQBKqdz7f7PRqVMnlT2IF7TCi5nf1MuL+Ph4qlWrRkJCAn5+fixevJgOHUq8IaXUSE5OxtLSEisrK/bt28cLL7xAUFBQeatV7uzevZs33niD+fPn4+vrS3p6Onv27EFEjLuwSovQ0NCEtm3bmq2KaHBwcB0vLy9Xc41XHph6v5cne5ZOwyYlhs7P5xleqFMBUEohIsYlpdLi0NhD+KzyAeBF7xdZGLQwz77L+i/jZMxJ5h6cS3OH5pyJPUPj6o1zGD6vdXyNW8m3WBq6lJDxIaRnpKNQtF/RnpldZ+JUzYlJv08y+zyOjDqETZWqBfYTkSNKKZMbh+6nIOPCcAhoaUj6dREtd0Zuf+k9wqRJkzhx4gRJSUmMHz++Qhs3AOfPn2fEiBFkZGRgY2PDN998U94qVQj8/PxYtmwZs2fP5vjx49ja2vLQQw/x9ttvl7dqOhWAmm16Y7d9anmroVMAmZ6pfaP3sTliM7MPzKZJ9SbMe2ge5+POM/VP8/wNM40bIF/jBmDC1gnG4zOxWuzj3V6dz45k1bmNTY6l25puxvOZ+2aWQNP8MYcn774xcERkKFp21LrAZhEJUkr1ExEnYIlSaoBSKk1EXgK2AZbAUkMysHuS77//vrxVKBItW7YkMDCwvNWokHh4eJRJvJTOvUeL9t1J2XKF29cvU6NOcVIP6ZQl1WyqMdJ9JLMPzMbG0gaP2h7GnVFL+y3lzK0zzDlQ/PjL0iS7cXMvUKlicPJDKfWLUspZKVVFKVU/cxlKKXVJKTUgW78tSik3Q/KvivlfpqNTyRCRAMPPj8tbl3uNKjZVOG3bjrNHtpW57PNBAZw/spW0xLzLjNxNRhH65ro3LZWwr8eRkmi+mliXw/YV/aaZDkRHnSqwW1L8TU5u+QqA5MR4br3vSvj8oQCsH7yer/t8DWh5fQIeD8CngQ/WAUsBODruKCseXsHSNN+i61cJsLIq2RZxuI8MHB0dnQpNQxF5CBgkIu2zZzE2Rybjyk5CowdIObWr7AQqRfCqd6iyfiJxm2dw/ZOOxMfkv3kuLTmRf+Z2J/XjZkRf+KdAEQkxl1DpObcKR4buxePqJkJ+zX/ppbCkpSTTcG1/bsfkU1pGKZjpwPVLETmab17Lvb1ZZaSTEpeV3/L4H2twP6gtJd+OvoRjxk1axewEoLljc2M+IdKSqWtdA4Bh0QdY5TiRUyun4l3PG58LP5ZkivcsYoYgY93A0dHRqQjMAP4PraL3Z+TcQaVnMi6AOm370CCm7OqEBi6fiu2ZLSRP2EGbGQcJr9OHc0ueQGXknXwu+KePiFN27G8wlgvr3sl3fJWRgd18D459NS5H+/WTe7it7LCK3FVknRNio7lz82qOtmunjwIQe+0cN86ZzueaZPAWRZ87maPdckdWvamUhDjuxFwmZNsybD5tBkDYbwuxPfWrNp+0FOou9SEvzn/sy6W5HYnY+zMA7QJn0PrsMpip7XytVz514e55dANHR0en3FFK/aSUehj4RCnV865Xr/LWr6LT3LML1TNiuXEpstRlhQWspEHkeqpPXE8TVy05pe8zn0NyPEGrcxeZBEiKv0XzU9/iMOQT2g6bhtvN3aQkJZjsCxARuItrqibNbvxJ/K1suVpuRHDMeRSud4K4dTmChJuXTQ+QngZpWaUNSEvm8pcDsP+PGyGbs7w/Tj/0B8B67Rhq/68rwZu05aSLJw8SumIq5w9u4twhrUSZx7bRAKSmaOM2TwgiNSmeq5Fh2HzijP18d5KuastWod++iMeBabS+rVVNl9k5MyaEf9oPlZ5G2DcTiVgwCJe0SBqlR9Fse+5UEQAP30mgfR6pLQbE3zH9O9C5f4KMdXR0Kj5KqQ9EZBCQuf99l1Lq15KMKSLewCKgKpAGvKiUOmi4Ng14BkgHXlZKlX0gixmwsrLijJ03cmQrtZ1yJ4w0F2f2baTBX9O4MOA72jllZVqvWrUq1Z/4DrtlfQhZVw2nDv2p7eoFhp0wJ7Z8Tbpde3w8tCzFJ61dyDj8O627mU5Rdj18D9fq9MIqKRqLgO/oOOw1TU78eaw6PEVIUhzd/tte6zwzlozE21jY2IFYgIUFx+YPx/HOWZq8E6yNN8eD5kpbOoo/e4TrkaGkJ9yivkFeA6UtUSVcCCbmynkaremrZXg9k3MnZ/yNiyQl3CEzQ5T13EbGMQA6R2oxNW0v5L8hoFXcfvigNoVNJDI15hYAK2pU56SNNRurV+PJ2Nt851CD6hmmK3Tr6B4cHZ1y57fffmP69OnG+lz3MyLyETAFOGF4TTG0lYRPgFlKKW+0pbBPDLJao6WCaAP0BxYa6tHdkyQ37kZGxJ+FvyEjA5LjyIiL1uJM8iHxRhTB38/AYdu/ON1jIe0698zVp4lrS873XcztMwdIWj6c83O8uXnxNCmJ8TQMW4rNg1nZg2806M6d0LyLt1tGn0Dqt0bajaJa+E/Gdsfkizg0bIHLo28a24J+/hSLjxsT/qk/12e34MTmhbSI3UuTtEgwLJnVMRg3f9n1pev1n6iz7EHq//BILrm2ydFcPZV3jiNZ0IFa33bO+xdVyjxxOw7fJM2DlGn0+CQm4Zh+D9alKgN0A+c+JDIykrZt2xbc8R7jgQceKPa9SUlJdO7cGS8vL9q0acN772W52m/dusXw4cNxd3fHw8ODffuydl1s3bqVVq1a0aJFC+bONZ21s6A+u3fvxsfHJ8e4prh69SpTpkyhXbt2dOjQgYkTJ5qsQF4U3QCqVauW43zZsmW89JJ5U9kXgUeAvkqppUqppWiGR+5PoqKhgBqGYwfgkuF4MLBGKZWslDoLnEarR3dPUt/LH+dbh/I0VlLib3Jiy9eE/bsvCTPrk/F+Le582Jy4ee2Ifb8xYfP8CV72GkErpxG84i2C/vssJ//dh+uzmpE0vwtJ5w5ye9w2fHoMNDk+QIcH+/Hgm79Qd3o4p5yGkPTtAP756nHO2bWh3QNZRX0bdHuClld+JfSzQQQtz53/xTHuFDVcvGn70DDqplzgamSYFqSbfpPGbt40bupG4rTrxFADx+PfkaIsaZVwhAsWjWl9aBp2GJan3q/FiZ1Z6TKqummrndvqP2tsS1RaaZcDXh/iHbsTj4CnOGHdxuT87EnCwnRy+zJjYPwdjp49jwAzrt+ge2ISrxuMHYBHsy1ZvRZzM/cAFZzeTXrz08CfCu5YCHQDp6KwahW4uoKFhfZTz3mSC6VUvl6OzCKWxaFKlSrs3LmT4OBggoKC2Lp1K/v3a0UMp0yZQv/+/Tl58iTBwcHGDNXp6elMnjyZ3377jRMnTrB69WpOnMgZqFiYPpaWlqxatSrfzNdnzpyhf//+PPjggxw+fJijR48yevRohg4dmqM4aVHkVmAcsx07mGG8V4B/i8gFtIDlaYb2cqk9V1o0bdUeS5XK1fPZagorReTBXzn+2SMkz/MgLngD15oP4+ozh4l57RKW71zGbsZFro4JINptNDeSICYugRvxKcTYOHG9zdNcHfYLttMj8Z22lWYtClfaxcbakl5PzeRUx/e4VtWVpuMW5Ejc1tzdixDHXsRk2NM8YiW3r2fF0qQk3sEp9QLOHp2oWrUqJ2v7c27X/zi18WPC7TsZa83ZVrHmulUDXNMjCe3/IzuavEyTF35iv23O7N5W+/5DuhL2P7SSJl2G8JvrW/R7YR5/tZlFqLixv9nL7HR6Frs6zsZ7Em2ySksEVBvIrhqDcs3xpEVLmBmrvQpJ6OC8vVaFRYDMDdSPx93BTimGxN+hcWoqn12N5qPorF1cT8XGUf8eC1Ae2GygscxFSdFjcCoCq1bBpEmQYAi6O3dOOwcYW/x6VJGRkfTv3x9fX18CAwNxc3Pju+++A7QPwGeffZa9e/fSqFEjNmzYgK2tLUOGDOHChQskJSUxZcoUJk2axJ07dxgxYgRRUVGkp6fz7rvvMnLkSEArnjl//nxSUlLw9fVl4cKFOYppZurQrVs39u/fj5eXF0899RTvvfce165dY9WqVXTurH1pNiU7MjKShx9+mJ49e7Jv3z7Wr1/Pd999x6pVq2jcuDF16tShY8eOTJ06lWrVqhEfH2+8p1u3brnmlxciYvRkpKamkpqaiohw+/Ztdu/ezbJlywCwsbExPmAPHjxIixYtaNZM2zUxatQoNmzYQOvWrY3jFqbP7NmzC/xbvvDCCyxfvpx27doZ23r37s3KlSt5/fXXc1U+L4zcgli0aBGff/55VRFpHRcXZ+ns7Jx84MCBgvf3loyPgEAR+QPtWe5HlkGSJyKyA2hg4tJ0oDfwqlJqnYiMAL4F+lDE2nPAYtBKNRRiHmWOhaUFkdU7YnFkK/WbtCJi/wYydn2MZXIsV1s9Q82xS/GtX9/kvW4tW+HW0jwfKpmICH6PjAVMP8O6/msZlhZCyEc9kZDdePbUnilnQ/aAVRNa1XAEwLHLWGr8NplqGbeJfXJnjjGqpms7nDp07Q1de2v3tx0Mh3YTMug3LNKSaLNlKKcsm9Olp+Z5eniCtm27++OvoNm+GhEnDhmP06yr83etoTwY8wu9p67UGmfmtLUbvZ61HHhi0GZab9QcjbvqP0GPqytMzrlt+wdgQ9b51hqP0/+2ebaBb4nKMhL/OhfFZSvtObzjwiW+qOnAt44OVE/PIM4yy69RLy2Nt27c5Ofq1fjbzjzFTItLH/FihwrG2rLk+W8y0T04FYHp07OMm0wSErT2EhIeHs6kSZM4duwYNWrUYOFCbQfBqVOnmDx5MsePH8fR0ZF169YBsHTpUo4cOcLhw4eZP38+N27cYOvWrTg5OREcHExoaCj9+2s7D8LCwli7di1///03QUFBRk/E3Zw+fZopU6Zw7NgxTp48yffff8+ePXuYN28eH36YVWXXlOzMOTz55JMEBgYSHR3NunXrCAwM5OeffyavmkB5zW/AgAFcunTJ5D3p6el4e3tTr149+vbti6+vLxEREdStW5ennnqK9u3bM3HiRO7c0VzAFy9epHHjxsb7nZ2duXgxZ26MwvQpiH/++Ye6devSrl07fv31Vzp06MDw4cMZNmyYsVr69es5qwIXRW5iYiLe3t7G14wZMwB4/vnnWbduXVJwcHBYgwYNUqZMmXLV5ABmRCm1GugC/Gx4dVVKrSnEfX2UUm1NvDYA4w1jAfxI1jJUFNA42zDOZC1f3ZOkuXSnRthqIj7yRW1/h4utxtNwWhC9Rr+OUx7GTXlhZWmBiBBf15uEiP3G9tvHNnO9dtaW6lYdHsI54xJVVAouzXIaYfGDl3Ji6O852hyaaF8CPDs8QKPm2lL81UZ9CtTHoU6W8846NQ7Pp+ZzZmyWXrvt+7PT+QXjeXV7e+OxYy1tl1Tq9Ggeen4BB6w6ccqiaY7xbys7AHa4v8+uuprR1/+1Jey0fxiAaFUDc+GYkYFHSlYOoc6JyTRJTWXP+Sgap6Yy8ZbmdVp++Sr+CYksuhrNocicy93+pbA7yzYjg0+v5vSAetTSPNfdugxl9SOr6dbIfNmSdQOnInD+fNHai0Djxo158MEHARg3bhx79mjbFps2bYq3tzcAHTt2JDIyEoD58+fj5eVFly5duHDhAqdOncLT05MdO3bw1ltv8ddffxmrkgcEBHDkyBF8fHzw9vYmICCAiIiIXDo0bdoUT09PLCwsaNOmDb1799aKznl6GuXmJRvAxcWFLl26AFrV68GDB2Nra0v16tUZONB0PEBe89uyZQtOTk4m77G0tCQoKIioqCgOHjxIaGgoaWlpHD16lBdeeIHAwEDs7e2N8SymCtXeXT+lMH0KIjg4mC5dupCens6sWbPYuXMnn376Kdu3axWkW7ZsydmzZ4st19bWlqCgIOPr/fffz3H9mWeeaezn5xc3ZsyYwvviS4BS6rJSaqNSaoNSKv/scYXjEvCQ4bgXkJmCdiMwSkSqGOrPtQTKLplMKeDSeRDxqgoXWj+L89uBPPTY81StYlPeauVLFRcf7K6HAHA9KpyWUT/TqM+LxuuWlpbsaPoGQX6Lc93b2rsrrb1yhk219OxMyjta7IlDzTrsqDWGJj2eLlAPx9qaAfib04u4TlxBjeo1aN4ya9nY74219Jo4lwRVJfcc7DXjxNraBhHB950AYmppu7zOjT/MaXHhdBXNe9pn1BTsnbKW+qp5aJ6nurMucNh/HTs7LyHiqWOEZTTmyqRQ/hmRd+D4QVvTxkCS0rwgN1QN9nX5mgeSktgcdRkLNE/PlJuxhJw9j3NaOreUZqhVVYrfziYCsP38RT7NttRVFF7NJ+7nyesWdJkcQcj4EHaN2MWCXgv4YeAP7Bqxi6Eth9K2TlssxHxmib5EVRFo0kRbljLVXkLu/lDLPK9SJetNamlpSWJiIrt27WLHjh3s27cPOzs7evToQVJSEm5ubhw5coQtW7Ywbdo0/P39mTFjBkopxo8fz0cf5b/JJbssCwsL47mFhQVphvXhvGQD2Gf7pmTqg7sgmZnzKyyOjo706NGDrVu3Mm7cOJydnfH11dKlDx8+3GjgODs75wjyjYqKymU8FaZPQSilsLS05Pr16zRv3hxHR0ccHR2Ny03Xrl2jXr16ZpcL8PPPP1tFRUXZLF++vOTWdvnxLPAfEbECkoBJAEqp4yLyA9purTRgslLqnt6O4tSkOU7v7C5vNYpEHVdPbPad49bVC6R++yihLV6kh1vOitt9xuefGPBubKy0D0mxsKDPy18X6h5LS0suPh/Oww1MrXRmYSfJudpq121I7BtXcwSM2Xd9ht/32tG3aUtuv74Xp2xL9/ZNvLkSVJMGgJf/kxyp6UJHoNMD2TxN74cC0MCpMelKsJTczz73yWsICPiZXoOe5OCuTfj++YR2YVoUzK1PvGUNuvYfQ7r/aP7+bDTWiddJbdwVv8j53HztIjVrVEPdjOHQwW347Hue0/Uf5rvzR4kd8SMNV/uy8tIVxjnl//vIzvZh24mZ9yjUSsE5NY2ZjyyjeY1W2NlUxfd7H1o+Po8a9ponq7ZtbXo07mE8Lg10D05FYM4csLPL2WZnp7WXkPPnzxt356xevZpu3fJ2/8XGxlKzZk3s7Ow4efKkMcj20qVL2NnZMW7cOKZOncrRo1r2z969e/PTTz9x7ZqWQyImJoZzpgy1QpCX7Lvp1q0bmzZtIikpifj4eDZv3lwseXcTHR3NrVu3AG3JZseOHbi7u9OgQQMaN25MeLgWuBkQEGA0LHx8fDh16hRnz54lJSWFNWvWMGhQzmDEwvQpCE9PT/bt20edOnU4c+YMsbGxnD9/nrCwMEJCQrh27RouLi5ml3vkyBGWL19u/eOPP57NHld1r6GU2qOU6qiU8lJK+SqljmS7NsdQd66VUqrkEaA6RcapqTs1M25yast/iKzRiR7j3i43XRoVYNwAXHsxnFuvROZqd7CvmuO8bcdu9P2XljiwRrVq2GWLAWzd0Y8Gs7QxqthUoeOD/vnKvPnyGXa6vpKjLXryaWpUq07vweM1r1HPrPd31apV2Vl7NJGttN1ilhaC39Q1dH13B13HzuDy8yepWUOLOaxZsxZuXR5mh90AerywgPbv/o17K3cOP7AIr+QUAKY1ncLCXlp4w+wHZ7O031L+1+9/Rnl7R+9lZKuRNKzWkLovbgHg6cYv49vQlzr2jthZV+X34b/j75L/PM2N7sGpCGQGEk+fri1LNWmiGTclCDDOxMPDg+XLl/Pcc8/RsmVLXnjhBaNBcjf9+/dn0aJFtGvXjlatWhmXhUJCQnjjjTewsLDA2tqar7/WvhG1bt2a2bNn4+/vT0ZGBtbW1nz11Ve5PmwLQ16y78bHx4dBgwbh5eWFi4sLnTp1Mi6ZFYYBAwawZMmSXN6My5cvM378eNLT08nIyGDEiBE8+uijACxYsICxY8eSkpJCs2bN+N//tDe2lZUVX375Jf369SM9PZ2nn36aNm3a5JKTV5/C4uHhQWRkJMHBwbzzzjv07NmTZs2aMWjQIObNm8fSpUtz3ZOfboXlyy+/5Pbt23Tv3r0VgJeX1521a9cWz4ItJCLiCWT678OUUqGlKU+n/LG2tiHKsiEe51byT/f55a1OgdSrV3iPhrmoU7s2vSbMAmbxx39fwzLuMn516+Z7T69/LTLZbm1tTcMGOavOOzg40ufN1TnaPB4cyJaIYELG50wx4VLDBe963jm86dVtqvNOF83LVq9efULGh+SSa6y7VYZIYV3+OnnTqVMndXewa1hYWL7bfsuCyMhIHn30UUJDK9dnRHx8PNWqVSMhIQE/Pz8WL15Mhw6Vux5jWFgYY8eO5eOPP6ZPH82NffToUS5fvmw0xEqD0NDQhLZt24aZa7zg4OA6Xl5erne3i4gD2v6SxsAxtB1OnsB5YLBSqvglqM2Mqfe7TskImtuH1olHSX3jHPbVqpe3OvcsEWfCSU9Lp2Wrwu+WLArfHPuGJ1o/QVUrzVu15+IeXtjxgkmDpqwQkSNKqU6mrukeHJ17jkmTJnHixAmSkpIYP358pTduQPPibNy4kdmzZ/Pmm29iY2NDp06djDueKgEfAIeBXkqpDAARsQDmAnOAf5WjbjqlTNMXfyHdxgb7qrkDeHUKT7Pm5t3qfzfPtns2x7m9tX0ePSsGuoFTiXF1da103huA77//vuBOlRBnZ2cWLTLtdq4E9AHaZRo3AEqpDBF5Gyi/r4c6ZYJDDd1ro2N+9CBjHR2dikCKUipXylVDW+5tKzo6OuVOdeuKbZjqHhwdHZ2KQFURaU/u7MIC6OsWOjoVkBY1W/D36L/LW4080Q2cUkQpVeSkbjo6lZWMjAwB8iomdgX4LJ9rOjo6FZAaNubLwGxudAOnlKhatSo3btygdu3aupGjc9+TkZEh0dHRDoDJoDClVI+y1UhHR6eyoxs4pYSzszNRUVFU1MrDOjqF4cqVK1bp6el1zDBUBhCalpY20dRFEfEBLmSWZhCRJ4FhwDlgplIqxgw66Ojo3EfoBk4pYW1tTdOmTQvuqKNTgWndunVIXjkmzMx/0XZSISJ+aNvD/wV4o1XxHl4GOujo6FQi7ptdVCLyuIgcF5EMEcnzgS0ikSISIiJBIqJn89LRKRsss3lpRgKLlVLrlFLvAi3KUS8dHZ17lPvGwEFb+38MKEwlup5KKe8y+uaqo6MDloZimAC9gZ3ZrumeZh0dnSJz3zw4lFJhkLu6to6OToVgNfCniFwHEoG/AESkBRBbnorp6Ojcm9w3Bk4RUMB2EVHAf5VSi011EpFJwCTDabKIlFfK4DrA9ftIbnnKvh/nXLq53w0opeaISADQENiusorkWVDByjQcOXLkuojkVXTUgYINsrz6mGq/uy37eUHHJfmf0eeR97WiziV7m/43Mf888q7urJSqNC9gB9pS1N2vwdn67AI65TOGk+FnPSAY8CuE3MPlOOdyka3P+f6QXVZygarAK8CXwHOAVXn9rks4j8XF7WOq/e627OcFHZfkb6fPw3xzuatN/5uYeR75vSqVB0cp1ccMY1wy/LwmIr8AnSlc3I6Ojk7xWQ6koi1NPQy0BqaUq0bFY1MJ+phqv7ttUxGPi4s+j7yvFXUu5phHYcep7H+TIskXg1V03yAiu4CpSqlcO6RExB6wUErFGY5/B95XSm0tYMzDqpwCkstLtj7n+0N2WckVkRCllKfh2Ao4qJSq/GXiS5Hy/H81J5VlHlB55nKvzOO+2UUlIkNFJAroCmwWkW2GdicR2WLoVh/YIyLBwEFgc0HGjQGTcTplRHnJ1ud8f8guK7mpmQfKRNFNnWJRnv+v5qSyzAMqz1zuiXncdx4cHR2dioeIpAN3Mk8BWyDBcKyUUhW34I2Ojk6FRDdwdHR0dHR0dCod980SlY6Ojo6Ojs79g27gFIPyLPtQBNn9RSRcRE6LyP+ZQW4tEfldRE4ZftbMo59Z5lyQ/qIx33D9mIiYLSC1ELJ7iEisYY5BIjLDTHKXisi1vHIqlfKcC5JdKnPW0dHRKS10A6d4lGfZhwJli4gl8BVZ221Hi0jrEsr9PyBAKdUSCDCc50WJ5lxI/R8GWhpek4CviyOrmLIB/jLM0Vsp9b45ZAPLgP75XC+VORdSNpTOnHXKCBFpJiLfishP5a1LSRCRISLyjYhsEBH/8tanuIiIh4gsEpGfROSF8tanpIiIvYgcEZFHy1uXTHQDpxgopcKUUuEVWHZn4LRSKkIplQKsAQaXUPRgtFwlGH4OKeF4+VEY/QcD3ymN/YCjiDQsI9mlglJqNxCTT5fSmnNhZOtUQPLyvJnyQhr+p58pH03zp4jzWK+UehaYgFaYtcJQxHmEKaWeB0YAFW7LdVHmYuAt4Iey1TJ/dAOndMks+3BEtNIOZUUj4EK28yhDW0mor5S6DGD4WS+PfuaYc2H0L405FmXcriISLCK/iUgbM8gtDKU158JSHnPWyZ9l3OV5KyUPbmmzjKLP4x3D9YrEMoowDxEZBOxB84pXNJZRyLmISB/gBHC1rJXMj0qVydiciMgOoIGJS9OVUhsKOcyDSqlLIlIP+F1EThq+KZe2bFMVRQvcLpef3ELIzKRYc75bFRNtd+tfrDmaSfZRwEUpFS8iA4D1aMtGpU1pzbkwlNecdfJBKbVbRFzvajZ6IQFEJNMLeaKM1Ss0RZmHiIQBc4HflFJHy1bT/Cnq30MptRHYKCKbge/LVNkCKOJcqgH2aEZPoohsUUpllKW+ptANnDwoz7IPZpAdBTTOdu4MXCqJXBG5KiINlVKXDcsi1/IYwxylLgqjf7HmaA7ZSqnb2Y63iMhCEamjlCrtYpilNecCKcc56xQdU54+XxGpDcwB2ovINKXUR+WiXeExOQ+04qt9AAcRaaGUWlQeyhWBvP4ePdDiKasAW3LfViExORel1EsAIjIBuF4RjBvQDZxSQ3KXffAHyiow8xDQUkSaAheBUcCYEo65ERiP9s1pPJDLk2TGORdG/43AS4ZvEL5AbOYSWgkpULaINACuKqWUiHRGW+q9YQbZBVFacy6QcpyzTtEx6elTSt0Ani9rZUpAXvOYD8wva2VKQF7z2IVW/PleIl8vslJqWdmpUjC6gVMMRGQosACoi1b2IUgp1U9EnIAlSqkBaGUffhER0H7P3xey7EOJZSul0kTkJWAbYAksVUodL6HoucAPIvIMcB543KCP2eecl/4i8rzh+iK0bzwDgNNoGW+fKuH8iiJ7OPCCiKQBicAoZYaMmSKyGugB1BGtrMh7gHU2uaUy50LKLpU565QK5ebpMzP6PCoe99Rc9EzGOjo6OvcwhjiJX5VSbQ3nVsA/QG80L+QhYIwZvuSUKvo8Kh73+lz0XVQ6Ojo69ygGz9s+oJWIRInIM0orVprphQwDfqioH0CZ6POoeFSGuegeHB0dHR0dHZ1Kh+7B0dHR0dHR0al06AaOjo6Ojo6OTqVDN3B0dHR0dHR0Kh26gaNjEhFJF61qdKiIbBIRx0Lc84qIPFkG6pmSvUvyqa5uhvGHZE8TLyLuht9PoIi0EpHdhh0GOjo6OjoVAN3A0cmLREPV6LZoRRgn59fZ8OH+NBUs3bgZGYKWhjz7+QalVHtD8dMAKljhPx0dHZ37Gd3A0SkM+zAUdRSR5iKyVbRimn+JiLuhTy/gqGEbISLiLSL7ReSYiPwiIjUN7btE5AsR2WvwDnU2tNuLVr32kMErMtjQPkFEfjbIPCUinxSkrIiMFpEQw/gfF6I9XkQ+FZGjIhIgInXvGu8BYBDwb4PXZjLwCjBRRP4wdFsPjC3yb1ZHR0dHp1TQDRydfBGtemxvtDIBAIuBfymlOgJTgYWG9geBI9lu/Q54SynVDghBy4ybib1S6gHgRWCpoW06sFMp5QP0RDMm7A3XvNG8I57ASBHJnknzbn2dgI/RDC5vwMewvGSyPVMfNOOsA/DnXbqilNprmP8bBq/WV8Ai4HOlVE9Dt1DAJy+9dHTuZ7IteWe+XMtbJ3MhIu1FZInheIKIfHnX9XyXz0VkjYjohWtLAT1mQCcvbEUkCHBFM1x+F5FqwAPAj4ZyDKAVigNoiJb4CRFxAByVUn8ari0Hfsw29mowVqutYYjv8QcGichUQ5+qQBPDcYBSKtYw9gnAhZwF37LjA+xSSkUb+q8C/NDqpZhqXw9kAGsN968Efi7wt3MXSql0EUkRkepKqbii3q+jU8lJVEp5m7og2sNEKkqBxmLwNjC7BPd/DbwJPGsedXQy0T04OnmR+UByAWzQYnAsgFsGL0bmyyOzP5pRUhjuzi6p0Iq4Dcs2bhOlVJjhenK2vunkb5ibKgaXX3th9CssVYCkYt6ro3PfICKuIhImIguBo0BjEXnDsER9TERmZes7XUTCRWSHiKzO/BKU3TMiInVEJNJwbCki/8421nOG9h6Ge34SkZMisspgXCEiPoZl82AROSgi1Q1L8N7Z9PhbRNrdNY/qQDulVHAh5jwomwcrXETOGi79BfTRNymYH93A0ckXg+fkZbTlqETgrIhkFtoUEfEydA0DWmS756aIdDdcewJt6SeTkYb7u6FVxI5FS/39r2wPnPbFVPkA8JDhgWcJjDbIzqsdtPfBcMPxGGCPiXHjgOp5CRWR2kC0Uiq1mHrr6FRmbLN9uP9iaGsFfKeUam84bgl0RltC7igifiLSERgFtAceo3DLwM+gPVd8DP2fFZGmhmvt0eLnWgPNgAdFxAbNgztFKeUF9EF71i0BJgCIiBtQRSl17C5ZndCWp7MzMvtynKEPSqmNmV/ggGBgnqE9A62Arhc6ZkW3GHUKRCkVKCLBaA+ascDXIvIOWrXpNWhv1t+AFdluGw8sEhE7IIKcla9visheoAbaziuAD4AvgGMGIycSeLQYul4WkWnAH2hemy1KqQ0AebUDd4A2InIEiMX0bqg1wDci8jJZxlB2eqJV+9bR0clNjiUqQwzOOaXUfkOTv+EVaDivhmbwVAd+UUolGO7LjAXMD3+gnYhkvk8dDGOlAAeVUlGGsYLQluBjgctKqUMASqnbhus/Au+KyBtoz6llJmQ1BKLvalurlHop21x3Zb8oIm+i/T6+ytZ8DXAiZxyjTgnRDRwdkyilqt11PjDbaX8T/c+JyA0RaamUOqWUCgK65DH8OqXUtLvuTwSeMzHuMrI9WJRSJo0epVSPbMffY2K7el7thmvvAu/moS9Kqb/JuU185l1dxgDT0NHRKSx3sh0L8JFS6r/ZO4jIK+S9ZJxG1ipE9uVxQdsIse2usXpgerlbTMlQSiWIyO/AYGAEBk/MXRRlaR4R6Q08jhb/l52qhrF0zIi+RKVjTv4P7RvNfYXBxb3ekA9HR0en6GwDnjZsZEBEGolIPWA3MFREbA3xLtm/aEUCHQ3Hw+8a6wURsTaM5SZZOzJNcRJwEhEfQ//q2eJhlgDzgUNKqRgT9xqX5gtCRFzQdp2OMHyhy44bUGGrct+r6B4cHbNh+IDP90M+u6elonC3t6oY96egbYvX0dEpBkqp7SLiAewzhOHFA+OUUkdFZC0QBJxDC8jNZB7wg4g8AezM1r4EbenpqGG5OxotMWdeslNEZCSwQERs0TwpfYB4pdQREbkN/C+Pe0+KiEMhd09OAGoDvxjmeEkpNUBE6qMtWV0u4H6dIiJKFXfDiI6Ojo6OTtkhIjPRDI95ZSTPCdgFuOe1jV1EXgXilFJLiinjVeC2UurbYiuqYxJ9iUpHR0dHR+cuRKurdwCYXkCOnq/JGdtTVG6h5QrTMTO6B0dHR0dHR0en0qF7cHR0dHR0dHQqHbqBo6Ojo6Ojo1Pp0A0cHR0dHR0dnUqHbuDo6Ojo6OjoVDp0A0dHR0dHR0en0qEbODo6Ojo6OjqVjv8H3k093NGnFVoAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%analysis_cell \n",
    "\n",
    "for closed_loop_tf, controller_tf, psd_pdh, \\\n",
    "    psd_output, gain_factor, tf_bg in zip(data.closed_loop_tf_all, data.controller_tf_all, \n",
    "                                          data.psd_pdh_all, data.psd_output_all, data.gain_factor_all, data.tf_bg_all):\n",
    "    dat = AcquisitionData(closed_loop_tf=closed_loop_tf, controller_tf=controller_tf, psd_pdh=psd_pdh, \n",
    "                    psd_output=psd_output, gain_factor=gain_factor, tf_bg=tf_bg,\n",
    "                    freqs_tf=data.freqs_tf, freqs_tf_bg=data.freqs_tf_bg, freqs_psd=data.freqs_psd, slope_bw_per_v=data.slope_bw_per_v)\n",
    "    analyze_loop_tf_and_noise(dat)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_10592\\330512800.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_10592\\330512800.py:247: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "data.save_analysis was never called",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [391]\u001b[0m, in \u001b[0;36m<cell line: 6>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      4\u001b[0m analyze_loop_tf_and_noise(data, nyquist_min_freq\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m100\u001b[39m)\n\u001b[0;32m      6\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m data\u001b[38;5;241m.\u001b[39malready_saved:\n\u001b[1;32m----> 7\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata.save_analysis was never called\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mValueError\u001b[0m: data.save_analysis was never called"
     ]
    }
   ],
   "source": [
    "%%analysis_cell G:\\Mon Drive\\exsqueez\\measurements\\squeezer\\loop_tf_and_noise_no_iir\\2022-09-14_20-32-12_loop_tf_and_noise_no_iir.h5\n",
    "\n",
    "analyze_loop_tf_and_noise(data, nyquist_min_freq=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving to h5 2022-09-14_20-51-49_loop_tf_and_noise_no_iir\n",
      "saving freqs_tf [3.00060492e+01 3.00642569e+01 3.01224645e+01 ... 4.98059148e+05\n",
      " 4.99028625e+05 4.99999995e+05]\n",
      "saving closed_loop_tf [-3.77964053e-04+0.00370125j -2.61067133e-03+0.00550851j\n",
      " -2.29210828e-03+0.0035287j  ...  9.27610716e-01-0.11634898j\n",
      "  9.27313250e-01-0.11713938j  9.26166675e-01-0.1180922j ]\n",
      "saving controller_tf [1.18693217-13.18593838j 1.18693217-13.16040899j 1.18693217-13.13497827j\n",
      " ... 1.183586   -0.0898578j  1.18357297 -0.09002929j\n",
      " 1.18355988 -0.09020112j]\n",
      "saving freqs_psd [0.00000000e+00 9.31322575e+00 1.86264515e+01 ... 1.22049823e+05\n",
      " 1.22059137e+05 1.22068450e+05]\n",
      "saving psd_pdh [1.61893407e-08 1.08756620e-08 3.12331014e-09 ... 2.94526397e-10\n",
      " 2.79552293e-10 2.51473600e-10]\n",
      "saving psd_output [1.43070336e+00 9.61801024e-01 2.73707180e-01 ... 4.23147001e-10\n",
      " 3.79763835e-10 3.23383226e-10]\n",
      "saving slope_bw_per_v 1.4006167103367284\n",
      "saving gain_factor 1\n",
      "saving tf_bg [0.96421549-1.46196712e-03j 0.99324356+2.63764834e-03j\n",
      " 0.99609218-3.02214688e-03j 0.99604685-3.03692402e-03j\n",
      " 0.99685283-1.43609447e-03j 0.99273462-3.23937032e-03j\n",
      " 0.99179791-1.03418627e-03j 0.99308461-9.02692856e-04j\n",
      " 0.9944274 +2.15352156e-03j 0.99382558-1.73386718e-03j\n",
      " 0.9961152 -1.74497799e-03j 0.99661547-7.27624598e-04j\n",
      " 0.99511729-3.95257085e-03j 0.9948991 -1.84241411e-04j\n",
      " 0.99507679+7.72181108e-04j 0.99648309+3.33431663e-03j\n",
      " 0.99360034-5.45691629e-04j 0.99512667+9.47235890e-04j\n",
      " 0.99407442-1.06848438e-03j 0.99466653+1.51353934e-03j\n",
      " 0.99550232-1.14425212e-03j 0.99464731-8.56359974e-04j\n",
      " 0.99583446-1.25145739e-03j 0.9951767 -1.80162657e-03j\n",
      " 0.99495156+9.18578994e-04j 0.99665712+1.27663973e-03j\n",
      " 0.9948901 -6.99303376e-04j 0.99423646-1.58164374e-03j\n",
      " 0.99692604+2.65085642e-04j 0.99677353+2.63105392e-03j\n",
      " 0.99525299-5.65564028e-04j 0.99552051-1.52298519e-03j\n",
      " 0.99561353+4.51796321e-04j 0.99561132-8.30050589e-04j\n",
      " 0.99580271+1.60553962e-03j 0.99650422+1.80558336e-04j\n",
      " 0.99476607-1.42706947e-03j 0.99716857+1.69596755e-04j\n",
      " 0.99602103+4.57499658e-04j 0.99613683-2.04228152e-03j\n",
      " 0.99492609-5.33241817e-04j 0.99475962+4.26160122e-04j\n",
      " 0.99514705+4.33558904e-04j 0.99515583+1.73486229e-03j\n",
      " 0.99533373-8.93010125e-04j 0.99551605-6.33238935e-04j\n",
      " 0.9950493 +4.95964819e-04j 0.99534454+5.90768482e-04j\n",
      " 0.99663435-1.45439209e-03j 0.995649  -1.19794715e-04j\n",
      " 0.99589057+7.56417535e-04j 0.99679953+1.08951455e-03j\n",
      " 0.99422138+2.60592987e-03j 0.99593659-9.11243333e-04j\n",
      " 0.99640932-3.74182520e-04j 0.99431292+2.39855194e-04j\n",
      " 0.99670283-1.99373531e-03j 0.99641779-2.72768297e-03j\n",
      " 0.99639982-2.00007154e-03j 0.99496089+1.92967103e-03j\n",
      " 0.99513954-2.45575066e-03j 0.99571768-4.15800593e-03j\n",
      " 0.99477554-3.57021163e-03j 0.99529732-4.30087406e-03j\n",
      " 0.99456266-5.34713918e-03j 0.99586422-3.27702138e-03j\n",
      " 0.99629422-3.03752865e-03j 0.9954131 -6.92522146e-03j\n",
      " 0.99618923-5.42072821e-03j 0.99386784-4.27791219e-03j\n",
      " 0.9962925 -5.89124336e-03j 0.99549528-7.11186278e-03j\n",
      " 0.99315007-9.13317461e-03j 0.99551307-1.05096787e-02j\n",
      " 0.99497129-1.16928096e-02j 0.99475208-1.21393791e-02j\n",
      " 0.99643853-1.23141471e-02j 0.99512558-1.36160233e-02j\n",
      " 0.99569821-1.54416897e-02j 0.99394503-1.73456563e-02j\n",
      " 0.99561254-1.79074621e-02j 0.99549828-2.10887225e-02j\n",
      " 0.99518224-2.37557917e-02j 0.9948391 -2.69436084e-02j\n",
      " 0.9951749 -2.87696619e-02j 0.99457476-3.03567169e-02j\n",
      " 0.9949324 -3.37099696e-02j 0.9944758 -3.82784440e-02j\n",
      " 0.99326592-4.41100984e-02j 0.99390702-4.61705424e-02j\n",
      " 0.9938499 -5.04373178e-02j 0.99407359-5.78731255e-02j\n",
      " 0.99352158-6.29804403e-02j 0.99353228-6.86310598e-02j\n",
      " 0.99387665-7.67025965e-02j 0.99080447-8.47486129e-02j\n",
      " 0.99167213-9.24808629e-02j 0.99066032-1.02538158e-01j\n",
      " 0.98938146-1.12421123e-01j 0.9867128 -1.21938712e-01j]\n",
      "saving freqs_tf_bg [3.00060492e+01 3.30910552e+01 3.64962034e+01 4.02797014e+01\n",
      " 4.44415491e+01 4.90108505e+01 5.40749170e+01 5.96628524e+01\n",
      " 6.58037607e+01 7.25849532e+01 8.00937414e+01 8.83592293e+01\n",
      " 9.74687282e+01 1.07509550e+02 1.18627213e+02 1.30850822e+02\n",
      " 1.44354999e+02 1.59256160e+02 1.75670721e+02 1.93802407e+02\n",
      " 2.13796739e+02 2.35857442e+02 2.60188244e+02 2.87051080e+02\n",
      " 3.16678779e+02 3.49333277e+02 3.85392923e+02 4.25148755e+02\n",
      " 4.69008228e+02 5.17407898e+02 5.70784323e+02 6.29661372e+02\n",
      " 6.94650225e+02 7.66303856e+02 8.45378963e+02 9.32603143e+02\n",
      " 1.02882041e+03 1.13496208e+03 1.25207589e+03 1.38126779e+03\n",
      " 1.52376015e+03 1.68097904e+03 1.85440877e+03 2.04576645e+03\n",
      " 2.25682743e+03 2.48968718e+03 2.74655758e+03 3.02994158e+03\n",
      " 3.34254582e+03 3.68742622e+03 4.06787149e+03 4.48757783e+03\n",
      " 4.95059066e+03 5.46139199e+03 6.02487125e+03 6.64649997e+03\n",
      " 7.33224442e+03 8.08876939e+03 8.92335083e+03 9.84402141e+03\n",
      " 1.08596869e+04 1.19801553e+04 1.32162240e+04 1.45798258e+04\n",
      " 1.60841155e+04 1.77436159e+04 1.95743341e+04 2.15939363e+04\n",
      " 2.38219218e+04 2.62797985e+04 2.89912568e+04 3.19824612e+04\n",
      " 3.52822826e+04 3.89225897e+04 4.29384818e+04 4.73686960e+04\n",
      " 5.22560440e+04 5.76476159e+04 6.35954784e+04 7.01570534e+04\n",
      " 7.73955835e+04 8.53809761e+04 9.41902690e+04 1.03908475e+05\n",
      " 1.14629394e+05 1.26456434e+05 1.39503740e+05 1.53897214e+05\n",
      " 1.69775769e+05 1.87292608e+05 2.06616765e+05 2.27934739e+05\n",
      " 2.51452206e+05 2.77396117e+05 3.06016824e+05 3.37590522e+05\n",
      " 3.72421899e+05 4.10847017e+05 4.53236687e+05 4.99999995e+05]\n"
     ]
    }
   ],
   "source": [
    "%%acquisition_cell loop_tf_and_noise_no_iir\n",
    "\n",
    "START_FREQ = 30\n",
    "STOP_FREQ = 5e5\n",
    "GAIN_FACTOR = 1\n",
    "Q_FACTOR_MIN = 5\n",
    "RBW = 100#5\n",
    "POINTS = 5000\n",
    "AVG_PER_POINT = 1\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "p.lockbox.sequence[2].gain_factor = GAIN_FACTOR\n",
    "\n",
    "\n",
    "p.lockbox.inputs.pdh.mod_amp = 1\n",
    "#out.additional_filter = 0\n",
    "lock_without_iir()\n",
    "START_AMP = min(10**(-55/10)*np.abs(current_output().transfer_function([10]))[0], 0.2)\n",
    "\n",
    "\n",
    "freqs_tf, closed_loop_tf, controller_tf = \\\n",
    "    measure_closed_loop(start_freq=START_FREQ, stop_freq=STOP_FREQ, rbw=RBW, points=POINTS, amplitude_start=START_AMP, \n",
    "                        q_factor_min=Q_FACTOR_MIN, average_per_point=AVG_PER_POINT)\n",
    "\n",
    "final_amplitude = p.networkanalyzer.amplitude_list[-1]\n",
    "out = current_output()\n",
    "#out.additional_filter = -1\n",
    "#input(\"block laser\")\n",
    "\n",
    "#p.lockbox.unlock()\n",
    "#current_output\n",
    "\n",
    "p.lockbox.inputs.pdh.mod_amp = 0\n",
    "\n",
    "freqs_tf_bg, tf_bg, _ = \\\n",
    "    measure_closed_loop(start_freq=START_FREQ, stop_freq=STOP_FREQ, rbw=RBW, points=100, q_factor_min=Q_FACTOR_MIN,\n",
    "                        amplitude_start=final_amplitude, average_per_point=AVG_PER_POINT, is_auto_amplitude=False)\n",
    "\n",
    "#out.additional_filter = 0\n",
    "#input(\"open laser\")\n",
    "p.lockbox.inputs.pdh.mod_amp = 1\n",
    "lock_without_iir()\n",
    "\n",
    "freqs_psd, psd_pdh, psd_output = measure_spectrum(trace_average=20)\n",
    "slope_bw_per_v = p.lockbox.inputs.pdh.expected_slope(0)\n",
    "\n",
    "save_acquisition(freqs_tf=freqs_tf, closed_loop_tf=closed_loop_tf, controller_tf=controller_tf, \n",
    "                 freqs_psd=freqs_psd, psd_pdh=psd_pdh, psd_output=psd_output, slope_bw_per_v=slope_bw_per_v,\n",
    "                 gain_factor=GAIN_FACTOR,\n",
    "                 tf_bg=tf_bg, freqs_tf_bg=freqs_tf_bg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:162: UserWarning: pylab import has clobbered these variables: ['random', 'power', 'display', 'fft']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  warn(\"pylab import has clobbered these variables: %s\"  % clobbered +\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_10592\\3732491857.py:32: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n",
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_10592\\1168000807.py:52: UserWarning: Tight layout not applied. tight_layout cannot make axes height small enough to accommodate all axes decorations.\n",
      "  plt.tight_layout()\n"
     ]
    }
   ],
   "source": [
    "%%analysis_cell\n",
    "\n",
    "%pylab qt\n",
    "NYQUIST_MIN_FREQ = 100\n",
    "\n",
    "fig = plt.figure(constrained_layout=True, figsize=(9, 8))\n",
    "gs = fig.add_gridspec(20, 2)\n",
    "ax_mag = fig.add_subplot(gs[0:5, :])\n",
    "ax_phase = fig.add_subplot(gs[5:10, :4], sharex=ax_mag)\n",
    "ax_nyquist = fig.add_subplot(gs[12:, :1])\n",
    "ax_spectra = fig.add_subplot(gs[12:, 1:])\n",
    "\n",
    "#freqs_bg, background = np.load(r\"G:/Mon Drive/exsqueez/measurements/squeezer/loop_tf_and_noise_no_iir/background.npy\")\n",
    "\n",
    "bg_tuple = data.freqs_tf, np.ones(len(data.freqs_tf))*np.mean(data.closed_loop_tf[-5:]) # np.load(SCAN_PATH + r\"background.npy\")\n",
    "\n",
    "DS_FACTOR = 1\n",
    "bg_downsampled = np.zeros(len(data.tf_bg)//DS_FACTOR, dtype=complex)\n",
    "freqs_bg_downsampled = np.zeros(len(data.freqs_tf_bg)//DS_FACTOR)\n",
    "\n",
    "for i in range(len(data.tf_bg)//DS_FACTOR):\n",
    "    bg_downsampled[i] = data.tf_bg[DS_FACTOR*i:DS_FACTOR*(i+1)].mean()\n",
    "    freqs_bg_downsampled[i] = data.freqs_tf_bg[DS_FACTOR*i:DS_FACTOR*(i + 1)].mean()\n",
    "bg_tuple = (freqs_bg_downsampled, bg_downsampled)\n",
    "\n",
    "open_loop_tf, plant_tf = get_open_loop_and_plant(data.freqs_tf, data.closed_loop_tf, data.controller_tf, background_correction=bg_tuple)\n",
    "(gain_margin_z, gain_margin_freq), (phase_margin_z, phase_margin_freq) = plot_nyquist_diagram(data.freqs_tf, \n",
    "                                                                                              open_loop_tf, \n",
    "                                                                                              ax=ax_nyquist,\n",
    "                                                                                              min_freq=NYQUIST_MIN_FREQ)\n",
    "open_loop_tf, plant_tf = plot_loop_tfs(data.freqs_tf, \n",
    "                                       closed_loop_tf=data.closed_loop_tf, \n",
    "                                       controller_tf=data.controller_tf, \n",
    "                                       phase_margin=(np.angle(phase_margin_z), phase_margin_freq),\n",
    "                                       gain_margin=(np.abs(gain_margin_z), gain_margin_freq),\n",
    "                                       axes=[ax_mag, ax_phase], \n",
    "                                       background_correction=bg_tuple)\n",
    "#bode_plot(data.freqs_tf, data.tf_bg, axes=(ax_mag, ax_phase))\n",
    "\n",
    "FINESSE = 9\n",
    "WAVELENGTH = 532e-9\n",
    "BW_IN_M = WAVELENGTH/2/FINESSE/2\n",
    "\n",
    "plot_loop_spectra(data.freqs_psd, data.psd_pdh, data.psd_output, \n",
    "                  slope_m_per_v=data.slope_bw_per_v*BW_IN_M,\n",
    "                  freqs_closed_loop_tf=data.freqs_tf[5:],\n",
    "                  closed_loop_tf=data.closed_loop_tf[5:],\n",
    "                  controller_tf=data.controller_tf[5:],\n",
    "                  ax=ax_spectra)\n",
    "plt.suptitle(f\"Loop no-iir, gain_factor={data.gain_factor:.3e}\")\n",
    "plt.tight_layout()\n",
    "fig = gcf()\n",
    "\n",
    "data.save_analysis(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.08242097878512539\n",
      "0.2654748496966327\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "unsupported operand type(s) for *: 'NoneType' and 'float'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [343]\u001b[0m, in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28mprint\u001b[39m(np\u001b[38;5;241m.\u001b[39msum(data\u001b[38;5;241m.\u001b[39mpsd_pdh\u001b[38;5;241m/\u001b[39mnp\u001b[38;5;241m.\u001b[39mabs(np\u001b[38;5;241m.\u001b[39minterp(data\u001b[38;5;241m.\u001b[39mfreqs_psd, data\u001b[38;5;241m.\u001b[39mfreqs_tf, data\u001b[38;5;241m.\u001b[39mclosed_loop_tf))\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m2\u001b[39m))\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;43mprint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msum\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpsd_pdh\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdiff\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfreqs_psd\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\n",
      "\u001b[1;31mTypeError\u001b[0m: unsupported operand type(s) for *: 'NoneType' and 'float'"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    np.sum(\n",
    "        data.psd_pdh / np.abs(np.interp(data.freqs_psd, data.freqs_tf, data.closed_loop_tf)) ** 2\n",
    "    )\n",
    ")\n",
    "print(np.sum(data.psd_pdh)) * np.diff(data.freqs_psd)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x2b4413b6d60>]"
      ]
     },
     "execution_count": 341,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure()\n",
    "plt.plot(data.freqs_tf, np.abs(data.closed_loop_tf))\n",
    "plt.plot(data.freqs_psd, data.psd_pdh)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9999923706054688"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p.networkanalyzer.amplitude_list[100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'G:/Mon Drive/exsqueez/measurements/squeezer/loop_tf_and_noise_no_iir/background.npy'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "Input \u001b[1;32mIn [207]\u001b[0m, in \u001b[0;36m<cell line: 14>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     11\u001b[0m ax_nyquist \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39madd_subplot(gs[\u001b[38;5;241m12\u001b[39m:, :\u001b[38;5;241m1\u001b[39m])\n\u001b[0;32m     12\u001b[0m ax_spectra \u001b[38;5;241m=\u001b[39m fig\u001b[38;5;241m.\u001b[39madd_subplot(gs[\u001b[38;5;241m12\u001b[39m:, \u001b[38;5;241m1\u001b[39m:])\n\u001b[1;32m---> 14\u001b[0m freqs_bg, background \u001b[38;5;241m=\u001b[39m \u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mload\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mr\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mG:/Mon Drive/exsqueez/measurements/squeezer/loop_tf_and_noise_no_iir/background.npy\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     16\u001b[0m open_loop_tf, plant_tf \u001b[38;5;241m=\u001b[39m get_open_loop_and_plant(data\u001b[38;5;241m.\u001b[39mfreqs_tf, data\u001b[38;5;241m.\u001b[39mclosed_loop_tf, data\u001b[38;5;241m.\u001b[39mcontroller_tf, background_correction\u001b[38;5;241m=\u001b[39m(freqs_bg, background))\n\u001b[0;32m     17\u001b[0m (gain_margin_z, gain_margin_freq), (phase_margin_z, phase_margin_freq) \u001b[38;5;241m=\u001b[39m plot_nyquist_diagram(data\u001b[38;5;241m.\u001b[39mfreqs_tf, \n\u001b[0;32m     18\u001b[0m                                                                                               open_loop_tf, \n\u001b[0;32m     19\u001b[0m                                                                                               ax\u001b[38;5;241m=\u001b[39max_nyquist,\n\u001b[0;32m     20\u001b[0m                                                                                               min_freq\u001b[38;5;241m=\u001b[39mNYQUIST_MIN_FREQ)\n",
      "File \u001b[1;32m~\\.conda\\envs\\Nospace\\lib\\site-packages\\numpy\\lib\\npyio.py:407\u001b[0m, in \u001b[0;36mload\u001b[1;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[0;32m    405\u001b[0m     own_fid \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[0;32m    406\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 407\u001b[0m     fid \u001b[38;5;241m=\u001b[39m stack\u001b[38;5;241m.\u001b[39menter_context(\u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mos_fspath\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfile\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mrb\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m)\n\u001b[0;32m    408\u001b[0m     own_fid \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n\u001b[0;32m    410\u001b[0m \u001b[38;5;66;03m# Code to distinguish from NumPy binary files and pickles.\u001b[39;00m\n",
      "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'G:/Mon Drive/exsqueez/measurements/squeezer/loop_tf_and_noise_no_iir/background.npy'"
     ]
    }
   ],
   "source": [
    "%%analysis_cell\n",
    "\n",
    "%pylab qt\n",
    "NYQUIST_MIN_FREQ = 10\n",
    "\n",
    "fig = plt.figure(constrained_layout=True, figsize=(9, 8))\n",
    "gs = fig.add_gridspec(20, 2)\n",
    "ax_mag = fig.add_subplot(gs[0:5, :])\n",
    "ax_phase = fig.add_subplot(gs[5:10, :4], sharex=ax_mag)\n",
    "ax_nyquist = fig.add_subplot(gs[12:, :1])\n",
    "ax_spectra = fig.add_subplot(gs[12:, 1:])\n",
    "\n",
    "freqs_bg, background = np.load(r\"G:/Mon Drive/exsqueez/measurements/squeezer/loop_tf_and_noise_no_iir/background.npy\")\n",
    "\n",
    "open_loop_tf, plant_tf = get_open_loop_and_plant(data.freqs_tf, data.closed_loop_tf, data.controller_tf, background_correction=(freqs_bg, background))\n",
    "(gain_margin_z, gain_margin_freq), (phase_margin_z, phase_margin_freq) = plot_nyquist_diagram(data.freqs_tf, \n",
    "                                                                                              open_loop_tf, \n",
    "                                                                                              ax=ax_nyquist,\n",
    "                                                                                              min_freq=NYQUIST_MIN_FREQ)\n",
    "open_loop_tf, plant_tf = plot_loop_tfs(data.freqs_tf, \n",
    "                                       closed_loop_tf=data.closed_loop_tf, \n",
    "                                       controller_tf=data.controller_tf, \n",
    "                                       phase_margin=(np.angle(phase_margin_z), phase_margin_freq),\n",
    "                                       gain_margin=(np.abs(gain_margin_z), gain_margin_freq),\n",
    "                                       axes=[ax_mag, ax_phase], \n",
    "                                       background_correction=(freqs_bg, background))\n",
    "\n",
    "\n",
    "FINESSE = 9\n",
    "WAVELENGTH = 532e-9\n",
    "BW_IN_M = WAVELENGTH/2/FINESSE/2\n",
    "\n",
    "plot_loop_spectra(data.freqs_psd, data.psd_pdh, data.psd_output, \n",
    "                  slope_m_per_v=data.slope_bw_per_v*BW_IN_M,\n",
    "                  freqs_closed_loop_tf=data.freqs_tf,\n",
    "                  closed_loop_tf=data.closed_loop_tf,\n",
    "                  controller_tf=data.controller_tf,\n",
    "                  ax=ax_spectra)\n",
    "plt.suptitle(f\"Loop no-iir, gain_factor={data.gain_factor:.3e}\")\n",
    "plt.tight_layout()\n",
    "fig = gcf()\n",
    "\n",
    "data.save_analysis(fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "       5.82677521e+16+1.77115137e+17j, 5.72522518e+16+1.76765952e+17j,\n",
       "       5.63562135e+16+1.77141129e+17j, 5.74238728e+16+1.77691249e+17j,\n",
       "       5.52452109e+16+1.76814761e+17j, 5.47573584e+16+1.75889353e+17j,\n",
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       "       5.55971388e+16+1.77418690e+17j, 5.53508690e+16+1.77343286e+17j,\n",
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       "       5.44761402e+16+1.77997829e+17j, 5.46904964e+16+1.77853503e+17j,\n",
       "       5.45499406e+16+1.78669011e+17j, 5.49014011e+16+1.78083709e+17j,\n",
       "       5.27375777e+16+1.78374614e+17j, 5.27729588e+16+1.78371199e+17j,\n",
       "       5.33364616e+16+1.79640718e+17j, 5.52352487e+16+1.79070658e+17j,\n",
       "       5.14431308e+16+1.77979806e+17j, 5.40738435e+16+1.80708504e+17j,\n",
       "       5.31055402e+16+1.79029381e+17j, 5.43246542e+16+1.79413959e+17j,\n",
       "       5.31740236e+16+1.80094570e+17j, 5.45167343e+16+1.80678233e+17j,\n",
       "       5.40102958e+16+1.80294909e+17j, 5.39794465e+16+1.79061302e+17j,\n",
       "       5.31010729e+16+1.80377511e+17j, 5.30842569e+16+1.80043705e+17j,\n",
       "       5.26253508e+16+1.80648388e+17j, 5.33936745e+16+1.79767942e+17j,\n",
       "       5.20526931e+16+1.81976215e+17j, 5.39088344e+16+1.80764229e+17j,\n",
       "       5.31223317e+16+1.80545883e+17j, 5.33527239e+16+1.81396324e+17j,\n",
       "       5.06498541e+16+1.80295480e+17j, 5.13208068e+16+1.81550977e+17j,\n",
       "       5.30676349e+16+1.80485584e+17j, 5.26029927e+16+1.80934552e+17j,\n",
       "       5.27015393e+16+1.81171600e+17j, 5.13462889e+16+1.81461385e+17j,\n",
       "       5.21442395e+16+1.82049248e+17j, 5.15692935e+16+1.80727184e+17j,\n",
       "       5.17535030e+16+1.81872369e+17j, 5.16776441e+16+1.81748955e+17j,\n",
       "       5.14702453e+16+1.80795853e+17j, 5.08826908e+16+1.81515758e+17j,\n",
       "       5.12485287e+16+1.80755244e+17j, 5.08458915e+16+1.80949660e+17j,\n",
       "       5.17029948e+16+1.80785826e+17j, 5.20108327e+16+1.81622233e+17j,\n",
       "       5.00838117e+16+1.81174418e+17j, 5.22860864e+16+1.81861334e+17j,\n",
       "       5.20011313e+16+1.81703446e+17j, 5.14430206e+16+1.82106422e+17j,\n",
       "       5.05918264e+16+1.81457500e+17j, 5.14604543e+16+1.81466580e+17j,\n",
       "       5.13746272e+16+1.81527797e+17j, 5.26003544e+16+1.81898291e+17j,\n",
       "       5.25431293e+16+1.82248489e+17j, 5.17071205e+16+1.81784862e+17j,\n",
       "       5.24403041e+16+1.81836858e+17j, 5.25389940e+16+1.82175706e+17j,\n",
       "       5.14371453e+16+1.82181664e+17j, 5.09632436e+16+1.82015531e+17j,\n",
       "       5.06335303e+16+1.82071158e+17j, 5.21358022e+16+1.82000916e+17j,\n",
       "       5.12736556e+16+1.82292974e+17j, 5.08994341e+16+1.82169060e+17j,\n",
       "       4.99945791e+16+1.82690989e+17j, 4.96169657e+16+1.82977744e+17j,\n",
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       "       4.99233820e+16+1.82236922e+17j, 5.10548228e+16+1.82287759e+17j,\n",
       "       5.00715564e+16+1.82017129e+17j, 5.02574373e+16+1.83096118e+17j,\n",
       "       4.95308557e+16+1.82738333e+17j, 4.99863327e+16+1.83010279e+17j,\n",
       "       5.11876176e+16+1.83704432e+17j, 5.03387609e+16+1.82414276e+17j,\n",
       "       5.01469646e+16+1.81932312e+17j, 4.97040924e+16+1.82404120e+17j,\n",
       "       5.10499456e+16+1.82258786e+17j, 5.05164498e+16+1.82983407e+17j,\n",
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       "       5.07338391e+16+1.81816423e+17j, 4.97820368e+16+1.82763564e+17j,\n",
       "       5.02476529e+16+1.83003725e+17j, 5.02081563e+16+1.82486850e+17j,\n",
       "       5.03391985e+16+1.82060619e+17j, 5.04024706e+16+1.82277063e+17j,\n",
       "       5.04251709e+16+1.82603689e+17j, 5.05860848e+16+1.82513580e+17j,\n",
       "       4.97928804e+16+1.82408921e+17j, 5.04567511e+16+1.82770741e+17j,\n",
       "       5.02649328e+16+1.82421486e+17j, 5.25516632e+16+1.82023548e+17j,\n",
       "       5.03398620e+16+1.82457769e+17j, 5.03871441e+16+1.82462774e+17j,\n",
       "       5.01867569e+16+1.82667334e+17j, 5.01834847e+16+1.82669693e+17j,\n",
       "       4.97811128e+16+1.82482385e+17j, 5.01022117e+16+1.82424886e+17j,\n",
       "       5.02739764e+16+1.82695549e+17j, 5.02490730e+16+1.82593595e+17j,\n",
       "       4.98448424e+16+1.82556857e+17j, 4.98893541e+16+1.82816847e+17j,\n",
       "       5.01471172e+16+1.82536633e+17j, 5.01990493e+16+1.82609508e+17j,\n",
       "       5.03274593e+16+1.82464426e+17j, 5.00643739e+16+1.82665908e+17j,\n",
       "       5.08410343e+16+1.82495671e+17j, 4.98293560e+16+1.82700809e+17j,\n",
       "       5.00950385e+16+1.82603542e+17j, 4.97809963e+16+1.82450817e+17j,\n",
       "       4.98565558e+16+1.82878968e+17j, 5.09104450e+16+1.82621993e+17j,\n",
       "       5.02162495e+16+1.82507827e+17j, 4.99486752e+16+1.82623166e+17j,\n",
       "       4.98459330e+16+1.82597616e+17j, 4.99323161e+16+1.82478194e+17j,\n",
       "       4.98625250e+16+1.82445927e+17j, 5.01401558e+16+1.82488885e+17j,\n",
       "       4.97995558e+16+1.82796796e+17j, 5.02973927e+16+1.82521238e+17j,\n",
       "       5.03771682e+16+1.82945563e+17j, 5.00052368e+16+1.82479202e+17j,\n",
       "       4.99404302e+16+1.82712676e+17j, 5.00383547e+16+1.82697648e+17j,\n",
       "       4.95731761e+16+1.82611985e+17j, 5.00191196e+16+1.82663069e+17j,\n",
       "       4.99592821e+16+1.82507168e+17j, 4.99152840e+16+1.82554260e+17j,\n",
       "       4.99047724e+16+1.82564357e+17j, 4.98944629e+16+1.82603046e+17j,\n",
       "       4.98088261e+16+1.82722834e+17j, 4.96447145e+16+1.82700745e+17j,\n",
       "       5.02959283e+16+1.82574815e+17j, 4.99227890e+16+1.82481062e+17j,\n",
       "       4.97563338e+16+1.82589403e+17j, 4.97300577e+16+1.82566008e+17j,\n",
       "       4.97870416e+16+1.82520468e+17j, 4.99349835e+16+1.82627044e+17j,\n",
       "       5.07661340e+16+1.82392185e+17j, 4.97864652e+16+1.82707900e+17j,\n",
       "       4.97786559e+16+1.82606832e+17j, 4.97242340e+16+1.82638538e+17j,\n",
       "       4.98520212e+16+1.82609524e+17j, 5.01589223e+16+1.82571305e+17j,\n",
       "       4.98308964e+16+1.82774908e+17j, 5.00568538e+16+1.82529830e+17j,\n",
       "       5.00357917e+16+1.82748708e+17j, 5.01792520e+16+1.82582178e+17j,\n",
       "       4.98376276e+16+1.82638530e+17j, 5.04156666e+16+1.82480103e+17j,\n",
       "       4.98309605e+16+1.82637058e+17j, 4.97898873e+16+1.82637402e+17j,\n",
       "       5.00961099e+16+1.82578613e+17j, 4.99079282e+16+1.82629025e+17j,\n",
       "       5.01940579e+16+1.82562996e+17j, 4.97010981e+16+1.82729933e+17j,\n",
       "       4.97370911e+16+1.82632946e+17j, 4.97082789e+16+1.82800115e+17j,\n",
       "       4.96952764e+16+1.82672514e+17j, 4.96996016e+16+1.82662531e+17j,\n",
       "       4.96353728e+16+1.82649304e+17j, 4.98870552e+16+1.82579201e+17j,\n",
       "       4.96594513e+16+1.82661780e+17j, 4.97844026e+16+1.82692549e+17j,\n",
       "       4.96948026e+16+1.82581182e+17j, 4.99669406e+16+1.82625287e+17j,\n",
       "       4.96870681e+16+1.82649886e+17j, 5.01012190e+16+1.82568897e+17j,\n",
       "       4.98097860e+16+1.82672807e+17j, 4.98340147e+16+1.82627264e+17j,\n",
       "       4.94926869e+16+1.82699893e+17j, 4.96890099e+16+1.82638879e+17j,\n",
       "       4.96383448e+16+1.82644378e+17j, 4.96453581e+16+1.82645406e+17j,\n",
       "       4.97188765e+16+1.82593141e+17j, 4.98046448e+16+1.82658641e+17j,\n",
       "       4.96624026e+16+1.82649953e+17j, 4.96081732e+16+1.82729392e+17j,\n",
       "       4.95652426e+16+1.82601623e+17j, 4.96097714e+16+1.82687363e+17j,\n",
       "       4.96090782e+16+1.82609999e+17j, 4.97376705e+16+1.82698078e+17j,\n",
       "       4.96543393e+16+1.82707025e+17j, 4.95815501e+16+1.82712632e+17j,\n",
       "       4.97310379e+16+1.82634199e+17j, 4.95747061e+16+1.82657867e+17j,\n",
       "       4.96161137e+16+1.82688377e+17j, 4.96239984e+16+1.82698764e+17j,\n",
       "       4.95969553e+16+1.82687429e+17j, 4.96455072e+16+1.82649258e+17j,\n",
       "       4.97439171e+16+1.82641713e+17j, 4.95427838e+16+1.82677620e+17j,\n",
       "       4.95213939e+16+1.82674308e+17j, 4.96223428e+16+1.82669355e+17j,\n",
       "       4.96456631e+16+1.82669403e+17j, 4.97432869e+16+1.82652788e+17j,\n",
       "       4.95203260e+16+1.82722057e+17j, 4.94980266e+16+1.82685021e+17j,\n",
       "       4.95359665e+16+1.82685659e+17j, 4.95266899e+16+1.82705976e+17j,\n",
       "       4.95085384e+16+1.82692059e+17j, 4.94950370e+16+1.82723601e+17j,\n",
       "       4.94559697e+16+1.82701538e+17j, 4.97097663e+16+1.82645210e+17j,\n",
       "       4.94932266e+16+1.82717346e+17j, 4.94768894e+16+1.82729604e+17j,\n",
       "       4.94712107e+16+1.82709305e+17j, 4.94487290e+16+1.82708789e+17j,\n",
       "       4.95085425e+16+1.82691630e+17j, 4.94403432e+16+1.82717707e+17j,\n",
       "       4.97722902e+16+1.82637908e+17j, 4.94226312e+16+1.82703465e+17j,\n",
       "       4.95569649e+16+1.82690930e+17j, 4.93981043e+16+1.82720251e+17j,\n",
       "       4.93668877e+16+1.82707142e+17j, 4.93520725e+16+1.82753817e+17j,\n",
       "       4.93561967e+16+1.82724260e+17j, 4.93655069e+16+1.82722839e+17j,\n",
       "       4.93849982e+16+1.82721948e+17j, 4.93218584e+16+1.82743258e+17j,\n",
       "       4.93201145e+16+1.82745559e+17j, 4.92688369e+16+1.82771211e+17j,\n",
       "       4.92716155e+16+1.82730864e+17j, 4.92654782e+16+1.82777764e+17j,\n",
       "       4.92468772e+16+1.82732498e+17j, 4.94081078e+16+1.82740716e+17j,\n",
       "       4.92600424e+16+1.82768565e+17j, 4.92372878e+16+1.82745197e+17j,\n",
       "       4.92667128e+16+1.82755784e+17j, 4.93133920e+16+1.82754368e+17j,\n",
       "       4.92291440e+16+1.82796847e+17j, 4.92014136e+16+1.82785987e+17j,\n",
       "       4.91971531e+16+1.82775411e+17j, 4.94624994e+16+1.82718638e+17j,\n",
       "       4.91996731e+16+1.82772152e+17j, 4.91867696e+16+1.82774627e+17j,\n",
       "       4.93214693e+16+1.82748902e+17j, 4.92177866e+16+1.82774509e+17j,\n",
       "       4.94540796e+16+1.82734839e+17j, 4.91879211e+16+1.82785790e+17j,\n",
       "       4.93389946e+16+1.82755853e+17j, 4.90931633e+16+1.82792315e+17j,\n",
       "       4.91063399e+16+1.82797124e+17j, 4.90444544e+16+1.82819434e+17j,\n",
       "       4.90283876e+16+1.82821847e+17j, 4.90013820e+16+1.82827673e+17j,\n",
       "       4.89872637e+16+1.82821682e+17j, 4.89661237e+16+1.82839701e+17j,\n",
       "       4.91324915e+16+1.82808339e+17j, 4.89564821e+16+1.82836152e+17j,\n",
       "       4.90977373e+16+1.82809893e+17j, 4.89067976e+16+1.82853371e+17j,\n",
       "       4.88991253e+16+1.82857074e+17j, 4.88428632e+16+1.82860125e+17j,\n",
       "       4.88502355e+16+1.82869144e+17j, 4.88209691e+16+1.82869250e+17j,\n",
       "       4.88740884e+16+1.82861589e+17j, 4.87928746e+16+1.82875297e+17j,\n",
       "       4.87583233e+16+1.82900805e+17j, 4.90639784e+16+1.82832239e+17j,\n",
       "       4.88194739e+16+1.82881832e+17j, 4.87059969e+16+1.82903664e+17j,\n",
       "       4.86981357e+16+1.82896523e+17j, 4.86950878e+16+1.82907475e+17j,\n",
       "       4.86692929e+16+1.82918468e+17j, 4.86213260e+16+1.82915346e+17j,\n",
       "       4.86037827e+16+1.82928649e+17j, 4.85860492e+16+1.82936090e+17j,\n",
       "       4.85483770e+16+1.82950512e+17j, 4.85662577e+16+1.82944855e+17j,\n",
       "       4.85493144e+16+1.82943039e+17j, 4.84806504e+16+1.82953728e+17j,\n",
       "       4.86081515e+16+1.82927652e+17j, 4.85955963e+16+1.82898629e+17j,\n",
       "       4.83348597e+16+1.82999599e+17j, 4.83369068e+16+1.83000475e+17j,\n",
       "       4.83099209e+16+1.83002354e+17j, 4.82665537e+16+1.83016665e+17j,\n",
       "       4.82447208e+16+1.83024757e+17j, 4.82328101e+16+1.83020747e+17j,\n",
       "       4.82198074e+16+1.83028911e+17j, 4.82179801e+16+1.82991791e+17j,\n",
       "       4.81300653e+16+1.83052988e+17j, 4.81665038e+16+1.83032091e+17j,\n",
       "       4.80947612e+16+1.83007683e+17j, 4.80145288e+16+1.83076405e+17j,\n",
       "       4.79917224e+16+1.83067898e+17j, 4.78144686e+16+1.83105622e+17j,\n",
       "       4.78572938e+16+1.83131268e+17j, 4.78243995e+16+1.83144326e+17j,\n",
       "       4.77909882e+16+1.83145441e+17j, 4.78214064e+16+1.83129513e+17j,\n",
       "       4.77131454e+16+1.83162428e+17j, 4.76692665e+16+1.83180688e+17j,\n",
       "       4.76314553e+16+1.83187259e+17j, 4.75895732e+16+1.83197105e+17j,\n",
       "       4.75656733e+16+1.83202487e+17j, 4.76137767e+16+1.83201661e+17j,\n",
       "       4.76076410e+16+1.83203243e+17j, 4.74478385e+16+1.83236509e+17j,\n",
       "       4.73481797e+16+1.83255716e+17j, 4.72891286e+16+1.83272478e+17j,\n",
       "       4.72395383e+16+1.83286295e+17j, 4.71501282e+16+1.83300496e+17j,\n",
       "       4.71257807e+16+1.83317685e+17j, 4.71973242e+16+1.83306563e+17j,\n",
       "       4.70409591e+16+1.83337851e+17j, 4.69546928e+16+1.83360690e+17j,\n",
       "       4.68978704e+16+1.83375823e+17j, 4.70950235e+16+1.83344047e+17j,\n",
       "       4.68115857e+16+1.83399118e+17j, 4.67161161e+16+1.83426232e+17j,\n",
       "       4.66572007e+16+1.83431842e+17j, 4.65735686e+16+1.83458427e+17j,\n",
       "       4.65095919e+16+1.83472124e+17j, 4.64387441e+16+1.83487332e+17j,\n",
       "       4.64559797e+16+1.83492110e+17j, 4.62983911e+16+1.83520734e+17j,\n",
       "       4.62252008e+16+1.83535234e+17j, 4.61485635e+16+1.83564618e+17j,\n",
       "       4.62108441e+16+1.83552362e+17j, 4.59880675e+16+1.83597633e+17j,\n",
       "       4.59092842e+16+1.83609483e+17j, 4.58176339e+16+1.83633800e+17j,\n",
       "       4.57158009e+16+1.83620521e+17j, 4.56059178e+16+1.83702913e+17j,\n",
       "       4.55453191e+16+1.83722948e+17j, 4.54540153e+16+1.83743691e+17j,\n",
       "       4.53682071e+16+1.83773235e+17j, 4.52670721e+16+1.83791460e+17j,\n",
       "       4.51871972e+16+1.83813731e+17j, 4.50829803e+16+1.83833271e+17j,\n",
       "       4.50478114e+16+1.83844926e+17j, 4.48786065e+16+1.83880729e+17j,\n",
       "       4.48259885e+16+1.83891743e+17j, 4.46582459e+16+1.83932817e+17j,\n",
       "       4.45444616e+16+1.83960848e+17j, 4.44298404e+16+1.83985079e+17j,\n",
       "       4.43397065e+16+1.84010304e+17j, 4.42008965e+16+1.84043296e+17j,\n",
       "       4.40787087e+16+1.84068586e+17j, 4.40021261e+16+1.84095432e+17j,\n",
       "       4.38299899e+16+1.84134349e+17j, 4.36987719e+16+1.84166858e+17j,\n",
       "       4.35892975e+16+1.84189557e+17j, 4.34410301e+16+1.84226856e+17j,\n",
       "       4.33400139e+16+1.84249989e+17j, 4.31545626e+16+1.84292789e+17j,\n",
       "       4.30085309e+16+1.84322091e+17j, 4.28650808e+16+1.84363191e+17j,\n",
       "       4.27345129e+16+1.84390296e+17j, 4.25608946e+16+1.84431144e+17j,\n",
       "       4.24428228e+16+1.84459379e+17j, 4.23682371e+16+1.84480961e+17j,\n",
       "       4.20774467e+16+1.84539970e+17j, 4.19991820e+16+1.84560917e+17j,\n",
       "       4.17578440e+16+1.84615024e+17j, 4.16939828e+16+1.84632081e+17j,\n",
       "       4.13799074e+16+1.84694380e+17j, 4.11994265e+16+1.84734226e+17j,\n",
       "       4.11799308e+16+1.84753913e+17j, 4.08263031e+16+1.84820259e+17j,\n",
       "       4.06258658e+16+1.84863346e+17j, 4.05301322e+16+1.84892007e+17j,\n",
       "       4.02376507e+16+1.84948847e+17j, 4.00102306e+16+1.85000718e+17j,\n",
       "       3.97952873e+16+1.85046650e+17j, 3.95754881e+16+1.85094536e+17j,\n",
       "       3.93549088e+16+1.85137252e+17j, 3.91235232e+16+1.85190129e+17j,\n",
       "       3.88918014e+16+1.85236384e+17j, 3.86570260e+16+1.85289121e+17j,\n",
       "       3.84044736e+16+1.85334902e+17j, 3.81628852e+16+1.85391247e+17j,\n",
       "       3.79593496e+16+1.85432487e+17j, 3.76447152e+16+1.85493325e+17j,\n",
       "       3.74670359e+16+1.85535338e+17j, 3.71065448e+16+1.85600279e+17j,\n",
       "       3.68242619e+16+1.85655334e+17j, 3.65459711e+16+1.85713250e+17j,\n",
       "       3.62515390e+16+1.85774665e+17j, 3.59537059e+16+1.85829900e+17j,\n",
       "       3.56506577e+16+1.85886211e+17j, 3.53387274e+16+1.85953131e+17j,\n",
       "       3.50276813e+16+1.86006323e+17j, 3.46978068e+16+1.86065841e+17j,\n",
       "       3.43729697e+16+1.86127395e+17j, 3.40296353e+16+1.86190094e+17j,\n",
       "       3.36797036e+16+1.86252894e+17j, 3.33283747e+16+1.86320234e+17j,\n",
       "       3.29649241e+16+1.86385119e+17j, 3.26891643e+16+1.86437802e+17j,\n",
       "       3.22117712e+16+1.86514988e+17j, 3.18309243e+16+1.86577319e+17j,\n",
       "       3.14322533e+16+1.86648380e+17j, 3.11395082e+16+1.86700841e+17j,\n",
       "       3.06154239e+16+1.86785325e+17j, 3.01864507e+16+1.86854667e+17j,\n",
       "       2.97792937e+16+1.86918660e+17j, 2.93296681e+16+1.86993111e+17j,\n",
       "       2.88660457e+16+1.87066136e+17j, 2.84025396e+16+1.87132675e+17j,\n",
       "       2.79298964e+16+1.87202847e+17j, 2.74508656e+16+1.87274921e+17j,\n",
       "       2.69537492e+16+1.87350686e+17j, 2.61873497e+16+1.87409524e+17j])"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "open_loop_tf, plant_tf = get_open_loop_and_plant(\n",
    "    data.freqs_tf,\n",
    "    data.closed_loop_tf,\n",
    "    data.controller_tf,\n",
    "    background_correction=(open_loop_tf, plant_tf),\n",
    ")\n",
    "open_loop_tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.lockbox.inputs.pdh.iq.acbandwidth = 4e6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\AxisItem.py:817: RuntimeWarning: overflow encountered in power\n",
      "  estrings = [\"%0.1g\"%x for x in 10 ** np.array(values).astype(float) * np.array(scale)]\n"
     ]
    }
   ],
   "source": [
    "p.networkanalyzer.amplitude = 1.49e-3\n",
    "p.networkanalyzer.auto_amplitude = False\n",
    "p.lockbox.unlock()\n",
    "zs_background = p.networkanalyzer.single()\n",
    "freqs_background = p.networkanalyzer.frequencies\n",
    "np.save(\n",
    "    r\"G:/Mon Drive/exsqueez/measurements/squeezer/loop_tf_and_noise_no_iir/background2.npy\",\n",
    "    (freqs_background, zs_background),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax = axes2[0]\n",
    "ax.get_figure()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n",
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:162: UserWarning: pylab import has clobbered these variables: ['axes']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  warn(\"pylab import has clobbered these variables: %s\"  % clobbered +\n",
      "C:\\Users\\OMQ SQZ 2.0\\Documents\\GitHub\\pyrpl\\pyrpl\\widgets\\module_widgets\\na_widget.py:230: RuntimeWarning: divide by zero encountered in log10\n",
      "  xpos = np.log10(freq) if logscale else freq\n",
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\ScatterPlotItem.py:707: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  return QtCore.QRectF(xmn-px, ymn-py, (2*px)+xmx-xmn, (2*py)+ymx-ymn)\n",
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\functions.py:878: RuntimeWarning: invalid value encountered in multiply\n",
      "  mapped = (m*coords).sum(axis=1)  ## apply scale/rotate\n"
     ]
    }
   ],
   "source": [
    "%pylab qt\n",
    "from glob import glob\n",
    "\n",
    "axes = [None] * 4\n",
    "labels = [\"closed_loops\", \"open_loops\", \"open_loop_theory\", \"closed_loop_theory\"]\n",
    "\n",
    "\n",
    "SCAN_PATH = r\"G:/Mon Drive/exsqueez/measurements/squeezer/loop_tf_and_noise_no_iir/scan_gain_factor_50kohms/\"\n",
    "filenames = glob(SCAN_PATH + \"*.h5\")\n",
    "for filename in filenames:\n",
    "    data = load_acquisition_data(filename)\n",
    "    axes[0] = bode_plot(\n",
    "        data.freqs_tf,\n",
    "        data.closed_loop_tf,\n",
    "        axes=axes[0],\n",
    "        label=f\"gain_factor: {data.gain_factor:.4f}\",\n",
    "    )\n",
    "    freqs_bg, background = (\n",
    "        data.freqs_tf,\n",
    "        np.ones(len(data.freqs_tf)) * np.mean(data.closed_loop_tf[-100:]),\n",
    "    )  # np.load(SCAN_PATH + r\"background.npy\")\n",
    "\n",
    "    # freqs_bg, background = np.load(SCAN_PATH + r\"background.npy\")\n",
    "\n",
    "    freqs_bg = np.real(freqs_bg)\n",
    "    open_loop_tf, plant_ft = get_open_loop_and_plant(\n",
    "        data.freqs_tf,\n",
    "        data.closed_loop_tf,\n",
    "        data.controller_tf,\n",
    "        background_correction=(freqs_bg, background),\n",
    "    )\n",
    "    axes[1] = bode_plot(\n",
    "        data.freqs_tf,\n",
    "        open_loop_tf,\n",
    "        axes=axes[1],\n",
    "        label=f\"gain_factor: {data.gain_factor:.4f}\",\n",
    "    )\n",
    "    nu0 = 50\n",
    "    open_loop_theory = -data.controller_tf * 1 / (1 + 1j * data.freqs_tf / nu0) * 25\n",
    "    axes[2] = bode_plot(\n",
    "        data.freqs_tf,\n",
    "        open_loop_theory,\n",
    "        axes=axes[2],\n",
    "        label=f\"gain_factor: {data.gain_factor:.4f}\",\n",
    "    )\n",
    "    axes[0] = bode_plot(\n",
    "        data.freqs_tf,\n",
    "        1 / (1 - open_loop_theory),\n",
    "        axes=axes[0],\n",
    "        label=f\"gain_factor: {data.gain_factor:.4f}\",\n",
    "    )\n",
    "    axes[3] = bode_plot(\n",
    "        data.freqs_tf,\n",
    "        1 / (1 - open_loop_theory),\n",
    "        axes=axes[3],\n",
    "        label=f\"gain_factor: {data.gain_factor:.4f}\",\n",
    "    )\n",
    "\n",
    "axes[0] = bode_plot(freqs_bg, background, axes=axes[0], label=\"background\")\n",
    "for label, ax in zip(labels, axes):\n",
    "    ax[0].legend()\n",
    "    ax[0].get_figure().suptitle(label)\n",
    "    ax[0].get_figure().savefig(SCAN_PATH + label + \".pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "p.networkanalyzer.iq._na_averages /= 3.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0.00190126-0.00043912j]\n",
      "[0.00190126-0.00043912j]\n"
     ]
    }
   ],
   "source": [
    "print(current_output().pid.transfer_function([1e6]))\n",
    "print(current_output().transfer_function_controller([1e6], p.lockbox.current_stage))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.000244140625"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Pid.p.validate_and_normalize(p.rp.pid0, 0.0000001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:ylabel='Amplitude (dB)'>,\n",
       "       <AxesSubplot:xlabel='Frequency (Hz)', ylabel='Phase ($^\\\\circ$)'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bode_plot(\n",
    "    freqs_tf,\n",
    "    p.lockbox.outputs.piezo.transfer_function_controller(freqs_tf, p.lockbox.current_stage),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.489182  , 0.62146007, 0.59939744, 0.60211025, 0.6280375 ,\n",
       "       0.6358618 , 0.63700199, 0.64898445, 0.64405858, 0.66130278,\n",
       "       0.69465626, 0.69544339, 0.70077199, 0.71718661, 0.70098217,\n",
       "       0.73044747, 0.73363118, 0.74205833, 0.73172597, 0.72341924,\n",
       "       0.72866685, 0.76762233, 0.75924217, 0.81015591, 0.78199721,\n",
       "       0.77982809, 0.78737857, 0.81552174, 0.78927314, 0.78133491,\n",
       "       0.78662398, 0.80077289, 0.79919268, 0.80088866, 0.81273673,\n",
       "       0.83376338, 0.82218535, 0.83839878, 0.84032309, 0.85047784,\n",
       "       0.84646205, 0.84880655, 0.85335046, 0.87665142, 0.85990268,\n",
       "       0.87183163, 0.87557897, 0.88060363, 0.88256834, 0.88404033,\n",
       "       0.88919887, 0.88118251, 0.87759914, 0.88825857, 0.89817863,\n",
       "       0.89473707, 0.90571889, 0.91457267, 0.90507683, 0.9123548 ,\n",
       "       0.92067866, 0.91971901, 0.91215967, 0.91262672, 0.90026503,\n",
       "       0.92670001, 0.91914218, 0.91264024, 0.92167929, 0.91970611,\n",
       "       0.90719179, 0.91102944, 0.95125625, 0.91218846, 0.92652954,\n",
       "       0.93142128, 0.92243673, 0.92221689, 0.91883002, 0.92256335,\n",
       "       0.92855914, 0.92851005, 0.95127432, 0.93504244, 0.93786702,\n",
       "       0.9480432 , 0.94542016, 0.94584308, 0.93509532, 0.96475547,\n",
       "       0.95124112, 0.96411475, 0.94238058, 0.93577592, 0.93647669,\n",
       "       0.93567237, 0.95084994, 0.93203139, 0.93033281, 0.93129903,\n",
       "       0.96707392, 0.93745782, 0.94592325, 0.93389818, 0.93963903,\n",
       "       0.93152336, 0.94384485, 0.95284845, 0.9337623 , 0.93346755,\n",
       "       0.94808508, 0.94132953, 0.95621236, 0.97545649, 0.94077226,\n",
       "       0.9391932 , 0.93494472, 0.95045742, 0.94889985, 0.97305955,\n",
       "       0.9414314 , 0.93596524, 0.94883783, 0.9520948 , 0.95635453,\n",
       "       0.9741862 , 0.94666504, 0.95648918, 0.96583378, 0.96791203,\n",
       "       0.96919922, 0.94585448, 0.96252921, 0.93770378, 0.94368682,\n",
       "       0.96420249, 0.93817759, 0.94436471, 0.97423852, 0.94984366,\n",
       "       0.94300086, 0.95083668, 0.96999918, 0.9462253 , 0.94072517,\n",
       "       0.94428132, 0.94330597, 0.94710782, 0.93800373, 0.95252927,\n",
       "       0.95649454, 0.94003714, 0.93761208, 0.94063716, 0.94106821,\n",
       "       0.93803231, 0.93714096, 0.93420356, 0.93740655, 0.93916663,\n",
       "       0.94063798, 0.94262648, 0.94220698, 0.9431058 , 0.95207295,\n",
       "       0.94022136, 0.94695397, 0.94216096, 0.94478151, 0.93779859,\n",
       "       0.93898715, 0.93997301, 0.96918255, 0.97644165, 0.94235173,\n",
       "       0.96728746, 0.95380218, 0.95498926, 0.93889069, 0.96259488,\n",
       "       0.962583  , 0.95453474, 0.96093191, 0.95013228, 0.97025112,\n",
       "       0.96182283, 0.94735502, 0.95186363, 0.94104317, 0.97124716,\n",
       "       0.95388872, 0.93858128, 0.93920065, 0.9386492 , 0.9507487 ,\n",
       "       0.97472641, 0.94786481, 0.94157242, 0.96997435, 0.96024148,\n",
       "       0.94770984, 0.94053008, 0.9708168 , 0.94264549, 0.95079022,\n",
       "       0.96087483, 0.9427468 , 0.94237614, 0.97200498, 0.95222481,\n",
       "       0.96542554, 0.95187509, 0.94243487, 0.94852771, 0.96826971,\n",
       "       0.94319463, 0.95004901, 0.96122061, 0.94312469, 0.94263893,\n",
       "       0.94516203, 0.9628446 , 0.94977386, 0.96522222, 0.96476244,\n",
       "       0.95598112, 0.96225114, 0.94558965, 0.94321877, 0.94547782,\n",
       "       0.94376374, 0.95871467, 0.9564463 , 0.9515329 , 0.9604144 ,\n",
       "       0.97262077, 0.95789417, 0.96777897, 0.95986937, 0.95290177,\n",
       "       0.952821  , 0.94942639, 0.94671131, 0.94709571, 0.95643185,\n",
       "       0.96930822, 0.94997498, 0.95107641, 0.9646996 , 0.95376842,\n",
       "       0.97101099, 0.96836275, 0.9734304 , 0.96658707, 0.97020118,\n",
       "       0.96662992, 0.95764209, 0.96580326, 0.95246586, 0.96858547,\n",
       "       0.97052263, 0.95750735, 0.97003929, 0.96697158, 0.97278493,\n",
       "       0.95612433, 0.97126644, 0.97093351, 0.95660491, 0.96177726,\n",
       "       0.97199556, 0.9610545 , 0.95570685, 0.95694954, 0.95728632,\n",
       "       0.96564601, 0.96765837, 0.95846005, 0.96877228, 0.96560899,\n",
       "       0.96943669, 0.96889056, 0.96713313, 0.96596576, 0.96160903,\n",
       "       0.96555976, 0.96728256, 0.96709759, 0.96847703, 0.96206967,\n",
       "       0.96782958, 0.97037009, 0.96207722, 0.96197119, 0.96329142,\n",
       "       0.96310008, 0.96345564, 0.96877689, 0.97141497, 0.96553566,\n",
       "       0.96544015, 0.97169974, 0.97165789, 0.97190264, 0.96858764,\n",
       "       0.97189862, 0.96846521, 0.96949321, 0.96914942, 0.96921889,\n",
       "       0.96679129, 0.96940055, 0.97178881, 0.97162994, 0.97094906,\n",
       "       0.96841098, 0.96985849, 0.96979654, 0.97167315, 0.97167551,\n",
       "       0.96836098, 0.96903227, 0.96898038, 0.96871273, 0.96988321,\n",
       "       0.96984598, 0.97096097, 0.97107442, 0.97115656, 0.9700535 ,\n",
       "       0.97102528, 0.97099605, 0.97058516, 0.97105834, 0.97137363,\n",
       "       0.97151943, 0.97128611, 0.97079959, 0.9715518 , 0.97128343,\n",
       "       0.97119754, 0.97079937, 0.97111607, 0.97150857, 0.971343  ,\n",
       "       0.9712895 , 0.97154294, 0.97167419, 0.97161991, 0.97145056,\n",
       "       0.97153715, 0.97137373, 0.9720792 , 0.97159139, 0.97209418,\n",
       "       0.97182094, 0.97312299, 0.97214419, 0.97240414, 0.97144324,\n",
       "       0.97188775, 0.97220026, 0.97194273, 0.97142673, 0.97171904,\n",
       "       0.97171344, 0.97283   , 0.98576818, 0.97123315, 0.97155671,\n",
       "       0.97163752, 0.97141753, 0.97213938, 0.97304732, 0.97148301,\n",
       "       0.98307726, 0.97451283, 0.98103991, 0.9864594 , 0.97712761,\n",
       "       0.98867127, 0.97009701, 0.96745147, 0.96763386, 0.96951899,\n",
       "       0.96985109, 0.97097193, 0.97026819, 0.97106919, 0.97144188,\n",
       "       0.97136934, 0.97139081, 0.97127224, 0.97131694, 0.97325186,\n",
       "       0.97306656, 0.97193132, 0.97054677, 0.97112047, 0.97088396,\n",
       "       0.97179534, 0.97140177, 0.97136091, 0.97139724, 0.97154355,\n",
       "       0.9727114 , 0.97251388, 0.97185881, 0.97143165, 0.9713906 ,\n",
       "       0.9713637 , 0.97241965, 0.98121791, 0.97289881, 0.9719534 ,\n",
       "       0.97264628, 0.97912749, 0.97316453, 0.97135339, 0.96613815,\n",
       "       0.96761298, 0.97049597, 0.9697109 , 0.9712923 , 0.97137258,\n",
       "       0.97065027, 0.97111693, 0.97098218, 0.97088179, 0.97145119,\n",
       "       0.97065663, 0.97136007, 0.97096773, 0.97078135, 0.97134769,\n",
       "       0.97036986, 0.97021767, 0.97061225, 0.97108173, 0.97027983,\n",
       "       0.9712259 , 0.97151765, 0.97101315, 0.97072429, 0.97088736,\n",
       "       0.97132781, 0.97132964, 0.97109442, 0.97150012, 0.97144036,\n",
       "       0.97150291, 0.97167319, 0.97143527, 0.9713815 , 0.97136924,\n",
       "       0.97136658, 0.97144181, 0.9714171 , 0.97139383, 0.97175749,\n",
       "       0.97149532, 0.97137277, 0.97139831, 0.97135188, 0.97140901,\n",
       "       0.97136409, 0.9713726 , 0.9713717 , 0.97137487, 0.97135658,\n",
       "       0.97137242, 0.97132575, 0.97139339, 0.97136602, 0.97137916,\n",
       "       0.97136759, 0.97136539, 0.97137085, 0.97136928, 0.97137523,\n",
       "       0.97136451, 0.97136185, 0.97137365, 0.9713616 , 0.97137137,\n",
       "       0.9713686 , 0.97136546, 0.97136395, 0.97135483, 0.97135182,\n",
       "       0.97135627, 0.97136161, 0.97137748, 0.97135443, 0.9713698 ,\n",
       "       0.97136314, 0.97138201, 0.97138317, 0.97136387, 0.9710975 ])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\ipykernel\\eventloops.py:105: UserWarning: Attempted to set non-positive left xlim on a log-scaled axis.\n",
      "Invalid limit will be ignored.\n",
      "  app.exec_()\n",
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py:2377: RuntimeWarning: overflow encountered in power\n",
      "  ticklocs = b ** decades\n",
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py:2207: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  return abs(x - np.round(x)) < atol\n",
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py:1077: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  coeff = round(b ** (fx - exponent))\n",
      "Traceback (most recent call last):\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\backends\\backend_qt.py\", line 455, in _draw_idle\n",
      "    self.draw()\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py\", line 436, in draw\n",
      "    self.figure.draw(self.renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 73, in draw_wrapper\n",
      "    result = draw(artist, renderer, *args, **kwargs)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 50, in draw_wrapper\n",
      "    return draw(artist, renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\figure.py\", line 2810, in draw\n",
      "    mimage._draw_list_compositing_images(\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\image.py\", line 132, in _draw_list_compositing_images\n",
      "    a.draw(renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 50, in draw_wrapper\n",
      "    return draw(artist, renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\axes\\_base.py\", line 3082, in draw\n",
      "    mimage._draw_list_compositing_images(\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\image.py\", line 132, in _draw_list_compositing_images\n",
      "    a.draw(renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 50, in draw_wrapper\n",
      "    return draw(artist, renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\axis.py\", line 1158, in draw\n",
      "    ticks_to_draw = self._update_ticks()\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\axis.py\", line 1046, in _update_ticks\n",
      "    major_labels = self.major.formatter.format_ticks(major_locs)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py\", line 224, in format_ticks\n",
      "    return [self(value, i) for i, value in enumerate(values)]\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py\", line 224, in <listcomp>\n",
      "    return [self(value, i) for i, value in enumerate(values)]\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py\", line 1077, in __call__\n",
      "    coeff = round(b ** (fx - exponent))\n",
      "ValueError: cannot convert float NaN to integer\n",
      "Traceback (most recent call last):\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\backends\\backend_qt.py\", line 455, in _draw_idle\n",
      "    self.draw()\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\backends\\backend_agg.py\", line 436, in draw\n",
      "    self.figure.draw(self.renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 73, in draw_wrapper\n",
      "    result = draw(artist, renderer, *args, **kwargs)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 50, in draw_wrapper\n",
      "    return draw(artist, renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\figure.py\", line 2810, in draw\n",
      "    mimage._draw_list_compositing_images(\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\image.py\", line 132, in _draw_list_compositing_images\n",
      "    a.draw(renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 50, in draw_wrapper\n",
      "    return draw(artist, renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\axes\\_base.py\", line 3082, in draw\n",
      "    mimage._draw_list_compositing_images(\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\image.py\", line 132, in _draw_list_compositing_images\n",
      "    a.draw(renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\artist.py\", line 50, in draw_wrapper\n",
      "    return draw(artist, renderer)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\axis.py\", line 1158, in draw\n",
      "    ticks_to_draw = self._update_ticks()\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\axis.py\", line 1046, in _update_ticks\n",
      "    major_labels = self.major.formatter.format_ticks(major_locs)\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py\", line 224, in format_ticks\n",
      "    return [self(value, i) for i, value in enumerate(values)]\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py\", line 224, in <listcomp>\n",
      "    return [self(value, i) for i, value in enumerate(values)]\n",
      "  File \"C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\matplotlib\\ticker.py\", line 1077, in __call__\n",
      "    coeff = round(b ** (fx - exponent))\n",
      "ValueError: cannot convert float NaN to integer\n"
     ]
    }
   ],
   "source": [
    "np.abs(closed_loop_tf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare noise spectral densities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.15742219814449435\n",
      "0.07617602880810409\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p.spectrumanalyzer.span = 2e5\n",
    "p.spectrumanalyzer.baseband = True\n",
    "p.spectrumanalyzer.input1_baseband = p.lockbox.inputs.pdh\n",
    "p.spectrumanalyzer.input2_baseband = p.lockbox.inputs.transmission\n",
    "p.spectrumanalyzer.trace_average = 20\n",
    "\n",
    "\n",
    "def lock_without_iir():\n",
    "    for stage_index in (0, 1, 2):\n",
    "        is_locked = p.lockbox.sequence[stage_index].execute()\n",
    "        ### Cavity should be locked at stage 2 (without IIR)\n",
    "    return is_locked\n",
    "\n",
    "\n",
    "lock_without_iir()\n",
    "\n",
    "psd_pdh_no_iir, psd_reflection_no_iir, cross_real_no_iir, cross_imag_no_iir = (\n",
    "    p.spectrumanalyzer.single()\n",
    ")\n",
    "psd_freqs = p.spectrumanalyzer.frequencies\n",
    "\n",
    "p.lockbox.lock()  # Lock with iir\n",
    "\n",
    "psd_pdh_iir, psd_reflection_iir, cross_real_iir, cross_imag_iir = p.spectrumanalyzer.single()\n",
    "psd_freqs = p.spectrumanalyzer.frequencies\n",
    "\n",
    "plt.figure()\n",
    "plt.semilogx(\n",
    "    psd_freqs[::10],\n",
    "    10 * np.log10(psd_pdh_no_iir[::10]),\n",
    "    \"-\",\n",
    "    linewidth=0.3,\n",
    "    alpha=0.9,\n",
    "    label=\"no_iir\",\n",
    ")\n",
    "plt.semilogx(\n",
    "    psd_freqs[::10],\n",
    "    10 * np.log10(psd_pdh_iir[::10]),\n",
    "    \"-\",\n",
    "    linewidth=0.3,\n",
    "    alpha=0.9,\n",
    "    label=\"iir\",\n",
    ")\n",
    "plt.xlim(50, 1.5e5)\n",
    "plt.ylim(-120, -30)\n",
    "\n",
    "plt.legend()\n",
    "\n",
    "print(np.sum(psd_pdh_no_iir) * (psd_freqs[1] - psd_freqs[0]))\n",
    "print(np.sum(psd_pdh_iir) * (psd_freqs[1] - psd_freqs[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "table = np.array((psd_freqs, psd_pdh_no_iir, psd_pdh_iir))\n",
    "table = table[:, ::5]  # Downsample spectra by a factor 5 to save space\n",
    "np.save(\"./data/freqs_psdpdhnoiir_psdpdhiir2.npy\", table)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot the actual figure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\AppData\\Local\\Temp\\ipykernel_8716\\3130273904.py:30: UserWarning: This figure was using constrained_layout, but that is incompatible with subplots_adjust and/or tight_layout; disabling constrained_layout.\n",
      "  plt.subplots_adjust(hspace=0.2, top=0.93)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\OMQ SQZ 2.0\\.conda\\envs\\Nospace\\lib\\site-packages\\pyqtgraph\\graphicsItems\\PlotCurveItem.py:153: RuntimeWarning: All-NaN slice encountered\n",
      "  b = (np.nanmin(d), np.nanmax(d))\n"
     ]
    }
   ],
   "source": [
    "from pylab import *\n",
    "\n",
    "freqs_no_iir, zs_no_iir, zpids_no_iir = np.load(\"./data/freqs_zclosed_zpids_close_tegam_no_iir.npy\")\n",
    "freqs_iir, zs_iir, zpids_iir = np.load(\"./data/freqs_zclosed_controller_close_tegam_iir2.npy\")\n",
    "freqs_iir = np.real(freqs_iir)\n",
    "freqs_no_iir = np.real(freqs_no_iir)\n",
    "\n",
    "\n",
    "def bode_plot(freqs, zs, axes=None, label=None, color=None, linestyle=None):\n",
    "    \"\"\"\n",
    "    Plots the magnitude and phase of a complex series.\n",
    "    \"\"\"\n",
    "    if axes is None:\n",
    "        fig, axes = plt.subplots(2, 1, sharex=True)\n",
    "    axes[0].semilogx(\n",
    "        freqs, 20 * np.log10(np.abs(zs)), linestyle=linestyle, color=color, label=label\n",
    "    )\n",
    "    axes[1].semilogx(\n",
    "        freqs,\n",
    "        180 / np.pi * np.angle(zs),\n",
    "        ms=1,\n",
    "        linestyle=linestyle,\n",
    "        color=color,\n",
    "        label=label,\n",
    "    )\n",
    "    axes[0].set_xlim(1e1, 1.5e5)\n",
    "    axes[0].set_xticklabels([])\n",
    "    axes[1].set_ylim(-200, 200)\n",
    "    axes[1].set_xlabel(\"Frequency (Hz)\")\n",
    "    axes[0].set_ylabel(\"Amplitude (dB)\")\n",
    "    axes[1].set_ylabel(r\"Phase ($^\\circ$)\")\n",
    "\n",
    "    axes[0].set_yticks([-120, -60, 0, 60, 120])\n",
    "    axes[1].set_yticks(\n",
    "        [\n",
    "            -180,\n",
    "            -90,\n",
    "            0,\n",
    "            90,\n",
    "        ]\n",
    "    )\n",
    "    axes[0].tick_params(axis=\"x\", which=\"minor\", bottom=True)\n",
    "    axes[1].tick_params(axis=\"x\", which=\"minor\", bottom=True)\n",
    "    axes[0].grid(True)\n",
    "    axes[1].grid(True)\n",
    "    plt.subplots_adjust(hspace=0.2, top=0.93)\n",
    "    return axes\n",
    "\n",
    "\n",
    "DELAY_OUTPUT_TO_OUTPUT = 5 * 8e-9\n",
    "zs_no_iir = zs_no_iir * np.exp(1j * 2 * np.pi * freqs_no_iir * DELAY_OUTPUT_TO_OUTPUT)\n",
    "zs_iir = zs_iir * np.exp(1j * 2 * np.pi * freqs_iir * DELAY_OUTPUT_TO_OUTPUT)\n",
    "\n",
    "\n",
    "open_loop_no_iir = 1 - 1 / zs_no_iir\n",
    "open_loop_iir = 1 - 1 / zs_iir\n",
    "\n",
    "fig = plt.figure(constrained_layout=True, figsize=(10, 4))\n",
    "gs = fig.add_gridspec(2, 9)\n",
    "ax_mag = fig.add_subplot(gs[0, :5])\n",
    "ax_phase = fig.add_subplot(gs[1, :5], sharex=ax_mag)\n",
    "ax_spectra = fig.add_subplot(gs[:, 5:])\n",
    "\n",
    "## Plot transfer-functions\n",
    "axes = bode_plot(\n",
    "    freqs_no_iir, open_loop_no_iir, label=\"open-loop (no iir)\", axes=(ax_mag, ax_phase)\n",
    ")\n",
    "\n",
    "bode_plot(\n",
    "    freqs_no_iir,\n",
    "    zpids_no_iir * 1e-2,\n",
    "    axes=axes,\n",
    "    label=\"controller (no iir)\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "bode_plot(\n",
    "    freqs_iir,\n",
    "    zpids_iir * 1e-2,\n",
    "    axes=axes,\n",
    "    label=\"controller (with iir)\",\n",
    "    linestyle=\"--\",\n",
    ")\n",
    "bode_plot(freqs_iir, open_loop_iir, axes=axes, label=\"open loop (with iir)\")\n",
    "ax_mag.set_ylim(-100, 100)\n",
    "# Add plot legend\n",
    "axes[0].legend(ncol=2, bbox_to_anchor=(0.73, -0.26), loc=\"lower right\")\n",
    "axes[0].set_zorder(100)\n",
    "\n",
    "\n",
    "##  Plot spectra\n",
    "psd_freqs_loaded, psd_pdh_no_iir_loaded, psd_pdh_iir_loaded = np.load(\n",
    "    \"./data/freqs_psdpdhnoiir_psdpdhiir2.npy\"\n",
    ")\n",
    "\n",
    "\n",
    "mask = np.zeros(len(psd_freqs_loaded), dtype=bool)\n",
    "for val in np.logspace(1, np.log10(1.5e5), 3001):\n",
    "    mask[np.argmin(np.abs(psd_freqs_loaded - val))] = True\n",
    "\n",
    "freqs_ds = psd_freqs_loaded[mask]\n",
    "psd_iir = 10 * np.log10(psd_pdh_iir_loaded[mask])\n",
    "psd_no_iir = 10 * np.log10(psd_pdh_no_iir_loaded[mask])\n",
    "\n",
    "var_no_iir = np.sum(psd_pdh_no_iir_loaded) * (psd_freqs_loaded[1] - psd_freqs_loaded[0])\n",
    "var_iir = np.sum(psd_pdh_iir_loaded[1:] * (psd_freqs_loaded[1] - psd_freqs_loaded[0]))\n",
    "\n",
    "\n",
    "ax_spectra.semilogx(freqs_ds, psd_no_iir, \"-\", linewidth=0.2, alpha=0.9, color=\"blue\")\n",
    "ax_spectra.semilogx(\n",
    "    freqs_ds,\n",
    "    psd_iir,\n",
    "    \"-\",\n",
    "    markerfacecolor=\"none\",\n",
    "    linewidth=0.2,\n",
    "    alpha=0.9,\n",
    "    color=\"red\",\n",
    ")\n",
    "ax_spectra.fill_between(freqs_ds, psd_no_iir, psd_iir, alpha=0.2, where=(psd_no_iir > psd_iir))\n",
    "ax_spectra.fill_between(\n",
    "    freqs_ds, psd_no_iir, psd_iir, alpha=0.2, color=\"red\", where=(psd_iir > psd_no_iir)\n",
    ")\n",
    "\n",
    "ax_spectra.set_xlim(50, 1.2e5)\n",
    "ax_spectra.set_ylim(-100, -30)\n",
    "ax_spectra.grid(True)\n",
    "ax_spectra.set_yticks([-30, -60, -90, -120])\n",
    "ax_spectra.set_xlabel(\"Frequency (Hz)\")\n",
    "ax_spectra.set_ylabel(\"Error signal PSD (dBV/Hz)\", labelpad=-5)\n",
    "ax_spectra.legend(\n",
    "    [\n",
    "        f\"No IIR: $\\Delta V^2 = \\,\\,{var_no_iir:.3f} V^2$\",\n",
    "        f\"with IIR: $\\Delta V^2= \\,\\,{var_iir:.3f} V^2$\",\n",
    "    ]\n",
    ")\n",
    "\n",
    "plt.tight_layout()\n",
    "subplots_adjust(hspace=0.1)\n",
    "\n",
    "fig.savefig(\"./figure_iir.pdf\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:ylabel='Amplitude (dB)'>,\n",
       "       <AxesSubplot:xlabel='Frequency (Hz)', ylabel='Phase ($^\\\\circ$)'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plant_iterative = open_loop_iir / zpids_iir\n",
    "bode_plot(freqs_iir, plant_iterative)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyrpl import CurveDB\n",
    "\n",
    "c = CurveDB(\"plant_iterative1\")\n",
    "c.data = freqs_iir, plant_iterative\n",
    "c.save()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:ylabel='Amplitude (dB)'>,\n",
       "       <AxesSubplot:xlabel='Frequency (Hz)', ylabel='Phase ($^\\\\circ$)'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JETkTeAMwAx8rpV6oy/tpfI/JJHRv0YhPxvb0SN+6r4D7f1zJos37PdJLvRGXCpTB7aLIKbQxqmszTukQTYsmQcem4ccj3a80Pu6UHIKp98HW+XCgwh5V+s/GpyIB4YbrlsQhYPGvs+ZqTnx86UzxLxFZBvQBBLhTKZXtq/orIiJm4B3gNIz9lsUiMkkplVFX99QcO1o2CWbCjcZ2mlIKEaHE7mRzdgGj351Xtuw1e52h3LBiew7jJpf/118/sBUdY8PoFBdOYmTwyeeZuLr4BcF575afKwXKCTnbYOs82DwHVn7veU3RQfj2wsp1RbbH3OEw/sI0DQ5fOFPsXiEp03VsISItlFLLKl7jI3oBG9zij4wHRgJagJxklG6l+VlMtI8JJf2pMz3yd+YU8uk/m/lm4VaKbE4APppb/rbtZzHROMiPPomN6RwfQWJUMPGNgmgdFdywjCDB0AoTMzRuZXy6XQ6jPyzPz9kOX4+G7HWVr81ey8B/LgZ3De5Wgww1466XGVpmmgaFL2Ygr7iOAUAqhjdeAToDC4EBVVx3tMQB7ubAO4DedXQvzXFMXEQgj41I4rER5VpgBcV2NuzJZ+PefFbtzCV910F+Wb6LX5aX2/OYTUJqy0Z0bR5Bh9hQOsSE0SoyuOFt1rsT0RxuW+yZtmcNZK2E1ZNg9WTPvM1zjM8f/6tc14jXIWkkBFVhTHm8UnLImLlpjogopY5cqjoVGTOAZ5VSaa7zTsB9SqmxPrlB5ftdAJyhlLrOdX4F0EspdXuFcjfgCmwVHR3dY/z48bW6X35+PiEhDduI60TvA6UUB4sVW3KdzNxux+ZU5BYrsgoU9sP8GdzZ3Z9uTS0n/PP7gtI+MDmKCSjaTdv1H9EoZ+WRL3ThFAsmZWdD62vYEX9uJYv7RvuXURQQQ2FQs7K06VttxJVsYnDYbvZED6pYJbklCodT0Sig6mVKiy2f2Mw/2d581GGt/MMOrqH7fw+yMuVx9jfx7mKmIf4Ohg4dulQplVox3ZcCZLlSquuR0nyFiPQFximlznCdPwyglHq+qmtSU1PVkiVLqso+LKVW2A2Zk7UPbA5jb+WHJds9lr4Ox1fX9mJAmwbmB4xq/AacDtidDh8MrP1NLIHw0FZ4pikACUXfsCXgMiNv3EHjHtPHGaGKw+Np/b+pOJyqkvdp9qyBqPaGwPhqtKGJNvY3Q+usrL1OmPYApF5thD2e+4qhHt33NjjjWVj2laGE8PBOMFuq1wcnISLiVYD4UgtrtYh8DHyNocp7OYZL97piMdDWFXt9J3AxcGkd3k9zkmI1m2gXHcojZyfxyNnGMpjTqXh+2uoqBYq7W/zIED/uPb09a7PyOC0pmt6tGmM2SYMTLoDhviW2s3eLe4cdcrbCWxW3TStgLywTHkC58ADI3QX7NsD8N43ltDuX43B6eQneNAu+HAnnvAn2YkN4eCNnCyz+yPiMO1huW7PgbWjWDSbdZpznZRrLexoPfClArgZuBkqj9MwB3vNh/R4opewichvwB4Ya76dKqfS6up+mYWEyiYdAAePNsyiyPTd97akXkp1fwsM/pwHw+fwtHnmJkcFMd9m+mBqC65bDYbYYcVcqCheHDfJ3w2vJR67j1Y7l3w9shnHhbAmAG0vuRm1rgrTo48rbYhwn3+F5vV+Fpac5L1d9r5+uLf+ev1sLEC/4Uo23CHjN9TkmKKWmAlOP1f00mjM7xVZaKrE7nGQeLGL66t08OdlTCXBTdgGJ/6v8E71xcCIfzN7EhmfPargqxqWYrYbV/biD8NN1sHNZuXsXhx2ebnLEKj7wew0+dRt6Rn3gveCHg+H+TcbGvki5V+QjkZcJv9wCy7/BPOBb72WUgrQfoXEixDcMF/2+dKa4GZcVujtKqURf3UOjOR6xmE00bxzE1f1bcXX/VmXpmQcL6ft85bDCAB/M3gRAm0emlaWdlhTNGxd3JcivATvJHvOx57nZQvuiz1kbMNY4f2gbvFANP18Tb6w676VEiOoIp1WwaZn5XNXX7N9cJmxC8rdUzreXwBcjYPtC4/yx7AbhNsaXv1T3DZYAjPC2J5j+nkbjO2LDA1n/7FmU2J34WUws3XqAiz/8t8ryf2XsJunxP8rO7xzWFoAeLRsxsKEF7nKjGDeXNQHhhov8JyMAOKP4Bb7ye4G/HD3odOOndJlzA6z/w2s9HuxdXdlYcvb/VV3ezdV+hzVvgLrFaMOg++GUR+GZKM/yr6fAvYbXBJSCmc9Cx3MgtsuR23YC4cslrH0Vkl4XkX+Ax311D43mRMNqNmF1LVH1SWxC2rjTcSrKvA4rpWj1sLHEFRcRyM6cwrJr3/jbM4hX42A/Aq1mbhqciN2p6Nc6knbRISe1YHF62yB3Pe+hwBjWFrWgV7Fhaf/ZoRK4bAIs/MDQrKojAot2g831/zTnJeNTkbzM8u+OEqPMgnfgkczKZU9gfLmE5a5aYcKYkegg0BqNG6EBnssaIlJZ/dRFYYmDZ37L4JuF2wDYX1ACwGO/etcVOS0pmofO6kBi5MljYb//UIn3jKt/5/u1JphR7i3pgKt/6H1jnQoQh8kfc0n+kQuu/R2y0qAkzzi3HaqzNtUXvlzCesXtux3YDHhxqKPRaKpDoJ+ZZ0el8OyocvfsTqdib34x905YwT8bPF3N/ZWxm78ydleq59vretOrVeMTcrN+d26R94yWfdmwLM0jKTvfzfm3X2j5wO3iI/twrrfUXOfmvuiP+b8eBzF3uQiej8fsLIbivCNf+N1FldN2Z0B0UuX0ExRfCpBrS/1SleKy0dBoND7CZBKiwwL4+jpPrz3FdgfzN+zj6s8XV7rm0o8Xeq3ry2t60a1FRKVZ0fFE1kFDgAwtfoWpt/YiECiyORj59jy27CvwKLvBLc4M962D7LXw4ZCypGftlzPN0Yuf/cfVqA0/bg3inktG0MwvoDyxKKf8e3QKDH/J0Ox6p9fhK3uvL3S5BEa9D/s2wvjLDOPG4CNrmh2P+FKA/AhUtBD6EWgY+mwaTT3ibzEztENTj+Wwuev3ehg8VuTKT6vO+/XW/nSOD6/3pbBpq7IA2KxiKWzUgUBg/e581u72nAG0jgpmbZZbml+QYQhYgWWq3eFv2PkiD+/E7WzjAScHDpXQLCKwvNyhA8bx4m+hg9sSZNJ5kPHL4e+x4jtj873UoHLuK3DmYTTAjmN84Y23A5AMhIvIaLesMAxtLI1GUw8MbBvldX9FKcW3i7bxR/pu5rjc4Vdk5DvzKqXdf0Z72jh84/qoOmzYk8ePS3eUnRcU22kc7MfBQlulsv3bRDJ+0XYKSxwE+h2FM8zEIR4CpMRheHfem1chNt43Y4xjcFPP9PjUIwsQ8LTG//cdaNrBmJH0vA6CmlTfmePetRAcVdlhZcYkSJ8IF3xWvXpqiS9mIO2BEUAEcI5beh5wvQ/q12g0PkREuKx3Sy7r3RIwBEpuoZ3FW/aTkZlbFq++Ii/9sdb4Mv03r/mX9m7BbUPbEBMWUGur+y8XbCEpNgyzSRj17nyg3Ogyr8gOwOrM3ErXndKhKV8u2MriLfsZ1C6qUr4H570Hv9zsPS801jBoHBfukbwnt4rgqhVtPZTz8PeuitJIkvNeN44tBxhuYQ7ugLanGcaV3a+ARR8ZSgIt+0FES2PJLLQZ3FvBa9SEK4zjKY9CSFPwrxt9pqMWIEqpX4FfRaSvUmqBD9qk0WiOISJCeJCVU5OiOTUpmjtc9ielFNsdfLdwm0fALm98u3Ab37o0xqrLGcnRDE+J5YVpa8g8WHnD/OzOsQxsE8UHszeRX2wIkGenVnax16uV8Qb+3NTVRxYgXS/1LkD63mbMQACun8lZH5R7GX7gp5Vc2NOLKxNfCZCKbHULurJwo3Hc4Vpy/PVWsASA3dVfebsMx5FNO1Sup3SmkzAQxk7xTdvc8MUS1gNKqReBS0Xkkor5Sqk7vFym0WhOEPwtZsb2b8XY/q3KPNEqpXAq2FdQzNZ9h3ji13QyvMwMjsQf6bv5I72y5hhAh5hQ3rm0Oyu25wCQV2TjycneVZhLrffXZFVDO6oiIdGGr6tul5e7eo/rzuqSaths2CsIPV8JkJre912XUkXP6+DsVyqX3zK3TprhiyWs0teB2vlJ12g0JxwiglmgaWgATUMDmHqnp/t2pRR5xXY6j/sTgC7NIwi0mvh3035C/S3kuWYT7kQEWck5ZOxvbH5+eNkGfkiAMUzlFdn5bN6WI7bt52U7GN093jiJ7QqZyw9/wQWfGy5IojpQbHfw2l/ruWVo60rFVmfm0rFiYlEFoXmsBEhVLP4Y1hw794C+WMKa7Dp+cfTN0Wg0JwMiQliAtUojyarYuq8Ak3i6wg91CZAnJnnOPhKjgtm0t1yV98trenHlp4u4Z8KKcgHS7fJKAsTpVHhYxMR2NfYUgO8WbuP92Rt5f/bGSm076425/ODXjp4mtz2iZl09C7UaAjxzxOesU/J2HbmMjzhqyyIRmSwik6r6+KKRGo2mYdCySTDNG3tqIIX4GwKkVPtq9VNn8tPN/fjppn4e5dz3PjbuddmEeFFDzqmoxeWm8bSvoLLl+1uXlKsDL3C6GQGGxIB/mGfh5j093dW3PcM4Bh0Hdh6OyrO+o8UXS1iHcaiv0Wg0R0eAxVMtN9DPTI+WjQCYfs9gvEVVHfbKbADmXBBPRd+9+wuKq/Ty+taMDZXS2seE8sQ5STw5OYMP7SO4w/KLkXHf2iM3fthjcNpTEBwJL1VeFjumOO1lURV9xVHPQJRSs0s/wALgALAfWOBK02g0mlpjMknZRGJsvwSPvDZNQ2gbXa6imvHUGR75Dy6NqFRfxU37VTsPUmRzVHl/q9nE2H4JnNUphkM1NW2LSTG0o4Ija3ZdXVAH7uV95hxHRM4GNgJvAm8DG0TkLF/Vr9FoGi6lk4xOceGHLVcxlsqCTfvIb3MO15XcW5ZWZs/iYsRb/9Dhsd+rrLOVyznlLUPa4HQbMqemZVbtq+t4xHQUBpZVVenDul4BhiqlhiilBgNDOYbRCTUazclP01D/I5aJbxTocb5mwJtMdx7Zo9L8Cs4pAQ8lgCB/zwH4lm+W0fu5v1mwcR8HCkq4/sslJDz0GwkPeTe05LSnPM/PevGIbTre8aUA2aOUcl9A3ATs8WH9Go2mgdM07MgCZO4DQz3OL/2osjPJdREDKqVNSTu83UdQFS5SLvnoX7o9/ZdXT8ge9L8THna5ZrEGGxblF1cRHvcEwZcCJF1EporIWBG5CpgMLBaR0RV8ZGk0Gk2tiAj0O2KZig4gS/1ZufPL3maV0o5kRV+bUMN7cosoKLbzzJQMVu08WLlAh7Oh12HC7x7n+FKABAC7gcHAEGAvRkjbczB8ZdUYERknIjtFZLnrM9wt72ER2SAia0XkjMPVo9FoTg5KjQqPxJGcCE9wDD18AS9UNQM5HL2e+5vkJ/7g4382c8H7VXl68uKg8uYTwyuUL0PaXu2ruirwmlLKQ1VYRJKAizG8ADcDpotIO6VU1aoUGo3mhCe4moN4QpNgNmcXVJmfzeE3471hPcqAXIVVaXp5UUMmrPIM6XjEl1pYrUTkVRH5+RgYEo4ExiulipVSm4ENwBEiuWg0mhOd6sYnee/y7pzbpfIgXF0BVF3OTokl/ckz2Pz8cI/004pf5KLixyqV927g6M1Ffnla9g0ryWnS9egbWwf4cgnrF2AL8BaGRlbp52i5TURWisinItLIlRYHbHcrs8OVptFoNHSICePNSyoHlFr62GnVruNWL/6wSlnlTABgcPsogv0tiAgX9Igvy1+v4lmoKnnOYvjb/xpf4nqwL7+Y1v+byqEQw63+Q7brysp1ffKPsu+pb66i684HKIp3s7yPLg9zXC3uq2wg6Qt8aZZYpJR6s6YXich0IMZL1iPAe8DTGOL4aQyBdA3g7TXEa6QbEbkBuAEgOjqaWbNm1bSJAOTn59f62pOFht4HDf35of774GjuHR0kLPhnTrXKCtDTP4tZs7Iq5SUUfVP2/dDOdczKN/xmndpI8cMR6i3GjxHFz3CqJYHXn5kOQPK0VvQzPcw8ZydesH7sun/l4Wzu1iJOc02g2m+9l2L82BJwabWe57lJK+jXzLdW6OBbAfKGiDwB/AmURV9RSi073EVKqVOrU7mIfASUOrTfAbg7548HvHoQU0p9CHwIkJqaqoYMGVKd21Wi1I11Q6ah90FDf36ovz64YO8Kfk/Pqvm9fy+3yVj4uLHM1CVjXpmL+Kq4vE9LhgzpVEV95e+vqampHsaNd7GO16evP2zdq1Qiq9LKzxUm5jk9ZxRFVNY2e9B2A6eZbzps3e7sUo1pJvsB+HBlMf+7tFpDbY3wpQBJAa4ATgFK9eaU67xWiEisUqpUOXsUsMr1fRLwrYi8irGJ3haoOsCzRqM5oXnpgi68dEEXn9T13mXd6ffCjCrzf7q5LylxEdWqq+KWTKD16PdYfnIMpJAAeha9ywFCytL3E4ZNmbGKA+USYteX3MNl5r8ZYl5RqZ4Nzjiusj9EI2oRI6Wa+FKAjAISlVKV3VnWnhdFpCuGINoC3AiglEoXkQlABmAHbtUaWBqNpjo0izAs1d+wj+Iy89+kxIWT5rLR6NWqMT1aVuVqEcICLOQWlXu1bRUZ7NO2JRSVGxbuJaJSfunSVqkA+cuZyl/OVNaarsRfytt1VcmD/OdsQy6+bV9FfLmJvgK8PPFRoJS6QimVopTqrJQ61202glLqWaVUa6VUe6XUNF/eV6PRnPy8Zr+A1OL3SYwqH2QtR4jlntysfLnKz2I6onFhdDUs52tCuQDx5IKSJzzOZzu7VBIeh3MYWVt8KUCigTUi8oeOB6LRaI4neiVUPat4blQKl/cxnL6bjyBAHjqrPO74I8Mra1lVXNL6465BNWjlkSmt3llh6F6pWnvMXrxxpGerDb5cwnriyEU0Go3m2NMjoVGVecH+Fs7p3Iyv/91Gk+DDu0rp0jyCz88MrvZmfoAP9kTcMYn3GUh1MFfThqYm+GwG4h4XxBUHxA5c6Kv6NRqNpqa0aWpsQjcLP3wcj16tGvPMeZ14+jwvmlc1oKJRud9RWq9XZI7D0NZSXi0ZDo/pOJ+B4NrwvhRDcGwGfvJl/RqNRlMTerRoxIY9+ViOMJCLCJf3aenz+5tMwuMjkujfJpIzXq+eDcrhuNF2NzH2A1Q0hWvZJIit+w4xungcxfg+cFRV+CImejsReVxEVmMEktoOiFJqqFLq7aNuoUaj0dQS5VrsqfjuXQerOQCc162yQ4xrBrSifUyol9I1p5AANqvYSulO19TnkZuuIl218sm9qoMvZiBrgLnAOaXxQETkbh/Uq9FoNEdF6ZJSRYFhFsHuzYnhURIdVsOQtz7C6bK8axp6bO/viwW6MUAWMFNEPhKRYXh3NaLRaDTHlFTX5nmbpp4zgFLPujH1NOBXh0+uSq122ZuGGH67IkP8ef/y7pXyv7ymbnzNHvUMRCk1EZgoIsHAecDdQLSIvAdMVEr9ebT30Gg0mtpwYWpz+reJJL5RkEd6aICFQpuDT8f29Pk9GwVZOXDIVu3yd5zShjdneDo7dA+lezhev6grjYP9GNQuiitcezhndopl7gNDGfjizLJyg9pFVbs9NcGXWlgFSqlvlFIjMHxTLQce8lX9Go1GU1NEpJLwcKdJyJEjHNaUqhbGptxeOYwuwF2ntqv1vYanxHoVDs0blz/zTzf3rXX9R8K3OmYulFL7lVIfKKVq7QdLo9Fo6grf736UE+Sy/fiswuwmpgpVYpNJmHP/UAa2jayUFxVa2ZL99KRoACJD/PCzVD2Ez7h3MOlPnnFY1yxHS50IEI1Gozmeuf+M9gBEBPle5fXb6/vwv+EdGNqhabWvadEkqMxa/pr+5VpUA9oYQuXGQYllaaWC6PZT2h62zsSoEIL9fe/C3R0tQDQaTYPjwtTmbHnhbPwtvrUUB0iIDOaGQZWDUR1J6as02z32+gtjUph13xAPFypX9UsgKtSfMzt5C6N0bKlb8aTRaDQawFMweMObyrG/xUxCBY+/raNCWPyI72N71AY9A9FoNJpjwJGWk6oyejye0QJEo9FojgPKZyAnjgjRS1gajUZzjHj5gi5kHSzk5T/XVcoLCzQ29MMDvW/s/3hT3zIDyOMFLUA0Go3mGHF+j3imrNzlNe+qvi3xs5i4pGdzr/mph4lpUl9oAaLRaDTHkNAAY4YRFerP0yPL3cdbzKYya/ITBS1ANBqN5hgyqG0kr17YheEpsT4POHWs0QJEo9FojiEiwuju8fXdDJ9wfO3IaDQajeaEQQsQjUaj0dQKLUA0Go1GUytE1UFUruMVEdkL5AAH3ZLDD3Pu/j0SyPZRUyre82jLV5XvLf1IaYfrj5O1D+rjN1BV22pb9nD5ug90H9RmLHA/b6mUquw3XinVoD7Ah9U9r/B9SV214WjLV5XvLf1IaUfoj5OyD+rjN1DTPqjt8+s+0H1Q3eevTp9U/DTEJazJNTivmFdXbTja8lXle0s/UtqR+sdXHE99UB+/gZrWXdvnrypP90HD6oPajAVHvF+DWsI6GkRkiVKq+kGKT0Iaeh809OcH3Qeg+8CdhjgDqS0f1ncDjgMaeh809OcH3Qeg+6AMPQPRaDQaTa3QMxCNRqPR1AotQDQajUZTK7QA0Wg0Gk2t0AJEo9FoNLVCCxCNRqPR1AotQDQajUZTK7QA0Wg0Gk2t0AJEo9FoNLVCCxCNRqPR1AotQDQajUZTK7QA0Wg0Gk2t0AJEo9FoNLVCCxCNRqPR1AotQDQajUZTK7QA0Wg0Gk2tsNR3A44lkZGRKiEhoVbXFhQUEBwc7NsGnWA09D5o6M8Pug+gYfbB0qVLs5VSURXTG5QASUhIYMmSJbW6dtasWQwZMsS3DTrBaOh90NCfH3QfQMPsAxHZ6i1dL2FpNBqNplZoAaLRaDSaWtGglrA0Go0GAKUgKw1iUkCkRtcF520kfWdXkpqFI27XKqXI2LaPjgvvZ0PC5WzekEFC204c3JaB397lpFz9NmZ//+q3x5XmbJrMpJW7EAUJTYKYu34vyebtDB44FNPejMrPoBQqcwWbsgtI7NQXMdXdPEELEI1G0/DIWgnfXgyXjofYLtW6xOFw8MOvkxi58n9cv9TGQ9dfTKe4iLL89J0H2frpFSTJfBLSfyERxaG1/rSmCDOw7r1s2t/5s+dg73RC+kRo3BrGX+LZnqw01IQr+CHxWR6aZ1zjbxESHZs5x/o6y/IfIHXT23DhV4YQyUqD6E6QPhH7bw8RWVTAjv3P0bx9N4jpXDNBWU30EpZGo2l4KNc/qvqXvD9nIwVLvyZAFXG6+rvStev35HJr8TVk2wIx42SVtOGtRk9TYDfyW+XMQWWudN1fQeZKSP8ZJt4AG2dUbk9MCpsGv0P6iiXcfUoCl/WMY1TnaCwmBz/JKeQFNkdd8KUhNFb9DN9fDvPegOnjsLTqTxgFxP/7hCEos9Jq31eHQQsQjUbT8IjtDJdOMI7VZFCbKFbRDieQJu0q5QvCa+aPibQU4hTootZz18EnCXOt84iyszErxzjJSoMJV0DjNjDqQ+h/Z3l7SoUL0MqUxTjHm0Tv+IOvF+9kxX/z+cr8LHfKeFL/GcumPXmwexX8/ST0uBqWfgap18DmOcZ9ks+HU58y6lQ1kJbVRAsQjUbT8BApX/ap5sCaHBeOreMo7rTdygZHXKXrnE4nHzmHUwxYFORaowhS+eBaObIIBG93DewxKXDBl2AS6DQazGZDeIiUC5esNFY3HsbD6nYeXNcWgNayixApYiVtCaaIVrkLjRnIRV9Dvztg2BPQ7w42nfEFP5jPxpYxmaLJ96G+PBd2rfBV75WhBYhGo2mYuA3U1WF1Vh6LN+/ngF8cb5lfJ+BAhmd1uSVkqNbMtycDEGjPxhEUa2S6hIgtNB6Uwpm5kllrd6O+uahstlFGTErZvkaH2DAsnc+jdKguFVkdTJn8YD4L++LPjRlITApk/ALTx8G8N0iUXYwyzWN71FC+K0yFolzYt76mPXREtADRaDQnN6VLQhVnGm4DdXXoEB1CVKgf84pa8m7kYyQm9/HIv3FwIu0iA1lIexRgVop0Z2scCmN7Q2Fsmq/6mcKvL+Xn6bMpsjmMgd29bSJls5HfVmXxzaJdpQ8CwEEVgBOI7jcWyyVfl8+k/n4S2p8FM5+B3+7BYsshcdt4LrPOBZzgcNai8w6PFiAajebkpqqZhttAXR1++W87q7IKAWHCrsas3p3vkW82m3mwm41rzdNQgNPkR2eVjnKr3lKwi4Kpj+F32uP0790bv+HPwoynq5wFnd0phuGdDA8iSbKVR/x+YKJjIHkOPz6Zv5XN2QVGwZgUYxnrtGch9Vp29HmafPxwmgLw63AmgkAdqPNqAeJLqnrT0Wg09UdVM40a/r3OWruv7HuvFuF0jAmtVKZ/v8Esls6YAKXskDwaC2AHCiSAX3Pbc1Hubfy8I4gBy+5lV04RXPhllbOgNVl5HNy8nACzYoO04M+AMznLvJiX1KU81G4niTNuMp6h1IZkzSRY8gnxh9IJFEGcRagNf4M1CJq0qWaHVR8tQHxJDddUNRrNMaCqmUbmSvj2wsp7EFXw6oWdadPEMARcmZnP6sy8SmWu/3o502xdsAFW5SS7oAS7+GMBTErxz6b9DD/tNMaceSa7etxP0yUvGQtTVcyCOspWPvB/gzuSi0mSbZx2aAp+4uCmhH0krXkL6XG1sb9SOu4knQep18HK7zGpYg4pCzsi+4OtEPZtqG6PVRstQHxJDddUNRpNPSKuf6ppX2e1WhnZNd44UaC8GJFcHr+PZy2fYjWKsMW/I2vb3ogTKMbCgDZR3Dy4DWuy8nlxSRGL8sLZlr6YjcvnonatqDQbWq1acl3hHby40p/8sLY8Z7+UcbYraZo1CznlMUPzSgEXfGHcMSsNtXI8NrsNJ+AvDuL3zgW/YIjUM5DjmxquqWo0mmNAlZvoneHS741jNYkJ9wPgugEtSG4WXil/2S7XrESMYaBby0b4dzyNAwQyx55CdGvDynzPhsV8qp5kgEqjxT/3EvPLGOxfX1hp9SKpWTgXjjgTf7OJ4Nz13G/5gZ3mePYM/xgG3AV70o3Zx8aZ8P0VsPxbKM7jY3UOxZbGWFDgOAROW42MJquLFiB1SX3tiei9GI2mHB9togP8vXovAGsy8zz8YJUSHJfCUkd740TB2vVraNO5PztCezPS8i95vz3IhMlTOBjYmtWO5mXXBVGMpff1lKtrAUohWWmYMVHsUKxytuRe7ubiHvG0jgoxysSkGLYfSz+D7mMNtyip13J5bBZB9v04ADsC9iLYML3az1ldtACpS+prT0TvxWg05fhoEx1gZ84hADbszUd5ue7mmAwGW9PJbdqPEmsoHfufh+xJJzl/LgAXmWYxaOnttFr+PD2tm1kjzciJPxOxBhsraROuRGWtJH3XQVTWStSEKyjauRwAhxJ6tGzM0OV34vjmIuPvW1yGiBd9DW2GgXIiq34kbK9hNGgGYxYCVHutrgZoAVJdjvRj85ZfX3si0Z3glMeNo0bT0KlqplGLF62r+iYAsP+Qg4zM3Er505x9uLPkNnrvupWtI8Zjiu8GMSlsjRtjNMVkZWePh0lpa1iWd2AXIbtmo2wF8O+7cMrjZDhbcvPXy8hwtmTTkHeZlpZFn5aGxldgfAp5o77Gctn3lM1WSp8vJgX63AKYoMuFCJR9wAStBtek16qFFiDVJCR/s/Fjy1zpXZB4+zHW157I7lUw4ynjqNFovFOLF7ysvBIA+rVu7FWNN7FpGH/QjyK78PWWMONvX4QN/h2NTfWIfvTo3gvn/LfLrtnpdC1H9b4ZmrQmSbby3mXdSGoWTquoEN6xvk6KZQfgJP+/n2jZsafhon3ClZ7jTeZKmP+G4R4lLhWFCZcNI+CEf9+paQ8dES1Aqkl+cILxVg/e31qOFw2sUqdppVoZeh9Eo/FOLV7wBrdrSoAFFm/NYXVWZTXepGZh3Da0Ff5mGByWiXIa1t/dLRsRoN2Bv8n4ZyIzHB3LrmnJ3tIGwXcXI99dTLJpGyJChrMF1xy6g082hjHCtIAHC1/lpy/fNP6uK9qP7NsAxbnQ51bYtRRweu6btz2j2s9ZXbQAqQ5OJ823T4S/nzLOjwdBURW7VsDXo2HvOvjWi58djUZj4HRC2k/GsZp0io/goZ7+fHpVT5Jiwyrlr87K45uFO+lk2UGHObezadW/AKQ3Hk4JYMNC/JqPaR9YUnaNCmgCiKEWfNrTcMn4svFFxES6swVOhE2qGTmEEC/74LuLjKmFu/Br0gaCmkDrUyC+JwAlpkbg39jIz91Zo+6pDlqAVIdVP9Nq81fQ/SrjjaX0rcX9B5iVZvjjX/WzcX6staCUMoTHhulwKBsWfmCka41ijcY7q36Cn64zjtVEREgIt5AcF+5VCyspNoz/nd2BjdKcVR3uoFVSLwCsW6bjB1iwE0YBcYVplK4vOYv2sYAU7P++C389VrbsZdQXyiM97IAiQyUwKfYu+h34GRy2yj60mnWBKyYa41NUeySqIwHOA0jxfjBZoe2pR9FZ3tECpDo0SsRh8oeEwYagsNth7muQ9iP8dC389gBkrYa2ZxoOzdIn1q0WVMUNe6UMwfX1+TD7JcAEu5ZAaDw01RvpGo1XHE5A1djJoFLK0JLy9oKoFBEH19CB7SSveZPNGYsAaLdvJmC8z9kRTMmXGD6yxNCU6stKLMoBpz/jsbohu1cxesPDdJItJMlWtjQ5hax2V6B63wx/V/ChpRRkry/fjw1sWp7X9co6WTXRAqQ6bJ6JxVkEv90Ln5wBX4+Bv8dB2iQQMyz9CH69ARZ/AG1Oh0aJMPh/sH46OBy+b4/7bKc0lvL0cdA0GZxFgOsPYtcSI+KZRqOpzPZFgHIdq8+2PKehJeVFC2vTqn9pO/tWRnWP5SHL/RQ2NvY6GjXvUB4XBEXx5n8qLQ5IWDwkjfJYllLRnfil3fM4gfesrzB0+R1ELnsZ+/x3YNjjnkIhfSL8fD1s+Bt6jIVtsyEg0shb9mmdjAUnhAARkTtFZJWIpIvIXa60xiLyl4isdx0b1VkDWgzCDrD7P7Afgi2zjPQNk0HZITi+vOzyr409iEm3w4wnYdpDkLnC+7JWbQ3+YlKMDf3fH4Z/XoPG7SEiEbbMrFBQwZT7YMtivZl+nHDYt1dN3VDV31lcD89jNWkRauK9y7t73QNpldybtYPeJjuwHU+M6FhmrZ6ZW24JbgcCD232ULMVv3DYmwH/vO7RzoysPN5aFcjANk2Y7ujOUEsaf9KXrWd9Zdh/iJQvX0ckGL6wln0O4S3AFABF2aWd0DAjEopIJ+B6oBfQBRghIm2Bh4C/lVJtgb9d53XDqu+xuJ9boz3zC3aUf7eXQHgCOIuN87Tv4cvRMPsV+HwErPzBECa7VhhLYKXO3GoiTESgSWsozjOmsV+eDVtneS9bkgOfn27s1ehBq95ZtnYHe945mx//WUv6TkOQ2O12npiUht1ur+/mHb8cjXeFquw91v/heawmIkJyM+97IKt353PnLCe/zfibpr/fgLhU6Q8VuTbNFeQSUKZeqwDl1xgcxcbZgrcgq1zxJSk2jC/ODuKh3Ocgphu/2HuzteWVJOYuLN/8z0ozxpGvRkL6T4YKb9J5HGh5WrkWlliM8Lk+5rgXIEBH4F+l1CGllB2YDYwCRgJfuMp8AZxXZy0IaOJ5btt9mMIO2L2s/NQUAoXZMPsZKD4Iv94Cy8bDx6fBr7fBoVz48wmY+ZIhYNJ+OPIficMBc143ZkNRnWHn4iM8gBOm3gu7lmsXJ/VM4fgLGGJJo+PvpxP6bldmL0jjrrencefCU7nr7Wn13bzjl8yVxsy+NlqFVanYtz/L8+gDkmLDuHFQImtoybLeb5TdszAwsqxMY4rwWNgu2Y9yFKEiWoElwMNnlQCtGweS3WwoI/e9x7nWhVyz9TZkxlMw/83y5zvtacAEHUdB+kR2zPuWkdsup8jPFRFR2WFzxRWKo8dy5CL1zirgWRFpAhQCw4ElQLRSKhNAKZUpIk0PU8dR4dz+L4KnL7JqKzcVVlCdc9pgyq2U7VOAsfRUuvw08RZwKmja3hW32U1PvfQtbMkXsPYXI23v8uq1oygHfn8cspbCiNeh8wXHl9PH0r2cmBTPdpWUGDM4qxUu+R78/Hx4S8WqnTms2rqXF//ayIXdmjJhcRYH7A5uNP9CUw6wh1CGsYI04hjMOm77cyRxksVlzCSLcIJwspBEBrOBO5w3k6HakiTbyFAtmXljMs2aNaPPE9N43PwuHznP5hPTFrBAsuUgAE1/G0h/wGKB1/ZeTsJDbwEVXliw85j5Va5kOW0drwPef+qhJsjzsh88OCEYe0EB8/aWpzUONDP7nv7M3JTLiJRY8vPz6fzcXAItwsIHBhAWVnl5prbk5+cz4JV5/HNvf0JCQmpXSfZ6OLTfODbr4puGlf7OfPx3MKhdJCaTMGhQYlndq5uOIHnPz1hdZSoOvAqQnM2oXjcisS7njkoZKwdT76VJUS4v2sbQ3JrHJfwOzVINpZ5SS3QxgS3fUONFEcde3mu3iYDVma5nNEOroT59TgCp6VqsiAQDRUqpOtgdrvKe1wK3AvlABoYguVopFeFW5oBSqtI+iIjcANwAEB0d3WP8+PE1vv/aWZO4QX1Sy8bX/BInpeLFTLGEUxTUjIOhHWics4yQos2AOirJ7wTWtL6DvfGn1OiPJz8/3xgAlCIkZz3Ru2eQG9qewpDmYBLyQxJr/ccYkreJ5OVPk+/XFHEcIq3biziUoseiy4lw/dQO2WEz0L5Wd6gZllp2sN1uXFu6GtXWcQ/rza+W1Veaf7jrD9eeI61ybQVaur7frc4FQnhJvmOM80EyVApHr9etjqqOl1MhMjK45hc6HDTf8Qvb488Ds7lGl4Yc3EBK2pOkpTxBfrhrGUcpWq9+n/g9v7Op+aVsb31Rtesr+zvwwtaDDl5aXAQCl3f0o3esBRFhcVo6d+39HxZx/QZK/b27utIOTKc3e1LuIdlvF/khrQjJ30ynFU9icpSwImokKyydERFOc84hPnMaDkswKzo/RX5Ya3A6idrzD5SU0G7Te5RYwvjUfgq38iMCOMXCf11eID+ibY36rpShQ4cuVUqlVkw/ogARERNwMXAZ0BMoBvyBvcBU4EOllO+jtVfdnueAHcCdwBDX7CMWmKWUOuzYkpqaqpYsWVLje854pB9DLem1au9RIR4H3zPof9DhTGMT/qtz4Mop4O/vtt7sNN747A7Y8AfphbEk21bC3i1QssOzLnMAnPUqrJ0GedlwaBd0vhSatjY0S1b9DNmbKFn5G7Z9K6lqHlFxoKztQH68cCSBcaxQgKMGWyyZhDDI8ToQVEct8qRNY39uGdqG83q0wOQt9GrmCvj2Yrh0PMRWYwbiPqNd+SNMvB5GfQRdLnDVtxK+ONeYmY/6ELpcWO22zpo1iyFDhnjNW7Uzhys+XojNoQgOsPDp2J4kNwvnhwUb6DhlOMkWt+Vv1x+2A0OVV2FGRr6HzBgHl3xnFMheh+33RxlXeBGPmz/loN2Ms8cNxIQFwJKPDHf0sV3KZyuTbgN7ISp5NJtaX03ipJFI6WrHKU/AoHuq/ZzuiIhXAVKdn/ZMYDrwMLBKKeV0VdgYGAq8ICITlVJf16pl1UBEmiql9ohIC2A00BdoBVwFvOA6/lpX9y8OTYLCehAgyuNQI+wY/7nuxqqVBNGc54xPKc9XvQqogKTStnhrkL0IJt/imTb3eSPr++vKBlErYK3Gr642g+4x34N2rUdYMPrWCeVr2zbjGdyfw10oHnRCsLkj2FaXC00pq/KI2CqcePRX6X90hbX0mvRpc/JZz3WV0u1AR8c7gG+VHjfsL+aen9K556fKf2e/XBxH10iFKjnErIxM8rKaMKJLM++CppSdy+Hr8+DyX1ybzcrT4jy6E/S9HRa8U67J5IOlrORm4Yw7N5knJ2fwyFkdyjS1/lkwl/7m/LK/S8ToSxRYBGyYseJAVnxjJGZvgJlPwwVfsuX0j4n65Vus9nysiSOIWPYKDH3UEB7RKYYwdDphyj3GDzAyCel9K60PbKJsqTwq2XheH1Odn9SpSilbxUSl1H7gJ+AnEanu7762/OTaA7EBtyqlDojIC8AE1/LWNuCCurr56a3ssLoaBY+jvelS4QEclSDySVuO8CurarZR8e29koCw+mE98xUICACTCWun0XC4QeUoOdybJxgaKaV3L0lLwz5+gMeMyvpMDsXzP0f9dReBZ76Otf/Vxh/+ih9g11KsZzxX7VHe4w9OKVg4BX6/3LPQUY6H1gp/1Qrjd7XeeqtHeqkAtQF2LGwfPo3Tf3bbcKGIKeYnGOF4EgiocTvOG7+TNWMO4Fecy09/z2GK08Ed369geJtA3hw7CIu3Pts805hdbJ5Z/sPJ2Vqen5UGiz6ATmPgz8cgsh0qtjMZmbkkxYZ51bCqDiJCYlQwIkIr1xEgMak3z825ktcs77nZgxjLORbA7Hr1UFvnIUMehsatYcgjsHcd/gcKuFhN4Ts5ky6DXqNRqx6w9HPDsnz3KkPDrNtVUJILZn/IzoBvz4ezXgRTICgbZK+GNb9Cyvm1eq6qOOKv1ZvwqE2Zo0EpNdBL2j5gWF3etxRzn9uwrZ545LfDWv7BVhrYfTTSK+pfze6wswIrWIa9agykubnwumv13hIKfW/DOvg+bOmzUBPHoLBgvnstlsjIw1R4/OCXksLBbW8QtuhOFGDr+wRWEfz7XgVhYfgnjzIKmkzQ7SLjU1tEoM850Odg7a53OAzPCk4H7FgLm7y79ihVJKnq78AKWLHTbuppbPEiJ7ZY74QntoMISimWbMzigo+XVS7ohdE/H+ALazCbVGxZ2tQNhUx99A9m3ZRMQkKC5wV9boesVdD7NsNdCUBelufD2EtgyWfGhoTTSUZmLjd/vYz3Lu/uNdpgdRHXQCBuA0KLqBDWo8onOa79Dz/Xual0P0TZDe2q+W8Z30sOEWsNIR8Hw9RCcvevMXxdtTmlXKvswq8gKsl4kQiLM3xetRlm1Gcyg70Q/ELqRI33OFidPQGwWjCG4hq4PGjUHg6srVZR8fimyhP8oqHEu8pwxdmFt7xjKTyUlK/lOgGLORzaDMV6/seVX2W9EREB4yoPgNYup0KXWg6M9Uz48Kuga1dk/waCkkcbiSYTpIyp34ZVxGyGIfe5JXxauYzTCV8/jn3TW9VeZqtMHjwZAYD0vIeeZz7KlhfOBsBut/PA94v4Oe0AAEMSgnntoi50+7/5AGSoVlxle5gM1bJSrUPeT2fLCwmeiRm/GJbZTZNh6xxAoGWf8vyYzkZ8jDW/gN0Ga34nadhDVRoIVhelFBv3VvbSmxgZzBrJdu11lP+J59GYMLUfO1DiNBFkckKn82HVj2Dyg6F3k+lowmsz1rHW0Yw71y6n3cx34OLx5Xs8sZ2NZax/3zc0sa6aAiYTzqgkNsedS+LWb5HOl/hOe82NI44xItJXRCJ8fucTCgH8QKwceZphhoAI4w8yKBJGfgjdr61czC8Mul1t1NntWhj9MTy829DjHvwohMTCVRPgxrnw2H4Y8hiIv3GtJaLcglWq/pQWqrJMUAvEr2nl9JAExBrltT7vdZkxjfwQ6+MHMN04F8sTOfDYNrjki+oJj5MVEYjraiwb1OHS2jHBZIIrn2HekF8NQe/+eTDryNdXZPGr8HRjGBcOr/TCsms5r17al1fGJANwTo8EGjVqxPejqjfjLCgo8Ewo/f1HNIfLfoZeN+DseB6TVuzE6XQas6CmyeXxMjImlhkIArX2FpCRmcuzv63B7nAa3nVd/LNxH6XDrbj+2WiL4pGSUUYbxMr+6FMMZZTgGDBZYPiL0PY0Yhc9zUOW77irxXZO3/YaOO2wf4NnfKLoTtBqgGEbtuBtmHAFc/6ZyZ3rkygxh0KLXjV+lupw2BmIiDwNLAbuAo5ijn2CoxROsxXOfQtythmbW4Dxgyj9CbpmKBY/GP6ysbbatIPxhtD1Quh+Baz4Flb9AsnnQbfLjF/Sht+h51XG20HmSsj6DwbeDR3O8LSJGHwvtDvNuGb3Wvjl+iqbW+2VtN5Xeb55OhzG9LnfHeWqkk6n8SbXcSQZPz1P8gWPGOmllu0iENWu3ENxqQ67puEQGOh19sjevfBONZZN8tbCp8ZqdIsWDyKkYDYZv7/evXtz1pp/2bpmCZ9YX+bJoEdZbGtB9/gQ/lp7oKyKlKdnsfrJU/H3d71kJY+GgzuMv8OMX2DJJyyyJXLHgubYbDbGpCaQlV9MjOt61bgtyulkSlomCY0CufqLpXx+dSop8TVTFkiKDePRER15bupaTFL+0jCwTSTn/TmCC/iT1pYcAFpZshlmX2koOGAjfu9042937otgDTD2QbLXozAznZ6M2f89mE3Q+xZUx/PY5Iwlce86ZPpjho1Uvztgw1/Q5zbI2Uy8PYBQPzO57UYTNeMZiOrg87/PIy1hzQMGAet8etcTEJMoiGzn2oQS+OdVsBVAh5HGNNhkda2rFlP2ql6KCMR3M95GW/QxogX2uMIQEJdOKF/LdLeYrbiJJ1I+BY1OMQbvFd958X9VBWKGfvfDvJeM9vkFVHbvbDYbwsvjwcuXXPZGDyx/k+5SZzoLmpOFqChPwXLgALyRcNhLUrf9H+vMwGRgshnu3MipyTF8ssZGGHmM7hTJ7e2SSZzQl468BBj2GE7g/PfnM/nOoUZFe9INn1BthkH7c1AJg3l4peGz7rO5mxiTmkB+s0HYlr6MVSA3Zy+zV+7ijvEriA+BfQXw58oddIqLqNGGuohwTpc4WjcN9VgKM5vNpJi2EWXOwYmx51GIhf2E4QS2EklLDmAGY9Pb5oBNM2HRR+zrNJZTl3xIsc1GTudbiFn8IZvCe/HlbzN41Pw1VpPTULnfvxHG/mboa0+6jdbWIL40FWJZfQiGPl4n3ngPK0CUUr8Dv/v8rica+zZgth8yIn7FdTV0qdsMM6aREa1gwx9g9jMG6cG3G07OSv3vXPhVudQXMfIi25YLCfc3guq+wZduvDZtD18sBZsN/IOgaF/V13S/BoY9CMnDMfZZxFgH1miOFY0aeQqU4mKvquPlSlUOeCMBS/OvuN70G0Fip+nqT0lOuxNlP8hi8530dJQb+DYLd9u5b5oM3ccaxz8ehk1/c7nNzNOMLVta2pFXTIwyYcVJcaM2rN1p/P3syDeqeHvONs7s0oLkuJptqLsvhZWS1CyMEXEFBO9xLWQJLLK14xzrYuxOaEU2iGt/pMd1EB4HiUNh0YdEN2/LUsfDdE1/jvXOSKIVJEomj/hNwHL6s8YKQPZ6+OVGGPm+sdJhL0Tie2HdvtCwUm/U0idqyhXRm+jVodNoVq9eTXIn10Zo6dp2XFfDSMleDAPvh3anlrseqcr/ji+XeZp1gbFTYPk3hkpiVVgCoPvlhuCpg400jaZW+PuXC5QNG+DrHuV2Em4M334FpdvSHQrmQ2ALIIeDZSobxqy4SYh/+UUZE10RRBWOIePYtm4Fn+VcBQ4IDzIETWRiD96ffh63Wabwt/8w3pnraRyrgKLiIqD2GlmliAgzzf0x2U9lrHU6JmAp7Vlo68j9lh9xiKGAUhTcgsDY7vDng4arkt43Yf/rKTYXdKK7yuXLRVug772kJo3CT0yQPMr4u45OMRp8YCtsmmHsobQcCFtmQ9JoI1qhj2xd3KnOJvoR71idMic0JpPn8o27Z9BOo2HMx8bST2yXcqMkb36dfE3pstYZz0OP6yj772zUzrNcl8u14NAc37RpA+MOkh3UFXAZ2bmwAI1cxib+2KBwIwCtrfk81zIdw87kQUwlbtYEjVqDXxAs+pCFPzxD/IGFnG2bhFkU951u/H0EHMjgWss0rNiQg1voGFnZP8ITk2puQOzNZb9SitE94nnOeRWzbUaMkLiQAHaqpghgdhUNKNgGU26DkjyY9Qws+RRL+zMZKXNQliBuTPGnx4a3jH2dPx+F3S4PwyaTsbKx4C1De8vpgLB4SB4D2xbA+EvqJMBddVRDZorI7S4r8DJExE9EThGRLzAswRsO7u6hS/cI3LVsqnIfXVeYzRAWS5ma8QG3LStrkLGBf5LLeM3JQfSQ60HAPPwduGtreYa3n6+CmP3/Md38AMmW7dyz/ebyPLMJrCHQ6wa6nfcgf6qeXGueSgfZzI6DJaAU1ux1WLAxx94Jc/sR7DxQUukWIX41X6QptSdxDziVkZnL81PXksQ2+lg3goKt+cV0k3XenbSKBXauhOBoHCvGY3EWUGy3027Lt0j3sYZyi6PEcLxa1h8KSooN4WEJhLwdRhCpntcZLmCO9R6IizOBa4DvRKQVkINhTmoG/gReU0ot93nLjmeqWp6qbn5dEO6S74FRUOhmBdz5Uj370JwwmAoNlWApzDJsg2gEHPBeWGCA7XfENYrtD+tM49K8mM5wxrPw16P8Mm8DF8giTECfwD2cnRIDWWlEzXucIOwMtaQxY8EzxDt7k0EC7tKqwFZzn7FJsWGV7EmSYsPo07oJm9M3UKQgQKAZB7nUMp2v7ENJZhOp1q3YMWERM6LsENkKdi7Gggm7BOCHwpJ8Lvz7Trl7FqF8xWPfOnAeMm5oP2QYUqLq1AXFEWcgSqkipdS7Sqn+GI4+hwHdlVItlVLXNzjhAeX7GFW91R8pvy7ofD6M/gRGfwnWMJfNCsbMRM8+NCcKiacYs+bEU4zzh9dS4N+2bEmrdCwsPbdS/hYcnLepvB4RI7R04UFaObdixhhrWxRnsGZ3PsSkML/3+8y0d8QJ9C74my/8XmCEaT7uI+6w9hWCx1UDbwGnRIT20SFkqAQm2gcjQLcO7Xkt+D5+cA4hxbrd9XxOQwurw0jocS1gQXBibdYJqypGVo43Zh2dzjdUfUVQWSsp+fYyY8nMGgbtzzVmIFvmgF8oLHrPcERZT0tYZSilbEqpTKVUjs9bojk6TCZDG+P70WDLNdT6et4AA+4+8rUazfHC/g1gKzSOAP7+BD24iBlR14GCnVGnAoLTy9AVeWgFbNtmnDidhrq8/RD+yoENQyzsCelEx5hQEGFfoaKH2XAkvtBvIEHk8ar1HZJkTVmd67LzcTh8E7miReMQQHjacSUv2i5iTEYf3t3fjetNvxGgnIhycxOTtxP+HgfWIJTJj6KdaTi6XgP974J+txpRFE9/FqJT2LQnn5tK7mKTama4ZQmNNhR7+t4Kw1+B3rfAxd/VyYrICW4eq/EgJgWumAKxqRDUyDBWrGHsBI2mflEVjrA6K48v97YmjwCc7YZDUCR+fe/1vExcM5FPUwzhsfLHsgh8gc4CrEAxZpYVRbM6y9DpSlDbCRY7IEQ6MwnCGMDfNL1bVu3UVXu58uN/fSJEEpuWxkEx855jJH4WC0mylYGWdJS72RgYUUbbnw0D76LYacJfFbN7wyKY9Sz88wZ0v8owNEz/mcSZt/DI8A4kmlweAVb9BKc8Bm1Ohd8fNK7Zv7FOViK0ADmZEDEi9uXtdPM/otGcQIgJwxC3fGjqGBPKud2bUyhB2KLawRU/Q4czseNyn1/xZ/7Pp7Dmt7LT5o7NAFhwcG6npsYMBJi+J4w8zGy2R7GeDmUiaxsRHtXN25zD2zOqb0vtTQsLwCQm13KbIkm2UGRzciCkHbfKoyyxtSp7jnI/d074933MbU/DJhCbv8rYXFcOQ9vq69Hw2wNI96toHRmM/PGoYXlvtpbvjWCCIf8rV+P1MVqAnGzEpBhxAi770TjX8c81JxKdxhhq8Z3KHU6uzsrj7YwgVg/9iNad+0NsZ7KWT8UC7KBD5U3iGfeCtVnZqcVlRWIBbGnfsjozFzJXIggBStHasoeR9u/L5FAKGys1a01mZQeJVeFNC6usLWZIkq28Z32d9rKVgmIb+0Lac6HjcbJt/qDAjmvVYN3vYDuEef3kMjVflM3whSUm6HMrmMSwAds4wwiXvfIHwy/WzGcNS3arHzRKgB+urN89EDG4XEQed523EJG68dBV/TadKSJrRWSDiDxUn205bii1DRETTKibH41GU2d4UYtPig3j/StTGTxoGOJKDzhg7FOENWvBgtARZFvaeMqRtPJlqI3+fcu+Dwo+QJJshW8vIjzIyuuOEUa0xtICAhGAeIbsIqlZBQ+97rZgFfCmhVWKxWxiAy25w3EX3Xr0o0XjQDZkF3KjeRqNLMVGGRzGsxRkgq0QwYTJfXbiKDIE7IC74PKfDW2zZZ9D39tAlGFImHot9L/TcJXUaXSdaYXWZAbyLkYkwEtc53nAOz5vUTUREbPr/mdhBMu7RESS6qs9xx31oUqs0dQB3rSawi/+lN1R/VmZcDWtcudxq/16MvpN9Xp9q+KFroogypRnOA0tziMpOoTebDCcGSq3CIEWmG2+k9K4j35mYXC7Ci5XstLg+8uNUM0VhIi39pbe32o2YbVa2GhO5Pulu1iVVcAI0wKuMv9BgTJ7GFACYPZHEIr9m/IXPY00SyCsmYwzK41Z6/fi7DAShj1hCIwrfjVC9MaXv9srIF21rBNt3poIkN5KqVuBIgCl1AGoMrT1saAXsEEptUkpVQKMB0bWY3uOL+pDlVijqQOUUqzamUP6zvJ9hU3rluLYu4FW1j2EBFjwN5uQ5E5w3uxK1we4DGztCq7Lv4Tdy6dBSR7tDy1lM00Aw6jNAjhdbuCbW3J4zfwKAE6lDBfw7jRNhjZnwLQHjHjt1SApNoxrByZgNUHX5hHYFSTJFv5n+Zrn7JfxruM8Y0AuFWb+4a6/Xwf+xXsYxmKjos6XwSXjWbZ0IZ1mXM1fP76P+uN/hjBDwc4lhl+s+W+iJlzB7Dl/8/KXP5Kxy4vH5KOkJgLE5nrrVwAiEkWNIiz5nDhgu9v5DleaRqM5icjIzOW6L5Zy7RdLyvYVCiM6cjf3kpNwNkv6vccFZ59Fx9hQ6NrVax0KQ0C8H/g50Smng18ov++wcrl5rkc599ets1kJ2LE74cO5mz0rTJ8ISz6Ewv1G/PJqPsfHczZTZHeStuMAI5saweLMJhObVBwgxlJVqUZZUAwkngqYDXcnpe1r3gv2baRHxgs0ljw2rsuguLgYNe1++PwcY0+k/bnQ93Y2DX2PL+Zv5W3TqySZtnpv2FFQEzv9N4GJQFMReRY4H3jU5y2qPlU4N6hQSOQG4AaA6OhoZs2aVaub5efn1/rak4WG3gcN/fmhfvpAKcWNSU52H4Lda5ayd52JBbtKWFwUz5vTlvL3NgdBlpXs376WhHALdP2C/suv8jq4hRVuY8fvrxCFH+Eql1ys+NkVYRZj8ajIBoEuv1tWCzzGpzztuAH/Q3vLnjs/P58lB3Pogh/5wQmsyAqD/bOO+BxbDzooKnFQ5IS2zs08fPBlruNeri42VJJ3qsgyf4d2wHJgLRxYa1inu+pwYCVz0S9E7l/CrpjhxO34ldDQJjyVcwmP2T7HFhBJqC0P+7ppLJ/6OekqgSEdW7K55CKyV++DtUduZ02otgBRSn0jIkspj0M+Uim15nDX1DE7gOZu5/HAroqFlFIfAh8CpKamqiFDhtTqZrNmzaK2154sNPQ+aOjPD/XXB+m7DnLz18s4Z4gRr3yQw0HfuJn07zuIp6et5Y/03fRM7Vnuer3HTPhkqPFGWeG1snmwoJJuxbanFSr7S2bQjvMwYrObSy35XNcMZxG/mE7j6jMvoXNLY7lr1qxZpLbtAcsVjfLXMcT2F5z+ksc9lFJkZOaSFBtWtheilCI0fhsP/LgKhzL2Q5xAkiWT22U8yxyJZeFuLQocAhZLENZWw2D9ZFfkQojPnIb0vJ7EzpeQMT+SU1Z/zZDYHgTsthNYtA0iErE6CmncsgNzpq3lkeEdaD3zJxh0ns8DStVEC+sCYKdS6h2gMfCciHT3aWtqxmKgrYi0EhE/4GJgUj22R6PR1AFKKZRSvHdZuWaTaU86Q5bfy9Y1i/k9LYur+rY0lrBKie8Gjdsb38UYjMvsLDZOhRnPkJU2DYsoTjGXayrmY7h6L93MjrEc4kfrYwTtWenZqH0bDZVaSwB0ubRSm72p8ooImTnF2BVsNLXimuJ7AeF2+Z7pju6MsCwq30R3uXcnqiNs/KusDrOykZMwHFZ8j/2r84ha/TnmyHbEZ/6BOEsMO5GczdDxXBIjQ3jf8hqJ7IILv6x3LazHlFJ5IjIAOA34AnjP5y2qJkopO3Ab8AewGpiglKq572WNRnNck5GZyy3f/OcK9OmSAi4tw6JGSRTbnXy5YGuZhTlgrAPdOBexNjLO3WYhdgCzHx2bBGNXwhOOq1lsb44CMkJGYVeeA6MfTqIWv+jZqE6jYeSH0O0qrwNzVaq8zSKMmCU9ExqxxZrIGpXAzba7+Mk5gCn2PpgxNvvLFLsyl4KzuOx6hZUIVQAlB7EoO3vaX0WT7P/Kb6DskDAE0n+F7HXs7vUAzHiGSlFSfURNBEipqvTZwPtKqV+pXy0slFJTlVLtlFKtlVLP1mdbNBpN3ZAUG8a7l3UzHMtWtLsQ8LeYuLJvyzIL8zL8/VGXTsCOia/sA8sGZQuAo4jB+7/DIoquIYfoZjH0ceIK5hnaWK4qlOseJWGtKjdswx+w+APDKrwC3lR5lVKImPAzwT8bD5ASF8Fdw1oDwsfW1xhgWclGiccCbHY0KrdNaTcCw6miGTM2ZOssMPtjNwfw7VqFg2LPm+9aCrYC7H88xhPzSth0ynt1ps5fEwGyU0Q+AC4EpoqIfw2v12g0mhojIghiaGHtci0JuWLuJJm2MXZAAt8t2u45A3Gxb+GXWJQThZU59tZGfaZQ7OLHe46zKVZ+TMhty3/2BARYGzKI/6S1sdwlrlUvBcV+jT0rTp9oxNpIHgP97qjWc2Rk5vL8tLVl2j//bNxPRmYuGaolz9kvxayctFE7UECi2RUfPbYHrP8LhULhQGEBcwDq7DfZ1ecJUlK6ka/82Wptjw0ryhwI/e4EaxCWPjdy7xVjSEzpW2fq/DURABdiLBed6fLG2xi4vy4apdFoNKUopdiwN881iLqmEdGd4JTHWe1owef/bOGSXs0rz0CAJpHxILCHUNrjUsV15mFRJdidimtt9zMo/CDdLVuMTepGCayjdSXtoqzVczwTks6DoY9B+7OqPTgnxYbxydhU/m9MZ4ItMCIlhqjQAECY4uzHRMdAXJ7AKMZktCdzKUoVAQ62EsWm5mNQlgB25BZjnvUM/y5biFXZ2HPIhknZwFGEMzyezKSx2BZ/RpJ5W2WDRh9SbQGilDoEzAQaicggoC0uo0KNRqOpKzIyc3n5j3U8cnZHkpu5tKx2r4IZT+F/IAO7U/HJP5s9NqzLHBruzQDgHJYQYzEWpkoXwVJZS4ZK4J/cRtgwBu5m2XO4iD897u8E3lJjPNLYkw4L34WJNxqzkQp4c6goInSKi+Ccrs04v1cLlm/PoVuLCPonRlDq5v1T+xCKgL9UN3Kan0WeX1yZYWEL9pKw/XsoPog5ZyvfO4YSwz7CxE5P6yYEyMefv1bvxrT4Q548NJoMZ8ta9nr1qIkW1nXAHIxZyJOu47i6aZZGo9EYJMWG8f4VPTinc7NKm+itknozokssFrMJcTMNS995kCs/WcRqWzwAC6x9SLfHeGymp4efTpJsYVjE/rI4HAn+RUiLweWFxBgk72mV6dmomBS49Ec45VFjNlKBwzlUnLxiF1/M30aX+HBemLaOxKgQV45hDx8AjDAtpdH2aYSW7CwzLBTgQPsrUEMeocmqD7nTNIGm7KcQQSmYGTyCa3iCv9ftxYKd0/r3J6lU4NYRNVnCuhPoCWxVSg0FugF7D3+JRqPRHB1efUu5XPX8lr6brxds48xO0R5qvBv25LG/oASHa4SLaxTKA86bsbtVkX9wG+9ZX6e5KbtsINzi1xy1u1xlt1Sttrl9S+WGZa+HeW8YThUrUJUWllKKZdtyAJi1LptDJXYmLNmJFTCh2EMjYwNf4SHsnJiwW0Jo0qwlO2hKjt3EsoCBnG+eiw0/cghicm5z+qkVPCTfEG4VBkce9Gpt7UtqIkCKlLEYh4j4u4wI29dNszQajcbAmy+sUoYnRzO8czS/p+32tLlAEIF/SjpR7DQxdbeVT6yvk0dE2aB6t+UX3jZdgt+hvQhgx0TSsGvZl3gu+VhRyjDoQwBHBTeHmSvht7uhKKcscJU7VTlUzMjM5c9Vu+jWPIyvr0llVNdmFDsUMRF+dJCtXGqewSR7D4qUpwwRnKTbm8LMZ4hdMI7xnE274kWESQlmbCy3J/C06WPukO+ZWNKdQocJfn+IjWnzK2uu+ZCaCJAdIhIB/AL8JSK/4sXy+2REKcXWXEed/kdoNBrvePOFVcrUVVn8tnI3RXanxxJWYtNgGgX5cXbxr/iLkxuClxiDsSmgbFC2ioPLYjLZHG0EpxIUS//8hCarv2JX44E4SoUHYC2osISlFAoT2R2vQvWtnhZWqUHk6Z1i+W97LvM37yc6PABQdLNuI0O14CX7JfQ3r8NPoLjs9sYw3QUj5ru5aSfOG9ybrIh+APjjZKglgxCxUaKE/UTwufMs8u3C47+k8d6sDZWdQfqImrgyGeX6Ok5EZgLhwLQ6adVxRkZmLm//V0xqam75Jp5GozkmJMWG8dGV3dmcfaiSplVC4yACLcL1AxI8lrBKPd8WWa/BkfUnsyPHMm1LAbeafmA4RuhXk4IuWRMIMi/HAqRJW3pe+w7yb0fazX0Ju9vrtTOgwlLUnjUoWy4T1pQweHc+yXERR3yOUoPIu09tzc//ZTKgteEaJX/rci7f9gIb5C6mOHsT58gCnJwmy+lh2cTuxr0I3r+EAOxYgIMSQovZd/OlYygtTYKfSyQqDKPHeyw/UmiO4Dn7WP6zNefAn38SF34uI7s3r7JttaXaAsRl9zEGSHC7rivwlM9bdZyRFBvGbd38vQaI0Wg0dc/m7AKem7qW1lEh5f6ugC37DnHIrvho7maGdGhKJ9dA/ltaFi//vo6+IS9hxkn/PZ/xinqAiIiWkPMfKEi3N2Vn81HEhVhg/TramrMw56yDgj3gLMaMYRHuEBN7Ux+g7K5OJ3kLvyQUuE4mYuEmjKGwatzdsTidTvwtJrbsK+S5qWsosYUT2u4FMlb6M8I0n/stP1KMhSDsZAZ3wn//KgLEgkXZcZoDiOh2HvaseZxdPB9RCpNAur0ZHS27+Nw+jP9Ue7bZ4uiSOoBbCtZzzvrX2ZjTFk/Xgb6hJktYv2LE27ADBW6fkx4RoWWYuU71qTUajXcyMnN59rc12BzOcjsQFy2bBGItHcXcshKaBBLkZ+YF+xiKsDKtydUAfBN+E3lhyQAsIZnoM+6n/ehHmR8wiOsd/yPdFo8zMBI7JpQy7DEKCESs1rK6o7LmEJo1z7ils4TNmTmV2lxRjdfdHYtSimKbgxYR/pyR3BSHgvfXBiEIm1QMBcqfYizkEcDWVhdjxsnelJuR1BswXzUVMZvYfOoXrLS3wV+MsFeT6Um+CuAn52CmOPvSV1by9aJtvLsumFvsd5Ef0dE3/xkVqIk793il1Jl10gqNRqOpgo4xoTw8vD0mpNIqwOx1e7A5ocThucZvEhMWE7TvNIAD/neTFD0YtmWwcEc+H1hO417SGWlZxHcL5pCldnBa0Vx+pjPhm3+Duc9hUuAUMwE4MFsthJWp2kJAkRHHw6mMJaOI5e9B6hCP+5eq8b53ueE92F0r672ZG8gvcfDa3xuZs2Ef/mawmEwEmSHQZOIQAXxuPxVQjFj7I6HqEMGr3oHARnAoGzImoiJPZaAljWx7IJGWQu6yTMIfxUBTGmOYyzWWvxAUQYPuJSGyMyO6NKMuqMkMZL6I6PioGo3mmLI6K48Xpq3juWlrK7kr2XPQsGW2O52eSi5iDPD7l/1I9NJXOMdvEZ+d6ccXY1MZFr4dAYI5xNx1mXBgCyYUp0cVEt+mMw5LKIfEj9Lh8WdbPzKcLSq1q3Tw3Lwz0wiT60K5Ihjed3q7sj0bd62sfq0b4WeCtJ05XNmnBcH+FqxmIT4ymKW2BJ61X8G15j94wPIznUqWIwIWZ4lhfZ9hRB1sl7+UJZJCpKUQBZhRCHC75VdGmWeTj5XdEskXC7bRKjKYKWmZdbKRfkQBIiJpIrISGAAsE5G1IrLSLV2j0WjqjI4xoTx4Zluu7NOCDtEhHnkixhBmc8Cm7PIV9eRm4Tx5bhJ/0IvPbcOYuzeMIUtvJ3B/BubTn2OHPRSrKN5pPpfGsa1RQOPY1kizLpivnsL8Do+ThxU7Vk5jHgF70mDua+BwcCC8i8dCWg+1wshzkZGZy/VfLOWHKdNYXUFrzOl08vN/mZQ4odjmpGmoP5+P7cnIbnGs3V2AAJtULJ84TgVgu92189LhPEi50DgCG6NOJ8NmxGlXgBXYaI/kkPIDMaMw87j1G9o6NzN73V7uHr+cySt9rzRbnSWsET6/q0aj0VSTjMxcxk1aTX6xnfgmQZzbpTxy9RPnJpNdUMTc9Qdo1STI47odBwo4g0VcaZnOv9vbYHcoxk3O4Kq+ebS3GDOZgD3pJARFIQItS1aDCBkk8Pi63fwYM4hGWb/jh4WI5V/A9p8gP5/4zH8N9Vr3LVFV/nafFBvG1+cE0uKvN7CaegIRZXmTV+7iy3+3EWAxYTIJr03fgMks/L16D/ee1pqsNUu4Yffr5DmsmIB4y0GcpkAsJbnw681gDgSgxfafOd9sp4TyQbyZZT9v2EcDwrXmaYjDiR0He3KLiAjyo3Wkp/D1BdURILuBm4A2QBrwiSsWh0aj0dQ5ymksCd1zajtGpMR65FksFk5PimVaejYb9+bTuYXhNTdjVy5vz9xEsbM3cfa9hDa7jIQ2SaybHc3nG4NJtgcRYzmESRWxp984ZqzbR6d+42gKiFNxt/qc+Kw/wByAn1gJ3v6LccNFb7Cj0zM0yf7HMDIEQ5C4LQ+JCG1S+kHUN5XcqLeODKFRoIXrBrRiYNtINu87RGJkMIPbNmXj3nxe2R5Bid9F3G/+GAXk48f+kC603DQDMQfCwLvhn9ew2guwuLwFb7eHEWfJxR8nN1qmUawsfOI4i52qKctVc5Ys3M59p7X10F7zFdXZA/kCSMUQHmcBr/i8FVUgIl1EZIFruWyyiIS55T0sIhtcS2pnHKs2aTSaY8um7ALyS5yeAaXc2Hmg0OMIrrghTkiS7VxqnsmZloXEL3uZe7qWkLErl9UYs5hcUxOSYsNI6di+zG9UUs7fXKSmQcfzyOpyG/l2yPNra1Qc0RmUMt683aIcsjvdLQoUZa5WKnrqTY4L58nzOjF+6Q7MFjNtokO59bvlIDCicyxX9WvJDyV9ecp+DftUMD/YBxOYuxq7KQgG3QttToWB91BcZv0BzS25FGJmkr0Xj9uu5Fn75VxnnsYTli9px1ZXc6ROtEirI0CSlFKXK6U+AM4HBvq8FVXzMfCQUioFmIjLfbyIJGGEsE0GzgTeFRHzMWyXRqM5RiQ0DsQMvDd7I6t25FTKjwn18zgC2Ow2ihVkqJbcbLuL+1Ylsr37vby8zEKH2FA2Y8xkQou3kT3xPpLSXyPrdyPqoCSPRoY9gWxbQOSK9/Ejl6CSNUbFB5bSesOH5TcvHcXXTYLty8qSnU4nk1bsrLRxLSKMSInl7mGtmbBoG+2ignjv8u50jAlldVYej5zZnrOSo5hv7cfHjrM5y7yYCRE3Yj73DdT8t7F9fg7Fc15nddQIj9vvt4cywrKI56yfAU7MOMqEV0psMLtzC7Hbfb9wVB0BYiv9Ug9LV+0xPAAD/IVhyAiGPcp4pVSxUmozsAHodYzbptFojgGz1+3BDuQXO5i9dk+l/Omrd3scAT75Z6vrm5ChEmhlX0f04peIs21i/uaD/KeScAJTg8/nbdOV/GLvw/vFLisFkwkG3AWnP404SwjCc63fv8jl1qSiZ6O/nij7OmVlJnd9t5z3Z28s0w4rtQ1J33mQh35O54t/t/HM1DUkNwtndVYeN3+5hF++eZdp6XuIKdnKteZJNJZ8/skJZ9m2A1Ccg91+CIs9j5W7csl3m4XEW3KwYyKYYuJkL3bMPGm7ggyVQFpmAV/+u51xk3wf8bs6AqSLiOS6PnlA59LvIlLZV7FvWQWc6/p+AeWmlHHAdrdyO1xpGo3mJGP9jnKn3za7rVK+2WIsPizYkkNxsRHeNTzAc0Fiem4c83u8ynJ7qTqua+gzCY+12cC51kU81npD+QVKwfbFmFVJJY+2VsqXyty9+7J9Ibju37JxAP4WYf68WWTsOgiU24bM2ZBNiUNhBkZ2jgaMjfdv+u3i/G1PcZ75X8BJuBThj53LbJO4YVlL0tvfgUWsiMCl1pm8az+bQ5ixibEZosTKQQIB78tVJpPvA8gecRNdKVWnS0MiMh2I8ZL1CHAN8KaIPA5MAkpKL/NS3qunQxG5AbgBIDo6mlmzZtWqnfn5+bW+9mShofdBQ39+qJ8++G1tuXruR7O20i0g2yO/e1AxvwEHixy0f2I6T/TxY+u2Eo8y/RoJm/Y5MSOuWOPGEDIsdyLzlobTQ/kxM/0AYQdngdNJ6/UfE5f5Gw7KPfKWDjCFhBBCPgIcskGYtTSvhJxXe7Oi7+v8u8tGK8dmXnW+zpalJmatb41Sims7OIlzbKVjI1h9AN7+bQlXJAcaA74zjoPt72LHjm4MPPALfhiW8O87h5Nb7ODpNdF8LBasSvDHwTCWE4ADJ8aiVYalC38VtuRa8zTMyskjlm/ZZIsjQyUQ5Q8DgjKZNWufT/9vamKJXicopU49QpHTAUSkHXC2K20Hno5d4qnCM7BS6kPgQ4DU1FQ1ZMiQWrVz1qxZ1Pbak4WG3gcN/fmhfvpgaZcDdPu/+YARArXi/QcrxdOLppadP/mvp/AASDtkplN4SxxsBGCKsw9x9r3EdzmdIVEFBO0opltcAM2HDIG0n2DOVPALYUdEX5rv/gsof2stIQSnyscE7LLGEkZmWX6j4iyGDBnCALudHSqCezY/wEPdR9MrvlFZW9J3HSRr3r+AnRX7LTzSxJ/Wrrjl6bt6sOXDeZzFQZzAa/YxCBYcysno7i3ZFfcN7/w8mctlBmkk0IPNWBQocdDDvohkyzKKsPK+/Wx2qmgylDHj2lsMhyI7cHr3ygaRR4Pv5zQ+RESauo4m4FHgfVfWJOBiEfEXkVYY4XUX1U8rNRpNXdKoUSNWPDwAf4vw38MDKuVXR7uoc1wEhYfKI3AnyTauMv/F6j2FxDcOwoQQ39hlR5I8CkZ/DGOnsqzHi2SV7fwa79sloS0oliDyCODe4usocl/7CIgCDDfzU9L2sNzWgooLJkmxYXx5bS/euKgL348MJnHmzZCVBhhGk/e3WMOVlr+YZO/NTtWUD/zf4MKAxYxaex95mWt51DKeHpZNXG2ZwXZpUlb9GhWPVez4i+JGyzQesXzDCNO/lM6Ptmb73nXhcS1AgEtEZB2wBmOG8RmAUiodmABkAL8DtyqlHFXWotFoTmjCw8NZ+8xwwsO92zK4a2B5Iykugq8X7/RIE2BI2yZIpzHIsMeRTi4dHRGIagexnRGrlb6OT8n0b43zrNcBWGDpwYMlV3NIBQIB/Gq+sLzSImMhpFWTYIKtJvwtpkoCTinF5n2HOKdLM9p07odc+FWZvcjqzDxe2NaRV+0X0du8jkcs3/BCyYWYI1vjcCq6dOnB2haXlbW/hdpX9r2dZT/Z3e5jWdxVgIN/HR243/I9SWIoFPyVXiGmiQ84rgWIUuoNpVQ71+ch5ebsRin1rFKqtVKqvVKqQcQl0Wg03plxd/8q867q14JbT2lLQmRwWVqGasHnjtNZRyvYswoWfWgcwYg2+O2FkLmS1k1D8ZcA+h18mhm5TSCgEX/nGCrA19ruI0Ml8HjxuRi6WoA1FGW3szE7H5M4OLPJHtpFBXq0Z0paJvd8v4IpaZmGsIpJMWYgSqFQWC0W8nvcwnW2e3nWfhm/OfswJTuaC3LvYMa8Bby+JZ4X7aMpwXNuY3IUEh0RSI/MbwijiHMt//Kt4xQyVEsAzGbfb2cf1wJEo9FoqkNQUBDrnz6dxhV2dV8dk8y4czphNpt5amSnsvQRpn95wDKB3kVzXSs8yj1+rPGPGIZ/HaIMV+6z03aA084gWcHr1ndJlJ2AUOIwsTq4p3Gt7QBZU5/nyV8zaG7bwm1Zj/D+9794tGlESiyvXtTFsKp3OlH/vEbJt5ehslaSFBvG2P4t2bzqXwItwv2W77nBPJlOMUE82svMqWsf5WPz8zQlFwtGbA27BPADp7Gv/eXszimk0Olkif8AXrRfwFxnuSX8I2e29Vl/l6IFiEajOSmwWq0sGncGF3aLokWjAH6+sSejUluWLSF1admEkDIB4wRRdI0LMSzGL51gHAFiOsOl30NMZ0SEVXsM1eGgff+iSvJorbZUUgPdl3RtmfwJ2PUfiY51jDHNRAGb9hZ4eAo2mUyc2yXOUKtNnwh/P8MnhwaxaW8+qzNzWfzvXF7mNQrt8K1jGPdZfqDxtj+YvD2IfKc/SinONxvmcSZAzMIov0U0Wfs10f+9TJhF0bNkHjdapvKJ9ZWyJazXZ27yeZ/XuxaWRqPR+AqLxcKLF3m3KRYRzk5pyvf/7THipyth4oosLkyVcuFhFPQ4T440szLbQZmyrsonX/mzSZVbHyye/yunuGJORexdwJfWhQQ58plpT2FGbjTpOw/SKT6icqOSRwGK050xJM68BS78kvuuHMPBrDbw40rmOjux0xbJn9KXdzuaKcwOZFlgf3oWzmSFxNOVTZhMVqTfHRBhaFhl7s9nwox/KFEm5jq7lC1hJUb53pminoFoNJoGQ9+2xqDftl1ncgmiS+fuR7zGEB7QlFxQ0FetJVSKSJRyy3flGkoVII5DHOx4DUvsCQy0pHGx7ScmLN5Wya2JUor0rDzoNIbWnfsjF36FxHQmOS6C1tFhfBXwCl9YX2QLzQjxt9IyMoTtqf+j26F5+CkbXdnED5zB7s43wbIvIG8nNG1P/NL/41bLFO63/EiiZAKCxQQX9vStCi9oAaLRaBoQ53aN481LunJWl+aUiD8Wv8Nrb7nzk3MQxa69EWMuUq74uVNF4nStUimgafo7dLdswQLcbpnM0sVzmLJyl0eo21LL9IzM3ErOFz9cH8wTxZdix0wCu3igczFtZt9GfnArrrXdxwxHN0TB4CZ5RK/+EtqfBTOehg1/I72ux59iDhHAJmVEIuzULJTkZvXjjVej0WhOCkr3H1p37svqoR/RqlOfI17zzPDE0qspkQCKlWAC4qTcqnuTalYmQAAm2zpzCCidcwT7mUiMDCFjVy5Xf7qI92ZtoEN0SFmY24rcMDCRfc3P5Fn7ZfzP8i0ohVz4FTlh7QEYYF7JemlO9L75iL0AulwCpzwGSz83QjFagvgt5ALWuZavVuzMY8rKBqbGq9FoNHVBRlYeD80TMiqEyPXGpQPa0zaidInK2HwvxM9DwwlMhrBwCZFGFONUZkxAIMUMCs+hY2woCkWR3cnLf67jt7QsI8wtoDJXkL4zp2yzfe2eAjZkF7FNNcMkQtOwAJzRndh1sJiBpv9oJEW0US53gKUb9IlDIXUsLHofZS/k1Pxf6CDbyoqo+ghpq9FoNCcb4lQMc/yDuE8bqsBkMnGg2ChnctoJUBBACR0su2gWYthWZKgEvnYMAkBhpldgFnsdxszCjpmpe0KZvGInyc3CeWpkEhFBVlpFumxHstKwfXs5r3z1k7GchWGt/ujZHbFYTFxTci/3zxMmr9jFrNl/cZt1MqUWHbmxA8AvBDbPhO8ugn/eMuKYdL2b6+0PktK9t/G81I0zRS1ANBpNgyMp52+ecb5JUs7f1SofHmTslTgx4fKtyBBWMLBNE1cJ4T+VjBMQHKQXRtDKcsB1jbGvsSunGBFhZNd4vri6J5uzDxkb6zEpWC/5ikeGdyApJtSoTYQk81beML2G1SRc3b8lyqkosDmxOYV8ZaZY/AnL3QC9bkT9+z7ZLc5AiROWfUrUmi8IslqQPauJCDBxZZ8WnN3ZM5qjL9ACRKPRNDgkeTQy+kMkeXS1yjcJMiweHJjIR0i3N+d/ppuJjwwtK7NJNcMOoKCHZVPZ4GrCQbi/iRsGtSJ910GcTic/LN3OXd8vZ9KKnaS7NtFbz7wF2b2qrL6SJp24S93DCkdLPpu/DURhFaGYQN52jCZfWVkQOQYSh2K3FeHMmMSOXuOg53WYLx7PFUH/cOPuJxkelc0fGXtYk5Xvm85zQwuQukApwx2COvL0WKPR1AMmE6SMMY7V4H8jyvc7rEBHy3ZebreFwe2alhnTJUqWsbTk0tI64HLC6Ifi/qilrM3K56avlvLklHS+XLAdi0lQShmaWM6W4OYTCyApLpwhg08BhLNTomkVGcxaSeBa232uEkLq3p9g/0YsfoEUn/KUIdCWfELeX09zZsFkpju6khPanhK7A6fSeyAnBllpMOGKMg+bGo3mxKZLi8b0b9UYKyUEuKw+1q7PwGQ28fKFhtHhJhVNsRKUMgbWUDcz7cQ90/DLXsX9Z7ZnWloWfmahxKHYmVNkaGI1C68UQ12AM5rsxd8Mvy7P5J/1+yhyCImyi/ssP7Am4hS2n/4JKnkUctkPNB9wOdK4NfS8jsDdqyjEwp4W5zEtYy8OBSaph4BSmloQk1LpbUKj0RxHKGW84MWkeAzaVSEi3D+sNfKV4TNLCfTr3IWk2DCSm4XTPMKPrz6eR4AoIwgVnoNrrt2ftMIYRvVpRmJkMA67g5+X7+KmQYlYLN6HYZW5ktipY2ntvIvVRQk0yVvDja3zYUs2JiD14O/c+ttA7o3qRDJOmPc6LDTitW+LO5NWW75jWFQefdpHE9U6laRmldWFjxY9A6kLKhgFaTSa44xarBJkTP/EiE4IoOCnlZmszspDRPh360HWqRgcqlxwuC8YNbccIGbJc4gIneIisFgtzFybzdo9Vcfo2LQnj+LiIkBxRpM9DF1+B7ftepCbLJNZYupKAMU812UvSaat8M0Y+Psp6HgOXPo925udTTEmggq303/pPSRbtlUrbkpN0QJEo9E0PGqxSmA67Vlm2Q2Ptofwo2vnHmVGgAPbRAJCPmZK40+Z3MZrO0Jhu/IN+6TYMN69rJsxm6lirzShSRABJmGwaSW/72vC87ZLmVDSixAKmVnSmowOdxLT9SxEKbj0B+h1A6ydBhtnMLh4BoHioP2mz3im+AJjj6UOqHcBIiIXiEi6iDhFJNUt3SoiX4hImoisFpGH3fJ6uNI3iMibUheiVaPRnLzUYpXAaTKhXPMLM06iI4LK3uqN/QUBLB6DamFZNEOF06k8XJlsyi7gpm+Wltl+eKAU/y1fQonDzr2WH7nZ/BsPmL9ltHUhX9pP5Wb/mXQMLYTxl8B3l8CBzbDud2g/3JiJ7NsAwM+OgaQOv8bYY6kD6l2AAKuA0cCcCukXAP5KqRSgB3CjiCS48t4DbsAIZdsWOPPYNFWj0TRUPpq7mc1EAvC7PYXciA7lmWIYE37gOAeBMnXeQCuU2I1lLUkbz+SVu7jp66VMScvkpd/Xcv8Z7b26MiErjR4b3mZi0zt4yX4+n3E2Pza6jkKnmT00xuwsxrT4I+h5HVzyHTROhGGPGy5N/EKxb1vCr7Y+7BvwJOd0iauT5Ss4DgSIUmq1UmqttywgWEQsQCBQAuSKSCwQppRa4IpQ+CVw3jFrsEajOfGphap9u5hgBpMOQH/rLs7pGl+Wl9wsnJfO60BT9rnmIeX4uU72HCrgxWmruf+M9pydHM3TfZyM6BTjfXCPSYGLvyIoPolLzbMYE5fHq7u78IXjDC41/832iD6oMpNGgW8ugD8egf0bYcCdWFUhpwet5caOxXUmPOA4ECCH4UegAMgEtgEvK6X2A3HADrdyO1xpGo1GUz1qsYme0CSM/RhhcSWgkYdrEBEhqmgzo8zzAcr2Qexu149S//BMXzinczO2ZCyi7axb2Jy+0PvNRMhQCbyWFsjdzruZtLsJQ0J2cal5Bt86htE0ZyF2czAsfBf2rgOTGXrdCDOfhtbD2DH0DW6TR1lDQg06peYcEzVeEZkOxHjJekQp9WsVl/XC8JfcDGgEzHXV402cVvkaISI3YCx3ER0dzaxZs2rQ8nLy8/Nrfe3JQkPvg4b+/HAS9YFShCTeSf6afbB2VrUuCXU6CQyJheLt2AMiKvWD02FifdhgeuX/iR0r36vBZIUPZFD2p6RatvKtnEuiw8Ts2bNRTid57R8gNLuI7VX0p1KKWzqbSNubyH8bHDgj4ri54G56NHHiX/gXW+OHE5/5O6u2HoT2D5JvTyAkMYL8dQdQNGdwJyd71v3H3vV1uEWslDouPsAsINXt/B3gCrfzT4ELgVhgjVv6JcAH1blHjx49VG2ZOXNmra89WWjofdDQn18p3QeqpERlvn22UiUl3vPtdqVmv6Kc25epVTsOKLvdrn5cuFF98t5LqqSoqFa3dDgc6tflO5TNZlO/Lt+hHHa7UrtWKOVwGEen8ygeqHoAS5SXMfV4NiTcBpwiIl8DQUAf4HWlVKaI5IlIH2AhcCXwVj22U6PRNBSsVtYk30eM1eo932yGQfcgQLIraUyvROh1n/fy1aA0hglQdiwLueseirceqPc9EBEZJSI7gL7AbyLyhyvrHSAEQ0trMfCZUmqlK+9m4GNgA7ARmHZsW63RaDSaep+BKKUmAhO9pOdjqPJ6u2YJ0KmOm6bRaDSawyCqAXmMFZG9QA5w0C05/DDn7t8jgWwfNaXiPY+2fFX53tKPlHa4/jhZ+6A+fgNVta22ZQ+Xr/tA90FtxgL385ZKqahKtXrbGDmZP8CH1T2v8N3rJpIv2nC05avK95Z+pLQj9MdJ2Qf18RuoaR/U9vl1H+g+qO7zV6dPKn7qfQ+kHphcg/OKeXXVhqMtX1W+t/QjpR2pf3zF8dQH9fEbqGndtX3+qvJ0HzSsPqjNWHDE+zWoJayjQUSWKKVSj1zy5KWh90FDf37QfQC6D9xpiDOQ2vJhfTfgOKCh90FDf37QfQC6D8rQMxCNRqPR1Ao9A9FoNBpNrdACRKPRaDS1QgsQjUaj0dQKLUBqiYgkisgnIvJjfbelPhCR80TkIxH5VUROr+/21Aci0lFE3heRH0Xk5vpuT30hIsEislRERtR3W+oDERkiInNdv4Uh9d2eY4kWIG6IyKciskdEVlVIP1NE1rpC6D4EoJTapJS6tn5aWjfU8Pl/UUpdD4wFLqqH5tYJNeyD1UqpmzC8RJ80ap016QMXDwITjm0r65Ya9oEC8oEAPGMVnfz40qLyRP8Ag4DuwCq3NDOGw8ZEwA9YASS55f9Y3+2u5+d/Behe322vrz4AzgXmA5fWd9vrow+AU4GLMV4kRtR32+upD0yu/Gjgm/pu+7H86BmIG0qpOcD+Csm9gA3KmHGUAOOBkce8cceAmjy/GPwfME0ptexYt7WuqOlvQCk1SSnVD7js2La07qhhHwzFCLVwKXC9iJwUY0pN+kAp5XTlHwD8j2Ez651698Z7AhAHbHc73wH0FpEmwLNANxF5WCn1fL20ru7x+vzA7Rhvn+Ei0kYp9X59NO4YUdVvYAgwGmPQmHrsm3VM8doHSqnbAERkLJDtNpiejFT1OxgNnAFEAG/XQ7vqDS1AjozXELpKqX3ATce6MfVAVc//JvDmsW5MPVFVH8zCiKTZEDhsKGml1OfHrin1RlW/g5+Bn491Y44HTorpZh2zA2judh4P7KqnttQHDf35QfcB6D4A3QeV0ALkyCwG2opIKxHxw9gwnFTPbTqWNPTnB90HoPsAdB9UQgsQN0TkO2AB0F5EdojItUopO3Ab8AewGpiglEqvz3bWFQ39+UH3Aeg+AN0H1UU7U9RoNBpNrdAzEI1Go9HUCi1ANBqNRlMrtADRaDQaTa3QAkSj0Wg0tUILEI1Go9HUCi1ANBqNRlMrtADRNEhExCEiy90+CfXdJl8hIt1E5GPX97Ei8naF/FkiUqX7eREZLyJt67qdmhMf7QtL01ApVEp19ZYhIoJhI3WiOgb8H/DMUVz/HvAAcL1vmqM5WdEzEI0GEJEEEVktIu8Cy4DmInK/iCwWkZUi8qRb2UdcQYWmi8h3InKfK73szV5EIkVki+u7WURecqvrRlf6ENc1P4rIGhH5xiW8EJGeIjJfRFaIyCIRCRUj6l1Xt3bME5HOFZ4jFOislFpRjWc+120GtlZENruy5gKnioh+wdQcFv0D0TRUAkVkuev7ZuBuoD1wtVLqFjHC9LbFiAEhwCQRGQQUYPhA6obx97MMWHqEe10LHFRK9RQRf2CeiPzpyusGJGM45ZsH9BeRRcD3wEVKqcUiEgYUAh9jBG66S0TaAf5KqZUV7pUKrKqQdpGIDHA7bwNGLBNcvpxEZAIw25XuFJENQJdqPJumAaMFiKah4rGE5doD2aqU+teVdLrr85/rPARDoIQCE5VSh1zXVceZ3ulAZxE533Ue7qqrBFiklNrhqms5kAAcBDKVUosBlFK5rvwfgMdE5H7gGuBzL/eKBfZWSPu+NG6Hq55Z7pki8gBGf7zjlrwHaIYWIJrDoAWIRlNOgdt3AZ5XSn3gXkBE7sItDkYF7JQvCwdUqOt2pdQfFeoaAhS7JTkw/ibF2z2UUodE5C+MSIBVxWEvrHDvwyIiw4ALMEK4uhPgqkujqRK9B6LReOcP4BoRCQEQkTgRaQrMAUaJSKBrv+Ect2u2AD1c38+vUNfNImJ11dVORIIPc+81QDMR6ekqH+q2H/ExRiCvxUqpiiFXwfAS26Y6DygiLYF3gQuVUhWFRTugQXua1RwZPQPRaLyglPpTRDoCC1z72vnA5UqpZSLyPbAc2Iqx4VzKy8AEEbkCmOGW/jHG0tQy1yb5XuC8w9y7REQuAt4SkUCMmcCpQL5SaqmI5AKfVXHtGhEJF5FQpVTeER5zLNAEmOh6xl1KqeEi/9/evdsoFANRAL1TBRIVUNX2QEyyBZCTQEA5VEKK2AJM8CIC9MQgrYTeObllR77y+FerTCWt60x7Fs5z7vCBqvrNNLHv/6m/daZvdDevjhlX1TbJ3xjj2Oxjm+Q+xji1B8oiKGHBl6iqnySXJLuZOyqHPO+tvOuW5PxBexbCCgSAFisQAFoECAAtAgSAFgECQIsAAaBFgADQ8gDuU3dPlojNnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from acquisition_utils.data_structure import AnalysisData\n",
    "\n",
    "data_no_iir = AnalysisData()\n",
    "data_no_iir._load_from_h5(\"2022-09-23_09-47-15_loop_tf_and_noise.h5\")\n",
    "data_iir = AnalysisData()\n",
    "data_iir._load_from_h5(\"2022-09-23_11-56-00_loop_tf_and_noise.h5\")\n",
    "\n",
    "open_loop_no_iir, plant_no_iir = get_open_loop_and_plant(\n",
    "    data_no_iir.freqs_tf,\n",
    "    data_no_iir.closed_loop_tf,\n",
    "    data_no_iir.controller_tf,\n",
    "    (data_no_iir.freqs_tf_bg, data_no_iir.tf_bg),\n",
    ")\n",
    "open_loop_iir, plant_iir = get_open_loop_and_plant(\n",
    "    data_iir.freqs_tf,\n",
    "    data_iir.closed_loop_tf,\n",
    "    data_iir.controller_tf,\n",
    "    (data_iir.freqs_tf_bg, data_iir.tf_bg),\n",
    ")\n",
    "\n",
    "axes = bode_plot(data_no_iir.freqs_tf, open_loop_no_iir)\n",
    "bode_plot(data_iir.freqs_tf, open_loop_iir, axes=axes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3.75204733  -3.53071481j, 6.87518523+102.38344011j,\n",
       "        3.54756501+112.27355225j, ..., 0.02671127  -0.2492174j ,\n",
       "        0.02610544  -0.2499873j , 0.0268189   -0.25001843j]),\n",
       " array([  0.50125587+0.43610053j, -13.04936867+2.19745976j,\n",
       "        -14.36120054+1.89751568j, ...,   0.05882187-0.31910108j,\n",
       "          0.05812803-0.32015174j,   0.05906508-0.3201198j ]))"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_no_iir.fre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
