From 6508bb1e91dfc21badb18007dc6187527140aa5c Mon Sep 17 00:00:00 2001
From: Eric Kooistra <kooistra@astron.nl>
Date: Mon, 6 May 2024 17:18:26 +0200
Subject: [PATCH] Support (root) raised cosine filter impulse response.

---
 applications/lofar2/model/pfb_os/dsp.py       | 101 +++-
 .../pfb_os/square_root_nyquist_filter.ipynb   | 487 ++++++++++++++++++
 2 files changed, 584 insertions(+), 4 deletions(-)
 create mode 100644 applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb

diff --git a/applications/lofar2/model/pfb_os/dsp.py b/applications/lofar2/model/pfb_os/dsp.py
index 56720794b8..f3722a2476 100644
--- a/applications/lofar2/model/pfb_os/dsp.py
+++ b/applications/lofar2/model/pfb_os/dsp.py
@@ -117,6 +117,72 @@ def impulse_at_zero_crossing(x):
     return np.concatenate((np.array([0]), diff))
 
 
+###############################################################################
+# Window design
+###############################################################################
+
+def raised_cosine_response(Ntaps, Tsymbol, beta):
+    """Generate a raised cosine (RC) FIR filter impulse response.
+
+    Input:
+    . Ntaps : FIR filter length
+    . Tsymbol: symbol period in number of samples per symbol
+    . beta : Roll off factor in [0, 1.0], BW = (1 + beta) / Tsymbol, so:
+       - beta = 0.0: rectangular spectrum with BW = 1 / Tsymbol
+       - beta = 1.0: cosine spectrum with BW = 2 / Tsymbol
+    Return:
+    . hRc : impulse response of the raised cosine filter.
+    """
+    # time axis
+    tIndices = np.arange(Ntaps)
+    tCenter = (Ntaps - 1) / 2
+    t = tIndices - tCenter
+
+    # sinc term, can use array assignment because sinc(1 / 0) = 1
+    hRc = 1 / Tsymbol * np.sinc(t / Tsymbol)
+
+    # apply cos term, use for loop instead of array assignment, to detect divide by 0
+    for tI in tIndices:
+        t = tI - tCenter
+        if np.abs(t) != Tsymbol / (2 * beta):
+            hRc[tI] *= np.cos(np.pi * beta * t / Tsymbol) / (1 - (2 * beta * t / Tsymbol)**2)
+    return hRc
+
+
+def square_root_raised_cosine_response(Ntaps, Tsymbol, beta):
+    """Generate a square root raised cosine (RC) FIR filter impulse response.
+
+    Reference: [HARRIS section 4.3]
+    Input:
+    . Ntaps : FIR filter length
+    . Tsymbol: symbol period in number of samples per symbol
+    . beta : Roll off factor in [0, 1.0]
+    Return:
+    . hSrrc : impulse response of the square root raised cosine filter.
+    """
+    # time axis
+    tIndices = np.arange(Ntaps)
+    tCenter = (Ntaps - 1) / 2
+    t = tIndices - tCenter
+
+    # numerator term, using array assignment
+    hSrrc = 1 / Tsymbol * (4 * beta * t / Tsymbol * np.cos(np.pi * (1 + beta) * t / Tsymbol) +
+                                                    np.sin(np.pi * (1 - beta) * t / Tsymbol))
+
+    # apply denumerator term, use for loop instead of array assignment, to detect divide by 0
+    for tI in tIndices:
+        t = tI - tCenter
+        if t == 0.0:
+            hSrrc[tI] = 1 / Tsymbol * (1 + beta * (4 / np.pi - 1))
+        elif np.abs(t) == Tsymbol / (4 * beta):
+            hSrrc[tI] = 1 / Tsymbol * beta / np.sqrt(2) * \
+                ((1 + 2 / np.pi) * np.sin(np.pi / (4 * beta)) + \
+                 (1 - 2 / np.pi) * np.cos(np.pi / (4 * beta)))
+        else:
+            hSrrc[tI] /= (1 - (4 * beta * t / Tsymbol)**2) * (np.pi * t / Tsymbol)
+    return hSrrc
+
+
 ###############################################################################
 # FIR Filter design
 ###############################################################################
@@ -914,18 +980,23 @@ def resample(x, Nup, Ndown, coefs, verify=False):  # interpolate and decimate by
 # Plotting
 ###############################################################################
 
-def plot_time_response(h, name='', markers=False):
+def plot_time_response(h, title='', color='r', markers=False):
     """Plot time response (= impulse response, window, FIR filter coefficients).
 
     Input:
     . h: time response
+    . title: plot title
+    . color: curve color format character
     . markers: when True plot time sample markers in curve
     """
     if markers:
-        plt.plot(h, '-', h, 'o')
+        plt.plot(h, color + '-', h, color + 'o')
     else:
-        plt.plot(h, '-')
-    plt.title('Time response %s' % name)
+        plt.plot(h, color + '-')
+    if title:
+        plt.title(title)
+    else:
+        plt.title('Time response')
     plt.ylabel('Voltage')
     plt.xlabel('Sample')
     plt.grid(True)
@@ -1091,6 +1162,28 @@ def plot_power_spectrum(f, HF, fmt='r', fs=1.0, fLim=None, dbLim=None):
     plt.grid(True)
 
 
+def plot_magnitude_spectrum(f, HF, fmt='r', fs=1.0, fLim=None, voltLim=None):
+    """Plot magnitude (= voltage) spectrum
+
+    Input:
+    . f: normalized frequency axis for HF (fs = 1)
+    . HF: spectrum, e.g. frequency transfer function HF = DTFT(h)
+    . fmt: curve format string
+    . fs: sample frequency in Hz, scale f by fs, fs >= 1
+    """
+    flabel = 'Frequency [fs = %f]' % fs
+
+    plt.plot(f * fs, np.abs(HF), fmt)
+    plt.title('Magnitude spectrum')
+    plt.ylabel('Voltage')
+    plt.xlabel(flabel)
+    if fLim:
+        plt.xlim(fLim)
+    if voltLim:
+        plt.ylim(voltLim)
+    plt.grid(True)
+
+
 def plot_two_power_spectra(f1, HF1, name1, f2, HF2, name2, fs=1.0, fLim=None, dbLim=None, showRoll=False):
     """Plot two power spectra in same plot for comparison
 
diff --git a/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb b/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb
new file mode 100644
index 0000000000..2e42f63126
--- /dev/null
+++ b/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb
@@ -0,0 +1,487 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6e0a005d",
+   "metadata": {},
+   "source": [
+    "# Try square root Nyquist FIR filter\n",
+    "\n",
+    "Author: Eric Kooistra, may 2024\n",
+    "Purpose:\n",
+    "* Practise DSP [1].\n",
+    "* Make square root Nyquist LPF using remez FIR filter design method [2].\n",
+    "\n",
+    "References:\n",
+    "\n",
+    "1. dsp_study_erko, summary of DSP books\n",
+    "2. \"An Improved Square-Root Nyquist Shaping Filter\", F. Harris, K. Moerder\n",
+    "3. https://en.wikipedia.org/wiki/Root-raised-cosine_filter\n",
+    "4. https://pysdr.org/content/pulse_shaping.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "id": "3563bc63",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy import signal"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "f820b0ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import dsp"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "id": "a131b5b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<module 'dsp' from '/dop466_0/kooistra/git/hdl/applications/lofar2/model/pfb_os/dsp.py'>"
+      ]
+     },
+     "execution_count": 205,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import importlib\n",
+    "importlib.reload(dsp)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 234,
+   "id": "64cbd3ef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Default use values from [2]\n",
+    "Ntaps = 97\n",
+    "Tsymbol = 4\n",
+    "fSymbol = 1 / Tsymbol\n",
+    "beta = 0.2"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "eb63aaac",
+   "metadata": {},
+   "source": [
+    "# 1. Raised cosine tapered Nyquist spectrum\n",
+    "\n",
+    "* From [2]:\n",
+    "The traditional RC tapered Nyquist spectrum is obtained by convolving the ideal rectangle spectrum of\n",
+    "width 1 / Tsymbol with a half cycle cosine shaped spectrum of width beta / Tsymbol. The equivalent process\n",
+    "seen in the time domain is the product of the two time series representing the inverse transforms of the\n",
+    "rectangle and the half cycle cosine.\n",
+    "* Stop band attenuation of two square root raised cosine filters in series is larger than of single raised\n",
+    "cosine filter, because conv(hSrRc, hSrRc) has twice more taps than hRc"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 235,
+   "id": "961625f4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ". Symmetrical hRc coefs = True\n",
+      ". Symmetrical hSrRc coefs = True\n"
+     ]
+    }
+   ],
+   "source": [
+    "hRc = dsp.raised_cosine_response(Ntaps, Tsymbol, beta)\n",
+    "hSrRc = dsp.square_root_raised_cosine_response(Ntaps, Tsymbol, beta)\n",
+    "\n",
+    "print('. Symmetrical hRc coefs = %s' % dsp.is_symmetrical(hRc))\n",
+    "print('. Symmetrical hSrRc coefs = %s' % dsp.is_symmetrical(hSrRc))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 236,
+   "id": "10432d94",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot filter impulse response\n",
+    "plt.figure(1)\n",
+    "dsp.plot_time_response(hRc, title='Raised cosine (beta = %.3f)' % beta, color='r', markers=True)\n",
+    "\n",
+    "plt.figure(2)\n",
+    "dsp.plot_time_response(hSrRc, title='Square root raised cosine (beta = %.3f)' % beta, color='g', markers=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 237,
+   "id": "7f2a4ada",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fc543bed9a0>"
+      ]
+     },
+     "execution_count": 237,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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o94g1VrMQ+nIMhBHoaISEyP/GxNhWDjvD7pJ4bEF0tPxvgwbg5lbttzsVf4q7/riLh5Y+RFN/OfR08PpBk+bq6UsYgXaPWGM1C6Evx0AkhjgaDRrI/wojUIcdO3YQZuUQqN1x7Zr8b2ioVW73T8Q/aCUtAP0b9+dE3AkO3jjIs52erXCunr6EEWj3OOIaKykpoaiGvif3799PA+X7QmAzXF1dcXZ2rrbrCyPQ0VA8gSIcrIM5dZVuWxQj0Eqlg8JTwgG4q+FdtApoxQ/8wKEbh0yaq6cvZU9gDf3CdQQcaY1JkkR8fHyNDqneeeedRCp7hAU2xc/Pj3r16qHRaCx+bWEEOhqKEZiQIH9hKh4UB+ePP/7gjTfesLUYtsVGRmCrgFbc1eguAM4knCGnMAdvN+9y5+rpS3kfi8QQu8WR1phiAAYFBeHl5VUtX97VTUpKCgEBAbYWw6GRJInc3FwSExMBqF+/vsXvIYxARyMwUP7CLCqC+HirJQDYO47y5VQuyp5AK4SDJUniYvJFAFoFtqKhT0Ma+jTkRuYNjsYeZUCTAeXO19OXCAfbPY6yxkpKSlQDsCYbUSGKw0BgU5S6f4mJiQQFBVk8NCwSQxwNJydQfk2IkLDKjBkzbC2C7bGiJzApN4n0/HQ0aGhRR+7wcVdD2RtoSkhYT1/CCLR7HGWNKXsAvby8bCxJ1VC8TwLbo7yXqmN/qfAEOiIhIbLXRySHqDz11FO2FsH2WNEIDE+WQ8GhvqF4usq/dJ/p+Aydgjtxf/P7K5yvpy+xJ9DucbQ1VhNDwGWpU6eOrUUQ3KQ630vCE+iIiAxhPTZv3mxrEWxLVpbcdg2sEg6u612X8T3H82zH0kzgB1s9yMf9PqZTvU4VztfTl9gTaPc4/BqrYWRkZNhaBIEVEJ5AR0RkCOvRsWNHW4tgW5T9gH5+cl/paqZ1YGum3Tut0vP19CXCwXaPw6+xGkZND2cLTEN4Ah0RUTBaj6SkJFuLYFusnBlsjBNxJ9hwaQPZhdnljtPTlzAC7R6HX2M1jJpa31BgHsIIdEREOFiPkpISW4tgWxRPoJWMwOOxx0nOTdY7PnTRUIYtGcbl1MvlztfTl9gTaPc4/Bq7TZg3bx4ajYZjx44ZPD9gwADat2+v/t2kSRM0Go3Bh9KfWLmm8nBxcSEkJITRo0cTI76nqhURDnZERDhYj4ZKT2VHxYrdQopKiuj5R0+KtcVcH3+dhj6lr31wrWASchKIz44v9xp6+hKeQLvH4ddYDcPVgjVkO3fuzLvvvqt33O2W9pRffPEFTZs2JT8/n0OHDjFv3jz27dvHuXPn8PDwsJg8glKEEeiIiHCwHkePHqV169a2FsN2WDEcfDXtKsXaYrxcvWhQW7ctVb1a9TiTcIaE7IRyr6GnL5EYYvc4/BqrYeTm5qo16qpKSEgIzzzzTIXj7r//frp27QrASy+9RGBgIN9++y1r167l8ccft4gsAl1EONgRUcLBWVnyQ8Dw4cNtLYJtsWI4uGynECeN7kdQsHcwAAk55RuBevoSnkC7x+HXWA3D19fX1iLQt29fAK5cuaJ37p9//qF///7Url0bHx8funXrxuLFi60tYo1HGIGOSK1apRmgIiQMwJ9//mlrEWyLFcPBSo3AVoGt9M6pRmAFnkA9fYk9gXaPw6+xGkZqamq55zMyMkhOTtZ7GEooKSoq0huXm5tboQxRUVEA+Pv76xyfN28eDzzwAKmpqUycOJH//ve/dO7cmU2bNpn+BAWACAc7LiEhkJkph4Rb6X8ZOxqO0tLKIEVFpT8GrOAJvJ55HYAmvk30zgXXMs0TKNrG1Twceo0BSBKYYPhYDS8vKKcIcVBQULnTBw8ebPRcu3btdP7esmULdevW1Tn22WefMWnSJJ1jimGZn5/P4cOH+fzzz3F3d2fYsGE6Y8aNG0f37t3ZtWuXzl5BSZLKlVmgjzACHZUGDeDCBbEv8CYzZsxw3C+p2FjQamVDqoIPfkugJH3Uq1VP75ziCawoMURPX8IItHsceo2BbADWqmVrKUrJzgZvb6OnlV61xvj5559p2bKl3vF3331XLxO8R48efPXVVzrHwsLC9Obealg2adKEP//8UyepaOvWrWRlZfHhhx/qJYvU9C4ttkAYgY6KyBDW4fnnn7e1CLZD+SHQoIHcW7qaKc8I7B7SnSlDptA6sPwEAj19icQQu8eh11gNJCAgoNzz3bt3V5M4yuLv709ysm75p8DAwHI9hwqKYZmRkcGcOXPYs2cP7u7uOmOU/YFly9AIKo8wAh0VkSGsw19//cXo0aNtLYZtUN4DVirh8ULnF+gR0oOOwfodJFoFtjK4V/BW9PQl9gTaPQ69xkAOv2aXXwTdqlTQESQtLY3AwEArCSNT1rB8+OGH6dOnD08//TTh4eHUsicv6m2E3SeGFBQU8MEHH9CgQQM8PT3p0aMHW7durda5X3/9NRqN5vb+pSEKRuvQu3dvW4tgO5T3gPLDoJp5ocsLTLlnCm3qtqn0NfT0JcLBdo9DrzGQ9995e9vPo4LQqa2NLmdnZyZPnkxsbCwzZsxQjzdr1gyAc+fO2Uq02wq7NwJHjx7NtGnTGDVqFNOnT8fZ2ZmhQ4eyb9++apl748YNvvnmG7zL2StxWyDCwTpcvXrV1iLYDisbgRVxPPY46y+tL7d1nJ6+hBFo9zj0GquBFBQU2FoEBgwYQPfu3fnxxx/V7iL33HMPtWvXZvLkyeoxBZEYYj52bQQeOXKEpUuXMnnyZKZMmcLYsWPZsWMHjRs3ZsKECdUy97333qNnz54G9zrcVohwsA6WKopaI7GiEZhTmMPx2OPEZhn/8fHA4gcYvmQ4ESkRRsfo6UvsCbR7HHqN1UCcrLA/2BTef/99EhISmDdvHgA+Pj788MMPHDlyhG7dujF58mR+++03Xn31VcfeblBJ7EPLRli5ciXOzs6MHTtWPebh4cGYMWM4ePAg169ft+jcPXv2sHLlSn788UeLPg+7RAkHx8XJmaEOjp+fn61FsB1WNALPJp6l6+9d6fVHL6NjTCkTo6cvsSfQ7nHoNVYDcXZ2trUIADz66KM0a9aMqVOnqlnHY8aMYe3atfj4+PDll1/ywQcfcOLECe6//34bS1vzsOvEkJMnT9KyZUt8lMLGN+nevTsAp06dolGjRhaZW1JSwptvvslLL71Ehw4dTJaxoKBAx22ebU8bf8ujXj05E7S4GJKSIDjY1hLZlIsXL9Kxo36igkNgRSNQKQKtGHqGMKVgtJ6+RDjY7nHoNVYDyc/Px8tA8sjo0aPL9bjt2rVL52+l4HN5lHdNJycnLl++rHd8+PDhoguNBbBrT2BcXBz169fXO64ciy1nP5u5c3/77TeuXbvGl19+aZaMkydPxtfXV330799fvf/MmTMpKChQN7XOmDGDhIQEli9fzpkzZ9izZw+bN28mIiKCefPmkZWVpTM2PT2dhQsXcvHiRbZt28bOnTs5d+4cixcvJiUlRWdsXl4es2fP5urVq2zYsIH9+/dz/PhxVq5cqbOxdsaMGZSUlPDr779TcrN45/mtWzl06BDr1q0jMjKSWbNm6cmdlJTE0qVLOXPmDLt372bz5s2Eh4czf/58PbkzMzNZsGAB4eHhbNmyhZ07d3L27FmWLFlCcnKyztj8/Hxmz55NZGQk69ev58CBAxw7doxVq1YRGxvLzz//jFarZcaMGWi1Wn7++WdiY2NZtWoVx44d48CBA6xfv57IyEhmz55Nfn6+zvWTk5NZsmQJZ8+eZefOnWzZsoXw8HAWLFhAZmamOvbq1atkZWUxf/58wsPD2bx5M7t37+bMmTMsXbqUpKQknesWFBQwa9YsIiMjWbduHYcOHeLYsWP8/fffxMTE8Ouvv1JSUqIzJzY2lpUrV3L8+HH279/Phg0buHr1KrNnzyYvL09nbEpKCosXL+bcuXPs3LmTbdu2cfHiRRYuXEh6errO2KysLObNm0dERASbN29mz549nDlzhuXLl5OQkKAn98yZM7l27Rpr167l0MGDaG/ckN+zTk789ttvFBcX68yJi4tj5cqVnDx5kn379rFx40auXLnCnDlzyMnJ0RmbmprK4sWLOX/+PDt27GD79u2cP3+eRYsWkZaWxpL1SwDIS8wjOzubuXPnEhERwaZNm9i7dy+nTp0iP0Xe5/P31r/V6xYVFTFz5kyio6NZs2YNPj4+HDlyhDVr1hAdHc3Om/t8r90sH6GstRUrVnDq1Cn27t3Lpk2biIiIYO7cuWRnZ+vInZaWxqJFizh//jzbt29nx44dnD9/nsWLF5OamqozNicnhzlz5nDlyhU2btzIvn37OHnyJCtXriQuLk5nbHFxMb/99hs3btxg9erVHD16lEOHDrF27VquXbtm358Rv/5KTEwMf//9N8eOHavyZ4SyJ7CmfkYoa82Uz4isrCy0Wi1JSUkUFBSQnp5OdnY2OTk5pKWlUVhYSGJiIpIkkZiYCMh1+QoLC0lNTSUnJ4fs7GzS09MpKCggKSkJrVarM7a4uJiUlBTy8vLIzMwkMzOTvLw8UlJSKC4u1hlbUlKiFmHOyMggKyuL3NxcUlNTKSoq0hmryO3u7m623Lm5uWRlZZGRkUF+fj7JycmUlJRYVW7l9c7JySEnJ6fc17CoqMjqciuvoTJWeS0LCwtJS0szqvusmy1ejX1GRCutP81FsmPCwsKk+++/X+/4lStXJED64YcfLDI3OTlZqlOnjjR16lT1WP/+/aV27dpVKGN+fr6UkZGhPnbv3i0B0vHjxyuca3PuvFOSQJLWrrW1JDbnf//7n61FsA0pKfJ7ACQpL6/abzdp5ySJSUhj1441Oua9ze9JTEJ6Z9M7Rsfo6WvRIvk5DBpkKVEFFsZR1lheXp50/vx5Kc8K66k6SUhIsLUIgpuY8p46fvx4pWwPuw4He3p6GsxQUjKCyttobM7cTz75hDp16vDmm2+aLaO7u7tOMUtbp9WbRUgIHD8uMoRx4JZWSig4IABuqb5fHSj7/AwVilZQQsXxOca7hujpS+wJtHscdo3VUCpqGye4PbDrcHD9+vWJi4vTO64ca6AkN1RhbkREBLNmzWLcuHHExsYSFRVFVFQU+fn5FBUVERUVVWEj7RqLyBBWKVuHyqGwcqFopVtIVfcE6ulL2RN4S7sqgf3gsGushqKELAW3N3ZtBHbu3JlLly6RmZmpc/zw4cPq+arOjYmJQavVMm7cOJo2bao+Dh8+zKVLl2jatClffPGF5Z6UPSEKRqv85z//sbUItsHKNQLLaxmn0KNhD6YOmcr4nuONjtHTl5LJKErE2C0Ou8ZqKNbuFiKwDXZtBI4cOZKSkhJmzZqlHisoKGDu3Ln06NFDze7Nzc3l4sWLOv0KTZ3bvn17/v77b71Hu3btCA0N5e+//2bMmDFWesZWRhSMVlFqUDkcN5NCrGUEjukyhvfueo/2Qca78bQMaMm7vd7lgZYPGB2jpy8lHCw8gXaLw66xGkpKSoqtRRBYAbveE9ijRw8ee+wxJk6cSGJiIs2bN2f+/PlERUXxxx9/qOOOHDnCwIED+eyzz5g0aZJZcwMDA3n44Yf17q3UCjR07rZBhINV7rvvPluLYBus7Akcc4dlflDp6Ut4Au0eh11jNZRby6sJbk/s2hMIsGDBAt5++20WLlzIuHHjKCoqYv369fTr169a5zoEIhyscvr0aVuLYBvsrGWcwsHrB9l0eRP5xfkGz+vpS/EECiPQbnHYNVZDycvLs7UIAitg155AkLt8TJkyhSlTphgdM2DAAIM9A02Za4xbC17elihf/KmpkJ9vlexQe8VhM+GsaARmF2ZzIekCDWo3IMSn/PsNXjiY3KJcro67SlP/pnrn9fQlwsF2j8OusRqKi4vdmwcCC2D3nkBBNeLnB0qpHAffF2gvLZKsjhWNwJNxJ+k+uzsD5g+ocKyPuxyKyijIMHheT18iHGz3OOwaq6FoNBpbiyCwAsIIdGQ0GhESvkmMIz7/ggJQkqms0TLOhBqBCr7uvgBkFmQaPK+nL+EJtHscco3VYAoLC20tgsAKCCPQ0REZwgB07drV1iJYH0Xn7u5Qp061386U8jAKiifQmBGopy/hCbR7HHKN1WC8vb1tLYLACggj0NERGcIArF+/3tYiWB+lmHqDBrJXuJpRC0V7Gy8UrVCREainL+EJtHscco3VYNLT020tgsAKCCPQ0RHhYABeeuklW4tgfRQjsH59q9xO6QBijhGYkW94T6CevkR2sN3jkGusBlO3bl2Dx+fNm4dGo+HYsWMGzw8YMID27UvrgDZp0gSNRmPwobRxBVi3bh39+/cnKCgILy8vwsLCePzxx9m0aZPZst96Hx8fH/r378+GDRvMvtbtjjACHR0RDgbgt99+s7UI1if+Zm9eKxmByXny/sMg74qzRCvyBOrpS4SD7R6HXGM1mKSkJItdq3PnzixcuFDv4ebmBsDUqVN58MEH0Wg0TJw4kR9++IERI0YQERHB0qVLK3XPIUOGsHDhQhYsWMCECRO4fPkyw4cPZ/PmzRZ7XrcDIgfc0RHhYMBBm9srnsB6Fe/RswSpeXIP7jqeFe8/fLL9k3Su15k+oX0MntfTlwgH2z0OucZqMJYs6RMSEsIzzzxj8FxxcTFffvklQ4YMYcuWLXrnK9vDuGXLljr3HDFiBG3btmX69Once++9lbrm7YjwBDo6igGgeIUcFIdsbq/o3EpG4OhOo/mg9wfltoxTuK/5fbzd8226NjCcTKCnL+EJtHscco3VYCprfJlLcnIymZmZ9O7d2+D5W43R/Px8Jk2aRMuWLfHw8KB+/fo8+uijXLlypdz7tGnThsDAQIPjYmJiGDNmDA0aNMDd3Z2mTZvy6quvOkSGtPAEOjpKKFDxCjkoI0aMsLUI1sfK4eAXurxgsWvp6Ut4Au0eh1xjZZAkidyiXFuLoeLl6lVuLUA/P79y52dkZJCslJgqQ1FRkcFjt4718vLCy8uLoKAgPD09WbduHW+++SZ1yqlUUFJSwrBhw9i+fTtPPvkkb731FllZWWzdupVz587RrFmzcuVNS0vTGxMbG0v37t1JT09n7NixtG7dmpiYGFauXElubq4asr5dEUago6N4gbKz5UetWraVx0bs37+fkSNH2loM62LlcLA5pOalEp4cjoeLB13qd9E7r6cvkRhi9zjkGitDblEutSbbz+dr9sRsvN2Ml4HJzs4u1yAbPHiw0XPt2rXT+XvLli16iSafffYZkyZNwsnJiffff58vvviC0NBQ+vXrR58+fbjvvvu44447dOYsWLCA7du3M23aNMaPH68e//DDD/W6huXn55OcnIwkSURHR/PJJ59QUlKi9x6cOHEi8fHxHD58WKeM0RdffGGwE9nthjACHZ3atcHbG3JyZM9Q8+a2lsgmlPcL8rbFip7AopIiziScoY5nHZr4NamwG8GWK1t46q+nGNhkIDue36F3Xk9fIhxs9zjkGqvBeFTQRvTnn3+mZcuWesffffddSm7xyPfo0YOvvvpK51hYWJj6/88//5zWrVvzyy+/sHnzZv755x8+/vhjunTpwqJFi2jTpg0Af/31F4GBgbz55pt69731M+WPP/7gjz/+UP92dXVlwoQJvPPOO+oxrVbL6tWrGT58uME6lo7QNUUYgQLZE3TlikMbgTk5ObYWwbqUlECCXLLFGp7A+Ox4uv7eFVcnVwo+KahwfEXZwXr6KtvnVKsFJ7Hd2d5wuDV2C16uXmRPzLa1GCperl7lnr/VkLuV7t27GzSc/P399UK/gYGB5XoOAZ566imeeuopMjMzOXz4MPPmzWPx4sUMHz6cc+fO4eHhwZUrV2jVqpVJfY0feugh3njjDQoLCzl69CjffPMNubm5OJX5bEhKSiIzM1OnpI2jIYxAgewJUoxAByUz07CxcduSkiIbghoNWDAL0Ojt8lIAOTPYlF/XFRmBevoq25e2uBhu8308NRGHW2O3oNFoyg2/2htardYm9/Xx8WHIkCEMGTIEV1dX5s+fz+HDh+nfv79Z12nYsKFqeA4dOpTAwEDeeOMNBg4cyKOPPlodotdIxM9lQaknyIGTQ1q1amVrEayLouu6dXW9aNWEUh4mwCvApPEVGYF6+ir7HERyiF3icGushuPu7m5rEVRPY9zNz6tmzZoRHh5uMPmkIl5++WWaNWvGJ598ou71q1u3Lj4+Ppw7d85yQtcwhBEoKN0T5sCewN27d9taBOti5fIw5tQIBPB19wWMG4F6+iprBIp9gXaJw62xGk52tnVC17m5uRw8eNDguX/++Qco/QExYsQIkpOTDZYbqiiJw8XFhXfffZcLFy6wZs0aAJycnHj44YdZt26dwQ4oIjFE4BgITyBPPPGErUWwLlY2AlNyS8PBpqB4AvOK8ygqKcLV2VXnvJ6+bg0HC+wOh1tjNRx/f3+r3Cc3N5devXrRs2dP7rvvPho1akR6ejqrV69m7969PPzww3TpIlcIeO6551iwYAHvvPMOR44coW/fvuTk5LBt2zZee+01HnrooXLvNXr0aP7v//6Pb7/9locffhiAb775hi1bttC/f3/Gjh1LmzZtiIuLY8WKFezbt6/CUjk1HeEJFAhPIDB37lxbi1BlrqVfo/0v7VWvW7lYuW+wGg72NC0cXNu9tvp/Q95APX2JcLDdczusMUciJSXFKvfx8/Pj999/p169esydO5fXXnuNTz/9lOzsbKZMmcKyZcvUsc7OzmzcuJGPP/6Yw4cP8/bbbzNt2jR8fHzo0KFDhffy9PTkjTfe4NChQ+zatQuQu5kcPnyYkSNHsmjRIsaNG8eCBQsYMGAAXl7lJ8/cDghPoEB4Ark9WlrtitpFvVr1+PvC34y5Y0z5g+08HOzi5MKXA7/E29Ubdxf9vUl6+iqbDSw8gXbJ7bDGHAljbeNGjx7N6NGjjc5TjCuFqKiocu/j4uLCSy+9xEsvvWSSXJ6ennz11Vd6JWfKUl4Y97PPPuOzzz7TORYaGsr8+fNNuv/thvAECoQnkJrb0iqnMIfsQnnvTnRGNNsjt7P20tqKJ1rZEzio6SA+6P0Bg5oOMnnOJ/0+Yfxd46nlpl9g16C+RNcQu6amrjFHxVpt4wS2RRiBglJvUGKiw36BPv3007YWoVKsPL8Sv//68dLal3iw1YMAbL2yteL2VFb2BN7f4n7+O/i/DG0x1CLXM6gv0TXErqmpa8xRKa9biOD2QRiBArlMiJOTXGQ3KcnW0tiETZs22VqESrEveh8lUgkBngF0DO5IY9/G5BXnse3qtvInWtkIrAxX065y6MYhknL035MG9SW6htg1NXWNOSoZGRm2FkFgBYQRKJC/PJX9Hw66L7Bz5862FqFS7I3eC0Cf0D5oNBrVG7g2vIKQsJXDwf8m/ktkWiRFJabX9xq7bix3/XEXW69u1TtnUF8iHGzX1NQ15qg4QlKEQBiBAgUH3xcYXwOfd1JOEuEp4QD0Du0NwEOt5BIJ6y6to0RrxBjKyYGsLPn/VvIEDl44mLCfwvg36V+T5yhlYjLy9T0SBvUlPIF2TU1cY45MZQoyC2oewggUyDh4hnBNLAq6L3ofAO3qtlOzbvs17oevuy+JOYkcjT1qeKLyZezlBbVrGx5jQSRJMjs7GMrvGmJQX8ITaNfUxDUmENzuiBIxAhkH9wTWt1JY1JIooeC+oX3VY67OrswYOgMNGpr6NTU8sex+QBP6+FaVnKIcCksKAdPrBEL5RqBBfYnEELumJq4xR8bV1bXiQYIaj/AECmQc3BN48uRJW4tgNoonsE9oH53jz3R8hlEdRxFcK9jwRMUIDDZy3sIoXkA3Zze8XE3fZ1Re6ziD+hLhYLumJq4xRyY3t4IKA4LbAuEJFMg4uCdw6FDLlC6xJmO6jKFZnWb0a9zPvIlK/S8bFIrWmOF5VD2BhfpGoEF9iXCwXVMT15gj4+vra2sRBFZAeAIFMg7uCVy0aJGtRTCbl7u+zJIRS2jk20jneE5hDpsub2Lh6YWGJyYkyP8a6QhgaZS+weaEgqH8cLBBfQlPoF1TE9eYI5OaakL7SUGNR3gCBTIO7gks29KqRFuCs5OzDaWpGkm5Sdy/6H7cnN14usPT+s9F8QRaORxsTlIIQLeQbvxfv/+jfVB7vXMGW5AJT6BdI9rG1SyMtY0T3F4IT6BApqwn0AGz+JSWViv+XYH3N96ciDthY4nK53LqZf5N/NdgZ5BGPo1wc3ajsKSQ6Ixo/clW9gS2DGjJh70/5Mn2T5o17476d/D5wM95rN1jeufKbRsnPIF2iWgbV7MQbeMcA2EECmQUIzA3F7KzbSuLDRg9ejSSJPHRjo9o4tfE1uJUyHf7v6P9r+35dt+3euecnZxpXqc5ABGpEfqTrewJ7FSvE5MHT+a1bq9Z7JoGG9gr4WDhCbRLDOpMYLcEBBjevjFv3jw0Gg3Hjh0zeH7AgAG0b1/qvW/SpAkajcbgIz8/Xx23bt06+vfvT1BQEF5eXoSFhfH4449XqtPMrffx8fGhf//+bNiwwexrlSUqKooBAwaUO2bAgAFERUXpHd++fTsvvvgiLVu2VJ/fSy+9RJyNt2AJI1Ag4+1dWjPOAfcFrlixgp1RO7mcepkbmTdo5t/M1iKVy9W0qwCE+YcZPN+iTgsAIlIMGIFW9gRWlsKSQi4kXeB47HG9cytWrNCfIDyBdo1BnQnslrS0NItdq3PnzixcuFDv4ebmBsDUqVN58MEH0Wg0TJw4kR9++IERI0YQERHB0qVLK3XPIUOGsHDhQhYsWMCECRO4fPkyw4cPZ/PmzWZdp7i4mO3bt+sdz8/PZ/fu3QDs2bNHx6BV2L59O8U3P48++OADdu3axSOPPMJPP/3Ek08+yfLly+nSpYtNC6mLPYGCUurVkztJxMdDy5a2lsaq9OnTh/cPvw/A852ex9PVk91RuzmfdJ5Xu71qY+n0MdUIvJRySf+kYgRayRMYlR6FVtJSv1Z9PF09TZ4XmxVL21/a4uHiQd7HeTrn+vTpoz9BJIbYNQZ1JrBbatWqZbFrhYSE8Mwzzxg8V1xczJdffsmQIUPYsmWL3vnKhqVbtmypc88RI0bQtm1bpk+fzr333mvydeLj43n//fdp06YNb7/9NgC7du3itdde44EHHqB///6sWbOGl19+mV9//RWApKQkPv74Yy5dusTq1asJCQlh2rRp9OnTByenUt/bfffdR//+/ZkxYwZfffVVpZ5nVRGeQEEpSnKIA3oCD5w/wLpL6wB4o/sbpOenM2D+AF7b+BppeZb7RWwJikqK1L1+Ro3AgJuewFvDwfn5kHkz29ZKnsC3N71Ns5+asfCMkWxlIyjZwfnF+WqxaYUrV67oTxCJIXaNQZ0J7JaCggKr3Cc5OZnMzEx69+5t8PytCSr5+flMmjSJli1b4uHhQf369Xn00UcrfH+1adOGwMBAg+NiYmIYM2YMDRo0wN3dnaZNm/Lqq69SWFhIw4YNOXbsGIMHD+bpp5/myJEjfPPNNyxfvpwpU6YA8P3337Ns2TK+/vprjhw5wtNPP82QIUM4cuQIISEhAPTr10/HAFSO1alThwsXLpj8elka4QkUlKLsC3TADOHtadvRSloGhw2mTd02gJzQcCnlEvuv72dYy2E2lrCU65nXKZFKcHd2p35tw10Y1HDwrUag8qva1RX8/KpRylKU7GB/D3+z5ilGIEBWQRYBXqV7lLy9vfUniHCwXWNQZwK75VaD5VYyMjJITk7WO26o53BRUZHeWC8vL7y8vAgKCsLT05N169bx5ptvUqeO8SoCJSUlDBs2jO3bt/Pkk0/y1ltvkZWVxdatWzl37hzNmhnfxpORkUFaWpremNjYWLp37056ejpjx46ldevWxMTEsHLlSnJzc3Fzc0Oj0ei8Hspew7I4OTmpxwydN0R2djbZ2dkEBgZWOLa6EEagoBQH9gSeyz4HwKgOo9RjfUP7cinlEvui99mVEaiEgpv6N8VJY/iDunO9zsx/eD6tAlrpnlCMwKAgq7SMA0jPTwfAz8PPrHkuTi54uXqRW5RLZkGmjhFY21DPY5EYYtcY1JkDklOYY/Scs5MzHi4eJo110jjpbK8wZ6wpODuXXyZr8ODBRs+1a9dO5+8tW7ZQt25dnWOfffYZkyZNwsnJiffff58vvviC0NBQ+vXrR58+fbjvvvu44447dOYsWLCA7du3M23aNMaPH68e//DDD/V6U+fn55OcnIwkSURHR/PJJ59QUlLCyJEjdcZNnDiR+Ph4Dh8+TNeuXdXjX3zxBZIkERMTw8MPP0yLFi1YvHgx77//PhMnTmTkyJEMHz6c7777jgkTJrBu3Tp+/fVXJk2axJQpU/jhhx+YMWOGGg42xI8//khhYSFPPPGE0deyuhFGoKCUavQE5hXlmf0hZE1ycnNw0jhxR/3SD50+oX344+Qfans2e6Gi/YAA/p7+PNfpOf0TNkgKqawRCFDbrbZqBJYlIiKCzp076w4WnkC7xqDOHJBak43vtRvaYigbni7NYA2aGmSwDBRA/8b92TV6l/p3k+lNSM7V98wBdG3QlaP/OWqWnPn5+Xh5GW/z+PPPP9PSwN7xd999l5Jbfoj16NFDb89bWFjp59fnn39O69at+eWXX9i8eTP//PMPH3/8MV26dGHRokW0aSNHZ/766y8CAwN588039e57q+ftjz/+4I8//lD/dnV1ZcKECbzzzjvqMa1Wy+rVqxk+fLiOAVj2msHBwUyePJnBgwerWb8DBgzg5MmTHD58GIAHHniAzz//HE9P+Tuubt26LF68mO3btxNsZO/1nj17+Pzzz3n88ccZNGiQwTHWQBiBglIs6Ak8cP0ADX0a4ubsxjub3+HfpH85MfaE3RZh3vP8Hnzq+ODm7KYe6xvaF4CjsUfJL87X+YVuS7qHdOfrQV9XrpSNlcvDQMVGYEpuCr8e+5W7m97NXY3u0jmn9BrOK9ZNDOnXz0CrPJEYYtcY1JnAbqnIc9u9e3eDhpO/v79e6DcwMLBczyHAU089xVNPPUVmZiaHDx9m3rx5LF68mOHDh3Pu3Dk8PDy4cuUKrVq1wsWlYtPloYce4o033qCwsJCjR4/yzTffkJubqxPWTUpKIjMzU6ekza24uLgYlN3Dw4P+/fsDqP/eyt13323w+MWLF3nkkUdo3749s2fPrvC5VCfCCKxBZBVkUdu9GkMqFvIEZhVk8eASOd1/1eOr2HR5E2n5aSw4vYAXurxgAUEtz4oVK/Q6GoT5h1GvVj3is+M5GnOUvo372kg6XTrX60znep0rHHcs9hjHYo/RuV5nejbsKR+0siewRFtCVmEWAL4e+r1It1zZwujVo4nLjuOnwz8RPT5ax9hWjMBbvSGG9CUSQ+wbgzpzQLInGq/DeuuP5MT3jGfG3roVJOqtKJPHmkJaWppNuob4+PgwZMgQhgwZgqurK/Pnz+fw4cNGDS1jNGzYUDXehg4dSmBgIG+88QYDBw7k0UcfrZRsTZo0YdeuXeWOqej89evXueeee/D19WXjxo023yYhsoNrAJdTL9N3bl+6/d5Nb9+DRbGQJ3DPtT2k5KXg5epFt5BufNz3YwA+3fkp+cX6tZTsAUNfThqNhj6hclkLewsJm8KfZ/7k1Q2vsvri6tKDVvYElg3j+rrrGoG7onZx75/3Epctv9+ScpNYfHaxzpj/3PEfPu33KaG+oTrHy20bJzyBdokwAGW83byNPm6NNpQ39tbtNeaMNQV7aBuneBqVgsrNmjUjPDzcYPJJRbz88ss0a9aMTz75RP0erVu3Lj4+Ppw7d85yQpdDSkoK99xzDwUFBWzevJn69Q0n9lkTYQTWAN7Y+Ab7ovdxOfUy55POV9+NFE9gcjJUYpEp7I3eC8DgpoPxcPHg9e6vU69WPWKyYtgfvd8SklqU5/5+jqZfN2X7Vf2CoB/1+Yij/znK+73ft4Fkhvkn4h8uJF2gRFu+x6tB7QaAXG9PxcqeQCeNEx/2/pDXu72Ou4u7zrl5p+YB8FCrh/h8wOcATDs4TeeHzls93+KLgV+oHVAUDLYgE4khdo1oG1ezsFbbuNzcXA4ePGjw3D///ANAq1ZygtuIESNITk42+F6qyEHi4uLCu+++y4ULF1izZg0gZ/Q+/PDDrFu3zmAHFEs6XXJychg6dCgxMTFs3LiRFi1aWOzaVUGEg+2czIJMdkTuAODof47SLqgdJdoSEnIS1C95ixEYKH+RlpTIHiMjGU0VoRiBSvjUw8WDfo37sfzf5RyNPcrdYYb3SdiK/df3E1UcZTClv0v9LjaQyDhpeWkMXTwUkMNK3m7Gy27UryX/ytQxAq3sCfT18GXy4Ml6x0u0Jay/tB6A8T3H06leJ6YcmMK/Sf+y7eo2hjQbUu51X375Zf2DwhNo1xjUmcBusVbZktzcXHr16kXPnj257777aNSoEenp6axevZq9e/fy8MMP06WL/Dn83HPPsWDBAt555x2OHDlC3759ycnJYdu2bbz22ms89NBD5d5r9OjR/N///R/ffvstDz/8MADffPMNW7ZsoX///owdO5Y2bdoQFxfHihUr2LdvH34WKqU1atQojhw5wosvvsiFCxd0agPWqlVLlcfaCE+gnbPlyhaKtEW0qNOCLvW7cOD6AcJ+CuPRZZXb01AuTk6lxkEl9wXmFeVxNEbOQlMSKwC6NegGwJGYI1WT0cJkFmSq2badgjvZWJqKiUyPBCDYO7hcAxBKPYFKuBWwm5ZxB28cJCUvBX8Pf3qH9sbPw48xXcYAMO3QNHVcUk4SF5MvkpSTpDN/zpw5+hcViSF2jUGdCeyWlJQUq9zHz8+P33//nXr16jF37lxee+01Pv30U7Kzs5kyZQrLli1Txzo7O7Nx40Y+/vhjDh8+zNtvv820adPw8fGhQ4cOFd7L09OTN954g0OHDql790JCQjh8+DAjR45k0aJFjBs3jgULFjBgwIBys6PN5dSpU4C8Dp599lmdh9KJxBYIT6Cdo3SxGN5yOADN6zQnNiuW6IxoziacpUNwxW98s6hfH2JjK70v8EjMEYq0RdSvVV+nhEn3kO6AnGlrT5xNOAtAPa96OnXoyvLbsd84m3CWCb0n0NivsTXF0+N6xnUAvT1yhjAYDrayJzAjP4PUvFTqeNbRSQxZc1EOxzzQ8gFcnOSPoVe7vsr0w9PZdnUbhSWFuDm78d7W91hwegFThkzhvV7vqfPvv/9+/ZuJxBC7xqDOBHaLj4+PweOjR49m9OjRRufdmhihlFUxhouLCy+99BIvvfSSSXJ5enry1Vdfldtmrbww7meffcZnn32mcyw0NJT58+ebdP/KUtHrYCuEJ9COKdGWsOGSXDNqeCvZCAzyDuLBVg8CMPfUXMvftIoZwmVDwWXDq3fUv4On2j/FOz3fqXAvmzU5nXAagBAX46HvWcdn8cuxXzibeNZaYhlF8eqZshVAGZOen05eUZ5sHCXd9KhZyRO4+uJqwn4K48m/ntQ5vvbSWgAebPmgeqxlQEt83X0p1hZzMfkiAF4uhrODT548qX8zEQ62awzqTGC35OXlVTxIUOMRnkA75kTcidKQWaPSvopPtHuCVRdWqQaXRalihvDznZ6noU9DGvk00jley60Wi0csNjLLdpyKPwVA+0DjdaKa12nOyfiTXE69bCWpjKN49ZT9fuXh4+6jdtyIy44jrLg2aLXyyVuq91cXhmoEhieHcynlEq5OrtzbvLSRu0ajoWNwR/ZG7+V0/Gk6Bnc0WiLGYFadSAyxa+whE1JgOq6urrYWQWAFaoQnsKCggA8++IAGDRrg6elJjx492Lp1q0XnHj16lDfeeIN27drh7e1NaGgojz/+OJcuXbL00zGZbiHduDLuCotHLMbVuXRBKl0tziacpaik8lm8BqmiJ7CRbyNGdx5td8kfxvg36V8AmtdubnRMM3+516Q9GIFxWbJxbqxncFk0Gg1LRyxl9+jd1KtVr3Q/YJ06cu9gK6AYgWXLwygJIQObDtTpDwyl+zLPJJwBjNcJNIjwBAoEAoFZ1AgjcPTo0UybNo1Ro0Yxffp0nJ2dGTp0KPv2VVy7zdS53377LX/99Rd3330306dPZ+zYsezZs4c77rjDajWEDBHmH8Z9ze/TO1bbrTYFJQWEp4Rb9obV2D9YK2m5mHyRLVe2WPzalaWJXxNa1GmBZ57xOlpKeRK7MALNCAeDvI2gX+N+sjFlg24hGQUZgK4nUNkXOrDJQL3xHYM7AqVhemNGYJyh96dIDLFrDOpMYLdUphafoOZh9+HgI0eOsHTpUqZMmcJ778kbw5977jnat2/PhAkTOHDggEXmvvPOOyxevBg3t9K2YU888QQdOnTgv//9L3/++Wc1PUPzcdI40aleJ/ZF7+NU/CnaBxkPZZpNFTyBR2KOcPjGYXo27Em3kG5650/Fn+LOWXfi5+FH6oRUgyVZrM2iRxcBEB0dbXSMYgReSbtiFZnK45Wur9C7Ue/SDiDmYCd9gxUDz1DXk071TPMEKiUjdBCJIXaNQZ0J7BalD67g9sbuPYErV67E2dmZsWPHqsc8PDwYM2YMBw8e5Pr16xaZ26tXLx0DEKBFixa0a9dOp56PtbiecZ2n/nqKKfunGDz/TIdnmNhnomUNQKiSJ3D9pfWM2zSO2ScM90LsENQBd2d30vPT7cKrVhalKKkhFCMwKj3K8uF3MxnWchgT+5qu97MJZ/n16K9svry51BNoQyMwtyiXSynyFgtDJXna1W2HBg0JOQkkZCcYNQIN6kuEg+2a8taYwP7IzMyseJCgxmP3RuDJkydp2bKlXrp69+5yyRGl9o6l54KcZp6QkFBu0cyCggIyMzPVR3a28b6Q5nAq/hRLzy3lz7OGPZAvd32Zb+7+xqQesmaheALj4sDMaunKl3vLgJYGz7s6u6qeHiUhw5aULSPw4osvGh1Xv3Z9PFw8KNYWcz3T+I8Oe2TT5U28tvE1Fp5ZWJoZbKWkENDfE3gu8RxaSUuQd5C8T/EWvN28aREgV9I/k3CGjsEdebvH2zzUSrcIrEF9icQQu6a8NXY7Uq0tPq1AQIDhklkC61Od7yW7NwLj4uIMZpUpx2JjY/XOWWIuwKJFi4iJieGJJ54wOmby5Mn4+vqqD6XJdVxcHDNnzqSgoEBtcTNjxgwSEhJYvnw5Z86cYc+ePWzevJmIiAjmzZtHVlaWOvb3tb8D4JXtxcWLF9m2bRs7d+7k3LlzLF68mJSUFJ3r5uXlMXv2bK5evcqGDRvYv38/x48fZ+XKlcTGxuqMLSkp4ddffyUmJoa///6bY8eOcejQIdatW0eUUhagoIBZU6eqc5KSkli6dClnzpxh9+7dbN68mfDwcObPn6/KrRiBDT0bsmDBAsLDw9myZQs7d+7k7NmzLFmyhMbecp29K2lXmDFjBvn5+cyePZvIyEjWr1/PgQMHOHbsGKtWrSI2Npaff/4ZrVbLjBkz0Gq1/Pzzz8TGxrJq1SqOHTvGgQMHWL9+PZGRkcyePZv8/Hyd55qcnMySJUs4e/YsO3fuZMuWLYSHh7NgwQL+d+B/1P6iNm9vepsXX3yRrKws5s+fT3h4OJs3b2b37t2cOXOG5cuWs3nEZr71/5Yw/zBmzJhBQUEBs2bNIjIyknXr1nHo0CGOHTvG33//TUxMDL/++islJSU6ssTGxrJy5UqOHz/O/v372bBhA1evXmX27Nnk5eXpjE1JSWHx4sWcO3eOnTt3sm3bNo6fPc77M99n/+X9OmOzsrKYN28eERERbN68mT179shyL1+Ot1YuKB2XHce5m/W7jl27xrVr11i7di2HDh3i6NGjrF69mhs3bvDbb79RXFysc/24uDhWrlzJyZMn2bdvHxs3buTKlSvMmTOHnJwcnbGpqaksXryY8+fPs2PHDto6teXxsMeJPBpJWloaPyz5AYA6hXXIyclh7ty5REREsGnTJvbu3cupU6eoU1gHgF9W/UKPhj1odrkZz7R/hpkzZxIdHc2aNWv49NNPOXLkCGvWrCE6OpqZM2dSomwvuCl/QkICK1as4NSpU+zdu5dNmzYRERHB3Llzyc7O1pE7LS2NRYsWcf78ebZv386OHTs4f/48ixcvJjU1VWdsTk4Oc+bM4cqVK2zcuJF9+/Zx8uRJVq5cSVxcnM7Y4uJifvvtN27cuMHq1as5evQohw4dYu3atVy7dq1KnxEzZswgPT2dhQsXWvUzIjIyklmzZunJXdFnhGIEzpgxg8zMTKOfEWXbgtn6MyIzM1NvrRn6jFi6dClJSUnMmDEDV1dX0tPTyc7OJikpiYKCAvXvnJwc0tLSKCwsJDExEUmS1PZsiYmJFBYWkpqaSk5ODtnZ2aSnp1NQUEBSUhJarVZnbHFxMSkpKeTl5alOiLy8PFJSUiguLtYZW1JSQnJyMvn5+WRkZJCVlUVubi6pqakUFRXpjNVqtSQlJREfH2+23Lm5uWRlZZGRkUF+fj7JycmUlJRYVW7l9c7JySEnJ6fc17CoqMjqciuvoTJWeS0LCwtJS0szqHvlb1dXV6OfEeVtaSoPjWTnP1eaNWtGq1at2Lhxo87xq1ev0qxZM3744Qej1barMvfixYv06NGDdu3asXfvXpwVL8MtFBQUUFBQoP596tQp+vfvz/Hjx7njjjtMf6K38Ozfz/LnmT/5auBXfNzvY4NjEnMSORV/im4NuuHv6V/pe+nh4wNZWRAeDi0Ne/VuRZIkak+uTU5RDhdev0DrwNYGx03aNYnPd3/OS11e4vcHf7eczJXg4+0f882+b3it62v8/MDPNpXFFI7HHqfr712pX6s+se+W/wNGYUfkDu5ecDetA1tzYUdbWLUKZsyA11+vZmkN8/qG1/nl2C+83+t9vhvyncExX+35ik93fsqzHZ9lwSMLTL/4Z5/BF1/Aq6/CL79YSGKBwHzi4uJIT08nKCgILy8vu9j/LKh5SJJEbm4uiYmJ+Pn5lVtm6cSJE9x5551m2x52nxji6empY2Qp5Ofnq+ctPTc+Pp4HHngAX19fdV+hMdzd3XF3d1f/rlWrltGx5vBvoly6pF1QO6NjhiwcwpmEM6x5co1aQNoiBAfLRmBCgslGYHx2PDlFOThpnHQ6hdyKUm7lavpVi4haFaIyogBo7NeYGTNm8MYbb9hWoApQMoNNKQ+joNM1JOlmGNhKPUENcSrhFFB+i76yGcJFJUUk5CRQVFJEU/+m6hiD+hKJIXZNTVhjlqLezW01isenJpKVlUXt2rVtLYYAubWe8p6yNHZvBNavX5+YmBi940q5gQYNjJfKqMzcjIwM7r//ftLT09m7d2+5168uSrQlXEiWk1HKSwDoXK8zZxLOcCr+lOWNwMuXS7NJTUAJBTf1a4qbs5vRcYqBeCXV9pm2UelRgFwmpv9j/csdeybhDL8f/51Ar0A+G/BZuWOrC6VQtKnlYcqOzSzIJCctEW+w2p5ASZKITI/Ez8MPfw9/JCQ167e8vayKgXgh6QIn4k7Q84+eNPRpyPXxpfsxH3vsMf2JIjHErjGos9sUjUZD/fr1CQoKqrGlVpKTk8vdDy+wDq6uruU6oqqK3RuBnTt3ZufOnWRmZuokeBw+fFg9b6m5+fn5DB8+nEuXLrFt2zbatm1ruSdiBlfTrpJfnI+HiwdN/ZoaHdc5uDMLWMDJeAu3Y1LqyFXCCFQ29Rujbd22TL57Mi3qlD/OGpQ1Avfs2VPul1RCdgIzjs6gbd22NjMC1ULRJnQLUajtVru0a0heIs3BakZgTlEOzX6SPb85H+UQmxVLdmE27s7utApsZXReqG8obs5uFJYUkl0oJ1rdmh1sUF8iMcSuqWiN3Y44OztX6xd4dXLw4EGH05cjYveJISNHjqSkpIRZs2apxwoKCpg7dy49evSgUSO5PVlubi4XL14kOTnZ7LkAJSUlPPHEExw8eJAVK1Zw1113WeHZGeZaxjVcnFxoE9gGZyfjHyBK2Ox80nnLClAJI/CJ9k9wcMxBvhjwRbnj/D39+bDPh4xoO6IqElaZguIC1bPWxK8JLVqUb5QqHszItEibZf2p4WAzjECNRlMaEi5Okw9a6de9khns4uSCp4snp+Pl+oDtg9rj4mT896dGo6GhT0MA0vJlmW81Ag3qS3gC7ZqK1pjAvhD6cgzs3hPYo0cPHnvsMSZOnEhiYiLNmzdn/vz5REVF8ccff6jjjhw5wsCBA/nss8+YNGmSWXMB3n33XdauXcvw4cNJTU3VKw79zDPPVPtzVRgcNpicj3JIzk0ud1yzOrKXJSo9Cq2kxUljIZu+Ekagj7tP5QoY2wil1Iuniyd1veoSnlV+5xXFkMorziM9P92yiTgmYm63EIXfHvgNt+xcOk2+uWXASkZgRn5ptxCNRqMWiS5vP6BCQ5+GXE27SmpeKgD5xfk67/GsrCz9ScITaNcY1JnAbhH6cgzs3ggEWLBgAZ9++ikLFy4kLS2Njh07sn79evr162exuUrNwHXr1rFu3Tq961jTCARwc3ar8Mu+oU9DnDXOFJYUEpsVq3pPqkwljEBziEqP4nT8aUJ9Q+lS3zZdBIpKihgSNgRnJ2c0Gg05OTnljvd09cTfw5+0/DRismJsYgQqnktzEkMAuY/zhQtQAPj5Wb1vsFIo+lyi3H6xQ3CHCuc28pG99Ek5SeqxvKI8vN3kkjcG9SU8gXZNRWtMYF8IfTkGNcII9PDwYMqUKUyZYrh7BsCAAQMMhulMmQuw62YNtZqEi5MLjf0aczXtKlfTrtrMCCzRlvD+1vdpXqc5Y7qMwd3FvdzxM47M4PuD3/NWj7dsZgS2qduGLc+W9jBu1qxZhXNCfEJkIzAzxvKdWkzgw94fEpEaYZInTQ+lULQVN3rfagQqXWJaBRjfD6igvJcTskvfg7lFuaoRaFBfwgi0a0xZYwL7QejLMagRRqAjIUkSQxYOoV6tevx0/0/U8axT7viP+nwEYNlECzONwOiMaH449APuzu680vWVCscrZWLsoRevwr59+yrcAxNSO4RzieeIydLPOLcGld1HeSHpAjvCFxLSGh72t023EK2kVY1ApQ1feSiewBtZN/Bw8SC/OF9nX6BBfYlwsF1jyhoT2A9CX46BMALtjJS8FLZHbgdg9oOGe/CWZcwdYywvhJlGoJIZ3LxOc5P2JSp7GW1ZJqZYW6yTnGBKFlxI7RCgNEu3pnDg+gHeiJ3N0Dvg4WzrGYEZBaV7AmOzYskrzsNZ40wTvyYVzlU8gTcybzD2Drn3t6draV1PUSKm5iEyTWsWQl+Ogd1nBzsaStmS+rXkfrU2QTECc3PBhF7IikdPMe4qQi0YnXYVraStnIxVZOD8gQRPDWbrla0AzJs3r8I5kwdPJmVCCh/1/aiapdMnOTeZfyL+UYuIm0OglxwCTvLGquHgNoFtePnOlxkSNkT1Ajb1b4qrc8V7Ehv5yp7A65nXmX7/dKbfP50g7yD1vEF9CU+gXWPKGhPYD0JfjoHwBNoZZWvXmUJ2YTbHYo+RXZjNsJbDLCNErVrg5SUbgQkJ8t/lcD1DzrQN9Qk16fKhvqE4a5wpKCmwbEKLGVxLv0ZiTiK13eWK+KZ0MihrhFibozFHGbp4KJ2CO3HqlVM65/KL89kVtYttV7fh5uzG5wM+1zG06nrL3r9kL8DDep7AgU0HMrDpQAB+Py63CDQlFAy6ewILSwr1CpAb1JfwBNo1jtIt5HZB6MsxEJ5AO8NcI/Bi8kUGzh/I2HVjLSuI4g2Mj69wqFJuJdTXNCPQ1dmVxn6NAduEhLWSVi23ohgbSpN4eyU+W9bDrZnBBcUF9Jzdk/sX3c/3B79n8r7JTD88XWdMXS/Z8EvywmqFom9F8QSaunc10CsQN2c3JCQup1wmLitOZ0+gQX0JI9Cusfc1JtBF6MsxEEagnXEt/RpguhGoFDGOy44jryjPcoKYsS9QMQKVEJ4p2DI5JDk3mWJtMRo0BHvLz3PUqFEVzkvITuD1Da/z/Ornq1tEPRJz5B6kt3oj55+ez+mE0/i4+3Bvs3sBmLRrkuqdhVJPYLY75NfxwVok5SSRmpdKibaEiNQIwHQj0EnjpBroT/71JA2mNWDT5U3qeYP6EuFgu8aUNSawH4S+HANhBNoZURlRgOlGoL+HP77uvvLcm15Ei2CGERidEQ2UZnSawvu93mfZyGXc3fTuSolXFZR6e0HeQWrYdOPGjSbN/eXYLyw8vZCiEuv2A03KlUu8KF49kJNbvtv/HQBfDPiCjaM20rtRb3KKcnh789vqOF93X1y1Gvk6fsb7OluaZ/5+hoDvAlh0dpFqBJoaDgb0tgmU9QQa1JfwBNo1pq4xgX0g9OUYCCPQzigoLsBJ42SyEajRaGjqL/cXvpp21XKCmGEE7n9xP4fGHKJTPdPr1w1pNoTH2z2uhoWtiWIEli3G3aVLxfUK63rXxdXJFQlJDSdbC0NG4MrzK7mSdoUAzwBeuuMlnDRO/PrArzhrnFl1YRX7o/cD8nskMO+mEVjbekte6Rji4+6jhv0r6i1dFuVHhZI8VNYINKgv4Qm0a0xZYwL7QejLMRBGoJ2x5dkt5H+cz8AmA02eo4SEbWUENqjdgB4Ne1DLrfwEEntBKfFS1giMi6vYqHPSOKl78mIyrVsrUOmcoYR2JUli8r7JALzV4y21iHKH4A481eEpAP6++Dc3B7NgrTN75kDLUOt9sCt1Aou1xeQV5+Hi5GLyjxso9QQqXteyRqBBfQlPoF1jyhoT2A9CX46BS2pqaqUn+/r64qz8+hZYDFNKaJQlzE82AiPTIy0nRDW3jsvIz2BX1C5yi3JVo8VaBHoFMjhsMF0bdFWPaTQa9f/XM64T4hNisOZhSO0QojOiVW+itVA8gcqewBNxJziTcAYvVy9e7/66ztjhLYfz55k/2Rixkan3TIWcHAaH3wxfN2hiNZkVI1DxCDbxa6JTm7EiFE9gQUkBoGsEltWXijAC7RqDOhPYLUJfjoFL3SpkC27dupVBgwZZUBxBZbClJ/DwjcOsOL+CHiE9eKyd6cVFr2de5+FlD1PHs47VjcCHWj/EQ60f0jlWr149AD7Y+gHfHfiOdnXb8VHfj3ii3RM4O5X+0AnxkQtGW7tryAe9P+Bq2lU6BMl9d7dd3QbA3U3v1usqc0+ze3DWOHMh+QKRaZE0Tb95wsMDvL2tJrNiBCpeTHO72iiewLxiOeGprBGo6EsHEQ62awzqTGC3CH05Bi4PP/wwHTt2NGtSTk4O33//fTWJ5LhsvryZr/Z+xeCmg/lswGcmzxvUdBC/D/9dNRAsgvIBUIEReOD6Ab4/+D2Pt3vcLCNQ+YJPzUslryhPpxuELTh16hR7c/fy3QE50eLfpH8ZtWoUh24c4qf7f1LHKV1DrB0OHtl2pM7f2yJlI3Bw2GC9sX4efvQO7c2ea3vYGLGR1zXdOVkPDnTwoHXkDu4Oq/5knPzifNWDp5S3MdcIVLLNcwrlRvZljcBTp07Rtm1b3QnCE2jXGNSZwG4R+nIMXEaMGMHTTz9t1qSUlBSmTp1aTSI5Lv8m/cu+6H1mF09uFdiKVoGtLCuMiZ5AtTxMOZnBkiTphRZ83X3xdvUmpyiHmKwYs7JGq8qtLeMAvNt789zq5wC5H7Orsyuf7/6cX4/9yvu93lcNEsUITMipnjC5KeQV5bH32l4AhoQNMTjmgRYPsOfaHjZEbOB1/6asawWf9U7nP/8us4oRqISANWi4liGXPTJXx8o6yCnK4bmOz9GtQTf13H333ac/QXgC7RqDOhPYLUJfjoFT165dKx51C7Vq1eKHH36gVSsLGx4OjlLipbGv9TNm9VCMwOxsuXOIEcozAndG7qTTb53oMrMLkWm6+xU1Go0aWr2RecNCQptGkx+bEPhdIOcSz6nHxq8bT4lUwjMdn+GrQV8xacAkBjQZQLG2mO8Plnq9X+76MqkTUpn70FyryZtVkMU/Ef9wMu4kIHtfC0oKaFC7Aa0DWxuc80CLBwDYGbWT3IQb1JWdaerewurG2cmZl+98mec7P6/uVTW1raCCUjAa4POBn+tsG1i8eLH+BOEJtGsM6kxgtwh9OQZOLVu2NHuSu7s7b731FiEhIdUgkuNSXreQ3KJcDt04xJKzS9TwWFn2XtvL/FPz1aLCVaZ2bXkPGZTrDVRbxpXpFqKVtLy87mUGLRjEmYQznE44Te85vTmbcFZnruLpsaYRWKItIS47jpS8FHUv3eXUy0QWR+KkceK7wd+pXsuJfSYC8PuJ30nOTQbkcif+nv5W3TQdnhLO0MVDGb5kOFC6H3Bw2GCjcrSt25ZQ31Dyi/PZmXiYujfteGV/XnUT6BXIb8N+Y+5Dc1VPoDmZwSBnY9erJW9LuPV9LdrG1TxEG7KahdCXYyBKxNgRxozA34//jt9//bjrj7t4etXTPLr8UUq0uiGvVze8yug1ozkVf8oywmg0JoWEDXUL+fvC38w6MQsNGl658xXaB7UnLjuOAfMHkJBdei3FCLTm/rqk3CS0khYnjZOaabvw9EJATqgo25ZtSNgQ7qh/B7lFufx0+CeD17MGt5aHUfcDNtXfD6ig0Wi4J+weAPZnnbe6J1AhIz9DTRCpjIc70CsQkH9sKCFmMNLSSoSD7RrRhqxmIfTlGDgB5Ofns337dnbv3k3xzV/RKSkpvP/++/To0YN27doxatQozpw5Y1Nhb2ckSTLoMYlKj2LcpnEUaYsI9g7Gw8WDLVe28Pnuz3XmV4tBVYERWFhSqNbcU8LBkiTxzb5vAPi478f8OuxX9ozeQ/ug9qTmpTLr+Cx1vrK/zpqeQKW0S7B3MC5OLmglLQvOLADguY7P6YzVaDR80PsDAOadmockSWglLa9teI2Hlj5EZkGmVWQuWyg6NS+V47HHASrc26eUwDlWHG11T2BuUS5peWlqxnqgV6Bay9AcFCNw5IqRPLS0NKP7hRde0B8sPIF2jUGdCewWoS/HwOnGjRu0adOGe+65h0GDBtG+fXuuXbtGnz59+P7777l06RLXr19nyZIl9OrVi1OnTtla5tuSrMIs1agou7/urU1vkV8sF4+OezeO2cNnA/Dlni/ZcGmDOq5aQqsVGIGxWbFISLg5u6leqi1XtnAi7gRerl681fMtAPw9/fmw94cAzDw+k2Kt/CX9eLvHWTZyGa91e81yMlfArd1C9kfvJyo9Cg+Nh17ZGIBhLYfh7uzO9czrXEy+iJPGiT/P/Mna8LVq1mt1U9YTuD96PxISrQNb6xS7NoRiBB53TSLwpicwLT/NKi3v/jzzJ3W+q8MrG14BKr/PVTECQTc7eNmyZfqDhSfQrjGoM4HdIvTlGDh9+eWXJCcn87///Y/ly5fj6urKAw88QHZ2NseOHSMtLY3MzEy2b9+Oq6srX3zxha1lvi1JzUuloU9DAjwDVI/J+kvrWRu+FhcnF2YMnYFGo2FUx1G83k0uDvzpzk/V+bYwAkN9Q4l5J4ZDYw6phZWVLhYv3/myzhf4yLYjqetVl5isGNZcXANA53qdebzd47Sp28ZyMlfArUbggtOyF3BY2DC8XL30xnu5etGvcT8ANl/ZDEBwLfl1KRvark7KegKPx8lewO4h3Suc1z6oPa5OrqS6FJHpLmfqAqTkpVSfsDdRQsBI8j/m7gdUCPQ0bAT2799ff7DwBNo1BnUmsFuEvhwDp61bt/Lqq6/y2muvMWLECKZPn8758+eZMGECd9xxhzpw4MCBvPLKK+zdu9eG4t6+NPFrwvXx10l8v3QD/KRdkwAY33M8beuW1mv6fMDnuDq5cjL+JKfjTwNlwsGWLGJcgRHopHGiQe0GdKkvtyI7EXeC3dd24+rkyrt3vasz1t3FnbF3jgVgxlHb7TUpawRKksQ/l/8BoLNzZ6Nz7m12LwCbLm8C5FAyWK9MjOoJ9KrLibgTANxZ/84K57m7uNMxWK4Beqo+rO3wDXtf2Iu/h3/1CXsTxQgs0spex8p6AhUPM+gageHh4fqDhRFo1xjUmcBuEfpyDJxiYmJ0CkIq/zdU/qV169akpaVZTThHRPGoXU69zPG44zhrnHm/1/s6YwK8Aniw1YMAzD0llyqplv11ZraOW31xNSB35FDKv5Tl5TtfxknjxK6oXVxIukCxtpjVF1cz48gMq4QoQTZGhoQNoXO9zlxJu0JMVgxuzm70bNDT6Jx7m8tG4O5ru8kryrOdJ9C71BNoihFYdtyxBjCszUP0Ce2Du4t79QhaBiWJQ+n2UWlPoJFwsI+Pj/5gEQ62awzqTGC3CH05Bk5FRUW4ubmpB1xd5b61Li4ueoNdXFyQJMlqwjkyK/5dAcjdQMp6QxRe6Cxv2l10dhGFJYU2CQcvPL2Q97a8pxYuXn9pPSD3rjVEI99G3NdcLkC6NnwtThonHl/xOG/+8yZx2dZpVv5ClxfY8uwWXun6CruidgHQI6QHdXzqGJ3Trm47QmqHkF+cz55re1RPoLX2BL7S9RW+G/wdLQNaEpsViwYNnep1Mmlu12DZS3u8PlCFFpHmkl6QDkB2YTYAjf0suyfQ21D7O+EJtGsM6kxgtwh9OQZOYLhRtGgebV2+2vMVfef2ZfFZuUDnsn/lTbmPt3vc4Ph7m99L/Vr1Sc5NZsOlDYT5h/HHg3+weIQFC3xWYASuvbSW7w9+z8n4k8RkxnAy/iQaNNzf/H6jl1TObbm6BSeNU2kvXiu3YQNUI3BAkwFcuXLF6DiNRqOGhDdf2Wz1cPDQFkN5v/f7qhHUOrA1tdxqmTT3Ts+mABxvAPuy/mXGkRkciTlSbbIqKJ7AqpSHAX0jUPkRalBfiidQkkCrrdT9BNVHeWtMYH8IfTkGTgAffvghHTt2pGPHjvTrJ2+Cf+mll9RjyuOjjz6yqbC3M6cTTrMveh8puSmEJ4dzOuE0Lk4uPNL6EYPjXZxceLbjswDMPz0fbzdvXuzyIvc0u8dyQlVgBCrlYerXqs/GiI0A9GjYw6DnUkGRb1/0PnIKc6xeJqawpBCQS9mUNQJ79+5d7jzFg7n5ymY1HGyNBIuyKKVh7qh/RwUjS2mvrYtbMaR5wi8nZvLmP2+quqpOFOPPUp5AN2c3RnUchVaSjTuD+iobvRAhYbujojUmsC+EvhwDp379+hEWFkZAQAABAQEEBQXRv39/QkND1WPKIywsTDUSBZZF8YQ1qN2AFeflUPDgsMEEeAUYnaO00dp2dZtq3FgUxQjMyID8fL3TSgi3fu36bIiQy9Uo7cqM0aJOCxr7NqawpJA91/ZYtWtIibYEr6+9CPwukGOxx4jJisHVyZWeDXvy119/lTt3YNOBAJxPOs+wFsNI/yCdlY+trHaZi0qK+CfiH47FHjN7PyCAW0o6HW/a8AXFBYB1agXe2+xe1evr6+6Ln4dfpa6jGIHF2mLmPDgHZyfZ22dQX8IItGsqWmMC+0LoyzFw2bVrl61lEKCbtfrlni8BeLyt4VCwQsfgjtT1qktSbhKHbxzG282bswlnubPBnbQPal91ofz8wM0NCgtlb2DjUm+OJEmqJ7COZx22Xt0KyHX1ykOj0XBPs3v4/cTvbLmyxaqewKTcJEqkEtLy09TOKj0a9sDL1avCFkmBXoGE+YdxNe0qF5IvMKTZkGqXF+R2aUMXD8VZ40z9WnI3kzsbmG4EkpTEnXFwLAQyCuQQrTW6hnza/1P+ifiHfy7/U+mkEIAAT/lHkFbSkp6frv4oMqgvJRwMYl+gHSLakNUshL4cA9E2zg6QJEk1At2d3TmdIJd9qcigctI4MajpIAC2R27nx0M/MnrNaMuF+zQaCJJbq90aEs4syFQzPyNSIsgtyiWkdgidgitOWFBCwluvblXbtFkjMUTJ5g30CmRP9B4ABjQeAJjWIkmpzXc09mj1CGgAxWCr41mHG1myody5XmfTL5CcTIebqkvNSwWsF8ZW2iBWNhQM4Orsiq+7LyD/UFDaJRrUV1lPoDAC7Q7RhqxmIfTlGLhER0ebPSk0NLQaRHFcUvJS1Hpql1IvAXKh3/L21ikMDhvMsn+Xse3qNrWoscUzhG/c0DMCFaPN192XwzGHARjSbIhJCUWDmg7CSePEv0n/4u4slyuxRqatco9g72D2XJONwP5N5IKor7zySoXzuzfoztJzSzl84zCvrH+F+Ox4/nz0T5OTNCqDErr1dvUmiSRaBrTEx92M0g1JSbS96fhTnn9KbvUagZIkkZ6fTmR6JABNfJtU6Xp1veuSUZBB55mdOfXyKTrV62RYX2U9gSIcbHeYssYE9oPQl2Pg0rRpU7MnlYgPWIuieAHresltwQD6NzatWvvdTeX+sYdjDvNom0cB65SJUWSuX7s+B64fAKBPoz4mXbKOZx26NujKkZgjFGmLWD5yOc3qNLOczEZQsnnreNbhbOJZoNS7N3v27Ao/9LqFdAPgSOwRsgqyyCnKIT47nuZ1mlebzIonUNkLZ5YXEHSMQMVwr25PYGpeKoFTSrN6q+IJBNlzezn1MlBaJsagvpzKBDaEJ9DuMGWNCewHoS/HwGXOnDnqH1qtlunTp3Pt2jVGjRqlFoy+ePEiixcvpkmTJowbN85Wst62ZBdm09CnIcHewey+thuQM1ZNoal/U3WvWlqeXMjbGkZgv8b9uDH+Bmn5aXT/XTakejXqZfJl+zfuz5GYI4Qnh/POXe9YTNzyUMLBSkHuVgGtVK/asGHlh94ButTrgrPGmfjseEJ9Q8nJyCEhO6F6jcCbnsASSf7h1a5uO/MukJxMUA7U0XiRKskGVHV7ApXMYCeNE1pJW+nyMAqGagUa1JdGI4eEi4uFJ9AOMWWNCewHoS/HwOX5559X//j666/Jz8/n8uXLBAToZqVOmjSJPn36EB9vnQK5jkSvRr24Pv46STlJBE2V9+ApoV1TuLvp3VxNu8rVtKuAdVrHuTi5EOITQmxWLHnFefh7+NMqUL/LjDF6NpQ7dCihZGughEOVTOqyCRbHjh2jYcOG5c73dvOmfVB7TiecxtPFE6j+WoGKJ1Axfsq2DzTtAklogLbujdiXH874nuN5pPUjSJJUbbVAlQQUhaokhoBhI9CovpydZSNQeALtDlPWmMB+EPpyDHQSQ3777TfGjh2rZwAC1K1bl//85z/8+uuvVhPO0dgbLXfeaFe3HUHeQSbPU0LCJ+LlvrJxWXGWa8NWQa1AJRTcq1Ev1cNmCj1CegBwNvEsy/9dzs9Hfq52D1WLgBYMCRuiGhJd63dVz4WE6Le5M4QSPlbq1VX3XkbFE6h41ypjBAK09ZHD7d6u3vRt3Ldai8ErsiqvUZXDwZ6lRmBBiVzmxqi+RNcQu8XUNSawD4S+HAOdb+2UlBRyc3ONjSU3N5eUFOsWyHUkdkfJoWBT9wMqKKHji8kXcXFyQUIiMSfRMkLVqyf/e4sROOPIDN7d/C7rI+RWceaEggFCfEIIqR2CVtLy1qa3eOOfNwhPqd6G5a90fYUtz25RX5uuDUqNQFP3uXZrIO8LzCnKAaq/f/BTHZ7i474fU1hSiIuTi/mh5+RkANrUbQPA+eTzlhZRD8UIBNnoVMq8VJaynkCl1qFRfYn+wXaL2EtesxD6cgx0jMCePXvy448/cvz4cb2Bx44dY/r06fTo0cNqwjkKL697mT5z+rDu0jrA9P2ACsG1gmnqJyf4TOg1gU2jNuHv6W8Z4Yx4AleeX8m0Q9PULhbmGoFQGhJ2c5Z7Vyt1B6uT+Ox4YrJi0KChS/0u6vHERNOMZsUTmJwjG1fVHQ4e0GQAfUP7AnKhbeW1MglJUo3Atg3l53ok5ggzjsxQtw5UB2WNwMZ+javsdSxrBOYXy0XLjepLeALtFlPXmMA+EPpyDFzK/jFjxgwGDBhA9+7d6dmzJy1atAAgIiKCQ4cOUadOHf73v//ZRNDbmeNxx9VuEGDefkCFHg17EJkeiaerJ/c2v9dywhkxApVM07T8NJw1zqpxZA49Qnrw14W/KC4p1rlmdVFUUqQarbf23+3UqeL6hgDtgtrh7uyuhiWtUXPvfJLsvTM7FJyerhpDbcPkH283Mm/w5j9vEuQdRJh/mCXFVFH6BkPlewaXRTEC/T38aeTbCChHX4oRKLwYdoepa0xgHwh9OQY6nsC2bdty9uxZxo0bR0pKCsuWLWPZsmWkpKTw1ltvcfbsWdq1MzM7UVAhSrkVkL80ld605tAzpJoSLRQjMC1N7hxyk7Jeuy71u+Dl6mX2pRVPYHpBOlC9++uKtcV4fO3ByBUjAd1QMMCmTZtMuo6LkwvtguQ1sPCRhSwfudyygt7Clitb1G0CZhuBN72A1KpFSN1m1HarrZ6qzv2Xzeo0o22gLGtVk0IAtV6mv6e/WmjcqL6UcLDwBNodpq4xgX0g9OUY6O3kDw4O5ocffuDixYvk5eWRl5fHxYsXmTZtGvWU/WECi1GsLdYJKSq16MylR0PZ07Mveh9zT85ViyFXGX//Uu/KzfBAdmE2WYVZ6pC7Gt5VqUvf2eBOnDXOaqJGdYaDk3KS0EpaNZx4a//d0aNHm3wtpSvK5dTL1ZpgUawt5t4/72XNpTVA5ZNCqFsXjUajM786PZgPtnqQOxrcAVjWE5icm6weM6ovEQ62W8xZYwLbI/TlGIi2cTYmMScRraRFg2xMlM1YNYcu9brg5uxGen46L659kQWnF1hGQCcnvdZxirGmZAPf6lUzFS9XLzoEd1D/rs5wsOJlNCbz77//bvK1OgZ3BOBMwhkLSWeYW711lfYEBspGlJIcYujaluZa+jXAMp5AxQjMLMhUE0OM6kskhtgt5qwxge0R+nIMnMLDzc/IzM/PZ9q0ady4YcGixA5KTKZc008xTirrCXR3cdfpJmFRg+qWfYHKtSVJAuCO+ndU+tJKqZiy160OFG+rYnB3qqe738WcZumKEbjt6jYeWvoQOYU5lhO0DEqNQJDfHy0DWpp5gVJPIKCGaKF6PYE5hTlEpskt46paHgbAz8NP/f/4zeOBcvQlPIF2izlrTGB7hL4cAydDmcAVkZOTw/vvv8+lS5eqQSTHQtkPqHSEqIpBpewLBAuHVm81Am9eW0LC08WT1oGtK31pxSPXPqg9s4bNqpqc5VC2lEvzOs31+v2a0yxdMQKzCrNYG7622jKEy5b5aebfDA8XD/MucIsRWLaYd3UagUMXDeVGlvwD0RKeQCeNE14u8p5TJenEqL5EYojdYs4aE9geoS/HwGXVqlVcvnzZrEnl1RIUmEextpi6XnVJyk2iRZ0WOl4Pc+nRsAcckf9fNtmkytxiBI5oO4Kfc3/m9X9ep1O9Trg4uZQzuXwUozcmM6bSYWVTKGuo3eoFBHjsscdMvlagVyANajdQX+PEnMRqybRVCkVDJULBoBcOLutJTM1NrZJs5d725t49VydXs4qel4eXmxe5xblqNxKj+hKJIXaLOWtMYHuEvhwDl1WrVrFq1Spby+GwjGg7ggvJF/h056eVDgUrKNm2IBsmxdriKhloKrcYgS5OLkSmy+G+O+pV3nMJcncUFycX0vLTiM6Itkj40BBlM4+VxI6y7N69m8cff9zk63UM7qgagdVVMLpsOLhSRuAtnsAw/zCccEKLls8GfGYJEQ2Smi8bmMG1gs3qIlMe3q7eJJOsht6N6kuEg+0Wc9eYwLYIfTkGTlqtlso+Bg0aZGv5bwuOxR4DKp8UotDUryn+HnKRaAnJcsaJgVqBSl3Dsv13K4O7izvtg9oD8NWer9Q9kpamZUBLNQSshHPL0rq1eSHtjkGl17BYd5ZbqLInUDECb3oC3ZzdCKsjeyzNDi2bQWZBJgChPqEWu6a3mzdQ2qnFqL5EYojdYu4aE9gWoS/HQGQH2wGKEVhVT6BGo9EJqVos0eIWI/DrPV+z//p+oGp7GBW61JO7Wcw+OZtT8aeqfD1DvNjlRTWz1JAnMD093azrlQ0pV5cROLTFULX+YpXCwTc9gVAaEr6UUj37ebWSVi35Y4n9gArerrIRmFeUB5SjL+EJtFvMXWMC2yL05RgII9DGDF4wuLSNWb0uFU+oAKX+3dDmQ2lRp0WVrwfoGYHzT89Xe9lWyji5hbKGZHUVjL6QdIEibRG+7r6E+up7qPLy8sy6XllvYnUlhoT5h5FblIsGTeWSb24JBwO0rCMbgUvPLSW7MNsSYupQ9poWe/+B6sXNK5b1ZFRfIjHEbjF3jQlsi9CXYyCMQBtzJEbO5GhWp5ka8qoKSng2IScBXw/fKl8P0DMClb1wrQJamdfL1ghljcDqKhOjhK87Bnc0WOA5LMy8xI5WAa1w1sihx+iM6KoLaAClXVwTvyaV6shyazgYSj2BO6N2WjZ56CZl+wY3q9PMYtcN9pbfg0pPbKP6Eokhdou5a0xgW4S+HIMaYQQWFBTwwQcf0KBBAzw9PenRowdbt261+Nyq3KcyFBQXqJ03ujWoWihYQfEEnk08S2FJYQWjTUQxAlNSyM/LUvdlVXUPo0JZr9qV1CsWuWZZikqKGLN2DIDRWnv79+8365quzq5q8eUXO79YNQGNsCZc7hTSKqBVBSMNkJcHOTfrFxoIB4NuBw5L4axxVkO3lgwHK+F3Zf+oUX2JcLDdYu4aE9gWoS/HoEYYgaNHj2batGmMGjWK6dOn4+zszNChQ9m3b59F51blPpWhrCemd6PeFrlmE78m+Lj5UFhSyG/HfrPINQkIkDuHSBLx0efVw2WzkatCLbdaqqenOvaqlc2y7R7S3eCYESNGmH1dZW/huaRzlROsAhT9VaaXtLof0MUFfEs9wmWNwOrYy1ivVj0KSuS9l5Y0An3d5eeg1Ak0qi+RGGK3VGaNCWyH0JdjoBqBBQUFrF27ljNnqrcVlrkcOXKEpUuXMnnyZKZMmcLYsWPZsWMHjRs3ZsKECRabW5X7VJaymbBVTQpR0Gg0hPiEADD7xGyLXBNnZ9WbFHO91AjsGmK5un7K/rHrmdctdk2FsoWzje27nD9/vtnXVbxS5xItbwSW7XPcObiz+RcoGwouE/4O8QlRy7aEJ5vfLagi4rLj1NJEDWo3sNh1lfqZSrjZqL6EJ9BuqcwaE9gOoS/HQDUC3dzceOyxxzhw4IAt5dFj5cqVODs7M3bsWPWYh4cHY8aM4eDBg1y/btxoMGduVe5TWc4kyga3Bo3BjNXKoiRrVEfruLMxJ9RDihFkCZRwX3V0sriYclH9f7ugdgbHVKZFkmK4rr+0nmKtZY2OtLw0JOS2fMa8l+ViIDMY5O4bPu4+QPV4XS+nyoXnG/k0wtnJ2WLXTcyVvZYHbxwETGgbJzyBdodoQ1azEPpyDFQjUKPR0KJFC5KTLb9PqCqcPHmSli1b4uPjo3O8e3f5i/HUqVMWmVuV+1SWo7FHAfD18MXdxd1i11X2FyqhM4tw0wg8niwbrr7uvhatNXdPs3vU61qaE7Gy4erl6mU0waIyLZIUr2JWYZZl2/QBEakR6v87BHcw/wIGMoMVAr3kRJFrGdcqJVt5zD05F0AtE2MpfNzkdVlUUgSUoy+RGGK3iDZkNQuhL8dAZ0/gRx99xIwZMwgPt3yYqLLExcVRv359vePKsdhY4xmO5syt7H0KCgrIzMxUH9nZppfduJEp91dt7GvZLhn9m/QHoEhbZLkv45tGYFCe/Ja5r9l9lrnuTfqE9gFk72VaXppFr30+WQ5h1/XSN4gUnnnmGbOv29S/KRrkUKti0FuK47FyNrOLkwu13WubfwEDmcEK9WvdfE9XQ3awck2LZabfJMArAJDD5FCOvoQn0G6pzBoT2A6hL8dAxwg8dOgQAQEBtG/fniFDhvCf//yHcePG6TzeeustqwqYl5eHu7u+l8zDw0M9b4m5lb3P5MmT8fX1VR/9+8sGWFxcHDNnzqSgoED9RTVjxgwSEhJYvnw5Z86cITVVbq/1WOPHmDdvHllZWTpj09PTWbhwIRcvXmTbtm3s3LmTc+fOsXjxYlJSUnTG5uXlMXv2bK5evUrCydK6dd/8+Q2xsbE6Y0tKSvj111+JiYnh77//5tixYxw6dIh169YRGRnJrFmz9OTOrS0bIkcyZQ9VQG4A4eHhzJ8/X0/uzMxMFixYQHh4OFu2bGHnzp2cPXuWJUuWkJycrDM2Pz+f2bNnkxGfQZCb3Gd22e5lrFq1itjYWH7++We0Wi0zZsxAq9Xy888/Exsby6pVqzh27BgHDhxg/fr1REZGMnv2bPLz83Wun5yczOlrpwHwkXzYsmUL4eHhLFiwgMzMTHXse++9R1ZWFvPnzyc8PJzNmzeze/duzpw5w9KlS0lKStK5bkFBAb///jvuzvJ7Zu3RtRw7doy///6bmJgYfv31V0pKSnTmxMbGsnLlSo4fP87+/fvZsGEDV69eZfbs2eTl5emMPRotG5Wezp7s3LmTbdu2cfHiRRYuXEh6errO2KysLObNm0dERASbN29mz549JJyXDd9cb289uQNSZYOqJLeEQ4cOcfToUVavXs2NGzf47bffKC4u1pkTFxfHypUrOXnyJPv27WPjxo1cuXKFOXPmkJOTo/scM2Uj0AsvduzYwfbt2zl//jyLFi0iLS1NZ2x2djZz584lIiKCTZs2sXfvXk6dOsWKFStISEjQGevrKhuVEhKrV6/mf//7H0eOHGHNmjVER0czc+ZMioqKiLh6FYA9O3aQkJDAihUrOHXqFHv37mXTpk1EREQwd+5csrOzda6flpbGokWLOH/+PNu3b2fHjh2cP3+exYsXk5qaqjM2JyeHOXPmcOXKFTZu3Mi+ffs4efIkK1euJC4uTmdscXExv/32Gzdu3GD16tUcPXqUQ4cOsXbtWq5du1bhZ8SePXvYvHkzERERFv2M2LBhA/v37+f48eOsXLnSIp8RSUlJLF26lDNnzrB79242b96s8xnx3nvvVekzIjIykvXr13PgwAGOHTtm0c+IJUuWcPbsWXbu3Gn0M0JZa+Z8RsyaNYvIyEjWrVvHoUOHLPoZkZKSwuLFizl37lylPiPOnDnD8uXL9dZaQUEBM2fOZP78+axdu9binxGpqaksXryY8+fPW/QzoqioiJkzZxIdHc2aNWs4cuSIwc+IW9fa7fIZER1dyVJlUhk0Gk2FDycnJ8matGvXTho0aJDe8X///VcCpN9++80icyt7n/z8fCkjI0N97N69WwKk48ePl/u8SrQlku9kX4lJSCfjTpY7tjK4fekmMQnpk+2fWOaCU6ZIWpCCP/GQmIR08PpBy1y3DL3/6C0xCenDrR9a9LoNvm8gMQnp3c3vGh1z4cKFKl37ocUPVVI6wwyaN0hiElKz6c0qd4GxYyUJJGnSJL1TB68flJiE1HBawypKqU/I9yESk5AeWfqIRa8bnhQuMQmJSUg5hTnG9fX00/LznjbNovcXVJ3KrjGBbRD6qlkcP37cJNvjVnQ8gab0Cy6xcpilfv36xMXp77dSjjVoYDwD0Zy5lb2Pu7s7Pj4+6qNWrVrlPJtSLqdeJqMgAw8XD9rVNZysUBWUHsJKWLHKBAcTVxsSXOSMVSW5wJIo++r2XNtjsWsWFBeopVDe6mHci33jxo1KXb9erXoAXE67XKn5xlA6Yyh7Jc2mnHCwUibmRuYNcgpzKnd9I2QUyPtQG/k0suh1lXAwyPUNjepLhIPtlsquMYFtEPpyDOy+TmDnzp25dOkSmZmZOscPHz6snrfE3KrcpzIo/YJdnFyqJSP2P3f8B4D4HAu1YQsO5kSZLZPKBn1LEuont3NTMkwtwYXkCxRri/Hz8KOhT0Oj45ydK5fJqtTCU/Z3WgqlVM6zHZ+t3AWMZAeD/J6r5Sr/WLHkay1JUrX0DQZ0kpCScpKM60skhtgtlV1jAtsg9OUYGDQCDx06xOTJkxk/fjwREfIesNzcXE6cOGFW4oMlGDlyJCUlJcyaNUs9VlBQwNy5c+nRoweNGjVS5bt48aJOdrOpc80dawkOXJdL8WQXZqt9US3J852fB+TWYxYx2IKDOVLGGVq/tn4STVVROmMk5iZazEN1Ol7eD9gpuJPBdnEKdQ0YS6agyJxRkGGxXryZBZmqUal0JTGbcrKDU/NSyS6SZbVkrcCEnAQ1caOJfxOLXRdkI1DZf5mWl2ZcX8ITaLdUdo0JbIPQl2OgYwQWFhby6KOP0rt3bz7++GN++ukntT6ek5MT99xzD9OnT7eqgD169OCxxx5j4sSJTJgwgVmzZjFo0CCioqL47rvv1HFHjhyhTZs2Omntps41d6wlUOqdebp4VosR2My/Gb7uvhSUFPBv0r9Vv2BwMIduOtKcNE5qmRFLotTdAziTYJmi5Sfi5PIwB28cJDUv1ei4yhZJn9hnIkHeckLLv4kWeJ2BC0kXALmUi1LY2WzKCQcHeJaGVi3y3rjJtXS55Iy7sztN/Zpa7LoAzk7OqkFcLBUb15fwBNot9taIQFA+Ql+Ogc43zKeffsr69ev59ddfCQ8PR5Ik9ZyHhwePPfYYa9assbqQCxYs4O2332bhwoWMGzeOoqIi1q9fT79+/Sw6tyr3MYcSbYlqMCjlOizNjcwb6rUtsi8wMJCT8vY3Atz9K2+clENZ76JivFUV5TpKSNgY9957b6WuX9u9dmn7OAt1DjmfJGf2Jucmqx5jsygpgZuZ54Y8gbXcauGskY0lS3Y7UeoOdm3Qlc71OlvsugplW8cZ1ZfoGGK3VHaNCWyD0JdjoPNNvmTJEl599VXGjh1LnTp19Aa3adOGqzdLMFgTDw8PpkyZQlxcHPn5+Rw5ckTvDTpgwAAkSWLSpElmz63M2KpwIfmC2l+1sZ9lawQqnIo/pXbKOB5XdSMwNi+R5JsOy0buQVW+niHKGsQn409W+XqSJKl9fet41inXcF2yZEml76N0TjmbeLbS1yiLYgRC+bUNjZKaCsoPuIAAvdMajaZauoZEpUcBlt8PqKDUHkzPTzeuLxEOtluqssYE1kfoyzHQ+VZMTEykQwfj3QmcnZ3JzbVsJwBHREkKAcpNVqgKZfu2WsIILOtNDHGyfFcPKM20Bct4AuOy49ResxX1sa1si6T0/HRVn5YKYZcN0db1roQRqISC/fzA1dXgECXbNjI9UsfjXxWi0qIAyxc/V9gfvR+Qf0QZ1ZcIB9stog1ZzULoyzHQMQIbNWrExYsXjY1l//79NG/evNqFut05GlPaXaIi46SylA2tnoo7VeXkkLIdMRqUGG69VlWa+DXhl6G/AHA24SyFJYVVut6p+FPq/ysKu1e2RZKrkyt7o/cClvMElg3RVsoTWE5msILyeuQU5VgsOz08VU4y+fHwjxYzLMui9GdOy0szri/hCbRbRBuymoXQl2OgYwQ+/fTTzJw5k4MHD6rHlIzK33//neXLl/Pcc89ZV8LbkGNxsuco0CuQUN/QarlHkHeQGv4s1BbqhBgrg+Lt+mYbTCruU2X5DOHp6skrXV/Bz8OPYqm4yokWZb2JZb2MhhgzZkyl7uHt5q32I07OTVZrElaWnMIctTyMt6s3nq6e5l+knMxghbIeRkuFhKPT5Yr1ThqncjOxK4ubsxsg7wk0qi/hCbRbKrvGBLZB6Msx0DECP/74Y3r16kW/fv0YOHAgGo2G8ePHExoayssvv8x9993H+PHjbSXrbUFhSaHqoTo05hCvdXutWu7j4uSiZq1C1XrbSpKkGoGDIqFeYvVtCdBoNHSp1wWoeki4bBg82Du43LGLFi2q9H3Kvs5VTbS4mFzqia9UKBhKPYEGMoMV3r3rXTWhxRJGoCRJalmb8hJwqoJqBBZmGNeXSAyxW6qyxgTWR+jLMdAxAt3c3Ni0aRNz584lLCyM1q1bU1BQQMeOHZk3bx7r1q0TBSSryLnEcxSWFOLv4U+Yf1i13qtsCPTg9YPljCyf65nXScpNwgUnOiUACQkVzqksOyN3qv+vanKIYkR2D+lOx+CO5Y4dNGhQpe9T1sA8m1C1kHCVk0LAJE9gr0a96N2oN2AZIzA1L5X8ErmbTKCn5csHQWnB6KyCLOP6EuFgu6Uqa0xgfYS+HAOXWw9oNBqeeeYZnnnmGVvIc9tz+IbcgaRrg67VEjIrS4PaDVRD6lDMoUpfR/EC+jp5MfHubCamRlM9+cHw89Gf2RklG4JV8QQm5yYTnSGHJ7c+u7XCNncXLlwgLKxyRrklPYGKEdi7YW9euvOlyl3EBCMQStvHWcIIvJpWWjXA39O/ytczhKeLHBrPLsw2ri8RDrZbqrLGBNZH6Msx0PEEzpw5kwsXLthKFodg/3U5w/FIzBF6z+lNibb6PBYf9/2Y5Y8tB2TjQsmUNRfFCEzRZvPjXaBVjIxqoKz38nTC6Uq/PooB2aJOC5P6HPv5+VXqPqBrBFY1OUTJDH6qw1OM7jy6chcxIRx8I/MGMZkxgGWMwLLt55RSLpZG2R+ZU5hjXF/CE2i3VGWNCayP0JdjoGMEvvrqq7Rv3566devyyCOPMG3aNI4ePYpWq7WVfLcdihGYUZDBpZRLODtVX3j9rkZ38Vjbx9Swc9msZHMoW9LGWQt1o5PLGV01lKxmZ40zuUW5lTZQlJI2phYt9vDwqHiQEcoagf8m/au2TqsMSpkZpfZgpTDBE3gi7gRTDk4BICI1okoyA1xJu6L+v7r2BDar0wyA/JJ84/oSnkC7pSprTGB9hL4cAx0jMD4+nmXLljFq1Ciio6OZMGECPXv2xM/Pj3vuuYcvv/ySXbt22UjUmk9MZgxR6VFokMPA1VUe5lZ6NuwJwKEb5oeES7QlHI45rP5dPwucE5OrzdOiZPHWdqsNVD4kfCJenrfi/Ap8/+tLWl5aueMjIyMrdR+QW8elTUjDzdmN7MJstX2auaTlpaldNwpLCiuU2SgmGIFlW8flF+dzPeN65e51E8UIbO7fXE04sTST+k8C5NfGqL5EYojdUpU1JrA+Ql+OgY4RGBQUxMiRI/nxxx85fvw4aWlpbNy4kXHjxhEdHc2kSZMYPHiwrWSt8SheQKVAdEjtkGq9X2JOIn+c+EOt2VaZfYFnE8+SWZCpbspvkAVotZBimdpyt6KEgxUPaWWTQ8oWt84pzKkwRNmrV69K3Qfk1nF+nn60CZR721Y2JKx4AT1cPLjnz3tYfXF15QQyIRysFItWyghVNSSshIO/GPgFb/d8u0rXMobiYcwqyKLnXT0NDxLhYLulKmtMYH2EvhwDo320rly5wl9//cXy5ctZtmwZly5dwsvLS2QMVQGl44HiAaxuT2B0RjQvrXuJ7Ve3A7In0NwivnuvyYWQm/o1BaBBgVymg/h4ywlaBiUcrBS3rownMC0vjcj00l+xZWsmGmPVqlVm3+dWlAzkskWqzUGZ5+7sDuiGmU1GkszyBCph4KoagVdSb3oC61RfMXnFkJeQWPKXkZZWIhxst1hijQmsh9CXY6DzzThjxgyeeOIJGjRoQIsWLXjvvfdISUnh1Vdf5fDhw6Snp7NlyxZbyVrjUTyBtd3lUGd1G4GKVy01PxU3JzdS81J1NvCbgtINQymD0kC62UC4msrEKDJnFWYBcq0/c5NDFMNRCS1XVCgaqtYiKTEnkTFrxqjFrSvbpu90wmlANnKgknUCs7OhQO5LXZ4n8NYM3qoYgblFucRlxwGl+/aqgx8O/qD+//HnHjc8SHgC7RbRhqxmIfTlGOgYgePGjWPVqlX069ePo0ePkpyczOrVq3nnnXfo1q2bqBFYBbILs1VPj9PNl726jcDgWsFo0FCsLaZjPdlLdeD6AZPnS5KkGoHebt4ANHDxk09WkxEY6BXIqsdXseeFPXi7epNZkGl2ePXgDbkmohJ2N+V1rmqLpDmn5qih67KJNOagGIH5xXK9vSq1jPPwAG9vo8NcnFx0EjgupVbeCFTKwzhrnAmbHsamy5sqfa3yyCzIVP//27zfDA8SnkC7RbQhq1kIfTkGOkbg66+/Tvv27Vm5ciW9e/emT58+TJw4kY0bN5KRkWErGW8LjsQcoUQqoZFPIxr5NqKxb+NqaxmnULZrSIe6HQDYHrnd5PlX0q4Qnx2Pq5Mry0YuI/7deF4tlrt5VJcR6OzkzCNtHqFPaB96h8rFjJWQtKkohmuQl/zcK+obDHJmfGUJ8AxAgwYJCQ0aYrNiic82L1xeVFKk1hhUeiZXyhNYNhRcQR3KsskhVfEEKt5lV2dXMgoy1HC2pXF3Kb3uvQ/da3iQSAyxW6qyxgTWR+jLMdAxAv/3v/9x8uRJUlNTVY/gvn37ePTRRwkICKBz5868+eabtpK1RrM7ajcAvUN7M/vB2US9HcXQFkOr/b6KF0wJ0227us3kfYGK8dUtpBvebt4E1wqmTlBj+WQ17QksS9/QvrIc0aYbgcXaYtXbqXgvlX2G5TFr1qxKSCjj7ORMoJccem3qL++dLJuYYgrhKeEUlhRSy00Ot3u4eODtatyTZxTFCCwnFKzw430/Mv/h+QBEpUdRUFxg/v0o3Q+oZL1XV4kYJTkJYNmaZYYHiXCw3VKVNSawPkJfjoHB3fI+Pj4MHTqUb775hgULFvDTTz/RokULzpw5wy+//GJtGW8LNkRsAODeZkY8GNVEiI+cgezn4YeHiwdx2XFqQeKKUIwvxRgDIPhmi7RqbB2399peph+aroZD90bvNdlwPR1/muzCbHzdfekT2of7m99fYcs4gAcffLBKMgfXkl+XMD+5JqO5IWFlq0Azf9lYr+tVt3IdZZRwcAXdQgCGtRzGsx2fpbZbbbSSVqfrhzko5WGKtbL3rbqKRZc1Att0bmN4kAgH2y1VXWMC6yL05RjoGYHnz59n5syZjBo1itDQUJo3b86rr75KdnY2Tz75pNgnUAnisuLUZIH7m99v1Xs3rC3vi0vISaBf434AbL2y1aS5ihHYM6QnT6x8gvGbxlMQVEc+WY1G4PzT83l789vEZMXg6uRKfHa8TjHi8lBk7h3am3E9xrFx1EZGth1Z4bwjR45USWYl7K54Hc1NDjkdL+8H7FyvMz/c+wMTek+onCAmtoxT0Gg0VW4fp+imSCtndFeXJ7BsmPlchJH2fMITaLdUdY0JrIvQl2Og0zs4MDCQtLQ0JEmidevW3H///fTp04e+ffvSpEkTG4lY89kYsRGA7iHdic2Kpfvs7nSu15k1T66p9nu/2u1VRrYdSZu6bfBx92HLlS1svbqV8XeNL3fe5dTLXE69LG/2rxPG8n+X4+7szrQ7/5YHVKMRqOzhS85NpltINw5cP8Dea3tNKj9i0HtpAo0aNTJf0DIoRqC/h5x1a7YnMOEUAH1C+/DSHZXsGQxmhYMvJF3geNxxVebwlPBK3fLWjHNT2vRVhrKeQHcfI/sOhSfQbqnqGhNYF6Evx0DHCHz++efp27cvffr0IdCELxGBaayPWA/AAy0e4EbmDaIzoitXA64SlA2FDgkbAsDua7spLCnEzdnN6Ly/L8jG3sCmA8kuzAbk/YWa+jf311XjnkDFmxaXHUff0L4cuH6AfdH7eKHLC+XOkyRJ3cfYp1Efcgpz1H2BFVFcRaNBSULxcPHASeNEXHYcsVmxJmUmayWtuoewS70uVZLDnHDwXxf+4tOdn6r3rIwnsKikSKdDSm232rg4uZQzo/IEegXi7+FPWn6a+p7UQ3gC7ZaqrjGBdRH6cgx0wsHff/89Dz/8sDAALUhBcYEafh3Wchg3Mm8A1d8txBAdgjsQ5B1EblEuB68fLHfs3xdlI/CR1o8QmxUL3EwyUfYEJiVV2xet4gmMz443KznkUsolknKTcHd2p7FfY2pNroX/t/7qXrXySFI8aJXky0Ffkj0xm2+HfKt2DjE1OeR80nnS8tPwdvXGzdmNQzcOkZRTSXnMCAcr2cHOGtl7VhkjMDojmhKpBDdnN4aEDWFAkwFmX8NUhrcaztg7xwKQmp1qeJDIDrZbqrrGBNZF6MsxMJgYsnv3biZMmMATTzzBE088wYQJE9i9e7e1Zbst2H1tNzlFOdSvVZ8u9boQnRENUO3lYRRyi3KZc3IOX+/5Gg0aBofJbf/WXVpndE5cVpxaa++hVg/pGoFK6ZHqbB2neAKz4ugd2htnjTMRqREVJi7subYHkMPuqXmykeDq5GqSZ6p9+/ZVktnH3Uf1OnZt0BWQywKZwr7ofYDc43naoWnc9cddzD4xu3KCmBEOVlrHlUiyMV8ZI1AJIbcMaMmWZ7ew9qm1Zl/DHJSe0p4+noYHiHCw3VLVNSawLkJfjoGOEVhYWMiIESMYNGgQU6dOZevWrWzdupWpU6cyaNAgRo4cSVFRka1krZGsPL8SkEPBGo2G6EzZCGzkY539FlpJy5i1Y/hk5ydkFmTyeFu508LCMwvVenS3siZc3qvYI6QHIT4hukagiwsE3KwvV12t42qVhoN93X3p36Q/AH+d/6vceYrcg8MGqx0sTCkPA7B1q2nJMqbQJ7QPALuu7TJpvGIE9gnto3oAK1UjEMwKByuewLziPEBOHlKMZ1NRuqS0q9vOrHmVRSmhc+WGkUQhEQ62Wyy5xgTVj9CXY6BjBH7++ef8/fffvPvuu8TFxZGamkpqairx8fG89957rFq1ii+++MJWstY4ErITWHB6AQCjOo4C4HrGdcB6nsBabrXUbM2YrBiGthhKvVr1SMxJZF24YW9g2VCwMg/KdN6od7MNWzUlhyht3gpLCknLT2NkGzm7968Lxo3AtLw0tlyRWxo+1vYxXcPVBJ5//vmqiMz1jOu8uOZFXljzAoOayv21D904RE5hToVzyxqBiTmJQCX7BoN54eCbnsC0vDSa+DUB4EzCGbNudy5JztJtH1T9XoPT8af57sB3ANQNMfL8hCfQbqnqGhNYF6Evx0DHCFy8eDHPP/883333HcHK3i8gKCiIb7/9lueee46FCxdaXciayowjMygoKaB7SHf6N5a9WdYOB0Np+7QbmTdwdXblhc5ygsXsk/ohx9isWHZE7gDgkTayEah0v1ANqmquFeju4s66p9ZxaMwharnV4pE2j6BBw+GYw6oRfSurL66mSFtEh6AOtKnbhrism55AE7qFAPz+++9VkrlYW8zcU3NZdm4ZTf2a0sSvCcXa4gr3Ml7PuM61jGs4a5zp2bCn+lqb0u9Yj8JCUDr7mBIOvukJTMlLoWOQnECklKoxFaXLyfmk8/j914+J2yaaNd8cirRFqnEfcS3C8CDhCbRbqrrGBNZF6Msx0DEC4+Li6NGjh9HBPXr0IN4KnSJuB3KLcvn56M8ATOg1AY1GgyRJhPmHWaVlXFnKGoEAY7qMAWDz5c06mZ0Ak3ZNolhbTO9GvdX6cZuf2UzCewk83PpheZAVCkYPazmMHg174ObsRr1a9dQQ66oLqwyOX35+OQCPt5PD3Wo42EQjsKrN0hXPXV5xHjlFOQxqInsDFYPaGPuv7wegS/0ueLt6k5Ajv6aVMgKVPZpOTlCnToXDFU9gsbZYTWZR+hebQom2hAtJFwC5hl9GQQYSphX1rgxlS8T41jVSkFp4Au2Wqq4xgXUR+nIMdIzAhg0bsmvXLqODd+/eTcOGDatbptuCP8/8SVp+Gi3qtFCNJ41Gw47ndxD1dpTaycMaKPsPFSOwWZ1mDGo6CAmJaQenqePOJ53nj5N/APDdkO/U404aJ4K8g9T9WKoRaMUfBErB55UXVuqdS8lNYdvVbYAcCoZSI9DUcHBVi6B7u3nj5eoFQGJOIneH3Q1U3Ku5bEmb9Px0dZ9msHdwedMMo4SCAwJkQ7ACvFy9mPfQPNY+uZYu9eUyMeYYgZHpkeQV5+Hh4qEml9TxrNj4rCxljcDrCYY9wqoRKDyBdodoNFCzEPpyDHS+KZ5//nmWL1/OK6+8Qnh4OCUlJWi1WsLDw3n11VdZsWIFo0ePtpGoNYuZx2YC8EHvD3B2crapLLd6AgHe7vE2AD8d+Yk5J+dQrC1mwtYJaCUtj7R+hF6Nehm/YDXvCQQ4fOMwPx76Ue25/GibRwHYH72f8GTdosZ/X/ybYm0xnYI70SqwFQDdGnRjaIuhtKlrpL3YLTzxxBNVllnxBiZkJzCwyUAATsadLDfZYt/10v2ASijYz8MPdxcjxZDLw4zMYIXnOz/P8FbD1YzmfxP/NamkjjIWoE1gG9Ly04DqNQLLdgxx8jRi5Aoj0G6xxBoTWA+hL8dA55P0o48+4rnnnmPWrFm0bdsWDw8P3N3dadu2LTNnzuS5557jo48+spWsNQqNRsOk/pMqLHBsDQwZgcNbDefjvh8D8PL6l2k4rSEbIjbgrHFm8t2T1XEXky8yYvkIvthdJiHICuHgvy78xfjN49WM34Y+DRnWchgSEm/+86baSzgjP4PPd38OwFPtn1Lnf9jnQzY8vUFN0qiI7dvL99iZgmIEJuYkUr92fdrWbYuEpBqytxKVHsWZhDNo0NAntA8BXgFMv286n/b7tHICmJEZfCtN/ZtSy60WBSUFeka2MZT9gO2C2pGWJxuBSveR6qCsJzA9N93wIGEE2i2WWGMC6yH05RjoGIHOzs7MmzePU6dO8dVXX/HSSy/x0ksv8fXXX3Pq1Cnmzp2LkwlhJgH8Nuw3PhvwGU6a0tfrh4M/EPpDKJN2TbKqLPc2u5ftz23n56E/6xz/cuCXjOowimJtMQk5CQR4BvDz0J9VbxrIRuCqC6vYELGhdKIVjEBlT5wS1gX48d4fcXd2Z+vVrWrpnfe2vMeNzBs082/Gmz3erPT92rZtWzWBKQ3hKvv6lH2Bmy5vMjh+8dnFgNyVJbhWMEHeQYzrMY537nqncgKY2TcY5FqGf575k0spl9TuMqaGhP9Nkj2B7eu2V72d1goHF0gF6g8BHYQRaLdYYo0JrIfQl2PgApCfn8+aNWuIjIwkMDCQBx54gIkTqy/LzxFQwmtliUyP5HrmdfKL860qS4hPiME9iBqNhjkPzaF3o96E+oZyT7N7cHV21RljMJtZCQdXZ+u4WqUFoxWa1WnGh30+5PPdn/P6xtdZcX4FK86vQIOGuQ/NVffklWhLyC/ON7llHEBaWprFZE7OlT1yD7V+iBlHZ7Dk3BKm3jOV2u611bGSJLHwjJxp/2zHZ6t8b/nGNz2BZoSDpx6YyorzK/jpvp/oFNyJA9cPcDr+NE93eLrCuWU9gdYyAkNqhxCTFYOERH5xPp6utxSNVoxArbba5BBUDkusMYH1EPpyDFwSExPp1asXkZGR6i9rLy8vVq9ezeDBg20s3u3F9Uzr1gg0BTdnN17t9qrR80r2cKhPGZlvbR3nbPk9j2X7B5flwz4fsujsIi6nXmbF+RUAvNn9Tfo27quOuZh8kfa/tqeJXxMi34o06X75+VU3zL8d8i0/3PeDaowOajqIlgEtuZRyiT/P/KnzOp+IO8HF5It4uHio+x3/TfyXzIJMmtdpXrli0ZXwBJYtE9MpuBNgmiewqKSIi8kXAblGYPeQ7sRnx1e+yLUJuDq7cu3ta7h8KZeBySrM0jcClUiF8ATaHZZYYwLrIfTlGDh9+eWXREVFMX78eNavX8+PP/6Ip6cnL7/8sq1lu+2wRY1AhUVnFvHF7i90PGumoHQ4aezXuPSgFVrHKb2VYzJjdMJ+Hi4e7Hp+F3MenMN3g79j6pCpfDvkW525iuHo7Wq6J7BJkyZVltnPw081AEHOqn6t62sA/Hz0Z53noXgBH2r1ED7uPgBMOTCFXnN6qRnaZlMZI/BmmZiU3BQ61TPdCLycepkibRG13GoR6hvK2qfWcuQ/R0zOxq4szk7O6mucXZhtYIAIB9srllhjAush9OUYuGzZsoXnnnuOqVOnqgeDg4N5+umnCQ8Pp1WrVuVMF5iDYgRaq2VcWb7e+zUXki/QJ7SPya3UwIjhqrSOS06WQ8JBlexuUQ5KMktOUQ5p+Wk6YcYQn5ByE26UgsLmPM9Dhw5Vy3v9+c7P89GOj/g36V/2XNtD/yb9Sc9PZ8m5JYBuKLhKhaKhUuHgsp7ADkEd0KAhPjue+Oz4cuVQOou0rdtWZ9+rNajtVpvcolxhBNYwqmuNCaoHoS/HwCk6Opo+ffroHOzTpw+SJJFQjRv/HY28ojx1r5gtPIGKUWWs44Yx1HDwrTJXc5kYT1dPNdv21oLWFWEwhF0Bjz76qFn3MERcVhwvrnmRp/8q3U/n5+HHMx2eAeCtTW9xJuEMwxYPIzEnkUY+jbin2T3q2CoVioaqeQLzUvB286ZdkNwDWGllZwzlfI8Q48Xlq4Nhi4ep5WiEEVizsMQaE1gPoS/HwKmgoAAPDw+dg8rfxaLqvsVQ9gOW7eVrTZTesJHppu2RA7l3b0aB3IassW9j3ZNWyBBe/Ohijrx0hNaBrc2ady1DNgJ1QtgVMH/+fLPuYYy5p+ay7N9llGhLjZD3er2Hn4cfpxNO0+m3Tuy/vh9fd1/WPbVOJxFH8QRWqlA0VKpOoOoJzJXD+kp9w52RO8udtyd6DwD9Gvdjd9Ru/P7rx5CFQ8yV2Gz+TfpXLaidVZClP0AYgXaLpdaYwDoIfTkGLgBRUVGcOHFCPZhxs/9oREQEfn5+epPuuOMO60h3G1FYUkif0D54uHig0Wisfv8w/zAArqZdNXmOm7MbOR/lkJiTqJ/1aQUjUOm6YS6V2XtpiRZJQd5BOGmc0EpatVYgQIuAFpx55QzPr36enVE78XL1YuOojeoePJAzmhNzEoFKegK12tJwsBnheUWvKXmyETigyQD+d+R/7Lq2y+ic1LxUziacBaBvaF/2X99PRkEGuUW55sttJmXLxBj0BCqJISI72O4QbchqFkJfjoELwKeffsqnn+oXqH3ttdd0/pYkCY1GQ4n4lW027YPas/eFvTa7fzP/ZgBcSbti1jwnjZNho8QGreNMRfUE3uq9LIcZM2ZU+UPP2cmZerXqEZsVS2xWrM6exEa+jdj23Db+vvA3rQJb0T6ovc7c5NxktJIWDZrKZdimpZV6v8wIB7cKbMW8h+apOu7fuD8aNJxPOk9CdgLBtfS9kvuj9yMh0SqgFcG1gq1SHkahbNeQcsPBIBuCoq6p3WCJNSawHkJfjoHL3LlzbS2DwApUxhNYLlZoHXc59TLrL63Hz8OP0Z1Hmzzv/ub308y/Gc3qNDN5znPPPVcJCfVpULuBagTeyZ0655w0ToxoO8LgPGU/YKBXIC5OLubfOFH2IuLrC25uJk+r41mH5zs/r/4d4BVAx+COnE44za6oXTzRXr911J5rpaFgwCrdQhQq9ASWNQJLSoQRaEdYao0JrIPQl2Pg8vzzz1c8SlBlSrQlNu0hrBiB8dnx5Bbl6pQyMcbsE7PZdHkTT7R7gsfaPaZ70grh4LMJZxm/eTzdQ7qbZQT+eN+PZt9r9erVFvnQU0qkKBnKphLkHcT0+6Yb7oJhCsp+QAtkag9oMqB8I/DmfsD+jfsDWNUTWNYIzCosZ08gyEagq6v+GIFNsNQaE1gHoS/HQPxMthJ3/XEXjX9szP7o/Ta5v7+nP1uf3UrEmxE6X6Tlsf/6fv668BeXUi7pn7SCEagkdpibHVwZevSwTJar2ukk27x6jPVq1WNcj3G81fOtyt1Y8QRWwgjcfnU7C08vVLPX1eSQKP3kkOzCbI7HHgdKPYFWDQe7mBEOFttW7ApLrTGBdRD6cgyEEWgFJEkiPCWc6Ixoq3xRGmNw2GCa12lucl23chMsrNA6TrlvQk6Cya32sgqyyCzINPte165ZxtBUPIGKYWQ1KlEeRuHVDa/y3OrnOJ90HpCNOw0awlPC9TyaB68fpEQqoYlfExr5/n97dx4XZbX/Afwz7LsKouJO7qKmmaJ1y+2WqVmWZppdtTQrK/vdsrx1S02uS3lLLU0hEhW3qyjmlrhA4MomhMgiIaACIvs+A8yc3x/jMzIOyyzPLI/P9/168UKfec7zfJnjGb6e85xzlOtdcku2mOLftqeTp2oRcEoChYWvNkZMg+pLHCgJNIF71fdQIauAlcRKNSwrBFwPXJNLrTy8dZwReDh6qIat71Tc0apM4NVAtFnXBvOPzNfpXrY8DRt+MvoT1HxZgx8n/ahTuWsF13D59mVVb5zODOgJbO+kXFKGWyamnWM7jOgyAgCwI3GH2rn7k/cDeDAUDCgnHY3oPEKniTj62v3qbnz5zJcAWpkdDNAMYQvDVxsjpkH1JQ6UBJoAN5zao00PteEsU7uafxUr/1iJXX/uavVcuULe8l7HJtg6TiKRqO7N9Uq2hjuPW2haW+11WFuvJS52Lpr72Wph3cV1eGr7U9iZqOfaXFwSqEdPILdgdOME9KORHwEANl7ZqFr65Vb5LexKUv7bee/J91Tnrv37WsS8E4Op/abqFbquXOxcAGj5TCCxGHy1MWIaVF/iQEmgCXBJYF+PvmaNIz4vHt9EfqPqzWlJdlk26uR1sLe2b3qbO27rOMCoQ8Jc75K2zwXqszwMACQnJ+sWGM8M3jLOgIkhjbeO48waNAs92/ZEYU0htidsBwCsv7geDYoGjPcej1FdR+kXJw+4JLDVnkBKAi2KudsY0Q3VlzhQEmgCGSUZAMyfBOqyTExqUSoA5Tpyzc5qNsEyMfr2BOq6Nd9zz/Gz20VNfQ3e/u1tvLD7BTQotN9xR7VbSBPr8mnFgOHgh3cNAQAbKxt89tRnAID1l9bjdOZpBCYEAgC+/NuX+sXIgw2XN+C7i98BaCYJlEgeJIKUBFoUvtoYMQ2qL3GgJNAEuJ7APu59zBoHt25eVlkWFKzl56WKaorgYOPQ8pZtJpgh/MnoTxCzMAZLfJdodT7XE6hrErh/f+u9o9pwsHHArj93ISwzDAVV2r8v3DOP3B7POjNgYkjj/YMbe2voW+jg3AG3ym9h4u6JkDZI4dvFF+O9x6vOaVA0oO26tvDe5K1aL9CYssqykF6cDqCZJBCgreMsFF9tjJgG1Zc46LEqLdHVoA6DcK/6HgZ3HGzWOLq6dYWNlQ3q5HXIrchVze5syvyh8zH38bnN/6IFTJIE6rJvcHVdteq5Nl32DQb42yKJ22EltzIXeZV56OLWpdUy5dJy1YzmJofetcFHT+BDSaCjrSN+nvwz1l5YiwpZBSQSCb5//nu1bQ/LpGUol5WjXFYOV3tX/WLXgZ31g4Wwm/23SVvHWSTafUJYqL7EweJ7AmUyGZYtW4bOnTvD0dERvr6+OHPmDO/lY2Nj8eGHH8LHxwfOzs7o3r07Zs6ciRs3mlgjT0erxq3ChbcvYGzPsQZfyxA2Vjbo2bYnAO2GhK0kVnCzd2v+BAvbOo6byOJq54o29m10Krt582be4uCWidF2rUBuCLu9U3s42znrfkO5/MHkHD2SwHHe47Dj5R1Y9vQyjdemD5yOuEVxuPHRDaR/mI6nuz+t9jq3FI6bvZt+O53oqHESWClrYmIIQD2BForPNkaMj+pLHCw+CZw/fz5++OEHzJkzB5s2bYK1tTUmT56MCxcu8Fr+22+/xaFDhzBhwgRs2rQJixYtQlRUFJ544olH6gFZXrePM8EzgbX1tdh4ZSM+Dfu01SFse2t7vDv8Xbwx+A213iptLFy40JAw1ei6a4i+zzGqFBcD3E4j3GQdHfT16It5Q+fhqW5P6VyWSwJNsWUcoGVPICWBFonPNkaMj+pLHCw6CYyJicH+/fuxdu1arF+/HosWLUJ4eDh69OiBzz//nNfyn3zyCXJycvDjjz9i4cKF+Oqrr3D+/Hk0NDRg3bp1ev8MNfU1kDXI9C7Pt17tlM8FZpZmNnvOvep7eHzb43jj0Bstb2NmguFgW2tbLDu7DD9c+aHVySHe7byx7cVt2PbiNp3vs3v3bn1D1MAlgbkVuVqdP9BzIDZP2owlI7V77lEDNxTs4aGctW1C3PC7p7PuzyLq4+EksMl/n5QEWiQ+2xgxPqovcbDoJDAkJATW1tZYtGiR6piDgwMWLFiAy5cv4/bt27yVf+qpp2BnZ6dWvk+fPvDx8UFqaqreP8P2hO1wWuOERccWtX6yCXw6+lOkf5iOVeNWNXtOWlEakgqSEJ0b3XKPmgmSQBsrG9Wsam5HC2OYMGECb9fievSyy7O1Ot+7nTc+GPkB5g3Vcx9vA9YIBIB6eT1OZpxE8J/Brfa2aty6WnlvXddl1FfjJJCBobahVvMkSgItEp9tjBgf1Zc4WHQSmJCQgL59+8LNTf25tJEjRwIAEhMTjVqeMYaCgoIWF82UyWSoqKhQfVVVqQ9RpRelQ8EUOj+jZiy93Huhr0ffFreOSy1UJr2tTsow0TOBAz0HAmg9Ccwozmh5IksLrl+/rle5pnBD7mXSMt6u2SID1ggElMnUlL1TMPfIXJ1j5pJATyfT9AQ62zrD1e7BBJQmnwukJNAi8dnGiPFRfYmDRSeB+fn58PLy0jjOHcvLa/mZK0PL79mzB7m5uXj99debPWft2rVo06aN6mvMmDGqe/v7++Py7csAgGFew7B582YUFBTgwIEDSEpKQlRUFMLCwpCRkYEdO3agsrJS9TDu5s2bUVZWhuDgYKSlpeHs2bOIiIhAcnIy9u7di+LiYrVza2trERgYiJs3b+LEiRO4ePEi4uPjERISgry8PLVz5XI5tm7ditzcXISGhiIuLg5XrlzBsWPHkJWVhQMRBwAAtbdrVWUKCwuxf/9+JCUlITIyEmFhYfjrfsLLCgux5ccfVedWVFRg165dSE9Px+nTpxEREYFr165h3759KCoqUotFKpUiMDAQWVlZOH78OC5duoS4uDgcPnwYeXl52LJlC/p7KJPRlMIUbNmyBXl5eTh8+DDi4uJw6dIlHD9+HFlZWRi9dTRc17ri0w2fqq5fVFSEffv24dq1a4iIiMDp06eRnp6OXbt2oaKiQhVLVFQUKisrsXPnTqSnpyMsLAyRkZFISkrC/v37UVhYqBa3TCZDQEAAsrKycOzYMVy5cgVxcXEIDQ3FcJfh2OC5AUdmHlErk5eXh5CQEMTHx+PixYs4ceIEbt68iU82f4KIvyLw/U/fq84tLi7G3r17kZycjIiICJw9exZpaWkIDg5GWVmZ+nt4SzlMXunkhLCwMERFRSEpKQkHDhxAQUGBRtz+/v7IycnB0aNHceXKFfx59U+4WCsXYN706yY0NDSolcnPz0dISAgSEhJw4cIFnDx5EpmZmdi+fTtcrV3R3bo7+rfvj82bN6OkpAR79+5FSkoKwsPDce7cOaSkpGDPnj0oLS1Vu25VVRWCgoKQkZGBU6dO4fz580hMTMTBgwc14q6vr4e/vz+mdJyC4IHBsJcod94JPRmKW7duwd/fH/X19coy92cHFxcW4uDBg0hMTMT58+dx6tQpZGRkICgoCFVVVWrXLy0txZ49e5CSkoJz584hPDwcKSkp2Lt3L0pKStTOra6uxvbt25GZmYmTJ0/iwoULSEhIQEhICPLz89XObWhowLZt23Dnzh0cOXIEsbGxuHLlCo4ePYqcnBz4+/tDJpOplRHCZ0RAQIBG3E19RqSnp2Pnzp2orKxEVFSU0T4jFAoFNm/eDIVC0eJnRGBgIKRSqdr1tf2M2Lx5M2+fEbm5udi6dSvkcrlWnxGBgYGora1VO1eXz4jKykrs2LEDGRkZWn9G1NfXqz4jYmNjceTIEdy5cwfbtm3T6TOiurpa7Vxjf0bcunULv/32G2JiYhATE4PffvtN8zOiUVt7VD4jbt3Sbi1dDcxE5HI5q62t1epLoVAwxhh77LHH2KRJkzSulZmZyQCwDRs2tHhPQ8qnpqYyNzc3Nnr0aNbQ0NDseVKplJWXl6u+IiMjGQAWHx/PqmRVzPoba4aVYDllOS3Gakq7EnexWSGz2Lmb55p8fWLwRIaVYL/E/9LyherrGZNIGAMYKygwQqRK/0v+H8NKsFGBo5o9p1JWybASDCvBCqsLdb5HbGysISEapNsP3RhWgl2+fVm/C3z9tbIO3n9f7xgGbB7AsBIs/Ga43tcwJY+1HgwrwRLzEzVf7NJF+X7Ex5s+MNIsc7YxojuqL2GJj49X5R66MFlPYFRUFBwdHbX6Sk9XLgbr6OgImUxzUoVUKlW93hJ9y9+9exdTpkxBmzZtVM8VNsfe3h5ubm6qLxcXF9Vr0bnRkDM5urp11X/mpxGEZ4djf/J+RGZHNvk6t1tIq8PBJto6rvFwMGtmogo3hN3BuQPaO+m+56Xe/4syUIOiAbmVygkkev8bMWCNQA63Uwm3c4mls2XKze2bHP6n4WCLZK42RvRD9SUOJptK2L9/fwQFBWl1Ljdc6+XlhdxczRmW+fnK9dc6d+7c6nV0LV9eXo5JkyahrKwM58+fb/UeLbl46yIA4OluT7dypmkN9xqOHYk7cPXuVY3XquqqVLNwB7Qf0PrFOnUCioqMOjmkj3sfWEmsUCGrQH5Vvmr2bWPXC5XPr/h4+uh1j1Gj+N0L1y/SD5E5kVg+Zjme7fFss+flVeZBwRSwtbLVf99gAyeGAA/2LLb0JPDirYvwi/JDnVUdAKCyjp4JFAq+2xgxLqovcTBZEtipUyfMnz9fpzJDhw5FREQEKioq1CZ3REdHq17ns7xUKsXUqVNx48YNnD17FgMHDtQp3oddvK1MAv/W/W8GXYdvT3g9AQCIz4vXeC2vMg/DOg1DqbRUtZ1Yizp2BJKTjZoE2tvYI3phNB5r9xjcHd2bPOf6PcOSwNDQUHzwwQd6x/iwuPw4nMs6h1cHvNpiEsgl3N3adGtxsk6LDJwYAgAdnZU9gQXVutVj/839USevw8k5J3Xa3UVfxbXFCMsMgz2UzwRST6Bw8N3GiHFRfYmDRU8MmTFjBuRyOQICAlTHZDIZgoKC4Ovri27dHmyxVVNTg7S0NBQVFelVXi6X4/XXX8fly5dx8OBBjB492uD4Zw2ahTcGv4FxPccZfC0+Pd7xcUggQX5VPvIr1Xe16OvRF1ffvYqUxVoux2KCZWIA4MnOTzabAAKNegI76JcEvv/++3qVa85jbZUzhLNKs1o8z+CFogFehoP16QlkjOFm6U1klWXB2VaPnU70wC0RY2/fQhLIbRtHSaBF4buNEeOi+hIHi9472NfXF6+99hq++OIL3Lt3D71798bOnTuRnZ2NX3/9Ve3cmJgYjBs3DitWrMDKlSt1Lv/pp5/i6NGjmDp1KkpKSjQWynzzzTd1jn/+0PmYP3S+zuWMzdnOGf3b90dqUSoS7ibAy1VzBrWjbcvPW6pYyNZxhg4H//zzz7zulendzhsAkFVmgiSQ6wk0YDh4Sp8p8HLx0imJLpeVo15Rr7y1iReLrqtTDge32BNIewdbFL7bGDEuqi9xsOgkEAB27dqFr7/+GsHBwSgtLcWQIUNw/PhxPPts80Ns+pTn1gw8duwYjh07pnEdfZJASza883CkFqUiPi8ek/tMBqDc3YQxptv+tSbYOg4A/ir5C1titsDayhr/ff6/aq8xxvDJqE9w7d41DOowSK/rL168mI8wVbzbKpPA1rbnUyWBbnomgXV1QGmp8s8G9AQO7jgYgzsO1qkMt0agq50rHGwc9L63Lrgk0M7ODlKZlNYJFBC+2xgxLqovcbDo4WBAucPH+vXrkZ+fD6lUipiYGEycOFHjvLFjx4IxpuoF1LX8H3/8AcZYs1+6Cs8Kx/V713XegcFURnYeCRsrG7X4Dlw/APfv3PHhSR3+92ei4eBKWSU2Rm/Ezj93arwmkUjw8aiPEfhSINo56reH7datWw0NUY22PYHzHp+HzZM248W+L+p3I+7xBysrwL354XJjMPVuIcCDJJCb9U/PBAoH322MGBfVlzhYfE+gUH12+jMsu74MCe8mYEjHIeYOR8M/Hv8Hpg+crjbT9nTmadTJ69DOQYdEykRJYL/2/SCBBEU1RSioKlAtacKXV155hdfr9WzbE4By15AyaRnaOrRt8jzfrr7w7eqr/424oeD27R88C6eHBkUDzmSewd2qu5g3dJ5Wk1QKq5X3NkcSaG1jDTQoe681UBJokfhuY8S4qL7EweJ7AoVs2dPLLDIBBIC2Dm3VEkAFU+DMzTMAgOd7Pa/9hUz0TKCTrZNquJKLkxOXF4c/7/4JaYNU7+tfuXLFoPge5mLngg7OHdDBuQMKqoyYIPMwKQRQDqlP3jsZbx99G8U1xdrdmtsyzkTPAwLKJFACCZhC2TvfZBJIE0MsEt9tjBgX1Zc4UBJoJL3ce2HFmBXmDkMr0XeiMWnPJBTVFMHFzgWjuuqwPhT3TGBhodF/6U7tOxUAcDT9qOoYYwwzD87EUP+hOJau+Syntrp3538x75z/y0HB0gL0a9+vydeLa4qxM3En/rz7p/434WFSCADYWtuqFtnWdoZwG4c28O3iq/dkHH0MaD8A8uVyLOq3CABQ09BCTyBNDLEoxmhjxHiovsSBkkAj+WbsN7C3sTd3GK368tyXGPXrKJzOPA0riRXWTVgHW2tb7S/g6QlIJMpfuMXa9SDp66V+LwEATv11CnVy5ezQhLsJyCrLgqONo2qCiz642aZ8am2yRHRuNOb/Nh9zDs/R/yY89QQCuq8VOGvQLFxZeAVrJqwx+N7akkgkkEgkqh1DaDhYOIzRxojxUH2JAyWBRjLAU4vdNizAeO/xsJJYoWfbnoicH4kPRuq4OKiJto4DlGsFdnLphMq6StWWdwevHwQATOk7RbdZzQ8pKSnhJUZdJBUkAYBhjwzwsFsIRyi7hgBAg7QBACWBQmKONkb0R/UlDjQxROT+/tjfkbkkE51cOum/zIcJto4DACuJFV7s8yJO/nUSJbUlYIzhYIoyCZwxYIZB1/bx4X9I88+7f2LZ2WWwt7HHb7N+03idlySQh91CONxkG6M+w2ig6rpqzD0yFzcqbgCgJFBIjNHGiPFQfYkD9QQS9Gzb07B13kw0QxgANrywAXf+eQevD3odiXcTkVmaCQcbB0zpO8Wg6547d46nCB+wt7FHWGYYzmSeQYOiQeN1XnsCeUgCOznr1hM48peR8N7kjZjcGIPvrYvDqYeRXJIMgJJAITFGGyPGQ/UlDpQEEsOZMAl0sXOBRCIBACw6rpwcMLnPZLjYuRh0XWMsBt7Xoy/c7N1Q21CLlEL1bfhkDTKkFaUBUG7jpzceh4NVPYFaPhOYXZaN7LJsky0UDTxYIoZDs4OF41FbcP9RR/UlDpQEEsOZaes4bleO+Y/PN/hagYGBBl/jYVYSKzzZ+UkA0OgtSy1KhZzJ4e7orrZUj854HA6e3Gcydk3bhY99P271XLlCjqIa5ULVplwn0MZK/QmWFnsCaXawRTFGGyPGQ/UlDpQEEsOZaOu4h62dsBZXF13F1H5TDb6WsfbIHNF5BADNJJBbFmZIxyGqnk298NgTOKjDIPzj8X9geOfhrZ5bUlsCBuVafR6OHgbfW1sSiUStN5CGg4WD9qEVFqovcaAkkBjOTD2Bvdx7YZjXMF6utXnzZl6u87CRXUYCAGLzYtWOT+03Fb/P+R3/fubf+l9cKgUq7++dy0NPoC64haLdHd11W1KIB5QECpOx2hgxDqovcaDZwcRwXl7K7/n55o3DALNmzTLKdbmewGsF11BTXwMnWycAyuTphd4vGHZxbijYxgZo29awa0G5ddzpzNPKreMenwdrK+tmzzXHvsGch5NAxph6byolgRbJWG2MGAfVlzhQTyAx3COQBJ45c6b1k/TQ1a0r+nr0xbM9nlU9Q8ebxkPBhgwp3yeBBFP3TcWCowtQWFPY4rnc5BFPJ9NtGcdpnAQqmEK1cLgKTQyxSMZqY8Q4qL7EgZJAYjguCSwuBgS6yvygQYOMcl2JRIK0D9IQPi8c3dsot2FKK0rD1+FfIzQ11LCL8zgpBACsraxVC0bfqbjT4rnOts4Y1XUUhnYaysu9dXFzyU3EvPzgGUuNIWHqCbRIxmpjxDiovsSBkkBiOA8PwPb+c2Emfi6QL0VFPPfSNfLwxI+1F9biP+f/g93Xdht2YR7XCOT0bNsTAJBVmtXieVP7TcXlBZfx46Qfebu3thxtHVFVWqWaKdxsEkizgy2KMdsY4R/VlzhQEkgMJ5E8mCEs0CHh+vp6o9/jTOYZ7Ezcib3X9gIA/vX0vwy7INcTyMPMYA6XBGaXZfN2TWOor69XPV9JPYHCYIo2RvhD9SUONDGE8MPLC7h9W7BJYI8ePYx6/UMphzDj4IOt7SZ4T8CILiMMu6gRegK5tRezylruCVQwBawk5vk/5PKI5YjPjYetlbL3mZJAYTB2GyP8ovoSB+oJJPwQ+OSQ6Ohoo15/Up9J6OfRT/X3f/3NwF5AgNc1Ajna9AQyxtBhfQc8tukx3Cq/xdu9tXU68zRO3jrZ+nAwJYEWxdhtjPCL6kscKAkk/BB4Ejht2jSjXt/J1gl7p++Fq50rxvYciwneEwy/KM8TQwDtksAyaRmKa4uRVZZl0oWiOdzsYO67RhJIs4MtkrHbGOEX1Zc4UBJI+CHwJHDXrl1Gv8cTXk8g95NcnH7ztGG7hHCMMBw8tNNQ7Hh5B36Z+kuz5+SU5wAA2ju1h7OdM2/31haX/HGLVNPEEGEwRRsj/KH6Egd6JpDwQ+BJoKm2SHK1d+XvYkaYGNLeqT3mDZ3X4jk5ZcoksEcb8zwzZG9jDwD0TKDA0DZkwkL1JQ7UE0j4IfAkUJBbJBmhJ1AbXE9gj7bmSQK17gmkJNCiCLKNiRjVlzhQEkj4IfAkcN68lnu/LE51NVBzP/nhsScQAGJzY/FL/C/48+6fTb5u7p5ALgmkiSHCIrg2JnJUX+JASSDhR+fOyu8FBYL85Xv48GFzh6AbbijY3h5w5XGIGcCPMT9i0fFF+P2v35t8XdUTaKlJIE0MsUiCa2MiR/UlDpQEEn506KD85atQPEhQBGTUqFHmDkE33M4sHTvysm9wY9xagc3NEO7fvj9GdR2FAZ4DeL2vtn6e/DNiX43FsE7DAFBPoFAIro2JHNWXOFASSPhhbf3g2TQBDglnZ2ebOwTdFBQov3fsyPulW1sm5j/j/4PLCy7j+V7P835vbbjau6I4rxiudsoeUJodLAyCa2MiR/UlDpQEEv4I+LlABwcHc4egG64nkNuuj0dC2DrOwcGBto0TGMG1MZGj+hIHWiKG8MfLC0hIEGQS2K5dO3OHoBuuJ9AISWDj4eCHt4drUDRAAgmsrax5v6+2Dqcexu6s3bBzaWaxaEoCLZLg2pjIUX2JA/UEEv4IuCcwJSXF3CHopvEzgTzr6tYVVhIryOQyFFQVqL129uZZOK52xOQ9k3m/r7bi8+IRmhOK/Erlv7OaBpoYIgSCa2MiR/UlDpQEEv4IOAmcMIGHbdxMyYg9gbbWtujm1g0AkFmaqfZaTlkO6hX1ar2DpsbNDuZ2XaGeQGEQXBsTOaovcaAkkPCHSwLz8swbhx7+97//mTsE3RixJxAA/vv8f3Hx7YsY0XmE2vE/C5RrB/b16GuU+2qDSwI5lAQKg+DamMhRfYkDPRNI+CPgnkDBbZFkxJ5AAJgxcEaTx8/fOg8A+Fv3vxnlvtrQOgmk2cEWRXBtTOSovsSBegIJfwScBApuiyQj9wQ2pbimGMn3kgEAz3R/xmT3fRiXBDLGAFBPoFAIro2JHNWXOFASSPjDJYF37wL3f0ELxTvvvGPuELRXVaXcNg4wWk8gABxKOYTFJxYjs0T5XODF2xcBKBeL9nTmd6s6Xdjb2AMAGCgJFBJBtTFC9SUSlAQS/nAJSV0dUFJi3lh0tHPnTnOHoD1uKNjREXBxMdptfoz5EVvjtiIiOwIAEJUTBcC8vYDAg55ABVMO99K2ccIgqDZGqL5EgpJAwh97e8DdXflngQ0JP/fcc+YOQXuNnwfkecu4xrhkj3sO8OluT2P2oNmY0meK0e6pjRkDZ+DyjMv4/vnvAVBPoFAIqo0Rqi+RoCSQ8EugzwUmJyebOwTtmeh5QFUSmKNMAl8Z8Ar2Tt+Ll/u/bNT7tsbFzgWFNwvRyUXZ80wTQ4RBUG2MUH2JBCWBhF8CTQI9Pc33jJvOjDwzmDO622hYSayQVZaF6DvRqK6rNur9dOHp6anaNk7aIFUNDQOgnkALJag2Rqi+RIKSQMIvgSaBNjYCWi3JRD2BbvZueLzj4wCAibsnIi4vTjUj15zSi9KxKX0TtsRuUR2rra99cAIlgRZJUG2MUH2JBCWBhF8CTQJv375t7hC0Z6KeQAD48pkv0c+jHxgYJu2ZhPCscKPfszV5lXnYn70fISkhqmNqQ8I0McQiCaqNEaovkaBUn/Crc2fld4ElgSNHjjR3CNrjegJNkATOGDhDtXC0ginMul0ch5sdXCevg4ONA6QNUvUkkHoCLZKg2hih+hIJ83+ik0eLQHsCjx49au4QtMf1BJpwoWgAFpEAAupJIPdcICWBlk9QbYxQfYmEZXyqk0eHQJPARYsWmTsE7ZmwJ9AScUmgTC5rOQmk2cEWRVBtjFB9iQQlgYRfAk0Ct27dau4QtMOY2XoCLQX1BAqTYNoYAUD1JRaUBBJ+cUlgdTVQWWneWHQgmM3SKyuB2vszYSkJpCRQQATTxggAqi+xoCSQ8MvZGXB1Vf5ZQL2BgtksnesFdHFRvtci1GoSSLODLZJg2hgBQPUlFhafBMpkMixbtgydO3eGo6MjfH19cebMGaOXX716NSQSCQYNGmRI+OIkwCHhV1991dwhaMdEawRaMi9XL5yfeR7pH6ZTT6CACKaNEQBUX2Jh8Ung/Pnz8cMPP2DOnDnYtGkTrK2tMXnyZFy4cMFo5e/cuYM1a9bAWaQ9LQYTYBJ46dIlc4egHe495d5jEbKxssHd63fRs21PSgIFRDBtjACg+hILi14nMCYmBvv378f69euxdOlSAMDcuXMxaNAgfP75563+I9W3/NKlSzFq1CjI5XIUFRXx+0OJgQCTQG9vb3OHoB3uPeXWYxQprr5odrBwCKaNEQBUX2Jh0T2BISEhsLa2Vpuq7uDggAULFuDy5cutrmiuT/moqCiEhIRg48aNvP0coiPAJFAqlZo7BO3k5Sm/i7gnUMEU2JS8CZ+d/gy2ElsA1BMoBIJpYwQA1ZdYWHQSmJCQgL59+8LNzU3tOLeSeWJiIq/l5XI5PvroIyxcuBCDBw82LHgxE2ASWFZWZu4QtEPDwZBAgt3Zu/Hfy/+FrXUTSSBNDLFIgmljBADVl1hY9HBwfn4+vJr4Zccdy+N6RXgqv23bNuTk5ODs2bNaxyiTySCTyVR/r6qq0rrsI0uASeCAAQPMHYJ2aDgYEokEtla2qFPUqWYKU0+g5RNMGyMAqL7EwmQ9gQqFAlKpVKsvxhgAoLa2Fvb29hrXcnBwUL3eEl3KFxcXY/ny5fj666/h6emp9c+1du1atGnTRvU1ZswYAMoE1N/fHzKZTDXVfvPmzSgoKMCBAweQlJSEqKgohIWFISMjAzt27EBlZaXauWVlZQgODkZaWhrOnj2LiIgIJCcnY+/evSguLlY7t7a2FoGBgbh58yZOnDiBixcvIj4+HiEhIcjLy1M7Vy6XY+vWrcjNzUVoaCji4uJw5coVHDt2DFlZWQgICNCIu7CwEPv370dSUhIiIyMRFhaG9PR07Ny5UyPu6vs9r7KcHJw+fRoRERG4du0a9u3bh6KiIrVzpVIpAgMDkZWVhePHj+PSpUuIi4vD4cOHkZeXhy1btkChUGDz5s1QKBTYsmUL8vLycPjwYcTFxeHSpUs4fvw4srKyEBgYCKlUqnb9oqIi7Nu3D9euXUNERAROnz6N9PR07Nq1CxUVFapz/fz8UFlZiZ07dyI9PR1hYWGIjIxEUlIS9u/fj8LCQrXrymQyBAQEICsrC8eOHcOVK1cQFxeH0NBQ5ObmYuvWrZDL5Wpl8vLyEBISgvj4eFy8eBEnTpzAzZs3ERgYiNraWrVzi4uLsXfvXiQnJyMiIgJnz55FWloaylJTAQBHoqNV51ZWVmLHjh3IyMhAWFgYoqKikJSUhAMHDqCgoEAjbn9/f+Tk5ODo0aO4cuUKYmNjceTIEdy5cwfbtm1DQ0ODWpn8/HyEhIQgISEBFy5cwMmTJ5GZmYnt27ejurpa7dySkhLs3bsXKSkpCA8Px7lz55CSkoI9e/agtLRU7dyqqioEBQUhIyMDp06dwvnz55GYmIiDBw9qxF1fXw9/f3/cunULv/32G3A/v7udo3ykI+7PONTX1yvL3E8CG+rqcPDgQSQmJuL8+fM4deoUMjIyEBQUhKqqKrXrl5aWYs+ePUhJScG5c+cQHh6OlJQU7N27FyUlJer/vqursX37dmRmZuLkyZO4cOECEhISEBISgvz8fLVzGxoasG3bNty5cwdHjhxBbGwsrly5gqNHjyInJ0dUnxF+fn6qcysqKrBr1y6kp6cL5jOCa2uW/hkRHByMsrIyjbh1/Yw4dOiQoD8jYmJiEBMTg99++w23bt2Cv7//g8+IRm3tUfmMuHXrFvTCTCQiIoIB0OorNTWVMcaYj48PGz9+vMa1rl+/zgCwbdu2tXhPXcq/9957rHfv3kwmk6mOjRkzhvn4+LR4D6lUysrLy1VfkZGRDACLj49vsdwj7fp1xgDG2rY1dyRaq6mpMXcI2mnXTvneJiebOxKz8vjWg2El2KdhnzKsBPvH4X88ePHyZeV75O1tvgCJBsG0McIYo/oSmvj4eL1yD5MNB/fv3x9BQUFancsN13p5eSE3N1fj9fz7Q2KdWxkS07Z8RkYGAgICsHHjRrUhYqlUivr6emRnZ8PNzQ3u7u4a17K3t1frbXRxcWntx3v0demi/F5WBtTUAE5OZg1HG7/++qvlr5AvlQKlpco/i3g4GADqpfUAlMvFAIC0odFD7DQcbJEE0caICtWXOJgsCezUqRPmz5+vU5mhQ4ciIiICFRUVapM7ou8PhQ0dOpSX8rm5uVAoFFiyZAmWLFmicR1vb298/PHHNGNYW25uyh0tqqqA3FygTx9zR9QqQXzYcc8D2tsDbduaNRRza+fWDhXlFbC2UiZ8akkgTQyxSIJoY0SF6kscLHp28IwZMyCXyxEQEKA6JpPJEBQUBF9fX3Tr1k11vKamBmlpaWrr+mlbftCgQQgNDdX48vHxQffu3REaGooFCxaY4Cd+REgkQNeuyj/fuWPeWLQkiC2SGs8MlkjMG4uZ1VQqJ4JY3f8Io55AyyeINkZUqL7EwaJnB/v6+uK1117DF198gXv37qF3797YuXMnsrOz8euvv6qdGxMTg3HjxmHFihVYuXKlTuXbt2+PadOmadyf6/lr6jXSii5dgLQ0ZU+gAMyePdvcIbSOZgar/DbrN7i1cUPi3UQAlAQKgSDaGFGh+hIHi+4JBIBdu3bh//7v/xAcHIwlS5agvr4ex48fx7PPPmuS8kRPAusJDAsLM3cIraOFolWyYrPg08EHbRzaAKAkUAgE0caICtWXOFh0TyCgXM5l/fr1WL9+fYvnjR07VrW0jD7lm/LHH3/oXIbcx00OEUgSOGTIEHOH0DpaKFqFqy8HG+VyT00mgbRtnEURRBsjKlRf4mDxSSARKK4nUCDDwYWFheYOoXU0HKyyN3kv7Irs4N1Wub8p9QRaPkG0MaJC9SUOFj8cTARKYMPBciEkDNQTqBJ2NwzfRH6D2xXKxaJpdrDlE0QbIypUX+JASSAxDm44WCA9gV25pNWS0TOBKi5O6utxUk+g5RNEGyMqVF/iQEkgMQ7uA+TuXaC+3ryxaCE2NtbcIbSOhoNVqsur1f5e29BoC0lKAi2SINoYUaH6EgdKAolxtG8P2NoCjD1IXizY1KlTzR1Cy+rqAG4NTOoJRPeu3QFANRmMegItn8W3MaKG6kscKAkkxmFlJagh4d27d5s7hJbdvav8bmsLeHiYNxYLcCdb+awpgzIJbFA0oEHRoHyRSwKVOwibIzzSBItvY0QN1Zc4UBJIjEdAk0Msfosk2i1EzRAf5fIVjZeFkjXIlH+wavSxRsvEWAyLb2NEDdWXOFASSIxHQD2BFr9FEs0MVpOekg4AULAHSZ5qSJjrCQRoSNiCWHwbI2qovsSB1gkkxiOgnsB58+aZO4SWcTODaVIIAGDLnC2QWknR1a0r1lxYgwZFAyWBFs7i2xhRQ/UlDtQTSIxHQLuGHDp0yNwhtIx7D2nZBgDA1XNXMbLLSHR27ay5awglgRbJ4tsYUUP1JQ6UBBLjEdCuIU8//bS5Q2gZ9x5yibXINa6vFpNAeibQYlh8GyNqqL7EgZJAYjwCGg6+efOmuUNoGfUEqjnx5wmsv7geYX+FUU+gQFh8GyNqqL7EgZJAYjxcr1VensX3yDg6Opo7hJZRT6Ca5JpkfH72cxxKPQRHG2XdqRaMbjw7mJJAi2HxbYyoofoSB0oCifFwy5k0XujYQrVt29bcITSPMeoJfAi3bVy9ol6zJ5CSQItk0W2MaKD6EgdKAonx2NoCHTsq/2zhQ8JpaWnmDqF5FRVA9f1t0qgnEABQXFgMAKiXN5EESiQPEkFKAi2GRbcxooHqSxwoCSTGJZDJIWPGjDF3CM3jEmh3d4CGaAAA/fv0B9BMTyBAW8dZIItuY0QD1Zc4UBJIjEsgk0MOHjxo7hCaR88DakhKTALQTE8g8CAJtPBnUcXEotsY0UD1JQ6UBBLjEsiuIRa9RRI9D6jhufHPAWihJ5CGgy2ORbcxooHqSxwoCSTGJZCeQIveIol6AjVEhkcC0KInkJJAi2HRbYxooPoSB0oCiXEJZNeQd955x9whNI96AjX4veWHc3PPYf1z6ykJFAiLbmNEA9WXOFASSIxLIBNDduzYYe4Qmkc9gRrCQsIw3ns8BnccTEmgQFh0GyMaqL7EwcbcATxqamuVC9ampqaaORILUV6u/J6dDcTHK5fvsEBdu3bF1atXzR1G027cUH6vrQUsNUYTa1xfFdkVQB6QlZKFqy733x9uQkhyMiCTmSlK0phFtzGigepLWLicg8tBtCVhjDFjBCRWO3fuxPz5880dBiGEEEJEZseOHZg3b57W51NPIM+eeeYZAEBYWBjat29v5miINqqqqjBmzBhERkbCxcXF3OGQVlB9CQ/VmbBQfQlPUVERJk6cqMpBtEU9gTyrqKhAmzZtUF5eDjc3N3OHQ7RAdSYsVF/CQ3UmLFRfwqNvndHEEEIIIYQQEaIkkBBCCCFEhCgJ5Jm9vT1WrFgBe3t7c4dCtER1JixUX8JDdSYsVF/Co2+d0TOBhBBCCCEiRD2BhBBCCCEiREkgIYQQQogIURJICCGEECJClAQSQgghhIgQJYE6kMlkWLZsGTp37gxHR0f4+vrizJkzRi9L9KfP+x4bG4sPP/wQPj4+cHZ2Rvfu3TFz5kzc4PbwJUbBVxtZvXo1JBIJBg0aZIQoSWOG1tnVq1fx0ksvwd3dHU5OThg0aBB+/PFHI0ZMDKmzjIwMzJo1C127doWTkxP69++PVatWoaamxshRi1NVVRVWrFiBF154Ae7u7pBIJNixY4fW5bWqa0a0NmvWLGZjY8OWLl3K/P392ejRo5mNjQ07f/68UcsS/enzvk+fPp116tSJffTRR+yXX35hfn5+rGPHjszZ2Zldu3bNhNGLCx9t5Pbt28zJyYk5OzszHx8fI0ZLGDOszsLCwpidnR3z9fVlP/zwAwsICGDLli1jn332mQkiFy996+zWrVusbdu2rEePHmzt2rXM39+fzZ8/nwFgL730komiF5esrCwGgHXv3p2NHTuWAWBBQUFal9emrikJ1FJ0dDQDwNavX686Vltby3r16sVGjx5ttLJEf/q+7xcvXmQymUzt2I0bN5i9vT2bM2eO0eIVM77ayOuvv87Gjx/PxowZQ0mgkRlSZ+Xl5axjx47slVdeYXK53NihkvsMqbPVq1czACw5OVnt+Ny5cxkAVlJSYpSYxUwqlbL8/HzGGGOxsbE6JYHa1jUNB2spJCQE1tbWWLRokeqYg4MDFixYgMuXL+P27dtGKUv0p+/7/tRTT8HOzk7tWJ8+feDj44PU1FSjxixWfLSRqKgohISEYOPGjUaMlHAMqbO9e/eioKAAq1evhpWVFaqrq6FQKEwRtqgZUmcVFRUAgI4dO6od9/LygpWVlcZnJjGcvb09OnXqpFdZbeuakkAtJSQkoG/fvhobM48cORIAkJiYaJSyRH98vu+MMRQUFKB9+/Z8hkjuM7Su5HI5PvroIyxcuBCDBw82VpikEUPq7OzZs3Bzc0Nubi769esHFxcXuLm54f3334dUKjVm2KJmSJ2NHTsWALBgwQIkJibi9u3b+N///oetW7diyZIlcHZ2NlbYRA/a1jUlgVrKz8+Hl5eXxnHuWF5enlHKEv3x+b7v2bMHubm5eP3113mLjzxgaF1t27YNOTk58PPzM0p8RJMhdZaRkYGGhga8/PLLmDhxIg4dOoS3334b27Ztw1tvvWW0mMXOkDp74YUX4OfnhzNnzmDYsGHo3r07Zs2ahY8++ggbNmwwWsxEP9rWtY1JoxKw2traJvfkc3BwUL1ujLJEf3y972lpafjggw8wevRozJs3j9cYiZIhdVVcXIzly5fj66+/hqenp9FiJOoMqbOqqirU1NTgvffeU80GfvXVV1FXVwd/f3+sWrUKffr0MU7gImboZ2LPnj3x7LPPYvr06fDw8MCJEyewZs0adOrUCR9++KFRYib60bauKQnUkqOjI2QymcZxbujC0dHRKGWJ/vh43+/evYspU6agTZs2qmcsCP8MqauvvvoK7u7u+Oijj4wWH9Fk6GciAMyePVvt+BtvvAF/f39cvnyZkkAjMKTO9u/fj0WLFuHGjRvo2rUrAGXirlAosGzZMsyePRseHh7GCZzoTNu6puFgLXl5eSE/P1/jOHesc+fORilL9Gfo+15eXo5JkyahrKwMp06donoyIn3rKiMjAwEBAViyZAny8vKQnZ2N7OxsSKVS1NfXIzs7GyUlJUaNXawMaV/caw9PMujQoQMAoLS0lK8wSSOG1NnPP/+MYcOGqRJAzksvvYSamhokJCTwGywxiLZ1TUmgloYOHYobN26oZkhxoqOjVa8boyzRnyHvu1QqxdSpU3Hjxg0cP34cAwcONGaooqdvXeXm5kKhUGDJkiXw9vZWfUVHR+PGjRvw9vbGqlWrjB2+KBnSvoYPHw5AWX+Ncc8p0bC+cRhSZwUFBZDL5RrH6+vrAQANDQ38BUoMpnVd87mmzaPsypUrGmvuSKVS1rt3b+br66s6Vl1dzVJTU1lhYaHOZQm/9K2zhoYG9tJLLzEbGxt24sQJk8ctRvrWVWFhIQsNDdX48vHxYd27d2ehoaEsKSnJ5D+PGBjymXj16lUGgL3xxhtq15w9ezazsbFhubm5xv8BRMiQOnvxxReZnZ0dS09PV7vmtGnTmJWVFdWZkbW0TqAheQclgTp47bXXmI2NDfvss8+Yv78/e+qpp5iNjQ2LjIxUnRMREcEAsBUrVuhclvBPnzr7+OOPGQA2depUFhwcrPFFjMOQ9vUwWizaNAyps7fffpsBYDNnzmRbtmxhr732GgPAvvjiCxP/FOKib51FRkYya2tr1qFDB7Zq1Sq2ZcsWNmnSJAaALVy40Aw/iTj89NNPzM/Pj73//vsMAHv11VeZn58f8/PzY2VlZYwxw/IOSgJ1UFtby5YuXco6derE7O3t2YgRI9ipU6fUzmmuMrQpS/inT52NGTOGAWj2ixiHIe3rYZQEmoYhdVZXV8dWrlzJevTowWxtbVnv3r3Zhg0bTBe8SBlSZ9HR0WzSpEmsU6dOzNbWlvXt25etXr2a1dfXm/AnEJcePXo0+7soKyuLMWZY3iFhjDG+xqAJIYQQQogw0MQQQgghhBARoiSQEEIIIUSEKAkkhBBCCBEhSgIJIYQQQkSIkkBCCCGEEBGiJJAQQgghRIQoCSSEEEIIESFKAgkhhBBCRIiSQEIIIYQQEaIkkBBCDDR//nxIJBJIJBIMGjRI7bWGhgZ8/vnn6NatG6ysrDBt2jTzBEl4k5iYqKpviUSCkJAQc4dEiF4oCSTkEbVjxw61X1SNv/71r3+ZO7xHTvv27REcHIx169apHd++fTvWr1+PGTNmYOfOnfjnP/9ppghbVlZWhg4dOuic1Pz6668YMGAAHBwc0KdPH/z0009Nnpebm4uZM2eibdu2cHNzw8svv4ybN28K8po9evRAcHAwvvzyy+beFkIEwcbcARBCjGvVqlXw9vZWO/ZwbxUxnLOzM958802N4+Hh4ejSpQs2bNhghqi0t3z5ctTU1OhUxt/fH++99x6mT5+OTz75BOfPn8eSJUtQU1ODZcuWqc6rqqrCuHHjUF5eji+//BK2trbYsGEDxowZg8TERHh4eAjqmu3atcObb76JP/74A2vWrNH5vSbEYjBCyCMpKCiIAWCxsbFal6mtrWVyudyIUT2a5s2bx3r06NHka+PGjWM+Pj6mDUhH165dYzY2NmzVqlUMADt48GCrZWpqapiHhwebMmWK2vE5c+YwZ2dnVlJSojr27bffMgAsJiZGdSw1NZVZW1uzL774QnDX5ERERGj9fhFiiWg4mBCR+uOPPyCRSLB//3589dVX6NKlC5ycnFBRUQEAiI6OxgsvvIA2bdrAyckJY8aMwcWLFzWuc+HCBYwYMQIODg7o1asX/P39sXLlSkgkEtU52dnZkEgk2LFjh0Z5iUSClStXqh3Lzc3F22+/jY4dO8Le3h4+Pj7Yvn17k/EfOHAAq1evRteuXeHg4IAJEybgr7/+0rhPdHQ0Jk+ejHbt2sHZ2RlDhgzBpk2bAABBQUGQSCRISEjQKLdmzRpYW1sjNze31fe0Me5njoiIwPXr11VD8X/88QcAYP/+/Rg+fDhcXV3h5uaGwYMHq+IxtY8//hivvPIKnnnmGa3LREREoLi4GIsXL1Y7/sEHH6C6uhonTpxQHQsJCcGIESMwYsQI1bH+/ftjwoQJOHDggOCuScijgpJAQh5x5eXlKCoqUvtqzM/PDydOnMDSpUuxZs0a2NnZITw8HM8++ywqKiqwYsUKrFmzBmVlZRg/fjxiYmJUZa9du4bnn38e9+7dw8qVK/HWW29hxYoVCA0N1TvegoICjBo1CmfPnsWHH36ITZs2oXfv3liwYAE2btyocf66desQGhqKpUuX4osvvsCVK1cwZ84ctXPOnDmDZ599FikpKfj444/x/fffY9y4cTh+/DgAYMaMGXB0dMSePXs0rr9nzx6MHTsWXbp00enn8PT0RHBwMPr374+uXbsiODgYwcHBGDBgAM6cOYPZs2ejXbt2+Pbbb7Fu3TqMHTu2yST7YaWlpRr12dSXtkO7Bw8exKVLl/Ddd9/p9PNxCfOTTz6pdnz48OGwsrJSva5QKJCUlKRxHgCMHDkSmZmZqKysFNQ1CXlU0DOBhDzi/v73v2scY4yp/iyVShEXFwdHR0fVa++99x7GjRuH33//XdWj9+6778LHxwdfffUVTp8+DUD5HBljDOfPn0f37t0BANOnT8fgwYP1jvff//435HI5rl27pnoG67333sPs2bOxcuVKvPvuu6pYufgTExNhZ2cHQPm81scff4zk5GQMGjQIcrkc7777Lry8vJCYmIi2bdtqvA+urq6YNm0a9u3bh++++w5WVsr/HyckJCAlJQWfffaZzj8H94xgYGAgrK2t1Z4XPHHiBNzc3BAWFgZra2udrjts2DDk5OS0et6KFSs0elgfVltbi6VLl+Kf//wnevbsiezsbK3jyM/Ph7W1NTp06KB23M7ODh4eHsjLywMAlJSUQCaTwcvLS+Ma3LG8vDz069dPMNck5FFBSSAhj7gtW7agb9++zb4+b948taQqMTERGRkZ+Oqrr1BcXKx27oQJExAcHAyFQgHGGMLCwjBt2jRVAggAAwYMwMSJE3Hy5EmdY2WM4dChQ5g5cyYYY2q9lhMnTsT+/ftx9epVPP3006rjb731lioBBKAa0rx58yYGDRqEhIQEZGVlYcOGDWoJIAC1Ieu5c+di3759iIiIwIQJEwAoewEdHR0xffp0nX+WlrRt2xbV1dU4c+YMXnjhBZ3K7tmzB7W1ta2e99hjj7V6zrp161BfX6/XLNfa2lq1970xBwcHVYzcd3t7+ybPa3yOUK5JyKOCkkBCHnEjR45scoiL8/DM4YyMDADK5LA55eXlkMlkqK2tRZ8+fTRe79evn15JYGFhIcrKyhAQEICAgIAmz7l3757a3xsnoICyJxBQDpsCQGZmJoDWZ0Q/99xz8PLywp49ezBhwgQoFArs27cPL7/8MlxdXXX+WVqyePFiHDhwAJMmTUKXLl3w/PPPY+bMmVolhI0TYENkZ2dj/fr12LJlC1xcXHQu7+joiLq6uiZfk0qlqv9YcN9lMlmT5zU+RyjXJORRQUkgISL38C82hUIBAFi/fj2GDh3aZBkXF5cmf1k2p3GPW2NyubzJe7/55pvNJqFDhgxR+3tzw6mNh7y1YW1tjTfeeAO//PILfv75Z1y8eBF5eXlNLvtiqA4dOiAxMRFhYWH4/fff8fvvvyMoKAhz587Fzp07WyxbWFio8b41xcXFpcXkbvny5ejSpQvGjh2rGga+e/eu6h7Z2dno3r27amj8YV5eXpDL5bh3757aUGtdXR2Ki4vRuXNnAIC7uzvs7e2Rn5+vcQ3uGHeuUK5JyKOCkkBCiJpevXoBANzc3Jp8npDj6ekJR0dHVc9hY+np6Wp/53rnysrK1I4//Gybp6cnXF1dIZfLW7y3LrifJzk5udVrzp07F99//z2OHTuG33//HZ6enpg4cSIvcTzMzs4OU6dOxdSpU6FQKLB48WL4+/vj66+/Ru/evZstN2LECF6eCbx16xb++uuvJoeNuZm0paWlGkPoHO4/CHFxcZg8ebLqeFxcHBQKhep1KysrDB48GHFxcRrXiI6OxmOPPabqaRXKNQl5VNDsYEKImuHDh6NXr17473//i6qqKo3XCwsLASh7ziZOnIgjR47g1q1bqtdTU1MRFhamVsbNzQ3t27dHVFSU2vGff/5Z7e/W1taYPn06Dh06hOTk5GbvrYsnnngC3t7e2Lhxo0YS+nBv4ZAhQzBkyBAEBgbi0KFDmDVrFmxs+P+/8sPPWlpZWal6OFvrYd2zZw/OnDnT6tfcuXNbvM5//vMfhIaGqn35+fkBAD7//HOEhobC2dkZAFBTU4O0tDS1ZzTHjx8Pd3d3bN26Ve26W7duhZOTE6ZMmaI6NmPGDMTGxqolWOnp6QgPD8drr70muGsS8qignkBCiBorKysEBgZi0qRJ8PHxwVtvvYUuXbogNzcXERERcHNzw7FjxwAA33zzDU6dOoVnnnkGixcvRkNDA3766Sf4+PggKSlJ7boLFy7EunXrsHDhQjz55JOIiorCjRs3NO6/bt06REREwNfXF++88w4GDhyIkpISXL16FWfPnkVJSYnOP8/WrVsxdepUDB06FG+99Ra8vLyQlpaG69evaySsc+fOxdKlSwHAKEPBgPK9KCkpwfjx49G1a1fk5OTgp59+wtChQzFgwIAWy/L1TODf/vY3jWNcr9+IESPU9jiOiYnBuHHj1HoXHR0d4efnhw8++ACvvfYaJk6ciPPnz2P37t1YvXo13N3dVeUXL16MX375BVOmTMHSpUtha2uLH374AR07dsSnn36qOk8o1yTkkWG2ZaoJIUbV2o4hre12kJCQwF599VXm4eHB7O3tWY8ePdjMmTPZuXPn1M6LjIxkw4cPZ3Z2duyxxx5j27ZtYytWrGAPf7zU1NSwBQsWsDZt2jBXV1c2c+ZMdu/ePQaArVixQu3cgoIC9sEHH7Bu3boxW1tb1qlTJzZhwgQWEBDQavxZWVkMAAsKClI7fuHCBfbcc88xV1dX5uzszIYMGcJ++uknjZ87Pz+fWVtbs759+zb5vjSlpR1DxowZo7FjSEhICHv++edZhw4dmJ2dHevevTt79913WX5+vtb3NIbm3lPu+MP1xBhjAQEBrF+/fszOzo716tWLbdiwgSkUCo3zbt++zWbMmMHc3NyYi4sLe/HFF1lGRkaTcQjlmrRjCBE6CWM6Pj1NCCGtWLlyJb755hudJ2dYgqKiInh5eWH58uX4+uuvtSozf/58hIeH4+rVq7CxsWn2OTryaJDL5SgtLcXFixcxbdo0HDx4EDNmzDB3WITojIaDCSGkkR07dkAul+Mf//iHTuVu374NT09P+Pj4NPk8I3l0XLt2DcOGDTN3GIQYjJJAQggBEB4ejpSUFKxevRrTpk1Dz549tS77+eefq54f1GfNPSIsvXv3xpkzZ1R/f3jZIkKE4v8BkhWFL+Ub7akAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Plot filter transfer function\n",
+    "# . Use fs=1/fSymbol = Tsymbol to normalize fSymbol = 1 in plot like in [2], so fs = Tsymbol in plot\n",
+    "plt.figure(1)\n",
+    "fLim = None\n",
+    "fLim = (0, 1)\n",
+    "dbLim = None\n",
+    "dbLim = (-120, 5)    # Curve of HFSrRc corresponds to Figure 2a in [2]\n",
+    "dbLim = (-0.05, 0.05)    # Curve of HFSrRc corresponds to Figure 2b in [2]\n",
+    "_, f, HFRc = dsp.dtft(hRc)\n",
+    "_, _, HFSrRc = dsp.dtft(hSrRc)\n",
+    "HFSrRc2 = HFSrRc * HFSrRc\n",
+    "dsp.plot_power_spectrum(f, HFRc, 'r', fs=1/fSymbol, fLim=fLim, dbLim=dbLim)\n",
+    "dsp.plot_power_spectrum(f, HFSrRc, 'g', fs=fs/fSymbol, fLim=fLim, dbLim=dbLim)\n",
+    "dsp.plot_power_spectrum(f, HFSrRc2, 'g--', fs=fs/fSymbol, fLim=fLim, dbLim=dbLim)\n",
+    "plt.legend(['HFRc', 'HFScRc', 'HFScRc**2'])\n",
+    "\n",
+    "plt.figure(2)\n",
+    "fLim = (0, 1)\n",
+    "voltLim = None\n",
+    "#voltLim = (0.95, 1.05)\n",
+    "dsp.plot_magnitude_spectrum(f, HFRc, 'r', fs=fs/fSymbol, fLim=fLim, voltLim=voltLim)\n",
+    "dsp.plot_magnitude_spectrum(f, HFSrRc, 'g', fs=fs/fSymbol, fLim=fLim, voltLim=voltLim)\n",
+    "dsp.plot_magnitude_spectrum(f, HFSrRc2, 'g--', fs=fs/fSymbol, fLim=fLim, voltLim=voltLim)\n",
+    "plt.legend(['HFRc', 'HFScRc', 'HFScRc**2'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6ca908a5",
+   "metadata": {},
+   "source": [
+    "# 1 Remez method"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "id": "efe5479c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# LPF specification for subband prototype filter\n",
+    "Npoints = 1024   # = number of bins in fs, = DFT size\n",
+    "BWbin = 1 / Npoints  # bandwidth of one bin\n",
+    "# . Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0\n",
+    "hp_factor = 0.85\n",
+    "BWpass = hp_factor * BWbin\n",
+    "fpass = BWpass / 2  # bin at DC -fpass to +fpass\n",
+    "\n",
+    "# Actual FIR filter length\n",
+    "Ntaps = 16\n",
+    "Ncoefs = Npoints * Ntaps"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "id": "dfc5651a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Initial FIR filter length\n",
+    "# . Use interpolation of factor Q shorter filter\n",
+    "# . The passband ripple and stopband attenuation depend on the transition bandwidth w_tb\n",
+    "#   and the weight. Choose 0.4 ~< w_tb ~< 1.0 fpass, to ensure the FIR filter design converges\n",
+    "#   and improve the passband ripple and stopband attenuation. A large transition band does not\n",
+    "#   cause artefacts.\n",
+    "Q = Ntaps\n",
+    "N = Ncoefs // Q\n",
+    "f_pb = fpass * Q # pass band cut off frequency\n",
+    "w_tb = 0.5 * fpass * Q # transition bandwidth\n",
+    "f_sb = f_pb + w_tb  # stop band frequency\n",
+    "weight = [1, 1000]  # weight pass band ripple versus stop band ripple\n",
+    "hRemez = signal.remez(N, [0, f_pb, f_sb, 0.5], [1, 0], weight, fs=1.0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "id": "0d4569d1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Apply Kaiser window with beta = 1 like in pfs_coeff_final.m, this improves the\n",
+    "# stopband attenuation near the transition band somewhat\n",
+    "# . beta: 0 rect, 5 hamming, 6 hanning\n",
+    "win = signal.windows.kaiser(N, beta=1)\n",
+    "hRemez *= win"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "id": "4b8d732e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ". f_pb              = 0.006641\n",
+      ". w_tb              = 0.003320\n",
+      ". f_sb              = 0.009961\n",
+      ". Q                 = 16\n",
+      ". N                 = 1024\n",
+      ". DC sum            = 0.978544\n",
+      ". Symmetrical coefs = True\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Symmetrical FIR coeffients: coefs[0] = 0, coefs[1] = coefs[-1]\n",
+    "print('. f_pb              = %f' % f_pb)\n",
+    "print('. w_tb              = %f' % w_tb)\n",
+    "print('. f_sb              = %f' % f_sb)\n",
+    "print('. Q                 = %d' % Q)\n",
+    "print('. N                 = %d' % len(hRemez))\n",
+    "print('. DC sum            = %f' % np.sum(hRemez))\n",
+    "print('. Symmetrical coefs = %s' % dsp.is_symmetrical(hRemez))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "id": "9314f402",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "hInterpolated.imag ~= 0\n",
+      ". Ncoefs            = 16384\n",
+      ". DC sum            = 0.978544\n",
+      ". Symmetrical coefs = True\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Use Fourier interpolation to create final FIR filter coefs\n",
+    "HFremez = np.fft.fft(hRemez)\n",
+    "hInterpolated = dsp.fourier_interpolate(HFremez, Ncoefs)\n",
+    "print('. Ncoefs            = %d' % len(hInterpolated))\n",
+    "print('. DC sum            = %f' % np.sum(hInterpolated))\n",
+    "print('. Symmetrical coefs = %s' % dsp.is_symmetrical(hInterpolated))\n",
+    "\n",
+    "plt.plot(hInterpolated, 'r', hInterpolated - np.flip(hInterpolated), 'r--')\n",
+    "plt.grid(True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "id": "580e0fd5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fLim = (-2, 2)\n",
+    "#fLim = None\n",
+    "dbLim = (-150, 5)\n",
+    "#dbLim = None\n",
+    "h, f, HF = dsp.dtft(hInterpolated)\n",
+    "dsp.plot_spectra(f, HF, Npoints, fLim, dbLim)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "00759606",
+   "metadata": {},
+   "source": [
+    "# 2 Compare remez filter and LOFAR subband filter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 216,
+   "id": "73baa95f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fLim = (-2, 2)\n",
+    "dbLim = (-140, 5)\n",
+    "\n",
+    "#plt.figure(0)\n",
+    "fs = Npoints / Q\n",
+    "h, f, HF = dsp.dtft(hRemez)\n",
+    "dsp.plot_power_spectrum(f, HF, 'b', fs, fLim, dbLim)\n",
+    "\n",
+    "#plt.figure(1)\n",
+    "fs = Npoints\n",
+    "h, f, HF = dsp.dtft(hInterpolated)\n",
+    "dsp.plot_power_spectrum(f, HF, 'r', fs, fLim, dbLim)\n",
+    "\n",
+    "#plt.figure(2)\n",
+    "lofarCoefs = dsp.read_coefficients_file('../data/Coeffs16384Kaiser-quant.dat')\n",
+    "lofarCoefs /= np.sum(lofarCoefs)\n",
+    "fs = Npoints\n",
+    "h, f, HF = dsp.dtft(lofarCoefs)\n",
+    "dsp.plot_power_spectrum(f, HF, 'g', fs, fLim, dbLim)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e5f840ab",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
-- 
GitLab