diff --git a/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb b/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb
index 2e42f631269fafbfac3a53390bbb051c01742a25..cbca3868a8bdd2604dcd9aef2efe2b9886d21873 100644
--- a/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb
+++ b/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb
@@ -12,29 +12,42 @@
     "* Practise DSP [1].\n",
     "* Make square root Nyquist LPF using remez FIR filter design method [2].\n",
     "\n",
+    "The raised-cosine filter is an implementation of a low-pass Nyquist filter [5]. This means that its spectrum has odd symmetry about fSymbol / 2:\n",
+    "* the center of the transition band of is at fCenter = fSymbol / 2 and has 0.5 gain.\n",
+    "* the transition bandwidth is defined by tBW = beta * fSymbol.\n",
+    "* the stop band frequency is fstop = (1 + beta) * fSymbol / 2\n",
+    "* fNyquist = fs / 2 >= fstop = fSymbol for beta = 1 yields fSymbol <= fNyquist = fs / 2, so Tsymbol = 2 samples per symbol at least.\n",
+    "\n",
+    "In [2] the remez() FIR filter design method with specified center frequency gain for the transition band is used to improve the stop band attenuation compared to a (square root) raised cosine filter. This relies on that the Matlab firpm() method and scipy remez() method also allow to specify a weight for zero width band at the center frequency.\n",
+    "\n",
+    "For Ntaps > 10 Tsymbol, where Tsymbol is the number of samples per symbol, the stop band attenuation of the (square root) raised cosine (with beta = 0.2) does not seem to further improve, so then the Parks-McClellan (PM or Remez) algorithm performs better.\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"
+    "4. https://pysdr.org/content/pulse_shaping.html\n",
+    "5. https://en.wikipedia.org/wiki/Nyquist_ISI_criterion"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 203,
+   "execution_count": 20,
    "id": "3563bc63",
    "metadata": {},
    "outputs": [],
    "source": [
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
+    "from scipy import signal\n",
+    "\n",
+    "rng = np.random.default_rng()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 204,
+   "execution_count": 21,
    "id": "f820b0ac",
    "metadata": {},
    "outputs": [],
@@ -44,7 +57,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 205,
+   "execution_count": 22,
    "id": "a131b5b6",
    "metadata": {},
    "outputs": [
@@ -54,7 +67,7 @@
        "<module 'dsp' from '/dop466_0/kooistra/git/hdl/applications/lofar2/model/pfb_os/dsp.py'>"
       ]
      },
-     "execution_count": 205,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -66,16 +79,34 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 234,
-   "id": "64cbd3ef",
+   "execution_count": 23,
+   "id": "6994d8ee",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ". Ntaps = 97\n",
+      ". Tsymbol = 4\n",
+      ". beta = 0.200000\n"
+     ]
+    }
+   ],
    "source": [
-    "# Default use values from [2]\n",
+    "# Default use values (Ntaps = 97, Tsymbol = 4 and beta = 0.2) from [2]\n",
     "Ntaps = 97\n",
-    "Tsymbol = 4\n",
+    "Tsymbol = 4  # is number of samples per symbols\n",
     "fSymbol = 1 / Tsymbol\n",
-    "beta = 0.2"
+    "beta = 0.2  # roll-off factor, in [0, 1], but for remez() use < 0.5\n",
+    "\n",
+    "# . Use fs = 1 / fSymbol = Tsymbol to normalize fSymbol = 1 in plot like in [2], so fs = Tsymbol in plot\n",
+    "fs = Tsymbol\n",
+    "fNyquist = fs / 2\n",
+    "\n",
+    "print('. Ntaps = %d' % Ntaps)\n",
+    "print('. Tsymbol = %d' % Tsymbol)\n",
+    "print('. beta = %f' % beta)"
    ]
   },
   {
@@ -86,17 +117,14 @@
     "# 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"
+    "The traditional RC tapered Nyquist spectrum is obtained by convolving the ideal rectangle spectrum of width 1 / symbol with a half cycle cosine shaped spectrum of width beta / Tsymbol. The equivalent process seen in the time domain is the product of the two time series representing the inverse transforms of the 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 cosine filter, may be because conv(hSrRc, hSrRc) has twice more taps than hRc. However, using Ntaps * 2 -1 number of taps for hRc does not improve the stop band attenuation, but using Ntaps * 2 does improve the stop band attenuation.\n",
+    "* In fact the raised cosine stopband attenuation does not seem to improve for Ntaps > 10 * Tsymbol."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 235,
+   "execution_count": 24,
    "id": "961625f4",
    "metadata": {},
    "outputs": [
@@ -104,22 +132,36 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      ". Symmetrical hRc coefs = True\n",
-      ". Symmetrical hSrRc coefs = True\n"
+      "hRc:\n",
+      ". Ntaps             = 97\n",
+      ". DC sum            = 1.013869\n",
+      ". Symmetrical coefs = True\n",
+      "hSrRc:\n",
+      ". Ntaps             = 97\n",
+      ". DC sum            = 0.998622\n",
+      ". Symmetrical coefs = True\n"
      ]
     }
    ],
    "source": [
     "hRc = dsp.raised_cosine_response(Ntaps, Tsymbol, beta)\n",
+    "#hRc = dsp.raised_cosine_response(Ntaps * 2 - 1, Tsymbol, beta)\n",
+    "#hRc = dsp.raised_cosine_response(Ntaps * 2, 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))"
+    "print('hRc:')\n",
+    "print('. Ntaps             = %d' % len(hRc))\n",
+    "print('. DC sum            = %f' % np.sum(hRc))\n",
+    "print('. Symmetrical coefs = %s' % dsp.is_symmetrical(hRc))\n",
+    "print('hSrRc:')\n",
+    "print('. Ntaps             = %d' % len(hSrRc))\n",
+    "print('. DC sum            = %f' % np.sum(hSrRc))\n",
+    "print('. Symmetrical coefs = %s' % dsp.is_symmetrical(hSrRc))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 236,
+   "execution_count": 25,
    "id": "10432d94",
    "metadata": {},
    "outputs": [
@@ -155,23 +197,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 237,
+   "execution_count": 26,
    "id": "7f2a4ada",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fc543bed9a0>"
+       "<matplotlib.legend.Legend at 0x7fdca2b4df10>"
       ]
      },
-     "execution_count": 237,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 700x400 with 1 Axes>"
       ]
@@ -192,28 +234,27 @@
    ],
    "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",
+    "#dbLim = (-0.05, 0.05)    # Curve of HFSrRc corresponds to Figure 2b in [2]\n",
+    "_, fRc, HFRc = dsp.dtft(hRc)\n",
+    "_, fSrRc, 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",
+    "dsp.plot_power_spectrum(fRc, HFRc, 'r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
+    "dsp.plot_power_spectrum(fSrRc, HFSrRc, 'g', fs=fs, fLim=fLim, dbLim=dbLim)\n",
+    "dsp.plot_power_spectrum(fSrRc, HFSrRc2, 'g--', fs=fs, 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",
+    "dsp.plot_magnitude_spectrum(fRc, HFRc, 'r', fs=fs, fLim=fLim, voltLim=voltLim)\n",
+    "dsp.plot_magnitude_spectrum(fSrRc, HFSrRc, 'g', fs=fs, fLim=fLim, voltLim=voltLim)\n",
+    "dsp.plot_magnitude_spectrum(fSrRc, HFSrRc2, 'g--', fs=fs, fLim=fLim, voltLim=voltLim)\n",
     "plt.legend(['HFRc', 'HFScRc', 'HFScRc**2'])"
    ]
   },
@@ -222,115 +263,122 @@
    "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",
+    "# 2 Remez FIR filter with specified center frequency gain\n",
     "\n",
-    "# Actual FIR filter length\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Npoints * Ntaps"
+    "* The number of FIR filter taps needs to be sufficiently large for remez() to become better than the raised cosine. Typically Ntaps > 10 * Tsymbol.\n",
+    "* The scipy remez() seems to perform better than Matlab firpm(), because the pass band ripple is less and it is not necessary to tune the pass band weight to 2.4534, using 1 is fine."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 211,
+   "execution_count": 27,
    "id": "dfc5651a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      ". fs                = 4.000000\n",
+      ". fNyquist          = 2.000000\n",
+      ". fpass             = 0.400000\n",
+      ". fcenter           = 0.500000\n",
+      ". fstop             = 0.600000\n",
+      ". Ntaps             = 97\n",
+      ". DC sum            = 0.999915\n",
+      ". Symmetrical coefs = True\n"
+     ]
+    }
+   ],
    "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)"
+    "# Bandwidth normalized frequencies, gains, and weights for a filter designed with ratio of sample\n",
+    "# rate to symbol rate of fs = Tsymbol, so Tsymbol samples per symbol, Figure 1 in [2]\n",
+    "fpass = (1 - beta) / 2  # pass band cut off frequency\n",
+    "fcenter = 1 / 2  # center frequency of transition band\n",
+    "fstop = (1 + beta) / 2  # stop band frequency\n",
+    "# weight pass band ripple versus stop band ripple, and of zero width interval in the transition band\n",
+    "weight = [2.4535, 1, 1]\n",
+    "weight = [1, 1, 1]\n",
+    "hRemez = signal.remez(Ntaps, [0, fpass, fcenter, fcenter, fstop, fs / 2], [1, 0.5, 0], weight, fs=fs)\n",
+    "hRemezRoot = signal.remez(Ntaps, [0, fpass, fcenter, fcenter, fstop, fs / 2], [1, 0.5**0.5, 0], weight, fs=fs)\n",
+    "\n",
+    "print('. fs                = %f' % fs)\n",
+    "print('. fNyquist          = %f' % fNyquist)\n",
+    "print('. fpass             = %f' % fpass)\n",
+    "print('. fcenter           = %f' % fcenter)\n",
+    "print('. fstop             = %f' % fstop)\n",
+    "print('. Ntaps             = %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": 212,
-   "id": "0d4569d1",
+   "execution_count": 28,
+   "id": "1f488200",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "36"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "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"
+    "# Estimated number of taps for remez() LPF is proportional to atten_db\n",
+    "atten_db = 40\n",
+    "NtapsRemez = dsp.nof_taps_remez(fs, fpass, fstop, atten_db)\n",
+    "NtapsRemez"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 213,
-   "id": "4b8d732e",
+   "execution_count": 29,
+   "id": "9314f402",
    "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"
-     ]
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
     }
    ],
    "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))"
+    "# Compare impulse response of Raised cosine and Remez\n",
+    "plt.plot(hRc, 'r', hRemez, 'g')\n",
+    "plt.legend(['hRc', 'HRemez'])\n",
+    "plt.grid(True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 214,
-   "id": "9314f402",
+   "execution_count": 30,
+   "id": "580e0fd5",
    "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": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x7fdca2bfb130>"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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LF+KLL77AggULsGrVKjg7O2POnDmIi4tTta7aZc+dO4fp06cjISEBS5YswVdffQUvLy8sX74cL774om1SNCA+Pl7vEKSBXIlDrpQh5KuwEPj5Z6B3b2DECNsOOGYM4OLCF7QvLLRtX3aG2pY45EoccnUJZiOJiYkMAFu5cmXrtoaGBjZ27Fjm5eWlWl0tyn7yyScMADtx4oRV/VdeeYUBYJWVlQIGGEtNTWUAWGpqqlD5nnL06FFN9+9IkCtxyJUyhHzt388YwNitt6pz0Ftv5fvbu1ed/dkJalvikCtxyBXH5h640NBQODs7Y/Hixa3b3NzcsGjRIhw5cgTnzp1Tpa4WZWsuTYx54403WsXl4eGBXr16oU+fPkp1aEp9fb3eIUgDuRKHXClDyFdeHn8fO1adg15+G1UiqG2JQ67EIVccmxO4tLQ0jB8/HgMGDLDaPn36dABAenq6KnW1KPvAAw8AABYtWoT09HScO3cO3333HdatW4e3334b/fr16/yL60CNhDOx6wW5EodcKUPI148/8vdx49Q5qCURtDxXJwnUtsQhV+KQK47NM+GVlJTAw8Oj3XbLtuLiYlXqalH20Ucfxccff4xPP/0UYWFhreX+9re/4V//+lencZvNZpjN5tZ/19XVdVpWTW61dTTbVQS5EodcKUPIFyVwAKhtKYFciUOuODb3wDU0NMDV1bXddjc3t9afq1FXq7KjR4/G/fffD19fX2zbtg2vv/46Pv300y6HKa9YsQIDBw5sfc2cORMATxx9fHxgNptb669ZswalpaXYunUrMjIycOjQIURFRSE3NxcbN25EbW2tVdnq6mps2rQJWVlZ2L9/P6Kjo3HixAkEBwdjz549VmUbGhrg5+eH/Px87N69G/Hx8UhNTUVoaCiKi4utyjY3N2PdunUoKirCjh07kJKSgoSEBISHh6OgoAC+vr7t4i4rK8OWLVuQkZGBmJgYREVFITs7GwEBAe3irqmpQWBgILKzs7F3715ER0fj+PHj2Lx5M8rLy63Kmkwm+Pn5oaCgABERETh8+DBSUlKwfft2FBcXY+3atWhpacGaNWvQ0tKCtWvXori4GNu3b0dKSgoOHz6MiIgIFBQUwM/PDyaTyWr/5eXl+PLLL3H8+HFER0dj7969yM7ORmBgIGpqaqzK1tbWIiAgANnZ2YiKikJMTAwyMjKwZcsWlJWVWZU1m83w9fVFQUEBwsPDkZCQgJSUFOzYsQNFRUVYt24dmpubreoUFxcjNDQUqampiI+Px+7du5Gfnw8/Pz80NDRYla2oqEBwcDBOnDiB6Oho7N+/H1lZWdi0aROqq6vbxb1x40bk5uYiKioKhw4dQkZGBrZu3YrS0tJ2cfv4+ODMmTMICwtDQkICkpOTsXPnThQWFmLFihVoamqyqlNSUoLQ0FCkpaUhLi4Oe/bsQV5eHjZs2ID6+nqrspWVlQgODkZmZiYOHjyIAwcOIDMzE0FBQaiqqrIqW1dXB39/f+Tm5iIyMhKxsbFIT09HSEhIu7gbGxvh4+ODs2fPYteuXUhKSkJSUhJ27dqFs2fPwsfHB42Nje3OtZCQEKSnpyM2NhaRkZHIzc2Fv78/6urqrMpWVVUhKCgImZmZOHDgAA4ePIjMzEwEBwejsrLSqmx9fT02bNiAvLw8eHt7Iy4uDmlpaQgNDUVJSYlV2aamJlQkJQEADp8/j+TkZCQkJCAsLAxnzpzp0TUi7NJi9uVJSV1eIyoqKgx1jfjkk08Me43YvHmzoa4RQUFBhr1GeHt7G+oaERMTY+hrxJ49e7q9Rnh7e6OwsBA7d+7s8TXC5kEMEydOZLNnz263/eTJkwwA8/b2VqWuFmU3b97M3N3d2blz56zKLVy4kPXt25eVl5d3GLfJZGIXLlxofcXExNhlEENdXZ2m+3ckyJU45EoZ3fpqaWHM3Z0POsjJUeegWVl8f/368f1LArUtcciVOOSKY3MPnIeHB0pKStptt2wbNmyYKnW1KPv111/j7rvvxvDhw63KPfHEE7h48SLS0tI6jNvV1RUDBgxoffXv37/T76gm/v7+djmOI0CuxCFXyujWV0kJn/LD2RkYNUqdg44eDTg5AfX1QFmZOvu0A9S2xCFX4pArjs0J3OTJk5GTk9PuocLExMTWn6tRV4uypaWlaG5ubhdXY2MjAL5grpFYYstyPFcZ5EoccqWMbn1ZRqCOHAmoNZLd1RWw/KEp0XNw1LbEIVfikCuOzQncvHnz0NzcDF9f39ZtZrMZ/v7+8PT0xIhLk1hevHgRWVlZKC8vV1xXq7Ljx49HWloacq4Ymr9582b06tULkyZNslWPqtDyIeKQK3HIlTK69aX2AAYLN9/M3y0JogRQ2xKHXIlDri6hxn3Y+fPnMxcXF/bee+8xHx8fNmPGDObi4sJiYmJay0RHRzMAbPny5YrralU2JiaGOTs7syFDhrCPPvqIrV27lj322GMMAHvjjTeEv7+9JvKtqKjQdP+OBLkSh1wpo1tff/0rf17td79T98Cvv873+9FH6u5XQ6htiUOuxCFXHFUSuIaGBrZ06VI2dOhQ5urqyqZNm8YiIyOtynSWwInU1bJsYmIie+yxx9jQoUNZ79692fjx49knn3zCGhsbhb+/vRK4oKAgTffvSJArcciVMrr19Zvf8ETrP/9R98D/+hff78KF6u5XQ6htiUOuxCFXHCfGGNO1C9ABOHr0KKZOnYrU1FRMmTJFs+NkZmZiwoQJmu3fkSBX4pArZXTr6957gcOHga1bgfnz1Tvw5s3Ab34D/PKXwKFD6u1XQ6htiUOuxCFXHFUWsyfsw08//aR3CNJArsQhV8ro1tfp0/x99Gh1DyzhZL7UtsQhV+KQKw4lcBJBnaXikCtxyJUyuvRlNvNpRAD1phCxYBnEUFQEmEzq7lsjqG2JQ67EIVccSuAkoqPlwYiOIVfikCtldOnr3DmAMcDdHRg8WN0D33ADYJlz0tLLZ3CobYlDrsQhVxxK4CSis4mFifaQK3HIlTK69HXmDH8fNYpPvKsmTk5tvXpnz6q7b42gtiUOuRKHXHEogZOIOXPm6B2CNJArcciVMrr0pdXzbxYsCZwlUTQ41LbEIVfikCsOJXASERQUpHcI0kCuxCFXyujS1+U9cFogWQ8ctS1xyJU45IpD04iogL2mESEIwuC88gqwaROwYgXwf/+n/v7//W9g2TLg5ZeBwED1908QhDRQD5xE0PIh4pArcciVMrr0RbdQraC2JQ65EodccagHTgXs1QNXV1eH/pZRaESXkCtxyJUyuvQ1ahS/vXn4MODlpf7BDx/mEwWPHg0UFKi/f5WhtiUOuRKHXHGoB04iQkJC9A5BGsiVOORKGZ36amwECgv5Z6164EaO5O+FhUBzszbHUBFqW+KQK3HIFYcSOIm477779A5BGsiVOORKGZ36KioCWlqAPn2AG2/U5uAeHoCLC9DUBBQXa3MMFaG2JQ65EodccSiBk4i8vDy9Q5AGciUOuVJGp74sz7+NGgX00ujS6uwMjBjBP0vwHBy1LXHIlTjkikMJnET069dP7xCkgVyJQ66U0akvracQsWC5jSrBVCLUtsQhV+KQKw4lcBJxzTXX6B2CNJArcciVMjr1pfUIVAsSjUSltiUOuRKHXHEogZOI3NxcvUOQBnIlDrlSRqe+7NUDJ1ECR21LHHIlDrniUAInEffff7/eIUgDuRKHXCmjU19FRfx9+HBtA5BoNQZqW+KQK3HIFYcSOImgodPikCtxyJUyOvVlSeBuuknbACzPwEnQA0dtSxxyJQ654tBEvipAS2kRBIHrrweqqoATJ4CJE7U7Tk4OcOutQL9+QG0t4OSk3bEIgjAs1AMnEbR8iDjkShxypYwOfTU08OQNsF8PXH09UFmp7bFshNqWOORKHHLFoR44FbBXD1xjYyN69+6t2f4dCXIlDrlSRoe+8vKAceMAd3eeWGndKzZkCFBWBqSnA3fdpe2xbIDaljjkShxyxaEeOInYsGGD3iFIA7kSh1wpo0Nflz//Zo9bmpaBEpaluwwKtS1xyJU45IpDCZxEPPbYY3qHIA3kShxypYwOfVmWtRo2zD5BWBI4S+JoUKhtiUOuxCFXHErgJCItLU3vEKSBXIlDrpTRoS97jUC1IEkPHLUtcciVOOSKQwmcRHh4eOgdgjSQK3HIlTI69GXpgaMEzgpqW+KQK3HIFYcSOIIgCFux9MDZ+xaqwRM4giC0gxI4iSgpKdE7BGkgV+KQK2V06It64DqE2pY45EoccsWhBE4i7r77br1DkAZyJQ65UkaHvqgHrkOobYlDrsQhVxxK4CTi+++/1zsEaSBX4pArZbTzxZj9e+Asx6mtBWpq7HPMHkBtSxxyJQ654tBEvipAE/kaD3IlDrlSRjtflZXADTfwzw0NgJubfQKxLN118iQwYYJ9jqkQalvikCtxyBWHeuAkwsfHR+8QpIFciUOulNHOl6X37YYb7Je8AVLcRqW2JQ65EodccagHTgVoMXuCuIqJigIefRS4804gI8N+x50zB/j+e2D9euD11+13XIIgDAH1wEkELeArDrkSh1wpo50ve0/ia0GCHjhqW+KQK3HIFYcSOImYP3++3iFIA7kSh1wpo50vey+jZcGSMBo4gaO2JQ65EodccSiBk4hDhw7pHYI0kCtxyJUy2vmiHrhOobYlDrkSh1xxbE7gzGYz3n//fQwbNgzu7u7w9PTEvn37VK+rVdmjR4/iiSeewPXXX4++ffvijjvuwP/+9z+xL29nbrnlFr1DkAZyJQ65UkY7X3r1wEmQwFHbEodciUOuODYncAsXLsQXX3yBBQsWYNWqVXB2dsacOXMQFxenal0tyu7duxdeXl44f/48PvjgA6xatQqPP/44Cg16QaytrdU7BGkgV+KQK2W080U9cJ1CbUscciUOuboEs4HExEQGgK1cubJ1W0NDAxs7dizz8vJSra4WZS9cuMBuvPFG9vTTT7Pm5mZlX/wKUlNTGQCWmppq03664/vvv9d0/44EuRKHXCmjnS8PD8YAxlJS7BtIdTU/LsBYXZ19jy0ItS1xyJU45IpjUw9caGgonJ2dsXjx4tZtbm5uWLRoEY4cOYJz586pUleLssHBwSgtLcUnn3yCXr16ob6+Hi0tLbbo0JyxY8fqHYI0kCtxyJUyrHw1NQGlpfyzvXvgBgwA+vfnny29gAaD2pY45EoccsWxKYFLS0vD+PHjMWDAAKvt06dPBwCkp6erUleLsvv378eAAQNQVFSEW2+9Ff3798eAAQPw+9//HiaTqcvvbTabUVNT0/qqq6vrsrxaiNyWJjjkShxypQwrX6WlQEsL4OwMDB5s30CcnNpuoxo0gaO2JQ65EodccWxK4EpKSuDh4dFuu2VbseXhXhvralE2NzcXTU1NePLJJ/HII49g27ZteP311+Ht7Y3XXnut07gBYMWKFRg4cGDra+bMma3H9vHxgdlsbp2nZs2aNSgtLcXWrVuRkZGBQ4cOISoqCrm5udi4cSNqa2utylZXV2PTpk3IysrC/v37ER0djRMnTiA4OBgPPvigVdmGhgb4+fkhPz8fu3fvRnx8PFJTUxEaGori4mKrss3NzVi3bh2KioqwY8cOpKSkICEhAeHh4SgoKICvr2+7uMvKyrBlyxZkZGQgJiYGUVFRyM7ORkBAQLu4a2pqEBgYiOzsbOzduxfR0dE4fvw4Nm/ejPLycquyJpMJfn5+KCgoQEREBA4fPoyUlBRs374dxcXFWLt2LVpaWrBmzRq0tLRg7dq1KC4uxvbt25GSkoLDhw8jIiICBQUF8PPzg8lkstp/eXk5nJyccPz4cURHR2Pv3r3Izs5GYGAgampqrMrW1tYiICAA2dnZiIqKQkxMDDIyMrBlyxaUlZVZlTWbzfD19UVBQQHCw8ORkJCAlJQU7NixA0VFRVi3bh2am5ut6hQXFyM0NBSpqamIj4/H7t27kZ+fDz8/PzQ0NFiVraioQHBwME6cOIHo6Gjs378fWVlZ2LRpE6qrq9vFvXHjRuTm5iIqKgqHDh1CRkYGtm7ditLS0nZx+/j44MyZMwgLC0NCQgKSk5Oxc+dOFBYWoqamBk1NTVZ1SkpKEBoairS0NMTFxWHPnj3Iy8vDhg0bUF9fb1W2srISwcHByMzMxMGDB3HgwAFkZmYiKCgIVVVVVmXr6urg7++P3NxcREZGIjY2Funp6QgJCWkXd2NjI3x8fHD27Fns2rULSUlJSEpKwq5du3D27Fn4+PigsbGx3bkWEhKC9PR0xMbGIjIyErm5ufD390ddXZ1V2aqqKgQFBSEzMxMHDhzAwYMHkZmZieDgYFRWVlqVra+vx4YNG5CXl4eBAwciLi4OaWlpOBAYCACoveYawNkZa9asQVNTE7y9vVFYWIidO3ciOTkZCQkJCAsLw5kzZ1S9RlT07QsAKExIQHBwMCoqKgx1jaiqqjLsNWLz5s2Gukbccssthr1GeHt7G+oaMX/+fENfI/bs2dN6jQgNDUVJSYlVWbWuETY9A3fzzTezxx57rN32vLw8BoB9+eWXqtTVouzNN9/MALDf/e53VuV++9vfMgAsJyen09hNJhO7cOFC6ysmJsYuz8CtXr1a0/07EuRKHHKlDCtfO3bwZ9CmT9cnmIUL+fE//VSf43cDtS1xyJU45IpjUw+cu7s7zGZzu+2WW5Du7u6q1NWirOX9xRdftCr3m9/8BgBw5MiRTmN3dXXFgAEDWl/9Lc+haMySJUvschxHgFyJQ66UYeVLrxGoFgw+mS+1LXHIlTjkimNTAufh4YGSkpJ22y3bhnUxL5KSulqUtbzfeOONVuWGDBkCAK1d/0aClg8Rh1yJQ66UYeVLrzngLFgSuA6ueUaA2pY45EoccsWxKYGbPHkycnJyUFNTY7U9MTGx9edq1NWi7NSpUwEARVc8/Gt5Rm6wvR9IFmDBggV6hyAN5EoccqUMK19698BZEkeDDmKgtiUOuRKHXHFsSuDmzZuH5uZm+Pr6tm4zm83w9/eHp6cnRowYAQC4ePEisrKyUF5erriuVmWfe+45AMD69eutvpOfnx9cXFzwwAMP2KJGE/bs2aN3CNJArsQhV8qw8qV3D5zluF0MGNMTalvikCtxyBXHxZbKnp6emD9/PpYtW4bz589j3LhxCAgIwOnTp60So6SkJMyaNQvLly/Hhx9+qKiuVmXvvvtuvP7669iwYQOampowc+ZM/PDDDwgJCcGyZcu6vP2rF3fffbfeIUgDuRKHXCnDypdReuBKSvh0Jr2Mtbw1tS1xyJU45OoSto6CaGhoYEuXLmVDhw5lrq6ubNq0aSwyMtKqTHR0NAPAli9frriulmV//vln9uGHH7JRo0ax3r17s3HjxnU5crYz7LUSw/79+zXdvyNBrsQhV8qw8nXttXwUaGamPsE0NjLm5MRj+OknfWLoAmpb4pArccgVx4kxxvROImXn6NGjmDp1KlJTUzFlyhTNjnPw4EHMnj1bs/07EuRKHHKljFZfFy8C/frxjdXVwMCB+gTk4QH89BNw9ChgsJ4JalvikCtxyBXHWP3tRJcMHTpU7xCkgVyJQ66U0erLcvu0Xz++rJVeGPg5OGpb4pArccgVhxI4iehqaTLCGnIlDrlSRquvywcwODnpFo+REzhqW+KQK3HIFYcSOIl49NFH9Q5BGsiVOORKGa2+9B7AYMHACRy1LXHIlTjkikMJnEQEBwfrHYI0kCtxyJUyWn3pPYWIBQMncNS2xCFX4pArDg1iUAF7DWIgCMJA/PnPwFdfAe+9B/znP/rF4ecH/L//Bzz+OBAerl8cBEHYFeqBkwhaPkQcciUOuVJGqy/qgesWalvikCtxyBWHeuBUwF49cPX19ehnmbaA6BJyJQ65Ukarr/vuA+Ljga1bgfnz9QsoPZ1PHzJ0qOHWRKW2JQ65EodccagHTiK+++47vUOQBnIlDrlSRqsvo/XAlZYCjY36xnIF1LbEIVfikCsOJXASMXPmTL1DkAZyJQ65UsbMmTMBxtoSOL1HoQ4aBLi48JhKS/WN5QqobYlDrsQhVxxK4CQiOztb7xCkgVyJQ66UkZ2dDVRWAmYz3+DhoW9AvXq1xWCw5+CobYlDrsQhVxxK4CRigJ6zvUsGuRKHXCljwIABbXPADRoEuLrqGxBg2IEM1LbEIVfikCsOJXASQQ9tikOuxCFXyujXr59xnn+zYNAEjtqWOORKHHLFoQROIvLy8vQOQRrIlTjkShl5eXnGWYXBgkETOGpb4pArccgVhxI4ibj33nv1DkEayJU45EoZ9957L/XACUJtSxxyJQ654lACJxHbtm3TOwRpIFfikCtlbNu2jXrgBKG2JQ65EodccWgiXxWgpbQI4irjiSf4slXe3sBvf6t3NMC+fcCvfgXceSeQkaF3NARB2AHqgZMIWj5EHHIlDrlSxpo1a6gHThBqW+KQK3HIFYd64FTAXj1wTU1NcHFx0Wz/jgS5EodcKaOpqQkuw4fzSXNTUwEj9LpXVQHXX88/m0zGmNoE1LaUQK7EIVcc6oGTCD8/P71DkAZyJQ65UsYGHx/g/Hn+D6P0wF17LeDmxj8baD1UalvikCtxyBWHEjiJePzxx/UOQRrIlTjkShlzp03jy1a5uACDB+sdDsfJqe02quX2rgGgtiUOuRKHXHEogZOIlJQUvUOQBnIlDrlSRs4PP/APHh58GSujYMDn4KhtiUOuxCFXHANdfYjuuMkot2skgFyJQ66U0WrLaN4MmMBR2xKHXIlDrjiUwElEc3Oz3iFIA7kSh1wpw7m0lH8wyiS+FgyYwFHbEodciUOuOJTAScR5y4PTRLeQK3HIlTKazpzhH4zWC2DABI7aljjkShxyxaEETiLuuusuvUOQBnIlDrlShodl5iXqgesWalvikCtxyBWHEjiJiIyM1DsEaSBX4pArZVRnZvIP1APXLdS2xCFX4pArDk3kqwL2msjXbDbD1SATdBodciUOuVJGy+23o1dWFrB/P/Dgg3qH00ZODnDrrcCAAcCFC3pHA4DalhLIlTjkikM9cBLxzTff6B2CNJArcciVMhpPn+YfjNoDV1MD1NXpG8slqG2JQ67EIVcc6oFTAVrMniCuEurqgGuu4Z8vXOC9XUZiwACgtpb3xt1yi97REAShIdQDJxG0gK845EoccqUAy/Nl/fsbL3kDDPccHLUtcciVOOSKQwmcRMyfP1/vEKSBXIlDrhRgSYyMNgLVgsGW06K2JQ65EodccSiBk4iYmBi9Q5AGciUOuVKAJTEy2vNvFgzWA0dtSxxyJQ654lACJxG33Xab3iFIA7kSh1wpQJYeOIMkcNS2xCFX4pArjs0JnNlsxvvvv49hw4bB3d0dnp6e2Ldvn+p1tSpr4ZNPPoGTkxPuuOMOodj1oLq6Wu8QpIFciUOuFEA9cIqgtiUOuRKHXHFsTuAWLlyIL774AgsWLMCqVavg7OyMOXPmIC4uTtW6WpUFgMLCQnz66afo16+fcgF2pKGhQe8QpIFciUOuFEA9cIqgtiUOuRKHXF2C2UBiYiIDwFauXNm6raGhgY0dO5Z5eXmpVlershaef/55Nnv2bDZz5kw2ceLE7r/4FaSmpjIALDU1VXFdJeTk5Gi6f0eCXIlDrhQwYwZjAGMhIXpH0jGxsTy+sWP1joQxRm1LCeRKHHLFsakHLjQ0FM7Ozli8eHHrNjc3NyxatAhHjhzBuXPnVKmrVVkAOHToEEJDQ/HVV1/1yIE9iY+P1zsEaSBX4pArBVhuocrQA2eAKT6pbYlDrsQhVxybEri0tDSMHz8eA66YD2n69OkAgPT0dFXqalW2ubkZb731Ft544w3ceeednX9Rg/Dss8/qHYI0kCtxyJUgjLXdmjTqM3AeHvy9ocEQy2lR2xKHXIlDrjg2JXAlJSXwsFwwLsOyrbiL5zCU1NWqrLe3N86cOYOPP/640zg7wmw2o6ampvVVZ6dlawICAuxyHEeAXIlDrgQpLwcaG/nnDq4xhsDdHbj+ev7ZAM/BUdsSh1yJQ644NiVwDQ0NHS4o6+bm1vpzNepqUbaiogL/+Mc/8MEHH2Dw4MGdxtkRK1aswMCBA1tfM2fOBMCTRx8fH5jN5taZotesWYPS0lJs3boVGRkZOHToEKKiopCbm4uNGzeitrbWqmx1dTU2bdqErKws7N+/H9HR0Thx4gSCg4Px4osvWpVtaGiAn58f8vPzsXv3bsTHxyM1NRWhoaEoLi62Ktvc3Ix169ahqKgIO3bsQEpKChISEhAeHo6CggL4+vq2i7usrAxbtmxBRkYGYmJiEBUVhezsbAQEBLSLu6amBoGBgcjOzsbevXsRHR2N48ePY/PmzSgvL7cqazKZ4Ofnh4KCAkRERODw4cNISUnB9u3bUVxcjLVr16KlpQVr1qxBS0sL1q5di+LiYmzfvh0pKSk4fPgwIiIiUFBQAD8/P5hMJqv9l5eX44YbbsDx48cRHR2NvXv3Ijs7G4GBgaipqbEqW1tbi4CAAGRnZyMqKgoxMTHIyMjAli1bUFZWZlXWbDbD19cXBQUFCA8PR0JCAlJSUrBjxw4UFRVh3bp1aG5utqpTXFyM0NBQpKamIj4+Hrt370Z+fj78/PzQ0NBgVbaiogLBwcE4ceIEoqOjsX//fmRlZWHTpk2orq5uF/fGjRuRm5uLqKgoHDp0CBkZGdi6dStKS0vbxe3j44MzZ84gLCwMCQkJSE5Oxs6dO1FYWAgXFxc0NTVZ1SkpKUFoaCjS0tIQFxeHPXv2IC8vDxs2bEB9fb1V2crKSgQHByMzMxMHDx7EgQMHkJmZiaCgIFRVVVmVraurg7+/P3JzcxEZGYnY2Fikp6cjJCSkXdyNjY3w8fHB2bNnsWvXLiQlJSEpKQm7du3C2bNn4ePjg8bGxnbnWkhICNLT0xEbG4vIyEjk5ubC398fdXV1VmWrqqoQFBSEzMxMHDhwAAcPHkRmZiaCg4NRWVlpVba+vh47v/4aAGAeOBBxSUlIS0tDaGgoSkpKrMo2NTXB29sbhYWF2LlzJ5KTk5GQkICwsDCcOXNG02tERUUFKi5d/3Z+/bXu1wgLRrxGbN682VDXCC8vL8NeI7y9vQ11jViyZIkhrxEbNmxAXl4e9uzZg7i4OM2vETYNYpg4cSKbPXt2u+0nT55kAJi3t7cqdbUo+7vf/Y6NGzeOmc3m1jKigxhMJhO7cOFC6ysmJsYugxhWr16t6f4dCXIlDrkSZPduxgB2/qab9I6ka371Kz6QISBA70iobSmAXIlDrjgusAEPDw8UdbBkS0lJCQBgWBcP+iqpq3bZ3Nxc+Pr64quvvrK6pWoymdDY2IjTp09jwIABuN5yK+IKXF1drXr5+vfv3+n3VJOXXnrJLsdxBMiVOORKkEvXimsnTNA5kG4w0FQi1LbEIVfikCuOTbdQJ0+ejJycHNTU1FhtT0xMbP25GnXVLltUVISWlha8/fbbGDNmTOsrMTEROTk5GDNmDD766KPuBdiZ8PBwvUOQBnIlDrkS5NIfhqctz8EZFQOth0ptSxxyJQ654tiUwM2bNw/Nzc3w9fVt3WY2m+Hv7w9PT0+MGDECAHDx4kVkZWWhvLxccV0tyt5xxx3YsWNHu9fEiRMxcuRI7NixA4sWLbJFjSZMmzZN7xCkgVyJQ64EudSjdd3EiToH0g0G6oGjtiUOuRKHXHFsuoXq6emJ+fPnY9myZTh//jzGjRuHgIAAnD59GuvXr28tl5SUhFmzZmH58uX48MMPFdXVouygQYPw1FNPtfs+lrngOvqZESgsLKQ14AQhV+KQK0Eu9Wid79MHg3QOpUsMlMBR2xKHXIlDrjg2JXAAEBgYiA8++ACbNm1CVVUVJk2ahIiICNx///2q1tWqrEw4OzvrHYI0kCtxyJUglxKiJoWj1u2OgRI4alvikCtxyBXHiTEDTNctOUePHsXUqVORmpqKKVOmaHacEydO4I477tBs/44EuRKHXAly443A+fP4MSQE4+bN0zuazjl3Dhg5EujdGzCZgF42L3ndY6htiUOuxCFXHP3ObEIxGRkZeocgDeRKHHIlQGMjcP48AOBYWZnOwXTD0KH8vbERqKjQNRRqW+KQK3HIFYcSOIl45JFH9A5BGsiVOORKgEvTEKF3bzxg5N43gPe8DRnCP+t8G5XaljjkShxyxaEETiI2b96sdwjSQK7EIVcCWBIhDw9s/u47fWMRwSDPwVHbEodciUOuOPQMnArY6xk4giB0Yts2YN48wMsLOHxY72i659e/BvbsAfz8AANOiUQQhO1QD5xEWNZFI7qHXIlDrgSw9GQNGyaHr5tu4u8698BJ4cogkCtxyBWHEjiJMOLkwkaFXIlDrgSwrGpw001y+DLILVQpXBkEciUOueJQAicRQUFBeocgDeRKHHIlgCWBGzZMDl8GSeCkcGUQyJU45Ipj80S+hP2YPXu23iFIA7kSh1wJYEmEbroJs2fM0DcWEQyyHiq1LXHIlTjkikM9cBJx6tQpvUOQBnIlDrkS4LIeOCl8GaQHTgpXBoFciUOuOJTAScS1116rdwjSQK7EIVcCXNYDJ4UvSwJXWgo0NekWhhSuDAK5EodccSiBkwg3Nze9Q5AGciUOueqG2lr+AoBhw+TwNXgw4OwMtLS0riChB1K4MgjkShxyxaEETiIKCgr0DkEayJU45KobLL1v11wDXHONHL6cnduW1NLxNqoUrgwCuRKHXHEogZOIGTI8PG0QyJU45KobLnv+DZDIlwGeg5PGlQEgV+KQKw4lcBKxfft2vUOQBnIlDrnqhsuefwMk8mWABE4aVwaAXIlDrji0lJYK0FJaBOHAfPYZ8H//B7z0ErBpk97RiPOHPwDr1gEffAB89JHe0RAEoTLUAycRtHyIOORKHHLVDVf0wEnjywA9cNK4MgDkShxyxaEeOBWwVw9cc3MznJ2dNdu/I0GuxCFX3TBvHl/MftUq4O235fHl7w+8/jrw2GN8YXsdkMaVASBX4pArDvXASYSvr6/eIUgDuRKHXHXDFT1w0vgyQA+cNK4MALkSh1xxKIGTiCeeeELvEKSBXIlDrrrhilGo0vgyQAInjSsDQK7EIVccSuAkIikpSe8QpIFciUOuuqClpV0PnDS+LAlcWRlgNusSgjSuDAC5EodccSiBk4gRI0boHYI0kCtxyFUXlJXxpaicnAAPDwAS+br+eqBPH/75p590CUEaVwaAXIlDrjiUwElEk45rGsoGuRKHXHWB5fbpkCFA794AJPLl5KT7bVRpXBkAciUOueJQAicRZWVleocgDeRKHHLVBZYE7tLtU0AyXzoncFK50hlyJQ654lACJxF33HGH3iFIA7kSh1x1gSWBGz68dZNUvnRO4KRypTPkShxyxaEETiL27dundwjSQK7EIVdd0EEPnFS+dE7gpHKlM+RKHHLFoQROIl599VW9Q5AGciUOueqCDhI4qXzpnMBJ5UpnyJU45IpDCZxEfPPNN3qHIA3kShxy1QUdJHBS+dI5gZPKlc6QK3HIFYeW0lIBWsyeIByUiROBzExg717g4Yf1jkY5Bw4ADz0ETJgAnDypdzQEQagI9cBJBC3gKw65EodcdUEHPXBS+dK5B04qVzpDrsQhVxzqgVMBe/XAlZWVYfDgwZrt35EgV+KQq06orwf69+efq6uBgQMBSOarpqY1btTXA3372vXwUrnSGXIlDrniUA+cRBw4cEDvEKSBXIlDrjrB0vvWrx8wYEDrZql8XXMNjx/QpRdOKlc6Q67EIVccSuAkYsKECXqHIA3kShxy1QmX3z51cmrdLJUvnVdjkMqVzpArccgVhxI4iaiqqtI7BGkgV+KQq07o4Pk3QEJfOiZw0rnSEXIlDrniqJLAmc1mvP/++xg2bBjc3d3h6ekpPNGekrpql01OTsaSJUswceJE9OvXDyNHjsRzzz2HnJwcZQLshMlk0jsEaSBX4pCrTugkgZPOl44JnHSudIRciUOuOKokcAsXLsQXX3yBBQsWYNWqVXB2dsacOXMQFxenal21y3722WfYtm0bHnzwQaxatQqLFy/GoUOHMGXKFJw4ccI2KRowevRovUOQBnIlDrnqhA6W0QIk9KVjAiedKx0hV+KQq0swG0lMTGQA2MqVK1u3NTQ0sLFjxzIvLy/V6mpRNj4+npnNZqu6OTk5zNXVlS1YsEDg23NSU1MZAJaamipcpyds3LhR0/07EuRKHHLVCc88wxjA2OrVVpul8/X55/x7vPii3Q8tnSsdIVfikCuOzT1woaGhcHZ2xuLFi1u3ubm5YdGiRThy5AjOnTunSl0tys6YMQN9+vSxiumWW27BxIkTcerUqR7Y0JZnnnlG7xCkgVyJQ646oZNbqNL50rEHTjpXOkKuxCFXHJsTuLS0NIwfPx4DLhtmDwDTp08HAKSnp6tSV6uyV8IYQ2lpKQYNGtRpGb0ICAjQOwRpIFfikKtO6CSBk86XJYGzfB87Ip0rHSFX4pArjs0JXElJCTw8PNptt2wr7uKvPiV1tSp7JUFBQSgqKsLzzz/faRmz2YyamprWV11dXadl1WTJkiV2OY4jQK7EIVcd0NwMlJTwz1ckcNL5sjzDV1gI2Hnedulc6Qi5EodccWxO4BoaGuDq6tpuu5ubW+vP1airVdnLycrKwptvvgkvLy+8+uqrnca9YsUKDBw4sPU1c+ZMADxx9PHxgdlsbl3qY82aNSgtLcXWrVuRkZGBQ4cOISoqCrm5udi4cSNqa2utylZXV2PTpk3IysrC/v37ER0djRMnTiA4OBj/+c9/rMo2NDTAz88P+fn52L17N+Lj45GamorQ0FAUFxdblW1ubsa6detQVFSEHTt2ICUlBQkJCQgPD0dBQQF8fX3bxV1WVoYtW7YgIyMDMTExiIqKQnZ2NgICAtrFXVNTg8DAQGRnZ2Pv3r2Ijo7G8ePHsXnzZpSXl1uVNZlM8PPzQ0FBASIiInD48GGkpKRg+/btKC4uxtq1a9HS0oI1a9agpaUFa9euRXFxMbZv346UlBQcPnwYERERKCgogJ+fH0wmk9X+y8vLsXjxYhw/fhzR0dHYu3cvsrOzERgYiJqaGquytbW1CAgIQHZ2NqKiohATE4OMjAxs2bIFZWVlVmXNZjN8fX1RUFCA8PBwJCQkICUlBTt27EBRURHWrVuH5uZmqzrFxcUIDQ1Famoq4uPjsXv3buTn58PPzw8NDQ1WZSsqKhAcHIwTJ04gOjoa+/fvR1ZWFjZt2oTq6up2cW/cuBG5ubmIiorCoUOHkJGRga1bt6K0tLRd3D4+Pjhz5gzCwsKQkJCA5ORk7Ny5E4WFhXjllVfQ1NRkVaekpAShoaFIS0tDXFwc9uzZg7y8PGzYsAH19fVWZSsrKxEcHIzMzEwcPHgQBw4cQGZmJoKCglBVVWVVtq6uDv7+/sjNzUVkZCRiY2ORnp6OkJCQdnE3NjbCx8cHZ8+exa5du5CUlISkpCTs2rULZ8+ehY+PDxobG9udayEhIUhPT0dsbCwiIyORm5sLf39/1NXVWZWtqqpCUFAQMjMzceDAARw8eBCZmZkIDg5GVXY2T+J69cLa0FDU19djw4YNyMvLw9tvv424uDikpaUhNDQUJSUlVvttamqCt7c3CgsLsXPnTiQnJyMhIQFhYWE4c+aMpteIioqKdteIDVFR/MJlMiFxzx67XiNefvllw14jNm/ebKhrxF//+lfDXiO8vb0NdY2wvPS8RlRWVlqVvfwasWfPHrtcI2wexDBx4kQ2e/bsdttPnjzJADBvb29V6mpV1kJJSQm7+eab2YgRI1hRUVGnMTPGmMlkYhcuXGh9xcTE2GUQw4ULFzTdvyNBrsQhVx2QnMwf/B82rN2PpPQ1ZAj/Pmlpdj2slK50glyJQ644NvfAeXh4oMRyq+EyLNuGWZ6/sLGuVmUB4MKFC3jsscdQXV2NyMjILmMGAFdXVwwYMKD11d+yXqLG7Ny50y7HcQTIlTjkqgM6ef4NkNTXiBH8vYtBZVogpSudIFfikCuOzQnc5MmTkZOTg5qaGqvtiYmJrT9Xo65WZU0mE+bOnYucnBxEREQYeokOT09PvUOQBnIlDrnqgC4SOCl96ZTASelKJ8iVOOSKY3MCN2/ePDQ3N8PX17d1m9lshr+/Pzw9PTHi0oXj4sWLyMrKQnl5ueK6WpVtbm7G888/jyNHjiAkJAReXl626tCUM2fO6B2CNJArcchVB3SRwEnp6/KBDHZESlc6Qa7EIVccF1t34Onpifnz52PZsmU4f/48xo0bh4CAAJw+fRrr169vLZeUlIRZs2Zh+fLl+PDDDxXV1arsu+++i7CwMMydOxeVlZX49ttvrfbz0ksv2apHVXr37q13CNJArsQhVx3QRQInpS+deuCkdKUT5EoccsWxOYEDgMDAQHzwwQfYtGkTqqqqMGnSJEREROD+++9Xta7aZS3zwYWHhyM8PLzdPoyWwBlxbjqjQq7EIVcdYOmpumIZLUBSXzolcFK60glyJQ65uoTeoygcAXstpRUcHKzp/h0JciUOueqAW27hozajo9v9SEpfhw7x7zN2rF0PK6UrnSBX4pArjiqL2RP24eGHH9Y7BGkgV+KQqytgrK2nauTIdj+W0pelB87Ok/lK6UonyJU45IpDCZxEbNmyRe8QpIFciUOurqC8HDCZ+OcOnoGT0tdNNwFOToDZDJSV2e2wUrrSCXIlDrniODFm57VVHJCjR49i6tSpSE1NxZQpU/QOhyAIWzh6FJg6FRg6tG05LUdg2DD+fVJTAbpOEYT0UA+cRFiW1SC6h1yJQ66uwHL79LKpiS5HWl+WARl2HMggrSsdIFfikCsOJXAS8cYbb+gdgjSQK3HI1RWcPcvfO0ngpPWlw0hUaV3pALkSh1xxKIGTiCvnqSM6h1yJQ66uoIsBDIDEvnRI4KR1pQPkShxyxaEETiIefPBBvUOQBnIlDrm6gm564KT1pcNqDNK60gFyJQ654lACJxEnT57UOwRpIFfikKsr6OYZOGl96dADJ60rHSBX4pArDiVwEnH99dfrHYI0kCtxyNUVdHMLVVpfOiRw0rrSAXIlDrniUAInEX369NE7BGkgV+KQq8toampbB7WTHjhpfVluoRYVAS0tdjmktK50gFyJQ644lMBJxFnLszlEt5ArccjVZZSU8OTGxQW48cYOi0jra9gwoFcvoLEROH/eLoeU1pUOkCtxyBWHEjiJuOeee/QOQRrIlTjk6jIsvxiGDwecnTssIq0vFxfAw4N/ttNtVGld6QC5EodccSiBk4gdO3boHYI0kCtxyNVldDOAAZDc1+VrotoBqV3ZGXIlDrni0FJaKmCvpbRaWlrQqxfl3CKQK3HI1WWsXAn85S/AggVAJ3NNSe1r/nwgNBRYtQp4+23NDye1KztDrsQhVxwyIBFff/213iFIA7kSh1xdRjdzwAGS+7KMrLXTM0RSu7Iz5EoccsWhHjgVoB4440GuxFHF1fHjgK8vEBcHXLwI3H478NJLwDPP8AfnZeGpp4Bdu4C1a4E//KHDIlK3rdWrec/bs8/ynjiNUc0VY8C2bbxXNCsLcHcH7r0X+O1vgTvvtH3/BkDqdmVnyBWHDEjEunXr9A5BGsiVODa5+vln4I9/BCZPBtasAdLTgZwcngTNnw88+CBQWqpWqNpj6ZnqZA44QPK2NXo0fz992i6HU8VVaSnwwAO8Pe3aBWRn83a2di1vd3/+M2+HkiN1u7Iz5IpDCZxEPP3003qHIA3kSpweu6qpAR56CPjf//jUG888A2zfDhw4APz1r0DfvsAPP/CeEjsu32QTAoMYpG5bdk7gbHZVWAjccw9w6BDQrx9vVwcP8nb2zDO83X31FfCrX/H2KDFStys7Q644lMBJREJCgt4hSAO5EqdHri5eBB5/HIiNBQYMAMLD+S2up58GZs8GPvkESEsDxowB8vKAuXOBujr1g1eTujqgvJx/HjWq02JSty3L96qoAGprNT+cTa5qa3kbO30aGDsWOHqUt6tZs3g727aNt7trrgFiYngbu3hRtdjtjdTtys6QKw4lcBIxsovbOoQ15Eocxa4YA157rS15i47mv2ivZPx4/rMhQ/gtrz//WZV4NePMGf5+7bX81QlSt60BAwDLMkSW76shNrn685+BY8f4hMr79/P2dCWPP87b2IABvJfutdd4+5QQqduVnSFXHErgJOJnB3jOw16QK3EUu/rf/4CtW4HevYHdu4GuBu6MGgV89x3/7OcHREb2PFCtKSjg75bbjJ0gfduy9MLZ4TZqj119/z2wfj3g5MTbWlf/J1On8p44FxdedtWqnh1TZ6RvV3aEXHEogZOIyspKvUOQBnIljiJXqanA0qX88xdfAPfd132dBx5om3PsrbeM+8C5JaEZM6bLYtK3LTs+B9cjVz//DCxZwj//6U/A/fd3X+f++4HPP+ef33uP9/hKhvTtyo6QKw4lcBIxceJEvUOQBnIljrCrn38GXn+dL/g+bx7w5pviB/nXv/it1B9/BHx8ehao1lgSmm564KRvW5bvZ4dbqD1ytW4dkJ8PDB0KfPSReL233uLPxjU1AQsXGvcPhU6Qvl3ZEXLFoQROIg4cOKB3CNJArsQRdvXZZ0BGBjBoEPD11/z2lijXXNP2y/if/wTq65UHqjWWW6jd9MBJ37bs2AOn2FVtLfDxx/zzP/8J9O8vXtfJiSd/N9zAn51bsULZsXVG+nZlR8gVhybyVQF7TeRrMpng5uam2f4dCXIljpCrrCxg0iSgsREIDgZefFH5gZqa+AS/P/7Ip3744x97FK9mTJ3KRzqGhfERjZ0gfdsKCwOefBL4xS+A5GRND6XY1RdfAO++ywcsnDzJn2tTypYtvH326cP3MW6c8n3ogPTtyo6QKw71wEmEn5+f3iFIA7kSR8jVO+/w5G3OHOCFF3p2IBcX/nwSwJ9XMtotLsEeOOnblh174BS5+vln4Msv+ef33utZ8gYAzz/P54X7+Wfjj3y+DOnblR0hVxzqgVMBe/XAEYQu7NkD/PrXfNTpyZPALbf0fF8mE0+QfvoJCAwEXn5ZvTht4cKFtqlDamuV3bqTDaN+18BA4NVX+bNvBQWALT0sWVl8ia2mJiAigrdfgnAwqAdOItasWaN3CNJArsTp0lVjI+99A/gtT1uSN4D/UraMMDTScjiW3qhBg7pNaKRvWwMHtiVwGg9kUORq9Wr+/vbbtiVvAHDbbXwEK8Dbrdls2/7sgPTtyo6QKw4lcBLxQk9vXV2FkCtxunS1di1fe3LwYODvf1fngIsW8dtjR44Ax4+rs09bERyBCjhI27LTbVRhV+npQEoK7+V94w11Dv6Pf/DevLw8Y/2x0AkO0a7sBLniUAInEfv27dM7BGkgV+J06qq8nI8EBPgSRgMHqnPAoUOBp57in40ypYjgHHCAg7QtOyVwwq4szzQ99RT/Y0ENLh/5/PHHQHW1OvvVCIdoV3aCXHEogZOIO+64Q+8QpIFcidOpK8svvbvu4vO/qclvf8vfN20yxvqVgqswAA7StuyUwAm5ungR+PZb/vn//T91A3jtNT7yubLS8NOKOES7shPkitPDYT6EHpRbFtomusWurhjjtxmPHeO3a2pq+JxUgwbxZ3GmT1evV0EDOnT14498rjcA+O9/AWdndQ86ezZPIk6f5ssgPf+8uvtXioIeOIc4Dy0JnCVx1QghV9u28YEVo0cDDz6obgAuLsB//sOnhVm1ik8+bdB1NDt1df48n+7l1CmgooJfbwYO5G118mTg1luVzcnoADjEOagClMBJRGNjo94hSIPmrhgDDh/mI+ciIoDi4q7L33cfH3H5yiu2P6CtMh26+tvf+Ai+Rx4BHnpI/YP26gX85jfAp58CQUH6J3AKeuAc4jwcO5a/5+VpehghV8HB/H3hQt4u1ObXv+bLuf3wA3+OMzBQ/WOogJWrhgYe56ZNQHx81xWHDQMef5yP4PXyuiqSOYc4B1WAphFRAXtNI5KdnY1bb71Vs/07Epq5am7mF9avvuKrElhwd+e3Gm+7DbjuOqClhU+VcewYn9LAwtChwF//Cvz+9z2f50pl2rlKTATuuYf/IkhP5xP4akFmJjBxIvfw0098Bn09YAwYMACoq+O9HLfd1mVxhzgPs7L4rcX+/dt6jDWgW1fl5fycaG7mvdjjx2sSB1JSgGnT+PdMTQXuvlub49hAdnY2bh07lvd8f/opUFra9sPbb+fXlxtv5EluVRVvqxkZPNmzcOedfO67l17iA0IcFIc4B9WA2YjJZGJ/+ctfmIeHB3Nzc2PTp09ne/fuVb2uFmVtif1yUlNTGQCWmpqquK4SAgICNN2/I6GJq6goxu68kzH+K58xd3fGXnuNse+/Z6yhofN6hYWMrVzJ2MiRbXWnTGFM4/YiipWrlhbGfvlLHuPChdoffPJkfqx167Q/Vmf89BOPoVcvxkymbos7xHloMjHm5MS/908/aXaYbl15e7edD1rz4ov8WA8/rP2xekD4P//JPViuESNHMvbf/zJ27lznlRoa+PVn4UJ+PbLUHTuWMX9/xpqa7Ba/PXGIc1AFbE7gXnjhBebi4sKWLl3KfHx8mJeXF3NxcWGxsbGq1tWirC2xX469ErgLFy5oun9HQlVXJ04w9uijbRfH665j7LPPGKusVLYfs5mxr79m7Npr+X769GFs9WqeNOmIlaudO3lsbm5d/+JQi5Ur+fHuu0/7Y3VGXByPYfRooeIOcx6OGsW/d1ycZofo1tUDD/AY/vMfzWJoJT+fn3MAY3v2aH88UVpaGFu9mrX07s1ju/Za/gfNzz8r209lJfc4eHDbtWrSJMYOHtQmbh1xmHPQRmxK4BITExkAtnLlytZtDQ0NbOzYsczLy0u1ulqUtSX2K7FXArd69WpN988Y4xeTixcZKy5mLDOTsfh4xnbvZiwoiCcfq1Yx9vnnPIH55BPGPv2Usa++YuybbxgLDuYXxvR0xs6f1zUxUcXVTz8xtngx75kBGOvdm7E//5mxigrb9/vkk20X2d/8RqjnRytaXTU2MnbrrTymZcvsc/Bz5/jxnJx4m9MDf38ew0MPCRW3y3loDx58kH/vjRs1O0SXroqK2noBT5/WLAYrli7lx7v9duUJkhaYzfz8t1wLnn7a9h7Rujp+fbb8oWjZb16eOjHrRXMz/72SlsbCfvc7/vvmm28Y+/JL/ntoxQr+vVeuZOyLL3jvblAQY+HhjP3wA2NHjzL244+MlZfza50DYFMC99577zFnZ+d22fCnn37KALCzZ8+qUleLsrbEfiV2SeBEu8ItCVhZGb8onjjBWGIiv/23eTNja9Yw9tFHjP3pT4y98gpjjz/O2IwZjN12G2NDhrT9harGq08fxiZMYGzePMb+8Q/GQkL47USjc/EiY//6F2P9+7d9l2eeYSw3V71jtLTwC4+LC9//zJnKe/TUZt06HsugQYxVV9vvuPfco+9t1L/9jR//d7/T5/h68dvf8u/997/rc/yvvuLHnzHDfsesrm7rodI7EW9oYOzXv+axuLjw64Gaf/SWlTH2hz+0/QHapw9j771n33O7p5w9y9jWrfz3xrPP8t9Pav5uAvj1fcQI/ljML3/J2Ny5jL38MmNvvcXYBx/wjor16xnbto2xAwd4Apifz6/Tor+PNb6FbdNT1GlpaRg/fjwGDBhgtX369OkAgPT0dIwYMcLmulqUtSV2s9kM82VLs9TV1XVYTjXq64Ebb4S5pQWu7u68+bW08Jfls2Wah/p6/m816N2bP+Q8ZgxfemfgQD6cnTH+MHCvXvxzczN/ubnxB/iLi/nQ959/5g+qZ2Za79fdnQ/l/+MfgUcf5ft//XX+QHNHjBrVtswOwAcAFBV1XHboUMDXF2vWrMGSJUv4cjr5+R2XvfZa6xFp778P7NvHHw42mdrKTJjAH7QfN66t7IcfAkePdrzfXr2AnTvb/r1iBV91oCN+8QvgxAkgJoaPVJ0/v/P9AnzE5jXX8M9ffw1ERnZedv36tulL1q8Hdu3qsFhBQQHGbN7cttLCY491vUbpl1+2jWIMDe16VN+KFXygAsCnC/nmm/ZlLlzg7xs3Ar/7Hf+8b5/1//mV/N//ATNm8M+HDvGpTjrjz38GZs3inxMT+aTEl5Oa2raf77/n3x/gA1A++KDd7goKCjDG0mYtExJnZ/MF2DtjwYK2kbanT/Plojrj2Wf5iEIAKClpmzOvIx5/HFi8mH+uqmqr1xEPPdR23IsXgdhY/nnDBv5dL+eXv2z7Ps3NwNNPd77f6dOtV+l49lm+BBsuc2Vh0iTgX//in3fs4O8XLgBPPNF+v+PHW/+/qnWNuPVWoKwMWL6cj4T+6CPxa8T//V/765kFd3fgu+/a/t3VNYIx7igqitd74QUUrF+PMQcPdlw+NBTo04d//uILPqK2MyzXiEGD+Ll3//38GlNeDqxcyadTue02fg3esEHoGgGAX2+GD+efv/0W2Lq187JKrxHu7vxa9t13/HfM5QMzrmTIEJzv0wdDBg3i54ezs/U0R5YU7eab+e+w2lo+SOr8eT6yvrmZl6ur469z5zo/VlcMGAC4uvJ9WH4fWt579eK/h5uaeFtzd+/ZMbrDluxv4sSJbPbs2e22nzx5kgFg3t7eqtTVoqwtsS9fvpwBaPeKiIhg3t7ezGQytd46WL16Nfvpp5/Yd999x44dO8ZiYmJYZGQky8nJYf7+/qympsaqbFVVFQsMDGSnTp1i+/btYwcPHmQ/btqk6l8etTfeyIpfeYWdfvNNlv6HP3RZtnDKFHbs2DH2ww8/sMjISNbcxV9BxRMmsKysLBYVFcWio6JY0+U9WF28Lo4YwZoufwD3ilfZsGGsqKiIbdu2jSUnJ7P6ywcDXPGqHjSIlZWVsQ0bNrCMjAxWM25cp2XrrrmG1dTUsI3+/uzsN9+wRje3Tsua3dyYyWRiPj4+LD8/n5XefXenZZudnFr/P4uKiljh9OldO0hKYrWXbneYu4iBAYxVVLDVq1ezmpoalmV5fqiz19mzbPXq1cxkMrFjlttlncVsecB7wgSW/Ktfdf3/FRfX2mbj587tsmzN7t2tZWOefbbLsi29ejHff/+bMcbY/stvK3XwOu/tzby9vdnPP//MIhcu7LJsyX/+wzZs2MBqa2tZ+OLFXZYt/sc/WFBQEKuoqGA7lizpsuy5d95hISEhrLi4mG19550uy579f/+P7dq1i50+fZpt/fvfuyx75je/ab1GhH72Wddln3qKHTx4kB0/fpxtW7u26xgefpjFxcWxlJQUtiMgoOvvdu+9LDk5mR05coSF7djRZdmeXCMOhIayZkvPUCev0jFjWH5+PgsPD2fx8fHMPGRIp2UVXSNuuIE1TpjA6/3mN2LXiI0bWVZWFqucOLHTskquES2WOn36sLKQkO6vEQ0NbPXq1ay8vJzl33tv12WVXCO+/Vb4GtF4/HjruZz0yCNdllVyjWgaPrzrGC97VQYGtn43Na8RVS+9xOJefZWZPv6Y5VgGVqn0OvDJJ6y4uNjq93xjYyNbt24dO3fuHNuxYwdLSkpiR44cab1GiOYRNk0jMnbsWNx6663Ys2eP1fb8/HyMHTsWX375Jf5kWVDYhrpalLUl9it74NLT0zFz5kztphFpaQGOH0fWO+/gtvHj2/7iuPx1yy3AzJlAv378r45t2zqffPXmm/lEqpZ9b9jQ+bFHjgR+9au2f/v7t/0FcyXDhgFz5rT9e9Om9otIm0x8zq2SEv4Xcny89f5cXPiQ+Tvv5K9Bg3iv3rPPtpUJCWnrtbmSa64Bnn8eAQEBePXVV/lf+RUVHZd1cwM8PHiPTHQ03+buzntgHnyw7S9egDu9vHcjMhIoLOx4v05OfL1PC/v3dz3j/cKF/K/AWbP44uKDBwPvvtvxtBovvdQ2j1xcnPUUJVfywgttC7MnJPC/wjsgPSICk8PC+OXmwAH+l2V6euf7feop/v8C8J6b5OTOyz7+OO8VBYCTJzvvifzwQ94eAgL4XHnZ2W09RB3x4INtk+7m5bX9/3XEzJn8/AC438uX4WEMeOst3k7/+U/eA3r77fxnRUW8R+4KDh8+jBkzZgCenryNAvyv+7CwzmOYOrVt6orKSmD79s7LTprEe7UAPsVHVz0dEya09URevNg2p1pHjB/Pe2MA3ju+YgX33rcv75W5HJWuEa2uLFiuEZs3896vYcPalmu7ksGDgSefbPv35s38DkNHKL1GDBrEeySdnXlvUWc9JO7uvPfUQni49fQelyNyjTCZgP/9D8jN5efm99/znvf9+3E4ONja1eUsXNg27dAPP/CJtjujq2tEczOvHxbWtgLK7Nl8aqO+ffk52hnz5vEeSYBPy6L0GlFTw9c+PnaM92Je/rvBxQW4917gjjt4r9aYMR3Pl/nII8CIEfz6fs899rlGXMm0abzdVlfznttDh7hXS++e5QXwOwoTJ2ozvyEAdNrNJMDV2gN3JfYaxJCVlaXp/nWhupqx7dv5YIERI9r/BXPbbYy9+y5/BsFsFt5tl67q6xn79lvGpk5tO06fPoy98w5/wFUvTp9m7OabeTyjRzNWUKD9MVtaWP0vfsGPOW+e9sfrjOXLeQxPPmnf45aW8uM6OXU9FcxlOMx5WF9v1WujBZ26svT4vv++JscV4okneAwzZ/IH5LWmupoxLy9+zAEDGDtyxOrHdm1XFRX8OWjLM7gAY9OnM7ZpE28XatDSwtixY/x5Yk/PtgErlteNN/LpT0JCFD+X5zDnoI3YlBZ6eHigpKSk3XbLtmHDhqlSV4uytsSuF6c1XrdQFwYO5M/X+Pjwv3yOHwc++4z/ReTszP96/Pxz/tfUoEH8r+z16/n2znoC0YGr6mre67FoEe8Reukl/uyTuzuwZAmQk8OPo9dksgB/jicmhj9rd/o0nz1e6/9zPz/0TUnhHrp6jkxrLM9YRUXxZ0rshaUnY8QI4RUyHOY87NsXuOkm/rmrHh0b6NBVY2Nbz+bcuZocV4hVq7iDmBjAz0/bY1VV8V7KI0d4b+GBA3yy7Muwa7u6/nre85iXx3ug3d2BpCT+7KuHB79Obt/eeS9mR7S08J5zPz/eazl8OJ98+O9/58+eMsZ7oj/8kPfIFRfz3tp58/jvAQU4zDloIzYNYpg8eTKio6NRU1NjNRggMTGx9edq1NWirC2x64WbwZZgUh0nJ96FfscdwF/+wpOuffuAPXv4Bb+0lF9ULLef+vblF4hx4/gvoqFD+W1PZ2eMS0/ntwoKCvhs5dnZ1oM7xozhtyV+/3tjrVM6fDiPe9YsfpvlgQd417/AGp2KOXeO36oF+G3kUaPUP4Yokybx71hQwH+5XX7rTEtyc/n75QNUusGhzsNx4/it4h9/bLttqyIdujp8mJ/bN9zQLomxK6NH83b/5z/zARuPP85vjalNRQVP3o4e5d95/36+hukV6NKuRo7kt3T//nf+R7S/Pz8HN2zgr169+KCPu+7ivgYP5rd+W1r4LdCffuKPw2Rl8T++Lbdl274U/+N77lzu1/IHg4041DloC7Z03yUkJDDAei41k8nExo0bxzw9PVu31dfXs1OnTrGysjLFdbUqq2Sf3WGvW6jHjh3TdP+GprmZsZQUPgXKvfcy1rev8gdKb7uNsbff5nMC2eOWiS0UFjI2fjyPe+RI9edwamlpnZy47q67jDFj+1tv8e/7xhv2O6ZlQMFvfytcxaHOw0WL+Pf/8ENNdt+hq3ff5cd8+WVNjqmIpiZ+6xBgbM4c9eeuPH+eT6YL8Gmajh/vtKgh2lVzM5/4949/bJsTUsnLzY1PyfHBB/yxF7Vux16BIVwZAJt64Dw9PTF//nwsW7YM58+fx7hx4xAQEIDTp09j/fr1reWSkpIwa9YsLF++HB9++KGiulqVVbJPo5CZmYlJWq1LaXR69eLd71On8qkdmpv5bc9jx/it16Ii/iB5YyPQ2IjTlZUY/Ytf8L/47ryT9/AY8LZ4p9x0E+95mz2b9x5aFuO++WZ19v/55/wha1dX/PDyy/h1ZwNe7Mnjj/OpIHbv5r8O7LEodw964BzqPLQ8uJ2drcnuO3QVHs7f9bx9asHZmT+S8Ytf8J7+L78E3nlHnX2XlAAPP8wHBgwdChw82DZApgMM0a569eK9/5Zpd4qL+TX2+HH+ubSU97I5O/NBG0OH8luuY8a03Q2xwxrPhnBlBGzNABsaGtjSpUvZ0KFDmaurK5s2bRqLjIy0KhMdHc0AsOXLlyuuq2VZJfvsCnv1wJ0/f17T/TsSDuOquJj3HAKMDR/OZxK3lfh4xpyd+T7XrTOOK5OJsX79eFz2WifW0jsSHi5cxTC+1GDXLv79J0/WZPftXGVn8+O5uDBmpOWQLJNYu7i0G1zQIwoK+HqkAGM33cS/dzc4VLvSGHLFsTmBIxxsKS0HwaFclZS0JXE33cTYqVM939ePP7bNRP/ii4y1tBjL1VNP8dj++U/tj9XUxJirKz+egsTYUL5sJTe37daXBrfR27n6/HN+vAcfVP1YNtHSwtj8+W23Om15ZOHUKf7HFsDYmDF89n4BHKpdaQy54tg0DxzBOXr0KKZOnardPHAEUVrKb2ucOsVHbH33HZ8TSQlFRfxW7I8/8jnJYmLaVnUwCuvXA2+8wR+ovzSgSDN+/JHfQnRz4yNfjXAb2d40N/O5I81mPiJRrVv0nTFrFn8U4Kuv+EosRqK2lo9+T0vj7eKHH5Q/dhEVxVfcuHCB3y7dt0+1B/cJ4ko0ml2O0II1a9boHYI0OJyrG2/kv1DuvZf/cpgzB/j0Uz55pAg5OXzC0B9/5KPJ9uxpTd4M5coyEXRSUucTpqrFqVP8/dZbFSVvhvJlK87OfIJfoM2Hili5qqpqm3jVCM+/Xck11/DnL0eN4s9G3ndf2zOS3dHUxEe0zpnDz88ZM/gfSAqSN4dqVxpDri6hdxegI2CvW6gmk0nT/TsSDuvKZGLstdesJ99MTOy8fEsLYwEBjF1zDS8/bly7WzqGc2WZYHnDBm2PY1mm6oUXFFUznC9bee457uGyEflqYeVq82Z+nAkTVD+OquTntz2/NmAAY4GBXY9OTUhoG8kKMPb66/w8VYjDtSsNIVcc6oGTiICAAL1DkAaHdeXqym8zbtzIb6UmJfElnR55hC9DlZPDl2rKyuILx0+bxpf3qa3lPQpxce3mlDOcq8cf5++7d2t7HEuP04QJiqoZzpetWL6/Bj1wVq4so08t/79GZcwYvsTfvffy5Z9eeYWfR76+/LyqqODnWUAAn9/tnnv4eThwIF+03c+Pn6cKcbh2pSHk6hJ6Z5COgL164PIFH4YlrhJX584x9uqrjHWzKDjr35+xTz9lrLGxw90YzlVyclvcCpZPU4yl1yQkRFE1w/myle++4x68vFTfdaurxkbGrruOHyc2VvXjaEJjI2OffMLbYVfnV69evFe8sNCmwzlcu9IQcsWhHjiJONHJYuREe64KV8OH8564nBy+PM0vftG2KHffvrxn4N//5g+nL1vW6fxMhnM1ZQp/5q+uji8UrQWMtfU4dTE3V0cYzpetWL5/Zib3oiKtruLj+TNw118PeHmpegzNcHHhi7zn5/PnTT09+YAPgA98mT4d+Mc/+HNyGzbYPFjB4dqVhpArjvYz7hGqMdhISz4ZnKvK1dixwPLl/MUYX+amVy/hiXAN56pXL+DXv+a/FCMigIceUv8YxcX8trKzc9tktoIYzpetjB/PnV+4wJdG8vBQbdetriIi+PucOfKN9h08mP8BtGwZP7+amzWZrNbh2pWGkCsO9cBJhIsdZrh2FK5aV05O/BekglUMDOnK8pxUeLjqvUIAAMtf8OPG8fVzFWBIX7bg6sr/CAD4qgEq0urKSKsv2IKTk2YrDThcu9IQcsWhBE4izp07p3cI0kCuxDGkq4cf5olVfr4mD9fj2DH+ftddiqsa0petWDxYvKjEuXPn+C3G7Gye+Cidu/AqwiHblUaQKw4lcBIxffp0vUOQBnIljiFd9e/P14EF2m6/qYklUZk8WXFVQ/qyFUsCl56u6m6nT5/e9v83cyYfqUl0iEO2K40gVxxK4CQiLCxM7xCkgVyJY1hXltttlttvamJJVHrQA2dYX7ZgSWRVTuDCwsLkmT5EZxyyXWkEueLQUloqYK+ltJqbm+Es2wPAOkGuxDGsq7Nn+az4vXoB588DN9ygzn4bGvis+83NfHkxhcslGdaXLRQWAiNG8NuctbV8lKUKNJeXw3noUO76xx/bnrUj2uGQ7UojyBWHeuAkYt26dXqHIA3kShzDuho5Epg0iY+q3bNHvf2ePMkTikGDejTi0rC+bOGmm3iC3NTEpxNRif1Ll3LXEyZQ8tYNDtmuNIJccSiBk4glS5boHYI0kCtxDO1Ki9uolw9gUDBa14KhffUUJydNnoN7xGzmH554QrV9OioO2a40glxxKIGTCFrAVxxyJY6hXVkSuMhI4Oef1dmnJUHpwQAGwOC+bEHt5+AaG2HetYt/pgSuWxy2XWkAueJQAicRzzzzjN4hSAO5EsfQrqZN46sy1NYCsbHq7DMlhb/ffXePqhvaly1YErijR9XZX2wsXBsa+ES4NGqwWxy2XWkAueJQAicRhw8f1jsEaSBX4hjalWVVBkCd26hmM5CWxj97evZoF4b2ZQvTpvH3o0eBxkbb92cZKfj44/KtvqADDtuuNIBccSiBk4gxY8boHYI0kCtxDO/q8ufgbB00f+wYT+JuuKHHD9Ub3ldPGT8euPZaPko3I8O2fTHWlsDR7VMhHLZdaQC54lACJxEmk0nvEKSBXIljeFcPPcSXe1JjVYbERP7u6dmjAQyABL56Sq9ebb2SCQm27SszEygoQEufPnxVDaJbHLZdaQC54lACJxHV1dV6hyAN5Eocw7u6fFWGnTtt29flCVwPMbwvW/Dy4u9Hjti2nx07AADlkyYB/frZGNTVgUO3K5UhVxxK4CTi9ttv1zsEaSBX4kjh6tln+XtIiG37sfQs2ZDASeGrp9xzD3+3tQdu61b+Pn++bfu5inDodqUy5IpDCZxEHDx4UO8QpIFciSOFq6ee4qsEpKcDOTk920dJCZCXx2+d2jAqUgpfPcWS2Obl8dUvekJWFnD8ONC7NyJdXdWLzcFx6HalMuSKQwmcRCxYsEDvEKSBXIkjhasbbuDPwgFtvTtKiY7m73ffDVx3XY9DkcJXT7n2WmDiRP750KGe7cPSS/rQQ5i/eLEqYV0NOHS7UhlyxaEETiLWr1+vdwjSQK7EkcbVc8/xd1sTuFmzbApDGl89xZIo79/fs/qWBO655xzflYqQK3HIFYcWs1cBey1mTxBXNVVVfFLfxkY+ylHpczBjx/KRrBERbXPLEe2JiOBTt4wdyxegV8KpU3zd0969gdJSm3o6CYLoGuqBkwhaPkQcciWONK6uuw741a/45+BgZXXPnOHJm7Mz8Mtf2hSGNL56ysyZ3FNeHlBQoKxuQAB/f+QR4LrrHN+VipArccgVhxI4iXjxxRf1DkEayJU4Url6+WX+7u8PNDeL14uI4O+ensCAATaFIJWvnnDNNW2jUZXcRm1qAgID+efXXgNwFbhSEXIlDrniUAInEVFRUXqHIA3kShypXD31FHD99UBREaAkbsuqAE8+aXMIUvnqKY8+yt+VzLu3dy8f6TtoEF8+C1eJK5UgV+KQKw4lcBIxadIkvUOQBnIljlSuXF2BV17hn0UfZL5woW0AgwoJnFS+eoplsfB9+7g/ESz/HwsWAH36ALhKXKkEuRKHXHEogZOIsrIyvUOQBnIljnSuFi3i72FhvCeuO8LD+cCHW2/lLxuRzldPmDABuO027s1y+7krTp9u662z/P/gKnGlEuRKHHLFoQROIpqVPPNzlUOuxJHO1R13APffz5+5+vLL7stbHqxX6bkZ6Xz1lHnz+LvIgJHVq4GWFj4FyZ13tm6+alypALkSh1xxKIGTiOHDh+sdgjSQK3GkdPX++/zdx4dPL9IZZ88CBw7wz5ZbrzYipa+eYPH1/fe8h60zqqoAPz/++Z13rH501bhSAXIlDrniUAInEcnJyXqHIA3kShwpXT32GO/pqasDvvii83KrVwOM8cl7x4xR5dBS+uoJt9zCe9QY44lyZ3z2GVBTw/8/HnnE6kdXjSsVIFfikCuOzQmc2WzG+++/j2HDhsHd3R2enp7Yt2+fJvVFy4qWS05OxpIlSzBx4kT069cPI0eOxHPPPYecnq61qDFz587VOwRpIFfiSOnKyQn48EP++b//5fO8XUllJeDtzT+/+65qh5bSV095803+vnYtUF7e/udnzgCrVvHPn34K9LL+lXJVubIRciUOueLYnMAtXLgQX3zxBRYsWIBVq1bB2dkZc+bMQVxcnOr1RcuKlvvss8+wbds2PPjgg1i1ahUWL16MQ4cOYcqUKThx4kTPpWjEt99+q3cI0kCuxJHW1dNPAw88AJhMwOLF/Bmsy/nb33gP3V13AXPmqHZYaX31hCee4GvH1ta2JcwWWlqAN97g/u+/v8PVLa4qVzZCrsQhV5dgNpCYmMgAsJUrV7Zua2hoYGPHjmVeXl6q1hctq2Sf8fHxzGw2W23Lyclhrq6ubMGCBd3GbyE1NZUBYKmpqcJ1CIJQgZMnGXN3ZwxgbOlSxlpa+PZt2/g2gLEfftA3RtnZt6/N5fbtfFtLC/cNMObmxlhOjr4xEsRViE09cKGhoXB2dsbixYtbt7m5uWHRokU4cuQIzp07p1p90bJK9jljxgz0uTRfkYVbbrkFEydOxKlTpxTa0B5aPkQcciWO1K4mTADWreOf//tf4OGHgddfb1v4/u23+dJQKiK1r57w0EPAW2/xz889x/0+9BD3DfDn4265pcOqV50rGyBX4pArjk0JXFpaGsaPH48BVyxNM336dABAenq6avVFy9oaE2MMpaWlGDRoUJfl9ODVV1/VOwRpIFfiSO/q1Vf5s269e/MRp5Zltl5+Gfj8cw0OJ7mvnvD559xnUxP3e/Ag4OLCvXcxuveqdNVDyJU45IpjUwJXUlICDw+Pdtst24qLi1WrL1rW1piCgoJQVFSE559/vtMyZrMZNTU1ra+6urou96kW27Zts8txHAFyJY5DuPrtb4HMTOCjj4ClS/kKAgEBPMlQGYfwpZTevbnPffu433/+E8jK4t674Kp01UPIlTjkitOawLW0tMBkMgm9GGMAgIaGBri6urbbqZubW+vPu0JJfdGytsSUlZWFN998E15eXl1m+CtWrMDAgQNbXzMv3aIpKSmBj48PzGZzaxfvmjVrUFpaiq1btyIjIwOHDh1CVFQUcnNzsXHjRtTW1lqVra6uxqZNm5CVlYX9+/cjOjoaJ06cQHBwMCZOnGhVtqGhAX5+fsjPz8fu3bsRHx+P1NRUhIaGori42Kpsc3Mz1q1bh6KiIuzYsQMpKSlISEhAeHg4CgoK4Ovr2y7usrIybNmyBRkZGYiJiUFUVBSys7MREBDQLu6amhoEBgYiOzsbe/fuRXR0NI4fP47NmzejvLzcqqzJZIKfnx8KCgoQERGBw4cPIyUlBdu3b0dxcTHWrl2LlpYWrFmzBi0tLVi7di2Ki4uxfft2pKSk4PDhw4iIiEBBQQH8/PxgMpms9l9eXo4LFy7g+PHjiI6Oxt69e5GdnY3AwEDU1NRYla2trUVAQACys7MRFRWFmJgYZGRkYMuWLSgrK7Mqazab4evri4KCAoSHhyMhIQEpKSnYsWMHioqKsG7dOjQ3N1vVKS4uRmhoKFJTUxEfH4/du3cjPz8ffn5+aGhosCpbUVGB4OBgnDhxAtHR0di/fz+ysrKwadMmVFdXt4t748aNyM3NRVRUFA4dOoSMjAxs3boVpaWl7eL28fHBmTNnEBYWhoSEBCQnJ2Pnzp0oLCxEYWEhmpqarOqUlJQgNDQUaWlpiIuLw549e5CXl4cNGzagvr7eqmxlZSWCg4ORmZmJgwcP4sCBA8jMzERQUBCqqqqsytbV1cHf3x+5ubmIjIxEbGws0tPTERIS0i7uxsZG+Pj44OzZs9i1axeSkpKQlJSEXbt24ezZs/Dx8UFjY2NbnchIlC5ejJDp05E+aBBi4+IQGRmJ3Nxc+Pv7o66uzmr/VVVVCAoKQmZmJg4cOICDBw8iMzMTwcHBqKystCpbX1+PDRs2IC8vD83NzYiLi0NaWhpCQ0NRUlJiVbapqQne3t4oLCzEzp07kZycjISEBISFheHMmTOaXiMqKiq0u0Z88w3Mv/wl1owaBfzjH1jz/ffdXiPOXBodbMRrxObNmw11jbjuuusMe43w9vY21DXi3nvv7dk14tK5FhISgvT0dMTGxmpyjdizZ49drhGtgxiio6MZAKHXqVOnGGOMTZw4kc2ePbvdg3UnT55kAJi3t3eXD+ApqS9atqcxlZSUsJtvvpmNGDGCFRUVdRm3yWRiFy5caH3FxMTYZRBDZGSkpvt3JMiVOORKGeRLHHIlDrkSh1xxWu8v3HbbbfD394cIltuRHh4eKOpgLcKSkhIAwLBhw7rdj2h90bI9ienChQt47LHHUF1djdjY2G7jdnV1terl69+/f5fl1cLd3d0ux3EEyJU45EoZ5EscciUOuRKHXHFaE7ihQ4di4cKFiipPnjwZ0dHRqKmpsRo0kJiY2PpzteqLllUak8lkwty5c5GTk4P9+/djwoQJYl9eB6699lq9Q5AGciUOuVIG+RKHXIlDrsQhVxybBjHMmzcPzc3N8PX1bd1mNpvh7+8PT09PjBgxonX7xYsXkZWVhfLLZvNWUl+0rJJ9Njc34/nnn8eRI0cQEhICLy8vW3RoTlZWlt4hSAO5EodcKYN8iUOuxCFX4pArjk1DtDw9PTF//nwsW7YM58+fx7hx4xAQEIDTp09j/fr1VmWTkpIwa9YsLF++HB9emtFbSX3Rskr2+e677yIsLAxz585FZWVlu9mdX3rpJVv0qM5MleezcmTIlTjkShnkSxxyJQ65EodcXcLWh+gaGhrY0qVL2dChQ5mrqyubNm1ahw8YWgZJLF++vEf1lZQVLTdz5swuB2uIYq+VGFavXq3p/h0JciUOuVIG+RKHXIlDrsQhVxwnxi7NCUL0mKNHj2Lq1KlITU3FlClT9A6HIAiCIAgHx+bF7An7QcuHiEOuxCFXyiBf4pArcciVOOSKQz1wKmCvHjiz2dzhJMVEe8iVOORKGeRLHHIlDrkSh1xxqAdOIjZu3Kh3CNJArsQhV8ogX+KQK3HIlTjkiqP+QoFXIZbluU6dOqXpcYYPH46jR49qegxHgVyJQ66UQb7EIVfikCtxyBWHEjgVOH36NADjTTtCEARBEIRjQs/AqUB5eTmioqIwevRozZb4qKurw8yZMxETE2O3pbtkhVyJQ66UQb7EIVfikCtxyFUblMBJQk1NDQYOHIgLFy5YLRFGtIdciUOulEG+xCFX4pArcchVGzSIgSAIgiAIQjIogSMIgiAIgpAMSuAkwdXVFcuXL6e5bwQgV+KQK2WQL3HIlTjkShxy1QY9A0cQBEEQBCEZ1ANHEARBEAQhGZTAEQRBEARBSAYlcARBEARBEJJBCRxBEARBEIRkUAJncMxmM95//30MGzYM7u7u8PT0xL59+/QOSxOSk5OxZMkSTJw4Ef369cPIkSPx3HPPIScnx6rcDz/8ACcnpw5fCQkJ7fYr6lAm10ocKPlejuhq4cKFnbpycnJCUVERgKuvXdXV1WH58uV49NFHcf3118PJyanTRcL1bkN6OxR1JXoNA/Q/h7VE1JcRzjkj+OoxjDA0L7zwAnNxcWFLly5lPj4+zMvLi7m4uLDY2Fi9Q1OdZ599lg0dOpS99dZb7JtvvmEff/wxu/HGG1m/fv3Y8ePHW8tFR0czAOztt99mmzZtsnqVlZW126+oQ5lcK3Gg5Hs5oqvDhw+3cxQYGMj69u3LJkyY0FruamtXBQUFDAAbOXIke+CBBxgA5u/v32FZvduQ3g5FXYlewxjT/xzWElFfRjjnjOCrp1ACZ2ASExMZALZy5crWbQ0NDWzs2LHMy8tLx8i0IT4+npnNZqttOTk5zNXVlS1YsKB1m+WkDwkJ6Xafog5lcy3qQMn3clRXHREbG8sAsE8++aR129XWrkwmEyspKWGMMZacnNzpL1m925ARHIq6Er2GMabvOaw1or70PueM4qunUAJnYN577z3m7OzMLly4YLX9008/ZQDY2bNndYrMvkyZMoVNmTKl9d+Xn/Q1NTWssbGx07qiDmVzLepAyfdyVFcd8fvf/545OTmxgoKC1m1Xc7vq6pes3m3IaA67ctUZV17DGNP3HLYnogmcHuecEX0pgZ6BMzBpaWkYP358uwV7p0+fDgBIT0/XISr7whhDaWkpBg0a1O5nr732GgYMGAA3NzfMmjULKSkp7cqIOpTVdXcOlHwvR3dlobGxEVu3bsWMGTMwevTodj+ndmWN3m1IdoddXcMAfc5ho6HXOSerLwsuegdAdE5JSQk8PDzabbdsKy4utndIdicoKAhFRUX46KOPWrf16dMHzz77LObMmYNBgwYhMzMT//3vf/HLX/4Shw8fxt13391aVtShbK5FHSj5Xo7q6kqioqJQUVGBBQsWWG2ndtUxerch2R12dA0D9D2HjYLe55xsvq6EEjgD09DQ0OF6b25ubq0/d2SysrLw5ptvwsvLC6+++mrr9hkzZmDGjBmt/37iiScwb948TJo0CcuWLUNkZGTrz0QdyuZa1IGS7+Worq4kODgYvXv3xnPPPWe1ndpVx+jdhmR22Nk1DND3HDYKep9zsvm6ErqFamDc3d1hNpvbbTeZTK0/d1R++ukn/PrXv8bAgQMRGhoKZ2fnLsuPGzcOTz75JKKjo9Hc3Ny6XdShI7juyIGS73U1uKqrq8OuXbvwyCOP4IYbbui2PLUr/duQrA6VXsMA+53DRsae55zsviiBMzAeHh4oKSlpt92ybdiwYfYOyS5cuHABjz32GKqrqxEZGSn8PUeMGIGff/4Z9fX1rdtEHTqK6ysdKPleV4OrnTt34uLFi+1un3bF1d6u9G5DMjrs6TUMsM85bHTsdc7J7osSOAMzefJk5OTkoKamxmp7YmJi688dDZPJhLlz5yInJwcRERGYMGGCcN38/Hy4ubmhf//+rdtEHTqK6ysdKPleV4OroKAg9O/fH0888YRwnau9XendhmRzaMs1DLDPOWx07HXOSe9L72GwROckJCS0m6PGZDKxcePGMU9PTx0j04ampib2xBNPMBcXF7Z79+5Oy50/f77dtvT0dNa7d2/2xBNPWG0XdSiba1EHSr6Xo7qycP78eebi4sJefvnlTn9+JVdLu+pqqge925DRHHblSvQaxpi+57A96cqX3uecEX0pgQYxGBhPT0/Mnz8fy5Ytw/nz5zFu3DgEBATg9OnTWL9+vd7hqc67776LsLAwzJ07F5WVlfj222+tfv7SSy8BAJ5//nm4u7tjxowZGDJkCDIzM+Hr64u+ffvi3//+t1UdUYeyuRZ1oOR7OaorC9999x2ampo6vX16NbarNWvWoLq6unW0XXh4OAoLCwEAb731FgYOHKh7GzKKQxFXotcwQN9z2B6I+NL7nDOSrx6hdwZJdE1DQwNbunQpGzp0KHN1dWXTpk1jkZGReoelCTNnzmQAOn1ZWLVqFZs+fTq7/vrrmYuLC/Pw8GAvvfQSy83N7XC/og5lcq3EgZLv5YiuLNxzzz1syJAhrKmpqcOfX43tatSoUZ2eb5dPcqx3GzKCQxFXotcwxvQ/h7VGxJcRzjmj+OoJTowxpn2aSBAEQRAEQagFDWIgCIIgCIKQDErgCIIgCIIgJIMSOIIgCIIgCMn4/0WMWdpRPH/DAAAAAElFTkSuQmCC\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 700x400 with 1 Axes>"
       ]
@@ -340,56 +388,123 @@
     }
    ],
    "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)"
+    "# Compare transfer function of Raised cosine and Remez\n",
+    "fLim = (0, 1)\n",
+    "fLim = None\n",
+    "dbLim = (-150, 5)\n",
+    "dbLim = None\n",
+    "_, fRemez, HFRemez = dsp.dtft(hRemez)\n",
+    "dsp.plot_power_spectrum(fRc, HFRc, 'r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
+    "dsp.plot_power_spectrum(fRemez, HFRemez, 'g', fs=fs, fLim=fLim, dbLim=dbLim)\n",
+    "plt.legend(['HFRc', 'HFRemez'])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 215,
-   "id": "580e0fd5",
+   "execution_count": 40,
+   "id": "d3ccbf04",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
+       "<matplotlib.legend.Legend at 0x7fdca46e2430>"
       ]
      },
+     "execution_count": 40,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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stEi7evWq0R45fZRKJSIjIw2Wl5SUoLi4GPb29gbXm924ccPgGH7//XfcuHEDzz33HFq1agWg9rnw2GOP4bHHHsPp06eNOtIvptzd3SGRSIy6N4fHHnsMALBlyxZesXn+/Hls3bq1TvskCGuArkEjCDNYuXIlFAoFfv75Z/Tu3Rvjxo3DgAEDYG9vj5SUFBw/fhw5OTlYuXKldpsffvgBERERWLlyJSIjI+Hl5YU7d+5g586dcHJyQkBAgMEfzPqmV69eGDBgAKZPnw4A+Pvvv3H//n3ttFU1sW3bNowdOxazZ8/GL7/8giFDhkAmk+Hu3bs4f/48srKyoFAoAHCnIf/8809MmTIFH374IQDuj++ff/6JsWPH4pVXXsH58+dhb29vVuyvvfYa1q9fj//+97/an6vi4uKC33//HXPmzIGXlxdmzZqFVq1a4fjx44iNjcXw4cPx+eef1/hemgFq/+///g/Xrl2Dq6sr3NzcsGDBAkyZMgVdunTBjz/+iKtXr2LAgAFISkrCgQMH8OKLLyI0NJS3Lzc3N6xZswbz58/H0KFDMXv2bLi6uuLQoUNwdHREu3btDD73FStW4NKlS/j1119x8OBBjBo1Cq1bt0ZaWhquXLmCf/75B+fPnzd6XZsGuVyOkSNHolevXhg6dCg6deqE4uJiHDhwAP/++y8WL14MR0dH3jYTJkzAwoULcejQIfTv3x/Xrl3D/v374eHhgbVr1/La1iYXAGDr1q0YM2YM5s+fj+DgYDz++ONQKBS4du0a4uLitLNuNGvWTFvMvfbaa+jZsydsbGzw2muvaYvj6hgxYgRGjhyJkydP4vHHH8eoUaOQmpqKvXv3YsqUKdi9e3eN+yAIq6QxbxkliIedixcvsrfeeov16NGDyWQy5ujoyLp06cJeeeUVduzYMYP2WVlZbOHChaxz587M3t6eeXh4sBkzZhgMTcGYbpgNzQCd+miGzTCGsWEjNO3lcjlbsmQJ69ixI3NwcGC9e/dmv/76q8HwAqbGQWOMsdzcXPbll1+yAQMGMJlMxpo1a8Z69uzJXnnlFbZr1y7GGDdOmIuLC/P09GRZWVkG+9AM9rt48WKjx2CKnj17MgCsQ4cOBsNB6HP69Gk2adIk5ubmxhwcHFivXr3YV199xRszToMxX4xxw2M88sgjzNHR0WAojNu3b7Pp06ezVq1aMScnJ/bYY4+x7du3V+tt586dbPDgwczR0ZG1bt2avf322ywnJ4c1a9aMPfroowbtKyoqmJ+fHxs5ciRzcXFhjo6OrFOnTmzixIlsw4YNRo9Fn7KyMvbDDz+wZ599lnXo0IE5ODiwNm3asFGjRrGQkBDeZ64f95kzZ9jo0aOZs7Mzc3FxYS+++CJLTk42+h7m5II+//77L/v4449Zt27dmIODA2vRogXz8vJia9as4bVLSkpikydP1g7KDL1hM8wZAiU7O5u9/vrrrEWLFkwmk7ERI0awsLCwaofZMDasR3Wfp7F9EURDImGsFnO+EATxUDBmzBhERETUakonouG5efMmevbsiZkzZ9Y47VVDcurUKYwdOxY+Pj5Gh80gCEJ46Bo0giCIeiYvL4839AbAnYL85JNPAADTpk0TICqCIB4m6Bo0giCIeiYiIgLz5s3Ds88+i06dOiE7OxsnT57EnTt3MG7cOMyaNUvoEAmCsHKoQCMIgqhn+vfvj/Hjx+PcuXPYs2cPAO5u4G+++QaLFy9u8JtDCIJ4+KFr0AiCIAiCIKwM+jeOIAiCIAjCyqACjSAIgiAIwsoQ3TVo2dnZCAsLQ5cuXQxGJScIgiAIgqhP5HI57ty5gwkTJsDDw8Ps7URXoIWFheHVV18VOgyCIAiCIETEn3/+iblz55rdXnQFWpcuXQBwovr27StsMFZCVlaWds49sUMu+JAPPuSDD/ngQz50kAsd169fx6uvvqqtP8xFdAWa5rRm3759MWTIEIGjsQ5CQ0MxYcIEocOwCsgFH/LBh3zwIR98yIcOcmFIbS+ropsECHTt2lXoEKwGcsGHfPAhH3zIBx/yoYNcWA4VaAQUCoXQIVgN5IIP+eBDPviQDz7kQwe5sBwq0Ajk5+cLHYLVQC74kA8+5IMP+eBDPnSQC8uhAo2gmyX0IBd8yAcf8sGHfPAhHzrIheWI7iYBwpCTJ0+iW7duQodhFZALPuSDD/ngQz74NKYPxhhUKhUqKioa5f1qy7lz59CuXTuhw2hw7O3tYWtr2yD7Ft1cnJcuXcLQoUMRGxtLd3FWIpfLadDeSsgFH/LBh3zwIR98GsMHYwz5+fnIysqCSqVq0PeyBMYYJBKJ0GE0Cm5ubmjbtq3J461r3UE9aAT++OMPLFiwQOgwrAJywYd88CEffMgHn8bw8e+//yI/Px8uLi5wcXGBnZ2dVRZCOTk5aNmypdBhNCiMMZSWluLBgwcAAE9Pz3rdP/WgEQRBEMRDgEqlQnJyMjw8PGo1ZRDRsOTk5ODBgwfo1auX0dOdda076CYBAr6+vkKHYDWQCz7kgw/54EM++DS0j/LycjDG4Ozs3KDvUx9oepXEgJOTEwDu86lP6BQngTlz5ggdgtVALvgI5qOoCIiKAtzcgKFDARsL/5dkDDh0CDhzBrC3ByZOBEaOrPVuau2DMeDECeD4ccDWFnjmGWDMGMDSU1IVFUB0NKBQAI8/Dgh0HRj9vvBpLB/WeEqzKi1atBA6hEajoT6PRutBKy4uho+PDyZOnIgWLVpAIpEgMDDQ7O2VSiWWLl2Kdu3aQSaTwcvLC8eOHWu4gEVEWFiY0CFYDeSCT518FBYCR44A9+/X7U3/+gvo2BF49llg+HBgxAjg7t267QsAHjwARo0Cnn8e+OEHYOVK4MkngenTgVqO1VQrHxkZwPjx3OOHH4DvvgPGjQNeeIErQOtKQgLwyCNcgfn000CXLsDRo3Xb1+3b3LZyeZ02p98XPuRDR0FBgdAhPPQ0WoGWnZ2Nr7/+GtevX8ejjz5a6+29vb2xZs0azJ07F2vXroWtrS0mT56Ms2fPNkC04mLgwIFCh2A1kAs+tfZx8ybQuzcwaRLQowcQElK77bduBebMAQoKgM6dgWbNgIsXuSLt3r3a7QsAsrK4YuzsWcDZGZg/H3jlFa43a9cubt2//5q9O7N93LrFxXziBCCVAm+9BbzxBuDgAOzfzxVqJSW1P56rV7kes8REwN0daNeOK0CnTOGK4tqwYQPQqxcwYQIwcGCtPGig3xc+5EOH5rQfUXcarUDz9PRERkYGUlNTsXr16lptGx0dje3bt2PVqlVYvXo15s+fj5MnT6Jz585YsmRJA0UsHrKysoQOwWogF3xq5YMx4O23uT/0NjaAUskVJZcumbd9SgpXQDEGvPceV+RcvQr068f1Rk2bxu3TXMrLuV6y5GSgUycgNhbw8+OKwOhowNMTuHYNmDzZ7B4ts3zk5nL7vHuXK4Di44E//gACA7lC0cMDiIkBXn+dO1Zzyc/net8KC7kiLSmJczZ9OlBWxhWe5vY0Hj0KLFgAaIZpuHkT+OQT82OphH5f+JAPHfV9PVZ9snz58ofiNHGjFWiOjo5o27ZtnbYNDQ2Fra0t5s+fr10mlUoxb948nD9/Hvfq8p81ocWax9JpbMgFn1r5uHABiIgAHB25U2cvvshdK/XGG1wBUR2MAe+8A5SWAqNHA+vWcb1cnTtz1455eHCF3tdfmx/Pt99y15y5uHC9S71769YNGQKcPg20agXExXFFjhl/UGr0oVRyx33jBlcUnjoF9OypW//YY8DevVxP2q5dwO+/m388ixdzXrt25XrhWrXi9hMSwu03L48r+tTq6vdTUgLMm8e1e+stXQG9fTtX8NUC+n3hQz6I+uShuIszLi4OvXr1gouLC2/58OHDAQCXL18WIKqmQ4cOHYQOwWogF3xq5SM4mHt++WWusPLz4wqrq1eBX3+tfts//uBOB8pkwKZN/JsCNPsCuGu5YmNrjuXiRe5aM4Db1ti0Mz16cMWfszNw7BjXo1RDj1a1PjRF5unTXFF48CDXS1eVJ54AVq3iXn/6KddTWBPHj3OOAGDLFkB/fCkHB2DbNsDJiSuQN26sfl8//shdH9i5M+DrCwwezF3LBnC9i7WAfl/4kA8d9vb2Qofw0PNQFGgZGRlGB4DTLEtPTze5rVKpRGFhofZRXFzcYHE+rFy8eFHoEKwGcsGnVj40F6rPnMk9t2rFFQMAsGIFd5rSGGlpwGefca9XruQKp6q89BK3X5UKePPN6nvk5HKuJ0mlAmbNAmbPNt122DCuuJFIAH9/4Oefqz3Ean2sXMkVqba2wM6dwIABptsuWsT1FJaUAN7eulONxigu5go/APjwQ+66uap07w58/z33eskS4M4d4/tKTdV9Jv/7n+7uT83dhwcPmo7DCPT7wod86CgtLa2X/ZTU5VrNJsJDUaDJ5XI4OjoaLJdKpdr1pli1ahVcXV21j9GjRwPgij4/Pz8olUrt2DW+vr7IzMzEjh07EB8fj9OnTyMsLAzJyckIDAxEUVERr21+fj6Cg4ORmJiI48ePIzw8HFevXkVISAhycnJ4beVyOTZt2oTbt2/j4MGDOHfuHGJjYxEaGor09HReW5VKhQ0bNiAtLQ27d+9GTEwMoqKisH//fqSkpMDf398g7qysLGzfvh3x8fGIiIhAWFgYkpKSEBQUZBB3YWEhtmzZgqSkJBw9ehTu7u64cuUKtm3bhuzsbF5bhUKBTZs2ISUlBQcOHEBkZCRiYmKwa9cupKenY926dVCr1fD19YVarca6deuQnp6OXbt2ISYmBpGRkThw4ABSUlKwadMmKBQK3v6zs7Oxbds2XLlyBeHh4Th69CiSkpKwZcsWFBYW8toWFRUhKCgISUlJCAsLQ0REBOLj47F9+3ZkZWXx2iqVSvj7+yMlJQX79+9HVFQUYmJisHv3bqSlpWHDhg1QqVS8bdLT08EYQ2xsLM6dO4eDBw/i9u3b2LRpE+RyOa9tTk4OQkJCcPXqVYSHh+P48eNITExEcHAw8vPzDeIODAxEcnIywsLCcPr0acTHx2PHjh3IzMw0iNvPzw+pqanYt28foqKicPHiRezZswf379/Hxo0bUVFRwdsmIyMDoaGhiIuLw9mzZ3Ho0CHcunULmzdvRklJCa9tbm4uQkJCkJCQgJMnT+LEiRNISEjA1q1bkZeXx2tbXFyMoqIiJCcn48iRIzhz5gwuX76MnTt3GsRdnpoK3LwJJpHgYFERoqOjER0djb1ublAOHgwUF0O9eLHB79rOHTtQ8MorQGEh8nv3RvLkyQgICEBxcTGvbV5eHkLHjEFFixbAlSu489ZbSEhIQEhICHJzc/mxfPIJkJiIitatcWzaNJw9exZxcXEIDQ1FRkYGr21FRQU2pqUh/6uvAABs8WIk/fgj9u3bh9TUVIPviMzMTKPfEZnffQf8978AgPCXXwaefbb674jt25H3888oc3QEzp7F+RdfNPkdcWv6dODOHRS6uwOrVpn+jhg6FDn9+gElJbg/eTKUVX7XsrKycG/mTEChQN7gwQhzdtZ+RxQ/8QT3hRkdjd9//NHgOyI8PNzod0RmZqboviNCQ0NNfkdkZmY26HfEn3/+CcYYcnNzoVQqkZ+fj+LiYpSUlCAvLw9lZWV48OABGGPaccgePHiAsrIy5ObmorS0FEVFRSgoKIBCoUB2djZUKhWvbUVFBXJyciCXy7UdG3K5HDk5OaioqOC1ValUyM7OhkKhQEFBAYqKilBaWorc3Fw4Ozvz2qrVamRlZWnjLikpQUlJCfLz86FUKpGVlQUfHx9IJBIkJCTgpZdegru7Ox5//HGUlpbi999/x6BBgyCTyeDu7o5Zs2YhLi6OF/eBAwfw0ksvoWPHjnB0dESHDh3w3nvvoaioyCAWAEbj1jjUtNW4LCsrQ15eHkpKSlBcXMyLW61Wo6jyOlZjdURkZCTqBBOAixcvMgAsICDArPb9+/dn48aNM1h+7do1BoBt3LjR5LYKhYIVFBRoHxEREQwAi42NrWv4TY7ffvtN6BCsBnLBx2wf27czBjA2eLDhuuhoxiQSbv2ZM/x1gYHccnt7xq5erfl9QkO59ra23H6rcvAgtx5g7MgR82JnjDG1mrF33+W2k8kYO3bMaDOjPnbuZMzGhtt26VLz35Mx3fHb2TF28aLh+iNHdMdjIiYeN24wJpVy7X//nb9u3z6du/h4w2179uTWHz5sdvj0+8KnoX3I5XKWkJDA5HJ5g75PfZCZmVnrbXx8fBgA1q9fP/bCCy+w9evXs3Xr1rGVK1cyiUTCZs2axdavX89WrFjBPDw8WJcuXVheXp52+48++ohNnjyZfffdd8zPz4/NmzeP2drashkzZhh9n/qips8lNja2TnXHQ1GgPfPMM6xv374Gy48fP84AsH379pn93nUVRRBENXzwAffH/eOPja9/+21ufc+ejOXkcMsuX2bMyYlb/u235r/X7NncNt27M6b/RyAhgbEWLaqPozrKyhibPJnb3tGRsR07at7G11dXfL71Flfo1Qa1mrGXX+a279iRsfv3detu3WKsTRtu3Ucfmb/Pn37itnFx4fbBGGOpqbp9LVlifLvXXuPW+/jU7hiIRsNkIaBWM1ZcbD2P2v4eVKIpnObMmaNddufOHWZra8u+rfIdceXKFWZnZ8dbXlpaarDPVatWMYlEwlJTUw3ep75oqALtoTjFOWjQINy4cQOFhYW85RcuXNCuJ+oOTdeig1zwMdtHVBT3bOz6KIC7KL5TJ27Ii/HjueugRo/m7tocPx5YurQ2QXGDs966xY3KHxEB7N7Nvc7NBby8dNdj1QZ7e+7OSs1wHjNncnc7Vp624t660kdqKnd9m+bGgnfe4W5GqO2t+xIJt13v3tw4b08+yd2wcOgQdzyZmcCjj9bueBYt4sZgKyzk9ve//3EzGGRmcgPc+vgY367ypivExJj9VvT7wkcwH6Wl3JiB1vLQm0C8Lrz33nva17t27YJarcbMmTORnZ2tfbRt2xY9e/ZEeHi4tq1Mb0aNkpISZGdn44knngBjTHs69KGiHorHWlNdD1pJSQm7fv06y8rK0i6LiopiANjq1au1yxQKBevRowfz8vKq1XtTD5ohhYWFQodgNZALPmb5UKm404IAd4rNFFeu6Hq4NI+RI3U9arUhKYmxtm35+wIYe/RRxvS+O+pEeTljX3yh6xlzdGTsuecYW7qUKT/+mLHx47lTkprThatW1bnHQEtKCmNduxoeT48ejKWn135/9+8zNmAAf18dO3I9aaY4dYpr17Wr2W9Dvy98GtqHyZ6a4mLD3BHyUVzMKioqan18mp6tu3fvape9//77DIDJx8CBA7VtU1NT2RtvvMHc3d0N2gUFBRm8T33RUD1ojToXp+aiWc1dl/v378f9yulgPvroI7i6uiI6Ohpjx46Fj48Pli9fDgDw8vLCyy+/jGXLluHBgwfo0aMHgoKCcOfOHfyhufWcqDN///03vL29hQ7DKiAXfMzykZrK3Tnp4MCN0WWKAQOAf/4B1qzhxvN68kmuB6ryZp9aoRkA9vPPuTHBpFJg7lzublFL56W0s+N6/CZN4u6IvHCBu7vx4EE46Ld7+mlu2I+hQy17P4DrEbx0CVi2DPj7b27ZrFncWG5Vhhcyi/btgXPngF9+4YYl6d+fG9LDw8P0Nv36cc937nA9MmaMBE+/L3wE8+HkxN3tay04OSEvJwce1eVbNej3hKnVakgkEhw+fBi2trYGbZs1awaAG4Nu/PjxyM3NxdKlS9GnTx84OzsjLS0N3t7e2hsDHiYatUD76aefkJqaqv15165d2LVrFwDg1Vdfhaurq8ltt2zZgq+++grBwcHIy8vDwIEDceDAAYwaNarB427qjKzDpNFNFXLBxywf169zz717c8VNdXTowBVo9UGrVtzo/A3FqFHA+fPcOG7HjwN37iCvoADuw4Zx84T26lW/7+fmxk2/tGFD/ezPxUV7Z6lZtGrFFXDZ2dwsBYMH17gJ/b7wEcyHRMKN52dFaAonS+nevTsYY+jatSt6VfM7d+XKFdy4cQNBQUF4/fXXtcsf5jm7G/UatDt37oBxNyYYPLp06QIAGDNmDBhj2t4zDVKpFKtXr0ZGRgYUCgWio6MxYcKExgy/yXL79m2hQ7AayAUfs3wkJHDPxgaDfdiRSLjrtj75BFi7FtFz5nC9fvVdnFkLms9Q85nWAP2+8CEfOpS1mZatGl566SXY2tpixYoVYFUGkmaMIScnBwC0vWv6bRhjWLt2bb3EIQSN2oNGWCcyS08JNSHIBR+zfGj+mGtOkTVhmnx+9OvHTY9lZoHW5H3UEvKhw8amfvp/unfvjpUrV2LZsmW4c+cOpk2bhubNmyMlJQW7d+/G/PnzsXjxYvTp0wfdu3fH4sWLkZaWBhcXF/z999/Iy8urlziEgAo0Am5ubkKHYDWQCz5m+dCc4hRBgdbk80PzGZpZoDV5H7WEfOgwdr1YXfniiy/Qq1cv/Pzzz1ixYgUAoGPHjnj22WcxdepUANzUUvv378fChQuxatUqSKVSvPjii1iwYAEeffTReoulMXkohtkgGpbExEShQ7AayAUfs3xo5pLUnxS8idLk80PzGZp5qq7J+6gl5EOHQqGo9TbLly8HY8zozQUvvfQSzpw5g+LiYhQXF+P69evw9fXlXZfWt29fHDt2DEVFRcjKyoK/vz8GDhwIxhjv5g3N+1g7VKAR2umvCHJRlRp9lJYCWVnc686dGz4ggWny+aH5DPVu5qqOJu+jlpAPHc2bNxc6hIceKtAI7Ny5U+gQrAZywadGH3fvcs/Nm3N3ITZxmnx+aAq0ggLuUQNN3kctIR86HuZrv6wFKtAILFiwQOgQrAZywadGH5qels6daz+K/kNIk88PZ2egZUvutRm9aE3eRy0hHzpat24tdAgPPVSgETRdix7kgk+NPu7c4Z5FcHoTEEl+1OI0pyh81ALyocOSqZ4IDirQCLzzzjtCh2A1kAs+NfrQ70ETAaLIj1oUaKLwUQvIh466ziJA6KACjUBgQ47G/pBBLvjU6ENkBZoo8qMWBZoofNQC8qFDM4AsUXeoQCMwceJEoUOwGsgFnxp9iKxAE0V+1KJAE4WPWkA+dLjUZQ5ZggcVaAT++ecfoUOwGsgFnxp9iKxAE0V+1KJAE4WPWkA+dMjlcqFDeOihAo2gu230IBd8qvWhVgP//su9bt++cQISGFHkh+azTE+vsakofNQC8qHDzo4mKrIUKtCIep2S42GHXPCp1kdODlBRwb1u06ZxAhIYUeSHpyf3nJnJFeHVIAoftYB86JCIYNidhoYKNAJpaWlCh2A1kAs+1frIyOCePTwAB4fGCUhgRJEfmmK7vBzIza22qSh81ALyoaOsrEzoEB56qEAjMGzYMKFDsBrIBZ9qfWgKNE2PiwgQRX44OHBFN6D7jE0gCh+1gHzocHZ2FjqEhx4q0AgcOHBA6BCsBnLBp1ofIizQRJMfms+0hgJNND7MhHzoyM/Pr/U2gYGBkEgkuKMZAFvkUIFG4O233xY6BKuBXPCp1ofmj3fbto0TjBUgmvzQfKY1FGii8WEm5ENHq1athA7hoYcKNAIbN24UOgSrgVzwqdaHCHvQRJMfZvagicaHmZAPHVlZWbXe5rXXXoNcLkdnkQzbUxN0HyxBE/zqQS74VOtDhAWaaPLDzAJNND7MhHzoqMuQI7a2tnQnrB7Ug0bQBL96kAs+1foQYYEmmvwws0ATjQ8zIR866jJZetVr0Lp06YLnn38ep06dwrBhwyCTyfDII4/g1KlTAIBdu3bhkUcegVQqxdChQxEXF8fbX3x8PLy9vdGtWzdIpVK0bdsWb731ltFpqDTvIZVK0b17d/j5+WH58uWCDhdCPWgEpk+fLnQIVgO54FOtD80gtSIq0ESTH5rPVPMZm0A0PsxEKB+MMZSWlwry3sZwsneCm5tbvezr5s2beOWVV/Duu+/i1VdfxU8//YQpU6Zg48aN+L//+z988MEHAIBVq1Zh5syZSEpKgo0N1/d07Ngx3L59G2+++Sbatm2La9euwd/fH9euXUNUVJS2+IqLi8PEiRPh6emJFStWQKVS4euvvxb8Ojoq0AicO3cOM2bMEDoMq4Bc8KnWh+aPt4huEhBNfpjZgyYaH2YilI/S8lI0W9Ws0d/XFMXLiqEsVqJFixYW7yspKQmRkZF4/PHHAQD9+vXDhAkT8M477yAxMRGdOnUCALi7u+Pdd9/F6dOnMWbMGADABx98gM8++4y3vxEjRmDOnDk4e/YsnnrqKQCAj48PbG1tce7cObRr1w4AMHPmTPTt29fi+C2BTnES6N69u9AhWA3kgo9JH6WlQEkJ91pE09uIJj80PQc1XOgtGh9mQj50SKXSetlPv379tMUZAHh5eQEAxo0bpy3O9Jffvn1bu0wmk2lfKxQKZGdnY8SIEQCAS5cuAQBUKhWOHz+OadOmaYszAOjRowcmTZpUL8dQV6gHjUCJ5g8tQS6qYNKH5hoOOzvAxaXxAhIY0eSHpkArKADKykzOFCEaH2YilA8neycULysW5L2N4WTvhGJl/cSjX4QBgKurKwCgY8eORpfn5eVpl+Xm5mLFihXYvn27wTVxBQUFALhr5eRyOXr06GHw3saWNSZUoBEoLCwUOgSrgVzwMekjO5t79vAARDTnnmjyw90dsLUFVCrus9brWdBHND7MRCgfEokEzg7WNXK/uoZ5XM3F1F2dppYzxrSvZ86cicjISHz++ecYNGgQmjVrBrVajYkTJ9ZbfA0JFWgEevfuLXQIVgO54GPSh6ZAE9lglKLJDxsboGVL4MED7jSniQJNND7MhHzocHR0FPT98/LycOLECaxYsQL//e9/tcuTk5N57Vq3bg2pVIqbN28a7MPYssaErkEjEBERIXQIVgO54GPSh34PmogQVX6YcR2aqHyYAfnQUVws7ClXTQ+bfo8aAPzyyy8G7Z555hns2bMH6enp2uU3b97E4cOHGzzO6qAeNAKzZs0SOgSrgVzwMelD80dbZAWaqPLDjAJNVD7MgHzocHd3F/T9XVxcMGrUKPz4448oLy9H+/btcfToUaSkpBi0Xb58OY4ePYqRI0fi/fffh0qlgq+vLwYMGIDLly83fvCVUA8agYCAAKFDsBrIBR+TPkTagyaq/DCjQBOVDzMgHzqMDQbb2ISEhGDChAlYt24dli1bBnt7e6O9YkOHDsXhw4fh7u6Or776Cn/88Qe+/vprPP300/V2N2pdoB40gqYn0YNc8DHpQ6QFmqjyQ/PZaj5rI4jKhxmQDx11merJ29sb3t7e2p81MwpUpeppS4CbdaDq8vbt22PXrl1mbT9u3Djt0Bsapk2bhg4dOpgRecNAPWgETU+iB7ngY9KHSAs0UeWHGT1oovJhBuRDR12mehISuVzO+zk5ORmHDh3SDnorBNSDRuCVV14ROgSrgVzwMelDpHdxiio/zCjQROXDDMiHjvqYRaAx6datm3beztTUVGzYsAEODg5YsmSJYDFRDxqBI0eOCB2C1UAu+Jj0IdIeNFHlhxkFmqh8mAH50KEZCPZhYeLEidi2bRs++ugj/Pbbb3jsscdw+vRp9OzZU7CYqAeNwKBBg4QOwWogF3xM+hBpgSaq/DCjQBOVDzMgHzqcnJyEDqFWWOMNHtSDRuBfzaTXBLmoglEfjIm2QBNVfphRoInKhxmQDx3l5eVCh/DQQwUaYfSOFrFCLvgY9VFYCGi+fFu2bNyABEZU+aG5higvjyvKjSAqH2bQWD7Iu3XRUJ8HFWgEPD09hQ7BaiAXfIz60PSeOTlxDxEhqvzQFGgqFVBUZLSJqHyYQUP70IyO/zD0Ttnb2wsdQqNRUVEBALCzq9+rxqhAIxAXFyd0CFYDueBj1IdIT28CIssPmQzQDNKZm2u0iah8mEFD+7C3t4ejoyMKCgqsvhettLRU6BAajcLCQtja2pqcwL2u0E0CBCZPnix0CFYDueBj1IdIh9gARJgfLVoA6elcgdali8Fq0fmogcbw4eHhgbS0NNy/fx+urq6wt7eHRCJp8PetLY6OjlAoFEKH0aAwxlBSUoLCwkJ4enrW++dABRqBrVu30gjYlZALPkZ9iLgHTXT54e6uK9CMIDofNdAYPlxcXAAA2dnZSEtLa9D3soSioiI0b95c6DAaHIlEAjc3N7i6utb7vhu1QFMqlfjvf/+L4OBg5OXlYeDAgVi5ciXGjx9f47bJycn46quvcPbsWeTm5qJTp0545ZVXsHjx4ofudl5rg75gdZALPkZ9iLhAE11+6N8oYATR+aiBxvLh4uICFxcXlJeXQ6VSNcp7Esaxt7ev91ObGhq1QPP29kZoaCgWLVqEnj17IjAwEJMnT0Z4eDiefPJJk9vdu3cPw4cPh6urKxYsWIAWLVrg/Pnz8PHxQWxsLPbu3duIR9H08PX1pS/aSsgFH6M+NAWayO7gBESYH5oCzUQPmuh81EBj+7C3t7fai/EpNyyn0Qq06OhobN++HatXr8bixYsBAK+//joGDBiAJUuWIDIy0uS2wcHByM/Px9mzZ9G/f38AwPz586FWq7Flyxbk5eXB3d29UY6jKaI/Oa3YIRd8jPrQ/LEWYYEmuvyooUATnY8aIB86yIXlNNpdnKGhobC1tcX8+fO1y6RSKebNm4fz58/j3r17JrctLCwEALRp04a33NPTEzY2NnBwcGiYoEXCzp07hQ7BaiAXfIz60JzuEuE/RaLLjxoKNNH5qAHyoYNcWE6jFWhxcXHo1auX9gJHDcOHDwcAXL582eS2mtnk582bh8uXL+PevXv466+/sGHDBixcuBDOzs4NFbYoqO70stggF3yM+hBxgSa6/NB8xiYKNNH5qAHyoYNcWE6jFWgZGRlGB/HTLEtPTze57cSJE/HNN9/g2LFjGDx4MDp16oTZs2fjo48+ws8//1zt+yqVShQWFmofxcXFlh1IE+TWrVtCh2A1kAs+Rn2IuEATXX7UcJOA6HzUAPnQQS4sp9EKNLlcDkdHR4Pl0sqBEOVyebXbd+nSBaNGjYK/vz/+/vtvvPXWW/juu+/g6+tb7XarVq2Cq6ur9jF69GgAXMHo5+cHpVKp3Yevry8yMzOxY8cOxMfH4/Tp0wgLC0NycjICAwNRVFTEa5ufn4/g4GAkJibi+PHjCA8Px9WrVxESEoKcnBxeW7lcjk2bNuH27ds4ePAgzp07h9jYWISGhiI9PZ3XVqVSYcOGDUhLS8Pu3bsRExODqKgo7N+/HykpKfD39zeIOysrC9u3b0d8fDwiIiIQFhaGpKQkBAUFGcRdWFiILVu2ICkpCUePHsXNmzdx5coVbNu2DdnZ2by2CoUCmzZtQkpKCg4cOIDIyEjExMRg165dSE9Px7p166BWq+Hr6wu1Wo1169YhPT0du3btQkxMDCIjI3HgwAGkpKRg06ZNUCgUvP1nZ2dj27ZtuHLlCsLDw3H06FEkJSVhy5YtKCws5LUtKipCUFAQkpKSEBYWhoiICMTHx2P79u3IysritVUqlfD390dKSgr279+PqKgoxMTEYPfu3UhLS8OGDRugUql426Snp+PSpUuIjY3FuXPncPDgQdy+fRubNm2CXC7ntc3JyUFISAiuXr2K8PBwHD9+HImJidrrJavGHRgYiOTkZISFheH06dOIj4/Hjh07kJmZaRC3n58fUlNTsW/fPkRFReHixYvYs2cP7t+/j40bN6KiooK3TUZGBkJDQxEXF4ezZ8/i0KFDuHXrFjZv3oySkhJe29zcXISEhCAhIQEnT57EiRMnkJCQgK1btyIvL4/Xtri4GGfPnkVycjKOHDmCM2fO4PLlyyi+fx8AEHrihLZteXk5/Pz8cPfuXezduxfR0dGIjo7G3r17cffuXfj5+aG8vNzgd23nzp24fPkyzpw5gyNHjiA5ORkBAQEoLi7mtc3Ly8PWrVuRkJCAEydO4OTJk0hISEBISAhyc3N5bUtKSrB582bcunULhw4dwtmzZxEXF4fQ0FBkZGTw2lZUVGDjxo24f/8+9uzZg4sXLyIqKgr79u1DamqqwXfEiRMnRPUdkV45jlXe7dtGvyNOnDghuu+I0NBQk98RJ/R+J8TyHREQEGDwHbFz506UlZXx2orlO8JYHVHdNfbVwhqJ/v37s3Hjxhksv3btGgPANm7caHLbbdu2MZlMxu7du8db7u3tzZycnFh2drbJbRUKBSsoKNA+IiIiGAAWGxtb94NpYsTFxQkdgtVALvgY9eHuzhjA2LVrjR6P0IguP44e5T7rRx4xulp0PmqAfOggFzpiY2PrVHc0Wg+ap6cnMjIyDJZrlrVr187ktuvXr8fgwYPRoUMH3vKpU6eitLS02uk1HB0dtWPGuLi4oFmzZnU8gqZLcnKy0CFYDeSCj4EPtRrIz+dei/AUp+jyo4Zr0ETnowbIhw5yYTmNVqANGjQIN27c0N6RqeHChQva9abIzMw0OhifZsJYzUSlRN0YNWqU0CFYDeSCj4GPwkJAMwegCAs00eVHDXdxis5HDZAPHeTCchqtQJsxYwZUKhX8/f21y5RKJQICAuDl5YWOHTsC4CZYTUxMRLZmMEwAvXr1QlxcHG7cuMHb57Zt22BjY4OBAwc2zkE0Ueh2aB3kgo+BD83F4lKpbiJtESG6/NAUaHI5YGReRdH5qAHyoYNcWI6EMc2/ww3PzJkzsXv3bnzyySfo0aMHgoKCEB0djRMnTmir7VOnTmHs2LHw8fHB8uXLAQCnT5/GuHHj0LJlSyxYsAAtW7bEgQMHcPjwYbz99tv4/fffzY7h0qVLGDp0KGJjYzFkyJCGOEyCaLpcugQMHQp4enJzNBJNG7UasLfnntPTuc+dIIhaUde6o9F60ABgy5YtWLRoEYKDg7Fw4UKUl5fjwIEDNXaFjho1CpGRkRg6dCjWr1+PRYsW4datW/j222+xYcOGRoq+6VLTnbBiglzwMfAh4iE2ABHmh40N4ObGvTZymlN0PmqAfOggF5bTqD1o1gD1oBlSXl5utfO5NTbkgo+Bj9BQ4OWXgZEjgbNnhQtMIESZHz17AjdvAqdPA089xVslSh/VQD50kAsdD0UPGmGdbN68WegQrAZywcfAh8h70ESZH9XcKCBKH9VAPnSQC8uhAo3ApEmThA7BaiAXfAx8iLxAE2V+VDObgCh9VAP50EEuLIcKNKLaceTEBrngY+BD5AWaKPOjmh40UfqoBvKhg1xYDhVohNE5UsUKueBj4EPkBZoo86OawWpF6aMayIcOcmE5VKARBGE+Ii/QRInmLs6CAkHDIAixQQUaYXQKLrFCLvgY+BB5gSbK/HB15Z41U3zpIUof1UA+dJALy6ECjcDgwYOFDsFqIBd8DHxo/khrelVEhijzo5oeNFH6qAbyoYNcWA4VaAQOHz4sdAhWA7ngY+BD5D1oosyPanrQROmjGsiHDnJhOTRQLUEDCupBLvgY+PDwAHJygCtXgAEDhAtMIESZH0ePAhMmAAMHAv/8w1slSh/VQD50kAsdNFAtUWf8/PyEDsFqIBd8eD4Y0/WiiLQHTZT5oTnFaaQHTZQ+qoF86CAXlkM9aARBmEdhoe50V0kJ4OQkbDxE45CUBPTpA7i40J2cBFEHqAeNqDM0qa0OcsGH50Nz/ZmDAyCTCROQwIgyPzQ9aEVFgFrNWyVKH9VAPnSQC8uhAo3Ayy+/LHQIVgO54MPzoX8Hp0QiRDiCI8r80PSaMsb1ouohSh/VQD50kAvLoQKNwOnTp4UOwWogF3x4PjSntzR/sEWIKPNDKgUcHbnXVU5xitJHNZAPHeTCcqhAI9CzZ0+hQ7AayAUfng8q0MSbHyaG2hCtDxOQDx3kwnKoQCNQVFQkdAhWA7ngw/NBBZp488PEYLWi9WEC8qGDXFgOFWgESkpKhA7BaiAXfHg+qEATb36YGGpDtD5MQD50kAvLoQKNQPfu3YUOwWogF3x4PqhAE29+aD7zKj1oovVhAvKhg1xYDhVoBM6ePSt0CFYDueDD86H54yzSeTgBEeeHiR400fowAfnQQS4shwo0gm6H1oNc8OH5oB408eaHiR400fowAfnQQS4shwo0AoGBgUKHYDWQCz48H5reExEXaKLNDxM9aKL1YQLyoYNcWA4VaAQWLFggdAhWA7ngw/NBPWjizQ8TPWii9WEC8qGDXFgOFWgETcmhB7ngw/NBBZp488NED5pofZiAfOggF5ZDBRqBuXPnCh2C1UAu+PB8UIEm3vwwMQ6aaH2YgHzoIBeWQwUagUOHDgkdgtVALvjwfFCBJt78MDGTgGh9mIB86CAXlkMFGoHBgwcLHYLVQC748HzQMBvizQ8TpzhF68ME5EMHubAcKtAIZGRkCB2C1UAu+Gh9qFRAcTH3WsQ9aKLNDxM3CYjWhwnIhw5yYTlUoBGQSCRCh2A1kAs+Wh+FhbqFIi7QRJsfJnrQROvDBORDB7mwHCrQCLRt21boEKwGcsFH60PTcyKVAg4OwgUkMKLND01RXlYGKBTaxaL1YQLyoYNcWA4VaAQuX74sdAhWA7ngo/VBNwgAEHF+NG8OaHpE9HrRROvDBORDB7mwHCrQCEycOFHoEKwGcsFH64NmEQAg4vywsTF6HZpofZiAfOggF5ZDBRqBkJAQoUOwGsgFH60P6kEDIPL8MDLUhqh9GIF86CAXliNhjDGhg2hMLl26hKFDhyI2NhZDhgwROhyCeDgIDgZefx145hng2DGhoyGEYNAg4J9/gLAw4NlnhY6GIB4a6lp3UA8aQVNy6EEu+Gh90BhoAESeH0Z60ETtwwjkQwe5sBwq0Ai8+eabQodgNZALPlofdIoTgMjzw8h0T6L2YQTyoYNcWA4VaAT++usvoUOwGsgFH60PKtAAiDw/jPSgidqHEciHDnJhOVSgERg9erTQIVgN5IKP1gcVaABEnh9GetBE7cMI5EMHubAcKtAIJCUlCR2C1UAu+Gh9UIEGQOT5YWQ2AVH7MAL50EEuLIcKNAIuLi5Ch2A1kAs+Wh9UoAEQeX4YOcUpah9GIB86yIXlUIFGwNnZWegQrAZywUfrgwo0ACLPDyMD1YrahxHIhw5yYTmNWqAplUosXboU7dq1g0wmg5eXF47VYkylS5cuYerUqWjRogWcnJwwYMAA/Prrrw0YsTi4deuW0CFYDeSCj9YHzSQAQOT5YaRAE7UPI5APHeTCcuyMLVQqlbh06RIePHiAkSNHwsPDo17ezNvbG6GhoVi0aBF69uyJwMBATJ48GeHh4XjyySer3fbo0aOYMmUKBg8ejK+++grNmjXDrVu3cP/+/XqJTcyMHDlS6BCsBnLBR+uDxkEDIPL8MFKgidqHEciHDnJhOQY9aL/++is8PT3x5JNP4qWXXkJ8fDwAIDs7Gx4eHti8eXOd3ig6Ohrbt2/HqlWrsHr1asyfPx8nT55E586dsWTJkmq3LSwsxOuvv47nnnsOkZGR+OSTT/DOO+/g+++/x48//lineAgdf//9t9AhWA3kgo/WB53iBCDy/DBSoInahxHIhw5yYTm8Ai0gIACLFi3CxIkT8ccff0B/FigPDw+MGzcO27dvr9MbhYaGwtbWFvPnz9cuk0qlmDdvHs6fP4979+6Z3DYkJASZmZn49ttvYWNjg5KSEqjV6jrFQRiyYMECoUOwGsgFnwULFgAVFUBJCbdA5AWaqPPDSIEmah9GIB86yIXl8Aq0//3vf3jhhRcQEhKCKVOmGDQeOnQorl27Vqc3iouLQ69evQzu7Bg+fDgA4PLlyya3PX78OFxcXJCWlobevXujWbNmcHFxwfvvvw+FQlHt+yqVShQWFmofxcXFdYq/KUNTcuggF3x8fX2BwkLdApEXaKLOD83p7cJCoPKfd1H7MAL50EEuLIdXoN28eROTJk0y2bhFixbIycmp0xtlZGTA09PTYLlmWXp6usltk5OTUVFRgRdeeAETJkzA33//jbfeegsbN26scTqJVatWwdXVVfvQDJ6XkZEBPz8/KJVKbSL5+voiMzMTO3bsQHx8PE6fPo2wsDAkJycjMDAQRUVFvLb5+fkIDg5GYmIijh8/jvDwcFy9ehUhISHIycnhtZXL5di0aRNu376NgwcP4ty5c4iNjUVoaCjS09N5bVUqFTZs2IC0tDTs3r0bMTExiIqKwv79+5GSkgJ/f3+DuLOysrB9+3bEx8cjIiICYWFhSEpKQlBQkEHchYWF2LJlC5KSknD06FH07dsXV65cwbZt25Cdnc1rq1AosGnTJqSkpODAgQOIjIxETEwMdu3ahfT0dKxbtw5qtRq+vr5Qq9VYt24d0tPTsWvXLsTExCAyMhIHDhxASkoKNm3aBIVCwdt/dnY2tm3bhitXriA8PBxHjx5FUlIStmzZgsLCQl7boqIiBAUFISkpCWFhYYiIiEB8fDy2b9+OrKwsXlulUgl/f3+kpKRg//79iIqKQkxMDHbv3o20tDRs2LABKpWKt016ejpat26N2NhYnDt3DgcPHsTt27exadMmyOVyXtucnByEhITg6tWrCA8Px/Hjx5GYmIjg4GDk5+cbxB0YGIjk5GSEhYXh9OnTiI+Px44dO5CZmWkQt5+fH1JTU7Fv3z5ERUXh4sWL2LNnD+7fv4+NGzeioqKCt01GRgZCQ0MRFxeHs2fP4tChQ7h16xY2b96MkpISXtvc3FyEhIQgISEBJ0+exIkTJ5CQkICtW7ciLy+P17a4uBhSqRQplf88qRwdcfnaNezcudMg7vLycvj5+eHu3bvYu3cvoqOjER0djb179+Lu3bvw8/NDeXm5we/azp07cfnyZZw5cwZHjhxBcnIyAgICUFxczGubl5eHrVu3IiEhASdOnMDJkyeRkJCAkJAQ5Obm8tqWlJRg8+bNuHXrFg4dOoSzZ88iLi4OoaGhyMjI4LWtqKjAxo0bcf/+fezZswcXL15EVFQU9u3bh9TUVIPvCLVaLcrviPDwcFzVnOVQq+H3v/9pfYjtOyI0NNTkd4TmzI6YviMCAgKQnJyMI0eO4MyZM7h8+TJ27tyJF198UZTfEcbqiMjISNQJpkebNm3Yt99+yxhjLDs7m0kkEnbixAnt+kWLFrHOnTuzutCtWzc2adIkg+W3bt1iANjPP/9c7bYA2Hvvvcdb/u677zIA7MaNGya3VSgUrKCgQPuIiIhgAFhsbGydjqMpsmHDBqFDsBrIBZ8NGzYwFhfHGMBY27ZChyM4os4PtZoxe3suF+7eZYyJ3IcRyIcOcqEjNja2TnUHrwdt8uTJ8Pf3R77eQIQarl27ht9//x1Tp06tUyEok8mgVCoNlmtOUcpksmq3BYA5c+bwlr/yyisAgPPnz5vc1tHRES4uLtpHs2bNah17U+f5558XOgSrgVzwef755+kGAT1EnR8SicF1aKL2YQTyoYNcWA6vQFu5ciVUKhUGDBiAL7/8EhKJBEFBQXj11VcxbNgwtG7dGv/973/r9Eaenp7IyMgwWK5Z1q5dO5Pbata1adOGt7x169YAgLy8vDrFRHDExMQIHYLVQC74xMTEUIGmh+jzo0qBJnofVSAfOsiF5fAKtHbt2iE2NhYTJ07EX3/9BcYYgoODsX//fsyZMwdRUVF1HhNt0KBBuHHjBgr1LzgGcOHCBe16UwwdOhQAkJaWxluuuW6tVatWdYqJ4Gjfvr3QIVgN5IJP+/btaQw0PUSfH1UKNNH7qAL50EEuLMdgHLTWrVtj06ZNyM3NRWZmJjIyMpCXl4fNmzdre6zqwowZM6BSqeDv769dplQqERAQAC8vL3Ts2BEAUFpaisTERGRnZ2vbzZw5EwDwxx9/8Pa5adMm2NnZYcyYMXWOiwBUKpXQIVgN5IKPSqWiWQT0EH1+VCnQRO+jCuRDB7mwHKMzCWioz54pLy8vvPzyy1i2bBkePHiAHj16ICgoCHfu3OEVXtHR0Rg7dix8fHywfPlyAMDgwYPx1ltvYfPmzaioqMDo0aNx6tQp7Ny5E8uWLav29ChRMw8ePBA6BKuBXPB58OABneLUQ/T5UaVAE72PKpAPHeTCcngF2tdff11tY4lEAqlUig4dOmDUqFG17sLcsmULvvrqKwQHByMvLw8DBw7EgQMHMGrUqBq33bhxIzp16oSAgADs3r0bnTt3xs8//4xFixbVKgbCkEcffVToEKwGcsHn0UcfBc6c4X6gAo3yo0qBJnofVSAfOsiF5fAKtOXLl0MikQAAbxYBAAbLbW1t8c4778DX1xc2NubNuS6VSrF69WqsXr3aZJsxY8YYvDcA2Nvbw8fHBz4+Pma9F2E+R44cwbvvvit0GFYBueBz5MgRvEs9aFpEnx+a6xArc0L0PqpAPnSQC8vhVVb379/HwIED8cYbbyA2NhYFBQUoKChATEwMXn/9de2F/pcuXcLcuXPh5+eH7777TqjYiXrC29tb6BCsBnLBx9vbm05x6iH6/KjSgyZ6H1UgHzrIheXwCrQPPvgAffr0webNmzF48GA0b94czZs3x5AhQxAQEICePXviiy++wKBBgxAYGIgJEyZgy5YtQsVO1BO///670CFYDeSCz++//04Fmh6izw9NDlTeOCJ6H1UgHzrIheXwCrSTJ09qp0IyxujRo3Hs2DHtz5MnT8bdu3cbLjqiUaBJbXWQCz4LFiygAk0P0edHlR400fuoAvnQQS4sh1egOTo6asclM0ZUVBQcHBy0P1dUVNDI/E0AmtRWB7ng4+vrSwWaHqLPjyoFmuh9VIF86CAXlsMr0ObMmYMtW7Zg8eLFuHXrFtRqNdRqNW7duoXPPvsMf/75J2+6pfDwcPTr16/Rgybql5dfflnoEKwGcsHn5ZdfpoFq9RB9flQp0ETvowrkQwe5sBxegfbjjz9ixowZWLNmDXr16gVHR0c4OjqiV69e+Pnnn/HSSy/hxx9/BMDNoTl06NA6T/1EWA8RERFCh2A1kAs+ERER1IOmh+jzo0qBJnofVSAfOsiF5fCG2ZBKpfjrr7/wxRdf4MiRI0hNTQUAdO7cGRMmTMCQIUN4bak4axr06dNH6BCsBnLBp0+PHkBJCfcDFWiUH1UKNNH7qAL50EEuLMfoTAKDBw/G4MGDGzsWQiDyNVP5EOSiCsX689+6uAgXiJUg+vzQFGiFhYBaTT6qQD50kAvLMW+EWaJJI5fLhQ7BaiAXfCpycrgXTk6Avb2wwVgBos8PzXWIjAHFxeSjCuRDB7mwHIMC7fDhwxg/fjxatmwJOzs72NraGjyIpkW3bt2EDsFqIBd8uri7cy/o9CYAyg9IpYDmTv78fPJRBfKhg1xYDq9A+/vvv/H8888jMzMTs2fPhlqtxpw5czB79mzIZDIMHDiQrjtrgpw7d07oEKwGcsEn4fx57gUVaAAoPwDwrkMjH3zIhw5yYTm8Am3VqlUYPnw44uLisGLFCgDAW2+9ha1bt+Lq1avIyMhA165dBQmUaDimT58udAhWA7ngM3rQIO4FFWgAKD8A8Ao08sGHfOggF5bDK9ASEhIwe/Zs2Nraws6Ou3+gvLwcANClSxd88MEH+OGHHxo/SqJBCQoKEjoEq4Fc8Dl78CD3ggo0AJQfAHgFGvngQz50kAvL4RVoTk5O2pkC3Nzc4OjoiIyMDO36Nm3aICUlpXEjJBocmpJDB7ngM374cO4FFWgAKD8A8Ao08sGHfOggF5bDK9B69+6NhIQE7c+DBg1CcHAwKioqoFAoEBISgk6dOjV6kETDQlNy6CAXfKLCwrgXVKABoPwAwCvQyAcf8qGDXFgOr0B78cUXsXfvXiiVSgDAf/7zH5w6dQpubm5o1aoVzpw5gy+++EKQQImG49VXXxU6BKuBXPAZpLnmlAo0AJQfAHgFGvngQz50kAvL4RVoixcvxt27d+Ho6AgAeP7553Hq1Cm88847ePfdd3HixAl4e3sLESfRgOzfv1/oEKwGcsHn3tWr3Asq0ABQfgDQjYVWUEA+qkA+dJALyzE6k4A+Tz31FJ566qnGiIUQiMcee0zoEKwGcsGnjVTKvaACDQDlBwBeDxr54EM+dJALy+H1oNna2iIkJMRk47/++osGqm2C3L9/X+gQrAZywacsO5t7oek1ETmUH9AVaPn55KMK5EMHubAcXoHGGKu2sUqlgkQiadCAiMaHim4d5IKPfWkp94J60ABQfgDg9aCRDz7kQwe5sByDqZ5MFWCFhYUICwuDh4dHgwdFNC6tWrUSOgSrgVzwcdTMp0cFGgDKDwC8Ao188CEfOsiF5disWLFCO8emRCLBq6++anT+TXd3dwQHB2P27NlCx0zUM/Hx8UKHYDWQCz7qvDzuBRVoACg/APAKNPLBh3zoIBeWYzd8+HB88MEHYIxh/fr1GD9+PHr16sVrJJFI4OzsjKFDh+Kll14SKFSioZgwYYLQIVgN5IKPrKyMe0EFGgDKDwC8Ao188CEfOsiF5dhNmjQJkyZNAgCUlJTgvffeg5eXl8BhEY3Jtm3baNTnSsiFHuXlkNA1aDwoP8Ar0MgHH/Khg1xYjoTVdGdAE+PSpUsYOnQoYmNjMWTIEKHDIQjrJScH0FxzWlYG2NsLGw9hHWRmAm3bAhIJUFEB2BhcykwQhB51rTvstmzZUus3e/3112u9DWG9+Pr60n86lZALPQoKuGcnJyrOKqH8gK4HjTH4/+9/mP/558LGY0VQfuggF5YjkUgktepBk0gkUKlUDRVPg0M9aIbI5XLIZDKhw7AKyIUecXHAkCGApyeQni50NFYB5UclUimgVEKRmAhp795CR2M1UH7oIBc66lp32KSkpKA2j9u3bzfgYRBCsHXrVqFDsBrIhR6aHjS6/kwL5UcllTlxaNs2gQOxLig/dJALy7Hr3Lmz0DEQAjNu3DihQ7AayIUeVKAZQPlRiasr8OABRvTtK3QkVgXlhw5yYTkmr+5MSEjA4cOHcfjwYSQkJDRmTEQjc/36daFDsBrIhR5UoBlA+VFJZU6k0d8GHpQfOsiF5RhMlr537158+umnuHPnDm95165dsWbNGkydOrWxYiMaCTeaZ1ELudCDCjQDKD8qqcwJygw+lB86yIXl8HrQDh06hOnTpwMAvvvuO+zevRu7d+/Gd999B8YYXnrpJRw5ckSQQImGQyqVCh2C1UAu9KACzQDKj0oqc0KqVAociHVB+aGDXFgOr0D75ptvMHDgQMTHx2Pp0qWYOnUqpk6diqVLlyI+Ph6PPPIIVqxYIVSsRAORkpIidAhWA7nQQ1Og0X/CWig/Kqks0Aru3RM4EOuC8kMHubAcXoEWHx+PN954A87OzgYNnZ2d4e3tTfNrNUGeeOIJoUOwGsiFHtSDZgDlRyWVOdHF3V3gQKwLyg8d5MJyeAWaVCpFbm6uyca5ubnUbdkE2bVrl9AhWA3kQo/8fO6ZCjQtlB+VVPaq3vnnH2HjsDIoP3SQC8vhFWjjxo3D2rVrcf78eYOGFy5cwK+//opnnnmm0YIjGgca7VkHudCDetAMoPyopDInHunQQeBArAvKDx3kwnJs8vLytD/88MMPkEqlePLJJ/H444/D29sb3t7eePzxx/HEE09AKpXihx9+EDBcoiHw9fUVOgSrgVzoQQWaAZQflVTmxB265IUH5YcOcmE5Nm3btsWLL76I0NBQtG/fHvHx8Vi4cCHy8vLw119/4a+//kJeXh4+/vhj/PPPP+jSpYvQMRP1zPvvvy90CFYDudCDCjQDKD8qqcyJzpQbPCg/dJALy7GZMWMGjh8/jlmzZqFNmzb44osv8Nxzz+H69euQy+WQy+VITEzEmjVr0Lp1a6HjJRoAf39/oUOwGsiFHlSgGUD5UUllTuRVGS9T7FB+6CAXlmOzdetWPHjwAH/++SeeeuopbN26FRMmTED79u3x2Wef4dKlS0LHSDQwNPiwDnKhBxVoBlB+VFKZEy4Ch2FtUH7oIBeWYwMAMpkMc+bMwf79+/Hvv/9i/fr16NmzJ3755Rc89thj6NOnD1auXGnxROlKpRJLly5Fu3btIJPJ4OXlhWPHjtV6P99++y0kEgkGDBhgUTwER3R0tNAhWA3kopLycqC0lHtNBZoWyo9KKnOCae70JQBQfuhDLizHYC5Od3d3vPvuu4iIiMDdu3fx/fffw8nJCf/973/Rs2dPi8Y28fb2xpo1azB37lysXbsWtra2mDx5Ms6ePWv2Pu7fv4/vvvvO6FhtRN3o2LGj0CFYDeSiksJC3WsX6ifRQPlRSWWBZi+XAyqVwMFYD5QfOsiF5ZicLB0A2rdvj88//xxBQUF44YUXwBjDhQsX6vRG0dHR2L59O1atWoXVq1dj/vz5OHnyJDp37owlS5aYvZ/FixdjxIgRGDZsWJ3iIAypqKgQOgSrgVxUUnl6UyWVAvb2AgdjPVB+VKLfq1pUJFwcVgblhw5yYTkmCzRN79mjjz6KQYMGYe/evXjiiSfqfOtsaGgobG1tMX/+fO0yqVSKefPm4fz587hnxpQhp0+fRmhoKH755Zc6xUAYJysrS+gQrAZyUUllgVbu5CRwINYF5Ucljo6AZtByOs2phfJDB7mwHDv9H7Kzs7Fjxw6EhITg/PnzYIyhT58++PrrrzF37lyLhtiIi4tDr1694FLldMnw4cMBAJcvX662S1SlUuGjjz7C22+/jUceecTs91UqlVDqTehbXFxcy8ibPnQtnw5yUUllgWZDU/nwoPzQw9UVUCh0N5MQlB96kAvLsSkpKcGff/6JyZMno3379liwYAFSUlKwaNEixMTEICEhAf/5z38sHv8sIyMDnp6eBss1y9LT06vdfuPGjUhNTcU333xTq/ddtWoVXF1dtY/Ro0dr4/Hz84NSqdT2Cvr6+iIzMxM7duxAfHw8Tp8+jbCwMCQnJyMwMBBFRUW8tvn5+QgODkZiYiKOHz+O8PBwXL16FSEhIcjJyeG1lcvl2LRpE27fvo2DBw/i3LlziI2NRWhoKNLT03ltVSoVNmzYgLS0NOzevRsxMTGIiorC/v37kZKSAn9/f4O4s7KysH37dsTHxyMiIgJhYWFISkpCUFCQQdyFhYXYsmULkpKScPToUWzcuBFXrlzBtm3bkJ2dzWurUCiwadMmpKSk4MCBA4iMjERMTAx27dqF9PR0rFu3Dmq1Gr6+vlCr1Vi3bh3S09Oxa9cuxMTEIDIyEgcOHEBKSgo2bdoEhULB2392dja2bduGK1euIDw8HEePHkVSUhK2bNmCwsJCXtuioiIEBQUhKSkJYWFhiIiIQHx8PLZv346srCxeW6VSCX9/f6SkpGD//v2IiopCTEwMdu/ejbS0NGzYsAEqlYq3TXp6OtasWYPY2FicO3cOBw8exO3bt7Fp0ybI5XJe25ycHISEhODq1asIDw/H8ePHkZiYiODgYOTn5xvEHRgYiOTkZISFheH06dOIj4/Hjh07kJmZaRC3n58fUlNTsW/fPkRFReHixYvYs2cP7t+/j40bN6KiooK3TUZGBkJDQxEXF4ezZ8/i0KFDuHXrFjZv3oySkhJe29zcXISEhCAhIQEnT57EiRMnkJCQgK1btyIvL0/b9mBICADgfmEhkpOTceTIEZw5cwaXL1/Gzp07DeIuLy+Hn58f7t69i7179yI6OhrR0dHYu3cv7t69Cz8/P5SXlxv8ru3cuROXL1/GmTNncOTIESQnJyMgIADFxcW8tnl5edi6dSsSEhJw4sQJnDx5EgkJCQgJCUFubi6vbUlJCTZv3oxbt27h0KFDOHv2LOLi4hAaGoqMjAxe24qKCmzcuBH379/Hnj17cPHiRURFRWHfvn1ITU01+I5YsWKFKL8jwsPDDb8jKk9zKrOyRPUdERoaavI7YsWKFaL5jvD19UVxcTECAgKMfkfs2rVLlN8RxuqIyMhI1AknJydmY2PDXFxcmLe3Nzt27BhTqVSsvunWrRubNGmSwfJbt24xAOznn382uW12djZr0aIF++mnn7TLRo8ezfr371/j+yoUClZQUKB9REREMAAsNja2TsfRFFEoFEKHYDWQi0qCghgDmGr8eKEjsSooP/R47DHGAMb27RM6EquB8kMHudARGxtbp7rD5plnnsG2bduQmZmJgIAAPPPMM7CxqfbegTohk8l4pxo1KBQK7XpTfPnll2jRogU++uijWr+vo6MjXFxctI9mzZrVeh9Nnd9//13oEKwGclFJ5WmrW9nZAgdiXVB+6KG5UYBOcWqh/NBBLizHbu/evY3yRp6enkhLSzNYnpGRAQBo166d0e2Sk5Ph7++PX375hXcaVKFQoLy8HHfu3IGLiwtatGjRMIGLAJrUVge5qKRyjt6ejz0mcCDWBeWHHlSgGUD5oYNcWE79d5WZYNCgQbhx4wYK9cdXArTDdgwaNMjodmlpaVCr1Vi4cCG6du2qfVy4cAE3btxA165d8fXXXzd0+E0amtRWB7mopLJAi7VwcOqmBuWHHlSgGUD5oYNcWI5dzU3qhxkzZuCnn36Cv78/Fi9eDIC7wzIgIABeXl7aOzhLS0tx9+5deHh4wMPDAwMGDMDu3bsN9vfll1+iqKgIa9euRffu3RvrMJoks2bNEjoEq4FcVFI5dELvESOEjcPKoPzQgwo0Ayg/dJALy2m0HjQvLy+8/PLLWLZsGZYsWQJ/f3+MGzcOd+7cwY8//qhtFx0djb59+2qrbw8PD0ybNs3g4eHhgebNm2PatGm1GnaDMOTEiRNCh2A1kItKKnvQrldegkBwUH7o4ebGPVOBpoXyQwe5sJxG60EDgC1btuCrr75CcHAw8vLyMHDgQBw4cACjRo1qzDCIKvTr10/oEKwGclFJZYHWundvgQOxLig/9ND0oNFAtVooP3SQC8tp1AJNKpVi9erVWL16tck2Y8aMAWOsxn2dOnWqHiMTN3mVf4wJcqGl8o9ugUQibBxWBuWHHnSK0wDKDx3kwnIa7RQnYb1ohjohyIWWyi/XEgcHgQOxLig/9KACzQDKDx3kwnKoQCMsniWiKUEuKqks0Nr06SNwINYF5YceVKAZQPmhg1xYDhVoBKKiooQOwWogFwAqKoDKOWujb9wQOBjrgvJDD81NAnQNmhbKDx3kwnKoQCPw0ksvCR2C1UAuwPuD+9zcucLFYYVQfujh7s4907VGWig/dJALy6ECjUBQUJDQIVgN5AK6P7jNmyNo61ZhY7EyKD/00MzeIpcDdL0RAMoPfciF5UiYObdMNiEuXbqEoUOHIjY2FkOGDBE6HIKwPi5eBIYPBzp2BO7eFToawlpRqwF7e+45PR3w9BQ6IoKwSupad1APGkFTcuhBLqDrQXN3Jx9VIB962NhAIZVyr+k0JwDKD33IheVQgUbg9ddfFzoEq4FcgFegkQ8+5IOPfdu23IvcXGEDsRIoP3SQC8uhAo3Anj17hA7BaiAX4BVo5IMP+eCTp7lChnrQAFB+6EMuLIcKNAJeXl5Ch2A1kAvo7uJ0cyMfVSAffGTt23MvqAcNAOWHPuTCcqhAI5Camip0CFYDuQCvB4188CEffArtKmcLpB40AJQf+pALy6ECjYC9vb3QIVgN5AK8Ao188CEffNQuLtwLKtAAUH7oQy4shwo0Ah4eHkKHYDWQC/BOcZIPPuSDj32bNtwLOsUJgPJDH3JhOVSgEbh69arQIVgN5AK8HjTywYd88EkrLeVeUA8aAMoPfciF5VCBRmD8+PFCh2A1kAvwCjTywYd88Onx2GPcCyrQAFB+6EMuLIcKNALbt28XOgSrgVyAd4qTfPAhH3xOa3pJ6BQnAMoPfciF5dBUTwRB8GnZkvuDe+0a0K+f0NEQ1kxEBDBmDNC7N5CYKHQ0BGGV0FRPRJ2hKTl0iN4FY7oeNJrqyQDywWfbkSPcC+pBA0D5oQ+5sBzqQSOgUCgg1cypJ3JE7yI/H3B3517L5VAA4vZRBdHnRxUUN29C2rMnYGcHlJUBEonQIQkK5YcOcqGDetCIOvPnn38KHYLVIHoXOTncs5MTIJWSjyqQDz7bw8K4FxUVQEmJsMFYAZQfOsiF5VCBRuDpp58WOgSrQfQuNAVay5YAyEdVyAef0ZMmAQ4O3A90mpPyQw9yYTlUoBG4du2a0CFYDaJ3UaVAE72PKpAPPtcSEnSnxGmoDcoPPciF5VCBRqBFixZCh2A1iN6FpkCrHAVc9D6qQD74tGjRggo0PSg/dJALy6ECjYCD5hQFQS6q9KCJ3kcVyAcfBwcHQPOHmE5xUn7oQS4shwo0Anfv3hU6BKtB9C6qFGii91EF8sHn7t271IOmB+WHDnJhOVSgERgxYoTQIVgNondRpUATvY8qkA8+I0aM0PWgaXJHxFB+6CAXlkMFGoHdu3cLHYLVIHoX2dncc2WBJnofVSAffHbv3q3NFSrQKD/0IReWQwUagffff1/oEKwG0buo0oMmeh9VIB983n//faBVK+4HTXEvYig/dJALy6ECjcD69euFDsFqEL2LKgWa6H1UgXzwWb9+vfaOXyrQKD/0IReWQ1M9EVCr1bCxoVodIBfo1Am4dw+IjgYee4x8VIF88FGr1bDZsweYPh14/HEgMlLokASF8kMHudBBUz0RdWbDhg1Ch2A1iN5FlR400fuoAvngs2HDBjrFqQflhw5yYTl2QgdACM+LL74odAhWg6hdKBRAaSn3urJAE7UPI5APPi+++CJQUMD9QAUa5Yce5MJyqAeNQFRUlNAhWA2idqHpPbOzA1xcAIjchxHIB5+oqCjdNWh5edyk6SKG8kMHubAcKtAIdOrUSegQrAZRu9AUaC1aABIJAJH7MAL54NOpUydevoh9NgHKDx3kwnKoQCNQVlYmdAhWg6hdVLn+DBC5DyOQDz5lZWWAra1usNqsLGEDEhjKDx3kwnKoQCOQK/L/evURtYsqg9QCIvdhBPLBR+uDhtoAQPmhD7mwHCrQCPTv31/oEKwGUbvQ9KBp/thC5D6MQD74aH1QgQaA8kMfcmE5VKAROHHihNAhWA2idmHkFKeofRiBfPDR+qACDQDlhz7kwnKoQCPw6quvCh2C1SBqF0YKNFH7MAL54KP1oRkLTeTXoFF+6CAXltPoBZpSqcTSpUvRrl07yGQyeHl54dixY9Vuc/HiRSxYsAD9+/eHs7MzOnXqhJkzZ+LGjRuNFHXTZtOmTUKHYDWI2oWRa9BE7cMI5IOP1gf1oAGg/NCHXFhOoxdo3t7eWLNmDebOnYu1a9fC1tYWkydPxtmzZ01u88MPP+Dvv//G008/jbVr12L+/Pk4ffo0hgwZgqtXrzZi9E2TBQsWCB2C1SBqFw8ecM9t2mgXidqHEcgHH60PKtAAUH7oQy4sp1ELtOjoaGzfvh2rVq3C6tWrMX/+fJw8eRKdO3fGkiVLTG736aefIjU1Fb/++ivefvttfPnllzhz5gwqKirw/fffN+IRNE18fX2FDsFqELULTYHWurV2kah9GIF88NH6oAINAOWHPuTCchq1QAsNDYWtrS3mz5+vXSaVSjFv3jycP38e9+7dM7rdE088AQcHB96ynj17on///rh+/XqDxiwGZs+eLXQIVoOoXWRmcs96BZqofRiBfPDR+qBr0ABQfuhDLiynUQu0uLg49OrVCy6V08hoGD58OADg8uXLZu+LMYbMzEx46A0JQNSNmq4BFBOidcGY0VOcovVhAvLBR+uDetAAUH7oQy4sp1ELtIyMDHh6ehos1yxLT083e19bt25FWloaZs2aVW07pVKJwsJC7aO4uLh2QYuAAQMGCB2C1SBaF/n5unkUNb0hELEPE5APPlofVKABoPzQh1xYTqMWaHK5HI6OjgbLpVKpdr05JCYm4sMPP8Tjjz+ON954o9q2q1atgqurq/YxevRoAFyx6OfnB6VSqT1X7uvri8zMTOzYsQPx8fE4ffo0wsLCkJycjMDAQBQVFfHa5ufnIzg4GImJiTh+/DjCw8Nx9epVhISEICcnh9dWLpdj06ZNuH37Ng4ePIhz584hNjYWoaGhSE9P57VVqVTYsGED0tLSsHv3bsTExCAqKgr79+9HSkoK/P39DeLOysrC9u3bER8fj4iICISFhSEpKQlBQUEGcRcWFmLLli1ISkrC0aNHcfLkSVy5cgXbtm1DdnY2r61CocCmTZuQkpKCAwcOIDIyEjExMdi1axfS09Oxbt06qNVq+Pr6Qq1WY926dUhPT8euXbsQExODyMhIHDhwACkpKdi0aRMUCgVv/9nZ2di2bRuuXLmC8PBwHD16FElJSdiyZQsKCwt5bYuKihAUFISkpCSEhYUhIiIC8fHx2L59O7KysnhtlUol/P39kZKSgv379yMqKgoxMTHYvXs30tLSsGHDBqhUKt426enp2Lt3L2JjY3Hu3DkcPHgQt2/fxqZNmyCXy3ltc3JyEBISgqtXryI8PBzHjx9HYmIigoODkZ+fbxB3YGAgkpOTERYWhtOnTyM+Ph47duxAZmamQdx+fn5ITU3Fvn37EBUVhYsXL2LPnj24f/8+Nm7ciIqKCt42GRkZCA0NRVxcHM6ePYtDhw7h1q1b2Lx5M0pKSnhtc3NzERISgoSEBJw8eRInTpxAQkIC9lfecaWUyQBHR/j6+qK4uBjbtm1DcnIyjhw5gjNnzuDy5cvYuXOnQdzl5eXw8/PD3bt3sXfvXkRHRyM6Ohp79+7F3bt34efnh/LycoPftZ07d+Ly5cs4c+YMjhw5guTkZAQEBKC4uJjXNi8vD1u3bkVCQgJOnDiBkydPIiEhASEhIcjNzeW1LSkpwebNm3Hr1i0cOnQIZ8+eRVxcHEJDQ5GRkcFrW1FRgY0bN+L+/fvYs2cPLl68iKioKOzbtw+pqakG3xGBgYGi/I4IDw83+h0RGBgIhUKBoIMHuS/c0lJEnTzZpL8jQkNDTX5HBAYGNtnviK1btyIvL4/Xtri4GAEBAUa/I27evCnK7whjdURkZCTqBGtE+vfvz8aNG2ew/Nq1awwA27hxY437yMjIYN26dWMdO3ZkaWlpNbZXKBSsoKBA+4iIiGAAWGxsbJ2OoSkSFhYmdAhWg2hdREQwBjDWsydvsWh9mIB88NH6UKsZk8m4HLp9W9igBITyQwe50BEbG1unuqNRe9A8PT2RkZFhsFyzrF27dtVuX1BQgEmTJiE/Px9HjhypsT0AODo6wsXFRfto1qxZ3YJvwnTu3FnoEKwG0bowcv0ZIGIfJiAffLQ+JBKgbVvu9b//CheQwFB+6CAXltOoBdqgQYNw48YNFBYW8pZfuHBBu94UCoUCU6ZMwY0bN3DgwAH069evIUMVFRr/hIhdGBliAxCxDxOQDz48H1SgUX7oQS4sp1ELtBkzZkClUsHf31+7TKlUIiAgAF5eXujYsSMAoLS0FImJiciuvOBUpVJh1qxZOH/+PHbu3InHH3+8McNu8kybNk3oEKwG0bowMsQGIGIfJiAffHg+qECj/NCDXFhOoxZoXl5eePnll7Fs2TIsWbIE/v7+GDduHO7cuYMff/xR2y46Ohp9+/bVXnT32WefYd++fZg0aRJyc3Px559/8h6EZWzZskXoEKwG0bowcYpTtD5MQD748HxQgUb5oQe5sBy7xn7DLVu24KuvvkJwcDDy8vIwcOBAHDhwAKNGjTK5jWZ8tP3792P//v0G62lSVsugKTl0iNaFiR400fowAfngw/NBBRrlhx7kwnIafS5OqVSK1atXIyMjAwqFAtHR0ZgwYQKvzZgxY8AYw/LlywEAp06dAmPM5IOwDJqSQ4doXWjGIKxy441ofZiAfPDh+aACjfJDD3JhOY1eoBHWR01jyYkJ0bowUaCJ1ocJyAcfng8q0Cg/9CAXlkMFGoFdu3YJHYLVIEoXajWgGf6mykwfovRRDeSDD88HFWiUH3qQC8uhAo3AiBEjhA7BahCli+xs3TRPmj+ylYjSRzWQDz48H/oFmkgvPaH80EEuLIcKNAJ37twROgSrQZQuNL1nrVsD9va8VaL0UQ3kgw/Ph+YO4LIyIC9PkHiEhvJDB7mwHCrQCO1cqIRIXZi4/gwQqY9qIB98eD4cHYGWLbnXmpwSGZQfOsiF5VCBRsDd3V3oEKwGUbqopkATpY9qIB98DHx06MA937/f+MFYAZQfOsiF5VCBRiAhIUHoEKwGUbqopkATpY9qIB98DHyIvECj/NBBLiyHCjQCTz/9tNAhWA2idFFNgSZKH9VAPvgY+NAUaPfuNX4wVgDlhw5yYTlUoBH466+/hA7BahCli2oKNFH6qAbywcfAR+V8ymLtQaP80EEuLEfCRDYU/6VLlzB06FDExsZiyJAhQodDEMIzeDBw+TJw4ADw3HNCR0M8zAQFAd7ewLPPAmFhQkdDEFZBXesO6kEjaEoOPUTpIjWVe+7c2WCVKH1UA/ngY+BD5NegUX7oIBeWQz1oBJRKJRwdHYUOwyoQnYuiIsDFhXtdUKB7XYnofNQA+eBj4CMpCejTh8ujggLhAhMIyg8d5EIH9aARdSYoKEjoEKwG0bm4e5d7dnMzKM4AEfqoAfLBx8CHpgetsJB7iAzKDx3kwnKoQCMwfvx4oUOwGkTnoprTm4AIfdQA+eBj4MPZGdCMfyXCOzkpP3SQC8uhAo3A1atXhQ7BahCdixoKNNH5qAHywceoj65dueeUlMYNxgqg/NBBLiyHCjQCrVq1EjoEq0F0Lmoo0ETnowbIBx+jPjQF2u3bjRuMFUD5oYNcWA4VaATs7OyEDsFqEJ0LTYHWqZPR1aLzUQPkg49RH926cc8iLNAoP3SQC8uhAo3APRFeK2IK0bmooQdNdD5qgHzwMepDxAUa5YcOcmE5VKARGD58uNAhWA2ic3HzJvfcvbvR1aLzUQPkg49RHyIu0Cg/dJALy6ECjcC+ffuEDsFqEJWL/HwgK4t73bOn0Sai8mEG5IOPUR+aAi0lBRDXMJuUH3qQC8uhgWoJqFQq2NraCh2GVSAqFxcvAsOHA23bAhkZRpuIyocZkA8+Rn2UlQEyGaBWA//+C7RpI0xwAkD5oYNc6KCBaok6s2HDBqFDsBpE5eLGDe65Vy+TTUTlwwzIBx+jPhwcdJOma06hiwTKDx3kwnKoQCOwYMECoUOwGkTlIjmZezZxehMQmQ8zIB98TPro04d7vn698YKxAig/dJALy6ECjaBJbfUQlQszetBE5cMMyAcfkz769eOeExIaLxgrgPJDB7mwHCrQCLz00ktCh2A1iMqFpkCrpgdNVD7MgHzwMelDpAUa5YcOcmE5VKARiIyMFDoEq0E0LlQq3R/Pvn1NNhONDzMhH3xM+hBpgUb5oYNcWA4VaAS6aqZmIcTj4uZNQC7n7rarpgdNND7MhHzwMelDU/TfuwcUFTVeQAJD+aGDXFgOFWgEFAqF0CFYDaJx8c8/3POAAUA1t8KLxoeZkA8+Jn24u3PDtwCiulGA8kMHubAcKtAI5OfnCx2C1SAaF5oC7dFHq20mGh9mQj74VOtj4EDuOS6uUWKxBig/dJALy6ECjUDfaq5BEhuicaEp0AYNqraZaHyYCfngU62PYcO454sXGycYK4DyQwe5sBwq0AicPHlS6BCsBtG4uHyZe66hB000PsyEfPCp1sdjj3HPIirQKD90kAvLoameCMjlcshkMqHDsApE4eLuXaBzZ8DOjpuP09nZZFNR+KgF5INPtT7S0oAOHbhrHAsLASenxg1OACg/dJALHTTVE1Fn/vjjD6FDsBpE4eLMGe55yJBqizNAJD5qAfngU62P9u2Bdu24IV0uXWq8oASE8kMHubAcKtAImpJDD1G4OHuWe37yyRqbisJHLSAffGr0MWIE93z6dMMHYwVQfuggF5ZDBRpBU3LoIQoXmh60p56qsakofNQC8sGnRh/PPMM9Hz3a8MFYAZQfOsiF5VCBRmDOnDlCh2A1NHkX9+4B164BEgkwcmSNzZu8j1pCPvjU6GP8eO45MhIoLm74gASG8kMHubAcKtAIhIWFCR2C1dDkXezbxz0/8QTQqlWNzZu8j1pCPvjU6KN7d6BrV6C8HDh1qlFiEhLKDx3kwnKoQCMwUDOgJNH0XezezT2/+KJZzZu8j1pCPvjU6EMiASZP5l7/9VfDByQwlB86yIXlUIFGICsrS+gQrIYm7SI9XdeL8cILZm3SpH3UAfLBxywfr77KPe/a1eRPc1J+6CAXlkMFGgGVSiV0CFZDk3bh58cNeTByJNCjh1mbNGkfdYB88DHLh5cX0LMnUFoK7NjR8EEJCOWHDnJhOY1aoCmVSixduhTt2rWDTCaDl5cXjh071uDbEtXToUMHoUOwGpqsi5ISYONG7vXHH5u9WZP1UUfIBx+zfEgkwNtvc69XrQIqKho2KAGh/NBBLiynUQs0b29vrFmzBnPnzsXatWtha2uLyZMn46xmXKYG2paonosimoqlJpqsi5UrgQcPgC5dgGnTzN6syfqoI+SDj9k+PviAuynl5k3A379hgxIQyg8d5KIeYI3EhQsXGAC2evVq7TK5XM66d+/OHn/88QbbtiqxsbEMAIuNja3dATRh8vLyhA7BamiSLk6cYMzOjjGAsb17a7Vpk/RhAeSDT618rF3L5aBMxtg//zRYTEJC+aGDXOioa93RaD1ooaGhsLW1xfz587XLpFIp5s2bh/Pnz+PevXsNsi1RM3/++afQIVgNTcqFWg0EB3M3BFRUAHPmAFOn1moXTcpHPUA++NTKx4IFwLPPAnI5MGYMN+RLE5sKmvJDB7mwnEabLH38+PFIS0tDQkICb/mJEyfwzDPPYN++fZgyZUq9b1sVzaSlX332HDp3bGm0jQQSk9tXt45bX926GratZrVFMRl8wsz0uirpwNtzlbaSqgv0fqzuPQ3WV/eeBpuy6mNipldWf6yM77FqTNXsF6w6TzXFy0yuqzYmVmVd1Y1zciG5coU7rQkAgwcBPssBe3vufavJGRuJDWxtbGFnYwdbSeWz3s/mrONCZGBg2mc1U/OWqZmat97cZVX305T2Xdf3a8h985ZV5qSdjR3vocmFmh42pXLgt1+B2ylcsnm25cZK8/AAHB0BO3vA1rx+g5q+92pD/e3J2M4bdO/EQ0DqvRx889OBWk+WbteAMfHIyMiAp6enwXLNsvT09AbZVqlUQqlUan8urrzN+5uig0C+WaETRP1R9bu6ob6721Y+tFwGdk5roDcjiFowoPIBAPiXe6gByAWLiCAalsK6bdZoBZpcLoejo6PBcqlUql3fENuuWrUKK1asMFg+ssANUokKMpkT5KWlcHJyQmlpKRylUpSVl8HW1g6s8r9NW1s7lJeXwVHqCLlcoW0rk0qhUCphb28PtUoFJgFsbGxQUVEBBwdHKBQKODnJUFoqh1QmhUKhgIODAyoqKmBjw/2XqFarYGfvAIVSASeZE0rlpXCSySCXK+Dg6ICK8gpIbDVt1bCzs0NZWRmkUinkcjlkTjKtn7KyctjZ2UKtZgAYbGxsUV5RDkdHLhaZjGsrlUqhVCphZ28PlVoFMMDG1rYybgcolQrIKmPh4lYaxK1Sq2Bvbw+lUgmZTIZSuRxOMhlK5Qo4OjqgvKIcNja2RuMuVci1xyqVSlFWVgY7Ozuo1WowALa2Nigvr4CjoyPk2rZyyKRSyJUK2Ns7QKVWQQIJbGwkWt9ypaIyBjlkMhkUcjkcHB1RUVEBiY0EgKTSNxe3k4z7bJycnFAiL4XU0RFlZWWwtbMDGIOaMdjZ2UGp51vz2UtlUpQpubhVTK31XVFeXhk3lyclpaWQybg8cbC3R4VKBYlEAhuJDcpVFXBwsIdCodTllEwGhUIOBwdHlGt8SwC1Sg07e7vKuLl4tbFUOrS1swVTcz0eNo4OKAXQzNMT2bl5aN2mNR5kPkCLli1QUFAAJycnlJeXAwDs7e1RWloKV1dX5OTkoGWrlniQ9QDNXZsjryAPjjJHKMuUYBKuB0VZoYStnS0UZQrY2NmgrLwMTMKgYubfVi8B5wAMWh9g3O+PWq2GvZ09VBUqODg4oLysHA4ODlCVq2BnZwemZpBIJLC1sYWqQgVHqSMUpQo0a9YMpSWlaObcrPL3U4byinKu58bGBhXlFZDJZCgpLkEL9xbIy8tDyxYtkZ+XDxcXF8hL5XBwcAAYoKpQwdnJGQWFBWjt0RpZWVnwbOuJjPQMtG7dGoUFhXB2coZKpYJarYaTzAmFBYVo07oNMjIy0KlTJ9y7ew/t27VH1oMsuLm5QalQwsbGBo4OjigqLEKbNm1w//599OzRE7du3kK3rt1w9+5dtG3TFoWFhXB0cIStrS1KikvQpnUb3L17F/369sP169fRv29/JCYmokuXLsh6kIXmzZqDMQaFQgGPFh64d+8e+vfrj6tXr2LwoMG4fPky+vbpi7upd+Hh4QGlQgmVSgV3N3ekp6WjT58+uBJ/BV7DvRAdHY3BgwYj8XoiOnbsiIL8AtjZ2sHZ2RmZmZno0aMHLv9zGcOGD8PZ82cxaMggxF+NR/uO7ZGVnQV7R3swCUNhcSHcW7rjzr076NqtK27cvIEuXbvgzp078PT0RH5WFprL5bApKQHkctjb2qBMLodMKuO+k52dUFpSCqlMBqVSCXu97wgbW9vK72QpFHq/l9zvT+V3hKpCm1sVFRVwcHSo/E7WtHWCXC7nvmf1v9tUKtg72EOp93up+13jvmdtbW0BMKjVjP/dVloKZ2dn7e+lsqxMGzfA5Xd5ue472SBuBweoKirj1v4tqRq3DHKFHI4OjlW+k9Wwt+O+I2RO/L9r+nEzMLAqcfO+2yyMWyKRcA4137NG4i6vqIBt1bjLlNxnXyWWsrIyLm7GfbfZ2tmh3FTcmr/H+nFXVMDRiEP9v8cSGwkk4OI2+E6udOnoyI9b83eturg1f9cKcssRhdqPAdhoBZqs8pesKgqFQru+IbZdtmwZPv30U+3Ply9fxujRo/HrkhO16mpsygQGBsLb21voMKwCcsGnNj40p8Iq1NwwChKJRFuIaV5LHvLTPVaRHy9Uea6O5yqfJ5jRdmLl85jK52eraVu5v8A7gfCe4G3e/kWAVeSHlUAudFy6dAlDQ4fWertGK9A8PT2RlpZmsDwjIwMA0K5duwbZ1tHRkdf71qxZM7NjFgsjzZg0WyyQCz618SGRSLTXoTVVKD/4kA8+5EMHubCcRruLc9CgQbhx4wYKC/knYy9cuKBd3xDbEjVz+/ZtoUOwGsgFH/LBh3zwIR98yIcOcmE5jVagzZgxAyqVCv56gxQqlUoEBATAy8sLHTt2BACUlpYiMTER2dnZtd6WqBvVnSIWG+SCD/ngQz74kA8+5EMHubCcRjvF6eXlhZdffhnLli3DgwcP0KNHDwQFBeHOnTv4448/tO2io6MxduxY+Pj4YPny5bXalqgbbm5uQodgNZALPuSDD/ngQz74kA8d5MJyGnWqpy1btmDRokUIDg7GwoULUV5ejgMHDmDUqFENui1RPYmJiUKHYDWQCz7kgw/54EM++JAPHeTCchptoFprQTNQbW0HjGvKZGZmok2bNkKHYRWQCz7kgw/54EM++JAPHeRCR13rjkbtQSOsk507dwodgtVALviQDz7kgw/54EM+dJALy6EeNIIgCIIgiAaCetCIOuPr6yt0CFYDueBDPviQDz7kgw/50EEuLId60AgolUqjU2mJEXLBh3zwIR98yAcf8qGDXOigHjSizgQGBgodgtVALviQDz7kgw/54EM+dJALy2m0cdCsBc3E6tevXxc4EuuhQ4cOuHTpktBhWAXkgg/54EM++JAPPuRDB7nQoak3NPWHuYiuQLt58yYA4NVXXxU4EoIgCIIgxMLNmzdrNUep6Aq0p556CgAQFhYGDw8PgaMRnuLiYowePRoRERGin0ieXPAhH3zIBx/ywYd86CAXfLKzszFhwgRt/WEuortJoLCwEK6urigoKICLi4vQ4QgO+dBBLviQDz7kgw/54EM+dJALPnX1QTcJEARBEARBWBlUoBEEQRAEQVgZoivQHB0d4ePjQ+OzVEI+dJALPuSDD/ngQz74kA8d5IJPXX2I7ho0giAIgiAIa0d0PWgEQRAEQRDWDhVoBEEQBEEQVgYVaARBEARBEFYGFWgEQRAEQRBWRpMu0C5evIgFCxagf//+cHZ2RqdOnTBz5kzcuHHD7H0olUosXboU7dq1g0wmg5eXF44dO9aAUTccxcXF8PHxwcSJE9GiRQtIJJJaTWh76tQpSCQSo4+oqKiGC7yBsNQH0LTyA7DseB7W/LDkmJva5w/U/Zge1s+/Oiz9jmhq+WGJj6aYH5bWGDXlR5Oe6umHH37AuXPn8PLLL2PgwIH4999/4evriyFDhiAqKgoDBgyocR/e3t4IDQ3FokWL0LNnTwQGBmLy5MkIDw/Hk08+2QhHUX9kZ2fj66+/RqdOnfDoo4/i1KlTddrPwoUL8dhjj/GW9ejRox4ibFzqw0dTyg+gfo7nYcsPS465qX3+gOXH9LB9/tVh6XdEU8uP+vjObEr5YWmNUWN+sCbMuXPnmFKp5C27ceMGc3R0ZHPnzq1x+wsXLjAAbPXq1dplcrmcde/enT3++OP1Hm9Do1AoWEZGBmOMsYsXLzIALCAgwOztw8PDGQC2c+fOBoqwcbHUR1PLD0uP52HMD0uOual9/oxZdkwP4+dfE5Z8RzTF/LDER1PMD0tqDHPyo0mf4nziiSfg4ODAW9azZ0/0798f169fr3H70NBQ2NraYv78+dplUqkU8+bNw/nz53Hv3r16j7khcXR0RNu2betlX0VFRaioqKiXfQmFpT6aWn7U5/E8LPlhyTE3tc8fqL9jelg+/5qw5DuiKeZHff0NaSr5YUmNYU5+NOkCzRiMMWRmZsLDw6PGtnFxcejVq5fB5KbDhw8HAFy+fLkhQrR63nzzTbi4uEAqlWLs2LGIiYkROiRBaGr5UV/H8zDlhyXH3NQ+f6B+julh+vwbkqaYH/VBU88Pc2sMc/KjSV+DZoytW7ciLS0NX3/9dY1tMzIy4OnpabBcsyw9Pb3e47NmHBwcMH36dEyePBkeHh5ISEjATz/9hKeeegqRkZEYPHiw0CE2Kk0tPyw9nocxPyw55qb2+QOWHdPD+Pk3JE0xPyxBLPlhbo1hTn48NAWaWq1GWVmZWW0dHR0hkUgMlicmJuLDDz/E448/jjfeeKPG/cjlcqNzZ0mlUu16oagPH7XliSeewBNPPKH9eerUqZgxYwYGDhyIZcuW4ciRIxa/R10RwkdTyw9Lj8ea88MUlhyzNX/+dcWSY3oYP/+GpCnmhyWIIT9qU2OYkx8PzSnO06dPQyaTmfVISkoy2P7ff//Fc889B1dXV+2535qQyWRQKpUGyxUKhXa9UFjqo77o0aMHXnjhBYSHh0OlUjXY+9SEED6aWn40xPFYS36YwpJjtubPv67U9zFZ++ffkDTF/KhvmlJ+1LbGMCc/HpoetD59+iAgIMCstlW7DQsKCjBp0iTk5+fjzJkzaNeundn7SUtLM1iekZEBAGbvpyGwxEd907FjR5SVlaGkpMTgfHpjIYSPppYfDXU81pAfprDkmK35868rDXFM1vz5NyRNMT8agqaQH3WpMczJj4emQGvbti28vb1rvZ1CocCUKVNw48YNHD9+HP369TN720GDBiE8PByFhYW8xLlw4YJ2vVDU1UdDcPv2bUilUjRr1kywGITw0dTyo6GOxxrywxSWHLM1f/51pSGOyZo//4akKeZHQ/Cw50ddawyz8qO+xwWxJioqKtjUqVOZnZ0dO3jwYLVtS0pK2PXr11lWVpZ2WVRUlME4JQqFgvXo0YN5eXk1WNyNQU1j2Bjz8eDBA4N2ly9fZvb29mzq1KkNFWqjUBcfTS0/anM8TSU/zD1mMXz+jFnm42H8/GtDdd8RYskPfWrroynmh7k1Rl3z46HpQasLn332Gfbt24cpU6YgNzcXf/75J2/9q6++qn0dHR2NsWPHwsfHB8uXLwcAeHl54eWXX8ayZcvw4MED9OjRA0FBQbhz5w7++OOPxjyUesPX1xf5+fnaO4j279+P+/fvAwA++ugjuLq6AjDuY9asWZDJZHjiiSfQunVrJCQkwN/fH05OTvj+++8FOR5LscRHU8uP2hxPU8kPc49ZDJ8/YJmPh/HzNwdzviPEkh9A3X00xfwwt8aoc340XG0pPKNHj2YATD700Yxy7OPjw1sul8vZ4sWLWdu2bZmjoyN77LHH2JEjRxrxKOqXzp07m/SRkpKibWfMx9q1a9nw4cNZixYtmJ2dHfP09GSvvvoqS05ObvwDqScs8cFY08sPc4+nKeWHOccsls+fsbr7eFg//5ow5ztCTPlRVx9NMT/MrTHqmh8SxhizqIQkCIIgCIIg6pWHZpgNgiAIgiAIsUAFGkEQBEEQhJVBBRpBEARBEISVQQUaQRAEQRCElUEFGkEQBEEQhJVBBRpBEARBEISVQQUaQRAEQRCElUEFGkEQBEEQhJVBBRpBEARBEISVQQUaQRBEHfD29oZEIoFEIsGAAQN46yoqKrBkyRJ07NgRNjY2mDZtmjBBWjFubm5afwsWLBA6HIKwOqhAI4gmRGBgoPaPXtXHF198IXR4TQ4PDw8EBwcbTPa8efNmrF69GjNmzEBQUBA++eSTenm/zz77DP369au2zYYNG/Dyyy+jU6dOkEgk8Pb2Ntk2Pz8f8+fPR6tWreDs7IyxY8fi0qVLvDY5OTlYvXo1Ro0ahVatWsHNzQ0jRozAX3/9VWO83377rdECFgD8/f0RHBxc4z4IQqzYCR0AQRD1z9dff42uXbvylhn7I0lYhrOzM1599VWD5SdPnkT79u3x888/1+v7HTx4EFOmTKm2zQ8//ICioiIMHz4cGRkZJtup1Wo899xz+Oeff/D555/Dw8MD69evx5gxYxAbG4uePXsCAM6fP4///Oc/mDx5Mr788kvY2dnh77//xuzZs5GQkIAVK1YY3f/9+/fx3XffwdnZ2ej6mTNnAgBee+01cw6dIEQHFWgE0QSZNGkShg0bZlZbhUIBBwcH2NhQh3p98eDBA7i5udXrPm/fvo2kpCRs3Lix2nYRERHa3rNmzZqZbBcaGorIyEjs3LkTM2bMAMAVTb169YKPjw9CQkIAAP3790dycjI6d+6s3faDDz7AM888gx9++AFLliwxWoQtXrwYI0aMgEqlQnZ2dl0OmSBEDX0jE4SIOHXqFCQSCbZv344vv/wS7du3h5OTEwoLCwEAFy5cwMSJE+Hq6gonJyeMHj0a586dM9jP2bNn8dhjj0EqlaJ79+7w8/PD8uXLIZFItG3u3LkDiUSCwMBAg+0lEgmWL1/OW5aWloa33noLbdq0gaOjI/r374/NmzcbjX/Hjh349ttv0aFDB0ilUjz99NO4efOmwftcuHABkydPhru7O5ydnTFw4ECsXbsWABAQEACJRIK4uDiD7b777jvY2toiLS2tRqf6aI45PDwc165d055ePnXqFABg+/btGDp0KJo3bw4XFxc88sgj2nhq4uDBg3B1dcWTTz5ZbbvOnTvzPgdThIaGok2bNnjppZe0y1q1aoWZM2di7969UCqVAICuXbvyijOA+/ymTZsGpVKJ27dvG+z79OnTCA0NxS+//GLGkREEYQzqQSOIJkhBQYFBr4WHh4f29TfffAMHBwcsXrwYSqUSDg4OOHnyJCZNmoShQ4fCx8cHNjY2CAgIwLhx43DmzBkMHz4cAHDlyhU8++yzaNWqFZYvX46Kigr4+PigTZs2dY43MzMTI0aM0F4w3qpVKxw+fBjz5s1DYWEhFi1axGv//fffw8bGBosXL0ZBQQF+/PFHzJ07FxcuXNC2OXbsGJ5//nl4enri448/Rtu2bXH9+nUcOHAAH3/8MWbMmIEPP/wQW7duxeDBg3n737p1K8aMGYP27dvX6jhatWqF4OBgfPvttyguLsaqVasAAH379sWxY8cwZ84cPP300/jhhx8AANevX8e5c+fw8ccf17jvQ4cOYfz48bCzq5+v7bi4OAwZMsSg53T48OHw9/fHjRs38Mgjj5jc/t9//wXAzysAUKlU+Oijj/D2229Xuz1BEDXACIJoMgQEBDAARh+MMRYeHs4AsG7durHS0lLtdmq1mvXs2ZNNmDCBqdVq7fLS0lLWtWtXNn78eO2yadOmMalUylJTU7XLEhISmK2tLdP/SklJSWEAWEBAgEGcAJiPj4/253nz5jFPT0+WnZ3Nazd79mzm6uqqjVUTf9++fZlSqdS2W7t2LQPArly5whhjrKKignXt2pV17tyZ5eXl8fapf3xz5sxh7dq1YyqVSrvs0qVLJuPW54033mCdO3c2um706NGsf//+vGUff/wxc3FxYRUVFdXu1xglJSVMKpXWGFNVnJ2d2RtvvGFy3VtvvWWw/ODBgwwAO3LkiMn95uTksNatW7OnnnrKYJ2vry9zdXVlDx48YIwZd6EPAPbhhx/WcCQEIT7oFCdBNEHWrVuHY8eO8R76vPHGG5DJZNqfL1++jOTkZLzyyivIyclBdnY2srOzUVJSgqeffhqnT5+GWq2GSqVCWFgYpk2bhk6dOmm379u3LyZMmFCnWBlj+PvvvzFlyhQwxrTvnZ2djQkTJqCgoMDgzsI333wTDg4O2p+feuopANCebouLi0NKSgoWLVpkcC2Y/um/119/Henp6QgPD9cu27p1K2QyGaZPn16n4zGFm5sbSkpKDD4Lczh58iSUSiUmTZpUb/HI5XI4OjoaLJdKpdr1xlCr1Zg7dy7y8/Px22+/8dbl5OTgv//9L7766iu0atWq3mIlCDFCpzgJogkyfPjwam8SqHqHZ3JyMgCucDNFQUEBlEol5HK59g4/fXr37o1Dhw7VOtasrCzk5+fD398f/v7+Rts8ePCA97N+cQgA7u7uAIC8vDwAwK1btwDUfOfq+PHj4enpia1bt+Lpp5+GWq3Gtm3b8MILL6B58+a1Ppbq+OCDD7Bjxw5MmjQJ7du3x7PPPouZM2di4sSJNW578OBBDBs2zKLTyFWRyWTa68z0USgU2vXG+Oijj3DkyBFs2bIFjz76KG/dl19+iRYtWuCjjz6qtzgJQqxQgUYQIqTqH1+1Wg0AWL16NQYNGmR0m2bNmhn9g24KUxeqq1Qqo+/96quvmiwQBw4cyPvZ1tbWaDvGmNnxafbzyiuv4Pfff8f69etx7tw5pKenGx06w1Jat26Ny5cvIywsDIcPH8bhw4cREBCA119/HUFBQdVue+jQIbz55pv1Go+np6fRYTg0y9q1a2ewbsWKFVi/fj2+//57g+ExkpOT4e/vj19++QXp6ena5QqFAuXl5bhz5w5cXFzQokWLej0OgmiqUIFGEAS6d+8OAHBxccEzzzxjsl2rVq0gk8m0PW76JCUl8X7W9Grl5+fzlqemphrss3nz5lCpVNW+d23QHM/Vq1dr3Ofrr7+O//3vf9i/fz8OHz6MVq1a1fl0bU04ODhgypQpmDJlCtRqNT744AP4+fnhq6++Qo8ePYxuc/XqVdy9exfPPfdcvcYyaNAgnDlzBmq1mnejwIULF+Dk5IRevXrx2q9btw7Lly/HokWLsHTpUoP9paWlQa1WY+HChVi4cKHB+q5du+Ljjz+mOzsJwkzoGjSCIDB06FB0794dP/30E4qLiw3WZ2VlAeB6nCZMmIA9e/bg7t272vXXr19HWFgYbxsXFxd4eHjg9OnTvOXr16/n/Wxra4vp06fj77//xtWrV02+d20YMmQIunbtil9++cWgQKzayzZw4EAMHDgQmzZt0g7AWl93SuqTk5PD+9nGxkbbM1hdz+ShQ4fQpk0bs8e1M5cZM2YgMzMTu3bt0i7Lzs7Gzp07MWXKFN71aX/99RcWLlyIuXPnYs2aNUb3N2DAAOzevdvg0b9/f3Tq1Am7d+/GvHnz6vUYCKIpQz1oBEHAxsYGmzZtwqRJk9C/f3+8+eabaN++PdLS0hAeHg4XFxfs378fAHea68iRI3jqqafwwQcfoKKiAr/99hv69++P+Ph43n7ffvttfP/993j77bcxbNgwnD59Gjdu3DB4/++//x7h4eHw8vLCO++8g379+iE3NxeXLl3C8ePHkZubW+vj2bBhA6ZMmYJBgwbhzTffhKenJxITE3Ht2jWDYvL111/H4sWLAaBBTm8CnIvc3FyMGzcOHTp0QGpqKn777TcMGjQIffv2NbndwYMHMWnSJLPGNgOA/fv3459//gEAlJeXIz4+HitXrgQATJ06VVsUzpgxAyNGjMCbb76JhIQE7UwCKpWKNztAdHQ0Xn/9dbRs2RJPP/00tm7dynu/J554At26dYOHh4fROUc1PWY0HylB1BJhbyIlCKI+0QyzcfHiRaPrNcNU7Ny50+j6uLg49tJLL7GWLVsyR0dH1rlzZzZz5kx24sQJXruIiAg2dOhQ5uDgwLp168Y2btzIfHx8WNWvlNLSUjZv3jzm6urKmjdvzmbOnMkePHhgMMwGY4xlZmayDz/8kHXs2JHZ29uztm3bsqeffpr5+/vXGL+pIT3Onj3Lxo8fz5o3b86cnZ3ZwIED2W+//WZw3BkZGczW1pb16tXLqBdj1HaYjdDQUPbss8+y1q1bMwcHB9apUyf27rvvsoyMDJPvkZ+fz+zs7NiOHTtqFRdMDLVS1U9ubi6bN28ea9myJXNycmKjR482yJ3qhm4xtk9zXOgDGmaDIIwiYayWV9USBEEYYfny5VixYkWtL9S3BrKzs+Hp6akdIsIcvL29cfLkSVy6dAl2dnb1PrUTAOzYsQNz585FdnY2XF1d633/QpKbmwu1Wo1WrVrhww8/hK+vr9AhEYRVQdegEQQhegIDA6FSqWo9cfe9e/fQqlWrGqdfqitubm749ddfm1xxBgDdunWjsdIIohroGjSCIETLyZMnkZCQgG+//RbTpk1Dly5dzN52yZIl2uvVqpuU3BKeffbZBtmvNbB3716Ul5cDADp27ChwNARhffw/MgWy45Mt0p8AAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
        "<Figure size 700x400 with 1 Axes>"
       ]
      },
      "metadata": {},
      "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Compare transfer function of Square root Raised cosine and Remez sqrt(0.5) center gain\n",
+    "fLim = None\n",
+    "fLim = (0, 1)\n",
+    "dbLim = None\n",
+    "dbLim = (-120, 5)    # Curve of hRemezRoot corresponds to Figure 2a in [2]\n",
+    "dbLim = (-0.05, 0.05)    # Curve of hRemezRoot corresponds to Figure 2b in [2]\n",
+    "dbLim = (-0.2, 0.2)\n",
+    "_, fRemezRoot, HFRemezRoot = dsp.dtft(hRemezRoot)\n",
+    "dsp.plot_power_spectrum(fSrRc, HFSrRc, 'r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
+    "dsp.plot_power_spectrum(fRemezRoot, HFRemezRoot, 'g', fs=fs, fLim=fLim, dbLim=dbLim)\n",
+    "plt.legend(['HFSrRc', 'HFRemezRoot'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22166964",
+   "metadata": {},
+   "source": [
+    "# 3. Inter symbol interference (ISI)\n",
+    "\n",
+    "* The impulse responses and also the square root responses have near zero ISI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "ca6a6c5b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# LPF impulse response weights the symbol value\n",
+    "hResponses = [hRc, hSrRc, hRemez, hRemezRoot]\n",
+    "hNames = ['hRc', 'hSrRc', 'hRemez', 'hRemezRoot']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "360f4b5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Input data bits\n",
+    "Nsymbols = 100\n",
+    "data = 2 * np.round(rng.uniform(0.0, 1.0, Nsymbols)) - 1  # random data\n",
+    "#data = np.ones(Nsymbols)  # constant all ones data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "f2a14ccb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Distortion: std(ISI) / max(h):\n",
+      ". hRc       : -64.8 [dB]\n",
+      ". hSrRc     : -55.9 [dB]\n",
+      ". hRemez    : -70.4 [dB]\n",
+      ". hRemezRoot: -62.4 [dB]\n"
+     ]
     },
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
+       "(-0.01, 0.01)"
       ]
      },
+     "execution_count": 34,
      "metadata": {},
-     "output_type": "display_data"
+     "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 700x400 with 1 Axes>"
       ]
@@ -399,31 +514,81 @@
     }
    ],
    "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)"
+    "# Sum responses of Nsymbols random +-1 data values in time\n",
+    "N = Ntaps + (Nsymbols - 1) * Tsymbol\n",
+    "dataSymbols = np.zeros(N)\n",
+    "print('Distortion: std(ISI) / max(h):')\n",
+    "for hi, h in enumerate(hResponses):\n",
+    "    for n in range(Nsymbols):\n",
+    "        dataSymbols[n * Tsymbol : n * Tsymbol + Ntaps] = h * data[n]\n",
+    "    # signal level at perfect symbol timing\n",
+    "    hMax = np.max(h)\n",
+    "    # intersymbol interference level at symbol timing\n",
+    "    isiStd = np.std(dataSymbols[0:(Nsymbols - 1) * Tsymbol])\n",
+    "    print('. %-10s: %5.1f [dB]' % (hNames[hi], dsp.pow_db(isiStd / hMax)))\n",
+    "    \n",
+    "# Plot dataSymbols to show near zero ISI at symbol timing\n",
+    "plt.plot(dataSymbols)\n",
+    "plt.title('ISI level at data symbols')\n",
+    "plt.ylim(-0.01, 0.01)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "00759606",
+   "id": "555782c6",
    "metadata": {},
    "source": [
-    "# 2 Compare remez filter and LOFAR subband filter"
+    "# 4. Pulse shaped signal"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 216,
-   "id": "73baa95f",
+   "execution_count": 35,
+   "id": "0aace1f4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Input data bits\n",
+    "Nsymbols = 100\n",
+    "data = 2 * np.round(rng.uniform(0.0, 1.0, Nsymbols)) - 1  # random data\n",
+    "data = np.ones(Nsymbols)  # all ones data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "6b1c261f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Pulses\n",
+    "Nsps = 4  # typically Nsps = Tsymbol, but can try other values\n",
+    "Nsamples = Nsps * Nsymbols\n",
+    "dataPulses = np.zeros((Nsps, Nsymbols))\n",
+    "dataPulses[0] = data\n",
+    "dataPulses = dataPulses.T.reshape(1, Nsamples)[0]\n",
+    "#pulses"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "3371a035",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "text/plain": [
+       "Text(0.5, 1.0, 'Data signal of data symbols')"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 700x400 with 1 Axes>"
       ]
@@ -433,31 +598,88 @@
     }
    ],
    "source": [
-    "fLim = (-2, 2)\n",
-    "dbLim = (-140, 5)\n",
+    "# Data signal\n",
+    "dataSignal = signal.lfilter(hRc, [1.0], dataPulses)\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",
+    "# Plot dataSignal to show constant overlap add (COLA) when data is all ones\n",
+    "plt.plot(dataSignal)\n",
+    "plt.title('Data signal of data symbols')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "461688fd",
+   "metadata": {},
+   "source": [
+    "# Appendix"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "05e72133",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[-1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.\n",
+      "  0.  0.  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0.\n",
+      "  1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.\n",
+      "  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.\n",
+      " -1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0. -1.  0.\n",
+      "  0.  0.  1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.\n",
+      "  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.  1.  0.\n",
+      "  0.  0.  1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.\n",
+      " -1.  0.  0.  0.  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.\n",
+      "  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.\n",
+      " -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.\n",
+      "  0.  0.  1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0.\n",
+      " -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0.  1.  0.\n",
+      "  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.\n",
+      "  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.\n",
+      "  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.\n",
+      "  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.  1.  0.\n",
+      "  0.  0. -1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.  0.  0.\n",
+      " -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.\n",
+      "  0.  0.  1.  0.  0.  0.  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.\n",
+      " -1.  0.  0.  0.  1.  0.  0.  0.  1.  0.  0.  0. -1.  0.  0.  0.  1.  0.\n",
+      "  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0. -1.  0.  0.  0.\n",
+      " -1.  0.  0.  0.]\n",
+      "PASSED: signal.lfilter() = signal.convolve() = np.convolve()\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Check that signal.lfilter() and np.convolve() and signal.convolve() yield the same\n",
+    "Nsymbols = 100\n",
+    "data = 2 * np.round(rng.uniform(0.0, 1.0, Nsymbols)) - 1  # random data\n",
+    "Nsamples = Tsymbol * Nsymbols\n",
+    "dataPulses = np.zeros((Tsymbol, Nsymbols))\n",
+    "dataPulses[0] = data\n",
+    "dataPulses = dataPulses.T.reshape(1, Nsamples)[0]\n",
+    "print(str(dataPulses))\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",
+    "dataSignalFir = signal.lfilter(hRc, [1.0], dataPulses)\n",
+    "dataSignalSigConv = signal.convolve(dataPulses, hRc)\n",
+    "dataSignalSigConv = signal.convolve(hRc, dataPulses)  # convolution order is dont care\n",
+    "dataSignalSigConv = dataSignalSigConv[0:Nsamples]\n",
+    "dataSignalNpConv = np.convolve(dataPulses, hRc)\n",
+    "dataSignalNpConv = dataSignalNpConv[0:Nsamples]\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)"
+    "if not np.allclose(dataSignalFir, dataSignalNpConv):\n",
+    "    print('ERROR: signal.lfilter() differs from np.convolve()')\n",
+    "elif not np.allclose(dataSignalFir, dataSignalSigConv):\n",
+    "    print('ERROR: signal.lfilter() differs from signal.convolve()')\n",
+    "else:\n",
+    "    print('PASSED: signal.lfilter() = signal.convolve() = np.convolve()')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "e5f840ab",
+   "id": "1565bb8d",
    "metadata": {},
    "outputs": [],
    "source": []