diff --git a/applications/lofar2/model/pfb_os/iir_filter.ipynb b/applications/lofar2/model/pfb_os/iir_filter.ipynb
index 23a6e896dee5d976bd6dc4ea1b2ce7ebb131141d..997c89a57dfa04db38fdfcbd6ad7b43c9892e415 100644
--- a/applications/lofar2/model/pfb_os/iir_filter.ipynb
+++ b/applications/lofar2/model/pfb_os/iir_filter.ipynb
@@ -21,7 +21,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 72,
    "id": "3563bc63",
    "metadata": {},
    "outputs": [],
@@ -33,7 +33,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 73,
    "id": "f820b0ac",
    "metadata": {},
    "outputs": [],
@@ -43,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 74,
    "id": "a131b5b6",
    "metadata": {},
    "outputs": [
@@ -53,7 +53,7 @@
        "<module 'dsp' from '/dop466_0/kooistra/git/hdl/applications/lofar2/model/pfb_os/dsp.py'>"
       ]
      },
-     "execution_count": 52,
+     "execution_count": 74,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -65,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": 75,
    "id": "e38f8974",
    "metadata": {},
    "outputs": [],
@@ -76,9 +76,17 @@
     "fNyquist = fs / 2\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "8ade0f04",
+   "metadata": {},
+   "source": [
+    "# 1 Try IIR analysis for simple IIR filters"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 76,
    "id": "ea2b5233",
    "metadata": {},
    "outputs": [],
@@ -94,23 +102,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 77,
    "id": "92a4c9d4",
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Zeros, poles and gain from b, a coefficients:\n",
-      ". poles:\n",
-      "  p = 0.9\n",
-      ". gain: k = 1.000\n",
-      "Coefficients back from z, p, k:\n",
-      "  b = 1.0\n",
-      "  a = [ 1.  -0.9]\n"
-     ]
-    },
     {
      "data": {
       "image/png": "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\n",
@@ -159,18 +154,90 @@
     "z, p, k = dsp.plot_iir_filter_analysis(b, a, fs=1, whole=whole, Ntime=100, step=False, show=show)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "30af15a4",
+   "metadata": {},
+   "source": [
+    "# 2 Try IIR design"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 82,
    "id": "c262342b",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAF4CAYAAAAYMf64AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAACJyUlEQVR4nO3dd1gUV9sG8HvpTVAUBBRFsTfs2BB7S4yJNcWoiYmpGpNoemKKJYmmGPFVCBEUxQJBsQUUQUBwpQgCUkSqFJHeZBfYne8PYT9XUFGZncPy/K5rrzfOnpl54H5nPZ6dOUfEcRwHQgh5RqtWrcL+/fuRkZEBGxsbocshhJA2Q0PoAgghbMrMzIRIJFJ66ejowNraGq+++iri4uKELpE0w8bGhjrDhLQxWkIXQAhhm62tLZYvXw4AqKqqglgsxuHDh+Hj44MLFy5g4sSJAldICCFtG3XGCCGP1KdPH3z//fdK27755hts2bIFX3/9NS5evChIXYQQoi7oa0pCyBNbu3YtACAyMrLJexzH4a+//sKAAQOgq6uLnj174ocffoBcLldqV15ejl9++QWOjo6wsrKCjo4OrKyssGLFCqSlpTU5rkQiwW+//QY7OzuYmJjA0NAQNjY2WLp0Ka5du9akva+vL6ZPn45OnTpBT08PQ4YMwY4dOyCTyVr8cwYFBWHu3LmwsrKCrq4uunbtCgcHB7i4uCi1E4lEmDJlCnJycvDKK6+gS5cuMDAwwMSJExEQENDssWtra/H7779j5MiRMDQ0RIcOHeDg4ICTJ08+tP0ff/yBMWPGoEOHDjAyMsKgQYPwySefoLS0VPG1clZWFrKyspS+Xm7sTF+8eFHx5/DwcMyaNQsdO3aESCRq8v6DGo+/atUqpe2NX4uWl5fjvffeg6WlJQwNDTF58mRcvXoVAJCXl4fly5fD3Nwc+vr6mDVrFlJTU1ucAyHqjkbGCCFPrfEv8ftt3LgRwcHBeP755zF79mycOHEC33//PWpra7FlyxZFu6SkJHz33XeYOnUqXnrpJRgaGiI5ORmenp44c+YMrl69ip49eyrar1y5EseOHcOwYcPwxhtvQFdXF7du3UJQUBAiIyNhZ2enaPvll1/i559/Rrdu3bBw4UKYmJggNDQUGzduxJUrV+Dl5fXYn+3MmTOYP38+OnbsiAULFsDS0hKFhYW4du0aPDw8sGbNGqX2paWlmDhxIszMzPDWW2+hsLAQR48exZw5c+Dt7Y0XX3xR0VYqlWLOnDm4ePEihg8fjtWrV6Ourg5nzpzBggULsGvXLnz44YeK9jU1NZg5cybCwsLQt29fxc+fmpoKZ2dnrFixAjY2Nti0aRP+/PNPAMD69esV+0+ZMkWp1vDwcGzduhVTp07FmjVrkJ2d/djfx6PU1tZi5syZkEgkWLZsGQoKCnDs2DHMmDED4eHhmD17NiwtLbF8+XLcvHkTp06dwnPPPYekpCRoamo+07kJUQscIYQ0IyMjgwPAzZ49u8l73333HQeAmzp1qmLbypUrOQBcr169uLy8PMX2wsJCrmPHjlyHDh04qVSq2F5WVsYVFxc3OXZgYCCnoaHBvfXWW0ptRSIRN2rUKK6+vl6pfX19PVdaWqr487lz5xR1V1VVKbbL5XLu3Xff5QBw3t7ej/35Fy5cyAHgYmNjm7xXVFSk9GcAHADu1Vdf5eRyuWL7tWvXOB0dHc7MzIy7e/euYvtXX33FAeC+/fZbpfYVFRXc6NGjOR0dHS43N1ex/dNPP+UAcK+//nqTn7+srIyrrKxU/Llnz55cz549m/2ZgoKCFLXu27fvoe9v2rSpyXuN/39YuXKl0vaePXtyALglS5ZwdXV1iu2//PILB4Dr2LEj9/HHHyv9nO+99x4HgPv333+brZOQ9oY6Y4SQZjX+5Wtra8tt2rSJ27RpE7dhwwbOwcGBA8Dp6elx4eHhivaNnbHm/pJvfC8uLq5F5x46dChnY2Oj+HN5eTkHgJs4caLSX+rNeeGFFzgAXFZWVpP3Gjt1ixYtemwNjZ2xlJSUx7YFwGlqanKZmZlN3lu9erVSB1Amk3GdOnXibG1tm/1ZTp48yQHgdu3axXEcx9XV1XEdOnTgTExMuJKSksfW0pLO2MiRIx/5/tN0xh78fWdnZ3MAOCMjI666ulrpvZCQEA4A99133z325yGkPaCvKQkhj5SWloYffvgBAKCtrY2uXbvi1VdfxRdffIGhQ4c2aT9q1Kgm27p37w4AKCsrU9p+8eJF/Pnnn7hy5QqKiopQX1+veE9HR0fx38bGxpg3bx7Onj2LkSNHYsmSJZgyZQrGjBkDbW1tpWOKxWIYGhpi3759zf48+vr6SE5OfuzP/fLLL8PHxwfjxo3Dq6++iunTp8PBwQFdunRptn2PHj2UvlZt5ODggH/++QcxMTFYtGgRUlJSUFpaCisrK8Xv9X6FhYUAoKgxOTkZlZWVmDFjBjp16vTYultizJgxrXKcRp06dUKPHj2UtllaWgIA+vbtCwMDg2bfy8vLa9U6CGmrqDNGCHmk2bNnw8/Pr8XtjY2Nm2zT0rr3UXP/zfNeXl5YtmwZjIyMMHv2bNjY2MDAwAAikQju7u7IyspSOoaXlxe2bt0KT09PfP3114pzvfHGG9i6daviL/ySkhLU19c329FpVF1d/difY8mSJThx4gR+//137N27F7t374ZIJMLUqVPx22+/Yfjw4Urtu3bt2uxxGreXl5cr6gOA69ev4/r164+tsXG/bt26PbbmlnpYrU/rUZk/6r26urpWrYOQtoo6Y4QQQXz//ffQ09NDdHQ0+vbtq/TekSNHmrQ3MDDA5s2bsXnzZmRkZCAoKAh79+7Fzp07UVNTA2dnZwD3/vIXiUQoKip65hoXLFiABQsWoLKyEmFhYfDx8cE///yDOXPmIDk5GR07dlS0LSgoaPYYjdtNTEwU9QHAokWL4O3t/dgaGs+Rm5v7DD+JsuYevAAADY17D9jfP0LZqLFTSAhpfTS1BSFEEGlpaRg4cGCTjlh+fj7S09MfuW+vXr3w5ptvIjg4GEZGRkrTQdjb26O4uLhVp07o0KED5syZAxcXF6xatQoFBQW4cuWKUpvs7Owmo3kAEBoaCgAYMWIEAGDgwIEwNjZGVFRUi0aG+vfvD2NjY0RGRqK0tPSx7TU1NZ9o+o77NX4N2lzHLyYm5qmOSQh5POqMEUIE0bNnT9y8eVNpREkikeC9995r0kkpLCxEQkJCk2OUlpZCKpVCT09PsW3dunUAgDfffBPFxcVN9rl9+zaSkpIeW19ISEiznZo7d+4AgNI5gXtfwX711Vfg7lvuNy4uDh4eHjAzM8O8efMA3PuK7r333kNWVhY2bNjQbIcsISFBcR4tLS288847KC8vx0cffdSkpvLyclRVVSn+bGpqiqKiIkgkksf+jA/q378/OnTogJMnTyq+TgXuje5t3rz5iY9HCGkZ+pqSECKItWvXYu3atRgxYgQWL16M+vp6nD9/HhzHwc7OTmki19zcXIwYMQJ2dnYYNmwYunXrhuLiYvj6+qKurg4bNmxQtJ0zZw6+/fZb/PTTT+jTpw/mzJmDnj17ori4GDdv3kRoaCg2b96MgQMHPrK+devWIS8vD5MmTYKNjQ1EIhEuXbqEiIgIjBs3DpMmTVJqP2zYMFy6dAljxozBjBkzFPOM1dfXw8XFBfr6+oq2P/zwA65evYq//voLZ86cweTJk2Fubo7c3FzEx8fj2rVruHz5MszNzQEAP/74I8RiMTw8PCAWizF37lzo6uoiPT0dfn5+uHTpkuIetmnTpiEqKgpz586Fg4MDdHR0MHnyZEyePPmxmejo6GDt2rXYunUrRo4cqfiK9tSpU3B0dGx2Ml5CSCsQ+nFOQgibHjXPWHMap6/IyMho8t6mTZs4AFxQUJBim1wu5/bu3csNHjyY09PT4ywsLLjVq1dzd+7c4RwdHbn7P55KS0u577//nps8eTJnaWnJ6ejocFZWVtycOXO4//77r9l6zp8/z82fP58zMzPjtLW1OQsLC278+PHcTz/9xGVnZz/25zly5Ai3dOlSztbWljMwMOBMTEw4Ozs77pdfflGa14vj7k1t4ejoyN26dYtbtmwZZ2pqyunp6XHjx4/nzp071+zx6+vrOWdnZ27ixImcsbExp6ury/Xo0YObM2cOt2fPHqU50jiO4yQSCbdjxw5u+PDhnL6+PmdkZMQNGjSI+/TTT5XmWausrOTefvttztLSktPU1FSaquJRU1c0kslk3Pfff89ZW1tzOjo6XL9+/bidO3dy6enpD53a4mFTaTT+Xh70sGkyCGmvRBx335g6IYSQJyYSieDo6EjrdBJCngrdM0YIIYQQIiDqjBFCCCGECIg6Y4QQQgghAqKnKQkh5BnRrbeEkGdBI2OEEEIIIQKizhghhBBCiIDoa8oHFBUVwd/fHzY2NkqTNBJCCCGE8IE6Yw/w9/fH8uXLhS6DEEIIIe0EdcYeYGNjAwA4ePDgY5dLeRaFhYUwMzPj7fik5SgLNlAO7KAs2EFZsIPPLKgz9oDGryYHDhyIkSNH8nYeb29vzJ49m7fjk5ajLNhAObCDsmAHZcEOPrOgG/gF0qtXL6FLIA0oCzZQDuygLNhBWbCDzyyoMyYQiUQidAmkAWXBBsqBHZQFOygLdvCZBXXGBFJWViZ0CaQBZcEGyoEdlAU7KAt28JkFdcYEwufDAeTJUBZsoBzYQVmwg7JgB59ZUGdMIIGBgUKXQBpQFmygHNhBWbCDsmAHn1mIOFpUTcnVq1cxatQoREdH8/o0ZU1NDU0qywjKgg2UAzsoC3ZQFuzgMwsaGRPIP//8I3QJpAFlwQbKgR2UBTsoC3bwmQWNjD1AVSNjhBBCCCEAjYwJguM4ODk5CV0GaUBZsIFyYAdlwQ7Kgh18ZkGdMRXjOA4fesZAZ+A00KAkG1555RWhSyCgHFhCWbCDsmAHn1lQZ0zF/BJu40x8Praez0BoapHQ5RDcWxyeCI9yYAdlwQ7Kgh18ZkGdMRWbPdgCdt1NAACulzJodIwBw4YNE7oEAsqBJZQFOygLdvCZBXXGVExDQ4RRPU0BACE3CnE44pbAFZHCwkKhSyCgHFhCWbCDsmAHn1lQZ0wAJvraiv/+/fwNASshACCTyYQugYByYAllwQ7Kgh18ZkGdMQEY62sp/ruoSipgJQQAunfvLnQJBJQDSygLdlAW7OAzC+qMCcBYT/vxjYjKREZGCl0CAeXAEsqCHZQFO/jMgjpjAtDV/v9fu6aGSMBKCADMnz9f6BIIKAeWUBbsoCzYwWcW1BkTQL3s/5+g1KLOmOAOHjwodAkElANLKAt2UBbs4DMLWg7pAapYDimjqBpTd1xU/Dl96zxoUKeMEEIIaZdoZEwAvboYYplZvuLP0nq5gNUQWm6EDZQDOygLdlAW7OAzCxoZe4CqFgovLa/AiG2hAICYb2eik6EOb+cij1ZZWYkOHToIXUa7Rzmwg7JgB2XBDj6zoJExgfge94G25r2vJmvqaB4ZIf37779Cl0BAObCEsmAHZcEOPrOgzphAJk6cCD1tTQCAhDpjgpo4caLQJRBQDiyhLNhBWbCDzyyoMyaQ9PR06Grd+/WfTywQuJr2LT09XegSCCgHllAW7KAs2MFnFlqPb0L4oK+vj6KqSgDAtv+ScTGlEI79zTC+d2cMtjKGlib1k1VFX19f6BIIKAeWUBbsoCzYwWcW1BkTSMeOHQFUKv58Ob0Yl9OLAQAddLUwppcpxvU2xfjeXTDIypgmh+XRvSyI0CgHdlAW7KAs2MFnFjT8IpDk5GSlP3/z3EDMGNgVHfS0UCmtR2DyHWw9m4z5Tpcw/MdzeGt/JFxD05GQWw6ZnB6AbU0PZkGEQTmwg7JgB2XBDj6zoKktHqCqqS0KCgpg/0cUAGDGQHO4rhwDAJDJOSTlV0CcXozLacWIyChBpbReaV9jPS2M7dX53siZbWcMtDCmSWOfQUFBAbp27Sp0Ge0e5cAOyoIdlAU7+MyCRsYE4uXlhc0vDkFfcyP8sGCIYrumhghDupngLYfe+GfVGMRumoWTH07EV/MGYNoAcxjpaqFCUo+ApAJsPpOE5/66hNFbAvDBoas4KM5CRlE1qH/9ZLy8vIQugYByYAllwQ7Kgh18ZkEjYw9Q1cjY06qXyXE9r+LePWZpxYjMLMHdWuWpMaxM9DChTxdM7NMZE2y7oKuxnkDVEkIIIeRxaGRMIE+7rIKWpgbsrDviXUdb7H9zLK5tmgXvd8fj4xn9MLaXKbQ1Rcgrl8A7OgcfH70G+60XMOP3YGzyTYBfwm2U361r5Z+k7aPlRthAObCDsmAHZcEOWg5JhVQ1MiaVSqGrq9vqx71bW4/IzFKEpxUh/GYxEvLKcX/CGiJgSDcTTLC9N3I2uqcp9HU0W72OtoSvLMiToRzYQVmwg7JgB59Z0MiYQNzd3Xk5roGOFhz7meHLuQNxau0kxHw7E3uXj8Tr43qit5kh5BwQl1OOvcFpeP2fCNj9cA4vu1zGXxdSEZ1V2i6f1OQrC/JkKAd2UBbsoCzYwWcWajUyJpVK8d1338HDwwOlpaUYNmwYNm/ejJkzZ7b4GKoaGcvKykLPnj15O/7D3C6XIDytCGE3ixGeVoT8conS+8Z6WpjUtwsm9zXD5H5msOqo/hMOCpUFUUY5sIOyYAdlwQ4+s1CrSV9XrVoFb29vrF+/Hn379oW7uzvmzZuHoKAgTJo0SejylFy7dk2QC8zCRA8LR3bHwpHdwXEcMoqqEZZWjPCbRQi7WYQKST3Oxt/G2fjbAIA+5kYNHbMuGNe7s2I9TXUiVBZEGeXADsqCHZQFO/jMQm06YxEREThy5Ai2b9+ODRs2AABWrFiBIUOG4LPPPkN4eLjAFSozNzcXugSIRCL0NjNCbzMjvD6uJ+plclzLKUfIjUKEpBbi2q0y3LxThZt3qrAvLAM6Whqw72WqGDXr19UIIlHbn9+MhSwI5cASyoIdlAU7+MxCbTpj3t7e0NTUxJo1axTb9PT0sHr1anz11Ve4desWrK2tBaxQmaYmeyNMWpoaGNWzE0b17ISPZ/ZD2d1ahN0sVnTO8sslCE0tQmhqEbacTYKFsR4c+nbBlP7mcOjXBcZ62kL/CE+FxSzaI8qBHZQFOygLdvCZhdp0xmJiYtCvXz8YGxsrbR87diwAIDY2ttnOmFQqhVQqVfy5qqqK30Ib5ObmYsyYMSo519PqaKCD54ZZ4rlhluA4DjfvVCH4RiFCUotwJb0Ytysk8IrOgVd0DrQ0RBjbyxTTBphj+sCu6NXFUOjyW6wtZNEeUA7soCzYQVmwg88s1OZpyvz8fFhaWjbZ3rgtLy+v2f22bdsGExMTxcvR0VFxPGdnZ0ilUsXcIk5OTigoKMCxY8cQFxeHkJAQ+Pv7IzU1Fe7u7qisrFRqW1ZWBg8PDyQnJyMgIABBQUFISEiAp6cn+vTpo9S2pqYGrq6uSE9Px5kzZxAWFobo6Gh4e3sjLy9Pqa1MJsOePXuQm5uL48ePIyoqCmKxGKdOnUJGRgZcXFya1F1YWIgjR44gLi4OwcHB8Pf3R0pKCvbv39+k7oqKChw4cAApKSk4d+6cou6owNN4caAxxt6NwLVNs7C4y22sGt8DnbXrUS/nEJ5WjM1nkjB1x0WM+f4Uvjgagc9/+wfSuno4OTlBLpdj9+7dyMvLg4+PD6KiohAeHo7Tp08jIyMDrq6ukEgkSrUUFRXh8OHDiI+PR1BQEM6dO4eUlBQcOHAAFRUVSm0rKyuxf/9+pKSkwN/fH8HBwYiLi8ORI0dQWFio1FYqlcLFxQUZGRkoLy+HWCxGVFQUjh8/jtzcXOzZswcymUxpn7y8PHh7eyM6OhphYWE4c+YM0tPT4erqipqaGqW2xcXF8PT0REJCAoKCghAQEIDk5GR4eHigrKysSd3u7u5ITU2Fv78/QkJCEBcXh2PHjqGgoKBJ3c7OzsjKysLJkychFosRGRmJEydOICcnB3v37kV9fb3SPvn5+fD29kZMTAwuXbqEs2fPIi0tDfv27UN1dbVS25KSEnh6eiIxMRGBgYG4cOECEhMTcejQIZSWliq1raqqgpubG1JTU+Hn54fQ0FDExsbCy8urSd11dXVwdnZGdnY2fH19ERERgYiICPj6+iI7OxvOzs4YPnx4k2vNy8sLsbGxCA0NhZ+fH1JTU+Hm5oaqqiqltqWlpTh06BASExNx4cIFBAYGIjExEZ6enigpKVFqW11djX379iEtLQ1nz57FpUuXEBMTA29vb+Tn5yu1ra+vx969e5GTk4MTJ04gMjISYrEYJ0+eRFZWFq+fEcXFxYJ9Rshksif+jIiPj8fhw4dRVFSk1FYikcDV1RUZGRk4ffo0wsPDERUVBR8fH+Tl5WH37t2Qy+VMf0acOnVKsM+IxMRE+oxo+Iyoq6sT9DPizp07vH1GqM3TlLa2tujfvz/Onj2rtD09PR22trb4448/sH79+ib7PTgyFhsbC0dHR96fpty7dy/effdd3o6vaplF1QhMvoPA5Du4klGMOtn//9+qg64WJvczw7QB5pjS3wydjdiaM0fdsmirKAd2UBbsoCzYwWcWatMZGzJkCLp27YoLFy4obU9MTMTgwYOxd+9evPPOO489jqqmtqivr4eWltp8S6ykUlKHS6lFuJB8B0HJd1BcXat4TyQCxvQ0xazBXTF7sAWsTQ0ErPQedc6iLaEc2EFZsIOyYAefWajN15SWlpbIz89vsr1xm5WVlapLeqS9e/cKXQJvOuhpY+5QS+xYYofIr2fg+PsTsHZaHwyyNAbHARGZJdh8JgkOvwbh+V2hcApMxc07lYLVq85ZtCWUAzsoC3ZQFuzgMwu1GRnbuHEj/vjjD5SUlCjdxL9161Z8/fXXyM7ObtHTlKwvFN7W5ZbV4Nz12/BLuI3IzBLcP+F/bzNDzBlsgTlDLDC0m4laTJtBCCGEPI7ajIwtXrwYMpkMLi4uim1SqRRubm6wt7dnaloLoP0u/tqtoz7emNgLR98Zj8ivZ+CXRUMxtb8ZtDVFSC+sxv8upuEFpzBM/DkQP51OxLVbZeD73wvtNQvWUA7soCzYQVmwgxYKb6GlS5fi+PHj+Pjjj9GnTx/s378fERERuHDhAiZPntyiY6hqZOxhT3+2VxWSOgQl38G56wUISrmDu7UyxXs9Oxtg/jArzLezQn+LDq1+bsqCDZQDOygLdlAW7OAzC7UZGQOAAwcOYP369fDw8MC6detQV1eH06dPt7gjpkphYWFCl8AUYz1tLBjeDbtfG4mr386E8+ujMN/OCvramsgqvgunoJuY/WcIZv8RAqfAVGQVV7fauSkLNlAO7KAs2EFZsIPPLNTqEQ09PT1s374d27dvF7qUx7K1tRW6BGbpaWti9mALzB5sgbu19QhIuoNT1/IQnFKIlIJKpJyrxI5zN2DX3QQLR3bHC3ZW6GSo89TnoyzYQDmwg7JgB2XBDj6zUKvOWFtSXd16IzvqzEBHCy/YWeEFOyuU19TB//ptnLqWh7CbRbiWU45rOeXYfCYRMwZ2xeJR3TG5nxm0NZ9swJeyYAPlwA7Kgh2UBTv4zII6YwKpqKgQuoQ2x0RfG0tHW2PpaGsUVUlxMjYP/17NwfW8CvyXcBv/JdxGFyNdvDjcCotHd8cAC+PHHxSUBSsoB3ZQFuygLNjBZxbUGRNI//79hS6hTetipIs3J/XCm5N6ISm/Av9G5+BEbC6KqqRwvZQB10sZGNrNBK/a98CC4VYw0Hn4/9UpCzZQDuygLNhBWbCDzyzU6gb+tiQ4OFjoEtTGQEtjfPP8IFz+cjpcV4zGnMEW0NYUIT63HF/6xMN+ywV855uAlNvNTyxLWbCBcmAHZcEOyoIdfGahVlNbtAZVTW1RXV0NQ0ND3o7f3pVU1+Lf6BwcupKFzOK7iu1jbDrhNfuemDPEAnramgAoC1ZQDuygLNhBWbCDzyxoZEwgbm5uQpeg1kwNdfD25N4I/HQKDq62x5zBFtDUECEysxTrj8Ziws+B+O1cCu5USigLRlAO7KAs2EFZsIPPLGhk7AG0HJL6KqiQ4GjkLRyOyEZ+uQQAoKOpgReGW2H1pF4YaNmyG/4JIYSQ1kQjYwKhJS5Ur6uxHtZN74vQz6Ziz2sjMapnJ9TK5PCOzsHcnaF4zVWMoOQ7kMvp3ydCoGuCHZQFOygLdtBySCqkqpGxkpISmJqa8nZ80jJXs0ux50IKLtwoVixaPsCiAz6c1gdzh1hCU4MWK1cVuibYQVmwg7JgB59Z0MiYQPz8/IQugQAY2aMTpuqmI+SzqXjboReMdLWQfLsSH3rGYNYfwfC5moN6mVzoMtsFuibYQVmwg7JgB59ZUGdMIMOHDxe6BNJg+PDh6N7JAF8/Nwhhn0/D+hl9YaynhbTCanxy7Bqm/RaMIxHZqKNOGa/ommAHZcEOyoIdfGZBnTGB3L59W+gSSIP7szAx0Mb6Gf0Q9sU0fDanP0wNdZBdchdf+MRj1h8hOB2XB/pmnx90TbCDsmAHZcEOPrOgzphA6C90djSXRQc9bbw/pQ8ufT4V3zw3EJ0NdZBRVI0PPWOwYHcYwm4WCVCpeqNrgh2UBTsoC3bwmQV1xgRiaWkpdAmkwaOyMNDRwlsOvRH82VSsn9EXhjqaiMspx2uuV/D6P1dwPa9chZWqN7om2EFZsIOyYAefWVBnTCAxMTFCl0AatCQLI10trJ/RD8GfTcWqCTbQ1hQhNLUI83ddwjcn4lF2t1YFlao3uibYQVmwg7JgB59Z0NQWD1DV1BalpaXo1KkTb8cnLfc0WWQX38Uv/sk4E5cPAOhooI0Ns/rjlbE9aDqMp0TXBDsoC3ZQFuzgMwsaGRPIoUOHhC6BNHiaLHp0NsDuV0fi8Nvj0L9rB5TdrcM3JxLw4u4w+uryKdE1wQ7Kgh2UBTv4zIJGxh5AyyGRJ1Uvk+OgOAu/n7+BCkk9NDVEeNexN9ZO66tYjJwQQgh5GBoZEwgtccGOZ81CS1MDqyb2woVPp2DeUAvI5Bx2B6Vh3l+hiMosaaUq1R9dE+ygLNhBWbCDlkNSIVWNjFVVVcHIyIi345OWa+0s/BJu41vfBBRWSqEhAj6c1hfrpvWBlib92+dR6JpgB2XBDsqCHXxmQX87CMTLy0voEkiD1s5izhALBHzsiIUju0HOAX9dSMVS58u4VXK3Vc+jbuiaYAdlwQ7Kgh18ZkGdMYFMmjRJ6BJIAz6yMDHQxu9Lh+OvV0agg64WrmaXYd7OUJyOy2v1c6kLuibYQVmwg7JgB59ZUGdMIGlpaUKXQBrwmcULdlY4+5EDRvfshEppPT70jMG2s0m0+Hgz6JpgB2XBDsqCHXxmQZ0xgRgaGgpdAmnAdxbWpgY4smYc3nW0BQA4h6RjlVskSqtpotj70TXBDsqCHZQFO/jMgjpjAunQoYPQJZAGqshCS1MDX8wdAKdXR0BfWxOXbhbhhd2XkFZYxfu52wq6JthBWbCDsmAHn1lQZ0wgqampQpdAGqgyi+eHWeH4BxPQw9QAt0pqsHhPOKKzSlV2fpbRNcEOyoIdlAU7+MyCOmMCmTx5stAlkAaqzmKAhTGOvz8BdtYdUXq3Dq/+Lca567dVWgOL6JpgB2XBDsqCHXxmQZ0xgdDjyuwQIovORro4/LY9pg0wh7RejvcOXcXJa+37SUu6JthBWbCDsmAHn1nQpK8PoOWQiCrVy+T4/N94/Hs1Bxoi4Pelw/HiiG5Cl0UIIUSF1GZk7OLFixCJRM2+xGKx0OU1QUtcsEPILLQ0NbB98TC8PMYacg74+Fgs/o3OEaweIdE1wQ7Kgh2UBTtoOaQWuHjxIqZOnYp169ZhzJgxSu/NmTMHXbp0adFxVDUyVldXB21tbd6OT1qOhSzkcg7f+CbA80o2NETA/14biTlDLAWtSdVYyIHcQ1mwg7JgB59ZqM3IWCMHBwcsX75c6dXSjpgq7du3T+gSSAMWstDQEGHLi0OwbPS9EbJ1h2MRfrNI6LJUioUcyD2UBTsoC3bwmYXadcYAoLKyEvX19UKX8Uhz584VugTSgJUsRCIRtrw0BHMGW6BWJsfbB6IQl1MmdFkqw0oOhLJgCWXBDj6zULvO2BtvvAFjY2Po6elh6tSpiIqKErqkZsXExAhdAmnAUhZamhr48+XhmGDbGdW1MrzpHomc0vaxwDhLObR3lAU7KAt28JmF2nTGdHR0sGjRIuzcuRO+vr7YvHkz4uPj4eDg8MhfoFQqRUVFheJVVaWaGdEtLdvX/UAsYy0LPW1NuKwYjYGWxiiqqsVq9yhUSuqELot3rOXQnlEW7KAs2MFnFkx2xuRyOSQSSYtejc8fTJgwAd7e3njzzTfxwgsv4IsvvoBYLIZIJMKXX3750HNt27YNJiYmipejoyMAID8/H87OzpBKpYonKJycnFBQUIBjx44hLi4OISEh8Pf3R2pqKtzd3VFZWanUtqysDB4eHkhOTkZAQACCgoKQkJAAT09PVFRUKLWtqamBq6sr0tPTcebMGYSFhSE6Ohre3t7Iy8tTaiuTybBnzx7k5ubi+PHjiIqKglgsxqlTp5CRkQEXF5cmdRcWFuLIkSOIi4tDcHAw/P39kZKSgv379zepu6KiAgcOHEBKSgrOnTuHoKAgxMfH4/DhwygqKlJqK5FI4OrqioyMDJw+fRrh4eGIioqCj48P8vLysHv3bsjlcjg5OUEul2P37t3Iy8uDj48PoqKiEB4ejtOnTyMjIwOurq6QSCRKxy8qKsLhw4cRHx+PoKAgnDt3DikpKThw4ECT32FlZSX279+PlJQU+Pv7Izg4GHFxcThy5AgKCwuV2kqlUri4uCAjIwPh4eEQi8WIiorC8ePHkZubiz179kAmkyntk5eXB29vb0RHRyMsLAxnzpxBeno6XF1dUVNTo9S2uLgYnp6eSEhIQFBQEAICApCcnAwPDw+UlZU1qdvd3R2pqanw9/dHSEgI0lMS8VLn2+hiqI2UgkqsPRyDv3bdq9vZ2RlZWVk4efIkxGIxIiMjceLECeTk5GDv3r2or69XOn5+fj68vb0RExODS5cu4ezZs0hLS8O+fftQXV2t1LakpASenp5ITExEYGAgLly4gMTERBw6dAilpaVKbauqquDm5obU1FT4+fkhNDQUsbGx8PLyQkFBgVLburo6ODs7Izs7G76+voiIiEBERAR8fX2RnZ0NZ2fnJnUXFBTAy8sLsbGxCA0NhZ+fH1JTU+Hm5oaqqiqltqWlpTh06BASExNx4cIFBAYGIjExEZ6enigpKVFqW11djX379iEtLQ1nz57FpUuXEBMTA29vb+Tn5yu1ra+vx969e5GTk4MTJ04gMjISYrEYJ0+eRFZWFq+fEcXFxYJ9RsTGxtJnxH2fEadOnRLsM8LHx6fZz4i4uDgcO3asybWmzp8RdXV1gn5GXLx4kbfPCCafpmx8MrIlkpKSMGDAgIe+/8orr8DHxwd3796FpqZmk/elUimkUqniz7GxsXB0dOT9aUpfX18sWLCAt+OTlmM5i7icMix1vgxJnRyrJtjg+xcGC10Sb1jOob2hLNhBWbCDzyy0eDnqMxowYADc3Nxa1PZxw4bW1taora1FdXU1jI2Nm7yvq6sLXV1dxZ+NjIyerNinNGLECJWchzwey1kM694Rvy8djvcPXYV7eCZ6mxlixXgbocviBcs5tDeUBTsoC3bwmQWTnTELCwusWrWqVY6Vnp4OPT09lXWyWuq///7DO++8I3QZBOxnMW+oJTbO7o/t/in44VQibDobYnI/M6HLanWs59CeUBbsoCzYwWcWTH5N+TQKCwthZqb8F9S1a9cwZswYzJ07F76+vi06Dk362v60hSw4jsOnXtfgczUXHfS0cPz9iehjztY/MJ5VW8ihvaAs2EFZsIMmfW2BZcuW4bnnnsOWLVvw999/4+OPP8aECRNgYGCAn3/+WejymnB2dha6BNKgLWQhEomwbeFQjLHphEpJPVbvj0Rpda3QZbWqtpBDe0FZsIOyYAefWajNyNhff/2FQ4cO4ebNm6ioqICZmRmmT5+OTZs2oU+fPi0+Di0UTlhWXCXFi/8Lw62SGoztZYqDq+2ho6U2/6YihJB2STR//vyn7oxt2bIFQ4cObc16BKeqzpiTkxM+/PBD3o5PWq6tZXGjoBIL/xeOKmk9lo7ujl8WDYNIJBK6rGfW1nJQZ5QFOygLdvCZhcjMzIwzNDR8op3kcjlycnJw/vx5TJs2jZfChKKqzlhBQQG6du3K2/FJy7XFLIJS7mC1eyTkHPDVvAFYM9lW6JKeWVvMQV1RFuygLNjBZxYaf/75JzIyMp7oFR0dDTX5dlMwISEhQpdAGrTFLKb2N8c3zw0CAGz7LxnnEwsErujZtcUc1BVlwQ7Kgh18ZqFhamr6xDtpa2vDzs4OHTp04KGk9qFv375Cl0AatNUs3phog1fte4DjgI+OxCAht1zokp5JW81BHVEW7KAs2MFnFhpz5sx54p1MTEwQExODMWPG8FBS+1BZWSl0CaRBW81CJBLhhxcGY2KfzrhbK8PKfRFIK1TN2qp8aKs5qCPKgh2UBTv4zIIewxJIdXW10CWQBm05C21NDexZPgpDuhmjuLoWr7teQW5ZjdBlPZW2nIO6oSzYQVmwg88stLKzs594px49evBQSvtia9v2b7hWF209C2M9bex/YyyWOl9GWmE1Xne9gqPvjIdZB93H78yQtp6DOqEs2EFZsIPPLLR69er1xDvJZDIeSmlfLl26RPcCMEIdsuhspIuDb9lj8Z7LSC+qxnLXKzj4ln2b6pCpQw7qgrJgB2XBDj6zELm7uysei5TL5di5cyeysrLw2muvoX///gCA5ORkeHp6wsbGBuvWrcMbb7zBSzEsUNXUFlVVVcytl9leqVMWGUXVWOZ8GXcqpejdxRCH3raHpYm+0GW1iDrl0NZRFuygLNjBZxYaK1euROMrLy8PEokEN2/ehJOTE9auXYu1a9di9+7duHHjBu7evYvbt2/zUkh74+7uLnQJpIE6ZdGriyGOvTMe3TrqI72oGkudL+NWyV2hy2oRdcqhraMs2EFZsIPPLJSWQ7K2tsbHH3+MTz75pNnGO3bswF9//YWnuc+sraDlkIg6yCm9i1f/voLskruwNNGD+xtj0d+CpqIhhBAWKT1NWVxcjLt3H/6v6Lt376K4uJj3otoDJycnoUsgDdQxi+6dDHDsnfGwNTNEfrkEi/eEI+xmkdBlPZI65tBWURbsoCzYwWcWSiNj06ZNQ1xcHPz9/TFq1CilhlFRUZg9ezbs7OwQGBjIW0FCU9XIWGlpKTp16sTb8UnLqXMWpdW1WOMRhcjMUmhpiPDzomFYPKq70GU1S51zaGsoC3ZQFuzgMwulkTEnJydoaGhg7NixmDhxIlatWoVVq1Zh4sSJsLe3h4aGBnbt2sVLIe3N2bNnhS6BNFDnLDoZ6sBjtT2eH2aJejmHDV7X8KtfMmRy9pYzU+cc2hrKgh2UBTv4zEKpMzZo0CDEx8dj3bp1KC4uxtGjR3H06FEUFxfjo48+Qnx8PAYPHsxbMe3JiBEjhC6BNFD3LPS0NfHXyyPwruO9OXL+dzENq9wiUFpdK3BlytQ9h7aEsmAHZcEOPrNoMgN/165d8ccffyA5ORk1NTWoqalBcnIyfv/9d1hYWPBWSHuTn58vdAmkQXvIQkNDhC/mDsDOl4dDT1sDoalFmO90Cdfz2FnPsj3k0FZQFuygLNjBZxa0HJJARCKR0CWQBu0piwXDu+H4+xPRw9QAOaU1WLQnHIcjsnHfraOCaU85sI6yYAdlwQ4+s9B6cINEIsG///6Lq1evory8HHK5vEkx//zzD28FtRc0ysiO9pbFQEtjnPpwEj46GoOLKYX40iceITcK8fPCYTAx0BasrvaWA8soC3ZQFuzgMwulzlhWVhamTp2KzMxMdOzYEeXl5TA1NUVZWRlkMhm6dOlCMwG3ktjYWAwaNEjoMgjaZxYmBtrYt3IM/g5Nx3b/FPyXcBvXbpXhz5dHYGwvU0Fqao85sIqyYAdlwQ4+s1D6mnLjxo0oLy+HWCzGjRs3wHEcjh49iqqqKvzyyy/Q19eHv78/L4W0N3PmzBG6BNKgvWahoSHCO4628Hl/Anp1MUReuQQvu1zGr37JkNarfv3Z9poDiygLdlAW7OAzC6XOWGBgIN5//32MHTsWGhr33uI4Drq6uti4cSOmT5+O9evX81ZMe+Lp6Sl0CaRBe89iWPeOOL12EpaM6g45d+9py+f/uoTYW2UqraO958ASyoIdlAU7+MxCadJXAwMD7Nq1C6tXr0Z9fT10dXXh5eWFhQsXAgD+/vtvbNiwAeXl7DyB1dpoOSTSnvkl5OObEwkoqqqFhgh4e3JvfDyjH/S0NYUujRBC1JbSyFiPHj2Qk5MDANDS0kK3bt0gFosV7ycmJkJPT0+1FaopWuKCHZTF/5szxBLnP3bEguFWkHOAc3A6nvsrFJGZJbyfm3JgB2XBDsqCHSpbDun999+HWCzG1atXAQDfffcdtm3bhlWrVkEul8PDwwMrVqyAq6srbwUJTVUjY9XV1TA0NOTt+KTlKIvmnU8swFfH41FYKQUALBnVHV/MHYDORrq8nI9yYAdlwQ7Kgh18ZqE0MvbFF1/g66+/hlR678P3q6++wsqVK+Ht7Q1fX1+8+uqr+P3333kppL05evSo0CWQBpRF82YO6orzH0/GK2OtAQBe0TmY9lswDkdkQ87DckqUAzsoC3ZQFuzgMwulkTGiupGxtLQ02Nra8nZ80nKUxeNFZ5XimxMJSMqvAACM6NERPy0YgiHdTFrtHJQDOygLdlAW7OAzC8XI2N27d9G5c2ds376dlxMRZSkpKUKXQBpQFo83qmcnnPpwIr55biAMdTQRk12G+U6X8Ll3HO5USlrlHJQDOygLdlAW7OAzC0VnzMDAAFpaWvTdtIoYGxsLXQJpQFm0jJamBt5y6I0Ln07BfDsrcBxwNOoWpm6/iN1BNyGpe7a5ySgHdlAW7KAs2MFnFkr3jC1atAje3t5MrFOn7qjTyw7K4slYmOhh1ysj4P3ueNh1N0F1rQzb/VMw4/dgnInLf+rPD8qBHZQFOygLdvCZhVJn7OWXX8adO3cwdepUHDp0CGFhYbh69WqTF3l2aWlpQpdAGlAWT2e0jSmOvz8Rfyyzg4WxHnJKa/CB51Us2Xv5qabCoBzYQVmwg7JgB59ZKN3A3zjrPtD86uQcx0EkEkEmU/1SKaqiqhv48/PzYWlpydvxSctRFs/ubm09XELSsTc4DZI6OQBg2gBzbJzdHwMtWza0Tzmwg7JgB2XBDj6zUBoZc3NzU7z27dvX5NW4XVWqqqqwadMmzJkzB6amphCJRHB3d39oe6lUis8//xxWVlbQ19eHvb09zp8/r7J6n8S///4rdAmkAWXx7Ax0tLB+Rj9c3DAVr4ztAU0NEQKT72DeX6FYfyQG2cV3H3sMyoEdlAU7KAt28JkF01NbZGZmolevXujRowd69+6Nixcvws3NDatWrWq2/SuvvAJvb2+sX78effv2hbu7OyIjIxEUFIRJkya16Jy0HBIhzy69sAq/nb+BM3H5AAAtDRFeGdsDa6f1gbkxreJBCCH303h8E+FYWloiPz8fWVlZj51yIyIiAkeOHMG2bduwfft2rFmzBoGBgejZsyc+++wzFVXccrTEBTsoi9bX28wIu18didNrJ2FyPzPUyzl4iLPg8GsQfjh1HXcqmk6HQTmwg7JgB2XBDj6z0HiaeTMkEgl+//13xTqWfNHV1YWFhUWL2np7e0NTUxNr1qxRbNPT08Pq1atx+fJl3Lp1i68yn8q7774rdAmkAWXBnyHdTHDgzbE4/PY4jOzREdJ6OdzCMjHp1yB8f/I6bpf/f6eMcmAHZcEOyoIdfGahER0d/cQ7VVdXY+PGjbhx4wYPJT2dmJgY9OvXr8k8IGPHjgUAxMbGNrufVCpFRUWF4lVVVcV3qQCg1ut7tjWUBf/G23bGv+9NgMfqsRjVsxNq6+VwD8/E5O1B2OSbgNvlEsqBIZQFOygLdvCZhYaPjw9+/PHHJ3qxOEv/w55yaNyWl5fX7H7btm2DiYmJ4uXo6Kg4nrOzM6RSqWJo0snJCQUFBTh27Bji4uIQEhICf39/pKamwt3dHZWVlUpty8rK4OHhgeTkZAQEBCAoKAgJCQnw9PTEpEmTlNrW1NTA1dUV6enpOHPmDMLCwhAdHQ1vb2/k5eUptZXJZNizZw9yc3Nx/PhxREVFQSwW49SpU8jIyICLi0uTugsLC3HkyBHExcUhODgY/v7+SElJwf79+5vUXVFRgQMHDiAlJQXnzp1DUFAQ4uPjcfjwYRQVFSm1lUju/SWakZGB06dPIzw8HFFRUfDx8UFeXh52794NuVwOJycnyOVy7N69G3l5efDx8UFUVBTCw8Nx+vRpZGRkwNXVFRKJROn4RUVFOHz4MOLj4xEUFIRz584hJSUFBw4cQEVFhVLbyspK7N+/HykpKfD390dwcDDi4uJw5MgRFBYWKrWVSqVwcXFBRkYG9PX1IRaLERUVhePHjyM3Nxd79uyBTCZT2icvLw/e3t6Ijo5GWFgYzpw5g/T0dLi6uqKmpkapbXFxMTw9PZGQkICgoCAEBAQgOTkZHh4eKCsra1K3u7s7UlNT4e/vj5CQEMTFxeHYsWMoKChoUrezszOysrJw8uRJiMViREZG4sSJE8jJycHevXtRX1+vtE9+fj68vb0RExODS5cu4ezZs0hLS8O+fftQXV2t1LakpASenp5ITExEYGAgLly4gMTERBw6dAilpaVKbauqquDm5obU1FT4+fkhNDQUsbGx8PLyalJ3XV0dXFxc0FO3Bq9bFuKbSSbo31kLtfVy7L+chYnbApBsaIetf+5Ruta8vLwQGxuL0NBQ+Pn5ITU1FW5ubqiqqlI6fmlpKQ4dOoTExERcuHABgYGBSExMhKenJ0pKSpTaVldXY9++fUhLS8PZs2dx6dIlxMTEwNvbG/n5+Upt6+vrsXfvXuTk5ODEiROIjIyEWCzGyZMnkZWVxetnRHFxsWCfEWZmZvQZcd9nxKlTpwT7jCgpKWk3nxHOzs7Izs6Gr68vIiIiEBERAV9fX2RnZ8PZ2Rl1dXVNrjVVfkZoaGjw9hkhEolET30Df0BAAKZNm9aitnK5HLW1tS1qq6ur22RqjaioKIwZM+ahN/Db2tqif//+OHv2rNL29PR02Nra4o8//sD69eub7CeVShULowP3RtAcHR15v4H/xIkTePHFF3k7Pmk5ykIYHMchPK0YOwNSEdEwL5mWhggLhnfDu4690bdrB4ErbL/ommAHZcEOPrPQksvlvBz4QSEhIZg6dWqL2iYlJWHAgAFPdHx9fX2lTlUjiUSieL85urq60NXVVfzZyMjoic77tLp166aS85DHoyyEIRKJMLFPF0yw7YzL6cXYcuIqrhfW4d+rOfj3ag5mDuqK96bYYmSPTkKX2u7QNcEOyoIdfGahxduRHzBgwAC4ubm1qO3TTKpmaWmJ3NzcJtvz8+89Wm9lZfXEx+STOk+c29ZQFsISiUSYYNsF3040hl63Adh7MQ3+ibdxPrEA5xMLMK63Kd6b0geT+3ZpdjJq0vrommAHZcEOPrNQWWfMwsLiofODtYbhw4cjKCgIFRUVSjfxX7lyRfE+S+7cuSN0CaQBZcGGO3fu4IVx47D39VG4eacKzsFpOBGbC3F6CcTpERhkaYx3p9hi3hALaGkyPStPm0fXBDsoC3bwmYXafKItXrwYMpkMLi4uim1SqRRubm6wt7eHtbW1gNU1ZWdnJ3QJpAFlwYb7c+hjboTtS+wQvHEqVk/qBQMdTSTmV2Dd4Rg4br+Iv0PSUSGpE7Ba9UbXBDsoC3bwmQXznTEnJyds3rxZsQzTqVOnsHnzZmzevBnl5eWKdvb29liyZAm+/PJLfPbZZ3BxccG0adOQmZmJX3/9VajyH8rPz0/oEkgDyoINzeVg1VEf3z4/CGGfT8PHM/qhs6EOcstqsOVsEsZvvYAfTyXiVsnjl1oiT4auCXZQFuzgMwuml0MCABsbG2RlZTX7XkZGBmxsbBR/lkgk+Pbbb3Hw4EGUlpZi2LBh+OmnnzB79uwWn09VyyFJpVKlBweIcCgLNrQkB0mdDL6xuXANzUDqnXtzAmqIgNmDLfCWQy+M7NGJ7itrBXRNsIOyYAefWTA/MpaZmQmO45p93d8RA+7NuL99+3bk5+dDIpEgIiLiiTpiqvT3338LXQJpQFmwoSU56GlrYtmYHjj38WQceHMsJvczg5wD/ku4jUV7LuPF/4Xj1LU81MtU85S4uqJrgh2UBTv4zKLZkbHc3FyEhITgzp07WLRoEbp37w6ZTIby8nKYmJhAU1OTt4KERguFE9K2pNyuxL5LGTgem4va+nudsG4d9bFifE8sG2ONjgY6AldICCGPpjQyxnEcPvnkE/Tq1QuvvfYaPvnkE8WSR1VVVbCxscGuXbsEKVTd0OKv7KAs2PC0OfS36IBfFg9D+BfTsH5GX8V9Zdv+S8a4bRfwxb9xSMyraOVq1RtdE+ygLNjBZxZKI2O//vorvvzyS3z++eeYPn06Zs6cqTTL/qpVq5CWlobQ0FDeChKaqkbGCgoK0LVrV96OT1qOsmBDa+UgqZPhZGwe3MMzkZj//52wsTamWDGhJ2YPtoA2TY3xSHRNsIOyYAefWSh9Iv39999YsWIFtm7d2uy8XMOGDWNqcfC2LDg4WOgSSAPKgg2tlYOetiaWjrHGmXWT4PXueDw/zBJaGiJEZJbgQ88YOPwShF0XUlFY2XTFDnIPXRPsoCzYwWcWSpO+3rp1CxMmTHhoY0NDQ1RU0HB/a3jS5Z4IfygLNrR2DiKRCGNsTDHGxhS3yyXwvJIFz4hs3K6Q4LfzN7Ar8CaeG2aJlRNsMNy6Y6ueu62ja4IdlAU7+MxCqTNmbm6OW7duPbRxdHQ0evTowVsx7UlZWZnQJZAGlAUb+MzBwkQPn8zqjw+m9cF/8bfhHp6J2FtlOB6Ti+MxubDrboKVE2zw3DBL6Gqp7wNKLUXXBDsoC3bwmYXS15QLFy7E3r17kZ6ertjWOGfPuXPn4O7ujiVLlvBWTHtSU1MjdAmkAWXBBlXkoKuliRdHdMOJDybC94OJWDiyG3Q0NXAtpxyfHLuGCdsC8fN/ye1+Ilm6JthBWbCDzyyUbuAvLy/H5MmTkZGRAQcHB/j5+WHmzJmoqqrC5cuXMWLECISEhMDAwIC3goSmqhv4U1NT0bdvX96OT1qOsmCDUDkUVUlxNPIWDoqzkF8uAQCIRMCUfmZYPq4npvQ3h6ZG+5pIlq4JdlAW7OAzC6WRMRMTE4jFYnz22WfIzc2Fnp4egoODUVZWhk2bNiE0NFStO2KqFBYWJnQJpAFlwQahcuhipIsPpvZB6GdT4fz6KDj07QKOA4JSCrF6fxQm/xqE3UE3UVTVfm74p2uCHZQFO/jMgvnlkFRNVSNjlZWV6NChA2/HJy1HWbCBpRwyiqrheSULx6JyUF5zb0FybU0R5gyxxOvjemKMjXovu8RSFu0dZcEOPrNo0WQ76enpSEpK4qWA9mr//v1Cl0AaUBZsYCmHXl0M8fVzg3Dlq+nYscQOw607ok7G4dS1PCx1vozZf4bgwOVMVErqhC6VFyxl0d5RFuzgMwulkbG//voL4eHhOHLkiKLBqlWr4OHhAQAYMWIEzp49C3Nzc94KEhoth0QIaU5CbjkOirPgG5uHmjoZAMBA594DAcvte2KQlbHAFRJC2iqlkTFXV1el2WX9/f1x4MABrFmzBrt27UJ6ejp++OEHlRepjmiJC3ZQFmxgPYch3Uzw86JhEH81HZvmD4KtmSHu1srgeSUb8/4KxcL/heF4TA4kDR21toz1LNoTyoIdKlsOycTEBL/88gveffddAMDq1atx8eJFpKWlAQC+++47eHh4ICMjg7eChKaqkbGysjJ07NiRt+OTlqMs2NDWcuA4DuL0Ehy8kgX/hNuol9/7KO1koI2lY6zx2tie6NG5bT7w1NayUGeUBTv4zKLJQuH3O3fuHObOnav4s42NDW7fvs1LIe3NqVOnhC6BNKAs2NDWchCJRBhv2xm7Xx2J8C+m4dOZ/WBloofSu3VwDk6H444grNwXgYDEAsjkbes5qbaWhTqjLNjBZxZKnbF+/frh+PHjAO59RZmXl6fUGcvJyaEeeisZM2aM0CWQBpQFG9pyDubGelg7vS9CPpsKl9dHYXI/M3AcEHyjEG8daHvTY7TlLNQNZcEOPrNQ6oxt2LAB58+fR6dOnTB//nwMHDgQs2fPVrwfGBjY7ALi5Mnl5OQIXQJpQFmwQR1y0NLUwKzBFjjw5lhc3DAFayb3RkcDbeSW1WC7fwombAvE+iMxiM4qafJNBEvUIQt1QVmwg88slNamfPnll9G5c2ecPXsWHTt2xPvvvw8trXtNSkpKYGpqitdff523YtoTTU1a/44VlAUb1C0Hmy6G+GreQHwysx/OxOXjgDgL126V4URsHk7E5mGQpTFeH98TC4ZbwUBH6/EHVCF1y6ItoyzYwWcWTT4BZs6ciZkzZzZpaGpqCh8fH94KaW/MzMyELoE0oCzYoK456GlrYtGo7lg0qjvicsrgcTkLJ6/lITG/Al/6xGPr2SQsHtUdr4/rid5mRkKXC0B9s2iLKAt28JlFiyZ9Ja0vLi5O6BJIA8qCDe0hh2HdO2L7EjuIv5yOr+cNRM/OBqiU1MMtLBPTfgvGctcr8L9+G/UyuaB1tocs2grKgh18ZtFkOaS4uDjs2rULV69eRXl5OeRy5Q8FkUikmOpCHalqaovi4mJ07tyZt+OTlqMs2NAec5DLOYSkFuKgOAsXku+g8dPYykQPr9r3wLIxPWDWQVfldbXHLFhFWbCDzyyURsYuXryIsWPH4vTp07CyskJ6ejp69+4NKysrZGVlwcjICJMnT+alkPbm8OHDQpdAGlAWbGiPOWhoiDClvzlcV45ByMapeG+KLUwNdZBXLsGOczcw4ecLWHc4BpGZqr3hvz1mwSrKgh18ZqE0MjZ58mQUFRVBLBajtrYW5ubmCAgIwLRp03DlyhXMnTsXhw4dUpruQt3QckiEECFJ6mQ4G58PD3EWYrLLFNsHWHTA6+N74sXh3WCoy9YN/4SQZ6M0Mnb16lWsXr0axsbGiqcGZLJ7S3vY29vjnXfewbfffqv6KtUQLXHBDsqCDZTDPXramlg4sjuOvz8Rp9dOwrLR1tDT1kDy7Up8fTwB47ZewE+nE3Gr5C5vNVAW7KAs2KGy5ZA6duyIX3/9FWvWrAHHcdDT08O+ffvw2muvAQD+/vtvfPTRR7h7l78PAaGpamSspqYG+vr6vB2ftBxlwQbK4eHK79bBK/oWDoqzkFl87/NXQwTMGNgVb07qBftephCJRK12PsqCHZQFO/jMQmlkrE+fPkhNTQVw70b9AQMGKGbkB4AzZ87AwsKCl0Lam0OHDgldAmlAWbCBcng4EwNtvOXQG4GfToHbG2Pg0LcL5BxwLrEAL7uIMe+vS/CKutVqi5RTFuygLNjBZxZKnbF58+bh8OHDqK+vBwB88skn8PHxQd++fdG3b1+cPHkS77zzDm/FtCfTpk0TugTSgLJgA+XweBoaIkztbw6P1fY4//FkvGrfA3raGkjKr8BG7zhM/DkQv5+/gTuVkmc6D2XBDsqCHXxmodQZ+/bbb3Ht2jXF/WIrV67EgQMHMGTIENjZ2WHfvn34/PPPeSumPUlKShK6BNKAsmAD5fBk+nbtgK0vDYX4y+n4fM4AWJroobi6Fn9dSMXEnwPxydFYxOeUP9WxKQt2UBbs4DMLpUdytLW1m8yhsXz5cixfvpy3AtorWnCdHZQFGyiHp9PRQAfvTbHFWw694H/9NtzCMhGdVQqfmFz4xORijE0nvO3QGzMGdoWGRsvuK6Ms2EFZsIPPLOj5aIHo6ekJXQJpQFmwgXJ4NtqaGnh+mBWeH2aFa7fK4BaWgdNx+YjMLEVkZjR6mxlijUNvvDiiG/S0H73GHmXBDsqCHXxm0WQ5JH9/fyxduhSjR4+Gra0tevfurfSytbXlrZgHVVVVYdOmTZgzZw5MTe89LeTu7t5s24sXL0IkEjX7EovFKqu5pTIyMoQugTSgLNhAObQeO+uO+PPlEQj7Yhren2KLDnpaSC+sxhc+8Zj0SxB2B91E+d26h+5PWbCDsmAHn1kojYxt374dX3zxBbp27YqxY8di6NChvJ24JYqKivDjjz+iR48esLOzw8WLFx+7z7p16zBmzBilbX369OGpwqc3YcIEoUsgDSgLNlAOra+rsR4+mzMA70/tgyMR2fjnUgbyyyXY7p+C/wXdxMtje+DNSb3QraPy4/qUBTsoC3bwmYVSZ2znzp2YNm0azp49C21tbd5O2lKWlpbIz8+HhYUFoqKimnSymuPg4IDFixeroLpn4+Pjgw8//FDoMggoC1ZQDvwx0tXCWw69sXKCDU5dy4NLSDqSb1fin0sZ2B+eifl2VlgzuTcGWhoDoCxYQlmwg88slDpjpaWlWLx4MRMdMQDQ1dV9qnnNKisroa+vDy0tdm+Jo4uLHZQFGygH/mlramDhyO54aUQ3BN8ohEtIOsLTinE8JhfHY3Ixc1BXrJ3Wh7JgCGXBDj6zULpnbOzYsUhJSeHtZKrwxhtvwNjYGHp6epg6dSqioqIe2V4qlaKiokLxqqqqUkmdtMQFOygLNlAOqiMS3Vug3PPtcTj14SQ8N8wSIhFwPrEALziFYcomL0RnlQhdJgFdFyzhMwulztj//vc/+Pj4wNPTk7cT8kVHRweLFi3Czp074evri82bNyM+Ph4ODg6IiYl56H7btm2DiYmJ4uXo6AgAyM/Ph7OzM6RSqSIAJycnFBQU4NixY4iLi0NISAj8/f2RmpoKd3d3VFZWKrUtKyuDh4cHkpOTERAQgKCgICQkJMDT0xPLli1TaltTUwNXV1ekp6fjzJkzCAsLQ3R0NLy9vZGXl6fUViaTYc+ePcjNzcXx48cRFRUFsViMU6dOISMjAy4uLk3qLiwsxJEjRxAXF4fg4GD4+/sjJSUF+/fvb1J3RUUFDhw4gJSUFJw7dw5BQUGIj4/H4cOHUVRUpNRWIpHA1dUVGRkZOH36NMLDwxEVFQUfHx/k5eVh9+7dkMvlcHJyglwux+7du5GXlwcfHx9ERUUhPDwcp0+fRkZGBlxdXSGRSJSOX1RUhMOHDyM+Ph5BQUE4d+4cUlJScODAAVRUVCi1raysxP79+5GSkgJ/f38EBwcjLi4OR44cQWFhoVJbqVQKFxcXZGRkwNraGmKxGFFRUTh+/Dhyc3OxZ88eyGQypX3y8vLg7e2N6OhohIWF4cyZM0hPT4erqytqamqU2hYXF8PT0xMJCQkICgpCQEAAkpOT4eHhgbKysiZ1u7u7IzU1Ff7+/ggJCUFcXByOHTuGgoKCJnU7OzsjKysLJ0+ehFgsRmRkJE6cOIGcnBzs3bsX9fX1Svvk5+fD29sbMTExuHTpEs6ePYu0tDTs27cP1dXVSm1LSkrg6emJxMREBAYG4sKFC0hMTMShQ4dQWlqq1Laqqgpubm5ITU2Fn58fQkNDERsbCy8vryZ119XVwdnZGdnZ2fD19UVERAQiIiLg6+uL7OxsODs746233mpyrXl5eSE2NhahoaHw8/NDamoq3NzcUFVVpdS2tLQUhw4dQmJiIi5cuIDAwEAkJibC09MTJSUlSm2rq6uxb98+pKWl4ezZs7h06RJiYmLg7e2N/Px8pbb19fXYu3cvcnJycOLECURGRkIsFuPkyZPIysri9TOiuLhYJZ8RQ7ubYGBJOI6tGoqRneqgIQIypQZYtOcyFvwZiO//59nkWmtvnxGnTp0S7DOC4zj6jGj4jKirqxP0M8Lc3Jy3zwjR0KFDFWtTAkBJSQny8/NhZGSE7t27KyaAbSQSiXDt2jU8Kblcjtra2ha11dXVbbLOWuM9Y25ubli1alWLjnPz5k0MGzYMkydPhp+fX7NtpFIppFKp4s+xsbFwdHTkfW3KPXv24L333uPt+KTlKAs2UA5syCquxto9p5FU0wF1snt/PYzu2Qlrp/fF5L5dWnUNTPJ4dF2wg88stB6c5LVz587o27dvq58oJCQEU6dObVHbpKQkDBgw4JnP2adPHyxYsAA+Pj6QyWRNOpbAvY6frq6u4s9GRkbPfN6WeOGFF1RyHvJ4lAUbKAc29OxsiD1vTAIMTeEcnIYjkbcQlVWKlfsiMLpnJ2yY3R/jend+/IFIq6Drgh18ZqEVFBTE28HvN2DAALi5ubWoraWlZaud19raGrW1taiuroaxsXGrHfdZRURE4KWXXhK6DALKghWUAzsas/hxwRB8MLUPXELScVCchaisUrzsIoZD3y7YMKs/7Kw7Cl2q2qPrgh18ZqGyxw0tLCxa/PVia0pPT4eenp7KRrxaytraWugSSAPKgg2UAzvuz6KrsR6+fX4Q1kzujV2BqTgaeQuhqUUITS3CzEFd8emsfhhgwc4/dNUNXRfs4DOLJjPwN95oNm/ePAwaNAiDBg3CvHnzFDdisqqwsLDJtmvXruHkyZOYNWsWNDSa/KiCqq+vF7oE0oCyYAPlwI7msuhqrIfNLw5F4KdTsGhkd2g0PH05d2co1h2OQXbxXQEqVX90XbCDzyyURsZycnIwc+ZMpKSkwNLSUjFz/bVr1+Dn5wcnJycEBASge/fuvBX0oMYnjvLy8gAAp06dQk5ODgBg7dq1MDExAQAsW7YM+vr6mDBhAszNzZGYmAgXFxcYGBjg559/Vlm9LdVc55EIg7JgA+XAjkdlYW1qgN+W2uG9Kb3xx/lUnInPx8lrefgvIR8rx9tg7bS+MDFgY65KdUDXBTv4zELEcZziacoFCxbg/PnzOHDgQJNZ7L28vLBy5UrMnDkTvr6+vBX0IBsbG2RlZTX7XkZGBmxsbAAAf/31Fw4dOoSbN2+ioqICZmZmmD59OjZt2vREyyFdvXoVo0aN4v1pyoyMDPTq1Yu345OWoyzYQDmw40mySMgtxy9+yQhNLQIAmOhrY930vnh9XE/oaLH1jURbRNcFO/jMQulKuXDhAj7++ONmlxNasmQJPvroI1y4cIGXQh4mMzMTHMc1+2rsiAH31qS8cuUKiouLUVdXh7y8PHh4eDC5LiUAnD9/XugSSAPKgg2UAzueJIsh3Uzgsdoe+98ci/5dO6C8pg4/nU7EzD+CcTY+H/f9e588Bbou2MFnFkqdsQ4dOsDc3PyhjS0sLNChQwfeimlPVq5cKXQJpAFlwQbKgR1Pk4VjPzOc/cgBPy8cCrMOusgqvov3D13FMmcxkvIreKiyfaDrgh18ZqHUGXvjjTfg7u6Ou3eb3ojZOJPu6tWreSumPfn777+FLoE0oCzYQDmw42mz0NQQ4eWxPXBxwxR8NL0v9LQ1EJFZgud3XcIPp66jQlLXypWqP7ou2MFnFkr3jB07dgxbtmxBaWkpVq5cqfiKLzU1FQcOHICpqSm++uqrJgtwL1y4kLcCVU1V94wRQoi6yy2rwebTifgv4TYAoIuRLr6cOwALR3ajmfwJuY9SZ6wl0z+IRCKlewBEIhFkMhk/1QlAVZ0xJycnXleAJy1HWbCBcmBHa2cRmlqITSevI72wGsC95ZW2vDQU/S3otpfHoeuCHXxmodQZCw4OfqqDNC6urQ5U1RkrLCyEmZkZb8cnLUdZsIFyYAcfWdTWy/HPpQzsCkzF3VoZtDVFeH9KH3wwtQ89dfkIdF2wg88slL5vVKdOFesuXLiAl19+WegyCCgLVlAO7OAjCx0tDbw3xRYLhlvhO9/rCEgqwM4LqfgvIR+/LrbDcFpaqVl0XbCDzyzonyMCGTRokNAlkAaUBRsoB3bwmYVVR338vWIUdr0yAp0NdXCjoAoL/xeGzacTcbeWZpt/EF0X7OAzC+qMCaS0tFToEkgDyoINlAM7+M5CJBJhvp0Vzn/iiJdGdIOcA1wvZWDezlBcu1XG67nbGrou2MFnFtQZEwjL63y2N5QFGygHdqgqC1NDHfyxbDjcVo2BhbEeMovvYtGecDgFpkImp8liAbouWMJnFtQZE8j9qwcQYVEWbKAc2KHqLKYOMIffegc8N8wS9XIOO87dwMsul3GrhBYfp+uCHXxmQZ0xgYjFYqFLIA0oCzZQDuwQIouOBjpwemUEfltiByNdLURmlmLezlD4X7+t8lpYQtcFO/jMQiSVSjkdHR3eTtDWqGpqi8rKSlpaihGUBRsoB3YIncWtkrv46EgMrmaXAQDeceyNjbP6Q0uz/Y0fCJ0F+X98ZqGhr68PT09PxYaamhr8+OOPyMzM5OWE5J79+/cLXQJpQFmwgXJgh9BZWJsa4Og747F6Ui8AgHNwOl5zvYI7le3v/imhsyD/j88sRCKRiDt48CBeffVVAEBxcTHMzc1x/vx5TJs2jbcTs4qWQyKEEHacjc/HRq9rqK6VoauxLlxXjMHQ7iZCl0VIq2p2zPf+5Y4IP5ycnIQugTSgLNhAObCDpSzmDbXEybWT0MfcCAUVUix1vgy/hPZzHxlLWbR3fGbR/r6AZ8SKFSuELoE0oCzYQDmwg7UsbM2M4PP+BEzuZ4aaOhneOxSNvcFp7WLggLUs2jM+s9AA7k3A96DmtpHWc+LECaFLIA0oCzZQDuxgMQtjPW3sWzkaK8b3BMcBP/+XjO9PXodczecjYzGL9orPLLQAYMeOHTh8+DAAoK6uDgDw9ddfo0uXLk12EIlE8PX15a2g9sLe3l7oEkgDyoINlAM7WM1CS1MDPy4Ygl5dDPHj6UTsv5yFSkk9fl08TG2ftGQ1i/aIzyy0evTogZKSEpSUlCg29uzZE/n5+cjPz2+yA42YtY6srCz0799f6DIIKAtWUA7sYD2LNyb2QicDHXzqdQ0+MbmolNZj1ysjoKetKXRprY71LNoTPrPQoikshKGtrS10CaQBZcEGyoEdbSGLF0d0g5GuFt73vIrziQV4+0AU/l4xWu06ZG0hi/aCzyzUc1y3DWjuK2AiDMqCDZQDO9pKFjMGdcX+N8bCQEcToalF+ODQVdTWy4Uuq1W1lSzaAz6zoM6YQBISEoQugTSgLNhAObCjLWUx3rYz/lk5BrpaGriQfAfrj8agXqY+HbK2lIW64zML0dChQ5/oURSRSIRr167xVY/gVDXpa1FREf2LhxGUBRsoB3a0xSyCbxTi7f1RqJXJ8dKIbvhtiR00NNr+Pc5tMQt1xWcWGqampujcubPiZWxsjISEBGhoaChtb3yZmpryUkh7c+TIEaFLIA0oCzZQDuxoi1k49jOD06sjoKkhwvGYXPzilyx0Sa2iLWahrvjMQsQ9MGteUVERzM3NERAQQMsh0XJIhBDSpvhczcEnx+59e/PjgsFYMd5G2IIIaYEm94zR1BWqQUtcsIOyYAPlwI62nMXCkd2xYVY/AMD3J6/j3PW2vXRSW85C3fCZRZORseLiYpiZmdHIGM8jYxKJBHp6erwdn7QcZcEGyoEdbT0LjuPwpU88jkTegp62Bo6sGY/h1h2FLuuptPUs1AmfWdDTlAI5ePCg0CWQBpQFGygHdrT1LEQiETa/OART+ptBUifHW/ujkFN6V+iynkpbz0Kd8JkFdcYEMn36dKFLIA0oCzZQDuxQhyy0NDXg9OpIDLDogKIqKd7aH4VKSZ3QZT0xdchCXfCZhdbVq1eVNpSXlwMAUlNT0bFjx2Z3ohvbn93169fRq1cvocsgoCxYQTmwQ12yMNLVwj+rxmCBUxiSb1di3eEY/L1idJtax1JdslAHfGahNXr06GZv2n///febbOM4DiKRCDKZjJdiHhQZGYn9+/cjKCgImZmZ6Ny5M8aNG4fNmzejX79+TdpLpVJ899138PDwQGlpKYYNG4bNmzdj5syZKqn3SdAUIeygLNhAObBDnbLo1lEfritHY5nzZQSlFGLzmSR8/8JgoctqMXXKoq3jMwstNzc33g7+rH755ReEhYVhyZIlGDZsGG7fvg0nJyeMHDkSYrEYQ4YMUWq/atUqeHt7Y/369ejbty/c3d0xb948BAUFYdKkSQL9FM3T0dERugTSgLJgA+XADnXLYrh1R/yxbDjeP3QV7uGZsDUzxOttZMoLdcuiLeM1C45hYWFhnFQqVdp248YNTldXl3vttdeUtl+5coUDwG3fvl2xraamhrO1teXGjx/f4nNGR0dzALjo6OhnK/4x/v33X16PT1qOsmAD5cAOdc3CKTCV6/n5aa73l2e4oOQCoctpEXXNoi3iMwumvzifMGFCk55o3759MXjwYCQlJSlt9/b2hqamJtasWaPYpqenh9WrV+Py5cu4deuWSmpuqXHjxgldAmlAWbCBcmCHumbx/hRbLBrZHTI5hw89Y5Byu1Lokh5LXbNoi/jMgunOWHM4jkNBQUGT9aFiYmLQr18/GBsbK20fO3YsACA2NrbZ40mlUlRUVCheVVVVvNT9oOPHj6vkPOTxKAs2UA7sUNcsRCIRti0cirG9TFElrceb7pEorJQKXdYjqWsWbRGfWbS5ztihQ4eQm5uLZcuWKW3Pz8+HpaVlk/aN2/Ly8po93rZt22BiYqJ4OTo6Ko7n7OwMqVSqmHXXyckJBQUFOHbsGOLi4hASEgJ/f3+kpqbC3d0dlZWVSm3Lysrg4eGB5ORkBAQEICgoCAkJCfD09MTSpUuV2tbU1MDV1RXp6ek4c+YMwsLCEB0dDW9vb+Tl5Sm1lclk2LNnD3Jzc3H8+HFERUVBLBbj1KlTyMjIgIuLS5O6CwsLceTIEcTFxSE4OBj+/v5ISUnB/v37m9RdUVGBAwcOICUlBefOnUNQUBDi4+Nx+PBhFBUVKbWVSCRwdXVFRkYGTp8+jfDwcERFRcHHxwd5eXnYvXs35HI5nJycIJfLsXv3buTl5cHHxwdRUVEIDw/H6dOnkZGRAVdXV0gkEqXjFxUV4fDhw4iPj0dQUBDOnTuHlJQUHDhwABUVFUptKysrsX//fqSkpMDf3x/BwcGIi4vDkSNHUFhYqNRWKpXCxcUFGRkZsLa2hlgsRlRUFI4fP47c3Fzs2bMHMplMaZ+8vDx4e3sjOjoaYWFhOHPmDNLT0+Hq6oqamhqltsXFxfD09ERCQgKCgoIQEBCA5ORkeHh4oKysrEnd7u7uSE1Nhb+/P0JCQhAXF4djx46hoKCgSd3Ozs7IysrCyZMnIRaLERkZiRMnTiAnJwd79+5FfX290j75+fnw9vZGTEwMLl26hLNnzyItLQ379u1DdXW1UtuSkhJ4enoiMTERgYGBuHDhAhITE3Ho0CGUlpYqta2qqoKbmxtSU1Ph5+eH0NBQxMbGwsvLq0nddXV1cHZ2RnZ2Nnx9fREREYGIiAj4+voiOzsbzs7OeOutt5pca15eXoiNjUVoaCj8/PyQmpoKNzc3VFVVKbUtLS3FoUOHkJiYiAsXLiAwMBCJiYnw9PRESUmJUtvq6mrs27cPaWlpOHv2LC5duoSYmBh4e3sjPz9fqW19fT327t2LnJwcnDhxApGRkRCLxTh58iSysrJ4/YwoLi4W7DNi8ODBavsZcfiQBzaOM4G5PpBbVoPle0Pg4fnoz4hTp04J9hkhl8vpM6LhM6Kurk7QzwgzMzPePiNUds+YTCbjampqWvSSy+XNHiMpKYkzNjbmxo8fz9XX1yu917t3b27u3LlN9klLS+MAcH/88Uezx5RIJFx5ebniFRwcrJJ7xnbt2sXr8UnLURZsoBzY0R6yuHmnkhv2vT/X8/PT3IeeVx/6947Q2kMWbQWfWTRZDokvFy9exNSpU1vUNikpCQMGDFDadvv2bUycOBF1dXUQi8WwsrJSen/IkCHo2rUrLly4oLQ9MTERgwcPxt69e/HOO+889tyqWg5JLpdDQ6PNDUyqJcqCDZQDO9pLFuFpRVjxTwTq5RzWTe+LT2Y2nTJJaO0li7aAzyy0eDlqMwYMGICWTqPx4NeN5eXlmDt3LsrKyhAaGtqkI9a4T25ubpPt+fn5ANDsPkLas2cPPvjgA6HLIKAsWEE5sKO9ZDHBtgu2vjQUn/0bh78upKKHqQEWj+oudFlK2ksWbQGfWaisM2ZhYYFVq1Y98X4SiQTz58/HjRs3EBAQgEGDBjXbbvjw4QgKCkJFRYXSTfxXrlxRvM+Sl156SegSSAPKgg2UAzvaUxZLx1gjragKzsHp+Mz7GnS0NPCCHTv/eG9PWbCOzyyYHvuUyWRYtmwZLl++DC8vL4wfP/6hbRcvXgyZTAYXFxfFNqlUCjc3N9jb28Pa2loVJbeYWCwWugTSgLJgA+XAjvaWxeezB+DlMdaQc8DHR2NxNj5f6JIU2lsWLOMzC5WNjD2NTz/9FCdPnsT8+fNRUlLSZMX05cuXK/7b3t4eS5YswZdffok7d+6gT58+2L9/PzIzM/HPP/+ouvTH6tGjh9AlkAaUBRsoB3a0tyw0NETY+tJQ1Ms5eEfnYN3hGHAc8Nywpk/oq1p7y4JlfGbBdGescW6wU6dO4dSpU03ev78zBgAHDhzAt99+q7Q25enTpzF58mRVlPtEamtrhS6BNKAs2EA5sKM9ZqGhIcIvi4ZBJudwPCYXHx6+ivKaoXjVXtjOUHvMglV8ZsF0Z+zixYtP1F5PTw/bt2/H9u3b+SmoFZWUlAhdAmlAWbCBcmBHe81CU0OEHUvsoK+jCc8r2fjqeDxKqqX4YGofiEQiQWpqr1mwiM8smL5nTJ0NHjxY6BJIA8qCDZQDO9pzFpoaImx5cQjWTusDANhx7ga+Oh6P2nq5IPW05yxYw2cW1BkTyIPzoRHhUBZsoBzY0d6zEIlE+HRWf2yaPwgiEXA44haW/3MFJdWq/8qwvWfBEj6zUNmkr22FqiZ9lUgk0NPT4+34pOUoCzZQDuygLP5fUPIdrDscg0ppPbp30ofrytEYYGH8+B1bCWXBDj6zoJExgbi6ugpdAmlAWbCBcmAHZfH/pg4wh8/7E9CzswFySmvw4u4wHIu8BVWNY1AW7OAzCxoZe4CqRsYIIYS0HaXVtfjoaCxCbhQCAF4cboXNLw2FkS7Tz8GRNoJGxgTSuII7ER5lwQbKgR2URVOdDHXgvmoMPpvTH5oaIpyIzcP8XZcQnVXK63kpC3bwmQWNjD1AVSNjRUVF6NKlC2/HJy1HWbCBcmAHZfFoUZklWHc4BnnlEmiIgLcdeuPjmf2gp63Z6ueiLNjBZxY0MiaQ8+fPC10CaUBZsIFyYAdl8WijbUzx30eTsXBkN8g5wDkkHc/vuoSY7NYfJaMs2MFnFtQZE8iQIUOELoE0oCzYQDmwg7J4PBMDbfy+dDj+XjEaZh10cfNOFRbuCce3JxJQfreu1c5DWbCDzyyoMyaQoqIioUsgDSgLNlAO7KAsWm7moK44t34yXhrRDRwHeIizMP33i/g3OqdVnrikLNjBZxbUGRNIXV3r/cuJPBvKgg2UAzsoiyfTyVAHfywbDs+37WFrZoiiqlp86nUNy1zESMgtf6ZjUxbs4DML6owJpGfPnkKXQBpQFmygHNhBWTydCbZd8N9Hk/HZnP7Q09ZAREYJ5jtdwidHY5FXVvNUx6Qs2MFnFtQZE8iVK1eELoE0oCzYQDmwg7J4ejpaGnh/Sh8EfOKIF+yswHGAT0wupu64iF/9klEpebLRFcqCHXxmQVNbPEBVU1tUVFTA2Fh1S2qQh6Ms2EA5sIOyaD3XbpVhy9kkRGSUAABMDXWwZnJvrBjfEwY6j58wlrJgB59Z0MiYQA4cOCB0CaQBZcEGyoEdlEXrsbPuiKNrxuHvFaPR28wQJdW1+Pm/ZEz+NQh/h6Sjplb2yP0pC3bwmQWNjD2AlkMihBDCh3qZHMdjcrEr8CayS+4CALoY6eJdx954zb4n9HVaf9JY0jbQyJhAaIkLdlAWbKAc2EFZ8ENLUwNLRlvjwqeO+HXRMHTvpI+iKik2n0nChJ8v4M+AGyiprlXah7JgBy2HpEKqGhmrrKxEhw4deDs+aTnKgg2UAzsoC9Wok8nxb3QO/ncxTTFSpqetgWWjrfGWQ29YmxpQFgzhMwsaGROIj4+P0CWQBpQFGygHdlAWqqGtqYGXx/ZA4KeOcHp1BIZ0M4akTo79l7PguD0IH3pexc6DJ1tl8ljy7Pi8Lh7/KAfhxbhx44QugTSgLNhAObCDslAtLU0NPD/MCs8NtUR4WjH2BqchNLUIp+PyAXTEFacwrBjfE/PtrHhZjJy0DJ/XBY2MCSQzM1PoEkgDyoINlAM7KAthiEQiTOzTBR6r7XFm3SQsHtUdWhpAfG45NnrHYfy2C/jFLxm5TzmBLHk2fF4XNDImED09PaFLIA0oCzZQDuygLIQ32MoEO5bYwdGkFLd0uuPg5SzklUuw52IanIPTMH1gV7wy1hqT+5pBS5PGVVSBz+uCOmMC6dSpk9AlkAaUBRsoB3ZQFuzoaWGK+cP6YI1DbwQk3cH+8ExcTi/G+cQCnE8sgIWxHhaP6o6lo63Ro7OB0OWqNT6vC+pOCyQxMVHoEkgDyoINlAM7KAt2NGahpamBOUMscHjNOJz7eDLenNgLnQy0cbtCAqegm5i8PQivuYrhG5sLSd2jJ5IlT4fP64KmtniAqqa2KCwshJmZGW/HJy1HWbCBcmAHZcGOR2UhrZfhfGIBjkbewqWbRWj829xEXxvPDbPESyO6YVSPTtDQEKmwYvXF53VBI2MCOXr0qNAlkAaUBRsoB3ZQFux4VBa6Wpp4fpgVPFbbI2TjVKyb3hdWJnoor6mD55VsLNl7GZO3B2GHfwpu3qlUYdXqic/rgkbGHkDLIRFCCGmrZHIO4vRiHI/JhV/CbVRJ6xXvDe1mggXDrfCCnRXMjekhDZbQyJhAaIkLdlAWbKAc2EFZsONJs9DUuDc9xo4ldoj6ZgacXh2BGQPNoaUhQnxuOTafScK4bRfwiosYHuIsFFZKeapc/dBySCqkqpExqVQKXV1d3o5PWo6yYAPlwA7Kgh2tlUVJdS3OxOXheEwurmaXKbZriICxvUzx3FBLzB5iAfMONGL2MHxeF0yPjEVGRuLDDz/E4MGDYWhoiB49emDp0qW4ceNGk7YXL16ESCRq9iUWiwWo/tH2798vdAmkAWXBBsqBHZQFO1orC1NDHbw+3gY+709E6GdT8dW8AbCz7gg5B4jTS/Ct73XYb72AZc6XceByJu5USlrlvOqEz+uC6ZGxxYsXIywsDEuWLMGwYcNw+/ZtODk5oaqqCmKxGEOGDFG0vXjxIqZOnYp169ZhzJgxSseZM2cOunTp0qJzqmpkLCMjA7169eLt+KTlKAs2UA7soCzYwXcWt0ru4r+EfJyJv41rt8oU20UiYGSPTpg5qCtmDuoKWzMj3mpoK/jMgulJXz/55BN4enpCR0dHsW3ZsmUYOnQofv75Zxw8eLDJPg4ODli8eLEqy3wqCQkJ9GHHCMqCDZQDOygLdvCdhbWpAdZMtsWaybbIKb2L/+Jv40x8PmJvlSE6qxTRWaX4+b9k9DYzxMxBXTFrUFeMsG6f02XwmQXTnbEJEyY02da3b18MHjwYSUlJD92vsrIS+vr60NJi98ejOXzYQVmwgXJgB2XBDlVm0b2TAd6e3BtvT+6N/PIaBCQW4FxiAcTpxUgvrIZzcDqcg9PRxUgH0wfcGzGb1LdLu1m8nM8s2O2tPATHcSgoKMDgwYObff+NN95AVVUVNDU14eDggO3bt2P06NEqrvLxWO4otjeUBRsoB3ZQFuwQKgtLE328Pt4Gr4+3QYWkDsEphTifWICglDsoqqrF0ahbOBp1C/rampjYpwum9DfD1AHm6NZRX5B6VYHPLNrcFXfo0CHk5ubixx9/VNquo6ODRYsWYd68eejSpQsSExOxY8cOODg4IDw8HCNGjGj2eFKpFFLp/z/aW1VVxWv9jW7dusVkJ7E9oizYQDmwg7JgBwtZGOtpY76dFebbWaG2Xo6IjBKcT7yN84kFyCuXICCpAAFJBQCAfl2NMLW/ORz7m2F0T1PoaDH9nOBjcRyHlIJK9DEz4jULlf2W5HI5JBJJi14Pe6YgOTkZH3zwAcaPH4+VK1cqvTdhwgR4e3vjzTffxAsvvIAvvvgCYrEYIpEIX3755UPr2rZtG0xMTBQvR0dHAEB+fj6cnZ0hlUoVc4s4OTmhoKAAx44dQ1xcHEJCQuDv74/U1FS4u7ujsrJSqW1ZWRk8PDyQnJyMgIAABAUFISEhAZ6enujXr59S25qaGri6uiI9PR1nzpxBWFgYoqOj4e3tjby8PKW2MpkMe/bsQW5uLo4fP46oqCiIxWKcOnUKGRkZcHFxaVJ3YWEhjhw5gri4OAQHB8Pf3x8pKSnYv39/k7orKipw4MABpKSk4Ny5cwgKCkJ8fDwOHz6MoqIipbYSiQSurq7IyMjA6dOnER4ejqioKPj4+CAvLw+7d++GXC6Hk5MT5HI5du/ejby8PPj4+CAqKgrh4eE4ffo0MjIy4OrqColEonT8oqIiHD58GPHx8QgKCsK5c+eQkpKCAwcOoKKiQqltZWUl9u/fj5SUFPj7+yM4OBhxcXE4cuQICgsLldpKpVK4uLggIyMDlZWVEIvFiIqKwvHjx5Gbm4s9e/ZAJpMp7ZOXlwdvb29ER0cjLCwMZ86cQXp6OlxdXVFTU6PUtri4GJ6enkhISEBQUBACAgKQnJwMDw8PlJWVNanb3d0dqamp8Pf3R0hICOLi4nDs2DEUFBQ0qdvZ2RlZWVk4efIkxGIxIiMjceLECeTk5GDv3r2or69X2ic/Px/e3t6IiYnBpUuXcPbsWaSlpWHfvn2orq5WaltSUgJPT08kJiYiMDAQFy5cQGJiIg4dOoTS0lKltlVVVXBzc0Nqair8/PwQGhqK2NhYeHl5Nam7rq4Ozs7OyM7Ohq+vLyIiIhAREQFfX19kZ2fD2dkZI0eObHKteXl5ITY2FqGhofDz80Nqairc3NxQVVWl1La0tBSHDh1CYmIiLly4gMDAQCQmJsLT0xMlJSVKbaurq7Fv3z6kpaXh7NmzuHTpEmJiYuDt7Y38/HyltvX19di7dy9ycnJw4sQJREZGQiwW4+TJk8jKyuL1M6K4uFiwzwiO4+gz4r7PiFOnTgn2GZGUlMTUZ0RVRRmyI89hWV8N/DQW2DROBytHdEJPg3poiIAbBVVwDknHq39fwYgfz2Hu5n+x83QUDvv+98yfEXV1dSr/jPjM9Szm/BmKVXuDUFRUxNtnhMqepmx82rElkpKSMGDAAKVtt2/fxsSJE1FXVwexWAwrK6sWHeuVV16Bj48P7t69C03Npt9rPzgyFhsbC0dHR96fptyzZw/ee+893o5PWo6yYAPlwA7Kgh1tKYuyu7UITS1CUModBKcUori6Vun9gZbGmNLfDI79zDCyR6c2MWo2dksA7jRMjPt5z2zeslBZZ+z27dvw8/NrUduXXnoJJiYmij+Xl5djypQpyM7ORmhoKAYNGtTi83722WfYvn07ysvLYWxs/Nj2qpraQiaTNds5JKpHWbCBcmAHZcGOtpqFXM4hIa8cQcmFCEq5g2s5Zbi/t2Ggo4lxvTvDoW8XOPTtAlszI4hE7D2heX9nLG3LHN6yUNk9YxYWFli1atUT7yeRSDB//nzcuHEDAQEBT9QRA4D09HTo6enByIitOVL27NmDDz/8UOgyCCgLVlAO7KAs2NFWs9DQEGFY944Y1r0jPprRF8VVUsWo2aXUIhRX1yIw+Q4Ck+8AACxN9DCpTxdM6tsFk/p0QWcj9laA4DMLpid9lclkWLhwIc6ePQtfX1/MmzfvoW0LCwubPHZ67do1jBkzBnPnzoWvr2+LzkkLhRNCCCH8kcs5JN2uwKXUIoSmFiEiswS19XKlNoOtjOHQ1wwOfbtgVM9Ogk2fcf/IWObPz/F2HqY7Y+vXr8fOnTsxf/58LF26tMn7y5cvV/z3tGnToK+vjwkTJsDc3ByJiYlwcXGBtrY2Ll++jIEDB7bonKrqjDk5ObXJf+2oI8qCDZQDOygLdrSHLCR1MkRmliC0oXOWlF+h9L6etgbG9uqMSX06Y4JtFwy0NIamiiadHbMlQLGY+obuGe1zZGzKlCkIDg5+6Pv3l/7XX3/h0KFDuHnzJioqKmBmZobp06dj06ZN6NOnT4vPqarOWF5eXosfQiD8oizYQDmwg7JgR3vMorBSirCbRQ2ds0LFyFQjE31tjOttigm2XTDBtjP6mPN3v9n9nbHwdSN4y4LpzpgQVNUZ8/b2bhPLNrUHlAUbKAd2UBbsaO9ZcByH1DtVCE0twuW0IlxJL0GltF6pTRcjXUyw7dzw6gJrU/1W65yN3hyAoqp7nbEdo2t4y6LNTfqqLmjdN3ZQFmygHNhBWbCjvWchEonQr2sH9OvaAasn9UK9TI6EvAqEpxXhcloxIjNLUFQlxclreTh5LQ8A0K2j/r2OWZ/OGN+7CyxM9FqlFj6zoM6YQCQSidAlkAaUBRsoB3ZQFuygLJRpaWpguHVHDLfuiPen9IG0XobY7DKEpxXjcloxYm6VIresBl7ROfCKzgEA9DYzVIyajevdGaaGOi06V02tTDEqBvCbBXXGBFJWViZ0CaQBZcEGyoEdlAU7KItH09XShH3vzrDv3RkfzwTu1tYjKrO0oXNWhPjccqQXViO9sBoHxdkAgAEWHTDetjPG9e4M+16m6GjQfOdsxu/K96zzmQV1xgTS0qc7Cf8oCzZQDuygLNhBWTwZAx0tTO5nhsn97k11VV5ThyvpxYqRs5SCSiTfvvdyC8uESAQMtDDGuN6dMa63Kex7dYaJgTbqZXLkltUoHZvPLKgzJpDAwED07t1b6DIIKAtWUA7soCzYQVk8GxN9bcwabIFZgy0AAEVVUlxOK8aVjGKI00tw804VEvMrkJhfgX1hGYrOmbF+0+4Rn1nQ05QPUNXTlDU1NdDX1+ft+KTlKAs2UA7soCzYQVnw606lBBEZJRCn/3/n7GGSNk3jLQv2V+lUU//884/QJZAGlAUbKAd2UBbsoCz4Zd5BD88Ps8LmF4ci4BNHRHw9HbteGdFsWz6zoJGxB9BySIQQQkj7xnEcen15Vmkbn8sh0ciYQJycnIQugTSgLNhAObCDsmAHZSEMkUiEWYO6Km3jMwvqjAnklVdeEboE0oCyYAPlwA7Kgh2UhXD0dZQXJ+czC+qMCcTf31/oEkgDyoINlAM7KAt2UBbC0ddW7ozxmQV1xgQybNgwoUsgDSgLNlAO7KAs2EFZCEfvgc4Yn1lQZ0wghYWFQpdAGlAWbKAc2EFZsIOyEM6DnTE+s6DOmEBkMpnQJZAGlAUbKAd2UBbsoCyEo6et3EWqq6/n7VzUGRNI9+7dhS6BNKAs2EA5sIOyYAdlIZwH7xmztOIvC+qMCSQyMlLoEkgDyoINlAM7KAt2UBbCefBpyoioKN7ORZ0xgcyfP1/oEkgDyoINlAM7KAt2UBbC6dnZUOnPs2bP5e1c1BkTyMGDB4UugTSgLNhAObCDsmAHZSGcYd1MlP58+Ogx3s5FyyE9gJZDIoQQQggALNoTjuisUgBAxNfTYd5Bj5fz0MiYQGiJC3ZQFmygHNhBWbCDshCW1zvjFf/t+o8bb+ehkbEHqGpkrLKyEh06dODt+KTlKAs2UA7soCzYQVkIb+C3fqipk+G/D8ZgoLU5L+egkTGB/Pvvv0KXQBpQFmygHNhBWbCDshBe9LczkLJ5DsQBZ3k7hxZvRyaPNHHiRKFLIA0oCzZQDuygLNhBWQjPQOdeV2nSJP6yoJExgaSnpwtdAmlAWbCBcmAHZcEOyoIdfGZBnTGB6OvrC10CaUBZsIFyYAdlwQ7Kgh18ZkGdMYF07NhR6BJIA8qCDZQDOygLdlAW7OAzC+qMCSQ5OVnoEkgDyoINlAM7KAt2UBbs4DML6owJxNHRUegSSAPKgg2UAzsoC3ZQFuzgMwvqjAnEy8tL6BJIA8qCDZQDOygLdlAW7OAzC5r09QG0HBIhhBBCVIlGxgRCS1ywg7JgA+XADsqCHZQFO/jMgkbGHqCqkTGpVApdXV3ejk9ajrJgA+XADsqCHZQFO/jMgkbGBOLu7i50CaQBZcEGyoEdlAU7KAt28JkFLYf0gJqaGgBAUlISr+fp3r07rl69yus5SMtQFmygHNhBWbCDsmAHn1lQZ+wBmZmZAIDly5cLWwghhBBC2gW6Z+wBRUVF8Pf3h42NDW9LH1RVVcHR0RHBwcEwMjLi5RykZSgLNlAO7KAs2EFZsIPvLKgzJoCKigqYmJigvLwcxsbGQpfTrlEWbKAc2EFZsIOyYAffWdAN/IQQQgghAqLOGCGEEEKIgKgzJgBdXV1s2rSJ5o5hAGXBBsqBHZQFOygLdvCdBd0zRgghhBAiIBoZI4QQQggREHXGCCGEEEIERJ0xQgghhBABUWeMEEIIIURA1BlrRVKpFJ9//jmsrKygr68Pe3t7nD9/nvd9SVNP+/usqqrCpk2bMGfOHJiamkIkEtFCvc/oabKIjIzEhx9+iMGDB8PQ0BA9evTA0qVLcePGDRVVrZ6e9rq4fv06lixZgt69e8PAwABdunTB5MmTcerUKRVUrX5a6/N+y5YtEIlEGDJkCA9Vtg9Pm8XFixchEomafYnF4icvhCOt5uWXX+a0tLS4DRs2cM7Oztz48eM5LS0tLjQ0lNd9SVNP+/vMyMjgAHA9evTgpkyZwgHg3NzcVFO0mnqaLBYtWsRZWFhwa9eu5f7++2/up59+4rp27coZGhpy8fHxKqxevTztdXHmzBlu9uzZ3Pfff8+5uLhwf/75J+fg4MAB4JydnVVUvfpojc/7W7ducQYGBpyhoSE3ePBgHqtVb0+bRVBQEAeAW7duHefh4aH0KiwsfOI6qDPWSq5cucIB4LZv367YVlNTw9na2nLjx4/nbV/S1LP8PiUSCZefn89xHMdFRkZSZ+wZPW0WYWFhnFQqVdp248YNTldXl3vttdd4q1edtfbnTH19PWdnZ8f179+/NctUe62Vw7Jly7hp06Zxjo6O1Bl7Ss+SRWNnzMvLq1Vqoa8pW4m3tzc0NTWxZs0axTY9PT2sXr0aly9fxq1bt3jZlzT1LL9PXV1dWFhYqKLMduFps5gwYQJ0dHSUtvXt2xeDBw9GUlISrzWrq9b+nNHU1IS1tTXKyspauVL11ho5hISEwNvbG3/++SePlaq/1romKisrUV9f/0y1UGeslcTExKBfv35NFhAdO3YsACA2NpaXfUlT9PtkR2tmwXEcCgoK0KVLl9Yssd1ojSyqq6tRVFSEtLQ0/PHHH/jvv/8wffp0PspVW8+ag0wmw9q1a/HWW29h6NChfJXZLrTGNfHGG2/A2NgYenp6mDp1KqKiop6qFq2n2os0kZ+fD0tLyybbG7fl5eXxsi9pin6f7GjNLA4dOoTc3Fz8+OOPrVZfe9IaWXz66adwdnYGAGhoaGDhwoVwcnJq3ULV3LPmsHfvXmRlZSEgIICX+tqTZ8lCR0cHixYtwrx589ClSxckJiZix44dcHBwQHh4OEaMGPFEtVBnrJXU1NQ0u2aVnp6e4n0+9iVN0e+THa2VRXJyMj744AOMHz8eK1eubNUa24vWyGL9+vVYvHgx8vLycOzYMchkMtTW1rZ6rersWXIoLi7Gd999h2+//RZmZma81dhePEsWEyZMwIQJExR/fuGFF7B48WIMGzYMX375Jfz8/J6oFvqaspXo6+tDKpU22S6RSBTv87EvaYp+n+xojSxu376N5557DiYmJop7PMiTa40sBgwYgBkzZmDFihU4ffo0qqqqMH/+fHC0xHGLPUsO33zzDUxNTbF27Vre6mtPWvvvij59+mDBggUICgqCTCZ7on2pM9ZKLC0tkZ+f32R74zYrKyte9iVN0e+THc+aRXl5OebOnYuysjL4+flRds+Aj+ti8eLFiIyMpPnfnsDT5pCamgoXFxesW7cOeXl5yMzMRGZmJiQSCerq6pCZmYmSkhJea1c3fFwT1tbWqK2tRXV19RPtR52xVjJ8+HDcuHEDFRUVStuvXLmieJ+PfUlT9Ptkx7NkIZFIMH/+fNy4cQOnT5/GoEGD+CxV7fFxXTR+jVNeXv7M9bUXT5tDbm4u5HI51q1bh169eileV65cwY0bN9CrVy+6n/IJ8XFNpKenQ09PD0ZGRk+2Y6tMkEE4sVjcZL4SiUTC9enTh7O3t1dsq66u5pKSkpQmhWvpvqRlniWL+9E8Y8/uabOor6/nXnjhBU5LS4s7c+aMyutWR89yXRQUFDQ5Xm1tLTdy5EhOX1+fq6ys5Ld4NfK0ORQWFnLHjx9v8ho8eDDXo0cP7vjx41xcXJzKf5627FmuiTt37jQ5XmxsLKetrc298MILT1wLdcZa0ZIlSzgtLS1u48aNnLOzMzdhwgROS0uLCw4OVrRpnChu06ZNT7wvablnyWLXrl3cTz/9xL333nscAG7hwoXcTz/9xP30009cWVmZin+Stu9psvjoo484ANz8+fObzG7t4eEh0E/S9j3tdfHiiy9y06ZN477//nvFiggDBgzgAHC//fabAD9J2/Ysn08Poklfn83TZjF16lRu3rx53ObNmzkXFxdu/fr1nIGBAWdiYsIlJiY+cR3UGWtFNTU13IYNGzgLCwtOV1eXGzNmDOfn56fU5mEXWEv2JS33LFn07NmTA9DsKyMjQ3U/hJp4miwcHR0fmgEN6D+9p70uDh8+zM2YMYPr2rUrp6WlxXXq1ImbMWMG5+vrq+KfQD08y+fTg6gz9myeNoudO3dyY8eO5UxNTTktLS3O0tKSW758OZeamvpUdYg4jh6DIYQQQggRCt3ATwghhBAiIOqMEUIIIYQIiDpjhBBCCCECos4YIYQQQoiAqDNGCCGEECIg6owRQgghhAiIOmOEEEIIIQKizhghhBBCiICoM0YIIYQQIiDqjBHCuMjISEyYMAGGhoYQiUSIjY0VuiS1IhKJFK8dO3YovZeamopZs2bBxMQEIpEIJ06cEKZI0mr+/PNPpcyLioqELokQ6owRwrK6ujosWbIEJSUl+OOPP+Dh4YGePXsKXZbaeemll+Dh4YHnnntOafvKlSsRHx+PLVu2wMPDA6NHjxaowqa2bNmCF154AV27doVIJML333//RPtLpVJ8/vnnsLKygr6+Puzt7XH+/Plm24aHh2PSpEkwMDCAhYUF1q1bh6qqqjZ5zDlz5sDDwwMvvfTS435FhKjO0y+vSQjhW1JSEgeA+/vvv4UuRW3hIYsx3717lwPAff3116ovqgUAcBYWFtzs2bNbtKD0g15++WVOS0uL27BhA+fs7MyNHz+e09LS4kJDQ5XaxcTEcHp6etyIESO4PXv2cF9//TWnq6vLzZkzp80ek+M4btOmTRwArrCw8Il+b4TwgTpjhDAsODiYA8B5eXk9tm1VVZUKKlI/D+vIZGVlcQC47du3q76oFsjIyOA4juMKCwufuDN25cqVJj9bTU0NZ2try40fP16p7dy5czlLS0uuvLxcse3vv//mAHD+/v5t7piNqDNGWEJfUxLCqFWrVsHR0REAsGTJEohEIkyZMkXxnpGREdLS0jBv3jx06NABr732GgBALpfjzz//xODBg6Gnp4euXbvinXfeQWlpqdLxOY7D5s2b0b17dxgYGGDq1Km4fv06bGxssGrVKkW777//HiKRqEl97u7uEIlEyMzMVNr+33//wcHBAYaGhujQoQOee+45XL9+vcnPZmRkhNzcXLz44oswMjKCmZkZNmzYAJlMptRWLpdj586dGDp0KPT09GBmZoY5c+YgKioKAODo6Ag7O7tmf4f9+/fH7NmzH/2Lbsb333+v+Dp448aNEIlEsLGxAQBUVlZi/fr1sLGxga6uLszNzTFz5kxcvXr1ic/zLBrreRre3t7Q1NTEmjVrFNv09PSwevVqXL58Gbdu3QIAVFRU4Pz581i+fDmMjY0VbVesWAEjIyMcO3aszR2TEBZpCV0AIaR577zzDrp164atW7di3bp1GDNmDLp27ap4v76+HrNnz8akSZOwY8cOGBgYKPZzd3fHG2+8gXXr1iEjIwNOTk6IiYlBWFgYtLW1AQDfffcdNm/ejHnz5mHevHm4evUqZs2ahdra2qeu2cPDAytXrsTs2bPxyy+/4O7du9izZw8mTZqEmJgYpQ6ETCbD7NmzYW9vjx07diAgIAC//fYbbG1t8d577ynarV69Gu7u7pg7dy7eeust1NfXIzQ0FGKxGKNHj8brr7+Ot99+GwkJCRgyZIhiv8jISNy4cQPffPPNE/8cCxcuRMeOHfHxxx/jlVdewbx582BkZAQAePfdd+Ht7Y0PP/wQgwYNQnFxMS5duoSkpCSMHDnyocesq6tDeXl5i85vamoKDQ3+/q0cExODfv36KXVcAGDs2LEAgNjYWFhbWyM+Ph719fVN7pXT0dHB8OHDERMT0+aOSQiThB6aI4Q8XFBQULNfU65cuZIDwH3xxRdK20NDQzkA3KFDh5S2+/n5KW2/c+cOp6Ojwz333HOcXC5XtPvqq684ANzKlSsV2xq/znmQm5sbB0DxdVllZSXXsWNH7u2331Zqd/v2bc7ExERpe2P9P/74o1LbESNGcKNGjVL8OTAwkAPArVu3rsn5G+suKyvj9PT0uM8//1zp/XXr1nGGhoaP/foWD/mKLyMjo9mvKU1MTLgPPvjgkcdsTmOWLXk1/k5b4mm+phw8eDA3bdq0JtuvX7/OAeD27t3LcRzHeXl5cQC4kJCQJm2XLFnCWVhYtLljNqKvKQlLaGSMkDbs/hEkAPDy8oKJiQlmzpyp9Mj+qFGjYGRkhKCgILz66qsICAhAbW0t1q5dq/QV5Pr167F169anquX8+fMoKyvDK6+8onRuTU1N2NvbIygoqMk+7777rtKfHRwc4OHhofjzv//+C5FIhE2bNjXZt7FuExMTLFiwAIcPH8a2bdsgEokgk8lw9OhRvPjiizA0NHyqn+dhOnbsiCtXriAvLw9WVlYt3s/Ozu6hTwE+yMLC4mnLa5Gamhro6uo22a6np6d4//7/fVjbxvfb0jEJYRF1xghpo7S0tNC9e3elbampqSgvL4e5uXmz+9y5cwcAkJWVBQDo27ev0vtmZmbo1KnTU9WTmpoKAJg2bVqz7z/4VVPj/V/369Spk9K9bWlpabCysoKpqekjz71ixQocPXoUoaGhmDx5MgICAlBQUIDXX3/9aX6UR/r111+xcuVKWFtbY9SoUZg3bx5WrFiB3r17P3K/Tp06YcaMGa1ez9PQ19eHVCptsl0ikSjev/9/H9a28f22dExCWESdMULaKF1d3Sb3Fcnlcpibm+PQoUPN7vNg56clmrt5H0CzN9oD9+4ba25kR0tL+eNGU1PziWt5mNmzZ6Nr1644ePAgJk+ejIMHD8LCwoKXzs/SpUvh4OCA48eP49y5c9i+fTt++eUX+Pj4YO7cuQ/dr7a2FiUlJS06h5mZWav+fh5kaWmJ3NzcJtvz8/MBQDHiZ2lpqbT9wbb3jwy2lWMSwiJ6mpIQNWJra4vi4mJMnDgRM2bMaPJqfOqw8UnBxtGsRoWFhU2eumwcKSsrK1Pa3ji6dv+5AcDc3LzZczc+CfqkP09eXt5jOzGampp49dVX4e3tjdLSUpw4cQKvvPIKbx0aS0tLvP/++zhx4gQyMjLQuXNnbNmy5ZH7hIeHw9LSskWvxqcE+TJ8+HDcuHEDFRUVStuvXLmieB8AhgwZAi0tLcWTq41qa2sRGxuraNeWjkkIi6gzRogaWbp0KWQyGX766acm79XX1ys6VDNmzIC2tjZ27doFjuMUbf78888m+zV2skJCQhTbqqursX//fqV2s2fPhrGxMbZu3Yq6uromxyksLHzin2fRokXgOA4//PBDk/furxsAXn/9dZSWluKdd95BVVUVli9f/sTnexyZTNbkiUhzc3NYWVk1+xXZ/RrvGWvJqzXvGSsqKkJycjLu3r2r2LZ48WLIZDK4uLgotkmlUri5ucHe3h7W1tYA7t2PN2PGDBw8eBCVlZWKth4eHqiqqsKSJUva3DEJYRF9TUmIGnF0dMQ777yDbdu2ITY2FrNmzYK2tjZSU1Ph5eWFnTt3YvHixYo5vbZt24bnn38e8+bNQ0xMDP777z906dJF6ZizZs1Cjx49sHr1amzcuBGamprYt28fzMzMkJ2drWhnbGyMPXv24PXXX8fIkSPx8ssvK9qcOXMGEydOhJOT0xP9PFOnTsXrr7+Ov/76C6mpqZgzZw7kcjlCQ0MxdepUfPjhh4q2I0aMwJAhQ+Dl5YWBAwc+cpqJp1VZWYnu3btj8eLFsLOzg5GREQICAhAZGYnffvvtkfu29j1jHh4eyMrKUnSyQkJCsHnzZgD3OqaNo59OTk744YcfEBQUpBidtLe3x5IlS/Dll1/izp076NOnD/bv34/MzEz8888/SufZsmULJkyYAEdHR6xZswY5OTn47bffMGvWLMyZM0fRrq0ckxAmCfw0JyHkER41tYWhoeFD93NxceFGjRrF6evrcx06dOCGDh3KffbZZ1xeXp6ijUwm43744QfO0tKS09fX56ZMmcIlJCRwPXv2VJraguM4Ljo6mrO3t+d0dHS4Hj16cL///nuTqS3ur3n27NmciYkJp6enx9na2nKrVq3ioqKiHlt/c9No1NfXc9u3b+cGDBjA6ejocGZmZtzcuXO56OjoJvv/+uuvHABu69atD/3dPAhPMLWFVCrlNm7cyNnZ2XEdOnTgDA0NOTs7O+5///tfi8/XWhwdHR86NUZQUJCiXePv9P5tHHdvJvsNGzZwFhYWnK6uLjdmzBjOz8+v2XOFhoZyEyZM4PT09DgzMzPugw8+4CoqKpq0ayvHvP/3QlNbEBaIOO6BsX5CSLtmY2ODKVOmwN3dXehSntjOnTvx8ccfIzMzEz169GjRPiKRCBs3bsRnn30GQ0NDevJOzUkkElRVVeHXX3/F9u3bUVhY2GQ0mBBVo3vGCCFqgeM4/PPPP3B0dGxxR6zR9u3bYWZmht27d/NUHWHF3r17YWZmhu3btwtdCiEKdM8YIaRNq66uxsmTJxEUFIT4+Hj4+vo+0f73T8Tar1+/1i6PMGbRokVKy2aZmJgIWA0h9/wfhlmXIqgyAisAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 700x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Order = 6\n",
+    "rp = 1  # [dB]\n",
+    "rs = 40 # [dB]\n",
+    "# Filter type\n",
+    "ftype = 'butter'\n",
+    "#ftype = 'cheby1'\n",
+    "#ftype = 'cheby2'\n",
+    "#ftype = 'ellip'\n",
+    "# band edges\n",
+    "btype = 'lowpass'\n",
+    "btype = 'bandpass'\n",
+    "if btype == 'lowpass':\n",
+    "    fpass = 0.2\n",
+    "    fstop = 0.3\n",
+    "if btype == 'bandpass':\n",
+    "    fpass = [0.15, 0.35]\n",
+    "    fstop = [0.1, 0.4]\n",
+    "b, a = signal.iirdesign(fpass, fstop, rp, rs, ftype=ftype, output='ba', fs=fs)\n",
+    "\n",
+    "whole = False\n",
+    "show = ['zplane', 'power spectrum', 'phase spectrum', 'time response']\n",
+    "z, p, k = dsp.plot_iir_filter_analysis(b, a, fs=1, whole=whole, Ntime=100, step=False, show=show)"
+   ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "edb4d589",
+   "id": "ddfe7614",
    "metadata": {},
    "outputs": [],
    "source": []