diff --git a/tests/noises.ipynb b/tests/noises.ipynb
index c30d0323d67ff1540c8b608b9e9ca847c667ef21..5d73ade285a2e8b8b8a6bae39804f92da0b7b363 100644
--- a/tests/noises.ipynb
+++ b/tests/noises.ipynb
@@ -9,23 +9,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "import lisainstrument\n",
-    "import scipy.signal\n",
-    "import logging\n",
-    "import numpy\n",
-    "import matplotlib.pyplot\n",
-    "import pyplnoise\n",
-    "from numpy import pi, sqrt\n",
+    "\n",
+    "import scipy.signal as sg\n",
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
     "from scipy.constants import c"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -33,7 +31,7 @@
     "level = 30\n",
     "size = 1000000\n",
     "psdav = 100\n",
-    "t = numpy.arange(size) / fs"
+    "t = np.arange(size) / fs"
    ]
   },
   {
@@ -45,7 +43,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 34,
    "metadata": {
     "scrolled": false
    },
@@ -54,15 +52,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 125 ms, sys: 3.64 ms, total: 129 ms\n",
-      "Wall time: 128 ms\n"
+      "CPU times: user 14.4 ms, sys: 1.23 ms, total: 15.6 ms\n",
+      "Wall time: 14.7 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -73,19 +71,24 @@
    ],
    "source": [
     "%time white = lisainstrument.noises.white(fs, size, level)\n",
-    "matplotlib.pyplot.plot(t, white);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, white)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('White noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -95,10 +98,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(white, fs, nperseg=size/psdav)\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, [level]*len(f), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(white, fs, nperseg=size/psdav, detrend=None)\n",
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, np.repeat(level, len(f)), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('White noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -110,22 +118,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 174 ms, sys: 16.3 ms, total: 190 ms\n",
-      "Wall time: 190 ms\n"
+      "CPU times: user 17 ms, sys: 2.05 ms, total: 19 ms\n",
+      "Wall time: 18 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -136,19 +144,24 @@
    ],
    "source": [
     "%time violet = lisainstrument.noises.violet(fs, size, level)\n",
-    "matplotlib.pyplot.plot(t, violet);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, violet)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Violet noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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rBexzMjA5JSWlOiKLiIiIiAQ3bznsW+q/1Dn9Qyg6BqHR2D63MHuPl3FTnsXtdnEgp4hJjy/j6tQWvLj0y0uZF+/I5p63NzgW/45hbXh+8R5+Pakz763LYOuhfAB+Mqo9IzslEBXm5uO0TB6bkw5A87hIrLUcyque+403H8xj4GOfEB8dxspfjeR4cTkuYzRCXEm1+p7g6qJ7gkUC414OkbpA55pIzdH55hBvOfg8EBoJG96AGXdBWD1oP84/4psyive35vCTtzcC8PtpXXlibjr5JZ4ajdmxSQzpR04AsOjnw2kWF8n6L3LxWeib1ACvtYSHuL9lL+f2+uf7aJ8Yw18X7MRiuX1oG/KLPUzr1Zy8onJmbznM/f+rmpHtfY9PrJL9XKxAONfq0j3BIiIiIiLiNE8p7Fnkf5RR+kf4ht/P7dv7cHvfAfS75j+UJY2g/W8XMdXTjJzPN7N059FTmz40Y0u1ROqX3JC3pg/A5TKkHcpnwtNLeXBiJ3q1asAP/rOOF29K5XBeCZn5JSQ18s/IfPojlCpbjG4amATAgNvjv/ZebFQo1/VrxXX9WrEj8wStGkbR8aG5F/21/vnZXr47KPmitw92QVWCdTm0iIiIiEgl+Lww825I/whK8yA8lvm+3pRkJbBgWxYLtmXx0Y+G8LvXNwEwc8OhKvmyDaPDyCksO/X6l+M68se56VzbtyX3T+hEbGToGet3blafdQ+NPnXZ8IpfjQSgZcOoKslTGe0TYzh5NW7/5IZ8kVPE4Qu8nPq3s9LIPlFKTEQo04ckE+J2VUfUOiuoSrC1dhYwKzU1dbrTWUREREREar3yYtj9CRzbBYN+zPsbDzOpMIeQThMxnS/j3dy2/Pz9dFj+5SYTn152UV+qZ8s4Nhw4/rXlex+bgDGGd9YcoHlcJINSGgFw1/BvfoxQbb5v1hjD7kcn4DKw4cBxLnt2OY3qhbPmwVHsO1rIff/bxIo9Od+4j2cX7Qbgj3PTHb88OtAEVQkWEREREZFvUVYEuxZA2gzYMQ/KCiiNaMz7ZiL3fbCdn3ATAD0ORrPxQPoF7/5no9vz5493nLHsnTsG0i+5IeVeH5n5JTSpH/G10c2rU1tSl7hd/kdB9WrV4IwSm9QomrduH8g7qw/QpXn98/qjwpaDeXRtHlttWesalWARERERkWBXVgiuEAgJh5X/gIW/xUbF85EdxJtlvVlZ0gnPB9vP2GTjWUZtv8mw9o15/sY+RIS66dK8Pv2T44kOP7OOhLpdtGjg/CXLtcHVff2lf+9jE/hw02F++Ob6c6476W/L6Ngkhqev68W8LUf44ch2NRUzIAVVCdY9wSIiIiIiFUpP+Ed602bg2/kxG/s8Tq/x32V/i8ncV+ZhVUlHvFz8bMk3DmhNQkw4ibERTOnRjPAQF8b4Rz8v7ZhYVUdR5xljmNyjGV2a1efSPy8+53rpR04w5sklANw2JJmosKCqehckqL4zuidYRERERIJdaeFxQmZ+H/eeheApgXqJ/KtkCG8sKWH74o8q1upSqa/x+q39GJTS6NQlv1J5bRrXO3XZ9DurD/CL9zadc92r/vE5M34wiFBNmHVWQVWCRURERESCTvFxfNvncCQzk/fDJvHEvHTeCtuDaTKFPx3oyNqS9vi4sLJ079gO3DY4Ga/P8uO31rMpI4+nr+vFgDZffzyQVL2r+7ZkYNt4hvzfp2d9f+uhfNo9MEcTZp2DSrCIiIiISF1TnMunM1+lT+ES6h9cistXznFfa54oSwEM15Y9BF9c+G5fu7Ufw9o3PmPZSzf3rZrMckFaNoxi3j1DWbX3GA/N3HrWde7970aeuKpHDSer/TQ+LiIiIiJSFxTlgM+L12fZ9uavGJH+MPlfbOL5sjFMK/0dE8seAS788uSPfzKUIe38jyXq2CSmikNLZXRoEsONA5O4bXDyWd//79qMGk4UGIJqJFgTY4mIiIhInVJ4FNI/hK0zYO8S3u32D17Yn0hpVir16cxmm8zFFN9fjOvA94d/+Tvz67f2o6jM+7XZnKV2+O6gJF5etves7yXf/xFbfztWE2WdJqi+E5oYS0REREQCyd6jhWw9lMek7s3OfCP/EFmv30J89ircxnLQ1YQtcdfw1OpCMmwB0OS89t83qQGr9+UCsPje4bSOjz7resYYFeBarEWDKD6//1I+Sc/igfe3nPGetdD51/NY++Ao4uuFO5SwdtF/ySIiIiIitciJknI2ZeTx7toMlu48ytGCUka1hIidH1FCGKXdvkOfR1fz37BjvO2byhxvP9Jsayg6+4jv3SNSeObTXYC/6N722hp2ZRXw3l2X0Kd1A0b9ZTFJ8VHnLMASGJrGRnJ9/9b8/ZNdHMor+dr7ff6wQBNlVVAJFhERERGpRS57djm7sgpIIJeJ7lVMCFtJ2FPbwViWe3vyzvaueAjhsrLffeN+fjWhI71aNaBvUkOaxUWSmtSA1vHRLPjpsDPW++prCWyzfjiYL3KKuOzZ5V97L+m+j1SEUQkWEREREXFcudfHkh3ZnMjOYFdWAQAPhf6Lye4VbPe14K+ey5nt689O2wK2HvnGff1qQkcmdGtKiwZRp5Z9p3+ras0vtUd8vXDi64Wz7qHR9P79x197/0BOES0bRp1ly+ChEiwiIiIiUsO8PkuZx4cxMHPRCmL2fESTg/MY6drFX82f2Wub8lfP5TzluYLdtvm37m9wSiP+dFUPTpSU0y5RMzgLNIwOO+vyIf/3Ke/eOZDUpIY1nKj2CKpHJBljJhtjXsjLy3M6ioiIiIgEsXvf3ciU37zEwScu4ZrPJjDh8N8Jw8P/lV/DCesfpdtlW3xrAT75zN5/f68/TWIjVIDlDNf1O/sVAFf+4/MaTlK7BNVIsGaHFhERERHHHNsNaTPZUd6I/62Lpz5x5JV4eNx7LbN9/fnCJn5tk9jIUPKKywH46ej2TO3ZjC0H89mVVcCkHk1p2SCKUo+3po9EAsRjl3fjoUmdGPDoQvJLPGe8t/9YYdBOhhZUJVhEREREpCas2HOMtEP57E7fwBXhq4nY9RGdzT4A1nguBb5HPvW4/ByTW/VLbsg7dwwE4NP0LLo2j6VxjP/xNl8tLmEhQXVxp1ygqLAQNj08lqT7Pjpj+bAnFrH70Qm4XRf+HOlApxIsIiIiIlJJWw7mkV1QyogOCSxZs5Gb3s0A4O2wx+ntSmetbcfvPdcz19uPgzQ+6z5+Ma4DjaLDaZdYj87N6p9aPqJjQo0cg9Rtv5/WlYdmnPkM4bFPLQnK2cFVgkVERERELtB7azMIDXHRq2UcTy3Yyab1K5jgWkkz90oGmsPE8SzHieG35TeRa2M4TPw593X70DZ8tuso3x+eUoNHIMHmxgGtv1aCT85EHmxUgkVEREREzkP2iVIycovo3Kw+P/vvRgBGRO7iV97naRd+EJ81rLId+b1nJB7cAKTZpHPu7+3bB5Ca1DAoL0cVZ2x+eAzdHp5/xrLZmw8zoVtThxI5QyVYREREROQcVu/L4bXl+3jymp5M+dtSGp7Yzi9bpTPM1ZTFvh7sLokhOySW18rHMM/bl2ziALi0YwKPX96Nfo8uPLWv9Q+NZv2BXPolx3Mwt5gOTTSTs9SsmIhQNv5mDD1++2UR/v5/1rHv8YkOpqp5QVWCjTGTgckpKbrURERERETO7XhRGTuzCrjqH8vpavbyUtpfeNO1iqTwTDxHXKwxl7OYHnxhE/lO+YNnbHvDgFbcN74T9cK//FX7ZMm4tKN/BmgVYHFKbGQo/ZIasmpfzqllj83Zxv3jOzmYqmYFVQnWI5JERERE5Fz+/ukuPk7L5JI2DflgyUoyrH8Cq7+G/p3WJpPlvi48Vz6Fj719yKH+Gdu+ffsAWsdHk1g/HGO+vLw5sX44qa0b1uhxiHybt+8YQPL9s0+9fn7xHu4Z2Z7IMLeDqWpOUJVgEREREZHT5RaW8d66DPolxbFg/odMdK9kfNYq7gwrok/pPygnhB+V381B24jjfDl6m/a7sWw7nM9ry/fz2yldaBAddtb9r/zVqJo6FJHzdvofak46eLyYlIR6DqSpeSrBIiIiIhKUXlyyhyfmb2e4byUTQl/j/fAcSm0IS33dmOPtj8ECsNUmn7HdfeM7EhUWQp/WDemjUV4JUA9O7MQfPtp26vXdb6xj7j1DHUxUc1SCRURERKROKvP4cBkIcbu+XOjz4tm3nM3zX2P2/q6U2XZkmzi2+pJ5wnsNC3x9OEEUAM1iIziUV8LqB0ZxoqScFg2iCAtxneOriQSWWy5J4tHZ2/D5/9ZD+pETlJR7iQit+5dEqwSLiIiISJ3U+/cf07t1A6Z2b0LJriWMd63EpH9IA18OnWwoHV31We9tx3rbjunlPztj2+dv7MOw9o3ZnV1A45hwGseEO3QUItUjxO1ixx/Gk/LAnFPLdmUV0LV5rIOpaoZKsIiIiIgEtKwTJeQWlpNfanliXjqjOiWydk82DcoOsmSHh+U7DrM6/JdEUMYnvp7M8fbnE18vioigc9P6pB3OB+CRy7qy/cgJ7h6RQkL9CAC6NKv7hUCC1xlXSQCT/rYsKB6XpBIsIiIiIgGrpNzLgEcX4rMwvjUUHHif5ktXcpl7DaNDIxlW9iQeQrip7D522WYUE8HEbk0p2nyY6DA3s388hFkbDzGwbTyN6mm0V4LP8vsu5ZLHPzn1+sNNh5jUvZmDiaqfSrCIiIiIBIQTJeXM2HCIXi3jWL77KHuPFvLmqgMAXOv+hF8eeYsGYQUU2Ag+8fXio4rJrSyGzbYNAOO7NuHv1/fmSY8Pn/XfDDm5R93+hV/kmzSLizzj9d1vrFcJrkuMMZOBySkpKU5HEREREZEL9IM31rNkRzZhlDPItYWJ7pWsNFPYY5uRaRuwyNeDOd5+LPb1oBT/I4tm/mAQTy/cyV+u6cmM9QeZUlF4NcGVSPAKqhJsrZ0FzEpNTZ3udBYRERER+Xaf7TrKK8v2MqZjQ0J3zeXPoSsZ7VpHfVNEvo1inkllj23Gp75efOrrxb1jO7B66R5Ki8q5vHdzerSM4+Vb+gJw8yVJzh6MSC01qlMiC7ZlnnqdX1JO/YhQBxNVr6AqwSIiIiJSu3h9lnKv74zHspwoKWfb4ROkfZHJvz5eyW5PY1al72Nt+FMUEcFcb19m+/rzma8r3xvegXt7NWfMk0sA6J/ckBsHtuZfn+/n9qFtnDoskYDy0s2pJN330anXD7y/hb9d18vBRNVLJVhEREREHPOTtzfwwcZD7H1sAruzC5j0l48Z7trIRPcKrnKtp6urNVfyMCeI4vKy35JuW+E57VfYn4/pgNtleGBCJz5Zv4PUpIYA/GCEbn8TuVizNh5SCRYRERERqSo+n+VQXjENosL4YOMhAK78x+cMzHiFdeEfEGVKOWZjmOkdxEe+/qe221IxuZXLwIKfDmPzwTzcLgPA9KFtaOf7ouYPRqSOmHfPUMY+tcTpGDVCJVhEREREqpXH6+OT9CxGdUpk37FCLv3zYqIp5lLXep4NXcUD5beydj+0dDXmPe8QZvv6s8rXES/+S6RfvCmVIe0anXHJNECbxvWcOByROqlDk5gzXvt8FlfFH5nqGpVgEREREaly1lpKyn1Ehrn50Vvrmb35CH2ahTHWtZbnQz9mmGsjEaacTBtHsjlCrq3PDN9g1sSO5i9X92Rn1gma1I/gttfW0K157NcKsIhUvelDknlx6V4A5mw5wsTuTR1OVD1UgkVERESkyr2wZA+PzUnnys4xbNq2G0gg83AGt4c/xmFXQ97wjmS2tx9rbXssXz6u6N07L6FJbAT9kv339u57fKJDRyASfK7v3/pUCf7BG+uY0G0CxtS90WCVYBERERGplFKPl4O5xacuT575+RZ2zX+NV0JXMXj3Zj4J6c2yPk/y7xUwsfRR0mwrerZqyL1jO1BS7t/2oZlbAWhUL8zJQxEJakmNos94vfdoYZ287UAlWEREREQu2P5jhYx9agmX927BGyv9E1LdNbwtzZY9wLXuT5ka6iXDNuJV7zg+9A7gH8NT+PeKL9hqk7h3bAduG5x8xiXOzeIiWbrzKCFu17m+pIjUgB4tYtmYkQfAxozjdbIE6/8yIiIiInJerLX4fJZjBaV8uOkwUeXH8a15lRdD/0wY5Ty3aDc7bAte9k5gSunvebD1GyRe+QT9B4+iaWwED0/uzMA28fxgRMrX7vEd2SmRh6d0cejIROSkn4/tcOrzn7y90cEk1UcjwSIiIiLyrf675gD3vruJWAqY5F7BVVFruSN8MyHGx15fIi1MNntsM/7lHXNqmxsaRjG1Z3Om9mwOwC2DkrllULJThyAi52FIu8ZOR6h2GgkWERERkVMKSz2cKCk/Y5nNP8zT7y8CoI05zCOhrxBTmsVz3imML32M1ZMW0L9v/6/tq0NizNeWiYg4LahGgo0xk4HJKSkpTkcRERERqXX2ZBdw6Z8XAzCiaTmtsxYy3r2KvmY7080ofs132WDbMqb0j+ywLQDDbyZ35vI+LdhzrAiAy3s3Z0i7RpR7LFf0aeHg0YjIxVr4s2GMrPh/QV0UVCXYWjsLmJWamjrd6SwiIiIiTrDWnvWRJ5n5JacK8Auhf2ZM7loIhXRfS57yXMFHPv9Ib/MG0ezIbQnA76d24caBSQAMbBvPPxbvZlj7xqcufxaRwNT2tMmwDh4vpnlcpINpql5QlWARERGRYHYgp4hJf1vGn6/qgQUMMCyxGNe2Dzix/hPge4Bhgy+FTb42zPH1o2O3VI7klXBD96ZM7N6UqLAQVuw+xsaM46cKMMCw9o1Z+osRde6XZZFgd/2LK1h07winY1QplWARERGROq7U4+WRj7YBkFdczgOvz2ea+zPGu1cS6toDQIkviXjy+fwP19L+Qf923x/ell+M6/i1/Y3qnMiozolfW96yYVT1HYSIOGJfxa0OdYlKsIiIiEgdt2znURavWEmRjQDi6OHazf2hb7LR14bHy69ltq8/X1h/qQ0LcfGHaV2JiQjRZc0iUiepBIuIiIjUEbmFZUx8eiljujTh7ktTiCvaj3vbTHqseofF4Tv4S/mVPO29nMW+HgwufYqrRg7m9SW7KfJ66d4ill9N6ATADQNaO3wkIlKbeLw+Qtx158FCKsEiIiIiAazM4+PxOelMH5rMp+nZHMor4bXle5i25gYaVVzqvM/Xnue8NzDb259WDaPo2CSRn44ZSccm9fnxqHbkl5RTPyLU4SMRkdpk5a9G0v/RhQC8ty6Da/q2cjhR1VEJFhEREQlAS3Zk868V+7mubwuWLV9Cz93P0qrsMHArFhfLfN2Y4R3MXG9fjhDP7UPbsHx8x7PODK0CLCJflVg/4tTnmzLyuKavg2GqmEqwiIiISADx+Sz7c4r4zT9ncpl7KR2/WMv88AP4cg0rfZ0Y2DqaNRlFHOpzLz8b3Z5BXxynX3JDYiNVdEXk4sxYf5BHLuvmdIwqoxIsIiIiUgvlFZfT47fz+dNVPRjRoTHlHh+LliygNLolv/n4INe7t/ID90xWlnbiWd93meftSzZxbLxl0BmFd/RZZnEWEbkQhWVepyNUKZVgERERkVrE4/Xxv/UHycovASyvvfs+2e6VjHet4lpXJveX3waMZKb3EpaGDOSL8mh+dGkKd0SGsju7QCO+IiLfQiVYREREpBZ5f/1BfvHuJqIoYXHYfbR2ZVFu3Sz3deHZ8inM96bStXl9+rRqTev4aOZuOcKNA5NoHBPudHQRqWMW3zucYU8scjpGlVMJFhEREalhmzPyiAp307ZxPT5Oy6RPq1hK967k0PI3CTuaB9xAEREsc/clYfxY3i3ozkPzD53a/p2re9I+MQaAWwcnO3QUIlLXJcREfPtKAUglWERERKSalZR7KfP6qB8RitdnufW11eQUlpEatp+xnkX0CltNU98xGtoQjvh68+otqbSMjyYhZgyREaGkHs6H00pw28b1HDwaEQkWkWHuU58Xl3nPeB3IVIJFREREqlFmfgmj/rKYuKhQfje5E8+9/h/ybVu8hDHQs4rr3QtZXN6d2d5rWOjrzQmi2NfxzMmsOjWtz5bfjqWgxMPhvGLcrq8/5khEpDoVl9edEuxyOoCIiIhIXfbswnS6lm1kev6zdHlrAO+E/54hrs0A/NMzjrubv8Pxqa/ReNCNnCCKVg2jzrqfeuEhNImNoFerBjUZX0QEgJ+9s8HpCFVGI8EiIiIiVeBwXjEnSjy0T4zB57O8s+YAfRsU8eONk2kYlk+xDeMTX09mewfQpu94Fg/tTGxkKHFRYaf2MbpzE5Ianb0Ei4g46dPt2U5HqDIqwSIiIiIXoNzro/+jC7lzWBu+N7gNK/Yco35kKNP+tohLXFt5KfUgc/aUc9/RqYDl0dB+XDL6cn65qQkrM0p45LKuXN+/9Vn33S+5YY0ei4jIt7lxQGv+tWK/0zGqVMCXYGNMG+ABINZae6XTeURERKRuW7Mvl5zCMh6dnc6OzAIOrp/HZa5lrAlfQ5wppGBjBDneYRVrG9Z3/zXfGdqDJ7sX8/76g0zp0czR/CIiF+LecR1UgmuCMeYVYBKQZa3tetryccBfATfwkrX2cWvtHuA2Y8y7zqQVERGRusrj9bFmfy49W8YREeqfEGb59oMMc21ksa87767N4A8hKxjnXgUdxnPH1mQWebtRShibHx7DJ+lZDG3XGIBmcZH8YESKk4cjInLB6oXVyspYKbX1iF4FngFeP7nAGOMG/g6MBjKA1caYD6y1aY4kFBERkTrLWktGbjHfeWkFB3KKuWd4S+5JysC39X3u2vIhUWFF/KX1cxQ17klYzEMsrhfH5D7J3LrnGK3TsxjXtQkxEaFM7dnc6UMREakUVx2cjb5WlmBr7RJjTNJXFvcDdlWM/GKMeQuYCqgEi4iISJVZvS+Hu/69jqMFpYSFuJiWmM33VtwGK4opNPWYU96Xo63H89Mbr4SQsDO27d8mnv5t4h1KLiJSvay1GBP4pbhWluBzaA4cOO11BtDfGBMPPAL0Msbcb6197GwbG2NuB24HSExMZNGiRdUcV6R2Kygo0HkgUgN0rtVOZV7L0WJLs3pnPi3S5S1l8crP+U3p52x2J7O/+WX0aZLIB+suYa43leW+LngIYYIvlEXLljuUXs5F55tI9frvnE9JiHIF/LkWSCX4rKy1x4A7z2O9F4AXAFJTU+3w4cOrOZlI7bZo0SJ0HohUP51rtY+1lu//Zx1zthzh52Pac/el7fBuncXW+S/TqeBzhnpLOBEWR3yL3qTeOJqwEBcHRwwn7sBxfhIbwbGCMvq3aUhMRKjThyJfofNNpJrM/QiAzj360LV5bMCfa4FUgg8CLU973aJimYiIiMg5vbZ8H4n1IxjXtQkAa/fnsmTLXoa7tvPhphjuHNaW/QtfpOnxDbzpHcIcXz/uv/NWLmnV6NQ+msdF0jwu0qlDEBGpFR6YsYWZPxjkdIxKC6QSvBpoZ4xJxl9+rwW+cyE7MMZMBianpGhmRhERkbqupNzL0YJSfvPBVgCmdozm8a4HiVj8BuvCVxJuyhmc2ZzXPm/JM4euI4/ptEmoz8s3p9I6Ptrh9CIitUe/pIas2pfDxgPHnY5SJVzfvkrNM8a8CXwOdDDGZBhjbrPWeoC7gXnANuAda+3WC9mvtXaWtfb22NjYqg8tIiIijttw4Djrv8jF57OMe2oJg//4KQDDXRv4v71XEPnh92l8Io2VDaeweczbHLTxPDp7G7nU57YhbVnw02EqwCIiX3HX8LZOR6hStXIk2Fp73TmWzwZm13AcERERCRDT/v4ZsRTwYr8sfp3/LnPdfel3+T1MTkll93uHeHBnCuttCk8O7c0l3ZvS6rPF7D9WxOW9m/PAxM5OxxcRqZWO5Jc4HaFK1coSLCIiInI2JeVe9mQX4nYZOjSJ+fINa8ld/gqvhr7GINcWQjd5OeBqzIAJNxHVpwUAnb77DNGvrIJdR7kkJZ4Qt4vHL+/Ogm2Z3DG0jUNHJCJS+13Stm49+i2oSrDuCRYREQlcecXljH9qCYfySghxGT65swutSnfgaTOSm/+5ip8feI5kk8ecmCt48Vh3krsN4umBvU9tb4zh79f3Jv3wCRJiIgAY2DaegXXslzsRkarWOj6ayFA34ysmGAx0QVWCrbWzgFmpqanTnc4iIiIiF2b25sOU5x3h390P4N7+AS1e2YbX5aZn0XMUEMUW7uWSLm159PLuZK7N4PoBrb62j/oRofRLbuhAehGRwFZc7uV/6w/yl2t6Oh2l0oKqBIuIiEhg+eJYEfe/v4nvXpLMsWX/ZGXEk7h2WI5FtuaZginM8fangEjCQ1ys/e1VhLj9c35O1+XNIiJyDirBIiIiUvvkH8KmzaR88RtE5o3me7v6kGyac0nH6fQe911c0W15+c+LcYcb3riuF0mNok8VYBERkW8SVCVY9wSLiIjUYp4yWP0i3i0zcB9chQHKfS0Z0b4hn+12s7e8KR2uvQXCQ2gALPr5cCLD3ESEuh0OLiJS943unMjHaZlOx6gSQVWCdU+wiIhILZO7n4WfLaeo5TAmdWuCXfEcBwpDec9zNbN9/fA0SGHWtYOZ5IP8knKiw7/81aVBdJiDwUVEgkurhlFOR6gyQVWCRURExDnFZV7+uXwvuRk7mRq2mg7HFhKauYGeNoa+y55j2+F2pEc+yaKsMv56bS+Gx0XQLC6S+hGhAMRGhTp8BCIiweujTYcB2H7khMNJKu+CS7Ax5nymVPRZa49feBwREREJdCXlXn47aysTuzVjcLtGp5b/euYWEjY8wwOh7wCw2bZlPtezu9FIxjZoxrOLduMy8OQ1PZnco5lT8UVE5CyO5JcAsPlgHo2+Zd3a7mJGgg9VfJhvWMcNfP25BCIiIlLnfbTpMG+uOsDqNat4vk8GbbMWsLHnb/jv2jJ+33cCvibdSG8wgjs/yKag1MPsG4fgMnDoeDG3Dk5mas/mTh+CiIicQ2Gpp+6XYGOM11p7+owT26y1vb5lm/WVTlYNNDGWiIhI9cnMLyHEU0jZJ4+xMGopbX37YTNsC+3Ey4vTaRbbmaunjsMV4qYz8FFSGcXlXprGRgIw8+7Bzh6AiIic040DWvOvFftpEhsB2U6nqZzzGQn+6ojvwPPY5nzWqXGaGEtERKTqeH2W9MN5tCjfz19mLue1w60Io5zV4f+juEEHjnW7je+va062acSeo4U8clkK4SFf/l09LiqMOOfii4jIBZjWqzn/WrGfiFA31ukwlXQ+JfiMY7TWlgAYY64E3rPWfu17cHIdERERqRs2Z+SxfPdRyjw+osLcjGt8lJUfvkL3/MXEug5xva8FCWNnEh7iYkPcMoZ2bYMxhrdH+svypozj9GwZ5/RhiIjIRQoP8T+LvbTcS6DPzV+Z2aH/BVxhjLnBWusFMMZ811r7z6qJJiIiIk4r9/qYvfkw9767kTKP/+/evwv5J81DPmaqNaRF9OCBwnE06HM5Px9x9tuN3C5Dr1YNajK2iIhUsYhQfwkuDvISnA4sBt4zxlxlrS0HfgioBIuIiASgzPwSVu/LoX5EKEPbN2bHkXz++Mqb9C1ayuKwNYTcMZP6TVPYsszD2+ndGTjxFto1aU7PjYeY2L2p0/FFRKQaFZf5APjxWxt4dVy0w2kqpzIl2Fpr/2GMKQI+MMZczjfPGO04TYwlIiJyJq/P8sqyvSzZmc3y3cfw+iyNyOPZ5KU0P/wxL5ONLzQEkobhCi2HEDd9hk+lz/Cpp/ZxVWpLB49ARERqQmxk3XlWu6sS2+YCWGtfB14GPgKiqiJUdbHWzrLW3h4bG+t0FBERkVrhyY938OjsrTQ4toGHe55g1t2D6dayAd0OvcsBdytyRj2J696duG76HzTp6nRcERFxSHy9QL8I+ksXPRJsrR152ufvGmNKgFerIpSIiIhUj/Vf5PLSsr2cKColuXgLrTMXsL7eOuKKsqBkOLS4hj/eOILnln7MTcM60bBeuNORRUSkFogMdX/7SgHigkuwMaYDsOOrs0Jbaz+EgH9usoiISJ1SUu7l+/9ZR2L9cDok1OPhD7cRFxXK8yF/pn/ZCjyhYZg2o6DrZdB+LAAJ9SP46cSezgYXEZFaxeWq1Xe+XpCLGQl+F2htjNkBbAI2n/yntTarKsOJiIjIxfnvmgPM3HCIEOOjdPdSOrtWMsK9gTXtX+KP1w8hep8PygoIaT8WwmOcjisiIlJjLrgEW2u7GWPCge7AbKAQmAR0McZgrW1SxRlFRETkW5R5fDy9cCdzthzm8Su688qHn3CzbyajzGoaheXjdUewrd5A/jQlmYjwEOgwzunIIiIijrioe4KttaXAamNMgbX2hyeXG2P0EEAREZEaVFjq4fnFu/lg/X5a5q0lzh3LNc8XkmzKuDrqc4qTR2N7Xo673Wi6hgX2Iy1ERESqQmUekQTw1fuCcyu5v2qlRySJiEhdcvxEAU+/+BIdcz/hw9B11As7QU7KFVyyPZl+vQbgmryX6NAIp2OKiIjUKhczMdbfgXUVHwF1d7S1dhYwKzU1dbrTWURERC6G9XnBuMgv8ZD91DB+7d1FeXg9QjtPgs5Tadj2Uj4vc1E/MhTq0CQmIiLivIhQFyXlPqdjVNrFjARvBHoCNwExxpg0YCuQBqRZa9+uungiIiJCeQnsXohv6wyy05YwzfyV6KhIOpVO5PZLO9Nt6GUQ8uWjjBqEOphVRETqrLpQgOHiJsZ64fTXxpgWQDf8E2VNAlSCRUREKsHrs/xn5X6OpK9i6NE36F2ykjBvEWUhsSwq7UXHZrAuu5SfX3sX3bo2dTquiIhIQDmfEmyMMR2stdvP9qa1NgPIAOZUaTIREZFgU1YEO+fz/hfR/HpxGRPrH6Fj+VreLe/PHF9/VpV1YUiHZrxyUx+M0aXOIiJSs2IiQjhR4nE6RqV9awm21rqMMd2MMVdVLMoClllrvdUbTUREJAiUFuDbMQ/Xtpmw82MoLyLHN4VRnX7MMzeOw9jvM+xEOUfXZuDan8sjl3VVARYREUfcckkSf/tkF9bab1+5Fjuvy6GttZuBzQDGmEbAJGNMCFAGfGatzam+iCIiInWMz4c1hv+u+YJRc4bT0JdDjoljc8wo/lXei/XuTsy5vCvG5QageVwIPxrZzuHQIiIS7MLcLgB8gd2BL+qe4KPATICKInyJMaYxEAWstNbuqNqIIiIigSO3sIwTJR5cLmgeF/nlGyV5sGMebJ2B7/h+fhH/d95dd5C74m4msVUK804k8UVuGf07NeSlga1JiNGjjUREpHYJC/GXYE+Az49V2ecEdwAGASlAJv4ZokVERILOkbwS/jx/O++uy+DkVWIjOjTmuvBN5Lz4V2IPLcVty8kLbcxcXz9m7d/LPaO68OOREzDGcIuj6UVERL7dyRIc6JNEX3QJNsY8DewE3rLW7q26SNXHGDMZmJySkuJ0FBERqUM2ZRzn2hdW4PFa7urXkBGsYUtYT/68Kpfo8iw6h27iPe9oZnv7s9PXnktSEniuX0su7ZjodHQREZHzFhHqv02nPMCvh67MSPBD1tq8KktSA6y1s4BZqamp053OIiIidcPxojLu+9cibgxbwT3NthG5eRn4PPQd/39M/NnNPPWeZefAH3J5izhuCAshPMSFy6WJrUREJPCEV4wElwX4FMkXXIKNMQOBFYFWgEVERC7WloN57D9WRHKjaNo0jvb/Jdzr4Xipj/vfWsH/Sr5HhCmHE0kw8G7oPBWa9SLBGMYkRzBcI74iIlIHfDkS7HCQSrqYkeCbgL8bY3YAc4G51tojVRtLRETEWeVeH3O3HOG15ftYsz8XgMYcZ6x7NdPC1xDqMlxWeB8+Czf2eYBLBl8KTbqDHl8kIiJ1VEjFlUwlniC7HNpaexeAMaYjMB541RgTC3yKvxR/pmcIi4hIoFn3RS7/XrGfBlFhhLgNM9YfJDO/lFYNo3ip3xEGZr9D1OGVGCxHQlqxLGwod/dLYWSnRHq0nOh0fBERkWr36fYs/z8PePiew1kq46LvCbbWpgPpwJPGmEhgBHAV8BcgtWriiYiIVL/cwjJuf30txWUefBZiy7O4u0karSbeyuBu7XCvSofDeTDsl9BlGk0ad+RKjfiKiEiQubx3C95cdYDUJm6no1TKxdwTvM5a2/v0ZdbaYmB2xcdZ1xEREamtHp61lciiQ3w4NIvEjHmYjFVwHAgdCK720O92GHCX0zFFREQcdXJirEB3MSPBnYwxm75lnbiL2K+IiEjN8pYzL/0YqzdsYnnEj2AF0KQbXPogdJ4Gjdr513MF9l+8RUREqkKIy1+CvUE4MVbH81hH9wSLiEitsnzXUR6auYUGpQeZFr6WQaVL2etL4K7C79OxaRs8lzxJSJthEN/W6agiIiK1UqjbfyuQN7DnxbqoibH2V0cQERGR6lBc5uWPc9MpWvlPngv/hPa+3VAG6e52ZDfoyQ/7t+Pafi0JiR3idFQREZFaLcRdMRIcbCVYREQkIBzdyaEV/+Xmbf3YeayUf7UuJcUdB13/AJ2m0LFB6/O6tElERET8Tj4iyesL7BasEiwiInVHVjo2bQblm94nLCedZkBy6GM8/L2rGdRmPLjqxoQeIiIiTgjVSDAYYxoDWGuzqyaOiIjI+fF4fcxYf5AXP03ncKGPwZH7eLb4F1gM630dmO29GVfnKfzpimHUjwh1Oq6IiEjAC6m4J9gTbBNjGWMM8BvgbsBVscgD/M1a+7sqzleljDGTgckpKSlORxERkYuUV1jGys8Xk7XqbQaWLOP7kams63UfOQUNeSn7x2Q2GU7bNincmNSAlIQYp+OKiIjUGaGu4B0J/gkwCOhrrd0LYIxpAzxnjPmJtfbJqgxYlay1s4BZqamp053OIiIi56eg1EP64Xy2HsonatXT9M39iDHmCF5cHE/sx5QhU5javWvF2n0dzSoiIlKXhZyaHTqwW/DFlOAbgdHW2qMnF1hr9xhjbgDmA7W2BIuISGAoKvPwv7UZrPxsIS1zV/KsdwpgeDp6Pza2FQe6/ZgWA68ivl5jp6OKiIgEjVMlONguhwZCTy/AJ1lrs40xuulKREQu2r7sAhYvmoPdOpORvhXc4MrGG+Zm0ITptGnflSYx4zGa3EpERMQRwXw5dNlFviciIoLPZ1l/IJf8Eg/hIS7C3fBFVh5vrs8ibv88Xgh7Eg8hFLQagu1zJe4OExgU1dDp2CIiIkHP5TK4THCOBPcwxuSfZbkBIiqZR0RE6qgDOUX8d20G763N4NDxQlLNDia4VzLOvZqFntFkxV3HyEuvIK9eG2J7TCEuMs7pyCIiIvIVoW4X5cFWgq217uoIIiIidYe1lnVfHGdTxnE2H8xjy8E8dmQWYIzl2fj3GBG3lIiSbHyuMHKaDeXyzuO5d+Bw/A8g6OZ0fBERETmHsBBXUE6MJSIick5Z+SXc++4mFu/Ixo2X0VG7ua3+IY6OvYNpvZrTfN5bwADoPA1X+7E0Co+hkdOhRURE5LyEuAy+YCvBxpi+wAFr7ZGK1zcBVwD7gYettTlVG1FERALFvK1HeODd9XTzbGZu23Ta5yzCVXwMiurBwIcgIhKu/hcY43RUERERuQjuYCzBwPPAKABjzFDgceCHQE/gBeDKqgonIiKBYV/mcV5YvIs31mVyb/wyflD4LGRFQ4dx0HkqpIyGsCj/yirAIiIiActlTFDODu0+bbT3GuAFa+17wHvGmA1VlkxERGq13PwC1i16H5M2g97Fn+PxXM9dw29j+oA+cHgQpIyE0EinY4qIiEgVCnEZAnwg+OJKsDEmxFrrAUYCt5/2np4TLCJSh2Xll7BgSwYtl/2SHoXLGWmKKCSKjCYj+MXwKTTq1NG/YtwkZ4OKiIhItXC5DL4gLMFvAouNMUeBYmApgDEmBcitwmwiIlLDfD7LjqwTrNt/nKMFpRSVeSkrKaRlzud4cw/wyLGhWAvvRWWyr/EI4lKvomWf8XQI1RPyREREgoHbZYJvdmhr7SPGmIVAU2C+tae+A82AvKoMJyIi1W9XVgFztxxmzf5c1u7P5USJh3DKGO7awKSQVVzqWkc0JRx1NaJ45HcZ07U57RMnVDzOSERERIKJO0hHgrHWrgAwxvQyxnwHuArYC7xXhdlERKQabc7I4++f7mJe2hGshe4JIUzplkDvpMaMPPIicaufgsiG0Olq6DyNRslD+aFbd72IiIgEM7cJwhJsjGkPXFfxcRR4GzDW2hFVnE1ERKrBqr05PPPpLpbsyCYhwsPTXQ8whs8J37sQuv8L2vWC3O9Cx+GQNATceqS8iIiI+LldBp/P6RSVczG/2aTjvw94krV2F4Ax5idVmkpERKpcSbmXX72/mf+tO0hyVCmftHid5OOfY3aWQL1E6HU9xLbwr9wgyf8hIiIichq3y+DzOp2ici6mBF8OXAt8aoyZC7wF6MYwEZFaLDs7i3+//jyhOXn86NLp3DWsDZGv/Q163+x/jm+rAeByOx1TREREarmgvCfYWjsDmGGMiQamAvcACcaY54D3rbXzqzTht6jI8SxQBiyy1v6nJr++iEitVZwL2+eQv/a/xB5Ywk/wcDyhO3Fj/uR///ZPnc0nIiIiAcdlDJ4AL8Gui93QWltorX3DWjsZaAGsB35ZFaGMMa8YY7KMMVu+snycMWa7MWaXMea+isWXA+9aa6cDU6ri64uIBKziXE49wX7+QzDjLk58sYn33BPYO3UmcT9c7Gw+ERERCWghLoOPwG7BVTLbibU2F3ih4qMqvAo8A7x+coExxg38HRgNZACrjTEf4C/gmytWC/Cr00VELkLhMUj/ENJmYvcuZsv49/msqDkHs4azqbQdYa1See7GVBrVC3c6qYiIiAQ4l8vgDcKJsaqdtXaJMSbpK4v7AbustXsAjDFv4b8cOwN/Ed5AJUa2RURqq6IyD5/vPsan27NYvCObghIP9SNDSQnN4Z7iv9G5dCNufBxyNWVm+QT+/d4eDnKCpPh4xg7pws/GdCAsRP97FBERkcqrC5NB1coSfA7NgQOnvc4A+gNPA88YYyYCs861sTHmduB2gMTERBYtWlR9SUUCQEFBgc6DWiy7yMf6LC+bjnpJz/Hi8UFz93FuilkD9erxqXsQeeUhRJbl8m8zhTm2P3nhSbRtEsJVcS7axrmJCTNAJsuXZTp9OEFN55pIzdH5JlL98vOK8Xi9AX2uBVIJPitrbSHw3fNY79Tl2qmpqXb48OHVnEykdlu0aBE6D2qfEyXlPPnxTl77fB9en6VffAnPtN3CwNJl1M9ajSmxkDyZO675fcUWU0kBbnYytHwjnWsiNUfnm0j1e3HXCrKO5gb0uRZIJfgg0PK01y0qlomIBDxrLR9sPMQfPtqGryCba/p15c6hbWk19xbYOQ8ad4Jhv4Qu06BxR6fjioiISJAymACfFiuwSvBqoJ0xJhl/+b0W+M6F7MAYMxmYnJKSUg3xREQuzs7ME/z1vU9JPDiP1yPX0DFiB2bkVqgfBZc+CGN+D407OB1TREREBGO+fBBFoKqVJdgY8yYwHGhkjMkAfmOtfdkYczcwD3ADr1hrt17Ifq21s4BZqamp06s6s4jIhSos9fD2Bx/Se/PveMa1G0LBNuqG6fwAuMP8KzXt7mxIERERkdMYo5HgamGtve4cy2cDs2s4johI1cnZg906kzVFCfxwbRO8+QX8r0EohakPEt3zckx8W6cTioiIiJyTy6ASLCIi3+LYbtj6PqTNhCObMMBmzzgaNr6b318/kZatb3A6oYiIiMh5cRmjy6EDie4JFpEac+IIxDTxf/7urXB4A4fqdeVV7w0scg3kO+MH8cGA1oS49fxeERERCRwGjQQHFN0TLCLVKisd0mb4R3xz9sC9u7Fh0azs/CB/zMll/dFoLu/VnH9P6EhCTITTaUVEREQumNFIsIiIsGcxdva9mKPbsRiyGvRiXZM7ef9fa0k75iUjt4z2iYm8fU1X+reJdzqtiIiIyEUzuidYRCTIWAuZWyja8B4bwnrxUV4bcvbs4+Y8Nx95b2Guty/ZhxsQHeYmubGLXq3qc8ewtlzbtyWhuvRZREREApzLgA3woeCgKsG6J1hELoq1nNi7huyV7xC7bzbxpRmEW8MSzzXMcF9GalInPun0Cp0bRTOxUTRtGkXTOCYcY4zTyUVERESqlEuPSAosuidYRM6btRQe/YL/bPMwc10GL+XeQiuOs4KubG94JabTJMZ2TOHnzWM1uZWIiIgEDWPQPcEiInWGtXBwLaUb36N00/uUlhbzeMkz9G4dz5Kef6F9p+70S0lmcIhKr4iIiAQno5FgEZE6Yuv7eOc+gPvEQVzWzRpfN/Yljub9Sf3pkZTgdDoRERGRWsGgkWARkcDj88GBFf5HGfW6gcORKczfkE/LvCZ86J2Cu+MEbh3Vk0ub1nc6qYiIiEitonuCA4wmxhIJYj4vfPE5bJ0B22ZBwRF87nDePdiQB/Z2w9rGXNbrSe4e3pY2jes5nVZERESkVnLpEUmBRRNjiQQZrwdOHIa4luAtw/efq/B5vWyJ6sdb5lpmFXajfF801/ZtyR3D2tCiQZTTiUVERERqNWOMLocWEalVvB7YtxTSZuDb9iGFofE80eYVlu08SlzBL0i3rajnjmVwx0b8vl0jhrVvTHy9cKdTi4iIiAQEo5FgEZHao2Dps4Qt/SNhZccpNhEs9PTiI28/FuUcoH+beAb3n8pj7RrTPrGenuErIiIichEMGgkWEXFEWWkJB9fNwbNlBv+J+A6fHgmjS+5hxro7M9c3gKNNBtGvfQtuSmnMU63jCA9xOx1ZREREJODpnmARkRqSlV/C2r2Z5G+ZT8KBufQu/pxkU0i+jSQnpCudki6lR79baNrqJ/yleSyRYSq9IiIiIlXNpXuCA4tmhxYJHNZadmYVsHDzftZs3cnCw2E0Io9V4fdS7Ipid6OhlLafQvM+E/hrfKwubxYRERGpAbonOMBodmiR2s3rs6zZl8OnW/ZTsHUeqUVLuMG1ngFhneg99kUGpTTC651LdIvedA8JczquiIiISNAxek6wiEjlFJd5WbIzm4/TMvkkPYubS9/gh+6PiDallETE4etwOb16XUWvtiev4BjgaF4RERGRYGaM/4q9QKYSLCI1LrewjI/TMlm0ZR+hexZwKatY6r6DIR1bc2lEd0KpB90uJyJpMLhDnY4rIiIiIhU0MZaIyHkq9Xj5ZFsWH67dRciueYwzK/iLeyMR7jLKIhox8fqWhLTsBfRyOqqIiIiInIMmxhIR+QbWWtbuz+WjNTtYtmUPO0tiGVAvk7dC/kZ5VAIhXW6GLtMIazUQXJrNWURERKS2M2gkWETka/YdLWT26nRy1s+kf/FS7ndtYmPspRR951kGtWkIR7oT2qw3uFxORxURERGRC2A0EhxY9IgkkepzvKiMDzcd5n/rMrjy0J/4nnsxYcZLUXQT6Dadvj2ughaN/Su3SHU2rIiIiIhcFD0iKcDoEUkiVavM42PZpu1kfP5fGmV+xq/L7iYlsT5t2nelrEF7wnpdRZRGfEVERETqDN0TLCJBx+uzrN22m4zlb9P04FyG2i2EGB+5Ec2Yc10S7Tt2xZhhTscUERERkWrgMuBzOkQlqQSLyLfy+Sybtu9kQdoR3k4vo33hGv4T9n9khzbjYMp0mg+6jgbNe9LAGKejioiIiEg1MnXg9z2VYBE5K2st23bu5IvP3qbxF3Pp6dvKGjuJ1PY/YXLX6ymJH0fjFj38N4aIiIiISPDQ5dAiUldYa9meeYJZGw4yaPXdDPCspbOxHAptxc7kO7lu2A18r3nXirVbOppVRERERGpeXRj+UAkWEfbt3cH+JW9RmrGO209Mx+0ytI9vx7YmfWk15HqatepGM6dDioiIiEitEOADwSrBIsHqxPGjfPav39Jg32w6e9NJAvaHJPH4xFaM6tWeRvUmOB1RRERERGqbOjAUrBIsEiTKvT62pm1h6f5i5u0tI+XwWp4Ke5Y9IW1Y0/ZuWg++jtbJXWntdFARERERqdU0EhxAjDGTgckpKSlORxGpEQePF7N2wzo8m2bQ/thCeprdfOS5gagWNxDdZgCHL72BNm260MbpoCIiIiISEEwdGAoOqhJsrZ0FzEpNTZ3udBaR6lBS7mX1vhwWb89m2fbD/DHv50xx7QHgQFQn0lPu5UeDrycmMZlFixbRtE0XhxOLiIiIiNSsoCrBInWNtZZ9x4pYvD2L7VvXkZAxj3hfDq/b2+jfpiEhsf3Ibnk9jfpdRcsGutBZRERERKpAgF8PrRIsEmAKSz18vvsYi3dkszt9I6knPmGCeyW3uA6AC44n9uXK20YQFREB9Hc6roiIiIjUISbwr4ZWCRap7U4+u3fx9mwWb88ib/9G9nobQ1g0DzfawFUl71HarB/0+CF0mkxcfT3MSERERESqT4APBKsEi9RGHq+P1ftymbf1CPO2HCbuxA7Gu1fyx7DVtAw9yI7hT9J6xDTCy/qB92dExDRxOrKIiIiIBIE6MBCsEixSW5R5fHy2+yjzthxhflomOYVlJIQUMSvyNySGH8QaF6b1YOj8M9p3mgwhbghp6HRsEREREZGAohIs4qDiMi+Ld2Qxd8sRFm7LJKlsJ9PCVjEyPpryab9hWPvGRM9dDM37YDpNhuhGTkcWERERkSCme4JF5ILll5TzyTZ/8V20I4u2nj1cHf45vw5bTUNzBOsKwTSdDN2a+jeY+oyzgUVERERETqN7gkXkWx0rKOXjtEzmbj3C8l1ZdPXt5HB0Z67q05I7Sz+m2fa5mKQR0PkhTIcJEKXLnEVERESk9jF14K5glWCRanI4r5j5WzOZs+Uwq/cepRc7uCZqLU9HraJ+eTa+62biatsVCu6HKQ9BZAOnI4uIiIiIfCsb4EPBKsEiVWj/sULmbjnCnC1H2HDgOADDGuWzsd6D1Cs/iiUc02YkdJ6Gq3lv/0b1GjsXWERERETkAuieYJEgZ61lR2ZBRfE9zI4jefR3bWN6zAYadkqi8fhfkRIfATMXQcooTPuxEFHf6dgiIiIiIkErqEqwMWYyMDklJcXpKBLArLVsyshj7tYjzNtyhD1HC+nv2sZPY9cyJGYFkeU54I2EhFsgoZ5/o8ufdzSziIiIiEhVqAMDwcFVgq21s4BZqamp053OIoGl3Otj5Z4c5qcd4eO0TLLzCkh176JZ8mBuHZzMlfv/R8SuRdB+LHSeBu1GQ1i007FFRERERKpcgN8SHFwlWORCFJZ6WLIjm/lpmSzclklxSQnDQtN4Im4DfWM+J7w8D6ashITW0OURCP8bhEU5HVtEREREpPrUgZuCVYJFTnO0oJSF2zKZvzWTpbuOUubx0SAqlO8lH+OujF8SWp4PZfWh03joPBUaJPk3jGniaG4RERERETk/KsES9PYfK2T+1kzmpx1hzf5cwmwZU2N28E7Ceuq3u4RWY+4mpLwA5iyFzlOg7aUQEu50bBERERGRGhf448AqwRKErLVsPZTP/K1HmLc1k+2ZJwC4JX4bv2uxmvbHl+EuL4CiOKjXF9wucNeHy55zNriIiIiISC1hrcUE6KXRKsESFMq9PlbvzWF+Wibztx7hUF4JUaaUa5pmcfWksYzpnEjLWc/DkU3Q9TLoMg2ShkJImNPRRURERERqjQDtvWdQCZY6q6isYmKrrZksTM8ir7icuJAy7my2h4kNV9Li6FJMbgn0vALqRcFlz0N0I3CHOh1dRERERKRWszZwC7FKsNQpxwpKWbgti/lpR1i68yilHh+xkaGM7JTA9XFp9F71U0xWMUQ3hh7X+h9nFNnAv3H9po5mFxERERGp7UwduCtYJVgC3hfHipifdoT5aZms2ZeDz0K7WMujKTsZ7v2MuL7X4e4+Bo7HQ/kN/lmdW18CLrfT0UVEREREAlIgPytYJVgCzqmJrSru700/4p/YqmNiPf7edSeDSpcSc3AJZl8ZxDSF8gL/hnEtYeKfHEwuIiIiIhLYAvUS6NOpBEtA8Hh9rN6Xy7ytR/g4LZODx4txGRjWMpS7Lymk+6BJtIqPgmfvg5I86Ps9/4hvi37gcjkdX0RERESkTrHWEqgPTFIJllqruMzLkp0nJ7bK5HhROWEhLsa3CeWp9rvocWIxYfuXwPFwGD/Zv9GN70N0goqviIiIiEg1CMzaeyaVYKlVsvJLWJiexYK0TJbtOm1iq44JjOmSyIjCOYTPuxe+8EBcKxhwl39yq5AI/w5imjiaX0REREQkGOieYJGLZK1l2+ETLNiWycJtmWzMyAOgRYNIvterHpdHric5eyGuvj+FNj3hSF8YeLf/Ob5Ne9aNmxJERERERAJEXfj1WyVYalypx8vKPTkVxTeLg8eLMQZ6tozjl6OTuYxPSDwwF7PlM7A+aNgWyiomt2rSzf8hIiIiIiKOsQE8FKwSLDUip7CMT9OzWJieyeLt2RSWeYkIdTGkXWN+OSiOIY1O0KDTIPB54c9T/M/uHfJz/+RWiV3qxp+cREREREQCnKkDv5erBEu12Z1dwIK0TBZsy2Tt/lx8FhJiwpnSszmTknz0K/mM0PS/wsIVUL85dNzif3bvXcshurGKr4iIiIhILWUD+K7gOlGCjTFtgAeAWGvtlU7nCVYer481+3NZuC2TBduy2Hu0EIDOTetz96XtGNUpga7NYnEtfQI+eMS/UUIXGPEr/4jvydJbL8GhIxARERERkbrO8RJsjHkFmARkWWu7nrZ8HPBXwA28ZK19/Fz7sNbuAW4zxrxb3XnlTPkl5SzZkc2CtEw+3Z5NXnE5YW4XA9rGc+ugJEY3K6VJxjxImwHdnwFXHLQeBJc+6J/VuVE7h49AREREREQulO4JrpxXgWeA108uMMa4gb8Do4EMYLUx5gP8hfixr2x/q7U2q2aiCsCBnKJTk1qt2HMMj8/SICqUUZ0SGdUpgSGtwqm3+XXYPAPmrfdv1LQHlBz3f540yP8hIiIiIiIBpS7cseh4CbbWLjHGJH1lcT9gV8UIL8aYt4Cp1trH8I8aXzBjzO3A7QCJiYksWrToojMHG5+17MnzsSHLy4YsDxkF/j/7NI02jGkdQq8EN13DMwkv30v+sQ6szyzikuWPUBjdmuw2N5Pd+BJKIpvA3jLYu8jZg5FTCgoKdB6I1ACdayI1R+ebSPXbs6cMgCVLlhDmDsxG7HgJPofmwIHTXmcA/c+1sjEmHngE6GWMub+iLJ/BWvsC8AJAamqqHT58eJUGrmuKyjws23mUhduyWJiexdGCUtwuQ9+kBtwyLJGRnRJJ5jCkvQ9bZ0LmZmjWG6Z+6t/BwHTqR8dTH2jr6JHIuSxatAidByLVT+eaSM3R+SZS/baxG3akM3ToUCJC3U7HuSi1tQRfEGvtMeBOp3MEusz8EhZuy2LBtkw+23WUUo+PmPAQhnVozOjOiQxr35i4qDD/yrPugbX/9H/esj+MfRQ6TflyZ9HxNZ5fRERERERqhu4JrnoHgZanvW5RsUyqkLWWtMP5LEjzP793U0YeAC0bRnJdv1aM7pxI39YNCMvZDmmvw6uz4Mb3ISYROoyHxh2h02SIbe7wkYiIiIiISE3QPcHVZzXQzhiTjL/8Xgt8p7I7NcZMBianpKRUdlcBq9TjZcWeHBakZbJwWyaH8kowBnq2jOPesR0Y1SmR9on1MAVZsPofMHcmHN0BGP+szkXH/CW4/VinD0VERERERByi5wRXgjHmTWA40MgYkwH8xlr7sjHmbmAe/hmhX7HWbq3s17LWzgJmpaamTq/svgJJTmEZn6RnsXBbJkt2ZFNY5iUy1M2Qdo24Z1R7RnRMoHG9MDiyCXy7wfQEXzks/Yt/Fuf+d0DHyf7yKyIiIiIiQasODAQ7X4KttdedY/lsYHYNx6kTrLXszi5kwbZMFqRlsu6LXHwWEuuHM7VXc0Z1SuCSto2ICHHBofWw4iVImwm5e6H9ePjOWxDbAn6xGyIbOH04IiIiIiJSy+ie4ABRly+H9nh9rN6Xy8JtmSzYlsm+Y0UAdGlWn7svbcfoTol0bV4fc/pF/P+5GnbOA+OGNsNg8E+g48Qv31cBFhERERGR0+ie4ABT1y6Hzi8pZ/H2bBZsy2TR9mzyissJc7sY2Dae24a0YWTHBJrFRYLPBwfXwvwZsGshTP8EwqKgxzX+ia06ToSohk4fjoiIiIiIBIgAHggOrhJcFxzIKfJf5rwtk5V7cvD4LA2jwxjVKZHRnRMY3K4x9cIr/rXm7IW5L/gvdc4/CO4waHspFOf4S3DXK5w9GBERERERCSimDtwVrBJcy/l8lg0Zxytmc85ie+YJAFIS6vG9IW0Y1SmBXq0a4HYZ8HnhwEqIbAgJHaHkOKx+CVJGwcjfQIdxEBHr7AGJiIiIiEjAswF8U3BQlmBroczjq7r9VfHFAKUeH5/vPsbCbZl8kp7F0YIy3C5D36QGPDixE6M6JZLUKNq/ss8L+5f5R3u3fQAFmdDnFpj8V2jaE+7dDRH1qzSfiIiIiIgEJ90THGBOTowV1iSF9g/OcTrOt4qJCGF4hwRGdUpgePsEYqNC/W+c/leXF4bBkc0QEgntRkOXadCu4hm+xqgAi4iIiIiInCaoSvDJibFadeg2/d6xHZyOc04uY+jRIpa+yQ0Jdbv8C73l/kmt0mb6H2t0+2JwuaDfHRBeD9qNgbBoZ4OLiIiIiIjUckFVgk9KiAnnByMC5DFJRzbDyuch/UMozoWwetB+LJTmQ2Qc9L7R6YQiIiIiIiIBIyhLcK3mKYM9i6BRO2iYDPmHYOsM6DAeOk+FlJEQGul0ShERERERkYAUVCX45D3BKSm1bBTYUwq7P/Ff6pw+G0rzYNh9MOJ+aDsS7t0FoRFOpxQREREREQl4QVWCT94TnJqaOt3pLFjrn7jK64GnuvlndY6IhU6T/CO+bYb713OH+D9ERERERERqicB9QFKQlWDHlRXBrgWQNgMKsuCWD/0Fd+i90CAZkodCSJjTKUVEREREROosleCasH85rHoBdsyH8kKIioeOk/wzPrtDoZ/zA9MiIiIiIiLBQCW4OpQWwM55kDQU6jWGY7tg3zLocY3/UufWg3WJs4iIiIiIiAPUxKpKST7smOe/1HnXAvCUwKQnIfVW6H4N9LweXG6nU4qIiIiIiAS1oCrBVT479MnJrYqPw587+ItvvSbQ+yboPA1aDfCvFxJeNV9PREREREREKiWoSnCVzA5dfBy2z/GP+LpC4Nr/QGQcjPw1NOsNLfuDy1VFiUVERERERKQqBVUJrpTtc2HNy7D7U/CVQ2xL6Hbll+8P/IFz2URERERERGqQDeBnJKkEn0vhMdj+EXS9EsKiIHMzZKfDgDuh82XQvLf/UmgREREREZEgYepAB1IJPl3hUdg2C9Jmwt4lYL0Q3Rg6jIdLfgRDfq7iKyIiIiIiEsBUgn0+/z28x3bDM6lgfdCwDQz6MXSZBk26+9fT5FYiIiIiIiIBLzhLsK8cVr7gH/GNbwtTnvYX35G/gZSRkNhVI74iIiIiIiJ1UFCV4JOPSOrT1A1z7oXGHaHDuJNvwuB7nIwnIiIiIiIi1SyoSvCpRyR1aDGd7y+AhI5ORxIREREREQk8ATw7dHA+0DamiQqwiIiIiIjIBaoLN40GZwkWERERERGRoKQSLCIiIiIiIkFDJVhERERERESChkqwiIiIiIiIBA2VYBEREREREQkaKsEiIiIiIiJyQWwAPyMpqEqwMWayMeaFvLw8p6OIiIiIiIgEHFMHnpEUVCXYWjvLWnt7bGys01FERERERETEAUFVgkVERERERCS4qQSLiIiIiIhI0FAJFhERERERkaChEiwiIiIiIiJBI8TpACIiIiIiIhIYrujTgui8vcREhDod5aJpJFhERERERETOS/2IUBKiXLhdgfusJJVgERERERERCRoqwSIiIiIiIhI0VIJFREREREQkaKgEi4iIiIiISNBQCRYREREREZGgEVQl2Bgz2RjzQl5entNRRERERERExAFBVYKttbOstbfHxsY6HUVEREREREQcEFQlWERERERERIKbSrCIiIiIiIgEDZVgERERERERCRoqwSIiIiIiIhI0VIJFREREREQkaKgEi4iIiIiISNBQCRYREREREZGgYay1TmeoccaYbGC/0zm+RSyQ53SIs6jpXNXx9apin5XZx8VseyHbnO+6jYCjF5ijLqqt5xrUbLbaeq5VZj8612qf2nq+6Wdb5feh8612qa3nGuhnW2X3o3Pt/LW21jY+6zvWWn3Uwg/gBacz1IZc1fH1qmKfldnHxWx7Iduc77rAmpr8d1lbP2rruVbT2WrruVaZ/ehcq30ftfV808+2yu9D51vt+qit51pNZ6ut51pl9qNzrWo+dDl07TXL6QDnUNO5quPrVcU+K7OPi9n2Qraprf/t1Fa1+ftVk9lq67lWmf3oXKt9auv3TD/bKr8PnW+1S23+fulnW+X2o3OtCgTl5dAiAsaYNdbaVKdziNR1OtdEao7ON5GaEejnmkaCRYLXC04HEAkSOtdEao7ON5GaEdDnmkaCRUREREREJGhoJFhERERERESChkqwiIiIiIiIBA2VYBEREREREQkaKsEi8jXGmGnGmBeNMW8bY8Y4nUekrjLGtDHGvGyMedfpLCJ1jTEm2hjzWsXPs+udziNSlwXazzOVYJE6xhjzijEmyxiz5SvLxxljthtjdhlj7vumfVhrZ1hrpwN3AtdUZ16RQFVF59oea+1t1ZtUpO64wPPucuDdip9nU2o8rEiAu5DzLdB+nqkEi9Q9rwLjTl9gjHEDfwfGA52B64wxnY0x3YwxH37lI+G0TR+s2E5Evu5Vqu5cE5Hz8yrned4BLYADFat5azCjSF3xKud/vgWUEKcDiEjVstYuMcYkfWVxP2CXtXYPgDHmLWCqtfYxYNJX92GMMcDjwBxr7bpqjiwSkKriXBORC3Mh5x2Qgb8Ib0ADPyIX7ALPt7Qajlcp+h+CSHBozpd/DQf/LwbNv2H9HwKjgCuNMXdWZzCROuaCzjVjTLwx5h9AL2PM/dUdTqSOOtd59z/gCmPMc8AsJ4KJ1EFnPd8C7eeZRoJF5GustU8DTzudQ6Sus9Yew3/vvYhUMWttIfBdp3OIBINA+3mmkWCR4HAQaHna6xYVy0SkaulcE6l5Ou9Eak6dON9UgkWCw2qgnTEm2RgTBlwLfOBwJpG6SOeaSM3TeSdSc+rE+aYSLFLHGGPeBD4HOhhjMowxt1lrPcDdwDxgG/COtXarkzlFAp3ONZGap/NOpObU5fPNWGudziAiIiIiIiJSIzQSLCIiIiIiIkFDJVhERERERESChkqwiIiIiIiIBA2VYBEREREREQkaKsEiIiIiIiISNFSCRUREREREJGioBIuIiFQxY4zXGLPhtI8kpzNVBWPMLcaYbGPMSxWvhxtjPvzKOq8aY678hn08YYw5Yoz5eXXnFREROZsQpwOIiIjUQcXW2p5ne8MYYwBjrfXVbKQq87a19u6L3dhae68xprAqA4mIiFwIjQSLiIhUM2NMkjFmuzHmdWAL0NIYc68xZrUxZpMx5renrfuAMWaHMWaZMebNkyOmxphFxpjUis8bGWP2VXzurhhdPbmvOyqWD6/Y5l1jTLox5j8VBRxjTF9jzHJjzEZjzCpjTIwxZokxpudpOZYZY3pU4phTTxsJ32yMsRe7LxERkaqkkWAREZGqF2mM2VDx+V7gJ0A74GZr7QpjzJiK1/0AA3xgjBkKFALXAj3x/4xeB6z9lq91G5Bnre1rjAkHPjPGzK94rxfQBTgEfAYMMsasAt4GrrHWrjbG1AeKgZeBW4B7jDHtgQhr7cbzONYhpx0rQCvgQ2vtmorjwBjzBDD3PPYlIiJS7VSCRUREqt4Zl0NX3BO831q7omLRmIqP9RWv6+EvxTHA+9baoortPjiPrzUG6H7afbixFfsqA1ZZazMq9rUBSALygMPW2tUA1tr8ivf/CzxkjLkXuBV49TyPdam1dtJpx3rGdsaYa4DeFTlFREQcpxIsIiJSM06/D9YAj1lrnz99BWPMPd+wvYcvb2OK+Mq+fmitnfeVfQ0HSk9b5OUbfu5ba4uMMR8DU4GrgT7fkOW8GGO6Ag8DQ6213sruT0REpCronmAREZGaNw+41RhTD8AY09wYkwAsAaYZYyKNMTHA5NO22ceXxfTKr+zrLmNMaMW+2htjor/ha28Hmhpj+lasH2OMOVmOXwKeBlZba3Mrc4DGmDjgTeAma212ZfYlIiJSlTQSLCIiUsOstfONMZ2AzyvmqioAbrDWrjPGvA1sBLKA1adt9ifgHWPM7cBHpy1/Cf9lzusqJr7KBqZ9w9cuq7hE+W/GmEj89wOPAgqstWuNMfnAP6vgMKcCrYEXK46Rc82YLSIiUpOMtZqsUUREpDYyxjyMv5z+qYa+XjNgEdDxbI9wMsbcAqRW5hFJFft5mBo8LhERkdPpcmgRERHBGHMTsBJ44BueYVwMjDfGvFSJr/MEcANn3iMtIiJSYzQSLCIiIiIiIkFDI8EiIiIiIiISNFSCRUREREREJGioBIuIiIiIiEjQUAkWERERERGRoKESLCIiIiIiIkFDJVhERERERESCxv8DkJ5oAWrE88cAAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -158,10 +171,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(violet, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, level * f, '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(violet, fs, nperseg=size/psdav, detrend=None)\n",
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, level * f, '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Violet noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -173,22 +191,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 4.6 s, sys: 394 ms, total: 4.99 s\n",
-      "Wall time: 4.99 s\n"
+      "CPU times: user 5.86 s, sys: 520 ms, total: 6.38 s\n",
+      "Wall time: 6.38 s\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -199,27 +217,32 @@
    ],
    "source": [
     "%time pink = lisainstrument.noises.pink(fs, size, level)\n",
-    "matplotlib.pyplot.plot(t, pink);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, pink)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Pink noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 40,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-45-90aa96168c64>:3: RuntimeWarning: divide by zero encountered in power\n",
-      "  matplotlib.pyplot.loglog(f, level * f**(-1/2), '--')\n"
+      "<ipython-input-40-901fb949a37f>:5: RuntimeWarning: divide by zero encountered in power\n",
+      "  plt.loglog(f, level * f**(-0.5), '--')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -229,10 +252,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(pink, fs, nperseg=size/psdav)\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, level * f**(-1/2), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(pink, fs, nperseg=size/psdav, detrend='constant')\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, level * f**(-0.5), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Pink noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -244,7 +272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 41,
    "metadata": {
     "scrolled": false
    },
@@ -253,15 +281,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 531 ms, sys: 36.5 ms, total: 568 ms\n",
-      "Wall time: 567 ms\n"
+      "CPU times: user 687 ms, sys: 58.6 ms, total: 746 ms\n",
+      "Wall time: 745 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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APhrth2DKLGzfXgrg7zrnmg5gukb7HABzDPSXAHRsnBLsLhAREREREQWFW2tiKTgOTJ+Irk1rW54nxkYHsTdERERERETBwyA2DMRER2HOfcMsz6uqmdiJiIiIiIhqJgaxYaiK2YmJiIiIiKiGYhAbhqqqq4PdBSIiIiIioqBgEBtGxndrDAB4cfbuIPeEiIiIiIgoOBjEhpH5O08BADYfzQtuR4iIiIiIiIKEQWwYueaClpbHqw+eDWJPiIiIiIiIgoNBbBgRQlgeT/l4TRB7QkREREREFBwMYsNIq3pJNs8P5BQGqSdERERERETBwSA2jLRrmGzz/JqPOBpLRERERGT20pzdOJVfGuxukJ8xiA0jo7s0tnl+prAsSD0hIiIiIgotm46ew0fLDmHgS4uD3RXyMwaxYSQ6SrjeiYiIiIioBno/42Cwu0ABwiCWiIiIiIjC3sJdp4LdBQoQBrFhrqKqOthdICIiIiIKKVXVMthdID9iEBvmOjwxN9hdICIiIiIfySkoZQDmAyeZ3CmiMYgNM4mx0cHuAhERERH5wemCMgyYvhj/XrA32F0Je0VllcHuAvkRg9gws/uFCZg6sp3mttKKqgD3hoiIiIh85WyRqfLEvB0ng9yT8MfPxZGNQWwYenh8Z4e2/y0/hM5PzcOBnMIg9IiIiIiIvFWtpDo5fKaIeU+8VFrhn5/f/J0nMeb1vzjlO8gYxEaIF2fvBgC8Mm9PkHtCRERERJ5QB0aFpdbpsLtP5GPoK0uQV1wejG6FpeJy/0wnfuTHbTiQU4j8kgq/nJ+MYRAbYZhanIiIiCg8FZRaA6PsvBLL45fm7EbWuRL8te90MLoVlvw1nThKmP6tlhyJDSYGsRHgxpnrgt0FIiIiIvLStf9ba3lcVmmdDrt8/xkAwH3fbgl0l8JWbpHphkC7x+fg+k/WutjbuChhimI5mzi4GMRGAPVduTqJsUHsCRERERH5Qq34mGB3Iaw9/st2AKYp2uabAL5wtsg0pfv3rcd9dk5yH4PYMPX2lD6a7ec5P5+IiIgo7JmnrVLoUH/OfuHPXUHsCTGIDVMX92oW7C4QERERkZ9UVHG+qjukxhrVk+dLDR9fXF6JtGmz8b/lh3T3uePzDR71jXyPQSwRERERUYDMmLsHN80rQlGZ8+y5ldUsseOO0wVlDm3qRFmuHFcSaZkrfmhZezjX/Y6RXzCIJSIiIiIKkA/+OggAKCi1DWLt646eLWQ5HXcMeGmxQ9vukwWGj997stDlPilcpxwyGMQSEREREQXAIlUpxIOnbYMm+7wmN89aH5A+RbJ/frPZ0H7ZeSWY+vUml/sV2I2e78g+7/KYmSsOY+UB7cRS+aUVSJs2G12fnmeon2TFIJaIiIiIyM/yistxm2pN5WerMm22bzxyTvO4vW6MJpJnrv5wtUfHXfT2Cpf7PP/nLlz3P+0SP8dyiwEAxeVVSJs2G79sztLcb+2hsy6nn9c0DGLDWP/WdYPdBSIiIiIyIL/ENghZoBqVBYDbdZIGjX9zmd/6VJNUOynsmnWuJIA9sbLPRfXfRfsd9sk6V4yrP1qDbs/MD1CvwgOD2DD2490XBrsLRERERGRA5tmiYHehRlj04HDN9vKqwCfK0sqYrJZst8Y282yxwz7HcoMTYIc6BrFERERERH7238WOo2xmu0/ka7afK2JyJ3c1rZOo2V5cXqXZ7irQ9IYvyiSppxG3fWy20xHlmoRBbISplxwX7C4QERERkZ38Ev1yL3qJf1Ye1G4nffajm2aHTmtnH/Y2JnQWVNon67Jnn5Fay5/bjltfSwJ7uEYaAIPYsHdlvxY2z3N5x46IiIgo5JwrdvyMlldcjrRps/HGwn2WtgvSrDlP7v3aWHbdms5IMDh9jnb9VyPHOpOxL0d32wXTFzk9drWBmxQ7j9uO0i/YddJYxyKcyyBWCNFSCLFUCLFLCLFTCHGf0v6sECJbCLFF+ZqkOuYxIcQBIcReIcR4VfsEpe2AEGKaqr2NEGKt0v6dEILDiQZ5+4tHRERERP53RqPua+/nFwIAilRTXT+8vn/A+hQp9KZjq20+mqfZbvSztDmTsL3SCmNrbfNLHUdln/ptp8vj9ufYjiAbfb1IZ2QkthLAQ1LKrgAGAZgqhOiqbHtDStlb+ZoDAMq2awB0AzABwHtCiGghRDSAdwFMBNAVwBTVeV5RztUewDkAt/ro+4t4KQksukxEREQU6nq1TDW0H5eGuWfYq0vwumok211rDp+1ed6laW3N/S5/b5Vm+xerjxh6nZ7PLsBRjcRN9tRrdHMKSh22f/DXQUOvF+lcBrFSyhNSyk3K4wIAuwE0d3LIpQC+lVKWSSkPAzgAYIDydUBKeUhKWQ7gWwCXCiEEgFEAflSO/wzAZR5+PzVOLZ15/0REREQUOuKjuYrP1w6eLsSx3BIs2WOa0jttYmcAwNSR7Qyf46zdCLneqO6ZwjLN9tWHzmq2a8k65zqIPXzGmsV6wPTFhs9d07j12ySESAPQB4C5Yu+9QohtQoiZQgjzBP7mAI6pDstS2vTa6wPIk1JW2rWTAemdGgW7C0RERERkp7yyGgt2nkSJMlV4VBfTZ7a3pvTx6rylFdpZdmuiEruMw81STZmJ+7Wuq7W7pqM604SdueaClpbHfVqlGj7OSFKmU/nawTLZMjyMJ4SoBeAnAPdLKfOFEO8DeAGAVP79D4Bb/NJLax/uAHAHADRu3BgZGRn+fDmvFBYWBqR/1RppwecuWorEGOH316bwEKhrkcgZXocUCngdUiDdNM80otY0WeDlYUk4m21aE1mStcfpcRkZGaifIHC2VHut5lezM9AuNdq3nQ1Tu8/aBrEfL9yG2uf2QeiUzXnui4VoVisKHepaf36ns23XqjZJFkibNhup8QK394jH6ZJqDGtuGzJNqJ+LtAEJmLGuFIPrlmi+r2h9Rn9/8W60rXScfjy6VQwWHzWN5035eA3eSE9E3QT9sUZfvY+F83uioSBWCBELUwD7lZTyZwCQUp5Sbf8YwJ/K02wALVWHt1DaoNN+FkCqECJGGY1V729DSvkRgI8AoH///jI9Pd1I94MiIyMDAevf/Nk2T/tcMBhN6iQE5rUp5AX0WiTSweuQQgGvQwqU3KJyYJ4padOJIon09HTsWLIf2L4PgwcNApYv1T02PT0dbfeswtnMc5rbC2q1RHp6R7/0O9yU7zwJrN9oed6wQX2kp19gemL3+RgAPt1pmjq8f/pExCrTuxtkn8c3e1ZY9jlZZAo+88okXttgWpPavHU7mFZUmqSnp6Pl6ULMWPcXOnXpgvTetpNI/++bzfhj63HYO10ibd+D5pn6+P4dY9HxybmW5gcySpA5Y7Jluz1fvY+F83uikezEAsAnAHZLKV9XtTdV7XY5gB3K498BXCOEiBdCtAHQAcA6AOsBdFAyEcfBlPzpd2lavbwUwJXK8TcC+M27b6tm+efoDnj1yp6W5zHRHIUlIiIiChatkod/bjth2qZRasfspct7AAAapsTr7vPjxiwvexc5yiptM/Xal57U8+o862i4kezEJ85bEyxdO7AVAOBMgWnar1ZSKa0AVk+LuomIi+F6aXcZ+YkNAXA9gFF25XReFUJsF0JsAzASwAMAIKXcCeB7ALsAzAMwVUpZpYyy3gtgPky3Mr5X9gWARwE8KIQ4ANMa2U989y1GvgfHdsRV/a2D3HxzIyIiIgoe+7WaVdUS1ynBT7NU/dlyl/cxjej9vV9Lm/bOTVIsj7POlfiqm2HPPlhs0yDZ0HHqtanbss8DAJ6Y1EV3/5krD1sePzTWNAqeV2KahnzEQMZhPa3rJ6G/zvrdsa//pXtc2rTZ+H7DMd3tNYHL6cRSyhUAtIb25jg5ZjqA6Rrtc7SOk1Iegil7MfnAjLl7cNcI41nZiIiIiMh38kpsR1urqiXMA37RQn/GXEKsaXwpvVNDm/Y9JwswoVsTzNt50rcdDXMLdp2yeR4TZWw2onq9qnnwZ/mBM06P6d+6LjYcOYf6tUyj5D2a13Gnq5qqqiWidK4H+/qw9h75cZvNIFZNw7FrIiIiIiIfWr7fNiCqlhIlSlbhaCeBllACGqER2GglCiJbUaqfbev6SQCAK/o4Fj1ZeeCspQZri7qmjMZ/6+u8OMqGI7ZrlH1Rz1dKa5+76tSnBYCvbx/o9WtFGgaxREREREQ+NHPFYZvnFVXVmDHXtA7Tfh2nUd19MPIXaVKTYm2eq0c1598/HPeObI/X/t5L89jps02JmmYra5XzSyo099MTp6r7e1anhqwzRWWVyM4rsYwE92qZqrvvhe0auH3+SMcgloiIiIjIhyrtkgWtVE1VTYrzrDzOLUPbeNWnSJRXbBt4VlZZbxAkxEbjX+M76Y58/7bFdj1tu4a13Hpt9ajvv37YqrvfjCt6aLZ3e2a+W69HthjEEhERERH50IXt6ts8/3RlpuVxrfgYtExx/yN4rXhDlTFrtPxS90ZTl+07bXnc2IvylOrsxZ4yJ/7SkzljskPbJ3Yj/jUJg9gIcnGvZsHuAhEREVGNN2WAbUCy9nCu5bEQAtMGuA6Y7k5nkk53pSa5t071hpnrLI/rJsXhvev6evS66mzHp/JtA9rjecaySXdvXgeZMyZjTJdGhl/3hT93Gd430jCIjSBvT+mD1KRYdGqc4npnIiIiIvKL8y7WVybHCky/vDuGd2you889ToLYssoq3W01if3otF7m5/n3D3d5rtoJMYj3Qb3WHUrJHrPjbo7SduTneEMYxEaY3i1TsfdUASQz2BEREREFxZO/7nC5z3UDW+PzW/QrTKYkWJMWbXl6rM220nLPkkNFmsKySgDAB//oh8Ft66O5kmnYXqcmrgPDmOgodG1myhCcpmQ29kRFle3/jbrsZbdmjhmIbx6S5tAPdxw5W+TW/pGCk+sjTMZe09z+TUfPoV/rekHuDREREVHNcviMZ0HFwDaOn9sm92yKeklxDtNkTSOxsQ7711QD29TDhO5NvD5P0zqJlrWnX689isd/2e7W8eWV1cgvqbQ8j44SNom86mpMd76op+1ywFiDtW7NRryWobleNtIxiI1QpwvcT/VNRERERJ4rKqvEyH9nWJ5f0bc5ft6U7fSY/q3rYsORc7i0t2Od0nev1V6jWVxes6cTp02bbfO8dqLvA/opA1q6FcSeOF+Ci95agbNF5Za2gy9NQonq/2rFgTNah9pwNhI7uUdTzN5+wnCfIhmnE0eoVQfPBrsLRERERDXK/pxCm+d1DARXP959IdY+PhpTBrQ0/DpZ54wlC4pEd36xwaFNr4yOUU1qOybaEjrra/UMfnmJTQBrlhgXjcUPjdA9rnmq7RTo2Gj9121Zz/NpzpGGQWyE+nz1kWB3gYiIiKhGWa/KQgwAtwwxVtu1ce0Et4Kmf3yyFsdyi93qW6SYv/OUz8/p6mbDf/7eCwAwurPxzMFq6hq05sRPHRub2prYlfaJsrsO1Mm/HhzbUfc17vxiA6773xqP+heOGMTWcGcLy1BUVul6RyIiIiICAFRXS9z86Tqstpv5Nn3ObpvnDVPibZ6ve3y0z/qw1i5g/nVzNtKmza5RS8om9WiCBrXiXe/owt5TBU63j+7SCO0aJuPRiZ29fq0vlIGm7s3qoIVOIiqzdg2T8czFXS3P42KikDljMu4Y3tZmv1P5pZi/8xRWHqg5MzEZxEaYGwa3dmv/fi8uwojXlvqpN0RERESRJ6egDEv3nsaUj52PfCXERts8tw9qvXHUbiT2yzWm4MjTxFLhKPtcCUor3FsffP0gx8/KAzSSaqmlJsVh8UPpbpW/mTpSu0SSecrx2sO5LqeFL34o3WYU16xBLdsEUQdV09i/WJ2Jl+futj8k4jCIjTAt6xqfK1+ppAA/U+g4f5+IiIiItNkn13l78X48/Zt2WZ26SaapqoseHOH2Okt7Maq1n1nnbIPYaqW8opfLQ8PK1qzzljI7rpjXvd6lUX/3bic1eZ2+/tPjdLddc0ErzfZFu03TobPztAPYglLX30/fVnV1tz312058+Nchp8evPHAGu0/ku3ydUMbsxBGmZ4s6hvf957eb/dgTIiIiosh0zi6Bz38W7tPdd+GDI5BbVI72jRxH1Nw1vnsTzN5mCqDHdbUtKVNRZQpivQ2UtRSWVWJn9nkMbFvf5+d2R35phcfHvnNtH3y6KhNNNZI4VVdLj85ZJ0l/LW1cjGdjhX/ty3G5Tx/7IFbjv3z2thOY3LOp5vHX/W8tAGDWhGS3+xcqOBIbYfq21r8zY2/O9pN+7AkRERFR5JPSeQDUoFa8W9NQnYlXlV9ZuMs2wdF2JWHQ4t2+T3x079ebcPVHaxyC90BbZaBEjZ7+afXw7rV9ERUlcPClSTbb6iY71m8FgPVPjMFaD9cxpyTojxU6u2acldgxi44SWPTgcMvzvGLH4H7q15tcniecMYiNMLEGLnw9+04VoLyy2oe9ISIiIoo85VXWz0sz5u7R3OfyPo51X70VpZor/NOmLM19cvyQ2Clj72kAQEVVcD8nfrPumE/OY1+Sp0dz7ZmMDVPi0Vhj5NaIpDjtIPbaga2w6Wie7nFGphMDQPtG1hsjL82J/DWw9hjEEgDTvPxxbyzD9Nm7gt0VIiIiopCmDjQ+XKa9/vDlK3oEqjs2Kv0YaPpjqrI7/tp32i/n9WYQ6OYhaYb2++vhdACmcjt/e3+V7n6FZe5Pme7gg6nq4YZBLAEAcvJLAQCLdrueh09ERERUk32z7qjT7Q+P7+SQmdgXLuvtenT31y3Hff66pM9oAGwuBfT9euejyT1bpAIABrV1njFZbele/wT3oYxBbARqVsf9aQ+Xv2e6I6SXKY2IiIiIjJnUQzuhjreGdmjgl/Ma9e/5e4P6+qHIyI0FADAPYruqSTvjih64bmArzLzpAm+7pmlbVp5fzhtoDGIj0BV9WzjM9SciIiKiwGiW6tk6Snetz8zFqfxSlJRba6Xa1xD11kpVMqXvNvhmTWooeOHSbj45T9dmtZE5Y7LL/eIMjtimJMRi+uU9dNfUqqU6yY4MAOdLbKcmb886j0veWWmoH6GOQWwEio4SqKqWLrPlEREREZHvRflx7egnN/a3PL76w9UY+NJiDJi+yNJ2ptC3GYSNJhoKpHs8rOuqdk4jo6+vDG3vOGJuJOuwu7SyEqtd8s4Km+c3frrO530IFgaxEehskSkrXaVS86qsssrmDp0ru46Hd/FjIiIiIn8akOZ8vaI3iYJcUU8pNgdGBWX+CzTjPax36k/pnRp5fQ5fZ49+6fIeuGN4WwgBPDG5i0/P7alTSs4bM/t1tntzjccHoSb0rkry2pdrTMkGNivpu8e8/he6PD0PT/663dDxk95a7q+uEREREYW90V30g6j/XtPbr6+tHuVtUTfRr68FAFXVoTGzTz3DMCnOmjTrrhGejcr6+kbDtQNb4fFJXXD45cno0rS2T8/tqdIK20zV9jME3tpsG+SGEwaxEcycYv1YrilZ05drjtrUgU30Q9Y8IiIiokhX6SSwu9Rgoh9PqQORQ6eLNPep9mHgGRohLDBkxhLL41rx1vWiD4zt4NH5qkNg2Z23wW7PFtr1bfX8ue2EzfMi/82o9jsGsRFM61fzrcX7LY9LKpxPIdh09BzKKsN3mgERERGRP6gHBdRuHdrG769tJHln28fn+Kxe7BO/GJvJ52/Hz1tHDdMaJFseR3u4/jglwRQIPzy+k3cd88J3dw7y6vjHJ9lOW141bRQOTJ+IsV0be3XecMAgNgJd3b8lAO3pHyeUN4Bezy1weo7MM0W44r1VePb3nb7vIBEREVEYq6x2DBDXPDYaT13UNQi90db+ibk+OU9OQZlPzuMvnibRSkmIxf7pE32SJMpTtROcZxd2pV6ybSbqZqmJiImOwouXdffqvOGAQWwEWro3BwAwZ/sJh20/bcoC4Jhy215RuSlBgHldLRERERGZVFQ5DhQ0qROYsjoA8NPdgwP2WqHqzuFtAQBRXpSVjI2OgvBjJml/69Colma7VmB/LLfY390JKAaxEShZWSdQ6EWmup3ZpgzFe04WILfIt6naiYiIiMJZhd1U3ca14wP6+vkl7n/GK6+sRk5B+CbysffYpC6G6rNGMr0APCHWGuIt2nUKAPD+XwcD0qdAYRAbgcwZ24p1yuoYCUrNo7kA0PeFhb7pGBEREVEEsA9i6ycHNoiN86DszQPfb8GA6Yt9mvSJQlOKaprybZ9vAACUVThOgb+nV2CvW1+Kcb0LhRvzSGyRzkisOiitmxSrWex57eFc/3SOiIiIKMxV2k0nTowLbMWHM4Xur1OdrWSmLSitRJ0kY2sx9RJYUfipl2z9PzePYGdkZASpN97jSGwEMqcdP1fsesRVK4AFjI3WEhEREdUUpRVV6P7MfOTkl+LQGdvSNj2au1fqxFsTujfx/GA3loB2fNIxOZQMcmmab273LqNvMO15YULQXjs1Kc71TmGEI7ERaFtWHgBg36lCQ/tveHIMUhJiEB8TjbRps/3YMyIiIqLw9Nr8vSgsq8TF76zAqXzbkdBUgyObvhIf4/nIr7fTiX/cmIW/K5UwgmFwu/pBe21vJcQGdsRe7bX5e4P22v7AkdgIdP2gNMvjqz9c7XL/BrXivXozJCIiIopE93+7GWnTZiOvuByfrDgMADYB7JOTTXU6G9cOXGZiZwa0qWfz/GelKoXan9uOe/UaD/+4zavjKbhev6pXsLvgEy6DWCFESyHEUiHELiHETiHEfUp7PSHEQiHEfuXfukq7EEK8JYQ4IITYJoToqzrXjcr++4UQN6ra+wkhtivHvCXCOdd1COjcNMXy2NXa1lGdG/m7O0RERERh6dctpoDvyV93aG6/bVhb7HlhAqYMaBXIbumKt0v49OD3Wx32eeq3nYHqDgXQRT2b6m67/9vNlsex0ZExhmnku6gE8JCUsiuAQQCmCiG6ApgGYLGUsgOAxcpzAJgIoIPydQeA9wFT0AvgGQADAQwA8Iw58FX2uV11XPAmjEeAAWn1XO+k6NBYu76UPfssfEREREQ1xZ9KUiQtwZwiao8z62qud67tq7vNfDMG8CyzdShy+V1IKU9IKTcpjwsA7AbQHMClAD5TdvsMwGXK40sBfC5N1gBIFUI0BTAewEIpZa6U8hyAhQAmKNtqSynXSNNK8c9V5yIPxMcavzhrJ9iu4dg/faLmfsVl2uV6iIiIiCg0aH0G9Hb6sJZgJ3eKBJ/c2N8n51n+yEgsenC44f3dGewKZW4ldhJCpAHoA2AtgMZSSvNtqZMAGiuPmwM4pjosS2lz1p6l0a71+nfANLqLxo0bh3Ra6MLCwqD1r9KNBfsd5TFkZDiul7C36K/lqJ8YGXduappgXotEZrwOKRTwOiRf8/R68sW1+O7oJExdXIyOdaOw75xpxtypUzkO+9379WbEnbZN6uPua1/cNhZNa0Xho22m9cBLlmYgOirwq/+61IuKmN/hvMydyDi122fny9plbL81q1ciMcb0fxfO74mGg1ghRC0APwG4X0qZr162KqWUQgi/35KRUn4E4CMA6N+/v0xPT/f3S3osIyMDweqflBJYMMflfpufGou6yRrptuc5Ziju3ucCdGqS4rgvhbxgXotEZrwOKRTwOiS3aXwmUvP0evLVtTh5rOlfc3WJx/82EFe8t8phv8Yd+wALV1qe9xs0BCkJ+hmVcwpKceRsMQBTgtA3bxuL6CiBj7aZXqdbv8FoUifAyazmzcbu3Oqw/x0esGc11mXmYuLo4UiK82OhGJ1rd+SI4ZYp8OH8nmhoaE0IEQtTAPuVlPJnpfmUMhUYyr/mWz/ZANR5t1sobc7aW2i0k4eM5sVyZw1HYVmlp90hIiIiCnkHcgow+OXFYZ0HpGvT2pq1SLPOldg835513ul5BkxfjL9/YK1wYT/qWl4ZnJ/RmC6NXe8U4j6+sT++vWOQfwNYAA+P76TZHowRdH8wkp1YAPgEwG4p5euqTb8DMGcYvhHAb6r2G5QsxYMAnFemHc8HME4IUVdJ6DQOwHxlW74QYpDyWjeozkUeevbirjbPX7i0GzraJXFKjDMexO48fh4FpRUoreDaWCIiIoo8Y15fhhPnSzFrZWawu+Kx6CihOUix8uAZh/288U9VtttAqFKWyvVsUSegr+sPdRJjMait/2vdTh3Z3iEeAIDoCCkCY2QkdgiA6wGMEkJsUb4mAZgBYKwQYj+AMcpzAJgD4BCAAwA+BnAPAEgpcwG8AGC98vW80gZln/8pxxwEMNcH31uN9sFfh2yebzl2HgseGIGvbx/o0flmrcpEj2cXYOgrS33RPSIiIqKQlBRvCgKr3cgxEir0yqd8vfaozXNv69puOZbn1fHuMo+OR0p5mEAp1hh8ioqQkViX49hSyhUA9L7b0Rr7SwBTdc41E8BMjfYNALq76gsZdzK/1OZ581TTm9WF7Rp4dL7CUtN04jOFZS72JCIiIgpfLesmAQDKw2ha8YfX98OObOsU4ca143EqX/8z2/mSCsvjiqpqbMvKQ/PUJERHCTRMifdrXz1hXta25di5IPckvDRKCfC65QDy72RsChldmta2PD740iS3j88psL4RVlXLiJlPT0RERKQWE236jLNw1ymn+9kv0wqm8d2aYHy3Jpbn717bF1eq1rTae3PRPnx68wAAwC2z1mP5fut0489uGeC/jnqopNw0ohgTxZFYd3RpGrlJWXklRKg4u+kWMarn0VHCqyB078kCHDlb5PHxRERERKEqv8Q06pdXXG7TfufwtjbPZ950QcD65K6+reraPG9Qy7YaRb1k62irOoAFgA//Oui/jnmoQJkROKyDZzMKa6qOjW2D2JgIGoRiEBuhmtdNtHnuzkV7We9mlsd9W6U6bJ/01nKMeC3D064RERERhay7vtwIwDa4W/LQCJtsr81TE9FCmXYciqKiBC7ppf48ZxvUZp0rBmAtzaO26uBZ3fMmxAYndJj01nIAwLSftwfl9cOV/Rrily7vEaSe+B6D2Ai16MERaF3fszfXGX/raXk8PYIudiIiIiKjMvadtjxu27CWzay2awe2CkaX3BIXY+3vZrtETGsP50LPwDb1bJ6rMwJHQombmuyqC1q63ilMMIiNUNFRAr/cM8Ty/KdNWYaPVadm359T6NN+EREREYWDi3uaRjLVwaDZPentAt0dt13Zr4Xl8Wklt4n5e1HnSrFnH+B2b24NYod3bOjLLjr15K/bsXRvDgCgcxPTtNgRAXx9Cm0MYiOYug6UszcrLQ+P74Sh7RsgXuON2yzHLgMyERERUTiqsiunc+RsERrVNq0bHdvVcfRRhEGtzUFt62PaxM42bebvZWQn48Hg3pMFlsemIiQmRUrG4D+3Hce1H6/xpqsOKqqq8eWao7j50/UAgEt7NwcA3DwkzaevU5MkxTnWDw5nzE4cwapUbzTDO7h352rqyPaYOrI9cgr0A9XzJRVo5GWdMSIiIqJgq7ArpzPitQykJsUCACaosv7ueG48wik3zsnztp/jRnVqhNnbTuC9jIN4ZEJnnaNsbTxiLWujXgds/pR579ebve6nvc1H82yez9t5EgCQksDQxVOjI2wqOEdiI1ht1S/6vJ0nPDqHs/pSyfF8IyEiIiLXqqolTpwvCXY3LD5fnYmle3Isz80lXNTyik21VIvLKy1tteJjkBQXPp9/ft2SbfO8UxPvSq4Mad8AbRskA7AdlfW1Jar/m6V7crBVWdOb46T2LWkzZ3S+JoLWwwIMYiOaOgFB/7R6Tvb0TLUf37yIiIgocrzw5y4MfnlJ0APZZftOY+BLi/D0bztx86z1lvbpc3brHiMQRkOvdsyBuFmdxFjL4/zSCvvdDfnHoNYAgMwzxTbtVdUSUkrc9+1mrHaS4diIXSfyLY+jogTuHdkeADCwbX2vzlsTfX7LAGx5eiyGtI+s8kQMYmuI9g19X5B7e9Z5r44/U1jmdLoyERERRYZZqzIBAP9ZsC+o/Xh57h6cUo3mlVWaRmB/3KifADMMlr8a1rKedTrwYz8ZK1fTuHa8zfNtWXkAgIvfWWHTXlFVjfKqavy25ThunLnOq35WVFqnd984cx1iok3/CbHREfSfESBCCKQmxbneMcwwiI1wtw5tAwCoX8v3F2/jOt6th+3/4iIMmL7YR70hIiKiUHc0t9j1Tn60WzXCBwBHzpr609nJNNtuzerobgt1zqaQzt5ubKnZKbspvL9uOa65X2W1hHmSnoR3s/U2HLHNkPznNlNf7eueUs3FKyHCPTGpC3Y8N94v6zfeXLTfrf3n7TiBi95ejhGvLUX3Z+b7vD9EREQUes6rprT6cyTtWG4x+r2wEMfcCJQTlbKCztaKJseHb1ZX82BGIFRUVqNSyfJcUSVxptDz9asVVbZB8AGl5GNMOGXVIr9iEBvhoqIEavkpAVOJKtGBEXd9uQk7svNx5GwxCsvcO5aIiIjCk3r0deUB79ZKOvP9hmM4W1SOnzdla27XCqrMI3sHTxfqnledkTfctG/k++VkerZk5aFAtc62/4uLfP4a0QxiScEgljy2PvMcftui/YfCHZuOnnO9ExEREYWl37d6/1nBiPwSUwC191S+5vY/tzpOgzVPe92RrX0MEN6Bkz/q2cbFWMOHW1XJsXILy/0+3Tcc6vNSYDCIJa/c9+0Wr8+xxa4WGBEREUWOj5cfDsjrLNx1CgAwZ/tJze2lldUObedLbDP0vj2lj+87FiY62I3avnxFDwDA9Mu727QvfGC45fFiVSmcc8XlrFxBAcMglrzmbZ0wvuERERFFrh7NA5MY6fh55xUPfthwzKFtwpvLUVVt/RxyYbvILeEyoI12ucUbBrfGb1OHYOGDI2zapwxohaX/Ssd1A1vbtDdLTdQ8z5ztJ7D+MGfXUWAwiCWXBis1uRrUitfcfvWHa7w6/6l8ltkhIiKKVKEyA/Tg6SLN9naPz7E8Vk+VjTSvX9VLs/35S7ujV8tUzW1tGiQ7tOlNGd50NA9Tv97kcf+I3BG5v6nkM9cObAUAGNimHm4ekuawfV1mrkObvdKKKt1tBaVM8kRERBSp/mE3kucvvli6Gh0lMLxjQ8vzZQ+P9P6kISImyvSx/9epQ4LcE9fMWaOJ9DCIJZfMI7ANU+JxzQWtPDrHN+uO6m6bu0N77QoRERGFNyklHvlpW0Be695RHbw+R1JcDO4a3tbyPCEu/D8qj+nSGACQGGcKDLs01S8n5GuHz2iPfrvSvXltXNiuPuJYF5Z08Moglwa3q493r+2LaRM7o1OTFOx4brxbx6/YfwbP/bFLd7s5qcJPG7NwusDzmmJEREQUGkorqpA2bTbaPDbH9c5eOpZbjAlvLsNbi/Xr158rKjd+QtWIbqOUBC96Fhr+e01v/Dp1COokxgIA4mNcj3JufWac0+03DDY2uj7y3xmYt+MEyir1Z+RpqayWiI4S2Dd9olvHUc3BIJYMmdyzKRKUqR3xbq4XMVJCJye/FA/9sBUXTPd9TTEiIiIKrKd+3RGw13roh63Yc7JAd7uUEhe9vcLw+To0CtxIZSAkx8egt86aV3vrHh+NTU+NtQS8evq0MnY+ALjry024ys38KUfOFqOojMvNSF9MsDtA4SfGbtFJSrzzy2jjEddBbBUzFBMREUWMHzZmBey11h22zc1hvzb2kxWHkZ1XYvh8kZzcyZVGtY2NPA9q614W563H8tzaP7eoHLnujJ5TjVNzf0vJY/aFpsd3b+J0/+Z1tVOxqyUYmNpCRERE5Ip9SZ+dx/MNHffiZaZ6qHUSYzHzpv7Y9NRYn/ctVBx8aZJXxxcyKScFGYNY8tqPLu621k+Oc3kOjsQSBU7G3hxUVlUHuxtERH6xNeu8zXOj01KLy637jercGPUMfH4JV9FepnKuq/rZvHNtH2+749TyR0wZoh+d0Nmvr0PhhdOJye/eXnLA5T5/bD0egJ4QRYbconL0fWEh3rm2Dy7q2cytY5//YxdmrjwMAMicMdkf3SMiCikLdp0ytJ+5BE1NcevQNujevLZHx6qXlpmrWPiKfUbjlvWS+PeKHNSs31bymZev6IEnJnXx6NjrBzlmtFNnL87Ym+Nxv4hqglUHzwAA/vnNZreP/WrtEV93h4hqoKpqiad+3YFDpwsNH9OtWW10a1YbUmP21ayVh5E2bTZmKTfZguGWoW2C9trB8NRFXXF5nxYeHZuaZB2JdSfJkxEj/53h0/NRZGIQSx6ZMqAVbh/eFq3rJ6GFgTWvZgsfGI4XlDUnenZkn3e6naimM2eNrJZwe1pwWSWnEROR93afyMcXa47g3q9NN9MO5BS4rAm683g+dh7Px70aN+CeVW5mP+ukJJ87Rv8nw+U+n98ywPJ4XNfGPnndmmTltFF49cqehkr2EPkag1jyStsGyYiPicKvm7MN7V9aYfoAvfqxUVjz2GjNfdzJIEhUE6kHMUoZlBJREJQrN9BilUy+Y15f5nQETZ1IaPa2Ezbb3BnNNergaecBNQC0bZhsefz8pc5vsJOj5qmJuKp/y2B3g2ooroklr0RHReHg6SLc/90WtKyXiH6t6zndv1sz09qLpnX0R28rq5jkicioaOFdcg4iIk+UlFcBMFY65dmLuzpNJBToUio/3jUYy/adRou6Sdj6zDjkl1SgSR1jpWUocCb3aBrsLlAI40gseSU22vpH6ZCBu55Rdn/Evr9zsMM+reoled8xoghWoCpt4G2GyVBRUl6FtGmz8e26o8HuChEZ4Gr0VJ3sx9X71JpDZ22ev7vUdUJIs7OFZYb3BUzrQPun1cOD4zoBMC3PaMnPHT7niz9NYznFm5xgEEteUf9hcrWWdfVjoxzaDuQ4/hHs5mGmPKJAKq+sRkFphUfH7jx+HmnTZntc5mbq15ssj4vLK5GTX4pzykhGQWkFCg2Wkwglf+0zJXSb9vP2IPeEiIyYvd06JVgrUVNCbBSGdWiAkZ0a4h8aCR3V7GdnvTZ/r+GyOA//uM3p9rLKKpvnN12YZui85J1X/tYTX9820KtzjGEQS04wiCWvnCu2TgH6bLVt1tOdx8+j69PzLM+1phAf1LiTqxXYEoWaKR+vQY9nF3h07OS3VgAAZszd43U/zpdUYMBLi9HvxYUAgB7PLkDv5xYYWmNWVR06U/d3nygIdheIyA1rDuVaHqsTxu09WYAtx/KQda4Ey/efwac3D4BwsexBq968kfJ8ALBkj/OKBkVl1iD253sujJjZK6GuU5MUXNi+AV6+oofH5+ByGXKGQSx5ZeUB2ylA96pGiD5dmYni8ir7Q2xM7um43qFTE47EUujbeOSc1+fo0tT7a71SCUSrJbDqwBlL26j//IVDpwvx8bJDSJs2G72fNwXcV/Rpbjn2zi82eP36vjJ/58lgd4GIPKSeiTX+zWW47N2VAGyXHDmz2m46MQB8vjpTd/+0abNx/SdrNbeN6tzI5nlxuXVEt2+ruob6Q96LUgLQKQNaWdrsR8VdSYxj1mPSxyCWfOrPbSdQbf5QbWCUR6s8z3fruSaOwkeFh1OCvVEr3pqTb8HOU5bH1/7P9kPdqP/8helzdgMA8opNU5/VHwoW7Q6dmsyPe1h3moiCT29WR4VdosZGKfEO+5zRWdOqdxPcHAgt339Gc/txVYWDgtIKbDqap7kf+df5EsflNp2enIfVB89qTj8ncpfLIFYIMVMIkSOE2KFqe1YIkS2E2KJ8TVJte0wIcUAIsVcIMV7VPkFpOyCEmKZqbyOEWKu0fyeEsFZPprC08ahphOpnA2V3GqU4ZgOcs/1kSE1zJHLmyNlij4+trDYeAB/LLcaxXNNrqQPnV+YZn5JcVS0Rir9aR88WY+6OE6539IMzhWX4Ys0R1zsSkS6jbyv/vaaPQ9vdX25067V2Hc+3ed62QbLN8z0nrUsTzhSWI/scy/YFw96T2ktEpny8Bk/+ukNzG5E7jIzEzgIwQaP9DSllb+VrDgAIIboCuAZAN+WY94QQ0UKIaADvApgIoCuAKcq+APCKcq72AM4BuNWbb4iCb0PmOaRNm+3VOap5l47CRHK859OdHv1pOxYYnEY77NWlGPbqUgC268/cIaUMyTvgw19bim/WHQvKa9/++QY89esOyw0CInLfNR+tMbTf4Hb1HdrWZ7q3NOOGT9bZPD90Rr8ywrasPLcyHZPn7JeHjejUUHffr9bqz7jzNGEi1Twug1gp5TIAua72U1wK4FspZZmU8jCAAwAGKF8HpJSHpJTlAL4FcKkwrfQfBeBH5fjPAFzm3rdAwfTkZMcpgO6MDOnhSCyFC2+v1Wd/3+mjnrhWWS15g8jOZmWqYeZZ1yXCiCj4CtzIvr72cG5YZmsPR/arn9s1rGXouLLKKnyy4rAlW783s5uoZolxvYuue4UQNwDYAOAhKeU5AM0BqG/HZSltAHDMrn0ggPoA8qSUlRr7OxBC3AHgDgBo3LgxMjIyvOi+fxUWFoZ0/3yl5LTxPw7u/DzmLv4LdRO4ZNsXasq1GEjbVNf953NX4cJmnr+VHj9f6tb/T0ZGBoY1j8HybPc/mH3861IcP2m7zixQ14Y716E3faqqlrh1QTGu7hSHiW1iDR93/SfrMGtCsusdKazx/TDw9H7eRv4fvvpzCZrX0v8s8P5Piy2PXxiSiAWZFWiYJPDzftNo3vd2dadD6f8+0q7FnJxSm+euvjfz9i92lWHx0Ur8smYv/tU/AccKqh32If8J5+vQ009e7wN4AaZlEC8A+A+AW3zVKT1Syo8AfAQA/fv3l+np6f5+SY9lZGQglPvnK0XbTgAbN7neEdD/ecxznHr8+aF4/HLPEC96RmY15VoMpPc/XA3AlIzko21lePzaMe6dwO6aN/T/oxwzfPgIbCrfh+XZ7k+R69KtBw5XnwCyrevVA3VtOL0OPfl56MgvrQAWLMB3e8vxys1jXR+gem3+nkQ+vh/6kMbfbi0OP2/luPT0dFOSpnnzHA9SPLGiBJkzJuu+7ivrrYHT3yeMwPWx0aiulvj58TkAgJb1k9GrRR38uuW4dl+CKNKuxR3V+7Hu5D7Lc5vvTeNaMW//1wpTebgdZ6owZNhwdHhirvY5yC/C+Tr0aKhLSnlKSlklpawG8DFM04UBIBtAS9WuLZQ2vfazAFKFEDF27RQm/th63C/nbVjLMYMhUagoqXCvTIAvnSooxVsG6yfa+3b9MYfpxKE2db9XizpeHV9Z5fn3k7E3dLI1E9UE+SW2M0raNzI2BVVLQqwpP0FUlMClvZsBAMZ3a2IJYMm/7k5vj5/uHgwAaFUvyfBxZwrLLY/7v7jI8rh1fePnoJrJoyBWCKFevX05AHOasd8BXCOEiBdCtAHQAcA6AOsBdFAyEcfBlPzpd2nKMLIUwJXK8TcC+M2TPlFw3Hhhml/OO6BNPb+cl0itsqoaL/65C2d1Sjzo2ZZ13vVOOvQSK1VXS7y1eD/yiss1t5v9tfe0x699PK/E4QPdU7+FVpZIb2NqdzI+2/udH3aJAuaerzaiyG696tz7hqF+svdFKib1MH1MTYi1fswdbVc/lnwrOkqgX+t6+HXqEPw61XYmXYNaxv5P1WV5pqa392n/KPIYKbHzDYDVADoJIbKEELcCeFUIsV0IsQ3ASAAPAICUcieA7wHsAjAPwFRlxLYSwL0A5gPYDeB7ZV8AeBTAg0KIAzCtkf3Ep98h+VWpD0ekujStbXncoXGKz85LpGf29hP434rDeP7PXQF7Ta3aeQAwc+VhvL5wn2bpAXXgO+3n7R6/9q4T+Q5tXzvJEhkM9h9q3bX1mPEbDJV2NX6NlAUjIuApH5RImbP9pE3SpUMvTUJsdBR+vPtCr8/dPNVUg75DI+tniScv6qq3O/lQ75apqGd3I2JctyZun2fVQe06wERmRrITT5FSNpVSxkopW0gpP5FSXi+l7CGl7CmlvERKeUK1/3QpZTspZScp5VxV+xwpZUdl23RV+yEp5QApZXsp5d+llO4NiVBQHTxd6LNz/az6w/XDhuCU26Ca5aU5uwEAvwVwBG6PXe28JrVNtZJfnG3qy5/bHOulFpUHb/qyvxw9W4wZc/c4jEynJJqSMe0/VeBRqYWfN2VZHs9zUXu2vWrtFREZZ7S28m1D2zjdXlBqDWKjokz5be1vLnkiJtp0LqFKmduybqLX5yXPeJIU//j5Utc7UY3G9K/klTqJxrN/6smcMRmZMyYjMc5ab1PrgzyRr53KD/w9M/t6iifz9f9Qb8vKQ/8XF+FoBJYcuOvLjfjgr4PYn2N7I6xamU889o1luN6uHqQRh1U1I99hfUginytx46Zaxj7nyx/WZzpWcDxd4P37cowSEKvPHxPNj7zB0qdVqkMbSx+Rt/gbTV5pmMIETES+Zv6Q+OzvO3GmsAzT52hPd553/zBD57u4VzOf9c1XzGtXD522rc9aLaVldHbLsTy3z6se6d6R7Th92izUEloRhYsZc3cb3vfmIWlOt7++cJ9DW+sGtqWusvNKDL+eWXSU6ePtpysz3T6WfO/v/Vpg2cMjbdpynNzABYAd2Z7nnqCagUEseSW9k7FECZf30S3/a+Pr2wd60x2isNO/dV2HNnMG4U1H8wAAKw+c1Tw2TmdkYWzXxjbPY6Pty9AHX1GZKVC//7vNNu07j+ejwosMw0ZV+GDKIlFNc+J8CT5bbWwqMQBcN7C1269h/341ZMYSt8+hl0CPgkMIgVZ22Yajo5z/XVLnSSHSwiCWfCYlQb/scLdmxt6M6idzZJfCy/CODb06fmiHBg5t5ZWmAKtjY+flJtSlfnq1TLU8/viG/pbHV/dviWgRekGseXSltMIxmLzry40en3eEwf8Pvc+4/PBLpO+DjIN+Oe/V/a1VGBulJOCFy7pr7pdTYGydpH0pMQoNP99jzX0y4rUMp/v207jBS6TGIJa8tnLaKKx7fDS2PTNOdx+jI7FpDVgXjALn4fGdvD5Htc601J3Hz+Otxft1j/vHoFYAgDcXOe5zRin5kxinf2MIAJJV23+950IsfmgE/qcKYAFgQvcmSLObnhfqluzxvF7rXy7W4JndOFN7ve2y/cyISc4dPVtcY0fyjY7CvnBZd2x9WvszwYA0xxJ69rNHrh+kPYK79pDjGloKH31bGQtMm9ROYIkdcolBLHmteWoiGtVOgHAy2mOfbl1PKI4YUeQyX27DNEZDjdK74z/5rRV4feE+3TJUTevoZ8o0/y5tdbEmVP3aQgi0a1gLY+w+DFZVSzRWMiDr8basTThap5FQBjDV0iXS8vXao/jb+6sw/LWlePKX0KqvHCzdm5tmWd05oi2+us26HKhtg2TUSdJO/HjDhY4BarTBJQ++LOtHoWvN46N1rx8iMwax5HPNUxORavfm4yzAVXO1RoLIl16dtxcAsFxn9O3HjVm46wv9qa0D2tRzmSBoW5Z2coobBuuvFauW0mXSCwBo27AWXr2yJzY/NVZ3n9SkWEzs7rxG36Ldp1y+ViT74B99LY8f86IOL0W2x3/Zjo1HzgEAvquBZeCmz3ZMMPfHvUPxwT/64l/jOmFIe+vNwCZ19G+cXdTTWKK5b24f5NCmd9Pw2oGtbJ63qMtZXeGgrJI3JchzDGLJpzJnTMbKaaPw413WdQ/O1sraMxrsEnnjQE4h0qbNdrnfv37Yink7TyJt2my8oZFFM1oIl2uvrvpwtWYpgZQE/bvM495YhjucBM825+/fEnWdzHSolRCD5PgYrJw2SnefudtPGnotf3rh0m5Be+0J3ZsG7bUpfL2XUbNKOH28/LBDmxACE7o3RaySZO6tKX0AAG3qu7eEIUNjCcGgtrbTjkvKq/D2Eu2fuf105ITYaM39KLRc9NYKh7a0+rwBQcYwiCW/aN+oFqZN7Iwvbh2A7c+OD3Z3iGysPqSd7deZ/y7ej5s+XWcz8hodJWCkUsuqA87XWWrdjXZVXmbWzRe4fmEAteJNN5Gap1qnL7dtmIxDL02yPD9+PvhTaHu0SNVszysuR8beHOQWlXt03uy8Evy177RNwiatdbOvX9XLo/NTzWWeyUFWl/RqhswZkxHl5qyqy/u2cGhT39Q+eb4UF0xfhKxz2u9VrpYi8f546FAnQ7SvEw4Ab1zdO4C9oXDGIJb85q4R7TCsg+eZW5kllPxl7vYTDm3zd7oejczYe9pmzaQQxuqN3vHFRqxxEji7m6xk34sTDZe3StJIDnXodJHNh8xtWecDnqjGfslBrxZ1cIlGPdtX5u3FTZ+ux82z1rs859UfrnZoGzJjCW6cuQ5TPl5jadNK6pR5tthIt4nID1ytyz98pkhzRovZCRc34hY+MMKjfpHvzbyxv9PtfQwmfyJiEEshy8gIF5G7KquqseqgY0C5SVnr5sr/fWOta2oaiTV2oe49WaC7LVan3queuBjX+0/qYVoHmxTnOK2umcZ6tad/2+lWHzy1dE8OjuUWo5/dBxUhBG4ekuawv3mU2lWSKwBYe1j/ZsAaFzcKerWo4/L8RPaM3MQi11wFsZ+tynS6fd8pxxG97+6wrqlNiOXH3VAR4+bfOyI9vJIo5Nw5oi0A1NgSBuQ/v289jvZPzNXc9uGyQ4bOoZ7m62xNbNuGtmvCth7LQ6XONe2PfGZvXt0Hqx8bpbk2TOtO9zfrjvq+ExpunrUew15dijqJjmuCtdbPb8g0dnPBW+5OfyQCXI8ARrLOTVJ8dq6GKc5rxM/TmCmz7VlrCZ/8kgqH7era2WWV/DxBFGkYxFLIqa8kqankHW7ysX+qRlHtdW1a2/J478kCbMvKc3k+IQS04tKyyiocOl1k07bhyDn8sDFL8zzmaXKxBstMGBEXE+VQxsecpdg8krvuidGWbYFeM6b1+23/MwOAo7n+neb72MTOAFhahzwz7aeamc36wbEd8fmtAzw+/m92a2A7NnYvIG5VLwm1VcnxMs86vneob+C5CpIpNDSoZawcIxEAGE8bSxQgS/eYkq6cKyq3JKUh8rf7xnSwPB7/5jJDx0RHAdUawVj/Fxc5tB3NLcbMFY7ZPQHgLSXj5utX9baZruxrb0/pg1fn78XdI9oBgM1oaBMXtWR97WhuMeJiorDj2fGIUUZB2zasFdA+AEBrJYtqOUdqyAMrXCRtc8dvW7KRV1yBGy9M89k5/eWfozu43smJ/1zVCz9tst7Uczeb8Je3DrR5PuNvPZ3uH8OZFmHBaPklIoAjsRSCzNOzzhV7lo2UyBMPfLfF7WMW787B3lOOa10LSrXXd2llYgSs6z3zSx2nxJnNvW+Y2/2zFxMdhccndbGU5ImPsX5wPHHedV1ab6mTtW05lofyymrExURZpvKqMyj7i/2U7gnK6PTozo21dicC4Hjd+MN9327BM78HZm16KLh3ZHsAwJQBLXVrxL94WXfN9kS7tf5xLtZZCjCIDQd/bD0e7C5QGGEQSyFnYg9TzcZL3lkZ5J5QTVJcbkogpDWyqsc8JTbrnG+mvGrVogWAHs3rOGTzDUfqdWlayanUH0w/ur6fw/bsvBKs1kjKBdgm2DmoKh9kb+ZK7dHwVqxNSE4UVziWwSLv/Gt8J2TOmIyXr9AfRR3Utr5muzno/cegVgCAZBeztowkw6PAuX+M9ki+0USJRACDWApBO7LPB7sLFIGMlmwqLHeeJdNMPdW9oso3f3gfmdDZoe3wy5Pwx/8NRUKMe9PtQtHbS/ZbHruavltLI8nTkBlLbErlqO1TjYjrjeoAwPE8/RFn8wcrd25kUM3gKntuJJNS4rbPXJe48oc2DZI1283v589c3A3LHxmJesnO11I6e0+gwPvnKO0g9vpBrQPcEwpnDGIp5KhLgkgpmaWYfGJrlrGbI0Y/6pSqRmY2H/VNBt0WGtNphZJxyTySkOjm2rFQ8u7Sg4b3TYnXH3nWuiHx8I9bXZ4zt6gcJeX6I2rm2LWKowFk52yh7fKWyT2b+vT8obwmu7yqGot251ief6gxS8Jf9IJP88hrbHQUWtbTn0Xx8PhOAFh3PtToZYMf161JgHtC4YxBLIWcni1SLY8f/2UHOuiURCFyx6+bsw3tV2lwVFWdXffB710HUFr+d4Nt0XchBC7ppZ3YIikuGv1b18VbU/p49FrhYslDI7Du8dFIjtcP1vdo1NzdkZ1v81wrG6l5Da7Z5B62gchbi00jxT9s0M4iTTXXRW+vsHn+t77NvT7n+ZIK/LnNtAawtDJ0pyvbB9jjQyDQMJoIaurI9sicMdlyM5BCU3JcNDJnTEb35qzXTcYxiKWQM6aLNcGKuXZlKN+lpvAwa1Wmy31Kyqvwz289yw7sKkju2yrVoW1MV9tkQmsOncULl2onMhFC4Me7L8TYrr5NQLT1mXGudwqgtg1roVHtBKQk6I/EHj7jWE7D3g93DnZou3HmOpuMqP+5qpfmsU//tsNAT6kmG+WDRGAPfb8V9369GYdOF+KL1Ucs7aUhtv62tIJ/f8m/ipzMkCHSwyCWQo7WCEzHJzkaS/53prAMy/cbL5nRuLZ1tO9+nezGSx4aAQAY3cX1h97svBLUSYpF5ozJWPTgCGx8cozhvnhKXWYnlNR3ssat0MD6xLQGydjzwgSbtr2nCiwj6F/fNlB3NIc1qsmZdg2112m6a8ORXABASUWVTZ3mU/n+zxTuDmdT8INh9/MTXO9ERBGPQSyFHE77oWC56sPVDm32gZDZFX2a45MbL3B5zhZ1Teu19muU4rGnDorbN6qF+rUcp8T6UyglNNJbMwUAGzP11yC/dqU102lCbDRe+VsPm+3mWR2B/tlS5Fj4wAiPjtt6LA//nr8Xqw6abpTlFZtKah0+U4RX5+217FcVxN/DvScL0OnJuTieV2JpKwnyyPCbV/dGszrWOtb25XUo/K17YnSwu0BhiEEshZzcQtaHpeDQqpWqN1r30hU9NLeppwJue3acJTHJr1us9e/uGN5W85wjOzVyq7++9u7SA0F9faMapOiP0rayS/Jy9QWtNPdzUVbSwcfLDuF8iX4dX4pc6qRAl/dp7vQGizOXvrsS7yw9gGs/Xosy1RrYncdt13MHM4idteowyiqrsWSPNZHTtqy8oPUHAC7r0xyrHhuNh8d3wm9ThwS1L+R7mTMmo1FKgusdiewwiKWQU1Gtvf5mu8HsskT27NdUd26S4vU542OiEKPxYbbzU/Msj2snxELr8+7tw7SD2KYa2YkD6e0wCWJ/33pcd5vRxCDRUY5//ro1q625748bszB9zm70em6BsQ5SRFFPL29U2zcj+J2etL5P2NfGjHH3DosPnVRu5MWp+rA1yEGs2dSR7dGrZWqwu0E+8vRFXXHr0DbB7gaFMQaxFHL01ui9l6H9AVtKiTWHzjKFPuk6eLrQ5vm8+4dbHt/m4R9RIYRDKZasc8Wa+9lLTdK+xpsHOYgNlwRqx3JLdLclxzvWl9WiNaqqVzrEWdBMkU99rQxqU9/pvl+sOWKZLmxURaXt+4iUEq/M24O0abPdOo8vLN17GgDwyE/b8NjP2wAAUar3MF+tBya6ZWgbPHVR12B3g8IYg1gKOe0a1tJsn7vjpGb7nV9sxDUfrcGXa4/atEsp8fbi/cjO0//ASzVDcpx+YHPNAO3ppncMb4vFDzlf+2Y/Ejv0laWG+hMbxJGWUDK+m28zLet5bGJnh7Y9J/Id2mrr3EALpbXCFHjqvz0jO1un/Hdt6jhy/9SvO3Dtx2vdOn9hme0NlU9XZuL9DFNN5Wd/3+nWuXzpm3XHANjWzv7j/4YGpzNERHb4SYpCktY0TT0Ldp0y/bvTNsjdn1OI/yzch3u/3uTTvlH4iY2xXk8XtjONpLx8RQ88f2k3tG9UCwPb1HM45vFJXXRvqJjZr7+MdAdyCiwfrn0h3cUa4DWPjca//65dBkfN1Zq9O0e0c2hr18jx/zZKJ6mckZI+FLmO5TrOsACAXcqNEK0ZDO6Uyfneri7xF2us5XaMlAbzt89U5X+SnNwQJCIKJAaxFJIaeJA51P4DaE5+GQBg89E8X3SJwpg6UUrj2qYEElMGtMINg9MAAPVr6ScKAoBhHRoAAGKjba+xmpZJe9JbK/DKvD02SWmM0pru7+qn16ROAq7s18KxHz2a2DzPUKZAuqOWxrRjdR+/W3/UYTtgyt7KBE81yzydWUBmWssI1Gvjw5leAE9EFGwMYikkeZL80f4Ycw0+ok9WHLY8vm2Y4xrYkxpZidXqKTVLK6p8P630grS6Pj+nu4yuxTWPOJlvELlD60c3sUdTt88DWP8/zF5fuM/lMXfaZYTWDGJVjx/9abvl8YNjO1oej39zGRM81TBHXQRy3643Tbu1r1+svimSV+x51v0DOYWud/LSsdxiTJ+9y6F92KvGlkgQEQUag1gKSZ/c5Fh/884Rjhld1dMIl9qNxgSzTAEFX9q02ZbEKJ+uzLS0d2vmmL3WPjhd9OBwm+cvXtYdb17d2yf9qm8XgE3RWZMbSCunjXJr/7NF7n8gr1BmXA5t38DSppfEzZUv1xxFcXml6x1VHp1guy5WK4itnaDdnyZ1WP6B9H207BCe+W0HPl+dadO+8sBZy2P7AFdNfZNEy6aj+nWRfWXYq0vx8fLDTve5pFczv/eDiMgoBrEUkrpoJMzQcsk7K3W32ZctINLzz9EdbJ63tFvrmpIQi8v6NHfrnBf11B5ltF8rl6ITOAWLXmbVb9ZZp9cWlroXQH63/ihmHzJNwT1dUIatT4/DzufGe95JAJln3JvmaF/bMzFOu/6vFq3p01uP5Tm0SSnx/YZj+GljFiqrwiPTMxl34+DWuts+W30EH/51yKbtH59YEzyVVuhfD65mEnyy/DAW7TqFo2eDO7X3npGOa8uJiIKFQSyFjSoDUznVa9Uq/TD1M9LsyD6P/NLIXt9npPTS2K62WXLjY4wHOHreubavZvujdplym9QOrVE+vcyqL/xpnWpY4SRAO19cgbnbT1ie55dW4NGftuNPJYjNOleMOkmxhkvhAMA71/YBAKTVt95cyClwPgXclfgY7T9/wzs2dGibMXePQ9ul7zreQFt96Cwe+XEbHvphK97zYQIsCg2D2tqW1xnTxfZ9o2GKfi4Hd2cOqFVLids+34Dxby7z+By+4CrRHRFRIDGIpbAQJeBQk1NLkWrK1l/73E/2UpNUVUtc9PYK9Hx2gVuZNMNBSbn1+3n0p22Wx7P/GdzyENufHWdJJmXWvbmxWQfBlFtUjmLVz7TIyQfyu77ciLu/2mRZZ2y/3th+RNSIi3o2w87nxmPxQ+mWtps+Xe/2edT0knIlaAS3+04ZW5OoHqE+le9dkE2hx370/qYL02yea61d7ffCQgBAgZuzF9T2K+ctCfL7tF72biKiYHAZxAohZgohcoQQO1Rt9YQQC4UQ+5V/6yrtQgjxlhDigBBimxCir+qYG5X99wshblS19xNCbFeOeUvUtHSfpEv9Wbd2YqyhWo3qPfacLPB9pyKIOhCxnwYX7gpUdRfV5St2n/DNNWGfWMgoranDQgi0bZCM24Y6JpwKlu+VRDVmpwtsEzmpbxLYW33ItA7w/YwDAIC/f7DaZnt3jTXJRiTHxyDaRQC87OGRHp1bzdP/WwDYd8p6fblTJozCg/0a7m91MlirmdeP/7DhmIs9Qx8vaSIKJUZGYmcBmGDXNg3AYillBwCLlecAMBFAB+XrDgDvA6agF8AzAAYCGADgGXPgq+xzu+o4+9eiGuov1QfS/JIKQ2Utqqsl+jy/AD2enY8GLsqm1HTqUaPl+yNr1HrZPu11nQdP+ybLp1aGY28s+Vc6nryoq0/P6Y0X7bKU2o/UGxlV+mz1EfR4Zr7D7+0Yu6nb3lpzyJo8p1Ft56W5Fjww3Ol2AKiTZHyNsv3I278XWNc2rjp41n53CnO17YJYZ+tc1UrKq/DrluP+6FJAcYyBiEKJyyBWSrkMgH2tkksBfKY8/gzAZar2z6XJGgCpQoimAMYDWCilzJVSngOwEMAEZVttKeUaaVq49rnqXFTDtayXhNuGtsGPdw1GtYShDwHlVdU4V1yBgtJKnCn0vKRBTZB1rsTy2N26l8fzSnDDzHUhu57WfiTRzNmarpQE12s0f5s6BOmdGuKu4ZGd4KTALpPq4TNFNs+f/9OxFIeR8wBAXLR3H4SvHWibzfmaj9ZYHifEOl/LnGogG/IdwxyzoI/q3Ehz33WHTX8aS8qrHJYv7A9AWRQKLPv16w+Nc55V2GzjEdvswg+MMXYcERHp83RNbGMppTlzx0kA5lvrzQGoPz1mKW3O2rM02okAAE9e1BX90+oZ3v/lObs12831LfX8uDELadNmI6cGrWO7ZZZ1TeH+nEKkTZuNtxfvN3Tsfxftx7J9pzF72wnXOwfBKZ2kP7Xi9YMcI6OLvVqmYtbNA2zWddqviwOAK/u1cN3JEGa//Pz+77bo7qsuZWTkZkhstHepGO5TZZJ2t4xWgrKmsW3DZN196tdyHM3t2DhFc9/HfzHVkr34nRW4ceY6t/pC4UGdGM4+GZnRLPpfrMm0ea6XAOp/N/R3r3N+dPClScHuAhGRU8bTQ+qQUkohREDSwAoh7oBpmjIaN26MjIyMQLysRwoLC0O6f+HK1c900e4czfalGX8hPkZ/BOjtVaZRyeGvLMY1neOQ3jK0yp54Q+tavGlekea+7y3dhx7R2fh6dxkWHqnEpxO0P+yfOmlaI7lnz15kFIfeetojOqUo9u7eiYQzezW3DWkWg5XHTYGsO7+76bVNay7MLm0Xiwn1c23OMUv5OYbTe4Krvtpvz8jI0L2u1JLyDiIjw/NrpqTS+udmwRLHPrhyS/c4dKtf7XTfJskCp4ulZZ8P/tL/vjIyMnAgR3t7OP1/1xSFhYWWmy6zdN7f1CpVN0o8/f+cv/OUzfOjB63TzlvUEsgqVF7jpOsZDv64plYdd7yBt3zZXwF57ZqMnxMpFITzdehpEHtKCNFUSnlCmRJsjhyyAbRU7ddCacsGkG7XnqG0t9DYX5OU8iMAHwFA//79ZXp6ut6uQZeRkYFQ7l/YmWf60OHwM1XaXRkybBhqOSnpcUQ5T2kVMGtnOZ69fqxH3QxFmtei3c+tSe0EnMwvRUxMDIYNH4Gb5s0BAAwfPkIzm+yMLcsAFKAkqRHS03v5qede0LkuLhs1GK3ra39wHXhhFbo8PQ+AxnXmxuv99/Zx7h0bKux+ZjY/A42fp2W7+nfTwO/jqBHOfxddqa6WwCLT9dnngsHAosWOfXLC9R7ASeX7iGvZHWcLywFs1j+fk++bfwNCj+nDmummg5H/H9NU4FX6+xv8G6TWr3cPYNsGALAGsADGjBoJLHB+vgsGD8UPG47hxgvTvF6j+sWaI+jcJAUfzVvtsE3ruub17Fv8nEihIJyvQ0/ndf0OwJxh+EYAv6nab1CyFA8CcF6ZdjwfwDghRF0lodM4APOVbflCiEFKVuIbVOci8hkjNWbVnGVfjUQnzdOoJfDu0gOW9lfmO9bHBKyZn9WZf0NBRVW1Tf/VLu3dTDeABRzLZ3jCVfZcAqK9/OCtvqlS4Oc12dd+vBb/941+AEvh51ypdWmJOpu0nl3Hz/v09Qe1rYc4nRrF9nq1THVou2HmOjz7xy5k7PU+Gd9Tv+5wyB5ORBQujJTY+QbAagCdhBBZQohbAcwAMFYIsR/AGOU5AMwBcAjAAQAfA7gHAKSUuQBeALBe+XpeaYOyz/+UYw4CmOubb40i3W9bdAftHZRVuReUHjpTM5OyFJRV4vWF1qluH/51CA99v9Wm/m4o+279Mbw2X3u68KtX9nR5/IA29fDJjZ6vS/vp7gs9PjbY7JPWGKGuAWv0GvHFzQKz3KLgJ28b+e8M3W2hmvisJnsgw5rQbtwby1zun+9hfdfr7BKQmd08pI3hUjVbj+U5tJmTRIXCtU9EFExGshNPkVI2lVLGSilbSCk/kVKelVKOllJ2kFKOMQekSlbiqVLKdlLKHlLKDarzzJRStle+PlW1b5BSdleOuVdK+5QiRNr0ghUt/3RzNMXb5DOR5KdNWfhmnet6iKHAvp6pWpSBEcDv7xyM0V3cLwHzf6PaAwB6a4ychItx3azf98TuTQwdc6bQ+vM2JzkKpHPFwf8gb5+5Wa3nswtcHv/9+mN49MdtvuwS+dAWjUBSS7/WdS2PM2dMxnOXdEOKxrT58d2a2GRJ79Hcs7rJgah2s2raKP+/CBGRh/hJncKWukSMK2sO2VeJcs7IHfqaxOj0t2Czr+Oo5s8bEw+N64TMGZP9dv5AuKq/KZ1BXHSUTTbv7Dzt3zMppc1o0LFc7WRa/pRbZB3pzPhXesBf3xce+WkbvtugXRKKgk8rENXyyPhOWPHoSHx560AAQEx0FDY/rZ1boVlqIv64dyj2vDABb03pAwD46raBbvXLXN7JXWWVVThXVG5aW+6CJ7MziIgCJTw+mRK5MGVAS6fbW9dPClBPQt/uE/luH+NsNKKyynn5okAq9HDqHwHdm9dB5ozJKK+qxuI9OZbSIkNmLLHss+O58ZbHh84UoVi1dnzT0byA9dUst6gMQ9s3QO2EGKQ1cJ1p1hd+vudCjlDVIEPaNwAAvHttX6f7dWycghZ1kzC0QwNLW4yTG2c9WtRBQmw02jRIRuaMyZbXUXt8Umfd479dfww/b3I/J8Ets9ajzwsLMXPlYd19vrh1AABoJvUjIgoVXpfYIQqEeslxTtcAlbmoA6tXcqUmmvjf5W4f8/OmbDwwpiNa1ktChV3Qeu3/1uL7Owf7qnteOVmD6vz6W2W1RGy07YdYdVbh0f/5C31apQa4VyYp8TEoKKtEblEFEmKj0LJeYG5ShftoOzk6fKYIbZzcAHnoh60A4PC7YM8fAZ962rGWB7/fipGdGqFucpzhc648cFb594zDtt+mDnFIJpU5YzK+WnsEfVrWddifiCiYOBJLYcFVEotrB2gn0SDfGfbqUhSUVmDM67b1Az2d1uYPoTQqHO4qDWT03mxw9PX2YW287I0t84f2c8XlWLQ7BzuPuz+7gAgA1mcae/+KcRXE+iiG/eUea3K4FnWtN2f0Mp8v2HXSo9dZqpHduLvO+tzrBrZG12a1PXodIiJ/YRBLYeWPrccd2j66vh/6p9Vzeeymo+eglTfsPwu0E0SdL2ZmUXu/bs4O6VHtRrXjg92FiFFW6bsyUz1apOLV4YlY98Ron5yvnhLEng3RDK29WrifrKfKwBpF8r0/t50wtJ+A8yjVV+W1+rSqi61Pj8OKR0eiU5MUS3vdJO3R1kd/8l1CNZYII6JwwiCWwsrSvTkObc6S+ahd8d4qzQ8sby/Rriva63nXmUVrmnI36+0GWv1k2yC2dgJXTHhq9cGzPjtX89RENEqKQqMU3ySKMQexR8/qZwb2hpHp8fZTUJNUpYM8KbXky5sGpE0rmdGyfcbqrUo4f+9zFeS6o05SrM0oLGB7fdmzX+JBRFQTMIilsKJVgKmWweyRgPNyGDVRKzfXEsaHcJbiAzkFeP7PXTZt4ZJVORQVl1dpfuh/YlIXAMDFvZppHpcQ6/gzL3exZt1d5pq0mX6aFdAwxfWIvv17yYy/9cQwJamPs4Q+ekrKGcT62+AZi51uP5ZbrPs3IjFW++/Mk5NNvw+u1swCwOjOjVzuo2d8N/3SX4NfXqK7Te24TqZxIqJwxE94FFZ+2ZwNAPhtS7alLcWN0bbXF+5zul2vQH2kelsp72BUh0baiUa0koQE2p6TBQ5td41oF4SeRIb5O0+iXGOE59ahpvWtbXWS4Wx+apxDmydZVJ3p6cF0XXdovadsfkq7XAoAtG9UC5f0aoZPb7oAu5+fYPh11Gu4OZ3Y/07lO9aRblbHOjtg2KtLMfLfGZrHDmqrvWTltmFtkTljsqEbF9cN8vzvy81D9NeVq+s165FS4sIZxoJdIqJwwCCWwtJD32+1PE52YyTWnv0a2emX9/D4XOHm/0a1d8hEqTawjeOHtvhY7Sltz/2x01fd8tiPGx0DpduGtQ1CTyLDgl2n8Nbi/Q7t5iys/9XYBmiPxA5sW9+nffPVtGQ9WrM7nGWANQc4MdFRSHQy7dNevqokVGWIBbEHcgqRNm02vlp7JNhd8asiJyPg6uBQCO+nCw9o4/nvgbd1rg9xFhIRRRgGsRQWpk20rZdXrQo+E3UCKwB4/zrntf1C7HOj3xWUWpNVnTzvvByNViKRPTo1ZotDYCpkhka2TXKf+vfpvYyDbh8vhMAv91yIKaqM4Zf21p567Kk6BtfBe8rItPkxXazTO+8c7tmIv/ommpFs0IGw+0Q+hr6yxJKF/IlfdmDn8fNB7pX/nC9xTOBn/n9ZsscxB4M3jEw5tvfqlT3RuUkKGtRyXkZHK2mh2rwdnmUxJiIKVQxiKSx0VmVpBGyDzwTlQ/fD4ztZ2jJnTEbmjMmY2KOpw7k+VRV515rC11Q1vSzSpvhtOZZnefyDxsil2R/3DtXMVKk3GpV1LvTWWt0/poPl8chODYPYk/BSUqF9Q8LVh2i1Pq3q4uUreuDOEaaRcG9HkeyN7mK7tlBvqqenjIy6je1q7YOnNUKrVIHHR8vdv2HgD6/N3+vw+5xXwzK1m2+I+TpDfXyM8VF6s6v6t8S8+4e7vCZdZY1/bb52Fn4zZ4mjiIhCEYNYCgvO/vibg62pI9sbOtdzf+xC2rTZuO2z9TYjumav/K2n5XGkZX1cuOuUof16tKij+cHcnSRawXavcj0cmD4Rn9x4QZB7E/6GdXD/RsBjE7sgc8Zkn/elfi3bxEtlPk4cBZjqfraslwjA9gaZWZsG1vXhzgL8c07KAA2Ybk009OWaoyjVuYEQSFqjj0bWXIY6reUGAHDNBS0B2GYu/mPbcXy19gi2Z4fPCPQHf3l3E2T9E2N81BMiosBgEEthIV5jnZ1RdwzXXhe5aHeOzUjrm1f3BgDEqII3FzO0wo47GVDNP4UpA1rig3/0AwDcMmu9ZftkjVHuUGJOtBITHeXxSBlZGS1FEgyDfLzmFgAOvTwZyx8ZhcwZkzVvkHVqbJ0dEudkpFlvvbhWFtyv1h71oKf+N2tVZrC74LVnftuh2d5DSRJWrLqB8POmbDzxy46Qq5s6ZYAp4H76oq4O2/SCdKO8yS1BRBQMDGIpLKTVN2VCbeSi9MXyR0biz/8batN22zDbrI7qqcnqD5L90+oCsJ2qfPx86E2T9ZXmqYlOt/++9TgAoEXdJBQqJU3UI16v/b2n5nGhwH76ORnXXicDdSiXK3rfg7W73opS/TicTfX8dctxzRFWrTWK6jXroeTQ6fBPCqSXwMk8AqtVBsqcDT9U9GyRCgDo3twxO3eoJQYjIvK30P1UQqRST1mLObxjQ5x1MrWtZb0khz/wUXYfMNWjr8//Ya0rai4ur55CnFesPxXQV07ll1qCRH/7TQlMAWBIe9PolX022Q/+YZsM61xROQo1PlwnxYXunft59w8PdhfClrnWqT3zaLw9vVI7kc7+fcWZi95e4dB2NNcxMPxu/TGv+uQv4VrD9tnfd6LHM/NtShnZ+26D6Wfur6UjWtm6PXXNBS2R8a90DGhTD09M6mJZcw4AafXdq/mtFso3qIiI9PCdi8LKjxuzsFejHqgz0XYfNvfnFFoer8vMddi/S9Palsd1Eo0ns/HUwJcWY5RObUJfU2ew3JFtyjS87OGRlrbMGZMxobvtNGEhgK7NnNflZFKQyKG37rlpqnZZmyHttYPeQIoJwrRPd4LYA6r3HDOtpHEnXGQMD5b0ME2MNmtVJgrKKtH+ibm6+5jfB5/4ZbvuPg1dzAByZmJ33y27EEIgTblpdPvwtrhnhHWae06B/s1dvSC+c5MUbH92nNMayEREoYpBLIWdz1e7V7cwJcG9EcMmdRLw77/3AmCs1IYvOPsA4ktvXdPH8vjNa3oDABrVdl5zc8uxPPRsYRvEXtmvBQDgxsGtAQBdVYE/hTfzlEWjWtS1Tksf3bmRkz39Z8bfAj+13duyob9tOe56pwDTG42MtOzEWkspFu3WL6fzz9EddLe5olWqzFfqJFlLTRWXV2HNobMAgIn/XY6pX2+ybNObarznZAFSEmK5HpaIwhKDWAo783a6V+8uxkB5j49v6G97jDKyE2nrjMzfzbvX9kXHxsbWja7PPGcpY2S2/5RpNPzZS7qhWZ0ENHYRCPubVq1H8szYro3xlF3imIfHd0KjFO3/42EdGlrW0TapE5zr4G99mwf8Nb1J+rMhM1c3o/KJ8yUua366q7SiCmnTZiNt2mynGZA7PzVPs/2QRhKqQJJS4tV5e3DwtOOItifsb06agz897byYMn9hO98nHVPr3tx6A/Gaj9YAMNX6nb3thKX9jYX7/NoHIqJgYBBLNYKrNT/2UyjNH1CrqiOrxE5ZpekDbKcm2sl7jNqaZSo9IYRArYQYlAepFNGD323B4JcXo7g8MGuKa6p70tvpbmuemogblBF5d6bY+pKRuq6+5k3t272n9JdEDH55CXo+u8Djc2tZdfCM5XHmWf2AVK8udjCma5v93zeb8cSvO/BexkFc9cFqr8/39OAEzLzpAvzfKOtUXHPwp0evPrYR9jWNfe3JybY3nE6qpqSbb1h8uOyQX/tARBQMDGIprM29b5ih/fa9OBHLHxmpu33xbtv6qeb6sRVVkTUS+8B3WwEYG7lMVta5pqqmrGnZd6rQcP1ZwLcjTT9vzsaJ86Uhu5YwXI20WwNpHyS2qmdNIhMTLSzBT4hVJPG79U+MwbonRmtuW/3YKN3jnvhFu9yLWYGPE72pby5oZeF15WR+8H6//th6HF8rpYfOOqm5a1TbOtFIa5CMh8Y51v7V4022c3/fYLGfBaN+b9cbWSciigQMYilsdWla2yYJkyvOMgD3aplq8/y+b7cAAJ7WqS0Y7s4W2n4YvH5Qa9RJtA1Wx3dvAgB4YlIXAMDntwzw+nW3ZeVh8MtL8K2Ps7BuO5Znefz17QN9eu6aSB2kalFPN46NjrKUpQrGiGgwNUyJ151m3bSO7brLkvIqLN59SrO0jr+tOWRNYFccppmGg8kX17W/snjXr2U7SlwdacXNiYh0cDU/ha3nL+3m1v61E/VHFO0TF7VtmIxDp4tQP9nzrJSu/LYl22atqZQyYEFAn1Z1bZ6/cFl3vHBZd5s2c0IS87TJ4R2to3NaI24Ldp7EBWn1nE6923/KtKZt3eFcTBnQyqO+a3lWVSrpwnbBz5Yb7tTryL+5fZDD9rFdG1sex0YL9Gttup6Gd+TPXs/vW7Px6E/6GXD96YO/rHV0C0rDZ+q93vTmQHrlbz28Psfih0agQS3//C2pZVfq7F5VQiciokjGkVgKWxek1XNr/8RY/TIw8TG228yjkkV+XGt537dbcOcXGy3PA/mBzUjtwofGdcQjEzrh4l7NLG3/UxJg/X7vUIf97/hiI275bL3Tc5q/x5o1XhfeBrtITCOEQO+WqdjzwgSM6tzY6b41md4Nqg1PjgloP37bkh3Q1/OGsyRUrlT76P10YBvvEzO1a1jLYaaLr0TZ3VE8eNp5Eq4lD42wPHZnJhMRUahhEEs1hn29WDX7MjzmRE/mKcgbMnOx+0S+V6+/5tBZS1ZfLe6WDvJGSoLrD1RJcTG4J729TRbWMV0bY++LE9C9uXbd2M1H85ye85GftgEwrWWl0Fffyaj67cPa2Dy3z2Dtb/W8SLYTDOZ1nfac/Yz9oUVd51PFQ8k+J++Xrmhllq/tZrk1AIgNUJk1f1HnH7i8T3O0aZBs+Tn8cs+FweoWEZHXwvvdmcgNztYKJcXZfgBPVqZomYOyKz9YjYn/Xe7V61/z0RqMfWMZluw5pZlY6fk/d2kc5TsFpb4pQ2M/ak2RafNTY7HKWXKiyV2ROWNyAHtk682rewfttY3a9fx4y2O9DNqBXkfs6ejmqSAkdzqaW+zQZjSwrdTILH/H8LYuj7tlSBuMU02Xd7fOeKhRJyd8/apeEELg16lD8MzFXQN+44mIyJcYxFKNYb9WU53Z2P6u/YnzJZbHFaryMZ5m1VV/gL1l1gY8+N0Wzf3Sps326PxG9PBx2Q4993272VKTcqsq4VIgBHpUK5LVTY4L6RsWwzqY1t+O6uzfEibeSFKtV9x3Sr/G6d1OShj52g8bXCdVu3VoG4e2gS8t9kd3nNK62TfujWWGjtXKwnx3enuNPW09NK4jPlLVDQ9W2ShfOZpbhEFtTUtvzDdM2jashZuHOP4fExGFEwaxVCPtfG680/VA6rvXO7LPWx57Wmris1W2U4UX78nR3fdXP0y19ecoSsMU24Qlv205bnl86bsrLY99VVbHmRF2pWEocgkhkDljMmbedEGwu+JU6/qup+8+OqEzLuvdzOV+rkgpUemiZnOZgRI7d43QDqoD8Tus5k0A2fv5hQ5t0QZqQCXb1QxPCIPpxCM66r/vXfXhGnRrVsehFjoRUbgL/XdnIkWnxp7X6rNn/0ElNtr2V0E99bhENf3ukIukGXpembfH8L7364zSeiM7r8T1Th569mJjWaKNfHj2lrPkXUTB8MmNxoLslnZljQ6e1h+51fPhskNo/8RcnHNST1Vrrai9hinxGNmpIZ6c3MWmfX3mObf75I18nSUQe056l5/ALMZAUBsTHfofkz67ZYButv7conLsPpHvtMQcEVE4Cv13ZyLF/AeG+/ycf9w7FJueGuvQfmnv5pr7a01vCwf+GN01a1kv0fVOMNXJ9JUzhWWaWVbb+KkWI5GnkuON3Vh5e8kBm+ej//OX28sLZsw13Sz7YaP7dZi3Z523ef7pzQNw2zDbNaT3fOV9+ZbSiiqkTZuN21xkMgesJbnsebJMITbaMWD1x9+UYGldX/+9b9XBswHsCRFRYDCIpbDUqp5nGTZvujANn9xoXe/Uo0UdzSynd42wfnhLVq1r82UgFkgt/ZiR1MgUPQA+HQno/+Ii3PftFof2UF4fSWTvH4N8VytZ7aU51pkf54uN3Xi7+J0VLvc5U1jmcZ/Mnv19JwBg0e4cPPv7TqeBut40WSOjyfbsA3LAVPomUjhLXEhEFIm4SILCUvNUY6N/9p69xNjUV3XG0P051tGAr9cdxd/6tfDotYPJnyOU9lOx9dhP4faH5nU9uy6IAu2nuy9Ev9Z1fXY+9XrVMV1Ct17vt+uto8SzVmU63beR3Xp7syd+2YHrBrbWPU6r5vaYLu7d4LonvR2OnfPfMgxfW3XgTLC7QEQUUByJpbBUv1bgstD+64etlscbjxhfE3a+pAJp02Zjwc6T/uiWWxbssvbhw+v7+fTcRtaVAdolL5yZt+Mk1hxybxqcQHhnEqXIk5ro+F4VFx3lEMB6UsNUbYPqvUn9K2n+vfP0xl8wXfu/tR4dZ1+a57qBrdCrRapb53hkQme8PaWPR68fDAPa1A92F4iIAopBLIWli3t5n8nTU4//st1p4hSz/Uo9ww/+OujvLjlVWC7x/YYsy/N2DX07KptfamyasNboiDN3fbkR13y0xq1j4sIgkyjVLIlxjmti42Mdr9PaibFevY56NmmfVtYAeZNS69pXyd2OnnWs3eoPZZWeL93Yc8Ka+GnNY6Mx/fIeugma4iPkPUP9vp45YzLSDGTFJiIKZ5Hx7k01Rp9WqQCAHs3rBK0PX689igEvLXK5X4GyBnT3iQK3X0Nd1scb93y1EU+utP3w6u2HZXtGxz7nbg/+iDRRKHj9qt4ObVk+nLqadc4aaL6+cB8A4P4xHTw619J/pds8H/7aUo/7pUcrSVtRmTWIHdK+Pnq3TDV8vgrVDbMmdRKc7huIrOmB0NZufe8Pd10YpJ4QEQWGV0GsECJTCLFdCLFFCLFBaasnhFgohNiv/FtXaRdCiLeEEAeEENuEEH1V57lR2X+/EOJG774limQ/3DkYix4cgWYBmBrnbF2Zuo6snid+3g7AtkSPUV+tPeJ6JwPmbD+JvDJrX6cMaIlGKc4/1LmrW7PauLCd66lsG47kOrRVV0scyw3MyA5RKPjm9kEY29X4mlWjI5J5xdbZIV+tPWpZI7tbGZVMSbDevNp9Ih9L9pzC7G0nXJ5Xaz39/5YfwjtL9hvqlxFaSdqKy60zPC7t1Vxz/fC2rDx8t/6oTduJ8yWoiJDA1Bv29buNLvsgIgoXvhiJHSml7C2lNKd8nQZgsZSyA4DFynMAmAigg/J1B4D3AVPQC+AZAAMBDADwjDnwJbIXEx2F9o0Ck1HS0wzIZsfPl3p87LAO+sXrvXHrUMcMnd6KiY7C17cPwmaNUkVqWgmg2j4+B8NeXer1uuHx3Rrj4fGdvDoHUSDoldwZ1qGBZvul76w0dN47vtho8/yfdoHh6oPWxD8T/7sct8zagKlfb8IXqzNdnts8A8bsxdm78e8F+wz1y1PZqpHpxLhozcRwl7yzEo/+tN3yfOORXAx+eQkeUvIYGLlZcPOQNO87GwY8yehMRBTK/DGd+FIAnymPPwNwmar9c2myBkCqEKIpgPEAFkopc6WU5wAsBDDBD/0ickuLIGa6LTS4ztRdrf24TqquRqkitVwn64gX7T5l8/zEefemVn54fX9MHdnerWOIAuXpi7paHuvV87xlaBvN9j0n3V+OAAB/bD2OctWI5MoD2knSnvptp83zxyZ2dthHLylStQ8Do81Hz9mst52/0/qekBQXje7Nahs4R57N8ySN9cj24mOs++x4bryBnhIRUSjwtuaFBLBACCEBfCil/AhAYymleY7SSQDmW6HNAagrsGcpbXrtDoQQd8A0iovGjRsjIyPDy+77T2FhYUj3j1yrW+p8Spon/7+zJiTj5bUl2HvOdO4XhySirErihTW2o7b/nrsdjYq8Swh1TqP/K5cv8+qcnjD/nI6ctA1MFy2xrq3bdfgEMjJM2VWXHK3A57usAe/iJUud1qLt1ziav2thoCa/J6rnP2xeqz2yeuCc/rRhT39uHZ+ca3kcH1UNvVtD6t/FzMOHkCGP2Wy/IFFilsZxbR+fg1kTfJMo7vL3VgGA5XxR+db6tvLELpwptg2Yly619nnhkqWIjRLYe8j2Rllm9imHn539dViryPpz37Dada3ccKB3vdTU379QVZPfEyl0hPN16G0QO1RKmS2EaARgoRBij3qjlFIqAa5PKEHyRwDQv39/mZ6e7qtT+1xGRgZCuX9kzAMZs3W3ufz/ned4bHp6Ot7evQo4ZwrY/nHxKADAC2ts980pll5fPwdyCoAM26DV79ekzvcMAGWrFgEos7TXSusJwJR9OCmlDtLTBwMAvvtyI0z3v0xadeuPDo1TdF/ns3vGoFYAatCSd2r8e6Jyzer9DEZIielr52huM/Rz0/jdU7s9vSNem79Xc1t0824A1gMATso6SE8f4LDP1MXa53f7/9RFP83ny157BNi+AwAwMj0d0VECaV3O4NqPTWV3hg4fAcw3BemycRekd2uCH49vAmBd51uvXj2H78X+OkwHcMWYEtRKiEHtBN8mvQu07tuXIyEmGunpSlInu591jf79C0E1/j2RQkI4X4deTSeWUmYr/+YA+AWmNa2nlGnCUP7NUXbPBtBSdXgLpU2vnSikXTDddYZiLRVV7icdWbonB4fPFLl1THRU8JKPv3utJW8bzhaaAlf76cTq0kPrMnMtJXjyiits9tNaC6fGhCUUDt6/ri+mX95dd7sQ/r2OneUSuPnT9ZbHZwpdlw/zlJTG72l3buI4ffjCdtZ1w6WqhHn1lKUM9ssljL5as9TEsA9gAeDP/xuGH+/Wzkpc38VyDyKicOPxp1whRLIQIsX8GMA4ADsA/A7AnGH4RgC/KY9/B3CDkqV4EIDzyrTj+QDGCSHqKgmdxiltRCHtdEGZ6500NNfIrOwqELt51nqM/HeGW69T7cYHRl+b3LOp5fHB06bg2z6js333ft9qune1+pDt2r0P/zpoE/jb3wRIiHW97o0o2Cb2aIrrBrZ2us8v91yIfwxq5dDu6gbWP/631uXrjzOYEfmHuwYb2s8d27LyUF0tkelWjVnTG8TntwzQXE5QoMobYH4P6N3SNidk31a2z2uaRqoMxcHM8UBE5A/eDNU0BrBCCLEVwDoAs6WU8wDMADBWCLEfwBjlOQDMAXAIwAEAHwO4BwCklLkAXoBpLtN6AM8rbURhQUqJtGmzceHLi23a77VLNDSmSyMAwKtX9nQ4x3d3mj44vnNtHwDAnSO8zyL848Ysr8/hrn+Oao8BafVs2h76YYvmvn/tO23zfN+pQlRqjFJ/tvoIrlDWywFAfkmFwz5EkaBPq7p4bGIXh3ZXN7BWHDjjdDtgGulNSXA97d7XN4W+WnsEl7yzEm0fn4PbP9/gcn/zaK35rUBvPfyWY3mWx+ZZHG8stM2YfEmvZh70OHL8Y5D1psloJyXjiIjCkccLyaSUhwD00mg/C2C0RrsEMFXnXDMBzPS0L0TBZP4AZV9Sx34k1DwtNkVj2lq/1nWROWMy8ktNAVrDWtY76Nuy8jzq1+erMj06zhsPjnMsc1NpoKYuAKw7nIvCMu2szNuzz1sef78h8ME5UaAkx8dg3eOjsenoOdz15SafnntIuwY4dKYQ+04Vun1s5yYpHmVKVo+YHjrt+nUrqiTiYgQqq01RrF4Qe151M+vSd1cic8ZktK6fhF1KXVwASNOocVuTqDPGt6zHkVgiiizBWzRHFCHU9ffU67Tsq09MGWCdJrjmsdHYpFFX1fxxzRz/Ltx1CpcYrBNp74I2tiOif/7fUI/O4y37Na3qqcZqPZrXwdFc/emG5mB+6Z4c3X2IIkGj2gl+mQobHSUsN93c1dE+uZpih+oGk5Y/tx23PDby0uYbeXO2mxI0ncrXrrf92M/bHdqM1IWtSfq0TLU87tBI+/+PiChcMYglMmBCtyaa7fN3nkRJuTVw7fzUPIz6TwZKK6ocRmKb1kmwPG5SJ8GSjETNfMRvyvpQI9Pv9Nh/uOzevI7H5/JG0zoJNgldbhmSprlfeqeG+GbdMc1tACzB/LpM62qDjH+l+6SPRKEmyWDGbXeSJUVFCcsadXc9PN5xlgVgO61Xy47sfKfb7W3PMr1vfbnmKABgr4HR39Qk0+yWB7/f6tZrRbruzetgw5Nj8PXtA4P2/k9E5C8MYomcmPPPYRjWoQH+O6W35vaX5uzGNrtg8dDpIrw2f6/DiEeUgeyj1cox7n7w0+LPLKNGXN7HVO45JSEGZZXWta4NVFOl1SSMZW5WZ9ms6dMFKXIl2q1NlVJi67E8fL32qE27+nerWZ0E7Hp+vMO5Pry+HwDgj63HHbYZ1bJeEr641bH0jt4SAE+9sch2XauR94Ra8TGW906y1aBWvE1WZyKiSMEglsiJrs1q44tbByI+RjvZSa34GLTUyPr4+epMfLLisE2bkQ97rsrJlFVWOd2ux0hCF197aFxHAEDWuRKbtXR6NV2rqyUO5LheM3dlvxYAgP8b1d7FnkThy34t6KxVmbj03ZV4/BfbabQ5+dYs6cnxMUiKs/39WjltFMbrzCSxd9OFaU63D+vQ0KFN/fq+sC3rvE3gat/324e1cTimTYNknCrQnnZMRESRiUEskRdqxcdolrKxLycDAOeKXY+Muiq188Kfu1yeI23abNwwc53l+eMDE7D9WcfRGX8zjyRtyzqPy961ruuNidZ+2ymvrMZWA0msPlx2CID2B2qiSPXcH9q/+xuPWqfX79e4CaRV0gsArujb3KHtqYu6ut2vmSutN+s+W5WJbk/PszzXu3F3w2Br1tzXr3LID4kOT8y1PG6iWoYBAA+P7+ywf1llNf6mymBORESRj0EskRfKq6pRXG5sdFRvGq2aUE05VieJMjOvE3Nlmap8TWq862nM/hAT5d7by/N/7nKoHevMusNnXe9EFMGklOjUuLZHx/68KduhTS8TsCtvLd6PW2atxzO/70RReZVlKcVcJTmTvU5NrEmG+rV2nsBKPV0aAOJiHN9XBrWtjy5NPfs5EBFReGIQS+SFzUfzMOWjNYb2bWggiFXr/NQ81zsZUFIZnLVidZIcSwkBQG27qc3mqc4n7EoUHX55Evo7+YDbuj7Xw1LN9ciPW9HmsTmY9NZyj8+x98UJ+LsyPd8bry/chyWqrOElyg241Yf0bzSZ79fVTohFVycBaFsD6953n8hH7UTb9xtf1NomIqLQxSCWyEtFTkZi1VP54mOD8+t2piR0Ep60b1TLZrQZsC09ZPbAmI4QQuDr2wfpnqtXi1Rfd48opOhNBc48U2SoXrKrslrxMdF47e+9PBqBTdW5SQUA+0+Z1sBrjfYCpnXt254Zhx/uGoy6yXGYc98wfH37QM197d8vtCzcdQq/bLa+1rd3DMJjE7u4PI6IiMIXg1gig/57TW8AwJgujTCsg7Fsj41rxyM5zrQ2NFZnLai/NU0OnV9zrVGfCd0dk84MUGrcxsVE4cD0iZrnSgjSTQGiQNELLtP/nWHoePuyKnpLGg6+NAmZMyYbOud71/XFu9f2xb/GaZfcAYCle0/rbhvavgHiY6KRkhCLC9Kstay9eX+8un9Lm+eD2tb3+FxERBQe+CmQyKDhHRqiWZ0EPDi2E0Z0NJZUKCYqCj/dcyEeHt/J50Fsdl4JcotcJ4vycJmbX7RtWMuhrZ1GW8MU64dtdSKoIlWiGL2M0USRQp0AyR2ZMyZrBqVD2luDuzYelqea1KMpJvdsiusGOs6gMMstKtOtX5t1rlizXR3QumL/ve055bqWLBERRRYGsUQG1U2Ow6rHRqNrs9qGprgBwLrMXHRuUhtTR/q2HMxnqzIxZMYS9H1hoct9GyWFThTbpHaCQ5tWkN2+kWNgCwBXf7Ta8jg2JnS+LyJ/uG1YW9w/poPh/fXKV5k9Mdk6xfbHuwZ73C/A+TTf+snxWJ95TnNb5lntINYbW4/l+fycREQU2hjEEnkgz0C5HH965vedlsfHcq0fCufvPOmwb5TBgDsQujVzTOBS7caS3R3Z+ZbH7mY/JgpHHRqluN4JwLSJnbH92XFO96mXFAcAaJQSj/puJppzh5QSH/x10G/nd+a3qUOC8rpERBRY/BRI5IH7x3R0aNv+7DjD68q8sfFIrs3zYa8utTy+84uNfn99b0Qpw64fXt/P0mafrdio2OjQCc6J/GVyz6Ywch/qkl7NXM4QiYmOwo7nxmP1Y6N91Dttby05YJOt2B9m3XwB3prSx6G9V8tUv74uERGFBgaxRB7QSriiVb/QH/7c5lh78cT5krCaUje0vTUxltGp2fY8PY4o3Bipn5wUZ2yNeK34GI/rwQZa5yb6o9DpnRrhkl7NAtgbIiIKJQxiiXzEV4mGpk3sbPP8qYu6YnLPppbnn67MdDhm8MtLcOm7K33y+v6inuZnTnKlVabjb329r1tJVNMIhEdg6sxNF6bZPFfP2CAiIlJjEEsUYu4a0c7yeMWjI3Hr0DZ4R2PaXDi4vE9zAMDc+4bZTPOLi4nCq1f2xB/3Otax7NWyjkMbETlXWV0d8Nd84dJuPj2ffcZjd9bLExFRzcIglshD/xxtPGuop5qnJgLwfOpsszqO2YAD6bUre+KXey5El6aOCZ2u6t8SLeslObRfN9CzsiJEkcp8M8iZZBeZif0hMc7Ya2r9/mupnWg7MyOaSwaIiEgHg1giDz04tqMlyNTSuUkK1j7uXQIVdfD6wT/6un388fOlXr2+t2Kio9CnVV3D+y9/ZKTmer2f7r7Q5vkAN2pKEoW7kvIql/skxAa+bnKMwbW1twxJszzu2UJ/pkVjuxJcjGGJiEgPg1giLzx3if50uqkj2zt8KPNGt2buT7N97zr3A99g0ktO06+1bSDMtXJUk1zRV3skdu59wwLcE1tGE0Q1U2729W9dF7NuHmD4/PWS41zu8/d+XENPRFQTBX7+EVEEcZaR+GIfZ85smOJ+XcdJPZoiI2OvT/vhT0bXwNU18OGWKFK0b1RLs93oNF1/OVNY5nKfmTf1x5D2DfDVbQMxsE09xEQ7v3e+/dlxiI2OMjyy/OLl3fHDxiwAwIA2nKFBRFRTMIgl8sKwDg0c2ubdPwxnC8t9/lrBmC4YaJ4E6kSRTmvE0zwb4ed7LsSBU4WB7hIAYM52x3Jf9hJjTR8zhrR3fK/UkpLgmLHcGXVW+Et7s+QOEVFNwSCWyAtCCKycNgol5ZWWts5Ngjs6Eo5evqIH1mfmBrsbRCFJq07s+G5NAAB9W9VFXzfWnfvSgRzH4LlL09rYfSLf8txZ3gBfK68MfIZmIiIKDq6JJfJS89REtG+UEuxuOJg6sp3rnULElAGt8PpVvQ3tmzljsn87QxRiTuXbJmgLlWmzWiPEv9xjm4QtOd7/M0jM9WU9yRtAREThiSOxRGHsn6Pa460lBxzatz87zu1peaFu1s0XGMrSShRpUpOsa8AbpsTj+zsHB7E3Vq3qJeGM3dKJhNho/GtcR/x7wT4AgSn988zFXXH94NZo11B77TAREUUejsQShaD/3dAfP97l+oPqA2M7OrT9OnVIxAWwAJDeqREm9mga7G4QBVynJtaZHr2clKgJtKcvtmZn79q0tiW4vn14W0t7INbyCyEYwBIR1TAMYolC0JiujdHfQC1UoVFIsXYCJ1gQRZpHJnQCAAzr0DDIPbFKUb3XzLlvmGWaszrZEhERkT/w0y5RmHrtyp6a7TUhizFRTXP7sLaIi47CtQNbBbsrFg1qMZs4EREFB4NYojB1Zb8Wmu2JDGKJIk5sdBRuG9bW9Y4BVCcx8pYtEBFReGAQSxRG3ry6N+7/bgsA7anEAEdiiShw6ifH4ZahbRzaFz04HIlx/IhBRET+wb8wRGHksj7NsftEPj5cdsjS1q5hMg6eLrI8j4vhUnciCoyNT43VbA/FsmNERBQ5+GmXKMw8NqmLTa3UD/7RD20bJluea9VuJCIiIiKKFAxiicJch8YpWPJQerC7QUREREQUEAxiiYiIiIiIKGyETBArhJgghNgrhDgghJgW7P4QERERERFR6AmJIFYIEQ3gXQATAXQFMEUI0TW4vSIiIiIiIqJQEyrZiQcAOCClPAQAQohvAVwKYFdQe0UURr64dQAO5hQGuxtERERERH4VKkFscwDHVM+zAAwMUl+IwtKwDg0xrEPDYHeDiIiIiMivQiWINUQIcQeAOwCgcePGyMjICG6HnCgsLAzp/lHNwWuRQgGvQwoFvA4pVPBapFAQztdhqASx2QBaqp63UNpsSCk/AvARAPTv31+mp6cHpHOeyMjIQCj3j2oOXosUCngdUijgdUihgtcihYJwvg5DIrETgPUAOggh2ggh4gBcA+D3IPeJiIiIiIiIQkxIjMRKKSuFEPcCmA8gGsBMKeXOIHeLiIiIiIiIQkxIBLEAIKWcA2BOsPtBREREREREoStUphMTERERERERucQgloiIiIiIiMIGg1giIiIiIiIKGwxiiYiIiIiIKGwwiCUiIiIiIqKwwSCWiIiIiIiIwgaDWCIiIiIiIgobDGKJiIiIiIgobAgpZbD74BEhxGkAR4LdDycaADgT7E4QgdcihQZehxQKeB1SqOC1SKEgHK7D1lLKhvaNYRvEhjohxAYpZf9g94OI1yKFAl6HFAp4HVKo4LVIoSCcr0NOJyYiIiIiIqKwwSCWiIiIiIiIwgaDWP/5KNgdIFLwWqRQwOuQQgGvQwoVvBYpFITtdcg1sURERERERBQ2OBJLREREREREYYNBrB8IISYIIfYKIQ4IIaYFuz8U/oQQM4UQOUKIHaq2ekKIhUKI/cq/dZV2IYR4S7n+tgkh+qqOuVHZf78Q4kZVez8hxHblmLeEECKw3yGFAyFESyHEUiHELiHETiHEfUo7r0UKGCFEghBinRBiq3IdPqe0txFCrFWune+EEHFKe7zy/ICyPU11rseU9r1CiPGqdv4dJ0OEENFCiM1CiD+V57wOKeCEEJnK384tQogNSltk/22WUvLLh18AogEcBNAWQByArQC6Brtf/ArvLwDDAfQFsEPV9iqAacrjaQBeUR5PAjAXgAAwCMBapb0egEPKv3WVx3WVbeuUfYVy7MRgf8/8Cr0vAE0B9FUepwDYB6Arr0V+BfJLuTZqKY9jAaxVrpnvAVyjtH8A4G7l8T0APlAeXwPgO+VxV+VvdDyANsrf7mj+HeeXO18AHgTwNYA/lee8DvkV8C8AmQAa2LVF9N9mjsT63gAAB6SUh6SU5QC+BXBpkPtEYU5KuQxArl3zpQA+Ux5/BuAyVfvn0mQNgFQhRFMA4wEslFLmSinPAVgIYIKyrbaUco00vVN9rjoXkYWU8oSUcpPyuADAbgDNwWuRAki5ngqVp7HKlwQwCsCPSrv9dWi+Pn8EMFoZRbgUwLdSyjIp5WEAB2D6G86/42SIEKIFgMkA/qc8F+B1SKEjov82M4j1veYAjqmeZyltRL7WWEp5Qnl8EkBj5bHeNeisPUujnUiXMhWuD0yjYLwWKaCUKZxbAOTA9EHrIIA8KWWlsov62rFcb8r28wDqw/3rk8jemwAeAVCtPK8PXocUHBLAAiHERiHEHUpbRP9tjgl2B4jIe1JKKYRgqnEKCCFELQA/AbhfSpmvXhrDa5ECQUpZBaC3ECIVwC8AOge3R1TTCCEuApAjpdwohEgPcneIhkops4UQjQAsFELsUW+MxL/NHIn1vWwALVXPWyhtRL52SpniAeXfHKVd7xp01t5Co53IgRAiFqYA9isp5c9KM69FCgopZR6ApQAGwzQlznxzXn3tWK43ZXsdAGfh/vVJpDYEwCVCiEyYpvqOAvBf8DqkIJBSZiv/5sB0Y28AIvxvM4NY31sPoIOSnS4OpsX7vwe5TxSZfgdgzhx3I4DfVO03KNnnBgE4r0wnmQ9gnBCirpKhbhyA+cq2fCHEIGV9zg2qcxFZKNfHJwB2SylfV23itUgBI4RoqIzAQgiRCGAsTOuzlwK4UtnN/jo0X59XAliirOv6HcA1StbYNgA6wJS8hH/HySUp5WNSyhZSyjSYrpElUsrrwOuQAkwIkSyESDE/hulv6g5E+N9mTif2MSllpRDiXpguhGgAM6WUO4PcLQpzQohvAKQDaCCEyALwDIAZAL4XQtwK4AiAq5Td58CUee4AgGIANwOAlDJXCPECTH8YAeB5KaU5WdQ9AGYBSIQp69xcP39LFJ6GALgewHZlPSIAPA5eixRYTQF8JoSIhulm/PdSyj+FELsAfCuEeBHAZphuuED59wshxAGYEuRdAwBSyp1CiO8B7AJQCWCqMk0Z/DtOXngUvA4psBoD+EVZ2hMD4Gsp5TwhxHpE8N9mYboJRERERERERBT6OJ2YiIiIiIiIwgaDWCIiIiIiIgobDGKJiIiIiIgobDCIJSIiIiIiorDBIJaIiIiIiIjCBoNYIiIiPxNCPCGE2CmE2CaE2CKEGOjH18oQQvT31/mJiIiCjXViiYiI/EgIMRjARQD6SinLhBANAMQFuVtERERhiyOxRERE/tUUwBkpZRkASCnPSCmPCyGeFkKsF0LsEEJ8JJRK9cpI6htCiA1CiN1CiAuEED8LIfYLIV5U9kkTQuwRQnyl7POjECLJ/oWFEOOEEKuFEJuEED8IIWoF9DsnIiLyAwaxRERE/rUAQEshxD4hxHtCiBFK+ztSyguklN0BJMI0WmtWLqXsD+ADAL8BmAqgO4CbhBD1lX06AXhPStkFQD6Ae9Qvqoz4PglgjJSyL4ANAB70z7dIREQUOAxiiYiI/EhKWQigH4A7AJwG8J0Q4iYAI4UQa4UQ2wGMAtBNddjvyr/bAeyUUp5QRnIPAWipbDsmpVypPP4SwFC7lx4EoCuAlUKILQBuBNDal98bERFRMHBNLBERkZ9JKasAZADIUILWOwH0BNBfSnlMCPEsgATVIWXKv9Wqx+bn5r/d0v5l7J4LAAullFO8/gaIiIhCCEdiiYiI/EgI0UkI0UHV1BvAXuXxGWWd6pUenLqVkjQKAK4FsMJu+xoAQ4QQ7ZV+JAshOnrwOkRERCGFI7FERET+VQvA20KIVACVAA7ANLU4D8AOACcBrPfgvHsBTBVCzASwC8D76o1SytPKtOVvhBDxSvOTAPZ58FpEREQhQ0hpP/uIiIiIQpkQIg3An0pSKCIiohqF04mJiIiIiIgobHAkloiIiIiIiMIGR2KJiIiIiIgobDCIJSIiIiIiorDBIJaIiIiIiIjCBoNYIiIiIiIiChsMYomIiIiIiChsMIglIiIiIiKisPH/wKYoappm6g4AAAAASUVORK5CYII=\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -272,27 +300,32 @@
    ],
    "source": [
     "%time red = lisainstrument.noises.red(fs, size, level)\n",
-    "matplotlib.pyplot.plot(t, red);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, red)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Red noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-47-e79c8406ff16>:3: RuntimeWarning: divide by zero encountered in reciprocal\n",
-      "  matplotlib.pyplot.loglog(f, level * f**(-1), '--')\n"
+      "<ipython-input-43-a391119ea849>:5: RuntimeWarning: divide by zero encountered in reciprocal\n",
+      "  plt.loglog(f, level * f**(-1), '--')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -302,10 +335,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(red, fs, nperseg=size/psdav)\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, level * f**(-1), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(red, fs, nperseg=size/psdav, detrend='constant')\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, level * f**(-1), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Red noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -317,7 +355,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 44,
    "metadata": {
     "scrolled": false
    },
@@ -326,15 +364,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 629 ms, sys: 57.3 ms, total: 686 ms\n",
-      "Wall time: 686 ms\n"
+      "CPU times: user 714 ms, sys: 62.3 ms, total: 776 ms\n",
+      "Wall time: 776 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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M4d31B/jzl7sIsdt4YdoArhkc6zNj9c3VMTKMD+8cxrQ31nPz29+z+IGRxLQOszqW0zwxCL0JSBSRbtQV+unADA/06zbXDonj+a/3MH/jIf5nUh+r4yj1b9/tyeeBD7dQVlXDjKEJXDskjjYtgzl0vIxvdh7lk7TDLPgxl0t6RTOkSxuGdmtLSlwkoUH2JredV1zOU4t2snjbEUYnRfPstSl+UQQbE9emJe/ePpTJr6zh0c+28fatF/j8P2xOFXwRuRp4GYgGFovIVmPMeBHpDLxljJlojKkWkfuArwE78LYxZofTyS3UvlUol/eJ4Z9bcnhkQlKzfliUcqeck2X89Zu9/HPLYZI7tubVGwfTrd5kZF3ahTMisT0PjEnkjRWZLN+Tz/Ld+QCEBtno0q4lMa3D6BQZRu+OrQkLtrMh6xhrMgopq6yhTctg8k9VUGsMv5nQm7tHdXfLFMbeJjEmgl+P781Ti3bySdphrrsgvukveTHx5hkgU1NTTVpamtUxGrRybwG3vL2RV2YMYlJKZ6vjqACVc7KM177L4JO0wyBw28VdeXBsYrOuIDtRUsnG7ONs2n+cg8dLySsuJ+dkGYWnKwFo3yqEUYnRtA0P4URpFe1bhTBjWAJd2rl/VktvUltrmD57A7uOFLP0vy6hY6R3/1YjIpuNMQ3eF6UF/zzV1BpGPfcd3aPDeW/mMKvjqAC0Zl8ht8/dBAampcbxy9E9iY1q4fR2jxaVU1VTS2xUi4A4im+O7MISJvx9FcN7tOetW1K9emjnbAVf59I5T3abcF1qPKv3FXLoeKnVcVSAKTxdwa8+2kqXti357pFLeebq/i4p9lB3wjK+bUst9vV0bR/Or8f3ZtnufJ+eNVcLvhOmpcYhQkCvkak8zxjDbz7dRnF5FS/dMMhlhV6d3a0Xd2VkYnueWrSDvXmnrI5zXrTgO6FzVAsu6RXNx2mHqK6ptTqOChDLduWzbHc+j4xLIrlTa6vjBAybTXhh2gAiwoKZOXcTh0/43m/2WvCdNP2CBPKKK1i51/vuClb+p7K6lmeW7KJ7dDi3Du9qdZyA06F1GG/dnEpRaRXXv7mBo0XlVkc6J1rwnTQmuQPtW4X69Lie8h3vrs9mf2EJv/tZH4Lt+uNrhQHxUXx454UUlVVx6zsbOeVDiyLp3xgnBdttXDsklu/25HPsdIXVcZQfO3a6gr8v28clvaIZ3buD1XECWr/YSF7/+WD25Z/m/nlbfGZIVwu+C0wZEEtNreGrHTqhmnKfvy7dS2llDb+blGx1FAWMTIzm6Sn9WLGngD8u3mV1nGbRgu8CyZ0i6B4dzhc/6vKHyj32HD3FvI11q63p/E3eY8awBO4Y0Y0567L5f1/vobbWe+9rAi34LiEiTE7pzPf7j5NX7FsncZRv+NOSXbQKDeJBP15+z1c9NjGZaUPieOW7DG6fu4mTpZVWR2qUFnwXmTygE8bAku1HrI6i/MyKPfms3FvAA2MSaRMeYnUcdQa7TXhuagp/vKofazMKmfzKGq9dBlULvov07BBB744ROqyjXKq6ppY/LdlFl3YtuemiLlbHUY0QEX5+YRc+vvsiqqoN176+jt98uo3F246QVXAab5nCRgu+C00e0JkfDp70yRsylHf6KO0Qe/NO89gVvXVWVh8wKKENix4YwaSUzizalsu9H/7AZS+sZNyLq1i9z/p7dbTgu9Bkx6yZi7fpsI5y3snSSl74Zi9Du7ZlfN+OVsdRzdS+VSgvXDeArU+MY8G9w/nT1f2prjXc9I+NPLEgnfKqGsuyacF3oYR2LRkQF8kiLfjKBZ77eg8nSyv5w5V9vXp2RtWwYLuNAfFRzBiWwFe/GsnMEd2Yu/4AU15ZS0b+aUsyacF3sUkpndmeU0R2YYnVUZQP25B1jA+/P8htw7vRp7POl+PrQoPs/G5SH9657QIKT1cw5ZU1fJXu+ft2tOC72M9SOgGwaJuevFXn769L9xIb1YL/HpdkdRTlQqOTOrDogRH0jIngnvc38+bKTI+e0NWC72Kdo1qQ2qUNX/yowzrq/OzMLWbj/uPccnEXWoToiVp/0ymyBR/ddSE/S+nEn7/czRMLd3is6GvBd4PJAzqzJ++Uz86Zraw1d102LYLtXJ+aYHUU5SZhwXZenj6ImSO68e76A3y48aBH+nWq4IvINBHZISK1ItLgklqOdtkisl1EtoqId65Z6EJX9O+ITWCRXpOvztHxkkr+tTWHqwfHEtky2Oo4yo1sNuHxicmM6hXNkwt3sin7uPv7dPL76cA1wKpmtB1tjBnY2FqL/qRDRBgXdm/HF9uOeM0NF8o3zN90kIrqWm69uKvVUZQH2GzC368fSFybFtz2ziY2H3Bv0Xeq4Btjdhlj9rgqjD+ZlNKZ/YUl7MgttjqK8hHVNbW8v/4AF/doR68YnSAtULQJD+HDOy8kOiKUW97eRGaB+y7Z9NQYvgG+EZHNInLX2RqKyF0ikiYiaQUF1t+Zdr4m9OtIkE34Qq/WUc30ZfpRcovK9eg+AHWMDOODO4YRbBd+8f5mit20qEqTBV9EvhWR9AYeU86hnxHGmMHAFcC9IjKqsYbGmFnGmFRjTGp0dPQ5dOFd2oaHMCKxPYt+1GEd1bTqmlpe/HYviR1aMSY5xuo4ygKdo1rwyozBZBWUcO8HP1DlhkVVmiz4xpixxph+DTwWNLcTY0yO47/5wOfA0POP7DsmpXQm52QZWw6dtDqK8nKfb8khq6CEh8clYbfpXbWBanjP9vzp6v5Etgimxg1z67t9SEdEwkUk4qfnwDjqTvb6vXF9Ywix21ik1+Srs6ioruFv3+4jJS6S8X316D7QXXdBPC/fMIiwYNffg+HsZZlXi8hh4CJgsYh87Xi/s4gscTSLAdaIyI/ARmCxMeYrZ/r1Fa3DgrkkKZrF23O9fiUcZZ2PNh0i52QZ/z0uSefMUQBu+3sQ5MyXjTGfUzdEc+b7ucBEx/MsYIAz/fiyyQM6s3RnHpuyjzOsezur4ygvU1ZZw8vLMxjarS0jE9tbHUf5Ob3T1s3G9O5AWLBNr9ZRDZq7PpuCUxU8Ml6P7pX7acF3s/DQIMYkx/Dl9qNUu+Gsu/JdxeVVvL4ik0uTormga1ur46gAoAXfAyandOJYSSXrs45ZHUV5kbdW76eorEpnxFQeowXfAy5N6kB4iF0XOFf/dqKkkn+szmJi/470i420Oo4KEFrwPSAs2M4lSdEs25WvN2EpAN5ak0VpVQ0PjulldRQVQLTge8hlvWPIP1VBeo7OrRPoTpRUMmdtNhP7dyKpo86ZozxHC76HjE6KRgSW7c6zOoqy2E9H9w9clmh1FBVgtOB7SLtWoQyKj2LZrnyroygL6dG9spIWfA8akxzD9pwi8orLrY6iLKJH98pKWvA9aExyBwCW79aj/EB0srSSuesOMLGfHt0ra2jB96CkmAhio1rosE6AmrMum9MV1dw/pqfVUVSA0oLvQSLC5X1iWL2vgKIy9yxwoLxTRXUN7284yOikaHp3bG11HBWgtOB72DWDY6mormXxNr0JK5As2X6EwtMV3Da8m9VRVADTgu9h/WMj6RXTik83H7I6ivKgOWuz6R4dzoieOiOmso4WfA8TEaYOieOHgyfJyHffYsXKe2w5eIIfDxdx68VdselqVspCWvAtcNXAWOw24bMfDlsdRXnAnHXZRIQGcc3gOKujqACnBd8CHVqHcUmvaP75w2G3rFupvEfuyTIWbzvCtNR4WoU6td6QUk7Tgm+RaUPiyCuuYPW+AqujKDd6e81+DHD7iK5WR1FKC75VxiTH0KZlMJ9s1mEdf1VUWsW8jQeZnNKJuDYtrY6jlNOLmD8vIrtFZJuIfC4iUY20myAie0QkQ0QedaZPfxESZGPKwFiW7sjTa/L91PvfH6Cksoa7L+lhdRSlAOeP8JcC/YwxKcBe4LEzG4iIHXgVuALoA9wgIn2c7NcvXDUolsqaWpbrDJp+p7yqhnfW7ueSXtEkd9IbrZR3cKrgG2O+McZUO15uABq6DGEokGGMyTLGVALzgSnO9OsvUmIj6dg6jK/Sj1odRbnYZz8cpvB0Jffo0b3yIq4cw78d+LKB92OB+ncZHXa81yARuUtE0kQkraDAv09o2mzC+L4xrNxbQFlljdVxlItUVtfyxspMBsRFcmF3XZxceY8mC76IfCsi6Q08ptRr8zhQDXzgbCBjzCxjTKoxJjU6OtrZzXm98X07Ul5Vyyq9WsdvfJx2iEPHy/jV5b0Q0RutlPdo8sJgY8zYs30uIrcCk4AxpuEFW3OA+Hqv4xzvKeCCbm2JCAti2a48xvftaHUc5aSqmlpeX5HJoIQoLu3l/wcsyrc4e5XOBODXwJXGmNJGmm0CEkWkm4iEANOBhc7060+C7TZGJ3Vg+e58avUmLJ+3YGsuOSfLuG90Tz26V17H2TH8V4AIYKmIbBWRNwBEpLOILAFwnNS9D/ga2AV8bIzZ4WS/fmVMcgcKT1ey9fBJq6MoJ9TUGl5bkUFyp9Zc1ruD1XGU+j+cutfbGNPgSg7GmFxgYr3XS4AlzvTlzy7t1YEgm/DtzjwGJ7SxOo46T1+lHyWroIRXZgzSo3vllfROWy8Q2TKYod3a8u0uvR7fVxljePW7DLq3D+eKfp2sjqNUg7Tge4kxyTHszTvNwWONnQpR3mzFngJ2Hinmnkt7YNcpkJWX0oLvJcY6FjjXo3zfNHt1Fp0jw7h6UKO3mChlOS34XqJLu3B6xbTSgu+D9heWsC7zGDOGJRBs1x8p5b30b6cXGZscw/f7j1NUqpOp+ZL5mw5itwnTUuObbqyUhbTge5GxfWKoqTWs2JtvdRTVTJXVtXyadpixyR2IaR1mdRylzkoLvhcZGBdF+1ahfLNTh3V8xdKdeRwrqWT60ASroyjVJC34XsRmE8Ymd2DlngIqqnUyNV8wf9NBYqNaMCpRp1FQ3k8Lvpe5vE8Mpyuq+T7ruNVRVBMOHS9l9b5CpqXG6aWYyidowfcyw3u2p0WwnaU6rOP1Ptp0CJvAdXqyVvkILfheJizYzqhe7fl2Vx4NTz6qvEFVTS2fbD7EJb2i6RzVwuo4SjWLFnwvNK5PR44UlbPl0Emro6hGLNqWS15xBTdd1MXqKEo1mxZ8LzSubwxhwTb++cNhq6OoBhhjmLVqP4kdWnFpL50VU/kOLfheKCIsmAl9O7Jway7lVXq1jrdZm3GMXUeKuXNkd2x6slb5EC34XmrqkHiKy6t1qgUv9OaqTKIjQpkyqLPVUZQ6J1rwvdRFPdrROTKMeRsPWh1F1bPrSDGr9xVy68VdCQ2yWx1HqXOiBd9L2W3CLRd3ZW3GMdJziqyOoxxmr86iZYidG4fpnbXK92jB92I3DEugVWgQb67KsjqKAo4UlbFway7XpcYT1TLE6jhKnTMt+F6sdVgwNw5LYPG2XA4d14VRrDZnbTa1xjBzRDeroyh1Xpwq+CLyvIjsFpFtIvK5iEQ10i5bRLY7FjpPc6bPQHPb8G7YbcJbq/Uo30olFdV8uPEgV/TvRHzbllbHUeq8OHuEvxToZ4xJAfYCj52l7WhjzEBjTKqTfQaUjo5VlOZtOqTLH1rok7RDnCqv1qN75dOcKvjGmG+MMdWOlxuAOOcjqTM9dHkSQTbhqUU7rY4SkIwxzFmXzaCEKAYntLE6jlLnzZVj+LcDXzbymQG+EZHNInLX2TYiIneJSJqIpBUUFLgwnu/qGBnGA2MS+XZXHst363X5nvbDwRNkHyvlxmE6jYLybU0WfBH5VkTSG3hMqdfmcaAa+KCRzYwwxgwGrgDuFZFRjfVnjJlljEk1xqRGR+sc4z+5fXg3enZoxRMLd1BWqXffetKCrbmEBtkY3zfG6ihKOaXJgm+MGWuM6dfAYwGAiNwKTAJuNI1M72iMyXH8Nx/4HBjqsj0IECFBNp6e0o9Dx8t4bUWG1XECRlVNLYu2HWFsnxgiwoKtjqOUU5y9SmcC8GvgSmNMg2cURSRcRCJ+eg6MA9Kd6TdQXdSjHVcPiuWNlZlkFpy2Ok5AWLOvkOMllVw1MNbqKEo5zdkx/FeACGCp45LLNwBEpLOILHG0iQHWiMiPwEZgsTHmKyf7DVi/nZhMaJCd577abXWUgLBgaw6RLYK5pJcOLyrfF+TMl40xPRt5PxeY6HieBQxwph/1v6IjQrlrVHf+unQvWw6eYJBeNeI2pZXVfLMzjykDYwkJ0nsUle/Tv8U+aOaIbrQLD+EvX+3WVbHcaOnOPEora5gyUGfFVP5BC74PCg8N4v7LerIh6zir9xVaHcdvffZDDrFRLRjata3VUZRyCS34PuqGYQnEtWnBc1/vprZWj/JdLa+4nDX7CrhmcKwucqL8hhZ8HxUaZOehy3uRnlPMkvQjVsfxOwu25lBr4OpBenWO8h9a8H3YlIGxJMVE8MdFuyg4VWF1HL9hjOGzzTkMSoiie3Qrq+Mo5TJa8H2Y3Sa8cN0ATpZV8sC8LTq04yI7jxSzJ+8U1wzWqaGUf9GC7+P6xUby5JV9WZ91jNk6hbJLfLY5h2C7MDmlk9VRlHIpLfh+4LrUeCb07cj/+2YPu48WWx3Hp5VX1fD5lsOMTY7RVa2U39GC7wdEhD9d059WoUH8/l879Np8JyzZfoQTpVX8/EKdGVP5Hy34fqJteAiPjO/NxuzjLNiaa3Ucn/XehgN0jw7n4h7trI6ilMtpwfcj118QT0pcJM8s2UVJRXXTX1D/YUduEVsOnuTGYV0Q0Wvvlf/Rgu9H7Dbhicl9KThVwZx12VbH8TnvbzhIWLCNqXp1jvJTWvD9zJAubRidFM2sVVkUl1dZHcdnnCyt5F9bcpic0pnIljrvvfJPWvD90EOXJ1FUVsV76w9YHcVnvLf+AGVVNcwcqYuUK/+lBd8P9Y+L5NKkaP6xZj+llTqW35TyqhrmrMtmdFI0vTu2tjqOUm6jBd9P3X9ZT46XVPLh9wetjuL1Pt18mGMlldxzSQ+royjlVlrw/dSQLm25uEc73liZpUf5Z1FdU8vs1VkMjI9iaDedBln5Ny34fuzhcb0oPF3B3HU6lt+YL7blcuBYKb+4tIdeiqn8nhZ8PzakS1tGJ0XzxspMvWKnAdU1tby8PIPeHSO4PDnG6jhKuZ3TBV9EnhaRbY5FzL8RkQbXgxORW0Rkn+Nxi7P9quZ5eFzdFTtvrd5vdRSvM2/TIbIKSvivy3vpIicqILjiCP95Y0yKMWYgsAj4/ZkNRKQt8AQwDBgKPCEiuvq2B/SLjeSKfh35x+osjpdUWh3HaxSXV/Hi0r1c2L0t4/ro0b0KDE4XfGNM/ekZw4GGZu4aDyw1xhw3xpwAlgITnO1bNc/D43pRXl3LS8v2WR3Fa7z2XSYnSiv5n5/10bF7FTBcMoYvIs+IyCHgRho4wgdigUP1Xh92vNfQtu4SkTQRSSsoKHBFvIDXs0ME0y+I5/0NB8gqOG11HMttyj7O22v2c/XAWPrFRlodRymPaVbBF5FvRSS9gccUAGPM48aYeOAD4D5nAhljZhljUo0xqdHR0c5sStXzq7G9CA2y8ecvd1sdxVJZBae589004tq24PeT+1gdRymPalbBN8aMNcb0a+Cx4IymHwDXNrCJHCC+3us4x3vKQ6IjQvnl6J4s3ZnHhqxjVsexxLHTFdw2ZxN2EebcOlQXOFEBxxVX6STWezkFaOgQ8mtgnIi0cZysHed4T3nQzBHd6BwZxh8W7qC8qsbqOB5VUV3DHe+mcbSonNm3pJLQrqXVkZTyOFeM4T/rGN7ZRl0hfxBARFJF5C0AY8xx4Glgk+PxlOM95UFhwXaeubo/u4+e4oVv9lgdx6NeXpbBloMnefH6gQxO0AvEVGAKcnYDxpiGhnAwxqQBd9R7/TbwtrP9KeeM7t2Bmy7swuzV+0mJi2LygAZvm/Ar6TlFvL4yk2sHxzGxvy5MrgKX3mkbgH47MZnULm14cP4WPtrk35OrVdXU8utPt9GmZQi/m5RsdRylLKUFPwC1CLHz3sxhjEiM5jefbeehj7ayv7DE6lhu8dKyfew8UswzV/fTk7Qq4Dk9pKN8U4sQO2/dnMoL3+xh7vps/rU1hzHJMVzRryNjesf4xapPmw8c59XvMpg6JI7xfTtaHUcpy4kxDd0Y6x1SU1NNWlqa1TH8Xv6pcv6xej8LtuZytLicIJswvl9HHhyTSK+YCKvjnZeisiom/n01NhsseWAkEWG+/w+YUs0hIpuNMakNfqYFX/2kttawLaeIxdtymbfxEGVVNdwxshuPjEsiyO47o3/GGO6ft4Uv04/yyT0X6VU5KqCcreDrkI76N5tNGBgfxcD4KH55aU/+8tVu3lyZxeETZbw0fRB2H5lR8l9bc1i07QiPjE/SYq9UPVrwVYPahIfw7LUpdI8O509LdtMqJIhnr+3v9RONnSyt5OlFuxiUEKVLFip1Bi346qzuGtWD0+XVvLQ8g4iwIB7/WbJXF/2/fLWborIqnrmqv8/8RqKUp2jBV036r8t7UVxezVtr9hPZIpj7xyQ2/SULbMg6xryNh7hzZDf6dG5tdRylvI4WfNUkEeH3k/pQXFbFC0v3cqqimocu70VYsN3qaP9WVFrFrz/dRkLbljx0eZLVcZTySlrwVbPYbMJzU1NoGWpn1qosvt2Zx/PTUhjSpa3V0SivquGB+Vs4UlTG/LsupEWI9/xDpJQ38Z1r7ZTlguw2/nhVf96bOZTKmlqmz9rAgq3WznJ9qryK297ZxMq9BTw9pZ9X/AOklLfSgq/O2cjEaBbfP5IhXdrwq4+28s7a/dTUev5+jvxT5dwwewObso/zt+sHMn1ogsczKOVLtOCr8xLZMpg5tw3lsqQOPPnFTi57YQXvrc+mrNIz8+zvOlLM1a+uIzO/hNk3p3LVoAZXzFRK1aN32iqn1NYavtpxlFmrsth66CRtWgZz00VdSYqJoFdMKxJdPDVDWWUNr36XwZurMmnTMoS3b71A16VVqh6901a5jc0mTOzfiSv6dSTtwAleX5HJS8v2ASACv5nQm7tHdXfJtftLd+bx5Bc7OHyijGsGxfLYxGSiI0Kd3q5SgUILvnIJEeGCrm254Na2FJyqIP9UOa+vyOTZL3dz5GQZf7iy73kX/UPHS/nDwh0s251Pr5hWfHTXhQzr3s7Fe6CU/9OCr1wuOiKU6IhQXr5hEJ0iw5i9ej81xvDUlf2wnePdr++s3c+zX+7GbhN+O7E3tw3vRrAPTeSmlDdxquCLyNPULVxeC+QDtxpjchtoVwNsd7w8aIy50pl+lW8QEX47MZkgu43XV2RSXlXLc9emNLvov7kykz9/uZsxvTvwx6v70SmyhZsTK+XfnD3Cf94Y8zsAEXkA+D1wTwPtyowxA53sS/kgEeHX45MIC7Lz4rd7CQ2y8eSVfZucbnnuumz+/OVuJqV04m/XD/Sp6ZmV8lZOFXxjTHG9l+GA917yoywjIjw4NpGyqhreWJnJgWOlvHzDINqEN7zk4Mq9BTz5xQ4u7xPDi1rslXIZp3+SROQZETkE3EjdEX5DwkQkTUQ2iMhVzvapfNOjV/TmuakpbNx/nCtfXcOyXXnUnnHD1u6jxdz3wQ/0iongb9cP1PF6pVyoyevwReRboKEFQR83xiyo1+4xIMwY80QD24g1xuSISHdgOTDGGJPZSH93AXcBJCQkDDlw4ECzd0b5hq2HTnLvBz+Qc7KMLu1acvNFXZmWGseBwlLufi+NGmP4/JfD6RylY/ZKnSuPLHEoIgnAEmNMvybazQEWGWM+bWqbeuOV/6qqqeWr9KPMXZdN2oET2ARqDbQND+G9mUPp21lvplLqfLjtxisRSTTG7HO8nALsbqBNG6DUGFMhIu2B4cBzzvSrfF+w3cbkAZ2ZPKAz2w8X8dkPh+kUGcaMYQm64LhSbuLsVTrPikgSdZdlHsBxhY6IpAL3GGPuAJKBN0WklrpzBs8aY3Y62a/yI/3jIukfp0f0Srmbs1fpXNvI+2nAHY7n64D+zvSjlFLKeXoJhFJKBQgt+EopFSC04CulVIDQgq+UUgFCC75SSgUILfhKKRUgtOArpVSA8Oo1bUWkgLobus5He6DQhXF8ge6z/wu0/QXd53PVxRgT3dAHXl3wnSEiaY3NJ+GvdJ/9X6DtL+g+u5IO6SilVIDQgq+UUgHCnwv+LKsDWED32f8F2v6C7rPL+O0YvlJKqf/kz0f4Siml6tGCr5RSAcLnC76ITBCRPSKSISKPNvB5qIh85Pj8exHpakFMl2nG/j4kIjtFZJuILBORLlbkdKWm9rleu2tFxDgW4PFpzdlnEbnO8We9Q0Q+9HRGV2vG3+0EEflORLY4/n5PtCKnq4jI2yKSLyLpjXwuIvKS4//HNhEZ7HSnxhiffQB2IBPoDoQAPwJ9zmjzS+ANx/PpwEdW53bz/o4GWjqe/8KX97e5++xoFwGsAjYAqVbn9sCfcyKwBWjjeN3B6twe2OdZwC8cz/sA2VbndnKfRwGDgfRGPp8IfAkIcCHwvbN9+voR/lAgwxiTZYypBOZTt7ZufVOAuY7nnwJjREQ8mNGVmtxfY8x3xphSx8sNQJyHM7pac/6MAZ4G/gKUezKcmzRnn+8EXjXGnAAwxuR7OKOrNWefDdDa8TwSyPVgPpczxqwCjp+lyRTgXVNnAxAlIp2c6dPXC34scKje68OO9xpsY4ypBoqAdh5J53rN2d/6ZlJ3hODLmtxnx6+68caYxZ4M5kbN+XPuBfQSkbUiskFEJngsnXs0Z5//APxcRA4DS4D7PRPNMuf6894kZxcxV15KRH4OpAKXWJ3FnUTEBvwVuNXiKJ4WRN2wzqXU/Ra3SkT6G2NOWhnKzW4A5hhjXhCRi4D3RKSfMabW6mC+wteP8HOA+Hqv4xzvNdhGRIKo+1XwmEfSuV5z9hcRGQs8DlxpjKnwUDZ3aWqfI4B+wAoRyaZurHOhj5+4bc6f82FgoTGmyhizH9hL3T8Avqo5+zwT+BjAGLMeCKNukjF/1ayf93Ph6wV/E5AoIt1EJIS6k7ILz2izELjF8XwqsNw4zoj4oCb3V0QGAW9SV+x9fVwXmthnY0yRMaa9MaarMaYrdectrjTGpFkT1yWa8/f6X9Qd3SMi7akb4snyYEZXa84+HwTGAIhIMnUFv8CjKT1rIXCz42qdC4EiY8wRZzbo00M6xphqEbkP+Jq6s/xvG2N2iMhTQJoxZiHwD+p+9cug7gTJdOsSO6eZ+/s80Ar4xHFu+qAx5krLQjupmfvsV5q5z18D40RkJ1ADPGKM8dXfXJu7zw8Ds0Xkv6g7gXurDx+8ISLzqPtHu73jvMQTQDCAMeYN6s5TTAQygFLgNqf79OH/X0oppc6Brw/pKKWUaiYt+EopFSC04CulVIDQgq+UUgFCC75SSnmJpiZUO6PtiyKy1fHYKyInm/yOXqWjlFLeQURGAaepm0On3zl8735gkDHm9rO10yN8pZTyEg1NqCYiPUTkKxHZLCKrRaR3A1+9AZjX1PZ9+sYrpZQKALOAe4wx+0RkGPAacNlPHzrWvOgGLG9qQ1rwlVLKS4lIK+Bi/vfOeYDQM5pNBz41xtQ0tT0t+Eop5b1swEljzMCztJkO3NvcjSmllPJCxphiYL+ITIN/L3s44KfPHeP5bYD1zdmeFnyllPISjgnV1gNJInJYRGYCNwIzReRHYAf/uRLYdGB+cyeR08sylVIqQOgRvlJKBQgt+EopFSC04CulVIDQgq+UUgFCC75SSgUILfhKKRUgtOArpVSA+P9ZfzmzDmpBsAAAAABJRU5ErkJggg==\n",
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Ofb28VJ8sLNKxkxX6vHCmrmiXqiGtEhXG5XwAAADgxaocQK21J40xv5c0QZWXYRlurV1V5cqAOijA10d9m8Wrb7N47Tt8Qs99Nk2L90p/+mqlnhyzWhc2T9RV7VPUtkEka5IBAADgdaplDai1dqyksdXxWgAqhQf5qXcDPz1+XRetLNmvjxcWatSyUn2xpFiNYkN0RbsUDW6ZyCWAAAAA4DVqbBMiAOfGGKPmyeFqntxcjwxsqjEryvTRgkI9MWaNnhizRtkJYereOEbdsmLUpkGk/LisCwAAADwUARTwIsEBvhraLkVD26Vo/bYDmrxmu6au267XZ2zWv6dtUkiArzo1jFK3rBj1yY5jdBQAAAAehQAKeKmsuFBlxYXq9u4NdeDoCc3ZtEvT1+/Q9HU7NHH1Nj361Uq1SY1Q/5x49WsWrwZRwU6XDAAAgDqOAArUAqGBfurXrDJoWmu1cftBTVhVrvGryvXU2LV6auxa5SSFsZsuAAAAHEUABWoZY4waxYWqUVyoft+zkYp2H9aEVZXXF/3TVyv11Jg1uqh1om7MS1dWXKjT5QIAAKAOIYACtVxK/SDdckGGbu6SrvySffpofqG+XFKijxcUqUtmtG7MS1OPxrFyubisCwAAAM4vAihQRxhj1CI5Qi2SI/RQ/yb6eGGh3puzVTe/u0hpUUG6oXOaLstNUUgAvxYAAABwfnC9BqAOigz21++6Z2rmQz30z6taKzLYX499s1qdnpqsx0evVtHuw06XCAAAgFqIoQ6gDvPzcWlwy0QNbpmopYV79PbsAr07p0Bvz96iPtlxujEvXR3S68sYpucCAACg6gigACRJrVMj1To1Un8c2FTvzyvQR/MLNWHVNmUnhOmmLuka3DJBAb4+TpcJAAAAL8YUXAD/Iz48UA/0a6K5D/fSM5c018mKCt3/2XLlPTNFL01crx0HjjldIgAAALwUI6AAflCgn4+ubJ+qK9qlaPbGXRo+e4tembxB/5m2SRe1TtTvezRSalSQ02UCAADAixBAAfwkY4y6NIpWl0bR2rzjoN6ZU6ARC4v0xZISXdomiSAKAACAs8YUXABnLSMmRH8bkqOZD/bQdZ0a6Ktlper5wjQN+2KFSvYecbo8AAAAeDgCKIBfLC4sUH8Z3EwzH+yhazs20JdLStTjuWn689crtW3/UafLAwAAgIcigAI4Z3FhgXrsV8007YHuurRtsj6aX6iuz07VE6NXa+dBNisCAADA/yKAAqiyxIh6evqS5ppyX3cNapGo4bO3qOuzU/X38Wu19/Bxp8sDAACAhyCAAqg2qVFBemFoS028t5t6NY3Ta9M3Ke+ZKXpi9GqVskYUAACgziOAAqh2DWNC9M+rWmvcXReod3ac3p5ToK7PTtU9nyzT6tL9TpcHAAAAh3AZFgDnTZP4ML1yZWs90K+x3pq1RZ8sLNLIpSXqmFFfN+alq3fTOPm4jNNlAgAAoIYwAgrgvEuODNJfBjfT3GG99PCAJirafUS3vb9Y3Z+fqjdnbtb+oyecLhEAAAA1gAAKoMaEB/nptm4NNf2B7vr3NW0UHxaoJ8asUaenJuuxUau0Zechp0sEAADAecQUXAA1ztfHpYHNEzSweYLyi/fp7dlb9OH8rXp3boF6NI7VTXnpysuMkjFMzwUAAKhNGAEF4KjmyeF68YpWmj2sp+7s2Ugrivfq2rfmq9/LM/TxgkIdOX7K6RIBAABQTQigADxCbGig7u2TpVkP9dRzl7WQr8ulh7/MV6dnJuvZ8WtVto/LuAAAAHg7puAC8CiBfj66PDdFl7VN1oItuzV89ha9Nn2T/jtjswbkxOvGvHS1SY1gei4AAIAXIoAC8EjGGHXIiFKHjCgV7T6s9+YWaMTCIo1eUaZmiWG6sn2qhrRKVFign9OlAgAA4CwxBReAx0upH6RHLszWvId76fEhzVRhpT99tVIdnpysBz9friWFe2StdbpMAAAA/AxGQAF4jeAAX/26U5qu7dhAK4r36eMFhRq1vFSfLipWk/hQXdkuRRe3TlZ4EKOiAAAAnogACsDrGGPUMiVCLVMi9OigbI1aVqoRCwv12Der9fS4tRrUIlHXdExV6xTWigIAAHgSAigArxYS4KurO6Tq6g6pWllSOSr61dISfbGkWE0TwnRNh1Rd1DpJIQH8ugMAAHAaa0AB1Bo5SeF68uLmmv9Ibz15cY4k6dGvVqrDk5P0yMh8rS7d73CFAAAAdRtDAgBqnZAAX13ToYGubp+qZUV79eH8Qn2+uFgfzi9U69QIXdOhgQa1SFCgn4/TpQIAANQpjIACqLWMMWqdGqnnL2+pBX/srT8Pytb+Iyd0/2fL1fHpyXpq7BoV7jrsdJkAAAB1BiOgAOqE8CA/3dQlXTfmpWnu5l36YN5WvTVri96YuVnds2J0Xac0dcuKkcvFpkUAAADnCwEUQJ1ijFHnhtHq3DBa5fuO6qMFhfp4QaFufGehUusH6dqOqRqam6KIIH+nSwUAAKh1mIILoM6KDw/UvX2yNPuhnvrnVa0VHxaop8auVYenJuuBz5ZrRfFep0sEAACoVRgBBVDn+fu6NLhloga3TNTa8v16f+5WjVxaos8WF6tlSoSu69hAF7JpEQAAQJUxAgoAp2kSH6YnL26ueX/spccGZ+vg0RO677Pl6vzMFD0zbq2K97BpEQAAwLliBBQAfkBYoJ9uyEvX9Z3TNGfTLr03t0Cvz9ik12dsUt/seN3UJV3t0iJlDJsWAQAAnC0CKAD8BGOM8jKjlZcZrZK9R/TBvK36eEGhxq8qV7PEMN2Ul65BLRMU4Mv0XAAAgJ/DFFwAOEtJEfX0UP8mmjusl566uLmOnazQfZ8tV94zU/XypPXaceCY0yUCAAB4tCoFUGPM5caYVcaYCmNMbnUVBQCerJ6/j67ukKqJ93TV+ze3V/OkML08aYPynpmi+z9brlWl+5wuEQAAwCNVdQruSkmXSPpvNdQCAF7FGKMLGsXogkYx2rTjoN6dU6DPFxfr88XF6pBeXzd1SVfvpnHycbFOFAAAQKpiALXWrpHEJhwA6ryGMSH625Ac3de3sT5dWKR35hTotvcXK6V+PV3fKU1D26UoLNDP6TIBAAAcZay1VX8RY6ZJut9au+gnzrlV0q2SFBcX13bEiBFVft/z6eDBgwoJCXG6DNRx9KH3OlVhtWT7KU3cekLr91Qo0EfqkuSr3g38FB/sXcvv6UN4CnoRnoA+hCfwhj7s0aPHYmvt/1mm+bMB1BgzSVL8Dzz1iLX2a/c50/QzAfR0ubm5dtGiszrVMdOmTVP37t2dLgN1HH1YO6ws2afhs7fom+WlOllh1bNxrG7qkq7ODaO8YgYJfQhPQS/CE9CH8ATe0IfGmB8MoD87Bdda2/v8lAQAdUNOUrheHNpKwwY00QfzCvXR/K265s35ahwXqhvz0nRR6yQF+nEZFwAAUPt51zwwAPBisaGBurdPlmY91FPPXdZCPi6jYV/mq9PTk/XchLUq33fU6RIBAADOq6pehuViY0yxpE6SxhhjJlRPWQBQewX6+ejy3BSN+UMXjbi1o9ql1de/p21Sl79P0R8+XqplRXudLhEAAOC8qOouuCMljaymWgCgTjHGqGNGlDpmRKlw12G9O7dAny4s0qjlpWrbIFK3dElX32bxXMYFAADUGkzBBQAPkBoVpD8NytbcP/bSXwZna8eBY7r9wyXq/vxUvTVriw4cPeF0iQAAAFVGAAUADxIS4Ksb89I19f7ueu3atooPC9Tjo1er89NT9OSY1SrZe8TpEgEAAM5ZlabgAgDODx+XUf+cePXPidfyor16a9YWDZ9doOGzCzQgJ163XJChVikRTpcJAADwixBAAcDDtUyJ0D+uaq1hA5ro3TkF+mhBoUavKGOdKAAA8DpMwQUAL5EYUU8PD2yquQ/30mNnrBMdPmuLDh476XSJAAAAP4kACgBeJiTAVzecsU70b6NXq9NTk/XXb1Zp846DTpcIAADwg5iCCwBe6sx1osNnb9EH87bq7dkF6poVo+s7NVD3xrFMzwUAAB6DEVAAqAVapkTolStba86wXrqvT5bWle/Xze8uUo/np3EZFwAA4DEIoABQi8SEBujOXo0066Ge+vc1bRQXFqDHR69Wp6en6PHRq1W0+7DTJQIAgDqMKbgAUAv5+bg0sHmCBjZP0Iriysu4vDunQG/P3qJ+zeJ1c5d0tW0QKWOYngsAAGoOARQAarkWyZXTc4cNaKL35m7VR/MLNW5luVomh+umLuka2DxBfj5MiAEAAOcf/+IAgDoiIbyeHurfRHMf7qnHL8rRgaMnddeIZbrg71P172kbtffwcadLBAAAtRwBFADqmCB/X/26YwNNurebht+Qq4axwXp2/Dp1enqKHv0qn8u4AACA84YpuABQR7lcRj2bxKlnkzitKduv4bO26NOFxfpgXqF6NonVzV3S1blhlNNlAgCAWoQACgBQ04QwPXd5Sz3Yv4k+mLdVH8zbqmvenK8m8aHqGHVCbY+eUGign9NlAgAAL8cUXADA92JCA3RPnyzNHtZTz17aQpL0zqrjavfkJN09YqlmbdipigrrcJUAAMBbMQIKAPg/Av18NLRdii7PTdbwr6dos43VqOWl+mpZqRLDA3VJm2Rd1jZZadHBTpcKAAC8CAEUAPCjjDFqGOGjm7s3158GZWvi6m36fHGx/j1to16dulGdMqJ0ZfsU9WsWr0A/H6fLBQAAHo4ACgA4K4F+PhrcMlGDWyaqfN9RfbGkWCMWFuquEcsUXs9PF7dO0hXtUtQ0IczpUgEAgIcigAIAfrH48EDd0SNTt3drqLmbd2nEwiJ9NL9Q78wpUMvkcF3RLlWDWyawcREAAPgfBFAAwDlzuYzyMqOVlxmtPYeOa+TSEo1YWKg/jszX46NXa1CLBF3ZPlVtUiNkjHG6XAAA4DACKACgWkQG++umLum6MS9Ny4r26pOFRRq1vFSfLS5Wo9gQXdEuRZe0SVb9YH+nSwUAAA4hgAIAqpUxRq1TI9U6NVKPDsrWmBWlGrGwSE+MWaO/j1+rATkJuuWCdLVIjnC6VAAAUMMIoACA8yYkwFdXtEvVFe1Sta78gEYsLNRni4o1anmpOqTX128uyFDPJrFyuZieCwBAXeByugAAQN3QOD5UfxncTHMf7qlHL2yq4j1HdMt7i9T7pen6cP5WHT1xyukSAQDAeUYABQDUqNBAP91yQYamPdBdr1zZSsH+vnpk5Ep1fmaKXpq4XjsPHnO6RAAAcJ4wBRcA4Ag/H5eGtErSr1omav6W3Xpjxma9MnmD/jN9ky5tk6ybu6QrMzbE6TIBAEA1IoACABxljFHHjCh1zIjSxu0H9dasLfpiSbE+XlCoXk1i9ZuuGeqQXp/LuAAAUAswBRcA4DEyY0P09CXNNWdYT93Vq5GWFu3Vla/P069ena2vl5XoxKkKp0sEAABVQAAFAHic6JAA3dMnS3OG9dRTFzfXoWMnddeIZer27FS9OXOzDhw94XSJAADgHBBAAQAeK9DPR1d3SNWke7vpzetylVI/SE+MWaPOT0/Rk2NWq3TvEadLBAAAvwBrQAEAHs/lMuqdHafe2XFaUbxXb8zcouGzCzR8doEGtUjQ7d0bqkl8mNNlAgCAn8EIKADAq7RIjtA/r2qt6Q90142d0zRp9Tb1f3mmbv9gsdaU7Xe6PAAA8BMIoAAAr5QcGaRHB2Vr9rCe+kPPTM3asFMDXpmp376/WKtLCaIAAHgipuACALxaRJC/7u3bWDd3ydBbs7fo7VlbNH5Vufo1i9MfejVSs8Rwp0sEAABuBFAAQK0QHuSne/tk6ea8dA2fvUXDZ2/RhFXb1Dc7Tnf1JogCAOAJmIILAKhVwoP8dE+fLM16qKfu7t1Iczfv0oX/mKVb31uklSX7nC4PAIA6jRFQAECtFF7PT3f3ztKNeel6e/YWvTVri75dvU19suN0V69GykliRBQAgJpGAAUA1GqnB9F3ZhforVmbNWj1NvVuGqe7exNEAQCoSUzBBQDUCeH1/HRX70aaNayn7u2TpQVbdmnQP2fplncXKr+YqbkAANQEAigAoE4JC/TTH3pVBtH7+mRpYcEeDX61MoiyRhQAgPOrSgHUGPOcMWatMWaFMWakMSaimuoCAOC8Cgv00529GmnWQz10X58sLdiyW4P+OUu/fX+x1pZzHVEAAM6Hqo6ATpSUY61tIWm9pIerXhIAADUn1B1EZz7UU3f1aqTZG3eq/8szdcdHS7Rh2wGnywMAoFapUgC11n5rrT3pfjhPUnLVSwIAoOaF16u8fMvMh3ro9z0yNW3tdvV9eYbu+HAJa0QBAKgm1bkL7k2SPqnG1wMAoMZFBPnr/n6NdVOXdL05c7Pen7tVY/LL1CUzWr/t1lB5mVEyxjhdJgAAXslYa3/6BGMmSYr/gacesdZ+7T7nEUm5ki6xP/KCxphbJd0qSXFxcW1HjBhRlbrPu4MHDyokJMTpMlDH0YfwBHW9Dw+fsJpWdEITtp7UvmNWaWEuDczwU26cj1wE0RpV13sRnoE+hCfwhj7s0aPHYmtt7pnHfzaA/hxjzA2SbpPUy1p7+Gy+Jzc31y5atKhK73u+TZs2Td27d3e6DNRx9CE8AX1Y6eiJUxq5tESvz9isLTsPKS0qSL/pmqFL2yQr0M/H6fLqBHoRnoA+hCfwhj40xvxgAK3qLrj9JT0o6VdnGz4BAPBGgX4+uqp9qibd203/uaaNwur56ZGRK9X12al6c+ZmHT5+8udfBACAOq6qu+C+KilU0kRjzDJjzGvVUBMAAB7Lx2U0oHmCvr4jTx/e0kGZsSF6Yswadfn7VL06ZYP2HDrudIkAAHisKm1CZK3NrK5CAADwJsYY5WVGKy8zWou37tarUzbq+W/X659TNuri1km6vnOamiaEOV0mAAAepTp3wQUAoE5q26C+3r6xvdaVH9A7cwo0cmmxRiwsUseM+roxL129m8bJx8WGRQAAVHUKLgAAcGscH6qnL2mueQ/30sMDmqho9xHd9v5idXtuql6fsUn7Dp9wukQAABxFAAUAoJpFBPnrtm4NNf2B7nrt2jZKiqinp8auVcenJ+uRkfnauP2g0yUCAOAIpuACAHCe+Pq41D8nQf1zErS6dL/embNFny0u1ofzC9UnO06/7Zahtg3qO10mAAA1hgAKAEANyE4M07OXtdRD/Zvovblb9e7cAk1cvU25DSJ1W7eG6tUkVi7WiQIAajmm4AIAUIOiQgJ0T58szRnWU3/9VTOV7z+q37y3SP1enqGvlpbo5KkKp0sEAOC8IYACAOCAIH9fXd85TdPu765XrmwllzG6+5Nl6vXidI1YUKjjJwmiAIDahwAKAICDfH1cGtIqSePuukCv/7qtwuv5adiX+er23FS9M3uLjp445XSJAABUGwIoAAAewOUy6tssXl/fkad3b2qv5Mh6euyb1ery96l6bfomHTx20ukSAQCoMjYhAgDAgxhj1C0rRt2yYjR/8y69OnWjnhm3Vv+Ztkk35aXrhrw0hdfzc7pMAADOCQEUAAAP1SEjSh0yorS8aK9enbpRL01ar+Gzt+i2bhm6oXOagvz5GAcAeBem4AIA4OFapkTojetyNeYPXdS2QaSeHb9OXZ+dpnfnFOjYSdaIAgC8BwEUAAAv0SwxXMNvaKcvbu+khjHB+suoVer5/HR9tqiIy7cAALwCARQAAC/TtkF9jbi1o96/ub2iQvz1wOcr1O/lGRqzokwVFdbp8gAA+FEEUAAAvJAxRhc0itHXd+TptWvbysdldMdHSzT41Vmaum670+UBAPCDCKAAAHgxY4z658Rr3F1d9dIVLXXg6End+PZC3fLuIpXsPeJ0eQAA/A8CKAAAtYCPy+ji1smafF83/XFgE83euFO9X5iu12ds0gnWhwIAPAQBFACAWsTPx6VbuzbUxHu7Ki8zSk+NXavB/5ylJYV7nC4NAAACKAAAtVFyZJDeuC5Xr13bVnsPn9Cl/5mjR0bma9+RE06XBgCowwigAADUUt+tD510Xzfd2DldHy8oVK8XpmvU8lJZy265AICaRwAFAKCWCwnw1Z8HZ2vU77soMSJQf/h4qa4bvkBbdx1yujQAQB1DAAUAoI7ISQrXyN/l6bHB2VpauFd9X5qhf03dqOMn2aQIAFAzCKAAANQhPi6jG/LSNeneburZJFbPTVinC/8xUwu27Ha6NABAHUAABQCgDooPD9R/rm2r4Tfk6vDxUxr637l66PMV2nv4uNOlAQBqMQIoAAB1WM8mcZp4b1fd1i1Dny8pVq8XpuvLJcVsUgQAOC8IoAAA1HFB/r56eEBTjb6zi1KjgnTvp8t1zZvztXnHQadLAwDUMgRQAAAgSWqaEKYvfttZT1yUo/ySfer/8ky9PGm9jp085XRpAIBaggAKAAC+53IZXduxgSbf1039c+L18qQNGvDyTM3ZtNPp0gAAtQABFAAA/B+xoYH6x1Wt9d5N7XWywurqN+br3k+Xac8hNikCAJw7AigAAPhRXbNi9O09XXVHj4YataxUvV+crm+Wl7JJEQDgnBBAAQDATwr089ED/Zromzu7KDmynu78eKl+894ile074nRpAAAvQwAFAABnpWlCmL78XZ4evbCpZm3cqb4vztCH87eqooLRUADA2SGAAgCAs+bjMrrlggxNuLurmieH65GRK3XlG/O4ZAsA4KwQQAEAwC/WICpYH97SQc9e2kJryvar/ysz9e9pG3XiVIXTpQEAPBgBFAAAnBNjjIa2S9Hke7upZ+NYPTt+nS7612ytLNnndGkAAA9FAAUAAFUSGxao137dVq9d20bbDxzTkH/N1jPj1uroiVNOlwYA8DAEUAAAUC365yRo0j3ddGmbJL02fZP6vzxDczbudLosAIAHIYACAIBqEx7kp2cva6mPftNBknT1m/P1wGfLtffwcYcrAwB4AgIoAACodp0bRmv83V31u+4N9eXSEvV+cbpGLS+VtVyyBQDqMgIoAAA4LwL9fPRg/yb65vddlBRRT3/4eKlufneRSvYecbo0AIBDCKAAAOC8yk4M05e/y9OfBmVr3uZd6vPidL09e4tOVTAaCgB1DQEUAACcdz4uo5u7pOvbe7qqfXp9/fWb1br0P3O0tny/06UBAGpQlQKoMeZxY8wKY8wyY8y3xpjE6ioMAADUPsmRQXr7hnZ65cpWKtp9WIP+MUvPT1jHJVsAoI6o6gjoc9baFtbaVpJGS/pz1UsCAAC1mTFGQ1oladK93TSkVZJenbpRA1+ZqXmbdzldGgDgPKtSALXWnj5vJlgSizkAAMBZiQz21wtDW+r9m9vrZIXVla/P07AvVmjf4RNOlwYAOE+qvAbUGPOkMaZI0jViBBQAAPxCFzSK0YS7u+q2rhn6bHGxer04XWPzy7hkCwDUQubnfrkbYyZJiv+Bpx6x1n592nkPSwq01v7lR17nVkm3SlJcXFzbESNGnHPRNeHgwYMKCQlxugzUcfQhPAF9iJq0df8pDV95XFv3V6h1rI9+ne2v+oGVfy+nF+EJ6EN4Am/owx49eiy21uaeefxnA+jZMsakShprrc35uXNzc3PtokWLquV9z5dp06ape/fuTpeBOo4+hCegD1HTTp6q0NuzC/TCxHXydbn0YP/GurZDA82YMZ1ehOP4nQhP4A19aIz5wQBa1V1wG532cIiktVV5PQAAAF8fl37TNUPf3t1NrVMj9OevV+my1+ao5ECF06UBAKqoqmtAnzHGrDTGrJDUV9Jd1VATAACAUqOC9N5N7fXi0JbasvOQ/jzniF6cuF7HTnLJFgDwVlXdBfdSa22O+1Isg621JdVVGAAAgDFGl7RJ1qR7u6l9go/+MXmDBr4yUwsLdjtdGgDgHFR5F1wAAIDzLSokQLe1CNS7N7XXsZMVuvy1ufrjyHztO8IlWwDAmxBAAQCA1+iWFaNv7+mqW7qka8SCQvV6Ybq+XlbCJVsAwEsQQAEAgFcJ8vfVo4OyNer3XZQUEai7RizTdcMXqGDnIadLAwD8DAIoAADwSjlJ4fryd3n625BmWlq4V31fnqFXp2zQ8ZPslgsAnooACgAAvJaPy+i6TmmafF839Wkap+e/Xa/+L8/QlLXbmJYLAB6IAAoAALxeXFig/nVNG719YzvJSDe9s0jXDV+g9dsOOF0aAOA0BFAAAFBr9Ggcqwl3d9WfB2VredFe9X95hv701UrtPnTc6dIAACKAAgCAWsbPx6WbuqRr+gM99OuODfTRgkJ1e26q3py5mfWhAOAwAigAAKiVIoP99dchORp/1wVqkxqpJ8asUe8Xp2vk0mKdqmB9KAA4gQAKAABqtUZxoXr3pvZ658Z2Cgnw1T2fLNeAV2ZoXH4ZQRQAapiv0wUAAADUhO6NY9W1UYzGrizTixPX6/YPlygtKkg3dUnXZW2TFeTPP4sA4HxjBBQAANQZLpfRoBaJ+vburvrX1W0UEeSvP3+9Sp2enqK/j1+r8n1HnS4RAGo1/tQHAADqHF8fly5skaALWyRo8dbdenPmFv13+ia9MWOzBrdM1M1d0pWTFO50mQBQ6xBAAQBAnda2QX21bVBfhbsO6+05W/TpwiKNXFqidmmRuqFzuvo1i5OvD5PGAKA6EEABAAAkpUYF6S+Dm+mePln6dGGR3p1boDs+WqLE8EBd26mBrmyXqvrB/k6XCQBejT/nAQAAnCYs0E+3XJChaff30BvX5SotOljPjl+nTk9P1oOfL9eq0n1OlwgAXosRUAAAgB/g4zLqkx2nPtlxWld+QO/OLdCXS4r16aJitU+rr2s6pmpAToL8ffl7PgCcLX5jAgAA/IzG8aF66uLmmv9wbz0ysKnK9x/VXSOWqfMzk/Xs+LUq2n3Y6RIBwCswAgoAAHCWwoP89JuuGbq5S7pmbtyp9+du1WvTN+k/0zepR+NYXdsxVd2yYuXjMk6XCgAeiQAKAADwC7lcRt2yYtQtK0Yle4/o4/mFGrGwSDe9s0jJkfV0VftUDc1NUUxogNOlAoBHYQouAABAFSRF1NP9/RprzrCe+tfVbZQSGaTnJqxT52cm6/cfLdH8zbtkrXW6TADwCIyAAgAAVAN/X5cubJGgC1skaOP2g/pofqE+X1yk0SvKlBUXoms7NtDFrZMUGujndKkA4BhGQAEAAKpZZmyI/jw4W/P/2FvPXtpCgX4++vPXq9Thqcl6+Mt8LS/ay6gogDqJEVAAAIDzpJ6/j4a2S9HQdilaXrRXH8zbqi+XFOvjBYXKiAnWJa2TdFHrJCVHBjldKgDUCAIoAABADWiZEqGWKRF6dFC2xuWX6culJXr+2/V6/tv1ap9eX5e0TtKAnASFBzFFF0DtRQAFAACoQeH1/HRl+1Rd2T5VRbsP66ulJRq5tETDvszXn75eqQsaxejC5gnq0yxOYawXBVDLEEABAAAcklI/SHf2aqTf98xUfsk+jV5RpjEryjRl7Xb5f+lS16wYDW6ZoF5N4xQSwD/bAHg/fpMBAAA4zBijFskRapEcoYcHNNHSor0a4w6jk9ZsU4CvSz0ax+rCFgnq1TRWQf78Ew6Ad+K3FwAAgAcxxqhNaqTapEbqkYFNtaRwT+XIaH6Zxq8qV6CfS72axGlQiwR1bxyrev4+TpcMAGeNAAoAAOChXC6j3LT6yk2rrz8NytbCgt0as6JM41ZWBtIgfx/1aloZRrtlxSjQjzAKwLMRQAEAALyAj8uoY0aUOmZE6S+Ds7Vgy259s6JM41eW6ZvlpQoJ8FWf7Dhd2DxBF2RFK8CXMArA8xBAAQAAvIyvj0udM6PVOTNafxvSTHM37dKYFZVTdEcuLVFooK/6ZsfryvYpym0QKWOM0yUDgCQCKAAAgFfz86ncLbdrVowevyhHszft1JgVZZqwqlxfLClWs8Qw3dA5TYNbJjJFF4DjXE4XAAAAgOrh794t9/nLW2r+H3vpqYub68SpCj3w+Qp1fmaK/jF5g/YdOeF0mQDqMEZAAQAAaqEgf19d3SFVV7VP0dxNu/TWrC16ceJ6vT5js67r1EA3d0lXVEiA02UCqGMIoAAAALWYMeb79aKrS/frX9M26j/TN2n47C26un0D3do1Q/HhgU6XCaCOIIACAADUEdmJYfrX1W20acdB/XvqJr07t0AfzNuqS9sm6/ZuDZUaFeR0iQBqOdaAAgAA1DENY0L0wtCWmnZ/d12em6wvFherxwvTdM8ny7Rh2wGnywNQixFAAQAA6qiU+kF68uLmmvlQD93YOU3jV5ar78sz9Nv3Fyu/eJ/T5QGohZiCCwAAUMfFhQXq0UHZ+l2PTL09e4vemVOg8avK1TUrRr/vkan26fWdLhFALcEIKAAAACRJ9YP9dV/fxpozrKce7N9Yq0r2aeh/52roa3M1Lr9Mx06ecrpEAF6OEVAAAAD8j9BAP/2ue6Zu7JyuEQsL9caMzbr9wyUKr+enQS0SdGnbZLVOiZAxxulSAXiZagmgxpj7JD0vKcZau7M6XhMAAADOqufvoxvz0nVdpzTN3rhTXywp1hdLivXh/EKlRwfrVy0TdVHrJKVHBztdKgAvUeUAaoxJkdRXUmHVywEAAICn8XEZdc2KUdesGB04ekLj8ss1cmmJ/jFlg16ZvEEtk8M1pFWSBrVMUGwo1xQF8OOqYwT0JUkPSvq6Gl4LAAAAHiw00E9D26VoaLsUle07om+Wl+qrpaX62+jVenLsGnVtFK3L2qaoV9NYBfr5OF0uAA9jrLXn/s3GDJHU01p7lzGmQFLuj03BNcbcKulWSYqLi2s7YsSIc37fmnDw4EGFhIQ4XQbqOPoQnoA+hKegFz1bycEKzSk5qTmlJ7XnmFWQr9QxwVd5Sb7KCHfVmvWi9CE8gTf0YY8ePRZba3PPPP6zAdQYM0lS/A889YikP0rqa63d93MB9HS5ubl20aJFZ1W4U6ZNm6bu3bs7XQbqOPoQnoA+hKegF73DqQr7/XrR8SvLdexkhTJignVpm2Rd0iZJCeH1nC6xSuhDeAJv6ENjzA8G0J+dgmut7f0jL9hcUrqk5e6/aCVLWmKMaW+tLa9ivQAAAPBCp68X3X/0hMauKNMXS4r13IR1euHbderSKEaXt01Wn+w4pugCddA5rwG11uZLiv3u8S8ZAQUAAEDtFxbopyvbp+rK9qkq2HmochfdxcW68+OlCgv01a9aJerytilqkRxea6boAvhpXAcUAAAA511adLDu69tY9/TO0pxNu/T54iJ9tqhYH8wrVEZMsAa1SNTgFglqFBfqdKkAzqNqC6DW2rTqei0AAADUTi6XUZdG0erSKFp/O3pCY1aUadSyUv1zygb9Y/IGNY4L1aAWCbqwRYIyYjx7kxUAvxwjoAAAAHBEWKCfrmqfqqvap2r7gaMal1+u0StK9cLE9Xph4nplJ4RpUMsEDWqeqNSoIKfLBVANCKAAAABwXGxooK7vnKbrO6epfN9Rjckv0+gVpXp2/Do9O36dWiaHa1CLRA1skaCkCO/eSReoywigAAAA8Cjx4YG6uUu6bu6SruI9hzVmRZnG5JfpybFr9OTYNWqZHK5+OfEakJOg9Ohgp8sF8AsQQAEAAOCxkiODdFu3hrqtW0Nt3XVIY/PLNX5l2fcjo03iQ9WvWbwGsYER4BUIoAAAAPAKDaKCdXv3hrq9e0OV7D2iCSvLNX5luf4xZYNembxBWXEhurB5oi5sEa/MWMIo4IkIoAAAAPA6SRH1dFOXdN3UJV3b9x/VuJXlGpNfppcnr9dLk9YrPTpY3RvHqGeTWLVPr68AXx+nSwYgAigAAAC8XGzY/9/AaNv+o5qwqlxT1m7XR/ML9fbsAgX5+ygvM1o9m8Sqe+MYJYSziRHgFAIoAAAAao24sEBd1ylN13VK05HjpzR3805NWbtdU9fu0MTV2yRJTRPC1LNJjHo0jlXr1Ej5uIzDVQN1BwEUAAAAtVI9fx/1bBKnnk3iZK3Vhu0H3WF0u16bvln/mrpJEUF+6tqocqpujyaxCq/n53TZQK1GAAUAAECtZ4xRVlyosuJC9dtuDbXvyAnN3LBDU9fu0PT12zVqean8fV3q3TRWF7dOVresGPn7upwuG6h1CKAAAACoc8Lr+WlQi0QNapGoigqrZcV7NWpZqb5ZXqqx+eWKDKp8/uI2SWqdEiFjmKYLVAcCKAAAAOo0l8uoTWqk2qRG6pELm2rmhh0aubRUny4q0vvztiotKkgXtU7Sxa2TnC4V8HoEUAAAAMDNz8f1/brRA0dPaNzKco1cUqJXJm/Qy5M2KDPCpaLArRrUPEGRwf5Olwt4HQIoAAAA8ANCA/00NDdFQ3NTVLr3iL5eVqoPZq3Tn75aqb99s0o9Gsfq4tZJ6tk0luuMAmeJAAoAAAD8jMSIerq9e0M1sYWKbdxGI5eU6Ovlpfp29TaFBfrqwhaJurh1knIbRMrFZV2AH0UABQAAAM6SMUbNEsPVLDFcwwY00ZxNuzRyaYm+WlqijxcUKjmyni5unaSLWiepYUyI0+UCHocACgAAAJwDXx+XumbFqGtWjJ646KQmrCrXyKUl+tfUjfrnlI1qmRyui1snaVDLREWHBDhdLuARCKAAAABAFQUH+OqSNsm6pE2ytu0/qlHLSjVyaYke+2a1Hh+zRt2yYnRx6yT1yY5ToB/rRVF3EUABAACAahQXFqjfdM3Qb7pmaF35AX25tFhfLy3VlLXbFRLgqwE58bq4TZI6pkexXhR1DgEUAAAAOE8ax4fq4QFN9WC/Jpq/eZe+XFqisfll+mxxsRLCAzWkVZL658SreVK4fAijqAMIoAAAAMB55uMy6pwZrc6Z0Xp8SI4mrtmmkUuK9cbMzXpt+iZFBvmpa1aMurnXlLJmFLUVARQAAACoQfX8ffSrlon6VctE7T50XDM37ND0dTs0ff0Ofb2sVJKUkxSmvIaVgbVdWqSC/PlnO2oHOhkAAABwSP1gfw1plaQhrZJUUWG1qnS/pq3brpkbd2r47C3674zN8vMxap0aqbyG0crLjFLLlAj5+bicLh04JwRQAAAAwAO4XEbNk8PVPDlcd/ZqpMPHT2phwR7N2bhTszft1MuT1+ulSVKwv486ZkSpf068+jaLV3g9P6dLB84aARQAAADwQEH+vurmXhcqSXsOHde8zbs0e9NOTV27Q5PXbtcjI1eqT7M4XdUuVZ0bsqsuPB8BFAAAAPACkcH+GtA8QQOaJ8haq2VFe/W1+3qjY1aUKaV+PV2Rm6LLc1MUFxbodLnADyKAAgAAAF7GmMp1oa1TIzVsQBNNWFWujxcU6vlv1+ulSRvUo3GsrumYqm6NYhgVhUchgAIAAABeLNDP5/uNjLbsPKRPFhbp88XFmrRmm9Kjg3V9pwa6tG2yQgNZKwrnsX0WAAAAUEukRwdr2IAmmjOsp165spUigvz02Der1fGpyXps1Cpt3nHQ6RJRxzECCgAAANQy/r6u70dFlxft1btzCvTh/K16Z06BejSO0U1d0tUlM1rGMD0XNYsRUAAAAKAWa5kSoRevaKU5w3rpnt5Zyi/Zr1+/tUD9Xp6hjxcU6uiJU06XiDqEAAoAAADUATGhAbqrdyPNHtZDL1zeUr4ulx7+Ml+dnp6s5yasVfm+o06XiDqAKbgAAABAHRLg66NL2ybrkjZJWrBlt4bP3qJ/T9uk/07frIHNE3R794ZqmhDmdJmopQigAAAAQB1kjFGHjCh1yIhS4a7DendugT5ZWKRRy0vVJztOd/bMVIvkCKfLRC3DFFwAAACgjkuNCtKfBmVr9kM9dXfvRpq/eZd+9epsXT98gRZv3e10eahFCKAAAAAAJEnhQX66u3eWZg/rqQf7N1Z+yT5d+p+5uur1eZqzaaestU6XCC9HAAUAAADwP0ID/fS77pma9VAPPXphU23ccVBXvzFfV/x3nmZvJIji3BFAAQAAAPygIH9f3XJBhmY+2EOPDc7W1t2HdM2b83X5a3M1c8MOgih+MQIoAAAAgJ8U6OejG/LSNf2BHvrbkGYq2XtEv35rgS79zxxNW7edIIqzRgAFAAAAcFYC/Xx0Xac0TXugu564KEfl+47qhrcX6uJ/z9HUtQRR/DwCKAAAAIBfJMDXR9d2bKBpD/TQUxc3144Dx3TjOwt10b9ma+LqbQRR/CgCKAAAAIBz4u/r0tUdUjX1/u76+6XNtfvwcf3mvUUa8MpMfbO8VKcqCKL4X1UKoMaYx4wxJcaYZe7bwOoqDAAAAIB38Pd16Yp2qZp6X3e9OLSlTpyq0J0fL1WfF6frk4WFOnrilNMlwkNUxwjoS9baVu7b2Gp4PQAAAABeyNfHpUvaJOvbe7rp39e0UT1/Hz30Rb66/H2q/jl5g/YcOu50iXCYr9MFAAAAAKhdfFxGA5snaEBOvOZs2qXXZ2zWCxPX61/TNmpobopu7pKuBlHBTpcJB5iqLBA2xjwm6QZJ+yUtknSftXbPj5x7q6RbJSkuLq7tiBEjzvl9a8LBgwcVEhLidBmo4+hDeAL6EJ6CXoQnoA/PXfGBCk0oOKE5pSdVYaU2cT7qn+anRpE+TpfmdbyhD3v06LHYWpt75vGfDaDGmEmS4n/gqUckzZO0U5KV9LikBGvtTT9XTG5url20aNHZ1O2YadOmqXv37k6XgTqOPoQnoA/hKehFeAL6sOq27z+qd+cW6IN5hdp35IRapUTo2o4NNKhFggL9CKNnwxv60BjzgwH0Z6fgWmt7n+UbvCFp9DnUBgAAAKCOiA0L1AP9muiOHpn6bFGx3p1boPs/W64nxqzWZW2SdU3HBkqPZnpubVWlNaDGmARrbZn74cWSVla9JAAAAAC1XZC/r67vnKbrOjXQ3M279OG8Qr0zp0BvztqivMwoDc1NUd/seNXzZ1S0NqnqJkTPGmNaqXIKboGk26paEAAAAIC6wxijzg2j1blhtLbvP6pPFxXp4wVFumvEMoUG+GpQywRd1jZZbVIjZYxxulxUUZUCqLX219VVCAAAAIC6LTYsUL/v2Ui/656p+Vt267PFRfpqaak+XlCk9OhgXdY2WZe0SVJCeD2nS8U54jIsAAAAADyKy2XUqWGUOjWM0t+GnNTY/DJ9vrhYz01Yp+e/XacumdG6rG2y+jWLZ+MiL0MABQAAAOCxQgJ8NTQ3RUNzU7R11yF9saREXywuPm2KbqJ7im4EU3S9AAEUAAAAgFdoEBWse/tk6e5ejTRv8y59vrhYI5cW6+MFhcqIDtalbZN1aZtkxYcHOl0qfgQBFAAAAIBXcbmMOmdGq3NmtP46pJnG5Zd/P0X3hW/XqUujGF3WNll9s+OYouthCKAAAAAAvFZooJ+GtkvR0HYpKth5SF8sKdYXi4v1h4+XKsjfRz2bxGpg8wR1bxyjIH/ij9P4PwAAAACgVkiLDtZ9fRvrnt5Zmrt5l0avKNOEVeUavaJM9fx81KNJjAbkJKhnk1gFBxCFnMB/dQAAAAC1istllJcZrbzMaD0+pJkWFOzWuPxyjVtZrrH55QrwdalbVowGNk9Qr6axCg30c7rkOoMACgAAAKDW8vVxqXPDaHVuGK3HftVMiwp2a9zKco1bWaZvV2+Tv49LXbOiNSAnQb2z4xRejzB6PhFAAQAAANQJPi6jDhlR6pARpT8PytbSoj0am1+ucfllmrRmu/x8KkdOB+YkqG+zOEUE+Ttdcq1DAAUAAABQ57hcRm0b1FfbBvX16IVNtbx4n8bml2lsfpke/GKF/jjSqFPDKA1snqC+2XGKCglwuuRagQAKAAAAoE4zxqhVSoRapUTo4QFNtLJkv8aurAyjD3+Zr0dG5qtjRpQGNE9Qv2Zxig3lOqPnigAKAAAAAG7GGDVPDlfz5HA92K+x1pQd+H5k9E9frdSfv16p9mn1NbB5gvrnxCsujDD6SxBAAQAAAOAHGGOUnRim7MQw3dc3S+u3HdTY/DKNW1mmv4xapce+WaW2qZEa0DxBA3LilRhRz+mSPR4BFAAAAAB+hjFGjeND1Tg+VPf0ydLG7Qc0Lr9cY/LL9Pjo1Xp89Gq1To3QwJzKkdGU+kFOl+yRCKAAAAAA8Atlxobqzl6hurNXI23ecfD7S7s8OXaNnhy7Ri2SwzUgJ0EDm8erQVSw0+V6DAIoAAAAAFRBRkyI7uiRqTt6ZKpw12GNW1mmsSvL9ffxa/X38WvVLDFMA5sn6MLmCUqLrtthlAAKAAAAANUkNSpIt3VrqNu6NVTxnsMav7JcY/PL9NyEdXpuwjq1SonQxa2TNKhFQp28tAsBFAAAAADOg+TIIN1yQYZuuSBDpXuP6JvlpfpqWan+MmqV/jZ6tbo2itZFrZPUJztOQf51I5rVjZ8SAAAAAByUGFHv+5HRdeUH9NWyEn29tER3jVimIH8f9WsWr4taJymvYZR8fVxOl3veEEABAAAAoAY1jg/VQ/2b6IG+jbWwYLe+WlaiMSvKNHJpiaJD/DW4ZaIuapWkFsnhMsY4XW61IoACAAAAgANcLqMOGVHqkBGlx37VTFPX7tDXy0r04bxCvT27QBnRwRrSKkkXtU6sNTvpEkABAAAAwGEBvj7qnxOv/jnx2nfkhMavrBwRfXnyer00ab1ap0boolaVmxd5MwIoAAAAAHiQ8Hp+uqJdqq5ol6rSvUc0anmpvlpa8v3mRTlRLnXqckoBvj5Ol/qLEUABAAAAwEMlRtTTb7s11G+7NdTa8v36ammpFq0t8MrwKRFAAQAAAMArNIkP07ABYZpWr9zpUs5Z7d3fFwAAAADgUQigAAAAAIAaQQAFAAAAANQIAigAAAAAoEYQQAEAAAAANYIACgAAAACoEQRQAAAAAECNIIACAAAAAGoEARQAAAAAUCMIoAAAAACAGkEABQAAAADUCAIoAAAAAKBGEEABAAAAADXCWGtr/k2N2SFpa42/8S8TLWmn00WgzqMP4QnoQ3gKehGegD6EJ/CGPmxgrY0586AjAdQbGGMWWWtzna4DdRt9CE9AH8JT0IvwBPQhPIE39yFTcAEAAAAANYIACgAAAACoEQTQH/e60wUAog/hGehDeAp6EZ6APoQn8No+ZA0oAAAAAKBGMAIKAAAAAKgRBNAzGGP6G2PWGWM2GmOGOV0PvJ8xZrgxZrsxZuVpx+obYyYaYza4v0a6jxtjzD/c/bfCGNPmtO+53n3+BmPM9acdb2uMyXd/zz+MMaZmf0J4A2NMijFmqjFmtTFmlTHmLvdxehE1yhgTaIxZYIxZ7u7Fv7qPpxtj5rv75xNjjL/7eID78Ub382mnvdbD7uPrjDH9TjvOZznOijHGxxiz1Bgz2v2YPkSNMsYUuD87lxljFrmP1e7PZmstN/dNko+kTZIyJPlLWi4p2+m6uHn3TVJXSW0krTzt2LOShrnvD5P0d/f9gZLGSTKSOkqa7z5eX9Jm99dI9/1I93ML3Oca9/cOcPpn5uZ5N0kJktq474dKWi8pm17kVtM3d3+EuO/7SZrv7ptPJV3pPv6apNvd938n6TX3/SslfeK+n+3+nA6QlO7+/Pbhs5zbL7lJulfSR5JGux/Th9xq9CapQFL0Gcdq9WczI6D/q72kjdbazdba45JGSBricE3wctbaGZJ2n3F4iKR33ffflXTRacffs5XmSYowxiRI6idporV2t7V2j6SJkvq7nwuz1s6zlb9l3jvttYDvWWvLrLVL3PcPSFojKUn0ImqYu6cOuh/6uW9WUk9Jn7uPn9mL3/Xo55J6uf+CP0TSCGvtMWvtFkkbVfk5zmc5zooxJlnShZLedD82og/hGWr1ZzMB9H8lSSo67XGx+xhQ3eKstWXu++WS4tz3f6wHf+p48Q8cB36Ue+pYa1WOPNGLqHHuaY/LJG1X5T+UNknaa6096T7l9P75vufcz++TFKVf3qPAmV6W9KCkCvfjKNGHqHlW0rfGmMXGmFvdx2r1Z7Ov0wUAdZ211hpj2I4aNcIYEyLpC0l3W2v3n74UhF5ETbHWnpLUyhgTIWmkpCbOVoS6xhgzSNJ2a+1iY0x3h8tB3dbFWltijImVNNEYs/b0J2vjZzMjoP+rRFLKaY+T3ceA6rbNPS1C7q/b3cd/rAd/6njyDxwH/g9jjJ8qw+eH1tov3YfpRTjGWrtX0lRJnVQ5ley7P4yf3j/f95z7+XBJu/TLexQ4XZ6kXxljClQ5PbanpFdEH6KGWWtL3F+3q/IPcu1Vyz+bCaD/a6GkRu4d0PxVuch8lMM1oXYaJem7Hcqul/T1acevc+9y1lHSPvcUjAmS+hpjIt07ofWVNMH93H5jTEf3WpTrTnst4Hvu/nhL0hpr7YunPUUvokYZY2LcI58yxtST1EeVa5KnSrrMfdqZvfhdj14maYp7LdMoSVe6dydNl9RIlZtt8FmOn2Wtfdham2ytTVNlj0yx1l4j+hA1yBgTbIwJ/e6+Kj9TV6qWfzYzBfc01tqTxpjfq/J/oo+k4dbaVQ6XBS9njPlYUndJ0caYYkl/kfSMpE+NMTdL2ippqPv0sarc4WyjpMOSbpQka+1uY8zjqvxAk6S/WWu/29jod5LekVRPlbubjTvPPxK8U56kX0vKd6+9k6Q/il5EzUuQ9K4xxkeVfwj/1Fo72hizWtIIY8wTkpaq8g8mcn993xizUZUbul0pSdbaVcaYTyWtlnRS0h3uqb3isxxV8JDoQ9ScOEkj3cthfCV9ZK0db4xZqFr82Wwq/3gDAAAAAMD5xRRcAAAAAECNIIACAAAAAGoEARQAAAAAUCMIoAAAAACAGkEABQAAAADUCAIoAAA/wRjziDFmlTFmhTFmmTGmw3l8r2nGmNzz9foAADiN64ACAPAjjDGdJA2S1MZae8wYEy3J3+GyAADwWoyAAgDw4xIk7bTWHpMka+1Oa22pMebPxpiFxpiVxpjXjfsq4u4RzJeMMYuMMWuMMe2MMV8aYza4L2wvY0yaMWatMeZD9zmfG2OCznxjY0xfY8xcY8wSY8xnxpiQGv3JAQA4DwigAAD8uG8lpRhj1htj/m2M6eY+/qq1tp21NkdSPVWOkn7nuLU2V9Jrkr6WdIekHEk3GGOi3Oc0lvRva21TSfsl/e70N3WPtD4qqbe1to2kRZLuPT8/IgAANYcACgDAj7DWHpTUVtKtknZI+sQYc4OkHsaY+caYfEk9JTU77dtGub/mS1plrS1zj6BulpTifq7IWjvbff8DSV3OeOuOkrIlzTbGLJN0vaQG1fmzAQDgBNaAAgDwE6y1pyRNkzTNHThvk9RCUq61tsgY85ikwNO+5Zj7a8Vp9797/N3nrj3zbc54bCRNtNZeVeUfAAAAD8IIKAAAP8IY09gY0+i0Q60krXPf3+lel3nZObx0qnuDI0m6WtKsM56fJynPGJPpriPYGJN1Du8DAIBHYQQUAIAfFyLpn8aYCEknJW1U5XTcvZJWSiqXtPAcXnedpDuMMcMlrZb0n9OftNbucE/1/dgYE+A+/Kik9efwXgAAeAxj7ZmzfgAAwPlijEmTNNq9gREAAHUKU3ABAAAAADWCEVAAAAAAQI1gBBQAAAAAUCMIoAAAAACAGkEABQAAAADUCAIoAAAAAKBGEEABAAAAADWCAAoAAAAAqBH/Dxb4ocz1FI2uAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -345,12 +383,17 @@
    ],
    "source": [
     "%time infrared = lisainstrument.noises.infrared(fs, size, level)\n",
-    "matplotlib.pyplot.plot(t, infrared);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, infrared)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Infrared noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 47,
    "metadata": {
     "scrolled": false
    },
@@ -359,15 +402,15 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-51-912d5b91b2a0>:3: RuntimeWarning: divide by zero encountered in power\n",
-      "  matplotlib.pyplot.loglog(f, level * f**(-2), '--')\n"
+      "<ipython-input-47-ddd480c98ee2>:5: RuntimeWarning: divide by zero encountered in power\n",
+      "  plt.loglog(f, level * f**(-2), '--')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -377,10 +420,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(infrared, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, level * f**(-2), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(infrared, fs, nperseg=size/psdav, detrend='linear')\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, level * f**(-2), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Infrared noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -392,22 +440,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 135 ms, sys: 1.57 ms, total: 137 ms\n",
-      "Wall time: 136 ms\n"
+      "CPU times: user 15 ms, sys: 1.34 ms, total: 16.3 ms\n",
+      "Wall time: 15.3 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -418,19 +466,24 @@
    ],
    "source": [
     "%time laser = lisainstrument.noises.laser(fs, size)\n",
-    "matplotlib.pyplot.plot(t, laser);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, laser)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Laser noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -440,10 +493,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(laser, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, [28.2] * len(f), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(laser, fs, nperseg=size/psdav, detrend=None)\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, np.repeat(28.2, len(f)), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Laser noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -455,22 +513,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 4.69 s, sys: 506 ms, total: 5.2 s\n",
-      "Wall time: 5.2 s\n"
+      "CPU times: user 5.7 s, sys: 507 ms, total: 6.21 s\n",
+      "Wall time: 6.21 s\n"
      ]
     },
     {
      "data": {
-      "image/png": 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CCRyNEcvX5eiJ6OZLRNOctnxb5CugY6VlYWvaTioNCarx/LmFm6fyYN4qfPijfYMNf9y8z7Z9GWHADxDrhJMlG4rx8Cz3c3fsKwluoyxXvvVGA63ddRAb9hzGB1F8Ue98/+eEmHCUKKKddLN4/d6g0Rhv55+cg2hlTDmAoEVgnpq7rtIoKjOx8aY3Ko8UCQ2q9360IpbiWbL30DEopVDuUIQ3s4bzyyFZS0PPoyVxaIaxEwN+DNaFjM19t2Br0NXBqh0HEiaPfI8pwWkHvo9iNIiebfuOIjs3D/NWnwwsP27+FTe98QPKyhWufsn9GZOlZeUV462dcN/M6IJfuO/CLwbDAf0iZQe9csZ3mPXzDnyxchce/2ItJmozVv2v0ht3H4tlWyN/n+0Ky/tKjmPtroPo8+AcvL6kcnOMXaNs/ZWYw8dKDa8aQvM0uXWVY5f4dA2nmDHPfhv2+ZFP+tpbCx8aiYz01Dqn+lMpX/1SPmb/6Sx0bFobN7z2A3YeOIq7R3eOa1kezNOfJbx9/1Fc84pzJ55IQTqUmcyN7/8QeUaxXpw7XlqOG183Hss9+qnY1jOIpenOrop4abnC+iJfpeqfc9ZV6s/ZdcC+RVSyc6NLZlcpfbhSKNhUjG4t6qFqRuL/1hO/hDE6cPQEfvfvRUE1nMXr91o+Q0fTk37li/ZONLKLlZEXgT/q4f80XgPVypDM0OMYCV04O1n9tHWf4bjuwLUK4skorXK87Tl0zLBj9uet+3HmtHm6z8XL2l2HMPa5RXjIoPKRaFI24M/6aQeWbCjG0/N8w7yKDx/HuOmL0fXe2fil6JDua8wEmZ5TzC/4ELi8WzSUUpi7apdjE7rsnsLvz4tu5vObYXG4ZioKtx7BpFcLKm6Hzg4FrJ9YjYRWbMwcxWyaaDMCM2rqOXK8DL95On6rsR0rLdMdnLFR60NZvTO69x46kixeUjbgq4r/fbcCV5wZ+o+vY95vtKMlYvHeD9sw8eV8vGFiOFks7AwSUz892VxhZlFxf7IsI+XlCvd/7FtAmoLpdbQbDgu0+CcOncRn5iuzYJ19Y9kjLR5+2IblGc3aUlyCjnd/hue/rjyK71gU8SA7N69ibkw8hmDqSdmA70+89U7+VmTn5qH/VHcv/YwEnojmrd6FTXsPV+Ss3x7Q9HKirBy3vHkyQ9/b3ztzMojWvwN+BIMf+6ritv8HG+2Q1eXb9+PFhRtNreoU6tzHjZuYUsEJnc/EaNWpSHmGIgnsd7jk+W+xYrt9k9ciieeykWb4hzCbyYT6wY++ePPrYf20H5+vcG4wgRkpG/CfmrvO7SKY0vHuzypuX/1SPs5+9Cvd7X7Y9GvFSAkR4I739DMGLjHxY5k+P36rXul1cIYbOWKl4y+Wk0QyMTuB7J6PIg83jIbVkV3RSrTUw/kmchf5/d/bvlTZj8yunHkzEaRswI8kOzcPU10eO79ul/0JlX43PfKl4tpd+n0YTtBrcvhthFFOZM0ri1J/zoTV+Qux0Gun98/Q3XngaNCIn0TNUurZgA8A/w6ZWftThLHGRlkq/cLl29Fjd7rgRLPW4IQWadlCokhGhBkhFk/rtTQmoSPGjPo83F7T19MBP1SkvBxLI0x9jpQw7Ms1u3HrO0sr7kdaeSlBKwmmnfdE9D/KWN9zbgKmUyDnRJueON5CF05JFAz4Ufh85c6wz+st7ebvtNx76BiuevH7inzyM5dtN9yPv8Mn8LK1LFGvESOIdgKP2WXuQr31/ZbIGxHFiZUMuv/L32JpoaFwGPBD/BgmpXCkYfF6TRX+Wn/ozM/AETehXtBe805AzpVDAaMuUmXCkZ6JCbKYNZETBJGbNP/87k+O/Q4Y8ENY6VD8taRyG/+ny31XBVYy4SmlcP1rBZE3TCKhOUoAGA5lI0olZhZscUpKBny7EkZ9G5LT/ReX2uUWFu6NeHWRqM43yOXS4/7PKyUVm/xmfNf3JHJKrJ22ehUhO6VkwB/0iPHKNqHCpbr9fcgCIUtsWKkeAN4yOYPW/91YtN691XisCs1lHmhlyEpUen0gRMnIKMupQMIO2Rz6j6+cKZAmJQN+NK51MKuikYdMZE8MFI90Dm54/PPwK3IRJaufY0yPvueQs82ang/4RgnOol3kIpyCKGbqBfLnvDGaPp/sUvV9ESUqzwd8I+GaIsLRW8N07HOcWWqGU5kfiRLFvNW7XZ1fw4BvMztnkQpOpkpOVYHrEyTqZBUiu6zcccCVZmQ/BnwDVrMN+u0+GHuzxcFjpZi9YlfKtuEDwG0BM4+JyFkM+Aae+8qefOxbiiuvLhXNJV1RiuedWR/lcoFEFDsGfB3l5crRbHfJvhCyndbtPoSRTy6otG4pEdnPloAvIiNEZI2IFIpIrs7zE0SkSESWav+useO4TllQuAevL0mMBUa8YNWOA/jkJ+PcQkRkjwyrOxCRdADPADgXwFYA34vITKVU6Fp2byulJls9Xjz88a3EWYDhYISUzKnCSrIpIjLHjhp+XwCFSqn1SqnjAN4CcKEN+3XNPp2cOG555LM1bheBiFKEHQG/BYDA3LRbtcdCjRWRn0TkXRFpZbQzEZkkIvkikl9UVGRD8YiICIhfp+3HALKVUt0BfAHgZaMNlVLTlVI5SqmcrKysOBWP3MYpV0TOsyPgbwMQWGNvqT1WQSm1VynlH1/4AoA+NhyXiIiiYEfA/x5ABxFpKyJVAYwDMDNwAxFpFnD3AgDurh5ORORBlkfpKKVKRWQygNkA0gHMUEqtEJEpAPKVUjMB3CIiFwAoBVAMYILV41JqsSv1NBEZsxzwAUApNQvArJDH7gm4fSeAO+04FqUm/8pgROQczrQlIvIIBnwiIo9gwCci8ggGfCIij2DAJyLyCAZ8IiKPYMAnIvIIBnwiIo9gwCci8ggGfCIij2DAJyLyCAZ8IiKPYMAnIvIIBnwiIo9gwCci8ggGfCIij2DAJyLyCAZ8IiKPYMAnIvIIBnwiIo9gwCci8ggGfCIij2DAJyLyCAZ8IiKPYMAnIvIIBnwiIo9gwCci8ghbAr6IjBCRNSJSKCK5Os9nisjb2vNLRCTbjuMSEZF5lgO+iKQDeAbASABdAIwXkS4hm00E8KtSqj2AJwD83epxiYgoOnbU8PsCKFRKrVdKHQfwFoALQ7a5EMDL2u13AQwVEbHh2EREZJIdAb8FgC0B97dqj+luo5QqBbAfQEO9nYnIJBHJF5H8oqIiG4pHRERAAnbaKqWmK6VylFI5WVlZbheHiChl2BHwtwFoFXC/pfaY7jYikgGgLoC9NhybiIhMsiPgfw+gg4i0FZGqAMYBmBmyzUwAV2q3LwYwTymlbDg2ERGZlGF1B0qpUhGZDGA2gHQAM5RSK0RkCoB8pdRMAP8F8KqIFAIohu+kQEREcWQ54AOAUmoWgFkhj90TcPsogEvsOBYREcUm4TptiYjIGQz4REQewYBPROQRDPhERB7BgE9E5BEM+EREHsGAT0TkEQz4REQewYBPROQRDPhERB7BgE9E5BEM+EREHsGAT0TkEQz4REQewYBPROQRDPhERB7BgE9E5BEM+EREHsGAT0TkEQz4RAE6NqntdhGIHMOATxTgsn6t3S4CkWMY8IkCNKhZ1e0iEDmGAZ/IwMV9WrpdBCJbMeATBRBIxe3HLunhYkmI7MeAT0TkEQz4RAFEIm9DlKwsBXwRaSAiX4jIOu3/+gbblYnIUu3fTCvHJCKi2Fit4ecCmKuU6gBgrnZfzxGlVE/t3wUWj0nkGFbwKZVZDfgXAnhZu/0ygIss7o/IVWzSoVRmNeA3UUrt0G7vBNDEYLtqIpIvIotF5KJwOxSRSdq2+UVFRRaLR0REfhmRNhCROQCa6jx1V+AdpZQSEWWwmzZKqW0i0g7APBH5WSn1i96GSqnpAKYDQE5OjtH+iBzCKj6lrogBXyk1zOg5EdklIs2UUjtEpBmA3Qb72Kb9v15EvgLQC4BuwCciImdYbdKZCeBK7faVAD4K3UBE6otIpna7EYAzAay0eFyiuGjXqCYAYHT3Zi6XhMg6qwF/GoBzRWQdgGHafYhIjoi8oG3TGUC+iCwD8CWAaUopBnxKSCLABzcOwCNju2sP+P7r01p3xDFRUonYpBOOUmovgKE6j+cDuEa7/S2AblaOQxRPvVrXR6+QAM/OJHs99NuuuOuD5W4Xw3M405YogFGXrVIM+XYSdo67ggGfiKJWs2q620WgGDDgp4jTs9nGbAcJmXnlv8cKfrDJQzqY3nbGhBwHS0LRYMBPEZ2b1bH0+q4t6mDc6a1sKk3iu+f8LlFtX7ta5e6u8X1bo1WD6nYVKWnc95suGNlVb2qOviGdmmDjtNEV99+a1I8zml3CgJ8iWjeoYen1I05riu4t69lTmCTRrUVd09vm6FxBTR3TDe2zatlZpKQw4cy2ll7fr11Dy99Xig0Dfoqokm7tT3nT4Paeq3VdklN5RavQj2Da2O7o06Y+WjeoqdtufdPg9g6VLrU5+VX7+s/nOLj35MaAnyKsBuvQtutUN6xzEwztbJT66aTTsxvgvRsGoGqG/k8lJ7uB3UVLCrF2aXRtEdz06MTXrk3DmoZ/L6/jp0IVvBLyG9fOROuGNdCiXnVc2LN50HPhAhD7baN32RmtK25/99eheOe6/kHP92vbEGe2b2jb8SYMyAYAdGpaO6bX92xVz7ayJCIGfEp4XSx2SIcK7IDl6Bvrameam7/ZuE411KhaeVs7x+Sf0ji4T6VpnWpRvX5s7xZYfv9w28qTaBjwqUKitupUSbe3YNP8aRMC/GlYBwzt1Bhntm9k+LoxvVvYWo5kVr9GFQDAdWe1Q+820Q8J7tm6Hrq3rIu7RnfGBSFXWXbq1tJ8x7xfLZMnsGTEgJ8izjm1sdtFcI4I1jw4wrbdBY7O8Vfw2zaqif9OOB3VqhhPKLr/gq5JXftLTwt/4mzT0PzImXo1quKHv52Lv4zohGcv6x11WWpUzcDMyQPRtUVdZNXKjPr1hkIu2QZ1CD6Bn9MxK+zLzzo1/PPJjgE/RbSO4seajDIzrM3srFYlDX/o1xrL7jkvbFAPJz1Nwtb+3r2+P/5zRfJOMor2OqpBzapITxPUNPhM0gT4fUAbvm0HNuHiPr4RWOd2Odkxf0bbBnj+D33Cvi7SSTHZpe61C0VNry21VYPq2FJ8xIXS2CvvlkE4xeEx803rVkvqUTtmRmpdqjOU1cj6qaMjbwTz8b56lXQcOVFW6fGrz2yL42VleG3x5orHLu/XBpf3awMRwYU9m+Ojpdsxvm9rVKuSbrgfIP6j1YZ2aoy5q3WXEXEEa/gWNKlj46VogurU1L4O04wYa092/ASNgr2dSdFCg0VfLfgP7ZS4zW1nR9mE8cjFPRwqSWQ/33ee6W1FxDB4h47M8hIGfAuuHdTO7SKYVnC34cJlYfVqXc+2MiTygBgnanZ/6N8GG6eNxn8nnG77vu3y5LieFbdjbeqKl4wwkwtvO7cjxvRugbF9Kl+B/Ka7L8B3j6EDN9Uw4HvArFsGoaGZjjGdmHf9WafYXyAbhRtvvXHaaHx405l4/FJ3aqWJllJZ75QW2Iz3nyv64P+GnRq/Atmofs2qePzSnrrDPod18eXyaadd5Rn1OQDmryZD5xMkCwb8FBBpkkmX5uaaZdJ0arlpaYK22jJ/Vr1wZWwdmqETc+4e3RkAMLhjFprXC5+8rGerehjT27jd2b+EoR0jRcw0WU0b495aQKF/3r5tg/sbWtavgT8O64Bv7his+/o7RnRypFz9T2mIUd3MJ2OzqloV62HvlCzzv4nzukSe0R0vKRnw37jmjLgcJ8EqcI7JtGma+uCO0bdlL/jLYNx6bsegx64Z1A6rHxhhy4iYW4Z2wGsTz0D/U6zP9mwSMsmnZf3KJ6NxfU2MWnHIeV18QfWMtg3wt/O74NWJfXW3a1m/RqWTAQDUzHSmySczIx3PXhZ+9Ew4datXiWr7G88Jzn/0/o0DYj62GT3CzN41akl85Wr9v41VKRnw49XT3i6Ks7yTzJ54Wmi1YTcnlkQ787FVgxq6Q+WqVUkP26ZrVkZ6GgZ2MJ5sZUWfNs6M2GlcOxMvXRVdv8DKKcMxXjvZpKcJJg5si8yMdFQ3WMjkD/3aWC5nPDxwUVfccE50zY6hTTqBvx+zocPpGBPNnIhocFimBYmc4vXb3CEYMG1e0GMfTT4TW4pL0KxudfSbOrfSa0JntPbWOmztuJKxoynjk5sHVqrNXXZGa8yL47A2PXm3DMSW4pK4HW/BHYOjnpdQo2pGRTAL/HsaJRkL/CY0r1sN2/cfdTzXkkjk79pfR3XCw7NWV9y/PElOTNFyagnIlKzhO21s75ZRX0Y6SWnjX96e1K/isVo6C3Y0qpWJXq3ro2ndaph1yyAs+EtwW23vkIW7X7+mH/TkhJlKf0mflrrJsOxoyujaoi5ahZxkQzNeujHx6bTmdTGiazNH9m3nkM5oQoi/P6ddVk0M6RyfYaVzbz0bT/++F64dZJxvf5LDgwicCLSROu8/uXkgrra4xoBZngj41wy098P8x6U9sOze8xJumOEZ7Rril4dHoeDuYahTLfwJqUvzOpWCZyj/5b7/hPLeDQPw8tV98fZ1/SuyEga67IzWuHNU57hnHKwTcHI7NwE6yK4/O3xQ+uaOwZhz69mm9hWPIZ3tGtWs6AgP1alpbVzY05dDaECYPEN+9/6mC574XQ/MufWs6MuRVQvnd2+Ou0ZHtxqZHYzm1Hxw4wDH0y10bVEXnZoFD7xwqsUoJZt0OjQJnmRjR1tvIgusQKSnibkhmJqbh7Q3vTxircwM9NFq95khIx1uGdoBt54beUifE1/kRMvlnzuyE3JHGo9oaVnfXFNg6LKKzepWw02D2xs254zp3QLv/7DNfEE1824/J+zzp2c3CFqiUE9W7UwUHTyG0d2aoXGU/TSRvHx1X3yzrqji/v0XnIZ7Z66wbf+nNa+DoZ2b4I0lm1EjpGO6V+v6eOXqvigvV2j311kVjydrgrXkLHUEjWplok3DGti019euqmysi2cnYM4aK+/utvM6Rt7IhCEBTQ9mA5pdQuP9wtwhKDp4zLHjPXZJDzSsVdWx/Y/u3gwLC/dg5k0Dgx5v1aBGUGdqRpqgtPzkX//xS3uGDfgdteG7Vw5Irnbvs0/NCpoR7G96PM3kcONwHrm4O6pVScf9F5yGPw7tYHhlnBYycKBqRhrentQPv5u+2HIZgOhHGsUqZau+jWsH1HJtbHsxO6bdabEu8GBW4MIVl+b4FjcPl0qiR8AsxkjNSXYLrQm3qFfd0Wali/u0jHqI6ZQLT8N7N+gP/wtcku+Na8/AU+N6Yek950VMiLf6gZMZRN+41jcUef6f9cfQA0DDWpnYOG20qf6GsztmoU+b+rZVCOzkr8BZubDzD5ntpX1PqqSnVRpWG4mTV5ZOrdiVsgE/UGi818uY9+rEvnjORJrXwE6d+jWcq+VF4mSNoEW96njotydH1Uwc2BYbpo5CvYD327DmydtN6mS62qwyMU4dXlZc0T+7ojnM7+7RndGrdT20aXhyeO+AUxoZZmzMqh18wg1sqhxwiq993a6sqbUyM/DeDQMcTzhnJNzAAD8rHaxm0kiEViRidenprYJScger/B6eHNcz6pOPWZYCvohcIiIrRKRcRAyHR4jICBFZIyKFIpJr5ZixMDPFfVCHLNQ2qJk2q6v/4Qf+APUWuLZTuMvXaMe2RxIau/USURl9Vm5I1j6aawa1wwc3nhlxu5FdfROmhp8Wv9mobgvX8W3HMOEr+/uatYz6G+b/eXDYqyUg+Hdy/wWnGW7XuHY1fHzzQMPnQ/k7yZ1g9ZeyHMAYAPONNhCRdADPABgJoAuA8SLieDd849on/5D+2s/JMum/pkFN/Rp7U4OAH6hZhCn+VoVe4mWkC3JHdsLkwe3xr/G9HD22VdUDalOJ1b2aHMLlaJ91yyDMnBz5pJFshpkYbWXlovLy/tnYOG204ZVy64Y1UN8gHsy9LXiEVZ829XGlzqg1M/zpOE6PU1ptSwFfKbVKKbUmwmZ9ARQqpdYrpY4DeAvAhVaOa8bUsSebJJrWrYYZE3JiroUH1iiMRl+EXoIuzB0S07HMEgiuP/sU3D68o+EXc3zfVhjd3Znx4YHSI/zyPv3joJj2+4jOUoQUrEvzOujesp7bxTg5aiUOZ3T/z9GtyoO/mct//HAtCIFzY/z8FcvWDWrgwd92rXjMTDOWVfG4Fm4BYEvA/a3aY44K7DisV6MKhnRqEnEcsV6ukGGdG+OagIkgRmPXQy/DWthc428TclwztZupY7rjmd+bX37Of+IYH+UkqVcmhs9dlB1j8jWnOq5SXfvG8W93f+XqvvjrqE5BV9ZOqQiwce43evTi7kF5uswc/ox2lSch+vty/jqqMxoFDKF+57r++OXhUdYLGkbEX5SIzBGR5Tr/HKmli8gkEckXkfyioqLILzChWV1f8I3U9hfYeeb3wpWnGzb1BGpscTGU32kjYYw8PKZbxOXZrKqVmYENU0fhRhO5SfydUM9d1rtSgOnRyjjveGjHYzg52eZqPDUc7j9x25+GdUCnprVNL1ZidlKXnVo1qOH4LFg/tyY8XpLTSrfSGG15jM4TaWni+BKLEQO+UmqYUqqrzr+PTB5jG4DAaNZSe8zoeNOVUjlKqZysLGdmuNn5kY7v2wot6lW33JH0wEVdgzqJQjMt1qiagRFdne+0C7dSUKCuLepi5ZThGNmtcpNRy/o1DCfq/CdCiuTuLevi48kDsXHaaNPj+f0jGsJlJUxm7RvXxmd/Oiuh0nkkAvf7g9wvQbTiMfHqewAdRKQtfIF+HIDfx+G4lpmZ2DF1jK+duXD3QUvHqpqRFjSkrlPT2tj6a2KvJau32EQkkS75Z042P5rB74y2DTC+b2vcNDixF2uJp5b1qyf89ydWiZaWPLQ8H08eiMZ1MhPyBG11WOZvRWQrgP4A8kRktvZ4cxGZBQBKqVIAkwHMBrAKwDtKKfvmRdvAKP+K3oIgRspt/hIm2pc6kWWkp2HqmG5xn+FrNzsDxJxbz8aK+4fbtr9E5HZGDaPjd2tZF03qVKs01n/y4PZRLZziBKujdD5QSrVUSmUqpZoopYZrj29XSo0K2G6WUupUpdQpSqmHrBY6Vv7OkhYhzSVP//7ksMbeAWu4+mf0mVnxyUqAHhZDNsJEyx9jZHzfyn0T0eYv94Ll9w/H4juH2ra/alXSwy7ll9wSozZUW/t8IyUh9Lt9eEfMve2ciiZIuyZ2RSNVvxG6rjurHYaf1qRibUu/SLnFm9WtjrxbBobtvI01X8+PfztX94fZtG41XHVmNl5cuDGm/SaCwodG6nZC3TGiEz5bvhMb9hx2oVSJKVmTcbnJ7SpPhya1Mf3yPjhT68idc+tZKD58IuLr7tJmWA+wYZW1aKX0uLe3J/XDzUNOLmeWliaVgn04gbX205rXrRjto6dmDO3ZgG8opN7wwxb1q+Pe3xjP3uvscC4dO2SkpxleicyYcHrY3DxkD6dngLvB3/R1ahP3fwPnnda0osLWvnFt3aUhQ1Wrko4xvVu6cpWe0gH/jHYNLSV/iqaZRu+yLpac4H7XGQxx8y8uMqiDszm6nda2UU3HFsWmk+b/ZTDm3Rb/YZpOat+4Nt68th/uC5POgPSldMCPxVUWEnEFZi8EfDPyhsS4YpHT43HJGxrWyozqqjaR/PN3PfHhTfppI/qf0tBUAjQK5tmAf9WZ2bqPB9bUo22VD/0CighmTDgdjWzMnX7ruaeiaZ1qYSc3JZt+7eKTR4SSy0W9WsR99bRU59mAH236gETRp00DLP7r0ITKVhkrfxNmvPPnE3mVZwO+nxOdWnauq3pRz+a27SvRVNNGR3GEClF8eP6X1jxMkrMHL4q+UyjS2p/DOjfGnFW7Te/vid/1xOOX9oy6HMlg+GlNkTuyk28t1h+jX4uViKLj2Rq+v1M0dPKDv6u0e8u66NPGnrblCVqu7NUPjMALV54edtvQiUoiUmk9zVSRluZL8cwaPlF8ePaX1q5RTfzt/C74TRzyxU8e0gGTh3Qwte3UMd0r8vN4hZWl6ojIPM8GfBHBxIHuroWaipNiYlG9ajru+00XnBPlwuBEFB3PBnxKLBOSYCFyomTn2TZ8Iw21MfM5NrXfhxNNNk4iIqtYww/Rsn4NzLn1LN3Vr2zHeE9EccSAr6N94/gkZWK8J6J4YpOOCyYP9mXwHKWzPCARkVMY8F3gz62TqZMWmYjIKYw4REQewYBPROQRDPhERB7BgE9E5BEM+C7ISPd97FXS+fETUfxwHL4LLs1phS3FJbh5qLmEakREdmDAd0HVjDTcOaqz28UgIo9hmwIRkUcw4BMReQQDPhGRR1gK+CJyiYisEJFyEckJs91GEflZRJaKSL6VYxIRUWysdtouBzAGwL9NbDtYKbXH4vGIiChGlgK+UmoV4FsukIiIElu82vAVgM9FpEBEJoXbUEQmiUi+iOQXFRXFqXhERKkvYg1fROYAaKrz1F1KqY9MHmegUmqbiDQG8IWIrFZKzdfbUCk1HcB0AMjJyVEm909ERBFEDPhKqWFWD6KU2qb9v1tEPgDQF4BuwA9UUFCwR0Q2xXjYRgC81mfA95z6vPZ+Ab7naLUxesLxmbYiUhNAmlLqoHb7PABTzLxWKZVl4bj5SinDkUOpiO859Xnt/QJ8z3ayOizztyKyFUB/AHkiMlt7vLmIzNI2awLgGxFZBuA7AHlKqc+sHJeIiKJndZTOBwA+0Hl8O4BR2u31AHpYOQ4REVmXyjNtp7tdABfwPac+r71fgO/ZNqIUB8IQEXlBKtfwiYgoAAM+EZFHJH3AF5ERIrJGRApFJFfn+UwReVt7fomIZLtQTNuYeL+3ishKEflJROaKiOGY3GQR6T0HbDdWRFS4RH7Jwsx7FpFLtb/1ChF5I95ltJuJ73ZrEflSRH7Uvt+j3CinXURkhojsFpHlBs+LiDylfR4/iUhvywdVSiXtPwDpAH4B0A5AVQDLAHQJ2eZGAM9rt8cBeNvtcjv8fgcDqKHdviGZ36/Z96xtVxu+yXyLAeS4Xe44/J07APgRQH3tfmO3yx2H9zwdwA3a7S4ANrpdbovv+SwAvQEsN3h+FIBPAQiAfgCWWD1mstfw+wIoVEqtV0odB/AWgAtDtrkQwMva7XcBDJXkzfYW8f0qpb5USpVodxcDaBnnMtrNzN8YAB4A8HcAR+NZOIeYec/XAnhGKfUr4JvFHucy2s3Me1YA6mi36wLYHsfy2U750ssUh9nkQgCvKJ/FAOqJSDMrx0z2gN8CwJaA+1u1x3S3UUqVAtgPoGFcSmc/M+830ET4agjJLOJ71i51Wyml8uJZMAeZ+TufCuBUEVkoIotFZETcSucMM+/5PgB/0CZ7zgJwc3yK5ppof+8RcRHzFCUifwCQA+Bst8viJBFJA/A4gAkuFyXeMuBr1jkHvqu4+SLSTSm1z81COWw8gJeUUv8Qkf4AXhWRrkqpcrcLliySvYa/DUCrgPsttcd0txGRDPguBffGpXT2M/N+ISLDANwF4AKl1LE4lc0pkd5zbQBdAXwlIhvha+ucmeQdt2b+zlsBzFRKnVBKbQCwFr4TQLIy854nAngHAJRSiwBUgy/JWKoy9XuPRrIH/O8BdBCRtiJSFb5O2Zkh28wEcKV2+2IA85TWI5KEIr5fEekF3wpkF6RAuy4Q4T0rpfYrpRoppbKVUtnw9VtcoJRK5qU0zXyvP4Svdg8RaQRfE8/6OJbRbmbe82YAQwFARDrDF/BTedGMmQCu0Ebr9AOwXym1w8oOk7pJRylVKiKTAcyGr5d/hlJqhYhMAZCvlJoJ4L/wXfoVwtdBMs69Eltj8v0+CqAWgP9pfdOblVIXuFZoi0y+55Ri8j3PBnCeiKwEUAbgz0qpZL1yNfuebwPwHxH5P/g6cCckceUNIvImfCftRlq/xL0AqgCAUup5+PopRgEoBFAC4CrLx0ziz4uIiKKQ7E06RERkEgM+EZFHMOATEXkEAz4RkUcw4BMRJYhICdVCtn1CRJZq/9aKyL6Ir+EoHSKixCAiZwE4BF8Ona5RvO5mAL2UUleH2441fCKiBKGXUE1EThGRz0SkQEQWiEgnnZeOB/BmpP0n9cQrIiIPmA7geqXUOhE5A8CzAIb4n9TWvGgLYF6kHTHgExElKBGpBWAATs6cB4DMkM3GAXhXKVUWaX8M+EREiSsNwD6lVM8w24wDcJPZnRERUQJSSh0AsEFELgEqlj3s4X9ea8+vD2CRmf0x4BMRJQgtodoiAB1FZKuITARwGYCJIrIMwAoErwQ2DsBbZpPIcVgmEZFHsIZPROQRDPhERB7BgE9E5BEM+EREHsGAT0TkEQz4REQewYBPROQR/w9uYawLAbxC0gAAAABJRU5ErkJggg==\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -481,27 +539,32 @@
    ],
    "source": [
     "%time clock = lisainstrument.noises.clock(fs, size)\n",
-    "matplotlib.pyplot.plot(t, clock);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, clock)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Clock noise (fluctuations)')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-56-0582b31be2b9>:3: RuntimeWarning: divide by zero encountered in power\n",
-      "  matplotlib.pyplot.loglog(f, 6.32E-14 * f**(-1/2), '--')\n"
+      "<ipython-input-54-ee4ac1ffc988>:5: RuntimeWarning: divide by zero encountered in power\n",
+      "  plt.loglog(f, 6.32E-14 * f**(-1/2), '--')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -511,10 +574,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(clock, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, 6.32E-14 * f**(-1/2), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(clock, fs, nperseg=size/psdav, detrend='linear')\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, 6.32E-14 * f**(-1/2), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Clock noise (fluctuations)')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -526,33 +594,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [],
    "source": [
     "fs = 1\n",
     "size = 10000000\n",
-    "t = numpy.arange(size) / fs"
+    "t = np.arange(size) / fs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 295 ms, sys: 28.1 ms, total: 323 ms\n",
-      "Wall time: 323 ms\n"
+      "CPU times: user 274 ms, sys: 30.6 ms, total: 305 ms\n",
+      "Wall time: 304 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -563,29 +631,34 @@
    ],
    "source": [
     "%time modulation = lisainstrument.noises.modulation(fs, size)\n",
-    "matplotlib.pyplot.plot(t, modulation);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, modulation)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Modulation noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-59-7487c30d214e>:3: RuntimeWarning: divide by zero encountered in true_divide\n",
-      "  matplotlib.pyplot.loglog(f, 1E-14 * (2 * pi * f) * sqrt(1 + (1.5E-2 / f)**2), '--')\n",
-      "<ipython-input-59-7487c30d214e>:3: RuntimeWarning: invalid value encountered in multiply\n",
-      "  matplotlib.pyplot.loglog(f, 1E-14 * (2 * pi * f) * sqrt(1 + (1.5E-2 / f)**2), '--')\n"
+      "<ipython-input-57-af73dfa15d86>:5: RuntimeWarning: divide by zero encountered in true_divide\n",
+      "  plt.loglog(f, 1E-14 * (2 * np.pi * f) * np.sqrt(1 + (1.5E-2 / f)**2), '--')\n",
+      "<ipython-input-57-af73dfa15d86>:5: RuntimeWarning: invalid value encountered in multiply\n",
+      "  plt.loglog(f, 1E-14 * (2 * np.pi * f) * np.sqrt(1 + (1.5E-2 / f)**2), '--')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -595,10 +668,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(modulation, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, 1E-14 * (2 * pi * f) * sqrt(1 + (1.5E-2 / f)**2), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(modulation, fs, nperseg=size/psdav, detrend=None)\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, 1E-14 * (2 * np.pi * f) * np.sqrt(1 + (1.5E-2 / f)**2), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Modulation noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -610,33 +688,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [],
    "source": [
     "fs = 1\n",
     "size = 10000000\n",
-    "t = numpy.arange(size) / fs"
+    "t = np.arange(size) / fs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 769 ms, sys: 62.7 ms, total: 832 ms\n",
-      "Wall time: 831 ms\n"
+      "CPU times: user 667 ms, sys: 61.8 ms, total: 729 ms\n",
+      "Wall time: 728 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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+8MNywGkr9rv8xP655W5iwqEs7Xy5N+vTfUtB6RFwIFdKHVdK/Wn9/hyAnQAaBbpff1zyyhLcOm0dVu3LdAiyNvZvFHcB+9sU9znj1IOec+Peel7Ob/QfUh0HpOzzjoAlEJ8OoN5Y67Uz/zyi2QOypYZ+WH8YzcfNw7m8Qny//hA+Wu76JvdHVk6+rsFZX1bJe+ibP9Hzpd8cpus797wzcyy/g+9Ty6pPbNUiWpwTFALHIP++jjU0JvzivRwRAHafOFdaQujO4h1lPf/MnHxMXrAL/V5Ndun5z/rT++Cu/dVeMPzkZoBVL2912UZb4iYt6azQTdrU3yn9wbgCMTRHLiLNAfQA4NK1FJExIpIqIqkZGaG/DdPMDUewJq2sd3nPZ+4n1PSfnKxrMR5nd3/6h8c8rq+LYL3z+15M9RB0bPZn5Gj2hpw/GLw5l1eI95buBQAcP5OHp2fqC0jeZObk4+KXl2DS3B14YfY2ZJ8vQEmJ0uxN5+v8HWXlFpROQlpr93e9wYerDcCSDsrKycduHb1Vm7N5hR7XDcn2YeKNPyWTOflF+GiF4/viLz+XSCDvxny1AV/aVfDYaFXuhIthq8iLSDyAmQAeU0q5vMuVUtMATAOApKSkkF9EHc2+gIe+/dP7htZte//nd7+O02L8fHx8V5Jfr/XXlW8uR5dGCaWP3a1m99wvnu+T2GVicKbKZ1l7xba1Or5YexDXd2+IJ4a082k/9p+R9t/bB9Vzbi7vxU1dxzcph7Bw21+lpW/ZFwrRfNw8vH1rN0vbcwtcru7WpmX5/CFptD8PnkZi9biwtqEieX729tLVDW2cr6jDyZBALiKxsATxb5RSs4zYp1Hc/QMH06S5xi/o5K3ywX6FRfuKB/uad18Gr+70MMHBCL9sOqZ72d2sXEsgdRek3ZWc2eeNi0qUw6QZx/2XXRlst66zYZ9+cf5d/POrDd4brdNKPytqluw8iXa821RIBXvRsEAYUbUiAKYD2KmUeivwJnm25Ui2rtrncNK6z1+g/nAzQKJVwnjIbtKCv4vca40x6KV3eVS9A8H+zqZt/9zC0u93Hj+LIR7W27Cx5T332A0Uay2IZJTkABY/8yUdROWbETny/gDuBHCliGyyfg0zYL+ahr9vmURgM2fzMdw5PUVzsaB5W46X1nyXV94mYewJQwrg8zXp6PNqWWpqf6b+XOKmQ9kuz4ldjbTeZVf9xZtzkBkFnFpRSq2Cp3ntQfTnodN4xLry4CMaKxDqzYmbmbf1OfTe/cVI7zmth+HLLMtR01MQHxeDjc9fhdho136Gc1UKEZl4ZmfGuXzcaLdEpPNaEBVFOAJ1sOXkFyErpwDJu04gr7A47CvLERnpZBAW3jNVILdfZMd5DWQT3qiFPNhyJBv3fp6KSXP9u2EFUaTaHYR0p6kCeWEJ85cVhS1ldDArF/9bsjfMrSGKbIbVkRMZyTbLb/df50pnZxKRNlP1yPXehovMz1aZxCBO5J2pArn9JfaJc5ySTETmE4zhPFMFcvt1KW7+cG0YW0JE5J9TuRW8aoWIiFwxkBMRhVAw1n8yVSAP5poXRERmZapAzgl+RESuTBXI/V3Jj4ioPDNVICciMjsVhAJEBnIiIpNjICciCqEKX7VCRGR2EoS7NzCQExGFUDDuwsNATkRkcgzkREQmx0BORBRCFX71QyIicsVATkRkcgzkREQmx0BORBRCLD8kIiIXDORERCZnSCAXkU9F5KSIbDNif0RE5VUklx9+DmCoQfsiIiIfGBLIlVIrAJwyYl9EROQb5siJiEwuZIFcRMaISKqIpGZkZITqsEREEcXU5YdKqWlKqSSlVFJiYmKoDktEFFmCsCA5UytERCEUsT1yEZkBYC2AdiJyRERGG7FfIqLyJhjlhzFG7EQpNdKI/RARke+YWiEiCiVlfJ+cgZyIyOQYyImIQolVK0RE5IyBnIjI5BjIiYhMjoGciMjkGMiJiEyOgZyIyOQYyImIQihi11ohIiJ9th09Y/g+GciJiEKoqIRT9ImIyAkDORGRyTGQExGZHAM5EZHJMZATEZkcAzkRkckxkBMRmRwDORGRyTGQExGZHAM5EZHJMZATEZkcAzkRkckxkBMRmRwDORGRyTGQExGZnCGBXESGishuEdknIuOM2CcREekTcCAXkWgAUwBcA6AjgJEi0jHQ/RIRkT5G9Mh7AdinlNqvlCoA8B2AEQbsl4iIdDAikDcCcNju8RHrcw5EZIyIpIpIakZGhgGHJSIiIISDnUqpaUqpJKVUUmJiYqgOS0RU7hkRyI8CaGL3uLH1OSIiCgEjAvl6AG1EpIWIVAJwG4A5BuyXiIh0iAl0B0qpIhF5GMAiANEAPlVKbQ+4ZUREpEvAgRwAlFLzAcw3Yl9EROQbzuwkIjI5BnIiIpNjICciMjkGciIik2MgJyIyOQZyIiKTYyAnIjI5BnIiIpNjICciMjkGciIik2MgJyIyOQZyIiKTYyAnIjI5BnIiIpNjICciMjkGciIik2MgJyIyOQZyIiKTYyAnIjI5BnIiIpNjICciMjkGciIik2MgJyIyOQZyIiKTYyAnIjI5BnIiIpNjICciMrmAArmI3Cwi20WkRESSjGoUERHpF2iPfBuAGwGsMKAtRETkh5hAXqyU2gkAImJMa4iIyGchy5GLyBgRSRWR1IyMjFAdloio3PPaIxeRJQAu0vjRBKXUbL0HUkpNAzANAJKSkpTuFhIRkUdeA7lSanAoGkJERP5h+SERkckFWn54g4gcAdAXwDwRWWRMs4iISK9Aq1Z+BvCzQW0hIiI/MLVCRGRyDORERCbHQE5EZHIM5EREJsdATkRkcgzkREQmx0BORGRyDORERCbHQE5EZHIM5EREJsdATkRkcgzkREQmx0BORGRyDORERCF0daf6hu+TgZyIKITa1Ktu+D4ZyImIQihKgrBP43dJRETu9GlZx/B9MpATEYVQ31YM5EREpiZifG6FgZyIyOQYyIkoIjSuVSXcTTAtBnIiiggt6lbz63UNEiob3BLzYSAnooigVNn3idXjdL9u9dNXaj5/d99mgTbJNBjIiUiXF67rGLJjzXqwX+n3t13SxOO2UW4Ks18c0dnQNnky/5HLQnYsLQzkROVYtIGzT3o0reV1m/dv7xHwcapWinZ47C5Q2/v3kLZo6WdqxggdG9bALw/1d3l+zsOuzwUDAzlROdapYQ2ftr+xZyPN50f2aqrr9S3rxvt0PHsKltzKR3de7PB81dhorc0dPHxlG/RuWdvvY1eK8T8U3tOvOQCge5OamK0RzEMhoEAuIq+LyC4R2SIiP4tITYPaRVQh9WlZGz2b1gzZ8Xq3cAx+b93SvfT767s3LP2+db14dG5YA9d0vsin/T8yqI2u7S5rU7f0e4E45MsB4NUbu/h0XC3P/c19aqhdff3rn1zZvh42Pz+k9PGddrn4bk1q+tW2QAXaI/8NQGelVFcAewCMD7xJFdO1XRqEuwkUYu0vcg0ed/dtjigDJ4w4B0RndePLBhUfubK1w8/uvbSFw+OY6Ch8MMqxt+xN8zpVdW331ejebn92TZcGGNmrKbZMLAueH9+V5LKdp6nvX9zbC6OdzsdeUnPXtFFcTBSe/1tHPHttB4fnP73nEiRUjQ1rKsdZQIFcKbVYKVVkfbgOQOPAm1Q+9fDSy7L9U9/Zx3Gk3XbZpuWiGqEvu6oeFxPyY5ZXcbHRWPHkQEP29dL1gQ/sPTa4rcPjRjWrYFQf15RKk9qu9d5aH0oAMLxbQ4/vmVdv7II14yxVJz2tOfj6Nco+XJrUroKLm1mer1E5tvT5qzrWR+dGjmmjEd1d00LOwfaVGzrj2/vdf2g4u/fSFujdwrgp9eOvaW/YvuwZmSO/F8ACdz8UkTEikioiqRkZGQYetnxJqBKLS+x6B08Nbed22yDM9PWqemUGcqN8cEdPNNXosXr6u752UxfNdIVzB8AfzoOKdeLjEBvtGiKm3N5T9z5joqPw6GD36ZWRvZqiYU3LB8Njg9vit8cHoI2ONIdSCt+M7uM1J93IaZLRHb2boWvjmgCA67o11HhFmZ8e6Ofx5+4udkZ0d7/fNvX9H0PwxGsgF5ElIrJN42uE3TYTABQB+MbdfpRS05RSSUqppMTERGNa74OqlaLRpl5wfonO7PN9Ns69HU962eUtq1YKLHB+7eGSNRBXtEtEQpVY7xuSg0Y1q5T2Xm0BzJnAElDHafTelAIedQrkW+1SDr5q60Nu2MYWCANxS1JjvHlzN4fnoqNEVxAHLOuVJFSN1Z2TVnY5pvi4GKQ8Mwhv3dLNwyuALo0T9LXF6fE7t/VAl0Zlr/35X/3w+OC2eHRQG1zRtp6uffrKayBXSg1WSnXW+JoNACJyD4C/AbhDKW8ZufAZ2aspfvu/y3Vv3y+AFco6N3J8A8x+qD8ub+v64bX48QF+H0Mv27Tn+jXi8OvDl+L23vqqD14a0UnzeVsJWmx0FDa/MATpk6/V3O4TjRxmJPry3l7454CWblMDRhjcoeyOMA9c0Qpzx16KHZOu1ty2Se2yHnoPN0HKvqTw2/t6o3plxw/UZf++wuHxhmcHu23bw055cV+JAGvHa0/I8WRwh/q46eLgZWJtH27uFqiqX6Oyw9VGXw/5deW2761Pj6a18OjgNnj8qra6Sin9EWjVylAATwEYrpQ6b0yTjDdpRCdDc1Mxdn+Md0f2wNyxl+L3Jy7H9LuTcFNP/W9O+96QP2+Vi5ymJv/4QF+321aOjUaXxgn4zw1dStMjtu0Hd6iHOQ/3x7YXy4LLnX2bu5SurXp6IIZ7uGy0N7hjWfB6b2QP/HtIW48BJVwGtE3E+GEdsPCx4H2oTr2jLBVxRdtExERHaV5p/d9VbR06AXreE/1au179NXfKC9eJdz9LMtA68/i4GDRIqIJaVSsBAGKjy/Z3S5Llf0FvL9tIzh9u3gzp5Fs1TqQJNEf+PoDqAH4TkU0i8qEBbTJU/RpxuLNPM8Ro5Po88XTJaZ86Gd6tITo3SkCrxHgM6lAfb97SzSWPXKWS9zpYG0/5UeeBT+dNu2lc8noKBm3rV0f65Gvxyd2XoGvjmoh3Myh1WZu6GNA2EY1raVcgjPXSq2tYswoevrKNx4ASCZzX7HjtJu2SN+cJK4CljO+7MX00t7evUbbvcTtrZsuXG9hpC8ba1/ZsA5Hv3d4DLw7vpBm07a9G7a9OIoW/RQM1rP/nMVGuseW+yywVMs1qh6ayJdCqldZKqSZKqe7WrweMapgRGiZURsozg31e//epoe3wzLAOLs/bctf3D2jp8fX3XVr283du6176oTB37KVY8OhlmPWvfnjjZs/5OQC4/zLHcqmJwx3THb6cl94tr+vWsDQHa0uUPT20Pb68t5fb19x8cROHDwHnMjb7fOH0u92nXG52utT+9xD94wpGWPjYAKx8qqyK5NZLtNNQMRq92I4NawR855dWiYGN4ax6eqBD+wHgqastg+Vfj+6N3/xI5d3RuxlqVI7BsC7aPVbbwGfd+Djc7aHCKlJtnTgES51SUXpNuysJL1zXUXPAekT3RkiffC0SqoZmHMlUMzu1FtJxl8v15tv7e7tNt1zTuYHHmV5RInjtpi741xWtNH9eKSaqtGd9XdeyVETnRgno0KAGejathb/ryA/aBhN/ffhSPD3Uta11qlXyug8tZXlu14D03sgeePwq3wJo0zpVHdIyzpUO9r/LQR3qY/ML2oNzzmMLretVL+31eNKmXrxLXtgdT+t2JFSJ9dhjtvlH/7IPWNvfRav0Ta8Drw7D+gmDS8/f9ldRqmxFQFvP15PGtaqWtr9m1Vi8dH3n0ivRS9vU9SvF0bpePLZMvBoNEhwHZteOvxIpzwxCtSCVo9r+1x8b5Phe9Lf81d2VafXKsS5XzMlPXO5QDeOurr9+jcoO74VwMlUt2R/PDEKL8fMdnhvYvh4we7vP++rXqi76taqLMxcKMXVZWtn+2iW6TGLo2jgBW46ccXjOXW/NX56Gibs0TtAcQb+0TV3cekkTjP4iFYBjT7F3i9qaVxWApeztQGauXxUxfVrUQWL1ODw80P9BMvtql39e3hIfLd8PALirbzO8MKfsb9m7RW1deeK42Cjdk2hq2X34/ffvXTW3ubhZLY8B/4p2iUg5kIV1+0+hW5MEtwO+eomIQyfFdioKqjSoR5U+p8+m5z1XsjSuVQVHTl/wraF2nAO70apUitb8va56+kpcKCzWvR9frsVfu6kLlu/JQEunK6NODWvgoYGtMGVpmptXhp+peuTOqYSVTw10m7f115gBrVyO8+39fZD8xOWoZO3d6HlzeBoF90QADGhjySn2beU6kOVsUIf6SJ98LdInX+swIt6kdlW3pVnV4mJcer9atIJGQtVYrJ8wWFfZl6fe9Lf39cbUO3riliRLwGxep6rD771TwxoOQddZbLRgot1qfE1qV3Gbq18/YbDmrD5361/PfLAfbk7yvOKeN1ptcS4b9IU4vetSnx3skkbxxawH++ELD+myQHRsYBkkH+rjdH49EqrGugzy26sUE4Ube/h3dXTrJU0x9Q7XmasigievDs5EHqOYqkdub1iXi0ovI78e3Rujpqe4bONLDvmqjvVxMCsX3Zq4Brj4uBjEJ8bjzVu64bPV6bikuffFeT6+KwnHsi/4VW7Uu2UdHHh1mNf2B3I57wt/Jx6tf3aw2ysNW7XF/owc6zEsB6kbH4fMnHy87GWm4l19m2Nwx/qY+OsOJDWrDRHBE0Pa4b3kfS7bJlaPww09GmH6qgMY3KEe1h84hdSDp/07KaubejbGuv2n3C4S9cSQdnhoYGvkF5YAgN+99mu6XIQpS9NQq5pjrrVugAPH9WpURr0gzQye83B/HD+Tp5mmuijB0u74IE0s2/PyNUHZb6QzbSD/361ly2XWiXfsuX17X2/c/olrYPeke5Oamus32Ktfo7LmJA0t1eJiAiq78hbEGyRUjrgJORufuwoTftmKe/o3BwDExeiv1rGx5e3r6wgyjWtVxeLHB2j2rFvUrYYDmbmljzs3KkuBTL6pK97+bY9mlY9eNyc1cdtrt51D5dhoVNaxcp9bCnjiqnYYc1krvLpgp//78dHsh/oj41y+36+PiY5yO9bw7LUdkdSstt9XrL6yVZBV8rFqzWxMe3b2A2jO/8hao8juRMoMJtu6EXpSHkDoeuO+qFWtEqbecbFPNbyNalVB09pVS29a8L9bu6N/6zqoZ80Zz7i/D/5h/WDQ0rZ+dYfB1dRnB+Pju5Lw87/cT69uXS8eU+7oqWvp0pnWGxw0rlUF3XTM9Hv71m5YFGBNun0aJSpKQlb5YNOtSU2HeQBGqhwbjet7NArKneS1vHJ9F4y/pn1AE/zMwLQ9cnu+9nr6BLBucbAM6lAfq57Wn/O3lZV507BmZTRMqIzn/bi7S+eGNbDz+FmHxYqMFhcTjRV2ud7eLevgG7veWudGCejcKAGfrU7Xtb+68XG4yhqELmtTFyv3ZgbUvoub1SrtyY94fxUAz1dLN/Qw37pxLw7v5NNcBzNJqBqLf16uXV1WnpgykNcMoIey95VrDF0m1Ei+DNx6y73bppzHxURjzfhBfrXnpes7Y2TvprpK8oLtw1E98cDXf5Y+1vMX9FT7HsmeHNoOj8zY6FCpZAu0wUgRhKL+e87D/bF4+4mgH6eiMl0gf//2HgHlNrVWc3Pnh3/2xancAr+PFQxT7+iJz3X0Tu81oL61cmx06dKi4Ta0s+/rtYfq8t1oPZvWwiqnGwr/e0g71KpayePKepGsa+Oahiy2RdpMF8j/1jV0b+ReLSIvBTOsSwMM03ETimAtzkPhUS0uRvfddqjiMV0gN1rkrtdIkaaGtUpIa4q+Wax8amBA96esyCaN6BQxV6jOyl0gt01G8JVJr8IrrHCsVvf2rd0xe9Mxn29oHEkiYbzDrO7q2zzcTXCr3Hw0v3x9Z3RqWAMz3KxAF8mCuRZ2efJP62JlfVrWDkvaq258HEZf2sK0uXcqv8pNj3xUn2YYZb3d1bm8wjC3Rr9dLw0NeE3oiuLyton4aMV+l+nqRBVduQnk/mp3kWWKdesAlxD1V0Az/4iIwECO67s3QvuLaqCDn7l1IqJwKzc5cn+JCIO4SbDAiEhbuQzktvKqhjWDs7obhRfHGokclcvUSr3qlTHl9p5Bv19hJOrSKAHXdfN9FiQRmVe5DOQAcG3XihnMfh17abibEDScvEWkrVymVqh8Y2qFyBEDORGRyTGQExGZHAM5mUaU9d3qzy3kiMqzcjvYSeVPnxZ18PDA1iG5EQKRmTCQk2lERQn+rfMWd0QVCVMrREQmF1AgF5GXRGSLiGwSkcUiYs77UBERmVigPfLXlVJdlVLdAcwF8HzgTSIiIl8EFMiVUmftHlYD1zUiIgq5gAc7ReQVAHcBOANgoIftxgAYAwBNmzYN9LBERGQlyssCFiKyBIDWDRInKKVm2203HkBlpdQL3g6alJSkUlNTfW0rEVGFJiIblFJJzs977ZErpQbrPMY3AOYD8BrIiYjIOIFWrbSxezgCwK7AmkNERL7ymlrx+GKRmQDaASgBcBDAA0qpozpel2Hd3h91AWT6+Vqz4jlXDDzniiGQc26mlEp0fjKgQB4OIpKqlSMqz3jOFQPPuWIIxjlzZicRkckxkBMRmZwZA/m0cDcgDHjOFQPPuWIw/JxNlyMnIiJHZuyRExGRHQZyIiKTi9hALiJDRWS3iOwTkXEaP48Tke+tP08RkeZhaKahdJzz/4nIDuvSwb+LSLNwtNNI3s7ZbrubRESJiKlL1fScr4jcYv07bxeRb0PdRqPpeF83FZGlIrLR+t4eFo52GklEPhWRkyKyzc3PRUTetf5OtohIz4AOqJSKuC8A0QDSALQEUAnAZgAdnbb5F4APrd/fBuD7cLc7BOc8EEBV6/cPVoRztm5XHcAKAOsAJIW73UH+G7cBsBFALevjeuFudwjOeRqAB63fdwSQHu52G3DeAwD0BLDNzc+HAVgAQAD0AZASyPEitUfeC8A+pdR+pVQBgO9gWQLA3ggAX1i//wnAIBGRELbRaF7PWSm1VCl13vpwHYDGIW6j0fT8nQHgJQCvAcgLZeOCQM/53g9gilLqNAAopU6GuI1G03POCkAN6/cJAI6FsH1BoZRaAeCUh01GAPhSWawDUFNEGvh7vEgN5I0AHLZ7fMT6nOY2SqkiWJbRrROS1gWHnnO2NxqWT3Qz83rO1kvOJkqpeaFsWJDo+Ru3BdBWRFaLyDoRGRqy1gWHnnOeCGCUiByBZeG9saFpWlj5+v/uEW++bEIiMgpAEoDLw92WYBKRKABvAbgnzE0JpRhY0itXwHLFtUJEuiilssPZqCAbCeBzpdSbItIXwFci0lkpVRLuhplFpPbIjwJoYve4sfU5zW1EJAaWS7KskLQuOPScM0RkMIAJAIYrpfJD1LZg8XbO1QF0BrBMRNJhySXOMfGAp56/8REAc5RShUqpAwD2wBLYzUrPOY8G8AMAKKXWAqgMy8JS5Zmu/3e9IjWQrwfQRkRaiEglWAYz5zhtMwfA3dbv/w4gWVlHEUzK6zmLSA8AH8ESxM2eOwW8nLNS6oxSqq5SqrlSqjks4wLDlVJmvSuJnvf1L7D0xiEidWFJtewPYRuNpuecDwEYBAAi0gGWQJ4R0laG3hwAd1mrV/oAOKOUOu733sI9uuth1HcYLL2RNFjuRgQAk2D5RwYsf+wfAewD8AeAluFucwjOeQmAEwA2Wb/mhLvNwT5np22XwcRVKzr/xgJLOmkHgK0Abgt3m0Nwzh0BrIalomUTgCHhbrMB5zwDwHEAhbBcZY0G8AAsS33b/s5TrL+TrYG+rzlFn4jI5CI1tUJERDoxkBMRmRwDORGRyTGQExGZHAM5EVGQeVtEy2nbt0Vkk/Vrj4hke30Nq1aIiIJLRAYAyIFlfZXOPrxuLIAeSql7PW3HHjkRUZApjUW0RKSViCwUkQ0islJE2mu8dCQsNekeca0VIqLwmAbLBKG9ItIbwFQAV9p+aL3fQAsAyd52xEBORBRiIhIPoB+AH+1W345z2uw2AD8ppYq97Y+BnIgo9KIAZCulunvY5jYAD+ndGRERhZBS6iyAAyJyM1B667dutp9b8+W1AKzVsz8GciKiIBORGbAE5XYickRERgO4A8BoEdkMYDsc75x0G4DvlM6yQpYfEhGZHHvkREQmx0BORGRyDORERCbHQE5EZHIM5EREJsdATkRkcgzkREQm9/8K0nJJX6XOUAAAAABJRU5ErkJggg==\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -647,29 +725,34 @@
    ],
    "source": [
     "%time backlink = lisainstrument.noises.backlink(fs, size)\n",
-    "matplotlib.pyplot.plot(t, backlink);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, backlink)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Backlink noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 63,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-63-a02340d399a1>:3: RuntimeWarning: divide by zero encountered in true_divide\n",
-      "  matplotlib.pyplot.loglog(f, 3E-12 * sqrt(1 + (2E-3 / f)**4) * (2 * pi * f / c), '--')\n",
-      "<ipython-input-63-a02340d399a1>:3: RuntimeWarning: invalid value encountered in multiply\n",
-      "  matplotlib.pyplot.loglog(f, 3E-12 * sqrt(1 + (2E-3 / f)**4) * (2 * pi * f / c), '--')\n"
+      "<ipython-input-61-c929cf1ce9e5>:5: RuntimeWarning: divide by zero encountered in true_divide\n",
+      "  plt.loglog(f, 3E-12 * np.sqrt(1 + (2E-3 / f)**4) * (2 * np.pi * f / c), '--')\n",
+      "<ipython-input-61-c929cf1ce9e5>:5: RuntimeWarning: invalid value encountered in multiply\n",
+      "  plt.loglog(f, 3E-12 * np.sqrt(1 + (2E-3 / f)**4) * (2 * np.pi * f / c), '--')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -679,10 +762,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(backlink, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, 3E-12 * sqrt(1 + (2E-3 / f)**4) * (2 * pi * f / c), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(backlink, fs, nperseg=size/psdav, detrend='constant')\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, 3E-12 * np.sqrt(1 + (2E-3 / f)**4) * (2 * np.pi * f / c), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Backlink noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -694,22 +782,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 64,
+   "execution_count": 62,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 136 ms, sys: 3.97 ms, total: 140 ms\n",
-      "Wall time: 139 ms\n"
+      "CPU times: user 113 ms, sys: 5.3 ms, total: 118 ms\n",
+      "Wall time: 117 ms\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -720,19 +808,24 @@
    ],
    "source": [
     "%time ranging = lisainstrument.noises.ranging(fs, size)\n",
-    "matplotlib.pyplot.plot(t, ranging);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, ranging)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Ranging noise (stochastic)')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 63,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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GAduBhcaYyYALmBhyjhuBN4AHjTEXAA1KzX32Hpj9VMnz3ldD7cawawVs+Cp8/37XQ2p92L6YVlveh9khU0QPvBlSasOWebA1Qp/802+HxBTYOAN2RJheeujdnv/Xfwm7vw9OcyXD4Ds8j9d8BvtC1v1NrgWDbgFg8lv/oPvGFdzTvTG9Nq+GzUDNutD/Rs++K96DwyF14LUaQZ9rAPh1wwV8sWkl2ybPpXUDb2+j9JbQ81LP40X/hmOHaLVlY8k1qN8Wul3keTz/n7jzswnqxduwM3Q+1/N47nNQXNJF9FhhMUNsAQ1rd/FsmP0Ut7qymLN/Pzs+ncnNZjsj6pzDuwkpHDxyNPhv5tPqdGh9OuQfhQUv+zcfyi3k4tyNNGE0O9K6kk42V7mmhx1+ZJMns93r5DFi3+Sw9K/cfVlvW9CM/VzoCp+xdap7AJttUzLNLsYmLAxL/6R4MDvJoIPZzsiE8L/9+8XD2EdduprNnJmwIiz9reKzOEwtepkNDE4Ir/J6vXgUOdSkv1nDgIR1YemvFI+lgCQGJ6ykl9kYlv5C8QUADE9YRhcTPCdRAS5eKfZMkz4yYTEdTPBYkBxSeL14DABjE+aTaYJ7Yh0mjbeKzwbggoRvaW6ygtL3U4f3iocDcKlrBhkEr5+xwzZgsnsIAFe5viad4F5lm21jproHAXCdaxppBP+wWG+b85W7HwA3uaaQTHBnhNW2FTPcvQG4zRX+t19u2zLX3Z1kCrnJNTUsfaG7I4tsZ9I4xnWu8Nl257q7sty2j/rZm+nuyQ82k4Yc4hJXeOeHeHz2Frs7sMB2Cdv3eJUZNKynfOOr3E3y/gsNYGcCtxpjzrXW5htjbgbG4ykRBJ5rljEmM8LLDAQ2WGs3Ahhj3gEutNZOBM6LkrXbvcHmw0iJxpjzgfP7NU2ArwMKR+1GeILGjsXB2326XOAJGlvn0nbTG7ApJL3XlZ6gsXEGzHw0wju52RM01n8J854LT/cFjdWfwpL/BKcl1yoJGis/gJXvB6fXagKDbmHy8p3UXvseE5KWwlo8/wDqtysJGotfgy0h03g37eUPGr12vUefpOWwLCC99RklQWPuc3DgR9pCyTXoeA50u4j5G7PoOG0i9dwh3Xu7X1ISNGZMhIKSNoFUYHTCCGrXvsGz4es/MQQYkgisgAlJkJNbl4xao8k6nAMLwv829swJmNanQ3520N+uLnBvIizIb0ZORm/qm6NMSHon7Ph3dzQH+tErPZdrI6TvKGjAetuCVgl7Ix6/rqA5m21T2pmdEdOX2vbsdGfQxWyJmD7b3Z19ti69En6MmP65ewCHbS0GJKyNmP5B8VByqMkZrpXclRj+sX+9eBQFJDEiYRk3J4YvHOQLGqMTFnJVYvB6GNm2hj9onO+aF3bj2mPr+oPGxa5ZjHQtDUrf6G7iDxpXJU7ntITVQenfuzP9QeM61xf0SNgclP6duwuTCzxB46euKbRNCO6g8FVxH3/QuD3xExqbQ0HpnxQP9geNXyV+QC0T3MngraIR/qAR6dq+XHQuc93dSaIoYvrTReNZVNSZNPIipj9ceDXLi9tH/ewdKkzjh+JMGpsDEdPj8dl7tugiFhTFPmgYJ3Ve3pvzYqA98Ly1dkKEfe4FBgPvAXcAo6y1YS2J3qDxP2tt94BtlwDnWGt/6n1+LTDIWntHlPxkAr8F0oAXrLXhixx49e/Xzy76LmC9X1eyZ96H4iJwR5gULiB91ozpDBs2LDg9McUzQVG04/3pheCO0PUyyVM9U2Z6UQHY8P7/n6zK4u5JyxnYMo3XbuhPiqtkkBnGeF4/2vFB6fk8+Mn3fLRsB3MmnEWdlCQwCZCY7E/HWmbNmlVyDUwCj365kRdn/kjzWobzejYlKzufORuyyM4v4u7RnbnxzE6efQuDv7Tf/pjF/722iDdvOYPT2jaAwjyK3G5G/HUGe4/m06h2CrPvG8X4lxaQ7DK8c2PfoOP//L9VvLlwJ2v/cr6n72lRPt9tOsD//btkLeW/Xt6P3CK474PlJBP+t2nfpB6rdufw98t7cu+7i8LSC0nETQIGd9DxiQlQ5AaTmExeESTgJinC+QtIxJJQZrqLYhIJ/9uXlZ5PEmDKTE+kCBfhn518PH/bstKTKCKhnOkWQwFJjtKTKcSE/O50k0Ch9zdsWekphA9yLCu9mASKHKVbUghvryrCRTGuMtNDPztO06N99kLTy/PZKyaBYpPIpokVW6jLGLPYWts/dLujcRrW2mKgtzGmLvCRMaa7tXZlyD6Pe0sILwDtIgWMWLHWbgZucbSzMSU34kCuRM+/aFyJuF3JkY91dHyS519F0xPDB+BNWrSNCR+sYGBmfV6+fgApKaW8foTjg9NT+MnA9vxn4R7+t+ogVw1qFZYOBF2DgiI3/52/hZFdGvPcVX38E/Xtz87n3vdX8NDUDYzs3pJWDVLDrtva/QUUkViydnRSDRKBC/q35flvfqRLy0bgSqJl/VQWbT4ISTV49uv1nN2lMV2b1eGV+buBBHYeOuYZF5FUg1+894P/RgaQUSeNo3mFWBLIJ5nHLu7BhA9KqgBX78mhdkoijdNTg44L5Tve59JOyby5uoBEtwEs7pD0UGWlF/tvQPFJLyIxwm3FeXphGbeF4033BY+Kppd2bY8/3RxXeuhnJ9bp5f3sXTWwVdR9K6pcvaestYeAb4BzQtOMMUOB7sBHwIPlzMcOoGXA8xbebeL1xndbuPf9FZzRPoPXbhhIrdIChkO9WqTToVEt3lvsrP//vI1ZHM0r4sqBLf0BAyCjVgr3jPaUMCKt6wwwa/0+2mSkhTVCX9a/JQkGfyN4y3qp7Dp8jL1H83jyy3VMWrSNDxaX9PIKPH9acvCNs2HtZOqllXxhLuvfMijdbaFNw7RyX7uk6PdnkRNazTh8eJ30nmroLWFgjKmJp7F6Tcg+fYB/AhcCNwANjDEPlyMfC4EOxpg2xphk4AogvLWqmvrX7I38/uOVjOzSiJev60/N5Nh8EIwxXNq/BUu3HmLD3rJ7C32+chdpyS6GtM8IS+vYuBapya6gdaJ98gqL+W5jFsM6hB/XukEan981jP8bnAl4pjtxW5jrnSb8rflb+fV7JQMRl2w55H+cFnLzz6iVQr2AKVKMMf4JCH06Na5NaoTrN2fCiAjv2CPR29gfq+suUlniMduck5JGU+AbY8wKPDf3L621/wvZJxW4zFr7o7XWjacbbNgaj8aYt4F5QCdjzHZjzE0A1toiPO0g04DVwCRr7aqKvqlTyfPfbODhKasZ270J/7i6X9Av/Fj4SZ8WJCcm8NLM8N42gYrdli9W7eGsLo0j5iHRlUCvFnVZsvVQWNqizQfJK3QzLGT9DJ+OjWv7z+mrvprlnT6jIGSRpFkBU4/khCxUlF7T0+U2UOiNvluzOtTyjtM4t0eTkvwnJET9Veab6LFni/SI6SInqjgMCC87aFhrV1hr+1hre1pru1trH4qwz7fW2u8Dnhdaa1+OsN+V1tqm1toka20La+0rAWmfWWs7WmvbWWsfOZ43dSqw1vLUF2t5YtpaLurdjGev7ENyYuzHYjasncJ1p7XmgyXbWR8yNqGgyO2fu2bR5gNk5RRwTrcmkU4DQJ9WdVm960jYanmz1u8jyWU8DeBlaOmdbDAwOPjceXYHNuzNZt2eo1hr2eWdhmPi+B6s+tMYjDH+yRiHeks1oVVYZ3dpTKPaNXj3ltN46rLe/u21ayTyyR1DIubJ5f3iGYyjMR5l6aXgIycxTVh4ArLWMnHqGv45ayNXDGjJIz/pEddpzW8f0Z53F27jiWlr+ed1ns4SR/IKGf+PueTmHOP5dgf5fNVuUhITGN4pcmkBoE+rehS5LUu3HuSpL9eRmpLI8I4NeWPeFk5r2yCsOimSpuk1cCUY9meX9HBpUa8mH9w2mARjeHb6eqat3E3D01qTX+Tm9+d15cqAxj5XgmH6r8+kabrn5u4rabx4TT8Kit3+kswgbwC7tF8LDuYWkJaSGLWtwxerjaFc7SGbHx3HmL/NChsomBJSopl731lB05KInMgUNE4wG/Zm87cv1zHl+11cd3pr/nh+NxLivA5GvbRkbhnWlie/XMeSrQfp07Iu90xazqb9OdRJgotfmEuNJBfDOjYs9cbfp1VdAO7/6Hu2ZOVSOyWRWev20a91PZ68tJejvCS6EujcpDardpYM/mpRryaN63h6Y3VqXJsFmw9wejvPTb9V/dSwc7RtWMv/2JffxnVS6NOqXti+TwTkKyWkJNcsvQY/HdqW7F0/+rfVSCpfaS9S9UBoO0vD2imse3gsHR8IH1RWln6t67H3aB6t6qcGLRcrApqw8JS2etcRbn9rCaP+NpPpa/Zy96iO/OmC+AcMnxvPaENGrRQem7qGl2Zt5Isf9nD/2M48ckZNLh/QktyCYi4KWXsiVEatFFrVT2VLVi5juzdhzoSzePbKPrx982k0qhOl63IEz1/Vl8Z1UhiQ6bnJB66PMSCzPku2HPT3oiqrqudPF3SjW7M6QeuERxNY/Te0QwYvXdufG89o4x8xkBDwBSyrmuqbe4ZHTbvu9NYMzKzvf+4yJui1z+7cKGj/Zukl1y7wuPN6NuWtmwcx+96z+Nd1A0rNj0isKGhUsRXbD3Hz64sY+/fZzFy7j9vObMecCSO48+wOcfmVEE1aSiJ3nt2e+ZsO8OjUNZzbowk3ndGG1CTDxPE9WfzASMb1bFrmeQZk1ic12cXvz+tKemoS5/dqVu62mMyMNL67/2x+f15XIPgGPaBNfXIKinln4Taa1KlRZjDq06oeU+4cSmpy2YXqlMSSaqM3bhpED29A8o1/NaZkKoTnr+5Lx8a1iKZNRlrQ83duOc3/eHS3JkElkNAfBs9d1Zcx3RoD8OD5XZl7/9lMHN+D7+4/m9tGtPPvd8/oTv48J+ibLBHE4w6i6qkqsnjLAZ75egMz1+2jTo1E7hrZgRsGtyE9tfSBTfF0xYBWvPrtZoyBxy7uGRS0GjicEPGBcV24fUS7417gyRhD6wZp1K6RSG9vtRdAn5aexxv35fhvrLGS5Cr9K2YICCDA0bzwIXLf3X82GwOmVPddw8QEw2MX92Dy8p3e7dFfJ7DHVxNvUPS122TlRJ7M0VWJPzCkelPQqETWWub9mMWz0zcwb2MW9dOSufecTlx7Wmtql3OlunhITkzg458PISnROPplHkm9tOABdscjvWYSKx4cHRS8WtQLKHUEVNXEgjGGHs3Tue701kHbbUC69T4zBv7ykx7c8NpCnry0l38sSZP0GjQJqE7y5TzRlcDlA1px+YBW3u3hN/nL+rfgu42e+bwCSzeBujWLXB0X7/XfX71hADe8Gj5Rnpzg4vCxUNCoJHPW7+dvX61j8ZaDNKqdwgPjunDVoFYVvjnHS1WWdCIJraILfO6kC295ffqLM8K2BZYuLh/QipU7VtK8bk16tqjL5kc98/oMaluf3RFW4kuMUnqJVDB4/JKSRvmS9pPwHVs3SPWvdV5yvuD9AqdQCQxqFXFX3+ilzIGZ9aOuSy9VL9KPk+OlmtBK8PXqPVzzynx2HTrGny/sxqx7R/DToW1PuIBxsrh5aBvAsxJhZWhQ0/PF692yLtee1prNj44Lq65rUS+V/hFKPr4SQFHIIMVIo+oDPXRhN64a1IqzQhrFA5U21WjvliU9xYqjrC/yB2+bUVl6N0okMUJJpn5aMqNjXEXoROjYG6lcChpxtvdIHr95fwVdm9Zh+j3Dufb0zJiP6q5ufntuFzY8MjbuVTI+reu4+Pyuodw+on25j03ytlCHLgx125ntIu3u16hODf7ykx4ROxHcO6YziQmGpunOeqQVuoMD1n1jO/PmTYOCSjuRplYJNKRdBneP6shXd5/JX73dlK21/h8+o7o25jdjOpV6jljNg7TqobCp7ySKeDR16aduHLndll9NWsaxgmKeubKPgkWMGGOiVvvES+cmFSvV1EvzVPeF5vZ4ulKP69nUUU82n8KikqBx39jO3OoNWL75xkZ2acwTl/Skz5/DFxfySUgw3Hl2B8DTrnTPe8u5rH9LLuvfgsPHCrlhSGaZyweP6NyQ8X1aUFDsZvWuIzw7PXSNNjkZKGjE0UuzNvLthiweu7gH7RtF754pp65Hx/ekV8utDGwT20b7SAa2qc+CTeHtCx29Y1T+fkVvLoww1qZ53Rrl6rxQI8nF2ofPIdmVgDGG24aXXmryOad7U0Z29VRnndujacSgYUxJG5ITwzo29M9TJpVD1VNxsmzbIZ78Yi3jejQNm6Jbqo96acn8fHj7ShlzM+lnp/vHjtiAFo/B7TKYM2FExIBRUSmJrvBOCt7yVOM6KfxsWFu+/vWZzLv/LH/6uB7RS0e+sTgt6wWP8A+cIqZ78/DSXvdmJdtuGdY24rnVBhJbKmnEwdG8Qu58eymN69TgL+N7VOogPaneQnvL+ObKalEvfLqVaJ69sg+fr9rN7cPbYwzsWRthrfsIxvVsyifLdvDkZb0ivp6TNqjAYHf94Ez+eEE3MhukMnHqGj64bXDYeBTf3m0z0vjNmE78c1b4bM0z7x1BarKLrn+Y5uh9nEqctnuVh4JGHPzhk1VsP5jLpJ+dTnrNE6sLq1QP1nqmMqlTI/pX3Ddp46iunpmLH7qwG43r1GBMtyac36uZf789ayMeHia9ZhLv/uz0sO2v3jCAjLTSB4c+eH5XHvh4JY1q12DbgWNASe+un53Zjp9F6Tjgq8q6pH8LklzhFSdN02uQ4e3ptuGRsXy1ei+3vrnY2RsCujatww+7jpS94wkqdGaCWFD1VIx9uGQ7Hy3dwV0jO0bsgini06lx2fNhlVfgD/E2GWmljuTv0rQOmx8dxxneaeSvOz2TMaVMfV9RIzo18k/JEs3obk1Y8LuR3D2qo3+bk84C1hs1QktYkeYGS3QlcE738Pc3tnsTHjy/K2dGWO9lWMeGfHpH8NidwAW7QiefvOmMNv7HxzNjwXu3hgffitA4jRPc5v05/P7jlQxsU79C3TOlevnkjiGs+OPoqs7GCaWs8SuhSkbre/7v6h27M8l70410y9w08VwAbh/Rjs2PjuOFa/pxw5A2Efb0CBzhf+uZ7WhRL5XlD47m3VtO4+J+LYL2vWtkB//j567qW6734vP787oyILM+sehRri63J7CCIjd3vrOURFcCT1/eu9LGEMjJq0aSS92wKZlSvzwmnNOZIe09a7S8PX8r53m7IE+69XSysvP9jd+DIwQhY4x/JL8TGbWSaV0ngS1H3JzdxTPYMr1mEoPaNmDOhv3+/a4fnBlxOqDEBMPobo05vV0GVw9sRdvfflbq6/nuHL8e3YknpjmsG6xEChox8uSXa1mx/TAvXtP3uCfrE6kOXrymL5kZaRUaAxPYzff7P43xP64VsJjWN/cMr9BKiy9e05db3/Q0/o/u1hhjDH8aXJPhw4eH7fuLszrQol5NCootl4aUOnxTwYzo3Ih/XN3Pv/3KgS1pml6TS/q1iLj4VmdvF+mf9Gnu6YHZsxmfLt/J4HYNePbKPlzw3LfsOHQs7Lgx3RozILM+D09Z7d+mWW5PULPX7+OlmRu5alArzunufNCVSHUW7+9KeRuBbxiSycx1++jX2tMW2a1ZHfpGWLgrUHJign8SSp/5vz2bYrfFlWCYM2GEvyHeZ+L4nhHPdefZHZi2cre/dNSsbk02ThzHJ8t28OnynYzr2ZQGtVJo16hWxKDx0rWeVTfP7dE0ritBKmgcp/3Z+dw9aTkdGtXi9+OczeUjEm/lGSAnHsM7NfJXW33488G0rWDPo8YBa7yUp6vz3aM6BnUE8LmgVzMyaqUwuJ2zCTrjXdOhhvDjYK3lN+8t5/CxQp69qk/QOggiVeFPF3Sjc5PatG0Y+66WlaluFc+23LdVPeqmxmaK/+NljGFI+wz/eC8nVU7XD870HxtrChrH4dVvN/PN2n387twuFZ6bSCSWBrVtwOd3DTupG9j/dV1/ptw5tKqzUan+GrBWvVOlzT/mm304Hr2nFDQqaNXOwzw6dQ0juzQKW7RHRCpuZNfGFWrAPpldEtKI7uiYvi3Y/Og4zu0R+7E1pVGbRgXkFhTxi7eXUi8ticcv6aVpQkSk0oTebp6+vA9/vrCw0l5fJY0KeOjTH9i0P4e/Xdab+jFa2lREqp+hHco3mDGS5MSEUkf+x5pKGuU0ZcUu3lm4jZ8Pbxdx4JCIiFOvXj8gbIGusnRqXJsZa/dV2Q9WBY1y2H4wl/s+XEHvlnX5VYSucSIi5ZHoSiCxnH0W7hnTiRGdG9GrZd245Kksqp5yqKjYzS/fWYa18MwVfSLOqCkiEm9JrgROa+tszEY8qKTh0DPTN7B4y0H+fkVvWjVwPmBHRKSqxGOQp34uOzB/YxbPTV/P+L7NY7r6mYhIPMRjSnQfBY0yHMot4K53l9GqfioPXdi9qrMjIlKlVD1VCmstEz5Ywf7sfD64bbB/9kwRkepKJY1SzNhWxLRVe/jNmE70bFG3qrMjIlLlTvmfzkeOFTL1+11AySpfvsYh3yL2Jc9Llo/MKyzmrTUFDO2QwU/PaFuJORYROXGd8kFjy4FcbvvvkgodWzfF8ORlvRytVSwiUh2c8kGjQ6NavPfLof75Wny9CkqeE/ScgPT1yxfSqHbJ3PgiItXdKR80aiS56NK0YtOWb0tUCUNEJJAawkVExDEFDRGRU5Ql9kPCFTRERE4x8VziR0FDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0TkVKU1wkVEpCzxnGpVQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNEZFTVBzG9iloiIicakwc13tV0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFx7KQMGsaYrsaYScaYF4wxl1R1fkREqosyg4YxpqUx5htjzA/GmFXGmF9W9MWMMf82xuw1xqyMkHaOMWatMWaDMea+Mk41FnjWWnsbcF1F8yMicipqWb8mD4zrQusGqTE/d6KDfYqAX1trlxhjagOLjTFfWmt/8O1gjGkEHLPWHg3Y1t5auyHkXK8BzwGvB240xriA54FRwHZgoTFmMuACJoac40bgDeBBY8wFQAMH70FEpNpoml6Tnw5tG5dzlxk0rLW7gF3ex0eNMauB5sAPAbudCdxqjDnXWptvjLkZGI+nRBB4rlnGmMwILzMQ2GCt3QhgjHkHuNBaOxE4L0rWbvcGmw/Leg8iIhIbTkoaft4bfh9gfuB2a+17xpg2wLvGmPfwlAZGlePUzYFtAc+3A4PKyMdvgTTgiSj7nA+c3759+3JkQ0RESuO4IdwYUwv4ALjLWnskNN1a+ziQB7wAXGCtzY5ZLsNfa7O19hZr7dXW2jlR9vnUWntLenp6vLIhIlLtOAoaxpgkPAHjv9baiNVBxpihQHfgI+DBcuZjB9Ay4HkL7zYRETmBOOk9ZYBXgNXW2qei7NMH+CdwIXAD0MAY83A58rEQ6GCMaWOMSQauACaX43gREakETkoaQ4BrgbOMMcu8/84N2ScVuMxa+6O11o2nG+yW0BMZY94G5gGdjDHbjTE3AVhri4A7gGnAamCStXZVhd+ViIjEhZPeU3OAUlf0sNZ+G/K8EHg5wn5XlnKOz4DPysqPiIhUnZNyRLiIiFQNBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXFMQUNERBxT0BAREccUNERExDEFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMQxBQ0REXHMWGurOg9xZYzZBxwCDgdsTi/leeDjDGB/DLMT+rrHs2+0dKfbq+IalOf9O9m/PNegrG2lXY9T9Ro4fX4yfg+ipZ0I34NoeavovvG6Bq2ttQ3DzmitPeX/Af90+jzk8aJ45uN49o2W7nR7VVyD8rz/WF+DsraVcT1OyWvg9PnJ+D2IxTU42e8FsfochP6rLtVTn5bjeWhaPPNxPPtGS3e6vSquQXnPG8trUNa2sq5PrJxI16C8z2OlMr4H0dJOhO9Bec9dldcgzClfPXU8jDGLrLX9qzofVUnXQNegur9/0DUIVF1KGhX1z6rOwAlA10DXoLq/f9A18FNJQ0REHFNJQ0REHFPQEBERxxQ0RETEMQWNCjLGDDfGzDbGvGiMGV7V+akqxpg0Y8wiY8x5VZ2XymaM6eL9+79vjLmtqvNTFYwxFxljXjbGvGuMGV3V+akKxpi2xphXjDHvV3VeKkO1DBrGmH8bY/YaY1aGbD/HGLPWGLPBGHNfGaexQDZQA9ger7zGS4yuAcAEYFJ8chk/sXj/1trV1tpbgcuAIfHMbzzE6Bp8bK29GbgVuDye+Y2HGF2Djdbam+Kb0xNHtew9ZYwZhueG/7q1trt3mwtYB4zCEwQWAlcCLmBiyCluBPZba93GmMbAU9baqysr/7EQo2vQC2iAJ3Dut9b+r3Jyf/xi8f6ttXuNMRcAtwFvWGvfqqz8x0KsroH3uCeB/1prl1RS9mMixtfgfWvtJZWV96qSWNUZqArW2lnGmMyQzQOBDdbajQDGmHeAC621E4HSql4OAilxyWgcxeIaeKvl0oCuwDFjzGfWWnc88x0rsfoMWGsnA5ONMVOAkypoxOgzYIBHgaknW8CAmN8LqoVqGTSiaA5sC3i+HRgUbWdjzHhgDFAXeC6uOas85boG1trfARhjrsdb8opr7uKvvJ+B4cB4PD8aPotnxipRua4B8AtgJJBujGlvrX0xnpmrJOX9HDQAHgH6GGPu9waXU5aCRgVZaz8EPqzqfJwIrLWvVXUeqoK1dgYwo4qzUaWstc8Az1R1PqqStTYLT5tOtVAtG8Kj2AG0DHjewrutOqnu16C6v3/QNQBdg1IpaJRYCHQwxrQxxiQDVwCTqzhPla26X4Pq/v5B1wB0DUpVLYOGMeZtYB7QyRiz3Rhzk7W2CLgDmAasBiZZa1dVZT7jqbpfg+r+/kHXAHQNKqJadrkVEZGKqZYlDRERqRgFDRERcUxBQ0REHFPQEBERxxQ0RETEMQUNERFxTEFDREQcU9AQERHHFDRERMSx/wdZK202VIC8NgAAAABJRU5ErkJggg==\n",
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w+/ZalNW3oeTWb/D4T1tiNo6uqgLQa2a2oaIJo+/+HktL68M+7tdr9KsnXly4Hf/+egM6Hf7nf/dWHGwzxhhjjLH91iPfb8Kf31ga62EwjeomG/77/Wa4uqARVld2NT/vpcWY9sh8AMDjP23tuhN1EX9rkO+pa8OA23wLfTdUNnkfI4pv8ANzNuGVRTvx9M+9770MRkzLyBljjDHGGOtKz8zb3q3nE0KgqqkDBekJ3Xre3uZvH67Gom01mD4sFxNLsgBEHiR315zv7uyUbXe64HQJJFjNXo+H+lKDWYN8097AncrDtaGiCee/tNjrscZ2z5rfenPE9wec2WaMMcYYYyxKXvu1FFMenIvNXRi47A86HNJ647pxaxSD5jd+K8XiHbXRO2CU/LypCm2d0jzoe75cj//7eI3ufqc+8yuG3xn95eJcLuHOUO+pa8PqPQ0+jcsa2+x6Tw1LdXMHftvu+Rz+2FGLsff+ELXj91QcbDPGGGOMMRYlSkCxq7Y1xiMJzzdrKlHVZAvrueP/9QOembctqH137JPen1A7U3+4dI9XRjSQu79cj3NfXBx4x260rboZl72+DLd9uhYA8Ppvpfhg2R7dfddXSCXczy/YjpJbv3EH6No1rEP9zAbePgdXv70cAHDEf+bhlGd+xWcry732WbStJuBxvlu3N6TzKq58a3lYz+ttONhmjDHGGGM9Xl1rJ8b/6wesKWuI9VC6TXlDe7eez2Z34rp3V+C8l8ILTuvb7Hjk+81B7Vvb2gkgtGBtXXkjbvlkDW75eLXu9q6Yq93W6UBZfVvA/epbOzHrsQUoufUbzNtc7XffZpsUMJfWBj6u4o3fSgEAy3fV4/bP1sKlebF2p6fB2NWaQLbT4UJ5g++5vl9fFdS5l+/yboymPrMSsIdKO++7QSeLPm+T//exN+BgmzHGGGP4bl0l9jaGl81irDv8vr0W9W12PL+ge+dgx8oP6/fisId+xs+bgguIwrGlyrvUXQngKhu673eBv4ZdWja7VHpe09Lp9Xh7pxN/fmMp9shBcTTnbk+67ycc/vC8gPu9/lsptlW3AAC+7MJ1y69+azne/WO3uzJAz3frvW9g3PrpGsx6bKH7e6WEP1jvLdkd2iBl172zIuh9tWMGpDXgezsOthljjLEDnBACV7+9Amc891ush8IYk60tbwQArCtvCrBn+I7538LAO3WxcHqNaZeJmr+5Gj9trMb932yM0qgk9a2daO0MLTCNxPZ9LUHvG+z9hLL6Nny6wlMeLgRQobqZsnDLvqDPGSq9AFrRZIts3e7egoNtxhhj7ACndNbt7pJVxsLRlcs6sdgK9qNdW96IT5aXGW632V1+S7nnb65GtWaO8xM/bXVnzhWtncEHhNG4LGuaO/DbthoMvn1OwOZkgbL3l7y6BFe8uQyfrSj3u99lfrLHdqcL14RQJn7rJ2tw3OOR3cB56/fSiJ7f03CwzRhjjB3gHN24jA2LHadL4Mm5W9Fki06HYSEE3l+yO+SS1HB117JO3eHuL9YF3MffTYWvVlfgV4PmVTtrWnHSU4vQ2G5HWX0bFmzZhzs/D3y+WNF7ncF81N/rZE3V18ilrxkHkX96bSlO11Ty/O+nLXhhwQ6vx055+lf31/d8uR4fGjQxi6an522DwyWwrqLR63HlfVIy7dp51FoLtuzDjxsim4Kwcnc9vtWZU290bb6/dE9Ey4etK2/EnV+sD/v5PREH24wxxtgBrjvXjGWx8+OGvXjsxy24/+volNrOWbsXt366Fk/8tNVwH5vdCRdfXz7e+H1X0PvqBZ5/eW8lLnj5D939n5y7FWvLG/HI95tw+MPzcMmrS/DW4uDPB4Q2j9rwGEJgQ0UwJfC+5zI6u9ENl3BGW1bvW8nTrslsK03cAGlO9i06y3Nt39eC1g4Hnpzr+Tkwullw80ercesnawzHe86Li31K5I2880d486i1onWzVdt9f8nOupCPceJTi6Iylp6Eg23GGGPsAMeZ7QNDh/xHfJs9OpnoZjlDXqtpVqWwO10Yfud3+Pc3G6Jyvt4mWj9VzR0OtHSEPr91a1Xw838VFMYC1/uaO7Byt2+W9cvVFTjhyV9w2rO/+r2h12xz4Km5W+F0CZ8ybkVZfRvWazK9epaVGmd7X/5lh+G2SMx8dAEueXWJ12OfrizX7WD+8fIyvL/Ukx3Xe7eXyRnrTmdwQbfCqInboz9uCek4akafmrZb/S0fr8a0R+Z7PfbXD1aFfd79CQfbjDHG2AGOM4/RtaasAV+s8j9PsrfZ22jDslLvTJWSZdQuQaRQMnTvL+n60ttITHlgrs9SST3Jiwt3YPTd3wf9c6pdUima9JZdO/6JX3Das77NFZVO5yt3N+DrNcbduTscLjz64xZ8u67SnTn+Zo332tuHPzwPs58MnPX0d1PiviCap4Wb0V+mU9J95ZvG15S/ahDFtW97d/KO1k3RDofLvYxYtHy4zHj+fKRG3fVdwPnrPRkH24wxxtgBjjPb0XXy07/ixvdXxXoYhsKZ+jzrsQU48/nfNceRjtTQrv+HsHJVRXuudbRjyb1NNr9dk8PVbHNE9UZWoLWboyFQsHny07/ig6Xe5cs1LR26+5pUH7xRxlrNHmImVz3Sntg0z6bqZbCtutmrzHqB3AF81Z4GrCvXz9hrS9qN3udwvB5ksB3u+7qvuSNqDTdbO51YoVM50VtwsM0YY4wd4HjONgtEL2OoZLQjbcIUrN7WH+3mj1bjkR82+92nutmGt4OcT213hvZzGslPtb9ycnUWU30z4eHvNmmO0T06nAKrdTLuhvurguAH52iy3VH+VfjW76VYubsesx5b6FNmrejJ85RDneuvmHT/T1EeSe/FwTZjjDF2gHP2xLTQAW7+5mqfhkP7A4fThbu+WIfKxq5fZs7pEkE3mwrW5r3N+M2gC7ieb9dW+t1+1VvLccfn67CnzjO/t6XDgW/WVIZd0hyNn+Zgz33vV57O0c/N3+69Uaek4cWF27G71ncuMxDefHEAeHFNB15cGPx87KkP/uz++oUQnheqHftacecX63VL7IPlCDHbv78KpjKip7LEegCMMcYYiy1niBkz1vX+JC9bVPrQ7BiPxFig8nBl7rCy29qyRrzxeyk+Xl6GnTWteOvyQ7p0fGc9/xtW7G6I6jGPldcQjtbnUid3u1ZP5bj1kzX4ek0lZo3IC/l4NS0d7oZ14YSuSsDbEeRNivf8zMfXnr+mpQMPzNmEtxfvxsJbZoQxOqC1wxN0Kcff2Wg81ladioy6Vv2GfkDUE9sRG/zPb2M9hB6hrs34M+vpOLPNGGOMHeAcLs6exEJLhwMlt36DT5Z3XXMhhRACa8oCd3MORbCZSJKj8pOeXoSP5dfaHcUU0Q60jfibhhHOy1TmurZ1hp7Nm3jfT1gkZ94jeYuFAJbvCn3pJjWT5m6MMu1gd10bSm79xmf/YOb2X/nWMq/vKxvbUWczfqXaec5VTbaA57j/mw1454/wyqdZ1wi36qEn4GCbMcYYO8AZdZM+kLy/ZHeXLQ1kpEIOqp5fsD3AnoE5XQJ/7KgFADS22/H3D1d7zbP+ZEU5Xlm0M6xjK82cAtlY2YTLXl/qLt3uqqsqGmtAR9O/vw68tNlLC3f4zGk2slK+SRDpj2V1gMBS211ea7lOh20A2FTZhPYgbgT4BM9R+Nhsdu8bg+qScD3aedKHPDDX7/4vLtyBl37ZiX9+ti6s8bGusXpPQ6yHEDYOthljbD+2rboFpzy9qFcvm8G6HncjB279dG1QSwNFUzTvcbywcDvOeXExFm2twfMLtuOTFWVey/tsrW4O+9jaNYTdNMHUrZ+uxc+bqt3rISuvTy8nFU7AHI2u5ja7E9MemYeSW7/BvubIuzu//MsOv52dlffg/jkbfec0I/rvkVqpZm70it31+N+PW9z/Hmi7y2st2VmvW4bd2unETR+sDHh+9WsSIvo3X7r6t9a0R/TXrWbd74NlPXv5QH842GaMsf3Y4h21WF3WiG37WmI9FNaDOXjOdsSWltaF3dAsGkHktmrpZ9yo8Zi6pDfaS3EFpHO+HftaMXdj93QxV/t+/V7skoPQJTsjK5MGgDd/9y43rm4OXKYcrGBuBjz83SZ8v34v5m+uxua9/m+onP7sb3hi7lZMeiC4TtE/bazC3z5chd+31/ps+3594M9OfZ3d+unaqDer6+ou+LsMGrkxFgpukMYYY/sxZe5fs40z28wYL/0VubPkLGFPbWjWnfH1ac/+hvX3Hut3n8pGGy5/Y1mPfb/C9e+vo1cdsX2f782bb9ZUIs7iyZXpZcsDCSXoXbilJqjAWg9p7uo0BKiw6rBz7wi2/+HMNmOM7cfK65Vg27cUkDFFMEt/ra9o5OkIIXLF+CbG9mpPRUt3ZLPVp6hu7giqzveoR+fjmzX+l8fqyQJ2ZA+y2DnYz+e6d1fgijeXBd4xDHsbfbPy7REsuRTqNffAt907jYOx7sDBNmOM7cc8mW0Otpkxf5ntx37YjJJbv8HsJxfhnBf9z/Fk3oJdv3xLVYvh2sPBUrr1lta2urOdn64s99kOSMsnbdeZWrJgyz5srGwK4Zz+KYGmv/127GvFLR+vDvqcQPhz3e/5cn1Y2dNolz+Ha0NFdLvJa015cC7eXhx8F+7ft9ei08860NoO0ic9vcjv8QJlvhnrjTjYZoyx/ZiS2W7iMnLmh78520/+vM399aYAc0KZt0Dl+eqs56nP/hrWObZVt2BDhSdAfmZe4LLinzZWYeajC3wC60teXYLjn/glrHFoqcMsbTlxsKY/Mg9H/Xe+z1F/0Jmra7M73et6G3n9t1Lc8ska9/cuIfC56oaEnsU7ajH0jm/dnd7VHE5XxIH47jrpJsuOmsDz/dU/i11lsc7rNHLeS4u7cCQetS2RN7JjLFY42A4DEY0kog+J6DkiOjPW42GMMT2dDheq5GY9PGeb+cNLf3WNUObC17V2hnWOWY8twAlPBg6QTTrx7vFP/IK2zvCrXrSvTh1TC0Tebb20ts0wCFV3yd7baMPwO7/zaVYWyPtLd+OmD1b53ec3uTnYkz9v9WmAd9YLv6NSU3odbrX+V6srwnxmz6V3zYXj0xX+b4gw1pPFNNgmogQiWkJEq4loPRHdq7NPXyKaR0Qb5H1ujOB8rxJRNRH5LJ5HRMcR0WYi2kZEtwY41PEAnhJCXAPg4nDHwxhjXWlvo839xy6XkTN/1Et/abOD5mj9xXwACraMvFsYZJftjuiM8Yf1e7G+3JMpf3aeJwsbSmK7tcOBdeWBy6XPfsEzpUHJDn+9pgL/+W4Trnt3RVDnqm0J/gbHr9tqfdZsVtbDVgv73ewhl0o0lwGMVp+A++fwXG7We8W6G3kHgKOEEC1EZAWwiIi+FUKo61IcAP4uhFhBRKkAlhPRj0KIDcoORJQHoF0I0ax6bLAQQltv8zqApwG8qX6QiMwAngFwNIAyAEuJ6EsAZgAPao5xGYC3ANxNRCcDyA73xTPGWFcqa/DMAW1q58w2M+Z0eUphXQIwq/5INhEQfoskDyEEpv93Pv46ayhOHV8UhSP2fN3ZIK27lvN6b8lu2J0uTOiXiSpVVvfKt5Z77ffrtpqwjn/tOyukueP/Os7vfuvl0vknftrqtbThs/J89WfOD3wuk583zeF04ZaP16DR4HdnsK/P3/2WB1RBpLLb8l31QR03Uu2d+j/VC7bsi9o5tHO2GTsQxTTYFtLtc+U3pFX+T2j2qQRQKX/dTEQbARQB2KDabRqAq4noBCFEBxFdAeB0SBlo9bEWElGJzlAmA9gmhNgBAET0PoBThBAPAjjRYPjXyUH6p8G+XsYY607KfO2UeAtntplf6h5HTpfwymZLAUnkQWNLhwO7attw26dre3SwLYQIe46xVqAy8u4MRgwLFEIcwm2frg1632CvmlZV4KcEe7Wtwc3T/d9PW9xfh/p++vuYN1Y2ezWY07rg5T/0jxnC+V9cuMPnsUe+3xTCEcJ380ehNaUL1bryRrR08L87jMV8zjYRmYloFYBqAD8KIfR/e0n7lgAYD8BrHyHERwC+B/ABEV0AKft8VgjDKAKwR/V9mfyY4TiI6EVIGfJHDPY5iYhebGzs2s6RjDFmROlEPjQ/hYNt5pd3ZrtrysiVTsOpCbEuqvMvnGT0lir9xnHdWUYe6FShBqLzN1djW3X4DfGIyD0lIZwr6Fmd9aMD3QNZsTu0rLD2eGPu/j7ocwV73H3NHfgtyCz4stI6LN5RF/6JQ7C6rKFLj3/iU4vwxNytXXoOxnqDmAfbQginEGIcgGIAk4lotN5+RJQC4BMANwkhfNalEEL8B4ANwHMAThZC+K5pEb0xlwohrhRCXCCE0F3HQAjxlRDiyvT09K4aBmOM+VVe34681HhkJcdzN/IeZm1Zo2EZZ1dbV96Iklu/wVZVgKiep+kTbEcpy6uU46YlWqNyPLXSmlZc8/ZydDgif0/DaRa3tUr/Tw5XgEbVemswN7bbw+pw/cmKMt3HG9vtfpugTX1wru7jf3ptKWY9tjDkcah9vFwaUzCVAnPWVmLe5mr399rr7tn527Boq/+gNdL5xs1yJnZ9RSNOfMr/MlX+qC+hDocL5xtkwdVcQuDM57tvab2e1E6Asf1ZzINthRCiAcA8AD6TdOT53J8AeEcIoVu2TURHABgN4DMAd4d4+nIAfVXfF8uPMcZYr1XR2I6izESkJfbOMvLPV5ZjZYiZqt6gutmGk55ehDs+9+nV2S2+WiN1Pf5poyewUZc7a0ufTVHKbNe3Sc2o0iLIbJfc+g3++ZlvGfOdX6zDt+v24g9NVrC+tRNrgsjgqbv1q1//hoomPDMv8HJLFrP+e6TObAshfIJevTWfx977A65+e7nP4+Eae+8PGHnX9/hilf6fNW1ddNOnvKEdD34bfEn0te+swKWvLXV/r73s/vPdZrwVwhrQwVhXrr+m+FNzu36JLa0f1vsuZ8YY6/1i3Y08l4gy5K8TITUo26TZhwC8AmCjEOIxg+OMB/AigFMAXAogm4juC2EoSwEMIaIBRBQH4FwAX4b4chhjrEcpr29HUUYi0hKsPTKzvXxXHf76wSrDJlL//npDyEv59AZ75M7J2jWOu43O260OMLXZ2GiVkStBXYLVHNFx3vljt89jSuZUm5U+98XFOPnpwOtX3/DeSvfX6kOc9PQiPPL95oDPtxi8R07V+uXvLdmDkXd977V81CnP6I/t503Vuo+vr2gMu+mav3Wcf95U5ZU13lwX3QA83GXNYuHVRTujUiERqnZ7955TmWbEGOtasc5s9wEwj4jWQAp4fxRCfA0ARDSHiAoBHAbgIgBHEdEq+b8TNMdJAnC2EGK7EMIFaTkun7/QiOg9AL8DGEZEZUR0OQAIIRwAroc073sjgA+FEOu74gUzxlh3cLkEKhpsKMpMRGqCBS0djm7tjByMH9ZX4bOV5dhV1+azzeUSqG/r3C8b7CjLFGWnxMV4JB7+ysj9dWwOhRLQd0XXbOWQ2tLYzXKpvMPpvyx7i6oMXJ2NDnadbKMbEupjfbd+LwD/Qa8/q/Y0YPaTi/DcAt+5zJG67PVluPAVT6nzhlpP4PfET7GZd/tGEDfaSm79Jurn/dfXGzBvc2QduTdXxehGGmOsx4l1N/I1kBqe6W1TAuoKBOitIYT4VfO9HcBLOvud5+cYcwDMCTBkxhjrFWpaOtDpdKE4IxE2uwtCAK2dDqQmRH++bCieX7AdNrsTN80aigp52aCNlU0YkJPstV+zzQGXkNbc3d+U1kjBdqC5yz+s34uBuSkYnJdiuI/d6YLTJSLOFnuVkfs0SIvo0LrniDYl1tWbAw0ANocLKUG+EL1xBupQbnRDQu9Y4d5rUFYXeOT7zXjk+80ofWh2mEcKjbrbNwtsW3UL9tRx1pgxJol1ZpsxxlgXKJNLBJXMNgA09YB521+trsCnK6S5oxXyGPXKqevk+b37Y7CtlBF3BCgbvfKt5Zj12AK/+xz/xC8Yfud3YY1DHR96l5EH1yDN4XThke83obEtuCkK7sx2mOGmv8oMJRBeuKUGDW2ekuV4i/Rnjnqu9LryRr9lwkKnc1SgZlLqzLY6i67XbM3uFNi+L/QertobCW2dDuwMM0seSHet2b0/qm4ObskyxtiBgYNtxhjbDylZsMKMRHc2u7kHzNuubLShvKEdDqcLle5g23d5IaWZ1v5YRq5k9KNx82NbdXQW3vAKtjXxodmg+dePG6rwzLzt+Pc3G0I6R7iBnL9O00qs+/pvpbjqLU9zMSXjb+uUAuDdtW048alFuO/rjQHHqRYoJ69ezmzwP7/VPZYSxN/5+TrMfHQBalsiC8qmPDAXM/47P6JjGPm9Yv/7uWOMsVjgYJsxxvZDSvObogxPZjvWHcltdifqWjvhdAnsqW9HlZwB0stsN7gz27FZHqsrKcs6NbXH/uaHwuGvjNwgOrbLz7EF2dgp0jJyf8tXqUu8d6t6ACTKwXZzh/ReVzVLNzo2aK45h9c6477H18t2B0PvaXubpDFEeiOpKytVqtqiX/Lf03pGdJWecFOTMdZzcLDNGGP7ofL6dqQlWJCaYHXPDY71H4F75YwuACwtrYPTJdA3KxHlDe3uNZgVda3S911VRl7R0I6fN3XdUjsrd9dj3L9+0O3CrAR2sb75oebyU0YeaOkvAaC6yRawu3GkayBf8/YKw23qISbFeeavK03olNJe5cZAgtX7z5+qJk+WWa/0+5u1lSi59RuU1fs28wOMy8zVpd8dmrWzwy2n763mGnRY399oP2fG2IGNg23GGNsPlTe0oygzCYCnxLWpPbbBXUWjJxhT1kM+algeAGDzXu9Scndmu9MRdlbRSLPNjkMf+hmXvb4s4LFX72nAd+sqQz7Hc/O3o6HNjiU7a322OeTloMJdjm1deSP+/MaysOb9GvHKbAc5Z1tt8gNzcdhDP/vdR8mY+2s05s/vO3zfS4W6QVlSnKeku096AgCgVJ7bbJPXtU6weAJy7TWgF2x/uUpam3xtWaPu+Y2uIvWhluysM9jrwHDFm8tiPQTGGOt2HGwzxth+SFljG4CqjDy2me3KBk9me7EcOB01Ih+Abym5khF2CU+AFC0vLNjh/jpQFuqUZ37F1X4yqkYs8jxnvRWnOuUHw12ObdG2Gvy0sQr/+zG8LtF6Z3S6jJt6GS1rpTyq9AcIxCm/7uomG36Ql8HSKqtvC6uaQR2/J6o6s+elScH2vV9twO7aNlVm24x9zR3YWNnkc3NBr9w9Xs6E2wwaq0X7hhBjjLH9AwfbjDG2nxFCoLyhHcWZUrCdJjdIi3SO54rd9fjHR6vDnntZ2eiZR66UHI/vl4GMJKt7PWRFvarDdbSbpKlLgYM9dqjBlJJpVc8FViiZbSGAFoN5yP7OpwSDnRGWq77zxy6s2F0vjzP8dbZX7WkI6nzyy8amvc248q3lutfR4Q/Pw3kvLQ7qeGrqbPmS0jrM21yNzXubvUr1f9m2z31zJc5iwtH/W4Djn/jFp7xd762fs1a6OWB04yeYzLbvmH0f+3VbjeH+B3I8XxNGM7nlu+q7YCSMMRYaDrYZY2w/09rpREuHAwVyCW2C1Yw4syniOcLzN1Xjo+VlYR+nstGGrOQ4DM2X1o1OibcgLcGKwvREVKnmcwNAvWquczTmbd/26Rq89XspAHjND28LsgFbc4hjsJiUzLZvhKReGsqoSZq/ZmJKkK3eJZwbIHvq2nH6s7/5PF+bjTfMbIdYDe7U3HjQNmJTrClrhBACK3cHHyxpbwi8s3gXjn18Ib5aXeG1j3CXsgMN8g0do8x2e6fvtWHUDC6YOdvBuODlP0La/0BR2+Lb+yCQM577rQtGwhhjoeFgmzHG9jNKMJkhN0YDpFLycOcIKxrk44Z7nMpGGwrSEtAvS5pLrsynzU2Nxz5N5qpetVZyNDLbc9buxQfL9gDwzvAHe+xQ/9hXmorpNQWzu4S7iZdRGbv2eR0OJz5eXgYhBOxyNGxXRcWdevXqBvSy5n4z2wEapAVLO0R/NxQ+WlaG0579Dd+t0y8319KOUO/YBE8GWt2cTBv0K9/rLWlm/E7ov5ZbPl4Tdrm/ouTWbzDqrvDWUt9f8LrfjLHeioNtxhjbzyhzs5X1tQEgLdEacWa70SDYdrlEUPPBKxraUZiRgH7ZyQCkNcABKdiubvINtlPjpbnmkWa27U4XGtvt2FDRhGabHU3tdvc89lY/y0mp1bWGVsaqZLaVknHteJR5xUYBpzbg/d+PW3HzR6vx44Yqd5CtLiO3BxFs76ptNSw9d/ptkKZ/vFC7aftktv0E2xv3SnP4jbp/a2nvB+gdWh2wqb92aj4j5WZEZYDu6ur9Kxpsuts27W3GE3O36m4LJYBs7XSGmCPfv+yqDe46YIyxnoaDbcYY288oQbUSUCpfR9ogzR1sa7qaf7hsDw5/eF7A9ZYrG23ok56I/nJmuzBDymznpcajpqXDq5S5vs2OInnOebABsRElS+4SwMrdDWiy2VGYLh87yEC+JsTMtlJ63a7znjicAolyZtsoSNZmtqtUazPb5eBQnc3WC6JX72lAtfw8m92JaY/Mx98/Wq17PqefzLZR93C9h/3PNdd8r+0CrhqD8r7EWTx/pozokwYAmDow2/Ac7mPpjINAuglo7XutjDPY4PblX3biL++tDHLv8B0o61Qzxtj+hINtxhjbz3gy29pgOzqZbW3QvrGyCY3tdp/stFpbpwON7Xb0yUhAv2yljNyT2Xa4hLtMXQiBhrZO9JWD8pYg51UbUa91vay0Do3tdvd89tYAx1Yy1HrrZfvjDrZ1bhSoM9t6mW/AN7BSgkcTkTvI7lB1xrZrjvPt2kqc8syvOOHJX+B0CdTK41fPYVa8uHC7pozce7u/DLSWUTn7vuYONLR7v4fajLJ6DHaH9LXV7PtnSlqixecxLd0ycnVm2+u83mNW3utgG5L94qepWTRFuk45Y4yx7sfBNmOM7Wc8mW3VnO14q2EzrmA1till5N4BZLlcQru3Sb+UFpCy2oA0T3tATjJOHluImSOkNbZzU+MBSAEZ4MneKt3UIy0jr5Oz0iYC/thZB5vd5c6qB8qaKxno2hC7ISuBWptOky2Hy5PZ1utWruyjpnxLBNgdvmXk2sz2Ne9Iy5XVtHTini/X+10D+4mftnoFp58sL9OcO/ggz6hb96T7f8Jrv5Z6PbauotHrs1WfR29eutJYTv3WVDXZUHLrN1ixu8Hr2PrBNuk2LFMCe/Vz7U5X0K9bWx7fVbrrPD0RT9lmjPVWHGwzxlg32VDRhL9+sMorI9kVlGA4TZXZTkuMXmZbG7QrS3r5DbYblGA7EVazCU+eNx6jCtMBAHmpUuBb3Szto3SJ7pspZbYjDbZr5KzuoNwU93reBWnBBfJKhrk2xMy2Evxqy8hdLgGnSyDBqpSRh5bZJiLdOdv+GqS9tXiX37ESkVdJt3Z/beDa2GZHQ5v++9ERYCqB2kWvLPEqv1bfYPh0ZTkA4K4v1rtfr7JdXaqurNe+u857Tq9+GbnHR6obCtqfRyGAIf/8Fr9s9c1Y65XUB5P5v+3TNT6PhbqUl9G88APB7/LnzBhjvQ0H24wx1k1eWbQTn60s97uWbjToNUhLTbBGNGdbCKEqI/cOUCvkRlLVfjPb0j5KB3I1bWZbKdlW5mxH2o28Ts5KjypMc9+I6CNntvUyzwohBGxyQBtqN3Il+NUuH2WXs5NKN3KjMnLftZ/lYBueAN1fZjsUBN+S7jZVxl8bTI791w8Y968fdYNMo+7qRlaolvfSjkGh3LCw62S2lXJ8rVAqrrVjNlqSTMvpEhBCIJiE83tL9gQ/IANGjdYOBK8s2hnrITDGWFg42GaMsW7Q6XDhhw3SMkbBLmcUrmabAxYTIcHq+RWfmmBBa6fTa43nULR1Ot0BoLobeXunE/VyJnpvo3GwrQTqmclxPtu0wbbS0CwnJR4JVpM7IG7tcBhmVP2pa+0EETBcbrAFALkp8bCayW8gb3cKd0AZ6pxtJfjVBvNKcJ1gkTPbBpGaNpBVdvOes23cjdxsIuSk+L7XgE5GlXyDe3X3Z6Nyar3HQ51XrJ6TbVRS3yGXpivvnfq8CQbBtt6NAJPBXzzazHaw5eODbp+Da99ZEXRwrnXkI/PCeh5jjLHeg4NtxhjrBou27UOzzYHC9AT8tLE67KA3GC02B1ITLF4lr2lyljvcLHGDqnRcnSGvaPQsj+SvjFzJ8OplIlPiLUiKM6NaE2xnJlmREm9xj/ner9bj0teXhjz22tZOZCbFoUheagyQyuqT4y1o07wfLpcng29TBWFKiXuwAgXbiQEy29pgUZlrbDYhYBm5ENJNgniLQSCqExxq5wOrx21UJq33eCjN1AAgzmxCuVwZ8ZlcOq6ldLlXgnGvzHacUWbbdxw/bazGxspmn8c7NPPMA3X9tjtd7jF9u25vyK9ZEWaMzhhjrBfhYJuxCNidLny6ogynPvMrnpu/PdbDYVGweW8zLn51iTvgipav11QiLcGCW44bjrrWTizbVR/4SWFqttm9SsgBT2fycOdtK83RAO+lv5S52HFmk/9u5HYnrGbS7S4NSNltd2a7VTpXVnIckuMt7nnVlY02bKxs8ru8lJ661k5kJcd5lbCnJViRHGfx6XT+n+83Y+y9P6Clw+EOqEwE942AYClZ5yab3bvxlxwwJrjX2TbIbGuXxRKe/yvBdocqwLZ7Zbnl7LlV/73WBocEQBvzq8vfjWLJv33ou4yY+tg7a1qxaa//z6u8oR2HPfQzftteg/u+2ai7T4fDKa/lLl0H6uNZtAtsy9aVN/o89s2aSrz+W6nP4zZNZjtQ8Hzmc79h+J3fub8PpYEcY4yxA0vg9TMYYz6abXa8v2QPXv11JyobbUi0mrFpbxPOOLjI3eyJ9T5CCNz95Tos3lGH5bvqcNTw/Kgct8PhxI/rq3Dc6AIcPTIfcRYTvl+/F1OCWC84HM02B1LivX+9K8F3U5jzttU3H9THUOZrjy5KC5jZNppfC0hl3eoychN5AmIl2G7vdMJmd2Ffcwfy0oL/OauVg+0CdbCdaEVyvNlrbjIAvPV7KQCgrcPh7qzdPzsZO2taYbM7DcuWtZSs85KddWhtMuGoGdLjSqCcFOe/QZpPZlsO6Bwu4e6erc5sqwNvhyag19KWeptM5BP0qxu7hZK5Ve8747/zAQCb7zsu4POWlxrffLLZXdjbZHPfwFAHt0YjCyXZrP0MAj13dZl3IM/BNmOMMSOc2WYsBFVNNjz07SYc+tDPuH/ORvTPTsJrf5qEb244HJ0OF15csCPWQ2QRmLuxGot31AEANu31LTcN1y9batDc4cDsg/ogOd6CI4fk4If1VSFnaIPVLJeRq6VFmtmWg+38tHivY1Q0toMIOKg4A1VNNsPX1N7pNCz5BaTMtlKqXd/WiYykOJhM5FVGrpQ279J0ng6krrUT2clxXjfC0hKsSIqz+JTVt8rnsNld7oxnf3ld8H0hZLfVwe/6WhcWba2BEMJTRi4HwuUN7brd6X2DbeVxl27nca/MtsP7HP72BaTMtracPdxgWy/wDKZ5W4OfShKb3ek1Z97lkm5gvfbrzrBLuNW0893/8bFvxl6xfV+Lz2NdOCOEMcZYL8eZ7S7WbndifUWj4dws9ePq9T+9H1fvr39H3/NwMMfwfL2twYkJNrt7PifTt7WqGS8u3IHPV5XD6RI4fkwfXHXkQBxUnOHe59TxRXj7j124ctpAzm73QnanCw98uxEDc5PR1uHEligG29+srUR6ohWHDc4BABwzqgA/bazGuvImjClOj9p5FE02O4rlZbMUaYlyZjvM8vjGdinY6ZuZhH2qNacrGtqRmxKPvllJ6HC40NhuR0aSb2OudrsTSXHG/+Tkpca7u7TXt9mRkSSNNznejBq5E7gSAO6qbcOkkiyfY8zfXI3+2ckYkJPs9bhSRh5nMSEnJR5N7XYkWE1IUZWoa9kcTncpdf8s6b2sarKhb1aS7v5a2gDzwlf+wJPnjcfoQqlJm3Lj4aFvN2HV7gY8f9HBXvv7NEiTf3HbncInOAS852wrpdJGmW1t920i8gmS2zv1178OJNwO5Q1t/oJtzZxqIfD0z9vw1M/bgh6XP9oxl9W3G+wJvPm77zJqynJyjDHGmBYH211sW3ULZj+5KNbD8Ou+xT9gQE4yRhWmYXRROsYUpWNUYZruH8wHEiEEluysw4sLd2DupmokWE04b3I//PnwgeiX7fsH9w1HDcEXqyrwwoIduPPEkTEYMYvE+0v3YMe+Vrx08US8+8euqGW2bXYnftpQhRPG9HHPV541Ih8mAr5fv7dLgu1mm8NrjW0gCnO25SC9b1YSdtS0uh+vbLShT0Yi8tOkjuJ7m2y6vzvaOv2XYOemxqPJJs2TrpcbmgFAcrzF3RlbKfneXduqe4y/fbgax44qwIOnj3E/1myzo76t093xXJq3LUBEciCvn6222Z3uOdv9s6XgvcrPnHStTp1s9ftLduOek0cB8M46f7fetzu9b7DteVwvU3z9uytx4kGFAID//bQFgPGcbW0mneBbWt4eRIM0PXrN14LJbGvL+dXu+nId/n70MADSHG0hQqsyCMSolJ8xxhiLFAfbXax/VhKekjMW6jYu6i7B3o8bfA2vb3y+DOp4qi3K40tWrII1pz/WlTdh1Z4GfL2m0r1P36xEjC5Mx+gi+b/CNGSnxBu80v2H0yXw/fq9eGHhDqze04Cs5Dj8ddZQXDS1P7J0li1SlOQk49RxRXh78S5cxdntXqXZZsfjP27BIQOyMGtEHpbtqsOibTWwO12GDb2C9ctWqYT8hIP6uB/LSo7D5AFZ+H79Xtx87LBIh+9DapCmP2c73LW2G9vtMJsIBekJaGq3QwgpYC1vaMfwglQUyHOoq5o6MLzA9/ntdod7nrIe9fJf9W12d+fwYMvIlXXAta9vwZZ9EAI4dJBUVdA3K9EdbCZrysjVQaVURi4FiSU50s01f3PStTqdLhRnJnplSbdUNbsDT38l9YDOOtuqx/Uy23rig85s+wbU7apssl7ZuhG9wHxDReDML+n3OQMA7NjXin99vR6ANNfdJfRvOIQr2PeTMcYYCxUH210sLdGKY0fp/OXZQ9jLLJg+fYj7+/rWTqyvaMLa8kasq2jEuvJGfKtaE7gwPQGj5Oz36CIpE76/BJU2uxMfLS/Dy7/swK7aNvTPTsK/Tx2NMycUB/zDWPGXowbj81XlnN2OAZdLYE99mzsLGYrnF2xHbWsnXps9AkSE4QWpsDsFSmtaMSQ/NaJxfbOmAhlJVhw6yLsZ2rGjCnDvVxuwfV8LBuWmRHQONSEEWjocht3ImyLIbKclWJCeaIXDJWCzu5BgNaGywYYZw/KQrwTbBmttt3f6LyMvSJeC671NNtS3drrLrdXdyJVsq3oNaPfx7U44XcKnLPzHDVXISo7Dwf0zAQC3nzDCHWAnx1u8lrhSZ7ltdk8ZeX5aAuIsJlSHEmw7XJg+NA8ZSVa8sHCHfEyXO4g2yjortKXb7gZpThfsTgETeTfySpUb4qmnGiUYLP2lXeoK0Am2VZlm7Rxvf/SC7T+/uSzo5xtRKjKS4ixwCeE1Jz5SXbkMH2OMsQMbB9vMS2ZyHA4fkoPDh+S4H2tst2N9RSPWlzdhXUUj1pY34qeNVe6533mp8VLpuSoIL0hL8Mq292R1rZ148/dSvPn7LtS1dmJs3wzcetxwHDOqAGaDZWWMlOQk47Txcnb7yIEhdUxmkfnX1xvw+m+luPmYobhuxuCgr7/Kxna8/MtOnDKu0D0Hf6gcYG/a2xxRsG2zO/HjhiqcNLbQJ0OuBNvfr9+La6cPDvscWq2dTrgEfDLbVrMJiVZzBJltBzKS4lRBux02uwntdicKMxKRpyoj19PW6fRbGVModwqvaGhHfVunu4okOc6M1k4nOhxOd6C6WyezrQRjraqlvOxOF+Ztqsaxqp9l9Vz2pHizV2a7UnWjwGZ3ujPgiVYz8tPiQ8psdzhciLOYvD6H1k6HO4vqrzM74NuwTAm+nS6BTqcLyfEWrykBynujLomONwjotUtdAQSHS+CQAVmYNiwX//lus1eDtGAy2/ecNBL3fLXBvUZ1tANYJRsvZbb1bxiEq5PLyBljjHURDrZZQOmJVhw6KMddhgkALR0ObKhowrpyKfu9rqIR8zZXuzMtOSlxGFUoBd7SHPB0FGcm9qgAfFdtK17+ZSc+Wr4HNrsLM4fn4cojB2LygKyIxnn9jMH4bGU5nl+wA3edxNnt7vDL1n14/bdS9M1KxH9/2ILyBhv+fcooWIIoAf/v91sgANx8jKece1BuCswmwpaqyOZtL9iyD62dTsxWlZArCjMScVBxOr5fXxXVYFsJprWZbekxS9hzthvaOpGWaHU3U2xqt7uDsML0BMRbzMhKjkOVQUBqszv9lpH3kcvGt1e3oMPhcs/7TpGDVaVJmrIet3YtceV1q4PnteWNaLI5MGN4nu45U+Is6HS43NMFdqnmgtscLndmO8FqRnZyvFdH7EA65WBbaUwHSM0pW+T3P9FPlh/wzWwrK3MpZeQpmmDb6Q62PUFosJntmpYO1LR04PDBObh2+mC8umin15rWdqfAhH4ZWLG7wXC8Vov0s+YUAi6XwOB/fuv39YVKeX2JcWYIIXQ7uIeLM9uMMca6CgfbLCwp8RZMHpCFyQM8HYHbO53YUNmE9RWNWFvWiHUVTXhhwQ53xiUjyaqaAy4F4f2ykro9AF+9pwEvLtyBb9dVwmIy4dTxhbjiiIERlwsrlOz2O3/swtXTOLvd1Rrb7PjHR2swOC8FX11/OJ6Ztw1Pz9uGqiYbnj5/vN/S5XXljfh0ZRmuPHKgV5fpBKsZJdlJETdJe/eP3chLjcdUg/W0jxiSg+cX7HAHZtGgBEnazLbyWLjBdlO7HelemW2HO/gslAPlvNR4w2C7LcA62ynxUon6enl+b6bcjVwJqJXjDstPxb7mDuypa8fIQk8gq5THt6rKn1fvaQAATOiXqX9O+bW02BzYuLcJf/1glXubukFaotWMtEQrGttCD7a1n4PSaC5gZtugG7nD6YLd4fLpH2GXo3H1XObEuOAapCmU7H//7GT3EldKpnzmiHx8eu1hKLn1G93nKpUbDpfQrTyIlniLCXanCOnGRyDa95oxxhiLFg62w0BEIwHcA6AWwFwhxMexHVHPkBhnxsH9M91zIwHpD9bNe5vd87/XlTfh1UU73Rmx1AQLRhWmyeXn0n8DspNhCrF8OxCXS2D+lmq8sGAH/thZh9QEC66aNgiXHlrSJcHwX46SstvPLdiOu08aFfXjM487v1iHmpYOvHTxRCTGmXHzscPQJyMBd36+Due+uBivXDLJ3XxL0eFwYu7Gajzx01ZkJFp1M8vDC9KwrqIx7HFtq27Ggi37cPMxQw0z7IPzUuB0Ceyua8XgvOjc7PFktn1/vaclWtEUQYO0ftnJniXEbHaU10tBlRJsF6QnGJZaB1pnWzmOO9iWg0klk67Mly7JScKibfBafgxQl5F7B9v5afEoSNf/GVcC+SabHfM374PFbMJ7V0zBGc/9Js3ZljPACVYz0hOthl3QtVwuAYdLIM5s8llWUQm2A91ccWkbpMnfSplt4ROsCyE9J6jMtsEcbIv8e3dYQSq+Wl0BIYT7d7XV7P93cpx8jbtcAtP/O99wv3iLyev8ytzzOWt9O7LrjtFsQofDYdhFPhzcII0xxlhX6fHBNhElAFgIIB7SeD8WQtwd5rFeBXAigGohxGjNtuMAPAHADOBlIcRDfg51PICnhBC/ENGXADjYNpBgNWNs3wyM7ZvhfqzT4cKWqmZ3+fna8ia88fsud0YmOc6MUYXpGFWUhtGF6RhTnI6BOclBlQRrdTpc+GJVOV76ZQe2VLWgT3oC7pg9AudO7oeU+K67/PtnJ+P08UV494/duGbaIM5uA1hT1oBr3l6B1y+dFLUqgq9WV+DL1RX429FDvZbQuuCQ/ihIS8D1767E6c/9ijcunYyBuSnYtLcJHy4tw2cry1DfZkef9AQ8dMZBSE/0LbkeVpCKOesq0dbp8JsdN/Lar6WIt0jLxRlRGqNtq45esN3kzmzrlZFb3cFeqBrb7UhPtLiXFGu2ObCzphUp8RbkpEiBcUFaAtaWNbo7lau12/1ntgGgKCPBvWaxsvSXctNAWXarf5bUAE+79JNeGfmaskaMlefh61G/li1VzRiUm4JhBdLnoM5sx1tMSE+0eDWX21XbatiMTwlQ460mn89Bef8DBa/abKtDzlzbnS50Ol1eJflKAGt3ubwCWaOl1rTrViuUm5x90hLQbHNIgb18vLgAv3+VzHagZcK0wbbFZAqp23mc2YRmEd3luqLZ2ZwxxhhT6/HBNoAOAEcJIVqIyApgERF9K4RYrOxARHkA2oUQzarHBgshtmmO9TqApwG8qX6QiMwAngFwNIAyAEvlINoM4EHNMS4D8BaAu4noZAD69aEKhw2o3uj5Pm+E9P+mSsDW4L0vmYBced5oYznQoVkuxWQBcuTO4Q27gU5NlsUcB2QPkr6uLwXs7d7bLfFA1kDp67odgKMDSa27PeOzJgKZJdLXtdsBp6ZMLy4ZyJADh5qtgEtTjhqfBqQXSV/v2wwIzR8wCRlAWh/EWUwYba3A6BIAJRYAWbA7M1DaHo9VdfHYUF6P+t3rsWxJCxbJfwTFWwi5+UXo27c/xvRJwoSkWvTLTvJuOpWcByRnA44OtFRuwTdrK/HZijLUttoxMCcJN5w2HsdOHAmrqwOo3wofqX2AxAzpfW3Y7bs9vRiITwU6moHGMt/tGf2k96i9AWiuxF/HOrF21W58/N2PUuY0s0R6j9vqgJYq3+dnDZQ+o9ZaoLXad3v2YMBsBVr2AW01vttzhgImM9BcBbTX+W6P8bX32q9NKG9ox8tf/oyHTxnqvT2Eay+xrQyo3oia5g689tlynNQnEddOUN3MkK+9mdnAZ2dl4c7P1+GqZ6uRlF2M1WWNGGEuwxmDcnDs6AJM6JcJs6keaCYgNR9wOYEaaY3iCQk1GIwy7N60AsMHDgBScgGnHajV/lqB17WHuh1ostmxesViXDUiH9ltOwBTPpCUJb0v9aXupw0SDgyhMpRVFgKjC6Jz7VVvxBAqQ07bdqBaDgbla69fgg2le3cA1Vnezw9w7bkyB6Gx3Y5CSwsyW7ZjCJWBqhPQUVmDaZkOkHABZMakXDuWt+3Ark3LUaIKRDuzhsHhEsgVdd6/DwGva294UjN2kfT6Cjp2ANVVyO2Qsud7m2wowj6MsKRhCJXBsdcKVDe7r71mmwPFVI1ERycclevRbnfBXLsZR4xUXWvy7z1Fnq0BxVSNJpsdW6tacHxhKxLqNmMIlSGpwQyyOzHAUguTiZCWYEVW+y6Iqg2Yt7kaD367GQ+fMQYThvT3+b1nt0mfa157HDJVgeQQKkNcncAQKkdy41YMoTI0iBTsQ4bXtQcAifU1GEJlqBNS8O9y2DGEylCzowVDqAGHpjnQQHtRI9LgtGRBODrgqtoI0dyBIfJ7mN8Rj3S0oBEpiEcn+pH02Sbbzcgk6UZClchEE5KRCBv62kuB6mTkd+zBECqDvXID7AnSahqJaHdfW2plIgftSECSqwVDqAyJDale++wWeehAHNLRgjxqQJbFijry3PDZa+qDTqcZmWhCDvkuEbZTFMABC7LRiCxqRj9nK6r21iMbQDYB20UhXDAhFw3IoBaf528VxdJnjXqkk/fvLRcI20UROhwuFKAWqeT9e8sJE3YIae3yIuxDEnnf4LHDjFIh9WMopmokwvv3Vges2C3yAQD9qArx8L7R1Y44lAmpn0AJVcIK7/L+NhGPcuQCAAZSBczw/je1WSRir/wnyCAqhwneNyAaRTKqIVWaaT83AO5rzwQXBlGFz/Y6kYpapMMCBwaQb+VBjUhDPdIQBzv6k++/adUiw+faU1Nfe8Xk+29ahchGKxKRjHYUUq3PduXaS0Mr8qneZ7v22tPaJfLRCWvQ155WNK49AHzt8bXns52vPd9rb6fouSs7BUJC9J65SkSUBGARgGuEEH+oHj8LwNUAThBCdBDRFQBOF0Icr3OMEgBfqzPbRDQVwD1CiGPl728DACGENtDWHssM4FMhxClG+0wsNItlV6qW9blHLkv98gZgxRveO8elALeXS19/fDmwTpMwTykAbt4sff3uOcCW77y3Zw0Cblghff3abGDXIu/tfcYCVy2Uvn7hSKBytff2/ocDl8rz8Z6cANRt994+9Djg/A+kr/87DGjR/AIcfSZw5ivS1w8UAZ2aXwATLgFOflL6+p50+Jh6PXDs/VJA8WCxz+aPUi7Avc2nIKljH5YkXOezvXLyHXBMuQ7fzPsFV6892/f4Jz4OTLwUqFgJvDjdd/vpLwMHnQXs/AV440Tf7ee9Dww7Htj8LfDeub7bL/kaGHAEsOYj4NM/+26/cj5QOB5Y9hrw9U2+269fDuQMBn57CvjhDt/tf9sEpPUB5j0ILNApvLitTArIvv8n8PvTvttjeO058w/CyPLbkZZoxasdf8cYU6n380O49joeKEF8p+YftwDX3jfWY/BU8l9w9sS+uOyncfAR4NrDtFuBGbdJNyoeG+67/Zj7gEP/AtRsA54+2Hd7gGvv7aI7ceEVN3f5tffDmw/hmB06v9YCXHvN163FmEfX4pPhC3Bw6Qu+z5evvdav/g/Jy5/32dz4fzUYe+8P+G7gxxhe8an3RtW1t/XZczCk2vvaciTlY3Dd/3D6hCKcsPYmzDKv9H6+fO29uHA7DvrpAkwxeQfzLVmjkHLDb9I3Or/3FrtGoPK0j/HXD1ZjVeatyGj3vtmxAAdj2j0/44UF23Hqz0chX/uHU4Brr3HE+Ri7UvpMSxPO93lvXnKcgPsdF2LJzYcg7+lBPtsfd5yOm+57Dec/9hnebfqTz/b77Bfg88TTkdpainnxf/fZfpv9crznnInRtANfx/t+tjd0XocvXYdhimkD3o+7z2f7vhPfwKSPrXj7iDocvvR6n+3ndt6Bxa6RmDOjEiN/9z3/iR33YZ0YiPPMc/Gg9RWf7cc5H8MmewH+bP4Gd1jf8dk+2fYMqpGJmywf4ybLpz7bR9leQSsS8U/L27jCMsdne4ntXQDAA5aXcL5lnte2FpGA0R2v4qIp/TFx+T9wivk3r+1VIgOHdDwLAHjZ+ojPtbfDVYCjOh8DALwf92+fa2+tqwQndT4AAPgq7naf33uLXSNwbuedAICf4/6GgSbvf1N/co7Hn+3/AAD8EX+tz7X3hfNQ3GiXPpN18ZchhbyncLzrmIHbHVcA8H/tJaMd6xMu99n+uON0PO44E3mo1/039z77BXjZORsDqLJLrr3LO/+Oua6DMdO0HK/EPeqzXbn2Tjb9iifjnvHZHujam9HxKHaKPjG99gDgCevTfO1p8LXH1x7gfe0dYnsafzx0kc9r7UmIaLkQYqL28d6Q2VaC2uUABgN4Rh1oA4AQ4iMiGgDgAyL6CFL2+egQTlEEYI/q+zIAh/gZTwmA2wEkA3jEYJ+TAJw0oqQAOOtZ3x0O/hMwaIb3YybVx3HI1cAIzR/dFlX27rCbgLGaP7rjVEH99Ft9s58JqgB31j2ArRHr12/AqFFyx+wkT7dxHP+wb7CcorqrdNLjUtZeLU0VpJz2vG/mO6O/5+uzXoePbHnerCVBd/tZucNxRs5w7KqqwdKV/8OeujbsqWvD7ro2tHc6semXDOxYOA9pJhusJffg6BF56KdqeoU+46T/Z5bon79I/vnIHa6/XXl+n3H623PlIKzfFPf2fc2duPer9ThyaC7OVjK3A6frPz9VuhOIocdJmUytxAzp/6NOBfJ0Aj7l+hh7LlDs87PuEYNrb+4OGzp2ufD8hQfjlbcvQZ+EDvzj2OFwT80P4drbMvRa1Jkz8MHSPThnUl9MG5ob8NqbndEfs4smSN9kvg4fOteeUwB/+2AVDh+Sg7NGzZK2J2bof3b58r271Hw4zngNd3+xHvlpCbhhpnxcP9fe4z9txXrbIFwIROXa+2HUw/h8ZTkeO3ucZy1n+dpr73sErt3UivtPG+0u01bGDcDw2msUcul2v+MhJk7FDe+vxBFDcjF/czVmH1SI2fL1kTzpQjy8JQNEhFuO9XR3V7p6l5acjeGHnex9cNW1Vzn8EvyvTMpEP3XeeJhNhBa7CXhfapD2vOMkDDv2Srz8yw70y07G5YeVuK+9FpsDjzvOQBaacN+po7GtugWv/1aKOw+fCvfVKf/eU9S0dOLxL3ZjyK4GAMC2CXdgYmEc/vbhakwdlI22TgcWV1sxDdKqDLfbL8cjpw7DnLV78dv2Gpx/SD8cPmGc57XI1151cwfu+XI9LprSH5MnTMDM2n049bAxuPaDGzCmOANryxrwr1NG464v1mGnnCH493c74Oy8AVdNG4SxxelYuqsery3aia2iGDcBqHMl4drOGwAAGUlxuOrIgXj4u03YJPoh3mJCtchA88kvo66lEw9/twkAcOnhA7DoF2lou0We+/mANL9+QHYy7B0lwB5gq6sIL+bfhSuPHIhfttbgvSW7cf9pY9CaMxrAZrRmjQbOeh3XvrPC6+Pb6pIyJG0Fk72Or9gtZzAWuUbj2s4bpHn9qiXWqkjKfv3sGo+KTilTZjGb3B3CGyFde984p2CLqxjj+2VgpaoregekMv1PnUdgpcu4q/97zplY5Brj9ZgTUpl9h8OJ1x3H4nun9+9N5dgA8LzjJHzqPMJrexs8vxeVa0+tCZ7qjocd5yEN3hmmOqS5v/6X42Ikwfvf1GqR4f76dvvlPhmiSuEprPu7/RqYNRmiPcLThV/vs1GuvQ5Ydbcr2bFGJOtu3yT6ucept32tGADA99pTrJI/r62uIv3nuwa6/687PvnaW+YaFtS1p6W8v+prT0177WlF49oDwNceX3s+2/nak6ivvQakoLfqFcG2EMIJYBwRZQD4jIhGCyHWafb5DxG9D+A5AIOEEL51FdEbTymAKwPs8xWAryZOnHgFRp3mu0PRBOk/I30nAZhkvL3/VP+DHHCE/+2DjgIA7NuXCYya7rt9SIB7FcN8iga8jTjJ/3a990RhthpuNwEY0CcXA/pc5n53hBDYU9eOdRWNKK9vx3GjC7w6S/tIzPR//pRc/9vT+vjfntFX+g9ALoCkstW4Y1UFptkTkZ8IIGuA9J+RnCGekm09eSM8JeF6CsZI/xnp5mtPCIHHfvwFY4pMOLh/JnYdfzb+9uFqjHCOx8ljC32fH+DaW584Efcs7sDkweNw5KmTAG03+yhde2YAO+fnorbTirOU99ua6P/58an41jUF77TE49UzJwLD872361x7NVvX4o9VUjMqisK1tzptOr7HDsSPPd7nvUkvHII5rgZcnjcVB/fP8n2+wbXXUC4HqHkjQKML8Ft8CirakrHcVY/jR4yX3jcAKBiDpHEJePTHLfhTv5nIS5X+UW6vkf6xbc8dA4zSuZEkSxo4BXNcAmkJFpjHHAsASLA7AXyHqqYObBPD4Rw+HRvWrcZmEC4f5bkWm2wOLHZJNw7/2v9IbHbWYo5rPe4dMtNzAvn3nsLS1onFn/2I5t1SpUTmuNlAbgoWWlOQkFqA2pYOlCZKZexpiVbMdR2Mqr5HYNmO7ZjjqsD0ooOAvtLP+vZ9Leg/dDbWlDfi061lmONKxaUHTYW5OAsXjZyPkqJ0/MU1BTXmLCxx1eGu4TMx5zPPHw+dwoTvXVNwYuEEjB3VB2WdZZjjkrLwLpdAq8uKOa4pAIBhyaloHTwOc1wZAICBFhNakYj2ITOxr7bN/fip/Q/GnoXLpfcHKe7nA8CsgjzcdckkrPt4DbBnD2qRjp35Y4BRY1BlK8OcxavxfwOny/PWN8OZUgCMGo85Lu8u6G7pxV7H19oj8rFH5GNUYhrW1/uWTe4Qhe7SxWSLGa0u7z/et4pibEMxTGl9MMdV6fP8jaI/Nor+Po8r1oqBWCsG6m7rcLiwUgzBSmH8e3eZGA74KQRUrj0j2j94tea7xvndPtelUzGj8r3Lz+9swO9n44DF7/YOxPnd3opEv9u1155WLdL9bq9Gpt/tFchBhSvHcLty7RlRX3t6topid/CnJ5JrDwBfe3ztGW7na8//tddbRGetmW4ihGgAMA/AcdptRHQEgNEAPgMQagO1cgB9Vd8Xy4+xXoCI0C87CSeM6YMrNEs49QTXzxgCl0vgufnbA++8H1pd1ohNe5tx7mTpR+zUcUUY0ScNj3y/KeS1ch1OF15c04F4ixmPnHlQly8bNzQ/NeTlv179dScG5CRj+lD9tZ21BuakoMnmQG2UljJqtjmQEm/RfW+K5K7h5Q36HcONKE29MtzLcVmwTg7AB+Z6Nwk7epT0h8XcjZ55cm3yclyJVv/3d5Wu5pmqZa0SrGbEmU3upb+S4szutbbV1EuatXQ4VI3ijM+pNEncWiXdmy3OlM4fbzHDZneitcOJ5HgpC6A00Wtst7ubcykN1GpaOjDz0QX419cbcPqzv+HtxVIp+uBcTzCdJB+nSX4vLZoGaSb581J+JtQ9w5xCwO7w/MWTnmj1arCmdDZ3OIVXszGjBmmA1JgMAKwWz3GU5dbi5eN1Olzu8wbbIC2Q+CCWuFNeqXbJPIuJ3O9TNGnXHWeMMcaipccH20SUK2e0QUSJkMrDN2n2GQ/gRQCnALgUQDYR+U7CMLYUwBAiGkBEcQDOBfBlFIbPGPplJ+GMCcV4d8lur/LJA8UHS3cj0Wp2Z7FNJsLtJwzHnrp2vPX7rpCO9eTP27Cj0YX7Th2N/G7o8D68IBU1LR2oDXKZoRW767FydwMuPawk6OXrBuVJAdn26ugU4zTbHIYBZh85mK1oaNfdbkQJtpWAMy3R6u4oPSDHO9gelp+K4sxEzN3oaVqjlJEnBVj6Ky81HmYTeZe4A0hL9KwPnhhnRm6KXrDtKXNs7XCiyWZHnMXkP+A0m5AcZ0anU1q3Ol5eKivBakKH3YWWDgeS5YBcee1N7Xb3a2/t8ATbAPDZCu97tOqbBslyR3t3N3KT9z+/yjrada3SdqfLEwA6Xd5BdFqi1Wt1BiWAdbqEV2dtf6/dLAfr6uXBlPXIleC9w+FCp1N6jdYAQXKwwXYw68k75JsZhw/xzhiZiBDlVSEB6K87fugg/71PGWOMsWD0+GAbQB8A84hoDaSg+EchxNeafZIAnC2E2C6EcAG4GIDPX/FE9B6A3wEMI6IyIrocAIQQDgDXA/gewEYAHwoh1nfZK2IHnOtmDIbLJfD8ggMru93a4cCXqypw4kF9vJZAOmJILo4YkoOnft6GxrbglqKat6kaT/28FYcVWnCSXvl5F1CWgdpcFVx2+63fdyE1wYIzJhiXfWkNkjPDO2qCW8M5kGabXXfZL0DK5KYlWCIPtuXjF6Yn+CyLRkQYXZiOPXWec7TLGeBA62xbzCYUpCW4M6wK9etJirMgNzUeTTaHO7MMSDcZlGC+pcOBZpvDvbSXP8qx81RrsSdYlcy2w539Vl77W4t3oVReb1tZ07u2RapKaO5weB1HTVn2rKFNP7OtrOldL1c4qDPbLuFZgksZi8Xkm9m2O11eS2Jpz6FmlZ+vfCaHDMjCrJFSVUK8OtjWZLaNEstxluCi4HiDtb8VJgLs8o0GbRa7qzLba5VpEirmrojqGWOMHXB6fLAthFgjhBgvhDhICDFaCPEvnX1+FUKsVX1vF0K8pLPfeUKIPkIIqxCiWAjximrbHCHEUCHEICHE/V33itiB6EDNbn+1ugKtnU53CbnarccPR5PNjmcX6CylpbG7tg03vr8SIwrScMkogzmjXWCYvB74liBLyZftqsO0obnubGgwCtMTkWA1RS2z3eQnsw1IpdoVYZaRKwGncvwBmhJyRVqiBU2qTHObnNkOtM42ANx87FBceph3TwMlaI6zmGA2EXLlgLZGVXHQ3GFHQbpU7dDa4UBTu919U8Af5bXkqSolEqxmtMvBtvJZKsf6ZWsNtsmfVatcHq8eR5aczdb2IzCZCInyceMtJp8sf7VcJl/rDrY9wbVDk9mWysjVmW2z/BzvzLa/cNEsZ9aV7PfwAs8673GqMvLG9k75MeloZoNgN9ggOFAZudlEUBZJ0SbLTSbqkqkjNS2+UzgOpN/TjDHGuk6PD7YZ219cf9Rgee524OByf/H+0j0YkpfiLk9VG1WYjtPGF+G1X0tR7ifT2t7pxFVvLwcR4fkLD0acn2xdtOWmxiMzyRpUZrut04Gy+nYMzU8NuK+ayUQYkJOC7fuiV0buL6NblJEYcma7oc0Oq5ncAaISeA7M0e8OmpZgdc9NBjxzmwNltgHgtPHFOHJortdjSvZZOb8SbKtLyZttDvRRgu1Oh99yeq+xyjcQ8r0y2ybY7E40qzLbesdqk8vI61Tz7TftbcbRI/Pxv3PG+eyvzP8uSE/wCRqVOemezLYnQ+1yCdg1wbY686oEsFJQ7sn2ZyfrZ9kBuOd8KzdAHKrzKcF7h8OJHzZUwURAf3nddKPpEcHeYIoPcMNFHbTrZ7aDOk3Etkbp5hdjjLEDGwfbjHWTvllJOPPgYry3ZM8BkTXZtLcJq/Y04NzJ/QyzUX8/Rloe6tEfNutuF0Lgn5+txaa9TXj83HHol929ze+IKOgmaTv2tUIIYEhe6MtTDMxN7pYycgDok5GAisbQgu361k5kJMW5P0cl8NQ2R1OkJVrR2ul0L9/UFuScbSNpidL5lMAwN0UKqtUZyWabAwVp0px0qYzc//ugUF6LugdAgsUMm93lVUauF2S2dDqwcnc9vl/vvU6oNhhWKOfQ6zdQL5eXK4G7OvjtdLqg+hbpiRavBmnxVk+DtDflPghfXn+Y+6aEHmV8ynOdXsG2J7Pd1O7AsII05KRIx9LLbJc+NNtr7rc/2ikCWuryeG1lgrmLysh7shF90gLvxBhjrMfiYJuxbnTdjMFwiQMju/3+kj2IM5tw2vgiw32KMhJx6WEl+GxlOdZX+M6bfHvxLny6shw3zhyCGcOC6+4dbcMLUrFlbzOE8LP+BYAtcvZ7SH7owfag3BTsqWsLuTu7nkAZ3cKMRDS02d3zjYNR0djuzhoDnmzwwFyjzLbFPRbA0yAtmDJyPanx0vkS/WS2W2wO5KbGw0RyGbnN4Q7S/R5bDujy07znbDe22+ES3hnbx88ZhxPGeNZ8b+tw4LRnf8PiHXVexzR6nYPk96vAT3M/pfzepbretN2yM5LivBqkKfOp7S6Xew3qgvQEv/OOlTJ0pVGbOrhXN0gTQniVcxsd0xxkxYnRnHa946dormMTEUzd9FdLMFUR3WF8v4xYD4ExxlgEONhmrBsdKNltm92Jz1aW49jRBe45rEaunT4Y6YlWPPSt1yIDWL6rHv/6egNmDMvFDUf5WXe8iw0tSEVrpxNl9f6zwVurW2A1k7vcNhSDcpPhEsCu2rZwhwlAqgRo6fAfbCvLf1WGkN2ubLShMD3R/b3SZXuwQRY/TbVMFhB8gzQjStCsZMazU6TzK8G2ze5Ep9OF1AQLkuMtaO1wSpnt+MCZ7TSdOdvxVpN7HnZKvGfMp44vwqwRnjVTlW7kWglW/X9alWBbmfuuRwl61cFvu937PEWZiboN0lpUy5/Fm81e+2gp25Tg1iiz7RRCU9qtfzyjudxaeQFWEVAH29r7W5YumrOtdeyo/LCrMKKtTzesusAYY6zrcLDNWDdTstvP7sfZ7e/W7UVjux3nTvJtjKaVnmjF9TMG45etNVi4ZR8AKYi69p3l6JOeiMfPGR/0MlpdQWkctSXAvO2tVS0YkJMc9BJIakoQFmmTtLZOJ5wu4bd8ujDEtbaFEKhoaEefDM8f/aeOK8Qrl0x0B+5a7mWy5CxtW6cDZhMFXKvZiHvOtrxOt9VsQmq8BQ1y8y4lg56WYEFKvEVaZ7s9uDnbnsy2d4M0ZXkv7Vzk40YX4IQxBRiUm+xukKZllNnOSZVuEihl9XqUudkuVfBr0wTb/bOTdBuk1bdJ78fAnGSkJ1nlhmL651Ey0UrHcr3MtlK+rg62n7/oYP3jBfkzmpXk/+ab+jhFmd7Xl6kb5myXPjQbL1w00SfQj7aekjlnjDHWtTjYZqyb9c1KwlkTi/H+kj0hZRd7k/eX7ka/rCRMHRjcWrUXTe2P4sxEPPjtJnQ6XLj+3RVoaLPj+QsPRnqAOZ5dTWl4Fmje9rbqZgzJC605mkJZqzrYedtvLd6FxTtqfR5Xgs5AZeRA8GttN7U70Nbp9AqsUxOsmKnK8GqludekVsrIXUi0msPOSirZZ3VmPC3R6s6c/7a9BoCUcU+Ot6Cx3Y52u9M9Dn/c3cjVDdJU84+1wXZSnAXPXnAwRhWmG5biJxhkRQ/uLzUKnDYsV3c7APcSXw6vYNu7jDw3Jd4r6FSCY6W52o2zPJUgRhlnpXzck9n2nMPdIM3uhMslvM516KAcXDdjkO/xApSRZyRZ8eZlkwOu160E9gVpCRjXN8NrW1ct/RVN9548Kqi1xJttwU3jOGZUQeCdGGOM9VgcbDMWA9dOV+Zu73/rbu+sacXiHXU4Z1LfoDPS8RYz/nHsMGysbMJZz/+GP3bW4cHTx2BkYeybA6UmWFGUkeg3s22zO7Grrs2wrDqQ5HgL+qQnBJXZttmd+PdXG/Darzt9tjXLmWR/me18eV5zZZDBttJMrU+6fhZbj9LYSslst9sdYZeQA77dyAEpe97Ubse26hbc+slajOubgVkj8pEcb3FP0Qgme3jsqHxceeRAr3nU6jLwFIMu28nxZq8GbXefNNL9tVFme3hBGlbffYzPsmCKnJQ4dMrrZDv9lJETeZdTK2XfSpM1dWMxwznW8uMWnTJy78y28DmGXsAb6EZKYXoijhya617f24hyLm2gDSiZ7Z4dbM8+qI/f8v1QDSsI7wYeY4yxnoGDbcZiQMpu98X7S/aEvAxTT/f+0t0wmwhnHVwc0vNOOqgQY4rSsbqsERdP7Y/TJ4T2/K40rCAVm/1ktrfva5E6kYfRHE0xMDcZ24PIbK8tb0Sn06U7v7spiMy2xWxCflpC0GXkyvVZmBH83FFljrWy/Fd7pzPs5miA5/V4Z7alDPb8zdVotzvxzAUTkGA1IyXejEp3sB04sz04LxW3nzDC68aQeqxGS1olxUnl6gDw0OljvNYGT/DzWtXztX/62zR8du2h7u9zUuLdZeROnTLyyw4bgI+vnupzTG0ZufrzNwr83Et/xUn7Jsd5nqME7x12KdjWBtLBVChMLsny+t4d3AeYSqAE08pn/ZejBru3WfyUxUebK8wychNR0CX1wXr78kOiejzGGGPdh4NtxmLkuhmD9rvstt3pwifLy3DU8LyAjZC0TCbCf88ai2unD8Ids0cGfkI3Gpqfiu37WrzWOlbbJmekwy0jB6R52zuqWwJ2PV9aKnW+3l3X5rOvktn2t842IJWSB3uTp0IOXAsN5mfr0Wa22zqdETWcUsrBtZntxnY76lo7YTERCuVu6VnJ8e7mZoHeByMlOZ4md+oGaWrqIDxDMw852BsLg/NSMF61Bn2gYHtSSSYmaoJYwJOJV5YNSw0qsy0954jBOfi/44bj7pNGubcpQW2n0wWXy7cpWjCx5P/OHef9HHewHVxmW7lh8fdjhmGC3JE7Mc7iN7P9gsF88mB5VzGEF22biaKa2QaAQwb6fuaMMcZ6Bw62GYuR4kwpu/3B0v0nuz13YxVqWjqDaoymZ1hBKm45bnhQcx670/CCVNidAjsNMs9bq1pgNpF77nU4BuYko7nDgX0tHX73W15aD0AKYLX7euZs+8/oFmYkBr3WdkVDOywmcq+zHIykODPMJvLM2bY7/WZ7A1EytUmq7KsSbNe3dSIz2bMG+HhV+XEwmW09kwd4ghujzHayKvDP0PQVCPe15qZ6gm27U1VGLjdUM2q+p3SHVzLb6iXPjMr3lcy2yUS4Zvogr94IRFIzuw5H8GXk0vM8X2tvOCgxtjXA2l3KudTPt8jPSbSa/Ab6geaNB/LH7TPdX4eb2SZT8M3ighVsp3fGGGM9T8/6i5axA8x1MwZBYP/Jbr+3ZA8K0hIwbahxA6jeSJk3ua7cdy1wANha3YyS7KSIbhIMylM6khuXkrtcAst21buzuNpS8mAapAFSSXhlg82r47WRyob2gGs2axER0hIsnjnbkWa25aBZHYBJc7YdqGvt9OpwPUmV+Q2347O6M7lRsK2++aANtsOdn56TEge7U0AIAYeqYZnyuRo1F8uUX399q++cffUNCrVA2dd4iwmdcrCtDa7VT1VfF+pAWvvem4PMbHfKDeLU14vynESr2W9mmxBZUKr+rF1htiMXAvhLlJcqjNVqDKvvOiYm52WMsf0JB9uMxdD+lN0ub2jHwq37cPbE4oDzMnubofmpyEmJw7zN+3S3b61qiaiEHAAGyst/7agxbpK2fV8LGtvtOG1CEQC9YDtwgzRAalbV6XRhb5MNT87diqfmbjXct0Kzxnaw0uQGZkDkZeQZSVaYTeQV1KYnWtFud6KqqQOZyZ7HR/RJdZ/L33rWgSjLlCUbBKvj5dJmwBPsKhLCvOmi3FSwO4VXZluZpmC0dFqm/L40d0jvd5LqpoRRSbs5wM9onEVa/swpfOdoK98fMiALi/5vhvtxdSBtNZtQ+tBsXDilHwBPNjxQg7MOh++a7Mrvk8Q4/x3to5kADuZGlB6rmXDJoSUofWh29AbDGGOs19q//iJmrBe6bsZgCPT+dbc/XLoHAHDWxPBKyHsys4kwc3g+5m+udmfeFB0OJ0prWyNqjgYAfdISkGg1Y4ufRmxL5RLyU8YVwWwi7K71zoI32xwwkXeJsx5l/vW5Ly7GYz9uwaM/bsGCLfo3Eioa2kNqjqZIS7C6G7bZIi4jt+KDK6d4XVvKPO7S2lZkJXuCXYvZhAnyPOhI1jKe+/dpeOLccYYZffWUAW1QH25mW6mMsDtdcDhdyE6Og4mAzXIn/DiL/liUOeMtNgfizCavTKjRTY5AXcHjLSa8t2Q3Vu9pgFEyeny/TK8u9Xpl7kpwrbyPgTLGyhrkXpltd2m5xW8ZebhLy+kJt4zcqJKgV+LqdcYYixgH24zFWFFGIs7uAdntutZO/LypCo/+sBmXvLoEN72/Ep+vLHc3XfLH6RL4aNkeHD44B32zkrphtN1v1sh8NNscWLKzzuvxnTWtcAlgSH5kmW2TiXDIwCz8uKHKMKu2bFcdspPjMCQvBYUZCSjVyWynxFsCBh3Kmtl1rZ147OyxGJSbjH9+thZtnd5r/zpdAlVNNvQJoTmaQukWDkSe2QaAiSVZXg2slAC3oc3uk1k+cmgO0hOthst2BaNvVhJOGVdkuF39His3EpRAMNTO69nyzQIlWLU7XXC6BBLjzCjOTHIvO2c0Z1u5qdDa4US81Xsfo8A/0LSAeFV2XpuNVq5P7XD05kxrg+1A1dlKsK3+TC3upmkmv5nxUKqtZ4/p43e7UTNEfyK5uRNrRwzJifUQGGNsv9R7/2VgbD9y7YzB+HDZHjwzbxvuP21Ml5+vw+HEhoomrNrTgFV7GrBydwN210mBm4mksul15Y34fFUFiICDijMwfWgupg/LxUHFGT5/qC/cug8VjTb8s4d1EY+mwwfnIMFqwk8bq3C46g/TrVVKJ/LIMtsAcNr4Itz4/ios3lmLQwf5/vG7rLQeE0syQUTon5WMXXW+c7aDaQo2ok8q7j9tNI4YnIt+2UnSUnTP/47HftiCO070fIY1LR2wO0VIncgVaQlWVDdJ7027PbKlv3SPr8omqzPbAHD54QNx9sS+XT6d4eOrp2J1mWcev9lEcDlFyFn8n2+ejk6HC9+t3wtA6gJudwlYzSYUZya6fzaNgm0lGO10urwanQHGgb/RsRTq/gPaOcNOoQTb3sfQC+CV2FgJkpWbAflp8ahqMm4GmOlVrUDuMatPcfqEIny1usJdch/KnO0h+SnAWuPtnWEE2705EXzzMcPwy9Yar8e4LxtjjEWOg23GegAlu/3hsj24dsZgd+YxGoQQ2FPXjpV76rFytxRcb6hocv8xmZ8Wj/F9M3HBIf0wrm8GxhSnIynOApdLYG15I+Zv3of5W6rx5M9b8cTcrchMsuJIOfA+ckguslPi8f6S3chOjsPRI/OjNu6eJjHOjMMH5+LHDVW4+6SR7szm1qpmmAgRdSJXHDOyAMlxZny+stwn2K5usmF3XRsumtIfANA/OwnfrK302qe5wxFUdo2IcMEh/d3fTyrJwgWH9MOrv+7EJYeWuKsT3Gtsp4dbRq5aZzvK5bXq0m1tZlua3x2nfUrUTSzJ8lqKSwooQw+2ldcSJweVdqeAw+mCxURe2XnDYFv1eIIms22UoQ0ts+29TVmWTNsl218ZuZL1HpSbgifOHYfpw/Iw9t4ffPbPTo5DbWsn+qsqZJRu5FYzeVdtCGkeu93pdI/zmJH5+GFDld/Xpjd2rTD7o/VoP/z1SKQnWnHIA3Pdj/30tyNRkJ4YURUIY4wxY/zblbEeQsluPxul7Pa68ka8vXgXftxQhVq5FDzBasJBRRn402ElGN83A+P6ZXjNuVQzmQhj+2ZgbN8M3DhrCOpbO7Fw6z4s2LwPC7bswxdK1rsoHesrmnDZ4QN63JJd0XbMyHz8tLEKGyubMbIwDQCwtboF/bOTI5qTrEiMM+O40X3w7dq9+Ncpo72OuWyXNF97Yok0H7l/dhIa2uxobLe7g7Vmm93dZCtU503uh3f+2I31FU3uYLtSXmPb6BrxJz1J6hbucLrQ6XRFPbOd7iezHStKAKst5Q6WEqw6nC7YnQIWs8nrZ8qoQVpynBlEUoCYYPF+n9vlNbp9z+U/2IzzU0buNCwj9x2f8kyLKgvurzz//44bjoP6pnutda5k7s0mk0+2Nc5iQqtceg6S1to+6N4f3B3cAeDDq6bi7Bd+93qeOcJlwvREc854VxiqM9VlsJ/GjupXc/qEIny6orwLRsUYY/s3DrYZ6yGKMhJxziRp7vY10wehODP0uc8dDie+XbsXb/5eihW7G5BgNeHYUQWYVJKFcX0zMKwgNWD5qJHM5DicMq4Ip4wrgsslsK5CznpvrkZKggXnT+4X1nF7kxnD80AE/LihyivYjkYJueL0CUX4ZEUZftxQhZPGFrofX1Zaj3iLCaMK0wEA/bOlYGR3bRvGFEuPNdscKEgLPQsNwB3cqLuhK5ntcCot0hIsaLc73UFPpHO2fY/f84LtZ86fgOfmb0dKmFl89Zxth8sFq5m8fl6tBg3SLGYT0hOtaGiz+wT6yhrdWvEW/5+HertPGblLv4xcbzkx5bmBlvxSWC2E4QVp3sc1e7Lj2n4G0jilCgoTSZlvbVZave64orTGeIk9QCq/N7pREQ1mE7nfRz1nHVyMi6eWdNn59fh7zbccO5yDbcYYC8P+nYZirJe5dvpgAMCzIa67Xd7Qjv98twmHPvgzbvpgFepaO3HH7BH447ZZeOLc8bhwSn+MLkoPO9DWMpkIBxVn4IaZQ/DptYdh1V3HeGWi9le5qfGY0C8TP22UylQ7HS6U1kTeiVxtysBsFKQl4POV3n/YLttVh3F9M9wZx/7Z0s2YUlVH8oY2e9hNmlLiLchLjcfOfZ7jVTTYkBRn1g1WAlHmVO9tkrLjCVEOtntiZnvG8Dx8ePXUsNdFVn4+Ox0CDqeAxUReGWbtz++X1x+Gb244HADca40Hm9kOlH33l9l2yEGiNrjWmyOvPDXY3z16DdDca3SbTO5z641Teaa247neMbfv8x9sz7nxiGCG6yWUxPaKO472eezNyya7v37krLHum2jRMFk13SFY6kx9KK/t0bPGhnwuxhjbX3Fmm7EepFCV3b42QHbb5RJYtK0Gby3ehbly8HfU8HxcPLU/Dh+cE/Yf/My/WSPy8fB3m1DZ2I5mmwMOl4h4jW01s4lwyrhCvLJoJ2pbOpCdEo9lpXVYX9GEq6cNdO/XTy71Vppn7aptRXlDOy4tKgn73ANykrFTlfGrbGxHYUZiWOWxSua5vF7KjgdajixUcRaTOxOX2UOC7UgpS3vZnS7YnS6pjNxsHGwfVJzh/jozOQ6oafWZzmDUNCzQtAd1IK1NSnsy294b4vx0I9fLeofKYia02T2BtAAwsX+mp7mjwfJiDqdvBjnQnO1o9GDwR9vIDgCOHJrbZec7fYJx6b7C31sSyqe3H053Z4yxsHFmm7Ee5trpg0Egw+x2Y5sdryzaiZmPLcDFry7B8l31uGraICy8ZQZevmQijhyay4F2F1KawP20sdrdiXxwFMvIAeC0CUVwuAS+Wl2Bt34vxbkvLkbfzEScr2pqlhQnZaJ3yZntH+WmUMeOKgj7vANzvYPtnTWt6JsZXrM+JRuurN+tlN1Hk5LdzuqGZmjdwbuMXMBqpqDmbAOe7L62QdozF0zAVUcO9Nk/PkB/BXUgbTxnO3BmW9kl2M7wejd2lNjZYiI4NYHzA6d7+lso59JWZ+s1ievh06sDmj4sN+pTM7TI8Bvg11uPwqZ/H6f7PLE/dpdjjLEwcWabsR5GyW6/v3S3V3Z7fUUj3vp9Fz5fVQ6b3YUJ/TJwwzljccKYPgHnX7LoGZSbjAE5yfhxQxUm9MsAkdRhOZqGF6RhRJ80PPzdZrTbnThqeB7+d844r9JpQColV9ba/mF9FUb0SYtonfMBOcmobe1EY5sdcRYTtlQ145gwO8wrme0fNuxFZpIVQ6OY/XefI9GChnaT4VrSvY27jNzpkrqRx1u8Gpn5a2qm3HDQ/i4YnJeC204YgRcW7vB6PFBm2+RVQqy/9Jf2pp5eh3PlOHpZbz3+9jKbyKuMnEh6HTkpcahp6XS/dm2wp7eMl7/1usMV7hEPGZAV8s2oZy+YgPH/+jHo/fXC3+cvPDjo52srJPz1cVCfq392EnbVthnuyxhj+zvObDPWA107YxAIhCd+2orPV5bj9Gd/xewnF+HzVeU4ZWwRvv7L4fj02sNw2vhiDrS7GRHh6JH5+H17DVbubkC/rKQuCfbOndQX7XYnbpw5BC9fPNEn0AakJmm7a9tQ09KBZbvqwg6MFQNzpJsGO2pasL6iES7hXaocCmXOdlVTB6YMzO6Saov0ROt+k9UG1JltAYdLnrNtlq4tIv/Z4awU6X0IdkWAQJlt9eelPa2SXdaWhiuZ97F9M9yPKYF68Jlt423SOtu+GXclAFd+DrWZ7Uydku1AS58F60qdqoFQfXDVVNx90qiQnpMUZwlp1Qq9ZPNxo/1Xwag/i2DuTZwwpgDDC1K9fg+9ffkhwQ6RMcb2SxxsM9YD9UlPxLmT++Kj5WU+Dc8ePvMgjC6KXuMcFrpZI/Jhdwos2LIvqp3I1S6e2h9/3D4Tfz16qGGg2j8rCXubbJizthIugYjXOR+QK81T3VnTitVljQCAg8Js0qTuFj51UHZE4zLSLyvZ3ZV9f6AEq3aHS2qQpiojDzTHWJnDX9/Wqbv9tuOHe2XGA2e21V/rN0jzLSOXvr9x5mCf4wQ7Z9tojrlyvpR4VZd0eVdlTrayvJx6zva3Nx6hu7xVuDd/tGvOHznEM8+6u5f+OvPg4qD3FRHOpA7mlZVkJ+O7m470WuM+TecmIWOMHUi4jJyxHurGmUNgNhGmD8vDEdzwrEeZ0C8DmUlW1LfZ/a5TGwkiQn6AZbz6yR3JX120E0UZiRgV4bzovplJMJsIO2tasaeuDQVpCcgLcykxdQfzqQO7Jtj+96mj/C6f1NtY1Q3SXFKDNCVADvTzr3Sn3yuvja511bRBuGraIJTc+g2AIOZs+ykjV4JZbQA9Y1ge5m/e5w78AU+g7m/8v9wyAyc8+QuabQ6/GVQTEZLjPdeVEpg7XFKZuBJsq7O4I/ro/0wMy0/BQrmfAABcN2OQ8Yll/z5lFDKS4vCX91Z6xtBNv5a1zQtDFc40avWND/U1cNeJI4M+ht7HrpT9M8bYgYAz24z1UNkp8bj7pFGYxg3PehyL2YSjhktZ5K7KbAejRM7qlta24eiR+RFn1uIsJvTNTMSOfa1YU9YYdlYbkAIfi4mQkxIf9QZyiqQ4C1IT9p/MmfecbQGridxBcaDMtnItVBoE21qBMtvqVKa2Atwos33x1P5Y+s9Zujeg/I0/NcHiroQI9KtuQv9M99fKMt/uzLZcRv7EueN8nrf8jln4/baj3N/fctxw/ycy4C9m7crf0up56H3Sw7sBpjjz4GLcenxor1/92i47fID+PjpvQHdn+3uCMVx5xhhT4WCbMcbCcOLYPiACxvaN3R9WSjYTAI4ZFVkJuWJATjJWlzVgR01rRME2ESE7JQ6HDso+IP/gDkeces62U8lsS48FCkIL0hKQEm/BbUEGUYHKuvXmRitccrCtfZyIkJsa7/WYUnng74ah9zb/45pUkoXrZwx2nw8ALj9CCv6U9++Ucb7LXGWnxKNPuqepl9Vswn/OOAgnjS0EAJhNwf05pG2+Fosre97N00N+jnrU/z1rLK6eFjiTH+qcbd1jhPc0Q0+cOw5HDMmJ8lGj69zJfWM9BMZYD8Jl5IwxFoYZw/Kw5PZZPsFFd8pIinM3TptckhWVYw7MTcG8zVJ5bbjN0RSvXDIJeWmxe396G/XSX3bN0l+BqltMJsK6e48N+lyBboCY/QTbStl2MPOwlZJzf5ntRFWWXW83ZR11ZU64ck0pp7/t+BG49bjhId/UOXtSX+ypbws4PiOBmqw9ce44DMlLxQlP/hL0Mb+76YiwxtLVjObSP3HuONz4/irDfaL9Uk4ZV4TRRemY+eiC6B5Y484TR2Lpzjp8t35vSM9LtJr9LtHHGDvw8G8ExhgLUywDbcXM4Xk4/5B+QXd7DmRAjqfhWKTlkKOL0pGXGlnJ64FEmZ9tV5b+Mpk8DdK6eSqJOtHru8629P9gxuRZk9t4H6vZ5A7K9I548dT++OusoThe7p6tZNaN5hSHQhmfJcilydSJ7fREq9/U7SnjikJe0mt4QRqG5PuW4asz00bzr9+/corBMVMxe0yfgOc+bpSf7uQGr1NdRaB3PfhreBeqofndN2XnmJH5SIoPfZWJFXcezZU8jDEvnNkOAxGNBHAPgFoAc4UQH8d2RIyxA9Vj54yL6vEGysF2v6wkd0aRdQ+rHFh3qrqRK9nu7s52epeRe2+768SRIAKOHJqLQJQ1uQOVabuDbZ3X2Sc9ETfOGuL+XumJF437D06DkngjqQmeP5uEEJqAX/85T58/Hte/u1J/YxiMbnJMGZiNjCQrXC6BJpvD/fh3Nx0Z1HH/OXsEvlxd4bWWuSKYt0dvGbRoXbYXHNIv7Hn24eiravIXiq5YBpIx1rvFNLNNRH2JaB4RbSCi9UR0o8F+f5W3ryOi94gorFQJEb1KRNVEtE5n23FEtJmIthHRrQEOdTyAp4QQ1wC4OJyxMMZYT6Qs/xXJfG0WngSL9Ie6ze6UupGbgi8jD1YwATLgHXxqg7t+2Ul46eKJgZusAeiwS2nwQOt/K0FrMK9SCQWjkUF0Z7Z13t+XLp7o89ikAZ7pGsE2wj/xoMKo/Tx9ft1hft/LZf+chRV3Hh3WsbNT4rHtgRPc33vN2QYwY1iu3xUP1J3i/Qv9cxucl+KeMhNIVoQ3CSNdO31/zWsfMiA6U5UYO9DEuozcAeDvQoiRAKYAuE7OGrsRURGAGwBMFEKMBmAGcK5mnzwiStU8Nhi+XgdwnPZBIjIDeAZSED0SwHlENJKIxhDR15r/8gC8BeBcInoEQNesacMYYzFQkJaAwwfn4MSDApedsuiKs0hLfbV2OuF0CVjMJvf8z2hltt+8bDJKH5odcD91gB1JULuvuQOAtNyTP57MduBjKk3Kgs1G+3PltIGYNjQXZ030XbNarxFXWoIVS26fCUCaj95dBQdK6XiGJuD88vrDvL63mE1Rm1KiRkR47dLJ+OaGI0J8XtSHEtCyf86K6PnBNI/zZ3+tIn/+woNjPQTGeqWYBttCiEohxAr562YAGwH4thGVyt0TicgCIAlAhWb7NACfE1E8ABDRFQCe0jnfQgB1OsefDGCbEGKHEKITwPsAThFCrBVCnKj5r1r+7zoAtwKoCee1M8ZYT0REePvPh+C40Rxsx0Ki1Yy2Dgfs8tJfMZuz7ZXZDv841c3SUmR6c/enD8vFwfJSXsrZgglUXO5gO/xxKfJSE/DGZZORkRQ4G6rNqPvOnTYeUDjrXKsNK5DyCUmaMuVImxj641UiH4VjdJdQq0C0c9UTrIEv+Aun9DPcdkIQ8+N7I55WxFh4Qv4nlIiygvgvI4zjlgAYD+AP9eNCiHIA/wWwG0AlgEYhxA+afT4C8D2AD4joAgCXATgrhNMXAdij+r4M+kG/e6xE9CKANwE8YrDPSUT0YmNjYwjDYIwxdiBLjreguUOab6vObAe5MlXU3DDTUxwWSQb5ZLmB1vAC36Zfr186GZ9cc6jXY8Fk0ZXy7a7OIBodX7nxIc3ZDs1txw/Hyzrl6YH875xxeO+KKchL871p8bejh/o81i/MOcdGwn2vg4l7g53a0FWUqTOKQDcIJpdkISXet6R98W1SxYN2ekVxZqLPvoohed3X9I0xFhvh/PNdAWAZgOV+/lsTygGJKAXAJwBuEkI0abZlAjgFwAAAhQCSiehC7TGEEP8BYAPwHICThRAtob2s4AkhSoUQVwohLhBCLDLY5yshxJXp6TzvkTHGWHAS48xoarcDQEwbpGUkxbkzfpGUkV80pT92PHBC0FmxoOZsuxukhT6uuX+f5lN6bTwW/eMrn4WA93vjbzhCzotPHZSNWSPzAQCfXDMVc4Isy06Jt2DqIP1ZazfMHOIzNWDBP6YHdVx/1K8n3Bsuyvvjbzms7iraUL9Hm+87zj1NQHt6a6DO9AabC9J9b4T85ajBmDKQZxsydiALGGwTkVPz0EYhxEAhxACj/yB16Q4KEVkhBdrvCCE+1dllFoCdQoh9Qgg7gE8BHKrdiYiOADAawGcA7g72/LJyAH1V3xfLjzHGGGPdJjnOgqZ2KbNtNZncf/hHY35yqJRTRhroB1PWqwRlwQT2mUlSVjGcpfcG5aaEXXqtjEypMnBFWBt+cP+skJcGC1ZPWX6KAHxx3WFYeMuMkJ6X3cUly/EWs7spnvKzNSQvBd/eeETgOe8hfOxCAPecPAr3nzY63KG6DdRk4MNVoFMdwRjrOsFktrW/sacG8Zxg9gFJ/xq8AimAf8xgt90AphBRkrz/TEhzu9XHGQ/gRUgZ8EsBZBPRfcGMQbYUwBAiGkBEcZAasH0ZwvMZY4yxiCXGmdGoymwrf9dHqxt5OLrj1KT5vz9nT+yLR88ai0sPG9CVQ/LNVMsPKGXkLuHbsTvgMXtRr2r1SMON3YmAsX0zdLO+seaZgy/9PzneghF9Qr/5MaowDU+dN95we0q8BRcc0j+kY+q939G6cqyW3nMNMrY/CCbY9rqHJ4SwAQARnUkGt06VfYJwGICLABxFRKvk/06Qjz+HiAqFEH8A+BjACgBr5TG/qDlOEoCzhRDbhRAuSMtx7dKejIjeA/A7gGFEVEZEl8vjdQC4HtK8740APhRCrA/yNTDGGGNRkRRnRpNNCbZN7uypvzLcrtYtgX4I3chNJsIZBxfHoGmc8v/w52z3VuHeJND7M/HYUfkBnxdhP7mgKIUJygiDPqfmJb375yk4aWyh/q5hXiDXTfddUGdATnQy28EuocYYi45gF0XU8xaAM4joQiGEEwCI6FIhxGvBHkCe72wUsJ+g+vpu+CkNF0L8qvneDuAlnf3O83OMOQDmBB41Y4wx1jWS4yzuzLbVRBial4pLDyvBJVNLun0spAkuu/Rc7v9H71wT+mVE9Hzt61bG5mmQpsls98DIO5IGXMHORw/V2RP74p0/dru/j7RTe6Ty5az7kTpLvQUjPam7gleC1UywOyN7w+47dQxOfebXwDtCal63cMu+iM7H2IEuklvlmwAsAPCJPO8aAP4S+ZAYY4yxA1NinBltnVKrFLOJYDIR7j5pFEqilNUKR3ckkJUANlpB3bb7j8fHV/u0dwmJ2UT44/aZOH281FFdO4f9jAm+a3MbiUVA+cGVU/DBVUHN6gsompcAEXDvyaP87nOoQTM4AOibmYTRRWk4fYLhojFBUT6SwoxE/H7bUbhplm9Xd79PDGbXKH/u0ahwMep1cLJOdv6xs8dGfD7GDnSR/NQKIcTzkBqWfUlEiYju72PGGGPsgJKsWkfZGsPScbXuKNc2UXSDbYvZFJXy9/y0BFjkJnWeBmmEdfceiwdOHxPx8bvSIQOzkRVBozHvOdvRvQbU41LWklf771ljMffv03THEmcx4eu/HIH/njkWY4vDX/FFyJEwAeiTnhjV63zdvcfijAnFuHLawKgcLyclDtcfNRifXhtcJ321Ew/yXvfb6FWO65vRbZ3hGTuQRPIveT0ACCHehNTk7BtIc6cZY4wxFobEOM/sLr0gJBa6o7O1uxt5D7xn757bqxpaSrxFDs5UpdZBjL0nlpoHI9rDPnqkZ972g6ePwVWaoDTBasagXP8l8CYTGc6VDkWg69tnOkIQb0ZKvAWPnj0WaQmeEvOv/3J4GKOTLLvjaIzrm4FhOuvVh2OwwfSCUBPx/znjoMgHw9h+Lux/yYUQM1VffwzgMQC8mCBjjDEWJnVmO76HBNvdU0Yu/b8nBqPurtU6UVZPHG+0dOV89ASr5zrPSYnHbcePiO4JQhDopZ03uR8233dcxOcZXeSbhf/LzCERHzccP/1tms9j4XRAP25Mgd/tRRmJuOEoT7O35y+c4P76win9AACp8ZG0j2Ks5wv5X3IiGqbXhVwI8bUQIrzuEowxxhhDoirYjnVm2+WS/m/pzjLyLj9T6IQn2vbRE8fbFUKtbhgVwfrhOx88weex/C5YGzrQfGqla3dSnAXxFs/P5d+ODnJudxBOHluI0odmI8Ea/M/6IQOyfB7771mRz62e6meevBF15l5R+tBs99c//u1I/O2YYe7vjxvtKWm/79QxKH1oNjKSuTs627+F8y/5xwAaiWgZEb1KRH8loplElBftwTHGGGMHkkSvzLbZz55dz+6Uou14a9ePwzNnu+eFrwKeub3+pCQYZ+hi3XE7HJF8Fu9dOQXf33Sk/nEDvJN65z1utP8MqpErjjBei939uRoM55Zjh+OuE0fieM25pwzMdj83WkK5Pl67dJLX919cdxjOPNi4WZ9yaKUcPjPJdx5/6UOzMbxA/wbJ6ROK8OJFBwc/QJWkuJ6btX40wA2KvlnG8/j1bngwZiTkYFsIMQZALoBrAJwEYCCA2wGsIaK90R0eY4wxduBIsPSczHanHGwndEOwHe1u5FHlnrPtf3Cva4KgA1lagtVwfnFOauhN28IN/P85e6ThNs862/rHTowz47LDB3TPOvMa/l5uUpwFX17vaZQ2tm9GUMe89LABKH1ottcNvWA8dvY4HDMqvJsdPVmgFR6sJhM2/Vt/+sDEksyuGBLbT4X1L7kQokMIsRRAixDiL0KImUKIAgCxm3TDGGOM9XLqwDYay/xEotMhB9vdEPQry2m5XD0vBayMSC/mUoLAscXpKM407hH7nzMPwrShuRiaH50GV71Zn/TELjt2KHOrT5eXbhuU133L6s0aoV8EGupVf1Bxhs9jtx0/HMeFEBTr3czrjRUYd55ofEPFn8GaBnzFmYnom+W5Nq+ZPsjvihCRdMIflBu7pRxZ94v0X1CvH0shRH2Ex2OMMcYOWOq5m/EhzOPsCt1ZRq5k8pw98K99lzAuN1YeCjTq0UXpeOOyyTGvVgjGXSeOhEV+Yf7Wu47URVP644JD+kV0DKMy5Y+unoo/HVri97lnHlyM0odmBx38L/3nLCz558zAO/rx9PkTsOj/ZvhukC+gi6f2D/vYV00bhOdDKPdOkRuTFXTBfPhQ+PuRHxdE1n5YmDew0pOsKH1otvv1f3T1VPxyy1Hu7WdN7Gv43KkDc/D2nw8J67zswBPyZAoiegbACvm/nljwxRhjjPVKPSmzbXdKfwV3S2ZbThv3wFjbzV838p487lBddvgADHTsAgC8cskk7GvuiMpxz53UFwXpnsDu36eOjviYZ08sRmO7HQ9/t8nr8UklWZhU4juvtjA9ARWNtrDOlZsaH9bz1BKsZhRlGAf3qX7m/UfbkLwU/LGzDg+cHvnn0FVmDMvDG5dNxth7fzDcJxZTT/pnJyFVpzlctOSlxqM6Sj93/mQlx6GutdPrsduOH44Hv91k8AwWjnD+BV0NYByAxwGkEtEGIvqIiO4lonOiOTjGGGPsQNKTMtvuMvJubJDm7Ill5EEMKdoNs3qKxDgz+mUbl8eH4qEzDsJNs0Lv5O1vLW2L2YRrpg8K+sbUzzdPx9p7jgl5DNEUrSaARRmJuGb6oLCfr1yxidbubWI2ZWAW/ny4p3Gd9u04dlS+1/dKV/hQGE2zH5rvf+32SF0SQWVCVwi0rNqxOtMOonFTiXkL+SdMCPGi+nsiKgYwBsBBAE4E8EF0hsYYY4wdWNQdyOPNse1G3p0N0pQmVK4emCJ2r/yl8we8EggYdXJmkVEvI+VPUWYidta0Bux0nmA1R+V6PmF0H7ywYEfEx1F4Ot4HH4j/eutRgXeSDu5Xd2eG379yqt/tM4bl4fv1VQCiP7av/nI4ht3xnddjowrTsLfJ5tWcMlwFQU5JMPXITpCsqwRzK5CIaJjRRiFEmRDiWyHEw0KIi6I4NsYYY+yA0jMz210/DiUT1RODbc+cbd8/kPtnJ+Ojq6fiviiURPdW82+ejjk3HBHTMbx/5RQ8c/6EbpsTP7ZvBo4cmhv14+rFYKHOqZ5/83Sf5cGMjq111ZEDAQC3nzAcALq0VDpa9JYyA/SnKegtp/jEeePx8dVTkZkcepd8tYP7B9+hPJJYW5nXnxpv8aoQYD1XwN9KQggTgDgiOkv+bxoRxfZ2O2OMMbYfUv8xGPs529249Je7jLzLTxU69xJR+iaVZHXLe9RTleQkY2RhbDP7+WkJmH1Qn24952t/moSt9x8flWP5u8d02eElIR2rJCcZM4bpdz0P5LYTRqD0odm48shBKH1ots/Ni7l/n4Z+WdGZVmAk1EBU79ojIlw0JbiS7pR4CybqzO9Xbw/k02sPxbtXdH3DtFGFae7S7zHF6bjjxJF+qz/0brqE67dbj8L5ETY0VATT+E5L3Sm+twnqX3IhxFohxEdCiI8ArAdwIhGdQUQnERGv7M4YY4xFgTpoi8X6vmpKsN0dQX/PLiM37kbOoufPhw/oVWuVm03kd2moULinKuhsC6W03O85ND9aSjA6OC/4ecyDclMwZWB0/+zXjkv9epNCXBO8K9wVxNJiE/pl6mbNw+Xvt+AQ+fM6Z5KnW/obl03G6ROKfPbVfrbzb54e1nguPawEhRmJyE+NTuf6mcNDvxlkMfX8lRyMhDxyIUSNEOILIcQnAL4FMFoOvC8iotA7XzDGGGMMQPeUbAerX7a0Fmx3lLO7y8h7cIO0aAU9TN8dJ47E9DAzsr2d0ESc0bjSfvrbNCm4MjjYSWMLUfrQbOSkhNYQqzvvh10SYPk2xcT8rgvKz57UFxv/dVxIN9uumjbQ73Z/c7bP8bPkGADkpSWg9KHZOGWcJ7ieNjQXj509TjfgVivJ8V7fW+9e0YCcZJwyzrsp4YR+Uon80SPzfZ/AAor0X9BhAA4DcAKAEQDCW+yOMcYYY1HNjkTq1Usm4rVLJxmuZRxNytJfPXGdbWVIMS40YPuZk/W6rOsEYTOGhzc3fHBeihRc9bwfKf/ktyAvNd5v5cB/zjwIM4ZJ78214+Jx9sRi7SGiJjHIDPvwAikMGlWY7ne/Mw8u1n38nIl98fCZBxk+L1DAP03TRyDQDcJ/HDvc6/uF/5iB8f0yvYLqK44Y4F4RQF1Sf9OsIf4HY+DOE0fizIn6r39/FXawTURPAjgKwPtCiMuFELcLIZZHb2iMMcbYgcVq7jkRXXZKfNhzP0OlNB/rgYltLiNnUbfqrqPx6Nlj3d+fLWcz9S6xwXnRyWP1lutXGaa/XwXv/vkQnD2xL167dDIAKVOcGKW+Ca/+aSKuOCK8xmMzhufh579P07+RonLaeP0MtDbQPk5naS5/ThlXhHX3Hqu7bck/Z3p9v/ruY3yWVdMu8zd7TB/8c7Z+GX24lT6XHz4AfdITe9WUkUhFktm+UwjxlBBiZ9RGwxhjjB3AorUGb2+jzAVM7gFzNLXGFElZqj5BLuvDWCAZSXFeWdv7TxuD9fcey0tCIfDvwOtmDMKhg3NCfl6wjhqebxhges5lvG1gbuA58NlBlu7/65RRAcvKtbwausnjTE2wIE8z3zqs9ctVUaP2PSjJDr9x3uwx3dvcsLuFHGwT0VQiIiFEY1cMiDHGGGMHlluOG4aHzxiDo8JonNPVrp0+GF//5XCMDaODLmPBMJsIyZqu1/87ZyymDsyO0YiCN7ZvBgblJgfeMUqCmWnC9yy6RnFmUpf0FXnyvPHYfN9xUT9uTxHOO3YxgOVE9D4R/YmIQqtxYIwxxhhTSbCacc6kfj0ys28yEUYX+Z+DyVi0nTa+GO9dOSXWwwjoi+sOw9y/Tw/7+f89aywm9s90z7+2yM0R1EH1L7fMwHmTo7PsVLi6s52E0blCLd1WKoX+fnT0+ldfcYSn+dtA+SbLD389MqJjmk2EeIsZOx44AR9eNTWiY/VEIXc9EUJcAwBENBzA8QBeJ6J0APMAfAfgVyGEM6qjZIwxxhhjjO1XpgzMxsfXHIralg688fsuHDpIyeZ7Is6+WUkozozONI5/nTIKC7fsi+gY0b4p+MZlk9Ha4dA5UWTHtZhNftfhNqI0epuhU2mkvhHwcwQ3WfTuJ5hMhMkDfJeWO3lsIdaW996C6rBbjAohNgHYBOB/RJQIYAaAswA8BmBidIbHGGOMMcbY/k90QevwrjhmV8hOicffjh6Kfc0dER/LXwb44qkluHhqScTniCZtF3EjQ/KDXxPdyJ8PH4CDAkyJGZyXivX3HusztUEt4tsNveOyjIqQg20iWiGEmKB+TAjRDmCO/J/uPowxxhgLLDPJGnQDHcbYfqgLplNEa514fzHShH4ZAIARfdKwsbIpKucLVg+cgRJVp44rxAOnjYn4OHec6L/5m8JfoM1CE847OYKI1gTYJyOM4zLGGGMHvBV3Hh3rITDGWEjW3HMM4i1SK6hPrpmKFptOWXQIjOYtGwX741TZ2rtOCi6g7Eo3zRqCx3/aGvFxlMqEKQOzkRCl5c26wqDcFJTWtkXteP2zk7Crtg2XHTYANS2RVzvEUjjB9vDAu4DnbDPGGGNh6IlNwhhjTO2IId7Lb6UleJaSSoqzICkuvMxouL/+ThlXhAn9MtE3K/wlqPy59+RRuPvL9V6PDcpNRrVB2ftNs4Zi4ZZ9WLG7ISrn7+p/Fl77U2TrXj9+7jis2N2AS15dEvFYfr/tKKTEW5AqX1M3vLcy4mPGUjgN0nZ1xUAYY4wxxhg7UClrbysduXuyk8YWBr3vvSePwsrd9VE5r793pqsCbQC45NASvLBgOyoabe7HIunCrtBv/Nb9E5r1mqGFIjXBimlDc/HmZZNxcRABt79eAn3So9MMr6fggnzGGGOMMcZi7LLDBqC2pRN/PmJA1I45sk8a5qzdi4L0hKgdM1SXHFqCSw4tCWpf5YbDwG5cuzuWfvrbNMNt0ZpnH00XTe2PX7buwzmT++puPzLIZm8HEg62GWOMMcYYi7HEOHPU5xtfO30wjhyai4OKM6J63K6SnmjFG5dNxthi/bXte2MT62umD8I3ayqxu853TnNPnoetJz8tAV9cf3ish9GrmCJ5MhHlEhHfwmCMMcYYY6yHMZmo1wTaimlDc5GRFBfxcR49ayxuPmZoFEYUmVkj8rDwlhmxHkbM5Bzgq2uEHGyT5B4iqgGwGcAWItpHRHdFf3iMMcYYY4yF55NrDsU/jh0W62GwGDjj4GJcf9SQmJ3/kbPG4sSD+kR0s+OiKSUAend59rI7ZsV6CDEVTmb7rwAOAzBJCJElhMgEcAiAw4jor1EdHWOMMcYYY2E6uH8mrpsxONbD2G8ojdEO7p8Z45F0v0F5KQDgXuIs4P65KXj6/AnueejhGFOcjtKHZofUNCwjyYprpg8K+5zRMFh+r4wYLe22PwpnzvZFAI4WQtQoDwghdhDRhQB+APC/aA2OMcYYY4wx1jNMG5qL0odmx3oYIclMsqK+zR7xcZ65YAJW72mISll0cWYizphQrLtteEEaFm2rQVyYQfqqu46JZGgR++P2mUiJt2DU3d8b7sPBtn9WdaCtEELsIyKr3hP2N0Q0EsA9AGoBzBVCfBzbETHGGGOMMbZ/GpAjdScfmBN6l/J5N09Hs80R8RjSEqw4Ykhk5dwj+6QBABb931GG+zx74QSsL29CelLvDKvy0zyd7zN76WuIpnCC7c4wt/kgor4A3gSQD6nB4ItCiCd09ssA8DKA0fJ+lwkhfg/lXKpjvQrgRADVQojRqsePA/AEADOAl4UQD/k5zPEAnhJC/EJEXwLgYJsxxhhjjLEucPzoAnx67aEY3zcj5OdmJMVFpeFapD6/7jCUZAdeCzwtwYqpg7K7YURda/FtM5EY57/b+swI1/fuDcIJtscSUZPO4wQg1EX8HAD+LoRYQUSpAJYT0Y9CiA2a/Z4A8J0Q4kwiigPgdaUSUR6AdiFEs+qxwUKIbTrnfB3A05CCfGVfM4BnABwNoAzAUiL6UgixgYjGAHhQc4zLANxNRCcD6P0/DYwxxhhjjPVQRIQJ/Xr3PPFxYdwo6M38re1+AFWRhx5sCyGitiCcEKISQKX8dTMRbQRQBMAdbBNROoAjAfxJ3q8Tvhn0aQCuJqIThBAdRHQFgNMhZaC151xIRCWahycD2CaE2CGf830ApwDYIIRYCykTrnWdHKR/qvfaiOgkACcNHsxNORhjjDHGGGM9S2F6AioabTE7P1HMTt1twslsdwk5AB4P4A/NpgEA9gF4jYjGAlgO4EYhRKuygxDiIyIaAOADIvoIUub56BBOXwRgj+r7Mkgd1v2N9XYAyQAe0dtHCPEVgK8mTpx4RQjjYIwxxhhjjLEu991fj0RrR+Tz2ZmxcNbZnkREBarvLyaiL4joSSLKCmcQRJQC4BMANwkhtCXqFgATADwnhBgPoBXArdpjCCH+A8AG4DkAJwshWsIZSzCEEKVCiCuFEBcIIRZ11XkYY4wxxhhjrCukJVhDWlaMhS6cnvIvQC7jJqIjATwEaf5zI4AXQz2Y3MH8EwDvCCH0SrLLAJQJIZSM98eQgm/tcY6A1EDtMwB3hziMcgB9Vd8Xy48xxhhjjDHGGGMhCyfYNgsh6uSvz4HUQfwTIcSdAEKaoExEBOAVABuFEI/p7SOE2AtgDxENkx+aCdWcbvk44yEF+qcAuBRANhHdF8JQlgIYQkQD5AZs5wL4MpTXwhhjjDHGGGPMv+EFqQCAk8YWxngkXS+sYJuIlLneMwH8rNoW6mJqhwG4CMBRRLRK/u8EACCiOUSkfAJ/AfAOEa0BMA7AA5rjJAE4WwixXQjhAnAxgF16JySi9wD8DmAYEZUR0eVCCAeA6wF8D2AjgA+FEOtDfC2MMcYYY4wxxvzom5WE0odm45RxRbEeSpcLp0HaewAWEFENgHYAvwDSUlsA6kM5kDzfWbcPnRDiBNXXqwBM9HOcXzXf2wG8ZLDveQaPzwEwJ+CgGWOMMcYYY4yxAMJZ+ut+IpoLoA+AH4QQylJphZDmbTPGGGOMMcYYYwe0sJb+EkIsBqS50kR0PoCzAOyE1OiMMcYYY4wxxhg7oIUcbBPRUADnyf/VAPgAAAkhZkR5bIwxxhhjjDHGWK8UTmZ7E6R52icKIbYBABH9NaqjYowxxhhjjDHGerFwupGfDqASwDwieomIZsKgyRljjDHGGGOMMXYgCjnYFkJ8LoQ4F8BwAPMA3AQgj4ieI6Jjojw+xhhjjDHGGGOs1wknsw0AEEK0CiHeFUKcBKAYwEoA/xe1kTHGGGOMMcYYY71U2MG2mhCiXgjxohBiZjSOxxhjjDHGGGOM9WZRCbYZY4wxxhhjjDHmEdY624wxxhhjjDHGWCBj+2bgzIOLYz2MmOBgmzHGGGOMMcZYl/jiusNiPYSY4TJyxhhjjDHGGGMsyjjYZowxxhhjjDHGooyDbcYYY4wxxhhjLMo42GaMMcYYY4wxxqKMg23GGGOMMcYYYyzKONhmjDHGGGOMMcaijINtxhhjjDHGGGMsyjjYZowxxhhjjDHGooyDbcYYY4wxxhhjLMo42GaMMcYYY4wxxqKMg23GGGOMMcYYYyzKONhmjDHGGGP/3979x+xa1/cBf7+DP4uMJnQuE2ihwboyt8rmjyZES5rq1PHDGKI4rbMQmUQbXTo3W7Poki4spTOLtrFTdETnELDaIGWjTVZCcVZRiqvIaKjDiHVBN6NiaS3y2R/PjT4+nl/POddz7vOc83old/Lc1/W9vt/PdfLJnft9rvu+bgAWJmwDAADAwoRtAAAAWJiwDQAAAAsTtgEAAGBhwjYAAAAsTNgGAACAhQnbAAAAsDBhGwAAABYmbAMAAMDChG0AAABYmLANAAAACxO2AQAAYGHC9kFoe2bba9u+s+2F664HAACAI8taw3bbU9v+QdvPtb2z7ev3Mfa4tn/c9oZDXPO9be9v+9kt25/f9u6297R9036meUGSd8zMZUleeSj1AAAAcPRZ95Xth5L80sycmeSnk7y27Zl7Gfv6JHftaUfbJ7Y9Ycu2M/Yyz1VJnr9l7HFJfjMbIfrMJC97pI62f6/tDZsfSd6f5KK2VyQ56QDOEwAAgGPIWsP2zHx5Zm5f/f3NbITpk7eOa3tKkn+c5Mq9TPUzSX6n7WNX41+d5B17WfOWJP9vy+ZnJrlnZj4/M99O8sEkF6zG/8nMnLvlcf/MvDbJm5J8dXtnDQAAwNHuUesu4BFtT0tyVpJP7GH3f0jyL5OcsId9mZnr2p6e5Jq21yW5OMlzt7H8yUm+uOn5fUmetZ9afyXJ8Umu2MuY85Kcd8YZe7vADgAAwNFq3R8jT5K0fUKS307yhpn5xpZ95ya5f2Y+va85ZubXkvxlkncmOX9mHtipemfm3pm5dGZePjO37mXMR2fm0hNPPHGnygAAAOAItfaw3fbR2QjaH5iZD+9hyNlJzm97bzY+3v2zbf/zHuZ5dpKnJvlIkrdss4wvJTl10/NTVtsAAABg29Z9N/ImeU+Su2bmbXsaMzO/PDOnzMxpSS5K8t9n5hVb5jkrybuy8T3rX0hyUttf3UYptyV5ctvT2z5mtc712z4hAAAAyPqvbJ+d5OezcbX6jtXjhUnS9sa2TzrAeX4oyUtm5s9m5uFs/BzXF/Y0sO3VST6e5Clt72t7ycw8lOR1SW7Kxk3arp2ZOw/t1AAAADhWrfUGaavvO3cv+164h203J7l5D9s/tuX5Xyd5917mfdlett+Y5Mb91QwAAAD7s+4r2wAAAHDUEbYBAABgYcI2AAAALEzYBgAAgIUJ2wAAALAwYRsAAAAWJmwDAADAwoRtAAAAWJiwDQAAAAsTtgEAAGBhwjYAAAAsTNgGAACAhQnbAAAAsDBhGwAAABYmbAMAAMDChG0AAABYmLANAAAACxO2AQAAYGHCNgAAACxM2AYAAICFCdsAAACwMGEbAAAAFiZsAwAAwMKEbQAAAFiYsA0AAAALE7YBAABgYcI2AAAALEzYBgAAgIUJ2wAAALAwYRsAAAAWJmwDAADAwoRtAAAAWJiwDQAAAAsTtgEAAGBhwjYAAAAsTNgGAACAhQnbAAAAsDBhGwAAABYmbAMAAMDChG0AAABYmLB9ENqe2fbatu9se+G66wEAAODIstaw3fbUtn/Q9nNt72z7+oMZs4313tv2/raf3cO+57e9u+09bd+0n6lekOQdM3NZklcebD0AAAAcnR615vUfSvJLM3N72xOSfLrt78/M57Yzpu0Tkzw4M9/ctO2Mmblny3pXJfmNJO/bvLHtcUl+M8lzk9yX5La21yc5LsnlW+a4OMn7k7yl7flJTjrYkwcAAODotNawPTNfTvLl1d/fbHtXkpOTfG47Y5L8TJLXtH3hzPxV21cneXE2rkBvXu+WtqftoZRnJrlnZj6fJG0/mOSCmbk8ybl7Kf+1q5D+4W2eNgAAAEe5dV/Z/q5VCD4rySe2O2Zmrmt7epJr2l6XjavPz93G8icn+eKm5/cledZ+6viVJMcnuWIvY85Lct4ZZ5yxjTIAAAA4GhwRN0hr+4Qkv53kDTPzjYMZMzO/luQvk7wzyfkz88BO1Tsz987MpTPz8pm5dS9jPjozl5544ok7VQYAAABHqLWH7baPzkaI/sDM7PEj2Qc45tlJnprkI0ness0yvpTk1E3PT1ltAwAAgG1b993Im+Q9Se6ambcdwpizkrwryQVJfiHJSW1/dRul3JbkyW1Pb/uYJBcluX4bxwMAAMB3rfvK9tlJfj7Jz7a9Y/V4YZK0vbHtk/Y1ZpMfSvKSmfmzmXk4Gz/H9YWti7W9OsnHkzyl7X1tL0mSmXkoyeuS3JTkriTXzsydO3LGAAAAHPXWfTfyW5N0L/seCdR/vrcxm8Z+bMvzv07y7j2Me9k+5rgxyY37KRkAAAD2a91XtgEAAOCoI2wDAADAwoRtAAAAWJiwDQAAAAtb6w3SAAAAYE/+ybN+NF/71rfXXcZBE7YBAAA44vz0j5+07hIOiY+RAwAAwMKEbQAAAFiYsA0AAAALE7YBAABgYcI2AAAALEzYBgAAgIUJ2wAAALAwYRsAAAAWJmwDAADAwoRtAAAAWJiwDQAAAAsTtgEAAGBhwjYAAAAsTNgGAACAhQnbAAAAsDBhGwAAABYmbAMAAMDChG0AAABYmLANAAAACxO2AQAAYGHCNgAAACxM2AYAAICFCdsAAACwMGEbAAAAFiZsAwAAwMKEbQAAAFiYsA0AAAALE7YBAABgYcI2AAAALEzYBgAAgIUJ2wAAALAwYRsAAAAWJmwDAADAwoRtAAAAWJiwDQAAAAsTtgEAAGBhwjYAAAAsTNgGAACAhQnbAAAAsDBhGwAAABbWmVl3DUe1tl9J8oUkJyb5+jYOPdDxBzJuX2N+JMlXt1HXkW67/85H+tpLzHmwc2znuMPVr4mePdLX1rM/SM8e2euuq2eP1PcFiZ490tc91HkPx2vsdsbvb5x+3d1rHyvvC35sZv7mD2ydGY/D8Ejyrp0YfyDj9jUmyafW/W+zzn/nI33tJeY82Dm2c9zh6tfVfj17BK+tZ/e4X88eweuuq2eP1PcFq/169ghe91DnPRyvsdsZfwD9qF938drH4vuCzQ8fIz98PrpD4w9k3HbX3s3Wea47sfYScx7sHNs5Tr8ePD273Bx69vBY1/nu1Lrr6lnvCw4fPbvM8evqWf26u9c+Ft8XfJePkR/j2n5qZp6+7jrgQOlZdhs9y26jZ9lN9CtHMle2ede6C4Bt0rPsNnqW3UbPspvoV45YrmwDAADAwlzZBgAAgIUJ2wAAALAwYRsAAAAWJmyzV23PafuHbX+r7TnrrgcORNvj236q7bnrrgX2p+1Prl5jP9T2snXXA/vS9kVt3932mrbPW3c9sD9tf7zte9p+aN21cGwSto9Sbd/b9v62n92y/flt7257T9s37WeaSfJAkscluW+naoVksZ5Nkn+V5NqdqRK+Z4menZm7ZuY1SV6S5OydrJdj20L9+jsz8+okr0ny0p2sFxbq2c/PzCU7WynsnbuRH6XaPicbQfl9M/PU1bbjkvxpkudmIzzfluRlSY5LcvmWKS5O8tWZebjt30rytpl5+eGqn2PPQj37U0lOysZ/EH11Zm44PNVzLFqiZ2fm/rbnJ7ksyftn5r8crvo5tizVr6vj/n2SD8zM7YepfI5BC/fsh2bmwsNVOzziUesugJ0xM7e0PW3L5mcmuWdmPp8kbT+Y5IKZuTzJvj5y+7Ukj92RQmFliZ5dfd3h+CRnJnmw7Y0z8/BO1s2xa6nX2Zm5Psn1bX83ibDNjljoNbZJ/l2S/ypos9MWfi8LayFsH1tOTvLFTc/vS/KsvQ1u++Ik/yjJDyf5jR2tDPZsWz07M29OkravyuqTGTtaHfyg7b7OnpPkxdn4D80bd7Iw2INt9WuSX0zyc0lObHvGzPzWThYHe7Dd19iTkvzbJGe1/eVVKIfDRthmr2bmw0k+vO46YLtm5qp11wAHYmZuTnLzmsuAAzIzb0/y9nXXAQdqZv5vNu4xAGvhBmnHli8lOXXT81NW2+BIpWfZbfQsu4l+ZbfRs+wqwvax5bYkT257etvHJLkoyfVrrgn2Rc+y2+hZdhP9ym6jZ9lVhO2jVNurk3w8yVPa3tf2kpl5KMnrktyU5K4k187MneusEx6hZ9lt9Cy7iX5lt9GzHA389BcAAAAszJVtAAAAWJiwDQAAAAsTtgEAAGBhwjYAAAAsTNgGAACAhQnbAAAAsDBhGwB2sbbfaXvHpsdp665pCW1f1fYrba9cPT+n7Q1bxlzV9sJ9zHFF2//T9l/sdL0AsNWj1l0AAHBIHpyZp+1pR9sm6cw8fHhLWsw1M/O6gz14Zt7Y9ltLFgQAB8qVbQA4irQ9re3dbd+X5LNJTm37xra3tf2fbf/NprFvbvunbW9te/UjV4Db3tz26au/f6Ttvau/j1tdLX5krn+22n7O6pgPtf1fbT+wCvpp+4y2/6PtZ9p+su0JbW9p+7RNddza9qcO4ZyfvunK/p+0nYOdCwCW4so2AOxuj297x+rv/53knyd5cpJ/OjN/1PZ5q+fPTNIk17d9TpJvJbkoydOy8X7g9iSf3s9alyT5+sw8o+1jk3ys7e+t9p2V5O8m+fMkH0tydttPJrkmyUtn5ra2fyPJg0nek+RVSd7Q9ieSPG5mPnMA5/rsTeeaJD+a5IaZ+dTqPNL2iiT/7QDmAoAdJWwDwO72fR8jX31n+wsz80erTc9bPf549fwJ2QjfJyT5yMz8xeq46w9grecl+fubvid94mqubyf55Mzct5rrjiSnJfl6ki/PzG1JMjPfWO2/Lsm/bvvGJBcnueoAz/UPZ+bcTef6fce1fWmSf7CqEwDWStgGgKPP5u8pN8nlM/MfNw9o+4Z9HP9QvvdVs8dtmesXZ+amLXOdk+SvNm36TvbxHmNm/qLt7ye5IMlLkvzDfdRyQNo+NclbkzxnZr5zqPMBwKHynW0AOLrdlOTitk9IkrYnt31ikluSvKjt49uekOS8Tcfcm+8F4Au3zHVZ20ev5vqJtsfvY+27k/ztts9YjT+h7SMh/Mokb09y28x87VBOsO0PJ7k6yStn5iuHMhcALMWVbQA4is3M77X9ySQfX92z7IEkr5iZ29tek+QzSe5Pctumw349ybVtL03yu5u2X5mNj4ffvroB2leSvGgfa3979dHud7R9fDa+r/1zSR6YmU+3/UaS/7TAaV6Q5MeSvHt1jtnbHdoB4HDpjBt2AsCxru1bsxGCf/0wrfekJDcn+Tt7+mmytq9K8vRD+emv1TxvzWE8LwB4hI+RAwCHVdtXJvlEkjfv4zfAH0zygrZXHsI6VyR5Rb7/O+wAcFi4sg0AAAALc2UbAAAAFiZsAwAAwMKEbQAAAFiYsA0AAAALE7YBAABgYcI2AAAALOz/A4NPhyNy9q4WAAAAAElFTkSuQmCC\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -742,10 +835,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(ranging, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, [3E-9] * len(f), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(ranging, fs, nperseg=size/psdav, detrend=None)\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, np.repeat(3E-9, len(f)), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Ranging noise (stochastic)')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -757,33 +855,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 66,
+   "execution_count": 64,
    "metadata": {},
    "outputs": [],
    "source": [
     "fs = 1\n",
     "size = 10000000\n",
-    "t = numpy.arange(size) / fs"
+    "t = np.arange(size) / fs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 67,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "CPU times: user 1.24 s, sys: 99.3 ms, total: 1.33 s\n",
-      "Wall time: 1.33 s\n"
+      "CPU times: user 1.14 s, sys: 103 ms, total: 1.25 s\n",
+      "Wall time: 1.25 s\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -794,27 +892,32 @@
    ],
    "source": [
     "%time testmass = lisainstrument.noises.testmass(fs, size)\n",
-    "matplotlib.pyplot.plot(t, testmass);"
+    "\n",
+    "plt.figure(figsize=(16,6))\n",
+    "plt.plot(t, testmass)\n",
+    "plt.xlabel('Sample')\n",
+    "plt.title('Test-mass acceleration noise')\n",
+    "plt.grid();"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 68,
+   "execution_count": 66,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "<ipython-input-68-191be2d1d386>:3: RuntimeWarning: divide by zero encountered in true_divide\n",
-      "  matplotlib.pyplot.loglog(f, 2.4E-15 * sqrt(1 + (0.4E-3 / f)**2) / (2 * pi * f * c), '--')\n"
+      "<ipython-input-66-e67438e6617d>:5: RuntimeWarning: divide by zero encountered in true_divide\n",
+      "  plt.loglog(f, 2.4E-15 * np.sqrt(1 + (0.4E-3 / f)**2) / (2 * np.pi * f * c), '--')\n"
      ]
     },
     {
      "data": {
-      "image/png": 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\n",
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U+olvF/EEUKZEFG1rB7d+6lAniWplNR9ZREREREQKh4hPiiNafBL0egJaXw8/PgoTnobqp0KdHsdXXYyPLvUr0KX+n+cjTwgt2jUi4zcAqpctQdf6Fbjr9HokxKgJioiIiIhI+CgjEShbEwa8BZ3ugaS6wbLJr0JCBWh4VrBX+TgcPB95+aY/9kd+b/IqJq/YwhuXp1O1jHqORUREREQkPI4v25HiqXy94KJcgQBkfAafXQVvdIVfx59w1WZGaoXgXOQ3Lk/n7Stasm77Hvq/PIkZq7bmQ/AiIiIiIiLHTkmx/C+PB64eDf1fhaxN8N++8P4A2Lws327RsW55vryxHfExPi4cMoUvZq7Nt7pFRERERESOlpJiOTSPF5pdBDdPhx7/gHUzwJ8d/My5fLlFaoUEvrqxHafUKM0dn8zhyW8XEQjkT90iIiIiIiJHQ0mxHFlUXHBF6jsWQHLDYNnXN8H3/wd7tp9w9WXio3n3qtZc2Koar4xbzg0fzGB3du4J1ysiIiIiInI0Ij4pNrO+ZjYkMzMz3KEUblFxwX8DfnABmPQCPN8Ufn4RcvaeUNXRPg//OiuNv/dpyPcLNjDg1V9Yv31PPgQtIiIiIiJyZBGfFDvnhjvnBiYmJoY7lKLB44WzXoPrJ0CVFjD6QXgpHdZOP6FqzYyr29fkzctbsnrrbvq9PInZa7bnT8wiIiIiIiKHEfFJsRynimlw6Rdw2ddQukbwBbB3xwlV26V+Bb64sS2xUR7Of/0Xhs1Znw/BioiIiIiIHJqSYjkxtTrDlSMgoXxwAa73z4Z3+8Fvc467yrrJJfnqxnY0qZrILR/N4tnvl2gBLhERERERKRBKiiX/uAA0Pgd+mwuvd4TPr4FtK4+rqnIJMbx/TWsGtKjKC2OWcvPQWezJ9udvvCIiIiIiEvGUFEv+8Xjh1Bvg1tnQ/g5YOBxeagm/jj+u6mJ8Xp4a0IT7etVnZMZvnD/kFzbsOLFFvURERERERPJSUiz5LzYRuj8Et8yCVgOhaqtg+YYFkHNsq0qbGdd1qs2QS9NZtjGLM1+aSMZarRQuIiIiIiL5Q0mxFJxSleH0xyAqFvw58OF58MIpMPO94NZOx6BHw2Q+v6EtPo+Hc1//mZEZvxVQ0CIiIiIiEkmUFMvJ4Y2Cs16HUpVg2CB4tR0s+S64ONdRalCpFF/d1I6GlUpx4wczeXHMUtwxXC8iIiIiInIwJcVy8qS0g2vGwLn/Bf++YM/xrz8dUxXlS8bw4bWn0r9ZZZ75fgm3fTybvTlagEtERERERI6PL9wB5AczqwU8ACQ65waEyqoDLwBbgSXOucFhDFH2M4NG/aF+b1jwNdTsFCxfOBwqNIRytf+yitgoL8+d34w6ySV56rvFrN66myGXplO+ZEzBxi4iIiIiIsVO2HuKzewtM9toZvMOKu9pZovNbJmZ3XukOpxzK5xzVx9UnAZ85py7Cmiez2HLifJGQdqAYJKcmw0j7oSXW8HIuyFr019ebmbc1CWV1y45hUW/7aTfSxNZsH7HSQhcRERERESKk7AnxcA7QM+8BWbmBV4GegENgQvNrKGZpZnZNwe9Khym3snA1Wb2I/BtAcYvJ8oXDddNgFMug2lvwgvN4KcnIXvXX17as3ElPr2+DQEHA177me8XbCj4eEVEREREpNgIe1LsnBtPcIhzXq2AZaEe4GxgKNDPOZfhnOtz0GvjYaq+EnjIOdcV6F1wTyD5omQy9HkObpoCtTrD2Mdg0+KjurRxlUSGDWpHnQoJDHxvOq/9tFwLcImIiIiIyFGxwpA8mFkK8I1zrnHoeADQ0zl3Tej4UqC1c27QYa4vBzwG9ADecM49bmaNgYeBzUCWc+6uQ1w3EBgIkJyc3GLo0KH5/Wj5Jisri4SEhHCHcdLE7V7HnhJVAKixcii74lPYnNQ6ONz6MLL9jjcy9jH1dz/tq/i4vFE0UZ7Dny8FK9LarBR9arNS1KjNSlGi9iqFQZcuXWY459IPLi8WC20557YA1x9UNg8Y8BfXDQGGAKSnp7vOnTsXVIgnbNy4cRTm+ApMzl6Yfy+s/AiqtYYej0L11oc9vUdXx/NjlvLvH5ayL6okr13SgnIJWoArHCK2zUqRpTYrRY3arBQlaq9SmIV9+PRhrAOq5TmuGirLd2bW18yGZGZmFkT1cqKiYuH6idD3edi2Et46DYZeDNtXH/J0M+O27nV58cLmzF2bSb+XJ7H4950nN2YRERERESkyCmtSPA2oY2Y1zSwauAAYVhA3cs4Nd84NTExMLIjqJT94fdDiCrhlFnR5ENZMAfMGPzvM8P++TSvz8XVt2Jcb4JxXf2bsosNNPRcRERERkUgW9qTYzD4CfgHqmdlaM7vaOZcLDAK+AxYCnzjn5oczTikEouOh091w+3xIrBJMiD+6EH58DPb9b29ws2qlGTaoHTXKleDq/07jjQkrtACXiIiIiIj8SdiTYufchc65Ss65KOdcVefcm6Hykc65us652s65xwrq/ho+XQT5QnOEc/dCVByMfxKebwZThgT3PM6jUmIcn17fhtMaVuSfIxZy3xcZZOcGTn7MIiIiIiJSKIU9KQ43DZ8uwqLi4Ny34dofoUIDGHU3vNwKNiz402klon28cvEp3NSlNkOnrWHAaz+zbGNWmIIWEREREZHCJOKTYvUUFwNVWsDlw+GiT6FMDShdPVi+Z/uBUzwe4+7T6/Pqxaeweutuer8wgbcn/UogoOHUIiIiIiKRLOKTYvUUFxNmUPc0uOxriEkAfw78pyt8cN6feo57pVVi9G0daVO7HI8MX8Blb03lt8w9YQxcRERERETCKeKTYimmnINTLoPVk+G1dvDVTZAZ3NWrQqlY3r6iJY+d1ZgZq7Zx2nPj+WrWOi3CJSIiIiISgSI+Kdbw6WLKFw3tb4NbZ8OpN0LGJ/DiKfDbHCC4n/HFrWsw6tYO1KmQwG0fz2bQh7PYtiv7iNWKiIiIiEjxEvFJsYZPF3MlysLpj8Gg6cHkOLlxsHz9bMjdR0pSPJ9c14a7T6/Hd/N/5/R/j2fsYu1pLCIiIiISKSI+KZYIUaYGdH8IPN7gnsbv9oOX0mHuJ/gMbuqSylc3taN0iSiufHsaD3yZwe7s3HBHLSIiIiIiBUxJsUSemJLBrZxiE+GLa2FIJ1j+I42rJDJsUHuu7VCTD6eu5oznJzBz9bZwRysiIiIiIgUo4pNizSmOULW7wsDxcPZ/gls3vXcW/DaX2CgvD/RuyIfXnEqO3zHg1Z95+rvFZOcGwh2xiIiIiIgUgIhPijWnOIJ5PNDkPLh5Opz3HlRqEiyf8zFtymYx6rYOnNW8Ki+NXcZZr0xi6Yad4Y1XRERERETyXcQnxSL4YqDhmcH3ezNhxJ3wUjqlfnqYZ/pU47VLWvBb5l56vziRNyasIBDQ1k0iIiIiIsWFkmKRvGIT4abJkHYe/PIyPN+Mnts/4rubWtKxThL/HLGQi9+Ywrrte8IdqYiIiIiI5AMlxSIHS6wK/V+GGyZB9dbw42OUZyv/uSydwWenMXftdno+N57PZ6zFOfUai4iIiIgUZRGfFGuhLTms5EZw8acwaCqUrYWZccG21xnbL4f6FRO489M53PD+TLbuyg53pCIiIiIicpwiPinWQlvyl8rWCv67ZxssGkGF4ZfwSey/eKadnzGLNnDac+P5YcGG8MYoIiIiIiLHJeKTYpGjFlcGbpoKvZ7CNi3knBmXMr3eB9QtkcU1707n8remsvC3HeGOUkREREREjoGSYpFj4YuG1gPhltnQ8W4SN8/m7YEdeeCMBsxavZUzXpjAXZ/O4bdMLcQlIiIiIlIUKCkWOR6xpaDrg3DLLGISynJt+xrMrPosb9cax/ezV9D5qXE88e0iduzNCXekIiIiIiJyBEqKRU6ELzr4774d+BLK03ndEGaWvodHqk5nyLgldHpyLG9P+pXs3EB44xQRERERkUOK+KRYq09LvogrAxd8AFd9h7dsChf8/jTzKz5Cx/K7eWT4Aro/+xPfzF2vLZxERERERAqZiE+Ktfq05Kvqp8JV38H5HxBboQ7/vvYM3rmyJRV8uxn04Sz6vzyJySu2hDtKEREREREJifikWCTfmUGDPnDRUMwXTeeUEnwauJ1JKW8Rm7mCC4ZM5pr/TmPphp3hjlREREREJOIpKRYpaObBWl5Dla2TGZp7GyNqfcGyFSs4/d/juffzuWzYsTfcEYqIiIiIRCwlxSIFLboEdPob3DIbS7+KRr9/xdjo27itRTSfz1xLp6fG8szoxezUStUiIiIiIiedkmKRkyWhPPR+Gm6airW/nVvO6c6YOzpzbc0tvPrjIro8PY73J68i16+VqkVEREREThYlxSInW7nawZ5jM6pH7+TOdXcwv8JDXJgwiwe/yqDn8xP4cdEGrVQtIiIiInISKCkWCaeECnD+e8TExnHn9seYXWkwjbPncNU707nkzSksWL8j3BGKiIiIiBRrEZ8Ua59iCSszqHs6XD8R+r9Kaf82ntv3EE91T2T++h30fnECd386R4txiYiIiIgUkIhPirVPsRQKHi80uwhunoFd9Cnndm/PT3d14bW6M5g5exadnxrHc98vYXd2brgjFREREREpViI+KRYpVKJioU53ABL9Wzl9/av8EHMXr5YbyvtjptP5qXF8Mm0N/oDmG4uIiIiI5AclxSKFVclkuHkm1vxiOmcOY2rCXdwR/QUPfz6V3i9MYMLSTeGOUERERESkyFNSLFKYlaoEfZ+Hm6bgrdON83OG8fw59dmVnculb07lirensnTDznBHKSIiIiJSZPnCHYCIHIWkOnD+e1jWRnokVKBjs3qsfeMihqyqxxnPb+SytrW4tXsdSsVGhTtSEREREZEiRT3FIkVJQgUAYvZtozbreYIXGFfqEZb+/DVdnxrLJ9PXENB8YxERERGRo6akWKQoSigP142Hs/9Dldi9vBs9mLe8/+SZz8Zx9qs/M2fN9nBHKCIiIiJSJCgpFimqPB5och4Mmg49nyAtycN957Rl3fY9nPfyWP722Rw27dwX7ihFRERERAo1zSkWKep8MXDq9Vjr6+hvRveGyeS80JpRc+pzXsa5XNKjNZe1qUGUV38DExERERE5WLH4LdnMapnZm2b2WZ6yhmb2iZm9amYDwhmfyElhBkCC10+ZJr24MGoc33puZde3DzPg398xadnmMAcoIiIiIlL4hD0pNrO3zGyjmc07qLynmS02s2Vmdu+R6nDOrXDOXX1QcS/gRefcDcBl+Ry2SOEVmwi9n8Zumkp0o97c4vuK/+68lnvfHMb1781g1ZZd4Y5QRERERKTQKAzDp98BXgLe3V9gZl7gZaAHsBaYZmbDAC/w+EHXX+Wc23iIet8DHjKzM4FyBRC3SOFWrjY24C1oezMJs4dyXnR7XvlpBWsXTaV16/YM6laPMvHR4Y5SRERERCSswp4UO+fGm1nKQcWtgGXOuRUAZjYU6Oecexzoc5T1bgRuCiXYX+RjyCJFS+Xm+Co352bggsYlKDXkClZOT+LBmRfTtMu5XNa2JrFR3nBHKSIiIiISFuZc+Pc0DSXF3zjnGoeOBwA9nXPXhI4vBVo75wYd5vpywGMEe5bfcM49HqrzfiAeeNU5N/EQ1w0EBgIkJye3GDp0aH4/Wr7JysoiISEh3GFIUecClN80ierL36fkvt+ZEqjPq56LqF+vEa0rerHQvOT8oDYrRY3arBQ1arNSlKi9SmHQpUuXGc659IPLi0VSnB/S09Pd9OnTC6r6EzZu3Dg6d+4c7jCkuPDnwIx3yP5xMNF7N9Nx33OUqVKX+89oQOta+TPbQG1Wihq1WSlq1GalKFF7lcLAzA6ZFId9oa3DWAdUy3NcNVSW78ysr5kNyczMLIjqRQonbxS0upbo2+fgH/BfbhlwGht27OPTN5/gb2+NYvmmrHBHKCIiIiJyUhTWpHgaUMfMappZNHABMKwgbuScG+6cG5iYmFgQ1YsUbjEJeBv3Z0CLqoy9oTGPx7zDP1Zdyvcv3MBDH09kzdbd4Y5QRERERKRAhT0pNrOPgF+Aema21syuds7lAoOA74CFwCfOufnhjFOkuIsrk0zUzdOgUX+u8w7n9gXn8eFzd/LQ59P5LXNPuMMTERERESkQhWH16QsPUz4SGFnQ9zezvkDf1NTUgr6VSOFXpgax570Bv99G7Hf/xx0rP6PLzHZ8NGsTF7Wqzo1dalOhZGy4oxQRERERyTdhT4rDzTk3HBienp5+bbhjESk0KjYm9vIvYPtqPgok8dKYpdSf9iCPTGtOlVMHcF2n2pRLiAl3lCIiIiIiJyzik2L1FIscQenqVAOeOKMqOetWcsH2H5kxZRi3TbmYJu16MbBjbRLjosIdpYiIiIjIcQv7nOJw00JbIkchvlxwvnHf52masIP3PA9zysTrOeeJz3n9p+XszfGHO0IRERERkeMS8UmxiBwlrw9aXIHvttnQ7SHal9tJrWqVeHzUIro/+T0fTV1Nrj8Q7ihFRERERI6Jhk9r+LTIsYkuAR3uIKbdbQzxeJiy7Hcqf9SdCcPqcNG4S7i8Z1vOSKsY7ihFRERERI5KxPcUa/i0yHHyBH98tK4WT9VTenJB9ATe23096z65k0teGMnCLRpSLSIiIiKFX8QnxSJygmJKYr2fxnPzdKKanM21vpEM2XY1X0xfxr2fz2XH3pxwRygiIiIiclhKikUkf5RJwXP269iNvxDT6grq1qjBJ9PXcOszb/HTgjXhjk5ERERE5JAiPik2s75mNiQzMzPcoYgUDxUa4DtjMOfWj+XLa5ryfM4/SP24E58MeYzMrD3hjk5ERERE5E8iPinWnGKRgtO0dlViL34fK1mR89Y/yfanT2Hud29DQKtUi4iIiEjhEPFJsYgUrOg6Xah85yRW9ngD5/HR5JfbeOKdj1m6YWe4QxMRERERUVIsIieBGSntzqXyvTP5vPHLvPNrGXo8N56PXryfxdO+D3d0IiIiIhLBlBSLyEkTHR3FOQMuYdK9XbmjczU6bfmYeiMGMPPx7kyfPA7nXLhDFBEREZEIE/FJsRbaEjn5ysZHc0vPJiTeNYuptW+h9r6FpH/bj/H/6st3k6aR49ecYxERERE5OSI+KdZCWyLhE59QilaXPkrcXfNYkDqQU3Jm8s9vMujwxFheHbuMzN3a41hERERECpYv3AGIiEQnlKHhJU8R2Pcw//h1F29MXEHKj9fz5bgKbGhyI+d3ak5KUny4wxQRERGRYkhJsYgUGp6YeLrUj6dLnTJs/ziFUks+Z/fcH3ljVi9W1b2Sq7o2Ja2qRnWIiIiISP5RUiwihY83itIXvQGb7sY3+h/ctvQLtq8YzbUL7yCmdntu7FybNrXLYWbhjlREREREiriIn1MsIoVY+XrEXvwBDBxHfP1u9OrWjcUbdnL/m19x3stj+WHBhnBHKCIiIiJFXMT3FJtZX6BvampquEMRkcOp3JyoC97lKuCijjnsefFe/Fs288IHZ/JDk0t56KxTiIv2hjtKERERESmCIr6nWKtPixQtsdFRlDnn35Sr1oB/RP2Xmxecz+vP/Z1lv20Ld2giIiIiUgRFfFIsIkVQSnvsypFw6VeUTKrGbXte5j+vPs1Xs9aFOzIRERERKWIifvi0iBRRZlC7C6UGdWZrxnesnhTPxx/PZs/MoZzVrDKxzc8Dj4ZUi4iIiMiRqadYRIo2M8o26cl7A9txY+faVFn5JbHDryfr361g/lcQCIQ7QhEREREpxJQUi0ix4PN6+FvP+pS46iv+Gfc3ft++Gz69nJxX28PKSeEOT0REREQKKSXFIlKspNdM4m933sfozl9xt/8m1m/cwndzV5HrD0BuNjgX7hBFREREpBDRnGIRKXaifR5u7FqPVU0f4P++7MNPP2+l/oqJvFX5ayrvzIAu90PNTsF5ySIiIiIS0SK+p9jM+prZkMzMzHCHIiL5rEa5eN65ug2vXNyCnXtzeW6Oh22/LYd3+8E7vWHFOPUci4iIiES4iE+KtU+xSPFmZpyRVokxd3aiWteBdNr3LI/6ryBz3WJ4tx9Z3z0a7hBFREREJIw0fFpEIkJslJdbutVhQIuqPPt9Ct3n96Bnzvf88lMyLPiJc6rvZkBqgPJNz9CwahEREZEIoqRYRCJK5dJxPH1uU/znNGHhbx2otnwzk5ZtodScFyg/7wdWfdsQb5d7qNqqn5JjERERkQgQ8cOnRSQyeT1G4yqJDOxYm/9e1YrOt73FN9XvwbdnE1VHXc6vj7di5eSvwh2miIiIiBQwJcUiIkCVcon0uep+4u+azQ91HiQqezujv/mEG96fwZLfd2hBLhEREZFiSsOnRUTyKF0yge4X382OXTeRM3EJE3/ewK4Fo3k04VOWNbiJqqcOoG7FUpiGVouIiIgUC+opFhE5hFLxJbjp9GZMuKcLfZtUxJOzh25z7iDwajvuffQf/Pv7RezN8Yc7TBERERE5QcecFJtZ2aN4lS6AWEVETrrSJaI594IrqfZgBltPf5EqJX08EXiWFuOvpvuzP/HtvN9xGlotIiIiUmQdz/Dp9aHXkcYOeoHqxxWRiEhh5PVRts1l0PpimP8lyRt2EJ/hY9D7U7ivyhz6X3or5Uprv3MRERGRouYvk2Iz8zvnvHmKFjrnmv/FNbNOOLJjYGb9gd5AKeBN59xoM4sHXgGygXHOuQ9OZkwiUkx5vJA2gLppMKJLgHFfv033uc+w+d9v8VvrG6nU9QaIKRnuKEVERETkKB3N8OmDe4TbHMU1R3NOsHKzt8xso5nNO6i8p5ktNrNlZnbvkepwzn3lnLsWuB44P1R8NvBZqPzMo41HRORo+bweup91FSvO+IhfrRqVpjxG9tMNcWP/Bbn7wh2eiIiIiByFo0mK/zRZzjm3F8DMBthhll/df85RegfombfAzLzAy0AvoCFwoZk1NLM0M/vmoFeFPJc+GLoOoCqwJvReq+GISMEwo1arM6h15w88mPRvxu2tw/IJn/DUD8uZty4Tl7Mn3BGKiIiIyBGcyJZM7wHnmNklzjk/gJld6Zx7+1gqcc6NN7OUg4pbAcuccytC9Q4F+jnnHgf6HFxHKDkfDIxyzs0MFa8lmBjPRqtsi0gBK5cQw8M3XM4n07vx0ZwVjB+/knfHzWd83J38Xvk0Kp9xD4lV6oQ7TBERERE5iP3VqqmHmFO8v3wW8DrBXt5znXM5ZjbTOXfKMQcRTIq/cc41Dh0PAHo6564JHV8KtHbODTrM9bcAlwPTgNnOuddCc4pfAvYCEw81p9jMBgIDAZKTk1sMHTr0WEM/abKyskhISAh3GCJHLdLb7M5sx8L1W2iw+kNO8/+ElwBTYtqys87ZxJavHe7w5BAivc1K0aM2K0WJ2qsUBl26dJnhnEs/uPxEeopdKPncDQwzs7M58orUBcY59wLwwkFlu4Ar/+K6IcAQgPT0dNe5c+eCCvGEjRs3jsIcn8jB1GahLwADWLpsMRu+e4bmG78mfv5EHkl5lx7t29GqZll8Xg1kKSzUZqWoUZuVokTtVQqzE0mKtwE4594NJcYjgBL5EhWsA6rlOa4aKst3ZtYX6JuamloQ1YuIUCe1HnVSh7B506OM/fZDPlsWy9uLpvC3uK9JrFyHHbX6UKZkPLUrJNAypWy4wxURERGJKMedFDvnuuV5/5mZ7SW4aFZ+mAbUMbOaBJPhC4CL8qnuP3HODQeGp6enX1sQ9YuI7JdUPpk+l95Ot2w/4xeto/GIv1Nl3cesXfsab+X24h/+LlzcoQH39mqA1xOWgTciIiIiEeeYx+2ZWb1DrTrtnPvGOZd0HPV9BPwC1DOztWZ2tXMuFxgEfAcsBD5xzs0/1rpFRAqjuGgvpzepTpV7psOFQ6lcvQ7/F/UeM+JvZdmkL7j23ens3JsT7jBFREREIsLx9BR/BtQwsyXAXCBj/7/OuY3HWplz7sLDlI8ERh5HfMdEw6dFJGw8HqjXC0+9XrB2OnE/v0Df8t24+/tNPDDkU546tzkxlRqEO0oRERGRYu2Yk2LnXJqZxQBNCCatuwhuk9TIzHDOVcznGAuUhk+LSKFQNR3Oe5ezgRLlf8P78cXEvD4DV7cX1nYQ1GgHh94aXkREREROwHEte+qc2+ecmwZkOeduds51CyXDRa5Lw8z6mtmQzMzMcIciIgJAz8aV+K3TEzyfezZ7VvwM7/SG1zrAgq/DHZqIiIhIsXOie4H8aZNj59y2E6zvpHPODXfODUxMTAx3KCIiB1zaLZ3fT7mD5lnPM7Lm/bhALmxZFvzQnwM7N4Q3QBEREZFi4piHT5vZy8DM0Etj+URECoCZ8Wi/RngMbpwSTbd6XTinZDI/fDybsiuH87c9/2Z8dCcym15N79N6EhvlDXfIIiIiIkXS8Sy0NQdoBlwGlDSzBcB8YAGwwDn3cf6FJyISuXxeD4+dlUb9iiV5ePgCxizeROkSUZxRpSk/7+hDux3fEjdtDLOmN2Rf+nW07nUp5lFyLCIiInIsjmehrSF5j82sKpBGcOGtPkCRSoq1+rSIFHaXtkmhVc1yZO7J4ZTqpfF5PcCZsGc7K394ncqz3mDHlCe5aG09rupQC/Nnk1ymFGlVNS1ERERE5K8cTVJsZlbPObf4UB8659YCa4FR+RrZSaLVp0WkKKhXseT/FsaVJqXvPQR63cHP46cxb/wObnl3Ij/F3MFYfzM+rjyAVu26kZ0boGqZOE6tVe7kBy4iIiJSyP1lUuyc85hZmpmdGyraCEx0zvkLNjQRETkaHl8UZ3VtS5dTs1m9ZhXeWWdw9pIvOH/jOGZ9nsp7ud0ZETiVly5rS4+GyeEOV0RERKRQOarh0865DCADwMySgD5m5gOygUnOua0FF2LB0vBpESkuSpeIpnS9OlDvVdjzONkzP6Th1Dd4NvM1XGJ97vh4Nq9e3JyZa4Jb0F1yag3KxkeHOWoRERGR8DqeOcWbga8BQolxWzMrD5QApjjnluRviAVLw6dFpFiKK010uxuh7Q2wdhp3lUzjpxcnsu7da2lkmbwX6MGQn5pzVYdUbuhUm7hoLdAlIiIikelE9ymuB7QDzgAaAIeY9CYiImFjBtVaUaV0HO9c2ZJa9RrTueRa3ol6krExd7Bv3LOc+8zXzFpd5LaZFxEREckXx7MlEwBm9gKwFBjqnPs1/0ISEZGC0KRqabj0Mch9CBYNp/zUN7hv9Ud84s/i2ndLMuymdlROjAXPif69VERERKToOO6kGPi7cy4z3yIREZGTwxcNjc8JvjYtoeUOx953V/Lim29yX87LLK7cn+VV+tPulCZUK1si3NGKiIiIFKhj7g4wszZmZsUlITazvmY2JDOzWDyOiMixKV+XmrXr8fwFzViZGWDu7rK0/PVVzp3Qk1Uv9WV3xjAIaLMBERERKb6OZ4zcZcAMMxtqZleYWcX8Dupkcs4Nd84NTExMDHcoIiJh061BMu89fDPp/zeBXddP5/e066nrX0bu17eCCwDw6/qNbNuVHeZIRURERPLX8aw+fQOAmdUHegHvmFkiMBb4luAWTepWEBEpYnxeDz4vULEO8QMG81zCpXzz0yRSP5xDCR/cueh8FriKLKnYh34XXk/ZMmXCHbKIiIjICTvu1VScc4ucc88553oCXYGJwLnAlPwKTkREwmdQjwb07tKJX5Zv4Yd5a1hZ7Swaxm3lyo2DiX2+Pjs+vg42LAh3mCIiIiIn5Jh7is1spnPulLxlzrk9wMjQ65DniIhI0RLl9XDHafW4rlNtsnMDlIk/CwJPsnjaaBZ9+xo9FnzJUH9rvs/eRdeqAc5vnoyvXEq4wxYRERE5Jsez+nQDM5v7F+eUPo56RUSkEIqP8REfEzrweKjXuiel6nfi+g8nM3FuFhUTd5C+7G18E4ezt2p7YlteCg36QnR8WOMWERERORrHkxTXP4pzisycYjPrC/RNTU0NdygiIkVGpcQ4/nt9Z3bszaVUrI8xk0vx4rcl6Ld2HNXXXse+r2/D0/wiovo+G+5QRURERI7oeBbaWlUQgYSLc244MDw9Pf3acMciIlKUmBmJcVEAdG/Tktp1GvLU6MVU3jGbWuu+Jmrmal5eMo7z0qvRfM27zPI1oVf3nlRPUg+yiIiIFB7H01MsIiLyP2omxfPiRacApzBhaV+GTl1DUtY+3hr1MxNiXqSV+VmxsDJLG51Dne5XQdla4Q5ZREREREmxiIjkvw51ytOhTnkAfllel/m57ai1aQy7f/ovjRe8CAtehAs+xNU7g325AWKjvGGOWERERCLVCSXFZlYewDm3KX/CERGR4qZN7XJAOahXC0/6FVzznxHU2fAtv04swdRPf6DPvhGcHZ/Bvgbn8PWe5izZ7jg3vSrnt6we7tBFREQkAhzzPsUW9LCZbQYWA0vMbJOZ/V/+hyciIsVJydgonru2N0tSr2ZpptGtfgXapCaTnL2K1rPv46FFfbl588P8POxNVm3ZFe5wRUREJAIcT0/x7UA7oKVz7lcAM6sFvGpmtzvnnsvPAEVEpHgpGRvFm1e0zFPSlNzcu5k/fQypm36g/aKvicvN4vzXO3JV+xS6l1jGlL3Vseh4zkuvhsdjYYtdREREip/jSYovBXo45zbvL3DOrTCzS4DRgJJiERE5Jj6fj0anng6cDr2fIHrxUmpO2MarI6dyVcyNVCSKHwPNeXJiV7ZV7sT9Z7YgsURUuMMWERGRYuB4kuKovAnxfs65TWZW5H5D0T7FIiKFjMdDswb1+KgBzF9bl+lL3qbB1jF0XTycPjsmsyvzGZ5aczf33HoHcdFaoEtEREROzPEkxdnH+VmhpH2KRUQKr0ZVy0LV/kB/8D8Hqyax/ecP+WF+Eru+nsc/668kZslwaNAXUrtDtPZAFhERkWNzPElxUzPbcYhyA2JPMB4REZFD8/qgVieq1OrEGSMXMmT8ChLnj+c2z3ckZHyK3xtDdkpX4pr0h7TzwHPMa0mKiIhIBDrmpNg5p7FqIiISVvf1qs/pjZJ5Y0JF+q3vRfL2mfTwTKfXsimsXzaHfl+U4bGzGtMnYQme5Ab8ujeBHL+jbnICZlqoS0RERP5wQvsUi4iIhIOZ0aJGWVrUKAvAqi1tWLN1D28v2UDM3s2k/u7jrqHT6RJzHQnsZbOry3f+ltRofz59O57K9j051EzSUGsRERE5jqTYzFoCa5xzv4eOLwPOAVYBDzvntuZviCIiIkdWo1w8NcrF075OEgBX78nh/V9W8uWOt0jZOIa0nRNotfN9mPI+/5p0EW+7vnx2XRsc0LRaafUei4iIRLDj6Sl+HegOYGYdgcHAzUAzYAgwIL+CExEROR6JcVHc1LUOUAc4A4Cli+by1YevszCuOTk7HYNf+w+P+d5kVrXunHLaxVjAD8Du7FziorxKlEVERCLE8STF3jy9wecDQ5xznwOfm9nsfItMREQkH9Wp34S7HnkJMyNjbSZrZu9l+5wqNF77Ebz9PumekkyccSq3bT+PpPIV6dW4El3rVyCtamK4QxcREZECdFxJsZn5nHO5QDdgYJ7Pitw+xSIiEjn29/6mVU0kreo5bO7ch7ZPjKCVfxbdvTNpnpvBNv9lbP59J002DeOjsQEW97iQAZ1bhjlyERERKSjHkxR/BPxkZpuBPcAEADNLBbblY2wiIiIFKikhhkE9m/Pw8BjWlWtHv9tOY4kZ67btodKw14la9ROMe5MN0xuyMqkTi0p35LQuXaiUGBfu0EVERCSfHM+WTI+Z2RigEjDaOedCH1UGMvMzuKNlZv2B3kAp4E3n3GgzqwU8ACQ65zTPWUREDumKdjXp1iCZhbOm4PUG9zauXq4EXPE1W36dw5tvvkL3HTNoufM11gUyaDPZkVa5FG91zWFJVAMaVSuH12NEeT3ERmnXQhERkaLmuLZkcs5NBjCz5mZ2EXAu8Cvw+bHWZWZvAX2Ajc65xnnKewLPA17gDefc4CPE8xXwlZmVAZ4mmKyvAK42s8+ONSYREYks1cqWYLn3oIW1zChXqxltr/gX2/1+ZuRuZeuK30hbFc3u9Qso/9ndxLgSTPM2YzwtmBvXkqtPb0nJ2Cg61knSQl0iIiJFxPFsyVQXuDD02gx8DJhzrstxxvAO8BLwbp57eIGXgR7AWmCamQ0jmCA/ftD1VznnNobePxi6TkREJF/s3+YJkmnZuAHXAE8ML8E1v9zJ2fFzSM+eTjf7mUCWcfnQe5gQaML17apwb5+moMRYRESk0DuenuJFBOcR93HOLQMws9uPNwDn3HgzSzmouBWwLNTbi5kNBfo55x4n2Kv8Jxb8c/xgYJRzbubxxiIiInI07urdnF090igZ4+ObOetoFbuGcuvH0TuqD9tnZ+Imv8bmmd8xxZdO487nUSO9F8Qk8FvmHrweo0LJ2HA/goiIiITYH1OCj/KC4PzdC4B2wLfAUILDm2sedxDBpPib/cOnzWwA0NM5d03o+FKgtXNu0GGuvwW4HJgGzHbOvWZm5YDHCPY2vxFKqA++biCh1bOTk5NbDB069HgfocBlZWWRkJAQ7jBEjprarBQ1+dVmd+xz/DJ9Ct1zfqSlm0sp20MOPmZ4mnDh7jtIivNyeaNo5m3207yCj3plNQ9Zjo9+zkpRovYqhUGXLl1mOOfSDy4/5qT4wIVm8UA/gsOouxIc/vylc270cdSVwgkkxfkhPT3dTZ8+vaCqP2Hjxo2jc+fO4Q5D5KipzUpRUxBt9sHPZrJ85g/0jZ2LN2cn9+QEdzF8yvca2yjJ2EAzUpp3p0zJErSqWZaWKWWJ9nmICi34JXIk+jkrRYnaqxQGZnbIpPi4FtoCcM7tAj4EPgwtcHUucA9wzEnxIawDquU5rhoqy3dm1hfom5qaWhDVi4hIBLvrjMb8WKsC/Zvdzbbd2Yzf56fzU2NIskzOiZrMwMAIdsx7lgmBNN4Y340rAmlE+zy8f3VrWtUsG+7wRUREIkK+/CnaObfNOTfEOdctP+ojOAy6jpnVNLNogsO1h+VT3X/inBvunBuYmJhYENWLiEgEK10imrNPqYrHY5RLiKF6uRL8fF8Pyl8/HM89v7LmtP+wptJptI9ZTl1bC0B87nZ+efNOzn3wBWav2sL67XvC/BQiIiLF23H3FOcXM/sI6Awkmdla4CHn3JtmNgj4juCK02855+aHMUwREZF8UTExloqJwYW2qrU9D9qeB4EA9+Xs45IdfnwrxlB11Ffcyhdse+sJJgTS6H7mJUzwtKZihfI0rVaabbuyKRMfHeYnERERKR7CnhQ75y48TPlIYGRB31/Dp0VEJOw8HqJi4qhVHijfD9KW8/yQ16m6ZRIdPXMoMeImHtv3HKtdMrc32sNPC9ZQpm4bBg9oTvmSMeGOXkREpEgLe1Icbs654cDw9PT0a8Mdi4iICAAlytKi97Xc/VkrhsR48GxayGqXjM9j1FzyBrfG/ML2lfFMfqYJKa37Ua/9WVjJiuGOWkREpEiK+KRYPcUiIlIYta+TxC/3dcM5x2czUskNOGqXT+Ca13eyrfpplFg1lk7euVSY8guLf3mJ87zP0bFuef7WwqhWuzF4I/5/8SIiIkcl4v+PqZ5iEREpzMyMc9P/2JDh23vPpFJiLCMzLuSGiSvYs2Y2pS2LzOwcRs1ZzWOLriM32oelduHrrIbUbtOfBnXrEe3zsHNvDiVjo8L4NCIiIoVPxCfFIiIiRUnl0nEA9G5Sid5NKpGd24ah01bTJSfAkyMzuCdnIJ39c+i0YAJn2zBYM5jXY69iR/PreHXsUlLKxvLypa1pUKkUAHuy/fi8pr2RRUQkYikpFhERKcKifR4ua5MCwLUda/HlrBbc/vEcyHXUtzV09sxmwr5U5o9dTlvPAl7b9RyTXmnM8LiWbE5uzydLoWSMj5/v66peZBERiUgRnxRrTrGIiBQnZzWvSrvaSTzw1Tza1W7EuenXsnnYfObPWIs/tiwjc9rQ0TObXtnTYM0rDIyuzKX77iPt4dEADOqSyuVtU7SqtYiIRIyIT4o1p1hERIqbCqVi+c9l6QeOnz63KXefXo/kUrGs2nIR705ZTYOodVTd/AubF4yjbMXq/Pb7Lu71fUTDiSsZt7gtPftfSslqjcEsjE8iIiJS8CI+KRYREYkEyaViAahRLp57z2gANAC6k+N/gNM8xoSlm/H+MpkKy2fScevr8Nbr7Igqz+oqvaly7lO88/NKlm7cyaWnptC8emlio7wAzFq9jeWbdjGgRdXwPZyIiMgJiPikWMOnRUQkku1fYKtj3fJQ91FGZdzIZR98T0fvXDr657B52Tr6PPo94Hg96jmmLqzOU/4mnHlGH67oUIezXvkZgP7NKuPTYl0iIlIERXxSrOHTIiIif+iVVomej1/KzNXb+WnJJl4YsxSAkuyhvG2nu2cGt/q+YMcPT7Fszqm0tHZMc/WZ8utW2qUmhTl6ERGRYxfxSbGIiIj8mZnRokYZWtQoQ8c6SUT7PCQlxDB2cSuu/HIyHbzz6WBz6LhpFhWsETj4vze/4ObEifhrduWcs8/n18wAPy7ayJVtU/B4NC9ZREQKLyXFIiIicljpKWUPvO/TpDIjM2pwa98zeGzkQu5ZvBEPDoD6toZee0YSs/Br9v3zLtYE6rM+0IRzpvYlvlRZrmibQoVSMTSunKgkWUREChUlxSIiInJUEuOi+OCaUwF447J03p+8inPTq7EvN8C9nyfTZMEptPYspJNnLh09c7nHN5TmG7uya2OAqBXfU4J9zI5uxrs3nU7t8glhfhoREZGgiE+KtdCWiIjIsfN5PVzRriYA8THw2iUteGR4LOemd2X99j3M3ZvL97+tYdfErQBc7h1NZ+8c/M6Y+2Jtng80Yay/GRedfTbxMT661C9PiWgfW3dlUzY+OpyPJiIiESbik2IttCUiInLiPB7jkX6NAWhcJTFUWpUb+8CC9Tvo+4KfprnL6eQN9iIP8n5Jc1vKZZ8H/yh9umcaq2LqsmhPIm9f2ZIu9SqE6UlERCTSRHxSLCIiIgWrYeVSLB98JgBrtu7m8remsmXzBsraTgBKs5NXo/6NxzmWRldh1ifNmdPuTF5cUZEd/mi6N6jAwI61w/kIIiJSjCkpFhERkZOmWtkS/HhXZwBS7h0BwHYS6Jk9mI6euXTwZHBm7nfEjv+GyjmX84P/dBb9upryWYt5YpaPbg0r8X99GxLj84bxKUREpDhRUiwiIiJh8cMdnfAYeMz4LXMv9SpexZasfTR97gfSPYtZEqgKQA/PTM6a+hodXCkmzmzM/dOaMCGQxkvXncFnM9bwyfS1/HBHJ1IrBBfv+nLWWtrUSqJiYmw4H09ERIoIJcUiIiISFvuTWICUpHgAysZHc02XBrw8NppXLj6FVVt2859vd3B79g108GbQwTOX/t6fAWj5+stsogwV2EbvZ79nzD2nExfl5faP51C/Ykm+va1jWJ5LRESKlohPirX6tIiISOFy9+n1ufv0+geOr2yXQv2/l6JSxyuYlrWXcruXsXXxz2yiDACPRL1DV89spjxbnwmBNOpbExb9Xg0A5xxmf+yLPGfNdmqWj6dUbNTJfSgRESm0Ij4p1urTIiIihVtslJcl/+xFlNdCCW4zGv5fAvj9AFira3lvypd08GTwQNSHwIdM8DfmtZ8aMHjUIhLYTdWKyXxwTWv6vTyJVill+eT6NmF9JhERKTwiPikWERGRwi/a5/nT8YhbOrA3x09KuXg2Z+3j+knBodjpZfZwXbXVDJ+3hWGjFhFNDpNjBrF6azKfDm5CW08aM1bWZcOOvWzO2kfm7hyqlilB9XIlwvFYIiJSCCgpFhERkSKnZmgOMgRXtJ7xYHfKxkdjZuT6A1w7dxQAUeTySm4/OngyuMo7kut9w9njonlg8FV8EeiIEcBh1C6fwH8uSyfH71i+KYvTGibj83oOd3sRESlGlBSLiIhIkVcuIebAe5/Xw8rBvQkEHM9+v4SXxsbxir8fJdhLa89COnrmssQFV7bu6MngiaghTNiWxnPPNWFioDHbKMVjZzWmR4NkKpTSCtYiIsWdkmIREREpljwe4/YedbmiXQpbsrKZsWobZzXvz+0fz2be/N8B2OFKMD1Qjx7eGZzrG0/AGfNcCld/eTcPfFmam7rU5sdFm+jXrDKZe3I4vVFFFv++g3NOqaqeZBGRYkJJsYiIiBRbXo+RlBBDUkIM9SqWBOD5C5sxc9V27vp0DrO216HxrdfS7eXxVN27hGsqryR+40w2UwqAkhMe5U5bx4TRwb2RXx1XCTDu+TyDXx8/408rW4uISNGkpFhEREQiSozPS5va5Zh0b9cDZcNv7cz67a1JTylLyr0jDpRnuThqe9bTPWoWAGtdEl/52/F07vnUvG8kFUvF8sbl6TSuksjUX7eSWiGBsvHRJ/2ZRETk+EV8Uqx9ikVERKRy6Tgql44DYNGjPbnsransy/Hz0tqzeMl/FtVsAx088+jgmUsJ9oWucjy251F+fLUGj/ibMMulkouPGzrXplXNsrSpVY5orwePR73JIiKFWcQnxdqnWERERPKKjfLyyXXBfYzXb9/D2MUbOS+9Fzn+AFNWbGX3+kyaLtjAyrXrKG1Z3OT5mlt8X7HTxTE50JA3fjqDV8c1OFDfin+dQca6TCqXjqN8yZjD3VZERMIk4pNiERERkcOpXDqOi1vXACDK66FL/Qp0qV+BQV3rMHzOei76tBQxuTtp45lPR08GHT1zSbQscFDPVnOZ93tueHAqvwQasYM/tpHKePg0HFAqNipMTyYiIvspKRYRERE5Dn2bVqZ3WiVeHruM3EAzHhizFHAYDoDatp4zvT9zsW8Muc7DHFebCYE03srtSdrDowF47vymNKqcyPKNWZSNj6Z1rXJhfCIRkcikpFhERETkOHk8xs3d6gBwfstqPPf9Eh7t35ivZq3jo2ml6bK5DSl7F9LBm0FHTwbXeb/h9dw+APT2TGbaZ2N4JpDGWlfhQJ2jbu1Ag0qlwvI8IiKRSEmxiIiISD6oXDqOp85tCsAFrapzQavqAAQCvfjHNws46+eVlGAve4gFoJ93Eqd5ZwDwayCZCYEm/BhoTq/n4Yq2KXw+Yy1j7upEhZKx4XkgEZEIoV3nRURERAqQx2M8fGYjfrq7M7P+2Z8LW1UDYGDOHXTd9zQP5VzOcleZc7zjucwbHFb9zs8rOTP3W6791+tkZu0lY20mgYAjxx9g6Yad4XwcEZFiRz3FIiIiIidBjXLBhbYeP7sJaVVKE+3z0LZ2N9oO/pH/+k8nilzKEEx4E8niH7638Zpj+1NPsDrQiA8CTfjR35yNlAGgbhkPG+PXcF7LamF7JhGR4kBJsYiIiMhJdlHr6gfeL3q0J3uy/ZSJj2bH3hyaPDyaTBJoue9V2nnm0cGTQXtvBr29U7mfq/nQ341yZFI9cxn/+DyLv30+F4BpD3SnfMkY9uX6ydqbS7kEbf8kInI0lBSLiIiIhFFslJfYKC8Q3KLpw2tac9EbU3jjxp78a0QN/raqLeQ6att6trjgAlzdvDN5Muo/5DgvM10dJvobc+2/ljHX1aJFSjmmrdzGE+ekER/jo0+TyuF8PBGRQq9YJMVm1h/oDZQC3nTOjT5UWfgiFBERETk6bVOTWDm4NwCf3dCWXH+ADk+OZXlmlQPnfOVvz2qXTAfPXDp4Mrjd9zl32me03Psy01Z6qGNrefGLTax15cnxB/hsxlru6FGPjTv20iutUrgeTUSkUAp7UmxmbwF9gI3OucZ5ynsCzwNe4A3n3ODD1eGc+wr4yszKAE8Dow9VVmAPISIiIlJAfF4Pv9zXDecczsHOfbns2JPDjKmluG1cQxY2uZ1JcxfTzLOcTaH5xn/zfUwP7wxWBCoy4fM0SgTSuPzVNWRRgm9ubs/LY5cxcelmvru9I5VLx4X5CUVEwivsSTHwDvAS8O7+AjPzAi8DPYC1wDQzG0YwQX78oOuvcs5tDL1/MHRdXocqExERESlSzAwzSIyLIjEuiuWxHpY+1gufxxjTrArXvPvH3saP517IpEAjOngyONc7nst93zMrkMpZ2f+gz4sTqW3r2OUq0XbwjwC8eGFz+jbVMGsRiUxhT4qdc+PNLOWg4lbAMufcCgAzGwr0c849TrBX+U/MzIDBwCjn3MzDlYmIiIgUJ1He4O6a3RsmHxhy/d3833lhTCneWV+Zd/w9iSaHUzxLiSIXgBiyGRF9P/uIYlKgMRMCaTwxdCPfzm/KiLm/cWbTyjw5oAnOgRkH5juLiBRX5pwLdwyEkuJv9g+fNrMBQE/n3DWh40uB1s65QYe5/hbgcmAaMNs599qhyg5x3UBgIEBycnKLoUOH5vuz5ZesrCwSEhLCHYbIUVOblaJGbVaKmqNts5n7HIu2+hn1aw4rdwSIIZsenhm092TQ0TuXyrYVgIdzLjuQREeTQxYlAHimUxwBB+VLeNiT64jzWYE+lxRP+hkrhUGXLl1mOOfSDy4vFklxfkhPT3fTp08vqOpP2Lhx4+jcuXO4wxA5amqzUtSozUpRczxt9vfMvZz6+BhSKySwbGMWEFzVuoMngwmBNJa7KnTzzOD1qOdCq1qnMSGQxlxXCz/BHuNbutVhYMdaxPo8+EI91SJ/RT9jpTAws0MmxWEfPn0Y64C8O9FXDZXlOzPrC/RNTU0tiOpFRERECo2KibEHhlnn+gNk+wPMXLWdCUs7sHz8CgB+dZV4zd+XDp4MbvN9zh32GTtcCXruG8x6knhtzAJeGLMUgCn3dyM+xkdCjI+de3OIjfIeGNItIlJUFNakeBpQx8xqEkyGLwAuKogbOeeGA8PT09OvLYj6RURERAojnzfY09u+ThLt6yTRtX4FHh2xgM07Y3l6R2We5nxKs5N2nvmkexaznnIAPOJ7h1M9C5gQaMLfB0/jl0AjdoaGWlcvW4KPrzuVSola0VpEio6wJ8Vm9hHQGUgys7XAQ865N81sEPAdwRWn33LOzQ9jmCIiIiLFWuta5fjm5g4AjF+yiQW/7WDwqEWMj2rPiH2nHjhvSqAB5W0753jHc5nve3Kdh1GBVtyccwurt+6mzeNjgOC84+s61gKgdoUEzkuv9j/3FBEpDMKeFDvnLjxM+UhgZEHfX8OnRURERP6sY93ydKxbnvoVS9I+NYmAg1fGLaNGuRLc/jF8FWhPFLk0t6V08Gaw28UCYAT4IfpulriqTAykMXJCGmtcMgAd6iRx84ezeP7C5lTR3sgiUoiEPSkONw2fFhERETm0zvUqHHh/W/e6ALRPLU/Lx36gbd1K/LTEx9TcBgfOKcE+pgbq09E7l17eaQCsDCTzVO75tHk8eE670N7I3epX4Olzm1ImPvokPY2IyKFFfFKsnmIRERGRo1e+ZMyBxbr2O/258SzesJMGNSpz36prIddRy36jgyeD9p4MdoTmHDe1Zfw96n0m+NOYsDiN9Ed/o0rZktzXqz5rt+2hd5NKVFYvsoicZBGfFKunWEREROTEjLilPbv2+UksEcXWXdns3JvDZzPWMndtU/67ZNOB80rYPnz4udX3Bbfb5+xwJfh5ZyP+74Mr2EgZHhu5kLLx0ezN8XNN+5q8+tNyHuzdkMvbprA3x0+2P0Cp2KgwPqmIFEcRnxSLiIiIyInxeT0klghuxVQ2Ppqy8dHceVo9AFZt2UWnp8YB8EugEf2zHyWRLNp55tHek0Erz2IyiQfgSu8oau9bz4RAE97+cSc5lOChYfPZnLWPF39cBsDk+7pRMTH25D+kiBRbSopFREREpMDUKBfPysG92bYrm6x9udz/ZQZbskqxMyGF+5ee+qdzK9pW+nsncYlvDLnOw2yXyrf+lrz44x/DtU99fAwAH17TmtTkBBJifJSI1q+0InL8Iv4niOYUi4iIiBS8MvHRlImP5r2rWwOQ6w/w0thldG+QzF2fzmHR7zt5PPdins49n2a2jA7euXT0ZNDCs4Q3/MGk+CHff1nuKjM+0ISL3phyoO6f7u7MxW9MYXPWPuY/0hOvx8LyjCJSNEV8Uqw5xSIiIiInn8/rObCi9be3dQRgb46fOWu2c/4QH9Ny6/Ms5+EhAEAJ9tLDO4Mr7TsAVgUqMCGQxqf+TnR66o96a98/kr/1rMcFLatTVitbi8hRiPikWEREREQKh9goL61rleP89Gp8PH0N/+zfmAe/mgfAbmJpv+95atrvtPdk0NGTQX/vJOa42szxp1KZzZzvG8d4fxrPfOvnyW8XH6j3tUtOIcbnpVrZEqRWSAjX44lIIRXxSbGGT4uIiIgULk8MaMITA5oAcMmpNfAHHEs27OSmD2ZSpUwa7y2txHv+0/CRizfUk9zUs5xB3i+51fcFO1wcvwQaMSGQxtf+dlz//swDddcuH8+dp9WjV+OKmGmYtYgoKdbwaREREZFCzusxGlQqxY93df5Tecq9I8gNvR8VaM0p+16nrWc+HTwZdPTO5XTvdEb5WwHQ1jOPkuzml02NuPGDXQfquLJdCle1q0m1siVO0tOISGET8UmxiIiIiBRNS/7ZC4+BmVH7/pFkksCoQGtGBVpDrqMKm9lCIgCXe0dzunc6fmfMcbWZEGjCT/4mvD0J3p60EoD7etVnQIuqlEuIYUvWPkpE+4iL9obxCUXkZFBSLCIiIiJFUrTPc+D9ysF/bNs0Z812+r08iR2xlWBvsC/5ppxbaJa7jA7e4HzkQd4vaeeZx4DshwE43TOND7/9ncdHJQPBYdVlSkQx8+89mLB0M+VLxtCgUqmT9mwicvIoKRYRERGRYqVptdIHkmR/wOGcI/WBUUx39ZmeW5/nOJdSZFHeMgGIYy8vRr1AtPlZEyjPhEAa4wNN+Hl3Q2reN/JAvf2aVaZ5tdKc17Ka9kYWKUY8f31K8WZmfc1sSGZmZrhDEREREZF85vUYPq+Hr29qx6Aufyys+uxlnVnuqgCwhxh6ZD/FgzlXstBVp6/3F16L/jcXeX8EIJ49pNsiRsxezcPDF9Dw/74j5d4RvDnxV6at3EquPxCWZxOR/BHxf+LSQlsiIiIixV/TaqVpWq0057SoyoSlm+jeMJmVg3uzdVc2Z78yiZVbKrLKX5H3/T3wkUtTW846lwRAe08Gr0f/m50ujsmBhowPpDEhkMaj3zj2D7VOLhXDg70b8sq45Qwb1I4ob8T3PYkUGRGfFIuIiIhI5KiZFE/NpPgDx2Xjoxl3d5cDx3tz/NT/+7fMcPUOlP0caMx12bfR0ZNBR89cekTNAKDrvqdZ4SpTiS3s2hHDzR/NAqDOA6OIj/ZyWdsUbutehxifFusSKcyUFIuIiIiIhMRGeZnz0GnEh1ad3p3j577PMxiRUYLvAq0ARw3bwKmehaxwlQC4M+pTzvJMYK6rzfhAGhP9aczKTuXVcct5ddxyAJ47vyld6lWgdInocD2aiByGkmIRERERkTwS46IOvC/l9fDyxadw9sINXP3f6YCxygWHWu/339zTWOtNooMng0Her7jV9yXzAzXonf04AOXI5PaPZ7N/qHWjyqWYv34H7VLL8cE1p57EJxORQ1FSLCIiIiLyF7o1SGbhP3oS5TU8Fkxup63cyvlDJpPhapGRW4t/M4BS7KKNZz4xBLeC8hDgh5i7yXJxTAg0ZkKgCT+vbwQkMGnZFlLuHQHAkEtbMGvNdvo3q0K9iiXD9ZgiESnik2Iz6wv0TU1N/ctzRURERCRyxUX/eW5w61rlmP5gd5ISYoDg9k+17x8ZGmYd5MPPM7nn0t4zjz7eyVzkG4vfGf/KvYg3/b3xEMBDgIHvBecpvzpuOWPu7MSqLbvoUq8Ce3MC/3NfEclfEZ8Ua/VpERERETle+xNiCG7/NO+R09m9L5cKpWK5YMgvTF6xlff9PXjf3wMvfpracjp65zIzUBeAFraEt6KfYnKgARMCaUwINKHbM+PYP9QaoFVKWf5zWToOpznJIgUg4pNiEREREZH8khDjIyEm+Cv2SxedQtvHf6RxlVJ0b5jMk98uZqary8zcugfO304CX/vb0sGTQY+omQCsdUlckn0fK10lwDF15Vaa/mP0gWteufgUzkirdFKfS6Q4U1IsIiIiIlIAkhJiWPJYrwPHN3YOTtd7ZvRiXvxxGQBLXVUezL0agOq2gQ6eDNp4FrDOlQfgHt9Q2ngWBHuR/WnMcnW48YOZ/3OvL25sy7Zd2XRrkFzQjyVS7CgpFhERERE5iQZ1TSVzTw43d63Dqi27eGb0En5ZsYXVLpkP/Ml84O9+4NxVLpmWLOYG7zBu9n1Flovlu0A6d+bc+Kc6z37l5wPvv7m5PRUTY9m5N5cqpeOI9nlO2rOJFEVKikVERERETqIYn5d/9GsMQPmSMXw08I9tmTbt3EfLx344cDzU35Wh/q6UZDdtPPPp4Mkgmz+2jHov6l+sdeWZEEhjUqAxmSTQ58WJf7rf0IGncmqtcgX8VCJFl5JiEREREZFConzJGFYO7g3AnDXbueH9GdzfuwGDPpzF6EBLRgdaHjg3hmyyiKO3dwoX+sYScMZcV4vXcvvybZ4VsC8YMhmAVjXLcm+v+tSvWJJd+/zMX59J53oVTu4DihRCSopFRERERAqhptVK8/N93QDo06Qyuf4AH09fwzuTVrJ0Yxb7iOaGnNsPrGrd3jOPDt65RIf2SK5pv/GA730mBJowIZDG1F/dn4ZZAyx6tCf/+GYBd59WjzLxWtlaIlPEJ8Xap1hEREREigKf18PFrWtwcesaB8qcc/R9aSIz19Vlpr8uL/jPPvBZsm0j1dbTPWoWEFzVeoI/jedzz+Z3gsOp6//9WwA+nLIagPeubkWHOuVP1iOJFAoRnxRrn2IRERERKarMjG9u7gDAvHWZrNqym5s+DK5OPTnQkM7Zz1HNNtDBM48Onrn09E5jcO6FAJzpmURdz1om+Jsw09UhBx+XvjkVgPvPqE+p2CjWZ+7ltm518Hjs0AGIFAMRnxSLiIiIiBQHjask0rhKIr2bBOckn/3KJGau3s4al8yH/mQ+9HfDCOAIrkbdxLOCK7zfMcj3NbtcDL8EGjI20JwP/N3518hFB+p9YcxSILjtU1qVRKK8Ws1aihclxSIiIiIixdAXN7YjEHB8O/936iaXZPic9ezJ8TNk/AoA/pl7Kc/nnsOpngV08GTQwTOXkt49B7aEutH7NatdBSYGGrOdkn+aj9ytfgWaVy9NaoUEejauFJbnE8kvSopFRERERIopj8c4Iy2YtN7eoy4A95/RAAiubt3v5Ul8H0jn+0A6ACXYC0A0OVztG0k520nAGRmuJhMCaYzwn8pCV4MxizYyZtHGP93rbz3rcVW7mkR5PXg13FqKECXFIiIiIiIRqGm10qwc3Jt56zL5dt7vJCfG8vev5gGQTRSt9r1CE1tBB08G7b0ZXO8dzjaXwEJ/DUqzk7O8ExkfaMJyVxkwnvx2MU9+u/hA/Q+c0YB6FUvSsa4W7pLCTUmxiIiIiEgE2z8XGeDCltW45M0pTF6xFT9eZrk6zPLX4QX/2SSwm/39v+meJTwU9R4A611ZJviD2z6NDTRjF3EAPDZy4YF73JUeQ6nV20gpF09Zbf0khYySYhERERERAYLbPn107alMW7mNlillABi9YAPXvTeDLEocOO+HQAva7/t3sBfZk0FP71TO942j075n2eXiaGwrKGl7mBGoSzZRPD19H0wPzklOSohhc9Y+njgnjfNbVg/Lc4rkpaRYREREREQOMDNa1Sx74Pj0RhVZ9GhPlm/KIqVcPL9u3sWT3y1mygoPH+VW4CN/NzwEaGQrWeWSAbjaN4qzvJPY7WKYHGjAhEBaaKh1FTZn7QPgns8zuOfzDGolxdOnSSW61K9AfIyPusklw/LcErmUFIuIiIiIyBHFRnlpVDk4xLpxlUTevarVgc827NjLwPdmEAiUgXWZAPw950pG+E+lg2cuHTwZdI2azdJAFXpkPwVAui1iuavMNkqxYvMuXvhxGS/8uOxAnX2aVOKGzrVJKRdPfIxSFilYxaKFmVl/oDdQCnjTOTfazBoAtwJJwBjn3KthDFFEREREpFhKLhXL1ze1A2D77myycwO0+tcYfgi04IdACwCq2iYqsA0AL37ein6aBPYwz6UwMZDGhEDagaHWAN/M/Y1v5v524B5pVRJpXKUUD5/ZiBif9yQ/oRR3Yd9528zeMrONZjbvoPKeZrbYzJaZ2b1HqsM595Vz7lrgeuD8UNlC59z1wHlAu4KKX0REREREgkqXiKZCqVhWDu7NW1ek82j/xky8pwtrXXlmuuCWUAGMS7Pv5dncAewhhmu9I/go+jFu830OQBS51LZ1gDtQb8a6TD6auoZ6D35Lyr0j8AfcoW4vclwKQ0/xO8BLwLv7C8zMC7wM9ADWAtPMbBjgBR4/6PqrnHP7N0l7MHTd/nrOBG4A3iuo4EVERERE5H91rZ984P0zneK486c9XNWuJm9N+pU5LpU5/lRe8p9FArs51bOQX11FANI9i/ko+jF+c2WZ4E9jYiCNiYHGbKXUgfpq3z/yT/e6t1d9tu7Kpm3tcnSuV+HkPKAUG2FPip1z480s5aDiVsAy59wKADMbCvRzzj0O9Dm4DjMzYDAwyjk3M0/dw4BhZjYC+LCAHkFERERERI6gXJyHlYN7A/B/fRsC8PXsdTwzegmrt3JgmDXA4kA17sm5lg6euZzmnc55vp8A6L3vX8x3KSSSxR5iDgy1Bhg8ahEAQ8avoGSsj29ubk+NcvEn6/GkiDPnwj/0IJQUf+Ocaxw6HgD0dM5dEzq+FGjtnBt0mOtvAS4HpgGznXOvmVln4GwgBpjrnHv5ENcNBAYCJCcntxg6dGg+P1n+ycrKIiEhIdxhiBw1tVkpatRmpahRm5Wi5K/a68bdAZLijBw/LN3uD27hBHgIkGYraOeZx+v+vvjx8n++d7nAO5YpgfpMCAT3R17qqsCBXZT/113pMaSU8pIQffhzpPjr0qXLDOdc+sHlxSIpzg/p6elu+vTpBVX9CRs3bhydO3cOdxgiR01tVooatVkpatRmpSg5nvaauSeHv381j2Fz1v+pvLUtpKd3Kh09c6ntCS7GNT9Qg97ZwVmWMWSzj+gj1n1797rUrhBPnyaVjykmKdrM7JBJcdiHTx/GOqBanuOqobJ8Z2Z9gb6pqakFUb2IiIiIiByHxLgoXriwOfedUZ8SUT5+37GXkRm/8fwYmJLbAIAqbKK9dx5x7Dtw3XfR95BF3IG9kfOuar3fcz8sAWDQh7OC/3ZJpVxCNFe2q3mSnk4Kk8KaFE8D6phZTYLJ8AXARQVxI+fccGB4enr6tQVRv4iIiIiIHL9KiXEAJJaIol7FkgxoUZVd2bnUSkpgT7afpv8YfeBcL34+9XeigzeDa7wjucE3nD0umqdzz+VNf2/+WNH6z8OoXxob3CP5keELMIPXL2lBmfho0qok4hzERWsbqOIs7EmxmX0EdAaSzGwt8JBz7k0zGwR8R3DF6becc/PDGKaIiIiIiBQC1cqWOPA+2ufh18fPYN32PWzdlc3UX7fyzxFeXvb3J549tPYspIMng+WuCgB1bB3vRT/OxEAa4/1pTAo0ZguJf6rfORj43oz/ue/Ee7pQpXQcwTV+pTgJe1LsnLvwMOUjgZGH+iw/afi0iIiIiEjRZWZULVOCqmVK0KRqac5Nr8b7k1exdtsexi4qw487TvnjXBzTAvXo5pnJAO94IDgf+dacm1jmqh7xPu2fGPun48va1ODUWuU4I61S/j+UnFRhT4rDTcOnRURERESKj8S4KG7q8ucOr8w9OazdtptnRy/h5kXV8BCgka2kg2cuHTzz2ODKAnC1dyQdPBkH5iMfaVXrd39Zxbu/rDpwfG+v+gzsUItVW3ezN8dPg0qlDnmdFD4RnxSLiIiIiEjxlhgXRWJcIm9e0RKAdyb9yu876vDKT7X4r/ccduEHIBsfVW0Tf496H4DfXRl+9Dfn/tyrOdKWTxDcK3n/fskAVcvEcVmbGrSplYQZNK6SeISrJZwiPinW8GkRERERkchyRWiV6Xt71T9Q9t+fV/LQMHjPfxqV2EJ7bwYdPXMpZbvZnxA/5XuNLSQyPpDGjEDdI279tHbbHv41ctGfyh7q25ALWlbXwl2FTMQnxRo+LSIiIiIil7dN4fK2KQQCjmkrt3L+kHJ86u984HMPASrbFvp5JnF9aFXrqYH6vO/vzveB/9n69pAeGb6AR4Yv+OP4zEakVkjA5zFa1yqX348kRynik2IREREREZH9PKEEdeXg3gDs3JtD2sOj6ZlWmYszHqAEe2ntWUhHz1zae+ZRxTYDkEQm90V9GFrVOo3N/PVw6YeG/e8GO4lxUXSqW559uX5eubgFXo9Wuy5oEZ8Ua/i0iIiIiIgcTsnYqAMJ8n7fzvudHxZuIKZ6Gf775RwAatpvdPXM4hzvBCC4qvWEQBPeyT2N3zn6XuDMPTkMm7MegNr3Bzfj+ff5zejeMJl12/ZQr2LJ/HgsySPik2INnxYRERERkWPRs3FFejauCMBFrasDsC+3J4Peb8fvi6fRwZNBB08GV3lH8r6/Ozjo5JlDHVvLhEAai101/mrhrrxu+3j2IcurlY2jZ6OKJCXE0C41iWifh7rJSpqPVcQnxSIiIiIiIicqxuflP1ecytINjYjxeUkqGU002Yz1xlLngVF08szhKt+3AGx0pYPbPvnT+DrQjmNJkPNas3UP/5nw6yE/++LGtiTE+KhTIQEzDcE+kohPijV8WkRERERE8kudP/XU+oiC0PDr3vi3r+Xep56ngyeDLp5ZNLSVfJ3dHoBzveP4zZVjWqDeEVe1Plpnv/LzYT9Lr1GGs06pwgtjlvLT3V2IjYrs1bAjPinW8GkRERERETkZvKWrct2tD/HN3PX07VqbX36ZS7PZu6ldLo77Fn5IWctir4tiaqA+4wNNGBM4hV9dpXyPY/qqbUxftQ2A+n//9rDntUwpQ+MqiaSUi+eyNjUwM3L9AZ4avZjz0qtRu3xCvscWDhGfFIuIiIiIiJwsqRUSuK17XQB6t2tO73ahD7KX4F8xgb0LvqfFqnF0zPyAUrm7eDb3PGLI5gzPFCYG0thE6ZMW67SV25i2Mpg8H7xS9us/rfjT8YfXtKZtatJJiy0/KSkWEREREREJt+h4vPV7Urp+z+Bx5jqu8Tv6+EuzY/5omo17FYCFgeqMD6QxIdAk34Za54eL3pjyP6t0FxVKikVERERERAqbxCqUAGoBdOxPoE5Ndi38njqrx1N/3fdc5x/BtB6fce7wbFLsN+LIZqGrzvEu2hXJIj4p1kJbIiIiIiJSqHk8eKo0p2SV5sDfIHsXrPqZlrW7srKdl00f30z5he8SiK+Ap3YXMit34MPNtejRqgndnx0f7ugLvYhPirXQloiIiIiIFCnR8VCnx4HD8r3uh7qn4ln+IywbQ+Lcj7khoSL0XsS0B7rz9fdjuKZvF3b4fWSszeTiN6aEMfjCJ+KTYhERERERkSKtVCVofnHwFQjAhgzY8RuYUT4hmmtW3gWDN1OqRhva1e7K3Os7EFOlCdE+L0OnraFDnSQSYnz0e3kSneqW56p2Nbn149nMWbM93E92UigpFhERERERKS48HqjUNPgCcA76vgDLfwy+vv8/SgGceiP0fJwL06vCro1QoiI/3d3lQDVf39TuT9V+PmMtLWqUISUpHoAr357KGWmVODe9Gj3/PZ6KibEn6QHzn5JiERERERGR4srjgTrdgy+AHethxThICm4LxYZ58HoHqNAQaneF2l2geluILvGnas5pUfVPx29f2erA+xifB+cK8iEKlifcAYiIiIiIiMhJUqoyNLsIqqYHj+PLQ/dHgv9OHQLvnwNPpMCaqcHPc/YEh2QfiRlFOCdWT7FWnxYRERERkYhVqhK0vy34yt4Nq3+G5WODPccAk16Aaf+BWp2DPcm1ugSvycMAV4S7iiM+Kdbq0yIiIiIiIgSHTKd2D772q9ICtiyDFWMh49M/yq4ZA2YQCGBFfGvkiE+KRURERERE5DD2z0cOBILzj1eMhb2ZHMiE3+7J6wGY2fSF8MZ5ApQUi4iIiIiIyJF5PFCpSfC1n3NQrTUVfs+gZ4t64YvtBCkpFhERERERkWNnBqc9Gu4oTphWnxYREREREZGIpaRYREREREREIpaSYhEREREREYlYEZ8Um1lfMxuSmZkZ7lBERERERETkJIv4pNg5N9w5NzAxMTHcoYiIiIiIiMhJFvFJsYiIiIiIiEQuJcUiIiIiIiISsZQUi4iIiIiISMRSUiwiIiIiIiIRS0mxiIiIiIiIRCwlxSIiIiIiIhKxlBSLiIiIiIhIxFJSLCIiIiIiIhHLnHPhjqFQMLNNwCogEcg8hkuP9vy/Ou+vPk8CNh9DXIXdsX7Phf3e+VHn8dZxLNflV3s9mnPUZgv3fcPVZsP1M/ZozlGbLdz3VZv9X2qzhfu+J1pvYfq94GjOVXst2veOlN9lazjnyv9PqXNOrzwvYEhBnP9X5x3F59PD/d2E83su7PfOjzqPt45juS6/2uvRnKM2W7jvG642G66fsUdzjtps4b6v2uwhP1ebLcT3PdF6C9PvBUdzrtpr0b53JP4um/el4dP/a3gBnf9X5x3rfYu6cD5vQdw7P+o83jqO5br8aq/Het/iIFzPW1D3DVebDdfP2OO5d1GnNps/dajNnjxqs/lzfUH8XnA056q9Fu17R+Lvsgdo+HQRYWbTnXPp4Y5D5GipzUpRozYrRY3arBQlaq9SmKmnuOgYEu4ARI6R2qwUNWqzUtSozUpRovYqhZZ6ikVERERERCRiqadYREREREREIpaSYhEREREREYlYSopFREREREQkYikpLgbMrLOZTTCz18ysc7jjETkaZhZvZtPNrE+4YxE5EjNrEPr5+pmZ3RDueET+ipn1N7P/mNnHZnZauOMR+StmVsvM3jSzz8Idi0QmJcVhZmZvmdlGM5t3UHlPM1tsZsvM7N6/qMYBWUAssLagYhWBfGuzAPcAnxRMlCJB+dFenXMLnXPXA+cB7QoyXpF8arNfOeeuBa4Hzi/IeEXyqc2ucM5dXbCRihyeVp8OMzPrSDChfdc51zhU5gWWAD0IJrnTgAsBL/D4QVVcBWx2zgXMLBl41jl38cmKXyJPPrXZpkA5gn/I2eyc++bkRC+RJj/aq3Nuo5mdCdwAvOec+/BkxS+RJ7/abOi6Z4APnHMzT1L4EoHyuc1+5pwbcLJiF9nPF+4AIp1zbryZpRxU3ApY5pxbAWBmQ4F+zrnHgSMNNd0GxBRIoCIh+dFmQ8P844GGwB4zG+mcCxRk3BKZ8utnrHNuGDDMzEYASoqlwOTTz1gDBgOjlBBLQcvn32VFwkJJceFUBViT53gt0PpwJ5vZ2cDpQGngpQKNTOTQjqnNOuceADCzKwiNdCjQ6ET+7Fh/xnYGzib4R8eRBRmYyGEcU5sFbga6A4lmluqce60ggxM5hGP9OVsOeAxobmb3hZJnkZNGSXEx4Jz7Avgi3HGIHCvn3DvhjkHkrzjnxgHjwhyGyFFzzr0AvBDuOESOlnNuC8E58CJhoYW2Cqd1QLU8x1VDZSKFldqsFCVqr1LUqM1KUaM2K0WKkuLCaRpQx8xqmlk0cAEwLMwxiRyJ2qwUJWqvUtSozUpRozYrRYqS4jAzs4+AX4B6ZrbWzK52zuUCg4DvgIXAJ865+eGMU2Q/tVkpStRepahRm5WiRm1WigNtySQiIiIiIiIRSz3FIiIiIiIiErGUFIuIiIiIiEjEUlIsIiIiIiIiEUtJsYiIiIiIiEQsJcUiIiIiIiISsZQUi4iIiIiISMRSUiwiInISmJnfzGbneaWEO6b8YGZXmNkmM3sjdNzZzL456Jx3zGzAEep4ysx+N7O7CjpeERGRg/nCHYCIiEiE2OOca3aoD8zMAHPOBU5uSPnmY+fcoOO92Dl3t5ntys+AREREjpZ6ikVERMLAzFLMbLGZvQvMA6qZ2d1mNs3M5prZI3nOfcDMlpjZRDP7aH+PqpmNM7P00PskM1sZeu8N9b7ur+u6UHnn0DWfmdkiM/sglJBjZi3N7Gczm2NmU82spJmNN7NmeeKYaGZNT+CZ0/P0lGeYmTveukRERPKLeopFREROjjgzmx16/ytwO1AHuNw5N9nMTgsdtwIMGGZmHYFdwAVAM4L/354JzPiLe10NZDrnWppZDDDJzEaHPmsONALWA5OAdmY2FfgYON85N83MSgF7gDeBK4DbzKwuEOucm3MUz9ohz7MCVAe+cc5NDz0HZvYU8O1R1CUiIlKglBSLiIicHH8aPh2aU7zKOTc5VHRa6DUrdJxAMEkuCXzpnNsdum7YUdzrNKBJnnm8iaG6soGpzrm1obpmAylAJvCbc24agHNuR+jzT4G/m9ndwFXAO0f5rBOcc33yPOufrjOz84FTQnGKiIiElZJiERGR8Mk7j9aAx51zr+c9wcxuO8L1ufwxFSr2oLpuds59d1BdnYF9eYr8HOF3AefcbjP7HugHnAe0OEIsR8XMGgMPAx2dc/4TrU9EROREaU6xiIhI4fAdcJWZJQCYWRUzqwCMB/qbWZyZlQT65rlmJX8kqgMOqusGM4sK1VXXzOKPcO/FQCUzaxk6v6SZ7U+W3wBeAKY557adyAOaWWngI+Ay59ymE6lLREQkv6inWEREpBBwzo02swbAL6G1r7KAS5xzM83sY2AOsBGYlueyp4FPzGwgMCJP+RsEh0XPDC2ktQnof4R7Z4eGNL9oZnEE5xN3B7KcczPMbAfwdj48Zj+gBvCf0DNyuBW5RUREThZzTgs/ioiIFBVm9jDBZPXpk3S/ysA4oP6htowysyuA9BPZkilUz8OcxOcSERHZT8OnRURE5JDM7DJgCvDAEfZQ3gP0MrM3TuA+TwGX8Oc51iIiIieFeopFREREREQkYqmnWERERERERCKWkmIRERERERGJWEqKRUREREREJGIpKRYREREREZGIpaRYREREREREIpaSYhEREREREYlY/w8hzbkwXpMrlQAAAABJRU5ErkJggg==\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 1152x432 with 1 Axes>"
       ]
      },
      "metadata": {
@@ -824,10 +927,15 @@
     }
    ],
    "source": [
-    "f, psd = scipy.signal.welch(testmass, fs, nperseg=size/psdav, detrend='linear')\n",
-    "matplotlib.pyplot.loglog(f, sqrt(psd))\n",
-    "matplotlib.pyplot.loglog(f, 2.4E-15 * sqrt(1 + (0.4E-3 / f)**2) / (2 * pi * f * c), '--')\n",
-    "matplotlib.pyplot.grid()"
+    "f, psd = sg.welch(testmass, fs, nperseg=size/psdav, detrend='linear')\n",
+    "\n",
+    "plt.figure(figsize=(16, 6))\n",
+    "plt.loglog(f, np.sqrt(psd))\n",
+    "plt.loglog(f, 2.4E-15 * np.sqrt(1 + (0.4E-3 / f)**2) / (2 * np.pi * f * c), '--')\n",
+    "plt.xlabel('Frequency [Hz]')\n",
+    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
+    "plt.title('Test-mass acceleration noise')\n",
+    "plt.grid()"
    ]
   },
   {
@@ -854,7 +962,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.0"
+   "version": "3.9.1"
   },
   "toc": {
    "base_numbering": 1,