diff --git a/tests/instrument.ipynb b/tests/instrument.ipynb
deleted file mode 100644
index 84604a4501e24297ff5f38b2118198698a1a86f9..0000000000000000000000000000000000000000
--- a/tests/instrument.ipynb
+++ /dev/null
@@ -1,1171 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# LISA Instrument\n",
-    "\n",
-    "We try to apply laser noise cancellation to check instrumental noise propagation."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {
-    "init_cell": true
-   },
-   "outputs": [],
-   "source": [
-    "import logging\n",
-    "import matplotlib.pyplot as plt\n",
-    "import numpy as np\n",
-    "import scipy.signal as sg\n",
-    "from scipy.constants import c\n",
-    "\n",
-    "import lisainstrument\n",
-    "from lisainstrument import Instrument\n",
-    "\n",
-    "from pytdi import LISATDICombination, Data\n",
-    "import pytdi.michelson as mich"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {
-    "init_cell": true
-   },
-   "outputs": [],
-   "source": [
-    "logging.getLogger('lisainstrument').setLevel(logging.INFO)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Define a new window very peaked in frequency for a better spectral estimation."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "init_cell": true
-   },
-   "outputs": [],
-   "source": [
-    "def nuttall4(point):\n",
-    "    coeffs = [0.3125, -0.46875, 0.1875, -0.03125]\n",
-    "    args = 2 * np.pi * point * np.arange(0, len(coeffs))\n",
-    "    terms = coeffs * np.cos(args)\n",
-    "    return np.sum(terms)\n",
-    "\n",
-    "def asd(x, fs, nperseg=4000, show=True, color=None, label=None):\n",
-    "    window = [nuttall4(i) for i in np.arange(0, 1, 1 / nperseg)]\n",
-    "    f, psd = sg.welch(x, fs, nperseg=nperseg, detrend=None, window=window)\n",
-    "    if show:\n",
-    "        plt.loglog(f, np.sqrt(psd), color=None, label=label)\n",
-    "        plt.xlabel('Frequency [Hz]')\n",
-    "        plt.ylabel('ASD [/sqrt(Hz)]')\n",
-    "        plt.grid(True)\n",
-    "    return f, np.sqrt(psd)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Six lasers, laser noise only"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 86.1 ms, sys: 20.7 ms, total: 107 ms\n",
-      "Wall time: 107 ms\n"
-     ]
-    }
-   ],
-   "source": [
-    "i = Instrument(size=10000, aafilter=None)\n",
-    "i.disable_all_noises(but='laser')\n",
-    "i.disable_dopplers()\n",
-    "\n",
-    "%time i.simulate(keep_all=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13c71af40>"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.tps_isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.tps_rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.tps_tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Full instrument (static constellation with filtering)\n",
-    "\n",
-    "We now enable filtering.\n",
-    "\n",
-    "We use the default filter, designed by LISA Instrument from a Kaiser window.\n",
-    "\n",
-    "* Constants PPRs\n",
-    "* Antialiasing filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 152 ms, sys: 12 ms, total: 164 ms\n",
-      "Wall time: 164 ms\n"
-     ]
-    }
-   ],
-   "source": [
-    "i = Instrument(size=10000)\n",
-    "i.disable_all_noises(but='laser')\n",
-    "i.disable_dopplers()\n",
-    "\n",
-    "%time i.simulate(keep_all=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We compute the usual TDI using beatnotes on TPS grid (before filtering)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13c9f5670>"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.tps_isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.tps_rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.tps_tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's look at the filter transfer function…"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.lines.Line2D at 0x13cc80b20>"
-      ]
-     },
-     "execution_count": 8,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "white = lisainstrument.noises.white(i.physics_fs, 100000, 1)\n",
-    "filtered = i.aafilter('12', white)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(white, label='White noise')\n",
-    "plt.plot(filtered, label='Filtered noise')\n",
-    "plt.xlabel('Sanple')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(white, i.physics_fs, nperseg=5000)\n",
-    "f, _ = asd(filtered[1000:], i.physics_fs, nperseg=5000)\n",
-    "\n",
-    "plt.loglog(f, np.repeat(1, len(f)), 'black')\n",
-    "plt.loglog(f, np.repeat(10**(-240/20), len(f)), 'black')\n",
-    "plt.axvline(x=1.1, color='black')\n",
-    "plt.axvline(x=2.9, color='black')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now computing $X_2$ with filtered beatnotes."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13c6b0610>"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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cnOQJVbW1ql6SuRD701X15SQ/NZpPkg8nuTbJNUn+OMm/3c+fCQAAgBVuocuM/7S737C3Farq0Pta1t0n38eiZ+1h3U5yxgL1AAAAwN7PzHb3ry20g8WsAwAAAEtpUV/NU1U7qup3q6rmjX1ufGUBAADAfVvs98xeOVr3o1X1sNFY7WV9AAAAGJvFhtnto8uJ/1uSv6mq45Ps0/fDAgAAwFJZ7PfMVpJ097ur6sokf57kMWOrCgAAAPZisWH2pTsnuvuKqvrJJCeOpyQAAADYu72G2ap6/rzpH95t8baxVAQAAAALWOjM7M/tNv3BefOd5H1LXhEAAAAsYK9htrt/eed0VV02fx4AAAAmZbFPM048vRgAAIApsS9hFgAAAKbCQg+A+mC+d0b2sVV1wfzl3f3z4yoMAAAA7stCD4D6vXnTZ4+zEAAAAFishR4A9dfLVQgAAAAs1l7vma2qzQvtYDHrAAAAwFJa6DLjk6rq7r0sryQbl7AeAAAAWNBCYfbfL2Iff7MUhQAAAMBiLXTP7LuWqxAAAABYLN8zCwAAwOAIswAAAAyOMAsAAMDg7PWe2ar6YJK+r+Xd/fNLXhEAAAAsYKGnGf/eslQBAAAA+2Chpxn/9c7pqjpiNHbTuIsCAACAvVnwntmqOquqbk5ydZIvVdVNVfVb4y8NAAAA9myvYbaqXp3kJ5L8eHc/rLsfmuRpSZ5RVf9uOQoEAACA3S10ZvaUJCd391d3DnT3tUn+rySnjrMwAAAAuC8LhdmDuvvm3QdH980eNJ6SAAAAYO8WCrP/tJ/LAAAAYGwW+mqe46rqzj2MV5LVY6gHAAAAFrRQmP377n7KslQCAAAAi7RQmO2lPmBVPSHJu+cNPTbJbyV5SJJfSbLze2x/s7s/vNTHBwAAYPgWCrOPGH09zx519+/v6wG7++okxyVJVa1Kcl2S9yf55SRv7u7f29d9AgAA8MCyUJhdlWRN5u6RHYdnJflKd3+9alyHAAAAYKWp7vu+kriqPtfdTx3bwavenuRz3f2HVfX6JKcluTPJJUle09237WGbTUk2Jcm6deuO37Jly7jKWxLbtm3LmjVrJl3GIMzMnpgkmZ05f8KVrDz6kGmhF5kG+pBpoA+ZFtPeixs3bry0uzfsadlCYfaycT0AqqoelORbSZ7U3TdU1bokN2fuPt3fTnJkd794b/vYsGFDX3LJJeMob8nMzs5mZmZm0mUMw+sPG73fMdk6ViB9yLTQi0wDfcg00IdMi2nvxaq6zzC70PfMPmsM9ez0vMydlb0hSbr7hu7e0d33JvnjJCeM8dgAAAAM2F7DbHffOsZjn5zk3J0zVXXkvGW/kOSKMR4bAACAAVvoAVBjUVWHJvnpJC+bN/wfq+q4zF1m/LXdlgEAAMAuEwmz3f2dJIfvNnbKJGoBAABgeBa6ZxYAAACmjjALAADA4AizAAAADI4wCwAAwOAIswAAAAyOMAsAAMDgCLMAAAAMjjALAADA4AizAAAADI4wCwAAwOAIswAAAAyOMAsAAMDgCLMAAAAMjjALAADA4AizAAAADI4wCwAAwOAIswAAAAyOMAsAAMDgCLMAAAAMjjALAADA4AizAAAADI4wCwAAwOAIswAAAAyOMAsAAMDgCLMAAAAMjjALAADA4AizAAAADI4wCwAAwOAIswAAAAyOMAsAAMDgHDipA1fV15LclWRHku3dvaGqHpbk3UnWJ/lakl/s7tsmVSMAAADTadJnZjd293HdvWE0/9okH+/uY5J8fDQPAAAA32fSYXZ3JyZ512j6XUlOmlwpAAAATKtJhtlO8tGqurSqNo3G1nX39aPpbydZN5nSAAAAmGbV3ZM5cNWjuvu6qnpEkouS/N9JLujuh8xb57bufuhu221KsilJ1q1bd/yWLVuWsep9t23btqxZs2bSZQzCzOyJSZLZmfMnXMnKow+ZFnqRaaAPmQb6kGkx7b24cePGS+fdlvp9JvYAqO6+bvR+Y1W9P8kJSW6oqiO7+/qqOjLJjXvYbnOSzUmyYcOGnpmZWcaq993s7GymvcapMTv35ve19PQh00IvMg30IdNAHzIthtyLE7nMuKoOraq1O6eTPDvJFUkuSPKi0WovSuIUHQAAAD9gUmdm1yV5f1XtrOHPu/svq+qzSc6rqpck+XqSX5xQfQAAAEyxiYTZ7r42yT/fw/gtSZ61/BUBAAAwJNP21TwAAACwIGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYnGUPs1X16Kr6q6r6YlVdWVWvGo2/vqquq6rLR6+fWe7aAAAAGIYDJ3DM7Ule092fq6q1SS6tqotGy97c3b83gZoAAAAYkGUPs919fZLrR9N3VdVVSR613HUAAAAwXNXdkzt41fokn0zy5CSvTnJakjuTXJK5s7e37WGbTUk2Jcm6deuO37Jly3KVu1+2bduWNWvWTLqMQZiZPTFJMjtz/oQrWXn0IdNCLzIN9CHTQB8yLaa9Fzdu3Hhpd2/Y07KJhdmqWpPkr5O8qbvfV1XrktycpJP8dpIju/vFe9vHhg0b+pJLLhl/sffD7OxsZmZmJl3GMLz+sNH7HZOtYwXSh0wLvcg00IdMA33ItJj2Xqyq+wyzE3macVUdlOS9Sf6su9+XJN19Q3fv6O57k/xxkhMmURsAAADTbxJPM64kb0tyVXf//rzxI+et9gtJrlju2gAAABiGSTzN+BlJTknyhaq6fDT2m0lOrqrjMneZ8deSvGwCtQEAADAAk3ia8d8mqT0s+vBy1wIAAMAwTeSeWQAAALg/hFkAAAAGR5gFAABgcIRZAAAABkeYBQAAYHCEWQAAAAZHmAUAAGBwhFkAAAAGR5hd6f70+cnfvnnSVQAAACwpYXal+8rHk4+9ftJVAAAALClhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWZXsJu33TPpEgAAAMZCmF3Btu/oSZcAAAAwFsLsCtYRZgEAgJVJmF3BDvzG3066hJXr3h3JDVdOugoAAHjAEmZXsCPe+4JJl7ByXfjvkrf+78m3Lp90JQAA8IA0dWG2qp5bVVdX1TVV9dpJ1zNYF7xy0hWsXPfem3zuXXPTt399srUAAMAD1FSF2apaleS/JnlekicmObmqnjjZqgZqZ9gainvumnQFi/dP2743veO7k6sDAAAewA6cdAG7OSHJNd19bZJU1ZYkJyb54kSr2k+XXPDWbPval/Lpb/9dav6CmpvbOXbwd2/LI2/5TL7xyOdk54JKUt2pmnuI09xbj15JjaZ37qPSSXdqtO2TdqvlU+f+zq7jzh2g5j0eqtJV8yoaLav583PLKzvy4LtvzD8dtHbe+nvWqXQdMPfKAcno/Xtjla5VecTtl+WJ3/jzXdt9+tw3JTX+v7N0alRT7arnezXO/bw9b3lyQFZ/97Y8/ao37drHjR/7z/nqlV8ee63311033ZRPf/viSZcBepGpoA+ZBvqQafGdg4+edAn7rbqn54m3VfWCJM/t7peO5k9J8rTufsW8dTYl2ZQk69atO37Lli0TqXUx1s++POvzrUmXAQAAsEfveeSv5ogf/clJl3GfNm7ceGl3b9jTsmk7M7ug7t6cZHOSbNiwoWdmZiZb0F7c8WOfzF9e/Hc54YQTdp0F3fm3g11fm9NJbb87B9x1XbY/9LGj5ZVO7zobuvP8665zsp3RWdPRGdadu6qke27d7V+8MI/75Pfum73tjKvmFdDfK2RXHd+br+7dxr9//T5wdXLAQQv89KNt+t6k702N3tM7do3tHK+7rs8hf/efctC3Ppvv/tCPZ9sv/OmCv9ul0fNq6Xk1jl738TMccPtXs/b8X06S3P6yy9IHHrJM9e6/z3zmMznhhBMmXQboRaaCPmQa6EOmxcP+/guZ5ky1N9MWZq9L8uh580eNxgbpsIcdkdWHHpaHHXHkItZ+7NIefN2pybww+9Ajfmhp97+kfiz59qeSb302B/3oc/LQRf2+JukpySjMPuQRj05WLRTsJ+/gQw8bwO+VBwK9yDTQh0wDfci0WHXg1ZMuYb9N1QOgknw2yTFVdXRVPSjJC5NcMOGahqkqeekn5qaPOHaytSzGAavm3u/dMdk69tUB0/b3IAAAeGCYqv8T7+7tVfWKJP8jyaokb+/uKydc1nAdvHbu/d7tk61jMXaGwiHUmiSvvir51mXzHpIFAAAsp6kKs0nS3R9O8uFJ17Ei7DrbOYCAOLQw+89+aO4FAABMxLRdZsxSGtKlu0MLswAAwEQJsyvZzoDYQwqzA6gVAACYOGF2JVt92Nz7jzxnsnUshjOzAADAPpi6e2ZZQgevTV5zdfLgh0+6koUN6f5eAABg4oTZlW7tIyddweLs/K7WHd+dbB0AAMAguMyY6bDqQaOJnmgZAADAMDgzy3R48r9KvvmZ5JlnTroSAABgAIRZpsOBByc/95ZJVwEAAAyEy4wBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYHGEWAACAwRFmAQAAGBxhFgAAgMERZgEAABgcYRYAAIDBEWYBAAAYnOruSdew36rqpiRfn3QdC3h4kpsnXQQPePqQaaEXmQb6kGmgD5kW096LP9zdR+xpwaDD7BBU1SXdvWHSdfDApg+ZFnqRaaAPmQb6kGkx5F50mTEAAACDI8wCAAAwOMLs+G2edAEQfcj00ItMA33INNCHTIvB9qJ7ZgEAABgcZ2YBAAAYHGF2TKrquVV1dVVdU1WvnXQ9rDxV9faqurGqrpg39rCquqiqvjx6f+hovKrqv4z68fNV9dR527xotP6Xq+pFk/hZGK6qenRV/VVVfbGqrqyqV43G9SLLpqpWV9VnqurvR334H0bjR1fVp0f99u6qetBo/ODR/DWj5evn7es3RuNXV9VzJvQjMWBVtaqqLquqC0fz+pBlV1Vfq6ovVNXlVXXJaGzFfTYLs2NQVauS/Nckz0vyxCQnV9UTJ1sVK9A7kzx3t7HXJvl4dx+T5OOj+WSuF48ZvTYleWsy949akrOSPC3JCUnO2vkPGyzS9iSv6e4nJnl6kjNG/97pRZbTPUme2d3/PMlxSZ5bVU9P8v8meXN3Pz7JbUleMlr/JUluG42/ebReRr37wiRPyty/r380+kyHffGqJFfNm9eHTMrG7j5u3tfurLjPZmF2PE5Ick13X9vd/5RkS5ITJ1wTK0x3fzLJrbsNn5jkXaPpdyU5ad74n/ScTyV5SFUdmeQ5SS7q7lu7+7YkF+UHAzLcp+6+vrs/N5q+K3P/A/eo6EWW0aifto1mDxq9Oskzk/zFaHz3PtzZn3+R5FlVVaPxLd19T3d/Nck1mftMh0WpqqOS/J9J/ttovqIPmR4r7rNZmB2PRyX55rz5raMxGLd13X39aPrbSdaNpu+rJ/UqS2Z0idxTknw6epFlNrq08/IkN2buf7i+kuT27t4+WmV+T+3qt9HyO5IcHn3I/feWJL+W5N7R/OHRh0xGJ/loVV1aVZtGYyvus/nASRcAjEd3d1V5XDnLoqrWJHlvkv+nu++cO7kwRy+yHLp7R5LjquohSd6f5EcnWxEPNFX1s0lu7O5Lq2pmwuXAT3T3dVX1iCQXVdU/zF+4Uj6bnZkdj+uSPHre/FGjMRi3G0aXhWT0fuNo/L56Uq9yv1XVQZkLsn/W3e8bDetFJqK7b0/yV0n+ReYuldv5h/v5PbWr30bLD0tyS/Qh988zkvx8VX0tc7eYPTPJf44+ZAK6+7rR+42Z+wPfCVmBn83C7Hh8Nskxo6fXPShzN/FfMOGaeGC4IMnOJ829KMn588ZPHT2t7ulJ7hhdZvI/kjy7qh46uqH/2aMxWJTR/V1vS3JVd//+vEV6kWVTVUeMzsimqg5J8tOZu3/7r5K8YLTa7n24sz9fkOQT3d2j8ReOnjJ7dOYehvKZZfkhGLzu/o3uPqq712fu//0+0d3/JvqQZVZVh1bV2p3TmftMvSIr8LPZZcZj0N3bq+oVmfuPvSrJ27v7ygmXxQpTVecmmUny8Kramrmnzf1ukvOq6iVJvp7kF0erfzjJz2TuIRL/mOSXk6S7b62q387cH2CS5A3dvftDpWBvnpHklCRfGN2vmCS/Gb3I8joyybtGT3w9IMl53X1hVX0xyZaqemOSyzL3h5eM3v+0qq7J3IP0Xpgk3X1lVZ2X5IuZe1L3GaPLl+H++PXoQ5bXuiTvH93yc2CSP+/uv6yqz2aFfTbX3B+AAAAAYDhcZgwAAMDgCLMAAAAMjjALAADA4AizAAAADI4wCwAAwOAIswCwTKrqdVV1ZVV9vqour6qnjfFYs1W1YVz7B4BJ8z2zALAMqupfJPnZJE/t7nuq6uFJHjThsgBgsJyZBYDlcWSSm7v7niTp7pu7+1tV9VtV9dmquqKqNtfoW+5HZ1bfXFWXVNVVVfXjVfW+qvpyVb1xtM76qvqHqvqz0Tp/UVUP3v3AVfXsqrq4qj5XVe+pqjXL+pMDwBgIswCwPD6a5NFV9aWq+qOq+j9G43/Y3T/e3U9Ockjmzt7u9E/dvSHJOUnOT3JGkicnOa2qDh+t84Qkf9Tdxya5M8m/nX/Q0RngM5P8VHc/NcklSV49nh8RAJaPMAsAy6C7tyU5PsmmJDcleXdVnZZkY1V9uqq+kOSZSZ40b7MLRu9fSHJld18/OrN7bZJHj5Z9s7v/52j6vyf5id0O/fQkT0zyP6vq8iQvSvLDS/mzAcAkuGcWAJZJd+9IMptkdhReX5bkx5Js6O5vVtXrk6yet8k9o/d7503vnN/5Gd67H2a3+UpyUXeffL9/AACYIs7MAsAyqKonVNUx84aOS3L1aPrm0X2sL9iPXT9m9HCpJPnXSf52t+WfSvKMqnr8qI5Dq+pH9uM4ADBVnJkFgOWxJskfVNVDkmxPck3mLjm+PckVSb6d5LP7sd+rk5xRVW9P8sUkb52/sLtvGl3OfG5VHTwaPjPJl/bjWAAwNap796uRAIAhqKr1SS4cPTwKAB5QXGYMAADA4DgzCwAAwOA4MwsAAMDgCLMAAAAMjjALAADA4AizAAAADI4wCwAAwOAIswAAAAzO/w8UOGuL7ZTXQgAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.filtered_isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.filtered_rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.filtered_tmi_carrier_fluctuations[mosa]\n",
-    "    \n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.filtered_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.filtered_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now looking at downsampled beatnotes."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13ceddf70>"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Full instrument (Keplerian orbits)\n",
-    "\n",
-    "We now move away from the static constellation to use Keplerian orbits."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 605 ms, sys: 35.3 ms, total: 640 ms\n",
-      "Wall time: 640 ms\n"
-     ]
-    }
-   ],
-   "source": [
-    "i = Instrument(size=10000, orbits='keplerian-orbits.h5')\n",
-    "i.disable_all_noises(but='laser')\n",
-    "i.disable_dopplers()\n",
-    "\n",
-    "%time i.simulate(keep_all=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's look at the usual beatnotes on TPS grid (before filtering and downsampling)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13cbf3c70>"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.tps_isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.tps_rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.tps_tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now looking at filtered beatnotes."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13d147ca0>"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.filtered_isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.filtered_rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.filtered_tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.filtered_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.filtered_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now looking at filtered and downsampled beatnotes."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13d33ac40>"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## All noises\n",
-    "\n",
-    "We now run the instrument with all noises enabled."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 5.33 s, sys: 189 ms, total: 5.52 s\n",
-      "Wall time: 5.53 s\n"
-     ]
-    }
-   ],
-   "source": [
-    "i = Instrument(size=10000)\n",
-    "\n",
-    "%time i.simulate(keep_all=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Let's look at the usual beatnotes on TPS grid (before filtering and downsampling)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13c6206a0>"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.tps_isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.tps_rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.tps_tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.tps_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now looking at filtered beatnotes."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13d492e80>"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.filtered_isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.filtered_rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.filtered_tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.filtered_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.filtered_mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.physics_fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "Now looking at filtered and downsampled beatnotes."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x13d07dc10>"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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tqmck2ZvkK0kuPZxtHY38TBAAAMDqHNLPBFXVXJL/keQVrY1+c6aq/rK19tgj2Xhr7dok1y6Z9jNjw69I8ooj2QbxM0EAAMAx4VCvYnRTt+yfVtVDu2kHOy+XIySTAgAArM6hBty93aHIv5Xkg1X1uPil1nVl5wIAAKzOIR2inK63trX2+1V1U5L/leTh61YVAAAArNKhBtwXzA+01j5dVf8yycXrUxJJ0tb0GGX9wQAAQP8dNOBW1bPGhh+xZPaedanoGFfdmc3OwQUAAFidlXpwf2jJ8DvHxluSP1rzio5xgi0AAMDhWel3cH90friqPjE+DgAAANPkUK+inDiR8+ilWxgAADgGrCbgsoFkUgAAgNVZ6SJT78xiz+23VNVV4/Nba89Yr8KOVQsXmdJhDgAAsCorXWTqF8aGX7uehTCi5xYAAODwrHSRqT/bqELY19oGXakZAADov4Oeg1tVO1dawaEsw4R94+5JVwAAALDuVjpE+ZlVde9B5leSi9awHjpr2uf66T9cy7UBAABMpZUC7k8dwjo+uBaFMLJwkam1PEa5XCwbAADov5XOwX3LRhXCyPpcZKrWY6UAAABTRdfelFrTnKsHFwAAOAZIPkez33py8qanr7zcYGb9awEAAJiwlc7BZUIO6VDlXdevex0AAABHi4MG3Kp6Zw5ytGxr7RlrXtExrhZOl13Li0w5BxcAAOi/lXpwf2FDqmB9OQcXAAA4Bqx0FeU/mx+uqtO7aXeud1Gs8dWUyzm4AABA/63YtVdVV1TVl5N8NslfV9WdVfUz61/asWldfiZoZvM6rBQAAGC6HDTgVtVPJPnuJN/RWntoa+2UJN+Z5IlV9X9tRIHHqjXNuSc8dC3XBgAAMJVW6sF9bpJLWmt/Oz+htXZbkv8zyfPWs7Bj1fz1oNa0J7cN13BlAAAA02mlgLu5tfblpRO783Ad97ouWta4/zZpc2u7PgAAgCm00lWU7z/MeRymG+r5+fvjtqXlL9ZupXpwAQCAY8BKAff8qtq9zPRKsmUd6jnmnVj35ZH1+XxmLVcq4AIAAMeAlQ5R/qvW2oOX+be1tXbEhyhX1VOr6rNVdWtVvXyZ+cdX1e938z9aVecc6Tan2XC4eGiyc3ABAABWZ6WAux4/WpMkqaqZJL+W5GlJHpXkkqp61JLFLktyd2vt25L8UpL/tl71TIO/2vXVheG1Dbjr9jQCAABMjZUOUX5Y91NBy2qt/eIRbPvCJLd2V2VOVV2Z5OIkN48tc3GS/9wN/0GSX62qau3oTWw3f+ia3PPJ9+aDX/hg7r/zbzJz+nnZsnlThjXIrq/8Uy7olhte+e/y0TOfmGpzOfG+O/OYv31TvnTK9vzdtqek2jCP/+xrFtb5sSv/n7TWMqxNefid78+D7v2HfPasH06rTWmDmTzh5v8ytux/zegI87Zw2zK6dPOwRs2h1SDVRhe7qvnLOnfLVhuObuentmHaYGZxPC1zXU90dd+PDGtTqs11421h3WnDbniYvYPjM6zN2VRzSQZJG6Z1952vdP6/YWupGmSQYQbD+zM3rAxqmKqZzNVMqrVU9u21rjZMq9H3OW2Z73WqRqsfrXv8fm3h0tattbSWDAa1UN9CWQt3GKTSun04zKANk8FgVPdwbrQHWjKsmWzKXOZqc1dTMljyfdJoW2PfT9Sol39Q+2xxyQPJwlM76PbV+PqW2n3nHfnIP3z0wOub3zeVDKqyd25s/3T11OgR71tXVbc/F/frYHCQuheKXHmRVSy2YNhaZga1zz6Yr2Z8XTX+0lgY7F4fw5YadK+Z+Sbc3W8wmF/jaF7rHnet+EvjB7biu9wK8/eZvUybOZR30cFgcdmF1+AB7jd6Dc2/6tvotqV7D2mLd2v71jeoZPcdd+Qjd1y/f91LttWq9it8MN9Ax9v60ru3tmR8/03s97AW6tz/AVdVjpsZZOGjaGz/Lrw8upLa2PbHl5sbO2JnUDXe7PZ7b6kajSw9GGeh9gM8mQd6r1hu6YO+Omv/wcHwgcwM789w5rj5Ikav9cHmVJvLoM1l0B7I3GBLhsO5DDOTQfamdZ8zM8P702qQlsHoee3WXN2DbPt89lRaZd/xVAZtb1rNZJ/PprbvM1r7PNljbaRmUhl2nwej6ffceVc++o8fG1tmkGp7M+gu1DiszUmWHhHV1TF6x82wZpIMFuqdfzzVhqNaWstwsCmL/QtLPhfn30dqZt/H0fZvqeOPbW6weWGZQdu7+Bjm9+uBXrhttK1Wg+5x1MJjH31m1ti+HY6GqzI3OL6bNrfweGu+mbe5VOanj7esfVvZ/KdHteFon7S2+A5S8+2h7dM+5muudJ/pLd3nfXWf8139GXTr3pv5d6aWwej5qX2KGL22MjO2bxdfiePrTreO+b8l5p/PQZvLcDCTlpnR/ljycxiDNpdhzaQNNmUwfGCZ52R8u6P9sefOu/KRO64fbb9l8cOpzd9v1GaGg5mFu4+vbzDcm+Fg06h9V2Uw3Jtk2LXhgzjUN4IlNs/9U/YOTkiryqDNjfZ/ty+GtSkzw/uyd+aE7nUw3Ocht4w/v7Vfmxl/L2ipbJ77p1HbacOF1/Ho79dRW174+7UNU21u4flKauyz/eDbHAwfyOa5r2ducFz3njbM/Af//HvYvuvad//MvwarzWU42Lyw3GD4QBae56V/89VMhrUpg+H9aYNNC8sPu9f26P1q/jUzN/r7uPubc3798+8Bo308+lt0sT0u/LfQdhcfwfjnZ43+eGkt9zzw4CQ7cjRaKeDOJDkpKzT5w3Rmki+Mje/K6Dd2l12mtba3qr6W5NQk+13ZuaouT3J5kmzbti2zs7PrUPKRax95Y37o3vckX+kmLHeGc5LH7P5AsvsD+0w74+4bcsbdN+y37IWf2b9j+zs/+9+XXe+Fn1l+OsewuyZdAGSZd3WYAO+HTAttkQn7ky3/KrOzj5l0GYdlpYD7pdbaqzekkiPUWtuZZGeSbN++ve3YsWOyBR3A7gv+ed795x/Mjkdvy/Fv/oEkyVde9OkM0nLc567Oie95xWi5Z781D5z+6NRgUzLYlDZzXAYP7EmGc6ka5CG/vng091cu+0gGWx6SNtybzGxOBpuSvfeltZYaPpDNf/+BHPfXV2fPU34h6b5JGn07M5fRN1pdH9XYN0vJYu/D/Dc9LZUMBgs9oG3hq8/h4ndCLdk00/Vipka9N3MPjLY3/03S/HC3vqQyeODrqQxzf5sZfTtbNVp0uDdV8z1v3behSYZtOPrGdVDZPLM5czXI3N77M2jD0TYXtpFk7v7RPkn27+nphufSklYZdL18g+q+V2/d40rLTFUGVXlgOBz1II9/oZykDVta921vuh7jlpm0Npc8cG82HXdCajDoHlMyl5lUeyCDGqQNR9+Kt7HvkirJXFvsRW9p2VSDfXplx3XfLXb9CC1tONoFM+PrHOuNrqp87GMfy4UXXrjs+uaXG2bUAzocjp7x42YGC9vaVIOFdQ3Hvg0cttH2Z2ZG+3NmUNk7HC70hh7MwTqo91nu0BZLMurJemBumMGg9umEnO+gn1/X3HyX8/z0+ebS9aYPu+mDhW/gR/aOPSeDSmaqMmzJYj//4T2GlfbXivev5GBdvQdbf0vL3mHXX7ak43TpczT/XtG6/VfdN+Xzvfej+yzus/n1VSXDYXL9DdfnO7Z/x8ID2ue79IXOkLbPOuYf2fi1C5ZrO0vvs/937YsjtWT7S+87758emMtwOGrXozoWu6UX3zcW29Bg4XWX0Ws9o/fJ8R7Y0b4atZ/5HTS/rpbu6JHufXGfmg5QYzLa9/PvZ8vsmMXhZXq/l5mVfXuzW9rMCUnXQzbfy1Zz9496uQYzqeGoB6cGlZm0tMHm7nMmyczxo8+gsZ6R2ntf2qYtS3rA5v9lsfdqvkd+MFjosWjj7/lLn9B9xrsX+HDv4nA3/4aPfjTbL9y+uIuGe0c1z2xO2nD02Gpmyb4bLjbmwaZufG6sh2qweDvoemXn7tu3ru5zODVIhnPd5/NYT/GyjyOL09pcau6BtMHMaHwws9ADk67Hdd/tja1j732j5dswqZnF5bv7zh+RtO96h6Pnan6fLyw3/3rYtLjOhf20X8sa2/eVGj6QNhj7k3T+vjXT/a0ydoxDVUZHes0t/i2RtviYqxb/vpl/TgabRn+L7NcDP6pt1EM73h66v34Wdt3M4r5ubWz6IDUcjtricG70HCzU3tXW/b1Vc3vTZuYf4zLP6XwNNcj1H/tILnzcBYs9cAvzanGdyagd79PDPX877La3efHxZ36/HMhBPq+W+btj/P2gkrSqbl/MLG6zjXob28xxqQe+kVTXq1/dkRNt7K+eNv5abwvzF2vrXuubtmS+3Yyez663uLWuTYxeZ626Xt7B5n3uv+I2xx5v27Sl6wUee913vfnjy+27vm7vDEZ/j9fcfaPW1Fra/BEvyZLnLan7dye1KW3T8d37U0bvoYOZ7rW1eLRJBpuS4d7Foxa6x7RwlNPC62Ls/Wmh0qXvh2PDVaP3oO59oD7xyUxrnlrJSgF3NX9DrtbtSc4eGz+rm7bcMruqalOSk3OUf6f14JMfmuMfdHKOP+Wsbkrlodu63fD1Ry8ud9qZybazlt57cfB7fir5wP9Ikjz0tDOSEx5y4I2ecW7y+OfnoUdc/Xo6ZdIFHJOOP+mUnPKwMyddBse4LVtvy6lnPHzSZRyyEyddAOvi+K2n5NRtZ6+8IKyzE056SE494xGTLoMNtW3SBezn+OP/etIlHLaVzhD7vnXc9vVJzquqc6vquCTPSXLVkmWuSvL8bvjZSd53NJ9/u49N87+ydICHs1I31j976pqWAwAAcLQ7aA9ua+0rB5t/JLpzal+S5N0Znev7xtbaTVX16iQ3tNauSvKGJL9TVbdmdNbqc9arng236fgju/9Zi4dRHfIxnQAAAD220iHK66q1dm2Sa5dM+5mx4XuT/PBG17UhFnpwD0RoBQAAWI2JBtxj2mBTcvbjk8e/aHHaeK8sAAAAqyLgTkpVctm795123IOSTScke7+xysOO9fYCAACsdJEpJkZoBQAAWA0Bd9q4YBQAAMBhEXCn1WqCrlAMAAAg4AIAANAPAu60aa0b0CsLAACwGgLutHIVZQAAgFURcKeN82kBAAAOi4A7tQRdAACA1RBw+0CvLwAAgIA7deYvMiW0AgAArIqACwAAQC8IuNNGzy0AAMBhEXCnlZ8JAgAAWBUBFwAAgF4QcKfN/EWm9MoCAACsioA7rVZziLLzdgEAAATcqSOsAgAAHBYBd2oJugAAAKsh4PaCMAwAACDgTpv5i0w5VBkAAGBVBNypJeACAACshoA7bQ6n51ZvLwAAgIA7tYRWAACAVRFwAQAA6AUBd2qtpgdXby8AAICACwAAQC9MJOBW1UOr6rqq+lx3e8oBlpurqhu7f1dtdJ0T5RxcAACAVZlUD+7Lk7y3tXZekvd248v5Rmvt/O7fMzauvGmwioArDAMAAEws4F6c5C3d8FuSPHNCdQAAANAT1Vrb+I1WfbW19pBuuJLcPT++ZLm9SW5MsjfJa1prf3yQdV6e5PIk2bZt2+OuvPLKNa97rezZsycnnXTSsvP+5Qf+TWaG9+VDT3hT7j/+oQddz47Zi5Mkf/Y9f5g22LTmddJ/B2uLsFG0Q6aBdsi00BaZBtPeDi+66KKPt9a2Lzdv3VJRVb0nyTctM+uV4yOttVZVB0rZj2it3V5V35LkfVX1qdba3yy3YGttZ5KdSbJ9+/a2Y8eOwy9+nc3OzuaA9f3FTDJMvuu7vivZutzuG1/R6OZ7v3dHMiPgsnoHbYuwQbRDpoF2yLTQFpkGR3M7XLdU1Fp78oHmVdU/VtUZrbUvVdUZSe44wDpu725vq6rZJBckWTbg9o/zagEAAFZjUufgXpXk+d3w85O8Y+kCVXVKVR3fDZ+W5IlJbt6wCifNhaMAAABWZVIB9zVJvr+qPpfkyd14qmp7Vf1Wt8wjk9xQVX+V5P0ZnYN77ATc1RCGAQAA1u8Q5YNprd2V5PuWmX5Dkhd0wx9K8r9vcGlTRGgFAABYjUn14AIAAMCaEnCn1aoOO9bbCwAAIOBOLaEVAABgNQRcAAAAekHAnVarOUTZVZQBAAAEXAAAAPpBwAUAAKAXBNxp5bBjAACAVRFw+0AYBgAAEHCnl9AKAACwGgIuAAAAvSDgTiuHHQMAAKyKgDu1BFwAAIDVEHABAADoBQF3WjlEGQAAYFUEXAAAAHpBwJ1aenABAABWQ8CdVg5RBgAAWBUBFwAAgF4QcAEAAOgFARcAAIBeEHABAADoBQEXAACAXhBwAQAA6AUBFwAAgF4QcAEAAOgFAXfaHPegSVcAAABwVJpIwK2qH66qm6pqWFXbD7LcU6vqs1V1a1W9fCNrnJgffVfy/a8WdAEAAFZpUj24n07yrCQfONACVTWT5NeSPC3Jo5JcUlWP2pjyJui085InvmzSVQAAABx1Nk1io621W5Kkqg622IVJbm2t3dYte2WSi5PcvO4FAgAAcNSZ5nNwz0zyhbHxXd00AAAA2M+69eBW1XuSfNMys17ZWnvHOmzv8iSXJ8m2bdsyOzu71ptYM3v27FmT+nZ0t9P8WJlua9UW4Uhoh0wD7ZBpoS0yDY7mdrhuAbe19uQjXMXtSc4eGz+rm3ag7e1MsjNJtm/f3nbs2HGEm18/s7OzWZP6Zkc30/xYmW5r1hbhCGiHTAPtkGmhLTINjuZ2OM2HKF+f5LyqOreqjkvynCRXTbgmAAAAptSkfiboX1fVriRPSHJNVb27m/7NVXVtkrTW9iZ5SZJ3J7klyVtbazdNol4AAACm36Suovz2JG9fZvoXkzx9bPzaJNduYGkAAAAcpab5EGUAAAA4ZAIuAAAAvSDgAgAA0AsCLgAAAL0g4AIAANALAi4AAAC9IOACAADQCwIuAAAAvSDgAgAA0AsCLgAAAL0g4AIAANALAi4AAAC9IOACAADQCwIuAAAAvSDgAgAA0AsCLgAAAL0g4AIAANALAi4AAAC9IOACAADQCwIuAAAAvSDgAgAA0AsCLgAAAL0g4AIAANALAi4AAAC9IOACAADQCwIuAAAAvSDgAgAA0AsCLgAAAL0wkYBbVT9cVTdV1bCqth9kub+rqk9V1Y1VdcNG1ggAAMDRZdOEtvvpJM9K8puHsOxFrbUvr3M9AAAAHOUmEnBba7ckSVVNYvMAAAD0ULXWJrfxqtkkP9laW/bw46r62yR3J2lJfrO1tvMg67o8yeVJsm3btsddeeWVa1/wGtmzZ09OOumkI17PjtmLkySzO95xxOvi2LRWbRGOhHbINNAOmRbaItNg2tvhRRdd9PHW2rKnuq5bD25VvSfJNy0z65WttUNNZN/dWru9qh6W5Lqq+kxr7QPLLdiF351Jsn379rZjx47DKXtDzM7OZk3qmx3dTPNjZbqtWVuEI6AdMg20Q6aFtsg0OJrb4boF3Nbak9dgHbd3t3dU1duTXJhk2YALAADAsW1qfyaoqh5UVVvnh5M8JaOLUwEAAMB+JvUzQf+6qnYleUKSa6rq3d30b66qa7vFtiX586r6qyQfS3JNa+1PJlEvAAAA029SV1F+e5K3LzP9i0me3g3fluRfbHBpAAAAHKWm9hBlAAAAWA0BFwAAgF4QcAEAAOgFARcAAIBeEHABAADoBQEXAACAXhBwAQAA6AUBFwAAgF4QcAEAAOgFARcAAIBeEHABAADoBQEXAACAXhBwAQAA6AUBFwAAgF4QcAEAAOiFTZMugCPw/HcmX/rkpKsAAACYCgLu0ezc7xn9AwAAwCHKAAAA9IOACwAAQC8IuAAAAPSCgAsAAEAvCLgAAAD0goALAABALwi4AAAA9IKACwAAQC8IuAAAAPSCgAsAAEAvCLgAAAD0goALAABALwi4AAAA9EK11iZdw5qrqjuT/P2k6ziI05J8edJFQLRFpoN2yDTQDpkW2iLTYNrb4SNaa6cvN6OXAXfaVdUNrbXtk64DtEWmgXbINNAOmRbaItPgaG6HDlEGAACgFwRcAAAAekHAnYydky4AOtoi00A7ZBpoh0wLbZFpcNS2Q+fgAgAA0At6cAEAAOgFAXeDVdVTq+qzVXVrVb180vXQL1X1xqq6o6o+PTbtoVV1XVV9rrs9pZteVfXLXVv8ZFU9duw+z++W/1xVPX8Sj4WjV1WdXVXvr6qbq+qmqnpZN11bZMNU1Zaq+lhV/VXXDn+2m35uVX20a2+/X1XHddOP78Zv7eafM7auV3TTP1tVPzChh8RRrqpmquoTVXV1N64tsqGq6u+q6lNVdWNV3dBN691ns4C7gapqJsmvJXlakkcluaSqHjXZquiZNyd56pJpL0/y3tbaeUne240no3Z4Xvfv8iS/kYze6JJckeQ7k1yY5Ir5Nzs4RHuT/MfW2qOSPD7Ji7v3Om2RjXRfkie11v5FkvOTPLWqHp/kvyX5pdbatyW5O8ll3fKXJbm7m/5L3XLp2u5zkjw6o/fXX+8+z2G1XpbklrFxbZFJuKi1dv7YTwD17rNZwN1YFya5tbV2W2vt/iRXJrl4wjXRI621DyT5ypLJFyd5Szf8liTPHJv+223kI0keUlVnJPmBJNe11r7SWrs7yXXZPzTDAbXWvtRa+8tu+J6M/qA7M9oiG6hrT3u60c3dv5bkSUn+oJu+tB3Ot88/SPJ9VVXd9Ctba/e11v42ya0ZfZ7DIauqs5L8qyS/1Y1XtEWmQ+8+mwXcjXVmki+Mje/qpsF62tZa+1I3/A9JtnXDB2qP2ilrpju07oIkH422yAbrDgm9MckdGf0R9jdJvtpa29stMt6mFtpbN/9rSU6NdsjaeF2S/5Rk2I2fGm2RjdeS/GlVfbyqLu+m9e6zedOkCwA2TmutVZVLp7MhquqkJH+Y5D+01naPOiBGtEU2QmttLsn5VfWQJG9P8r9NtiKORVX1g0nuaK19vKp2TLgcjm3f3Vq7vaoeluS6qvrM+My+fDbrwd1Ytyc5e2z8rG4arKd/7A4pSXd7Rzf9QO1RO+WIVdXmjMLt77bW/qibrC0yEa21ryZ5f5InZHSY3fwX/ONtaqG9dfNPTnJXtEOO3BOTPKOq/i6j09OelOT/jbbIBmut3d7d3pHRl34XpoefzQLuxro+yXndVfOOy+hCAVdNuCb676ok81e4e36Sd4xNf153lbzHJ/lad4jKu5M8papO6S4a8JRuGhyS7lyxNyS5pbX2i2OztEU2TFWd3vXcpqpOSPL9GZ0P/v4kz+4WW9oO59vns5O8r7XWuunP6a5se25GF1z52IY8CHqhtfaK1tpZrbVzMvrb732ttX8XbZENVFUPqqqt88MZfaZ+Oj38bHaI8gZqre2tqpdk1AhmkryxtXbThMuiR6rq95LsSHJaVe3K6Cp3r0ny1qq6LMnfJ/k33eLXJnl6Rhep+KckP5okrbWvVNV/yegLmSR5dWtt6YWr4GCemOS5ST7Vnf+YJP93tEU21hlJ3tJdZXaQ5K2ttaur6uYkV1bVzyX5REZfxqS7/Z2qujWji/U9J0laazdV1VuT3JzRFcJf3B36DEfqp6MtsnG2JXl7d7rQpiT/q7X2J1V1fXr22VyjL4QAAADg6OYQZQAAAHpBwAUAAKAXBFwAAAB6QcAFAACgFwRcAAAAekHABYAJqqpXVtVNVfXJqrqxqr5zHbc1W1Xb12v9ADBpfgcXACakqp6Q5AeTPLa1dl9VnZbkuAmXBQBHLT24ADA5ZyT5cmvtviRprX25tfbFqvqZqrq+qj5dVTurqpKFHthfqqobquqWqvqOqvqjqvpcVf1ct8w5VfWZqvrdbpk/qKoTl264qp5SVR+uqr+sqrdV1Ukb+sgBYB0IuAAwOX+a5Oyq+uuq+vWq+t5u+q+21r6jtfaYJCdk1Ms77/7W2vYkr0/yjiQvTvKYJJdW1andMt+e5Ndba49MsjvJj49vtOspflWSJ7fWHpvkhiQ/sT4PEQA2joALABPSWtuT5HFJLk9yZ5Lfr6pLk1xUVR+tqk8leVKSR4/d7aru9lNJbmqtfanrAb4tydndvC+01v6iG/7/knz3kk0/PsmjkvxFVd2Y5PlJHrGWjw0AJsE5uAAwQa21uSSzSWa7QPvvk/zzJNtba1+oqv+cZMvYXe7rbodjw/Pj85/rbelmloxXkutaa5cc8QMAgCmiBxcAJqSqvr2qzhubdH6Sz3bDX+7Oi332Yaz64d0FrJLk3yb58yXzP5LkiVX1bV0dD6qqf3YY2wGAqaIHFwAm56Qkv1JVD0myN8mtGR2u/NUkn07yD0muP4z1fjbJi6vqjUluTvIb4zNba3d2h0L/XlUd301+VZK/PoxtAcDUqNaWHrUEABytquqcJFd3F6gCgGOKQ5QBAADoBT24AAAA9IIeXAAAAHpBwAUAAKAXBFwAAAB6QcAFAACgFwRcAAAAekHABQAAoBf+fyzQICcfpoNDAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "measurements = {}\n",
-    "for mosa in i.MOSAS:\n",
-    "    measurements[f'isi_{mosa}'] = i.isi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'rfi_{mosa}'] = i.rfi_carrier_fluctuations[mosa]\n",
-    "    measurements[f'tmi_{mosa}'] = i.tmi_carrier_fluctuations[mosa]\n",
-    "\n",
-    "X1 = mich.X1.build(\n",
-    "    {f'd_{mosa}': i.mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "X2 = mich.X2.build(\n",
-    "    {f'd_{mosa}': i.mprs[mosa] for mosa in i.MOSAS},\n",
-    "    i.fs,\n",
-    ")(measurements)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.plot(X1[:5000], label=r'$X_1$')\n",
-    "plt.plot(X2[:5000], label=r'$X_2$')\n",
-    "plt.xlabel('Sample')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "f, _ = asd(X1[2000:], i.physics_fs, label=r'$X_1$')\n",
-    "f, _ = asd(X2[2000:], i.physics_fs, label=r'$X_2$')\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'], len(f)), 'black');\n",
-    "plt.loglog(f, np.repeat(i.laser_asds['12'] * 1E-16, len(f)), 'black')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel('TDI [Hz]')\n",
-    "plt.grid(True)\n",
-    "plt.legend()"
-   ]
-  }
- ],
- "metadata": {
-  "celltoolbar": "Raw Cell Format",
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.9.6"
-  },
-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": true,
-   "sideBar": true,
-   "skip_h1_title": true,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {
-    "height": "calc(100% - 180px)",
-    "left": "10px",
-    "top": "150px",
-    "width": "215.50271606445312px"
-   },
-   "toc_section_display": true,
-   "toc_window_display": false
-  },
-  "varInspector": {
-   "cols": {
-    "lenName": 16,
-    "lenType": 16,
-    "lenVar": 40
-   },
-   "kernels_config": {
-    "python": {
-     "delete_cmd_postfix": "",
-     "delete_cmd_prefix": "del ",
-     "library": "var_list.py",
-     "varRefreshCmd": "print(var_dic_list())"
-    },
-    "r": {
-     "delete_cmd_postfix": ") ",
-     "delete_cmd_prefix": "rm(",
-     "library": "var_list.r",
-     "varRefreshCmd": "cat(var_dic_list()) "
-    }
-   },
-   "position": {
-    "height": "433.7364196777344px",
-    "left": "966.9429321289062px",
-    "right": "20px",
-    "top": "247.99728393554688px",
-    "width": "350px"
-   },
-   "types_to_exclude": [
-    "module",
-    "function",
-    "builtin_function_or_method",
-    "instance",
-    "_Feature"
-   ],
-   "window_display": false
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 4
-}
diff --git a/tests/noises.ipynb b/tests/noises.ipynb
deleted file mode 100644
index 25f757adecc63c07433c5995604b09d737834ff6..0000000000000000000000000000000000000000
--- a/tests/noises.ipynb
+++ /dev/null
@@ -1,1491 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Noises"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import lisainstrument\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,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fs = 20\n",
-    "level = 30\n",
-    "size = 1000000\n",
-    "psdav = 100\n",
-    "t = np.arange(size) / fs"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## White noise"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 5.85 ms, sys: 1.25 ms, total: 7.11 ms\n",
-      "Wall time: 6.06 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time white = lisainstrument.noises.white(fs, size, level)\n",
-    "\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": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Violet noise ($f$)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 6.68 ms, sys: 2.68 ms, total: 9.36 ms\n",
-      "Wall time: 8.46 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time violet = lisainstrument.noises.violet(fs, size, level)\n",
-    "\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": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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8HtizxLeHb+YHUHQIgiOh1+UQGgVX/Pcbi1vlFZVx5XNLefiCHqzcne9oD+7fL+vNL99YUzWU+uR1/GJMxxMLZU3tlcxF/Vpx7Qu+ntyL+7Wid5s47n1vQ63W1f/hOQDsenRyrd43kDXYEGytvfwUx2cBs87ynjOBmenp6TfVpDYREREREani9YD1gjsYlj0Dn9wNQWGQei50u4BdTYdhigwfLNxKfGQIC7bkMDvzME0jQ8ir2kbowqcW1XmZF/Rpybi0JPYfLeGqQW0Jdrvo84fZhIe4mfebkUSE+FZrntC9OaFBbvYeKWbB1hyuGNCGwrJKokKCcLkME7s3JzkunNhw37zdrIcmUFBScWLY8qOzsigsq+RfV/blZ6/W3sY1KXd/xMs3DODzzTn8dlJXXH64oFZD0WBDsIiIiIiINFCeSti90Lew1aaZMP5P0PNiSJsGkQnQaTwvrcojNSKKK544+bDmvGr76NaWEZ0SWLHrCL8a24lpvVsy8JE5jOiUwIvXDzjp+eseGP+N19N6tzzxfesmEVw5sC0AMWFfL1TVtUXMN64JC3Z/Y7uj64e144m5W+nbJp6df5rEnz/dzHm9k9mVW0zPVrEMeXQeAHN/M4Ixf/38jJ7vq/nDu/KOM2dTNlsfnkiw++y2jQpkARWCNRxaRERERKQGKstg1p2Q9SEU5+Fxh5PdYiQHjkUze9Ym1u8vYPGOcK4cuItXluyp1Y+ODQ/mgj4t+WDtAY4cL+fvl/VmSs9k3C6DtRaP1xL0rUC440/1P4T49jEduXpQWxKiQwG4a0IXALo094Xn6sOaP7xtGBmbs/nL7C1n9BlzNmUD8D/vrONvl/SuhaoDS0CFYA2HFhERERE5A54K2Pk5FOz3rdwcFAqHN7AnbgAPH+3M595elG4LhW0eYMeJy2ojAAe7DXeM68xPRnSgwuPFbQwul+H3U9LYkVNEx6ToE+caYwhyN4zhwS6XORGAf0j3lrF0bxlLq/gIxnVLIjzYTbt7Tn/m57ur9jO6SyJTeiafbbkBKaBCsIiIiIiI/IDKctiR4VvcKusjKD2KNzqZCxa1Y1z3ZH52wxyG//bjWv/Y565J58aXVtC9ZQz/uqIfbZpGnHiv+pBft8t8IwA3Buf3+XoY9sYHx+O1lpzCMkafxnDpW19bza2vreb1mwYxuEPTuiyz0VAIFhEREREJdJVl4AoClxvmPwxf/h/HTQT7EkcRPfoiRr1rKKOQtfs38+dPN5/1x0zo1pzz+7RkQvfmgG+xp6+cm5bEOz8dTJ/W8QG96FNkqC+iRYYEMTYtif4pvtWqP914+Huvu/zZJfx+Sho/HpqCMYH753c6AioEa06wiIiIiEiVilLYPhcy36d4/UyeTHyQm669jrWR45leHsyX3u6U7w6G3Wf/EYPbN2XxjjxGdT754lSRIW4iQoO4d1JXAPq1bXL2H9bIuFyGZ69JP/H6eFkl3e7/9HuveejDTB76MJMv7x5Ny7jwui7RbwVUCNacYBEREREJVNZa8osriPQUcOC120g58gWmvIjykFhmVgxgzh4PT/7hs6qz+5zx/S9Nb83Vg9vSJDKEyJAgYiN8KypXery4TtEzufEPE872cQJOZGgQux6djLWWx+dsPbFf8ckMfXQei+4eTbKC8EkFVAgWEREREQk45cXM//AVPs/cx/SigTSPCuLl8nVkRJ/DqvgRPLU7mcoaxILfTe5K6yYRjO/W/KTvf3vFZqkZYwy/Htvpe0MwwJBH57HjkUkBPbT8VBSCRUREREQam7Ii2DqbwlVv494+h1GmjHhve6YzkENFlYzlMcgzkHf6t2wWFcpnvxrOuv0FjOiUgMdrcStgOWbF785lR85xLnl68SnP+feC7fxspKaCfptCsIiIiIhIY1BWxIZcD1P+sZBFnd8iefcMSm0sH3uG87F3AEu9XaudfOrw2j8lnuW78k+8/vHQdgxo1+TEYlYjOiUAKAA7rFlUKM2iQsl6aALHSisY8PDc75zz2CebGZfWnNTEKAcqbLgCKgRrYSwRERERaVRKC1g9501aHviEhMMLecT1GJDAjVsGEE0PltvOeDmz4cg/H5XKyM6JgG8esVYabtjCgt2EBbtP+f65f/uc/94ymP4pWnTsKwE1QN9aO9Nae3NsbKzTpYiIiIiInL38XVS+cikVj7anz4o78exfzYtlo9hTZAHItCkstV1PGYDvGNfpxPcX9WtFYnQoa+8bxz0TuzC8Y8KJ9xSA/ceuRyeT9dDJFxq7+N+LsdbWc0UNV0D1BIuIiIiI+KWSfLYueJPEhERme/vz4NvL+SBkDfO8Y5nlGchqm4r9gf6th6Z1Y9mufO4c15k2TSPo3TqeLi2iaRYVeuKcn4zoUNdPInUoLNjNgjtHMfzP87/zXrt7ZvHvq/oyoXsLByprWBSCRUREREQcZq0lY3MOwzslfD3XtvgI3k0zKVr9DuF7F9LRePjUk86dFb8GIhhd/le+b25vdbN+cQ5pyTFcPTjlxLFhHZvV+nOI89o0jeD1mwZx+bNLvvPeLa+sYtejkx2oqmFRCBYRERERcdjcTdnc+NIKoijm/d9MJDIkiC1/OY/h7vUc9SbwmncSH3kGst62q3bVqQNwi9gwXry+Px0TowEtYhVoBndoyhd3jeKcx77bI5xy90ds/uMEQoNOPY+4sVMIFhERERGpZ9Za/jFvG+f3bklh3gHmv/okrwQvpb9rM9e/Op3wuObkVV7M/1ZexkabwqkCb7+28azcnc/t53bkpyM78MayvVw1qK1CrxAXEXzK9w4eLSWlWWQ9VtOwBFQI1urQIiIiItIQbM8p4uM5nzFk4Sv0tZt4ONjLdm8LnvFMYfOhQvIOuYDv/51116OT8Xgtry3dzcXprQkNcnPtkJR6qV8avuiwYK4e1JaXl+z+znu/emsN79wyBFeA/mVJQIVga+1MYGZ6evpNTtciIiIiIo1fWaWH3g9+RnpKPK2CjhK2bRbHIlN452gnWhJBrOco//BOY5ZnIJtta75viHPWQxNYv7+Af87bxvPXpgO+Yc7V5/mKVPfQ+d25e2IXut3/6TeOr95zlEdmbeJ3U9IcqsxZARWCRURERETqg7WW/67Yxz9mZHAZS5m4exnpZgsut+U/RWN5h07sJ4Gx5X/+3vvEhgfz2a+HE+xyERbspn9KE/7z4wH19BTSGESGBvHhbcN49OMsFm7LPXH8uYU7FYJFREREROTsbdhfwAsLdzIw2c3GI4aXFu/mk5D/pYtrL5u8rXm88kJmeQey3bY86fVr7xvHHz7M5J1V+04c++xXw0mMDquvR5BGqnvLWF65cSApd3/0jeMvLNzJj4e1O8VVjZdCsIiIiIjIWXprxV5eXbqHly9szvv/+gtXu5eRmrmf+8qeAkL4fcX15BHDDpt8ynsMS23GNYPbEhsRzF8u7smjF/YgyGUoKKkgLiKk/h5GGr0rB7bh1aV7Trz+w4eZCsEiIiIiInL63n33Df4Q9Box/97BvcGwztuOf1VOIwgPZcBy2+XEue//fCgpTSMZ9tg8CksrAb6zZ6sxhmC3b16wArDUtocv6PGNEAxQUFJBbPipV5JujBSCRUREREROw5bDhYQX7mbVxy8S1mkUP5lv6GlCscCfKi5nlncAe23Sd67r3jKGDfuPkdI0ktiIYNY/MJ4/fpjJ5sOF9f8QEvBaxoWz/2jJide9HpzNOz8dTL+2TRysqn4FVAjWFkkiIiIi8kNKKzwEuQxBbhcAB7at478v/ZOxLKG1azetgccWFALTWGc7cH75H79xfdPIEMZ1S+L1ZXt5+5bB9G4dR35xBbHV9m0N1AWJxHl/vKA717+4/BvHLnxq8XdGJTRmARWCtUWSiIiIiPyQLr//hDgKOUo0L1/fjy6vTeaXrmOs8HbiDxVX84mnPwdo9p3rNjw4nqjQr3+9/tOPep74PiE6tF5qF/khozonkvXQBLr8/hOnS3FMQIVgEREREZFvK63wsOXQMZoU7yBzzkvMDvmMSFPK0LInuPrFlQx23cZOb3MO0fQ71/5uclf++NEmftSn5TcCsEhDFhbs/s6xCo+X4KrRD41dYDyliIiIiAQsa+0p31uyI49f3v8HIp4dQqvXR3Nu9n84Qgz/rpxKMB4AFnu7fSMA/+XiXgBM6tGcG89pz65HJ/O3S3vX6TOI1LaZtw77xutu93/qUCX1T39dJSIiIiKNVmFpBT0emM3/XtiDS/u3AWvh0Dr2ffk6r5YO4akNbka5gsm2cUyvGM+nnv7kEPeNe1w3JIWxaUlEhgbRKSmKiJAgLurXypkHEqklPVrF8vfLevPLN9YAUF7pxeO1uF3G2cLqgUKwiIiIiDQqxeWVzN2UzZSeLdh44Bhgefnd94n7cgOdj8wnxXWY5tZFTqUXGMF8bx/me/sAMDS1KTnb8gD46cgO/M+ELqf+IBE/N613yxMhGOCJuVv51dhOzhVUTxSCRURERMTv7cw9zo4CD12PlTLwkbmA5a/vlbCrNIIIyng75EHc+V4W2W48VXEesz39yCfmG/fY9vBEHvowky+rQvC4tO9udyTS2Px0ZAeeytgOwN8VgkVERERE/MOov2Rg8DJ31bPcG7SIie5l5HpjOJ8/UkwYN1TcwUZvCkeJPun1K353LkFuF/dM6sqoLomc0zEhIIaFitw5rvOJEAwExJBohWARERER8Tt5RWU8/NEmbj+3E22aRnC5ey63Bb1HsjlCmTuIL7w9mOUZCFiiQ4P5sqwHAC3jwtl/tASAJy7vQ+v4cHq3jsMY3y/9YcFuRnZOdOqxROqd61uBN/PAMXq0inWomvoRUCHYGDMVmJqamup0KSIiIiJyhnblHuf372/gR31asOqLT+iRM4cLV08jullL+thgNnpT+LPnUuZ4+1FIBABXDmzDQ9O6f+cXfRH5WuYfxpN2n2916Kn/XMiuRyc7XFHdCqgQbK2dCcxMT0+/yelaREREROTkrLWs3VdAr1axGGP4/YwNeDwVbF8xl0nuJQzZs5wLzFFK3cF87u1FRm4cOxjOO97hAAxu35TFO/LomBjFwxf0cPhpRBq+iJCAioWBFYJFREREpOEpr/QSEuQCYP2+ArIOHePOt9eRHB1En0T4aHslLchjcdhDlNgQ5nt787FnAPO8fThO+In7/Lx3KIXhzfntpK7syy8hISrUqUcS8Wufb8lhRKcEp8uoMwrBIiIiIuKYV5fu5t73NvDCden85OWVeD2VDHJl8kjQUsaVr2DNng58xJ0cpClXl9/NSm8nwiNjGJuWxPvntCcixM3/vLOOS/u3JurIFkaO7A5AamKUw08m4l+uGNiG15buAeDJedsUgkVEREREasufPt5EsMtFUVkl0xftAuDH01fwc/cMbgidRRNTxHEbylxvX2Z6BgPQLCqUP/70F7RtGvmd+718w0AAMjK21NsziDQ21w9JORGCl+06grX2xIJxjY1CsIiIiIjUq6c/30EwlQx1beCRoOU8WHktZYRQSjALvD2Z5RnI595ehEdEktQkjBcndmFUF63YLFKXOiZ9c/uwffkltG4S4VA1dUshWERERETq3JbDhTw1J5Pelav5S/BHjHWtINYUc8yG87pnDOtte573TAaP7/xerWJ5/9ZhzhYtEmD+fllvfvnGGgAe+jCTZ65Jd7agOqIQLCIiIiK17mBBCRv3H2Nkh2im/vUTNh0LpYfZweOhv6PAFcFn3nQ+8gzkS293Prh9NLHhwbSI9e3hO/TReZzXu6XTjyAScKqvEj0787CDldQthWARERERqVWrth/k6eefZqJ7KSWu1VztGcRvuYn1th1Xld/DUm9XKqr9GtoxMRp31T6+LePCWf37scRFBDtVvkjAGh0g0w4UgkVERESkVlR6vGx/6ed03f0uT4eUcsRG8aFnEO97fMOao0KDmTTpCsKyskmKCSXrUCG/GNPxRAD+SnxkiBPliwS8b7fFjQcK6JYc61A1dUchWEREREROW2FpBQ99mMmUnsms3rafnYvf5bddD1M89i+M/b8vuM0U04whHEmZxPHkwTy1YPeJa9fcN5Ygt4srBrZx8AlE5Pv86txOPD7Ht9L65c8sYd0D4x2uqPYpBIuIiIjId3y1PcrWw4WEBLnILSpnX34xL8xbR5vchRxfu5SbXWsJd5eTszmWq9YPpsIm8DcuAeDFc/ozqnMi5/dtS1FZJWHBLoLcLoefSkR+yIX9Wp4IwcdKKx2upm4oBIuIiIgIAB6v5fJnlwCwbOcR7hzfmT9/upkoignCw1GiGe1axT9C/km2jeMtzwhmeQax3HbGi4sf9WlJk8gQnlu4k76t4wHo3Dz6+z5SRBqYVvGNc1uk6gIqBBtjpgJTU1NTnS5FREREpMHJLixl2c4jAMRwnO1znuPZ4KUMd63jac8U/lZ5CQu9PXig6V94aX9zvHyzZ/fi9Nakp8Tzi3M7EhOmha1E/NUVA9vw2tI9wNejQhqTgArB1tqZwMz09PSbnK5FREREpCF4d9U+7n5nPV1bRDO1VzJg+WfwE4xzrSDEeNhvm/KyZyyfevozpWcL7hzfmbZNI7nicCHzs7LJLizj+YU72frwRIKrhjsHa9iziF+76Zz2J0LwX2dv4Y7xnR2uqHYFVAgWERERCUQVHi8GCHK7yD5WSkJ0KF4LT2Vs47nZK5nmXknaod08uO9awJBj4/g44jymH+3NGtuB2b8aycUxYcSGf9272ykpmk5JvqHOv5+S5shziUjdaNcs8sT3/5y/TSFYRERERPxH/vFyhj82n4k9mnPPxK4MeGQu1/WOIvngXHoemcfy0EyCjYe93gT+ysVMSu/ExLEvkbE5m9XvrifIZUhNjGp0wyFFJHApBIuIiIg0UvnHy1m3v4DCskrmrthIt6a+48XrZ3Jz8LPsNok855nER56BbLDtAMPdE7vSJDKE8d2as2bvUW4b01EBWEQaFYVgERERkUbm7ZX7+GDtATZt2cp493JeC17KQNcmHphzLTCOTzwD2OhthyexO22aRvK38Z0Z9/gCAOIjfEOe4yNDePTCng4+hYg46avV4RsjhWARERGRRuae/67kpeBHGRi6CZexbPe24EnPNL70dgega7vW3DNpHD1axuJ2+Xp5Z/3iHLYcLlSvr4gAcMOwdgrBIiIiIuK8OZmHCQ9xMzS12dcHC/ZTvO49Plu6jl/mTgOC2E8zFre6gbj+FxOW3I2//c3X07v+gXFEn2T7orTkGNKSY+rpKUSkoQsLdp/4flt2IamJjWfPb4VgERERkQbu359v55Ulu3ntxkHc+NIKAHbe04ujy/9LzK5ZuPctIwJo522Hi6l4cbGk5x957MKeuKp6ev97y2DCgtwnDcAiIt/n2heW8+Xdo50uo9YoBIuIiIg0IMXllZRVeImPDDlx7OP1B9mXX8L7GYsJpZwyQvj4lceZlPMcmd62fOS5hE+8/Rk3YjjejO2Ab5/PrwIwQP+UJvX+LCLSOOw/WuJ0CbVKIVhERESkgSgur2Tgw3NpGhXCR784h7veWcd1XWDY4Vd5MGQJvdfvYKPrdj5jIPft7cdjpiu7bAsArh3cltvP7UjLuHB+N2MDbZpEOPw0IuLvfjmmI3+fu9XpMmqdQrCIiIhIA2CtJe2+TwEoLKvkN9Pn8fP9d9Jjyy76u2FrUEceLbmMNd4O3DmxM49+nEWujeWP53dndJdEkuPCAbhqUFuuGtTWyUcRkUbCOl1AHXE5XYCIiIhIoKnweHkqYzsLt+ayO+84APl7N/Ez9wx+7p4BwCc7y9lrE3m44greHPoRrf9nKf/2nMchmnJxv1Yn7nVp/9YnArCISG26YWg7p0uoE+oJFhEREalH23OKGPPXzwFobw4w2bWEm5quo8mxLdwVDAcShzO3PJqsQ4UEX/4K93RJPDG394nL+7Bmz1GaRoUyLi2J5Lhwgt3q0xCRuhEb0TgX0lMIFhEREakjmw8VsvFAAT/q24qDBSV8uuEQr3w4G0MyFhc3hMzhcj5lxdFOfOy5mo89A3jniov5e2klf/tsM0NTm35jcavzeiVzXq9kAJ65Jt2pxxKRALQ9p4gOCVFOl1ErFIJFREREatmG/QWkJkZx3YvLOFhQQmLxNlZ+Mp1JrmVcF7qfSyoeoPug8Vxxzl94c+WvWXM0nJGdExgZEkTLqqHNT1+tkCsiDcefZm3iuWv7O11GrVAIFhEREakFhaUV7MotZunOPP740SauHNiGkGO7mBvyZzrMOchgt2GZtyuHOl3NW9OugcimAFw2pjWXOVy7iMgPmbMp2+kSao1CsIiIiMhp+nj9QfbmF3Pz8A4AeL2WeVnZDOvYjLF//ZymRVlMdi/lWnc8/1k6nmCascO24IWKiXzq6U8uscwbOwIiG8eQQhFp/FrGhWuf4IbGGNMeuBeItdZe5HQ9IiIi0nj99NVVAFwzOIX73t/AkeMVHMxawjb3Yt5yLaVNaA6V1sWyuEn85zBUEITn0tc5uGIv17eNJz4ihPaNZE6diASG6DC/j4zf0SCfyBjzAjAFyLbWdq92fALwd8ANPGetfdRauwO4wRjztjPVioiISGPn8Vq+3JZb9cry/Nsf8NbaEACeDH6fca6VfOntzqIW1zNo0tXEB8XB378AYHy3JCZ0b+5M4SIiNdS9ZSxZhwqdLqNWNcgQDEwH/gm89NUBY4wbeBIYC+wDlhtjPrDWZjpSoYiIiASEvKIy7nhrNQVbF/O7oKVMdC+j5eY83jSPs8cmMa/1rdArlbLgWC7r69u/11rLXy7uRf+UeIwxP/AJIiIN1wPndePtlfucLqNWNcgQbK1dYIxJ+dbhAcC2qp5fjDFvANMAhWARERGpdWv3HiXIbVjx5Wc8svtOWoQewesKYXVIX/567GKat2hFpA3nth/1JaVZ5DeuNcZwUb9WDlUuIlJ7okIbZGSsEX96opbA3mqv9wEDjTFNgYeBPsaYe6y1fzrZxcaYm4GbAZKSksjIyKjjckUatqKiIrUDkXqgttaw5ZV4yS2xZB3xkJnn4cbuQaSWZxGfvYg396fwRsUwoq2H1mEdyO9yLXnN+pNVGMaxg5Vc1SGYmFAPuzYsZ5fTDyKA2ptIXZs3fz4uY/y+rflTCD4pa20ecMtpnPcM8AxAenq6HTlyZB1XJtKwZWRkoHYgUvfU1hq2oY/OY//RUga5MrnKtYQJq1cRXXmEUhtMkncK8REh5B2P4rV2f+K5y3z7Y54D3ORs2XIKam8ideSTjwBYW9mSX43t5PdtzeV0AWdgP9C62utWVcdERERETou1lqKySvBUUrFvzYltP34d9F8uDlrAgrJUfl7+C/qWPc3jlRfz20ldAYiPCHGybBGRBuHvc7c6XUKt8Kee4OVAR2NMO3zh9zLgijO5gTFmKjA1NTW1DsoTERGRhuqTDQdZuSOHLqVrqFj/LhODVhLhPU4MT1HijubwqMd5oSKax+b5Zl4tuns06/cXMC4tiSC3YXjHBIefQETEeRf2bRxrHTTInmBjzOvAYqCzMWafMeYGa20lcCvwKbAJeMtau/FM7mutnWmtvTk2Nrb2ixYREZEGaeXuI7z52vP8bOVELsy8jSmuxWRUdufWitswIRFkPTSRqaOGcm6vdieuSY4LZ3y35hhjmNa7JfGR6gkWkcD11JV9AXhvdeNYJbpB9gRbay8/xfFZwKx6LkdERET8SGlJMfkbZtNi/2y+CB7M1V80oVdEG3bHDOH1sGGMnnw5ny8+wMDkWO7s1Ay3y7eFUaekaDonRTO4Q1OHn0BEpGFJTYwCfHsGNwYNMgSLiIiInBGvF7Z8Qvn696jY+CEtKOa4ieTT8hBgLD+5YCy9e1xD76rT/9Y68aS3+fRXw+urYhERv9Guahu4c7smOVxJ7QioEKw5wSIiIo1DYWkFizfvY8WKpbTrMYQ3lu3hidxfEWsLme3pzyzvABZ5u0NQKO/8dCD92jZxumQREb8V5PbNov3bZ1v4xZiODldTcwEVgq21M4GZ6enp2tlARETEDx3MzePll56ja/58RrlWMwA36VufollMFC+2/Qvv73YxJK0F/zsljUMFpfRsFYsxxumyRUSkAQmoECwiIiL+x1pLfnEFMZvepOlHd3CXLaU4NI5jKdN4qaAP3r0u/nlFH9JTmnC/tSdCb1JMmMOVi4hIQ6QQLCIiIg1OefExXn35WXoXZvBZ7EX8a3szJsWXMKRiKIXtJ/PTa68lwh3ET4orSN9zhPQU33Bn9fqKiMgPCagQrDnBIiIiDVhlOWS+D5kzMJtnc70tJ8fGsutIb6AZs/Jbkt/+Lh6/sDe4fb/CxEYEM7pL41ioRUTEH3i81ukSaiygQrDmBIuIiDQwpQWQv5vdIR3Yl3uMIbPuwOMO5bXKUZR3msqw0VMwGTvpfbSEvONlvHTDAIKrFmgREZH6V1bpcbqEGguoECwiIiLOWrAlh6c+WcEjaftod/gz7I755LkTGHHsMcAwueVfWV8cR77bw+c/GkWTyBCevDKe0goPZRVeBWAREYeVVnidLqHGzjgEG2NOZ48Br7X26JmXIyIiIo2Nx2txuwxllR42/fdB/lP+GiELPRwLbc6OFhfzh+0duXZQW9olRPHXz7aQEB3ESz/uR5PIkBP3CAt2ExbsdvApREQC20+Gt+fpBTuo8ARgCAYOVH1938oTbqDNWVUkIiIijcPxPLKXv8Pm+a9gJzzKrANRHDyezJi0a3m1qA8v7moCBYZOSVH8fmo3gtwurhvazumqRUTkJFITowAorwyAEGyM8Vhrq//V6yZrbZ8fuGZ1jSurA1oYS0RE5OzszD1OaYWHri1ivv/EsiJY/1/InAE7vyDReiixidz70ZcsrEzj1lEXkjq+M/dZy08LyzhYUEqr+HCCNMxZRKRBc1Wtvp9bVOZwJTV3Oj3B3+7xHXwa15zOOfVOC2OJiIicOWstP31lJYePlZJxxyiiw4LYkVtE6yYRhAa5yTm4hxUbt1DatAuUHOX8OXdSGd0Kz8DbuGZxc0oTurP7SAl3nduen47oAPi2MkqMCSNRe/mKiPiFTzceAuBPs7L4WReHi6mh0wnB31gD21pbCmCMuQh4x1r7nTWyvzpHRERE/N/GA8fIOlQIwD/mbSU+MoTpny7hvJCVXBW9irZFa2lqO3FJ+f0AvBLzBCsPx5BQHEZueRkfXNCT7i1jtIeviIgfK6+aC9wYVoeuydijl4HXjDEnhkobY66veUkiIiLSkLy9ch8hbheTe7bg+S93Ej3/dywNu5Xfu16gsjCHmXFXknjZP5nz6xE8eUVf1hfH06t1PDmFZVw3JIUerWIVgEVE/Nyw1GYAxEWE/MCZDV9NtkjKAj4H3jHGXGytrQBuA16slcpERETEcUcO7CBs5dPMillNy0nvsu9IMcsOdmTigDTi0y/iSHESU1Ka4Hb5Qm5qYhSjuyQSHuJmw/4CujSPdvgJRESkNnRvGQvA51tyuL59pMPV1ExNQrC11v7bGFMMfGCM+RHfv2K047QwloiIyGkoPkLxspfYs/B1ulRmcbeBsoiuhJYe4pUbB7LnSA8Skn2/DA08yeXhIb5BYl/9wiQiIv6vf8rp7JTrH2oyHDofwFr7EvA88BEQURtF1RVr7Uxr7c2xsfqhLCIi8g35uyBns+/70qNEZNxPZXkpf6m8lH+kvUHobUugeQ+iw4LplqyfoyIigearET+NwVn3BFtrx1T7/m1jTCkwvTaKEhERkbpXlr2NZR++QNO9n5Bmt7MiYjj/TrqP34zrzB8in6MsMpkXrxtAVFhNBo6JiIg0LGf8U80Y0xnY8u1Voa21HwLNaqswERERqX2lFR5eWryLsRvuol32HM4BtgV35rGyK1lYNpTdu/KZ+PcvgAj+PKoNsRHBTpcsIiJSq87mr3bfBtoaY7YA64D1X/3TWptdm8WJiIjI2dmXX0zmgWOM7pKIK28rqz/5DxF7M7g1+AG2H6lgu7sdsa6rGDj5OsYM6s9t5R5udxmOlVbwyYZDHC0u57zeyU4/hoiINCDdW8aQGB0GHHe6lBo54xBsre1hjAkFegKz8P0JTAG6GWOw1jav5RpFRETkB/z78+3syy/mgj6t6NM6jnv/8ym9c2aSGrKM9nYv/YCN7jS6RBbzu/OG0Cp+OJVeS9cWMcDXi1k1iwrlqkFtHXwSERFpqCo9lqPF5U6XUWNnNcnHWlsGLDfGFFlrb/vquDEmvtYqExERkdOy/2gJf/40iw52LwuWhtCmQzeKD+/i9tB32RrSndejphHV+wKmDOvHk9qvV0REzlLWoULfN2mBu0USwLfnBefX8H51SlskiYhIY1Dh8bJwWy7DOjQlODeTXR88x+zg2XQwB1jU5EdcsS2J9Db94apNdIppQSenCxYREWlAzmZhrCeBVVVffvXXydbamcDM9PT0m5yuRURE5GxUeLzc9tpqPtl4iHlxf6R9aSaDMGyN6A2j72Bwl8k8vQd6tYrDxIQ5Xa6IiDQiUaFBFJVVOl1GjZ1NT/BaoDdwDRBtjMkENgKZQKa19s3aK09ERESwlkObFnNg8Ru4Dq3hk8K7OLdrEq9s6UcJg5ljB/D0j8dDm3gMML6b0wWLiEhjNKVnC+Zl+f9ayGezMNYz1V8bY1oBPfAtlDUFUAgWERGpDblbqVwxnaMr3qZ55SGaWjfrQnrx+HntuGBIN15eksj+/BLeSG9Fh4Qop6sVEZFGbs+RYrILy6j5rFpnnU71xhjT2Vq7+WRvWmv3AfuAj2u1MhERkUDj9cL+FRDbCmKS8RzOhCX/Zp2nO2WdbqTPuCvpl5RMv6rTr9YqziIiUo8Wbc8DoKzS/sCZDdsPhmBrrcsY08MYc3HVoWxgobXWU7eliYiINF7Hyyp5cOZGurWI5ppWhzi05E2its8iujwbO+peKofdwT3rWjC79F/8YnJ/bjynvdMli4iIAODx7wx8ev3Y1tr1wHoAY0wzYIoxJggoB7601h6puxJFREQal/zj5Vw3fTkb9+ZyW8hvMK4cmthgFnh78pHnIjYt7op7zZdkHjzGHeP6KgCLiEiDEhAhuDprbS7wPkBVEB5ijEkAIoCl1tottVuiiIiIf7LWcui4F2stxnph9yIq1r/LpvWb2FTyS/519UAOrLiEx7ca4vtM5eaxvcnZlE3plhy2ZBfy6I96cNmANk4/hoiICAAPTE3jgZmZeLz+nYJrOqO5MzAUSAUO41shWkREJOBZa3n04yy+XLiRpKznGe5Zgrs4F2tCya/szTNX9GJkWnPo9gh9PV6C3S4ArhjYhisGKviKiEjDExHii49+PiX47EOwMeYJYCvwhrV2Z+2VJCIi4sc8FdidX/Dc9hieXnCYu2J2MPDYZ3zs7cNnXMXsip78ZnIfbkxLPnHJVwFYRESkIQtyGwA8XocLqaGa9AT/3lpbUGuV1ANjzFRgampqqtOliIhIY1JZDjsX4N04g4qNHxBaUcDWipu4oM9VpDUdR06337Jl/RGSKr3c1yySy/q3drpiERGRMxZU9Ze2ATcn2BgzGFjibwEYwFo7E5iZnp5+k9O1iIhII1GSj/17b0zpUUoIZ7anL2ujR9B32PlcNLAjC784StsWCfy6RYLTlYqIiNSIqfpnRQDOCb4GeNIYswX4BPjEWnuodssSERFpOApLK1ixK5+Ne3Joe3QJk9zLcAcFkX/u4zz04W46l45mWXk79jUZxG8m9uT+tCSMMT98YxERET8yfdEuAD7fW8m1zpZSI2ezOvRPAYwxXYCJwHRjTCwwH18o/lJ7CIuIiL/zei2r9+bz1vJ9HFo7m/OZx7WuVUSbEopdUYT0voSbX17B2r0FuHvfzsVdkxjTNVHze0VEpNG6fmgKK3fn0yPB7XQpNXLWc4KttVlAFvC4MSYcGAVcDPwNSK+d8kREROqPx2tZvD2PWat3UJ41mw+Ku+MODuMfzfcwomAjdPkR73sGcsfKOJI3x7A7L59/XN6Hqb2Sf/jmIiIifi4pJgyAEJd/j3Y6mznBq6y1fasfs9aWALOqvk56joiISENVXunllS8y2bLwPYaVL+R3rtVEmDIuGvkUaSMnE2OGQtBfwR3Meday2LWeN5bv5a4JnRWARUQkYLirwq/HBt6c4K7GmHU/cE7cWdxXRESk3i3cmsszM2bz76LbiTBllEU0wZ12OfS4gEFth4E7CAg+cb4xhocv6ME1g1Po2iLaucJFRETqWdCJEOxwITV0NiG4y2mcoznBIiLSMJUVwpZPyV/+FovyIvl53kW0jU8ip+s1tB14HqFth4Lr++c6uV2GtOSYeipYRESkYQhy+da98PPFoc9qYazddVGIiIhIbfN6Lc98sYMvt+UyLXQVQ4tmk3B4IUG2nHIbx37XOO6bksYVA9sQFjzG6XJFREQatCB34PYEi4iINHgFR3J47bUX+d99abRvFoXn2Gwwa3jZO5rdiWNp3280V6e3JTzEv1e4FBERqS9fzQn2eh0upIYUgkVEpPEoPgKbZ1G0+h0i9izgp1TSZtQbTBo3gori3mw9ajk/LpL4yBCnKxUREfE7QQG8MNYJxpgEAGttTu2UIyIicpb2LIHpk8FbSQEJZLgmMWDyj5ncZwQYQ0hkHN0inS5SRETEfwW5fXOCA244tDHGAPcDtwKuqkOVwD+stX+o5fpqlTFmKjA1NTXV6VJERKQmjudC1od4N86gsPlgDvX8GZW2HUEdruPeTe04EtuNl24cSKv4CKcrFRERaTS+6gkOuIWxgF8BQ4H+1tqdAMaY9sBTxphfWWsfr80Ca5O1diYwMz09/SanaxERkR9WVFbJvvxiDh4tZf/REppufZMOBz8mtXgNLrzstUk8t7ktL89bUHXFaHq2iuW/1/WnaVSoo7WLiIg0Nu4A3iLpamCstTb3qwPW2h3GmKuA2UCDDcEiItKw5RaV8eqSPazfX0DWoWOU5R9ggGszH3kHAfBcyMeEuQ/xXuQlbE8Yg6t5T9KaRPCv8GCCXIbQYDcD2zUhLFiLXYmIiNS2E3OCA3BhrODqAfgr1tocY0xwLdQkIiIBpqTcw/MLd/Dvz3cQXZ7NlbHruNssoUPYegyWn1xyBQktU0gMHY47NIo2xjhdsoiISMAJ2DnBQPlZviciIgEu/3g5a/cdZf2+AvKLKyip8FBa4WHxtlwOFZZxd5vN3JL9IJQCCV1h4N2QNo2eiV2dLl1ERCTgfT0n2L9T8NmE4F7GmGMnOW6AsBrWIyIijUylx8vTC3bw5vK97DlSfOJ4auhRJruXMpYldI2ZSO8rfsmAhP6wshLSpkFCZwerFhERkW8L2DnB1lpNtBIRkdOyLbuI37y1hrX7CjinYzOuGNCaCYVv0/rAp7gPrgIv0LwH3Yf2gHZNfBeNuMvRmkVEROTk3CZw5wSLiIh8L6/X8uKiXTz2SRadgnN4Z4SXfhMn+958djbghTH3+3p8m3ZwtFYRERE5PS6XwWUCcIskY0x/YK+19lDV62uAC4HdwAPW2iO1W6KIiPiTrEPHeOKtT0g5PIfZkStpW74NVobBmEsgJAKu/dD3TxEREfE7QW5X4A2HBp4GzgUwxgwHHgVuA3oDzwAX1VZxIiLiP0rLK3li3jZKFj7Fv4KmQzDYxP6Q9kfoet7XwVcBWERExG8FuUxALozlrtbbeynwjLX2HeAdY8yaWqtMREQavuwsPBtnULTqbR4tv5jXC7pzS/exFLfuQESvCzBxrZ2uUERERGqR22UCsifYbYwJstZWAmOAm6u9p32CRUQau4pSWPg37Mb3MblZGAybvZ0gKpTXbhzIkNRmTlcoIiIidSTIZfAEYE/w68DnxphcoAT4AsAYkwrk12JtIiJSD7xeS0FJBbHhwbiqtj6ozuPxkrtjNfn7t7E2cjB78o5z/cqX2FPZhBkV17K92WiuHjuQh9Oan/R6ERERaTyC3C68Xo/TZdTI2WyR9LAxZi7QApht7Ym/BkgGCmqzOBERqVubDxXy67fWsPHAMULcLpJiQ2keE0ZSdCjxhZvpkjeXIeULaWcOgY3j7rJ/4na5mR33f7RKbsIVA9vyYNdEjFH4FRERCQRBATocGmvtEgBjTB9jzBXAxcBO4J1arE1EROqIx2t57osd/HX2FqLDgrhzfGcKSyo4VFDCwWNlDNr1JFdVvIMHF3ti01nW+iboOoUFyW1oERtGkNvl9COIiIiIA9wuE5BbJHUCLq/6ygXeBIy1dlQt1yYiInVgd95x7vjvWpbvymd8WiL/O7iSuJ3TYcv7cNF0aDUYDoTDwRG4u0yhXWRT2jldtIiIiDQIgTonOAvfPOAp1tptAMaYX9VqVSIiUuuKyyv5z6Ld/GPeVuJdx/ms2+ek5s7FvLoPXEHQvtrfZSb39n2JiIiIVBOo+wT/CLgMmG+M+QR4A9BkMBGRBqqs0sMbS3ezYN4sKkuOMbjTWB6aMpDkF+6Elukw6l7oPBHC450uVURERBq4oEAcDm2tnQHMMMZEAtOA24FEY8xTwHvW2tm1WuEPqKrjX0A5kGGtfbU+P19EpKGqrKhgwbyPyFv2FuMrF3Gtyed4825EXvdb3wm/3gRBoc4WKSIiIn7F7TJ4KpyuombOamEsAGvtceA14DVjTDy+xbH+B6hxCDbGvABMAbKttd2rHZ8A/B1wA89Zax/F1zP9trV2pjHmTUAhWEQCl9dL5qEi3lu9j14r7mGKzaCcYI61HokdcAmRnSZ8fa4CsIiIiJyhgF0d+tustfnAM1VftWE68E/gpa8OGGPcwJPAWGAfsNwY8wHQClhfdZp/b1glInI2PJXkZc7n0OI3aHFwDjeVPEi2O5Gb2kyjbdvz6D7yYpqFxThdpYiIiDQCQW4XpQG4MFads9YuMMakfOvwAGCbtXYHgDHmDXzDsffhC8JrAO3ZISKNXoXHy6aDx8javImW654kreBzmnKMcBvK6rD+3DWkLcOHDCU+MsTpUkVERKSRcasnuF61BPZWe70PGAg8AfzTGDMZmHmqi40xNwM3AyQlJZGRkVF3lYr4gaKiIrUDP1Lusaw+VMbxPWvYXuTmS08aTSkgI3Qua0N6szN2CGFt0kmICScWWLt8kdMlSxW1NZH6o/YmUvcKC0oor/T4dVvzpxB8UlVzk68/jfNODNdOT0+3I0eOrOPKRBq2jIwM1A4aNmst63bnsPrzGcTu/Iif2OXEmeNsaTaELWOupG+beKKjL2aYO5hhThcrp6S2JlJ/1N5E6t6z25ZwODffr9uaP4Xg/UDraq9bVR0TEfFbHq/laHE5R477vvKLy8kvKuVgYQUfrz/Iffm/5Tr3BkpckRS2HYt3wCV0Sh1Dp+Awp0sXERGRAOQy/r87rj+F4OVAR2NMO3zh9zLgijO5gTFmKjA1NTW1DsoTEfl+haUVbDxwjPX7Cli3v4AN+wvYlXccayGUcoa71jHRvYxzXesYVfY3OrZJxjPo5xS3jSWiy7mEazVnERERaQACbp/g+mCMeR0YCTQzxuwD7rfWPm+MuRX4FN8WSS9YazeeyX2ttTOBmenp6TfVds0iIiczL+swH6w5wPr9BezI9QVegJZx4fRoGcu1qaUMPzSdNrmfE1RZTGVoLOWpk1gxZjBhTVoBQx2tX0RERKQ69QTXEWvt5ac4PguYVc/liIicsb1Hinlw5kbmbMqmWVQovVvHMa13S3o1D6FP2XJiEptDq36QsxleWAo9L4K08wlqN5wgd7DT5YuIiIiclDHg5zskNcwQLCLir8oqPTz3xU7+MW8rLmP47aQuXN8/geDtcyBzBiz5DCqKoe81vhCc0Bnu2Apu/e9YREREGj4D+HkGDqwQrDnBIlKXFm7N5b73N7Aj9ziTuyVw79QeJMeFw5MDIScLIhOh1+WQNg3aVhvmrAAsIiIifsJljEKwP9GcYBGpC4ePlfLHjzYxf+02LovdyFupG2iWswmi1/pOGP17CI+DNoPB5Xa0VhEREZGa0HBoEZEAZa1l5e583l29nx2rM7iJ93g8fB1BZRVQ0MLX21txHNyx0HWK0+WKiIiI1AqjnmARkcCyO+84Hy3bRMHqGcwrbM2+oLbc1i6SEUcOENT9Jkg7H1r1B5fL6VJFREREap3B1xngzwIqBGtOsIicjYLiCmav3ETO8nfomj+fG10bCDEepvX4KW0uvIGoYBdwnYKviIiINHqNYIekwArBmhMsImdi3Z4cXli0j0/WH2BR0M00MUUURLakvNtPCOl7EWnJfRvHTwIRERGR06SFsUREGpnKY4fZNP81vBvfJ7Q0l8/4M5cOaEtR3KPEp3YnNrm3gq+IiIgELC2MJSLSSBzf+ClHP3uM5kdX0QMve00L8tpPYvHFw4mJjAS6O12iiIiIiOO0MJaIiL8qPASbZrK72XCeX19BycovuIX9zIi5lOaDL2PQoOG0dmuOr4iIiEh1voWxnK6iZgIqBGthLJEAd+wAZH6AN3MGZs8SDJZ/V9zAO4zlvJ4XUjL0Di5sFed0lSIiIiINlnqC/YwWxhIJQJXlEBQCpQXY/+uJ8VawgzZ8UHEhyyLOYeDQISwc1IbE6DCnKxURERFp8FyNYGmUgArBIhIgju6BzPch83287jBm9XuG15ftIbH0RtbTnpTOfbh8QBt+0SmBIA15FhERETltBvD6eVewQrCINB7r34bFT8KBVQAciujEmyWdeHzzKlrGRTBwzA3cld6KFrHhDhcqIiIi4p9cjWCXDIVgEfFfR3b4enz7XU9OZTg5W7cRd7SYT8OvY/rRnuwvb8G5XZOYPqA153RMwN0Yxu+IiIiIOMmoJ1hEpH7lbcdunEHF+ncJydkAwL0LK3j1aDegO2HBvejbJp7LBiZwYb+WmusrIiIiUosM/t+pEFAhWKtDi/gnW1HCtiOVbNiwlgu+mIwBNnhT+chzJV8GD6VVi07cM7gJ/ds1oXtyLCFBmucrIiIiUhdcBq0O7U+0OrSI/yjdv5EDi18nYttHrC9P5qbinwGwIfLnlLcdQaeOnbmkXVPuTYzCpWHOIiIiIvXCGO0TLCJSa/bkFXPgs3/QevsrtKzYQ4o1rKIzBxMG8Mj4HgxLbUbrJpMwjWBBBhERERF/5NI+wSIiZ6+8wkPmmsUUrH6Ph49NZEtuGXcGbSAsJIZ1rX9Nk/QL6d2tK+lBbqdLFRERERGqeoKdLqKGFIJFpF4dL61g6eIMyta+R9f8efQ2B/FYw6CkXlw25RxGdX6KdglR9Ha6UBERERE5CaPh0CIiP6Sy0sPiLQd4d30e2RszeNV1P5W42Bndl42df0rK0Ev4Q5MWTpcpIiIiIj/AtxSLf6dghWARqRPW62XHuoUcXvwGbQ9/xpbKfswJup6pvUawI/oxUoZcSMeoZk6XKSIiIiJnQAtj+RltkSRS9/YfLWH/jPtps/s9Oths2lg3WRF96dtzPMvPPZewYDfQx+kyRUREROQsGLQwll/RFkkidcDr5fiOxexcNos/Fk5m6a58HnZvwRWRwo5Ot5E26jJ6NE10ukoRERERqQXaJ1hEApPXS/muxRxa/AbRO2cRX5lLRxuEN6IXt4/pw9Der9C2WZTTVYqIiIhILTNGC2OJSKDwejheXEzGjiIOLXmDGw48QJIN5kvThyNtf0bHcy7mzQ6ttYeviIiISCOmLZJEpHHzVHJs8+dkL32ThL2zeaZiAk9WTKVlRAfCW91Py4HTOCetHcFul9OVioiIiEg9MNoiSUQaowP5xRS8+yuS939MrLeAYBvCYnc/kroM4o3Bg0hvG0+Qgq+IiIhIwGkMg/4UgkUEPBXsXz2b3RuX8L+F41m7r4CngrdzOLQHx1In037wBYxKaa6hziIiIiIBTgtjiYj/8pSzY/EMila9TUpuBi1tIdE2gvCm53DXhM50SnuPDonRTlcpIiIiIg2IFsYSEb/iqShjxa48Pt6UT8SqDxnJfyi04ayNGExZp6l0PecC3mgW73SZIiIiItJAaWEsP2OMmQpMTU1NdboUkXpTWlLM5kXvU7n+PTod/YK3yq9hpmskQ2KH8EVaf7oNO59hserxFREREZEfpoWx/Iy1diYwMz09/SanaxGpS0VllXy+cR8J839D12Nf0suUUGAj2Rg7nAv6juYPg8ewfPFCzhk50ulSRURERMSPqCdYRBqMvPyjbPriXXbv3MqD2cMp93j5b9ghspqMJqTnj+gyZDKDQsOdLlNERERE/JirEayTqhAs4scO5OSRteAdwrbOpFfJUoaZMtqbRHYOuoJx3VvSt+1C3I3h/1QiIiIi0iAYDF4/7wpWCBbxI9Zatu/P5tPNR/gkM4/xh5/h1qD3yTexbGs+mZh+F5HSbxy/cwc7XaqIiIiINELaIklE6py1lvU79rNr8bvE7ZpF/4qVLK34Fe6WI4gbeiMHml9Jcq9ziXe5nS5VRERERBo74/+jDBWCRRqgknIPX27LZfHGrQzPfJBB3tX0NBXku5qwu+2P+OvIKSS07+l0mSIiIiIifkchWKSB2H+0hC/Wb+PYmg/YnX2UVytGEh1iuDq8gD3Jl9J80CXEdzyHeJfL6VJFRERERPyWQrCIQzxey5q9+Sxcv43KjR/Su2gBP3KtI8R42BvTjQnn38WAdk0IDZrkdKkiIiIiIo2GQrBIPSooqWDBlhwWb9zOx1uLyS+p5M/BT3Ox+3MKI1twvPONBKdfTOuW/WitHl8RERERaWD8f0awQrBInbLWsj3nOPOzslm2cQvN9s9holnCg+5M4ts9Q5feQxgZ/wi4y4hO7tsoFhoQEREREWnIFIJFall5pZdlO48wN+sw87Ky8RzZxZ+CnuPH7kzcQV5Ko9vg7nEbdw4YCHHJQLLTJYuIiIiIBAyFYJFakFNYxvzN2czblM2mrVs5x7OE465o2refyrhBAxm49lncXX8FadMIa95TPb4iIiIi4testRg//Z02oEKwMWYqMDU1NdXpUsTPWWvZeOAYczdlM29zNgf27mSCezk3hyyntysTl8tS2XkqQZcP8F1wziJnCxYRERERqQV+mnu/IaBCsLV2JjAzPT39JqdrEf9TWFrBl9tyydicw/zN2ZQfy+GoiaFXqzj+2+JVUvIXYZt1waTdBWnnE5TY1emSRURERETkWwIqBIucCWstW7OLyNiczfysHJbvOkKCN5fzQ1fwavhK2odv4uhPVtOkeVs4+Ci4QzGJXZwuW0RERESkzlnrv73CCsEi1RSXV7JoWx7zN2eTsTmH/UdLAJjcLJvPmzxHy6INvhNje0DaPTSJjvS9btHLoYpFREREROqPaQSbJCkES0Cz1rIz9zjzN+eQsTmbpTuOUO7x0jEkj9ubbSChW086nXMhya58eP1FGHgfdJ0GzTSvXERERETEHykES8AprfCweEcen1fN7d2dVwzAOc0KeSplLQNLFhB1ZAMcATreAnFXAeHwkwWO1i0iIiIiIjWnECwBYU9eMRlbspmflc2i7XmUVXoJC3YxIcXNjcO6MbJzIq3fGgf710PLfjD2IUg7D+JTnC5dRERERKTBsU4XUAMKwdIolVV6WL4zn/mbs5m/OZsdOccBaNs0glt7WqYELaftodm4Du2Eq7dBSARM+T+ISoS4Ns4WLyIiIiLSQPnrYljVKQRLo7H/aMmJlZwXbc+luNxDSJCLQe2bctXAtkyM2kKLRb+FzEzfBa0Hwujfg/X6XrdKd654ERERERGpFwrB4rcqPF5W7Mono2ol582HCwFoGRfOj/okM6V5Af2Of05wx9HQth0cLISwOJj4GHSdCjHJzj6AiIiIiIjUO4Vg8SuHj5WeWNBq4dZcCssqCXYb+qc04d6+XRifkEvrg7Mxme/D2q2AgdAIaDsEWvSEH3/s9COIiIiIiPg9ay346XZJCsHSoFV6vKzZe9Q3tzcrh8yDxwBoHhPGlF4tGNExgWEtKolq1hq8Xnh8MhQdhrZDYdAt0GUqRCc5/BQiIiIiIo2Df8beb1IIlgYn/3g5GVuymZeVw4ItORSUVOB2Gfq1jeeuCZ0Z1SmBLnYHZtO7MP99KC+GX28Clwsung5NOkBUgtOPISIiIiIiDZBCsDjOWsvmw4XMy8pm3qZsVu3Jx2uhWVQIY9OSGNU5kWEdmxEbHgwbZ8Bb98HR3eAKgnYjIG0aeCvBFQJtBjn9OCIiIiIi0oApBIsjSis8LN6Rx7xN2czLymb/0RIAureM4dbRHRnTJZEeyTG4DqyEzH9C0hUQ3g3CYqBZRxh+J3SZDBFNHH4SEREREZHAo32CRU7DoYJSX29v1mEWbsultMJLeLCbYR2bcdvoVEZ1SSQpKgT2LYeNL8J/P4Bj+8AVDIlpkNQNOoz2fYmIiIiISL3TPsEi38Prtazdd5R5WdnM3ZR9YlGrlnHhXJLemtFdEhnUvilhbgNFhyAmzDe/9+XzfcObO4yBMb+HThMgPM7RZxERERERkcZBIVhqVWFpBV9szWXupmw+35JNblE5LgP92sbzPxO6MKZrIh0TozDWC3sWw2fvQ+YHvoWsblkIIRFw1TuQ1N039FlERERERBoc68fjoRtFCDbGtAfuBWKttRc5XU+g2Zl7/MQw52U7j1DhscSEBTGycyJjuiYyvGMC8ZEhX1+w4gXIeNS3lVFQGHQcC2nn+1qSMb49fUVEREREpMExjWA8tOMh2BjzAjAFyLbWdq92fALwd8ANPGetffRU97DW7gBuMMa8Xdf1ClR4vCzfdeTEolY7co8D0DExih8Pa8eYLkn0bRNHkNsFnkrY9QVkzoAR/wMxyRAaA20G+1Z17jgOQqOcfSAREREREQkYjodgYDrwT+Clrw4YY9zAk8BYYB+w3BjzAb5A/KdvXf9ja212/ZQauPKKysjYnMO8rGwWbMmhsKySELeLQR2acs3gtozukkSbphG+kz0VsHO+L/hu+hBKjkBwJHSe7AvBPS7yfYmIiIiIiNQzx0OwtXaBMSblW4cHANuqengxxrwBTLPW/glfr7HUMWstmw4WMi/rMHOzslmz9yjWQkJ0KJN6tGB010SGpTYjMrTqPyFPBRw7CDEtoDgPXrkQQiJ9i1qlTYPUc33zfUVERERExO9ZP94kyfEQfAotgb3VXu8DBp7qZGNMU+BhoI8x5p6qsPztc24GbgZISkoiIyOjVgtuDMo8lk15HtbkeFiX4+FIqe8/7HYxLqZ1CKZ3gps2MS5c5gjkHGHF4Qri89eSkPMlzXKXcSymE+t73g9AbO8/UhjdEa87FLKB7GUOPpmcTFFRkdqBSD1QWxOpP2pvInVv545yABYsWECwyz/nBzfUEHxGrLV5wC0/cM4zwDMA6enpduTIkfVQWcN34GhJ1aJW2Xy5LZeySi8RIW7O6ZjImC5JjOycQGJM2Hcv/PwxWPpPKCuA0FjoNpWm3S9kZMeRVSeM/O410qBkZGSgdiBS99TWROqP2ptI3dtot8HWzQwfPpzQILfT5ZyVhhqC9wOtq71uVXVMasjjtazZe9Q3zHlTNlmHCgFo3SScywe0YXSXRAa2b/LN/6ArSmH7XN/83kl/9i1kFR4PXaf4VnVuPwKCQp15IBERERERkTPQUEPwcqCjMaYdvvB7GXBFTW9qjJkKTE1NTa3prfxKQUkFX2zNYd6mbDK25HDkeDlul6Ff23jumejbu7dDQtQ3lzuvKIFtc2DjDNjyCZQX+YLvgBuhZT8YcJNjzyMiIiIiIs7SPsE1YIx5Hd/Y2WbGmH3A/dba540xtwKf4lsR+gVr7caafpa1diYwMz09vVEnOGstO3KPn9jCaPmuI1R6LXERwYzslMDorkmM6JhAbETwNy8sL4ayQohOgrxt8OZVEN4Eul/oW9yq3XBwB5/8Q0VEREREpNFrBNsEOx+CrbWXn+L4LGBWPZfjt8orvSzbeaRqfu9hduUVA9A5KZqbhrdnTJdEereu2ru3urIi2Drbt53R1s+g2wVw/r8gqTtcNwtaDwS34/+ZiIiIiIiI1AqlGz+WU1hGxmZfb+8XW3MpKqskJMjFkA5NuWFYO0Z1SaRV/PdsS/TRHbD6FagsgchE6HU59LjY954xkDK0fh5ERERERESkngRUCPb3OcHWWjYeOMa8rGzmZmWzbp9v796kmFCm9mrB6C5JDE1tSkTISf61lh7zze3dPg+mPQkuN0QlQd+rfYtbtRnkOyYiIiIiInIKBv8fDx1QIdgf5wQXl1fy5bY85mUdZl5WNoePlWEM9GwVx6/O7cToLol0S4755qJWXyktgM0f+xa32j4XPOUQnQxH90CTdjDiznp/HhEREREREScFVAj+Snmll915x2vtfrW9Mlq5x8vSHXnMzcpm0fY8yiu9RIa4Gd4pgdFdEhnZOZGE6FNsSVSSD14PRDaDfcvhvZ9ATEvof6Ovx7dVf3C5Tn6tiIiIiIhIIxeQIXjz4UJG/DnD6TJ+UNumEVw1sC2juyQyoF0TQoJOEV6Lj0DWR5D5PuzIgME/h7EPQrsRcMMc35ZGCr4iIiIiIlJLtEWSn/hqTnDztqn87ZJetXzvWrwXhh6tYmnfLPLkw5yre/Nq2DwLvJUQ1xYG/RR6XOR7zx0MrfvXXmEiIiIiIhLQtEWSn6k+J/hHfVs5Xc6ZK8qBrJlwcC1M/bvvWHxbGHwrdDsfWvRuHP9VioiIiIiI1JGACsF+qSgHNr3vW9xq95dgvdCkA5QchfA4GPdHhwsUERERERHxHwrBDVHhIQgKhfB42DYHPvoNNO0I5/zGt7hVUjf1+IqIiIiIiGMs/jspWCG4oTh2ADI/8C1utWcxjH8EBv8Muk6BFoshsauCr4iIiIiIOKoxJJKACsFfLYyVmprqdClf81TAf86DPYt8rxO7wch7oNN43+vQaEhKc64+ERERERGRRiSgQnD1hbEcK+LoHl+P77EDMOER3wrOCZ0hdbRvqHOzjo6VJiIiIiIicjq0RZJ8v6N7YeO7vqHO+1f6jrXsB55KcAfB1P9ztDwREREREZHT0RhmaCoE15UjOyAqCUIiYcM7MOd+3xZG5z4AXc+Dph2crlBERERERCTgKATXprztkDnDt53RoXVw4fPQ4yLoczWkTYMm7ZyuUEREREREJKAFVAius4WxSvJh+hQ4vMH3ulV/GPcwtB3qex3Z1PclIiIiIiLSCPjxlODACsG1tjBWdpZvfq/1wKjfQlicbwuj3ldC2nkQ26pW6hUREREREWlITCPYJCmgQnCN5Gzxze3NnAE5WYD5ehsjY+DC55ysTkRERERERE6DQvCpWAuHN/p6eF1uWDkdlj7lG+Lc/0boMgViWjhdpYiIiIiIiJwBheDqrPUtaJX5vm9xqyPb4doPod05MOQ2GHY7RCU6XaWIiIiIiIijrB9vFKwQ/JUjO+HlCyB/Jxh3VfC9FZK6+d5Xr6+IiIiIiAQ47RPsz/av9PX2RiX5wm5sa2je3dfb22UKRDZzukIRERERERGpZQEVgr/aIqlPcgg8OxpcQb4VnQHcQXDpK47WJyIiIiIi4g/8dzB0gIXgE1sktW9yE9P+AV0mQXi802WJiIiIiIhIPQmoEHxCk/bQ50qnqxAREREREZF65nK6ABEREREREZH6ohAsIiIiIiIiZ8SPd0hSCBYREREREZHTYxrBHkkKwSIiIiIiIhIwFIJFREREREQkYCgEi4iIiIiIyJnRnGD/YIyZaox5pqCgwOlSRERERERE/I7/zwgOsBBsrZ1prb05NjbW6VJERERERETEAQEVgkVERERERKTmrB+Ph1YIFhERERERkdPSCHZIUggWERERERGRwKEQLCIiIiIiIgFDIVhEREREREROS+ekaEa2CiLY7b9RMsjpAkRERERERMQ/DEltRnn3UCJD/TdK+m98FxERERERETlDCsEiIiIiIiISMBSCRUREREREJGAoBIuIiIiIiEjAUAgWERERERGRgBFQIdgYM9UY80xBQYHTpYiIiIiIiIgDAioEW2tnWmtvjo2NdboUERERERERcUBAhWAREREREREJbArBIiIiIiIiEjAUgkVERERERCRgKASLiIiIiIhIwFAIFhERERERkYChECwiIiIiIiIBQyFYREREREREAoax1jpdQ70zxuQAu52u4wfEAgVOF3ES9V1XXXxebdyzJvc4m2vP5JrTPbcZkHuGdTRGDbWtQf3W1lDbWk3uo7bW8DTU9qafbTW/h9pbw9JQ2xroZ1tN76O2dvraWmsTTvqOtVZfDfALeMbpGhpCXXXxebVxz5rc42yuPZNrTvdcYEV9/rtsqF8Nta3Vd20Nta3V5D5qaw3vq6G2N/1sq/k91N4a1ldDbWv1XVtDbWs1uY/aWu18aTh0wzXT6QJOob7rqovPq4171uQeZ3PtmVzTUP/baaga8p9XfdbWUNtaTe6jttbwNNQ/M/1sq/k91N4alob856WfbTW7j9paLQjI4dAiAsaYFdbadKfrEGns1NZE6o/am0j98Pe2pp5gkcD1jNMFiAQItTWR+qP2JlI//LqtqSdYREREREREAoZ6gkVERERERCRgKASLiIiIiIhIwFAIFhERERERkYChECwi32GMOd8Y86wx5k1jzDin6xFprIwx7Y0xzxtj3na6FpHGxhgTaYz5T9XPsyudrkekMfO3n2cKwSKNjDHmBWNMtjFmw7eOTzDGbDbGbDPG3P1997DWzrDW3gTcAlxal/WK+Ktaams7rLU31G2lIo3HGba7HwFvV/08O6/eixXxc2fS3vzt55lCsEjjMx2YUP2AMcYNPAlMBNKAy40xacaYHsaYD7/1lVjt0t9VXSci3zWd2mtrInJ6pnOa7Q5oBeytOs1TjzWKNBbTOf325leCnC5ARGqXtXaBMSblW4cHANustTsAjDFvANOstX8Cpnz7HsYYAzwKfGytXVXHJYv4pdpoayJyZs6k3QH78AXhNajjR+SMnWF7y6zn8mpE/0MQCQwt+fpvw8H3i0HL7zn/NuBc4CJjzC11WZhII3NGbc0Y09QY82+gjzHmnrouTqSROlW7exe40BjzFDDTicJEGqGTtjd/+3mmnmAR+Q5r7RPAE07XIdLYWWvz8M29F5FaZq09DlzvdB0igcDffp6pJ1gkMOwHWld73arqmIjULrU1kfqndidSfxpFe1MIFgkMy4GOxph2xpgQ4DLgA4drEmmM1NZE6p/anUj9aRTtTSFYpJExxrwOLAY6G2P2GWNusNZWArcCnwKbgLestRudrFPE36mtidQ/tTuR+tOY25ux1jpdg4iIiIiIiEi9UE+wiIiIiIiIBAyFYBEREREREQkYCsEiIiIiIiISMBSCRUREREREJGAoBIuIiIiIiEjAUAgWERERERGRgKEQLCIiUsuMMR5jzJpqXylO11QbjDHXGWNyjDHPVb0eaYz58FvnTDfGXPQ99/izMeaQMeaOuq5XRETkZIKcLkBERKQRKrHW9j7ZG8YYAxhrrbd+S6o1b1prbz3bi621dxpjjtdmQSIiImdCPcEiIiJ1zBiTYozZbIx5CdgAtDbG3GmMWW6MWWeMebDaufcaY7YYYxYaY17/qsfUGJNhjEmv+r6ZMWZX1ffuqt7Vr+71k6rjI6uuedsYk2WMebUqgGOM6W+MWWSMWWuMWWaMiTbGLDDG9K5Wx0JjTK8aPHN6tZ7w9cYYe7b3EhERqU3qCRYREal94caYNVXf7wR+BXQErrXWLjHGjKt6PQAwwAfGmOHAceAyoDe+n9GrgJU/8Fk3AAXW2v7GmFDgS2PM7Kr3+gDdgAPAl8BQY8wy4E3gUmvtcmNMDFACPA9cB9xujOkEhFlr157Gs55T7VkB2gAfWmtXVD0Hxpg/A5+cxr1ERETqnEKwiIhI7fvGcOiqOcG7rbVLqg6Nq/paXfU6Cl8ojgbes9YWV133wWl81jigZ7V5uLFV9yoHlllr91Xdaw2QAhQAB621ywGstceq3v8v8HtjzJ3Aj4Hpp/msX1hrp1R71m9cZ4y5FOhbVaeIiIjjFIJFRETqR/V5sAb4k7X26eonGGNu/57rK/l6GlPYt+51m7X202/dayRQVu2Qh+/5uW+tLTbGfAZMAy4B+n1PLafFGNMdeAAYbq311PR+IiIitUFzgkVEROrfp8CPjTFRAMaYlsaYRGABcL4xJtwYEw1MrXbNLr4Ophd9614/NcYEV92rkzEm8ns+ezPQwhjTv+r8aGPMV+H4OeAJYLm1Nr8mD2iMiQNeB66x1ubU5F4iIiK1ST3BIiIi9cxaO9sY0xVYXLVWVRFwlbV2lTHmTWAtkA0sr3bZX4C3jDE3Ax9VO/4cvmHOq6oWvsoBzv+ezy6vGqL8D2NMOL75wOcCRdbalcaYY8CLtfCY04C2wLNVz8ipVswWERGpT8ZaLdYoIiLSEBljHsAXTv9ST5+XDGQAXU62hZMx5jogvSZbJFXd5wHq8blERESq03BoERERwRhzDbAUuPd79jAuASYaY56rwef8GbiKb86RFhERqTfqCRYREREREZGAoZ5gERERERERCRgKwSIiIiIiIhIwFIJFREREREQkYCgEi4iIiIiISMBQCBYREREREZGAoRAsIiIiIiIiAeP/AYUP40s1HdrzAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Pink noise ($f^{-1/2}$)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 550 ms, sys: 13.7 ms, total: 563 ms\n",
-      "Wall time: 439 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time pink = lisainstrument.noises.pink(fs, size, level)\n",
-    "\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": 8,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/2482389162.py:5: RuntimeWarning: divide by zero encountered in power\n",
-      "  plt.loglog(f, level * f**(-0.5), '--')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Red noise ($f^{-1}$)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 99.8 ms, sys: 4.66 ms, total: 104 ms\n",
-      "Wall time: 39.5 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time red = lisainstrument.noises.red(fs, size, level)\n",
-    "\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": 10,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/1129984583.py:5: RuntimeWarning: divide by zero encountered in reciprocal\n",
-      "  plt.loglog(f, level * f**(-1), '--')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "# Infrared ($f^{-2}$)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 110 ms, sys: 3.26 ms, total: 113 ms\n",
-      "Wall time: 41 ms\n"
-     ]
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time infrared = lisainstrument.noises.infrared(fs, size, level)\n",
-    "\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": 12,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/1235833454.py:5: RuntimeWarning: divide by zero encountered in power\n",
-      "  plt.loglog(f, level * f**(-2), '--')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Powerlaw ($f^{\\alpha}$)\n",
-    "\n",
-    "Here, $\\alpha$ is the frequency exponent in amplitude ($\\alpha > -1$)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Alpha: -0.9\n",
-      "CPU times: user 455 ms, sys: 14.7 ms, total: 470 ms\n",
-      "Wall time: 469 ms\n",
-      "\n",
-      "Alpha: -0.6\n",
-      "CPU times: user 430 ms, sys: 11.1 ms, total: 442 ms\n",
-      "Wall time: 441 ms\n",
-      "\n",
-      "Alpha: -0.5\n",
-      "CPU times: user 428 ms, sys: 15.8 ms, total: 444 ms\n",
-      "Wall time: 444 ms\n",
-      "\n",
-      "Alpha: -0.1\n",
-      "CPU times: user 402 ms, sys: 14.1 ms, total: 416 ms\n",
-      "Wall time: 416 ms\n",
-      "\n",
-      "Alpha: 0\n",
-      "CPU times: user 5.28 ms, sys: 398 µs, total: 5.68 ms\n",
-      "Wall time: 5.82 ms\n",
-      "\n",
-      "Alpha: 0.1\n",
-      "CPU times: user 453 ms, sys: 14.5 ms, total: 468 ms\n",
-      "Wall time: 468 ms\n",
-      "\n",
-      "Alpha: 0.5\n",
-      "CPU times: user 426 ms, sys: 14.2 ms, total: 440 ms\n",
-      "Wall time: 440 ms\n",
-      "\n",
-      "Alpha: 1\n",
-      "CPU times: user 6.21 ms, sys: 1.65 ms, total: 7.86 ms\n",
-      "Wall time: 7.77 ms\n",
-      "\n",
-      "Alpha: 1.2\n",
-      "CPU times: user 446 ms, sys: 12.8 ms, total: 458 ms\n",
-      "Wall time: 458 ms\n",
-      "\n",
-      "Alpha: 1.5\n",
-      "CPU times: user 424 ms, sys: 12.4 ms, total: 437 ms\n",
-      "Wall time: 436 ms\n",
-      "\n",
-      "Alpha: 2\n",
-      "CPU times: user 6.67 ms, sys: 2.36 ms, total: 9.03 ms\n",
-      "Wall time: 9.09 ms\n",
-      "\n",
-      "Alpha: 3.2\n",
-      "CPU times: user 447 ms, sys: 14.9 ms, total: 461 ms\n",
-      "Wall time: 461 ms\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "powerlaw = {}\n",
-    "alphas = [-0.9, -0.6, -0.5, -0.1, 0, 0.1, 0.5, 1, 1.2, 1.5, 2, 3.2]\n",
-    "for alpha in alphas:\n",
-    "    print(f'Alpha: {alpha}')\n",
-    "    %time powerlaw[alpha] = lisainstrument.noises.powerlaw(fs, size, 1, alpha)\n",
-    "    print('')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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oUgWtLDlBkWDOliOm9+G5bU+1KyUF5bgn8wqQMXoSjp8pCMrxicg7q3pavwAw3G3ZaAAzpJTNAMxQngPACADNlH93APjAojZQOfDLir04lstSA0R2VlxSdjHf6InJmLXpcBhbQ+Tbgu3HTO+z5/hZl+dzthzB4Zx8q5pEfurXvEZQjpv5ehYAYPCbs4NyfCLyzpKgVUo5B8Bxt8WjAHypPP4SwMWq5V9Jh0UA0oQQdaxoB0W3Qzn5ePjH1bj9q2XhbgoReZHjNhdt2vrAS1cQBVOMML9PXmHZeS6lxA0TluDSDxZY2CqyQqfn/8GC7UcDPs7JvEIAQK6fc22JKDDBLHlTS0p5QHl8EEAt5XE9AHtU2+1Vlh1QLYMQ4g44emJRq1YtZGVlBbGpgcvNzbV9GyPdsbOOIYcrdp/kz1oHz0Oyo3/W7sXwau73NYmCz+hn4uQVZ31u427B4qX4/lQJWlePxcbjjszDe0+c5WdwEATyMz1+pgDXfLIYXwxPseS4MSgxvR+/m8kuIvlcDEmdVimlFEKYmvwhpfwYwMcA0KVLF5mZmRmMplkmKysLdm9jpDuckw/MdhR0589aG89DsoPMnUuQtblsjuCxfIl9yY0wvHVtVEtNDGPLqLwx+pmYPdV8JtkWrdvjuU8Xo3pqAuqmJQNwzHXkZ3DgpJTA1Mmlz03/TDV+n85j7Dp2BpiaZf64yjGTE+NNt4ffzWQXkXwuBjN78CHnsF/lf+ekpn0A0lXb1VeWEXkV48/4LSIKuRW7Tngse+rXdej8wnQmr6GoMWOj47LmaG4B1u47pblNUXEJMkZPwitTN4WyaRFrz/E8HDl9Dit2e36GWOVQTmB5MU4ow4SJKLSCGbT+AeBG5fGNAH5XLb9BySLcA8Ap1TBiIl3qa91juecwb6tjjsqK3SfQ5MnJOHKaCZqIwm3zwdMec1rVdh/PC2FriIJn4tLdpY/17sWcOecYNvxB1vZQNMm2Zm46hIzRk7D/pPdh2H1fnYWuL05HYXHwbm4VFLEkF1EksqrkzfcAFgJoIYTYK4S4FcB4AEOEEFsBDFaeA8BkADsAbAPwCYC7rWgDRT91D80l7y/AdZ8tRlFxCT6buxPFJRKLd5rP/khE1vrbR9IllougaJFXUOxzm5hgdg3YVEmJxJlzrjeuJi5xpDJZs1e7R9qdelzV+meHWdU0ALxxRhSprMoefLWUso6UMl5KWV9K+ZmU8piUcpCUspmUcrCU8riyrZRS3iOlbCKlbCulZCpYMkRVRaP0S6dEAhKOFQIcPkwUbvlF3i/kL3nffHZVKSV7R2zk+JkCrNMZDkuuAukv3HfyLF6evBElJZE1pP65vzag9TPTcE71WWD2HQhR9n2ekmg+/cq0B/vprnMPqIkoMpTDe4AUqbTmuJRIWTosa8xva0PcIiJy9+3i3b43MuntGVvRfMwU5PJi0xYu/2ABLnh3XribEZBTZwvx6tRNKCoO7s0QqRxe+HFP9d/fLMdHc3Zg48EcaxsVZF8syAYA5Bd6/mz1fg4PTFyJjNFlyZNmbDwUUBta1K6ou+7FyRt1101ZewBztx7RXW/U7mN5nL9PZDEGrRQxkhNiPZaNn7IJU9Y5hiMyOQJR+BntxcgvLHZk8TTAObTwlxV7/W5XtMsYPQkP/7gqJK+146jj9xbJvd+vTN2E97O2o+lTUwz1ZL5/bSd8c2t3069zrtjR2+hP/HJamRueGOf53RcJ1LkTT/n4fv591X6X5x/N2WF5e75ZtMsjkNx2ONfl+b+/XYHrP1sS0OtsOpiDfq/Nwgezy/c8ZiKrMWiliHHz50s9ljnv6BKRPRhNoHLvdyvQ/7UsFBsIGA7m5AMAnv59fUBti3a/rAhtIv7T+ZF7o/Csaj7qPh/JgQDg/LZ10KdZdVzVNd3ntmpv/r3FdNucdio3B47lRk6SwaXZZfWY1UN8lyjL94RxPumY39Zh4tI9LssGvznb8tdxJol8depmy49NVJ4xaCUiooCt3H0CB075vvh3ctZxLQzy8MzyIBRzHq/4cAEyRk9yGcJpJBGRXf26sizA7/vqLJd1d2c20d1v/GXtMO8/Awy/jnuQ5I85FgxXDZUrPlxY+lhreOy5MPfOP/FL8KcRfTp3Z+njQ8oNNyIKHINWIiIKyFvTt+CS9xeg58szDe/jrLtcFGFJZsJhwbajuO3LpbrBqVbyq1N5hcixsCd0abZnTgGt8iXuga1djepQV3dd9dREr/uGerjue7Mic5ip1unaum6l0DckxA6qAtW/NwQ2N5eIyjBoJSKigLw1faup7aeuO1g6H7IwgudFhsrtXy3D9I2HkVeo3bO5/XDZ3OATSkmh9s/9jXbj/rbk9SfM26m5PGtL5PQAunPWT3XXsUEaru/Z0Ou+53xkyCYHrZ7WWZsOmzpG5eR4q5oTFntZXofIMgxayfb2nsgrndtDRJHvrm+Wlz4uZoZNn3z9hN6aXjZv8vx35lr++s/9tUFz+cyN5gIQO4nVufr59e7eiI+Nwaqnh+jua3TedjQrLC7BYz+t9jpHVetPO61CgqnXOXXWHvOmD5/2b5hvCT/fiCzDoJVsr88rszDg9SxD2y7acQwve0lnT0T2suXQaeQXFrN2ohfOuaN6F/AzVL1XB06Fbg7d5kOnQ/ZaVpu23vuwzXhVVHtll/ou62JYEhzT1h/ET8v3eswHVnvt783IGD3JpWe6UfWUUDTPclsP5freSMPOo+xpJbIKg1aKKld9vCgoqfKJKDiu+WQxWo6ditbPTENhcYml8zCjzTJVZlZvXpu2ye/XePLXtejywj9+7x8tYlSZb6ukuPYOuj8vjzYdcL1hsfngabQbN81l2XdKzeYWY6aWLnvwh1VBb5u/jpzWz9Lsb4+p0bJeROQbg1YiIrKFZk9NQbtxf+Pv9Qd1txn13vwQtsheVu4+aWi7QBL3fLd4N47mFmDzQUdQ4u1CPprFxZYFrX2aVndZVzExzuu+S7OPGyqjE8ncs35/Pn8ncvKtHy3RrGaq5cd098zv61BYXIJjZ8rO9ZN5BS7bTF6r/5nkTbizJRNFEwatFJUWbDsa7iYQkZ/mbi37+73ty2Uu61bvORni1tjHFwuy8eHs7Xhlqv89qUbdOGEJAGD6Rv+yn2aMnoTpEZw5NS5GP2hV1x/VcsWHC9F7vPFM2pHIfV6v2dIuw9+ag+s/W+xzux/v7GnquGqzHs00VJ7oy4W78Nea/YhV/V7VJZEAYOdR1+HBRmvntq1f2dB2ROQbg1aKSvdPXBXuJhCVe2NGnufXfhOX7i597G/QFK3GT9mED7KCXwLFWbZjXgA3AG/7apnvjWxKHZj6ClL1LN5xzKrm2M5Rt6Bt1mZzmaQ3HTztcnNKTyBDsRtVT0H9KhUMbbtw+zFc+VFZjVn3ske1KiW5PO/8wnRDx9XKoExE/mHQSlHpaO45XP3xIpwtYGkConC5rW/j0seT7u9jeD9mZ/XNfXhmsKwyOCSZPP3r40V+72uXrLl69pywLsGQXv3hUJqy9iBO5JX9zN2H9S7ZaWw+uTt/hxUTkScGrRS1Fu44hgXbOUw4mn0+fycyRk9CsQ0uesg75xxJM9hLoa/ZU1OwcveJoL+Or7mZ/B0BjQ1mxDU6pBTwnFNpN01qWDfX1L3XNhxOu2UvP1vg+ryI3zFEYceglaLalHW8yxnNXlLKGxWVMNmF3bSs6vr1EutHnZDhb2nXHM0YPYm1mwF8MneHz6BxfwAJgZ76da3Pbbb4WQokmkx+oC9evKSNz+3MBD6b/LjJE0rqG4V7Tfa6uvesngnDiKi5j7vOdXUfAT57i+tw51CNbCAifQxaKar9vHxvuJtAQeQcRhoXw48yuxndLdnleaqPjKtavNUBvf/7lfhrzX7Tx4wmk9ceRKMnJnvdZkUAvbHfLt7tc5v8wuAFHGcLioN6fF+WPDkIcx7zncgnKT4W13Zv6HM7M2VTUhJc/14Ki0swZe0BWwylBYBZm8tqA9/73UpT+z4/aYPL87yC0Ndodp+z6v6rWb7L9e/mZJ7ncO3TLM9FFFK80qOo97CN68KRNfytoUfBN/i8WgCsH163dt8pl4vljNGT8NhPqy19DTsItG6tlcM4tSxSJRs6c87a4OO8p6ei/2uzLD2mN/XSXG+01KyUhAbVtBP5/HWfY4726qeHGj6+mY+p5IRYl+fdX5qBf3+7Aj8t32P8IEGkDuLMBp2fz88ufbx6z0mMfGeeVc3SlBTveqnbpl4lj5+vuxMaQaq7Ds+xnjFRKDFoJdvZfiQXD0xciaLiEpw44zqv56L2dU0f7xe31PUUWit2n8Do/60J6mvsOFK+h4pmjJ6EXi/PQK7FQYMVHh7SHBnVKqBH42pBf62fomxkRWFxCd76Z2tAxygKclIrdUmPCfN2eqwPdM7roZzQzXccPaKl4W3b1KuM7PEjUblCvOF9zAyRd+/FO658Fx7NDf9c18OnXcvbBDJEPBR1lzc8OxyLnhhU+vznu3pZclzmUiAKLQatZDuD3piN31ftx98bDuG0W7HyysnGLxDIHi59fwEmLt2DX1daG1DsPlY2j8ruSUtCYf+pfPz7m+Uhf11fwxVb1a2ErMcGBO1v15/hki9O2oB1+04FoTXWavbUFEyY7xkImrHvpPH5hhsP5Jg+/jWflNXaLNT4Xfjbwx6OYcFDWtUKaP+6lZO8rjfzs6hTOVlzeZwfc8OtNGPjIXR7cUZY22BWTIxA7cpJyB4/EtnjRyIp3nsvayAOnjJXr5aIjGPQSra1+3geCtySH8TFhvcLm/z3/F8bLT3e96panuU5s2PG6Emlj43UPbRanongYuETAy1//aISiSzV/Dpf8guL8cncnbjg3eAOSQzUe7O2WXKcJ39dZ3jbEW9rJ77yxdnjNHerZ61Of3t6r/iwrGZmqHq0Ag1mXvCRjMnMDRa99xzshEBnzhXh1ambPHrIJ8xzZGr/TKM3nYCCohJ8vWgXerzsGdAzwzaRNRi0km0lxMZgabZrbbT4WJ6ykeS2L5eWPj5+xtre0G2Hy4akFRQxs6MV8guLMXPTIVP7/L7K+PD7GkryE/ckKIEoLpG46fOlvjeMICt3n8Br0zZbciwr/+66N6qquTxXGRGzUqOma6Gfmb3XqnrCJy71nRDKDPfhrVZpWy/N63ozwffUdQc0ly/NDm6Zo9bPTMP7WdvxxYJsAMCavSexYvcJvD3DMUw92PkDKiXFoUFVxzzinkGeUnBJx3qWHeuDrO0Y+5v2DaJg/86IygtGAGQbv6/ahwcnliVW2XviLComuWZQFAJ46vzz8ITb3KN49sDawr6TZzHojazSIVLTNxrvATPrnw1lwdXZMGYYjSZjf1uHW75Yhg37jQ8TNZN8Jy42BtnjR2LZmMH4+tZu/jTRg/toDF8iodPjkvcXhLsJmj66vrPm8q2H9bM8H7ZgTuqC7cd8b2TC/5YHJ89BjYreb8YUS4n8wmKXqQ163pmp3dM++LyafrXNCPXf8uvKTZOL/jsfl76/AKfOOubYBntO7Zpxw9C3WXUAwMh2dYL6Wnf0a+x1vdYUgvbpaZrbHj+jf54fOOV/2SkiKsOglcLi1amb0Ol518x7D0xchd9WlZWwmDB/p0eZjEs71sft/Rrjzv5NSpf9Z3hLLB87JLgNJkO+W7wL24+cwYM/rNQcCrcygPIb3oSzLEY0WbnnJADgaK7xQKPQz+GffZvVMLW9MwuxO/cAWy+TaU5+Ic6cK2Km6QCkVUjAbX0aeSxP8VLOaPCbswN+3XiL53FOWhueUkklJRJ3fbMc/V6b5feQUX9GSheXSHw4e7vPG0zfLt5V+livdqp6hIvVnL/mW/o0QsNqFTC8Te2gvRYAnFenktf1Xy/c5bHsQrdA+shpx2eltykqD7GCAZElGLRSWLyftd3QsDX373X3nlcA+HdmE1RKYoImO9h80HFBs2jH8dLhZWrB6kHKC0Nxejuweli084L0K42LNT3/WxGajL23agRLAHD1J4tcno+fsklzu3bj/kbrZ6ZFbdDarKZraZuWtStaevwxI88DADw0pDkA10y4wR7pcM7i83zXUePJqaxULCWyNjvm/fp7Gj7zx3rT+zR5cjLGT9mEV6Zq/204vTTZ+3qjvrylG6qlJJQ+1+uddJdWwbFPkxqpmP3YAEunEfjjh2We5YVu7JXh8nzWJsdoIm+fK+U45QKRpRi0km01qZHiMfRPndRj6VODMe8/noXf7xvYNOhtI23TN5YN2X3urw2a26zfb33W1hkbzc3DjBZTdOa9BWq6iZ+nutxQRaXHzb3epZ7nL/aeuEbN19BLp/U+hjZH6wXk+MvaujxXz/+34ubGbX0dQylTEuOQPX4kruySXrou2CMdpqw7aOnxToepNFRhUdnJF46bJ0t2Hve9kUr2Uf9KiXVskIZmtcpuonx3W3dD+8UI+0/zcc/e/Nb0LZBS4vsl3uvnLj1ov3JkRJGGQSvZlhDC4w67uiB4jYqJqF/Fs/C7ryE/FF4rNJK1BGqnnxdXke7z+dkey4qCnF3Um9/u7Q0ASIgz9tWSYGIueqLBYy7f5X0IunpY5vWfLfayZWTp3NA1SVLjGimlj+dvsz6rtLqmqdGbFIEoLC5BxuhJLtmyrfDL3Y6anb7K1Vhh+5GyobVGb55Me7BfQK+pvmGx6aD+3GMtma9n+fWalZLi8drl7UufG83KrDWSym6EW2C9/1S+zxtlADB3H4NWokAxaKWwWrn7BG7/apnmhci2w7m4//uVLsu89bZsfXEEVj09RDNoZcp5+9DLsBiIYNbds7MijcysJ5WEKeGQkuC46Gxl8MaR0T/Lvx/qh8R4a76unMMzgfCUCAqV63o0LH28eu9Jy4+v7nEy0xMqpcStXyx1CeC0tnHnTw1ZX5LjY0unloTiM+RB1dxGoz2tgfbI7jsZniRA6VUrYNmYwdj+0vmIjRHIHj/S5z73Dgj9KCnnsHenUR3q+txnhVsODfcqB1r2nmaGe6JAMWilsLrk/QUuWWADER8bg7QKCWhUPcVj2LC/yWLsZsH2oziVF76gxK5O5AU3o6VdrdvneSEfrgD+lt6NULtyEn68sydeu6KdoX2GtNJOruSuea2KSIyz5n09GIVJUUa7ZVNvX7+yS8+0VkIZAPhu8W58vTDbr9dUD+VM1xjxoufPNQcwY9NhDHpjtm65pA0aAepF/51vvpE+tE+vXFqGJtbiZE++GI1Fq6rmhvpjgJ+9pVaonpoY8p+rWc5h706DdBK+qbn/Tp7903MqzKVu5XR61LF/LzKR3TFopajkPmxYIvKD1ryCIlzzyWJc8+mi0sy8GaMn4dL3rb+YizSHLCirES2smiuXtdlcuaK29R29q90aVUWFBGMXaM5hxFrDid2zTxsdHlweDWrpKIPSqLpjSPADg5uhSY2yOYXHdJLePfnrWoz93XxiH8BRfszpnu9WeN12nqpHWz1P8oGJq/DH6v3IGD0JOfllN+OCmaFWbcP+nNK/F6t68pu6JcTSs8RA7xwAVE72P8mg1lxjvezaVtfR1jLp/j5e1w9pbewmVjBZ1aNfIdH1JtuyQxweTBQoXgVQ1HrxkrIkL37Wt7cV5zX8+v05aPrU5NJhX8GYIxpszoyLZL1/1lszcuGmz5ea2r6L25xKI5zzw9yTmwBA4ycnuzxXJxYya/Ja/YRVG/bn4O3pW/0+djhkPZrpUsPSOff/17t74atbumFgy1qokKDdM/3ZvJ2451vXIPNsQbHXudBac1a1cuZ0aVgFQFnpEqfrVHOHT7kNX3dOAdl6qGy+5VQfw421ymn546puDdCiVkXc0a8xPrhWuwatWZPu74P1zw7zORz2xglLsHyXduC690RZduNAzntnvWy1//xvrea2OSGYVtC6bmWv6+1QBcD9s+jP1f6VR0pJiHMZehzGVANEUYNBK4Wcs65ZsF3bvWxO18/LvWf2iwTqu+YlEjicU3ZBsud4XlDmfAWLr2Q5RjSunuJ7o3LokZ9Wh+R1TpwpwKOq19pz3HwZETNDMwMZZnj3t/o9gee/Mxf/N30LTudHzrD7tArxuKBtWdDq/NmkVUhAv+aO+rfuCWOcnv9rAyatPeAS0Jz39FTM85KsyVnmRi0xLhYd3EqZNKmRitqVkrBsjH7d7M/m7dRc7qz1OnPTIZ9zZHN1egvNql8lGTExAk+efx7Sqxof4uxNYlxs6XuZP3ogLu1UD0N1hsHrBed9XplV+jiQ8z5H45zWC8KKQ5z3oW+z6iF9PaPa1HMNrO9zy6thVIWEOFzeuX7p89QEew+TJooEDFoppE7lFaLri9ND/rqf6lwoRZJFO465PK9VqSzbZd9XZ2HE23ND3SS/xZnIGqtnRznNGBwMB0/lmy6LMuLtufh5eVmN1kY1zN9ESFKGZN7SW7sGq5bujcz36BoRqiGpgbq0Yz2kVUhAbVW22wZ+BFw9Xp7h8ty9Z/2dqzuWPh7eprbmMdx/Fz8s24ODOfmompKA9KrmMgrPVhJk3fLFMp/bthv3t6ljZx89g+f+3ODRQ2tVj62eemnJePPKDtimk3QqGLkWNh7IQb9XZ+HgqXzdXlUt6p5usxJUvcHuSYrcvXlle1zWqX5pTVa70bvBYFZCXIxLL3n1ZAatRIFi0EohpXXnNxR2HQtPMXkrfbPINZlKBJS00/XxnB2WHzOcpV4iWX5hMXq8PAO3fmluOPDBHNehh/7UWEyMi0X2+JGaPXla1o4bim8N1nxUM9JbVT3VWB3YcHEmf7l7QBMArkMtnT17VrqofVkW1VSd4x/K8Rx+6nTyjLnPerM1RM2465vlmDB/J7a63ZjokhGcGyDu9BKOBSNJ0TsztmL38Tzc8fUyU6NvFu0w//O/pXcjVEyMc6mn7itx1KWd6uONK9tj7AXned0uXLRGKFz2wQLTx+ncsIrLEP0mlXm5TRQo/hVRSAUSaA1oUSOg1w5X6n+ruF9U7DwSuT2NeQWeCUIC9WiIhsXaSTMl6cu7ql4xs8YoJYgCLf8SinsoFZPiEefHHL9iAz1q09YbL9sSDi9f2hbJ8bGol+boVTVaCzeY9IYg+8OKPsfiEumS9MldiZQuQ3IDSXJkRs2K2jVg1+075dfxtOaqOhUp53qRiV5cKSW+WJBtuh0xwjXxW7yJETQ1KyZh9dNDTb9mOPgznSWtQrzL38fpyJl9QGRb4f/Wo3LlVgNDv7RMeaAvPruxa0Cv3Xv8zID2t5trPl3ssawoyMPd7Oy3Vf4lzIhkzp6jC9v7ri2oRz3EtzyzqvRWsAxrXRsbnx+OZJ0ES75MWXsA54qM3SyqaLDn9nzVvNpAmc1WrWXCvJ247rPFpb/Lwzn5OJxX1gtYIiXu+mZ56fNQTePs0Vi7R3exn73LfV/V/y5zJrnTKhuk54CXINib2BiBM6obkMLkravKFcpuGvRuWs2vNtiV+42yKTv1o9ZVe04iY/Qk7PBSu5iIGLRSEK3cfQK551wTZmz2c96MM2EGeXfb35E/DNqIYM9FI/OqBTi89orO9XH/oGa4pnsDn9ve1CsjoNfS4m8AEQyVkqwZ7rtszODSx//+dgVen7bZ0H7O+ckbnhuGNeP0e8Na1a1kuC2+EnXp/UnfowyH9theY4c9Stbdfcr/3V6agcfnnMWmg47vnRkbXQPjUCUfal6roqXH8zYX1p8bl2bns5dy+0q+qIP/N8/evLKD3/taba2Xc94oZ9D6iIGpDxe/5yhb9+tK7brFROTAoJWC4mxBMS55fwHu+nq5740N8Hfuz0ODjc2Vo8hSwPmrAID29cvmNQ4LYY3DF/7a4LEs0Pl5r13RHg8PaY7b+zb2ue0zF7bCxDt6BPR6dpaTb012XPfhr98s2m1oP+fNxgoJcV7LkGiVwnFyrxfc99VZOlvqu6V3I1zZJV1z3Z4TnkGwc7jt3zq95tM3ui7PqGZNxmBfAilbo8fKXjn3m8tGfH5zV3w02zU3wfhL2/rdBnViwVB7618dXJ5XNFB654aeDb2ud57/7VUZtvv5+BvwJwM7UXnCoJWCokgpjLpqz0lLjlchwb+eh7pprl+EMsRp/a2QX1iMHi/N8L1hmAWz93Py2gPIGD2p9OLqnL89A1Emo3pK6YV3u/pppvdfuP2Y7400BDMbt5HQVwjh0cs3KoBenmjlHiydLTQ2PHjSfX1Nv9a937mWFRpsQRbWLhlVUL+KdmCpNbfZWbN6gc55vWav6xxSK+fkhtrAN2Zbdiy9MkTeDGhR02OZP/PN7UCvprE3z41q43W9szdcnSl/t4+gtDxOcSEyI2yfMEKI4UKIzUKIbUKI0eFqBwWXkQQoweR+0dbvNfN3+82SUlqa9GnviTyPTK3BdPh0vl+JJ/INzpdzOnGmwPC2zjqbu445kk+d07n4jsSbEoEoKpGlPZzdVOVH9mr0Qmn5YoH3i9XNB0+jpESW/h3nFxYHfWh2FYOlMColxaOaKlPpFZ3LeuQyRk+yvF3h0MRHGaFlYwb7LDHiD3/mzf615oDL87szmwbcjuGta+v24MdGcMDpzftZ20L+muphqWNGhj6rb5UKoUmIpaemn728H1zbyeX597eXjf6oWdExXcK97isR+S8sQasQIhbAewBGAGgF4GohRKtwtIWCQ+loDXnBcnfu9UD3HA9+BuHbv1qG3uNnYvkua+bIBaOWnzdD/28OLvtgAY6cPmdqv0/nmrtb3/1lY73Hp1VlkpxlVfRqtN5p0XD0SDFpzQFsV7JIt6pT1vO49ZCxoYPT1ntPPrTpYA6u+mQRmjw5GWcLitFy7FS8Mm2T/w02oLKJC9jeTauXPu7TrLrLuod+WOV1364ZVUy1Kxz+vK+P1/XVUxN9lhgJlxa1A5/H6S2PgTNm3XEkF2c0hrc2HzMl4Ne3mpEevVenes471pvjrPW+A9WytvF5ylbIHj8SK8OcRbhDehqu6Fwfsx/LNLXfCLdEZFJKfHVLN1zVNR3pSu1kb8PriciccPW0dgOwTUq5Q0pZAGAigFFhagsFwU6lR8xsgocnz28Z0LwYd0lx/mXaDMSRXEcP4srdJy3plZqy9oDvjSx0Ms8RJHZ9cbqp/cwGuUbPjZenlAVJH87eDsCRJVSL3ly28kDdI3WmwJqLWSFEaf3MXccdf9Pu89iCrZuXWprjL2uL2/s2wqbnh3us85XUpGeT6l7X20GFhDhc1TUdn9zQJdxN8cuSpwYF7djOz4+Bb8zGLV941hj2O7lQkGSPH4kNzw3HhJvKfpcNlaH9G/bnIF9j9Eg7Zc66+uaM2vxtxstU/Xmv9xsgTt6Sa429IHr7Fl67oj0aVisb2eAtAZmeGZsOo1/zGhh/WTsrm0ZECusrkhtTD8Ae1fO9AFwqxgsh7gBwBwDUqlULWVlZIWucP3Jzc23fxlCas7esd+zvGbOQECtwptB3ANe8ZA+gMbLR35/tpqOeF+/B/j2VnHUM5X1h0ka8MGkjHu+ahFbV/Aues08VY/UecwGI1vs7WyTxzYYCXHNeAlLijQ+rM/Ozmr2+rBf72V5JeGaB7yHNRo7/3eKyXtXfV+1H7vHDmLFb/2dSHv8O3d/zIz+sROrxLQEf9/7vV5Y+Hv7WXFNtsOozMebcKa/H6Z0CLJqvXS4lKysLOQXanzs5B3d5LBv9+T/onx6H5Dh7DD3NysrC8GoADh9H1uGNIX3dYOzv67ju671t/+eshaie7Pg9Ld553K82h+Oz4sTZsmA698xZ/D5tFh6YlYeONWPxQCfXYaq3Ny9EVlYW0mO0P+8WrFiLhCO+Rz40rBSDY9vK/pa9ve/FC+frrmtcmO31GOXhs9fbe6yYtx9ZWd5LN5n9GyCyWiTHK+EKWn2SUn4M4GMA6NKli8zMzAxvg3zIysqC3dsYSnsW7QLWrQMATNiehIl39PSYZ5ZeNdlluO5v9/RGB2emvamu2/r7s628+wReX7bAkmMZ9eyyLABlgdarS/ORPX6kX8fyZ26e1vv7eM52zN+/Ca2apOOpIT7ulqt+9mZ+Vg22Lcbu0447/zdeNAjPLHAcZ9ajmRjwehYA4PmL22Dsb+vMHd/tXPAWsJptc8RTfjal71l5fq4YaNq+m24SG/f9reD+cw/oM1HVrnp16iAzs73p/Zxt0vsb6tWpLb5Y7zqcfOLmAkzcXOD336tl3H+vFhzLDFOvq3F8l/1V62+aqj2s32U/rc8fjdfo070zLvrvfNdtTb7XcH1WPDLb0c5j+RITdyUDyMPKw8V4dJ7rZ9uFQwcAAPpLiV6dj+Cmz117lL9YX4Bx17vNadb4GRwviHH5+Xi8b9U+/fv1BaZPc1l9dbcGeHxYC1RJSQCmqY5h0fe0bfk6twGMid2BFyY5bihdO6IvalTUKP3l6ztV/fPv3x+NnpiM/s1r4MtbuvnVbCJvIjleCdfw4H0A1Hns6yvLKEoUqUqSLNqhPbfz93v6oHmt1NLnHVSp4a1SXaN2pBVF7L3ZqTPfMpwmrT0IILjZCfXm1jWsWhY4bTRR8N6oyzvXt/yY0aDPK9pJx3q9PAPXfrpId7+keHtlAE20WXuMOJZ7Dm2fmRZQ9vQGVUNTjiXYRrSpHZTjPvenZ9klM0aPaGlRS8x788qymzDq2uVHc7WnWAghkKmRrdeoJjVSfW+kcOYNUBvRprYjYAVwZZf6uNZALeXy4tY+jfDGFe2x6fnh2gGrSY2emAwAmL3lSMDHIoo24boaWAqgmRCikRAiAcBVAP4IU1soCIzMJ6qaklCaaGTZmMFBaYdWEgT3u9WRpEtD78ljKurkZFmtXDz7mnf607I9Xtd74/47n/lIf8x8pL9LMpVaFZO87uOPijpJSkjb/lP5mL9Nv9RNhYQ4VE8Nb3Kf+weWZZ5NCFIZjWAmQZ6+8RBOnyvCxe/pD7X0pnpqAvo2C82c2yu7uN70ubOf7zq5ZnT1Mic5EMv8yHCudlf/Jha1xLwi1cmXFoLMue49do2e0O+RjosRpXNpnfo1r1H6+NXL2+PFS6zLOxFJLu1Yz2OZEAKXda6PpHjzU4B+WbEX4/5Yb0XTiMqFsAStUsoiAPcCmAZgI4AfpZT8y40iO44Y621MjItF9viRHj2izrvgS54chPmjB/rdDr1MpFPXhTa50bbD1hSC79+8BsZdqD+897TxKjKaHvt5jd/7Tl1/0OV54xqpaKzc4V8weiBa1q6I+wa6lsG47tPFfr+ek3sh+FmbgtuTHu1iY4TmCAVvLmhXx/dGJnRS3ZyJj/Xs+bFCSRAzm3+3xP+bP4AjoNbq8QqGPs1quDx/4nxrS57c3DvD0uNFA3WCvnY6JVHivGRONqtysutnpLdTPzZGoKUq8/OsRzN1t1WPlCoPvCWpMiu/sBgP/7gaXyzItuyYRNEubOOupJSTpZTNpZRNpJQvhqsdFByHTgdWV/Su/k2QPX4kalZKQr20ZItaVWbKuoO+N7JQnkXZXI/nFeCm3o0sOZY7rV5Yq+qe1k1LxtQH+3mUsFiS7b0skK86vx0bpOHuTNcek5s1MomWFxnVXIeUHj6dj68XZps6Rq8m1XBZJ3NDrjs2sLZ8jHoopHutZTO8nT+dfYxaCMQmP4fBHz6dj9u+XIrjZwqwYLvxzLCBaGpi6KiWmj6GRAo/g+9gTBexC/VpmRCnfX4Hct6b4X5DVQiBZy5sjTeuaI+dL5+PRtX1awVvMVhaK1r8uca6m90tx0617FhE5UXkTRaiiJC12d7zMUJ1QeCUm28+aNUKGD+fn21Bazxt2J+jWeIm3CVkZm/x3mvaIT3Nr2FZ0Uo9jA8Abv9qOcb+vh57jnum5NYbbTCwZU20rGO8xua9A5ri+h4NzTXUhDqVk3xvpKOoxHX4eX/l51OjYiJqVUpC9viReHRoc4/9Tp11ZD8/W1DsUifYKH9v9bw3cxumb3Sc89sNjlYJ1HkmftdarnGb32j2hoeTew3Tn+/q6Xeb7K5uWtk5rfdddFajBI6Wv9YElqdg8JuzPZalJMbhss71Td1w8FaaKlJVc8vTkOdnXdxARosRURkGrVQuWdXzadRTv63Dp3N3mLoA9tXLqGfMb2txn6pUiRGbD2n3DOWcNX/B3rtpNdP76Lnli2Ve1+cX2qsWY7jdN7CZy/Ojbr3nf6wuu8C965sVLuvmPj4A393WHRe1r4uMavq9K+4eHdZCt7coEG3qOYbipQeQkOhYrut4+WeUofX3Digbpn6v288MQGmiqkFvZKHtuL9Nv66/c7X97ZX015BWtQJ+zWY1XYPelbvNzzXNqFYBeQXFLsln4kzeWFzmY9SGWijmkXrTs0nZZ2RigLXE7/3O3Ge9N1Me6Gtqe3XStlgLhzPbxfKxQzCybeBTH9SjxW77cpkl9duJyiMGrRQS09aHdjiuL5PXBqc9eu9z59EzeGHSRjz0w2pMWet9iNHsLUeweMcxl2Qd7j66vjPev7YTNjw3zGPdN4t248/V5u6+b9ivHbR6GxqmtmbvydLHF7Wva+q11eZsOYJ5W40Pi6xdSbsXbtvh05rLo5179kr3bKSvT9usuV/FpDikV62AXk2rQwgRUKBoldRER4ItMwFx4xqu56v7ed24RipWjh2CG3p67xlet8+x3/5TgU1zMCvU89tesiChTr5bj2ClZPMBYfYxx0gAvURwRjL9Pvzjagw+r5ah17u5V3CmWBilDlQ7NEjT3MaKTLQAUKuS8eOcV8fcnM2xF5TlV4iWbNfuhrYuO6f0MuSbMX3jIZwxcdN8zd6TaDduGs742ctLFE0YtFJI3Pn1ct8bRQFf73P6xkP497crsHiHfvbWGycswb8+XuS1l3NY69o4v20dVEiwJnOuXs9QQbGxHqNRqiypgQzXvWHCElz3mfHkTP1b1NBc/u3i3X63IVIcOHXW5zbnlN/rPd85elWPn9HO1LV2nOfNj3Abf2k7XNyhLro0ND7ssE9T14y7b8/Y6rFNlZQEy3o0M0ZPwpv/bCl9fq6oGD8GkIFbzf29WMnZKybdBjJ/f3sP08dyH8Z6Yy9jQ8UbVvMMcv7SmTM4sKXvci+7j+dh+kZj0xnSq1qfJ8Ff9+uMijF6w1Dt60W7PJZNfaCf7vY7jgQ2JzVZ9Vn/7KjWAR3LrtQ9re5D2P1VVGysp/V/y/fiov/OR05+ES58d54lr00UyRi0Usi9cllbzR7CSGdmyM+E+Tt9bmPVhfU3Ghcy7g7o9Cj5M0S5Woo1PQRG6CVrSS4H81zNlFNZs/cUACA3gu7WZ1RPwVtXdTTV0xoX47rt2n2nrG5WKeff+zuqwPjdGdvweAAZuNX0anaa9cXNXV2ywQLAy0oPq3tJsFYme9oAzwt5oz1uk+43PhS1ea2y9ndrFPjcyUgYynq+H/Vtx/62zmNZvJe/n0Cz2jszt1/fo2HU5hZQD1O3KhfGOYPTBx75aXXp4x02rP9OFGoscEghd0G7upb1ENqJ0V5JAJi23nePwCqltmqgxmhcyLjbqfOFqDf81p06Z1RKYvgvXkKdaCscDuVYE9REEytjEV/1EwtLPP/e95303ftt1KaD1gxxz2xREz0aV3PJVnpl13Rc2TXdY9v4OPM/QHVACQCt62qXcHGXmhiHzS8MR87ZIs0kcHoCSczlNKSVsWHE4XR9zwxLjuOtZNQpP3IWqA0+rybGXdgKV3TxPJei0fvXdrLkODM2hTfBIVGkiv4rO7KdlMToC1gBc0GrEXtPeGZ81bJi7BD8cW9vw8ddqpGwpFCn7f7c3TUbME7VKD+UV1CEOVu8Z6D2lq1Sa1hoeZdjMgvu7Mcyva5/9qLWmPv4gABaZD1vvUpmqeeXumfy3n/yrGYSsF9X7rPs9a2UFB+Lz27s4nM7955qI1rVqYQ7+zXGz3f1xBtXtDfV45YYF2t47ubV3dLx0iVtcW33wDNV+5vkLpS0eoP9yRcQqzNiJ2P0JCzcrj9NxQghBG7q3Shqv9OdssePRPb4kaaTg+l56lffN5KJyBODVrLU90t2I2P0pHA3IyyKDc5TUdt9LM+ljuahnLJhus/+ucFj+8eHt/BYVjUlAe3qp2ke3z1JCgCs1ujBLdRp+2ydwPH4mQLd+ZG+LmBS3IYT3vWN5zzgJ39ZixsmLPF6HHWCDPJt6JtzTG1/Ms97kHtFl/q2SNik5l6nVq1ikv8X1upz/eCpfPQaPxPtnzWWVfhgiJM56TFywR3nR1d1TIzAE+efhy4ZVXFZZ2Plbh4a7FlmyJeXL22Ha7o3sGR4cMWk8GYP9uXOfo01l799VQdsfXEE3r6qg+FjeRsK/YtNb7IQEWlh0EqWeuKXteFugmHvzdqmWQvVXyV+HOuCd+di7O/rS0vwdH9phtftU03c0ZZS4kSeZ2Cp1cug19Oql02y0/P/oNPz/2iu85VApHtj15I4NTV6WpzZRL3prUpU06JWYLUmy4ODOdrB0yADSW60xIS4PIsRl3dOR0Wdv5ErAxjCqL6pM3+b8ezWANDj5Rm6N3i8ualXhul9vPE2TNQpJkRzPe8e0CQkrxOprtfJbi2EQHxsDEZ1qOey/PBp/RsjRnMjzHo003D7iIjCgUEr+SW/sBh/rt5vadAXLA8M8qzDCACvTduM97O2W/Y63krU6MnJdwSrQwz2gpkJWotKpGaafK35q4dPa8+PDEYw6J4J1Pna6kRW7hfYWoGtOqB2ry/YvFZqwO0sL5rU1P5Z+UpWY8dkNrExAgueGKi57pGh5nv3nNQ3ddbtN5/cSesGj2OIsWMkRMboSR4jVPo1tzZ7cMf0KqhSIR5f3dLNY92H13VG32bBy1bsztcUgkydrOBOVs0ttCuzSY0u/q/xpGx6/MlWTPZwOCcfWZsPh7sZREHHoJX88urUzbjv+5WYv61sToxdA9iHhjRH9viRmutem7ZZty7os3+ux3MaQ3T1TJhXlhG4SQ1zFwD7Tp7FxgPatVLVRrQxXuj8XFGJZpbCQzo9blqu/Gih5cO9r+nWwONGwpUfLsTOY2XBtPup5Cv5insPUZMa5Sdovb6H7zl+SfH6H/V6HTFxPnrm9ObKhVvFpHg8c2Erj+WBJH9T95RqzWX1R6/xMzWHxjt9s8jask3JCbFY+fRQ9GvuGRAOb1MbX9/a3dLXUxtqMvHRh9d19rq+S8Mqho81vm8y5o8eWFpTtE098xmSQ81I0KrOqm20nnBTnRtUFBmKdEZEXfbhAtz0+dIQt4Yo9Bi0kiELth3F5LVlNfScJVvmbiub8xgJyS206NX2+3x+tm5pmoKiEo8vkDmq4PcOnTlJ3ox4e67PbZJN1Ilr88w0zQtsf7KSHs09h4zRk7Bqz0l8MmdH6XIpJX4zOS8qJkbgoSGuvV5Lso9j0BuzS58v23XCZb17LUhfpmgkd4pW7j0kWsN9vQVaesldalY0d6PATqzOZqoeZm9lrJ61+YjuTaF1QSzXE2oPK73cV3Suj+qpvhMv+Qra1PPmd758vu523RpVRe2UGNRLS0b7+o6sxgkRkFk8yUBCMfc/PyOZgO8b2NTfJlGQXWggydZr0zYDAL6YvxOtni7LBr7nuCNr+W8r92nW6iWKFvb/9CZbuObTxbj72xWlz53JMNT1/6zOnms19wRATr6GomlpPmYKhr3lOqT3nCqw0kuMFGoPTPQsXK9Xk1XNffjdKGX42cXvzceLkzeWLj9+pgAP/rAqsEYacM8A14utyw0mfCkP3Ocdj7uotan99Xpf0pI9k9XUS0s2dexwMTOMHgDGX+qoW6r3/tRB1HqNYNI5J91KekP2I1HL2pWQPX4kXruiPZaNGeyxvr1OvWU96qBV717p8jGD8eOdPUufO282RMKtVSNJs16/or3L83MGbuy5z4Ul+/hz9X6f23yk3DAe9+cG5BUUQ0rpcnPrwR9WYexv6yK2A4HIFwatZIqzd7FaSgIAICG27GLubIG53rBQe+GSNprLn/trA96btc3wcZxJL7YfOYNth8t6LdW9gVbPBZ37+ADMH609V8+bvSf8qxvpXoZCr/7kBxbOCfbG/WJreOvaIXndSOA+9NdsRt/EOO2bOVo9qVbWIbWTtAqOAL11Xe2ho+qhmKv3egatD05chc0W1VUtj5w3Dfyhl0Sumk6Prk1nsZT6+HrvQ6OdLmjn2jO3cIf/5WvUN58pPP5lcHTIgVNln8GFxRIrNaoBHDsTPTe8iNQYtJIp6tqFgOtQOX9qeoZSss6Qsx1HzpQOuzFiwrzs0seDVQmU1PPerB46mV61Qkh7ubYfzjW03afztIdPB5vdSq0EasnO4zjlo8SMnjb1KlvcGk8Xtq+Ljg3Sgv46weJrjrkzkNEb+lvJR4mUvzcc8hh54c1+A8G/PyNAIlW9KuY/296+qgMeGNRMcyixVg6DysmOG612zzQ+1M8bcudUUwDe+lcHU/t2yTA+R5iCo06a9+kYTrM2lU3Juui/8zD2N8+ar+csmndPZDcMWsmUXCUbrXPO4I/L9pSu08rwaie9mla3JKvsh7O1exfdkx7dO6ApHhysnbkYgK3r2W4/YixoDUQgdTNlRAzyMya/sBhXfrQQt3zpXyINX5lYrXBz7wz8endvjOrge96VHX3ko/eqldLDemH7uppZdGdtOoxDOfmYtt6audJzdOofO1VPTYz6DLlq/pRPGtWhnsfceG+a1kzF97f3wLOjzA2fD6Uvbu7q974bVIn8RrYznrAPAK7q2sDv16XAvHJZW9wzoAn+ndnEY4STlid/LSsrqJefYo3GaBCiaMCglTBj4yE89at+fVV1cJXgliAia3PZxZdWkqCf7+rpsSxcKiXF4++H+vu1b1FxCT6avb20RIXa2N/W4dO5OzyWPzqsBR4c7H+ZjXDyd0rMxSaCmqkP9vPvRaA9xM+ZaCXSOOcfGckebVSigUQuZjgzBV/SMTLnxDWt6b13rWG1FGSPH4kL2tXFFzd7loR5cfJGdH9pBu78Wj/brxm+RnYsGzM4oGzHkSZUOb16NqlmupxMsGjF6YEMXVa/rziTP1C733COBu8O1B4d9K+uDfDYsJZIjIvF17d2w6WdAv+MfXGS8aoHRJGEQSvh1i+X4dvFu1FSIjVreKpV1kjOcvBUPr5emI2L3vWsFdclo6pl7QyFvSfyNAPTX1bsw8tTNuHNf7Z4rPt60S68MKksOVFji+vdvX1VB0uPBzhKzGRtPoyM0ZPwzwbt7Mn+ePPKDoa3rWXyQulZVYIhrRqhP93VCxNu6mLqmOFwrqgY13+2GOuVep8lypWqldftDatZO3y6rTIEuX/zGujSsAqmP+zfzZ9IEIoA6phqKgGVTzU05twaHSKqZeLSshJJwmTPda5GPW+yVsUEged99PK3rF0Jb17ZAZPv7+t1O1/cOxei2c6jZzTr0VN0Kj9ndoj85+c1EZty/N/fLseA17NcArMSty63+BjPU6bHyzMw9vf1OOhW//PNK9t7bGtn+YXF6PPKLHR7cbrL8nNFxTijZAf9eI5nj6o7qwOGXk08hysGakn28dK6blPWHfBYP8RkXUUnM3N5tQJPb9QlAZppZLxNiIvBwJZl7daraRdu6/blYO7WoxijzEVylqM5U1CM0/mFlrT7zDn9pGg39crAvP8MMHysQS1rlv5ehRD4+d+9orreo9kLfiJ/dGrgOo905iP90bK2/zVkG1bz/2Zpid2zU0WJ63tmGNouo3pg1xAFGvXZo9WA17NM5ROgyMag1UJ7T+Thh2V7NCfGR4Jp6x09bu/M2IqM0ZNwMq/Ao+zCWhO1A7sqvazqeZ1aNSTt4tk/HUNqcvJd79q1fnoa8kxkRra6rICReS6B+GWFZ53VUFzDmA0OqioZq43ua7a2a6g4M06v3H0S/1u+F0dUf2Ntx/2Nof/n+AL+fP5OrNLIDGmEt5JAo0e0RP0qxi6KssePxGc3+T/PjsgIszewokEjt+RgjWuYvxH0+z29Sx+vVj4rtG7o+VIvLboS20U6f+Z4q+03UNYumvhbJSFazd92NGrLHjFotVCfV2aFuwmWuuub5Zgw3zU77NeLdnn0vupxBhndG1UrXZZh8dBZf/w7s4nm8u+XlA2vUg8RLiqRmGAiS+7pfP+ywAaqg8lah97olZGIJCf9zMYbbH+tKevZfuSn1Ziz1TUpjzML97N/bsDF73kOuQd89yJrDeN3cs59696oKqpU8J4Vt7za8sKIcDehXNEruxTNrLjQ1qpv6ytZmlaiMa18FBQ+Vnz/ZoyehGXZxy1ojX1JjhDw8MrUTbj208X4aE5oyhGGGoNWi9w01d7lXvyxaMdxzeGwRocSOUvMqANfOyR8uMJLL5RTy7FTXZ6fPGs8AOrRuJrvjYLAV4ZUo+4Z0ATFNvky+FeXdHx3W/fS5y9e0gaf3Whs3upwmw4Z2ud2sXpAo/zJwu3eay56G/4L6M/LVF/k/nBnT6x8eqjX45RXVswJ69UkPJ8DFBlOmfhOMeP4Ge/HfW5UG0uy6FPg9EZROT9/7hvYNKDjq2+QRqNo7U0MxAdZjmB1tZ+jtOyOQSuZZvRzwjkPTh2o1qwU/qC1dmXzyS6u6268JIB7CZJuGVUxsq33EgRdGgZeJ08rsYc/HhvWEv2a2aNG5CuXt0OvpmU9A9d2b4hB5xmbb3vGxJDuUCpy+wP6cqHnHPi1+056PcbOY95vkukNt+zf3B6/11D4/vYeYX19deIwAMg+eqZczTULl0gZanxJx+CUj4qP8/7+G1VP8TuLPlnr5Uvaai5PjItF9viReGRoi4CO/78Ve5ExehL2nsgL6Dh2ZZeb63ZwLPecS6UP53S/aMOgNUiOnylATpiGiQbbZp3aYHq+XVw27NYOZRwKi4L7Qed+0fTjXT3xno+aiwUWDAcykwRJTzulbEykXPhFIiMjFdbv917+5ojbXHN3eufC5Z18jzKIFj0D7OlcNmZwQPu7D//MfD0LzcdMCeiYpO2bW7sjKT4Gv9/TG0ufCuz3FiqBzlvUUyE+Tjm+o94v2UvFRMfv58VL2mCwnwkPjTqt5OdYln0iqK8TLvtPlq+5u950fmG6742iAINWC5wr8uzR6fT8P+j8/D9haE3wXfjfeaa2v1RV23GgDRIxFZWYDxDde8e8ce9pNaKrTmmgn0Jc5/aPe/v4vW/XDPO9xa9fEVkZpq1gZC7b76v2+1jvmTxLzXlB/K8u6S7L06sm+3xtcqimSvzljxoVE1ExyfMm3azNh73u98CgZl7Xk6c+zapj0/Mj0D49zSVhW3m06aDjhtem50dg4RMDw9wacneXklPjovbB6WnX8o3NK1rsPZGHvALzZWtimekdQHTkIDGKQasFWoyZqrm8sJhDFwCgkiopjD8BndWqpiTg/oFN8dd9xgM0dW+xkeObMapDXYwZeV5p1kd19ke9YNas0SNa4qtbullyLD0/3mk+wGYiIPNOnS30OVcpXckO3Ixz1/wmhMAd/Rrrrl/85CDMfixTd33tyklYO26Yx/KblVJTegbY4MYeBV9RkK4P7urvCIoS4mJs8X1Lru7ObILtL52Pikmh++5btusEfly6x1aJi3YcycW2w7kAHElMr/t0seljqG8K+ptpPxqcK0fTTsI/VpOiXmK8vb44hRB4OMC5It6YTeLyf1d2gBAC/zzcH1PWHkCvptXR/tm//XrtJ7snoWXrdrhhwhKX5c4LGSt0apCGFbtPeiz3p75lsG+UnsorROUoCox/XbkXD/2w2ud2fZpVx69390L7+ml4YdJGAMAH13YqdzVIL2xf168SIE5NvZQhqVXJ/Nx4IwLt4aXIEKwkMs4pHmRPQgjEmvwY7tggDSs1vnPNePx/a1C7chL62SSvwcA3Zrs817qm8EX9F/TYT6vxz8Plc672OZuW9wsGe0UTFJXsXM5g3bOePSGhpp5/OKJtHa/lSnxpXiUW/ZrXwOpngpcV1p8vFz1xMcH9CLJirrCdfGeix79jgyou59bQ1rWD0SRbe/fqjrg/gOG2Ri7wXrykTenj727rHvDwVDskqwuHMSPPAwC8enm7MLckNIIVPBi9MdWkRvjLz5FvG58b7tcoJi3RlgjuRF5B6eNydj/WRb7O79VOPetWYdBazi3YdtTyY/55bx+8fVWH0ucd0u175zfJgtIWZl1jIBPx5zd3xRc3d/X7NQIJfP3xztUd/dqvd1PPmoGBMlLSKFzem7UtoP2XBpBQg8m1zDOSaTxedeOlVuUkjBl5HpLiY/z+G7TzTb5guqV3I3xyQxdb//1aSX1uZVSr4PdxXri4je+NNHx1a3ffG1HYJSfEGhrm/fZVHfB///KeI8KKUl52MmtTWX6ALYdyw9iS8HIOs3Z35UcLQ9yS4IuuM5hMm7r+oOXHbFu/MkZ1KEu+1K5+muWvYZW4MMz5cc439GZAi5rIbGG/uW0T79AuI+LvRVcwAil1nVwJa+40rth9AmcDKKHzi1J64LVpmy1pj9MbBhJZfXFzV0PbkbaLO3hPmKLOBt2kRiou7VQfm54fYWo+4ZdBnm8eCWJiBIa0qlXuhrADwG199edO+zLYYAkwd/XSHEnZ9GqFUmQZ1aEeLuno/YaP+7ShSLfzqPfSb+XBqbOFuFHn97o0+wTem7UNy3cdB+BI2BTpva+c01qOrdl7El9p1Ii0WvXURLSsXdElmIgGt/dthE/m7jS8/Ve3dMMNE5bguh4NUDctCZsPnrZVQG9kWF4k/A5dEtn4+HzOLyzGgVP5aFRde6jcuD/W44sF2QCAC9rVwX+v8V66SM9jP6/xaz+1rxdmeyxrb2AUgx1vfkSSVy5vh7QKCaXngTvn1MSruqZrrr9vYFO8O9N7D3t5qp9LngKJ06ul+j8cfdL9fUqDVyoflmYftyzBY7j5Kv0WrTYeyMFTv67FJzd0wUuTN3nd1nmjfPMLw9FizFTc2qcR+kZwfkb2tJZji3cct/yYenMvpj7YD+Muam3564VT7jlHivZrujfAnMcGAAAu81IHs1/zGsgePxIVk+IxqkM9PD68JYa3sc88w6FuNeNGtKmNlISyoYrPK8PQXrnMsyB6WrJ9kseo5xTu8VFepuXYqRjwehYWbNceJq8OVHxl7NWzaMcxzaQryfHmhoGO/X29x7Ly2CsVaolxsV4/u5yDBRJ1ht4Fqx4nRT73klT+CCRDcOu6lZFWwT6f3eSf4SbyFZzOLwxiS0IrVaOkWHlw/WdLsGL3SVzw7jz8b8VeQ/u8pCRk/Gye8Y4WO2LQGmS/rfReTzGc6pq4w5o9fqSh7bo1io47eL7US0suDY7SkuPRoFoFZI8fiTeujNxhmO4XPx9c1xnrnxuO1y5vh9/u6Y3rezQEAPyrawOP86Fumv+ZVPXKiqQmBv6FtPdEnqHtrvnEfLp9o676eJHmcitq1Eb4SJ+ocGmn+ritTyM8Mkw7I/m+k/o3Tjqkp2HF2CEAgPXPDsPcxwcEpY1kT/FxjhsaAryxQcapp9V8f3sPvH11B8P72nnO/BfzzQVU2eV0ePDRXEcP84FT+Yb3+TIEoypDgUFrkD34w6pwN8HDk7+uRZcXppee+GTepZ3qISHW8eEfZ9MEN2Y7eOJ08vBf0SUdHdLTfOzr/0fJk+efhxa1KnosXz52sN/HdCYnaVbT87h2YcVcsmCVzSDvejQuuzmXEBeDMRe0QiWduoslXu4s/HZP79KbXymJcUiv6n9CHoo8jw5tget6NMClner53pjKtb8f6lf6uLaq3FbPJtVMBaIHTQQ6Vhv+1hxc+6n2TVwAGPfnBgDAc39uQF5Bkc/jWVnJIJJ0aVgl3E0IGwat5dB3i3fjaO45PPOH53BDMuahwc1L688mmhzmGSpme+Hi/Sw/M/3hfr438uGMxhdUIHeEnV/qRSX2TfHfsUGaoe1OndUfzsWMwKH31r864D0Tc5vZG0560iok4IWL2yLJpt8hZB/NVTd2ndce/njkJ991voNh8Y5j2HTwNOZvO4bz356ru92Hs7djwvydaPX0tBC2LrKU588LBq0W0yoMv2jHsTC0JPh6NbF/Uh4jFj4x0PQ+MTECN/XKwH0Dm+LWPo2C0KrgaFZTfwZ+jMkAaNL9fTD+0rZoakFv5vlt67g8D3QaoDP+DiTjrxW89YQafYuXfbDAmsZQQFrXrQQAuLhjPVRLNd5LHs6eDSKKPl0aVsF5dSqFuxmm/Es1TWbDgRzd7ZxlCAOtdx3NvI3eiXYMWi12kUZ5BL05bZHuOmWOY6SrU9m/7IlJ8bF4ZGiLiLrr9es9vbFgdFmQHkhPXeu6lXFVN981Z41QD3fKHj8SO182Nodaz/dL9gAA7vt+pe42mw7qf3FapbBYv6e3sNjYF49eDTYAOMYh/iEz8Y4emPVopun9Nh86bX1jiFSeubBVuJtAIXRh+7qYeEcPTLq/T7ibYjlnRYbjZwrC3BJ7KiwuwYLt0dkRZgSDVgvMejQTj3VJwsxH+uOhIc3D3Rzyw6Udo29OkXP46fWqmwupiXEuCbga2GQOXeVk7fmA/nKWsDmskxJ/WfZxDH9Lf4gSAMzbqp1R2Jfso2eQtdlR9Dy/UL+n14q7pftPec+OTNapmBSvWxrJG/UNGaJg6N20eribQCFUu1ISKifHo3Vd3yXPIg1zrXjnLblreai5HFDQKoS4QgixXghRIoTo4rbuCSHENiHEZiHEMNXy4cqybUKI0YG8vl00qp6C1tVj0bhGqm4yjkhz74CmHsvU5U8AR4mUa7pb09MWbu7DU71pFSHDcj6+vgsu61QfT408T3ebSzrWw0939cS2F0eEsGWeumRYm1hAndhJK4Pw7V8t83mMh35c5ddrZ76ehZs+XwqgrIanlhQLsiO3qhN9Fy3RpjwP5aLQcM53vG+g5/c2RZ9mGokLndyv0yLNuSL75qGwA29TjsxUBIlUgfa0rgNwKYA56oVCiFYArgLQGsBwAO8LIWKFELEA3gMwAkArAFcr21KI6NWjVHt8eAvcN6jsy+8fJWvdD241WONiY/DSJW1dMmlGqnpVHH/sXb0ET+9e3RHZ40di8gN9Q9WsgNSomIg3rmyvOXz5EqVnuUvDKuiaUTWg7L9WSK/i6PG1KoumOhNyn1dmeaw/kee9Vp2U0lThcr0hvGayhw9rXQtNvcw51qJXG5Tsg0ErhUL2+JF4ZKh22SUqP9RlByskxGJrmG9Ik7WKvXyfrN5zMnQNCZOArniklBullJs1Vo0CMFFKeU5KuRPANgDdlH/bpJQ7pJQFACYq25JFpJSYtfkwpMaJLaU0VI/y7symSIyLxe19HQmGnEMO2tSrXFqfUz3kLZDi5nbRsnZFPDashdesoBe295yvHKmev7gNnr+4DXraJJlWTIzAumeH4bXLralzu8qPD+/7vl9ZOpy3/2tZmttc9+liPDDRdZ7sjI2HMPjN2fh9leuwnbyCIszZckTzOF/e0s1j2UfXd8EbJmu31q7Moad2t+VQ2Q2N50a1DmNLiCjaqZPEbXhueFRcn1GZLxdkh7sJYRX4+DRt9QCosw/tVZYBwB635d21DiCEuAPAHQBQq1YtZGVlWd9KC+Xm5npt49d/zkR6xeB/eMzdW4jP1hXg5jYJ6F/fdajypB3GJrY730fPChJtB1TAqiWu2Utf6ZuMlHhRul3DuELMBVC7grD978mb1gLYsGIvhmXEYVp2ES5rFo//bS3rkYuE9+brPFRLBzB7trli3pHi4H7Xc/27v2aibqr3v78/V+/Hkq0H8Eq/Cth93HNIMQDM2+YYqXBJ7VOly26d6ihwPmXRelQ+ubV0+dPfzNR9rUPb1iJrfwwaVorBrhzHcChvvze9dYvme5+XG05mzsXyouTwdpfn/PkEH89DsgMrz0NvxzlxxDFC6MLG8brbRcrfw8xZsxBjopTAl3/MQMNKkT082pf9x88EfIwFu3KBCDkH3PkMWoUQ0wHU1lj1lJTyd+ub5CCl/BjAxwDQpUsXmZmZGayXskRWVhZK2zh1ksf6w4n1cH1m8IfuLJm6CcB2JFVPR2ZmS+w/eRb5hcVoXCMVN2m0CwA+vK4z7vpmeelzsz/rTABDtxxBrybVwj7M1Aq9+5Zg4fZj6Ne8Bg58sqg0U5vdz0HA7TwsxxLTj2HKJ2X3zd5dK7HwiUwUl0hMmLcTwEbN/Q7lScfPT+dvxcn5Mz6ckw9MnQEAOFCcgszM3qX7NmrUGNiiNRAF6Ny1G5rUSMV7zU7hgnfnuRxT67W12vT8xW2QaeMM3jwXFarf202jBmHcwrLn/PkEH89DsgMrzsOWq+Zg08HTXo+zWWzHjN2bMKR7G2Qqo8O6bFyAZbtOlG4Tlr8HH9+pWnbENcRtfRsbPuYzC/Kx+MlBqBXFye9KZk4FEFgpv8VH4/DkjZmWtCfUfEYYUsrBUso2Gv+8Baz74OjIcaqvLNNbHvVCVS/y/SzHnfw/Vu0HAPQaPxMD35jtdZ/hbbTuSZjTr3mNqAhYAcdw537NawAALoqiIcHlSaeGaS7PnfN6f1+1Dy9O1g5YzXCWmilUJUVYveckzhWV/Z1/t3i37v7O0ftNahibw5ox2vML/3S+93m5ZA8DWjg+S26LoHrORGQ/f97XB5tfGO51m9v6Nsb713bChe3Kkkv+/O9eLtu88NcGrNpzEt8v2Y0tYSzJ1V+5ztJzKEe/xvWy7OOay9+ftc3rMe/6ejkufX++1ylEUkpkjJ6EUf+d5/VY4eCtIoFRe05HbrKrYEUZfwC4SgiRKIRoBKAZgCUAlgJoJoRoJIRIgCNZ0x9BaoOtfDY/tMMw/b2gjYakSlZiKYHIlBjnOkRo51HHkJqHf1ztc9/pGw753KbzC9M1l1/+wcLSx/tOapejualXBprUcJROSfaS6dFXeZX9Oscne/ngus4Ye0ErPHG+I4v3o0NZFo2IzIuPjfH4bnMXGyNwfts6EF6G1X46bycufm8+nvhlLYb+3xzd7ayyfv8pzeX/6pquudzJWbNVyxydknRfLtzl9ZhT1x/Eit0ncfF787H7WB4W7TiGmZvKvvNX7TmJRk9MBgCs3qvd7nDSSx48ok3t0jKH0SzQkjeXCCH2AugJYJIQYhoASCnXA/gRwAYAUwHcI6UsllIWAbgXwDQ4xuf9qGwbVT67sQv+e01Hl2WhTiBZ5HZmT1pzwNB+w1sH3usaTZjoJnp4u2urdpuBcjhO7jeH1u7z/SU37qLWLhcU13RvgO9u85za7yvr7NmCyL1bWp4kxcfi1j6NEBvj+J1HY21FIrI3b5URgu3Or5drLm9j4LPwx2V7NJcfOa39fd66rvGShP1em4WrPl6EW74o+86/+L35hvcPREmJxLg/1iP7aOBzVAGgY4M0lrzxRUr5q5SyvpQyUUpZS0o5TLXuRSllEyllCynlFNXyyVLK5sq6FwN5fbsadF4tXNDO2mGle47nmepZyXMbjvywTs3JC9q51idljSxXxlMAkN0FYzhtXEzgg1VeuqQteql69FeMHYL/XtMRH1/fxctewB6N+rNkfwksU0REIfbTXb18bxQke09oX7smJfj+LMw5q/29/c+Gw5rLNx30b7jzKR9l8Ky28WAOvliQjX9/u8LUfhd30I4tqqUk4vLO9V2WbdMpd3S2KHLLsPHbM0L0fXUWeo13zUZ68FQ+7leV6dAqc+OkF4w+c6GjBMPv9/QGANzKeVcuzGSuI3ubsVH7S86Xbhn6Q+bN1uA0che4akoCLmhXFy1q6xeQB4C7M5uYem2yh2hOEkJEZFRirO9Mv/+opuss33UcGaMn4eCpfOQVFGluX6yMMpy79Qg+m2d8Wt6ktcZGI1rFeelg9gpTrze1WmoCMpvXwLgLW5XeGNXLM3NW+0cXERi0hlnuuSK8n7UNJXoD1b14afJG/LF6P6atPwgApePwzXDWYG2fnobs8SOjJpmSVWJiBD68rjP+uq9PuJtCAZqxyTNoTY73/aVZuUK87rqvFmabasOk+/ua2l7L9UrG4MbVjSVxInvxNo+ZiKg8aF4rFZUrxGPmI/2x+umhutupe2k/n58NAOjx8gyP0YTurv9sCZ7/a4PLsmIv19kLdxwz0GrrOIPWDQdyTO2nN6e5bb3KEELgpt6NMPuxTHyrMeUoGgSrTisZ1OaZaQCApjVSMdTkfNI/VjsyBOv19hw8pT+H794BTZEUzwDVCCuyK1P4LdnpmW1w2ZjBaK38DeqpmKj/MRmOeaXPjWqNR4e1QOVk/WCa7Kt6akK4m0BEFFa/3O0Y3ddYyaDfsUEaVu4+6bHdmYIinM4vxOn8IvxlMDfLR7O3ay7/2stN5nOFxX51HvnroMEcG+7iYrX7ZlOTyq5T6lRORp3K0Tm/lVFLELWpZ3xCuLdMb77ojVBcuEM7uxoA3DuwKe4d2Mzv1ySKBnpfAGrOBDpaiktCH7QKIRiwRrAEjmYhoij0y4q9Lpl4vUl1uxn8qxLEujuZV4iR78zzmB7nzctTNpU+Liwu+44e9+cGrc0BAH9vOITX/tauqx4MegmmfNH7/tDLr/Hg4Oi6zue3ZxB95CORitqvK/f6/ToHdHpUf125X3efUGczJrKjeAOJlPo00y97NFNjyLGV2CsXfZw3KFkDmojs4Cc/Ayh3D/+42iUTr78SVcnqqqYkYPdx/5MO3vT5EsPbfpCl3UMbDOpeZb0kUGfOeU4+dY6wdBrZ1pFMVe/e+pVdPMsKjWoSuTe9GbQGUb20ZPx5r+dcyB1HcvF+lmsB5MlrD2oeQ0qpOaxRLS5G4O3pWz2Wz9lyRHcfzqsicsxZHtqqltdtaqQm6s5pzskPbkaDd67q6HsjijirnxmKN65sH+5mEBHhsZ/X4LCfw1W1eEsKasSPd/YsfTygRc2AjjV/m2OuqtEe4FA5mnuu9HGORmWDH5fuQetnpmH7kVyX5eqyequfGYr3ru2E7PEjdUdraiVuGtmYQSvpaFu/MlrWrohhrcsujAe+MRuvTt2MBdvLhu/qdfn/sXo/rvxoodfXyNp8BP83fYs1DSaKUnp3In1lc+3ZpBriLRjSeX5b83Ojm/vIIEyRqXJyvCXnFBGRFYotHH73zeLdpY/9CWDbp6eV7Q9r2uVvD/BvK/dZ8vreaCWVmrLOMX/3yV/W6u5ndJrQjT0b4q1/dcB9A5sCACK56loENz1ynDpbiGnrD6HArezMNZ8sLn2sl0xp7lb9ealOoc56RhQJLmpf16UO8aWd6mtu5yshmRAChwK8C509fiTev7az6f3chy+/clnbgNpBRETlkzoYdCcsrEo/Y6O6TM0JU/t2bljF5Xn9KhUsaZO/HvxhVdBfI/ecZ0/rrM2OkZKLdx7HRo0Mw1mPZho+/rOj2uDijvXwyNAWyB4/MqJLOTJoDQHnnNN3Z3oO4XUq0sla9r8VrnNdvaXsNuqBQdE1MZtIyztXd8R/r+lU+vzn5drzxpMMlL1pGaYez1i3RFGFxZyMTkRE5qV56ZmbvcW6/AzODpriEonLP/Q+UlBt3bPD8MMdPVyWvTND/7oZAB4Z0tx8A22gSY2U0seXfbAQ2w6f1t12xW7PwL9elejMDuwLg9YQenfmNtNDJdw3P3w68HkHD0XoHzlRMLSrn+Zzm5oaQ4j/8/OaILTGVaLbOB6tkgBERES+XNO9ge66QJIQFZdIlwRBWw875mHq9VKm6ORUSU2MQ5zJaRN39m+C9KqRFcCdLSjG9iNnXJat31/Wm/riJNcsx5/O3Yk/V+93WR4bwb2lgWDQGmI3TDCeyUyL+xBjIgrMgBY1dNc9P6p16eNG1VNc1v1gUcZFb9znPWrdcSUiIvIl2cuoouxj/mfo/WTuDtz//crS50dOO5IM/emW6famXhkArO04SYiLwaxHMvHEiJaWHTPYrvl0kccy9bX9J3N3uqzbefQM7vt+pcvyGC+l+KIZg9YQMzJH1Zs/Vjk+BH5fFfzJ4UTRbPrD/QEAcbExeE4VnDrFxghc3zOj9HmPxlVD1TRdNVITw90EIiKKQM1qpQbluONVdVG9cc5XNTK6aeqDfQ2/flxsDO7s30R3fShL2RihNWLqqV/Xhb4hEYhBa4TZcCAHy7KP44GJq8LdFKKIpk7AVKWCZz1U9+E3Y0a2wrMXeQa3Wp6+oFVgjdNxo3KnmoiIyIzCovDmRLiwfV0seWoQujXyfQPYyuzqr0w1FlSHU0ExR1EawaDVRnYePeOxrLvbH7eUwEmdQsREZFx1Va+lOsuwU7/m1V2epyTG+QwaV44dgukP98MtfRpZ0kZ3VqX/JyKi8iU+ruxGrK/65EacOluIbI3rVm9qVvReYs6pUbUU3xuFweaDp9HjpRkudVYpdBi02siA17Ncnp8tKMbincddljWukYLTGumxicgcddZgrcLcb1zRwfQxq6QkoGnN4GUazrDpFzkREdlbncrJ+PC6zlj99FB8fEMXr9tuPJCDJ37xnmxw5Dtzkel23erkT31WNbvO2Xzj7804mJOP//y8BmN/W8fgNcQYtNrY4DdneyyrVyUZO46Yu7Nl0799opDw945yXKw1fzj10qzJbDj38QFoU6+yJcciIqLyZ3ib2qhcQbv0jToZ0Ii35+L7JXvw3eLdusfae+Ks7rpjZwr8b2SYfX+7a9mdjNGT8KOSePHvDY4atDM2HcbXi3bhhb82eOzvTYkFZSvLMwatNrX3RB72nfT8QNh++AzenblNd79BLWt6LNOar0dUXtxvsC6x+99OrIm7PUJ4FkW/d0BTAMCf9/UxfBxv0quGt8g6ERFFr28X7/JY9uSva/06VkmAPa3h1LNJNY9lY39bh3bjpnksjzFZekbrup6MY9BqM+eKigEAC7Yd01w/Yf5OzeVOjw1v4bHshYvbBN4wogjlXutUj/twKTOJILa/eD7+9+9eLsseHdYC2eNHomoKbxoREZG9fbkg27JjvT5ts8tzq0YceeP+Hazl0aGOcjsJcTFYO26o4SzF54pKkJNf5LF8SfZxja21bTl0Gn1fnWV4e/LEoDUEvr2tu+FtWz3tuJNz+HS+Za8/om0dfHx9Zyx+chA2vzDcsuMSRYL6VVx7KO8f2FQzu697z6peT+u4Cz33tev8GyIiIi3utU0Lix29o6fzA8+b8uOyvS7P7xvYNOBj+uI+2knLVd0aIK1CPH75dy9UTIpHswBzUHgbIu303J8bsDT7OIb+35yAXouAuHA3oDzo3bS6740Uxcp493NF/qW/blFL+w9waOvafh2PKNIlJ7gWVH94qOdoBKeEuBiXeT1aLutcH+P+NDePhYiIyE66ulWniFG6sdqO+9vy1zI5ijZoqqcmYtXTQ0ufq29OT3uwn6U5YGZuOoRbvlgGwPcoSTKGPa025evCWUv2+JGaWVCJyBgmSSAiovKgZW3XTo49x4M337J/c898K3bTonZFNFM6fqY/3N/wfn+vP4jdx/I8ljsDVrIOg1abyi8sNrzt9If748c7ewaxNUSRbc5jAwxtV2QgaE0wOEfWKk1qpKBvM+OjNYiIiHypkBCHuzObGNr2UE4+Ppy93e9SNrUrG6vPGi4dG6S5PG9aM9Xwvnd8vRxD/s+12sehHP+m+Kmv/a/u1kBzm8Hn2f8GQLBweLANSSmRe8540Or+x/XCxW0w5rd1AIAGzDhKhNQk6z7qYkM8mmHGI5khfT0iIiofHhjcDO9nbS99Xqxx47btuGk4rSQhGtKqFprUMB7Qhdrg82ph+sZDpvZZ+MRApCUHljDxXFEJzhUVIzHOMR3p1Fn/5gWr7wm8fGlbfL/Es+RQxSTtkkXlAXtabWjb4dyA0oWfV6dS6eOf72IPLJHRDL4d0tN8bmOmFA4REZFdOYMsp2ZPTfbY5rQqa64z8dAJm9Zh/e81HfHKZW3xz0P9sPE5Y4lH61RO9sh94Y8WY6aWJlE9c84z07ARhSW+pwYaGREWrRi0hsniJwfprhvyf3Owas9JQ8fRusjuqFpWs5K9h2QQ2Ul3t8QUWjhvnIiIok21lAT4iocKi0pw4NRZdHz+n9A0yqSk+Fj8q2sDNKtVMeRTeQDg/VmOXmv3mwFG/b5yn89tig0EttGKQWuYVKngvedn59Ezho7z/rWdPJax/AaRf5LiA7/bSkREFGmOGeg9TYiLQc+XZ4agNfp6Nq4GAGhey/sw5XBcCS/YfhQAkBjvO7y6qVeGxxQ+I1MDX7i4rX+NiwIMWsMkPtbx5zSiTW3895qOfh3j3gFNUTcEBZuJokHjGil4cHAzr9tc092R+OCNK9obPu7H13cOqF1ERETh8tIlxoOguNjQhYKpidq5KMZd1BqA6/xPLeEYFLXlUC7OnCvCoDdme92ub7PqGHdRa8x4pCxL8aM/rcYrUzfp7tO7qSNYr2Rhjo5IU37feZgJIbD0qcGonByPhLgY3PvdStPHOHDKv+xkROXRTAMJjWpVSkL2+JGGjznxjh7oodz1JSIiijSXdqqHJ39da2jb31fu11zeo3FVLNpx3MpmlXbuqJ1XpxKqpTpGKg5s6T2LbqBTeWIEfA6Xdje8dW1sOnja53YVlcAzPras7/Dn5Xt1t09NjMPH13fB7uN5iIstv/2N5fed20CNiomlY+796a3pklHF6iYRkQkMWImIKJKZie0mrzugufy6Hg2x9KnBFrXIQT0nNUkZbvvlLV1RPTURS54chMeHtzR1vL8f6mdq+wEtzJeWmbr+oKGfZ4LJwPPHO3siJTHOJdFqecSg1SaqV0zUXH5nv8a6+/gqZ3NV1/SA2kRERERE0ctMGTd1JmG1vs1qoIbOday/DuWcK318e1/HtXBVJR9MzUpJpjP5N69V0dT2/tZHX7v3lM9tnr6wtaljVkkpv2Vu1Bi0hkEFjdTaeoWMh7aupXvXJtFLZrTs8SMx/rJ2frWPiIiIiKKfFcNNg53/85GhLZA9fmRIh8ZW0JtTe2Err9OInvljvc9jGy3D9+jQ5gB8J28tLzinNQwWPuFZ7iZO5y9+6rqDWPPMUJSUAO2f+9tlXTjSeRMREREROUVjKbj29dM8ltWvkoyrujUIWRvuHdgM9w70nkCyPGHUEwaVkz27+WN0/uAP5ZxDxaR4VK7guY/ZoRFERERERFaSSirf50eZG/bqjb/Dc9UuaFfH731b1PYcTjzzkcyQlMYbe0GroL9GJGLQGiK+xvrr9bR6S7ZUKYlj3ImIiIgo/BpUS/FYlmSgZqmWh4Y0D7Q52HY4N+BjqIWqs+jKLvVD8jqRhkFriHx3W3cAwPzRAzXX6/0h1EgtC3YbVXf9MDA6Jp6IrDX94X745e5e4W4GERFR2KUkOGYb9m9eAz/c0cNl3c29G/l1zPgY+4UooRrgGGfD924HnNMaIs1qVfQ6cVtvPkBFVW/qB9d1wmdzd+KZi1rjzLkipOhMEiei4Gpa01wWQiIiomgVo4rmujeuhocGN0dRSQkeGdrC72MePXPO90Y+1K9SwVDdVKNCNXeX0/+0MZS3OYmyysYta1fCa1e0R2piHGpVSgpjq4iIiIgoWlUzOJrvrv5NPJY9MLhZQAErAOTqlNcxo0fjqgCAm3tnBHwsd0+MMFcnVs+NPRt6LIuPZdCqhUGrzVVIYG8qEREREYVGs5qpeNZgUqXRFgVv7pxBc5t6lfw+xiUd66Fd/cq4TanzaqVmtbRLVZrVqaFn7ppozMZshYCCViHEa0KITUKINUKIX4UQaap1TwghtgkhNgshhqmWD1eWbRNCjA7k9cuD5hb9URARERER+fLPw/1xQbu6YW1DvFLWMTHO/2y91VIT8ce9fVAvLdmqZpXSqgRiRMNqFVye92kaeJbk8iLQntZ/ALSRUrYDsAXAEwAghGgF4CoArQEMB/C+ECJWCBEL4D0AIwC0AnC1si0B2PLCCHx/u2MC+/zRA5E9fqTLnFYiIiIiIisNb1073E3w4KyqUVRcErY2eJtb6u/1+YyH+7s8T4jjoFejAvpJSSn/llI6B50vAuDM0TwKwEQp5Tkp5U4A2wB0U/5tk1LukFIWAJiobEtwnLg9m1RD9viRQbkrRERERESk9sF1nbyuv2eA57zVYIuPdYQoBcXSx5bBs/7ZYVj/7DDNdXqlKn2Ji3UNveJjGbQaZeWEyVsA/KA8rgdHEOu0V1kGAHvclnfXOpgQ4g4AdwBArVq1kJWVZWFTrZebm2v7NlL043lIdsFzkeyA5yHZQSSchwmxQEGx47F7W8WJvbr7Bet97ct19LCeyjltm5+duh3HzvrXA+z+XqQsC8orJgCnC4L3MwUi41zU4zNoFUJMB6A1buApKeXvyjZPASgC8K1VDZNSfgzgYwDo0qWLzMzMtOrQQZGVlQW7t5GiH89Dsguei2QHPA/JDiLhPHwhdQ8e/3kNXr2sHTK7pjsWTp0EAOjYvi2wapnmfsF6X9lHzwDzshCflBz+n53yc3BvxyOzJ5k+lOZ7meY4zrzRQ5FbUBTU0ZaRcC7q8Rm0SikHe1svhLgJwAUABsmy2wX7AKSrNquvLIOX5UREREREFGJXdknHlV3SXZbVS0vGvpNnkV7VNXnQ9If7YfCbc1CrUmLQ2lO9ouPY/+qa7mNLe9r0/HAUl0i0fmaa4X0qV4hH5QrMZaMnoOHBQojhAB4H0F9Kmada9QeA74QQbwKoC6AZgCUABIBmQohGcASrVwG4JpA2EBERERGRteaPHuix7LlRrdGoeioGtqyJf2cGb65ramIcdr58vi3Kv8x9fAAO5eR7LN/64gg0e2qK5j5J8Y6sx3/d1wcXvDvP6/GFAO4b0DTwhka5QOe0/hdAIoB/lJNqkZTyLinleiHEjwA2wDFs+B4pZTEACCHuBTANQCyACVLK9QG2gYiIiIiIgqxhtRTExghMuKlr0F/LDgErAKRXreDR2ww4kijd1CsDXyzI1t23Tb3KPo+/8+WRgTSv3AgoaJVS6t4WkFK+COBFjeWTAUwO5HWJiIiIiCi0wlmCxo6evqAV/jO8JT6eswP/N31LuJsT1ZhnmYiIiIiIfCoMYwkaO4qJEUhOiEWJ1P+5NKuZGsIWRS8GrURERERE5FNiPEMHLVd3a6C7LlKTSdkNzzwiIiIiItL18fWdcWWX+shsXiPcTbGl2pWT8PzFbTTXJcY5wq3rezQMZZOiTqCJmIiIiIiIKIoNbV0bQ1vXDnczbK1jehoAoKnbcODNh04DAGZvORLqJkUV9rQSEREREREFoFpqAgCga0YVl+XLsk8AAHYfz/PYh4xjTysREREREVEA6lROxpQH+qJxjRSX5cPb1Mamg6eR2YJDqwPBoJWIiIiIiChA59Wp5LGsRsVEAECTGswiHAgGrUREREREREFwRed07D6Wh3sHNg13UyIag1YiIiIiIqIgSIiLwRPnnxfuZkQ8JmIiIiIiIiIi22LQSkRERERERLbFoJWIiIiIiIhsi0ErERERERER2RaDViIiIiIiIrItBq1ERERERERkWwxaiYiIiIiIyLYYtBIREREREZFtCSlluNvgkxDiCIBd4W6HD9UBHA13I6jc43lIdsFzkeyA5yHZAc9Dsgu7n4sNpZQ1tFZERNAaCYQQy6SUXcLdDirfeB6SXfBcJDvgeUh2wPOQ7CKSz0UODyYiIiIiIiLbYtBKREREREREtsWg1Tofh7sBROB5SPbBc5HsgOch2QHPQ7KLiD0XOaeViIiIiIiIbIs9rURERERERGRbDFqJiIiIiIjIthi0WkAIMVwIsVkIsU0IMTrc7aHIJ4SYIIQ4LIRYp1pWVQjxjxBiq/J/FWW5EEK8o5x/a4QQnVT73Khsv1UIcaNqeWchxFpln3eEECK075AigRAiXQgxSwixQQixXgjxgLKc5yKFjBAiSQixRAixWjkPn1WWNxJCLFbOnR+EEAnK8kTl+TZlfYbqWE8oyzcLIYaplvN7nAwRQsQKIVYKIf5SnvM8pJATQmQr352rhBDLlGXR/d0speS/AP4BiAWwHUBjAAkAVgNoFe528V9k/wPQD0AnAOtUy14FMFp5PBrAK8rj8wFMASAA9ACwWFleFcAO5f8qyuMqyrolyrZC2XdEuN8z/9nvH4A6ADopjysC2AKgFc9F/gvlP+XcSFUexwNYrJwzPwK4Sln+IYB/K4/vBvCh8vgqAD8oj1sp39GJABop392x/B7nPzP/ADwM4DsAfynPeR7yX8j/AcgGUN1tWVR/N7OnNXDdAGyTUu6QUhYAmAhgVJjbRBFOSjkHwHG3xaMAfKk8/hLAxarlX0mHRQDShBB1AAwD8I+U8riU8gSAfwAMV9ZVklIuko5Ppq9UxyIqJaU8IKVcoTw+DWAjgHrguUghpJxPucrTeOWfBDAQwM/Kcvfz0Hl+/gxgkNJLMArARCnlOSnlTgDb4PgO5/c4GSKEqA9gJIBPlecCPA/JPqL6u5lBa+DqAdijer5XWUZktVpSygPK44MAaimP9c5Bb8v3aiwn0qUMbesIRy8Xz0UKKWVI5ioAh+G4sNoO4KSUskjZRH3ulJ5vyvpTAKrB/PlJ5O4tAI8DKFGeVwPPQwoPCeBvIcRyIcQdyrKo/m6OC3cDiMg8KaUUQrBeFYWEECIVwP8APCilzFFPbeG5SKEgpSwG0EEIkQbgVwAtw9siKm+EEBcAOCylXC6EyAxzc4j6SCn3CSFqAvhHCLFJvTIav5vZ0xq4fQDSVc/rK8uIrHZIGbIB5f/DynK9c9Db8voay4k8CCHi4QhYv5VS/qIs5rlIYSGlPAlgFoCecAxxc958V587peebsr4ygGMwf34SqfUGcJEQIhuOobsDAbwNnocUBlLKfcr/h+G4kdcNUf7dzKA1cEsBNFOyxyXAMdn+jzC3iaLTHwCcmd1uBPC7avkNSna4HgBOKcNDpgEYKoSoomSQGwpgmrIuRwjRQ5lfc4PqWESllPPjMwAbpZRvqlbxXKSQEULUUHpYIYRIBjAEjvnVswBcrmzmfh46z8/LAcxU5mX9AeAqJatrIwDN4Eg2wu9x8klK+YSUsr6UMgOOc2SmlPJa8DykEBNCpAghKjofw/Gdug5R/t3M4cEBklIWCSHuheMXHwtggpRyfZibRRFOCPE9gEwA1YUQewE8A2A8gB+FELcC2AXgSmXzyXBkhtsGIA/AzQAgpTwuhHgeji9CAHhOSulM7nQ3gC8AJMORFW5KkN8SRabeAK4HsFaZTwgAT4LnIoVWHQBfCiFi4bjZ/qOU8i8hxAYAE4UQLwBYCccNFij/fy2E2AZHQrurAEBKuV4I8SOADQCKANyjDDsGv8cpAP8Bz0MKrVoAflWm6sQB+E5KOVUIsRRR/N0sHDd9iIiIiIiIiOyHw4OJiIiIiIjIthi0EhERERERkW0xaCUiIiIiIiLbYtBKREREREREtsWglYiIiIiIiGyLQSsREZHFhBBPCSHWCyHWCCFWCSG6B/G1soQQXYJ1fCIionBjnVYiIiILCSF6ArgAQCcp5TkhRHUACWFuFhERUcRiTysREZG16gA4KqU8BwBSyqNSyv1CiKeFEEuFEOuEEB8LpTK80lP6f0KIZUKIjUKIrkKIX4QQW4UQLyjbZAghNgkhvlW2+VkIUcH9hYUQQ4UQC4UQK4QQPwkhUkP6zomIiIKAQSsREZG1/gaQLoTYIoR4XwjRX1n+XyllVyllGwDJcPTGOhVIKbsA+BDA7wDuAdAGwE1CiGrKNi0AvC+lPA9ADoC71S+q9OiOATBYStkJwDIADwfnLRIREYUOg1YiIiILSSlzAXQGcAeAIwB+EELcBGCAEGKxEGItgIEAWqt2+0P5fy2A9VLKA0pP7Q4A6cq6PVLK+crjbwD0cXvpHgBaAZgvhFgF4EYADa18b0REROHAOa1EREQWk1IWA8gCkKUEqXcCaAegi5RyjxBiHIAk1S7nlP9LVI+dz53f1dL9ZdyeCwD/SCmvDvgNEBER2Qh7WomIiCwkhGghhGimWtQBwGbl8VFlnunlfhy6gZLkCQCuATDPbf0iAL2FEE2VdqQIIZr78TpERES2wp5WIiIia6UCeFcIkQagCMA2OIYKnwSwDsBBAEv9OO5mAPcIISYA2ADgA/VKKeURZRjy90KIRGXxGABb/HgtIiIi2xBSuo8uIiIiIjsRQmQA+EtJ4kRERFSucHgwERERERER2RZ7WomIiIiIiMi22NNKREREREREtsWglYiIiIiIiGyLQSsRERERERHZFoNWIiIiIiIisi0GrURERERERGRb/w98BeB/RQCfqgAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "for alpha in alphas:\n",
-    "    plt.figure(figsize=(16,4))\n",
-    "    plt.plot(t, powerlaw[alpha])\n",
-    "    plt.xlabel('Sample')\n",
-    "    plt.title(f'Powerlaw noise ($\\\\alpha = {alpha}$)')\n",
-    "    plt.grid();"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/3131957860.py:8: RuntimeWarning: divide by zero encountered in power\n",
-      "  plt.loglog(f, f**alpha, '--', color='black')\n",
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/3131957860.py:8: RuntimeWarning: divide by zero encountered in power\n",
-      "  plt.loglog(f, f**alpha, '--', color='black')\n",
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/3131957860.py:8: RuntimeWarning: divide by zero encountered in power\n",
-      "  plt.loglog(f, f**alpha, '--', color='black')\n",
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/3131957860.py:8: RuntimeWarning: divide by zero encountered in power\n",
-      "  plt.loglog(f, f**alpha, '--', color='black')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x576 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "psd = {}\n",
-    "plt.figure(figsize=(16, 8))\n",
-    "\n",
-    "for alpha in alphas:\n",
-    "    f, psd[alpha] = sg.welch(powerlaw[alpha], fs, nperseg=size/psdav, detrend=None)\n",
-    "    \n",
-    "    plt.loglog(f, np.sqrt(psd[alpha]), label=f'$\\\\alpha = {alpha}$')\n",
-    "    plt.loglog(f, f**alpha, '--', color='black')\n",
-    "\n",
-    "plt.legend()\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
-    "plt.title('Powerlaw noise')\n",
-    "plt.grid()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Laser"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 444 ms, sys: 74.9 ms, total: 519 ms\n",
-      "Wall time: 520 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fs = 1\n",
-    "size = 10000000\n",
-    "t = np.arange(size) / fs\n",
-    "\n",
-    "%time laser = lisainstrument.noises.laser(fs, size)\n",
-    "\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": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/2414034173.py:5: RuntimeWarning: divide by zero encountered in true_divide\n",
-      "  plt.loglog(f, 30 * np.sqrt(1 + (2E-3 / f)**4), '--')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "f, psd = sg.welch(laser, fs, nperseg=size/psdav, detrend='linear')\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.loglog(f, np.sqrt(psd))\n",
-    "plt.loglog(f, 30 * np.sqrt(1 + (2E-3 / f)**4), '--')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
-    "plt.title('Laser noise')\n",
-    "plt.grid()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Clock"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 5.17 s, sys: 445 ms, total: 5.61 s\n",
-      "Wall time: 5.62 s\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time clock = lisainstrument.noises.clock(fs, size)\n",
-    "\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": 19,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/4208306232.py: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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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Modulation"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fs = 1\n",
-    "size = 10000000\n",
-    "t = np.arange(size) / fs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 5.21 s, sys: 464 ms, total: 5.67 s\n",
-      "Wall time: 5.67 s\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time modulation = lisainstrument.noises.modulation(fs, size)\n",
-    "\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": 22,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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, 5.2E-14 * f**(1/3), '--')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
-    "plt.title('Modulation noise')\n",
-    "plt.grid()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Backlink"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fs = 1\n",
-    "size = 10000000\n",
-    "t = np.arange(size) / fs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 401 ms, sys: 55.3 ms, total: 456 ms\n",
-      "Wall time: 455 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time backlink = lisainstrument.noises.backlink(fs, size)\n",
-    "\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": 25,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/710886337.py: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",
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/710886337.py: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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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Ranging"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 50.6 ms, sys: 4.24 ms, total: 54.8 ms\n",
-      "Wall time: 53.8 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time ranging = lisainstrument.noises.ranging(fs, size)\n",
-    "\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": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Test-mass"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fs = 1\n",
-    "size = 10000000\n",
-    "t = np.arange(size) / fs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 737 ms, sys: 108 ms, total: 844 ms\n",
-      "Wall time: 828 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time testmass = lisainstrument.noises.testmass(fs, size)\n",
-    "\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": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/3130490790.py: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), '--')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "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), '--')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
-    "plt.title('Test-mass acceleration noise')\n",
-    "plt.grid()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Optical metrology system (OMS)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fs = 1\n",
-    "size = 10000000\n",
-    "t = np.arange(size) / fs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 402 ms, sys: 55.6 ms, total: 458 ms\n",
-      "Wall time: 457 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time oms = lisainstrument.noises.oms(fs, size, 6.35E-12, 2E-3)\n",
-    "\n",
-    "plt.figure(figsize=(16,6))\n",
-    "plt.plot(t, oms)\n",
-    "plt.xlabel('Sample')\n",
-    "plt.title('OMS noise')\n",
-    "plt.grid();"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "metadata": {
-    "scrolled": false
-   },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/3385244564.py:5: RuntimeWarning: divide by zero encountered in true_divide\n",
-      "  plt.loglog(f, 6.35E-12 * np.sqrt(1 + (2E-3 / f)**4) * (2 * np.pi * f / c), '--')\n",
-      "/var/folders/d5/7rrchd9j3fd9wgwpm4tj4q_c0000gq/T/ipykernel_54342/3385244564.py:5: RuntimeWarning: invalid value encountered in multiply\n",
-      "  plt.loglog(f, 6.35E-12 * np.sqrt(1 + (2E-3 / f)**4) * (2 * np.pi * f / c), '--')\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "f, psd = sg.welch(oms, fs, nperseg=size/psdav, detrend='constant')\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.loglog(f, np.sqrt(psd))\n",
-    "plt.loglog(f, 6.35E-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('OMS noise')\n",
-    "plt.grid()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## DWS"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fs = 1\n",
-    "size = 10000000\n",
-    "t = np.arange(size) / fs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 61.3 ms, sys: 15.4 ms, total: 76.7 ms\n",
-      "Wall time: 75.9 ms\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "%time dws = lisainstrument.noises.dws(fs, size)\n",
-    "\n",
-    "plt.figure(figsize=(16,6))\n",
-    "plt.plot(t, dws)\n",
-    "plt.xlabel('Sample')\n",
-    "plt.title('DWS measurement noise')\n",
-    "plt.grid();"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1152x432 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "f, psd = sg.welch(dws, fs, nperseg=size/psdav, detrend=None)\n",
-    "\n",
-    "plt.figure(figsize=(16, 6))\n",
-    "plt.loglog(f, np.sqrt(psd))\n",
-    "plt.loglog(f, 7E-8/335 * 2 * np.pi * f, '--')\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "plt.ylabel(r'ASD [$/\\sqrt{Hz}$]')\n",
-    "plt.title('DWS measurement noise')\n",
-    "plt.grid()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3.9.12 ('venv': venv)",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
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-    "version": 3
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-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.9.12"
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-  "toc": {
-   "base_numbering": 1,
-   "nav_menu": {},
-   "number_sections": true,
-   "sideBar": true,
-   "skip_h1_title": true,
-   "title_cell": "Table of Contents",
-   "title_sidebar": "Contents",
-   "toc_cell": false,
-   "toc_position": {},
-   "toc_section_display": true,
-   "toc_window_display": true
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-  "varInspector": {
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-    "lenType": 16,
-    "lenVar": 40
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-   "kernels_config": {
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- "nbformat": 4,
- "nbformat_minor": 4
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