From 1e817d84ea482c4888f5c9575166bb9ebcaae0f7 Mon Sep 17 00:00:00 2001
From: alyaqou1 <alyaqou1@msu.edu>
Date: Fri, 25 Feb 2022 15:32:51 -0500
Subject: [PATCH] added instructions and comments

---
 AudioDataTutorial.ipynb | 79 ++++++++++++++++++++++++++++++++++-------
 1 file changed, 67 insertions(+), 12 deletions(-)

diff --git a/AudioDataTutorial.ipynb b/AudioDataTutorial.ipynb
index 0ff8e4b..76cacb6 100644
--- a/AudioDataTutorial.ipynb
+++ b/AudioDataTutorial.ipynb
@@ -24,6 +24,10 @@
     "import matplotlib.pyplot as plt\n",
     "from scipy.io.wavfile import read, write\n",
     "from IPython.display import Audio\n",
+    "from jupyterthemes import jtplot\n",
+    "import wavio\n",
+    "\n",
+    "jtplot.style()\n",
     "\n",
     "%matplotlib inline"
    ]
@@ -39,7 +43,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Download audio file *6_Channel_ID.wav* from http://www-mmsp.ece.mcgill.ca/Documents/AudioFormats/WAVE/Samples/Microsoft/8_Channel_ID.wav"
+    "Download audio file *6_Channel_ID.wav* from http://www-mmsp.ece.mcgill.ca/Documents/AudioFormats/WAVE/Samples/Microsoft/6_Channel_ID.wav"
    ]
   },
   {
@@ -49,10 +53,19 @@
     "### Read file and split channels"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Read .wav file and print frequency"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "name": "stdout",
@@ -75,6 +88,13 @@
     "print(\"Sampling Frequency is\", Fs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Split audio channels"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 3,
@@ -96,18 +116,18 @@
     "### Play audio in Notebook"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Front Left**"
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Play Front Left Audio:\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -122,7 +142,7 @@
        "<IPython.lib.display.Audio object>"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -131,6 +151,13 @@
     "Audio(FL, rate=Fs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Front Right**"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 5,
@@ -161,6 +188,13 @@
     "Audio(FR, rate=Fs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Front Center**"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 6,
@@ -189,6 +223,13 @@
     "Audio(FC, rate=Fs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Low-frequency effects**"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 7,
@@ -217,6 +258,13 @@
     "Audio(LF, rate=Fs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Back Left**"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 8,
@@ -245,6 +293,13 @@
     "Audio(BL, rate=Fs)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Back Right**"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 9,
@@ -287,7 +342,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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zn3kicpuEuCz+xfIQ1//n4sVfe7OfdU1nWPt8uJ0mYPHs5DMpzv10uZfhGLNNaBON4xBVHaaqFc7jy4C3VHUQ8JbzGBHZFTgD2A04ErhTREqcbe4CxgKDnNuRBYy/6ahpGj2ibNIwE1W61b8elWFPNA2dAIxz7o8DTkxY/piqblXVBcA8YKSI9ADaquoEjX1DPJiwjfHSq5cFHYExJg9bZs/2bd9hTjQKvC4iU0RkrLOsm6ouA3D+dnWW9wISuywtcZb1cu43XF6PiIwVkckiMrmystLj02gilqTuEmxMISybZ21MYRXmQTX3U9WlItIVeENEvkizbrJ2F02zvP4C1XuBewEqKiqKtm5kzcYqOrQuD+bgy2cEc1yPbazemPb5Wq0tUCQBCOV/vvsm1QVTJ/sYh8lHaEs0qrrU+bsSeAYYCaxwqsNw/sav8FsC9EnYvDew1FneO8nySNpaY91T8zV5efovqxsn3VigSIyJjlAmGhFpLSJt4veBI4CZwPPAGGe1McBzzv3ngTNEpLmIDCDW6D/RqV7bICL7OL3NzknYxvht2XT43mVVZLpG9hD90n5j0RtBh5BS9dYIl7ZMUQtr1Vk34BmnJ3Ip8Kiqvioik4DHReR84BvgNABVnSUijwOzgRrgYtVtdRwXAQ8ALYFXnJsplC9egIqfZl7vq/B+gReLzeubRs8/U3xCmWhU9WtgjyTLvwMOS7HNdcB1SZZPBoZ6HaPx2KZVQUdQ9Np0bpnX9nU2J43xSSirzpqyb/IYLHPxmhAOtOnW5jVBR2CALd+Hc4oEU9ws0YTMus25f9BPu3uCh5EUWFU4kmSIB44oiJrqcHUoaeJvR2RYognIQxMWJl3u5yx3RWvuywU71OaazQU7ltcmvZTDQKYNbN1kJRrjPUs0Afnzc7OCDqF4bE4+NpcfHpqdeXrhVZvTtydV1VZRU1f4EafravL/kfLRk195EEm4LJkzM+gQmjxLNMZfiye5W2/rOn/jcKm2LnMX4Tum3pH2+REPj+CC1y/wKqSCqquNXol6/FU2PFLQLNGETOTGbJz+KLj48ubj2/2PxSPrq9ZnXGfKCo+mSCg0axMxPrBEEzGTFq5m+botQYdRtFZsyjz1b5gv2syfZRrjvVBeR9OU5Vugifc8W3j9MfkH0wRVbs5vUNXdx+3uUSTBsF5exg9WogmZlesjWBqJXH1gdIUt0WxaH462O5MfSzQhM/ahIq3bz4ddrBkai+eE673QOm+u61m58GtP9mNyY4nGBC8iUwyY8Hri6j8GHUKTZonGGFP0KhdluFg1bHWCTYwlGuO/tYuCjqAgNlXXH0bnkTmPBBRJ02NtOeFmicb474kxmdcpchOXTWT0U6PrLbt+4vUBRZOf2jCNd+a2JGL9TULNEo3xX23hh2Px2+7jdqdOY1/Im2s2c/7r57N269pgg/LIs7d8FnQIJmIyJhoRaSUifxaR+5zHg0TkWP9DM9ERzZ+b6nTbdjNsTVh88tz8jOss/zrzyAeF4nY07bpM74G10QTKTYnmP8BWYJTzeAlwrW8RGVZvTD9T4poMz4dOputoNERVNTkophG3w9Z92St1mUrNdi1XoNwkmh1V9UagGkBVN2PjVPjqgY8Xpn3+z89FbDTah0/JvI7PXxRVtVX84u1fZLXNhqoNPkUTvJqqsJTS7KsmCtwkmioRaYlT/yEiOxIr4ZiAvDVnZdAhZClDknAzpL7PiWbqyqm8u/jdrLa55O1LAJi/NnV11OeVn+cRVfZqa9KXDt3WIM1471sPoslf9RZ3E+Jl+vfIWOIxvnKTaK4EXgX6iMgjwFvA732NyqS1uTrzr83NoflFCqz6Mv99+Fy9lkv115zv5gBw5cdXplznrJfPyjmmnGQ4jRUL3LW/aEiqmr6Z6S5Rr69M/+Orrra4q2eLXcZEo6pvACcD5wL/BSpU9V1/w2riPPiQ7/HX1z0IJEQ+ugU+vMW33efyxRpPTks2LPE6nJylS5i1WXzZFtuU1u88cE/a52uqvK+EqasqsrbSAKUcvVlEhjdYtMz521dE+qqq9YEMsaqo/YJ72+l/Muxs2KGL57vPpUQT36aqLkRfOGlO44uPl6V+soEiyzOB+P7tt4MOoWikmybgZudvC6ACmE6sZe4HwKfA/v6G1oSl+ZRvcVFtFkobv4PWnfLfT5h6qLnMTQ/OepBzdjvH31gc6ULK1H6TaMPq6I0ivnXTRpq3au3hHi0bu5Wy6kxVD1HVQ4BFwHBVrVDVEcCewLxCBdgUpZsqYMifXy1gJF4KR51/KovWZz9MjttS0E2Tb8p63zlLE9LSr9a63s3nb4enOtAUPzedAYao6rbhdVV1JjDMt4gMi75z19MmEraEY4yqv336t6y3qVX3pcsaNz3rPJCurWn+Z/lN6mZMrtwkmjki8i8ROVhEDnJGCJjjd2BNWbNIDgyUopphw/LChhGQoMc9C0svMhNufv2fuPlKOw+YBfwKuBSY7SwzWZqxZB3PTM1cJTF7aXiGAHGlkNcoLC/sdSleyfYanVytq9ycdPniOasLcvwws2TrQlCJRlW3qOotqnqSc7tFVaPXUlgAx93xIb8eP511m6rTrrcmw/Oh8uVrcI0HjfxuPXJq4Y7lgtsqsRWbVrDse/e9vnK1YVXyj+aG7+wj+8ItxTmadkEFlWhEZIGIfN3w5ks0TcQ3qyPUBjPpX+7WS9WTbupD3sUSgGyGoTniqSN8jCQmWQeFTeurePeRuVnvK5vOA8XgmxnT+HrqpKDDCLcAq84qgL2c2wHAbcDDvkTTRBx3x4dBh+Cd1Xn85qitgY9v9y6WAIRtQM0vJjRu85r1QW7DyTxzc3FcKpdpVIBEr/zTv4t+IyHAqrPvEm7fquqtwKG+RBNhdXWF/0IqSJ30dy57uk9LMttkFr22wqouTNf1AAs/X9Vo2cQXMkxzXOSqs7jqf8sGL9s/w/UjI8zcVJ0NT7hViMiFQJsCxBYpf3xmRuaVPPbt2uQNw5754iX3675+RZKF4bjgbUZl7u/NPz77R1brv7/k/ZyP1VTV1qRvs8x2uBzPfoBFsXNBgFVnNyfc/hcYDvzIl2gi7LFJi7Na34sPg++fg8fO9PkAhbFw/cKct3123rNZrX/xWxfnfKymavILz6R9PttE8+FjD+YTznYRTDR+nZGbRHN+fJQAVT1cVccCIRrcKdzq6pQLxk3OeruZ3zYu4mfqrVYQa7+B927K7UPWcJt/+9847sbLC14u6PH2enivgh3r8b8VpvF7yRers+o8kE2j/Oql6S8JmPxi+kTU0KpvFjZatm7l8ozHaSiK3aXXv/CCL/t1k2iedLnMJLFuczVvzlmR9XbJJjfbWJXd9Sp1fnwQHjsT3rkWZj6V/babG8zuuHSqNzHl6cNvC9s5Y0vtFqZXTs9qm1y+1LZ8X03lN95OzlZXp/z36k+ZP7V+A/xzt07jmZs/Q122Ra78OvOU0nGz398+eGVNdfW2qQPqamt59c5b+PzN7IZlqvxmIXW19dsH//WLC/jPry/Maj9RbKJZ/cADvuw3ZaIRkSEicgrQTkROTridS2ygTeOjaYvX8vqs/K6af3euD0OOVDlds586P/ttE5PT4onexAPw1RvwbnFdI7GlJrvrWtx+gSfautn7EnD1lhpWL93Iq/fMZNGs7xo9/+Ukdz+qJMfhL/5x9kk8cc0f+XbuHP71iwuY9d5bWe9jw6pK5n7sQVtZBEs0fk19kO7dHgwcC7QHjku4DQd+5ks0ETRzae5jeY19aEq9x9n+W1/5/CyWrHF3zc7c5RuYscRFrKvd/xJtJPGDef/hue9nWYPSwCOnwrv/m/v+AnDB6xdktX4uvRb96BA3+eWF2+6/eHvjUtma5Rtd7SfXRBP37I1Xs+G73H9I1dZ60eMxeomGGn96gqYbvfk5VT0POFZVz0u4/VJVP/Ylmoj57vut/OR+7365/+juCVlvs/8N77hab/St73PcHR+yYJW7L4qcTLoPvpsPc17Mbz/3HOhNPEWkrtb9l1q8pOFFl/q1KzaxYHolcz9dzrL565j2ZvpOLcvnu/th1SzPRLPl+/yqBBdM2/4jTuu2Z+SsqigjWKLRGn+Gk0pXdRafrvlMEbmt4c2XaHwiIkeKyFwRmScilxXquCOufdPT/eXaXflHd09g1tJ1LF69iX++M4/+l71E/8te4tmpjS/ku/vdPEosmaz6Em4fDnN9anyvzn6YlWe+yq4h2Uv/N+n/XK+bTaKJlzRyqW5r6JErP+Hlu2bw5n9m8/RNUxo93/CL+dsv17ra77KvshupoHqrt0PofDnhg233t2z8ftv9rRvd/9Cq2+Tz5QMBKHiiYfsIzZOBKUluRUFESoB/AkcBuwI/FpFd/T5u/8uyuMYkjanfrKE2zy+MiQtXc8xtH3LAje9w02vbP+CXjp/WaN3xk9P8Yn3pt3nFsU2yizezVecU8RclFK7nvgxr3Xcjv33q7fzl47/kH0uOxs0exysLXnG1bjaTlkFs2JlC9Iq686LGJeZN66vYujn9F1ZZi5ZZHee2c/wb4+77NdsHHC0pL3O93fKrrvIhmmD5lWgkil30EonIKOAqVR3tPL4cQFWTVupXVFTo5MnZd0deX7mCe6+5nnUpG2Bjr3PDHv+CJlkaX5LuvYnvTxL2s/1vhs1SXiqZuLyNbGKgpBoIssEePP43Sn0e7q+Z2NhxF+pKWqEitCxpTnNpvu256RvnUlm9OovdbV+xYWTi8twzHWpE6122P3D2uX5dP6qq2ro7QFZH81LmY7Vr9zXNy2PVXZs3ruO7Fd/4HZSnevQZ3Oh6nfaffhFQNP5pXlPNoR+/ltO2IjJFVSuSPZdyKmcReYE0Xx+qenxO0RReLyDxZ+4SYG+vDzJ7+nRkxVe093rHAaoG5tI843qhtT51NWAZ0LNwkbiylGQjFBR+RAk/VHrby7rgli1uXNW3tEcAgfislK6+jC+WMtEA7iuQwy3Zz616CVRExgJjAfr27ZvTQYYOG8ar7fs71VzuyyOpn6sXYYPl6nK9+ssb7t/ND/Hde7Sm7YpUHRoa7EESn8n9F7XXZez3WremjoQG34Tnjmi3D6+v+8T1vlKdlWY6XW187EQdSndgQPNelElJveW1taVsXdeJqo3ZlGoKWUuR+VgtO62krNXGbetuqlzB5jx6jBVCaavW1Gyq317Teeie9R53fXNaASMqjPJq9wOUZsNV1ZmIlANDiP2nzFXVohkZoFBVZw151UZzzQm7cdwePRn74BQmLsx98qonLxzFqUl6rX102aH0at+yXrxfXHMkLcpKGq3L54/D0x70bD/5X/B0dt17G7kqoXfTVe223//jUihv3Wj1x+c+zjWfXLPt8csnvUyftn0A2H3c7vnFkocZY9yXWP554duZVwJGnbQju+7fk+atSpO2oXjt4rsPrRfb6VfsRefe6YdD3LxhPXde4H4Ioz2OOIaDzjqP28Z411bzm/Hbez/efPqxSZenM3fvfahbF46pyL20yxe5TaCcrurMzaCaxwDziU0PcAcwT0SOyimSYEwCBonIACdhngE87/dBF15/TN776N62BT8Z1Z/2rcp5/MJRtG/lvqGyoYr+HZn519H1lvVo14Je7WONstedNDS2Xr8OyZMMwA9COsTdX9bAlWtjySdJkgH40eAfMWPMjG23eJIJ0kc//siX/e6ybw9atC7LegywVC6++1B+cGjvpM/97NZYV/MfnhfrXzPqpB0zJhmA0vLyrGL44fkXUdbC/+vEz735LtfrSmm6CqHi1N2nDg5uXqmbgUNUdR6AiOwIvAS46y4TMFWtEZFLgNeAEuDfqjor4LBc6d6u/gfr2hOHcsmj2Q/bEk96OzQvZeH1x6CqqEKzZtu/iM7aux8HDupCn46t8gvaFY+rdvK8JiMobctzaeTPrGWb7L7E0+k5qD0AB/xoZ9Ys38Ti2fVL1eUtYl8hO4/sRttOLei+Y7uGu0iqpCz3H01e6NS7fhX5IeeO5Z0H7qVTb/c/QPK96DSMmrX0J5m7eaVWxpOM42vAn4o8n6jqy6q6s6ruqKrXFeq4s68ezVfXeVf4E496EolIvSQT5yrJ7P9rT2IIkz277pl5JY/9ZVRw3aqzcdJvhm+7f/wvh7FTRdek64kIPXZq77oU1axZilJzBi1a75DTdg01TDTDjzredZXZNiW5nUOoeVQKbshNopklIi+LyLkiMgZ4AZgUH/vMl6giolV5KWUl3v3qSZIbCu+wK2GnPIaPAeia52VMFTmMs5bG1ftenfO25+12Xk7bnbbzaTkfM0ijLxjKxXcHN+/h7oeNzrySC72GeHApnU9fyoESf0ppbvbaAlgBHAQcDFQCHYmNe3Zs6s1M3Bl7edMekO3/9ZDubTxpK2oUxNlPwi7H5bb9yLHQfWjuxx92FhztbYfI/u3657xt2KZyjrp9f3Q2oy/8VV77aN+9B3semeP/bwKv2sBCJagSTYNxzhrefupLVBFz/Sk/yGm7xu95dv8EVbU+TjN8bHYzS25z9E35HbfTjqFqk8nlguff7/X7zCuFQLLq1USl5YV/H0rLyhh6SH4l6kPGjPUkSXQ8P4Jffz7lTje9zgaIyN9F5GkReT5+8yec6Lro4B3z3ke2VWeXHLJT3sdMqXWn7LcpSWik/p/culCGTbYlml067sJZu5zlUzSNdemb+6zrA4Z1Tvnc+TcfwHk37p/zvrPRc3Djaq5mJbn3+Bo43JuJ59qf6t+wOEHxq5Tm5ifJs8BC4HbqT+tssvCHI4dkvc2YUf3rPc72n+Dk4cm7pHrmyBuyW39MQmNr2xyvyx9+bm7b+aQuy7H4/7TPn2jmUz14Mkf+PPdqytLy1I3dLVqXbetx5rf9z/hJo2UVx55YkGOnFcWqM59qC9zsdYuq3qaq76jqe/GbL9FE3PS/uJ+6uLy0GSfu2avestD9W+/988IfM5eSVIh0admloMcrTXVNlAv7nzbIw0hy17xV42ujDjjzXH75UPazvB4yxruptEL3efSEP2fl5ifJP0TkSuB1YGt8oap+5ktEEdYuiwsuk9X9F+YalyyIEPvHdFt9FL2G83lr52VeyXHDATfQc4fCjrBWUpr7F0eL1sFe65JJWXn24/C17tDRh0gixKeurW5KNLsTm1HzerZXm0VlHLSC693B3fDoyWYGGNw99/p231y2yP26pQ2+GI6/w9tYAjCg3QDX6x498GgfI0mutHnxX+uRrsNFNlfyZ9pX1qJYdRZgG81JwEBVPUhVD3FuwXWkL3Kv/OoAV+vl+4HYoXmBhsdo0a7+uGOpdB4MPRtcGNnN92mBmrySkmYces4umVcMszSfhWyu5M+0r6xFMNEE2RlgOkRq9PtAtWlRxjwXowXk+3E4Yrduee7BY8MbN+hmfZLnPOdJKMl0bZX8ivdMimE+p/KWxV+q8UrnPv2821kEE02QJZpuwBci8lpC92b/PvFNQKmL0QKuPzm/EYVHDSzuRvOkBh7s2653KMttaJNiuGCz/9DU3ZRTOfuaUT5EkptMyXyvE9x3M+7ct3+e0SSwROOam0RzJbHqs78BfwcmAj5eoGEAThjWK/NKaUTyqmUf5TqO3Kge4flCTqWkrBm9dm6f1TbtumQ31bKvMiSarv0HFiiQJiCo7s1OV+Z1wDHAA8BhwN2+RGO2yTdPdGsbtpkxk5xQBHLhYf0OCzqEeroPTD56cr8cSjXFonX7DsEcOII/5vwakTrlXkVkZxH5i4jMITYPzWJiE6Udoqq3+xKN2Safqv+Hz9+bAwYV9nqNnLTNr9TmpdOHnB50CJ5I9d23897u2+x2OzA87wtkrp7ss2swE9dFstbAp4uJ03VN+gL4ADguYS6a6I0RHzG/PWJn9h9UJL9e23QPOoJtcm2jceuew+/xdf9xqX6gtG7nvoS79/Huu2wXRPibwaIjgOtoTgGWA++IyH0ichiRqOyItnatvJv0qinxu1F/3577+rp/L7XcIVz/Q8XQsy8qWo8c6ct+UyYaVX1GVU8HhgDvAr8GuonIXSLifiwVU1B9wzZ6QCZHFGweurTySQTtm7dP+/zxOx6f874NeFWkadOpCKqTAyY+zXzqpjPARlV9RFWPBXoD04DLfInG5O2gnYvsw9S2h7v1jve3WbBzy87cf8T9OW376NGPpnzulEGncO1+1+YaVg5Sfyn33bU4h1/xqkBz1t/+7s2OTNayavlR1dWqeo+NDGAKbvg5vh+iXXN3893HVXSrAKBjy/Rf4GFpNG7fvchKu3EeZZrAeqeZ7BKNMZ7rmP88PV7JdXSAMIlic0bLtm2DDsHkyRKNKYxUv+p7DitoGOl0aJHdL954B4J0jdWFnHsmk1wvSg1ax54+z6tkfBeeT4GJtij+1HaUlaRuQP3V8Pzmt/fSoJGZr6Vp2TZcPc7cGnXqmUGHYNKwRBNSzVKUAM7cu2+BIzGZNC9JfY1Ktu0++UqXz7v1z1wFNfSAws6X45XyliEaMsc0YokmpMpLI/bWhKRB3C8zxsyg1w7BX1HfvImO1ByWDhcmuYh9mxkTnIZtIGcOKXx1zg/P2y2v7cWnK8NN02aJpsik+xq466zhBYsja0OOCToC3zX8VR1E+0yrPNtYLNEYP1iiCaEhaaZsHjkg9TUbR+3u8uLHIHToH3QEnmvY26xhD7NWZcV33UrvIcV6rYklyDCzRBNC6Rr8852nxvinGLoP9989/YR4ZeXRbOM5fOwlQYfQpFmiCaEI9wRO7pibg47AE8XQIF1SliGRhP8Uksr00v/gsCMLE4hJyhKNCYEi/XZroBhKNEWQC00EWaIxwStvHXQExhgfWaIJoSY3/8bupwUdgScSSzSH9zs8wEhyVwylsqSsqBZqlmhM8JpFowE6sY2msFMDGBNulmiM/9r3CzoCX5w2uH5JLDHRtCwN6ZAomX74F2nBoE3n1PMwHXzOBQWMxCRjicb4r23xdMnes+uertc9duCx9R43S/g4hbUHWjijyt9OFfukfG7EMScWLhCTlCWaInTK8MbDprdtURpAJNGTz7D+YU0uiUYc1T/t80VwCkkVw2vflFmiCaFMXQGuPXFoo2WfXzXan2A80cQ6N4RYp147BB2CaYIs0RShlhG9ervYFW2PrRBr3z3EwyoZ10KXaETkKhH5VkSmObejE567XETmichcERmdsHyEiMxwnrtNnHK0iDQXkfHO8k9FpH8Ap2Tc6Ld/0BGYEOo1JL/RqE04hC7ROG5R1WHO7WUAEdkVOAPYDTgSuFNE4j/t7wLGAoOcW3y8ifOBNaq6E3ALcEMBzyFnTe0yGgDOeynoCAAobda027radGoRdAj1WNtLNIQ10SRzAvCYqm5V1QXAPGCkiPQA2qrqBI1d6fggcGLCNuOc+08Ch4n95xafZqmnSvZaqeSeaNJN6VwIh527S87bdujeiovvPpTSTGOhGZODsCaaS0TkcxH5t4jExy3vBSxOWGeJs6yXc7/h8nrbqGoNsA5IP3yt8d7xt+e3/R6nexOHG3n8DLnpwJu8iyMXkSwJ2+/CKAgk0YjImyIyM8ntBGLVYDsCw4BlQHxo32T/cZpmebptGsYzVkQmi8jkysrKbE/Hc6eMaNx9OZ2ykpB/GDsPym/7o270Jg6f9dyhZ9AhGBNKgSQaVf2hqg5NcntOVVeoaq2q1gH3ASOdzZYAfRJ20xtY6izvnWR5vW1EpBRoB6xOEs+9qlqhqhVduqS+wrhQ2rXMrgqmvCSsBVOPFHDQzVE9RhXsWCazsFd0Nx+U54+oJiJ031BOm0vcScBM5/7zwBlOT7IBxBr9J6rqMmCDiOzjtL+cAzyXsM0Y5/6pwNsakRErEy/QfOr/7RtgJB7qf0DQEVBekt9UyMWqY0+7viYX0iJcnSfCKoxdbG4UkWHEqrgWAj8HUNVZIvI4MBuoAS5W1Vpnm4uAB4CWwCvODeB+4CERmUesJHNGYU7Bf6UJpZjB3VJP/Ry4H/7V/brnPA9XF+tUwsHL5yfUYWNy70jgq7AXaaLxu9V3oUs0qvqTNM9dB1yXZPlkoNHl8qq6BYjGGPTFKptxzpqFroDdZJQ1D2dvs9BfBGuJxhX7ZBepNja2mYmQjj2z6wBjioslmiL18Pl7b7tvlwaZfBx/6bCgQ+C8W+5O/oT9a0eCJZoi1adjq6BDcCnPqoUCXqwJUCL5VyHt0WUPDyLxT5e+9dv0+gzpGFAkmZWUun//S5s39zESkw+rfwmZc/ftH3QI4VLIizWBE3c6kQXrFvDwnIdz2v6FE1+gS6vgu8in03fXjlR+swGAdl1DOkGbY7/TUzbZNlJSWkrN1q0+RpOEtdG4YiWakLnyuF2DDiF/+YwX9utZsN+vvIslS+Ul5fxh5B9y3r5/u/60LivcdT+5GHn8wG33j7043KWv5q3cl9xD33GgCbNEEzKRaG/5+Qfb72d7sWW73tA1IdkOPsabmMw2zZpt/x9rsUOw47N5KgqfnYiyRGO81y0xURydej03huS5vU8uHX5poMdvlnTYoeyrcVq0Dk+i6b5j8V1lr9EcYM5z1kYTInv1z/5ixUMGh7s9IKq/Mkd0GxFsAHl+v530m+GhmxJgwJ4VLJ//Ve47iOj/WhRYogmRYX3aZ7X+xD8eRtssx0XzXUunB1O7PrBlXbCxmJR6DmofdAiNWLt6dFmiKWJd24boF2lZa6jeCD96MPb4V5/nvq9+zthtB+XeKB919p3cWLLyTLMS+4oLA3sXQmBwtzbMXbGhuH/RNXOuP+nxA+dxHs1/7fvCVeEuDTX1mTiLxR5HHOXvAYr5M1tA9mkJAataLh5ty9vys91/xm6dbC77fA0cvhdffzZp2+NdDziYT576b877k4QfN78Z/yK1NdX+l2iK+tdh4VivsxDYsWsEhmgvbRpXZb96yqucO/TcwLuh73l4n8wrhVzX/gPrPe7QI4sBWJM4+fLYSOHH//ZPQGxUgaDfJxNjiSYEfrrfAAD226lzwJHk4dyX4ZAroEW7oCNpEkadtFPQIeTN68JAtwE78pvxLzJoL5u8Lmys6iwERvTrwJyrj6RleTiHanely85w0O+CjqJJK7ZanPKW4R7+xnjHEk1IFHWSMYFo06kFG77bsu3xziO7BRhN9tp26QrE2mrijrrkN5SUljHlxWdYNm9uUKG5V2zZPSCWaAJy06k/4HdP5tEF2BTciG4jQjWO2QmX7snDf54AwOlXjKS0rDh/rJQ2395Nf9cDDgFgx4q9qa2uDiok10o7daLAw3gWJUs0AenQqmnOTV/MHjjygUCP32twB76du2bb4+attn98O/cu4g4lSUoFpWVllJaF7GLkJHre/H98+6tL2brga1frpxv4U9FGz2c7xE02A4sm7rukVWt6/ePWrI6VDUs0xhSJoy/anfsufT/oMDwThR5hpR060O/BcUGHEXrW6ywgB4V9jDITOuUNpu+OwPe0aSKsRBOQspJmvPzLA6its8bEMCttVkpNXQ1tyttkXtkYk5QlmgDt2rNt0CGYDNqUteGuw+9iQNsBQYcSOWo9tpoMSzTGZBDa4WacurPyFsXZ22wbqwOMPGujMSaNfKZ1NsbEWKIxJo1OLTsFHUJGVgFlws4SjTFFyiqcTLGwRGNMGn3b9A06BGOKniUaY9Lo0bpH0CGk1KwkVqbp2s+6Xptws15nxhSRXoPb8+3ctQCUlpdwyh9G0LF7eMZfMyYZSzTGFJFjLt6DLd9vH2yy+wCb/8eEnyUaY4pIWXkJZR2L/LoZR3yGzUEjbaKyqLNEY4wJRMeevfn1o8/RrCQaidOkZp0BjDGBsSTTNFiiMcYY4ytLNMYYY3xlicYYY4yvLNEYY4zxlSUaY4wxvrJEY0waamMjG5O3QBKNiJwmIrNEpE5EKho8d7mIzBORuSIyOmH5CBGZ4Tx3m0hstiQRaS4i453ln4pI/4RtxojIV85tTMFO0BQ9sbGRjfFMUCWamcDJwPuJC0VkV+AMYDfgSOBOEYl3tL8LGAsMcm5HOsvPB9ao6k7ALcANzr46AlcCewMjgStFpIOP52SMMSaJQBKNqs5R1blJnjoBeExVt6rqAmAeMFJEegBtVXWCxiYafxA4MWGbcc79J4HDnNLOaOANVV2tqmuAN9ienIxJq1VZK8DmtTfGC2EbgqYX8EnC4yXOsmrnfsPl8W0WA6hqjYisAzolLk+yTT0iMpZYaYm+fW3+EQOPHv0o7y95n5JmduW6MfnyLdGIyJtA9yRP/UlVn0u1WZJlmmZ5rtvUX6h6L3AvQEVFhf2ENQxsP5CB7QcGHYYxkeBbolHVH+aw2RKgT8Lj3sBSZ3nvJMsTt1kiIqVAO2C1s/zgBtu8m0NMxhhj8hC27s3PA2c4PckGEGv0n6iqy4ANIrKP0/5yDvBcwjbxHmWnAm877TivAUeISAenE8ARzjJjjDEFFEgbjYicBNwOdAFeEpFpqjpaVWeJyOPAbKAGuFhVa53NLgIeAFoCrzg3gPuBh0RkHrGSzBkAqrpaRK4BJjnrXa2qq/0/O2OMMYnEetXUV1FRoZMnTw46DGOMKSoiMkVVK5I9F7aqM2OMMRFjicYYY4yvLNEYY4zxlSUaY4wxvrLOAA2ISCWwKI9ddAZWeRRO2Nm5RpOdazT5fa79VLVLsics0XhMRCan6nkRNXau0WTnGk1BnqtVnRljjPGVJRpjjDG+skTjvXuDDqCA7Fyjyc41mgI7V2ujMcYY4ysr0RhjjPGVJRpjjDG+skTjERE5UkTmisg8Ebks6HiyISILRWSGiEwTkcnOso4i8oaIfOX87ZCw/uXOec4VkdEJy0c4+5knIrc5UzrgTPsw3ln+qYj0L+C5/VtEVorIzIRlBTk3ERnjHOMrEYlPZVHoc71KRL513ttpInJ0RM61j4i8IyJzRGSWiPzKWR659zbNuRbPe6uqdsvzBpQA84GBQDkwHdg16LiyiH8h0LnBshuBy5z7lwE3OPd3dc6vOTDAOe8S57mJwChis5u+AhzlLP9/wN3O/TOA8QU8twOB4cDMQp4b0BH42vnbwbnfIYBzvQr4bZJ1i/1cewDDnfttgC+dc4rce5vmXIvmvbUSjTdGAvNU9WtVrQIeA04IOKZ8nQCMc+6PA05MWP6Yqm5V1QXAPGCkiPQA2qrqBI39hz7YYJv4vp4EDov/kvKbqr5PbJ6iRIU4t9HAG6q6WlXXAG8AR3p9folSnGsqxX6uy1T1M+f+BmAO0IsIvrdpzjWV0J2rJRpv9AIWJzxeQvp/hLBR4HURmSIiY51l3TQ2synO367O8lTn2su533B5vW1UtQZYB3Ty4TzcKsS5hel/4hIR+dypWotXJUXmXJ1qnj2BT4n4e9vgXKFI3ltLNN5I9uu8mPqN76eqw4GjgItF5MA066Y613SvQbG8Pl6eW1jO+S5gR2AYsAy42VkeiXMVkR2Ap4BLVXV9ulWTLCuq801yrkXz3lqi8cYSoE/C497A0oBiyZqqLnX+rgSeIVYVuMIpauP8Xemsnupclzj3Gy6vt42IlALtcF/F44dCnFso/idUdYWq1qpqHXAfsfeWNPEVzbmKSBmxL95HVPVpZ3Ek39tk51pM760lGm9MAgaJyAARKSfWmPZ8wDG5IiKtRaRN/D5wBDCTWPzxHiZjgOec+88DZzi9VAYAg4CJTjXFBhHZx6nbPafBNvF9nQq87dQRB6UQ5/YacISIdHCqNI5wlhVU/EvXcRKx9xaK/Fyd2O4H5qjq3xOeitx7m+pci+q99aunRFO7AUcT6w0yH/hT0PFkEfdAYj1UpgOz4rETq599C/jK+dsxYZs/Oec5F6fXirO8wvlnnw/cwfaRJ1oATxBrlJwIDCzg+f2XWLVCNbFfZ+cX6tyAnzrL5wHnBXSuDwEzgM+JfZn0iMi57k+sCudzYJpzOzqK722acy2a99aGoDHGGOMrqzozxhjjK0s0xhhjfGWJxhhjjK8s0RhjjPGVJRpjjDG+skRjjEsi8idn9NzPndFy9/b5eO+KSEUW6z8gIqdmeYyFItI5++iMca806ACMKQYiMgo4ltgouludL+fygMMypihYicYYd3oAq1R1K4CqrlJn6B4R+YuITBKRmSJyb8IcH++KyC0i8r7E5hLZS0Sedub1uNZZp7+IfCEi45yS0pMi0qrhwUXkCBGZICKficgTzrhXKTkllb86688QkSHO8k4i8rqITBWRe0gYy0pEzhaRiU5p7R4RKXFi/lxEWjijSMwSkaFevaimabBEY4w7rwN9RORLEblTRA5KeO4OVd1LVYcCLYmVfOKqVPVA4G5iw31cDAwFzhWR+AjWg4F7VfUHwHpic4Ns45SergB+qLHBTycD/+Mi5lXO+ncBv3WWXQl8qKp7EruavK9zjF2A04kNsDoMqAXOUtVJznrXEpvr5WFVnYkxWbBEY4wLqvo9MAIYC1QC40XkXOfpQyQ2K+EM4FBgt4RN42PezQBmaWxuka3EJpCKD1a4WFU/cu4/TGzIkUT7EJvM6iMRmUZsTKp+LsKODzQ5Bejv3D/QOQaq+hKwxll+mHN+k5xjHEZseCKAq4HDiQ1fcqOL4xpTj7XRGOOSqtYC7wLvOklljIg8BtwJVKjqYhG5iti4UXFbnb91Cffjj+Ofv4bjQDV8LMQmn/pxliHHj1dL/c96snGnBBinqpcnea4jsANQRuzcNmYZh2nirERjjAsiMlhEBiUsGgYsYntSWeW0m2TV68vR1+lsAPBj4MMGz38C7CciOzmxtBKRnXM4DsD7wFnOfo4iNj0vxAagPFVEujrPdRSReKnpXuDPwCPADTke1zRhVqIxxp0dgNtFpD1QQ2wk27GqulZE7iNWNbaQ2JQR2ZpDrHR0D7FRh+9KfFJVK51quv+KSHNn8RXERgvP1l+d/XwGvAd84xxjtohcQWym1WbERoC+2GmLqlHVR0WkBPhYRA5V1bdzOLZpomz0ZmMCJLGpeV90OhIYE0lWdWaMMcZXVqIxxhjjKyvRGGOM8ZUlGmOMMb6yRGOMMcZXlmiMMcb4yhKNMcYYX/1/Wj9nRtLkWrsAAAAASUVORK5CYII=\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
-- 
GitLab