notebooks/PlotInput.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/napulen/AugmentedNet\n"
     ]
    }
   ],
   "source": [
    "%cd .."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (10, 5)\n",
    "\n",
    "from AugmentedNet.score_parser import parseScore\n",
    "from AugmentedNet.input_representations import Bass19, Chromagram19, Bass35, Chromagram35"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def _plot_array(arr):\n",
    "    plt.pcolor(arr.T, edgecolors=\"k\", linewidth=1, cmap=\"tab20\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "score = \"langscoreonly-encoding.mxl\"\n",
    "df = parseScore(score)\n",
    "df = df.iloc[:48]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "bass19 = Bass19(df)\n",
    "bass35 = Bass35(df)\n",
    "chroma19 = Chromagram19(df)\n",
    "chroma35 = Chromagram35(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 601
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_plot_array(bass19.array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 306,
       "width": 592
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_plot_array(bass35.array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 601
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_plot_array(chroma19.array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Bmrdp3qZ5m+aDNG/TvE3zNs0Had42Cs2Xo9tvkpxXa91Za31XkucnOS3JHy368pF3OJ08cMd7X7+7j7MBAAAAsLJ6WUAdUWu9Icn1SR5XSjnynrgvzF8++ujbl1ImkmxOMp3kq32eDQAAAICV0esCat4585cz85fvm798QeO2z8rch4d/7P7+BDwAAAAAjg/3ewFVSnl0KWXg2+lKKWOllF9JcmbmFkq75r/0jiR3JPmBUsqTF91+XZJfnv/tG+/vuQAAAAA4PnTxIeTfleQ/l1I+kuRrSe7M3E/CuyjJw5PcmuQVR25ca91TSnlF5hZRHyilvC3JXUm+O8lj5q+/poNzAQAAAHAc6GIB9ddJHpnkmUmelOSUJPuSfDHJW5L8Vq31rsV3qLX+aSnloiS/mOQlSdYl+XKSn5m/fe3gXAAAAAAcB+73AqrW+tkkr1zG/T6auXdPAQAAADDCVuJDyAEAAAD4FmYBBQAAAECvLKAAAAAA6JUFFAAAAAC9soACAAAAoFel1rraZ+hcKWVrki2TZ5yXlNLp7MO335DU2UycfFbK2g2dzp7edUvq4amMbTg54yee2uns2QN7MrP3zpSJtZk49ZxOZyfJ4du+liTRfIHmbZoPma15k+aDNG/TfMhszZs0H6R5m+ZDZmvepPkgzdtGoPm2WuuFx3rfkV5ArfY5AAAAAEbMshZQE32c5Hhx2sWvSSnjnc68491XJTMHs/Fp3581Z5zX6ezdf3tNpm+/Iese+bSc+G3P6nT2gRu2Z9+n35vxUx6UTf/00k5nJ8kdf/Ffkmi+mOZtmg+ZrXmT5oM0b9N8yGzNmzQfpHmb5kNma96k+SDN20ah+XKM9ALqhPOfmTI+2enMu977xszOHMy6h16Q9Zu7fZPVPZ95b6ZvvyFrTj83Jzy22yfhzMF92ffp92Ziw8mdz04WnoSaL9C8TfM2zds0H6R5m+ZtmrdpPkjzNs3bNG/TfJDmbaPQfDl8CDkAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPRqYrUP0KcDX9uWMtbtH7HOTidJDt3ypaTWTmfP7N+TJJnefWsOfHVrp7On77hh7jGm7ul89mKaL9C8TfM2zZem+QLN2zRv03xpmi/QvE3zNs2XpvkCzdtGoflylNpxyONBKWVrki2rfQ4AAACAEbOt1nrhsd5ppN8BdeIpm5LS7cx7du1Kkqw74cRMrJnsdPb+PXsyOzOTiTVrs+6EDZ3OPnRgKoemDqSMjeWEk0/udHay0EXzBZq3ab70bM3vTfNBmrdpvvRsze9N80Er1Xxs3UlJ6Tb67IG5dxKUNetTxrttPjt1T1Jnk/HJjK1Z3+3swweT6YNJKXNdOnaki+aLZmvenq35krM1P2r+fJflGOl3QP33z34tE2vWdDr7p57yuOzbvTs/8/v/Mxc886JOZ1/5w5fk+o9+KP/i37wyL3nNz3c6+wN/8pb80et+Lo940oX5xWv+vNPZSfIjj35wkkTzBZq3ad6meZvmgzRv07xN8zbNB61U84e+9l2d/4vcjVddktmpvTnz+9+Q9Zu7/SaInddcnqkd27PxaS/Lposu63T2nu3XZtd1V2ftOefn7Euv7HR2ktxwxcVJNF9M8zbN2zRvm2++rHdA+RByAAAAAHplAQUAAABAryygAAAAAOiVBRQAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL0qtdbVPkPnSilbk2x59JOfmjLW7Y7tS1s/kdmZ6TzkMd+WE04+pdPZN37++uzfc3dOfdA5OePch3U6e/fOW7Pzhq9l3Qkn5mGP+yedzk6SL/z9x5Mkmi/QvE3zNs3bNB+keZvmbZq3aT5opZqvfcjjklI6nX3wpuuTOpvJM87L2LoTO5196LYdqQfvyfhJZ2TilLM6nT19z12Z2XVzypr1WXPWIzqdnSQHb/xsEs0X07xN8yGzNW+ab76t1nrhsd53pBdQq30OAAAAgBGzrAXURB8nOV6c8uwf6fz/1dr1wT9MZg7nhCe8IGtOe0ins/ds+8vM7L4lax76+JzwyKd0Onvqps/lwBc/mrGTzsjJ3/49nc5Okl3ve3MSzRfTvE3zIbM1b9J8kOZtmg+ZrXmT5oM0b9N8yGzNmzQfpHnbKDRfjpFeQG188otSxic7nXn3x67J7MzhnPCYp2f95m7fZHXgq1szs/uWrDvnMdn47S/udHYm1ubAFz+ayZNO6352Fp6Emi+ieZPmbZq3ad6geZPmbZq3ad6geZPmbZq3ad6gedMoNF8OH0IOAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9mljtA/Tp4M1fSBnr9o9YZ2eSJIfvvDFjazZ0Onv24D1Jkpl77szBb3y+09nTu2+de4xDBzqfvZjmCzRv07xN86VpvkDzNs3bNF+a5gs0b9O8TfOlab5A87ZRaL4cpda62mfoXClla5Itq30OAAAAgBGzrdZ64bHeaaTfAVUm13U+sx6emvvF+GTK2HjHsw8mqUkZT5mY7Hb2zHQyO52kpEyu7XR2stBF80WzNR8yW/OlZmt+1HzNB2drPmS25kvN1vyo+ZoPztZ8yGzNl5qt+VHzNR+crfmQ2Q/85ssx0guoc//tn6SMd/tf5o1XXZLZqb058yWXZ/3mbt9ktfOayzO1Y3s2PvX7sumiyzqdvWf7tdl13dVZe85jcvalV3Y6O0luuOLiJJovpnmb5m2at2k+SPM2zds0b9N8kOZtmrdp3qb5IM3bRqH5cvgQcgAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANCr+72AKqWcVkp5eSnlXaWUL5dSDpRS7i6lfKSU8qOllLGjbn9eKaUu8dfb7u+ZAAAAADh+THQw42VJ3pjkliTvT/L1JGcl+b4kb07ywlLKy2qt9aj7fSrJnzbmfbaDMwEAAABwnOhiAfXFJN+d5C9rrbNHriyl/EKSv0/ykswto9551P0+WWt9fQePDwAAAMBx7H5/C16t9X211r9YvHyav/7WJG+a/+2z7+/jAAAAAPDAVAa/M67D4aX8uyT/Jclv1lp/ev6685J8Lcl7M/euqNOS3Jnk47XWTx/j/K1DvnR+kg3rH/mUpHT7OesHvvKJZHYma885P2MnnNLp7IM3XZ/ZA3sysemcTJ7+0E5nT+++NYdv35GxdSdm7bkXdDo7SQ586W+TJJov0LxN8yGzNW/SfJDmbZoPma15k+aDNG/TfMhszZs0H6R52wg031ZrvfBY79vbAqqUMpFke5ILkryg1vpX89efl7kFVMsHklxWa/36fXyMJRdQx3JeAAAAAL6pZS2guvgMqGF+NXPLp3cfWT7N25/kP2buA8i/On/d45O8PslzkvxNKeWJtdZ93+wBhv2B5xdTW056yveldLwF3fOJP01mp7PhMf80E6ec1ense67/YGb33p41D3pM1j30n3Q6+9DOr2Zqx7aMbdiUE//J8zqdnSR7/u4dSRLNF2jepvmQ2Zo3aT5I8zbNh8zWvEnzQZq3aT5ktuZNmg/SvG0Umi9HLwuoUsqrkrwmyeeTXLr4a7XW25L8h6Pu8qFSyvOTfCTJU5O8PMlV9/ccm551acr45P0dcy/3fOqvMju1Nyc+4TuzfvOWTmcf2vmVTO29Pese9vhsuuiyTmfv2X5tpnZsy+QpZ2XTs3+o09nJwpNQ8wWat2nepvmQ+ZoP0LxN8zbNh8zXfIDmbZq3aT5kvuYDNG8bhebL0e2KMEkp5ZWZWx5dn+Q5tda77sv9aq3TSd48/9tndX0uAAAAAFZHpwuoUsqrk/x2ks9mbvl06zGOuH3+8oQuzwUAAADA6ulsAVVK+dkkv5Hkk5lbPt22jDFPm7/86pK3AgAAAOABo5MFVCnl8sx96PjWJM+rtd6xxG23lMang5VSnpfkp+d/+9YuzgUAAADA6rvfH0JeSrksyRuSzCT5cJJXlVKOvtmOWusfzP/615M8qpTysSQ3zV/3+CTPnf/15bXWj93fcwEAAABwfOjip+Btnr8cT/LqIbf5YJI/mP/1W5J8b5JvT/LCJJNJdiZ5e5LfqbV+uIMzAQAAAHCcuN8LqFrr65O8/hhu/3tJfu/+Pi4AAAAADwyd/hQ8AAAAADiaBRQAAAAAvbKAAgAAAKBXFlAAAAAA9KqLn4J33Dp81zdSxrr9I9Y6mySZ3nNHDt95U6ezZw9PzV0e2Nv97H275i6nD3U+ezHNF83WvEnzNs2Xpvmi2Zo3ad6m+dI0XzRb8ybN2zRfmuaLZmveNArNl6PUWlf7DJ0rpWxNsmW1zwEAAAAwYrbVWi881juN9DugMjaepHQ7c3Z67rKMzf3Vx+yU+bN3OXsmyfyysePN8Nz8+bNrvmi25kvO1rw9W/Oj5ms+OFvzJWdr3p6t+VHzNR+crfmSszVvz9b8qPmaD87WfMnZD+TmyzDSC6iH/sw7UsYnO51541WXZHZqb8582euzfnO3b7Laec3lmdqxPRuf9tJsuuiyTmfv2X5tdl13ddaec37OvvTKTmcnyQ1XXJxE88U0b9O8TfM2zQdp3qZ5m+Ztmg/SvE3zNs3bNB+kedsoNF8OH0IOAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9soACAAAAoFcTq32APt157W8lZbzTmbOHDyRJ9vz9u7Lv+g91OvvwHTckSQ585ROZuWdXt7PvumnuctfNueMvf7PT2Ytpvmi25k2at2m+NM0Xzda8SfM2zZem+aLZmjdp3qb50jRfNFvzplFovhyl1rraZ+hcKWVrki2rfQ4AAACAEbOt1nrhsd5ppN8BdcIFz01Kt99luO8f35/MzmTteU/MxEmndzr7wFe2Znb/rkyc9rCsPedRnc4+fOdNOXTz51PWnZQNj3pqp7OTZN9n/jqJ5otp3qb5kNmaN2k+SPM2zYfM1rxJ80Er1fzp3/uyjI11+y6Fj//ZOzMzfTiPfcazcurZ53Q6+zMfel/uvv22PPhRj8nmxz+p09m3fOVL+cont+bEUzblic/7553OTpKPvPNtSTRfTPM2zds0bzvSfDlGegF12gt+KmV8stOZB770d5md2puTn/J9Wb+52zdZ7bzm8kzt2JUNj3pKNl10Waez92y/Nodu/nzWnPrgnP5dr+50drLwDxWaL9C8TfM2zds0H6R5m+ZtmrdpPmilmv/Qf/wvmVizptPZ2//mPdm3e3de8KM/lgueeVGns6/84Uty9+235YnP/c685DU/3+nsD/zJW/KVT27NWZsfnh/5z7/W6exk4V8SNV+geZvmbZq33Z8FlA8hBwAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXk2s9gH6NLNvd8p4t3/EWmeTJLNT92Rm365uZ88cmrs8PNX97EP75y5npzufvZjmi2Zr3p6teZPmS9N80WzN27M1b9J8aZovmr1CzffceXvGJ9d0OrPO1iTJ/rt35+47bu909vShueYHDxzofPaBfXvnHuPw4c5nL6b5As3bNG/TvHul1rraZ+hcKWVrki2rfQ4AAACAEbOt1nrhsd5ppN8BlZQeZi5e2HU9/4E6e/F8zVdm9uL5mq/M7MXzNV+Z2Yvna74ysxfP13xlZi+er/nKzF48X/OVmb14vuYrM3vxfM1XZvbi+ZqvzOzF8zVfmdlHzz82I72Aeuhr/1fK+GSnM2+86pLMTu3Nmd//hqzf3O2brHZec3mmdmzPxqe9LJsuuqzT2Xu2X5td112dteecn7MvvbLT2UlywxUXJ9F8Mc3bNG/TvE3zQZq3ad6meZvmgzRv07xN8zbNB2neNgrNl8OHkAMAAADQKwsoAAAAAHplAQUAAABAryygAAAAAOiVBRQAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADo1cRqH6BPu97/+0npdsc2e3gqSbL3k9fmwFe3djr78F03JUmmdnwyd00f6nT2odt2JEmm796Zu/7mdzudvZjmCzRv07xN86VpvkDzNs3bNF+a5gs0b9O8TfOlab5A87ZRaL4cpda62mfoXClla5Itq30OAAAAgBGzrdZ64bHeaaTfAbXuEU9JKaXTmQe+8omkzmbNgx6T8RNO6XT21E3Xp07tzfgpZ2fN6Q/rdPb03Ttz+PYdKWs2ZN1D/0mns5PkwJf/Lonmi2nepvmQ2Zo3aT5I8zbNh8zWvEnzQZq3aT5ktuZNmg/SvG0Umi/HSC+gzvzen08Zn+x05o1XXZLZqb055Z/+q6zf3O2brHZec3mmdmzPCef/02y66LJOZ+/Zfm12XXd11pz+0Jz5kss7nZ0kN1xxcRLNF9O8TfM2zds0H6R5m+ZtmrdpPkjzNs3bNG/TfJDmbaPQfDl8CDkAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK/u9wKqlHJaKeXlpZR3lVK+XEo5UEq5u5TykVLKj5ZSmo9RSnl6KeXdpZS75u/z6VLKq0sp4/f3TAAAAAAcPyY6mPGyJG9MckuS9yf5epKzknxfkjcneWEp5WW11nrkDqWU70nyziRTSa5JcleSFyX5jSTPmJ8JAAAAwAjoYgH1xSTfneQva62zR64spfxCkr9P8pLMLaPeOX/9xiS/m2QmybNrrf8wf/3lSd6X5KWllB+otb6tg7MBAAAAsMru97fg1VrfV2v9i8XLp/nrb03ypvnfPnvRl16a5IwkbzuyfJq//VSSfz//2x+/v+cCAAAA4PjQxTuglnJ4/nJ60XXPnb98T+P2H0qyP8nTSylra60H78+D1+nDSf3mtzvGqXP/OTM9N7/LyUd2eLMznc/O7PT8Y9TuZy+i+SKatydrPmzq3H9q3qT5Ipq3J2s+bOrcf2repPkimrcnaz5s6tx/at6k+SKatyePQPPlKIs+mqnbwaVMJNme5IIkL6i1/tX89Z9I8uQkT661bm3c77NJHpfksbXWz32Txxi4/7zzk2y4H8cHAAAAYNC2WuuFx3qn+/0teEv41cwtn959ZPk07+T5y7uH3O/I9af0dC4AAAAAVlAv34JXSnlVktck+XySS/t4jCQZtnGbf2fUloe+9l0p45OdPuaNV12S2am9OfP735D1m7d0OnvnNZdnasf2bHzay7Lposs6nb1n+7XZdd3VWXvO+Tn70is7nZ0kN1xxcZJE8wWat2nepnmb5oM0b9O8TfM2zQdp3qZ5m+Ztmg/SvG0Umi9H5++AKqW8MslVSa5P8pxa611H3eTIO5xOTtuR63d3fTYAAAAAVl6nC6hSyquT/HaSz2Zu+XRr42ZfmL98dOP+E0k2Z+5Dy7/a5dkAAAAAWB2dLaBKKT+b5DeSfDJzy6fbhtz0ffOXL2h87VmZ+/Dwj93fn4AHAAAAwPGhkwVUKeXyzH3o+NYkz6u13rHEzd+R5I4kP1BKefKiGeuS/PL8b9/YxbkAAAAAWH33+0PISymXJXlDkpkkH07yqlLK0TfbUWv9gySpte4ppbwic4uoD5RS3pbkriTfneQx89dfc3/PBQAAAMDxoYufgrd5/nI8yauH3OaDSf7gyG9qrX9aSrkoyS8meUmSdUm+nORnkvxWrbV2cC4AAAAAjgP3ewFVa319ktcv434fTfJd9/fxAQAAADi+dfpT8AAAAADgaBZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAenW/fwre8ezuj74tGRvvdGadPpgk2feP78/Bb3y+09nTu29Jkhy86R+z+yP/s9PZB2/50txj7L2j89mLab5A8zbN2zRfmuYLNG/TvE3zpWm+QPM2zds0X5rmCzRvG4Xmy1Fqrat9hs6VUrYm2bLa5wAAAAAYMdtqrRce651G+h1Qax7yuJSUTmcevOkfk9RMnP6wjK87qdvZt301ObQ/YyeelslTHtTp7MN778js3bcmE2uz9uxHdTo7SQ7e9Nkkmi+m+ZDZmg+ZrXmL5oM0HzJb8yGzNW/RfJDmQ2ZrPmS25i1Hmj/qwqeklG6bf2nbJ1JnZ/PgR5+fEzae3Onsr3/h+kzt3ZtTzjw7Zz70YZ3O3nXbztz+9R2e50fPHoHn+XKM9ALq7B/45ZTxyU5n3njVJZmd2ptTn/ujWb+52zdZ7bzm8kzt2J4TL3huNl10Waez92y/Nruuuzprz9ycs//Vr3Y6O0luuOLiJJovpnmb5m2at2k+SPM2zds0b9N8kOZtmrdp3nak+b/7w2sysWZNp7N/6imPy77du/Mvf+4/5IJnXtTp7Ct/+JJc/9EP5Rnf+9K85DU/3+nsD/zJW/JHr/s5z/OjjMLzfDl8CDkAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXpVa62qfoXOllK1JtmR8MqWUTmfX6UNzvxibSBnrdn9Xpw8nqUkZSxmf6Hb2zExSZ5KUlInJTmcni7povjBb8yGzNV9ytub3nq/54GzNh8zWfMnZmt97vuaDszUfMlvzJWdrfu/5810m1qztvPnhg1NJkvHJyYyNjXc6e/rQwdRaMzY+nvGOu8xMH87sjOf54OwH/PN8W631wmO972gvoAAAAADo0rIWUN2u2o4zD37lW5LS7Xb45v/+itSD+3L6i38ua899fKezb3/Xf86hmz6Tk578Pdn4Hf+y09n7Pvs32f3+38vDLnhCXvP7f9zp7CR51VMuSJL8+ke3Z2Ky2y3rz/2zZ2T/nrvzE7/133L+057R6eyrX/mKfOHvP57vvOzledFPvrrT2R/5X2/P23/1Db039zxf4Hne5nne5nne5nk+yPO8zfO8zfO8zfN8kOd5m+d5m+d5m+f5oJV6ni/HSC+gxtedmDLe7ZOwlLHUJGNrNmRiw8ZOZ49NzP3XUSbWdD67TK5LkkxMTuTEUzZ1OnuxE08+JRNr1nQ6s4zNvZVy3YkndX728fm/Sa1Zt67z2evWb0jSf3PP8wWe522e522e50vzPF/ged7med7meb40z/MFnudtnudtnudL8zxfsFLP8+XwIeQAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANCridU+QJ/2bv2LZGy805l1+lCSZP8XP57Dd97Y6ezpu29Lkhy65UvZ8w9/1unsgzd9Lkmy+7adee8fvrnT2Yv99Vt+P+MT3T6tDk8dTJJse++1ueUrX+p09l3fuClJ8rXPfKrzLl/a9okk/Tf3PF/ged7med7meb40z/MFnudtnudtnudL8zxf4Hne5nne5nm+NM/zBSv1PF+OUmtd7TN0rpSyNcmW1T4HAAAAwIjZVmu98FjvNNLvgJo847yklE5nHr5tR5Ka8ZPPytjaDd3OvuvmZPpgxtaflPGTTu909sy+uzO7765kfDKTpz2k09lJcvi2ryXRfDHNh8zWfMjsHdF8kOaDNB8yW/Mhs3dE80GaD9J8yGzNh8zeEc0HaT5I8yGzR6D5coz0AupBl/1GyvhkpzNvvOqSzE7tzWn//CezfnO3b7Laec3lmdqxPSc+4QXZdNFlnc7es/3a7Lru6qw96xE5+9IrO52dJDdccXESzRfTvE3zNs3bNB+keZvmbZq3aT5I8zbN2zRv03yQ5m2j0Hw5fAg5AAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9soACAAAAoFcWUAAAAAD0ygIKAAAAgF6VWutqn6FzpZStSbaMnXBKSkqns2f27U5SM7buxJTxyW5nT+1NZqZTJtdmbM2GTmfPHj6Yemh/Mjae8fUbO52dJDP7diVJNF+g+ZDZmg+ZvTuaD9J8kOZDZms+ZPbuaD5I80GaD5mt+ZDZu6P5IM0HaT5k9gO/+bZa64XHet+RXkCt9jkAAAAARsyyFlATfZzkeHH2pb+ejHf7R7z1f/5scuhATv3OH8+aB39bp7Pv+qvfyaFbvpgTHv+dOWnLizqdvf/zH8mev317Js84L6f9i5/pdHaS3PoHr0qi+WKat2k+ZLbmTZoP0rxN8yGzNW/SfJDmbZoPma15k+aDNG8bhebLMdILqDVnbe78rXJjYxOZTTKx6UFZe9bDu5299oQkyfiGUzqfffDmL8w9xuS6zmcvpvkCzYfM1rxJ86VpvkDzIbM1b9J8aZov0HzIbM2bNF+a5gs0HzJ7BJovhw8hBwAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADoVScLqFLKS0spv11K+XApZU8ppZZS3jrktufNf33YX2/r4kwAAAAAHB8mOprz75M8Ick9SW5Kcv59uM+nkvxp4/rPdnQmAAAAAI4DXS2gfjpzi6cvJ7koyfvvw30+WWt9fUePDwAAAMBxqpMFVK31/yycSildjAQAAABgRHT1DqjlOKeU8m+SnJbkziQfr7V+ussHuOez708ZG+9yZOrM4STJ1Ne2Z+aeXZ3Ontl7Z5Lk8O07cs9n/qbT2Qdv/vzcY+y/u/PZi2m+QPM2zds0X5rmCzRv07xN86VpvkDzNs3bNF+a5gs0bxuF5stRaq3dDizl2Zn7Frw/rrX+YOPr5yX52pC7fyDJZbXWr9/Hx9o65EvnJ9lwX2YAAAAAcJ9tq7VeeKx3Wo13QO1P8h8z9wHkX52/7vFJXp/kOUn+ppTyxFrrvvv7QBMnn5V0/C2B07tvTZKMnbApY5Nru529985k5nDKmvUZ33Byp7NnpvalTu1NxsYzsfGMTmcnC100X6D5kNmaLzlb83vTfJDmQ2ZrvuRsze9N80GaD5mt+ZKzNb83zQdpPmT2CDRfjhVfQNVab0vyH466+kOllOcn+UiSpyZ5eZKr7sOs5sZt/p1RW855xZtSxifv54nv7carLsns1N6c/i9+Ous3b+l09s5rLs/Uju05acvF2XTRZZ3O3rP92uy67uqsPftROfvSKzudnSQ3XHFxkkTzBZq3ad6meZvmgzRv07xN8zbNB2nepnmb5m2aD9K8bRSaL8dYh+e4X2qt00nePP/bZ63mWQAAAADoznGzgJp3+/zlCat6CgAAAAA6c7wtoJ42f/nVJW8FAAAAwAPGii+gSilbSikDj1tKeV6Sn57/7VtX9lQAAAAA9KWTDyEvpbw4yYvnf3v2/OV3lFL+YP7Xd9RaXzv/619P8qhSyseS3DR/3eOTPHf+15fXWj/WxbkAAAAAWH1d/RS8JyY5+qPbHz7/V5LckOTIAuotSb43ybcneWGSySQ7k7w9ye/UWj/c0ZkAAAAAOA50soCqtb4+yevv421/L8nvdfG4AAAAABz/jrcPIQcAAABgxFhAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6FWpta72GTpXStmaZMvEqQ/pfPb0rm8ktWb8pNNTJtd1Ontmz+2p0wcztu6kjG04udPZs1P3ZHb/7pSJNRnfeGans5Nk+q6bkiSaL9C8TfMhszVv0nyQ5m2aD5mteZPmgzRv03zIbM2bNB+kedsINN9Wa73wWO870guo1T4HAAAAwIhZ1gJqoo+THC9O/95fSBnr9o94+59dkUwfzMnP/FdZc9YjOp29+0NvyeHbv5YNj3lGTrjgeZ3OPvDVf8g929+d8U3n5NTnvrzT2Uly+zvfkETzxTRv03zIbM2bNB+keZvmQ2Zr3qT5IM3bNB8yW/MmzQdp3jYKzZdjpBdQGx7x7Snjk53OHJtYk9npg1l7zmOyfnO3b7Lau/Uvcvj2ZGLTOdnwyKd0Ont6751Jkon1GzufvZjmCzRv07xN86VpvkDzNs3bNF+a5gs0b9O8TfOlab5A87ZRaL4cPoQcAAAAgF5ZQAEAAADQKwsoAAAAAHplAQUAAABAryygAAAAAOiVBRQAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6NbHaB+jT/i/9Xcp4t3/EOnM4SXLwG59LnT7U6eyZfbuTJNN3fSP7v/S3nc4+fNtX5x5j6p7OZy+m+QLN2zRv03xpmi/QvE3zNs2XpvkCzds0b9N8aZov0LxtFJovR6m1rvYZOldK2Zpky2qfAwAAAGDEbKu1Xnisdxrpd0CNbTglKd3OnJ3fVJa1J6RMTHY7e//epM4kE2sytnZDt7MPTSWHp5IylrENGzudnSx00XzRbM3bs1eg+dj4eE7cdGqns5Nkzx23J0k2nn56uo5+ZPaGjRszsWZtp7P37d6VmenpTK5bl/UnntTp7IMH9ufgvn29N/c8XzTb31vaszVfcrbmR83XfHC25u3Zmi85W/Oj5ms+OFvz9uwRaL4cI72AeshP/I+U8W6fKDdedUlmp/bmjO/52azf3O2brHZec3mmdmzPxid/TzZddFmns/dsvza7rrs6ax/06Jx96ZWdzk6SG664OInmi2nethLNNz/+ifnFa/6809lJ8iOPfnCS5MoPfCITa9Z0OvunnvK47Nu9Oz/2m2/KBc+8qNPZV/7wJbn+ox/K8y97eV7ymp/vdPYH/uQt+aPX/VzvzT3PF/h7S5vmbZq3aT5I8zbN2zRv03yQ5m2j0Hw5fAg5AAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9soACAAAAoFcWUAAAAAD0ygIKAAAAgF6VWutqn6FzpZStSbasedCjk1I6nX3oli8ldTYTpz4kY+tO6HT24TtuTD20P+MnnprxjWd0Ontm3+7M3L0zZXJdJs94WKezk+TQzV9Ikmi+QPO2lWi+dsOGPOTR53c6O0m+8sltSZLNj39Sxsa6bf61z3wqszMzedDDH5kNGzd2OvsbX/5Spu7Zm1POPDunnXNOp7PvvuOO3HHT13tv7nm+wN9b2jQfMlvzJs0Had6m+ZDZmjdpPkjzthFovq3WeuGx3nekF1CrfQ4AAACAEbOsBdREHyc5Xmz6zh9PGev2uwzv+uvfTWYO5aQLvzuTp5/b6ey7P/GnmbnrG1l73pNywmOe3unsqa9/Nvs/98GMbzwrJ3/HSzudnSR3/dXVSTRfTPM2zYfM1rxJ80Gat2k+ZLbmTZoP0rxN8yGzNW/SfJDmbaPQfDlGegF10hOenzI+2enM3R/8o8zOHMr6Rzw56zd3+yar/V/42NyT8OxH5qQnvrDT2bUm+z/3wUycuKnz2cnCk1DzBZq3ad6meZvmgzRv07xN8zbNB2nepnmb5m2aD9K8bRSaL4cPIQcAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9soACAAAAoFcWUAAAAAD0ygIKAAAAgF5NrPYB+jR14z+mjI13OrPOTidJDt22I2V8stPZs1N7kyTTe27L1Nc/0+ns6V3fmHuMg/s7n72Y5gs0b9O8TfOlab5A8zbN2zRfmuYLNG/TvE3zpWm+QPO2UWi+HKXWutpn6FwpZWuSLat9DgAAAIARs63WeuGx3mmk3wFV1mxISrcz68H9c7+YWJsy3vGG9eCBJDUZm0iZXNPt7OnDyczhJCVl7fpOZycLXTRfNFvzIbM1X2q25kfN13xwtuZDZmu+1GzNj5qv+eBszYfM1nyp2ZofNV/zwdmaD5n9wG++HCO9gDr3VX/c+VvlbrzqksxO7c2Z3/eLWb+52zdZ7bzm8kzt2J6NT/nebLrosk5n79l+bXZdd3XWnvOYnH3plZ3OTpIbrrg4ieaLad6meZvmbZoP0rxN8zbN2zQfpHmb5m2at2k+SPO2UWi+HD6EHAAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPSqkwVUKeWlpZTfLqV8uJSyp5RSSylv/Sb3eXop5d2llLtKKQdKKZ8upby6lDLexZkAAAAAOD5MdDTn3yd5QpJ7ktyU5PylblxK+Z4k70wyleSaJHcleVGS30jyjCQv6+hcAAAAAKyyrr4F76eTPDrJxiQ/vtQNSykbk/xukpkkz661/mit9d8leWKSjyd5aSnlBzo6FwAAAACrrJMFVK31/bXWL9Va6324+UuTnJHkbbXWf1g0Yypz76RKvskSCwAAAIAHjnLfdkbHMLCUZyd5f5I/rrX+YOPrb03yr5L8X7XWPznqaxNJ7k6yJsmJtdaD3+Sxtg750vlJNqw770lJ6fZz1qdu+GQyO5M1Zz8qY+s3djr70C1fzOzU3kycfFYmTn1Ip7On99ye6Tu/nrL2hKw9Z8nvkFyWqa/N/Veh+QLN2zQfMlvzJs0Had6m+ZDZmjdpPkjzNs2HzNa8SfNBmreNQPNttdYLj/W+q7GA+kSSJyd5cq11YIFUSvlskscleWyt9XPf5LGWXEAd28kBAAAA+CaWtYDq6kPIj8XJ85d3D/n6ketP+WaDhv2B5xdTWzY+/ZKUjregd//t25OZw9nwuOdk8pRzOp299zN/ndk9O7PmwY/N+vOe1OnsQ7d+MQe+8omMnXhqTnrCCzudnSR3f/SPkySaL9C8TfMhszVv0nyQ5m2aD5mteZPmgzRv03zIbM2bNB+kedsoNF+O1VhArZhTnv79KeOTnc7cu/XPMztzOCc+7jlZv3lLp7MPfuP6TO3ZmXXnPi6nPPOSTmfv2X5tDnzlE5nceGbns5OFJ6HmCzRv07xN8zbNB2nepnmb5m2aD9K8TfM2zds0H6R52yg0X45uV4T3zZF3OJ085OtHrt/d/1EAAAAA6NtqLKC+MH/56KO/MP8h5JuTTCf56koeCgAAAIB+rMYC6n3zly9ofO1Zmfvw8I99s5+ABwAAAMADw2osoN6R5I4kP1BKefKRK0sp65L88vxv37gK5wIAAACgB518CHkp5cVJXjz/27PnL7+jlPIH87++o9b62iSpte4ppbwic4uoD5RS3pbkriTfneQx89df08W5AAAAAFh9Xf0UvCcmueyo6x4+/1eS3JDktUe+UGv901LKRUl+MclLkqxL8uUkP5Pkt2qttaNzAQAAALDKOllA1Vpfn+T1x3ifjyb5ri4eHwAAAIDj12p8BhQAAAAA30IsoAAAAADolQUUAAAAAL2ygAIAAACgV139FLzj0qHbdqSMj3c6s9aZJMn07ltz6Lavdjp79tD+JMnMvt2dz57Ze8fcYxye6nz2Ypov0LxN8zbNl6b5As3bNG/TfGmaL9C8TfM2zZem+QLN20ah+XKUWutqn6FzpZStSbas9jkAAAAARsy2WuuFx3qnkX4HVMYnu585c3jucmw8KR1/B+OR2WVsbn6XZmeSOjv36z67aL5A86Vna96erfm9aT5I86Vna96erfm9aT5I86Vna96erfm9aT5I86VnP5CbL8NIL6Ae+tNvT+k4+I1XXZLZqb0586Wvy/rN3b7Jauc1l2dqx/ZsfOpLsumiyzqdvWf7tdl13dVZe875OfvSKzudnSQ3XHFxEs0X07xN8zbN2zQfpHmb5m2at2k+SPM2zds0b9N8kOZto9B8OXwIOQAAAAC9soACAAAAoFcWUAAAAAD0ygIKAAAAgF5ZQAEAAADQKwsoAAAAAHplAQUAAABAryygAAAAAOiVBRQAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBelVrrap+hc6WUrUm2bHjMM5Oxbnds+7/wsWR2OmvPvSDjJ57a6eypGz6d2f27M3nauZk8c3Ons6fvujmHdn45Y+s3Zt15T+x0dpLs/9yHkiSaL9C8TfMhszVv0nyQ5m2aD5mteZPmgzRv03zIbM2bNB+kedsINN9Wa73wWO870guo1T4HAAAAwIhZ1gJqoo+THC9OfOJ3pXS8Bd37yfcks9NZ/8inZGLjmZ3O3vfFj2f2njszeebDs+4hj+109qHbd+TgjZ9NWb8xJ37bszqdnSR7t/3vJJovpnmb5kNma96k+aAjzU869dR8+3d9T6ezk+R9b/0fSZLnXPKvU8bHO539wWvempnDh/PE5z4/p57z4E5nb3vve7J75y0597EX5FFbvr3T2d/44ufzhb//eO/NPc8XeJ63eZ63eZ63eZ4PWqnnueYLNG8bhebLMdILqFP/2StSxic7nbnv+g9mdmpvTtpycdZv7vZNVofv+kam7rkz6x9+YTZddFmns/dsvzYHb/xs1mw6J6d+5491OjtZ+JdEzRdo3qZ5m+Ztmg860vzMh23OD/6HX+50drLwDxWX/OIvZWLNmk5n/93/flf27d6d5/7gD+WCZ17U6exbv/aV7N55Sx7/T5+dl7zm5zud/YE/eUu+8Pcf77255/kCz/M2z/M2z/M2z/NBK/U813yB5m2j0Hw5fAg5AAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9soACAAAAoFcWUAAAAAD0amK1D9Cn6btvSxmf7HRmrbNJkpl9uzN9923dzp4+mCSZPbi/+9kH9s5dzhzufPZimi+arXl7tuZNmi9N80Wz55sfPngwd3zjpk5nL3bnzTdlfHJNpzPrzFzzPXfc3vnZD09NJUn2793b+ex7du+ae4yem3ueL5rted7ked7meb40z/MFK/U813yB5m2j0Hw5Sq11tc/QuVLK1iRbVvscAAAAACNmW631wmO900i/Ayqlh+8wnP9/WFJKktLP7KT7s/c5e/F8zVdm9uL5mq/M7MXzNV+Z2Yvna74ysxfP13xlZi+er/nKzF48X/OVmb14vuYrM3vxfM1XZvbi+ZqvzOzF8zVfmdlHzz9GI72Aeuhr3tn5W3xvvOqSzE7tzZkv+6Ws39ztm6x2XnN5pnZsz8anvSybLrqs09l7tl+bXdddnbXnnJ+zL72y09lJcsMVFyfRfDHN2zRv07xN80Gat2nepnmb5oM0b9O8TfM2zQdp3jYKzZfDh5ADAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6NXEah+gT3e9901J6XbHNnt4Kkmyd+tfZP8XP97p7MN3fj1JMvW1bblz6p5OZx+6Y2724d235s6/urrT2YtpvkDzNs3bNF+a5gs0b9O8TfOlab5A8zbN2zRfmuYLNG8bhebLUWqtq32GzpVStibZstrnAAAAABgx22qtFx7rnUb6HVAbzn9m51vQ/Z//aFJnsvYhF2T8pFM7nX1gx6dSD9ydiU0PzpqzH9Hp7MN33ZzDO7+csvaErH/4MT9Pvqn9n/tQEs0X07xN8yGzNW/SfJDmbZoPma15k+aDNG/TfMhszZs0H6R52yg0X46RXkCdfvFrUsYnO51549cuyezU3pz89O/P+s3dvslq5zWXZ2rH9mx4zNOz6aLLOp29Z/u12XXdl7PmtHNzxnf/P53OTpIb5p+Emi/QvE3zNs3bNB+keZvmbZq3aT5I8zbN2zRv03yQ5m2j0Hw5fAg5AAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvVm0BVUrZUUqpQ/66dbXOBQAAAEC3Jlb58e9O8puN6+9Z4XMAAAAA0JPVXkDtrrW+fpXPAAAAAECPfAYUAAAAAL1a7XdArS2l/GCShybZl+TTST5Ua53pYvjswf0p493+EWvq3OXhqcwe3Nft7NnpucvpQ53PzvTBudl1pvvZi2i+iObt2Zo3ab40zRfRvD1b8ybNl6b5Ipq3Z2vepPnSNF9E8/bsEWi+HKXWujoPXMqOJA9rfOlrSX641vrB+zBj65AvnZ9kw/JPBwAAAEDDtlrrhcd6p9X8Frz/keR5Sc5OckKSf5LkvyU5L8m1pZQnrN7RAAAAAOjKqr0DaphSypVJXpPkT2ut37vMGVuTbHnoa9+VMj7Z6fluvOqSzE7tzZnf/4as37yl09k7r7k8Uzu2Z+PTXpZNF13W6ew926/Nruuuztpzzs/Zl17Z6ewkueGKi5Mkmi/QvE3zNs3bNB+keZvmbZq3aT5I8zbN2zRv03yQ5m0j0PwB9w6oYd40f/msVT0FAAAAAJ04HhdQt89fnrCqpwAAAACgE8fjAupp85dfXdVTAAAAANCJVVlAlVK+rZQy8A6nUsp5SX5n/rdvXdFDAQAAANCLiVV63H+Z5DWllA8luSHJ3iSPSPIvkqxL8u4k3X9aFgAAAAArbrUWUO9P8pgkT0ryjMx93tPuJB9J8pYkb6nH24/nAwAAAGBZVmUBVWv9YJIPrsZjAwAAALCyjscPIQcAAABghFhAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6NWq/BS8lbL7Q29Jxrrdsc1OH0yS3PPp92bq65/udPbhXd9Ikkx9/dPZ9cE/6HT2oZ1fTZJM77mt89mLab5A8zbN2zRfmuYLNG/TvE3zpWm+QPM2zds0X5rmCzRvG4Xmy1Fqrat9hs6VUrYm2bLa5wAAAAAYMdtqrRce651G+h1Qax/2hJTS7RZ06oZPJXU2k2c9IuPrN3Y6++AtX0o9eE/GN56RyVMf0unsw3tuy8xd30iZXJ+1Dz6/09lJMrVjexLNF9O8TfMhszVv0nyQ5m2aD5mteZPmgzRv03zIbM2bNB+kedsoNF+OkV5AnfWy16eMT3Y688arLsns1N5suuiyrN/c7Zusdl5zeaZ2bM8Jj312Nl10Waez92y/NruuuzprznhYzvqX/7HT2UlywxUXJ9F8Mc3bNG/TvE3zQZq3ad6meZvmgzRv07xN8zbNB2neNgrNl8OHkAMAAADQKwsoAAAAAHplAQUAAABAryygAAAAAOiVBRQAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADoVam1rvYZOldK2Zpky2qfAwAAAGDEbKu1Xnisd/IOKAAAAAB6NbHaB+jTuT/zv5Lxbv+IN/3W/5V68J6c8dLXZ93mbt9kdds1l+fg1z+Vk576kpzyrMs6nb33k9dm93vfmMkHPTpn/+CVnc5Okhv/63cn0Xwxzds0b9O8TfNBmrdp3vZAb/7wJzwpv3DNn3c6O0lefv65SZI3feYrmZhc0+nsVz3lguzfc3d++s1vzeOeeVGns3/tRy7J5z72kbzwFT+Zl7zm5zqd/YG3vTVvff3P997c83yBv7e0ad6meZvmg1aq+XKM9AKqjJWUsW7f5FVKSU1SxsYy1vXs+Xml9DC7zM0b62H2vR5H84XZmrdna96eqfnSj6P5wmzN27M1b898gDfv49yL9fHfaRkr85c9PhfHSuezx0p/517M83zRbH9vac/WvD1T86UfR/OF2SvUfDmOr9MAAAAAMHIsoAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9mljtA/Rpz9+/KxnrdsdWpw8mSfZ//iM5dNtXO509fffOJMnBmz+fu//uHZ3OPviNL8w9xj13dj57Mc0XaN6meZvmS9N8geZtmrc90Jvv3nlrrv3d/7fT2Yu95/felPGJbv9x+NDUVJLkE+/+i9z4uX/sdPYdN92YJPnKJ7d23uUrn9yapP/mnucL/L2lTfM2zZem+YKVar4cpda62mfoXClla5Itq30OAAAAgBGzrdZ64bHeaaTfATV59iNTUjqdeejWLyepmdh0TsbWntDt7DtvTA5PZWzDKZnYeEans6f37c7s3tuTiTVZc/rDOp2dJIdu/VISzRfTfMhszYfM1rxF80GaD5mt+ZDZmrdoPkjzIbM1HzJb8xbNB2k+ZPYINF+OkV5APegH/2vK+GSnM2+86pLMTu3Nqd/5Y1m/uds3We285vJM7dieEx//ndl00WWdzt6z/drsuu7qrD3z4Tn70is7nZ0kN1xxcRLNF9O8TfM2zds0H6R5m+ZtmrdpPkjzNs3bNG/TfJDmbaPQfDl8CDkAAAAAvbKAAgAAAKBXFlAAAAAA9MoCCgAAAIBeWUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXpVa62qfoXOllK1JtoytPSEppdPZs1P3zD3GmvUpY+Pdzj50IJmdScYnMza5ttvZ04eS6UNJGcvY2g2dzk4Wumi+aLbm7dmaLzlb86Pmaz44W/P2bM2XnK35UfM1H5yteXu25kvO1vyo+ZoPzta8PfuB33xbrfXCY73vSC+gVvscAAAAACNmWQuoiT5Ocrw450ffmIx3+0e8+Q9fnRzcl1Nf+G+z7twLOp19x//+9Ry6+XM58YkvzManfF+ns/dd/8Hc/ZG3ZvLMh+eMF/98p7OT5Ob//ookmi+meZvmQ2Zr3qT5IM3bNB8yW/MmzQdp3qb5kNmaN2k+SPO2UWi+HCO9gJrYdHbK+GSnM8fKWGaTTJx0WiY3Pajb2WvWzV2uO7H72RtOnrucWNP57MU0XzRb8/ZszZs0X5rmi2Zr3p6teZPmS9N80WzN27M1b9J8aZovmq15e/YINF8OH0IOAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANCrVV1AlVIeUkr5/VLKzaWUg6WUHaWU3yylbFrNcwEAAADQnYnVeuBSyiOSfCzJmUn+LMnnkzwlyb9N8oJSyjNqrXeu1vkAAAAA6MZqvgPq/83c8ulVtdYX11p/rtb63CS/keQxSX5lFc8GAAAAQEdWZQE1/+6n5yfZkeTqo778uiT7klxaSjlhhY8GAAAAQMdW61vwnjN/eV2tdXbxF2qte0spH83cguppSf5muQ9yz6euS8bGl3/KhjpzKEly4CufyPTdt3U6e3rvHUmSQzu/mr2ffE+nsw/e9I9Jkpl9uzqfvZjmCzRv07xN86VpvkDzNs3bNF+a5gs0b9O8TfOlab5A87ZRaL4cpda68g9ayn9N8tokr621/lrj67+T5CeT/ESt9Y1LzNk65EtPSNLtsw8AAACAu2qtpx3rnVbrHVAnz1/ePeTrR64/ZZnzx5LMJPnUMu8P9Ov8+cvPr+opgBavTzi+eY3C8cvrk28F5yXZs5w7rtpPwetCrfXC1vVH3hk17OvA6vIaheOX1ycc37xG4fjl9QlLW62fgnfkHU4nD/n6ket3938UAAAAAPq0WguoL8xfPnrI1x81f/nFFTgLAAAAAD1arQXU++cvn19KudcZSiknJXlGkv1J/nalDwYAAABAt1ZlAVVr/UqS6zL34VU/edSXfynJCUneUmvdt8JHAwAAAKBjq/kh5D+R5GNJfquU8rwkn0vy1CTPydy33v3iKp4NAAAAgI6UWuvqPXgp5yZ5Q5IXJDktyS1J3pXkl2qtu1btYAAAAAB0ZlUXUAAAAACMvtX6EHIAAAAAvkVYQAEAAADQKwsoAAAAAHplAQUAAABAryygAAAAAOiVBRQAAAAAvRqpBVQp5SGllN8vpdxcSjlYStlRSvnNUsqm1T4bfCsopby0lPLbpZQPl1L2lFJqKeWt3+Q+Ty+lvLuUclcp5UAp5dOllFeXUsZX6tzwraCUclop5eWllHeVUr48/3q7u5TykVLKj5ZSmv9M4DUKK6OUckUp5W9KKTfOv9buKqVsL6W8rpRy2pD7eH3CKiml/OD8P+vWUsrLh9zm4lLKB+b/9/aeUsrflVIuW+mzwvGi1FpX+wydKKU8IsnHkpyZ5M+SfD7JU5I8J8kXkjyj1nrn6p0QRl8p5ZNJnpDkniQ3JTk/yR/XWn9wyO2/J8k7k0wluSbJXUlelOQxSd5Ra33ZChwbviWUUn4syRuT3JLk/Um+nuSsJN+X5OTMvRZfVhf9g4HXKKycUsqhJNuSXJ/ktiQnJHlakicnuTnJ02qtNy66vdcnrJJSyrlJPpNkPMmJSV5Ra33zUbd5ZZLfTnJn5l6jh5K8NMlDkvxarfW1K3poOA6M0gLqr5I8P8mraq2/vej6X0/y00n+W631x1brfPCtoJTynMwtnr6c5KLM/UtucwFVStk4f7uTM7cg/of569cleV+S70hySa31bSt0fBhppZTnZu5faP+y1jq76Pqzk/x9knOTvLTW+s75671GYQWVUtbVWqca1/9Kkl9I8sZa60/MX+f1CauklFKSvDfJ5iT/K8lrc9QCqpRyXubeELEvyYW11h3z129K8okkj0jy9Frrx1f08LDKRuJb8Obf/fT8JDuSXH3Ul1+XuRf+paWUE1b4aPAtpdb6/lrrl+p922y/NMkZSd525B+c52dMJfn387/98R6OCd+Saq3vq7X+xeLl0/z1tyZ50/xvn73oS16jsIJay6d5b5+/fNSi67w+YfW8Kslzk/xw5v49s+VHkqxN8jtHlk9JUmvdleQ/zf/WmyP4ljMSC6jMfZtdklzX+AfrvUk+mmRD5t7GDBwfnjt/+Z7G1z6UZH+Sp5dS1q7ckeBb1uH5y+lF13mNwvHhRfOXn150ndcnrIJSyrcl+dUkV9VaP7TETZd6jV571G3gW8aoLKAeM3/5xSFf/9L85aNX4CzAfTP0dVtrnU7ytSQTSR6+koeCbzWllIkk/3r+t4v/QdlrFFZBKeW1pZTXl1J+o5Ty4ST/MXPLp19ddDOvT1hh8/97+ZbMfYbiL3yTmy/1Gr0lc++cekgpZUOnh4Tj3MRqH6AjJ89f3j3k60euP6X/owD3kdctHB9+NckFSd5da/2rRdd7jcLqeG3mfkDAEe9J8kO11tsXXef1CSvvPyR5UpJn1loPfJPb3pfX6Anzt9vfzfHg+Dcq74ACAI5RKeVVSV6TuQ9KvXSVjwMkqbWeXWstSc7O3E+pfHiS7aWULat7MvjWVUp5aube9fRrPjgclm9UFlBHNssnD/n6ket3938U4D7yuoVVNP/joa/K3I98f06t9a6jbuI1Cquo1rqz1vquzP2gndOS/NGiL3t9wgqZ/9a7P8rct9Ndfh/vdl9fo8PeIQUjaVQWUF+Yvxz2GU9HfmrIsM+IAlbe0Nft/P/Qb87cByJ/dSUPBd8KSimvTvLbST6bueXTrY2beY3CcaDWekPmFsWPK6WcPn+11yesnBMz91r7tiRTpZR65K/M/cT1JPnd+et+c/73S71GH5S5b7+7qdbq2+/4ljIqC6j3z18+v5Ryrz9TKeWkJM/I3PfW/u1KHwwY6n3zly9ofO1ZmfvJlR+rtR5cuSPB6Cul/GyS30jyycwtn24bclOvUTh+nDN/OTN/6fUJK+dgkt8b8tf2+dt8ZP73R749b6nX6AuPug18yxiJBVSt9StJrktyXpKfPOrLv5S5DfNbaq37VvhowHDvSHJHkh8opTz5yJWllHVJfnn+t29cjYPBqCqlXJ65Dx3fmuR5tdY7lri51yiskFLKo0spA9+qU0oZK6X8SpIzM7dQ2jX/Ja9PWCG11gO11pe3/kry5/M3+8P5666Z//3/yNzi6pWllPOOzCqlbMrCT9B700r9GeB4UWqtq32GTpRSHpHkY5n7H+g/S/K5JE9N8pzMfevd02utd67eCWH0lVJenOTF8789O8k/z9zb/z88f90dtdbXHnX7dySZSvK2JHcl+e7M/ejadyT5/joqf5OCVVZKuSzJH2TuHRS/nfbnTuyotf7Bovu8OF6j0Lv5b4v9z5l7F8XXktyZuZ+Ed1HmPoT81swtja9fdJ8Xx+sTVlUp5fWZ+za8V9Ra33zU134qyW9l7vV8TZJDSV6a5CGZ+zDz1wa+xYzMAipJSinnJnlD5t7qeFqSW5K8K8kvLfp/jICeLPof4WFuqLWed9R9npHkF5N8R5J1Sb6c5PeT/FatdWZgArAs9+H1mSQfrLU++6j7eY1Cz0opFyT5sSTPzNy/nJ6SZF/m/k/Uv8zc6+3oHxTg9QmrbKkF1PzXX5TktUm2ZO67j65P8ju11j9cyXPC8WKkFlAAAAAAHH9G4jOgAAAAADh+WUABAAAA0CsLKAAAAAB6ZQEFAAAAQK8soAAAAADolQUUAAAAAL2ygAIAAACgVxZQAAAAAPTKAgoAAACAXllAAQAAANArCygAAAAAemUBBQAAAECvLKAAAAAA6JUFFAAAAAC9soACAAAAoFcWUAAAAAD0ygIKAAAAgF79/7z3GKetAbqKAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 306,
       "width": 592
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_plot_array(chroma35.array)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.10 ('.env': venv)",
   "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": "3.8.10"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "a52a358eae3e51af662b02193f9bc7647da22fcd152427ee064e67420f0b729e"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}