{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "343bbbbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import automuse\n",
    "import automuse.chord as chord\n",
    "import automuse.modes as modes\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['figure.dpi'] = 300"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "619e637f",
   "metadata": {},
   "source": [
    "# Visualising Notes\n",
    "\n",
    "AutoMuse comes with utilities that visualise notes on a fretboard. These can be found in `automuse.guitar`.\n",
    "\n",
    "First, let's draw an empty fretboard."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "52265234",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 3900x1020 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from automuse.guitar import draw_scale\n",
    "\n",
    "draw_scale([], capo=0, width=13)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4786766",
   "metadata": {},
   "source": [
    "Then, let's draw a fretboard with all the notes. Sorry but I have ran out of transitional words."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2366213d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PYwJsaMSIEcrOznZrb9CggSZMmBCGiKJLp06dNGbMGDbaOQBzCdHO6PHyRYoU8elpRUZjlCxZUo0bNw4otjNt3LhRU6ZMMeybPHmyateubdmxYE/Lly9XZmamYd+ll16qSy65JMQR+Y/aBE+clOtGqEuIJmYbZ899ytdpffr0MWxfvny5/vjjD6vCckNdghXsku9GqE2A/1atWmW4gECSrrjiioDGpj4hnObPn2/ad+mll0b00+eCxWzhzPDhw9nsbXNOzne7nOdZaenSpVq9erVbe5kyZXT33XeHISLYVWxsrOnnNklavHhxCKMxRm2CVUKZ79Smf1Cb4ETUJsAazCXYEed5/+A8D4Dd8GQ7wGY2b95suEgpJiZGb7zxhpKSksIQFWA/zCVEg82bN+viiy/26T35+fkqVapUQMf9888/FRdnfpr51ltv6c477/R6vH//+9/Kz893a7/iiis0cOBAv2KEs3z22WemfZ6+BI001CYUxu65Tl0C/pKenq4lS5YY9pnN5fbt2ys5Odlt00JBQYE++ugjDRkyxOowqUuwRKTnO7UJCJ4333zTtG/w4MF+j0t9Qrh98cUXpn39+/cPYSSRYdWqVfr666/d2kuVKhWUc1SElp3z3SnneVYyW5T6wAMPqESJEiGOBnbXo0cPwyeSS1JaWlqIozkbtQlWsyrfqU3uqE2IFtQmwBrMJUQqzvPccZ4HwCl4sh1gMy+++KJcLpdbe0pKitq1axeGiAB7Yi4hGqxduzbcIRhq27at16/dvn27Pv74Y7f2uLg4vfrqq1aGBRtbtWqVaV/nzp1DGElgqE0ojN1znboE/CU1NVV5eXlu7ZUqVVKrVq0M3xMfH69u3boZ9s2ePdvS+E6jLsEKkZ7v1CYgOFatWqWZM2ca9rVu3VrNmjXze2zqE8KpoKBA3333nWn/lVdeGcJoIoPZwpl7771XpUuXDnE0sJLd890J53lW+vbbb/XVV1+5tRcvXlxDhw4NQ0Swu+bNm5v2fffddyooKAhhNGejNsFqVuU7tels1CZEE2oTYA3mEiIV53ln4zwPgJOw2Q6wkb179+qDDz5wa4+Pj9fo0aPDEBFgT8wlRItI/DBfvnx5XXTRRV6/fsKECYZPaLjttttUr149K0ODTeXm5mrDhg2GffHx8aaLuCMNtQmFcUKuU5eAv5htFurdu7diYmJM39e7d2/D9pUrV2r//v2WxHYadQlWifR8pzYB1tu7d69uuOEGww1xsbGxpk+E8HZs6hPCaevWrTpx4oRhX3Jyspo0aRLiiMJr3bp1hk8+S0pK0oMPPhiGiGAlu+e7E87zrGS2KPXOO+9UuXLlQhwNnKBcuXI6//zzDfuysrK0c+fO0Ab0f6hNCAar8p3adDZqE6IFtQmwBnMJkYzzvLNxngfASdhsB9jI1KlTlZub69Z+2223qVatWmGICLAn5hKiRSR+mL/88ss9Lqo904kTJzRjxgy39ri4OD311FNWhwab2rx5s3Jycgz7LrjgAiUmJoY4Iv9Qm1AYJ+Q6dQmQ0tPTtXTpUsO+a665xuN7u3fvrri4OLf2goICffTRR1aE9zfqEqxgh3ynNgHW+vXXX3XFFVdo3759hv2PP/64mjZt6vf41CeE248//mja16hRI6//fjvFmDFjDNsHDx6sihUrhjgaWM3u+W738zwrbdiwQfPmzXNrT0hI0MMPPxzyeOAcNWvWNO3bunVr6AI5A7UJwWJFvlOb/kFtQjShNgHWYC4hknGe9w/O8wA4DZvtABuZPn26Yfvw4cNDGwhgc8wlRIPc3FyPCyLCpV27dl6/du7cuTp+/Lhbe79+/VS9enUrw4KNbdu2zbSvQYMGIYwkMNQmFMbuuU5dAv6SmpqqvLw8t/aSJUvqiiuu8Pje5ORkdejQwbDP7Olh/qIuwQqRnu/UJsBaH330kVq1amW60DQlJUX//ve/AzoG9Qnhtn37dtO+hg0bhjCS8Pv55581d+5ct/a4uDg98sgjYYgIVrNzvjvhPM9KY8aMMXzi7IABA1S1atUwRASnqFGjhmmfp78hwUJtQjAFmu/UprNRmxAtqE2ANZhLiGSc552N8zwATuN+e2AAEWnVqlWGF+k6depki8W1QKRgLiFa5OTkaMqUKab9TzzxhHbv3n1WW6tWrTRkyBCvj/Hggw/q8OHDZ7V17dpVAwcONH1P586dvR7fbBGdLzHC+fbu3Wva5+lOo5GE2gRv2D3XqUvAX8w2CXXv3l0JCQmFvr9379766quv3NpXrVqlffv2qUqVKgHHSF2CVSI936lNgDXWrVunp59+WvPnzzd9zYgRI/T8888HdBzqEyKB2VMbJalu3bohjCT8XnjhBcOFMzfeeKMtPqOicHbOdyec51ll27ZtmjNnjlt7bGysHn300ZDHA2fxtPnowIEDIYzkL9QmBFOg+U5t+ge1CdGE2gRYg7mESMZ53j84zwPgRGy2A2zio48+Mmy/5ZZbDNsPHjyo+fPna82aNVq/fr327t2rjIwMZWdnq2jRoipVqpSqVq2qOnXqqGnTpmrfvr2aN28elkcHA6HEXEK0KFGihFJSUgz7srOzdfvtt7u19+vXz/Q950pPTzf80H7TTTd5PYYnR44c0ZIlS9zazz//fMO77xQUFGj16tVatGiR1q9fr82bN+vo0aPKyMhQkSJFVKxYMVWoUEHnn3++GjVqpObNm6tr164qV65cwLEivDxtQKpUqVIII/EftQnesHuuU5eoS/grT5cuXWrYd80113g1Ru/evTVs2DC3dpfLpTlz5hj2+Yq6BCvYId+pTdQm+C4/P185OTlKT0/X119/ralTpxrm4Wn16tXTxIkTdfXVVwd8bOoTIsHvv/9u2meHz2VW2bFjhz788EO39piYGI0cOTIMESEY7Jzvdj/Ps9LYsWOVn5/v1n7ttdfqwgsvDENEcBJPTyU4ePBgCCOhNiH4As13atM/qE2IFtQmwBrMJUQ6zvP+wXkeACdisx1wjlq1agV1/KNHjyo5Odnn933xxRdubXFxcWctUMrPz9enn36qV155RcuWLVNBQYHhWMePH9fx48e1b98+rV27Vv/9738lSRUrVtRdd92l+++/XxUqVPA5RuBMJ06c0IwZM4I2fps2bVS7dm2f38dcQjBEar6bWbNmjU6dOuXW7ssj5FeuXGl45yirHkO/cOFCw7l33XXXnbXwbffu3Xrttdc0bdo00y+z8vLylJOTo6NHj2rLli1avHixpL/unHPFFVfooYceUrdu3SyJG6Hn6UtMu/wNpjbBG07IdTPUJepStJg7d67y8vLc2uPj49WjRw+vxqhZs6YaNmyoDRs2uPXNmjXLks121CVYwS75bobaRG2KVqNHj9bo0aMDGiMmJkYtW7bU7bffrttuu01xcdZ8DUV9QiQ4dOiQaV/lypVDGEl4jRs3zrDO9+7dWxdffHEYIkIwODXf7XCeZ5U9e/bo/fffN+x77LHHQhwNnKh48eKmfUeOHAlhJNQmBF8w853a9BdqU/SJ1PV5VqE2IVTstl7JV8wlnMlu+c553l84zwNgZ2y2A2xg165d2rJli1t7s2bN/r679JIlSzRs2DBt3LjR7+P88ccf+ve//63x48dr4MCBGjNmDHevht8OHz6sAQMGBG38adOm+fzhhrmEYInEfPdkxYoVbm1FixZV06ZNAxqjUqVKqlu3bkCxnbZgwQLD9quuukqSlJmZqdGjR2vy5MnKzc316xgFBQVatGiRFi1apEsuuUTPPvus+vbt63fMCI+srCzTvpIlS4YwEv9Qm+Atu+e6J9Slv1CXnG/OnDmG7R07dlTp0qW9HqdPnz6Gm4/S0tK0Z88enX/++X7HSF2CVeyQ755Qm/5CbYKvzjvvPH3wwQfq0qWLpeNSnxApTp48adpXqlSpEEYSPvv379e7775r2MfCGWdxar7b4TzPKuPHjzc8D+zWrZsaN24chojgNJ42H+Xk5IQsDmoTQiGY+U5tojbBeahNCCW7rVfyBXMJ57JbvnOex3keAPuLDXcAAAq3aNEiw/aOHTuqoKBAjz32mLp06RLQQoIzZWdn66233tKll16qZcuWWTImEAmYS8BfjD6It2rVSvHx8QGNYeVdc4zma1xcnNq2basNGzaoadOm+s9//uP3otFzbdy4Uf369dNdd93lcUMLIk92drZpX2JiYggj8Q+1Cd6ye657Ql1yR11ynvT0dC1dutSw78wn8nijd+/ehu0ul8t0g5O3qEuwgl3y3RNqkztqE7xx6NAhde3aVRUqVNCAAQNMn8DoK+oTIoWTP5d5a8KECYYLyjt16qSWLVuGISIEi1Pz3Q7neVY4ePCgpkyZYtjHolRYpVixYqZ9odxsR21CKAQz36lN1CY4D7UJsAZzCXbHeR7neQDsj812gA2sXbvWsL1JkyYaOHCgxo4da/io4ED9/vvvuuKKKzR27FjLx7aT4cOHq2PHjl7/Gz58eLhDhgnmEiDl5+dr9erVbu2+fBA/ceKE1q1bF9AYnuzfv1+///67W/tFF12kTZs2qV27dvr1118tOda53n77bTVr1ky7du0Kyviwnt0X/lCb4C2757oZ6pJn1CXnmDt3rvLy8tzaY2Ji1KdPH5/GatasmapUqWLYN3v2bL/iO426BCvYJd/NUJs8ozbBG4cOHdKMGTN01VVX6cILLwx4cyz1CZHC00LqpKSkEEYSHunp6XrzzTcN+1g44zxOzHc7nOdZ5T//+Y/h0wnbtGmj9u3bhyEiOFFCQoJpn9FnwmCgNiFUgpXv1CZqE5yH2gRYg7kEu+M8j/M8AM4QF+4AABRu/fr1hu2zZs3Sxx9/bNiXkJCgSy+9VM2bN1f16tWVnJys+Ph4HTt2TMeOHdPu3bu1Zs0abdmyxeNChNN3Bo6JidGIESMs+Xns5ocfftDy5cvDHQYswFwC/vqb9ueff7q1+/JBPC0tzfCLI6s+zJvN1bJly6pnz57KyMgw7K9SpYqaN2+uSy+9VGXLllXp0qWVlZWlY8eO6ciRI/rxxx+1du1a0/ef9vPPP6tTp0765ptvVKlSpYB/HoSPv4st27Ztq1WrVgV07KVLl6pjx46Fvo7aBCvYIdfNUJeoS9HCbJNBs2bNVLVqVZ/GiomJUc+ePfXWW2+59a1Zs0a7d+9W9erV/YqTugQr2CXfzVCbqE2w1vbt23XDDTeoc+fOmjNnjsqWLevzGNQn2EEwNnxGmpdeekknTpxwa2/WrJm6du0ahogQLnbNdzuc51nh6NGjeu211wz7WJQKK3l64rWnjUlWojYhVIKV79QmahOch9oEWIO5BLvjPI/zPADOwGY74ByTJk1S+fLlgzZ+8eLFfXp9Xl6eNmzYYNhntJCgefPmuvvuu3XttdcqOTm50PGPHTum6dOn69VXX9XWrVtNX/fYY4+pUaNG6t69u9exA5GEuRRZ8vLytHfvXsO+atWqKS6OU5RgMXq8fFxcnFq3bh3QGKVLl1ajRo0Ciu00s0V0X3/9tVtb8eLFNXjwYKWkpKhFixaFju1yubRmzRq98sormjNnjk6dOmX4uh07duj666/X0qVLIzofmUuen+hl9v83UlCbIkukzyc757on1CVn1SUp8udSOBw+fFhLly417Lvmmmv8GrN3796Gm4+kv5729fDDD/s8JnUpsth1Ltkl3z2hNlGbolnfvn3Vr18/w76CggJlZWUpKytLhw4d0q5du7Rjxw6tX7/e49OPTluyZIlatGihL7/8UnXr1vU6JupT5GAueX6alzfzwM4yMzP1yiuvGPaxcMY3dplLTsx3O5znWWHy5MmGC/oaNWqknj17hiGi4LHLfHIqT5uPPF3LtAq1yTrMpcIFK9+pTc6qTcwl30Ta+jwrUJusw3yKbswl6zCXwofzPGed50nMJyBquYAoNGrUKJckw387duwId3hn+fXXX01jPfNf3bp1XV988YXfxykoKHC98MILrri4ONNjVK1a1ZWZmWnhT2cPHTp08Or/wel/HTp0CHfIIWX2+6lRo0a4QzsLcymy7NixwzZ/h89kl3z3pF+/fm7xN2/e3KcxOnfu7DZG9+7dLYsxJSWl0LkaGxvrGjp0qOvQoUN+H2fLli2uxo0bezzOxIkTLfu5gsGuc8lKffv2Nf0dfPLJJ36Nefnll/tU+43+LV26tNDjUJsiS6TPJzvnuifUpX84oS65XJE/l8LhrbfeMv2dbNq0ya8xT5486SpevLjhmL7OodOoS5HFrnPJLvnuCbXpH9QmZ/L0+xg1apTP42VnZ7u+/vpr1/Dhw12lSpUqNDfr1avnOnbsmNfjU58iB3PJ5WrSpInp7+D7778Pd3hBNWbMGMOf+6KLLnLl5+eHOzxbsctccmK+2+E8L1DHjx93lS1b1vD/2wcffBDu8Cxnl/kUbLfeeqvp7yGYpk6danrclJSUoB7b5aI2WclOc8lp+U5tclZtstNcChU7rc+zArXJOswnd05Yr+Qt5pJ17DqXnJDvnOc56zzP5bLvfAIQmFgBiGh79uwp9DWDBw/WTz/9pG7duvl9nJiYGI0cOVKLFy82vfPW77//rokTJ/p9DCCcmEvAX1auXOnW5svj5XNzc5WWlhbQGIUpbL5WqFBBy5Yt08svvxzQ3e4uvPBCpaWlqU+fPqavGT16tDIyMvw+BoKvWLFipn2R/v+O2gRf2DnXPaEu/YO65Fxz5swxbL/gggvUoEEDv8ZMSkrSlVdeadi3du1a7dixw+cxqUuwgl3y3RNq0z+oTfBGYmKi2rVrp0mTJmnv3r16+umnVaRIEdPXb9myRQMHDvR6fOoTIomnJyMcPnw4hJGE1smTJ/XSSy8Z9o0YMUKxsXzd7EROzHc7nOcF6o033tCRI0fc2mvXrq0bbrghDBHByU6cOGHad9555wX12NQmhFqw8p3aRG2Cc1CbAGswl+AUnOdxngfAGXhmJRDhCltM8MQTT+i5556z7HgdOnTQ22+/bbrgYfLkyRoxYoSKFi1q2TGN1KhRI2K+rMvOzvbp9StWrPD4JWQwlS9fXrt27QrLsSMdcymyFBQUmPbVr1/fq4sj5Lu73NxczZo1y7T/yJEjOnjwoFv7yZMnNWPGDK+OsXfvXmVlZbm1Hzt2zHSMhg0b6tJLL/VqfMnzfK1evbqWLl2q2rVrez2eJwkJCZo5c6batGmjn376ya0/MzNTb775ph599FFLjmfG37lqxVwKtmDPVU9fYqanpwftuFagNkWWQOcTue6OuuS7SKlLErXJKocPH9bSpUsN+6655pqAxu7du7dSU1MN+2bPnq0RI0b4NF601iUpMmuTHT8z2SHfqU2+ozYFn5Oub5QsWVKjR49W165ddf311+vAgQOGr/v000+1aNEide3atdAxo7U+ObU2BVuw51OFChVM+8zy3Qnefvttw/pYvXp13XLLLWGIyHtOnUuhqB12y3ennOcFIicnx3RT+KOPPupxM3y4cZ5nT7///rtpX7A321GbrGWX2hRO/uQ7tSn6alOk1yXJ+XM1nOxamyKxLkmRP5+YS8Fj17kkReZ84jwvODjPi77zPCnya1OoFStWTIcOHQp3GEDQsdkOiHCeLtoNHjzY0oUEpw0YMEAzZszQwoUL3fqOHDmizz77TNdff73lxz1TVlaW4cmiHRQUFIQtdrv+zkKBuWQf3m5wtdvPFQobNmzQgAEDfH7f66+/rtdffz2gY7/44oumfTNmzPDpw7zZfC1ZsqQ+//xzyxaNnla8eHG98cYbatOmjWH/9OnTg75wNBhz1dfN4sES7LlasWJF0z6ji1feePrpp71+74oVK/TWW2/5dRxqk314M5/IdXfUJf9EQl2SqE1WSU1NVV5enmGfpydFeaNnz56KjY01vLDvz2a7aK1Lkv1qU6R+ZrJDvlOb/ENtCi47/f3xVtu2bfW///1PHTp0MP0djxw50qvNdtFan5xam4It2L+zSpUqmfbt3bs3qMcOl1OnTmn8+PGGfQ8//LDi4+NDHJFvnDqXQvEz2S3fnXKeF4ipU6dq//79bu2VK1fWbbfdFpIY/MV5nj3t3LnTtK969epBOy61KbQiqTaFkz/5Tm2iNp0pEuqS5Py5Gi52rk12q0tSZMwnu/3O7MLOc0my33ziPM9/nOdxnneuSKhNAIKDzXZAhMvMzDRsr1WrliZPnhy0444aNcpwMYH0152Hg72YoFixYipWrFhQj+Gt7Oxsj3clOFdsbKySkpKCGJG5SPmdRSLmUmQpKCgw/ZCRlJTk1Z0+IvHnCre1a9eGOwRDbdu29fq1p06dUk5OjmHfuHHjdPHFF1sV1llat26trl27atGiRW59mzZt0vbt21WnTp2gHFvyf65aMZeCLdhz1dPCnx07dvg15pVXXun1a/Py8vzebEdtiiyBzidy3R11yX/hrksStckqs2fPNmxPSEjQ9u3b/Z6/p1WtWtXwiT/r1q3zOU+itS5JkVmb7PiZyQ75Tm3yH7UpeCLt749VWrRoocmTJ+vOO+807F+3bp3S0tLUqlUrj+NEa31yam0KtmD/zqpUqWLat3nz5qAeO1ymT59uuLHqvPPO0x133BGGiHzj1LkUip/JbvnuhPO8QOTl5ZkuuHvooYeUmJgYkjj8xXmePXnafFS3bt2gHZfaZD271KZw8iffqU3RV5sivS5Jzp+r4WLn2hSJdUmK/PkUib8zJ7DzXJIicz5xnhccnOdF33meFPm1KdT424BowWY7IMKdPHnSsL179+5BLVZt2rRRjRo1DB8BvXLlyqAd97RIevR0x44dtXz5cq9f365dOy1btix4AcEvzKXIsnPnTtWqVcuw7+eff1bNmjVDG5BDROKH+fPPP181atTw+vVmc1WSrrvuOitCMnXTTTcZLhyV/pqvwVw46u9cZS55/tJ++/btIYzEd9SmyBLp88mOuU5dCkw465JEbbLC4cOHTT8bnjp1SrfeemtQjz979mw99thjXr8+WuuSFJm1yW5zyS75Tm0KDLUJvho8eLAmTZpkuinj008/LXSzXbTWJ2pTZLrgggtM+yJx81Gg8vPzNXbsWMO+YcOGqWjRoiGOyHfMJf/ZLd+dcJ4XiJkzZxpuBClTpozuvvvukMQQCM7z7MnT5iNPf0MCQW0KDuZS4fzJd2pT9NUm5lJ0snttisS6JDGfopHd55IUmfOJuRQcnOdF33mexHwColV0baMFbMhsMUG5cuWCfuyOHTsatu/atcvjwh4gEjGXEA0i8cO8r3fN8TQngj1fO3XqZNr3888/B/XY8F/9+vVN+37++Wfl5+eHMBrfUJvgCzvmOnUpMNQl+0tNTVVeXl7Yjm/2lDEz1CUEwi75Tm0KDLUJvoqNjVVKSoppf1paWqFjUJ8QSS655BLTvg0bNuj48eMhjCb4Zs2aZXhzl5IlS2rIkCFhiAihZLd8d8J5nr8KCgpMF6Xef//9KlmyZEjiQHQ5evSoDhw4YNhXo0YNlS1bNijHpTYhHPzNd2oTtQnRgdoEWIO5BDvhPI/zPADRg812QITLzc01bA/FI2ebNGli2O5yubRnz56gHx+wEnMJTnfy5Elt2rQp3GG48fXDvNlclYI/X2vWrKkyZcoY9u3evTuox4b/ypUrpwoVKhj2nThxIqIX/VKb4Au75Tp1KXDUJfvzdbOb1X744Qdt27bN69dTlxAIO+Q7tSlw1Cb4o127dqZ9v/76a6Hvpz4hklxwwQVKTEw07MvLy9OKFStCHFHwuFwuvfDCC4Z99957r5KTk0MbEELOTvnulPM8f3388cf65Zdf3NqLFy+uoUOHhiQGRJ9vv/3WtK9p06ZBOSa1CeHiT75Tm6hNiA7UJsAazCXYCed5nOcBiC5stgMiXFJSkmF7Tk5O0I9dvnx5074///wz6McHrMRcgtMVLVpUeXl5crlchv+effZZt/cUK1ZMubm5pu85999DDz3kNkblypU9vue+++7z6ecwm6tSeOcrczWytWzZ0rRv5cqVIYzEN9Qm+MpOuU5dsgZ1yb4OHz6sZcuWhTsMnzZAUZfgL7vkO7XJGtQm+OrCCy807UtPTy/0/dQnRJK4uDi1aNHCtP+zzz4LYTTB9emnn2rjxo1u7UlJSYb1Ds5jp3x3ynmev8wWpd55550eaxkQiOXLl5v2BWuRJ7UJ4eJPvlObqE2IDtQmwBrMJdgJ53mc5wGILmy2AyKc2WN1Dx8+HPRjlytXzrQvLy8v6McHrMRcQrRbtWqVW1uLFi0UFxcX0Bht2rQJKK5zlShRwrQvnPOVuRrZOnToYNr3+eefhzAS31Cb4Cu75roR6pJ3qEv2NXfu3Ij4/+TLZjvqEvxlx3w3Qm3yDrUJvipdurRpnzcb5qhPiDRdunQx7fvoo4+Un58fwmiC5/nnnzdsHzRokCpWrBjiaBAuTsl3u5zn+ePzzz/X+vXr3drj4+P1r3/9KwwRIVp8+umnpn3dunULyjGpTQiXYOQ7tQlwBmoTYA3mEpyE8zwAcBY22wERrmrVqobt+/btC/qxT548adpXvHjxoB8fsBJzCdGsoKBAaWlpbu2+fBDPzs7WunXr3Novv/zygGI7V9GiRVW2bFnDvnDOV+ZqZOvUqZNp31dffaXjx4+HMBrvUZvgK7vm+rmoS96jLtnXnDlzDNtvuukmr+9a6Mu/K6+80vB4P/30k3755RevYqYuwV92zPdzUZu8R22ClbzJG+oTIo1ZHZKkgwcPelyMbReLFi3S2rVr3dqLFCmiRx55JAwRIVyckO92Os/zh9mi1AEDBqhatWohjgbR4scff9SmTZsM+2rWrKn69etbfkxqE8IlGPlObQKcgdoEWIO5BCfhPA8AnIfNdkCEq127tmH7mjVr5HK5gnrsAwcOmPZVqVIlqMcGrMZcQjTbtGmTMjIy3Np9+SC+du1a5ebmurUH4845ZvPV6IKE1czmK3M1sjVp0kQ1a9Y07MvKytKHH34Y2oC8RG2Cr+ya6+eiLnmPumRPhw8f1tKlSw37rrvuuqAc84YbbjDt8/ZpX9Ql+MOu+X4uapP3qE3wlacn0JltHD0T9QmRpmXLlqpRo4Zp/3/+85+gHfuTTz7RjBkz3P5ZzWzhzI033qhatWpZfjxELifku93O83yxbNkyffPNN27tsbGxevTRR8MQEaLFa6+9Ztp36623BuWY1CaESzDyndoEOAO1CbAGcwlOwnkeADgPm+2ACNe4cWPD9vT0dNM7aFll8+bNhu1ly5b1aiEEEEmYS4hmRh92Y2Ji1Lp1a6/HMHpEfVJSkpo0aRJQbEbM5uvy5cstP9aZDh8+rIMHDxr2XXDBBUE9NgLXv39/075XXnkl6Isw/UFtgj/smOvnoi55h7pkX3PnzlV+fr5be/HixdW9e/egHLNv376Kj4837PN28xF1Cf6wa76fi9rkHWoT/LFx40bTvnr16hX6fuoTIk1MTIxSUlJM+1euXKlFixYF5djDhw/XgAED3P5ZadWqVYb1JCYmRiNHjrT0WIh8Tsh3u53n+cJsUWq/fv28qrGAP3bv3q333nvPsC82NlaDBw+2/JjUJoRLsPKd2gTYH7UJsAZzCU7DeR4AOA+b7YAIV6VKFVWvXt2wb9asWUE99vz58w3bW7VqFdTjAsHAXEI0M/owX79+fZUpU8brMYw+zDdv3tx0kWsgzC4yLFiwwPAOQFb5/PPPTTepMF8j36233qqYmBjDvp9++snvhdfBRG2CP+yY6+eiLnmHumRfc+bMMWzv3r27ihYtGpRjli1bVldccYVh36ZNm0w3C5yJugR/2DXfz0Vt8g61Cf74/PPPTfvMNtKdifqESDR48GAVKVLEtP+hhx5SXl5eCCOyjtnCmV69eumSSy4JcTSIBHbPd7ud53nr22+/1eLFiw37HnvssRBHg2jy+OOPKycnx7Cvf//+pudtgaA2IVyCle/UJsD+qE2ANZhLcBrO8wDAedhsB9hAz549DdvffPNNZWdnB+WYa9eu1W+//WbY16VLl6AcEwg25hKildEHcV8eUe9yubR69Wq39mA9or5Hjx6KjXU/TT1+/LimTJkSlGNK5ov0ypYt69UCQIRX/fr1PT495eGHHw7qwmN/UZvgK7vm+pmoS96hLtnT4cOHtXTpUsO+6667LqjHvuGGG0z7vN2IS12CL+ye72eiNnmH2gRfZWRkaPr06ab9V199tVfjUJ8QaWrXru2xFm3cuFFPP/10CCOyxvr16/XFF18Y9rFwJnrZPd/tdp7nLbNFqVdddVXY73YP5/r44481c+ZMw74iRYpo9OjRlh+T2oRwCWa+U5sAe6M2AdZgLsGJOM8DAOdhsx1gA9dff71h+6FDh/Tqq68G5ZhPPfWUYXtMTEzQF0wBwcJcQjQ6ePCgtm/f7tbuy4f5LVu2KD093a09WB/mK1asqHbt2hn2TZo0SZmZmZYfMy0tzfRu+/369VNcXJzlx4T1Hn30UdO+vXv36p577glhNN6hNsEfdsz106hL3qEu2dfcuXOVn5/v1p6UlOT1hgJ/9e3bVwkJCYZ9Zk8fOxd1Cb6we76fRm3yDrUJ/hg2bJiOHTtm2FezZk2v5wj1CZHoiSee8Pi0r3HjxunTTz8NYUSBGzNmjGF7x44deaJjlLNrvtvxPM8bGzdu1Lx58wz7WJSKYPnhhx90++23m/YPGTJEF1xwgeXHpTYhHIKZ79QmwP6oTYA1mEtwGs7zAMCZ2GwH2EDHjh3VoEEDw74nn3xSmzdvtvR48+bN04IFCwz7rr76ap1//vmWHg8IFeYSopHRI+ol3z6IG915x9cxfHXfffcZtv/++++6//77LT1Wbm6uHnzwQdP+SN60grN16NBBffr0Me3/73//qyeffDKEERWO2gR/2DHXT6MuFY66ZG9mT9S66qqrVKJEiaAeOzk5WV27djXs27x5szZu3FjoGNQl+MLu+X4atalw1Cb4Y+bMmXrvvfdM+x955BHDJzQaoT4hEl188cUaMmSIaX9BQYFuvPFG06fARppffvlFc+fONexj4Qzsmu92Pc8rzJgxY+RyudzaW7durQ4dOoQhIjjd+vXrddVVVykjI8Owv3bt2qaLpQNBbUI4BDvfqU2AvVGbAGswl+BEnOcBgDOx2Q6wCbOnV2RnZ6t///46fPiwJcfZvHmzUlJSfI4DsAvmEqKN0QfxChUq+HTHRaMLAhdeeKHKly8fUGye9OvXT3Xr1jXse//99/Xmm29adqz77rtPaWlphn2dO3dW06ZNLTsWgm/ixIkqWrSoaf/zzz+vhx56SAUFBSGMyjNqE/xhx1yXqEveoC7Z16FDh7Rs2TLDvlA9AeeGG24w7TPbGHUu6hK84ZR8l6hN3qA2wVdvvvmmBg4caNp/ySWX6M477/RpTOoTItG///1vVatWzbT/5MmT6tatm95///0QRuWfF154wfDzY9OmTXXllVeGISJEGjvmu13P8zz59ddfTc91H3/88RBHg2gwY8YMtW3bVgcPHjTsT0xM1IwZM1S8eHHLj01tQqiFIt+pTYC9UZsAazCX4ESc5wGAM7HZDrCJAQMG6LLLLjPs27hxozp06KB9+/YFdIzvv/9eV111lTIzMw37+/btq3bt2gV0DCDcmEuINkYfxH29443RBQFfHnPvj7i4OL344oum/ffcc48mTZoU0DHy8vI0dOhQTZkyxbA/NjZWEyZMCOgYCL06dero5Zdf9viaSZMmqVOnTtqxY0eIovKM2gR/2DHXJeqSJ9Ql+0tNTVV+fr5be0JCgnr16hWSGPr06aPExETDPm83H1GX4A2n5LtEbfKE2gRf7dmzR/3799c999xjetOHhIQETZ06VfHx8T6NTX1CJCpVqpTmzJmjhIQE09ecOnVKAwcO1E033WS6cDvcdu7cqQ8++MCwjzvK4zQ75rtdz/M8GTt2rOF5eMOGDXX11VeHISI41c8//6zu3btrwIABysrKMn3d22+/rdatW1t+fGoTQimU+U5tAuyL2gRYg7kEp+I8DwCcic12gE3ExsZqypQpposQNm/erGbNmmnWrFk+j52fn68333xTbdu21d69ew1fU65cOb366qs+jw1EGuYSoklOTo6+//57t3ZfPsynp6dry5YtAY3hr759+6pfv36m/Q899JBuvvlmHThwwOext2/frq5du2ry5Mmmrxk5cqQaN27s89gIvzvvvNPjUxQk6euvv9ZFF12koUOHatu2bT4f48iRI3rhhRc0cuRIf8P8G7UJ/rJbrlOXzFGXnMFsc0+XLl1UunTpkMRQunRp07t+btmyRT/++GOhY1CX4A2n5Du1yRy1Cd5yuVxatmyZBg8erIsuuqjQza6vv/66mjdv7vNxqE+IVK1atdIbb7yhmJgYj6/773//q9q1a2vEiBHavn27z8f57bffPC7+DsS4ceOUl5fn1l6vXj317ds3KMeEPdkp3+1+nmdkz549mj59umHfyJEjC/3/AhQmPT1ds2bNUo8ePXTxxRfryy+/NH1tTEyMXn75ZQ0YMCAosVCbEGzhyHdqE2Bv1CbAGswlOBHneQDgXHHhDgCINLVq1QrJcSZNmqThw4f79J6mTZtq/Pjxpu/bv3+/brzxRk2ZMkUjR45U586dPZ7UnDx5Up999pmeeeYZbd682fR1RYoU0YwZM1S5cmWf4gUiFXMJ0eL7779XTk6OW7svd70xuvOOFLoP82+//bZ++OEH/fbbb4b9H374oT7//HONGDFCt99+uypUqOBxvC1btujVV1/VG2+8odzcXNPXdezYUc8880wgoSPM3nnnHR07dkyffvqp6WtOnTqlyZMna/LkyWrZsqW6dOmili1bqm7duqpcubKKFy8uScrMzNSRI0e0ZcsWbdiwQYsWLdKKFSsMLwL7i9oEf9kp16lL7qhLznHo0CEtW7bMsO+6664LaSz9+/fXvHnzDPtmz56tSy+9tNAxqEvwxEn5Tm1yR22Kbu+8844OHjyoWrVqqVSpUn+fJ54pOzt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s2VJvvPGGrrrqKjvCLRa1Cb64Jd+pTdQmOAu1CQCswWY74BRuWdwAxXFLrrthIQ8AAABvzPPgVrt371afPn303XffBfS+cuXKqUyZMkpKSlJBQYGOHj2qQ4cO6cSJEzZFCoTObflObUKsmT59ul+v+/rrr3XgwAGVL1/e3oAAGzk136lNiBUlSpRQpUqVlJKSori4uL+1eTweHTt2TEeOHNGRI0f87rOwsFCjRo1SXFycbrrpJqtDBqLCF198oYEDB+r48ePFvrZGjRoaMGCAunTpolatWqlGjRpe4+3gwYPatGmTli1bpjlz5mjBggVhXafl5+dr1KhReuONN4p9bfny5TVkyBD985//VLt27ZSUlBSGCBFJbsv3p556SsuWLfvbsQEDBgQ0z3vggQe0efPmvx279tprwzLPW7p0qQYOHKjdu3cX+9q2bdvqmmuuUZ8+fXTGGWfYHhsib8+ePapcubJpe0FBgTZv3qyNGzfq22+/1eeff65Nmzb57DM3N1dDhw7VL7/8okceecTqkE1Rm1AcN+U7tQmxYNy4capUqVKkwwgJtQkArMVmO+D/c8vipmPHjpYvQMqVK2dpf4gst+S65OyFvB2Ls3bt2lnaH6KH0xfz1CZEi0qVKmncuHGRDiNojCX4y+m5LjHPOx3zPHfYvn27unXr5pWXp4uPj9cFF1ygvn376oILLtA555yjsmXLer3O4/Fo9+7d2rp1q95++22/vjSxEnUJvrgt3yVq0+moTe6Wk5Oj+fPn+/XagoICzZw5U9dee63NURWP2oRgODXfJWrT6ahN7nTbbbfphRdeUHx8fLGvPXDggLZs2aKlS5dq7ty5mjt3brFPrRw9erTOPfdcXXDBBVaF7IX6hEhYvHix+vfvr/z8fJ+v69Chg+677z717NnTa7PR6cqVK6fWrVurdevWGj16tDp37qyFCxdaGbaprKws9evXz6vune6ss87Sfffdp2uuuUYpKSlhiQ2R57Z8P378uOGNiy688EK/+9izZ4/hZzKB9BGst956SzfddJPP/x/x8fG6/PLL9cADD6hJkya2x4To4ut6JUlKSkpS48aN1bhxYw0YMEDjxo3TypUr9eyzz2rmzJnyeDym73300UeVmpqqu+++2+qwvVCb4A+35Du1CbGif//+qlWrVqTDCBq1CQCsx2Y74P9zy+KmTp06Gjp0qO3ngXO5JdedvpB3+uIM4eX0fKE2IVqUKlXK0bnIWIK/nJ7rzPPgRvv27VPXrl31yy+/mL4mKSlJ//rXv3THHXf4lUNxcXGqVq2aqlWrpk2bNoV98xF1CWbcmO/UJsSaWbNmFbs54VTTp0+Pis1H1CYEw6n5Tm1CrChXrpxfG+2kP+/I3rJlS7Vs2VK33nqrfv31Vz366KOaMmWK6XsKCws1cuRIrVu3TgkJCVaF/TfUJ4Tbtm3bdNlll/m8mLh8+fKaMGGCI3Jzz5496tq1q9eTWE9VpkwZPf744xo1ahRPY4gxbst3SVq2bJkKCgq8jnfs2NHvPr799lvD43bP8yZMmFDsjR+6dOmil156SY0bN7Y1FrhLmzZt9PHHH2vx4sW6/vrrtXHjRtPX3nPPPapdu7YGDx5sWzzUJtgp2vJdojYBTkBtAgB7+PfJNABDJxc33377rRo2bOjztffcc4/S09PDFBlgrWjMdScv5AEAAGCOeR7cpqCgQAMHDvS58ahZs2ZavXq1JkyYwEXHcDS35ju1CbFm+vTpAb3+m2++0b59+2yKBrCXU/Od2gQUr06dOpo8ebLefPNNnxeRZWZm6qOPPgpjZIB9ioqKNHToUGVlZZm+5uyzz9aqVascsfHojz/+UOfOnX1eMNq7d2/9/PPPuu2227hgNMa4Ld9PWrRokdexMmXKqFmzZiH1ccYZZ6hOnTqhhObTuHHjfG5mKFeunCZPnqz58+ezmQFB69Chg9asWVPsxqKRI0dq+/bttsRAbUK4REO+n0RtAqIbtQkA7MNmO8AC0bS4AewUTbnu1IU8AAAAfGOeB7d56qmnlJGRYdret29fLV68WE2bNg1fUIBN3Jrv1CbEkpycHM2fP9/reIkSJXTw4EH16tXLq62goEAzZswIR3iApZyc79QmwH8jRozQf/7zH5+vef/998MUDWCvCRMmaMmSJabtjRo1UkZGhurVqxfGqIJz7Nixvy4INVKiRAn997//1Zw5c1S9evUwR4do4KZ8P5XRDRHat28f0BNYjeZ5gdyUIVAffPCBxo4da9retm1brV27VsOGDbMtBsSO1NRUTZs2TaNGjTJ9zYEDBzRy5EjLz01tQrhFMt9PRW0Cohe1CQDsxWY7wCLRsrgB7BYtue7EhTwAAACKxzwPbvLDDz/o6aefNm3v1auXPvroI5UqVSqMUQH2cHO+U5sQS2bOnKnCwkKv4126dFHZsmXVt29fw/cF+nQwIBo4Od+pTUBgxowZo06dOpm2G40HwGlycnL08MMPm7anpaXpiy++UJUqVcIYVXA8Ho+GDh2q77//3rC9QoUK+uqrrzRmzJgwR4Zo4aZ8P1VBQYGWL1/udTyQOdrBgwe1bt06r+N2Pb14+fLlGjFihGn7lVdeqYULF6pWrVq2nB+xKS4uThMmTPB5o/C5c+dq7ty5lp2T2oRIiUS+n4raBEQvahMA2I/NdoCFIr24AcIl0rnuxIU8AAAAisc8D24zevRoFRQUGLY1bNhQ06ZNU1JSUpijAuzh1nynNiHWpKenGx7v37+/JKlPnz6Ki4vzal+wYIGys7PtDA2wnFPzndoEBOemm24ybdu/f7927NgRxmgA6z377LM6dOiQafu7776rmjVrhjGi4D355JOaOXOmYVu1atW0dOlSnxto4X5uyvdTfffddzp27JjX8UDmaEuWLFFRUVFIffgrKytLAwYMUG5urmH77bffrvfee0/JycmWnxuIi4vTG2+84XOs33///Zadj9qESAp3vp+K2gREL2oTANiPzXaAxSK5uAHCiYU8AAAArMY8D27y5ZdfGj5xRJISEhL04YcfqnTp0mGOCrCHm/Od2oRYkpOTo/nz53sdj4uLU79+/SRJ1atXV8uWLb1eU1hYqBkzZtgeI2AVJ+c7tQkITv/+/X3e/IFN43Cy/fv36+WXXzZtHzx4sHr37h3GiIK3cuVKPf7444ZtVapU0fz583X22WeHOSpEEzfl++mMnrSanJysNm3a+N2H0eczFStWVOPGjUOKzch1112n3bt3G7aNHj1aL774ouHNKwCrlC1bVhMnTjRt//7777V06dKQz0NtQjQIV76fjtoERCdqEwCEB5vtABv8P/buO7yKMv3/+CeVJFQB6RCqKIsoXRCkCQhKFUFXQMXydRexr664guiqq+uKLnYFV8FCERRsWCgiAiKiSFeKNCmhhJIACTm/P/xh4cycnDIzZ2bO+3Vd/OE858zcifeTzzPJzJl4ndwATuNEHgAAAFZinQc/GTNmjOnYX//6V5177rnOFQPYzM/9TjYhkcyYMUOFhYVB21u1aqWqVav++t8nb0Q61ZQpU2yrDbCal/udbAKiU6JECVWpUsV0/MiRIw5WA1jr1VdfNbwRW5LS0tL073//2+GKopOXl6fBgwcbZnRWVpbef/99LhiFb/rdiNEarVWrVhE9fcdordiuXTvLbyx46aWXNGvWLMOxQYMG6amnnrL0eICZnj17hnxqz3PPPRfT/skmuInd/W6EbALch2wCAOekxrsAwK9OntzMnz/fcPy5555T27ZtHa4KsF48et1LJ/IAAAAIH+s8+MWyZcu0ePFiw7GsrCyNGjXK4YoA+/i938kmJJKpU6cabu/bt+8f/rt379667777gl43b9487dmzR6effrod5QGW8nK/k01A9KpVq6atW7cajpUrV87ZYgALvfjii6ZjgwcPVnZ2tuXHHDBggOUfrPLPf/5TP/zwg+HYq6++avjEWSQev/T7qYqKirRw4cKg7e3btw97H/n5+fr666+Dtlv99OI9e/bob3/7m+FYixYt9Morr1h6PKA4d955p+k1S7NmzVJBQUHIJxyHQjbBbezs91ORTYA7kU0A4BxutgNs5OTJDRBPnMgDAAAgVqzz4CehPj30mmuuUcWKFS09XuPGjXXHHXcEbedDfuAEP/c72YREsnfvXs2ZM8dw7NSbj5o0aaLatWtr8+bNf9h+4sQJvf3227rxxhttqhKwhpf7nWwCYhPq6XW/f6ol4CUrV67UmjVrTMdvvvlmW4570003Wbq/zZs3a+zYsYZjw4cP14ABAyw9HrzJL/1uZMWKFTpw4EDQ9kjWaEuWLNHx48dj2kc47rvvPuXm5gZtL1OmjCZPnqzMzExLjwcUp2fPnqpVq5a2bNkSNJabm6t58+apa9euEe+XbIIb2dXvRsgmwH3IJgBwFjfbATZy8uQGiCdO5AEAABAr1nnwi4KCAtMnpUiy5YLsFi1aqEWLFpbvFyiO3/udbEIimTFjhgoLC4O2N2zYUGeeeWbQ9l69emncuHFB26dMmcLNdnA9L/c72QRELxAIaNu2bYZjZ5xxhsqXL+9wRYA13n//fdOxc845x/ancVnl7rvv1tGjR4O2N2rUSI8//ngcKoIb+aXfjRg9eTglJSWiDxcy2kfp0qXVtGnTmGr7vZUrV+rll182HBs3bpzq1q1r2bGAcCUnJ6tPnz6G522S9Omnn0Z1zRLZBDeyq9+NkE2A+5BNAOCs5HgXAPjZyZMbM59++qmD1QD2cbLXvXIiDwAAgMiwzoNfzJ8/XwcPHjQcO+ecc9S4cWOHKwLs4/d+J5uQSMxunD31KV8nmf0ucP78+dq1a5dVZQG28HK/k01A9BYuXGh4s6okdenSxdliAAt9+OGHpmODBg1ysJLorV692jCfk5KS9PzzzysjIyMOVcGNvNzvq1evVlJSkuk/o6fynThxQmXKlAn5vt//GzVqVNA+Dh06pNTUVNP3vPTSSxF9HQ8++KBOnDgRtL1Lly4aOnRoRPsCrNSzZ0/TscWLF0e8P7IJbmZVv5NNgLeQTQDgPG62A2xm9ck84FacyAMAACAU1nlIFO+9957pWKgPKQG8yOv9TjYBv9i7d6/mzJljOGY2ly+44AKVK1cuaHtRUZGmTZtmZXmApdze72QTYJ8XXnjBdGzYsGEOVgJYp6ioSF9//bXpeLdu3RysJnqPPfaYAoFA0PbBgwerffv2cagIbuT1fl+6dGm8SzDUrl27sF+7YcMGvf3220HbU1NT9cwzz1hZFhCxli1bmo59/fXXKioqimh/ZBPczKp+J5sAbyGbAMB53GwH2Mzqk3nArTiRBwAAQCis85AoFi5caDrWuXNnBysB7Of1fiebgF/MmDFDhYWFQdurVKmi8847z/A9aWlpuuiiiwzHpkyZYml9gJXc3u9kE2CPhQsX6vXXXzcca9OmjVq0aOFwRYA11q9fryNHjhiOlStXTs2aNXO4osht27ZNb7zxRtD2tLQ0jRkzJg4Vwa283u9uXOdVrFhRZ555Ztivf/zxxw2fHHT11VerYcOGVpYGRKxChQqqWbOm4VheXp42b94c9r7IJridVf1ONgHeQTYBQHxwsx1gMytP5gE340QeAAAAobDOQyIoKCjQ999/bziWlpZmegE34EV+6HeyCfiF2c1CvXv3VlJSkun7evfubbj9iy++0M8//2xJbYDV3N7vZBNgvW3btmngwIGGn/6enJyscePGxaEqwBrfffed6ViTJk1CZptbTJgwQQUFBUHbr776atWpUycOFcGtvN7vblznnX/++WF/344cOaJJkyYFbU9NTdV9991ndWlAVGrXrm06tn79+rD3QzbBC6zod7IJ8A6yCQDig5vtAAdYdTIPuB0n8gAAADDDOg+JYPXq1Tp27JjhWIMGDVSiRAmHKwLs44d+J5sAae/evZo7d67hWN++fUO+t0ePHkpNTQ3aXlRUpGnTpllRHmApL/Q72QRY68cff1SXLl20Y8cOw/GRI0eqefPmDlcFWGfDhg2mY2effbaDlUTvtddeM9x+6623OlsIXM/L/V5QUBDyZsF4ad++fdivnT59ug4fPhy0vX///qpVq5aVZQFRy87ONh0L9TPkVGQTvCDWfiebAG8hmwAgPoL/KgTActnZ2VqwYIHhWCQn8+HYuHHjHz6xIykpSSVKlFBmZqYqVaqkqlWrqnr16vxhFLaItdf9cCIfrnfeeUcVK1b89b9TU1OVmZmp0qVLq2rVqqpZs6ZKlSpl+XGBeCCbAGswl+BlrPNY5yWKH374wXSsUaNGDlZiP3IJXu93solswi9mzJihwsLCoO2lS5dWly5dQr63XLly6tChgz777LOgsSlTpmjEiBGW1RkOsgnFcXu/k01kE6w1bdo03Xjjjdq7d6/h+ODBg/Xggw/aXgf5BDuZ3UgqSfXr13ewkugsXLjQ8G/InTp18sR5JZzl5X4/duyYXn75ZdPxe++9V1u2bPnDtvPOO0/Dhw8P+xi33XabcnJy/rCta9euGjp0qOl7OnfuHPb+zS7wjqRGwG6hbj7auXNnWPsgm+AVsfY72QR4B9kEAPHDzXaAA6w4mQ/XggULTG92OqlUqVI6++yz1b59e3Xv3l0dO3ZUcjIPukTsOJEP32233RZyPCkpSbVr11aLFi3UuXNn9enTR1WrVrW8DsAJZBNgDeYSvIx13m9Y5/nbtm3bTMdCPQnci8gleL3fyabfkE2JbcqUKYbbe/ToofT09GLf37t3b8ObjxYuXKgdO3aoWrVqMdcYLrIJxXF7v5NNvyGbEItvvvlGo0aN0vvvv2/6mrvvvlsPPfSQI/WQT7DT9u3bTceqVKniYCXRMXs67JVXXmm4fffu3Xr//fe1ZMkSLV++XNu2bVNubq6OHj2qzMxMlSlTRtWrV1e9evXUvHlzXXDBBWrZsiU3s/qEl/u9VKlSGjx4sOHY0aNHde211wZt79+/v+l7TrV3717D9dwVV1wR9j5C2bdvn+bMmRO0vWbNmoYfzFBUVKRFixbpk08+0fLly7V69Wrt379fubm5SklJUVZWlipVqqSaNWuqSZMmatmypbp27aoKFSrEXCsSW/Xq1U3Hdu/eHdY+yCZ4Raz9TjaRTfAOsgkA4igAJJCrrroqIMnwn52effZZ0+PecMMNUe1z7ty5pvuM9F+1atUCo0aNCuTk5Fj8lftDhw4dIvp+dujQId4l+6rXT8rPzw+kp6cH7fexxx4Lex85OTmBpKSkoH1MmDAhptpCibR/zP4lJycHunfvHvj4449tq9VJmzZtMv1aN23aFO/y4mL06NGe/56QTc5jLhkz+9mbnZ0d79LCwlyKDy/OJ6/3+kms81jn+ckdd9xh+vU//vjj8S4vKuRSfHhhLvmx308im8imRJGTkxNITU01/N688cYbYe0j1Pf3ySeftKVusik+vD6XvNrvJ5FN/skmr88lO4T6nowePTrkewsLCwNHjhwJbNmyJTBp0qRA586dQ/ZSw4YNA++9954tXwf55DzmUyBw/vnnm34P5s2bF+/yitWwYcOgulNTU//Q+4WFhYHp06cHOnfuHEhOTo54PlWuXDlw3333BXbt2hXHr9TdvDKXvN7vZubNm2f4NS1atCjsfbzzzjuG+/jhhx8sqfHNN9803P9tt932h9f99NNPgbvvvjtQqVKlqNZ7Xbt2DXz44YeW1BwPXplLTojXNUuvvvqq6XEHDBgQ1j7IJnfw0nzycr+bIZvIJj8LdX2e3f/2798fVc1kkzswn4DExJPtAAeULFnSdGzfvn0OVmJsx44deuCBB/TEE09o1KhRuu2225Sayo8HRM7OXl+yZImOHz8etN3o02jMfPHFFwoEAjHtI16Kioo0e/ZszZ49WxdccIGeeeYZNW7cON5lwSF16tSxdf/79+9XuXLlbD1GpMgm2OHIkSOaNGmSbftv27at6tata9v+o8FcSkxe63XWeazz/CTUp4VWqlTJwUrciVzyFz/3O9lENiWK6dOnq7CwMGh7WlqaevbsGdY+ateurbPPPlvff/990NjkyZN1yy23xFynncimxOH1fiebyKZENWbMGI0ZMyamfSQlJal169a69tprdfXVV3vi5zz5hHDl5+ebjpUpU8bBSiL3008/ad26dUHbW7Ro8esTRObMmaNbbrlFK1eujPo4u3bt0oMPPqh///vfGjp0qB5++GGeUOJRXu73UIyefpqZmanmzZvHtI8qVaqofv36MdV20uzZsw23d+/eXZJ08OBBjRkzRuPGjVNBQUFUxygqKtInn3yiTz75RI0bN9YDDzygfv36RV0zElOoa5aOHTtW7PvJJnhJrP0eCtn0C7IJbkA2AUB88RtZwAF2ntxY6fDhw7rrrrs0ffp0TZ48WbVq1Yp3SfCYRD+Rd8rnn3+uFi1a6D//+Y+GDx8e73IAW5FNsFJOTo6GDBli2/5feeUV191sdxJzKbF4rddZ5/2GdZ735eXlmY6VLl3awUrcjVzyBz/3O9n0G7LJ36ZOnWq4vWPHjipbtmzY++nTp4/hzUeLFy/W1q1bVbNmzahrdArZ5H9e73ey6TdkEyJx+umn64033tCFF14Y71KiQj6hOEePHjUdK1GihIOVRO6TTz4x3N6xY0cVFRXp3nvv1aOPPmp4o3g0jh49qhdffFHvv/++Jk2apI4dO1qyXzjHy/0eitEa7bzzzlNaWlpM+7DyAxWM5mtqaqratWun77//Xv3799ePP/5o2fFWrlyp/v376/rrr9eTTz6prKwsy/YNfwvVK+Fcs0Q2wUti7fdQyKZgZBPihWwCgPhKjncBQCKw8+TGDosXL1abNm20Zs2aeJcCj0n0E3knHTt2TDfddJNuv/32eJcCOIJsAqzBXIIbsc77I9Z53ubXi37sQi55m5/7nWz6I7LJn/bu3au5c+cajvXt2zeiffXu3dtweyAQML3Bya3IJn/yQ7+TTX9ENiFce/bsUdeuXVWpUiUNGTJEH3/8sYqKiuJdVsTIJ5gJ9ffXjIwMByuJ3NKlSw23N2vWTEOHDtW//vUvyy4Y/b3t27erS5cu+te//mX5vmEvL/e7mRMnTmjRokVB2yNZox05ckTffPNNTPsI5eeff9b27duDtp955platWqV2rdvb+nNDL/30ksvqUWLFvrpp59s2T/8Jz093XTM6EnnpyKb4CWx9rsZsik0sglOI5sAIL54sh3gADtObjp27BhykVRYWKjc3Fzl5uZq//79WrlypZYvX66lS5dq0aJFxS6wduzYoS5dumjp0qWqXr16VDUi8STyibyZefPmhRw/fPiwDh48qNzcXG3ZskXLly/Xd999p88++0x79uwpdv9jx45VqVKl9MADD1hUMRA9sgmwBnMJiYR1njnWed7kx5uPyCWY8WO/S2RTKGSTv0yfPt3w93VJSUnq06dPRPtq0aKFqlWrph07dgSNTZkyxfKbYcgmRMrL/S6RTaGQTQjXnj17NGnSJE2aNEn16tXTI488ossuu8zSY5BPcBs7Lri00vLlyw23T548WW+//bbhWHp6us455xy1bNlStWrVUrly5ZSWlqYDBw7owIED2rJli5YsWaJ169aF/PqLiop0zz33KCkpSXfffbclXw/iy+39bubbb7/VoUOHgrZHskZbvHix4VrXqnWe2VwtX768LrnkEuXm5hqOV6tWTS1bttQ555yj8uXLq2zZssrLy9OBAwe0b98+fffdd1q6dKnp+09as2aNOnXqpC+//FJVqlSJ+euBv+Xl5ZmOhbqe6SSyCV4Sa7+bIZvIJrgL2QQA8cXNdoAD7Dq5CSU1NVUVKlRQhQoVJEnNmzfXVVddJUnasmWLXn/9dT377LPatm2b6T5+/vlnDRgwQAsXLlRyMg/CRPES+UQ+WqVKlVKpUqVUrVo1nXXWWerevbukX/7oOnv2bL3yyiuaPn16yBObBx98UK1bt9bFF1/sVNlAVMgmwBrMJfgJ6zzWeYkk2ot+2rVrp4ULF8Z07Llz56pjx44x7cMMuQQjXu53solsShRmT+Bq0aJFxBfwJyUl6ZJLLtGLL74YNLZkyRJt2bJFtWrViqrOaJBNOJXX+51sIptgrQ0bNmjgwIHq3Lmzpk6dqvLlyztyXPIJdgj1NK9QTwGLt8LCQn3//feGY0YXjLZs2VL/93//p0svvVTlypUrdv8HDhzQa6+9pmeeeUbr1683fd0999yjJk2aqEePHmHXjvjxar+HYvTk4dTUVLVp0yamfZQtW1ZNmjSJqbaTzC7w/vzzz4O2lSxZUsOGDdPgwYPVqlWrYvcdCAS0ZMkSPf3005o6daqOHz9u+LpNmzbpsssu09y5c5WayqWOMBfqmqXiPhyMbILXxNLvoZBNZFMiGzt2rCpWrGjb/kuWLBnR68kmAIg/Uh5wgF0nN9GqVauW7rnnHt1yyy16+OGH9fjjj5v+8nHx4sV65plnNGLECIerhBcl8om81VJTU3XxxRfr4osv1pdffqkRI0YYfvLwSX/5y1+0du1aZWVlOVglnOK2k3k7kE2ANZhL8BrWeazz/CbUeY/ZH+T8jFzyN7/2O9lENiWCnJwczZ0713Csb9++Ue2zd+/ehjcfSb887evOO++Mar9WI5sSjx/6nWwimxJZv3791L9/f8OxoqIi5eXlKS8vT3v27NFPP/2kTZs2afny5WHddDFnzhy1atVKH330kerXr2916REhnxCtUOdloZ5GHm8//fRTWPXVr19f48aN00UXXRTR/suVK6ebb75ZI0aM0KOPPqr77rvP8KbzQCCg66+/XmvWrFHp0qUjOgac59V+D8Vojda0adOI/nZrtI+2bdtadlP22rVri31NcnKybrrpJt13330R/U07KSlJ5513ns477zyNGjVKl19+uekNFF988YX++9//2vIkafhHqGuWivs5TzbBa2Lp91DIJrIpkfXt21e1a9eOdxm/IpsAIP642Q5wgF0nN7HKysrSP//5T/Xv31+9evXSjh07DF/30EMP6brrrlNmZqbDFcJrEvlE3k5t27bVV199pVtvvVVPP/204Wu2bt2q559/nhN4n3LbybydyCbYKTs7W5s3b453GY5gLiU2L/U66zzWeX7j15uPYkUu+ZNf+51sIpsSwYwZMwz/aC5Ff/NRly5dVLJkSR05ciRozE03251ENiUOP/Q72UQ2JbImTZpo8ODBEb3n2LFj+uqrrzR9+nRNmDBBBw8eNH3thg0bdMkll2jJkiUqW7ZsrOXGjHxCpEJlQU5OjoOVRGbr1q3FvmbYsGF6+umnY+rzpKQk/f3vf1ebNm3UvXt3w5tYt2/frv/85z+6//77oz4OnOHVfg/liy++CNoWyZOHCwoKtHjx4pj2UZzi5mulSpU0bdq0mI95xhlnaPHixRo4cKDeffddw9eMGTNG1157rSsyG+5kdI520umnnx7yvWQTvCaWfg+FbPoN2YR4I5sAIP642Q5wgF0nN1Zp1qyZ5syZo/PPP1979+4NGt+1a5cmT56sq6++2vni4CmJfCJvt5SUFI0bN06STC8oGDduHBcTwDfIJsAazCW4Hes81nl+E+pJGrm5uQ5W4k7kkr/4td/JJrIpEUydOtVwe4MGDdSoUaOo9pmRkaFu3bppxowZQWNLly7Vpk2bVKdOnaj2bSeyyf/80O9kE9mEyJQoUULt27dX+/bt9cADD+jxxx/XQw89pBMnThi+ft26dRo6dKjpxZPxQD4hXJUqVTId27lzp4OVRKa4i0bvvfde/fOf/7TseB06dNBLL72koUOHGo6PGzdOd999NzewupzX+r2goECTJ082Hd+3b592794dtD0/P1+TJk0K6xjbtm0z/EDkAwcOmO7j7LPP1jnnnBPW/qXQ87VWrVqaO3eu6tatG/b+QklPT9frr7+utm3basWKFUHjBw8e1AsvvKC77rrLkuPBf7Zv3246FuvNdmQT3CaafiebIkc2IZ7IJgCIP262AxwQy8m8Uxo2bKiXX35Z/fr1Mxx/6623HP2DTXZ2tms+fSycRzH/3oIFC0w/Va1ixYr66aefrCjLlRL5RN4pY8eO1aJFi7Rs2bKgsc2bN2vx4sU677zzHKsn2rlaVFRkOnbWWWfF/ROV/T5XvYJsKp7b55LEfHID5lJ4Yp1P9How1nmRYZ3nHDvna6hzfKMLJBOR23JJcmc2WTGX7M4mL/Y72RQZsskZTq8jc3JyNHfuXMOxaJ/ydVLv3r0Nbz6Sfnna19133x3T/u1CNoXHC9l0Ki/0O9kUGT9kk9tzSfLX7zhKly6tMWPGqGvXrrrssstMb8aYOXOmPvnkE3Xt2tXhCs25KZ/cmEuS++eTE3OpSpUqpmPbtm2z9dixCPU35WHDhll6wehJQ4YM0aRJk/Txxx8Hje3bt0/vvfeeLrvsMsuPeyo3zievrPO81u/ff/+9hgwZEvH7nnvuOT333HMxHfuxxx4zHZs0aVJE6zyz+Vq6dGl98MEHlt3McFLJkiX1/PPPq23btobjr732miM3NLDO86bNmzebjtWqVSvkexM1m9yYS5J3simeoul3sik6bsgmv/5uXPL/XI0F2eQuXphPTsrKytKePXviXQZgO262AxwQy8m8k/r27avOnTtrzpw5QWMLFixQQUGB0tLSHKklLy/P8I+/XlBUVGRau1e/pnAl8om8U1JTUzV27FhdcMEFhuNz5sxx9GICO+ZqpDe42sHvc9VLyKbouWEuScwnt2AuxSac+eS1r8kJrPMiwzrPOXbO18qVK5uOGV0kHY5Ro0aF/d4FCxboxRdfjOo4TnJTLkney6Zw55LdX5MX+51sigzZ5Aynf/7MmDFDhYWFhmN9+vSJad+XXHKJkpOTDf/o7Oab7SSyKVZuyaZTeaHfyabI+D2b3JBLkj9/x9GuXTu9++676tChg+n3+e9//7urbraT3JNPXsslyR3zyYnvWbVq1UzHVq9ebfvxo3Xw4EHD7XXq1Pn1SaZ2GD16tOFFo9IvN906cbOd1+aTm9Z5Xuv3pUuXxrsEQ+3atQv7tcePH9exY8cMxx599FH96U9/sqqsP2jTpo26du2qTz75JGhs1apV2rBhg+rVq2fLsU9inedNoa5Zql+/fsj3Jmo2eS2XJHdlUzxF0+9kU/TinU1+/d245P+5GguyyTvcMp8AWI+b7QAHxHIy77SbbrrJ8A82eXl5WrlypZo2bepIHVlZWcrKynLkWMU5evRoyE8lOFVycrIyMjIMx9zyNdklUU/knda+fXs1adLE8PH0S5YscbSWaOdqUVGR6UlGRkZG3D/pw+9z1WvIJnNun0sS88lNmEuhxTqf3Pg1xRvrvMixznOGnfM11Cdsb9q0Kap9duvWLezXFhYWeuJmO8k9uSS5M5usmEt2f01e7HeyKXJkk/2c/vkzZcoUw+3p6enasGFD1PP3pOrVq2vr1q1B27/55htHLoiMBdkUmhey6VRe6HeyKXJezya355Lk399xtGrVSuPGjdP1119vOP7NN984/nTEcLghn9yYS5L755MT37MGDRqYjrnx5qOT8vPzDbf36NHD1u9b27ZtlZ2dbfjkjC+++MK24/6eG+eTV9Z5Xut3N67zatasqezs7LBfbzZXJWnAgAFWlGTqiiuuMLyhQfplvtp9bsk6z5tCXbMU6meIlLjZ5MZckryTTfEUTb+TTbGJZzb59Xfjkv/naizIJnfxwnxykhv/HwF24GY7wAGxnMw7rXv37kpPT9fx48eDxjZs2ODYBQVuejR0x44dNX/+/LBf3759e82bN8++glwsUU/k46FXr16GFxNs2LDB0TqinaubN29WnTp1DMfWrFmj2rVrx1AV/IZsMsdcQiSYS6Exn6zHOi86rPO8LdQH6jj9/9Dt3JJLkjuzyQtzyYv9TjZFh2zyj5ycHNPfWx4/flxXXXWVrcefMmWK7rnnHluPEQuyKTSvzSWv9DvZFB0vZ5PX5pLfDBs2TGPHjjW9KWPmzJmuu9nODfnkxlySmE+S1LhxY9Ox77//XocPH1apUqUcrCg8ZheNVqhQwfZjd+zYUa+++mrQ9p9++kn5+fnKzMy09fhunE9emUte63c3rvMi/UCFUDc02D1fO3XqZDq2Zs0aW48tsc7zov3792vnzp2GY9nZ2SpfvnzI9ydqNrkxlyTmU3Gi7XeyKTbxzCZ+N56YyCZ3YT4BiSmxbqMF4iDWk3mnZWVlqVGjRoZjO3bscLgaeEkin8jHQ8uWLQ23M0/hR2QTYA3mEpzGOi86rPO87ayzzjIdW7NmjU6cOOFgNe5GLnmfF/udbIoO2eQfM2bMUGFhYdyOb/aUMbcgm/zFK/1ONkWHbEK0kpOTNXjwYNPxxYsXO1hNeMgnhNKgQQOVKFHCcKywsFALFixwuKLwFBQUGG534kkAzZo1M9weCAQMn1gL9/BSv+fn52vVqlXxLiNIpOs8s7kq2T9fa9eurdNOO81wbMuWLbYeG9701VdfmY41b9682PeTTfCSaPqdbIod2QSnkU0AEH/cbAfYLNaT+Xgw+8TSI0eOOFwJvCSRT+TjgXmKREPPA9ZgLsEprPOixzz1tgoVKqhSpUqGY0eOHHHkU5e9hH73Nq/1O9kUPeaqf8T7Zrdvv/1WP/zwQ1xrKA797h9e6HeyKXrMVcSiffv2pmM//vijg5WEj56HmdTUVLVq1cp0/L333nOwmvBlZGQYbj927Jjtx65YsaLp2KFDh2w/PqLnpX7PzMxUYWGhAoGA4b8HHngg6D1ZWVkqKCgwfc+p/26//fagfVStWjXke/76179G9HWYzVUpvvOVuQoj8+fPNx0L5xyHbIKXRNPvZJM1yCY4iWwCgPjjZjvAZrGezMdDqVKlDLcHAgGHK4GXJPKJfDwwT5Fo6HnAGswlOIV1XvSYp97XunVr07EvvvjCwUrcj373Pi/1O9kUPeaqP+Tk5GjevHnxLiPuN0AVh373B6/0O9kUPeYqYnHGGWeYju3du9fBSsJHzyOUCy+80HRs2rRprnzqeOnSpQ235+Tk2H7sChUqmI7F86m4CI8X+93IwoULg7a1atVKqampMe2jbdu2MdV1KrP8keI7X5mrMDJz5kzTsYsuuqjY95NN8JJY+90I2RQesglOIpsAIP642Q6wmR0nN3Y7ePCg4faSJUs6XAm8JJFP5OOBeYpEQ88D1mAuwS1Y55ljnnpfhw4dTMc++OADBytxP/rd+/zU72STOeaqP0yfPt0VfwR3+8129Ls/+KXfySZzzFXEomzZsqZjTnw6fDToeYTSrVs307Hdu3eH/BtuvFSvXt1w+44dO2w/dn5+vukYc8r9vNjvpyoqKtLixYuDtkeyRjt69Ki++eaboO3nn39+TLWdKjMzU+XLlzcci+d8Za7iVN99953pU8Nr166ts846q9h9kE3wCiv6/VRkU/jIJjiJbAKA+ONmO8BGdpzcOGH37t2G20N9WgESW6KfyMcD8xSJhp4HrMFcghuwzguNeep9nTp1Mh377LPPdPjwYQercTf63fv80u9kU2jMVX+YOnWq4fYrrrgi7CdkRfLP7CLYFStWaO3atXZ+qTGh3/3BD/1ONoXGXIVd3HrBGD2PUFq3bq3s7GzT8SeeeMK2Y7/zzjuaNGlS0L/i1K1b13D7kiVLbH9i486dO03HqlWrZuuxETsv9vupVq1apdzc3KDtkazRli5dqoKCgqDtdnyogtl8NVqrWs1svjJXcapnn33WdOyqq64Kax9kE7zCin4/FdkUPrIJTiKbACD+uNkOsJEdJzdO2L59u+H2+vXrO1wJvIITeecxT5Fo6HnAGswluAHrvNCYp97XrFkz1a5d23AsLy9Pb775prMFuRj97n1+6XeyKTTmqvfl5ORo7ty5hmMDBgyw5ZgDBw40HXPz0+3od+/zS7+TTaExVxGLnJwc0zGzJyTEGz2PUJKSkjR48GDT8S+++EKffPKJLce+9dZbNWTIkKB/xWnatKnh9r1795p+wKtVVq9ebbi9fPnyrv0ZgN94sd9P9eWXXwZtS0pKUps2bcLeh9HTizMyMtSsWbOI6ymO2XydP3++5cf6vZycHNObzRs0aGDrseEtW7Zs0auvvmo4lpycrGHDhoW1H7IJXmBVv5+KbAoP2QSnkU0AEH/cbAfYxK6TG7utX79e27ZtC9qenJzs2ifxIb44kY+Pzz77zHB748aNHa4EsB/ZBFiDuQS3YJ0XGus8fxg0aJDp2NNPP237pw16AbnkH37od7IpNLLJ+6ZPn64TJ04EbS9ZsqR69OhhyzH79euntLQ0wzG33mxHNvmDX/qdbAqNbEIsVq5caTrWsGFDBysJD/mEcAwbNkwpKSmm47fffrsKCwsdrCi0atWqqVatWoZjkydPtvXY77//vuH28847z9bjwjpe6/dTGa3zzjrrLJ122mlh78NondeyZUvTNWkszNafs2fPNvxwCKt88MEHpr9TYr7i90aOHKljx44Zjg0aNMg0b05FNsELrOr3U5FN4SGb4DSyCQDij5vtAJvYdXJjt1mzZhlub9q0qcqWLetwNfACTuSdV1hYqI8++shwrGPHjs4WAziAbAKswVyCW7DOM8c6zz+uuuoqJSUlGY6tWLHCtTcZOIlc8g8/9DvZZI5s8oepU6cabu/Ro4cyMzNtOWb58uXVpUsXw7FVq1aZfjJuPJFN/uCXfiebzJFNiNUHH3xgOmb2qfHxRD4hHHXr1g35pNWVK1dq1KhRDlZUvEsuucRw+wsvvKCjR4/acsylS5dq48aNhmMXXnihLceE9bzY779ntEaL5OnFgUBAixYtCtpu19OLe/bsqeTk4MsLDx8+rJdfftmWY0rmF5CXL1/elXmN+Hj77bf1+uuvG46lpKRozJgxEe2PbIKbWd3vv0c2hYdsQjyQTQAQX9xsB9jAzpMbOxUWFmr8+PGGY7169XK4GngBJ/LxMXnyZO3fvz9oe6lSpdSpU6c4VATYh2wCrMFcgpuwzjPHOs8/zjrrrJBPTrnzzjtt/XRNtyOX/MUP/U42mSObvC8nJ0dz5841HBswYICtxw51AazbbsQlm/zBT/1ONpkjmxCL3Nxcvfbaa6bjF198sYPVFI98QiTuvffekE/7evTRRzVz5kwHKwrtsssuM9y+Z88ePfPMM7Yc87777jPcnpSUZPtaAdbyWr+ftHv3bm3YsCFoeyTrvHXr1mnv3r1B2+1a51WuXFnt27c3HBs7dqwOHjxo+TEXL15senN8//79lZqaavkx4T3ffvutrr32WtPx4cOHq0GDBhHtk2yCW9nR7yeRTeEhmxAvZBMAxBc32wEWs/Pkxm4vvvii1qxZE7Q9OTlZV199tfMFwdU4kY+Po0ePauTIkYZjAwcOVMmSJR2uCLAX2QRYg7kEt2CdZ451nv/cddddpmPbtm3TjTfe6GA17kIu+Y+X+51sMkc2+cP06dN14sSJoO0ZGRm231DQr18/paenG46ZPX0sXsgmf/BLv5NN5sgmxOqWW27RgQMHDMdq167tujlCPiESf/rTnzR8+HDT8aKiIl1++eWmN6Y7rWPHjmrUqJHh2D/+8Q/Ln4Q8a9YszZ4923Ds4osvVs2aNS09HuzltX4/yejpxVJkazSjD2WIdB+R+utf/2q4ffv27brpppssPVZBQYFuu+0203E3/44Jzlm+fLm6d+9u+gFfdevW1cMPPxzxfskmuJFd/X4S2VQ8sgnxRDYBQHxxsx1gIbtPbuy0du1a008kGDhwoLKzsx2uCG7GiXz83H777dqyZUvQ9uTkZN1xxx1xqAiwD9kEWIO5BDdhnWeOdZ7/dOjQQX369DEdf+utt/SPf/zDwYrcgVzyJy/3O9lkjmzyB7MnanXv3l2lSpWy9djlypVT165dDcdWr16tlStX2nr8cJFN/uGXfiebzJFNiMXrr7+uV1991XT8b3/7m5KT3XP5BPmEaDz44IOqUaOG6Xh+fr4uuugiTZw40cGqzJl9cMvRo0c1aNAg5eTkWHKc1atXa/DgwRHXAXfzWr9Lxmu0SpUqRfQhxkZrxTPOOEMVK1aMqbZQ+vfvr/r16xuOTZw4US+88IJlx/rrX/+qxYsXG4517txZzZs3t+xY8KZJkyapXbt22r17t+F4iRIlNGnSpKg/iINsgpvY3e8S2RQOsgnxRjYBQPy457fFgMc5cXJjl23btqlbt27at29f0Fh6errGjBkTh6rgVpzIx88DDzyg5557znBsyJAhpp9iAngR2QRYg7kEt2GdZ4x1nn/95z//UWZmpun4Qw89pNtvv11FRUUOVhU/5JK/ebXfySZjZJM/7NmzR/PmzTMcGzBggCM1DBw40HTM7MYoJ5FN/uGnfiebjJFNiMULL7ygoUOHmo43btxY119/vYMVhUY+IVplypTR1KlTTZ+2KknHjx/X0KFDdcUVV5j+vdcpQ4YM0bnnnms4tnLlSnXo0EE7duyI6RjLli1T9+7ddfDgQcPxfv36qX379jEdA/HhtX6XjNdokX4YgtFaMZInIEcjNTVVjz32mOn4jTfeqLFjx8Z0jMLCQt188816+eWXDceTk5P1+OOPx3QMeNuaNWvUo0cPDRkyRHl5eaave+mll9SmTZuoj0M2wQ2c6neJbAqFbIJbkE0AED/cbAfEyMmTG0kaOnSobr31Vm3fvj3mfUnSe++9pxYtWmjr1q2G4/fee6/OOOMMS44Fb+NEPnyrVq1S06ZNNWPGDAUCgZj3d+DAAQ0ePFijR482HK9UqRIn74grsgmwBnMJiYB13h+xzvO/evXq6amnngr5mrFjx6pTp07atGmTQ1WFh1xCpLza72TTH5FN/jJjxgydOHEiaHt6erp69erlSA19+vRRiRIlDMcivdmObEIofup3sumPyCbEYuvWrRo0aJBuvPFG0w99SE9P14QJE5SWlhbVMcgnuM15552n559/XklJSSFf99Zbb6lu3bq6++67tWHDhoiPs3HjxpB/Mw5HcnKyXn75ZdP5t3r1arVo0UKTJ0+OeN8nTpzQCy+8oHbt2mnbtm2Gr6lQoYKeeeaZiPcN9/BSvx87dkzLli0L2h7JOm/v3r1at25dTPuIVr9+/dS/f3/T8dtvv11//vOftXPnzoj3vWHDBnXt2lXjxo0zfc3f//53NW3aNOJ9w9v27t2ryZMnq2fPnvrTn/6kjz76yPS1SUlJeuqppzRkyJCYjkk2IV7i0e9kkzmyCW5CNgFAHAWABHLVVVcFJBn+i0ROTk7grbfeCvTo0SOQlJRkuk9JgaSkpMBTTz1lSf2rVq0KJCcnByQF0tPTA0OGDAksXrw4qn0tWLAgcNlll4WsvVOnToGCggJLaveyDh06hPw+nfqvQ4cO8S7Z071+9OjRQIkSJYL2/9hjj0VUt1GNL730Usz1hWPQoEG/HvOMM84IjBs3LnDgwIGI97Nv377AE088Eahevbrp9z0lJSUwe/ZsG74Ke23atMn0a9q0aVO8y4uL0aNHe/J7QjbFF3PJmFl2Z2dnx7s0U8yl+PPifPJar7PO+w3rvMQzdOjQYs8l09PTAyNGjAisX78+4v3v3bs38PDDDwcqV65suO+5c+dGtD9yKf68PJe81O9k02/IJn/q0qWL4dfds2dPR+vo1auX6f+Db7/9Nqx9kE3x5/a55Jd+J5t+49dscvtciodQ35PRo0dHvL+ioqLA3LlzA9dcc00gKyur2LXp+PHjo66dfIov5lNozz77bLF/3/39v9atWwfuueeewDvvvBNYtWpVYN++fYHjx48Hjh8/Hti3b19g9erVgXfeeSdwzz33BFq1ahVyX5F68skni63vwgsvDHz66aeBoqKikPvKy8sLTJkyJdCoUaOQ+0tJSQl8+OGH0X57fcUPc8kL/b5w4ULD9y9cuDDsfcycOdNwH6tWrYrm2xaxvXv3BurWrRvy+1G2bNnAww8/HNi1a1ex+1u7dm1gxIgRgbS0tJD77NixY+D48eMOfIWx8cNcskqoa5ZGjx4dePHFFwOvvfZaYOLEiYGJEycGXnvttcALL7wQeOKJJwIjR44MDBgwIHD22Wf/us4q7l96enpg4sSJln4NZFN8eWk+ebnfyaZgZJP/hbo+z6l/Y8eOjap2sim+mE9AYkoVAEnS/fffr+rVqysjI+PXT70KBALKz8/XkSNHlJOTo/Xr12vdunVatWqV6acf/l56errGjx+vwYMHW1Ljgw8++Otxjx8/rokTJ2rixImqV6+eLr74YrVq1UpnnHGGatSoobJlyyojI0P5+fnav3+/9u7dqxUrVuirr77SnDlztHr16pDH+tOf/qRp06YpNZUfE37j9l5ftmyZjh07FrQ9kk/dNfrkX8mZT81Zs2aNpk6d+ut/r1+/XiNGjNCdd96pCy+8UBdccIGaNm2q7OxsVa5cWZmZmUpOTtaBAwd04MABbdmyRV999ZWWLFmi2bNnKz8/3/RYSUlJevrpp9WtWzfbvy7EV506dRw5ztixY3XrrbdG9B6yCbAGcwmJgHUe67xENn78eB04cEAzZ840fc3x48c1btw4jRs3Tq1bt9aFF16o1q1bq379+qpatapKliwpSTp48KD27dundevW6fvvv9cnn3yiBQsWqLCw0LJ6ySXEwkv9TjaRTX62Z88ezZs3z3BswIABjtYyaNAgzZo1y3BsypQpOuecc4rdB9mEUPzU72QT2YQ/Gj9+vHbv3q06deqoTJkyv64Tf+/o0aPav3+/du/ereXLl2vZsmU6cOBAWPt/8sknNWzYsKjrI5/gZn/5y19Urlw5XXfddWE9kWvJkiVasmSJA5UFu+WWW7R161b95z//MX3Np59+qk8//VSVKlVShw4ddNZZZ6lq1arKzMzUvn37tGvXLq1evVqffvppyPyQfsmQF154QRdddJHVXwrixAv9npGRYfik3ubNm4e9j9NOOy1oHykpKTrrrLNiri8c5cuX1+zZs9WuXTvt2rXL8DW5ubkaOXKk7rvvPrVo0UItWrRQvXr1VKZMGRUVFWnXrl3avn275syZo/Xr1xd7zHPOOUczZsyI+gm0cJ8xY8ZYur+GDRvqjTfeULNmzSzdL9kEK7i938kmsgneQjYBgPP4TSzw/7n95Gbt2rWaMmWK4diGDRv03//+15LjSL+cMH300UcqX768ZfuEe7i9171+Iv/7P6z+3rFjx/T+++/r/ffft+Q4qampevbZZ3X99ddbsj8gGmQTYA3mEhIF67zwsM7zp9TUVE2ZMkXXX3+9Jk6cWOzr43mBG7mEWHmp38mm8JBN3jR9+nSdOHEiaHtqaqr69OnjaC29e/dWRkaGjh49GjQ2depUPfTQQyHfTzahOH7qd7IpPGRT4ti2bZuee+45y/dbunRpTZgwIaYbcskneMEVV1yhRo0a6corr9SqVascOWbLli0VCAR+/dDXcD3++OMqXbq07r///pCv27179x9u7I5UiRIlNH78eF155ZVR7wPu5PZ+b9asWczXVLRr107t2rWLaR+xql+/vhYuXKiLLrpIP/74o+nrTpw4EfPvfNq1a6dZs2apXLlyUe8D/pWRkaFbbrlFo0aNUlZWli3HIJvgFnb1O9kUObIJ8UY2AYCzuNkOsJhdJzdmf6C02rBhw/TMM88oIyPD9mPB2ziRD7Z27VpNnjzZ9uNUrVpVb775pjp06GD7sYBQyCbAGswlJArWecVjnedvJUqU0GuvvaamTZtq5MiRhhdg26FKlSqqXr162K8nl2AFr/Q72VQ8ssm7zP6Q3qlTJ8cv1C9durQuuugivfPOO0FjP/zwg5YvX66mTZuavp9sQnH81O9kU/HIJsSqe/fuevbZZ1W3bt2Y9kM+wSvOOeccLV++XE888YQeeeQR5ebm2nKcmjVr6h//+Ieuu+66iG+0O2n06NE699xzde2112rv3r0WVyjVq1dPb731llq0aGH5vuEOXup3L6tXr56WLl2qG264IaaLuM0kJyfrtttu0yOPPMJTgxAkIyNDV1xxhUaPHq3s7Gzbj0c2IZ6c7ncvI5uQSMgmAHBOcrwLAPwiIyND11xzjdauXat//etfln9qTp8+fVS7dm1L9/l7DRs21OzZszV+/Hj+WIOQ7O51L6tQoYL+/Oc/KznZnnhNS0vT8OHDtWbNGi4kgCuQTYA1mEuA+7HOg5Vuu+02rVixQt26dbP1OOXLl9d9992ndevWqUGDBmG/j1yCldze715GNiGUPXv2aN68eYZjl156qbPF/H8DBw40HTN7KtBJZBNC8Vu/exnZBLdr06aNPvjgA3300Ucx32gnkU/wlrS0NN19993asmWLHn30UdWvX9+S/aakpKhz58568803tWHDBt1www0x50CfPn20du1a/d///Z9SUlIsqbNkyZK67777tHLlSi4YTQBe6ncvK1eunKZMmaJ3333X0t/FtG7dWosWLdLjjz/OzQz4VVpams4//3w99dRT2rFjhyZMmODojUdkE5wU7373MrIJiYRsAgBn8GQ7IAZpaWlq1aqVBg4cqCFDhui0006z7VgDBw5Uv3799M477+h///ufPv30Ux0/fjzm/bZt21Y33XSTBg0alNC/CERoTva6l51++umaOHGixowZo5deeklvvfWWNm/eHPN+y5cvryuvvFJ33HEHv0CBq5BNgDWYS4D7sc6D1Ro0aKDZs2dryZIlevzxxzVr1iwdO3Ys5v1mZWWpR48eGjBggHr37h3Vh6OQS7Cam/vdy8gmhDJ9+nSdOHEiaHtKSor69esXh4qkXr16KTMzU/n5+UFjU6dO1SOPPGL6XrIJofit372MbIIb1alTR71799bVV1+tc88919J9k0/wojJlyuiuu+7SXXfdpWXLlum9997TggUL9NVXX+nQoUPFvj8tLU0NGjRQixYt1KlTJ/Xo0UOVK1e2vM6KFSvq+eef1z333KOnn35ar7/+un7++eeI91O7dm0NHTpUI0aMUMWKFS2vE+7mlX73ut69e+viiy/WjBkz9Nxzz2n+/PmG6/NQ0tLS1L17d910003q3r27TZXCSU2aNFHVqlW1Z88eFRYWFvv6lJQUZWVlqWTJkipVqpRq1KihevXqqX79+mrWrJnatWsX99/9kU0w48d+9zqyCaH079/fsg9jiJZVN7KRTQBgv6RAIBCIdxGAU5544gk9/vjjvji5OXjwoObMmaP58+dr6dKlWrFiRVi/EKxRo4aaNWumLl266OKLL1a9evUcqNbbOnbsqPnz54f9+g4dOph+kq5T/NTrXvfdd99p7ty5WrhwoZYvX66NGzequOjNyMhQ48aN1bZtW3Xv3l0XXnih0tPTHarYGZs3b1adOnUMxzZt2mTrp8G61YoVK7RixYq41tCiRQudeeaZUb+fbHIec8nYJ598ol27dgVtL1WqlPr27et8QRFiLsWHF+eT13vd61jnGfPiXHKDgwcPatasWZo7d66+/PJLrVu3TkVFRcW+r0KFCmrUqJFatGih9u3bq3v37pafu5FL8eHnueTmfvc6ssmYn+eTmbffflvff/990PZKlSrpr3/9axwq+sUrr7yin376yXDstttuU9myZcPaD9kUH26dS37vd68jm4K5dS7FU2FhoT7//HN9+eWXWr16tTZu3Kj9+/fr4MGDOnjwoPLy8kzfm5KSojJlyqhcuXIqV66catasqXPPPVfnnnuumjZt6uj3k3xyHvPJWrt27dKmTZu0f/9+HTlyRAUFBUpPT1dmZqYqVKigypUrq0aNGkpNdf4zvYuKirR48WJ98cUXWrp0qTZs2KBt27bp0KFDOn78uDIyMn79G3f9+vXVsmVLdejQQS1atFBSUpLj9XpNIs4lN/e71+3evVuffvqpFi1apNWrV2vTpk3KyclRfn6+kpKSlJWVpQoVKqhu3bpq1KiR2rVrp86dO6tChQrxLj1miTiXEhnZZC/mE6xENjGXEgXZZC/mE5CYuNkO8IlAIKBdu3Zpy5YtysnJUV5e3q+/ECxVqpSqVq2qWrVqqVy5cvEu1XO8eLMd3Cs/P19btmzR9u3bdejQoV9P3DMzM1W+fHnVqFFDNWvWtOzx3m7FyUdiIJvsx1xKDMwlZzCfECvWeb9gLlmjoKBAP/30069/AMnLy1MgEFCJEiVUtmxZVapUSTVq1IjLz35yyRmJNJfc3O9eRzb9IpHmU6Iim5zBXIIVyCbmUiIhn+zHfAKswVwCrMFcAqzDfAKswVwCrMN8AhITH8ED+ERSUpKqVKmiKlWqxLsUACFkZmaqYcOGatiwYbxLAWxHNgHWYC4B3sA6D1ZKS0tT/fr1Vb9+/XiXEoRcgtXc3O9eRzYhUZBNgHeQTUgk5BMAAAAAAAAAeFdyvAsAAAAAAAAAAAAAAAAAAAAAAAAAACDeuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNkOAAAAAAAAAAAAAAAAAAAAAAAAAJDwuNk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      "text/plain": [
       "<Figure size 4500x1020 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from automuse.guitar import draw_scale\n",
    "\n",
    "draw_scale(list(automuse.NOTES), capo=0, width=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2634e284",
   "metadata": {},
   "source": [
    "Let's visualise some notes next. By default, the visualiser shows all notes in the same class -- for example, drawing $C_5$ draws $C_4$ and $C_6$ as well. You can change it with [an option](#Strict-Mode), but please bear with the tutorial for now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "0acc86b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 6000x1020 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_scale(chord.seventh(\"C5\", modes.MAJOR_BLUES), 0, 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dbc3f84e",
   "metadata": {},
   "source": [
    "Try a blues triad next!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d196c83b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 6000x1020 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_scale(chord.chord(\"C5\", modes.MAJOR_BLUES), 0, 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9c4a87f",
   "metadata": {},
   "source": [
    "## Strict Mode\n",
    "\n",
    "To only draw notes on specific octaves, use `strict=True`.\n",
    "\n",
    "Up to the 12th fret, the guitar can play notes from E4 (52 in the MIDI standard) to E7 (88 in the MIDI standard), so let's try the $C_5$ major."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d52e411b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4500x1020 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_scale(chord.chord(\"C5\", modes.MAJOR), 0, 15, strict=True)"
   ]
  }
 ],
 "metadata": {
  "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": "3.12.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}