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  {
   "source": [
    "# Artist Investigations"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "1,706 scrobbles\n4 days spent listening since Nov. 2017\n4.62 minutes/day\n"
     ]
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "      acousticness  danceability    duration_ms    energy  instrumentalness  \\\n",
       "mean      0.218702      0.574796  202421.407595  0.678473          0.053497   \n",
       "std       0.215092      0.162472   59794.180372  0.141701          0.186326   \n",
       "min       0.000843      0.256000   48507.000000  0.176000          0.000000   \n",
       "25%       0.049700      0.451000  154573.000000  0.584000          0.000000   \n",
       "50%       0.161000      0.543000  199053.000000  0.668000          0.000004   \n",
       "75%       0.274000      0.657000  226520.000000  0.805000          0.000648   \n",
       "max       0.946000      0.948000  513707.000000  0.946000          0.901000   \n",
       "\n",
       "            key  liveness   loudness      mode  speechiness       tempo  \\\n",
       "mean   5.482911  0.305708  -8.005934  0.695570     0.289666  110.452840   \n",
       "std    3.492010  0.180859   2.022733  0.460311     0.132537   32.528693   \n",
       "min    0.000000  0.052900 -16.918000  0.000000     0.029600   56.046000   \n",
       "25%    1.000000  0.139000  -9.134000  0.000000     0.203000   87.786000   \n",
       "50%    6.000000  0.303000  -8.320000  1.000000     0.299000   91.973000   \n",
       "75%    8.000000  0.399000  -6.442000  1.000000     0.380000  130.990000   \n",
       "max   11.000000  0.796000  -2.002000  1.000000     0.749000  188.050000   \n",
       "\n",
       "      time_signature   valence  \n",
       "mean        3.996203  0.511429  \n",
       "std         0.177908  0.198530  \n",
       "min         3.000000  0.038300  \n",
       "25%         4.000000  0.373000  \n",
       "50%         4.000000  0.516000  \n",
       "75%         4.000000  0.638000  \n",
       "max         5.000000  0.959000  "
      ],
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     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "artist_name = \"Freddie Gibbs\".lower()\n",
    "artist_frame = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name] # FILTER SCROBBLES\n",
    "artist_frame = artist_frame.sort_index(ascending=False) # SORT\n",
    "# artist_frame = artist_frame.loc[:, descriptor_headers] # DESCRIPTORS\n",
    "\n",
    "total_time = artist_frame[\"duration_ms\"].sum() / (1000 * 60) # minutes\n",
    "total_days = total_time / (60 * 24) # days\n",
    "print(f'{artist_frame.count()[0]:,d} scrobbles')\n",
    "print(f'{total_days:.0f} days spent listening since Nov. 2017')\n",
    "print(f'{total_time / days_since(first_day).days:.2f} minutes/day')\n",
    "\n",
    "artist_frame.describe()[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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x5p3GmJ8CLwMeBL4lIlVZjFVRFEVRFEUZh4yFoTFmxBhzNI1d/hvYAdycYP0rgGrges9rGOCHwDzgogyHqiiKoiiKoqRAQZJPRGQ18Gbgw4BJsNm5wACwLWZ5m2e9oihKyTIcCLH5QDfhcKLTnKIoSmnjz/cLiIgA3wd+b4x5VEQWJdh0NnDMthJ6OWI/z0nyGjOA6TGLlwIMDQ3R29ub8ngHBgainhWlEtB5XRg+8oenufeZE3x47SLedtH8Yg+notE5rVQaQ0NDxR4CUABhCLwFWAm8epzt6oGROMuHPesT8V7gmngrtmzZQk9PzzgvPZa2trbxN1KUMkPndX55Yn8VINz/5B4WD+8q9nAmBDqnlUqhvb292EMA8iwMRaQF+DrwLWPMgXE2HwJq4yyv86xPxPXArTHLlgJ3rly5klWrVqUyXMC6+2xra2P16tU0NjamvJ+ilDI6rwvDV7Y8DiOjtE6dztq1ZxR7OBWNzmml0ti4cWOxhwDk32L4caAG+L3HhTzPfp5sLztsjBnFchmvFRGJcSfPtp8PJ3oRY0wH0OFdZnmwob6+npaWlrQH3tjYmNF+ilLK6LzOLyH7zBXGp59zgdA5rVQK9fXJHKOFI9/JJwuAycBWYK/9eNBe91n7f+e2ehPQgFUX0csaz3pFUZSSJRAMAzASDBV5JIqiKJmRb4vhdcAdMctmAD8GbgDuxBKH2H9/Byte8P3gJq68GzgEPJLnsSqKomRFIOwIw3CRR6IoipIZWQlDEXk/0EokY/hlIuK4ir9vjNkIbIzZZ5H951ZjzB3OcmPMQRH5LvAJEakG/g38B3AZ8HpjjN6CK4pS0gRsX/KoCkNFUcqUbC2GHwcWev5/lf0Aq5B1uunAnwZOAu/CymbeCbzBGPOb7IapKIqSX8JhQ8iuX6gWQ0VRypWshKExZlEG++wDJMG6MFYW89ezGZeiKEqhcdzIoBZDRVHKl4J0PlEURal0HDcyaPKJoijliwpDRVGUHBAMRayE6kpWFKVcUWGoKIqSA0ZD6kpWFKX8UWGoKIqSA4JRrmQVhoqilCcqDBVFUXJAwGMxDIVNlGtZURSlXFBhqCiKkgMCMUJwVIWhoihliApDRVGUHODNSgYYCagwVBSl/FBhqCiKkgPUYqgoSiWgwlBRFCUHqMVQUZRKQIWhoihKDhhrMdQi14qilB8qDBVFUXJAMMZiOKwWQ0VRyhAVhoqiKDlAYwwVRakEVBgqiqLkgFghqDGGiqKUIyoMFUVRckCsK3kkqDGGiqKUHyoMFUVRcsAYV7K2xVMUpQxRYagoipIDYoWh9ktWFKUcUWGoKIqSA2LrGKrFUFGUckSFoaIoSg4IhtViqChK+aPCUFEUJQfEWgg1+URRlHJEhaGiKEoOUFeyoiiVgApDRVGUHBDU5BNFUSoAFYaKoig5QMvVKIpSCagwVBRFyQGBsBa4VhSl/FFhqCiKkgMCY5JP1GKoKEr5ocJQURQlB6grWVGUSkCFoaIoSg4Y60pWYagoSvmhwlBRFCUHxLqS1WKoKEo5osJQURQlBwQ1+URRlApAhaGiKEoOGNU6hoqiVAAqDBVFUXKAFrhWFKUSUGGoKIqSA2Jb4qkwVBSlHFFhqCiKkgO0XI2iKJWACkNFUZQcECsMNflEUZRyRIWhoihKDoh1JavFUFGUciRjYSgiTSLyJRG5S0S6RMSIyFtitvGJyFtE5E8ickBEBkTkKRH5vIjUJTju20Vkm4gMi8hOEflApmNUFEUpFJp8oihKJZCNxXAa8EXgdGBzgm0agF8C04EfAR8G2oAvAX8XEfFuLCLvAn4GbAU+ADwKXCcin8pinIqiKHlnNDb5JKCuZEVRyg9/FvseAWYbY46KyPnAv+NsMwpcYox5xLPspyKyD0scPge4B0BE6oGvAn81xrzas60P+IKI/MQYczKL8SqKouSNWIthbF1DRVGUciBji6ExZsQYc3ScbUZjRKHDH+3n0z3L1gJTgetjtv0/oBF4SaZjVRRFyTdjk0/CGGMSbK0oilKaZGMxzIZZ9nOnZ9m59vP6mG03AGF7/c3xDiYiM7Dc1V6WAgwNDdHb25vywAYGBqKeFaUS0Hmdf2Jdx8ZAV3cP1VWa45cPdE4rlcbQ0FCxhwAUTxh+EugF/u5ZNhsIGWM6vBsaY0ZF5AQwJ8nx3gtcE2/Fli1b6OnpSXuAbW1tae+jKKWOzuv8MTBUBUSFTXPPuvupqyrOeCYKOqeVSqG9vb3YQwCKIAxF5LPAc4H3GmO6PavqsWIS4zFsr0/E9cCtMcuWAneuXLmSVatWpTy+gYEB2traWL16NY2NjSnvpyiljM7r/OPb9CgEglHL1lx0CVMaa4o0ospG57RSaWzcuLHYQwAKLAxF5D+BrwA/N8b8MGb1EJDoDFpnr4+LbWWMsjQ6Cc/19fW0tLSkPdbGxsaM9lOUUkbndf5wQgwbaqoYHLXcyrUNjbS0JLunVbJF57RSKdTXl8a5omDBLyLyPOAm4K/Au+NscgSosuMFvfvVYCWlHM77IBVFUTLEyUJurI3cb48ENDNZUZTyoiDCUETWYGUirweuMsYE42y2yX4+P2b5+Vjj3ISiKEqJ4mQlN3uEoZasURSl3Mi7MBSR07GshPuAlxpjErmE/wV0Ae+JWf4eYNA+hqIoSskRChvCdmUatRgqilLOZBVjKCLvB1qJZAy/TETm2X9/H6vMzD+AycC3gJfENDvZbYx5FMAYMyQiXwD+T0Rutfe7DHgD8DljTFc2Y1UURckX3hqGjbWRNOSRoHY/URSlvMg2+eTjwELP/6+yHxCpOTjffv7vOPvfiNX2DgBjzPUiEgA+BrwcOAB8BPheluNUFEXJG8FwpJB1k9eVrP2SFUUpM7IShsaYRSlsJuNvEnXMnwI/zWhAiqIoRSAQ9FoMPa5kFYaKopQZWpJfURQlSwLhiABsUmGoKEoZo8JQURQlSwKh+K5kjTFUFKXcUGGoKIqSJYlcyRpjqChKuaHCUFEUJUuCYY0xVBSlMlBhqCiKkiWjQa8r2VuuRoWhoijlhQpDRVGULElkMVRXsqIo5YYKQ0VRlCyJKnBdo8kniqKULyoMFUVRssSblVxb7aO6yirfqhZDRVHKDRWGiqIoWeK1GFZX+aipsk6tGmOoKEq5ocJQURQlS2KFYW21lYCirmRFUcoNFYaKoihZ4nUl+33iWgzVlawoSrmhwlBRFCVLvBbDGr+P2mp1JSuKUp6oMFQURcmSYIzFsNavFkNFUcoTFYaKoihZMhqbfOJXi6GiKOWJCkNFUZQsGeNK9mvyiaIo5YkKQ0VRlCyJdSVr8omiKOWKCkNFUZQsiSpXo8kniqKUMSoMFUVRssRbrqba59PkE0VRyhYVhoqiKFkSXeBaqHFjDFUYKopSXqgwVBRFyZKgLQxFoMpTrmYkoMkniqKUFyoMFUVRsmTUdiVX+3yIiFuuxlvGRlEUpRxQYagoipIljiu5ukoAPBZDFYaKopQXKgwVRVGyxHEl++0yNW6Ba7UYKopSZqgwVBRFyRLXlWwLQ6fA9WgwjDEm4X6KoiilhgpDRVGULAkmcCWDxhkqilJeqDBUFEXJkkiMoWMxjJxatWSNoijlhApDRVGULAmEHVfyWIuhJqAoilJOqDBUFEXJkkAw2mJYo65kRVHKFBWGiqIoWTLWlVzlrtMi14qilBMqDBVFUbIkaLuS/Zp8oihKmaPCUFEUJUtGk7iSNcZQUZRyQoWhoihKlgTHJJ94XMmalawoShmhwlBRFCVLYmMMo5JPVBgqilJGZCwMRaRJRL4kIneJSJeIGBF5S4JtT7e367e3/ZWITI+znU9EPikie0VkWESeFJGrMx2joihKIYh1JUfXMdTkE0VRyodsLIbTgC8CpwObE20kIvOAB4BTgM8C3wZeAvxTRGpiNv8q8A3gn8AHgHbgNyLy2izGqSiKklfGuJKr1WKoKEp54s9i3yPAbGPMURE5H/h3gu0+CzQC5xlj2gFEpA1L/L0F+Im9bC7wMeD/jDHvt5f9DLgf+JaI3GqM0VtvRVFKjjGu5CrtfKIoSnmSscXQGDNijDmawqZXAn9xRKG97z3AM8BVnu1eAVQD13u2M8APgXnARZmOVVEUJZ8EQ3a5Gp/tSq72Jp/o/ayiKOVDNhbDcbGtgDOA9XFWtwEv9vx/LjAAbIuznbP+oQSvMwOIjVlcCjA0NERvb2/KYx4YGIh6VpRKQOd1fhkJBK0/wkF6e3sZHRx11/X0D6Z1DlJSQ+e0UmkMDQ0VewhAnoUhMNt+PhJn3RFgiojUGmNG7G2P2VbC2O0A5iR5nfcC18RbsWXLFnp6etIYskVbW9v4GylKmaHzOj8MjVQBQseRw6xbd5ChIDin16e3P8O63h3FHF5Fo3NaqRTa29vH36gA5FsY1tvPI3HWDXu2GfE8J9suEdcDt8YsWwrcuXLlSlatWpXaaLHuPtva2li9ejWNjY0p76copYzO6zyz4REgxMIF81i7dqkVV/jvhwFYsHgpay+eX9zxVSA6p5VKY+PGjcUeApB/YejYRWvjrKuL2WYoxe3GYIzpADq8y0Ss7MD6+npaWlpSHG6ExsbGjPZTlFJG53V+CNhZyY0NdbS0tBDl+Kiq1s88j+icViqF+vpk9q/Cke8C144beHacdbOBLtuN7Gw7SxxFF70dwOE8jE9RFCVrgk5Wsp18IiJukWstV6MoSjmRV2FojDkEHAfOj7N6NbDJ8/8moAGrLqKXNZ71iqIoJUUobLANhm65GoBa+2/NSlYUpZwoREu824CXiogbZCMizwGWEx0XeCcQwEokcbYT4N3AIeCRAoxVURQlLZwahgD+qojDwylyrXUMFUUpJ7KKMRSR9wOtRDKGX2Z3OgH4vjGmB/ga8BpgnYh8D2gCPgFsAX7pHMsYc1BEvgt8QkSqsQpm/wdwGfB6LW6tKEop4hWG3sLWzt/qSlYUpZzINvnk48BCz/+vsh8ANwM9xpgDIvIs4H+B/wZGgb8CH/PEFzp8GjgJvAurK8pO4A3GmN9kOU5FUZS8EAhFEk2qoyyGVpFrtRgqilJOZCUMjTGLUtxuK/CCFLYLA1+3H4qiKCVPMMqV7IkxdJNP1NmhKEr5UIgYQ0VRlIplNJEr2a8xhoqilB8qDBVFUbIg6HElRyWfOMIwoMJQUZTyQYWhoihKFniTT6rjWAy9FkVFUZRSR4WhoihKFiRMPvE7yScaY6goSvmgwlBRFCULElkMa7XziaIoZYgKQ0VRlCwYz5WsySeKopQTKgwVRVGyIKDJJ4qiVBAqDBVFUbIgYecTTT5RFKUMUWGoKIqSBcFwogLXdvJJQJNPFEUpH1QYKoqiZMFoMH5WsloMFUUpR1QYKoqiZIHXYhgvKzkQMoTCZsx+iqIopYgKQ0VRlCxIXK6myv1bS9YoilIuqDBUFEXJgsA4rmRQYagoSvmgwlBRFCULAuO4kkG7nyiKUj6oMFQURcmCQDB5gWvQIteKopQPKgwVRVGyIBhOXuAaVBgqilI+qDBUFEXJgtEEBa41+URRlHJEhaGiKEoWRCefaIyhoijljQpDRVGULHDqGIpAlU9dyYqilDcqDBVFUbLAcSV7rYWg5WoURSlPVBgqiqJkQTBkuZKrPdZCiI4xVIuhoijlggpDRVGULHA6n1T7o0+ntdVqMVQUpfxQYagoipIFAdti6PfFuJKrNPlEUZTyQ4WhoihKFjgWw5qqGFdytSafKIpSfqgwVBRFyYJErmSvxVBdyYqilAsqDBVFUbIg6LqSYy2G3uQTdSUrilIeqDBUFEXJgoTlatRiqChKGaLCUFEUJQuCCYRhdZUgthFRYwwVRSkXVBgqiqJkgZOVXB2TfCIibvcTFYaKopQLKgwVRVGywEk+8VeNPZ067mR1JSuKUi6oMFQURcmCSLmasadTJwFFk08URSkXVBgqiqJkQSJXMkTEorqSFUUpF1QYKoqiZEEyV7JT5FqFoaIo5UJBhKGILBOR34nIQREZFJHtIvJFEWmI2e5iEXnI3uaoiFwnIk2FGKOiKEomJHUl+21XckCFoaIo5YE/3y8gIvOBNqAH+AHQBVwEfAk4D3iFvd05wL3ANuCjwDzg48Ay4EX5HqeiKEomBMN2get4rmQ7K9mpdagoxSIYCnPX1qMsm9HMqbOaiz0cpYTJuzAE3gi0ApcaY7bay34iIj7gTSIy2RhzEvgacBK4whjTCyAi+4CfisjzjTF3F2CsiqIoaREIxq9jCETK1QQ0+UQpLn976igf/O0TTGuq4bHPPCdu6IOiQGFcyS3287GY5UeAMDAqIi3A84CbHVFocxPQD1yV91EqiqJkwGiS5JNatRgqJcKe4/0AdPaP0jMUKPJolFKmEBbD+4BPAT8XkWuAE8DFwHuA64wxAyJyiT2W9d4djTGjIrIJODfZC4jIDGB6zOKlAENDQ/T29o7dKQEDAwNRz4pSCei8zh+BkGUNNKHgmHOND0sQDo0E0joPKeOjczo9TvYNun8fPdFNdbi+iKNR4jE0NFTsIQAFEIbGmLtE5AvAZ4GXe1Z91Rjzefvv2fbzkTiHOAJcNs7LvBe4Jt6KLVu20NPTk8aILdra2tLeR1FKHZ3XuWd4pAoQjh4+xLp1B6LW9XT5AB8ne/tZt25dUcZX6eicTo1d+6y5CHDfw48xr7G441HG0t7eXuwhAIWxGALsAx4AbsOyGL4E+KyIHDXG/ABwbl1G4uw77FmfiOuBW2OWLQXuXLlyJatWrUp5oAMDA7S1tbF69WoaG/WXo1QGOq/zh2l7CDAsXriAtWsXR637Z98ONp3owF9bz9q1FxRngBWKzun0+GffDjjWAcDpK8/l/IWtxR2QMoaNGzcWewhAYbKSXwv8BFhujDloL77dTj75hoj8FnDsp7VxDlHnWR8XY0wH0BHzugDU19fT0tISb7ekNDY2ZrSfopQyOq9zT8DOSm5qqBvz2TbVW6e0QMjo554ndE6nRsBEYmDDVbX6mZUg9fWl4d4vRPLJe4EnPKLQ4U9AA1b8oONCns1YZgOH8zc8RVGUzAiFDcbShfh9cXola/KJUiIMjkYy4/tHgkUciVLqFEIYzgSq4iyvtp/9wFNAEDjfu4GI1ADnAJvyNzxFUZTMCHgEX7U/cVayFrhWis2ARwz2qTBUklAIYfgMcK6ILI9ZfjVWuZonjTE9wD3AG0TEW3nzjUATY+MHFUVRio7XEhiv84laDJVSIcpiOKzCUElMIZJPvoXVueRBEfkBVvLJS+1lPzPGOG7izwGPAPeLyE+wOp98DLjbGHNXAcapKIqSFkG7hiGA3xfPYmg5S0JhQzAU1qLCStEYGI2Iwf4RrWOoJCbvZyljzANYdQs3YMUbfhcrY/hzWLUMne02As/FSjT5DvBO4OfAq/M9RkVRlEyIdiUn7nwCMBJUq6FSPIbUYqikSEHK1Rhj2oAXp7DdQ8Al+R+RoihK9kQJwyTJJwCjwTCN8eouKEoBGBiJCEONMVSSoX4NRVGUDAl4XMnxk08ieXdqMVSKRShsGAqoxVBJDRWGiqIoGRL0WAyTlasBy2KoKMXAKwpBy9UoyVFhqCiKkiHebOPqOIkl0TGGoTHrFaUQDMYIQRWGSjJUGCqKomSI15Vck6SOIagrWSkeA6MxFkN1JStJUGGoFIVAKMxVP36UF3/vwajCq4pSTqTjSlZhqBSL2HOsJp8oyVBhqBSFTQe6advbxdNHenlsz4liD0dRMmJ8V7I3+URdyUpxGBNjqBZDJQkqDJWicLxvxP27T09SSpniLXBdXTXWlazJJ0opEGsxHAqEokotKYoXFYZKUejsjwhDDYRWypVAWskneiFWisPg6FhrtYbwKIlQYagUhU6PxVBPUEq54hWG/jgWw7pqtRgqxSfeOVY9NUoiVBgqReF4/6j7twpDpVyJykqOYzGsqdIC10rxiWcxVE+NkggVhkpRiHYla1C+Up6M60qu1jqGSvEZGB0rAlUYKolQYagUBa8wVIuhUq54k0/iuZK9VkR1JSvFYjDOzbdmJiuJUGGoFAVNPlEqAW+5mniu5GiLoQpDpTjEcyVrLUMlESoMlaLQ2ReJMVRhqJQrUQWu48YYqsVQKT6DtitZPEZttRgqiVBhqBScgZFgVMFVdSUr5UpgnDqG/iofVT5rucYYKsXCaYk3ranWXdY/EijWcJQSR4WhUnC8bmRQi6FSvozX+QQitQxHAmoxVIrDoH2OndZU61oN1WKoJEKFoVJwYoVhvIw5RSkHojufxD+dOt1PRrXThFIknHNsc62fpho/oDGGSmJUGCoF57gnvhBgQMvVKGWKU67GJ7gu41jUYqgUGyf5pKG2iqY6SxiqxVBJhApDpeCoK1mpFAJhS+zFSzxxUIuhUmycOO7GGj/NjjDU866SABWGSsGJFYajwbA2dFfKkkDQciXHK1XjUOu3up9o8olSLIZsi2F9TRVNtSoMleSoMFQKTqwwBM1MVsqToGsxjO9GBnUlK8XHyUpurKmiqa4a0F7JSmJUGCoFpzMmxhD07lUpTxxLd6LEE1BXslJ8nDqGDbV+mtViqIyDCkOl4MS3GKqbTUnOyYGxNxTFZjQlV7JaDJXiYYXqWPO00etKVouhkgAVhkrBcYShEwQNeveqJOdnD+7h3C//k2/etb3YQ4kiFVdyjRNjqBZDpQgMesqBNdT4I1nJes5VEqDCUCk4nf2W5WfR1EZ3mZ6klGT8a3tH1HOpkIorOWIxVKu4UngGPH2SG2ujk0/CYZNoN2UCo8JQKSjDgZArAhdObXCXa/KJkozeYat9V6kVQ3dcdP4ENQwhIgy1V7JSDAZHoi2GUZ6aEvs9KaWBCkOloBzvi8QXqsVQSZXeIWt+lFosqmMxdBJM4uGsG1FhqBSBQY/FsMETYwgaZ6jExz/+JoqSO7yJJ2oxVFLFsRiW2g2EIwyTWwydOoYqDJXCMzAmxjAiFEvt96SUBmoxVAqKE18IsGhaxGKowlBJhDHGrbk2GgyXlEvWcSWnEmM4qgWulSIwOBI/xhC0lqESHxWGSkHxWgxnT6pzy3z0l5iLUCkdBkdDhDxB8qV0E5GKK7lWXclKEYm1GGo1CGU8VBgqBaXTE2M4ramWxlrLzVZKF3ultHDcyA6ldDELppB84i1wbYxmgSqFZXBMVnK1+7/GGCrxUGGoFBS3hmGtn7rqKhptt4YKQyURTuKJQyllJqdTrsaYiOtZUQrFwEj8OoYA/SOBeLsoExxNPlEKihNjOK25FkAbuivjMsZiWEJWjtSEYZX790gwlNTtrOQXYwzfuGsHwVCYz774dHxJLL2VQmxWsheNMVTiUbAzlIisEpE/iUiXiAyKyFMi8sGYbS4WkYfs9UdF5DoRaSrUGJX8c9y2GE5rqgGIWAxLyAqklBa9Q6XrSo4kn4zvSgatZVhsnjrUy4/u383PHtrLhvaTxR5OQXCEYU2Vj+oqX3S5mhL6LSmlQ0EshiLyfODPwBPAl4F+YCkwz7PNOcC9wDbgo/a6jwPLgBcVYpxK/ul0haFlMWx0LYaafKLEJ9ZiWEq1DN1yNSm4kkETUIqNN/nNG+9cyTgt8RrseO4qn9BQU8XgaKikrO9K6ZB3YSgiLcBNwF+BVxtjEp0ZvwacBK4wxvTa++4DfioizzfG3J3vsSr5xzkZO8KwSZNPlHGIdXeVUlxUKuVq1GJYOvR5zjN9E+Sc49xINdZELvdNtX5LGE6Qz0BJj0K4kl8HzAQ+Z4wJi0ijiES9ri0enwfc7IhCm5uwrItXFWCcSp4ZCYbotS/yrsXQPlnpnauSiLGu5NKzGNYkcSVHxxiqMCwm3hvQiXLOcS2GnvhCJwFloohjJT0K4Up+LtALzBWRO4DlwICI/Ar4iDFmGFhpj2W9d0djzKiIbALOTfYCIjIDmB6zeCnA0NAQvb29Y3dKwMDAQNSzkjuO9kZcN03+ML29vVSLdaHsHwmk9T0p6VHO8/p4T/SYu3oHSmauOMIwHAomHFMoMOz+3dXTS2+DZibngkzmdGdPv/v3iRKaR/mkZ9A679b6xX2/DX7rRqa7f3hCfAblwtDQULGHABRGGC6zX+dO4OfAZ4ArgA8ArcDVwGx72yNx9j8CXDbOa7wXuCbeii1bttDT05PumGlra0t7HyU57f3gTLnDe3ewrmc7nUd8gI+BkSD/+tc6pPKTBItKOc7rZ/Zac8Rh2869rAvsLt6APIwEqgDh8MEDrFu3P+4227sFsKw1j7Wtp6OlcOObCKQzp7ceiMylUppH+eTIcWuOjvT3sG7dOgBGB63P4fDxLneZUnza29uLPQSgMMKwCWgAfmSMcbKQbxeRGuBdIvJFoN5eHi8aeNizPhHXA7fGLFsK3Lly5UpWrVqV8mAHBgZoa2tj9erVNDY2jr+DkjIP7OqCLVsBuGLNKs6e18LeRw9w96F9GIQLL718TDkFJTeU87z+y8lt0NHp/j911hzWrl1WxBFZGGMIP/oQAEsXL2TtsxbF3a65vYcfbnsSgBVnncOFiycXaogVTSZzev09e+DgIQCmzCyNeZRvfrhnI/QNMGfmNNauXQHAn7qe5pmeE1TVNbJ27XlFHqHisHHjxmIPASiMMHRso7+NWf4b4F3ARcCgvaw2zv51nmPExRjTAXR4l4lteqqvr6elJf1b9MbGxoz2UxIzGIpYbhfOnEJLSwNTWyIndF9tPS3NdcUY2oShHOf1cExI4ajxlcR7CIbCOE7hpobE55nJLZE3UF2b2flISUw6c3o07MkQL5F5lG+Gg9YsndRQ577fyU2WrWUoYCbEZ1Au1NePZwMrDIVIPjlsPx+LWe4IuclEXMizGctszzGUMua4p1TEtGarjqG3Cn8plSFRSocxySclkjTg7WKSToFrpXj0j3qTT0onuz2fDNh1DJ32oxBpLNA3QT4DJT0KIQw32M9zY5bPsZ+PA08BQeB87wa2u/kcYFP+hqcUCqeGWENNFQ12NrK3hIKWrFHi0TumXE1pzJNAOJJhnKzAdW211jEsFbw3FaUyj/LN4IiTlRw51zbXRTpOaf9uJZZCCMNb7Oe3xyx/B5YYvM8Y0wPcA7xBRJo927wRK0YxNn5QKUPcdnhNkYgBrcKvjEesxbBUuuQEgl5hmKSOYZUKw1LBe/M5EdrBhcOGwYBTx3CsxTBsYCigVmwlmrzHGBpjnhCRXwBvExE/cD9WVvJrgK8bYxw38eeAR4D7ReQnWJ1PPgbcbYy5K9/jVPJPpLh1jbussVYthkpijDEl2ys5GI5YWvxqMSwLvDefE+FGdDgYwjEINnjOtd4Qnr7hYJQ1UVEKNRveDbQDbwVeCezHqmH4XWcDY8xGEXku8A3gO0AfkfI2SgUQ2w4PooXhRDhRK+kxEgxHxfJB6RS4Hk3RYlhbFbHUaOeT4jLRhKE3bjuexRAsYThT808UDwURhsaYAPAl+5Fsu4eASwoxJqXwuMKwOb4rWZNPlFi8bmSnv2upWJad4taQToyhzvFi0h/T+cQY41awqESGRiPzrT5OjCFMDIGspEchYgwVhUAozMlB6yIfbTGM3MWWygVfKR28buTZk6xSRkOBEKFw8QPmva7klGMMA2oxLBbGmKhzTDBsKt61743HjbYYVrt/l0pohlI6qDBUCkLXwKj793RvjKHnLlb7diqx9AxF5sSc1kiNr1KwcqTqSvb5xLUojoYqW4iUMvHCEio9AWXQIwyjYgyjQni0ZI0SjQpDpSAc7/PUMPRYDH0+cbudqMVQiSWexRBKY65EWwyTuyOdWoZqMSwe8W4mSuEGI58kijFsjkk+URQvKgyVgtAZVdw6usGNk4BSChd7pbTwXrRmT4pYDEthrkTHGCY/ldb4rfWjIY0xLBbx5kylu1GjLIY1iSyGlf0ZKOmjwlApCE4NQ4i2GELkJKUnKCUWb/LJnNaIxbAUwg68wtDvS34qrbWFoVoMi0c8y1ild/6Ishh64rmjqkFUuDhW0keFoVIQoiyGnhhDiJywSsEKpJQW0a7kUrMYRlzJNf7kruSIxVCFYbGIN2dK4QYjnySyGNb4fe7Nit6QK7GoMFQKglPcutbvi3JjQMRiqOVqlFh67eST6iphqueGoiSEYVAthuVE3BjDCreWDXrK1TR4YgwhEmdY6eJYSR8VhkpB8Ba3jq0bpq5kJRGOxbClrppmT4mNUgiYD4ZTjzF0k0+0jmHRmJDJJ946htXRwtA975bAb0kpLVQYKgXB7ZMck3gCnuSTEumBq5QOjgBsqa8uuZqXo+pKLismojActN9fQ00VPl/MDXmd3pAr8VFhqBQEx2I4PSa+EDQrWUmMk3zSUueP6u/qtYQUi6Amn5QVcWMMK9xa5vxO4vVCVouhkggVhkpBiNcn2UFdyUoiXFdyfTW1/iq3XmApXNCjytX4Uy1Xo8KwWDgCSARaG6ywhEov7uwkn3it7Q7NddZnoDGGSiwqDJW8Ewobt/NJPGHodD8ZDoSjrDCKErEYWhexUrIue13J1b7xClyrxbDYOAKoscbvzqdKt5Y5CX3xLIbN7g15ZYtjJX1UGCp5p2tgFKdJRGypGojpl1wCLkKldOi1L9xOBmVTCQnDYBoFrjX5pPg4c6ap1j9hvBSuxbBmrMXQjTGscHGspI8KQyXvJOt6AlqFX0mMazGstyw8zlwpBfdXRq7koFoMi4VzbmnyxKuWQkhCPnHK1dTHE4YecWyMGbNembioMFTyTnRx68RZyVAaliClNBgJhhixhVSLfSEvJVeyt8C1P1VXsgrDotFvu1Uba/0eN2rx51E+iVgM4ySf2L+pQMjovFSiUGGo5J3xhKFaDJV4eK05sRbD0hCGGfRK1gtw0ei3E5maa/0TplSLG2MYL/nEc96tdMupkh4qDJW809kX6ZM8XS2GSop4+yQ7yQKlFBsWtC2GPoGqcS2GToyhCsNiMeBaDKsmTKmWVCyGUBq/J6V0UGGo5B3HYlhT5aOlPnE9LVBhqETo9Vy0m11XsiWwSuFC5lgMx7MWQnS5mnBY47mKgRtjWFsdiTEsgXmUT9w6hnEshk2eTkKVLpCV9FBhqOSd47YwnNpUM6YdHsS6kjVrU7GIshi6rmTruRT6ao+mIQxrPckpWsuwOESEYZXrRh0Nhis2UzwQCruhC3Ethl5XspasUTyoMFTyjtsOL44bGSi5VmdKaRAVY+i6kq25MjAaLLrlzXElO0W3k+EVhupOLjzGmOis5CgvRWUKw0FP6a+GOFnJzV5XsloMFQ8qDJW809nndD0ZW8MQomMMS8FFqJQGTtcTwA1BcOaKMTAYKO4FPR1XcpTFUIVhwRkOhAnZNxKNtX6a6irfjToUJQyTWwz1vKt4UWGo5J1k7fDAumg65T7UYqg4xE0+qSudeNSAazFMRRhGLDaV6rosZbzCp7nWPyHcqAOjkfccryWeJp8oiVBhqOSVcNhwwmmHF6e4NYCIlFR9OqU0cCyGVT5xXWGlZOWIWAzHdyXXqMWwqHjnSlOdf0K4UQdHUrcYarkaxYsKQyWvdA8FXBdOIosheMuQqDVFsegdirTDc5KWvEH0xb6gB8OWwPOn6UrWGMPC473hbKzxTwhRFGUxjBNjWOv3uTc1xb7JUkoLFYZKXokubh0/xhAirg61GCoOfbbFsMUTD1ZKNS9Hg2m4kqtVGBYTr/jztsSDyhVFgx5h2FA71mIoIhOmnqOSHioMlbziJJ5A/OLWDo0lVLhYyY5dHX287zcb+df2Y1kdx6lj6K192VxCF/S0XMlVEYuNupILj/cmosnTEg8qt5ahN9s6nsUQmDAdYJT0UGGo5JXjXothghhDKK2OFkp2/PSBvfz1ySN89JbNWSVaOMkniSyGxZ4rjis5fYuhhksUmv4YYdg0EWIMx7EYQqQuaKW605XMUGGo5BWnhiEkjzF0YseK7R5UsqejbxiA7sEA67Z3ZHyc3riu5NKpeRkIpl7HsKZKk0+KSawwrK+uwuli2F+hWclRdQyr41sMm90b8sr8DJTMUGGo5BUnxrDKJ7TWVyfcTrOSK4duT5mZP2w4lPFxvMknDs3eNl5FTlQKZGwxVGFYaGKzkidCfF2UMIxTrgbUlazER4WhklecGMOpjTX4fIktK816gqoYejzC8L4dHZzwhBOkg5t84rmhqKv2lYylJ70C1+PXMSx2J5dKxhF/PoF623rWbFuiKzfG0Hpffp9EWay9VLo4VjJDhaGSV8Yrbu3gZiWPhjBGL5DlTM9gRLAFw4Y7Nx1O+xjBUJgB2+LhdSVH17wsssXQdiX7k9zwOCSrYzgSDPHh3z3BOf91Nw/t7MztIBUgcsPZWBspfVTposixGDbUVMXtUQ96Q67ER4WhklfcPslJEk8g4koOhY262soYY0yUxRDgto0H0z5OVJ/k+ujA+eYSSVRyXcn+zOsYjgbDvO/XT3DHpsP0Dge5c1PmrnclMW6f5NqxGe7Fnkf5YsAjhhPhuJI1+UTxosJQySsRi2HiGoZQWh0tlMwZGA0RtF2iUxqt73zr4V62H+1N6zhRfZLromNTSyUe1XUlZ2gxDITCfOC3G7lnW6Ssz8nB0TH7KtkzEEcYVnp8nddimAjnJmskGNakKMWlKMJQRD4nIkZEnoqz7mIReUhEBkXkqIhcJyJNxRinkh3GGE7YFsNkNQwhuqNFsS/4SuZ0e4TN61YvcP++fWN6ljAn8QSik0+gdGpeBtPqlRxtMQyEwnzwt0/wj63RtR6d9pFKbnEthp65VOmuZKfzSVKLYQkVjFdKh4ILQxGZB3wWGIiz7hzgXqAB+CjwM+CdwK0FHKKSI3qHgozaVpXxYwzVYlgJeN3IZ86dxOrFUwD44xOHCIZSt0j0eS2GMdnspeICdC2GKbiSvcH/AyNBPvz7Tfz9qaMAnD2/lbWnTgfgpArDvJDMlVypySeOxbA+QakagCaPNV7dyYpDMSyG3wYeA9bHWfc14CRwhTHmR8aYzwPvB14oIs8v4BiVHBBd3Dp1V3KxkwqUzPEmnkyqr+bVq+YBcLxvhAd3pZ5YkdSVXCI1LwOOxTAFV7KIuO7kGx7Zx1+fPALAWfMmcdPbVrNwaiOgFsN84VgFo1zJFW4xHEzTYtintQwVm4IKQxG5HHg18OE461qA5wE3G2O8AUk3Af3AVYUYo5I7ovskp5aVDMW/4CuZ461h2NpQzYtWzqLOruF324bUk1C8ruTY5JPGErmgp1OuBiLuZMeSc+bcFn71tjVMqq9mcoN149Q3HHSPq+SOeIkYTtePoUAoLWt2uTA4kkKM4QToAKOkT+JbiRwjIlXA94GfGWO2xEmfX2mPJ8qSaIwZFZFNwLlJjj0DmB6zeCnA0NAQvb2pB74PDAxEPSuZ097R7f5dL8Hk30Ng2P2z42Qvvb11eRzZxKNQ8/poV+Q7rgqNYEbh2cun8retx7l761EOdnTRUjf+aaeju8/9WwLD9PZGLlq1Pusi3jcyzpzKM06wfjgUSGkcXsviaTMb+eFVZyDBIXp7h2ioiljJ2491MX2cZC0lvTnthCbUSNj9rvxE5tTRzpNjQhbKnX77PVd73nMsEozcvFvn3cr6DMqNoaGhYg8BKKAwBN4NLASem2D9bPv5SJx1R4DLkhz7vcA18VZs2bKFnp6eVMfo0tbWlvY+SjSPHhHAulvdsamNQ0nOOSdHwJmOG7c8TV3H1ryPbyKS73n9xKHId76p7RFqq2Bh2Fo2GjJ8/46HuHjm+HUqt7T7AB+Coe2RB/F6a48fsdYNDAf417/WkaBEW14xBoJha74eam9n3bp94+7T4quiC2F2g+GN83vY+NhD7rpDJyKf2933PcycxnyMujIZb04bA/0jVYDQeeQg69a1A3CwI/KZ//P+h5iS3KlRdvQOWe+569gR1q2Ln/x1bAic827bE1sIH9QassWkvb292EMACiQMRWQq8F/Al40xxxNsVm8/x2uTMOxZH4/rGZugshS4c+XKlaxatSrlsQ4MDNDW1sbq1atpbNSzczY8ed8+2HeAKoGXPO8KfEmu4L3DQa7d+CgA8xefwto18wo0yolBoeb1pn/thfaDVFcJL3jOFYgIl4cNtx1so6NvlB2jk/nc2rPHPc7jd++GQ4dpqvXznGdfHrVuzyMH+OehfYQRLrrs8qTB9fkiEArDYw8DsGzpYtZeumCcPWDp2UM8tq+bF54xfYzVtGl/Nzc8swWAU848lzWLWnM+5koj1Tk9OBrCPPYIAGcsX8Lai+YDENh2nN/u3g7AylWrWT6jcs73xhhG7RuP5UsWsvaKRXG3O94/ytc2PQ7AwlNOZe2q2XG3UwrDxo0biz0EoHAWw68AXViu5EQ4NtR49211nvVjMMZ0AB3eZY6rur6+npaWlnTGCkBjY2NG+ykRekesu89pzbW0TpqUdNuGxkiMT1D8+tnniXzP6+Gw9btrbahhkuc7f9Wq+fzo/t1sOthL12gVi6Ylvwg7x2mprxkz3mmTIvv6ahpoGad4ej4Y8vShbWxI7RxzZksLZy6aGXfdvOmRm6YRdP6nw3hzerg3EqYydVKTu+2MyR4bhL+2oj7z4UAIp8Pi5JaGhO/NXxdxp+t5t/jU1yezfxWOvCefiMgyrJIz1wFzRGSRiCzCEnvV9v9TiLiQ492yzAbS76ulFJXjKbbDA/BX+VzLjyaflC/ddlbypJh4rStXzXX/vj2FTihO8km8uK/GEqi9NupJVqiuyt6X7RQDB+jSzOSc4i1r1BynwDVUXsmaQc+NS0MSi3p9dVWk97gmnyg2hchKnmu/znXAXs9jDbDc/vuLwFNAEDjfu7OI1ADnAJsKMFYlhxzvs4Th9BQtOpHCxVquplxxhGFrjKBbNrOZs+ZZFsTbNh4iHE4ey+SUq4mXqFIKNS+DUcIw+9Noa0Pk83KKwiu5wTtHouoYeku1VJgo8t4wNSQpVyMikbI9FSaOlcwphDB8CnhlnMdWoN3+++fGmB7gHuANItLs2f+NQBNa5LrscMrVjNf1xKGpVi2G5Y5T4DrWYghwpV3T8FD3EI/v7Up6nF77OM11Y4/TXALC0KlhCLkRhtVVPvcz07Z4ucU7RxoTWAwrzVrmtRh6u0rFw/mNVZo4VjIn78LQGNNpjLkj9gF0An32/1vszT8HTAHuF5F3i8hXgB8Adxtj7sr3WJXcEQ4bOm3Lx7Q0LYYqDMsXVxg2jBV0Lz97jut2vW0cd7JzkYqtYQil4Ur21hr058CVDBF3sha5zi1e0dccpyUeQH+FFXd22uEBNNQmT86KWAwr6zNQMqcovZITYYzZiFXOZgj4DlZs4s+ximIrZcTJwVFCtrswVYthqfTAVTLH6ZXcWj+2Dt/kxhqetdwqN/rwOF1QIq7k5DGGxbMYRoRhTQ4shhARhtoWL7d4RZJ37ngtaRVnMRxJ3WLYVCItJpXSoZB1DKMwxlyRYPlDwCWFHY2Sazo9cVKpxhg6d67eE7lSPgRCYQZsF1Y8VzLAyrmt3LOtgyM9wwyMBOO26wqHjXuRipd80lQSwjC3rmTA7X6iySe5xSv6vHPH57Pi6/pHghWXfBJlMUzS+QQqvzWgkj4lZTFUKgcn8QTSTz7RXsnlSU9MO7x4LPXUitvbGb9jRd9IEGPrrnjJJ97YsEpyJU9tVGGYD/oSJJ94/680URRVTilJ8glEfk+VJo6VzFFhqOSF4/2R2mGplKuBSPKJujTKk5SE4fQm9+/dx/vjbtPrOU48i6G3/EaxMtjz4Uqe7LiSB0cxRjtQ5Arn5qHKJ27fbodKdaOmYzFsrlBxrGSOCkMlL3T2pe9KdmJh9ARVnjilaiC+oANYPK3RbWG3uyOBMBz2HCeOxdDnExrti12x5orXlZxri2EgZNR6k0OcOdJYU+U2PnCo1FIt3hjDcYVhhYpjJXNUGCp5wSluXeP3xb24x8NxeQwFQm7iilI+9AxFbgZi6xg61FVXMW+yVd1/9/EErmSP2IuXfAIRS0+xXMm5rmMIEYshQJfWMswZjlU5bukjx41aYTej0RbDcVzJtdbnMjiq513FQoWhkhfc4tZNtWPu0hPhjf/JdQJKz1CAd9y4ng//7gmGAxrDmA+iXcljs5IdHHdypq5k8GSwFylRKdedTyBiMQTo0lqGOcMpwxIbXwiVay1z6hjWVfuo8iWfn1H1HCvsc1AyQ4WhkhccYZhqDUPIb326b/9jB/dsO8Ydmw7z1b9uy+mxFQuvKzlRVjLAkmmWMNzTORDXQtGbisWwyHFRwXxkJavFMC84yWyNcer5FXse5Qvn/DleqRoojYLxSmmhwlDJC+l2PYH8ZZs+daiHXz++3/3/V4/t5+9bjiTZQ8mEqBjDJOEDTmbyaDDMoZNDY9ZHWwzjH6cpxWLox3qHufGRfXT0DifdLpZD3UPc+Mg+TvSPxF0fyIMrWS2G+cGJ12yKc5PhuFErTRA5FsPxiltDTM/o4eIXue4bDnDjI/vYk8CjUA4c6bHOH50Jzh+ljgpDJS+k2ycZIlnJkLtsU2MM1/5pK2EDfp+4rqNP3vYkB7oGc/IaikWP28bOjz+JWIrKTO4ce/L3Jp/Ec/9B6sXQr7lzK9f8aSvX/nlr0u1i+cStm7nmT1v59t074q4PhL0Ww9y4kqMshlqyJmc4Nw9N8SyGHlfyeP27y4nB0dQthlF1QUvAcnrdvTu55k9b+eDvnij2UDLmC3dY552v/OXpYg8lI1QYKjknGAq7Fo/pTYljzWLxnsRyZTG8Y9Mh1u8/CcBbL1nEt19zNmAFm7//t08wGgwn211Jg2R9kr1ECcM4mcl9nizSRAIz1WzSrUd6AHhsT1fKJWACobA7Z3Yc7Yu/TTD3FsPGmipq/NaxctH9JBAKu51oJjKO2IkbY5jHuOZi4lgM68fJSIYYi2EJWE7X7TgOwDNH+8u2bNPODuu8saH9ZJFHkhkqDJWc0zUw6hYoTsdimOtWZ33DAb72t+3uOD74nGW8YMUs3nLxIgA2H+jmW//YnvXrKBZuO7wENQwdpjXVuK7meJnJjis5UeIJpOZKDoUNR7otF3LXwChHelJzJ+881u/eMBzrHd+VnMw6mg4iwpSG3PRLHg6E+M8fP8qqL/+Tu7cezcXwyhY33i6OMKzUxIuMYwyLbDHs7B9hl32zOBoKl63l3PGYHegaKst5pcJQyTkdGXQ9gZis5Bz8mK67d6f7A/3Mi05zy1V85sWncebcFgB++uBe/rX9WNavpaRuMRQRls5InJmcrE+yQypdco71DhP0uAe3HOpJOi6HpzzbdfQNx7Va5MOVDLnrl/xff3maje3dhA18/e/bo8rrTCTCYeNmrjfHE4YlJIpyiRtjmKbFsNgi5vE9XVH/H00zNrgUGBgJup8/wDPH4nsdShkVhkrOOe4JuE216wnkNit5V0cfv3x4HwDnL5zMK8+d666r9Vfxg6tXuReFj92ymSM9Y5MglPTotoVha/344QOOOzlegHnvkNMnObG1w4kXGw2FGQnGF4cHYxJbtqYqDA9HtguEDCcHxwbkR7mSfbk7jTrCMBuL4Z83H+Y3j7e7/+/tHOAvT07MZKvBQMj1XoxnMSwFN2qucNzi47XDg9ISx4/vPRH1/9EUrfylhLcdLMAzCcJRShkVhkrOyaRPMsScoLJIPrESTp4mGDb4BL70ihVjaikumtbI1161EoCTgwE+9NtNE9aqkit6bAE1aRxXMkSEYWf/6Jg4OMdiGK8gsUO0dTn+XDnUHZ1clKrFMHa7eBenYNgjDP25F4YnM4wN3H9igM/cvgWwXPrT7Bjf6/61c0IWL/beYDbFyZQvJTdqLnE6n6RiMfS6m4stjivBYhibibxdhaGiRP8w0rEY1lX7cGqxZmMxvOupozy0qxOA169ZyIo5k+Ju9/Kz53D16vkAtO3r4nv37sz4NdMhFDb8fcsRth3pLcjrFQJjTMquZICl0xvdv2PjDJ3kk2Qlb1KxLh/sirYYPnV4/M87GAqP+V6O9Y29OAVC+XUlZ1LHcCQY4v2/ecJ1B3771WfzrsuXArDn+AB/nYAlmrwdTeIln0SXaqkcYZiOxdDnk5Ko59g1MMqOGLfrsQqwGCZKYCtlVBgqOcf5YTTWVKV0YnIQkZTLkCRiaDTEl+0SAZMbqvnY85cn3f6LL13B8pmW9eoH63Yl7MaRS+566ijv+fVGrvrxo1GlWcqZgdGQG8+XqB2eFyfGEMbGGboxhikkn0DiC/qh7mhheLxvhGPjWCB2Hx9gOBBtOY5XAzGqjmEeXMl9I8G0M+a/8fcdrrXz7Zcu5rlnzOT1Fy5w6yN+/96dFVWSJRWiLIbjxRiOVMZvMRQ27hxOxWII3iz/4n0GbTFuZChPi+HxGIuhxhgqCpl1PXHItqn99fft4rB9l/mJF5yWtDUbWOUcvvfacwEwBn716P6k2+cC5+LdNxzkoZ2deX+9QhDdDm98YbhgSgN+2zzsFYbGmEhWcjJXsrcYeoIyI06Mod/TEmzLweTu5Hju5niZyY4wrPIJvnFajqWDt5ZhOu7kfz59jF88vBeAs+ZN4lMvPA2w+uT+v8uXALCzo5+/PzWxMpT7xxGGzbWROVYpFsMhT8vPlIVhCbQGfMx2I1dXCcvsG8ejCaoClDKdMRbDEwOjY6yIpY4KQyXnZNL1xKExhTIksQyOBvnz5sO8+1cb+OF9uwFYOXcS/3nB/JT2P312C5ctmwbAHzYczPvJ8bDHknXvto68vlah8MYJpuJKrq7ysXBqAwC7OyKu5IHREI5RK1nySSqljQ6etGIML1o61V3mTSyJh5ORXOP3ua7seFZGx5Xsz6EohJjuJykmoBzqHuLjt24GrJi5H1y9yq2HCPDGCxcy2Rbr100wq6F3bsTzXjRGFdWvDGE46HkfDSmUq4GIaC6mOH58ryUMz57XysKpVqhJWbqS43Q7KTeroQpDJedk0vXEIVWL4dBoiL9tOcL7fr2RVV/+Jx/47RPctfUowbDB7xO+9IoV4zaP9+LUNuwfCXL7xoNpjzsdvMLwvh0dFXGh7onqk5xaUfN4mcnednipJ5+MnSvhsOGwXcPwtFnNLLJF6FPjJKA460+f3cKc1nogucWwJkc1DB0mN6QnDAOhMB/87ROuxfa/rzyLBfZ7dWis9fOOyyyr4Y5jfdz99MSxGnpj5prjxKz6q3zUV1eN2bacGfCUSonXHzoezUW2GHYPjrL9qBXbu2bJFGZNsq4dZelKtq9/3pu8cktAUWGo5BzXlZyBxXC8wsXBUJjP/nEL533ln7z31xv565YjbjxNc52fK1fN45Z3X8SqBZPTet0rTp3B/CmWELjxkX15rbjvjX07MTDK5oPdeXutQpGuKxkicYb7uwbdeDpvzGUqdQwh/gX9eP8Io7Z4mze5gRVzrQSkpw4lTkAJhQ1b7QSVlXNbmNFSBySyGFrHzmVGMsDUpvSE4XX37mSD3aXl9WsW8JKzZsfd7s0XL3K/l+/du6sibkZSwRtmkCjeuRTcqLlkIAuLYbHEcdveLres0IVLpjLL/u31DAUYDuSmPWqhcK5/Z8xpcX9zO46WV6KhCkMlp4wEQ/TaJ5dMLIbOHW6iEiQP7DzObx5vdwuINtX6eeW5c/nZm85n/eefy/9cdXbaohCsWLE3XrgQsBIQHt41NhA6FwRC4TFC41/by9+d3D3ktRimKAxti2EobGjvstzJXldW8jqGyV3J3hqG8ybXs9IWhkd7hxPG++zt7Hfjs86cM4mZ9vyNJwyDeXIlp2MxDIcNv3jIiis8bVYzX3jpGQm3bar18/ZLFgOw7Ugv92ybGEXdx8tKhkjJmmKXaskV3uLKqXQ+gexju7PFcSP7fcJ5Cycz0xaGUH61DDv7nXawtSyf2QzAjmP5T2rMJSoMlZzS6SmzkZkwTH6CenS3JdiqfMKP3nAe6z//XL7zn+fw3DNmUutPzW2SiKvOn09dtfWTuPHRfVkdKxHHeoeJNdZUQpxh92AGFsM4JWu8ruSkFkNPUH28mwgnvhBgrkcYQuI4Q2/iyZlzJ7kXp87+kTE1Lh1rZK76JDtM9nx24wnDjr4R1234ujULqKtOPv/ffMkiN27ye/fuLNs+tOngnEf8PqE2gXXXtRhWjCvZYzFM0ZVc7M/AKWy9ct4kGmr8zJ5U764rJ3eyMSYqlOq0WZYw3Hmsr6ys9CoMlZwSVdw6G1dygkxT587yzLmTeOGZs8a9GKZDa0MN/3GO1SHl3m3HONA1OM4e6XPIY8k6Z34rAE8f6S37ziuOK7nGE7M1Hkumjy1ZE+VKTmJ59Ff5XBEfr8SG12I4t7WeFXNa3P+fSpCZ7LiZa6p8LJ/ZzMxJljAMm7GdSJzkk1zWMATrfTkW1/GEYbtnfs6f0pBkS4uWumredqllNdx6uLciLNXj4bhVm+r8Y4rcOxTbWpZrhjKwGDpW0/7RYFQppkLQMxRwQzjWLLYSxZwYQygvi2HvUNC9aZzeHLEYDo6GOHAy99eTfKHCUMkpXmGYSbmaZFnJfcMBNzngwiVTMhxhct500SLAEgM3P5770jWHPQLQcV1D+buTe4YsEdNSX53wAhzLpPpq16rsZCY77fAgeYFrgCa71Ei8LjlOHGdrQzXNddW0NtS4MaTjWQxPndVMjd/nupJhrDs5mCeLIUSC1rvGKVez/0Qkm3thCsIQ4K2XLHZFwHUTwGroWMCSCaRix9flmugYw/Ru0oyBTQe68zGshKzf540vtM7rUa7kMrIYxraDdSyGUF6FrlUYKjnF2/Ukm6zkQMiM6YG7ft9J1w174eKpsbvmhDPmtLB6kXVy+v2/D+Q88NnJlAV4wZmz3ASdf5W5O9lxJafqRnZYMs1yJ7sWwxSzkiHSLzneTYRjMZzbGnFJnTkncQJKOGx42rZanGm7nb0Xp9jMZMeq4s+DMJycYvcTx6ItYrnLU2FSfTVvvWQRAJsP9vBAhdTRTIRjBYyXkexQackn3hjDVIXhxadEzqcPFnhOOF6gKp9wvn3uba6rdsNFysliGNsOdrkKQ0WJsRg2pVa2xEuy2LHH7DgUn8D5i9JPMEmVN11sWfK6BwP8adPhnB7bESytDdU01fp59mnTAXh4d2fZZd95SacdnhcnM3n38X6MMW4CQF21L6oWXzySxaM6MYbzPILJEXyHuofGuGn3nRhwj3PmXMvtnMxq4biSa3LsSobU+yXvt4XhnEn1acXXvu3Sxe5n+68KT0JxvtNEiSfgST6pmC5E42dixzKjuc61bj2083hexpWIx/dY5/Uz57REfU9OKMd43YpKieMxhpGWumrm2O8jtt1fKaPCUMkpjjBsqfNnlAySrAeu02B9xZxJ41qTsuEFK2Yxs8Wy5N2Q49I1Tg1Dx5L17NNmAjAcCLuJNeWIazFMVxjaLqy+4SDH+0dS6nrikCg2zBjjxnLObY24WKMSUGLqGXoTT5ztpjXV4HjFY9viBfLoSp5iZybHxjXG4sQYOi7yVGltqOGM2Zb4TaV/dDnjnEOSCSTnXNI/EqwI1/qgfUPtExIm3MTj0lOsIv+bD/YUrFVn33DA/e2tWRLtBXJK1pSVK7kv2pUMVmgKqMVQmcC4XU8ycCND4h64AyPByAlkcX7iCx2qq3y8fo1lNXz6SK9bJy4XOMLQKZ586bJpbpHke7eXr/XGtRim6UqOykzuGEipT7JDopqXnf2jjASdGoZjLYYwtvWdE/zu94kbMO6v8rkn97Exhna5mnxYDG1L+8mB0aRCpf2EJQwXTmlMuE0iHPH79OFeQmWULZkufZ7kk0Q468Imup1cueJYDBtrEifcxONSu/tTKGwKdpO6fr8nPCgmbtwRhuXU/cS5/vl94t4knzrLugnb0zkwJjyqVFFhqOSUbLqeQIzF0OMSWb//pHsBu3BJfuILvbx29Xw34/TGHPVPNsa4SRGOxbCp1s8a+4T4r20dZWuxyNiVHJOZ7CSfjJd4Aoldyd4C4l5hOKWxxv3ct8YkoDg9lJfPbI7KdHcvTjExhvkqVwMRi2EwbNyaoLH0jwRdi2Jsp5NUcNzlQ4FQVOeZSsPNSk4h+QQqIwHFsRimWqrGYc3iqe5NaqF6uDteICs8KFoYOq7kjr6Rsin14m3u4PRQP3VWpF7rnuMDCfctJVQYKjnluGsxrBtny/gk6oHrxKGIwAV5thiCFXPzkpVWF4m/bzkyxpWYCT1DATcw3JsU8ZzTZgBwuGe47FongeVWdb6r1hTb4TnMba133V27j/e7FsNUQgUcS0+sxTC2hqEXp2yN12JojHEzlb3uZsANKYi1GObVlexppXUygTvZsRYCLEgxI9lLMutpJeEIvWQWQ29iSiUUuR60rZ6plqpxqK+p4ryFVuz2Q7sKJAztuPEz5rSMCR9xbsqCYUPnQPyi9KWGKwybI7/hU2dGSmWViztZhaGSUzrdO6b0E08g+iTtveA7mWunz2pJ2yqVKW+y+ycHw4ZfP96e9fG8lqw5HmHoxBlCeZatyaQdnoPPJ26pjN3HB9zwgXRcybEWw+iuJ9GiyRF+B7qG3P7O7V2D7us6ljQHpy1eR0y3lGCe6hhCtDBMFGforWGYiTBcNqPZtQ4laxNYzoTDxi0AnizGsPIshtZ7qE8xI9mL407e2zkQdYOVDwZGgjx50AkPGusFiqoK0FMewtANpfLU8F06o5Eq23pYLjf+KgyVnDEwEnRPxDlxJdsnuMHRIE/a/YTX5Kl+YTzOnd/qConftLVnXfjVW9zaa8laMLWBZXZ27r1lmCXak0E7PC9OnOHujn5P8kkKrmTbIjIcCEd1JnE+5+Y6/5jxnDlvbAeU2I4nXmbalu+ugdGo+KB8lqtJyWLY5alhmIErucbv47TZVixlbCJOpeANRWlOVRiWiMWwo3eY5/zPfbz7VxvSDi/xxhimy2W2MIT8u5M3jBMeNHtS+dUyjBdKVeuvYrFdluuZMslMVmGo5IyoGoYZdD2B6Fggp3Dxxv3dbnmQeHeW+UJEeN2aBYD1g9+ZZb/Lw1EWw2hX+7NPt9zJTxzo5kR/edwdO3jb4aWbfAKROMND3UNuz+WULIZR1uWIaHMsHV53vYNTyxAigtCxmFX5hNNnR1sMHVcyQIcnzjAQtoRhTZ6FYaLuJ47FMJ74TRVHBG893FM2MVzp4BV5SS2GdfET3orJnzYfZvfxAe7aepSdHemdd5xwlXRjDMGq+OBY/R/MszvZcSOL4NaO9TLLKwzLoDNUOGxcC3+sYaTcMpNVGCo5I9uuJwCNtd46htZJ2jmBQP4zkmPxVq7PtqXRYTu7rqbKx7TG6M/n2adawtAYuP+ZwtYRyxZvUep0y9VApJYh4FoQUitXE5kr/R7rkOOyj3Ujg3XCdmKXnnKFofW8bEbTmBaLXndWR1/EahEIFteVvN/JSJ7akFbmqRdHJA+Mhth7ojyC4tPBG4qSNMawNjLXSqWWoVdApJsc5JboycBiWOUTLllqWQ0f2dWZ1Q1D+4lB/uvPT3PDw3vj1iJ0Ek9Om9US94ZyWlOt64ItB4vhycFR9/w1LcYwcqpd6eBQ91DJzLFk5F0YisgFIvIDEdkqIgMi0i4it4jI8jjbni4id4lIv4h0icivRGR6vseo5IZcWAz9VT43GcEVhu4JpNntClEovD1os+2d7Lg457TWuRlrDuctnOy6T+8tszjD7qGIeMnGlewlWacKh3hhB8YYN8ZwXoJuIE4c4VOHejDGuJbDWDcyJO5+Egznz5XcUFPlFqBOVOTamYuZxBc6JKvrWAl4rX9NSaxnXtFYKq5kbzHk3WlmsroWwwxiDCESZ3hyMNLDOB3CYcOvHt3HC7/3AL94eC/X/vlpLvz6vVz140f51aP7ON43wtBoiM1OeFCCm/0qn7jXkaNlEGMYW9zay6keA0M5uJMLYTH8FHAlcC/wIeAnwOXARhE509lIROYBDwCnAJ8Fvg28BPiniBRWDSgZ4bUYzsjQYgjRSQXDgZDbu7PQ1kKw+tbW21Ykb1JDJhyKqWHoxV/l4wrbavjAjuMFb2SfDV5XcmtD+j/VJdOaxixLJ/kEIiLg5GAk8zuxMLQE0b4Tg2w70ufGSJ45p2XMtl5XstfqMRrMnytZRNx+ySfitMULhsLuXFyQQQ1Dh+WzmlyLZyUKQ294QVNt4vnk9VKUQvJJKGyixMPuNF3JqRT1ToZT6BrgwV3peS8OdQ/xxl88zhfu3BrVms8YaNvbxRfu3Mqar93Dq374iBselKz8WDl1P4lqhxdjGPF6nsohAaUQwvB/gYXGmA8aY35mjPkKcBngBz7t2e6zQCPwbGPMdcaYrwFXAWcDbynAOJUscX4YItHusHRp9BQufqK9260ZF1sZvxCIiNtZIluLYWxx61ieY8cZ9o0E+fe+rqxeq5B4k09SSRqJpb6makw8YCrHaYpjMTx0Mn4NQy9eS9kt6w9Els8bazGc3FDjiievxdC5qPl9uXclO68L8S2GR3qGCdouq2wshrX+KreYdyWWrOkficzLZC3xav0RC20pWAwPdA0yHIjcGO5O05XsFOnO1GI4f0oDi+yEplQTUIwx/P7f7bzgOw/w8C4r9Gduaz03v30Nd7zvEt5x6WI3mSRsYNuRiCVydZIb/ln2jVk5uJKThVLNn9zgGhieUWEIxphHjDGjMct2AluB0z2LrwT+Yoxp92x3D/AMlkBUSpzjtnVjSkNNVi62SOHiEI/ticQXJjuB5JP5dqxaNjGGI8GQW/IkXlIEwLOWT8fRGf/aVj7uZMdi2Fzrz/h798YZQmoWw3iu5Kgahq3xRZPXZXz7xoOAVWA3NvEErHI6M5rHWi0cV3J1Gi3H0mFqU+K2eN5SNZlkJHtxRPLWQ70Vl4DSH2UxTH6j4fZLLgFhGGtR2n18IOXM5NFg2L1pyVQYQsSdvH7fSYZGk3frONozzFtv+Defum2LK6xfe8F87vrwZVy6bBrnzG/l8y89g4c/9Wxue89FvPWSRa4l/nlnzExqRCin7iedSVzJPp+wfKZ1jisHi2FmtuYsEStaeiaWOERE5gIzgPVxNm8DXjzO8WYAsbGISwGGhobo7U09TmJgYCDqWUmdIyetO9spDf60PvNY6uzzWc/gMI/stE4IS6c1UBMeobe38LEmM5usn0l71yA9PT0ZBfsf8FiyptQR9/PxAefMa2HjgV7++fRRPnj5vIzHHEs+53Vnr5MhW5Xx9z5/UrQQrAqOjH+sQORicby7j97eRnYfjbQvnOQPxj1GPTCtsZrOgYDbWWTx1AaCw4PEM0xMbfRzqBsOdfXT29uLMca9+IaDgazmeiKaqq05dqJveMzxdxyK3CxNrgln9fpLp1gX5b6RIE+3d7Agzb7LxWS8Od3ZHbkAm8AQvb2JRV9DjY8TA3CyL73rRT54cn+0+7Z/JMjuw50phed4rfe+cPz5nwrnzW3kZqwOP/c9fZBLlkyOu92mg72875atbijHjKYarnnJMi5bOgUzOkTvaHT4zbLJfj7yrPl86PJ5HOkZYXpTTdIxttZav4O+kSBHO09mJXbzzcET1nyr9fswI4P0jkZfJ5ZMrWPzwR52HO1NeB0ZGiqN7OuiCEPg9cBc4Iv2/7Pt5yNxtj0CTBGRWmNMIlXwXuCaeCu2bNlCT0/6bpK2tra095no7D1SBQi+0X7WrVuX8XGG+32Aj4Md3XQOAwizqrI7ZjYMHhegiuFAmD//8z6aM6gOsrPHOgbAsT3bWde1Le52c0TYSBX7u4a48x/raMlxdG0+5vWeg9b35QsOZ/wdjXZGPh+AzRseZ984730gAM4pbNPW7Uzq2kbbXmssNT7DxsceIpGGn1Hto9PjMJlMkvk1ZB1zf0c369atw4pssF73wP69rFu3J4V3mB4DXdZrHu8bGjOuh/fbn7cYtm98lJ1ZeLOH+sB5L7fe+zirppWf1TDRnN5yMDKn1j/6EMmMu2bUOnftP3yMdeviXYYKxyPPWN+vlz/e+yjLJ43/3XSNgPN9tu/ZybqBZzIaw3AQhCoMwi33P8no/rExz/0B+ObmKvoC1gS8YFqYVy0eJNi+mXUp9gMYb3Qnjke+wz/d8wAzS/i+Zetu63trrApx3333jVlvuq330j0U5M6772NSnPNbe3v2jRRyQcGFoYicBvwf8Chwo73Y+brjCb9hzzaJhOH1wK0xy5YCd65cuZJVq1alPL6BgQHa2tpYvXo1jY2ZB3bngk0He3nqcB9XrZrtxsBky4O7u9h3YojXnT/HLQWQK/57axswwrL5s1i79tSMj/O37m1s6+7kyFBkfK+46AzWnlGcBHWzo5M79ltCbtGK8zhr7liX43j0PnkMnrZOgy961hoWJrDM1O45yV/anwJg5vJzuHBx/Dv1dMnnvP5F+ybo7mPu9MmsXbsyo2M07e/m1r1b3P9f+OzLx5SOiSUQCvPZ9Q8DMGfhEtZesoDbO7fC0S7mT2nk2c8+L+G+T/v28fTDkfjCteecwtrVc+Nu+3hgN092HWYg7Gft2sutoPrHHwFg+SlLWXvR/JTfZ6rsrG7ngaP7GQkJl1z2rKjf/19v3waHO5nbWs9zn31BVq8zEgzzva0PEzLgm7qQtWsXZzv0gjHenN68bi8cOEh1lfC856xNeqxfHXqSgwM91DW3snbt2fkackp895n1wBDLZzTyTIdlDZ00fzlrz5sz7r67jw/Axo0ArDprRVbnzN8e3sSTh/o4FGpm7droa2jYGD5wy1Z6ApaF/lPPW8LrL4j/+8mGhn3d3LzLOi8sPuNc1ixqTbjtif5Rbt98lOecOo0l07ILsciE3x7ZAp3dzJ3awtq154xZX7/3JHfst87tM5adw8VxrLAb7e+u2BRUGIrILOCvQA/wamOME7zg2E/j2crrYrYZgzGmA4gKynLMtPX19bS0pH8hb2xszGi/XBEIhfngHx6jezDAob4gX31lZhdcLzc9uo8v3rkVgGmTGvnPCxZkfUwHYwwn7FizOVOasvrsWhvHiqYrVsylJcP+y9my3HO+6xr1ZfTeuoYjHU2WzZ2WUPScu6QGsE4eB/rCPD/HczAf87pv1LImTGvO7LcGsHJR5Pa5psrH9CmtKbnsa6p8jIbCBKiipaWFY33WHFw4LfkcPG/JDPAIwwuWzky4/bxpVoJG/0iIqtoG6v0Ry01TQ+bvORmzpkSyGINVdUzzlM053GfFHS4a5z2myrKZzWw/2scznUNFPedlSqI5PWosMd1U6x/3fbXadUWHghT1MxgOhGg/adlCnn36LA6c3MdQIMThvlBK45KeiGVvWmt28+OKU2fy5KE+nukYYERqo+LmfvrAHh7cbYnCl6yczbuffVrG9TSTsXR25IaoL5j83Pvlf2zm1g0HeXBPD3e875Kcj2U8Tg5ZcmZWa0PccZ7jObcfTPB91teXhkm0YAWuRWQS8HegFXihMeawZ7Vju58du5+9rCuJG7ki2dc54Ab1/6atPetyEjc/tt8VhQD35ji5oXc46JbwyLSGoUNsMdol0xvdBIBiMN9j3cs0M9nJSJ7WVJvUEjajudbtPLDjaHn0sO1No1tJIqY31bq1C1vq/SlfZJy5MjASxBjjZiUnSvBx8CagiMAZcUrVOMxs9ha5HnG7ngA5s+THMjVJ95P2E9nXMPTiJKA8dag37fZrpYxTriZZcWuHSIms4hYf3n283y2SfPrsZpY47SJTzEwe9BR6b8igwLWXS5dFrI0Pe7qgPNF+km/ctR2wzo1fv3JlXkQhRHc/OTJOAsrje61KDlsP9xSl3JdTxzBRO9jpTbVuok2pJ6AURBiKSB3wZ2A58FJjzNPe9caYQ8Bx4Pw4u68GNuV7jKWGtw2SMXDNn7ZmfNL+zePtfP6Op6KWPbr7RFR/2WyJquGURQ1DGFt/q5Bt8OLRXFftirVMG8s7NQzntiYXuCLiVskvh/ZJxhj3BqY1g3Z4DiLCErs1XipdTxycGnQDIyF6h4JuVmmiUjUOsyfVueJr8bTGpFmr0UWuh6MuOn5ffk6hkxMIw+7BUTdhJtuMZAdHJPcMBbKu1VlKOAkRqXQAccRjsesYen/zp85qdttFplrLcNCTiZ1J5xMv5y5opdFO9njQLlvTMxTgA799gmDYUF0l/ODqVWn9XtOlocbv3jAmq2XYNTDqZusHQsbtDFQoAqGw+zuN7XriUE7n9kJ0PqkCfg9cBLzGGPNogk1vA14qIvM9+z4HS0zGxg9WPLF9eTfsP8kfnziU9nF+/+92PvtHK0ajuc7PWy5eBFhZXpsP5q52mTdVP9EPI1ViuxRcuKQ4ZWq8uCVrujK7cI5Xw9CLUyX/mWP9JV9CZGA05NbUy6QdnpdnLbcsFOfMb015H+fi1zcc5GB35GIQrx2eFxFx60Y+57QZSbeNLXIdDEW+k3y0xIMYi6GnlqG3VE2uLIZnVmgHFKeEUSpddJwC2P225blYOILB7xOWTGtyheHhnuEoa2AiBjzb1GeZwVtd5XOLTz+06zjGGD5925PuzcOnX3Q6Z6fxW80Up2TN0SQWQ6eLisOujsIKL+/NWzLDiHNu39nR51qGS5FCWAz/B3g5lht5ioi8wfvwbPc1YBBYJyIfEJHPYAnCLcAvCzDOrLjp0X285kePsDNH7W522hN7enOtW6bga3/bnlafxVvXH+DTt9uisNbPr96+hnc/a6m7PtXipalQyRZDiLiTM6llaIzxWAxTF4ZDgVDW/Znzjbc8Ribt8Lx86DnL+MsHLuUbrz4r5X2aPa5kr7Vr7jgWQ4CvvnIlf/nApXzqhacl3W5GjMVwNJR/V3KUxdBz0+W1hGTT9cTLGbNb3PqZlVTo2qmpN14NQ4jMo0DIMBIsXtchpxXekumN1Ph9risZYE8KrfG83UYak7QBTBWnnuGx3hGu/dNW/v7UUQCee/oM3nbJoqyPnwqzUuh+sqm9O+r/WMNKvknW9cSLc24fDoSjbvJGg2HW7ejg+/fvy9sY06EQwvAc+/llwK/iPAAwxhwAngXsBv4b+CTwN+B5pR5fGAobvv637fx730l+/tDenBxzl+06OGN2C595sXXh6uwf4Xv37Exp/9s2HOSTtz2JMdaJ8ca3r+ac+a3MmlTHMruY8ENptjtKRi6FofdEvnBqQ1ScSbFwLIaHu4fSvtM7MTDqXmxSshjOLJ/2Sd0ea1Y2rmSweqOeOXcS1WkUyXa75IwGU+p64qW6yseZcyeNW5S7pc7vdi041jsSZTHMlyu5tb7aLbXT5Wk5GGUxzJErub6milPsc0IlCcN0WsM1l0i/ZMdieOosK+bVsRhCanGGXvHUnAMX72XLIu3xbnx0P2CFYXzr1WfnLa4wFieUI1n3k1iL4c402whmS6rXP2/P5K2He7j/meN88g+bueCr9/DWX/6bf+04kXDfQlKIzidXGGMk0SNm263GmBcYYxqNMZONMW8wxhxLdOxSYf+JAbcN0dNHsk8YCIbC7t3hshlN/Mc5c7lgkZXafsMj+8a1St624SAf/8NmjIHGmipufNsFrFoQSY137gKfaO/O2UnQcSX7fZK1S9EbG3NhCVgLAebZbrtAyKTdt9NxI0NqwnC5t+F6noXh4GiQXz22P+PG7tEWw8K3NG/09NV2LIZ11b4oV2y2iIjrTo6NMcyXK9lf5XMtsF0DkYuOk3gytbEmJUtYqjju5K2HKycBpS8tV7JHGBYpzrBnMOAmWJxqd8lYPK3RvUHYnYLFcMN+K1N4yfTkcbOpsnR6k+vKBevm7bqrz42yaOcb5/WP943EjYs3xrD5QHfUsoILw/7ULIbLPTf9H/ztE7z5F23csv6gex7N1/kkXQqWlVzJeANJtx/tyzqpo71r0HVXLZvZhIhw7ctX4BMIhg3X/jl+IkrPYICP3rKJj91qicKGmip++dbVnLcwOkbPuQsMhg2P7c7NHYpzxzS1qQZflvURvSfyNSUQXwgwf3LmmcleYZiKJaulrtp1OW/PUWhCIn58/x6+cMdTvPWX/85IEPQM5s6VnAlOK7P+4aCbGDS3tT7n1gzHndzROxLlSk7HupkuTgbjyYGxFsP5OYovdDhzjiUMuwZGOVwG7cdSoT+d5JPa4lsMn/HExTkWQ28f8fEshqGwcV2q5y3ITf1TEXENCQAffd5yLlhU2HPyTE+P5c7+sS0iD3QNcdLTlhOis7sLQXSf5MSiuanW714DnOHVVPl43hkz+d5rz+HGNxa3hqaDCsMcsMNz8R4NhtnbmV3bsWc88RHL7DuMFXMm8YYLFwLw8K4TbqyHw307Onj+d+/n9o1WgkpznZ9fvOWCuP2F1yye6t6ZPLQrN3GG46Xqp8M5C1o5d0ErZ89v5fkrZmV9vFzgvRAfSDNz0xv7lorFEHD7aubbYnjfDqts0aHuIfZlkMnX7bEYZutKzgTXlTwSdOM4x0s8yQTHnXWsLzb5JI/CsMHpl+yxGNrCMFcZyQ4r51VWAkoobFwvTkrlajzb9BXJYugNGznN4zVINTN5Z0efayU9f1FuhCHA2y9dzNzWel5z3jze44lRLxRei2U8d/Imjxv5pWdbFe9Gg9ExfPnGEYZNtf5xywS99ZLFTKqv5tmnzeB/rzqb9V94Lj990/m84py5WScM5YpitcSrKGJTz58+0usKukzwZlQ5sT9g3a39efNhTg4G+MpfnuaKU6cTChu++tdt/O7fkWK9z1o+nW9ceVbC2LzGWj/nLphM294uHtyZmzhD54eRbQ1DgFp/FX98b+ELlCbDmzSSvsXQOpnVVfuYnKJ4OnVWC+t2HGdP5wAjwRC1/tyfMPpHgjx1OBL6sGH/SRZPSy+hoadUhOFoyL0QpJJ4ki4z7Rueoz0x5Wry6PqJtRiOBsMc7rHEb64ykh3OmN2CiFUa66lDPbygRG7IMsVr9Usp+aQ2MneLZTF06pY2eKyEYAnD+585zt7OAUJhk7Bj1fp9kT7h5y3MnTA8fXYLD3/62Tk7XrrM9lzHjvYMQ0yjIcdKWl0lvOzsOfy2zboW7jzWl/b5LFMcw8i0pvFd7G+/dDFvv7S0OwypxTAHxBOG2eDER8xqqYuqEdXaUMMn7QzKwz3DfOIPT/LC7z7oisKmWj/fuHIlN7z1gnETNi47xXIP7D4+wJGe7GuXdbo/jOyFYSlSV13lxpmlmyl82JORnKqL07EYhMKG3R3ZWaATsX5fV5S7ZcP+rrSP4dQwrK4SN0GjkDTXjrX0pOKuTxfHYjgSDEeVZiqEK/mEXQrj4MlBHG9/roVhY62fJfZFtBIshgNpCsOmqOST4hS5fuaodd5fPrM5Khxn6QzrexkJhqPCUmLZaMcXTqqvZsm0poTblRuxdURjcRJPzpjdworZEct3IeMMO/ty5zErBVQYZslwIMS+E9EX7m1HsnP/Oan2y2aO/XFfdf58zrLdPn998ojrPrvklKnc9eHL+M8LFqQkPrxxIw+OU7bGGMO3/rGdj/x+U5SFyCEcNm7sR6X8MOLhZCYfTLOW4aE0ahg6eIOUM00MGQ+nU4CDE7ieDj1D1vc+qb6mYFmKXuJlnKZSEihdZnputLyhATWFiDEcHMUYk5cahl6cDihbCtgBpXtwlC/e+RTv+/XGKDGXLV6rXypZyU1xbjC8DAdCfO6PW/ja37bl5bMxxrDdthieGuNt8mYm70oSZ7ih3fr9nrdwctZx3qXE1MYaN/QptvtJIBR2b2TOnt/KpIZqt7zbrgIKw1yGUpUCKgyzZFdHvxtE6lSJf/pw5hbDUNi4QcZeN7JDlU/40stXuP/XV1fx5Ves4FdvW5NWbNVZ81rdJI/x6hnes62D/1u3mz8+cYj//vv2MetPDo66lqdK+WHEw4kzzMZimCpLZzS6LqN8lax5bE904tEzx/qjkklSwblRmFRfnKiUeLXa8hJj6JnXhzxWm0K4kkNhQ+9QMEoYLpyaexeZk5nc2T/Csd78Vwi7d9sxnvedB7jp0f38dcuRjAr4JyLKlZxCjGHzODGGNz26j18/3s5PHtjDo3tyX1LkWO+I29HGW9IEYkrWJBA7x/tG3BqXuXQjlwI+n7gtUWMthjuO9rmlwJzC+M5N9c4CFrnOZShVKaDCMEu8F+0XnmkFvnb2j9DRl1lm38GTg+5EXzYjfpziuQsmc93V5/LWSxZx14cv440XLUr7DrHKJ1y81CoF8/CuzoQdNowxfO/eZ9z/f/fvdp6MqRnlzRSraGFouyiP9g4zEgyNs7XFcCDkugLTEYa1/io3PiYfPZMHR4NssTvfLPPcgGw8kJ7VMNIOr/ClaiB+KZL5eXQlQ7TFsBCuZLC6nzilamr8PtcqkksK1QGlZyjAx27ZzNtvXB+VzZmJxToR3pIzzSlYDGv9Pvz2OTQ2xnBoNMRPHtjj/r9hX+7G6bDd8xs/LUYYTmuqoaXOybaNH1bi/ewqTRhCpPtQbPcTb/1CpwuLY1DZ1VGYzlHDgZB7M1EpoVQqDLPEcfNVVwkvPWu2uzxTd7K3YvvyOK5kh5efPYdrXrYiK8uB0yT9xMAo2xKIj3U7OnjqUGSdMfDFO7dG/eCiUvUr5IcRD6eWoTGRhJLxOJRmDUMv3tZ4uWbD/pNuK7t3PWupWyttY5oXZ1cYFqFUDYwtRVJT5cvLHJzhaYvn7Zedz7pj0f2SR9hvWwwXTGnIi6twxZwW9+98Fbq+/5njvOA7D3DbxoOAJewX2RnW6zOIcU3EQJquZBFJ2C/514/vj7r5XZ9DAevgjVNfHiMMRYSltthJVLLGiQ+u8glnz2vN+fiKTaLuJ07iSXOdn8X2tdAJwRoOhAvS+9sbc1wphhEVhlniWAyXTGuKKvmwLcMElGcSZCTnAycBBSyrYSzGGLfTSnOtn9etWQDApgPd/ME+sQMc74/8WCvlhxGP+R4XZaqZyd5g8XSzZU+zXSKHuofoTaMVYio8vse6kIhY7a2W29bp9WlaQyKu5CIJw5iL/tzJ9XkRTQ01ftc6eahAFsOofskDAXfO5SO+EKxOGY6Veuvh3ArD/pEgn7n9Sd78iza35Mjly6dz90cu5zXnW2mmB7qG6EizeHwi+tJMPvFu57UYDgdC/NhjLQTY2H4y55Yop+TZtKaauDc2jjt5T0JhaP1uV8xpKZmSJ7nE2/3EG+PpWAzPntfq/u69nrZCuJNz2fWrVFBhmCXPuC2MmpnWFOlrnGmc4S7bOjS9uTbv7rmFUxvcDM54CSj3P3Oczba78a2XLOJzLz7dNel/867trijo7JsgruQpnpI1KcYZRgnDNC2G+eyA4sQXnjqzmdaGGs6z655tOtCdVoF2VxgWoVQNjHUl5yMj2cGbmeyQzxjDyZ7f/4n+ETfGMF/CECLu5FxaDIcDIV51/cNuGZHGmiq+/qqV3PjWC5g9qZ7zPa7Pje25scZ5rX7pCkNvjOFv29rdC/+FdrH9vuFg0iSQTNjhuY7EwxGGnf2jY+KAhwMh16tTiW5kiNQyHBwNuaK/fyToZh6fPT9ilPGGxhQiM9lrTa4Uj5kKwyzoGQy4d7/OD/r02ZY7JlOLoTORl+XZWgiWi8LpgtK2t4vhQCRuzoottKyFTbV+3nbpYhpr/Xz2xacD1o/hu/dYsYdORlaN35dSPE+5Mqulzo1DOpBiZrJjXRKJjlNLBW+s0Y4cZiYPjYbcO+0Ll1hxpk6nhKFAKOVkl0Ao7FpXWovQDg/iWAzzkJHsMCvO95fPrOSpnppoOzv6GRy1fp95FYa2O/lYb+Zx0rH8rq3dDYe4aMlU7vrw5Vy9OlI94ax5re7vKl2LdSLSdSVD5CbDKVczHAjxo/t3A7BoagPXvCyS9JercYLVAtU57y9PUP926fRIyNDuzmix89ShHrcbT8UKQ09VgGN2nOGWgz1u+Sav+3xyY41bT3BnHsJwYlGLoRKFN2DYKTFwhn1i3dM5ECW0UiEcNm6KfSGEIcClp1hxhiPBcFQA80O7OnnCjt9488ULXevly8+e43ZTuenR/Ww/2huVkVWMkiWFwl/lY3ardYJK1WJ4yI5FnNlcR40/vZ/b/MkNbm3A2FqZ2fBE+0kCdveONfZ36b2grN+XWqxXb1Sf5OLcEMRag/JpMfTGGTrk05VcX11FrT1nNnl6wea664mXlZ4ElF8/1p52lnosw4EQP7TF1cKpDfzq7avHtPOrr6ly4xs35MpiaAvDGr8v5d9drCv5lvUH3Ozs9z97GafObHaTQHKZKLO/a5BR2wodm3jisHRG4szkSk88geibascY4008cTKSHRx38q4Cu5KnplDguhxQYZgF3vpysRbDUNikXX/uUPeQ28bplCw6p6TDxUunuokHjjvZG1vYUFPF2y9d4m4vYpXLqfIJobDhmju3RoRhhdwtJSNSyzA9V/Kc1vSshWCVaXASkHJZsuYxT/1CR+QvnNrg3mVvsG8IxiO6HV5xToi1fl9UJ4h8dD1xiGfxzacrWUTcOEOvazefFsMVcyfhfJzfu3cn53/1n7z1l23ctuFgRnGut3rE1fvWnoI/gZB2+rk/dagn7RvqeDjiLh0PRpPdTKB/OMhIMMQP77ME7YIpDfzHOXPw+YRVtvDKlcsbYhJPEpz3F0xpcK2qsZnJTjLM3NZ6Zk/K3/wvJmO6nxBJPJkzqc7tZe7gJKDsLEBmshNjP6m+Oi8dqoqBCsMscC7WjZ4WRmfMjmT2petO9hbkXF4gi+HkxhrXSvDQLqs93qO7T7gnmzddtCiqbAZY4veNdt/mx/d28fheK15tIgnDVPslZ1Lc2kskM7kvZ4V1H7fjC5fPbGKqHRMjIqyy3ckbUrQYdnusScWKMRSRKKthPmoYOsyMM7+rffk9hTqZyaOeuMZYi1sumVRfzedecoZ7kxAIGdbtOM7Hbt3M+V++h3fc+G/+vuVISnNxJBjieltczZ9SzyvPnZtwW8fSFQiZnMQ3OsIwVTcyRFsMb11/0C2m/H6PoHXiIfd2DkRlo2bD9hSEYXWVz7UUezOTjTFuJYFVFWothBiLYU+0xfDsGGshRDxug6Mht41kvnBi7Cvp+qfCMAucO73lsyItjBZPa6Su2vpY001A8WZQZdNrOV0utbOTtx7upWtg1I0trK+u4v9dFr+n40eet9y1ZjhuyUoJvE2Gk4DSNTA6bqeGcNi47QYztWQ5F4ruwQAdfdlfiEaCYZ6w3ZJrFk+NWne+nYByuGc4aesth2hXcnGEIRAjDAtnMazySd47TMTelM1sqaUuz60H337pYh77zHP4zTvWcPXqBW5/79FQmHu2dfCeX290BV8y/rAhIq7ed8UpSd3uXhdoLty0zm8z1cQTiMQY9g4FXWvhvMn1vHJVRNB6xVe6pZ0S4SSWLZjSkFTILpk+tmTN/hODbp3U8ytYGNZVV7m92I/2DnOsd9idW/GE4SlRmcn5jTN0u55U0PVPhWGGGGPchABvXEiVTzh1lpOAkp77zwnQntpYM+aCkE+c9njGwP/+c4fbKu2NFy10LUqxTKqv5lN232aHSrpjSoTXWjNenGFn/4grmjNNijhtVsQCnYs4wy2Hel3r0xo7y9LhvDSzQ7uHItl4xapjCJHuJ35Ph4R8EOuuymcNQ4fY88DCKbnveBIPf5WPi0+ZxtdftZK2zz2Xm962mv88f74rnv7n7h207U1sWR4Nhrl+nSWu5rbW86pV85K+3qxJde5vJBeJHU5mcTrC0Nl2NBR2Lf3vWxstaM+Z3+qGLuQqztC5jiSyFjo4mcntJwYJ2Mkm6ydAfKGDk/x1rHeYzZ6Y23h1G73tZHflOQGlEkOpVBhmyJGeYffkE/uDPmO29f+2I+n1HHXubPJdvzCW8xZOdpMcbn6sHYC6ah//77IlyXbj1efNi7pbq6QfRiLmRdUyTG5VO+gtbp1h7I+3fEUuhOH69oibLtZiuGLOJDfLNpWLszcxoVgxhhC5oM9prY+KN8w13sxIyG/iiUOsMMynGzkR1VU+Ll8+nW+8+ix+984LqfH7CBv40O+e4OTAaNx9bt940BVX7127NKUEkPM88XvZhk0MjNrCMIV2eA6xInJuaz1Xxgjahhq/Gy6UC2E4NBpi3wkrZjBR4omDk5kcDBu3/Z0zhoaaqnH3L3e8tQwdN7JP4CxP/WCHqY01rqU737UMnZCCSvKYqTDMEO9FOrb2lJOA0jcSTLnyujGGXfad47IkHU/yQa2/yk1CcHj9moXjCj2fT/jyK1a4F2Nv54RKJaqW4TgJKNkUt3aY1hSxHuciAcURhkunN475fuuqq9wi7alZDCPCsCWNC3CucVxsK+NcIHJJrKuoIMIwRnDnMyM5FVbMmcQXXnoGYN0cf/zWzWNEXCAU5v/u2wVYiQGvPi+5tdDBEYZdA6PsO5FeP/JY+jOxGMbM4fdcEV/QOuN88lBPyq0xE7Gro98tuRLb8SSWqMxk253sdDw5Z35rwsSeSsGxGB7tGXGz9JfNaI7rfhcRNzM5n67kgZGgW0aqkgwjlT2T8oi3rtypYyyGEYH0dIoJKEd6hhmwJ1iiHsn5xKlnCFam57suT24tdDhrXit/fO/F3Pi21W7yQiUzvanWjSEdz5V8OIt2eA4i4s6vdLPcYwmGYfMh6xhrlkyNu41z0dt6uJfB0eQxlE7ySXOtv6gXpc+/5HT+5zVn818vXzH+xllQ4/dFdSMpiCs5pvxFPjOSU+UNaxbwojNnAXDv9g5+/tDeqPV/fOKQa01/zxVLU87UzKRkUiIyST7x3tzMnlTHa86PL2idcY4Gw1HtQjMhWY/kWJZOixaGPUMBN/yo0t3IADNti/2JgRE2H7BucL2FrWNxDCy7jvVnbIHefbyfz9+xJeG5txJrGIIKw4xxLIbTmmrHxOGd5hWGKSageO9qCm0xBLjM7psMcPXqBWPiqZJx1rxWnrV8+vgbVgAi4rqTx3MlO8Wtm2v9WSVneDOTQ1mUXtjfH+nasSbGQuzgiPtQ2Lgn30Q4ySctRYwvBMuNfeV58xLGw+YS7+/Cn+eMZBhrMVxQZIshWL+B/77yLDfR5xt3bXctOMFQmP9bZ1kLZ7XUcdUF81M+7mmzmmmw27llWw7GLVeThiXbGw6RTNCel8MEFOc6Ul0lbjvCRExqqHbdlbs7BniifeLEF0LEYmhM5PuNl3ji4GQm940E3dqH6fLR32/i5sfaec/NG+KKy+OezPRpFVLDEFQYZozj1ot3l9dU63ddPqmWrNnpuSMphsXw1FnNfOS5y3n52XP4yHOXF/z1y4n59gXx4DgWQ6e4dabWQgdHGI4Ew+w/MTDO1onZ3RuxcF04jsUQxr84O67k1iKVqikGMz1FrtMtWJ4JsTGGpWAxBCv57AevW4XfJwRChg/8diO9wwH+tPmwG//27mctSauum7/K5xYqziYBJRgKMxywboAaa1IXhucvnMyVq+bx2gvm859JBO2c1nq3rl62cYaO52np9KaUQhOcOMPdx/ujXvvcCeCtmTVp7I1fvMQTB29lj0w6oDxzrM9tCbv7+AAP7RrbNrZTLYaKQzAUdqvPJ8okO93OJk3VlezUMGxtqC7anceHnruM664+t2g16coFJwHgQNdgUhfFoSyKW3vxxrBm407e1RspqZSoPd/05lr3pmY8d173oJV4MKGEYbPXYljYrOTGmqooV3axOWd+K59+kVWZ4EDXEJ/6w5P84F+WtXB6cy2vXb0g7WM6JVd2dvRn3HVlYCQS95dO8om/ysf/XHU2/33lWeMKWucGav3+7BJlxuuRHIsTZ7j7eL8rnpfPbCpquahCMasl+ga7rtqX9HPLtmfybRsPRv1/4yP7x2zjtRiqMJzg7Dsx4PamTBQX4iSgHDw5lFLHAOeCv2xGU0W3lasEnCLXA6MhTia5eDkxhtl24/DefGSagBIIhdnbZ82rRG5kB6dv8sb27qRdA3psi+FEuCg5eC2Ghc5Knj+loeTODW+/dDHPPm0GAH9/6ih7Oi2L9ruftTSjeotRdQIPZGaN6xuJ/CabavNT89ERhp39Iyn3TY/l5MCoW5t0vFI1Dk7Jmr7hIP+2b9ycrjGVTmxVgDPnTEr6G5zeXOvGjabbGi8UNtzxxKGoZfduPzYm4dCJMfQJTG1UYTih2Z4kI9nhDE+G7vZx6hkaYzylaiq75EAlkEpmcv9I0BVO2bqSm2r9bjxXpiVrnj7Sz2jYFoZLxhGGdqHrnqEAezoT32lHhGHpWLHyzUzPxam6AK7k1oYat2VlsTOS4yEifPs1Z7vxX2DFXb8uA2shWC5R5/1uyNCd3O8pPN9Um5+blqiC3O2ZJcrc/fRR9+9US804rmSwytbEjqWSmdxQHRW+kSy+EOzMZDdxLz2L4UO7Ot1Wjm+5eBFgxTbe/Fi01dApVTOlsSavpbIKjQrDDHAq1YskThQ5fXbkh/704eRB/B19I25NxGUFrmGopE9ULcMEcYZRpWqyFIYQuXDsyNCVnKx+YSzR2aHxL87GGDcreaK6kqsLcCGo8kWSEs6ck99yPJkypbGG664+1+2x/O5nLaG+JjNL3aT6apbbN8eZxu/dtiHiAowXl5YLTp/d4tZ+TTcesmcowMdu2cynbtsCWLGqqZZaciyGXiq544kXEYmy2I8nDCFyPd2ZZktRZw7V+n189PnL3XJuv/v3AYZGI6EKjsWwkmoYggrDjNjuaWHUkCC4eW5rvWvGHq8DijcwNlWXglI8orqfJHAjHcqxMHTmxb7OAYYDY2unHekZ4mt/28bPH9rrtuHz4gjDea1141owl89optku85Ho4jw4GnItFhPLlewRhgUq0fOjN5zHf71iBW+7NH57ylJg9eIp/Ob/Xcg3rzyLt12S3Tgdd/KmA90EQ+Fxto5m57E+fvnwPgAuWDQ5byW0qqt8bqmUdATs/c8c5wXfecCNX2uu8/Odq85JuWPP3NZ6aj1Ws6mNNSVpSc4XXsv0OUkSTxwci2HvcDCqtEwyeocD/GOrZc19/opZtNRV8+aLFgGWqP/T5oiLuRK7noAKw4xwrDax9Qu9iIgbZzheAkp0j2S1GJY6k+qrXdGfyGL4iCeDLdsYQ4iELIRNJFEJLMvdresP8PzvPMBPHtjDl//yNBd9/V+8+oePcMPDe+noHSYYCvPEQWsOnr9gfMuEzyeca1+cNyTITPYWty5mO7xC47VY+AtQxxCsm4I3XbQorZp8xeDCJVO56oL5WfePdizWQ4FQWm1FjTFc++etBMMGn8C1L1+R15hMZ5w7jvWNG0fePxLkM7c/yZt/0eaWTrl8+XTu/sjlvOSs2Sm/ps8nbkF3sER0qcWd5hPnpnZKY01USE8iMklA+fuWI25ZryvtPtnPXzHTFaU3PrLftT66wlAthhObwdEg7XZc2XiZZI4w3HGsL+mdrzNhm+v8zKiwO49KxZuZHMuujn5ueGQfYF08ZqVREzIR8VrjdfQO8/9uWs8n/vCkG4rgsH7/Sa7989Os+fq9/Mf1D7vV+c9LQRha21kXvT3HB+iK0/bMyUiGieVKntpU67pMayq800Sx8LpGnc4eqfD3p47y8K4TgNW5aUWeXe/n20kfxsCm9u6E2z2yu5MXfOcBftt2ALCyy7/+qpXc+NYLmJ1Bq0xvnOFEcSM7vOXiRW42fCqC2Gto2ZliGM5tGyyL4IzmWre+b3WVj9evseJmnz7S62ajd/Zb50G1GE5wdh6LtDAaTxg6CSijwbCbrRf/mJqRXG44mcmxLQ+NMXzpz1sJhAwi8KUcWS2WTGtyy6PsONbHnZsO8fzvPsA92zoA68T00zedz5/efwnvunyJ6742hqjuDKlYDAHOX5S8iG+Ptx3eBLIYVvnEvQgUymI40Vg4tcEty7M+RTft0GiIr/zlacBKUvjY8/Nfi/XcBa3u34ncybesP8Drf/a4G1py0ZKp3PXhy7l69YKMzwveOMOJknjicO6Cydzxvku46vzUCqfPaqlz2yKmYjFsPzFIm53t/cpz50YllLx29QL3ZvDGR/bROxR0q5OoMJzgeIP/x8sk87bGS1To2hjjZkwVo7C1khmOG+PQyaGoki7/2HqMB3dabuTXrV7AmXNzY7Wo8fvcC8JNj+7jQ7/b5CZ/vPzsOdz94ct53hkzOWteK5958ek89Km1/PG9F/OOSxe7xXiXtYSZm2JNxbPnt7qWsXgXZ2+NudYJlJUMcLltRbhg0cQoE1JoRMSNM0y1s8j19+3icI/lov3kC0+L6mKSL1obajjFdlXGE4Z/2HCQT932JMZYNfe+9PIV/Poda6JilDPhilOnI2Kdg/LdH7zcERH3O0qlyLW3duGrVkW3RJzeXOu6/e966ihPeZJKVRhOcBw3Xk2Vj4VTk7cwOmVGxMqTKM6ws3/Utb5ofGH54JzcR0NhjvVZF6Sh0RBftq0WrQ3VfPz5p+b0NZfbNyJOV4cpjTX88PWruO7qc5kcU/hYRDh3wWQ+/9IzePhTz+Zv772Ad52eeiB/U62f0+wi7X958jC3bTgYFUfltRhOJFcywDeuPIsHP7mWd1yWWj9xJX0cF+nhnuGoDP94tHcN8eP79wBw1rxJKVuTcoEzzifaT0a1q/zjEwf5xB82Y4zlOv71O9bw5osXZR1/CZbV7JFPP5t/fPjytDrLTFScOMNnOpJnJofDhtufsIThmXNb4noE33TRQsAqFfS9e3a6yzUreYLjCMOlM8ZvYVRXXeVaeRL1TPYmnpyipWrKhvmTx2Ym//D+3a7L6OPPP3WMWMuWczzlGV505izu/sjlvGjl+IHrPp8wr7WO6jR/7U7bvIMnh/jYrZs5/8v38I4b13PHE4eisq4nUlYyWJ9ntlYfJTlRdQLHsRp+8549rkvvSy9fUdB6co5lc2A05F4b7tx0iI/dYonChpoqbnjb6pwXoZ49qT5hRQwlGqeiQ/dggBNx4qUd1u8/6Z7Lr4yxFjqcM7+Vs2wrbZunM1SlWQx1ZqVJJCM5NRF3+uxmdhzrS5hd580w1VI15UNsketZLXX86P7dAKyY08LVGRb4TcbrVi9gJBhi2Yxmnnv6jLzHo77/2acwEgzxty1HODkYYDQU5p5tx7hn2zF3m+oqoSHDmnWKkogz506ipsrHaCjMhv0nednZc+Jut/Wk8MAu6wL9mvPmFbxn8HkxiTJ7Ovv5yO83ETZQX13FL99ygYYcFJlTohJQ+hNa95zahX6f8PIE801EePNFi/jYrZujlmtWch4RkVoR+YaIHBaRIRF5XESeV+xxOXQNjLrp6afOahlnawsnAaWzf4QO2+XoxYl7aKypcmPBlNIntsj1l//6NKN2iYP/ekV+rBb1NVW894pTeN4ZMwuSpDSlsYavvnIlbZ97Lje9bTX/ef78MdZBqzOHJmEouaWuuooz51rnzo0JSiaNBMPcvte6hDXX+fnkC08r2PgclkxrZLIdSnHDI1bsb9iOKfzFWy5gzZLkxeSV/OMtWZOoNd7QaIi/bjkCwNrTZjA1idB7yVmzo1pV+n1ScV6TUrMY3gC8GvgusBN4C/A3EVlrjHkokwOGkvR6TZftRyPu4FRbGJ3uSUC566mjnBVTlPPJg90AnDKzWS+wZURddRXTm2s53jfCH584xP4TVtmaK1fNq7jepdVVPi5fPp3Ll0/nK688k4d3dfKXJ4/w+N4TvH7NwmIPT6lQzls4mY3t3Ww93Mv6fV34Y0J37tiwn84R65z50ectL4o7T0Q4b+Fk7tnWwe7jVuWJWr+Pn7/5Ai5aqqKwFJgzqZ6GmioGR0MJM5Pvfvqo20oxkRvZoa66iqtXz+f/1lkeomlNtTmJHS0lSkYYishq4LXAJ4wx37aX3QQ8BXwTuDiT477jN0/y6o4mXnrWHM5fODmrL/AZT5/a5RkIwy/euTXhdtoKr/yYP7me430jrihsqvXzqRflNuGk1Kiu8nHFqTO44tQZxR6KUuGct3AyP31wL6Gw4dU/ejThdqdMb+CNFxbvBmWVLQzBqh7wszefzyWnTCvaeJRofD4rM/nJgz38YcNB+keCvPSs2Vx6ynS39/IfbDdya0M1a0+bPu4xX79mIT+8bzdhU3nxhVBaruRXAyHgJ84CY8ww8HPgIhHJKNWsezDITY/u56ofP8pF/30v1/5pKxv2d0WVGEkVJ76wuc7PnBTdvtOaajk7hZICly8ffzIqpUVsAsKHn7ss5dZWiqIk56Il08Z10fkwfPYFp4yxJhaS558xE79PqPX7+OmbzneLIiulw8VLLaE+OBri9o2HeNsN6zn/K//kE7du5s5Nh3jY7lT18rPnpJTpPae13i1ns8pTz7JSKBmLIXAu8IwxJjZ9t81+Pgc4EG9HEZkBxP4alwKcNbuRnSEIGTjWO8INj+zjhkf2MbmhmubasRMgHDYMj1TxrafbxlgXO+wq56dMa6CvL/VWTT9+7Qo2HexN6Nae1lTDaTMb6e1N3jpPKS1mNETmz9JpDbzyzCkl+x0ODAxEPStKqSPA7f9vFduPxnf/DQ8Pc6J9B6dP9Rf1dzejDv707vOpqRJmNNeW7DlgIvOui2azdHI1d207zkO7TzISDNM7HOTWDQe5dUOkduELT52c8vf36ecs5JUrp3HGrKacfedDQ8lLMxWKUhKGs4EjcZY7y+KnCVm8F7gm3oqXzOxlyuxWnuwSNnYKu3oFg3ByMMDJwUT9LQWGEzfcbgl2s27duiTDSY+jwNFtOTucUiBGOwWwxOELZ/Tx0AP3F3dAKdDW1jb+RopSBviBmfWlNacTBwspxaYGePkUeP4kK5v9iU7h6W4hZCwD0Kx6Q8f29azbkd5xH0hz+2S0t7fn7mBZUErCsB6Ip8aGPesTcT1wa8yypcCdK1euZNWqVbzMXniif5R/7ujkyUN9hOMUuwwGg5w4cYKpU6fi94/9eFrrq3nHxfOZ1jSxuj0oY7k8bJj02EHmTqrlRStKO+ZuYGCAtrY2Vq9eTWNj8sLsilIO6JxWMuVF9nPfcJD7d3Wx7Wg/rzx7JqdML+482rhxY1Ff36GUhOEQEC+Ks86zPi7GmA6gw7vMyfCtr6+npSWSANLSAu+ckzgwuLe3l3Xr1rF27ZlR+ylKPD76wvJqSdXY2KjzWqkodE4rmdLSAq+bUTpVJOrrk9m/CkcpJZ8cwXInx+IsO1zAsSiKoiiKokw4SkkYbgKWi0jsrd8az3pFURRFURQlT5SSMPwDViT/O50FIlILvBV43BgTNyNZURRFURRFyQ0lE2NojHlcRG4Fvm6Xn9kFvBlYBLy9mGNTFEVRFEWZCJSMMLR5E/Bl4I3AZOBJ4KXGmAeKOipFURRFUZQJQEkJQ7vTySfsh6IoiqIoilJASinGUFEURVEURSkiKgwVRVEURVEUQIWhoiiKoiiKYqPCUFEURVEURQFUGCqKoiiKoig2KgwVRVEURVEUQIWhoiiKoiiKYlNSdQxzTA3Anj17aGpqSnmn/v5+2tvb2bZtW1r7KUopo/NaqTR0TiuVxp49e5w/a4o5DjHGFPP184aIvBG4qdjjUBRFURRFSYM3GWN+VawXr2SL4TP286uB7WnstxS4E3gFsDvN13wKODPNfYqxX7FfPxfjnkivnYsxl9O8LuZrT9QxF+P1sx23zunyeP1y/MyKNebTgD8Q0S9FoZIthiuwvxhjzNZ872fva4wxkt5IC79fsV8/F+OeSK+dozGXzbwu5mtP1DEX4/WzHbfO6fJ4/XL8zIo15mzmdC7R5JPc8qUy2a/Yr5+LcU+k187V95wp+lmX9mtP5PNApkyk+VHs1y/Hz6yYYy46ajHM0X6KUsrovFYqDZ3TSqVRKnNaLYaKoiiKoigKUNnC8DiWKfd4gfZTlFJG57VSaeicViqNkpjTFetKVhRFURRFUdKjki2GiqIoiqIoShqoMFRKBhExInJtscehKPlC57hSaeicrjxUGCo5RUTeYp8ozi/2WBQlH+gcVyoNndOKFxWGiqIoiqIoCqDCUFEURVEURbGZMMJQTeXFQUTuE5H74iy/QUT2FX5ElYPO6dJA53ju0DldGuiczi3lNq8njDBUFEVRFEVRkqPCUFEURVEURQEmsDAUkbNss/geERkWkaMi8gsRmRqz3bW2CfgUe/tuEekRkV+KSEOxxq8oseicVioNndNKJVLq89qfrwOXAc8DlgC/BI4CK4B3AitE5EIztiXMLcBe4DPAKuAdQAfwqYKNWFGSo3NaqTR0TiuVSEnP64ksDK83xvyPd4GIPAb8FrgUeDBm+yeMMW/3bDsVeDt6whkPA0ic5VWFHsgEQOd0cdA5nj90ThcHndP5paTn9YR1JRtjhpy/RaRORKYBj9mLVsXZ5Ucx/z8ITBWRljwNsVI4CbTGWb6wwOOoeHROFw2d43lC53TR0DmdR0p9Xk9YYSgiU0TkeyJyDBgCjmOZagEmxdmlPeb/k/bz5DwNsVLYDZwmItOdBSJyNnBJ8YZUmeicLho6x/OEzumioXM6j5T6vJ7IruRbgIuBbwGbgH4soXwX8QVzKMFx4pnblQi/AD4K/ENEfg7MAN4NbAX0Lj636JwuDjrH84fO6eKgczq/lPS8npDCUEQmA88BrjHG/Jdn+bLijapicCZqCMAYs01E3gT8F/C/wNPAG4HXAVcUY4CViM7pgqJzvADonC4oOqcLRDnM6wkpDImo71i1/eECj6MSabafe50FxphfA7+O2e7u2B2NMXpXnzk6pwuHzvHCoHO6cOicLhwlP68npDA0xvSKyAPAJ0WkGjgEPB9YXNyRVQQXAAPA/mIPZCKhc7qg6BwvADqnC4rO6QJRDvN6IgnDKFM5lkn8+8D77HV3Ay8CDhd+aOWPiFyJ5WJ4PfAzY0ywuCOaEOicLiA6xwuCzukConO6YJTVvJaxdRQrExH5IPA94BRjzO5ij6fSEJG9WO6IPwIfNsYMFHlIFY/O6cKiczz/6JwuLDqnC0O5zeuJZDFUU3keMcaUjBl8AqFzuoDoHC8IOqcLiM7pglFW87rihaGaypVKQ+e0UmnonFYqkXKd1xXvSlZTuVJp6JxWKg2d00olUq7zuuKFoaIoiqIoipIaE7YlnqIoiqIoihKNCkNFURRFURQFUGGoKIqiKIqi2FSEMBSRC0TkByKyVUQGRKRdRG4RkeVxtj1dRO4SkX4R6RKRX4nI9DjbfU5E/iQix0TEiMi1SV7/uSKyTkQ6RaRbRNpE5I05fpvKBKME5vVrRWSjiAyLyHER+bmITMvx21QmELme0yJymoh8U0Q2iUifiBwRkb+KyPkJXn+u/XrdItIrIneKyJJ8vV+l8inmnBaRU0XkOyLyiH2eNiKyKOv3VAnJJyLyB+AS4FbgSWAW8H6gCbjQGPOUvd084AmgB7jOXv9xoB1YbYwZ9RzTAEeBzcALgC8ZY66N89ovB+4AHgV+CxjgKuBy4KPGmO/k/A0rE4Iiz+v3ANcD9wK3A/OADwG7gDXGmOHcv2Ol0sn1nBaRbwNvB24D2oBJwLuARcALjTH3eF67Cdhob/M/QAD4CFbniXOMMSfy+NaVCqXIc/otwM+Bp4EgcA6w2BizL6s3ZYwp+wdwMVATs2wZMAzc7Fl2PTAILPAsey6WmHtnzP6L7Odp9vprE7z23Vi9Dms9y/xYF9DNxf5s9FG+j2LNa6AGOAncj33zaC9/qb3PB4r92eijPB+5ntPAeUBTzPGmAh3AQzHLP2nvf4Fn2WlYF9SvFfuz0Ud5Poo8p6cAzfbfH7ePtSjb91QRrmRjzCPGYxWxl+0EtgKnexZfCfzFGNPu2e4e4BksK593/30pvnwLcNIYM+LZNwh0AkNpvA1FiaKI8/pMoBX4vbHPOPa+fwH6gdem9UYUxSbXc9oYs8EY0x9zvBPAgzHHA3g18G9jzL89227HsopfhaJkQDHntDGmyxjTl6v34lARwjAeIiLATCyBhojMBWYA6+Ns3gacm+FL3QesEJEvi8gpIrJURL4AnA98M8NjKkpcCjSva+3neDc2Q8C5IlKx5w6lsORpTs9yjmcf0wecleSYS0WkOb2RK0p8CjGn80kln9xfD8wFfm//P9t+PhJn2yPAFBGpjbNuPL4M3AJ8DtiJ5UL+NHClMeb2DI6nKMkoxLzeieWSuMS7UEROBaYD9cDkNI+pKInI6ZwWkcuAizzHA8vlVpvkmABz0hizoiSjEHM6b1SkMBSR04D/w0oIudFeXG8/j8TZZThmm3QYwTIF/wG4GngD1l3BzSJyYQbHU5S4FGpeG2M6sW523iwiHxORJfaJ6fdYAftpH1NR4pHrOS0iM4DfAHuJ9tjk6/yvKFEUcE7nDX8hXqSQiMgs4K9YmT+vNsaE7FWOWyyeKq+L2SYdfgBcCKwyxoTtMdyCFV/wPWBNBsdUlCiKMK/fhXWi+rb9ALgZ2A28CivWUFEyJtdzWkQagb9g9aa9NCZOK1+/E0VxKfCczhsVJQxFZBLwd6zA+cuMMYc9qx0T7uzY/exlXd4EkhRfrwYrrfybjigEMMYEROTvwPtFpCY2MFVR0qHQ8xrAGNMDvEJEFmCVSdhvjNkvIo8Ax40x3ekeU1Eccj2n7XPx7VhxhC8wdokQD11Y1ppExwQ4HGedoqREEeZ03qgYYSgidcCfgeXAc40xT3vXG2MOichxrKSQWFYDmzJ42alYn2FVnHXVWK76eOsUJSWKNK+9x2/HqrOFiLRilVK4LZtjKhObXM9pO7HkJuA5wFXGmPtjdzLGhEVkS4JjrgH25CO7U5kYFGNO55OKiDEUkSqs+KeLgNcYYx5NsOltwEtFZL5n3+dgfZm3ZvDSHUA38Epb3TvHbAJeBmw3xqh7QsmIIs7rRHwd60ZIi7YrGZGnOf194D+B946T8PcH4AJvBwk7oerZcY6pKClR5DmdFyql88l3sboy/BkraD4KY8zN9nbzsSqPd2PF/zUBnwAOYhU9dU25YrW0Wwg0AJ8B1gH/slf/yhiz397uc8BX7OPehGUhfDtWvaE3GGN+ndM3q0wYijyvP41Vz/BxrALA/wE8H/i8MearOX2jyoQh13NaRD6MdaPyKFYB4Vj+aIwZsLdtto/ZjBU3GwA+inXOPscYczw371KZSBR5Tk8CPmAvvwR4IVZXn26g2xjzg4zeVLYVskvhgVVL0CR6xGy7AvgHMIDV3eFmYGaax7wiZtvXYV1AT2JVNn8Mq1xN0T8bfZTvo5jzGniJPad77WM+inU3XPTPRR/l+8j1nAZuSHY8YrpAYLV2vBUrOaAP62J+SrE/F32U76OYcxor/jvRdvsyfU8VYTFUFEVRFEVRsqciYgwVRVEURVGU7FFhqCiKoiiKogAqDBVFURRFURQbFYaKoiiKoigKoMJQURRFURRFsVFhqCiKoiiKogAqDBVFURRFURQbFYaKoiiKoigKoMJQURRFURRFsVFhqCiKoiiKogAqDBVFUQAQkX0ickOxx6EoilJMVBgqijKhEJGLReRaEWkt9lgURVFKDTHGFHsMiqIoBUNEPg58C1hsjNnnWV4LhI0xgWKNTVEUpdj4iz0ARVGUUsAYM1LsMSiKohQbdSUrijJhEJFrsayFAHtFxNiPRbExhiLyFnvdpSJynYgcF5FuEfmxiNSISKuI3CQiJ+3HN0VEYl7PJyIfFpGtIjIsIsfs/ScX7l0riqKkjloMFUWZSNwOLAeuBj4CdNrLjyfZ5/vAUeAa4ELgnUA3cDHQDnwWeDHwCeAp4CbPvj8G3gL8ErgOWAy8HzhXRC5Rt7WiKKWGCkNFUSYMxpgnRWQjljC8IybGMNFux4AXGysg+3oROQVLBP7YGPMee9+fAPuAt2ELQxG5FHgH8HpjzG88r7MOuAt4DfAbFEVRSgh1JSuKoiTn5yY6S+9xQICfOwuMMSFgPbDEs91rgB7gnyIyzXkAG4B+YG3eR64oipImajFUFEVJTnvM/z3284E4y72xg8uASUBHguPOyH5oiqIouUWFoaIoSnJCaSz3+qN9WKLw9Qn2TxbXqCiKUhRUGCqKMtEoVPHW3cBzgYeNMUMFek1FUZSs0BhDRVEmGgP2c2ueX+cWoAr4QuwKEfFr5xVFUUoRtRgqijLR2GA/f1VEfgcEgD/n+kWMMfeLyI+Bz4jIOcDd9mstw0pM+RDwh1y/rqIoSjaoMFQUZUJhjPm3iHwBeDfwQizPyeI8vda7RWQD8C7ga0AQq6zNzcDD+XhNRVGUbNBeyYqiKIqiKAqgMYaKoiiKoiiKjQpDRVEURVEUBVBhqCiKoiiKotioMFQURVEURVEAFYaKoiiKoiiKjQpDRVEURVEUBVBhqCiKoiiKotioMFQURVEURVEAFYaKoiiKoiiKjQpDRVEURVEUBVBhqCiKoiiKotioMFQURVEURVEAFYaKoiiKoiiKjQpDRVEURVEUBYD/D+uWH52pVIOgAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "# resample by day and mean\n",
    "filtered_artist = filtered_artist.resample(\"2W\").count()\n",
    "\n",
    "filtered_artist[\"energy\"].plot()\n",
    "\n",
    "plt.title(f\"{artist_name} Scrobbles\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x480 with 1 Axes>",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "filtered_artist = scrobbles[scrobbles[\"artist\"].str.lower() == artist_name]\n",
    "# select only descriptor float columns\n",
    "filtered_artist = filtered_artist.loc[:, float_headers]\n",
    "# resample by day and mean\n",
    "filtered_artist = filtered_artist.resample(\"1M\").mean()\n",
    "\n",
    "# filtered_playlist[\"energy\"].plot()\n",
    "filtered_artist.plot()\n",
    "\n",
    "plt.title(f\"{artist_name} Characteristics Over Time\")\n",
    "plt.legend(loc = \"upper left\", fontsize = \"xx-small\")\n",
    "plt.ylim([0, 1])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Artist Listening Time"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "limit = 35\n",
    "artists = fmnet.top_artists(period=fmnet.Range.OVERALL, limit=limit)\n",
    "\n",
    "filtered_artists = [scrobbles[scrobbles[\"artist\"] == i.name] for i in artists]\n",
    "\n",
    "### STATS ###\n",
    "# total time listening to artists \n",
    "artists_time = [i[\"duration_ms\"].sum() for i in filtered_artists]\n",
    "# total number of tracks\n",
    "artists_track_count = np.array([i.drop_duplicates([\"uri\"]).count()[0] for i in filtered_artists])\n",
    "# average length of artist's tracks (ms)\n",
    "artists_average_track_length = np.array([i.drop_duplicates([\"uri\"])[\"duration_ms\"].mean() for i in filtered_artists])\n",
    "\n",
    "fig_size = (7,(5/20)*limit)"
   ]
  },
  {
   "source": [
    "For these charts the ordering is left as retrieved from the API, i.e by most played."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=fig_size)\n",
    "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (1000 * 60 * 60) )\n",
    "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
    "plt.xlabel(\"Time (Hours)\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Time Listened (Since Nov 17)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 840x1050 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=fig_size)\n",
    "plt.barh(np.arange(len(artists))[::-1], np.array(artists_time) / (artists_track_count * artists_average_track_length) )\n",
    "plt.yticks(np.arange(len(artists))[::-1], labels=[i.name for i in artists])\n",
    "plt.xlabel(\"Average plays per song\")\n",
    "plt.grid(axis=\"x\")\n",
    "plt.title(\"Normalised listening time\")\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Imports & Setup"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "from google.cloud import bigquery\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 120\n",
    "\n",
    "from analysis.net import get_spotnet, get_fmnet, get_playlist, track_frame\n",
    "from analysis.query import *\n",
    "from analysis import float_headers, days_since\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "client = bigquery.Client()\n",
    "spotnet = get_spotnet()\n",
    "fmnet = get_fmnet()\n",
    "cache = 'query.csv'\n",
    "first_day = datetime(year=2017, month=11, day=3)"
   ]
  },
  {
   "source": [
    "## Read Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles = get_query(cache=cache)"
   ]
  },
  {
   "source": [
    "## Write Scrobble Frame"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrobbles.reset_index().to_csv(cache, sep='\\t')"
   ]
  }
 ]
}