energy.ipynb

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   "source": [
    "%matplotlib inline\n",
    "import numpy, scipy, matplotlib.pyplot as plt, IPython.display as ipd\n",
    "import librosa, librosa.display\n",
    "plt.rcParams['figure.figsize'] = (14, 5)"
   ]
  },
  {
   "cell_type": "code",
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   "source": [
    "plt.style.use('seaborn-muted')\n",
    "plt.rcParams['figure.figsize'] = (14, 5)\n",
    "plt.rcParams['axes.grid'] = True\n",
    "plt.rcParams['axes.spines.left'] = False\n",
    "plt.rcParams['axes.spines.right'] = False\n",
    "plt.rcParams['axes.spines.bottom'] = False\n",
    "plt.rcParams['axes.spines.top'] = False\n",
    "plt.rcParams['axes.xmargin'] = 0\n",
    "plt.rcParams['axes.ymargin'] = 0\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "plt.rcParams['image.interpolation'] = None"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Energy and RMSE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **energy** ([Wikipedia](https://en.wikipedia.org/wiki/Energy_(signal_processing%29); FMP, p. 66) of a signal corresponds to the total magntiude of the signal. For audio signals, that roughly corresponds to how loud the signal is. The energy in a signal is defined as\n",
    "\n",
    "$$ \\sum_n \\left| x(n) \\right|^2 $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The **root-mean-square energy (RMSE)** in a signal is defined as\n",
    "\n",
    "$$ \\sqrt{ \\frac{1}{N} \\sum_n \\left| x(n) \\right|^2 } $$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load a signal:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x, sr = librosa.load('audio/simple_loop.wav')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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   "outputs": [
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       "22050"
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     "execution_count": 4,
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     "output_type": "execute_result"
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   ],
   "source": [
    "sr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(49613,)"
      ]
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     "execution_count": 5,
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   ],
   "source": [
    "x.shape"
   ]
  },
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       "2.2500226757369615"
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     "execution_count": 6,
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   ],
   "source": [
    "librosa.get_duration(x, sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Listen to the signal:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "hide_input"
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   },
   "outputs": [
    {
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       "\n",
       "                <audio controls=\"controls\" >\n",
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(x, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the signal:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x10cd21cc0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.display.waveplot(x, sr=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the short-time energy using a list comprehension:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "hop_length = 256\n",
    "frame_length = 512"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "energy = numpy.array([\n",
    "    sum(abs(x[i:i+frame_length]**2))\n",
    "    for i in range(0, len(x), hop_length)\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(194,)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "energy.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the RMSE using [`librosa.feature.rmse`](https://librosa.github.io/librosa/generated/librosa.feature.rmse.html):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse = librosa.feature.rmse(x, frame_length=frame_length, hop_length=hop_length, center=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 194)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rmse.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "rmse = rmse[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot both the energy and RMSE along with the waveform:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "frames = range(len(energy))\n",
    "t = librosa.frames_to_time(frames, sr=sr, hop_length=hop_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x10cd54cc0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.display.waveplot(x, sr=sr, alpha=0.4)\n",
    "plt.plot(t, energy/energy.max(), 'r--')             # normalized for visualization\n",
    "plt.plot(t[:len(rmse)], rmse/rmse.max(), color='g') # normalized for visualization\n",
    "plt.legend(('Energy', 'RMSE'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Write a function, `strip`, that removes leading silence from a signal. Make sure it works for a variety of signals recorded in different environments and with different signal-to-noise ratios (SNR)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def strip(x, frame_length, hop_length):\n",
    "\n",
    "    # Compute RMSE.\n",
    "    rmse = librosa.feature.rmse(x, frame_length=frame_length, hop_length=hop_length, center=True)\n",
    "    \n",
    "    # Identify the first frame index where RMSE exceeds a threshold.\n",
    "    thresh = 0.01\n",
    "    frame_index = 0\n",
    "    while rmse[0][frame_index] < thresh:\n",
    "        frame_index += 1\n",
    "        \n",
    "    # Convert units of frames to samples.\n",
    "    start_sample_index = librosa.frames_to_samples(frame_index, hop_length=hop_length)\n",
    "    \n",
    "    # Return the trimmed signal.\n",
    "    return x[start_sample_index:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see if it works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = strip(x, frame_length, hop_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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E2EU6RTqFswZlxsZHRMf3iExJUMn3ydgKQAsVS+UMs4zpzQVN/M5KTsxPBg+okDIQr9DPkQNRVtHPUnMSWZKkUvBTDxNeE2LTnJP+E46T3JQM1GjUUtSs1LlUmdTdFNwU75TjlTGVK5T61JuUx5UwFNNU2dTi1MSUwlTGVTxVAJViFNoUaZPpU4xT5JQ8E9CTg1PXU8ZThNN70wITXFMUkvTSptKQErHSRVI9EUGRaxE2EIFQR9AgD9LP+I/xD80Pqc8KDwaPY89EDwPOp84KDhlN+U1HjXENCU1STUJNdo0/zNFMyYyEzHhME8wpC5mLFkq0SiYKKAoxyeBJsklfyUpJcAk6yOEIichtyCPIMgfaR5nHekcJRwgGzkaGhmeGDYY8RZwFXQUWhRuFIATjRF1D7gNMwzfCokJnQeNBSMEpAOYAkgBOQC+/hr9BPw4+176+PgX9+v1YvX69EX0jPOI8q7xPfFY8Kfv1u4F7g7tjuus6r/qzeq/6aLoqea95LrjveK/4qTiAeJA4RbgDt+33hXe6txo3CXcKduX2mDaTtn718HXpteX1ozVldQs1GrUJtTY0/7Td9NS0mzReNFX0abQBtAvz5TOf856zt/NQs0pzV/NFs2hzPbLE8u9ys3K3cqxyqLKq8rTyvLK8MoJyxXLMcs3zAvNe832zTTOrs4pz3/Pys9b0MLQ0NAU0WLRQNE90YTRk9GQ0cLRuNHb0XrS6dI503PTlNMO1ILUudSz1ErUKNSU1B7Vv9WH1tPW89aw13LYy9iy2e/a79uV3Bjdx90Q3jjeq95b30PgyeCF4ZziLOPC4zHkdeQw5Q/m6Ob850npCepq6u7qa+tU7PnsZO2R7d7thu647uTu8e6F73zwXPEm8qDy7vJ68xb0WPSh9Ob00PT89Kb1NfYh9r/1i/W/9Sf26vWU9Xz1mPVz9Sn1y/Qm9KTzp/PF88Pz8/Oh82TzLvOc8lryp/Ig87nzSvRW9A/0NfS59Fv13fUV9pL27vb29hv3X/em9zH4sfi3+JT4XPjV93P3g/fB9/L3T/h8+GL4Zvho+AP57PlT+lH6iPrh+hj7S/uN+7/74vtA/Ij80fzg/I38l/yn/Ij8zPwY/V/92f0Z/mb+zv7p/hH/hf/i/0cAoQD+AIUB/AFiAocC9wKbA+UDfAROBWQFkwV1BiMHtgdGCHoI4AhoCXkJpAldCk4LpQu9C+wLCwxfDLAM5gwuDXINnQ3HDbENcg1/DeANHQ4zDlgOkg7KDvcOHw9hD88P1g+OD4kPcQ9pD5IPyw/MD4kP9w+KEJ8QrxCzEG0QExAMEAIQ7Q8LEDMQbBC/EAwRHhHrELgQjBB7EG0QSBBCECEQ5w/FD5oPdA+DD2kPUw86Dy8PRQ9CDyoP2g6JDlAOcw5VDhEOEA62DWwNaQ0SDZkMcwwKDO4L0gsoCwMLJgsHC8YKrAqxCqkK4QoUC0oLqAu7C50L3QsgDDAMZQxyDH4MpQyLDIgMgwxYDI8MBg0wDWYN2w0FDiEOLQ5LDrQOEg8sD1EPgg+OD9QP1Q/TDxQQSxCAEKIQrxAVEZgRqBF6EQ8R1xC8EIkQdBBsEKMQGBFmEZsRyhG5EQASbxKqEuwSChNDE5QT1xPuE7QTnBPJE9ATvBPWE9EThRN9E0ATAhMiEzMTDxMDE78SRhJAEhUSthGJEXkRCxG+EKAQfRCAEFwQ/w+4D50Pcg8iD4AOJg71DaMNYg0IDZ4MVwxHDEEMGwyyCzwLEgsEC74KYQpPCjwK9wnoCfEJ0gmnCWsJLgkpCS4J+wjMCNQIlwjZBzoHFQccBwgH9QYEBw4HFwf5BskGFQdPB3cHswfEByUIfQiyCOsIMgmRCa4JzAlOCtsK5QolC7ILEQxWDIEMnAzsDFMNLw39DPkMEA10DdUN5A3yDVoOug7LDu0OPA82D4YPFBA5ED8Q/A/aDzIQexCUENwQCBEpEWURLhHbENQQkRANENEPew9FDzoPBA+xDoYOsg6+DqgOmg5qDisODg7tDeMN9w0YDgwO3A20DagNpw1GDZQMJAxmDN0M3wx7DEkM0gxTDSANjAzAC70LfgznDMwMPwyQC20LyAvcC5gLHwuyCpUKmwplChEKvAlMCQcJwAhVCMoHLwfeBukG5Qa3BpYGqQYCBy8HMAfLBg0GuQXvBWgGbQYEBuUFEwZyBs0GwAZPBuQF0QW/BW8FIQWpBC4E2ANXA/gC9AL1AsoCoAKRAkkCCQIQAt8BgAFyAVEBswDv/1H/LP9J///+Q/5w/aL8O/wQ/Jz72vo0+pf50fjR92v2NPVJ9H7zrfLA8a7w1+85717uoO1F7fPsS+yL6+/qv+qd6uvpGumU6CDoiufi5iDmQ+WN5APkROMi4uDgn9+Q3srd3Nzi2yHbXNqg2enYFdhX16nW/dVF1Y/UG9TG0zfTZtKJ0eHQjdA90K3P9c4Gzn/NYM32zH7MAcw6y2DKask7yHjHEsdbxmXFXcR2w9bCNsJ4wbLA+b9Bv5q+OL77va29Sb30vLi8cbwYvM27nbtxuyC70Lq6usm6+7o9u2i7Y7tsu7u7/7tavN+8Ur2wvf29Wr7xvoS//b+OwPfAY8H5wWLC3sKUw1bEFMWexSbG4saax3vIaskOyp3KUctHzI3Nws6sz5vQtNHp0vbTyNS11cHW3dcN2S3a+trj2/3cCd5C307gN+FI4lzjduS+5QLnIugd6SzqUOta7IDtte7Z7yzxj/Kd88D0/PVB96H4+/kS+/P7Ev1i/pL/hwB0AWoCjAOmBL0F/AYZCCYJQQpGC1EMcw2SDrsP4hALEkMTMRTkFIsVVxYoF+MXmxhfGU0aKhvjG4IcKB24HSwerR5fH/IfaSD4IGQh7SGqImAj+iOCJOkkSyXLJVcmyiYqJ6An/CdPKMwocik3KucqlCsaLI8sJS2YLQwudS7FLi0vdS+BL6Avzy8uMK8wGTF8MboxCTJjMrEyCjNsM9MzNTSPNOc0TDWENbg1ETZnNro2CDdcN7c3ATgmOFI4iDiVOKg4yTioOHA4MTjoN6o3XzcgN+k2qzaFNjw23DWtNXE1/TRmNLAz4DIcMoMx3zBaMNIvKS+tLiMuiS3iLCIsTCuSKuspEykqKEEnUSZTJVckeiOyIukhNiGZIA0gaR+7HugdHB1lHHgbrBrrGTIZoBgpGJ0X6xY/FpwVARVpFLwT8BISEmURyxAOEFkPqA7/DXoNAg2ADAoMiwsDC3sK8glqCdwIUgjqB58HWAcyBxEH1gaNBjUG2wWRBUgF9ASqBFkEBgTCA1gDygI0Ao8B5gBcAPz/oP8h/4n+BP6p/WP9C/3O/J38Nvzd+3/7AfuE+gT6gPkV+bn4X/gB+JT3P/f+9pj29/Va9dH0N/Sv8znzuPI58r3xUfH48KfwSPDP7zjvuu5e7vbtke0Y7Z3sF+yF6/bqaurm6UrpregZ6Irn9OZQ5snlceUK5WLkt+Mw46riJeKk4RTheeDT30Tfu94b3nfd59xc3L7bONvJ2j3axdlv2ffYjNhU2B/Y1deZ13TXW9cs1/vW79bt1vPWCNct11XXf9el163Xs9fB1+fXG9hP2IvYydgP2T7Zf9nc2TXamNoS24vb+Ntx3PjcYd2/3R3eXN6L3rTe4t4x36/fPOCd4OTgM+GL4d/hL+KL4vbiYePQ41Tk0+Q45aLl/eVf5trmP+fE51Lo0Ohi6dLpOuqs6iPrlusJ7IHs6exx7QjumO4t78bvPPC48ETxsPEj8qjyHPOG8wj0hPQR9bH1U/be9lL3t/cr+Ln4Ufn0+Yr6Cvt9+/b7dfwF/Zr9Jv6X/vP+N/90/87/NACNANEAFgFzAdMBSgLZAjADdQPHAxEEVASYBNsELwWKBbYF5QUXBjUGTgZRBk4GTwZiBnoGkwalBr4G1AbPBuAG+gYUBzwHVAdeB34HrwfSB90H6QcRCFQIkwi+CN4IBQkuCW0JoQm8CdsJ9wkdCkkKegqiCuYKNgt5C7oL9AszDHoM0gweDVINgQ2wDfANMg5rDqsO6Q4yD4kP1A8REEEQYhCOENMQEhE6EWIReRGCEaQRyxHZEQoSUhKMEssS8RL8EhcTKRM2E10TeROKE6gTtROzE6sTpxOjE4ATZRNmE2cTaBNgE0gTRxNcE1QTNxMXE/4S4hLUEsgSqhKgEpkSjRJ8El4SHxLYEY8RRBEDEasQPRDCDz4Pzg5hDugNdA0JDZMMIwzBC2ILFgviCrQKeAo6CgwK4QnACasJdglECTQJEwn8COMIvQiACDwI7QeABwoHiAbnBVYF7wSGBBgErQNBA9oCdwL9AXkBEQHIAIAAIACx/0H/6f6q/n3+P/7p/Zz9Wv0j/fr80Pym/Hv8SfwW/Pv76Pu1+4T7bftZ+zn7CPvS+qL6dfpE+gz6zvmK+VD5MfkK+er41vjD+LP4ufjC+LP4xPjZ+NP4t/iS+Fz4J/j298T3lvdz90/3Lvck9xz3IPcP99/2o/Z49lz2OvYR9t/1vPWm9ZX1iPV59W71ZfVi9U31MPUa9RX1FvUY9Tj1TfVQ9U71TfVO9Tr1BvXG9Iz0W/Qa9O3zyfOa84DzYPNN807zP/Mh8xXzCPPq8sryovJw8j3yGPLv8cLxovGZ8YzxffGI8ZjxmvGg8Zzxi/GD8X/xc/F28YHxhPGL8ZjxnPGT8YnxivGO8Z3xovGW8YTxVvEp8Qnx/fDp8L7wpfCc8Jbwj/CY8KfwsPC98Nbw6fAE8S7xT/Fy8Y/xnvGj8bfx3vH98RHyIfIv8k7yg/Kv8ubyFvMm8zjzV/Nm83/zt/Po8yb0cvSn9Nv0EfUz9WT1lvWu9cb16fUD9hX2KPZG9oD2sPbe9i33Y/eE97f36vcf+FX4hfi/+P/4Nflk+aH55/kv+nf6vfoJ+0r7iPvT+yX8ffzF/P/8Tf2Z/ez9OP5t/pz+1P4Z/1f/mP/e/zkAgADGABoBagGwAegBJwJ4AtYCHwNXA4oDuAPnAxsEVgSVBNwEIgVPBYAFtAXbBQsGSwaHBsgGCAdHB40HxAcMCGYItQj0CC4JaAmmCfEJPQpwCpgK0QoMC1ELlQvUCw4MPgxsDJQMwQwDDUYNew2pDdgNDg5EDmoOiw6rDsMO1A7lDu8O/A4kD1gPjw/ED/APIRBLEGoQgBCMELEQ2hD8EB8RNRFTEXURhxGnEcQR1RHiEd0R2RHjEekR7xEOEjESTRJzEqES2hIbE1ATbhOJE6oTzhP8EywUVRSAFJ0UrxTBFMsU2hTvFPsU+xTzFOsU5hTaFNEUwRSmFIIUURQkFPMTsRNkExcTyxJ8EiASwhFkEf4QlRArEMwPcA/7DoEOGg63DVQN/Qy3DGkMCgy9C3cLKwvwCr4KdAovCvQJsAlrCRgJtghMCOsHigclB7wGSQbUBWYFCQWtBFoECgS0A1cD8QKkAmMCGQLQAZMBXQEnAe8AsQBxAD0ADQDY/6j/b/8p//X+yv6k/nT+Mf7s/aX9a/1B/SD9+fzL/KP8efxQ/Cv8EPzu+8r7tvuK+1f7RPs5+yH77fqq+nn6YvpH+ir6EPrj+bX5f/lO+SH56Pif+F/4Jfjj9573Xfct9/r2xfac9mj2OvYX9un1sPVv9Tv1EPXZ9KD0bfRD9DP0K/QP9OjzvPOQ82vzPfP38rTyevJE8h3y+fHJ8ZLxV/Ei8QPx2/Cr8IDwRfAI8N3vqO9170rvH+/37sHucu4f7tjtmO1q7S/t/eze7K3sdOxF7Bbs8+vY67/rqOuW65XrleuS65zrpOua65DrgOt963TrZutk617rTes06yLrFusW6xHrC+sO6xDrGesk6y7rMOsz60XrUetr65frxuv36xjsNuxn7KDs3ewW7Ujtde2j7d3tJe5h7pfu2u4g72zvsu/x7yzwevDU8CHxafGf8c3xDPJZ8qPy9fJN86fzBPRc9LX0/PQ49Yv13PUn9nH2sfbv9jH3gPfY9yf4dPjK+Cv5hvnL+Qb6TfqR+tH6F/td+6b75vsP/EP8ePy1/Af9UP2J/cn9Dv5A/nj+uf71/in/VP9r/4j/uf/q/xgAMgA+AEwAZAB1AIEAkACfAKQArgC8AMMA2gDxAAMBFwEtATUBQAFOAWcBiAGmAb4BwgG8AcgB3QHhAewB+wEPAi0CSAJgAn8CjwKeArcCygLbAvwCGAMfAy0DMQM1A0oDZQN6A48DrgPOA+8DCAQhBDYEQQRQBGIEdgSLBJwEqATEBOQE+wQHBREFFQUiBTYFSwVgBYEFrQXFBd0F8AUFBiQGTgZ/BrMG6QYTBzMHVAdzB5cHxQfiB/kHEwgtCEgIcQicCMcI5Qj/CCAJPQlXCWkJeglzCW0JYQldCWIJYglaCUsJQQk+CUQJQAk1CTUJPgk/CUcJUwlNCUUJNwkfCRgJHgkbCQ0JBwn7COYI2AjICKoIgQhjCFEIOAgdCAkI8gfRB6cHfQdfB0IHLAcSB/cG6AbWBsAGqAaIBmIGQwYkBgEG1wWsBYYFYAUyBRMF8AS3BJAEgARyBGcEVwQ+BCAEAwTeA7kDmQN5A14DPAMYA/UC4ALMAqgCgAJcAj8CHAL2AcwBqQGPAX0BfgF5AV8BPAEhAQ0B9QDmANQAxQC4AK8ArgCqAKUAmQCEAG4ATwA1ACUAFgAMAAUA+P/p/9r/zP+9/6//qv+q/6n/pv+a/4f/cf9W/zj/H/8I/+f+xP6v/p3+e/5V/iv+Bf7c/a/9hv1m/Uz9K/0M/eL8sPyQ/IH8ZvxG/CT8APzb+7D7gvtd+zP7DPvu+r76iPpd+kL6Jvob+hD6/fnq+c/5vPmn+Yv5bPlT+UD5Mvkm+R35Afnm+ND4r/iN+Gz4T/g0+Bz4/ffe98P3ovd290r3KPcT9/j21/a19pj2ffZj9lb2TfYz9hj2/vXh9dL1wPW19bX1tPWo9Zn1j/WR9Zb1mPWc9Zj1i/V99XL1b/Vl9VP1R/VG9Uv1RPU79Tr1O/VA9UP1PvU39TP1MvUt9TD1OPVA9T31O/VJ9VH1TPVL9Vr1dvWS9aj1wPXQ9dj14/X79R32QvZp9pP2uvbi9hD3Ovdq95v3zff99yf4R/hl+Ir4t/jn+BH5NPla+Yv5v/nx+Rf6Qfp9+rf65foR+zn7XvuG+7L75vsd/Ev8fvzE/Af9P/17/bf96/0i/mP+nf7Q/vn+KP9W/4P/sf/i/xIAOwBkAIQApgDZAAkBLwFOAW0BkwG2AdIB7gERAisCQQJkAo8CtgLZAvoCCgMTAyMDIgMhAy4DOgNMA1wDZQNvA38DjgOdA6UDsAO/A8oDywPKA80D2QPnA/kDDgQsBFAEcgSfBMoE6AT3BAoFKQVKBWkFgAWSBakFzAX0BSQGUAZxBokGqQbIBuQGBwcgBzgHVgdsB3wHjAeSB50HtgfaB/8HGQgrCDIIMAgyCC4IMQg+CEYITQhWCGgIcwhpCF4IVghNCEIINwgqCB0IEQj4B94H1gfWB9cH0QfCB7AHnAeQB48HhQduB0sHKwcSB/YGzwakBogGdgZcBkIGKAYJBucF0AW4BaIFlgWEBW0FUgU2BRkFBAXxBNgErgSDBHAEYQRNBDcEIQQGBPUD7gPfA8MDnQOAA3cDcwNcA0ADMQMfAwkD/gLvAt0CzgK+AqcClwKJAn4CdwJnAk8CMwIWAvwB5QHFAZgBdwFfAUoBMgEPAeYAwgCnAIMAZQBCACIAAwDj/8n/t/+k/5H/ff9e/zr/E//x/tv+vv6i/oz+d/5i/kr+Mf4X/v395f3S/cH9q/2b/Yj9bf1U/Uf9OP0h/Qr99Pzg/ND8ufyY/H78ZPxA/CD8CPzw+9b7vfuc+3r7WPs4+xf7+/ri+s/6xPq4+qr6lfp2+l36TPo3+h36APrg+b35pfmQ+YH5ffl6+XP5cPl0+XP5cPlh+Vf5UPlN+VP5VPlT+VX5Xfln+Wj5afli+Vz5WvlV+VD5Qvk3+S35HvkP+QD5+fjz+O/44/jS+MP4qvie+Jb4gvho+FT4T/hI+Dz4M/gj+BL4Avjy9+D3zfe/97X3rfei94/3ffdt92D3UfdM91L3Wfdf92T3YPdb91v3XPdV91H3TfdJ90v3UfdV91f3UvdI90P3R/dL90f3Qfc49zn3QPdD9073XPdi92v3dfeC95X3qfe698z34ff39wv4IPg1+Er4X/h6+Jf4r/i5+Mj41vjo+AP5HPkx+UL5W/lw+Yf5pPnD+en5Cfok+kf6a/qL+qr6zvrt+g/7Pftu+537u/vb+//7IfxD/Gj8g/yf/L/84fwB/R/9PP1Y/XT9kv22/dj99v0Y/jz+Uv5l/nr+kP6o/rr+y/7i/v/+Gv80/0H/Tv9W/1f/Xf9c/0//Sf9G/0j/U/9f/2n/df99/4T/jv+W/5z/mv+c/6v/s//A/9H/3v/j/+n/+/8NABoAKAA1AEUAVgBlAHcAhQCOAJYAoQC1AMYA1ADhAO0A+QALAR4BKwE/AVIBYgF9AZsBtgHRAewBCAIkAkACXAJ4ApoCugLVAvECCgMcAygDMQM8A0wDYgNyA38DgAOFA40DmQOjA60DtAO5A7wDuAPAA8YD0APbA+YD7gP3AwcEDQQTBB4EKQQtBCoEKAQqBCwELQQyBDQEKQQgBBMEDQQVBBgEGgQcBBkEEQQQBAkEBAQABPQD5wPgA9cDywO/A7UDqAOaA5MDjAOHA38DdANdA00DPwMyAyYDFgMEA/QC3wLIArcCqgKgAp4CogKXAogCegJtAl0CTgI/AjMCKgIfAhIC/gHuAeQB4QHfAd8B3QHYAdcB1gHYAdsB3QHdAd0B1QHNAckBvQG0AasBngGTAYcBeAFxAWMBXgFbAVABQwEzAScBHAETAQsBAAH3APQA7ADlAN8A0ADEALMApACYAIUAfAB1AGcAXABVAEgAPQAsABMABgD8//b/8P/p/9//zf+4/5//h/9u/03/LP8S//v+6P7N/qv+iP5v/lL+NP4o/hz+C/76/ev93f3T/cf9t/2o/Zz9j/2C/XP9Zv1W/Tv9IP0E/er82PzG/LD8m/yG/HP8Z/xg/Ff8S/xD/Dz8OPw6/Dn8PPxL/F78a/xw/HL8bvxq/GX8bfxw/Gz8ZPxe/Fz8VvxS/E78Qvwx/B78B/z4+/D76fvc+8r7uvum+5H7eftn+1r7T/tJ+0T7O/su+yH7FvsT+wv7AvsA+/v69vrw+u768Pru+ur64/rg+tz62/rc+tv64Prl+uj67Prt+un63vrZ+t/65frm+un66frq+u366/rl+uT65/rn+uL64vrh+uP66Prt+ur67Pr0+vr6/Pr8+v76A/sN+xX7IPsp+yz7J/sm+yz7NvtB+037Vvtd+2P7X/tc+1f7Xftr+3j7gPuG+437kPuU+5b7mvuf+6n7tPu8+7/7vfu6+7f7u/vE+9H72/vi++j78/v4+wD8CvwT/B78JPwp/DL8OPxD/Fb8ZPx3/Ij8n/y4/M/85Pz2/AT9E/0k/Tn9Wv14/ZL9o/22/c795/0E/hv+Lf5G/l/+c/6L/qD+sv6//s/+4/73/gL/DP8U/yD/Lf87/0n/U/9a/2L/b/99/4H/jv+n/7//2P/q//7/EQAdACwAOQBKAFwAcgCEAJEAowC3AMYA1ADoAP4ADwEgAS8BOQFAAUoBWAFmAXEBdwGAAYQBhwGIAYgBlAGlAawBswG5AcABzAHSAdgB4gHtAfAB9gH+AQMCCgIKAgwCDwIQAhACFgIYAhsCHgIZAhsCGgIVAhkCIgIlAiYCKwIuAioCKgItAi4CNQI6AjUCLwIuAi4CLQIxAjkCPAI9AjkCOAI7AkcCUgJUAlcCVgJZAl4CYQJlAmoCaQJpAmwCcAJ2An8CgQJ/AnwCcwJxAm4CbAJsAm0CcQJtAmoCZgJjAmICZAJjAl8CWgJVAlQCVAJXAl8CZgJlAmECWwJTAkkCOwIvAiYCHAIOAgMC9wHuAeQB1gHGAbQBowGRAXgBXwFLATYBJAERAf0A7ADeANIAxQC6ALEArQCjAJsAlQCNAIEAbgBiAFkAUgBNAEQAPQA3ADQALwAvACwAJQAeABcADAABAP7/9v/s/+r/7//w//D/8P/p/+L/0//J/7z/rf+d/47/gP9x/2n/YP9U/0n/OP8u/x7/Cv/4/uv+3P7O/r7+sf6k/pb+hv5v/lT+Of4g/gj+7v3d/c/9uP2n/ZX9hf1x/WD9TP00/R/9BP3x/OL82/zY/NP8yPy+/LP8p/yb/Jf8kPyF/Hr8cvxx/Gn8X/xd/Fj8TvxI/ET8PPw5/Db8Mvww/Cf8GfwL/P779fvv+/D77Pvo++n75Pvh++H74Pve+9773Pvb++L75/vq++377fvs++z75fvi++L74vvi+9n70PvH+7v7sPum+5/7lPuK+4P7g/uF+4f7hPt8+3H7ZPtd+1L7S/tD+0H7Ovsy+y77K/sl+x77F/sP+wz7BvsI+wn7CvsM+wX7/vr4+vH67frl+uL64Prf+t/64frm+ub66frr+u366frs+u367frs+u367vrt+u767vrz+vT69fr++gX7CfsM+xP7Gfsb+yD7Ifsg+x/7Ifsh+yn7M/tA+0/7W/tk+277d/uE+5T7o/uw+7v7zPvj+/T7AfwT/CX8NPw//Ev8YPx1/If8lvyn/LL8vvzP/On8Af0W/Sz9Ov1K/V79dP2J/Z79rv3B/dX97P0F/hz+Lv5C/lf+ZP5z/oD+j/6W/qL+rv64/sf+1P7f/u7+/P4H/wn/Ef8a/yT/Kf8o/yv/MP8x/zL/OP87/zj/N/86/zr/Pv9F/0b/TP9U/1n/W/9a/13/Xv9l/3L/gP+G/4z/kf+c/6T/q/+1/7z/wv/L/9f/4v/w//v/AgAIAAwAEwAdACkAMgA5AEIARQBJAFEAXQBtAHgAgwCKAIwAjwCVAJwAowCqALEAuQC9AL4AvwC/ALoAuAC4ALgAuAC9ALwAtgC0ALUAuwDDAM4A2ADbANoA3gDhAOYA5ADhAOIA5wDqAPQAAQEQAR0BJAEqAS0BLgEsAS4BLwEtAS4BMQE1AT4BQAFBAUMBRgFOAVABUgFUAVgBWAFZAWABZwFxAX8BjwGeAakBswG7AcYB0AHbAeUB7AHvAe8B9gH2AfoBAAIBAv0B/QH8AfoB+gH0AfQB8QHsAeoB5QHeAdYB0AHLAcYBwgG+AbYBrwGlAZ4BmwGbAZoBlAGNAYcBhQF/AXcBcQFqAWQBXAFVAU4BRAE6AS8BJQEYAQ4B/QDsAN0A1ADKAL8AtgCqAJsAkQCHAH0AcgBkAFoAUQBEADkALQAiABUABQD3/+n/3P/U/8v/wP+4/7H/q/+h/5D/f/9w/2b/Xf9X/0//Q/87/zX/Lv8h/xP/Bf/4/uj+2f7R/sX+vf61/qv+o/6a/pP+h/54/nD+Zv5e/lr+U/5N/kb+P/45/jX+K/4c/g/+BP78/ff98v3p/dv9zP2+/bb9rP2l/Z39kv2O/Yn9hf2C/YL9gv1+/Xf9d/1z/XD9cP10/Xj9d/13/XL9cP1w/XX9eP14/X39gf1//X/9e/14/XP9aP1h/V39WP1W/VP9T/1K/UL9O/0x/S39LP0p/Sb9JP0j/R/9HP0c/Rf9Ff0V/Rf9GP0V/RD9D/0N/Qv9Bv3+/PX86fze/NX8yfy9/K/8pvye/Jj8jvyH/IP8e/x4/HH8a/xq/Gr8avxn/GT8YPxe/F/8Xfxc/F38Xvxi/GT8Yvxf/Fn8U/xP/E78UfxS/FH8SvxC/EH8QPxB/ED8Q/xG/Ef8SPxL/Ev8T/xU/Fz8Yfxr/HD8cfxx/G78cPx0/Hb8dfx0/HX8bvxq/Gr8a/xx/HT8dPx1/Hv8gPyD/If8jPyX/Jz8nvye/J/8pPyp/LD8v/zJ/ND81/ze/OX86/z1/P78CP0R/Rv9Jv04/Uf9Uf1f/Wv9dP19/Yn9lP2a/aP9r/21/br9vv29/b79wf3B/cD9wP3B/cf9z/3T/dj93f3g/ej97/32/QL+C/4V/iD+K/42/kL+Tv5b/mn+dv6F/pD+mf6j/qv+sf62/rz+xv7S/t/+6P71/gD/Cv8U/xv/Iv8m/yz/Nf88/0P/Rv9P/1f/W/9g/2r/bv9w/3H/c/94/4H/h/+P/5P/lv+b/57/pP+o/67/s/+5/8T/z//U/9z/4v/l/+n/7//4//3////+//7/BAAPABMAEwARAA4ACwAJAAkABgAGAAQABgAKABAAEgAQAA0ADAANAAwADAAMAAsACAACAP3///8BAAQACAAJAAsAEgAWABgAFwAYAB0AIQAmACkAMAA0ADsARQBLAFMAXABmAHMAfwCMAJUAnACkAK0AtwDCAMoAzQDUANcA3wDpAO0A8ADtAOsA6ADmAOUA5gDjAOIA3wDfAN8A3gDeANoA2ADSANQAzwDNAMwAyQDJAMsAzQDPANIA0gDUANQA2ADYANcA1wDVANMA1ADXANcA0wDSAMwAygDJAMUAwwDCAMEAvwC9ALcAsQCsAKgAogCcAJsAmACSAIcAggB/AIEAhACBAH0AegB1AHIAcQBtAG4AbABoAGcAZABgAF8AXABZAFkAWQBZAFcAUwBOAEgARAA/ADsANQArACQAHQAVAAkAAwD5//H/6v/j/9j/yv+8/67/oP+T/4j/ff9w/2X/W/9P/0P/Of8w/yj/HP8T/wv/BP/3/vH+6f7j/tz+1f7O/sb+vP62/qv+nv6V/o7+iP6B/nr+c/5r/mL+W/5U/kj+Pv40/if+Hv4V/gr+BP78/fX97f3g/dX9zf3B/bv9sP2n/aL9nv2U/Yn9gf17/XL9Z/1c/VD9Rv1A/Tj9Lv0q/ST9JP0k/SL9H/0c/Rr9Fv0V/RX9F/0Z/Rv9Hf0d/R39Gf0c/Rz9GP0W/RX9E/0Q/Qz9B/0A/fz8+vz6/Pr8+fz6/Pr89/zz/O/87vzv/O/87vzv/O/87vzu/PD88/zz/Pb89vz1/Pf8/Pz8/P/8Af0B/QD9Af0C/QP9B/0I/Qj9Cv0O/Q/9D/0O/Qv9C/0L/Qn9Df0O/Qv9C/0K/Qr9DP0Q/RP9Fv0W/Rn9Gv0c/Rj9Ff0O/Qn9B/0B/QD9+vz3/PT88fzt/O386/zn/Of86Pzo/Ob86fzv/PT89vz2/Pr8+vz7/Pr8+vz7/AH9B/0N/Qv9DP0Q/RL9FP0X/Rn9IP0n/Sz9Mf05/T/9Rv1Q/Vj9Yf1q/XD9dv19/Yj9k/2b/aL9qv20/cH9zP3Y/eX97v32/fr9//0J/hH+Gf4j/ir+Mf44/kD+Rf5K/k7+VP5Y/lb+WP5d/mH+Zv5s/m/+cP5w/nX+d/59/oX+if6P/pL+lv6d/qP+p/6s/q7+sP6z/rn+wP7G/s7+1f7c/uL+6/7v/vD+7/7y/vf++f4C/wj/Df8R/xP/E/8Z/yb/K/8w/zf/OP8+/0H/RP9G/0z/VP9Y/1//YP9d/17/W/9a/13/Xf9d/13/Xf9f/2P/ZP9n/2j/av9r/2z/aP9j/2H/ZP9q/3D/ev+B/4f/h/+L/43/kv+W/5T/l/+Z/5v/nv+h/6f/pv+j/6P/pP+k/6D/oP+j/6T/qP+n/6f/qP+l/6f/rP+w/7X/uf++/8L/xv/G/8f/yv/K/87/0//V/9v/4f/l/+r/8P/z//X/+P/8//7/AQAJAA8AEAAPABIAFgAaABsAGwAdABkAHAAeACAAJQAqADAANAA1ADcANQA3ADoAOwA+AEEAQwBEAEQAOwA1ADQAOgBAAEMASgBMAE8ATwBPAE8ATwBPAE0ATABJAEgASABHAEcAQQA9AD0AOwA2ADQAMwAzADEALwArACUAIwAgAB4AGgAWABEADwAMAAsABgD///z/+P/1//T/8f/u/+r/5v/m/9//2P/R/8r/w/+7/7X/rf+o/6X/oP+Z/5L/i/+E/33/c/9s/2r/Zf9d/1j/VP9M/0n/P/86/zb/NP8s/yb/IP8j/x3/If8a/xv/E/8T/wf/Bf/3/vv+6P4T/2kAZwFaAm4DkATtBRYHuwijCmsLfQwAEEsTORMsE7IWAxr6GxkcCRlGFs8YJx90InsgSx1rHEUdHCCJI30kbCNmI30kcSVFJx4q9Cr/J5ojRSSqK2synDJiLpAqZCdHKs0zKTjRMtMsCi60MA4xAjMfMo4xHjm7QJI7IDTBNvU8WUROR/dC4Tm2NZ068kBdRFtEnD2pM/w1ID8+P9A3sjT5NtI3rjjsOlM8iDq7NG4w9zEzNqE2zDOPM4E0yjESLJMqEyydKt8m8yOOI4Ih7B1FG8IY+BZQFWoSUA+dDIsLYAvnCCgELgCn/RL7q/oB+rn2V/KR76Xu+uvT5wrl5OJT4CzeedsR2f/Yzdf40iTPhs0izAzJ98M2wCq9CruWuhu5BraMs1GwVqu3qsCptqXkn9aaBZt6mbuUUJCWkC6Tk5AajYiNqY6yij2GOIdFiMqGwoOKgseDIoc8hoCBAYABgnuFMYa6hBGCGoHzgTCEW4UdhUaGgYdbiMOIHYk4iiqKd4p1jD2M342BkUaSvZDkj2qPio0SjuCSLJZglDaTCpbcl8aWC5awmJ6cnp3lm2Gaap3ToZWjR6MYoh+kVqfhqZmrp6zYriqxEbO6tIy3RbrguxC9Eb+xwx3I78h0x4HIcc1z0sfVq9bW1FHUxtiB3lfg3N6t3iHhXuXQ6Vntje9j7zTvafC68gP18/ef+oP7R/wh/hUAqAGnAykFVwd5C7UNfg33DaoPThIfFeMX+xjUGAgaoh2iIOYhhSMdJgcqfi1/LuQuOjHqNDo5bzutO3I9GEF3QylE6EW2SNBLT03CTUNOPVA9U1lUklR2VdRWlVfAV6FYSVpTWplZs1r9W4lcFV28XehdcV7WXpxetl5ZXzBgQ1+TXXJdjl6rXrtdgl3rXchdLl0YXqpfcGB9X5Nc01kkWFtYQloEW39Y4FdmWVxYrlZHVt1WsVYtVQVU4FOVU2xT9FEqTx5ND00NTF5J00f4RrZGXEcqSOZGhkRgQ0ZEBEY8RWJC6z/YPq8+FD2VO/M6FjsKPBw8Azw3Oy86Gzl2N+A2nTZaNbwy3C99LZcsMS3wLH4rLSrPKY4pTinNKHkniyWgJKck+iNvIgIhYCDBH3geYB1QHIAbTxtSGn4Y0xZwFvYWzxbkFBMSpA/UDUMMCws0CaEGawSLA/oCiAFZABT/Qv24+9z69/m7+Jf2ufTm86nzT/N48nXxOvDH7x/vLu6P7Zvstuvf6SXo3edi6LbnTeae5L7hK+Aw3+bePd/L3gDeqtwv25TaT9oU2QLY7dcd1wDWyNUU1VTTXNKa0ubRn9Cbz7rOzc7wzmXOcc5XzizNsctSy77LM8tcyk/Jb8hAyGXIFshXx+zGJ8dUx9zGPMYvxYrEgMSjxIjEUcRhxKfE98QbxRnFEsUOxevFaMf/x3PIu8gfybnJLsqEygDLucvoywzMksyszHPMo8zXzLPM3MwZzQfNk81WzrrOBs8cz3HPJNCL0JnQI9Cjz+zPp9A80QHSpNK40kDTW9Ts1IDV6dY52BbZndlK2sTaxNoU277bxNyo3THeZ99t4ADhp+HY4U7iS+NC5Fzl0+YD6Fnoy+hc6ULqOuuP68Hr2Ouu7EftYu1V7XLteO6m76nwSfGV8QXyzPJN83jztfOi85DzKvQE9VX17fSJ9IP0D/U69cD0ZvRQ9FL0+POb8/zyR/IA8i7yNvJn8lny5vG/8TDxjfCR8B7x0PGM8tnylPJs8tnygPM89I303/R09aH1wPUP9lr2vvZo96z3gvdj9/z2ZvY99nj2ufYJ92z3VPcu9xD3Xvd8+E35V/lf+b/5CPo6+nT6t/rZ+i37n/vq+y387fu5+/b77fsB/Fn8jvwJ/ZT96P1v/sH+xf4p/7X/FwCAANcAZwEAAnkCsALcAo0DCwRqBFEFzQWtBWYGbgcSCMEIHwlUCQIKZQptCuoK+gvBDNYM/AwnDXgN8Q0uDlkOqA7wDiQPIw/JDpcO8g5lD4YPmg/IDxAQShB6EKwQEhFjESAR7RDnEMQQ1hD/ECwR9hD/EMcRJRIsEjAS9RFyETkRTREzETQRXxGIEdMRPBKLEoISQhIGEuAR3RHIEboRohFaEScRFhHrEOMQ2xC3ELYQpRCyEKkQmBBdEP0PpQ+oD88Pew9bDysPqQ6TDoAO/w3ADXoNFg0mDakMHAxADEEMAAzFC9QL1wvuCzgMaAzQDCgNEA0YDXUNlQ3BDfsN9g0kDiwOAw4KDtwN3w1fDscO6Q5mD9QP9Q8VEBYQbBD5EEkRXBGhEa8R1REIEuQRDhJXEpoS1BLpEhwTvhMVFPkTmRMrExQT4RKrEpwSuBIxE7UT8RM0FEUUXhTnFDcVdhWrFdUVMhaFFsEWrxZ0FpAWtRagFpwWuRZxFkMWOBbZFc8V+RXrFcIVqxUnFeIU2BR1FBcU/xO3EyYT9hLIEsESxBJ+EhwS8xHOEYwR8RBLEBcQzg+CDy4PuQ5SDiYOIA4GDrYNMw3aDMoMnQw3DPcL9Qu4C34LjwuFC2ILKgveCrwKzAq1CnUKbwpxCtUJ8giTCKcIsAiZCKQIvgjPCNgInwixCBYJOgmDCa4J9Ql4CsMKBwtNC78LDAwaDHQMNA2QDZsNLQ6+DhQPSw9pD5gPGhA0ENUPvQ++DxUQpRDYELoQ/RCUEdMR1hEtEmIScxIJE1gTUxMgE74S4RJTE38TuBMVFDUUeRR7FAEUzhPCEy8TsRJhEvcR4BG0EVUR8BD7EDMRKBEXEfYQqhB0EEgQPRBVEGkQahAmENQPqg++D4wPzg4IDgIOlw7ZDnEO+Q1SDlMPjw/nDtINLg0GDgYPIw+BDpANAw1dDd0NuA0WDWAMIQw7DDQM2AtoC9gKVQoMCp4JEQldCMwHyQf4B9IHggdbB6sHIwhTCBEIGQdJBlQG+QZnB/kGgwaeBhAHngfGB0UHkQZABkQGAAaRBR0FgQQJBH0D3QKzAtQCzgKQAmsCOwLaAcEBrAFAAQEBBAGHAJD/pP4+/nb+fP6+/aj8nvv8+ur6sfrp+Qn5Zfic96r2PfWe81nyafGP8JDvZe5L7Znsueut6g7q3OlW6WLofOcG5wbnjOaE5bbkQOS14/7iLeI34VLgud8v3yLettxK2/nZCdkj2PzWA9ZD1XLUsNPL0uHRH9Fn0KTPxc4Zzr7NSM1vzGPLfcr/yb7JNcliyFjHb8ZHxhbGh8X3xDHEQsNLwgTB0L9Tv9K+z72QvF27lroRumK5jri8t/S2L7antWW1JrXCtFq0GrTks5yzTbMds/+ywbJbsimyPLJ3stKyIrM/szKzcLPTszG01LR8tfG1RraPth+36LeIuCm5vrkmusC6Tru7u3K8V70/vv6+er8swBPBBcInwwrElsRFxUDGmscjyU7KRMtyzNbNOM9A0CnRR9KG09nUOdZX1y/YY9mf2vXbXt1r3oHfuODp4UXjwOQZ5jDnLeh56bTq6+tS7Zru5u+M8eby//Ne9cT2R/jb+T/7Mfw6/an+FAA9AU0CTgNyBL0F5AY6CKEJygr5CywNSQ6ID9oQFhJaE6gUBRY3Fw8YxRiJGYgabhs2HP0c6x33HuEfnSBSIQoinSIfI9ojpSQiJbYlQSa7JnUnUigIKZ0pHyqJKv0qkSshLJEsFS2SLd4tRS7kLsMvpzBxMSMymjI7M9YzUTTQNCU1fjXsNQw2EDY6Nn42CjeUNwY4WDiXOPw4TzmjOQg6ajrPOjY7jjvnOzk8ZTy5PCg9hT3cPTE+kD7jPg4/LT9mP4Q/fD+KP24/Gz/TPno+Mz7gPYc9Tj0RPe88xzxfPAQ8zjtgO7Q65zn7OA04SjeWNuI1VTWdNP8zgjPbMicyVTFpMHwvvi7eLdMsyCvAKqEpeih0J5QmtiXgJCUkiSPmIigiXSFpIKEfsR6wHd8cCRxaG9IaVhqpGewYNxiGF+EWKxZfFW0UhRPWEgoSMRFtEKYPBA+GDvwNdQ31DFwMxAs4C6oKDwpwCecIjwhDCAsI9QfGB3UHHwe9BmIGEwa6BVcF+gSXBEAE5wNTA6UC9QEvAX8A//+h/zD/jv7x/YH9PP3s/I78VPz2+3r7FfuR+vX5ZPnP+Ef45/eR9zr3yfZd9hf2xfUv9XD0zvMk83Xy7PFh8cfwOfC270rv8O6P7hXude3O7Frs7+t06/bqa+rm6UXpo+j/523nzeYb5nfl1OQ05IPj3+Jt4hfifuGz4ALgb9/b3k/etd0H3U7cmNsI22fasNn/2GjYydce15/WFNZ11QjVldQM1LXTh9NM0wbT1tLD0qbSadJN0lDSYdJ80qHSz9L50jDTTNNV02HTfdOy0+vTK9Rv1MXUC9VE1aLVD9Z61v3WkNcV2JXYLNm02Rzaidro2iLbUtt627bbKtzP3GHdud0M3mje0N4y35TfBeCC4P7ghuEi4qbiG+ON4+/jdeT15HDlFeao5kLn1+dH6MPoRunD6T7qx+pB68TrZOwF7aftUu7v7m/vC/CY8BDxnPEn8pjyF/Ok8zH02PSI9Sr2tvYr95n3KfjE+HL5Jfq8+jb7sPs0/Mr8bv0R/pz+Cf9a/5H/4/9MALQABQFJAacBEgJ/AhgDlgPfAzEEhgTTBBcFVgWiBQgGUQZ7BrMG3Ab8BgsHAwcABwcHJAc9B08HXgd0B3sHfwedB7YH3Af/BwoIHghRCIgInAijCLsI+AhHCX8JpAnNCfoJMgp2CpwKvwrjCgkLOAtxC6YL4wtGDKAM9Qw5DXgNvQ0XDnQOtA7nDhcPVQ+iD+UPKhByELoQGRFwEbYR8REbEkEShBLVEgwTMBNQE1UTZBOVE6oTvxMFFEwUihTJFNwU6BQLFRwVPRVlFXMVixWlFacVnhWYFZYVgRVWFUkVTRVLFUMVKhUPFSAVJRUJFd4UtxSZFHcUaxRNFDMULBQeFBAU9hPBE24TGhPEEnQSHBKiER8RjBABEIkPCQ+BDgkOkg0PDaAMOQzZC5QLXgslC94KoAp0CksKNQoSCswJrwmYCXYJXgk6CQEJtAhkCPgHdgftBkgGkwUQBaEEJQSzA0ID1gJwAgACcwH3AJ8AWgAFAJr/Iv+4/mb+MP78/aj9Sv36/Lr8ifxf/DX8C/zg+6r7gPt1+1X7Gfv3+un60fqr+nT6PvoR+uH5r/lr+Sf53Pit+Iz4ZPhG+C74Hvgd+Db4Mvg2+Fr4avhY+Dn4C/jN95v3Yvcv9wX33va19qH2n/ak9qj2hvZM9hH28PXS9av1dvVH9TH1G/UK9fv07/To9Oj03/TF9Kj0l/Sc9J30tfTZ9OL03/Tb9N702/Sw9Gv0J/Ts86zzafND8xXz7vLQ8rfyr/Kx8pLycvJo8kvyKPL78cbxh/FW8TDxAfHS8LvwtvCj8KPwsvC88MDwxvC48KPwoPCX8JHwnPCo8K/wvfDI8MDwsfCs8KzwtvC88LDwnPB58EPwHPAD8PXv0u+p753vlu+P74/voe+r77Pvy+/m7/vvJvBP8HLwm/C28MHwzPD08CPxPvFT8WPxd/Gx8ezxIfJk8ofylPK48tjy6fIg817zlPPr8zb0cPSu9OD0CvVC9WL1cvWW9bn1y/Xi9fr1K/Zv9pv24fY492L3j/fI9/v3NPhn+J344Pgi+VT5i/nP+R/6b/q4+hD7XPuZ++b7OvyX/Pb8Nv18/dT9JP59/sT++P4t/27/rf/v/zYAjgDoADABhgHlATUCdwK2AgEDYAO5A/cDKgReBIwEvAT1BDQFeQXIBQQGMQZrBpYGwAb+BkMHhQfLBwwIVwibCN0IOAmVCeAJIQpfCqEK7ApAC4ULrQviCx8MZgyvDPEMLg1iDZENvg3pDSEObg6qDtwOCQ86D3gPpA/ED+gPBBAVECMQMBA5EFcQkBDLEAgRPBFwEaURyxHrEf0RFxJJEnESnBK6EtMS/xIdEzsTXhNzE4MThBN5E3oTgxODE5UTvRPbE/0TKhRjFKsU8BQcFTkVWBV8FakV4RUUFkIWaxaBFpMWoRauFsUW0hbVFssWvRa1FqkWmRaGFmwWRxYWFtwVpxVmFRMVuxRjFBAUsBNEE90SbxL4EYIRDhGoEDIQpQ8oD7cORQ7cDYMNNQ3VDHkMMgzhC5QLXwsgC8wKiwpDCvcJpwlDCc4IXgj2B4gHHAehBh4GoAU1BdAEbgQVBLsDWgPtAo0CQQLzAaIBWQEcAeYAqwBuACgA7f+3/4H/Sv8U/9L+kP5h/jj+Dv7O/YT9Ov3z/L/8nPx6/E38IPzy+8X7n/uA+2T7OPsg+wP7x/qk+pz6j/pk+h363fm4+Z35f/lo+UH5DfnW+J74bfg4+PD3pfdr9yz34vaX9l32K/bw9b/1k/VZ9TH1BvXH9Ib0QvQQ9N/zofNm8y/zDfMD8+7yyvKX8mfyO/IM8szxfPE28fnwx/Cg8HLwOPD8773vk+9x7zvvDe/Y7pDuWO4k7uXtse197U3tGu3N7GvsE+zD64TrTOsJ6+HqtOp16jvqB+rY6bfpm+mB6WnpZelr6W7peOmM6ZDph+l/6XfpeOlr6WXpaelg6U3pNekj6SHpH+kW6RfpHOkk6TLpQulL6VDpX+lz6Ybps+np6SPqVep26qnq6uoz63frs+vo6x3sWuyn7PbsNe177cntH+507r7uAu9Q77HvEvBj8Krw4vAe8XLxyfEh8oDy5fJO87XzHPR59L30EfVv9cT1GvZu9rb2/fZO9633DPhf+Lv4I/mL+eL5Jvps+rj6+/pE+4/73fsn/Fr8ivzC/Pr8Sf2j/eb9Jf5v/q/+4v4q/23/qv/g/wMAGABGAHoAsgDfAPAA+QAQASYBMgFFAVcBYwFqAXsBfwGMAakBvAHPAeUB7gH1AQQCFQIzAlQCcAJ7AncCdgKLApcCmAKnArgC0wLyAgoDKQNCA08DZQN+A5IDrwPVA+YD9gMEBAYEGAQzBE8EagSHBKoEzQTuBAYFHgUrBTcFSQVcBXQFjQWZBa4F0AXwBQEGCwYSBhYGJwY8BlEGagaXBr8G1gbuBgAHGQc/B3MHqwfmBxwIQAhiCIQIowjRCPgIEgktCUgJYgmHCbkJ6AkQCi0KSgpuCo4KoAqzCrQKqAqbCpEKlQqWCpIKggpxCmYKZgpmClgKSwpUClUKVQpkCmMKVgpLCjMKGQobCh8KEAoCCvMJ3AnGCbEJlwlrCTsJIQkFCeQIxgitCIwIXwgsCAEI4gfDB6gHhQdtB1wHQgcmBwgH4ga+BpsGcwZKBhkG7AXGBZkFagVJBRIF1wS9BKwEnASSBHoEVwQ3BBEE5AO9A5kDeQNWAy4DAwPlAtUCtQKHAl0COwIcAvUByQGcAXsBYQFWAVgBRwEkAQMB6ADPALgAqQCcAIsAfwB6AHcAdABtAFkARQArAAoA9P/f/9H/x/+8/6z/nP+L/3b/ZP9X/1f/Vv9T/0n/Nv8e/wD/4P69/qP+iP5d/j3+K/4K/uD9s/2J/V79MP39/Nj8v/yd/H38WPwk/Pb74vvJ+6j7hPth+zr7EPvc+q76hvpU+i76A/rI+ZD5avlJ+TD5JvkQ+fr44PjD+LD4lvh1+Fb4Pvgs+B/4GfgH+Of30fe194/3afdI9yv3EPfw9s72sPaQ9mf2NvYI9ur10fWu9Yv1avVM9S71E/UJ9fX01vS89Jz0h/R49Gb0YvRn9GL0UfRC9Dz0RfRK9FD0VvRN9D/0MvQt9Cv0G/QL9Af0EfQW9Aj0A/QF9A30EvQR9Av0B/QH9Af0B/QR9B70IfQf9CP0N/Q49DT0P/RX9Hn0lvSy9Mz02/Tl9Pf0G/VH9XH1oPXS9f/1MPZh9pH2yfYE9z73dPef98L35/cW+E74gfit+NX4BvlC+X/5sfna+Rb6Yfqc+tH6Afst+1n7ivvC+wP8Q/x4/L78Ef1V/ZP93P0c/lf+nf7m/iT/V/+I/73/7f8gAFUAkgDEAO0AGQE4AWoBogHQAfgBHgJJAncCnwK6AuECBgMfA0EDcAOdA8cD9QMPBBsEKQQzBC8ENgRIBFkEbwR8BIUEkgSjBLgEwgTKBNoE5wTqBOYE5gTsBPYEBgUYBS8FUwV0BZ8F0AX3BQ4GHQY5BlwGgQaeBrMGyQbsBhYHRwd9B6sHxgfiBwYIJQhLCG0IhwinCMII1QjnCPgI/ggSCTUJXgmBCZgJpgmoCacJpgmkCaoJuAm9CcUJ1QnpCeoJ2wnTCckJvgmxCaMJkgmGCXEJTwk3CTQJNAktCSEJCwnzCNwI1QjNCLgIlQhsCFAIMQgJCNgHrQeTB3oHXgdCByQH+wbhBsQGpgaXBocGbQZRBjEGEAbyBdoFwwWfBWcFPgUrBRYF+wTfBMEEpASVBIYEbARFBBsEBQQABO8DzAOxA54DhAN0A2UDTwM+AyoDFQMAA/AC3wLWAssCsQKWAnQCWQJAAiYC+gHLAawBkQF5AVgBLAEBAd8AvACXAHEASgAlAAEA3//F/6//m/+H/2n/Qv8X/+r+zv63/pL+dv5d/kb+Lv4S/vX91f26/aD9j/14/V79Tv00/RX9Af30/N/8xPyq/JD8f/xq/Ej8JfwJ/OL7vfub+4D7Y/tF+yT7/PrU+qz6ivpo+kf6LPob+g36+/nm+cv5qPmQ+Xv5YPk/+Rv58vjQ+Lf4ofiZ+JP4jPiG+IX4hfiF+Hn4Z/hf+Ff4Vfhb+Fn4V/hb+GX4avhp+Gf4Xvhc+Fj4UvhE+DP4Kvge+An49fft9+T33/fY98X3s/ef94n3gPdz91v3QPc29zL3JPcY9wv3+fbo9tb2xvaz9qH2kvaJ9n/2b/Zb9kz2O/Yu9iT2J/Yv9jj2P/ZE9j32OvZA9jr2NfYy9i/2L/Yy9jr2QfZB9jj2L/Yy9jj2OvY39i72LPY19j32QPZT9mD2aPZ29oT2lfaq9r/21Pbp9gL3Fvcw90j3YPd095L3s/fS9+j39fcE+Bb4MvhS+G/4hfie+Ln40/jv+BH5O/ll+Yb5qvnV+fv5IfpG+mv6jvq9+vX6LPtX+3r7o/vM+/D7GvxA/F78gPyo/Mz88PwS/TL9Uv1z/Zj9v/3k/Qf+Mv5U/mj+gP6W/q7+yP7Z/vD+Df8w/0z/Xf9q/3P/d/96/33/cf9l/17/W/9i/3D/ev+F/5H/lv+j/63/tf+5/7n/w//Q/97/8P8EAA8AFwAlADwATwBgAHQAhwCaAKoAwgDXAOEA6wD3AAwBIwE1AUMBUQFgAXIBhwGYAawBwgHXAe0BCwIrAkgCZgKEAqICwwLgAv4CJQNKA2kDhgOlA7kDxwPVA94D7QMDBBYEJgQsBC0EMwQ9BEgEUgRbBGEEaARlBGcEbwR2BIAEjQSWBJ0ErQS8BMAEygTWBNoE2wTUBNQE2ATYBNsE3QTYBM0EwASyBLEEuAS4BLgEugS1BK8EqwSjBJ0EkwSEBHcEbwRkBFcETQQ9BCwEJgQeBBYEEQQIBPgD4wPSA8QDtgOnA5ADfwNrA1MDPgMtAyADFQMWAxEDAQPvAuECzgK5AqcClwKHAn0CbQJaAkcCOQIyAi0CLwIsAicCIwIkAiMCJwIrAisCLwIpAh8CHAIVAgoCAAL1AesB4gHSAcoBwgGzAbQBsAGiAZUBhwF+AXQBbQFlAVgBVQFTAUoBRAE5AScBGQEHAfkA6ADYANAAwgC1AKoAoACPAIAAZwBOAEMAOQA1AC4AIAAPAPr/3v/D/6j/iP9l/0L/Jv8Q//T+zv6m/oX+Zv5C/ir+IP4O/vn96P3W/cf9vv2u/Zz9jP1//XD9Xv1N/Tn9Iv0G/eX8yPyw/Jv8hfxu/Fj8RPwx/Cf8H/wV/Az8BfwB/AL8AvwB/Af8Hvwu/Dv8QfxA/D78OPw6/ET8Q/w9/DX8MPwt/Cf8I/wZ/Ar89/vf+8r7v/u5+637m/uH+3X7YPtD+yz7H/sU+wz7Bfv++vX65frV+s36xvrA+rj6svqv+qf6ofqh+qH6nfqW+o/6ivqI+ob6hfqG+or6jfqS+pb6lPqJ+oD6fvqF+ov6jfqS+pL6lfqZ+pL6j/qR+pT6j/qP+oz6i/qO+pL6kvqO+pL6mfqZ+pn6mvqa+qP6q/qy+rr6vPq7+rX6tPq9+sj61Prh+un68frv+uv65vrk+vP6A/sM+xP7G/sk+yf7Kfss+zP7PPtI+1P7VvtV+1b7U/tT+1r7Zftx+3n7gPuJ+5H7mPuh+637t/u/+8b7zfvU+9v76/v9+w78Ivw2/FT8cPyG/Jr8rfy8/NH84/wB/Sf9R/1e/XD9h/2i/cH92/3y/Qf+I/47/lP+bP6C/pD+nf6y/sf+2v7i/u7++f4G/xT/Jv81/z7/Rf9S/2P/b/94/47/rv/H/97/9f8NAB8ALgBAAE8AYwB5AI0AnwCuAMUA2wDoAP4AFQEsAT8BTwFfAWwBdAGEAZYBpgGxAbQBvgHDAcUBxQHMAd8B7AH2AfkBAgILAhUCHAIkAjECOAJAAkoCUQJYAlwCWwJfAmICYQJnAmoCbQJwAmsCagJsAmkCZgJwAnQCdgJ7An8CfQJ6An4CfwKCAokChgJ+AnsCegJ6AnwCggKIAogChQKGAoUCjQKZAqICpAKlAqcCrgKyArYCuwK9ArwCuQLBAsgC0gLWAtUC0wLOAskCxALFAsUCxwLLAssCyQLFAsECwALBAsYCxALBArwCuQK6AroCwQLLAs8CywLJAsMCugKvAqEClgKJAnoCbwJlAlsCUAJCAjUCIAIPAvkB5QHJAbABmwGCAW4BWAFEATMBKAEXAQkB/gD3APAA5gDeANcAygC3AKYAmwCRAIsAgwB6AHEAbgBpAGUAYgBcAFgAUABHADsAMQAsACEAGgAdACMAIwAhACAAGgAMAP7/8P/g/87/vP+p/5n/i/+E/3X/aP9Z/0n/Pv8n/xD/A//1/uT+0v7C/rb+qf6W/oL+af5K/i3+FP75/d39z/26/aT9kf1+/Wr9VP1A/Sf9Df3z/Nv8x/y7/Lb8sfym/Jz8kPyC/HT8bvxk/Fz8T/xB/Dr8Nvwt/Cb8I/wY/BH8DfwD/AH8/vv3+/b78Pvm+9f7yvu8+7b7s/uw+6z7qvup+6f7pvuk+6H7ofuh+5/7o/uu+7H7tvu2+7X7tvuy+677rvut+637rfuj+5f7ivt9+2/7Z/tZ+0v7RPs9+z37RPtE+zz7L/sh+xb7CfsC+/j68vrv+ub64/rd+tn60/rK+sT6v/q6+rn6vPq8+r76vPq1+q76p/qh+pn6kvqN+oz6ivqM+o76kfqV+pb6lfqV+pX6mPqa+pn6mfqZ+pz6nPqd+qD6p/qo+qr6t/q++r/6xvrO+tD61PrY+tX60frT+tP62Prl+vL6/foN+xb7Ifst+zn7S/ta+277efuK+5/7tPvG+9b77Pv/+w/8GPwt/Ef8Wfxs/H78jfyZ/Kn8wvzc/PL8CP0Z/Sr9P/1U/Wv9g/2U/ab9uv3P/er9A/4c/i7+RP5b/mn+d/6G/pH+nP6p/rX+xP7T/uX+9f4D/xH/Gv8i/yr/N/8+/z//Q/9G/0f/Sf9N/1L/UP9M/07/U/9T/1b/Wf9d/2T/bv90/2//cv91/3n/g/+T/53/pP+o/7D/vP/C/8z/1f/b/+L/7//9/wwAGQAhACsAMQAzADwASgBVAF8AZwBtAHAAdwCAAJAAnwCpALMAuAC3ALsAwwDIANEA1gDaAOAA5QDmAOIA3wDaANcA1wDYANgA2QDUAM8AzQDUANoA4wDwAPoA+wD5APsA/gAAAf0A+wD8AP4ABAEPAR4BLgE5AUABQgFEAUEBQAFBATwBOwE+AUEBSgFQAVABVAFXAVsBYwFjAWUBagFtAXABdAF7AYUBkAGhAbgByAHTAdsB5gHvAfkBBwIPAhYCFgIYAhwCHQIjAiQCJAIgAh8CIAIeAh0CGQIZAhYCDwIPAgYC/QH5AfMB8AHqAecB3wHXAc0BwgG9AbsBugG0AasBpQGeAZgBkAGFAXwBdAFuAWYBXAFQAUQBOQEuASEBFgEEAfMA4gDUAM0AvgC1AKkAmwCOAIIAeABrAF8AUgBHADoALAAeABMABQD2/+P/0//E/7j/sP+n/5z/lv+T/43/gP9v/2H/U/9I/0X/Pv80/yr/J/8i/xf/Cf/8/u3+2/7O/sH+t/6q/qD+l/6P/ob+e/5z/mT+V/5P/kX+QP48/jT+Lf4n/h/+HP4U/gf+9v3n/d/91f3R/cz9wf2v/aL9lP2J/YD9d/1x/Wn9Y/1c/V39Wf1Y/Vn9Vf1R/VD9UP1N/VL9WP1e/V/9X/1b/V39Yv1m/Wn9bf10/XX9dP1z/XH9bv1k/Vz9Wf1V/VD9Tv1N/Ub9QP04/TL9K/0r/Sr9Jv0j/SD9IP0d/R39G/0Y/RX9F/0Z/Rj9Ev0M/Qv9Cv0H/QH99fzr/N780vzF/Lb8qfya/I/8ifyA/HX8b/xq/GP8XfxU/E/8UPxR/FH8TfxK/Ej8R/xI/EX8RvxK/E78UvxS/E/8R/w//Dv8Ofw5/Dr8O/w1/Cr8JPwf/CH8IPwg/CP8J/wo/Cj8K/wr/DL8OvxE/Er8VfxZ/F38W/xb/F78Yvxj/GD8X/xc/FX8VfxU/Ff8Xvxg/F/8Y/xo/Gz8cPx1/H/8iPyN/I78j/yT/Jn8ovyx/L38xvzP/Nj84fzo/PH8/PwH/RH9Hv0o/TX9SP1V/V/9bf19/Yb9k/2c/aX9r/26/cP9zP3R/dT91f3W/dr92f3d/dv94f3r/fL9+f3//QX+Cv4T/hz+Jv4w/jv+Sf5V/l/+a/52/oH+jv6c/qv+uf7F/s/+1v7c/uH+5f7v/vn+Bv8T/x7/Lf85/0H/TP9T/1b/Xv9n/2//eP99/4D/iv+S/5X/nv+n/6f/qf+u/7H/vP/E/8r/0f/U/9j/3f/h/+X/7f/y//f//v8IABMAGAAeACEAIwApAC4ANQA2ADYANgA6AEEARwBJAEUAQAA8ADcANQAyAC4ALgAsAC0AMAAzADIALQAsACsALAApACsAKgAlAB0AFwAYABkAGwAeAB8AIwAlACsALQApACoALQAxADYAOgA8AD8ARABPAFYAXABlAG8AfQCJAJQAoACmALAAuADEANAA2QDiAOkA7gD0AP4ABAELAQkBCQEFAQEBAQECAf4A+gD4APYA9wD1APQA8gDvAOkA5QDjAN8A3gDcANkA2gDbAN0A4ADhAOIA4QDmAOkA6ADlAOMA4ADfAN4A3gDdANgA0wDOAM0AyADEAMEAvgC+ALwAtwCyAK4ApwCiAJ4AmQCZAJYAjACEAH4AfQB/AIEAfQB4AHEAbABrAGcAYwBiAFwAWABWAFEATwBMAEgAQwBEAEMAPQA7ADcAMAAsACgAIgAcABQADAAFAPz/7//m/9//0v/K/8P/vP+u/57/jP9+/23/Yv9X/0j/Ov8v/yH/FP8H//3+9f7q/uD+1f7P/sT+uf6x/qv+o/6a/pP+jP6B/nn+c/5o/l3+U/5P/k3+Rv4//jf+L/4m/h/+Fv4M/gD+9P3q/d/91/3M/cT9vv22/ar9nv2V/Yn9gv14/Wz9Zv1f/Vj9T/1D/T/9OP0t/SD9FP0K/QD9+vzz/Oz85/zo/Oj86Pzl/OX84vzg/N383vzi/Ob86Pzr/Oz87Pzs/Oz87/zs/Oz86/zn/Ob84fzc/Nr80/zQ/M/8z/zN/Mr8zfzL/Mj8xfzC/MP8xfzG/ML8w/zF/MX8xfzI/Mv8zfzR/ND80fzU/Nf82/ze/OD84fzh/OH85Pzo/Oj85/zq/PD89Pz2/Pb88vzv/O/87vzx/PX89vz1/PX89vz1/Pb8/PwA/QL9Bf0H/Qj9CP0G/QD9+/z3/PP87vzs/Of84vzg/Nv82PzX/NX80/zS/NP80/zU/Nr84vzm/Oj85/zr/O387Pzv/PD89Pz5/AH9BP0E/Qj9DP0R/RX9F/0d/Sb9Lv01/Tz9Rv1N/VX9YP1q/XX9fP2C/Yj9lP2f/av9s/28/cf90v3f/er9+/0G/hL+F/4c/iL+Lf44/kH+Sv5T/lz+Yf5s/nL+dv56/oD+gf6C/oX+jP6Q/pb+nv6h/qD+ov6k/qv+sP61/rz+v/7D/sf+zv7S/tf+2v7Y/tz+4P7m/vD+9v78/gP/Cv8R/xf/F/8X/xn/H/8l/yj/Mv85/z3/Qf9D/0b/Tv9b/17/ZP9p/2v/b/9z/3T/ev9//4T/i/+O/4z/iv+I/4X/hv+I/4f/iP+F/4b/if+M/5D/kv+T/5T/lv+U/4//iv+L/47/mf+h/6b/rv+0/7X/t/+8/8D/w//D/8b/yf/N/87/1f/Y/9j/2P/U/9n/1//W/9j/2v/d/+D/4P/f/9//4P/i/+n/7P/w//b/+//9/wEAAwADAAIABQALAAwAEwAZAB0AIAAkACsALAAwADMAMgA0ADkAQQBEAEQARQBIAEoASwBNAE8ATABKAEsATgBRAFYAXQBfAGMAZQBkAGQAZgBqAGoAbABuAHAAbwBmAF0AWABaAF4AYwBmAGoAawBsAGoAZwBmAGUAYwBgAF4AWQBYAFYAVwBTAE4ASgBIAEQAPgA7ADoAOgA1ADAAKwAmACMAHgAXABMADAAJAAUAAQD8//f/8P/q/+X/4v/e/9v/1//S/8z/x/++/7n/rv+l/5r/k/+J/4D/ff96/2//aP9i/1j/UP9F/0D/Nv80/yr/KP8b/xv/DP8N//3+Af/2/vn+6f7r/uH+5f7g/t/+4P7U/t3+w/7S/qz+1P6T/uX+nv2//GX27ekp5nfpru7e8iLysu577urvwOpG4y/gE+M04V3sQ/s97JD4kBnNMV47izHyPBxJqkeWQ/o8nTqjL/8pLTKTLUAp/yBlHQ445zoNFHz6vvZgAOsMqAeb+//3MP98A6sAfwQbCHkBq/qU8xj50Px992YMvSPCED8CgQ6v8/TluwpNBEvCeZdXpmi5m7t6vXmyoKibskHLBd240CTNee/rDMoJeP2u88v0RvFl5C/zEwYn86nd7+Cd4cXpQvFf9r/vpuFz4GHayt4351frpN/QzCnW1+f64ZTh9umk6abwruiZ3zf3kAKC+TL58ginKIQvsRZPDjssw09ZXPpRDTo2OnRVCF3XTVVFKkojTPVEXUw5WXhRMkaZUG5TyzoQK3YeoRkUHisTCw7WALv0oftQ/GccjjV9GF8J1wOZ6J7rPfe15GPf6uyz8f7cLMWWzljzRPrx07Gt1qgHuuvHnsM7sYemArEBym/MgL81xCPNtdLl2drVfMbGvLLIZtev3WDhv+P530vVdtLQ29bmy+iR7mP9tQfs+M3kI+S98bAHJRXlEjgJ6QUxDNcQQBTtGB0dEhjVDt0Q1hpSJ6k1Oj0fP5tJTE14UMpe+F1bVu1dTlV9SxJJf0LZQ1kzUC2fL5kpACyKH08TGheoFI0LwAEn+J7+RwGq74rjMdkfybbFSNDbxF6sGKmxpPymIbZbrdSwCL4msL640Mvyy8HPtdQp2E7i3uR43KLP98ZwyUvGzcj1wCa7qtDX0qzXQ+rx6sD0jxBLDDcBrgvZB2kRUib1JggbUSVdLKkoOhnYI9FJrFrlZMRSx1uoU8pG0lZQWGFTED54M3A44DWpIlYkwSd9HgEdcBtLImoSpw3lE5UCkwBMALYARw4HIDYV1ADp4OzMr98W2ofQgdMpzOfP1+Kn5Q7oldXBz33UqcBP1jXkW+lQ5Hva4uNP2EbNMtDs2aHk8twZyirMutfV2CrhLvCs5vbXY+IR883zJfDQ4qf0AABH9dL6+fqa9Zr1nvkY7v4IGCV5JMkiGhcoDU4byzhXOus3PUVLQWc/ni00NC1G4zFHJocd7iYzJuIiXCE7Mg06pyXPIyEa//3l7Pv9vhNRD4UFy/22+qECMgg9D5MBxQnxF2IJfO3785b7rehk5WLhzfg082HmkPVX9vjmQtzL1EDSAOGO3dXSRMemxsrOIMweyR7Duc5lx2SzPrtWy0LbyeZX5e/dTu7b6//dluhW80f/oAlOBlwT/CI7HLoeaCDSJYoi8CSzL90ouyyXLjcsEyAxE0YOfiGGMtgk+RcPHcYgQxEJEDcMpg2NEPsPQg8WD7sVXxUOG2cTWgi2DScTaSO5Ih4CGP7HFUEIQwJZ/QL/Mgfb7EXzBuig03blTOXj3W/r7dul2MDeWecr+Fz4N+sv4z30r91x3Efkh+Oq457hVPDX6Gfkx9vy40sEiAfR7VPpbey62sDl+e95BRcScxJ8FK//mO2N74wF0/ziAzcD8/0wCjwD0PVx54PgUftACzACFxKLFoQSiRFOH58qzxmvDqsSjxQkG84VXRFpHawhhRCYBrT/9QTnHaQapwUV+DABAwNB/U4E3QsxBqcI2QpV7+fpGwOQ+Vrmsd1D6/T3zONb6OzucOvJ8bjxJO1293376PTO82b20fkL8rzyqvgJ8OX2iO8D4H7zaPQi8h0BmQLk+lwP/hjQAQn9HPZy9WD4fPNO8/oB2v0h9EH9lP0xAKIHegU0+uYFoAgLAvn3kgX9HjcCR/Ch+Pr5/gZQAxHy9vfR5EzkGfoC838BA/4j+iIH7wXpAUMKiRfWFvEatRNKAiIDvAb0CiUR+/8CCTIXkhEaB6gIoQ5KFMslFybLE+gFvw2ZFSwRhfkO+CkG//178KrjxvMS8SrOn86Hy1/MCdD52pfj1uJE1YjY1vEX5cnxrAC95W7p7wvJBkIF5Pyn/qoBrgDg+xXiaPlJH1YZGg8LDBMF7w8PC1UPxQSMEDsPYv5ECyr/D/hq9l0FsAbHAN0B8P/GBcoJQRoTD98CZAT7/2wLygDqB9oF9PdFBJIA2fHf+en+uPvs9Rf5pPes+k4EevCq9QsFAv4w/HYExvuq/zj7Lved/NoLdQfB9AAGRAtgAXn5OPYN8LQCNCBjBG7pXPBz8jLuH+jQ6fLwWPrf8rP8OfDa43jw6OPd6pz53fne+FX3NhKzHI4IHwO78fL1CwcjEAwaDRPADfYQdwOT+JT80fS9/c4F6PimASv4vPrnF9sR3AXs/lj9uQj2A9T/Ew3fB1MThRN6D58RDfEH9bkBQgOI9h/7hQhu+BwAqvEJ7LnyifY4/x/8YQfiAIP8iu8q3WjoSwKiAlEANAZ8+DL9E/V1AzsYkf4E8pv4kOp27vAG7QPlBiL/NulT4Jfn4ghHGfMZzwkW+mgB0fz3+QYIsAvd/YoAtQK69vnvRASdAyT/WQC08gz4yvgg7lr+bQ29CDkT1wAc9W33rQLIBr7zaABxBpD6fu5S9i8Nnwlw/Nv0HvZR9438mwsiBkMK2BXoBr/9/vhwEHAWmQQHEDkZqBIDBv0EgAhoDPD1u/+1CGYImP/n3wf0dAIEB4DzTOAH7Qb0t/fk9B7kueqz9n37mQdl/K/+rf91AjoEfvu3/XwKLgpQ/TcDcf7JA6wSiQjS+XoCXhHPARnxW/LiAHYLKwVOBPD/nwCKBvUD8fi8BL4D7/Pg+T/xkPb3BBkA+PZq9TkFCQji7o/6kwee9znxVvrl+63yGPyM/JX1nwVZF6sNaAWQ+rjpVPqqCnr58/uJCjQSixD8C2YRgAFh87r0SPxOC0wQm/82+osJNQwCAAX39PcWBwEMdg8qBWb68gLf/R378/uZBRALa/eB6EP5VQex+IrpSusQAp8Fj/dqAl8GGf5OA8QGxfnC+Zz3jPQr+0T4af5wAz7uV+/j9Lv1CQCw7WbrXfnkBJoE8gRyBKUD5gr5+Hj55P2l+mULvweUAZkLpAP7+i4Ct/kt/vYDOQVeE1YLtgFt+R7zDA28CULusAAtBOz8Bf+d++f57fxoCFb7gPcL+A0DHhBw95zyxQFnBngCswFRBHgCM+1+/EITHQQ6AoH4oPUc+MIC2w4LBrH4N+GI4jX2BvUh9RX72u9F8erzH/Br8qj80AEa+L4DLPI/6/v5lv8N/2kAcQ4hBqoIAwzP/yEDXwVtBosTpwlu/MH0WfT9BpcJH/za+Fz2q/oiBvP6IPd8BswC1AEWBX0BjAWd+Xv40wtwDBL+wfypCO0AuAG/BhX84/4FDa4LfwCZB7YKX/bj7gf3cflsBKP6kvn/9P/oa/YX7YbwUPvw8Jr1M/Kj6mfmB+yR/BX8XvbP/RgGOwe2CfQD0f/QALz+jf0H/jv/Wg4YBJ7/XQi4B+QDRviw/BL3YvkUAYoCFAkiC6gH3gIO/Fv6dwMtBNUD2gK6/23+4fM089/z/+61/qQJaQ0IAQ30fgFiCPkG1QDe+0H3OQHhCNcDq/fO8EMFMQyjA74Fq/0FAOsEYQRW/Vb2Jf6v+UX3Ze/q9Zf0yfHs+rL4gvbb9tH0K/RB/Gn7Avrv9FT0TfyZ/zb9DvEE9z0GvwBp/oz7Ufv0DvAOrQXoCPMD0gyaDhASKgsDAoYIKfurAfACOgS6BHUDVAx1+Ar5gfh18wH7cPs9Ao0AV/vaAj/+X/eiBUb7M/9ZB84GghOgBpX4QQC3+/H53f62/g4CPP1fAPb+RQKJ+/b6kP6X81v69fVo80P7nv5GAhcCqvnU+KkBK/r+/PYBdwJTCEP9Z/8VBu0Eq/4y9jQBfwprBhUAxQEIB/n83vSw+mf7ifxc+RHyAf5VC1r9vu4D9lH3h/BU/cMElPhq7yH6c//p+fAGDQTaABMFEQqxAPL8iAkQDZgbrQyaA2UOewgnCM4JMQSyBSALywTR/LEBJgkxDoYMswsrBy37DPeO/GkHiwNq/+rv4PHk8xr23ALb+yj6nPFw9PLvPeg+73X4P/Q19SL3rvlF+qb6Nf/p8xj2c/p5/Sz9U/t3/O0IjQnX/1/+zP5F+Mr50wKCAHQIRgwmAOv+nwgYBRP/xgLeENgQ0gOr9nz4TQs8CHsBdgRkCej9k/oYCigIfwcI/KP0Q/in+0UC1gM0AFb+pfW6+TEELfpK+NX/hQP2+mr/fQFd+s78cf6FALwB4f2Y+Or7sv1O9wz+8QS7AQ8IkQrlAJH8pvhOAqIJNQQnBIf7dQC6BHwC5f5c9y/4sf5Q/b33PABwBJv1vu8e9in4ofx8+jz7P/kR+Un4LPUIATL/Lvp+/M38TPzF+oH6yvgr+vP6uvi9+Af+5AHI/gv+iP6lCLAMAQVEBdwIgQpRCT0LVgVFA2EDDwEKAEkMFQrP+tP+pgGz+l38vw6yAib5fwDJA0ICNfkn+OQEJwO19uzweuvg9S/57wAnAjb4kwGn/p38+APbAJP/7Pg++MMG/wZ99qL4QglWA2IB1Anw/zj7APrqAFj4u/+YD7v51PoL+0D1EP5lAPr4W/zT+4XzPvbZ9+H4Zvpg+6r63/e2AM74kvPp+oT17Pok9nj57ABZADQEngAZ99P20wAbCJILaQQb+4X0zvkkBhIGJv7y/O0EcQKsA64JbwYCCc4JUwU5B1ELcwnaAK37cwNzB8YGGwVUBAgH4wDO/nX+qvYh9Rb5NgYaArL1Lv689tzsYPRH+zz5VP3q/KD1df2g+X/1K/zM/S/7b/nfAwIBXPe/+kb7Wvl3+Lf83v/d/8v8K/qzBQUGcvUa9H79DQPXBT0EAP0U+R/7P//Y/Z4AHv6N90L/XfxQ9m4Adf51+WUEJwp4Bs4A2wKF/fH11fyK/+H+Lf+F9zf7eAMS/vj/U/8zBbcKZAAa/jn5HvjM/88By/x6AyIGEAHT/2P89vzW/q4AqAPuAzsB5QW8Bwj/d/3LBxcHwvwx+50A2fyx+5z4pwEDAffytvby9f74vfRh+Uj+pvrR/Bj2oflR+0n3pvpT9wD3Bfks+9T7LPT9+kwDy/mh9xr8bgBV/xQBJQEV/KUB2gO/++f5mAFyAgYFwwnACPj88P83BjEEcgGw/zsJ6wHXAZAByftSB6UGdAE8/o31PPifAPoDKgEoAdT+3fc+9N35bP5H/6YFTwVYAej5ff34ASj98ACiAyYDUAUz/QQAwwUJABAC+f5L/Rf+9P1g/gv/tv2MAwwDlP3OACP/AwB9/igBjwMKAjYDjQA5+hr3ufpi/On6of5v+RHxPPR+9lr6ivQ888X4F/t6/cXy6fd2/TP8q/3d/eP6evkmBbUADwHWBM4EtAN8AfEBzQPiBcgF0QpvCJ8KmwqGCR8JoAHZBG4F7gJNBX0EpwIEAjkFugHA/fkD5ATN/zr+6vtr/G/74PtH+7b3cfxa/ur/SQCd+d35MPtD+AT/ov+J+9r99vwR/d4BPv9T/NH+qQL4AxUA2P5Y/Gr5yP+hAnr46v2zATj6Mv3t/Lj+MQSS/kf+bQFzAcUEGQHqAFwEefvE+vL+jvzBAr39w/qt+8D3zPkw/J3+8f66AGYCEAjWAAb6k/yB/QT/2gCMBNwAn/+iBM4D2/xVACkBLwBVAyQGDQYeAzECqgN3BMcGywZRAnkF+AGBA7MBDABW/VP8Wv+YAbgBkvqr/Zj7a/zv/FT+2vtf/S796/h9/Bf7uvbp+Xj/tfyU+vz1IPwy+2r5H/0+/gn+bvnV/ID8Gf2C/qj7N/z6+mb/YP1D+kgBVf4BAWAAkP9VAJr9JgUoAXQBxQOzA8wAFwMwA039EQat/8L9DvwA/VP/N/4D/ef7wfz6/IwAqPvy/lUB2vo+/Ef+nf2FAJ382/xL/hb/W/zR/Zv9aP74Aq4BfgIx/Hn/tf7Z+oQBEgJWAJUD8v3Q/NgADPu3+0H/YgCT/SD9KP2z/Zn+AfqS+5H+pP2V+p35pvqI/Cn+3f8wADv99/nb9/D5bPoI/ZL5HPnN/xP7Gv7l/6b7TwBy/0X9xwE8AbP/cP8l/VH/wv5N+8P5mPl5/P7+Av7k/RoAYwCf/nH+IwC9/+78+/65Aiz+qPq1/LACHADJ+fj8UgASAOr+BwA8/E7/5AKd/TIAev9p/iT/svxNAcMDEgAu/oD9oP8n/979AgHjA/wDVv/W/gQCMQG2/Kj+swKk/6b+tPxo+sj7BP8Y/KD3pP63/hz5lPvP/Xf8Zf3q/M38Iv6T+5P5LPcf+aL/tv+U+KL3UPky/HX/9fqS9uj1tvc3/ZAAAwL///b8mQC9AUIB2P8GAT4CSQGrAlYD6wD+AgYE4/yM/hwFbgLvABIEkAIIB2cFN/2HANgF6AJtAZYB9AMVBsICSwBn/nH8ZvjR/I/97fur/rT6g/ez++v8qf3E/h3/b/6h+v74Xvft/V8A3f7n+yn9+/4j+3//6/9+/x/+Gv4MAgcC1P+K/ggB8gOKAD/+LQHJA+sEdADT/7YAX/8A++77awDD/hf+LP4O/4j8Nfr1+Af6svuo+iP8b/y7/BD/W/kW+Sv9jfzo+4f9JgIGAlgB6QPuApX/2P+gAvQHeAPpBNsDKgCvAlgFIgg4BUYFxABzAjUCWv/P/mMBZv+5/J8AKvyj/o7/v/1D/G37hv1C+rr8jv3e+cL8cP3e/Df9TPuZ+bv5Gf79AmMCk/ss+zn9m/45/9T+hgBBAdn/3/rD+eX7qv4N/17+vP+V/4//3wKr/7f/yAI0A20FFAOyAnABLv7m/TYAbAIYAmcAHgGl/0r7kf2S+hH61v7u+/L8jvr4+wT/o/31/Nn7HP7C/Rr9gfs//cP+q/5dAVD9Bv4KA/H/HwHgALQAhgIOAdT/+gAaA3T/GABEADf/Cv8i/5MCKwLs/s7+m/6d/RsAFAIQAM/98f6e/WD8ngDaAYb/VgD1/rL9Kv9Y/hX+bANpAjr8zfnR+4gABv/V/Zv9Hfx6+pD8rP1V/Pb54fic+/T6SP9sACT9Xv6VApkD3v8pAEH+NgA3Aqj/KQS8BHgCIQPaAJYAAQEs/5P+dgHVAKH8Z/24/2gAK/+o/B37S/+G/2j/2f13+gf/Rf4N/PD6J/pr/aL+V/yG/Ar7XP2A/5n8SfzO/Cz/Kv7i/qT/Kf8hAuT9Q/2FAHgB/gOT/wAAxAEJAW//hv9qAbkAggEk/wX+YAAdAiQAEf39+iT87vyu/Oz9r/xG/FT+kf6F++H8NwGV/UT7Zf0l/p/8vPtS+yn9sv6O/TL+If3Q/8f+EvxB/3oBigB9/9/+Lv5s/Xf9WgGOAicBbgBy/+X/6f/K/m799f2qADcCyQJQAt0AHAHQABj+ufu2/Z7+uf5Z//79n/vn+WX8PvuG/GL9ePsP+sv5RPyu/Ln6TPpT+SH6Z/1a++n7Rv9T/7j8yv0u/Yf9Bv+qAGsA9////Zv8ygCa/zH//P8iAaIAYgIBAK7/IP9Z/YUAGwBEAaUAXv8X/08A6/5x/pD/iv7K/Pf/z/5Q+5D8rPyk/Kr9mv8U/l/9jvya/MP80v+G/on9i/0t/K78p/w0/nr8D//4/lr+qf0X/uP9sfzT/SP/eQB0/9X/K/3B/kr/wv82/4T9ef+h/wD+xP0DAE7/jP89/kP8Y/7A/0H9NvzX+3D7tfuC+0X7Df1L/Dn6Qvz8/Uj9w/w4/Lf7Jf2i/dj84Ps9APgBmgFhAYX+lv/mAcz/3f/1AqkA0gBtAcv9zgEjBf0A3f/i/04AxwEtAx0C0QDy/xT/EP+a/+f/af19/Lj/nP+R/ij/Ev4j/Vr6lvu1+/D7q/0x/QD97/1s/7H8yPuD/Rr8a/v8/L/93v5I/j3+YPz7+gL98/0P/ZD86f0u/Zj8k/x7/Hn+9/9K/hj+Fv6uAKED2QFqAGj/0//c/60BlgFvAZkBsv7x/2oBzv/o/pv+eP+E/6f+ZwBDAPH/T/6F/kYAg/4Z/L/81P98AKsA9v+X/2z/kv+q/jf/fQDC/0kAaf/x/kAAgQDs/xz/wv2IAMoAvP6D/lb/1P4Q/e77bvwMABj/2f0I/UP/2/4b/vf9Wvwn/3P+fv3J/Jr8Lfza/L7/a/3g/bj+bP4+AeP/Ev/7AJYAi/6k/9b+pv0w/7D/lP5L/Uj9JQAFAe3+bP5R/kL/xv9a/wwB4wEZARIBAwFDAngBkgADAKr/WwAZALz/LgAlAAEAIP5S/bj+GP9o//7/0ABlACEAYP+l/uwAawAO/20AtgDUADgAfv+I/2ABo/9A/3v/bv0v/0oA0ADXAJf+E/8A/oX9mv9G/a39wP3V/Yn+hPx8/Y79Jvtg/FT95vxr/Ff7XvzF/tX++fzD/d/+cP4+AC0A7v6k/lX+Ov+G/or+3v+rAA0BUQGaAIb/nv5i/yQAIQAe//j+qf76/nMB3AFRAacAXv/y/vr+tv57/mz+6v+n/1f/g/5P/nv/6/+q/pL/PQBdAMkAKgADAID9z/+UAcEAtf/K/wQAZf/t/Y39p/7s/dX+RP7V/gv/gP2N/Ej9Lf7U/Gr9d/44/RP+ov0m/mT+j/2G/pD+dgCQ/Tn9eP9h/Wj9P/5I/WH+9P6g/pr+ef2g/S//bQCB/7j9uv2Z/ZH8mPwF/Xj9evz5/HL9j/2F/lEAaf83/sf/uQB7/xn/mf80//r/5f/oAL0AVgBgALEAzgDYAUQB8f88AJb/hf8CAEMBuP9G/tT9uP2D/sn9Yv04/WX9i/6E/j/9KfyT/dr9Efuh+xr9BPxc+zX90v7Z/Qj+V/2D/FT9MP6H/o3+9f7V/fb8nP1A//L9Z/5SAIj+I/6Z/RH+ZQC/ABMAgf9n/t3/YACFABQCGAFsAFIAZADo/7n/UP9m/6X/gv84AGj/h/1d/gX/Bf0L/cz8ePtM/Nr8pfsa++v5gfkh+3/7D/ux+4v9mv3v/Pz9o/3p/RT/rf7Y/l//v/+wAB4CfQAa/9sAGADo/5wA5AA5ANf/cADw/13/l/4K/5D/T/9v/X391v2T/UX+Xf3v/O38Lv1W/fb8rv3c/TL9xP3I/Ar8V/3Y/Zn9hv1X/Z79nP6K/3f+7/0s/23+Yf5d/2QALwGSAYMBFAHrAGAA9v8zARQCDAEcAbwAdQDIAKoAPADr/7f/HP8x/wkA7f87/tX+Tf+M/nn+kP0q/jv+Tv1+/PD8G/3g+pT8dP0U/KX8qPw1/Z/8a/2f/sj+C/7o/GP+m/0S/Zz90f30/TD+Lf7v/oj+jf0a/lD91f6W/9T+VgCgAOb/3wC+AKz/Qv8z/wz/n/9y/xb/Ef/V/oD+qP4n/z3/kP8m/zT/N/6R/hX/f/5e/nv+Iv+b/oz+wv5R/sT+4P6o/jf/9v6t/zoAM/+C/+v/0/76/9wBNAB0AIABjv+//5UATv8yACABTwCU/8//nf/x/rT/Jf/E/sL+Iv+9/rX9c/2x/aL+d/1I/D/9y/zX/Nj+if66/Yr9Jv41/rD9Yf1k/bD9q/wT/Tb9C/zL/H/9/v1m/uj7vvuz/PD84f6J/qr+Ff94/kX/HgD5/x0BuwHrAc4BNwHhAcsAjgDuADIBAwG7AM0A0P+N/yj/Uv4p/m/9af3u/cT9Xf6+/tD+/f0h/dP8H/1+/fD9GP5b/ub+bv/t/4X/1v56/u7++P/jAEEAfwASAPn/CQCL/zv/J/8SABD/KP8z/5v+2P6//yEAj/+U/xr/M//b/rH+Zv/p/sP+2P0//Zf9PP3h/FH8sPyX/bz9XP3b/Of8Av3b/SX/AP4Z/hf+9P1y/nT+Pf/z/5D/Af9q/7r+pv8xAED/lv5S/xr/JP+b/8//vADN/4//jv+GAKEA7P9KALv/n//PADEAlv7R/hQAKwDS/wMAwf8cAIX/C/+x/2//gf+1/4v+5f2p/ib/Fv7p/Qr+mP3x/fX9cP4e/p79Xf2a/Xf+wf3H/WH+FP4+/oL9bv2R/Uj9xf3c/UT+Gv5W/kD+pv1m/gX/zP7r/hb/ov/I/3L/9P+5/0EAJQE3ATcAuf/W//D/IgCz/xUApf/r/tX+3P5h/s3+Dv/Q/Yr91v0u/WX93f2p/Q/9Ov2f/i/+E/6k/p3+lv66/1//ZP9wAFMA3AAiAdgAyP8r/zv/k/+x/1UAcQBm/xf/Jf/Y/r/+zv5g/tn9Gv5n/gz+SP5//ub9ov3u/dr92v3//dn9ov2R/S/9d/1J/dr8tv1O/dr8Zv2I/fn98v13/aX92/0g/gn+5v1C/nr+CP+S/zv/hP8lAKoAeQCQ/wD/kv5E/4P/of9dAI7/7/7r/m/+Jv5m/g7+T/3w/eH9tf0A/c78mP6//i3+k/4a/sv9uP59/ub+8v5g/hX+Cf7g/m7+Dv+V/sv9Jv/V/4kAIQB4/4T/J/8w/0v/yP/2/wQA8P8T/47+UP4l/+L+aP7B/d788/wQ/br9Zf0I/eb9N/5I/cv9e/5a/nT+Jf7N/ZH9hv6p/qz+1/5p/sf+dv7I/hT/tv5r/iP/V/9s/k3+0v0T/nL+Yf61/Xj90P1Y/nv+ef3E/VP+Ov5A/hf+Bv7K/lP/q/8QAKX/sv4b/pn+PP6P/t3+dv4i/wv/HP8//97+Vv4I/zD/f/+z/57/wv8z/8D/dACrAGwAfACo/xUAIwBf/0X/1v7g/oT+Pf5S/tz+kf6A/fH8n/yZ/Gn8pvxR/Wz9p/1Z/Rb9Vv10/Wb9af1v/dz9bP75/QL+iv6C/gb/Gv9q/pL+Q/+N/3D/c//l/nP+gf6P/vD+zP61/gL/i/+H/zT/1/+QAAABnABPAAIArP/Z//z/xP9R/zT/bf9U/zP/Ef+Q/6j/CP99/2z/EP/G/hb/rf6r/sz+yv3i/fD9rP31/Q/+Bv7P/p3+Pf5k/sX+Nv+y/l3+XP4u/hz+7v0N/jX+gf6k/gj+mP0V/kT/bf8Z/5r+pv5H/yH/Cv8//wL/zf68/tf+MP/1/hH/WP8F/xr/nP5s/r7+Zf6X/qH+jf5y/lb+M/5T/iX/eP/T/mf+wf4Q/x3/bv8Q/y7/l/82//L+Iv+0/5//sf8G/13/3P+A//P/OAACAOz/CwAmAOD/xv+j/0n/vf9t/yP/sP7S/lf+Rf7q/vb+Jv+l/sT+Rf5M/gL+sf0L/rL9Ff7J/eX8BP0p/pz+Q/7u/v7+tf6//vD+9P7n/qX+9v5E/9j+KP/7/q3/U//i/jb/Uf9L/1n/mf/i/xMAAf9I/3L/kP+u/3//yf+F/9/+ov5w/lj+iv4j/tT9tv3E/Y/9dv3s/Qr+kv3X/V/9AP11/Qf+kP5Y/g//+v7b/sb+qf5u/5D/tv8QAL7/Zf/j/x8A3//4/+D/sv/U/+H/JAAIAKP/Kv/7/h3/i/5b/mn+3f3//Sz+uP15/Rr+kf7J/m7/UP+D/6n/u/90/6z+Xv6Y/kD/8/4l/4v/D/80/+7+OP79/er97f28/R/+Jf50/aL9ev2I/av9kf2S/V/96P3x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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Audio(y, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": [
     "hide_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x10ce20128>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "librosa.display.waveplot(y, sr=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It worked!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Tags",
  "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": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}