{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%matplotlib inline\n",
    "%autoreload 2\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Audio, display\n",
    "import numpy as np\n",
    "from pysas import World, waveread"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Speech analysis and synthesis with World"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "signal, samplingrate, _ = waveread(\"test/cmu_arctic/arctic_a0001.wav\")  # from http://festvox.org/cmu_arctic/dbs_bdl.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "world = World(samplingrate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "f0, spec_mat, aperiod_mat = world.analyze(signal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1193c7a20>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(f0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "spec = spec_mat[300]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10d151b00>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.log(spec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = world.synthesis(f0, spec_mat, aperiod_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1193c7f98>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(signal)\n",
    "plt.plot(out)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Audio(data=np.int16(out * 32767.0), rate=16000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mel-Cepstrum Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pysas.mcep import spec2mcep, mcep2spec, mcep2coef, coef2mcep, estimate_alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.41"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "alpha = round(estimate_alpha(samplingrate), 3) \n",
    "alpha"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "mcep = spec2mcep(spec, 24, alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "spec2 = mcep2spec(mcep, alpha, world.fftsize())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11973ea58>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.log(spec))\n",
    "plt.plot(np.log(spec2[:world.envelopesize()]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## from fft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x116bdbfd0>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 80* 300\n",
    "windowsize = 1024\n",
    "sig = signal[i:i+windowsize] * np.hanning(windowsize)\n",
    "power_spectrum = (np.absolute(np.fft.fft(sig)) ** 2)[:(windowsize>>1) + 1]\n",
    "plt.plot(np.log(power_spectrum))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "fft_mcep = spec2mcep(power_spectrum, 20, alpha)\n",
    "reconst_pspec = mcep2spec(fft_mcep, alpha, windowsize)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1197c9320>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.log(spec))\n",
    "plt.plot(np.log(spec2))\n",
    "plt.plot(np.log(power_spectrum))\n",
    "plt.plot(np.log(reconst_pspec))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert Mel-Cepstrum to Coefficients for MLSA Degital Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "coef = mcep2coef(fft_mcep, alpha)\n",
    "reconst_mcep = coef2mcep(coef, alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x119828908>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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k5tI8cs0B9brpcl0sJgvD4n9fdyWvNI81OWsaNVrlWNkhfenl2EVcUJwk8iaqdFfy7pZ3SU1IZXDcYOKD45nQdQKf7/qcksqS1g5PiGbXJhO5v7OAQrOlUbM6j5XaIZV0WzqF5YX8sO8HNLrea6vUpTJhMB11Lt1Cu8gFzyb6es/X5JTmcOPAGykrKSY/ez/X9L0GR6WDL9NrvnG2EG1Jm0zkwRUF2MzmJlfk8Pt48jU5a1iYsZAekT3oHtm9yccN7eY9boIzgN323VR6ZKp+Y3i0h7c2v0Wf6D4MCetP1szT8Js1hiRPNINiB/HB9g/waE9rhylEs2qTiTzMZaW4keusHKt/bH+C/IJYsGcBa3PXGlKNw+8zPOPtpbg8LjLsGYYct71Zsn8JGUUZXN/3OnbNuoqurgyCdRl7Pribq/tezb6ifSzNXNraYQrRrNpcItceDxHahkO5DUnkFpOFIXFDWLx/MYBhiTwiKpYDqiPdC2Vt8sbSWjN782ySw5KJ+OErhpYuJ63f/azpdC0j7AtJynIRHxTP3G1zWySecld5i7QjxLHaXCJ3FNuoNLvwKAzpWoHfhyH2jupNt4huhhwTICe0L0OL9uJn8pMLno3wW/ZvbMrfxBnOTpyS8yGrYi9j1BX3M+Sqf5OlEoj88QEu73EZy7OWs8fWvIuTrclZw6kfnsrHOz9u1nZq8vbmt3lj4xst3q44ebS5RG7Ly8RWPRnIgIocfl+f3KhqvJorYRCdyKNLSGdJ5I0we9NsIsyh3L7jEzYGjmD4LbMACAoJI++0f9PFc4Dum3bjb/Jv1qq80lPJv1f+G6fbyVO/PdWi8wIW7VvEzDUzeWHdC3y046MWa9cIFe6K1g6hzWhzidxRkHV4nRWjKvIhcUN44tQnuLrv1YYcr1pYineGZ6InVO7f2UBbCraw4tAKrsrLId+URNdb5+Nn8T+8ffBZk1kbMo5xe97ljLhT+N+e/2F32psllnnb5pFuS+eRMY8QYgnh3l/ubZFulkxHJo8sf4T+Mf05JekUnlz1ZI2LvDWXUoedtK9mseHHD8nYlkapo/bz69Eedtt288nOT3hw6YOc/9n5DJ8znH8u/6dc6DdA/W8v7yPKrIcoqqrIG7vOyrGUUlzY/UJDjnWkzv1H41mo6FBcwVJTHoXlhY26o1F79NqaVwjxaC4sqsQ89WPCI4+/N2vSlc/jfmMsp2/ZyPexZXy26zOuH3C9oXHklubyyoZXOC3pNC7veTmJIYnctug2ZqTN4KHRDxna1pEqPZXc+8u9aK155vRniAiI4OoFV3P3T3cz74J5JIUmNVvbAI4iKwdePJ/Uyi1HPV5ABAV+CRQEJbIzPII9ISb2+jlIr8yi2OVdWjoqIIoh8UMYEj+ET3d9SnZJNjNOn0Gof2izxtyWtbmKvNKe0+SVD1tKWEQ0B80dSbGffGuTf7Hjc8a8P4r7f76fTXmbWjuco6Tn7+SnrF+YbHdQcu5bdOzWp8b9Ejp1Z1Ov27moeB19LJ2Yt30eLo/L0FieTXuWSncl00dOp+DQfk5JHMu0ftOYv2P+4QvkzeHldS+zMW8jj4x+mKxvPmDb56/w3zP+i8vj4v9+/D9KK0ubre0iWwGZL0yiZ8U2Vg95gu0XfMbiYY/ySrdLeaJjD+5LcHF7zB5m+K/ns8q12OxbmGDN5tHcQt45UMKs3ZVMXZ/FBTuc3N37dlYeWsl1311HTklOs8Xc1rW5itxTNT0fjKvIm1NuaF9GFq2DqBB2Fu5kdOLo1g6Jd9Pe4NnNL9C9soLFexawIGMB/WP6c2WfK5nUbRIB5oBWi017PMz87CYsFs3grv9Hn5ET6tw/dfJ0dv/nc6YcTOefCYEsObCECV3qfk59rc5ezTd7v+HWwbeStfAjRm15jLSws7nlltn8lv0bjyzzdnt0COlgSHvVlmcuZ/bm2fwh5RJivnqfkbZvAPjt0AaeuORx/vLLXTy07CGePf3ZJs9APpa9MI/cV86lW+Ueloz6N79G5LBm/zfsL/YuN+Ef5M+A2EFMjR/C4JhBJLmjcOfmUJKzB1dhBh77fnRZJp2K1hNnX8SA/YEw6HpmFf/I1d9czSvjX2n0qqLtmSGJXCk1CfgvYAbe1Fr/x4jjNoapNI9scyD+Jn+C/IJaK4x6c3UYQu+di4jyTzopKvLnFv6Dt7I/Y0yZk2vUmfTJ/JL/hYXwkV8ODy17iBlpM7i056VM7j252T++1+S7Ofexwr+QU3QyZ19y9wn397P4UzlpBpcsuIwXPT2Zs3WOIYm80lPJ4ysfJyk0ieGH/End/CAZ5mRSixez6/kJ3Df5eW5bfTfTf53OmxPfxFxVXDRVflk+05dOp1tYVy5Z+hPDnBtZkXwTSmtGH5zN5nlZ3Dr+Zl7ZOovXNr7GrYNvNaRdAGveIQpnnUcX136+Hf0I/y3+FIfVwZjEMfyx1x8ZEj+EfjH98Df7H/3EWubPZe3djv2D67l+0ytERozmhUQn076dxnNnPndSFDS+pMldK0opM/AycC7QD7hSKdWvqcdtLP+yfPL8AokMjDS8GmkOEd29Fzw7qehWTeTa4+HRudN4K/szxpa4ueeUtxh362s4r17IGaVhfLdrLXc7BzIsbijvbHmHcz89lzt/vJPlmctbbObkuu/nsMX6EW4U9136Wr2f12fEeNKiL2KqNYe1uWvZVrCtybHM3TqX3fbdXBl2FsNW3s8u/74k3LOCdWNfpmPlATp/cA03driMtJw03tz0ZpPbA3B73Nz/6/2UVDi4d8duBpRvYfXQJxlz47OMvmkmq4c8Tq/yTUz69lXOjh/Hy+tfZvE+Y7p3CnIOYnt1EkmuA3w8+j6etH6I2WTmg/M+4L9n/ZfrBlzHkPghxyfxOnTs1ode9/3Kim53cIFtNS/u2k8UIdz2w22ytEIDGdFHPhJI11rv0VpXAB8CFxtw3EYJqijE6mfxiW4VgM79RuHRisQyD+m2dMP7cOujrNTBw69P4BPXWkaXBfDE5MX0HnQqAMk9B5N0z1J+i7mE67MWcPuKVbw36hVuGngTG/M2csuiW7joi4uYs3UORRVFzRZj+oalJK64h/nh4UzsMpHkiM4Nen6fq2dwtkMR4IE5W5u2Vnl2STavbHiFEeGDuGzZTLLMHUm89QuCQsIYOvEacid/RaWyMO2XZxhl6cmrG15lfe76JrUJMHvzbFYdWsVfcqwMcNpJnzSXERfffnj7iEv+zM6J7xLjKeTe376mZ1AXpi+d3uQCIT9rH47XJtHBncXsUXcwI897MXXOuXPoEdX4VUABzH5+jJn2BPsu/YowHcz8XWn0dAXz0LKHeHXDq81yp6dDjkOszVmLrdxm+LFbixGJPAk4cuHng1WPtYowdyF2s/mkv9BZLSQskv3mTqQU2aj0VLb4VP1D+3byn9mn8mVQLmM9HXn5hmXExCYetU9gcCij7nyXNSNnklS5j67z/shp+dH8cPkPPHnak0QGRPLU6qcY//F4HlvxmOGfLHIz9xL++bXMjYik3AR/Gnxzg48REZNA7qD7uMRRzDd7vj7qZiEN9Wzas7g9Lu7eshSHCiXohi+IiEk4vL1b/1EE3f4LuwP68NyuH4lyW7j3l3ub9Idubc5aXlr3Euc4Sjm9JIDia76j35hzj9tvwCkXYp3yNRDA89tXE+Ax8X8//h/Wcmuj2s3N3EvZG5OIdecyY8RUZuV9RmqHVN6d9C4JIQknPkA99Rh8Kgl/W8mW2MuZu38zZzk0r6x/hYeXPWzI8ESttfeP4I9/YdKnk5j23TROm38aZ350Jjd9fxNP/fYUn+z8hPW56ymuKDbgf9SyWuxip1LqZuBmgM6dG1ZNNUSUx0axOYKePlKRA+SF9SPVsRoiQ9lp3dnkKqe+Ni39is/W/o3PIgI4K3gIz13+LiZV+9/24efdSGaf0ZTOncrQ5XewMv1nJt74IhekXMDWgq18uP1Dvtr9FR/v/Jhh8cP4+4i/MyB2QJNiLHXYKXrrMqIo5bO4DpyWMJTe0b0bdazUi27DNmMO88MdvLd2Nn895d4GH2PloZV8l/Ed11pdJLk8FF/1CZ07Hd8JHBWXSMg9i1j3+s38N/tbpqpyHv75QZ4f/0KDu/xsZVbu+vYWOrkqmFLUgfA7PiUytvYLqF36DKPg1h8pfuNSXjywh+uTErnnp3t4beJrWEyWerebvX8XrrcvIMxj58GhF7O44HsuTLmQR8c+isVc/+PUV2BwKKPveJNNP5/Hg0vupkel5vXdX5JTksNzZz7XqOGJpZWlfL3na+ZseZ+9xRmEuRU3FNsYUu5kgyWKLeGKbE8mG3I3UO7+fex/QnACPaJ60CPCu0hez6iepESkEGwJNvK/bBjV1I8uSqkxwD+11udU/TwdQGv9ZG3PSU1N1Wlpxk9cKHXYCZ7RmVHdunNR78t4cPSDhrfRHFbOe4LhO55iZEoK0/pP467hdzVre9rjYcUHj/G99V0+DQ/l4sRz+NeEZ+qdYJzlpayffSej8j5hl19Pgq96n6SUvgDYym18kf4F7297H2u5lYdGP8SlPS9tVJwet5v1My9msGMpM4fdyHu273ln0jsMTxjeqOMB7Nu2hid+msKWwFCWTP2tQQmp0l3JH764hHLrfj4+mEPeRR/Ta9jpJ3zeqvlPsT7rZV6KjuCunjdz49g7691meVkJf5ozns2WYh4o6sZFN88nILB+yaS81MHWV67kIGt4MC6GK3pO5qGxD9fruVl7t8N7F2LCwX0DxrHWsZU/DfwTdw69s0WuPdnys9nzzs3sI41HY2PoHNqF1899s94jgA4UH2DO5vf5YtdnlGonvZ0VXFNUTP/SaAo6X4QpLA7/9O/oW7qGAFVJAeGsjB5JTrfBVCTFsa9kP+m2dPbY9lDh+X0GalJoEn2j+zKx60TOSD6jxQdUKKXWaK1Tj33ciIp8NdBTKdUNyASmAFcZcNwGs+Zm4Q+UUulTE2siu4/AsgMSzdHNvnhWqcPO5temsSBgA1+FhzKt17XcM/rvDfrlDAgMZtQds1m78Ax6rLgP9e6ZrB39JMPOvZ7IwEiuG3Adl/S4hL//8nf+sfwfbM7fzP0j72/QhTCAVbPvYkzJryztdTeLKpczJG4Iw+KHNfS/fJQufYeTunQky00beeuHp7llUv3/2L+9cTb7HPt5Pj+fg2e9xsB6JHGAUVfcR9CvvVm+5X5m7XiNTuXBnHPWjSd8ni0/m9lzL2B9pJPJuj+X/3keylT/3tDA4FCG/PULnG/+H9PsX/Puro/oFtKFqwdPrfN5B9M34zfnYspM5fy1zzD2lmzn4dEPM7n35Hq33VSRsR0YevcXuP83i2e3PckDCR4mf3oJr5/3Nn1i+9b4HK01yw4u442V/2VdyXZMaCaUlHJekSIwcjxxE6bSfeAYeh4+h3/FUWRl89Iv0Nu/ZlzBMsIKF1GaFsD2sFF4ep1PyvkvUWQuY7dtN+m2dNJt6azNXcui/YsI9gvm7M5nc37K+YxKHIWfqfVGcze5IgdQSp0HPI93+OFbWuvH69q/uSry7asXEfftHzmjSyceGPUAV/a50vA2mkNZSTH+Tydza9eR7Al1s/iPzTORJHPPFkrnXMmsmBK+Dw3mz4Pv4JYhTRuelpWxA8eca+jl2smq2EsZfONLBAaFAN5RFi+se4G3Nr/FoLhBzDx9Zr37VX/7/EVGbniIVTEXk3vu5Tyw7EFeOuslTk+uX/KsS4nDzuUfjiXIo5g3dTUBgSeuqg7a9nPJ5xcwtqyEqV3uJ/X8PzW43Y3bfuXWFbfR0VXJXeHTOHXKA7Xue2DXBnZ/cgV3J/rRPyCF96Z82aRKeMVHz/BOwev8FhTIM6lPMH5AzTOV9+9cT+AHfyDbz8Pd3VMo8pTwzLhnDDnvjXVo3w7Wz7+OGTE2ikwWHh/9BBP7XnB4u8NZzNtLX+Cr/V+SbSoj2u3m4qJyBqihJA6dSr+x52P2O3GSrXCWs33FAso2fUn3gp+JxUaFNrM9aAhlKefS/dTJxHbsgkd7WJOzhgV7FvB9xvcUVxYTExjDud3O5fyU8+kf07/ZPrXUVpEbksgbqrkS+brv5xC++i9c0qkjz4x7hkndGn+D5L6TvO8AABs4SURBVJa297HBzIsKZl64g1+v+NXwi7UblnxM0s9/4ZH4MH4N8edvqX9jWv9phhy7wlnO2rfuYnTOPHabU/C/8j2Seww8vP37jO95aNlDBPsF8+wZz9bYNaI9HkocdooKcsjevoIBK+9hZ+BAet79HVO+837A+/SiT+vsw2+IGV/+jXdtC7mPU7hm2qw699UeDzfMHscmPyv/DLiYC656otHtfrv9f9y76gGusRdxhjqDYbe8jsX/6AlWW5Z/Q/QPN3F9UiTlQTF8cdn/DHk/rFg8h3/teZxis4mnB/6HMSOOTub7tq0hZP6lbAkwMb1zByx+/rx01ksMjBtYyxFbjtvlYuHc+3nT+TV7/P24MfYSxnQfz5zfZrLCs4dSk6J/eQWnOhNI7X41Q868msDgxk/597jd7Fy7BNuaz+iU8yOddNVy0359KEw6g8CO/YhI6kNM5x6kWdezYO8Cfj7wMxWeCrqEd+H8budzfsr5dA439npgu0jkqz6egXn301yfmMAbE9/wqUkFq5+fQqFzFX/rEMrsibMZmTjSkON63G5WvfcAg/e9zm0dOrE2iGb7tLJ+8Yd0/fUeLNrFttTH6DbyfByFOTisOewu2MIL1s/J8ziYXNGZicUWAitsBLtshLltROhiAtTvoxP2m5KI+PPPrCvZwp0/3skTpz5h6Ho3pZWlnDlnNKeUlvK3876udZo/wOw3r+V5y3oudnfn3zd80eS2n1j5OPN2fMjL2bnEuHvS8U8fExXnHSm0+ouXGbTuYe5J6MivISbemvR2k64JHOuXtC/4+6aH6FTp4t6UBxg13tvNsmfzKiI/uZwlwQE80SGcDqGJzBo/i+TwZMPaNsKmdYt5ZtVdrKv6EOWnNaPLLIyLmsC54++u8yJwY2mPh3071nJo5cfEHlxET3f6UdtziSbPP4m80E6sjvBntX8+2ysOotEMjB3I+Snnc07Xc4gNim1yLO0ika94615K8t/jrwlxfHLhJ40e3dAaVs3/D913PsWZnTtx34j7uKbfNU0+ZrG9kPTXrqZ32QqmJfVih6Wcf479Z6MvPtZH9oF0rO9dS9/KrcdtKzIpHoiL5efgIM52eLjBFoLHEk2FfxTuoGhUcAym0Dj8w+NIGT6BsIhorv32WvJK8/j60q8bNOKiPh798SE+3/8FM/MSOPOeH2rsf/517qM8XTqPUnMIC65dSqCl6Re3nG4nVy24iizbfj7J2IfSkTgvf5/sFR8y5uBbvBjZl9ejSvjzkD9zy+Bbmtzesf634RMeXPco40tKmRxzE7F9TyP28yv4MDyEV2ICGRg3kBfPevGkvc7kKLHz2CfXYdFmrhxzDwN6j2nR9ovtheRkbMV+cDsVeen4WfcSWrqf+MpMYvCuAJljNvNtSDBfhoaTHmDGpKGviufUiOFcMvJmOnVs3Mi05rzYedIwleaRZfZe0TdqLfKWEtl9JLHbPISbgg274Ln97dvpUbqKq1KGkIGNJ059ggtSLjjxE5ugQ3IPYv7+E6u/noWnsgy/0FgCIuIJjkwgPLoDM6LjeHv7u7yy4RWyOnfluTOfq3Wq/5qcNWzI28D0kdMNT+IAN428jU8PfMkm/11E/jCXYedce9T2tK9msSP3TTKiI3n5zJmGJHGAAHMAz4x7hiu+voJ7+49j5qY0On90Dt2U5ouYs3kvaj+j4kZx08CbDGnvWBcOvpwsVy4vbX6VPode4ZptzzIjOpaPIy2cmXwGT4176qRe3iI0JIKnp33eau2HRUQTNvhUGHzqcduKbAXk7tuG/eB2euel84B1LzZrBmsDC1kSksVr9lyC14VzQ0djV8ZsU4ncUpZPTtU4T1+ZEFStS7+RVP7PTJIrwJAJNekbltLD/j3XdulNJnaeOf0ZwxaLOhGLfwAjLv1LrdtvG3Ib/WL6Mf3X6Uz5egpPj3uaMR2Pr6re3PQm0YHR/KHnH5olzqTQJM7odAbz3T/xh5X/oGTshYSEed83G5d8Qvz6h5mV3IEzkk5nXGdjL/alRKZw38j7eHTFo8yf8GfGLVtEUceRvBu2ieDyEJ487UnD1mepyc3DbmOPYx8v8g2Lg6PYGqi5ovcVTB85vVnbbevCI2MIjzw+yU8AbrXm88vWBYzta+wNaqCNLWMbVFFAviWQYL/gVl2hrzECg0PZ79eZbqXl7LbtbtJUfe3xULbgfv4eH0+Wn5Pnz3y+xZJ4fZ2efDrzLphHbFAsty66lbc2v3XUdOwdhTtYmrmUq/te3azV4bX9p1JshtUh5Wyac7+37bQf6fHT7fwrLhEsAUwfXfvokqa4rOdlTOgygbd3z8V8/TP81N2PdFs6j5/6OHHBcc3SZjWlFI+e8ij9Y/qzNVDz1+F/5cFRD0oSb0YRUbFceMo0YqKN78dvU4k81GXF5mcx7M5ALa0gvB9DyvJxup3sL9rf6ONsWPwh6wMzWBVs4b4R97Xq0LG6dAnvwtzz5jK+83ieW/Mcf/v5b4fX0Z69eTbBfsFc0fuKZo0hNSGVXlG9eCM6ieHZ81mz4E0Svr6W70OiWRmsuWXQLXQM7dgsbSul+MeYfxAXHMfti2/n450fc/2A6zk16fiP7M0h0C+Q1ye+zocXfMgNA27wiUXmRM3aVCKP9Fgp8jP7XP94NZ04lKFV63E0tnulssKJLe1fzIyO5PSkcS06iaMxgi3BzDh9BncPv5tF+xdx1YKrWJa5jIUZC5ncezIRARHN2r5Simv6XkOmuZyfgyIZvvoeSvHj1S7JdA3vatgQzdpEBETwn9P+Q1FFEYPiBnHn0PrP+jRCuH84/WP6t2ibwnhtJpGXl5UQpspwmJXP9Y9Xi+45ipSKSsyYGn3Bc8WnTzMzVhNqDuNfp/7bJ6ospRTXD7ieWeNnUVBewK2LbsWszFzb79oTP9kA56WcR1RAFO91GcxBlch7Y6eSVZ7N9JHTGzwbtTGGJQxj/gXzeXX8q81yUVe0fW0mkVtzDwLgMLl9ZgnbY3XumwraTIInqFEVud2az8L898mwWHj6rJk+18U0puMYPrzgQ1ITUrmu/3XEB8e3SLsB5gAu73U56yv2kHnzu3ya+x0TukxgbNLYFmkfoE90H8L9w1usPdG2tJlRK8UFh0gEHDh9tmslIDCYdL+udCuvbFQin/vx7XwVHsAf4icyJqllx9YaJSk0ibcnvd3i7U7pM4W3N7/NHYvvwKRM3Dui4SsjCtFa2kxFXlp4iAqgXFf4XCV6pIKI/gwut5Jdko3daa/38zZuX8YHflvo4grk4Ymtdqc9nxUfHM+ErhNwup3cMugWw++zKURzajOJvMKejc3sHTrlqxU5AIlDGFhRAtT/gqfb4+bfv95FhYLHxj3fLGtFtwd3DrmT6/tfz9R+da8OKMTJps0kcndxDtaqKda+XJHH9BpF7wrv+sf1TeTPfPcg2/zL+aMeyLCepzRneG1acngyd6feLX8Ihc9pM4ncVOK70/OP1LlPKuEuE6Har16JfFPuRj7MXcDpjkpu/2Pdq/gJIdqmNpPI/cryyTJ7l6301VErAP4BgeyzpNDVCTsL607kJZUl/HXh7cS5XVyWeOPh6eVCiPalzSTywIoCci3eGxr46jjyataIfvQvLyLdlo7b4651v38v/xd5bht3Fvgz7qK/tmCEQoiTSZtJ5KEuK1b/QIBmnw3Y3FTHoQyoLKPcXc7+4pqn6n+791u+zljAn2xFpIx5rF53QBFCtE1tJpFHeqzYLf6E+Yf5/Oy4mF6j67zgmenI5LHljzKgvJIxzj4MOO3ilg5RCHESaROJvMJZTgQlOCxmn+4fr9a591A6VoBJe1cBPJLL42L6r9NxVZbxn9x8Yi95upWiFEKcLNpEIrfmZQL49DorR7L4B5Dtl0JHl4ld1l1HbXtj4xusy13HI7l5ZEddSJfeQ1opSiHEyaJNJPKi/CwASnx4nZVj2SL7089ZetTiWety1zFr4yxOKQvijBIPPSf/uxUjFEKcLNpEIi8t9N7h2qF8d52VY6mkYfStKOdQySGKKoooqiji/l/uJ9YcyYycnWzp/iei42u+RZoQon1pE0MdnPZsABzuUp+e1XmkuN6j6b2z6oJn4U4+2vEROaU5PHkIinUsQ/54fytHKIQ4WTSpIldK/VEptUUp5VFKHXdn55biLsqhVCmcnoo2U5En9xxMZ6f3+xfXvci3Gd9ysf8wzi3bS+aI+wgMCmndAIUQJ42mdq1sBi4FfjEglkZTJXlkmbz3dYwOjG7NUAzjZ/Gn1NyNMLdibe5ahsUO4bbtP7LDrzfDz72xtcMTQpxEmpTItdbbtNaNu5WNgfzK8jng550E1FYqcgB75AD6OssJ9w9nck4EHbCiJz6OMrWJSxtCCIO0WEZQSt2slEpTSqXl5eUZeuzAigJyLGGAb698eCxz0lD+VZDPI3HXcea+j1gbejp9Rk5o7bCEECeZEyZypdQipdTmGr4aNJ1Qa/261jpVa50aFxfX+IhrEFpZSIF/1Torbagij+89mo4uN8OWPo4fbhIufaq1QxJCnIROOGpFaz2+JQJpigiPDVtAJ6BtVeSdeg6mVAcQp6ys7HAlo1P6tnZIQoiTkM93troqK4jQxRT7+2NSJsL8w1o7JMOY/fzYG9ALK2H0nSKTf4QQNWvSOHKl1B+AF4E4YIFSar3W+hxDIqsnW94hYpXGYfEj0hKJSfn836ajhE9+FWt5KSlRsa0dihDiJNWkRK61/hz43KBYGsWen0ksUOrXtvrHqyX3GNjaIQghTnI+X76WVE3PLzW722QiF0KIE/H5RO60eafnl1DRpi50CiFEffl8IncX5wBQ7C6RilwI0S75fCLHkUup9sdeUSQVuRCiXfL5RO5Xlk+mORKXdklFLoRol3w+kQc4C8iyeNdZkYpcCNEe+XwiD6ksJC8gHGibww+FEOJEfD6Rh3tsWANDAdrMbd6EEKIhfDqRu10uorSdogDvWuRt4cbLQgjRUD6dyG0F2ZiVpiQgAJCKXAjRPvl0Ii/KzwSg1N8PP5MfIRa5/ZkQov3x6ZsvOwq8szrLLIooolBKtXJEQgjR8nw6kTtt3nVWysxuIs3SPy6EaJ98OpG7qqbnl6gKovylf1wI0T75dB+5duRSof0odjlkDLkQot3y6UTuV5pPoYrE5rTJrE4hRLvl04k8wFmAzS8Se4VdKnIhRLvl04k8uLKQfP8oPNojFbkQot3y6UQe7rZSGCjrrAgh2jefTeQet5sobcceJOusCCHaN59N5EXWPCzKTUmQdzandK0IIdorn03k9ryq6flBVeusSCIXQrRTTUrkSqlnlFLblVIblVKfK6VarKO6uDALgPIA75ymiICIlmpaCCFOKk2tyH8ABmitBwE7gelND6l+ym3edVacFkWQXxBBfkEt1bQQQpxUmpTItdbfa61dVT+uBDo1PaT6cdm90/NL/dwyYkUI0a4Z2Ud+A/Ctgcerk3bkUqnNlOhySeRCiHbthItmKaUWAR1q2PSg1vrLqn0eBFzA3DqOczNwM0Dnzp0bFeyRzKV5WFUEdqddLnQKIdq1EyZyrfX4urYrpa4DLgDO1lrrOo7zOvA6QGpqaq371VeAs4AicxRWp5VOYS3WoyOEECedJi1jq5SaBNwLnK61LjUmpPoJriyk1BKNrVwWzBJCtG9N7SN/CQgDflBKrVdKzTIgpnoJc1kpCYimuLJY+siFEO1akypyrXUPowJpULseD9Haxvpg79hxmZ4vhGjPfHJmZ5G9EH/loiQkDIDIQKnIhRDtl08mcnveQQDKqtdZkYpcCNGO+WQidxR4b7pcHhwISEUuhGjffDKRl1m90/MrAr1d/FKRCyHaM59M5K6iqnVWArzhy6gVIUR75pOJ3OPIxa0V5SYXoZZQLGZLa4ckhBCtxicT+eHp+ZVy02UhhPDJRG4pL6DIFCmzOoUQAh9N5MEVBZRYorE6rVKRCyHaPZ9M5GFuK86AGKnIhRACH0zk2uMhymPDFRQrFbkQQuCDibzEYSdIVVAREkOZq0wqciFEu+dzidyWmwlAWWg4IGPIhRDC5xK5oyALAGeorLMihBDgg4m8zOZdZ8UVHATIOitCCOFzibzCngOAK9g7m1MqciFEe+dzidxTnItHKyr8FYBc7BRCtHs+l8hNpXnYVRhFrmIUinD/8NYOSQghWpXPJXL/8nzspkis5VYiAiIwm8ytHZIQQrQqn0vkQRWFOCzR2Jw2GXoohBD4YCIPdRVS7h+D1WmV/nEhhMAHE3n19HxbuVTkQggBPpbIy0qKCVHl6JA4qciFEKJKkxK5UupfSqmNSqn1SqnvlVIdjQqsJtaq6fmmsHipyIUQokpTK/JntNaDtNZDgK+BRwyIqVZFBd5ETngMFZ4KmQwkhBA0MZFrrYuO+DEE0E0Lp25lhVXT88NDAZmeL4QQAH5NPYBS6nFgKmAHzqxjv5uBmwE6d+7cqLaqp+e7Q73rrEhFLoQQ9ajIlVKLlFKba/i6GEBr/aDWOhmYC/y5tuNorV/XWqdqrVPj4uIaFazHkQuAO8j790cqciGEqEdFrrUeX89jzQW+Af7RpIjqYCrJxU4IDk8pIBW5EEJAE7tWlFI9tda7qn68GNje9JBqFzvuT+zJPhtruRWQilwIIaDpfeT/UUr1BjzAPuDWpodUu+6DxsKgsfy69gXMykyYJaw5mxNCCJ/QpESutb7MqEAaovqmy0qp1mheCCFOKj41s7OardwmszqFEKKKTyby6opcCCGEjyZyqciFEOJ3PpnIpSIXQojf+Vwi92gPdqddErkQQlTxuUReXFGMW7ula0UIIar4XCK3OW0AUpELIUQVn0vk1bM6pSIXQggvn0vk1RW5rLMihBBePpfIZZ0VIYQ4ms8lcqnIhRDiaD6XyK1OKwHmAIL8glo7FCGEOCn4XCKvvumyLJglhBBePpfIrU6rjFgRQogj+Fwir67IhRBCePleInfa5EKnEEIcwecSudVplaGHQghxBJ9K5C6PiyJnkVTkQghxBJ9K5EUVRWi0VORCCHEEn0rktnKZDCSEEMfyqURudcr0fCGEOJZPJXKpyIUQ4niGJHKl1D1KKa2UijXieLU5XJHLOHIhhDisyYlcKZUMTAT2Nz2cuh2+qYR0rQghxGFGVOTPAfcC2oBj1clabiXYL5gAc0BzNyWEED6jSYlcKXUxkKm13lCPfW9WSqUppdLy8vIa1V73yO5M6japUc8VQoi2SmlddyGtlFoEdKhh04PAA8BErbVdKZUBpGqt80/UaGpqqk5LS2tEuEII0X4ppdZorVOPfdzvRE/UWo+v5YADgW7AhqolZTsBa5VSI7XW2U2MVwghRD2dMJHXRmu9CYiv/rkhFbkQQgjj+NQ4ciGEEMdrdEV+LK11V6OOJYQQov6kIhdCCB8niVwIIXycJHIhhPBxksiFEMLHnXBCULM0qlQesK+RT48FTsYhjhJXw0hcDSNxNczJGhc0LbYuWuu4Yx9slUTeFEqptJpmNrU2iathJK6Gkbga5mSNC5onNulaEUIIHyeJXAghfJwvJvLXWzuAWkhcDSNxNYzE1TAna1zQDLH5XB+5EEKIo/liRS6EEOIIksiFEMLHnbSJXCk1SSm1QymVrpS6v4btAUqp+VXbVymlurZATMlKqSVKqa1KqS1Kqb/UsM8ZSim7Ump91dcjzR1XVbsZSqlNVW0ed9cO5fVC1fnaqJQa1gIx9T7iPKxXShUppe46Zp8WOV9KqbeUUrlKqc1HPBatlPpBKbWr6t+oWp47rWqfXUqpaS0Q1zNKqe1Vr9PnSqkab1J7ote8GeL6p1Iq84jX6rxanlvn724zxDX/iJgylFLra3luc56vGnNDi73HtNYn3RdgBnYDKYA/sAHod8w+twOzqr6fAsxvgbgSgWFV34cBO2uI6wzg61Y4ZxlAbB3bzwO+BRQwGljVCq9pNt4JDS1+voBxwDBg8xGPPQ3cX/X9/cBTNTwvGthT9W9U1fdRzRzXRMCv6vunaoqrPq95M8T1T+Bv9Xid6/zdNTquY7Y/CzzSCuerxtzQUu+xk7UiHwmka633aK0rgA+Bi4/Z52Lg3arvPwHOVlW3KmouWutDWuu1Vd8XA9uApOZs00AXA+9pr5VApFIqsQXbPxvYrbVu7IzeJtFa/wIUHvPwke+hd4FLanjqOcAPWutCrbUV+AEw7MaxNcWltf5ea+2q+nEl3rtvtahazld91Od3t1niqvr9nwzMM6q9+qojN7TIe+xkTeRJwIEjfj7I8Qnz8D5Vb3o7ENMi0QFVXTlDgVU1bB6jlNqglPpWKdW/hULSwPdKqTVKqZtr2F6fc9qcplD7L1hrnC+ABK31oarvs4GEGvZp7fN2A95PUjU50WveHP5c1eXzVi3dBK15vk4DcrTWu2rZ3iLn65jc0CLvsZM1kZ/UlFKhwKfAXVrromM2r8XbfTAYeBH4ooXCOlVrPQw4F7hDKTWuhdo9IaWUP3AR8HENm1vrfB1Fez/jnlRjcZVSDwIuYG4tu7T0a/4q0B0YAhzC241xMrmSuqvxZj9fdeWG5nyPnayJPBNIPuLnTlWP1biPUsoPiAAKmjswpZQF7ws1V2v92bHbtdZFWmtH1fffABalVGxzx6W1zqz6Nxf4HO9H3CPV55w2l3OBtVrrnGM3tNb5qpJT3b1U9W9uDfu0ynlTSl0HXABcXZUAjlOP19xQWuscrbVba+0B3qilvdY6X37ApcD82vZp7vNVS25okffYyZrIVwM9lVLdqqq5KcBXx+zzFVB9dfdy4Mfa3vBGqeqDmw1s01rPrGWfDtV99UqpkXjPcbP+gVFKhSilwqq/x3uxbPMxu30FTFVeowH7ER/5mlutlVJrnK8jHPkemgZ8WcM+C4GJSqmoqq6EiVWPNRul1CTgXuAirXVpLfvU5zU3Oq4jr6n8oZb26vO72xzGA9u11gdr2tjc56uO3NAy77HmuIJr0FXg8/Be+d0NPFj12GN439wAgXg/qqcDvwEpLRDTqXg/Gm0E1ld9nQfcCtxatc+fgS14r9avBMa2QFwpVe1tqGq7+nwdGZcCXq46n5uA1BZ6HUPwJuaIIx5r8fOF9w/JIaASbx/kjXivqSwGdgGLgOiqfVOBN4947g1V77N04PoWiCsdb59p9XusenRWR+Cbul7zZo7r/ar3zka8CSrx2Liqfj7ud7c546p6/J3q99QR+7bk+aotN7TIe0ym6AshhI87WbtWhBBC1JMkciGE8HGSyIUQwsdJIhdCCB8niVwIIXycJHIhhPBxksiFEMLH/T9sJMVx3cZybAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fft_mcep)\n",
    "plt.plot(reconst_mcep)\n",
    "plt.plot(coef)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate excited pulse from F0 sequence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pysas.excite import ExcitePulse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "ep = ExcitePulse(16000, 80, False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x119940080>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(ep.gen(f0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Audio(data=np.int16(ep.gen(f0) * 700), rate=16000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Speech Synthesis WIth Mel-Cepstrum Analysis and MLSA Filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pysas.synthesis.mlsa import MLSAFilter\n",
    "from pysas.synthesis import Synthesis\n",
    "from pysas.mcep import spec2mcep_from_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "cpestrum_dim = 128\n",
    "mcep_mat = spec2mcep_from_matrix(spec_mat, cpestrum_dim, alpha)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "coef_mat = []\n",
    "for i in range(mcep_mat.shape[0]):\n",
    "    coef_mat.append(mcep2coef(mcep_mat[i], alpha))\n",
    "coef_mat = np.array(coef_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "mlsa = MLSAFilter(cpestrum_dim, alpha, 5)\n",
    "syn = Synthesis(80, mlsa)\n",
    "pulse = ep.gen(f0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "synth = syn.synthesis(pulse, coef_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x119ac69e8>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(synth)\n",
    "plt.plot(signal)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Original"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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MVEeyApdDQgbRyX4Jf8mKSNFE9kO8htdJyUgRw4dCnYRkxCgBu4CDQZZBYr/mPhF9RD1pfOh9Z33EvIc6anjIufU8KPxJegs367aTd6A4FfhwNut0FzOhdJQ25rVtc8y3Xrk6dgrwYzESfNcDYPxDcsFzg7+LBy4C8D3jv1QE9Mb5BX8FiMh1SloKFYj0h9KIxIt9i1dJ3MjhyMCJYwdERFrFdsicyMlDzb3L/qjDvYUPQVt8pTuPPYD+gn0b+8+8W/xPO0y6BToI++A8/Pxh++L7rryl/Yi9i/40v8vDZ8SOQIJ9F4BZSGRMSEceQLwBgIdbSqSKNgiDRyMEWQPmh3UKkwi6w3nBp0ObxPJDFgGVgeqBbb+Kvgg93H6EvoI9xP0ru//6pPpsOzO8EHv9+YR4LrdauL75JPf3daQ0n3YV9ks1LbLXdK06lnrItELtzHER/mZEBLw9MeRyY741RovD6j4UPf3CkoZdBd6FRcd4ScOKBYhyhx0IW0tVy6IJokjlCTtJbAcNhEBGXsnoyXyDnb3q/tiEtUaLAqZ8xTtCvYi/lP6tfKv8F/wWO6v6VboVe+D9HPyV+3D6nfvKPVX9Z32p/sIAU0CnAHLBdcIWwkJDhsZuB59E9QJRRMfJVYqxB0eFPYW9xrEHCweLh55F+YLowlFEXUUGw1sA4oACwH0/8z8bfpD+mT3PfNZ8D7v2e9b71bt8et26Dfj5eGw5DLnXuAR1dLSQNn/3NvYXs5+z0Lj8ekD2QPAacF37IAL0PeJzm3EOOxfF+kV/PmS7yoBgxYAG6cVNhjjIQAlsSBtG9EeDiwBMCIoWyCSHlgkZCNKGS0Y3yAuI48UMv8M/YAQ6xt6Diz3nezQ9E8BUQA49kvvS+1Y7tjsautb7zjzvPGJ7PDnC+yg9MX3nPYH9kL5+vsI+9H8SQ3eF28LDP1yAaYcFyrYGFAM2hIyHbIeARwTIZwhZxSzDdsXtSEnGggMWAkxD3EOSQX/AhYG/QOe/eT2l/fr+h33BfSf8z/xm+3r6NHqVPCE7YTlet9k4GPi1d8O21fZKdqM1prRJNBw3urtd+IOxsK5cdmZBoUGPdwUwTLalQpWGYYBs+7e+UsRyBlNFFwS9htDJpYkshyPGeQiOC/TLZcjTx3cICIlAB54FpkcWyVpHeAGbvsOCc0aWBaE/+3vuPNI/80BvviP8ZbwzvCf7sLqPuwX8s70BPD06BTosPCN9wP3QfQQ9jv71/r6+Ef7xg2QGR0Nw/z8+mwWKSvwIAgR4gpEE94dbSGdJQQhAhJlCrAToCKEIBcRHwe8Cb0NZAm6B8YH9wPP/a32F/mi/Qf6HvbO8mHxo+/p69Psz/Dk70Tn4eD24PrjEuV43s7YZNif1UXXXdcS19Xi+uPf1s3Gv8ce698FB/UQ0hjKKO1oEiURtvkf8l8C6xKzFx8VTBeJICsich9cHMQcKCizLnopoiD7GhYglyOmHAAZvx2kHzATXQG7/10QjhqhDLj29O029hoCQgBr9tvvx+wS7jfuS+1A8KHymvHL7MjnX+sm9e/5OveU84H1KfpN/KX7dAE/CqUNiw2fBioGnA7OGNIhaxxkETgOthNHIIIm8yBBFswNARABGa4e6hm8DjkHwQWMCpkN5gopBRj9kPoR/JX8tv2e+lr2NfNF8BDxEvMN83TwEu1Y6QHm0eYH6V7lXODC2lvaYtwF2P3YxNdO3DTmtOBY0dnEadaD/OEEcudwye7UTwE3Ge8L8/X29YAHhxTEGssbyx3YH3Mc/htcHsAldC5nK8ohzBlrHB0lbCIGGaAWOBz7GqoKp/0kBGEUzBVRAjzvFe14+eoC4/0A9D/sZekn7NjuEvL082Xy2u036KfpbPM5/L/7zvRQ8kn4Lv9UAKn/HQX4C68K9wbDCi8SjxQgFGYXFxvKFfoPlxa3IDoh1RexEAkTgBYgFrEVyxMUDqwHQAa0CngMgweTAIb8uPzi/mP+BPue+Lv2cPTH87H0F/SM8szu9eza7WXrh+lc6K3m0eGC2S3Yjt+M4C/Z0c6bz5bkn+5h3r3C+7+V6FALw/3i1ODFU+juEtgY5wF885j9RQ/6Gboc9B7PIcYevhr9Gh8jVzCFMNAipRZsGBAnoimTGaUNahNLHi8XxAFo+A8F/RI2DFv30+mR7qP6Ff1p9rXuS+pH6mHqXuwj8uP1ufME68jlS+5y/LQBdPqM8lf2VAEFBnkCXwKECaEPhwxPBicIZxSpIJYdoA91BjUPwCDqI24abxCxDDQPIRO0GS4bXA/hAQ0BYQzDEnUL4QEG/9L/yP/p/yIBUABU/P/3Evja+r76CfkI9zf3zPZ38wLx7e8W8W/yRO6F5krg1d9+4urfVttB2DrXUtI31PLk1OtV2s69S8Nb8qoNv/Ydz2zLuPP2FN8TsAPg+1wC+g3mGbcjmyaJIlMd5RsJHugmtjGsL0shqRMIGHIouyawE6UIkBAXG7MQcvtd9awAHQoMAxzzXOof7CXx9fNH83XvVuuk6O7m4elj8Z/4DPkC70voYvCy/1QH6QCI+dD9/ga8CcsHwgneEOcTOg8bC8MNQxTdFm8VSBbSGAgTcQjFCZ4XNCCqFMMDFAK6CZkOKA4zDPIIEABp+eb/EQsdDNIBkvnV+xgBDAMgAjABOQG0/2L9ev0dADEAD/3e+078J/s89tzxwvHO9DDzfuoG4Z/c/t0y3CbZkdbh0wzOJc4D3vbn6NnevLK+Y+s3Cvb5VtTyzcfxEBIiFowMSAe3Cd8O1hmyKdUxfi3tIwkeNCD4Kng2MDTjI34TSBZqJuskthBnAoIIjhNgC1734O0t9OT7QfiQ7qrp3OeM5RXmn+rC727wjev75Erl++4r/FYCAPuN8uv1kAPDDbELowe8C/ERwxGJDtkQvhgrG9MV4RDIETUUvRLHDnENehBbEdsONgd2/60A+wbqC18Hu/1k+dD5d/45BKcFIQF8+oj5MAGACM4HBQQWA8cGewljCBoJmAq4Cs4KFgtzCtMGnwE9AIAEVwak//j0Uu+I8Ffxf+3v5p7ejNZY07rPRs1lzGLK2MggxUjOTt7M3CPHMbg/1DMCWQxB71DWPueeDcMhRyCXGvca2hxHIIsruzjYPb83/ys8JWEnfDAJNFYo1xZJDyIYRhzcCvP0/PAl/qQDOvVp4rjcB+Pm51rmh+XE5uvjld6p3nvoRfVk+6b37vBm857/1wzgEHIMSQtgEj4bqRt4FicXOR5fIRod6xeNF9sXCRO1DVcN8A8FDO4Afvfb9gX72/sv9sTuLvSD+c3zguzf7Q7+WANH+9v7wACBBIIFAAqnFbYYERGpDcgT/BzEHboYkRgSGv0XAxQ6ElsQow5BC90DCQJw/zf3ru+07NPuY+vN4jrc0NiH1mjSgsohyNXKSMenwde75L5RwzjOWug78AXdKr6VxLH+dCcYHFn3ke7EDmYqcS5XLbIwnjJDLaMqQTM2OfI0myr+IkQilCSSIZAPbvtO85n/FBGgBczjOs311Zzr0O/f44PaQdpA3vjfIeKJ7ZD27fTk8eT3RgV8DSANOQk1De4awSdmJ0waBRKFF1Al2CuWImsVxxB/EJANrAmlCBgIf//X80HvwvGA8xbs3OL/4SrpNu306JXhp9815+7wnvhU+jwANQp3Cc0EIQoNHyQrdiDgGTAk3iz8JasdMyNOK9slrxsKGJUXMhLXCMUH+wtzCOD7m/LS8ejyAPGf6m7mlOdr5jrha95M4VXi3dwm3ITjGeIY0rvL49KJ3TXcMM1p0EDVk9wX9fgCGfu/1vfGyPqQLhQqRAF57aIOeC02KOIdPiBqJp8kRyAGJdconhwhDWUKuhEFGkwXMwRj7kziM+ySBewGve0S1znah/Nb+zjsCuI36VX5CAHC/Hn93AHGALcCsQsaHBUeJBJzCmoMMBoDJncmBBd4CgMKVxBCFN8HC/z8/DcFwAhi/zzyA+1P60DpcuzD89L2Ju565Lnn5/M6/OT5r/NZ9Mz9Pga8B28EEQJfB6YRJxi0GBsXvRZaGZcalxo7HPQchByfGAsWXxeIEz8K3ASUCO0MJQmfAd79pvzy+1z80/tZ+vj4PvhM+ND5cvm39FDx0/IQ9l73jvPm7Gfn4uc47MrkVd0k3FPba9qEz33OqtTNy9XIEeCwAOEDKN00xKvpXxzzI2MDMPHFEKguzisxHIAWRyA8KnYrBSwVK2Ucfg4QCXUJOw6fELwL//ga5lroffnd+mXmldLt2gP6yAJm7zzd0uHQ97UFfgSsAocHuAsODjQRWhhIHL0XPRXKFzYfWiTsHNAM/gJIB9USOBVsBNPyOPHa+sr9FvHG5E7lQO048WHvD+097cTrt+r48cj8OwPjAAj8qf+HCqcSYhHcCiUJSxE0GywcWxNNCSMKYhIKFBQTBRMXD8UHCQJKDKkUGAVV9u37NQ2hDwQByvmK/L4BuAa5BlwEnwRSBBgFMwlSDQcILf5e/oAHaQxkAb71JPMs9eT2vvG76w/lgeEI4sPeUNi30YrM+8dsyZzNo8yFxY/KJ+t8A4z64N7C3gkKkiYyHBwGpAqsKok8tDFPHw0ccybVLFgnHCTFIDAWaAo0AKv8Pfo59hvubuQc4k/q+/NJ6wzXJ9AF5Hz8j/zo7fzr4f5oEpMVMQxiCpkUpB9YJTAkRSOUIBcbZhdGF3gY+xPWCdQA9P/zAiIBx/SC5LLfFOiJ8cXts+Eb3jTokfNc9Fbvs+6z9gAA8wUdClkN8w6XDp0QYhYRGxEZwxJtD4QSCRfZEz4J+/49/EIAbgEi+zDxye0W8Vr1NvdL9Tj70v/w/zoDTwhrEokQ8wovEiQcnx8yGacU/xdRGpIXnRP5DN0KgAuGBiMDz//B+zT1K/DH8Lrve+pB5FriBuUa55Hix9zF2jrcSt7n2wnWX9KW1erYV9qk2YPYkuYB/xQOAgYE8pf8ex7GKboTU/wlC5MsiDTaIU4P+RJgIX0dBw0nA07/jP59+873DvcB9bPw0Or656Lq4e9h8kfvCeuS8PEDeBEHCuv8VAHoFo8jphgdCnENHhwhJKIcnBANDdkOAQ80CW4Bq/yO+Pz0H/QN9ZL0gfD+6lPq+u5B9Lr1YPGk7rj1DwMYCo0FzP/CBO8QERZ6EJ0Jugr9EB0TsQ/ICvwH4QazBAQCrP/q++D2r/O887X11/VA8w3xpfHo9R767PqI+Kr4NP72BVcIzwgRE48bihztGCYbCCSGHmUVkBTvFasTNQ3hC9wKywRGAwcDSPxX+BL4+PYZ9O/za/rD+gP39vk6/7T+3fjO9aL2hfWJ8nXxz+4u7U3tw+rc5XPgm+BN3lzXWtTn1nraHNVQ2DztBP36+yTzfPyHFmUfARElBIcNcCO+J0obeRXuGpAkpyMOGGIPkQhEA97+kfkF9DPuz+vf7UXweu8q70PxH/Jt8GzxnfnfAPb/wf0aBSAUIR3TGKARTxVAHnQflRbODE0L0g0DDh0KcQNc/rL8yfwQ+yD1Y+4h7CntSe6z7tTvtPIv9fP3Uv0mA20F4wNgA/EHeA7iDwgM7wlzDbsS2hK9DaoIwgbEBvME/f8Q+kH2yfUO95P2gPQm8wj0W/YK+J/40viI+RD7MP7jAR4FOAZwB8cJFw8vFSkWCxYLFtUabhztFp4Slg98D9ULPAdCBEABmADwAK3/A/xr+4D8m/za+mb7vP3T/Ob9fgCaAggBff71/lL95fr99vzyku8X7OLrV+iq4hjf3d5F3nHZjNY018PZvNgo2frcTeit9if9FQD/AgQVUSOkHx4YphaqIR8kvx2vFiMSQRYXGUcVYAveA+MBav8B+O/ug+mr5WLlkuZf6BLrzO6C9Rr60f6dBD4JdQu7CmINJxOcF/8WrRTIFsoaaR0nGkMS2gynC6gJJQJO+A7yUvHB8dHv4+yw62zuPfJH9EL0jvSg94r6uvxn/8wCYwZHCeIMvBDTE38UMBO/ETkQqw41C88FzwBV/rP9p/sQ+Bj1xfTY9df1CfTq8SPyM/R69jz34vfX+l3/mwORBuwIPAtSDdMOfA+3DpUNYAuEDAUQVQ62Cc8IRhAcE1gLmAWXB8kKVwYdAG79j/ww/sEAKf+7+23/cgYuB7YDywQYCNMGAgTGA7UCXv7c+iv6Cfkm9aPx1+4H7GjpweYj4/LdgdvF2oXaK9n21rfYityG4Kzj7OQ169z6tArVDaUGXQ1qJXQxRyMtEIcUbCdUKcgUFgEtA8MSJBXlAu/xevSP/u37ae5m5fvlB+l76jXrweuK7pD12P7ABZcJPA62E48W+Ra7F9wZRBpbFWcPhQ9ZFBoU7QlaACkCmQiYBPP1Wuwt71v09vAU6KfkYeoK8+32FPb69kH9fAXlCdAJUgn6CgMOHhCPD10NdQxdDYsNiQs0Ca4H9QRrAOL8jvuD+Vz0SO++7sfxa/OW8Uvw1/O6+in/Gv+V/sgBSAc8CnUJEAjyCH8Lfw0KDQoLjgkdCogK6An1CeQHZgTgAoAIeg2uBuH+ggGQCxkMzwHJ/GsADgfaBxoC1vxx/yIJLQwyBYoAjwW5C1UJ+AI6/zn+Qf2b+rH2cvFL7jnt9exz66DniuTK4dzinuOl4BzdW9tM3yPj++LB4jbkP+rJ9+gFGQtgBdQHJx8YMaonARGVD68k2CvPF3L+WfwQDmcUtQPf7xLyOQG9ApX1F+uJ7bHxDfAY7o3tKu9b8k74wf9JBU4KGw+BEy8XNRqHHJUbgBa7EGsPoBGQD2AFuPvA/RsG0AT7947vLPV2/f75Ru4h6cnu6/Ui9oDxKvFJ+EAByQUkBqEHuQtpEAgTNRJZD+QMbwzNC6wImgQaAsEAkf6//LT8SPw/+bj13fWA+Gv4PPQR8Z/zDvlK+235/fgl/m4F8QgYCNYH4wqSDlkP0wymCfgH7gdoB7EEtwCG/qb+FP98/zABEwPKAVACvwe1DKEKmARrBlEMMQ3lByoDNQUdCXoLoQhpA3IEFwp4DAsGcf9gAP4CxADK+eT0I/SA9ObzY/B17WHt0u6l7pjrVuqb6Wfo9+ao5dbliuQt5IbliOdh6vPrJ+wC8ab+Qwr5B2cA9wr6Il8o8RTWBtoUgye1H+kF+vjdBd8TIQvA9ZzuyPyuBuP9efAH8MH42fnl9G/yGvS49gr4p/vu/18D+gakCtUO6BEKFUsXxBX2EUsPkBDbEEUKCgDg+0oBbwQ9/GvxF/JY/IX/5PZf7xnzsPsj/W/3w/OK90T+CwH5/8b/WANJCHELVgwPDAgMfQzfDHwLEwjwBOsCxgC8/bT7R/vy+Rz39/W8+Hj75PnQ9qD3bfw9/xX9K/qt++kA6QNwAsAA/wK3BwwK/AiSB+gHNAlbCZ0HegTZAdEAIwBk/n37xPlZ+Qj8mf80/139sf4UB4cMHQkfBp0JQRG6EaYM5QnrCsQOhQ52CtQFUAVnCdIIjQO2/gz/4wDB/Z35afbX9bj1+vPi8kzxRPG58UTxAPGu7yrvpu3V62fsvepy6OXmced36qLpfuiW6a/rau+N9XT+EwEw/oACARLGHggYyQrbDU0eAiQFE+wAqQKdEIoSGAHd8pX37AP9A5L3NfHQ9sn8Sfo69Yz1G/iQ+C/43fqc/8cBNwKOBPAJbQ+5ERkRvg9REKQSShM0D3MHgwL8A1gGlAGX90TzmPhI/qr6g/K28SD5eP6D+2T2LPe9/BgAzv4t/a7+EQK5BAIGDwcQCOsI6AnzChELgAkxBy4FmAMdAi4Abv0v+hn4kPgg+pH55vYz9p351P0w/pP7Svsy/yMD8wJMAA8AMAMQBukFQgQ/BOkFXwdABxEG4QQzBN4D1gIpAn4CoQJkAHz/tQI5BsQGEwN3AyQJLw2oCxYGMAasCncN7wn5Am8CcQYuCd8EVf6R/tYCCQVXADP7VfvK/X7+HvqB9UH0TvXi9QLzLe9X7evuJvAH7lHrBeqh6/LsnOv96bPp3evW7I/sweum69fy7ftUAFX99vyoDJwcChxgDjMMpR1BJ+4asAWuAp8QchNmBMDyGfTwAGwCr/fJ7mj1hv5z/Hj2jfXj+3r9q/l9+Z79XAKqAQcBiQT+CT8Plg+RDssOpRGNFXcTxQyUBnIGKAlWBeD7UvRJ9uP7EPqv8mfvvvW6/On7oPfw9/j9iwEhAHj+u/+sAm4DMAMqBPYFLgciB9EHVglOCo4JagfxBUkFjgRCAj/+svqV+XT67/nM9lv0FPaQ+oP80foM+oT9agLNA/IBJwGEAx8G3wURBGgDdwRGBdsEJQT9AxYEoQPqAlgCqgFgALb+Pv1e/ND7HvsN+mD5IP0lBM0GoQVLCEQRmhjOFp0RvREcFk0W2w4zBqECTAREBKv+GfgJ94/8rf8c/Pv3Gfmi/bz9TPmv9av0gfWU9EryVvBc707wAPFf8pbxVvAQ8QPyw/Nr8Uvv+u767mHvsOst6QnrYPGd95D2oPVR/SgM9BQvECsMohMzIL0gUBOBClQNFxPMDdz/Mfl4/EABnP029vr19PoC/jj7EPlv+0j9BvxZ+Tj6+/x2/Y/8cvwJAPsEQAhnCWoJWQxTEQoUsRGxDEQL9gxRDOgF6/04+7/8nvy19/zyCPQ1+Cn6i/jx99L6/f34/lj+lf69/x0ACQBUAF0BLAJ7AjIDvATbBhgIHAiXB8IHkAhECLUFIAIGAMb/Kf8D/JD4efcZ/fsC1AB8/7QEjw/ZE/gOOA0wEecW0BOoCy4H9AY5CY8FXf+d+2X9qQIHAdH8ePsB/9kB1P0M+hL43/fB9t/yi/AC79juPu4S7bHtk+0b7tTtkexA7fDsF+yW6abnxOdl6CLtB/B58CbyFfoJCa0ORwvMC2UXMCQtIIQUCRERGOcaNA/RAo//FAToA7L6+PTt9nj8O/u49c/2Svvr/D74uvVF+k79gvvf9+L5AQCbA4EElARDCJsNxRGRE5IRgxBnEX8SVRCaCfgDxwGcAbH+SPhS9AH1tfci93r0EvWy+HT71/qT+uX8zv5y/kH9n/4LAVQBYADlAAkE1gZNB+cGqAftCTgLNQqxB6wF9QTYA2MBs/2K+kr5P/nN+CL3JPZ29wz6oPu7+238sP7PAF0BMAHhAdkC4AJNAnkCaQPDA0ADDwMQBCkFDQX3A0ADbgNJA9kBpP/p/RD9WPwY+6D5xvj9+OL5vfpG++37ev2E/wcBqgE0AjsDKwReBAUE5gPhA7ADNwMSAyYDHAOVAtACwAQdBWUDdQQqCVkKWwcQBrMJPQ38CbsFaAXuBzQIewTTAW4BNQN7BC0DwQB2ABEElgXZAjgAMgFjA5EBhv4T/ev8WfwX+qj4ePcE9kX1cPRb8zbyTfEb8Mzudu5u7hLtXOrd6RvsWOz96QLpm+u/7tPs/uzE9V7+7f4h+iIBOxMiGpAQ3Qc8E38jbh+EDPED1w9VGG0NhvzZ+QoF2Qfu/Yz1zPguAI79Dvek9hn7sPso9gf1yvli/X/7CPmy/AwDQgeUB0IHmgn1DX8SUhLYDcAKlwzXD30MDAQj/2gBTAQVAPH4Nvec+wj+m/o396f4IvwD/KL5tPnE+1/84Po4+zz+QwDp/63/bAJDBvMHSAfIBkMILwpuCjoILAXNAxYE7AMEAQH9k/v7/BH+KfyI+dT5e/zb/Yr8Zvt7/D/+YP6F/bj9uf43/wz/t/9PAVMCSwKKAhEEqgXVBdAEQgS9BA8FGQR+BJIFIAQeA8QEnAiZCOoEUAVICVkMgAlqBUAGQgkXCnIG8ALIAj0FpAZdA6//GgDSA1YELABu/Qb+ef+T/bH5U/c29pX1A/Rh8UHv3e4Z7zfuF+yE6xjt0uzR6jvq/evy7Nfq6enw6v7sSfCe8+/2/Pcc/MEFVA0fDmgLGxAKGe4apxSMDlsQRxNHELMIggOUBNoFOwOI/l39U/+0/tn7V/q2+x77OvdU9R33J/ly91T1Ivet+2X/ZwBjAR8EuAjnDNUNpgw6DCsOcw86DUEJtAa+Bl0G2AO7AD//vf/I/5H+NP3r/Of89PsI+7f6Xfrg+I33NPid+QH6dPk9+vz87v+RATMCXwOEBcAHoQi1B6AGoAYmB2wGTAR7AvcBHwKaAXQAlf9w/63/k/8E/1D+wP0t/bL8aPz4+y/7m/r0+hf8zPz//IT9JP8cAWIC+QJjAz8EXAWdCQ4MMQmcCPEMjhJ1EH4KvgqxDsgPIQqsBKkEPgZwBRgCwv7A/YoAYQK9/3P8O/3cAFEA4Px6+277ffvZ+Vj4ivfY9Yn0jvT19PXzbfKB8D/wrfEe8bvtvOo77JbuzezF6NroY+tm7DPuTvAv84H1a/rFAtgFMwa3CXQQ8hMiEa4QWRMNE18PkQ1SDvwMhAl4B3cINwj8BaoDqwG4ASEBcv6e+iP4lPgW+Kb1J/Qh9cz2JPgg+ln8UP5RAOwD7wZLB5sHEQmNChcKEAkJCWkIWQciB5cH0gY3BewEwAWHBaQDFAIyAUsA8v4E/Rn7evnS+K/4RPjr9zj4W/nd+nP8k/1V/oX/NgFzAoACUALFAk8DcQNgA4QDiwOlA4sEdAX8BfMFGgf8CDwJAAnyCN4JnArfCdsIOwhfCH0IlAc1Bo8FtQXdBQ0FwANzA4gDNQNQAhwBowAjAHn/vf6h/eD8U/yi+//6DPon+Xb47ffo9wn30vXK9EL09fOx8q/wM+/v7nbuh+777PrsAO+p7xHxEPFH87j1+fRv9lr7Kf/K/U38IwK4CoMJlAQjB5EObRFYC9gIlAwQDigMwAi8B5gH7wawBtwEMwL9AZUC/ABa/37+oP5M/Zn7Rv2A/aj7+voY/cv/Af/a/YT/YgKCA+oCiQKbA1EFkgW9BL4DYQRQBakExANUA6oDNwONAn4C5gHlABAAKAD5/8L+nP1w/cz9k/0B/ab8Cv24/TT+P/4Z/rb+iP8hAA8A5f9rAOwAVQEqAf0AeAHNAe0ByAHTAQEC/QEOAgAC4QGfAWMBVAEwAboAUQBCAB4A6f97/2v/mf95/3//j/+n/xUAhwCyABgBnAFEArcC8AKIA8MDCwReBGoEnQR1BIAEywTNBKkEjwSABIEEXAQLBM0DSQMeA9ACIwKXAS8B8wBIAHv/Lv8H/1P+wP1x/Tf93fxi/Cn89PuZ+0z77Pqb+mT61PnQ+cD5tvn8+cT5pfny+cX5SvkU+SD4nvjk+PX2HPdc+H/4/PfT98f40PhS+Fj4r/fA9/b3XvdZ95v3XvmW+j36rfvc/jsByAEuAgIECwe/B7sFCAZ3CIAIMwcxB54H+QelCCQI/gbGB04IxwZQBcEF5AROA3YC8gHNAZMAGAANAMAAzwAAAP3/EQHKAQ0B2gA2AR4DrwMCAxsD5wTIBhsGugUvBkcHDweqBTEFKQUuBMMD3ALwAeoBCAGmAJgAsgCF/4T/f//7/nn/rv4F/fL98P90/fT8v/77/gz+dv8k/4j9+wHm/4r9TACwACL+4/1MAD79dv2P/3L+A/yk/wAAGvz2/1H/Wv3K/e/9rvyo/Wz+N/0q/qD+af7y/Vz9ff5p/vv8gPwT/o//1/qK/ef8pvz4/SX8DPyO+4X/f/uE+jD+TP3U+RX/O/59+cP9Kf97+u3+QwDm+v4C9vzi/vsB9v7v/a0AywJS/VwCdAAH/5gAjQJt/q3/mwOP/uD/bAGg//P/bgGYAHkAEP8wAygAw//lAqD+XwNzAGgBGAKQAXYCfAH4A1P/ywQ8ACoDKQUb/fsEDwIYAKEDWASK/WcEcAVa/XIEWANdAbABowI9AtQC7v/zAjwEUf8kAOQEIQOc+5gE7gM2/IYCCAFE/vIDXP9X/yQA8gEG//L7HQVM+5H7WwZk+pf5zQak/T34EQQTATT3gAHEAHT6S/1IACT/HPvsA3j7MPxWAoP7mP2o/Rn9BgC7/Y/+QAHE+SwCwARQ9yP/wQat+ID9dwQX+dj+KgRI/FX7owSy/yn8YQLB/7L/MgDa/eMAqgHl+nwF9P9C+TALov4t+W8HkQMQ+dkCdQSv+CkFYwFU/JQC+QDfAPL+HANaAIYBIQCS/ogFJ/7m/T8EHwF2/A8FyQCE/U8D7v95A7j7EwMzBO74XAI6A+v6xgDYBTL7CwKhA+n9pQE//JEE8P4c+6gGAPtT/2EGRPyV/JEGF//B+yEFyv3F/GgFnP8i/OoBFABXABgAa/1JAecBxftsA9z8UAAxAMH96QPD+scEUPtQAnn/Kv6YA076twXH/aEAlALt+UQDlgMk9mQFoQPo9J0HMgAV+HcG6/8d+UsDAweU9qEAaQgK9q4CMASq+in/qgVX/eT9uAJd/aMCFv4yAQH91QADBSz8AP/TATwH2/OaBKUIH/JoCGL/nvq2AzMEVvSxB2EHcO94Du/9APvGAO4F3fxd9mQPKPmV+ksIJP/K+B0HkgCm9WsNAPvv8f4OHwL17O4H2Qyo6gkJuAgn7scLugCk+rT+0ATg/335tQdM+QYAmgTN/l782gJPBG/3dQSzAdX6mwMYAdX6dwSLA+z6uP/1BhX8EP+OBCv62AWX/sYAOP2NAiMDHPxLAI3/agW+9WoCegTB+nT/hwWJ+4r/6gdB+Jz/wAdF+Tb7sw3A8A4CCAwR8bkDpwMZ/TD+pwCSAJL+sAHP/8z8QQOV/oj9OwN1+6YCCwGE+hoF9P+E/Xn9tAS3/9n7QwYo+18De/8I/rwC0f6CA+n7nACqA4f85P5WAgAAcvyNBRj9Uv3vCHL3SQF/BRf84/3jBTb7WgAvCLXz8wlH+z0A3wLH+MQIMfddBtf9IvvxBaL+GvwBAgAA//ydBhL37gMkBMb69QFUAMD9TwTEASD4iwaPAib6FAAHBcn6cQEJAiX+TABDAEAF4PbjBcYCIPqLAfQA4f6YAHoEhfZLCAsCHvhNBvX+kPwzAv8CIPmABxT/o/oJB3z/I/iYBV4EufGWDV36JPpJCuv86/fUB0cCi/AqECb3//3FB4H5SQEgAnAA9vnEBf39nP2yAkb/SP4aAPIDtfyz/RgFCf7gAHv+MgGCAan/dgB1+18KtPnp/+4DSP7PAYv+WALb/W8EVPp7BD//gP0IA5/+pQFZ/EAHUvuB/rUF8P6i+1EFrf/k+28HtPllA80D3fr/AvAA9P28ApP/xf4PAFsEXPonAV8DZPmlBpL8Bv+fARwE8foHA4IADP1MBEH4SwhI+AIEgAEd/qwCv/xXBiH11AnB+279gQQ/+sIHpPimApADDftq/8kFHvvC/iUGPvgqA/wDV/p5AIQFzPwv/3oEv/6j/EwFWv0Y/fsEhf0g/vIDqgEw+TMG1f1e+9oCqQAZ/T3/WAn49gcDpwWH/I8AvwG1A/P0MQyy/4z0HAz0/GL61QVWBBv1TAnKAav2iQbwAVj34QEJCifwZAfwBOL39QHPA8H7VACCBRv2/gclAsr2uwVUBirz3wemAKv5lAjX+gQCZQBVAcj86AMQANj5PQeqAf/1nwZMBc3zeQd2/6D77gBLAhf/Xf1YBj/6twLjAHv8mALUAKf/Wv3uBcX+Mf7yAccB9f1M/pMFY/kiAVgGXPj4/u0H7Pqd+Y8JvP36+0ADRwKY/Qb8agfT+6P/cQOx+64BrwOx91gEjQOB9ZkI3ACM+nn/Gwrk9lb/mAnh830GjQMk+oQA8wcQ+hT/aAOv+i4CkAHB+7D+tAYx/G3+nQIoAh/7pwETA+D4MQWv/6n8Q/+zBNT+kPjbCCL+JPm2CRf68vsuCcH4pwGF/0IA6AK8+SgEPv2+AwP8Hv3RB579F/63//0Fbvtr/xgBVwCR/mEBowL6+isEwf9a/7j8pwMT/nD9nQIt/TYBBgLR/vT91AVw/C7/LgBjAzL/KPsSByr+LPyCA5gDPPkWAVQG2fnl/CMHIP30+6cFsP6X/AYC4f64/ZgCFfxrALMBhv6wANH/1P27AWwCJPsPA6oBQ/2dBPD+l/4gAuL8ZAHp/+v/YP73AGAAP//sA7P4gQSSAA36GAY0/tX77AGfA235pwBgBZ741/96Blf7bfxkBVT8af7xBRz+0Ps6BUQBUv2qAV3/AgEQ/3wBbP4x/iYD2v1Z/rT/6AL/+qv+rwNE/DcA+v8UAhf/UgH3AM3+XwDLAIIDWfzPAB0FF/9M/UwE/wAZ+RwDpANd+JX/GQSt+q//aQEr/yn9oP6iBCf+LgALAUsATwHj/U0BjwJM/ob8pgUt/Rf8DQP//Tj/7v+dAqz5JgNsAoz72gNk/uEBkAFe/qf/dQK3/zYBXQHK/TgEpQED/AgBFAQY/WP+oAHm/wQAhv7D/UYB1QDR+i7/FAJQ/mn+zP/e/Q0AWAPH+6j9sQRlAM/9MgHqAV8AQQEpANX9cwICA1P8iP+fBNz+f/2lAYX/K/8dADQAYv9rAMb/pf4sAXb/wADD/bv/BwOs/eUAtwBAAasBOv8pAJoBIwD0/OMBAAB3/rUAU/6g/1H/wv6R/mf/K/9t/7L/b/7M/zcAsv+P/qwA5v/w/mgB+v+pALsAk//MADABiv9s/qUBYQFg/mD/IgEdAC3+t//6////z/3I/w4ChP2T/0kBNP7//QAA6//z//j+WgGtAML+2ABqAHz/Bv9aAdf/oAHEAAT/WAL1AYz+6P6jAjf/TP//ADcAZf/gAFYAXP3p/6P/BP9g/mL/6/9L/XAAmP9Y/jcAsP62/pH+Pf/m/TL9lf+D/nv+rf8v/wr/+/7h/rT+Kf+t/9n+9v7JAKP/PP4B/23+1P5I/iD+B/8J/iX+AAB3/sf97P42/oT/yv7u/cX+Yv9C/+z+qf4j/xf/Mv/f/7f/jAF0AC4A9QFTAqMAvQBAAmMBJQJuAXcB+gG4AnMC3AHwAgIDqQLzArkEJwNYA3wD8QOjBTUDpAMJBAIEJQSvA54COQJfA64CGgIBAg8CWgFGAQ4BwADU/ov+SP+I/aT9xfvg+/b6uvkM+jr4HPcQ9kH2wvRS9NTy2PHa8MTuBu9W77jw/vKF9g73VPqr+/z+DgLP/acBVAPwBCYHyAZhCRQK9QkZC34JDgfOB8IEbgaQBnQD0gN7AkQDcgEH/0H9hP3a/Yr9nP2s/TT/D/8uAIr/1/9AACEAuQFEA00EVQPfBEoGEQYaBfAEKwSiBGUFSwPjA8ADTgOoAl0BWgEPADf/av+9/mD/cf+t/bH+Wv+B/hP+Kv6G/uf+bf/P/+v/bgBBAfAApgBaAAgBtQDaACIBdABKAbAA/ACcAA8A3P9X/5z/rP8AAD//wf8AAOL/yP9l/5n/AAAaADgAGAHYAHgBMgHoAAACSgGmAOwA8AF2AlQBbgHtAQ4CZwK5AYABnAElAngBfAGSAkEBzwABAjwC0gFVAZIAeAHmAeYBwQC0/5gCHQIsABsBNQGWAIQAAAAAAAAA9f4v/wb+Mv/1/iz8nv22/b/8k/uy+iz7BPu6+e35avmo+aT6cPgg+lP65vj4+c750fq3+gz69Ptf/Nz8vf5k/vT/eAHWAcICNQM/BKkE0QRlBa4GmgZmBrwG9QYVBzkG8QVzBYQFVAUDBX4EZgTlBOEDnwPGA8MDRANpA40DMANAA/sCsgJYAp0CDwKQAWkBbgE0AIH/rP/p/fv8LPsB+vj4nffB9uj1bfXb9DH0JvP/87fxs/Az8fPw6/DJ637v8vlc/y//zPsRAjAL8Qg0BCEFCwmSDJMLjg38DxQMPgsEChAIhQalAXf+vf8VAp4AYfsI+Tz7Ovrw9/L2K/ft+U38PP7X/6cBqAI3A+8E0wa6BywIZAk5C9oMLQwSCjQI+AfmBhEEcAKkAZYANP8Z/r/8PPsi+XD4jviq+MH4Qfmj+lj8f/3Y/s8B+gGhBbgGhQh4DLUKiQxbC7wL0Aw3CtQIzAjdB/4G3wS7AdQCzv6U/UP9g/vn+y760vqU+3j8qPsG/BX9B/+9/43/VQFEAfoB0AIhA48A0f8u/wX9Dfsg+hf6x/ac9EX0q/YJ9GrvVO6c7ovwN/Cb8MXyp/bS+if+P/6s/9IBqQJxBrgIzQlaCtULgg2eDbML1wiFBjIFLAX4AgcBXf/A/fb86fvf+cD3tffi98b4gfpc/Dj9U/7BAJ4CkAMwBIQFrQabCBAKIArvCU0JwAi/B0AGPwSUAkoBMgAG/6f9SPxx+rr5fvkM+df4O/lD+m/7+/wt/j//KQCIAdQC/QPkBIcFUga5BgkHYQbdBYAEtgOSArQBEAC3/9gBRgFxAVH9pP13AQgBdP/E+x7/PgRxA1gBXwIwBPwFRwQLBGYGXgSVBPUETQY+Bk8DFAJRAggDKAJd/9T90f/B/7D+G/1y/G388Pon+3D6evlm+Xz3Tves9xv1VvTd8ovzI/QJ8nPy/PCV8DPyifRV+Bn70/uc/gACaQOcA70CZAWhB9II8AmxCSEK2QkICKcFzQP6AW4Auf5v/jH+6/wO/Jv6Xfp8+nT6h/pa+7L9HQC7Af8CTQQmBQcGXQb3Bp0HwgcMCP4H3QfYBvUEDwNxAQYA7f6s/Xj8DvzF+6L7Hvu3+tr6LPsS/Df9d/7P/xgBWwKLA0gEtwTvBA8FbgWNBXMFyAT1AzoDNwIOAaz/XP5m/bj8P/zb+4L7dPt/+6v7Ofy4/Hr9Nv5G/5IAsAF7Ah4DuQM/BI8EdQR6BBkE7gNaA9oCBAIfARgAN/97/pn9TP1k/Nz8ovtQAv4HKwSv/7X8nwZ3CREBdgAUBiEKaQiYBXwIAgipAIACRwRxAxEC7P5wAKMCfQMNAIL76fvI/wr/Ff2u/iEAmQD5/9oADgG0/5z9of39/1oAov5T/HX7QPuI+ff1UvOb88X0ofLT7r3vq/Io8b/sQ+ws8hz32fdH+Qz+6AMoBV8DmgTgByUJhwhqCXENPw/dC68I+QeAB7MDfv4M/QL+af20+/z61/r8+Zj4nviD+VT65/te/h8BiwPPBVsHkgdWBwwIUAmOCc8IvghHCccICQeUBGcCggBs/q/8wft0+xn7Xfov+tr6IvvX+uX6Jfww/s//OQHZAlIEaAUHBmgGegYqBvYFwQVkBdYE/QO9AhYBqf+V/jj9z/vr+r369Prr+hj7Xvvk+3D8O/0Z/in/QwAEAhAEswTJCDUKqQl1CTEHwgvhCxAI+AeFBvQHXAfrApoC1AAc/lz/Cv0M/ZT9LPtu/d7+3v7K/tv9uP9sArMBOQKnA9oDUAUEBewEogTCAq4BHwH9/wj+uPvg+GH24fMz8bju0+zw6ufn8OOc4ZHgiN3K3bfnA/o+BE/+oPrIBBYSlBANBZoEjhCnGRwaoRfEF2kWig0UBtYE1AI2+4XzQ/UB/Fn8K/V87h/tyu+d8dLxTPOB95/+GAYQCwAMGwuWCgsLFQ3xD14R9g+UDhAQkhGZDTUFK/6R+2T7pvnp9oX1m/Uf9mn2H/Y/9dfzvPME9yn8cACPAhoEBgc/CrEL9wpcCZ8IfgndCjkLwAlsB1EFUQPjALD9ZPrF93/23vbt90j4m/cI98z3KPn++aT6xfs7/oYBcgSFBpQHBAhDCEsIJwisB8IGGwbjBZwFowSUAhgA4P0M/H/6JPkk+L33EPja+Iz56Pka+oT6Yfue/BH+kP8wAQQDxAT9BW4GWAYRBq8FNwXCBDwEoQPIAgsCIgHI/xz+g/yD+9L6a/og+nv6w/pv+9D7ZPzr/KL9MgNcBxsGQgJ5A6QKfAsHBfkCfgmYDNcIcAX1Bk0HowLm/48AkAHc/iL8Cv0dAOb/APtP+V/81/3t+8H7Fv7YAI8AdgCaAusCAAKTAKcBBgSlA+0B7QHFAvsCVAEy/73+wP3w/JD85/tv+0L6Y/nv+Ur5AvjF9tL2aPgB+KT3dveb+M75R/le+Wn51Pl8+oT61frb+6L7WPwv/Yj9lf4t/uT+FACEAHQB9QFnAvIDqQQ8BSgGXQZRB1wHkgeCCK8IigiLCOYIQgkCCTQI8QedB1wH7wZSBukFlgU8BakEjwQRBGUD8wKyAq4CXAK4AVUBjAFkAf0AngCk/73+z/2b/JH7ufkq+EX3PPXz8mfxl+957irsvOq96r/n9+Yk5oPkSeIX5efz7fzs+mj4JABzDYkLiwHoAz8Mvg8ZEBkTWBqkF68R6xIbEkIOWwb//wIDuQYRBJn/9Pwi/k78BPck9hX1m/O/9Cn40fwV/7D+TP9JAbUDYQQEA9gDZgbtCTYMZQyoDCsM7gqaCT4IrQYLBO0B+ALoA7UCfgCu/kz+/PwI+wH6Mfnx+Nj5T/vF/EH9Pf3k/V7+Ff8//xv/0v8bAbwCwAMJBAkEKATEA4ADlQJbApABwgFqBE8DSwJEAi4EhAWaAUIA6wI3A3IBLwGNAgkExwEJAhkEuAIwAqsBHQIYA1MCNQGRAd4BswFGAGX/TABt/2z+l/5n//X+4P3M/WD+P/4y/RX9iv3K/ev8svzZ/D/89vo1+ln6L/oZ+fv3jvg4+PD3Eve+9ST26vS580/z9/Mr9zX4kPfn98754vzk+zP5PPuQ/XD9HP5UAHQDRgO4AnMFWAZuBVYEFgRqBTkGsgVcBc4FfQb2BcsE0ARvBHkDlQLIArADSwOUAo0CDQMnA1YCnAGIAXIBYQFpAXgB1gGzAXcBpQGzAYIBywBQAKwAAgHBAJgAugD0AOUAjQCZAJgAIQDr/ykAZABGACMAQgBuAIIAXAAYAP3//f///+X/7v/5//b/6f/0//b/5v+y/3T/pP+t/4j/e/+e/6T/z//L/7L/5f/D/+v/5v/2/xoACQAoAEYAZABaAGAAWgBgAFoARgA3ACMALAAPABoAAQDr////3P/V/8j/1//I/5n/0f/5/wQA4v/g/zcAQgAYAEMAeQCCAHkAtQAIAdgAxAALAR8BCAEEAegA/wAWAeUAyQDJAM8AkwBkAIQAcwAeAAoACgAGAOv/uP/G/8P/t/+E/43/nP95/1z/Rv9//1H/Gv9M/1r/SP8v/zr/Sf9J/yn/NP9X/zT/Lv84/2D/P/8o/13/Rv9c/2v/Ov9a/3n/Yv9l/2D/cf9l/23/dv9t/3b/Vv9x/2L/Zf9n/1f/a/9l/3D/Xf9t/3b/e/9q/3v/mf+Z/6f/p//I/8D/2v/P/9X/8//p//T/6/////b/BAABAP//+v8AAP//CQD0/wYA9v/0/woAAQAYAO7/NwDw/0sAAABkAC4ASAA4AEIAWgAEALIA2v82AZn/pwHY/kgEmQZ1+wcDcALr+vH8zwMBADj/aAUYAqABCAGPAAD/vf5M/9//hwDYAKABIQHuACQA5v9g/13/dv/f/0AAVgCjAGoAQwDm/7L/j/9i/6D/FQAaACgAdAA9ANH/1f/S/3z/sv/S/wQAAAAJAC4A6f/l/9X/0f+p/7L/vf/A/9r/4v/g/+L/yP+9/8z/t//L/8P/z//P/+D/1f/l/wAA5v/5//P/CgDz//D/EAAEAAAAFQAjAAYADQAaABAADwAUAB4AJAANACQAKQAUAB4AHQAdABgAFQAeABoAAAAQABQA+f8AAAQAAAD5/xAADwD5/wkACQD0/wAAAADr/wAADwAAAA0AJAD9////KADw//P/IQABAP3/HgAeAAYACQANAAQA9v///wEA//8EAAoABgAJAAQABgAAAPr/CQAAAPT/AAABAP//AQAVAAYAAAAVAAkA//8PAA8AAQAQABQABgAGAAoADwAGAAoACQAGAAoACgAKAAEABgAJAAAAAQAEAAAACgAJAAEACgANAAEAAAABAAAA//8BAAEA/f8AAAAA9v////3/8P/0//b/8////wAA/f/6/wAA///9/wAAAAAAAAAABAAAAAAAAQABAAAAAAAAAPr/AAD9//r////9//r/9v/z//T/9v/z//P/8//0//T/8//z//P/8P/z//T/7v/0//b/8P/0//b/8//z//n/8P/u//P/8P/u/+7/8//r//P/7v/m/+L//f/m//P/6//g//T/6f8AANz/AADX/wkA2v8JAO7/BAAAAPb/WgC7/3UEcAJ2/QAAVACT//n/FQBa/xAA4v+Y//n/p//D/7j/yP+k/8P/r/+t/5D/r//M/8P/5v/f//n//f/0/+7/+f/6//b/9P/6/wAA8//g//r/IQAKAOL/6f/z/+v/8//z//D/4v/p/+v/2v/f/9z/2v/V/9z/3P/L/8P/wf+9/8//y/+9/9L/yP/R/+D/4v/g/9r/1//r/+v/4v/9//3///8AAAQADQAEAAQADwAQAAoAAAAQAA8A/f8QABQACQAEAAQADQAGAA0ADQD2/xoAAAABABQA9v8aAPn/AAAPAP//AAAGABQA+v8QACkA9v8YABgABgA8AAAAGgApAP3/LgAsAAoAMgAaAAYANwAQABgAIQAKADIAAQAAAFAAAAD0/ygADQAsAAYACgAJABgA//8UAEAA5f8PACwAIwDa/0MADQDm/3MAp/9QADwA1f88ANf/NwAGAN//DQD0/xUA9P8KAAAAtP90AMH/+f8pAKz/WgCy/w0AIwDS//b/FADf/+7/DwDi//r/1f8oAOb/u/8JAP3/w/8sANr/vf88AAoAu/8xAM//4P8eAIH/cwCj/wYAGACY/wEADwD6/6P/VADA/x0A5f9WADEAr/9AAEAAugBfAIsB1ADOBX4HpAH3ASUBG/8b/4QAy//I//D/AP/A/9z/1f/p/z0A1//V/wAAdP/N/m3/DP9w//P/e/+CAPr/IQCCAKP/fwB+AJ7/SwCpAOn/+v8HAfT/wQCYACX+tPt0/bcCLAL3Aa0A2v9BAS4AHgD6/zT/7P4n/vz8eQDGArb93gFUBxsDCwKAASn/Gv90ARQAXf+j/9f6E/55AHz/7gL9/3n/5f8Y/cL+jf9P/u3+lAEKANT+CgCT/9n+XP1hAUkBbf/5Aob+yv2fAUIAZ/6NAMwCRP6G/v3/d/4lAkgAdP9HAo//bv30/TMCqf+k/yUCWP6B/6392f63AIUBigBe/mcA8fxI/mkDYACI/hgCWv/r/IP+aAGWAPT9NwLN/h3+6AMYAUz/nAOp/0D8SQF2/+H+CAGNALf/CP4lAcgB0/wHAzT/Bf3bBA78pf63ArD+Lf6lAfT/f/3cAtH/Vf1CAsD/BvxWBD//zPymAnz/of00Ah0CSPyj/5UC0f/r/D4DF/6N/wkEz/s9AnQAzPxTAhwBgfz8ABgDdPtcAA0Ds/09/wYA/wC0/73+ZQDIASL+F//SAS3+uP92ACX+0gFx/9j75QWO/YD8jQWB/yb8sgJGAY77UALoAAAAA/6sAv//6PzwBHb90fzSASUCYv3X/2sA0QBLAPb8zwMF/WgD//+0+8ICsADs/mX9AAcu+tH/ZAXO/E/+lgAvBvj3nACIBWD5PQIGBP77wf/oA+D7jQAJAvH8lwGYAJz/Y/6y/4MCEwFk/EABsQKo+0gCcwCZ/VsEdv+y/LkDkv5fAHUCEPswBJL+JAB2AMr98QMq/YkC0PusAskAP/4sAQT9cwKc/cz/TQKjAOX6+wZ8/Pr/FgFe/K4G1PcqBkL/p/tZBzL/X/xWBMT+vPugBsf9Nv5WAA8C0P15/4YCOfwTAcgBdPsxALwE1/pRAPYEiPvo/jkER/sVAnMAZ/zHBMP8tPwiBwr7Mv8NBoH3tQVc/2j8vQTg/wH6awZE/Cr9swgX9RoJq/s2Abj/I/0mBW33DArX95UCmwO6+o0HhPgzBDIAV/1rAMz/uQPa+LcHnP7a+C4HjwBS/cb/qQRq+UkGe/+O+CYKZPmKAjL/MAFR/33++QRQ+9EHe/oVAOoCZf2uAfgCs/06/24D+/zY/pQCCQL39YUNQft4+UsKXPgbA+D9kwBRArD+rP+fBH/6WgEWBhj3EwP/AuP76P6cBcH9d/5SAa8Df/o2AU0E5PjYCk718ALoCO7wYQyB/gH4FAlM+7gBtAGg/G4D6/2f/sIBOP/5/70AQgDP/ZQEEfyD/oYLrvFpCKECbfV8C8z4TASEAtD5bAOc/Q0AJAB8AV4BKf3pA1z6fQP2/kQCzPuh/RwM5vHACI3/4wD1+IEKiAAO7ZEbaO4+/U4P8fIcATkJ2fT1AaUI7PngAB8BMwyK+iwIbwne+yMFyv6x/m0FEP/I9zwCzP2s/bj61gYZ+PD+nwZZ+e4CwvwHA4D48QV6/S378QV4+TIDPgYi94QCrAiW9bMJd/ioAhoCCvsvCMXyaA9t9ej8wAho+CUC8PdxDWjycwpGEPv3Vg6FCDr/nPl4ETLwdAG8B970xgWt88UCXPQdB4H1hP+JBnjy6glm+aAFI/I8DDP5xfTEFRnzj/69BC8KH/NuA9kMzu0zDEoGufH9BSUEzPtJA4HyrAosB6TfkB/O92/pESDr6jkB8gP/+LwIIfqa/DACvgGI/jcCLfskAI8FdPkv/0YFrvZICar6sfdBFgjp1f/QFTLpkAb6DyXsuQZqBwj5twBT/NAHuPYvCD/5YgIPB/PyCw769qUD+gGcA3fzJAh5B3nwmQbE/jwEOvg/Clz0bgELC2T0uwVKAQr4OhGm91Hy4ByE44gOy/+q84sYs+9//dcKlf6p76MdQ+iX+zQbquT9EFf6Hfk/DFT8YPkQCN361P7XCBf0NAmB/BsBxATJ9ZoBcQ1K+RT0KQ3qBKXzMgE8Ds3s7w5M+571nBdZ43UUWfxt8FwWwPD7Ah8EnAE6+IkGD//p9pIP3O+6CdILeePLGST/E+fYJJL0bAJZEzj43glbBlv7+P79Dtrt/gb9ChHqrgk5/hL43gni+Sz1+gsi/OHu1gl3AzftKAqeB1Pq0BDqAaHt8Q/ABYTv/A23CULtkQj7Anz4Cv2UAoD8uQgd/gDx9hSt+z3y3gPTBtX7v/w2B2v4Vf6VBOb1sfsaBQwD9PgI/cUOmPnoAJv8OvdwBL4G+vY5AbMQ/u14ByQAwfvG/R79zwMc+y8Q6vKyAK4Rd+pRBfsEi+z+C038oPkEAQsGPQVg+cwI5fwEAL0E/QMi/Gf/lQQZ/aD/1AS29h8CkAgi8nsPbfyz8VATIgFp5XQSTAlL5ugPrP8E/ZQCPfzkB4/8Kf3oAp0CewKJ+WsLaQO39CkFYQbu/3PzuQsd/uD6WAgi+XUCXv7n+3T9agJ0AJf5jQDkBAn+8v1d/74Bf/2kA4r8RgFHCcz2MgBsB1sELvTlDUP6FPfkEdv2k/9AAHULjvG4/FMTtPcq87cHvg1f62gHmRJI6MsCGx+F4WX/0Bps5QkCFRC79uX8TQfY+5b6iQajBWnujQeZDdfwsgJxClL2V/9BDIXuiwluCpLv5AQZDOD2YP4cEzHvSQG8CGQBR/vP+ygObfLRAAQKnfe39CYRMfwj8sUQ3P8l76IORAhR6x8OnP6ZAEL/pAHNA5v6xwQ6+CoGVPpf/E0HA/zp+MkKzP9k9CcQzPdw/e0M4fiD/C4CQAOU+3UEGAC091YJGwZv8XcDRhLf7H7+pRP77lQB5Q2h6LkGdA628VEDGgC5BLr5JAApD3vxAADzDNH1PAT5/+v3FxNg67cEawYg+PMK7OzMCx8CJven/RYQL/h2+N4SKvhUAPcBYv8i+7wLjvtS+4sE6gKn+FcGJgd55pUXagTY59cMiwmS7RQChQhp9gsCov5YA3b6tgPNDYLnvgX0FbfoQAF3DWP5Lf0RAoT9KfjACIH/PPGhBTcMR/HJ94USovYI/J8E5vpGA7MBRQXl9LQBexTY6TT8Ih/r6tr4jhXb8Uj4vRHv9AX2OBBI+Kn6cwLX/Y/+IQDc+hgGLgDo8OsS+wLC7M8KoQdD880EVAUK87EJnQbO8HANhAAq9E0LSP0c+SQLUAAs8HoNWP5e/q7+jPlzDyf0Ef5ADcwCePy5AeQL2wT389IGkAPF+7AFo/r5BS//SvlG/6UBl/7k+Zf+1QX68+wDnQeA6W0FAAsh8ywBAAz2+T0C3wIX/0r5MQwC/h/tFxtT/FLuIQ+EAAv0FRD49hP2/BEB/Cj0sAULC3buAQBABlX+Evo7+y8Gzf4M918ACQxg8WMBIgxa9a7+cwrb/Y33cwcsAAz8/QCl/twBa/vV/9AE//xG/2D56gchA/PwfA0eADz2iwtlABP7agcAAKMAGAYb+oIG2Ab48Yj93hKe83f4zBBQ+3n3Ege0AW/28Qpe+0gAtwed+ywF1/+0+xECRAih9cgBqQr498//UgY9/Xj+YAMb/7b9+wa9AP34/AkfAiT6uQQsAf77IQCk/V3/TP4P/eD/nfshAxH++vg1AbMDqfyG99YJcQMb8bkE9Qmz+Br8ywdT/9z6UgTHAUz6ZQBaABsBe/yx+3sJhPpM+6gHhP+E+E8DGwMa+lEChQEg/rr8bAMn/mL83gMk/Rb+RgO7AdH81AARApP9hQHhASv/MAEcAw4C2/1HBLgBl/xCAjsDJAC0++MDugAn+3YAcgFw+u79ZAHG+icBs/1y/AwDf/0/+l4GDgGg+gwD6AXAALj7hASrAen/zwBtBQAAXf99BsP8OAA9AN8ATvxE/tYCnP2L/rf/CAHX+F3/lASI+zj7kQPEAWD4PgMbAyz3QwCPBIr4gP2zBMz/N/0e/z8EG/9G/1D+J/7qAfP//f8l/tQDFQBw/V0DHQKP/4X/XAIlAlH/CwHKAbT8IgGdAsH/4v5IAmgBZ/7NAdgAyQD7/mUCuP80/mwDHv+5/t8AxP6k/6EAdP2P/kYAMf6z/bj9UP59/vP/rv59+9H+2f4w/jT9RgBk/rH7BAKD/sn8Z/7w/i37HPy//gr7ivqy+vj8Dfoo+Z76EvpW+ST60vpU9+X8pfv9+Mj8tPrZ/FL74Puz/TH82/22/fT8fP8BAJn9NP9F/vkAy/8VAGwEWwIzBLcFVwZJBoIIZgarB6MJQgkRCUMIkwsZCeQJAAkJCdcIlgjFCf4HBgdfCA4J8wVACAUGTwZABewEVAaYAw8FwwMGBAQDwwPeAY0AkQGHAC7/Hv0V/a36WPw9+hP58fWz87z2mPKX8nfxpvCu7Brt8uy46EbpROR04s/hWeCF3aTfjdkX2PzXht6q85XwovH/8/j8uArvCF0BKggbD84MzRZXFA0cPRUQCooWtRV4DHMH0AecBTUKpgeGBsj/c/wWAzL9af3p/0YAgfqCAU4IAgYMBMcB2AaRCOoJhAngC70JLwuDDFMK3QwmB1AFtwduCOwIAwcUAoIFpgcDCtsNdAm2C5IM3QwQDTEOzAtsCCELrw2UDp8L3QvQCYAJKAqmCVQGbATdBXMFnwa0BGME5QDBAOMBf/9X/578lvqU+5786fpR+A31bPa69HjywvTF8Unu8+ro6HTnoOO23QfaddjH2AvVJct9yQrBa7z0w+7W7PWr+V/3jQKNEckeLRgUCgoQ6hu9HvskRSXqKHogww+gEXMP4QPF96fyZPff/3b98/ei8+nxyfUq84n0Dve/+Xf+7gVLEe0VlhRSELQRNBcyGWYVuBKcE98TexQXEVINUgZa/3H91vwl/BP5b/YE9k/5R/vp+6/68fiw+7b+KgM5B7kI+AsND7IUBCGBIBQZGRfvE4QXYRU/DLMIBgfwBnoG6gJAAnv+R/fZ+4YBsAFkAHQA8ASYCfoKMgpiCG8HdAlmCRELIQoLBncEJADp/WD4Nu2h6TnnuOMl5a7eUNuj2D3MnM1YycHAsr51sC2v3b4YyiramvygFrki7iMoIJUvQTFdImMY1BcXI5UrdCHVGOYZEQZg9ADv2unC41HcNt1E5+Pu3+9f88vvUu+h9x3+4AYWEKsY0SOmLwUzRTKPLNghoBmXE+oQBw2sBXAAmADK/Sb3pvAH6Y3k/uNW5qPrtvFa9kP9xwR8CoMOTA5+DpwQEROJFbAXaRa7FZoWoRF+DioJiQQvBv4C4QEAAsb/FQAg/639ef8G/2D/qgPzBbEJAwzVC/YMmw0xDQINcwyzC3IMLwuaCVoIyQVEAxMBIv4Q/c78zvn790f2SfM571jq7+by5oTlueAd25nXjdSs1MbPwcYlyUrE6cgY1NjdQ+71/pEaeiVJH30YeRyHJEYhaxTLDLsVzRpMF5gJQgWg/sTrTOR95Y3mHuIE40Dph/KL+Fr/twRPA8YHihFcHu8kxSXUJaYoFineISgZ0Q8sB5H+pPoM+pv3hvHC7Nzse+yP6xfrU+yx70H2Z/9kCY0QhRQXGDYaxBrtGC8VohD8DPgJaAijBZgCw/+K+vX4HvZW8oHyzvSB+QsBTAkZDsIQvREUE7wTpBK5ETkQig+JENsQqg2gClgGLwFR/z/+Qf5Q/nb/5gGiBF0GIQblBDkCsABn/9n+O/6j+q34ivWT8d/vFulE4trcFdmX0czHD8fiwn/BoL2AvgTPjt2R5bXoQAOoJ4k35i5gIZAphzLLKk4ZZA/lDf8NVAUp/YL7Fu6m3gzX+tda2RHbBOHn6vL00f/REkcgxiG7Hhki8yoRL+wpMCLTH+UcCxZvDCYDuPiL7MzjueIh5K7iiuOL5/DtX/Xw/GEEPAo2DrwTHxstIOEgph5XHNEZjRUODjgG6/2/9p3vs+zx67TnvehE6hLuuvR0/VkFrAjrDV0UrxuTIe4jjyLJH2ocPBgdEyQNCgUQ/XH6yvlb+UP4GPd3+G793gFtBX0Iegm3DEwQkBInE5YP1ApFBywDj/9T+Tfyve3G66To++Qr41vbgtcN0MjHh8RZvQm/BsJKxlrQR9t25UfteAGHKA1ENEJ2LRwfdimALrAcRATS+Nf9CAHL+dDzwu1v3bLRu9IH2hvh9ucx8uD/3w4NH4ou6zA5J1ofRSHhJ8kmExx4EyYSyw6qBV75I+3v4XbZotgZ3xbnoe3g9Vn+4wUFDmAT+RR4FK8U7BhyH+EiSyAvGa8Rbwn//7r1ruwk5rniPeTa6JDuSvIK9kn4Rfyg/xQHqRK0GdogWyAhIocjIyF6G6kR3gncBFgELgA5/sn6HvgK+A752vre+x7/WAKwCIUNVxLtE38S4RHdEY0QdQymCd8E1QCZ/XT5//Vf8Bbsrui65yXncuMl4DLaW9uF0nDJeMRyvQfF8ceM1FDdkeWv7jH84iOCP+FBYytMGg8epycUHm8HP/lD9Vn+ePzv9vvu/+DK09HTA95r5qrw5Pc0BJMQsR4BLYgxhidaGtIZ+x/TJDUdPxHJCtsGYP8r9eXq3OB52qTZGuMj8PX4jP5EBEgJNg6lExMXGRhEFicXMRykHxIcOhJCB+/9b/b67qfpHOcs5rPn0uw29Fv5u/tK/OD/AwWACWwQdBiVILMkRCRwHmUVWhBBC/QCjPzn+UH+LwHc/v/9e/w6/OP7IP2WAfIIgQ/bEh0W1xcjF04RGwvFB9gFTQS9ArkBLgB9/kz54POc8NPs9OsR6o3oQef25Trjzt6F15/JXMUpwovEYMXHxfjT5ePs8cH9NCDJO09A9i0DGPofwCqQIRQGVfid+68Fhf9k8rfr+90U1KPTNt3k5Aju0PZGBToU9h0AKqguRSjnG3UZqSAxKAIgdg9fCO4FhP9U8nnmvd5Q20TbLeRX8ab5ov4jA1YJjw8KFTwYOxobGSUYTRtLHuEaPA+GAnj6mfX77qnoauZ55n7oquyO8wf6Vf2D/qsB0AebDbsSIhWnFyUWkRtjIZoahhOMBfL+VAHg/2H7dPjh+GP+xARvBJ0GZgTWATAGfQy0D/gQoA+lDXoQ/w+VDdYH8gEaAEACggPIAXv/APsx+Q/4+vVA8wDvJeph58LlpeQ74hXcWtDPyjzKQMgpyhfEE8k31G/i6/D4/fEjnUEZQ8IszRq2IdAsiB/0ACbyXvfABRgAlvDl5gPeH9VU1L3cF+UE8Fv5wgc9FzUkbC7iMMonABuEGecg7iZIHOEJHwKhAzr/AvGx4nbbWdt03ZjlF/Lv+zYBJAbDDIEURhpEGzUa2xdaFz0aphyZF84KMf5292r0Ie7R5szjw+VE6TruePWm/PwA9QE8BR4LwxEHFFEVBRVuFfwUjhXDG7ATTAuSAOf5JP/M/HH4gfUl9+n92gW1BXsHtQrXDEEQ8BFZEx4SahGSDggOogsACaYFEAAx/gEAawCG/In7IPo7+d33cfUq81bvH+y76cjnIOXl4TjalM4JzJPKfcgsxvi/4Mhp2HTn5vH3CukzwkmWP8ofthhhKvsvuhRV9DHw+wL6Ci35Zurr4GfZWNMQ1b/dE+lD89T9TA7CG1EoQzA8L1sjbxh2GysoAimMFNQCCwE+BKT69uct2/rZr9yM4AbqePUO/gYC2Aa8DhUXCxsBHIkbtBkhGg0dUx1PEzUDsff89GXyCes25HzjoOew6zfwPPbg/Jz/rgFeBgYP+BXKF+cWiRUTFRETMxAYCkcE5fzKA3cLOgOW+n304PqxAvEDvf8YAS0JVRL2E4cPOBKIDv8IBQmZDZQMWggeBbUDCwd+BxoE6/zV+qT98wAJAMr+Ovzx9xf3NPXX8tLrGOST30jjiOSQ2lLQlclMytjO/cZFv8LJ3tid6HHz9hFuPwZO4TmsHJgZLyx6L1AODe457+QESgzp+kvor9tH1YvTRdgK3sLnivUjAwwR5x1+Kmsxri2KHkEVnBw7KpQn1xGaAUICfgR8+FnlTNgB1+fb0uI+7Eb25v0sA08Ijg4iFVwZAhtlGqAYvhrLHv8b4BUDB4n0C/F385PtIeJv4Jrnje218mT1vvgg/+wBEQR1CxIU1xcvFwgWuxU1FD4QswhC/7b5SvQ6+v4JWQ5eBOH2UPQy//MMhQip/Lj8ugn0GXsbxhJYC7IH1AcJDtAQ/A2aCZED6QPSCtkLTwGO9t/yVPqvA2UDw/3t9gP1DPj0+OfyaOvN4qXgneif52vfsdMCy4vO1tDXx/TAx8O+0vLkWPGQELg1CUadN5EYlxNrK+QzzBWJ8R/tuQvCHZsKKeuM2WrbRt8k2hXVsN2+7G77KAaoEEgghSvOJlcXHBE/G54rECy/GrwMgg3bEisMkPal4CzZh9xq4yDowurA70X3UP6sA64HHgvqDlEQchEEF28gcSY/ItUVnApdBoIDuPuu75nmEObp6yXx/vFW8NDvbfIt9vb5hv7uA8IJfg7XEn8X9BpKGbISKwq3BHsEswQjA2oAzQPRBzYHFALK+a/6tQCbA7kDRgNvB3IRdRQ4EN0Mogm1CkQLWggBCEgJQwibB0YFdgIYAm/+r/rR+lP8E/5P/vD6Vfj99jv0PPJP7vvo2OaI573oHuZI3pnViNKL0iHP0cmXxhDO7Nz364sBDhqxKnMpGRhdEDIdcyrAIzkJjPl8C6omRyq8EJbxM+o39Dr1Fuff1lnWQuZC9Hb6Hv9bBNgI1AeLA4sGFBGPGUYaTRYcGBkijShhImASJgOo/ez+RP4O+Zfy1u828nH2hfhs9ubwG+xs7FHye/qWALMDmQbBCx4SFxZGFbMQnwvxCC0JnAphCyYKEge+A14Bvf8F/bX3PPE87d3tPfKT9lz4yvjk+cX87v90AT4BkgD0ALADSwirEGgaix0iGr8RbQ0wESUUyRFqB+v9xAB7CfENRwlw/Nv0FPf//EAB8fwU9uz1JvwWBs8KGgUe/Rf6O/75BIkEcf3S9vD1RPz9//v8vfVf7+fugfL59AXxZupb5NHlJ+vc7KHpXOMa45znpu9A9wj7EvwK+776gf7qBPoIZQcIARX/PAWVDzQW+RL6CjsG3QdbDLcMmQam/qP6k/3WBMcJ/whxA//9iP2qAdgFFwVd/1f6nPu8AsUJpgpqBQ8A0f8kBPEHzAYjAnT+3P4nA2EHLAgUBcAAv/4PAKECLQPUAMH9BP1r/+sCcATUAvD/IP6D/igALwGsAF3/sf67/9wBpAOcA78BuP/Z/pn/6AA1ASQACv8Q/0sAuQHPAXQArv6h/eD9zf5x/3D/Cv/4/sH/4ACAARwBAQAv/0j/HgDjAA4B8AAOAXwB8AH6AZEB8wCNAHAAywCXAeYBBgL9ASAClQJWArgBBAGtAGMBPQK4AlgDxgMcBP0DjQO5A68DlgMmA4oChAOpBOwELgSsAsgBKQKxAmwCAQLpAAQAAADsAIsBYADZ/vb8rfub/Bz+Cf6//Kf6tvnU+Zj5APmz9t/0zvQ69YX1l/QK84PyrPJR8pnxjfCo71XvOvBX8074/Pxj/vb8U/wg//UDiQaPBGQBuQGoBvgMng/HDRcKrAesB24InQd1BIcAd/7i/3QDQwacBewBkf4d/jwA2AGPAMD96PyZ/+EDKAZABR4D7AFbAjoDLAP3AbsArQAdAskDXARRAzIBtP9O/4//P/8X/mb9Nv4pAJoBRAHX//v+OP/l/9r/B/+a/mv/LAGjAhMDsgL6AYIByAGSAh4D4AILAtkBGwOfBAIGIQYjBVIEDQO1AgcDaAPNAyEDnQKAA70ErwVkBekDNwMbA3wDswN8A5gDmANjAz4D/wKJAtYB+QCSAHQA4wBBAS8BIQDY/gz+yPx4+475iPjn92/2CfWe86TyR/FN73ntBOv750PmyOVI5uflWuRH5NblSevU9AAAWgh5CF0DMAGFBhMQxhSXECgKzQmHEQQauxpTE2wJ+AINAdwARv/b+yD4k/ZV+Jz7hP0M/Pr4ePck+YH8FP92APgC+AeZDT4QYA4wC2IKUAykDZALeAcJBd8FCAg6CKUEDP84+iT4f/gX+XT4DPe29uH4nvxC/yv/cP3n/Oj+DgIaBIQE+QTqBqMJ6Ap3CV4G3gP7AtoC+gEEABz+SP2k/RH+Rv0Q+5v4fvdm+Ff6xftn/BX9Cv8pAigFvAZIB9AH4QgFC8sM6A3JDWoMMwvCCbAIRQdQBXEDWwIUAtIBCwE//9f9Hv1d/cb9UP4g/54AdwMyBfkF4wVLBXAFOwauBggGIQXyA7gCQQHO/sz7uPgO9gP0VPLH8Fjv4O3l6x7poOU24oXfXt5Z3mnf4uDp4Tbi0uJa6Zr30QmZFVkT1AkABdkLOBeAG2cWChBSEMUVORnMFRoOiQaHAKr6wvSS8NDvAPL19E73ZPcx9dry0vMD+WL/eQIYAhID/AiKEkIZyhh6EyUPpg64D5EO9woQCDYH6gZ1BH//IPqI9vn0PvQB8zDxh/CB8jf3WPxD/yD/8v3N/ksCkQbyCIMJVAp4DJkOkQ4rDCUJ+gZLBfkCpP98/OD60vr6+gb63/eZ9Yj07fRm9vz3W/ng+jf9QwAIA80ErwXCBggIHwkQCZQILAg0CdQM1xEMFtcUBg8SB6UBPQBDAGsAbf9d//r/2gCWAI3/7f6M/u/9nvzd/BAA1AU4C1IO9Q1jC2IIPga1BWQF5wTKA1gCMQAb/d/5zPZH9Kjxc+5W6zrpdeic5+vl9uJI4GjeO90f3UXeXeFp5M3lU+V06Z326woMG+4c/BRODSkPVBTqFRwTZBGPFCcXVxTNC7wEfQHl/1P6OfGW6Sfn5eoN8ZD39vqW+jX4FfiF+2UAOAQzB6UMfRPCGOEY7xU/FBMVBBUnECAIAALoAA8C0gGg/sP6iveP9KXxH+9u7vXvYvN492H7PP6KACoDawafCRsLyQrZCXkKrwx0DiQOhAzrCg4JfgUBAAj7Tvjr97X3g/Y19eT0vvXb9oH33/fb+Hz6lfzy/rABvQSeBywK6QtLDDALUAntB2QHDwcRBlgEngJuAS4AWP7//fMAzQYtC1QKLAYoAlgB5QLkBCkHnwnpC1AMGwr1BowFVAZZB0cG9QOeAuQCRwQUBUYFowQjA98A2/2k+nz4Nfjd+CT5JfdW9ETxLe+d7Q3rzedA5MHi+uFC4e/f1t/M4VrkLObK5v3mVelH8koB0xEeGrcZvxUmFOkUNhN1EOQO7REOFfITGw2yBTcCCwEc/lf2zO7x6c/pF+wx8I31P/rg/d//MgE2Ab4BzwNnCU0QKRWmFnkVKRWiFQUV+BAzC3oGlgNCAMr7wfio+GT6Jvp499vzevHo8N/xMfSb99v7QgAlBOcGBQksCiULDgyEDDEMmwodCd0InQl3CU0HygNUACT9q/lS9hT09PNk9dX2fPfX99v4qfps/Lv9B/+tAK4ClASCBpYIagq4CyIMlgvfCUgHqATZAqsBnABW/wb+Kf1I/Ez7evmo+fD8BAILBlsHWAhgCe4KywrtCWQJTgr4Cz8MYAu6CaMJgwmFCMQFhAOEAsIBJwE8AJYAOwHqAYgBiAC//hj9x/se+p/4Yvcs94P2U/Vm85nxBPDf7XrqF+dj5FviS+Gb4KnhXOPD5WnnLuih6DXsnvVqAtsNKBMfFdAVXBY/FNsQ2w7dD8oS5hKIELgL7gcHBdIBCP2V99TyLe+y7VHte+958sz2p/ut/7MBvgFLAn4Edgi8C5QOrhD1EtUU7RRME0YQmw2mCrMGfQEV/a/69vmO+bz4BfgY9y321PQU9Fv04PWf+CX82v/oAmoFjQfKCWwL7AstCyEKnQkFCeoHhQanBRoFzwM2AQP+APue+Nn2m/U09Zn1rfYt+Lz5QPu//ET+y/81AXYCoQPcBGYGIQhsCfUJxwkxCSEIaAYoBNYBHgDh/rL9e/xk+5n6Nfqg+Qn5iPh2+NL4fvmt+iD8Mf4xAKEC/AN4BwgOQRVKGukaxhntFbURTgxsCMgG5gZaCOUHWwboAhYB+/6a/LH5fPj/+AP5L/oI+8P97v+aATUBF/8S/Fv58PeT9pT2Uvbt9l326vRm8bHtm+sU6p7oLObW5fvliOe96J/qvOxs7svwH/HV8av0P/4MChAS1xSZFfUW6RSiEJALGwqsCqQLxQvhCVsHRwR5Aqn/ePxX+Kb0OvIZ8dvxoPIb9ZX53/8WBHMF3wXCBugH2gd5CLMJ9Qs2DjgQ/RC9D54NAAsICKcDbf9E/J76xfkr+e74wfgi+Xj5rPlP+SL5pfnI+nP8Sv6HABYDSQYzCckKuArwCUcJEgg7BoAEygOQAyYDUwInAZn/wP0a/JX6O/kk+M73TvhK+Yz6BvzV/cv/oAHQAlgDuwM/BO8EYAX5BaoGcwfZB8AH4QZaBVAFhQb5BxAIxQfOB4MHxAaHBSkFCgWTBeUFqgXlBD4EgQSiBIsEbwRGBckFtQUJBQwEEwO5AXsAxP70/GT7FfpO+Av2t/QO9OjyBfGz75/u5evC6EPmjuSM4+7jLuZq6Dnq7OsY7tjuM+5B75L0kf4kCS0RJxXhFlIXghXPEO8Llgp0C5sMNgwZC/8ImwVTAmf//fuN9xf0ZPLW8ePwmPC18kf3Hv25AdEE6galCDkJdwjxBxAJkAs2DsUQfBJGEt0PnQwfCd8EWgD4/GH7TPrV+Hn37/ZA9+L3gPj6+I75SfoY+8z71/zK/qABIQWQCBsLIwzmC/0KkgmEB3AFJASIA/sC+gHAAC//cP3y+576QfkS+Ib3oPcF+JT40/m7+wn+VgBLAsADqAQ9BY0FmAWcBewFegb+BjcH0wavBREEUQJ0AHv+pPx0+8z6SPrU+aX5ufkD+oH6KPvg+5f8cf1k/mD/ZwCfAfACTwR+BT4GYQYFBnkFswTDA7gC9wFPAboAFQCI/73+5v1X/eX8tfxO/KX+wAMQCW0MLg4hDwsOvgv8CMIHTQdYCD8KPgszCzEKagl1B9YEWALGAEj/A/5G/Wj8JvxO/Ez9Qf1A/EH7F/om+Hj1rfMF81jzHfTv9OL0VvSq80DyIfBA7rvtnu157bHtTu7N7g7v9e8k8RLyVPJ38ezxF/eTAMAIhww0D8cS2ROVDwcKGgeRBmgGIgc4CSAKBgkxB6wFDwOM/qL5Ivc290f3FPZt9Wj4TP1lAMcBPAR4B0AIlgZaBY0FtQUwBpkIHQwDDo4NZQzPCqwH8AKx/qn8K/yo+7L6cPpQ+wz82ftv+8f7Z/ye/Mz8f/1P/jf/DgHPA10G/AfxCEcJiwjmBtwE6gKAAQgBIQH/AHAA4P9M/y3+gPz2+i/6EvpF+qT6afuv/DD+lf/sAFACdAMGBDAEWwQ+BLADPgOvA08EgQTPAxsDxgKFARQALf6p/Nv7Yftr+3/74/vv+zb8yPxD/bb9Hf7h/tr/qQAyAcgBrgKNAy4ErgQHBRQFuQQUBFEDdgLwAcsCIQaFCqUNmQ/2D3oONQvoB9gEHQI3A0YFbwe+CGoHDwcLBr4DZAE9/z79PfyX/I/8hvzg/Fr9Gf22+wb6KfjU9eDzQvIh8c7wp/Ao8VLxe/F78azwo++R7mnu9+5P8AfyGfTI9ZT2rvZO9VvyGPAc86j7CQV3C9EPlRN/FJMQBwrCBCMCpAEHA6AF2gdxCJcHXQZyBMsAMfwr+cf49PiM91L2NfhU/Pb/sQINBm8JbgrdCKoGwgQjA8gC2wShCK4L0wyRDB8L+QceA1z+hfvB+rT6o/oU+zD8Cv1B/WX9xv00/pH+AP9O/1P/o//aANwCIQVIB90IZwnHCCgHrATIAYH/mv7h/mL/t/////T/Kf+Z/er75vqq+gX7sfvX/Dv+hP+tAPoBSwMlBIsEyAQHBYQEjQPIAsgCLQOTA7sDwAMQBmoJxQuRDFkMmgtICSEGYwOMAfMAewLNBNAGzgfZB4AHhAUIA7IA2P5F/sT+k//u/zQAvQCSAO3+6Pwc+xn5A/e/9BLzFPJW8mLzevMw8wfzzvI58ezu2e2n7cXtee5673nwlvGv8oXzdvMQ9SD64v8oBDYHjAqQDRMO1AxMC8IJzQhDCBgItQduBuwEhwM8AnQAmP3d+u35yvnD+Ef3pvc0+rr8yv5kAXsEqgZlB7wHFggNCM4HJAhmCZUKjAqUCX0IJgfABFUBkv4k/fT7h/qV+bb5L/pi+uD62fvi/Kz9fv6Y/6EAXgFQArkDSQW8BokH0Ae1BwkHsAXAA+EBZABJ/4P+4/1L/cP8TvzH+yf7t/q0+hD7sPuu/Pj9Sf+EAOcBWANjBPYERgVzBVoFyAT4A0QDzAJbArQB/ABGAHT/U/4e/Sn8dPv5+uz6bvsi/Mn8dv1I/iP/yP9IANoAhQEpApoC3wIcA08DWAMnA9wCbwK+Ae4AIQBg/5f+9P2e/Yr9lP2y/dv9Dv5F/nT+vf4Q/4T/FQC6AFIBygEuAmUCdgJTAiACxwF3ARYBrQBQAP//zP84AHwB/wJ+BFwFXgZEBl4G1gesCQALvAuTC3sJNQjPBVgEQAPmARQCoAHEAW4BCQKkAV8A3//t/mf+n/75/3YAhwBaAJj/O/5O/On6U/nM92z2AfU+9ObzE/TS87TyhvFj8C3vCO6W7lTw9/Ak8WzxZ/Gq8M3v3O/U7yjxz/Z7/9gG4wo1DVMP4g/JDX4KUAfSBfwFTwaWBmgG2gWoBPMCJQEc/hD6TvcR94H3IPe99xz74v+1A2gGdwjKCd8JBgkqCLcH+QfACP4JWwudCyEKlAcjBVwCn/75+gD5ivhr+Lj4sflH+8L8//0o/8//PQDjANYB6AIfBIcFDgeUCK4JvQmfCNAGqQRRAv3///2H/L/7sPvn+9D7iPt6+477evtb+8T7v/wM/q//pAGLAx0FSgYLBzMHpQaPBUwEMgNIAkoBUADG/4X/+P4I/hD9P/x4+9z6svoE+7H7vfwi/p7/1QDCAXUC7gIwAyoD4AKjAp0CjwJfAgsCpAEhAWoAnv+6/sr9BP2b/Iz8uvwn/dD9n/5n/w8AkwD3AEEBjAHTAQ8CSAJ7AqgCtwKJAhUCbgG6APr/Mv9s/u/9u/2w/dX9J/6S/vL+bf/R/1EArQBEAWQBeQN2CmwQaBL8Ea4QQQ4QC2YJ1gehBcIEQgVhBHYCJQF5AGv/zP0n/Z78o/xT/h0AZQDg/3YAdwEfAfP/bf73+/T4jvbF9N3zS/SK9Xj1FfPL8HrvC+5R7QXve/EN87z0/PVS9tL10vWT9mD2LfaZ9u32u/Zz97n5gP0lBMULehAOEF0NCgt1B8ACQv+M/ub/NAKpBPEFIQUSA+AAd/52/On65PmF+q/8FP+WAIoCXgYsCrELTQsACtkHFAU1A/kCnwOlBN0FiwbUBcYD9AAn/v77qfrT+ab5uPqk/H7+HQDSAUADAgReBGoEyQPqApgC6wKAAzMEFwV+BdwEXQM+Ab/+dvws++z6OPvE+4b8Yv1P/jf/y/8JAGsA9wBBAV0B0gGVAk8DBgTABPAEUgQ3A+cBVwCm/lr9svym/Ar9ev3A/fL9MP5E/jz+Y/7Y/mr/AAC1AGkB9wF1AvQCJwPIAg4CJwEoADr/iP4d/vr9F/5T/nT+ZP5E/jT+Of5k/sL+Ov/g/5wAXgHjATACagJ2AkcC9QGGAfMAZQD//8//pP+c/5D/mP90/13/F/9r/3wDBQkUDDMM1AwBEEURQRBMDmoKkQZ3BEADgAH0/1EADgFQAIX/Cv9j/mf+kf7r/Yf8WfyD/hUA3//I/kH96fpR+Jf2fvUG9dD0iPRO80nx4/Cf8Tnxf/EB86XzI/Qv9aT2K/fV9uj3+vjK+Lj4m/jw91j3K/fe9OnxHfdwBfgQKxGJDFQLUguUCHoEnAH6/zj/XwA3A3gFeAWYA1ACcwINAC/6Afc9+qv+af5G/U8BxgdECyMMPAxDCvMFXwIEAlUD5gPPA00EaAUjBWECXP9Q/ub95/t0+ST5wfrO/Hb/bAIkBHsEAAWHBa4E9ALqAb8B7AG1At0DWwTuAxwD2AGs/+384vqB+nT7U/xt/Nb8qf7aAMQB3gFLAnMCuAEbAYIBFAI3AsgC9QN3BJAD7AGEAGr/Fv6G/IP7xfvd/Lv9O/4M//D/QwBWAIoArAB7AIoALAHKASACcALZAugCZQJNAeL/g/6Z/Sn9//wg/aj9eP43/9f///+SAGoCqASRBqgHYgibCJkIGgk8CV0IMwdDBq8F9wW+BgMHSQb7BJsDEQIIAckArQCWAJMAEwEaAvsCxAP3AxwD2AFLAMj+Xf1f/KL7Q/pm+Bj33vaD9lr2a/Yg9RXzX/Ji88D08fU29/X2f/Zg+AX5Xfhi+Cn4CfcX9bz0wvQi9Kv0uvSk8yzz2/PQ9hn9BQSDBxYIywprD+IPYQyOCc4HZQWaArQBCwJhAbUAVACF//T9g/u8+Sv6u/sa/BH88P5HBCYIywmDCwENQgwQCrAIqweSBaoD6wKaAuYBiAA6/0H+S/2t+8D5PPkm+nj7EP2E/z0CTwQbBrIHQAhoB2gGsgWUBFoDqAJHArQBCAE4APj+V/3g+/z6m/p/+rr6wfuy/fD/nwHMAhYEFwUPBXsEFgSfA9QCUAI3AvABLwFaAL3/4v6o/Vn8dPtK+6D7Ffzo/Fz++v8vAQ4C1AIqA/sCtwKNAkACyAFyAUABBwGKAMj/4v4M/j39e/z9+/f7bPwZ/Q7+Ov84AAsByAFRAnMCVgI9AiUCAQLsAcIBcQEWAacAAQBT/5H+4P15/VL9ev2w/Xn/8AKgBXUGMAYxB9cItQhvB4wF7gNlA90DJQQABNQFhAciBzAGZwSdArABcQERATwAmQAdApMDhASLBFgEuQNQAr0AG//0/RH+9P3d/Dn8LPwX/Nf6jvit9rX1UPUX9SH1G/Xc9Z33BfhH9lX0KvQ09Qr2G/av9Rv2/PU+9oz39Pa99aD04fPX8rHxWfJm9KL7Bwb6CzMM/QoKDagOiQzrCIEE2ABM/w8AlwHjAWkBxABnAHn/pPxW+Q75sft0/VP+DQEkBocKxQzrDSANoAr0By8G5ATlAjABoQAfAYIBtQBr/3v+of3j+yH67/kU+yP9///+AjEFswYvCO8IHAhKBnUE4AKwAf0AigApABoAFADR/4j+uP1pAa4EuwAe+nT4IvwV/ykAVQH8ANQAKgPzBfEFXQO0AegA6f8B/yr+cv4JABYBKACr/ob+Ff8j/9z+K/4Q/Uj9Ov8hARQCewKoAjACuQGnAQ0BAABX/zf/+P65/hv/nP/R/5X/0f4Z/v/9T/6G/s7+av8EAKcAkQFEAiwCuAF3ASUBjQABAMz/0f8KAEAAAQC4/6//vf9r/wD/xP4u/94BWgXxBRoElAIfAqcB1QDf//r9c/wE/W3+Kf+V/0wAfgDB/yT/wv6V/gb/p//l/+7/0QCyAvUEdQZmBtIFSwW8BG8ErAOPApQBBAHCAVMC3wKTA3EDpQOlA0YDIQMhA6QD4wOhA+YDEAQGBOEDIQMzAkEB2ACTABoA8P/B/1f/AP9g/gb+rP3r/K78nPtp+5H70fpX+vX4cfhJ+Cr4ZviV9yT5DfuP+lr7bvuw+yz8qPmp9zz2IvYg92r3/fa/9H71LPdn93z4Z/dE9zz3z/YH+CP45fpe/q4BtQUJB1QI3wnUCsAJswZhBFgCBwELAdEAIQDR/yMArQAsAPD/+v/I/5YAhgGhAhkEywVvB3MHVAcpBx8GMQX4A6wCeAEHAQQBcAA3AFAAFQDB/5n/rP+0/yQADQFYAccBpgIWA3MDkQMjAz0CqwG7ATIBsAC3AHAAEADp////tP9q/8//Zf/4/nv/PQDVAMAALwFpAQ4BIQEYAbsAVwB/AHkA/f8AAGAAUQAYABQA0v80/zj/jf8k/6T/agAvAdMBCQLCAlECMAJlAt4BcQFoAfIBnAG/AQYC3gEaAiUCPAK/Ac0BGgKqAaABuwEdAnMCmgLMAhECBAI0ArgBzwHCAfABAAIUAqYCmgKuAoACbAGeAAYA4v+n/5P/5f9i/+X/8P/i/zIAJP/t/gz+w/2G/n7+G/9G/yT/8P4X/pn95fxi/Hv8jPy9/Ov8wf3p/U/+kv52/U79zPwg/GL8Ff0g/gL+Lf1d/T79L/05/Bj7q/vZ++v8GP3c/BD9rvxm/ff7yPoo+4/68frS+iv8iv3K/Vz+Zf2B/pj/rAB0AC7/0v8a/9X/bf+g/j/+Pv2Q/RX8OvyQ/ID8Kf37/FYA5QKnA7EE4QObA7kD/QPoAgQCIAKnAQQCzwGAAiYD5ALfAnwBIgEuAk4DTARqBHsErARMBQsG/QX+BLsDXQP/ApsDXAQ5BDwEqgPXA/IDGgQGBAIDhgIYAoACSQO7Az4DhgJnAqMCHAOhAtkB4wC1ABgB3ACIAP//mP9R/y//fP/i/wAAz/8K/7/+cf/5/8//Gv+G/oH+2f4A/wf/0f5T/un9G/3g/CT9Lf0E/Tr81fuP/Hb9Lf4x/pv8Qft4+yb8V/28/br8q/w0/Vz+Mv9k/mD9Dvw5/ID9Ef45/pT98fzW/DL9Pv1r/dH8Uvuo+/H89v4YANX/SP9F/ij/lgAYAdUACQCT/3T/2v+y/7j/cf9P/tX9uP0v/60APQCN/7r+V//jAJcBsAEYAZQB8wIrBMIEGQTuAp8BQAHpAJgAsgBzAP0AdwFQArADYwT2BLQEKwRvBLwEewSNA50CGALqAfsB3gF0AYoALgA9AKEA0gElAiUC7QHmAQQCfQH5APn/9f6G/tn+V/+j/+n/1f/P//P////w/+v/+v/a/+7/QABgAB4AHv8J/mv9Xf2z/aL9L/3g/Ez98v22/vX+eP4M/pn91f1y/i7/wP9J//X92fyA/L38cf0l/uL+gf/R/zf/IP50/d38I/3P/cL+BABkAKEAuwAAAOj+vP1g/YT9u/0//uH+uP/EAIIBZAF0AbABSgHJAEYAXACwAGoA+v9O/0j/z/8KABAAnP9c/9//jwDpAOMAGwGqAfIBhQHlAKYAkgCHAAkAuP8eAK0AMgFjAZEBQALaAhYDEwP/AgcD0AIoAqQBkQFGAdEALACg/8z/LABkANf/XP+p/nj+NP98/x0Alf9t/wAALAA2AeMAHQDz/6z/0f8AADIAIwAuABoA6f/p/7L/9v/S/2v/yP8dALUAngC0/zT/I/9g/xv/oP4E/2v/u/8AAAAAHgAGAFz/j/4n/iD+Kv7u/dD9ZP5T/xUAQgAaAIgAAgECAW4AiP97/w0AjQCcAGsAjwC9AHAAcf+r/nf+fv65/uH+Uf/A/wYABAC0/5X/FP+M/jz+P/7h/nH/zP/L/6P/j/+n/+L/NACyALsAxAA7AbkByAEfARgAU/9X/9//5v95/63/kgAlAQgBfgAGABQAVABUACgAIQA4AP//t/+Q/2f/Pf8o/yj/N//D/4gAzACHADwARgC7AOMAOABd/xf/kP/r//n/0v+k/6f//f9QAB4A6//G/9//LgBUADIA1/+T/3z/pP+3/6D/av83/0P/YP+E/2f/F/8B/1H/0v9DAGcALADX/7L/zP+e/yP/xP7U/kz/6f8YAP3/CQAxAAYAZ/8G/yj/hf/M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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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Audio(data=np.int16(signal * 32767.0), rate=16000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Synthesized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Audio(data=np.int16(synth * 32767.0), rate=16000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### voice changer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mlsa = MLSAFilter(cpestrum_dim, alpha*1.3 , 5)\n",
    "syn = Synthesis(80, mlsa)\n",
    "pulse = ep.gen(f0 * 0.7)\n",
    "a = syn.synthesis(pulse, coef_mat)\n",
    "display(Audio(data=np.int16(a * 32767.0), rate=16000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}