audio_representation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import numpy, scipy, matplotlib.pyplot as plt, IPython.display as ipd\n",
    "import librosa, librosa.display\n",
    "import stanford_mir; stanford_mir.init()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Audio Representation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "In performance, musicians convert sheet music representations into **sound** which is transmitted through the air as air pressure oscillations. In essence, sound is simply air vibrating ([Wikipedia](https://en.wikipedia.org/wiki/Sound)).  Sound vibrates through the air as **longitudinal waves**, i.e. the oscillations are parallel to the direction of propagation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Audio** refers to the production, transmission, or reception of sounds that are audible by humans. An **audio signal** is a representation of sound that represents the fluctuation in air pressure caused by the vibration as a function of time. Unlike sheet music or symbolic representations, audio representations encode everything that is necessary to reproduce an acoustic realization of a piece of music. However, note parameters such as onsets, durations, and pitches are not encoded explicitly. This makes converting from an audio representation to a\n",
    "symbolic representation a difficult and ill-defined task."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Waveforms and the Time Domain"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "The basic representation of an audio signal is in the **time domain**. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Let's listen to a file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, sr = librosa.load('audio/c_strum.wav')\n",
    "ipd.Audio(x, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(If you get an error using `librosa.load`, you may need to [install ffmpeg](https://librosa.github.io/librosa/install.html#ffmpeg).)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The change in air pressure at a certain time is graphically represented by a **pressure-time plot**, or simply **waveform**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "To plot a waveform, use [`librosa.display.waveshow`](https://librosa.org/doc/main/generated/librosa.display.waveshow.html):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x10f956a20>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 5))\n",
    "librosa.display.waveshow(x, sr, alpha=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "Digital computers can only capture this data at discrete moments in time. The rate at which a computer captures audio data is called the **sampling frequency** (often abbreviated `fs`) or **sampling rate** (often abbreviated `sr`). For this workshop, we will mostly work with a sampling frequency of 44100 Hz, the sampling rate of CD recordings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timbre: Temporal Indicators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Timbre** is the quality of sound that distinguishes the tone of different instruments and voices even if the sounds have the same pitch and loudness."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One characteristic of timbre is its temporal evolution. The **envelope** of a signal is a smooth curve that approximates the amplitude extremes of a waveform over time.\n",
    "\n",
    "Envelopes are often modeled by the **ADSR model** ([Wikipedia](https://en.wikipedia.org/wiki/Synthesizer#Attack_Decay_Sustain_Release_.28ADSR.29_envelope)) which describes four phases of a sound: attack, decay, sustain, release. \n",
    "\n",
    "During the attack phase, the sound builds up, usually with noise-like components over a broad frequency range. Such a noise-like short-duration sound at the start of a sound is often called a transient.\n",
    "\n",
    "During the decay phase, the sound stabilizes and reaches a steady periodic pattern.\n",
    "\n",
    "During the sustain phase, the energy remains fairly constant.\n",
    "\n",
    "During the release phase, the sound fades away.\n",
    "\n",
    "The ADSR model is a simplification and does not necessarily model the amplitude envelopes of all sounds."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ipd.Image(\"https://upload.wikimedia.org/wikipedia/commons/thumb/e/ea/ADSR_parameter.svg/640px-ADSR_parameter.svg.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Timbre: Spectral Indicators"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another property used to characterize timbre is the existence of partials and their relative strengths. **Partials** are the dominant frequencies in a musical tone with the lowest partial being the **fundamental frequency**.\n",
    "\n",
    "The partials of a sound are visualized with a **spectrogram**. A spectrogram shows the intensity of frequency components over time. (See [Fourier Transform](fourier_transform.html) and [Short-Time Fourier Transform](stft.html) for more.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pure Tone"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's synthesize a pure tone at 1047 Hz, concert C6:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio controls=\"controls\" >\n",
       "                    <source 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HAn359HXsMaWAYYDgFSFe5UMr8TPv/S4GlU+cFxgcjZ+5X5edI5fTkIxH1X5DtSpshmYuIYNgLGEOpRIraXNdvJ3GFA81VpUcc99LX9OdRJhQkRrIaD7ONaBtHWZeYcigBiEAZOLq4vLLfA1Fkc6M1k+cF19an80do1iMUahI+z9ZthfttmaRIhCgIqD0ZHUqXTJ5u3xEzk4ilceb+J8nH8RdwBkGkjVJTgAl9pDuEacGIlsgAaDqpAlqGLHoeurESY22VX2bVx8xX/kd2tl/UkFKIQCy9wturud94mhgIyCjY99plXFXelkDw80IVTEbMt74n+teM5m2ksyKtAEAt8dvDif34rggB2CeI7cpE3DG+cbDfQxYlKKazF79X9seShosE1bLBsHO+ESvryg0YsqgbiBbY1Do0rB2+TRCtQvnVBGaox6/n8henppgU+BLmYJeOMNwEmizYx+gV2BbIyxoUu/neKHCLAt0U76aN15/H/MesNqSlGjMLELtuUNwt6j0o3dgQ2BdIsnoFO9YuA7Bokr/kylZyR5739tewNsDVPCMvoN9+cTxHql4Y5GgseAhoqlnl+7Kd7wA14pJUtIZmF42H8DfDptyVTbNEIQOuodxh2n+I+5goyAoYksnXK589ukATAnRkniZJV3t3+QfGhuf1bxNokSfuwsyMioGZE3g1uAxoi6m4q3wdlY//4kYEd0Y752in8SfY1vLVgCOc4UxO4/ynqqRJK/gzWA9YdQmqi1kdcM/coidUX9Yd51VH+Kfalw01kOOxEXDPFXzDOsd5NRhBmALofvmMyzZNXA+pIghEN/YPN0En/3fbtxc1sWPVMZVfN0zvSts5TuhAiAcYaXl/exO9N1+FgejkH5XgB0x35afsRyCl0YP5MbnvWU0Lqv+JWUhQKAvoVHliiwFtEq9hsckj9qXQJzcX6zfsRzml4VQdAd6fe40oixRpdFhgaAFYUAlV+u9c7g89wZkT3UW/txEH4Bf7p0I2ANQwsgNPrg1FyznZgAhxSAdoTBk56s2MyX8ZsXijs3WutwpX1Ff6d1o2H/REMigPwM1za1/JnFhy2A4YOMkuOqv8pP71gVfzmSWNFvMH1+f4l2G2PsRngkzP472Ra3Y5uTiFGAVoNgkS+pqsgJ7RMTbzfmVq5usHytf2J3jGTTSKomGAFt2/2405xsiX+A1oI8kIKnmsbE6s0QWzUyVYJtJnzRfzJ482WzStkoZAOi3em6S55OiriAYIIij92ljsSA6IUOQjN4U01sknvrf/d4U2eOTAUrsAXa39u8y586i/uA9YESjj+kiMI/5jwMJTG2URBr83r6f7J5qmhiTi0t+wcV4tO+U6EwjEmBlIEKjamih8AA5PIJBC/uT8lpS3r+f2N6+GkwUFIvRgpS5NDA4qIvjaGBPYEMjBqhir7D4acH3ywgTnlomHn4fwp7PWv3UXIxkAyS5tLCeqQ4jgSC8YAYi5OflLyJ31wFtipKTCFn23jof6d7emy3U48z2A7T6NnEGaZKj3GCr4AtihWeorpR3RADiihvSsFlFXjNfzp8rm1xVac1IBEW6+XGv6dlkOiCeIBMiZ6ct7gd28QAWiaNSFdkRHenf8N82W4jV7s3ZhNc7fbIbamKkWqDS4B1iC+b0bbr2Hj+JySmRuZianZ3f0F9+m/OWMo5qxWi7wvLIqu4kvaDKYCoh8mZ8rS81iz88iG4RG1hhXU8f7V9EnFyWtU77hfq8SXN3azuk4yEEYDlhmuYGbOR1OD5uR/FQutfmHT3fh5+IXIPXNo9Lxo09EPPoK4ulSyFBIArhhaXRrFq0pX3fh3NQGJeoHOnfn1+J3OkXds/bRx+9mTRabB2lteFAoB8hcmVea9G0Ev1QBvPPtFcn3JNftJ+I3QxX9ZBqh7J+IrTObLIl4uGCoDXhIaUs60mzgHzARnMPDhblXHofRx/FXW2YMtD4yAU+7TVELQhmUqHHYA8hEuT9KsLzLjwvxbEOpdZgXB5fVx//nUzYrxFGiNg/eHX7LWEmhKIOoCrgxmSPKrzyXHuexS3OPBXZG8AfZF/3XapY6ZHTyWs/xHaz7fum+WIYYAkg/CQi6jgxyvsNRKlNkFWPW58fLx/s3cWZYpJgCf4AUTcuLlhncGJlICogtCP4abSxefp7w+PNIpUDm3ve9x/fnh6ZmlLrilEBHreprvcnqeK0IA2grmOPqXIw6Tnpg10Ms1S1WtWe/J/P3nWZ0FN2CuPBrPgmr1foJeLGIHPgayNo6PEwWTlXQtWMAlRlGq0ev1/93kqaRNP/y3bCO/ilL/qoZCMaYFygaiMEKLEvybjEgkzLj9PSmkIev1/pHp1at5QIjAlCy3lk8F9o5ONxYEfga6LhKDKvergxwYNLG5N92dRefN/R3u3a6NSQTJvDW3nl8MXpZ+OLILXgL6KAZ/Wu7DefATjKZZLnGaReN9/4XvwbGBUXDS3D7DpoMW5prWPnYKZgNeJhZ3nuXrcMAK1J7hJOGXGd8B/b3whbhdWcjb+EfTrrsdiqNSQGINmgPmIEZz9t0ba5P+EJdRHzGPydpZ/9HxIb8dXhDhEFDnuwMkSqvyRnoM9gCaIppoathbYmP1QI+tFV2IUdmJ/bn1mcG9ZkjqIFoHw18vKqy2TLoQfgFyHQ5k9tOnVTPsZIftD22AsdSN/3n17cRBbmjzKGMny882IrWeUyIQLgJ2G6Jdmsr/TAfngHgZCVl86dNp+RH6Gcqpcnj4KGxP1EtBNr6qVbIUCgOeFlpaVsJnRtvakHAtAyl0/c4Z+n36IczxenEBIHV33NdIZsfaWGoYEgDyFTZXLrnbPa/RlGgs+Nlw7cih+8H6AdMZflkKDH6n5XdTsskqY04YQgJuEDJQIrVjNIvIlGAY8mlotcb99Nn9vdUhhiUS8IfT7h9bFtKeZlYcmgAOE1ZJMqz7L2u/iFfw591gVcEx9cn9UdsNid0byI0D+ttiktg2bYYhIgHeDppGWqSjJk+2eE+03TFf1bs98o38wdzVkX0glJowA59qJuHucOIlzgPSCgZDopxfHTutYEdo1mlXLbUh8yn8BeJ5lQUpVKNgCG91zuvGdGIqpgHyCZY9BpgvFCukQD8Iz4lOYbLZ75n/JeABnHUyBKiQFU99kvG+fAYvqgA6CUo6hpAPDyObHDKYxIlJcaxp793+GeVlo802qLG8HjeFavvWg9Ys1gaqBSI0JowDBieR+CoYvW1AXanR6/n86eqlpwk/QLroJyeNWwIOi8oyLgVGBSIx4oQO/S+IzCGItjk7KaMN5+3/kevFqi1HxMAQMCOZXwhik+I3rgQKBUYvwnwu9EeDoBToru0x0Zwl57X+DezBsTVMPM00OSehdxLWlCI9Wgr6AZIpvnhi72N2cAw8p4UoVZkV41H8YfGVtCFUoNZUQjOpoxlqnIZDLgoSAgYn2nCy5o9tQAeAmAUmuZHd3sX+jfJJuvFY9N9wS0ex3yAapQ5FKg1WAqIiGm0W3cNkE/64kGkc/Y592g38kfbZvaVhNOSEVF++Myrmqb5LTgzCA2IcemmS1Qde4/HkiLkXHYb11S3+afdBwD1pZO2QXX/GkzHOspJNnhBaAEoe+mImzFdVs+kEgPUNIYNF0CH8GfuJxrVtfPaUZqPPBzjSu4ZQFhQeAV4Zml7Sx7dIh+AYeRUHAXtxzu35ofulyRF1hP+Ub8vXi0PyvJ5athQKApYUYluavyNDW9ckbST8xXd1yY36/fuhz015dQSEePfgH08qxd5dfhgeA/YTSlB+up86M84oZRz2aW9VxAX4Mf910WmBUQ1wgiPow1Z+zzpgchxeAYISVk16si8xD8UgXQDv7WcNwlX1Of8h12WFGRZQi1Pxc13q1L5rihzKAzYNhkqSqcsr87gUVNDlVWKhvHn2Gf6l2UWMyR8kkIP+L2Vy3l5uyiFeARIM1kfGoXsi17MASJDeoVoRunXyzf4F3v2QYSfombAG+20O5CJ2MiYeAxYITkEanT8Zx6nkQDjXzVFdtEXzWf054Jmb3SikpuAPz3TC7gZ5visGAUIL7jqGlRMQu6DEO9TI4UyFsfHvufxJ5hGfRTFQrBAYs4CO9AqBdiwaB5oHrjQWkPsLt5egL1zB2UeFq3Hr7f8x52mikTnwtTwhn4hu/i6FUjFWBh4HljG+iPsCu454Jti6tT5lpMnr+f3x6J2pxUKAvmQqk5BnBHKNUja6BMoHpi+KgQr5y4VMHkCzdTUlofnn3fyF7a2s3UsAx4wzk5hzDtaRfjhOC54D2ilyfTLw43wgFZyoHTO9mwHjlf717p2z3U9wzLA8m6SPFVaZyj4GCp4ANit+dXLoB3bwCOigrSo1l93fIf0582W2vVfM1cxFp6zDH/KePkPqCcYAtiWmccbjM2nAACiZISCNkJXehf9V8Am9hVwc4uROv7ULJq6m1kX2DRoBXiPyajbab2CT+1yNgRrFiSnZvf1J9I3ALWRU6/hX271jLYavkkgqEJYCMh5eZrrRt1tj7oSFxRDZhZHUzf8V9OnGuWh88QBg+8nLNHa0clKKED4DKhjqY1bJC1I35aB9+QrRfdXTsfi1+R3JJXCQ+gRqH9JDP4a5clUSFA4AShuaWA7Eb0kH3LB2EQClefHObfop+S3PdXSNAvxzS9rPRq7CmlvCFAoBkhZuVOK/4z/f07hqGPpdcenI/ft1+RnRpXx5C+x4d+dnTfLL4l6aGDIDAhFiUc63Zza3yrhiCPP1abnHZfSZ/N3XtYBNENSFo+wPWU7RTmWaHIIAnhB6Ttau+y2XwbBZ5OltZWXBpfWR/H3ZpYgJGayO0/TDYMba3mjCIP4CXg+6R/qmnyR7uKBRrOLJXOm/ufJh//HbdY+tHnyUAAGHaFbgjnASJaIASg8aQTqiVx9jr4hFZNgJWEm5pfMF/0HdJZc9J0CdMApXc/rmXneGJnICXgqePpaaHxZTpmw9CNEtU4mzZe+B/mnitZq1L/SmYBMve7bsTn8mK2oAngpKOA6V+w1LnUw0nMo1SqGtAe/R/WnkIaIRNJyzjBgXh4r2XoLqLI4HBgYaNaaN6wRLlCQsIMMhQZWqcev5/EHpaaVVPTS4uCUHj3b8jorWMdoFlgYSM16F8v9TivwjlLf1OGmnuef1/vHqkah9RcDB5C3/l3MG3o7mN04EUgYuLTKCCvZjgcwa+KytNxmc2efF/Xnvka+NSjjLCDcDn4cNSpcaOO4LNgJyKyp6Pu1/eKASTKVJLaWZ0eNt/9nscbZ9UqDQKEALq68X1pt2ProKRgLaJT52guSnc3AFlJ3NJBGWpd7p/g3xLblVWvjZREkfs+cefqP6QK4NfgNuI3Zu4t/bZkP80JY9Hl2PTdo9/Bn1xbwRY0DiXFI3uDcpRqieSsoM4gAmIc5rVtcbXRP3/IqRFIWLzdVl/f32OcKtZ3TraFtTwJMwJrFmTQ4QbgECHEZn5s5nV+PrIILRDpGAKdRl/7X2hcUtb5DwcGR3zQM7JrZWU34QJgIKGt5cjsnDTrfiOHr5BHl8XdM5+Un6scuRc5z5cG2f1YNCPr9mVhIUCgM6FZ5ZTsErRYvZSHMI/kV0bc3l+q36sc3Ve5UCZHbH3hNJcsSaXNIYFgCSFH5WKrinPGPQTGsI9+1sVchp++n6jdP5f3ULUH/z5rNQvs3yY7oYSgISE35PIrAvNz/HSF7w7X1oFcbB9P3+RdX9h0EQNIkj819YJtdqZsocqgO+DqZINq/LKh++PFbE5uljtbzt9eX90dvhivUZCJJT+BtnotkGbf4hNgGODfJFYqdzIQO1LE6I3D1fLbrx8qX9Od2lkpEh1JuAAN9vOuK+cV4l6gOKCWJCrp8zG++oEEY41XFWfbTN8zn8eeNFlhkqkKCwDbN26uieeOIqygGuCPY8FpsDEuOi9DnUzolNrbKB76X/keDJnYUzQKngFpN+svKafI4v0gP+BK45mpLnCduZ0DFkx4VEuawN7+X+heYloNk75LMMH3+Gjvi2hGIxBgZ2BI43PorfAN+QqCjgvGlDoaVt6/n9TetlpBFAeLw4KG+SfwLyiF42YgUWBJIxAobu++uHfBxMtTE6aaKl5+X/7eh9rzFE/MVgMW+ahwlOkHo76gfiAL4u4n8O8v9+UBesqd0xCZ+546n+Ze1xsjVNcM6EOnOinxPGlMI9mgrWAQ4o5ntK6h91IA78onEriZSh40H8tfJFtR1V0NekQ3+qzxpenSpDcgn2AYYnBnOa4Utv8AJAmu0h6ZFh3q3+2fL1u+laJNy8TJO3DyESpbpFdg0+AiYhSm/+2INmw/l0k1EYKY392fH81fd9vpliYOXQVa+/Yyviqm5LogyyAu4frmR+18dZk/Cgi6ESRYZx1Qn+qffhwS1qjO7cXs/HxzLOs0JN9hBOA94aMmEWzxtQY+u8f9UIQYK90/n4Vfghy6FupPfgZ/PMPz3WuD5UchQWAPYY2l3KxntLN97Ud/UCIXrhzr351fg5zfV2qPzccRvYw0T6wV5bGhQKAjIXplaWvetCC9XcbAD/3XLhyVn7Lfgt0C1+mQXMekfhW0w2yp5d6hgmA5oSklN6tWs458zgZ/TxfW65x8n0Wf/90kWCcQ60g3Pp/1eOzAJk3hxqASoRokx6sPszw8PYW9Tq/WZtwhH1Xf+h1D2KNReUiKP2r17+1Ypr/hzaAuIM1kmaqJsqo7rIU6TgYWH9vDH2Nf8h2hWN3RxkldP/b2aG3y5vQiF2AMYMLkbSoE8hi7G0S2DZqVlpuiXy4f59382RcSUonwAEO3Im5PZ2siY6AtILrjwmnBMYe6iYQwjS0VCtt/Xvaf2t4WWY7S3kpDARE3ne7uJ6RisqAQYLTjmal+sPb594NqDL4UvRrZXvwfy15tmcUTaMrVwZ94Gq9OqCAixCB2IHFjcqj9cGb5ZULijA1UbNqxHr8f+Z5CmnnTsstowi44mS/xKF4jGGBeoHBjDai9b9c40oJZy5rT2ppGXr+f5R6VmqzUO4v7Qr25GLBVqN6jbyBJoHGi6qg+r0g4f8GQSyaTRhoY3n1fzh7mWt4Ug0yNw0252bD8KSFjiKC3YDUiiWfBbzn3rQEFyrDS71mpHjhf9J702w2VCk0fw946W7Fkaaaj5KCnoDsiamdFbqw3GgC6ifmSVpl2nfDf2J8BG7uVUA2xxG863zHOai4kAyDaoAOiTScLLh82hwAuiUDSO9jB3eaf+h8LG+eV1I4DBQC7o7J6anfkZGDQIA6iMiaSLZL2ND9hiMZRntiKXZnf2N9S3BHWWA6UBZJ8KTLoKsQkx+EIYBvh2SZarQd1oT7UCEqRP9gQnUpf9R9YXHpWmk8kxiR8r/NXa1JlLmEDYCvhgmYkrLz0zn5Fh82QnxfUnThfjt+bXKDXG0+0xrb9N7PIq+LlVyFA4D4hbaWwbDN0e722hw8QPBdWHOOfpd+cHMWXmxAER0l9wHS7bDWlgmGA4BMhWyV966qz6P0nBo8Pl1cVHIxfuh+aXShX2ZCTR9x+SjUv7IqmMGGDoCqhCuUM62MzVryXBg4PMJaR3HKfTB/WXUkYVpEhiG8+1LWl7SGmYKHJIARhPKSdqtxyxHwGRYuOh9ZMHBYfWx/P3afYkhGvCMI/oDYdrbqmk2IRICEg8ORv6lbycvt1RMgOHVXEG/cfJ9/G3cSZDFI7yVUALHaWrhXnCOJb4AAg5yQEKhJx4XrjxENNsRV521VfMZ/7nd8ZRRKHyigAubcRLrNnQKKpICHgn+PaaY8xUHpSA/1MwxUtWzEe+N/tnjfZvBLTCrsBB3fNbxKn+uK5IAYgmuOyKQ0w//m/wzaMU1Semspe/Z/dXk4aMdNdiw3B1bhKr7PoN2LLoGzgWGNL6MxwcDktQq6L4dQN2qEev5/KXqKaZdPnC6CCZPjJcBcotmMg4FZgWCMnqEzv4LiawiWLbpO6mjVefx/1HrSamBRvTDMC9HlJsLxo9+N4oEJgWiLFaA7vUfgIAZvK+dMlWcbee9/dHsSbCNT2zIWDhLoK8SOpe6OS4LEgHuKk55Iuw7e1ANEKQ5LN2ZYeNd/CnxIbd5U9TReEFXqNsYypwaQv4KJgJaJGp1audnbiAEVJy9J0WSLd7V/lnx2bpNWCjekEprsRcjdqCeRPYNZgLyIqZtzt6bZPP/jJElHYmO0doh/GH2bb0FYGznqFODuWcqPqlKSxoMzgOuHP5qRtXbX8PyvIl5F62HTdVF/j322cOdZJzstFyjxccxJrIaTWYQYgCWH35i2s0rVpPp3IGxDbWDodA9//H3IcYZbLj1uGXDzjs4JrsOU9oQIgGiGh5fgsSHTWfg9HnZB5l70c8N+X37Rch5dMD+uG7r1rtDQrwiWnYUCgLWFN5YSsPzQDvYAHHk/V132cmx+t37Qc61eLUHrHQX409KesVaXToYGgA2F8JRKrtvOxPPBGXg9wVvucQt+BX/GdDVgJUMmIFD6+9Rys62YCYcVgG6Es5OIrL7Me/GAF3I7I1recKB9SH+ydbVhF0VeIpz8J9dNtQ2azocvgNqDfpLOqqXKM+88FWY5fljEbyp9gX+Udi1jA0eTJOj+Vtktt3SbnohTgFCDUpEaqZHI7ez3ElY30Vagbqp8r39td51k6kjFJjQBiNsUueWcd4mCgNCCL5Bup4HGqOqxEEE1HVV0bR980387eARmykr0KIADvd0Bu12eWYq7gFuCFY/JpXbEZehpDigzYlM/bIp77H8AeWNnpEwgK8wF9d/zvN2fRov/gPCBBY4spG/CJOYgDAsxoVEAa+t6+n+7ebpoeE5ILRcIMOLrvmahPIxNgY+B/oyWom7A5ePWCeou2E+5aUJ6/n9seghqRlBsL2IKbeTowPaiPI2mgTmBAIwHoXK+qOGLB8UsCU5paI95+H8Se01rDFKMMasMrebqwo2kRY4Jgu6ADYuBn3y8bt9ABZwqNEwRZ9J453+ve4lszVOpM/QO7+jyxC2mV492gqyAIooDnou6Nt30Am8oWEqwZQt4y39BfLxthlXBNTwRMuv+xtOnc5DugnaAQomMnKC4AtuoAD8mdkhGZDp3pX/JfOduOFfUN4ITd+0PyYGpmJFwg0mAa4gem7q20Nhc/g0kjkbUYl92dH9HfQhw41jjOcYVvu8lyzerxpL9gyiAn4e4mdu0otYQ/NchoURbYXp1OX+6fR9xhlrtOwkYBvI+zfOs/ZOThBGA3IZbmAKzd9TF+Z4frULZX4x0834jfi5yIlzzPUoaT/Rdz7auPZU0hQSAI4YGly+xUNJ592MdtUBPXpRzo36CfjNzt13zP4gcmvZ/0X+whpbfhQKAdIW6lWOvLNAv9SUbtj69XJNySH7Wfi90RF/uQcUe5fil01Cy2JeUhguAz4R2lJ6tDM7l8uUYszwkW4hx430gfyF1yGDjQ/4gMPvO1Sa0MplThx6ANYQ8k9+r8cuc8KMWqzqDWXNwdH1ffwl2RWLTRTUjfP371wO2lZociDuApIMKkieq2slV7l8UnjjbV1Zv+nyUf+h2umO9R2klyP8r2ua3AJzviGSAHoPikHaox8cP7BoSjDYsVi9udny+f7x3J2WhSZonFAJf3M+5c53MiZaAo4LCj82mucXL6dMPdTR1VP9s6Hvef4d4i2Z/S8gpYASV3r677p6yitOAMYKsjiulsMOJ54oNWzK4UsZrT3vzf0h552dXTfIrqwbP4LK9cqCiixuByoGgjZCjq8FI5UELPDD0UIVqrHr9f/95OmkpTxku9wgK46y//aGcjG2BbYGcjP2hrL8K4/cIGS4pTzpp/3n9f6x6hWr0UDwwQQtI5avBkKOgjcqBG4Gii3Kgsr3P4KsG8itXTednSHnzf097xmu4Ulsyig2J57DDK6WsjjGC04Cyiu6evruV3mAEyCl/S4tmh3jef+h7/2x1VHU00w/L6bnFzabCj6OCloDMiXOdz7lf3BQCmiehSSdlvHe+f3Z8L24sVow2GhIP7MfHdqjikB6DZIDviACc5rcr2sj/aSW9R7pj6HaUf/p8Vm/bV544XxRV7trJJ6oKkqSDO4AciJWaA7b713z9NSPTRUViCXZff3R9c3CDWas6oxac8PHL36s8kzWEHoBThzKZJrTO1TD7/iDjQ8hgIXUgf+N9iHEkW7M85Rjl8gzOnq12lM+EC4CUhtiXULKl0+X4xR7uQURfL3TWfkh+k3K9XLY+JRsv9SzQY6+6lXSFAoDfhYaWf7B/0Zr2iBzzP7ddM3OCfqN+lHNPXrVAYx1591DSL7EGlyOGBIA0hT2Vtq5dz0/0ShrzPSJcLnIjfvN+jHTZX61Cnh/F+XfUArNbmNyGEYCThP2T86w+zQbyCRjtO4ZaH3G6fTl/enVbYaFE1yEQ/KLW27S4mZ+HKID9g8aSN6sly77vxhXjOeNYCHBHfXR/X3bUYo5GDSRc/tDYurYem2uISYBwg5iRgakPyXftghPUNzhX527JfKV/OndGZHZIPyaoAALboLiMnEKJdoDugnOQ06f+xjLrPBHBNYZVvG1BfMt/C3iwZVhKbyj0Ajbdi7oDniKKrIB2glePLabyxO/o9A6pM81TiWyve+d/0ngRZzRMnCpABW7ffLyBnw2L7oAJgkWOjaTqwq3mqwyMMQxSTWsSe/h/j3lpaAlOxSyLB6jhcr4HoQCMOYGmgTyN9qLowG3kYgpsL0ZQCGpsev5/Qnq5adhP6i7WCeXjbsCWov6Mj4FNgTyMZqHrvjDiFwhILXhOumi7efp/63oAa6FRCzEgDCTmb8IspAWO8IH/gEaL3Z/zvPXfzAUgK6RMY2cAeex/ins/bGJTKDNpDmXodsTJpRWPW4K7gFmKXZ4Bu73dgAP0KMpKBGY7eNN/H3x0bR1VQTWxEKjqgcZupy+Q0IKCgHeJ5ZwUuYjbNAHFJupInWRtd69/qnygbtFWVjf3Eu3skcgaqVKRUINTgJ6IdJstt1bZ6P6TJANHLWOUdoF/Kn3Eb35YZjk8FTPvpcrOqn6S2oMvgM6HDZpNtSfXnPxeIhdFtWGydUh/oH3ecCNacjuAF3vxvsyIrLOTboQVgAmHrZhys/vUUPomICVDNWDGdAV/C37uccFbeD3BGcTz285KrvCUDYUGgE6GVpeesdPSBfjrHS1BrV7Qc7d+bH72clddeT8AHA72/NASsDeWtYUCgJ2FCJbQr67QuvWuGzA/Hl3Rcl9+w370c+ZedkE9Hln4IdPgsYeXaIYIgPaEw5QJro7OcPNuGS49hlvIcfx9D3/odG1gbEN3IKT6StW2s9+YJYcYgFmEhpNJrHHMKPEtFyc751m2cI99UX/TdethXkWvIvD8dteRtT+a64czgMaDUpKPqlnK4O7qFBs5QVibbxh9iH+0dmJjSUfjJDz/ptlzt6mbvIhZgD2DJ5HdqEXImuykEgo3k1Z2bpZ8tX+Ld9FkL0kVJ4gB2dtauRqdlomJgL+CBpAypzbGVepeEPU03lRIbQp8139YeDdmDktEKdQDDt5Iu5Oee4rEgEuC7o6OpSvEEugWDtsyI1MSbHR7738beZVn50xvKyAGR+A7vRWgaIsJgeKB343xoybC0eXMC70wYFHSatR6/H/Veepouk6WLWsIguIzv56hYIxZgYOB2YxcoiXAk+OCCZwul0+KaSl6/n+Eejdqh1C6L7UKwOQxwS+jYY2zgS6B3YvPoCq+VuE3B3Ysx004aHV59n8pe3prTVLaMf8M/+Y0w8ika44YguSA64pKnzW8Hd/sBEwq8EvfZrZ443/Ee7VsDFT1M0gPQek8xWmmf4+HgqSAAorNnUS65tygAh8oFEp8Ze53xn9VfOdtxFUNNo8RhetJxxConJAAg2+AI4lXnFq4sdpUAO8lMUgSZBt3n3/cfBBvdVcgONUTy+1byb+pw5GEg0SATYjqmna2gNgI/rwjSEafYj92bH9YfTBwH1kuOhkWEfBxy3ar8pIRhCSAgoeGmZe0Uta8+4YhWkQkYVl1MH/KfUdxwlo4PFwYWvKMzTOtK5SqhA6AwYYqmL+yKNRx+U0fZkKhX2l06H4xflRyXVw8Ppwao/Sqz/eubJVMhQOACYbWlu2wAdIl9xEdbEAWXnBzl36Oflhz8F08QNoc7vbN0cGwtpb4hQOAXIWLlSKv3s/b9NMabT6DXG1yO37hflJ0fF82QhYfOfnz05KyCZivhg2AuYRJlF2tv82R8pMYaTzpWmFx1H0pf0J1/2AqRFAhhPsd1mq0ZJlvhyGAH4QQk6CrpMtJ8FAWYDpHWUtwY31nfyl2e2IZRoYj0P1L2Ei2yJo6iECAkYPfkempjskC7gwUUjieVyxv6Hyafwd372MDSLolHAB82iy4NJwOiWqADIO4kDmofMe868cRQDbuVQRuYnzDf9p3WmXmSeonaAKw3BW6qZ3siZ6AkoKaj5GmbsV46X8PKTQ2VNNs0nvhf6R4vWbDSxcqtATn3gW8JZ/Uit2AIoKFjvCkZsM25zcNDTJ4UplrOHv1f2N5GGiaTUEs/wYg4fq9qqDGiyaBvIF6jVajYsH25O0K7i+zUFZqlHr+fxl6amlrT2cuSglc4/W/NqLBjHqBYYF4jMShZL+44qMIyy3nTgpp5nn8f8R6s2o1UYowlQub5fXByqPFjdiBEIGAizqgar194FcGoysUTbZnLXnwf2V79Gv4Uqgy3g3b5/rDZqXTjkGCyoCRiried7tE3gwEeSk7S1lma3jaf/17K220VMI0JhAe6gTGCafrj7SCjoCsiT2dibkO3MABSidcSfNkn3e4f4l8Wm5qVtg2bRJi7BPItKgLkTGDXYDQiMubobfb2XT/GSV3R4VjyHaNfwx9f28YWOk4shSo7ibKZqo1kriDNoD/h2Kav7Wr1yj95SKNRQ9i6HVXf4R9m3C/WfU69hbw8D7MHqxok0qEGoA3hwCZ47N/1dz6rSCcQ5Fg/3QWf/J9rnFfW/08OBk581rO3q2klOaECYB6hqeXDbJW05H4cx6mQQtfC3TLflZ+uHL3XAA/dxuC9XrQpa/plYyFAoDGhVeWPrAw0Ub2NxyqP31dDnN1fq9+uHOIXv1AtR3N957ScrE2lz2GBYAchQ+Vda4Pz/zz+BmpPehbCHIVfv5+r3QQYPVC7x8Y+sbURbOMmPeGE4B9hNCTs6zxzLPxtxejO0ta+HCqfUJ/nHWRYehEKCJk/PHWH7XrmbuHLIDog5uS+KrYymvvdBWYOaZY3281fXx/f3YKY9RGXSSw/iDZ/7ZSm4mIT4Bdg26RRKnDyCTtLxOJN/pWvW62fKt/WHd6ZLtIkCb8AFLb5rjBnGGJfYDcgkqQl6ezxt/q6RB0NUdVkW0tfNB/KHjiZZxKvyhIA4fd0ro5nkOKtYBmgjCP8aWnxJzooQ5cM41TXGyZe+p/7nhCZ3dM6yqUBb/fw7y4ny+L+ID6gR6OU6ShwlvmWAw/McxRH2v7evl/qXmaaExOEy3fB/rhu75AoSSMRYGYgReNvKKfwBvkDgoeLwRQ2WlTev5/W3roaRpQOC8qCjfkt8DPoiONnYFBgRiMLaGjvt/hwwf5LDZOiWihefl/A3sua+FRWTF0DHbmucJmpCuO/4H0gCOLpp+svKTfeAXQKmFMMmfkeOl/oHtrbKJTdTO9DrjowMQFpj2Pa4KygDiKJ566umzdLAOkKIZK0WUeeM5/M3yfbVxVjjUEEfvqzMarp1iQ4oJ6gFeJr5zOuDfb4AB1JqRIaWROd6l/vHzLbg9XojdLE0Dt3MhYqXyRY4NNgH+IQZvotgbZlP5CJL1G+GJ0dnl/O33tb7pYsTmPFYfv8soNq6mS74MqgLKH2pkJtdfWSPwNItBEf2GRdT9/sH0FcV9avDvSF8/xC83IrN+ThIQSgO6GfJgvs6zU/PnUH91C/l+jdPp+Gn4Vcvtbwj0TGhj0Kc+Krh+VJIUFgDSGJpdcsYTSsfeZHeVAdV6sc6t+eX4bc5Fdwj9SHGL2StFTsGeWzoUCgISF2ZWPr2DQZ/VcG+c+5FysclJ+zn4XdB5fvkGOHq34cNMjsreXgoYJgN+ElZTJrUDOHfMcGeQ8S1uhce19GX8KdaRgtEPIIPj6mdX5sxGZQIcbgEOEWZMJrCTM1PDaFt06q1mOcH99WX/zdSFipEX/IkT9xtfVtXOaCYg4gLKDJ5JRqg3Kje6XFNA4BFhxbwZ9j3/Tdpdjj0c0JZD/9tm4t92b24hfgCuD/pCfqPnHR+xREr42VVZLboN8un+pdwRlc0llJ9wBKdyguU+dtomRgK6C3Y/1puvFAuoKEKg0n1QcbfZ72390eGlmUkuTKSgEX96Pu8qenIrNgDuCxo5SpeHDwOfCDY4y41Lka1578X82ecZnK02+K3MGmOCCvUygi4sUgdOBuY23o9zBf+V5C3AwH1Gkarx6/X/ueRpp/U7lLb8I1OJ8v9ehhIxlgXaBtYwjot2/QeMuCU0uVU9aaRB6/n+cemVqyFAIMAkLEuV6wWmjho3BgSOBuouXoOK9BeHjBicshE0IaFp59H9Ae6hrjVInMlMNUud+wwOlko4ngtqAyYoTn+27y96YBP0prUutZpp44H/Ze+JsS1RCNJsPlOmHxaWmp4+XgpyA4YmXnf65ldxMAtAnz0lJZdB3wX9pfBJuAlZZNuIR2OuVx06oxpASg2iABIkjnBW4YdoAAJ8l60fdY/x2mH/ufDpvsldrOCgUHu6nyf6p7pGXgz+AMIi3mjG2MNi0/WsjAkZpYh92ZH9pfVlwW1l5OmwWZfC+y7WrHpMnhCCAZodTmVO0A9Zo+zUhE0TtYDd1Jn/ZfW5x/VqCPK4YrfLZzXOtWJTAhAyApob4l3yy2dMd+fseHkJpX0Z03X4/fnpyl1yGPu4a9/T4zzivm5VkhQKA8IWmlquws9HS9r8cI0DdXUtzin6bfnxzKV6EQCwdQfcb0gOx5pYShgOARIVcleGukM+H9IEaJD5JXEdyLX7sfnV0tF9+QmgfjflC1NWyOpjKhg+AooQclB2tcs0+8kAYHzyuWjpxxX0zf2R1NmFxRKEh2Ptt1q60l5mMhyWACoTkkmGrWMv27/4VFToLWSNwUn1vf0p2sWJgRtcjJP6b2I22/JpXiEaAfYO1kaupQsmv7bkTBzhhVwJv1XyhfyV3I2RISAomcADM2nG4aZwtiXGA+oKPkPynMMdp63MR8zWvVdltTnzIf/d3jWUrSjoovAIB3Vy6350NiqeAgYJyj1WmI8Um6SwP3DP3U6dsvXvlf8B472YHTGcqCAU430y8XJ/2iueAE4JfjrWkHMPk5uMMwDE3UmtrIXv3f355SWjdTZAsUwdy4UK+4qDpizKBroFUjRyjGcGk5JkKoC9xUCdqfHr+fzJ6mWmtT7Yungmu4z7Ab6LljIeBVYFUjIuhG79n4k8IfC2kTtpozHn7f9x64Wp2Udcw6Avt5T7CBaTrjeaBBoFdiwKgI70s4AQGVCvRTIRnEnnuf3x7IWw4U/UyMQ4u6ETEoaX7jlCCwYBvioGeMLvz3bgDKSn3SiZmTnjWfxF8V23zVA41eRBx6k/GRqcTkMWCh4CMiQidQ7m+22wB+iYYSb9kgXezf518hG6oViQ3wBK17F7I8ag1kUSDV4CyiJebXLeL2SD/ySQyR1FjqXaGfx59qG9VWDQ5BRX87nLKpKphks2DMoDihy+aerVc19T8lCJGRdlhyHVOf5V9w3D7WUA7SBdD8YvMXqyVk2CEF4Ach86Yn7Mw1Yj6XCBUQ1pg3XQMfwF+1XGaW0c9ihmM86fOH67SlP2EB4BfhneXyrEH0z34IR5dQdNe6HO/fmN+3XIxXUk/yRvW9cjQ5q8YlqWFAoCthSeW/K/i0PL15RthP0Rd6XJofrt+3HPAXkVBBh4h+O3StLFml1eGB4AFheGUNK7BzqjzpRlfPa1b4nEGfgh/0XRIYD1DQSBs+hXVibO+mBKHFoBnhKSTc6ykzF/xZBdZOw9a0HCafUt/vXXHYS5FeSK4/EHXZLUemtiHMIDTg2+SuaqMyhfvIRVNOWlYtm8kfYN/n3Y/YxpHriQE/3DZRbeGm6iIVYBKg0ORBql3yNHs3BI9N7xWkm6jfLF/d3euZAFJ4CZQAaPbLLn2nIGJhIDLgiGQWqdoxozqlRAoNQhVZW0YfNR/RXgVZuFKDymcA9jdGLtvnmSKvoBWggiPtaVdxEnoTQ4PM01TMGyDe+1/CXl0Z7tMOivoBRHgC73wn1GLAoHrgfiNGKRXwgjmBAzxMItR8Wrkevt/w3nKaI5OYi0zCEviA794oUiMUYGLgfKMg6JWwMnjugnQLsJPqWk6ev5/dHoXaltQhi9+ConkAMEJo0iNqoE1gfWL9aBavo3hbweqLPNNWWiGefd/GntcayJSpjHHDMjmA8OhpFKODoLqgAGLb59kvFPfJAWBKh1MAGfJeOZ/tnuYbOJTwjMQDwrpC8VBpmWPfIKpgBiK8Z1zuhvd2AJVKEFKnmUBeMp/SHzLbZpV2jVYEU7rF8fop4GQ9IJzgDiJe5yJuOfajAAlJl9INWQwd6N/z3z1bkxX7TeeE5PtKMmWqaaRd4NIgGGIDZuktrbYQP7yI3dGw2JUdnJ/TH0VcPdY/DniFdrvPstMq9WSA4QmgJWHp5nFtIfW9Pu8IYlESGFvdTZ/v30tcZpaBjwlGCLyWM0IrQyUm4QQgNOGSpjssl3UqfmDH5ZCxl+AdPB+KH47cjZcCz5lGmv0ds/Lrk2VPIUEgBqG9pYZsTXSXfdIHZxAPF6Ic59+hn4/c8pdC0CkHLb2mdGVsJaW54UCgGyFqpVNrxLQE/UKG54+qlyGckR+2n46dFZfBkLgHgH5v9NmsuiXnYYLgMiEZ5SIrfPNyfLKGJo8EFt7cd59I38sddtg+0MZIUz76dU9tEOZXIcfgC6ELZPKq9fLgfCIFpI6b1lmcG59Yn8Udldi60VQI5j9FtgatqaaJog9gJ6D/JESqsDJOe5EFIQ4x1dIb/R8ln/ydsxj1EeEJeT/Rtr9txGc+YhmgBiD1JBiqK7H9Ov+EXI2F1Yhbm98wH/GdzhluEm1JzACetznuYWd14mZgJ2CtY+5pqDFsOm3D1w0YFTwbOF733+ReJxmlkvjKXwEsN7WuwGfvorXgCyCn44XpZfDbedvDUEyo1K3a0d7839Refdnbk0NLMcG6uDKvYSgrosfgcWBk419o5PBLeUlCyIw3lB1aqR6/X8IekppP08zLhIJJuPEvxCiqIxygWmBkIzqoZS/7+LbCP8tE08qafd5/X+0epRqCVFWMF0LZOXEwaOjrI3PgRiBl4tfoJq9s+CPBtgrQU3WZz958n9We9VrzVJ0MqYNpOfIwz6luY42gtCAp4rcnqa7et5EBK4paUt6Zn543H/vew5tilSPNO8P5+nSxeGm0I+ogpSAwYlhnbi5RNz4AYAnikkWZbN3vH98fD1uQValNjUSK+zgx4uo8JAkg2GA5Yjum8+3Edqs/08lpkepY912kX8AfWRv8Fe3OHsUce7zyTyqGZKrgzqAEoiEmuy14ddg/RojvEUzYv51XH95fYFwl1nEOr8WuPALzPSrS5M8hB2ASochmRC0tNUU++Mgy0O2YBV1HH/ofZVxOFvMPAEZAfMmzrOthpTXhAqAi4bIlzmyitPJ+Koe1kExXyN00n5Nfp9y0VzPPkAbS/VG0HmvyZV8hQKA14V2lmmwZNF+9m0c2z+kXSdzfX6nfqBzYl7NQH4dlfdq0kaxFpcrhgSALIUulaCuQ8809C8a2j0PXCFyHn73fph061/FQrkf4PmR1Bmza5jlhhGAjITuk92sJc3q8e4X1TtyWhJxtX08f4V1bWG4RPIhLPy81vK0yZmohymA9oO4kiKrC8ui76sVyjnOWPpvQX13f2p25mKmRickeP7r2NG2L5t1iEuAaoOKkW2p9shc7WYTuzcjV9luw3ynf0R3V2SNSFomxAAd27e4npxMiXiA6IJlkL+n5cYW6yARpzVxVa5tOnzNfxV4wWVvSoooEANR3aK6FZ4tiq+AcYJKjxmm2cTT6NgOjzO3U3psp3vof9t4IWdKTLYqXAWJ35S8k58Yi/GABII4jnqk0sKS5pAMcjH3UT1rCnv4f5h5eWggTt8spwfD4Yq+GqEMjD2BoYEvjeKi0MBS5EYKUi8wUPhpY3r+f0t6yWnuTwQv8gkA5IfAqaIKjZSBSYEwjFOh074V4vsHLS1iTqposnn6f/N6EGu2USUxPAw/5ojCP6QSjvWB+4A6i8uf27za37AFBSuOTFNn93jrf5J7TWx4U0IzhQ6A6I7E3aUij2CCuIBOikue6bqi3WQD2SizSvNlMnjRfyZ8gm0yVVs1zRDE6prGgqc8kNaCf4BsidOc/bht2xgBqibTSIxkYnetf7B8rm7mVm83ExMJ7arIL6lgkVaDUYCTiGObFrc72cz+eCTsRhtjiXZ+fzB90W+SWH85WBVP77/K46qMkuGDLYDFh/yZNrUM14D8QyL/RKNhp3VFf6V963A3Woo7mxeX8djMnqzBk3aEFIAAh52YXLPg1DT6CyANQyNgunQBfxB++3HUW5E93Bng8/XOX64AlRWFBoBFhkaXiLG40un30B0VQZpexHOzfnF+AnNqXZI/Gxwq9hbRKLBHlr6FAoCUhfiVuq+U0J71kxsYPwpdxHJafsd+AHT5Xo5BWB51+DvT97GXl3GGCIDuhLOU9K10zlXzUxkWPXNbu3H3fRJ/83R/YIRDkiDA+mTVzLPvmC6HGYBRhHeTM6xXzAzxERcOO9NZqXCKfVR/3nX9YXVFyiIM/ZHXqLVQmvWHNYC/g0SSeqo/ysTuzhQCOS1YjW8SfYp/vnZ0Y2BH/iRY/8HZire6m8aIW4A3gxmRyKgsyH7siRLxNn9WaG6QfLd/lXfiZEZJMCekAfPbcrksnaGJjIC5gviPHacdxjrqQhDbNMlUOm0DfNh/YXhIZiVLXinwAyneX7ulnoaKx4BGguGOeqUTxPfn+g3CMg1TA2xte+9/JHmlZ/5MiSs7BmLgU70noHSLDYHdgdKN3qMNwrblsQujMEpRw2rMevx/3Xn6aNFOsC2HCJ3iS7+xoWyMXYF+gc2MSaINwHjjZgmBLoFPemkhev5/jHpGap1Q1C/RCtvkSsFDo22NuIEqgdGLvKASvjvhGwdbLLBNKGhsefV/MXuKa2JS9DEbDRvnTcPcpHiOHYLggN+KOJ8dvALf0AQyKtpLzmateOJ/y3vEbCFUDzRkD13pVcV9po2PjIKhgPeJu50tusvchAIFKP1Ja2Xkd8V/XHz2bdlVJjarEaHrYsclqKqQBoNsgBiJRpxDuJfaOADVJRpIAGQRd5x/4nweb4pXOTjxE+btdMnUqdGRioNCgESI2ZpftmbY7P2hIzFGjWI0dmp/XX0+cDNZRzo1Fi3wi8uLqwGTGIQigHmHdZmBtDjWoPtrIUJEEmFOdS1/z31UcdVaUDx3GHbypc1IrTqUsYQNgLiGGZipsg7UVfkxH05Cjl9edOV+Nn5gcnBcVT64Gr/0xM8Mr3uVVIUDgAGGxpbXsOfRCff2HFRAA15kc5N+k35kcwNeVED2HAn359HXsMaWAYYDgFSFe5UMr8TPv/S4GlU+cFxgcjZ+5X5edI5fTkIxH1X5DtSpshmYuIYNgLGEOpRIraXNdvJ3GFA81VpUcc99LX9OdRJhQkRrIaD7ONaBtHWZeYcigBiEAZOLq4vLLfA1Fkc6M1k+cF19an80do1iMUahI+z9ZthfttmaRIhCgIqD0ZHUqXTJ5u3xEzk4ilceb+J8nH8RdwBkGkjVJTgAl9pDuEacGIlsgAaDqpAlqGLHoeurESY22VX2bVx8xX/kd2tl/UkFKIQCy9wturud94mhgIyCjY99plXFXelkDw80IVTEbMt74n+teM5m2ksyKtAEAt8dvDif34rggB2CeI7cpE3DG+cbDfQxYlKKazF79X9seShosE1bLBsHO+ESvryg0YsqgbiBbY1Do0rB2+TRCtQvnVBGaox6/n8henppgU+BLmYJeOMNwEmizYx+gV2BbIyxoUu/neKHCLAt0U76aN15/H/MesNqSlGjMLELtuUNwt6j0o3dgQ2BdIsnoFO9YuA7Bokr/kylZyR5739tewNsDVPCMvoN9+cTxHql4Y5GgseAhoqlnl+7Kd7wA14pJUtIZmF42H8DfDptyVTbNEIQOuodxh2n+I+5goyAoYksnXK589ukATAnRkniZJV3t3+QfGhuf1bxNokSfuwsyMioGZE3g1uAxoi6m4q3wdlY//4kYEd0Y752in8SfY1vLVgCOc4UxO4/ynqqRJK/gzWA9YdQmqi1kdcM/coidUX9Yd51VH+Kfalw01kOOxEXDPFXzDOsd5NRhBmALofvmMyzZNXA+pIghEN/YPN0En/3fbtxc1sWPVMZVfN0zvSts5TuhAiAcYaXl/exO9N1+FgejkH5XgB0x35afsRyCl0YP5MbnvWU0Lqv+JWUhQKAvoVHliiwFtEq9hsckj9qXQJzcX6zfsRzml4VQdAd6fe40oixRpdFhgaAFYUAlV+u9c7g89wZkT3UW/txEH4Bf7p0I2ANQwsgNPrg1FyznZgAhxSAdoTBk56s2MyX8ZsXijs3WutwpX1Ff6d1o2H/REMigPwM1za1/JnFhy2A4YOMkuOqv8pP71gVfzmSWNFvMH1+f4l2G2PsRngkzP472Ra3Y5uTiFGAVoNgkS+pqsgJ7RMTbzfmVq5usHytf2J3jGTTSKomGAFt2/2405xsiX+A1oI8kIKnmsbE6s0QWzUyVYJtJnzRfzJ482WzStkoZAOi3em6S55OiriAYIIij92ljsSA6IUOQjN4U01sknvrf/d4U2eOTAUrsAXa39u8y586i/uA9YESjj+kiMI/5jwMJTG2URBr83r6f7J5qmhiTi0t+wcV4tO+U6EwjEmBlIEKjamih8AA5PIJBC/uT8lpS3r+f2N6+GkwUFIvRgpS5NDA4qIvjaGBPYEMjBqhir7D4acH3ywgTnlomHn4fwp7PWv3UXIxkAyS5tLCeqQ4jgSC8YAYi5OflLyJ31wFtipKTCFn23jof6d7emy3U48z2A7T6NnEGaZKj3GCr4AtihWeorpR3RADiihvSsFlFXjNfzp8rm1xVac1IBEW6+XGv6dlkOiCeIBMiZ6ct7gd28QAWiaNSFdkRHenf8N82W4jV7s3ZhNc7fbIbamKkWqDS4B1iC+b0bbr2Hj+JySmRuZianZ3f0F9+m/OWMo5qxWi7wvLIqu4kvaDKYCoh8mZ8rS81iz88iG4RG1hhXU8f7V9EnFyWtU77hfq8SXN3azuk4yEEYDlhmuYGbOR1OD5uR/FQutfmHT3fh5+IXIPXNo9Lxo09EPPoK4ulSyFBIArhhaXRrFq0pX3fh3NQGJeoHOnfn1+J3OkXds/bRx+9mTRabB2lteFAoB8hcmVea9G0Ev1QBvPPtFcn3JNftJ+I3QxX9ZBqh7J+IrTObLIl4uGCoDXhIaUs60mzgHzARnMPDhblXHofRx/FXW2YMtD4yAU+7TVELQhmUqHHYA8hEuT9KsLzLjwvxbEOpdZgXB5fVx//nUzYrxFGiNg/eHX7LWEmhKIOoCrgxmSPKrzyXHuexS3OPBXZG8AfZF/3XapY6ZHTyWs/xHaz7fum+WIYYAkg/CQi6jgxyvsNRKlNkFWPW58fLx/s3cWZYpJgCf4AUTcuLlhncGJlICogtCP4abSxefp7w+PNIpUDm3ve9x/fnh6ZmlLrilEBHreprvcnqeK0IA2grmOPqXIw6Tnpg10Ms1S1WtWe/J/P3nWZ0FN2CuPBrPgmr1foJeLGIHPgayNo6PEwWTlXQtWMAlRlGq0ev1/93kqaRNP/y3bCO/ilL/qoZCMaYFygaiMEKLEvybjEgkzLj9PSmkIev1/pHp1at5QIjAlCy3lk8F9o5ONxYEfga6LhKDKvergxwYNLG5N92dRefN/R3u3a6NSQTJvDW3nl8MXpZ+OLILXgL6KAZ/Wu7DefATjKZZLnGaReN9/4XvwbGBUXDS3D7DpoMW5prWPnYKZgNeJhZ3nuXrcMAK1J7hJOGXGd8B/b3whbhdWcjb+EfTrrsdiqNSQGINmgPmIEZz9t0ba5P+EJdRHzGPydpZ/9HxIb8dXhDhEFDnuwMkSqvyRnoM9gCaIppoathbYmP1QI+tFV2IUdmJ/bn1mcG9ZkjqIFoHw18vKqy2TLoQfgFyHQ5k9tOnVTPsZIftD22AsdSN/3n17cRBbmjzKGMny882IrWeUyIQLgJ2G6Jdmsr/TAfngHgZCVl86dNp+RH6Gcqpcnj4KGxP1EtBNr6qVbIUCgOeFlpaVsJnRtvakHAtAyl0/c4Z+n36IczxenEBIHV33NdIZsfaWGoYEgDyFTZXLrnbPa/RlGgs+Nlw7cih+8H6AdMZflkKDH6n5XdTsskqY04YQgJuEDJQIrVjNIvIlGAY8mlotcb99Nn9vdUhhiUS8IfT7h9bFtKeZlYcmgAOE1ZJMqz7L2u/iFfw591gVcEx9cn9UdsNid0byI0D+ttiktg2bYYhIgHeDppGWqSjJk+2eE+03TFf1bs98o38wdzVkX0glJowA59qJuHucOIlzgPSCgZDopxfHTutYEdo1mlXLbUh8yn8BeJ5lQUpVKNgCG91zuvGdGIqpgHyCZY9BpgvFCukQD8Iz4lOYbLZ75n/JeABnHUyBKiQFU99kvG+fAYvqgA6CUo6hpAPDyObHDKYxIlJcaxp793+GeVlo802qLG8HjeFavvWg9Ys1gaqBSI0JowDBieR+CoYvW1AXanR6/n86eqlpwk/QLroJyeNWwIOi8oyLgVGBSIx4oQO/S+IzCGItjk7KaMN5+3/kevFqi1HxMAQMCOZXwhik+I3rgQKBUYvwnwu9EeDoBToru0x0Zwl57X+DezBsTVMPM00OSehdxLWlCI9Wgr6AZIpvnhi72N2cAw8p4UoVZkV41H8YfGVtCFUoNZUQjOpoxlqnIZDLgoSAgYn2nCy5o9tQAeAmAUmuZHd3sX+jfJJuvFY9N9wS0ex3yAapQ5FKg1WAqIiGm0W3cNkE/64kGkc/Y592g38kfbZvaVhNOSEVF++Myrmqb5LTgzCA2IcemmS1Qde4/HkiLkXHYb11S3+afdBwD1pZO2QXX/GkzHOspJNnhBaAEoe+mImzFdVs+kEgPUNIYNF0CH8GfuJxrVtfPaUZqPPBzjSu4ZQFhQeAV4Zml7Sx7dIh+AYeRUHAXtxzu35ofulyRF1hP+Ub8vXi0PyvJ5athQKApYUYluavyNDW9ckbST8xXd1yY36/fuhz015dQSEePfgH08qxd5dfhgeA/YTSlB+up86M84oZRz2aW9VxAX4Mf910WmBUQ1wgiPow1Z+zzpgchxeAYISVk16si8xD8UgXQDv7WcNwlX1Of8h12WFGRZQi1Pxc13q1L5rihzKAzYNhkqSqcsr87gUVNDlVWKhvHn2Gf6l2UWMyR8kkIP+L2Vy3l5uyiFeARIM1kfGoXsi17MASJDeoVoRunXyzf4F3v2QYSfombAG+20O5CJ2MiYeAxYITkEanT8Zx6nkQDjXzVFdtEXzWf054Jmb3SikpuAPz3TC7gZ5visGAUIL7jqGlRMQu6DEO9TI4UyFsfHvufxJ5hGfRTFQrBAYs4CO9AqBdiwaB5oHrjQWkPsLt5egL1zB2UeFq3Hr7f8x52mikTnwtTwhn4hu/i6FUjFWBh4HljG+iPsCu454Jti6tT5lpMnr+f3x6J2pxUKAvmQqk5BnBHKNUja6BMoHpi+KgQr5y4VMHkCzdTUlofnn3fyF7a2s3UsAx4wzk5hzDtaRfjhOC54D2ilyfTLw43wgFZyoHTO9mwHjlf717p2z3U9wzLA8m6SPFVaZyj4GCp4ANit+dXLoB3bwCOigrSo1l93fIf0582W2vVfM1cxFp6zDH/KePkPqCcYAtiWmccbjM2nAACiZISCNkJXehf9V8Am9hVwc4uROv7ULJq6m1kX2DRoBXiPyajbab2CT+1yNgRrFiSnZvf1J9I3ALWRU6/hX271jLYavkkgqEJYCMh5eZrrRt1tj7oSFxRDZhZHUzf8V9OnGuWh88QBg+8nLNHa0clKKED4DKhjqY1bJC1I35aB9+QrRfdXTsfi1+R3JJXCQ+gRqH9JDP4a5clUSFA4AShuaWA7Eb0kH3LB2EQClefHObfop+S3PdXSNAvxzS9rPRq7CmlvCFAoBkhZuVOK/4z/f07hqGPpdcenI/ft1+RnRpXx5C+x4d+dnTfLL4l6aGDIDAhFiUc63Zza3yrhiCPP1abnHZfSZ/N3XtYBNENSFo+wPWU7RTmWaHIIAnhB6Ttau+y2XwbBZ5OltZWXBpfWR/H3ZpYgJGayO0/TDYMba3mjCIP4CXg+6R/qmnyR7uKBRrOLJXOm/ufJh//HbdY+tHnyUAAGHaFbgjnASJaIASg8aQTqiVx9jr4hFZNgJWEm5pfMF/0HdJZc9J0CdMApXc/rmXneGJnICXgqePpaaHxZTpmw9CNEtU4mzZe+B/mnitZq1L/SmYBMve7bsTn8mK2oAngpKOA6V+w1LnUw0nMo1SqGtAe/R/WnkIaIRNJyzjBgXh4r2XoLqLI4HBgYaNaaN6wRLlCQsIMMhQZWqcev5/EHpaaVVPTS4uCUHj3b8jorWMdoFlgYSM16F8v9TivwjlLf1OGmnuef1/vHqkah9RcDB5C3/l3MG3o7mN04EUgYuLTKCCvZjgcwa+KytNxmc2efF/Xnvka+NSjjLCDcDn4cNSpcaOO4LNgJyKyp6Pu1/eKASTKVJLaWZ0eNt/9nscbZ9UqDQKEALq68X1pt2ProKRgLaJT52guSnc3AFlJ3NJBGWpd7p/g3xLblVWvjZREkfs+cefqP6QK4NfgNuI3Zu4t/bZkP80JY9Hl2PTdo9/Bn1xbwRY0DiXFI3uDcpRqieSsoM4gAmIc5rVtcbXRP3/IqRFIWLzdVl/f32OcKtZ3TraFtTwJMwJrFmTQ4QbgECHEZn5s5nV+PrIILRDpGAKdRl/7X2hcUtb5DwcGR3zQM7JrZWU34QJgIKGt5cjsnDTrfiOHr5BHl8XdM5+Un6scuRc5z5cG2f1YNCPr9mVhIUCgM6FZ5ZTsErRYvZSHMI/kV0bc3l+q36sc3Ve5UCZHbH3hNJcsSaXNIYFgCSFH5WKrinPGPQTGsI9+1sVchp++n6jdP5f3ULUH/z5rNQvs3yY7oYSgISE35PIrAvNz/HSF7w7X1oFcbB9P3+RdX9h0EQNIkj819YJtdqZsocqgO+DqZINq/LKh++PFbE5uljtbzt9eX90dvhivUZCJJT+BtnotkGbf4hNgGODfJFYqdzIQO1LE6I3D1fLbrx8qX9Od2lkpEh1JuAAN9vOuK+cV4l6gOKCWJCrp8zG++oEEY41XFWfbTN8zn8eeNFlhkqkKCwDbN26uieeOIqygGuCPY8FpsDEuOi9DnUzolNrbKB76X/keDJnYUzQKngFpN+svKafI4v0gP+BK45mpLnCduZ0DFkx4VEuawN7+X+heYloNk75LMMH3+Gjvi2hGIxBgZ2BI43PorfAN+QqCjgvGlDoaVt6/n9TetlpBFAeLw4KG+SfwLyiF42YgUWBJIxAobu++uHfBxMtTE6aaKl5+X/7eh9rzFE/MVgMW+ahwlOkHo76gfiAL4u4n8O8v9+UBesqd0xCZ+546n+Ze1xsjVNcM6EOnOinxPGlMI9mgrWAQ4o5ntK6h91IA78onEriZSh40H8tfJFtR1V0NekQ3+qzxpenSpDcgn2AYYnBnOa4Utv8AJAmu0h6ZFh3q3+2fL1u+laJNy8TJO3DyESpbpFdg0+AiYhSm/+2INmw/l0k1EYKY392fH81fd9vpliYOXQVa+/Yyviqm5LogyyAu4frmR+18dZk/Cgi6ESRYZx1Qn+qffhwS1qjO7cXs/HxzLOs0JN9hBOA94aMmEWzxtQY+u8f9UIQYK90/n4Vfghy6FupPfgZ/PMPz3WuD5UchQWAPYY2l3KxntLN97Ud/UCIXrhzr351fg5zfV2qPzccRvYw0T6wV5bGhQKAjIXplaWvetCC9XcbAD/3XLhyVn7Lfgt0C1+mQXMekfhW0w2yp5d6hgmA5oSklN6tWs458zgZ/TxfW65x8n0Wf/90kWCcQ60g3Pp/1eOzAJk3hxqASoRokx6sPszw8PYW9Tq/WZtwhH1Xf+h1D2KNReUiKP2r17+1Ypr/hzaAuIM1kmaqJsqo7rIU6TgYWH9vDH2Nf8h2hWN3RxkldP/b2aG3y5vQiF2AMYMLkbSoE8hi7G0S2DZqVlpuiXy4f59382RcSUonwAEO3Im5PZ2siY6AtILrjwmnBMYe6iYQwjS0VCtt/Xvaf2t4WWY7S3kpDARE3ne7uJ6RisqAQYLTjmal+sPb594NqDL4UvRrZXvwfy15tmcUTaMrVwZ94Gq9OqCAixCB2IHFjcqj9cGb5ZULijA1UbNqxHr8f+Z5CmnnTsstowi44mS/xKF4jGGBeoHBjDai9b9c40oJZy5rT2ppGXr+f5R6VmqzUO4v7Qr25GLBVqN6jbyBJoHGi6qg+r0g4f8GQSyaTRhoY3n1fzh7mWt4Ug0yNw0252bD8KSFjiKC3YDUiiWfBbzn3rQEFyrDS71mpHjhf9J702w2VCk0fw946W7Fkaaaj5KCnoDsiamdFbqw3GgC6ifmSVpl2nfDf2J8BG7uVUA2xxG863zHOai4kAyDaoAOiTScLLh82hwAuiUDSO9jB3eaf+h8LG+eV1I4DBQC7o7J6anfkZGDQIA6iMiaSLZL2ND9hiMZRntiKXZnf2N9S3BHWWA6UBZJ8KTLoKsQkx+EIYBvh2SZarQd1oT7UCEqRP9gQnUpf9R9YXHpWmk8kxiR8r/NXa1JlLmEDYCvhgmYkrLz0zn5Fh82QnxfUnThfjt+bXKDXG0+0xrb9N7PIq+LlVyFA4D4hbaWwbDN0e722hw8QPBdWHOOfpd+cHMWXmxAER0l9wHS7bDWlgmGA4BMhWyV966qz6P0nBo8Pl1cVHIxfuh+aXShX2ZCTR9x+SjUv7IqmMGGDoCqhCuUM62MzVryXBg4PMJaR3HKfTB/WXUkYVpEhiG8+1LWl7SGmYKHJIARhPKSdqtxyxHwGRYuOh9ZMHBYfWx/P3afYkhGvCMI/oDYdrbqmk2IRICEg8ORv6lbycvt1RMgOHVXEG/cfJ9/G3cSZDFI7yVUALHaWrhXnCOJb4AAg5yQEKhJx4XrjxENNsRV521VfMZ/7nd8ZRRKHyigAubcRLrNnQKKpICHgn+PaaY8xUHpSA/1MwxUtWzEe+N/tnjfZvBLTCrsBB3fNbxKn+uK5IAYgmuOyKQ0w//m/wzaMU1Semspe/Z/dXk4aMdNdiw3B1bhKr7PoN2LLoGzgWGNL6MxwcDktQq6L4dQN2qEev5/KXqKaZdPnC6CCZPjJcBcotmMg4FZgWCMnqEzv4LiawiWLbpO6mjVefx/1HrSamBRvTDMC9HlJsLxo9+N4oEJgWiLFaA7vUfgIAZvK+dMlWcbee9/dHsSbCNT2zIWDhLoK8SOpe6OS4LEgHuKk55Iuw7e1ANEKQ5LN2ZYeNd/CnxIbd5U9TReEFXqNsYypwaQv4KJgJaJGp1audnbiAEVJy9J0WSLd7V/lnx2bpNWCjekEprsRcjdqCeRPYNZgLyIqZtzt6bZPP/jJElHYmO0doh/GH2bb0FYGznqFODuWcqPqlKSxoMzgOuHP5qRtXbX8PyvIl5F62HTdVF/j322cOdZJzstFyjxccxJrIaTWYQYgCWH35i2s0rVpPp3IGxDbWDodA9//H3IcYZbLj1uGXDzjs4JrsOU9oQIgGiGh5fgsSHTWfg9HnZB5l70c8N+X37Rch5dMD+uG7r1rtDQrwiWnYUCgLWFN5YSsPzQDvYAHHk/V132cmx+t37Qc61eLUHrHQX409KesVaXToYGgA2F8JRKrtvOxPPBGXg9wVvucQt+BX/GdDVgJUMmIFD6+9Rys62YCYcVgG6Es5OIrL7Me/GAF3I7I1recKB9SH+ydbVhF0VeIpz8J9dNtQ2azocvgNqDfpLOqqXKM+88FWY5fljEbyp9gX+Udi1jA0eTJOj+Vtktt3SbnohTgFCDUpEaqZHI7ez3ElY30Vagbqp8r39td51k6kjFJjQBiNsUueWcd4mCgNCCL5Bup4HGqOqxEEE1HVV0bR980387eARmykr0KIADvd0Bu12eWYq7gFuCFY/JpXbEZehpDigzYlM/bIp77H8AeWNnpEwgK8wF9d/zvN2fRov/gPCBBY4spG/CJOYgDAsxoVEAa+t6+n+7ebpoeE5ILRcIMOLrvmahPIxNgY+B/oyWom7A5ePWCeou2E+5aUJ6/n9seghqRlBsL2IKbeTowPaiPI2mgTmBAIwHoXK+qOGLB8UsCU5paI95+H8Se01rDFKMMasMrebqwo2kRY4Jgu6ADYuBn3y8bt9ABZwqNEwRZ9J453+ve4lszVOpM/QO7+jyxC2mV492gqyAIooDnou6Nt30Am8oWEqwZQt4y39BfLxthlXBNTwRMuv+xtOnc5DugnaAQomMnKC4AtuoAD8mdkhGZDp3pX/JfOduOFfUN4ITd+0PyYGpmJFwg0mAa4gem7q20Nhc/g0kjkbUYl92dH9HfQhw41jjOcYVvu8lyzerxpL9gyiAn4e4mdu0otYQ/NchoURbYXp1OX+6fR9xhlrtOwkYBvI+zfOs/ZOThBGA3IZbmAKzd9TF+Z4frULZX4x0834jfi5yIlzzPUoaT/Rdz7auPZU0hQSAI4YGly+xUNJ592MdtUBPXpRzo36CfjNzt13zP4gcmvZ/0X+whpbfhQKAdIW6lWOvLNAv9SUbtj69XJNySH7Wfi90RF/uQcUe5fil01Cy2JeUhguAz4R2lJ6tDM7l8uUYszwkW4hx430gfyF1yGDjQ/4gMPvO1Sa0MplThx6ANYQ8k9+r8cuc8KMWqzqDWXNwdH1ffwl2RWLTRTUjfP371wO2lZociDuApIMKkieq2slV7l8UnjjbV1Zv+nyUf+h2umO9R2klyP8r2ua3AJzviGSAHoPikHaox8cP7BoSjDYsVi9udny+f7x3J2WhSZonFAJf3M+5c53MiZaAo4LCj82mucXL6dMPdTR1VP9s6Hvef4d4i2Z/S8gpYASV3r677p6yitOAMYKsjiulsMOJ54oNWzK4UsZrT3vzf0h552dXTfIrqwbP4LK9cqCiixuByoGgjZCjq8FI5UELPDD0UIVqrHr9f/95OmkpTxku9wgK46y//aGcjG2BbYGcjP2hrL8K4/cIGS4pTzpp/3n9f6x6hWr0UDwwQQtI5avBkKOgjcqBG4Gii3Kgsr3P4KsG8itXTednSHnzf097xmu4Ulsyig2J57DDK6WsjjGC04Cyiu6evruV3mAEyCl/S4tmh3jef+h7/2x1VHU00w/L6bnFzabCj6OCloDMiXOdz7lf3BQCmiehSSdlvHe+f3Z8L24sVow2GhIP7MfHdqjikB6DZIDviACc5rcr2sj/aSW9R7pj6HaUf/p8Vm/bV544XxRV7trJJ6oKkqSDO4AciJWaA7b713z9NSPTRUViCXZff3R9c3CDWas6oxac8PHL36s8kzWEHoBThzKZJrTO1TD7/iDjQ8hgIXUgf+N9iHEkW7M85Rjl8gzOnq12lM+EC4CUhtiXULKl0+X4xR7uQURfL3TWfkh+k3K9XLY+JRsv9SzQY6+6lXSFAoDfhYaWf7B/0Zr2iBzzP7ddM3OCfqN+lHNPXrVAYx1591DSL7EGlyOGBIA0hT2Vtq5dz0/0ShrzPSJcLnIjfvN+jHTZX61Cnh/F+XfUArNbmNyGEYCThP2T86w+zQbyCRjtO4ZaH3G6fTl/enVbYaFE1yEQ/KLW27S4mZ+HKID9g8aSN6sly77vxhXjOeNYCHBHfXR/X3bUYo5GDSRc/tDYurYem2uISYBwg5iRgakPyXftghPUNzhX527JfKV/OndGZHZIPyaoAALboLiMnEKJdoDugnOQ06f+xjLrPBHBNYZVvG1BfMt/C3iwZVhKbyj0Ajbdi7oDniKKrIB2glePLabyxO/o9A6pM81TiWyve+d/0ngRZzRMnCpABW7ffLyBnw2L7oAJgkWOjaTqwq3mqwyMMQxSTWsSe/h/j3lpaAlOxSyLB6jhcr4HoQCMOYGmgTyN9qLowG3kYgpsL0ZQCGpsev5/Qnq5adhP6i7WCeXjbsCWov6Mj4FNgTyMZqHrvjDiFwhILXhOumi7efp/63oAa6FRCzEgDCTmb8IspAWO8IH/gEaL3Z/zvPXfzAUgK6RMY2cAeex/ins/bGJTKDNpDmXodsTJpRWPW4K7gFmKXZ4Bu73dgAP0KMpKBGY7eNN/H3x0bR1VQTWxEKjqgcZupy+Q0IKCgHeJ5ZwUuYjbNAHFJupInWRtd69/qnygbtFWVjf3Eu3skcgaqVKRUINTgJ6IdJstt1bZ6P6TJANHLWOUdoF/Kn3Eb35YZjk8FTPvpcrOqn6S2oMvgM6HDZpNtSfXnPxeIhdFtWGydUh/oH3ecCNacjuAF3vxvsyIrLOTboQVgAmHrZhys/vUUPomICVDNWDGdAV/C37uccFbeD3BGcTz285KrvCUDYUGgE6GVpeesdPSBfjrHS1BrV7Qc7d+bH72clddeT8AHA72/NASsDeWtYUCgJ2FCJbQr67QuvWuGzA/Hl3Rcl9+w370c+ZedkE9Hln4IdPgsYeXaIYIgPaEw5QJro7OcPNuGS49hlvIcfx9D3/odG1gbEN3IKT6StW2s9+YJYcYgFmEhpNJrHHMKPEtFyc751m2cI99UX/TdethXkWvIvD8dteRtT+a64czgMaDUpKPqlnK4O7qFBs5QVibbxh9iH+0dmJjSUfjJDz/ptlzt6mbvIhZgD2DJ5HdqEXImuykEgo3k1Z2bpZ8tX+Ld9FkL0kVJ4gB2dtauRqdlomJgL+CBpAypzbGVepeEPU03lRIbQp8139YeDdmDktEKdQDDt5Iu5Oee4rEgEuC7o6OpSvEEugWDtsyI1MSbHR7738beZVn50xvKyAGR+A7vRWgaIsJgeKB343xoybC0eXMC70wYFHSatR6/H/Veepouk6WLWsIguIzv56hYIxZgYOB2YxcoiXAk+OCCZwul0+KaSl6/n+Eejdqh1C6L7UKwOQxwS+jYY2zgS6B3YvPoCq+VuE3B3Ysx004aHV59n8pe3prTVLaMf8M/+Y0w8ika44YguSA64pKnzW8Hd/sBEwq8EvfZrZ443/Ee7VsDFT1M0gPQek8xWmmf4+HgqSAAorNnUS65tygAh8oFEp8Ze53xn9VfOdtxFUNNo8RhetJxxConJAAg2+AI4lXnFq4sdpUAO8lMUgSZBt3n3/cfBBvdVcgONUTy+1byb+pw5GEg0SATYjqmna2gNgI/rwjSEafYj92bH9YfTBwH1kuOhkWEfBxy3ar8pIRhCSAgoeGmZe0Uta8+4YhWkQkYVl1MH/KfUdxwlo4PFwYWvKMzTOtK5SqhA6AwYYqmL+yKNRx+U0fZkKhX2l06H4xflRyXVw8Ppwao/Sqz/eubJVMhQOACYbWlu2wAdIl9xEdbEAWXnBzl36Oflhz8F08QNoc7vbN0cGwtpb4hQOAXIWLlSKv3s/b9NMabT6DXG1yO37hflJ0fF82QhYfOfnz05KyCZivhg2AuYRJlF2tv82R8pMYaTzpWmFx1H0pf0J1/2AqRFAhhPsd1mq0ZJlvhyGAH4QQk6CrpMtJ8FAWYDpHWUtwY31nfyl2e2IZRoYj0P1L2Ei2yJo6iECAkYPfkempjskC7gwUUjieVyxv6Hyafwd372MDSLolHAB82iy4NJwOiWqADIO4kDmofMe868cRQDbuVQRuYnzDf9p3WmXmSeonaAKw3BW6qZ3siZ6AkoKaj5GmbsV46X8PKTQ2VNNs0nvhf6R4vWbDSxcqtATn3gW8JZ/Uit2AIoKFjvCkZsM25zcNDTJ4UplrOHv1f2N5GGiaTUEs/wYg4fq9qqDGiyaBvIF6jVajYsH25O0K7i+zUFZqlHr+fxl6amlrT2cuSglc4/W/NqLBjHqBYYF4jMShZL+44qMIyy3nTgpp5nn8f8R6s2o1UYowlQub5fXByqPFjdiBEIGAizqgar194FcGoysUTbZnLXnwf2V79Gv4Uqgy3g3b5/rDZqXTjkGCyoCRiried7tE3gwEeSk7S1lma3jaf/17K220VMI0JhAe6gTGCafrj7SCjoCsiT2dibkO3MABSidcSfNkn3e4f4l8Wm5qVtg2bRJi7BPItKgLkTGDXYDQiMubobfb2XT/GSV3R4VjyHaNfwx9f28YWOk4shSo7ibKZqo1kriDNoD/h2Kav7Wr1yj95SKNRQ9i6HVXf4R9m3C/WfU69hbw8D7MHqxok0qEGoA3hwCZ47N/1dz6rSCcQ5Fg/3QWf/J9rnFfW/08OBk581rO3q2klOaECYB6hqeXDbJW05H4cx6mQQtfC3TLflZ+uHL3XAA/dxuC9XrQpa/plYyFAoDGhVeWPrAw0Ub2NxyqP31dDnN1fq9+uHOIXv1AtR3N957ScrE2lz2GBYAchQ+Vda4Pz/zz+BmpPehbCHIVfv5+r3QQYPVC7x8Y+sbURbOMmPeGE4B9hNCTs6zxzLPxtxejO0ta+HCqfUJ/nHWRYehEKCJk/PHWH7XrmbuHLIDog5uS+KrYymvvdBWYOaZY3281fXx/f3YKY9RGXSSw/iDZ/7ZSm4mIT4Bdg26RRKnDyCTtLxOJN/pWvW62fKt/WHd6ZLtIkCb8AFLb5rjBnGGJfYDcgkqQl6ezxt/q6RB0NUdVkW0tfNB/KHjiZZxKvyhIA4fd0ro5nkOKtYBmgjCP8aWnxJzooQ5cM41TXGyZe+p/7nhCZ3dM6yqUBb/fw7y4ny+L+ID6gR6OU6ShwlvmWAw/McxRH2v7evl/qXmaaExOEy3fB/rhu75AoSSMRYGYgReNvKKfwBvkDgoeLwRQ2WlTev5/W3roaRpQOC8qCjfkt8DPoiONnYFBgRiMLaGjvt/hwwf5LDZOiWihefl/A3sua+FRWTF0DHbmucJmpCuO/4H0gCOLpp+svKTfeAXQKmFMMmfkeOl/oHtrbKJTdTO9DrjowMQFpj2Pa4KygDiKJ566umzdLAOkKIZK0WUeeM5/M3yfbVxVjjUEEfvqzMarp1iQ4oJ6gFeJr5zOuDfb4AB1JqRIaWROd6l/vHzLbg9XojdLE0Dt3MhYqXyRY4NNgH+IQZvotgbZlP5CJL1G+GJ0dnl/O33tb7pYsTmPFYfv8soNq6mS74MqgLKH2pkJtdfWSPwNItBEf2GRdT9/sH0FcV9avDvSF8/xC83IrN+ThIQSgO6GfJgvs6zU/PnUH91C/l+jdPp+Gn4Vcvtbwj0TGhj0Kc+Krh+VJIUFgDSGJpdcsYTSsfeZHeVAdV6sc6t+eX4bc5Fdwj9SHGL2StFTsGeWzoUCgISF2ZWPr2DQZ/VcG+c+5FysclJ+zn4XdB5fvkGOHq34cNMjsreXgoYJgN+ElZTJrUDOHfMcGeQ8S1uhce19GX8KdaRgtEPIIPj6mdX5sxGZQIcbgEOEWZMJrCTM1PDaFt06q1mOcH99WX/zdSFipEX/IkT9xtfVtXOaCYg4gLKDJ5JRqg3Kje6XFNA4BFhxbwZ9j3/Tdpdjj0c0JZD/9tm4t92b24hfgCuD/pCfqPnHR+xREr42VVZLboN8un+pdwRlc0llJ9wBKdyguU+dtomRgK6C3Y/1puvFAuoKEKg0n1QcbfZ72390eGlmUkuTKSgEX96Pu8qenIrNgDuCxo5SpeHDwOfCDY4y41Lka1578X82ecZnK02+K3MGmOCCvUygi4sUgdOBuY23o9zBf+V5C3AwH1Gkarx6/X/ueRpp/U7lLb8I1OJ8v9ehhIxlgXaBtYwjot2/QeMuCU0uVU9aaRB6/n+cemVqyFAIMAkLEuV6wWmjho3BgSOBuouXoOK9BeHjBicshE0IaFp59H9Ae6hrjVInMlMNUud+wwOlko4ngtqAyYoTn+27y96YBP0prUutZpp44H/Ze+JsS1RCNJsPlOmHxaWmp4+XgpyA4YmXnf65ldxMAtAnz0lJZdB3wX9pfBJuAlZZNuIR2OuVx06oxpASg2iABIkjnBW4YdoAAJ8l60fdY/x2mH/ufDpvsldrOCgUHu6nyf6p7pGXgz+AMIi3mjG2MNi0/WsjAkZpYh92ZH9pfVlwW1l5OmwWZfC+y7WrHpMnhCCAZodTmVO0A9Zo+zUhE0TtYDd1Jn/ZfW5x/VqCPK4YrfLZzXOtWJTAhAyApob4l3yy2dMd+fseHkJpX0Z03X4/fnpyl1yGPu4a9/T4zzivm5VkhQKA8IWmlquws9HS9r8cI0DdXUtzin6bfnxzKV6EQCwdQfcb0gOx5pYShgOARIVcleGukM+H9IEaJD5JXEdyLX7sfnV0tF9+QmgfjflC1NWyOpjKhg+AooQclB2tcs0+8kAYHzyuWjpxxX0zf2R1NmFxRKEh2Ptt1q60l5mMhyWACoTkkmGrWMv27/4VFToLWSNwUn1vf0p2sWJgRtcjJP6b2I22/JpXiEaAfYO1kaupQsmv7bkTBzhhVwJv1XyhfyV3I2RISAomcADM2nG4aZwtiXGA+oKPkPynMMdp63MR8zWvVdltTnzIf/d3jWUrSjoovAIB3Vy6350NiqeAgYJyj1WmI8Um6SwP3DP3U6dsvXvlf8B472YHTGcqCAU430y8XJ/2iueAE4JfjrWkHMPk5uMMwDE3UmtrIXv3f355SWjdTZAsUwdy4UK+4qDpizKBroFUjRyjGcGk5JkKoC9xUCdqfHr+fzJ6mWmtT7Yungmu4z7Ab6LljIeBVYFUjIuhG79n4k8IfC2kTtpozHn7f9x64Wp2Udcw6Avt5T7CBaTrjeaBBoFdiwKgI70s4AQGVCvRTIRnEnnuf3x7IWw4U/UyMQ4u6ETEoaX7jlCCwYBvioGeMLvz3bgDKSn3SiZmTnjWfxF8V23zVA41eRBx6k/GRqcTkMWCh4CMiQidQ7m+22wB+iYYSb9kgXezf518hG6oViQ3wBK17F7I8ag1kUSDV4CyiJebXLeL2SD/ySQyR1FjqXaGfx59qG9VWDQ5BRX87nLKpKphks2DMoDihy+aerVc19T8lCJGRdlhyHVOf5V9w3D7WUA7SBdD8YvMXqyVk2CEF4Ach86Yn7Mw1Yj6XCBUQ1pg3XQMfwF+1XGaW0c9ihmM86fOH67SlP2EB4BfhneXyrEH0z34IR5dQdNe6HO/fmN+3XIxXUk/yRvW9cjQ5q8YlqWFAoCthSeW/K/i0PL15RthP0Rd6XJofrt+3HPAXkVBBh4h+O3StLFml1eGB4AFheGUNK7BzqjzpRlfPa1b4nEGfgh/0XRIYD1DQSBs+hXVibO+mBKHFoBnhKSTc6ykzF/xZBdZOw9a0HCafUt/vXXHYS5FeSK4/EHXZLUemtiHMIDTg2+SuaqMyhfvIRVNOWlYtm8kfYN/n3Y/YxpHriQE/3DZRbeGm6iIVYBKg0ORBql3yNHs3BI9N7xWkm6jfLF/d3euZAFJ4CZQAaPbLLn2nIGJhIDLgiGQWqdoxozqlRAoNQhVZW0YfNR/RXgVZuFKDymcA9jdGLtvnmSKvoBWggiPtaVdxEnoTQ4PM01TMGyDe+1/CXl0Z7tMOivoBRHgC73wn1GLAoHrgfiNGKRXwgjmBAzxMItR8Wrkevt/w3nKaI5OYi0zCEviA794oUiMUYGLgfKMg6JWwMnjugnQLsJPqWk6ev5/dHoXaltQhi9+ConkAMEJo0iNqoE1gfWL9aBavo3hbweqLPNNWWiGefd/GntcayJSpjHHDMjmA8OhpFKODoLqgAGLb59kvFPfJAWBKh1MAGfJeOZ/tnuYbOJTwjMQDwrpC8VBpmWPfIKpgBiK8Z1zuhvd2AJVKEFKnmUBeMp/SHzLbZpV2jVYEU7rF8fop4GQ9IJzgDiJe5yJuOfajAAlJl9INWQwd6N/z3z1bkxX7TeeE5PtKMmWqaaRd4NIgGGIDZuktrbYQP7yI3dGw2JUdnJ/TH0VcPdY/DniFdrvPstMq9WSA4QmgJWHp5nFtIfW9Pu8IYlESGFvdTZ/v30tcZpaBjwlGCLyWM0IrQyUm4QQgNOGSpjssl3UqfmDH5ZCxl+AdPB+KH47cjZcCz5lGmv0ds/Lrk2VPIUEgBqG9pYZsTXSXfdIHZxAPF6Ic59+hn4/c8pdC0CkHLb2mdGVsJaW54UCgGyFqpVNrxLQE/UKG54+qlyGckR+2n46dFZfBkLgHgH5v9NmsuiXnYYLgMiEZ5SIrfPNyfLKGJo8EFt7cd59I38sddtg+0MZIUz76dU9tEOZXIcfgC6ELZPKq9fLgfCIFpI6b1lmcG59Yn8Udldi60VQI5j9FtgatqaaJog9gJ6D/JESqsDJOe5EFIQ4x1dIb/R8ln/ydsxj1EeEJeT/Rtr9txGc+YhmgBiD1JBiqK7H9Ov+EXI2F1Yhbm98wH/GdzhluEm1JzACetznuYWd14mZgJ2CtY+5pqDFsOm3D1w0YFTwbOF733+ReJxmlkvjKXwEsN7WuwGfvorXgCyCn44XpZfDbedvDUEyo1K3a0d7839Refdnbk0NLMcG6uDKvYSgrosfgcWBk419o5PBLeUlCyIw3lB1aqR6/X8IekppP08zLhIJJuPEvxCiqIxygWmBkIzqoZS/7+LbCP8tE08qafd5/X+0epRqCVFWMF0LZOXEwaOjrI3PgRiBl4tfoJq9s+CPBtgrQU3WZz958n9We9VrzVJ0MqYNpOfIwz6luY42gtCAp4rcnqa7et5EBK4paUt6Zn543H/vew5tilSPNO8P5+nSxeGm0I+ogpSAwYlhnbi5RNz4AYAnikkWZbN3vH98fD1uQValNjUSK+zgx4uo8JAkg2GA5Yjum8+3Edqs/08lpkepY912kX8AfWRv8Fe3OHsUce7zyTyqGZKrgzqAEoiEmuy14ddg/RojvEUzYv51XH95fYFwl1nEOr8WuPALzPSrS5M8hB2ASochmRC0tNUU++Mgy0O2YBV1HH/ofZVxOFvMPAEZAfMmzrOthpTXhAqAi4bIlzmyitPJ+Koe1kExXyN00n5Nfp9y0VzPPkAbS/VG0HmvyZV8hQKA14V2lmmwZNF+9m0c2z+kXSdzfX6nfqBzYl7NQH4dlfdq0kaxFpcrhgSALIUulaCuQ8809C8a2j0PXCFyHn73fph061/FQrkf4PmR1Bmza5jlhhGAjITuk92sJc3q8e4X1TtyWhJxtX08f4V1bWG4RPIhLPy81vK0yZmohymA9oO4kiKrC8ui76sVyjnOWPpvQX13f2p25mKmRickeP7r2NG2L5t1iEuAaoOKkW2p9shc7WYTuzcjV9luw3ynf0R3V2SNSFomxAAd27e4npxMiXiA6IJlkL+n5cYW6yARpzVxVa5tOnzNfxV4wWVvSoooEANR3aK6FZ4tiq+AcYJKjxmm2cTT6NgOjzO3U3psp3vof9t4IWdKTLYqXAWJ35S8k58Yi/GABII4jnqk0sKS5pAMcjH3UT1rCnv4f5h5eWggTt8spwfD4Yq+GqEMjD2BoYEvjeKi0MBS5EYKUi8wUPhpY3r+f0t6yWnuTwQv8gkA5IfAqaIKjZSBSYEwjFOh074V4vsHLS1iTqposnn6f/N6EGu2USUxPAw/5ojCP6QSjvWB+4A6i8uf27za37AFBSuOTFNn93jrf5J7TWx4U0IzhQ6A6I7E3aUij2CCuIBOikue6bqi3WQD2SizSvNlMnjRfyZ8gm0yVVs1zRDE6prGgqc8kNaCf4BsidOc/bht2xgBqibTSIxkYnetf7B8rm7mVm83ExMJ7arIL6lgkVaDUYCTiGObFrc72cz+eCTsRhtjiXZ+fzB90W+SWH85WBVP77/K46qMkuGDLYDFh/yZNrUM14D8QyL/RKNhp3VFf6V963A3Woo7mxeX8djMnqzBk3aEFIAAh52YXLPg1DT6CyANQyNgunQBfxB++3HUW5E93Bng8/XOX64AlRWFBoBFhkaXiLG40un30B0VQZpexHOzfnF+AnNqXZI/Gxwq9hbRKLBHlr6FAoCUhfiVuq+U0J71kxsYPwpdxHJafsd+AHT5Xo5BWB51+DvT97GXl3GGCIDuhLOU9K10zlXzUxkWPXNbu3H3fRJ/83R/YIRDkiDA+mTVzLPvmC6HGYBRhHeTM6xXzAzxERcOO9NZqXCKfVR/3nX9YXVFyiIM/ZHXqLVQmvWHNYC/g0SSeqo/ysTuzhQCOS1YjW8SfYp/vnZ0Y2BH/iRY/8HZire6m8aIW4A3gxmRyKgsyH7siRLxNn9WaG6QfLd/lXfiZEZJMCekAfPbcrksnaGJjIC5gviPHacdxjrqQhDbNMlUOm0DfNh/YXhIZiVLXinwAyneX7ulnoaKx4BGguGOeqUTxPfn+g3CMg1TA2xte+9/JHmlZ/5MiSs7BmLgU70noHSLDYHdgdKN3qMNwrblsQujMEpRw2rMevx/3Xn6aNFOsC2HCJ3iS7+xoWyMXYF+gc2MSaINwHjjZgmBLoFPemkhev5/jHpGap1Q1C/RCtvkSsFDo22NuIEqgdGLvKASvjvhGwdbLLBNKGhsefV/MXuKa2JS9DEbDRvnTcPcpHiOHYLggN+KOJ8dvALf0AQyKtpLzmateOJ/y3vEbCFUDzRkD13pVcV9po2PjIKhgPeJu50tusvchAIFKP1Ja2Xkd8V/XHz2bdlVJjarEaHrYsclqKqQBoNsgBiJRpxDuJfaOADVJRpIAGQRd5x/4nweb4pXOTjxE+btdMnUqdGRioNCgESI2ZpftmbY7P2hIzFGjWI0dmp/XX0+cDNZRzo1Fi3wi8uLqwGTGIQigHmHdZmBtDjWoPtrIUJEEmFOdS1/z31UcdVaUDx3GHbypc1IrTqUsYQNgLiGGZipsg7UVfkxH05Cjl9edOV+Nn5gcnBcVT64Gr/0xM8Mr3uVVIUDgAGGxpbXsOfRCff2HFRAA15kc5N+k35kcwNeVED2HAn359HXsMaWAYYDgFSFe5UMr8TPv/S4GlU+cFxgcjZ+5X5edI5fTkIxH1X5DtSpshmYuIYNgLGEOpRIraXNdvJ3GFA81VpUcc99LX9OdRJhQkRrIaD7ONaBtHWZeYcigBiEAZOLq4vLLfA1Fkc6M1k+cF19an80do1iMUahI+z9ZthfttmaRIhCgIqD0ZHUqXTJ5u3xEzk4ilceb+J8nH8RdwBkGkjVJTgAl9pDuEacGIlsgAaDqpAlqGLHoeurESY22VX2bVx8xX/kd2tl/UkFKIQCy9wturud94mhgIyCjY99plXFXelkDw80IVTEbMt74n+teM5m2ksyKtAEAt8dvDif34rggB2CeI7cpE3DG+cbDfQxYlKKazF79X9seShosE1bLBsHO+ESvryg0YsqgbiBbY1Do0rB2+TRCtQvnVBGaox6/n8henppgU+BLmYJeOMNwEmizYx+gV2BbIyxoUu/neKHCLAt0U76aN15/H/MesNqSlGjMLELtuUNwt6j0o3dgQ2BdIsnoFO9YuA7Bokr/kylZyR5739tewNsDVPCMvoN9+cTxHql4Y5GgseAhoqlnl+7Kd7wA14pJUtIZmF42H8DfDptyVTbNEIQOuodxh2n+I+5goyAoYksnXK589ukATAnRkniZJV3t3+QfGhuf1bxNokSfuwsyMioGZE3g1uAxoi6m4q3wdlY//4kYEd0Y752in8SfY1vLVgCOc4UxO4/ynqqRJK/gzWA9YdQmqi1kdcM/coidUX9Yd51VH+Kfalw01kOOxEXDPFXzDOsd5NRhBmALofvmMyzZNXA+pIghEN/YPN0En/3fbtxc1sWPVMZVfN0zvSts5TuhAiAcYaXl/exO9N1+FgejkH5XgB0x35afsRyCl0YP5MbnvWU0Lqv+JWUhQKAvoVHliiwFtEq9hsckj9qXQJzcX6zfsRzml4VQdAd6fe40oixRpdFhgaAFYUAlV+u9c7g89wZkT3UW/txEH4Bf7p0I2ANQwsgNPrg1FyznZgAhxSAdoTBk56s2MyX8ZsXijs3WutwpX1Ff6d1o2H/REMigPwM1za1/JnFhy2A4YOMkuOqv8pP71gVfzmSWNFvMH1+f4l2G2PsRngkzP472Ra3Y5uTiFGAVoNgkS+pqsgJ7RMTbzfmVq5usHytf2J3jGTTSKomGAFt2/2405xsiX+A1oI8kIKnmsbE6s0QWzUyVYJtJnzRfzJ482WzStkoZAOi3em6S55OiriAYIIij92ljsSA6IUOQjN4U01sknvrf/d4U2eOTAUrsAXa39u8y586i/uA9YESjj+kiMI/5jwMJTG2URBr83r6f7J5qmhiTi0t+wcV4tO+U6EwjEmBlIEKjamih8AA5PIJBC/uT8lpS3r+f2N6+GkwUFIvRgpS5NDA4qIvjaGBPYEMjBqhir7D4acH3ywgTnlomHn4fwp7PWv3UXIxkAyS5tLCeqQ4jgSC8YAYi5OflLyJ31wFtipKTCFn23jof6d7emy3U48z2A7T6NnEGaZKj3GCr4AtihWeorpR3RADiihvSsFlFXjNfzp8rm1xVac1IBEW6+XGv6dlkOiCeIBMiZ6ct7gd28QAWiaNSFdkRHenf8N82W4jV7s3ZhNc7fbIbamKkWqDS4B1iC+b0bbr2Hj+JySmRuZianZ3f0F9+m/OWMo5qxWi7wvLIqu4kvaDKYCoh8mZ8rS81iz88iG4RG1hhXU8f7V9EnFyWtU77hfq8SXN3azuk4yEEYDlhmuYGbOR1OD5uR/FQutfmHT3fh5+IXIPXNo9Lxo09EPPoK4ulSyFBIArhhaXRrFq0pX3fh3NQGJeoHOnfn1+J3OkXds/bRx+9mTRabB2lteFAoB8hcmVea9G0Ev1QBvPPtFcn3JNftJ+I3QxX9ZBqh7J+IrTObLIl4uGCoDXhIaUs60mzgHzARnMPDhblXHofRx/FXW2YMtD4yAU+7TVELQhmUqHHYA8hEuT9KsLzLjwvxbEOpdZgXB5fVx//nUzYrxFGiNg/eHX7LWEmhKIOoCrgxmSPKrzyXHuexS3OPBXZG8AfZF/3XapY6ZHTyWs/xHaz7fum+WIYYAkg/CQi6jgxyvsNRKlNkFWPW58fLx/s3cWZYpJgCf4AUTcuLlhncGJlICogtCP4abSxefp7w+PNIpUDm3ve9x/fnh6ZmlLrilEBHreprvcnqeK0IA2grmOPqXIw6Tnpg10Ms1S1WtWe/J/P3nWZ0FN2CuPBrPgmr1foJeLGIHPgayNo6PEwWTlXQtWMAlRlGq0ev1/93kqaRNP/y3bCO/ilL/qoZCMaYFygaiMEKLEvybjEgkzLj9PSmkIev1/pHp1at5QIjAlCy3lk8F9o5ONxYEfga6LhKDKvergxwYNLG5N92dRefN/R3u3a6NSQTJvDW3nl8MXpZ+OLILXgL6KAZ/Wu7DefATjKZZLnGaReN9/4XvwbGBUXDS3D7DpoMW5prWPnYKZgNeJhZ3nuXrcMAK1J7hJOGXGd8B/b3whbhdWcjb+EfTrrsdiqNSQGINmgPmIEZz9t0ba5P+EJdRHzGPydpZ/9HxIb8dXhDhEFDnuwMkSqvyRnoM9gCaIppoathbYmP1QI+tFV2IUdmJ/bn1mcG9ZkjqIFoHw18vKqy2TLoQfgFyHQ5k9tOnVTPsZIftD22AsdSN/3n17cRBbmjzKGMny882IrWeUyIQLgJ2G6Jdmsr/TAfngHgZCVl86dNp+RH6Gcqpcnj4KGxP1EtBNr6qVbIUCgOeFlpaVsJnRtvakHAtAyl0/c4Z+n36IczxenEBIHV33NdIZsfaWGoYEgDyFTZXLrnbPa/RlGgs+Nlw7cih+8H6AdMZflkKDH6n5XdTsskqY04YQgJuEDJQIrVjNIvIlGAY8mlotcb99Nn9vdUhhiUS8IfT7h9bFtKeZlYcmgAOE1ZJMqz7L2u/iFfw591gVcEx9cn9UdsNid0byI0D+ttiktg2bYYhIgHeDppGWqSjJk+2eE+03TFf1bs98o38wdzVkX0glJowA59qJuHucOIlzgPSCgZDopxfHTutYEdo1mlXLbUh8yn8BeJ5lQUpVKNgCG91zuvGdGIqpgHyCZY9BpgvFCukQD8Iz4lOYbLZ75n/JeABnHUyBKiQFU99kvG+fAYvqgA6CUo6hpAPDyObHDKYxIlJcaxp793+GeVlo802qLG8HjeFavvWg9Ys1gaqBSI0JowDBieR+CoYvW1AXanR6/n86eqlpwk/QLroJyeNWwIOi8oyLgVGBSIx4oQO/S+IzCGItjk7KaMN5+3/kevFqi1HxMAQMCOZXwhik+I3rgQKBUYvwnwu9EeDoBToru0x0Zwl57X+DezBsTVMPM00OSehdxLWlCI9Wgr6AZIpvnhi72N2cAw8p4UoVZkV41H8YfGVtCFUoNZUQjOpoxlqnIZDLgoSAgYn2nCy5o9tQAeAmAUmuZHd3sX+jfJJuvFY9N9wS0ex3yAapQ5FKg1WAqIiGm0W3cNkE/64kGkc/Y592g38kfbZvaVhNOSEVF++Myrmqb5LTgzCA2IcemmS1Qde4/HkiLkXHYb11S3+afdBwD1pZO2QXX/GkzHOspJNnhBaAEoe+mImzFdVs+kEgPUNIYNF0CH8GfuJxrVtfPaUZqPPBzjSu4ZQFhQeAV4Zml7Sx7dIh+AYeRUHAXtxzu35ofulyRF1hP+Ub8vXi0PyvJ5athQKApYUYluavyNDW9ckbST8xXd1yY36/fuhz015dQSEePfgH08qxd5dfhgeA/YTSlB+up86M84oZRz2aW9VxAX4Mf910WmBUQ1wgiPow1Z+zzpgchxeAYISVk16si8xD8UgXQDv7WcNwlX1Of8h12WFGRZQi1Pxc13q1L5rihzKAzYNhkqSqcsr87gUVNDlVWKhvHn2Gf6l2UWMyR8kkIP+L2Vy3l5uyiFeARIM1kfGoXsi17MASJDeoVoRunXyzf4F3v2QYSfombAG+20O5CJ2MiYeAxYITkEanT8Zx6nkQDjXzVFdtEXzWf054Jmb3SikpuAPz3TC7gZ5visGAUIL7jqGlRMQu6DEO9TI4UyFsfHvufxJ5hGfRTFQrBAYs4CO9AqBdiwaB5oHrjQWkPsLt5egL1zB2UeFq3Hr7f8x52mikTnwtTwhn4hu/i6FUjFWBh4HljG+iPsCu454Jti6tT5lpMnr+f3x6J2pxUKAvmQqk5BnBHKNUja6BMoHpi+KgQr5y4VMHkCzdTUlofnn3fyF7a2s3UsAx4wzk5hzDtaRfjhOC54D2ilyfTLw43wgFZyoHTO9mwHjlf717p2z3U9wzLA8m6SPFVaZyj4GCp4ANit+dXLoB3bwCOigrSo1l93fIf0582W2vVfM1cxFp6zDH/KePkPqCcYAtiWmccbjM2nAACiZISCNkJXehf9V8Am9hVwc4uROv7ULJq6m1kX2DRoBXiPyajbab2CT+1yNgRrFiSnZvf1J9I3ALWRU6/hX271jLYavkkgqEJYCMh5eZrrRt1tj7oSFxRDZhZHUzf8V9OnGuWh88QBg+8nLNHa0clKKED4DKhjqY1bJC1I35aB9+QrRfdXTsfi1+R3JJXCQ+gRqH9JDP4a5clUSFA4AShuaWA7Eb0kH3LB2EQClefHObfop+S3PdXSNAvxzS9rPRq7CmlvCFAoBkhZuVOK/4z/f07hqGPpdcenI/ft1+RnRpXx5C+x4d+dnTfLL4l6aGDIDAhFiUc63Zza3yrhiCPP1abnHZfSZ/N3XtYBNENSFo+wPWU7RTmWaHIIAnhB6Ttau+y2XwbBZ5OltZWXBpfWR/H3ZpYgJGayO0/TDYMba3mjCIP4CXg+6R/qmnyR7uKBRrOLJXOm/ufJh//HbdY+tHnyUAAGHaFbgjnASJaIASg8aQTqiVx9jr4hFZNgJWEm5pfMF/0HdJZc9J0CdMApXc/rmXneGJnICXgqePpaaHxZTpmw9CNEtU4mzZe+B/mnitZq1L/SmYBMve7bsTn8mK2oAngpKOA6V+w1LnUw0nMo1SqGtAe/R/WnkIaIRNJyzjBgXh4r2XoLqLI4HBgYaNaaN6wRLlCQsIMMhQZWqcev5/EHpaaVVPTS4uCUHj3b8jorWMdoFlgYSM16F8v9TivwjlLf1OGmnuef1/vHqkah9RcDB5C3/l3MG3o7mN04EUgYuLTKCCvZjgcwa+KytNxmc2efF/Xnvka+NSjjLCDcDn4cNSpcaOO4LNgJyKyp6Pu1/eKASTKVJLaWZ0eNt/9nscbZ9UqDQKEALq68X1pt2ProKRgLaJT52guSnc3AFlJ3NJBGWpd7p/g3xLblVWvjZREkfs+cefqP6QK4NfgNuI3Zu4t/bZkP80JY9Hl2PTdo9/Bn1xbwRY0DiXFI3uDcpRqieSsoM4gAmIc5rVtcbXRP3/IqRFIWLzdVl/f32OcKtZ3TraFtTwJMwJrFmTQ4QbgECHEZn5s5nV+PrIILRDpGAKdRl/7X2hcUtb5DwcGR3zQM7JrZWU34QJgIKGt5cjsnDTrfiOHr5BHl8XdM5+Un6scuRc5z5cG2f1YNCPr9mVhIUCgM6FZ5ZTsErRYvZSHMI/kV0bc3l+q36sc3Ve5UCZHbH3hNJcsSaXNIYFgCSFH5WKrinPGPQTGsI9+1sVchp++n6jdP5f3ULUH/z5rNQvs3yY7oYSgISE35PIrAvNz/HSF7w7X1oFcbB9P3+RdX9h0EQNIkj819YJtdqZsocqgO+DqZINq/LKh++PFbE5uljtbzt9eX90dvhivUZCJJT+BtnotkGbf4hNgGODfJFYqdzIQO1LE6I3D1fLbrx8qX9Od2lkpEh1JuAAN9vOuK+cV4l6gOKCWJCrp8zG++oEEY41XFWfbTN8zn8eeNFlhkqkKCwDbN26uieeOIqygGuCPY8FpsDEuOi9DnUzolNrbKB76X/keDJnYUzQKngFpN+svKafI4v0gP+BK45mpLnCduZ0DFkx4VEuawN7+X+heYloNk75LMMH3+Gjvi2hGIxBgZ2BI43PorfAN+QqCjgvGlDoaVt6/n9TetlpBFAeLw4KG+SfwLyiF42YgUWBJIxAobu++uHfBxMtTE6aaKl5+X/7eh9rzFE/MVgMW+ahwlOkHo76gfiAL4u4n8O8v9+UBesqd0xCZ+546n+Ze1xsjVNcM6EOnOinxPGlMI9mgrWAQ4o5ntK6h91IA78onEriZSh40H8tfJFtR1V0NekQ3+qzxpenSpDcgn2AYYnBnOa4Utv8AJAmu0h6ZFh3q3+2fL1u+laJNy8TJO3DyESpbpFdg0+AiYhSm/+2INmw/l0k1EYKY392fH81fd9vpliYOXQVa+/Yyviqm5LogyyAu4frmR+18dZk/Cgi6ESRYZx1Qn+qffhwS1qjO7cXs/HxzLOs0JN9hBOA94aMmEWzxtQY+u8f9UIQYK90/n4Vfghy6FupPfgZ/PMPz3WuD5UchQWAPYY2l3KxntLN97Ud/UCIXrhzr351fg5zfV2qPzccRvYw0T6wV5bGhQKAjIXplaWvetCC9XcbAD/3XLhyVn7Lfgt0C1+mQXMekfhW0w2yp5d6hgmA5oSklN6tWs458zgZ/TxfW65x8n0Wf/90kWCcQ60g3Pp/1eOzAJk3hxqASoRokx6sPszw8PYW9Tq/WZtwhH1Xf+h1D2KNReUiKP2r17+1Ypr/hzaAuIM1kmaqJsqo7rIU6TgYWH9vDH2Nf8h2hWN3RxkldP/b2aG3y5vQiF2AMYMLkbSoE8hi7G0S2DZqVlpuiXy4f59382RcSUonwAEO3Im5PZ2siY6AtILrjwmnBMYe6iYQwjS0VCtt/Xvaf2t4WWY7S3kpDARE3ne7uJ6RisqAQYLTjmal+sPb594NqDL4UvRrZXvwfy15tmcUTaMrVwZ94Gq9OqCAixCB2IHFjcqj9cGb5ZULijA1UbNqxHr8f+Z5CmnnTsstowi44mS/xKF4jGGBeoHBjDai9b9c40oJZy5rT2ppGXr+f5R6VmqzUO4v7Qr25GLBVqN6jbyBJoHGi6qg+r0g4f8GQSyaTRhoY3n1fzh7mWt4Ug0yNw0252bD8KSFjiKC3YDUiiWfBbzn3rQEFyrDS71mpHjhf9J702w2VCk0fw946W7Fkaaaj5KCnoDsiamdFbqw3GgC6ifmSVpl2nfDf2J8BG7uVUA2xxG863zHOai4kAyDaoAOiTScLLh82hwAuiUDSO9jB3eaf+h8LG+eV1I4DBQC7o7J6anfkZGDQIA6iMiaSLZL2ND9hiMZRntiKXZnf2N9S3BHWWA6UBZJ8KTLoKsQkx+EIYBvh2SZarQd1oT7UCEqRP9gQnUpf9R9YXHpWmk8kxiR8r/NXa1JlLmEDYCvhgmYkrLz0zn5Fh82QnxfUnThfjt+bXKDXG0+0xrb9N7PIq+LlVyFA4D4hbaWwbDN0e722hw8QPBdWHOOfpd+cHMWXmxAER0l9wHS7bDWlgmGA4BMhWyV966qz6P0nBo8Pl1cVHIxfuh+aXShX2ZCTR9x+SjUv7IqmMGGDoCqhCuUM62MzVryXBg4PMJaR3HKfTB/WXUkYVpEhiG8+1LWl7SGmYKHJIARhPKSdqtxyxHwGRYuOh9ZMHBYfWx/P3afYkhGvCMI/oDYdrbqmk2IRICEg8ORv6lbycvt1RMgOHVXEG/cfJ9/G3cSZDFI7yVUALHaWrhXnCOJb4AAg5yQEKhJx4XrjxENNsRV521VfMZ/7nd8ZRRKHyigAubcRLrNnQKKpICHgn+PaaY8xUHpSA/1MwxUtWzEe+N/tnjfZvBLTCrsBB3fNbxKn+uK5IAYgmuOyKQ0w//m/wzaMU1Semspe/Z/dXk4aMdNdiw3B1bhKr7PoN2LLoGzgWGNL6MxwcDktQq6L4dQN2qEev5/KXqKaZdPnC6CCZPjJcBcotmMg4FZgWCMnqEzv4LiawiWLbpO6mjVefx/1HrSamBRvTDMC9HlJsLxo9+N4oEJgWiLFaA7vUfgIAZvK+dMlWcbee9/dHsSbCNT2zIWDhLoK8SOpe6OS4LEgHuKk55Iuw7e1ANEKQ5LN2ZYeNd/CnxIbd5U9TReEFXqNsYypwaQv4KJgJaJGp1audnbiAEVJy9J0WSLd7V/lnx2bpNWCjekEprsRcjdqCeRPYNZgLyIqZtzt6bZPP/jJElHYmO0doh/GH2bb0FYGznqFODuWcqPqlKSxoMzgOuHP5qRtXbX8PyvIl5F62HTdVF/j322cOdZJzstFyjxccxJrIaTWYQYgCWH35i2s0rVpPp3IGxDbWDodA9//H3IcYZbLj1uGXDzjs4JrsOU9oQIgGiGh5fgsSHTWfg9HnZB5l70c8N+X37Rch5dMD+uG7r1rtDQrwiWnYUCgLWFN5YSsPzQDvYAHHk/V132cmx+t37Qc61eLUHrHQX409KesVaXToYGgA2F8JRKrtvOxPPBGXg9wVvucQt+BX/GdDVgJUMmIFD6+9Rys62YCYcVgG6Es5OIrL7Me/GAF3I7I1recKB9SH+ydbVhF0VeIpz8J9dNtQ2azocvgNqDfpLOqqXKM+88FWY5fljEbyp9gX+Udi1jA0eTJOj+Vtktt3SbnohTgFCDUpEaqZHI7ez3ElY30Vagbqp8r39td51k6kjFJjQBiNsUueWcd4mCgNCCL5Bup4HGqOqxEEE1HVV0bR980387eARmykr0KIADvd0Bu12eWYq7gFuCFY/JpXbEZehpDigzYlM/bIp77H8AeWNnpEwgK8wF9d/zvN2fRov/gPCBBY4spG/CJOYgDAsxoVEAa+t6+n+7ebpoeE5ILRcIMOLrvmahPIxNgY+B/oyWom7A5ePWCeou2E+5aUJ6/n9seghqRlBsL2IKbeTowPaiPI2mgTmBAIwHoXK+qOGLB8UsCU5paI95+H8Se01rDFKMMasMrebqwo2kRY4Jgu6ADYuBn3y8bt9ABZwqNEwRZ9J453+ve4lszVOpM/QO7+jyxC2mV492gqyAIooDnou6Nt30Am8oWEqwZQt4y39BfLxthlXBNTwRMuv+xtOnc5DugnaAQomMnKC4AtuoAD8mdkhGZDp3pX/JfOduOFfUN4ITd+0PyYGpmJFwg0mAa4gem7q20Nhc/g0kjkbUYl92dH9HfQhw41jjOcYVvu8lyzerxpL9gyiAn4e4mdu0otYQ/NchoURbYXp1OX+6fR9xhlrtOwkYBvI+zfOs/ZOThBGA3IZbmAKzd9TF+Z4frULZX4x0834jfi5yIlzzPUoaT/Rdz7auPZU0hQSAI4YGly+xUNJ592MdtUBPXpRzo36CfjNzt13zP4gcmvZ/0X+whpbfhQKAdIW6lWOvLNAv9SUbtj69XJNySH7Wfi90RF/uQcUe5fil01Cy2JeUhguAz4R2lJ6tDM7l8uUYszwkW4hx430gfyF1yGDjQ/4gMPvO1Sa0MplThx6ANYQ8k9+r8cuc8KMWqzqDWXNwdH1ffwl2RWLTRTUjfP371wO2lZociDuApIMKkieq2slV7l8UnjjbV1Zv+nyUf+h2umO9R2klyP8r2ua3AJzviGSAHoPikHaox8cP7BoSjDYsVi9udny+f7x3J2WhSZonFAJf3M+5c53MiZaAo4LCj82mucXL6dMPdTR1VP9s6Hvef4d4i2Z/S8gpYASV3r677p6yitOAMYKsjiulsMOJ54oNWzK4UsZrT3vzf0h552dXTfIrqwbP4LK9cqCiixuByoGgjZCjq8FI5UELPDD0UIVqrHr9f/95OmkpTxku9wgK46y//aGcjG2BbYGcjP2hrL8K4/cIGS4pTzpp/3n9f6x6hWr0UDwwQQtI5avBkKOgjcqBG4Gii3Kgsr3P4KsG8itXTednSHnzf097xmu4Ulsyig2J57DDK6WsjjGC04Cyiu6evruV3mAEyCl/S4tmh3jef+h7/2x1VHU00w/L6bnFzabCj6OCloDMiXOdz7lf3BQCmiehSSdlvHe+f3Z8L24sVow2GhIP7MfHdqjikB6DZIDviACc5rcr2sj/aSW9R7pj6HaUf/p8Vm/bV544XxRV7trJJ6oKkqSDO4AciJWaA7b713z9NSPTRUViCXZff3R9c3CDWas6oxac8PHL36s8kzWEHoBThzKZJrTO1TD7/iDjQ8hgIXUgf+N9iHEkW7M85Rjl8gzOnq12lM+EC4CUhtiXULKl0+X4xR7uQURfL3TWfkh+k3K9XLY+JRsv9SzQY6+6lXSFAoDfhYaWf7B/0Zr2iBzzP7ddM3OCfqN+lHNPXrVAYx1591DSL7EGlyOGBIA0hT2Vtq5dz0/0ShrzPSJcLnIjfvN+jHTZX61Cnh/F+XfUArNbmNyGEYCThP2T86w+zQbyCRjtO4ZaH3G6fTl/enVbYaFE1yEQ/KLW27S4mZ+HKID9g8aSN6sly77vxhXjOeNYCHBHfXR/X3bUYo5GDSRc/tDYurYem2uISYBwg5iRgakPyXftghPUNzhX527JfKV/OndGZHZIPyaoAALboLiMnEKJdoDugnOQ06f+xjLrPBHBNYZVvG1BfMt/C3iwZVhKbyj0Ajbdi7oDniKKrIB2glePLabyxO/o9A6pM81TiWyve+d/0ngRZzRMnCpABW7ffLyBnw2L7oAJgkWOjaTqwq3mqwyMMQxSTWsSe/h/j3lpaAlOxSyLB6jhcr4HoQCMOYGmgTyN9qLowG3kYgpsL0ZQCGpsev5/Qnq5adhP6i7WCeXjbsCWov6Mj4FNgTyMZqHrvjDiFwhILXhOumi7efp/63oAa6FRCzEgDCTmb8IspAWO8IH/gEaL3Z/zvPXfzAUgK6RMY2cAeex/ins/bGJTKDNpDmXodsTJpRWPW4K7gFmKXZ4Bu73dgAP0KMpKBGY7eNN/H3x0bR1VQTWxEKjqgcZupy+Q0IKCgHeJ5ZwUuYjbNAHFJupInWRtd69/qnygbtFWVjf3Eu3skcgaqVKRUINTgJ6IdJstt1bZ6P6TJANHLWOUdoF/Kn3Eb35YZjk8FTPvpcrOqn6S2oMvgM6HDZpNtSfXnPxeIhdFtWGydUh/oH3ecCNacjuAF3vxvsyIrLOTboQVgAmHrZhys/vUUPomICVDNWDGdAV/C37uccFbeD3BGcTz285KrvCUDYUGgE6GVpeesdPSBfjrHS1BrV7Qc7d+bH72clddeT8AHA72/NASsDeWtYUCgJ2FCJbQr67QuvWuGzA/Hl3Rcl9+w370c+ZedkE9Hln4IdPgsYeXaIYIgPaEw5QJro7OcPNuGS49hlvIcfx9D3/odG1gbEN3IKT6StW2s9+YJYcYgFmEhpNJrHHMKPEtFyc751m2cI99UX/TdethXkWvIvD8dteRtT+a64czgMaDUpKPqlnK4O7qFBs5QVibbxh9iH+0dmJjSUfjJDz/ptlzt6mbvIhZgD2DJ5HdqEXImuykEgo3k1Z2bpZ8tX+Ld9FkL0kVJ4gB2dtauRqdlomJgL+CBpAypzbGVepeEPU03lRIbQp8139YeDdmDktEKdQDDt5Iu5Oee4rEgEuC7o6OpSvEEugWDtsyI1MSbHR7738beZVn50xvKyAGR+A7vRWgaIsJgeKB343xoybC0eXMC70wYFHSatR6/H/Veepouk6WLWsIguIzv56hYIxZgYOB2YxcoiXAk+OCCZwul0+KaSl6/n+Eejdqh1C6L7UKwOQxwS+jYY2zgS6B3YvPoCq+VuE3B3Ysx004aHV59n8pe3prTVLaMf8M/+Y0w8ika44YguSA64pKnzW8Hd/sBEwq8EvfZrZ443/Ee7VsDFT1M0gPQek8xWmmf4+HgqSAAorNnUS65tygAh8oFEp8Ze53xn9VfOdtxFUNNo8RhetJxxConJAAg2+AI4lXnFq4sdpUAO8lMUgSZBt3n3/cfBBvdVcgONUTy+1byb+pw5GEg0SATYjqmna2gNgI/rwjSEafYj92bH9YfTBwH1kuOhkWEfBxy3ar8pIRhCSAgoeGmZe0Uta8+4YhWkQkYVl1MH/KfUdxwlo4PFwYWvKMzTOtK5SqhA6AwYYqmL+yKNRx+U0fZkKhX2l06H4xflRyXVw8Ppwao/Sqz/eubJVMhQOACYbWlu2wAdIl9xEdbEAWXnBzl36Oflhz8F08QNoc7vbN0cGwtpb4hQOAXIWLlSKv3s/b9NMabT6DXG1yO37hflJ0fF82QhYfOfnz05KyCZivhg2AuYRJlF2tv82R8pMYaTzpWmFx1H0pf0J1/2AqRFAhhPsd1mq0ZJlvhyGAH4QQk6CrpMtJ8FAWYDpHWUtwY31nfyl2e2IZRoYj0P1L2Ei2yJo6iECAkYPfkempjskC7gwUUjieVyxv6Hyafwd372MDSLolHAB82iy4NJwOiWqADIO4kDmofMe868cRQDbuVQRuYnzDf9p3WmXmSeonaAKw3BW6qZ3siZ6AkoKaj5GmbsV46X8PKTQ2VNNs0nvhf6R4vWbDSxcqtATn3gW8JZ/Uit2AIoKFjvCkZsM25zcNDTJ4UplrOHv1f2N5GGiaTUEs/wYg4fq9qqDGiyaBvIF6jVajYsH25O0K7i+zUFZqlHr+fxl6amlrT2cuSglc4/W/NqLBjHqBYYF4jMShZL+44qMIyy3nTgpp5nn8f8R6s2o1UYowlQub5fXByqPFjdiBEIGAizqgar194FcGoysUTbZnLXnwf2V79Gv4Uqgy3g3b5/rDZqXTjkGCyoCRiried7tE3gwEeSk7S1lma3jaf/17K220VMI0JhAe6gTGCafrj7SCjoCsiT2dibkO3MABSidcSfNkn3e4f4l8Wm5qVtg2bRJi7BPItKgLkTGDXYDQiMubobfb2XT/GSV3R4VjyHaNfwx9f28YWOk4shSo7ibKZqo1kriDNoD/h2Kav7Wr1yj95SKNRQ9i6HVXf4R9m3C/WfU69hbw8D7MHqxok0qEGoA3hwCZ47N/1dz6rSCcQ5Fg/3QWf/J9rnFfW/08OBk581rO3q2klOaECYB6hqeXDbJW05H4cx6mQQtfC3TLflZ+uHL3XAA/dxuC9XrQpa/plYyFAoDGhVeWPrAw0Ub2NxyqP31dDnN1fq9+uHOIXv1AtR3N957ScrE2lz2GBYAchQ+Vda4Pz/zz+BmpPehbCHIVfv5+r3QQYPVC7x8Y+sbURbOMmPeGE4B9hNCTs6zxzLPxtxejO0ta+HCqfUJ/nHWRYehEKCJk/PHWH7XrmbuHLIDog5uS+KrYymvvdBWYOaZY3281fXx/f3YKY9RGXSSw/iDZ/7ZSm4mIT4Bdg26RRKnDyCTtLxOJN/pWvW62fKt/WHd6ZLtIkCb8AFLb5rjBnGGJfYDcgkqQl6ezxt/q6RB0NUdVkW0tfNB/KHjiZZxKvyhIA4fd0ro5nkOKtYBmgjCP8aWnxJzooQ5cM41TXGyZe+p/7nhCZ3dM6yqUBb/fw7y4ny+L+ID6gR6OU6ShwlvmWAw/McxRH2v7evl/qXmaaExOEy3fB/rhu75AoSSMRYGYgReNvKKfwBvkDgoeLwRQ2WlTev5/W3roaRpQOC8qCjfkt8DPoiONnYFBgRiMLaGjvt/hwwf5LDZOiWihefl/A3sua+FRWTF0DHbmucJmpCuO/4H0gCOLpp+svKTfeAXQKmFMMmfkeOl/oHtrbKJTdTO9DrjowMQFpj2Pa4KygDiKJ566umzdLAOkKIZK0WUeeM5/M3yfbVxVjjUEEfvqzMarp1iQ4oJ6gFeJr5zOuDfb4AB1JqRIaWROd6l/vHzLbg9XojdLE0Dt3MhYqXyRY4NNgH+IQZvotgbZlP5CJL1G+GJ0dnl/O33tb7pYsTmPFYfv8soNq6mS74MqgLKH2pkJtdfWSPwNItBEf2GRdT9/sH0FcV9avDvSF8/xC83IrN+ThIQSgO6GfJgvs6zU/PnUH91C/l+jdPp+Gn4Vcvtbwj0TGhj0Kc+Krh+VJIUFgDSGJpdcsYTSsfeZHeVAdV6sc6t+eX4bc5Fdwj9SHGL2StFTsGeWzoUCgISF2ZWPr2DQZ/VcG+c+5FysclJ+zn4XdB5fvkGOHq34cNMjsreXgoYJgN+ElZTJrUDOHfMcGeQ8S1uhce19GX8KdaRgtEPIIPj6mdX5sxGZQIcbgEOEWZMJrCTM1PDaFt06q1mOcH99WX/zdSFipEX/IkT9xtfVtXOaCYg4gLKDJ5JRqg3Kje6XFNA4BFhxbwZ9j3/Tdpdjj0c0JZD/9tm4t92b24hfgCuD/pCfqPnHR+xREr42VVZLboN8un+pdwRlc0llJ9wBKdyguU+dtomRgK6C3Y/1puvFAuoKEKg0n1QcbfZ72390eGlmUkuTKSgEX96Pu8qenIrNgDuCxo5SpeHDwOfCDY4y41Lka1578X82ecZnK02+K3MGmOCCvUygi4sUgdOBuY23o9zBf+V5C3AwH1Gkarx6/X/ueRpp/U7lLb8I1OJ8v9ehhIxlgXaBtYwjot2/QeMuCU0uVU9aaRB6/n+cemVqyFAIMAkLEuV6wWmjho3BgSOBuouXoOK9BeHjBicshE0IaFp59H9Ae6hrjVInMlMNUud+wwOlko4ngtqAyYoTn+27y96YBP0prUutZpp44H/Ze+JsS1RCNJsPlOmHxaWmp4+XgpyA4YmXnf65ldxMAtAnz0lJZdB3wX9pfBJuAlZZNuIR2OuVx06oxpASg2iABIkjnBW4YdoAAJ8l60fdY/x2mH/ufDpvsldrOCgUHu6nyf6p7pGXgz+AMIi3mjG2MNi0/WsjAkZpYh92ZH9pfVlwW1l5OmwWZfC+y7WrHpMnhCCAZodTmVO0A9Zo+zUhE0TtYDd1Jn/ZfW5x/VqCPK4YrfLZzXOtWJTAhAyApob4l3yy2dMd+fseHkJpX0Z03X4/fnpyl1yGPu4a9/T4zzivm5VkhQKA8IWmlquws9HS9r8cI0DdXUtzin6bfnxzKV6EQCwdQfcb0gOx5pYShgOARIVcleGukM+H9IEaJD5JXEdyLX7sfnV0tF9+QmgfjflC1NWyOpjKhg+AooQclB2tcs0+8kAYHzyuWjpxxX0zf2R1NmFxRKEh2Ptt1q60l5mMhyWACoTkkmGrWMv27/4VFToLWSNwUn1vf0p2sWJgRtcjJP6b2I22/JpXiEaAfYO1kaupQsmv7bkTBzhhVwJv1XyhfyV3I2RISAomcADM2nG4aZwtiXGA+oKPkPynMMdp63MR8zWvVdltTnzIf/d3jWUrSjoovAIB3Vy6350NiqeAgYJyj1WmI8Um6SwP3DP3U6dsvXvlf8B472YHTGcqCAU430y8XJ/2iueAE4JfjrWkHMPk5uMMwDE3UmtrIXv3f355SWjdTZAsUwdy4UK+4qDpizKBroFUjRyjGcGk5JkKoC9xUCdqfHr+fzJ6mWmtT7Yungmu4z7Ab6LljIeBVYFUjIuhG79n4k8IfC2kTtpozHn7f9x64Wp2Udcw6Avt5T7CBaTrjeaBBoFdiwKgI70s4AQGVCvRTIRnEnnuf3x7IWw4U/UyMQ4u6ETEoaX7jlCCwYBvioGeMLvz3bgDKSn3SiZmTnjWfxF8V23zVA41eRBx6k/GRqcTkMWCh4CMiQidQ7m+22wB+iYYSb9kgXezf518hG6oViQ3wBK17F7I8ag1kUSDV4CyiJebXLeL2SD/ySQyR1FjqXaGfx59qG9VWDQ5BRX87nLKpKphks2DMoDihy+aerVc19T8lCJGRdlhyHVOf5V9w3D7WUA7SBdD8YvMXqyVk2CEF4Ach86Yn7Mw1Yj6XCBUQ1pg3XQMfwF+1XGaW0c9ihmM86fOH67SlP2EB4BfhneXyrEH0z34IR5dQdNe6HO/fmN+3XIxXUk/yRvW9cjQ5q8YlqWFAoCthSeW/K/i0PL15RthP0Rd6XJofrt+3HPAXkVBBh4h+O3StLFml1eGB4AFheGUNK7BzqjzpRlfPa1b4nEGfgh/0XRIYD1DQSBs+hXVibO+mBKHFoBnhKSTc6ykzF/xZBdZOw9a0HCafUt/vXXHYS5FeSK4/EHXZLUemtiHMIDTg2+SuaqMyhfvIRVNOWlYtm8kfYN/n3Y/YxpHriQE/3DZRbeGm6iIVYBKg0ORBql3yNHs3BI9N7xWkm6jfLF/d3euZAFJ4CZQAaPbLLn2nIGJhIDLgiGQWqdoxozqlRAoNQhVZW0YfNR/RXgVZuFKDymcA9jdGLtvnmSKvoBWggiPtaVdxEnoTQ4PM01TMGyDe+1/CXl0Z7tMOivoBRHgC73wn1GLAoHrgfiNGKRXwgjmBAzxMItR8Wrkevt/w3nKaI5OYi0zCEviA794oUiMUYGLgfKMg6JWwMnjugnQLsJPqWk6ev5/dHoXaltQhi9+ConkAMEJo0iNqoE1gfWL9aBavo3hbweqLPNNWWiGefd/GntcayJSpjHHDMjmA8OhpFKODoLqgAGLb59kvFPfJAWBKh1MAGfJeOZ/tnuYbOJTwjMQDwrpC8VBpmWPfIKpgBiK8Z1zuhvd2AJVKEFKnmUBeMp/SHzLbZpV2jVYEU7rF8fop4GQ9IJzgDiJe5yJuOfajAAlJl9INWQwd6N/z3z1bkxX7TeeE5PtKMmWqaaRd4NIgGGIDZuktrbYQP7yI3dGw2JUdnJ/TH0VcPdY/DniFdrvPstMq9WSA4QmgJWHp5nFtIfW9Pu8IYlESGFvdTZ/v30tcZpaBjwlGCLyWM0IrQyUm4QQgNOGSpjssl3UqfmDH5ZCxl+AdPB+KH47cjZcCz5lGmv0ds/Lrk2VPIUEgBqG9pYZsTXSXfdIHZxAPF6Ic59+hn4/c8pdC0CkHLb2mdGVsJaW54UCgGyFqpVNrxLQE/UKG54+qlyGckR+2n46dFZfBkLgHgH5v9NmsuiXnYYLgMiEZ5SIrfPNyfLKGJo8EFt7cd59I38sddtg+0MZIUz76dU9tEOZXIcfgC6ELZPKq9fLgfCIFpI6b1lmcG59Yn8Udldi60VQI5j9FtgatqaaJog9gJ6D/JESqsDJOe5EFIQ4x1dIb/R8ln/ydsxj1EeEJeT/Rtr9txGc+YhmgBiD1JBiqK7H9Ov+EXI2F1Yhbm98wH/GdzhluEm1JzACetznuYWd14mZgJ2CtY+5pqDFsOm3D1w0YFTwbOF733+ReJxmlkvjKXwEsN7WuwGfvorXgCyCn44XpZfDbedvDUEyo1K3a0d7839Refdnbk0NLMcG6uDKvYSgrosfgcWBk419o5PBLeUlCyIw3lB1aqR6/X8IekppP08zLhIJJuPEvxCiqIxygWmBkIzqoZS/7+LbCP8tE08qafd5/X+0epRqCVFWMF0LZOXEwaOjrI3PgRiBl4tfoJq9s+CPBtgrQU3WZz958n9We9VrzVJ0MqYNpOfIwz6luY42gtCAp4rcnqa7et5EBK4paUt6Zn543H/vew5tilSPNO8P5+nSxeGm0I+ogpSAwYlhnbi5RNz4AYAnikkWZbN3vH98fD1uQValNjUSK+zgx4uo8JAkg2GA5Yjum8+3Edqs/08lpkepY912kX8AfWRv8Fe3OHsUce7zyTyqGZKrgzqAEoiEmuy14ddg/RojvEUzYv51XH95fYFwl1nEOr8WuPALzPSrS5M8hB2ASochmRC0tNUU++Mgy0O2YBV1HH/ofZVxOFvMPAEZAfMmzrOthpTXhAqAi4bIlzmyitPJ+Koe1kExXyN00n5Nfp9y0VzPPkAbS/VG0HmvyZV8hQKA14V2lmmwZNF+9m0c2z+kXSdzfX6nfqBzYl7NQH4dlfdq0kaxFpcrhgSALIUulaCuQ8809C8a2j0PXCFyHn73fph061/FQrkf4PmR1Bmza5jlhhGAjITuk92sJc3q8e4X1TtyWhJxtX08f4V1bWG4RPIhLPy81vK0yZmohymA9oO4kiKrC8ui76sVyjnOWPpvQX13f2p25mKmRickeP7r2NG2L5t1iEuAaoOKkW2p9shc7WYTuzcjV9luw3ynf0R3V2SNSFomxAAd27e4npxMiXiA6IJlkL+n5cYW6yARpzVxVa5tOnzNfxV4wWVvSoooEANR3aK6FZ4tiq+AcYJKjxmm2cTT6NgOjzO3U3psp3vof9t4IWdKTLYqXAWJ35S8k58Yi/GABII4jnqk0sKS5pAMcjH3UT1rCnv4f5h5eWggTt8spwfD4Yq+GqEMjD2BoYEvjeKi0MBS5EYKUi8wUPhpY3r+f0t6yWnuTwQv8gkA5IfAqaIKjZSBSYEwjFOh074V4vsHLS1iTqposnn6f/N6EGu2USUxPAw/5ojCP6QSjvWB+4A6i8uf27za37AFBSuOTFNn93jrf5J7TWx4U0IzhQ6A6I7E3aUij2CCuIBOikue6bqi3WQD2SizSvNlMnjRfyZ8gm0yVVs1zRDE6prGgqc8kNaCf4BsidOc/bht2xgBqibTSIxkYnetf7B8rm7mVm83ExMJ7arIL6lgkVaDUYCTiGObFrc72cz+eCTsRhtjiXZ+fzB90W+SWH85WBVP77/K46qMkuGDLYDFh/yZNrUM14D8QyL/RKNhp3VFf6V963A3Woo7mxeX8djMnqzBk3aEFIAAh52YXLPg1DT6CyANQyNgunQBfxB++3HUW5E93Bng8/XOX64AlRWFBoBFhkaXiLG40un30B0VQZpexHOzfnF+AnNqXZI/Gxwq9hbRKLBHlr6FAoCUhfiVuq+U0J71kxsYPwpdxHJafsd+AHT5Xo5BWB51+DvT97GXl3GGCIDuhLOU9K10zlXzUxkWPXNbu3H3fRJ/83R/YIRDkiDA+mTVzLPvmC6HGYBRhHeTM6xXzAzxERcOO9NZqXCKfVR/3nX9YXVFyiIM/ZHXqLVQmvWHNYC/g0SSeqo/ysTuzhQCOS1YjW8SfYp/vnZ0Y2BH/iRY/8HZire6m8aIW4A3gxmRyKgsyH7siRLxNn9WaG6QfLd/lXfiZEZJMCekAfPbcrksnaGJjIC5gviPHacdxjrqQhDbNMlUOm0DfNh/YXhIZiVLXinwAyneX7ulnoaKx4BGguGOeqUTxPfn+g3CMg1TA2xte+9/JHmlZ/5MiSs7BmLgU70noHSLDYHdgdKN3qMNwrblsQujMEpRw2rMevx/3Xn6aNFOsC2HCJ3iS7+xoWyMXYF+gc2MSaINwHjjZgmBLoFPemkhev5/jHpGap1Q1C/RCtvkSsFDo22NuIEqgdGLvKASvjvhGwdbLLBNKGhsefV/MXuKa2JS9DEbDRvnTcPcpHiOHYLggN+KOJ8dvALf0AQyKtpLzmateOJ/y3vEbCFUDzRkD13pVcV9po2PjIKhgPeJu50tusvchAIFKP1Ja2Xkd8V/XHz2bdlVJjarEaHrYsclqKqQBoNsgBiJRpxDuJfaOADVJRpIAGQRd5x/4nweb4pXOTjxE+btdMnUqdGRioNCgESI2ZpftmbY7P2hIzFGjWI0dmp/XX0+cDNZRzo1Fi3wi8uLqwGTGIQigHmHdZmBtDjWoPtrIUJEEmFOdS1/z31UcdVaUDx3GHbypc1IrTqUsYQNgLiGGZipsg7UVfkxH05Cjl9edOV+Nn5gcnBcVT64Gr/0xM8Mr3uVVIUDgAGGxpbXsOfRCff2HFRAA15kc5N+k35kcwNeVED2HAn359HXsMaWAYYDgFSFe5UMr8TPv/S4GlU+cFxgcjZ+5X5edI5fTkIxH1X5DtSpshmYuIYNgLGEOpRIraXNdvJ3GFA81VpUcc99LX9OdRJhQkRrIaD7ONaBtHWZeYcigBiEAZOLq4vLLfA1Fkc6M1k+cF19an80do1iMUahI+z9ZthfttmaRIhCgIqD0ZHUqXTJ5u3xEzk4ilceb+J8nH8RdwBkGkjVJTgAl9pDuEacGIlsgAaDqpAlqGLHoeurESY22VX2bVx8xX/kd2tl/UkFKIQCy9wturud94mhgIyCjY99plXFXelkDw80IVTEbMt74n+teM5m2ksyKtAEAt8dvDif34rggB2CeI7cpE3DG+cbDfQxYlKKazF79X9seShosE1bLBsHO+ESvryg0YsqgbiBbY1Do0rB2+TRCtQvnVBGaox6/n8henppgU+BLmYJeOMNwEmizYx+gV2BbIyxoUu/neKHCLAt0U76aN15/H/MesNqSlGjMLELtuUNwt6j0o3dgQ2BdIsnoFO9YuA7Bokr/kylZyR5739tewNsDVPCMvoN9+cTxHql4Y5GgseAhoqlnl+7Kd7wA14pJUtIZmF42H8DfDptyVTbNEIQOuodxh2n+I+5goyAoYksnXK589ukATAnRkniZJV3t3+QfGhuf1bxNokSfuwsyMioGZE3g1uAxoi6m4q3wdlY//4kYEd0Y752in8SfY1vLVgCOc4UxO4/ynqqRJK/gzWA9YdQmqi1kdcM/coidUX9Yd51VH+Kfalw01kOOxEXDPFXzDOsd5NRhBmALofvmMyzZNXA+pIghEN/YPN0En/3fbtxc1sWPVMZVfN0zvSts5TuhAiAcYaXl/exO9N1+FgejkH5XgB0x35afsRyCl0YP5MbnvWU0Lqv+JWUhQKAvoVHliiwFtEq9hsckj9qXQJzcX6zfsRzml4VQdAd6fe40oixRpdFhgaAFYUAlV+u9c7g89wZkT3UW/txEH4Bf7p0I2ANQwsgNPrg1FyznZgAhxSAdoTBk56s2MyX8ZsXijs3WutwpX1Ff6d1o2H/REMigPwM1za1/JnFhy2A4YOMkuOqv8pP71gVfzmSWNFvMH1+f4l2G2PsRngkzP472Ra3Y5uTiFGAVoNgkS+pqsgJ7RMTbzfmVq5usHytf2J3jGTTSKomGAFt2/2405xsiX+A1oI8kIKnmsbE6s0QWzUyVYJtJnzRfzJ482WzStkoZAOi3em6S55OiriAYIIij92ljsSA6IUOQjN4U01sknvrf/d4U2eOTAUrsAXa39u8y586i/uA9YESjj+kiMI/5jwMJTG2URBr83r6f7J5qmhiTi0t+wcV4tO+U6EwjEmBlIEKjamih8AA5PIJBC/uT8lpS3r+f2N6+GkwUFIvRgpS5NDA4qIvjaGBPYEMjBqhir7D4acH3ywgTnlomHn4fwp7PWv3UXIxkAyS5tLCeqQ4jgSC8YAYi5OflLyJ31wFtipKTCFn23jof6d7emy3U48z2A7T6NnEGaZKj3GCr4AtihWeorpR3RADiihvSsFlFXjNfzp8rm1xVac1IBEW6+XGv6dlkOiCeIBMiZ6ct7gd28QAWiaNSFdkRHenf8N82W4jV7s3ZhNc7fbIbamKkWqDS4B1iC+b0bbr2Hj+JySmRuZianZ3f0F9+m/OWMo5qxWi7wvLIqu4kvaDKYCoh8mZ8rS81iz88iG4RG1hhXU8f7V9EnFyWtU77hfq8SXN3azuk4yEEYDlhmuYGbOR1OD5uR/FQutfmHT3fh5+IXIPXNo9Lxo09EPPoK4ulSyFBIArhhaXRrFq0pX3fh3NQGJeoHOnfn1+J3OkXds/bRx+9mTRabB2lteFAoB8hcmVea9G0Ev1QBvPPtFcn3JNftJ+I3QxX9ZBqh7J+IrTObLIl4uGCoDXhIaUs60mzgHzARnMPDhblXHofRx/FXW2YMtD4yAU+7TVELQhmUqHHYA8hEuT9KsLzLjwvxbEOpdZgXB5fVx//nUzYrxFGiNg/eHX7LWEmhKIOoCrgxmSPKrzyXHuexS3OPBXZG8AfZF/3XapY6ZHTyWs/xHaz7fum+WIYYAkg/CQi6jgxyvsNRKlNkFWPW58fLx/s3cWZYpJgCf4AUTcuLlhncGJlICogtCP4abSxefp7w+PNIpUDm3ve9x/fnh6ZmlLrilEBHreprvcnqeK0IA2grmOPqXIw6Tnpg10Ms1S1WtWe/J/P3nWZ0FN2CuPBrPgmr1foJeLGIHPgayNo6PEwWTlXQtWMAlRlGq0ev1/93kqaRNP/y3bCO/ilL/qoZCMaYFygaiMEKLEvybjEgkzLj9PSmkIev1/pHp1at5QIjAlCy3lk8F9o5ONxYEfga6LhKDKvergxwYNLG5N92dRefN/R3u3a6NSQTJvDW3nl8MXpZ+OLILXgL6KAZ/Wu7DefATjKZZLnGaReN9/4XvwbGBUXDS3D7DpoMW5prWPnYKZgNeJhZ3nuXrcMAK1J7hJOGXGd8B/b3whbhdWcjb+EfTrrsdiqNSQGINmgPmIEZz9t0ba5P+EJdRHzGPydpZ/9HxIb8dXhDhEFDnuwMkSqvyRnoM9gCaIppoathbYmP1QI+tFV2IUdmJ/bn1mcG9ZkjqIFoHw18vKqy2TLoQfgFyHQ5k9tOnVTPsZIftD22AsdSN/3n17cRBbmjzKGMny882IrWeUyIQLgJ2G6Jdmsr/TAfngHgZCVl86dNp+RH6Gcqpcnj4KGxP1EtBNr6qVbIUCgOeFlpaVsJnRtvakHAtAyl0/c4Z+n36IczxenEBIHV33NdIZsfaWGoYEgDyFTZXLrnbPa/RlGgs+Nlw7cih+8H6AdMZflkKDH6n5XdTsskqY04YQgJuEDJQIrVjNIvIlGAY8mlotcb99Nn9vdUhhiUS8IfT7h9bFtKeZlYcmgAOE1ZJMqz7L2u/iFfw591gVcEx9cn9UdsNid0byI0D+ttiktg2bYYhIgHeDppGWqSjJk+2eE+03TFf1bs98o38wdzVkX0glJowA59qJuHucOIlzgPSCgZDopxfHTutYEdo1mlXLbUh8yn8BeJ5lQUpVKNgCG91zuvGdGIqpgHyCZY9BpgvFCukQD8Iz4lOYbLZ75n/JeABnHUyBKiQFU99kvG+fAYvqgA6CUo6hpAPDyObHDKYxIlJcaxp793+GeVlo802qLG8HjeFavvWg9Ys1gaqBSI0JowDBieR+CoYvW1AXanR6/n86eqlpwk/QLroJyeNWwIOi8oyLgVGBSIx4oQO/S+IzCGItjk7KaMN5+3/kevFqi1HxMAQMCOZXwhik+I3rgQKBUYvwnwu9EeDoBToru0x0Zwl57X+DezBsTVMPM00OSehdxLWlCI9Wgr6AZIpvnhi72N2cAw8p4UoVZkV41H8YfGVtCFUoNZUQjOpoxlqnIZDLgoSAgYn2nCy5o9tQAeAmAUmuZHd3sX+jfJJuvFY9N9wS0ex3yAapQ5FKg1WAqIiGm0W3cNkE/64kGkc/Y592g38kfbZvaVhNOSEVF++Myrmqb5LTgzCA2IcemmS1Qde4/HkiLkXHYb11S3+afdBwD1pZO2QXX/GkzHOspJNnhBaAEoe+mImzFdVs+kEgPUNIYNF0CH8GfuJxrVtfPaUZqPPBzjSu4ZQFhQeAV4Zml7Sx7dIh+AYeRUHAXtxzu35ofulyRF1hP+Ub8vXi0PyvJ5athQKApYUYluavyNDW9ckbST8xXd1yY36/fuhz015dQSEePfgH08qxd5dfhgeA/YTSlB+up86M84oZRz2aW9VxAX4Mf910WmBUQ1wgiPow1Z+zzpgchxeAYISVk16si8xD8UgXQDv7WcNwlX1Of8h12WFGRZQi1Pxc13q1L5rihzKAzYNhkqSqcsr87gUVNDlVWKhvHn2Gf6l2UWMyR8kkIP+L2Vy3l5uyiFeARIM1kfGoXsi17MASJDeoVoRunXyzf4F3v2QYSfombAG+20O5CJ2MiYeAxYITkEanT8Zx6nkQDjXzVFdtEXzWf054Jmb3SikpuAPz3TC7gZ5visGAUIL7jqGlRMQu6DEO9TI4UyFsfHvufxJ5hGfRTFQrBAYs4CO9AqBdiwaB5oHrjQWkPsLt5egL1zB2UeFq3Hr7f8x52mikTnwtTwhn4hu/i6FUjFWBh4HljG+iPsCu454Jti6tT5lpMnr+f3x6J2pxUKAvmQqk5BnBHKNUja6BMoHpi+KgQr5y4VMHkCzdTUlofnn3fyF7a2s3UsAx4wzk5hzDtaRfjhOC54D2ilyfTLw43wgFZyoHTO9mwHjlf717p2z3U9wzLA8m6SPFVaZyj4GCp4ANit+dXLoB3bwCOigrSo1l93fIf0582W2vVfM1cxFp6zDH/KePkPqCcYAtiWmccbjM2nAACiZISCNkJXehf9V8Am9hVwc4uROv7ULJq6m1kX2DRoBXiPyajbab2CT+1yNgRrFiSnZvf1J9I3ALWRU6/hX271jLYavkkgqEJYCMh5eZrrRt1tj7oSFxRDZhZHUzf8V9OnGuWh88QBg+8nLNHa0clKKED4DKhjqY1bJC1I35aB9+QrRfdXTsfi1+R3JJXCQ+gRqH9JDP4a5clUSFA4AShuaWA7Eb0kH3LB2EQClefHObfop+S3PdXSNAvxzS9rPRq7CmlvCFAoBkhZuVOK/4z/f07hqGPpdcenI/ft1+RnRpXx5C+x4d+dnTfLL4l6aGDIDAhFiUc63Zza3yrhiCPP1abnHZfSZ/N3XtYBNENSFo+wPWU7RTmWaHIIAnhB6Ttau+y2XwbBZ5OltZWXBpfWR/H3ZpYgJGayO0/TDYMba3mjCIP4CXg+6R/qmnyR7uKBRrOLJXOm/ufJh//HbdY+tHnyUAAGHaFbgjnASJaIASg8aQTqiVx9jr4hFZNgJWEm5pfMF/0HdJZc9J0CdMApXc/rmXneGJnICXgqePpaaHxZTpmw9CNEtU4mzZe+B/mnitZq1L/SmYBMve7bsTn8mK2oAngpKOA6V+w1LnUw0nMo1SqGtAe/R/WnkIaIRNJyzjBgXh4r2XoLqLI4HBgYaNaaN6wRLlCQsIMMhQZWqcev5/EHpaaVVPTS4uCUHj3b8jorWMdoFlgYSM16F8v9TivwjlLf1OGmnuef1/vHqkah9RcDB5C3/l3MG3o7mN04EUgYuLTKCCvZjgcwa+KytNxmc2efF/Xnvka+NSjjLCDcDn4cNSpcaOO4LNgJyKyp6Pu1/eKASTKVJLaWZ0eNt/9nscbZ9UqDQKEALq68X1pt2ProKRgLaJT52guSnc3AFlJ3NJBGWpd7p/g3xLblVWvjZREkfs+cefqP6QK4NfgNuI3Zu4t/bZkP80JY9Hl2PTdo9/Bn1xbwRY0DiXFI3uDcpRqieSsoM4gAmIc5rVtcbXRP3/IqRFIWLzdVl/f32OcKtZ3TraFtTwJMwJrFmTQ4QbgECHEZn5s5nV+PrIILRDpGAKdRl/7X2hcUtb5DwcGR3zQM7JrZWU34QJgIKGt5cjsnDTrfiOHr5BHl8XdM5+Un6scuRc5z5cG2f1YNCPr9mVhIUCgM6FZ5ZTsErRYvZSHMI/kV0bc3l+q36sc3Ve5UCZHbH3hNJcsSaXNIYFgCSFH5WKrinPGPQTGsI9+1sVchp++n6jdP5f3ULUH/z5rNQvs3yY7oYSgISE35PIrAvNz/HSF7w7X1oFcbB9P3+RdX9h0EQNIkj819YJtdqZsocqgO+DqZINq/LKh++PFbE5uljtbzt9eX90dvhivUZCJJT+BtnotkGbf4hNgGODfJFYqdzIQO1LE6I3D1fLbrx8qX9Od2lkpEh1JuAAN9vOuK+cV4l6gOKCWJCrp8zG++oEEY41XFWfbTN8zn8eeNFlhkqkKCwDbN26uieeOIqygGuCPY8FpsDEuOi9DnUzolNrbKB76X/keDJnYUzQKngFpN+svKafI4v0gP+BK45mpLnCduZ0DFkx4VEuawN7+X+heYloNk75LMMH3+Gjvi2hGIxBgZ2BI43PorfAN+QqCjgvGlDoaVt6/n9TetlpBFAeLw4KG+SfwLyiF42YgUWBJIxAobu++uHfBxMtTE6aaKl5+X/7eh9rzFE/MVgMW+ahwlOkHo76gfiAL4u4n8O8v9+UBesqd0xCZ+546n+Ze1xsjVNcM6EOnOinxPGlMI9mgrWAQ4o5ntK6h91IA78onEriZSh40H8tfJFtR1V0NekQ3+qzxpenSpDcgn2AYYnBnOa4Utv8AJAmu0h6ZFh3q3+2fL1u+laJNy8TJO3DyESpbpFdg0+AiYhSm/+2INmw/l0k1EYKY392fH81fd9vpliYOXQVa+/Yyviqm5LogyyAu4frmR+18dZk/Cgi6ESRYZx1Qn+qffhwS1qjO7cXs/HxzLOs0JN9hBOA94aMmEWzxtQY+u8f9UIQYK90/n4Vfghy6FupPfgZ/PMPz3WuD5UchQWAPYY2l3KxntLN97Ud/UCIXrhzr351fg5zfV2qPzccRvYw0T6wV5bGhQKAjIXplaWvetCC9XcbAD/3XLhyVn7Lfgt0C1+mQXMekfhW0w2yp5d6hgmA5oSklN6tWs458zgZ/TxfW65x8n0Wf/90kWCcQ60g3Pp/1eOzAJk3hxqASoRokx6sPszw8PYW9Tq/WZtwhH1Xf+h1D2KNReUiKP2r17+1Ypr/hzaAuIM1kmaqJsqo7rIU6TgYWH9vDH2Nf8h2hWN3RxkldP/b2aG3y5vQiF2AMYMLkbSoE8hi7G0S2DZqVlpuiXy4f59382RcSUonwAEO3Im5PZ2siY6AtILrjwmnBMYe6iYQwjS0VCtt/Xvaf2t4WWY7S3kpDARE3ne7uJ6RisqAQYLTjmal+sPb594NqDL4UvRrZXvwfy15tmcUTaMrVwZ94Gq9OqCAixCB2IHFjcqj9cGb5ZULijA1UbNqxHr8f+Z5CmnnTsstowi44mS/xKF4jGGBeoHBjDai9b9c40oJZy5rT2ppGXr+f5R6VmqzUO4v7Qr25GLBVqN6jbyBJoHGi6qg+r0g4f8GQSyaTRhoY3n1fzh7mWt4Ug0yNw0252bD8KSFjiKC3YDUiiWfBbzn3rQEFyrDS71mpHjhf9J702w2VCk0fw946W7Fkaaaj5KCnoDsiamdFbqw3GgC6ifmSVpl2nfDf2J8BG7uVUA2xxG863zHOai4kAyDaoAOiTScLLh82hwAuiUDSO9jB3eaf+h8LG+eV1I4DBQC7o7J6anfkZGDQIA6iMiaSLZL2ND9hiMZRntiKXZnf2N9S3BHWWA6UBZJ8KTLoKsQkx+EIYBvh2SZarQd1oT7UCEqRP9gQnUpf9R9YXHpWmk8kxiR8r/NXa1JlLmEDYCvhgmYkrLz0zn5Fh82QnxfUnThfjt+bXKDXG0+0xrb9N7PIq+LlVyFA4D4hbaWwbDN0e722hw8QPBdWHOOfpd+cHMWXmxAER0l9wHS7bDWlgmGA4BMhWyV966qz6P0nBo8Pl1cVHIxfuh+aXShX2ZCTR9x+SjUv7IqmMGGDoCqhCuUM62MzVryXBg4PMJaR3HKfTB/WXUkYVpEhiG8+1LWl7SGmYKHJIARhPKSdqtxyxHwGRYuOh9ZMHBYfWx/P3afYkhGvCMI/oDYdrbqmk2IRICEg8ORv6lbycvt1RMgOHVXEG/cfJ9/G3cSZDFI7yVUALHaWrhXnCOJb4AAg5yQEKhJx4XrjxENNsRV521VfMZ/7nd8ZRRKHyigAubcRLrNnQKKpICHgn+PaaY8xUHpSA/1MwxUtWzEe+N/tnjfZvBLTCrsBB3fNbxKn+uK5IAYgmuOyKQ0w//m/wzaMU1Semspe/Z/dXk4aMdNdiw3B1bhKr7PoN2LLoGzgWGNL6MxwcDktQq6L4dQN2qEev5/KXqKaZdPnC6CCZPjJcBcotmMg4FZgWCMnqEzv4LiawiWLbpO6mjVefx/1HrSamBRvTDMC9HlJsLxo9+N4oEJgWiLFaA7vUfgIAZvK+dMlWcbee9/dHsSbCNT2zIWDhLoK8SOpe6OS4LEgHuKk55Iuw7e1ANEKQ5LN2ZYeNd/CnxIbd5U9TReEFXqNsYypwaQv4KJgJaJGp1audnbiAEVJy9J0WSLd7V/lnx2bpNWCjekEprsRcjdqCeRPYNZgLyIqZtzt6bZPP/jJElHYmO0doh/GH2bb0FYGznqFODuWcqPqlKSxoMzgOuHP5qRtXbX8PyvIl5F62HTdVF/j322cOdZJzstFyjxccxJrIaTWYQYgCWH35i2s0rVpPp3IGxDbWDodA9//H3IcYZbLj1uGXDzjs4JrsOU9oQIgGiGh5fgsSHTWfg9HnZB5l70c8N+X37Rch5dMD+uG7r1rtDQrwiWnYUCgLWFN5YSsPzQDvYAHHk/V132cmx+t37Qc61eLUHrHQX409KesVaXToYGgA2F8JRKrtvOxPPBGXg9wVvucQt+BX/GdDVgJUMmIFD6+9Rys62YCYcVgG6Es5OIrL7Me/GAF3I7I1recKB9SH+ydbVhF0VeIpz8J9dNtQ2azocvgNqDfpLOqqXKM+88FWY5fljEbyp9gX+Udi1jA0eTJOj+Vtktt3SbnohTgFCDUpEaqZHI7ez3ElY30Vagbqp8r39td51k6kjFJjQBiNsUueWcd4mCgNCCL5Bup4HGqOqxEEE1HVV0bR980387eARmykr0KIADvd0Bu12eWYq7gFuCFY/JpXbEZehpDigzYlM/bIp77H8AeWNnpEwgK8wF9d/zvN2fRov/gPCBBY4spG/CJOYgDAsxoVEAa+t6+n+7ebpoeE5ILRcIMOLrvmahPIxNgY+B/oyWom7A5ePWCeou2E+5aUJ6/n9seghqRlBsL2IKbeTowPaiPI2mgTmBAIwHoXK+qOGLB8UsCU5paI95+H8Se01rDFKMMasMrebqwo2kRY4Jgu6ADYuBn3y8bt9ABZwqNEwRZ9J453+ve4lszVOpM/QO7+jyxC2mV492gqyAIooDnou6Nt30Am8oWEqwZQt4y39BfLxthlXBNTwRMuv+xtOnc5DugnaAQomMnKC4AtuoAD8mdkhGZDp3pX/JfOduOFfUN4ITd+0PyYGpmJFwg0mAa4gem7q20Nhc/g0kjkbUYl92dH9HfQhw41jjOcYVvu8lyzerxpL9gyiAn4e4mdu0otYQ/NchoURbYXp1OX+6fR9xhlrtOwkYBvI+zfOs/ZOThBGA3IZbmAKzd9TF+Z4frULZX4x0834jfi5yIlzzPUoaT/Rdz7auPZU0hQSAI4YGly+xUNJ592MdtUBPXpRzo36CfjNzt13zP4gcmvZ/0X+whpbfhQKAdIW6lWOvLNAv9SUbtj69XJNySH7Wfi90RF/uQcUe5fil01Cy2JeUhguAz4R2lJ6tDM7l8uUYszwkW4hx430gfyF1yGDjQ/4gMPvO1Sa0MplThx6ANYQ8k9+r8cuc8KMWqzqDWXNwdH1ffwl2RWLTRTUjfP371wO2lZociDuApIMKkieq2slV7l8UnjjbV1Zv+nyUf+h2umO9R2klyP8r2ua3AJzviGSAHoPikHaox8cP7BoSjDYsVi9udny+f7x3J2WhSZonFAJf3M+5c53MiZaAo4LCj82mucXL6dMPdTR1VP9s6Hvef4d4i2Z/S8gpYASV3r677p6yitOAMYKsjiulsMOJ54oNWzK4UsZrT3vzf0h552dXTfIrqwbP4LK9cqCiixuByoGgjZCjq8FI5UELPDD0UIVqrHr9f/95OmkpTxku9wgK46y//aGcjG2BbYGcjP2hrL8K4/cIGS4pTzpp/3n9f6x6hWr0UDwwQQtI5avBkKOgjcqBG4Gii3Kgsr3P4KsG8itXTednSHnzf097xmu4Ulsyig2J57DDK6WsjjGC04Cyiu6evruV3mAEyCl/S4tmh3jef+h7/2x1VHU00w/L6bnFzabCj6OCloDMiXOdz7lf3BQCmiehSSdlvHe+f3Z8L24sVow2GhIP7MfHdqjikB6DZIDviACc5rcr2sj/aSW9R7pj6HaUf/p8Vm/bV544XxRV7trJJ6oKkqSDO4AciJWaA7b713z9NSPTRUViCXZff3R9c3CDWas6oxac8PHL36s8kzWEHoBThzKZJrTO1TD7/iDjQ8hgIXUgf+N9iHEkW7M85Rjl8gzOnq12lM+EC4CUhtiXULKl0+X4xR7uQURfL3TWfkh+k3K9XLY+JRsv9SzQY6+6lXSFAoDfhYaWf7B/0Zr2iBzzP7ddM3OCfqN+lHNPXrVAYx1591DSL7EGlyOGBIA0hT2Vtq5dz0/0ShrzPSJcLnIjfvN+jHTZX61Cnh/F+XfUArNbmNyGEYCThP2T86w+zQbyCRjtO4ZaH3G6fTl/enVbYaFE1yEQ/KLW27S4mZ+HKID9g8aSN6sly77vxhXjOeNYCHBHfXR/X3bUYo5GDSRc/tDYurYem2uISYBwg5iRgakPyXftghPUNzhX527JfKV/OndGZHZIPyaoAALboLiMnEKJdoDugnOQ06f+xjLrPBHBNYZVvG1BfMt/C3iwZVhKbyj0Ajbdi7oDniKKrIB2glePLabyxO/o9A6pM81TiWyve+d/0ngRZzRMnCpABW7ffLyBnw2L7oAJgkWOjaTqwq3mqwyMMQxSTWsSe/h/j3lpaAlOxSyLB6jhcr4HoQCMOYGmgTyN9qLowG3kYgpsL0ZQCGpsev5/Qnq5adhP6i7WCeXjbsCWov6Mj4FNgTyMZqHrvjDiFwhILXhOumi7efp/63oAa6FRCzEgDCTmb8IspAWO8IH/gEaL3Z/zvPXfzAUgK6RMY2cAeex/ins/bGJTKDNpDmXodsTJpRWPW4K7gFmKXZ4Bu73dgAP0KMpKBGY7eNN/H3x0bR1VQTWxEKjqgcZupy+Q0IKCgHeJ5ZwUuYjbNAHFJupInWRtd69/qnygbtFWVjf3Eu3skcgaqVKRUINTgJ6IdJstt1bZ6P6TJANHLWOUdoF/Kn3Eb35YZjk8FTPvpcrOqn6S2oMvgM6HDZpNtSfXnPxeIhdFtWGydUh/oH3ecCNacjuAF3vxvsyIrLOTboQVgAmHrZhys/vUUPomICVDNWDGdAV/C37uccFbeD3BGcTz285KrvCUDYUGgE6GVpeesdPSBfjrHS1BrV7Qc7d+bH72clddeT8AHA72/NASsDeWtYUCgJ2FCJbQr67QuvWuGzA/Hl3Rcl9+w370c+ZedkE9Hln4IdPgsYeXaIYIgPaEw5QJro7OcPNuGS49hlvIcfx9D3/odG1gbEN3IKT6StW2s9+YJYcYgFmEhpNJrHHMKPEtFyc751m2cI99UX/TdethXkWvIvD8dteRtT+a64czgMaDUpKPqlnK4O7qFBs5QVibbxh9iH+0dmJjSUfjJDz/ptlzt6mbvIhZgD2DJ5HdqEXImuykEgo3k1Z2bpZ8tX+Ld9FkL0kVJ4gB2dtauRqdlomJgL+CBpAypzbGVepeEPU03lRIbQp8139YeDdmDktEKdQDDt5Iu5Oee4rEgEuC7o6OpSvEEugWDtsyI1MSbHR7738beZVn50xvKyAGR+A7vRWgaIsJgeKB343xoybC0eXMC70wYFHSatR6/H/Veepouk6WLWsIguIzv56hYIxZgYOB2YxcoiXAk+OCCZwul0+KaSl6/n+Eejdqh1C6L7UKwOQxwS+jYY2zgS6B3YvPoCq+VuE3B3Ysx004aHV59n8pe3prTVLaMf8M/+Y0w8ika44YguSA64pKnzW8Hd/sBEwq8EvfZrZ443/Ee7VsDFT1M0gPQek8xWmmf4+HgqSAAorNnUS65tygAh8oFEp8Ze53xn9VfOdtxFUNNo8RhetJxxConJAAg2+AI4lXnFq4sdpUAO8lMUgSZBt3n3/cfBBvdVcgONUTy+1byb+pw5GEg0SATYjqmna2gNgI/rwjSEafYj92bH9YfTBwH1kuOhkWEfBxy3ar8pIRhCSAgoeGmZe0Uta8+4YhWkQkYVl1MH/KfUdxwlo4PFwYWvKMzTOtK5SqhA6AwYYqmL+yKNRx+U0fZkKhX2l06H4xflRyXVw8Ppwao/Sqz/eubJVMhQOACYbWlu2wAdIl9xEdbEAWXnBzl36Oflhz8F08QNoc7vbN0cGwtpb4hQOAXIWLlSKv3s/b9NMabT6DXG1yO37hflJ0fF82QhYfOfnz05KyCZivhg2AuYRJlF2tv82R8pMYaTzpWmFx1H0pf0J1/2AqRFAhhPsd1mq0ZJlvhyGAH4QQk6CrpMtJ8FAWYDpHWUtwY31nfyl2e2IZRoYj0P1L2Ei2yJo6iECAkYPfkempjskC7gwUUjieVyxv6Hyafwd372MDSLolHAB82iy4NJwOiWqADIO4kDmofMe868cRQDbuVQRuYnzDf9p3WmXmSeonaAKw3BW6qZ3siZ6AkoKaj5GmbsV46X8PKTQ2VNNs0nvhf6R4vWbDSxcqtATn3gW8JZ/Uit2AIoKFjvCkZsM25zcNDTJ4UplrOHv1f2N5GGiaTUEs/wYg4fq9qqDGiyaBvIF6jVajYsH25O0K7i+zUFZqlHr+fxl6amlrT2cuSglc4/W/NqLBjHqBYYF4jMShZL+44qMIyy3nTgpp5nn8f8R6s2o1UYowlQub5fXByqPFjdiBEIGAizqgar194FcGoysUTbZnLXnwf2V79Gv4Uqgy3g3b5/rDZqXTjkGCyoCRiried7tE3gwEeSk7S1lma3jaf/17K220VMI0JhAe6gTGCafrj7SCjoCsiT2dibkO3MABSidcSfNkn3e4f4l8Wm5qVtg2bRJi7BPItKgLkTGDXYDQiMubobfb2XT/GSV3R4VjyHaNfwx9f28YWOk4shSo7ibKZqo1kriDNoD/h2Kav7Wr1yj95SKNRQ9i6HVXf4R9m3C/WfU69hbw8D7MHqxok0qEGoA3hwCZ47N/1dz6rSCcQ5Fg/3QWf/J9rnFfW/08OBk581rO3q2klOaECYB6hqeXDbJW05H4cx6mQQtfC3TLflZ+uHL3XAA/dxuC9XrQpa/plYyFAoDGhVeWPrAw0Ub2NxyqP31dDnN1fq9+uHOIXv1AtR3N957ScrE2lz2GBYAchQ+Vda4Pz/zz+BmpPehbCHIVfv5+r3QQYPVC7x8Y+sbURbOMmPeGE4B9hNCTs6zxzLPxtxejO0ta+HCqfUJ/nHWRYehEKCJk/PHWH7XrmbuHLIDog5uS+KrYymvvdBWYOaZY3281fXx/f3YKY9RGXSSw/iDZ/7ZSm4mIT4Bdg26RRKnDyCTtLxOJN/pWvW62fKt/WHd6ZLtIkCb8AFLb5rjBnGGJfYDcgkqQl6ezxt/q6RB0NUdVkW0tfNB/KHjiZZxKvyhIA4fd0ro5nkOKtYBmgjCP8aWnxJzooQ5cM41TXGyZe+p/7nhCZ3dM6yqUBb/fw7y4ny+L+ID6gR6OU6ShwlvmWAw/McxRH2v7evl/qXmaaExOEy3fB/rhu75AoSSMRYGYgReNvKKfwBvkDgoeLwRQ2WlTev5/W3roaRpQOC8qCjfkt8DPoiONnYFBgRiMLaGjvt/hwwf5LDZOiWihefl/A3sua+FRWTF0DHbmucJmpCuO/4H0gCOLpp+svKTfeAXQKmFMMmfkeOl/oHtrbKJTdTO9DrjowMQFpj2Pa4KygDiKJ566umzdLAOkKIZK0WUeeM5/M3yfbVxVjjUEEfvqzMarp1iQ4oJ6gFeJr5zOuDfb4AB1JqRIaWROd6l/vHzLbg9XojdLE0Dt3MhYqXyRY4NNgH+IQZvotgbZlP5CJL1G+GJ0dnl/O33tb7pYsTmPFYfv8soNq6mS74MqgLKH2pkJtdfWSPwNItBEf2GRdT9/sH0FcV9avDvSF8/xC83IrN+ThIQSgO6GfJgvs6zU/PnUH91C/l+jdPp+Gn4Vcvtbwj0TGhj0Kc+Krh+VJIUFgDSGJpdcsYTSsfeZHeVAdV6sc6t+eX4bc5Fdwj9SHGL2StFTsGeWzoUCgISF2ZWPr2DQZ/VcG+c+5FysclJ+zn4XdB5fvkGOHq34cNMjsreXgoYJgN+ElZTJrUDOHfMcGeQ8S1uhce19GX8KdaRgtEPIIPj6mdX5sxGZQIcbgEOEWZMJrCTM1PDaFt06q1mOcH99WX/zdSFipEX/IkT9xtfVtXOaCYg4gLKDJ5JRqg3Kje6XFNA4BFhxbwZ9j3/Tdpdjj0c0JZD/9tm4t92b24hfgCuD/pCfqPnHR+xREr42VVZLboN8un+pdwRlc0llJ9wBKdyguU+dtomRgK6C3Y/1puvFAuoKEKg0n1QcbfZ72390eGlmUkuTKSgEX96Pu8qenIrNgDuCxo5SpeHDwOfCDY4y41Lka1578X82ecZnK02+K3MGmOCCvUygi4sUgdOBuY23o9zBf+V5C3AwH1Gkarx6/X/ueRpp/U7lLb8I1OJ8v9ehhIxlgXaBtYwjot2/QeMuCU0uVU9aaRB6/n+cemVqyFAIMAkLEuV6wWmjho3BgSOBuouXoOK9BeHjBicshE0IaFp59H9Ae6hrjVInMlMNUud+wwOlko4ngtqAyYoTn+27y96YBP0prUutZpp44H/Ze+JsS1RCNJsPlOmHxaWmp4+XgpyA4YmXnf65ldxMAtAnz0lJZdB3wX9pfBJuAlZZNuIR2OuVx06oxpASg2iABIkjnBW4YdoAAJ8l60fdY/x2mH/ufDpvsldrOCgUHu6nyf6p7pGXgz+AMIi3mjG2MNi0/WsjAkZpYh92ZH9pfVlwW1l5OmwWZfC+y7WrHpMnhCCAZodTmVO0A9Zo+zUhE0TtYDd1Jn/ZfW5x/VqCPK4YrfLZzXOtWJTAhAyApob4l3yy2dMd+fseHkJpX0Z03X4/fnpyl1yGPu4a9/T4zzivm5VkhQKA8IWmlquws9HS9r8cI0DdXUtzin6bfnxzKV6EQCwdQfcb0gOx5pYShgOARIVcleGukM+H9IEaJD5JXEdyLX7sfnV0tF9+QmgfjflC1NWyOpjKhg+AooQclB2tcs0+8kAYHzyuWjpxxX0zf2R1NmFxRKEh2Ptt1q60l5mMhyWACoTkkmGrWMv27/4VFToLWSNwUn1vf0p2sWJgRtcjJP6b2I22/JpXiEaAfYO1kaupQsmv7bkTBzhhVwJv1XyhfyV3I2RISAomcADM2nG4aZwtiXGA+oKPkPynMMdp63MR8zWvVdltTnzIf/d3jWUrSjoovAIB3Vy6350NiqeAgYJyj1WmI8Um6SwP3DP3U6dsvXvlf8B472YHTGcqCAU430y8XJ/2iueAE4JfjrWkHMPk5uMMwDE3UmtrIXv3f355SWjdTZAsUwdy4UK+4qDpizKBroFUjRyjGcGk5JkKoC9xUCdqfHr+fzJ6mWmtT7Yungmu4z7Ab6LljIeBVYFUjIuhG79n4k8IfC2kTtpozHn7f9x64Wp2Udcw6Avt5T7CBaTrjeaBBoFdiwKgI70s4AQGVCvRTIRnEnnuf3x7IWw4U/UyMQ4u6ETEoaX7jlCCwYBvioGeMLvz3bgDKSn3SiZmTnjWfxF8V23zVA41eRBx6k/GRqcTkMWCh4CMiQidQ7m+22wB+iYYSb9kgXezf518hG6oViQ3wBK17F7I8ag1kUSDV4CyiJebXLeL2SD/ySQyR1FjqXaGfx59qG9VWDQ5BRX87nLKpKphks2DMoDihy+aerVc19T8lCJGRdlhyHVOf5V9w3D7WUA7SBdD8YvMXqyVk2CEF4Ach86Yn7Mw1Yj6XCBUQ1pg3XQMfwF+1XGaW0c9ihmM86fOH67SlP2EB4BfhneXyrEH0z34IR5dQdNe6HO/fmN+3XIxXUk/yRvW9cjQ5q8YlqWFAoCthSeW/K/i0PL15RthP0Rd6XJofrt+3HPAXkVBBh4h+O3StLFml1eGB4AFheGUNK7BzqjzpRlfPa1b4nEGfgh/0XRIYD1DQSBs+hXVibO+mBKHFoBnhKSTc6ykzF/xZBdZOw9a0HCafUt/vXXHYS5FeSK4/EHXZLUemtiHMIDTg2+SuaqMyhfvIRVNOWlYtm8kfYN/n3Y/YxpHriQE/3DZRbeGm6iIVYBKg0ORBql3yNHs3BI9N7xWkm6jfLF/d3euZAFJ4CZQAaPbLLn2nIGJhIDLgiGQWqdoxozqlRAoNQhVZW0YfNR/RXgVZuFKDymcA9jdGLtvnmSKvoBWggiPtaVdxEnoTQ4PM01TMGyDe+1/CXl0Z7tMOivoBRHgC73wn1GLAoHrgfiNGKRXwgjmBAzxMItR8Wrkevt/w3nKaI5OYi0zCEviA794oUiMUYGLgfKMg6JWwMnjugnQLsJPqWk6ev5/dHoXaltQhi9+ConkAMEJo0iNqoE1gfWL9aBavo3hbweqLPNNWWiGefd/GntcayJSpjHHDMjmA8OhpFKODoLqgAGLb59kvFPfJAWBKh1MAGfJeOZ/tnuYbOJTwjMQDwrpC8VBpmWPfIKpgBiK8Z1zuhvd2AJVKEFKnmUBeMp/SHzLbZpV2jVYEU7rF8fop4GQ9IJzgDiJe5yJuOfajAAlJl9INWQwd6N/z3z1bkxX7TeeE5PtKMmWqaaRd4NIgGGIDZuktrbYQP7yI3dGw2JUdnJ/TH0VcPdY/DniFdrvPstMq9WSA4QmgJWHp5nFtIfW9Pu8IYlESGFvdTZ/v30tcZpaBjwlGCLyWM0IrQyUm4QQgNOGSpjssl3UqfmDH5ZCxl+AdPB+KH47cjZcCz5lGmv0ds/Lrk2VPIUEgBqG9pYZsTXSXfdIHZxAPF6Ic59+hn4/c8pdC0CkHLb2mdGVsJaW54UCgGyFqpVNrxLQE/UKG54+qlyGckR+2n46dFZfBkLgHgH5v9NmsuiXnYYLgMiEZ5SIrfPNyfLKGJo8EFt7cd59I38sddtg+0MZIUz76dU9tEOZXIcfgC6ELZPKq9fLgfCIFpI6b1lmcG59Yn8Udldi60VQI5j9FtgatqaaJog9gJ6D/JESqsDJOe5EFIQ4x1dIb/R8ln/ydsxj1EeEJeT/Rtr9txGc+YhmgBiD1JBiqK7H9Ov+EXI2F1Yhbm98wH/GdzhluEm1JzACetznuYWd14mZgJ2CtY+5pqDFsOm3D1w0YFTwbOF733+ReJxmlkvjKXwEsN7WuwGfvorXgCyCn44XpZfDbedvDUEyo1K3a0d7839Refdnbk0NLMcG6uDKvYSgrosfgcWBk419o5PBLeUlCyIw3lB1aqR6/X8IekppP08zLhIJJuPEvxCiqIxygWmBkIzqoZS/7+LbCP8tE08qafd5/X+0epRqCVFWMF0LZOXEwaOjrI3PgRiBl4tfoJq9s+CPBtgrQU3WZz958n9We9VrzVJ0MqYNpOfIwz6luY42gtCAp4rcnqa7et5EBK4paUt6Zn543H/vew5tilSPNO8P5+nSxeGm0I+ogpSAwYlhnbi5RNz4AYAnikkWZbN3vH98fD1uQValNjUSK+zgx4uo8JAkg2GA5Yjum8+3Edqs/08lpkepY912kX8AfWRv8Fe3OHsUce7zyTyqGZKrgzqAEoiEmuy14ddg/RojvEUzYv51XH95fYFwl1nEOr8WuPALzPSrS5M8hB2ASochmRC0tNUU++Mgy0O2YBV1HH/ofZVxOFvMPAEZAfMmzrOthpTXhAqAi4bIlzmyitPJ+Koe1kExXyN00n5Nfp9y0VzPPkAbS/VG0HmvyZV8hQKA14V2lmmwZNF+9m0c2z+kXSdzfX6nfqBzYl7NQH4dlfdq0kaxFpcrhgSALIUulaCuQ8809C8a2j0PXCFyHn73fph061/FQrkf4PmR1Bmza5jlhhGAjITuk92sJc3q8e4X1TtyWhJxtX08f4V1bWG4RPIhLPy81vK0yZmohymA9oO4kiKrC8ui76sVyjnOWPpvQX13f2p25mKmRickeP7r2NG2L5t1iEuAaoOKkW2p9shc7WYTuzcjV9luw3ynf0R3V2SNSFomxAAd27e4npxMiXiA6IJlkL+n5cYW6yARpzVxVa5tOnzNfxV4wWVvSoooEANR3aK6FZ4tiq+AcYJKjxmm2cTT6NgOjzO3U3psp3vof9t4IWdKTLYqXAWJ35S8k58Yi/GABII4jnqk0sKS5pAMcjH3UT1rCnv4f5h5eWggTt8spwfD4Yq+GqEMjD2BoYEvjeKi0MBS5EYKUi8wUPhpY3r+f0t6yWnuTwQv8gkA5IfAqaIKjZSBSYEwjFOh074V4vsHLS1iTqposnn6f/N6EGu2USUxPAw/5ojCP6QSjvWB+4A6i8uf27za37AFBSuOTFNn93jrf5J7TWx4U0IzhQ6A6I7E3aUij2CCuIBOikue6bqi3WQD2SizSvNlMnjRfyZ8gm0yVVs1zRDE6prGgqc8kNaCf4BsidOc/bht2xgBqibTSIxkYnetf7B8rm7mVm83ExMJ7arIL6lgkVaDUYCTiGObFrc72cz+eCTsRhtjiXZ+fzB90W+SWH85WBVP77/K46qMkuGDLYDFh/yZNrUM14D8QyL/RKNhp3VFf6V963A3Woo7mxeX8djMnqzBk3aEFIAAh52YXLPg1DT6CyANQyNgunQBfxB++3HUW5E93Bng8/XOX64AlRWFBoBFhkaXiLG40un30B0VQZpexHOzfnF+AnNqXZI/Gxwq9hbRKLBHlr6FAoCUhfiVuq+U0J71kxsYPwpdxHJafsd+AHT5Xo5BWB51+DvT97GXl3GGCIDuhLOU9K10zlXzUxkWPXNbu3H3fRJ/83R/YIRDkiDA+mTVzLPvmC6HGYBRhHeTM6xXzAzxERcOO9NZqXCKfVR/3nX9YXVFyiIM/ZHXqLVQmvWHNYC/g0SSeqo/ysTuzhQCOS1YjW8SfYp/vnZ0Y2BH/iRY/8HZire6m8aIW4A3gxmRyKgsyH7siRLxNn9WaG6QfLd/lXfiZEZJMCekAfPbcrksnaGJjIC5gviPHacdxjrqQhDbNMlUOm0DfNh/YXhIZiVLXinwAyneX7ulnoaKx4BGguGOeqUTxPfn+g3CMg1TA2xte+9/JHmlZ/5MiSs7BmLgU70noHSLDYHdgdKN3qMNwrblsQujMEpRw2rMevx/3Xn6aNFOsC2HCJ3iS7+xoWyMXYF+gc2MSaINwHjjZgmBLoFPemkhev5/jHpGap1Q1C/RCtvkSsFDo22NuIEqgdGLvKASvjvhGwdbLLBNKGhsefV/MXuKa2JS9DEbDRvnTcPcpHiOHYLggN+KOJ8dvALf0AQyKtpLzmateOJ/y3vEbCFUDzRkD13pVcV9po2PjIKhgPeJu50tusvchAIFKP1Ja2Xkd8V/XHz2bdlVJjarEaHrYsclqKqQBoNsgBiJRpxDuJfaOADVJRpIAGQRd5x/4nweb4pXOTjxE+btdMnUqdGRioNCgESI2ZpftmbY7P2hIzFGjWI0dmp/XX0+cDNZRzo1Fi3wi8uLqwGTGIQigHmHdZmBtDjWoPtrIUJEEmFOdS1/z31UcdVaUDx3GHbypc1IrTqUsYQNgLiGGZipsg7UVfkxH05Cjl9edOV+Nn5gcnBcVT64Gr/0xM8Mr3uVVIUDgAGGxpbXsOfRCff2HFRAA15kc5N+k35kcwNeVED2HAn359HXsMaWAYYDgFSFe5UMr8TPv/S4GlU+cFxgcjZ+5X5edI5fTkIxH1X5DtSpshmYuIYNgLGEOpRIraXNdvJ3GFA81VpUcc99LX9OdRJhQkRrIaD7ONaBtHWZeYcigBiEAZOLq4vLLfA1Fkc6M1k+cF19an80do1iMUahI+z9ZthfttmaRIhCgIqD0ZHUqXTJ5u3xEzk4ilceb+J8nH8RdwBkGkjVJTgAl9pDuEacGIlsgAaDqpAlqGLHoeurESY22VX2bVx8xX/kd2tl/UkFKIQCy9wturud94mhgIyCjY99plXFXelkDw80IVTEbMt74n+teM5m2ksyKtAEAt8dvDif34rggB2CeI7cpE3DG+cbDfQxYlKKazF79X9seShosE1bLBsHO+ESvryg0YsqgbiBbY1Do0rB2+TRCtQvnVBGaox6/n8henppgU+BLmYJeOMNwEmizYx+gV2BbIyxoUu/neKHCLAt0U76aN15/H/MesNqSlGjMLELtuUNwt6j0o3dgQ2BdIsnoFO9YuA7Bokr/kylZyR5739tewNsDVPCMvoN9+cTxHql4Y5GgseAhoqlnl+7Kd7wA14pJUtIZmF42H8DfDptyVTbNEIQOuodxh2n+I+5goyAoYksnXK589ukATAnRkniZJV3t3+QfGhuf1bxNokSfuwsyMioGZE3g1uAxoi6m4q3wdlY//4kYEd0Y752in8SfY1vLVgCOc4UxO4/ynqqRJK/gzWA9YdQmqi1kdcM/coidUX9Yd51VH+Kfalw01kOOxEXDPFXzDOsd5NRhBmALofvmMyzZNXA+pIghEN/YPN0En/3fbtxc1sWPVMZVfN0zvSts5TuhAiAcYaXl/exO9N1+FgejkH5XgB0x35afsRyCl0YP5MbnvWU0Lqv+JWUhQKAvoVHliiwFtEq9hsckj9qXQJzcX6zfsRzml4VQdAd6fe40oixRpdFhgaAFYUAlV+u9c7g89wZkT3UW/txEH4Bf7p0I2ANQwsgNPrg1FyznZgAhxSAdoTBk56s2MyX8ZsXijs3WutwpX1Ff6d1o2H/REMigPwM1za1/JnFhy2A4YOMkuOqv8pP71gVfzmSWNFvMH1+f4l2G2PsRngkzP472Ra3Y5uTiFGAVoNgkS+pqsgJ7RMTbzfmVq5usHytf2J3jGTTSKomGAFt2/2405xsiX+A1oI8kIKnmsbE6s0QWzUyVYJtJnzRfzJ482WzStkoZAOi3em6S55OiriAYIIij92ljsSA6IUOQjN4U01sknvrf/d4U2eOTAUrsAXa39u8y586i/uA9YESjj+kiMI/5jwMJTG2URBr83r6f7J5qmhiTi0t+wcV4tO+U6EwjEmBlIEKjamih8AA5PIJBC/uT8lpS3r+f2N6+GkwUFIvRgpS5NDA4qIvjaGBPYEMjBqhir7D4acH3ywgTnlomHn4fwp7PWv3UXIxkAyS5tLCeqQ4jgSC8YAYi5OflLyJ31wFtipKTCFn23jof6d7emy3U48z2A7T6NnEGaZKj3GCr4AtihWeorpR3RADiihvSsFlFXjNfzp8rm1xVac1IBEW6+XGv6dlkOiCeIBMiZ6ct7gd28QAWiaNSFdkRHenf8N82W4jV7s3ZhNc7fbIbamKkWqDS4B1iC+b0bbr2Hj+JySmRuZianZ3f0F9+m/OWMo5qxWi7wvLIqu4kvaDKYCoh8mZ8rS81iz88iG4RG1hhXU8f7V9EnFyWtU77hfq8SXN3azuk4yEEYDlhmuYGbOR1OD5uR/FQutfmHT3fh5+IXIPXNo9Lxo09EPPoK4ulSyFBIArhhaXRrFq0pX3fh3NQGJeoHOnfn1+J3OkXds/bRx+9mTRabB2lteFAoB8hcmVea9G0Ev1QBvPPtFcn3JNftJ+I3QxX9ZBqh7J+IrTObLIl4uGCoDXhIaUs60mzgHzARnMPDhblXHofRx/FXW2YMtD4yAU+7TVELQhmUqHHYA8hEuT9KsLzLjwvxbEOpdZgXB5fVx//nUzYrxFGiNg/eHX7LWEmhKIOoCrgxmSPKrzyXHuexS3OPBXZG8AfZF/3XapY6ZHTyWs/xHaz7fum+WIYYAkg/CQi6jgxyvsNRKlNkFWPW58fLx/s3cWZYpJgCf4AUTcuLlhncGJlICogtCP4abSxefp7w+PNIpUDm3ve9x/fnh6ZmlLrilEBHreprvcnqeK0IA2grmOPqXIw6Tnpg10Ms1S1WtWe/J/P3nWZ0FN2CuPBrPgmr1foJeLGIHPgayNo6PEwWTlXQtWMAlRlGq0ev1/93kqaRNP/y3bCO/ilL/qoZCMaYFygaiMEKLEvybjEgkzLj9PSmkIev1/pHp1at5QIjAlCy3lk8F9o5ONxYEfga6LhKDKvergxwYNLG5N92dRefN/R3u3a6NSQTJvDW3nl8MXpZ+OLILXgL6KAZ/Wu7DefATjKZZLnGaReN9/4XvwbGBUXDS3D7DpoMW5prWPnYKZgNeJhZ3nuXrcMAK1J7hJOGXGd8B/b3whbhdWcjb+EfTrrsdiqNSQGINmgPmIEZz9t0ba5P+EJdRHzGPydpZ/9HxIb8dXhDhEFDnuwMkSqvyRnoM9gCaIppoathbYmP1QI+tFV2IUdmJ/bn1mcG9ZkjqIFoHw18vKqy2TLoQfgFyHQ5k9tOnVTPsZIftD22AsdSN/3n17cRBbmjzKGMny882IrWeUyIQLgJ2G6Jdmsr/TAfngHgZCVl86dNp+RH6Gcqpcnj4KGxP1EtBNr6qVbIUCgOeFlpaVsJnRtvakHAtAyl0/c4Z+n36IczxenEBIHV33NdIZsfaWGoYEgDyFTZXLrnbPa/RlGgs+Nlw7cih+8H6AdMZflkKDH6n5XdTsskqY04YQgJuEDJQIrVjNIvIlGAY8mlotcb99Nn9vdUhhiUS8IfT7h9bFtKeZlYcmgAOE1ZJMqz7L2u/iFfw591gVcEx9cn9UdsNid0byI0D+ttiktg2bYYhIgHeDppGWqSjJk+2eE+03TFf1bs98o38wdzVkX0glJowA59qJuHucOIlzgPSCgZDopxfHTutYEdo1mlXLbUh8yn8BeJ5lQUpVKNgCG91zuvGdGIqpgHyCZY9BpgvFCukQD8Iz4lOYbLZ75n/JeABnHUyBKiQFU99kvG+fAYvqgA6CUo6hpAPDyObHDKYxIlJcaxp793+GeVlo802qLG8HjeFavvWg9Ys1gaqBSI0JowDBieR+CoYvW1AXanR6/n86eqlpwk/QLroJyeNWwIOi8oyLgVGBSIx4oQO/S+IzCGItjk7KaMN5+3/kevFqi1HxMAQMCOZXwhik+I3rgQKBUYvwnwu9EeDoBToru0x0Zwl57X+DezBsTVMPM00OSehdxLWlCI9Wgr6AZIpvnhi72N2cAw8p4UoVZkV41H8YfGVtCFUoNZUQjOpoxlqnIZDLgoSAgYn2nCy5o9tQAeAmAUmuZHd3sX+jfJJuvFY9N9wS0ex3yAapQ5FKg1WAqIiGm0W3cNkE/64kGkc/Y592g38kfbZvaVhNOSEVF++Myrmqb5LTgzCA2IcemmS1Qde4/HkiLkXHYb11S3+afdBwD1pZO2QXX/GkzHOspJNnhBaAEoe+mImzFdVs+kEgPUNIYNF0CH8GfuJxrVtfPaUZqPPBzjSu4ZQFhQeAV4Zml7Sx7dIh+AYeRUHAXtxzu35ofulyRF1hP+Ub8vXi0PyvJ5athQKApYUYluavyNDW9ckbST8xXd1yY36/fuhz015dQSEePfgH08qxd5dfhgeA/YTSlB+up86M84oZRz2aW9VxAX4Mf910WmBUQ1wgiPow1Z+zzpgchxeAYISVk16si8xD8UgXQDv7WcNwlX1Of8h12WFGRZQi1Pxc13q1L5rihzKAzYNhkqSqcsr87gUVNDlVWKhvHn2Gf6l2UWMyR8kkIP+L2Vy3l5uyiFeARIM1kfGoXsi17MASJDeoVoRunXyzf4F3v2QYSfombAG+20O5CJ2MiYeAxYITkEanT8Zx6nkQDjXzVFdtEXzWf054Jmb3SikpuAPz3TC7gZ5visGAUIL7jqGlRMQu6DEO9TI4UyFsfHvufxJ5hGfRTFQrBAYs4CO9AqBdiwaB5oHrjQWkPsLt5egL1zB2UeFq3Hr7f8x52mikTnwtTwhn4hu/i6FUjFWBh4HljG+iPsCu454Jti6tT5lpMnr+f3x6J2pxUKAvmQqk5BnBHKNUja6BMoHpi+KgQr5y4VMHkCzdTUlofnn3fyF7a2s3UsAx4wzk5hzDtaRfjhOC54D2ilyfTLw43wgFZyoHTO9mwHjlf717p2z3U9wzLA8m6SPFVaZyj4GCp4ANit+dXLoB3bwCOigrSo1l93fIf0582W2vVfM1cxFp6zDH/KePkPqCcYAtiWmccbjM2nAACiZISCNkJXehf9V8Am9hVwc4uROv7ULJq6m1kX2DRoBXiPyajbab2CT+1yNgRrFiSnZvf1J9I3ALWRU6/hX271jLYavkkgqEJYCMh5eZrrRt1tj7oSFxRDZhZHUzf8V9OnGuWh88QBg+8nLNHa0clKKED4DKhjqY1bJC1I35aB9+QrRfdXTsfi1+R3JJXCQ+gRqH9JDP4a5clUSFA4AShuaWA7Eb0kH3LB2EQClefHObfop+S3PdXSNAvxzS9rPRq7CmlvCFAoBkhZuVOK/4z/f07hqGPpdcenI/ft1+RnRpXx5C+x4d+dnTfLL4l6aGDIDAhFiUc63Zza3yrhiCPP1abnHZfSZ/N3XtYBNENSFo+wPWU7RTmWaHIIAnhB6Ttau+y2XwbBZ5OltZWXBpfWR/H3ZpYgJGayO0/TDYMba3mjCIP4CXg+6R/qmnyR7uKBRrOLJXOm/ufJh//HbdY+tHnyUAAGHaFbgjnASJaIASg8aQTqiVx9jr4hFZNgJWEm5pfMF/0HdJZc9J0CdMApXc/rmXneGJnICXgqePpaaHxZTpmw9CNEtU4mzZe+B/mnitZq1L/SmYBMve7bsTn8mK2oAngpKOA6V+w1LnUw0nMo1SqGtAe/R/WnkIaIRNJyzjBgXh4r2XoLqLI4HBgYaNaaN6wRLlCQsIMMhQZWqcev5/EHpaaVVPTS4uCUHj3b8jorWMdoFlgYSM16F8v9TivwjlLf1OGmnuef1/vHqkah9RcDB5C3/l3MG3o7mN04EUgYuLTKCCvZjgcwa+KytNxmc2efF/Xnvka+NSjjLCDcDn4cNSpcaOO4LNgJyKyp6Pu1/eKASTKVJLaWZ0eNt/9nscbZ9UqDQKEALq68X1pt2ProKRgLaJT52guSnc3AFlJ3NJBGWpd7p/g3xLblVWvjZREkfs+cefqP6QK4NfgNuI3Zu4t/bZkP80JY9Hl2PTdo9/Bn1xbwRY0DiXFI3uDcpRqieSsoM4gAmIc5rVtcbXRP3/IqRFIWLzdVl/f32OcKtZ3TraFtTwJMwJrFmTQ4QbgECHEZn5s5nV+PrIILRDpGAKdRl/7X2hcUtb5DwcGR3zQM7JrZWU34QJgIKGt5cjsnDTrfiOHr5BHl8XdM5+Un6scuRc5z5cG2f1YNCPr9mVhIUCgM6FZ5ZTsErRYvZSHMI/kV0bc3l+q36sc3Ve5UCZHbH3hNJcsSaXNIYFgCSFH5WKrinPGPQTGsI9+1sVchp++n6jdP5f3ULUH/z5rNQvs3yY7oYSgISE35PIrAvNz/HSF7w7X1oFcbB9P3+RdX9h0EQNIkj819YJtdqZsocqgO+DqZINq/LKh++PFbE5uljtbzt9eX90dvhivUZCJJT+BtnotkGbf4hNgGODfJFYqdzIQO1LE6I3D1fLbrx8qX9Od2lkpEh1JuAAN9vOuK+cV4l6gOKCWJCrp8zG++oEEY41XFWfbTN8zn8eeNFlhkqkKCwDbN26uieeOIqygGuCPY8FpsDEuOi9DnUzolNrbKB76X/keDJnYUzQKngFpN+svKafI4v0gP+BK45mpLnCduZ0DFkx4VEuawN7+X+heYloNk75LMMH3+Gjvi2hGIxBgZ2BI43PorfAN+QqCjgvGlDoaVt6/n9TetlpBFAeLw4KG+SfwLyiF42YgUWBJIxAobu++uHfBxMtTE6aaKl5+X/7eh9rzFE/MVgMW+ahwlOkHo76gfiAL4u4n8O8v9+UBesqd0xCZ+546n+Ze1xsjVNcM6EOnOinxPGlMI9mgrWAQ4o5ntK6h91IA78onEriZSh40H8tfJFtR1V0NekQ3+qzxpenSpDcgn2AYYnBnOa4Utv8AJAmu0h6ZFh3q3+2fL1u+laJNy8TJO3DyESpbpFdg0+AiYhSm/+2INmw/l0k1EYKY392fH81fd9vpliYOXQVa+/Yyviqm5LogyyAu4frmR+18dZk/Cgi6ESRYZx1Qn+qffhwS1qjO7cXs/HxzLOs0JN9hBOA94aMmEWzxtQY+u8f9UIQYK90/n4Vfghy6FupPfgZ/PMPz3WuD5UchQWAPYY2l3KxntLN97Ud/UCIXrhzr351fg5zfV2qPzccRvYw0T6wV5bGhQKAjIXplaWvetCC9XcbAD/3XLhyVn7Lfgt0C1+mQXMekfhW0w2yp5d6hgmA5oSklN6tWs458zgZ/TxfW65x8n0Wf/90kWCcQ60g3Pp/1eOzAJk3hxqASoRokx6sPszw8PYW9Tq/WZtwhH1Xf+h1D2KNReUiKP2r17+1Ypr/hzaAuIM1kmaqJsqo7rIU6TgYWH9vDH2Nf8h2hWN3RxkldP/b2aG3y5vQiF2AMYMLkbSoE8hi7G0S2DZqVlpuiXy4f59382RcSUonwAEO3Im5PZ2siY6AtILrjwmnBMYe6iYQwjS0VCtt/Xvaf2t4WWY7S3kpDARE3ne7uJ6RisqAQYLTjmal+sPb594NqDL4UvRrZXvwfy15tmcUTaMrVwZ94Gq9OqCAixCB2IHFjcqj9cGb5ZULijA1UbNqxHr8f+Z5CmnnTsstowi44mS/xKF4jGGBeoHBjDai9b9c40oJZy5rT2ppGXr+f5R6VmqzUO4v7Qr25GLBVqN6jbyBJoHGi6qg+r0g4f8GQSyaTRhoY3n1fzh7mWt4Ug0yNw0252bD8KSFjiKC3YDUiiWfBbzn3rQEFyrDS71mpHjhf9J702w2VCk0fw946W7Fkaaaj5KCnoDsiamdFbqw3GgC6ifmSVpl2nfDf2J8BG7uVUA2xxG863zHOai4kAyDaoAOiTScLLh82hwAuiUDSO9jB3eaf+h8LG+eV1I4DBQC7o7J6anfkZGDQIA6iMiaSLZL2ND9hiMZRntiKXZnf2N9S3BHWWA6UBZJ8KTLoKsQkx+EIYBvh2SZarQd1oT7UCEqRP9gQnUpf9R9YXHpWmk8kxiR8r/NXa1JlLmEDYCvhgmYkrLz0zn5Fh82QnxfUnThfjt+bXKDXG0+0xrb9N7PIq+LlVyFA4D4hbaWwbDN0e722hw8QPBdWHOOfpd+cHMWXmxAER0l9wHS7bDWlgmGA4BMhWyV966qz6P0nBo8Pl1cVHIxfuh+aXShX2ZCTR9x+SjUv7IqmMGGDoCqhCuUM62MzVryXBg4PMJaR3HKfTB/WXUkYVpEhiG8+1LWl7SGmYKHJIARhPKSdqtxyxHwGRYuOh9ZMHBYfWx/P3afYkhGvCMI/oDYdrbqmk2IRICEg8ORv6lbycvt1RMgOHVXEG/cfJ9/G3cSZDFI7yVUALHaWrhXnCOJb4AAg5yQEKhJx4XrjxENNsRV521VfMZ/7nd8ZRRKHyigAubcRLrNnQKKpICHgn+PaaY8xUHpSA/1MwxUtWzEe+N/tnjfZvBLTCrsBB3fNbxKn+uK5IAYgmuOyKQ0w//m/wzaMU1Semspe/Z/dXk4aMdNdiw3B1bhKr7PoN2LLoGzgWGNL6MxwcDktQq6L4dQN2qEev5/KXqKaZdPnC6CCZPjJcBcotmMg4FZgWCMnqEzv4LiawiWLbpO6mjVefx/1HrSamBRvTDMC9HlJsLxo9+N4oEJgWiLFaA7vUfgIAZvK+dMlWcbee9/dHsSbCNT2zIWDhLoK8SOpe6OS4LEgHuKk55Iuw7e1ANEKQ5LN2ZYeNd/CnxIbd5U9TReEFXqNsYypwaQv4KJgJaJGp1audnbiAEVJy9J0WSLd7V/lnx2bpNWCjekEprsRcjdqCeRPYNZgLyIqZtzt6bZPP/jJElHYmO0doh/GH2bb0FYGznqFODuWcqPqlKSxoMzgOuHP5qRtXbX8PyvIl5F62HTdVF/j322cOdZJzstFyjxccxJrIaTWYQYgCWH35i2s0rVpPp3IGxDbWDodA9//H3IcYZbLj1uGXDzjs4JrsOU9oQIgGiGh5fgsSHTWfg9HnZB5l70c8N+X37Rch5dMD+uG7r1rtDQrwiWnYUCgLWFN5YSsPzQDvYAHHk/V132cmx+t37Qc61eLUHrHQX409KesVaXToYGgA2F8JRKrtvOxPPBGXg9wVvucQt+BX/GdDVgJUMmIFD6+9Rys62YCYcVgG6Es5OIrL7Me/GAF3I7I1recKB9SH+ydbVhF0VeIpz8J9dNtQ2azocvgNqDfpLOqqXKM+88FWY5fljEbyp9gX+Udi1jA0eTJOj+Vtktt3SbnohTgFCDUpEaqZHI7ez3ElY30Vagbqp8r39td51k6kjFJjQBiNsUueWcd4mCgNCCL5Bup4HGqOqxEEE1HVV0bR980387eARmykr0KIADvd0Bu12eWYq7gFuCFY/JpXbEZehpDigzYlM/bIp77H8AeWNnpEwgK8wF9d/zvN2fRov/gPCBBY4spG/CJOYgDAsxoVEAa+t6+n+7ebpoeE5ILRcIMOLrvmahPIxNgY+B/oyWom7A5ePWCeou2E+5aUJ6/n9seghqRlBsL2IKbeTowPaiPI2mgTmBAIwHoXK+qOGLB8UsCU5paI95+H8Se01rDFKMMasMrebqwo2kRY4Jgu6ADYuBn3y8bt9ABZwqNEwRZ9J453+ve4lszVOpM/QO7+jyxC2mV492gqyAIooDnou6Nt30Am8oWEqwZQt4y39BfLxthlXBNTwRMuv+xtOnc5DugnaAQomMnKC4AtuoAD8mdkhGZDp3pX/JfOduOFfUN4ITd+0PyYGpmJFwg0mAa4gem7q20Nhc/g0kjkbUYl92dH9HfQhw41jjOcYVvu8lyzerxpL9gyiAn4e4mdu0otYQ/NchoURbYXp1OX+6fR9xhlrtOwkYBvI+zfOs/ZOThBGA3IZbmAKzd9TF+Z4frULZX4x0834jfi5yIlzzPUoaT/Rdz7auPZU0hQSAI4YGly+xUNJ592MdtUBPXpRzo36CfjNzt13zP4gcmvZ/0X+whpbfhQKAdIW6lWOvLNAv9SUbtj69XJNySH7Wfi90RF/uQcUe5fil01Cy2JeUhguAz4R2lJ6tDM7l8uUYszwkW4hx430gfyF1yGDjQ/4gMPvO1Sa0MplThx6ANYQ8k9+r8cuc8KMWqzqDWXNwdH1ffwl2RWLTRTUjfP371wO2lZociDuApIMKkieq2slV7l8UnjjbV1Zv+nyUf+h2umO9R2klyP8r2ua3AJzviGSAHoPikHaox8cP7BoSjDYsVi9udny+f7x3J2WhSZonFAJf3M+5c53MiZaAo4LCj82mucXL6dMPdTR1VP9s6Hvef4d4i2Z/S8gpYASV3r677p6yitOAMYKsjiulsMOJ54oNWzK4UsZrT3vzf0h552dXTfIrqwbP4LK9cqCiixuByoGgjZCjq8FI5UELPDD0UIVqrHr9f/95OmkpTxku9wgK46y//aGcjG2BbYGcjP2hrL8K4/cIGS4pTzpp/3n9f6x6hWr0UDwwQQtI5avBkKOgjcqBG4Gii3Kgsr3P4KsG8itXTednSHnzf097xmu4Ulsyig2J57DDK6WsjjGC04Cyiu6evruV3mAEyCl/S4tmh3jef+h7/2x1VHU00w/L6bnFzabCj6OCloDMiXOdz7lf3BQCmiehSSdlvHe+f3Z8L24sVow2GhIP7MfHdqjikB6DZIDviACc5rcr2sj/aSW9R7pj6HaUf/p8Vm/bV544XxRV7trJJ6oKkqSDO4AciJWaA7b713z9NSPTRUViCXZff3R9c3CDWas6oxac8PHL36s8kzWEHoBThzKZJrTO1TD7/iDjQ8hgIXUgf+N9iHEkW7M85Rjl8gzOnq12lM+EC4CUhtiXULKl0+X4xR7uQURfL3TWfkh+k3K9XLY+JRsv9SzQY6+6lXSFAoDfhYaWf7B/0Zr2iBzzP7ddM3OCfqN+lHNPXrVAYx1591DSL7EGlyOGBIA0hT2Vtq5dz0/0ShrzPSJcLnIjfvN+jHTZX61Cnh/F+XfUArNbmNyGEYCThP2T86w+zQbyCRjtO4ZaH3G6fTl/enVbYaFE1yEQ/KLW27S4mZ+HKID9g8aSN6sly77vxhXjOeNYCHBHfXR/X3bUYo5GDSRc/tDYurYem2uISYBwg5iRgakPyXftghPUNzhX527JfKV/OndGZHZIPyaoAALboLiMnEKJdoDugnOQ06f+xjLrPBHBNYZVvG1BfMt/C3iwZVhKbyj0Ajbdi7oDniKKrIB2glePLabyxO/o9A6pM81TiWyve+d/0ngRZzRMnCpABW7ffLyBnw2L7oAJgkWOjaTqwq3mqwyMMQxSTWsSe/h/j3lpaAlOxSyLB6jhcr4HoQCMOYGmgTyN9qLowG3kYgpsL0ZQCGpsev5/Qnq5adhP6i7WCeXjbsCWov6Mj4FNgTyMZqHrvjDiFwhILXhOumi7efp/63oAa6FRCzEgDCTmb8IspAWO8IH/gEaL3Z/zvPXfzAUgK6RMY2cAeex/ins/bGJTKDNpDmXodsTJpRWPW4K7gFmKXZ4Bu73dgAP0KMpKBGY7eNN/H3x0bR1VQTWxEKjqgcZupy+Q0IKCgHeJ5ZwUuYjbNAHFJupInWRtd69/qnygbtFWVjf3Eu3skcgaqVKRUINTgJ6IdJstt1bZ6P6TJANHLWOUdoF/Kn3Eb35YZjk8FTPvpcrOqn6S2oMvgM6HDZpNtSfXnPxeIhdFtWGydUh/oH3ecCNacjuAF3vxvsyIrLOTboQVgAmHrZhys/vUUPomICVDNWDGdAV/C37uccFbeD3BGcTz285KrvCUDYUGgE6GVpeesdPSBfjrHS1BrV7Qc7d+bH72clddeT8AHA72/NASsDeWtYUCgJ2FCJbQr67QuvWuGzA/Hl3Rcl9+w370c+ZedkE9Hln4IdPgsYeXaIYIgPaEw5QJro7OcPNuGS49hlvIcfx9D3/odG1gbEN3IKT6StW2s9+YJYcYgFmEhpNJrHHMKPEtFyc751m2cI99UX/TdethXkWvIvD8dteRtT+a64czgMaDUpKPqlnK4O7qFBs5QVibbxh9iH+0dmJjSUfjJDz/ptlzt6mbvIhZgD2DJ5HdqEXImuykEgo3k1Z2bpZ8tX+Ld9FkL0kVJ4gB2dtauRqdlomJgL+CBpAypzbGVepeEPU03lRIbQp8139YeDdmDktEKdQDDt5Iu5Oee4rEgEuC7o6OpSvEEugWDtsyI1MSbHR7738beZVn50xvKyAGR+A7vRWgaIsJgeKB343xoybC0eXMC70wYFHSatR6/H/Veepouk6WLWsIguIzv56hYIxZgYOB2YxcoiXAk+OCCZwul0+KaSl6/n+Eejdqh1C6L7UKwOQxwS+jYY2zgS6B3YvPoCq+VuE3B3Ysx004aHV59n8pe3prTVLaMf8M/+Y0w8ika44YguSA64pKnzW8Hd/sBEwq8EvfZrZ443/Ee7VsDFT1M0gPQek8xWmmf4+HgqSAAorNnUS65tygAh8oFEp8Ze53xn9VfOdtxFUNNo8RhetJxxConJAAg2+AI4lXnFq4sdpUAO8lMUgSZBt3n3/cfBBvdVcgONUTy+1byb+pw5GEg0SATYjqmna2gNgI/rwjSEafYj92bH9YfTBwH1kuOhkWEfBxy3ar8pIRhCSAgoeGmZe0Uta8+4YhWkQkYVl1MH/KfUdxwlo4PFwYWvKMzTOtK5SqhA6AwYYqmL+yKNRx+U0fZkKhX2l06H4xflRyXVw8Ppwao/Sqz/eubJVMhQOACYbWlu2wAdIl9xEdbEAWXnBzl36Oflhz8F08QNoc7vbN0cGwtpb4hQOAXIWLlSKv3s/b9NMabT6DXG1yO37hflJ0fF82QhYfOfnz05KyCZivhg2AuYRJlF2tv82R8pMYaTzpWmFx1H0pf0J1/2AqRFAhhPsd1mq0ZJlvhyGAH4QQk6CrpMtJ8FAWYDpHWUtwY31nfyl2e2IZRoYj0P1L2Ei2yJo6iECAkYPfkempjskC7gwUUjieVyxv6Hyafwd372MDSLolHAB82iy4NJwOiWqADIO4kDmofMe868cRQDbuVQRuYnzDf9p3WmXmSeonaAKw3BW6qZ3siZ6AkoKaj5GmbsV46X8PKTQ2VNNs0nvhf6R4vWbDSxcqtATn3gW8JZ/Uit2AIoKFjvCkZsM25zcNDTJ4UplrOHv1f2N5GGiaTUEs/wYg4fq9qqDGiyaBvIF6jVajYsH25O0K7i+zUFZqlHr+fxl6amlrT2cuSglc4/W/NqLBjHqBYYF4jMShZL+44qMIyy3nTgpp5nn8f8R6s2o1UYowlQub5fXByqPFjdiBEIGAizqgar194FcGoysUTbZnLXnwf2V79Gv4Uqgy3g3b5/rDZqXTjkGCyoCRiried7tE3gwEeSk7S1lma3jaf/17K220VMI0JhAe6gTGCafrj7SCjoCsiT2dibkO3MABSidcSfNkn3e4f4l8Wm5qVtg2bRJi7BPItKgLkTGDXYDQiMubobfb2XT/GSV3R4VjyHaNfwx9f28YWOk4shSo7ibKZqo1kriDNoD/h2Kav7Wr1yj95SKNRQ9i6HVXf4R9m3C/WfU69hbw8D7MHqxok0qEGoA3hwCZ47N/1dz6rSCcQ5Fg/3QWf/J9rnFfW/08OBk581rO3q2klOaECYB6hqeXDbJW05H4cx6mQQtfC3TLflZ+uHL3XAA/dxuC9XrQpa/plYyFAoDGhVeWPrAw0Ub2NxyqP31dDnN1fq9+uHOIXv1AtR3N957ScrE2lz2GBYAchQ+Vda4Pz/zz+BmpPehbCHIVfv5+r3QQYPVC7x8Y+sbURbOMmPeGE4B9hNCTs6zxzLPxtxejO0ta+HCqfUJ/nHWRYehEKCJk/PHWH7XrmbuHLIDog5uS+KrYymvvdBWYOaZY3281fXx/f3YKY9RGXSSw/iDZ/7ZSm4mIT4Bdg26RRKnDyCTtLxOJN/pWvW62fKt/WHd6ZLtIkCb8AFLb5rjBnGGJfYDcgkqQl6ezxt/q6RB0NUdVkW0tfNB/KHjiZZxKvyhIA4fd0ro5nkOKtYBmgjCP8aWnxJzooQ5cM41TXGyZe+p/7nhCZ3dM6yqUBb/fw7y4ny+L+ID6gR6OU6ShwlvmWAw/McxRH2v7evl/qXmaaExOEy3fB/rhu75AoSSMRYGYgReNvKKfwBvkDgoeLwRQ2WlTev5/W3roaRpQOC8qCjfkt8DPoiONnYFBgRiMLaGjvt/hwwf5LDZOiWihefl/A3sua+FRWTF0DHbmucJmpCuO/4H0gCOLpp+svKTfeAXQKmFMMmfkeOl/oHtrbKJTdTO9DrjowMQFpj2Pa4KygDiKJ566umzdLAOkKIZK0WUeeM5/M3yfbVxVjjUEEfvqzMarp1iQ4oJ6gFeJr5zOuDfb4AB1JqRIaWROd6l/vHzLbg9XojdLE0Dt3MhYqXyRY4NNgH+IQZvotgbZlP5CJL1G+GJ0dnl/O33tb7pYsTmPFYfv8soNq6mS74MqgLKH2pkJtdfWSPwNItBEf2GRdT9/sH0FcV9avDvSF8/xC83IrN+ThIQSgO6GfJgvs6zU/PnUH91C/l+jdPp+Gn4Vcvtbwj0TGhj0Kc+Krh+VJIUFgDSGJpdcsYTSsfeZHeVAdV6sc6t+eX4bc5Fdwj9SHGL2StFTsGeWzoUCgISF2ZWPr2DQZ/VcG+c+5FysclJ+zn4XdB5fvkGOHq34cNMjsreXgoYJgN+ElZTJrUDOHfMcGeQ8S1uhce19GX8KdaRgtEPIIPj6mdX5sxGZQIcbgEOEWZMJrCTM1PDaFt06q1mOcH99WX/zdSFipEX/IkT9xtfVtXOaCYg4gLKDJ5JRqg3Kje6XFNA4BFhxbwZ9j3/Tdpdjj0c0JZD/9tm4t92b24hfgCuD/pCfqPnHR+xREr42VVZLboN8un+pdwRlc0llJ9wBKdyguU+dtomRgK6C3Y/1puvFAuoKEKg0n1QcbfZ72390eGlmUkuTKSgEX96Pu8qenIrNgDuCxo5SpeHDwOfCDY4y41Lka1578X82ecZnK02+K3MGmOCCvUygi4sUgdOBuY23o9zBf+V5C3AwH1Gkarx6/X/ueRpp/U7lLb8I1OJ8v9ehhIxlgXaBtYwjot2/QeMuCU0uVU9aaRB6/n+cemVqyFAIMAkLEuV6wWmjho3BgSOBuouXoOK9BeHjBicshE0IaFp59H9Ae6hrjVInMlMNUud+wwOlko4ngtqAyYoTn+27y96YBP0prUutZpp44H/Ze+JsS1RCNJsPlOmHxaWmp4+XgpyA4YmXnf65ldxMAtAnz0lJZdB3wX9pfBJuAlZZNuIR2OuVx06oxpASg2iABIkjnBW4YdoAAJ8l60fdY/x2mH/ufDpvsldrOCgUHu6nyf6p7pGXgz+AMIi3mjG2MNi0/WsjAkZpYh92ZH9pfVlwW1l5OmwWZfC+y7WrHpMnhCCAZodTmVO0A9Zo+zUhE0TtYDd1Jn/ZfW5x/VqCPK4YrfLZzXOtWJTAhAyApob4l3yy2dMd+fseHkJpX0Z03X4/fnpyl1yGPu4a9/T4zzivm5VkhQKA8IWmlquws9HS9r8cI0DdXUtzin6bfnxzKV6EQCwdQfcb0gOx5pYShgOARIVcleGukM+H9IEaJD5JXEdyLX7sfnV0tF9+QmgfjflC1NWyOpjKhg+AooQclB2tcs0+8kAYHzyuWjpxxX0zf2R1NmFxRKEh2Ptt1q60l5mMhyWACoTkkmGrWMv27/4VFToLWSNwUn1vf0p2sWJgRtcjJP6b2I22/JpXiEaAfYO1kaupQsmv7bkTBzhhVwJv1XyhfyV3I2RISAomcADM2nG4aZwtiXGA+oKPkPynMMdp63MR8zWvVdltTnzIf/d3jWUrSjoovAIB3Vy6350NiqeAgYJyj1WmI8Um6SwP3DP3U6dsvXvlf8B472YHTGcqCAU430y8XJ/2iueAE4JfjrWkHMPk5uMMwDE3UmtrIXv3f355SWjdTZAsUwdy4UK+4qDpizKBroFUjRyjGcGk5JkKoC9xUCdqfHr+fzJ6mWmtT7Yungmu4z7Ab6LljIeBVYFUjIuhG79n4k8IfC2kTtpozHn7f9x64Wp2Udcw6Avt5T7CBaTrjeaBBoFdiwKgI70s4AQGVCvRTIRnEnnuf3x7IWw4U/UyMQ4u6ETEoaX7jlCCwYBvioGeMLvz3bgDKSn3SiZmTnjWfxF8V23zVA41eRBx6k/GRqcTkMWCh4CMiQidQ7m+22wB+iYYSb9kgXezf518hG6oViQ3wBK17F7I8ag1kUSDV4CyiJebXLeL2SD/ySQyR1FjqXaGfx59qG9VWDQ5BRX87nLKpKphks2DMoDihy+aerVc19T8lCJGRdlhyHVOf5V9w3D7WUA7SBdD8YvMXqyVk2CEF4Ach86Yn7Mw1Yj6XCBUQ1pg3XQMfwF+1XGaW0c9ihmM86fOH67SlP2EB4BfhneXyrEH0z34IR5dQdNe6HO/fmN+3XIxXUk/yRvW9cjQ5q8YlqWFAYCthSeW/K/i0PL15RthP0Rd6XJofrt+3HPAXkVBBh4h+O3StLFml1eGB4AFheGUNK7BzqjzpRlfPa1b4nEGfgh/0XRIYD1DQSBs+hXVibO+mBKHFoBnhKSTc6ykzF/xZBdZOw9a0HCafUt/vXXHYS5FeSK4/EHXZLUemtiHMIDTg2+SuaqMyhfvIRVNOWlYtm8kfYN/n3Y/YxpHriQE/3DZRbeGm6iIVYBKg0ORBql3yNHs3BI9N7xWkm6jfLF/d3euZAFJ4CZQAaPbLLn2nIGJhIDLgiGQWqdoxozqlRAoNQhVZW0YfNR/RXgVZuFKDymcA9jdGLtvnmSKvoBWggiPtaVdxEnoTQ4PM01TMGyDe+1/CXl0Z7tMOivoBRHgC73wn1GLAoHrgfiNGKRXwgjmBAzxMItR8Wrkevt/w3nKaI5OYi0zCEviA794oUiMUYGLgfKMg6JWwMnjugnQLsJPqWk6ev5/dHoXaltQhi9+ConkAMEJo0iNqoE1gfWL9aBavo3hbweqLPNNWWiGefd/GntcayJSpjHHDMjmA8OhpFKODoLqgAGLb59kvFPfJAWBKh1MAGfJeOZ/tnuYbOJTwjMQDwrpC8VBpmWPfIKpgBiK8Z1zuhvd2AJVKEFKnmUBeMp/SHzLbZpV2jVYEU7rF8fop4GQ9IJzgDiJe5yJuOfajAAlJl9INWQwd6N/z3z1bkxX7TeeE5PtKMmWqaaRd4NIgGGIDZuktrbYQP7yI3dGw2JUdnJ/TH0VcPdY/DniFdrvPstMq9WSA4QmgJWHp5nFtIfW9Pu8IYlESGFvdTZ/v30tcZpaBjwlGCLyWM0IrQyUm4QQgNOGSpjssl3UqfmDH5ZCxl+AdPB+KH47cjZcCz5lGmv0ds/Lrk2VPIUEgBqG9pYZsTXSXfdIHZxAPF6Ic59+hn4/c8pdC0CkHLb2mdGVsJaW54UCgGyFqpVNrxLQE/UKG54+qlyGckR+2n46dFZfBkLgHgH5v9NmsuiXnYYLgMiEZ5SIrfPNyfLKGJo8EFt7cd59I38sddtg+0MZIUz76dU9tEOZXIcfgC6ELZPKq9fLgfCIFpI6b1lmcG59Yn8Udldi60VQI5j9FtgatqaaJog9gJ6D/JESqsDJOe5EFIQ4x1dIb/R8ln/ydsxj1EeEJeT/Rtr9txGc+YhmgBiD1JBiqK7H9Ov+EXI2F1Yhbm98wH/GdzhluEm1JzACetznuYWd14mZgJ2CtY+5pqDFsOm3D1w0YFTwbOF733+ReJxmlkvjKXwEsN7WuwGfvorXgCyCn44XpZfDbedvDUEyo1K3a0d7839Refdnbk0NLMcG6uDKvYSgrosfgcWBk419o5PBLeUlCyIw3lB1aqR6/X8IekppP08zLhIJJuPEvxCiqIxygWmBkIzqoZS/7+LbCP8tE08qafd5/X+0epRqCVFWMF0LZOXEwaOjrI3PgRiBl4tfoJq9s+CPBtgrQU3WZz958n9We9VrzVJ0MqYNpOfIwz6luY42gtCAp4rcnqa7et5EBK4paUt6Zn543H/vew5tilSPNO8P5+nSxeGm0I+ogpSAwYlhnbi5RNz4AYAnikkWZbN3vH98fD1uQValNjUSK+zgx4uo8JAkg2GA5Yjum8+3Edqs/08lpkepY912kX8AfWRv8Fe3OHsUce7zyTyqGZKrgzqAEoiEmuy14ddg/RojvEUzYv51XH95fYFwl1nEOr8WuPALzPSrS5M8hB2ASochmRC0tNUU++Mgy0O2YBV1HH/ofZVxOFvMPAEZAfMmzrOthpTXhAqAi4bIlzmyitPJ+Koe1kExXyN00n5Nfp9y0VzPPkAbS/VG0HmvyZV8hQKA14V2lmmwZNF+9m0c2z+kXSdzfX6nfqBzYl7NQH4dlfdq0kaxFpcrhgSALIUulaCuQ8809C8a2j0PXCFyHn73fph061/FQrkf4PmR1Bmza5jlhhGAjITuk92sJc3q8e4X1TtyWhJxtX08f4V1bWG4RPIhLPy81vK0yZmohymA9oO4kiKrC8ui76sVyjnOWPpvQX13f2p25mKmRickeP7r2NG2L5t1iEuAaoOKkW2p9shc7WYTuzcjV9luw3ynf0R3V2SNSFomxAAd27e4npxMiXiA6IJlkL+n5cYW6yARpzVxVa5tOnzNfxV4wWVvSoooEANR3aK6FZ4tiq+AcYJKjxmm2cTT6NgOjzO3U3psp3vof9t4IWdKTLYqXAWJ35S8k58Yi/GABII4jnqk0sKS5pAMcjH3UT1rCnv4f5h5eWggTt8spwfD4Yq+GqEMjD2BoYEvjeKi0MBS5EYKUi8wUPhpY3r+f0t6yWnuTwQv8gkA5IfAqaIKjZSBSYEwjFOh074V4vsHLS1iTqposnn6f/N6EGu2USUxPAw/5ojCP6QSjvWB+4A6i8uf27za37AFBSuOTFNn93jrf5J7TWx4U0IzhQ6A6I7E3aUij2CCuIBOikue6bqi3WQD2SizSvNlMnjRfyZ8gm0yVVs1zRDE6prGgqc8kNaCf4BsidOc/bht2xgBqibTSIxkYnetf7B8rm7mVm83ExMJ7arIL6lgkVaDUYCTiGObFrc72cz+eCTsRhtjiXZ+fzB90W+SWH85WBVP77/K46qMkuGDLYDFh/yZNrUM14D8QyL/RKNhp3VFf6V963A3Woo7mxeX8djMnqzBk3aEFIAAh52YXLPg1DT6CyANQyNgunQBfxB++3HUW5E93Bng8/XOX64AlRWFBoBFhkaXiLG40un30B0VQZpexHOzfnF+AnNqXZI/Gxwq9hbRKLBHlr6FAoCUhfiVuq+U0J71kxsYPwpdxHJafsd+AHT5Xo5BWB51+DvT97GXl3GGCIDuhLOU9K10zlXzUxkWPXNbu3H3fRJ/83R/YIRDkiDA+mTVzLPvmC6HGYBRhHeTM6xXzAzxERcOO9NZqXCKfVR/3nX9YXVFyiIM/ZHXqLVQmvWHNYC/g0SSeqo/ysTuzhQCOS1YjW8SfYp/vnZ0Y2BH/iRY/8HZire6m8aIW4A3gxmRyKgsyH7siRLxNn9WaG6QfLd/lXfiZEZJMCekAfPbcrksnaGJjIC5gviPHacdxjrqQhDbNMlUOm0DfNh/YXhIZiVLXinwAyneX7ulnoaKx4BGguGOeqUTxPfn+g3CMg1TA2xte+9/JHmlZ/5MiSs7BmLgU70noHSLDYHdgdKN3qMNwrblsQujMEpRw2rMevx/3Xn6aNFOsC2HCJ3iS7+xoWyMXYF+gc2MSaINwHjjZgmBLoFPemkhev5/jHpGap1Q1C/RCtvkSsFDo22NuIEqgdGLvKASvjvhGwdbLLBNKGhsefV/MXuKa2JS9DEbDRvnTcPcpHiOHYLggN+KOJ8dvALf0AQyKtpLzmateOJ/y3vEbCFUDzRkD13pVcV9po2PjIKhgPeJu50tusvchAIFKP1Ja2Xkd8V/XHz2bdlVJjarEaHrYsclqKqQBoNsgBiJRpxDuJfaOADVJRpIAGQRd5x/4nweb4pXOTjxE+btdMnUqdGRioNCgESI2ZpftmbY7P2hIzFGjWI0dmp/XX0+cDNZRzo1Fi3wi8uLqwGTGIQigHmHdZmBtDjWoPtrIUJEEmFOdS1/z31UcdVaUDx3GHbypc1IrTqUsYQNgLiGGZipsg7UVfkxH05Cjl9edOV+Nn5gcnBcVT64Gr/0xM8Mr3uVVIUDgAGGxpbXsOfRCff2HFRAA15kc5N+k35kcwNeVED2HAn359HXsMaWAYYDgFSFe5UMr8TPv/S4GlU+cFxgcjZ+5X5edI5fTkIxH1X5DtSpshmYuIYNgLGEOpRIraXNdvJ3GFA81VpUcc99LX9OdRJhQkRrIaD7ONaBtHWZeYcigBiEAZOLq4vLLfA1Fkc6M1k+cF19an80do1iMUahI+z9ZthfttmaRIhCgIqD0ZHUqXTJ5u3xEzk4ilceb+J8nH8RdwBkGkjVJTgAl9pDuEacGIlsgAaDqpAlqGLHoeurESY22VX2bVx8xX/kd2tl/UkFKIQCy9wturud94mhgIyCjY99plXFXelkDw80IVTEbMt74n+teM5m2ksyKtAEAt8dvDif34rggB2CeI7cpE3DG+cbDfQxYlKKazF79X9seShosE1bLBsHO+ESvryg0YsqgbiBbY1Do0rB2+TRCtQvnVBGaox6/n8henppgU+BLmYJeOMNwEmizYx+gV2BbIyxoUu/neKHCLAt0U76aN15/H/MesNqSlGjMLELtuUNwt6j0o3dgQ2BdIsnoFO9YuA7Bokr/kylZyR5739tewNsDVPCMvoN9+cTxHql4Y5GgseAhoqlnl+7Kd7wA14pJUtIZmF42H8DfDptyVTbNEIQOuodxh2n+I+5goyAoYksnXK589ukATAnRkniZJV3t3+QfGhuf1bxNokSfuwsyMioGZE3g1uAxoi6m4q3wdlY//4kYEd0Y752in8SfY1vLVgCOc4UxO4/ynqqRJK/gzWA9YdQmqi1kdcM/coidUX9Yd51VH+Kfalw01kOOxEXDPFXzDOsd5NRhBmALofvmMyzZNXA+pIghEN/YPN0En/3fbtxc1sWPVMZVfN0zvSts5TuhAiAcYaXl/exO9N1+FgejkH5XgB0x35afsRyCl0YP5MbnvWU0Lqv+JWUhQKAvoVHliiwFtEq9hsckj9qXQJzcX6zfsRzml4VQdAd6fe40oixRpdFhgaAFYUAlV+u9c7g89wZkT3UW/txEH4Bf7p0I2ANQwsgNPrg1FyznZgAhxSAdoTBk56s2MyX8ZsXijs3WutwpX1Ff6d1o2H/REMigPwM1za1/JnFhy2A4YOMkuOqv8pP71gVfzmSWNFvMH1+f4l2G2PsRngkzP472Ra3Y5uTiFGAVoNgkS+pqsgJ7RMTbzfmVq5usHytf2J3jGTTSKomGAFt2/2405xsiX+A1oI8kIKnmsbE6s0QWzUyVYJtJnzRfzJ482WzStkoZAOi3em6S55OiriAYIIij92ljsSA6IUOQjN4U01sknvrf/d4U2eOTAUrsAXa39u8y586i/uA9YESjj+kiMI/5jwMJTG2URBr83r6f7J5qmhiTi0t+wcV4tO+U6EwjEmBlIEKjamih8AA5PIJBC/uT8lpS3r+f2N6+GkwUFIvRgpS5NDA4qIvjaGBPYEMjBqhir7D4acH3ywgTnlomHn4fwp7PWv3UXIxkAyS5tLCeqQ4jgSC8YAYi5OflLyJ31wFtipKTCFn23jof6d7emy3U48z2A7T6NnEGaZKj3GCr4AtihWeorpR3RADiihvSsFlFXjNfzp8rm1xVac1IBEW6+XGv6dlkOiCeIBMiZ6ct7gd28QAWiaNSFdkRHenf8N82W4jV7s3ZhNc7fbIbamKkWqDS4B1iC+b0bbr2Hj+JySmRuZianZ3f0F9+m/OWMo5qxWi7wvLIqu4kvaDKYCoh8mZ8rS81iz88iG4RG1hhXU8f7V9EnFyWtU77hfq8SXN3azuk4yEEYDlhmuYGbOR1OD5uR/FQutfmHT3fh5+IXIPXNo9Lxo09EPPoK4ulSyFBIArhhaXRrFq0pX3fh3NQGJeoHOnfn1+J3OkXds/bRx+9mTRabB2lteFAoB8hcmVea9G0Ev1QBvPPtFcn3JNftJ+I3QxX9ZBqh7J+IrTObLIl4uGCoDXhIaUs60mzgHzARnMPDhblXHofRx/FXW2YMtD4yAU+7TVELQhmUqHHYA8hEuT9KsLzLjwvxbEOpdZgXB5fVx//nUzYrxFGiNg/eHX7LWEmhKIOoCrgxmSPKrzyXHuexS3OPBXZG8AfZF/3XapY6ZHTyWs/xHaz7fum+WIYYAkg/CQi6jgxyvsNRKlNkFWPW58fLx/s3cWZYpJgCf4AUTcuLlhncGJlICogtCP4abSxefp7w+PNIpUDm3ve9x/fnh6ZmlLrilEBHreprvcnqeK0IA2grmOPqXIw6Tnpg10Ms1S1WtWe/J/P3nWZ0FN2CuPBrPgmr1foJeLGIHPgayNo6PEwWTlXQtWMAlRlGq0ev1/93kqaRNP/y3bCO/ilL/qoZCMaYFygaiMEKLEvybjEgkzLj9PSmkIev1/pHp1at5QIjAlCy3lk8F9o5ONxYEfga6LhKDKvergxwYNLG5N92dRefN/R3u3a6NSQTJvDW3nl8MXpZ+OLILXgL6KAZ/Wu7DefATjKZZLnGaReN9/4XvwbGBUXDS3D7DpoMW5prWPnYKZgNeJhZ3nuXrcMAK1J7hJOGXGd8B/b3whbhdWcjb+EfTrrsdiqNSQGINmgPmIEZz9t0ba5P+EJdRHzGPydpZ/9HxIb8dXhDhEFDnuwMkSqvyRnoM9gCaIppoathbYmP1QI+tFV2IUdmJ/bn1mcG9ZkjqIFoHw18vKqy2TLoQfgFyHQ5k9tOnVTPsZIftD22AsdSN/3n17cRBbmjzKGMny882IrWeUyIQLgJ2G6Jdmsr/TAfngHgZCVl86dNp+RH6Gcqpcnj4KGxP1EtBNr6qVbIUCgOeFlpaVsJnRtvakHAtAyl0/c4Z+n36IczxenEBIHV33NdIZsfaWGoYEgDyFTZXLrnbPa/RlGgs+Nlw7cih+8H6AdMZflkKDH6n5XdTsskqY04YQgJuEDJQIrVjNIvIlGAY8mlotcb99Nn9vdUhhiUS8IfT7h9bFtKeZlYcmgAOE1ZJMqz7L2u/iFfw591gVcEx9cn9UdsNid0byI0D+ttiktg2bYYhIgHeDppGWqSjJk+2eE+03TFf1bs98o38wdzVkX0glJowA59qJuHucOIlzgPSCgZDopxfHTutYEdo1mlXLbUh8yn8BeJ5lQUpVKNgCG91zuvGdGIqpgHyCZY9BpgvFCukQD8Iz4lOYbLZ75n/JeABnHUyBKiQFU99kvG+fAYvqgA6CUo6hpAPDyObHDKYxIlJcaxp793+GeVlo802qLG8HjeFavvWg9Ys1gaqBSI0JowDBieR+CoYvW1AXanR6/n86eqlpwk/QLroJyeNWwIOi8oyLgVGBSIx4oQO/S+IzCGItjk7KaMN5+3/kevFqi1HxMAQMCOZXwhik+I3rgQKBUYvwnwu9EeDoBToru0x0Zwl57X+DezBsTVMPM00OSehdxLWlCI9Wgr6AZIpvnhi72N2cAw8p4UoVZkV41H8YfGVtCFUoNZUQjOpoxlqnIZDLgoSAgYn2nCy5o9tQAeAmAUmuZHd3sX+jfJJuvFY9N9wS0ex3yAapQ5FKg1WAqIiGm0W3cNkE/64kGkc/Y592g38kfbZvaVhNOSEVF++Myrmqb5LTgzCA2IcemmS1Qde4/HkiLkXHYb11S3+afdBwD1pZO2QXX/GkzHOspJNnhBaAEoe+mImzFdVs+kEgPUNIYNF0CH8GfuJxrVtfPaUZqPPBzjSu4ZQFhQeAV4Zml7Sx7dIh+AYeRUHAXtxzu35ofulyRF1hP+Ub8vXi0PyvJ5athQKApYUYluavyNDW9ckbST8xXd1yY36/fuhz015dQSEePfgH08qxd5dfhgeA/YTSlB+up86M84oZRz2aW9VxAX4Mf910WmBUQ1wgiPow1Z+zzpgchxeAYISVk16si8xD8UgXQDv7WcNwlX1Of8h12WFGRZQi1Pxc13q1L5rihzKAzYNhkqSqcsr87gUVNDlVWKhvHn2Gf6l2UWMyR8kkIP+L2Vy3l5uyiFeARIM1kfGoXsi17MASJDeoVoRunXyzf4F3v2QYSfombAG+20O5CJ2MiYeAxYITkEanT8Zx6nkQDjXzVFdtEXzWf054Jmb3SikpuAPz3TC7gZ5visGAUIL7jqGlRMQu6DEO9TI4UyFsfHvufxJ5hGfRTFQrBAYs4CO9AqBdiwaB5oHrjQWkPsLt5egL1zB2UeFq3Hr7f8x52mikTnwtTwhn4hu/i6FUjFWBh4HljG+iPsCu454Jti6tT5lpMnr+f3x6J2pxUKAvmQqk5BnBHKNUja6BMoHpi+KgQr5y4VMHkCzdTUlofnn3fyF7a2s3UsAx4wzk5hzDtaRfjhOC54D2ilyfTLw43wgFZyoHTO9mwHjlf717p2z3U9wzLA8m6SPFVaZyj4GCp4ANit+dXLoB3bwCOigrSo1l93fIf0582W2vVfM1cxFp6zDH/KePkPqCcYAtiWmccbjM2nAACiZISCNkJXehf9V8Am9hVwc4uROv7ULJq6m1kX2DRoBXiPyajbab2CT+1yNgRrFiSnZvf1J9I3ALWRU6/hX271jLYavkkgqEJYCMh5eZrrRt1tj7oSFxRDZhZHUzf8V9OnGuWh88QBg+8nLNHa0clKKED4DKhjqY1bJC1I35aB9+QrRfdXTsfi1+R3JJXCQ+gRqH9JDP4a5clUSFA4AShuaWA7Eb0kH3LB2EQClefHObfop+S3PdXSNAvxzS9rPRq7CmlvCFAoBkhZuVOK/4z/f07hqGPpdcenI/ft1+RnRpXx5C+x4d+dnTfLL4l6aGDIDAhFiUc63Zza3yrhiCPP1abnHZfSZ/N3XtYBNENSFo+wPWU7RTmWaHIIAnhB6Ttau+y2XwbBZ5OltZWXBpfWR/H3ZpYgJGayO0/TDYMba3mjCIP4CXg+6R/qmnyR7uKBRrOLJXOm/ufJh//HbdY+tHnyUAAGHaFbgjnASJaIASg8aQTqiVx9jr4hFZNgJWEm5pfMF/0HdJZc9J0CdMApXc/rmXneGJnICXgqePpaaHxZTpmw9CNEtU4mzZe+B/mnitZq1L/SmYBMve7bsTn8mK2oAngpKOA6V+w1LnUw0nMo1SqGtAe/R/WnkIaIRNJyzjBgXh4r2XoLqLI4HBgYaNaaN6wRLlCQsIMMhQZWqcev5/EHpaaVVPTS4uCUHj3b8jorWMdoFlgYSM16F8v9TivwjlLf1OGmnuef1/vHqkah9RcDB5C3/l3MG3o7mN04EUgYuLTKCCvZjgcwa+KytNxmc2efF/Xnvka+NSjjLCDcDn4cNSpcaOO4LNgJyKyp6Pu1/eKASTKVJLaWZ0eNt/9nscbZ9UqDQKEALq68X1pt2ProKRgLaJT52guSnc3AFlJ3NJBGWpd7p/g3xLblVWvjZREkfs+cefqP6QK4NfgNuI3Zu4t/bZkP80JY9Hl2PTdo9/Bn1xbwRY0DiXFI3uDcpRqieSsoM4gAmIc5rVtcbXRP3/IqRFIWLzdVl/f32OcKtZ3TraFtTwJMwJrFmTQ4QbgECHEZn5s5nV+PrIILRDpGAKdRl/7X2hcUtb5DwcGR3zQM7JrZWU34QJgIKGt5cjsnDTrfiOHr5BHl8XdM5+Un6scuRc5z5cG2f1YNCPr9mVhIUCgM6FZ5ZTsErRYvZSHMI/kV0bc3l+q36sc3Ve5UCZHbH3hNJcsSaXNIYFgCSFH5WKrinPGPQTGsI9+1sVchp++n6jdP5f3ULUH/z5rNQvs3yY7oYSgISE35PIrAvNz/HSF7w7X1oFcbB9P3+RdX9h0EQNIkj819YJtdqZsocqgO+DqZINq/LKh++PFbE5uljtbzt9eX90dvhivUZCJJT+BtnotkGbf4hNgGODfJFYqdzIQO1LE6I3D1fLbrx8qX9Od2lkpEh1JuAAN9vOuK+cV4l6gOKCWJCrp8zG++oEEY41XFWfbTN8zn8eeNFlhkqkKCwDbN26uieeOIqygGuCPY8FpsDEuOi9DnUzolNrbKB76X/keDJnYUzQKngFpN+svKafI4v0gP+BK45mpLnCduZ0DFkx4VEuawN7+X+heYloNk75LMMH3+Gjvi2hGIxBgZ2BI43PorfAN+QqCjgvGlDoaVt6/n9TetlpBFAeLw4KG+SfwLyiF42YgUWBJIxAobu++uHfBxMtTE6aaKl5+X/7eh9rzFE/MVgMW+ahwlOkHo76gfiAL4u4n8O8v9+UBesqd0xCZ+546n+Ze1xsjVNcM6EOnOinxPGlMI9mgrWAQ4o5ntK6h91IA78onEriZSh40H8tfJFtR1V0NekQ3+qzxpenSpDcgn2AYYnBnOa4Utv8AJAmu0h6ZFh3q3+2fL1u+laJNy8TJO3DyESpbpFdg0+AiYhSm/+2INmw/l0k1EYKY392fH81fd9vpliYOXQVa+/Yyviqm5LogyyAu4frmR+18dZk/Cgi6ESRYZx1Qn+qffhwS1qjO7cXs/HxzLOs0JN9hBOA94aMmEWzxtQY+u8f9UIQYK90/n4Vfghy6FupPfgZ/PMPz3WuD5UchQWAPYY2l3KxntLN97Ud/UCIXrhzr351fg5zfV2qPzccRvYw0T6wV5bGhQKAjIXplaWvetCC9XcbAD/3XLhyVn7Lfgt0C1+mQXMekfhW0w2yp5d6hgmA5oSklN6tWs458zgZ/TxfW65x8n0Wf/90kWCcQ60g3Pp/1eOzAJk3hxqASoRokx6sPszw8PYW9Tq/WZtwhH1Xf+h1D2KNReUiKP2r17+1Ypr/hzaAuIM1kmaqJsqo7rIU6TgYWH9vDH2Nf8h2hWN3RxkldP/b2aG3y5vQiF2AMYMLkbSoE8hi7G0S2DZqVlpuiXy4f59382RcSUonwAEO3Im5PZ2siY6AtILrjwmnBMYe6iYQwjS0VCtt/Xvaf2t4WWY7S3kpDARE3ne7uJ6RisqAQYLTjmal+sPb594NqDL4UvRrZXvwfy15tmcUTaMrVwZ94Gq9OqCAixCB2IHFjcqj9cGb5ZULijA1UbNqxHr8f+Z5CmnnTsstowi44mS/xKF4jGGBeoHBjDai9b9c40oJZy5rT2ppGXr+f5R6VmqzUO4v7Qr25GLBVqN6jbyBJoHGi6qg+r0g4f8GQSyaTRhoY3n1fzh7mWt4Ug0yNw0252bD8KSFjiKC3YDUiiWfBbzn3rQEFyrDS71mpHjhf9J702w2VCk0fw946W7Fkaaaj5KCnoDsiamdFbqw3GgC6ifmSVpl2nfDf2J8BG7uVUA2xxG863zHOai4kAyDaoAOiTScLLh82hwAuiUDSO9jB3eaf+h8LG+eV1I4DBQC7o7J6anfkZGDQIA6iMiaSLZL2ND9hiMZRntiKXZnf2N9S3BHWWA6UBZJ8KTLoKsQkx+EIYBvh2SZarQd1oT7UCEqRP9gQnUpf9R9YXHpWmk8kxiR8r/NXa1JlLmEDYCvhgmYkrLz0zn5Fh82QnxfUnThfjt+bXKDXG0+0xrb9N7PIq+LlVyFA4D4hbaWwbDN0e722hw8QPBdWHOOfpd+cHMWXmxAER0l9wHS7bDWlgmGA4BMhWyV966qz6P0nBo8Pl1cVHIxfuh+aXShX2ZCTR9x+SjUv7IqmMGGDoCqhCuUM62MzVryXBg4PMJaR3HKfTB/WXUkYVpEhiG8+1LWl7SGmYKHJIARhPKSdqtxyxHwGRYuOh9ZMHBYfWx/P3afYkhGvCMI/oDYdrbqmk2IRICEg8ORv6lbycvt1RMgOHVXEG/cfJ9/G3cSZDFI7yVUALHaWrhXnCOJb4AAg5yQEKhJx4XrjxENNsRV521VfMZ/7nd8ZRRKHyigAubcRLrNnQKKpICHgn+PaaY8xUHpSA/1MwxUtWzEe+N/tnjfZvBLTCrsBB3fNbxKn+uK5IAYgmuOyKQ0w//m/wzaMU1Semspe/Z/dXk4aMdNdiw3B1bhKr7PoN2LLoGzgWGNL6MxwcDktQq6L4dQN2qEev5/KXqKaZdPnC6CCZPjJcBcotmMg4FZgWCMnqEzv4LiawiWLbpO6mjVefx/1HrSamBRvTDMC9HlJsLxo9+N4oEJgWiLFaA7vUfgIAZvK+dMlWcbee9/dHsSbCNT2zIWDhLoK8SOpe6OS4LEgHuKk55Iuw7e1ANEKQ5LN2ZYeNd/CnxIbd5U9TReEFXqNsYypwaQv4KJgJaJGp1audnbiAEVJy9J0WSLd7V/lnx2bpNWCjekEprsRcjdqCeRPYNZgLyIqZtzt6bZPP/jJElHYmO0doh/GH2bb0FYGznqFODuWcqPqlKSxoMzgOuHP5qRtXbX8PyvIl5F62HTdVF/j322cOdZJzstFyjxccxJrIaTWYQYgCWH35i2s0rVpPp3IGxDbWDodA9//H3IcYZbLj1uGXDzjs4JrsOU9oQIgGiGh5fgsSHTWfg9HnZB5l70c8N+X37Rch5dMD+uG7r1rtDQrwiWnYUCgLWFN5YSsPzQDvYAHHk/V132cmx+t37Qc61eLUHrHQX409KesVaXToYGgA2F8JRKrtvOxPPBGXg9wVvucQt+BX/GdDVgJUMmIFD6+9Rys62YCYcVgG6Es5OIrL7Me/GAF3I7I1recKB9SH+ydbVhF0VeIpz8J9dNtQ2azocvgNqDfpLOqqXKM+88FWY5fljEbyp9gX+Udi1jA0eTJOj+Vtktt3SbnohTgFCDUpEaqZHI7ez3ElY30Vagbqp8r39td51k6kjFJjQBiNsUueWcd4mCgNCCL5Bup4HGqOqxEEE1HVV0bR980387eARmykr0KIADvd0Bu12eWYq7gFuCFY/JpXbEZehpDigzYlM/bIp77H8AeWNnpEwgK8wF9d/zvN2fRov/gPCBBY4spG/CJOYgDAsxoVEAa+t6+n+7ebpoeE5ILRcIMOLrvmahPIxNgY+B/oyWom7A5ePWCeou2E+5aUJ6/n9seghqRlBsL2IKbeTowPaiPI2mgTmBAIwHoXK+qOGLB8UsCU5paI95+H8Se01rDFKMMasMrebqwo2kRY4Jgu6ADYuBn3y8bt9ABZwqNEwRZ9J453+ve4lszVOpM/QO7+jyxC2mV492gqyAIooDnou6Nt30Am8oWEqwZQt4y39BfLxthlXBNTwRMuv+xtOnc5DugnaAQomMnKC4AtuoAD8mdkhGZDp3pX/JfOduOFfUN4ITd+0PyYGpmJFwg0mAa4gem7q20Nhc/g0kjkbUYl92dH9HfQhw41jjOcYVvu8lyzerxpL9gyiAn4e4mdu0otYQ/NchoURbYXp1OX+6fR9xhlrtOwkYBvI+zfOs/ZOThBGA3IZbmAKzd9TF+Z4frULZX4x0834jfi5yIlzzPUoaT/Rdz7auPZU0hQSAI4YGly+xUNJ592MdtUBPXpRzo36CfjNzt13zP4gcmvZ/0X+whpbfhQKAdIW6lWOvLNAv9SUbtj69XJNySH7Wfi90RF/uQcUe5fil01Cy2JeUhguAz4R2lJ6tDM7l8uUYszwkW4hx430gfyF1yGDjQ/4gMPvO1Sa0MplThx6ANYQ8k9+r8cuc8KMWqzqDWXNwdH1ffwl2RWLTRTUjfP371wO2lZociDuApIMKkieq2slV7l8UnjjbV1Zv+nyUf+h2umO9R2klyP8r2ua3AJzviGSAHoPikHaox8cP7BoSjDYsVi9udny+f7x3J2WhSZonFAJf3M+5c53MiZaAo4LCj82mucXL6dMPdTR1VP9s6Hvef4d4i2Z/S8gpYASV3r677p6yitOAMYKsjiulsMOJ54oNWzK4UsZrT3vzf0h552dXTfIrqwbP4LK9cqCiixuByoGgjZCjq8FI5UELPDD0UIVqrHr9f/95OmkpTxku9wgK46y//aGcjG2BbYGcjP2hrL8K4/cIGS4pTzpp/3n9f6x6hWr0UDwwQQtI5avBkKOgjcqBG4Gii3Kgsr3P4KsG8itXTednSHnzf097xmu4Ulsyig2J57DDK6WsjjGC04Cyiu6evruV3mAEyCl/S4tmh3jef+h7/2x1VHU00w/L6bnFzabCj6OCloDMiXOdz7lf3BQCmiehSSdlvHe+f3Z8L24sVow2GhIP7MfHdqjikB6DZIDviACc5rcr2sj/aSW9R7pj6HaUf/p8Vm/bV544XxRV7trJJ6oKkqSDO4AciJWaA7b713z9NSPTRUViCXZff3R9c3CDWas6oxac8PHL36s8kzWEHoBThzKZJrTO1TD7/iDjQ8hgIXUgf+N9iHEkW7M85Rjl8gzOnq12lM+EC4CUhtiXULKl0+X4xR7uQURfL3TWfkh+k3K9XLY+JRsv9SzQY6+6lXSFAoDfhYaWf7B/0Zr2iBzzP7ddM3OCfqN+lHNPXrVAYx1591DSL7EGlyOGBIA0hT2Vtq5dz0/0ShrzPSJcLnIjfvN+jHTZX61Cnh/F+XfUArNbmNyGEYCThP2T86w+zQbyCRjtO4ZaH3G6fTl/enVbYaFE1yEQ/KLW27S4mZ+HKID9g8aSN6sly77vxhXjOeNYCHBHfXR/X3bUYo5GDSRc/tDYurYem2uISYBwg5iRgakPyXftghPUNzhX527JfKV/OndGZHZIPyaoAALboLiMnEKJdoDugnOQ06f+xjLrPBHBNYZVvG1BfMt/C3iwZVhKbyj0Ajbdi7oDniKKrIB2glePLabyxO/o9A6pM81TiWyve+d/0ngRZzRMnCpABW7ffLyBnw2L7oAJgkWOjaTqwq3mqwyMMQxSTWsSe/h/j3lpaAlOxSyLB6jhcr4HoQCMOYGmgTyN9qLowG3kYgpsL0ZQCGpsev5/Qnq5adhP6i7WCeXjbsCWov6Mj4FNgTyMZqHrvjDiFwhILXhOumi7efp/63oAa6FRCzEgDCTmb8IspAWO8IH/gEaL3Z/zvPXfzAUgK6RMY2cAeex/ins/bGJTKDNpDmXodsTJpRWPW4K7gFmKXZ4Bu73dgAP0KMpKBGY7eNN/H3x0bR1VQTWxEKjqgcZupy+Q0IKCgHeJ5ZwUuYjbNAHFJupInWRtd69/qnygbtFWVjf3Eu3skcgaqVKRUINTgJ6IdJstt1bZ6P6TJANHLWOUdoF/Kn3Eb35YZjk8FTPvpcrOqn6S2oMvgM6HDZpNtSfXnPxeIhdFtWGydUh/oH3ecCNacjuAF3vxvsyIrLOTboQVgAmHrZhys/vUUPomICVDNWDGdAV/C37uccFbeD3BGcTz285KrvCUDYUGgE6GVpeesdPSBfjrHS1BrV7Qc7d+bH72clddeT8AHA72/NASsDeWtYUCgJ2FCJbQr67QuvWuGzA/Hl3Rcl9+w370c+ZedkE9Hln4IdPgsYeXaIYIgPaEw5QJro7OcPNuGS49hlvIcfx9D3/odG1gbEN3IKT6StW2s9+YJYcYgFmEhpNJrHHMKPEtFyc751m2cI99UX/TdethXkWvIvD8dteRtT+a64czgMaDUpKPqlnK4O7qFBs5QVibbxh9iH+0dmJjSUfjJDz/ptlzt6mbvIhZgD2DJ5HdqEXImuykEgo3k1Z2bpZ8tX+Ld9FkL0kVJ4gB2dtauRqdlomJgL+CBpAypzbGVepeEPU03lRIbQp8139YeDdmDktEKdQDDt5Iu5Oee4rEgEuC7o6OpSvEEugWDtsyI1MSbHR7738beZVn50xvKyAGR+A7vRWgaIsJgeKB343xoybC0eXMC70wYFHSatR6/H/Veepouk6WLWsIguIzv56hYIxZgYOB2YxcoiXAk+OCCZwul0+KaSl6/n+Eejdqh1C6L7UKwOQxwS+jYY2zgS6B3YvPoCq+VuE3B3Ysx004aHV59n8pe3prTVLaMf8M/+Y0w8ika44YguSA64pKnzW8Hd/sBEwq8EvfZrZ443/Ee7VsDFT1M0gPQek8xWmmf4+HgqSAAorNnUS65tygAh8oFEp8Ze53xn9VfOdtxFUNNo8RhetJxxConJAAg2+AI4lXnFq4sdpUAO8lMUgSZBt3n3/cfBBvdVcgONUTy+1byb+pw5GEg0SATYjqmna2gNgI/rwjSEafYj92bH9YfTBwH1kuOhkWEfBxy3ar8pIRhCSAgoeGmZe0Uta8+4YhWkQkYVl1MH/KfUdxwlo4PFwYWvKMzTOtK5SqhA6AwYYqmL+yKNRx+U0fZkKhX2l06H4xflRyXVw8Ppwao/Sqz/eubJVMhQOACYbWlu2wAdIl9xEdbEAWXnBzl36Oflhz8F08QNoc7vbN0cGwtpb4hQOAXIWLlSKv3s/b9NMabT6DXG1yO37hflJ0fF82QhYfOfnz05KyCZivhg2AuYRJlF2tv82R8pMYaTzpWmFx1H0pf0J1/2AqRFAhhPsd1mq0ZJlvhyGAH4QQk6CrpMtJ8FAWYDpHWUtwY31nfyl2e2IZRoYj0P1L2Ei2yJo6iECAkYPfkempjskC7gwUUjieVyxv6Hyafwd372MDSLolHAB82iy4NJwOiWqADIO4kDmofMe868cRQDbuVQRuYnzDf9p3WmXmSeonaAKw3BW6qZ3siZ6AkoKaj5GmbsV46X8PKTQ2VNNs0nvhf6R4vWbDSxcqtATn3gW8JZ/Uit2AIoKFjvCkZsM25zcNDTJ4UplrOHv1f2N5GGiaTUEs/wYg4fq9qqDGiyaBvIF6jVajYsH25O0K7i+zUFZqlHr+fxl6amlrT2cuSglc4/W/NqLBjHqBYYF4jMShZL+44qMIyy3nTgpp5nn8f8R6s2o1UYowlQub5fXByqPFjdiBEIGAizqgar194FcGoysUTbZnLXnwf2V79Gv4Uqgy3g3b5/rDZqXTjkGCyoCRiried7tE3gwEeSk7S1lma3jaf/17K220VMI0JhAe6gTGCafrj7SCjoCsiT2dibkO3MABSidcSfNkn3e4f4l8Wm5qVtg2bRJi7BPItKgLkTGDXYDQiMubobfb2XT/GSV3R4VjyHaNfwx9f28YWOk4shSo7ibKZqo1kriDNoD/h2Kav7Wr1yj95SKNRQ9i6HVXf4R9m3C/WfU69hbw8D7MHqxok0qEGoA3hwCZ47N/1dz6rSCcQ5Fg/3QWf/J9rnFfW/08OBk581rO3q2klOaECYB6hqeXDbJW05H4cx6mQQtfC3TLflZ+uHL3XAA/dxuC9XrQpa/plYyFAoDGhVeWPrAw0Ub2NxyqP31dDnN1fq9+uHOIXv1AtR3N957ScrE2lz2GBYAchQ+Vda4Pz/zz+BmpPehbCHIVfv5+r3QQYPVC7x8Y+sbURbOMmPeGE4B9hNCTs6zxzLPxtxejO0ta+HCqfUJ/nHWRYehEKCJk/PHWH7XrmbuHLIDog5uS+KrYymvvdBWYOaZY3281fXx/f3YKY9RGXSSw/iDZ/7ZSm4mIT4Bdg26RRKnDyCTtLxOJN/pWvW62fKt/WHd6ZLtIkCb8AFLb5rjBnGGJfYDcgkqQl6ezxt/q6RB0NUdVkW0tfNB/KHjiZZxKvyhIA4fd0ro5nkOKtYBmgjCP8aWnxJzooQ5cM41TXGyZe+p/7nhCZ3dM6yqUBb/fw7y4ny+L+ID6gR6OU6ShwlvmWAw/McxRH2v7evl/qXmaaExOEy3fB/rhu75AoSSMRYGYgReNvKKfwBvkDgoeLwRQ2WlTev5/W3roaRpQOC8qCjfkt8DPoiONnYFBgRiMLaGjvt/hwwf5LDZOiWihefl/A3sua+FRWTF0DHbmucJmpCuO/4H0gCOLpp+svKTfeAXQKmFMMmfkeOl/oHtrbKJTdTO9DrjowMQFpj2Pa4KygDiKJ566umzdLAOkKIZK0WUeeM5/M3yfbVxVjjUEEfvqzMarp1iQ4oJ6gFeJr5zOuDfb4AB1JqRIaWROd6l/vHzLbg9XojdLE0Dt3MhYqXyRY4NNgH+IQZvotgbZlP5CJL1G+GJ0dnl/O33tb7pYsTmPFYfv8soNq6mS74MqgLKH2pkJtdfWSPwNItBEf2GRdT9/sH0FcV9avDvSF8/xC83IrN+ThIQSgO6GfJgvs6zU/PnUH91C/l+jdPp+Gn4Vcvtbwj0TGhj0Kc+Krh+VJIUFgDSGJpdcsYTSsfeZHeVAdV6sc6t+eX4bc5Fdwj9SHGL2StFTsGeWzoUCgISF2ZWPr2DQZ/VcG+c+5FysclJ+zn4XdB5fvkGOHq34cNMjsreXgoYJgN+ElZTJrUDOHfMcGeQ8S1uhce19GX8KdaRgtEPIIPj6mdX5sxGZQIcbgEOEWZMJrCTM1PDaFt06q1mOcH99WX/zdSFipEX/IkT9xtfVtXOaCYg4gLKDJ5JRqg3Kje6XFNA4BFhxbwZ9j3/Tdpdjj0c0JZD/9tm4t92b24hfgCuD/pCfqPnHR+xREr42VVZLboN8un+pdwRlc0llJ9wBKdyguU+dtomRgK6C3Y/1puvFAuoKEKg0n1QcbfZ72390eGlmUkuTKSgEX96Pu8qenIrNgDuCxo5SpeHDwOfCDY4y41Lka1578X82ecZnK02+K3MGmOCCvUygi4sUgdOBuY23o9zBf+V5C3AwH1Gkarx6/X/ueRpp/U7lLb8I1OJ8v9ehhIxlgXaBtYwjot2/QeMuCU0uVU9aaRB6/n+cemVqyFAIMAkLEuV6wWmjho3BgSOBuouXoOK9BeHjBicshE0IaFp59H9Ae6hrjVInMlMNUud+wwOlko4ngtqAyYoTn+27y96YBP0prUutZpp44H/Ze+JsS1RCNJsPlOmHxaWmp4+XgpyA4YmXnf65ldxMAtAnz0lJZdB3wX9pfBJuAlZZNuIR2OuVx06oxpASg2iABIkjnBW4Ydo=\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "T = 2.0 # seconds\n",
    "f0 = 1047.0\n",
    "sr = 22050\n",
    "t = numpy.linspace(0, T, int(T*sr), endpoint=False) # time variable\n",
    "x = 0.1*numpy.sin(2*numpy.pi*f0*t)\n",
    "ipd.Audio(x, rate=sr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the spectrum of the pure tone:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Frequency (Hz)')"
      ]
     },
     "execution_count": 6,
     "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": [
    "X = scipy.fft(x[:4096])\n",
    "X_mag = numpy.absolute(X)        # spectral magnitude\n",
    "f = numpy.linspace(0, sr, 4096)  # frequency variable\n",
    "plt.figure(figsize=(14, 5))\n",
    "plt.plot(f[:2000], X_mag[:2000]) # magnitude spectrum\n",
    "plt.xlabel('Frequency (Hz)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Oboe"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's listen to an oboe playing a C6:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, sr = librosa.load('audio/oboe_c6.wav')\n",
    "ipd.Audio(x, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(23625,)\n"
     ]
    }
   ],
   "source": [
    "print(x.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the spectrum of the oboe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Frequency (Hz)')"
      ]
     },
     "execution_count": 9,
     "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": [
    "X = scipy.fft(x[10000:14096])\n",
    "X_mag = numpy.absolute(X)\n",
    "plt.figure(figsize=(14, 5))\n",
    "plt.plot(f[:2000], X_mag[:2000]) # magnitude spectrum\n",
    "plt.xlabel('Frequency (Hz)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clarinet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's listen to a clarinet playing a concert C6:"
   ]
  },
  {
   "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>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x, sr = librosa.load('audio/clarinet_c6.wav')\n",
    "ipd.Audio(x, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(51386,)\n"
     ]
    }
   ],
   "source": [
    "print(x.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Frequency (Hz)')"
      ]
     },
     "execution_count": 12,
     "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": [
    "X = scipy.fft(x[10000:14096])\n",
    "X_mag = numpy.absolute(X)\n",
    "plt.figure(figsize=(14, 5))\n",
    "plt.plot(f[:2000], X_mag[:2000]) # magnitude spectrum\n",
    "plt.xlabel('Frequency (Hz)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice the difference in the relative amplitudes of the partial components. All three signals have approximately the same pitch and fundamental frequency, yet their timbres differ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "[&larr; Back to Index](index.html)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}