{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div>\n",
    "<a href=\"http://www.music-processing.de/\"><img style=\"float:left;\" src=\"../data/FMP_Teaser_Cover.png\" width=40% alt=\"FMP\"></a>\n",
    "<a href=\"https://www.audiolabs-erlangen.de\"><img src=\"../data/Logo_AudioLabs_Long.png\" width=59% style=\"float: right;\" alt=\"AudioLabs\"></a>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div> \n",
    "<div style=\"float:right;\"><a href=\"../B/B.html\"><img src=\"../data/B_nav.png\" width=\"100\" style=\"float:right;\" alt=\"B\"></a></div>\n",
    "<div ><h1> Multimedia</h1> </div>\n",
    "</div>\n",
    "\n",
    "<br/>\n",
    "\n",
    "<p>\n",
    "In this notebook, we give a short overview on how to integrate multimedia objects (in particular, audio, image, and video objects) into a Jupyter notebook. Rather than being comprehensive, we only give a selection of possibilities as used in the other FMP notebooks. In particular, we discuss two alternatives: a direct integration of images, video, and audio elements using HTML tags as well as an integration using the module <code>IPython.display</code>.\n",
    "</p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Audio Objects\n",
    "\n",
    "### Audio: HTML `<audio>` tag\n",
    "\n",
    "The HTML `<audio>` tag defines an in-browser audio player and allows for playing back a specified audio file (MP3, WAV, OGG), see [here](https://www.w3schools.com/Tags/tag_audio.asp) for details. Note that the functionality and the visual appearance of the audio player depends on the respective browser used. The `<audio>` tag can be used within a markdown cell and does not require any Python. \n",
    "\n",
    "<audio src=\"../data/B/FMP_B_Note-C4_Piano.mp3\" type=\"audio/mpeg\" controls=\"controls\"></audio>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Audio: Using  <code>IPython.display.Audio</code>\n",
    "\n",
    "An alternative is to use the module <code>IPython.display</code>, which is an application programming interface (API) for displaying various tools in IPython. As for audio, the following class is available ([`IPython` version 6.0 or higher](https://ipython.readthedocs.io/en/stable/api/generated/IPython.display.html)):\n",
    "\n",
    "`IPython.display.Audio(data=None, filename=None, url=None, embed=None, rate=None, autoplay=False, normalize=True, *, element_id=None)`\n",
    "\n",
    "<div class=\"alert alert-block alert-warning\">\n",
    "<strong>Warning:</strong> As default, <code>IPython.display.Audio</code> normalizes the audio (dividing by the maximum over all sample values) before playback. This may be unwanted for certain applications, where the volume of the audio should be kept to its original level. For examples, see the <a href=\"../B/B_PythonAudio.html\">FMP notebook on Audio</a>.\n",
    "</div> \n",
    "\n",
    "When used in a code cell, <code>IPython.display.audio</code> creates an in-browser audio player. The following two options are conceptually different: \n",
    "\n",
    "* When using the keyword argument `filename`, the audio file is loaded from the specified path and **embedded** into the notebook (with default `embed=True`). \n",
    "* When using the keyword argument `url`, the player is **linked** to the audio file by the specified URL (with default `embed=False`). \n",
    "\n",
    "Note that if you want the audio to be playable later with no internet connection (or with no local audio file available), you need to embed the audio file into the notebook. This can be done using the first option. The following example illustrates the difference between the two options. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:56.661930Z",
     "iopub.status.busy": "2024-02-15T09:01:56.661551Z",
     "iopub.status.idle": "2024-02-15T09:01:58.677250Z",
     "shell.execute_reply": "2024-02-15T09:01:58.676379Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of <audio> tag (with embedded audio file): 22910 Bytes\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
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type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of <audio> tag (with linked audio file): 244 Bytes\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"../data/B/FMP_B_Note-C4_Piano.mp3\" type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import IPython.display as ipd\n",
    "import librosa\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "\n",
    "path_filename = os.path.join('..', 'data', 'B', 'FMP_B_Note-C4_Piano.mp3')\n",
    "\n",
    "audio_element_filename = ipd.Audio(filename=path_filename)\n",
    "print('Size of <audio> tag (with embedded audio file): %s Bytes' \n",
    "      % len(audio_element_filename._repr_html_().encode('utf8')), flush=True)\n",
    "ipd.display(audio_element_filename)\n",
    "\n",
    "audio_element_url = ipd.Audio(url=path_filename)\n",
    "print('Size of <audio> tag (with linked audio file): %s Bytes' \n",
    "      % len(audio_element_url._repr_html_().encode('utf8')), flush=True)\n",
    "ipd.display(audio_element_url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Audio: WAV and MP3\n",
    "\n",
    "Embedding audio files may lead to very large Jupyter notebooks (also large files when exported as HTML). This particularly holds when embedding raw audio files encoded as WAV file. For example, encoding a song of five to ten minutes in CD quality (44100 Hz, stereo), may easily lead to a file size of more than 50 MB. Therefore, to reduce the size, one may consider the following:\n",
    "\n",
    "* Trim audio files to have short durations.\n",
    "* Reduce the sampling rate.\n",
    "* Convert to mono. \n",
    "* Use the MP3 audio coding format.\n",
    "\n",
    "The following example shows the difference in file size of a WAV and MP3 audio file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:58.718151Z",
     "iopub.status.busy": "2024-02-15T09:01:58.717762Z",
     "iopub.status.idle": "2024-02-15T09:01:58.730052Z",
     "shell.execute_reply": "2024-02-15T09:01:58.729323Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of <audio> tag (with embedded WAV file): 121640 Bytes\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of <audio> tag (with embedded MP3 file): 22910 Bytes\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path_filename_wav = os.path.join('..', 'data', 'B', 'FMP_B_Note-C4_Piano.wav')\n",
    "audio_element_wav = ipd.Audio(filename=path_filename_wav)\n",
    "print('Size of <audio> tag (with embedded WAV file): %s Bytes' \n",
    "      % len(audio_element_wav._repr_html_().encode('utf8')), flush=True)\n",
    "ipd.display(audio_element_wav)\n",
    "\n",
    "path_filename_mp3 = os.path.join('..', 'data', 'B', 'FMP_B_Note-C4_Piano.mp3')\n",
    "audio_element_mp3 = ipd.Audio(filename=path_filename_mp3)\n",
    "print('Size of <audio> tag (with embedded MP3 file): %s Bytes' \n",
    "      % len(audio_element_mp3._repr_html_().encode('utf8')), flush=True)\n",
    "ipd.display(audio_element_mp3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Audio: Waveform-Based Signals\n",
    "\n",
    "One may also use `IPython.display.Audio` to embed waveform-based audio signals (either mono or stereo). The following code example shows how to read a WAV and MP3 file using the Python package `librosa`. Note that in both cases, the audio files are converted into waveform representations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:58.733126Z",
     "iopub.status.busy": "2024-02-15T09:01:58.732905Z",
     "iopub.status.idle": "2024-02-15T09:01:58.773834Z",
     "shell.execute_reply": "2024-02-15T09:01:58.773271Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of <audio> tag (coming from WAV): 121636 Bytes\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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2E3S/dw971MMdxNQCjMGVv2g7Eff6dH6w/S9rbNwqHmuudBh7qX4ZfrTBrsfnibVNBNLwlliZhBo5lk/SSxAATgOLjwbW/876eXlCea36tvti+J22X7QMNll9S8I7QquCsYEF/iH6yPbFMzhwaC7i6YJm1Oqx8h844vjIu6lAmwMQxkWK/U7g0/kXndbnk8uRNU5FjVhLqcTNfv265XhTOgK68Dq8OWm1OzM3N/09QUERA33C1YGV/yg8NvbLtLSzT+87KennIe0LtI33TfnKfdGA5UPJx7wK3dACVf1YXhedlZpRbFA3z+gLRsZiP+j7LvpqOl17IHxS+Jzz8fRo+BI8y0CTQxxCKIHYf/36X/dEtUs0Cy5gJyXoH+4VMkO2DTmfvI2AO8MFxf7JrJAe1HvXg5e5E3ZR0lETz67ML4X5P5z8rjoUuqT9BrxrN+20d/Wv+CC9doEBQhRDlQL6f/R6zDfauEK1FaxZKBLqL+2R8eA1oziPvCHAAkG/RPRJhw5TlP2XHBWfU4GRxFEzUGRLN4VTQLY7avmGO0m9TLpjNu60KzQeeEF8EX9PQVAC5QMOfpd5Sjo9eU8zJKvl6TBqJi1DsjN0Q/j9fLc+l0ICRO2IiU+jlN6WStYMUwwSflKoT+4Lv8anAPG68jsWPNA8tbrs9lQ0CzVuuAp8G768AP9Eu4JZ/LW6xPwC+QIyYOycqQFrA24QsK01EHjWO9x/lAGhw9SJ08+jlQ0XIhUk09STylNvT96NQseT/938ofwUfUS9nfpT9qc0gnWkeT26wz3BgwHFJECF/MT9rLxS+UYy4+wZqs1rqy0PcXy0szfVvMH+8YDIhEmJbpB7lVxWbZSR1V5Up5LyEjHOE0dvgMc9R328fn49ZjrG9lx1MvcIOLn5/D8hxMDDhEBvvmU+Hn3UuWUx5K1LqzUqvq1Nr5JzbHdNOui9AT7NQh9Hq0+PExKTU5SOE89S05M8EVZNREZ7f2m9VL04vc29C3jLNSe1Z7YhtPN43P96wiYBdT51/SK+uzyW92qx2KwE6lUqTquirmAx4DYteRy7p3x8P8CHw829kGHSwFMtUnJSf9KeEhpMwsYjgEz+GL6hf8298riWuDA4GbXt9px72gE0xDVCO7/PAWpA1z9celA0GO+NLVdtNW3YsQx0SniavEY8pf3Hg45Jis8DUudUohUxk8+VOVXelBrO5Mgfwmi/6UH0ATa8z3ruOi23fbWftuF8LUHdwjSA7oAXQNtBMj68+bvzZ+9f7LAriq0+bojyuPepON05SPwwQOoHAgw80HnSAlHG0cPTndQGEdZNeoVbv7A/7MCuPat7kHov+Hu1xXMbtkk8Oj/JwPY/vr/EASdBan6lOad0aG+PLUss4ywJrySz1LdF+Kk4/vxRgQeGgExPEJdRq1EEEu1T5hReE6SNSoSPAgrB30BGPqP8BTvR+Tu0s3N3NuH8Ev8Lf5i+67+NAWkAjn4r+YFzfa/bLYirM+tAbqRzbHWW9lO4Gzto/0TFUYvtDvmPzVFGkiuTFNZFU6OL4YYRg00DB4DV/rP+Prz0uTz07nT4OIq9cAAlv+HAIoIEgoGDHoBzuol2W/L/L31sXi1a8T000Dan963557wLQK4Hm8zjz2TSbRH0UqeW89fRVEANJ4ftRj2D2gEFwDG/z32MePj1LTUsuTl9kT6wf0lABkEJQzCCob9Gun/2YrKRrhMrVKzgcGYywnSsNlq3e7kBv8+E+8m/DlIO5s7bkYYV35ZAkYULUEeKRUiCFb+bP/M+zLvTN0VzOnSieFe7Cf0M/VI+H0AQwlCBXX37Oeh2jzI4rNBrEi0Ib7bxnbTedNC2D7pAvqaEbspJjdiNxQ6C0vjWnJX2EMNMOMk1BVCB+AD3QFDAFHwCtpL0aPWUuMQ77v1w/Vg+6UGCA1LBor6TO4I4BzJq7SFs5+zBb5KzbrP6NO23KvoEvt2FQYuqDaKNQY/9VInYA9Xa0aOOYwn+hgrC3sH0QrwA8bwmt0l1yPbt+cj83n2RfasAB8MxA5gCGv/8veg4YHLw70vs4C3KcSGy1TPatW53BDmaPoRGNArPzESMetAyleNW4pW6EkKO6ErfRlmDZkO+Q+FBKHxD+CW2MrcRuoQ8OPvOfPM/roKewZxBL4BI/HG3q7KmrfYsBG3x8AdxqbL0tLl1DXg5vfBFNok9CJZLLo/DVBKVNZOEEUzOH8l9xEdC40Nqwu8/jbtFto71I3bw+QQ6l/mX/CF/6MApgOPBb/89u8y3vjGOrURsWS3P7xDxJPKgs4D0R3ccPyVFYYdjCGcLgFCIVFCVD5RGUtWPOUmvRW4E4MTSBH1BbrwYeF/227lke2l6eDuQ/u4AXUHhQxYC/4Difjz5GXKb72FuKa68sA2x//P282zzXTiKQHBEw8btCATMAtEtk99UzNU0k72OgYnJBpkFa0Y8xNeB9vyIOB14u/pIugy6lPxIPkuACcHyAuWCGEGN/iB4FDL3rxFudy4wb4PygPNEcYmzJDkUv9SDs4U2h3KLqNBW0mSUbJVdErlOTIlZRnuF00YiBcxBzztYOSh5nzm2uWf6Y7vXfQv/0cDXAZdCVkEwPWi3fDJVL65tXa0YsAQyX/Fh78kytjjd/qJB5kMoxqXLKI4mEXHTolRnEjwNKEj9xegFCkcDxbO/2/s5+aN5YrhI+ZC57zrevWT+wABAQcJC00HvfXJ3wrR/cBstt662MfpyyHEf8Inz4jp3vyyBCsRMB4LLXQ7KEcMVE9V90iIOo0l9hgIHaYhjxVJ/1vzLOq15cjl8eTl5hTtlvTA+vH/Fgi1Dt8FaPQA5EjSer7LtX+/HMiDyO2/YL5v0lvnuvULAiUNDBxMKmc2o0hIUsBSe0vyOBMjvRshJakheRNOBKn1ge0C6gPn0+b66FTvZfcK+gIDCw8gEXIHFvoK7AjU+8CzvM7EM856xxu+r8QT1TDo0fWXAEMQpxpnKDU5TUiYUQtVUk6DNGQiQSNRJTsgEBQ8AoT10u0q6B7lQuKY5nvtOPC49DQBdAypCf8DCPp75pjPh7sJuibGJsbAvXS4r76P0RbfEe0u/L8H0BK+Im80L0DyTs9VbkXNLhwk9yKhJAsfMxFMAhj1i+4/6LvifOPV6APtpux+90kFhgpbDNsHi/12663Ov7/jw3DJg8h9vWy7/8R30rDfpu93/hQGQhUGJvMwEUOOVWxUf0SAMRQnDCijJvkgnBOhA0T5m/Hm6JLicOdG6pbo/e4T+mAERwzqCygM9AJH6VrQsMPNyGfMoMXTvDa9q8VIz4Hfgu/q94MFRRagH5IvXEYGVaZTqELxMk4roSoYKvgi1xR1Bqr/L/SF6Nvp9OrC6MXr0u9+/IYGggl1EMoQ3QNJ6QPRzsm5zVPMUsLpvSq+jsH7z/Dfb+lt99gGthCuHCQvnUe/VDJQOEH1MscshytrK0ghSRJwCoL+R+9u6/zolOia5gbmI/CT+UoA8AbaD0UQjf8U5PPOhswJzcjFrMDTu462EsBYzajWpuQr84MAnAgSFSMs10Q9UKxKJz63MFkruy7aKCcdERfWCav86PCh6vzqYubn4lHmiu+u9uH8eAdyEjQSrf3m4T3V39F9y3nJH8PPuNm58sF4y+7VheW29Jn++AUJFdIv3UYkUC5Oez7IMhY1ty8YKjkk4hmsDjb//fPi8PXtPedS5QzrQ/Gv9qb9AwsBGqoUp/sZ6R3cNdNn0g7NCsOmu6y9vcPCyvLWQuep9RL8uAJ3F7Av5UWmU8lJ/T1GOeU0oDC1KiwlXhxHDrv+3/Yz9Nzs/eYr53brYvGo8876eBE9G2gPl/7l6mHcNtdA1GjLeMGZvAu+wsH1x0PVsegG8bX1sgIgEqIu20cMTbtGID4IOV00wC6QKk4muhs8C/f+FPko8pPqPeVi5S3tl+vL60T+5BDXFc0Njfwl6Bjcs9cJ0RXHXb5tuTy78LlFwYrUvt+f6Z3w8/dwDl4sGkEPRkxBaDssN/swUSu6Kv8lvxcVCmwAoPiW82noheQN7FzrHedP7yUCdRKoGMgQP/6J7OXjWd1b1ofKXcNuwla7W73ByPDVsuS07JHvfPoOFCsxOUOlRwVFtUEBPKczSzJLMrIoRR21DroFXAFl9BjrSe7M787pqugo86wEDBVNG28Q4P8770rnduEq047MW8cpvpS6jLyjxXbVl+K35nbpBvfpESIt3DxhQeNC+j58NV4yoDCwLkEnZBerDGsIsfwI73jsKO9J653l4eYv8IIEixQDGRMQx/xv8xLsYd5b1trPCcepv7W6c7sjx1/XtOFd47Hm0fZXEwwrOTi3QntC6jwlN5sx5DKxMZ8jXBf6Ed0Ii/nj7/fvx+136ZLiJeO975EAzhMJFjUItv388/LnNt5A1ujNAMYQvdy2AblQxlzVvt373Png8/aHDkkk5DaLPts//zvYMtwyVzawLuYhvRv8FTYHNPvr80rzvfGM6OjkQeVl774HShbREwUNfwMI+N7ti+M/2/HTOssBwPC5J738ylzbkdzD23nmH/i4D1wntzZwQulDlTsRN/k6kTnaLagnoCGuF1kK3/ve+Nz2B/A468Ti8OC+8rwHHxErEv0LLgLk9y7t8+Ge29vTysjmvuG1ALwTzgfWrtbY2YPhOPUdDMUgfDSZQMs97TXVOE056TJOLGUlUSH4FHgEzvx99xbzDfHC5r/bl+AO8r4Djg29D70JVQLw96HryuMb3AfVVMsiu0e2AsLazQfV89WW19Lip/U3CaQfIzglPtI5jjrIOo068TP3LPYrgCOkFBIKaP+l+Tv6T/Pr5C3dMORs87oEDQ50D1cNiATv+SrwseV+4cLbgsofvcK7UMV+0CTVk9Tm10vlAfJRBsQjQDUZOk05HjoxPVU4IDGhMFArKSGXFkMIOf2y+8H6de4r4dTawuDH8c//6QirDeYIpwK7+XvrrOYq5BzZYMh4vIa84sV20BDQc9HO2cHf/+3TBjkhWTKVNfs3YT7JO8Y2kDVtMrYskiXXGGAIMQL7AYb8FfBz4RHcy+RQ8ej/kArsC0QMtgWr+Erv3OxH6J3a0crvvYnAeMtpzaPPdtSp1sfcxevHBakgZSuDMaI5JjtqOOI2jjRrMEkumyX5FG8IhQN9Akj81+tR3z/cVOHf8Kj9tAX6CxgMJwN+9lDxIu7s6ATbSsYhvyfEEMiuy1bPLdIy1KjXG+tpB1wbuSftMqc5HzrrOmk4pzQzNRQyVCaIF+sKQwlrCM38s+/C4jbey+Zu8yD+KAjwENsNtwSx+yf1gfUr7sbZEMrXxPLFfslvy33R69Knzl/Wt+wNBFgWgCbTMEI2hDpQOU41tzWENRgybiW4E90MbQr9BTf8tOw+37rce+Wt7ZP5TAeDDFkLbAJh96P3yfZ36b/XGckTxbLE4sSiy0LRcMzlyXDWyenK/iEU3SIGLXY2ZDgBNyc1qjR9OKUxKyJqFaQOQgwtCLb9rusQ4TzhbOQC7p77CAfOD/ILAwDW+wz8s/gF6r7XGc1FxxTDzsbDzy3Pvshfy4zW++dH/4QRTiFyLt81GzqaNnc1dzpUOzQyGSTaGKMRERG/DPj8HO6h5aDhdeZP7rL6wwq7D8gJ3gCA/nsAY/mk6ArbldDKxX/DcMvXzxHMTsl5yibWIenN/BsR1x/7LWc4uzjXNRI4qj2QO5QyYCUwGFwVOhXICln9yu6v5C3jouN464r7GAqADREGof/xAXoBTvZG6bndHs5BwxTGgsrxzLrJS8R1yJHSquR1+XsKoRs9LKU0KDN6MzM4+TpSOsYwXSDyGKwW3hJlCrP6WO1f5SPgLuDv6U/7ZgkECc0BgAGSBEr/tfVh7bncqswYxuzGrcyJzBPI8cR6x+/SBeUg9zsIAR1nLbkxCTNtNWw4Wj9wPD0voSMuHLIaNBc0Cwr9e/H451/hfOAr7JT/kgmQBfQC5AYtBBAATvv37pvebs67yBTL9M11zd3II8VjyCzV8eQO9GMJCx8pK3Ay+DJUNMc8QEEgPEYwLSQRH8odABftCgP+HPOL6AXfi94I7qAATgMoA3YFQARVA8oAmPvv7p/cgM7fyRfLb81YzGfGRMLryDrUQd+J8qAHMhs9KlguWy/lNPs87UDoOjUuKSXqIX8fgRfFC9kAOvYO6bTbHeEm8lT8RQFoA3QEtwMsA30CtPxV7pLcy89Dy97LKc/7y5jD0cTcyd/Qi97/74cFxRqrJloqFy2QMyk9mT/TN1QsTyXhIrIeIxZgCr0DOfdY49bbdOMV8EH5+P5uApYCzAFYAwsDYvwx7QbdjdDoyizPJ89gyJXEfMQAyNfPc9u/7QcFChlsJPInZyxLNRA/CkA9N30uOCiEJ0ohShbYEbcJK/eh5TLhEejk8fr6RwK4BJIE6wR0CP0HSv9f8j3gTdM00jzTS9BNy/XG8MYgyl/PN9so7vkF6xjJIrkmjixYONc/BEApN2QuLi1/KHoeCBmkFQ4JcvRS5Qfi6+UW70H4WP/eAMr/GARhBt8Ezf5P7hjcf9Ml0XLQNs1Px5jEDsTnxfvJzdUK6n4BLRRQG1whjSkNNYM+yzr+MS8vaizyI34c/xooFt8FQfO95ajhFeVs7e/4eP0I/uIAhAORBg4I7v6+7b3ee9Zf1PfR/82oyHLGusVXxZ/JtdQQ6xkCfhGkGiEgcSphOUc+Azl/NUM0zS1OJIohXCCyGDsIvfVE6iXkneZX8Rr57PxNAFABLgUEC48KfgBu7yXihNrQ11TU5s5Ky+nHI8eQxfXH7dU064cAEBCpFmAeZy0eOmI7HTj/OMM0xitlJfEj9CJgGH8H3/fP6YDj/Oha8Hv3uvzW/RIA7QW0DLwKuf+m7+Di5tw+2I3UVs/TylzJ7MVawsTGvtNx6Qv/iQrLEJEcmS1mNWI2SDjHN+0xnSivJMslhyF2FlII1PUO6DnkNuei7sb1Gfrs+Sr+PAYPDGoK6v1U72jknd2c2T7UAs82zZvJ88TVwbrEJdM66kT9wwRxDtEe9SvZMm02AzprOXgwFCnvKOEm5yLpGf8IMfdU6inmZuig8AP3ovgO+u/+bAiTDqMKWP+e8RfnduGs2hjVqdG7zq/K9sRwwIDCPdTi6oP3jAA7DtsdgynJL2E2NzwVN2MvcCvvKOkn6yQJGyYJufiy6+3l3+mE8H/1oPbE96r/ZQk2Dh4L7v4O87vq9+Kb247WodP8z7zMQMVMvbjDF9c76DHzgP4+Do4dhSUAL6c4sDpTNnwwXCwKKgQrYiepGxEMffr37Kvol+tw8oT1RPX/+MQACgv+D7oKyv+k9TrtzeOc3T/YxNMU09LNOcHwuzXF3NWC5K7tAf1bDQgYUyJ3LuU2wjfpNLUuTyq4Kq8qLya9G/AKmvnv6ynnguvL74Hxw/Fd9fT+fAkTDdkGnf6I9XXr6eN+3F/VMdVi1DfKi74eu5LGp9SU3ufr5/xUCskUqyKALgI2IjnUNPYuFS2pLE8tYCkqHp8OrPsF7wTs9O4/8u/y/fJQ904DuwwFDnYKxgJH+CHxIuiq3Y/aAtsI2FTLSL+HwJPK4tNV3nLuBv3BCPYVpyJ0Lq43cjh/NAgwYC2XLjkudirdH3kOw/sP8DHthu6M8Q3wPe8D9zwCtQg3DPQHuP6a+HnvH+QT24fZQNsy1AXFrbwawLXFd80H22np3vZqBEMQTx68K4gzWjUNMYktXCxILect0SrXH1oNgfxh8SjuyfA08TTtN/D99+8AmAojDG4HdQGE+2/xmeQz3QffJt8a0+rF9cEcwt/Fy8+P2/TphPceA54Q2B6OLIU0OjXIMRYvGi7rLh4xWS0DIfAPx/5Y8zvzY/P37yjvcPC395kCcwoMCy0HMgNQ/YLwj+KV3+DiPt2u0LnHiMHlwO7ED83c2SLn2POy/2sNlByYKv4xdTLJMAku5iw1MGEybC1KI1MQdP7991L1WPMG8W7uAvDB+IoDLApACv0H4QYe/57up+Qd5grlLd6R05bJHMQfwnXFpc2E2QHmKfKf/XgL4hvVKIsvqTGLL6grsy0mMMMxJjBvIg0PCwF/+dr1zfOz733sPe+L+MMCkAfgBvkIZQh3+kjszuYn5hnkatwx0jPJCsNkwNXDmsst18zjdO4i+gEKDRr2JX0vOzB0LTct5CxlMPc0QjCJIYEQwwJI+9b3VfQn7wzsZe9B+vcCEATPCHcNiQcf+pPuFeoC6bLld91B1PnKH8SzwSfE6cvS167i9euI+iIJlBiaJxMuSS8OLxQs2CxpM1E2pzDEIhYS+ARE/rz5X/Un76bqd/IB/Gz/QwTqC1QOtAb8+ebviuwL6r3lY9641FPLssQxwdjCiMyY1bnezOro9lMGGRhdJKYrHy+PLDUqlC0ING421jBZIoAS4wYf/2/8TvX769ns6PSh+VD9NQUgDYUOgwUI+gDyDO4P697mx96h1ADNH8QlwKzEEMuk00Hec+fA9DMGjRW0IrUrxy26KkMqXi5VNfo3LzCvI58TZAdSA679TfJR7L7vKPQu9wb87wUQDmwNQAR9+jPzxO7v7KHmr94813DMlcPnwYrDOMqC06zaHuX087sDORM/Il8qwCueKbUooS/RNdY2WTHnInsS5QpLBtb70/Fd7izxQfNE9TH8sQesDo4MYQU7+7P0QPJ07c3nM+LQ12TNI8YxwhjFxMsR0k/ZG+Vv8hMCJRPkIPop/ClBJ/8p0S9fNek4VjGYIMYUrQ7qBv/6c/Ju8KvxIfEn8xH9RAd0DU8MIgPl+tD2OvGx7SHqAOLU2KbOy8XPwmLGWcpA0GnYUOKE8Iv/hhAnINAmBCaSJkwoYC3LNog4Fy7aH3gX3hCaBmz6kfMG88LwY+8D9ML8BggHD4kKzAPt/Q/3T/N78Cbr/eNT2wHPPsePxYTG5crgz0TXJeJo7rD9hhEFH4gkByflJVMnBTCROSA4bS1cIqEbNRT9Bkn8TfiH9DXx5fCO89j+mwqhDRoLiQVC/m34RvWS8H7s3+VR2mbP4cdCxYzGOsmkzUrWZt5B6jn9wQ5ZGyQjmSQSIlYmFTGUOJY1JiuoI00eqhIMBpD+1fdP9G7wHO3+8t7+zQdbCwIKJAOS/Zr4mvMB8QftOOVl2lnPFMi2xtPFWMjMzu/TuttE6ib8ZAzWGksiRSFiIAwnlzJNOKoysitcJwYeCRP4B/z+UvqQ9cDuU+3z9In+Qwg2DDoJ0ASI/6H5Mfby8zbv9OfH23XRCcyLx8vG38pxzgPSptuI6eX59wvJGlYgxx7/Hi8p1DSFNbMynC4lKOIfdhS2CM8BQv3a9OHuWO4T9AP/CAi1CnwJagUk/9/6F/cq9Y3xtueX3DDUW8xVx5nIvMofzNbQDtpw5tH3pgo7GQ8dfBknH6MqwDHvM4Yybi5SKZAgTROGCk4EtPx99OztrOyd8+f9XwV+CZYH2gMD/135bfeT9nbwYueT3kzU6cvmyGLJTMlCy7LPzddJ5Ij1YQthF2MXVRhdIOAp4TBmM50xfDCyKqcf/hQLDaMFFv7P9BjttO2q8339xwWHCB4I8QR7/sb6dvoy93DxYuq64EvVmM5vy3PKZcoKy1PQ+9WP4UX3Ygs7E+IUaRjuH04qvS+JMQwzwzFZKpIgsBaQDmEIxv7A9HTu6e2e9GH+1AQVCWYJGQTb/i79gvty97Pz+esK4R/X3M9QzavKtMmMzITOD9K34Sb4cQiYELMSZBcKIW8pki0mMlg07TGuK0MhdRjhEboJ4P/+9UnuLO/B9Tr96AS+CRwIuAJOAKX9B/vn+ED00ex+4d3XXtKTzSHKC8yBzG3K2dC24aT2FQaWDFEPAxecH+sl/itdMAAzaDHjKbcgrxn9EUYK9/9l9HjuPu/686f7DwWcB4QF3gJ//0r90frj+AX1zevU4OLZVtLVywzMlMxtycfHPs+14I/1WwIQCCQOoBWRHawkSSoxMOkzwDBXKmQi5Rq6FEIMUwBo9cjwXe/y89L9uwRqB0oGzgMmAXL+x/yY/Jf2C+2q5bbcadObzynQAs69yXLHDNBJ4zf1RwCdB/8N/BXvHX0jCSu8MRQ08DFqK6UjhR0xGEINVgE2+NbwzO9U9Sj+hwTFBg4GsQSEAGf+g/+A/Lj1GO8g59nbKtR40TzR783WxjjFe9Ai4iPybf0jBIsMTxShGuQh5il2MBEzLDGWKdIjwR+jF0ENYAKP9wfwPu+Y9Hj9TAIgBUQGggJA/wQAuP9x+0X3FfFE51zcHdWZ00TTb8ybxEnFw88s4YLvq/mRAsgK+hGFGMIgMyjVLw4z/y5/KWol0R/qF2kOdAKY9yrv1+7z9CH7oAAoBScE/f/w/yUADv5w+xj4dvFk58DbVtaR1uDSG8tXw3bEWdCB36DsPfdWAcAIchDJFwEfwSj7MDkyFC/NK2YngCKuGmwRjAW2+IzxP/IF9vH7qgNYBvoDSgJ8AlMBAwDV/UP7kfT752be1toh2lfVq8txxMfGd9I+3y7smvd1AOsIYhArFhEfzinuL7cxSS+HLIwo/yJ7HDITDwXQ+HrzwPG99Ir8CwO+A+sCvwGZAVkA8P0i/mP7cPJJ5sTdhNvi2V3TSsh1wtTFd88g3PLoVvOp/WEGuQtAEzYdaSdbLcku8i2XK/Um1SKFHeAR8AP0+RTzB/A49av8vAETAzwCHgPvAd//vv+OAB395/J151fgON9s3FfT/MhcxHbGKdA23Hfns/P7/VYFKAt6E1seEiheLSEwCDBZLAopwiaZH9ASSAcV/H3z8PFn9rD9KQGcArsDxAOjAeb/agFHArz90/Lc5/HiU+Ko3HLThcn0w13HtM/+2drlPfIC/IUCcggxEvEcUiWMKycviC1VKuwpISatHRYTsQY4+0LyUPFk9tr7MP+2AdQD8gKxAFQA2wKVAxr+3PFg6Sfmi+Pr3b7TesksxS7IGc8n2X7lLvLE+roAXQiJEigcyyTsLGwuwiybLAkrKSceHx0VjQiW+1PzEvND9yz72/6AAgoERAJqAHIA1wSZBFz8GvK46pjnBOUc3vXSo8m6xd7HYc1b16/kT/DZ90L+yQcoEDcaGSX+KrQshyzzLCEr8CYMIDIWWwge+/Tz//N/9sr5qv7yAZgDGAHe/jkCYQYeBF/8kfJH7Dvqv+bM3qHTBstTx+DH78xh10Xleu5o9vf+BAZ8D7Qa5iQLKhssKi2rLYErIyhLIrQXswgm/JP2s/TI9vn5wf5wA4UD0v///1IEPweWBOv7AfPE7TfstueK3kDU2csQyFPGEszv16fidexL9YT8mAMDDosZ0CKgJ8UqgyyMLLUqpyh6I6AWfQgw/bz2J/XO9e/4x/9dA0cB7v5NADwFgAcTBDL7R/MS8JLtqOiK3n/V8c3+xkjG4czY1kvhvOv082b6CwKODZcYHiFrJo8qyiykK+Qr/irRI3IXkgk//qP4OPXP9CL6fQCAAtv/mf7HACAGgwhJA6D7iPSg8iHwpOhR4O/XIs5Tx1vHv8zU1XjgFevT8Wf4MAGXDGAXwR7iJVcq7SqeK/ssYiuEJI4XxQk0APX4NvSs9CD7JQAAAQ7/hP3qAcsGOQgOA9j6m/b09Crw2+nE4uPYtc6AyIbId8zr1cjgC+rZ8EP3nAGrDLcVBB+JJmIpGyuzLJouqi0vJXQYPgzBAk/5W/Rw9qb7xQAgAND96v08AuYH2AcSAV/7T/jp9F/w4Oqh417Y/87RyEXHost51EPfWOf77Fr1of+NCEkT2RxrI/smYSh+K1Au2Sw5IygYbA2dAZb4hvPJ9ab74/79/bj7Q/zDAngHTQUUAAL8wfh69G/xKOyC42DZyc96yY7HisuC1Q7fPeUL7ZL1if7DCGkTdB2LIwMn8SjvLRgxNC2dJWcbUBCEBFr6MfYz+dn92ADK/kv8mf9ABgUJRAYzA/H+xPoD+Gn0vu4r5nvbb9L1ys3Hxs3h1Sfda+S66wP0mPxVB+ERPByrIasjliiuLXQvUSzzJKgbiRAkA5H5qvVE+FH9ff5A+yX6s//ABCUGRQWwAVX9G/ox9030bO4y5avc09EnyUTICc0I1OjasOJm6e3xzvrlBKsRhBqHHtsiJShqLVQvwCtlJmMdDBHzA/n5Qval+WT+uvy1+YH7DQA3BHUGLwUcAiP+m/qv+TX1Q+9q6CHep9KxylrKms1g1DTb5+EC6ivxbPkOBqURGBn1HVIiMynbLb4unSylJ5weIhLrBOH5wvc6/JH9DfsH+pn7GwBMBHAFmAVbAff9kPye+XD1uPDd6cTd9dL6y1zKPs6R08DZJuJn6ArvSfksBaEQ/RbTGzAiwigBLWkuaS0+KN8fhRM1BKf63/re/NP81/qO+eT8AQAmBIMGrgRLAU3/l/3J+Xb3TfN06lTfLdTEzInMFs4D087aJuFW5wPu0/h1BSoPMRUvG30iNij9LD4vri0iKogiGROCBFD9EvzI/Zn74/ny+aT7r/8nBGoF9gJ6AY7/MfxH+kT4O/OJ67jez9MkzjzLFM1Z0kPZDt8X5LzrVPddA4ELShJjGeIfciblK7Msby1hK+UgQhLiA+f9Nv1N/Hr6Mfmn+Fj68f+KA18DNQOwAaX+Ff21+nX5nvVr6+jf5dUbz0HM4c1U063Zad4P4w/sAPhYAtAKnBJaGJ0gpSe7Kj4uzi+RLZ0i3hLLBo4BVf+U/Wj8B/rF+PX8gwFOA04FawTlArQAlf0w/XL8HvdZ7V/iVtgM0ZzNFc+31KnZrdw54i7s8/UoAYEJVw//F3AfOyUZKRQtdjBxLfUgMxLbB8oBf/6+/c/6EPec+HP7TP9EAvICigPTAZT+8vxf/QH8dvY07Z/ihth/0NjMDc+L1InW09rk4AbpBfV6/gAGnA1KFuYdMCNZJ4gtzTESLZAgLRRlCYYCagEq/mP6hvi2+Gv8ov+nAa0DMgR4AeP+SP7M/kf9n/fY7qfkhNqx0C3PX9Gz03TXWtpC4NjpY/RN/dEE9wwoFukcFCGrJkQv7DESLFsifBQYCpgFCwKO/qz6b/jA+eL8C/8FAo0EEwQiASv/Hv+s/y7+ovf48C7muNnB0hrQN9EV1PzV+diV3wXpKvM9+/oCJQyQFTQatR7+J8YucjF3LeEhcRVcDCUHeQMi/5j6iPmY+p38FP/yAv4EnwNnAej+tACBAKn9aPpH8n/mq9v902LRhdLv013Va9hx36DoPPIk+Z8BCQ3KEq0X9h7eJusuBjLzLAEiQhZ6DfYI5QOr/tL67/kH+mD7Hv/pAZkEVwJY/wYA8f9Y/7z+lfpC8sfmeds71L/RVdKO0szTtNYq3ivoLu6E9owB4gkdEAQWyxwSJswuQDHELJshuhY0DyoK5QOJ/uf7Sfn5+Qr7Kv4UAxwD2AB5AM//yf9WALv/AfyA8yXo29x41qrTRtPA053SlNcP4Brmbe1K99MAVAlcD68U/Rx4JqovSjJNLYkiHBnYEngLsgVfALL8cfv6+Xj7nwDvAtoC0wG5ABgARwCSAccAe/1Y9Ivo4t7+1lPVd9RW0YbSfdgF3lTkKeyW9dX/AAcODcYScBvAJSwv1DE3K7QiLBqDEj8MFQUSAHv9fPma+K77cf9kAWMB2wBQ/z7/of/bAJwBnvxx9ETp6d3b2BXX7tI/0WzT4Ncu3dDiT+vs9N3+gQUrC3oRsBkmJh4v+i+EKwUjEhuIFBcMRwZGAm39q/mI+bn8Uv/NAdsBEgGwAB7/0QDSAhkC5P5M9hTpuOAD3GrXkdPK0UzUptdC3MThZeqv9Ar9kwRwCcsO4xmvJfUt6i92Kv8j3hxuFB8NwQfhArr8B/ru+Tr8pf+aALsBNwEL/0r/IgHZAZwDlP/o9B/qY+Io3UrXfNMf0jjUcNek2njh/+lZ84P9BwMPB8AOJRkKJgIufS4pKzQljh26FNUO9gioAnX9vPlO+qn8i/4iASIC6P/o/2H/PQC1A7EEf//J9LjrOeSw3dLXR9Mk02DU+NWS2uffeOi183H7CQE8BYMM7xj3JAksGS2SKyMl9RwYFn8PvglPAwT9s/ru+pD7iP8jAfcAvAA5/2/+UwDdBNcErv639cvs1uVV3nvXzNRG08nTeNa82BPfROhh8pn6sP4ZA50L1xiAI3Yqxy1+K4UleR4RF4gRGgvuAtL+PvtO+s78Pv+wAE0B3AA0/rH9oAFcBf4E6f5U9orv+Obs3q/Z2tQp1JbUddVS2BPe5Ofb8T/5P/xnAcULchcXIioq6iyYK+0lSR52GWwS0QqsBOz+Q/sN+zD9v/6wADYC1/9Y/T/+HQJ9BmAExv6n+O7vJ+hR4NTZG9bW1MHU69TF12/drefH8cP2RPotAXUKcBZOIZAoZC2yKkMlSCDiGesSFAxUBfX+8Pse/Jr8CP/uAccBmP+V/IL+EgRzBVIEev+x+C/xpejD4Bva1db71HfUPdT41RzdLeit78H0OPld/zQKnhSFH7wooyu+KdAlyCBRGuMTVw0mBbn/P/2M+wH9Yf8uAi0Cg/31/MP/pAO8BUMECgDD+YHywem24ZDbsNcJ1hDV8dIH1j/eTedU7wDzxfeK/0kImxONH+8nuirjKccmFSGyG/gVYQ2dBuYAjv2A/JL8+ADxAqwAif1N/TEAzAPsBV0EbwD5+irzherx4rLbDtki10nTndJw1aTd+eaM7CnxoPYx/SkGUBJJHqYlkymbKYEl9yGXHNMVeQ6mBh0Cg/1U+2z9KwEZAlf/3vzv/Mf/aAPnBJsD3ACh+vHzaOs84nTdDtrN1knTgdHw1Svet+Vw64TwuvVn+4QFMxJ7HLslaCkLKQonwSKWHhkXcQ9OCU4D1f1k/ET/RAIqAsn/U/2m/RoBXwOXBboEDAEw/Wn1FeyA5CbfFdzM18fSJdLv1kzewOT+6ifwRfMS+7cETRAuHAAkpShMKLEm5SNuHvIWeBD2CbMCKf3R/Hf/gAGdAR/+7Pyi/az/ggOMBKkDEAIi/XH1Reyz5KHgeNzp1t7RUtLz1lHcb+Si6aPtfvLM+EYDtw5XGgYjvCZeJygn7yMXHoAXyxFMCjYCEf4s/UUA9wFUAK3+uvxQ/aAAAwNIBFkErwJh/uX1Ke2x5uHi8t121s/TRNPz1tvdO+TO6Vnt4vHv+H0CYw5lGg8iLiYOKFsodiTPHhMaABNAC3oDev50/z4BHQJtAWz+Of14/s0AVQM9BDIF4wMR/7f2qO2k6RPkiN2513nTRtPN1jzdkOMM6NPrefCg9rwA3QxHGHofRCTvJ8ImVyP9HnMZURM3CiUC0v6Z/n4AaQGv/2H9Ufww/hcADAIWBMUE/ARH/uj1uO866r7kIt7Y19fTOdMp147dvOKt5zjrae+w9S8A9QymFpse5SRvJ04n2CMHINEbBRQKC58DwP8yAIEBLgLE/639t/1Y/hcBxwFZBAgHsgRV/jH3AvGx63Pl0d5Q2HbTntMr18jc0eF75kDq8OyO9LX/VwrjFCcdbyPzJqkllyPXIHIbChRtCpwDtf89AMQBsQBg/9T8H/3J/if/BgECBZcGGAQM/t73BPIj7KjmKt9C2MfTttOX19fbs+FT5vXnVOwl9E/+fwkyE44cfSPTJRgmZSRTIpUc8BQGDA0E4QGzAbgCHQJJ/yr+EP/N/or/ZgKtBs8HtATY/5n5C/TE7mHoFOE22XHVcdVY1wDdX+JJ5cHnuusa9PT9wgfoEtgb5yL+JP8laiVjIvIdUBXmCzoF8gFXAgUDhADS/kz+Of5F/Sr+SQKgBYgG7QPh/ob5tvMH75fost9l2UvVpdMo1+/b1+BN4ynluurl8aH7KQWeEC8a0R+7I30kXyS8Ijwd3RTZC40EogLdAgUC1f+r/tf+8/xl/D7+2wGsBfIF7QNg/3r5mPVa8GboReEe2pLVaNSB1/LcJuC84ujknurK8ff5PwX/DyEZCiArIxIlDSa4I+weVha4DKgGAgWqBEECBgGfAFv/8P3i/FL/QAPkBUUHwASH///7PPeV8TLqjuK22+rVvNWc2FLdHeCd4Wjl/ekw8LP50gPgDpMYRx6LIu4k3SWLJE8fPRaSDO4HBgaeAyAC7QBwAP/+VPzL/A3/EwJ7BlEGzgMUAHj8KPiu8WvrH+N/2z3WptWI2abcnt594QjkiehR77b3yQK4DbMWQh2AIbAkFSa4Jb0fwhUwDnEJgQYkBDACFgLtAB/+Pf1C/N7+0gIOBg4GVwMmART9s/g48xjsUuS3233Wftd82UDc1N584MPj2+f77dz2hgF3DCMVEhw9IKcjFCexJckeGxaVDn4KlwZYA1gDwgGEAGn+Qvz7+4P+OwNXBWQFCgQcAQ7+gPkh9A7uSuQX3FLYudcN2k3cXd6E4B3jG+fH7Bb2cwDwCqYUgRrsHp8kSif5JQQfdRYsEQcLMAf2BPADvgIPASj/GPx8/Pr/PgPOBcIFVASQAlX+xvqG9kHuIeUj3QbZudgT2i/czN0/4FLirOVH7Ir01/6NCkwSlhhBHg0kHCjAJLMevxdfEWcLiAejBcADEQOtAfD96vuY/Gz/RANoBC4FrARBAa3+zPur9qTuO+W53YfZKtkC2p3bGd503y/hk+U+6kTzOf5mCPMQKxatHYEk2SZGJPwethiDESsMmAhwBcwEBQREAVj+y/vt/B0ADAKZBGIF2ANVAUz/j/zn9uPuduXQ3Vza69hM2fnbg9yX3qPgROMw6XLxAf31BrUNqRQaHc0jeSX9I3ofPBiCEgUNVwiUBlAFWQS2AWT9aPxt/Xz/KgLTBCEFiAPQAVEAev1q+KzvUeY94PDaPdrk2ujbzN323vjgd+OP6DnyH/3fBXIM+BTmHVcjhyYVJdkffBrPEyEOLAphBz8HcwWZAWb+Zv2r/ZD/pAK4BHAElQP0AbAA+P7V9zXweOfI3x3cKdqy2rTb/tyv3qrfoOFQ517xRfs8AqQKfBNqG5wi+iTAI8wfphnpE60NQQnjBzYHbgTfADv+pfx+/En/3gFYAzgE+wFHAq0BW/4R+ZPw++cS4cTcP9sS2/7bid303hDfmOAx6F7xSfnxAZMJmhLLG+EhdCU9JFYgVBvuFDYOBAvUCUkI/wRSAuv+3vz0/TX/0gIEBDADSQP9AnUCw//M+eHxKule4gjeEdxX2yPch95J3hfdN+GR58vvNvhe//QHFRHoGQ0hAiTmIl0gGBsOFOUNsQuHCXoHgQUUAZb+nfyX/OD/3gGzAsMClgIiA5QC4/8s+jnyxune4hHf3tvT2s3dA97v3GHdjeBs5xHvjfZ7/s8GFxD/GZUgqyOcI+IhpRuWFF4QagwpCyQJtAXuAg7/9vwd/mUAdQIFA0EDhwM9BA0EFAEH/HvzEOvf5ZLfftxs3YLect4l3T7dOeFI5zjuB/Ym/cIFmQ+WGUAf9SLOJAYhyxtRFesPqg0sC/EITgY7Anf+tvzZ/fD/bwEuAgMCKgPEA1ID3gHl+kzzruwf5Snf8NxQ3XfeT93N27PcBOAE5rPsF/SO+skDtQ57FtodiyIcIxEhDxsZFc4QcQ1eC24JVQYAAk/+F/3K/SgAFAFqAcQCfwI6BB0FaQGh+1f1he0Y5grgLd4E37Lek90G3CvdB+AK5vvsAPJJ+uMD/wxlFkEdQSLXI9wgwBsmFnsRSQ5VDIoKjwa7Atr+eP1U/8T/PAFeAsQBOwPUBdkE5AGu/FT2nO4J5uTgGd96313eF90f3IfbGeCp5UvqMvHd+CUC7wt/FIwc3iEnI50g0BuaFmEREg/gDFQKKwfbAcb+Qf4S/rn/XAGMAIgBnwOUBeoEygHH/Tr3B++H5vDhteAi3zvfPt3G2pjcCuCc5Mrpy+/+9yMBSwqsE/kboyGWIjohURzhFhQToQ8lDvgL/QbjAkMAEv5p/6UA+gDCAN4BugTZBUMFvAI7/8r4KO9g6JHj2uAr4Zzft9yX27DcL+D244Xo1e6y9pD/OQiqErgaCSB6IhUg8xsuFxYSHRCqDoEKEQelAgD/+v3m/vr/Nv+Q/xcBrQPIBH8DJwMe/033ve/45+/izeG04OPeKNwK26nccd/v4jnnOO469bP9xgcpEeAZJCCOIaAgyhzBFtUTgxEPD+EL6QddA5P/a//8/w0Avv+s/7YCSQRwBNsFYgQHAL758PCQ6Ujl4ON44sjfRd053BreuN/b4gnocu2T9JX9UQbcEMAZ2B4/IrkgMRzbF5wUOBJuD80MJAj5AmIAlP+RAHT/i/6DALwB4QLUBCAFOgRQAID50/CH6fbl9+Nf4gTfotyl3Abdxt6W4jzmYuxv8wT7oAVXD9gXsh59Ifsf1BtVGK8UNhKEEM0MSQgWA2UAIwHu/6D+lv8KAI8BCwO9BJQF5QRbAeX5hPGZ6jfnf+VQ4lTf4N1b3EHd8d454ULmN+ul8YD68wPVDeoWMx5+ICofPBzeF+0UqhJ+EIYNRAe8At4BWwAh/5T+//6L/+EAngLuA6MFGAUfAQX6FfFI63ro1+Rw4sHf5tzc3Kbc9d1e4f7kB+qv8GH5ZgK4DNAWLh01IHYfKRz8GF8V9hOqEjUN9AedBLUCxQC2/13/PP86AF4BuALrBHAGbQbKAjv6F/Pk7YfpK+er45vgCN+T3Wzd297Q4dLk1OnW8Bf47gGUDPMVcR3RH8UfWR2GGKwW3hXKEmgN6wiUBeECLQHU/yH/gP/a/84AnALtA/IG7AaIAe76cfMd7ojqtuaG47fgud7e3OPcf94P4Lnju+hB7rT2yf/UCvYUJBtJH0Mfshs1GHsX2hXqEVUNBAlUBQMDmgBK/wj/Yf6W/zIArAB5BNIGEQbCAXn6BfTp7vDqzebb4ynhON403Ujdet034PXireel7Zv0Sf/2CTUTyxpdH40ePBtrGYYYARaXEswNjwl3BvICPwG5/1j+iP85/yT/RwF7BEIHYgbnASH7QPV28GvrNOgQ5Trhqd/X3aTded7w34vjkudt7Iv0wf6bCH8SIRvzHpAd2BtgGggZARd/Er4OjwpZBm4ETQGb/7n/ev/y/hr/WwH+BIsHvgauASP8f/aI8PDsx+hO5VPild+Q3sTdFN5u4FjjX+a96yj0MP39BlgSmxqDHXQdhBv4GoQZSBZ5E5kOcwqDB+YD+ADS/6H/+v4L/q3+2ABLBaQHtwV0AmL8sfbD8Rjtm+mx5V7iaOCQ3l3dPN5d4APi/uQn6zTysPogBtwQDhkjHKEb8BuMGggZARfkEtgOTgvTB/cDQQFyAHr/3v6R/an9lwH+BPcGHwbuAb/8IPcG8vrtqunF5SDjy+BM3pTdGN/J3x7hauUE6trwxPnZBMgQiBfFGhEcaxvqGuMZFxdpE8MPrQxBCMkEYwL7APIA1/54/b/+xQGmBWEHSwbEAnr9M/iQ8wfvdOoM55jkDOG93mbfDd/a39bhAeXu6Vrv0/j2BAcPWRYYGiAbNBsPGwcalxbJE3AQdQzfCKYElAIZAm8Ag/5K/Xv+9QE1BQsHSgZ8Apr9x/gr9NXusupK6O/j6uCY3+ne9t4k33Lh0uTP5yXuD/hGA5ENsRS5GKIZ2hrcGsoYqxZPE0AQvAwDCJkECgP0ATcA5/0B/aj+rQE1BQ8HXgZ/Ai3+O/oA9JXvR+z+50nkKOHz3zrf991H33LhW+Oo5hftLvfqAXUMgBPeFp8ZsRq3Gk8ZgRb6E+cQogw5CAkFswNdAgEA5/39/NP+uwFwBcwHwwVMAwEAiPqY9V7xku1V6e7k2eIN4TPf794s4KPhn+JJ5qXsCvbMAWILPhLBFk4ZKBtJG4sZpxc6Fe8RdA0KCZgGAQVxA44ASP7P/W7+aAI8BuAGeAZBBEoAX/tl9gbzg+6v6XPm4OOX4XTf69+64PvgneIw5XXrf/U6ANQJvxBDFcMYkBqBGkYZqBedFcIRTw0fCb4GbQWcAm0AEf4v/IX+FALMBGcGDAZ+BDcATvuB9zvzfe4E6kjnCOTR4PnftN8Q4KDg/OCz4yTq0/O2/qQHtQ4KFLYX2RmRGfIYwheHFQ8SCA3tCb4HLAWyA84AeP3t/Oj+QQKWBHAGDwebBLEAivzx+P3z6+7D6wXoZuQd4pjgmOD/4LjgKOGf4x7q1fP7/ewG1A3AE6UXXRm7Gd0YWBj8FVER5Q1uCo4HNwbBA3AAIP0J/Ur/XgFPBHcG5AY6BI4AqP3n+MHzxu+86/vnqeTW4eLgruCN4AXg0t+X4ubomPI1/LQEnQwuEpEWiBhvGE4ZSRg/FR0SCA6hCmMI9AYSBMb/jP1v/RT/IAE1BDAHXgYsBPgBH/53+QX1xvAD7QjpduUG4/DhAOJF4Wvg7d9s4orpHfKV+2AEmwuOEkAWthdrGaoZnhgJFrkShA4QC8gJgwf0AwQA2/39/W7+5gDrBFwG5AW1BPcBTP7K+Vr1TvEx7S/pE+Xx4gvineE24SLf297Y4cfn9vCT+RkC2Qq0EJAU8hbHGAoZEBhHFhkS/w2DC+sJggdEA/3/e/4K/fT9UAFIBM0F1gXMBDsCkf5g+uv1MPLu7WHpAeY247DiweLf4Jzf7t6X4W/o/++++OwBYgo6EEgUfhezGIcZTBm5FpESoQ7eDB4LVQfOA0UBXf46/bH+hgE4BKgFVQYSBeECMP/J+jH3wvKX7jjqruUI5E/jfeIo4areV9544VHna+5K9+oAdAjODqwTQhY2GGIZMxlyFsgRQA+7DYoKRQddBPgA5P0M/aL+8wCbA1MFpgViBacCWP+6+0j38fNE70PqxeaW5DjkgOMx4bjeud7Z4WvmzO3n9qH/tgdEDuwS+BUUGDsa2RnnFbwSvRB2DlgLmAiSBWYBwv4B/v/+wQHDA6kFvwZyBaoDIQAr/PH4m/Ti7wfrNudf5Q/l4eOe4Nve/97R4Lvl+uyQ9Xj+YgZeDcoRkBRYGF0athiXFTMT+BDyDZcLAAn8BHcBRP6P/fr+eQBUAysF1AWpBRED5f+b/CT59vQT8Bbr++Yn5pPlGuOb4ObePN4/4Lvkxesr9Kb8lwXYC8kPIhRNGJUZ2xf1FZwTthC7DhUMXAnHBTQB//4D/q7+IgEYA0MFXAbABXMDbQCA/cf5LPbT8C/rf+hq593lxONI4U7fu9464P/kS+sf86/8BAWKCioPvhReGOAYbhhNFugTtxH0DkwNGQq8BTACMP9F/ij/2QDyAlkFgAaaBdgD7QCg/RD7tfaV8DHsgOkd6JLmM+T14X/fkd6Y4HbkEOqV8kL8cwPKCC8PQxR1F+UY2ReAFuYTSBHdD1INDwoDBvoBJ/9F/uH+DQDSAg8FtgWvBX8DeQCu/nT7a/bl8IfsQepu6JTmteTO4TPfyd5q4Cvj/OiY8rj6YQEhCPkNnBPLFv8XMxgRFr0T4REQEJENYgopBuEBpP9m/kj+WACZAnYEOgZkBTYDXgFb/wf8r/ZW8ZTtr+re6GLnCOWA4V/fh99g3zfiY+lk8XT5PADLBtoNmhIbFioY4BfvFfwTOxI0EEAOuAoHBswC7P8j/uH+BAAtAgwFBgY4BYUDKgJwAHL8XPdw8oLuausC6q3o+eQd4vvgCN8s32bi4+j/8PD3J/9sBsQM0hH5FewXWxcjFhsUMRIzEYIOkwoGB/oC9//4/qv+//+RAiwFBgbzBA0EJwPnAMD8Dvhp83jucOx76yXoauU44+/gBd+z3kfixOic77L2W/5eBYcLZxFiFSkXhRe0Fb0THBMlEV8OPQvgBiEDWQDE/lX+s/+rAuUESwWuBG4EwAO2AGz9E/nc8qfv0O1L65fo/OXh4zHhh96W3m/i+OdM7vj1I/3jAwYLhBCIFD8XrBYeFXQUyRJFEc4OMgsGB0QDgwB1/gP+qP+XAm4ESwTGBPUE7wKBAQv+Tfhv82jwJe5x66Lor+Zg5MXgMN7u3vjhwubK7bL0yftoA8MJkg+jFEgWMhZuFVUULRO5EUkPdguMBwQEywCa/u39SADpAl8D2gQsBWUEFgRdAiv+3vhy9J7x7u7N66HpH+jH5OHgKd8p38fhIOfs7OPzrPs+AiwJmw/5EwQWSharFcYU4BOQEq4PQgxSCAYFdwFI/k3/7ABHAiAECgXtBBAFBAXVAmb+TPlx9Yvy4e4J7NzqSOh35Hnhyd7M3rrhteXc6+3yzPnEAAsIaw68EhkVmhXxFKcUwxNyEpgPswsfCdcEXgDs/h7////nAaEDAgRcBBAFDAWLAsT9l/ld9k7yn+4d7fzqU+ge5Q3h/d4Q3+3gLeU668XxiPj0/2cHjQ1qEpIUWhU4FaYU1BStEpsPiA3JCcMEbAGt/zj/dQBhAogD/wONBPAF5wVvAnj+XPvr9vTyS/Dg7S/skel85QDi3d9U3x3hQOXu6s7w6fcU/4wGJQ19EX4UwxS3FJ4VixQ5EpAQ2A12CQwFnQFa/wn/SgDvAdAC2gJjBF8GtwTxASH/9/ry9jbzDfBG7mjsIulj5RHisN+13sDgY+SO6ZzvI/Y2/kgF0wtNETsTARRtFXMV/RPkEjwRCw4MCsUF+gHU/2z/4QBoAu4BLwPIBTYGMgUOA7n/N/z+9/3zTfGb717t9Om35uniN+Ce38vgrOQe6bXuJvYG/ZgE/QtLEFkSghR2FQIVXBR3E4ARhQ5wCigGcgJx/wYAZAESAYwBmAMuBfMF9QS2Avb/MvzN99DzufFl7wDtGeoj5s/ip9/S3ozgIuOf57nt+vNW++YDVAprDpUR1xOHFJwUJhRXE6MRQA78CoYGnwElAO8AtgC2ALgBngNrBQ8GNAVHAwEBufyA+Dv1c/K08A7uGeu652fjv+BJ4MjgbONH6BXtYfOv+5gDgQlMDrkR1xPXFLEUAhUCFK4Rug8UDDoGoQJ+AToBvQDLAOcBuAO8BdYFYQUbBOkAI/3p+If1SPOn8ILu0+tt55/jWeGp3zLgT+Pl5lHravJu+tIBFAjCDKEQyRJGE4QUYhSaEgASxg/+CsMFrQJ3AZIAJQD6/2YBnAOuBJUFQwXLAxIB1PwX+Sb2GvMv8Wzvv+vN54Lkb+Gw3wThHOMP5gXr4vHg+QkBAwfEDFQQ8BEtFMUU6BONEzkTSBAsC8gGqgNbAlIBBACSAPIBiAMgBasFxwWIBBoBn/0s+lf2+vN68pzvF+zp6LXkUeF74PXglOJU5f3pZ/Gr+G7/uga3C98O9RHrE+UTiBNEFEkTIRBtC9AGfAStAt8AIABqAMQBfQN0BNkFFQYvBIEBXf4Y+rf2E/WS8uvvTe046fbkM+LZ4GrhOeKY5ETqjPB291j/AQaTCpsOVhJhE5MTOxTFFB4UgxC9CxYIdQU+A4sBbAAgAU0CSQMPBYgGCQamBI0CdP6I+gv4cfUP8wbxxe3G6XDlkuLm4RLhoOHg5IjpYu/e9sf+SwSFCX0OTRGXEgAT/RMdFb0TBxD3CzMItgUlA+wAdgDsAFgB1QL2BI8FowUGBe4BM/4c+9n3fvVk8zHxSu5/6aDlhuOm4Yrgq+GV5BnopO529g79DQPXCLUNphCJEWwSVxT4FJYTAhAaDPwIIgYHA1sBEgGEAGMBbAOTBLIFiAYJBVICA/9w+6L4tfUe9D3yOO7V6aDmKuRi4f7g9eGA49/nkO6P9Tf8QgKHCIUN0Q8jEa0SixRRFZwTIRD3DNoJCgaHAyIClACHAL4BwQJnBAwGSgYuBT8CT//q+2T4QPYL9YbyF+6+6ofn3eMD4oThPOEO433n4+2L9Jj6dQHvB3gM3A5qEGMSqhQ1FQAThhCaDZ4JbwZOBMwBugDZADwB0AJGBBIGgAb+BOwC//8u/MX4jvfW9UryJO+/65LnqeTE4nPhBuGf4mbnJu0a86/5ygAxB6AL6A2pD6gS1xRuFEETQBFhDTgKUgdGBE8CAQH7AFUBkQKqBEUGXgY4Bb0DIwDw++z5YfiT9Qnz2O/e6xfoL+VV41HhguCf4v7mD+zy8bD45v9+BoQKgQyID7ESxBNxFJgTzhDoDZUKkAeHBF4CUgHKAP4AcgLMBNEF5wXzBc8Dm//K/Jz6ZPgp9qXzYvAj7KLoK+aw4xjhl+C+4nPmUev48Lr3lv/HBcYIUwynD/0RJhSTFK8TKxFVDkAL8Qf7BPECyAGuAPgAHwOkBFoFxwZvBo4DTQC3/UX75/gN9430svCj7LnpAOey40Lh7eCg4jfmiuqT76b3Fv8WBFsI0AsTD9ARDRSsFJgTehHLDqwLKghZBZwDhQFHAKoBxwK+A7kFAwcfBnwDywAR/lz7b/nV99T0xfBn7Z/qOufg44PhveAL46fl/+h37xL32f0ZA4AHFQtwDpQRzxN5FIUToxE0D5oLOwg/BloD7QDLAFwB0gFrA8IFogaVBXwD/gDt/Xz7E/pB+L30MvFV7uXq/ef24yvhpuGi4mjkROi87uf1aPzsAUQG+wmQDegQTBPHEzwTGhLjDpELSQlOBgUDkQFPAfcArgHMA+QFcAbNBQoEQgEc/lf8BPtE+GX12fHe7kvsKOgl5F7iU+KP4iLkW+iF7m31DfxhAfMFsgl9DUQR5hLiEx4UKBIYD8IMCApLBqkDZAJ9AdsACAItBOIFbAY9BmME3gDK/t/8Cvvd+Eb1OvIF8Kjs7eeR5AzjH+Ln4bDjrue27Wv0zvpyAG4EpQgADdAP2RGyE1gTIxE1D+cMawn1BdcDKALCAFkA2QHIA/sEjAYbBrIDNwHT/jP9uPuu+Ff1SvPz8LrsWOig5YbjS+Lk4XrjoOcU7eTzdPpV/7IDrwhhDDoPZhLlExwTuhFcEGkN4wnmBtYEwALiADoBLgKYA64FwgYxBkgEdwGL/2P+P/zb+Gf2zPRe8UftVOlz5nHkd+IH4p/j/eaa7IzzF/kS/lcDqgcaC9cOIxLoErsS9RFeEEcN0gm5B9oETAJPAQkBqgGHA2oFkgYlBs8DVQEaAML+pvv6+Dr3+fSr8Wzt5ekj53fkkuIr4vLihOai7ITy5vei/cECaQa8CuYOnRGGEsQSsBJREGAN9QoOCPwE6QKUAQ8B4wGWA6EFBgc/Bo0DLQIgAdX+Gvy2+SP4uvUD8h/u4+qG5+3kJOPH4ZTio+bz6wbxL/fT/DMBZwUTClsOdhDtERcTJxLtD7sN+wrgBxsF1AI5AcoAYQHsAqgFiQb/BGUDYAL4AH3+w/sT+pr4kPUp8rLu7erT54Ll2+IB4cTiMuaZ6k/wVPa9+9j/wwT4CVgN1w9eEusSGhKQEFoOiQuiCOwFRwMaAiIBXgHxA2cGmAZyBWIEhQPIAeb+5Px8+1f5ivZ0863v0eun6WXmEeMX4jnjN+Z26l/wWfbS+ov/KAVoCeEMIxB7EuQSdRIREaEOSgwcCR8GKQQnArEArQFnBBcGKAYbBcIEvgMxAc/+Iv1X+wP5B/cW80HvpuyT6eXl0OLq4cHi5eSl6azvefRC+b/+xAPhB+8LZw9VEXIS6RGSENoO9wvMCIAGSwR3AXMAnQFBBIMFVAUkBRoFYwPZAGn/B/1j+/H55PYl8wLwWe3H6dHlTOMl4urhleSK6W/uJ/Oi+P79dwJBB0gLpA4wEQMSrhEKEe0Ozgt/CS0HWQRkAZoAPAJlBPsEKwXeBeQETAODARH/H/0B/A36tfZK86rwt+196U3mreOV4YbhxOT/6CPttvLb9+f87AFhBmcKZQ6PEHcRDhIKEcEOIgwkCo4HPgRCAQ8BBwPYA7QExwXOBRIF9AOFAU//6v3T/HP65Pab9NHxLe586pznLeS94ajiKeWn6FLtevKM9+f8hgH9BckKKA5rEP4RpBJbETIPCQ0xC4sIGwQGAmYC4wLYAz8FuQUUBrcFMgS+Aa3/Av9A/VH6uvd89SDyi+7D6+TnA+Rm4sTisuRj6KnsgPEb97r7gACABfkJEQ3OD8ERORL9EJ8OiA2sC5AHzwN9AtgBdwKOA6EEUQXKBcAFqQNVARQAQf/C/E/6g/iI9TTyqu897M/nquSI4rfi1+TS5xLsSPFR9s76HQD2BDAJnAxiD+YRKhJIEE4Pkw52C7AHjASZAiACgwKkA0YEVgVeBsAFawPCATYBKv8M/Xn77/iy9YDzgfDL7NDoEOUq41Xj0eRz5xTsvfBR9Xn6ef9iBIcIwguyDwMSIBF7ECwQng6YC+kH8wS7Al0CpAIwA+sDjQWLBuIEPQN/AvUA4/7L/XT7uPhc9uPz5PAw7djoNeWr4wzjH+RK50jrvu929Fj57v5/A9UGlQuQD8gQoRC2EHYQiw7LCyEIAgUCA6QCpAKGAi8EJQboBZgEGARuAroApP/m/ZL7J/nL9lr0sfF17TXpIOba4wvjSuT75vnqJe9V80/5PP77AW0GgQvfDtwPgBDHEGUQnA7TCyUI3AR6A8oCswE+ArgEZwUoBeQEswMgAgEBsv/B/cD7EfkE9xn1t/GS7eLpMubv4xTj0uMa5zXq2e0d86341vzsADAGCQv6DV0PYRDhEHYQDw8fDBYIoQV8BEcCvgE+A4QEUQWUBSgFrQOzAmEBFAB//tn7qvkf+JL1XPJ/7knqQuc55CjjheTn5kzpde0l88D30ftiAAMGZwowDQ8PPxCrEOIQlQ+BC40IrQYFBAUCIgIkAxMEUwVyBd8E+QN6AokBiQAj/vv7Svo2+Cb2jvLP7jjrS+cZ5KHjz+Tq5cboX+2R8pX2y/oQAFcFdwmnDMAOdg/9EFwRqg6fC3wJtgbPA4ACKwL0AlkEKQWDBUUFwQP8AkcCeACw/l78yfou+XX2H/Px79/rX+cB5Yfkr+SK5bnoau3n8af1cfrY/20ETwlkDLYNuw/LEeQQlQ6iDPQJ8AZrBM0CcgJsAzAEdgXbBcsENARjA2MC4QCn/q78kPtx+X/29fOF8Mbroue75azkOOQw5bvoBu188Av1xvmL/jAEzwj4CjANQxA3EW8QGw/eDBsKYwdnBBEDyQLxApYEgAWNBfwEOASiA8cCvQCX/mr9yPtQ+S/31PSm8PbrZuiD5sTkqOOI5bnoCewp8Hr0hfgu/hYEZwcWCoMN7Q+5EKMQAQ8/DZAKMQcYBTgDkQJHA6kEaAWNBeQEYgRJBLUClwA8/+f9nfvG+f73WvXO8EXslOnq5kfkE+S/5fvn1+vR7xzz9/db/uYCRAbqCeQMkA+DEC8QeQ87DXYKuAc1BSUDvAJrA6cEjAU6BdEE/gRxBGsCKQHU/wD+5/tY+iD5kPXu8Ibtc+rO5v7kmeRI5ULoBuyr7kXyT/hy/fsBrwUwCeQMDw8gEG8QeA8uDegKBgg3BVUDmQJuA7sECQWsBCAFCgXjA3oCTwEAAJz93/tG+zP5JPW08UnuR+pH50Pl7uMk5X/oh+pq7dbxLPeM/JEAjwStCPgLMA7wDwoQMg9mDfYKJQhtBVcDpAL3A4EEkgTzBHMFIQXUA94CGQLx/3v9Cv31+xP5Bfbe8qHuJOte6A/lbuQg5jzoR+o57b/xJvfR+wMAmARaCLkLfQ4aEFMQqQ/lDYcLCgmbBY0DjgMvBHAEkgRDBbIF1ATSA70DDgJr/1b+zf20+3X51/ar8mzvEuzk5zDl1OQY5rfnVOl97HDxEva9+k//kQN4BwwLxA1RDxcQFQ/MDdELiggxBZUDfwO1A4UDCARRBc4EAQQyBIsD7wBp/7z+8PzX+8P5PfYl8wvw/+vP51HlE+Ux5tDmyuhk7KfwRPUK+pD+tQL4BlYKZg1BD6YPPg9xDh8MsAiSBUgENwSAA8gDHQVwBYwEEgU0BTMDvgFtAO7+IP7o/Cf6Mvdo9A/xxOxN6HLmG+ZQ5tzmEOlO7FHwFfV9+Qb+UAJWBh4KVQ3YDnQPhQ+9DjcMUgjQBeUEsAPmAicE9QQmBLQELwVSBBwDtgHK/wj/R/51/Pr5Off99C7xb+x46M3m++W65ZrmXeis67LvAPSz+EL9TwGeBcMJqwxiDi8PBxAjD/oLnwj6BisFRgMFBMgEXQTCBGsFQgX/BMkD6gGPAPP/Df/o/JX6pfgx9uXxHO3f6avnqOZR5sjmtejh63DvA/R9+L/8AQFaBcMJWwz9DXkPwBAID7ML2QlnB5IEBARfBBsETgS3BPkEOgWuBFIDfQGGAAcAvv5N/Jj6K/n89ajxNO3m6avneOaK5UPm7+ee6n3upvIr9yr7rP97BKEIxgrhDLsP6A/VDSMM0gliBsUEHgTXA9gD9ANqBL0EQAWqBBwDdwEGAXMAYP6p/HT7u/mJ9jry3e3S6nHoyOYg5nPmF+if6m/uoPLa9r36p//xBPwHSwr5DRIQfw/pDhQN/Ak8B34FnQQ+BEYELwSVBC4FrgXJBPYCJALIAWUAhv43/fH7c/rh9pzyu+5f6+PoCudO5mfmxecq6vTtH/J+9dX5s/+7A0gGXwqQDeMOeQ/5DswM4AlsB4YFowQhBPwD0QM6BGcFfgUYBOkCrQKxAVAAjP59/bn8r/pe9zjzh+8B7GvpfeeK5p3mc+dD6j7uHfGH9Gv6Dv9YAksGQwr0DMgOyA8WDwwNRQrKB/AFBAWMBAUEsgPGBNQFEwUPBD4DzwLPAQcAk/7I/fD8pvpk93vzre9Z7IPppefD5vnlIOfG6hftxO+f9LL5i/2GAdYFTgk/DHQOig/YDvEMVgq7B/YFYQWVBGkD7gMbBaEF2gTrA5ADEwPMAfH/9/5E/j39I/ve9x/0nvDK7Czq1+h75hLmTeiC6kLs6O+49Oz4IP1eAWsF2ggcDHwOmA8ID1INkArQB9sGtgVOBJkDXAR8BXYFzAQ0BBwEZgPhAVwAg//V/vr9hPtq+EH1oPB67W7rf+gT5sfmUOhe6cnrpu/r8/P3aPyUAJIEIQidCw0OFg8sD/0MNQpGCCIHiQXjA5kDagRNBf8EewRZBEgELQPCATYAff87/4H9w/sk+d30+PC+7pXrC+jU5k7n3Ofj6LzrOO8483L38/sJAL0D1wf+CrgNUQ8CD74MUQrlCFAHSQW4A7UDkwT/BG4EZwRfBCAETwNWAWoA8//S/tL9m/wD+d30XvJu73nrgOi051jnlefb6IHrvu6D8i73J/s8/18DDgdXCm8NNQ9wDmAMpgowCVIHFwWnAyYElgSZBIgEQQS6BHAE1wKLAf4AqP/a/sf+ivyq+L71NvNM75vrOOkX6E7nZ+fm6AfrO+5E8mv2cPrM/poCHwbzCWgN6A4FDoUMAwvFCVYHEwVlBF0E3wTTBGsExgRaBTsEFAN1AuEAtv8HAGD/V/yF+Qb32/PI72LsSeqC6MTnA+gL6Rjrbu4U8vH1OPp3/uwBlAX7CTgNrA7UDb8M3gvRCW8HlwWjBN0EPAVuBMIEhwUPBUME1ANoAlgAVgBYANf+P/wA+oz3ufP879zsVOp/6MjnmOd16Kzqvu0X8SL1pfki/bcAtQROCbwMbg0+DdIMiguLCSsHDAW0BOgERQQHBPYE+wRoBL8ExAOfAYQA0QBRAHr+lfys+r/3A/SP8Dfto+rb6NnnX+dp6LLqGO3L8O70F/mj/AMAsQR0CSsMMw2UDf0MBAzjCREHoAWGBboEGQTkBP4EtwQxBVYFmAO7AXcBfgFlAOn+jv1L+2f41/RA8cLtSOuI6crnxOei6E7q6exc8Mb0oviM+5n/rwTXCLQLBQ1gDWQNcAx/CTEHlQZUBWUErgTlBF8EyQSxBQkF/QLyAeQBNgFWAC3/yv1/+8f4S/Vn8X/u1+uX6TPoAeic6BvqU+xP8Jn0YffV+j7/EARKCDQLXAxrDfQN3gtfCQ0IrQYGBdQE6gRaBCYEQgXRBVYE+QI/AuYBCAFYAF7/vv0M/P34T/X48ezuBOzS6UXoDOhx6DnpOuwj8I7zf/Yt+nL+cQPXB+gJ7QvVDVsNSgvUCS0IKQYdBTUFmQTAA4cElQWDBSkEWgOkAsoBYwF1AHT/Y/5n/Ef5/vWP8pHvouwY6hfpeOgg6Frpqez67zPzYvac+Yv+qgPkBpMJpwzQDRMN5guGCjkIdQYgBoAFdAQHBD8F7QVTBaEEtwPoAnUCpwGlABoAxP7Q/Nv5cfZ68ynw+uzl6tvpUOj9577pXuzM79LyNfUu+ZD+gALOBWgJUAwLDcQMNgwMCtoHtwZbBhMFyAM4BBIFTgUVBUkETwPuAgUCLQF9ANX/4f6g/Mz50/bC8+bvKO2V63LpCOj35zXpMeyR73vxaPQf+bD9RwE8BWAJgQu2DDENPgznCSIIqwd+BusEYASmBDoFxQUxBYQE+gMwA2ACaQHQAG0AY//q/Jn6+PcL9MbwaO4M7BHql+jZ57Dpzeza7rjwfPQC+Yz8nQAPBY4I1AqlDE0NpQuHCbMIswcEBt8EHASBBC8FOgXcBEAEwwP9AgUC/gDfAHkAvP4U/RL7lfce9DrxWu5f7CTq6uem5/PpQ+yD7VrwMPTm97X7MQCKBK4HjwoUDQINUQtWCiwJBQhyBvkEmAQBBXkFeQVDBacEdASWAyQC5gHhAbYAmf9n/qf7mvhI9Qnyou+J7WvqA+jJ6HnquuuG7aPwBfRf94T7MQDPAzkHGgvTDK4MmwuBCpAJJwhFBuIEoQS4BC4FGgWbBKMEPQSkAgMC8gH6AHkAmP/+/Zn7gPji9PPxMvAL7Vvp+uei6HLpeuqj7LLvRfLt9cH6Vf4gAmkGBQrKC70L7Qo4CnMJqwf1Bb8ETwSvBOIEVASmBL8EZgOwAi4ClgEPAbAAuf9S/kv8rvhl9YLzMvFe7UfqR+mC6Z/pD+uS7WLvZ/KB9nb6CP4zAqYGOAr+C9wLmAsYC/wJaQioBjQFXgV7BcsENQVvBckE3QNEA2sCzwGFAagAAQAU/1D8kvhI9mD0QvEu7cvq4OnV6IPpHuuS7J7uFPLG9VD5F/1HARsGhwn2CmILYgu9CvsJJwj1BZcFTQWyBMMEZAVABawEMAQzA5QCRgJnAdUA6QBx/zr8JPmB9z71K/H47dTr4OlD6TfqHet77PHuMPLB9RT5wvx6AVAGQwkmC7ELlAvYC3gKOwjyBmoGfgUrBZoFpgWaBVwFagSfA1cDOwJjAXsBdAFV/+77HvpS+PT0gPGn7qbrzumX6eLpi+rz61DuhvG49Jr36vudAOcEbgjjCYkKZAtKC1cJvwfNBoMFvQTLBMAE5AQvBVoErwNbA5cCTQHYAMcBDgE+/iH8pvr19w31DvKq7rzrOOrA6dHpduqb65HucPHa83X3jPtDABoFIQh/CSwLHAxDC90JsAgnBwQGhAXxBEIFmgVoBbEEUgQeBJcCSwERApYCvwDV/kL9I/ug+AL2pfIZ73bssOpo6vnpG+oe7ILu1vCo89P2zvooAHkEAwczCT0LjAvwCg0KWAgqBwMGLgXzBFQFnQXrBI0E3ATfA7kBxAG1AhkCqABN/2r9T/s4+UP2FvNR75HsdutP6qLpY+r+6/jtlvDZ8sH1qvrU/0oDYgZICbcKYQsEC+AJiwhTBxcGHQUaBakFMgV8BE0F/AT3At4BcQKLAuQBBgFM/8H9zPuO+Qn3OPON73jtwOst6tvpSeq36xDuIfDD8Xf1jvq+/rYCGAbMCJ0KUQv4Cu0JxgiRB+gFFQXIBVcFfgQVBcIFYwSkAmACWgKFAvoBygCN/7b98/tE+gr3MPNa8Oft2uuP6vTpHuov7DbuMu+h8YH1/flB/jACqwWCCHEKPQvLChIKYwleB98FBgYKBtoE6wQdBqAFXAQWA7YC2gKqAiACRQGi//39/fyf+kD3AvQS8Vfuiezw6q3p0uqM7I/t5e548ST1Y/mR/Y4BBwUCCEMKowqjCpcKIQnWBl4GdwYJBZsETgXNBVMF8APuAsoCnwKJAlIC5gBr/3r+Gv2H+pv3UPQJ8fburuxY6tjp4+oE7OTsSu4C8Xb0qPj2/JEAawTgB48JIwosC54KVAhKBx8HFwboBNoEfAURBhIF/wN0A7sCygIFA2kCyAD5/xT/UP1F+w74nvQm8rrvuezB6nnqZ+sG7NjsgO618Gj0j/he/DQArgSGB9cI1AqHCxAKnwgRCDgHDgbcBCYFCQa9BRUFRQRRA6cCQAMWA+ABDgEXAAD/0/1t+9/3MvWg8p/viezM6sPq+eqn62rsq+0h8PXzc/f5+gEAyQP1BaoIyAqyCqcJrAg1CCUHcAXoBG0F0AWhBWEFLAQYA1sDeQP0AkkCMwEyAMP/OP54+3f4/vVV87vv4ex86wfrVuv/6z3sme208J/zoPZu+/T/0AIMBhMJ3gqmCrAJdAnECCMHpgWYBb8F5QVNBnkF/AOzA6EDcwNVAy0CKwGSABQAXf5j+xP5wPZ48/TveO2k6zXr0OuJ67Hr4e0Y8CvyVPbX+ob+zQFUBaII/gm9CYQJiAlGCJoGxQVNBVAFJQYBBs4EBwRmA08DZQP5AsQB7QDhABIA5P2M+7n57/ar83zwe+3i6wfsjevq6kPsp+077wnyMvZS+p39SwFTBXIIUQmZCSEKoQlBCDEH9QVIBQMGRQb5BR0FNAS7A88DAQQWA+cBsAGaARcAKv5+/D36fvel9MDwvO0p7TbsOOt163DsSu3J7gHy+/Wh+dD8AQFJBZoHuAjiCQoKYAmhCAYHvQWVBQkGNwboBRUFCATBAyYE7gOfAv8BLQJwAQAAuf6d/JD6hfiI9Mzwz+6O7R3saOvy623s6eyh7hTyuPWo+FP8LQGkBOYG6wiqCfgJ0gmeCPIG7QXZBSgGWwYVBvUE+gM0BHAEjgOAApYCEQJFAXsAaf7T/H/7ifha9E7xV+9f7e3rnuvr69brOexj7tzxZfSD9xX8EACTA1YGGggeCb0JfwkiCJcGwAWVBdsFRAadBUME6AN8BOgDDQPUAjYC9AGZAQoAUv6Y/ev7YPjU9DPy1e+a7WrsS+xF7IHrZOww72Tx8vOo98774P+AA0QGCwhoCVMK1gmRCFAHSAYUBqgGAAeaBbcEEAWqBDgEwwPjAp4CxgKnAff/Iv94/hf8pfim9cjyMvC77RHtAO28637r4ezE7r3wnfMm9y37Wv/sAnwFkQdRCeMJiglXCAwHwgUJBgMHCgYuBfUEngRiBCoENQOTAvkCkALyANL/lP9W/uD7ufjz9Rnzqe8Z7rztj+yE69Dr9ex67oTwVfO49uD6EP9CAg8FZwc9CbcJnAmoCHsGDgbcBrEG/QWDBegEyATaBA8ECwMTA10DMwLfADIA7v+I/r/7ePmr9tvyGfAC793tZ+yn6+Hrqewi7iHwlfIg9kb6R/5ZAX4EIwd3CMYJxQnTB1kGfQacBlgG5AUbBZgE2gR/BDID/AI4A/ECrQF9AKAABAAF/jT8HPqK9vjyy/Bw77ftbOzN66brjuzP7ZPvAfLM9fz5Vf0VAV0EaQatCEMKWgnGBwkH2QbNBr4G9gUJBUsFQgVGBGgDhQPzAx8DowF+AWYBBwDJ/mH9vvrh9uHz3PHw72Hu9ew97Bjs5+z07TjvMfLa9T/5SP0GAZADcwYyCR4KJgklCFgH+gZ9B9IGzQWYBbwFTQUYBIsDIATuA4YC8gHTAf0A4v9J/6P9gPo090z0MPIv8I3uEu0N7FHswuwl7Q7v5PHD9Mz40fzX/7gCRAbOCE8J9wi5B+oGNAccBz8GigWQBc4FwgSeA/oDOwRuA3ICawLgAcUAdgDV//X93/q39+70i/K38Mnu8uyR7H7sJuw37f3uKfFv9K74F/za/rICCQZYCGsJnwiIB0gHbgcUB/IFkgUbBo8FNQTRA2gE+QMYA/QCbgKJAekAwAAJAOn9I/sD+Bj1O/P58I3ufu3Y7CvsMuxI7XzurvCb9Bz4EPuO/jMCoQVVCP8ISQiTB5wHvwe3BtYFNAZ4BisFTASmBHYE3wOLA1EDdQKDAW8BXAFCAJb+sftv+GT2/fNA8WbvY+4p7Xns+uw37S3uEPFr9IP3uPr9/dsBmgUkCL4I7wfeBzYItQdfBjkG4QYHBvEEwASkBCkEuwOnAxED3QF7AVIB+wB5AFX+Wfvd+JX2s/M/8dLvDO7T7NHscOxw7P/tf/Cz8672rfkd/RIBOAWDB9AHegf6ByoIxAYpBp8GWQZyBdAEvwRcBMMDAgStA7wCFAJWAUEBgQGaADj+2fuw+bH29PMo8u3vMe6j7dXsUOyE7PfthPBm81z2Ivmr/A4BPAUtBz8H9AeiCNcH1gbsBgYHZwaaBWgF9gRABGIEPQS9AyQDFgJhAcoBBQJyAID+vPzY+Rf36fRY8jjw2+797Q/tVOyf7PTtaPAn88j1bfga/BgByQQaBhwHSghNCGkH7AY4B88GCQbyBVwFtQSIBHMESwQFBC0DxwG4AXoCuQGDAET/vPwf+sr3KfWX8pLwV+817h/tbOyR7PXtPvD38hH1e/c4/AgB2AOlBUEHaAjyBz4HdAc/B7AGbAYDBk4F4gSvBG0ElQRFBIgCzwFQAhMCnQHkAD7/2fyL+ib4XfXe8vzwr+9j7hrtauxt7LbtcPBV8rbzFPfd+xUAoQIJBSUHlwdSB0gHRAfZBqkGagajBTgF3AQeBJME5wRwA1cCFwLmAcQBtAHIAPr+AP3M+kH4efUG81Hx8O9u7mPtOewm7EbuV/CM8SrzKPfO+yf/RgJFBfQGSgd9B38HMwcSBwsHWAYPBrIFgQTCBGUFzgStA/ECdwIqAm4CMAIjAaf/wf2g+/L4Cvbu8/DxXPBK73LtGuy97NLuLPDJ8DjzU/cg+5T+OwIeBY4GWAe4B10HcQdeB6IGswZcBgQFjQQjBToFfASsA9oCHQIrAkcC7gEIAXT/9P15+7T4Xfax8+fxvfAW79vsxesV7Z7u+e4Z8PTye/b/+eH9sQETBAAG/gbYBkgHUAezBs8G7wbIBcME6gRLBSQFoQTPA9oCbAJaAqECEAIRASUAIP7r+4L5svY59MXyq/FV797svewI7obu9O6H8D7zE/bo+Qz+IwFPBBoGmgZdB6IHFwcDB3sH2QagBSMFJAVJBVkFtATdA+ECWgLKAnUCBQKMAR0Abv5c/Mn5svZp9JrzzvHA7vLsOe3d7crtre5U8DPyk/VQ+e383ACsAzcFfQZTBxoHxQZvB2cHewaoBfwEKAU4BSsF2QSHA8ACsAKCAmgCNgKAAToAs/7o/MT5yPaE9VX0yvGz7tjt9+2a7TXu8e7572ryZfW8+PX8tgAlAx4FwgYMB9MGQgeTB3QHfgaSBVQFIwV5BZAFmQSeAwUDqAJ/AnoCYQJgAVwAY//k/Iv5NPdw9oj0MvEw70Lup+3T7RDuXu7U7+jxb/Qo+HX8mP9BAtoE+AVABlkG8AZuB80GIAZwBcsEBgVwBS8FXQRwA+UCTAJBAoMC4QEpAasAm/+A/D75Ofja9h70o/Gh713uIu4C7untpe4K8HLxQ/Rm+Nr7QP9uAsIE9gUKBq4Gewd7B0IHiwaeBUMFmAXlBVcFxgT+A/oCuALgAskC7gGoAdMBxv9l/HT6HPkX98b0LPL+7wLvk+7m7SLu6+5V7xjxM/Sp9zj7ov77AVIEEwXHBYEG7QZPB/UGFQYTBRoFeAVCBSgFggSAA5cCkQLgAu4BYwE8ApYB5P6b/Nf6KPlN98z03/Ev8FfvEe7u7UTuYO4Z79fw4/Mr93z6hv7kAckDCgXcBZ0GPgfCB0IHDwavBY8FtAW/BZQFEAWbAxkDogPMAtYBjgLyApkBW/9H/Wf7C/oL+PP0v/IS8XHvmu6F7nLuWu757vzwk/Ng9kD6MP5HAUYDsgSBBTMGXQeIB88G9QVtBV4FUAWJBawFOgQhA5wDCwPYAdMBrwKFAkcBPv/q/MX7OPqV9xv17PLc8F/vme6C7hfux+3r7ozwxfLW9dr5vP2sAB4DSAQ6BX0GbAeaB9kGOgbvBVMFqQVwBnsFNwRBBDIE6wI7AqcCEQMwA7wBa/8P/rr8sPpe+OD1qvNr8fnvn+/x7jnuSu5a75jwmPIB9qf5bf25ALYCCAQoBY4GrgdSB+8GlwZ7BXIFewZRBu4EpATDBMkD2wJEAnwCegP8AjwBs/9N/t78tfqD+FH2kfN+8XTwye/B7iDuf+7o7grwVfI19Qv57fwDAB8CPQP2BJUG8AYqBzMHGwY9BRcGkQaXBRMFEgWTBN8DogIlAgsDfwPgAjwB9v/g/vb8G/sn+Yr2xvMA8g/x1O/V7oPuUO6+7s7vr/HG9GH4b/yC/w8B6ALZBN4FpgZ3B7wGOgV7BTcG1AVlBf4E3QSmBEADFwIWAvECTANCAigBFQCQ/vv8a/tS+Vn24PNz8uXws+/87l3uTO5x7nbvWfEI9DD4Ffx//pEA9gJrBGUFKwdqBwAGnQXsBR8G8gVGBTwFbQW/BEoDQgK8An0DUQOWArQBfgDr/rz9VPyn+QH34vQW88DxavCc7xHvpe787rPvJvFK9Iv4rvso/gkBsgLVAxgGcQcAB0oG4gVOBmEGxwV4BY0F2AWxBPoCkAILA2IDGAPHAtMBJgAc/x/+JvzA+Sj3C/VP84TxiPCK76juoe6k7sTucPAr9ID3TPrb/QYASwGIA5AFjAYuBowFqQXlBdMFIwUJBawFawX6A5wClALoAs8CAwOTAh8BGAAy/wP+MfyQ+WX3OPUq8+XxpPBr7/buAu8/7mbu/vCu87T2lfpz/VX/FAGEA7YFSwYEBq8F7wUzBpUFDwV2BSAGbQXDAygD9gK7AjYDSQOLAmYBZQDH/3v+dfxG+vX3mPXd85LyyfDR7+3v1e7x7RHvwPA+88L2Tvr+/L7+CQGtA4QFFwa/BdYFSAYiBloFHQUPBjkGCgUeBEwD0AL8AlsDfQOTAoMB7wAbALv+7PzO+iD4Bfan9Gfy/vDx8OXvue6C7hTvefAF89P2Jfph/HX+9wC+A3sFzQXLBSsGmAbiBQkFxQVLBvgFRgUyBF0D2gIkA6IDUQNrAr8BRAEjAAD/gf24+oP4B/d89Ivy3PEQ8djvye6l7sDu8+/08mX2bPmC+8T9tgBSA/gEGAVkBW0GFwYsBSsFqAUKBtYFIwUcBAADtQIqA2YD3QI5AuYB4QA5AHb/8vzd+kb5zfZd9PjyM/IK8drvH++F7nfu3+/V8jT2ufj8+nv9jwBzA0sE2QQHBmQG5wVWBWUF3wUfBgAGXAUkBBYDFgObA08DGwPQAqgBWwEEAUz/SP2u+7D55fbR9K3zYfIy8UDwRu9r7i7u3O/V8sb1Vfg9+j392AC+AtgDBwUVBk0GpQViBXkF0wUoBh0GagW4AygDaAMLA0MDLwMdAqsBqwG/ABb/nP0a/Hf58vZO9cbzc/JF8X7wO+8M7irup++w8m71Rfe8+VD9UQADAooDJgUUBg8GrAVzBZ0FvAVfBnAG1wTzA44DDQNjA5wD2gIUAjEC7AF+AGH/SP4r/LP5X/eY9ffzi/LF8Y3wDe/77cTtw++o8oX0e/Z/+Qr9mP9cATsD0AS9BYcFcgVQBesE2AV6Bq8FzgT/Ax4DFgORAz0DTwI8Al4CYQFyAKf/Vf4k/LP5vfeb9fLz6fLf8cjwLO+W7entHvBC8tjzIfaG+aH8E/8RATkD8wRoBeQFqQX8BIcFXwZwBg4GUwUbBF8D0gP5AxgD1ALsAoYCuAH4AG0Au/6b/Jn6QfhF9rL0g/O/8nXxRO/Z7bLunvD+8bPzQ/aO+Yb8nf5QAVsDkATZBQAGVwU8BeQFTgZ3BlkGJAXOA9cDCwR5AwcD/QL3AjMCqAFeATYA3f7f/ID6bfhF9qf0uPMB8yzxr+4D7s/uG/BU8fLyBfby+Fr7T/6wAHwCewSUBWsF8AQ6BZ0F/QW5Bg8GsgQSBCkE/AM4AyUDLAOaAisC4QE6AWoA+P75/N/6iPhL9sf0cvQ+89Dw0O4o7hzvve+Y8AXzmPUg+CH70P32/0QCfgQ0BfsEKQUGBV4FaQazBscFigRaBEEEfwNJA1ED6wKLAi0C2wFnAYQADv85/Un7jvhD9oL15fRj89bw6e7r7hDvVe/n8OfyJvUA+BX7XP21/6ECRQT1BEUF+wTqBKAFvwapBmUF8AS3BBkExgOLA2MDGQPDAl4CIgLWAbAAdv8P/or7vPjk9jv2sPVv8+jw4+9D7xvvuu8C8a3yE/U5+I76+/z8/1sCJgQaBT8F5wT4BEsGBgdeBssFcAXiBFcECATJA4ADSQOwAl4CdwKgAcIA6f8r/qn7sfhW9yv3t/VT84rxVvBU70Hv8e+q8G3yOvWE9+b5xfyT//QBxgMNBcUEVgRDBU4GjwYoBsgFUQWkBDoEywOIA3YDtQJgAnUC+AFwAb0ACQBg/ir7wvga+Gj3h/WI8+TxJ/Bl73zvZu9F8FPylPTG9lP5U/zX/mAByANjBAQENQRABQ8GIgYoBqAFHQW7BPED0gO+AxsDrQKGAnIC9QFBASMBlQAj/vr6Vfm0+E73t/X/88DxcfDg70DvR+9c8ELyIfRO9iv5sftm/noBiAPSA7IDeAQ0BdYFSAbvBbQFUwV4BDQEBQSqAyUDoQLAAmwCowFtAbsBrgCp/Vb7Bfqt+KX3J/bm8xLy4vAN8DXvT++k8NzxwvND9p/4D/s2/n0B/wJjA8wDSwQ6Be0F8gUiBuEFLAWpBFQEQwSsAw4DCwMFA0EChQExAl4CbwAS/hj8TPpP+UL4avZD9Knyj/EZ8H3v3O+N8Nbx1fMg9gP41PqO/isBrwJGA4cDbQQoBZAF9QUXBsIFAgWNBHgEKQRdA/kCQQO8AoABtgGOAvEBVAAf/vj7afp/+UL4DfZj9PvyQ/H/74Lvme8F8HjxmvMY9TT3iPrP/bMAFwKcAnYDKgTWBGIF7QUYBp4FBAXIBMgEBARHA7gDkQM/AscBUgLMAj4CogB7/kj8QPtD+nj40PZG9Zzzx/G98D7wxO+P8C7yhfMe9W/3qvo2/qMA/wHsAswDfgQKBc4FZwZ7BtEFVwWdBf4E1wMPBEwEYwNhAjECwQL8ApAC3wB4/tj8sftd+o74I/eS9VjzBvL58L3vm++C8Lrx+PJK9MP2PfqG/fH/UAFxAk4D6QOZBGQFRQbUBR4FlQU3BRwEwwMmBOUDsgITAvQBawL/AlACeQBp/hH9yfsU+tn4ffdL9bnzavLG8NXvuO+Z8KDxbPLk83z2CPoj/Wj/CAEnAjADmQNfBNgF5AVeBaEFtgXoBP8DLARZBJ8DwAL9AeoBqwIWAzYCRQDG/mL9e/tu+if5MveQ9fLzX/K48LDvxu+K8E3x0/FF8yH2ZvmA/ML+agACAnICDQOYBGQFMgUyBcoFWQVWBCAEQwQ6BJUDlALQAfoBAwMkA+ABuQBA/1z9Mfz++nj5xPcp9rb04PI38VLwlvBC8WjxFPKq82j21/lf/N3+HwH6AZAC0gNABYQFewVFBlAGkAX2BMAE8wS/BBgE3gL9AdcCcwMYA3oCIwF0/+H9vfxz+775RPjA9if1NPNX8dPw/PA/8W3xpvFx82L2AvnT+7/+ewAgASoC1wOVBLoEagX1Bd8FKQXCBKMErgTnBKwDOwI2ArYCCAMIA2kC6gBB//f9tvw6+7P5Kfja9hP12fJn8bLw8fAa8a/wVvFK87L1SPip+5T+s/+/AGgCigMjBKcEgAX1BYYFKwWPBGsEIwWSBA0DMQIrAoUC4AIRA0kC1gBx/wX+5fxM+575mvgN9wf18vJG8fPwF/GS8DjwN/Hy8tf0BPiW+7z9Iv+iAEkCOAOwA8UEdQW5BcgF5QRaBPUEOAVOBAsDbgIuAokCLQMhA3wCCwG4/7v+Jv2S+1T6FPmg94v1K/Pq8dPxZ/GI8MjwqfGO8vD0YPiC+3P9/f4BATwCCAMHBMMEjAU5Br0FwwTiBIMFSwViBF0DfAJPAq8CLwNUA0YCCQEHAJ/+KP23+2b6Xfnb91L1IvOG8gTy7vC08NnwAvEY8p/0Lvim+p786f5eAKgBzQJ5A2cEngXqBQ0FqgQaBV4FMgVMBDADfAIrAsQCWgMCA0cCSwElANf+S/3M+9X69vne9x/1z/MG89zxPfH58NTwnfD28fH0lPco+p38hf4uAK0BjgI+A64E3gWaBQYF8AQ1BZ0FMgVfBFoDRwJaAgIDRwMIA1oCZwFUABb/Sv35+5n7LPq297X1XvRF8w7ypvFr8WLwa/A58o30IffQ+QH8/f3u/y4BuwEOA64ETQU8BcAE4ARZBWsFPwVuBAcDQQJ4AvECKAPoAjgCZgGdANf+DP2V/NP7/fm29wj2s/T+8lPyJfL/8BjwbvDh8Rr03vZe+WD75/3K/5EAtgEwA7QESwXoBNQEBwVABZcFQwUmBOkCWgJ4AtQCQwPBAjwCAgKVAML+q/1R/T/8Ifps+Mv2wPSJ8yvzVfIK8UzwivCy8Tb0nfa4+Gv72P1a/zoAewFOA6EE3wTUBLQExgQ0BagFFwXEA80CDgJMAuwCnwJpAn0C0gEmAHH++v1v/b/7OPqd+HX2qPTN8zvzCvIH8R7wGfDL8dLz6vVe+C37gP3J/sn/agEzA1EEpwShBHEEpgSEBYoFBAX/A5cCSgK4AsYCjgK8Au8C7gEDABz/l/53/T38+voI+b32gvWK9Kfz1fJT8UzwsvAR8srzz/Vw+Gr7Xv2F/ub/mQE5A1YE6ASZBI0EOgWpBfsFZwX5A/ICxwIHA7ICngJYAy8DnAFLAJ//pP6D/bT8Jvvh+Cz3r/XD9Cf01fJA8XHwv/D58UfzZvVk+Af7y/wP/sf/MAH6Ak4EXARlBIoE+AS/BQMGKAW7A/oCGAOvAjAC2AJ9A7sCZgGiAJv/dP71/dz8HPst+Tn36vUt9V703vI/8anw+PCu8e3yS/VQ+JP6Wfzq/Tv/JQENA9oDNwQsBD4EDAXYBQQGvQSeA3QDDgNHAkcCRgNMA3gC0gGoAHz/4f4f/vn8Vvsu+VP3MfZ+9Xf0rvJJ8bXw5PAj8Y7yPfWx9zb68/s9/Q7/+gCkAqwD4gPxAwUECQURBpgFagTlA6IDfAL4AbACFAPjAqgCoAGAAKr/5v48/iX9dPtM+Y/3pvbn9ZP0xfKh8TjxqfAj8dDyBfXm9xH6o/tC/QD/FQHAAsgDDQTAAz4EsQVKBmQFwASqBJADfQKTAtcCOQNSA8cC4wHAAPz/T/+l/p39ofuJ+fD3PPdT9nf0J/Mp8g/xu/AQ8Wry9vR194v5FvvC/Lb+mABuAncDWwMnA1YErwVwBfMEFwU0BBgDdAJBApYC9AIbA4gCnQGdAMz/Sv+5/n79hPs++U34ePfo9af0RfMU8iDxfvDI8EvyxPQ39/r4z/qN/Gb+dQCIAkwDwwJYA/MEZAViBZIFLwVaBEcDtgJ1AtgCPgM4A8wC2AHcABIAn/9D/8r9Y/v8+ef4rPd49vf0x/Ny8lbxoPDZ8HvyuPTk9sL4lfov/AH+qAChAm8CogLAA6wEHgVrBaUFJAVSBF8DogKQAtQCLQM9A6IC1gHFAPz/+f9J/2r9ivse+hD5x/d/9iH10vOr8kbxc/DD8FnybPRx9ob4Lfpc+xf+ygCzAQACpQK4A2AEAgVyBZAFOAVfBFIDwAKGAuwCQQMfA+UCsQGdAHUASgBP/4791PuO+lD5JvjC9pX1Y/T98m3xhfAJ8VnyFvST9mz4O/lj+1P+cgAmAeYByQKAA18E+QR4BbEFMgVXBGMDqALEAtoCHwN3A74ChgHhAM0AaAA+/6n9F/zD+o35Ovjy9sv1pfQX8zrxzPAG8d7xK/Rg9pL3ufhn+zz+4P/ZALsBgwJiAwcE4AR2BYoFQgVDBFIDzAKWArgCbANjA3oCagEXAfoAcgBe/7T9TvwF+8T5Yfga91n28fTn8r/x8PCe8AHyffT09cb2q/ho+8/9g/+PAIMBaAITAw0EugRiBcAFFQU4BI0D1QJ6AvYCoQNOA0wCmgFNATEBlwBs//f9jPyC++75dPjb98D2/PSA8zPyzPC68KLyffRm9bf2vPht+8H9R/+mAHABWAJJA/MD3QS3BcoFSwWbBMQD1ALBAm4DwQNKA1oC2wGxAXAB2QCb/yL+M/2q+//5HflI+L/2WPUW9BHyjPAd8cTyHvT39Dv2oPj8+jz9//4XABcBGgK+AqkDrgRkBW0FHQWIBD0DkAKkAkwDbgO+AhoCjAFtAWQBcwAy/1P++Pw3+/L5Ofnp95X2uPXB86XxdPAh8aLyYfNb9PT1CPiT+s38bv7A/9sApQFhAocDlQQdBVYFSQVcBC0DawLxAmUDYwPrAhYCxQHsAYEBbwDJ/8z+F/2b+9r6fPlV+Jj3TvYq9NvxOPHz8cvymfOb9BX2UPja+tD8jP4EAP4AqAHBAuIDuwRvBb0FuQWbBFoDGQNYA7UDywP6Ak8CawJTAmcB9QBfAM3+WP1R/Pf6pfnK+Cj4uvYG9CXyqfEK8r/ycfM89N31NPh3+lP8Vv6+/3IAbAF0AogDUQQoBdQFYQUyBDMD3gI2A60DTgNmAjsCYAKiATMBFAHp/4X+Vf00/Lv6Wvn9+E34Q/ba8x/ypfHk8Xvy3PKq85L1pve8+Qz88v0z/wwAIAFGAhsDGAQ9BcIFLAUsBCID4wKAA70D2wKlAq8CIALMAcEBRAEBAPL++v1+/L36B/rB+bP4ifZJ9LfyH/J38o7y0PIF9Jn1hPfJ+Qf84/0C/wMASgEZAvQCSQRiBccFRgUjBBEDXQPDA0MD/QLeAnEC/wHjAdIBGAHr/zD/+v0x/MH6Svry+Zn4k/Yo9K7yavIr8iLymPKT8y/1+PZe+ar7Pf2D/tj/yACOAcACBAQYBbcFFQWVA1QDogN8AzMDIgPaAlICEAJKAuwB9QBWAKX/IP5C/Fr76PqH+j/54fa29IPzAfOg8pXyC/Py8zf1Q/e1+b/7SP3N/gAAtwDNAeUCFQSUBQMGzAT0A9oDvQN3A2YDWAO4AjECXQJVApIB+gCUAIv/tv0x/B776PqE+sj4ePZ/9GHzoPIG8g/yZ/IA81v0jPbM+JX6lfzp/e/+AADTAOQBnAMYBfAEEgSbA3MDFgP6Ah4DyQIXAu4BRALTAUQBEgF9AF3/s/0Q/HD7bvvB+gP5zfY19fXz9/Kd8pXytPI/89X01vbK+A37zvwf/nz/PADtAIUChASbBUYFyASIBPYDtQPxA+gDJwPKAu4CrwJGAvgBsAE+Aeb/A/6g/CT8JPwg+0z5XPes9Tz0T/MD86bydfJS8630bvaw+J/6S/zy/Sj/mP9qAGsCOwTcBNAEpgQqBHEDiwPSA0YDtQK4Ao4CWgLpAbwBtAEUAa3/uv2p/HD8L/wH+1f5rPfc9Uz0vPMd83XymvIu83H0e/Z0+FX6SPwG/s3+O/+VAKUCJATABBgF1gQHBMwDHgTXA2sD/wIDA9ACcQIWAgsCPAJwAaj/4/0S/fb8cPw4+9f53Pfu9ev0BvQa88HyjPID82H0Rvbz9+j5PPym/Rz+z/6BAFICdwOCBOsELQS7A8sDyQN/AwoDxgLAAn8CCwLBAQACIgIrAU//wv1V/eL8Qvxx+6/5wvdJ9hj19PNM867yTvLj8lj01PWA9/T5Nfw5/Zr94P6RAAACmwPDBL0EQQQPBCYE/gOmA0YDHgMQA68CFwIXAoMCkQIoAW7/Yf6P/R39wvys++v5Rfi09mj1b/Sq867ybfIn81j0gfVv9xz6BvyU/Iv91/4bAPEBjQONBGoEOAQjBCkEAQSCAz0DOQP5AncC0AEJAtsCWAL4AKL/Uv6S/Wb98vyb+yz6gPjT9rf1xPSa85ryl/Iz8/fzB/WV9/L5Y/tc/FP9b/7b/94BggNDBDsEGAQjBDsEzANzAzsDTAMKAw4CzwF3As8CMwIJAY3/Qv7N/Y/90/zO+136fvgB9/b1z/Ru85jy2PLy8j/z9/Rt93z51/oV/PD85/2Z/4MBJwPSA98D+gMgBPwDmQMbA0ADaQODArwB4wFeApcCNgLwAGn/Xv7+/Yj9+/zx+2L6rfh293/21/SO8y3zCfO08l3zPfVz9135DfsY/PD8DP7K/9IBQwPuAyQEXASKBG4EsgOkAwcEogOlAkICaQLNAiUDnwIjAeP/7v5Y/g7+cP1z/JX6F/k3+Mj27vQh9Krz5/Ki8nrzJvUo90L5t/q7+3L8nf2c/3oB4AJ6A70DMgRzBMYDUQO1A70DIgNSAvEB8QGkAs0CCwLCAIP/pP7t/dL9Rf3O+zb6O/kM+C/22PQq9EfzbPJZ8gbzufTC9rD4T/oT++77Yv07/zwBnAIDA8wDagQwBJADrQMEBLsDOQNhAvsBPgL0Ag4DPAIfAfr/4P50/oL+mP0E/AH7APpc+LL2sPW59K3z1fKX8mbz3/Tr9gb5PfoP+wL8ZP2N/1IBWAITAz4EjQQCBNQD6wMhBAEERgNaAgMCkwIqA/oCbgJVAeX/6f7o/pf+W/00/Gj79vlV+Oj20fXV9IvzufJ78v7ylPS09o742vmb+nn7Nv1l/7QAxwEqAxMEJwToA7gD/AMtBPcDGAMzAiQCwAIRAwMDpwJFAd3/V/9l/2H+kf3I/LT7Uvql+Ib3WvYs9fXzCfOS8jzz3/TN9rn44flY+or7kv1B/4oA7gFgAyQEOgQBBPYDPgR7BBYE9gJXAl4CqgL9Ak8DjgLpAPr/uP8i/0z+kv3L/Kz7IfrF+JX3U/Yb9d7zrfJO8uHyT/Rd9lP46fin+Tf79vx4/tT/bwHKApEDpwOTA30DFQQ9BIgDhgIkAhECOQIcAzUDCAK0AAMAov/p/hz+tv3w/Jv7Q/oC+bz3pPZw9frz2PJ78srygvTA9gb4q/iv+VL72PxH/tv/gAHgAqYDvQOIA9oDggRnBI4D9gJgAgYC0AKOA0oDHwISAXsA2v8X/5f+K/4l/fX7r/pY+TH4Ifeg9WP0K/NO8uzyxPSm9qL3ePie+S37fPz+/ar/RwHHAnoDTgNKAxAEYAQIBLAD5QLnAQUC0gJuA+4C4AE3AWgAjv8T/6f+D/4o/Qn8kfqA+YD4Hvfl9Yv0+/I38hHz1fRg9jb3QfiF+eD6NPy//VT/MAHQAhgDCwOWAxsEQARIBMsDqwLsAT8CJQNxA7sCIgJwAWQAvf9N/7b+T/5f/Qf84/rd+Y/4avdQ9pv08PJK8lXz2PQH9gD3Kfhd+ab6EvxR/Rz/TQFoAqECCgOIA9cDPQRGBJMDWgLEAV4CEAMOA6UCNgI0AWgAs/8a/9L+RP4u/Q/8DfvD+bP4xfeM9oL0yPKG8nvztfTU9QP3+PdC+ar6pvv5/FD/KwETAqgCGwN/A/MDkwSWBI4DTAIoAscCFAMyAwsDTQKZAbYA7P+R/0//g/6A/an8bvtB+lv5kvgM9730LfMS87zz4vQV9uv2CfiU+WD6UvtN/Wj//gDxAbMCHAN6AyEE6wSdBD0DdwJpArYCGwNBA/oCbgKXAYcA+v/B/zD/cf6j/bb8YPtD+rj5xfjW9pv0U/P78p/zz/SF9Xn2FPgR+bP5BPsH/QL/hACZAWACsgIeA2ME8QQ7BEEDgAJgArwCJAMtAxkDnAKSAbwAPAD2/17/uP4M/tz8c/u4+lH6APkB9xX1e/M/8wb0n/Rj9b32GPi++I35/voA/cf+VACrAScCWgJPA4wErgQgBB4DcgJxAqUC7wILAx4DTwJTAZgAGAC4/wb/p/7Z/VT8O/vY+hP63vjv9pj0UvNM86fz9fMR9Xb2gfcl+AL5qfpk/EL+HQA3AXsBKAJUA1oEngToAw0DkQKXAqEC/wJXAzIDWwKMAQgBbQDP/5P/Pv/q/bb83ftl+8n6fPk89wT1HvTp88TzT/SB9b/2jvcU+FX5m/pT/Jb+MgAAAXQBWAJ/A4wEpATVAyoDswKCApYCAAN3AwcDKAKjAQ8BLADa/9X/9/7N/br84vt/+//6YfkA9yb1QfS583TzFvRo9VP2+Pbw99X4CvoJ/EL+sv9qAAYB+gFmA08ESQSqAx8DmQJKAosCIQNpA8ECVQLQAdEAOgAdAMf/A//1/az8CfwJ/Ev7b/lA9631rfSq85DzgPRt9TX2Kffm95f4CvoT/CD+jf8xAOkAJwKKA0kEOgTLAz0DqAJKAtcCRwMbA+wCjQK4Ac4AfgAjAOP/Nf/T/cL8gPxt/Hb7evmS90P2rfS7893zh/RD9Tv2GPeX92T46/kP/P79Q//X/9MAPAKCAzUEMAQFBEEDeAKUAgMDHwMsAzADiQLBAQMBhwBqABUAJP/N/eX87/zF/Fn7tvkj+Fz2xPQG9AD0ZvRS9U725PZf9y34yfkC/MH9zP6R/5IALQJSA+YDVgTuA+MChQLAArkC+gJOAxADfALKAewAogCOAC4ABv+a/Sv9XP26/Gr7Ifpc+G32/PQy9PjzffRV9Tv2uPYG9+L3s/nZ+3D9UP4v/50A8gH6Au4DUQSNA9oCsgKOAqUCCgMwAxMDgAKdAe8ArgDLACkAs/6a/ZH9U/2N/Kn7Qfpb+In2IfUn9PLzW/RG9Rn2Wfay9qX3gPm4+wH9z/0h/3IAiwHoAgEECgR3AxADqgKRArMCFANAAx8DiwKcAfgADAErAQkAqv4P/tb9XP3q/AH8ffq2+Nn2bfVo9An0lvRp9Rj2QPaC9pv3tfmK+4n8zf0U/xoAdwENA88D6QOCAwcDpAKGArgC/wI1AywDcQJSARQBcgHvAMn/zP4x/t79gP0X/SP8uPrm+EX3ofWI9ET0vfSg9Sf2E/ZI9uT3svke+4D80v3C/gQAqwERA9gD8wOtAygD2AK4AuACHgOCA3EDQgKFAbABvgH7AP3/Ef9n/hL+0v1e/XL8CPtS+ZL37fXE9Hb0/PTa9fj1w/WP9vL3aPnz+mr8cP11/uX/eAHYAqEDzAORAwID3QKZApQCHgOcAxQD7AGgAbsBhgG9AN//7P5E/ub9uv1C/VP8/vpX+Yb34/Wc9FL0NfW79W31pPV19pT3IvnA+iD8Cv05/q3/TQGiAo0DuwNrAyoD2gJxAqECjgOsA94CFgL4AQICqAHsAAYAH/94/kL+Af6D/a78Xfuw+Qn4HfbG9P/0nPWj9Y/16/WM9qX3OfnS+v777Pw5/rD/RwG7Ao0DrAN9A2kDpQJVAvkCoQN/A7MCNQIWAgMCogH7AP3/H/+T/lj+Bv6w/cD8efsf+h/4+PUC9Uj1dPV59Xr1uvVL9mz3Bvl8+pP7pfzk/Wj/HwGZAjIDfQOkAx4DTQJQAhMDeQMfA3UCFALyAdIBdAHKAMb/Bv91/h/+F/57/aP81Ps1+tj3/vVa9Uz1XPVY9U/1cPX79Tr3tvj5+SD7PPxY/RH/8gAWAtcCfwOOA74CKAJ3AhwDVQPuAm8CFwLuAeEBdwGmAN3/8f54/mn+HP5+/RX9Tfxo+g/4c/bP9Zv1o/Wc9Yr1kPVI9nv3vPgc+kD7EPx3/WD/7AALAhwD5QOsA9sCegLuAnoDggNDA7YCWAJyAisCvAEUAff/H//p/p3+Bf7F/ZT9fPyA+mD42vYZ9tT15fW19XD1pvVa9mH3yvgh+t/6vftt/S//dQDMAREDpgNBA4UCdwLNAi8DUgPYAmkCTwI5AgYCxwHcALj/Q//m/lP+5v3v/bf9bfxp+nv4DPcb9vT14vV09Vf1gvUP9k33vvi2+V36kvtC/av+BACOAf8CUQPUAnECTwLBAi0DFgOzAnUCRAI4Ak8CzQG5AO7/iP/k/jn+C/5H/tn9avyL+pn4CvdO9h32svVo9UT1MPXZ9Uf3gPgx+RT6bvsG/T/+tf+tAeUCLwPaAlsCdwIFAzUDHgPXAngCRgJyAnIClgGrAAcAev+l/gX+Qf5s/tz9ofzG+rT4avfJ9kj2+PW79Uz1RPUx9mz3Xvjn+O75a/uK/NP9r/97AaoC8gJ0AkEClgLgAgADDgO4Aj8CaAK1AmMCjgHZAGIAlv+f/lv+hf6W/i3+3/zY+vL40PfO9lr2FfZ89RH1E/Uq9kf34ve8+Pb5Gfsy/Ln9kf99AbUCxgJjAn8CtgL2AkwDJAOoAlsCswLrAmECsAFPAaMAk//e/p/+wf7j/oD+/fwe+335C/gx9732WvaV9ff0XfVr9iD3v/fj+Oz57foQ/In9kf+DAXUCeAJjAnECgwLhAjAD1AJGAkYCuAKQAgYCsAEwAWQAZf/G/mf+qv4L/z7+2/wv+2v5/vcp98X2KvYc9bn0V/Xw9Zr2dvdp+GP5Wvpn+wf9R/8JAdsBHAI1Ah0CWwL3AgUDdwIcAnwCsgJpAh0C3QFIAXAAh/+q/pr+Cf8n/3f+KP2W+8D5W/jN91b3TvZY9Uv1uvU09uj2tvel+Kj5Xfpr+3L9p/82ASgCiAJ6AnoC/wKEA0MDrQKoAvoC2wK1AogCFgKBAaIAi//S/uj+RP9J/6T+fv3C+9T5uPhB+Gf3LPaN9WX1qfUm9qj2lfeX+ET51fkp+zz9Qf/VAOwBNQIDAlAC/AJAA80CiwKnAqcCpAKRAk8CGQKLAV8AXv/N/vf+Rv82/9P+n/2v+/r5O/l0+Gf3WfaV9YH1qvXx9YT2m/d7+Nj4kfkV+xL9Dv/KANMB+AHvAZ8CMAMIA9ACsgKyAs0CwAKOAnoCUAKtAXMAYf8Q/yX/Rv9l/xn/nf2p+2X6ffmL+IH3Wfa39ar1lfXA9Yf2oPcx+Ij4XfnL+r38vv6oAHIBcgEDAqUC+QL0AskCrwK8As8CqwKUAqcCgwKtAWwAhf84/wL/TP+9/wv/if3c+6T6wPnK+I/3f/YQ9sD1ivXi9eL2t/cl+IX4Xfmz+nv86/5+APgAXAH4AY4CyQLNApYCngK4Ap8CiwKRAuACmQKAAWQAov8N/+n+iv+7//f+iP3q+9j69PnK+Hj3o/YW9ov1Y/XU9c72aPe/90r45PgW+mL8n/7l/5EADgHWAVsCiwKFAnECkAKcAn0CRAKvAv0CbgKFAZoAqv/x/iX/vf/j/xn/mv0x/EX7Q/rg+Mj3/PZG9pP1bvUZ9sn2Svfy9yD4lPhJ+nz8jv7M/4kAOQH6AYYCogKhApcCzALAAmACdwL/AvYCbwK+AaYAk//6/kn/6f8BAB7/xf2v/LX7ffod+S74WfdU9pz1w/U19r/2iffR9973evg1+nX8Tf6Q/18AOQH9AYUCrQKNAtIC/QKCAlACuwIAA+UCngLSAZgAg/8L/3f/BgDp/wD/8v0E/e77m/py+aD4dvdd9vT16vUu9gD3pfeu97T3dfhE+lr8IP5p/00AKQEgAp4CdwK8AiED4AJ4An0CxALyAhMDuQLNAZgAdP8l/57/GADd//r+Lv5R/e37r/rd+bP4cveT9vn1vfU79hj3h/dv92H3RPgZ+h780P0Q/wwAMQERAicCbwLjAu8CmQJhAnICmQLsAvoCwQLTAWIASf8L/7D/9v9//+b+Sv4g/dD78/rx+av4h/eV9tz1uPVR9iP3X/cQ9zn3N/jb+fv7jP2Z/v//MAHIARACkQL/Au4CsgKCAosCzQIRA0QDBQPSAWcATP9d//r/zP+U/zL/bP46/Tz8VPsU+gP52/fI9gX2/PWr9k73R/cK9zT3Evj6+c77Iv2F/g0ABgGIARcCoQLxAtQCnAJ8AoUCpQIQA1oDCAPKARsAb/+U/8P/qv+1/1D/Xf5+/XX8bftP+jb5EvjX9gL2HvbZ9kP3SPfv9gP3OfgC+oH73vyf/gAA2ACZAS4CvgL/AusCxgKTApECtgIqA68DOwOoAUUA2v+7/6r/2//X/zj/ev6c/aX8mPt2+on5NPjQ9jH2Ufbl9mH3Pfe69gf3YPi++RP7yvxZ/p//gAA3AQYCcQKfAqECaAJHAjYCTwIcA5kDygJZAUMAyf9x/4f/wP+Z/xz/Y/6m/Zr8hfu7+pP5A/jG9iD2SPb19kL3wvZa9gD3EvhH+bv6c/wc/kz/QgApAeMBYAKkApQCjgJdAggChQKHA6wDrwKDAXgAyv+W/6//8f+4/zn/wv7Z/cL8/Pse+8r5U/j89lH2tfZb90L3svaX9iP3Cfgk+a/6dvzs/ST/LAAYAeEBTwJ9AqQCjgL4AcIBrwKEA1cDkQJtAWEAp/+C/73/wf+Z/1X/xP62/ef8QPwy++/5Z/jh9m32+fZI9xX3l/ad9ij3xPfu+Ij6N/y6/f/+//8SAeABKwKkAvQCdQLZASAC/AKvA4oD2gLSAZQA///3////8f8BAMD/7P4i/mn9nfzI+2j6jvhA9/72dfea9zL36/b59jz39fcZ+ZP6WfzB/ej+FAA6AbgBOwIIA+kCXQLYAUcCJwOIA5ED6wK/AYYACgDl/73/6P/x/27/1f4Z/kj9yPzZ+1f6ZPg290r3b/dU9xL30fa69gn3oPe0+E/68fsi/Xv+9P+lAFABOALJApcC6gGzAT8C9AJzA4sDvAKAAZQABgCe/7j/5v/A/3r/yv4I/nr9DP0H/Cz6W/iA93L3gPdi9xX32va99uT2Xvei+FL6mPsM/aD+yf+OAFwBYwLYAmQC7wHWAU0CAwOcA5YDjgKlAakA5v/D/7v/2P/G/3b/s/7y/Zz9P/37+/T5XPiV93D3bPdH99z2qPaK9lz2Gvdy+Kv5Avur/Cv+KP/r/wYBFgJSAuoBiwGDAd0B2wJlAx4DggJwAXYA4P+R/5P/tv+2/2b/if79/f39df0E/Bv6uPjt97r3sfdN90L3BveG9qT2cPeG+KL5Ifve/CX+FP8hAIEBaQJ/AlsC5gHMAXQCQwO4A5YD7wLhAe8ASADx/+n/EgAdAHr/tv6F/o7+5/1h/Jv6IPl7+DH4y/ex95f3Dfeh9t/2l/dh+Hz5I/vK/OT9v/4lAHABNgKTAjECsAHHAWkCHgObA30DzALSAeEANADE/9T/BwDb/wn/iP6w/nf+yP0//Fr6PPmS+PD3t/fK93v31vaG9sv2Tffz9yD58PpN/DT9dP7O/wsB9wEwAsQBcAGRAScC2wJoA2UDrwLbAfIAGwCn//n/LACh/wv/rf68/sz+7f01/LD6iPmo+Br4Afj992/38va99vL2JffA91r5wfrw+yj9ZP69/xIBCwIrArwBegGlATYCCwOAA2IDzAIIAgABBgDp/zkAEACf/wL/yf4i//z+6f1n/Av7xvm4+D/4OfgG+Fj38vb19sb26Pbb9yX5f/rM++z8NP6Y/xoB8QHuAa4BZAGdATgCCwNuA0AD+QItAt8AIwArAEgAMgCH//j+E/9u/w7/8P2y/Ej73fnS+Jf4gPjv92L3L/fc9qn2APfW9x35cfqj+7b8Dv6y/xQB3gHnAaoBbQGnAXECDQNVA4QDIgMIAv0ARwBYAH4AIABg/wL/Yf+F/wn/HP71/GL75fkn+e/4ePjc95j3P/fG9or25faj9+P4LPoY+0b8qf10/8sAewGxAVwBHwGZATkCtQJJA2wD/ALpAcAAQgBnAHgA2v8a/xT/Uv9h/+j+KP4B/UD74/lh+d74WfgA+Kv3R/ey9of2v/aj9+D4+fnz+hL8xf1g/6MAqAGWAUIBXgGqATYCzQJpA5gDJwP1Ac0AkgC6AHsAw/9B/1T/mf9m/zP/l/4Y/XT7bvq7+SL5qvhZ+Pj3dvfy9pj25/ap9/L4xvm3+gb8ff0w/6AAYQFPATQBUgGXARYCwQJlA7gDLQPMAe0A3gDcAG0Amf92/4D/cf+I/3r/pf4P/ab7rPrd+T75yvhv+Bf4hPf79qj24fbt98T4mfmq+t37gf1K/8UATQFmAWEBgAHBAT8C7ALLAwQEJwP3AUcBTQEfAU4A1P+q/3r/of/X/8f/tf5R/f/76PoU+nj5DPmw+EX4vPcD96b2IffA95/4evlg+of7R/01/2oABgEjASABOgFvAcwBxwKZA6EDqAJ9AUUBKQGVAAEAp/9K/wn/Yf/D/2b/gv4a/eT7vfrp+Vv52PiM+DH4Zfev9or22vaH91v4HPnK+UD7Ff30/i4AyAD6ACsBKAFBAc0BzwLfA58DiALWAa0BSwG2AE0A4v9S/0b/wP/9/57/sf6J/TT8E/ta+oD5Kvny+Fn4h/fq9rj28vaj92345vjA+TD7Cv3j/vr/ogD3ABwBEQEIAbYBHAPOA1EDcQIZAqgBJgHNAFMAtv8z/1T/z//l/43/v/53/VP8RftG+pn5ZPkO+VX4m/cH96j2AffA9zn4wfiD+Q/7/vyu/sf/bADvAAgBzgDLAOYBPQN/AwADlwILApoBJgHIADkAZv8q/1v/uf/p/6T/vP6d/Yb8YvtO+un5lPkX+Xj4tPfw9sP2Ifei9wb4ZvhH+eb6zvxk/ov/TgDwANMAcgDFACoCHwNGAxADoQIlAqcBYQHyABQAh/9H/27/3/8NALX/2P73/b/8ePuw+jb6zPlp+av41fcl9/z2VPfE9/33avhV+fz64fxW/oP/lAApAakAaAAxAWACNQNYA0oD3QI7Av0BoAH7ADoAmf9U/5H/BgAVALL/J/8X/s78xfvd+lj6EfqL+dX43Pcs9xj3Zfe29873GPgk+d/6kPzW/Vr/nwDFAFYATgA+ATgC6wJEAzgDuAJjAh8CqgEIAUUAlv9K/7b/BwD2/93/L/8x/gH9yfsF+3n6Mvqv+d346fdN9zr3l/eu97n3+vcx+c/6Gvyw/Xf/gwB5ACMAdQBQAR8C7wJAAxkDuAKAAisCtgEgAT8Acf99/6L/1/8AAMD/Hv8X/ur8xvv3+nD6Nfqe+bv4uvcp9zL3b/de9xr3vPf0+B76e/tT/TX/7P/V/9v/GwDbAMwBpALsArkCkAJEAhQCvAH1APr/d/9X/4j/zv/x/8r/Jf8z/gH94vsN+6n6ZfrA+cz45PdQ95r3m/c29zT39/fu+OH5ePuI/UH/1//l/+b/KwDzAAACrwLjAukCqAJ6AnUC4QEIASUApf98/5//8/8PAPf/b/9s/kL9EPxf+/P6lvoC+t344fe599b3hPch90j3FPif+Jz5XPuE/Qj/n//M/87/HgADAdMBjQLsArMCjQKGAm8C2wH4ABQApP9x/5v/1/8PAPn/ev+I/kj9TvyM+yz77foZ+un4N/gU+A74bfdA96b3DPh4+G/5kPty/eP+pP+v/8z/VAAdAfoBrQLlAswCxgLjApcCEQIgAVQA3f+T/8T/AQAeADEApf+z/pL9gPzU+6H7Q/sv+gz5nPic+An4kfeE99n35vdL+KH5dPtp/df+a/+Q/8b/LAAGAecBggKaApQCyQLJApEC6gELATEAmP99/5D/1f8MAAEAgv+l/nD9UfzU+7L7BPvH+en4vPhm+Lb3X/eH93j3cPf99zv5SPs0/YX+Df9b/4j/CQDpAM0BTQJsAo0CxALbAoYC+gEBASUApP9e/4X/2P8MAP//kf+t/lX9ZPwg/OL76Pq1+T/58vhH+MX3rveB93n3YvfK9zb5N/sp/U3+/f4y/2v/BADsALkBNQJXApYC1ALNArgCBgIaAUIAuf99/57/9/8XABsA0f+k/lj9ofyD/P77y/oL+q35APlk+AT4y/fC93j3R/es9zH5NPv5/D7+0v4R/17/AQD1AKsBEAJjApoC4AIOA8ACFwI5AWcAyf+O/6z/4v8pAEMA2v+O/lv9Bv26/Nn76/pb+s35FPl0+BH48vfI91b3/vaj9wv58PrI/Pr9p/7Q/jD/AwDeAIUBBQJEAqECBwMhA+gCSgJtAXYA9v/A/7L/7P9FAJUA2v91/sf9eP3W/PX7O/uk+vf5TPmo+F74Svjn9033Gvep9xD59/qv/Pj9eP67/lr/AwDVAIkB5gFGArACIgMyA/0CcgJkAZEACgDA/5z/4P+jAJ0Amf+g/hf+pv3f/Bv8avvI+hn6Rvmz+Iv4R/jL9yv31vaB9774p/p4/Hv9Ev5m/hP/1/+pAFIBjAELAoMCyQIHA9UCIgI2AVgA8f9p/yH/3/99ACgAR/+X/gn+d/26/OT7S/uk+sP59/iA+FX4Gvhn9732kPb+9nX4WPoV/Cv9tv04/sr+tv91APMAbAHMAUwCsgLlAskCCAIYAYoA1/8U/0P/FABzAAcAUv+o/jn+mP28/Cv8m/vY+vn5Qvnu+Nb4bfi09xv3wPY/96r4mfor/Cz9xP0n/gX/2/97AP0AegHnAVgC7gJGAwUDOwK7Af4A4v9l/8f/dQCMAC4AkP8a/5n+x/0g/Xn86vsb+xz6jvlJ+R/5rvj990P31PZi98z4pPo0/Br9qf1F/iH/4P91AAwBjwHsAXECNgNpA+gChQIMAukA2P+D/+7/dgCEABoAp/9E/5/+5/1A/c38Mvw6+1j62Pmf+VP55/gl+Er35/Zl99n4mPoK/PP8lf1E/iH/zP9yABoBcgHVAacCaQMoA/YC4AIOAt4Aw/+R/w0AYQBfACEAxP9b/6f+5P1y/e/8QPw9+336//mn+YX56vgP+CD3qPYp95n4Q/qb+4f8N/0c/r7+dP8/AKgA6QCaAYgCygLYAtQCoQLFAU4Abv9a/7D/9v/8/8n/mf8e/1b+uv1N/dH89fsj+1j62Pmz+V352/ji9972fPb+9nX4EfpG+0j8Jv3p/Zz+n/9NAG0A/QDdAZAC0AL6AjgDAAPjAYcA1/+9/wQALgA3ACkA/f+C/8z+b/7y/Vn9lPyh++P6afpB+gP6T/lQ+FT31/Z599n4R/pl+3z8Yv3t/QD/6f88AIEAJQEDAnoCwAIWA2gD/wLEAX4A2v/P/+D/8P8BACEAzv85/8H+Qv7b/T/9dfyB+7X6VPoi+u75M/kc+AH3mvZc94z41fks+yT8vfy8/dv+i//s/04AKwHeATkCkQIcA3QD2gKwAW8A9v/8/+b/CgA9AEMA6f9s/+/+kf45/o79wPzQ+xz7w/qO+k76mflS+CX3Cveg9534FPpO+xj82/zg/fH+ff/E/2wARQHSARMCmgI+A3kD2wJ9AX0ABwDa/9T/+v8uABUAvv8q/7z+bv4I/mr9h/yb+/D6kfpi+kD6QfnK9/v2svYd90H4qvnE+m37U/yI/V7+z/45//z/wAAlAY4BMQIAAzYDVwIrAUsA2/+b/5T/0v////T/kf8T/7H+ZP4a/mT9fvzC+wT7s/rc+nD6R/kj+Db34vZN93744fmp+nz7m/y6/Wz+yf5//zIAywA/AZ0BnAJ9A2gDqgKZAccANADj/9v/AAA/ABoAxP9Q//L+0v5d/qX93/zd+yH7MPs4+5X6hvln+GT33/Zt96L4ovlX+kD7jfyJ/Rf+s/5S/woAgwDFAHsBjgJEAyQDeAKSAbkACgC1/7v/2P/8//f/k/8l/xD/vP5Q/sv9v/y0+zT7XftA+6n6yfmG+G/3Cvei97D4a/kc+kn7gPxm/f79mv50/w8AVACxAJEBqAJKAzMDmQLPAe8ALgDg/9T/BgA2AOj/n/9o/xb/6P6l/vT9zfza+6H7k/ta++v6Avqn+Gz3Nvff95f4NvkL+jD7Yvwp/av9gv5o/+v/DwCRAKMBogJAAx8DmgLKAdkALACy/77//f/z/8f/jv8r/+D+yf6F/q39jfzd+6D7ivti+/T67vln+F73VvfA91j4Bfnr+T77Rvze/IT9bP44/5j/zv9iAIMBbwL/Ah8DhQLHAewACQC9/9f/+f/3/+D/of9A/xT/H/+r/qn9svwJ/Mn7nfug+0H77Plv+Hv3gPfL9zD4yPjb+Tr7Bvyy/IH9gv4t/17/qP9qAG8BaQIUA/8CqgL4AecAJgDf/+P/4v/z/9j/gv8y/zP/M/+U/p39wPwB/JP7sfu3+yn72/lj+Kb3l/e99/f3rvjj+ff6yPt7/Iv9pP4A/1L/wP9lAH4BdQL6AhsD5QIRAgABVgANAPH/AwAbANv/ff9X/5P/gP/H/gb+FP04/PX7IPwm/Hn7CPqx+BX42/e89/v32fj0+ev6j/uK/L/9if78/jz/n/91AJIBUgL2AlID9gIRAhwBdQAKAPH/FwAdALv/Wv92/5D/V//N/v79A/0g/PP7P/wu/FL72/m4+B/4rveA97f3sfi8+V/6NftW/HL9Sv61/uP+b/9YAFIBKgLxAkMD4AIQAjYBgQAAAPf/LgD2/4r/cv+C/4f/Tf/M/vf96vwX/BD8aPxG/DL76Pnn+Dn4ovc697T3oPhv+S36E/sy/FX9IP5x/qD+a/83AB0BIALxAkADygIiAkgBXAD3/xsAIQDS/47/fP+D/4r/Yf/u/gH+5Pwg/F78oPxN/EX7Cvo1+Vz4j/dR99z3lvhP+RT6+voh/Fv96v0w/q3+Uv8XABIBJQL3AioD7AJGAkoBbAA6AF4AHgDf/6L/m/+h/5//lv8a//391vxo/KH81Pxi/EX7V/p6+XL4rveK9/X3l/hM+ez59vpG/D39yP02/rX+T////ykBSgL2AkkDMwN4AlkBsACiAIEAMgD2/9f/yf+z/+L/3/9E/w/+D/26/An9DP1r/JD7wfqv+YP43vel9xz4tPgf+c35+vo3/A/9o/0t/pT+If/o/w4BBgLDAjMDCgMlAi4BpgByAEoA9P/G/4v/aP9s/7X/rP/0/qL9svys/OT8qfwY/G37mPp0+WT4qPeO9wP4S/i8+IL5yfrw+738af34/UT+4P7d/98AzQGzAlED8QIqAlMB5ACsAE4AHQDx/6T/ev+s//r/7v8U/8T9K/0m/Sn98PyD/N/76frX+Z349ff39yv4S/i5+LL54Pra+7n8fv3c/Tb+8f7i/7YAyAHUAkcD8QIcAm8BCQGfAFAAEgDa/4P/Uv+W////4P++/rD9MP0X/QP9v/xk/NT78/qv+Yn48vf39/33+veM+IL5k/qY+5j8P/1+/R3+yf6Y/44AsAHeAkMD2AI4AqABHQHLAG8ARwD0/4X/b//0/18A9P/0/gb+nP1p/VP9D/3U/Fr8Sfv2+er4hfhQ+BL4LvjQ+Kr5ofrQ+8D8Of2X/Tn+1/6N/4EA6QH8AjMD7AJQAuQBSAHvAKkAagD8/2j/mP82AGIA6f/m/hn+wv1y/Ur9Dv3o/HX8Qfvr+Qz5pfgl+N73EviI+Fv5afqE+1z83vxL/en9av4h/zcAlgGWAuACpwIrAq4BFQG8AJQASwCQ/zX/m/8vAEAAuP/V/if+y/1w/Tn9KP0w/XL8Qfsl+lj5yvgu+B/4JfiM+F75i/qq+0b87/yA/Qv+bv42/3MAyAG8AgoD4AKNAv8BVgEuAQwBaADA/4D/8P9+AG8A2/8O/3j+D/6f/WH9kf14/Zf8Z/t9+qf54fhv+Dn4Lvh9+F35kPpu+yT81vxt/cL9Iv4c/00ApwGFAsoC4wJ3ArgBWwFKAfgANACH/2z/9/9bAEMArP/6/nX+/f13/W/9s/1R/Y38jPue+q358viA+Cb49fd3+GD5bvo4+w382/xH/Z39DP4D/1gAkQFMAt4C8gJmAswBnQFwAQABKACL/4r/BABfADEAs/8r/6L+2f2A/an9uf1R/ZL8pPuw+sf5DvmL+Az43PdW+Db5Ifr++t37lPwH/Tr9uv3J/vz/HQEiArUCpQIRAqcBmQFkAdEA7v9b/3r/BAA2APr/qP87/2/+vv2P/br9x/1V/bL81PvJ+vn5UPmo+AP4/feM+D/5HPoE+/b7v/wJ/SX96f38/hcASwFYAv0C1QJXAg4CFALVAfUAGwCe//H/WwBWAEMADACI/6j+DP4F/hb+Dv62/Qf9GvwW+2X6qPnQ+DP4NPiR+EH5A/r6+g38lfzA/AP9yv2//tT/FAE4ArkChgIfAgkCAwKrAb8Axv+R/9T/CQAJAAEA1f8c/0H+3v2//cf9sP16/cP8u/sK+0H6a/mL+Oz38/dQ+OH4nvm7+rr7GPxT/L38g/1p/pT/8AAXAoUCUwIcAh8CRgK7AawA9v/a/wAAEAA5AFMACgBX/47+Nv4Z/hT+Kv7T/Q79Q/yP+8n61/n0+Gz4Xvil+Az56Pkm+/v7S/yV/An9uv19/r3/NgE4ApECbwJJAogCkQK/Ab0AGgAMAPz/GwBWAG8ACQA5/6r+Lf4F/g7+HP6l/eX8N/yI+6/6n/nB+Dr4Lvgt+J34xPnM+oH71/s9/K78KP0O/mn/2ADSASsC9AEdAogCTQJmAYYAEADb/73/9P9QAEMA2P8t/4z+H/4Z/jP+Iv63/QT9bfzM++j6x/n9+I74R/g++M349/nr+or7+/ti/Lz8PP0q/pP/FAH9ARACHQKUAt0CggKgAdsAVAADAOz/NgB4AFQA/f9a/6f+Qf5F/ln+MP6//Sv9ufwC/On65vkr+ZT4I/gU+Mf4zfmf+kb7wPsb/Fz8zvzN/V7/ygB6AZcB5AGAArACLQJ+Ad4AKADE/9j/FABDADIA2/8o/4D+Lf4r/lP+DP6Y/T/90Pz8+/T6EPpx+bP4IvhC+Oz40Pmb+lH72vsk/GH8w/zp/Zj/ygBnAZoBKwLSAsoCZALdARwBWwAeAB0ARwCJAHkADQB5/9L+kP65/qT+Yf76/bz9R/1T/Hb7pvrP+ez4cPiL+Bz52/m1+mr76PtC/Df8r/wP/rL/swAdAZoBTwK8ArACdQLPAfIASAD0//P/LgBfAE4A6f8t/6D+lP6g/mn+KP7k/bf9G/0m/GP7hPqQ+Zn4JfhB+Nv4mflU+jT7uPvQ+9P7c/z3/YL/NgDQAIsBKwKUAp8CZgKjAdAAGwDU/9r/FQBiADQAxP8U/6D+lP6R/kL+Gv4a/s/9Gv1L/Kn7pPqr+bD4Jfhg+Nb4iflJ+jf7t/uV+4f7c/z1/RD/5f+RAFsBBQJ6AqcCTQKqAdMAJgDX/9L/HQBlAEgAsv/8/r7+sP50/jT+NP4o/rD9Iv17/MX71/rB+cj4Vfhv+L/4XflR+lH7kvtB+3/7nfzm/e/+zv+pAGkBGgKoAswCkwLjAQ4BXAD3//f/PwCDAEIApf8h//r+4P54/l7+eP5K/u39df3I/B38JvsA+hP5nPic+Lv4Y/l8+mr7YPsj+537nfzN/dX+wf+AAFYBFgKhAu4CkALpASYBWADx//b/SgB7ABcAjf9A/wv/pf5g/mf+Y/42/t79X/3q/DH8Gfve+QP5q/hp+HX4NvmE+g375fro+mr7Wfx3/Xj+Wv82APgA0gF4ArICZgLEAfsALAC9/+X/RQBDANr/dv81/+H+gP5C/kf+UP4R/sH9ZP32/D38EPvj+S35tvgz+GP4hvmR+uv64Prm+oL7dvxv/XT+dP8xABcB9QGUAtoClwIXAikBSADw/zwAiQBNAAoAxP93/xf/ov6D/o7+dP45/un9mv1A/Wf8J/so+oD5p/gU+I74pfmO+tX6r/rf+nP7Qvw//Ur+JP/6/+oAxQFvAqUClAL3AQYBIQD3/0UAWQAxAAMAzv9o/wn/p/6T/pD+e/5F/gD+5/16/W38V/uw+rb5qPhY+NP46Pmf+tj63/oF+5X7b/xc/Vj+L/8HAAYB7wGRAtAC3QI1AgkBXgBCAG0AewBKAB0A7P+K/xn/vP6u/r7+gP44/ij+Hf5f/WT8jfvD+pb5e/g2+Mz4x/lR+oX6kfq4+kH7Ffz5/Pr9vv6o/7oAiQEwArMCtQLVAc0AOgAuAEoANAAhAAYAyv9v//T+qP7H/rH+Tf4w/l7+Kv5Z/Yn83Pvj+pb5i/hT+P/4wflf+oX6k/q++kb7IPwE/eH9vv7X/7YAiAFGAvIC0gLsAfsAZwBcAEcAPAApAAcA7P9m//H+3v7k/pT+UP5x/oX+HP5i/cv8Hfz2+oX5ifhv+AD5ufky+l/6Y/qL+jT78fvO/JT9nP6W/2EASwFKAvECoQLQAfUAjwBRADwAMQAYABsA4/9G/wj/Gf/b/nv+bv6r/pb+H/6M/Sn9b/wS+635xfix+EH5z/lA+nf6W/qn+k77Cfy2/KD9n/52/00AUgF0AvcCoQLVASIBmwByAEAAIQAxACwAqv85/yT/+v6q/lD+ZP6Q/mb+7f2c/Tf9ZPwB+5D5vvit+BD5q/kL+h76Gfp5+gr7kvtQ/E39O/71/un/GgE8ApYCTwKdAe0AjABDAAAAFQAsAPz/ev8f/yH/2P51/kL+eP6A/jv++/2//XD9gfwI+7b54/jC+Dj50PkT+hD6NfqO+gT7lvtn/HP9MP7k/vP/OgFMAsECbwLBAUQB2ABnADkAZwBkAAEAlv93/1L/6/6F/o7+v/6k/mH+M/4c/rb9q/w7+wX6H/n6+HT53fkW+hj6Uvqp+v/6hPt5/F799/3Q/vH/PAFVArUCVQLkAW8B2ABeAFAAigBNAOj/r/+h/1f/3f6r/rD+zP6g/mf+UP5e/tz93Pxx+x76Nvkr+ZD54fkK+iL6afqI+uX6lvt+/CD9zf2Z/tj/OQFjAokCWAIFAnUBzgBtAIwAmABFAOj/6/+Y/1T/2P67/sb+vP6I/mH+eP5v/u/97fyC+xD6W/lM+ZH5x/nx+ST6RvpR+s/6iPtI/OX8e/1Y/rP/KQEJAkkCTQL6AUEBkQBoAH0AUAD//9H/x/99/xT/l/6a/pz+ff4u/j/+Zv5Q/vf94vxx+wL6W/lY+Xf5kPn2+Rn6IvpB+rD6efs4/L38N/1C/sb/GAHhAU8CggITAk0BywDFALcAaAAgAP//AwCo/yv/4/4J/+b+sP6M/o7+v/7B/mH+Rf2u+2b63fmo+ar57Pko+kD6QPpl+tT6pPtR/Jv8Jv1M/tr/9QDQAV0ClgL3AVAB8wDTALQASAAbAPr/9/96/wv/2/7Y/qj+cv5Q/l3+hv6l/kH++/x4+2L6wPl0+W/5qPnj+eH55fkL+rL6dPvd+xj8xfwc/oD/igCaAVUCYQLKATkB+gDhAI4AQgAeAB4A7P9m/x//A//k/rD+ff5b/nv+yf4D/2H+H/3M+7P6Avqv+bD58vkQ+hz6+fk9+u36mfvg+xf8A/08/oP/ogDBAYYCbgLeAXQBSAEaAZ8AbABnAEIA/P9//zz/M/8G/9L+nf5n/pr+Ef8n/3j+N/35+9f6Hvq7+bz59vkU+t75wPkn+uj6Zftz++T7v/zv/Q3/TgCUATsCGgKrAVsBOQHKAHIAVgBHACUAtf9e/zL//P7h/rj+U/4w/n3+FP8L/2T+RP34++P6Efqh+bD5//n5+a/5mflA+u36FftI+8n7q/ym/eD+RwCFAR8C7gGxAYUBPAHQAHAAZwBbABUAwf+I/yv/If8R/63+U/42/sf+Nf8r/3/+av1G/CT7VPrg+QL6QfoC+qT50vl8+un6CPs+++D7jfyE/cz+SACMAeQB8gHFAacBRwHNAJ8AlQBqABcA4v93/zv/Qf8L/4v+Jf5K/sz+Pv8l/5D+ff1T/D37Mvrl+Qv6Ifq2+Wv52/lg+pz6y/oT+6T7Pfwo/af+KABEAaMBygHPAZkBHQG3AJgAcwBCACAA1/9g/0//V/8W/33+Lf5h/vL+WP9A/7b+uv2x/Fb7d/pV+nn6RvrM+cz5MPqn+tf6Bftr+9r7UPxT/ez+ZQBhAdgBGgItAu4BdQErAfsAywDFAGUABAC+/77/pf82/6X+bv6o/i3/kP9p//j+HP7l/Hz7wPqs+pb6L/rM+d75QPqA+qn6+fpa+4H7/PsV/bX+BwDyAIUB3QHnAYEBPgHYAKUAmgBvAP//qv9s/3z/Tf/Q/kX+A/5T/tv+Of8X/8z+7/2A/Eb7tfqZ+lf6zPmc+cn5CPov+nr6yfoL+yr7p/vy/H3+w/+fAGoBwQG/AZQBPgHYALwArABwAAAAov+O/5D/Wv/X/lD+J/6I/vT+MP9Q/yX/Hf6p/JL7Lfvg+n/69vng+RP6Lfpl+q36DfsS+xb7u/sm/XX+uP+6AIAB2QHqAcoBUwESAfcA8gCEABAA4P/J/87/fP/o/k/+Vf6o/u/+V/+W/0//KP6//Nb7fPsP+4f6IfoZ+if6LPpw+un6HPvl+gr71vsX/Wn+rf/AAJQB+wEfAuoBfgFLAT8BKAGzACgA/P8JAP//gv/p/nL+i/6x/vX+gv/R/3f/KP7v/C/8zPsc+5X6RPo2+h76JfqI+u768Pq3+vT6uvvT/DP+i/9+AF4B2AH/AaoBVQE0ATQB7QCEAAcA4v8AANT/T/+f/mP+TP5W/rP+Xf/G/x7/4P3F/DH8kPvV+mL6E/r0+bj56Plw+qz6f/pm+p/6Y/t5/Nz9J/80ACMBvAHHAXsBSgExASgB5gBeAOX/8////77/J/+z/mr+KP44/sn+n//H/xT/9/0Y/XL8t/sB+436T/rp+bn5HvqF+p/6fPpR+qb6Vvt5/NP9Cf8oADQBxAHPAaABeAFpAVYB7wBOAAEAAQAPAKz/F//Q/m7+Bv4n/uT+vv/E/wb/FP5R/Zj8uPsQ+9H6RPrX+cH5Kvp/+o76d/pK+ov6NPtq/J392/4MACIBpQG2AYwBbAGFAW0B0QBFABcAFwAKAKL/Qf/j/lv+4f02/gn/vf+q//L+Pv6G/ab80ftJ+9f6RPrS+d75RPqQ+pP6c/pD+ov6TvtG/HD9xv4KABEBpwGrAYkBlwG2AXABzQBbAEoAOQD//7L/dv8C/1P+A/5e/k3/2P+q/yf/hf6w/bL8F/yF++36Rvrs+Qj6Uvqc+pz6Xfoo+o36KfsT/Ef9n/70//4AewF6AX0BpwG4AU8BqQBeAGQAIADw/8H/i//4/h/+5v2C/mH/vv+b/13/qv62/eX8Q/yj++n6Uvr3+Sj6YPq4+pv6Q/o5+nn6GPv2+zD9gv7u/+0ATwFyAYsB1gHPATcBvQCXAHIAKAD3/+X/qP/h/gP+8v2q/lj/qP+z/2//oP6z/Qf9X/yj++X6Q/rx+Q76aPqc+l/6KPoW+kf63/qn+838T/67/50A9wAcAX4BxwGLAQYBrACGAEUABADz//P/kf+l/un9Cf6i/jX/nv+1/2P/qP7S/UL9jPzJ+xD7YPoe+k76nvq9+pv6Xfpb+oj6C/u/++X8cf7a/64A6gBbAdYBAAK5AVIBFQHRAJEAQgBTAFMAvv++/jT+Zv7K/kf/vf/f/2//u/4G/mz9tvwJ/CD7aPpH+mX6p/q6+pP6WPpA+nH60vp2+5X8Of6F/x0AhwASAZoBogFWAfgA5ACVABUACgA3ACEAa/99/gn+Kv57/gj/mP+Z/0H/rf4P/oH93vwK/CH7jfpb+of6xPrS+pz6W/pl+oL6vfpg+7z8YP5v/wQAoABNAcoBxAF7AV4BLQGmAEMAYgB9ADQAdv+x/kz+OP6n/k//wf+7/2j/2v5B/sL9Ev0v/DX7mPp3+pn6wPrD+o76Tvpg+lv6f/pF+678Mf4q/8//eABFAZkBegFnAVAB9QBTABoAVgBqAO7/M/90/vD9+/1q/gj/Zf92/yj/mf4t/qb99fwG/Bj7jvpm+o76w/q9+nf6Zfpg+jj6T/ot+6X88v3S/o3/cAA3AWQBXAF6AVkB1gBLAEoAgQBiAPr/Pv9v/ub97f1k/uz+bP9d/w7/nP4//sT98/wT/Bz7kPpx+rP6wfqH+oD6efpV+vb5OPov+5f8zf2M/pj/fgAgAVgBiAG0AWoBzQBoAIwAnQBhAAMARP9y/gD+/v1v/vj+cf9p/yf/2/59/gj+N/1W/FT7yPrI+tr61fqs+rj6mPpM+uv5Kvpd+4D8i/2C/p7/kQALAVMBsAHQAVsBzgCJAKUAmACEAP3/PP9//u39+v1s/gX/Xv9m/yv//P6o/ir+Yf1a/Ff77vrj+tT6uPq1+tH6n/oo+tf5SfpO+2X8P/1V/p7/VgDcAF4B2wHFAUIBvACPAKYAqACHAPD/Sv91/vf9/v1b/v3+Qf87/x//AP+z/jH+c/09/F37+vrf+rP6mPqv+sj6d/rV+bL5M/op+/H76vwq/lv/AwCRAFIBpQF+ASABrACAAKYAqACKAP3/Sf+R/vr9FP6W/g3/UP9g/03/Kv/6/o7+nf2A/LX7bfs1++b64vom+yz7pvr9+ff5kfo9+/j7Iv10/mD/AQDTAIUB0wG7AUcB/QDeAP4ADAHLAFMAlP+7/j/+YP7M/jD/h/+Q/3T/a/9S/7/+vv2s/AT8t/tP+wj7D/tf+zX7hfr2+RP6ffrm+r37Bv0l/gP/x/+XAGEBsAGOASsB0ADIAN4A8ADAADwAfP+O/jv+Qf6Z/v/+Pv9K/0z/af9M/7b+oP2x/B38qfsm++n6JPtZ+//6Kvr5+Rb6Ivqc+oH7v/zP/ar+gP9yADMBgAFnAQEBtwDFANEA4gC9ACgAUv+L/jT+Mf6T/vX+H/8l/03/gP9m/7H+qP3f/E38tfsV+wX7Uftl+8v6OPoY+vr59/lx+nP7j/yA/Xr+bP9bACMBbAFFAeoAxQCzANkA6QDOAA8AWP+a/h3+Sv6W/vL+Bf8Z/2//qv9u/7j+v/0m/Yf8sfsb+0X7kPtc+8v6Zfot+uz58vl6+nv7efxp/WH+VP9nABwBXAE0AQYBvwC2AO8ACAHIACUAUv+X/ir+R/61/t3+A/8e/6f/zv9//8L+D/5z/a78tPtf+6D7r/tw+/n6uPpO+gv6Cvqq+pL7hvxs/Wf+gv95AEUBeAFtAS0B5gDyADMBQgEEAVQAmP+//mP+lP7K/vf+5P5V/8b///+D/8/+Vf6w/ZT8vfuY+7f7qvtr+xz70fpR+vf5Dvqh+n/7Vvwo/Sv+gv9bABcBZAFYAQwB2QD7ADABPgHwAEsAff+n/mT+jP6i/qL+sf4e/77/rf88/8/+ZP6A/Vr8rPug+7T7dPtP+wv7yfoi+t35/PmC+lL7DfzW/Az+Kv8uAO0ASgE/AewAzQDtAB8BMwHzAEMAZv+Z/nH+if6f/mz+nP5G/8f/mf9U/xn/k/6E/XD88fvQ+8L7k/t++0j7yfpD+tT5Bfqp+kj78/vL/AD+L/8pAAQBUwFFAQsB6QAcAT8BdwEjAVkAcv/V/qX+xv6D/mH+4f58/77/i/+C/2D/qP6D/Zr8NPzx+8b7uvuI+2X72PpB+tv5HvqW+iD73/ur/OD99P4hAPUASAEjAfsA7wARAVkBbwEVAUgAYf/H/s/+oP5E/kj+6P5d/2//a/+L/2X/g/5z/az8Ifzc+7H7k/uE+0H7svoF+tD59PlS+s76gvtl/Hf9vP72/6YAAQHpAM0AtADwAEoBXgELARQATP/x/tr+Xf4U/lv+6/5B/1j/hf+7/2X/l/6X/c78YfwJ/NP7xvvA+237z/o9+gf6Fvp0+un6lvtl/I/91f4HAL8ADAEYAd4A+wAUAaMBvAEjATEAiP9l///+eP5C/qj+Ef88/3n/4//r/5v/wv7b/Rv9nfw3/P/7GPz5+5j78Ppp+jv6NvqF+vn6kvtX/In95P79/8UADAEUAeoA5gAuAcQByAESASwAw/+A/+v+Uv5Z/rD+3v4T/3n/2P/2/4j/xP7m/Tr9o/we/B38IPz/+3n73/pg+hj6JPps+sD6TPsS/Dn9n/7G/34A5ADmALkArgA5AcIBlgHKABgAz/9e/6v+Mf5Q/n3+qv7T/k3/uf/f/17/qP7v/Sn9gPwT/Br8KPzq+1/71/pK+gX6Cvo++oD69PrF+wb9ZP5//zwAswCwAF8ApgA8AbEBZwGiAEgA8f9H/5D+Uv5W/mb+iP7T/l7/3//b/3b/1/4j/mH9pfxh/E78S/wK/J37//qC+kb6Pvpb+pz6Afva+x/9W/6T/3AA3AC3AH0A5wCnAeQBYwHvAJQABABj/77+jv56/oL+kf7s/o7/9v/z/5////5T/n39uvyD/HD8Zfw8/K77Dfue+lf6WPpd+oL66frL+/v8Qv5y/3UAygCMAH4AHwG4AbwBZwEdAcIAFwB3/+b+qv6f/oL+iP4C/5v////3/6z/PP9b/pL97Pym/Jf8fPxR/MD7Kfut+n36Zvpb+lv62vqn+9D8Hf50/2oAewA5AIAAMQGZAYMBWwEmAakAAQBU/9r+ov5n/jT+W/7X/nb/uP/S/6H/H/88/oH92fyb/In8cvw3/K77EPuf+oT6Uvoq+jn6vvqE+4H8+P12/zkAKAAjAKUANgF9AYUBdwFCAdUABAB3/w7/z/5s/jv+d/4F/4X/1P8JAMz/Qf+C/rb9GP3Z/L/8pvxt/Nr7N/vw+qz6fPo++l36z/pa+3j8Gf6Y/wkA/f8uALoAPAFnAYEBewFcAbwABABy/yf/wf5E/hz+Xf7g/kz/sv/f/6//KP9T/n39/vy3/Kn8jfxD/Jn7Lfva+pP6MPoQ+kP6dvrz+ib8Dv41/7b/zP8UALAADwFSAWwBhgFNAasA//+Y/zz/tv4w/iv+bP7a/l7/xv/x/9T/VP+C/tj9K/0E/ez84vxq/NH7cfsj+7f6T/pb+lH6X/rp+mr8Dv4w/47/w/85ALQAFAFSAY4BuQFkAbYAJQDR/1X/sf5N/jD+bP7P/lj/xP8BAN//Xv+d/tn9Tv0i/RX95Pxv/Ov7qfsn+7f6dvp2+kH6Ifrm+nb8FP70/mz/xv9DALQA/QBLAbAB2AFmAcAAUwDa/1r/wv5H/jj+WP6//kr/yv8BAPD/Xv+2/tv9S/09/Rv91vxL/BD8oPsV+6/6mfp8+vT58fnS+mT8z/2i/iv/p/8yAIMAzgBIAbEBtgFKAd4AWADr/2H/uf5Q/if+T/6+/j7/w/8HAPT/iv+w/ur9eP1+/UL92/yN/EX8vfsZ+/H6zvpp+sT54PnO+lf8qf1g/hD/nP8JAFEAtgBYAaoBoAFEAc0AZwDz/1L/s/5H/hr+MP6W/if/ov/6/8//YP+I/s39jv1e/fP8svyE/CD8dvsN+/H6vvoR+on5r/m4+iH8N/0f/tX+kf/V/zIAswBIAZIBhQFEAfgAdgABAHH/zf5e/hr+Qf6u/kH/s/8HAAkAf/+z/i3+5/2Y/Tr9H/3b/Fz8vftx+277E/tA+qH56fn6+kX8R/0w/hf/kP/s/04A6QB1Aa4BuQF1AS0BtgAaAJT/9P5m/jn+Tf65/if/vf8dAAEAdP+5/lD+/f2I/UT9MP3c/EL8sfuN+3/78PoL+n/55vnw+uX7+fwG/tX+W/++/zoA5ABwAZ8BogGBATQBwgA8ALD/Dv97/jv+bv7B/iv/6P9IABgAff8D/6v+IP6z/Zz9if0G/Wv8+/v++8z7CPse+rD5G/rw+u379vwS/sb+Nv+n/ykA3gBIAYwBkgFpASUBpQApAKH/3f5H/ij+J/5Y/vL+x/8GAMH/QP/X/m/+yP2G/Xv9P/2j/Az80fvZ+577rfrS+YP54fmZ+oz7tvy8/X3+8v58/xAAuQAzAXIBiAF6ASkBwgBRAKz/Bf9//lb+KP5b/jn/4/8SAOn/k/8k/5H+Bv7S/cL9c/3R/D38N/xF/Lj7yPoI+sP58fme+pb7tPzB/WP+4f6A/wkAvAAlAWYBjgFnATAB0wBCAIX/6P5v/hT+2f0x/hT/rf/U/8D/dP/4/k3+1v3F/bb9NP2D/CP8OPwh/Hz7ofrr+Zz5w/lg+mr7jfx7/R/+qv5b//3/lAAYAWoBjgFyAVYBFAFZAMT/M/+i/hb+5v14/kb/tf/w//P/rf8r/5P+Kv4o/hf+Vv2//JL8r/x8/NT7+vpK+uX56fmY+pD7rvyP/Rz+x/5s/wQAoAApAYABmQGZAYwBHQFkAOb/VP+c/vX97f2A/iX/lP/Y/+P/mf8G/2H+O/5E/uf9MP2m/LT8tvxy/Mj78PpK+tL51Plo+nn7h/xT/ez9n/5H/+D/mgAfAWkBiAGuAZ0BJgGEABQAh/+Z/gn+Fv6i/ij/of/2/wEAyf8L/63+ov6I/hb+Pf32/PP88vyd/Oj7LPtU+tj5z/lm+nP7UPwS/dX9dP4e/9H/ewD+ADoBgwG0AXIB6QB4AAAAQP9S/s/97f1W/t7+UP/H//f/fP/g/p3+q/50/s39LP3n/PD85PyB/Nb7FftD+qr5s/lg+kb7I/wD/br9Xv4a/+v/kQDqAEUBrQHNAXcBFwHLAC4AVf9//gH+Iv51/uD+gP8DAAYAh/8A//H+7/6D/tz9SP0r/Sj9Ev22/Bf8T/tb+sb51fl5+kX7Ffzw/Hj9Ef7o/rv/MQCVAAwBcAGBATcBHAG9ABQANf9P/u/9/f0u/q3+a//m/8P/PP/g/ub+zP5Q/p/9Kf0O/RX9/vyj/B78OPtB+rv50vlb+gr77vuv/Dr99P3m/rL/BgCYAD4BegGGAWkBVgEDAUsAYf+i/kT+HP5H/tv+p/8BAMn/Zv9D/03/Fv+O/u39j/17/Vb9Qv0D/WH8cPt5+g36Avpr+jr7BPyX/B/9F/79/pP/FwC2AFIBiAGIAZEBnAErAUcAXf+5/kr+Af4Z/tX+ov/o/5T/TP9M/0n/E/9x/tn9jP1V/Uf9P/0K/Vn8Sft9+uv52/lH+hz7yPtC/Pv87/2+/lj/7v+pACIBSgFtAZcBqAEYAT8Ab//Q/jT+1f0M/uj+ov/M/3r/V/9p/3f/Gv97/gj+pv1s/Wb9fv00/Wv8e/uq+gD64Pl3+jj7sftI/Cb9AP6+/mP//P/FAC0BVgGLAcgBwgEmAUcAqv/0/h/+0P0j/gX/i/+w/2n/Xv+U/3H/Iv+L/hz+nf1c/X79eP0x/WX8h/ub+tr57Plz+vb6cfsN/O/8vP1T/hn/5v95AN8A+gBYAbABeAHvACwAn/+2/uT9oP0L/uz+T/9Y/z7/Sv9y/2j/+P6G/vT9ff1i/Yn9d/0b/YT8h/uI+un5Gfps+tz6YPsh/PL8t/1e/ij/BgCbAOYAJQGqAe4BuwEiAZQA4//y/g7+3P1b/hf/dv90/4X/qv/E/57/Uv/X/jn+yP3Q/dD9y/2E/db80Pu1+kD6TPqb+uP6a/su/Pv8mv1Q/jb/BgByAKgAMQGxAeoBnQExAa4A2//M/tz9z/1S/vL+HP8o/0r/cf+I/3L/M/+W/vr9pf2m/Z/9rv19/br8kvu1+kD6Qfpr+rf6Xfse/ML8Yf0x/jX/+v9FAKwAQQHFAeYBvAFwAfUA/f/g/gv+Ev6f/hn/OP9g/4P/sP/E/8//a//X/kr++/3m/eb9Gf7E/f78vfvr+oX6Zvpf+r76T/sM/In8H/0j/ir/sP8GAI8ALQGcAbMBowFyAewA4v+l/tz9/f1e/qv+3f4a/yH/Wv+I/47/Fv+Q/hT+qf2L/bD99f2g/bT8mPvf+nb6Nfov+oX6PfvJ+zf8B/0L/vr+h//s/4oAIgGGAasBvAG0AQsB8P+4/if+Qv54/rn+CP8o/0n/mP/J/7b/UP/p/mb+8P3Z/Sr+Xf71/RH9CfxZ+9f6f/pw+vD6ZfvJ+1D8M/04/vf+gP/5/6MAPgGXAcgB/QH3ATkB7P/3/mP+af54/tj+//4W/0D/p//P/73/bv/1/mb+5/0G/lD+e/7t/QT9Evx4+8z6X/pf+uX6LfuN+xr8Ev39/bH+QP/U/4YABgFKAZYB+AHjAfcAyv/j/jz+Kv5V/qD+n/7M/hz/gP+T/5P/Xf/P/hz+wf3S/UL+Lv6w/b/8AfxR+3z6JfpJ+qH61/oy++T72fyp/V7+4P6n/zkAtgDyAIYB9AG8AbwAuP/G/i3+Dv5E/m/+dP7B/gv/af+H/5H/YP/P/g7+0v0F/nX+Uv66/RL9VPx8+7r6c/qL+sP65fpB+wz83vyx/Ur+9f7K/18AlwAgAcgBMwLkAQEBAwDr/m7+Vv56/nT+lP7Y/if/Xv+Z/7j/cv/X/hb+9f0w/ov+T/7P/U79b/yP+7f6m/qe+qL6zPo7+/n70/x+/Rr+Av/M/ygAeQA6Ad0BQQLxARUBEgAT/4n+hf50/nj+nf7d/hz/Zv+9/87/jf/G/jH+H/50/qf+Xf4X/oP9o/yT+wj7w/q7+rr6zPpS+xX81vxT/Sv+If/M/wQAhwA+AQMCTQIWAjoBFQA7/8T+n/59/n3+rv7o/hz/d//M//r/i//V/kf+ZP6a/pr+g/4+/rb9r/y/+zD7+vrp+sD64Pp8+zz8w/xc/VP+Pv++/xoAlQB1ASUCiwJQAl4BSgCI/xf/vP6f/qT+1/76/jn/lv8HABAAof/g/nv+k/6q/qv+sf54/rr9v/zt+2j7Kfvp+qb66/qM+xr8ifxL/U3+Cf98//f/fQBQARYChQI+AjkBNwCD/wP/oP5u/n/+oP68/u/+b//2/+v/V/+o/nH+Xv5j/oD+ff47/oj9l/y1+1H7+vp6+l/6uPpG+5D7Hfz5/Oz9lv4q/5j/IAAJAdsBTwLWAQQBCQBb/9X+Xv47/lD+Xf5h/rX+VP/d/6X/F/+o/lb+Pv44/m/+gP4w/nL9cvzd+2X70fpP+lj6uPoE+1H7//vi/MX9b/7p/mH/AQD6AOABSgLnAREBLwCN/+H+d/5n/mn+Vv5e/uP+ov/s/7v/RP/V/o7+W/5x/qL+yv50/pj9yPxD/Lf7Avup+qr66foY+2j7NPwK/e39kP4T/3L/HgA8ARwCegIaAlABhgDb/y//wv61/pH+W/5j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       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
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      ],
      "text/plain": [
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Size of <audio> tag (coming from MP3): 126244 Bytes\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>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_wav, Fs_wav = librosa.load(path_filename_wav, sr=None)\n",
    "audio_wav = ipd.Audio(data=x_wav, rate=Fs_wav)\n",
    "print('Size of <audio> tag (coming from WAV): %s Bytes'\n",
    "      % len(audio_wav._repr_html_().encode('utf8')), flush=True)\n",
    "ipd.display(audio_wav)\n",
    "\n",
    "x_mp3, Fs_mp3 = librosa.load(path_filename_mp3, sr=None)\n",
    "audio_mp3 = ipd.Audio(data=x_mp3, rate=Fs_mp3)\n",
    "print('Size of <audio> tag (coming from MP3): %s Bytes' \n",
    "      % len(audio_mp3._repr_html_().encode('utf8')), flush=True)\n",
    "ipd.display(audio_mp3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next example shows how to generate a stereo audio signal and how to embed it into the Jupyter notebook. For explanations of the code example, we refer to the [FMP notebook on waveforms](../C1/C1S3_Waveform.html).\n",
    "\n",
    "<div class=\"alert alert-block alert-warning\">\n",
    "<strong>Warning:</strong> Depending on the web browser, only specific sampling rates may be supported for audio playback. In the following example, we use the sampling rate <code>Fs = 4000</code>, which seems to work for most browsers. \n",
    "</div> "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:58.777064Z",
     "iopub.status.busy": "2024-02-15T09:01:58.776859Z",
     "iopub.status.idle": "2024-02-15T09:01:58.790823Z",
     "shell.execute_reply": "2024-02-15T09:01:58.790201Z"
    }
   },
   "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": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Fs = 4000\n",
    "duration = 4\n",
    "t = np.linspace(0, duration, Fs * duration)\n",
    "signal_left = np.sin(2 * np.pi * 200 * t)\n",
    "signal_right = np.sin(2 * np.pi * 600 * t)\n",
    "signal_stereo = [signal_left, signal_right]\n",
    "ipd.Audio(signal_stereo, rate=Fs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Objects\n",
    "\n",
    "### Image: HTML `<img>` tag\n",
    "\n",
    "Similar to audio, there are many ways to integrate image objects into a Jupyter notebook. First of all, one can use the [`<img>` tag](https://www.w3schools.com/Tags/tag_img.asp) within a markdown cell without requring any Python. The following figure shows a self-similarity matrix (SSM) of a recording of Brahms' Hungarian Dance No. 5, see Section 4.2.2 of <a href=\"http://www.music-processing.de/\">[Müller, FMP, Springer 2015].</a>\n",
    "\n",
    "<img src=\"../data/B/FMP_B_Brahms-SSM.png\" width=\"300px\" align=\"middle\" alt=\"C0\">\n",
    "\n",
    "HTML also allows for showing animated GIFs. This simple format encodes a number of images or frames, which are presented in a specific order to create a short animation. Using animated GIFs is a nice way to illustrate processing pipelines. For example, the following animated GIF shows the previous SSM in its original form along with a version after applying smoothing as well as thresholding and scaling.\n",
    "\n",
    "<img src=\"../data/B/FMP_B_Brahms-SSM.gif\" width=\"300px\" alt=\"SSM\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image: Using  <code>IPython.display.Image</code>\n",
    "\n",
    "Similar to the the audio case, an alternative is to use the module <code>IPython.display</code> to create an image given the path to a PNG/JPEG/GIF file. As for images, the following class is available:\n",
    "\n",
    "`IPython.display.Image(data=None, url=None, filename=None, format=None, embed=None, width=None, height=None, retina=False, unconfined=False, metadata=None)`\n",
    "\n",
    "Again, there are two options, which either embed or link an image object:\n",
    "\n",
    "* When using the keyword argument `filename`, the image file is loaded from the specified path and **embedded** into the notebook (with default `embed=True`). \n",
    "* When using the keyword argument `url`, the data is **linked** by the specified URL (with default `embed=False`). \n",
    "\n",
    "Here are some examples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:58.794232Z",
     "iopub.status.busy": "2024-02-15T09:01:58.794020Z",
     "iopub.status.idle": "2024-02-15T09:01:58.801862Z",
     "shell.execute_reply": "2024-02-15T09:01:58.801240Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " <img> tag with embedded image file:\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "width": 100
      }
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " <img> tag with linked image file:\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<img src=\"../data/B/FMP_B_Chapters_C0_nav.png\" width=\"100\"/>"
      ],
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path_filename = os.path.join('..', 'data', 'B', 'FMP_B_Chapters_C0_nav.png')\n",
    "\n",
    "print(' <img> tag with embedded image file:', flush=True)\n",
    "ipd.display(ipd.Image(filename=path_filename, width=100))\n",
    "\n",
    "print(' <img> tag with linked image file:', flush=True)\n",
    "ipd.display(ipd.Image(url=path_filename, width=100))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image: Display Side by Side\n",
    "\n",
    "Sometimes, one may want to display several images in a row (rather than having them displayed from top to down). One convenient way is to use the [Python library `pandas`](https://pandas.pydata.org/), which provides easy-to-use data structures and data analysis tools."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:58.804429Z",
     "iopub.status.busy": "2024-02-15T09:01:58.804229Z",
     "iopub.status.idle": "2024-02-15T09:01:59.050184Z",
     "shell.execute_reply": "2024-02-15T09:01:59.049470Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                         images\n",
      "0  <img src=\"../data/B/FMP_B_Chapters_C0_nav.png\" width=\"100\"/>\n",
      "1  <img src=\"../data/B/FMP_B_Chapters_C1_nav.png\" width=\"100\"/>\n",
      "2  <img src=\"../data/B/FMP_B_Chapters_C2_nav.png\" width=\"100\"/>\n",
      "3         <img src=\"../data/B/FMP_B_Chapters.gif\" width=\"100\"/>\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td><img src=\"../data/B/FMP_B_Chapters_C0_nav.png\" width=\"100\"/></td>\n",
       "      <td><img src=\"../data/B/FMP_B_Chapters_C1_nav.png\" width=\"100\"/></td>\n",
       "      <td><img src=\"../data/B/FMP_B_Chapters_C2_nav.png\" width=\"100\"/></td>\n",
       "      <td><img src=\"../data/B/FMP_B_Chapters.gif\" width=\"100\"/></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import IPython.display as ipd\n",
    "\n",
    "pd.set_option('display.max_colwidth', None)\n",
    "\n",
    "f_img1 = os.path.join('..', 'data', 'B', 'FMP_B_Chapters_C0_nav.png')\n",
    "f_img2 = os.path.join('..', 'data', 'B', 'FMP_B_Chapters_C1_nav.png')\n",
    "f_img3 = os.path.join('..', 'data', 'B', 'FMP_B_Chapters_C2_nav.png')\n",
    "f_img4 = os.path.join('..', 'data', 'B', 'FMP_B_Chapters.gif')\n",
    "\n",
    "img1 = ipd.Image(url=f_img1, width=100)._repr_html_()\n",
    "img2 = ipd.Image(url=f_img2, width=100)._repr_html_()\n",
    "img3 = ipd.Image(url=f_img3, width=100)._repr_html_()\n",
    "img4 = ipd.Image(url=f_img4, width=100)._repr_html_()\n",
    "\n",
    "# Generation of two-dimensional tabular data structure (with rows and columns)\n",
    "df = pd.DataFrame({'images': [img1, img2, img3, img4]})\n",
    "print(df)\n",
    "\n",
    "# Rendering of a DataFrame as an HTML table\n",
    "ipd.display(ipd.HTML(df.T.to_html(escape=False, header=False, index=False)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image: Generation and Interaction \n",
    "\n",
    "There are many ways to generate (interactive) images using Python and to integrate them into a Jupyter notebook. The [FMP notebook on python visualization](../B/B_PythonVisualization.html) is devoted to this topic."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Video Objects\n",
    "\n",
    "### Video: HTML `<video>` tag\n",
    "\n",
    "Finally, we discuss how to integrate videos into a Jupyter notebook. First of all, one can use the `<video>` tag within a markdown cell without requiring any Python. The following figure shows a video for a user interface (Interpretation Switcher) that facilitates music navigation across different performances of Beethoven's Fifth Symphony, see Section 3.1.1.1 of <a href=\"http://www.music-processing.de/\">[Müller, FMP, Springer 2015].</a>\n",
    "\n",
    "<video src=\"../data/B/FMP_B_InterpretationSwitcher_small.mp4\" type=\"movie.mp4\" width=\"400\" controls=\"controls\"></video>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Video: Using  <code>IPython.display.Video</code>\n",
    "\n",
    "An alternative is to use the module <code>IPython.display</code>. The following example shows how to integrate a video as a linked object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:59.053150Z",
     "iopub.status.busy": "2024-02-15T09:01:59.052934Z",
     "iopub.status.idle": "2024-02-15T09:01:59.057228Z",
     "shell.execute_reply": "2024-02-15T09:01:59.056693Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<video src=\"../data/B/FMP_B_InterpretationSwitcher_small.mp4\" controls  >\n",
       "      Your browser does not support the <code>video</code> element.\n",
       "    </video>"
      ],
      "text/plain": [
       "<IPython.core.display.Video object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import IPython.display as ipd\n",
    "path_filename = os.path.join('..', 'data', 'B', 'FMP_B_InterpretationSwitcher_small.mp4')\n",
    "ipd.display(ipd.Video(path_filename))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Video: Using  <code>IPython.display.YouTubeVideo</code>\n",
    "\n",
    "YouTube offers a rich source of videos, which can be easily integrated into a Jupyter notebook. The following class can be used to embed a YouTube video player based on its video identifier.\n",
    "\n",
    "`IPython.display.YouTubeVideo(id, width=400, height=300, **kwargs)`\n",
    "\n",
    "The following YouTube video gives an introduction to chroma features and shows how they can be applied in music navigation and retrieval applications, see also Chapter 3 of <a href=\"http://www.music-processing.de/\">[Müller, FMP, Springer 2015].</a> The video identifier can be found in the YouTube video url.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:59.059829Z",
     "iopub.status.busy": "2024-02-15T09:01:59.059635Z",
     "iopub.status.idle": "2024-02-15T09:01:59.126563Z",
     "shell.execute_reply": "2024-02-15T09:01:59.125878Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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       "            width=\"600\"\n",
       "            height=\"450\"\n",
       "            src=\"https://www.youtube.com/embed/PF05xP1NqUM\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fe37fb24e20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.display(ipd.YouTubeVideo('PF05xP1NqUM', width=600, height=450))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following YouTube video gives an introduction to tempo and beat tracking, a topic covered in Chapter 6 of <a href=\"http://www.music-processing.de/\">[Müller, FMP, Springer 2015].</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-02-15T09:01:59.129790Z",
     "iopub.status.busy": "2024-02-15T09:01:59.129548Z",
     "iopub.status.idle": "2024-02-15T09:01:59.190295Z",
     "shell.execute_reply": "2024-02-15T09:01:59.189502Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"600\"\n",
       "            height=\"450\"\n",
       "            src=\"https://www.youtube.com/embed/FmwpkdcAXl0\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fe37fb24b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ipd.display(ipd.YouTubeVideo('FmwpkdcAXl0', width=600, height=450))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Video: Formats and Conversion\n",
    "\n",
    "There are multitude ways of encoding videos, and there is **no** answer to the question of the **best** video format. The suitability of a video format depends on the application in mind, the digital platform used, the bandwidth available (e.g., when distributing a video file), and many other software and hardware constraints. Another source of confusion is that the term **video format** is often used to refer to two different components called codecs and containers. \n",
    "\n",
    "A **codec** is a component that compresses a video file to make it more manageable in terms of storage requirements. There are many different codecs including the `x264` codec (used for the H.264 or MPEG-4 Part 10 standard), which is one of the most commonly used formats for the recording, compression, and distribution of video content.\n",
    "\n",
    "A **container** can be thought of a set of media files, typically also comprising a video codec, an audio codec, and additional data such as subtitles, lyrics, and other metadata. Important container (or video formats) are for example:\n",
    "\n",
    "\n",
    "* `AVI`: Most popular format in the past; Microsoft replaced AVI by WMV; wide compatibility with both PC and Mac system.\n",
    "* `WMV`: Designed for streaming applications.\n",
    "* `MOV`: Designed for long videos (such as movies); Apple; compatible with Macintosh and Windows. platforms\n",
    "* `MP4`: Widely supported; used in iTunes and other popular products.\n",
    "\n",
    "Similarly, there are countless tools for processing video files. One of the leading multimedia frameworks currently available is [FFmpeg](https://www.ffmpeg.org/), which offers cross-platform solutions for recording, converting, and streaming audio and video. We refer to the [website of FFmpeg](https://www.ffmpeg.org/) for a detailed description of options. Just to give an example, the following command was used to compress, convert, and rescale the video of the Interpretation Switcher shown above:\n",
    "\n",
    "<div class=\"alert alert-block alert-warning\">\n",
    "    <tt>ffmpeg -i FMP_InterpretationSwitcher.avi -c:v libx264 -preset slow -crf 22 -vf scale=480:-1 FMP_InterpretationSwitcher_small.mp4</tt>\n",
    "</div> "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert\" style=\"background-color:#F5F5F5; border-color:#C8C8C8\">\n",
    "<strong>Acknowledgment:</strong> This notebook was created by <a href=\"https://www.audiolabs-erlangen.de/fau/assistant/zalkow\">Frank Zalkow</a> and <a href=\"https://www.audiolabs-erlangen.de/fau/professor/mueller\">Meinard Müller</a>.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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