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@JamesOwers
Last active September 28, 2020 11:10
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AI Music Competition 2020 Notebooks
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploring the data"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"import re\n",
"from pathlib import Path\n",
"from typing import Mapping, Sequence\n",
"\n",
"from IPython.display import display\n",
"import matplotlib.pyplot as plt\n",
"import music21\n",
"from midi_set_class.notation import (\n",
" ABC_PATTERN,\n",
" abc_to_midipitch,\n",
" midipitch_to_abc,\n",
")\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"\n",
"from plotting import countplot_with_numbers, barplot_with_numbers\n",
"from double_jig_gen.data import ABCDataset"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"filename = \"DoubleJig0001-0365.abc\"\n",
"data_url = f\"http://www.norbeck.nu/abc/book/oneills/1001/{filename}\"\n",
"data_path = Path(\"..\", \"data\")\n",
"file_path = Path(data_path, filename)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"assert file_path.exists(), (\n",
" f\"Download {filename} and put it in the data_path. You can go to the home dir and \"\n",
" f\"execute: wget {data_url} -P data/\"\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Raw data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The file is just a text file containing the data and metadata"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"% These tunes are from \"The Dance Music of Ireland\", published by Francis O'Neill in 1907.\n",
"% They were originally transcribed in ABC format by Frank Nordberg (frnordbe@online.no) and\n",
"% hosted at his site www.musicaviva.com\n",
"% That site is down since July 2019, so the tunes were fetched from John Chambers' mirror\n",
"% at http://trillian.mit.edu/~jc/music/book/oneills/1001/ where he had also corrected some errors.\n",
"% Henrik Norbeck has then proofread the ABC format tunes against the original book and corrected\n",
"% more errors. Henrik Norbeck has also made the following changes:\n",
"% - removed all m: fields (non-standard ABC and is not in the original book)\n",
"% - replaced \" ~\"N by ~ to stick closer to the original book and the ABC standard.\n",
"% - changed W to S (for Segno) to adhere to the ABC standard.\n",
"% - removed two comments which were not part of the original book\n",
"% - changed transcription comments using % to W: for consistency\n",
"% - removed C:anon. which is true for most tunes, but not for others\n",
"% - removed tempo, which is not in the book\n",
"% - added accidentals for same note in different octaves. O'Neill's practice here is different\n",
"% from current practice.\n",
"% The original also has titles in Irish, but these are not included here (though they should be).\n",
"% The English titles should also be capitalised properly, but this remains to be done.\n",
"%\n",
"% This file contains double jigs #1 - #365\n",
"% and was originally published at http://www.norbeck.nu/abc/book/\n",
"% Last updated 2 December 2019\n",
"\n",
"X:1\n",
"T:Shandon bells\n",
"O:Ireland\n",
"B:Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 1\n",
"R:Double jig\n",
"Z:Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
"F:http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0001.abc\n",
"M:6/8\n",
"L:1/8\n",
"K:D\n",
"B|:AFD DFA|ded cBA|BGE EFA|B2A Bcd|\\\n",
"AFD DFA|ded cBA|Bcd ecA|[1d3 dcB:|[2 d3d2||\n",
"g|f2 d- ded|faa afd|cAA eAA|cBc efg|f2 d- ded|faa afd|Bcd ecA|d3 d2:|\n",
"\n",
"\n",
"\n",
"X:2\n",
"T:The piper's picnic\n",
"O:Ireland\n",
"B:Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 2\n",
"R:Double jig\n",
"Z:Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
"F:http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0002.abc\n",
"M:6/8\n",
"L:1/8\n",
"K:A\n",
"E|AcA BGE|cde dBG|\\\n",
"AcA BGE|{F}EDE GAB|AcA BGE|cde dBG|{d}cBA BGE|EFG A2:|\n",
"(A/B/)|ceA ceA|cee edc|(B/c/d)G (B/c/d)G|Bdd dcB|\\\n",
"cde dcB|{d}cBA Ggf|ecA GED|EFGA2:|\n",
"\n",
"\n",
"\n",
"X:3\n",
"T:Hartigan's fancy\n",
"...\n"
]
}
],
"source": [
"! head -58 {str(file_path)}\n",
"! echo ..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Music21"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The package [music21](http://web.mit.edu/music21/doc/) can read the whole lot into a container class."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# This is a class containing all the separate jigs\n",
"oneills_opus = music21.converter.parse(str(file_path.resolve()))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"365"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# contains 365 scores as expected\n",
"len(list(oneills_opus.scores))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"365"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# All scores have a single part\n",
"sum(len(list(score.parts.stream())) for score in oneills_opus.scores)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A random jig"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"random.seed(1337)\n",
"score = random.choice(oneills_opus.scores)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 417,
"width": 752
}
},
"output_type": "display_data"
}
],
"source": [
"score.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## The Piper's Picnic"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# You can select by title\n",
"score = oneills_opus.getScoreByTitle(\"The piper's picnic\")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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KPZAr4+aM+fOJYyqPbt7D1oduvyP9AU0n3yPS2hxKPAj+AZ0fYkiSpCFlEF6SJGm8FcASJrbYbReE352JrTTbBVGL2oAYEPH2CrdZt++THoTfk2jVWia42U/fJT0Iv3fKvKe0/P/ExlSVnUuul9U7oC4XEOdGswOAS4kHFT/rsP4vG9Nk9APgs0zseTwHeAz1pSV5esv/L6NYK/RmtwOf6K46pWT1PCiS0qasNZj40LObwVQva0ySJGmKMx2NJEnSRCtT5rUbmDRP6+5u7dKDMqr0M6JFcKu1iXQtk82PMubvwPhjYzbxoKFOk+VYOJX0APAWRKqZ75M/z/lkcwfwx4y/7VBTmXOYeC3KSq+ldPszsaGa76EkSeqaLeElSZK61xr4Wkjk7q5Sr1sxd+shYqDLHVP+ti7ZKScG1fVESoq5LfNnNuYln88eRCC+2UuAH1ZYl7SHG4NoIXAKkUs8zTOJVB0fAj5CuZQfg+wy0ntPrFtTeXsx8di7u6ayhtVBKfN8DyVJUtcMwkuSJHXvES3/X59ig8EOqytJD8IXGWBxUKwCrmZiehWIXNVJEL71WACYx9Q9Ht5L5MV+csbf5wAnEQOWvgE4m2rGBBgEV2bMr+v43zZl3mR7eNdvvoeSJKkWpqORJEnqXmtQbS0i8DrVZQ2iOFnvQW/NmN+8P2mtnDdKmTdVPEjkKT+rw3JbEXnUzwO2q7lOvdLr4z9t8N+1aiprWPkeSpKkWkzWH0CSJEmDpHUQV5jagdfE/Rnzl/S0FtXJsz8G4SdaCjwXOJnOrdwPJtK4vIr24zBMBr0+/jdImTe/prKGle+hJEmqhUF4SZKk7rXmCQfYqee1GDwPZMy/q6e1qE7a/ixlfC7zOSnLpKXkmWpWAm8C9gWu6rDsPOCzwDnAGjXXq069Pv7T3qutayprWPkeSpKkWhiElyRJ6l5avu8Del6LwZMWkF7N5G0Jn7Y/t7f8/96UZfYGZlVfnUnpImLw2ncDyzssexiRoqZ1sNHJIu14gYnHTFXSjr3d2tRDE6UNwrpXz2shSZKGjkF4SZKk7qW1bN2/57UYPGunzPsr0Xp8Mkrbnz+2/D/tgcwcIvCssIwYjHUH4Nsdln0K8Mm6K1STtONlFPhzTeWlXYdmAo+vqbxhlPaA0IdokiSpawbhJUmSundHyrzHkz7IX1mPY/INEJiWX/m3Pa9FddL258KW/9+Zse6hFdZjHYYjqL8QeD7xwKpdYPqlwLY9qVG10o6Xy0l/UFOFxRnzj62pvGGUNvjy2sCRva6IJEkaLgbhJUmSundJyryZwCsq2v5ORPD62Iq21ys7p8ybrEH4EdLz/F/Q8v+0YwHglVSTVmUEOA34HjC9gu3V6cPAY3Is9ztgH+C/gBUpf59OvH+TTa+P/z9kzH8BsF4F298C+CaTO09/JxdlzH9NRdt/JvCuirYlSZImEYPwkiRJ3WtNSZJ4Ld2nMZgLfItI4fGlLrfVS7OZGLS+A/hJH+pShS2YmF7kr8BlLfNubkytNiJafXfrZY3tnAqsqmB7dXo+cFTOZVcBHwGeTfp+TcbBbXdLmfflGsu7DrgtZf4c4ENdbnsO8eBnK+ChLrc1yFp7tiQOBJ7V5bZ3AL5KPEiTJElTjEF4SZJUl0FvpVulC4hcz602JQagLGuECLbuDHwWeKCLbfXafzDxAcRpTN588IenzPsE6Z/7rzO28SEiGF/WzsD/Erm/v9jFdnrpaQWXP4f0gPGWFdSll9Zl4rgQF5LdU6IKo8CPMv72cuDJJbc7AnyaSIn1dtKP+WFxJfCvjL99mvIpxtYmBhleBpxcchuSJGkSMwgvSZLqsm6bv1WRliNNWgvDMq0Oi27nZuDHGX97G/CMEnWYRgTgX0HkKe62JWuvPafl/0uBz+Vct6rPsUqtrdgXA9/IWPbzGfM3IXo1lOkdsQdwPtEz4r+B+0tsox92BTYvuM7JwOqWeZNlfxPPBGa0zDsl57pZx3qec+ATbf72PSKQXsQI8EEiL/8ZwK8Krl9GFed62WvIKuJBV5qNgfOA+QXrMp94OLID8DrgvoLrS5IkSZIkZfos0WIybXp7TWU+mFLWL0ts5+GU7fy8wzpPS1knmVYQOYXzBpdmEQHeZP2ji1W/lDVJr3vewGGzLYkWn83beWOB9S9KqcfdBeuwW8o2RoETCm4HokVz63aOaLP8CDEAZ9bxcCER0MvrSUTgbpQYwLRTL5M9M8ots+/dWNQo9w0l1r2e8XXvRSqmy5j4nl1aYjvTgb+3bOeH5D//P5RSj1Fgl5zr/zRj/eQ8yjvI6EzgK431biRf8DnpFdQ8XZezvMTbUrYxSnp6nyxpn2XaoKtp5jN2vqVNl5A/PdLmwN8a632L/j9MlCRJkiRJQ+Y7ZAcx2rXWLGtmRlmtObs7mZuxnay874lpRKA+a59HgXOB3dtsYw4xAOV1Tet8kd4EbrKC8BeVKP9rLdu4gGLpiVoDsMnU2rK4nawgfFbr9SzTgd+3bOMrOdY7OKP8ZLqDaBXbrlfIbo36rmIsgLpNjrKflFHm+3OsW6VFjXIXU2wwzxEit3lz3Z9edeVSpAVuH6R4CpKXt2xjCcUeunwhpR6jRF7yPB5F5G1vd/x9HziI9PNyLnEdurax7ArgiTnLviqlrKJB+I9l1HnfAtu4OWX95eS/lr0sow7JtIx4WLJDxvqbEgMT39tYfhGwoED9JUmSJEmSOhphfCC5derUqryMjTPKuo1iQeRtM7bzzxzrbsFY0KXddBWRX/jtRCD2nUSwtTXw+AciMN8LWUH4USItTt4gemsA8l/EYI55TSdSj6TVY5MC28kKwo8SLbPLtkq+lPzpKE5rU4dkuo/IFf0+4ETgrcT7/YeW5VYAh+Qs9wUZZX0t5/pVWdRUdpHeL5syvt5/oTdjTKQF4UeB3wDr5dzGrowPgC8HDi1Yj59k1ON5Bbbx2oxttE6LiTEMvkG01v8b43sUrSaOp7zuTCnjzgLrw/heQM3Ts3OuP5OJPXGSqV2atGYjxHmZ5z28muh98DXiu+06YGXT328nHoxIkiRJkiRVqlMr4JXkT62Q13FtymsdILGdZODBtGm7HOsfSuQ/zxO8aTedTwzm1yvtgvCjRIBuizbrjxCtZ5c3rXMT+VpuNzusTR1eXWA77YLwo8DptG/hPA14T8s6l1GsNeuaRAC322PhIYoFcpMUIq3TPcAGBbbTrUVNZT9M/oFBm1uCP0Dkw++FrCD8KHANsFeH9fcFbmlaZznFW/AvIPv6cWaB7YwQqaS6PfaKpDDao812HpFzG2uQnQrm4zm38ew29Tgu5zYA1gF+12Zbeab76N3xK0mSJEmSpoC1gccTg/il5VRvne4E3kLk1u12oNb9iZbqWWX9lfZpYBLPINKEZG3nIvIF4p9Men76vNOn6V0L+ERWEP6PRCB0lGiN/QUijcXGRKBvPSJwfm7LepcQvQqK2If2udRvAJ6Sc1tZQfjfMNZK9UEi9cW+jf0YATYkBmFtbYn+M4qnJQGY11i37LFwDXFe5bEx0XK/uRVu6/RTYOcS+1HGopayHyZ6IWSlFZoLvLtp+QfIH7ivQloQ/kbG0rKMAr8gcqpvTbTOX4P4fE4jzo9kuduApxYsf0ti8NSsz24p8Cryp2UaAd7bZnvtpqVEa/q8NiUGbc3a3vnAZh22sRbxoCFrGw/Q+T09gPSUOMl0PflT60BcF3/RZnvtphuJa5okSZIkSVLXTmZiGpWi02oih+/nC5S7IfBl4B8FyriSGOBx86bt7EsMmNcufU7rdClwfIf6bU3+dAbJdDH58z5XLSsI/zEioJ32kCMt5cNSYmDFvIHCDxPv05UZ5adN1wJnAa9vs92sIPyriLQuaWkz0vbnHuCldJeXfzoxMO/dBfbxXiJFzdwc2/8IY4M/FjmGvwt8lHhQUIdFGWXfSKTcOQ44nDiXPkw8ZEmWuYz8g19WJS0IfzHROj0tELs8Zd4o8FXy95h4GZF+5eI222udbiMe7JxKvod1B1Hs/PoR+R/U/E+jLsmDunbTCiJQ/xnGp6h6TqPMtHMybbqCuI5vRfRY+RhwNhMHw203/YO47uR50DCd6IWT9/xdSnw2edNWSZKkKaDI4FaSJElpLieCR1W4ocCy04h8xt8vUc60ln8vbExFdNrnhcAziZaQzwaOIFqGtwZzryZaZ58JXEgEcQbNZcBORP76o4m81wCzGq8PE0HEM4nA7pIC215FtPa+BjinYL3Kvlc/JXo0vJX4bJLeDcn+3E+koTiTCO7dX7KcxCoi8Pgt4LlEj4sDmRhgv484Bs4jUsrcl3P7DwA/bkxl1DXw79+Ilu3fJdKR7NyYdiHStJzYsvzDxL5/mRjYeXVN9SpqCdED47lEMHZ/4nfUzMbfVxJB3W8BX6fYQKQjxHXvBiLQX1Sez+7XxEOpw4jj/WlMzHF/IxGU/hpxLue1guj1ckmBdWD8NTgJrF9RYhsjxPv/98Z0dsFt5LEK+CzwbeIYeDbR4r61B9fFxPfRV4i0RJIkSZIkSeqDmURKhl2J1BN1tUAuo11L+FZrEw8UdiYGOqwriNuNdi3hW60HbE88aOhVHv4RoqXsjsAORMvpaW3XGD7ziNbMuxLnxcy2S9cvqyV8q7nE+fsYIgXQZPzc1iQePu1ApIFRMSPEObszcQzParu0JEma8mwJL0mS1DsriLQ7N/e7Il26j/yttCeDuxpTLyWpbu7pcbmD5CEiZc1k8zDFeu0MogeItE4qZ5ToIVGk148kSZrCJmOrDUmSJEmSJEmSJgWD8JIkSZIkSZIk1cQgvCRJkiRJkiRJNTEIL0mSJEmSJElSTQzCS5IkSZIkSZJUE4PwkiRJamek3xWo2LDtj+rl8SJJkqSuGYSXJEkSwJyM+ev2tBbVGbb9Uf1mp8zzeJEkSVLXDMJLkiQJYJOM+Zv1tBbVGbb9Uf02Spm3KbaGlyRJUpcMwkuSJAng0W3mz+plRSqStT+7Y1BVE21Ceqv32cCOPa6LJEmSJEmSpCGzFnApMJoxvZXJFbjeCLiN7P15bv+qpgE0HTiN7OPlbGBm32onSZKkSW8y/ZiSJElSdR4FPBbYFXgZsH6H5f8GfBe4CVgMXNJ4HRS7ArsBjwOOA9bosPwfgB8CtxL78UfgnjorqIGyIbAP0WPihcBOHZZfDHwd+AfxgOfqxiRJkiRJkiRJqc4ju+VvnulVva9yW9fR3f48tfdVVh+9je6Ol2/2vsqSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJLaxKD4AACAASURBVEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJElT0fR+V0C5TAOOBjYEFva5LpIkSZIkSZIkDZWtgVHghn5XRJIkSZIkSZKU37R+V0DjzAW2TJk/veVVkiRJkiRJkjQJGIQfLGcCi4A9+lwPSZIkSZIkSVIFDMIPlg1bXiVJkiRJkiRJk9ggB+HXB7bpdyUkSZIkSZIkSSprUIPwTwL+DlwO7NTnukiSJEmSJEmSVMogBuFfAvyUaAk/D/gOMWDpoJkGvBY4ot8VkSRJkiRJkobUNODAfldCGiZHAauA0ZbpA/2sVIatibrdUOE2L2xs86kt87dtzL+p8f89gF0qLFeSJEmSJEkaRDsScTED8Zq0Bqkl/J7AV0iv05uAHXpbnX+bC2yZMn96y2svrAdcDfwFuBTYtIdlS5IkSZIkSb2WxN527GstpC4MShB+HeBbwKyMv88CPti76oxzJrCIaH3ea+sCrwa+0fj/XGD7xr+nE0F5SfmdAhwMzOx3RSRpino08B6iR99In+siqX+8F5ta3gQcDazV74pImvQe1e8KKJdtiKwmu+M9/8A5hYkpaFqn1cBufahb3hQxVZb1AeKhxFLavyc7V1i2NBXcQ5w7S4DTgUPwR6Ak9dL+jN3HXA28F3gM3pxLw24t4DDid98VwPv6Wx312I+I6/5S4CzghcDafa2RpMlmZ+I68td+V0S57MbYPf91RMPqPfCev++2A5bTOQg/Cny7D/XrVRB+b2Ah+d4Hg/BSOUkQvnlaAnyBOMcNyEtSvZqD8M3TNURQzoC8NBxmAvsB7wIuAFYw/pw3CD+1JEH45mkpcDYG5CXlkwThVxNjNGqwNQfhm6frgA9hQL5vvkTnYPPdjdcV9D4Pet1B+P2BKykWfB8lgonzuyxbmmrup/15dRfwRQzIS1JdDqDzPU4SkN8Vb86lyWKESDd1InAOne+5PtqfaqpPzqf98ZAE5F+EAXlJ6ZIg/Chwcp/ros6ygvDN0/VEQP6xeM/fE5sCy8j+QJYDHyOCzbc25p3U4zrWHYT/IvkD76uJliQnABt0Wa40Fa0i//mWBOQPJXu8CklSMcdRrNHBP4D3Ezfy3pxLg2Uz4Bjgq8AtFDu3f9mH+qp/ihwfy4AfAi8mxo6TJBgfhL+XGENRg+sIit0XXA98GHgc3vPX5k1kfwA3A/s2Lfu1xvyFPa5j3iD8HsQgY0V9lXzBwCoC/tJUt5piXwTJdDfRa+dpGJCXpG68hnLX4VHgWmLcHAPyUn+sQ/yo/l/gKsqfy6PEbyxNHbdR7jgxIC8p0RyEHwU+3t/qqIPnU/4e4Z/ARzAgX7kkwN06XQ1s3LLsiU1/36cPdcwKwj9E1HcUWEnxFupZQfi7iTzV/0GM/mwQXupe2SB867n5ZQzIS1IZ3QTh0wLyu+PNuVSXWcATgPcAvyd+61Rx/hqEn3rKBuFbA/LnEL0vTMsqTT2tQfhlRKxMg6mbIHzztJAIyO+J9/xdmUP6jdxC0vO+P6lpmVN7VEeYGIRfF3g18GfSD5BtCm7/KynbeBswu2mZqgeBlaaqZRRLSZM3IH8YBuQlKY/nEtfPKh6KJtN1wAdxgCepWyNEz943AD8BHqC689Qg/NRWZgy0dtNyYrBXA/LS1JEE4W9g7FpgarPB9RSqv+dfSIwp83i85y/scaR/me6Zsfw2Tctd3YsKNiRB+A8A3yIGjWl3UBQNwh8D/A54C3A54wP+CYPwUjXuIXKNHQmcSedBw4pM9xAP1Q5n/EM0SdKY/Ylr5ueJRg2/pNqHo9cRAzwZkJfyeQQxVsOZwGLqC7qPEoHYsxr/dmDWqeVHxOd+BPAJIvVs1QH5l2BAXhpmSRB+D+BGxq4Bx6Qsuzcws3dVU4pkYNavAS8Hfka1PeoWEWOIGpDP6YVMfBPf2Wb5dVuW3azuChIn7kKKHQhFg/DN6h4EVprq7iECNIk5wDOIL4b7qDYg/1UMyEtSqyQI39yrcSPgVVQfkL+eCMg/Fm/OpcR84JnAp4FrqDfofgtxP/Rixno6P7Xxt/fVupcaNEkQPkk5Ow3Yj3oC8j8GjsVBG6VhkwThNybS0NzZ+P/twHqNZRYQaZ1XERkm1D9JEP70pnnrA8dTX0B+L7znz3QC49+0m4G5bZaf3bL882us2zGU6zJ3D7BWF+UahJfq1RqEb1ZXQP5e4gfo0zEgL0lpQfhmSUD+fKoPyH8YB3jS1DMbOIgIel9EtedV63QfMYjm64CdSD/XDMJPTa1B+GZJQP5UDMhLytYchAfYF3i4Me8zxLl+e+P/VwIH9L6KapIWhG+WBOR/SrUB+RuIQXv3xnv+cd7O+DfqdR2Wn9+y/HtqrNsy8n/Aq4ELiIcKRQdlbWUQXqpXuyB8szlEd9k6AvJnNLY9p6J9kqTJpFMQvtmG1BOQ/ycxwJMBeQ2jacQP3zcD5wEPUV/QfQXxO+hdRDAkT9d/g/BTU7sgfLPmgPxNVBuQ/wmResmAvDQ5tQbhIc7pJC43SnznvQPHaxsEnYLwzeoKyN8InIwBeQD+m7E3Zhlj3UeybMH4N/M7NdYtz4d5F9UHxg3CS/XKG4RvlgTkzyCC6FV9IdxHBPkNyEuaSooE4ZttCLwS+AXVBuQXEgH5PfHmXJPXVsSP128Cd1Bf0H0U+BtwCjEofZkewAbhp6a8Qfhm04iHO6dQbUB+BXAuEbzrFIOQNDhag/Bzie+S5L7wFrpLD61qFQnCN1sAvIxoSFBHQH4f4vtlynkbY2/Gj3Is/wTGv4G/ra9qmR/a3UR+qf8gclD1Ogh/O/ED9OfAD/DpnlRUmSB8s9lEWpm6AvLPwIC8pOFWNgjfrM6A/EdxgCcNvvWAZwOfI+5r6gy63wx8GXgRsEkFdTcIPzWVCcI3aw7I/4vqA/IvxYC8NOiag/CHMPb9dxuwlDifN+9b7dSqbBC+WXNAfgXVXfv/RXyf7MsUCsi/ibE34O05ln8N49+0v9ZXtX93ZWme3sb4fM51tE5PC8JPA45Kqc8okWtRUn7dBuGbJQH5r1J9QP5M4EgMyEsaPlUE4ZttALyCaKBQZUB+ETHAkwF5DYI5RCOgDwJ/Jv23SlXTcuBsItXmDlR//BuEn5q6DcI3m0a0ZKwjIH8eEfBZUEE9JVUrCcKfRXwPriQGGV8HOKnxt3f2q3KaoIogfLMFxAPTc6k+IH8qUyAg/1rGdvqQHMt/hfFv1JX1VY1PAb8D3gJczsTAONQfhN+TuLG4heyDZecKy5amgiqD8M1mA4cTAfkqc8jfD3ydCMi3G7hakiaLqoPwzeoOyO+FAXn13tqMDTxXV9D9N8AnG///Ss37YxB+aqoyCN8sCcifjAF5aZhNA97P2Dl6KXFflliPyAf/p95XTRmqDsI3W4+xgHyVKWtuIn6j7McQBuSPZWxHd+uw7DTGRjlOpt/XWbkmvczTnpSV5JvvNBmEl4qpKwjfbAFxfi6m2hbySUD+mRiQlzR51RmEb/aKRjn/oNqb8xuAj+MAT+qd+VQfeL+cCFo+DVizUU7SwvDLNe+PQfipqa4gfLNpwLXENf9GqjtfVhKDBR6PAXmpH3YnguvJOfkuYEbKct8jWsivmfI39V6dQfhmL2iUcy3VtpC/CfgE8dulsoB82oGb5nFU/4X5qKZ/70H73E27EK2bms0kWp7WLckNtxfj368kJ+KcLusxCzigMSUPI/KO2L4PMRCTem8PYDpwBdE6SZPDDGAe9V47khQydxDd4XYjLtx7AWt0sd01iS+YFxA57/5E9Ni5mGjFVtSWRF7lW3HQ57w2BDYlujzOIB6y/JN4cKreWxPYkbhJurjPdVF+SSq9ran3Wrxt4/UCoovyPsS1+DF0dyO9BfDGxnQncR2+gAj2j5bY3q7EveDfgQe6qJeGVzf3Dok7gcsa0+XEOFcQ58JBjX9v2XjdnHrPzcc2XrcrWc52xIOJRcS9liaHDRuvT2Hs+KvDdCII91oi3nAA0aJx/S63eXBjOo04hy4ALiJ6wBa1AHgk8CBwVRf1mkq8Bx88ezZeLweW1VTGXOCFxHfF9EZZjyE++9ZGshAN7kaIdM6La6qT8ntk43UL6r2v2KHx+mci/rIXcc+/G3HclLUZ8LrGdBdxz38hcc9e5p5/Z2Bu3hY8HwcOLFFIO2sxFoi/kggqZXkkEwPTt9GbwNH2xA/9axn/JTubeBNXEBeDvEaIm9ulxI3j5sBGBeu0nOgZcFvB9fJai+j6Ooc4aFcRF9YHGGvZO9XtStwAXEAEdTU57Ea0ZrmixjKmEU/r7yeCMokR4rxal/jx2M0XQrO7iMEEi9qCeLj5T+r9MTTZTSdu/BcwflyQZvcSXaDrugFVujWJ7+jVRJdUTQ7J53Y7cd7UZT0i0H8T4++XZhDX4HWJ+52qWrOXvZbuQgThf4fjgCjdLOI4KWIVcR9yX+O13e+sxFziIdkSIsBdl7WJQPqtRNrNorYlAnF/Je7pNDkkn9vlxO/nuuxEXEsvaZm/BnHdX5c4p6qwjHK/KZLvpweBqyuqyzDyHnywJQ9Uf0s1D4tbzQceQZyvyxn7nHci+zqSnFt/J1LTqL/mEQ2m7iR6ktZlHeI7pvW+Yjpj9/xrU909/w3EPhW1E33OaLAdY838H99mua1I71Lwoprrl6g6Hc3WjHVnhsghnbc7xL1E64G6uj8/iXgan5R1JvBR4LuM5aK8jejiPdUtId6Pp/S7IiqkF+lo1iSOjV+3WWY2cBjR5fseuusm9bWS9fxUY/0vllx/KjiBCKrl+RwWY8+kXtuPeO/zBJc0OHqVjiYZ1P7NbZZZn0gv8FO6T1lzVMl6Lmqs/6yS62v4bUnn4285cd/xDib23s1rsqSjSdKaOPje5NKLdDQQvT3a3RdMI9KJfZz4Pd7Ndb/sb4qjG+sbgM/mPfhgG2Hs/d+jhu2f1tj2CuJcbU2blnUdeXnj74+poU4qrlfpaA5vlHNSm2XWJVKi/5i4Z+rm2n98yXpeAYz2M9H8jUTrNRjr/pjmvaTfSF5YeY3KmQW8khgE7AdEmhyIJxxp+zW95bWdVcSAMG9p/P/+RjmjZSvbxlsa296RODgeRXT9eQvwHMYGz92QuCiegblQpbKWEV8AxxLn1GHEQGj3lNiW52H15gNnEYPUzc+5zkbETaKkyeNO4ofBIcQPupcDPyPuv6RB91fie+dQ4sflQcSgdX/EFuJSltVEGpk3EYHbJCB/Y4ltDd2gfQPAe3AB/IT4LtuTOFfzputLxmwokyZKw+1uopHBYcQ14zjiOKuzZ1aqfn5xLGOsq+P2GcvsQQSCW11Cvd0kO5lG5MmHSOfwOeDJwJFElxmIVuSLKPdk8BrgbUS6iEOJL6I6vQ74CGPHwwlMTHXTmuv0RcCJNddLmgqWE18AxxJfCM0t5PPoNLC1ilkA/BJ4Rol1D8d0EtJk1RyQ34ixFvJ5A/I71lQvKbGU6L12NHGM7kb09DiPSGshqZhRItD3ZsoF5DfpvIgK8B5cibOJsXwuK7jejsSDtjKpzjR1tAbkjyUaSOYNyO/cTeH9fnr718Zr2k5MBz5PeivPb9ZWo/b2BE4hUtB8I2OZpL4btrxmub/xehOR4gTg9cCH6c3FY0/g5Kb/LwJ+07LMzsQXYutnYRBeqlYSkD+O+EJ4Gp0D8o5JUJ15wPlETv8yZtHdwF+SBsMS4AtE2ozmgHy71sWtYxdJVUny2v4OeBnxG+T2/lVHGkqtAfm96ByQr2p8J3kPronKZH/YHbie+E0t5XE3kZHgcCJ2eyydA/Jd3fP3Owj/x8br3il/O5GxwR6a3Q/8X201yvZ14E9EgLzKp97vJga93ZLe54UbIbp6Nd9AtKb5WZPIMZnWwmsrxvJzSarWcuBcxgfkv4SDqNbpZGLQ5bJWU9+A2ZL6ozkgvzERBD0P032od3reVVqa4kaJ3/3NAfmPUe/AglOd9+Dq1ibEIOaDkrZak889jA/Iv4QYz6TS+7Ayg/ZU6aLG65bED5vFjf8/BvhAxjqfpVze5CLWJgbIej7xpQv5n3YUfep2O/1rzdK8f4lrW/4/jRhlOs1K+v8j9J1Ej4G6B3uQ+ikJyJ8LvIoYRPnlOJBfYhvg0cTDitnEd8lFFBs4e3tifI9uXEU1X9JV7I+k6i0h0oF8kbg3OhJ4K9lpFSVJk1sSkP8Tcb3fE3gu8MZ+VmrAdHvfujneg6t7RzZez+9rLTQs7gG+2pjmA0cQD2Z36XbDgxCEX0rk7zoQ+BYxoOk3iIteq8VkB+er9GdiYNIibgA+Bfyr+urU5jUp8xa3/P8+osXXoSnL/pj2o8/3wknAvRiE19SxnDgnFxFB+Mv7Wpv+mU/0mHoRsG3K30eJa9SJwD9zbO95FdTpC12sW/X+SKrXXYwF4z9KBAAkScOrOSB/HGOpoqaiKu9bD6ygPt6D66VEbOqcfldEQycJyM8jGoX/rZuN9TsdzTLgD41/H9x4/T9gp4zlX08EXOtWJAB/H1H3rYluakXtQQVPU0rYHDggZf7DKfOOB65smXcl8IqqK1XCCA7Coqnt/s6LDJ0TgIXEQ7i0m2WIa8PhwO+JrsSdPK7zIm0tovwPgDr2R1Jv1d1LU5I0WKZq3umq71u367I+i/AefBjNIHom7AFskGP5lcAZRHxOqlNX9/z9DsID/KLxejDwBuCFGcudQ7SU77dVRCvUtzT+fz/wc4oPHLEekQP+L8ClwDpVVTCnPTPmr0qZdwtx8Xs+8A7gaCJf/6AMCjWz3xWQ1BPzgbOIsSzm51xnI2JgrU6eULZSxE3fiyn+QKTO/ZEkSZKqUtd968Ed/t6O9+DDZ1diPMYlwHVEvOx24BImplJutg+D0UhUaqvf6Wggchy/n2iZndWS/A6iNXY/XUMMingGEZTeluh+nNe6wFFENxmItDtJDtHpwBpt1r2byHFW5WAjWb0NZmXMXw58u8LyqzQd2IL2o9dLmtwWEA88dy+x7uFEj5l26bPKfh+uBF5A8UGA6t4fSRpEhwOP6HclKnYPkUpTkoZVt/etM8geS25eyTp5Dz5cZhKpp99E9D5otTvwuZ7WSKrBIAThLwVuJUYzzmqZfzy9bXV9B9Hl5SYiWL6ASIVzXoltPYHIGfcM0vPc57GE6Pr0YMn102yTMb9sHfvtICJPk6ThM48YZGfXkuvPAtan/aBKDwFrFtzuvcAxwA8LrteL/ZGkQXQCcEi/K1GxqzEIL2l4VXHfOo/sNCFlUjt4Dz5c5hI9Ezr1ihiE+KXUlUE4iDek/UjWp1D84tqtvYmW+RcCvwX2K7H+Zo1/v73AeqtaXpvdUrAOnWSlv5lHBLQPIvLcP0g8lLgM+B2Dk4Km1bMwCC8Nq5Mpf7MMsJrOPYmWEN9Hef2eSJ+2qER9erE/kiRJUrequG9t15jwhoLb8x58+Hyd/GmJbsNxeDSJ5Q3CvxDYsabyX8RYwLrVTURXn/fVUHYeBwNbNv79EmD/pr+t23hdm7H67QLsSzwdLWIZ8DrgTiLYfTDVjBLeTlb3q48T3X9uInKrrUfkP4P40rmeeDCxuOb6FXU48cCmyt4C7cxtvD6P+j+ruq1LBB/XJFL7PEB8/sM4qMkc4piu85qSpHTauuZyFjRedy1ZTpJTb+eS6+dRxbE1H3hll/VYAryrwzLrEde4exm7vqdZTDygvYZyadI2BF5eYr1mefZnKti88TqD/t0nVGmqXIuTVCT7UO/nlqTdeyr5872WsXfj9XnE9bSopG7PIMbfGXbDuI9bUO+xPKfxuk3N5SQD3+1eczlJb9yDSpaTpPPct+T6g2SqXPdh7HN7G7GfddmY3twXzCN68Zcp59GN1wUl18+riuNrI7pPC7wEeHebvyffnfcDa7VZrtt78F79pphqjiMaRJa1KXBkgeWvBf6ni/LamUrX5F5I4oiPpd5rXTK485Oot6F5cg97JOUGad4Q8ldwDar/ATMCHEp2AP5BYtDWtSsut6jpjdfW9yCp17Sm+Yc1LZ/HrcRF5DriRL+1Mc1lLMhbl6zPfgT4EeOfSG8PPJnY1+2IfPgXEYNjDIrpRI+FP/WovCRP2Vzq/XFfl9nAY4jPNqtXxCLgAobrS2eE8edsHZKBgmfUXE5yDZpVspwk9dTMkuu3226Vx9YuFdTpGjrv43RigO1vEl+qmzGWnuYhYmyOG4ggPTm2l+XxJddrlmd/poLmH2qT9f2Yitfi5LyaTb2fWzLWTt3f08n9Wtl75SQVYy/vJ6YRP5h/SvHB7LrVLsAyWdV9LCff13XfVySfTdn7irySc7Ps+5bcZ9Vdz7pMxes+jH1ua1NvkCT5LV73sdHNb4rkHKjjN0nVx9c+FdSp031rco37KfHe1HUP3qvfFFPNGqTncM9rhwLLjhLHwiD/dtWYXt9XzKm5nHlNr2XKKRIrrsVniJMobXoIeFz/qjbOhUSdntoyf9vG/OZ8YFn70zzdlbJeP5xNev2ygtgXpix7bO217Ky5PovpXU77JY0yn9Kj8qp0AnEzk+d4XUy5p3yD6h7ioVed1iTeu1/XXM4OjXK+VnL9TzXW/2JlNarn2PpCzu1lTQvJF/S5jN4MsnQJvdmfqWA/4j2ZrINjTdVr8f7EPp1aczlHNcp5c83lvLlRzlEl11/UWL+bVmRFJd9Tr+lhmYk76O4aOIjTskrfoYnmN8r5Rc3l7Nwo58s1l/PURjllW8X9qLH+OyurUe9M1es+jH1uG9dcTq/u5+6k/G+Ko4n34urqqgNUf3zNAP6Zc3vd3Ld+rrFs3fGf06l/X6aKEcbel257uH2S/J/Bh7osq9VUvib3wm7Ee3d6zeUc3ijnpJrLeVWjnLK9g64ARrMGQq3bG4BXt/n7q4CLe1SXXriHCHQ9mbFuy/2W1fLp0oz5v0qZ9zH631Oh2UZEdyilm08MePJJ8j+524hIUSS1U+ex9eSylQJWAi+m9y092+mmFc4g7o+K81qsQbGg8yKSKuB1X3Wq6/g6nkivWdag3bcO22+KYZE2HmKabwDvqKhMr8nqm34MzHo4Ebxtp91ArYPibqKezQNzjDKxK87biVzlSSuZbeuvWi7/ypiflev92pR5C4jP8+uV1KgaJxEtg+vMNTgZLQB+TvZYAO0cTnTtmaytTVWvuo+tst9TK4EXEL14BknZh9+Duj8qptvzZSaT4x5Jk8NWfSjzZmLspPdQ733FiURu15NqLAOiNfa9HZfSVOY9uOpU531F0XHumg3ifevMzoukGsR9GSZ/7PD31cAHiO/zvAH7dro9Z2YByyuoh6aoXgfhdwDOJDsIsZw4qJ9OPOkaZEuIHy/NA4F+hjiZzyKelO5CdImru5tqGVnd5x7KmH9HxvwDGKwg/EbAfwH/r98VGSDzgPMpPxL8LGLQylsqq5GGRRXH1vq0T891LzFgTxH3AscAPyxZrzqtZGzw3rwGeX+UXxXny1pEWjupCvv2oczFxDlwCtFTtC4vJNLufLDGMiDuOevcD01uvbhP0tQ1qPcVg3rfOmy/KYbFd4leCi9hfM7slcBPiEF9qxqLsIpzZj5we0X10RTUyyD8fCIPeVb6krOBvxAtYw4mAvWre1O1tla1vDZrDUqe0PTvZ9RTncpckTE/6+niwxnzN6mgLlV7M/AV6s/9PVmcTPkvGojzMOshjKa2Ko6t2zoscwuwY4Ft/p4IviwqWae6LSO+e/O2iB/0/VF+VZwvtrhVlbYnUg0s7HdFpCHVi/skTV29uq94mLFByDsZ5PvWYftNMSxWAC8jgu27EY3/FgMXUf1D7irOGRvDqCu9CsJPJ1q2Pyrj7xcRXXx2IILwC4iBObIGCe2lTwH/YDDqUqVLiIta3hxY/Ro/oJPVRA+KOU3z5gCfZXIOmlq13YBXdrmNq5hc6Q+2JXqhbEwM1HsrcROVlYJJ5TyC3hxbSRfsRbRPnXAJMcjbWURqsEG1mjgmlwLbtFmuF/vjudI7VV2Lq+iG2wseW5PDCPCfwBv7XRENHa8B8bvWe/Cp97n3Si/vK94N1wSR7AAAIABJREFUvJz+37d2a5B+U3iuTHRjY6pLVefMygrqMkyf/zDtS0/0Kgj/fuCpGX+7jkg/8zCRuuUOYAPgEAYj8P2dxjRsVgDfI546NssKtmf1YMjKId8rK4DrgT8wfpTiJxNPrs/sR6UGSLsBkPP6QgXbqNt8Iv/ri0gfd2EU+DGD+zBpMnpCBdsocmztQwxs/STiAUDSOuzvwLlMrp4vS4kf54fT+/3Je66cCPyzpjpMRVPhWpz32Dqjl5VSRy8D3kuMdSR1I+814Hu9rFQfPb+CbQz6dR/yf+7zelmpKaCX9xXX0L/71jr06zeF9+D91e978WH6/PPuy2m9rJTGHERc2EZTpiVM/NC+3vjbb3pXxVpcSOxH68OHbRvzByG333bEk7zmz+RdGcseS/pn+MLaa9neUiK1zjTg24yv223EoFx1WNIoY9Bb2y8i/XPLOy0kcgUOshOI4EGe/VlN/V0K12yU9euay9mhUc7XSq7/qcb6Xyy5/ofpzbH1o8by3QwOlcdl9Gbgs3vo3w+VIufKYvozaGMR+xF1HfQB62YSrUGG+Vpc5NhKvj9PrblORzXKeXPN5by5Uc5RJddf1Fj/WVVVKIfkeyqZPt7Dss9rlJm3J2ZZVwAP1FwGxDX96prLmE+8Z7+ouZydG+V8ucS6Ra4BdzVe31eynsl9wTtLrt8rv2S4r/tQ7HNf2njduOY69ep+7k7K388dTbwXZa8ds+jNfcX/NJY9smQ98/pco5zH1VxOr35TpBm2e/ARxuq7R5/rkteN9O+aPEyff5F9ubPxenrNdTq8Uc5JNZfzqkY5x3daMMMVwGjdrUJnEIGekZS/jRJPTlq/vM5vvO7NcD8xn0V0h/k58APGD0LRK9cCX22Zt0HGsrukzLuHeMI1CFYTx1PzD5QNgQ/1pzoDYS6wZRfrryQGGL6/mupUbj7RTfCT5P8xP0J/bryGUTcPoAb92Bo2Zc6VjehtYG6YPQ3YvIv1B/l8KXNsrVdfdVTSCWSnjJTaKXMNqKuBzKB5fBfrDvJ1H8p97rPrq86U83SG975i2HgPPhi2J3o9lFX2nBmmz7/MviyorzqTV91B+NcAj8742weI7j6tkiD8LOCAOirVR9MYe8K7AfHU98nE0+Ws4Hfd3sL4AWbTgu0Ae6XM+x+qHyyjG8uBZwN/bZr3ctLrPhV0c7O7khin4cKK6lK1BUQLozIDIM8jri/qTtkHh4N+bA2bbs6Vwxk/3obK6aYl4yCfL90cW9CfxgcaL7n/m0Xck0pFdHsN6FVa1H5Ja4SWxyBf96H7z91gfPeG9b5i2HgPPjj6cc50+/kPUrzCe/4K1RmEX5/s7gC/ITvtySLGciA9sdoq9c2ewClECppvZCzTr1zVS4iTPBnleX8mdgU7jOj23+yjwKfrrVop9xGtDpN0PyPAx/pXnUnpXuJhxnf7XZEM84iHdbuXXH+E7DEOlF+Z/MGDfmwNm27PlVnYgqGfBvl86fbYgv6PKaNoLJMMnPVE4JiWvz+SaDDTy1Q5mhyquAbcVlFdBtVDJdYZ5Os+VPO5Oz5T/wz68TVMqrgHt/d2/5U9Z6r4/AclHVkV1/1bK6rLUKjzS/B9pHc3XELkQWs3EvevGq/DEIT/OjHA7OuBTfpclyyXEul/fk8cE78mBk77KHAOcHbTsv+fvfuOm6yqDz/+ebayBVhYel06ikgRYUEFBLtEsIu9xfYjsfcaNUaDojEmaiwhauwaG4rBgoogIqiIWAB3EcSlsyxlYZd9fn98783Mzs7Mc+fWKZ/36zWvecq995y55cy533vKr4kg92vqzeJAriFuGNclvz8QeGxz2WlcllnvU+cSM4d/o6K8lOE04KAC629guHpwjKorB1x+FM6tcVPGtXJdSXkR3DXAssN+vZRxbv1zSXlRftcSPTJvTH5/LzFc0FzgDcBviLmNntRI7jTMyigDPlRSXoZVOvZ9VsNe7kM5x30Y5kUbF+NUrxg3ZVwr4/6gsgnrZl7k/xS5ZsYpXlHGZ3lbOVkZD1m7yb0dOGqA7S4gZp3utv1LmLlA2YEYxmYaOJ8IIq5PXsNsDjGszPbETcwg3RB/Qgyn0rStiM+wiAjI30Pk6zai5euwjR33YOBO4Gdd/rcM2Cv5+fYey+R1NHGTehbVPcxaQEyeNp84l+4mnsZmnWxoDnAM0TtgbrK9XtYQk41cnzezGRT9PBBPhIuMsQlxLp9fcBv9zCYmpL4ZuKjCdBYRD89WAb/Nsf5+xHiSf6TVEnIQ+wM7EzcA/boWFz23DiJagvyYwSpOgzqCeNL/w5kWLOgY4nOcW3E6o3CtFLUEuB9RuavyuBUtu9I6zZ+J79dRL4vnEw+3i6jj3NqemGjyMmLfV2U3YqL7LPXbbh5AdDlPJ3GsQ/o99Qvi2G9JTKw2izj3FhLfMeuIuZuu6bqVfA4metj8iGrr9cuJ/Xp2hWlAlOl3A+dVmEZan7uJaDhTRL/rfzHxXfhX4NI+29iMTXvIDqpIGZDWC9Lztwpl1FmXJ9u5i9Ev92F06hV11eeOJsqwPPW5tF6whmisN6gdgXtTfb1iD6JH1MU5188qvae4gLhvrUpd9xQLiVhYEcNeBwc4Pnn/LsM/vNgWxOgU1xNlYZVl8jCVlZNS59+GuL5X0BpVpQo7E+XV78hXN14OLMp6sXyfCNRk9Sy6B6B/Tgzk38tmxMWxXfL7FJHR1BriZuBXxIG8fYA81eFUBp/x/QYikPvt8rMzsGXESXUHUXikFcdbiSDdJQze+rVqxxBPCU/v8r/ZRI+MXYibyQuJVl1lOIIIbJ8P/KGkbUJ8aT+cuLnZvsv/p4nz/zPM3EJ1IbF/riLOzfsQgdetku3cSiuAW1XFqszPA/DcEvL0deDMErbTy2ZEcONaup+XZdmJKB//lDOdZxHXxl9yrv8c4ovoH4mKTVXn1iuJL9bPU+1DwH2IY3d6hWlAVMpvqyGdUbhWitqXCMLfQ/n7s8yy6wHEzfZPiO/7US+Ll1O8Ql7HubWc2Ne/oNo61qOI8uNH5HvYfxBR9lzExnPaVCn9njqDqFdDTLb9TCKgM02MffpZyi93X0ME4T9LvuE6stqf+O44vcI0IMr01RWnk9bn/poznazX//eI+u3lM6TzIIoH4YuUAWm94ArgWwXz0a7sOuv+RGDqxYx+uQ+jU6+oqz53BFGG5UnnKFpB+DzrP4gIwp9NPMCt6vw6kQjC/4C4j65Kek/xTSKIVpW67ilOKmEbw14Hn6IVhP8hcT85zPYg4oy/AT5FtWVy02VlmWX/YYxGnf8Qoj79K+CrFaZzHPHdfi75GnnsT8QlSzdFnLjTHa819A5QzwFeR3SH7Vyv12sNEWDt9xSrblnzPk1U2B9K/kl7yvQYomVNe94+B7yHeGhyJrG/p4mC6eRmstnVWuLhQC8PofW5yrwJT8/Vh5a4zVOI1tNZzp9VxEOTfpYky36vxDwOouzPA/HUcZDrrPO1gurHV1ucpHV2xensn6TzmZzrfyhZ/5M51/9Isv7BOdfP6ltJOlWPi/grBmsRltcttIJeVbqa4b9WinoAkdeyj1vZZdfTk2VfVnI+syr787wp47aaPreekqT3qorTeVWSzlNyrr8yWb/OcdfT76m0ocuz2bju/v0K0z4zSWNJhWlA1A1vqzgNiDL99xWnUaQ+N8j1f0PyfvoM2/ynjNurqgxI6wVvKbCNTlXUWes6B7uZ1Do41Fefu4H89bmnEvskb9nx7GT9U3Kun1X6fV9GULmf9J6ic166stV1T3E2o3GtFDFFK7+HNpyXLA4j8lr1JPTziAfmTR3/ssv+VzT4WQZxQpLe2ypO50VJOs/Puf4lwHQVw2gso3vBdirdJ+HaiWg99E/EEC5ZLQbeSHSPOnCwLDbiHuLG49XJ72uIFnHTjeUoWop/kng6lQbSfkQM4XIy8Frg74jxQHcgAgi7EK2XvshozG7/PVo3k48gWyWzbkuArxEPPLLelG4PvK+yHBVT5efZPW+miC6jz2D4hlSSyrYZ0aIor0m9ViyLs32eQepqnSb13BpWy4hgwX8SLXNOJXqZHk3U9zS68lz/WSfiLjJh97CVAZb71sGlst2vwLpeK6PtOAYfGaNd3uNfVdlfpMGE53IPVQThD+jyt9uBD3T5+3ZE96ZBxpvvtDfRHeBBBbZRpT8Qrfx3Ax5JXBzD4uNE96/UdcST7hu6LHs78C9Et9ubgCfS/ZgOo3cn71MM3+RiS4lr4MQc655ABNuGSdHPM9ODnbxDUK0nHiydk3N9aZQUGZdxUq+VomXXvHKzU1jRz9PvHBpkIrh2k3puDaO07vApYpiTs4D7EkPFvJc4/mV0p1Yzilz/EI10+hmXMsA6eEuWz2MdXKqW18roK/K9kPf4Fy375/b5f945Kz2X+6giCL9Pl799nk0n2ZgCvkyMxVTUYmKokf1L2FYR6fhRVxPDlUC0Hn8P5U5qVYbHEl3Z2n2GmWdhvpRoIQ/wt8Cu5WarEt8jJmYDeFiTGemwkGilf0jO9edRfXe6QZTxeWZ62npWju2uBh5PlDeSepvUa6WMsmvL8rJTWBmfp994hXnmQZnUc2sYPYzWBFm3EsMiPIzWsAofJCa8P6H+rKkERa9/iGFH+skzGfywlQHWwTeW5fNYB5eyyTPfidfKZMt7/Kuu8+cZcstzeQZVBOF36vK307v87UX0b71+B/EEBeLJ+0zDtiwmBuFfPMNyVVpOtCjanerHhyzqtV3+lvVBwVeS99kMbw+ETmkhcATDMQ4/wGnEBBJ5bSAm/xwWZXyeG2dY5q0M1qXpXGKopW/kzZQ0wu4ZYNlJvlbKKLtuLikvZSjj8/Qbx/gMLIdH0Q7EfD9n0hqa7ynJ39rdBHyHGD912Mek1abKuP5PnWGZ/2H0ywDr4BvL8nmsg0vZzHQ/28lrZfwM0mOsyPEvo+zvV65/b4b/d/JczqBIl/VeOscKXUUcjM50X99l3VuJyQK/QAxa/z3gwcQQLi8iZjR+JjGkyMIu69+L6Eb7opx5L+pPyWvYLSSC0Z2yjq1/K/FQZIrRuUH7afK+mHhQ1PQM3gcCLyy4jUuBdSXkpQwHU87nWT/DMpcRs31/mpi7oJeLiImbv0Z18y7sTRzHHYhhdP5KlHXDFIzTZLsY2ILhvVauqii9QdRVdtWlrM/T7wHO9Qx/OTwM59awmEWcE+8iepv9Gng50XW518OW84iJYnciX88H5dPrfM56A7wj9dQtr2V4yoA89mK86uB13VOMQh3csl/D4G7ievozXiuT6r+A46n2+NdR578By/3SVRGEX9Dx+zeIJyztHs6mw5j8gBg36Lq2v51PBOEPJW4Ufpi83kbMbPyILuk/j2jBccXgWZ8YW/X4+8nEOPEzjd20jFZr8ktLylPV/tj287Y0H4TPO6Nyu0+UsI2yvLiEbWT9POcRw1gdTTyY254o7G8kZuD+KdUVxkuAlwJPJ74IOk0D360obWlQtxLXyLBeK2ckyzT58LrOsqsOdX2eYS+HzyDf0Anj5mCivnwEUY9+FTG/z0xjlq5K3rfBIHzVspzP/5txW4eXkJ9RqIsV9egStjFM5f7zStjGKBz3rGX/sM3Rosm0geG/Vpqug4+zq6j++Fvnb53LX68o/UpUEYTv1C2ge3zH7+cRk5Z2Dvz/8+R9P2KsonRCmCuBRwHvJw5KuznAm9h4wlFtbHWPv88jeh/8A9G1pVc3mscl71ezaS+HYdXeimgYJlL6m4Lrr2R4bgCmiDkGiljJYJ/nHloP5epyCvAO+o9bP0Xr4eAwnGfSMF8rJxCVueVEGVC3ebS+z/JayfCUxTtT7+cZ9nNrVIbLq9LDiQD814G/J1rlZZE2qMk7IZeyyXo+Pzz5eaZ6xe4F87OS4a+LleEhBddfyfCU+1D/PcWwl/3r2bQBoNSEYb9WmqyDT4Iqj/92WOeH1rn8wFpyVJIqxoTvDNye12WZA9p+Xk9MENqtop8G4WcRrXnaTROTnn60y3qPpZ4HDKPqNnpPsjCf6LJ8KXBSl/8vIm7kIB6CDDLmcJPa5wroN9ZtXZYVWHc98AwGG5+rSvsRvQvyGrbP02kJ0bXqX5l54th2/bpsSeMoz7WyPfC+ynLU3+EUm1hv2Mqukxmvz9Muz7k1TJPlNuV9xIPhk8gegAdYmrzfUnqOBPnrFftk2G5ew3z9l61Ij4Fh3E/LCqw7jJ+nXZ5rZQ7GATR5Rq0OrmIeh3X+znVGRhVB+PYDOU10UejUfsJ8l42HCmn3F1qThR7aY5mXEePettsSOKp/NhtzMzFGWNOT+fz7DP/fk5h46Sw2fmjyDmAX4FfAB6vJWiW2aPt5GAubrNYTgZaZhgyqU5GK7jB+nnZLiaGyTsy57txysyMNrSLXygnEA+C6jVvZNW6fJ1Xk3ILJDsasJ98QafciWpIOErhXNkXO523oX6/IO0b5MF//Vcg7Xu247adh/zxFrpVZNFOvkJpQtA5u7+3RY52/u5Go81cRhG8f030N3VtKt1cSZxrOJG0N3ysIvxZ4dZe/HznDdptyI9Fi4biG8/Eh4GcZlnsIrYD7C4nJvG4FnsrwTESXxc7J+zQxwUTT8vQgWA08HvhyyXlpyrB/noXA94FDcq4/xcY9MKRxVfRamUfvuUqG0bCXXYMa5s9T9NwC+G1JeZkkhxBzK/UallD5FD2fZ9G/XtGrl2s/w3z9V+XWHOsM837Kcz82zJ8Hyin7R6plpJRTGXXwIi2qNVqGuewvo9z/dUl5qVQVQfj2Qfl7VXKubvt5plbJv0re79tnmf8Fftnxtx1m2G7V7ul4b3cNvcdlr8s64gLs7EXQzRzg74jJvQCeBfyuonxVJW3N/xdacws0aR2DjVd4LjEk0zeqyU4pBmmBNQqf5zTgoALrbyDfjZ40asq4Vpp8ODrIuNejUHbdOcCyw/55yji3ziwpL5NiR+BAhrOF1Kirul7xAwbr7Tns139V/jrg8sO+n+5i/O4pyrhWbiwpL9IwK+NaaXqEBuW3doBlh73sL+Nc/lpJeanUVMblvkD2meRn0ZrQaRq4o8syc2nNXL6O/jfAs2l1kekXPJ3Hxl0019NsC57ZyWsd+bs91mGKeOo0iA0MXuGryiIiHzMFHeYTDxPuYbDCqpeFxL67lHwTYaX5hv4PwzYQ10eelvPpsS3rM/eSXvP3JGlW9Xnq1F6O5ZXlvCwizWPesi4tM//KxsM1ZZVeU3dSbVmwGVGW3kG1ZekCYp9W/ZBuIfE5qjw36rr2odlrJWv9YKb11xOfo6qyaw5xvdxN/uEiskjrVuuIzzbqZXGe+kmnqsthaO33u8jXIrVofSKPdN92K7+Lfp6ZTGqZXldZmQ7DMerXfz/pOXQF+RpdpetP0/9euOh+qvschPE47qNQB4di9bmi9YK66xVrqfa88Z4in6avlUXJ+x9pjTowrIreN2eV3ltY5x/MqNT507I3bx15ATAraxB+B7IPq7AIuJA4GSC6E3ROhLmMGGscoiX24/tsb2fg7OTnR9K7q+UxwMfbfv8WMXSKetsS+C+ilXjadSPr06e7iBmLzy4/WwP5LXAl8KgZljuHmHzkY8A/l5DuL4j99yxmHlKpm4uBVcQ5fSCwPzEcwzTRyumvwCXA9QXyuAVxLZ6b5LMq+wJnAF8F3kB1n6dO7wCeUnAb/wicXjwrPe1JjPX7DeCVOdZ/K/B0ojva63Osn+6jx1Btz5iPAccSE6ndXGE63yT26QEzLVjQRcTnOL7CNBYSZfrPgadVmA40e63cD/g8UbHMc9yOAD4DfAI4lerKrhOB91J9mfBC4FVEz7WzGP2y+GnA2wpuo+p9DvB84LVEnfNbOdY/m6jrvoRW3bhss4g6wXziPJgiyogn0upxmvoq8b2+nGomsv8k8CDi+q2yt9i3iTmM+vWkLcNFRE+eh82wXJ1l5WxG//rvJ60XfAD4txzrp+fg/Yl70qr2U93nYJX3FHUahTo4wAXE/s1Tn/sbotXnCmYuO7p5HPAe4O3Ap3Osn9VLiO+2Kr+foHXMHwf8psJ0xu2e4g3AcwpuI++1MkVrXscTiYYEw+xAon7zeeDNFabzUGLuxfcz8xyMRTwDeAtR//w6o1/2PwH4p4LbqKPcP5kod98IfDHH+t8G9sk6cP2qATf+I1pjnm/NphX8y4kuk8cRFZMdgZ/02NblRCG5FTG2W68gfGdLzqv6LKsI0nyO+HL4KVFxu40Iyr0b2GmG9ecT48QvJ9uQNlWZJgIw/Y71AUQAHmKy2TLOi/RJ4l9zbi99IvmH5FWFdCzEO6n2Wkhboq6h2s9Tp4MLrr+SqBxXOQlwWn6vIf84sGWsX3VZm7YiWUG1Q5bcRZQnVX9vbCBaLVSZTvrQvOprfzbw8ILbWEn+ayUt1/Met12S91uotuxKu/neQLXHI+16v4rxKIu3Lbj+Sqovh6FVLq0i3/FNW9Jcm3P9fg4ibtAezcb15LThxdVd0rwd+BSb1t3LkvaQ/RNx7VXlbqK8raNMn6keCvXXK0b9+u8nrRfcTL7jm56DlxONaqpS9zk4DuU+jEYdHOJeMG99Lq0XZCk7uknn4Ls+5/pZ3ZS8573fzcp7inyKzjG4kvzXSntj3m51iWGTxkVWU21e75O831RxOmlg/TrGo+wvOjfYSuop99v3e57jezdUMyY8xFPG1GN6LPNmWt2NPkG0Ku4lvRE4sM8ynUPa/LHrUkr9B3AY8WV3InHCThNP0/cF3snMwxgsAD5cYR7LckLyvh7HOFU2RYYEWE88na76S0Bq2t4UqzR5raif7QqsO+nn1lyid8cviVY7nQ1V0l6P3SZjOxJ4QXVZm1jWK6RsvFakbHYtsK7XioZJkcmBR+5crioI/xXgz8nPz6A1XlS7c4mm/AD7EJOr9rrhSoc6uFefNLfv+P2CmbM5se5Da4iC57PpxDW3Ew9J9ge+NMO2jgIOLTV35Xt28j7ohFWaXHnH8FtPBDx82KNJkHVIu268VjSTvPMZTPq5tYAYFudVzHyN9qtXq1zWK6RsvFakbPKOa++1omGTd5z+kTyXqwrCryPGG4YYjuYVPZb7B1pjJR1OjGnXbWzvLEH4w9t+vhH4WaacTqZ0kt1fEA8/erkSeBJwNHBZn+UeXFK+qnAk8TABYvgdKYs84x6uJua3+HLJeZHGjdeKsvj1zItswnMLPkv2MYazDkup4qxXSNl4rUjZ5Jn402tFw+iSHOuM7LlcZeX7U0R31iOJSSO+TPfJ+/4fMS7XPxETU30zeW8fhz5dby8iz91mon1y28+fYLhn/21aGpT+Xsblf0JMXnQB0WuhU5GuUFlsT4zduyVx/FcTDwVu6rdSIu3acjsxGYeUxVuJYYw2z7j8uUTvkpUl56PIuS/VZR0x/EUWVV0rGj+fI8ripsthGJ2y+GTgpAGWr6rX6Kjsr6zK+DzDUq+Qht0wXSvjVpZpvKwF5pG9Ya3fKxpWXyXmpZyIcr/KIPwG4LlE6/YFxISYR9CaeKPde4kW2acl/++cwff3yftcYgza33f8/9G0xre8DfhAwbyPu3nJ+yATYq0G3gX8Z5f/5e022M8S4KXERLF7d/n/NHAGM3e1/iYx2/JKYpZoKYvLiAknP008/OvlImL+hK+Rv0tgp6zn/gdLSm9SbQnsAeyZvHYheyBZG/sBca7Wfa1ovF1Dc+UwZC+L87TeqcpLBlh2A+VOvpp1fy0oMc0qZf08WYMfTdYrpFHS9LWS9dqfXWKak2YzYBmtOvhRyd/3oNrJksfNPcSkuWvxe0WjbRWjUe6fX0ZiVXdD/T0x5vh/A/sBZxI7t1sw9GLgIT228xci0LuIaIndHoTfAvhQ2+9vIQoj9ZbOyL5/36U21etLsd9QNXmcAryD1izW3UwRrSSmmTlw9pWS8qXJch4xSfGBRPm1FXG+3Up8UfyWTR8YFjXIuX9kyWmPmzlEYH3PHq+lzWVt7NxADCVX57WiydBEOQyDlcXHVJB+XgfNvMj/OZW4dsswyP66u6Q0q1R2PTTV1PksjZpRKPs30L1xoWIfbU/vOvjOPdbbrJbcjZe1+L2i8TAK5f7RZSRYx1iQnyWeZrwdWE50fX0iEXQfxErgAKLgTs0mWmYvS37/BraCzyJ9gnMS8cQnawvxbq197ga+XkamiBP/dODEAdaZAnYoKX2p0wZiXOI8YxMPIs+5bxA59luvCv7uON5xneq6VjR56jy38pTFWbvO1iHr+LCfA95YQnp59te8mRdpTN566LYDLG9ZKWUz7GX/LFrDnk6iBWzco7TzNSq9nsaB3ysaF8Ne7m9RRsJ1BSjekaT1FuLpxvnAa4CPkP2GYSURhE+7J2xJBOAfm/z+E2IsTLvYzOw7wHXAdsC/AM/JuN6Duvzt3cDNJeRpKTERzyE51t2caIWUZ3ISqWlFzn0Y7+6wc4CFyc/PIMqstHK/F/GEXJLKULQsHobhrD5LtOjpZQMxtODbKD53UtH9Nb9g+mUr8nkWEw8XRqGVv6SNFbn2FzK+1/4UrYfMDwYOZuMg+44N5UuSimq0zl9nK8G3EhOwfpjoavRB4JXEmD6fY+ZxxVcm7wcALyJa8OyS/O1rxPg9d5Sa4/F1K/HA4pvAs4E7iRbx/YLYWwOv7fjbmcA/lpCfhcD3Gawbdbsp4qnUjSXkRapT0XMfhiPwU8RW9G/Nnj5kOK2GvDihtzSZyiiLF5eUlyJeQ3yWZ7HxA9r1wLeBfyDG0yyqjP21hNbwiE0rqx5a1vA+kuox6df+Qvq3Zk+Hh/n7mvLzp5rSkTS5yqjDLpx5kd7q7qp/OvBzogX74USA5WPAvwE/JnbG1USl/A6i4N8c2Am4V7KN45IXxCSsbyZac9sCfjA/AI4FvgS8mBgq6A3Ad9l0X+5GjKu+a9vf/gt4IeU8+T+NYhfBNINNMitAAr0OAAAgAElEQVQNizLO/X8pKS9VmUuUHe0t2Nsr+P3GX6vb+qYzIKkRZZTFXy0pL0XcCTyPCLYfTDSgWAX8jHLrSWXsr2EKtlgPlSbTuF/7s4gW672C7MM2pOtdTWdA0tgro9z/YpEMZA3C704M/1KWFwAPBZ5LBNfnEZOy9pqYtdMNxPjvnyOGVTmwxLxNkruAJxOT5z6BGKbmeuCXxH7dQIy3v5zWGJ6XAP8B/IiYMKGo/YhgfhFXED0k6pS2MFsG3DfH+rOIrth51s0q7UK4uOJ00hmkt6o4nXGzDeWc+6vJt9/TMeXzHrd0/X2Jc20XYqKlXTpeO9J9PolhNEX15/BsojytMp306fyiitPZI3lfUnE6vaTD0+U9bukcM9vmXD+r9AH2ThWnk95M715xOuNmd8opi7dPXoNK61e7Uu5xW0mrF+luyasMZdXb7jXjUjPbjvje2YJ44HtLsu2biYY8s5h5n5b1ee5dcBvKLh2TdTvyXTNp/fgAYE0pOeou6zlY1Gyqv6cYR01e+2l5nPe4pfWKnYEj2LjevXPHz8M8D0enfah2aJ+07Lg31T482YzxuafoZart570Z/oZM+yTvS6l2fy1L3neoOJ10cuOy647jbjfKKfe3It+wuJvBxhdPP58CHpEjkSzmEIXHPKIg6QzWTBPB4A20hl1whudqzCGOwRQbnxvp/r8neS/T5hSfCf02ovVXnbYm9tHF9J7hvZ9tiH15U5mZ6jCVpHM3EaityhyiEFpLtTcz42YexR9uFjn3FxHX3lXk61K1hCiTp8n+XTJM0jKt/bWB6ueWqPPaX0e1NxmzibLwLrJP8F2mOcQ1NE2+/TmXOI/vJK6lqqS9+qr+rlpIXNe3YmuyQaT7rYgix3Yrou6btz5Rt6brbVPEhH+b0XtOlLtp3VPMNExE059Hg0sfuvyBfBNjbknUwW6g2p7UWxHnYdVDldRRrxhHTV7784lGUmuZeUjebhYR312jXgfvrIuvp9prMr32b6T8mEa7uq79peSvA5eVPsBvGb5eFZ3qilfMJ76jbqfaobIXEGXIGuIzKZt0vxVRpM63hCGdz28ucVO/NRuPdXwvopCZptxW+WrW72gd1zyvFbRatIyS24DfV5zGEmIffa/idO6TpHN6xemMm1MY7XP/tz3yNSyv24iZ1f8HeB/w/4BHEi33m5wQ8Bbg8orTWEzsg7MrTmf/JJ3PVJxOVY4l8v/eitN5epLOyypO53VJOk+oOJ1x82VGuyyuW5P1tlOIVu5Z0llHtuDWpNZDJ9mZxLGreji8S6j2AW/qFqq/pxhHo3ztfzxjHpt63U08JPsOMezwK4GTiBa7TZaX3yLyl+fh3SB+RT2B0Ruo/p5iXBxGHPuPVJzOSUk6b6o4nTSO8OyK0xk3n2IIyv26x4TPYh3dn+bd3PbzEqpt2av67F5g3fXAM7D1tUZTkYeJnvvxRXg1Ma5w++uK5L3qFm6SxsOOBdadxLK4iXrbEuJB/4kDrDPIkJt5TeLxl8aF134x17Np3Tt9XUO0bJekYZJn2MhUaeX+MAbhe2nvzmGLk/FxO9EtZFDrgZOBc8rNjlSbvMOeTNK5fxu9g+xX4pAbkorL26V0ksridnXX25YCZwGH5EhzDtHzqd93hfVQaTKN8rVfRyOTu4l5RboF2Vcw2Q8gJI2mvD1USi33RykI316BzvOFqeF0FnFCD2I18Exicl5pVF2RY51hOvf/QPGJ6Lq1Zm+v6NuaXVLVzgeOH3CdYSqL61ZnvW0h8H3goAHXa7cEuLbP/62HSpNplK/935a0nevZNMBua3ZJ4+oXwGMGXKf0cr/OIPzDgJcARxHDMKwkxpE9lWxPJNonz5jbcymNmrcCJ5C9d8O5wNOI80caZWcTrUhG9dy/LuNytmaXNMw+Cvwdo1sW163OettpFAvATxMT8PVjPVSaTKN87d+Scbm0NXu3QLut2SVNmv8EXk3D5X4dQfg5xOQhz+r4+77A24GHA49g5olr5rX9vL603KlplxHnwKeBvfosdxHwTuBr2DJW4+FGxuPctzW7pFH2Z8ajLK5LXfW2g4EX5liv3W+Z+Z7Beqg0mcbl2r+O7i3Zbc0uSRu7miEo9+sIwn+ITQPw7R4A/DvRxL+f9iFo8o7fqeF0HrA/0RrhOGBXoufDtcTM9d/Bmb81nkb53H8/0UrR1uyDWUQEhXYjgn+SmjfKZXET6thfLy64PsAnMi7n8Zcm06he+2cRvYRszT6YA5L3A4keycP4UEXVWJa8LwdeROtB1Z+JHiOaHI2X+1UH4e8LvCDDck8H3kE8ke6lvcvAHT2X0qhaTzxp+lrTGZFqNqrn/h+azsCImk1MNHglMRb1l4AvJ79Las6olsVNqXp/HV1w/ZVkD8KDx1+aVKN47f8leWkwC5P3HxC9dr+UvH6JAflxlzboPQj4cNvfNwBX0bs3yY14boyjRsv9qoPwjwGmMiw3RUyK1S8Iv2vbz1nHIpYkaVgdkbzeC/yc1s2AAXlJk273AuuuB56BLUQlSd3tBbwueV1BNIj5IgbkJ80sor6xO/DgLv9fQ+8Avb3BlUvVQfidBlh2uxn+n47ZczNWqiVJ4+Xw5HUqrYD8lxmOCcAkqW63s/FQlFmtB04Gzik3O5KkEdcruL4X8Nrk9SdajWIu6rOORkveuRE2J1rPd5skvn1etHQ+tK2T/y0iGhp7/mgTVQfhs87cDTEGTz/HJe+/y5kXSZKadiet7rC9tAfkL6B1M7Cy0pxJ0vA4iwimD2I1McfUN8rPjiRpxF0ObD/DMnuycUA+bSFvQH60VTHG9xQxWseuwDEd/3sdcAq9W9GvxFb0E6vqIPw1GZdbD5zZ5//ziFlsAc4olCNJkpqzbsDl75+8/hn4Ba2A/IqS8yVJw+StxKRZm8+0YOJc4Gn4sFKS1N0gDUQhAvKvSV4raNXBL8SA/KjZ0ECai4k5Mu/b5X/TxLwOvYL01+E5NraqDsL/OONyp9J/DNxnAtsmP4/SpCmSJJXlsOT1HgzISxpvlxENcD5Na0jKbi4C3kncH3jDKkmqwh5sHJD/MlEH/wV+92hwU8AuyavbRPR3sGlgPh3yZmU9WVRVqg7CX0ycJMt6/H8a+CDwpj7bWAy8Mfn568ClJeVNatIC4sv89xWmMSt5P7LidOYn74dWmIY0Lv4ReCpwcMHttAfkL6QVkP9Twe1Okv2T9+cQLW6rskXy/nrgRRWmk45DeV/i5lAadecR1+kJxLCUuxKt2a4lhqf8DtV0Mdd4OyB5/znVto5cBsyl2jo4RG+Rqu/ppXHwCeK+9cHA7ALb2QN4dfJaSWvIGgPyw+t3wCOIh/p7dryy9rir00LgPsmrm7RXx/49/q8J97dEYTRNjIX7YeBTRKuVLEGIjybrrqf7hAjSKNpA67oYl9dlpe4habztTQRl0zEmy3pdCLwl+fnsij/D/kk6n6k4naq8lObLzSpep5a5kyRpzFxP8+V02S/HFpay24aIUf0vEWMq6zpcQdTB/gisreFz3IAPoouaIs6Hw4GnAG8APg78gHjAcg/Nl+/9Xh8vfY9oLMymNW7WNNFddFbfNVpe27be6yvJndQMg/CSUnsTE/iUHZBfQ3x37l1Rvg3CD+fLILwk9WYQXlKqqoD8BuC9RHB3qqK8G4Sv3jziPuphRG/WfyZ6PlxETAbfdNlvEF497UZ0HU1Plh8CO/VZfjHwb23Lf53qCi+pCeMYhK+6u600CdKAfPvD6zJeF1F+QH7Ug/Avpvlys4rXu8rcSZI0ZtrvScflVUerW2ncbQM8H/gu5QbkVxIB+SMoN6ZlEL5ZU8RQkIcBTyLusz4GfJ/oFVFHK/oPV/4pNdLuS0y+mp4wtwOnA48nTtyDgEcD7wdWtS33FeIJlDRObqf5CnvZry+Wuock7UU1AflfEt0t9ymYv1EPwj+Y5svNKl5PLnMnSdKY+QnNl9Nlv1aWuYMkVRaQvxJ4H7Cc4gF5g/DDbS5xL/dQ4IXEPF5fIu7rbqGc8+kFtX0ajaztga+S7YS6nXiaVGTSDGlYDUP3pbJfnyx1D0lqtxcxRFs66VNZr18Rk5/vmyNPox6EP4bmy80qXo8rcydJ0pg5k+bL6bJfvyt1D0lqtxR4HuUH5P8MnEb+gLxB+NG2FXA/4InEPd5HgbOAK8h+nj277kxrdC0nxi+6hu6ViLcTQ9hI48ogvKS89mQ4AvIG4YfzZRBeknozCC8przQgfybVBOSPJPv8iQbhx9ccYA/geKK1+7uJUQd+AdxE67x5dkP5UwHDMM76AmBzYsyk1URhJo27BQzH9Vem9cDdTWdCmjB7Ak8gWlEcVuJ2Lya6TH4J+EOPZfYnbvz/G3h6iWnXZRawWdOZqMBdRJ1KkrSp+YxfT+sNOC68VLelwElEHfx4InBahquJyT+/CJxPXN/d3EAMa1LmfE8aDVsRQfrriPNFkiRJNdsTeA1wAeW2sLsYeDMRdG836i3hJUmSpKKWAs8lWsivo7w6+FXEnIlHsWkLeVvCS5IkSUNgD+DVwM+pLiBvEF6SJElq2ZoIyH+HcgPyVwMfAB5ABOQNwkuSJElDpqqA/B+T96/X91EkSZKkkVBlQP5OHIpEkiRJGlrLgFdRbkB+RZ0fQJIkSRoxWwPPAb5NeQF552OTJEmSRsAyIiB/PgbhJUmSpDqUFZA3CC9JkiSNmN2BV5IvIG8QXpIkSRrcVsCzyReQNwgvSZIkjbA0IP8zst0AnN1ILiVJkqTxkQbkzyAC7DPVwW9sJJeSJEmSSpclIP+ZxnInSZIkjZ8sAfnLm8qcJEmSpOrsBrwCOA+D8JIkSVIdtgKexaYBeYPwkiRJ0phrD8h/uuG8SJIkSZMgDch/C7i04bxIkiRJqtHCpjMgSZIkTRjr4JIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZLG2VSf/+0BPBK4L3AzcB7wXeCuGvIlSZIkSZIkSdLYeipwG3A3cAFwAzANnAts12C+JEmSJEmSJEkaaQcD9xBB98cnf1sK/DH524X0b0EvSZIkSZIkSZJ6+C4RbP91x9+flPy9PTgvSZIkSZIkSZIGsIYItH+k4++bE8PTTAPfrDtTkiRJkiRJkiSNmlkdv+8ELE5+3tDxvzXAquTnvavMlCRJkiRJkiRJ46AzCL++7edduyx/Y/K+RzXZkSRJkiRJkiRpvN1CDDmzlpiQtd3Fyf/uqjtTkiRJkiRJkiSNg4/SmoD1O8TwNHOAl7X9/erGcidJkiRJkiRJ0gjbFriUVsB9GljX8bsTs0qSJEmSJEmSNIM5Xf52PXAY8BLg/sAi4LfEGPEnJ8t8pZbcSZIkSZIkSZI0ARYDlxOt4FcBWzSbHUmSJEmSJEmSxsfnaA1F88SG8yJJkiRJkiRJ0liYC5xGKwD/iWazI0mSJEmSJEnS6JsCHgBcSATfbwWe1WiOJEmSJEmSJEkaA08DriaC77cAHwX2aDRHmgW8FnhS0xmRJEmSJEmSJBVzH+BFwJHAZg3nRWEP4qHIlU1nRJIkSZIkSZKkUbUA2L3L3/cmgvBX15sdSZIkSZIkSVIRs5rOgDby38BK4NCG8yFJkiRJkiRJKsEwB+EXA9s2nYmabdfxLkmSJEmSJEkaYcMahD8OWEG0Cr93s1mRJEmSJEmSJCmfYQzCPwv4LrANsBD4EjFWuiRJkiRJkiRJI2XYgvBPAT4JzGn7272BNzeTnb5mA+8Cntt0RiRJkiRJkqQx9Bwctlkq1f2Bu4DpLq+7gP2by1pXexB5u7LEbZ6TbPMRHX/fO/n71cnvhwIHlpiuJEmSJEmSNGzWA29sOhNSUcPSEn5L4AvAvB7/nwf8U33Z2cgCYPcuf5/d8V6HrYHfAxcCvwR2qjFtSZIkSZIkqU6ziCGrpZE2LEH4txEty/s5ETi4+qxs4r+JCWIPbSDtrYAXA59Lfl8A7Jf8PJsIyktqxhSwI7C46YxIkiRJkjTGdmk6A1JRc2ZepHL7AP8vw3JTwBuAJ1WbnU1s1/Feh6OJMa9OBObXmK6kTS0hyql9u7wWAw8ihpKSJEmSJEnla6JhrFSqYQjCvwGYO8MytxCBsMcSQ7BcU3WmGrAc2Dn5+fVNZkSaQAuAvdg0yL4PTgAjSZIkSVKT9kheK5rOiJRX00H4nYCn9vn/OuCDwDuB3wE7AC8ghq8ZFw8EPgrce8D1VtOaqFXSzGYT8zt0a9G+G9HbJu92JUmSJElSNaaAvwNe0XRGVLvdiAaSS4k5Q28AfgWsajJTo+iVwHSP11+Ao9qW/Uzy97qfep2TpPuIjr/vnfy9aCD8k/TeB52vDcBPgFOAbQumK02CNwFfJx7i3U32a22Q1wtr+zSSJEmSJE2WDcS992pi7kSNvyXAW4HL6B0f/SawZ1MZHEVpgLvz9Xui1Xu7l7b9/8gG8jhTEP5Q4MAc2/8UMwf5bupIS1I2K6km8N7+ekldH0aSJEmSpAmTBuGngfc1nBdV7xTgZrLFY1YByxrJZQ6zGkx7M2Ic9E4rgePYtFvBb9p+fnJFecpja+KhwYXALymvhfotRCv5h9B9P2nyLG06AyMo7xAzkiRJkiRpuJxCDCmr8bME+Brwr8nPWWyPD2YyOYxNn2DcDdy/x/J7tS33+zoymOhsCb8V8GLgAro/hdlrwO3/V5dtvA6Y37ZMWUPfaHQ9kzgH7td0RkbMWqpvCf/suj6MJEmSJEkT5k7gWlr34D9oNjuqwFLgIvLFZO4iGnoPvSZbwu/X5W/vJILb3dzUse7Opeeov6OBLwB/Bf6deIhQhu8D5wKvodXa/1fESSSldkved200F6OnjElTryXmYvgE8FrgccB9gA8l/7+8hDQkSZIkSdKmbgfeAlyV/P5goqFip4djw8VRtJCIjR6Sc/15wDblZWc8ncLGTy7+Aizos/z8juXrGJJmOTER7CBPYAZtCd+u6klgNbreRJwDJzWdkRGzjmzX7S3Az4kJoN8KnEx8eW/RZ9sfSNZ9YEV5lyRJkiRp0t0APIEYhuYG4j78OmJ4aIAdgc8TY8dfhMPSjpqPUGx0gnuAubXnOoc5Daa9ecfv7yG6mPTSGaA/oNzsbOSZRIvXew+43mqiIJA0fNYSM2tfBvyx7XUZcD1ReEuSJEmSpOHzR+AxRKvpbYF/BC4hRtVYQowq8WK8tx8lBwMvLLiNS4kGmEXtScSBtyMagq8iGmv+pYRtA80G4dufTN1NtEDtp7NF6r3Kzc5GPkZ0Z8hiGvgpMVTNF4A1VWVK0sBuIa7lA4meJBsKbGs+0dNlX2Af4Pjk7/sRvVgkSZIkSVJ1zgVeAnySCN5OAbcBrwT+hWgVrdHxohK28YkC6y4BXgo8nRiFpNM0cEayzJ8KpAM0G4RvD4adxcZjvnezrOP37UvNzcayBOBvJiZpvQZ4UIV5kZTf7cSX8p8zLj8b2J0Isu/b9ton+Xu3eTTmd/mbJEmSJEkq1+bAfYng6BTR2O4oWuPFa7QcU3D9leQPwp8CvIMIxPcyBZwA3J8YsnxlzrSAZoPw7V0Ffpph+ft0/L5liXnJ6hbgq8BniQv8DzWnP4940vcE4knfk4leBJKymwJ2YNMg+75ES/esvWAkSZIkSVI9Hke0dt+FGCJkKXFv7/Azo2u/AuuuB57B4COSLAFOB04cYJ3tgfcBjx8wrY00GYRf2/bzRRmWP6Lj9yrznj5Ra/d64P3AXcnv3bopVGEWcFjy87bEhAWpvYmxj9S8xcBxwK+BKxvOi1rmES3V387GAffFTWZKkqQK7AkcQtwkzKb1UPlOomv2zcCFwBWN5E6pHYi6/c7EJGLziPr+WqKR0m3AxcBvmsqgJElDZhbwOuB+ROD1fcBbgVcn788l7vk1evJOorseOJnBhwZeSozGckiONE8ANmPjePbIeDatmWwPnmHZWcSEp+2z355bYd4+RLTOfzVRCZ4GHtGxzN7J368uMd1z2tK6PxH0v4beMwB39g5QfaaIeQleAXyPeDgzDRxbUXpvSrZ/UkXbH1frKDbLdpbXS2r7NJIkhSXAo4H3Eo1Z1gC3Jq/1bPpdtT753xpgNXAeUbfobOSi8h1HBAh+SjwIuY04Fnez6XG6hxhKbw1wBzHB3HuBBwML6864JEkNmwO8hhjOepqovxzU9v+tie/Ln9efNZUkTwzmFmKC3kEtJOpWReI/u+RIdyg8jtaHWDbDssey6Qc/o8K8tWsPjLerMgh/E9kOvkH4ei0C/gb4d2IcqG7H5NiK0jYIn49BeEnSODkQ+DJRD1nDxt9Hq4Ebkv/dSdyg/JWYROpS4DvAKiIIfCMRCL4jWeZ9NNtDdtzsQDTquZ44DmnwYJoIsl8PrCAacawmjssK4HfAj4i5bO4kjtPqZJ0bgK8AO9X4OSRJaspRtBrFbgD+g+5ztH0l+f8W9WVNJUobi2SNv/yUmWPIvXxkgHS6ve4hejHmlrWy/USKjdPTzbK2n19GVCx7eUqXv21JBCartmvyfjKtYWEgnrhBTApRJB9ziWD6gcR41BATvmbxXGae0Fb5TQHb0BrCZBnRvbuf5wEPrCAvxybvT6S5hy/7EzeVVwOXd/n/UXQfT30D8OMK89VPty/psj2SVnkwiGOIc+wnjP4M7lsT58Zi4ntlDRFAWN1kpkbEOOy7I4AFwPlE0GiU1Xk86kprHM6xuhxMtDD/FRE4HSb3Ah5C1BHTyv9a4prbQBzTlcScRVcTNwrd/DRZfxuiO+42yTZflrz+CHyBuBnS4HYFHkZrqBmIFu93EnXIq4nj9Ofk1W8/z6J1nJYC2xHdoB9DBO0/z/hfx8cm7+fgOanRdiQxRObPGNFhDBpiHWb4HELE4qqsKy0gvkvvl/x+MRGP2Rx4Q5flFxH31e8gHnJr9NxM1Hv6xVWuIRoq/A54eo40tibm2CzieuC1Ode9P7AoaxB+e/I/aeil/SnVHvQeo3kxcePRaX0FeepmfvK+PRtPJpvmf86A+ZgiAhariZPncCIAP4jbiBZNW+DTvrLNIVoY7ULcSA06dvg+tOYNKFM6W/N2NBfkOpz4fJfS/UboWOILs1MaHGhC3vHFullHXLfpazviPJlFvrLoeCJ/qxjNyvg84ACiV1CvcujPxM3GoBOljLtx23fHEmXlrYzmg+E6j0ddaY3bOVaXBxA3+01+b3XagwjezCXqKOuJesbNwG+JltLtx3A2sHvGbd+WvFYCvyTOl/sBbyFax3+X2Bea2VLgaCJAMJd4uH4n8f3+a6JsvLljnazdme8kgvdXE0MP7Uocp1cQAZDvE+XvODo+eR/VupKUOpqoK61m07JAG7MOM9weQMTGqqor7U3EHRYQ323nEhOw7kfcf9/eZZ3Nkve9iIC8RtPXiTrOTsRxnKbVs/NqWnWdrPXcToPGXbtZQf449IPI3uC6EvOJCuo00bq3l0/TvRvAsiSnwyMAACAASURBVIrzlyp7OJo9kvXSyTs/RfauD6uBh1JuYHHSTREtvF8O/C+tsd3zvl5WUT6HYTia05M8fLDH/1fRfZ9U8VAiq0GHo1kLXAJ8FXgP0bPhQURFo/O6+0CyTt6eD2mXq8Nzrt+kU4gbiCz7dBX1ldejYBz33Qoiv4Vmim9IncejrrTG8Ryry4+J/fLypjOS+CoRZJ8mgrh3EMPG7FlxuvcCfki0iNfMTiVuEKdpjc3/aaLFU5W2B77IeI+Dmw7jc9hMC0pD7kriXH5s0xkZctZhhl8aH/v7Crb9Mlr35O+gFVyHGDnjCT3W+9tkPee5GU3TwC9qSOezFIv1rSAaW+R1SbKdRl2RZKLXcC6HsvEYiunrwlpyF2YKwl9HdGk4C/gfWl1PF9D9CU1n8L5fEH49MX7nqzrWUTGLiO68/0aMk1rkQux8GYTf9DVsQfgNxHE/k/gspxDd3ZYx83BD7SYxCL8E+BqDXxdfaSKzQ2ac990KIq+jFISv83jUldY4n2N1GZYg/KG0xhG/meh6+7xGc6RutgAuI+oatxGt1F+PvVTLZBBe48IgfH/WYUZHlUH4LYmHy/t3+V+/IPzrkjyVPYS26jFNPUH4XvGqLK91FB92+hJguukJmH5NtObpNsb1bGLihW6tvj9fZaYymEWrMrgtMbh/alciwPffxJfs/YhK+SD+APwn0YrmGiJwf2qB/E66KWJc90cmr2NoDTNUNsenGy53ET1u3kzcKP+RuD7t0jy4pcTDxkNyrHsC0ZJhUve7+2641Hk8iqY1l42Hwqsqnfk0+8BULW8jGl/MJlpUv5mY4FPD5anAJ4lr9DqiddUrG82RJI2muupKGn6rgSflWO9exEPblaXmRuMmb/x7PTFH6DlNZqIs5xOB6uVd/vdSWhMxtFsDfKzKTPVxf6LS/WRgxx7LpA8Ntut47yUdx+xqovX8UqI19Zn5sylgIfBgWoH3KrpurwXOBr5NPEh6AdEiVMPjBmL8RR9iFbOQGHP2oJzrzyMml5vE3jxl7LulxFiIKq7Oc7mMtBYz89ixZaSzBLg25/oqz3uBlxDB94uJ+qZjBw+fk4kGOHcQ182TieMlSRpMGXWYRQzfZOqq1yHEKBs2KFE/a4j76kGsBp4JfKOsTDQdhP9Z8r47MRHWquT3+wLv6rHOh2mmkP0s1Qyi/w/EmJvnEN2gH1BBGpNgipg0NA26H0s1rd2vIIYI+jbRPfyO5O/vriAtaVicRv7KMUTLhEkN8JWx764rKS+q91wuI60sky2Wkc6NBdZXOb5MtOi7m2gJ/5lms6MeXp+81gAfBd7ebHYkaaSVUYdxctbJtiMx4eZ/Np0RDb1B55E4F3gaJfewGIYg/Fqia/cxRDB6AfA5ugdQV9E7OF+mLYDHES1b0skdsgbg7x4wreswwJLXQiLY/kjgUVTT2v0uorV7Gni/rII0pGG2DzHvRRGXMpndRA/GfTdMdqe+41HWsb+npnTWF9wGxNB5BxKNKuYDfyUqr1eVsO1x9xGiHnMNsBcx9uQw8Jhu7LnAG4n7p8OI/TEsPFbDr65jVOe54Hk3mco67nXVlbLwXB5d6Zx53280FxoFaU+JP9E/dngR8E5a81SUqukg/F3AecSwIQ8jgvAfA+7dY/mXUc+Y2xcQY4gP4kpizE4L6mqlrd0fRTy42az/4rmsIALu3wF+SKu1uzSJTixhG58oYRuj6MUlbGNS910VHlLCNrIej7qOfdPn2BJi+MCnEzewnaaBM5Jl/lQgnXH2aqKVzZ/oPkdS3Tym3T2QmMx9NtEIZEOz2QE8VqOgrmNU57ngeTeZqjju1mFUhucSDXu/2XRGNDIOIu4LjyPm9Ex7Ov+OiAFe3lzW6vEGooC7Cng5vWejLW0MngwGmSV3NfBQNp1ANp01+hEdf987+Xs6nuyhxFPXQdaZJAuIoPsHiYsh72zG/V53Ad8lHvLsR/fJgGfy7mRbx+ZYN4s3Jds/aaYFK3R6kocP9vh/r9mmmxybbSUxLnwVPkB8vryzZK9P1j+8tBxV46sUu75WAJvXnuvhsILJ2Hfp53x80xmZwYeo53jMJR7M15HWyprS6eYUYrzyLOkM2v2zKT8m8vvymtL7G2KIxQtrSm8m43hMy7AjcDvZhoeqy6Qcqw3EZzis6YzkUNcxqvNcmJTzrgppveCxTWckhyqO+zzqqyvV9ZkmRRqz+vsK05hDxMAOozXH4g3AE7osex7wHxXmRdWbBn5RQzpnJ2lV0ZA3i0uS9Bt3CK0C7h66F3zXMfMEp2XqVwivJ56OvCr5vVdgfKaA+h3A79u2uWWGdSYlCL83Uah/B7iTYl/O/b60/40Yf3VRCXk2CG8QflCjEoS/nvzX2Try759RN4diZdQo7bsVRJ6HPQj/B+o5HicXSGeQtHarKZ1OS2h1zxzk9ZUcadWtziD83kTLugtqSGsm43xMy3ApwzPp36Qdq1EMwtd1jOo8FybtvKvCKAbhqzzuz8ixXesww6HKIPxBxFyMq9l4/1+U/K1bEF6jb5oJCsI3PRwNwC+JMbd2BGb1WOb5ND9u+h+IyR4+TYzZuTdw6gDrbwU8heguA9HCe7/k59n0DwTfTHzRjPPEhsuBpxKt3rt1BytqA3F+nUYMeZQGYyT116tcnsl6Ihh5Tol5GSVFvl8nfd9VZXbO9QY9HlvmTGfQtLaoKZ12S4GziAYUgzqBqPSuzbHuOPovou5XxXw2g/CY9vce4oHX9k1nhOLHai7OMVK1uq6nOq/bomnNY/A509S8qs+xuupK7Yp+pvk027hsnM0l5n58Jd1HJUiP2ba15UiqyDAE4bejf4Xw/dQ7FA1Ey89tiZbnC4gC+2XAmTm2dTTwHGJc5W6TzWZxI9EF6vac64+ClxET4ZbpSloTqp5EPAD5NNEDQVI2twFbD7jOauCZ1F92jwP3XXXyzClT5/GoK6286SwkJr06KGe684BtmJxeff08gLihPLrhfHhM+5sPvIIYt7jpOngZx2oRw9OifxzVdT3Ved2WkdYWVNcrVdUY5u+GJuswSxjvRpFNWUD0TnhYhmV7zR0pjYymg/ALiAJ0tx7/Pxd4TX3Z+T/LgV2Ip6s/Jm6WBl1/5+Tn1w+w3j0d7+2uGTAPk2gdcbzSwHs63A/Ao5vKlDTirqV3Gd3NucQkgysryc3ouYfsLbDdd9W6ipiHJauix2Mt2bs7FklrHdGCqOp0TiP/zSu0Jj0SfI6o/9bR9bYfj2l/3yCGDPp40xmhnGO1pqS8qLu6rqc6r9sy0vLBz+ip8xyrq65Uxme6scD66u2zZAvAQwx/K420rBNQvokILJed9v3o3b1zLfBTmu/iehQxlMzPiRbyqUXE+N9riaeqEIH7vYDFA6axHvge0StgW2LsyfW5czyaHkS+rvV3EsflOuKLsdd+O5AIJP6EaibW2p849j+jmi/ovYnhiy6kuS+fg4hzfCXw2y7/fwjde3tsIB6MNOE4IgB6VgXbvjewBzEZzE051n8UUQ5+i3yTAWexiJiwaD4xrMxdxPBWdw6wjbQMvINoRdLLamLy5HGpHBXdd7OI4bVWEwHScd53xxEP1c+iui7nZZzLhwA7Jess6LNc0eOxO3CfZBs7Ud2x35xoSX0dUe+o8hxL0ypiDfGgvKgyzoVejiR6/vyU6gJHOxN1kjy9K/sZdL8sIK7dIso6psNoPnA8UT8vs1zLc/5uQdSTixjVY5U2oqmyrlSG9L6wiCzHaD5R3646HRiu867Kcr8uaV3pf6luWKgy9lNd3w3LgAOovq4EnstlS+8Ny4ir7MRgwwNVFQsZh+Myyh5NXOdVD8W6nBjl5DtEjKpuRwObZ20Jfz7ln+xPo3cAfh3wPoajNeB+RCFzHjGQfmo7WkH4ryV/+zDZexdMA1cQE3JdgK1Tjsy43D3AZcSx+A0xn0CWsd0XE0H4HxKtIcv2eCIIfw4x3nzZHk2ci+cT8yg0YSsiCP8nWud8uwfROwjfbfk6LCfyVEX6mxFB+B8TFcNBPZK4ofwF8JcS87WQCBwsp/uE1tPEtfN5Nn6w2EtaBr4m+Xnf5PdpouJ1LfHgMMu2hl2Z+24ucYyvJb7P7sP47rvlxE3bpWz8PVlU2efydkRl/13Jz1Udj2OI430uEcyt6tjvTFTmLifGF6/yHHtSwfUheqh9L+e6ZZ8LvexLBOFXAD8qsJ1+/pWYY+j8ErZVZL+U0bimyDEddv9A1P2/WMK2ip6/zyghD6N6rNIGCxcw3L2CH1HCNrIco0MoHoTPei40fd7VVe7X5UiirvQ7hruuVDRYDdmO+3FEEP4nRCO2KuswnsvlSu8NVxDHr4jXDrDsNNGTMM/wkt2M23EZZY8mGr9UHTPahwjCf5Nm5sg5hHjY04iX03/26Wc2lbEu0tmfOytXeyd/bx/rLMvM2jd1WU+tGeO7va4C/oMY1z3vSfuRZFsHF85pd+9Otn9sRdt/U7L9kyrafhanJ3n4YI//r6L78WtyApuVVDcO5QeIz/fAnOuvT9Y/vLQcwSnEU/ssZdEqohXKTNIysKlZxOtS9r7bLFn27EpyO1xWEJ/18SVus4pz+fPJ8lVM/t3uRUk6z684nfsk6ZxecToQNyFZjkWv1wryf39XcS708uNkOy8vsI1+9qWcAAcU3y/vz7huFcd02G0DPKakbRU9TouJ4POkHqsNxGc4rOmMzOAM6jlGb64pnTk0e97VWe7XJb3Xfez/Z+/OwyUpy8P932f2GQYYZtgXGRBkkWVEQQRUUFATSdSocUGNa1zC1yWJRqNGYzCauEaN+nM3cUs0Ec2iBlFkdwkCguICMyzCsO8wwyzn98dTle7Tp+p0d63d59yf66qr+3TX8p6q6qq3nnrreSucZx3r6ZMDzq/sdj81Gf+FA4xb1nW4L1cpvTZ8dQXzuovBt8O7K1heajZul3E2STMpGs9KltVWXOMyYHJeCws+GXhvn3HauCtRpzuAzxAtF6pO6zMbbSZ+IH9BJ43MHxN3xub6EwNSlhXE7+PDyftB7EK00J7rXHejxe0xmg4qMe1mohXasOfv2bgv/IryrcaqWi+PL1GGott0XNxC+Q6Sq9pOfwjsVqIcs31bjYoy13fDbKOmfrfH0s5+NxuP+3Wocz0dX7BMMJrHmwfT6auvCPfleg0a9/sy8OYKlud2Ueua7pj1QOCLRJ6lLA8QPU//HvFDG2W3EweN7k5HJpmer/BNRGujtDVw3S3wxlWab+uVROccdeRt18wWJsN9bRdEQ1lF5OIeJp9e6mTiTnDbfW+0pey6W0R9OdDnIvfl2Wcz8ByGz/HovpCtymNW0fzaRbfpXFLl/jtTnuR+3FbNaer3VLQB3bDLmanflKqXlfK4P5i611NT+1hT3JdH25eIVul5thJpJN9OpCUuw+2ikdBkS/gVwDfI73zzG8Bpyfsn0GzZiriVeCylu+OSjxI5YN9APLoNcDHtpuMYFxcnr9/GAHzTlhD9GdydDP9D5H7X6FtGdAxdpDIBEZDZsbrijJUq1l2RzqSVzX15tBV5QvFOIkXR14aczn0hWxXrZYeuv4t0PFt0m84lo7L/uq2adU+BaYpso9sbWk5RbR73VxWcdpw0cXzx3BCswzTjDUTGiN4A+2biibQjiTRcZQPwbheNjKYC3fOJlu0Pyfn+QuIu438mf69idHL/bel57XY9UzuGOJV4fO89GEjW+DiNyGGc9gZ+EvBVirfqUXPeDxxeYvqtTH2aZy6pYt0VuVBRNvfl0baBWMeDOp/og6VISg/3hWxVrJdbu/6+Zsjpy2zTuaSu/XeY1nduq+atH3L8ottoXUPLSQ3ztF/bx/2bSkw/Lpo4P1475DzH5XgzTGOCtvfl2ViHyXM/8BJgL6Jx6x8QfeesBJ4CXFTRctwuGhlNpaN5J/m9xv+GSD9zP9Ea+mZgJ+CJwI8aKd3MPkLk8ByFskh1OCXjs6OBXYEbGi7LqNmP6JdgV+ImxQ1ExWzYCmod1gAvLzmPnzP7+uAYRFXrbnMFZRE8FPflUbeFOP5tIPKr5rmIuLF7OpGib1j7MPv3hSLnlTqOWWkawOuY+em3stt0XLW5nbL23/cBz6be399cVUVdLw1WXwXsO8N4ZbdR+ru9Hti9xuWk/pnIEV7nfjdK9dlRrvc3VVdKb/hdQ/TLlmfcjjffBg6m3n35UNyXi7qB+uIOh+F20QhpIgh/PPGYSZbbgN8hOkCCONh9l2gVfyLwN3UXbgBfTQZptsp7ImbUU0LVZQXwGuB5ZPfhMAn8F53jVlteWcE8Pl3BPMaR6260PL+Cebg96rcBOICo16U3atPW1VcSHY4O27q61xNLTg+juS8Mel55DRHE61XnMespRJqaurbpOBnl7fQb6v/9zSVlt3Weg4HjqH8bvYi4OVr3cq6j/v2u7TpZXftC1V5QwTyGWU9PIG7QzpbjzU3A06h3X35RyelhbuzLTXtZBfNwu2hsLAAuI3as3mErEYDv9ZLk+42U64yobecS/0fvEwD7JZ9f13iJRttXiPWyuqb5fzyZ/5qa5v/uZP7H1zT/tyTzf2oN8/4w03+fP2V6OprPJd99KGc+6zPmk/6W27KO4YLlpxL5NrP+j97h3uT1uIJl25xMf1TB6a8fsJx5w1pg2wGWkx7LlhQs56hZTFTE6153S5Jxz6r6HxhBa4n/9ekFp7+UZvbl9DxTdwfpr0iW89Kal3NIspzP1bwciOPobxpYTrqN6t4X8pydzOd1JebRa5jzynqm14MmiEegq14vn6LeetG4KbudoJ7z8qnJdy+s4H8cR1uJ/7/KNKVVbOteaV2p7gZu6fXGiTUv50nJct5e83IgWoK2ddyvY1/Ic3Uyn6cVnD4vpjKudaWmjm1pXelTNS8HInvCXNiX0+Pdq0vMo0nrmBvbZZxNAj9pYDlnJctqK65xGTBZd0vXVxGPTmX5W+BbGZ+fmbwuIvJBzVaLiMdizgC+TuTNl9rwRuJx07Tfg/OIfGyTrZWoeSuIRw8/nLwfRNs3CXcrMe1movXx3RWVZZwcR6Q8K2our7u6HFhiWrfH7HJMiWlHbV8ocl7ZhUg70u1gYOcS5Ri19TJqqtpO8/G8POqq2taqzlKiRXJRRX8347gvHFBiWo8vzZgp1U0/c2lfbtpMaZX6cbuocnXerd+R/LvnPwDelvPdOjr59E4AvlN1wVo0j05Ljp2I1tl0/T1spz5SFe4lHnF8KbAw+XsuWUXcDCvTW/o42Uyk/Dq37YK0ZGGJaef6uhs1bg+lRm1fKHNeOZlooZPm5fWYVZ8qt1OZzuzdTvWrclurOmUaoRX93cy1fcHjy+hzXx5NbhfVos6W8KcROSZ73Qo8l06r2yzfT15PqLpQLTkS+ACRgubLOePM1fzbGh0PMPcC8MuIp2+KBuAhOpMeF3cSKUO+1nZBxpDrrj4P9B9lGrfH7HRnwWlGaV8oe15ZRDRkKWvU1suocTvNHaOyrVWdor+bcd4XrCuNvs39R5lmLu7LTdtaYBq3i2pTV0v4fYnc7lleReRMnMn3k+kfDhxE9AR/O8Uuztr2JbJvRkhq3/uBw0tMvxW4oqKyFLGFwVsRnQ+cQjxtpLiYGfQpBtddve4mKq2DtiR1e8xevyXytw5qFPeFKs4rN2Z8vonBW8WP4noZNXVtJ8/Lo6euba3qNPW7Ged94T4ifY91pdG1kYivDdq4cq7uy03bQvxu3C4aCYMexP+Z7E5U82xDdrL7B5g5n9IEERRZTPaFxiRxEbKJOMiNWs7qfuWfye0Uu0s3W2xLrLu61kO6T95JsbvU/SwjKkZ3EftnEfOTIT1BbCXKujWZ9zLi91OkJUQVlhP79gayW8zvQP7J7da6CsXM620H4nd5W850g+Zoy7MFuKPgtKuS18solkd2FZ0nima6cNlM3Mgsut9sT1Qob6P9Y+5M23pQC4Ht6FSU61p3E8BK4nhwV4Hpq1bFusuT/vYvBfYoOD3E/lXnvpyeZ+5g5qfxylpCnHPuod6OqdNj2MZkWXVaSewrRY93g0q30VZmvlgquy/k2Y44RvyCYnnY6zivLCCOww/Q+R3nGWa9pOf0uupFo2we5RvIZJ3/6zgvN3U8GVVpXelyiuUOT38/ZQxS10vrSnXWd6Ga641BpHWl+4ngb13SutLm5H2ddYC26/1pXelnwO4FpwfrSsNquq6UdrJZ5zaq6xw2qPR493Mij/moa2q7tH2M6VXntV/VVhFlq7vRdVrPbyuusQKYP2gQ/kFEgQcxQeR87z0w3Ac8GbglY5r5RM/YL2LwitJ9wBeATzA6ldL/BPYecprriRQ1n6u8NOPlPcCTgCfS/0mJIv4KeGYy1NFy+XXAi5Phx0NMty3wPCL/V1anIZPA2cDVRN721wDfK1XS4k4DnkI83fGujO/PonOx1G0TcETFZRl0vR1IBBmyOnn+M+K4U8bfEzcpi7iEOCk+m7i4HNbPiKDn84HDiP81DZTdRfQxcRlwU8Hypf6JeKTuEbRzrB10W7+bSPnVz3HAx4hzxz9S37pbTPTy/hPi3NaGqtddnu8QF5SvpdO5+jDOJOoBj6PefTk9zzwZuKbkvGbyh8BbiX5x/q3G5exHdOz+DeAtNS4H4BziJvDv1rycDxGpCJ9AXNjVtS/k+Txxvvo7oo45rBcT9YEyes8rBwJfTYbTqO438tdEJ+x11YtG2ZOJ414ZvdtpPnAx1Z+XnwP8JfEb/0bJMo+jS4lry2cRAZ9hvQ14RskyDFLXS+tKa6g3cJleb7wMuLDG5aR1pY8BH61xOcuAHxJ1pZdQbx3gj4H/V3IeZer9/0M0uil6LXcWsW+dxOyoKzV1bEvrSv9Ofp+EVbmAaFB4MvVuo2cDby45jzL7cnq8excRFxh1/0vsy0+n3u1yCvDGkvMos12guWu/qv2MOMc/q+blfJaIabQV1/g6cUyq3D507jR1D3+VM/7uwHk50wwy/Bo4tI5/pIBhyn0ncRIt05HTbPIVYr2srmn+H0/mv6am+b87mf/xQ0xzKnGiHmR/uTt5fWplJR7e55IyfCjn+/Vkl73qA9ww620z2a3gITpZKXrcmQTWEie6ojYn8zmq4PST1HsBlkrXU9bTTXUbZluvZ7Djx5OS8U+rvrhTLEmWc1bNy8lTx7rLszaZz9MLTn8dzXRMnp5naqn8dHlFspyX1rycQ5LlfK7m5UA0oPhNA8s5nfif9mxgWVnOTpZfNJB+DtWfV9Yk3328YJnyfIp660Wj7BNUv50WUM95+dRkvi+seL7jYivx/z+i4PQ30UxdL60r1ZXqNZVeb5xY83LSutLba17OcpqrK11Iu/X+q5P5PK3g9OtpJmjWVF2pqWNbWlf6VM3LgWjB3ERd6eu0uy+nx7tXl5hHkzYQQfa6/Tftbpcmr/2qNkncjK3bWcmy2ohrQOyHk3V0BvrQjM/uBT6Y8fnOxJ3gY0osbz8ib1NWS9dRsgX4NvD65O+7iV6TJ1srkdqyggg0fJjBH1laXl9x/s98Bs+R3YYi620+8ahjljJBns1ES7eZ0mupuCLbehfgfbWVaHy47qT2HFZiWs8rzXlUiWndTuNjAbBTiend1rPLMP2N9HJf0Cg5ssS07sv1eXiJactsF6/9xkwdQfj9Mz77CtNz4k4QvQ0fUMEylxN3ng6sYF5V+yXxWMqDiLz6p7dbHLVsFXHj6SkFpx+2r4FBLCEeN72XyIP2P7TXCjFPmfW2iOybC0VzXG4mHqE8t+D0mlmZbX0y7d3ZHgWuO6ldRfNsel5plttJ/bitZ5+iDd/cFzRqPIeNpja2S9lrv7qf3lKGOoLwWR2NfC7js1cwc+v1++h0FHUv/U+cy4lcX020GM5zc/J6HZ2OeV5L5BatI8+5xssyIvfxw0rMo45H3E4jfo+LiWPCSUTu2VFJlVTFesu6K/yDAvO5k0i58bUSZVG+stt6EbBjdcUZK647qX1ZnZb343mlebcXmMbtNHe4rWenIo1v3Bc0inobtw7Cfbl+TW+XKq798jIGqEZ1BOFX9vy9nkgX020B8KaMae8C/hY4nMiHdE7y+elEx7CPIwL6eSfRg4D3Dl3i6hwNPJbonHWudXI1F+xE5E59LPB4Ij/lMD2Tv5/Yt4vaSj35zE7J+OxoYNcallVEFestKy/8exjuka/zie3/zRJl0cyq2NY3VlSWceO6k9o3bKdenldmVrbelefqIcd3O82sru1UlWE6SnVbz1639h9lCvcFjaph+wZwX27GDUOOX3a7VHHtd0+J6VOjXgcYOXUE4Zf2/P1Npj+a8URgr57PvkeksnkzcGkyzQ+T744gdpDvAy8CDibyq2d5CfDgIgWvwFVEp15FH0XR6FlB9KT+a+Li+qdEhw7fBX5MVOj+g/75tw4EXl6yLD8HNpWcR5a840Adx4dhraGa9bY54/OriGPRlX2mvwj4A+A4YF3Jsijfbozub2TUPQTXnTQKHkher+oznueVfIPWu/YtsYz7k9d+gQy3U74mtlNVrsC6nuL4vBX3BY2/Dcnruj7juS83q8ntUlWMZJib1N3GqQ4wcprIAZSV2+jxPX9fQORLf6Dn8x8lrwcQj0qkj/leDfwu8AHgNT3TLADeQgTrpTJOBf6GmQPsE0Q+rX6PoP9hBeX5dAXzyPKvxP/a7WJGI4XSKyuYx0zr7QIigLmGuFGykkh9dRdxN/tShm/ZqGIeWcE86vqNjLpnVDCPubrupDocRHQC6HllOMPUu44kntpbV2J5aQ5Vt9Nwmt5OZd1DdJpsXU+TWO/X7HEs8eS6+/JoeSTRv16d26XuGMlMxq0OMHLqCMJv7Pn7goxxHtr1fjPwQqYH4KEThJ9HnCzP6/puksi3voTpd4GeBryM7NavUj8riLRHw3Rw0S+fVpnesiEOXHUFyd4IbA88F5hP/M6eT/EOjKr0P0KTxAAAIABJREFUmJLTr6P/ettK3JG+qOSyVM5jS06/jrkbSH56yenXMXfXnVQHzyvDKVLv2gV4H+WOf1uJRgdup8G0tZ2q4G9SKfcFzRbuy6Op7u2yhojblLGO4a/9xrkOMFLqSDfRnWN5ElibMU5352/fAX6VM6/f0mmNe0TOOK8l7ih12x44ZuZiSpnK9DAN0cFFlqwOiwe1mQiKD5O/fBj3Ai8g+mFYSTwalfW7bcPeJaate72pWmVuVM31bf2QEtPO9XUnqV1l6l0nE53Kq35lt9OSaosjSdKcdDKwvMT0Ra79ytYB8mJkc1IdQfjuxyvuJjvPUHfe2d5OW3ulreHzgvAbgNdnfP6oPvNty+3E/28HeKOnbA/TEB0IZ7k/5/N+NgPPITutU9XuJ/bPUdIvzU+eJtebqlE0J53bung/JK47SW0qW+9aRDQeUL2q2E479h1LkiTVqci1XxV1gO0LTjsr1RGEv7br/V0543R3hNTvDszFyethM4zzP0RnAN127TPfttwKrAYe13I5NF3ZHqYngTNyvstKy9TPncSjO18rXKLxl7c+Z+J6G09FbgC5rUORm1WuO0ltK1vv2grcXFFZlK+K7WTjI0mS2lP02q+KOsCoNfRs1aA54Xdn8EceNnS935bsx+Sv6np/SM44qZu6xjuI/NaSFzD17sx+feZbt/SRi91yyrGcyJGksG3yug/FH1fZiegEYzti374TuJL40ad33/YG7suYdn/K9zD9G2KbZm3XbwF/Qv/c8amfAn9GpGRqcz/ulrbyX0F2mebnTDeRM/4gPgv8Pu2st+8TN/jeVXI+/ewJ3FFw2iXUv38sTV73Z3qfH1Uadh0U3dZ7JK8rh5xuWGmKhKU1LwfiZvZuQ4xf9fFlYfK6a8H5LSCOH3Wvp+7zTB2NEFK7dL3W+T+l6bq2q3k5ENtnYQPLSeua+xItb5qWHu92pNj/mqbc2J/iT/f0Srfz9lS7/vvVi+p2EOXrXVcS+8qw6vjf0zpQ1eflnZPXosfXsqqoH19JHHfL2Iv8xl156tomWbrrSlX99rOkT37sSb3/U1pXWlXzctLjfBN1pbRe1tZ1VRp3KfpbTvfn2VJXaurYVtc5NMs8mq8r5T2FX6eydaWmTRDxpbrLmsYrHky9T+mlT5ZtYPBUb0Wv/Zqsq82muEaeRRA75CC+DDx5wHEnmBqwv4fpHTzOo7OTbmHmCnD3uPeS/9j9AjorFeJRi6IpQKowPxk2MRodXI66pcQ2nGkbZ5kgTnYLya8opB30zjT/xZTPVbWR7A6GU/OJg8tMFZotyTxGsVPhJcR6foDsg9Zy8o8pZfJNt7HelhD7yz0VzS9LWsn9BXExVWT6fsfPKiwjtkHdOcPT3+AkM5+bym7r9FyRtx9XqelttJV2ji/bJMu9HHhQgenTOkOdvzcofp4Z1kLiGLKBqen3qpbWjzYxtQFEHZYTv82iKcIGlW6jrLpjE9Lf0i8p1pdLHcfLurZzek6v+/fQb/ll9Kt39Vt21f97Hcf8RcT5se7jSZ4m6sczSetKV9AJDA87/WysK91HvcH+pupKadygiW2U1lXa6gPHutJUTR3brCtVr2xdqWnbEvvybNku6W9nIzPHwKD8tV9TdbXZdq7Ok54HanEmseNNkp92pXucR/eZ323JeM+eYZwjuuY3CXx0iPKqfV8httvqIaY5lWjlPjnAcF/yuiZnXt8fcD55w1o6FwozmUfcUfxdIh/Xs4nOKo5m9POafo74Xz+U8/16stdNFZX3Jtfbh4gncF5S8Xx7bSbWz1EFp58ELqyuOLnOTZZVd6dqpyXLOYl6t/WTkuWcVsG8ZrIkWc5ZNS8H4CfJsto6vqxNlv/0gtNfRxw/6paeZ/areTmvSJbz0pqXc0iynM/VvByAW4invep2OvE/FbkxWYWzk+W/ruD0FybTD/qk6SDWJPP8eIXzBPgUM9eL6vYLmql3Zfk41f/vC6jnvHxqMt8XVjzfQZ1He9sJInAyCTyiwLR1bZMsaV2pyt9+lncnyzmx5uWkdaW317ycNGh5Vs3LgUhx22Yjp6uJ//VpBadfz9SUvnVpqq7U1LEtrSt9qublQDzV22Rdqa30y+nx7tUtLX9YG4DLGljOt4n1UncfKG9JlvNU6r/2a6quNklcz9btLJqJa+S5DJisq6LwSTrB998netLt9VbgeGLH+TRwJJE+JMvFwAnAocSJIUvv3ZVfDV5cjZkVRNBhmN6Zl/b5vkjrmtQwPUxvJQ5mvyixvLmoifW2Evgv4KFE+qBP17gs5ZvE30hRHl8kjYMFlHvkeJh6l8opkwfW7SRJUn3qvPYrm7rVOkCOuprC/xtwTfL++WTncz4feEfyfn8i9/LOGeNBZ6c6aIZl9ubh/nH/YmoMrSJu6gwTgO+W90ht0UdfivQwrdHzfmAd0a/EucCzWi2NJEmz144Uvwax3tWsoq3F3E6SJI2vg7GuVou6gvCbgLcl71cCf5oz3l/TSRtzFHAR8ShFr0GC8N0pHW6lmUcP1axlRBqjh/UbcQZ5j8OcU2BeRXuY1mg4mOh09QHgVclnHyf7GCRJktplvat5RXI1u50kSZqbrAP0UWeP1/8EXJC8/0vyA+h/AryeuFuyB/AfTM9vlQbhH0x+rr3ulqufpt7OatSO91PusdhJ8u/GvZ/hHpU5n8gl+s0S5VF5RxLHl0E7mT4KeBlxTDmXOPYsII4/bwReW0MZJUnSdMPkZ7be1Y4NDNc5o9tJkqTZY5iO1a0DDKDOzmO2Ai8mWrcvBb4OPJLsvO/vJdLRvD/5/uae769IXhcSnYRc0fP9k+kEZ+8BPliy7KrHXkTqoR2JbXkLcAmDdch3GPDyksu/nPxOQtcCTwT+mbjZk+ciokPHtEMUtetKIn/7O4AvEL//a5LPdydu6O0JHEicEO4hjkdLiYv/u4ljz8uAuxouuyRJc9kFxLnaetfo2kJ0Vn8vbidJkuaa04GHYx2gMnX34H4F8FLgi8ABRI/BTyQ72HUp+T29/5ao/G1DBHG7g/DbAR/p+vuvgBtKlVpVWgG8Bnge2b2sTxKdYfZryfySCsrSr6PNC4hg7clEx8J7ETeTbiRaTn+LZno81+BuI27qvIgIxO8ALCYen17I9GPcMiL//31E577/SNyAkaQidgD2BfZJXvcFHpN8dwzwqRqXvXvyegRxjryKOJ5dx3AtjKW23EbUt6x3jbaNWD+WVMwEUVfqriftAzw2+f5RxDWZpNF0A9YBKlV3EB7gS8Rdk3cARxMdpj6TCLoPYx3wUOLAnZoPfBZYnfz9TWwFP0pOBf6GCMTnmSB+0Bv6zOvYkmVZR/8gPETg4vRk0Pj4bDIcTQTATgT2JvavCeBa4gRyLnGn9oftFFPSmFlMHEu6A+3dF5LbzzDt/JrLtix5PZSpwf7NwNVEQP6qrtf0/W3YSkWjw3rXeHA7ScqzmIjHZNWT9qHdupKk8qwDVKiJIDxEIHYB0Ur9IUQA7A1EJ4iDdvizjgjCp49BbE8E3Z6W/H0O0QOvF5btW0Hc0X7KENMs6fP9XoVLEweN5zNczneNpwuT4e/bLoiksTBBpK3Kumjcl+irZtA+J0bFAqKulPfY6F1MD8ynr+vof1NckiTNHfOIulJekH0c60qS1IqmgvAAbyMu8D5GBFw/BPwZkTvoy0S6mZmsS14fCrwCeDOR6xnijszziBQTatcq4AzgYQWnX5zzedFtu5m4OZPXIaskaXbbls5FIkSDgJV0Lh773QQuapjODJuc/3ZEPzp5HZ3/lumt6Bckw7wSy5UkFbc30UcWwEHAd2tc1soa563RlFVXWpV8Ns51pW2TV28SSBoJTQbhIVpH/4howX4UUZn4JJGX+WzgTCKX6Y1E0HUJceDcnahsQOQhelzy/h7grcA/YAv4UbCM2IZ5F/aDziPL94m838O4E3gB9s4sSbPZAuJpqbzW7Dv2jP/8hso1bNq9Ya2rab57JMNxPZ9vT9TN1pHdiv4q7OBakqqyI3ACkWLx8Ux9umlpzctO07/+OfEU+5lE0P/qmper+iwk6kp5rdlna11pl+T1FOJp/TOT4VcYP5LUgqaD8AA/J/I2PxP4C6JDsUVEBSOvY9Ze64HPAx8mWmxpNLyfcgH4SeCynO/eCTyDzt3sfs4nTrbrSpRHktS+CaI1Vl6Q/UGMZk7RulOgtdEifTFwQDJkuZX8XPTXMHgKQkmaa5YDjyYC7o8H1rRbHAC2IZ4ofk7y95V0gpjfA25pqVyaboIIpGfVk/ZhdOtK9zS0nMXAHyQDRMPPM7uG6xsqh6Q5btAg/AmUy8md5x+ITjzWED3u7s70jjs2EBd1G4gWAJPAXwJbiAqKRsODgJeXnMdv6VTysnwwWcbOM4yzjmj5fhHRQedjSpZJHWkLnAOJJwx65T2mOC9n/LkufSzyCcQ6LWJH6l+36e/tFOoNoB2avJ5EnAvqXs6h1LvuFiavu9S8HIgANQ0sJ8/y5PUY4oJ9WMuIC8M3Ajslw87E/r1z8nddj0HX6VHAAzXOf8/+ozRuVTI8IuO7SaI+dzNwExG8uSn5+2bipkVa13wG0YFs09Lj3eEU+z2lLQmfT9RTq/Cg5PUhVPsb3y95PZlOioumpHX9vWjnuPWQ5LXK/z0NblV9Xj4qeT2W9m68TdJ+Pe4JwMFDTlPXNsmSHjuG+e3PJ+rWByfDfgweJD2Cev+nvBsAaX8jf5z8fQ1wOdHI7lcM36dIem5voq60A1H3bmtfTutHxzJ4o7JuS4jf4puYWj/qrjONY12p7mPbw3M+3xP4o2QAuIHOvvwLiqXCXURs27r3sbSu9Eziyf+mpce7NbR/bhjEfOIpiLrLml6/Pot6G+Kkx+cTiBSTdUnrSgfRzHZeVfNyJug85fVC2kllviItyCDeTlxcN2GCzs2BzXQeE9qmqwzfT77T6DiI8gGBXxKVuZlMEJWNlXTyxz9A3EW/FfsFqNNqYr3fDFyb8f1hZN/YmwR+Wl+xxtYRyev5FKs0n0RUvH5UWYmyHUnn8c06K8n7ES11/pd6g2+riHW/FvhNjcuZR9wovh34SY3LAXgkUQk7o+bl5DmEuPC4MHkd1omMZ67OSSLgcH/OUGcAHuKiYgciLUE6LEteR7G1Wz9biHW6ALiA5lrHdXsIcVPpfym2Tz6W+A38mrgAu5vy+8G2xBOk1xGBgaocTKQdupDmO65fRKyrm4GLG142dI6Z1xE3g+4hfrNlTBDHsqrPy3sRN+ovp52WmscTv81zWlg2dOpK5zF8Cpa6tkmWtK70XfJTXEwQx5eVybADxY/VlxFBw7rswfA3PSaBO4g63G3Eeu+X7mM+kWa2ibrS0cT6rzOX/kwOJRpoXEB+H2gzsa5UzAri9zmMSeK8eBsRX7iDwa6BTiAaLNXdF90aIh7yA+pff1kOIGJzRetKTXs8ESO6oOblHEFcZ55FvQ3X9iVuhl5CNGapS/rbuYaI09XpJCKl5Q9rmPc84kbvajoNx9qKJx/MmN0s3ZU4IE4SueQ1Wn5BZ/sUGdZSrFWANFdNEsGTup2bLKvuE8ZpyXIGTUtW1JOS5ZxW83LSFktn1bwciAvXcc5rmd5wH8XhFiJ48y/Au4jWfycSFeD0aYdRkz6SfhTRGudNwCeIwMNVjPb6TodhL5hHxd1M/19uAL4N/B3wXKICPkw6yDXJfD5eaUnhU8l820h5kdbpT29h2RAB7d7tdDsR0PgQ8BKi9eQw570F1HNePjWZ7wsrnu+gbmF8UzvWtU2ypHWl3t/2vsDLiHPIzVR3jGyqrlRmuAf4L+BPiaeL5mUsZ3ky7lm1/ScdFzPejfjSG9WjONxM1JW+QtSVXkYEPkehrnQI5f+/DURjpDcRdau8m2d3UG8Dn9TpSbl2bWBZs8EG8lMeV+nbxHbp7V+ham9JlvPUmpdzXLKcD9a8HJLlVH0jdlvi/HMt03/TKype1lDayAlfVHcLZ4O1o2fvEtNuJh7fbLolliRpbttI3AReS3Zno+PY0egkEThLbyD0Sjuyzcsbu1MzxZwzdk2GJ3Z9toEIBF+SDBcTndPd0XjplFrB9DSGW4jWX+k2SrfX+sZLp3GxC7EPpXndV7damnZtA/xuMkAEar9HJwf3VS2VS8NL60pZ/b2Ma11pGIuJJzYel/x9J3HjKO2w+Aqi7iWpfbsBrwZeyfRU5yNhnILwG7ve190jvIZ3L8W2y2YiD3zdj21JkkZT3Rcuv2V6cD29gFxPO3mW27SZzoXz9zK+35YIxncH5ruD9U08RjnbO3BdQrS07s1VezXTA75ZrUfVjPl08nV391l0E1O30SVEh5Wae7YlUivtk/x9XY3L2kCkBTqT2OfqdCcRWK0y3/BOxNNZz0r+Xgecnbxvu7X0OKizrjRJ1JV660np6zjXle4jUsqs6jfiELYHnpIMEE+8nUmkWhun+Jo0mxwI/DnRuLdfetRWj2dNHiSeALyKyOu+PXHi/QLwHgbrxKV7RXmiHj1nMHOnqlnuJDpf+Gb1xZEkjYk7KPfo5l1kt866ighqDttR3Fx3N9Eq+9KM7yaIVt15rej3pJr8oLdUMI9xtHcy/H7XZ/cmrw+ZPrpasjNxXfOErs/SxkJ7NF8cNWgxkVs8ben+SOrrg2ML8GM6LccvoLnz2QV0OtlO/9djKdbvS57VdJ4UOIY456Qti8/GJ6R73UX0I1Bm+t46Uvp+NteVriKO2YcRaZweTzytsqzCZewGPC95vzfxBFX6u/0+7XQ0L80VxwKvp3NTbBBt9KXwf5oIwi8g8k7+Uc/nDwHeQTye+yT6d8DVfdIf53xus9XbgJMZPFXQ+cApjG+eSUlSNTb2+X4zcYGYFWS/isjl7GPAzZgkWnzdQJzHey0mLkCzWtHvy4g+Fjritkled2m1FOon7Wix1Tyjqtw8ot+ExxMBvEdT7xPZl9MJ3v2AaLDUls1EPv0LgXcSQctj6QTlH061nTIemgyvTZb9Izrr4kL61xVmu35Bo7SulJVab67XlbYSTy9dDLyXiCs9kk5Q/pFUGxd7SDK8kljnF9HZl89lapplScObB/we8AbiJu5YaSII/xGmB+C7HQt8lGgRPZPuCs/9ZQulyv2auKHyz0RvzXkuIjpETDsUkSTpJvJTxvwWb76Pi43Ar5Ihyw7kt6JfjU86SmrXBLAfneDcCcDKGpd3DZ3W399jtPsbuI948vmM5O+VwPF0gvIHVLisBURg5Rjgrcmy01Q8ZxLB1HFNj1LGjeTnZr+OeHpC/T1A7E/nEA0JtyVusKU32w6rcFkTdNLPvSFZ9gXEb/5M4mkX67jSYJYQT538OcXPOT+n5WNl3UH4w4A/HmC85wF/QwRy83S3sPbu4Wi6gMjFdDLRccleRAXpRuAXwLdopsdwaa44GPg801u9jHPuxro9LHl9DvGode9FzO0tlWsu2x9vrs8VtyfDRRnfzSdSeexD5G8dR1cRdd8PEC06D8eObkfRRcT585NEeqXDgQe1WiK1aTc6geTHE9cvdbmVSE+RBuCuZHwbJd0G/HsyQKQjexydGxi7V7isZURjr7SD69uY2snrbxjf9TiofbCuVJe7gf9OBoj0NSfQOSbsW+GyFhH9SDyWiH/dTTz1kh4TLmf278tNW0T8fv6J6dfMN+A18zjYAXgF0eHqrgXncTaRCv2/meU54X+fwR5TmyAOcDMF4bsrRDeVKZRqtZlo5X562wWR5oBtyX6KaCP5nSutJfJCzlVp7tZ9iZN5rzvITnuS5syc649D18GLSkG0SrkmGcZVui+/gagPpTn01xCB3nQ4ADtcbVOaZ/+jRItaiFa9hzF1Ox1CtTmwNRq2Z2oL7oNrXNZ9xIV/Giy+hNkb8LmOCHL9E3HsO4DOOj6BalM1rQSekQwA19IJYn6PCKzNNtaVmnMT8C/JABHA7b5RV+XN9W2JBownJ3/fSOcG03eJaw+VM0HcyHt+xncbifTIedfMbaYEUzSQeC3wMmB5gekniRvF7wF+WGG5Sqk7CD/MHfCd+3yfpji5HTtqkaSZLCaeSjkw5/tbyc8ZeS2wqYEyjqoVRGv5h2V8N0lcZOY9CrweW69I6ujOof+trs+XAQ9lasD3cGC7pguo/3MbcFYypBYSgcR0+6Q3U/pds2i0zCNaaKcBtCOp7ybYZuJCvzuXeasdwLVkErgiGf6RaABxBJ10H8cSaQWqshfwomSASDeQBuXbzq2v8beW6OPwU8Sx4xA6x5PHUiw4mGcX4mnd5yR/X0knIP995m7H9XVZTJzn81Kb3Eb2Nd9VRKORuXzNXKfDiJQzz6FYzHoj8Dngfczc0LsVdQfh7xhi3Bv7fP+45PUXBcsiSQqrkuHIjO+2EIH4tKKxZ/L5kcTF1C2Md6C5TEuiCeJCby/gMTnzXkest7Tlyo5EWoq19O+AXNJ4S1vHrWbmNBP3EXlgf9z12UQyXW/Ad58ayjnXpaln9gUuIz8f76bk+8uAL3Z9nqaw6X7C4QA6T1ppNKTb4+FEEKsul9IJkp2DjcWybKFzzHs3EYA/hvpujBycDK9Olv0TIu1QlR3Jam7aSvzmLyVSzy0EjqKzLz+Kavu3eXAypCmeL6YT9G+if8fZYJLiv/2VyfCIjO+20rlmXksnbdEjiLR3NzPe18xtOIF4mvRJBae/nbjx+xH6x5dbU/cP9/oBx9sMfHuG7xfRyQH3X6VKJEmayXwiELSazs1PiMepIQLJeS3B1zH6fXb8vMZ5LwUOSobUQ4mKOkRlLC/VzbXYMZM07tIW0r8m0n5dSlwwX5IMl5F/I3CSOBasZWpKv+OIwN7IteQZY3snr/8GbCC2yyU9w0wtZ9cnw3e6PtuW2Oa/rbqwKiwNulTd6n0tU1ummiZ1eBuIlBvfA95MPIX4WOpJETQfeGSF85O6bQLOS4Z3ANvQ6eT18cTN2ipv/qzper+SeEJXM9tEPanl5hH1ib2J4HEqffLxPvJb0a9l9K+Zm5LGpA8izglFXEO0ev8MY9Dore4g/Nn9RwEiR89M+a5eQKd1kbnGJak9y4mW3YfmfL+e/FQ319Nyb+S02yJhp2Q4KuO7NB9277pL39+KrSmkcbIdEUA/ruuzrcAvmRrsvZiZU1mlFxPr6ynmnLeEaLXW28ptHdO30zry83mnN1eGeQpY4+FmOullziTOyarWHcA3kgEipW13CqE6O8uVqnQv0bg0bWC6igjQph0W79dSueaytq6flhGpiw7J+f5Gsq+XryJu6Ld9zVy3ZUQKsT/t+ntYFxOx5K8yRqmB6g7CX0pUWFfnfD8JfAh4ywzzWE7cIYc4MdfZilGSVM6uyXBMxncPEDdcs4L0VeYGHUfzibQTaedPve4mvyWFHTxK42Eenadlnt31+c1MD/hewRhdUMxCq5PhKV2f3U1c26TbKH26wdZss8s9RB7xNOh+GbO3M9VRdT3whWSYIAKXaRDzBKIFsDQObgW+lgwQ6dDSvhEeT+SA19y0SzI8KuO7TcQ1c9a139KmCliTHYFTk2FVwXl8F/j75HXsGqk1kUfqb4FPJO83EAnytyFa/H2NqMTO5H1EJXgL8LZaSihJ42c7ImC7b9dr+n4fRjOovQjYPxnyPJQ4odblO0SFp3u9da+/vRjNoPa2RCc1h7VdEEm5bqVYB207ERfkJ3Z99gDR8OTa5O/dicDTbWUKKCAubIuku9iW6FDy2K7PthKpgi5J/l4B7EEEEcfuwnCWGTTF2ybgAjpB9x/hDbBRMkn8xn4NfIyoo62hE8R8NIMHpfxNqm3XAJ9NhgniXJQ+8XE8w3XQbietg9mR/GvmfRnNa+aFxM3HmZ6cOJzxyhKyL9Hq/cUUu5GwBfhXouX7TyssV+OaCMJ/BngF0SP6EqJTlD9gsBYFf0GnE4q30qngStJcl7bIuzTju3l0As1ZFY49GN3OqRbXPP9JIn/rTcCFGd8vJFqpZFXS9qH4HXtJs996OvnGy1pEBJrS/K+/RwT5r2NqnvlLgN9gS91hXFPhvOYRnbIekPx9ALGNbiH76YYHKly2ipkktkcadD+HSCGh8bCV6PTwIqIl5GLgaDqti48iv5Nkj5MaJZPA5cnwISI29wg6QfljmTmXufvzYO4BfpYMvSbIvmZOX/dkdK+ZR/HmQZZHAK8HnkGxhm73AZ8iOkJeV12x2tNEEH4L8DSiN/Sdicc6zwROIb/j1uXA3wGvSv7+JtGTuiSpv63ADclwXsb3i4lAUVaF48EM1wpjttkEXJkMWban87RB7w2O1dR/E0HS3LZnMpzc9dm9xMVld9D3Usagc6pZbEc6gZTUJuLphu7A/CXEzRXV6zfEU3ZnEp2pus5nj41E+qAfAH9F1GEfQ+f3l9eHkTRqNhMNhC4E3knkyD6Wzr78cEY3IDyuJul0tn5+xveLicZZea3oVzRTzLEzATwReANTO60dxs3Ah4GPMsvO2U0E4SFanJwE/AexEx9PPFL21eSzq4mK6Z7EHezn0MmP9e/J3z4+JknV2Aj8Khl6TQA7kN8SfDX1njvuqnHeVbiTCJxkpVKbRzztlbXu9iXSSUiavb5AtIBeQzxx1JRtiJagR3d9NkncTOwN+F6LdepvE0Hyw2m2k7yFyTIP7/n8t0zdRunTDbO9U7a6TRKPvZ9JtU8/aLTdBfxnMkDEFNJOXo9vqUxSEfcBZyQDREq645l+g1f12UgnHVaW7mvm3tfVxHm/LnfXOO+iFhJ9Hr2e4jdAf0OkJP88nU7vVcIuRFB9coDhXuBN5D9OJklq3nyiFf3xxMXt3wBfJPKprmew4/tMw0mN/SfNWwIcCPwO8CfAe4lz4sXERWPZdSdpdKwiAj+vIy4kLiZSkZT9nZcdbgPOIjqbnCQaujT9SPOuybJHIZfpcqJTtFcCHyfOZffS/na6l2gNeW7y9zuJnPRNu4VZ8vi3JEkmiz8uAAAgAElEQVQNmk/0NfZY4IXAO4jGGucRT6uXrSc8rebyH5cs54MDjLstUd+9huL/zw+BpzMH4r9tPc5yNPBS4HeJVoPdriBayH8KWy1I0rjZhrjzn5ePflmf6U+i3o5ZR9UE0cIlrxX9g+j/BIKPqEqjbRFxI24NnRbRhxOtstu0BfgFU9PZXALcWNPydiUuQL8BPLWmZZQxn0jN1r2N1hBP7Lat++mGtPV8etFbh1uItEara5q/JElz0TI618xZaU636TP906i3McNxRJ8p/wC8NmecXYFXEw0Ziqbm+S+if49zmCONykbhgn17ooX8JiJH/MZ2iyNJqskE0TdIXqqbvYj8cXMxCN/PAiIAlLfudmY0zumShjNBpKrqDfjuT7EOrKq0nukB318ReWvLGPUgfJ5VwGFM3U4HM3PHeU24g+gDoDulzeXAhgrmbRBekqRmTRANNPJy0e9FdHTaVhD+AODPgRdQrA60iXiS/r1EfUWSJLVgEXZsWtTytgsgqVLLgKOAlwEfIdKSVJG2quxwP/AT4NPA/yM6QBy29dMopaMpayGR9/R5xMXkGcBNtL+dNhMXtl8iOkZ7IrHeh2U6GkmSRstC6k8lmJWO5hjg68BWitVN7iJavTfZb9LIsdWcJEmSNPrmES2S01bYaYvs1e0V6f9czdSORS8B1hIXar3GtSX8oCaI/7E37dABtP90w01M306/JFqlZbElvCRJc0/aEv5DwPeIzlaPLTivG4hg/v8H3FlJ6caYQXhJkiRpfK1gapqUw4nW2W0/WXQ3nTQp6fAzYDtmdxA+z1LgEKZup8OJ9dGmjUSr+e60Q5cCt2MQXpKkuegEIvh+O7BDwXn8AngP8VSeacclSZIkzUoLiHzlzwHeDXyLCHy3nSZlC/Cb5P1Pavvvx8cEkeP1qcDbiMe8r6L97TRJPN2wEbittv9ekiSNoldRvP5wNnAy7T/9N5JsCS9JkiTNDTsztWPRw4GDgPktlGU9sFsLyx0H29F5uiHdTodSfw7YLJuJ/LOSJGlueBXwj0OMP0k0JHgPcGEtJZolDMJLkiRJc9diotV8bw7zoo8fD8og/HDmA/szfTvtXvNyDcJLkjS3DBqE3wh8Hngf8KtaSzRLGISXJEmS1G0C2JPpAd/9qO764QbqDyDPBTsxdRutIZ5uWFDR/A3CS5I0t7wC+NgM399BBOk/DNzYSIkkSZIkaQ5ZDjyKzsXZBUTHnUVzhqoei4lg/B8BHyA6V7uVYtvppobLLkmS2nU8+f3FvIaoD0qSJEmSGjSPSJPyDOA04D+Aa+gf3D29jcLOYenTDScDbwb+FfglsJWZt9O6FsoqSZLacxxT6wIXA6fgk3GSJEmSNHJWEi2pXgt8FriIyB1qEH60bAMcDbwc+ChwHlOfbljXWskkSVIb0iD8GcATMJV5ZVyRkiRJkpqwEDiQyF0+CXyx3eIoxzxgX2I77QV8sN3iSJKkBu1F9DlzUdsFkSRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJ0pw20fV+R+DVwDnAGT3jLQGe2GdeVwKXVVc0SZIkSZIkSZLG3yrgb4G7gUngdRnjvCD5bqbhu00UVpIkSZIkSZKkcbEAWAts22e8l3e9vxPY2vX3DsnrORWWS5IkSZIkSZKkWeEw4EA6Ldp7W8Ifknz+MWD3nu8WAXck3x9SbzElSZIkSZIkSRpPO5AfhD8G+DwwP2O6k5Npfllr6SRJkiRJkiRJGkMLBhjn/GTI8szk9d+rKY4kSZIkSZIkSbPHvBLTLgKekrz/twrKIkmSJEmSJEnSrFImCH8SsD1wNfCTaoojSZIkSZIkSdLsUSYIbyoaSZIkSZIkSZJmUDQIbyoaSZIkSZIkSZL6KBqEPxFYAdxAfqetkiRJkiRJkiTNaUWD8Gkqmq8DkxWVRZIkSZIkSZKkWaVIEH4hpqKRJEmSJEmSJKmvNAi/suuz+X2mORHYAbgF+EEdhZIkSZIkSZIkaTaYR7Rsf3HXZ08Gls0wTZqK5hvAlprKJUmSJEmSJEnSrLCFyOvePWwF3pUz/uXJOL/TSOkkSZIkSZIkSZpDdgIOBRa0XZA5ZD7wQeCVbRdEkiRJkiRJkqTZZh/i6YOr2y6IJEmSJEmSJGlw8/qPogYtBfbO+Hx+z6skSZIkSZIkaQwYhB8tXwTWAUe0XA5JkiRJkiRJUgVGOQi/Atij7UI0bOeeV0mSJEmSJEnSGBvVIPzjgF8DvwIObrkskiRJkiRJkiQVMopB+D8CvgPsCCwDvkrkSpckSZIkSZIkaayMWhD+2cBngAVdnx0MvLWd4sxoPvBB4JVtF0SSJEmSJEmSpH6OBDYCkxnDRuDA9oqWaR+ibFdXOM9zk3k+qefz/ZLPr0v+PgI4tMLlSpIkSZIkSZJqMCot4bcH/gVYlPP9IuBdzRVniqXA3hmfz+95bcJK4Argf4GfArs3uGxJkiRJkiRJ0pj6ANkt4LuHrcCaFsr278nyj+j5vLd1ehV6W8LvQKS7+THZ6+SQCpctSZIkSZIkSarYgv6j1G5/4E8GGG8C+EvgD+stzjQ797w24THAi4CnAIsbXK4kSZIkSZIkaZb5LP1bwd+evG6i+RQsg+ZpL+toYC3914Ut4SVJkiRJkiRpTLSdE3534LkzfL8JeB/RCep6ouX+HzdQriYdB1wOXACsHmK6O6k2FY4kSZIkSZIkaZb5M/Jbef8WOKZr3C8kn69tuIx1t4T/DIO3fN8KnAOcCuxUcrmSJEmSJEmSpJq13RL+aTmf/xJ4OHB+12c/Tl5XA4+qsUxFHQEcWmC6QfLy3568Xg88GvgIcHOBZUmSJEmSJEmSGtRmEH4JkQe91zrgcUT6mW4/63r/rJrKVMRK4Argf4GfUl0L9TuIVvInkr2eJEmSpLYdCezSdiEkSZIkZXsE09OtPEBU5LM8uGu8K5ooYKI3Hc0OwCuJlvlZKWMePOT8P58xjzcCi7vGqboTWEmSJKmsbYj6+xfbLogkSZI0ygZJhVKXAzI+O41O2plet/VMuweRN74pjwFeBDyFqQHyss4kguynA88nUtpcDGyscBmSJElS1ZYCC4Ht2y6IJEmSpGynMr0j1qUzjL+4Z/wmUtIcTXQEO2jHqUVawneruxNYSZIkqSo7EnXU/2y7IJIkSdIoazMn/LY9f/8dcP8M4/cG6B9abXGmeAFwOXAB0RHsoO4EbqqjQJIkSZIkSZKk8dNmOpqJrvcPAF/oM/52PX8fVG1xpvgksGjAcSeB84B/SYa76yqUJEmSJEmSJGm8tBmE39r1/gym5nzPsrrn710qLc1UgwTgbyc6ab0eeHSNZZEkSZIkSZIkjak209Fs6np/3gDjH9LzdxsdQN0BfAY4kcgX37RFwMuJmxZfZ/DW+pIkSZIkSZKkFrTZEn5D1/uLBhj/kT1/11n2SaamywF4E/ABYGPy9341Lr/bPOARyfudgI93fbcf8POGyiGpffsDnyA6jF6XvKbvr2fqE0aSpPImiH6Mdu8ZAP6+rUJJkiRJGi9tBuHv7Xp/Y59x5wG/0/PZndUWZ4qPAg8DTgeeDxwKXEwnAN+EI4HnAs8CdssZp80nGSQ1bzFwfDL0egC4muwA/VrgZuIGoyQpLGN6cD1r2CZj2ssxCC9JkiRpQG0G4e/qen9Hn3EfQ7QC73Z7tcWZ4tSu90+pcTl5vkTkm5ekQS0iWsrvn/P9fXQC8ulr9/s6j6mS1KTFRAOGfsH1NlIbSpIkSZqDelOu5PkLomV2lXYigusA/wPcPcO4RwN79Hz2a+DSisuU5XhgFXAuU1vsLweeCNwP/HeJ+c8H9gT2AnZm8G0C8B3gnhLLbtpyYDtgCdGKfwNwK7EOJfW3EjihpnlvIgL19yZD7/vNNS1X6jUPOCp5fw6wsMWyaLTMIwLsS4m6RPq6pOezJvrM2QR8s4HljLrFwMnAegbr40nNWUw82QvwE6afx3cB9smZ9svA62sqlyRJ0pw0aEv4nzE1fUwVuoPwlxJpFLKsBJ6W8fkFwI8rLlOWhxFB+J8xNf/6TkQQfiNw1hDzm0f8PzcRwYWn0sn5PqjbgLOBM4ecrg1LiRsZRzL9aQaI9BiXA/8G3NJcsaSxdBj1BeEXEq1C81qG3kPcNLsteU3f30K0ot+UM500rIV0zvtXEPuaZrd5xI367fsMyxmusUKdJhiu/jdbLSeC8Lfi+hg1OxLbBuBDxA31bo8GjsuZdmldhZIkSVLzFgNbiCDsM2cY75+TcXqH1TWXL3Vusrwn9Xy+X/L5dUPOb59kuvSmwz+R/f9lDXcCJzE6F6D9nEoE5wb539bT3DaVxtVTGfx40fRwPdEK8gvAacBLgMcB+2JLZg1nKZ396uCWy6JyJohA4GFEPerFwFuIvndOB35E1KM20/4xbNhhQ4XraZztSKyP/2y7IJpmXzr7a1aay1eRv3+/saEySpIkzRlt5oTfSOQi3hc4IGecI4BTMj6/KJl2FCwCXg48g2gp+odEi9ClRHqZ3hb+83teZ7IFOINo8f4eImXPGeWLXLsVwOcYLp/+LsD7gKfXUSBJtdstGY7J+G4LEWhbx/Rc9GuBG5JxJI2HCaJler+c67vRTGoYSZIkSRppbQbhAS4hgvCHZHw3H/gE2a2+v1JnoQYwj04KmZ2Aj3d9txdwFfBF4nH6hxM3DYbxS+CzxFMA1xOt7t9TorxNWkXcKHhYvxEznEzkc7V1mZQtvan3A+BbxJM1q7teRzXYNR/YOxkem/H9JuJ/6w3Op+9vIlrmSarfcvoH13dn7qSr2EzcKLy+a3gZcVySJEmSpIG0HYT/IRGoPjrju9cQAexedwOfrLNQMzgSeC7wLKJ1V5b0psHOPa950g5pryMuaFcBrwW+XbyYrVlGtNo/vOD0i4jHmodN8SPNFWne9XXA3/V8N484Lq0mgvL79Lzfi8GewGnDQuJm4345399Pfiv6dXTSXknKt5Q4RvQLrm/bVgEbthW4kanB9azhlmTcbi8E7mqqoJIkSZLGX9tB+AuT172BXYm84BC5Q/82Z5qPAXfUXK4sXyI7n2JZfw38C5F7/mzg2BqW0ZT3UzwAD50LYknD2wr8NhnOy/h+AbAn+UH63Rnd/iaWAgclQ5a7yG9Fv5ZIFSbNVouIOlS/4HoddZhRdRP9g+s3YRosSZIkSQ0ZhSD8BiIFyWOJYPRS4MtEx6291pMfnK/SdsAfEC3eH5l8NujF6wNDLusmZscjzWuI3Phl/JxOS19J1dpMBKbXAWdlfL8YeBDTg/Pp+35P9bRpO+IGYN5NwFvJb0W/DlNgaTQtIH53/YLrO7VVwBbcRv/g+o0MXxeTJEmSpFq1HYTfCFwAnAA8gQjCfxI4OGf81wJ3NlCuHwMPGXKaq4GPANdWX5yx8MoK5vHpCuYhqZiNwK+TIcs2xFNLWa3oVzParWxXJcMjcr6/gfxW9NfizUFVax6Req1fcH2XZNy54C76B9dvwBtmkiRJksZU20F4gO/SCcK/DjglZ7z/IIL0TRgmAH8X8Azi/yiSk/gIIsDzswLTjpKTS06/DoPw0ii7l3ha5ec5368ggvGryQ7Ub1N3AUvYLRkelfHdVqKfirx0N9djSguFCeJmVL/g+m6MRv2rCfcRKbJ6OzbtDa6bMkqSJEnSrDYKF4HfAt5J5Cp+b844NwMvbaxEM9sC/3979x4uV10eevy7k01CEi6BcE1CEpCLiFytiIieGqmAohSxVXqAc7xULQcv7Tm22B5rq+gp1aKtvegpnPKUXuwjtYFKi+XipRBQD4roERA04RauIRBICGRn7/PHu6Yzmay191zWbWa+n+dZz1ozs9aad89es2bmXb/f++M6YgDSTxMDq17Xw372BO4CDkv2uSivACswm0gs9GoCOJfmILWSBs9TwO3J1G6MOMdltaJfQXoJsjqYRZTpWUaUTWu3Fbif7HI3j+KgsYNujBisdKbk+mLqexzn7Xlmbrm+jvhc9/iXJEmSNPLqkIT/PtEKan+yu12/m+rrpt8N/BVwBfHD8mAiCd+pPYC3A+9Mbs8jEvAQSezpWoluIBI9dR20tJ/BHCeAs4mBaSUNpyngiWT6bsrjs4iBJVeQnqhfRpwn62gn4EXJlOY5mrXn0xL1GzBJWUcXAqfSTK7XuSdHniZIb7V+PlGf/rjktsetJEmSJHWhDkn4fZi+3u5ngatLiqXhcWKgsweJZPkioh79tT3s6zXAO4Az6L2F3HoiIbWpx+3r6mngPMr//0qql0mayb7VKY+PA0vYMTl/GlFbe4r+LgYWaR5weDKleYbsVvRrsIdQVU4ivefDoJokLuTP1HL9iWTddr9CvNd+VEawkiRJkjRsqk7CzyMSsMsyHl8N/GZ54fyHE4jyODcB3wJe1cP2S5Llj3Sx3ba2eat1XcZQhW103lp1NVH/f21h0UgaFhPE4Nf3td1/JXAW0TNpFtnlbvYtKc5e7AoclUxp1pPdiv4+oqW98lfXnhdpHiO9znrr7ceI95EkSZIkqQKdthy8DDilgOdfBOyc8dg2okV61QPe7Q3MIRIhW1ruHycSO9uAR5L75hMJlW4vbkwm+9iZaC2/kfSWaHW2hOjRMMb0f/9WomXnqCeOxokyFrOI12wb8ALVH++qt52I3kObiXIQo25P4mLuI0z/3hkjkqrjGfOsUmiDYFvLNEHU6n6+0oj6N0ZznJE7qGbMlP2oPhE/SfxfG/NtKbcnKacszD7E+2UQGgSUYTHxfqu6VGIdzCJKSm4hviurPhq/VSAuzLX/tlhADKqe5hrg9ILikiRJGkmdJuEPJvtLWq9+C3hrxmPPA78K3Jnzc/biUuBo4APALS33HwB8hbhQ8IbkvtVEkqwTU8APiEFdr2OwE2qzgVuJburvIl6vw4gE2RRxUeFh4IfE6zWqdiXGBTiNOH7aTRG9L/4IeKjEuDQ4XgR8Cfgq8PsVx1IHFwMrgTfSXzJsFyKJtCSZL25bnt9fmKW6Crio6iD6NJfmOCG/RDU9pr5GfIYVYRPxWfg4Uf4la/mFgp6/F/9A9BDstmfgsPoW8b3mbVUHUgMLie+xNwG/XnEs2t4SYFWy/Dri+3irtxK/x9J8CvidguKSJEkaSZ222L435+f9dbIT8ADvIQZArYNnk/k9wP9tuf+pZP5Cy/2dJOA3EIO0rgOOzSPAGmgcR5uA7ySTtncB8Ammv5g1BrwaOJQoabS2+LA0YBq9cdaz/floVDUuXt5BjOFRhDGiJfYKssvd9DreRxGeYPCPjXktyz9OprL1UrplMzPXXH+Y5veKQfIccaF40I+tvEwSr4mvR4wVADHOj69HvTzZsvx9dmzwc/w02zoeiSRJUs6qqAl/OvCZGdaZbqDWQfQU0Wr+74AHgLurDUclWghcTgzM26l9idbwZxURkKSuTBGJ7azk9iziPZuWnD+QGPOkzM/aJTOvoi49z8yJ9XVEK9MySsNIEkRP1NnUq9eMJEmSMpSdhH8x8Ldk1999gai//ibg78sKqkcbiIsFj7bcN8WOJX4+AnyWZo3eg4sPTTWxiOii3UuPh9OJMQK2zLSipEpNEknYh4mSZO3GiZI2Wa3ol9J5abhOHJTjvkbZ3UQd9MOTZZPrkupiLvA54B1EL9wbgHdSXI8wSZIk5aDMJPxColbtbhmPXwXcBnwceD2RqK/z4KTriQTKppb7/pxIuK4CzgWOBG5n8AfJU/fmEz+Kju5x+zlEF29/UEmDbQK4P5m+mfL4HKK1/ArSE/X7pmyj4jVqJz+FCXhJ9fJ+4H0tt38B+DJwIp6vJEmSaqusJPxsomX7oRmP3wqcTbSU/zjRgvjnqEdt8W1t81br2m5f0LLcTfkRDZ9L6D0BD3EB6tEZ15I06F4gxl3JGntlPrCc7HI3RQ0eKkmqp9NT7juB6G17T8mxSJIkqUNlJeE/CZya8di9RPmZ54hW448DewOnUI8k/MVEiYFbqw5EA2N/4L197uPHDN/YCJK6txm4M5nS7EYk5FcSpc/sPSNJwy2rrOfsUqOQJElSV7K+xOXp54HfzHjsSeA0YsA7iC6U1yfLJxcbVsf+hajr/kzVgWhgHJ/DPi7LYR+Sht9G4A7gG8ntNdWFIkkqwbUp990O/KTsQCRJktS5opPw48Cfkj7o3BRwDjt2wb8hmZ9AdMOXBs2r+tx+LSbhJUmStKPPAlfQLJV5M/AW6j2WliRJ0sgrOgl/PnBExmOfAv415f5GEn4O8OoigqqJOUTJkuuAf8IupMPkFX1sO0EM6mvPC0mSJLV7DjgP2JUYF+Qk7AUlSZJUe0XWhN8L+L2Mx74JfCzjsbXAz4CDgNcCX8s7sArNIgachah7/4WWx/YGHik9IhUhbRDfTkwQAxTflGMskiRJGj7PJZMkSZIGQJEt4S8C9ki5fz3wK0yfqPx6Mn9t3kFV5OU0B8z7+4x1yqjPr3Js6GGbp4GzgCtzjkWSJEmSJElShTptCb8X3dVnXwa8K+Ox302ed9k029+RzF8GrAS2EEnKQSrRMTeZfwnYvYP1l1Bsz4QiNeKew/T/11Gxvsv1bwM+QFykGdXXb29gKbAbcTw9TfSIebLKoGpo/2S+gNE9Vlo1PpeW4IXM/ZL5Lgz+sbFzy/J+wLMVxDAvmS8hPttG3U7E+D6DfmzlZYx4TUbp9cj6nG6Yx2i9HoNgccvyUqJ8Tas9p9l27jSPSZIkqQdpA6am+UfgTV3sdzbpCZFJZi7VMSuZsmKbSvZT18GHZoo/y9YCYinTTsT/ZqLqQGqgcfxPMf1xUPdjuQydvN+3JXPF6zROZ+fSUdB4r03gMTJsx8ZOyXwNkTwq2zjxmg76Z3NefD22N0rfeTr5nB5jdF6PQdL4XID09+4sssekug54fRFBSZIkKT9jwOPEl/HW6RmaLfXajQMXEi2I27fLmp4hSt7MS9lfVe6m8/gb01rgf1QQa57Gib/l1qoDqYmLiNfjNGJg4jOA/0IMonUm8CpgUWXR1cMFRNmeTt4jjwArKomyfl5KvCaXVxxHXVxJvB5VJGnr5hjitbi06kByMI/m+/8lFcXw1eT5s763jJofEb0SFZ4lXpNh1s3n9BRwQzVhahoH0fz/pJUIPZ/s/+eFJcUoSZI0Mooof7KCKF/T7tOkDzy6GPgycGKXz7ML8DvA24C3AD/scvsiHNrFuhuBtwLXYwvOYTUF/L9kUlhIJJDP6GKbfYE/ImrmS5Kk4vTyOQ3VXTCTJEmSBkIRNXSPSLlvE/C5lPv3AW6k+wR8q4OB1cCr+9hHGbYB1wIfTm4/Q3T1NAGvUbGIeL93+8Me4HS2rxMtSZLy1c/n9D40y0ipHOP43UiSJGlgFJGEPyTlvi8RLb9bjRGlBA7L4Tl3Af4FeHEO+8rb3USXzmVEeZJV1YYjVWI+0VX92B63n4MlfCRJKkq/n9OziEHDVUWnPbcAABDLSURBVLy5wF8QZZE2Af+GZdkkSZJqr4gk/OKU+y5Pue99TN96fTPNAZ42MXOL8V2AryTzqjyezB8k6tsDfAi4GFhXSURSPVwCHN3H9pPAYznFIkmStpfH5/QzOcWi6b2f+B01l/gt9wtEac+swXMlSZJUA0Uk4fdsu/0IUS6m1TjwkZRtNwKfIn4E7Ar8e3L/KmA3YCWR0N+c8dyHA5/pOuL8nAD8J2A5cFeFcUh1cgzw3j738WNgaw6xDIKlwM8TY128HTiZqIsvSSrPKJ2L8/qc3pZDLJrZ6Sn3nUCU6JQkSVJNFTEw67y221cTrWNanQIc0HbfjcDZbN/a9dvAa4HjiC6XX0+m3wO+AJya8vzvIgaB/Wn3offtZ8kkqenXctjHZTnso84WAh8EziH9R/QUcA3wZ2UGJUkjptNz8bC1OPZzerBkNaKaXWoUkiRJ6koRLeHb3ZRy3+vabt9C1EtvLzfxnWR+GNvXmbwPeAPwxyn7Hgf+Z/dhSirIa/rcfi3D/eP+AmANcXExqxXbGNHy7W9KikmSRk035+J5DNcgpH5OD5ZrU+67HfhJ2YFIkiSpc0Uk4Z9vu31LyjpHtCxPAP8VeCFlvUYSfhbRVbbVFFFv/Ysp251JMa38JXVnDDi0j+0ngHMZzjqzC4lSW59Pljvh4LSSlK9ezsVjwH6FRVS+5X1sO8yf03X1WeAKmuV/bibKJrX3PJYkSVKNFJGEb/0SPkW0Kmq3V8vy18huufEQzQFNj8tY50PAHW337Q6cOH2Ykkowm97PMxNEiaq03jSDbhFRguuMHre3y7kk9a+fc/GuwJx8w6nMph63G+bP6Tp7DjiPOAb3BE4i/feWJEmSaqSIJHxrSZlnSB+kqXWAxfZBW9s1WsNnJeG3AB9Ouf+VM+y3KhuIv//RqgORauxp4CzgyqoDKcB84Abg2D72MWz1iCWpbP2ei8eIJOgwuK6HbYb5c3pQPEf8rpAkSdIAKCIJ/0DL8saMdR5sWZ6p++rtyfyoadb5N+D7bffVtZvwemAFsLLiOKQypV2My7KaKD91dUGxVO0S4Og+tp8CPpFTLJI0qvo9F08CT+UUS9U+RnflZIb9c1qSJEnKXad1018FLOlw3QNalhcCv5yyzpaW5ZVM3yq8MSDrkcDbya53+DO2b8308oznLsueyfwkYLcK4yhDozTGIqp9zevi8GT+Gob/fz+TxrHxEDAX2HeaddcAXwG+CxyfTMNmD+C9fe7jQSJx1E/yaFgsTeZvIi5wjrIVyfxABv883Fri42TgpRXEsH8yfzPDk2idyd7Ed73diO+HG4GfEi1tdycabgz6sdWwgv7PxQ8RLcGHxR8Sg9OO+uf0MGn9X/4iO5YdyuplDLBP/uFIkiSNtk5LGnyKSCZ3YjZRCqax79Xs2Ap2HvBzyfIzNFu7p5lL80v+bcDmjPX2YPsf6o8Dd3UWciEWEH/nkwz/QEljxPEx0/9yVKwgLkb9CLsJN46NjcTYDXsSF+fmEi26txLv6Q1Et+phtwh4SZ/7+BmR/FFc8NqLKFvWPij4qFlAJFQeAe6pOJZ+zSIu/gNcT5wvynYEcb76NukDxw+LcWAxkXCbl7HOk8ljc4kBIIfBIfTfY3IYz8Vj+Dk9THYmGiUB3ELU8G+1P3BwxrZXAr9UUFySJEnK0Q3EF/cpssuutK7z6hn292Sy3tunWee4lv1NAX/eRbzqzzjxmt9adSA1cRHxepxadSA10Dg2HLQtfIjtz1PdTmsYnhrEebiSeF2WzrTiCDiGeC0urTqQHMyjecz3e9GqV19Nnr+upe3ycAGRWO3k3LOV4brQdSeeizX8DqJ5zO6R8vj5ZB/jF5YUoyRJ0sgooiY8wF+2LL85Y52P0mwhfhnR1TlLo3X1kdOs095S7SfTrCtJVVjYx7YTwLl0V7dXktotBFYBn6fzc9I4nZcwHATL+9jWc7EkSZKkrhWVhP9H4P5k+Vyadd1brQY+niwfQgyumlV/8M5kfnjG47BjDcvvzhymJJVqa4/bTQBnY48CSf1ZBNwInNHDtrOopjRQEdprY3fKc7EkSZKknhSVhN8KfCxZ3hP4jYz1fp9m2Zjjge8Bb0hZr5MkfOvgUOuxNIqk+rm3h22eJgb/uzLnWCSNlvlEKcBjZ1pxGv305qmT63rYxnOxJEmSpJ4VlYQH+GtiECCA3yY7gf7fgA8TrYuWAP/MjjVYG0n4F5HdHfptLcuXseNgsJJUtevproTBaqLW99XFhCNphFwCHN3H9pNEI4dh8DE8F0uSJEkqUZH1PSeBdxKt2+cB/wS8gmhJ1O4zRDmaS5LHH297/K5kvhNwcMvthjfS/GH5LPC5PmOXpCKsB04BriAuKmb5HjHA7ypigLRRdjAxHsh+RCmMh4mE2ANVBqWhMErH1jHAe/vcx4+JBhPD4B48F0uSJEkqUdGDbN0FvBv4W+Aw4FriR8/GlHXvAE7O2M9DRP3OBUT9+NYk/G7An7bc/l3ih7Qk1dEtwIuB04GVwAHERctHiV4//0pvZWuGyULgg8A5RKK03RRwDcM1UKTK0emxNb/MoErwazns47Ic9lEnnoslSZIkDZ2PEj9sp4C7gaN62MePku0/2HLfbGIQ2Ma+rwLG+opUvRgnXn/r8IeLiNfj1KoDqYHGseEgdurUBcAGmuf16aYtyXxpJZHWyzHEa3Fp1YHkYB7N//FLctxvL8dWe3m8QXUnnf3dWdMaYNfSo5bUj4Novof3SHn8fLLf8xeWFKMkSdLIKLImfKtPAB9Plg8Fvg28nygv06m1ybzRbXh34MvAW5Lb/w6cjd2FJWkQLSRKPnyezgd/nFtcOBoiHluwvI9tJ4Bz6a6GuiRJkiSpRVlJeIhBsN5BtC7bGfgToibnu4kyMzNZm8yPAN5HtIw/M7lvFXAasDm/cCVJJVkE3Aic0eP2w5YwVX48tsKmHrebIBo42JtJkiRJkvpQdj3dy4HvAH8FHE+0zPpL4M+AbwE3AA8S9Tg3E8n6XYHFwOHJPlYmE8QgrB8F/hhbwEvSIJpPnPuPnmnFaXTTq0qjI49ja1iS8NcRyfRuPA2cB1ydfziSJEmSpDKMAb8M3EZvtUkfBv4AWFJ24EplTfjtWRO+yZrwmskX6K9W9TZMwoM14dN4bDUdAmyk87/9ZmBFFYFKyo014SVJkmqk05bw7wReWsDzf5MYLOwgYmC9RUTLtVZbiR+OW2kOkPYPwBzgvxcQk7rXKGu0HLikykBq4sRk/h7g9VUGUgONY+NAPDa0o72Bc/rcxwbg4hxiGQQLgb2IEm6ziRIj64ha3Xsn67yCwX+vtX43eT/wXA/78Nja0TXExeHp6uI/Rozbcy/wgTKCklSY3VuWP0mUBG01XS+hQ/IPR5IkabR1moTfRtQFLcK6ZGqYRSTYAV4AJpPlRcTFAIiW9EXFo+41Eq1T+H+BZmmkIt83g8JjQ9M5Mod9/IDhPrbmAi8jWoSntWQE+CnxOsBwvNcmidJ1EGXneik357G1oweAy4gB7pcR5f6miPJ/64E1xIUHScNhE81z6RZ2PJ893PJ4uzuLCkqSJEn1tx/NLpLLK45F27MczfYsR9NkORpN5076KxeyhkgkDqsLiKRoJ6/FEwxPOZo8eGxJkiRJkmqj7IFZ+7G5ZdkfxpI0+Pq5oDoBnEuUYhk2C4mBzM/oYptFxYQysDy2JEmSJEm1MWvmVWrj+ZbleZVFoTSzk/k+wCnAoUQJBUmazqYet5sAzmY4e1gsAm6kuwR8q9kzrzISPLYkSZIkSbVRZhL+9cAqYtCv54G7gY8CO3e4/WTL8k75hqY+jSXzA4Frif/tFuAhIpFxBfAJoqb/a5P1BqkXhqRiXNfDNk8DZwFX5hxLHcwHbgCO7WMf1vQOHluSJEmSpJEyTnSrz6q7ehOwSwf7WdCyzfFFBKqe7Uz39XYniJq7Xwf+D3FB5lzgJGAJg9VLo5014ZusCa/pHAJspPPzxs3AiioCLckX6K+O+TbshdTgsSVJkiRJGimdJBX+uoP97NWy/pGFRKpe9ZKEn2l6HvgJ8DXgi8CFwNuAVxBlbxqt7+vIJHyTSXjN5JXAvUx/PrgNOJN6v+/7tT/9nzd/WHrU9eaxJUmSJEmqhaJLghwFvKeD9c4hypXcM806rYOxbs5cS1WYKGCfc4iWjIdkPL4ZWEu0pl+TsmxJBmkw3AK8GHgjUa7qAKL82KPAXUSJq3sri648J+Swj8ty2Mcw8diSJEmSJNVC0Un4N9NZ67Ix4HVMn4Q/oGX5sX6C0lCYD7wkmdI8TXpyvjF/tugAJXVsArgqmUbVgX1uvxaT8Gk8tiRJkiRJlSs6Cb+4i3X3meHxFyXzDcAzvYWjEbI7cEwypXmC7Fb09xEDy0pSWRb2se0EMaaGn42SJEmSJNVQ0Un4p7pY99EZHl+ZzO/sMRYVZxL4ADGo3YHJtIL+kkpF2yuZXp7x+Dqyy908CGwtPEJJo+SFHrebAM7GcRckSZIkSaqtopPw6zpcb4KozZplDnBKsnxNXxGpCJPA51PuX0gzIX9gyvL8csLryeJkOjHlsW1EIj6r3I0D/EnqVi+1yZ8GzgOuzjkWSZIkSZKUo6KT8N/qcL1PEyVAspwH7J0sr+orIpXpKeD7ydRujGiJnpacX5FMc0qIsRezgeXJlGZbMv8kcCY7JuofA6YKjVDSoLmeKCez60wrJlYD/5k4p0iSJEmSpBoro8XuGiKhmmYK+BPgN4jW1Gl2AX6Y7OMq4BfzDU81NQvYn+xW9AcQyfBBtJlInK0lvdzNUwxPkn6cKN1zM3BSxbFIdfdK4AqaY6Ck+R5wEXFBeljOE5IkSZIkDbUykvC/CvzvZHkLcDmwALgfuBK4fYbtvwi8h2hd/DLgB4VEqUEzDiwlu9zNYga3LMxGsgeNXQM8W1VgPTAJL3VnnBgD5UTiPDZJDCR9L/ANbPkuSZIkSdLAKSNJORv4DnBccvsq4C1kt3xv9VvAHyTLvw38r9yj07CaCywju9zNPlUFloMnyG5Ffx9xsasuTMJLkiRJkiRppJXVUngZ8F2aic9vELVsswZu3QW4GDg/uX01UYbGrvfKywKatefTEvULK4orDw+T3Yr+ASIpXhaT8JIkSZIkSRppZZbrOAr4ZyIhD1EX+8vJffcRibqlwMnA2cC+yXpfSW6/UGKs0kKaSfnGvHV5QUVx9WsSeJDscjfraA4smweT8JIkSZIkSRppZdfM3hf4C+DMDtbdTAw+94fkmxSU+jUG7EV2K/rlRDmcQbSVuCi2lvRE/WN01yPFJLwkSZIkSZJGWlUDV54AvBt4A7B/22N3ES3kLyUGb5UGzSxgP7Jb0S8jxkoYRM/RTMo35q3LG9g+SW8SXpIkSZIkSSOtqiR8q92JFvJbiVIYz1cbjlS4cWAJ2YPGLqEe781ebGT75Pz9wCXA94CXVReWJEmSJEmSVI1BTfRJw2wu0Vp+BemJ+n2yNqyxjcQFN0mSJEmSJGmkmISXBs98ph80do+K4pqOSXhJkiRJkiSNJJPw0vDZnexW9AcCCyqIySS8JEmSJEmSRpJJeGm0jAGLyG5Fv4Ioh5O3h4ClBexXkiRJkiRJqjWT8JJazSIGSs4aNHYZMbBst24GTsolQkmSJEmSJGmA9JJMkzS8JoGHk2l1yuPjwBKyy90swYt7kiRJkiRJ0n8wWSYpT3OI1vLtyfkNwPnVhSVJkiRJkiRV4/8DULLpO2HGXEoAAAAASUVORK5CYII=\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 420,
"width": 752
}
},
"output_type": "display_data"
}
],
"source": [
"score.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Internally, music21 is storing the data as a stream of information:\n",
"* Parts contain\n",
" * Measures which contain\n",
" * Notes\n",
" * and other stuff"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{0.0} <music21.metadata.Metadata object at 0x7fa32246fb50>\n",
"{0.0} <music21.stream.Part 0x7fa32246fca0>\n",
" {0.0} <music21.stream.Measure 0 offset=0.0>\n",
" {0.0} <music21.clef.TrebleClef>\n",
" {0.0} <music21.key.Key of A major>\n",
" {0.0} <music21.meter.TimeSignature 6/8>\n",
" {0.0} <music21.note.Note E>\n",
" {0.5} <music21.stream.Measure 1 offset=0.5>\n",
" {0.0} <music21.note.Note A>\n",
" {0.5} <music21.note.Note C#>\n",
" {1.0} <music21.note.Note A>\n",
" {1.5} <music21.note.Note B>\n",
" {2.0} <music21.note.Note G#>\n",
" {2.5} <music21.note.Note E>\n",
" {3.5} <music21.stream.Measure 2 offset=3.5>\n",
" {0.0} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note D>\n",
" {1.0} <music21.note.Note E>\n",
" {1.5} <music21.note.Note D>\n",
" {2.0} <music21.note.Note B>\n",
" {2.5} <music21.note.Note G#>\n",
" {6.5} <music21.stream.Measure 3 offset=6.5>\n",
" {0.0} <music21.note.Note A>\n",
" {0.5} <music21.note.Note C#>\n",
" {1.0} <music21.note.Note A>\n",
" {1.5} <music21.note.Note B>\n",
" {2.0} <music21.note.Note G#>\n",
" {2.5} <music21.note.Note E>\n",
" {9.5} <music21.stream.Measure 4 offset=9.5>\n",
" {0.0} <music21.note.Note F#>\n",
" {0.0} <music21.note.Note E>\n",
" {0.5} <music21.note.Note D>\n",
" {1.0} <music21.note.Note E>\n",
" {1.5} <music21.note.Note G#>\n",
" {2.0} <music21.note.Note A>\n",
" {2.5} <music21.note.Note B>\n",
" {12.5} <music21.stream.Measure 5 offset=12.5>\n",
" {0.0} <music21.note.Note A>\n",
" {0.5} <music21.note.Note C#>\n",
" {1.0} <music21.note.Note A>\n",
" {1.5} <music21.note.Note B>\n",
" {2.0} <music21.note.Note G#>\n",
" {2.5} <music21.note.Note E>\n",
" {15.5} <music21.stream.Measure 6 offset=15.5>\n",
" {0.0} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note D>\n",
" {1.0} <music21.note.Note E>\n",
" {1.5} <music21.note.Note D>\n",
" {2.0} <music21.note.Note B>\n",
" {2.5} <music21.note.Note G#>\n",
" {18.5} <music21.stream.Measure 7 offset=18.5>\n",
" {0.0} <music21.note.Note D>\n",
" {0.0} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note B>\n",
" {1.0} <music21.note.Note A>\n",
" {1.5} <music21.note.Note B>\n",
" {2.0} <music21.note.Note G#>\n",
" {2.5} <music21.note.Note E>\n",
" {21.5} <music21.stream.Measure 8 offset=21.5>\n",
" {0.0} <music21.note.Note E>\n",
" {0.5} <music21.note.Note F#>\n",
" {1.0} <music21.note.Note G#>\n",
" {1.5} <music21.note.Note A>\n",
" {2.5} <music21.bar.Repeat direction=end>\n",
" {24.0} <music21.stream.Measure 9 offset=24.0>\n",
" {0.0} <music21.note.Note A>\n",
" {0.25} <music21.note.Note B>\n",
" {24.0} <music21.spanner.Slur <music21.note.Note A><music21.note.Note B>>\n",
" {24.5} <music21.stream.Measure 10 offset=24.5>\n",
" {0.0} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note E>\n",
" {1.0} <music21.note.Note A>\n",
" {1.5} <music21.note.Note C#>\n",
" {2.0} <music21.note.Note E>\n",
" {2.5} <music21.note.Note A>\n",
" {27.5} <music21.stream.Measure 11 offset=27.5>\n",
" {0.0} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note E>\n",
" {1.0} <music21.note.Note E>\n",
" {1.5} <music21.note.Note E>\n",
" {2.0} <music21.note.Note D>\n",
" {2.5} <music21.note.Note C#>\n",
" {30.5} <music21.stream.Measure 12 offset=30.5>\n",
" {0.0} <music21.note.Note B>\n",
" {0.25} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note D>\n",
" {1.0} <music21.note.Note G#>\n",
" {1.5} <music21.note.Note B>\n",
" {1.75} <music21.note.Note C#>\n",
" {2.0} <music21.note.Note D>\n",
" {2.5} <music21.note.Note G#>\n",
" {30.5} <music21.spanner.Slur <music21.note.Note B><music21.note.Note C#><music21.note.Note D>>\n",
" {30.5} <music21.spanner.Slur <music21.note.Note B><music21.note.Note C#><music21.note.Note D>>\n",
" {33.5} <music21.stream.Measure 13 offset=33.5>\n",
" {0.0} <music21.note.Note B>\n",
" {0.5} <music21.note.Note D>\n",
" {1.0} <music21.note.Note D>\n",
" {1.5} <music21.note.Note D>\n",
" {2.0} <music21.note.Note C#>\n",
" {2.5} <music21.note.Note B>\n",
" {36.5} <music21.stream.Measure 14 offset=36.5>\n",
" {0.0} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note D>\n",
" {1.0} <music21.note.Note E>\n",
" {1.5} <music21.note.Note D>\n",
" {2.0} <music21.note.Note C#>\n",
" {2.5} <music21.note.Note B>\n",
" {39.5} <music21.stream.Measure 15 offset=39.5>\n",
" {0.0} <music21.note.Note D>\n",
" {0.0} <music21.note.Note C#>\n",
" {0.5} <music21.note.Note B>\n",
" {1.0} <music21.note.Note A>\n",
" {1.5} <music21.note.Note G#>\n",
" {2.0} <music21.note.Note G#>\n",
" {2.5} <music21.note.Note F#>\n",
" {42.5} <music21.stream.Measure 16 offset=42.5>\n",
" {0.0} <music21.note.Note E>\n",
" {0.5} <music21.note.Note C#>\n",
" {1.0} <music21.note.Note A>\n",
" {1.5} <music21.note.Note G#>\n",
" {2.0} <music21.note.Note E>\n",
" {2.5} <music21.note.Note D>\n",
" {45.5} <music21.stream.Measure 17 offset=45.5>\n",
" {0.0} <music21.note.Note E>\n",
" {0.5} <music21.note.Note F#>\n",
" {1.0} <music21.note.Note G#>\n",
" {1.5} <music21.note.Note A>\n",
" {2.5} <music21.bar.Repeat direction=end>\n"
]
}
],
"source": [
"score.show('text')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extracting metadata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here's what The Piper's Picnic looks like in the raw dataset"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```\n",
"X:2\n",
"T:The piper's picnic\n",
"O:Ireland\n",
"B:Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 2\n",
"R:Double jig\n",
"Z:Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
"F:http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0002.abc\n",
"M:6/8\n",
"L:1/8\n",
"K:A\n",
"E|AcA BGE|cde dBG|\\\n",
"AcA BGE|{F}EDE GAB|AcA BGE|cde dBG|{d}cBA BGE|EFG A2:|\n",
"(A/B/)|ceA ceA|cee edc|(B/c/d)G (B/c/d)G|Bdd dcB|\\\n",
"cde dcB|{d}cBA Ggf|ecA GED|EFGA2:|\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can get (most of) that data using music21"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"meta = score.metadata\n",
"# there is only one part to each jig so index 0 works\n",
"first_measure = score.parts[0].measure(0)\n",
"second_measure = score.parts[0].measure(1)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# for attr_name in meta.searchAttributes:\n",
"# print(f\"{attr_name}: {getattr(meta, attr_name)}\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('2',\n",
" \"The piper's picnic\",\n",
" 'Ireland',\n",
" None,\n",
" None,\n",
" None,\n",
" None,\n",
" '<music21.meter.TimeSignature 6/8>',\n",
" 0.5,\n",
" 'A major',\n",
" None)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 382,
"width": 588
}
},
"output_type": "display_data"
}
],
"source": [
"(\n",
" meta.number, # X:2\n",
" meta.title, # T:The piper's picnic\n",
" meta.localeOfComposition, # O:Ireland\n",
" None, # B:Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 2\n",
" None, # R:Double jig\n",
" None, # Z:Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
" None, # F:http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0002.abc\n",
" str(first_measure.timeSignature), # M:6/8\n",
" second_measure.offset, # L:1/8\n",
" str(first_measure.keySignature), # K:A\n",
" score.plot(), # E|AcA BGE|cde dBG|\\\n",
" # AcA BGE|{F}EDE GAB|AcA BGE|cde dBG|{d}cBA BGE|EFG A2:|\n",
" # (A/B/)|ceA ceA|cee edc|(B/c/d)G (B/c/d)G|Bdd dcB|\\\n",
" # cde dcB|{d}cBA Ggf|ecA GED|EFGA2:|\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# DQA"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"with open(file_path, 'r') as fh:\n",
" # remove comments\n",
" data_lines = [line for line in fh.readlines() if not line.startswith(\"%\")]\n",
" # remove leading and trailing whitespace and recombine\n",
" data = \"\".join(data_lines).strip()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"abc_strings = data.split(\"\\n\\n\\n\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"365"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(abc_strings) # this should be 365"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# Taken from: http://abcnotation.com/wiki/abc:standard:v2.1\n",
"ABC_FIELDS = {\n",
" 'A': 'area',\n",
" 'B': 'book',\n",
" 'C': 'composer',\n",
" 'D': 'discography',\n",
" 'F': 'file url',\n",
" 'G': 'group',\n",
" 'H': 'history',\n",
" 'I': 'instruction',\n",
" 'K': 'key',\n",
" 'L': 'unit note length',\n",
" 'M': 'meter',\n",
" 'm': 'macro',\n",
" 'N': 'notes',\n",
" 'O': 'origin',\n",
" 'P': 'parts',\n",
" 'Q': 'tempo',\n",
" 'R': 'rhythm',\n",
" 'r': 'remark',\n",
" 'S': 'source',\n",
" 's': 'symbol line',\n",
" 'T': 'tune title',\n",
" 'U': 'user defined',\n",
" 'V': 'voice',\n",
" 'W': 'words',\n",
" 'w': 'words',\n",
" 'X': 'reference number',\n",
" 'Z': 'transcription'\n",
"}\n",
"\n",
"\n",
"def merge_continuation_lines(lines: Sequence[str]) -> Sequence[str]:\n",
" \"\"\"Merges lines which end with \\ with the next line.\n",
" \n",
" Args:\n",
" lines: a list of strings to check and merge.\n",
" \n",
" Returns:\n",
" lines: the list of strings which have been merged.\n",
" \"\"\"\n",
" nr_checks = len(lines)\n",
" idx = 0\n",
" for _ in range(nr_checks):\n",
" line = lines[idx]\n",
" if line.endswith(\"\\\\\"):\n",
" line = line[:-1] # remove trailing backslash\n",
" try:\n",
" lines[idx] = f\"{line} {lines[idx+1]}\"\n",
" del lines[idx+1] # del and stay on this line\n",
" except IndexError as e:\n",
" print(lines, line)\n",
" raise e\n",
" else:\n",
" idx += 1\n",
" return lines\n",
"\n",
"\n",
"def parse_abc(abc_str: str) -> Mapping[str, str]:\n",
" \"\"\"Get the required information from each tune.\n",
" \n",
" Extracts the metadata as defined in [1] from the string, plus the transcription\n",
" which is assumed not to have a prefix. Assumes all metadata is stated before the\n",
" transcription is started. Then adds everything remaining to the transcription.\n",
" \n",
" Args:\n",
" abc_str: the string containing an abc file to parse.\n",
" \n",
" Returns:\n",
" out_dict: a dictionary containing all the extracted values.\n",
" \n",
" See also:\n",
" * http://abcnotation.com/wiki/abc:standard:v2.1\n",
" \"\"\"\n",
" lines = [line.strip() for line in abc_str.split(\"\\n\")]\n",
" \n",
" # if a line ends with \\ then merge with subsequent line\n",
" lines = merge_continuation_lines(lines)\n",
" \n",
" valid_field = \"|\".join(ABC_FIELDS)\n",
" metadata_line_regex = re.compile(f\"^({valid_field}):\")\n",
" \n",
" _, metadata_end_idx = min(\n",
" (val, idx)\n",
" for (idx, val)\n",
" in enumerate([bool(metadata_line_regex.match(line)) for line in lines])\n",
" )\n",
" \n",
" out_dict = {}\n",
" for line in lines[:metadata_end_idx]:\n",
" meta_key, value = line.split(\":\", 1)\n",
" field_name = ABC_FIELDS[meta_key]\n",
" if field_name in out_dict:\n",
" concat_fields = (\"tune title\", \"words\")\n",
" if field_name not in concat_fields:\n",
" msg = (\n",
" f\"Tried to add {(field_name, value)} to {out_dict}.\"\n",
" f\"\\nLines: {lines}\"\n",
" )\n",
" raise ValueError(msg)\n",
" else:\n",
" out_dict[field_name] = f\"{out_dict[field_name]} --- {line}\"\n",
" out_dict[field_name] = value\n",
" \n",
" transcription_label = \"tune\"\n",
" for line in lines[metadata_end_idx:]:\n",
" if line.upper().startswith(\"W:\"):\n",
" if \"words\" not in out_dict:\n",
" out_dict[\"words\"] = line\n",
" else:\n",
" out_dict[\"words\"] = f\"{out_dict['words']} --- {line}\"\n",
" elif transcription_label not in out_dict:\n",
" out_dict[transcription_label] = line\n",
" else:\n",
" out_dict[transcription_label] = f\"{out_dict[transcription_label]} {line}\"\n",
" return out_dict"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"parsed_abc = [parse_abc(abc) for abc in abc_strings]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"oneills_df = pd.DataFrame(parsed_abc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How much of the data is missing?"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"reference number 0\n",
"tune title 0\n",
"origin 0\n",
"book 0\n",
"rhythm 0\n",
"transcription 0\n",
"file url 0\n",
"meter 0\n",
"unit note length 0\n",
"key 0\n",
"tune 0\n",
"words 357\n",
"Name: count_of_missing_values, dtype: int64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"missing_counts = oneills_df.isna().sum().rename(\"count_of_missing_values\")\n",
"missing_counts"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"id_vars = [\"reference number\"]\n",
"value_vars = [col for col in oneills_df.columns if col not in id_vars]\n",
"melt_df = oneills_df.melt(\n",
" id_vars=id_vars,\n",
" value_vars=value_vars,\n",
" var_name=\"field_name\",\n",
")\n",
"missing_df = melt_df\n",
"missing_df[\"value\"] = missing_df[\"value\"].isna()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 348,
"width": 389
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"countplot_with_numbers(\n",
" var_name=\"field_name\", data=missing_df, hue=\"value\", kind=\"count\"\n",
")\n",
"plt.title(\"filed value is missing\")\n",
"plt.xticks(rotation=90);"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"def ordered_countplot(series, **kwargs):\n",
" count = series.value_counts()\n",
" barplot_with_numbers(count, **kwargs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Vaule counts"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 309,
"width": 388
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 349,
"width": 388
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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kSZIKXRcSIuL/RsQlEXFvRDwTEY9HxJ8i4gsRMb6p7oSIyD4+Z/fRzyERcXVEzI+IeRExMyL2GvwrlCRJkjprVKcHsBg+DVwP/C/wCDAG2AaYAnw0IrbJzHub2twInNfiXDe36iAipgJHA/cBZwLLAQcD0yPik5l52pJfhiRJkjQ8dWNIWDkzn20ujIivAJ8HPgd8rOnwDZk5pT8nj4htqQLC34CtM/OJuvwbwHXA1Ig4PzPnLPYVSJIkScNY191u1Cog1H5Rbzdawi4Or7df6QkIdb9zgO8AywMfXMI+JEmSpGGrG2cSevOeentTi2PrRMRhwHjgMeCKzGxVD2CXentRi2MXAifUdb6wqAFFxHW9HNp0UW0lSZKkTunakBARxwArAWOBrYDtqQLC11tU363+NLafCRySmfc0lI0B1gXmZ+aDLc5ze73deEnHL0mSJA1XXRsSgGOANRv2LwI+kJl/byh7GvgS1UPLd9Zlm1M95LwzcElEbJGZC+pjY+vtvF767ClfpT8DzMwtW5XXMwyT+3MOSZIkaah13TMJPTJzrcwMYC1gf2AD4E8RMbmhziOZ+e+ZeX1mzq0/lwK7A1cBbwAO7cT4JUmSpOGqa0NCj8x8ODN/RfXFfzzwk360eRH4Qb27Q8OhnpmCsbTWUz534COVJEmSukPXh4QemXk3cAvw5ohYrR9Nem5LGtNwjgXA/cBKEbF2izY9b06avSRjlSRJkoazERMSauvU25f6UXebentnU/mMertHizZ7NtWRJEmSRpyuCgkRsXFELHQrUES8pl5MbQ1gVsMCaJMjYqFrjIhdqVZuBvhp0+Ez6u1xETGuoc0E4OPAc8CPlvRaJEmSpOGq295u9C7gaxFxOXAX1ZoHawI7Uj24/BDwkYb63wI2iohZwH112ea8uhbCCZk5q7GDzJwVEd8CjgJuiohzgeWAg4BVgU+62rIkSZJGsm4LCb+jeiPR9sBbqV5FuoDqGYGzgFMy8/GG+mcB+wFbU90qtCzwMNXqzKdl5mWtOsnMoyPiz1QzBx8FXgauB76Rmee3/7IkSZKk4aOrQkJm3gx8YgD1fwj8cDH7mgZMW5y2kiRJUjfrqmcSJEmSJA0+Q4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSQVDgiRJkqSCIUGSJElSwZAgSZIkqWBIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSYWuCwkR8X8j4pKIuDcinomIxyPiTxHxhYgY30ubbSPigrruMxFxU0QcGRHL9NHPXhExMyLmRcT8iLgqIg4ZvCuTJEmShoeuCwnAp4ExwP8C3wZ+BrwITAFuioj1GytHxD7ApcAOwK+A04DlgJOAs1t1EBGfAKYDbwF+CpwJrANMi4ipbb8iSZIkaRgZ1ekBLIaVM/PZ5sKI+ArweeBzwMfqspWpvuC/BOyUmdfW5ScAM4ADI+LgzDy74TwTgKnA48BWmTmnLv8icA1wdET8MjOvGLQrlCRJkjqo62YSWgWE2i/q7UYNZQcCqwNn9wSEhnMcX+8e0XSeDwHLA6f1BIS6zRPAV+vdwxdr8JIkSVIX6LqQ0If31NubGsp2qbcXtah/KfA0sG1ELN/PNhc21ZEkSZJGnG683QiAiDgGWAkYC2wFbE8VEL7eUG2Teju7uX1mvhgRdwFvBjYAbu1HmwcjYgGwXkSsmJlPL2KM1/VyaNO+2kmSJEmd1LUhATgGWLNh/yLgA5n594aysfV2Xi/n6ClfZYBtxtT1+gwJkiRJUjfq2pCQmWsBRMSawLZUMwh/ioi9MvP6jg6ulplbtiqvZxgmD/FwJEmSpH7p+mcSMvPhzPwVsDswHvhJw+Ge2YCxCzUsy+cuRpveZhokSZKkrtb1IaFHZt4N3AK8OSJWq4tvq7cbN9ePiFHARKo1Fu5sONRXm7WpbjW6b1HPI0iSJEndasSEhNo69falejuj3u7Rou4OwIrArMx8rqG8rzZ7NtWRJEmSRpyuCgkRsXFELHQbUES8pl5MbQ2qL/1P1IfOBR4FDo6IrRrqjwa+XO+e3nS6HwHPAZ+oF1braTOOarE2gDPacDmSJEnSsNRtDy6/C/haRFwO3AU8RvWGox2pXmP6EPCRnsqZ+WREfIQqLMyMiLOpVlLem+pVp+cC5zR2kJl3RcRngFOAayPiHOB5qoXZ1gO+6WrLkiRJGsm6LST8DngD1ZoIb6V6dekCqjUNzgJOyczHGxtk5nkRsSNwHHAAMBq4Aziqrp/NnWTmqRExh+o1q++nmnG5BTg+M388KFcmSZIkDRNdFRIy82bgE4vR7o9UsxADaTMdmD7QviRJkqRu11XPJEiSJEkafIYESZIkSQVDgiRJkqSCIUGSJElSwZAgSZIkqWBIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSQVDgiRJkqSCIUGSJElSwZAgSZIkqWBIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJha4KCRExPiIOjYhfRcQdEfFMRMyLiMsj4sMR8Zqm+hMiIvv4nN1HX4dExNURMb/uY2ZE7DX4VylJkiR11qhOD2CA3gucDjwI/B64B1gT2B/4AbBnRLw3M7Op3Y3AeS3Od3OrTiJiKnA0cB9wJrAccDAwPSI+mZmnLfmlSJIkScNTt4WE2cDewG8y8+Wewoj4PHA1cABVYPhlU7sbMnNKfzqIiG2pAsLfgK0z84m6/BvAdcDUiDg/M+cs2aVIkiRJw1NX3W6UmTMyc3pjQKjLHwLOqHd3WsJuDq+3X+kJCHUfc4DvAMsDH1zCPiRJkqRhq6tCwiK8UG9fbHFsnYg4LCI+X2837+M8u9Tbi1ocu7CpjiRJkjTidNvtRi1FxCjg/fVuqy/3u9WfxjYzgUMy856GsjHAusD8zHywxXlur7cb93Nc1/VyaNP+tJckSZI6YaTMJHwdeAtwQWb+tqH8aeBLwJbAuPqzI9VDzzsBl9TBoMfYejuvl356yldpy6glSZKkYajrZxIi4lNUDxr/FfjXxmOZ+Qjw701NLo2I3YHLgbcDhwLfHoyxZeaWrcrrGYbJg9GnJEmStKS6eiYhIj5B9QX/FmDnzHy8P+0y80WqV6YC7NBwqGemYCyt9ZTPHdhIJUmSpO7RtSEhIo4ETqVa62Dn+g1HA/H3evvK7UaZuQC4H1gpItZu0Wajejt7gH1JkiRJXaMrQ0JEfBY4CbiBKiA8shin2abe3tlUPqPe7tGizZ5NdSRJkqQRp+tCQkScQPWg8nXArpn5aB91J0fEQtcYEbsCn653f9p0uGe9heMiYlxDmwnAx4HngB8t9gVIkiRJw1xXPbgcEYcAXwReAi4DPhURzdXmZOa0+udvARtFxCzgvrpsc15d5+CEzJzV2DgzZ0XEt4CjgJsi4lxgOeAgYFXgk662LEmSpJGsq0ICMLHeLgMc2UudPwDT6p/PAvYDtqa6VWhZ4GHgF8BpmXlZqxNk5tER8WeqmYOPAi8D1wPfyMzzl/gqJEmSpGGsq0JCZk4Bpgyg/g+BHy5mX9N4NWxIkiRJS42ueyZBkiRJ0uAyJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSQVDgiRJkqSCIUGSJElSwZAgSZIkqWBIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKnQ1pAQEa+LiJUXUee1EfG6dvYrSZIkqX3aPZNwF/Bvi6jzqbqeJEmSpGGo3SEh6o8kSZKkLtWJZxLWAhZ0oF9JkiRJ/TBqSU8QEe9vKtqiRRnAMsDrgH8B/ryk/UqSJEkaHEscEoBpQNY/J7BP/WnWcxvS08CJbehXkiRJ0iBoR0j4YL0N4D+B84Bft6j3EvAYcEVmzm1Dv5IkSZIGwRKHhMz8cc/PEXEIcF5m/mRJzytJkiSpM9oxk/CKzNy5neeTJEmSNPRccVmSJElSoe0hISJ2jIjzI+KRiHghIl5q8XlxMc89PiIOjYhfRcQdEfFMRMyLiMsj4sMR0fJ6ImLbiLggIh6v29wUEUdGxDJ99LVXRMyszz8/Iq6qb6eSJEmSRrS23m4UEe+menB5GeAe4DZgsQJBL94LnA48CPy+7mNNYH/gB8CeEfHezOx52xIRsQ/wS+BZ4BzgceA9wEnAdvU5m6/jE8CpVA9a/xR4HjgQmBYRm2XmMW28JkmSJGlYaWtIAKYALwDvzsyL23xugNnA3sBvMvPlnsKI+DxwNXAAVWD4ZV2+MnAm1ZuVdsrMa+vyE4AZwIERcXBmnt1wrgnAVKowsVVmzqnLvwhcAxwdEb/MzCsG4fokSZKkjmv37UZvAc4ZpIBAZs7IzOmNAaEufwg4o97dqeHQgcDqwNk9AaGu/yxwfL17RFM3HwKWB07rCQh1myeAr9a7hy/ZlUiSJEnDV7tnEuZT/QW+E16ot423N+1Sby9qUf9SqoXdto2I5TPzuX60ubCpTp8i4rpeDm3an/aSJElSJ7R7JuES4B1tPuciRcQo4P31buOX+03q7ezmNpn5InAXVVDaoJ9tHgQWAOtFxIpLOGxJkiRpWGr3TMJngasj4njgK40PEA+yr1Pd6nRBZv62oXxsvZ3XS7ue8lUG2GZMXe/pvgaVmVu2Kq9nGCb31VaSJEnqlHaHhC8AfwFOBD4UETcAc1vUy8z8cDs6jIhPAUcDfwX+tR3nlCRJkpZm7Q4JH2j4eUL9aSWBJQ4J9atKvw3cAuyamc3PQ/TMBoyltZ7yuU1tVquPPdZHm95mGiRJkqSu1u6QMLHN5+tVRBxJtdbBzVQB4ZEW1W4DtgI2BoqHiOvnGCZSPeh8Z1Ob1eo2VzS1WZvqVqP7MrPPW40kSZKkbtXWkJCZd7fzfL2JiM9SPYdwA7BbZj7aS9UZwPuAPYD/ajq2A7AicGnDm4162mxXt2leC2HPhjqSJEnSiNTutxsNunohtK9TzQzs2kdAADgXeBQ4OCK2ajjHaODL9e7pTW1+BDwHfKJeWK2nzTjg8/XuGUiSJEkjVFtnEiLidf2tm5n3LMb5DwG+SLWC8mXApyKiudqczJxW9/FkRHyEKizMjIizqdZx2JvqVafnAuc0jeuuiPgMcApwbUScAzxPtTDbesA3XW1ZkiRJI1m7n0mYQ/VQ8qLkYvbd88zDMsCRvdT5AzDtlY4yz4uIHYHjgAOA0cAdwFHAKa1e05qZp0bEHOAYqvUXXkP1cPTxmfnjxRi3JEmS1DXaHRJ+QuuQsAqwBfB6YCawWM8uZOYUYMpitPsj8K4BtpkOTB9oX5IkSVK3a/eDyx/o7VhEvAY4ATgcOKSd/UqSJElqnyF7cDkzX87ME6luSfr6UPUrSZIkaWA68XajWcDuHehXkiRJUj90IiSsSrUgmSRJkqRhaEhDQkS8EziIapVkSZIkScNQu9dJ6G0l4lHA+kDPOgpfbGe/kiRJktqn3a9A3amX8gSeAH4LTM3M3sKEJEmSpA5r9ytQO/GMgyRJkqQ28ku9JEmSpEK7bzcqRMRrqVZbnpeZTw5mX5IkSZLao+0zCRExKiKOjYg7gLlUi6c9ERF31OWDGkwkSZIkLZl2v91oOeAiYEeqh5XvBR4E1gYmAF8B9oiI3TPz+Xb2LUmSJKk92j2TcBTVG45+A7wxMydk5jsycwKwCTAd+Ie6niRJkqRhqN0h4Z+pFkrbNzNvbzyQmX8D9gf+Aryvzf1KkiRJapN2h4Q3ABdm5sutDtblFwIbtrlfSZIkSW3S7pDwPLDSIuqMAV5oc7+SJEmS2qTdIeEm4MCIWL3VwYhYDTgQuLHN/UqSJElqk3aHhNOA1YGrI+LDEbFBRKwQERMj4oPAVfXx09rcryRJkqQ2aesrUDPzFxGxBXAs8P0WVQL4j8z8RTv7lSRJktQ+bV/YLDM/HxH/A3wYeCswFpgH/An4z8y8ot19SpIkSWqfQVn9ODOvBK4cjHNLkiRJGlxtfSYhIt4bETMiYp1ejq8bEZdExP7t7FeSJElS+7T7weVDgVUy84FWBzPzfqrbjw5tc7+SJEmS2qTdIWEz4NpF1LkG2LzN/UqSJElqk3aHhFWBRxZR5zFgtTb3K0mSJKlN2h0SHgU2WkSdjYC5be5XkiRJUpu0OyT8Edg7IjZtdTAi3gjsA1zW5n4lSZIktUm7Q8JUqteqXh4Rn4qIjSNiTL39N6pwsExdT5IkSdIw1O4Vl6+JiI8B3wFOqj+NXgKOyMyr2tmvJEmSpPYZjBWXz4yIy4GPAW8HVqF6BuFK4PTMvLXdfUqSJElqn8FacflW4JODcW5JkiRJg6vdzyRIkiRJ6nKGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpELXhYSIODAiTo2IyyLiyYjIiPhpL3Un1Md7+5zdRz+HRMTVETE/IuZFxMyI2GvwrkySJEkaHkZ1egCL4XhgEjAfuA/YtB9tbgTOa1F+c6vKETEVOLo+/5nAcsDBwPSI+GRmnjbwYUuSJEndoRtDwqepvrzfAewI/L4fbW7IzCn9OXlEbEsVEP4GbJ2ZT9Tl3wCuA6ZGxPmZOWfgQ5ckSZKGv6673Sgzf5+Zt2dmDlIXh9fbr/QEhLrfOcB3gOWBDw5S35IkSVLHdeNMwuJYJyIOA8YDjwFXZOZNvdTdpd5e1OLYhcAJdZ0vLKrTiLiul0P9uUVKkiRJ6oilJSTsVn9eEREzgUMy856GsjHAusD8zHywxXlur7cbD9I4JUmSpI4b6SHhaeBLVA8t31mXbQ5MAXYGLomILTJzQX1sbL2d18v5espX6U/nmbllq/J6hmFyf84hSZIkDbWueyZhIDLzkcz898y8PjPn1p9Lgd2Bq4A3AId2dpSSJEnS8DKiQ0JvMvNF4Af17g4Nh3pmCsbSWk/53EEYliRJkjQsLJUhofb3ejump6C+7eh+YKWIWLtFm43q7exBHpskSZLUMUtzSNim3t7ZVD6j3u7Ros2eTXUkSZKkEWdEh4SImBwRC11jROxKtSgbwE+bDp9Rb4+LiHENbSYAHweeA37U/tFKkiRJw0PXvd0oIvYF9q1316q374iIafXPj2bmMfXP3wI2iohZVKs0Q/V2o561EE7IzFmN58/MWRHxLeAo4KaIOBdYDjgIWBX4pKstS5IkaSTrupAAbAEc0lS2Qf0BuBvoCQlnAfsBW1PdKrQs8DDwC+C0zLysVQeZeXRE/Jlq5uCjwMvA9cA3MvP8tl2JJEmSNAx1XUjIzClU6xz0p+4PgR8uZj/TgGmL01aSJEnqZiP6mQRJkiRJA2dIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSQVDgiRJkqSCIUGSJElSwZAgSZIkqWBIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSp0HUhISIOjIhTI+KyiHgyIjIifrqINttGxAUR8XhEPBMRN0XEkRGxTB9t9oqImRExLyLmR8RVEXFI+69IkiRJGl5GdXoAi+F4YBIwH7gP2LSvyhGxD/BL4FngHOBx4D3AScB2wHtbtPkEcCrwGPBT4HngQGBaRGyWmce062IkSZKk4abrZhKATwMbAysDR/RVMSJWBs4EXgJ2yswPZ+ZngC2AK4ADI+LgpjYTgKlUYWKrzPx4Zn4a2Bz4G3B0RLyjrVckSZIkDSNdFxIy8/eZeXtmZj+qHwisDpydmdc2nONZqhkJWDhofAhYHjgtM+c0tHkC+Gq9e/hiDl+SJEka9rouJAzQLvX2ohbHLgWeBraNiOX72ebCpjqSJEnSiNONzyQMxCb1dnbzgcx8MSLuAt4MbADc2o82D0bEAmC9iFgxM5/uq/OIuK6XQ30+RyFJkiR10kifSRhbb+f1crynfJXFaDO2l+OSJElSVxvpMwkdlZlbtiqvZxgmD/FwJEmSpH4Z6TMJi/qrf0/53MVo09tMgyRJktTVRnpIuK3ebtx8ICJGAROBF4E7+9lmbWAMcN+inkeQJEmSutVIDwkz6u0eLY7tAKwIzMrM5/rZZs+mOpIkSdKIM9JDwrnAo8DBEbFVT2FEjAa+XO+e3tTmR8BzwCfqhdV62owDPl/vnjFYA5YkSZI6reseXI6IfYF969216u07ImJa/fOjmXkMQGY+GREfoQoLMyPibKqVlPemetXpucA5jefPzLsi4jPAKcC1EXEO8DzVwmzrAd/MzCsG5+okSZKkzuu6kABsARzSVLZB/QG4Gzim50BmnhcROwLHAQcAo4E7gKOAU1qt3JyZp0bEnPo876eacbkFOD4zf9zOi5EkSZKGm64LCZk5BZgywDZ/BN41wDbTgekDaSNJkiSNBCP9mQRJkiRJA2RIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSQVDgiRJkqSCIUGSJElSwZAgSZIkqWBIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVFgqQkJEzImI7OXzUC9tto2ICyLi8Yh4JiJuiogjI2KZoR6/JEmSNJRGdXoAQ2gecHKL8vnNBRGxD/BL4FngHOBx4D3AScB2wHsHbZSSJElShy1NIWFuZk5ZVKWIWBk4E3gJ2Ckzr63LTwBmAAdGxMGZefZgDlaSJEnqlKXidqMBOhBYHTi7JyAAZOazwPH17hGdGJgkSZI0FJammYTlI+JfgNcBC4CbgEsz86WmervU24tanONS4Glg24hYPjOfG7TRSpIkSR2yNIWEtYCzmsruiogPZuYfGso2qbezm0+QmS9GxF3Am4ENgFv76jAiruvl0Kb9G7IkSZI09JaW241+BOxKFRTGAJsB3wMmABdGxKSGumPr7bxeztVTvkrbRylJkiQNA0vFTEJmnthUdDNweETMB44GpgD7DUK/W7Yqr2cYJre7P0mSJKkdlpaZhN6cUW93aCjrmSkYS2s95XMHY0CSJElSpy3tIeHv9XZMQ9lt9Xbj5soRMQqYCLwI3Dm4Q5MkSZI6Y2kPCdvU28Yv/DPq7R4t6u8ArAjM8s1GkiRJGqlGfEiIiDdGxJgW5ROA0+rdnzYcOhd4FDg4IrZqqD8a+HK9e/rgjFaSJEnqvKXhweWDgKMj4lLgbuApYEPg3cBo4AJgak/lzHwyIj5CFRZmRsTZwOPA3lSvRz0XOGdIr0CSJEkaQktDSPg91Zf7twLbUT1/MBe4nGrdhLMyMxsbZOZ5EbEjcBxwAFWYuAM4Cjilub4kSZI0koz4kFAvlPaHRVZcuN0fgXe1f0SSJEnS8Dbin0mQJEmSNDCGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSQVDgiRJkqSCIUGSJElSwZAgSZIkqWBIkCRJklQwJEiSJEkqGBIkSZIkFQwJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSoYEiRJkiQVDAmSJEmSCoYESZIkSQVDQi8iYr2I+M+IeCAinouIORFxckSM6/TYJEmSpME0qtMDGI4iYkNgFrAG8Gvgr8DbgH8D9oiI7TLzsQ4OUZIkSRo0ziS09l2qgPCpzNw3M4/NzF2Ak4BNgK90dHSSJEnSIDIkNKlnEXYH5gDfaTr8BWAB8K8RMWaIhyZJkiQNCW83WtjO9fbizHy58UBmPhURf6QKEdsAl/R1ooi4rpdDk2699Va23HLLJR7sSHDr/d65JUmS2mvLGd/u9BCGjeuvv/5nmfm+gbQxJCxsk3o7u5fjt1OFhI1ZREjow0vPPPPMvOuvv37OYraXpKXRpvX2rx0dhaSucP3Dd3d6CF3NkLCwsfV2Xi/He8pXWdSJMtOpAklqk57ZWf/fKkmDz2cSJEmSJBUMCQvrmSkY28vxnvK5gz8USZIkaegZEhZ2W73duJfjG9Xb3p5ZkCRJkrqaIWFhv6+3u0dE8e8TEa8FtgOeBq4c6oFJkiRJQ8GQ0CQz/wZcDEwAPt50+ERgDHBWZi4Y4qFJkiRJQyIys9NjGHbqBdVmUa26/GvgVuDtVGsozAa2zUxf7i9JkqQRyZDQi4hYH/gisAcwHngQ+BVwYmY+0cmxSZIkSYPJkCBJkiSp4DMJkiRJkgqGBEmSJEkFQ4IkSZKkgiFBkiRJUsGQIEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJGlYiYjlI+JfIuLTETGpofz1EfGfEXFjRFwTEV+LiHGdHKskjVSRmZ0egyRJAETESsBlwOZAAC8BHwZmANcAazZUT+B24G2Z+eQQD1WSRjRnEiRJw8nhwCTg98DRwEzgJOA4YCXgyPr4O4FLgY2Az3RgnJI0ojmTIEkaNiLiWmAM8KbMzIgI4C/AxsARmXlmQ93lgb8C8zNzs44MWJJGKGcSJEnDyQTg4qz/glVvL6a69ejXjRUz8zngQmCDIR6jJI14hgRJ0nCyHPBsU9nz9fbpFvWfAZYZ1BFJ0lLIkCBJGk7uBrZqKptcb7dtUX9b4KFBHZEkLYUMCZKk4eRCYKeIOD4iJkXE54GdgfOAUyPizQARMSoivgi8DfhDx0YrSSOUDy5LkoaNiFgduBlYraeI6uHkd1C9GvXNwOPAysAoqluRts7Mm4d+tJI0cjmTIEkaNjLz71SzA2cAvwW+CeyYmfOA91AFhfHAslThYS8DgiS1nzMJkqSuUi+4tlxmPt7psUjSSOVMgiRp2IiI/SJidF91MnO+AUGSBpczCZKkYSMiXqZ61elvgV8B52fm3I4OSpKWQoYESdKwERHvBfYD3kX1cPILVG8v+m/g15n5YAeHJ0lLDUOCJGnYiYhlgV2B/YG9gTWAl4FrgF8C52XmHZ0boSSNbIYESdKwFhEBbEc1w7AvMBFI4BaqGYZfZeYNnRqfJI1EhgRJUleJiC14NTBsRhUY7qYKC0d3bmSSNHIYEiRJXSsiNqS6JWk/4G2ZOarDQ5KkEcGQIEnqChHxdqqF1lYA7gIuysynGo6vlZkPdWp8kjSSGBIkScNGROwB7AQcl5kv1WWrAb8Admyq/gRwaGaeN5RjlKSlgSFBkjRsRMRFwGqZuVVD2UxgB+A+qvUTngDeAvwf4EVgu8y8duhHK0kjl/duSpKGk82A83t2ImIbqoDwW2D/zHym4djuwG+AY4EDh3ickjSivabTA5AkqcF44O8N+2+jenvRMY0BASAzLwZ+TRUiJEltZEiQJA0nTwCrNeyPrrd39VL/TqqVmSVJbWRIkCQNJ1cCe0ZEz+2wfwECmNRL/bcCDw7FwCRpaWJIkCQNJ6cB6wPfq4PCRcDNwOkRsX5jxYg4EtgF+J+hHqQkjXS+3UiSNKxExH8Ax1CtovxL4HngM8ALwJ+AucCbgNcB9wJbZuZjHRmsJI1QhgRJ0rATER8BvgysTvXgcjRVSWA68PHMvH+IhydJI54hQZI0LEXEcsBuwNbAGlS3yM4FbgMuycx7Ojc6SRrZDAmSJEmSCj64LEmSJKlgSJAkSZJUMCRIkiRJKhgSJEmSJBUMCZIkSZIKhgRJkiRJBUOCJEmSpIIhQZIkSVLBkCBJkiSpYEiQJEmSVDAkSJIkSSr8P5KwHK/Nq4Y6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 276,
"width": 388
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 276,
"width": 388
},
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 286,
"width": 388
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"exclude_cols = [\n",
" \"reference number\",\n",
" \"tune title\",\n",
" \"file url\",\n",
" \"book\",\n",
" \"tune\",\n",
" \"words\",\n",
" \"transcription\",\n",
"]\n",
"for col in [col for col in oneills_df.columns if col not in exclude_cols]:\n",
" plt.figure()\n",
" ordered_countplot(oneills_df[col], kind=\"count\")\n",
" plt.xticks(rotation=90)\n",
" plt.title(col, fontsize=20)\n",
" plt.ylabel(\"count\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Francis O'Neill: \"The Dance Music of Ireland\" (1907) 365\n",
"Name: book, dtype: int64"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"oneills_df[\"book\"].str.slice(\n",
" stop=len(\"Francis O'Neill: 'The Dance Music of Ireland' (1907)\")\n",
").value_counts()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Tune 30 \"Welcome to Cork\", has comments:\n",
"W:\n",
"W:added = for f in bar 11\n",
"\n",
"Tune 117 \"The highlander\", has comments:\n",
"W:\n",
"W:1) Org. not dotted.\n",
"\n",
"Tune 154 \"The Antrim lasses\", has comments:\n",
"W:\n",
"W:Bar 10-11: Originally a mixture of g naturals and g sharps:\n",
"W:gfg =G2g|=gfg G2B\n",
"\n",
"Tune 250 \"Paddy in London\", has comments:\n",
"W:\n",
"W:Bar 12, last note (chord) org. 4th note\n",
"\n",
"Tune 264 \"The banks of Lough Gowna\", has comments:\n",
"W:\n",
"W:Last note on each line org. not dotted\n",
"\n",
"Tune 333 \"Miss Downing's fancy\", has comments:\n",
"W:\n",
"W:1) org. not dotted.\n",
"\n",
"Tune 361 \"The Drogheda weavers\", has comments:\n",
"W:\n",
"W:Bar 8 last note org. 4th note\n",
"\n",
"Tune 365 \"Merry Mary\", has comments:\n",
"W:\n",
"W:1) Org. not dotted.\n",
"\n"
]
}
],
"source": [
"for idx in oneills_df.index[~oneills_df[\"words\"].isna()]:\n",
" ref, title, words = oneills_df.loc[idx, [\"reference number\", \"tune title\", \"words\"]]\n",
" comment = \"\\n\".join(words.split(\" --- \"))\n",
" print(f\"Tune {ref} \\\"{title}\\\", has comments:\\n{comment}\\n\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Tune analysis"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"tunes = [abc[\"tune\"] for abc in parsed_abc]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"vocabulary size: 48\n",
"vocabulary (each token separated by a space): \n",
" \" ' ( ) , - . / 1 2 3 4 : < = > A B C D E F G H K L M S T [ ] ^ _ a b c d e f g s t z { | } ~\n"
]
}
],
"source": [
"tokens_set = set(list(''.join(tunes)))\n",
"idx2token = list(tokens_set)\n",
"vocab_size = len(idx2token)\n",
"print(f\"vocabulary size: {vocab_size}\")\n",
"print(f\"vocabulary (each token separated by a space): \\n{' '.join(sorted(tokens_set))}\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Number of tokens in a piece (not true length as repeats are notated |: :|)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"tune_len = [len(tune.replace(' ', '')) for tune in tunes]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 277,
"width": 385
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"max_len = max(tune_len)\n",
"med_len = np.median(tune_len)\n",
"mean_len = np.mean(tune_len)\n",
"min_len = min(tune_len)\n",
"sns.distplot(tune_len)\n",
"plt.xlabel(\"Number of non-whitespace chars in tunes\")\n",
"plt.title(\n",
" f\"Mean: {int(mean_len)}, median: {int(med_len)}, range: [{min_len}, {max_len}]\"\n",
");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### How many tunes have ornamentation etc. in them?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Summary:\n",
"\n",
"* K - key change mid tune\n",
"* L - a `>` accent on the subsequent note\n",
"* M - a lower mordent <img src=\"https://www.8notes.com/school/lessons/all/lowermordent1.1.gif\" alt=\"Lower Mordent\" width=200>\n",
"* S, and O - segno (sign), and coda <img src=\"https://www.liveabout.com/thmb/1Qfs7xts_x04z1HXOWLPeibyivA=/735x0/GL_segno-coda-music-56a72d345f9b58b7d0e7996b.png\" alt=\"segno\" width=\"100\"/>\n",
"* T - `tr' trill\n",
"* ~ - irish roll\n",
"* z - rest\n",
"* { } - grace note\n",
"* \"...\" - text annotations\n",
"\n",
"For more on these, see http://abcnotation.com/wiki/abc:standard:v2.1\n",
"\n",
"Exceptions found:\n",
"* The one tune containing 's' and 't' has a text annotation saying 1st and 2nd\n",
"\n",
"I found http://www.clivew.com/abc.php useful for viewing ornaments (music21 doesn't display them)."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"query_strings = [\"K\", \"L\", \"M\", \"S\", \"T\", \"t\", \"s\", \"~\", \"z\", \"{\", \"\\\"\"]\n",
"weird_tunes = {}\n",
"for query in query_strings:\n",
" weird_tunes[query] = [\n",
" (idx, tune) for (idx, tune) in enumerate(tunes) if query in tune\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'K': 3,\n",
" 'L': 1,\n",
" 'M': 18,\n",
" 'S': 11,\n",
" 'T': 59,\n",
" 't': 1,\n",
" 's': 1,\n",
" '~': 19,\n",
" 'z': 21,\n",
" '{': 101,\n",
" '\"': 5}"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"{k: len(v) for k, v in weird_tunes.items()}"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": true,
"jupyter": {
"outputs_hidden": true
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"========== Exceptions contiaining 'K' (3) ==========\n",
"\n",
"reference number: 228\n",
"tune title: Come to dinner\n",
"origin: Ireland\n",
"book: Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 228\n",
"rhythm: Double jig\n",
"transcription: Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
"file url: http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0228.abc\n",
"meter: 6/8\n",
"unit note length: 1/8\n",
"key: Ador\n",
"tune: e|(c<A)A A2A|EAB cBA|(B<G)G G2G|BGB gdB|(c<A)A A2B|cde agf|gec Bed|(c<A)A A2:| K:A |:e|aga bag|aec Ace|dBG EGB|Acf efg|aga bag|aec Ace|dBG EGB|(c<A)A A2:|\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 422,
"width": 753
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
" ... \n",
"\n",
"\n",
"\n",
"========== Exceptions contiaining 'L' (1) ==========\n",
"\n",
"reference number: 122\n",
"tune title: Charley the prayermaster\n",
"origin: Ireland\n",
"book: Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 122\n",
"rhythm: Double jig\n",
"transcription: Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
"file url: http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0122.abc\n",
"meter: 6/8\n",
"unit note length: 1/8\n",
"key: G\n",
"tune: A|GED G2A|Bee dBA|GED GAB|({d}c)BA BGE|GED G2A|Bee dBA|GED G2A|BGG G2:| |:d|e2d Le2d|efe edB|d2B Ld2B|dge dBG|e2d Le2f|{a}gfe dBA|GED G2A|BGG G2:|\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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tsw5OlZFtaMiaxcQe6p+tsJ/jyK/3t0psO5fJueDTn+EDTJ4UfTuawe9xYoRFXiPyGK1TER1P+1ReED3n886ZyVwAnyHev3ayadbGicasMo34edt+osR2MHEelnHinL1uyy2ikT69TZVe2kc1tvm/kuv3Kgi/JhPTFh1ScrsxikfYHFZi+80Ltr2eyIt/G9HjPu0pTEyndQn56fkkSZIkadppNYnYdQOsVxl5QfhxItVAmUAhRA/zoiBJK/9VsN3eJfa5dc52t5esL7TO4381+T3cIILoLwR2b1P+kQVllwnC70hzFMI47RtC0saYPBFksryxxPZFwdtOhsK/JbX9+zrYvhP9DsKPEylMNi5ZxocLynhziW3TqXzuIXr+lrVpwX6XUS3FRadWKdj/ONGYUHZ00FPJz8s8TvTEbdewc3qLery2YJsZRF7qF5A/0iWvYeWskq/njAr1yJpJ8STA7c5HedIjBdqd69+XWvcuygWnE3nn6nHiHJdt4MiTF+ROllcUbDOTyPv9fFpPMls0WuL7jTLKeEGL+n2d8o2PrysoY+c2280mv/f/ySX3mxdgbpfi6LOZ9Y8suS9oBqUvLrl+r4Lw301tfxHVRii+KKcO40QDxpwS2y8q2H45xfPZzCN++/ejuwm9JUmSJGlKKertOk4zh/SwKuoJX7Z3JkTALS9Q1i4HeFFv9HaTnkEEs/O2bdeDL7FuwfbjRACuW0cWlF0mCJ9O0XM/1Sa5hUiNkbfvMmllNiE/oHM3xQ0TRZLgznJiYr469DsIfyfwqAplbJxTRhKca2VV4N7U+nnpV1oZo3iyyk7Tl1Tdf15ql39QPriZaDVB8t5ttv1KwXa/pPORGXmprMqe5/O+m1Umw3xDzvbjRPqTKtKjVNoFQxcQI6OSfZ1ScV9jFE9O+Y4S23+rYNsz6X50Td754mGq9TqeW1C/m6h27t6soJyXt9lutYLtyqSVgfxGjnaNpumA9jjRmFHFn4kRdGX0IgifbXT/QMXtF+bUIVlazdGRKJqn4zMV6yFJUm2GOZ+uJGl6K8oXCxHoGDWLiYnFylpCczLXtHaB198SeZ/THiCCn50qGyD9d8Hjl1N+mHw/PAZ4bur/5xM9Rqsoqv+eFOewTywiP8i2JuWH70P0tn5i499nEQGpqeBmIl1RWTcSjRBZ7Y7TVxLBtUTVvPzjFB8Hz6lYVifGica8rCvIfz9a+RyRizzPK9tsW/Q9/xpRx07k9Xr/dYdlQbVGnROJgHbWC4hzR1kvotkYcnybdV/FxJ7v51TYD8T7fH7Bc2WOxaLP8Ot0/hkmHsp5bAWRcqpKGXnH5/1UO3ffVfD4Y9tst5j838yyozPytDsms72/n065+SoSp1Fv7+5DM/8/p+L2txMj5PJ0cwx3M+m5JEl9ZRBekjSs8m7kE/Nqq8Vg3ZLz2KpttrmUSMWQBOvuJIJD3QRsy6bsKAredNMA0AtvYGLvzouJ3NlVlqsKyp5BuVQ/RfmeD6N8L+aXpP59QsltpqIVRMqCrHbfjWy6miuofhxcVlD2E6nnvJT3Hcs2upVxH8XBqj07qAN09z1/IxMbOE4hJoruVJU0Qw+S33N+BjGyqKyXNf4+TOSlLjLG5GPxcqofi5cWlL8n7XudF32Gf2yzXZ3yGkaquo/8RvuFJbZ9ORO/78cCX+yiLu2Oybzf+zOJeV7K+C7VR290anUmjiZYSqQUq3oMX1JQ/lNK1CHvGL6D4U9XKEmSJElD53KKhypfO8B6lZGXjiavV3s7eUPa84KPeVYmevtVGbpflI6mbC/fohQCVSa/bOXIgvLbpaPJm7ixl8uHStb/ZwXbl0kVBM3vxL3U2+Ox3+loOkkv9aeccv7cYv0Nc9bv9dIuz3QvpNPpJMvpHZa1c05ZydJqdMenC7ZZvcN6JMaI1E3tJpfNyktHUzWYvAbRszZbzhLaj3SB6DGfbHNam3U3ztlPr5d2+eiPKdiuXUNWGSfklNuqUb1IetLaZClqDG3l9pxyvlty2xlESps1Ku4z77f7f9tsU5QjfQkxF0jVlFOtdJuOpmiy8l4ty2jfkPTrnO0WVXgNkiTVzp7wkqRhdWeL59al+7y1oyCvB1/Z1/0AMZlomaH784ne82cWPD/K1wsLKD8Zbqe2L7leUa7ad9H+c92eyMEL0cu2k6DWVFL1u9GLOQnaKXscDIs/k9/7Fsr3vu2lJIhWlEIkbQzYFfgqcGDO81XPWfeQP6fAysRImnaqjFLxWCynkxEeefJ+A8vOxbEC+CdxfLQzBuwFnER+T+52x+SPiN/srJWJyb3/RD3HThn9rsdMBnMOkiSpr2YNugKSJBVoFYhZhQiuLq6pLlPVLkSA6aXEezrsIww6sTuTgx8HUD0feCtl83GfC1zYqFPabkQKifNabPvS1L+PL181NWSDRstoTiTcK6PWMDJOpDTZIOe51XIeGwYLgIOA1wM7EO/5PfSmB/fRwFuZPHrorcAXKP58xxp1ghip9Ms2+8kei0uB9Znex2LdetmrfC1iHoXXA1sSIyrup/popUeAwymefH1HYh6Ak4Aj6Gx0Xa9kj+E/A/v2eB9LelyeJEkDZxBekjSsbm/z/CYU58RVsblEz9G3AI8nevqdSfS0u4rinrGjKm8yvFWItB51Gyd6w/8g57nDKQ7Cj9HMN/1X4KLeV23Kyx4Hs4jPYxDHwTC5EnhmzuPdppbptW2Jc9YriO/vDUQg8pvEd+rVPdjHTcB3mDxZ8kIiyP7Ngu22B7Zp/Ptk2k8cnj0WVyICsJ2meNJg7EockwcSn+HfiQabE4nRSvt1UOZPiUmT39VinYOB5xHp2f6b6pOM90L2GF4Tz6WSJLU1ysPLJUlT24Vtnt+hllpMHasREx3eSKRL2IKYLPQxwPOB39LbnpjDYs2cx8pMytcvZ5KfcuA5RA7/PE8g8khDM9+yqsnL6TzI42BYFDW6Dcs9wj5E7ucriFE7fyLOV5sR56+7e7y/ogmU30nxe/Ky1L9PKLGPYTsnqbwx4NnA74l5Bw4GfgM8nWiI+TLRE75T40Tj0vvbrDefGJ1xKfEdqVv2fLqQ6ZEiUJKkrgzLBbYkSVlnt3l+l1pqMfpWAt5H5Fr+KDHp4alEvtUjgOsHVrN65E2q2G4i135aQfR0zPPOgseTVDTLiQn1VJ1B+HxFAcNeB7er2gU4h2gcfAoxMurFwH8AP6R9b/NO/Y38CTS3Jn/EwAya388LG9u3k3dO8lgcfvsSjUA/BvYAriOC7/sBv6J3OezHgU8C/0X7gP7WxHfkaGBej/bfzgwmp6uaSzQMSJKkFgzCS5KG1S20DmjkTXymiZ5A5Gr9BJFe4iZgf2L4/CDzydYpLzCxTc5jdfo2+T2QD2ZyMG4WzYknf0HknFZ1efmZB30cDIOiFCj/qrUWTfOAo4hexns3HvsGEWw8jXpGgRRNoHx4zmNPBB7d+PcJJcvPOydtXXJb1W914rP9DbAzEWz/LDFR9q/6uN/jiTRMPy2x7tuJBoLN+lifxBzye717DEuS1IZBeEnSMPtNi+e2JfLCK9/riIlAkxvja4gJQX8ysBoNRl6e2icx2GugpUTPxayVgDdnHnsKsE7j307I2rm8SZz3qr0Ww6do8sg7aq1F2IA4Z72D5vfzHcBriclX63IBMQFm1j7EPBppSSqah4BTSpafd056csltVa8tiREOr2z8fxx4OTGK7IEa9n8j0XB+EHBnm3W3Ia6ZNupznZYCD+c87jEsSVIbBuElScPspDbPv6qWWoye9wBfozkB+zJiIrepNulqGXk9etdg8L2gv05+YPjNxMSTiSTIdzeRBkGdKQp8Tvc8xgtyHruTSF9Vp/WJYGc6yP1t4Jia65Eo0xt+NpEiByJFTtmJKfPOSXuW3Fb12RL4Q+Nv4gvEpKt1Gge+S8zj8hnyA+CJjYGf0/zt71d98o51j2FJktowCC9JGmYX0Xoo9lsxD2nW04h8smknExMbTkdFvQfz8jt3ah0iNUEV9wFfyXl8TeCQxr/nEY0nEEGYVsEXtZZ3HGxE9c+tle2IORdGyTo5j51PvZP/ziLmqUj34B0H3ltjHbJ+BlyZ8/iLaI7AehrN/O4nVCg771jcjInB3m5tT37ueZWzCvADJs4l8QAxr8qgLCYa2LciUjMV2Y44Tvsp7xjeB1i5h/vYvcflSZI0cAbhJUnD7iMtnlsDeH1dFRkBM4EvM7l37w8GUJdhcUnB428i3q9uzQBOJFJRVO1V/UViaH/WYUTd9qPZyGQqmu5cXPB4Nv1Pp9YjUkG8q0fl1SWvEeK8mutwEJN70f6RmMNiUIomUJ5B5N+G5oSsN9E6dVpW0TnpLRXKaGUDYmLzw3pU3nT0ViLlXdovaD9RajdeAxxQYr3riBEYBwB3FazTq/Nakbzz6WpEqp5e2JVoDHxuj8qTJGkoGISXJA27dr3h30m9vaXGgFVr3F8VzyO/N+U/667IELma/KHzm9CbG/zDiF71R1O99/Dt5PegfQzxWSapaC4D/tJh/fpl1NK4/KHg8YOJ0QfdmEGkzlqLaAQbJTtm/v8w9abbGCN692YNwznre+Q3BLwG2JDmKJWTgOUVyr2w4PFXEYHMbswk0visBvxPl2VNV/PIb8C4ts/73Qc4tML6ZxLzm+T1Su8k3VqVc3rR+fTQiuXkWQ34PvH7eHqXZUmSNFQMwkuSRsEbKU4rsh6Rp7UOc4nULv/HcKadKJpocqWS2/czj+ygrAB+V/DcF5iYbqCq3YFPAbcC3+mwjM8Tdcz6INETHqIXfJ3pQcpYmd6MJKjLJUQKoKx5wH/TXeDoCCI1yfeJiRRHRd7k1qcAt9VYh3WI9BpZZc9Z0L/z1sPk/7YkqUqSuRtOqFjuReRP6rkq8CW6OxbfB/wHEYifjnOA9MJW5KdpmlehjE6PyScDq1dY/x80J41NW4PqDTorU77evy14fBuiY0Snxoj5UjYlRoo90kVZkiQNHYPwkqRRcCOR47Sot+Eb6H9amvWJYO5BxGSGrQKQeUGUTgIrVcvZpODxzUrur6hH8KhfLxxX8PgmRC/WToLJexLpCWYRKUge6qhmcA2RDzvrccAcYlLdTgP8vfJgweNVgkWJQX03llI80fPL6DwVyOHEHAwPkN+je5gdmPn/ODGio06bFDxe9pwF+eetXp2zjiMmRc7arfH3fGK0TRVLKP5OH0z8nlWVjCj4KJEy5QMdlKGwccHjdRyTM4H/rLAfiN+hv2UeGye/oSeRlwYNyo8Kuoo49vN8mmgIqmoW8C0i1c41ROOoJElTyqjfVEuSpo/f0TrH7VeJYGg/ftueAPyJCLwsJnoo395i/bx0NZ1MILsg57FVch5LFPXU26fk/vYreLxs3YuCoL3qqVr02bYL4v4CWFTw3LOBn1NtEsPnAGcRQehziUlTu/HpFs/9hOJRIHUpyoP8qA7KyjuWOvlu5PXybJeW6tgWz30J+BjlG2RmEDnDk7zhH2FwveA7aURaQMyLkHYM5dIe9fJ7XnTO2ooY5dTO6kRKjqxeTdi9hHhfipzQYbmtUsV8BTiS8r9lM4CjiFE5NLZt1wu+n+fqXqWqyitnbo/KaaVoFMbjKZeKbkMmp3mC8sdktnGsnXHgz5nH/knrXuRLCh6vck4vOp/OJCY2fkWFslYGfkhzUvK30L5hO+9znYqj+SRJkiRpIMaAjxM3nUXLz4B1e7S/9WmmAhknAu87ldjuTwV1qzKcHeDSgnKKbjRPLFj/EVrniJ1NTDb4cMH2ZXv4rluw/Rklt2/n2ILyH1ti2xcWbJssNwOvI96LInsQgYIVNI+HTgLReX5SUK/n9Kj8bryd/Lp9sGD9eUTe7Lwg4i055eTl7G/nrpxyWjWMJb6Zs116+QPRaNUqSPlSIlidbPNz6kvNcy+T63wDMWqiik9kyriK8uenou/h9hXrALBFQVnjtA9wb02kdsnb9j5695ms3igvu48ldBfsLzpfJ8sFFKcYgzgWD2Li78RPKPTuiBAAACAASURBVBe8/1bBPrfu4HVknZlTbicjha7MKecBqgfV788p5xct1n9yzvrJ0qrBFCJQ/7eCba9ps+23U+vu0GbdrOx7/sk26xed0z9UsH7eOX0WMYFyq2P4B7S+9liFyCN/Q2qbz7apeyJv348wWmnSJEmSJGnovZRIkVF043cb0cuzatA7sQqR5/nfqTKvIgJGZSwqqNdjKtRhBnBHQTkbFGzzqoL1x4kJBvfJrD+fuBlPboDPJD8QfwHNwP8MIkd/XmPE9gX7/lPJ19zOjwvK37fk9t8r2D693AOcRqR1eBvwbmJYfLZhZSmtA2RVPSmnLrfTulGgLvuQ/17dwORjcU3gPCJPfnbehFlEMC6vrFYjPLJWptkQkl4epv37tRrRY73dcXAtkYrkA8BbgfcTQdPrM+v9ne7mFagqLwg/ThzbZXsJP4OJ79895PfcLfKjgjo8u0IZiTGiAazoc/gKE0c4jBGNYWc0XsM9xKiUvG2fltpuc7pLF/SpnPJP7KI8iOOm1WtPln8SebLfT5yT3k+kVrohs97fKJ8i6qcF+3pGl68Jihuhq06gfmdBOVVync8rKKPViI+5RLA/b7sVRANW+jwzg/gN+kVjnVuIVC152z8utd0OxLklkQ7C/2+F1zjGxGNhMbCwzTb7FNSv6jl9G4rP6dn3+0vEd/BQ4MPE7+zdmfWqNGhmz8XJslHJ7SVJkiRJJT2eCCy3uvG7jQii7Uz7G7uVid7SpzL5Bvx/KB9A2LpFfQ4vWQZETtWicg4u2GY++T2E08vVwC+JIGMSiFtOBJvHKA6gXEoEvpKb/Sfm7P9dBduuoNwIglbWI79H4zhxQ1/G6sCFBWVUWe6js5y37Vyc2U9dEw63M5vJwZJkuYaYDPKAxt8biDz2eQ0UTykoY5zIy17WK1qUU6ZBZlcieNvtcfAXyqVM6aWiIPw40VjWrifzc5nYq/te4lxa1qoUHws/qFBO2gcKykuWfwPnED1f03W/hGjYPKDFdj8kAqIPE6OkOrUhkxt+enEO2IMImnZ7LF5M+RFgCyg+/r/f5etZSHEAu8pxtlVBGeNEj+yy9i0o4yFav19fbrH/ceL9+zVxDC5JPX4OcU54Q8F2dwOnE79Dy4gRCYlvZ9YtO8HpazPbvbLENr06p0N0ilhWUFaV5YeUb0jctkU5RSO0JEmSJEldWEAMny4TxPgX0VPtBGK48wcbf48nUlAsydnm/4gJOMvalMhdX1SHO4gb23Z2BC5rUc6NRHAhb1j+y1tsV3TDvXdq+2NKbHMsE4elzyfy9bf6HC5r7KeTfMGPA37boux7icnsypS9gMjj3mmg4Aqq9Rqu4vDMvjpJ79Ev7QKlybIM+K+c7bcnAlZF213LxOOwyN4UjzQZJ3oDlwn27UDxSJMyyylU65HbK3lB+CuIURPjRKD4NOL7sBHxnVhA9HzNjgS5hmiQKGOMmBPjVzn7Ty9HUn3C3lUbr6Hse7+c6FWbjHRan/ZBwDuIwF03zkmVdx29m39kF4oDomWW75A/f0jWGDG/ydltyns/nR3bqxPzYxSVex7lGgo2pNmrPG9ZBOxeopytaN3oegrFaZzWodyImWRZSoyeSkaMFY0Ky57zNk7tMxuEHyc6ABR9FmNMHhVYpaG/23N62gsoTmdX5vv8acrlc58F7E/r88WSRn2LcvtLkiRJkrqwJjFEPC9vb9VlGZFu4ZmUDxgfRQQYl5fcx/VEb7gnp8rYiMhX/ZcK5VxHc2LItHeUKONB4iY82/NsY1rfTH+OZvDpUJo9+sq+v1cRaW++CDw6/+0E4MXEqIS8vMBFyzWNso+i9QR6sxvvUZXj5R6iwaefN/bpXpu9SuHTK3Np3cA0TjR0PSWzzdepFmC9mgjkpRsgtgVOBv5aoZyriF6crawLfKNCmUm5z29Tbj/lBeFPBzYhJmfMPpf3XV5OjLIoM7pnM6J39G055RQt/yaOlROJFFllbAxcXqLsC8gfVdPqc/wn3QfgIc4rSZlH9qC8tPVonyM+u1xJBCTbeSzRMFOl0ek+otHhBFpPsLkl0SByJuVGlzxM9CD/GhNHEmzZeOxcyqU3GSdGOBxPjGBLl3M85X9HbyQaMT7D5HRz2xK/se3K+GVjv1lF83yMEyPLNs6snxeEHye+8ycBrydGshxEHH/pBobbKZ5YvUgn5/RWtiY+2yrH8PlE4147TyZSKFX5zb6DSFV1HPD0kq9BkqS+cgZxSdJU8C+i995HiTQpTyd6gpZNgXIXEXD4FXGjd0vF/d/f2PZXFbdLB/lnEDlwf0HrSePy9p11NNHr8IPE+5AE2seJQNfxxA3/XTnbXg88iwiIpHPYn0fkRf556rGHiR7qv61Q37RWPUlnED0FryVywVfVqgHlEeI9+g7wImJ0wp5MbpC4l3jdPyeCwHnvdS+lj9fj+7yvqh4iGqY+RKSDWCv13D+J4+U4Jk6yOkZ8N3/SWKqYkfn3zY2lSq7kJW2ev4N4LV8kjoPnAtsx+bhcRASrTidSmqyoUIe6LCJ6tb+aCHzvRrz/Se7qpURjyPeIHsA3lyx3BhGIvK7DelXJ77wHkfP8NUw89ywmgrzfoJlrO+sw4vUeTPP+5m4ieHkkEbzrVvr72W0++KzbiDQiR9E8Frdh8rF4HfFbdSoR/M17L7JmEN/Rf3ZYt1af4Uwi/czfGkun5c4kgvgXNJYq0vezM4mAdNXf0Ww5EI0cOxFp1g5mYq7xu4jzwTdojvDJehUxp8HzaX6OtxCN7Z9k8mS11xE9wj9HjGzYrrFs36jHSzN1XA78vlGPr9H+fJfVyTm9lb8R8zDsDTyPaCDaNGe9K2g20l1Usuwx4trl8pLrZxnzkCQNhU6GhEuSNCrWJII5GxOT4K1K3Iz9u7HcRNw4JnnUp6K5xPD+2cRN/tIK267TWG6iN0GsYTZGpFNYnwhu3EkEH+oMuH6fGAHwcKMe/6px31XMIo6pVYhj6sHBVqenZhLH/LrEOeJO+t/4UsW9TE5PcQYTewNDfDYLG39vpZnuZFSsR3wOt9OcoLOMOcQ5/37idS/vUX1mEd/H+USjY9nJoLvdZ3IOHsZjcToZIyYsXZMIpN9dYdu5xDF5D3E8d/qbMoc4FtYifo9vp3fn3n6d0+cQ56E1iNd/Vw/LliRJkiRJqmxNmhMaDlsveA2PonQ06q8X0ny/XzDgukiSJEmSJEnqwBE0g3xl0yhp+jEIPxjnEe/19ZjaQpIkSZIkSRo5s4AbiCDfuQOui4abQfj67UzzvX73gOsiSZIkSZIkqQMH0QzyZXN7S2kG4ev3PeJ9foBIGyVJkiRJkiRphMwjUlyME73hTXWhVgzC12s3mu/z1wZcF0mSJEmSJEkd+ALNIN8RA66Lhp9B+PqsDPyF5vu83WCrI0mSJEmSJCltFnAocCZwCvBhYHdgRmqdN9IM8N0CrFpzHTV68oLwZwy0RqNpIXAU8BPgBOK7uGnq+XlE40byHn+35vpJkiRJkiRJauNEJgdLx4E7gJOBszOPv3Iw1dQIGQMeYvIxdfYgKzWCVqOZAiq7XAkcB/wj9dgDwKMGUlNJkiRJkiRJuR5FfoCvaDmbiT3kpTxrkH/8/H2QlRpB6REoZZbDB1NNSZIkSZIkSUW2p3yA7y5gg8FUUyPmSeQfQw8Baw2wXqPmvZT/fv4CG8gkSZIkSZKkoTOTCK63C/AtJvLES+2sBPyM4mPpyxgsLquoMSO7XAisPqA6SpIkSZIkSWrjKcAjFAf4/grsNLDaaRRsDLwI+AjFOczTy7XAJ4DXAPsDm9Re49HxWVq/l6cSueMlSZIkSZIkDbGtge8CN9FMG3IR8FZg7gDrpdHwDarlLs8un66/yiNjDHg28DvgHuL9ugc4E3jmAOslSZIkSZIkqUMrEYE/ScNlDBvFJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEkaMmsDmw26EpIkSZIkSZIkTTX7AncCS4BtBlwXSZIkSZIkSZKmjFcCjwDjjeVKYN5Aa5RvBvBm4DmDrogkSZJUwV7AzEFXQpIkSdJgvARYTjMAnyyfHGSlCmxK1O36QVdEkiRJKmll4hr2xYOuiCRJkqT67QosZXIAfrzx+FYDqtc8YOOcxzcn6nZTvdWRJEmSOrYqcQ37vkFXRJIkSZouZgy6Ag2rAd8H5hQ8Pwf4VH3VmeA7wCJg5wHtX5IkScNt1qAr0IFNB10BdW0m8HFgN4bnvk6SJElD7Gjye8CnlxXAjgOo2/mN/T8j87g94SVJkqafMWBL4DXAyURqwhcOtEbVJD3h/zroiqhrs2jeK90KfB14NsM5n5YkSZIGbAvgYdoH4ceBUwdQP4PwkiRJ09cMYDvgTcTIzVuZfI06ikH4FdgbftSlg/Dp5QHgR8B/AQsHVjtJkiQNleNpH3y/p/H3EWCDmutnEF6SJGn6mEmkIXwH8EPgLtpfqx44kJp2JgnCjwNHDbgu6k5RED47mvgC4D3A1sRIDkmSJE0zG1A8Ges40UP+88DqNHsdHVlzHQ3CS5IkTV2zgT2AI4CfAospN0IzvXyi9lp3Lh2EXwysMdjqqAsrUf1YvRr4ArA3ozmXgSRJkjrwToovEG8Gnpha99uNx6+ruY5lg/A7A9vXWC9JkiRVNxfYC/ggcBawhOqBzOzy+VpfQXfSQfhxIiCr0TSX7o7bfxHzGrwIWFBz3SVJklSjJMCdXa4C1suse2jq+ScMoI5FQfgHiPqOA8uAtWusmyRJklpbBXgq8DHgd8BDdB90n0pB+KXERLMaPd0G4bMjkH8JvBl4dJ0vQpIkSf01lwhaZy8AryM/7/u+qXWOqamOMDkIvwbwRuAi8i9gp/sEVy8FrsXGCE093wa+O+hKSJLaWg14FvAZ4PfEnEK9DrpPhSD8zTTrf/ZAa6ROJeloltP7Y/rPwEeAXTCPvJT1aGARsN+A6yFJqu6dwGVESspp4/Hk98DYtWD9zVLrXVVHBRuSIPwnge/TvvfUdA/C/5l4H/YYdEWkHltGfP8lScNlbeB5wNHAxfQnIJldFgM/AX7W+P8oTsy6H3ADzdd0cM66OxCNGhpOycSsFwDPBr5Ocx6tXi43AccCzyQC/9J09wyaHQglSaMluVbKZmCZ0g5i8gXeh1qsv0Zm3Q37XUEikHwd1S5SDcIbhNfUtIxoKJQkDdb6RND7f4Ar6H/AfRy4C/gB8HZgJ2Bmoy7vaTz/wv693J5LgvCPJ9LQ3NX4/x3Amo11VgE+R/zuHTuAOqqcJAh/fuqxGcBuwMeJXl69/i78GzidaLRx5KumqyQIf8ugKyJJqmxaBuHfwsQLupuBeS3WXymzfj97HB0MXEn1i9J7iRub6cwgvKaqZUTvSklSvR4NvAI4DvgH9QTdbwVOAd4EbEsENvOMehAe4InAg43HvgI8B7i+8f8bgAMGUEeVkxeEz9oUeBvwa3qfmmk5cC5wOM4roOklCcI/OOiKSJIqm5ZB+Pcy8SLubW3WXz2z/kf7WLellL/4XAGcRzQqrNPHOo2KJAj/3EFXROqxZA4LJyuTpP4ZAzYHXg2cSOTcrSPofj1wEvAaYAvK58CeCkF4gFfRvK4dJ4K1R2HnkmFXJgiftgYxf9P3iJRKvf4eXQV8FtiT5mgRaSpKgvDeG0jS6EmC8LsMuiJ1eh/NH66lNIe/Fnk0Ey/yTutj3cpcZP6r8femPtZjFCVB+I8MuiIaGWPACeTnoh0mSRB+2OspSaNkDNiGmPT+e8TQ/jqC7v8AvkH0sN+4i/pPhSD8TOAwIvXMOJGeZqfBVE0VVQ3Cp80BngJ8kerpN8ssdxLXd8/HxhxVsz0x38ZGg65IC+kgvPcGktR0BPCpQVeijSQI/9ZBV6ROyU3LODGxVTt7MfHC7tz+Va3wYvIe4JvEBeuWGITPkwThfzfoimhkJKNcfj3oirSRBOF/NOiKSNIIm0kEeA8lcqzfST1B9yuIVCsHAhv08PWMehB+d5rXbvcRHWMeYbiDX2rqJgifNkYEPt8PXEjvv39LiaDqG6hnXi+NtsOJ4+Ylg65IC+kgvPcGktR0DZGqe5glQfifD7oidXonzR+u95ZY/01MvJi7tH9V+/9DcdPLe4i89InNMQifJ7mRexhYOOC6DMKTiWDy6zA9UVmjFoRfyvQ8tqXp4BOYSqHXZhOB3ncRnS7upZ6g++XAMcDz6O/v8SgH4U8jfttWEPnv1weObDz3oUFVTpX0KgiftT7wWuDHNOcL6OVyEfBBYAfKp34aVV8k5rN4GvF5qb1RC8J7byBNTasClxDXepsNuC6jZJSC8NMqbvlmmj9cTy+x/olMvHi7sn9V48vA/xE3jJc19veMzDoG4fMlQfhx4kZuutmH5utfBpxF3MSsPcA6DbtRC8JP12Nbmg5Oofk9N5VCb9SRXmYZ8AeiAeWPjcfqmmhpFIPwh9B8765h4nX4msADxPuo4devIHzaKsRcT98E7qD339/rgf8mgtRz+vg6BuXbTPxd+TrwVAzItzJqQXjvDaSpKem0kCx/IlKtPGaQlRoBoxSEn1bn70Novugd26w7g8kXfRf0s3Ip52MQvop0EP42Jo4emA72oThA8Ctiwre1BlW5ITWKQfjpeGxL00E6CJ9eTKXQuX70fF9KpCX8OBG4SzeS/ASD8EU2A35J8338FjAvZ70ziN7x8+urmjpURxA+bSbREWoc+Bu9/27fB3wfOIj284WNinQQPr3cCXyVSHNqQH6iUQzCe28gTT3ZIHx6uQh4N7DpwGo3vEYtCF/r+bvsD/4e9L4n75apf+9M69yT2zN5KPFs4Nk9rlOe5AJwdya+X+s3/s6tqR6jYkHq3wuBo6g3z9LGwLrEl2oQDSRFE5nNJAIFTwO+RqRTOo/ouffveqo2tFZp/F2b4f4upYdL13Fsz6J5PF0CLO/jvuq0LpGPeTXiNS4GriUmu54K+1N3dm38vYwItNbtsQWPzwGe2ViOBa4megpfCCwiLuCUb24PyniYCPhd0Vj+0XgM4qJ5n9S66zb+Po2Yy6fftmr83QV4qIPtdySuaf8KLOlVpTJmAS8AXkwcy38lJsO9nAgAZt1L/Oa9DLi5T3VSbyRps9akvmuoZJ/vIa6HdiPuk7al+9Qy84nj9MVEQ9CVxHn2j8S1fSce36jXoH5Xtip4fG3g9Y1lMdHB7HziHLeinqoNra0bf3cG7h9kRVrYJfP/Ou4N1idiJncT17JThfcGKrI2EeS+n7gOrFura9jHN5bPEPcF5xHZNO6ooV7DbmXiuzXMsZ100L2uuOUOwJyyF0rH0rwx7pX5NAPxV9L6xuUxwBqZx26nniDrY4kWsKuJ3hmJlYDtiMmrLquhHvOJAPdc4uJ3OXEheT/xwzEsAYBtmNir6hHqvZh8NNFgcy313HxnrQs8qsL640QQ/h7ipndZPyo15GYSQYh/E4GVYbUzE28u+31szyJO1BA/6iv3aT91mEl8N9aiuJV5MXAjvblBrnt/6p3kezaoY357qqdDeJg4fy8mzmPD8ns8LLKBijKWE9c39xPv6QOUf183J26sLyPO0/22HjE6otPrjuSYO5/8Xundmk9cG80lrjFuIuq5E3FD+0DONmsSN71/Z3gDYApjNAOVf69pn1sRHSguYeL3chZxr7J642+v59Xo9HjciRhVPajfle2o1sNuGfEdvYd4vdPxN2UhEWy+juENjC4Atsg81u97g+T3pq44SD95b6Ay1gI2YXBxgvT9eFlLaJ7DH26z7lS1HfHe/WXQFWnhcUQnmEQdcctO7jN7agua3f93a7HeJsQbkh3+8fI+1y8x6HQ0+xI9lsaJH4bvAJ8DTqc5UdLtxESgwyCdjiZZPlbj/r/c2OfxNe4z7e10PgT3EaL17VVMbnSaykYxHU0dx/Y6qf1s3Mf99NtbiIuQMt+B24hz/ijtT72V/N7vPqD9X4+pFHotb7L77HI38EPgHURAsZvg3ailo7mxsf1ze1ajpvcR7/8K4rooGdWaDK9+fMF2r23zvIZH3eloIEZxjtN6RPVKwH8S1+U30JtUNft0WN/kfulJHW7frevo/DXfBvwPsDfTa7LwUUxHU8e9QfJ786s+7qMO3huorEOIz6WOTq95FtLd79YfgMOIzhDTyailo6nj/A1DMHp6JaKn0zjwohbrnUz+Ab1Jn+uXaBeEv4MYRngWcQM5m955F8336HImz9q7FxPfk5Ppfhhot/KC8A8S71cdRjkIn14eBn5K/PBM9YD8KAfh+3lsj3oQfnXgR1Q/9s8Ykf2pP0Y9CJ9elgG/JQLLm9X5IoZMXhD+NqKx4s1Eb5kZPdyfQfimxxPXj3tnHm8XhE9eU7aXp4bPsAbh08aIEY8fIia16/Scuk+H9R3lIHx6uZW4z9mLqR+QH+UgfD/vDUY9CO+9gao6hPhMRjUIn15+T9wTVMmaMKpGNQjf77jlosZ+BuqfjUp8oOD5ncm/ebu4ltqFvCD8DOKiIO/LtUmP9vu2TLnZGyiIG8zs+/P2Hu2/U+eS/76cVdP+Bx2EP6Cx/15ORPcwEVR4JXExMdWMShD+QeKzqOvYHuUg/Fo0h6lXXZZSPYd03ftT/ww6CH9OY/9JCoBeLlcCnwKeQG+DzsNuBfG5nkz0sN6S/nYYMAg/Ud573S4IfyLRCcRJBoffKAThszYC3kiM/lxK+XPoKzrc36CD8GfRvLnv1e/JrcB/A09mav6ejFIQ/nbquzcY5SB8t9fqVVM4eG8wNRxCfCaDCsIncYr76O09wQVE3K7VvJijbBSC8FeT/9n0M265CBgf9I/2pY2/2+U8NxP4Ovk3D6f0rUat7QocTaSg+V7BOr24sdyVmBggsQj4XWad7YCzc/Z3aA/2341LGn//N/P4U4nh+VNdcrL5BvE5fpb4/LoxG9gPOIEYefFj4kZktS7LVTV3E+//NzKPT5dju6yVgd9QPElxO3OoNhF43fvT1HZb4+9uwNOJNAA39qjsbYgb6AuIAMo3icDrKM/3UMb9xAiDVwDHETk9xwdao+mlk/d6J6KjjHlx1Q83EfONPZP4/X0hcBJxndXKWn2uV7/c3vj7RGLC2SSlaDfWI1JsnEu8n18C9mRqBuSH3bF4b9BOL67Vq9z3em+gXknm67uE6CH9Xprxrm48gYgr3khM5nooMd+D6nNl4+93Mo9P+fP3EcTNwaKc5w4jv2XiPurtDZz0hP9XQX2yy6ZdY5T5bwAAIABJREFU7m+MZg+TZDk5s86qwF0t6jDIlttjGnV4InBqpl630//UKoPuCb9PY/+fTz02xsSAfK9aUJcSjR0vJyYHGlWj0hP+psYyg3qO7VHtCf9Vujuul1MtrVfd+1N/Dbon/CmN/aeHIvYqlULR8iBxLn8N9fXertO9RI+YutgTvr1WPeHXbzz3rRrro86NYk/4IrOInt2fo9lYl146He076J7w327sf6vUY6swMSDfq9+Tm4EvEq91lAPyo9QT/kjquzcY1Z7wvbhWr3K+8d5g6jiE+EwG1RM+uV46J/N4EpDPS8XczXIekRFjg/69pFqMQk/4JFXVBtQXt1wEg+8J/4fG342ZeLP0OOCTBdscS/8/0AXEF/7nNAMBZT+EbmdAPpDJwYerM/+fQfGEb8uIH45BW0EEh9OB1XWBTw+mOgM1DlwEvJtopNkd+AIxUVU35gD7E400dwJnEq12oxyQHwUe28W2JubI6MZfiUBsGY+ueX9lbQY8h0i98RYiODdVhxtOB+PAX4CPEkHLR9FMpdDtbz5Ew/n+RC/xW4lro/cRI94GPc+Lpp8DGn9/M9BaaDpaRgQg3kWkrdqKuHa+eZCV6pMlxE3/C4lOFy8BfgA81GW5GxABnPOJ+4xjiI5Rg77nn+q8Nyi2I725Vl/Wdq3e7q+X9wbeF0w91xApJncifq/eTzPLRzf2JBpSbyJGOr2V0Q/ID7tpd/5eiWbr/4GNx+YRQwPyWoZupZ4UHH8v2H+rZRHRat+tvJzqr8tZ72cF9fhRD+rQjaQn/B6N/y8gghdJ/VbQ3x6Ow9gTvsgYEwPyvWpBfYg4Dl4GzO/Jq+qvUesJn+j3sT2KPeE/RvfHb5Webq+seX+trA58mOL8ciuIVFKP6dH+pqph7AnfynzgBUQO7VYj1DpdriV+V/dldHtl2RO+tWHrCX8RcW1ug/5omEo94Yt8vrG//Tvcfhh7wheZz8SAfK9+S24kUp2Oypwko9YTPtHve4NR7An/Neq9Vq97f0W8L+iNQ4j3a9h6whdJB+R7df5eQaSmfjOjM2J2lHrCJ+9pHXHLRY2yB+5soiLfbPw/uVDJWw7MK6APqnwpFgNPoze91bYo2EfeREQbAFdk1ruCaLUZpGwQHqKuyU3mONHLpV9GKQifNoN4z45i4nvV7fIQ8EPgpQxvQH5Ug/DQ32N7FIPwyeRjnS7XUe04/WTN+yvyFuCekvu8jd5N4D0VjVoQPq1dKoVul3uB7xJBiVGapNsgfGt1BOFnET3xdiZ+W1oF4X9PzMmk0TCdgvD7dLj9KAXh0+YT1+8/pLcB+RuIDkB7MLyjrUY1CA/9vTcYxSB8t9dDVa/VO+lM2et7A+8LeucQ4n0alSB82mOBDxB179X5e0WjLm9iuAPyoxiEh/7HLRc1yh249xEVuRF4B8UHXHaiz35qdeAvI4agJxcH2aBcN95SsM+XFaw/h8gn+D7iIm2lHtalU3lBeIic6A/TfE3P69P+RzUInzaD5mQdN9G7k/aDRM+alxA/KMNilIPw0L9jexSD8PfT+fH5CDEEr4qLa95f1uo0f8CrLGd0ud+pbJSD8FmPJdIqnEekievVuTw5fn9NpB3YpAd17SeD8K31Mwi/A9Fws5iJx0/S0ycvCK/RYhC+vVENwqctIFJO/oiYE6pXvyXXE+/vbgxXQH6Ug/DQv3uDUQvCF3Uw7Ne1+gwiSDmoewPvC3rvEOI9GsUgfNpWwAeBy+nd+XsF8FsiRebCLuvXa6MahIf+xi0XNcocuJ1ovsCim9Q7qLeHd14driImkk1yMm3eeLyXQfiTC/Z9SA/30W9FQXiIySuS13RlzvO9MBWC8GkziFyOxxA5MXt10n6QmAzqQAYfkB/1IDz059gexSB8pz21HqGzANZfa95f2lrAJR3ufymjm1qk36ZSED5tHSJ90hl011hVtFwGfJwIpAxbqgGD8K31Iwg/mxiR0S4Y8Ywe7lODYRC+vakQhE9bjchfeya9DcgvIs4buzL4gPyoB+GhP/cGoxaE34fOj8dOrtWT8+Eg7g26vS+Y28W+p7JDaF7nDkKvgvBpWwMfYnJWi26W5USGkTcw+MwYMNpBeOhf3HIRDH5iVogZhW9t/LuoPq8hAvF1ubPx9ybg7sa/3w58Brilj/vdoeDxYejh3gufI042ANsATx9gXUbFCuAC4vh7FNE6/yUiiNONuUQe41OI79ZpxKiKVbosd7ry2A6dTCi2mDgWT+9g205+3LvZX2JlYtLCnTrcfg6Db/xSve4k8sa/AFgbeBbwVeJ47IXtiRyUFxLXLl8D9iPm2dH0Mo9oiDic9oG0rftfHUk9tpgI7D+XCLYcTHznu7Uxcd74IzEfyWeJ0TKDDsiPKu8NOteLa/U699eL+4K1O9xWo+dvwEeB7RrLR+i+Y+8M4D+AY4nY6m+ICYrX6bLc6aqv5+9hCMKvS+vZp4+m3lQ08P/Yu++wycry8OPf7eyywLIrvS1dpIgdUAGxBSWIXWPXWFBiiUbR2KLGaBJL1BDrL1hiiQUEGyqKSrEgCqKgqCxNkb7A0nbZ9/fHfU5mdnbKmTl93u/nuuaa9505M+eZU55zzn2e536iFfdhxMnIxRXOd1Dlu4S4k/xW4iL+BGJnfTzNuNOV1Toi5VDqFXUVpKXWA2cRy+0DyWsn07mJNanFxJ3/LxCBov9N/l+S83tnE7ftcBNxxzirs4EDmbyOv2LM6fPOL/VeBt80zWI9cHPOMqi97iDS2h1LdE2F2CbPL+j7tyMGdP8aMVjsScDzaNf5gib3WeBRGafNe0NfUr1WEz2p/5poVHMd8HWGX1tnsZJIp/Yz4A9EQ7T7YUB+HF4bdNw1xrRFnKvfXfH8irgu+EuOz6u9fk3E+P4u+f908scf5wJHEI19riayDbwIA/LjKLX+ztqN8HnEgE5Fm090p9thwPtXEher7yhh3lk8ik4aiOewYY6wLZPnzSmufIN2jPcQJz1XArcAy+nkfVpPnBz9kNjJ6nZw8vxi4KgB06wiTu6OBD5IcS0BoZPCYF/q2W7S7eUhJc//sOT5NiL1zk5Ei7Z7kq+F7WLgycljLdGV6DeUezMq7X63O/Xt61lsnjwPK+Mqitu2u2+CvJzoTt10mxMHrVvp1JH9XE10nf8t0dNpUmnX7pvprJ8y5wdR9+b9juuJG6naWNo44NlEUKFq+yfPryIG1SpbmpN7DhE0/xGRQ3Uv4niSt7HEEuCY5AFxHvE7ok6v4vdB1PHLqa5+3zt5Pp5qgsyHJM9PJy7kx5XWXY8n0kDksS+ddZ1F2uCkaFsSN32WAvOI9XAl3nwsQ1pH7EJ1+9iOyfPbiOuQsqXXXy8AHjHB59Pr3WcS52dVS4Nzr6DTw7oMmxLnYL8k6vi9iGuD3ch3LNkVeG3yuIloxXkBEfAvS5rW9ClES9EmSmMjRzA8prKK4q4N0uPNSpp9zZRKjy+XECl9y742SLfzG4h1UsW1yHIi7pHH9cBbcn7HtDoged6Kerb5hcnzriXPPz13nUukrtyKaIG9D5HqaFJzgYcnjw8T9dFFRCvvvDdrh1lOnP83uZ5Ke4MOu15YRbFxy2WQPQi/NP1AgeYQP2ZQAH4NcddmWGClCvOS503ZcBmk5ZpLcctmUOuC9OL8sq7X9iZOROcSF+x7EDkazyuoLJNKU+cM22YuoDOQ3P0otszp/BcMmX+Z0gD4opLn372ctyAubH9CdCHdjtgmdiNfa/YFROW0D/CfOb5nlPS3zKeedZZVemI3rIxFbtvdaSSW0o60VHOJlvCfJ5bDDnT2iduIoN9ldA5gedd3emL0DWI/KHt+0LnRmMdvafa23gSbMl6viqKkufo3r2j+6X6+hM428fvksRDYmTjx34Vi6oAdk8e2xGBOVZhDsedKo3SvwypyVqc3krvX4TjSY8viCT/fbZyxFGaIhi5FrZdFxMXy3kR93M8q4kaTwfjipNvPPKrbx9L9ahnVBOGzXFsMk15fFbGPTSI9V9mc8Vrojqu3rr08eSwijiN7EI128gTklxHnQVtQ7jEkPTb2Xn83SZrCcxOquzZIjzdV7u95pOfka6nm2iDdttdXND+Y7OZ7L68LBktjGXVt8+k5Zdlxit76ZC3RQ/Z8Igi/R/LIU4Y5xLFgVyLWWma677nJ/Jq8XWe5Xig6bll7JpoTGDywwG10WofV7Uz6D15VxsCs19J/efx0RNm6H88tsDyTGDYwa7ffJdMVPRjntA3MOsg7kvkMaxE0LynPCUQXtzyDfZRpGgZm7VbUtt3GgVmrHoTlRGL5VNVKai6RJzXPvnQpsFlF5W2jaR2YdZDjyHbsXkDU5+8ler/lHcDp44X+iuEcmHW4IgdmvZns28C7Cphf6jgisJFlvlfTuaBRfg7MOtq0Dcw6yNXEja5hlhM93L9J53jbxGPINAzM2q2oa4O2Dsxa9nVxKq0Pf1zR/CDyyHtdUJ7nEstpmgZm7eeYZD7HD5lmDtGz6h106pRJH2XHWts+MGu3IuOWq6C+gVlfReRCHeQlwLkVlaVJBnUN/8WA17/f57V/px0DsaUDnzwI8wuW5W7igPFSogtgmhvs2iGfUX5u29PraKL1wKTWAc8i0opJ41hL1Od/T9wg2Bd4PXAOk90obcN5gsaXtWvx54iBfPNaRlzEfJDsrZ22IdIsSqreDURDpSOJffEFwGmM30LfY8h4vDaYXofn+KzXBRrHDNEy/o1Er8P7AO9ksoYu1kPZFV5/1xGEP4rRd0PLzE9UlBuJchY5iMZvB7w+KNf7JX1eW0Ex3aLKdlbyvJQIEKtcdxM3bY4llvfDgY9Qbj7H2cpte3oNGjw7i3VEzugqWytqOs0QY3W8i8gPux0RSDmF7GNH5BlATM312RHvrydaUD2L/GkxVgDfY7IW/EfRjhRr0jS7Afh/RIvubYEXEi2ss9QNHkPG031tsLzOgqhw80ZP0pfXBcpjhhj/4x+J8T/uS1wX/CHj51eWU6ypVHhsp+og/D2B/xky33Tk7DoGYxvX9cTGe0SB33n+gNdvG/D6oBbNew94vUl+1/W3IzVXax1x4fwSInjzCOCjlDtY1Gzitq1eq4En0rmTLhXpL0Qg5XHEjaKjiVQBwxoJLBjyntrrtcS20BtEW0fcpHkA8KY+749rCXA60QprEgvJN9CYpGJdRxw3Hk0E5F8EfIfBdYXHkPF0XxsMGjND7bRmgs94XaAizRCZM15PjAt4P+DdRArVQTYZ8p42VHhsp8og/DLgqwweaPWrdEbPfRQNSFqfuLvnudufyD9CbrezBrw+6ARoUIu3Jg+AkOrudmUlUJ91xIX0i4mT7kcCH8OAfB5u29PvjjGmPZvonXRKSWWRut0GnEq0aNyeGJ/lncCFdRZKlbmd6BWxG3FT5nlE2omtkv/zDiiVei/5WsKux9R4UlNdR1wLPIporPNi4lqhikF4p1X3tcHCgVOpjcYd3NLrApVphjjXO55IX3l/4F+JsQc0mcJjO1UNqDOPyD+514D3f0x0x7kn8Daidcz9GTwgaZU+RNz9qKIspxMDGGQNojflRsUklnb9fWttpVC3dcSAE98FXgY8jOi5kicFx2zUtm17D2B/4ibMIuDPxAniFXUWquE+CDwB2H3INOcRN5bTQV/K5DpUP+uBnySPfyQCsy8CXofBlHG1bR+7PHmU4UAiKJfHbyg29WTb1s8kBv3GP9dZKE29a4nesh8FtgZeThxPPIaMp/vaIGvauDrNhjq1KGkmhz8S51mDeF2gqs0AP08exxMt5D+O6cTGVXhsp6og/D8T+eb6+T2RfuZ2Iq/RtUSLnUfTjCD8F5NHFe4Cvky0Yuo2KNg+qFdBka3zy9JddgcjaZ61RF7IyzAIP642bNvLgFcAzyRO1HrNAF9PphnWlW22+iNx0/goIiXZTsQF6V+Ai4BvMtkgOeNwHWpcfwQ+QwThz665LG2QdR+7qMpCNcCxBXzHJwr4jtlQB2b5jd+otESaza4h0mf8IzEouLLrvjZoahB+NtSpZdqXiHd5XaAmmgHOJRo/35sNU6xouMJjO1UE4Q8nclT2cwPRTTYdHHKGaIX7dCJP9dvLLlwDvRt4LhsO8jFoBPpBLeYHDfDaJDskzzM4OKimS9O37eOIunVYj5s5RID5AUQ6i1XlF6t11hGtWU6uYd6uQ+VVdiusthtnHzu8igI1yKBGNVmtIn8QfjbUgVl/42OTvx3oVlWyJfx4uq8Nbq6zIAPMhjq1bF4XqE3yjg00mxQe2yk7ncl8Ip3LnD7vzRB36nrvCp6ePB9EDPw021wCfKrntUEDAOzf57WbiB4FTbdv8nwVkw1oIjVVU7ftZcSJ4QfJnvJqG+A9pZVI43IdSuWaZB9bOnqSqbEU2DnH59cBz2LylkSzoQ6c5DcC7FpOcSQVoPvaYJxxhco2G+rUaeb6k8pXeGyn7JbwL6VT6F7vJLrm9EqD8AuBhwKnlVCupvsHIh3P9sn//YLtAA/q89obiYHZmm6/5LkNrfalcTRx214BfAe4zwSfPYpoYXdnoSXSuFyHUrny7GMACwosS1PlGZBqHdHT9cwJP5+3DtyEZgW/+snzG5cT22CRufYlFWMarw3mE/W66jEbjolSExRef5fZEv4ewFsHvPcD4C0D3ltFJ0/Vw4otUmtcT1SONyT/P4QYqLbbY4EH97z2b8B/llu0whyePP+8zkJIJTg8eW7Ktr2EuLk5aWBpIXFxr/oUsQ63LK440tTJu49B9ERUf6uBJxL5pCdRRB3Y9PFt8v7GOcBmxRVHUoEOT56n6dpgNmYsaIrZcEyUmuLw5Lmw+rvMlvDvoP9F//XA3zA8D9H3idGlZ2sQHuAXREqeE4FDgDOAk4CriQEBj+ya9nzg9fTvWdBE+9LJrXRGjeWQitbEbfu95BsFfT0xYLbqU8Q6bOL4BFJTFLGPfbegsrTBOrJfQ5wNPIN8+WeLWD9/yfH5KhTxG1cXVBZJxZnWa4MmpdycbWbDMVFqglLq73652vv5N8a707YYOHjA91/I6J1+W+IHzwA/IQL265i9XZ62JPLCb0r0XrgbuAu4FbiRgkbpHcNiIi/oImId30Wc+N8B7EWMCH4ugy8GdiFG7Z4hekUUOTDE3sCOxIjPVxT4vVltCdwXuJzI71+W3YGVxM2aG4ZPmssDiZZVp4+aMIf5wGHE7/hFifPJYti2/ZBkmmFd6YvcttOUXADfYrJUB5sR6zCPW4l6OItDiHL+IOc8s7oXsB1RvlsrmN/2wD7AxUReuCpUvQ6zGLaf5HVE8p2nUc3g8b32I/Jlng3cXsH8diSOW78B/lzB/JYSqez+BFxUwfwg6ve1xDItyrBt8N5EC68fJa+PsoQ4Z80jzz72EOJ3lHmcLcoC4FCi1f8iYj0McgtwKflv4m5KNErJo+l1YBPr+WEeAGwOfI9qBnnekxiL4DziumdcDyOun+o6ruxLXNv+mHIDlw8lgmtnlTiPdFst+xiyM7Hes8QNyjRsX18BHEjUc38c9AUUe22wkrgGzLP8q6xvqrouTs0hziNvBn5Wwfyg+vpwEZ1r0kmVcbwo69pgO+J6bzURX6raPKIl9I3EMagsWwEHAH+g3EFz70kElX9GuYNEVx0TGGTYdnkAsdyHXS8UHbd8MLBJ1hOR04jW1lk9h/4B+J8SA0cMsglRkW2d/D+HDU+8byEGcv0lUXHMhjuwK4md5TbioLmYyOt7MxFkvhC4rIJyLCHy1D+YCFD0miHWy6VEEP7rbDzoburdyfOFwCeKLSbPIYIaVxG9CKq2D3GycSHwuRLn8yRi2zgN+HWJ89mN2O5OLHEeS4ggzZ9Lns+w+WfZtu8gLm5OHPJdRW7bm9EJwn+DyS48n5+zDABfJW4CZLE/caA7sYD5ZvEi4uTsZODKCuZ3OLGPn0OcbFeh6nU4SNb95DPANTnmczhxwvsjqjm29XoZ8fu+QjUX/o8kgvBnEr+5bDsSQfhLqG4/PZi44Ms7v6zb4DVEEP4LZGsZ/Lic5YJ8+9h9iIuDnwO/KqAsZdqMCMKvAt5P3LTamwi0zBDnplcT5yVF9aB6QgHf0fQ6sCn1fFYriaDTpyi2Ic0gTyeCst9issDjoUQQ/kzKDW4MciwRhD+JCJ6W5f7EDc8TS5zHLkQAt+xjyGOIIPwPiJsXVcq6r/+MCML/kjhnGKTIa4O/JoLw1zH58q+yvqnqujg1jwjCX0t15zgrqbY+vD/5g/BFHS+quDZ4KJ0g/IkTfkcemxDXJn8pef73I4LCPwdOLXE+zyOC8KcScbuyVB0T6DbO9cJWDL9eKDpueW/yja800Byi4pvpedxCnID0Mx84nkhV0/u5QY9biJQ3w1rhtNnRRKvg9PeuJg5e7yZuZHyLWAYzxMXO00ssy3FEADDLelmTPA9qtXRw17TPLaGsH0q++79L+O4sDk/m/+8lz+cdyXweUfJ8zqX8u/rLknnU0ZV/nG37boa3VC16296q6/t2mfA7riLbbxv0uJTxcsz+nmrzIp9IlHO/EdMV5W+T+b2kovlB9euwn3H2k6uJC5JJrU2+p9/A41X4fDL/PSqa33GUdzzsZ79kfh+vaH4QdcKgm/JZjbMN3pE8Dzrn7HVSxu8tax+7IvmeIm4GlO0eRFm/VuE8z2L668CLMn53mb9xHD9O5ltVq/J/T+Z3+ISfvz35fO9YWlX5TDL/e5Y8n6sp/ybDgVRzDHlNMp+nlTyfXuPs6zckz28d8n1FXxscn3zXtyf8/D2Ia5mq6pvDk8+UfV2cmp/Mr8obN1XXh2+lGceLqq4Nnpt8xwW5Sju5pcn8zyh5Psck8zm+5Pl8OJlP73iTRas6JpAq8nqhjLjlKmCmjMpid/oP9PBvxA7Ya3vgi0SXhXEsBf4ReCrRSqbprYeymgd8jLhLlfoB0fK5N6fvpkRQ6G3AZ4HHA88iWsoXYRkR5BrnwnDUIC3ptrGG4a0GpDJNsm3PBbYY8n7Ttu3lRP06qXVEfVJ1uit17Ei963CS/WQb4D3EIIxSXpNsg4vGnMd2Y07fzXqyfHkGy21LHbjLGNP2chuU8ptkX88y4H3Trg2eS/Yb1P1Y39Qvz5iJRaw/rw3URGVcL5RWf5cRhN+/z2triG6rvbYmuvTvnWN+exB5Rh9DNV25y/ZxNrzTcg1xZ6zfnaQ1wH8A3yF++5OJ3gTHFlCOFcn35hl1u59Tia50V1BuHippkDzb9ibEtt0vb1jTtu1B+2AW64jeNcPy36t8ebqr5V2HefaTo4iyF5EjXrNX3vOQrMH4SXP/W082W5vqwDVM1rPXbVDKL++xZlg8pWnXBnWeV6oYWcd07FXE+st7XBx0DS3lUdb1Qmn199wivyzRr6vd59m44HOAL5EvAJ9aSuRMLrubX9kez8ZdHT7D6K4cvwFel/z9QiInex5LiAHC8rQ+GpaH9WuMN8aAVJS82/YchreGn4ZtezXRUuFLdRdEE8u7DvPuJwvp3yNOyqqI85CsF6qTdFu3nqzOJDdJ2lYHfmeCebgNSvkVcawZNigreG2gYk2S4qOI9VfEcXHzHPOX+in7eqGU+ruMIPyOfV47sc9rL6Ez6GA/txF37KCTZ3yYpUQ3gaUjpmuy1/V5LesAPl9OnucxfLlm8V5i0IBJrSduDEhNU8S2PckAqXVaN3qS/3M2ke/zlJLKosmsHWPaItZhEftJFYOaanoVsQ1elXHa/2K8rtnWk9W6idHXAN3aWAe+BbdBqQ5F7OufLqgsVRrn5qb1TbNcOub0Ra2/2XgNrear8nqhMGWko+lt+XE1sfP3zvf1fT57MzGw5heIEWi/S+S9OpkI2j8AeDbwFPrnHt+HGPijykHzirIF/Qei65fep5+biYuUOeQbbGM/4MU5Pg8RgB8naNQ2exDrZVui+8qfiW38ijoL1QKDlltVeQUPpJhte5ygdhOcQ+QV333INOcRg/2ezHjBDlXje8T+U8U63JfpPwZYhxevyGVaVF2ddRu8HHg0EUixnmyetURalz9RzfrZierrwEto3jZoPTkel9f46l5mOzP95zuDvJmIlzSlvlF26Q2UPzF83Kgi119R52V35/yOMg2qj7xxMFjddXjV1wuFKSMI35vT8BTiDkO3R7NxypTvEXmqrul67SdEEP6+wK3A95PHW4mRff+qz/xfQAwC+4fxi16rQQODPZ3IEz8qf9dKOl0p8rRCf26Oz6Y+UcB3NM0y4BXAM4kKp9cM8HVigFx1ZFlu366oLEWMldDGbfsGoh49lLiRuQ2x3K8nWlOchReJTXcd8FiqWYfPLeA7mrifZK3DJ821ORtlXabj9rqso64+h0iPaD3ZTOupbv0cVsB3TFIHNmEbzLpPjzv48bTKuryaHHiqWtZldmEFZXl4Ad/RxPOdLC6m/vpG+TyLWGdVrL9pvYbOUh+dVmmJmi9rHb6ggrK0drssIwjfewHbL3jce9A7BziSjQdq+GnyvDewKZGWBuAyYiDW9xEbQbf5wBuB52UvciMM6ra6kOgR8E9Ed4s7B0z3hOT5SjbueTCOg3N8FmAVzaxk8zgOeDtR6Qwyhxhw5MGVlKgdsi63Ryd/5xksKItDc35+Fe3dtu+mcxNT7VTVOjwq5+dX0bz9ZJw63MFksxlnmc4QNwOzqquutp5stqrWz0Nyfn4Vk9eBdW6D4+zTbWz5WzSPK+MbZ5kVcTNslLxjya2ieec74/CY127rgTMof/0toRNnmtQqmrevZK2P0ka/Zccp2mCcOvxuIr14mVob2ykjJ3zvicY5fabZt+vvdUTLu34jJadB+LlEd4NuM8ArgY/0+dzjKecGQ5luBH4/4L1FwDuJFu7H9Hl/U+Dlyd/vI1+LizyDuq4j7spWlV6kbMuILlwfZHhl023L8orTGpMsN4A9yynO/9klx2enbduWBsmzHzZtP5kYcK4zAAAgAElEQVSkLvIke7hJlukcxhuk0rpadcoThG/j9jfJPl1FC7em8rgyvkmWWZ7UqlmtyPHZNu7r0iQOZbxzuF5N21cmjVMMS9007SZZZvMo/9jX2uuFMoLwN3f9PUP/wSO6d+TTgN8N+K6r6AxMet8B07wSuKDntS2AQ4YXs5FOGPH+bsBJwHfY8EbG24kBcX8JfCBnGSa9Y7WOSJ0zKm1OW6wgUiQ9bsLPt+0mUFHyLLd7UO6F3ZrRk/Q1bdu2NMykeSObtp/krcNNt7CxPMt0CdGzLwvratVpWurALKwnx+PyGl/eZVbmdcGg3uWjtHFflyaVJ6bRtH0lT320gtl5AzrPMltA9nP/SbT2eqGMIPzVXX/fQv9W2d3dGEelTklbww8Kwt8B/EOf1/OmVanDh4AfZ5juEXQC7i8GXkXc/Pgb8g8aecYEn1kNPBH4Us55N8US4HTgPjm+49yCytImeZfbXKJXR1m+M8Fnpm3blkaZJM1A0/aTIurw20dPMqvkXaZzgM0zTmtdrTrdNMFn2rj9FVFPZt2np0ERy+vWgsrSFkUssz8WVJZ+Jsk738Z9XapD0/aVIs5jlxZXnFYoog4fp7fBuFp7vVBGEP6yrr9vHjDNlV1/j+oC8Mvk+YAh03wb+EXPa9uO+N4mWktsFL0t+/uZD/wdMUAtwHOAiwoow78yXreMs4lUQacUMO+meC9w7xyfXw98oaCytEkRy63MLkFvGfP7p3HblkZZw3gtQZu4nxRRFzkg2YaKWKZZg5vW1arT5WNO39btr4h9+tqCytIGRSyvcbettitimf105FSTOwmPNVJW4/QcaeK+UkR9NCi2Oa2KWGbjjAk1rtZeL/QOojrI14DDM07bnf9nhv7pTbq7Jqylfz74ft83rMvBQjbsIrKOybuZ1W0OcedpHOuJ37u+gPnPJbpMDrtJs55Yb3nyz5ch3Q7+zGQtdCZZ9r3WU34ryvR33kG562AxsR2M6u4zN5k2jyqWW5u27e5t8TLGz8eXfv5uqhsUbHEy37IHYkktIm5I3k4xdd8o85N53kn+XkdZpPtVlcezdJuboZ79JO0NczGTjVHSlroolZ4PNXmbqmOZtqmuzmsJUW/+hnz5LatQ13Ely3lIUdLjygzDr5PavP21rZ7Me86bHlcuAnae4PNtWV7p8bvMc7Csx5C2LLO2HWvSc4abmCw1Rvr5sq8fU2kcZ1S8p0ibUm39VPUxqqoYQKp7Hc6j+n0lvfbK83vbUB+ly/kuyh38POu1cxuWGbSvDl8CzMkahN+e7IHJpUQqjnnJ//dh4+53K+l0H7iAaP09yA50UqQcyeDBSw8DPt71/9eINC1tswXwSSLn+/nJa1nvQN1JjFp8RgHlmAfsT4wcvyVxMXIzEdy+kOa2fnkL8Eyii8nrJ/j80cB7cpbhn4ETc37HKK8CXkr0gBiV0imPk4D9GD1Y49uBp+WcVxXLDdqzbS8HfpL8fRid8TGy2orYNr4LHFtguYY5nVimg9KHFe3dwBOAxzJ4bJEiPYXYTt8MfK6C+e1CrL9TgFdXMD+IwdTvJra5OvaTi4l99AnAryb4fJvqIohBgd4MvA74SgXz2wv4OvBF4A0ZP1PXMm1LXZ3Xj4jemy8h6tAm25JomXoG8MKK5vltYvkM6xFbpHcCTwaOIQId07j9ta2ePB54AXF+/5MR0/ZzIXGR/hQ27jmdxduI/LF5VLG8ziGuBQ8vcR77EOcko44hxwJ/n3NeXhds7MXAa4hcxs+b4PMvJa4hXwR8v8ByDfIg4DPAJ4B3VTC/ecR55PnAkyqYH0TM4d7E9lNFkO8fiPU3aX04rocBHwXeB3yE6veVJxDXe78FjprwO9pwzHskMT7kvxPLuSzpshh1ndWGZZZqUx1+BrBD1oEWxg3+/AA4Ivl7OZ2UMqnfEwn+jyBOqrcjLkL6+T1wI7FAlzE4CN/b6vmKIdM21RIisLMvcBZx0+FWopJ9F3EzZJhFRJ74g8iW0maU3xbwHVVbnTzfymTrP29+y1XEgaLskZZvTJ7/RLnbedrKZdQ8Dsw5n1VUs9xSbdi2t+r6+zI2TPWVRXrzcw3V1YVribvNVc0v3V4ur2ie1yTP11Y0v9QtFc7vbqKF22+pZz9JU+FMWre1rS5KTwyvoZp1nPYsvHmM+dW5TNtQV+eV9oC4muaft6Y9sqo8rtxFtceVtLv5ZWx8/TIt2lZPpqmsrmKy7SDvcSXvDaBVVLO80uN3mftKmhN51DEkb6+eVXhd0M/1yfPtTLae09QQf57w8+PaMXm+qaL5pbGtOyqaXzovgD9QTY/GNAYwaX04rnsmzzdQz7VBeu11F5P/3jYc8/ZLnq+n3PWaxspGxUrbsMy6taUOXwfl5IQH+FjX30cPmOZNdLpAfIJoAT5IehK8/5Bpers4VdEqsmgfBe5P7BSPIzbaGeDTROu1dzC6++9i4L9KLOO0W5Hjs+uIVo1VVTZNkudkezYvN0nFsi4qnstUmi7u0+OZJIVNajYuL4gGdpOarctMUjk85o3PZVaisoLwX6Yz+Myz6OTi63Y20b0PItXFt4GtB3xfOuDoPkPmuU3P/z8bXcxGeRjwjOTvv6Vzpzu1hrhxcU+iC+AwhwB7FFq62WPSvMvriK6qZxZYljaZNA/ebF9ukoplXVQ8l6k0Xdynx+PyGt+keYBn8zKTVA7r8PG5zEpUVhB+LZGbGyIdzaCccP9E5D4CeCBwHvCYPtNlCcI/sOvv64EfZyppc7w8eT6XuCExyGVETsNDgUuGTFdV7sxpc9HoSTaymhjX4EsFl6VNvjN6ko243CQVzbqoeC5Tabq4T4/nuxN8ZjYvL5gsV/VsX2aSyuExb3wusxKVFYQH+BQxQAzEwC2DAugvIwaYWEcMwnoqMQBTtzQwujudXF+9ntr19ydoxui343hI8pz1RO9HwAMYHIjfasDrGu5Uxus6czaRM+uUEsqyDXA/YuyERxGD2ywvYT5FeAvNWW6afRbVXQA1RhProjbV5f00cZlKmlwT9+km15P/RHOWV5OXU7eP0JxlptlnQd0FUKM05ZjXlvobmrPMplKZQfj1wPOJ7mibACcxOO/7vxMb5OnAyWw8gu3FyfMC+qdZeSwxKjXEYITvn7jU9UkHS7tp6FQbWg28c8B7o3LHq79rgEcTg6sMcx4xqvRDiIEnirKMqPQuIQZpO5fYL04jendcR9woWFbgPItwCfUuN80uOwAvAR6R/L9TjWVRszSlLspal99j0Bc0SFOWqaRiNGWfzlpPDhs3rAq/px3XBvMKnGdel9OMbUyzw1zgYOCfk//3qrEsap46j3lZ6+/e1Np1a8p5wlQa1Kq8KBcT+c3/B9gb+BaxMm/uM+0FdAIqva4i8hJtSuSPv7jrvc2BD3X9/2ZixO+2uZQYePaeoybsce6A1/+Urziz2jnEwXt/Yrvdkhgg92ai8vw1G98oKsJxwNsZHmCfAxzF5Hm6ylTXctP0m0PcaD06edyv3uKo4equi8apyw8rsRxFqnuZSipW3fv0OPXkbSWWI6s2XBusZ/KxrcpQ9zam6baEiB0dDfw1g8cWlKCe+mic+vshQ6api3V4ScoOwgN8lkgj8zbgIGLA1CcTQfdxrAL2BXbrem0e8N/AyuT/U2hnK3iArxAb+DHAK+h/o6Kffr0Z7qKTCkiTWQ+cnzzKtgw4EXjcGJ/pN9hxE1S53DTdFgKH0wm829pd46ijLpqkLt+snKKUwvpdmi5tqSeXlFOUsTX92mAuESRpEo8bKtK2RMDyaOCRdDIJSFlUVR9NUn83LctByjq8BFUE4SHuAM0nWqnvRQzW8lrgw8QgrlmsIoLwuyf/b0EE4B+f/P8jYiTemUJKXL3/BI4l7uL+B/C8jJ97aJ/X3kWk5VHzrSAGvrjPhJ9fWGBZpLotJwbnPhr4K9oVoNTslrcuN3+ppGnnOW82eZbTYmI53VVoiaR6zCHiP2mDnAfVWxxppLzHuaris6pRmTnhe72FCCzfQdy1/ACRa+hvydaqd1XyvC+RC/hCOgH4k4EjaUZ3xUldS9xEuA14LnACoy/KlwOv63ntW3TyoanZlhA5wSatpMEgpdpvd+BVwBnEmAyfJnpLjbNtX1Z8saTMiqjLm9q7SZKK4DlvNnmX0xzqz6Ev5bGAGLjy/UQ+6l8RsY1xAvDXlVAuaZQijnOLCyqLGqzqOy0nAj8lWrA/ENgF+BjRCvyHxEZ7JfAXIhi9CXHCtT2wT/IdRyQPiNbebyJajre1BXy37xHpF75ItIo/CHgDMXBD7+/bGfgyG6Zo+CTwYmz90BbvpTOg8CRmiG1DapN5RP2ftmq5VwHfmbVHlVSGIuryLxZUFklqoiLqyW8XVJYmK2I53VhQWaSqLCN6wB5N9IjNeyPpL7lLJI2viPr7UwWVRQ2WNQi/G7C0wPm+iMjj9XwiuL6QGFhj0MCsva4j8r9/jmg5uX+BZavbncBTiR4CTwK+SbSS/wXxW9cTOfAPotMt80Lgo8APiEETZrMVyfOWwAF1FmSE3YgbJnn8gbgZs3PO79ka2IEY5HgBcFPy3TfSuRvb5GU5rbrzeu7N+Cek90ieN6e69beQCLL3zm8xUWcdDhxK9OIp0l5U07Nrx+R5B6pZpum+vayi+UGcF8ypcH695iTPuwO311SGcexMMXX5CjrHr7yG1el7JNMsx3q9KdJejzvT/HWS5iyt8riyiKjfq5pfenzakzjnVn67U0w9ueuEn02PK7sBt+QsR5n2ppjllLdxw7BjyJ7JNB5D6rFt8ryUyZZ/+vmVE35+XOlYflv1md/2xOD0DwPuT1w/FGVJn/mVJR2zYn/g7grmt1XyvBtwQwXzW5k8b0s9+3za4HSTmuaf1fYUU38vIv/vHFaHp9cae2LD3ToshM5JyShfpn/u8SLMTwqTBm96AykzxEnwejoXKrNpFN75xHKZw4brK10md+NFQrdNiUr6CpozkFM/m5K/fLcyeZBqDhEY3YTBJz13Je/NY3btc03RPcDWJYwfuJ5LHGjvJPtAz3ktT+Z7XfK8kDiZWED2401W64jfdlfydxWWEvvN7cAayu+BNY9YplWuw/Tk7PqK5jdo/hcC29VUhnEsIX8qmTx1eSprnX47cUPvDpodjJpNtiTqywuIi6YmS48rdwGrK5pn93GlCpsR+9GNVHdsmXZ1n/O25biSbnt5TLqcPIa0w2JiX5r0HC09Z1lNNQG4BcTN29uJbXM+cV2wkOIzMswQvyl9VBUfWUEco6o6ZqT16U1U0xN4IbHPr6Ge1M+LiOuvNUS901RpBo88qojtzBDL1HOceqTn/I2zgDjhXs6GOdH3ITaaGcx1p/b7Np3teZLHpUxe0R9HVLxZ5pNW1mqfbYl1d3JF85sDXE6cPPyEfNt3v8edwDeIMUHSFulV+2RXedYR6dX+DfhrNuy5UJQ9knl9poTvHuRqIi2csvkM9dXlqXHq9OuS54/nnKdmp3sQ28/XKpznxcSFaVU+TvzGAyuc57T7PvXXk21wEfUsJ48hs8cbifV3VEXze3Qyv/OBP1H8tcFVwIeJFDZ5b2BN6pau8twAfBV4NdG6v4zUz+9K5nV4Cd/dz1HJ/N5Y0fza6r3Ud5wbpw6/LXm+/4TzUgGaOPruWvp3renOb7eM6lrgSGXI09ptHfAsxm+BsowYl+FxY3xm1ODAmt0WEL2kHkfkcUy7DD6woO+/ngj2nEKMNN+kVlfzgAckj9cQJzQXEGnBfpg87EEy/bYdPclAk9blqUnq9KJS3khSVnlunOetJ9tklxyfnWQ5eQxRGbYGHktcFxyZvFZkGpHzieuCU4DzaFZGgC3pjHkFsT+eRVwT/AA4F1OATKutRk8yUJWxHQd+bYAmBuEH6e7+MhtaQ2i6TdrVaB3wdODMMT+3gghiTjpa9yKiJbJU9OBJvX5HtCI5BTiHavIrZjUz5L05xGA89wZenrx2EZ0T7x8SLXY0XSbtGjtpXZ7KW6cXmXtVkoaZNIVB3nqybdYwWYBkkuXkMURFmQPck07w+WCKTUG5FjiDuC44FbiswO8u22bENdNfJf/fTlzbpNcGP6Ed4x9ptEnjJHXFdhaOnkRlaVMQvnvD9g6O2u5M4H5jfmY18GziJGQcS4DTyTda95ZEmgrNTrsSKVeOJgZRKvLYsR44m06rlt8W+N1Fu3DM6fdJHulAPX9gw6D8KoYH9tV8PyNafI1j0ro8VUSdbgBFUlV+xPgtYfPWk230HSIYM45JlpPHEOU1HziETk/YPYZPPrabgK8T2/VpNDsDwp/pDFg8ymLgiOQB0Sr+p3R60J7N7Oj1M40umOAzdcZ2lub4rFrkUURu4muIgPpvgTeRPX/XAjq5jA4po4BShVYSAy1mzRN2Fp3Rycf14THm0++xnnbdsFPIkxN+LpFS5h3ESUXRORxvJQb8fg75uu9V7W8pdjlcTuQUfyGwNxu3HDInfPPtSHV1eaqIOn2/nGXQ7GROeE1iV6qvJ9toT6pZTkUcQ/adYL6qX56c8JsBTwI+RaSLLPra4A9EXu3DaVc61B9T3DLIMt6UOeGbaTvaFdtZNOG81RLziVxFgzaCM8l2J2bTrs8UlW9YqtPBwO8ZXkn+HHg8k3frO3DE92d5/GrCeate4wbhFxMnWh8lWnUUfXJ9FfBfRH7IugZPyqvoIHzv42rgf4kBdvYH9kpeNwjfbFXU5antRszHOl1lMgivSVVZT7ZZ2cvJY8jsNm4QfifgpcC3iEaURZ7zridSs7weuBft3e+LDML3W0a/BP4DeCLRcMkgfHNVcZzbf8T3W4e3QBWtWz9EtHYc5MHACURXjGG6U9CYO0vT4Bwih95RRLe0nYiD7V+IXNLfJCryPI7N+XmATxTwHWqmrYnt72iit1LRqb5+yYaDJ80U/P1VO4s4ph1GnAQVbRvgyckDOt1v9yHSV51PtJJRs1RRl6ceVMB3WKdrUukYIPsRA1Jf1vW4hvbX8SpPlfVkm5W9nA7KW0A8hkyzOUSO6TS/+6T5pge5nUi7dAqRbmYaUp1+kGi8cijF9+7tN97U9cnzw4lxtP5U8Dw1uSqOc8/P+XmwDp96BxAbXpa7fKNyae3aNf3uJZVXmjYXke9O6aU4EHJb9WsJP4cI6L6OCChnqZ/HedxF5G58GbBLmT+uAZYTuTDfA5xLDCBbVkuY9HEz8A3geCItWxmD6tgSvtlehXW66pP2zun3uI1otX4a0aPqDcAzgIcQF6KT5pC2JbxUnL/HY8hs1q8l/CJi4NATgCso/tz1auBjRHqVJWX+uJql11gvBj5L9AAu+7pghgjqfoJo9LqS4nsU2BK+WX6CdXjrld0S/miyVQRziLt5lwyZZqeuv6/JUyhpFskTCF0HPAsHiGm7OUTL7bRVS9GDJ93IhoMn3Vzw9zfVDcBXkwfA5kTPrkOJ5f0Aij/Gbkak8zky+f92otVFOtDrT7Cn2LRbluOz1ukq02JibIu9B7y/jgjwdLeeX9X19xXEjVxJ5fEYIohz1mcT1wWPpvhBGi+k0xP2Z0Sjn2k3QzR+uwj4CHH9tRud64JDiUalRds9eaQtpK8grgnSa4PfJWXTdNhp9CQDWYc3RNlB+O3HmHbrEe+nrd9vxA1HymoNk6UYWQc8nRizQe20afJ8JHGSXaQ/EsHnU4gW9WsL/v42upnoZvjN5P8lRG7AQ5PHQRSfC38x0d3xiOT/u4gBndIT77OptgWpyjdpkNI6XUXIE0iZTwQgBgUhZohu9b1B+k2JwcKXEK3tJU3OY8jstlvy/BmKbTF9N3HueQpwKnGdMNvNEIPN/gH47+S1nehcFxzG4JvWeexE9EJ7RvL/X9gwKP9rZsdNkWm1ZsLPWYfPIu8ke9eIF4/4rk8n051VVmGlKfRZxu+mdBPFB21VvQMorqvjeiKgezztHjypTouItAz/SPQYuJXyu6iuI1rH/yvRnTRLCzjT0TTbU7FOV33SgVnrelxDtKr8EpEK7O+Ibfve5Gvh2810NJpmT8NjyGz2XYqrj1cDnyMCe1tW+SOmSDoW1AeBC6jmOHo9kar0VcR4U6NSxZmOplk+hnW4RjiObBvGWoanzVhIZ8CnN5RYXmna7Em00M1aSZ9F5JNT++UNwt9GnKQ9nzhJVLEWAA8E/oFoNXQT5Z94rwd+AfwH8AT6DyBlEL7ZVmCdrvrUHYQf9VhNDGB9ChHUeA3wJCI92NZku4FsEF7T7B54DJnN8gbhVwEfAB5BOeMSzXZ1jDe1mhhv6nVED94FPWUyCN8su2MdrhGyBoHeOeJ7/rZr2nuVVVhpSh1MDNoybB/8OfB4bOE8TSYJwv+ZGFDvKCZLY6TJzSOCPi8HvgxcSzVBq18D/0W0jtseg/BtYJ2uujQ9CD/qcRuRr/dbRM7eNwB/Q4znsSNRDxuE17TzGDJ7TRKE/ykRgD0At4eqbU6kFf0XokfyWso/Tq4htpM3ESlznpC8bhC+OazDW66KlXIpg+++zBB3U/+ewbmplgK/Sr7jq8AxxRZPmhXmE4HVI4hcceuJHHEXETmsf19f0VSSnYmcuqP8is7gSedinsCmmAPsQydv5GHAdhXM925icNfNKpiXJmedrjrMBw4heq/uQpybp3/vTKTdarO1wB1E/XcUMei4NI08hsxO/0PceBzmTiIIewrwNWKsDjVD93hThxHjTZV93F1H1BefAp5T8ryUnXW4hnohnTsytxMt7j4FvINsrUw+knx2HZHzUZI02rb0vzO+DjgdeAWdAZrUfHOAPYj0QJ8kbnCX1QpmXUW/SdL0mEvcKDyIGLvgtcAJRCD7QuAW6m8JP87jqcUuHkmq3RvpX99dA/w/orHjprWVTuNaBDyUasab+m5Fv0lSAeYR3SHSHfhk4kQ9i9d1fe71pZROkqZTdxDewZOm087AM4kUQr/FILyk5ppDjGlwX6KL9CuB9wMnAecRg8XVHXg3CC9pmnUH4X8DvIvo3TRqcE61Q5njTRmEl1pmZ6J7RLoTf5/IPTvIUuA/u6b/KuYzkqRxLCcG4Hw4Dp40W2wLPAX4EJFmaNIT7bVVF1ySiDQw+wGPBV4KvBv4AvBjYsySKoPwpr+UNG2eBLwa2LPugqgS6XhTryD/eFPfqrjs0tSqMrB9AHFHbufk/9uALyavXUZc9O9IjLb9dGCbZLqvJP/fVWFZJUlquxVEN9VDk8d9yNYT7Vpg6xLLJUmT2IS4jtiF/nnpdyR7b9tR7gv8oqDvkiSpbul4U4fRySufdbypfyEGM5fUMtsQQfUsd9vWEClo7B4lSVJ+WwBHEt2PzyZufvc7/l5ZVwElKYf5RDD+MODZwJuAjxPd6C8hBhzM2uovy7hVkiS1VTre1AuI8aZWMfiY+MZ6iiipKAcRJ8V/YuMd/CLgbXRazEuSpOJtSqQrehtwBnAHBuElTa908NiDgacRY0+dAHwD+DUbDmpnEF6SNNvsQow39TE2HG/KILw0RRYT3d5XEC1YJElS9RYR6WteVndBJKkG3YPHblZzWSRJqtt2xHhTD6u7IJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSbVTXXcAACAASURBVJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSVLZNqm7AJIkSZIkSZIkTaPDgVU1l0GSNMTcugsgSZIkSZKkiS0DdiGC8ZKkBjIIL0mSJEmS1H7b1l0ASVJ/BuElSZIkSZLa7151F0CS1J9BeEmSJEmSpPZ7TN0FkCT1N3/Ie7sCRwIHADcC5wCnAXdWUC5JkiRJkiRld18ilnNp3QWRJGXzN8CtwF3Az4DrgBngbGDrGsslSZIkSZKkjmOImM0M8N6ayyJJyuhA4G6i8n5i8toK4HfJaz8H5tRTNEmSJEmSJHXpDsKvBrastziSpCxOIyru83tefwqdSv2JvR+SJEmSJElS5bqD8DPAe+otjiQpi1uISvvDPa9vRqSnmQFOrbpQkiRJkiRJ2khvEP5OYK9aSyRJ2sDcnv+3B5Ymf6/vee8W4Ork7z3KLJQkSZIkSZIyW0tnQNaFbNywMrVZNcWRJHXrDcKv6/p7pz7TX58871pOcSRJkiRJkjSm24DDgCuS/x8GPLvr/fnAq5P371Nt0SRJ/dxEdF+6gxiQtdsFdLo2SZIkSZIkqV7HELEciDQ01xGxm2uA5cBBwC+T124AHldDGSVJPT5CJ4/YN4n0NPOBV3a9fmVtpZMkSZIkSVKqOwgPcAhwOxG/uRC4m0g5/Blg68pLJ0nqayvgN2w4qMfanv8dmFWSJEmSJKl+vUF42LCB5aXAw6sulCSpY36f164F7g+8FHgAsCnwayJH/NOTab5cSekkSZIkSZKU1Z7ACcAjiNbvc4GfAqfXWShJUjZLgd8Td1CvBjavtziSJEmSJEmi0xL+zXTS0JwOPBS4lchusGNtpZMkZfY5Ot2YnlxzWSRJkiRJkhTeROR9nwH+Ajyr6723Jq+/ufpiSZKyWgC8l04A/hP1FkeSJEmSJEnEIKufJtLOzAAfBZb3TLMcuI1ISSNJapg5wIOBnxMV+c3Ac2otkSRJkiRJkuYALwKuJ2I2lwG3DJn+y0Sgfkn5RZMkZfUM4EqiIr+JGFF711pLJEmSJEmSpP2Bs4iYza3A64AnEvGbQV6TTG9eeElqkP2AlwAHA5vUXBZJkiRJkiTBu4C7iID614CVyevpwKyDPDP5zL5lFk6SNNj8Pq9dmDwkSZIkSZLUDFsB1wCvBL40xucWJ89rCy+RJCmTuXUXQJIkSZIkSSO9GtiH8QLwACuS5zXFFkeSlFW/lvBNsZS4W3tt3QWRJEmSJEmq2bCUM8PsQwzMek2BZZEkjaGpLeGPAC4FVgH3qrcokiRJkiRJrXUf4A+YjkaS1OU5xIFhJnn8mk7+MkmSJEmSJHUMG5h1OyK28v+qK44kqVfTWsI/jTgwdKfJuRfwpnqKM9Q84J3A8+suiCRJkiRJUh/HJM+n11oKSVJjPAC4k04L+O7HncA96ytaX7sSZbus7oJIkiRJkqRZYR6wPbAnsCx5bVhL+J8BtwObl180SdIgTWkJvwXwBWDhgPcXAv9SXXE2sBjYpc/r83qeJUmSJEmSynBv4LPADcBVwO+AG4HzgP2HfG4d8Gng5rILKElqvvfRvwV892M9cGANZftKMv/79ry+R/L6lZWXqBr3Az4I/DWwWc1lkSRJkiRpNloA/BsRExkUL1kH3FJXASVJ7bAncBejg/AzwP/WUL4zk3n/Vc/r0x6EfwSd5b4W+CHwRuCB2PpfkiRJkqSyLQZOI1u85M6ayihJaon/ZvTB5EY6weDtKy6fQfiNHzcAXwReCKysqXySJEmSJE2zk8gWgJ8B1tRURklSBvNrnv/2wN8MeX8t8AHgHcBFwLbAi4C3ll4yLRjy3pbAk5IHwCXAt5PHGZhrTpIkSe22M9FjdwUxPtV1wC+Bq+sslKSp9QTgXj2v7UYMuJrVuUTv9W7XA/+Vo1wp60RJarlXM/gu7lXAIV3TfiZ5/dKKyzhbW8IPWzfDHmuBHwFvAh6EqWskSZLUDsuAtxANTAaNUXUqERiTpCJ9gcmuv0c9LspRJutESZoiaYC793Ex0eq92yu63j+4hjKOCsLfl+EjkrfNaynmoH8j8CWiB8PKKn+AJEmSlNFxdFJgjnpcjee1koq1GNi85/Edsl93v6/P5zcHNp2wPNaJkjRFNiFG8O6twC+lf973I7qmeX9FZYTRQfjbiJsGM8TvuUeFZStTUUH43sclwH8CjyNOCiRJkqS6LANOZvxz2i/XUVhJs8qpZKuPPktxPdCtEyVNu3lEXTer3J+NK+67gAcMmH73rukurqKAid4g/JbAscDP6H/w2bXCspXpacTvuY5ygvHpTYszgTcDB1H/GAWSJEmaPVYA5zHZeeydeO4qqVzd2QD6Pe4G3k5xAfi8deKwceUkqSk+QIxluaTuglTpGWxccb95yPRb9ky7Q9kFTKRB+HcSedruYPjBZ1qC8I8gfs+7iEFYXgB8nhjYpaygfJq65sVMz3KUJElS8ywhBhXMc+4661pRSarUIuATbJxBYC3wVSIlblGKqBOXF1geSSrLn4k6qzcN+lQ7jg0r7KuIPGiDLOqZ/qllF5BonX0p4x14piV43B2E7zaP6MXweuD7RO+FsoLylwAnECPCb1HKr5QkSdJs9GHynafeTXGtTyVpmJ2Bo4HnEj30y7gBaJ0oabaoLQhfZxfKzXr+fzdw+5DpewP0+xZbnA08G3gdcK8xP7cauLb44jTK3cC5yeNfgKXAYcAjgUcB+xQ4rz2Sx7HJfH9MDE7zbSId0LoC5yVJCrsRx7+tiRvgVwM/JW6WS9I0OJDoeZnHb4jzU0nt0dZznMuTR1maVie2dT1JUmO9gc5d0zsZ3XVpZza80/rFEst2J9nv+K4HfkS07N+qxDJVbVBL+FF2BJ4HfI5y88nfRAz+8hLiIC1Jmtwy4C1ED6RBx7pTsb6VNB0+Qv5z0VdWXmpJk/AcZ7Qm1ImuJ0lVSVvC36/uglTpeDoV6tcyTH8oG1bCPyyvaJkOMjckz1eWWI46TRqE7zaX2KhfD3yPclPX/J5IXfN46kldsw9xZ/5RNcxbkvI4jhiTI0tdezWwspZSSlJxfku+885L2bhXr6Tm8Rwnm7rrRNeTNF3eTzRWbqo0CP93dRekSq+mU5G+PsP0L2XDyvf88oo2sMK/kRgY5eHAXhiEH9emwGOA9wG/pryA/DrgLOCtwCFUk3bpScm8j69gXpJUhGXAyYxfx365jsJKUkGOJt955lrgIZWXWtI4PMfJ7iDqqxNdT2qTzesuQIucS+yrTZUG4b9Zd0Gq9DI6leijM0z/STaseH9dXtFYz8YV/fFEPrLUHhiEz2tH4A46ufTLCsqvBr5CuemCDMJLapMVwHlMVqfeCWxSfZElqRCvJF+w6UnVF1nSGDzHGc/TqKdOdD2pbVYDJwFPJRqYarC2BOHvArapcsZzq5xZjzVdf/9lxLRzgSN7XltdbHE2cAJwNvBa4FfJa78kKnsV50qi1fqfiQ2/N3VNUTYn0tSsKPA7JamtlgCnA/eZ8PMLgXsUVxxJaoXVwBOBL9VdEEkDeY5TnTx1outJbbQIOAb4PHBN8nwM3hBqswXAsXUXoipPoHMnc+WIaQ9n47ufXy+xbN3OTOb3Vz2v2xK+GLcCF/d5fVPixsv7gAsppkX8PUv8HbaEl9QWHyZfXXo3ccIiSW2UtoS/nez13lmYg1hqA89xxpe2hL+D6upE15PaaNA+sho4kYgZul2GtrSEnyHGmVg0fPLiZM2V/Qxg14LnvbLr71cC1w2Z9ml9XtsCeGORBRpgp+T56cD9u15fnjxvVlE5qrZ78nwI5f6+BUQL9UHzuJ64w7h5UqY9kudJuv+8jNG9Lia1b/J8BNXkoB9mZ2LU+BuAC/q8fzSDewV8Abit57WtiN93O/CTgsrYJvcHlhIHkltLmsdyYNtkPvOBW4DLKbfHT1Wm+bdBpNXag6hbLipxPkUtx62AF+csy7XA63J+R7cqt5Fp3x7LsgOwJ7Huy0wHqHaaBzw0+fuHRFrHJjskeT4HuDedc/p+/gT8gKjfn1limaybmm8OcFjyd5nb+TRvC2X/ts2p9xxnH6J398VEUKct9k+ef0kc68uuE5czu89FNZl7APsRsYqf1lSGQQH2zYHnJI/biHPlXwGX0fxzorJslzw3NVbaHU/cBvhf4Gclz/MgYJOswcJtKb71R/egBrsSFV4/S4kDWq91JZSpn/SOyDZEzrNUWv75FZWjamlepC0o9/fNJSqzLPO4kdgxziUOlDskj23JllppL2DxRKUcbevkeUvq3x7uTQSOrwJuHvD+wgGf3ZtYzt12JW4u3EJ5NzGa7KHE9nYHxZ5QLyRubuzB4EFeLgd+TCz7Npnm39ZrP+BBRK+o2wv+7jKW430LKNel5K/nqtxGZtP2WJZ7AQcTrUbWjJhWs88C4OHJ32mqwSbbMnmeC3yVaHCzPXFBlraQv4n4Lel51C4llMO6qV3m0tnO/0SxqTOneVuo8rftlvPzkO8c50FEY7GlRE/utkjHTZtDNXXivqMnGalt56LKb2eiDl5DpIKpQ5aY0xLgAcnjNmJb/SP1lbkuabxpZZ2FGGJez/+PJOq5tX2mLcphDI57V2IR0Y1oBnjykOk+Tf8uHytLLl/KdDTlGpSOZhxLiPXzXoanrnlMzvkM06R0NK8nynLagPdvZPAyOqLP9E9O3vtD4SVth/OJ3/+8Ar/zOIavh+7H1TT34NXPNP+2fl5F/JYfFPy9ZS3H0zJ+56DHpUQPsCb+trrnNc1eRiyjc+ouiBppKZ39qMzUf0VJ09GU2bJ9FOum9llAZ50cUOD3TvO2UPVve1PGeZV1jvM/yfe8J8d31CFNR/Oaiub338yuc1EV42hifVxVYxnybLeriNjagcQNr2nXpnQ06ePtJc9zFTBT58CsdyaFgGh92899iVQ4vc7r+mzdFhLdqb5DjJRsDqjq3QZ8C/h7olXqjsBzgc8SXdWkplgGnAx8MPk7i21ox8n8NP+2KpW9HA8ZPclA64BnMXlroCq3EbdHSU1k3aTUNG8Ldf22R+X4bN5zHGX3iByfbdO5qNRtFyKF0i+IdE7/RP+MH6rPa4jG1qWqMwgP0cIUInDaax7wUfrfJfp8aSXKZi6d/PBbEQOLPIIYGXmHugql/3MV8EniBs62wDeS1z2pUp1WAN8DHjfBZ4+i2aOuT/Nvq1Le5ZglxVxv17us1hFjo5w54efz/rZBKbTKmJfbo/4/e/cdP1lVH/7/9dld+gJLR1Cp0kQEKa5YAooFJSgKiopdo0byA6NR5JuoMWhMjEqsJH6NxoZdsAULgoVioUhEQECWKkXKUhe2fH5/vO/9zuzslDu3ztzP6/l4zGM+n5lbzjlz5t4z73vuOVIVPDYp1ea60GTe8k6sV7SNo/HknT+t6bZobRM3amItJ+YsvKPgdnYF3gn8noiJvoNyhtNSdv3m+lsX+GTVO246CJ9O8ri4z3vHAfv2ef0e4FOVpWi4/YEPE0PQnDpgmblwa8k0WUVnjHN7xasp6wNnAvvkXH9tYjKaSdTmvNWpjHLMMmF1nnHrlwIvAL6eY10oJ29ZeytZHyVNIo9NSpVRFzYrLzmlarqe985rlUXRNo7G12/OslEmoS06bMJazQ2riFjg1sRQx5+jeEfPvYD3EUP//pIY6tSOvdW7NHn+Ys/rh9B/NJbSNB2EPz953o6oyKm0IvbzSWLA/Lp9iZiF+Xg6M/1KUhYfIibEzWsVkzspbpvzVqcyyrHfFf1edzHe+HznEmMXfjtPohJl5C1rjxPro6RJ5LFJqTLqwqRO8Nd0PV8y5vJltHE0vj+NufyktEXt0KfUcuB/gFcAWwLPB75Kvs5O3Q4g6ur1xHxjb0y2r+q8Dfhaz2sfAjapaod5bwUqy/nAMqLb/18AXwHWI3qZ97vd52YGB+fLtBHxRXoRMcs5ZP8QHqokRZJSOwOPIS7crUM05M4lTlaTaDdi3ogifk+1M3Wnxi3bXWlv3uq0N+WU48oMyy0nzrs3ATsNWe5C4CRi3Mwik+qUlbcVGZZ7eEn7KrM+TnK9m0RtLq82560u01qGk3iunNaynHZlnROrbjflqR+TkLc0AHYjw3uSltXGUT7LkudrgB2GLDeNbdGsPAa3xzJibshvERPV/yUx2fGh5J8vcgZ4SvL4KHEXx5eTfTTRIbnNVgHHEPHedL6KLYlJdIseN/pqOgj/IHAecDAxkcpXiKFm9hiw/PHErUhV+zWwy5jrXAt8jGZna5baahExRNUx9J8sYxb4XrLMH2tMVxZHl7CNT5ewjUGKlO1RJex/UvNWpzeWsI1xynEVcXHoMOCpwCPo9D67jOjZcVUJaYJ68/aUGvc1zLTUu0nR5vJqc97q0oYynJRzZRvKctrVfb4fR9H6MUl5exExb1vVbRwVcwDwJNrVFh3GY3D73Ut0KD6VCOo+j4gFPI3883LNJ2KlzwD+g/hufIW4MyTLXdAa7SFiuKuf0blj5nXAf9EZQr1VTiQOONcT4x/NDnjUeZvYoDT0eywFnk77xoI/hMjf+yvez73A5RXv4wtEXnarcB9HJvs4ocJ9ZPUOIi0/GPD+nQyuz0/ts/xRyXtXl57SbI5leJq7HzcD25e8/98m235VzvV/wnjHlN7HNcCG+ZM/VNGyPaPFecsqPW/9NOf66xIXcesqx8upt8FWZ97eV+O+Bmn6eFWVNxFpPq/k7ba1vKDdeeu1kE5eymxrVVWGxyfrHFNiWoeZhHPlXKqPVVmLThntlXMb19B8XeinjPoxCXk7OdlWv/nmeh1I9DDdr+A+u30x2f8HS9xmHY4m0v3WmvaXHhOzzvdT1BKar5seg4s7nCifJju9LgMuzrHelsTFoJ8SF5uK1Mf0cT8xBM7zidFEJs1viHROqvQOm+5h0bch4tJpGf+85H0uYULKZB86mVxJ/wp2K/WOhTSssq8grj69Nfn/hhrTVSeD8OMxCF++RXQOjuM8vlFyOooG4e8l/8l1OdFDpGxlle3SFuctq6JB+DfmSGuRcqwzCL879eYtbew1UR8n5XhVlbKD8G0urzbnbZCyg/BVl2HdQfi78djUBkWD8OuQvx6UURf6Kat+zJuQvI0ThE/zvZTyJro1CJ9NnUH4jWi2bnoMLs80B+G7PZz4/fhLitXN7sfdxCSxzyYmEZ4E0xiEB9if6Bmflu0RJe5zCTDb9MSsABfRmZxjUHpeS/MT0FxBBFgfSYzvdFqzyZFabTOiB/lzc6x7GNG7eFLkPc6uAF4M/KLEtEDxsu0e267NeavLxgXWraocy1J33vIOsVe0HNt0vKpD0fJqeijFYabxGDRpipZhvzmlmpb3btmmj02T8kO+LYp8v6s435d57ioSU2iqLfPx5Hkj4C0171v1Wb/Auk0fgye5vaP8bgA+TMw9uRMxMsglBbe5IfAyYjijPwH/SXSuzDsEzlz2a+BdXf+fVPYOJiEIvyXDJ2D5MPXPWJ7OfH0DcHvy9/HAvxCT2UmqzvrE5CP75Fx/bWDz8pJTWJ5Z0pcS45J9veS0lFG2C7v+vz/HNiY5b1UNjVOFqspxEuTNW56JioqWY9uOV1Ur+xg0ScrI2wblJWcqlVGGZfVoLVMT58oyynKTnOuqXFWc7yfl3NVkW+ZHdIYaeDVeBNXqJuEYPNfbBHPBH4F/JsYhfzTwHmJ0kCI2JcYzP5O4a+AjwBOZjNjvtPgA8Lvk7z2AZ5a58aY/iPWIAPsjB7x/LvC2+pLz/ywG/gLYjuqHSpG0ug/RmRAjj3RSn0lxF+PdinUusDfVXHwso2zv7vr/9kELDjDpeatj4u9BxrlYU2U5VmHYhfZeRfJ27ZjLl1GObTteVa2M8rqnpLSUrc15q0sZZXjbyKXq18S5soyyHDfdymacAEtV5/uqzl2TkLdx/FvyvBUxFKvaa8UYy07KMdhJN+eW3xM9sP9M9Gb/V+C6gtvcCvgb4m6OJURweV/aN59l2VYQQwaljitz41kL/70UO4gM2ve+RMXoZxlwTvLcpAOJniC/YvWG/QbAQUT6zqw/WZXbnLhF5mqqvRDxLKIMz65wH3sD2xJjNld1MnsY8DiirJqawDS1M7ArUV9/1ef9ZzC4t8ePgQd7Xkvzdj9wVklpHGQ9+o9LP457iJmty/Jk4lbVs8jXm+0gIl/LGH5L5FLgKmIynipsROSliN6yfTLRe/wB2pe3rHYgrpDfDFyQY/2diDGUrwAeQfXleBBxC/kZBbaR1SKi58XNxGdUdd4eQ1zUX8bwIV7Kqo9N1ru6bQfsyeDzShZtLq825y2LBXR6CX2HfJ186izD9Lh9MfWMLftk4g6OutoBc70+VmWGGG8XIjg37m3+6fdkKdEOb6rdVEVbOy2be4nvf1N524P4fp9DtrvjZojg+9rEhfzfDV98pH2Iif1+y3TNG7cNkfbLiJ65VTsA2AL4IeN11MhjHeIzvoNoG3oMnl5bERMpNxl/O5Q4zpU9YWe3Q4iLMD9J/t+E+I4+jPKG3LuPaP9cWdL2+nkSMTTp9yrcRxH7EXWqX/wr9Xg6d339hHwjHHR7KrBe1nGmziFmhS7TSxkcgF9OTGiypOR95rErUfHPY/UT85Z0gvBtHB9+d6LSXUm1+TuEOMlUuY/NiSD8j6kuCLgvEaj+PTFxb5OeTdTbW+lfrgczOAh/AdH46LYfkbf7BmyvTAeWsI3vE591WR5LNKauJMYIG9e+xA+vNxNBrF2IY0o6icotRL2puvfey0rYRm/Z7kUEFtqYt6yeTvzou4t8349DiSD8WcQcKVWXY1of6zhv7UgE4S8Dvkz1eVtIBOE/nPxddX18SQnbKPt4VZWDic9vKfnrTpPf06q1OW9ZrEMnCH8u0YtrXHWW4SHEcfsC4PwS9jvKXkTgp65z5Vyvj1WZTycI/yvGv4sp/Z7cQvzObard9HiKB+F768c8omxuA95Pc3lblwjC/4zsweT16XSYKdo22pwIlt1YwrbqtD8RhL8U+EEN+9ueCMJ/j3wdnMaxMXHMvw74JB6Dp9lj6QThm/p+pRdSq9z/k4l4aO8+5hF1d3/i91yR4Yo2IDp/faDANkbZk/j+TeqxcFsiHn0Gg++GvwL42+TvOyneiW0xca5pxJsZPrvvy5tKWB+/INL0rJ7Xd05en6ar3OM4hMjf+yvez71UP+TPF4i87FbhPo5M9nFChfvI6h1EWgY1ou5k8HevX6P8qOS9Onr4f2xI2rI8rqH8cb1/m2z7VTnXv5zmbydcn5jPouyyvZjxbu+swnpUk7es0vPZT3Ouf0Ky/pE51x9XnfVxMZG3j9W0v1OS/e1X0/6uZPKOV1V5E5Hm83KuvyHNfk+rtAHtzVtWC+nkJW9b63rqK8Pjk3WOyZnWcV1MfXf2zhABwLlcH6uyFp0y2ivH+un35OwS05THBym/fixI3qvjotYwJyfpWDzGOi+kk7eic0p8MdnOBwtup25HE+l+a037OyPZ36Ia9rV1sq+6AoGbYJugKocT5VPHHWyDLCPO6VW6mdGdkdciOnL9N3EhKU89yzOX1jh+k+xnUp1GpG/rEcv9IVmujItiS4DZJsaEP4zO+GuDVH1bkqTJdHCBdVcQPQ/m+pi6/TyPuIUtr0ku22fT3rxpsu1UYN25Vu9eTHu/py+gvXmrywbAwwusbxl2PIroiZuXZdl+RXrBt7F+dF84yHNxRer2cmwTqHrLidEXXkGM0PF84KuMN1yKk1Fnk07O/HhKGku/7iD8bsQV4kH7fSh5/st6klPInUTln0sTqmkyjBpHsgllpSnvMWkFEeT5RQlpaKMin82kl22RW7omPW9qp7lY79p8DGpz3upS5IegZbg666NGsa29uuvoBDx3bDIhagV/l6huy4BvAS8iAvIvIeYtGdWxubFhUabMOcnzQop1cvh/6gzCLwJOJ8ZW7ud04KTk72dQ/wWCcd1OjGdWdEw9Kat1ibHs7kkeP6RYz7EyrEW5acpzW9RSoifi10ctqLG1uWzbnDfVY1WOdax342lzebU5b3WxDMtjWc4dd+ZYp+314/bkectGU6G5rO3fMdXjXuBU4LnEeOevJuIzK5tM1JT7Q9ffW5SxwboC3fOJyrDLgPfPJ676fTf5fzPqG9N1lJU9z91uYvAg/lLZTgLeQEzsNI+YEPJrlHRbTE4vLjlN1425/LnA3sTVXo02zpi001a2g2Y172fa8qbJtJLxAvHWu3Yfg9qct7qM8yPRMhxunKE9Lcu55doxl58L9eOO5LnIRIdSt3GGBZkL3zHV707gM8RkstsAf01MWq3xdA8NtW4ZG1xQxkYyeC9rTmyauooYfuYBYpKD24grDM8kZp5v2seIqx+TkJay7Qw8hpiMYB3gT8RJ4PomE6WBXtrntcXEzNbjBq/L8uQ+ry0m6taVObaXNliuJ/I1yIXERYl0Qg1lczIx0e6wsayntWw/Tlz1b2PeNJlmiWDGKian3k36ef1fiMkwJ6W8+slbhh8kJrdrY97qchExqd0kl+G0+B7xWU9CWU56vZtr0rb2DQy/e3UufdfSwMo4gVNpmH8EXofHYE2GW4nRCz5JHPcvADZtNEXTY2HX3/eWscE6gvAHAW8b8N4dxKy+f07+T2edfTFwCPBPVScug68lj7ZYBBxH/Ajeuc/7s0TD/at1JkqZDLpzZX6tqVjdoB7vRdN0GHExbjHRYFhF3Cp6NfBzmrvoMO2uBnYljsttK9traG/eNLnuBx5Ls/Uu63n9OOCPFadllKuYzO9pGWXYEmOICAAAIABJREFU5rzVZSlRdgcxWWU4jW4BjqS5spymejdXPZe46DXXv2vzgR2Sv29uMiFqlStotk3gMViD3ED0kl+n6YRMie7h1EuZMLnqIPwCoid5v0DdLHFQuKrn9TOJIPxiYnKh+6tM4BxzLHFhY9GQZWaIAOgTa0mRxvFV4jPsdjHj31ZapvOA1/S8djGrj52VxyriWHDmkGUOA95K9CD4ccH9zSUraW/ZtjlvmlxZ6l1Vxjmv70+0rZZUn6yhmiyvfsoswzbnrS6TVobTrKmynMZ6NxfZ1g5PojNB4SVNJkSt4zFYmn7bJs+zdDqPF1L1mPB/DTx6wHvvA/6nz+vpQWpt+g91ofEtIm5z+ijDD8bdNqkuOcrpBODzdMZMPQd4PvkmByzLF2guTa8F/gL4BjGPhMrT5rJtc940d+Q5r29FDJmi0OYybHPeNLmsd+0zF9pMaWei24nhQaRp5TFYKl8az74RuK+MDVYZhN8cePeA934KvGvAe0vo3BJzcLlJmpM2A35C3HKYR13zBmi0+4CXE3eILCR6blzTaIpiMsym0vTx5Hkj4C017XOuaHPZtjlvmhuKnNcPA9YqNzlTqWgZljIxU0XanDdNLutdO7W9zbQHcQc+xIWGcSaHliaJx2CpGnsmz1eUtcEqg/An0b839e3ASxh+kjsreTYIX8z6xJ0F+xTYhrflTZ6HKOkqXImaSNOPiPH0AF6NgaUytbls25w3tV/R8/rawIblJWcqlVGGm5eXnFK1OW+aXNa79mpzm2kB8OnkeZboPSxNI4/BUnUOSp4vKGuDVQXhd2TNcaJTfw3cNGL9NAi/L7A7sD2wcSkpm1s+REwYl9cq4NSS0iJV4d+S562IyZxVnjaXbZvzpnYr47y+tKS0TKsyyvCWktJStjbnTZPLetdubW0znUyMhQ3xe/d3DaZFKsJjsFSNR9MZE/7ssjbab8LUfr4JPGWM7W5A/1taHmL4jLIzxJW4deh/pX0WWJ48Hkz+V3/zKD6u+0rgrhLSMsymxIG/yv0sJOrUXVR3m2Hau/B+4IGK9pHVesQV8eXA3X3e35TB3/2rWXMMuTRvddSHPJ9Vmp9lVNMbfxEwn2icPyzn+vOAO8pM1JjWIcr2XuLYmdWost2Y6EF0e9EEFpDm7T4inVmVVW/WJc55dxPfuXGl39d7iHNk1eqsjwuIOlLVd7NX2vZYCqyoYX91nL+6peVZRN7jeFrPxz2GlLV+Waoow0nJ23yyjwE7SN76MUN8HwAuB7bIuf6gdkvZ6v7MNiY+nzYed6fl90ZZ0nHRLwW2HnPduuv5IHnOlVnaTJsl22vyQm/WvK1PZzLWWaL+lTGfVfo7ZgnTdddZ2pau63fsRkSs5w6qj+ekx6hRcaiy1N2ub/LcP8j85JF2+F1FfB+LfsfSmESTx5lNifKqcv/pOfXOCvdRx+/BSYgTDKuLGxJ16k4G1830+wzlHK82AeZlDcJvTxyYs5ghxnzvbZDdDzyH/jPKzgdeCbyK7D+O7icmhfxPmv3RM6kOB95bcBv/Sky6WaVfEVde/7LCfbyfqHuHU9145c8gJjU5mbi1sUmvBY4DzgVe3+f9cxncMHw18Oue19K83QAcWlIaBzmJGMvuCOCqjOv8H+Bo4FpiTLuyfQPYBfh74PQc63+H6D10QJmJGtMLiDk63k3kJ6tRZft14FEU631R1GHAPxOTfY9z505Z9eblwN8BvyHOYeN6DXA8MdbqDwukI6s66+NewBeJz+V9NezvncBRxOd6aQ37uwC4jjhe1eFdwJEFt5H3vP5i4ETgt8AxOdZ/GfA24B3Ad3OsX5a0jhTRW4YvBP6B/OeIspxIZ2zjvPLWj/WBXyZ/H0YcV8exIdE2+SXRhqla3fXx68AOxB2+VdsN+FryeE8N+3smnZ7SedXxe6MMC4CLkr9fAPxhzPXT70ne9kJZ0uPgUcRFsyxGtZnmAxcTw5i+tIQ05vV24hz1UvoPqTqP+O53p/EUOmPfF/UvwLOB/6b496JOhxLfww8Cn61hf6cATwQOpPrA+ObEKAtnAf9fxfuCTrv+OGKM9qodS//f++Mo4xi8IfHdOwx4ZJ/3Z4GfEXGZG3Lu42DgI8CtwNNybqOoC4h4UtH2+DBnE/HNZ1a4j+8Q340nVLiPrxDzbjymwn30k7UurkPcDXUw/WPUAN8m2m+D4mrj+gGwTQnbWcPORMZ6H+8csPw2wDkD1snyuJL6P9hpcBL5y3SWOLjUcQX/XrI3APP6ApGn3Srcx5HJPk6ocB9ZvYNIyw8GvH8ngz/3p/ZZ/qjkvatLT+maPpvsa88Ry3V7IZ30bzZi2Tx+m2w77w+my4l63qTXEnkYN7jRXbYb9Hn/YurpcTzMMUT6jh1zve68Zb3I3M+bk238NOf6JyTrV9mY61ZnfVxM5O1jNe3vlGR/+9W0v2XUd/v6ZnR6YDRxXn9Tso3zcq5/fLJ+ngB+mW6h/DJ8Q/LeKytP/XA30Fz9WNi1nTxtrUXJuj/Ouf9x1V0fL2a8O7WK2JvI2yk17e+jTMfvjTKsRSfde+VYP/2enF1imvJIz5V7j7HOqLZ2Oq76+YVTV8zJSToW93lvA+JCaXf9O4/oCVmWLybb/WCJ26zD0US631rT/s5I9le0B3cWWyf7Oq2GfUGnXf+8mvaX/k5t8hh8LMPjC92Pm4kOvnkcnmzjxmLJLWQZcU6v0s3E3TRVupzq70D7DfF51WmcurgseR50V9sTupZ9ZUnpWwLMVjEmfL+A+H3ESbHXlsQVwgML7G9n4srEkwtso42KBCNXEL2E6rhlS+ObT7kNxjI0mabuBn+eH0UarLtsH95YKqrRnbdHNJYKKZunUWzIB8/rYcsC6056GRbpWTPpedPkKtKLzno3Paa9rb0d0env8K7XbiM6GtUxZIhUlV0LrFv0GLyIuLjxUbJfUNmK6btIpcmXpy6uM+L9dLLi+4jh2UtTRRC+Xw+YL7Pm2HczxO2ZRQ4cqYXA9wfse67K26BYQdzO/IsS06JyrAt8kjgQPEAMXdF0YHQtmk/TdXQaDzvWvO+26y7bccf4nXTdeSsSmJPqUKS95nm9uDaXYZvzpurlHePXejddprmt/XzgQlYfOvEh4EXkHxZDmhR5exoXPQZvRnSmfW6OdQ9j8joUanoVqYswOBj/HaKj9z6UPI9LFUH4fgG4z/Z57Q0M771+P51hDu5j9AFmIXGFosiwAm2SZzzcpcQYh18vOS0qx0nE92Yd4rv7dGLMz6xzO1ThxROSpnTCD4Op5UvLdlpuFx9Hm/Mmgef1MkxLGeYJhk5L3jS58kwcZ72bTtPW1l4EfI6YC2nTrtdniSEmz2oiUVLJ8kykW/QYvD5wJhGczGNt6hmKSO1XtC7C8PbzL4jhz0u1oOwN0um2n7qZGC6md7/v6LPu3cTYsV8hxln9MTFQ/mlEoG9/YhK8F9KZpbbb7sQkKG/ImfY2OZ0oi6zBpXOJSWqWVJCWLYBt6cyQvJQYX7zMGZ/bso9h+k10tJgYSuO6mtLQq9+FtMXEMFGlH7CGuIMYX67fuOUqJi3bUbdsTaM2503t9CDZ62uV5/VptpIYQi2LaSrDlcQF8KwdbKYpb5pcS8Zcvo5613R7va2mqa19IBFg3LbPe28DvlRvcqTK3EkEtLN2gCvjGPwhVr+zZFyriOPJpPIckl3TZVVGXby5pLRkVkUQfr2e/7/NmlcXnsmaY/D+hOhVe2vXa78kgvCPIyaSOyt5vJuYVOZZffb/GuAD1DOJ5CS7hSjnzwM7DVnuQqKH9WmUO3HCImJW8GOIgGyvWeB7FOsxnXUfK2vYxxkF9pHVoB/WWYMJVRj0+dWdpnWT5zy9ATRcWrZtHDMzzdvyRlMhZfcp4FCaOa+3xZXEUGptK8NZ4Fqizd22vGlype2uG+kf8ExVXe+yttePA/5Ywf7ngmloaz8ueR405vS/E53UtLo0LrMbsAdxLrmvueRoDMuJz+oW6jn37w28vsD6AL+nM+LFpKgjdtUWWcuq6k5uZdXF2uMAVQTheytmv3Gmntbz/3nEj8reIM+vkuddiavu6cngWuDZwIeJCtBtAfD3xG1mc915wC5EBd2NuBVvlrjj4E/AJax+0aMsxwL/xPDbjGaI8cBmiR/DVe5jWY7tj7uPOiYG/mqSpm4XE9+HppxHXPjqdjHwhxrTMB/YIfm79iuZLdddtqWOhTYBuvO2tMmESGO4lmbO621yH3AA7SzD+4lJE9uYN022FxLt7Sbq3Tjt9f2JOzaXVJieNpqWtvawO8C/Cry5roRMmTQI/xo6v+tuI74n/R4G6SfLSuprG76xhG18uoRtlGnc2NVcHs9+nLKqOrg9tXWxiiB8b8DzvD7LPLrr7xXAK+nfyzINws8jDirndL03CxxPXJXvvQJyBPA6Ju8KWxNWEVc+L6xhX4uI8f/HmRRhhvEmfMyzj3VHL1J4HxuPuY88Tkj28xKiMXwOMaN53kmxyvAF4C8aTtOT6NyBc0mN+50Lusu2bZNXdeetqeGcpDzqPK+3VZYyfD7wTuBE4Pt1JKokbc6bJlcTx6U87fWtiF7SL6giQS027W3t84ghbb37J7stksf+A97/M8OD9PdWmjr1quMYvJAYuaKIJUxOED5v7GqbSlIz2fKUVZ6OtuN4SsH1l9CiIHx3b8lZ4Jo+y3SPG/8DBveavRG4iajoj2P1IHzqeOAJRM+f1MbEWHA/y5ZklWAz4EfkmxRhIXFFcdRwF0X2AdluiSm6jyq+U6n7iAbk64kLC5MwLtmDNJ+mtMfG7RiUKlt32bYtUN2dtybvJpE0mV5OjDN5KrAjnUkJ26DNedPcUKS9fhjRZs17p+xcNM1t7duJOzUebDohLbN58thvwPvdQfprWT1I3+RQqspvb7LPN9jPCqKz3j3lJKeQIueQjYgA81wZzrSMGFwVx9/tCqzbaF2sImDYfYvaPfQfj7u7wvZO2trrV8Dz6Izx1msZ8HdEML/bEzAIX5d0VuK8kyLMEAf0YT8Ci+4DRs/CXcY++k0YXLYHmLzxGJtK0x50rsh/g2Lj/2t1vWXb5B0XZWtz3iSV4+NEj5+NgLcQvcbbos15U/sVba+vTQQP23aHX1Wmua09S4xb7Gc93JUVbHNUkB5irr+rWbMX/RImI1Cr8qwgjiP9hqquWxmxq42YGx0YyoiPbUI1w5jdx5rzkWbReF0cNNFjEd09CgeNIdx9Ihx1gL04ed5ryDI/BC7qeW3rEdtVeYrOSjwL3FXDPs6vYR+fL7C+xrOAuIVoAVH2H202Oa3S5rJtc94kledHwM+Tv19N9bfV1qnNeVP7FW2vryImMdRo095m+gxwRtOJmAK3NbTfvYmhod5C1K3vEMMd3U0EOC8gLvx8EPgb4C+BxxABUE2PpcTn/PWmE5KoI3bVFmWU1Z9LSkuvH+VYZyLqYtae8A8new/f7kk6NiQmiejVPSv9ngOWSd3atdzuDL76fh6r3yKx84jtqhy7U3xW4qsYPpv3biXtY9gtKw8vaR/pxChNSod7Wp/+aRl28W3bPus8LHlea8D2ypQ2qrZj9PBE7yQm1wL4brJ8FelLhzHaMuf21ybKvMl6sVXXc5Z0ZC3btGyazFt6wTXr51N2vUnntFgv53bS7+vDCqYjqzrr4yOT50U17S+dm+OR1DOR8AxRnnXkLT0Ob1HT/nptmTyvm3P/6fdk65zrl2mcPHyJmHh9K+AV9L/DMj2+Np23cetjlrxl1f0bYTvGv7soPfcPareUre76uA7x+dSxr7Stu3FN+9skeX4kcEcN+9uF4u31q+lMMjqO7t/Nj2T84WzS70ne9kJZ0nPldsRkzsNkbTOlw4vkPUeUpXvo0XuA/0u96UmH6qir3VOWh41epHabJo9BoyEsJYYu7n7c0PV3OiZ92s5eSD2fSbq/bWraX53t+nQC3+Vkv3h/EXGR5UaKpzEdi31+gW3VEbsqaj7Vx12y1JuyymrHgtsY5DPA4cAGGZcvsy7mtRZEgzCL7xCTL2YxQxzkUvey5iQo8+gU1kqGNwC6l72PwQ37Bax+O8IKJm/IjjZal+I9qB5keMC1jn2sxfgTuI67j7qsTTRCB30HFjL4u7+EGPerW/rdWsXqF9mqkH7Ww77rEPnrnpm833GmLBsQx6Hf02l8jLv+DM1OUJTW72WMHr9unLJNy6bJW0bTvGX5/lVRb9LvW94ySOv8ihLSksUCoj7WMY7hTLK/Uef5sqRleT/13C6/IfUcF6FzHG7qPJN+z0YdmwdJvydZjkFV2pDx62N6zlxO/6DbOMfXKuWpj6PyllV32/9Kxr8bNV2/rmNF3fWxznNl+rup6GeaVXpereu423sez6PIcTQNsl7B+JPz1V3PB6mqrZ3n+Fq29elcEGjifJmW7bVEAHlazCPSPY+op+nzNJtNHquoty2anl8eINr2Vavzd+Z84ju2PPl7WMe+lcT3r8wySNvCReJ8dcSVilpI1N0qf19kqTfTUFbziXTWXRfzStuDlTiTzoHvqRmWefKI7d2RLHf0kGUe17W9WeATY6RX+V3G6uU+7uMaRk/w8bsa9vGRGvZRl3cQaeqdJyF1J4Pz0e/7elTy3tWlp3RNn032teeA9+cB/87qaf7HitP022Q/r8q5/uU0G4AHeC2Rh9cOWSZP2V5M8ye0Y4i0HjtkmSrrzZuT7f005/rfJ/txZlofl+Qsm3Gdkuxv2PijZVpGnJ/qcDSRt7fWtL9eb0r2f17O9Y9P1j+mtBTlMwv8Zsx1Pp6s94cB778hef+V+ZNVijz1cVTeskp/MM4Sdy+Oa1Gy7o8LpiOruuvjxdQ3CejeRN5OqWl/Jyf7WzxqwZL8iuba62t1bWfYMKmDpN+Ts3PuvyzpuXLvAe/naTOlw9WMGvqzahcl6biT4p2r8vhisv8PNrDvsqV3NTwD+CvgfcQdVOcCN9F823Lcx5/KLZ6BTkj297ya9nc59Q2N8iQibycTx4ndgWcT42sfTUx6vZjqLkAdnuz/xgLbqCN2VdTNRMfIKmWpN9NQVtBMXcxrCTBbxcSsAJ+iE8w7HPhJn2X+ATiIKLRPA/sTtxX1czFwMDEG2JcHLNN7haXoDwpls12BdbPOSlzHPrYY8X4Z+1AxGxCNv8O7XjsfeG8zyWmVNpdtm/MmqXo/Bf4aeBRxp1ibJuJqc97UToM6aWRhe320trSZvkd9F77aahkRTxkUU1mXGJZp+wGPSRziRuVZRQRpL2s6IWOqI67UFtNSVlNXF6sKwn8DuI44ML8M+D+seTvFucB7gHcTjf8fEpNt3MqaLiOC8LsP2edWPf//etxEK5c6ZiW+j9WHOKpiH3kbao3PrjxHbAeczuoTg9xG9NKfhCGAplmby3Ya8jbbdAJqMBfyqPbq7tm5F3BWUwmpQJvzpnZaZ/QifdleH20a2kxZnd10AuaAaQvS2xYV1BO7agvLqiJVjUezHHhX8vemwN8OWO4f6QwbcwBwIXEbQa/0qsawIPwBXX/fTvO3w80VdcxKnOf25HH3kWe4hImYXXkOeD5xbOj+UfAQ8CJiAh7l1+aynZa8/b7pBNTAO9M0za6j05OnqsmlmtLmvKmd8gyBZ3t9tGlpM2U1NT0iWywN0v8Q+E/gROAlwIHEfArrAbsCzyQmf/xn4FRi2Lsqho65roJtavrUEbtqC8uqIpUNCg98js7YoScyOID+JuDviEbVtsQksL0TOqUn0p0Y3Hv/RV1/f5p6JgdSXGwZ5zaTc4kxCL89xjr/WMM+vlzDPjSeRcRx5BusPp7XLDE+uz328mtz2U5b3vrd/dU2NzedAKmgdJiWLRtNRTXanDe1z4OMNzm07fXhpq3NlJVxgMlXd5DetqignthVW1hWFalqOBqIBtKriavq6wHfAh5P/3Hf/404AH8oef+2nvcvT57XAnbu+j/1HDpX7u8lJotQPa4kTo6fJy6SDHIhcBJwGuPfDlbHPv5Uwz6U3ZOJYay27fPe24jxKpXPs4nGbhvLts15k9ScO4jb5zdoOB1VaHPe1D6riJ7Zy7G9XtSTgO9im0mTadqGu9F0qCOulMUjiCG5NydinH8GfstkXSyalLJqnSqD8BDB8tcSM4XvCpxBfJB391n2EuCQAdu5kRiTaAOisnYH4TcCPtb1/zupb/ZrhfOA3YhZiJ9KHFRWAbcQdzH8D3CV+1AG6cW0Twx4/9+Ji3bK5x+IBms/0162bwcePuC9Sc7bN4BLm05ExZbUtJ+9k+fHEA3CcXpLSsOsmzw/0GgqqtHmvFVlhpiraFHGx07Ej2yV4wFiglbb6/mk58qPDnh/kttMo5xKzG9hLKD9xg3Sz5XJNDVaUzGfRcBxwDFEx+Jes8Sk0vMr2HdexscqUHUQHuIq+k7EJKyLiQlTj2L8MbiXAI9m9TEr5wOfIQ6sELc+2Au+GSuIq1+nuQ8VMGwC3q8Cb64rIS01KADfhrIdFICf9Lz9MXmouA2T5/8iblv+NnEs/wn5J9+W5gM7JH9PUg+lMrQ5b8PMJM+bERftsgbTux9VDump0Wyv57fhkPcmvc00ygeI2EDvXfWae0YF6TW31X0OORb4J6L9MMgMEexeRQy9Nik835asjiA8RIVbQPRS3wX4JXGb2ynE7YRZLCGC8OmtEBsTJ9kjkv9/TszC6y0QUvucB7wcv99VaHPZtjlvGm4r4HXJ416ip8bpwPeBOxtMl6bPk4hhFSHfJO6TbFrzNm5P9N7HJsl27LgjdbShzTSLAXhJk2MR8FnguWOsM49OO0UtVFcQHmJg/2uATxK3B30EeAsxftCpxHAzwyxJnh8NvIEYLzrt+XgacVvH/aWmWNIkuB14IZN1Rbgt2ly2bc6b+hsUOFhI3IF3FNGb42yi3fBt4PpaUqZp9prk+XZimKM2mZS8pUO1bA38DfZEl+pmm0mSyrUZ8CNgnxzrrgesDTxUaoo0EeoMwkNcBfoV0YP9AGA74FPAx4GfAWcSk+3cQgTU1yVumdsG2D3ZxlOTB0Tvtn8gxq6b5qv2kvqbJS6w3dB0QlqozWXb5rxpsN8TF+qHWUDMP3MIMZ/MBXRusbwU2xJa3R7EXZYQ8zesbDAtZZukvK2fPD+a6KTTRiuaToA0gG0mSSrX+kRs87GjFhxghhj5wzt7WqjuIDzEj+TFRI+0twOPI67ypD+Ks7gZ+G9iQpkbK0ijpMnwGWJCZ5WvzWXb5rxpsDtyrLNv8vgn4GoiGH86cC7tCrhqfAuATyfPswyexHAatTlvk8rjiSaVbSZJKteHyB+AhxgX3uEzWyprEP7pwMMq2P+/E5Oq7k3MursNccWn2zLiFrllxHjws8CJRGP2aRWkSZp26S1P2xBjO/Zae8i6B7PmBJcHJM8bDthemboni3oAuKiGfY6Sjsm2P/l+RG9EHGubzMcTev4vq2w3Ia7UN5m3A3v+r7ve7Jc8b1HjPtXfLgXX34kYJu8twD1EPbqQ6CHf73bQ+cSwGHV87ouT531r2l+vxyfPm+Xc//7J85NofhiRrHl4GZ1yP5/oNPK4PsulyzyR+NHUlHHqY9a8ZbVu19/PodNuyGqzAvueFvOp57ubTsC+S037S+9UPpTix+As1ibaVU0cB+d3/X0o8ft1HOn3ZCuabS90TwxYVpspLZvNS9jWNEsnuq7r+6fJk55LDyaOVVXbiDgu1lHf0mP87jXtr1ca41i/of1n9Ujg9QW3cRPwkoLb2IKIB21EDPu3FPgjEdyvs96oYwOI4EkW/0K+sYzymKFzcWAFnVvDN6ATbDkLb+uUBtmaOODeA1zZ5/3H05mIrddZrHlc2IRoVD4E/K6kNA7yRDq3pf8BuLbi/WWxO1FevyLf3UOPBdZJ1m/KtsTQA6myynZPYrzt80vYVl4PS9KRqrvebElcuLoF78xq2qbAI4ggQJmB3pVEZ4BbgT/TmVD+acTQeeeVuK9BtgYeQ3PHxS2Isr2NfOPoPxLYlTiH/KnEdI3r6cDdwC9HLLcTsGPy9yrgHKIzSD8PJ84TlxI/mpqStT6Ok7es5tEJSJ7L6kH5LNYCDiqYhrrMEseAFclj0N/93qtjvO0NiQssNwCX1bC/XYnv96+IH/hVO5gox3Nr2FevGTq/h89hcFt62PpPJM4jl5eYrnEdSBIIoNxzyoHAXcRd73PVDsTvpktxfP256rHEb4MbifbSvVQ71OGBxO/MsyrcR2oR0aniOuCKGvbXa2OiDfMA9Zzf8tqdNTs1jusKopzHtYA4Jz+MTkyl123EOWBt6qk36tiT4R1iJ87WxAFslhhLXlL7XEl8x+9g/B/xk2qG1XtPNeG1dI6ft1Fe2XZfNG3KMVSTN02v9YHnAv9FBDtmS3ysAH4CHEf8wK76wmTq6GT/b61pf2U7ns64w02aBX4z5P15dOYZSh//OGKbb0iWe2UJ6StiGcPrY5681WUR5X5Phz0eJC6aXkFcjPkB8BXgP4hOR+8A3kiMl38oEeDYg+jcsD7ZOzA1ZW8in6fUtL+Tk/0tHrVgSe6i2QB2UQtovg6l85/cSbltpknIm9S0M1j9nHMH8C2iHbQ35d8NeDlxXKzDk4g8nVzT/qbVZRRrp1zD6qMDZHUscVzPso/lRKcUNaDp4Mk47u/6O0+llDQ9TqN4z7xJMctkjQX7Gcor2zQoOSnKzJum1/3EuO6nE+2cA4HnJY8dhqyXxXyiJ+bByf87Ae8ijlmX4MSu02wD4EvA4V2vnQ+8t5nklKpNeVtGBBzuInpe3zXmw3OEmjRJbabTKff7MEl5kybFJnTaoBBB0p8BZyePS2h2KDuVr0iH4RXEkIH3jLHOIuCzRAekrBZgx7XGTFMQvvuWrnFv/5M0XX7cdAJa7JtNJ6BCbc6b8llB/Nj5GTHW+550fgwVGQM7tS7w7uRxLRGMPw34BQYkpsl2RECqexIazeotAAAgAElEQVSt24Cj6D8fwDSZhrw9RPTcHhVAX4pBdKksZzadAKmFRrX9NiGCpWnA9C7WDMpPUuctje8+8sUrVxB34f1ijHU2A35EvqHD1yKGRpmUtuCcUWcQ/hnAXxM90jYGlgBfAD5AtgZ19xXCtcpOnKSJcmnTCWipFQwfimGatTlvKscs8L/J45+IMRPTH0IHUXzYqO2IYWqOI24//g4R/Pwh0SDXZHo+8CliToHUQ8CLiHG1p9m05O1+YggYSfWZy2O3S1W5iJigPKtFxF1q6Z1qaVD+p0RQ/rcYlJ82PyKC6eNYSkyS+u0x1lmfuJj62FELDrGImPNKNSp7TKp+FhC3R/yA+KG7BXHFZRfgPUSP14UZttM9gL29y6R2s7FRjVto7/HzVtqbN1XjOuCjwCHEJFovA75BOQHzTYFXEHdn/JkIxr+KaAPNRbf2PE+CRcDniM+8O0g9S3xWWSerSvN0W3lJK6ysvElqL9vaUvmKtiHToPwHgQuA24nA7N8Sd3A2Pc+YRnsX4w0ncy4xX8A4AXiAD1EsAL+K6DSkFjqF0RMDfC7DdjbvWv4xlaRUUtPSiVn3bDohLZNOzDrNk5kNkk7M+oemE6LWWJfoxfQp4sJVmZNCriR6OP0tsOMYaZr2iVlngEfR/KR96cSszyZ6gvf7jMYt40nJWzoxa5l50/TZFydm1XDpxKx7N50QqYVOoNrJxe8i7rR8C3G8d2LWyfQE4CqGf5YXAEeQr/2YTsJe5PG/uXKmibcXcYVlVAVYRfyAGWaHruV3qii9kpr1GuL2WCdfLtfjgKuB/ZpOSAX2IvL2hKYTolaaDzyRGDovvUhY5uMSYmicfRneCJ/2IPykmCV6qQ36PKb5h+VK4AHamTdl9yI6P66fSvVDeBqEnz7HEGW4cdMJkVro4cTwal+h/I4c/R4rgeVE+3A/qh1u2iD8eBYQc1B9BPgWcXfiJ4C/AXYuuO3/oHjdOb5gGjSh/p7sleANI7b1lK5lDdBJkqQ6zQB7ACcCv6L8H1Lp8DhPY83AmUH4cgwr/6/QfG/2ItqcN2WXBuHTxx3EHccvINvwn+MyCC9J/c0Au1NvUH4p8F3g74D9KTcobxB+clxGsXpyDcZUW+sTZK8I7xyxrVfRaUxKkiQ1aVvih9UPiF5IZf6IupOYvP5IInBmEL4cg8r7XGCdBtNVhjbnTdn1BuG7H8uIYQxeQ8yDUQaD8JKUTRNB+buB71FOUN4g/OS4n/x1YjnxWaql3kf2yvD6Edv6fLLcOVUlVpIkKYdFwIuBLxM/eMr8AbUMuDD5+111Zail+pXvn4nbx6ddm/Om7P6SbMeVVcDPiQt7RW6LNwgvSfnMALsRI0J8GbiZeoLy3wfeBhzAeEF5g/CT4zbyB+CPbCC9qtGxZK8M2w3ZztrArcmyJ1aYXkmSpCLWAZ5FTIz4J8r98fSdGvPRRv0Ckc9qNEXlaXPelF3eydp+B5xEjCk8ztBFBuElqRxNBOXvoROUfzzDg/IG4SfHlxj/s74LOLyJxKpee5GtQrxvxHZe27XsHlUlVpIkqUTziB81/0zx8RsNwhfXW56fbjY5pWpz3pRd3iB89+MG4OPA04mOUMMYhJekaswAuxIjRpxK+R07BgXl/wd4O9F+7Z6jyCD85HgU4915ew6wfRMJVTOuYXBlWEV8iecNWX9h1zZOqzSlkiRJ1dmN+GFzLgbhm9DbI6iscbEnQZvzpuzKCML31qUvAkfRfxI3g/CSVI8mgvL3AmcAJyT7NQg/OZ4AXMXwz+8C4AjGu8NNLfA6OpXgAeCTwOeIWx73zrD+fyTrrgAeW1EaJUmS6vQw4K+I24AfJNuPoQ83ktL26C7LNzeclrK1OW/Kbl3ghcSt6kspNxjzIHG8+itg62R/BuElqRndQfkvUU9Qfhb4aR2ZUyYLgOcBHwG+BXwD+ATwNxSb70VTbj5xBSb90p7G8J7v3d7etd47KkmdJElSszYkepp+kQgyDfrh89amEtgSaTneRgQr26TNeVM+awPPIH6Q30i5QZhVxB09P8cgvCRNghlgF+JC6ZeAm6gmCH9RXRmSlN8jgVvofHHPArYZsvxCYizCdPnT8RYKSZLUfmsTYzF/nBib2SB8edJy/NemE1KBNudNxc0DDgDeC1xK+UGZJcTcF48ne2erPAzCS1I2VQXlDcJLU2Iv4Fo6X977gM8CLwD2I4aaeQ5xq3X3TNDfYPSkQJIkSW0zQ7SRTgJ+h0H4otK2ZV29duvU5rypfLsAf0dM1raKcgPyNwGnAM8C1ik53QbhJSmfGWJCz9cRd17mDcqfW3fCJeW3FfBNsn257yOGoJnfSEolSZImS9kBrbkmHUZjQdMJqUCb86ZqbQW8FvgusIxyA/J3A18GjgY2LiGtBuElqRy9Qfmsw5Z9tInESipmMfB/6X/17TLgPcQQNpIkSVIZZoH7m05ERWaBB5pOhKbehsCRwBeAOyk3IP8Q8APgjcC2OdNnEF6SqtEdlP8Cg4PyJzeVQEnl2Ji4JXIH7OElSZKkaswCf246ERVZRQRNpbKsBTyN6PV4PeUG5GeBXwInAnuQfe4vg/CSVI8ZYGfiTqkv0JmnyCC8JEmSJGmok4CXN52IirwTeE3TiVBrzQD7EncrX0L5Afk/EJMKH8jwoUgNwktSM9Kg/D5NJ0SSJEmSJGku2An4W+BnwErKDcjfDHwKeA6wbs9+DcJLkiRJkiRJkuaULYBXAacT8xKUGZC/F/ga8FJgEwzCS5IkSZIkSZLmsA2AI4DPArdTbkB+efL4U12ZkSRJkiRJkiRpUi0ADiIm8VtCecH4B+vLgiRJkiRJkiRJk28G2Bt4F3ARBuElSZIkSZIkSarM9sBxwFmMP7GrQXhJkiRJkiRJkjLaDHg58E3gfkYH4W9oJpmSJEmSJEmSJE239YHDgf8CbqN/EP7yxlInSZIkSZIkSVJLzAeeDHwQuBqD8JIkacrNNJ0ASZIkSZIGmAH2BJ4HPBo4utnkSJIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZIkSZI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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 416,
"width": 752
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
"\n",
"========== Exceptions contiaining 'M' (18) ==========\n",
"\n",
"reference number: 12\n",
"tune title: The gold ring\n",
"origin: Ireland\n",
"book: Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 12\n",
"rhythm: Double jig\n",
"transcription: Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
"file url: http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0012.abc\n",
"meter: 6/8\n",
"unit note length: 1/8\n",
"key: G\n",
"tune: d|cAG GFG|cAG G2d|cAG GFG|cAGF2 d|cAG GFG| cAG TA2 G|FGA (Mfed)|cAG G2:|d|cAd cAd| cAG G2d|cAd cAd|cAG F2d|cAd cAd|cAG TA2G|FGA (Mfed)|cAGG2:|(3d/e/f/| gag gdc|BGGG2 d/e/|=fgf fc_B| A=FF F2d|gag gdc|BGG G2d|=fgf fed|cAG G2:|(3d/e/f/| gdd fdd|gdd fdd|gdd fdd|cAG G2 (3d/e/f/|gdd fdd| gdd fdd|(f/g/a)g f2d|cAG G2:|D|Gdd Gdd|cAG G2A|TB2G TA2G| cAG F2A|TB2G TA2G|TB2G TA2G|FGA (Mfed)| cAG G2 :| (G/A/)|BGB AFA|DED FED|Add fed|cAG FGA| BGB AFA|DED FED|Add fed|cAGG2:| |:(G/A/)|BAB DED|AFA DED|Add fed|cAG FGA|BAB DED| AFA DED|Add fed|cAGG2:|\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {
"image/png": {
"height": 1013,
"width": 753
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"\n",
" ... \n",
"\n",
"\n",
"\n",
"========== Exceptions contiaining 'S' (11) ==========\n",
"\n",
"reference number: 29\n",
"tune title: Cherish the ladies\n",
"origin: Ireland\n",
"book: Francis O'Neill: \"The Dance Music of Ireland\" (1907) no. 29\n",
"rhythm: Double jig\n",
"transcription: Transcribed by Frank Nordberg - http://www.musicaviva.com\n",
"file url: http://www.musicaviva.com/abc/tunes/ireland/oneill-1001/oneill-1001-0029.abc\n",
"meter: 6/8\n",
"unit note length: 1/8\n",
"key: D\n",
"tune: (3A/B/c/S|dFF AFF|DFA AGF|BEE GEE|GBA GFE|dFF AFF| DFA AFA|Bcd efg|fdd d2 H :|(3A/B/c/|dfd cec| dfd AGF|BEE GEE|GBA GFE|dfd cec|dfd AGF|Bcd efg| fdd d2:|A|dfd cec|dfd AGF|B z E G z E| (GBA) GFE|dGd cFc|dGd A2G|(A>Bc/d/) efg| fdd d2:| B|Add fdd|add fdd|(A/B/c)d gfg|ece gfe| agf bge|afd cBA|(3f/g/a/ B2 AGF|GEF GFE:|f2f afd| fed cde|g2g gfg|ece gfe|agf bge|afd cBA| fdB AGF|GEF GFE:|DFA dAF|DFA BGE|DFA dAF| GEF GFE|DFA DGB|DFA d2e|fdB AGF|GEF GFES:|\n",
"\n",
"\n"
]
},
{
"data": {
"image/png": 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