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DDC_sentece_test_330K.ipynb
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{
"nbformat": 4,
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"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
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},
"file_extension": ".py",
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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},
"colab": {
"name": "DDC_sentece_test_330K.ipynb",
"provenance": [],
"include_colab_link": true
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/erogol/32d22e21eaa1d0cc0cb52f0fd0c72c55/ddc_sentece_test_330k.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "410UIOxTH8IA",
"colab_type": "text"
},
"source": [
"## Double Decoder Consistency (DDC) TTS model samples with 50 hard sentences. \n",
"- TTS models uses Griffin Lim for the voice samples\n",
"- Some initial results have pronounciation errors due to failes char to phoneme conversion.\n",
"- Consider that no punctuation has been provided for the senteces. Therefore it \n",
"is normal to hear some samples with unusual intonations.\n",
"\n",
"These sentences are taken from https://arxiv.org/abs/1905.09263\n",
"\n",
"This Notebook is created to accompany experiments [here](https://erogol.com/solving-attention-problems-of-tts-models-with-double-decoder-consistency/)"
]
},
{
"cell_type": "code",
"metadata": {
"Collapsed": "false",
"id": "ZUvplZSYH8IC",
"colab_type": "code",
"colab": {},
"outputId": "fdb9fdf1-621f-4859-f92e-9a878334ee45"
},
"source": [
""
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
" > a b c.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
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" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > x y z.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > hurry.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > warehouse.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > referendum.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > is it free?\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > justifiable.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
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"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > environment.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > a debt runs.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > gravitational.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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RMhGLkQjPxc6/DWqMdUqFCDREUICqPSk60/oEeqa7uTyjPRY8tbsFuZb4E7dRN303ovgiOBF3qjaf9dv1k3YVdzH4HLkLefV6b7tZfOE+qECRQufFFwfiStmOEZE6EzsUD1Q6ksLRmFAWjssNkIvwSW4GhcQMAei/0X3F+zL3cfNkr6vsqSr8qnHrHCyprkWwhjMv9fR45nua/fs/owGYg9jGd4j2C0yNig8Uz+IP7Q8jjYuLcEhGxbwC+wDUP369mXw8Omh5ALhdN7r28bYZ9UD04rSQdTx19fcSOJ26H/w0vtNCjsZ5iQAK/orcCoJKTopLiuaLWsuASweJiIekhVKDBwBcvM85K/VsckgwWq8oLs+vmrDLcrc0dHZ3uA/5t3qM/He+4gLZx6gMZFCfE/LV6RbfluuVypQZ0XROBIsSCCLFWMLnwH396bt0eHm01fEC7XvqFejdKaYsYfBGtIq4PPqdvNO++UDlQ3AF8khQSvnM0k7TkD9Qf4/HTpiMDkjrhPmA072o+yj51Dm/eWr43Hdu9MkyXDASLsFuhW8OsHnyXHWXebL9+IHeBTAHFUhASSxJpcqyS8ONfs4GDtQO0I5/jNZKgUc/gkT9uniatORyerFVseAyxHQO9Na1LvUq9bw2w3lAfFQ/hoM1xkRJ18zkz0URAlGzkP8Pgs55TEDKdIeWhTDCpECgfs+9cXuauYd3GHS1cy2zRHUYN3L55Xxn/iW+0P71Ppr/WkDcQvbE2AaaRxfGH4PPAaVAOL+Wf9SANoAFgCw/Jj2bfAK7Uftb/Ay9fn5dvxr+tP0hPD98XD55QLJCRYM0gnfA778TPhI+e/+MwU+CDoHbQOg/u/6Zvq0/dkC7AWfBGgA0/y7/OEAEggNEOUV2hZfEtMK0wMZABkAXwLgBMEF0gMk//f4H/P/7qPs2upw6IvlAuTH5Q/rS/J9+Vz/WAMjBU8F9gWCCbcQAxqfIjkoXSmCJdodgBXFD7YNFg1NCisDqfeh6S/cdtJ+zijQL9Xe2kvfneF44vLjsOg/8kn/GAxaFRsaPRzkHscjTypCMOMyiTAbKbIduBApBQ79xPiy9gr0xu615qfdstZN1BLXDN5254TxdPq0AAcExQXLB18LcxAmFrQbRiDpIjAjBiFRHCMV/QtEAqj53vLg7SHrsOsE8Iz2H/xa/tf8jfj18rftuep86/PvDPf+/wYKPxN6GFMXvBArCJUAkvsO+o/8nQIqCusQJBZGGXoYoBJvCZwAefro9YLxKu+n8T/4YP5a/zD6+/DR5aTaPdIMz6TRI9h032Plrugw6fvo6erz76f2jvzRAMgEjAmbD+AXkiIQLig38DpiOag0hS6RKLckGiQmJhQolCaHIKEWNgo9/Tjxtua53cXVMs+Qy8DLRc9V1A3YwtiI1zXX/Noe5PPwBv86DPUW4R6TJMAoBCwvLrQuby0lKuck2x5+GawVrBJdDmIHH/7m83Pq6uIg3YHYt9Tg0aTQWdHi01rYWt5c5AXpZ+wl8DD2/f7ECaIVDiHXKYEu2C62K4QmwSBuHCUbvRsKG+oWdQ9WBmX91PWn8Ont2Osb6XLmWuVM5jXo2ukw6yHsYuxC7cjw9PYG/dT/kf9z/2cBzQQPCLcJ+wjQBasByv8bAk0H6Aw9Eb0TPRRFEksO5AkHBgYDKwFaAD8AYwDRAFsClgTFBSUFHgN2AMX9K/uS+R36Mvyc/qcAZgEuAEv9evo1+nn8rP4w/zL+ePx4+jz43vZx93f49/dF9iD1yPV297D4IvoF/RMBBAYNDAATRxkCHIsavxfIFdcTIxBsCqEEyP9E+inzweuZ5X/hj98K4AjjWOY452DmFeer6/XzJ/4YCeUTYxxEIbojISURJWsitB32GGwUQw5FBpH+hvgS87nsCebG3zjYsM1bwgK7iboewArKgdeL5rzzdv1TBdUNbxdaIWss3Tk+SIJUAF0cYjRkDWKGWuhNbTxKJpoNj/YJ5ZXZ4tHDy5DFn72KsxGpj6F/n8miUKtvupnQ9OueCIUimzdlRjxNsky2R0FClz8IQGdCiUVFRo1AQTJoHFkDjeq+0Ty58qNplbGQY5bBpNu4Osy21z/aZ9hk2ILeIuvs/TQWai/UQ5VQalUZVExOTUUyPHA0NivmHS4NBf3k8ePrNOiL5Z7iQN0b1KzHIrwZtwG65cKPz8zdkusw9kL7BP1HAZwLrxo2KRYyejR7MggvaC3+Lj8yGDSRMUMqFiB+FAAJKgBy+9b5xfdk8cjmU9sI0pnMAcvqy7HOVNPq2XDiIuuM8aL1RPkS/jAEaQpuEDMX2B6dJnst6jEvMict9iP4GUERPQkQAWH5APSF8YvwPPCu8H3xoPLa9Gj4U/tg+R/xn+ey4wToNfLP/TAIFhBOE6MQaAmLAL35iPdF+q0AoQc5DGEOow+JEUsU2xVGFBUPowbQ/An0gu4f75j2+QAXCEkGG/oR6IfWzspvyOjO/NqM6W33KAKJCOMKEg0JFCogLS1GNig6aTtQPB89BT7bPsA9NzeUKKMTav176VzZ2809x+TEvcOMv5q3Eq8Mqm2rDrOLvsHL39jX5H/wRf2hCz8aZSYALz41nzlnO1Y6ETgMNws2XTBFJKcUlAV7+SDwT+nv5UDkaeEW3pbc4t3n4ErjTOXr6Gnt8fG69zn/9AexEA0YOB6dITsf5hh3E2sR4BGGEaIPug4TDqILyghhB9QH8AchBBn+EPpT+Ob4WPzAAT8ImwxsC9MGXgGC+7r3j/fg+XX8fPvT9lPzj/Ih8nzv9ug94DjYCNK8z5TSDtm34jjv/PvuBUkK4AlDCg0P0Bd8Ixgw8zrZQWZDZkAHOpIv6CGeFPUJNQES+M/tr+QN3vDYWNW60zLTCtOP09/VRNsi4ybsifbyAb4MURYtHqoipSKkHkAZjhXlE1QTshOvE2gRPg0PCXsFEQA09rvqo+Mr47zn9+6l9g/8IPxp9/vyw/Ej8uLyg/Vc+2wB0wIsANH9/vxT/CL7n/rV+3v8Tvt/+yL+bQAeAVkBvQIpBAsCGf4U/iwCwgV3BY0BL/20+QD3x/dC/bUD3AY2BXEBff/o/xgDigoKFAcb+RubFtgPHAxGC5cMxA5sD4QNZAgnASb7MfeN9IvzA/Q99uD5Of0XAXoGtwvQD54R6Q+BC5UE6/xD+YH6bv6dA+YHjQpkC3QINwM9/rP31u4B5p7gauKb6aLw+vXT+Dv3ePFT6ALeH9ax0cjSxtyA7U//DQ5uGLcg2ScuK08qOidHI0sgSiBcJDArgC+5LEUjIhXZAsLsZdWmwe60cq/ssPi4DcUm0QPbnOMf7I/z7fii/UYE2g3TGXQoazmOSXxV41tXXIdVaUXTLcEVgwJ79BHqJOHb17XMEr8UsnipeKTHoaOiaKjes1nExtjs8UMOYikFQjRY/mjucFVvTGiaYdNbylQRTa9EADnEJ8QRG/sZ5iPROb1Crmukx5uxkPWEAYA2hj+WIq4/yvPkP/pRCJIRsxvsKL04jUq7WuFkxGbkX0xUIEr8Qq48XTMcJLoQKvyl57vVZ8ktxEbFS8h9yT3IX8QZwE/AR8hr2NTsd/9gDpkZiyAHJWApwy4oNgs+bUTTSLFIlkHjNMMl6xe0DDkBK/On4mfRX8NNuwK5oLvCwJzFIckeyqLIwMekynbTZuJl9JoG6BcdJ08zojuDPxFAdT4vOyI3ODKrK+QjIxzBFTcQ4wdm+h/qfttM0fvKMcaHwpPBZsTtys/TrtwE5D7qH/Ez+tcEgg5zFV8aWR+FJYsrQS5cK7YjfBpwErsMpQkiCX4K9wvjCy0KUwcHA5n9lPkl+sX+bgLjAXT/RP4I/hL8N/cC8r7tbufI3vzXLdWa1ZPYA99d6of2B/wz+636r/0VAyQJ9RC9HAIq0DSkPG9AGz40NhEsZyPEGn0Ni/2h8BroROMf4f/gh+Jc4djaJNSc0DbPitC81CfcI+i/9t4G5BiQKA8zSjrEPbU7JzSbKIEdzhVcEEwNewwECqsC7PaP6v/g8diC0C7JTcRzwmPEb8p21arkm/SZA44QeBiTGr0ZURonIJAqCjVvPFg/wj2mORA0eywMI1QYYA0vA9v4L+6I5Q/gd9zt2NPTd83Gx8bDz8LPxgbP1NhX4l/qxfAN9p761//FBtgNghLUEycThxL7EVQQUg1LCcgEKwCy+9346fgX+/f+oQQoC6kQzxLJEeoQ2xG+E5gVeBYaFnITvgxYBLz9Ivgx8sbrXOUb4fnest2u347lF+xH8jL5lgJXDx4cbSaxL7A30DyCPuw8RDp5N74ypiy6JXwbqQwj+gvnvdcOzODB5rqyuCa68ryovqq/7MEXxgDOY9sN7HL7ZwaPDisY8SKGK9IwvTJcMTEtNCcJIjUeMxhuD4QHZQIl/7z75PeV9Uz05PGL77Lule1O6gLm8+Sh6Trw3/Oe9ED0PfM38lryaPSH93X5vvkj+rT6Qfog+jD9lgTnDkAZcSExJnQmbSNLIGMe7RxUG3caJhwkICIk/yaGJ68jfBvzD9kBh/L24mXVWs23ynnLTs8i1MrWitYL1CvRUs/gzf7O0dbT5Kf1bAdxGeoqDTn2QA1D0T97NgUpFRzlE1ERVxHXESgSMg9FBjn4j+fE12XL1cKTvhu+fr9Hw2XL59da59z2ZAOKCxcPORBQE1wb/ih3Ou5L91n2YU9iP1wbUpdFdTgyKyEdAw6R/W7srNydz37Fib1vtmGwC6xuqV2p+6xItQLD49TF6H38ZAxJFpcbAR9WI58pozD6N38+EkGoPiQ4ai7/Iq4WCgoL/jzxHeKV0nPF1bzCuQ28BMQH0InbVeQ768Lx1PmvA+8OOxyyKQQ0kTq9PTw+Bz2fOS00iS1gJH0XXwd29bvkRdcozb7GG8O9v4+7y7ZWsw20CLlCwSfNctw37kIBixN9JD00g0G5S9RSD1a3VbJS2E2bSOFCNDsZMZUkdxboB1X4N+fk1YnGfrvrtN6wX698sb22W77KxlfOY9Xj3FXm0vMLBIQTPyHMLYA51kMASyhOj03JSOVAUjhLLykkRBbiB4v8LfSs6/HhC9gYzw3I2MOjwyzH0Mug0KrXmuGn7PH2NgAjClEV2B9LKAgu7y8xLmcqfSV/H9kXrQ4QBln/6vm79QXzxfAJ7pTqwOZB4ybgO95T4MHnWPJ5/WQIgBNEHscmISwAL3wvNi3MKI0jBR6AFzsQiQpSBxEEBf659IvpHd5u0wTL1MapxmnIMst7z0nVy9v/4Y/n0+yH8Qf1tvdL+hL9nwA6BVQKWg+IEzUWgBdZFwQWDBUzFSAWiheLGLQYoxglGPIWDRVzEfYLtgVE/1H5PfQ773LqeOYd44TgeN773J3d/+BU5irtyfSk/HgEPwskEYwXZB4SJWYr0TDnNMg2ozV5MgYueCeGHhQUrgkWACj2c+t24TjZu9LAzSvKech5yErJXct/zzPVyNtY47rsVfjGBFwQ2Rp4JPMsyTOmODc7ujrhNv8w8SpHJQofRRdaDhIFevuG8WLnPN2O0yLLLcW2wjnDb8UEyQrOUtSI2xrj4Ooc86f7qATrDj0aKiUULuUzxTaLN2w2ezNPL1oqCCXZH7oaTBUzDzUIBAG9+lb1G/DA6pPlpeH435Hg7uIl5g7phOsr7hjxvfOM9bz2f/jP+5UANgboC+UQxxSMF0EZ1xlxGYAYahc/FrEUPBJXDmcITwAj9zvuB+Zn3m/XoNFmzYPKqcgmyCbJW8vGzvPTPttC5CzurPjmA5cP4xoPJdAtzDSmOa08oT7JP8M/Gj71Otc2yzGOKyskvxsVEtwGgfpG7jzjENp006LPT87JzgnQs9Hq00vW/djo3HHisulx8sr7LgU5DlAWhx23I9gnZClWKPMkMSD9GicWZRJPD0IMPwniBaABYPxP9jrwxerV5dbhft/V3hngueOY6fnwUPhJ/uUCdgYRCRwL5QxsDp8PPBBFEOIPvw7DDGQKvwePBJ4A4vvH9vjxAu6S6xXrH+wA7lDwyPJV9ff3n/p9/bIABwRcB5MKVg2BDwkRzhHrEW0RGBDCDS8KYAX0/6D6EPbl8i3xmfC58OHw1vDX8B3xRfLL9Ff4Yvx3ADYExAcqCzgOAxFME4kUlhRTE80Qbw2WCQEGZwOCAcz/2/0i+4f3W/Mb78zrDurN6Rzrv+0G8Xn0tve++tn94wDMA7IGUwmKC20N/g6UEEUSsBOiFKcUMBNREFAMmwf7Auj+sfuM+Rv4FfdS9m71a/Sc8zHzjPPF9Jz2CfnS+6T+mwGeBGcH2gm4C+gMgw1vDdMM8AuxCjMJtQc9BrYEwQIPAAD9AfpW90j13PMM8/byg/Og9DL23veA+SL7r/xE/vL/iQHxAhME8AS+BVQGXgb5BVMFZQQGAwYBhf7e+zr5xPbJ9FzzVvKi8Wnx8PEh87D0fvaL+Mj6A/0J/9sAiAIEBIUFSwc1CfQKOAzZDAgN2gwnDAALhQmzB7AFwgMQAqgAXf8j/jb9jfzV+9/6wfnI+Cr45PcF+Iz4QPkd+kP7uvyA/lgAEAK4AyEFAAZpBncGUgZFBl4GoQYBBwsHkAa/BZoEMgOqAfP/Lv58/M76ZPlx+Nb3oPfV91j4HPni+Xf6DPu0+3T8fP3Q/nMAWwIrBLsFDwf6B3wIsgiTCDEIiAeIBnoFhwSZA74C9QE6AawAKQCT/wb/ev74/bD9rP34/Zr+Zv9JAEIBKALgAlUDbwNMAwYDoAJAAvkBtQFqAQwBjAD9/2T/vf4f/p79N/3p/Kr8afwY/LX7Vvsf+x77RvuR+/L7Vfyt/AL9WP2t/fb9L/5u/sb+Mv+t/zYAwwBAAZkBxAHBAYwBIAGOAPH/Uf+6/jz+4P2k/XT9Ov33/Lr8hfxe/Fj8fvzU/FD96v2j/nb/QQDqAHoBAgKMAhsDmgP8A0gEfgSjBLwEtAR8BBsElwMCA2MCpAHQAAQAT/+8/k7+8f2j/V79G/31/Pz8L/2U/SL+2f67/6gAhgFGAtcCQwOXA8cD0wOzA1cDygITAkoBlwD9/37/KP/p/r/+sP6d/oP+bv5V/lD+b/6v/iL/w/9xACkB3AFuAtwCGwMxAzgDJQPnAn0C5AEtAW0Arv8A/2H+yP1R/Qj93Py7/JD8b/yE/NT8Vf0H/tT+rf98ACMBlgHSAcoBlgFgATkBKQEnAScBMwFGAUMBEgG0ADsAxf9b/wD/vv6P/mn+Wv50/rX+CP9G/2H/aP9Z/y7///7Y/sP+xf7W/gD/V/+//xsAaACdAMMA4QDaALUAgQA3AOj/rf+M/5L/rf/G/+z/FwAmABkA8P+v/2b/Cf+e/kr+DP7h/d397/0H/h3+HP4f/kr+jP7m/l3/4/9/ACsBvgE5AqIC/gJrA+QDSQSUBK8EjwRMBOgDaQPdAjoClwEUAa8AZwA1APv/sP9R/9X+VP7b/XD9Lv0j/Vj9z/1s/hX/vv9VANYANgFuAY4BkgF+AXABdgGGAYABPwHUAFsAxP8M/1L+p/0o/c78ivxo/Fv8SfxA/E38cvym/M78/vxj/QX+4v7x/wkBBAK7Ah0DVANzA28DYgNjA3wDpQOyA5cDYwMEA3ECwAECATUAU/9x/tT9oP28/QP+VP6g/s/+wP6C/jT+0v1x/Tf9R/3D/ZL+eP9eAC4BywFBAoECdQI6Au0BrQGcAa8B3QEwAoECrAKuAncC+gE6AT8AS/+b/jP+E/4r/lf+i/65/sz+uv5k/tj9Z/0z/TT9XP2i/Q/+kf4A/2X/yf/3/9P/dP8N/83+nP6E/tb+hP82AL4AAwEaAQ4BtwBcAG0AwwA0AcUBUQLQAiQDJwMsA1YDUgMZA84CgQJdAk0CKQIHAswBYQHuAGwA0P8m/4P+NP5K/nv+sf7B/nb+Bf6a/Ur9Rv1Z/WX9uP0u/or+1f7X/oj+N/7g/aL9pP2R/WL9e/3h/YX+UP/k/yEAHwDt/9H/3P/P/7//5v81AJUA6wAZASMBCAHQALYAqgBcAPf/4P8lAK0ANAFlAV0BJAFyAK3/bv+G/9X/egA0AeYBYwI3AsYBqgF8ARgB2wCoAI0AxQAAAS8BlQHQAZQBHAFrAHz/jv7Z/Zz9Ff4h/0gAIgGTAaQBRQGlABoAq/9+/9n/igBcAUEC3wJBA8EDBAS4AxsDOgIqATMAi/9j/4v/pP/Q/9v/Mv/0/Wr81PrE+Sf5xPgK+dT5o/qT+4/8Xv0O/oz+Bv+e/xEAfgAjAfkBLgOQBMsFHQdQCO8IBgl5CGQHNgbYBIYDqQLUAfEAMABB/0f+cv1l/FL7Xfo5+TP4i/cd9xb3ffdI+Jr5Cfst/Bz9zv02/lX+K/4P/jj+i/4W/9//4gA9Ar0DIAVCBsAGhQb2BT0FcQS6AyYD0AK4ApcCRgKuAacARP/I/Xf8afuK+tn5hvmm+Qz6dPrN+i37ivvn+3v8f/3z/pUAQgL+A6gFAAfoB3gI7ghPCW0JYQlNCRsJuAgCCOcGkQX2AwgCEgA0/nz8F/vd+bL4s/fM9iP2BfZa9ij3dPji+V777vx2/joATgJXBE8G+wfnCCQJwwjIB4EG2gTFAsYA/f5W/fj7sfpn+Uv4WvfV9hj33Pfg+CT6rPu5/VMAQgN4BqAJQQwwDk4Ptw+YD9YOug2sDJYLZQrSCGIGHAMQ/3H6GfZ18ojvmu2Y7G7sIe0l7j3vnvAK8m/z7PRx9mT4/fr4/WsBIAVlCPsKogxSDWUNkAyZCg8IZwUdA4IBQwBm/xP/1f5g/on9Gfxt+sv4TveU9tv23fd9+XP7of0aAEcCrgOPBAcFOAVABeoEggSCBMIELwXZBX8GGAeQB5MHLAdVBs8E4AIEAYH/uv70/iIABALUA7wEpgTgA7ICdQF4AAAAJgCWAAEBYgGcAVkBXwDK/u/8+/rk+Nn2TfWI9Gr0kPS69Nb01/TL9PD0dvVO9jT3K/im+fD7zv6/AWYEwgb2COcKjwwqDt4PmhEPE+ATAxSaE7kSlxFoEBkPUw2ZCuEGygIN/x/8A/pg+O32afWh88Lx9u9I7vvsWOzA7IPuD/GW89j1w/ec+bj70P2z/14BngLgA9oFfwhmC8oN5g78DnkOVw27C5YJ2QYnBAUCrAAEAA3/Bf1Z+rb3rfUy9GzyNvBC7kvtBe4n8ELyVfNA88byPPPf9Nv2tvh4+rb88v9uAxMGlgdJCP0IPAqICywM4QsIC/AKjww5DzwRHhGuDhALXQcRBKoBnQDsAEwCQQQWBtAGmgXUAigAyf45/mP9Qvz6+4P9sQC6BM8IvAssDPYJagYmA+YAp/++/7MB2QRZB7oHxgVbAkj+z/k59dvwAO1L6mzpe+rI7Pbu5O9o773tNuuD6LzmKOeN6obwyPfo/tsEUAl4DLgObxDdEWsTohXFGJ8cYyAvI8wkTCV5JBkizx2SF3gQHQq1BXwDOwJZAEv9FPnF88DtyucC4z7gU9/W33PhSuNs5Ork7uWT6FrspO/58Vv0lPd9+7L/MQT/CFkNTRDiEZISPxLtEL8PFRDPEVATahNwEtkQ6A3WCJwCUf30+eX3Pvan9O7y0fBn7kns2+rH6cnoeeiS6d7rl+6P8Tz1tPkw/rcBFQTEBUUH/QhqC8YOqhIsFkMYXRigFpwTJRAyDUELKQpoCWII7wZoBQkEuAJcAR8AlP8yALcBbQPqBEEGsAc2CYwKOwu3CswIBQZQAzIBP/+h/Ef53fWu8k3vUusD5ybjROBs3pDdyd1A3+jhe+We6QLupPK99z79yQIhCEANPhL6FjAb8R5RIswkviU1JegjYyJFIO0crBhgFEkQBAxUB7ICrP4V+4j3//Os8IrtVepF52LlduVh52jqju0m8Prx1PLc8t3yhfMv9cn3tvqm/bQAjQOUBV0G2QWPBAEDYwFlAOsA9gKjBcwH4AguCQAJTghUB2kGcwUEBAcCSADJ/2wANQFGAVQAdv7A+074vfTc8RvwoO9J8JXx2PKA84rzsPOp9In2+PiF+wL+iQAcA4YFrQe2CfsLug6oESUU0hXGFj0XUhf3FjcWQxVLFHoT8BKNErwRzA+4DEsJPAaAA6UAsf09+6v5dfjH9oX0G/K67zvtnupZ6Pfmeuau5o7nzeiS6S7p8ucy5wDoHerF7MzvbvOm9/H7yP8uA0gG8wg3C4YNbRAmFFQYbxwFIIcipiOdI8oiYSF1H10d5BtMG48aWxg+FOEOWwk4BIf/MfvL9unx1+xe6CnlJ+Of4R3gmd783FzbXtry2pvdveEl5gTqGO2U7zzy6vXv+pkAiQURCcQLkw7lEVsVZhjUGnUc3RzBGzsZ9hUSE1YRkxCJD5YMWAc/AR78e/hM9WHx+uwx6Y/m4uTU4znj9eLN4tfil+MY5cPmleiZ67rwMPfB/CkAdwKGBQQKLA/7E00YchxqIOwjeyaPJxcn2CUMJTslXSXqI8kgWR3AGpUYahWjEAULZAXl/5L67PWZ8nvwtO6j7CfqOucL5CPhMt943m/eqN6Z37ThfOQK5yrpm+uy7onxW/Oq9I/2lvlY/UQBQgXyCJILFQ0cDhAPtA+sD4MPJBBQEQQS9BHSETkShhKfEbwP3Q00DE4KHgi0BkYHLwlWClIJbwZTA3gB2wCFAGb/JP0N+7D6wPs//D/6Jvbc8lfyUPMI80bw6ezZ63Xtju/i7xHuLOyO7E/vovJ19E30LPRI9ov6/v6WAS8CigL/A10GvQicCpAMHg82EWURqA+RDf0M3A07DtAMFQo5B/0ERgPIAWMAzP7+/F771fn79+j1RPTS82T08/RU9V32Kviy+UT6nPrX+7z9S/90AAkCOwQiBh4H/gedCTkLpAsWC7AK0QqqCpQJbAh7CJ0JpwrkCnEKtwm1CCcHkwX2BEAFdAXsBAcE0gNsBDsE/QHR/rD8zPuC+sH3xfTH8yP1gvaO9bXyNfBG71TvWu9D7wPwEPKd9NX2svhi+uv7Zv3x/nYAyAH9AmMEHwboBxQJTQkgCfAIWQhfB2sGdwWNBMQD6AJHAiwC5wEUARUAK//J/g//Cf9q/hL+Uv7n/pD/9v88AKIAywCLACUAyP+t/8H/of96/4b/l//R/0YAggBFALL/Af+L/on+6/51/9z/EwA4AEoAYACKAKQAkwAsAFT/fP4o/kP+jf7V/u7+2v6W/h/+zf3O/cr9pP2w/TD+Jf8uAMsAIwHKAcMChQOoA0UD5wL0Am8DEgROBM0D9wJZAg8C4AF3AbwABQCT/zn/mv6g/bL8OPxQ/Mr8J/0c/Q39Zf0T/r3+9f7I/uP+qP+/AJMB2QHbAQYCYQKyAsIChwJBAjQCaAKuApoCAgJZASEBWQGOAVoB5gCbAJcAtwC7AJUAgQB9AFoALwACAKv/PP/q/sn+yP6s/mX+Gf7f/bz9of1x/Tb9+PzE/Nb8N/2i/er9Cf4k/mr+x/4c/2b/n//Z/x0AWACNALEArwC6APwARgFhASoBxACjANsAEAH/AMAAmwClAI8AMQC9/2n/Zv+d/8H/uv+K/zX//P4O/0v/dv9p/1H/eP/J/wgAKgA9AFwAgwCHAHQAegCaANQANAGiAe8B7AGlAW0BeAGoAc8B4QH7ASYCNAIKArwBYQEHAbkAbQAhANf/hf87/wn/1v59/uz9Sf3O/Iv8bvx1/J381/wY/U39df2d/bf9vP3T/Sv+zv6H/xgAiQAFAZMBGgJ3AqICtwLQAvICHAM7A0cDWAN7A5EDYQPTAiMCqgFwAT8B5gBrAPj/ov9h/zD/Av/P/qr+m/6O/mz+Kv7s/e79Mf6F/rr+w/7K/vn+Rv+T/8n/4P/r//j/CAAcACkAKwAxADgANgAkAAAA2v+9/6L/g/9i/0T/Kv8H/9f+vf7T/gn/Of9E/y7/H/8s/03/c/+T/7P/5f8vAIMAtwC5AKoAvgADAVIBegF3AW8BgAGiAbsBsQGBAUEBEAH0ANcAsQCNAHMAXgA+AAwA4P/G/6v/ev84/wX/+f4M/x3/GP8D//b+Bv8t/1X/bv97/5H/uf/k//7/AgALAC8AXABzAG0AXwBsAJYAugC6AJcAbQBVAFIASQAoAPL/xv+//9n/8P/t/9r/1//k/9//uv+M/3T/ff+W/6z/w//k/wkAKQA4ADQAJwAeACcAQABYAGAAXgBkAHYAhQB7AFUAIwAAAPH/4v/D/5r/e/92/4j/nP+f/47/c/9l/3L/j/+i/6H/mv+i/7v/1P/o/wAAKwBhAI0AowCgAIsAbQBYAFEAVABUAFAATwBXAFwAUwA6ABsAAADm/8X/of+D/3j/gv+b/7X/xf/J/8f/wf+6/7P/rP+q/7b/0f/2/xsAOABMAFwAZgBmAFoAQQAkABEAEAAiAEAAXQBwAHgAcQBbADMAAgDc/8n/yv/b//b/EAAeAB4AFAAJAP7/7f/Z/83/z//i/wAAJABHAGEAbQBpAFcAPgAmABUADgAKAAQA/P/x/9//wf+Y/27/TP8v/xf/Bf8D/xj/Pv9p/43/pP+y/7v/wv/S//P/KAByAL8A/AAfASQBDQHkALIAfQBMACAA/v/p/9v/yf+v/5L/c/9T/zL/E/8B/wX/If9Y/6f/AwBdAKoA5wASAScBJwEgARwBGQERAf4A4wDEAJwAaQAtAOz/qP9m/yn/9v7Q/rz+wv7f/gf/Lf9U/3f/lv+0/+D/JQB7AMsACQEyAUIBMgEHAdgAtwCgAIcAZwBEABwA4/+S/0H//f7G/pb+c/5j/mz+jv7H/hH/Vv+G/6L/r/+7/9P//f84AIAAzQAdAWQBkwGkAZ0BhAFdAScB5AChAGsARwAyACcAJQAgAAoA6P+//43/Vv8n/w//Gv9A/2//oP/O/+7//P/3/+X/1//U/9v/8v8XAEMAZgB2AHgAeAB2AHAAaABhAFwAWABVAF4AcwCFAIoAhABxAE4AGADb/6v/iv9v/1z/Uv9N/0j/N/8X/+/+xP6X/nf+av5z/o/+tv7i/hT/S/+A/7D/3f8DACUARQBmAIsAuADwACwBYAGKAa4BvgGyAZIBZwE1Af8AzQCqAJMAeABWADEACgDd/6b/bf9E/zH/JP8U/wv/Gv9E/2v/d/98/4r/mP+h/6H/m/+i/7L/wf/h/xQAQgBaAF0AWABYAE8ALwARABMALQBJAFsAaQB3AG4ARAAQAPL/6//g/9H/4v8QAC0AIwAIAAEAFQATAOf/v//J//H/EAAhADkAWABkAFAAJAABAP7/AwASAEEAcgB+AHYAXwA7ACAA/P/J/7D/oP+R/6v/x/+0/6b/qP+P/3v/ev9h/0n/af+b/6j/sf/j/xIAFAAWADgAXABsAGMATABLAF4AWABAAD4AVwBvAGMAQwBRAHgASwDb/6f/vf+5/5D/ev97/5L/yP/p/+b/8v/r/7D/oP/I/87/1P8SAEUAWABxAGcAQgBEAEMAFAAAACMAOgAvADcATwBSAE4ANgACAAgAJQDc/47/m/+v/+P/HQDa/6r/+v/v/4j/ev+Q/4v/m/+6/9//9//3/wsAIQAQAPP/1P/Q//L/BwAaADAAPQBjAGUAJAAkAEYALAAmACMA8f/1/yQAMAAiAAIAAgAwADsAKAD5/7r/9/96AIwAVgAYAAAAdQDCACUAi/+5/zMAbwBXABoA1v+d/7n/7P+v/13/Zf+L/63/uf+f/4D/av+N//f///+P/5X/EgAoAPX/KACYAJkARwAoAC4ALgBLAFUAJgAfADoAHgD9//r/xv98/47/zf+v/1z/Yf+K/5D/2/9YAEcA2//W////8P/7/0cAhwCVAJQAmwCaAKYA4gDzAIcAJQA1AEYAFADa/7r/0/8NAAYA2P/l//T/tv9n/0f/c//G/7f/Wf+D/zIAhgBLABEAHAAbANX/rv/u/yEAEwAeADoAHADu//b/AQCw/0r/av/Q/+H/zP/n//z/6//M/7r/yv/8/zcALwDU//b/qgCmAAMAMgCwAFQA6/8XAEcAbgCMABMAfP+w/xEAuv83/2P///8uAIT/6/6V/3kAAABE/7v/bQBtAOz/Wv8AAJ0BawHN/ykA3gHpAcQAPQBvANYApQCb/zX/PADQAKb/nP5o/zUAMP/9/Uz+MP+D/xH/jv5N/30AJQBm/wAAyQDJAGoA+/9vAJgBUAEoAHcAFQFnAMz/0f+m/4z/RP85/v/9M/9W/yj+k/4gABYAn/+ZADsBoQCFAAgBYQG7AbEBXQEIAksDWAPAAcv/Yf9bABYApP7f/tD/Rv7e+1L8V/4m/oj8kvyj/Sv+vf7P/mj+1v+gAcMAEQD+AWUDwgL7AWMCXAS2BekDGAJQA/QDEAIYAcYBvQHMAI3/eP7R/qz/oP6Q/PD7t/x4/fj8kfvA+279Lv2y+8L8/P7A/oL9hf6rAMQAj//d/98AWgFqAm0CewDjAHUDKQOMATICKAOxAmoBjQCSATQCQACI/wQB3AB7AMEB9QA0/tP9Wf/f/y3/Ov7V/Tj+wP6z/iP+gf7o/7v/9P3E/ZD/UwFOAQn/CP6BAA8C4ABkAKwAjQDgALwA9P/2/3YAPQE+AVP/OP+6AWMB8/7O/sX/UgCn/yf+9f9jAsf/z/2p/yQAiADSAGr++v/fAxUAMvxRALgDOQKy/nT82wDxBKr/t/tR/6wBZgF+/338SP97A2QAmv0P/4L/3ADEAcb+7v0oAI8B7QIEAEb65/0nBvQEFv7s+jn+1gQiBFn8gvt1AREDYP+T/M3/UwR7AFH7l/7fAWYAiP+X/8IANwF3/v7/7QNd/0z72QCNBVwDQvzE918BZQvmAZj2S/tNAz0FfAB2+ar9CAV8/yD8qAH2ABj/sv/v/LQBEgYT/JD7KwV1AAf+SQS5/xL9EAFm/zQD7gRn+g/8mwTEANf/2ADI/CMAvwGH/U0BSQIt/Mn8tQFPBWgBePcO/FoIKgWS+7b4d/5MB4oEtP2X/Hb6EwLVCjD/g/mu/8f8JwTgCWb3uPexCEUBo/y9BMH+GvoF//ECLAc4/4fzy/0eC2sGOPkU84ICDBG2AFbygv4vBlUA5/8LBNH//PdlAIULrf4r9nUDKQOP+0cEqQLy9r/+0gfJAJn9QP+D+7z+MAizAiT3m/1CB5wBKf2c/zn/cgG7Atj99/8OAuz6tf/vCND95PahAuMDVv2vASwB8Pkn/7QGIgFv+rr9LgS1A7f9Uf1tAucB9/3J/xYDEgHk/S//5wGrAJ/+FgB9AKv+JAAcATD9Hf2XAo8Cuf1v/RcAtQDH/4v+O/94AUMAxf3p/xEC4v8f/+4ABADX/lEB0wFk/vP+6AKhARX+SP+lATkB4P+C/5EAeQCZ/tz/UwI2AGj+ZgCbADr/5P9TAFr/Hf8nAMEAWf/W/hMBywAf/pD/zAGl/yH+nv+PAKoAHwA7/93/LgAq/xwAVgF7/3f+gABdAREAe//w/4cAJgHmAI3/Nv9aAO0AzwCIAKL/r/+0AAcATv8iALD/Kf+AANL/hP1H/nkAtQAo/+n9f/8EAcL+0/2MACEB3f/d/7L/hADZASYAQP+MAeABugDrAI0AowAYAX7/8v+ZAsIA1P2e/4wBrgAK/9j9QP9WAav/mv3W/lcAaAC2/zb/KABoACv/8v9ZAT8Ahf+qAG0BxwAd/zr/+wFCAkT/Hf6H/0oBQwGa/in+DAGrAPH9Qv7K/7UAiQCg/in/UwGB/13+3gCnABr/1v8uAEIBBQI6/yL/RAKbAPH9af/WAJABFwFj/gH/gQHn//z+bwCM/yj/FwBo/yAA/wDN/gL/hQF8AO3+m/9bAGIBygBE/iD/hwFoAEr/IwAlAPL/1/9F//3/2gAlAMv/6v+c/wIAngCJABUALP9e/w0B7wBc/3j/eADvAFsAqf6o/psA6gALAJ3/8v51/7kASADb/wkAcP8OAA8B0v8v/ycAigD7AIwAA//I/wcBDgAYALEAkv+A/zYAnP/h/40Auf9+/8r/PP/Y/+UAwP+1/tz/1wBrAKr/O/+1/3YAAwDD/9QAngBM/+f/CAGVAOT/ev+z//YA5gBG//j+/v/yAAwBpf/Y/sP/1P+b/8sAuAAu/1v/XAA6AOD/h/9z/74AWAGL/7D+AABQAAEAlAAsAGX/EQBNAJb/nf/u/woAKADH/1f/1//jAKkAJ/+C/7cASv/b/hABmQAa/6QAggEmANX+cP5qACcCNgDU/vP/IQDw/0MA/f+2/2H/l/8MAeQAGv88/8MACQGw/5/+if+8AAkBAAGR/7r+ggDdAOH/kwDZ/83+AgE5AY7+If/qADgA3/+ZABAAfv6Z/vIAigE//0D+Sf9bADABVwBY/rH+vgBYASQArv75/pQA8gCCAEwAbP8u/58AZAF6AGb/SP8/AB4B2QDz/1z/CgBHAdQAgv97/xcAwAAbAf3/6f5+/y8AbABzALv/LP9m/87/JgCQ/8v+pP8uAHL/hv+E//3+2P+OABUA//+h/0r/XgD2AEwA2v/E/34AVgGCAMj/awCWAGwAlQBMABUAQABDAHYAiAAQANX/+f8+AIcAHwBh/4X/OQBIAI//NP/I/zAA2/9k/x//W//c/7D/Wf94/1r/bf8lAC4Agv9r/8j/HABgADYA6v8wALgAxQBXAAoAOwCBAIMAjQCSADoA+f8uADMAy/+v//P/+P+X/y3/Uv/R/5n/GP9j/4j/Hf+E/zwA8f+K/7f/0//n/xwAOAByALgAmABZAIUA+AAWAb4AdwCLAL4AugBiAEkApQCTAAwA/f8OALf/df9q/3P/n/9y/wL/LP+i/4n/NP86/3j/oP+p/8H/+f85AHkAlgB4AGgAjAC1ANYA5wDQALIAoQChANIA/AC2AEsAIwAMAPL/4v+6/7H/4//N/2r/QP83/xj/Iv87/xP/3v7Z/vX+K/9j/13/NP9K/47/nv+M/6n/4f/s/9f/+v9QAHgAZwB2AJEAXwAMAA4AXQCOAIQAawA4AAAADwBEAEcAQwA6AO7/r//G/+X/8f8OACQAIQASAP7/8P/s/+z/AQAlAC0ALwBvAMkAzACSAJgAxACwAIQAiQCvAMYAvwDAANgAuABSABoAOQBNACYA8P+//5n/nf+8/+L/LAByAFYAFwArAHMAoQC+APUAQQFoAWoBfQGJAXMBZgFeASkB0ACJAHEATwDq/4X/S/8F/7z+f/4h/tb90/3W/c793v3z/fr9AP4Q/jP+Y/6e/uv+Pv+D/7T/5P8cACQA4P+l/6H/tP/f/wUA8P+t/27/Tf83/+v+ff5f/of+if5h/lP+Tf4f/ur9yf2d/ZD9yf3y/fT9D/44/mH+mP65/tj+JP96/9b/UADDADUBxwE7AmMCcwKbAtoCNwO1Ax8ENgQmBDUERAQqBB0ETgSEBG4EGQTQA8gD6QPiA6YDYAPvAmUCNQJAAgkCmAEdAaMAFwBi/9b+y/7N/nb+Bf6z/YH9U/0l/Uj9v/0K/ir+h/4W/43/6v9eAN4ABQHqACsB/wHyAmMDEANhAtEBdgFTAVMBRAElAc8A7/+r/oz92PyN/IH8Uvyz+8P65vlm+UH5PPk5+Tb5+Phy+AL45fcs+Mj4UPmJ+aL5lPlz+Zf5/vmZ+mP7CPxp/Lj8A/15/TD+7P6S/yIAuwCbAYQCFgObA1oEGQWNBaAFnQX4Be4GVghiCWcJyghQCHAIRglDCvkKjguOC38KLwmHCKcIOAmQCU8JdQjkBiEF6APQAmIB7//X/kz+0/3M/Nr7d/vY+tP57Phl+O/4q/pn/Gb9rv14/aX9vf5JAPIBewOXBEEFcgVIBRUFzwR0BDAE6wOfA1ADxQLOAUcAX/6Y/DT7kvrp+kT7y/q1+XD4f/cU98X2qvbj9v729/bh9oD2Dfaa9QL1wPQY9Y/1mPX29Cj0wPO98yP0r/T99HT1NPbl9uP3I/kc+jH7mvwa/ub/vwE/A/QEGQcZCY0KjQuwDFoOIBCDEUESZRKqEpETgBSSFJUTXRLTEcIRgRHAEGkPrQ2vCysJUwbhAxoCxQBK/9H8XvkH9qjzQfKE8THxGfEc8S7xbPFA8vvzb/ZT+Wr8j//RAuwFhwgYCwEOiBAAEowS7hLBEy4U7BKCEDAONwxKCugH5gSqASb+bPqG97X1LfST8ubwZO+R7mzu6u5J8O3x1vL28jvzoPQE9275ffsT/b79j/0f/Q79yP2u/oD+5Pxu+gj4W/Yq9Qv0BPO48b/viO3o63PrFOzo7Fftsu1N7kPv4PBa88P27fr1/iYC/wQgCF8Log4YEoMVkxhUG9odMiAxIjMjICPBIlsiiSFeICEfsR27G70YpxRyEPwMKApRB58Dp/4q+T/0OfD87F7q4Of75OPhdt9T3kXejt743mjgXuMA57Pq9+5n9Oj6SgGFBk0LzxAcF5YdASMqJiwn7CaQJtsm8iZ+JRIivRw6FoAP9wgZA9z9dfjj8mLtDuix4+3gKOBy4Ubjb+RI5RLmuudw64rwLfbH+3cAwwTXCHQL+QxGDiQP1g/4D+4OqA0TDEQJjwUbAT78lPdQ8n/slee046PgCd7J2kLXZtQn0mDRItPk1njbrt854xnn8Oud8eH3qf4qBs8N3RT8G2gjYyqBMN005TZqNw83wzbNN2k5wjnpN8ozRS7aJzsgFhhhEHAJ1AOo/0n8cfgE8vDoHuDV2W/W+tQK1JfTytO708PT6NTg1kvZ69vw3rXjGupd8H/2Vv22BOcLqBHqFWYaXB+9I38nySrTLfIwITNZM5AxhC0CKN4iSR6EGTcU9w3rBjj/UPbW7E3kqt3p2RHZgtlc2dTW1tHNzZfOTdX632nq9vFj99v7MgBpBc4LyxOZHA4jECaRJwUp6irIK+woECPHHOgWMRL8DeUHGgAv+G7wf+h/3gjS1MfvwwXFLMZswjq7sbdvujrAXcX9x7vKXtGo2jXk4e2C974B/QxsF0kgSSgMMMY4GkLkSetOr1AMUL9OCk2zS4hLL0pgRaI8vTCyJVwehRhTEU8GDPfO6CvgR9xI2ifWT87cxUa+3bdrteC34L0exY3JbMp9ygjLbs6C1+DkPPN8/s0DcgY/CukOnxTXG1EkPy65NuI5gDg0NXMyCDIsMqQwLi7xK7gquSmxJeUcahDVAij4JfNY84P1Y/RO7Xbi2dYezSPIxsmL0rTeb+Yi5k7h8d2Z4JbpL/akA8EOsBVUGgAfrCOsJkgnDiiqK60wQDPWMJMqjSOTHAYV5wxbBIf88PXw7snmkd1B0/DJb8NCv128Ibnmtfe1CLqwv1fEF8a4xvjJQ9GU3eXtOf0ICNANkRAhFVAdeCeWMyhAE0lBTOxJn0WBRGJGcEfvRcpBETz0NQEvOCcvHwcWIgu8//X1LO+L6tblod8/2CXRVsv9xjPELsNsxPzHZMwi0BTTc9Vq12LZmNxX41Luifq6A/UHsQgTCUQLuA/eFaUcjSLnJQwmESS2IWEgYyCyICogeB6gG/4XShQ0ESYPvg1mC6UGqQBy/O36lfpb+RH2RPIP8J3uPe3G7NPsce3/7krwvvF39JD3a/s0ALkDCAbTCN0MbRNZG/4gayMWIwAhKSBmIcMiDyNkIZsduhiWEhULeQOG/G720fB56qfiutmO0WTMycksxw/DYL7bu7O8Lb/+wY/FU8oo0APWRNtK4bHpgPQpAI8K1xKfGSEghCdFL5o1hDl/O/U94ELAR2ZItEPVO7g0+y97Kzgm3CCuGvcSkgn0/tL0lesp42vdL9qI1jHRbMs/yK7ICsmKxy/H5skmzy3VmNr84M7oIu9689P3Tv2DBIkMchSuHDEjWiV3JFojPCQdJxApHykAKHckpB7zGJkVthXaFbkQFgdS/cH2CPWU9Sr1BPT88f/uduyp6WPmwOQm5ZLnzutj77Dxu/PS9Cn1wvXg9uT5Uf/rBU8N7BM0F2IXgRZFF/UbPiP5KXUuwS9XLjYsYSruKNwn2SauJYkjPx5pFNgH2PyD9h/08PEU7O3hVdYEzC7EKL8gvJG6WLoJuuO49LcyuLe6AMC6xgrOttU33VrlyO5++NUBaQpUEk4bjCU0LzM3jjzEPmc/6z8HQShDuETRQ25AtjoEM4Yq5yGqGRcSggr2AsL7x/Nh6mDg+dbpzxbMf8oOylTJwsbCw2vDq8ZezHTSy9fI3UrlKe3J9Mj7sAGHB3UOExcYIYYp9C3LL8owfjHfMfowgC/rLvQtfSueJ3shYBk8EKAGQv9O+1H48PTV74HnR97p1vnSHNSf117Zw9lT2fPXUtf/1ynbXeKW6h3x2fa2+6b/RwO/BkIMdRTjG0shEibhKq8vUDKuMR8x4jJYNq86+T2sPg08zDTBKnwiSR7fHTAe9xrtEpYGvfdk6gTh/dty2prYzdNvzIzCp7e0rr+p06vKtKu9jcAPvZ+3prdRvybK89Rx3kzmau5f90oAOwlYEb4YoSGUK/UzcjmDPME/uUSwSKVIx0SKP0o8EjzkOwI41y4OIhUWJA5RCYMEUv2F8ybpOOAK2WvTXs9+zF7KeMgpxnfEd8WayZbPVtUM2XjbMt/m5dPviPsCBhMNuxDiEokWhx2fJrAuRTMLNHAyHzC0LQ0rpig/J00mCiSmHpMVggpOAOL4UvQP8RvtxOfs4YPcR9fa0WPNtcuLzXTRvdSp1rLYndtr3/njp+jG7T70LPzKBSMQexjgHZQh0yRCKKgrqy90NrA/cUegSTZFiD1AN480RTVHN7s39DQWLoQjNRfZCqAAdvoU9+Pzn+6h5Y7aGdDgxtm/WbtNuDe3qLdCt9C1LrRTszq1WrmLvSbC88cnz0DYJ+JH617zQvqHALYHWhA+Gh4l/S8IOWo+6D9iPzM/pUBVQxVGDUi2R1dDbjvwMdMooCEcHAEXSBE0CRX+cPIx6ULjdN/F2r3TSMytxlTEvMXvyCTLK8tbyWXIwcuJ01ndC+cU7z314/n6/GwAVQe4EawcxCQrKJwoCCmDKkQtfzDIMdcvpisCJ1YjGiCHG54Vmg9zCWICW/pI8p3r+eZS40bfhdp+1S3R9s4PzxrQ7tCL0UzT+tca3+rliOqb7cjxSPlQAz8NThVwGwghMieVLWMzwTeHOjI940DsRHhHS0aYQaM8jTnNN4w1yTDZKWYiRho1Ed4Hn/5r9szvvumD4wjcV9JqyNPA6rucuGS1uLKdsjG0lLS/sjiwebB1td69SMjl0gLbCOBH45/npfDM/dMLBBmBI2YqBC/tMbE0xjlnQAtHgkw/ThBM1UcqQl88cTf0MmsvkystJBEZfQxTAcj5OPRj7ovoZ+KG2xnUDMyAxfLC2sNLx5HLlM05zarMBc5206Xb5OL46GDv1faY/8MHjA0GEloWGRvrIJomgCrGLEAuyi8yMTgwiCvvJFAfRBwHG/UY6hPZC+kB1fe172DqsuY54wvfKNqw1dnRGs5xy/PKoMx70J7V2toC4Afkc+a06ervfPmbBUsRMRpwIFQkPCejK/YxnDnZQa5IvkxvTQ5KhURhQAs/AUAqQYY/7zmDMM8juRabDBEGyAE2/dX1meuO34bS0MZ9vjG5H7YhtGGxf62aqEujB6EKpCyqy7Antle6ecBkycHSvdvU44PrGfYJBGASux6OJpIqcC9cNgk+10WDS1xO20+MT99NhUvORq9AyjvGN1EzIywpIU0WFA7ABij/gPaD7YvmWOBn2VHTKs4MygzI/Ma7xvfH/sg/ynLNeNHB1Vra996F5XLu7/ag/a8CKwfTDOwS7ReNHLMhQSd0K9srWSnjJtolJib2JaAjpB/2GZ0SmgurBWgAvPuG9qjw7eo85ODcy9dh1tvXcNmG18LSS8/rz2zVAN7y5YLrOO9X8sD2Cf14BEsNvBeaItErHDFkMuwy+zVgPFBEYkqdTKdLwEgmRZJBiz35ODE0yi6gKG0hchhnDowE/PqM8VDnk9tA0LnHjsK/vwG8VrQHqhOhRp0ioLemjKwDsOqxArQRuGW+msb60G7dmuqm9g0AygZMDVUWzyFmLbs2oDyEQNREoEl/TS1PsU01SvZGJ0Q6Qd09DDlPMtIpwB+pFUgNCgZu/vj1Re2W5anf5Nol1gLRsMvrxk/ErcTOxpTJm8xtzznS4tRw1zHch+SA7sr3bf4fArsF0wrNELEXFR50IvAlrCgIKrgq+inPJ34mVyVSIsgdFBiZEv4OwQqaAzj7MvPj7Cjp8uUT4mveL9o01UvRSM/5z5/T8ddP29ndpt9L4vrnf/AQ+l8CDAjGDFMTVBwiJlAu0zOdNyo7jz+ERJlIx0pxShpIj0X7Ql8/2DqINcgvoykDIVoVZwkt/033xvCP6OXdpdIzyDfADrubtgKy6634qiyq7qqiq/KsV7BZtpa++sahzezSjNi54IjsGvo+BuUOmxQaGikhYClMMaI3dTxHQJdC+EJ6QcI+njzvO2Q7wjj2MccnUx5gGA4V9RDuCC/+oPQd7l3qY+fU4gTdS9es0tDQF9FN0bbROtNB1tjaWd4433jgtuRa7Dz2m/5rA28G+QgiDP8QShYTG60fACM0JHAjtCCOHf0bpBs2G24ZDBV9DiUH3P96+Xf0lPDH7Wfrv+fS4UzacdMf0AXRHtRE1znZAdoK20Ddi+Ag5e7qAvIq+2IFBA4FFDcY0hwrJGAt+TVUPSJD6EYDSZRJbkn/SYJKl0lkR/dDMz/1OJ0w9ybHHUMV0gwRBL/6PfG9587d4NMKy6nDcb3zt1azgbCvr6OvJa+yrhOwYrS6uuLAwMXCytvRZNsV5rbvHvdV/bYDMAsBFKgcniPlKMks9C/DMg80uzNqM/8zVjWnNSMy9SoQI/sc7RlsGHMVJhAvCWMBG/ra8+zucexB7NHsROyH6Onhudt92Vvd5eXw7Zzxt/DE7ZvswO4S80/5PAETCaIOzQ/UDJoJXglaDDMRYRWeFoYUChBMC4wIege3Be4BIv0h+Rz2svI57tLpAudl5RPjuN/k3OLb7dzb3jbgMeGd4t7kzOh67p70bPqx/7MEggoDESIXHx3JI2grNjPFOKQ6nzqNOyA/TESIR/hGj0O2PhA6Fja1Me4smyeqILsYRhC0Bi79lvSp7AXmpd/m11TQBMprxCzAAL1Yulq5Y7lfuce6171ZwT3FCMn5zLTSvNnS4GDoAPCr9nT8kAH0BuQNJxWAGt4ddiBRI7EmSikBKskppik1KdknDyX/IEYdHhsBGpYYGRWoDiMHegHW/j/+pP2a+5D4ePVd8kvvS+1o7Y/vsPIi9cb1EvUG9JLzGfXW+Db95AD5AjkDCQNrAzcEcAUWBuUE2AKeAQYCqQPjA5MAEvvf9aryuPFS8S/wpO7C7GvqqOdP5IjhPuHX4zTo+evz7Ofrkeu+7ZPyd/ij/TYCCAdHDL0RjxYxGocdhiFCJgEreS6QMJkyADW5Nno2/DPqMCwvfS5VLW4qRCWoHuYXwxGtDDAI4gIZ/JL0qu1d6EfkJeBq24fWNtLzzufMIMypzC3O1M/N0BPRkNGC08DX7N2R5EfqZO5n8aH02/j7/YgDqwjHDAYQxRKCFXYYwhqUG0EbsBrKGp8bIhyYG/AZMRfQE4UQ+A2jDPILnAoxCBUF7QFF//z8BPv3+fv5ZPpk+m356vf29gT3r/dn+Nz4V/lm+vT7WP3n/YP9w/x9/BD9NP4s/1r/pf5R/dv7lvpT+fH3s/bo9aj1bfUM9Arxdu0G6/nqBO0Q7zzvnu2/63Hra+2B8CXzEfX59sX5ov1wARkEAwahCP8MnhKJFykaDxtKHEcfgiMUJ28ovCd5JtQl2SXYJQMlICOoIPYd3Br9Fi8S/gyICFMFnAIU/wv6N/Qo78Xrh+lK55fk8eH538be4d0d3Srdrd5F4fPjwuWJ5lfnZukz7YDyDvhZ/AD/pAA9AnsELAcMCnENJhETFA4VyhOlEZMQFRFUEiATmRLUEFcOkAscCUYHsQUYBGwCxABX/8n9pftW+ab3CPc39yj3QPYY9YX02fS59WX2o/bU9jn36vfw+Bj6FPuW+4n7a/vu+x79UP7V/ov+0f0J/UD8ivtD+5X7/fu0+1n6Sfha9ij15fSL9aj2V/f59sD1rfTR9Ef2Wfhg+iL8qv0K/0cAqgG1A4sGxAm3DNYOHRAfEZIS4hS/Fw4a2BowGiQZ6RjMGeEaDRv5GfwXnxUcE1IQdQ0qC78JxAg2BxgEev+R+tD2//Sq9Fj07fJ68OHtH+xm6yLrB+tT60vs2+1m71jw5fDK8Z7zbvaS+TT8D/59/xgBLgNQBfEGKgh8CS8L5QzXDaYNyAz6C6cLuwvBC00LRwrCCOkG+QQPAzUBpf93/l395fvO+W73jvWA9NDz/vLn8ezwhPB/8GDwIPD37y7w8fD/8Q/zG/QK9er19PYY+Db5O/oj+z38zv2C/78AJQHkALwANwEkAvECQAM3AzwDZwNuAwMDRQLHAfkBrAJKA1ID3gJ1AnIC1QJ2Ay4EAQXNBUMGaQaoBmgHsQgGCuMKKwsHC+8KYAs8DBoNng2KDQwNeQy3C7MKvQk5CVEJhQndCPgGaQQiAtUAcgBHALv/n/4U/W/7DPoM+UL4k/co9xr3Svdw91T3GPcB9yj3oPdh+DL5BPrw+vj7FP0m/uX+TP+4/4MAxQE2AzcEYAT9A6kDwQNNBOME/ASJBM0DFAOSAgoCJgEOABD/ZP4d/rH9q/xh+0b6nPlo+Rf5WfiD99P2qPYy96T3dPf39nn2fvZ196T4Nfk++Rn5Ofn5+f36zPti/Lz88Pxb/RD+xv5f/8j/7v8hAJkACQFTAZIBtAEIAskCdQO0A5gDPAMYA48DXwRKBfQFEgYUBkEGcQbCBhEHSwfqB7cIJwlfCTEJmQh5COQIUwm9CZgJqwjqB5IHOQf0BoYGswXvBEkEjAPNAsMBfgC1/0T/l/64/aX8d/vm+vn67/qA+rv5zPhY+Jf4/PhV+Z/5o/m0+TH62Pp8+wD8J/xs/Ff9bv5K//P/KgAMAFYAMQEPAooCqQKbApkCuALNArUCcQL/Aa0BwgG3AToBvAAlAFX/3v6P/u79ZP3b/Bv85/s1/Cj8xvsj+zb6tfn7+Z76YfvX+5v7K/s1+8T7dfwC/X795v0t/qr+a//s/yQAYgCxACwBoAGvAdUBZwKkAn0CkQKfApUC1ALZAn4CiwK3An8CXAJHAgsC+AHEAYMBwQHgAb0B4AFnAXsAvwBdASIBCwE8AUMBggFyAckAVwBQAPMAAwIZApkBdgG4APf/1wAdAmgCTQLQAc8AWQAfAWgC9QI3AoUAVP9cAIsCGwMgAugAuf+e/48AuABOAFUAPgAbADMA1f8V/4j+Yv76/rP/Vv9F/sz9L/7c/kn//f75/Tv9e/1Z/hf/F/+h/qX+2f7C/rH+Rf7j/cL+uf+W/2b/X/8a/8b+O/4s/gP/W/8b/yX/CP+9/mb+B/6m/mj/jv7K/ZT+WP+H/57/Ov+b/pX+P/8fAI0AMQCJ/4v/RgChAJkADQFqASMBmADS//3/2gHDAqEB1wDPAN8AUAEyAeMA0wEUArUAFwBCAHQARAFaAYIApgDLAOv/T//k/uH+NgBcAf0Anf8Z/gf+Gv+X/zAAeQDA/pn9Dv9cAA0AZP9E/47/Zv9V/2AAyACV//3+9P8kARYBr/81//YAygKfAssAKf8p/xsAaQEnA5kDWwJ3AYIATP9CACkCAgJ3ARYCfwIqApsAn/6s/18C3gESACUA8f/Z/1EBKQGq/9j/Gv8g/W3+9QA6AO7+9v+LACz+qvtV/bkAXACU/nH/yP/7/Xf9M/6j/u//xQAs/1T+5v/E/7r9LP4OAEoAGwBJ/4/97/78AdMACv42/uX+8/7a/xcATf+q/5sAtP8H/pv+uv+u/gL/2AH7Aa//cf6n/eD+jAJZA7YAyv7N/qoA8AGXAIIAewI9AoAA3v8nAEUB/wEvAdD/fP+uAZMDRgGk/jT+r/02AEoEsgHe/I/9vP9QAPv/Vf65/UX+F/8WAuIBrvud+ksA0QHt/+b/8P4f/V3+EAI6BOABZ/2d/DAAnAMcBIQCJwB1/kwAgwQQBU0CsACY/zIAwgNIBHcBwgA3ACYAqwNIBAUAS/6x/tH+OAEnA5YB7v6n/P381QDvAkAAwvvB+g4AjwQyAcj7QPpb/KMB3QTzAeD8ofjS+bYCZwbU/1X8kP3N/Aj+rQGTAp4AcPz3+S3+uwPjA6n/GPuV+lH+yQIEBQAB8/m8+SP/CQSjBloBy/ej+J4B0gVrBIkAB/zL+/MAmgUbBNr+WPzY/V8CyQY9BCn+uv12ANkBBAK+AAMBEAI1ACgAfgEx/zD/kwHk/xr/dgCk/8v/Vf/o/D7/aQISANP9qP2k/bn+YP9LAC8CsgC2/dn9J/76/QIBPgTYAa398/5fAU8ATQG6AoP/Qf4eAcsDsAUpAUD5LP1cBgYGyQIxAOX63Pt+BN4H1wKD/O/5Nf0pBEIHBQOS/af55/Zd/kwMywpP/IH0J/V8/m4MEwpp+2H46/r/+VUChgybBZH48PVR+6QEBwr1AUv4Dfop/5sDJgc8AQn5WPrL/RQBzAVbA679v/tR+Q38SwUTCCAD5vlN8kj6hwgwCu0E+/w99NL3RgIEB/wIpwNW90326QABBxgF8wAk/j78jP2kA1wEwP+OAlgDZ/q7+mAEBwXEAO//HADRAakBGf33/EsCgQM5AcEAuP7D+6T/9ATvAdX+XQDS/Av6zAFXBm8A+vxR/hX/vQC+AAP+Bv+cAQ4BRgEGACv7xfzVA24FfQPh/ob42v0rCCAEb/3B/nv9zv9yB6ADgP08/x/7/foLCGEJcv7Q+Rb3rfx3C30HDfrB/AL9ifgjAqkHUgB0/GD6R/2rBSoAxvglAv0GO/8j+ej42gL3CVX+9PjKAxgEoP6ZAaX+W/jW/uIIOQhK/734ift4An0EVgLGAHv+0fv3/qMDtwEwAPT/1/uo/1wGWv1Q+B0DsALa+3gD6wU7+pH2d/7sBcQGLQBO+sn6vf4hBWEGJvzE9zoDCAgY/lD7SgHr/5z+agX/Bf/9vPoX/U4BBwZ7BG/+/v2SACQAaQDpAOn+EAEGBs8ASvfW++AGowRY/FP+ewLW/WH79gDRAWP+xQC6APn7vv+ZAtb56voCCM4FYPqt+x8AYv68/lsCqAWVA2v5W/YQA74MFQXu9fH0YwYMDTL/W/qT/7H+MQOYBoT8JPxpA3H9yv1GB54BCvzaAmn/xvaG/7MKngLI94P9yQLD/T4AFQSu/dT+qgI/+jj7kQZSBGD+1v7O/fX/7AHf/df/AAROAA//rADm/b/9PALFBNABf/vC+8wBfAFr/8ECgwLr+7/4iv+JBz0Cg/rk/80BifkC++wEpAfJAPX34PraAz4Bcf88BJP94feRAZEI6QWm/GD0J/8rC8gCMf9BAlH58fmECPQLEAPP9LPyPgjiD9P/n/za+yb0qwJFEpwFH/iu9Eb0KgSZFDwJJfSP73v4VQVfDbYH1Ppq9EH1PP5QDhoOevqF8w/4+viZB9wUJgKX8Mr3JP3KAkwPOQc48kX03gTVCI0DQv4Y+JD8hQsSCHf3Dfm0/vn9iQozDv747vCK+24EkQ38B8P0sPbOAn4CwwXIBSv5Z/kuA0oDxATXBLL5E/d2AaEGCwaGAtf7mftZ/lT9hASbDBABAfPB9uYAlwk+DP3/v/J19G7+5gj3C1IBy/XB9Qz9gAQWB7ID+/15+nP68vnr/o0NvwyX9yzxMfsSAl0K1grw/Tn4WPZ6+HQNIRRC/HLyYvr5/FoHmg9uAS722fkN/LUCmw0pBzb3bPaJ/bYAXwmDDRb8Yu759wYEqwvrDfj7cuwB+WsFGwWkCq0Gf/KU75T+iga+C9ALn/k27ID2iwVhDiUNMvuF7+j4KwDKA1wOvgol9Rfs7fuYD3oMKvtQ+AP9jP2YBB8IvgDm+/v3n/2zDZ8EhvPLAAkGNfgpAcwLrP+e+LT6VP9HCSQIUfzf9j759wP2Cg0DbP+n/ubzrPjLDGwNzQAD+Xvz/fnaCp4NfAIh+v/2aPpsA9oGewQZA/D8G/bj/C4GSgXwAwL/jvQW+okJ9Qcg/Wf6qv2VADj/6QAiB67/8PTR/awElwD5BbcDEfW0+p4ER/6sBC4Lr/dn8/gGjgXq+qMAEwMuALkBC/45+3f/OAAfA04IRQDD9o36wP/vA5AIXAEg+IT9zAGf/ZQAlQRtAKH+yP3V/JADXQLJ97D/sgxBAl/0YPeJA8gLPgK89Uv/bgeC+wj49wPjCOcBw/jV+hEGyQOD+Mn98wf8ATn8dQGkAC38wwEKBO39iv7sAFkAwgMFAez6tf/BAUcBEwgO/+zvDf3CDGAI5wJS+OfuYgDAEXsG8PiH+M77cAGEA18CGgcAAlbvVPQUD7EPhvpf9VT8+gAWBPoDSQR8AAf0avi1C7IIXfwH/9b80viXA6sIYwEq/lP9JPz+/dMAGAUaB/cAtPfD9BL/2gwwCb37GPgK+jsAYQnrAnb2Af71B10AV/sAAPL9K/zABcoHEvys+lwA8/lb/BkO3QlI9+j4ofuZ+G8KOBRL+qTtEwGCBtT8TgRMClr5CPLWAx8Ljv8T/R0CoP7Z+RX+/wdUCJz6OPZqAM0DYAKfAg//j/4w/Sn53wOKCcj6A/yqBpb9yPvRAo38GgCPCHX9OvqEAx//Dfz4A24FzgDD+yD6jAArBaMDRAH2/Gv75P6jAUcFvQT5/Ff7n/wa+ysFPQ65/+3xyPpkBLYCJQSFBV/6hPMz/vEGwQcuBj/5gPLDAPAEQgEVC8kCoO12+IwJ2gYpB9QA/vGE+WkHdQUkBfoCRfaM9uIGmQon/+z81P9n+Cf9KQ4SBbH28f/F/eD3Lwk7B0r3agN8AzHz3AG6CEr33wE6DGj4LvZ3AIH+ughsDP/2NfM0AA8BgAXWCS79h/Ug/I8DbQciAvv7eACx/jX3sgEjDwsFkvPr9BoDOwlnBtQBefjB9Gj/3QYICccJx/jc6o/80g3iCzcGo/b+7G//yQwnBzcDy/ng9M0EzQgZ/IH85/72/wcLAQSV78/4GQuUBkYCYAHi9Rv2VwU5CCgDagIB/H72bv3gA8MF4wfv/nvyRvl1BK8DWQj0CVv0g+riAUoQQAhLAYP2++81AqYOMATt/z38Q/LO/k0Q+QWz+Ij5u/whA7oG3wGj/ur8GvwS/58BuwZJBrr4+veUAnL+pwD5DDkCs/OU+en/4gSbCegBMPvY+mf4RACuCyIFHvxt/j/8yPYJAXkQtgfN8VbzCgXvCLwB6/0A/x7/Ivt+/gMJKwUs+LH4ygGOBbsCuf/IAOX9iPhX/YUF8AgPBj33BvGvATkLcAajAk34pPP3AF8HDgUMBSv9cfev+97/IQo+C5z1S/JOBSYFUf+VBUoCHvox+pf83gVfDJL9jPJ+AJQHIPzr/z0M8/1w7sb+9Q4kBiz5Vvdo/hkEewQCB/AAk/Eo988IXwhjA6EB3/fk8nr98w1REEz8S/FX+l37fwPQFkIEnea4+FcOBgIe/S8GTAGX9734+ABSCmkJfvkr8hkBJwpX/6z7JwaxBYv2ufJMBMsO0gI8+xj+Pfp9/BoHGAU2/6T+s/tr/p0Cs/4eA34IGPu89E8Cigbk/wAAHP+N/IMDngX4+UP45gR1CIT/kPhf/WMGfgBC+oMGFwRY8ub+lQ/w/rn0pv8FBLgDawDT+qEAgAKR+pIBmggj/PT4wwJyABD/RAf/AfP2FfuNARgFAwlF/UTxfwCIDLEBePyW/HL58wHpCJ8ByP0A/Pf5eQORB/v9Qf5iA8b8Q/lQAHsF3QQ/AQf+APwS+rf/UQmwBRP9ePtL97n8RRCYClfzXPhVAxr8sgGfDUQDnvMn8Xb+oRP8EVv5XOxx8eQCbRZiDqv1YfL0+GL7xwo7FYABIe5q80L+rwigEEsCUfG4+wUDS/p+BC8Qmf0276D7mwgMCDgAcvrL+Sf9hwkQDSL3O++BA4cI1gLbBl/8t+8N/VIJSQckBwkACfLK818EOQ4qCLH8VPX/9JUC0w9hBpz52/h89z0AgA1vA436swGX+u30pwV4DgEGfPng8dj7GAVGAvcK9Qnw8f3zTwRA/LcBZhNwA7fx9vff+fUC2BJHAvjxCgZQBcjrmfyUFIwBVvz/BgXygvE3EO0IefsrBnj3ePEDDj8HVfN7BYYHOfas/s4Ecf6zAZwAsPzbACkBOAB4AaUAhv+W+c/8cg1OBhH0L/wjAUP8pQcyCa77kflT+aX+Awt6A9v7fwLv+av2AAgrB+f9UAJf/Xz2gP7IBVgJYwVj9iT03f5tBccMKgkf9ZLwbf0IBugLggeT+Jz4if8L/IsBxAuvAzj68PqC+aP++QpfCVP9svW19oIDaA16BUH6B/Vi9hQGxhGRBRP2rfP8+Y4FMwqQBewBsfju8FP9EAthCZQE6fzc9AL59ADOBU4LCwev9vnucvxPDacJn/7r/y78FvQq/yELmwaHAC35fPdMBJoEuPsqBdIGT/cj+g4DjP0hAmMLrv/z85j7OARRBaMEP/5v+RwAWwB5+pkHcQ4996nwhQPWBHMCcQh8+7TzpQOMBIH9ZwZuAn32+/7SAl38jgVkCKD4OPgZAhEAdwMbCWT8nfMF/ooG3wZEAsr5MvplAEkB1QRTBUf7ZvkA/74ADgiqB9f1+fSJBdwF3gCTAw3+ovi7/mEC4AIiBbL/GfhC/NgEdwWJ/1r8WgBIATv77P6WCOUA4Pa/ANcGff3R/EwEtQIC+3P4kwKlCwIAVfa1AOgD8P0bAd0ACP57AlL+LflLAxkHjP9e/un9jvxvAeMCagDiAWf/mvh++xYHJQsQAuT3ufZw/OcErwqsBQz5zvSd/W8F3ge6COr8Qu5e+jUMuQZAAZX/A/Xj+pAK3QRB/z4CZPgA9i0FmAmuA2D+QvcN+2kHzAXe/b3+J/65+98BmgVQ/z/9UQAp/1cArwMjAK78lv1t/i0CngQfAbL/9v3f+YX+1QVxBJ0BY/7591L6iwYeCkAAkvlm/BT+FP+SBfwHlAC+91r1GP+3DHYKKvxh9eP44wClCOEIEAA99vb1OQFrC6wHRftF96X90ACiAocIjQNy9sf3SQE8BeUG7gHN+bz79f7Y/s0FjQkt/8300feHBJ0KtQLx+1v8UvyvAF0G2QG5/V3/BPz2+0oFxwd8AFD5+vYlAPAMnwgv+Tj0yvtlBc0HUQJ6/QT8PP0QAh4DPf+5/4AAbv3b/jcCFAG2//r+u/4NASsCKAFE/4/7N/yDAr4ESgK1/5z8hvwBAfMCKgC8/zwCif5e+b//ewbuAhgBjv4d+Dr+OQbIAF0BvASm+k/4vgAXAeAETgr+/vv0MPn4/QMFDgwdBV753PUF+SID6AyoCJr7NvWr+GQAFwgFCmoBUffJ9+7+5gV8CdYDifoA9673GgEfDyAL2vv59vX04PhYDPQR4f9Q9jT3cveHAhUNhQZJAP79n/Rw9TwFFwvPBbQB5vk69JX87AaRBzsEvP89+vH49P0vBI4EkgG0Afz+0vn1/ToDZgFSAzkC+vhe/LAFRgHX/lABEfzZ/gIIhAHc+aD9nv6BAJ0GNQMP/O78Pv9n/wkBSwOpAlb+/vt4/sUACQLPAgABcf4O/Pr8QASkBQL+Af0D/5b8hAE5B7YAufs6/Tv9JwFfBQYB+f1W/7r9zf14AYcCnQEFAJP9gf1U//8ADAONAmT+kPwJ/0kBBwI5AdD9DP3fAYEDJwCt/yD/TvxL/zoEtQLM/8z9qvvI/gwEAASWAZ3+E/uw/PABdAMXAjcAKP2n/L4A7AK2AGMALwHI/Vr8ogARApMAAAEg/7j9vwEqAiX+VP8lAVb/KgC5AC/+bP+kAQAAFgELA6z+N/xYAHEB4f9cAYAAif10/8EBlgArAcQBpv7O/K/+VQH7ApUB//1A/d//9wEqAicBXv/D/a79SP+hAS0DTQHj/GX8ywDaAswARv+Z/jz96P2LAdACuv/u/aT+qv4lABcCEQBu/vn+jv3m/lIDqgHa/eP+2v/Y/28AOv9o/xYBbf+a/skAAwGZAF8Ajf4//48BgwC8//EAkQAlAJ8AUQD2AOsBtwC//y8APQApAdQCfAGX/kP/7QEZApUAev8d/9z/igCyAIQBqACI/Ub9/P9GARQBqf9s/db9RQABASIA8f6u/uH/yP/Y/nsAmQGS/y3/JgFGAU8AEADL/4YApAG4AGgAIAJ6ATX/7P9/AQ8BcwBtAGkARAC0/8H/aQAeANL/6v8g/9b+e/8K/0f+tf6F/4H/av70/ZT+Mv4n/qr/L/+w/fP+8f+5/m7+8f74/sv/8wDXAM//CP9C/0gADgHWAHkA7AC7ACv/yP4ZAMYATgCw/9f/agB0/+79Hf6w/n7/2gB1/8v8+f0jAHT/0/55/9v/OQD8/9X+Av9rAMEAqgCIAfoBVgEcAW0BVQGCAXICrgLJAbQB6gJAAywCogFuApADfgOhATYA6gD0AW0C9AKAAtkArv/C/6AABQGJAIwA5QBeAJD/8/4o/w4BUgLvAD//4P4m/ygAbQGtARYBSACK/9n/ZwEOAqYA9/5c/hb/EwH+AWEApv7D/TL9dv6DAE4AXP4Z/IL6iPsT/iz/X/4j/Pb5C/qB++r8Qf6o/bL6Svki+0z9sP0s/Sb9uP09/m7+U/44/mj+4/7A/5gAiAD7/5f/+v76/mEAZQEDASQA0v7C/V3+dP+w/9//AgCY/zT/4f6T/g7/EgDoAJ4B3wFrATYB1wG1AocDYwSjBA0ECgRMBWgGiAaJBiUH+gcRCH8HcQfFB7kH7AdfCEgIbAgeCekIqwfDBkcGnwU8BUQFugS3A0IDmAInAWAAOwB4/2r+Kv2S+7b6ZfrH+ab55fmh+Tj5e/g898H2XfdB+Nr4evi49wf4Hfk1+ib7GvsX+qD5avrv+yL9JP1c/G/7fvpa+pf7B/0n/ZX73vh19kb2gPiJ+hz62Pds9Q/0gfQn9qv3dPg0+A/3RvY69xX6V/0g/0r/1/73/uIA9wNBBqgHtghgCaEKjQyjDToOJw+MD8IPqhDwEDkQNhC6ELIQGREiEuoRPRCSDk0N/gwUDpsOUw2cCwEKrwjnCK4J1wjPBicExQCo/uD+Q/90/ub8ofov+Lv2BvYX9dLzj/K68XvxUvFe8XPy3fNi9Jn0JvXH9db2Q/hl+er6Jv39/mgA7wEIA54DPQTSBO0EKAQkA/ICAgPtApcDFwTDAjMAHv3U+bP39PZQ9nX1YfTT8jPx8+847x3vAu8Z7m3s0Opk6sPrnO4n8hz1XvZM9jT2TfcW+mj90/+LAUwDYwVJCM0L1Q60ECsRiBAZEI0QFxFgEQESFxNFFBoV6BRtE1IRbg9HDrwN/gz/C88Lwgz3DdYOJg9LDt0LsghXBoMF3wWhBtAGFgYBBaUD9wF7AK7+k/sJ+EL1PvMT8vzxvfK88+Hz6PLD8ZbwWe8i7zXwBfLS9E34YPsl/voAVAPYBKkF4QUMBvQGoQiSCp0MvQ5qENUQjg+/DCkJvgX2AsIAG//k/Zz88foo+Xz3rPXv8oPuFOmE5PnhzuHI4zvmYecu543mYOYP51To5elK6/3ru+zl7j/znvkHAB8EDAYmByUI4Qm/DPgPXxIsEzkTcxRIF4gachx5GywYlxQFEuQQSxCDDnEL3AeyBAwEigZeCacJrgbHAaH9UvxE/gkC5AS5BakFvgVEBwsL5Q4QEAgOqQlRBb8DEwWZB4kJ9gh+BVgBrP6b/eD8uPoO9sTvh+rg6DHree8D8zP0DvPg8I/vMvA98pb0h/bV90L54/vi/xYF7ApqDx0RuxBdD6wNrgzjDMkN/Q4cEH8QGBBAD7cN6Qq6BvYBoP2S+V/1wPEc7+jsNOsg6iHp5ecJ5hzjht8o3HPavNvV3pfhu+OT5Yfniepo7k7yBvYD+TX7nP1wAKADxgcEDfsScBg9GwgbmRmPGD0ZCxxQHxkhdSAeHSkYLhQ5E6QUjhWeE5MOAwiSAhIAngAtA0wFRgQYAGP72/hn+an7C/5jAJYCvwNaA1ICsgICBW0HgAj7BwsG9wPpApoC3gK4AwQERQJG/o75Bfb98+TyRvJx8Sbw/e527hHv6vDJ8lLzdfJk8cnxRPTu96v75/5xAZMDzgVbCPgKJA1uDoQOuw1JDeQN8w6kD7UPLg8HDvELvAjsBHsB8v7m/Gn6Efdg8zTwwO1y607pCugt5yfl4uE136reb+B248zlc+aG5ojnFur/7TryrfVM+Ln6vf3SAVgGPwpvDTgQdRI9FE4WwBi8GggcDR22He0dgh0DHDUaWhnYGFsXqRRkEYsOogxnC4EKOQntBjoE2gHe/4v+9f3N/Qb+R/7t/Un9PP3t/dj+lf/T/3L/EP8m/1L/x/+tAMsAw/+m/pj9hfy7+5/6Ifkl+FH3LfZQ9aD00PNr82LzLfMT81vz6fP79IP2zPfc+Hf6g/xJ/sb/JQFkAvsDFwYRCK4JEwvvC2IM8AxVDRwNSQzlCkwJTQgJCKwHYQbuA8gAy/2D+6/5f/ew9M7xNe8L7b7rPeuv6pTpOehD5yLno+cq6InoKemG6snsrO+g8kr1xvdW+gj9vv9dAhgFBwivCtkMOg/7EVgUKRaWF2cYxBgCGRQZCBmvGKUXUhYfFbMTIxLUEHEPlQ1uCz4JPAelBY4EmQMyApAAZf+5/oH+3v40//L+bf7s/av9Kv4B/zX/2f6k/qb+q/7G/vL+yv72/aP8Vfto+s35QPmi+Or37vbN9Sj1P/V/9Ur1nPTF8zTzXfN89Dv2yPez+Gb5RPpe+/X84/5bADAB1QGKArEDhQWBBxAJ8gknChkKDwr+CREKEApdCSUI9AbfBeEE+gMPA+QB/f9W/bj6tfhC9wT2f/Sn8s7wM+9R7nPu8e4O76Xu1e0w7YHt7O7v8PXyv/R09kv4fPoz/SUAvgK/BFgG5we4CegLUQ6OEGIS2xPRFB0VDxX8FPAUuRTpE4kSKRHoD8sOHw55DRIMDwr0Bw4GnASCA3UCdgGTANr/dP9w/5f/nP9S/9j+Zv4X/u/97/3z/eX9/P1Q/nr+LP6M/bX8sfuj+on5bfiA98v2WPYZ9q71EfV/9N3zP/P68tTyjfJt8sHyl/PB9PP1KPdv+J75xPoN/Er9Xf6J/+8AZQLPAzkFnwYHCGsJhgozC5oLzgvMC68LjQtyCzsLqArACZcIJQfVBe4EzgP3Aar/Pf0C+1L5JPgQ98H1PvTQ8qfx2vBy8E7wVvCT8O3wRvHi8SzzE/Un9yv5AfuA/PX94v8qAlcEUAZdCHsKOQxwDWoOVw9fEHYRFRIXEr4RABEzEPYP+g+3DxIP5A1MDL4Kcgl6CKEHlAaQBc8EDwRIA6MCMQL9AbwBMwGSAOb/Ov/Q/nn+Cf7D/ZD9Lv2v/Ab89PqP+Tj4OfeE9sD1p/RV8zvynPFK8QfxtfBA8M/vhu9M71Pv9O/y8Orx9PIv9HX1xfZe+Dz6BPyW/RH/dQDUAWEDFQXFBl8IvwnOCp8LUQwQDd8NRg7/DXAN+QyBDOALDgsGCtAIkAdDBrME7wJSAc7/CP4b/F361vhm9wz27PQx9LfzOPPF8pjytfIX88TzofSR9Zz2xff++Gb6KPwu/j0AIQK0AxQFiQYsCNgJTAtZDBoN0A12DvwOfA/pDxUQ8A9zD8cORA7RDQkN/AsBCx4KSAmLCMcH/wZcBsQFCgVEBHcDqgIcAswBbwH2AGIArf8d/9L+bv7R/SH9OfwI+8b5lPiJ97b21PW09JrzmPKQ8cLwW/D873PvAu+17orutO4l78/v5PAv8kvza/TR9Ur3sfg0+u77r/1C/7QAJgKcAzAF0wY1CDIJ8wmmCloL7QtSDI4MegwEDGoL2ApSCscJAAnnB5gGHQWnA20CRQH8/5D++vxT++r51vgB+GP35vZi9t31evVU9Xr15fV59hr32ffK+Mr5z/oa/Kz9LP+EANIBAAMMBB4FUQakB+YI1wlrCtoKYAvzC1YMewyCDFgM+QuGCwcLmApZCv4JPwlYCIkH2QZtBkAG9gVjBa0E+QNcA+wCtQKdAmIC6QF0AS4B9wDBAJEARQC7/+f+3/3Z/AL8Qfto+mv5VPhK92X2lvXW9CH0WfN+8sjxR/Hl8MDw+PBi8dPxVfL48sTzt/TC9d/2A/gi+Uz6ivvQ/Dj+1v9gAZMCgQNUBC0FKgY1BxAIoAjzCBIJGwk4CVsJVAkMCXwIrQfDBvMFbQUaBZ8ExwOsAm4BLwAu/3P+y/0Q/T78cvvU+oP6h/rL+hX7Mfsd+/f6+fpU+/v72fzb/bz+Z/8ZAM4AbgE/AlADTwQVBZkF4gUsBqYGRQfzB4gIxgipCGUIHwjlB8AHngdWB+YGdQb8BWcF0wReBAYEvgNmA9cCCQIvAZQARAAQAN7/jP8E/4X+Tv5L/kn+IP7M/V39z/w6/Lz7MPuc+kv6NPoM+rH5Hflt+N/3nfeQ92/3DveQ9hn22/UR9pn2EfdT91H3Ovd89yX43fhx+fT5kfpk+178Zv1o/lX/NwAhARACBAPyA9IEpgVeBvMGbwfNBxkIaAiqCOQIFQkJCcEIagj4B2kH5AZXBqUF1QTkA88CqQGZANb/R/+m/u79Lv1q/N/7qvua+5r7n/t/+1D7R/uE+1H8r/0J/+z/eQAGAeQBNwOsBNsFpAYkB5QHSAhVCXsKZwvjC9wLfwsRC64KUgreCRYJ2QdJBrUEZwNpAoYBeAD//jX9lvts+pD5z/jz99L2lfWa9CP0OvSl9P/0BfXK9KL06vSz9bn2n/cu+Fv4XPiz+MH5T/uv/Er9Iv3U/AX92v3x/qz/tv8+/8z+3/6E/0MAmQBQAIj/yP6g/hX/t/8NAOj/bv8K/zL/CQAhAeUBIALwAcYBIgIGAxEE4gRABT0FLAU6BXYF5QVGBjUGlwW2BPkDlQNsAy4DhQJfAQ0A4f78/Wz9D/2n/Cj8pvs0+wv7dPtX/FD9GP6n/jz/LgCSAR4DhwSfBXwGgQfvCJIKHQxoDWUOGQ+pD0AQ5RBdEWoR8hAbEEEPiw67DYQMxQqjCHkGWQQSAqL/E/1p+tj3f/VI8zjxSe9M7U7rtunI6GToOOgQ6P3nQugH6SzqjesG7WHuqO808SLzV/W59/j5x/tF/dP+tADXArsE/AXNBooHUAgeCcMJ4glZCXkIuAdxB5kHtAdkB64GqgWUBMYDLgNnAlQBEADP/vz94/1X/hP/4P+NADABEgIfAwQEjwSjBDEEewPWAl8CGALvAbwBdAE0AQABowDn/67+Bv0d+zv5nfdU9l/11/Tj9Iv1uPY2+Lr5F/tY/KX9K//zAOEC7wRMBykKeg3zEEYULBdWGYsa4Rq1Gm4aLRrVGU8ZpRjoFyIXPxYFFRsTKxAhDF8HlgJV/qr6Yvdh9J/xB+9+7PLpa+fk5F3iAeAB3oHcvtvi29jcdt6J4OviruWm6Fvrn+3S74Xy7fWv+Ur9fwBhAyYG1Qg3C0UNHg/DECQSKBPaE3QU5xSyFG8TQhHKDp4Muwq+CIUGQQQuAl0Alv6c/HH6I/jE9ZvzFvKJ8QnyYPNW9eH33foC/iwBPATkBvgIiQq5C60MTg1LDcAMLQynC88KUgktB8AEYwLg/9H8J/kL9c7w8ewZ6tnoJekR6rjqKutX7DbvzvM2+V7+fQJIBUoHrwmEDfIS3BiUHQkgbSARIGkg5yHqI0ElzyQ/IhEeRBn4FNQRlw9NDbgJOgR//fn2+vEV76jtPeyd6X3lwOAx3SXcON2h3qze9tyn2nbZfdrG3XbiJ+e26v7s8e4E8vn29/xHAsAFfAerCIoKgw0oEYAUexaoFoYVLBSYE+ATORTVE2gSJhCgDWsL1gnNCL8H2AWnAqD+3/ph+DH3WvbA9A7y2+487DTrKuyt7qzxE/TB9aj3+fofACQGRgtvDrEPARCfEB4SFhSXFaEV9xN1EToP4Q0TDZwLhAiWA2H9PPdu8lLvX+1R61PoHOU74yrkN+in7U/yOfXU9vb4NP0dAy0Jmg0wDwYPYQ+xETUWMhv2HZgdJBvaGOAYvxrpG1MagxUlD84JcQaCBLoCf/97+sL09+/Z7Wfumu+C72PtPeok6OnnBelm6nrqsOj65cLjyeOZ5mzqVO187nzur++08675qf+GA3UELwTaBFAHLAuGDn8POg5XDOsLGA6FEboThRN9EV4Plw4XD7UPCA9DDPcHyAM6AWIAuf+d/dv5sPW/8sLxI/LC8qvyqfGs8BHxb/P59hz67fvt/GH+JgHrBJcIUQvxDPANCQ9rEKURJhJzEYwPIg3YCs8ItgbtA1YAs/yh+Rj3ufQl8pHvjO0/7KrrCuxS7RzvFvFP80v2R/p0/tcBVgSHBgIJrQvyDZcPvRB8EfwRcxINE7ETsxN5ElsQNg6MDBULBwknBgYDQQAp/sj84/sr+1P6T/mR+I74IPmk+XL5g/hz97/2Y/YL9ln1SfQq80HyzfHq8V7y4fJt8y30cfVI90b59fpC/Fv9df6Z/44ANwG/AUgC5AK2A8wEFgZkB3MIXgmTCgYMIw16DQoNNAwvC7oJ1QfkBfcDuQEX/5D88/pV+u35Nvlk+OD33/c9+NL4oflo+uf6ZftN/Lf9Tv+rANkBFwNOBE4FJwYFB+gHeghoCN0HLwdXBgsFNQMfARn/Cf23+mf4vfbn9Uz1XfRQ86/ym/LO8ibz8/Na9eX2R/jh+R383v6XAeQDAgYuCCYK1wudDZoPghHNEkETahOoE44TthIbEewObgySCVIGPQOZACX+xPuH+bj3u/ZT9kP2zvbT9+f41fmG+mz77fx8/oX/5/+Q/9L+Hf6c/Zz95v20/fj8PPzm+zf8zfwI/dP8D/yi+if5LPi997T3tvez9yb4M/m9+vj82f/zAu4FdAh8Ck8M0A3RDn0Ppg/hDgwNRQouB5IEbQJ3AIr+XPwX+kn4PPcg9733Rfhp+ET48/fx94v4gfmH+ij7L/su+437Svxr/Zv+gv8ZAEoAVgCwAAwB8wB2ALT/7/5G/m39lPwo/PH72PsB/Er8zPx7/f79p/6b/18A/ACIAeQBegJHAw8EKQVEBvwG+AdlCQULsQyTDasNyw2yDTQNfgz9CskILwYbA4QAzf4I/Tn7lvlK+Bz4lPgC+fP5Jvtb/AD+fP+vAN0BTwJuAtgC2wKUAhwCCwExAK3/6v6B/ir+T/2f/AL8XPse+376b/nh+J74tvhP+bH5K/ob+yT8wv3p/8sBgAPwBCoG1wd/CZMKPQs8C8IKNAo7Ce0HTwb7A2QB5/5i/BP60PeJ9eDzy/Ii8hfyVfLf8v/ze/Vy99H54PuS/SL/rACEAj0EHgVQBRUFsQR/BCwEeQODAhkBc/8Z/h79evzO+5j6Qfly+Ez4xvhx+eT5YPoc+zz8Cf4+AFcCJQShBSIHCwkbC+YMJg6aDnsOSA4xDioOzA2WDLUKuwgFB7oFpQRaA68Bsv/H/Z38UfxE/Nf73/rQ+VP5ePnt+XP6tPqP+lj6dfow+1/8W/3W/RL+WP7h/rj/kAAsAVEB2wAgAJH/P/8E/4v+p/2i/N/7oPsN/Pf8Bf4F/+b/5gBfAj8EFwZyByAIYgh+CHEIIwh+B2IGwASiAkQA9/3I+535bvdP9V3zq/FY8Kzvuu9S8DrxWfLR89f1Zfhj+6D+swFoBNAGFwlkC48NJw/9Dx8Qqw/iDtwNfgy5Cn4I1wUZA30AGf76+wn6N/iv9o316/TP9BH1mPVp9nv30fhm+hL8vf1i/+wAXAKkA6wEgAUjBooGyAbrBvUG6AawBlsGHwYABuQFtQVhBfYEhwQIBH8D7QItAiwB+P+1/pn9n/yY+376Yvln+MD3dfd/98n3I/iL+DX5Qfqn+zH9ov71/z8BjALdAyEFOQYPB5EHywffB9sHswdHB4gGjwV6BFMDJwL1ALz/gf5J/S38R/uQ+vL5XvnX+H34YPhz+Kz4Bfl4+Q36xPqj+6f8n/1j/gH/nP9PAAYBjQHfASACbQLRAkEDoQPkA/sD6gPcA+ID4QOvA0QDxAJcAgsCuwFcAfYAlgBHABUADQAlAEYAUgBEADwATgBmAGUAOwDu/5n/Q//j/on+P/7//cD9eP07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type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > cardboard film.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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KA8jKhuPEbwGdPt08F7mtN3K1vPRc89EzzfR/tQj2krgLud/7gP2gv3ABKULGRLjF8IcaCCWIjEjKyKPH4QbNBbxDyEJJQJk+xn1VO8r6qvl0OGm3ifcQdoA2XbYwdgK2mTczd9C5LjpHfAl92v+pQWHDNsSlBiFHZoh8CR2JyIpESoiKjQpUid0JLwgcByWFzISVwz1BQj/lveq74Hnhd8z2C/SGM5xzJHNn9Gq2JviG++f/WINiR02LV8760b1TsBS1VE8TEFChTQHJMoR1P5P7EvblszPwFe4WLPcsbmzabhOv+PHj9HR233maPF5/LQH3xKoHeYnJTHeONE+o0LyQ4RCCj6INoQscSDLElAExvUP6BHcPNKuykvFr8Gavwy/9L8kwkTFAMl0zQbT+tlg4gjsk/bAAVsNGBmcJE0vTTgJP15DVEUSRZlCzz3qNnAu+CQ3G9MRMAmFAdb6/fTa7yvri+au4WLcvdYr0TnMlcj8xuTHjctD0krczemr+iIO5iJzN1hKWlqAZtRtVm87al5ee0z9NYIcgAFf5pjMwrVko4yWno99jo+S/5oEp6+12cWE1unmlfaABa4T+CBFLYM4fULhSk9RVlWIVqRUk09CR9s7vS1VHYYLdvkR6EHYz8oawGS4p7NqsT+xvrJ2tVa5Yr55xJXLmtN53G3mavEs/YIJGxaoIusuTzo3RBNMKVH4Um9RtkwuRTQ7LS/xIZAUEQgy/Qv0bew35j3hfd3k2snYctaW017Qj837y+HLXM240GTWG99s6yz7iQ1PITo1PEhJWSFnVnCrc5lwM2f+V9ZDfSvND1XyD9UQukqjwZHThQGAhYAmh0iTdaPetTzJr9zU75cCchSfJLkyxj4sSR9SO1nVXUNfOF3lV3NPBUTPNeEk2xEs/jnrOdoHzMjAl7jAsxOyFLMUtiq6y77ow6fJONBw1/rexObb7oH36gCpCl0U9R0yJw0wgDjEPwZFvUdRR9BDxz1mNQMrVx8TEzMH1Pxk9NHtz+ji5MXhdN+63SncYdo62PHV/9Pm0hjT2dRm2DLetOY+8tAAvhHxI1E2lkdxVr5hXWh3acNkXFrkSlA3kSC+BwXurtRMvUKpmZlDj5SKdovGkbycMqsivCjOI+Cq8TsCphEkIH0tlDmIRO5NcVXWWltdiVw7WBtQVURnNbwjTRBU/PTooNeGyUW/K7n0tvq3hLuRwC7Gs8uw0ErV49nH3l3kwOrE8XP5oAEGCqQSLRtFI+kqwzFTN047Ez0UPD84hTE6KD8ddBHUBVP7fvK760Hn7eR05ETllebI52foR+iU52vm5+RZ4yni5+Ew423m4Our88j96wmPFxcmjTS1QXBMnlNkVphULk5MQ680BSMUDy/6YOWR0d6/5LAxpaqdrppOnIOinqzGuTPJ0dm26j/7wQrbGG0lezA2Oq9C1kmFT1dT71TqU7dPLEhJPQgvAB4fC233fuTA0w3GP7y0tiS1P7dBvObCNcpn0fjXGt4q5E7qu/CO967+Fga3DS8VKxx8IugnXyzzL2oyQTMAMiouhidrHmYTGweN+sLuoOQX3cXYttej2eDdbuN86WHvhfSG+CT7NPzc+5T6DfkQ+CX4fvkY/O//LwXzC/sTxhx8JT8tozM6OIA6JTqmNq0vxSWGGY8L7fwY7kTfQdGdxOm5O7LnrcasMq8otXC+F8te2vzqAvxLDN8aiycuMpk690BURctH4UjcSItHnkSFP6o3/yzKH3EQyf+17gje8M6cwse597QitJG2qbvIwjHLkdR73kfor/GG+rUCgQrAEfMX7hyCINUieCSQJSgmUiakJdsj5CA/HLUVUQ0hA/P33+yl4j7aetSo0RTSkNVa29LiJOta8+z6bQF4Bt8JeguAC5kKbgmGCC4IfAiiCbALjw47Em8WshqoHvIhTSSjJZwlyiMHIFQa0hLPCar/0/S56breQdTLyvXCbb2cutG6Wr4qxQHPoNtU6hP67QnLGK8lSzB1OO49A0EiQoVBzT98PVA6BDZQMJko0R5fE1UGC/hT6fDa7M2Vw4m82biJuD27kMBfyB3S5NwC6NHy1/zmBagNxhMSGGAa9BphGiEZ3BfpFioWyhW2FVgVaBRNEk8OqAieAZT5nPFC6uXjY98H3fXcWt9v45Loje649Nv6twBvBcMIlwrCCgEKvAgHB54FugSbBA8GxQhMDKcQ8RTTGKEcsB/MIQYjiyJzIDMdVhj/EVEK8QCH9szrCeEU12jOQcdxwmHATcFwxUXMbNXD4JrtdfubCcwWgyJnLPIzZDnYPB0+uD3+OxE5djX9MBIrnyNmGnMPYQN59jTphtwg0fDH8sFVvxXA+cM+ym3SH9xl5nzwvflhAUEHcAvTDbgOgg5xDS8MYgteC3AMZg6fELISIBRiFD8TbhDlCyMGuf9Y+cLzR+8a7FLqu+lS6vbrN+7x8PDz6vb4+dP87P40AG0Ajf9J/vv89vsH/E795f81BLoJzQ8fFsMbUyAOJJom7Sc2KPQmIiT5HxUaiRKCCdf+KPNb5w7cR9KdyhzFGsKwwcrDgch3z0LYpeI17rD6rgdfFCwgVio5MvE3eDvdPLg8DDsBODE0Vy9NKTAiXRnQDhgDTPZs6aPdTdNby3rGlMQoxvLKy9Er2gfjSevf8jP5t/2yAP0B5QGHAWsBKAJHBIIHtQuqELAVNhp1HbMexB2HGnAVYg/WCJgCQf2m+C71+/Js8YXwAvA775HuPO4T7o/ui+9y8FHx8vEl8kPyZvKx8qfzrPUY+R3+iwTmC3UTqBoJISkmBCqCLHYtIy1vKxgoWyMCHdAUKAsKAOLz6ees3MDS+MpLxe/BUcH2wrrGocwd1D3dGOgj9DQBrw5pG+wmmDDSN9M8aD+CP/Y9+zrVNj8yyiwUJmkeMRVoCvP+wfJi5kfbyNGdyvLGYcalyN3Nu9RQ3FPkfOss8Z31U/ik+aD6l/tD/YoARAVcC5sS8RmSIMslliicKPUl0iAMGpwSNQubBD7/GvsV+Nb11POy8UPvk+zp6Zjn4+X95Pvky+U55/borupK7NLte+/D8f70Tvno/okFuwxDFHcbnyGkJiYq5CtSLGUrASmVJd8gmxo0E4YKnABD9r7rkuG72G3R4suEyAnHX8edyWfN0NL+2cbiS+1S+TYGhBNMIKErFzXzO+8/XkFNQFg9TzlfNPMuQinYIrkbvROBClYAaPX66R3fgdXSzfbI5MaKx+7KLdCe1q7dOuTb6Xnu2vGo9Jz3HPvq/zQGrA0VFoUe8iWiK6gupC7DK1EmQx+pF0IQ0gmVBFwA9/zd+Zf27PKX7tfpHOXh4P7dvdwI3dveieGO5OHn5+qC7QrwSfLQ9Gf47/yuAoQJcRBNF7IdziLHJkgp5ik2KSwnvyOcH2Ua6BOeDDAE+frY8aro/t+j2HHS9M2Oy5PKJ8tczaTQc9UV3Cvk/u1s+cEF3BIIIA0sNDbBPT9C7kMLQwpAlzsoNkIwMSroI4AdlxaXDpsFpfvV8CTmAdzO0sLLNMchxRDGZMkrzjrUh9pV4A7mY+tg8Pb1MPxNA8kLxRScHdIl9yuKL3kwTC7cKQwkHh1jFo8QYQtYB/UDJgAO/Dv3RPEW6+7kF9/D2izYaNfl2PLb8d+X5BDpIu3b8Pvz6vbw+TD9VQFNBtkLHBJQGPEdDCO7JsoolyliKGIlXyHwG6AVGQ+lB7r/8Pep747nSOBc2YDTKM/Yy03KvMp0zNXPw9TL2ovi5Ots9m0CMw/sG2IogDN7PB5Dlkb2RgBF60CFO5Y1Iy+SKPwh5Bo1E58KxQDs9Wbq8N6Q1NXLfMXtwfbAs8KkxtjLGtK92DDfB+Y77dv0o/0hB+EQ4RrpIxsrPDBVMm8xQC7xKJoiXBxnFlQRNg1gCa8FnwGP/Kz2/u/R6Pnh7dtZ1+TUi9RY1vfZud5U5Dnq0u8Q9Zz5Xv2/ANsDEwfhCisP+BMsGU8eIyMcJ40pLCqMKLckKx8lGFMQTQgYADb40/Cr6STjJ91e11fSFs6nyuXIv8gbyofNmdIz2cXhuOvF9ggDog8kHFAoDzPmO4xCVkZ8R21GU0PtPr451jOfLQcnoR9XF94NBwNP9y7rRd+X1NTLbsXNwejAWcK6xXXK6s/Y1TjcDeOa6h7zkPzABlARjBurJO4roDBlMkkxvi15KEQi/xtXFpkR2Q3MCssHYgQnALj6PvQb7a/lz95C2X7VEtQh1ULYJt0847rpMfAo9ib7OP97AiMFzgfrCqMOMRNpGMsd+CJKJ+spfSq7KHckKR5tFrgN2QR3/Kn0tu2850niN9172M7TdM/vy2XJPcjpyHbLCNCy1i/fM+lf9EgAdwxbGI8jfy2JNZo7jD9AQVBBA0BvPU86szY8Mh8t3CbFHiYV7Ak6/UjwyeNt2ILPX8kHxrPFjMexytDOHNNA17PbguAT5iztxfW6/+QKNhaRICsp/i6GMQUxzC2QKHMiThziFsIS3Q/YDQ0MqAkcBvsAMPpX8vjp0+EU2zzWstMU1OPWdduN4QToDu6+83f4JvyF/4MCdwU9CbcN2RLEGKoe5iMVKGQqaCotKLMjTR2ZFTcNuASs/HP19e4X6dfjwt7H2SzVzNAHzXfKCslDyaXLyc/V1bbdkuZu8Bj7wQVxELEamCMtKxYxBjWQN7I4jzjZN4c2wjS5MrIvVStIJdscbhJ+BoT57uyj4VXYMtIvz9vO/tBC1MDXStsQ3ljgCeNK5gvr9PGW+gcFjBB7Gw8lGCyQL+gvFi2iJ0QhmBqBFEIQTw1yC5AK5wjkBZUBDPsK87LqFuLE2vbVeNMI1HzXedyv4i7px+6u8573hfpO/SMAfwMhCJsN0RN0GkUg+iQyKBQpFihMJX4gyRqHFMINeQdrASv7QfU47/foROPU3cPYvtSG0WPPzs5Rz/zQ4dOL10TcN+IW6RXx7fn3AhYMxBRUHLAikyfPKuUsNy7wLnkv1S98LykuiyvyJkEgvBd3DU0Ch/e97dnln+Cx3dncz91531zhR+Ov5Ojliefa6aXtVfO0+pMDMg2bFhQfiyVcKWIqeChTJOAesxjuEkMOnQovCIQGoQQkAmf+4fgN8m3quuIm3HLXLtW51avYbd0z4/roNO5w8o71I/io+pz9qwHnBiYNNBQlGychxyVmKN8ofyd+JHQgCBxwF+ESbA7RCdkER//v+Azy9+ob5ATeB9lf1TTTSNJl0nnTK9VU1xvadt2i4QTnYe2E9E78FQRzC1ASNhgcHUAheyQEJyopnipEK9wqxCj5JJgfphjREK4IpwCY+ejzpe/77Ifru+pj6h/q0Om96RHqM+uR7V3xz/ay/X4Fuw2FFR0cMiEvJOckwSPQIKMcJxigE3QPCgwACR8GPAOt/zL70/WA78joZeLo3BHZOtdW11PZptyq4Pbk/eiA7LTvuPLv9ef5wv6SBEALOxLyGN0eZSNPJpknWifpJZojvCCuHYQaMhekE4gPsAolBeX+Lvht8dzqzuSc32TbVdiB1rjVzNWW1vPX79mP3MzfoOPx57rs//Gh95D9rwO9CZoPGhX2GRgeQCERI3MjTCKoH+4bXBdHEkcNpginBI4BG/8a/XH7pfmU92v1I/Mp8Qbw3u8i8Rn0bvj0/TkEbQoqEPoUURg9GtYaNBrYGA0XAhUREzsRZA99DTgLZAjmBJYAnfs49qjwbOvR5hnjqeCF35bfxuCQ4pPkquaG6D7qHew47unwgPTz+FT+dwTYChMRohYJGzMeFyDNIKYg1R+dHkIdxRsuGmEYEhYnE3YP5wrCBSkARvp39Nzup+k35YbhnN6r3I3bPdvC29LcXN5u4M7idOVi6Hrr6O7X8kH3MPyEAekGEQyWEB4UdRZmF+UWHxVrEmwPuQygCloJzQijCJ0IUQhMB3UFywJ8/yn8dfno9//3wvnU/NMAOQVoCfcMiw/sEEIR3xAdEGAP6Q6xDqIOnA5hDsYNrAzoCmsITwWqAbv91Pkh9s/yBPDN7Ursjetr66rrEuxs7LLs9ew/7b/tr+5B8Kfy7/X3+Xv+EwNQB+UKrw2yDwkRzREjEkASWRKPEt0SEBPoEjES0RDVDlsMgQldBgMDhP/8+5D4UPVI8ovvJ+076+/pRuku6YvpJerV6o3rQOz67Nnt9O588J3yXfWn+Dv8tv/KAi0FtQZqB2AHzQYSBnAFLwWOBW4GpQf4CPQJXQonCjIJrwf1BTkE5AJYAqACygO0BeoHHgr/Cy4Nnw1XDW0MOgsMCh0Jrgi5CBUJkAnLCX0JhwjKBmoEsgHl/mf8ivpd+eP47vgn+VX5Ofmj+KD3VPb69OrzW/Nt8yr0ZvXp9nv43/kI+/77x/yN/XD+ef++ADkCwANGBawGxweeCDEJfgmhCZ8JZQn9CGAIfQdoBicFtwMyAqAAAv9w/fb7jfo++QH40fa89cn0//Nq8wDzuvKa8p/y1vJJ8+3zvvS49cj28/c3+YL6zvsO/S7+Nv8uABgB/wHeAqcDXgQCBY4FCAZqBrEG4gYFByYHVQeWB+UHOAiACLEIywjOCMAIqAiMCG8IVAg4CBEI1gd4B+sGMQZTBWsEmgP1AokCXAJaAnAChgJ2AiQChAGQAGT/K/4K/ST8jfs/+yz7PftQ+0j7Evuh+gP6VPm8+Fr4RPiD+A350fm++rj7qfyH/UT+4f5r/+X/VgDKADQBlQHxAUACigLQAgcDNQNVA1kDQgMIA6UCJAKGAdAAFwBj/7n+JP6a/RT9jvz8+2P7zvpG+tz5mfl++Y35vfkA+kv6ivqy+sr62Pry+jL7oPtG/CH9If43/1AAVgE2AugCZwPBAwYERQSMBN8EOwWcBfUFPAZpBm8GRwbzBXUF3QQ9BKQDIgPGApICigKrAuYCMgN9A7gD2gPfA8oDqAN+A1YDMgMRA/IC1wK2AowCUgL9AYoB/wBfALf/Ef9y/uP9bf0R/dP8rfyV/IL8bPxS/Db8HPwJ/AP8Dvwu/Gn8vfwp/aj9Lv63/jz/uP8oAIcAzwD+ABIBDgH3AM4AmgBdABkA0f+C/yX/uP47/qv9Ff2D/AD8mPtS+y/7LftD+2T7h/ul+7371fv7+zz8n/wo/c/9h/4//+j/cQDVABQBNgFJAV8BggG8AQsCZQK8AgEDJQMlAwADuwJjAggCuAGBAWoBdwGkAecBNQKEAs0CDgNDA2oDggONA40DjAOMA5EDngOwA8UD3QPzA/8D/APfA6UDUQPpAnQC/gGKASEBygCEAE0AIADw/7L/Yv/5/n3+9/1u/fD8ifxF/C78RvyK/O38Yv3Z/Ub+of7j/g7/I/8u/zf/SP9p/5f/y//7/xsAIQAHAMj/Yv/e/kf+r/0o/b78ePxW/FH8YPx3/Iv8lPyQ/IH8bvxj/Gr8ivzF/Br9f/3t/Vf+tP7//jj/Yv+F/6f/z//9/y8AZgCbAMwA8gAKAREBCAHzANcAuwCjAJgAnAC3AOsAOAGZAQYCdQLbAi4DaAOFA4gDdQNYAzwDKwMtA0IDaAOcA9YDDwQ+BFcEVgQ6BAIEtwNfAwEDpQJUAg8C3AG3AZkBeAFKAQcBrQBAAMf/Tf/c/oP+SP4y/jv+W/6D/qb+uP6y/pf+a/45/gz+8P3v/Qz+Qv6J/tH+C/8t/y//Ef/Y/oz+Ov7s/a/9h/12/Xf9g/2S/Zz9nv2W/YX9b/1b/U79UP1i/YX9tP3p/R7+Tf5w/oj+kv6T/o/+iv6L/pf+rf7L/u3+D/8t/0T/VP9e/2P/Z/9v/3//m//C//P/KgBmAKQA4gAeAVUBhAGsAcwB4wH0AQACCAIRAiICPwJvArMCBwNjA70DCQQ9BFEEQQQRBMkDdwMrA/EC0ALHAtEC4QLqAt8CuQJ3Ah0CtQFNAfEAqQB5AFsARwA0ABkA8//C/4r/U/8k/wT/+f4B/xj/Nf9O/1v/V/9A/xn/5f6p/mv+MP7//dj9vv2r/Z79kv2F/XX9Zf1T/UT9PP0//VH9dv2r/ez9NP56/rj+6P4F/w//B//x/tP+tf6b/oz+iP6O/pz+rP64/r7+uv6t/pr+h/55/nX+f/6X/r3+7f4j/1r/kP/C/+//FgA7AF0AewCXALAAxwDeAPgAFgE7AWgBmwHSAQkCPAJmAoQClAKYApICiQKCAoECigKdArcC1gL1Ag4DHgMiAxgDAgPiArsCkAJjAjUCCQLcAbEBhwFgAT4BIQEIAfUA4wDQALgAmgBxAD4AAAC7/3H/Kv/p/rL+h/5n/lH+Qv43/iv+Hf4L/vb94/3V/dD91f3m/QD+Iv5K/nP+mv65/s3+0v7I/rD+i/5f/jD+Bv7m/dP9z/3Z/e79CP4j/jr+Sv5T/lj+Xf5n/nj+kP6v/tL+9/4b/zz/Vv9p/3b/f/+F/4z/kv+X/5v/oP+q/7z/1v/3/xwARgByAJ8AygDyABUBMwFPAWwBjgG0Ad0BCQI3AmcCmALKAvcCHgM7A04DVgNUA0kDNQMZA/gC1gKzApACbQJHAh4C8AG9AYgBUAEWAdsAoQBrADgACwDj/73/nP9+/2b/VP9I/0P/Q/9J/1T/Yf9u/3v/hf+L/4z/iv+D/3r/bf9e/0r/M/8X//T+y/6b/mX+LP7z/b79k/11/WX9Zf1y/Yv9q/3Q/fb9G/5A/mb+jv66/un+Gf9F/2v/hv+V/5b/if9y/1X/Nv8Z///+6f7X/sj+u/6w/qn+pv6p/rP+xf7b/vT+C/8g/zD/Pv9M/2D/fv+r/+n/OACVAPsAYgHEARwCZgKjAtMC9wIUAyoDPANJA1IDVgNWA1ADQwMwAxcD+ALUAqoCfgJPAh8C7gG+AZABYgE2AQoB3wCzAIkAYwBDACwAIAAhACwAQABaAHUAiwCaAJ0AkwB/AGAAPAAUAOr/v/+T/2X/NP///sX+h/5H/gn+z/2c/XL9U/0+/Tb9Ov1M/Wr9lP3I/QX+Rv6G/sL+9f4d/zn/S/9V/1z/ZP9t/3j/gf+G/4P/df9c/zj/Dv/i/rz+nv6K/oD+fP56/nT+af5X/kL+Lv4i/iP+OP5j/qH+7/5F/5z/7v80AHAAnwDDAN8A+AAPAScBQQFeAX0BnAG7AdgB8gEJAhkCIwIlAiECFwIJAvsB7gHlAd8B3QHeAd4B2wHTAccBtwGnAZoBlAGWAaIBtQHNAeQB9wEAAv4B7QHPAaUBdAE8AQEBxwCOAFgAJQD3/8v/n/90/0f/Gf/o/rf+hv5b/jn+Jf4h/i3+Sf5x/p/+zf71/hL/IP8h/xj/C//+/vf++v4H/x3/N/9P/1//Yv9X/z7/G//1/s/+r/6Y/ov+iP6L/pD+lP6V/pX+lP6Y/qL+tf7R/vb+Hv9G/2n/gf+M/4j/ev9k/03/O/8y/zX/Rf9g/4b/sf/d/wUAKgBIAGIAeACNAKEAtgDNAOUA/wAYAS8BQgFPAVcBWQFXAVEBSwFHAUUBSQFSAWABcgGHAZsBrwG/AcsB0AHNAcMBsgGaAX4BYQFEASsBFwEJAQAB+QDvAN8AyACoAIAAUwAmAPz/2v/D/7j/tf+5/77/wP++/7T/pf+P/3X/W/9E/zD/I/8a/xT/Ev8Q/w7/Cv8E//v+7/7i/tb+zf7H/sT+xP7F/sf+yf7L/s3+0P7W/uD+8P4F/x7/Nv9L/1r/Yv9h/1n/TP8+/zP/Lv8x/z7/U/9v/43/q//H/97/7//6/wAAAgAEAAgADgAXACUANABFAFQAYgBtAHQAeAB7AH4AhACOAJ8AtQDSAPIAFAE1AVMBawF9AYYBhwGBAXUBZQFSAT4BKwEZAQkB/QD0AOwA5ADcANMAyAC8AK4AngCPAH8AcQBmAFwAVQBPAEkAQgA6AC8AIQAPAP3/5//S/7//rv+g/5X/jf+G/4D/ev90/23/Z/9h/1z/Wf9W/1T/Uf9N/0f/P/81/yn/Hf8S/wn/Bf8F/wn/Ef8c/yj/Mv85/zr/Nf8r/xz/Df///vb+9P75/gT/FP8n/zn/SP9T/1r/X/9j/2n/cv9//4//ov+z/8L/zv/V/9n/3P/h/+r/+v8RAC8AUwB6AJ8AwQDdAPMAAQEIAQoBCAEEAf8A+gD2APIA8ADwAPMA+QADARIBJQE7AVMBbAGDAZgBqAGyAbYBtAGrAZ0BiQFxAVUBNwEWAfMAzwCqAIQAYAA9ABsA/P/e/8L/p/+O/3b/Yf9O/z//NP8w/zH/N/9C/1D/Xv9r/3T/ef95/3X/cP9q/2X/Zf9o/3D/e/+I/5P/m/+c/5b/h/9w/1T/Nf8X//3+6f7b/tT+0v7T/tX+1v7V/tP+0P7P/tL+2v7m/vf+C/8h/zX/Sf9c/2//hP+c/7f/1v/1/xEAKQA6AEAAPgAyACAACgD0/9z/xv+x/5//jv+B/3r/e/+H/5//xP/1/y8AbwCwAO8AKQFcAYcBrAHLAeUB+wENAhoCIAIfAhUCAgLnAcUBnwF0AUgBHAHxAMgAoQB+AF4AQwAtABoADQACAPz/+P/2//f/+/8BAAwAGgAoADcAQgBJAEsASAA/ADUAKgAgABkAEwAOAAcA/P/q/8//r/+K/2T/Qf8k/xH/Bv8F/wr/Ev8a/yH/JP8k/yH/Hf8a/xj/Gf8d/yT/LP83/0T/VP9m/3z/k/+s/8P/1v/i/+X/3v/N/7T/l/96/17/R/81/yn/H/8W/wv/AP/z/un+5f7p/vn+Fv8//3D/pv/c/wsAMwBSAGcAdQB/AIcAkQCdAK0AwADUAOYA9QD/AAMBAAH2AOcA1QDCALAAogCZAJYAmACfAKkAtAC+AMUAygDNAM0AzgDPANEA1gDbAOEA5gDoAOYA4ADWAMkAuAClAJEAfQBnAFAANwAdAAMA6f/P/7j/pv+Y/5H/jv+R/5f/nv+k/6f/p/+i/5r/j/+C/3X/av9j/2D/Y/9q/3f/h/+a/63/vv/M/9X/2f/W/87/wv+z/6T/lv+K/4H/e/93/3T/b/9p/2H/V/9M/0P/Pv8+/0T/Uv9m/3//nP+4/9L/6P/4/wIABwAIAAYABAADAAYADAAWACIALgA4AD4APgA5AC4AHwAPAAAA9v/x//L/+v8EABMAIwAyAEAASgBTAFoAYQBoAHEAewCFAJAAmQCgAKQApgCmAKUApACjAKMApACkAKMAoACYAI0AfQBsAFoASgA9ADQAMQAyADUAOgA9AD0AOAAvACIAEgAAAPD/4f/V/83/yP/I/8r/zv/T/9j/3f/g/+H/3//a/9P/yP+9/7L/qP+e/5b/j/+J/4P/fP90/2r/YP9X/1H/T/9T/1z/av99/5P/qv+//9H/3v/n/+z/7f/s/+r/6P/n/+j/6//w//b//P8AAAMABAABAPv/8f/m/9z/1P/P/87/0P/V/9z/5P/s//P/+f///wYAEAAdACwAOwBKAFcAYQBmAGYAYgBcAFYAUQBPAFEAVgBdAGUAbABwAHAAbgBoAGAAVwBPAEcAQgA/AD4APgBAAEEAQQA/ADsANQAuACQAGwASAAsABAABAP///v///wAAAgAEAAUABQAEAAEA/v/3/+//5f/Z/83/v/+y/6T/mP+O/4b/gf9//4H/hv+P/5v/qv+7/8z/2//p//X//f8BAAIAAQAAAP7//P/8//z//v8AAAAAAQAAAPz/9v/t/+T/2//U/9D/zv/Q/9T/2v/h/+n/8P/2//z/AgAIAA4AFAAaAB8AIQAgABwAFAAKAAAA+P/x/+3/7f/w//b//v8FAAsAEgAXABwAIgApADAANwBAAEgATwBUAFcAWQBZAFkAWABWAFMAUABMAEYAPgA1ACoAHwATAAgA///2/+//6v/n/+X/5P/i/+D/3P/Z/9b/0//R/9L/1f/b/+X/8P/7/wYAEAAZACEAJQAnACYAIgAbABIABgD4/+n/2f/M/8D/uP+y/67/rP+t/6//sv+1/7f/uv+9/8L/x//M/9L/2v/k/+3/+P8BAAoAEgAbACMAKgAuADEANAAzADAAKwAiABYACAD8//H/5v/e/9r/1//X/9r/3f/g/+P/5//t//P/+v8AAAcADgAVABwAIgAnAC0ANAA8AEUATQBVAFsAXwBhAGEAXgBXAE8ARwA9ADMAKAAdABAABAD5/+z/3//R/8X/vP+1/7T/t/++/8j/1f/k//L//v8GAAwAEQAVABoAIAAlACwAMwA3ADcAMAAiAA8A+P/g/8v/uv+v/6v/rv+3/8H/yf/Q/9L/0f/P/83/zP/M/9D/2f/j/+7/+P8AAAYADAAUABwAJAAsADMAOQA6ADUAKgAZAAMA7v/d/9H/y//N/9b/4//w//z/AQAAAPn/8f/o/+H/3P/c/9//5P/q/+//8f/u/+z/7f/w//f/AgATACQANgBHAFUAXQBhAGMAYgBgAF4AWwBXAFEASwBFAD0AMgAmABoADwAGAAEAAAABAAYAEwAjADIAPABBAD0AMgAfAAgA7//Y/8j/xP/H/9D/2//j/+X/3v/P/7f/mf9//23/Zv9r/3z/mf+6/9v/+f8PAB4AJAAlACQAIgAjACoAMwA8AEQASQBMAE4ATQBHAEEAPwBBAD4AMAAZAP7/3f+2/4v/ZP9J/zv/PP9L/1z/bP96/4f/lf+b/5f/kv+Z/6v/vP/A/8b/2f/n/+r/6P/p//z/EQAYAB4ALQA9AEoATQBMAE0ASwBQAGQAdwB/AHsAcAB9AIsAawBBADUANAAnAAEA2P/T/+L/4P/P/8n/8P81AGkAlQDFAOAA/AASAfIAxQCyAJ4AogDFAOQAFQFXAW4BWAEvAQIB0QB8AA0Asf9e/x//Hv8v/yL/C//i/rX+tf7F/rf+ov6P/nz+lf7b/h7/Vv92/3//mf+4/7z/y//z//3/+f8LABMAEgAwAFUAZABrAGMASwA5AB8A9v/b/87/w/++/7P/k/99/4P/mf+1/8P/rP+K/3//e/9s/1T/Nv8e/yb/Uf+E/6v/xv/q/yUAZACMAJwAmwCTAJ4AwwDkAOkA3wDZANwA4ADaAMcAqQCKAHwAgAB/AG4AXABWAFQAUQBIAC8ABADe/83/zf/T/9j/5P/7/xgAPABfAHMAegCEAJ0AvADbAPcAEwEvAUsBZgF2AXIBXgFIATQBHwEFAekAyACnAIsAcQBQACUA9f/H/5r/cP9G/xr/6/69/pP+av48/gv+2f2u/Yz9dv1s/W39ev2W/cP9+v02/nT+s/7z/jT/cv+p/9X/9f8LABgAGQANAPf/2f+6/53/hv9z/2f/ZP9t/4H/nP+8/9//BQAuAFsAiQC2AOEACwE0AVoBewGUAaMBqAGhAZEBdgFPAR8B6ACuAHMAOAAAAMj/lf9p/0j/Mf8k/yL/L/9L/3X/qf/m/ycAawCzAPsAQQGFAcYBBgJFAoMCvwL2AigDUgN3A5MDpAOpA6ADigNlAzED7AKWAi0CtAEvAZ8ABwBr/87+NP6j/R79pvw7/OD7lvte+zj7Ivsb+yP7OPtb+4n7wPv++0D8h/zS/CD9b/2+/Q3+W/6q/vj+Q/+M/9P/FwBbAJ4A3QAWAUkBdAGWAa8BvwHEAcEBtwGpAZgBhAFuAVYBPQEkAQsB8gDbAMQAsACeAI0AfQBqAFUAPwAnAA4A9f/b/8D/qP+Q/3n/Yf9H/yz/Ef/4/uP+1P7M/s7+3P73/h7/UP+O/9b/KACGAO4AYAHeAWQC8wKIAyAEtgRFBckFOwaYBtsGAQcGB+YGowY8BrMFCQVBBGADawJqAWEAVv9L/kj9Ufxr+5n63fk7+bX4TfgF+Nz30vfl9xX4YvjI+EX51vl4+if73/ua/Fb9Df6+/mT/AACPABMBiwH2AVMCoALdAggDIAMjAxQD9gLOAp0CaAIxAvsByQGZAWwBPgEPAeAAsAB/AEwAGADk/7D/f/9Q/yP/+/7Y/r3+q/6i/qL+qv66/tD+6v4G/yH/Ov9R/2P/cf96/4D/gP96/23/W/9G/yz/D//x/tT+vv6y/rL+wP7g/hX/Y//I/0QA2ACCAUECEAPsA84EswWVBnAHPgj5CJsJHQp8CrAKtQqICiYKjQm8CLYHfgYaBZAD5gEmAFn+ivzD+g75dvcF9sP0tvPi8kvy8fHU8fDxQ/LI8nzzW/Rd9Xv2svf++Ff6t/sT/WX+rf/jAAICBgPtA7kEbwULBo0G9gZIB4QHqge3B6cHfAc4B9oGYwbVBTMFhQTPAxIDVAKVAdkAJQB6/9f+Qv68/Ub94/yR/FL8JvwN/AT8CPwa/Db8XfyN/MP8/Pw5/Xr9vP39/Tn+cf6m/tb+AP8i/zv/Tv9a/2H/Yv9f/1r/Vf9X/2T/fv+m/97/JwCHAPwAgwEaAsECeANABBQF8AXRBrQHkghhCRoKuAo0C4cLqgubC1cL2golCjkJGgjJBksFowPZAff/B/4S/CD6Pvh39tf0Z/Mv8jLxePAD8NPv4e8p8KnwX/FJ8mDzmvTv9Vf3zPhM+s77Sf21/gwATQF2AoUDdgRHBfoFkgYVB4IH2QcYCEEIWQhjCF4ISggjCOgHmAc3B8cGSAa4BRcFZwSsA+wCKgJkAZ4A3P8i/3T+1f1D/b/8TPzs+6H7avtH+zT7Mfs8+1T7ePum+9r7EvxQ/JP83Pwn/XD9t/37/Tv+d/6r/tj+/v4e/zz/W/97/57/xv/1/y0AcQDBAB8BjAEKApsCQAP1A7kEigVkBkIHHQjuCK8JWQrlCkwLhwuUC24LEgt8CqwJpAhlB/YFWQSYArsAzf7X/Ob6A/k595D1E/TJ8rjx4/BN8Pnv5+8Y8IjwM/ET8iDzVPSp9RX3j/gP+o77Bf1v/sb/AwEkAiYDCQTMBG4F7wVRBpYGxAbeBucG4gbSBrkGmwZ4BlIGJgbyBbgFdQUqBdQEcwQFBI4DDQOGAvgBaAHXAEkAxP9J/9r+ef4o/un9uf2a/Yn9hP2J/Zb9qf3B/dz9+P0R/ib+NP48/jr+MP4b/v792v2z/Yv9Yv07/Rj9+/zn/N383/zs/Ab9MP1s/bv9G/6O/hT/r/9eACIB9gHaAs0DywTRBdkG2wfSCLgJhwo5C8cLKwxiDGcMOAzRCzILWgpICQEIhwbiBBkDNAE9/zz9PftM+XH3tfUh9LzykPGk8PrvlO9075rvA/Cs8I3xoPLb8zr1tPZD+N35ePsO/Zn+EQByAbICzgPCBI8FMwawBgcHOgdOB0cHKgf8BsAGegYtBt0FjQU8BeoElgRABOgDjQMvA8wCYwL4AY0BIwG8AFcA9/+d/0z/Bv/L/p3+fP5s/mz+e/6Y/sH+9P4t/2j/of/V/wEAIQAxADIAIQAAAM7/if8z/9H+Zv71/X79Bf2N/B78uPte+xL71vqx+qX6tvrj+i77mPsi/Mz8lP14/nf/iwC1Ae4CMgR7BcIGAAgvCUkKRwsiDNMMVA2jDbwNng1EDawM1wvICoQJDghrBqAEtgK4ALH+p/yj+rD42PYl9Z/zTvI48WLwzu9+73Pvq+8j8NfwwvHf8in0mfUm98b4cPod/Mb9Yv/mAEwCkAOwBKsFewYiB6AH+QcxCEoIRggnCPIHrAdZB/sGlQYoBrUFQAXJBFAE0wNQA8kCPQKtARgBfwDj/0f/sP4h/pv9Iv24/GD8Hfzy+9/75fsD/Dn8hPzi/FH9zP1R/tr+Y//n/2EAzAAmAWsBmQGwAawBjQFSAf8AmAAfAJf/A/9o/sz9M/2h/Bn8oPs8+/P6xvq4+sz6BPtl++/7ofx6/XX+kf/HABICbQPQBDYGlAfkCB0KNwsuDPkMkw3zDRYO+Q2bDfwMHQwBC6oJIAhsBpQEoAKXAIX+cfxp+nf4o/b19HfzL/Im8WLw4++p77TvAvCP8FrxXPKN8+b0Xvbv95L5QPvt/JD+IQCcAf4CQQRgBVgGKQfVB18IxggLCS8JNwkmCf0IwQhxCBEIogcnB6EGEgZ6BdYEJARmA5wCyQHsAAYAGv8s/kP9Y/yR+9D6JfqU+SD5z/ii+Jj4s/jx+FP52fmA+j/7Evzx/Nn9w/6m/3sAPQHmAXMC4QIsA1QDWQM7A/sCnAIhAo4B6QA2AHv/vf4D/lP9sPwg/Kj7TfsT+/z6C/tB+5/7JfzS/Kb9m/6v/9wAHwJxA84ELwaMB98IHwpGC04MLA3ZDVEOjg6NDksOyA0CDfwLuwpDCZoHxgXOA7sBlv9o/T37H/kZ9zT1ffP88bnwu+8E75jueu6p7iLv4O/d8BXyf/MU9cr2mfh1+lX8MP79/7QBTgPGBBcGPgc7CAsJrwknCnYKngqjCoUKSgryCYIJ/AhiCLgH/wY5BmcFiwSnA7sCyAHRANj/3P7g/er8/Psa+0j6ivnl+F349Peu94z3jve29wP4dfgI+br5hfpn+1f8UP1L/kD/KQD/AL4BYALgAjsDcQOBA20DNgPeAmoC3gFBAZcA5v8w/33+0f0x/aL8JfzB+3n7T/tI+2X7p/sQ/J78T/0h/hL/HQBAAXQCtgMDBVYGpwfxCCwKUgteDEkNCg6aDvYOGA/9DqYODg43DSEM0QpKCZIHrwWpA4gBV/8g/e36yfi+9tX0GvOW8VHwUe+b7jLuGe5Q7tXuou+x8P7xf/Mt9fv23/jQ+sT8sf6LAEsC6ANdBaUGuwedCEoJxQkOCigKFgrbCX4JBAluCMIHBwdDBnoFrQTeAxIDTAKOAdUAIABx/8b+Iv6E/ez8XPzU+1r77vqT+kr6F/r6+ff5Dvo/+or67Ppk+/D7jfw5/e79qP5g/xMAwABfAegBWAKqAt0C8QLjArECXQLrAWABwgATAFn/mP7Y/R39bvzP+0P7zvp0+jj6HPol+lH6oPoR+6X7Xfw1/Sr+Nf9SAIIBwAIHBFAFlwbXBw0JNQpHCz4MFA3CDUcOng7CDrEOZg7jDSYNMQwGC6YJFghdBoEEiQJ8AGf+UfxH+lL4ffbQ9FXzFPIT8Vfw5e++7+LvUfAH8f/xNPOc9C/24/ex+Y37a/0+//sAngIeBHQFmAaDBzIIqAjnCO4IvwhfCNQHJwddBn4FjgSVA5oCpAG4AN3/E/9d/r79OP3M/Hr8P/wZ/Af8B/wX/DX8YPyW/Nb8H/1x/cz9L/6Y/gf/ff/4/3cA+gB9Af0BegLxAmADwwMUBE8EcwR8BGgENgTjA24D1wIgAkwBYABf/03+MP0P/PP64vnk+Pz3MveN9hH2w/Wk9bX19fVn9gr33ffa+P35Qfui/Bn+ov8zAccCVwTcBVMHtQj9CSULKwwLDcQNUQ6wDt4O2w6mDj8OqA3hDOwLywqBCRQIiAbjBCsDZAGZ/9H9Fvxx+uf4gfdG9j/1cPTd84jzcvOa8wD0oPR39Xz2qvf3+F360/tO/cX+LQB/AbYCygO1BHQFAAZaBoIGeAY/BtgFSQWUBMID2QLiAeIA4v/m/vj9HP1Z/LD7JPu5+m76Rvo++lf6jfre+kj7yftc/P78q/1f/hb/z/+GADwB7QGYAjwD2QNuBPkEewXwBVgGsAb2BikHRQdHBy0H9QacBiMGhgXGBOID3QK6AX4ALP/J/V387fqD+SX42/ar9Zz0tfP68nHyHfIB8h3ycvIA88PzuvTf9S33n/gv+tj7k/1Y/yEB6QKpBFwG+weACecKKwxHDTcO+A6ID+UPDhADEMMPUQ+tDtgN1QyoC1UK4AhPB6cF7gMuAm0AtP4K/XX7APqw+Iv3mfbd9Vr1E/UI9Tn1o/VC9hD3CPgi+Vb6nPvq/Dj+e/+qAMEBuAKIAy4EpgTuBAcF8QSuBEEEsAP+AjICUwFoAHr/jf6p/dT8Fvxy++z6hfo/+hn6Ffou+mL6r/oR+4b7Cvya/DP90v10/hn/vf9fAP8AnAE1AsoCWwPoA3IE+AR6BfYFagbVBjQHgge9B+AH6AfRB5cHOQe1BgsGOwVGBDED/gGyAFT/5/1z/P/6k/k2+O/2xvXB9OTzNfO28mryUvJr8rbyL/PU86D0kPWf9sj3CPlZ+rn7JP2W/goAfwH0AmYE0QUzB4oI0gkKCywMNQ0gDuoOjg8IEFIQaRBKEPMPYg+WDpENVQzlCkUJfQeVBZYDiAF4/279d/ud+ez3bvYq9Sf0a/P68tTy+fJl8xH09/QQ9lH3sfgj+pz7FP1//tf/EAEoAhcD2gNvBNYEEAUeBQQFxQRnBPADZwPRAjICkAHwAFcAx/9B/8b+WP72/Z79T/0K/cv8k/xe/C78Avzc+7z7pPuW+5T7ofvB+/j7R/yu/C/9y/2E/lj/QwBDAVICbAOKBKcFuga6B6AIYwn8CWgKoQqjCmoK9wlKCWcIVAcSBqgEHAN6Acv/Fv5l/MH6Mfm+92/2SPVP9ITz6fJ/8kPyNvJU8pryBPOQ8zr0AfXh9df24ff/+DD6dfvN/Dj+tP9CAeACjQREBgEIvwl3CyENtA4oEHMRihJlE/sTRBQ5FNUTFBP3EYAQsw6ZDDwKpgfoBA8CMP9Y/Jv5C/e29Kzy9/Ci77PuLu4T7l/uDe8U8GnxAPPL9Lv2wfjP+tb8zf6lAFcC2wMrBUUGJwfSB0YIhQiVCHkIOAjWB1gHwgYZBmIFngTSA/0CIQJAAVsAc/+I/pz9r/zE+9/6Afow+W/4w/cw97z2bvZJ9lH2iPbx9o73X/hi+ZP67vtu/Qz/vwCAAkQEAgavB0EJrgrvC/oMyA1UDpkOlQ5JDrUN2gy9C2UK1wgeB0AFSQNCATb/Lv01+1T5kvf39Yn0TPNE8nPx2fBz8ELwQ/B08NDwVPH78cTyq/Ow9M71BfdU+Lj5M/vF/Gr+IgDsAcQDpwWRB3wJYgs5DfoOnBAUElgTXRQaFYUVlxVLFZ0UihMUEj4QEg6ZC+AI9gXsAtT/wvzK+QH3d/Q78lzw5e7e7U3tMO2E7ULuYu/Y8Jbyi/Sm9tf4DPs4/Uz/OwH9AokE2wXxBsoHaAjMCPsI+wjRCIQIFwiRB/UGRwaKBcIE7wMTAy0CQAFMAFT/V/5Y/Vn8Xftq+oL5rPjq90H3uPZT9hb2BfYj9nH28fai94L4kPnG+h78kv0d/7UAVgL1A4oFDgd6CMYJ6wrjC6kMNw2LDaENeQ0TDXAMkgt8CjUJwwcsBncErALTAPf+Hv1Q+5X59Pd19hz17/Px8iPyivEk8fHw7vAc8XXx+PGh8mvzVfRc9Xv2r/f2+E/6t/st/a/+OQDNAWoDDQWzBlkI+gmUCx4NlA7sDx4RIxLwEn0TwxO7E14TqhKbETMQdw5sDBsKjwfXBAICIv9K/Iv5+fal9J7y8PCo78zuYO5k7tPup+/W8FLyDfT09fj3CPoT/Av+5f+UARQDXQRtBUUG5wZXB5cHrgeiB3kHOAfiBnwGCQaJBf8EaQTHAxgDWwKQAbYA0P/f/uX95vzn++36/vki+Vz4s/cu99H2oPad9sr2J/e193H4V/lk+pT74fxB/q//JAGbAgwEbwW+BvMHCgn9CcUKYQvMCwUMCQzYC3ML3QoWCiEJAQi/Bl8F6ANeAscAK/+P/fv7c/r/+KL3Y/ZD9Uf0c/PL8k7y/PHX8d/xFfJ58gfzvPOX9JT1sfbq9zr5nPoN/In9Df+WACUCtQNCBcwGTwjMCT4LoQzuDSAPMRAdEdsRYxKsEq8SZRLMEd4QnA8FDhwM6AlzB8wEAwIo/0z8hPnm9oX0c/K88G7vkO4o7jfut+6h7+jwffJQ9E/2aPiK+qH8n/50ABoCiQO/BLoFewYHB2MHlQelB5cHcwc8B/YGowZEBtcFXAXNBCoEcQOjAr8BxwC9/6X+hf1l/Ev7QPpM+XX4w/c69+D2tva99vT2W/fv96v4ivmI+p77yfwC/kT/iQDOAQ8DRgRxBYsGkQd9CEgJ8Ql1Cs8K+gryCrgKTgq0CeoI9QfbBqIFTwTqAnoBCACY/i79z/uD+lD5Nfgw90X2dvXF9DH0ufNg8yrzF/Mo81/zwPNO9AX14PXi9gr4Vfm7+jT8u/1Q/+oAgwITBJsFFweECN0JHgtLDGANWQ4xD+UPdBDZEAoRAhG8EDYQag9SDu0MPgtMCRwHtgQnAoP/2fw8+r73dfVx88LxdPCP7xzvHO+K72DwkfEQ8870tva2+Lz6uPyZ/lQA4QE4A1kEQAXyBXUGzQYDBxwHHgcRB/cG0QafBl4GDQapBS0FlQTfAwsDGQIMAen/uP6A/Uz8I/sP+h35VPi791T3Ifcl9173xvdY+Az53vnI+sD7wfzF/cv+zv/MAMQBtwKnA5EEcwVLBhcH1geBCA8JewnBCdsJwglzCe4INghMBzYG+QSjAz4C0wBt/xH+yvye+5D6n/nM+Bb4evfw9nf2DPat9Vv1FvXi9MX0xPTl9Cr1mfU39gP3+/cf+Wv62Ptf/ff+lgA6AtYDYwXcBj0Ihwm3CskLvwyYDVMO7g5lD7cP3w/XD5gPHg9jDmYNIQyUCsIIsgZuBAECe//r/Gf6APjI9dPzMvLx8Bfwqu+s7xnw6/AU8ofzNPUM9/z48/rh/Ln+bgD5AVIDdwRnBSQGrwYNB0QHWwdVBzgHCQfLBoEGKgbDBUsFvwQeBGQDjwKhAaAAkP91/lb9P/w3+0j6d/nM+E74Afjn9/33Rfi8+F35Hvr1+tz7zfzB/a/+k/9pADYB9wGsAlgD/gOhBD0F0QVeBuUGYAfFBwoILQgrCP4HnwcKB0MGUAU4BAADtQFnACH/5v3B/Lv73vop+pL5FPmu+F74G/jb95r3WfcY99n2nfZu9lj2YPaH9tX2VvcS+AT5I/pr+9n8aP4GAKYBPwPKBD4GlAfJCOEJ3wrAC4QMLg3DDUUOqg7tDgcP9Q6tDicOWg1ADNgKJAkpB/EEiQICAG/95Pp5+EL2UfS28n3xq/BD8EXwr/Bz8YTy0vNS9fj2sfhr+hv8vf1N/8AAEwJHA14EVQUmBtIGWwfDBwIIEwj5B70HZQfsBlEGmwXUBAAEGgMkAiUBJAAj/yH+J/1D/Hn7yPor+qr5TvkX+f34/vgd+WL5zflW+vn6tvuL/G39Uf4z/xQA9QDJAYoCOwPlA4UEEQWCBd0FKQZjBoMGiQZ6BlwGKQbWBWcF4ARBBIADmwKcAZMAh/9z/mH9Y/yG+8j6Jfqg+UH5Bfne+MH4r/iq+Kn4nviH+G74XPhO+Eb4UviE+OX4dfkz+iv7X/zD/UT/1gB0AhEEmgX+BjsIVQlHCg8LsQs5DK4MEA1ZDYwNrQ21DZQNOw2mDM8LrAozCWYHUQUBA4QA7/1c++r4rfa29BPz1/EO8bXwx/A78QzyLPOH9Af2mvcx+b76NvyV/d3+EgA6AVMCYgNnBGAFQgYEB54HCwhJCFYIMQjdB2AHvwb9BR4FKAQiAxcCCwEGABH/Mv5u/cX8Nfy6+1T7APu6+n/6Uvo5+jT6Q/po+qj6CPuE+xn8xPyG/V3+P/8kAAcB5AG0Am4DCwSNBPQEPwVqBXgFcQVXBSsF7ASeBEkE7QOHAxUDlgIKAmsBswDk/wH/EP4X/R38M/tm+sD5Qvnt+MH4uvjN+PD4G/lH+XD5jvmk+bb5yvnj+QX6Pfqa+iP73/vO/PP9S//IAFsC9AOCBfgGRghkCVEKEgurCx4McQysDNUM6wzqDM8Mlww6DK4L6QrkCZsICgcuBQ8DugBE/sD7SPn39uf0MPPg8QLxnPCr8CPx9PEL81T0vPUu9534/vlQ+5X8zv0E/zkAcwGtAuIDCwUfBhMH3AdwCM0I8gjgCJkIIAh5B68GxwXLBMUDvwLEAdoACQBS/7L+Jv6j/ST9o/wf/Jv7Hfur+k76EvoA+h36ZvrW+mX7DvzF/IX9Rf4F/8H/dwAnAc8BcgIMA5YDDQRvBL4E9QQUBRgFBwXhBKUEUgTrA3MD5wJIApQB0AADADD/V/6B/bb8+/tS+7v6OPrL+W/5H/nZ+KD4dvha+E34Uvhv+KX48fhS+cj5Vfr0+qL7YPwz/Rz+Gv8nAEcBegK/Aw4FYAaxB/8IPgpkC2kMRg31DWkOnQ6UDlYO5w1HDX0MkguKCmIJEgiVBucEBQPuAKv+Tfzs+Z73ePWV8w/y+PBR8BbwQfDN8Krxx/IR9H31/PZ++Pj5ZvvK/CL+af+cAMgB8wIbBDkFRgY6Bw0IswggCVIJSAn/CHkIwQfnBvoFAAUABAUDHAJJAY0A6P9T/8n+Qv61/R79fvzS+yL7evru+ZH5bfmJ+eb5ffpB+yD8Bv3i/aX+TP/a/1kA0gBNAdIBYwIAA6EDOwTEBDIFfAWgBZ0FeAUvBcMENASHA8IC6AH8AAcAE/8t/lv9pvwQ/JL7JPu8+lb67fl/+Qj5jvgb+L73fvdl93j3t/cd+KX4UPkd+gT79/vv/O798v7y/+gA1wHFArMDpgSmBcIG/QdICZAKzQv2DPcNsQ4UDyQP6g5nDqANpQyPC2YKIQm9B0YGxQQvA28Bif+Q/ZX7lPmN95r13fNr8kPxdPAa8EXw5vDd8RrzmfRC9ub3Yvm6+v37L/1F/kj/VwCGAcgCBAQzBVkGagdFCNIIGgkyCRsJxgg4CIoH0gYMBi4FQARfA5QC1AERAVQAqv8M/2H+nP3J/Pn7MPtu+sX5UPki+Tj5gvn9+aT6aPsp/NL8Y/3o/Wj+5P5j//f/rwCIAXICXAM7BAMFngX+BSIGEwbZBXkF+gRoBNEDOQOZAuoBLQFnAJr/wf7g/f/8Kvxl+7D6Dfp/+Qf5ofhG+Pb3ufeS94L3iveu9/n3bfgG+b35kPqB+4r8nv24/tr/AgErAk4DagSCBZgGpweoCKAJkwp8C1IMDg2qDR4OXQ5XDgUObA2ODG8LFgqVCP0GWwWxAwQCWQCx/gX9Uvue+fX3YPbp9JzzjvLQ8WvxXfGn8UjyNvNg9LP1IPeb+BP6e/vM/A3+Qv9qAIcBngK1A8kEzwW9BosHNAiwCPYIBgnoCKAILwiaB+wGMQZuBaUE2gMTA1cCogHqACkAX/+G/p39qPy4+976K/qs+Wz5cfm2+Sf6rfo0+637DfxR/IL8svz5/Gj9Cv7j/u7/FgFDAlcDPQTjBEIFWQU1BeYEgAQTBKkDSgP2AqkCVwL0AXcB3QAjAE3/Yf5p/XP8ivu4+gb6d/kK+b34i/hw+Gv4efiW+ML4APlU+cD5RPrg+pP7YPxF/UL+Wv+IAMgBEANWBJEFuAbAB6IIXwn/CY0KEAuOCwkMfwziDCINKw3wDGQMfgtDCsQIFQdMBXsDtQEGAHb+A/2m+1v6G/ni96v2fvVn9HXzt/I78hDyRPLY8sLz9PRa9tz3YPnR+iH8Tv1e/lb/RQA6AUACWQN+BKQFvAa0B3oI/wg+CToJ9wiACOQHNAeBBtYFOQWrBCoEqgMfA3wCtAHCAKj/bf4o/fb79fo++t/52/kl+qT6Nfu1+wb8GPzt+577T/sr+1n77vvu/Eb+1P9lAcYCxwNOBF0EDASDA/ACgQJTAnECzgJIA7gD8gPPAzkDOALrAH//Hv7v/A/8jPtc+2H7dftx+zz7yPoa+k35iPj096z3xfdG+CP5P/pw+5D8h/1I/tn+Sv+5/0YACgEOAlUDzgRdBtoHIQkbCsQKHgs1CyELAAvrCuwK/woXCyAL/gqVCtIJtQhJB54FyQPsASoAm/5D/Rv8F/sr+kb5Wfhd91j2XPV+9Nbze/OA8+XzmfSD9Y32ovey+Kz5j/pm+0P8Ov1T/oz/2gAoAl8DbARHBfEFbgbIBg8HVAeeB+gHHAgkCO8HeAfGBuwFCAUwBHQD3AJjAvwBigHsAA0A8f6y/Xn8cfu9+nH6i/ry+nn78/s2/Cj8yPsy+576Ufp9+jT7Z/zv/ZL/CgEYApYCgAL8AUkBrABlAJ4AWAFsApEDfQTwBMME8QOVAvAAWf8c/mv9Tv2s/U/+7/5A/w3/Sf4P/Zf7J/oG+XH4hfg0+U/6lfvF/Kr9I/4r/uL9gf1J/Wr9BP4c/6AAZAIpBLQF3gaVB+AH1AeZB2AHVgeRBxEIvwh+CSIKgAp0Cu4J+giwBzAGowQxA/wBDgFZAMT/Lv+A/qH9hfwz+8T5Yfgv90721vXK9R32rPZP9+b3XPiq+NP47PgX+Xb5IPoY+1T8uP0j/3AAhAFRAt0CNwN4A7oDFwSZBDsF6QWGBvgGKwcUB7gGKgaDBd8EUATjA5cDXwMlA9ECVAKoAdQA7P8G/z3+pf1G/Rz9F/0j/SX9C/3M/G/8B/ys+3j7fPu/+zv83PyH/SH+lf7V/uX+0/65/rL+0P4c/5D/GQChAAwBRgFGARABtABLAPD/tv+o/8L/8/8iAD0AMwD+/5//KP+x/lL+HP4Z/kP+i/7e/if/VP9j/1b/Ov8i/x//QP+M//7/iAAaAZ4BCQJUAoECmwKtAscC9AI5A5MD9gNVBJ8EyQTKBKUEYAQKBK4DVwMOA9ICnwJtAi8C2wFrAeEAQQCY//L+XP7h/YL9P/0Q/e/80Pyu/IP8Ufwf/Pf74Pvj+wD8Nfx//NT8Lv2G/df9I/5q/rL+/P5N/6X/AABZAK0A+gA/AXkBqwHWAfwBHgI7AlACWwJZAkkCLQIHAtsBrwGFAV4BOwEYAfQAzACcAGMAJADi/5//Y/8v/wf/6v7W/sn+v/61/qr+nf6R/oT+ev52/nn+g/6S/qL+s/7C/s/+2P7e/ub+8v4B/xb/L/9K/2X/fP+L/5T/l/+Y/5n/nf+n/7j/zv/n/wAAEwAiACsALwAzADsASABcAHgAmAC6ANgA8QACAQwBEgEXAR8BLgFEAV8BewGWAakBtAGzAakBmQGHAXcBbAFlAWIBXwFXAUYBKgEGAdsArwCFAGMASgA6ADAAJgAZAAQA5v+//5X/bv9Q/z7/O/9F/1f/a/97/4P/gP9z/2H/Tv9B/z//Sf9d/3b/j/+j/67/rv+l/5X/hf95/3f/gP+S/6n/wP/S/9z/3P/S/8P/sv+k/53/nv+o/7f/yP/X/+H/5P/i/93/1f/P/8v/y//P/9T/2P/Y/9T/y//A/7X/rf+p/6r/r/+4/8H/yf/L/8f/vv+w/6L/lf+M/4j/iP+N/5P/mv+e/6D/n/+c/5v/nf+j/67/vf/O/9//8P/+/wgADwAVABsAIgAtADsATABeAHAAgACOAJgAngChAKMApQCqALAAuQDDAM0A1gDbAN0A3ADXANMAzwDNAM4A0gDWANkA2QDUAMoAuwCoAJQAfwBtAF4AUgBHADwALwAeAAoA9P/a/8L/rP+b/4//if+H/4j/if+K/4r/iP+F/4L/gf+D/4n/kv+e/6v/uf/H/9P/3f/k/+r/7//z//j//v8DAAoAEQAWABkAGgAWAA8AAwD2/+f/2f/O/8b/w//E/8f/y//N/8v/xv+9/7L/qP+f/5v/m/+g/6j/sf+5/77/vv+5/7L/q/+m/6T/p/+u/7j/w//N/9P/1v/V/9L/zf/J/8b/x//J/83/0P/T/9T/1P/T/9L/0v/T/9f/3P/j/+r/8P/2//v/AAAEAAsAEwAcACUALwA3AD4AQwBHAEoATgBTAFoAYwBsAHYAfgCEAIgAiwCLAIsAiwCMAI4AkACTAJQAlQCTAJAAjACHAIIAfQB4AHQAbwBpAGIAWABNAEEANQAoAB0AEgAJAAAA+P/u/+T/2f/O/8P/uf+y/6z/qf+o/6j/qf+q/6v/rP+u/7D/s/+4/7//x//O/9b/3f/i/+b/6f/s/+3/7//w//L/8//1//b/9v/1//T/8v/x//D/8P/w//D/8P/v/+7/7P/q/+j/5v/l/+T/5P/j/+L/4P/d/9n/1P/P/8z/yf/J/8r/zP/O/9D/z//O/8r/x//E/8L/w//G/8v/0v/Y/93/4f/i/+H/3//c/9v/2//e/+L/6P/u//P/9//5//r/+v/8//7/AgAIABEAGgAkACwAMgA3ADoAOwA9AD8AQgBGAEsAUABVAFgAWQBZAFcAVQBTAFEAUQBRAFIAUwBTAFEATgBKAEQAPwA6ADYAMwAyADEAMQAwAC8ALQAqACYAIgAeABoAFwAVABQAEwARABAADQAJAAQA///4//D/6f/j/97/2//Y/9f/1//X/9b/1f/U/9H/zv/K/8f/xP/A/77/u/+5/7j/uP+5/7v/v//D/8n/z//V/9r/3f/g/+H/4v/j/+T/5f/n/+r/7f/w//P/9v/5//v//f///wAAAQABAAEAAQAAAP///f/6//j/9v/1//T/9P/0//X/9v/3//j/+v/8//3//////wAA///+//3//f/9//3///8BAAQABwAKAA0ADgAQABEAEwAVABgAGwAgACQAKAArACwALAAqACcAIwAfABoAFwAVABQAEwAUABQAFAASABAADQAJAAYAAwAAAP///f/8//z/+//6//n/+P/4//n/+//9/wAAAgADAAQABAACAAAAAAD//wAAAQAFAAoADwATABYAFwAXABYAFAASABEAEQATABUAGAAbAB0AHQAcABkAFQAPAAkAAwD+//n/9f/x/+7/6//o/+X/4v/g/97/3f/d/97/4P/i/+T/5f/l/+X/4//i/+H/4P/h/+L/4//l/+j/6v/s/+3/7v/v//H/8//1//f/+P/6//r/+f/4//X/8//y//H/8//1//n//f8AAAIABAAEAAMAAQD///3/+//6//n/+f/5//r/+//9////AQAEAAgADQARABYAGwAfACMAJwArAC0AMAAxADIAMgAxADAALwAuAC4ALQAtAC0AKwAoACQAHwAYABAACAAAAPr/9P/t/+j/4v/d/9f/0f/M/8j/xP/C/8L/w//F/8f/yv/O/9H/1v/b/+L/6v/y//v/AgAKABEAFgAZABwAHwAiACUAKQAtADEANQA3ADkAOAA3ADQAMQAtACgAJAAfABoAFAAOAAcAAAD7//X/8P/t/+v/6v/q/+r/6//r/+z/7P/t/+7/7//w//D/8P/w/+//7f/r/+r/6v/q/+r/6//s/+z/6//p/+b/4//f/93/2//b/93/3//j/+b/6f/q/+v/6//r/+z/7v/y//j//v8DAAkADQAPAA8ADgAMAAsACwAMABAAFQAbACAAJAAnACcAJQAiAB8AHAAbABwAHwAiACYAKgAsACwAKgAnACMAHwAbABgAFgAUABMAEAANAAgAAwD+//j/8f/r/+f/4//g/9//3f/c/9v/2//a/9n/2P/X/9b/1//Z/9z/4P/m/+3/9P/7/wAABQAIAAkACQAJAAgACAAJAAwADwASABUAFwAYABcAFgAUABMAEgARABEAEgARABAADgAKAAYAAQD+//r/+P/3//b/9v/2//b/9v/1//T/9f/1//b/+P/5//r/+//7//r/+f/3//f/9//3//j/+v/8//3//v/9//z/+v/3//X/8//x//H/8v/z//T/9v/3//j/+f/5//n/+f/5//n/+//9/wAAAwAGAAkADAAOAA4ADwAOAA0ADAALAAsACwALAAwADQAOAA8AEQATABQAFgAYABgAGAAXABUAEQAMAAgABAABAAEAAgAEAAcACgAMAAwACwAJAAUAAQD+//r/+P/4//j/+v/8//z/+//5//f/9P/y//D/7//v//D/8v/z//T/9P/y//D/7v/t/+v/7P/u//D/8//2//j/+f/6//z//f/+/wAAAgAEAAYACQALAAsADAAMAAoACwALAAsACwAMAAsACgALAAoACgALAAoACgALAAwADAANAAwACgAIAAUAAQD///z/+f/2//T/9P/1//b/9//3//X/8//w/+3/6//q/+r/6v/s/+//8//3//r/+//7//r/+f/5//r//f8AAAMABgAJAAwADgAOAA0ADAAJAAgACAAHAAgACgALAAwADQALAAoACgAJAAkACAAGAAYABAACAAIAAQAAAAAAAAD//////f/7//r/+P/1//T/8f/x//L/9P/3//n/+//7//r/+f/3//b/9//4//r//v8DAAcACwAOAA4ADgANAAoACQAIAAgACQAMAA8AFAAXABgAGAAVABAADQAJAAUAAQD///z/+//7//z//P/7//j/9f/z//H/7//u/+//7f/s/+z/6//s/+//7v/s/+//8f/0//v/AwAIAAwADgAOAA8AEgATABMAFQAXABUAFAAXABkAFwAWABEACwAHAAQAAQD+//j/9P/y/+3/6v/n/+X/5P/k/+L/5v/r/+v/7f/x//H/9P/4//r//f8BAAYACwAPABMAFgAVABUAFgATABQAFwAWABkAHQAaABoAGgAUAA4ABgD8//b/9f/z//X/9v/y//H/8v/w/+3/6v/m/+L/3//g/+f/7//2//j/+//7//b/9P/1//T/9P/2//z/AAACAAcADQAOAA0ADwAHAAAAAgAFAAwAFgAXABkAHQAXABEAEwAMAAgADwAQAA0AEwAXABUAEwAOAAUA/v/2//H/8f/y//b//P8AAP///P/4//H/6f/m/+P/4P/n//H/7//t//L/9v/7/wIAAAD5//z//v8AAAgADQANABEAEwAOABEAFgAWABcAFQAHAAAAAQD//wAAAwD+//3/CAAHAPz/+P/x/+r/8P/u/+f/6f/m/+f/+/8DAP7/AAD7//L/+P///wMADQAMAAYACAAKAAgABgAGAAoACAAGAAwADgAUAB0AFQARABYAAADv//X/6//r/wIABAADABEABQD8/wkAAgD4//z/7v/c/+L/8P8EAA4ABwAGAP//7//1//b/7f/5//z/9v8AAAAA+f8LAA4A///+//3/+P/9//z/CAAhAB4AEQAVAAwA+/8BABEAFgARAAkAAgABAAkADAAHAAgABQD9/////f/y//n//v/7/wUABQD3//f/+//9/wgABQD4//b/8f/s//D//P8IAAYA//8IAAUA8v/u/+7/7f/2//r/AAADAAIAFAAWAPz/AAADAOL/5/////f/AAALAAIAEwAbAAUABAD7/+H/6f/u//D/DQAPAPb//f8EAPv//v/+//f/AwAFAO//6////wcADQAjAB4AAgACAAYA+v8HABgABwABAAcA+v/1//3/AQAVABoAAAD4/wAA//8FAAUA8v/0/wAA+f/z//r/BwAQAAEA8P/4//7//v/9/+r/5v8AAAEA+P8NABkACQABAPn/6P/z/wcA///5//v/8f/5/xQAGAAYAB4AEwAJAAAA8//8/wQA+/8BAAkAEQAoABwAAwAJAPj/5//6//H/8P8MAAEA/v8SAPn/8f8KAPP/4//y/+j/7f8BAP7/AQAJAAUABQD///j/9v/q//T/BwAMACIAIwAJABMAFAD6////AgAAAA8ABgADABoACAD+/wsA8v/o//n/6P/t//v/4P/u/wsA9/8AAAsA3v/J/9b/2P/2/xkAEwALAAoA/P/y//v/CwALAPv/+f8BAAIAFwAzADAAKQAhAAAA5//y////CAAbAB4AEQALAAQA/P8AAAUA+v/m/+D/6f/x//n/CAAKAP7/AAAAAOr/3//h/+X//P8SAAkA/f8JABEA9//0/xMA/P/W//b/AwDx/w4AGgAFABoAGQD0//T/8P/l/wEABQAAAB0AFwAGAB0AEwD+/wgA+P/j//X/AAAKABsADQAKABsADQD4//j/8//u//j//v/3//X//v8EAAQA/v/w/+3/8//w//P/AAACAPn/8v/4/wQABwAHABAADQD///b//f8QABYABQD+//3/CAAhABgABQANAPb/4f8BAAIA8/8DAPD/7v8bAAYA9v8cAPX/zv/5/+j/3f8eABMA9v8iABIA6P8GAAIA3v/1/wcAAQANAA4ABQAKABMAHgAYAPj/5v/h/+H//v8ZACAAIgAJAO3/AAAOAPr//f8AAOj/7f8AAPz/BQAQAAIAAwANAP3/6//r/+v/9P8CAAUAAAAAAP//9v/q//H/CAAOAPv/7P/z//r//f8OABgABAD7/wAA+/8AAAQA/P8JAB0ACwACABYADwAAAA0AEAD6//n/AgD5/wMAFAD4//j/IQAMAPb/GAADAOL//v/r/9z/GAAXAPj/EAD9/+n/FQABAOH/BwD4/9X/+f8AAPL/DwAVAAYADgAEAOv/4//t/wAADQALAP3/7v/+/xQACAALABUA9//y/wQA7//v/xEAEwAHAAAA+P/8//f/+P8IAPz//f8eAAEA5P8IAAsA/f8MAPX/4P/7//X/+P8YAAwAAAAFAPT/AAAQAP3/BQAGAOr/+f/9/+b/AwAXAAgAFQALAOz/7//z/wQAJgASAPf/8//j//j/HgAHAP3/HgAPAOr/7P/t/+v/AwAQAAUABgAEAPL/9v8NAAkAAgAGAAAA/f/4/+z//f8SAAMA/P8OABQACgD6/+j/6f8DABUA///q////CgD//wYAEQAPAA4AAADw/+r/7f/6////AgAYABIA/P8TABsAAwAJAPz/4P/3//n/6v8NABQAAwAfABYA9f8NAA4A6//1//P/3f/2/wcAAAAgADAACADy//z/9v/m/+7/AQACAPv/+P/1//z/DwANAPv/9//3/+//6v/s/wYAHgAGAOz/9f/5//v/EQAeAAgA7f/t//r/+/8HAB0AFgAEAO//1//2/yAAEQAIABIA/v/s/+n/6v8DABEABgAAAOv/7v8UABEABgATAPX/5f8GAPj/4/8FAA0AAAAQABAAAQALAAgA6v/k//v/AAAEABgACAD4/w0AAwD4/xQABgDu//T/2P/k/yYAGwAUADUAAgDf//3/4f/h/xUAAAD2/xwADwABABIACQD///j/9P/z/8z/yf8QACMADgAfABoACQAGAOP/1f/o/+b/+f8eACUAJQAMAPX/HQAmAPT/8P/r/8//8v8cAB8ANgA0AAIA9//0/9T/1//2//z//v8LAA8ADgATAA8A+v/j/9j/0P/U//b/FgATABIAHAAFAPH//f/v/93/+f8CAPb/FgAlAAcADAAUAP//BwAKAOX/6P8FAP3/CAAoABEA+P/+/+7/7f8XAB0A9f/e/+L/9f8LABIAEwAGAO3/9/8MAAQAAAD7/+n/+P8NAP///v8OAAYAAAAHAAUAAgAAAPX/7f/3/wYADgATABIA/f/t//3/CAADAP7/7v/p/wEADgAPABEABgD4/+//8P8JAAoA5v/p/wYACQAKAA4ACQAQAAQA5v/q//r/9f/3//3/+v8JABkAAgDv/wMABADv//3////h//n/FwD9/woAKwAHAPf/CwD7//X/AgD+/woAFgADAAMACAADAAwACQD//wIA8v/j//P//f8EAA8ADgAKAPD/1//w/wMAAwAMAPb/5v/+//X/9/8kABMA8f/4/+T/5f8TABAAAAAWAA4A+P/0//3/FgARAPr/DQAIANz/5/8GABgAMAAYAPL/AQABAO3/BAASAAYAAgDu/+z/DQAJAAIAIAAQAOv/+/8BAO//9P/z//X/EgANAO//+/8CAPX/AAALAP///f/5//D/+f8BAAIAAwABAAcACwD+//P/7v/1/xcAHgAAAP7/+v/l////GQAFAAMACwD3//H//v/5//z/DwAXAAwA+//x//L/8//x//r/DwAYAAgA8f/g//D/HwAhAPb/+v8KAPv/+P/y/97/AAAtAB8AAgD3//X////7//r/DAAAAOv/BAAVAP//+v8EAAgAEwAHAO3/9f8AAOr/6f8AAAEACQAaAAgA+f8EAPn/4//1/wkAAQD5//b/+f8GAAYA/P8NABcA9f/r////7//m/wQADQAPACQADgDq////GAAHAPf/+P/5/wEACQD4//D/FgAmAAgAAQACAPj/AQD9/+n/AwAOAPL/+v8JAAcAFgAOAPb/AAABAPb//v/9//n/AwADAPz///8JABAAAQD3/wEAAwAAAAAA8f/w////AQAGAAYAAQAPAAUA6P/y////+/8HAAQA8//+/wEA+/8HAAYAAAAQAAIA4P/u/wIA+f8DAA0A8//9/xcA+v/z/xIA/P/x/w8A/P/n/wIACAAJABEAAQABAAwAAQD6/+n/7/8kACEA//8MAPv/4P8BAA0ACQASAOr/3f8FAP//AAAYAAIABwAZAOT/0f/t//L/FgAsAPz/7f/2/+z/DAAkAAgA8v/a/9b/AAAPAAoAHQAVAP//9P/j//H/EgADAPX/BwAGAPb/+P8KABsAFwABAOv/5v/4//n//P8lACMA8v/+/xQA+//3////9v/8//b/9/8aABYA/f8JAA4ABwD//9j/4f8TAAIA8f8YABsABwAPAAMA8v/8//n/7f/9/w8ACQAFABYAEwD+/wQABQDs//H/+//o//3/HQANAAYADQD1//L/AwD3//D/+f/y//T/DQAWAAYA+P/8////9P/2////9f/2/wMAAgARAB8A///r//7/+v/0/wsACwD4////BwAIABcAFQAAAPf/6P/e/wYAKAAIAO///v/6//H/BgASAAUA8//d/+r/DwAVAAkA/v/m//D/BgDz/wAAJwACAOb/CAAAAOb//v8BAPn/CgAGAPv/BQABAPf///8AAP//AADz/+//AwAUABEAEwATAPP/3P/2/wwACgANAAsABwAFAAAABgAMAP//AAD+/+3/BQAOAPH/DQAiAPX/9v8EAOj/9P8CAPD/DwAcAOn/7/8KAP3/BwAMAOj/7P8GAAgAAwD4//n/DwANAAEADgAGAO7/9f8KABEACwD9//f//P8DAAwACAAHAA8A+P/k/wMACQDv/wQAEADx//r/CgD0////EQD0/+7/CgABAO//9v8BAAwADAD///7/BAACAAEA+v/y/wEACgAAAAoAEgD6//D///8DAAsAEwD+/+j/9v8KAAYA/v8DAAgAAAD5/+//8/8QABQA+v/3//3/+f8AAPz/AgAcAAgA6v/y/+7/8v8TAAwA//8LAPj/7P8CAAEA+/8FAAUAAQD+//j/9//v/wAAIQAPAAAACgD2//P/AQD0/wMAFAD+/wsAEQDq//v/FQABAAgADQD1//X/8//s/wEADwANAAYA9v8BAA0A+f/y//D/7f8NABEA9P/+/wUA/v8KAAYA9v/7//3/AwAKAO3/5P8IACIAHgADAO3/+v8HAPz/7//t////EQAFAPn///8BAAIABAAAAP3//f8AAPj/6//6/xAACQAIABAABAD8//z/+P///wAA+/8EAAIA/P8HAAkABwALAP7/+f8DAPz/+/8BAPr/BwAVAAAA+/8EAP3/AAD+//T/DgAWAPX//P8PAP7/+P8EAP3/AAARAAQA5//u/wwAEwAGAP7/+P/2//n/8//1/wYACQACAAMAAAD//wAA+//6/wAA/f/+/wUAAAD3/wAACgAIAAQA/v/v//D/BgAIAAEABgD6//D/CAAUAAMA+v/y//j/EwAMAPD/9//9//z/FAAXAP7//P/4//P/DgAVAPz/9f/4/wQAEAD8//z/EgAAAPv/DQDw/+X/DAAMAAIADgAAAPP/AQAHAP//7//z/wkA/v/4/xEAAgD6/wwA7//v/xkA+f/j/wcA+P/r/w0ADAAJAA4A6f/j//3/+/8FABIAAAD+//z/9P8FAAwACQANAPH/3v8AAA4AAAAKAAoA//8AAP///v8BAPb/7v8CABIACwD///z/AwACAPv/AAAGAP3/9f/9/w0AEgADAAAADAABAO3/+P8KAAkABgACAAEACAACAPz/CQAIAPn//f8CAP3//P/+/wAAEwASAPj/8f/2/+r/9v8UABMABgD+/+j/6/8GAAUACAAVAPT/4f8AAAEA/f8aABMA9P/2//P/8/8OABAA//8GAP//8P8IABYAAAABAAkA9//z/wEAAAABABQAFgAAAPD/8v/8/wEACwAUAAAA5v/y/wUABgAUABcA9v/n//L/9v8CAAkABgARAAAA4f/8/wwA7f/7/wkA7/8BAAoA4//+/xkA7f/w/wkA8//5/wYA9f8JABEA9P8CAA8A9v/1//r///8TAAsAAQALAPT/7v8UABEA/P/6/+3/9v8WABIAAAD+/wAA///z//X/CwACAO//AAAPAAUA/f/6//z/9//2/wgABgD+/wgA+v/x/xEACAD3/xUADgDx//7/AAD+/xEACAACABUAAADu/wQABgAAAA4AAQDy//7/9v/t/xEAIgD4/+H/+/8GAP7/AQAAAPD/+P8MAAoA///5//r/CwAOAPT/8v8HAP7/9v8DAP7/CQAeAAAA7P8AAPv/AAASAPT/8f8UAAIA9v8RAAcA+f8EAAIABAACAO7/+v8WABAA///7/wQAEgAEAO7/8P/+/wcACAD6//H/AAAMAP7/8f8HAAsA7f/1/wsA+v/0/wAA+/8DABQA+//r/wgAFQD+/wAAEAD5/+f/BQANAP//CwAAAPD/EAARAO7/+v8GAPj/AAABAPL/9/8AAAMAAwABAAcABADv/+////8AAAAA/f/2/wIACwABAP3//v8AAAMA/v/1//f/AAAJAAoAAgD+/wUABwD6//X//f///wcAEAD7//H/CgAIAPv/CgAGAPf//f/2//f/EwAMAPf/AgAHAAcACQD0/+//AwACAP7/AAD8/wUADAD+//z//f/4/wcABwD1//r//P8AABMACQABAA4A+//v////8f/z/xQAEQAEAAQA+v8GABAA+//+/wAA7v/8/wQA+v8QABAA7v/+/xIA/f/4//X/4//5/xcACQD6/wIABAACAA0A///i/+//BgADAAUABwD5/wEAEgADAPr/AAD1/+v/AAAUAAMA9f8KABYACQAFAPb/4v/7/w8AAwALAAoA8f/3/wwACwAFAPf/9f8KAAEA8f/8/wEACgAVAAIAAAAKAPP/8P8GAAAAAAAGAPv/DwAWAOv/8P8QAP//+v8FAPr//v8BAPL/+v8OABIACQDv/+b/AAAIAPr/+v8BAAcACQAJAP//5//v/wkABgAFAAEA6//6/w8A+v/7/xAABQD3//j/+//3/+j/+v8gABUA/f/5//b//P/+//z/EAAKAPn/BADz/+3/FwANAAAAGwD+/+v/DAD0/+j/FAAPAAIABgDs//P/DgAIAA0ADQD4/+7/6v/9/xUA/f/4/wkA/P8JABoABAABAOj/zP8JACAA/P8XAAoA2P8AABYACwAgAP3/0f/m/+n/BQA0AAwA/v8UAOb/5/8VAPD/5f8JAPb/9P8RAAcACAAIAO//AAAIAOD/5f8IAA0AFgAXAAIA/P/5//b/CwAUAAEAAQAIAPv/+P8GABEAFAANAP3/7//v//7/CQAPABQABADu//n/CAD7//H/AAAXABEA8P/y/wkA/f/6/wcA+//+/wcA9//8/wYAAAAUAAcA5f8AAAIA7f8TAAUA1v8LABwA7P8EAAgA5/8LAAoA2P/v/wIA9f8OABAA+P8GAAAA5v/4/wMA9P8FABYA/P/t//z///8JACoAFQDd/+X/BQAAAAMAEwAQABMAFQD4/+7/BgAJAAEAEAAKAO//+f8KAP7/AAARAAQA/P8BAOz/3/8BABoAAQDl//D/BQABAAIAFwANAPP/8v/u/+//CAD//+//HAAkAOX/4v8EAPz//v8MAPn/3f/P/+L/GgApAAsA/v/w/+v////3/+//DwAYAAgA/v/v/wQAMgAjAP3/9v/0////FAALAAAACAANABEAEQD///P/+f/7/wAADAAIAPf/+f8QABgAAADj/+j/BwASAP7/8P/z//P/+P8NABgAAADl/+X/+v8SABEA8f/q/woAEQADAAcAAQD5/wgADgAHAAsA///2/xAAFQAFABAACADy/wUACgDv//n/BwD3//3/AgDr/+v//P/4//7/AgDv/+X/6v/u//r/BwAJAAIA9v/t//H/+v8FAAoA/v/y//X//P/+//v/AgAQAAkA+f/z/+7/9f8KABQAEAAMAAAA//8WACQAHwAXAA4ACwAWABwAHQAiABgADwAgACUAEwAKAAYAAAAJAAsA9//q/+P/5P/3//z/6//k/+j/8P/v/9j/zv/e/+//AwAQAP7/7v/4/wMAEgAbAAkA8v/y/wIAFQAXAA4ACgANABMACwDt/9f/3v/1/wsACQDv/93/3//w/wkABADn/+X/9f/2//b//f8EAA8AFAAPAAUA8P/f/+n/AAAYABsACAD///j/5//k/+7/7f/q/97/0v/f/+r/6v/+/w8ABwAAAPr/7f/q//b/DAArAD8AQwBCAD8ANAAqAC8AMQAmACEAHAASAB8ANQA/AEwAQAAZAAgA/f/p/+r/6//7/y8ARQA1ACsADAD6/xAADgD9/wAA6//g/wEAGAAfABwA/P/l/9X/pv+H/4n/l/++/9r/1P/L/7D/hv+D/5v/t//K/73/uf/a//j/CAATAA4ADgASAAwAEQAXAB8AQQBUAEkAQwA1ACkALQAWAPz//P/x//f/FQAUAAsAAADR/7f/xv/K/+T/CAAFAAEA9//f//r/HAAWABUACAD3/xQAKgAkADYANwAmACgAGQAFAAkA+//z/xIALQA9AEMAKgASABYAIAAsACwAHQAdADMAUQBhAFcARgBAADoALQAUAAIACwAWABAACwANAA8ABwDv/9z/0v+9/6P/kv+h/77/yf/T/+z//f8AAOz/yf/I/97/7f8EAAYA5//e//H/FQA8ACgA6v/A/6L/iv98/3D/eP+F/3f/Y/9Q/z7/QP8+/0D/S/8u/wL//f4Z/2P/vP/o/wcAHwAbADIAWwB4AKkAygDLAOQABgErAWwBjgGBAWgBOAEFAdcAiQBMAE0AZQCHAKIAjABeACoA6P+0/5X/cv9d/27/m//R/wAAIwBFAGwAcgBIABIA9f/7/yQAWgCVAM8A6ADZAK4AbQA5ACUAJwBEAGIAYABcAFsATQBLAEQALgAiABAA9f/y//X/7//r/9f/w/+3/5L/T/8C/7f+gv5S/h7+9/3E/XL9Ff24/I78ofyg/Hv8Uvw0/Ej8ffyo/On8Of2E/e79av7k/nP/+v+EAD8B6QFWAqoC9gJhA/gDhAT+BF8FeAVQBRAF2QTLBLsEeAQdBLsDYgMfA9ECeQIlArYBPgHUAGQABQDO/77/+f9YAI0AlAB5AFUAWAByAJUA4AAyAWABZgE/ARgBCwHfAHQA1v8f/4f+Dv6M/fn8SfyN++76Y/rb+Vb5zfh3+IH4w/ga+WD5h/nR+T/6nPrt+kT70vvP/OP9qv4w/3//0f9pAAMBcAG+AcABqAHMAf4BLQJaAlQCbALYAiADFQPNAmoCbgLuAmkDwAPzAwEEPQS1BC0FlwW5BYcFaQV5BZQFrAW2BfkFpQZLB4cHWwcAB8cGmAYNBjAFRQSTA00DOQPuAjMC6wA9/3D9k/ue+an38/XG9Bb0lvME81XyyfGC8U7xFvHk8OPwi/EF8yP1xPdr+qP8iP4pAJkBCwNWBIgFEwf5CP4K1Qz3DV4OTg7DDcAMKAvtCKsG9QTUAxQDHQKkABr/kf3B+575Gvej9ATzQfIe8qTylPPo9LP2WPhh+fL5P/r1+qP80f77AA8DBwVRBw0KfwwrDggPFw/JDnQODw7WDfENMA6EDrsOZg5GDUgLyAiMBuUEbAONATD/5/xW+3H6jfkX+Bz2DfRM8v3w7+8V78fuRO+s8L3ycvQc9QH1tfQv9eb2Ifl5+wb+mgBdAxAG0Ae3CDMJOQk1CTYJzwhxCHQIvQiLCVUK7gkCCMUE0QBZ/d76L/lY+CL4D/jw96L3Dfdx9uP1MvWY9IL0/fQY9uL3Mvot/bkAzwOpBUoGLAZ/BgsIJAr+CyQNUg1KDcENaw7lDrEOXw2PC9cJHwiABvwEnAOuAssBYQC2/i/9Q/wb/Pz7fvuo+lH5+/c+9wX3efc/+LT4afl9+jP7lft0+/76aftO/Lf8E/1k/Q/+4f+IASQCXQL5AZEB4gHQAZwBGgKGAicD+APKA10D/ALcAe8AKQDM/sr95Pzd+977B/yZ+0f7UPrs+Ar4xPal9bj1N/Z/90/5F/q1+uL7Jv0M/4MAoAA8AcsCngTXBncIyQkvDDwOwA5NDgINCQwpDAoMiAsTCyAKPQm0CKAH7wWiA+EA5/7O/Zj8H/us+cn43fgq+fX4c/j+9+f3Sfi1+Nr49/ie+UH7hP0+/8L/vP8+AJUBGAPjA/MDBQRTBKEEwQR1BPcDxgPcAykEQARfA+gBqQC1//f++/2U/Kb7QPu5+k/6L/pg+tH6WPq1+CX3IvbC9f71Mfaa9pr3kvhw+Tj6ivq/+gX7Tfv5+8j8j/0G/1wBSAQqB/IIswkWCj0KhgoUC8ALugyYDQQOdw7bDugOcg4DDQwLJwkSBw0FSAOIASIA0v5A/f37tfrx+Cr3bvVB9CX0M/RM9AX1BPZr9wj5E/o5+7789v1F/5oAsAFEA/wEZwYiCJMJQwqsCmIKfAliCHEGUwRMAxEDOQP+An4B1f/D/oP94fuj+er2D/Uv9LTzIPRJ9cD2lvi7+YH5kvgc97n1gfUW9gj3jvg++hv8PP6P/6j/Mv9u/rr9cv1m/f/95/+5AsIFjwibCpsLswsMCx0K0gl2Cm8LnAwYDpQP7hBvEQ4QfQ3UCjIIAAb4A3EBaf9W/nT9rPw3+3z43/XY8w7yDPFq8DPwo/H38xT2BPgl+fb5oPtU/cj+ewDpAaEDPAaqCM0KpQxPDUUN9AzQC1AKrgiGBqsEogP/ArICDgJDAPP96vsz+pj4j/YE9CjyD/Jn8yj1pPbM9wH5Vfr5+lr6IPkp+Ob3hfiQ+Z/6+/uA/bb+df8w/8H9GfzU+jz6j/pe+8H8Xf+WAoYFtQe/CEEJ2gkUCkQKKwvIDDIPyhGFE54UABUUFEQSzA/gDC8KXQdOBOsBKACg/vT8Svr79tzz6fCV7h/tPuxn7JLtVu/B8e/zKPUp9pH38vlG/Q8A8wHxA3UGwwktDUgPLBBQEKYPow46DT8LfAk5CFMHtgZ/BUADqwBP/m38s/pK+Fn13vKf8dbx8/Ja9OD1Rvdg+Pb43/id+IX4cPh5+IP4pviU+RT7dfyW/fD9X/1r/Mz6zPi89+j3SPnB+y7+bQAyA+gFNggpChoLhwtWDEkN1Q5KEbwTKxZzGH0ZNhlpF9wTFBC1DEIJFAboAtX/x/3G+//4//Vy8tvuFOxh6XPnK+et53Ppe+xV73byoPXa91v63fyc/jsBkATtBwkMaA+eERkUiRVuFbcUchJ/D0YNwgqkCFcHNgUaA68B2P+//Y/63PVJ8pLwlu8479vuQu/U8dD0pvaM94L3rfd/+JL4IPjw9yj4uvkx/Pj97/7k/tv91/yp+wn60vhG+Jf4T/re/JL/TAK0BNMGDAnYCp8LHgxaDacP0BKnFVYXvhgYGmoacBnZFtcS8g5GC1QH3gOWAFz9/fps+PH0RPE87bLpj+eY5QXkAORk5Zro0Owy8HTz//ZU+gP+NAFoAwsGAAlmDOgQzhR3F2gZxBk/GTAYGhUEESoNYAncBvME9wEW/5H8BvpQ+PX1F/KN7rbrF+qH6nTru+xk73Lyl/Vf+E/5YfnH+Tv6N/s2/H/8Vv36/rMAMQI/AsIACP8p/Vf78/nD+KT4KfqU/Ir/RQIHBIAF+wZ/CF0K7wtDDW0PcBLzFQ8ZUBoWGkgZuxd2FRYSjg1QCdAFqgIBAEf9QPpP98jzq+/F6wPoAeWM413jq+Q35wPqa+2Q8a/1u/lI/RAA7gLLBXoIyAuKD1ET9RaGGe8alhuqGhQYkxR0EIUM6AjWBOsA2P1F+0D5OPd29Krx/+5T7Ijqp+lx6Xnqauz17lPyePXV9wr61vsv/Uv+iv6A/jr/WACzAfYCEAMzAtoA8/4r/Zn7yvmD+Fv4Rvk2+2b9Y/+oAQME9wVzB68IgApaDawQ9RPMFgUZuxp0G8kazhh+FYMRsA33CVYGywJO/4j8WfqX99rzY+/+6qTnGeUi437iheMY5p7pKO0N8b31YPpT/kYBfgNbBvgJTw1xEE4T7RUHGZIbOhxVG8MYIRXqET4OcwmWBMT/3fu3+V73cvRJ8krwtu6o7Zbr8ulV6k7rB+1j7xPxv/N59x/6m/zF/oz/wADFAVsBlQH9AbgBMAK5AaL/Jv58/JH61/m9+K/3hPjC+VH7wf19/04BJgSSBv0IxwsXDuoQdBSPF1oaXRzPHB0cLhr2FjcTQA87CzAH9ALw/n37tPgz9gXzPO+M6yToieW440niQuIQ5CDnnuuT8OT0UPmq/b0BUQYyCqEM4g7dEOgS2hUkGHIZsRqrGlcZVxeTEwoP6woRBhMBcfxM9ynzvfDZ7vvtj+2H7DXsaexY7PLs0e3u7kfxr/Ow9Rn4hfqT/UMBsQPCBMEEywN6A2wDWQLnAOf+2PwN/C373flF+dP4OfnH+oL7/fsx/YT+NQH5BOEHsAqBDQsQxROjFwQagxvFG/8aKBoGGFAULRDEC9EHfQSlAHz8ivgB9WTy/e8F7fzpX+fM5Uzl/uQq5bXm4umM7p7zTPjx/I0B7wUBCoMNphAyE6IUWhXUFZUWyhdbGOMXixbwE7QQDw1fCG0DTP6i+NXz1e9J7Gnqfuku6WrqxOva7HzuY+9A8C7yn/P69Lv2BfiX+oP+lgFEBCoGqQZmB1sHdAVRA6IA0v10/Df7B/r8+QX6x/qr/LP9Nv7W/gb/IQAjAukDhAbGCdwMjBAhFOcWXxmGGhkaEBnkFpgT9A/YC+YHkgQBAWb9Svpc9630H/JH76Xsi+q56JTnYOfY5xXpGuvK7Y/xT/ZM+0wABAUBCXcMdA/pES8U2RVnFlcW/RWuFaEV/RR/E5MR5Q55C0kH9wGI/LH3CPP+7pbrrehi537nROgv6nbsY+6Z8GHyjPMW9UT2Kffq+M76zfx6/7cBqAPRBdUGtwYKBhgEsAGo/1P9efvG+oH6QPsj/dL+cAAPAusCygPsBIMFawYkCB8K4gwXEJ4S/RQdFwgYARihFmITeA9ZC+0G+gJT/7f75fiU9nP05fJz8d/vVu6F7PDqTup/6p3rYe1774DyQvZU+vD+cgOjB8ALqg5gEO8RBBMJFBsVsBR6E7YSwRE7EcsQoA7WCxAJRQV3AUT9t/cK85/ve+y06mDpCejX6ODq7uy377Px8PIX9az2o/cc+dH5lvpe/Hz9sf6GAIEBkwKTAwQDRAJkAZv/a/5u/TH8XPxG/Wf+pwDBAnQEnQYPCAEJVgoxCxkMiA2YDvkP6hF0E78UVBV4FMoSOxCWDG0IzAMi/x/7pvfG9H3yv/D077XvZ+/x7gPuWO3A7Zvu6O+t8WTzF/b8+e79OwJaBmgJhQxFD88QLRKsEgcS2BFQEScQkQ9TDqYM4At2CoIIwwaQA+D/uvyp+N/08/GR7mnst+v86rPraO267i3xx/Nd9Zv3f/ls+u77rvyX/HL9AP5O/lD/VP/l/j3/D//k/gP/9/3a/G384PsW/P/8zf14/68BjgOTBXsHNAlnC3EN7A4xEBER5REDEwMUyRT8FA4UIRJRD+ILVwiKBGQAHPzJ9xn0lPH37xDvie4Q7vLtNO6i7mrvj/Ac8jT0mPY/+Ur8n/88A+MGMAoKDQYPCBCEEIIQKBCeD2IOyAxvC/cJjQhhB+QFfwQnA8kA7P0n+yr4ofVS83XwRO5I7fjs3+1q78Lw2fJ39dP3cPqu/P/9Wv9hAJoAyQC2AF0AgABjAIP/p/7j/Uj9Pv3+/CT8afvi+p76L/sx/DL9kv4bAKEBuQMGBhkIcAqrDGEOFxB/EXYSlBM2FPgTbRMqEhoQtw2HCtgGaQPZ/0f8Dfnc9TPzd/Fd8PXv6e/I7+/vovAH8gn0E/Yq+I76Sv2SANMDnwZbCa4Lew30DkMPqQ7wDagMYQtVCnEIbQbPBAQD9AE2AXf/pP25+0/5k/e99RDz7fAi77ztxu0d7pDuPfBi8gD1b/hV+9D9cQBnAggEfwXmBcUFnAUSBZwEFQTpAsQBAAFAAIv/qv58/ZD8Cfx7+/r6uPqc+uf6w/vT/DT+AADBAa0DCgZOCI0KxAxCDkwPCRAKEOkPpQ9uDpgMSQqFBzAFCQNkAMz9V/sY+an3kfZ99fT0yfTz9Kf1efaD9zz5dPv9/Y0A1gIWBX8H5gntCwkNLw2mDKcLnwp4CdIH7wXjA84BSwAY/8v9ufyD++T5Xvin9sD0VvPo8TXw3+607QPtk+3C7kzwj/L19Jz3APtU/mMBXQSHBhYIdAkTCkMKUQqvCckI4wedBpIFzwTFA+ICBwLbAPj/B/+p/Y38e/tm+ur5g/lD+d/5yvr8+8r9l/+pASsEIAaxBxYJ8wnWCnYLEQtCCh4JpAeMBjEFPwOEAbz/LP5t/Yf8nPtX+/j64/p++8v7ZPyp/Zz+8f/wAacDpAXABwUJPwpiC4MLOAtsCssIPgerBaMDzQEXAFb+8/yj+0T6HPnd93D27fRG88fxd/Ar7xPuIO197KTsV+2B7k7wVPLA9PP3XPvN/kQCLAXDB18KXwy+DakOxw6JDk4OoQ2xDMkLpQqLCaMIcwcWBswESQOlAf7/Cv7/+zr6lPgy92v2FPYq9tL2x/cc+R/7Y/2I/5ABOgOZBPcF7QZQB2sHDQdGBnIFYAQ1A1ACbgGlAD8A+P/m/y8AcwDCADMBfQHnAZgCNwP3A9oEpgWtBroHUgioCKQIKQicB7YGPgWuAwICWAAb/9H9Rvzd+mL5+/fq9p31C/SX8gnxn++Y7oTtn+w97BPsY+xT7YjuRPCi8kT1WvjK+xv/cALCBccImwv8DZYPuRB4EbwRsxE8EVsQbw9rDjYN9guSChIJngf3BQ4EEALt/8T9wPuw+bL3HPb29Gn0d/TH9HX1xfaR+MH6F/0f//MAvAI6BGYFMQZXBg4GkAXOBA8EdAPHAjQC5wHAAewBaALXAkQDuQP9A0QErAT3BEMFlgWtBcYFAAYPBg4G7wVhBaoE8QMDAx4CPAENANr+vP2A/GH7T/r++KL3OPaW9AfzpPFG8Afv2O2p7NHrhOup6znsMO2I7mnw5fLH9fH4ZPzt/2YDwQbHCXcM5g7bED0SGxNhEz4T5BIvEjoRGhC0DjoNtwsHClQIlAalBK8CnQBj/kD8P/p0+Az34/X+9Jn0vPR79cf2VfgU+vT71/24/24B2wLyA5AEzgTTBJoEPwS8Aw4DjwJQAi8CPwJcAogCCAOmAzUEwgQNBSMFSwVpBYcFowVvBREFzQSQBF4EDwRvA70CGgJvAcMA+P8O/z3+df2i/Lr7mfpV+RX4xvZr9e/zRfKr8ErvIe5A7Y3sG+ws7Mbs6O2N74fx4/O09tz5Tf3IAAcEEwflCWoMrQ5wEJQRQBJlEiQSshHtENwPnw4jDacLQwq3CBQHbAW0AxwCjADM/hH9dvsH+vP4IPh99zf3V/fw9wP5Tfql+wX9af7U/xgBBAKcAuEC7ALPAnYC/AF/AfYAgwAyAPr//f84AJgANQHxAbcClwNqBCUF1QVTBqoG4QbFBnwGKwbABVoF5QQyBIED4gI8ArkBPQGbAP//T/97/r/9/Pz9+9P6Y/mq9+/1O/SE8vHwcu/57cnsFOzp62LsY+217mnwmfI59Uz4rfsE/y4CLwXwB3cKuQx6Dq4PbRCvEI0QMRCTD7oOtQ12DBkLzQmMCEgHAQadBCkDxwF5ADn/Bf7H/JH7k/rd+XH5RvlL+Yz5G/ry+gT8Lv1L/kP/DACvAC4BawFXAfoAZADB/xT/UP6e/Q/9rfyf/NX8Qv0K/hD/QQCzAScDggTVBegGtAdWCKMIrAiSCCgIigfsBkEGogUPBVgEpQMYA6ICSwLuAWIBvQD+/yL/NP4A/XH7oPmZ95v1xfP18UDwyu6g7QbtBe1z7Wru4u++8Rv01fa6+dL86//WAqQFJghDCgwMXA03DsEO2Q6RDhQOUA1cDFALEgrTCK4HcQYwBf4DzALFAdAArv+X/qL9tPzx+zr7d/ry+ab5ffmw+Rb6hPod+8n7ifx//Vb+3f4//27/df9m/wj/bf7N/SH9ifwd/Mj7qvvR+zD85/zw/SH/ewDsAWID4wRHBm8HYAgDCVYJaAkxCcgITAi1BxAHcQbUBU4F6gSWBEcE8gOHAwwDggLWAfQA2f+F/gH9WvuP+an3yfUQ9IbyPfFG8LHvme8I8OvwRPIM9Cn2lvhF+xX+6wCkAxkGTwhICu4LJQ3TDQAO1Q1qDb4MzwucCj8J2wd5BiEF1wOPAlUBNAAn/zr+b/2w/AL8ZPvO+lL67PmI+Tb5/vjZ+Nv4BPlK+b75S/rV+mv7Cfyf/Cf9d/2C/XT9X/1B/SD99PzP/OD8K/2h/Ur+Hf8VADYBaAKWA8oE/QUXBwwIywhACXQJagkXCY8I4AcEByEGTwWSBAgErQNfAyoDCgPuAucC3AKgAjcCnQHXAAAAAf+9/Uj8svoT+Yv3GvbI9LnzAfO38ubyhvOV9BD29Pc2+rj8WP/1AXgE3QYSCfYKegyFDQ8ONA75DWMNfgw/C70JKQiNBu8EVAO6AUAA/v7c/dL84fsK+1n6xPkz+aj4JPiq90X37fae9l72MfYp9k/2lPb49nz3Ifjr+ML5iPpB++37jvwl/Z/9AP5f/sL+N//J/3AAOgEgAhUDGAQdBRwGGwcFCMwIbwneCRsKJwroCWUJtAjRB9MGyAWuBKsD1QInArMBdwFgAXMBnQHJAfQBCAL7AdUBggH2ACwAJP/5/b38YPvk+Vr46PbC9ff0hfR19Mb0jfXa9pv4uvoV/YL/+wF8BOsGLQkZC5UMrg1fDqQOeg7aDdYMiwsECl8IqwbnBCwDhQH3/5H+Sf0S/AD7Cvos+XD4xvcw9732WPb99a/1YvUi9f307/QG9UD1kPUG9q/2g/d3+Gj5R/on+wz87Py5/WT+9f6D/xsAyQCHAUQC+AKrA3QEVgU6BgcHuAdRCN8IWwmyCd4J1QmMCRMJeQjAB+oG7gXXBNkDCgNdAskBUgEKAQkBNwFmAYgBmwGbAYsBWAHqAD8AXP9K/iT99fu2+m75LfgM9yj2k/VQ9Wn15vXH9gz4sfmp+9v9LQCJAtwEGwcvCfkKbQyBDTAOgA5rDugNBw3TC18KywgeB1kFjQO9AQAAbP77/KT7aPpA+T/4dPfU9lv2Ava89ZP1f/V39YX1ofXB9ef1DPZE9qz2NvfV94b4QPkR+gH78fvb/Lr9fP4u/9j/dQATAaoBNgLLAmkDCgSxBFMF7gWIBg4HfgfbBxkIPghOCDwIDAjBB1AHzgZEBqMF/ARUBK0DIQOuAkoCCgLjAcsByAHCAasBjQFRAe4AawCx/8v+1P3B/J77efpK+TL4TveU9hf24vXq9Un2C/cg+JL5SPsf/Sf/UAF+A6gFqAdrCf0KPwwZDZUNrA1nDdkM8wu8ClMJvgcYBn4E6AJYAdD/T/71/Nr75/oO+kn5nvgq+O73zve796/3rPe/99j34/fd9873w/fH99T35vcK+Ez4s/hA+eL5kvpQ+xv89vzX/av+b/8tAPQAxwGdAl8DDgSyBEsF1wVPBqQG1wbsBuEGvwaOBkwG+gWfBTgFywRiBP8DqQNkAykD9wLbAtsC8gIcA0gDawOGA5QDiwNiAwQDZwKYAaEAjv9i/hf9tvtf+iH5CPgf92f28PXI9e31YvYp9zr4kfko++381P7IALUClQRdBvsHXQlwCi0LnAvAC5QLGwtfCnAJYAg6BwEGxASLA1wCQAE3AD3/Uv51/aX87/tU+8/6YfoD+rD5a/kz+f/4zfia+F74Ifjl96r3ffds93j3m/fN9w/4ePgV+dD5lPpb+yz8F/0c/iX/KQAsASYCHQMPBO8EtwVfBtgGJwdLBz8HCwe0BjkGpgUCBVQEqQMFA24C7wGLAUMBGAEPATMBhwH/AZICNAPdA4cEHwWSBdIFxwV0BeYEHQQcA9sBXQDN/kj90ftr+hT53vfx9lX2B/YJ9kr2yvac97z4Jfq++1z9+f6eAEoC7QNlBZUGhwdHCNcIOgliCU8JDQmoCDEItAcjB3gGuAXrBCMEWgN+ApMBnQCm/7r+0P3q/BT8SPuL+uX5UPnS+Gv4Cvi393b3Qfcf9wf39Pbz9gj3NfeD9+n3Zfj9+Kb5ZPo8+yH8Ff0Y/hz/JAAwATcCQgNEBCIF2QVgBrgG8QYAB9sGiwYPBnwF5gRMBKwDBQNUArUBOgHfAKYAiwCbAOkAbQEWAtkCqgN/BE0F+wV5BsEGywaSBhsGaQV+BF0DDAKYABH/g/38+4v6Rvkz+E73qfZW9ln2sPY/9/T33/gF+lL7tvwc/n3/4AA9An0DnQSXBWUGEAeVB+oHGwguCCYIDAjaB4cHHAedBgQGUQV/BIwDhQJoAToADP/n/c78xfvM+u75Pvm7+Ff4DPjS9673q/fD9+T3A/gY+Cv4UPiO+Nn4JPlu+cP5Qfr0+sT7m/x0/Vb+Vf90AJYBoAKHA0gE9gSdBSIGZQZiBiYG0wVzBesEMwRiA5IC1AErAZQAGAC//4n/g/+9/zIAygB0ATwCNQNVBHAFYAYkB84HVQifCJQILQhxB3QGQQXgA1YCoQDK/vr8UvvX+Yr4aPd49tr1mfWr9Q/2tvaL95L4zPku+6/8Nf6n/woBYAKfA8MEvQWGBiEHkAfYBwEICQjwB7sHZgf0BmoGywUfBWEEgAOAAmoBSwA3/yb+D/36+/H6B/pY+dv4fPg7+Br4Kfhv+Mf4Efla+af5/PlV+pL6sPrO+vT6Kft0+8P7Efxw/Ov8l/1w/lD/JgAAAe0B7ALfA6MENAWhBeoFBgbmBYkF+wRIBHsDoQK+AdoAAABB/7P+Wv4q/iX+Wf7N/n//WQBLAVoCggO0BNwF4Qa3B2EI1QgDCeEIZgidB5YGVQXcAzQCawCg/uf8SvvO+X/4bver9kD2J/ZY9sn2dfde+IP50foz/J39Bv9wANUBIANJBE4FKQbZBl0HsQfdB+YHyQeNBzcHxAY7BqIF9wQ6BGcDfAKIAZQAmP+M/nP9W/xc+3n6qfnr+EX4xveE9333nvfZ9yf4lPgt+dr5ffoH+3377/tj/MX8Cv05/WD9kv3Y/S7+kf79/nf/DwDNAKIBfQJJAwQEtARTBdIFIgYzBgUGpQUbBW4EogO3Ar4ByQDm/x3/dP7z/aP9hP2Y/d/9Vv7//tf/zgDeAfgCCwQWBQ0G3QZ9B9wH8gfJB1wHrgbJBaoEXgP1AXAA3v5Q/dT7fPpO+UP4bfff9qH2tfYO96H3b/hs+Yv60fs0/Z/+/v88AWgClgO1BKoFZwbvBlgHrAfdB+MHvAdqB/4GhAb+BWUFqQTNA+YC+gEFAf//5f7K/bn8sPu0+sv5APlb+Nr3gvdZ9133ivfg9134+vio+Vf6Bfuy+1f86fxd/bT9+f01/m7+rP7s/i3/cP/D/zcAzgBwAQcClgIvA90DjAQcBXsFrQXDBcQFpgVWBcoEEQRHA4YC0QEYAVcApP8W/7/+mP6Q/qT+2v41/7j/XAAWAdcBlAJEA/ADkwQXBW0FigV2BUAF4wRXBJwDtQKwAZ0AiP94/mr9VPxE+1j6ofke+bv4bfhN+HH41vhs+SD67/rf++n8//0d/zkASwFIAikD8wOpBEIFvQUXBlMGegaIBnkGUgYXBsYFYgXjBEYEjwPCAuYBAQEKAAH/7f3e/OT7Avsw+nP50/hc+Bn4B/ge+Fn4sfgl+bX5WfoB+537JPyd/BH9ff3Y/Rv+Tf6E/s3+IP9y/8L/GQCNAB8BwQFoAgkDqQNRBPoEkwUGBkUGUgY9BgQGogURBU0EaQN7ApABtgDv/zP/i/4O/sz9z/0H/mH+4P6K/1kAQwE3AiMDAQS/BFUFxAULBiUGDAa9BTwFlATLA+gC+AH+APf/5f7U/db8+fs3+4f65PlZ+fr41fjh+An5QvmU+RT6yPqa+2/8O/0B/tL+sv+TAFwB+wF5AvUChAMQBHEEmwSuBM0E9gQJBekEnQQ8BNgDbwPzAlQCkQG/APv/TP+g/t79Df1W/NX7efsh+8H6cPpS+mr6lvq/+uL6B/tB+5D74Psf/EX8Wfx3/K387/ww/Wz9sv0Z/qT+Rf/0/6kAaQE1AggD1wOaBEUFzwU0Bm0GewZfBhQGlwXjBAAEBwMNAhUBIAAw/1b+r/1I/R/9L/1s/dj9ff5d/2cAgwGVApkDlwSKBVwG8wZIB2EHTQcQB6UGCQZABU8ERwM6AikBEADw/tD9w/zV+wD7QPqe+SD5yvib+I74pfjf+Db5qfk6+uP6mPtS/A/90f2X/lT/AACjADwBxwE+AqgCDANsA78D/AMnBEsEZARwBGoETQQXBMkDYgPwAnoC+QFmAcQAHACB//b+cv7v/W398fyJ/Dn8+fvC+477YvtJ+0P7RftI+0b7RPtT+3H7mPvD+/L7MvyV/BX9pv1B/uP+l/9iADwBEwLYAoIDFQSYBAUFSwVXBSUFxgRLBLwDFANKAmUBfgCz/xH/kv4p/tv9v/3l/VH+7f6p/3sAZAFoAoEDnQSdBWoGAwd7B90HFggMCLQHIQd1BrgF4gTnA74CdAEmAOf+u/2Y/Gv7SPpM+YT49PeO90T3I/ct92D3w/dN+O34oPld+ij7Cfzx/NP9s/6I/0wAAwGlATwCzwJNA7cDDwRZBKEE6AQhBU0FYAVUBTMFAgXDBHIEAgRxA9ECMAKYAQUBaQDI/yr/mv4f/rX9Vf0A/bP8cvxE/Cv8Ifwd/BT8CfwI/BP8JPw2/EX8WPx3/Kb85vw3/ZP9+/1z/v3+l/86ANoAdAEIApACBgNhA5cDpwOSA1wDDgOoAiYCjAHnAE0Azv9j/wj/w/6j/rP++f5s/wAArwBwAUYCNwMyBBoF2AVpBt8GQwd9B3sHOAfDBjAGggWzBMcDugKNAU8ADv/W/az8g/td+k/5a/i89z334vat9qH2wPYU95b3Nfjh+Jn5ZvpU+1H8Qf0e/vH+x/+aAFkB+gGHAgcDfwPvA1UEsAT7BDcFbgWfBcEFxgWsBXsFOgXiBGgE0AMnA3gCwgECAT0AgP/R/jb+rv0+/eT8nPxr/FX8X/x//Kf80fwC/T/9hf3J/fr9F/4q/jr+Uv5p/nP+dP57/p7+4f4w/3v/xf8bAIoADQGLAfIBPgJzAp4CyALeAskCgQISAp4BNgHRAGMA7P92/x7/9P74/iD/X/+y/yEAtwBtATYCAAO/A3IEEwWdBQoGVAZxBmIGKwbOBUwFqQTrAxoDNAI3ASYAEv8E/v38/fsI+yP6Wvmz+DX43/em94D3ePea9+r3VPjB+Df5y/mD+k77GPzc/KX9ev5T/yIA4gCPAS8CyQJeA+gDWQSwBPcEOwV5BZ8FmwV0BTwF/QSrBDMEkQPaAiYCeQHIAAkARf+T/gX+nv1U/Rb94fzJ/N/8If13/cD9/P1B/pv+A/9b/5H/qP+0/8D/zf/P/73/oP+D/3X/fv+W/7f/3P8FAD0AhQDVACABXgGNAbABxwHRAcsBsQF+ATYB4wCSAEoACADG/4r/Y/9g/4T/w/8SAG8A4ABtARMCvQJaA+ADVwTGBCYFaQWDBXIFRgUNBcMEYwTiA0IDlgLqAToBfwCy/9P+9/0q/Wz8ufsL+2T60flY+f34u/iH+GH4UPhe+I742fg3+aj5MPrR+or7Uvwj/fb9xv6U/18AIQHVAXUCAQN5A90DJQRWBHQEfQRuBEQEAgSyA1YD7AJ1AvIBZwHcAFcA4f94/xn/x/6P/nf+fP6S/q/+1v4M/03/k//O//f/EAAjADQAPAAsAAIAzP+X/2n/Ov8C/8b+lf58/oP+o/7N/vn+Lv99/+n/XQC/AAcBQQF+Ab0B7wEHAgAC4wHBAacBkwF4AUoBFAHwAPAADQE0AVoBiQHRATYCsAIqA5ED4QMkBGUEpATMBMkEmwRYBBQE0AN9AwkDdgLTATUBogAOAGf/q/7p/TX9lvwF/Hn77fpo+vT5m/ld+TD5EPn++AL5IflW+Z/5APp2+vr6h/sc/L78bv0j/tn+iv8tAMEATAHVAVkCwwIFAygDPwNOA0wDLwP2AqoCUALxAZoBSQH2AJsAQwAFAOr/4v/h/+P/8P8MADUAZQCWALsAzQDSANQA1gDPALAAfAA9APz/uv92/y3/3v6N/kD+B/7l/dD9wv3B/df9DP5T/qP++f5Y/77/JgCOAPEASgGRAcsBAgI2AlsCaAJiAloCXAJiAmMCXgJbAmcCiAK6AvYCLgNeA44DxwMDBDMERAQ4BB0E/APPA5EDPAPQAlECyQFEAcAAMwCS/+b+Qv6w/S/9svw1/L/7WfsO+9/6w/qs+pP6hvqT+r768/oj+1L7jfve+0D8pvwK/W390/1A/rT+Jf+P/+//SwCoAP4ARgF8AaYByAHeAeEBzQGpAYABVQEoAfUAvQCIAF4ARQA9AD0AQABFAFMAbwCWALsA1ADhAOsA+AAEAQYB+gDhAMIApACGAGQAOQACAMn/lP9n/zz/Cf/T/qL+gf5u/mH+V/5R/lb+a/6T/sb+/f4z/2n/qP/1/0UAjwDKAPsAKgFcAYsBsQHNAeIB8wEHAiICRgJuApUCuALcAgYDNANgA4ADkwOWA4kDbwNPAyYD7AKXAioCtQFEAdYAXwDb/07/yP5T/vL9of1V/Qf9v/yN/Hj8c/xq/Fb8RfxI/F/8fvyW/Kn8wvzs/Cn9cv27/QL+S/6h/gb/cf/S/yIAawC1AAEBQgFvAYcBkgGWAZQBhgFqAUEBEQHiALcAjgBnAEYAMgAtADQAQgBVAHAAkACyANAA5ADxAPkA/gD9APUA5wDVAMYAuQCqAJgAgwBuAFsARwAuAA4A7P/G/6H/ef9L/xf/5P60/oz+Z/5E/iX+EP4H/gv+GP4s/kf+bP6c/tX+Df9F/37/vv8AAD4AcgChAM8AAgE2AWUBjgGxAdIB9QEbAj4CVwJjAmcCZgJiAlUCOwIVAuIBqAFnASAB0gB+ACcAz/94/yf/3/6g/mf+MP7+/dr9wv2w/Z79iP1y/WL9Xv1l/XH9ef2C/Zj9xP0H/lL+nP7l/jf/l/8AAGgAwAAIAUcBhQHCAfUBFAIeAh4CIAImAiUCFAL1AdMBugGuAaQBlgGBAW0BZwFyAYQBjgGJAXwBdAFzAW4BXgFBARwB9wDWALwApACHAGcASQAzACMAEgAAAOr/0v+z/4z/X/8w//3+wf57/jL+7f2y/YD9Vf0u/Q/9//wE/Rr9O/1g/Yn9vf3+/Un+lP7X/hL/Sv+D/7z/7P8NACYAPgBaAHoAmACwAMMA1QDqAAQBGgElASUBHwEbARwBGgEOAfYA1wC6AJ4AgABXACAA4f+j/2z/OP8A/8H+gP5G/hr++P3a/bf9lf2A/YH9k/2t/cj96v0e/mT+uP4O/2L/s/8DAFkAswAGAUoBfwGyAewBJAJQAm0CgwKbArUCygLZAt8C4ALgAuUC8QL7AvwC9gLzAvcC+wL2AuYC0AK1ApUCcwJPAicC9gG8AYEBTgEhAfIAvQCGAFMAJgD//9j/r/+C/0//Gv/l/q/+dP4w/un9o/1i/ST96/y6/Jb8fvx0/Hf8iPyn/NX8EP1S/ZX92P0d/mX+rf7s/h//SP9r/43/rv/K/9z/5P/o//D//v8MABQAEQAKAAoAFAAiACkAKAAiACEAKAAzADgALwAZAP7/5//V/7z/lP9b/x7/6v7C/p3+cf4+/g7+7f3i/ef98f38/Q7+Mv5q/rH++v4+/4D/xv8RAF4ApADfABMBSQGAAbUB4QEFAiYCRwJrAosCogKsArUCxQLdAvIC+gL8AgUDGwM1A0sDVgNaA1kDVwNWA04DNwMLA9QCnwJuAjcC8QGjAVYBDwHKAIYASAAQANn/oP9s/0L/IP/7/s/+nv5q/jf+Bv7X/aj9cv05/Qr97/zn/Of86fzv/AT9Lf1o/ar96f0h/lb+kP7R/hL/R/9o/3r/iv+b/6v/sP+o/5f/hf98/3v/ff9+/37/g/+R/6j/wv/Z/+n/9/8DAA0AEQAMAP3/5f/K/6z/jP9m/z3/E//u/tD+tv6h/o/+g/6A/of+l/6t/sj+5/4K/zH/XP+K/7f/3/8CACUATAB2AJ8AxQDpAA0BMwFaAYEBqAHLAekBAQIYAjECSwJkAnsCkAKlArsC1QLzAg8DJQMxAzUDNgM0AyoDEQPoArQCfAJCAgUCwQF3ASsB4gCfAGQALAD0/7v/hv9Z/zL/DP/j/rn+kf5o/j3+Dv7e/bH9hP1X/Sz9CP3u/N/83vzp/P78Hf1G/Xz9vP0B/kT+hP7D/v/+N/9k/4X/m/+n/6v/qv+i/5L/fv9t/2X/Zv9r/3L/ff+S/7P/3P8EACcAQQBVAGkAfQCJAIYAcgBWAD0AKgAYAAAA5P/H/7P/rP+s/6v/pv+e/5z/pv+2/8P/yP/K/8//3P/u//3/AwACAAEABwAXACwAPgBOAGIAgQCsAOAAEgFAAWoBlQHDAfIBHgJCAl8CegKWArUC0gLrAv0CCQMSAxcDGAMSAwID5gLAApQCZQIzAvoBuAFvASQB3gCdAF8AHgDb/5b/Wf8o//z+zf6V/lv+KP7+/dj9rv19/Un9Gf31/Nr8w/yp/I/8f/yD/Jj8tPzR/PH8Hv1X/Zj92f0V/kv+fv6w/t/+Bv8j/zP/QP9N/1r/Yf9i/2P/av93/4b/l/+q/8D/2P/z/w8ALABEAFUAYwBwAHsAgQCCAIEAgAB/AIAAhACKAI8AkACPAI4AjwCNAIMAcQBeAE0AQgA5AC8AIwAZABcAHwAuAD0ASABUAGgAhwCsAM4A6gAFASYBUAF9AaYByAHnAQgCMAJcAoQCpQK/AtgC9AIQAyUDLgMuAykDIQMWAwQD6ALEApwCcwJJAhgC3wGhAWMBJQHkAJ4AUgAFALv/df8x/+z+pf5f/iL+7v2+/Yz9Vv0l/f383Py//KL8h/xx/Gb8afx1/Ib8mfyx/Nf8Cf1B/Xb9p/3X/Qv+QP5z/p/+wf7c/vf+E/8t/0H/T/9b/2v/ff+Q/6L/s//E/9T/5//7/w4AHAAlAC4AOABBAEgATgBUAFoAYQBoAHIAfQCEAIQAggCBAH4AdABjAE4AOAAkABIAAgDz/+P/1//V/9z/6f/2/wIAFQAyAFUAeACaALsA3QACASoBUAFwAYwBpwHFAeYBBgIgAjUCTQJpAocCoAKyAr0CxgLNAtIC0ALFArECmAJ+AmECPwIWAuYBsgF+AUsBFgHbAJ0AXQAhAOr/tP98/0H/Cf/V/qb+e/5O/iD+8P3D/Z79gf1l/Uf9Kv0U/Qr9C/0Q/Rn9Jf04/VP9eP2j/dL9//0r/lv+jv7A/uz+E/82/1X/cP+E/5T/pP+0/8P/0P/d/+v//P8PACYAOwBMAFkAZwB5AI0AnACkAKgArwC8AMsA1QDXANMAzwDNAMoAwQCuAJEAcgBWAD0AIQAAANr/t/+d/4z/gf95/3T/c/96/43/p//E/9//+P8RAC8ATgBsAIUAmQCoALUAwwDQANwA4wDmAOgA7QD4AAYBFAEhASwBOQFJAV0BcAF9AYABfAF2AXABZgFSATMBCgHeALMAiABbACkA9f/C/5f/dP9W/zf/GP///uz+3/7S/sH+rP6Y/ob+eP5p/lX+Pf4m/hj+Ev4R/g7+Cv4M/hj+Mf5S/nb+l/66/uX+HP9b/5f/yf/z/xsASQB2AJsAsAC5AL0AxgDVAOQA7gDyAPcABQEfAT0BVwFrAXsBjgGkAbgBxgHMAcwBxgG+AbQBpQGPAW8BSwEmAQEB2gCwAIQAWgAxAAsA6f/M/7D/lf97/2X/Vf9K/0H/Of81/zX/OP8+/0n/V/9m/3P/gP+P/57/rP+2/7z/wv/H/8r/zP/P/9L/2P/i//D/AAARACAAMABEAFcAYwBmAGAAVQBHADUAGgD4/87/ov94/1L/Lf8H/+L+w/6u/qL+m/6V/pD+jv6S/pj+nP6b/pX+jv6I/oP+ff5y/mT+W/5a/mH+a/50/n7+kP6u/tb+Av8t/1b/gv+3//X/MwBrAJsAxgDzACIBTwFzAY0BoQG2Ac8B6wEHAh8CNgJQAm8CkQKwAsoC3gLtAvkCAQMAA/YC5QLNArACjgJpAj8CEgLkAbUBhgFZASwB/wDSAKQAeABNACQA/P/Q/6T/ev9T/zD/D//w/tT+vv6w/qj+pP6j/qb+sP6//tD+3v7o/vP+Af8Q/x3/JP8n/yv/Nf9D/1H/Wf9e/2P/bf96/4L/gf96/3P/bf9o/1z/Sf8v/xb/AP/t/tf+u/6c/oD+bv5j/lj+S/4+/jj+Ov5A/kX+R/5I/kr+Tf5S/lb+V/5X/lj+Xf5n/nL+fv6M/p/+uf7Y/vr+H/9H/3P/pP/Y/w0AQwB3AKkA3AAOAT4BagGSAbYB1wH3ARcCNgJSAmwChQKeArgCzwLkAvcCBgMTAx0DIgMiAxwDEQMCA/AC2AK5ApQCbAJDAhkC7QG9AYoBVwElAfcAywCdAG0APQASAOv/x/+i/3z/Wf86/yH/D/8B//T+6f7i/uH+5f7s/vH+9P72/vn+/f4C/wb/Cf8K/wz/Ef8Z/yP/LP80/zz/Q/9I/0r/Sv9K/0X/O/8r/xn/Bv/0/uD+zP62/p/+i/5+/nf+cv5t/mf+ZP5o/m7+c/51/nX+df52/nn+fP59/nv+ef59/ob+kP6Y/p/+qf65/s/+6P4C/x3/O/9e/4j/uP/o/xUAQQBvAKEA0wABASgBSgFqAYoBqgHFAdsB7QH9AQ8CIgI0AkQCUAJaAmUCcQJ8AoICgwKBAn4CeQJxAmQCUwJAAikCEAL1AdgBtgGRAWsBRAEdAfYAzAChAHUASwAiAP3/2f+2/5X/dP9Y/0L/MP8i/xX/CP///vr++v78/v7+/v7+/v/+BP8L/xH/FP8V/xn/IP8r/zX/O/8//0T/TP9V/1r/Wv9V/1D/TP9J/0X/Pv82/y//LP8t/zD/Mf8y/zP/N/87/z7/Pv87/zj/NP8w/yn/If8X/w3/Bv///vj+8v7u/u7+8v76/gP/DP8X/yj/Pv9W/27/hf+b/7X/0v/y/w8AKQBAAFcAcQCNAKgAvwDSAOYA/QAXATEBSAFdAXABhAGZAawBvAHHAc4B1AHaAd0B3AHYAdIByQG/AbMBpQGVAYABaQFQATYBGwH9AN0AugCWAHQAUwA0ABYA+f/c/8L/rf+b/4v/ev9o/1f/SP88/zH/JP8W/wr/Av///v/+Av8G/w3/F/8m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" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
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OpHslbbD98TbXCwCA6addi2G0QSMJxCl5i8PbJH1X0nJJv93WWgEAgEJrZBTGzHwCqbdJ+tuIOGy7RE9pAAAogRjXTJSTrpEWiL+X9KikOcqmtnyRso6UAABgIpXoEUYjy3n/taS/rtr1mO3Xtq9KAABMV1OoBcL20bYvt/3dPD5F0gVtrxkAANPNVGqBkHSlpK9I+qM8flDS1yRd3qY6ocQ8o+aW6q4/55hrj7sm+66ZVeV55c9MY8+bm8SVJQuSePeJc5J418np9QaOHkzihUc/k8SL5uxI4v3bFqXXf3x2ev7Ns5J47o1pzn7C5l8kcQwMpPFQzU+GGErCSplmnQEwthJ9SzfSB2JxRHxd0pCUzaktlvMGAGBaa6QFYr/tI5XnRbZPl7SnrbUCAGC6aeNaGO3QSALxUWXLfp5g+xZJS8RU1gAATLgyPZVsZBTGHbZfI+kkZd1DH4iIw22vGQAA081USiBsd0s6R9Ky/Pw32lZEXNrmugEAML1MsUcY35bUL+ke5R0px8v2RyS9V1mudY+kd0dE/0SUDQBAWZVpnudGEoilEfHSibqg7WMlfUjZGhsHbX9d0nnKhosCAIASaGQY53dtv3GCrztD0mzbMyT1SXpigssHAKBcWp1EqsATSd0q6Zu2uyQdVtaRMiJifisXjIgttv9C0uOSDkr6fkR8v/Y826slrZakXvW1cikAAErEpeoD0UgLxKWSzpDUFxHzI2Jeq8mDJNk+QtK5ypYFf6GkObbfVXteRKyJiJURsXKmZtUeBgBg6ilRC0QjCcQmSfdGTNjo1NdLeiQitufDQb8h6ZUTVDYAAOVVogSikUcYGyX9OF9M69DwznEM43xc0um2+5Q9wjhb0voWywIAYOqYYqMwHsm3nnwbl4i4zfZ1ku6QNCjpTklrxlsuAACYPI3MRPmZib5oRFws6eKJLhcAgNKaKmth2P58RHzY9rc1QqNKRLy1rTUDAGCamSoTSX01//cvJqMiAABMe1MhgYiI2/OXp0bEF6qP2b5Q0o3trBgAACiuRoZxXjDCvt+Z4HoAADDtOVrbOqFeH4jzJb1D0nLba6sOzZO0s90VQzl4Zjowxz0z03junPQNC+YlYf+yI5L48JzumjjtUPTM8WnO27+kZn23JYeScO7cdI22gwcPJnHlydlJPO+BtP5zbliQxLPuSVeyX7H14SSOmvJjcDC9ngBgaqjXB+InkrZKWizpL6v2PyPp7nZWCgCAaWkqjMKIiMckPaZsGmsAANBOHZxVshWNTCQFAAAmAwkEAABoVpnmgag7CsN2t+2rJ6syAABMayVaTKtuAhERFUkvsj3uNTAAAMDU0ehqnLfkQzn3D+8cx2qcAABgJCV6hNFIAvFwvnUpmwMCAABMsE5OCtWKhlfjtN0XEQfaXyUAAKapEs0DMeZU1rbPsL1B0s/z+GW2/67tNQMAYLqZKp0oc5+X9CZJT0tSRPxM0qvbWSkAAKajMq2F0UgCoYjYVLOLKf0BAJjGGulEucn2KyWF7ZmSLpR0f3urBQDANFSiTpSNtEC8T9L7JR0raYukU/MYAABMlBYfXxRuOe9hEbFD0jsnoS4AAExvJWqBGDWBsP03qvOlRMSH2lIjAACmqxIlEPUeYayXdLukXkmvkPSLfDtVElNbAwAwwabEI4yIuEqSbP+epFdFxGAef0nSzZNTPQAAUESNjMI4QtJ8STvzeG6+D1OBx5j1zF01YXp+9wuOSuI9px2bxHuXdSfxoUVpqnx4wVASx8w09ux0xLB3po1fPbvT+s25tzeJFzySHp+1aVcS66lHknDoYH9an0p6/coQI5gBQGosgbhE0p22fyTJyiaR+pN2VgoAgGmpRH0gGhmF8RXb35X0a8q+tD+MiCfbXjMAAKaTqbaYVu40Sb+evw5J325PdQAAmMamUgJh+xJJ/1HS1fmuD9k+IyI+1daaAQAw3UylBELSOZJOjYghSbJ9laQ7JZFAAAAwTTX6CGOhnhuFsaBNdQEAYNqyytUHopG1MP5M2SiMK/PWh9sl/el4Lmp7oe3rbP/c9v22zxhPeQAATAnR4jYG26tsP2D7IdsX1Tnvv9gO2yvHKrORURjX2P6xsn4Q0sSMwviCpO9FxNtt90jqG2d5AACUW5tGYdjulnSZpDdI2ixpne21EbGh5rx5ylbcvq2RcsdsgbD9nyQdiIi1EbFWUr/ttzX7BVSVt0DZXBKXS1JEDETE7lbLAwBgymhPC8Rpkh6KiI0RMSDpWknnjnDe/5T055L6Rzj2PI08wrg4IvYMB/kv+4sbKXwUyyVtl/QV23fa/rLtObUn2V5te73t9Yd1aByXAwCgJFpPIBYP/87Mt9VVpR4raVNVvDnf9yzbr5B0XER8p9GqNpJAjHROo50vRzJD2eJcX4yIl0vaL+l5z2MiYk1ErIyIlTM1axyXAwBgytsx/Dsz39Y0+kbbXZIulfSxZi7YSAKx3valtk/It0uVdaRs1WZJmyNi+BnLdcoSCgAAprU2rca5RdJxVfHSfN+weZJeIunHth+VdLqktWN1pGwkgfigpAFJX8u3Q5Le38D7RpR3wNxk+6R819mSNtR5CwAA00N7+kCsk7TC9vJ84MJ5ktY+e8mIPRGxOCKWRcQySbdKemtErK9XaCOjMEZ8xDBOH5R0df6FbJT07gkuHwCAcmlwSGbTxUYM2v6ApBskdUu6IiLus/1ZSevzARJNa2Qq6xMl/YGkZdXnR8TrWrlg/t67JI05xhQAgOmkXRNJRcT1kq6v2ffpUc49q5EyG+kM+Y+SviTpy5IqjRQKAABaUKKZKBtJIAYj4ottrwkAACiNRhKIb9v+fUnflJ6bkCEido7+FgAA0KwyrYXRSAJxQf7vx6v2haQXT3x1AACYxqZSAhERyyejImiC/ezLrlnpJFtdi49M4oHlRyXxgRf0pPGS7iTuT09X/wsGk/hXf2VjEr9iwS+S+DtPpOXve3BJEvdtSa939E/T75beHYeTeMZTe5JYT6ezng8dOJAer6TddKImfl4nnijRdyuAqa1NozDaZdR5IGx/our1b9Yc+1/trBQAANONx7F1Qr2JpM6rev3JmmOr2lAXAACmtzYt590O9RIIj/J6pBgAAEwj9fpAxCivR4oBAMA4TZVRGC+zvVdZa8Ps/LXyuLftNQMAYLqZCglERHSPdgwAALTBVEggAADAJGpsae7CIIEAAKAoSpRA1BuFAQAAMCJaIAAAKAgeYQAAgOaRQAAAgGbRAgEAAJpTssW0SCAAACiKEiUQjMIAAABNowUCAIACsOgDAQAAWkECAQAAmuUoTwZBAtEOdhp2p+uSuacnibuWHJnE0Zcudrr/l45I4p0nP/fftu/Fg8mxvqP2J/GRc3en1460bpX+WUncv31uEvc8md4iT/3VCUl8y7q0rvO3P5HE82JLEmso/eaIwcOqp1KibyYAGBdGYQAAgFaUqQ8EozAAAEDTaIEAAKAoStQCQQIBAEBBlOkRBgkEAABFUaIEomN9IGx3277T9r90qg4AABRGZC0QrWyd0MlOlBdKur+D1wcAoFiixa0DOpJA2F4q6TckfbkT1wcAAOPTqT4Qn5f0CUnzRjvB9mpJqyWpV32TVC0AADqjbGthTHoLhO23SNoWEbfXOy8i1kTEyohYOVOz6p0KAMDUENHa1gGdaIE4U9JbbZ8jqVfSfNv/LyLe1YG6AABQGLRA1BERn4yIpRGxTNJ5kv6V5AEAMO212oGyQ0kH80AAAFAQHup0DRrX0QQiIn4s6cedrAMAAGgeLRAAABRFifpAkEAAAFAQZepESQIBAEARhDo2JLMVJBAAABQELRBl09Wdhj0zk9jz0gkzPWd2EsfsdKKrQ8fMT+JdJ/Uk8e6T0zvEiw4lcW/fQHrc+5N4/67nrt/7eFr23J+k155zd9ql10/sSM/fvTmJFen5UanUHE/rPigAwIQpUQLRycW0AABASdECAQBAAZRtLQwSCAAAiqCD61q0ggQCAICCoAUCAAA0jwQCAAA0q0wtEIzCAAAATaMFAgCAIghJQ+VpgiCBAACgKMqTP5BAAABQFPSBAAAAzRueC6LZbQy2V9l+wPZDti8a4fhHbW+wfbftH9p+0VhlkkAAAFAQjta2umXa3ZIuk/RmSadIOt/2KTWn3SlpZUS8VNJ1kv73WHUlgQAAYGo7TdJDEbExIgYkXSvp3OoTIuJHEXEgD2+VtHSsQkkgAAAoghjHJi22vb5qW11V8rGSNlXFm/N9o3mPpO+OVV06UQIAUADZYlot96LcERErx10H+12SVkp6zVjnkkAAAFAUQ20pdYuk46ripfm+hO3XS/ojSa+JiENjFUoCAQBAQYyjBaKedZJW2F6uLHE4T9I7kuvaL5f095JWRcS2RgolgQAAoAie688wscVGDNr+gKQbJHVLuiIi7rP9WUnrI2KtpM9JmivpH21L0uMR8dZ65U7NBCL74qvitK9oV8/MND5iYRIPnHhMEu87dlYavzAtr39x+j8+uPhwevlDaZtU79buJJ5zV28S9+1I69f3yN60vC0PP/t6aN/+5FgMptceKtHa8gCA9oiI6yVdX7Pv01WvX99smVMzgQAAoHQamxSqKEggAAAoiDJNZU0CAQBAUdACAQAAmhKS2zOMsy1IIAAAKIoStUAwlTUAAGjapCcQto+z/aN82dD7bF842XUAAKCQWl8LY9J14hHGoKSPRcQdtudJut32DyJiQwfqAgBAYbRpJsq2mPQEIiK2Stqav37G9v3KVgUjgQAATG8kEI2xvUzSyyXdNsKx1ZJWS1Kv+ia1XgAATLpQuxbTaouOJRC250r6J0kfjoi9tccjYo2kNZI034vKk5IBANACK0r1CKMjozBsz1SWPFwdEd/oRB0AAEDrJr0FwtkyX5dLuj8iLp3s6wMAUFi0QNR1pqTflvQ623fl2zkdqAcAAMUS0drWAZ0YhfFvkjzmiQAATCd0ogQAAK0oUydKEggAAIqiRAkEa2EAAICm0QIBAEAhdK5DZCvKk0B0dT/7snv+3PTYrFlpvPiIJNx78sIk3vPi7iQ+8LKDSfyCxXuSeH9/Wv7+TfOTePYTaXnH/HvasDP3wZ1p/bZuS8LoP5TGNTdQVCpJPFQdl+hmAwDUESrVz/TyJBAAAEx1jMIAAADNYhQGAABoXokSCEZhAACAptECAQBAEYSkofK0QJBAAABQCAzjBAAArSCBAAAATSOBAAAATSlZHwhGYQAAgKbRAgEAQCGEFOWZipIEAgCAoqAPBAAAaErJ+kCQQAAAUBS0QAAAgKaVKIFgFAYAAGgaLRAAABQCU1kDAIBmhaQhhnFOqBNfekA33HD7s/GuyoHk+O6aD3zD4cVJfPVTZyTxTx9dlsQL/q03iefffDCNNz6WxHF4MI0rlVFqnqnUjustUYYJAJhEJfr9UIoEAgCAaYEEAgAANCdKNQ8EozAAAEDTaIEAAKAIQgrWwgAAAE3jEUZ9tlfZfsD2Q7Yv6kQdAAAonIjWtg6Y9BYI292SLpP0BkmbJa2zvTYiNkx2XQAAKIyIUs0D0YkWiNMkPRQRGyNiQNK1ks7tQD0AACiWErVAdCKBOFbSpqp4c74vYXu17fW2129/uv5ETQAAYHIVthNlRKyRtEaSVr6stzy9SgAAaFGU6BFGJxKILZKOq4qX5vsAAJjGWExrLOskrbC9XFnicJ6kd3SgHgAAFEeoVMM4Jz2BiIhB2x+QdIOkbklXRMR9k10PAAAKh4mk6ouI6yVd34lrAwBQRCEpStQCwVoYAACgaYUdhQEAwLQSwSMMAADQvDI9wiCBAACgKErUAuEowZhT29slPSZpsaQdHa5OWfHZjQ+fX+v47FrHZzc+E/H5vSgilkxEZcZi+3vK6tyKHRGxaiLrM5ZSJBDDbK+PiJWdrkcZ8dmND59f6/jsWsdnNz58fu3FKAwAANA0EggAANC0siUQazpdgRLjsxsfPr/W8dm1js9ufPj82qhUfSAAAEAxlK0FAgAAFAAJBAAAaFopEgjbq2w/YPsh2xd1uj5FZ/s42z+yvcH2fbYvzPcvsv0D27/I/z2i03UtKtvdtu+0/S95vNz2bfk9+DXbPZ2uYxHZXvsiIooAAAbpSURBVGj7Ots/t32/7TO47xpn+yP59+y9tq+x3cu9NzLbV9jeZvveqn0j3mvO/HX+Gd5t+xWdq/nUUfgEwna3pMskvVnSKZLOt31KZ2tVeIOSPhYRp0g6XdL788/sIkk/jIgVkn6YxxjZhZLur4r/XNJfRcQvSdol6T0dqVXxfUHS9yLiZEkvU/YZct81wPaxkj4kaWVEvERSt6TzxL03misl1U6cNNq99mZJK/JttaQvTlIdp7TCJxCSTpP0UERsjIgBSddKOrfDdSq0iNgaEXfkr59R9kP8WGWf21X5aVdJeltnalhstpdK+g1JX85jS3qdpOvyU/jsRmB7gaRXS7pckiJiICJ2i/uuGTMkzbY9Q1KfpK3i3htRRNwkaWfN7tHutXMl/d/I3Cppoe1jJqemU1cZEohjJW2qijfn+9AA28skvVzSbZKOjoit+aEnJR3doWoV3eclfULS8KT0R0raHRGDecw9OLLlkrZL+kr++OfLtueI+64hEbFF0l9IelxZ4rBH0u3i3mvGaPcav0faoAwJBFpke66kf5L04YjYW30ssvG7jOGtYfstkrZFxO2drksJzZD0CklfjIiXS9qvmscV3Hejy5/Xn6ssEXuhpDl6fhM9GsS91n5lSCC2SDquKl6a70MdtmcqSx6ujohv5LufGm62y//d1qn6FdiZkt5q+1Flj8tep+y5/sK8WVniHhzNZkmbI+K2PL5OWULBfdeY10t6JCK2R8RhSd9Qdj9y7zVutHuN3yNtUIYEYp2kFXlP5B5lnYrWdrhOhZY/s79c0v0RcWnVobWSLshfXyDpW5Ndt6KLiE9GxNKIWKbsXvvXiHinpB9Jent+Gp/dCCLiSUmbbJ+U7zpb0gZx3zXqcUmn2+7Lv4eHPz/uvcaNdq+tlfTf8tEYp0vaU/WoAy0qxUyUts9R9ly6W9IVEfGnHa5Sodl+laSbJd2j557jf0pZP4ivSzpe2fLovxURtZ2QkLN9lqQ/iIi32H6xshaJRZLulPSuiDjUyfoVke1TlXU+7ZG0UdK7lf2hwn3XANufkfRflY2kulPSe5U9q+feq2H7GklnKVv++ilJF0v6Z41wr+UJ2d8qeyR0QNK7I2J9J+o9lZQigQAAAMVShkcYAACgYEggAABA00ggAABA00ggAABA00ggAABA00gggBbYrti+K1858We2P2a7bd9PtpdVrzrYYhmfqol/Mr5a1b3WMtvvaFf5ADqPBAJozcGIODUifkXSG5St9ndxh+v0rKqZC6slCUREvLKNVVgmiQQCmMJIIIBxiohtypYI/kA+01237c/ZXmf7btv/Y/hc239o+5681eKSfN+ptm/Nz/1mviaCbP9qft7PJL2/qowRy7d9lu2bba9VNoOhqt5zibJVHu+yfXW+b1/V+260/S3bG21fYvudtn+a1/WE/Lwltv8pv+4622fm+1+Tl3tXvojWPEmXSPr1fN9HxqjzTba/Y/sB219qZ0sOgAkUEWxsbE1ukvaNsG+3stX/Vkv643zfLEnrlS2Q9GZJP5HUlx9blP97t6TX5K8/K+nzVftfnb/+nKR789ejlX+WsgWsljdS5+E4f99uScfk5W2R9Jn82IVV9fkHSa/KXx+vbKp0Sfq2pDPz13OVLap1lqR/qbpWvTr3S3qxsplmfyDp7Z3+/2VjYxt7G6mZE8D4vFHSS20Pr1+wQNIKZYslfSUiDkhSZFPsLpC0MCJuzM+9StI/2l6Y778p3/9VZQlIvfIHJP00Ih5poc7rIl8bwPbDkr6f779H0mvz16+XdEo2K7AkaX6+4ustki7NWza+ERGbq84Z6zMZrvPG/NrXSHqVsoW4ABQYCQQwAfK1MirKVv+zpA9GxA0157xpoi43SvlnKWuBaEX12gpDVfGQnvs50SXp9Ijor3nvJba/I+kcSbeM8nXWq3PtfPrMrw+UAM8agXGyvUTSlyT9bUSEpBsk/Z6zJdVl+0Tbc5Q1z7/bdl++f1FE7JG0y/av58X9tqQbI2K3pN35wmiS9M6qS45W/lgOD7+nRd+X9MHhIF84S7ZPiIh7IuLPla2ee7KkZyTNa7DOpzlbbbdL2UJS/zaOOgKYJLRAAK2ZbfsuSTOVrZz4VUnDS6d/WdkohDvyVQC3S3pbRHwv/6W73vaApOuVjYy4QNKX8sRieAVL5f9eYTv03COFUctvoM5rJN1t+47Ilihv1ockXWb7bmU/O26S9D5JH7b9WmWtFfdJ+m7+upJ3AL1S0hfq1HmdspUSf0nZ0tXfbKFuACYZq3EC6BhXLZne6boAaA6PMAAAQNNogQAAAE2jBQIAADSNBAIAADSNBAIAADSNBAIAADSNBAIAADTt/wNr4rTAo740mAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > person thinking.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > prepared killer.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {
"tags": []
}
},
{
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"data": {
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\n",
"text/plain": [
"<Figure size 576x360 with 2 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
" > aircraft torture.\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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