From d5cb8415356b6f38498fe5b4c0c03d314205a656 Mon Sep 17 00:00:00 2001 From: JAnns98 Date: Wed, 16 Oct 2024 16:43:26 +0800 Subject: [PATCH] Small modifications to tutorial notebook for plot aesthetics --- nbs/tutorials/06-plot_aesthetics.ipynb | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/nbs/tutorials/06-plot_aesthetics.ipynb b/nbs/tutorials/06-plot_aesthetics.ipynb index 3406448..4519250 100644 --- a/nbs/tutorials/06-plot_aesthetics.ipynb +++ b/nbs/tutorials/06-plot_aesthetics.ipynb @@ -871,7 +871,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -884,7 +884,7 @@ "multi_2group = dabest.load(df, idx=((\"Control 1\", \"Test 1\"),\n", " (\"Control 2\", \"Test 2\")\n", " ))\n", - "multi_2group.mean_diff.plot(swarm_bars=True);" + "multi_2group.mean_diff.plot(swarm_bars=True, contrast_bars=False);" ] }, { @@ -909,7 +909,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -919,7 +919,7 @@ } ], "source": [ - "multi_2group.mean_diff.plot(swarm_bars=True, swarm_bars_kwargs={'color': \"red\", 'alpha': 0.2});" + "multi_2group.mean_diff.plot(swarm_bars=True, swarm_bars_kwargs={'color': \"red\", 'alpha': 0.2}, contrast_bars=False);" ] }, { @@ -938,7 +938,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -948,7 +948,7 @@ } ], "source": [ - "multi_2group.mean_diff.plot(contrast_bars=True);" + "multi_2group.mean_diff.plot(contrast_bars=True, swarm_bars=False);" ] }, { @@ -973,7 +973,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -983,7 +983,7 @@ } ], "source": [ - "multi_2group.mean_diff.plot(contrast_bars=True, contrast_bars_kwargs={'color': \"red\", 'alpha': 0.1});" + "multi_2group.mean_diff.plot(contrast_bars=True, contrast_bars_kwargs={'color': \"red\", 'alpha': 0.1}, swarm_bars=False);" ] }, { @@ -1002,7 +1002,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1012,7 +1012,7 @@ } ], "source": [ - "multi_2group.mean_diff.plot(contrast_bars=False, summary_bars=[0, 1]);" + "multi_2group.mean_diff.plot(summary_bars=[0, 1], contrast_bars=False, swarm_bars=False);" ] }, { @@ -1034,7 +1034,7 @@ "outputs": [ { "data": { - "image/png": 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WFiItLQ2vvfYakxQbCAsK4MweIgdRF6mRV5gHdZH5LqTQgFCzyQZQUncqLMD8wFhLjyPbK8rJKUlStFpACAi9HhACBq0Wu999F0U5OY4O0WW57Fo/VLn2zRpwZg+RE2oV2wrb0rYZx5rcSaFQoFVsK6seR7Z3YccOGHTmB2EbdDpc2LEDjQcOtHNU7sEuicrYsWMr3UeSJCxdutQO0XiWsKAAzuwhcjKBvoEY3nE4vt71NQwGg7E7R6FQYHjH4QjwNb8oaFWOUxep8ef5P5GTn4PQgFC0im2FQF/ThVhz8nPw48EfOc3ZCvKzskq6e/Rlk0hJoUB+VpYDonIPdklUtm7dapzlU0qv1+PatWvQ6/WIjIxEQABX6yXyFMXqbGQd2QpNTiZUodGIatEDPh72C7JRrUZ4ccCLOHz+MLLzsxEWEIZWsa3MJil3Jx0Tek3A2Yyz5R538upJrNm1xiSZ2Za2DcM7DkejWo0AAOmZ6Vj802Ku0GwlAVFREOUMdBYGAwKiouwckfuwS6Jy/vx5s9u1Wi0WLVqE999/H5s3b7ZHKEQuzV6/4G15nZun9uLEN/MgDDpIkgJCGHBh+0o0GToT4fe0tco1XEWgbyA63lt+MUyg4qTD3LHqIjXW7Fpj7B4qHdOiN+jx9a6v8eKAF6Ep1iD1UKrZac5z185FyqQUtqxUUf2kJKR99VXJGJW7KLy8UL9bN/sH5SbsNpjWHG9vbzz//PPo06cPnn/+eUeGQuT0bp7aiz8+fBLnty5HxsFNOL91Of748En8dfp3l7lOsTq7JEnR3x5waNDfHnioxfG1cz1uUUZ1kRq/nfgNG/ZvwG8nfisz+PbOpENAwCAMEBDGpMPcYN0/z/9Z4RTmw+cPI+1SWrn7lK7QTFXjGxqKDlOnQuHtDUgSJKUSkCQovL3RYepU+IawJISlnGIwbatWrbBy5UpHh0HktEx+wQMQt/8CLv0Ff/+k5bJbPCpqLbHGdSo6f9aRrRAG8wMOhUGHrCNbUafDEFlfh6uT0z0jJ+m4u1UlJz+nwinM2fnZ0Bv05e7DFZotV6tNG/RfuNC0jkq3bkxSqskpEpXNmzfD358zUYjKY61f8JV1u1T3OpWdX5OTeXu7mQGHkgKanMxKvwZ3IKd7JtA3UFbScTc5U5i1em25+3CF5urxDQ3l7B4rs0ui8vrrr5vdnpOTg507d+LAgQOYPn26PUIhcknW+AUvp7WkOteRc35VaDSEKGfAoTBAFRpd6dfhDuS2lFhSN0XOFOai4iL8cvwXs/twhWZyNnZJVJKTk81uDwsLQ3x8PD755BNMmDDBHqEQOaXSrpHyulWq8gu+vK4XOa0l1Ukk5Jw/qkUPXNi+0pjM3ElSeCHKQ35Bym0pkZN0mJuGXNkUZqVCiQdaP4CfDv1U7grNRM7CLolKeX85kHPIzsvH5j+OI+OvW4gJD0bv+5sgLIjTxeXSazUQ1Vxtt/ljc43/1plZbTe8UfsKf8HXaNQBuqJ8ZJ/dh1P/+2+ZrpdGD09B4c3LFbaWFN68jNodhlqcSMhpjfEJDEOToTNxfO1ckxglhReaDJ0JHw/5BSm3paSyuimX/7pc7jiXyqY+x0bFYsFTC7Dn1B5k5GQgJjQGPVv2ZJJSTVzrx/qcYowKOc7utHN4Y8UG6PQGKCQJBiGQ8uNuvDamP9o3a+Do8JyeXqvBXyf3QGvj1XYBICqhNzIPpgIGAyBJgBCAQoGohN7IPn8QOk0BLm5fCRjHPfzd9XJy/X8QGte6wjoP2sI85Jw/VO51at3/EJQ+fuW22MhtjQm/py3un7Tc9Bwte3pMkgJUrcJsefVWBATe/+H9Cse5VDb1OTQgFEM8ZPCyPXCtH9uwSaJy8eJFi46rV6+elSOhimTn5eONFRuMCxfqb/+g0+r0eD1lA754bSxbVioh9DpoNWoolD5Q2HC1XQAIqdscAZFxuHXpKLQFufD2D0FwvWbwUpXco1sXj5YkF+YYDFB4+dz+4Wm+cmZog/vgpQowe53AWo2g8PLCX6f2mG2xaTJ0ZpW6dXwCwzxmdo85Va1Ma67eym8nfqvyjCCyHZO1fgBjhdrStX76L1zIlhUL2SRRiY2NLVOJVg69mdLDVNaz765Cdl4BwoL8sWDqoxXuW1G3zuY/jkOnL6eWgt6An/edYPl9mRRePlBWY7Xd9M1LoCtSw8s3EHG9yx+vpfTxRWSzrmY/0xfl/90CcjdJgtAVo3bHYbiya01Jy8rtfSWFArU7DoMqqEa519EXF6HoVhbSf1pS4WBZduvIJ6cybUVl8C2ZEUS2w7V+bMcmicqyZcssSlRInuy8AtzIrbyrobJunYy/bkEhScaWlDspJAnXbubaInwyQ1ekhq4wT9Z+uecPQ5ufA++AUITEtoTX7V9c3gGh5pMUABAC3gGhCKrVCA0HvHDXOVrBq5y1Ze6kvnJS1tRlT+/WqYqKKtNWVmeFKyk7F671Yzs2SVTGjBlji9NSFcjp1okJD4ah3FoKAjVrsEiRM8m7ehJXdq01aQ25nrYNtTsOQ1CtRgiJbYnradvK7doJuT3uwcs3EDUs6BLQFebJmrrs6d061iCnzgpXUnYuXOvHdhxaQp9sR063Tu/7m8BLaf5/AS+lAr3aNLFliFQFuiL17SRFD0AAwgCgpAT9lV1rjN1GtTsOg6RQApAASQFAgqRQonbHYbJaTSri5RfEGih2IqfOSuk4F6VCCQkSFJICEiQoFcoKV2Am26iflASFl/m//bnWT/XYddbPb7/9hgMHDiA3N7fMQyhJEl599VV7huPW5HTrhAUF4LUx/fF6imn3kJdSgdfG9EdYEKsFO4vc84cr/Gst9/xh1Li3Y7W6dioTWLsxss/s8/gaKPYgd/xJVVZgJtsqXevn7lk/Ci8vrvVTTXZJVP766y/0798fv//+O4QQJg9g6b+ZqFiX3G6d9s0a4IvXxuLnfSdw7WYuatYIQa82TZikOBltfk6FA2W1+TnGt5Z27VTGS+WPRg9Pwan/vcfBslZS3mDZqow/kbMCM9kH1/qxDbskKi+//DIOHz6MVatWoV27dmjQoAFSU1MRFxeH//73v9i9ezd+/PFHe4TiMXrf3wQpP+42jlG5093dOmFBAXab3cPicpaRM1C2KioalGtuH6VvAPyj4xDVrBsHy1pJRYNlOf7EdXGtH+uzS6KyceNGTJw4ESNGjMDNmzcBlDxsDRs2xMcff4zBgwfjxRdfxJdffmmPcDyCI7p1KktCWFzOcnIHygKVJyGVDcotbx8c/xV+IdGIbNaVg2WrSc5g2arUWSHXwcq1VWeXRCUnJwfNmjUDAAQGlvzAVKv/nl7bp08fzJw50x6heBRrdutUNwlhcbnqKR0oW14NlNIxKJUlIaaDcmFspSkdlNtwwAsAYHYfGPQ49b/3EFK/RblrEpE8chcl5PgT98LKtZaxy6yfWrVqISMjAwCgUqkQFRWFP//80/j5lStXqlx3ZeHChWjZsiWCg4MRHByMDh06sPvIjNJunclDe2BY90SLkpTdaefw2OvL8OkPv2Hj7jR8+sNveOz1Zdhz9BwA06nQQgjoDQYIIYxJSGmSU9ksJKpY6UDZqJY9EdbgPkS17ImGA140toLImRkkZ1BuxfuU1Euh6ikdLGvOnYNlS8ef9E/sj473dmSS4sJMKtcKUVJvRQhj5dqinBxHh+i07NKi0qVLF2zevBn/+te/AAAjRozA22+/DaVSCYPBgPfffx99+/at0jnr1KmDf//737jnnnsghMCKFSswcOBAHDx40Nh6Q9UnpyVEThLC4nK28vf3U04SIntQbjn73FkvhSzHYm2u5edp01CUkwPf0FD0evtti87ByrWWs0uiMnXqVGzevBkajQYqlQrJyck4evSocZZP165d8eGHH1bpnA899JDJ+zlz5mDhwoXYs2cPE5Uqqm6ZfTlJCIvLVV9l3TpykhDZg3LL/SXKeinWwMGyrqUoJweFf/1VrXOwcq3l7JKoKJVKTJkyxfg+LCwMP//8M3JycqBUKhEUFFSt8+v1eqxZswb5+fno0KFDuftpNBpoNBrj+zvHyXgqa5TZl5OE9Gpzr+xZSFSWnLElcpIQeYNyRQX7sF6KNVR1UUJyHeUNlmXlWsvZZYxK8+bN0apVK8ydOxdnzpwxbg8NDa1WknLkyBEEBgZCpVLh6aefxrp169C0adNy9583bx5CQkKMr6SkJIuv7Q7kjC2Rk4TIqXBbOgvJ20sJSZKgVCggSRK8vZQsLieDnG6dkNiWkBTm70NpEiKnem15+0ChRKOHp3AqspWUFmvr1bIX7mtwH3q17IV/DvgnGt0ec0Su5+q+fdjwzDM4/PnnOPfzzzj8+efY8MwzuLpvHyvXVoNdEpWFCxciIiICr732Gho3bozExES88847uHDhQrXO27hxYxw6dAh79+7FM888g9GjR+PYsWPl7j9jxgzk5uYaXzt27KjW9V1Bdl4+vt66Dx+s3Yqvt+5Ddl6+8TNrldmXm4SUzkKa8FBnPNihOSY81BlfvDaOU5NlMHbrmHO7W0duCf3KBuWa2yeiWRLqd/sHwuK5mrY1cbCs+6hssCwAdJg6FQpvb0CSICmVgCRB4e3NyrWVsEvXz8SJEzFx4kRkZmZizZo1+PrrrzF9+nRMnz4dbdu2xciRIzFs2DDUqlWrSuf18fFBw4YNAQCJiYn4448/MH/+fCxatMjs/iqVCiqVyvi+dKq0qyn9xV9ZK4Q1unXk1mOROxW6suJyLAhnntyxJXJL6MupXnvnPvriIug07ColKo/cwbKsXFt1dl3rJzo6Gs8//zyef/55XLlyxZi0TJ06FS+99BK02rJriFSFwWAwGYPirDTFOujMDKiS651n/y62lV9o/uvNySvAGykboNWbma2zfAOWTHsc4UH+FXbr1AgOQH6hBi0a1MaSlx/H9kOnkPnXLUSHB6Nb60YIDfQ3ub6PlxcebN/c+N5LqazS18WCcOWrSsE3W5XQJ6LyyR0sa63KtZ5UOM6uicqdatasiWbNmqFJkyZIS0tDfn5+5QfdYcaMGejXrx/q1auHvLw8rFq1Ctu3b0dqaqqNIrYOTbEOu9LOQl1YZNPr7D95sdxkSKfX49MffsW99WOgkAC9mVxFIZV07Ww98Hd9k+AAXwQH+AIADpy6aNxeUFSM4xcycKugCMH+vmhSPwb+vj4I9PNFx+bxUPl4VdpSwoJwFZNb8E0OOeXziahqrDlYtrIkxNMKx9k1URFCYPv27Vi9ejXWrVuHGzduICwsDCNHjsSIESOqdK6srCw88cQTuHbtGkJCQtCyZUukpqaid+/eNoreOnR6PdSFRfDx8oKPt+2+/YUabYWrrxZotIgKC8bgpPvw7Y6DZWYeDE5qjaiw4Eqvc/pSJr7decjk+D1H0/Fwp5aoGx0GnV6PA2kXK20pkTNexl7rETkrOd061iifT66jvEUNyf7qJyUh7auvSsao3KUqg2UrS0JMxsIAxhac0rEw/RcudLuWFbskKr/88gu+/vprrF27FllZWQgODsYjjzyCESNGoFevXvAqZyR0RZYuXWqDSO3Hx9sLvj7eFh37yfodUBdoEOivwtMDzc9ciggJrLCgVERoIHx9vNGiQW3E1ayBQ2cuIyevAKFB/khoWBeBfiqzx95JXViEb3cegv72XxF/r1diwP9+O4wnH+xQ0gUlo6XE0wvClSYTlbVsVNStY43y+WxZcR0VLWrImUP25xsaig5Tp5ZJMhReXiaDZStqLZGThHhi4Ti7JCpJSUkIDAzEQw89hBEjRuCBBx6Aj4+PPS7tltQFGtwqqLjrKOGeOtiy/4QxibiTQqFAQsO6xveBfr7o3KKh+WsVFuHQ6cvIURcgNNAfCffUQaBfSffPodOXK1yv5MSFDGh1elktJZ5eEC6u94RqHS8nCZEzxZljW1yDnEUN2bJif7XatKlwsGxlrSVykhBPLBxnl0RlzZo16N+/P3x9fe1xOUJJ8jGyZxt8tWVfyV9cCgnCUNKtM7JnGwT6qSpMQgDgxMUMrL7r+C37T2BkzzZoXC8GOeoC4/a7SZKE3IIiZGXnyWop6X1/ExaEqwarls8npyd3UUOyv/IGy8ppLZGThHhi4Ti7JCpDhnBJeEdoXC8GU0f2MtutU1kSoi4swuot+/7u1jH83a3z1ZZ9mDqyF0ID/c0mKUDJX3gh/r6ICguS1VIidxo0mWfV8vnk9EoXNSxvDFrpoobkPOS0lshJQqw1FsaV2KXgGzlOabfOgI4t0blFQ2NLSmkSIgAYDAICfychpS0tFf3FdujMZSTcUweKciqhKhQK3Fs/Bt1bN660YFwpFoSrnK5IjZsndiFj/0bcPLELuqKS2iZyy+dXVrmWXAMXNXQ9pa0l5pS2lsipXls6FsaTCsc5bHoyOY6cJKTCbh2FhJy8ggq7lwYntYa/rw9Cg/yr1FJSWUE4T1bRYFk5dVa8fAOsNsWZKlY6PsRW40S4qKHzqs5aP3IH5FY2FsbdMFHxQHKSkAq7dQwCobcTjPK6l7yUCmOtGLlVa6l8cgbLyklC5Faupep5qvdTVj2fuWnIXNTQ+VQ0WFZul43cJMRaheNcARMVDyQnCUloWL1ZQ0XFpg8jW0qqR+6MHWuVzyfnUdE05BcHvIjD5w8jOz8bYQFhaBXbikmKg8gZLCuntQTwrCREDiYqbs7czB45U5cD/VSVzhoi+5E7Y4dJiGuprGCbnGnInN3jHLjWj+0wUXFjFc3skZOEVDRriOyLM3bcj5yCbZyG7DrsvdaPXO6wJhATFTclZ3qxnCSkomJwZD9VWZSQnJ/cgm2chuw6HFHfxFPWBOL0ZDclZ2aPuanL5JxKFyWUFEoAEiApAEiQFErO2HFBclpKAE5DdiVyphZb09V9+7DhmWdw+PPPce7nn3H488+x4ZlncHXfPgB3jZkRoqSlRwjjmJminByrxmNLTFTcVOnMHnNKZ/ZYm7qwCL8ePoMfdh3GnqPnUFBUbPVreLLSGTtRLXsirMF9iGrZEw0HvMjFBF1QaUuJOXe2lLSKbVVhrSJOQ3Ye9qxvIicJkTNmxlWw68dNyZ1eLJcl5fZ3HDqF6PBgdGvduFpfC/2Ng2Xdg9yWkkDfQE5DdiHWrG9SUbeOp60JxETFTVVlUcLKWF5uX+DtL35Cq4Z1EBbEH6hEpapSsK1RrUachuxC5AyWre7YEk9bE4hdP26qtGqsUqGABEChkCABUFZxenF1y+3rDCUrJBPR30pbSpQKJSRIUEgKSJCgVCjNtpQE+gai470d0T+xPzre25FJiguzxtgSuWsC2XPMjC2xRcUFBfqrTP5bHrnTiyvq1qluuf07V0gmor+xpcQ9VdRaIqconJxuHTlVbn1DQmQXmHN2TFRc0NMDk2TvW9n04sq6dapbbv/OFZKJyFRpSwm5h8q6bKw1tsTT1gRiouLmKmotkVNrpbrl9r0UpiskExG5mtIWkYoKpclpLbHm2BJPWhOIiYobq6y1RE63TvXK7UuY9lgfLj5IRA6l12jKbcmQI2nWLOO/tfn5Zvc5t3lzha0l5zZvhm9oaIVJiG9oKGrdfz/SvvzS7LkUSiVqt21rjEHp7Y0GvXr9/Xk5Y1JcnXt+VSSrtUROt07poNyqltsP9FOhQa0I3H9vrN2+ZiKiu+k1Glz5449yEwxryTxypML1uDKPHEHN1q0rrDSs8PZG1pEjiOvRA+d+/rlkv9KV0CUJcT16IPPw4XJj8A4IQO3774dS5V7FO5mouCk5rSVya63IHZR753iYomIt1IVFVvyKiIiqzqDTQZufD4WPD5Te3ja7jl94eIXrcfnXqAH/yEjcM2AATm/YAHFHXRxJocA9/fvDPyICABDRtClC6tfHjRMnUJSbC9+QEEQ0aQJv//Jbp/VaLbT5+TDodExUyDXIaS3p1rqR7ForXPOHiFyZ0tsbXr6+le9oxqGUFGjz8+EdEICEMWPM7hPTujUu795d7viT6IQEePn6IvJ2EnI9Lc2YhEQ2bw6fANPZXl6+vqjbqVOV4jQUu2c1cCYqbkpOa4ncbh0isg11kRp/nv8TOfk5CA0IRavYVgj0DXR0WHQXbX4+ivPyKtzHJyAA9w4ahBPr1pVpLbl30CCTRMQnIAC127Wzddhug4mKm5JbmVZutw4RWdfJqyexZtcak9L429K2YXjH4WjE9ZtcUnjDhmjz7LOVtpZQ1TBRcVNVaS1htw6RfamL1Fiza42xhH7p4Eq9QY+vd32NFwe8yJYVF1VZa0lxfj6y0tKgyc2FKiQEUUxkKsVExY2xtYTIOf15/s8KB7sfPn+YheDc0F+nT+PEd9+ZdA1d3LkT9w4ahPCG/GOxPExU3BxbS4icT05+ToXTVLPzsx0QFdlScX5+SZKiN21FE3o9TqxbhzbPPsuWlXJwUUIiIjsLDQg1m6QAJb/AwgLC7BwR2VpWWlqFxd6up6XZOSLX4bKJyrx583D//fcjKCgIUVFReOSRR3Dy5ElHh0VEVKlWsa2gUJj/8atQKNAqtpWdIyJrKc7Px+W9e3H2p59wee9eFN8uNKfJzYUkSWaPkSQJRblcvLU8Lpuo7NixA8899xz27NmDzZs3Q6vVok+fPsi3cfVBIqLqCvQNxPCOw6FUKCFBgkJSQIIEpUKJ4R2HcwVlF/XX6dPYt2ABLmzfjsxDh3Bh+3bsW7AAf505A1VISIWtaK62UKA9uewYlU2bNpm8T0lJQVRUFPbv34+uXbs6KCoiInka1WqEFwe8iMPnDyM7PxthAWFoFduKSYqLqmwMSqsxY3Bx585yC8JFNm9u13hdicsmKnfLvd1sFh4e7uBIiIjkCfQN5OweN1HZGJScc+dkF4QjU26RqBgMBrz44ovo1KkTmleQlWo0Gmg0GuN7tVptj/CIiMjNlY5BKW8mV1FuLmq3a8eCcBZwi0TlueeeQ1paGn799dcK95s3bx5mz55tp6iIiMhTyB2DwvL5Veeyg2lLPf/88/jhhx+wbds21KlTp8J9Z8yYgdzcXONrx44ddoqSiIjcWVTz5pDKmcnFMSjV47KJihACzz//PNatW4etW7ciLi6u0mNUKhWCg4ONr8BAlqgmIqLqK12UUFIqAUkqSVokCZJSyTEo1eSyXT/PPfccVq1ahfXr1yMoKAgZGRkAgJCQEPj5+Tk4OiIi8jRclNA2XDZRWbhwIQCgW7duJtuXL1+OMWPG2D8gIiLyeByDYn0um6iUN2iJiIiI3IfLjlEhIiIi9+eyLSpERESurDg/H1lpadDk5kIVEoIojmcxi4kKERGRnf11+nRJyf07qtRe3LkT9w4ahPCGDR0dnlNh1w8REZEdmawLJERJ6X0hjOsCFXNxXRNMVIiIiOyosnWBrqel2Tki58auHyIiIhsobwyKnHWB6G9MVIiIiKysojEoctcFohLs+iEiIrKiysaghDVowHWBqoCJChERUQW8AwLgExQEb5lThysbg5Jz7hzXBaoCdv0QERFVIKGKy7LIGYNSu107rgskExMVIiIiK5I7BoXrAsnDrh8iIiIrimrenGNQrIiJChERkRX5BARwDIoVseuHiIjIysIbNuQYFCthokJERGQlXGjQ+pioEBERWQEXGrQNjlEhIiKqJi40aDtMVIiIiKqJCw3aDhMVIiKiaiot8mYOFxqsHiYqRERE1cSFBm2HiQoREVE1scib7TBRISIiqiYWebMdTk8mIiKyAhZ5sw0mKkRERFbChQatj4kKERGRHbF6bdUwUSEiIrITVq+tOg6mJSIispLi/Hxc3rsXZ3/6CZf37jWpSMvqtZZhiwoREZEVVNZaIqd6Lce3lMUWFSIiomqS01rC6rWWcelEZefOnXjooYdQq1YtSJKE7777ztEhERGRB5LTWsLqtZZx6UQlPz8frVq1wscff+zoUIiIyIPJaS1h9VrLuPQYlX79+qFfv36ODoOIiDycnNaS0uq1J9atMxnHIikUrF5bAZdOVKpKo9FAo9EY36vVagdGQ0RE7iKqeXNc3LmzZIzKXe5sLWH12qrzqERl3rx5mD17tqPDICIiN1OV1hJWr60aj0pUZsyYgSlTphjfHzp0CElJSQ6MiIiI3AVbS2zDoxIVlUoFlUplfB8YGOjAaIiIyN2wtcT6XHrWDxEREbk3l25RUavVOHPmjPF9eno6Dh06hPDwcNSrV8+BkREREZE1uHSism/fPnTv3t34vnT8yejRo5GSkuKgqIiIiMhaXDpR6datW7nz1snUjetZuHk9y27X02h1KNQUI1wqhJ+vj92ua286TSGyz52B0tsfCm/7fZ3RkRGIiYqw2/XItm5k3cCN6zfsdr1ibTEKtAUILQ6Fn8rPbtd1BF1hIa6dPg0vPz943TFG0daiIiIQHcFn1Bok4cG/6a9du4ZFixZh4sSJqFmzpqPDsRmNRoO+fftix44djg6FrCQpKQmpqakmg8PJNfH5dE98Rq3HoxMVT3Hr1i2EhIRgx44dnOnkBtRqNZKSkpCbm4vg4GBHh0PVxOfT/fAZtS6X7vqhqklISOBD4wZu3brl6BDIBvh8ug8+o9bF6clERETktJioEBERkdNiouIBVCoVZs2axUFdboL3073wfrof3lPr4mBaIiIiclpsUSEiIiKnxUSFiIiInBYTFSIiInJaTFSoSs6fPw9JkriWEpGT4jNK7oaJig2dPXsWEydORIMGDeDr64vg4GB06tQJ8+fPR2Fhoc2ue+zYMSQnJ+P8+fM2u4Ycc+bMwcMPP4zo6GhIkoTk5GSHxmNPkiTJem3fvr3a1yooKEBycnKVzuXJ9+ZOnvyMnjhxAtOmTUNCQgKCgoJQs2ZN9O/fH/v27XNYTPbizM+nJ9+X8rAyrY1s2LABw4YNg0qlwhNPPIHmzZujuLgYv/76K15++WUcPXoUixcvtsm1jx07htmzZ6Nbt26IjY21yTXkeOWVVxATE4PWrVsjNTXVYXE4wsqVK03ef/bZZ9i8eXOZ7U2aNKn2tQoKCjB79mwAJQt1yuHJ96aUpz+jn376KZYuXYohQ4bg2WefRW5uLhYtWoT27dtj06ZN6NWrl0Pisgdnfj49+b6Uh4mKDaSnp2PkyJGoX78+tm7darLg4XPPPYczZ85gw4YNDozwb0IIFBUVwc/P+iuopqenIzY2Fjdu3EBkZKTVz+/MHn/8cZP3e/bswebNm8tsdxRPvjcAn1EAGDVqFJKTk03WFxo7diyaNGmC5ORkt/6F6MzPpyffl/Kw68cG3n77bajVaixdutTsqswNGzbECy+8YHyv0+nwxhtvID4+HiqVCrGxsZg5cyY0Go3JcbGxsRgwYAB+/fVXtG3bFr6+vmjQoAE+++wz4z4pKSkYNmwYAKB79+5lmjBLz5Gamoo2bdrAz88PixYtAgCcO3cOw4YNQ3h4OPz9/dG+fftq/bB2ZGuOKzAYDHj//ffRrFkz+Pr6Ijo6GhMnTkR2drbJfvv27UPfvn0REREBPz8/xMXFYezYsQBKxiOUJhqzZ8823u/KunI8/d7wGQUSExPLLIJYo0YNdOnSBcePH7fonO7EUc8n70tZbFGxge+//x4NGjRAx44dZe0/fvx4rFixAkOHDsXUqVOxd+9ezJs3D8ePH8e6detM9j1z5gyGDh2KcePGYfTo0Vi2bBnGjBmDxMRENGvWDF27dsXkyZPxwQcfYObMmcamyzubME+ePIlRo0Zh4sSJmDBhAho3bozMzEx07NgRBQUFmDx5MmrUqIEVK1bg4Ycfxtq1azFo0CDrfYMIADBx4kSkpKTgySefxOTJk5Geno6PPvoIBw8exG+//QZvb29kZWWhT58+iIyMxPTp0xEaGorz58/j22+/BQBERkZi4cKFeOaZZzBo0CAMHjwYANCyZUtHfmlOj89o+TIyMhAREWGVc7kyZ3s+Pfq+CLKq3NxcAUAMHDhQ1v6HDh0SAMT48eNNtr/00ksCgNi6datxW/369QUAsXPnTuO2rKwsoVKpxNSpU43b1qxZIwCIbdu2lble6Tk2bdpksv3FF18UAMQvv/xi3JaXlyfi4uJEbGys0Ov1Qggh0tPTBQCxfPlyWV+fEEJcv35dABCzZs2SfYy7ee6558Sdj9svv/wiAIgvvvjCZL9NmzaZbF+3bp0AIP74449yz12d768n3hs+o+XbuXOnkCRJvPrqq1U+1pU56/NZylPvSyl2/VhZ6fLeQUFBsvbfuHEjAGDKlCkm26dOnQoAZZp1mzZtii5duhjfR0ZGonHjxjh37pzsGOPi4tC3b98ycbRt2xadO3c2bgsMDMRTTz2F8+fP49ixY7LPT5Vbs2YNQkJC0Lt3b9y4ccP4Km323bZtGwAgNDQUAPDDDz9Aq9U6MGL3wWfUvKysLDz66KOIi4vDtGnTqnUuV+dMzyfvC8eoWF1wcDAAIC8vT9b+Fy5cgEKhQMOGDU22x8TEIDQ0FBcuXDDZXq9evTLnCAsLK9NvWpG4uDizcTRu3LjM9tLm6LvjoOo5ffo0cnNzERUVhcjISJOXWq1GVlYWACApKQlDhgzB7NmzERERgYEDB2L58uVlxkaQfHxGy8rPz8eAAQOQl5eH9evXlxkj4Wmc5fnkfSnBMSpWFhwcjFq1aiEtLa1Kx0mSJGs/pVJpdruowtqStpjhQ1VjMBgQFRWFL774wuznpQPwJEnC2rVrsWfPHnz//fdITU3F2LFj8e6772LPnj0e+4OrOviMmiouLsbgwYNx+PBhpKamonnz5na7trNyhueT9+VvTFRsYMCAAVi8eDF2796NDh06VLhv/fr1YTAYcPr0aZPBdJmZmcjJyUH9+vWrfH25P1DvjuPkyZNltp84ccL4OVlPfHw8fv75Z3Tq1EnWL6X27dujffv2mDNnDlatWoXHHnsMX331FcaPH2/R/fZ0fEZLGAwGPPHEE9iyZQu+/vprJCUlVfkc7sjRzyfviyl2/djAtGnTEBAQgPHjxyMzM7PM52fPnsX8+fMBAA8++CAA4P333zfZ57333gMA9O/fv8rXDwgIAADk5OTIPubBBx/E77//jt27dxu35efnY/HixYiNjUXTpk2rHAeVb/jw4dDr9XjjjTfKfKbT6Yz3Ljs7u8xf4gkJCQBgbF729/cHULX77en4jJaYNGkSVq9ejQULFhhnpJDjn0/eF1NsUbGB+Ph4rFq1CiNGjECTJk1Mql7u2rULa9aswZgxYwAArVq1wujRo7F48WLk5OQgKSkJv//+O1asWIFHHnkE3bt3r/L1ExISoFQq8dZbbyE3NxcqlQo9evRAVFRUucdMnz4dX375Jfr164fJkycjPDwcK1asQHp6Or755hsoFFXPaVeuXIkLFy6goKAAALBz5068+eabAIB//OMfHt1Kk5SUhIkTJ2LevHk4dOgQ+vTpA29vb5w+fRpr1qzB/PnzMXToUKxYsQILFizAoEGDEB8fj7y8PCxZsgTBwcHGX6B+fn5o2rQpVq9ejUaNGiE8PBzNmzevsKnY0+8Nn9GSxGvBggXo0KED/P398fnnn5t8PmjQIGNC5Wkc+Xzyvpjh2ElH7u3UqVNiwoQJIjY2Vvj4+IigoCDRqVMn8eGHH4qioiLjflqtVsyePVvExcUJb29vUbduXTFjxgyTfYQombbYv3//MtdJSkoSSUlJJtuWLFkiGjRoIJRKpck0yPLOIYQQZ8+eFUOHDhWhoaHC19dXtG3bVvzwww8m+1Rl6mNSUpIAYPZlblqmO7t7+mOpxYsXi8TEROHn5yeCgoJEixYtxLRp08TVq1eFEEIcOHBAjBo1StSrV0+oVCoRFRUlBgwYIPbt22dynl27donExETh4+Mjayok700JT35GR48eXe7/AwBEenp6hce7E2d6PnlfypKEqMIILyIiIiI74hgVIiIiclpMVIiIiMhpMVEhIiIip8VEhYiIiJwWExUiIiJyWkxUHOjtt9/GvffeC4PB4OhQqm369Olo166do8NwKN5P98N76l54P12Uo+dHe6rc3FwRHh4uli1bZtyG2/Pk//Of/5TZf/ny5ZUuJy7XN998I4YPHy7i4uKEn5+faNSokZgyZYrIzs42u//69etF69athUqlEnXr1hWvvfaa0Gq1Jvtcu3ZNqFQqsX79+mrH54p4P90P76l74f10XUxUHOS///2vCA4OFoWFhcZtpQ9NdHS0yM/PN9nfmg9NjRo1RIsWLcSrr74qlixZIiZPnix8fHzEvffeKwoKCkz23bhxo5AkSXTv3l0sXrxYTJo0SSgUCvH000+XOe/w4cNFly5dqh2fK+L9dD+8p+6F99N1MVFxkJYtW4rHH3/cZBsAkZCQIACId9991+Qzaz405iqPrlixQgAQS5YsMdnetGlT0apVK5Ns/l//+peQJEkcP37cZN+1a9cKSZLE2bNnqx2jq+H9dD+8p+6F99N1cYyKA6Snp+Pw4cPo1atXmc86deqEHj164O2330ZhYaFNrt+tW7cy2wYNGgQAOH78uHHbsWPHcOzYMTz11FPw8vp7Wahnn30WQgisXbvW5BylX8/69ettELXz4v10P7yn7oX307UxUXGAXbt2AQDuu+8+s58nJycjMzMTCxcurPA8Go0GN27ckPWqTEZGBgAgIiLCuO3gwYMAgDZt2pjsW6tWLdSpU8f4eamQkBDEx8fjt99+q/R67oT30/3wnroX3k/XxtWTHeDEiRMAgLi4OLOfd+nSBd27d8c777yDZ555Bn5+fmb3+/LLL/Hkk0/KuqaoZEmnt956C0qlEkOHDjVuu3btGgCgZs2aZfavWbMmrl69WmZ7gwYNcOzYMVkxuQveT/fDe+peeD9dGxMVB7h58ya8vLwQGBhY7j7JyclISkrCJ598gn/+859m9+nbty82b95c7XhWrVqFpUuXYtq0abjnnnuM20ubQVUqVZljfH19cevWrTLbw8LCymT97o730/3wnroX3k/XxkTFSXXt2hXdu3fH22+/jaefftrsPjVr1jSbeVfFL7/8gnHjxqFv376YM2eOyWelf1VoNJoyxxUVFZn9q0MIAUmSqhWTO+L9dD+8p+6F99N5MVFxgBo1akCn0yEvLw9BQUHl7jdr1ix069YNixYtQmhoaJnPCwsLkZubK+uaMTExZbb9+eefePjhh9G8eXOsXbvWZPAW8Hfz47Vr11C3bl2Tz65du4a2bduWOWd2drZJn6sn4P10P7yn7oX307VxMK0D3HvvvQBKRqJXJCkpCd26dcNbb71ldjT66tWrjRl+Za+7nT17Fg888ACioqKwceNGs02iCQkJAIB9+/aZbL969SouX75s/PxO6enpaNKkSYVfl7vh/XQ/vKfuhffTtbFFxQE6dOgAoOR/xpYtW1a4b3JyMrp164bFixeX+czS/tKMjAz06dMHCoUCqampiIyMNLtfs2bNcO+992Lx4sWYOHEilEolAGDhwoWQJMlkEBgA5Obm4uzZs3jmmWeqHJMr4/10P7yn7oX308U5pnwLNW/eXIwaNcpkGwDx3HPPldk3KSnJWEHRGsWHWrVqJQCIadOmiZUrV5q8fvrpJ5N9v//+eyFJkujRo4dYvHixmDx5slAoFGLChAllzrt27VoBQJw5c6baMboa3k/3w3vqXng/XRcTFQd57733RGBgoEn55PIemm3btln1oSk9l7lXUlJSmf3XrVsnEhIShEqlEnXq1BGvvPKKKC4uLrPfiBEjROfOnasdnyvi/XQ/vKfuhffTdTFRcZCcnBwRHh4uPv30U0eHYhXXrl0Tvr6+4rvvvnN0KA7B++l+eE/dC++n6+JgWgcJCQnBtGnT8M4777jFkuPvv/8+WrRogYEDBzo6FIfg/XQ/vKfuhffTdUlCVFI+j4iIiMhB2KJCRERETouJChERETktJipERETktJioEBERkdNiokJEREROi4kKEREROS0mKkREROS0mKgQERGR02KiQkRERE6LiQoRERE5LSYqRERE5LSYqBAREZHTYqJCRERETsujE5Vr164hOTkZ165dc3QoREREZIbHJyqzZ89mokJEROSkPDpRISIiIufGRIWIiIiclksnKjt37sRDDz2EWrVqQZIkfPfdd44OiYiIiKzIpROV/Px8tGrVCh9//LGjQyEiIiIb8HJ0ANXRr18/9OvXz9FhEBERkY24dKJSVRqNBhqNxvherVY7MBoiIiKqjEt3/VTVvHnzEBISYnwlJSU5OiQiIiKqgEclKjNmzEBubq7xtWPHDkeHRGQZnabyfYiI3IBHdf2oVCqoVCrj+8DAQAdGQ1QNOg3gpap8PyIiF+dRLSpEbkMYHB0BEZFduHSLilqtxpkzZ4zv09PTcejQIYSHh6NevXoOjIzIxrQFgF+oo6MgIrI5l05U9u3bh+7duxvfT5kyBQAwevRopKSkOCgqIju4dQ0IruXoKIiIbM6lE5Vu3bpBCOHoMIjsrygbyMsEgqIdHQkRkU1xjAqRq7qyz9EREBHZHBMVIld1brujIyAisjkmKkSu6vIfQO4VR0dBRGRTTFSIXJUQwMHPHR0FEZFNMVEhcmWnfgSu/enoKIiIbMalZ/1YS2FhIQoKChwdBpEsnTt3RubVi6ip0mDv9ARgczI0/T8C/MIcHRoReRh/f3+bX4OJCoCDBw8iLy/P0WEQyXLx4kXcvHkTCPEuWQFcrYb6y2dwNG4cDEqW1Sci+3nggQdsfg0mKgC8vLwQFBTk6DCIZFEo/u6xVd7+d4jmClpd/gznG42DzifEUaEREVkdExUAPj4+8PX1dXQYRLJIkvT3v+9IWgILLqLJ0XeQGT8CtyLbAHfsR0TkqjiYlsiNKLVq1DqxFPUO/xcq9SVHh0NEVG1MVIjckH/uKcQdnIuY019AqVU7OhwiIoux64fIXQmB0Gu/IPj6flyv3x85NbtCKLwdHRURUZWwRYXIzSl0BYg+uwYN9s1C6NUdkPTFjg6JiEg2tqgQeQjvor8Qc+ZLRF74Htk1k5BdKwl6n2BHh0VEVCEmKkQeRqlVI+LiBtS4nIrcqPa4WbcPtH5Rjg6LiMgsJipELiQjIwOFhYUAgIJiAy5la1A3zLIib5JBh9CMXxGa+RtyI9viZr1+KPaPsWa4RETVxkSFyAWkpaVh6dKl+PXXXyGEAADkFOrR9M0j6Nc0BP/XuxYS6wVYdnIhEJK1FyHXf8etyPtxo96DNk1YRHEBtMc2Qp91EpAkKGOawrtJP0helSdcQggU71sJw40z8LlvFJTRTYyfGXKuQHvqJxhyrwEAFKG14d24LxTBTL6IXBkH0xI5ua1bt2LcuHHYtWuXMUkpJQSQejwXPT84jvWHs6t3ISEQnPU7GuyfjZonlsOr6KbFp9LsXQbd5YNmPyv+cy0M6iyo2j4Bn8THYPjrPLRp/5N1Xv353WYL2QmdBpp9n0HyDYWqw1NQtR8PKFXQ/PEZhEFv8ddBRI7HRIXIiaWlpWHGjBkwGAzQ683/wtUbSl6jPzuL/Rfzq3/R2y0s8ftmIezKlpJsyEoM6uslrSEtBkIRWhfK8Prwbtof+mtpEEW3Kj721jVo03fBp8UjZUPOvwFoC+F1Tw8oAiOgCIqC9z3dgWI1RGGO1eInIvtjokLkxJYtWwYAZVpS7iZuv97efNVq15YMOkSfXYPwy5utdk5D9iXAyxeKkNrGbYoaDQBJgiHncrnHCX0xig+thU+z/pBUZdflkgIiAG9/6C/vhzDoIPRa6C7thxQQCckv1GrxE5H9VWuMikajwYEDB5CVlYVOnTohIiLCWnERebyMjAz88ssvlSYppfQGYOOx3GoNsDUn4uIGZNfqBqH0qfa5RHEeJJXpWBpJoQS8/SA05VfQ1R7fBEVYXZMxKSbn8FJB1e5JFB/4ErozO0q2BdSAz/1PlJyfiFyWxYnKBx98gOTkZOTm5gIANm/ejB49euDGjRu499578fbbb2Ps2LFWC5TI0/z++++yk5RSQgA7Tufh8bbWS1QUeg2CbhzArej25e6jPbsDurO//L1Br4Uh5zK0xzYYN6m6PG/R9fWZJ2C4eQ6qTs+Uu4/Qa1F85DsowurBq9UwQBigTf8Nxfs+h6rjREhKVuQlclUWJSrLly/Hiy++iJEjR6JPnz4mCUlERAR69OiBr776iokKUTUUFBRAoVDAYDDIPkYhAbeKrD94NCr9O6jDm8PgHWj2c6+690MZ09z4vvjPtVDGNIUyuqlxm6QKguQTBKExHUcjDHpAWwhJZf7c+pvnIAqyUfTzPJPtxQe+giK8PlTtxkJ/9TBEYQ68O0yAJJX0aPuEDEXRz/OgzzwBr1otLPq6icjxLEpU3n33XQwcOBCrVq3CzZtlZwYkJibigw8+qHZwRJ7M39+/SkkKABgEEOxr/a4Or+IcRF7cgMz4EWY/l3z8Ifn4//1e6Q3JJxCKgBom+ynC6gK6Ihhyr0IRUqsk5pvpgBBQhNYxe27v+C7wqptosk3z68fwbtIPiqjGJRv02tuzge6cEVT63nqDgYnI/iwaTHvmzBn069ev3M/Dw8PNJjBEJF/btm0hmZmKWxFJApLuKTvY1BqKVdUfg6YIjIQioiGK09bDkHMZ+uwL0B7bAGXN5pB8S8r5i6JbKNr5gXFwraQKgiIo2uQFAJJfCBT+YSXnjYgHtEXQHvuhZGZRXha0R74DJAWU4XHVjpuIHMeiRCU0NBQ3btwo9/Njx44hJoZFloiqIyYmBl26dIFSKa+FRKkAHmwaYtWBtABgUKqQ0XAUsmv3sMr5fFoNhSIgAprfU1C873MowurBu/nDxs+FQQ+RfwNCr5V9TkVgJHwSH4XIy4Rm9xJo9i6F0NyCqs0/IPnaJnEjIvuwqOvnwQcfxOLFi/Hss8+W+ezo0aNYsmQJx6cQWcG4cePw22+/QZKkCgfWlnZyTOtdy6rXV9doiYyGI6FThVfpOFW78p9/yccfPgnDyv1c4R8Gv36vV3h+c58rIxpCGdFQfpBE5BIsalF58803odfr0bx5c7zyyiuQJAkrVqzA448/jjZt2iAqKgqvvfaatWMl8jjNmjXDvHnzoFAoym1ZUSpKXp89EW95Gf276FRhuNL0KVxu+kyVkxQiImuyKFGpVasW9u/fjwceeACrV6+GEAIrV67E999/j1GjRmHPnj2sqUJkJT169MCyZcvQqVOnMmNWJAl4oEkItkxugodbhlX7WjpVKDIbDMPZ+19HXsR9ZsvVExHZkySqWqjBjOvXr8NgMCAyMhIKhesUuz1w4AASExOxdOlStGrVytHhEFUqIyMDo0aNQl5eHkL9lNj9UlOrjEkpDG6A7FrdcSuiNaDgWqVEJE9iYmLlO1WTVX4iRUZGWuM0RFSJmJgY+Pn5IS8vD/4+imolKULhg9zodsiu2RWawLpWjJKIyHosav545ZVXkJCQUO7nrVu3xuzZsy2NiYhsSOtbA1lxg3G63Txk3PMYkxQicmoWJSpr166tsI7Kgw8+iNWrV1scFBFZX37ovbjc9Gmcvf8N/FW3Dwze1hl4S0RkSxZ1/Vy8eBHx8fHlfh4XF4cLFy5YHBQRWYfByx850R2QXbMrtP7Rjg6HiKjKLEpUAgMDK0xE0tPT4evra3FQRFQ9OlUobtZ9ADnRHa2y6jERkaNYlKh069YNixYtwtNPP43atWubfHbp0iUsXrwY3bt3t0qA9lBcXIyioiJHh0Eky50T9cRdawEJSYGsWr2RWbsPhMIb0BoALf/fJiLXZVGi8sYbb6Bt27Zo1qwZxo0bh2bNmgEA0tLSsGzZMggh8MYbb1g1UFvS6XTIy8tzdBhEsty5UKH+jn9rvQJxst5jyAuIBfKLADBBISLXZ1Gi0rhxY/zyyy+YNGkS/vvf/5p81rVrV3zwwQdo0qSJVQK0h9atW6N169aODoNIlnr16kHlBdRUaRAYGAgAEMG1oe01F62DuMYWEbkXi+uotGzZEjt27MCNGzdw7tw5AECDBg1csiKtn58f/P39K9+RyAkcOHAAOPMzsOV2q2VwbWDgR/DyZ6l7InI/1S74FhER4ZLJCZFbUPoAfecATFKIyE1ZnKjo9Xqkpqbi3LlzyM7OLrOyqyRJePXVV6sdIBFVoOVwIDzO0VEQEdmMRYnKvn37MGTIEFy+fLncpeeZqBDZmKQAmg12dBRERDZlUWXaZ599FoWFhfjuu+/w119/wWAwlHnp9Xprx0pEd6rVGgio4egoiIhsyqIWlcOHD2POnDl46KGHrB0PEckV18XRERAR2ZxFLSp16tQpt8vH3j7++GPExsbC19cX7dq1w++//+7okIjso247R0dARGRzFiUq//d//4clS5bg1q1b1o6nSlavXo0pU6Zg1qxZOHDgAFq1aoW+ffsiKyvLoXER2ZxPEBBU09FREBHZnEVdP3l5eQgMDETDhg0xcuRI1K1bF0ql0mQfSZLwz3/+0ypBlue9997DhAkT8OSTTwIAPvnkE2zYsAHLli3D9OnTbXptIocKiAAkydFREBHZnCQs6MNRKCpviJEkyaYDaouLi+Hv74+1a9fikUceMW4fPXo0cnJysH79+krPceDAASQmJmL//v247777bBYrkdXdugoE13J0FERENmdRi0p6erq146iyGzduQK/XIzradOn66OhonDhxwuwxGo0GGo3G+F6tVgMoWetHq9XaLlgiazNIAP+fJSIH8/b2tvk1LEpU6tevb+047GLevHmYPXt2me3t2nFQIhERUVXZY2JNtUroX7lyBTt37kRWVhaGDBmCOnXqQK/XIzc3FyEhIWXGrVhTREQElEolMjMzTbZnZmYiJsb8wmwzZszAlClTjO8PHTqEpKQk7N27l4sSkmspLgB8uD4VEbk/ixIVIQSmTp2Kjz76CDqdDpIkoUWLFqhTpw7UajViY2Px+uuv48UXX7RyuH/z8fFBYmIitmzZYhyjYjAYsGXLFjz//PNmj1GpVFCpVMb3pSvPenl52aX5ishqJD/Ai//PEpH7s2h68jvvvIP58+fjpZdewubNm02afkJCQjB48GB88803VguyPFOmTMGSJUuwYsUKHD9+HM888wzy8/ONs4CI3JbCdq2VRETOxKIWlSVLluCJJ57A3LlzcfPmzTKft2zZEj/++GO1g6vMiBEjcP36dbz22mvIyMhAQkICNm3aVGaALZHbkSz6G4OIyOVYlKhcunQJHTt2LPfzgIAAuxWDe/7558vt6iEiIiLXZtGfZVFRUbh06VK5n+/fvx/16tWzOCgiqoSTLGFBRGRrFiUqgwcPxieffIJz584Zt0m3q2T+9NNPSElJwbBhw6wTIRGVJbg6ORF5Bosq0+bm5qJr165IT09Hly5dsGnTJvTu3RtqtRq7d+9G69atsXPnTvj7O/f0SVamJZelKwa8fBwdBRGRzVnUohISEoI9e/Zg2rRpuHLlCnx9fbFjxw7k5ORg1qxZ+OWXX5w+SSFyaUxSiMhDVHkwbVFRERYvXoyEhAS88soreOWVV2wRFxEREVHVW1R8fX3xf//3fzh58qQt4iEiIiIysqjrp3nz5jh//ryVQyEiIiIyZVGiMmfOHCxatAg///yzteMhIiIiMrKo4NtHH32E8PBw9O3bF3FxcYiLi4Ofn5/JPpIkYf369VYJkoiIiDyTRYnK4cOHIUkS6tWrB71ejzNnzpTZp7SuChEREZGlLEpUOD6FiIiI7IErmxEREZHTsjhR0ev1+OqrrzBx4kQMGjQIR44cAVBStfbbb79FZmam1YIkIiIiz2RRopKTk4NOnTrh0UcfxZdffon//e9/uH79OgAgMDAQkydPxvz5860aKBEREXkeixKV6dOn4+jRo0hNTcW5c+dw53JBSqUSQ4cOxcaNG60WJBEREXkmixKV7777DpMmTULv3r3Nzu5p1KgRB9wSERFRtVmUqOTm5iIuLq7cz7VaLXQ6ncVBEREREQEWJirx8fE4cOBAuZ//9NNPaNq0qcVBEREREQEWJirjx4/HsmXLsHr1auP4FEmSoNFo8K9//QubNm3CxIkTrRooEREReR6LCr698MILOHr0KEaNGoXQ0FAAwKOPPoqbN29Cp9Nh4sSJGDdunDXjJCIiIg9kUaIiSRKWLFmC0aNHY+3atTh9+jQMBgPi4+MxfPhwdO3a1dpxEhERkQeSlagMHjwY//znP9GlSxcAwM6dO9GkSRN07twZnTt3tmmARERE5LlkjVFZv349Ll68aHzfvXt3bN682WZBERERuTLBma9WIytRqV27Ng4ePGh8L4Tg6shERETlMBQUODoEtyGr62fkyJH4z3/+g6+//to4eHb69OmYN29eucdIkoQ///zTKkESERG5EqHVOjoEtyErUZk3bx4aNmyIbdu2ISsrC5IkISAgADVq1LB1fERERC5HFBc7OgS3IStRUSqVeOqpp/DUU08BABQKBV555RU8+uijNg2OiIjIFRkKCx0dgtuQNUblvvvuw6ZNm4zvly9fjtatW9ssKCIiIldmyMtzdAhuQ1aicvjwYdy4ccP4fuzYsSaDa4mIiOhvuuxsR4fgNmQlKvXr18fPP/8MvV4PgLN+iIiIKqK7ft3RIbgNWYnK008/jc8++wy+vr4IDg6GJEkYN24cgoODy32FhITYOnYiIiKnpLuW4egQ3IaswbQvv/wyWrVqhW3btiEzMxMrVqzA/fffjwYNGtg6PiIiIpejvXaNvQ9WInutnz59+qBPnz4AgJSUFEycOJGzfoiIiMwwqPNguHULSvYuVJtFixIaDAZrx0FERORWii9fhh8TlWqTlaiUrvNTr149k/eVKd2fiIjI02gvXoRfs2aODsPlyUpUYmNjIUkSCgsL4ePjY3xfmdJZQkRERJ6m6PgJBPfr5+gwXJ6sRGXZsmWQJAne3t4m74mIiMi8woMHIYqLIfn4ODoUlyYrURkzZkyF74mIiMiUoaAA+Xv3IrBLF0eH4tJk1VEhIiKiqsv9bj2EEI4Ow6XJalF5/fXXq3xiSZLw6quvVvk4IiIid1F8/jwKfv8DAe3aOjoUlyUrUUlOTi6zrXSMyt2ZoiRJxiI3TFSIiMjTZX/1JfzvbwNJwU4MS8j6rhkMBpPXpUuX0KJFC4waNQq///47cnNzkZubi71792LkyJFo1aoVLl26ZOvYiYiInJ724iWot293dBguSxIWdJ498sgj8Pb2xpo1a8x+PnToUOj1eqxbt67aAdrSgQMHkJiYiF9//RWtW7d2dDhEROQGOnfujGunTiHC2xvfdesOAFAEByPynbehCAx0cHTW5e/vb/NrWFSZduvWrXjrrbfK/bxnz574v//7P4uDsreDBw8iLy/P0WEQEZEbuHjxIm7m58OgUiFPfft3izoPmcmzkfPQAMCNyns88MADNr+GRYmKr68vdu/ejWeeecbs57t27YKvr2+1ArMnLy8vBAUFOToMIiJyA4o7xqIoFUrjvwPOnoXy8BEUd+7kiLBclkWJymOPPYYPPvgAoaGhmDRpEuLj4wEAZ8+exQcffIBVq1Zh8uTJVg30bnPmzMGGDRtw6NAh+Pj4ICcnx+Jz+fj4uFRiRUREzuvOgqh3D6D1274d3mGh0Ccm2jssl2VRovLWW2/hxo0b+Oijj/Dxxx8bs0eDwQAhBEaNGlVh15A1FBcXY9iwYejQoQOWLl1q02sRERFZi9d330EolTAkJDg6FJdgUaLi4+ODlStX4uWXX8bGjRtx4cIFAED9+vXRr18/tGrVyqpBmjN79mwAQEpKis2vRUREZDUC8P7mW2ghwZBg+9+Xrs6iRKVUy5Yt0bJlS2vFYnMajQYajcb4Xq1WOzAaIiLyWELA+5tvoFUqYGjRwtHRODWPqj4zb948hISEGF9JSUmODomIiDyVEPBesxaKU6ccHYlTc6pEZfr06ZAkqcLXiRMnLD7/jBkzjMXpcnNzsWPHDitGT0REVEUGA7y//AoSi6SWq1pdP9Y2derUSldmbtCggcXnV6lUUKlUxveBblZ4h4iIXJBWC5+VK1E8YQJEZKSjo3E6TpWoREZGIpI3iYiIPE1BIXyWp6B4/DiI8HBHR+NUnKrrpyouXryIQ4cO4eLFi9Dr9Th06BAOHTrEAbJEROSabt2Cz6dLIWVlOToSp+JULSpV8dprr2HFihXG96Vr9Wzbtg3dunVzUFRERETVcOsWfBYvhnbECBjuucfR0TgFixOV1NRULF26FOfOnUN2djbuXttQkiScPXu22gGWJyUlhTVUiIjI/RRp4P3ZZ9B17w59t26AwmU7P6zCokTlnXfewfTp0xEdHY22bduiBeeAExERWY8AvLZug/LsWWiHDoUIC3N0RA5jUaIyf/589OjRAxs3boS3t7e1YyIiIiIA0oWL8PnwI+j6PQB9mzZutfKyXBa1J2VnZ2Po0KFMUoiIiGytuBhe6/8H75Urgbw8R0djdxYlKm3btsXJkyetHQsRERGVQ3HqNFQffQyFDcd/OiOLEpUFCxbg22+/xapVq6wdDxEREZUnPx/eKSug3LXL0ZHYjUVjVEaMGAGdTod//OMfeOaZZ1CnTh0olUqTfSRJwp9//mmVIImIiOg2IeC18UdI+fnQ9e7t6GhszqJEJTw8HDVq1MA9nONNRETkEModOyGCgqBv397RodiURYnK9u3brRwGERGR68vIyEBhYSEAoEivx7XCQtT087PZ9bw2/ghDXBxEdLTNruFonl1FhoiIyArS0tLwz3/+Ew899BDybs/MuaXToe+O7Zi0fz/ScnNsc2GDAV6bf7bNuZ1EtUroa7VanDhxArm5uTAYDGU+79q1a3VOT0RE5PS2bt2KGTNmAECZKu0CwC83ruPXG9fxTqsE9IqJsfr1FSdPALduAcHBFh2ff/Ikbh04AE1GBgxFRag9dixUlbTQ5J88iexdu3Bp/nwY9HoE1qyJxg89hPpJScZ9dIWFOPzFF7j6++/QqNUIiIrCPf36Ib5v3yrFZ1GiYjAYMGPGDCxYsAAFBQXl7qfX6y05PRERkUtIS0vDjBkzYDAYyiQppfRCQALw8p+HsNKvPZqHhFo3CAEoT56E/v77LTrcUFwM37p1EdCkCW78+KOsYxS+vgjr2BEJXbtC4eWFa/v344+PP4YqJAQxCQkAgEMrViArLQ1tJ09GQFQUMv/8EweWLIFfeDhqVSFWi7p+5s6di3feeQePP/44PvvsMwgh8O9//xuffPIJWrZsiVatWiE1NdWSUxMREbmMZcuWASjbknI3cfu12EY1UBRnz1l8bFCLFgjr3Bl+sbGyj/GrXx8BjRsjuE4dBMbE4J7+/RFSvz5uHD9u3OfmyZOITUpCVPPmCIiKQoPevRESG4u/zpypUnwWJSopKSkYPnw4Fi5ciAceeAAAkJiYiAkTJmDv3r2QJAlbt2615NREREQuISMjA7/88ovs3gO9ENielYVrtwfbWpPiwnmrn1MuIQQyDx9G3tWriGza1Li9RuPGuLpvHwpv3oQQAllpaVBfvYroVq2qdH6Lun4uX76MadOmAQBUKhUAoKioCADg4+ODxx9/HO+99x7mzp1ryemJiIic3u+//15pS8rdBIC9N2/ikTp1rBtMnhpQq4HAQOuetwKGoiJ8+/jjMGi1kBQK3Dd+vEkS0nrcOOz/5BP8MHEiJKUSkiQh8emnTZIZOSxKVGrUqAG1Wg0ACAwMRHBwMM6dM212ys7OtuTURERELqGgoAAKhcLsZJLySADydTqbxCPdugVRSaKSl5aGG5s2Gd/HjBgBv7p1LbueSoU+77wDXVERMo8cwZ8rViAgOhpRzZsDAM5s3Iibp0+j0/Tp8I+IwI3jx3Hw00/hFx6O6JYtZV/HokSldevW+OOPP4zvu3fvjvfffx+tW7eGwWDABx98gFZVbNohIiJyJf7+/lVKUoCSFpUAr2pNuC2fjPMG3HMPfGvVMr5XBgVZfDlJkhBYsyYAIDQuDnlXruDEunWIat4ceo0GR778Ep1efhk1ExNL9omNRc758zj5v/9VKVGxaIzKU089BY1GA41GAwCYM2cOcnJy0LVrVyQlJeHWrVt49913LTk1ERGRS2jbti0kSarSMRKAdjVqWD8YH2+I8PBKd1OoVPAODze+FN7eVgtBGAwwaLUAAINeD6HTAXd9fySFAqhicmdRWvfwww/j4YcfNr5v2rQpzp49i+3bt0OpVKJjx44Il/ENIyIiclUxMTHo0qULfvvtN1kDapWShK6RkTapVKtv0UJWi4rZYwsLobt1C/rbheq0N28CAJQBAfC63ZWU9f338AoKQni3bgCA7F27oKpZE+o6dWDQanHtwAFc2LkT902YAADw9vdHZNOmOLxyJZQ+PgiIjMT1Y8dwfscOJIweXaX4rNb+FBISgoEDB1rrdERERE5v3Lhx+O233yBJUoUDa6Xbr6fi460fhLc3dN27W3x4wenTuL5hg/F91vr1AIDQzp0R3qULAEB365ZJ64jQanEjNRWp334LpY8PgmvVQrvJk1G3UyfjPu3/+U8cWbUKez/4AMVqNQIiItBi1Cg06NOnSvFJoqpDlm/T6/VYs2YNtm3bhqysLLz++uto0aIFcnNzsWXLFnTq1AnRTr72wIEDB5CYmIilS5dyTA0REVnkzsq05lpWlJIECcB/EhLQM9r6lWl1jzwCfZtEq59XjsRE21/XojEqOTk56NSpEx599FF8+eWX+N///ofr168DKJkFNHnyZMyfP9+qgRIRETmjHj16YNmyZejUqVOZMSsSgK6RkVjZvr1NkhR9YiL0ifdZ/bzOxKJEZfr06Th69ChSU1Nx7tw5k+YupVKJoUOHYuPGjVYLkoiIyJk1a9YM7733Hr7//nsE3Z5JE+zlhdSkbvjgvkTrl80HIOrXg+6hAWUGrLobixKV7777DpMmTULv3r3Njnhu1KgRzp8/X93YiIiIXEpMTAz8bg+W9VUqbTJwFgAQFIjikSMtHkDrSixKVHJzcxEXF1fu51qtFjobFbQhIiLyaBJQPHw4UI0aKK7EokQlPj4eBw4cKPfzn376CU2rWCKXiIiIKqdP6gZRQWOBu7EoURk/fjyWLVuG1atXG8enSJIEjUaDf/3rX9i0aRMmTpxo1UCJiIg8naFhQ+h6WD4V2RVZ1Ln1wgsv4OjRoxg1ahRCQ0MBAI8++ihu3rwJnU6HiRMnYty4cdaMk4iIyKOJ2rWhHTkCUFjUxuCyLEpUJEnCkiVLMHr0aKxduxanT5+GwWBAfHw8hg8fjq5du1o7TiIiIo9liIuF9rHHAF9fR4did9UaLty5c2d07tzZWrEQERHRXfRt2kA3oL9HzPAxxzO/aiIiImfn5QXdQwOgt0P1V2cmO1G5cxFCOSRJwvrb6wUQERGRfKJGDWhHjoCoWdPRoTic7ETlhx9+gK+vL2JiYipceKlUVZe+JiIiIsDQrBm0gx7xyPEo5shOVGrXro0rV64gIiICjz76KEaOHImYGOuvW0BEROSRJAm6vn2g79TJ7cviV4XsOU6XLl3Ctm3b0Lp1a7zxxhuoW7cuevXqheXLlyMvL8+WMRIREbk3X19oRz8BfefOTFLuUqXJ2ElJSVi0aBEyMjKwdu1a1KhRA88//zyioqIwePBgrF27FhqNxlaxEhERuZ+QYBQ/NQGGhg0dHYlTsqhqjLe3NwYOHIjVq1cjMzPTmLyMGDECb7/9trVjJCIicksiLAyaCRMgoqIcHYrTqlZ5O41Gg9TUVKxfvx4HDx6Er68vYmNjrRQaERGRGwsIgPbJMcDtCu9kXpUTFYPBgNTUVIwZMwbR0dEYNWoUCgsLsWTJEmRlZeEf//iHLeIkIiJyHwoFih97FCI83NGROD3Zs3527dqFVatWYc2aNbh58ybat2+PuXPnYvjw4YiIiLBljERERG5F92A/iHr1HB2GS5CdqHTu3Bl+fn548MEHMWrUKGMXz8WLF3Hx4kWzx9x3331WCZKIiMhdGJo2gb5dO0eH4TKqVEK/sLAQ33zzDb799tsK9xNCQJIk6PX6agVHRETkVkKCoX3kEU5BrgLZicry5cttGQcREZF7k4DiYcMAf39HR+JSZCcqo0ePtmUcREREbk3fqTMEZ8ZWGVdPBlBcXIyioiJHh0FERG7gzvXwhMEAADCEhkDdqSPA3zVV5pKJyvnz5/HGG29g69atyMjIQK1atfD444/jX//6F3x8fKp8Pp1Ox2UAiIjIKgy3kxMA0BtKxmrmtGtf8gcxE5Uqc8lE5cSJEzAYDFi0aBEaNmyItLQ0TJgwAfn5+fjPf/5T5fO1bt0arVu3tkGkRETkaerVqwfvoiJEeHsjKDAIyshI3PPUBEiKatVY9Vgumag88MADeOCBB4zvGzRogJMnT2LhwoUWJSp+fn7w5+AmIiKyggMHDuDypEnQXr0GAAh94AEEBAY6OCrX5TbpXW5uLsJZ4Y+IiJyJJCGwW5Kjo3BpLtmicrczZ87gww8/rLQ1RaPRmKzurFarbR0aERF5MN/mzeDFP6KrxalaVKZPnw5Jkip8nThxwuSYK1eu4IEHHsCwYcMwYcKECs8/b948hISEGF9JScxyiYjIdgI6dnR0CC5PEnfOo3Kw69ev4+bNmxXu06BBA+PMnqtXr6Jbt25o3749UlJSoKhkoNLdLSqHDh1CUlIS9u/fz3L/RERkNZcnTYI2IxP1Pl0CZUiIo8NxaU7V9RMZGYnIyEhZ+165cgXdu3dHYmIili9fXmmSAgAqlQoqlcr4PpCDm4iIyEZUjRsxSbECp0pU5Lpy5Qq6deuG+vXr4z//+Q+uX79u/CwmJsaBkREREZXwZ9kLq3DJRGXz5s04c+YMzpw5gzp16ph85kQ9WURE5MF8m7dwdAhuwakG08o1ZswYCCHMvoiIiBxN8lFBFd/A0WG4BZdMVIiIiJyZT/36kLxcstPC6TBRISIisjLv2rUdHYLbYKJCRERkZV6REY4OwW0wUSEiIrIyRVCQo0NwG0xUiIiIrEzBhW6thokKERGRlXEgrfUwUSEiIrI2GdXSSR5+J4mIiKxMkiRHh+A2mKgQERFZm1Lp6AjcBhMVIiIiK5PY9WM1/E4SERFZm5e3oyNwG0xUiIiIrIwF36yHiQoREZGVsevHevidJCIiIqfFRIWIiIicFhMVIiIiclpMVIiIiMhpMVEhIiIip8VEhYiIiJwWl3f0ENeuXcO1a9ccHQZZSc2aNVGzZk1Hh0FWwufT/fAZtR6PTlRq1qyJWbNmuf3/TBqNBqNGjcKOHTscHQpZSVJSElJTU6FSqRwdClUTn0/3xGfUeiQhhHB0EGRbt27dQkhICHbs2IHAwEBHh0PVpFarkZSUhNzcXAQHBzs6HKomPp/uh8+odXl0i4qnSUhI4EPjBm7duuXoEMgG+Hy6Dz6j1sXBtEREROS0mKgQERGR02Ki4gFUKhVmzZrFQV1ugvfTvfB+uh/eU+viYFoiIiJyWmxRISIiIqfFRIWIiIicFhMVIiIiclpMVIiIiMhpMVEhsgFJkmS9tm/fXu1rFRQUIDk5uUrnmjNnDh5++GFER0dDkiQkJydXOw4iV+HMz+eJEycwbdo0JCQkICgoCDVr1kT//v2xb9++asfiqliZlsgGVq5cafL+s88+w+bNm8tsb9KkSbWvVVBQgNmzZwMAunXrJuuYV155BTExMWjdujVSU1OrHQORK3Hm5/PTTz/F0qVLMWTIEDz77LPIzc3FokWL0L59e2zatAm9evWqdkyuhokKkQ08/vjjJu/37NmDzZs3l9nuKOnp6YiNjcWNGzcQGRnp6HCI7MqZn89Ro0YhOTnZZN2nsWPHokmTJkhOTvbIRIVdP0QOYjAY8P7776NZs2bw9fVFdHQ0Jk6ciOzsbJP99u3bh759+yIiIgJ+fn6Ii4vD2LFjAQDnz583JhqzZ882NllX1pUTGxtriy+JyG046vlMTEwsszhljRo10KVLFxw/fty6X6SLYIsKkYNMnDgRKSkpePLJJzF58mSkp6fjo48+wsGDB/Hbb7/B29sbWVlZ6NOnDyIjIzF9+nSEhobi/Pnz+PbbbwEAkZGRWLhwIZ555hkMGjQIgwcPBgC0bNnSkV8akctztuczIyMDERERVv0aXYYgIpt77rnnxJ2P2y+//CIAiC+++MJkv02bNplsX7dunQAg/vjjj3LPff36dQFAzJo1q8pxVedYInfhrM9nqZ07dwpJksSrr75q8TlcGbt+iBxgzZo1CAkJQe/evXHjxg3jq7TZd9u2bQCA0NBQAMAPP/wArVbrwIiJPIczPZ9ZWVl49NFHERcXh2nTptnkGs6OiQqRA5w+fRq5ubmIiopCZGSkyUutViMrKwsAkJSUhCFDhmD27NmIiIjAwIEDsXz5cmg0Ggd/BUTuy1mez/z8fAwYMAB5eXlYv359mbErnoJjVIgcwGAwICoqCl988YXZz0sH4EmShLVr12LPnj34/vvvkZqairFjx+Ldd9/Fnj17PPYHF5EtOcPzWVxcjMGDB+Pw4cNITU1F8+bNLT6Xq2OiQuQA8fHx+Pnnn9GpUyf4+flVun/79u3Rvn17zJkzB6tWrcJjjz2Gr776CuPHj4ckSXaImMhzOPr5NBgMeOKJJ7BlyxZ8/fXXSEpKsuTLcBvs+iFygOHDh0Ov1+ONN94o85lOp0NOTg4AIDs7G0IIk88TEhIAwNi87O/vDwDGY4ioehz9fE6aNAmrV6/GggULjDOFPBlbVIgcICkpCRMnTsS8efNw6NAh9OnTB97e3jh9+jTWrFmD+fPnY+jQoVixYgUWLFiAQYMGIT4+Hnl5eViyZAmCg4Px4IMPAgD8/PzQtGlTrF69Go0aNUJ4eDiaN29eYVPxypUrceHCBRQUFAAAdu7ciTfffBMA8I9//AP169e3/TeByEk58vl8//33sWDBAnTo0AH+/v74/PPPTT4fNGgQAgICbP49cCqOnnZE5Anunv5YavHixSIxMVH4+fmJoKAg0aJFCzFt2jRx9epVIYQQBw4cEKNGjRL16tUTKpVKREVFiQEDBoh9+/aZnGfXrl0iMTFR+Pj4yJoKmZSUJACYfW3bts1aXzaRS3Cm53P06NHlPpsARHp6ujW/dJcgCXFXuxURERGRk+AYFSIiInJaTFSIiIjIaTFRISIiIqfFRIWIiIicFhMVIiIiclpMVIiIiMhpMVEhcjLnz5+HJElISUlxdChEZAafUftiokJEREROiwXfiJyMEAIajQbe3t5QKpWODoeI7sJn1L6YqBAREZHTYtcPkQ0kJydDkiScOnUKjz/+OEJCQhAZGYlXX30VQghcunQJAwcORHBwMGJiYvDuu+8ajzXX/z1mzBgEBgbiypUreOSRRxAYGIjIyEi89NJL0Ov1xv22b98OSZKwfft2k3jMnTMjIwNPPvkk6tSpA5VKhZo1a2LgwIE4f/68jb4rRM6Dz6jrYKJCZEMjRoyAwWDAv//9b7Rr1w5vvvkm3n//ffTu3Ru1a9fGW2+9hYYNG+Kll17Czp07KzyXXq9H3759UaNGDfznP/9BUlIS3n33XSxevNii2IYMGYJ169bhySefxIIFCzB58mTk5eXh4sWLFp2PyBXxGXUBjloNkcidzZo1SwAQTz31lHGbTqcTderUEZIkiX//+9/G7dnZ2cLPz0+MHj1aCCFEenq6ACCWL19u3Kd0RdXXX3/d5DqtW7cWiYmJxvfbtm0zuwLy3efMzs4WAMQ777xjnS+YyMXwGXUdbFEhsqHx48cb/61UKtGmTRsIITBu3Djj9tDQUDRu3Bjnzp2r9HxPP/20yfsuXbrIOu5ufn5+8PHxwfbt25GdnV3l44ncBZ9R58dEhciG6tWrZ/I+JCQEvr6+iIiIKLO9sh9Gvr6+iIyMNNkWFhZm0Q8xlUqFt956Cz/++COio6PRtWtXvP3228jIyKjyuYhcGZ9R58dEhciGzE1dLG86o6hkAp6caZCSJJndfudgvlIvvvgiTp06hXnz5sHX1xevvvoqmjRpgoMHD1Z6HSJ3wWfU+TFRIXIjYWFhAICcnByT7RcuXDC7f3x8PKZOnYqffvoJaWlpKC4uNpndQETWxWe06pioELmR+vXrQ6lUlpmdsGDBApP3BQUFKCoqMtkWHx+PoKAgaDQam8dJ5Kn4jFadl6MDICLrCQkJwbBhw/Dhhx9CkiTEx8fjhx9+QFZWlsl+p06dQs+ePTF8+HA0bdoUXl5eWLduHTIzMzFy5EgHRU/k/viMVh0TFSI38+GHH0Kr1eKTTz6BSqXC8OHD8c4776B58+bGferWrYtRo0Zhy5YtWLlyJby8vHDvvffi66+/xpAhQxwYPZH74zNaNSyhT0RERE6LY1SIiIjIaTFRISIiIqfFRIWIiIicFhMVIiIiclpMVIiIiMhpMVEh8mDnz5+HJElISUlxdChEZAafUSYqRLKdPXsWEydORIMGDeDr64vg4GB06tQJ8+fPR2Fhoc2ue+zYMSQnJ+P8+fM2u4Ycc+bMwcMPP4zo6GhIkoTk5GSHxkN0N09+Rk+cOIFp06YhISEBQUFBqFmzJvr37499+/Y5LCZrYcE3Ihk2bNiAYcOGQaVS4YknnkDz5s1RXFyMX3/9FS+//DKOHj2KxYsX2+Tax44dw+zZs9GtWzfExsba5BpyvPLKK4iJiUHr1q2RmprqsDiIzPH0Z/TTTz/F0qVLMWTIEDz77LPIzc3FokWL0L59e2zatAm9evVySFzWwESFqBLp6ekYOXIk6tevj61bt6JmzZrGz5577jmcOXMGGzZscGCEfxNCoKioCH5+flY/d3p6OmJjY3Hjxo0yS9kTORKfUWDUqFFITk5GYGCgcdvYsWPRpEkTJCcnu3Siwq4fokq8/fbbUKvVWLp0qckPwFINGzbECy+8YHyv0+nwxhtvID4+HiqVCrGxsZg5c2aZhcRiY2MxYMAA/Prrr2jbti18fX3RoEEDfPbZZ8Z9UlJSMGzYMABA9+7dIUkSJEnC9u3bTc6RmpqKNm3awM/PD4sWLQIAnDt3DsOGDUN4eDj8/f3Rvn37av2wdmRrDlFF+IwCiYmJJkkKANSoUQNdunTB8ePHLTqns2CiQlSJ77//Hg0aNEDHjh1l7T9+/Hi89tpruO+++/Df//4XSUlJmDdvntmFxM6cOYOhQ4eid+/eePfddxEWFoYxY8bg6NGjAICuXbti8uTJAICZM2di5cqVWLlyJZo0aWI8x8mTJzFq1Cj07t0b8+fPR0JCAjIzM9GxY0ekpqbi2WefxZw5c1BUVISHH34Y69ats8J3hch58BktX0ZGBiIiIqx2PocQRFSu3NxcAUAMHDhQ1v6HDh0SAMT48eNNtr/00ksCgNi6datxW/369QUAsXPnTuO2rKwsoVKpxNSpU43b1qxZIwCIbdu2lble6Tk2bdpksv3FF18UAMQvv/xi3JaXlyfi4uJEbGys0Ov1Qggh0tPTBQCxfPlyWV+fEEJcv35dABCzZs2SfQyRrfAZLd/OnTuFJEni1VdfrfKxzoQtKkQVuHXrFgAgKChI1v4bN24EAEyZMsVk+9SpUwGgTLNu06ZN0aVLF+P7yMhING7cGOfOnZMdY1xcHPr27VsmjrZt26Jz587GbYGBgXjqqadw/vx5HDt2TPb5iZwZn1HzsrKy8OijjyIuLg7Tpk2r1rkcjYkKUQWCg4MBAHl5ebL2v3DhAhQKBRo2bGiyPSYmBqGhobhw4YLJ9nr16pU5R1hYGLKzs2XHGBcXZzaOxo0bl9le2hx9dxxErorPaFn5+fkYMGAA8vLysH79+jJjV1wNZ/0QVSA4OBi1atVCWlpalY6TJEnWfkql0ux2IYTsa9lihg+Rq+Azaqq4uBiDBw/G4cOHkZqaiubNm9vt2rbCFhWiSgwYMABnz57F7t27K923fv36MBgMOH36tMn2zMxM5OTkoH79+lW+vtwfqHfHcfLkyTLbT5w4YfycyF3wGS1hMBjwxBNPYMuWLVi1ahWSkpKqfA5nxESFqBLTpk1DQEAAxo8fj8zMzDKfnz17FvPnzwcAPPjggwCA999/32Sf9957DwDQv3//Kl8/ICAAAJCTkyP7mAcffBC///67yQ/u/Px8LF68GLGxsWjatGmV4yByVnxGS0yaNAmrV6/GggULMHjw4Cof76zY9UNUifj4eKxatQojRoxAkyZNTKpe7tq1C2vWrMGYMWMAAK1atcLo0aOxePFi5OTkICkpCb///jtWrFiBRx55BN27d6/y9RMSEqBUKvHWW28hNzcXKpUKPXr0QFRUVLnHTJ8+HV9++SX69euHyZMnIzw8HCtWrEB6ejq++eYbKBRV/xtl5cqVuHDhAgoKCgAAO3fuxJtvvgkA+Mc//sFWGnIYPqMlideCBQvQoUMH+Pv74/PPPzf5fNCgQcaEyuU4etoRkas4deqUmDBhgoiNjRU+Pj4iKChIdOrUSXz44YeiqKjIuJ9WqxWzZ88WcXFxwtvbW9StW1fMmDHDZB8hSqYt9u/fv8x1kpKSRFJSksm2JUuWiAYNGgilUmkyDbK8cwghxNmzZ8XQoUNFaGio8PX1FW3bthU//PCDyT5VmfqYlJQkAJh9mZuWSWRvnvyMjh49utznE4BIT0+v8HhnJglRhRFBRERERHbEMSpERETktJioEBERkdNiokJEREROi4kKEREROS0mKkREROS0mKgQERGR02KiQkRERE6LiQoRERE5LSYqRERE5LSYqBAREZHTYqJCRERETouJChERETktJipERETktP4fdVfxtHVfqSEAAAAASUVORK5CYII=", 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", 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" ] @@ -1044,7 +1044,7 @@ } ], "source": [ - "multi_2group.mean_diff.plot(contrast_bars=False, summary_bars=[0,1], summary_bars_kwargs={\"alpha\": 0.2, \"color\": 'black'});" + "multi_2group.mean_diff.plot(summary_bars=[0,1], summary_bars_kwargs={\"alpha\": 0.2, \"color\": 'black'}, contrast_bars=False, swarm_bars=False);" ] }, {