From b4d7d4a0e11329925de0d3de63228fd43319170d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Diego=20Crist=C3=B3bal=20Herreros?= Date: Fri, 27 Jan 2023 23:35:52 +0100 Subject: [PATCH 1/4] Feat: add plot w/ match local wins --- entrega.ipynb | 215 +++++++++++++++++++++++++++++++------------------- 1 file changed, 133 insertions(+), 82 deletions(-) diff --git a/entrega.ipynb b/entrega.ipynb index 998b71e..d559a44 100644 --- a/entrega.ipynb +++ b/entrega.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -948,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1064,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1261,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1685,7 +1685,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -2104,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -2179,7 +2179,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -2473,7 +2473,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -2659,7 +2659,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2668,7 +2668,7 @@ "" ] }, - "execution_count": 12, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -2689,7 +2689,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -2698,7 +2698,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": { "scrolled": true }, @@ -2730,7 +2730,7 @@ "dtype: int64" ] }, - "execution_count": 14, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -2748,7 +2748,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": { "scrolled": false }, @@ -2794,7 +2794,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -2817,7 +2817,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -3444,7 +3444,7 @@ "[20 rows x 21 columns]" ] }, - "execution_count": 17, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -3462,7 +3462,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -3476,7 +3476,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": { "scrolled": true }, @@ -3683,7 +3683,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 19, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -3701,7 +3701,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -3731,7 +3731,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": { "scrolled": true }, @@ -3929,7 +3929,7 @@ "4 47.0 0 " ] }, - "execution_count": 21, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -3948,7 +3948,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -3964,7 +3964,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -3973,7 +3973,7 @@ "(542, 20)" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -3991,7 +3991,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": { "scrolled": false }, @@ -4018,7 +4018,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -4035,7 +4035,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -4052,7 +4052,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 29, "metadata": { "scrolled": true }, @@ -4208,7 +4208,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -4227,7 +4227,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -4242,7 +4242,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 32, "metadata": { "scrolled": true }, @@ -4373,7 +4373,7 @@ "234 0.592593 0.552632 " ] }, - "execution_count": 30, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -4391,7 +4391,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -4412,7 +4412,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -4459,7 +4459,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -4490,7 +4490,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -4499,7 +4499,7 @@ "0.7361963190184049" ] }, - "execution_count": 34, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } @@ -4519,14 +4519,14 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.7852760736196319\n" + "Accuracy: 0.7914110429447853\n" ] } ], @@ -4550,7 +4550,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 38, "metadata": { "scrolled": true }, @@ -4561,13 +4561,13 @@ "" ] }, - "execution_count": 36, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4590,7 +4590,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -4599,12 +4599,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.72 0.70 0.71 61\n", - " 1 0.83 0.83 0.83 102\n", + " 0 0.75 0.67 0.71 61\n", + " 1 0.81 0.86 0.84 102\n", "\n", " accuracy 0.79 163\n", - " macro avg 0.77 0.77 0.77 163\n", - "weighted avg 0.78 0.79 0.78 163\n", + " macro avg 0.78 0.77 0.77 163\n", + "weighted avg 0.79 0.79 0.79 163\n", "\n" ] } @@ -4622,7 +4622,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 40, "metadata": { "scrolled": true }, @@ -4657,7 +4657,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -4689,7 +4689,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 42, "metadata": { "scrolled": false }, @@ -4721,7 +4721,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 43, "metadata": { "scrolled": true }, @@ -4911,7 +4911,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -4927,7 +4927,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -4951,7 +4951,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -4983,7 +4983,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -4999,7 +4999,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -5023,22 +5023,22 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 55, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -5065,7 +5065,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 50, "metadata": { "scrolled": true }, @@ -5099,7 +5099,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -5122,7 +5122,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 52, "metadata": { "scrolled": true }, @@ -5131,19 +5131,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dummy | score = 0.503 | time = 0.001s/0.000s\n", + "Dummy | score = 0.485 | time = 0.001s/0.000s\n", "KNN(3) | score = 0.742 | time = 0.001s/0.004s\n", - "RBF SVM | score = 0.755 | time = 0.003s/0.003s\n", - "Decision Tree | score = 0.730 | time = 0.002s/0.001s\n", - "Random Forest | score = 0.736 | time = 0.011s/0.002s\n", - "Neural Net | score = 0.810 | time = 0.154s/0.002s\n", - "AdaBoost | score = 0.779 | time = 0.072s/0.007s\n", - "Naive Bayes | score = 0.804 | time = 0.002s/0.001s\n", + "RBF SVM | score = 0.755 | time = 0.003s/0.002s\n", + "Decision Tree | score = 0.724 | time = 0.002s/0.001s\n", + "Random Forest | score = 0.785 | time = 0.012s/0.002s\n", + "Neural Net | score = 0.816 | time = 0.167s/0.002s\n", + "AdaBoost | score = 0.779 | time = 0.073s/0.007s\n", + "Naive Bayes | score = 0.804 | time = 0.001s/0.001s\n", "QDA | score = 0.816 | time = 0.010s/0.001s\n", "Linear SVC | score = 0.804 | time = 0.003s/0.001s\n", "Linear SVM | score = 0.804 | time = 0.003s/0.002s\n", - "Gaussian Proc | score = 0.798 | time = 1.687s/0.004s\n", - "LogisticRegr | score = 0.816 | time = 0.006s/0.004s\n" + "Gaussian Proc | score = 0.798 | time = 1.957s/0.004s\n", + "LogisticRegr | score = 0.816 | time = 0.007s/0.001s\n" ] } ], @@ -5172,7 +5172,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 53, "metadata": { "scrolled": true }, @@ -5192,7 +5192,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -5201,7 +5201,7 @@ "" ] }, - "execution_count": 52, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, @@ -5231,8 +5231,10 @@ }, { "cell_type": "code", - "execution_count": 53, - "metadata": {}, + "execution_count": 55, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -5252,6 +5254,55 @@ "top_win.columns = ['EQUIPO', 'VICTORIAS']\n", "tw = sns.barplot(data=top_win, x='VICTORIAS', y='EQUIPO', palette = 'magma').set(title='Ranking victorias de los equipos')" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vemos si los locales o los visitantes tienen más numeros de victorias, en teoría deberían de ser los locales" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "victorias_local = df_games['HOME_TEAM_WINS'].value_counts()[1]\n", + "victorias_visitante = df_games['HOME_TEAM_WINS'].value_counts()[0]\n", + "\n", + "ti = [0.5]\n", + "hor = np.arange(len(ti))\n", + "\n", + "plt.bar(ti,victorias_local,width = 0.25,color = '#0077b6',label = 'Partidos de local')\n", + "plt.bar(hor + 0.75,victorias_visitante,width = 0.25,color = '#fb8500',label = 'Partidos de visitante')\n", + "\n", + "plt.ylabel('Numero de victorias')\n", + "plt.xticks(color = 'w')\n", + "plt.title('Comparación de victorias como local y como visitante desde 1940')\n", + "plt.legend()" + ] } ], "metadata": { From 052e78ea79af139721db43a96db359f40f641f8d Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Diego=20Crist=C3=B3bal=20Herreros?= Date: Sat, 28 Jan 2023 15:56:12 +0100 Subject: [PATCH 2/4] Feat: add more plots to see player stats --- entrega.ipynb | 390 +++++++++++++++++++++++++++++++++++++++----------- 1 file changed, 306 insertions(+), 84 deletions(-) diff --git a/entrega.ipynb b/entrega.ipynb index d559a44..2dc06e1 100644 --- a/entrega.ipynb +++ b/entrega.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 116, "metadata": {}, "outputs": [], "source": [ @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 117, "metadata": {}, "outputs": [ { @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 118, "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 119, "metadata": {}, "outputs": [ { @@ -948,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 120, "metadata": {}, "outputs": [ { @@ -1064,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 121, "metadata": {}, "outputs": [ { @@ -1261,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 122, "metadata": {}, "outputs": [ { @@ -1685,7 +1685,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 123, "metadata": {}, "outputs": [ { @@ -2104,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 124, "metadata": {}, "outputs": [ { @@ -2179,7 +2179,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -2473,7 +2473,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 126, "metadata": { "scrolled": true }, @@ -2659,7 +2659,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 127, "metadata": {}, "outputs": [ { @@ -2668,7 +2668,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 127, "metadata": {}, "output_type": "execute_result" }, @@ -2689,7 +2689,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 128, "metadata": {}, "outputs": [], "source": [ @@ -2698,7 +2698,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 129, "metadata": { "scrolled": true }, @@ -2730,7 +2730,7 @@ "dtype: int64" ] }, - "execution_count": 16, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -2748,7 +2748,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 130, "metadata": { "scrolled": false }, @@ -2794,7 +2794,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ @@ -2817,7 +2817,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 132, "metadata": { "scrolled": true }, @@ -3444,7 +3444,7 @@ "[20 rows x 21 columns]" ] }, - "execution_count": 19, + "execution_count": 132, "metadata": {}, "output_type": "execute_result" } @@ -3462,7 +3462,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 133, "metadata": {}, "outputs": [], "source": [ @@ -3476,7 +3476,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 134, "metadata": { "scrolled": true }, @@ -3683,7 +3683,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 21, + "execution_count": 134, "metadata": {}, "output_type": "execute_result" } @@ -3701,7 +3701,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 135, "metadata": {}, "outputs": [ { @@ -3731,7 +3731,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 136, "metadata": { "scrolled": true }, @@ -3929,7 +3929,7 @@ "4 47.0 0 " ] }, - "execution_count": 23, + "execution_count": 136, "metadata": {}, "output_type": "execute_result" } @@ -3948,7 +3948,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 137, "metadata": {}, "outputs": [], "source": [ @@ -3964,7 +3964,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 138, "metadata": {}, "outputs": [ { @@ -3973,7 +3973,7 @@ "(542, 20)" ] }, - "execution_count": 25, + "execution_count": 138, "metadata": {}, "output_type": "execute_result" } @@ -3991,7 +3991,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 139, "metadata": { "scrolled": false }, @@ -4018,7 +4018,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 140, "metadata": {}, "outputs": [], "source": [ @@ -4035,7 +4035,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 141, "metadata": {}, "outputs": [], "source": [ @@ -4052,7 +4052,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 142, "metadata": { "scrolled": true }, @@ -4208,7 +4208,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 143, "metadata": {}, "outputs": [], "source": [ @@ -4227,7 +4227,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 144, "metadata": {}, "outputs": [], "source": [ @@ -4242,7 +4242,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 145, "metadata": { "scrolled": true }, @@ -4373,7 +4373,7 @@ "234 0.592593 0.552632 " ] }, - "execution_count": 32, + "execution_count": 145, "metadata": {}, "output_type": "execute_result" } @@ -4391,7 +4391,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 146, "metadata": {}, "outputs": [], "source": [ @@ -4412,7 +4412,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 147, "metadata": {}, "outputs": [ { @@ -4459,7 +4459,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 148, "metadata": {}, "outputs": [ { @@ -4490,7 +4490,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 149, "metadata": {}, "outputs": [ { @@ -4499,7 +4499,7 @@ "0.7361963190184049" ] }, - "execution_count": 36, + "execution_count": 149, "metadata": {}, "output_type": "execute_result" } @@ -4519,7 +4519,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 150, "metadata": {}, "outputs": [ { @@ -4550,7 +4550,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 151, "metadata": { "scrolled": true }, @@ -4561,13 +4561,13 @@ "" ] }, - "execution_count": 38, + "execution_count": 151, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4590,7 +4590,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 152, "metadata": {}, "outputs": [ { @@ -4599,11 +4599,11 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.75 0.67 0.71 61\n", - " 1 0.81 0.86 0.84 102\n", + " 0 0.71 0.74 0.73 61\n", + " 1 0.84 0.82 0.83 102\n", "\n", " accuracy 0.79 163\n", - " macro avg 0.78 0.77 0.77 163\n", + " macro avg 0.78 0.78 0.78 163\n", "weighted avg 0.79 0.79 0.79 163\n", "\n" ] @@ -4622,7 +4622,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 153, "metadata": { "scrolled": true }, @@ -4657,7 +4657,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 154, "metadata": {}, "outputs": [ { @@ -4689,7 +4689,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 155, "metadata": { "scrolled": false }, @@ -4721,7 +4721,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 156, "metadata": { "scrolled": true }, @@ -4911,7 +4911,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 157, "metadata": {}, "outputs": [], "source": [ @@ -4927,7 +4927,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 158, "metadata": {}, "outputs": [ { @@ -4951,7 +4951,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 159, "metadata": {}, "outputs": [ { @@ -4983,7 +4983,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 160, "metadata": {}, "outputs": [], "source": [ @@ -4999,7 +4999,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 161, "metadata": {}, "outputs": [ { @@ -5023,22 +5023,22 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 49, + "execution_count": 162, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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cpIVvC+b1noe/q/9tr5OXo+PS+VRjIpNwLpXcbNPiXzt7LQHhngTlz2QKquuFo0s1+vGuyzMkMze6Zkfvhpw002NcfAwr/4b3yE9mmkgyU4VVo3/9QghbKan5pb6Y/RVFRm4G0dejDQlMSpRJEpOak1rs8+y19oR6hFLHsw5hnmHU8axj3PZ18S12SCgr/UbxryGZuRx1Hb3uluJfF3tDIpNfL+NfxxM7h2r0Qa3Lg4TDBe0MonZBznXTY5y9TWtm/JtKMlONSHIjhChT5q5AXFHo9Dq2XtzKytMrOZV0issZl0s8PsgtyCRxufFnkHsQ9trb/4hNS8rKL/41DDNdi0svdIybl6NxbZmg+t7UDHZDU12KfwH0uvxkJr+dQfQuyL4lsXT2gjrdChKagOaSzFRjktwIIcqUOSsQg+1XIc7IzeC/kf/lm+PfEH092uQxHyefggTGq+AuTKhHKC725seslCIpIcNY+Bt/JoXr1woX/3oHuBoLf4Pqe+Pp61x9in8hP5k5UrBoXtRfkJ1ieoyTF9S5K39qdvf8ZKaaTF0XtyXJjRCi3BS3AjHYbhXiS+mX+P7k9/x0+ifjMJOHowf/avgvetfuTZhnGF5OXqU6t06nJzH6ppV/I1PISitc/Osb6pHfxsCLoHreuHo63vHrqlT0erh09KZhpp2QdWsy41mQzIR1g8CWksyIYklyI0Q1U1L9S1m4uabGmisQp+emcyTxCKeunSq20eTtRCZHsvb8WvJUHgChHqE83vRxHqz3IK4OpYszNTGTU3sSiDuTTML5VPJuLf510BIYXtApO6CuJ47O1exHsV4Pl48VDDNF7YSsZNNjHD2gTpeC2UyBLcGumr1PotTkX4oQ1Uhlq3+5QSlFVGoUh64cMn6dTT6LXumtcv52Ae0Y2XQkPWv1xK6UdwMSzqVwcEMM5w5cNumW7eRqb7JYnl9tD+zsq1ktiF4PV07kd83OT2Yyb2nw6ugOtbsUFAAHtZJkRpSa/MsRohoxt/6lLFhSU5ORm8GRxCPGRObwlcMkZycXOi7YLZjmvs1xd3QvVUyu9q7cX/d+mvk2K9Xz9To95w4mcmhjNAnnCgpcQ5v4ULe1H0H1vakRVM2KfyE/mTmZXzOzDS7shMxrpsc4uEHtzvnNJm8kM9Wkd5Uoc5LcCFFNlVT/Ym1KKaJzL3M66XSRj+uUjrPJZzl02ZDMnEk+U+iujKPWkWa+zWjl18r45efqVx7hF5KTmceJv+I5tCmG61cNBcFaew2NOgbSqm8oNUNKl2xVWkrdlMzk181kXDU9xsHVkMyEdYOwHhDcWpIZUWYkuRGimirPDtxfHfmKT/Z/YtFzgtyCTBKZxjUa42DjD8Pr17I4vCmG4zvijF20nd0daN4jhOY9Q6rPKsBKQeLpghWAL+yAjETTY+xdoHangnYGwW3AvpoVSgubkeRGCFHmIpMjAcMwUHFTp2t51DJJZgLcAsozxBJdOp/KoY3RnN1/BaU3FNT4BLrSqm8ojToFYu9YxWftKAWJZwruylzYAem3rP9j7wyh+clMeHcIbivJjLAZSW6EoPxnEJUVfU4eTnmGZf/1GRno80z/i9t6NeAXWr/AqGajbBqDufR6xYVDiRzcGE382YJpybUa+9Cqbyh1mtWsurU0SsHVyIKu2Rd2QNol02PsnSG0Y8FsppB2YF9N7lyJCk+SG1HtVdYZRMX5Lf/PmD9eL/G4gb8NJMexfGbtJN86zbcCy8nK4+SueA5tjDF219baaWjYIYBW/ULxreVh4wjLgFJw7VxB1+wLOyAtwfQYO6fCyYyDs23iFeI2JLkR1Z4tZxDZyslaEJ1zCXLL985DuFd4uV7PEmlJWRzefJFj2+PIyTSse+PkZk/zHiG06FWratXTKAVJ5wsSmQs74Hqc6TF2jlCrY8EKwCHtJZkRlYYkN0LcxNoziJRSZObqbn+glWTm6um7dAKO3nsZWG8QDzccXORxDZ2dWFHOqwF7OXpRy6NWuV7THJejUjm4IYbIfZfR59fTePm70LpvKI06B+HgVAXqaZSCpAums5lSY02P0TpArQ75U7O7GbYdbNcOQ4g7IcmNEDex5gwipRSPLNzFvqik2x9sRU6BdihHDTW8g2lWq125XruyUHrF+cOJHNoYQ9yZZOP+kIbetOpXm7DmVaCexpjM5K8CnHrR9HGtA9RqX7BoXq0O4Fg+s+eEKGuS3AhRRjJzdeWe2NzMwa6arYJrhtxsnbGeJuWKobhaq9VQv4M/rfvWxq92Ja6nSY4uSGQu7IAU0+afaO0NQ0s3ejOFdpJkRlRZktwIUQ7+eaMfruU0Xfj9vXv59eyecrlWZZGenM3hLRc5ti2W7Iz8ehpXe5p1N9TTuPtUwnqa5JiCOzMXthmSm5tp7Q3TsW8MM4V2Akc328QqRDmT5EaIcuDqaIero/X+u0WnRnM+5XyRj13OTChyf3V0JeY6hzbEcOafS+h1hnoaTz8XWvUJpXGXwMrVsDIlNr9eJv/OTNIF08c1dhDS9qY7M53BqZqtlCxEvkr0P1uI6k0pxZ6EPSw/tpztsdtve7ydpgoUwpaC0iuijl7l4MZoYk8lG/cH1feidb/ahLX0RVsZ6mlS4/KHmfLXmkm6JZnV2BlaGNxYAbh2J3CqxMNqQliRJDdCVHC5ulzWXFjD8mPLOZV0CgANGhrVaIS9puj/wh6OHtwTdk95hmlzuTk6Tu1O4NDGGJIvZQCg0Wqo386fVn1DCQjztHGEt5Eabzqb6Vqk6eMaLQS1zp+a3cMwzORcwV+TEDYiyY0Qd6Ckqd4ZOXc2BTw5K5mfTv/E9ye/50rmFQBc7F14sN6DjGg6gjqede7o/FVFeko2R7fGcnRrLFnpuQA4utjTrFswLXrXwqNGBV2b5XqCaTJz9azp4xqtoVP2jdlMtbtIMiOEmSS5EaKUlFI8XEZTvU8nnebx1Y+TkWe4A+Hv4s9jTR7jkYaP4OXkZfXrVUaJF9M4tDGa03svoc/Lr6fxdaZln1Ca3BVU8epprl+CqJumZl89c8sBGghqedMwU2dw8bZFpEJUeqX63x8dHU1UVBQZGRn4+fnRrFkznJwq4WwDIe6AuVO929fxwcXBsvqXY4nHyMjLwM/FjwntJnBv2L0274hdESi9Ivr4NQ5uiObiyYL3PrCuF637hRLe2q/i1NOkXTFtNJl46pYDNBDYoqCdQZ27JJkRwkrMTm4uXLjAggULWLFiBRcvXkQpZXzM0dGR7t2788wzz/DQQw+h1cr6GqJiKakx5u2aSRY39HTzsFNJU71dHOzQlHI14CY1mzCw3sBSPbcqycvRcWqPoZ4mKSG/nkYD9doa6mkC61aAu1npiabDTFdOFj4moEXB1OzaXcC1RvnHKUQ1YFZy8+KLL7Js2TIiIiJ477336NixI8HBwbi4uHDt2jWOHj3K9u3bmTZtGm+//TZLliyhQ4cOZR27EGa5k8aY5g49WXuqtzDISM3hyNaLhnqaNEM9jYOzHU27BdOyVy08fW3YHiD9asEw04UdcPl44WMCmhfUzNS5S5IZIcqJWT+N3dzcOHfuHDVr1iz0mL+/P3369KFPnz5Mnz6dtWvXEhMTI8mNqDDMbYzp0rYtmlv6Spkz9FSaYSdRsquxaRzaGMOpvxOM9TQeNZxp2acWTbsG4+hig0Qy4xpE7SxYAfjyscLH+DcrWGemTldwK/wzUwhR9sz6CTFr1iyzT3jvvfeWOhghylpJjTE1Li4lDh8VN/R0J8NOooBSipgT1zi0IYbo49eM+wPCPWndrzZ1W/uiLc+WEhnXIOqvgqGmS0cLH+PXpKBrdp2u4OZbfvEJIYol99FFlVFcbYw+J8+4nWXngNbesegT3KauxtpDT2eSzrD/0n4UqtBjh64cstp1Krq8XB2n/77EoY0xXItLBwz1NHVb+9GqX22C6pVTPU1mEkTtKlgFOOEo3Pp349f4pjsz3cDdr3xiE0JYxGo/qU+cOMGAAQM4d+6ctU4phNlKqo1xysvmt/ztdu9tINvedjP7lFLsjNvJ8mPL2RW/67bHO2qLScSqgMzrORzdFsuRLRfJvJ5fT+NkR5OuQbTsHYqXXxnX02QmQ/SuglWAE45QKJnxbVgwmymsG7j7l21MQgirsFpyk5OTQ1RUlLVOJ4RFyroD953W1WTrsvkj8g++Pv41kSmGlWe1Gi2dgzrj5lB0M0MHrQOPN3281NesqK7FpxvqafYkoMvVA+Du40TL3qE07RaEk2sZTXnPSrnpzswOSDgMSm96TM0GNw0zdQOPgLKJRQhRpsxObiZOnFji41euXLnjYISwhltrY/QZGcT88ToA+97oh9bV1eJzlrau5mrmVX489SMrTq3gWpahjsTNwY0hDYYwvMlwQtxDLD5nZaSU4uKpJA6ujyH62FXjfv86HoZ6mrZ+2Fm7niYrFaJ3FwwzxR8qIpmpf9Nspq7gGWTdGIQQNmF2cvPJJ5/QunVrPD2LXv47LS3NakEJcSdurY3R59nf9Jg92nKYsh2ZHMnXx7/mf5H/I0efA0CQWxDDmwxnSIMheDhWjwaHulw9Z/65xMENMVyNzf8ZoYG6rfxo1S+UoHpe1ivGzr5+UzKzA+IOgrqljqpG3fxkpgeEdQXPYOtcWwhRoZj9U75+/fpMmDCBESNGFPn4wYMHadeundUCE6KyUUqxK34Xy48vZ2fsTuP+Fr4tGNlsJP1q98NeWz1q+LPSco31NBmphuTO3lFLk7uCadmnFt7+lt89KyQ7DWJ2F0zNjjtQOJnxCS+4MxPWDbyqx50yIao7s3/Stm/fnn379hWb3Gg0GpNVi4Uod0rhpMtBn5FhcrfmdisQ36kcXQ6rzq3i6xNfcybJ0C9Ig4a+tfsyqtkoWvm1qjZTxZMS0jm06SKndsWTl19P4+blSMs+oTTtFoyz2x3U0+Sk59+ZyZ+aHXcA9Hmmx3jXyV8BOH+YyTv0Dl6NEKKy0igzM5KEhASys7OpU6dydyJOTU3Fy8uLlJSUYofYROWTnp3Lmt4P0OzahRKPa7R/X6Gam4T0BKZun0pydnKprp2YmWh8rou9i6GepvFwQj2rxwerUorY08kc2hDNhSMF9TS+oe607leb+u38sbMvRT1NTgbE7CkYZordV0QyU7ug0WRYV8P3QogqyZLPb7Pv3AQGBt5xYEKUFZWZedvEpqgViAHm/DOHfy79c0fXD3ANYHiT4TzU8CE8HatH0qzL03P2n0sc3BhDYkxBPU1YC19a9wsluIG3ZXescjLg4t8FXbNj94E+1/QYr1DTqdk+lfuXLSFE2ageBQCiWqm1eQtuXoULdotagfjg5YOsvbAWDRre7/4+NV0sXy7f0c6R5r7NcdBWj67dWem5HNsey+HNF8lIya+ncdDS+K4gWvUJxTvAzHqa3EyI+bugN1PsP6DLMT3GM8SQzNxoNuldx7DCnxBClECSG1HlaFxczJrurZRi9j+zARhUfxD31b2vrEOr1JIvZXB4UwwndsWTl2Oop3H1dKRF71o07x6Cs/ttkrvcLLi4t2CY6eLewsmMR3BBIhPWHXzCJJkRQlhMkhtRbf0Z9SeHrxzGxd6FsW3G2jqcCkkpRfzZZA5uiOH84UTjAr41a7nTul8oDdoFYOdQTD1NXnZ+MpM/zHRxL+iyTY/xCDIdZqpRV5IZIcQdk+RGVEvZumzm7ZsHwJPNn8TfVZbVv5lOpydy32UObojhSvR14/46LWrSum8oIY18CtfT5GUb6mTO5y+ad3Ev5GWZHuMeUJDMhPeQZEYIUSZsntx8+umnzJ49m4SEBFq1asV//vMfOnbsWOzx8+bNY8GCBURHR+Pr68vDDz/MrFmzcHZ2Lseoha3o9XoyUgsvGJmRmm7Reb498S2xabH4u/ozqukoa4VX6WWl53J8RxyHN18kPdlwl8XOQUvjzoG06huKT+BNrSLycgzJzIUdcGGboX7m1mTGzd90mKlmfUlmhBBlrlTJzbZt23B1daV9+/bGff/88w8ZGRn06NHD7PP88MMPTJw4kYULF9KpUyfmzZtHREQEp06dwt+/8G/S3333HVOmTGHx4sXcddddnD59mieeeAKNRsPHH39cmpciKhG9Xs+6vg9SJ/7sHZ3nWtY1vjz8JQAvtnkRVwcrLChXyV2Jvs7RrRc5/fcl4/o0Lp6OtOwVQrMeIbi4OxqSmZtXAI7eA3m3rCHk5nfTonndwbeBJDNCiHJn9jo3N9NqtTRu3Jjjx48b9zVp0oTTp0+j0+lKeKapTp060aFDB+bPnw8YPrxCQ0MZN24cU6ZMKXT82LFjOXHiBBs3bjTue/nll9mzZw87duwo8hrZ2dlkZxeM86emphIaGirr3FRCacmpxHTuVOIxUUH1uWfjf9Fqi19X5b3d7/HDqR9oUqMJK+5fgVZj5Z5GlYQuV0/kgcsc2XKRhHOpxv01Q9xo1TeUBm1rYn/lkCGZOb/dsOZMbobpSVx9C+plwnsYumhLMiOEKANlss7Nzc6fP4+Dg+nMiI0bN5Kbm1vMMwrLyclh3759TJ061bhPq9XSr18/du3aVeRz7rrrLr755hv+/vtvOnbsyLlz51i9ejWPP1585+RZs2bx9ttvmx2XKHtKKVQxqwYrpcjMLTpBvnnoqea6Tbh6Fu6m3cjTvcTE5lzyOVaeXgnAKx1eqZaJzfVrWRzbFsvxnXFkXjf8n9VqNdRtU5MWTdMJ0u1EE7kDNu+G3FuG+1xqFCQyYd3Ar7EkM0KICqdUyU1RqxQHB1vWgC4xMRGdTkdAQIDJ/oCAAE6ePFnkc4YNG0ZiYiLdunVDKUVeXh7PPfccr732WrHXmTp1qklH8xt3boRtKKWIGjaczAMH7ug8rp5uuHtbfudtzr456JSO3qG96RDY4Y5iqEyUUlw8mcSRLRe5cDiRG/dr3Tw0NAuPp6nzGtwSNsH6W+qZXGoYVv69Mczk1xhKSB6FEKIisHlBsSW2bNnCzJkz+eyzz+jUqRNnz55l/PjxvPvuu7z55ptFPsfJyQknJ6dyjlQUR2Vm3nFiExVUn0ae7hY/b1fcLrZd3Ia9xp6J7Sbe/glVQHZmHid3xXN0ayzJlwqGlEK8Ymnu8Avhdluxu3zTnTIXH0NPphszmvybSjIjhKh0zEpufHyKmPZZjGvXrpl1nK+vL3Z2dly6dMlk/6VLl4pt9fDmm2/y+OOPM3r0aABatGhBeno6zzzzDK+//nqJwxGi4mmwcwfam9ohZOTk0e69DQDsmNwHl2LWT7nd0FNRdHodH/3zEQCPNn6UMK+w0gVdSVyNTePI5hhO7YknL3+02EGTSSOXLTR3WUNNhxjDTmcvqHOjZqY7+DeTZEYIUemZldzMmzfP6hd2dHSkXbt2bNy4kUGDBgGGguKNGzcydmzRC6plZGQU+lCzs7MDkI7klZD2lpWEtfZ5ZNsb7rK5ebnj6mi9G4s/n/mZ00mn8XD04LmWz1ntvBWJLk/PuYNXOLL+LPFRBUX0PnYxtHBdQyOXLTi6OOYPMz1vSGgCmoPWzoZRCyGE9Zn16TFqVNmsAzJx4kRGjRpF+/bt6dixI/PmzSM9PZ0nn3wSgJEjRxISEsKsWbMAGDhwIB9//DFt2rQxDku9+eabDBw40JjkCHGrladXMmPPDACebfks3s7etg3IytKSsjm2I5bj2+PISDW0M9Cgo67THpp7byWkYQ004d0hbAoEtpBkRghR5ZXqV+PIyEiWLFlCZGQkn3zyCf7+/qxZs4batWvTrFkzs8/z6KOPcuXKFaZNm0ZCQgKtW7dm7dq1xiLj6Ohokzs1b7zxBhqNhjfeeIPY2Fj8/PwYOHAgM2bMKM3LEFWcUooFhxaw4NACwNA/aniT4TaOyjqUUsSdTubI1oucO5iI0hvuXLo659LU7hea1fwH95FfQPBUSWaEENWOxevcbN26lf79+9O1a1e2bdvGiRMnqFu3Lu+//z7//PMPK1euLKtYrcKSefKidEqazq3PyDCuVRO6e4/JsFRGjo72+TU3x9+JuKNhqTx9Hu/ufpdfzvwCGO7YjGk9xuzasYoqJyuPU7sTOLI1lqT4gmnaQfW9aNHBmbrb7sFOlwaDFkLrx2wYqRBCWFeZrnMzZcoU3nvvPSZOnIiHh4dxf58+fYyL8YnqSynFwwt3sS8qqcjHnfKy+S1/u917G4w1NtaUkZvBpK2T2B67Ha1Gy+udXudfjf5l9euUp2tx6RzdepGTexLIzTIkjvZOdjTqGEDznrXwDXGD74eCLs1QINxqqI0jFkII27E4uTly5Ajfffddof3+/v4kJiZaJShReWXm6opNbMzVvo4PLg6lG0q5lnWNMRvGcPTqUZzsnPiwx4f0qd3njuKxFZ1Oz/mDiRzdepHY08nG/d4BrjTvGULjLkE4ueT/Fz7xB5xeC1oHuP9jWVhPCFGtWZzceHt7Ex8fT3h4uMn+AwcOEBISYrXARMVW3NBTRo4OlMJJl1PkdG6VmcnFPwzb+97oZzIsdYOLg12xw0dZeVnk6HOKfOxKxhVe3PQi0dej8Xby5j99/kNr/9aWvbAKID0lm+M74ji2LZb0lPwCYQ2EtfSlRa9a1Gp8y9IM2Wmw5lXDdtfx4NfIBlELIUTFYXFyM3ToUCZPnsxPP/2ERqNBr9ezc+dOJk2axMiRI8siRlHBlDj0pBQfbf+UZtcukPhHyedxdbRHa0FdzbaL23hp80vk6ktu8xHiHsKCfgsI9wov8biKRClF/NkUQ4Hw/ivo8wuEXTwcaNo1mGY9QvCo4Vz0k7fMgtRY8AmDHpPKL2ghhKigLE5uZs6cyZgxYwgNDUWn09G0aVN0Oh3Dhg3jjTfeKIsYRQVT0tCTky6HZtcu3PYcLm3borlpAT9zHLx88LaJTVv/tnzU8yP8XP0sOret5GTlcfrvSxzdGsvV2ILWB4F1vWjeM4T6bf2xK2YxQwASjsBuw2ww7psDDpa9p0IIURVZnNw4Ojry5Zdf8uabb3L06FHS0tJo06YNDRo0KIv4RBkqaVZTSTJyCp7zzxv9cHUsqI/RZ2QQ88frQOEViG+mcXEp9cyloY2G8mqHV4t8zMHOocj9FU1SQjpHt8Zyclc8OTcKhB20NOgYQIuetfCr7XGbMwB6PfwxAZQOmg6CBv3KNmghhKgkSj3Xtnbt2sYGlJV9em11dLtZTeZydbQzmbKtzyvYvnUF4juRkZtB9PVoAOy0dpUmibmZXqfnwpGrHNlykYsnC953Lz8XY4Gws5sFr2v/Mri4Fxw94N5ZZRCxEEJUTqVKbhYtWsTcuXM5c+YMAA0aNOCll14y9nwSFZ+tZzWZ63LGZVacXMGPp38kJTsFgBrONcr0mtaWkZrD8Z2GAuG0pPy2CBoIa+FLi54hhDapgUZr4S8IaVdgw3TDdp83wDPYukELIUQlZnFyM23aND7++GPGjRtHly5dANi1axcTJkwgOjqad955x+pBirJ169CSuUqa1XSnTl47ydfHv2b1+dXk6fMAqOVeixFNR1SKNWuUUlw6n8qRLRc5u/8y+jxDgbCzmwNNuwXRrHsInr53UB+z7g3ISoGgVtBBfqkQQoibWZzcLFiwgC+//JLHHitY/fSBBx6gZcuWjBs3TpKbSujWoSVzKKVQmZncury1PjOz1HHolZ4dsTtYfmw5exL2GPe39W/LyKYj6RXaC7sK3kogN0fHmb8vcWTrRRJjCgqE/cM8adErhPrt/LG/07td57fB4RWABu6fC3bWazAqhBBVgcU/FXNzc2nfvn2h/e3atSMvL88qQYmKTSlF1LDhZB44YJXzZeZl8r/I//H18a+5kHoBADuNHffUuYfHmz5OC78WVrlOWUq+nGEsEM7OMPw/sLPX0qCDPy161cK/jpVafeRlwx8TDdsdRkNIO+ucVwghqhCLk5vHH3+cBQsW8PHHH5vs/+KLLxg+vGo0JRQlU5mZt01szJnqnZiZyPcnv+fHUz+SnJ0MgLuDOw83fJhhjYcR5B5krZDLhF6viDp6laNbLhJ9/Jpxv6evM816hND0rmCc3a1c+Lzz33D1DLgHQN83rXtuIYSoIsxKbiZOnGjc1mg0fPXVV6xbt47OnTsDsGfPHqKjo2URvwqoxJWEraC46d4lTfU+k3SG5ceXs+rcKuO6NSHuIQxvMpwhDYbg5uBmldjKSmZaDid2xnN0WyzXr2YZdmqgdtOatOgVQu1mNdFaWiBsjquRsG22YTtiJjh7Wf8aQghRBZiV3By45bf0du0Mt8IjIyMB8PX1xdfXl2PHjlk5PHEnrDXduySWTvc+k3SGR/73CDplSK5a+bViZNOR9KndB3ttxa4duXQ+lSNbL3L2n8vo8vQAOLna06RrMM17BOPlZ51p70VSClZPAl021O0NzR8qu2sJIUQlZ9anyebNm8s6DlEGzJnuXR7TuW8WmxaLTunwd/VnTs85Fb73U16OjjP/XObo1otcjrpu3O9X24MWvUJo0D4A+1LMNLPYsV8hchPYOcGAOdIYUwghSlCxf1UWt1XSKsMlrSR8Q1lO5y5JgGtAhU5sUhMzObo1luN/xZGdbigQ1tpraNAugOa9QggI8yy/9y0rBdZONWx3fxlq1iuf6wohRCVVquTmn3/+4ccffyQ6OpqcHNMOzb/88otVAhO3Z8mwU2mme1tbem46e+L33P5AG1F6RfTxaxzZepGoo1e5Mc/dvYYTzXuE0LRrMC4ejuUf2KYZkJYANetDt5fK//pCCFHJWPxpt2LFCkaOHElERATr1q3jnnvu4fTp01y6dInBgweXRYyiGOauMlzeQ0+3ik+L57uT37Hy9ErScg1rv9TyqGWzeG6VlZ7Lib8MBcKpVwrW6QltWoMWPUOo08K3bAqEzRG7H/Z+adgeMAfsnWwThxBCVCKl6go+d+5cxowZg4eHB5988gnh4eE8++yzBAVV7Km7VVlJqwzbaujpWOIxlh1fxroL64wFxGGeYTze9HEeqPdAucdzq8tRqRzZGsuZvZfQ5RoKhB1d7GnSJYjmPUPwDijDAmFz6HX5jTH10OIRqNvLtvEIIUQlYXFyExkZyYABAwBDh/D09HQ0Gg0TJkygT58+vP3221YPUtxeRRh2uuHUtVPM3DOT/Zf3G/d1DOzIyKYj6V6rO1qN1max5eXqiNx3mSNbY7l0PtW4v2Ytd1r0DKFhx0AcnCrIKsh7F0H8QXDygntm2DoaIYSoNCz+NPTx8eH6dcOskZCQEI4ePUqLFi1ITk4mIyPD6gGKyueLw1+w//J+7DX29A/vz+NNH6dJzSY2jSn1aibHtsVxfGccWWmGtXW0dhrqtfWnRc8QAut5Vazu9qnxsDG/lUm/aeARYNt4hBCiErE4uenRowfr16+nRYsWPPLII4wfP55Nmzaxfv16+vbtWxYxikomR28oMp/ScQqPNn7UZnEovSLm5DWObIkl6kgi6kaBsI8TzboH07RbCK6eNigQNsefr0HOdUN7hXZP2joaIYSoVCxObubPn09WlmFV1tdffx0HBwf++usvHnroId544w2rByjKfpXhsmKrRfmyM3I5uSuBI1svknK5oEC4VmMfWvSsRVjLmmjtbDc0dltnN8CxX0CjNTTGrODNQoUQoqKx+NOnRo0axm2tVsuUKVOsGpAwVR6rDFtTQnoCp6+dBij32prEi9c5siWW038nkJeTXyDsbEejLkG06BmCT2DFbusAQG4mrJpk2O70HAS1sm08QghRCZmV3KSmpt7+oHyenlbqfiyAirnKcHFOJ53m+Q3PcznjMv4u/vSo1aPMr6nL0xN54DJHt8QSH5li3F8j2I0WvWrRsGMAjs4Vo9DaLNs/hqTz4BEMvV+zdTRCCFEpmfVT39vb+7bFlkopNBoNOl3FHiqpzMp7lWGlFCozs9B+fRH7/o7/m/Gbx5OWm0Y9r3os6LeAmi41rR7TDWlJWRzbHsexHXFkphpqfLRaDXXb+NGiVwhB9W//b7bCuXIadsw1bPd/H5w8bBuPEEJUUtJbqhIpz+neSimihg0n85amqUVZe34tr+14jVx9Lm392/LvPv/Gy8n6HauVUlw8lcTRrbGcP5SI0hsqhF29HGnWPYRm3YJx866ki9wpBasmgj4XGtwDTWy/DpAQQlRWZn1S9uzZs6zjEBWMysy8bWLj0rYt35z7idn7PgLg7jp3M6v7LJzsrJtg5GTmcXJ3PEe3xpKUULDcQHADb1r0qkV4a1/sKnKBsDkO/wgXtoO9M9w3WxpjCiHEHahExQjCVhrs3IHWxcVkn17pmXvsM5bnJzaPNX6MyR0mY2fFmT1XY9M4sjWWU3sSyMs2DHc6ONnRqHMgzXuEUDPE3WrXsqnMJMPUb4Cer4JPmE3DEUKIyk6SG3FbWhcXtK6mrQje/ms6v5wxNEmd0G4CTzZ70io1LjqdnnMHrnB0ayxxZ5KN+30CXWnRqxaNOgXi6FLF/tlueBsyEsG3EXQZZ+tohBCi0qtinxKiPKTmpBoTm5ndZjKw3sA7Pmd6cjbHtsdybEccGSmGAmGNVkPdVr407xlCSCOfylcgbI6Yv2HfEsP2/XPBvoIuKiiEEJWIJDfCYnn6POP2nSQ2SiniziRzZEss5w9eQZ9fIOzi6UizbsE06x6Mu4/zHcdbYenyDI0xAVoPh7Cuto1HCCGqiFIlN3l5eWzZsoXIyEiGDRuGh4cHcXFxeHp64u5eReogRLHUjT4GpZSTlcfpPQkc2RrLtbh04/6g+l606FmLum38sLOv5AXC5tizEC4dBRcfuPsdW0cjhBBVhsXJTVRUFPfeey/R0dFkZ2dz99134+HhwQcffEB2djYLFy4sizhFBZCRm8F/I//LN8e/AcBeY9k/n2vx6RzdGsvJ3fHkZhkKhO0dtTTsFEiLniH41qpG67qkXITNMw3bd78Dbr62jUcIIaoQi5Ob8ePH0759ew4dOkTNmgWLtA0ePJinn37aqsGJiuFyxmVWnPiNn07/RGqOYbVqT0dPnm/1/G2fq9fpOX84kSNbYok9VbDSsneAK817hNC4SyBOrg5lFnuFtWYy5KZDaGdoPcLW0QghRJVicXKzfft2/vrrLxwdTQsfw8LCiI2NtVpgouwVtwIxmK5CPOi3QaQ7GO601PaozeNNH+eBeg/g6uBa5HMB0lOyOb4jjmPb40hPzgYMS7eEtfSlRc9a1Grsg0ZbBQuEzXFqDZz8A7T2cP/HoK0GQ3BCCFGOLE5u9Hp9kS0WLl68iIdHNRpWqOQsWYE4T+XRLqA9I5uOpGetnsWuZaOUIj4yhaNbLhJ54Ap6XX6BsIcDTboG07xHCB41qnCBsDly0mH1q4btLmMgoJlt4xFCiCrI4uTmnnvuYd68eXzxxRcAaDQa0tLSmD59Ovfdd5/VAxRlw5wViAGiwlxZNmgZzfyaF3tMbraO038bCoSvXkwz7g+s60nznrWo39YfOwe5OwHA1g8hJRq8QqHnZFtHI4QQVZLFyc2cOXOIiIigadOmZGVlMWzYMM6cOYOvry/ff/99WcQoylhRKxAvObqUBYc+Y0DTAdxbTGKTfCmDI1svcnJXAjmZhunh9g5aGnQMoEXPWvjVljt5Ji4dh13zDdv3zQZHN9vGI4QQVZTFyU2tWrU4dOgQK1as4PDhw6SlpfHUU08xfPhwXG75gBSVQ1ErEOudHch21BTZ40ivV2xYcpwzey8Z93n6udCiZwiNuwTh7FYNC4RvR6/Pb4yZB43vh0b9bR2REEJUWRYnN1lZWTg7OzNihMzwqK5O7Y43JDYaCGtek+a9alG7SY3qWyBsjoPfQvQucHCDe9+3dTRCCFGlWVwI4e/vz6hRo1i/fj16vb4sYhIVWF6Ojr//dx6Au4bUZ8CYVtRpVlMSm5KkX4X10wzbvaeCd6ht4xFCiCrO4uRm2bJlZGRk8OCDDxISEsJLL73EP//8UxaxCStQSqHPyCj8VcwU8Ns5siWWtKRs3H2caNErxMrRVlEbpkHmNQhoDp2es3U0QghR5Vk8LDV48GAGDx7M9evXWblyJd9//z2dO3embt26jBgxgmnTppVFnKIULJnubY6s9Fz2rb0AQKcH6mLvUPSUcHGTqL/ggGFFZ+6fC3ZSjySEEGWt1PNzPTw8ePLJJ1m3bh2HDx/Gzc2Nt99+25qxiTtkznRvl7Zt0ZhZCH5gXRTZGXnUCHajYadAa4RYteXlwB8TDdvtnoDQjjYNRwghqotSdwXPysri999/57vvvmPt2rUEBATwyiuvWDM2YQZzVxkuaro3gMbFBU0RM6JulZaUxaFNFwHoMrgeWqmxub3dn8KVE+DqC32n2zoaIYSoNixObv7880++++47fvvtN+zt7Xn44YdZt24dPXr0KIv4RAksGXYqarp3cXJ1uRy8chAADYYk5u8/zqPL1RPcwJs6zWuW8GwBQFIUbPnAsB0xA1xr2DYeIYSoRkpVc3P//fezfPly7rvvPhwcpIbAVsxdZdiSoae0nDRe2vISe+L3YK+xp394f67FpXPyr3jAcNfGnDs91ZpSsPoVyMuEsO7Q8lFbRySEENWKxcnNpUuXpIdUeVMKJ12OYZZTXsFfmTnDTmD+0NPljMu8sOEFTiWdwsXehY97fUynoE6sXnAYpaBuGz8C63rd+eup6k7+AWf+BK0DDPi4yIUQhRBClB2zkpvU1FQ8PT0Bw1BIampqscfeOE5Yh1KKj7Z/SrNrF4j54/Vij7Nk2Kko51LO8fz654lLj6OGcw0+6/cZzWo2I/5sMucPJaLRQOcH65b6/NVG9nVYk98zqttL4NfQpuEIIUR1ZFZy4+PjQ3x8PP7+/nh7exd5F0AphUajKbJjuCg9lZlJs2sXSjzGkmGnohy8fJCxm8aSkp1CHc86LOi3gFCPUJRS7PotEoAmXYPxCZReSLe15X1IjQWfMOj+sq2jEUKIasms5GbTpk3UqGEoiNy8eXOZBiSKV2vzFty8Cg8JmjvsVJSN0RuZvG0y2bpsWvi2YH7f+dRwNvxdXzhylfizKdg7aOkwIPyOYq8W4g/D7gWG7fvmgIP0WhNCCFswK7np2bOncTs8PJzQ0NBCH6ZKKWJiYqwbnTChucOhp1v9L/J/vLHzDfRKT89aPfmwx4e4OhjOr9crdv1quGvTsm8o7j5OVrtulaTXwx8TQOmg2WBo0M/WEQkhRLVl8SJ+4eHhXLlypdD+a9euER4uv91XJl8d+Qq90jOo/iDm9Z5nTGzA0BwzKT4dJzd72t5T24ZRVhL7l0LsP+DoARGzbB2NEEJUaxYnNzdqa26VlpaGs7OzVYIS5SNblw3AIw0fwV5bcBPv5uaY7fuH4eQq0/1LlHYZNrxl2O77JngG2TQcIYSo7syeCj5xomEZeY1Gw5tvvonrTcMjOp2OPXv20Lp1a6sHKKxLKUVqTioJ6QnG5OZWh7dcNDTHrOFE857SHPO21r0BWSkQ1Bo6jLZ1NEIIUe2ZndwcyF8sTinFkSNHcHR0ND7m6OhIq1atmDRpksUBfPrpp8yePZuEhARatWrFf/7zHzp2LL4HT3JyMq+//jq//PIL165do06dOsybN4/77rvP4mtXNUoprudeJyE9gYT0BC5lXDL8mX6JhAzDn5cyLpGZZ9quwU5b0AAzKz2X/WujAGmOaZZzW+HwD4DG0BhTK++XEELYmtnJzY1ZUk8++SSffPKJVdaz+eGHH5g4cSILFy6kU6dOzJs3j4iICE6dOoW/v3+h43Nycrj77rvx9/dn5cqVhISEEBUVhbe39x3HUhmk5aYRn3TJNHG55c9bE5fieDt5E+gWSHPf5jTyaWTcv//Pm5pjdpTmmCXKy4ZV+Y0xO4yGkLa2jUcIIQRQihWKlyxZYrWLf/zxxzz99NM8+eSTACxcuJBVq1axePFipkyZUuj4xYsXc+3aNf766y9j24ewsLASr5GdnU12dsHwS0kLENpSRm4GsWmxhZKVK1djGZ9/zP2/3UO24+2nfHs7eRPgGkCgW2DBn24BBLoa/gxwDcDZvnB9VFpSFoc3S3NMs+38BK6eBfcAQ62NEEKICsGs5GbIkCEsXboUT09PhgwZUuKxv/zyi1kXzsnJYd++fUydOtW4T6vV0q9fP3bt2lXkc37//Xe6dOnCmDFj+O9//4ufnx/Dhg1j8uTJ2NkVPRwwa9Ys3n77bbNispWDlw8yet3oImtgnHKUyfdeTl6FE5eb/gxwC8DFvnTrq0hzTAtcjYRtHxm2I2aCs7SlEEKIisKs5MbLy8s4Q8rLyzo/xBMTE9HpdAQEBJjsDwgI4OTJk0U+59y5c2zatInhw4ezevVqzp49ywsvvEBubi7Tp08v8jlTp041FkOD4c5NaGioVV6DtRxNPEq2LhsnOyfqeNYxSVZqKi/AkJytHbIJ35qFh+usQZpjWkApWD0JdNlQtzc0f8jWEQkhhLiJWcnNzUNR1hyWspRer8ff358vvvgCOzs72rVrR2xsLLNnzy42uXFycsLJqXIsQNendh8+7PGhyb605FRi8pMbZ7uym2q/+7+R0hzTXMd+gchNYOcEA+ZIY0whhKhgLK65yczMRCllnAoeFRXFr7/+StOmTbnnnnvMPo+vry92dnZcunTJZP+lS5cIDCy6kDUoKAgHBweTIagmTZqQkJBATk6OyQwuYT5jc0ytRppj3k5WCqzNH0rt/jLUrGfbeIQQQhRi8SJ+Dz74IMuXLwcM07I7duzInDlzePDBB1mwYIHZ53F0dKRdu3Zs3LjRuE+v17Nx40a6dOlS5HO6du3K2bNn0ev1xn2nT58mKChIEptSUqqgzUKTrkHSHPN2Nr0HaZegZn1D128hhBAVjsXJzf79++nevTsAK1euJDAwkKioKJYvX86///1vi841ceJEvvzyS5YtW8aJEyd4/vnnSU9PN86eGjlypEnB8fPPP8+1a9cYP348p0+fZtWqVcycOZMxY8ZY+jJEvguHE4mPNDTH7CjNMUsWux/+/tKwPWAO2FeO4U4hhKhuLB6WysjIwMPD0Jl63bp1DBkyBK1WS+fOnYmKirLoXI8++ihXrlxh2rRpJCQk0Lp1a9auXWssMo6OjkarLci/QkND+fPPP5kwYQItW7YkJCSE8ePHM3nyZEtfhiC/OeZv5wBDc0w3b/mwLpZeB3+8BCho8S+o28vGAQkhhCiOxclN/fr1+e233xg8eLAx0QC4fPlyqRb2Gzt2LGPHji3ysS1bthTa16VLF3bv3m3xdURh0hzTAnu/gvhD4OQFETNsHY0QQogSWDwsNW3aNCZNmkRYWBgdO3Y01sesW7eONm3aWD1AUTakOaYFUuNh47uG7X7Twb1spuMLIYSwDovv3Dz88MN069aN+Ph4WrVqZdzft29fBg8ebNXgRNmR5pgW+HMq5FyHkPbQ7klbRyOEEOI2LE5uAAIDAwkMDOTiRcNS/bVq1Sqx2aWoWKQ5pgXObIBjv4JGm98Y0+KbnUIIIcqZxT+p9Xo977zzDl5eXtSpU4c6derg7e3Nu+++azJFW1RcN5pj1gyR5pglys2E1S8btjs9D0EtbRuPEEIIs1h85+b1119n0aJFvP/++3Tt2hWAHTt28NZbb5GVlcWMGVJsWRSlFCqz6I7d2qwcnHIUmsxc0pJNG3tmpKZbNY7r17I4vMlwx63zIGmOWaLtcyDpAngEQ++ptz1cCCFExWBxcrNs2TK++uorHnjgAeO+G9OyX3jhBUluiqCUImrYcDIPHCjy8TbA1wCsJYa1ZRrL3j/Oo8uT5pi3deU07Jhn2O7/ATh52DQcIYQQ5rN4WOratWs0bty40P7GjRtz7do1qwRV1ajMzGITG3NFBdXH1dP9js5xLS6dk7ukOeZtKQWrJoI+FxpEQJOBto5ICCGEBSy+c9OqVSvmz59faDXi+fPnm8yeEkWrtXkLGhcXk33fnVjBF0f/TW5qCzaMXICLQ+Gcs5Gnu8mChqUhzTHNdPgHuLAd7F3gvg+lMaYQQlQyFic3H374IQMGDGDDhg3GNW527dpFTEwMq1evtnqAVYFSyrjdfs5Osm9Ztt/B5zzOgRpyHexw83LH1bFUk9hKJM0xzZRxDf583bDd81XwCbNpOEIIISxn8a2Anj17cvr0aYYMGUJycjLJyckMGTKEU6dOGXtOCVOZuTqzjqvh5ohLGUzLluaYFtj4NmQkgl9j6FL0ytlCCCEqNotuEVy4cIH169eTk5PD0KFDad68eVnFVWXtmNwHNy/T2pkVp64yd/8fdKvvWyZ1MNIc00zRe2DfUsP2gI/BXjrNCyFEZWR2crN582buv/9+MvOnM9vb27N48WJGjBhRZsFVRS4O2kLDTo52+TfQyqC0Q6/TG5tjtpLmmMXT5cIfhj5ptB4BYV1tG48QQohSM3tY6s033+Tuu+8mNjaWq1ev8vTTT/Pqq6+WZWxVXmpOKkuOLmHJsSUAaDXWX/325O4EY3PMNhF1rH7+KmPPQrh8DFx84O53bB2NEEKIO2D2nZujR4/y119/ERQUBMDs2bP5/PPPuXr1KjVrynoploi5HsO3J77llzO/kJlnuBNW07kmD9Z70KrXKdQc08X6hcpVQnIMbJ5l2L77XXCTf89CCFGZmf1pl5qaiq+vr/F7V1dXXFxcSElJkeTGAm/+NZVNiTvQK0OrigY+DRjZdCT3hd+Ho511azwOb75IerI0x7yttVMgNx1qd4HWw20djRBCiDtk0a/yf/75J15eBeuj6PV6Nm7cyNGjR437bl65WBS2PXYrekcN3UK6MbLpSDoHdS6TIuKs9Fz2/ynNMW/r1Bo4+Qdo7Q1FxNIYUwghKj2LkptRo0YV2vfss88atzUaDTqdedOeq6uetXrzfOfx1PepX6bXkeaYZshJh9X5dWNdxkJAU9vGI4QQwirMTm6k47d1PFh3SJknNtIc00xbP4SUaPCqbViwTwghRJUg9+CrIGmOaYZLx2HXfMP2fbPBURY2FEKIqsKs5Gb37t1mnzAjI4Njx46VOiBxZ67GpUlzzNvR6/MbY+ZB4/uh0b22jkgIIYQVmZXcPP7440RERPDTTz+Rnp5e5DHHjx/ntddeo169euzbt8+qQQrz7f7tnDTHvJ2D30L0LnBwg/4f2DoaIYQQVmZWzc3x48dZsGABb7zxBsOGDaNhw4YEBwfj7OxMUlISJ0+eJC0tjcGDB7Nu3TpatGhR1nGLIsSdTebCYWmOWaL0q7D+TcN279fAq5Zt4xFCCGF1ZiU3Dg4OvPjii7z44ov8888/7Nixg6ioKDIzM2nVqhUTJkygd+/e1KhRo6zjFcVQSrFbmmPe3vppkJkEAS2g03O2jkYIIUQZsHjJ2vbt29O+ffuyiEXcAWmOaYYLO+HgN4AG7p8LdrJisxBCVEUyW6oKkOaYZsjLMRQRA7R7AkI72DQcIYQQZUeSmypAmmOaYdd8uHISXH2h33RbRyOEEKIMSXJTyUlzTDMkXTAs2AcQMdPQ+VsIIUSVJclNJSfNMW9DKVj9CuRlQlh3aPkvW0ckhBCijN1RcpOVlWWtOEQpSHNMM5z4H5xZB3aOhiJiWdRQCCGqPIuTG71ez7vvvktISAju7u6cO2coZH3zzTdZtGiR1QMUxdu/Vppjlij7OqyZbNjuOh58G9g2HiGEEOXC4uTmvffeY+nSpXz44Yc4Ojoa9zdv3pyvvvrKqsGJ4l2/lsXhzdIcs0SbZ8H1OPAJg+4v2zoaIYQQ5cTi5Gb58uV88cUXDB8+HDu7gmGQVq1acfLkSasGJ4onzTFvI/4Q7Flg2L5vDji42DYeIYQQ5cbi5CY2Npb69esX2q/X68nNzbVKUKJkJs0xh0hzzEL0OvhjAig9NBsMDfrZOiIhhBDlyOLkpmnTpmzfvr3Q/pUrV9KmTRurBCVKdqM5Zr02fgSGS3PMQvYthdh94OgBEbNsHY0QQohyZvGiKNOmTWPUqFHExsai1+v55ZdfOHXqFMuXL+ePP/4oixjFTW5ujtlJmmMWlnYZNrxt2O77JngG2TYeIYQQ5c7iOzcPPvgg//vf/9iwYQNubm5MmzaNEydO8L///Y+77767LGIU+ZRS7PpFmmOW6M/XITsFglpDh9G2jkYIIYQNlGo52+7du7N+/XprxyJu4/yhRBLOSXPMYp3bAkd+xNgYUyvr/gghRHVk8Z2bunXrcvXq1UL7k5OTqVtXhknKil6nZ/dvhrs20hyzCLlZ8Ed+Y8yOT0NIW9vGI4QQwmYsTm4uXLiATqcrtD87O5vY2FirBCUKO7k7gaSEDGmOWZydn8C1SHAPgD5v2DoaIYQQNmT2sNTvv/9u3P7zzz/x8iqYpaPT6di4cSNhYWFWDU4YSHPM27gaCdvnGLbvnQXOMoNMCCGqM7M/JQcNGgSARqNh1KhRJo85ODgQFhbGnDlzrBqcMLjRHNOjhjMtetaydTgVi1Kw6mXQZUO9PtBsiK0jEkIIYWNmJzd6vR6A8PBw9u7di6+vb5kFJQqYNscMx85BGrmbOPoznNsMdk5w30fSGFMIIYTls6XOnz9fFnGIYtzcHLOBNMc0lZkMf75m2O4xCWrWs2k4QgghKoZSFW+kp6ezdetWoqOjycnJMXnsxRdftEpgQppj3tam9yDtEtSsb+j6LYQQQlCK5ObAgQPcd999ZGRkkJ6eTo0aNUhMTMTV1RV/f/9qndwopVCZmYX3F7HPHH9Lc8zixe6Dvfld6Ad8DPYyNV4IIYSBxcnNhAkTGDhwIAsXLsTLy4vdu3fj4ODAiBEjGD+++v72rJQiathwMg8csMr5rsalcUqaYxZNlwf/ewlQ0PJRqNvT1hEJIYSoQCyuTj148CAvv/wyWq0WOzs7srOzCQ0N5cMPP+S1114rixgrBZWZedvE5mQtwNnRrPNJc8wS7P0KEg4bpnzf856toxFCCFHBWHznxsHBAa3WkBP5+/sTHR1NkyZN8PLyIiYmxuoBVka1Nm9B4+Ji/D4zV889Pwwhz/0yn5pxB0aaY5YgNc5QawPQ7y1w97dpOEIIISoei5ObNm3asHfvXho0aEDPnj2ZNm0aiYmJfP311zRv3rwsYqwUlFLG7fZzdpJ9Sw2Ia7gWOzMSm5ubYzaV5piFrZ0KOdehVgdo+4StoxFCCFEBWTwsNXPmTIKCggCYMWMGPj4+PP/881y5coXPP//c6gFWFpm5hVtSFMXRvuS3/ObmmB2kOaapM+vh+G+gsctvjClr/gghhCjM4js37du3N277+/uzdu1aqwZUFeyY3Ac3L3eTfY+t/pJzKZdKLAyW5pglyM00rEQM0Pl5CGxh23iEEEJUWFb71Xf//v3cf//91jpdpebioMXV0d7ky5y5TtIcswTbPoLkKPAMgV5TbB2NEEKICsyi5ObPP/9k0qRJvPbaa5w7dw6AkydPMmjQIDp06GBs0SBM7YrbxbkUw/tVw7lGkcfkSnPM4l05Zej6DdD/A3DysG08QgghKjSzP0EXLVrE008/TY0aNUhKSuKrr77i448/Zty4cTz66KMcPXqUJk2alGWsldKVjCtM2T4FheLhhg/TwKdBkccdkeaYRVMK/pgI+lxoeC80lruDQgghSmb2nZtPPvmEDz74gMTERH788UcSExP57LPPOHLkCAsXLpTEpgg6vY4p26dwLesaDX0aMrnD5CKPk+aYJTi0AqJ2gL0L9P9QGmMKIYS4LbM/RSMjI3nkkUcAGDJkCPb29syePZtateQuQ3E+P/w5fyf8jYu9Cx/1/Ahne+cijzuz95I0xyxKxjVY97phu9dk8JE6JCGEELdndnKTmZmJq6srABqNBicnJ+OU8Dv16aefEhYWhrOzM506deLvv/8263krVqxAo9EwaNAgq8RhTbvjd7Pw0EIApnWZRrhX8dO6U69mAVCrcQ1pjnmzDW9BxlXwawJdxto6GiGEEJWERVWrX331Fe7uhinOeXl5LF26FF9fX5NjLG2c+cMPPzBx4kQWLlxIp06dmDdvHhEREZw6dQp//+JXn71w4QKTJk2ie/fuFl2vPFzLusqUbYY6m4caPMT9dUuuE0lPMiQ3MvX7JtF7YP8yw/b9H4Odg23jEUIIUWlo1M1L65YgLCzsts0bNRqNcRaVuTp16kSHDh2YP38+AHq9ntDQUMaNG8eUKUVP+dXpdPTo0YP/+7//Y/v27SQnJ/Pbb7+Zdb3U1FS8vLxISUnB09PTolhLkpacSkznTgDM/aATu5L3Ud+7Pt8N+A4Xe5cSn/vLR/uIP5vCPaOb0aB9gNViqrR0ufB5T7h8DNqMgAc/tXVEQgghbMySz2+z79xcuHDhTuMqJCcnh3379jF16lTjPq1WS79+/di1a1exz3vnnXfw9/fnqaeeYvv27SVeIzs7m+zsbOP3qampdx74bey//A8urq7M6TXntokNQHqyIT65c5Nvz0JDYuNSA/q9Y+tohBBCVDI2nZaTmJiITqcjIMD0bkVAQAAJCQlFPmfHjh0sWrSIL7/80qxrzJo1Cy8vL+NXaGjoHcdtjjc7v0ldr9s3vVRKkZ6cA4C7JDeQHAObZxm273kX3GraNh4hhBCVTqWac3z9+nUef/xxvvzyy0K1PsWZOnUqKSkpxq+y6lyepcsybt8Xfj8D6w0073npuejyDIsfunlJcsPaKZCbDrXvglbDbB2NEEKISsimy+D6+vpiZ2fHpUuXTPZfunSJwMDCU6IjIyO5cOECAwcWJA43VkW2t7fn1KlT1KtXz+Q5Tk5OODmVfdJwLjmSG+vmjm8z0ezn3RiScvFwkPVtTq6Gk3+A1t5QRCyNMYUQQpSCTT89HB0dadeuHRs3bjTu0+v1bNy4kS5duhQ6vnHjxhw5coSDBw8avx544AF69+7NwYMHy23IqSiKgrpsJ7ui17MpSlqS1NsAkJMOa141bN81DvxlUUghhBClY/MGRhMnTmTUqFG0b9+ejh07Mm/ePNLT03nyyScBGDlyJCEhIcyaNQtnZ2eaN29u8nxvb2+AQvsrixt3bqp9vc3WDyAlBrxrQ49XbR2NEEKISqxUyU1kZCRLliwhMjKSTz75BH9/f9asWUPt2rVp1qyZRed69NFHuXLlCtOmTSMhIYHWrVuzdu1aY5FxdHQ02io8PCF3boBLx2BX/nTv+z4CR1fbxiOEEKJSszi52bp1K/3796dr165s27aNGTNm4O/vz6FDh1i0aBErV660OIixY8cydmzRK9Bu2bKlxOcuXbrU4utVJMY7Nz7VNLnR6/MbY+ZBk4HQMMLWEQkhhKjkLL4lMmXKFN577z3Wr1+Po6OjcX+fPn3YvXu3VYOrDqr9GjcHv4GY3eDoDvd+YOtohBBCVAEWJzdHjhxh8ODBhfb7+/uTmJholaCqk7TqnNykJ8L6aYbt3q+BV4ht4xFCCFElWJzceHt7Ex8fX2j/gQMHCAmRDydLFRQUmz/DqspYPw0ykyCgBXR81tbRCCGEqCIsTm6GDh3K5MmTSUhIQKPRoNfr2blzJ5MmTWLkyJFlEWOVlZutIzsjDwC36lZzc2EHHPwW0MD9c8HO5hP3hBBCVBEWJzczZ86kcePGhIaGkpaWRtOmTenRowd33XUXb7zxRlnEWGXduGtj72SHo7OdjaMpR3k5hiJigHZPQGgHm4YjhBCiarH412VHR0e+/PJL3nzzTY4ePUpaWhpt2rShQYMGZRFflZZ20xo3t+u4XqXs+g8kngJXX+g33dbRCCGEqGIsTm527NhBt27dqF27NrVr1y6LmKqNajlT6tp52PqhYTtiJrj42DYeIYQQVY7Fw1J9+vQhPDyc1157jePHj5dFTNVGWpKh2Wa1WZ1YKVj9CuRlQVh3aPkvW0ckhBCiCrI4uYmLi+Pll19m69atNG/enNatWzN79mwuXrxYFvFVaenJOUA1KiY+8TucXQ92joYi4uo0FCeEEKLcWJzc+Pr6MnbsWHbu3ElkZCSPPPIIy5YtIywsjD59+pRFjFVWteorlX0d1kw2bHd9CXylRksIIUTZuKOmTeHh4UyZMoX333+fFi1asHXrVmvFVS3cGJaqFjU3m2fC9XjwCYfuE20djRBCiCqs1MnNzp07eeGFFwgKCmLYsGE0b96cVatWWTO2Kq/a9JWKPwR7Fhq2B3wEDi62jUcIIUSVZvFsqalTp7JixQri4uK4++67+eSTT3jwwQdxdZVOzpbQ6/RkpObX3FTlOzd6HfzvJVB6aDYE6vezdURCCCGqOIuTm23btvHKK6/wr3/9C19f37KIqVrISM1BKdBoNbh4ON7+CZXVviUQtx+cPA1Tv4UQQogyZnFys3PnzrKIo9oxNsz0ckSrraKzhq5fgg3vGLb7vAmeQbaNRwghRLVgVnLz+++/079/fxwcHPj9999LPPaBBx6wSmBVXXpSNVjAb93rkJ0CQa2hw1O2jkYIIUQ1YVZyM2jQIBISEvD392fQoEHFHqfRaNDpdNaKrUpLq+rFxJGb4chPoNHCwHmgrUa9s4QQQtiUWcmNXq8vcluUXpVuvZCbBateNmx3eBqC29g2HiGEENWKxVPBly9fTnZ2dqH9OTk5LF++3CpBVQdpVXlYauc8uBYJ7oHQ53VbRyOEEKKasTi5efLJJ0lJSSm0//r16zz55JNWCao6qLJr3FyNhO1zDNv3zgJnL9vGI4QQotqxOLlRSqEpoifQxYsX8fKSDzJzVcnWC0rBqomgy4F6faHZYFtHJIQQohoyeyp4mzZt0Gg0aDQa+vbti719wVN1Oh3nz5/n3nvvLZMgqxqlVMFU8KqU3Bz9Gc5tATsnw0rE0hhTCCGEDZid3NyYJXXw4EEiIiJwd3c3Pubo6EhYWBgPPfSQ1QOsirIz8tDlGgqzq0xyk5kMa6catnu8AjXq2jQcIYQQ1ZfZyc306dMBCAsL49FHH8XZ2bnMgqrqbgxJObs5YO9QRaZIb3oX0i9DzQbQ9UVbRyOEEKIas3iF4lGjRpVFHNVKlZspdXEf7F1k2L7/Y7CvIq9LCCFEpWRWclOjRg1Onz6Nr68vPj4+RRYU33Dt2jWrBVdVVamZUro8+OMlQEHLoRDew9YRCSGEqObMSm7mzp2Lh4eHcbuk5EbcXpUqJt77JSQcNkz5vuc9W0cjhBBCmJfc3DwU9cQTT5RVLNVGelIWUAWSm9Q42JSf0PR7G9z9bBtPNafT6cjNzbV1GEIIUWqOjo5otRavUlOIxTU3+/fvx8HBgRYtWgDw3//+lyVLltC0aVPeeustHB0d7zioqi4tOQeoAsNSa6dAThrU6gBtpRbLVpRSJCQkkJycbOtQhBDijmi1WsLDw+84l7A4uXn22WeZMmUKLVq04Ny5czz66KMMGTKEn376iYyMDObNm3dHAVUH6clV4M7N6XVw/L+gsYP754IVMm1ROjcSG39/f1xdXWXYWAhRKen1euLi4oiPj6d27dp39LPM4uTm9OnTtG7dGoCffvqJnj178t1337Fz506GDh0qyY0Z0ir76sQ5GbB6kmG78/MQ2MK28VRjOp3OmNjUrFnT1uEIIcQd8fPzIy4ujry8PBwcHEp9nlK1X7jRGXzDhg3cd999AISGhpKYmFjqQKqLvBwd2el5QCW+c7N9DiRHgWcI9Jpq62iqtRs1Nq6urjaORAgh7tyN4SidTndH57E4uWnfvj3vvfceX3/9NVu3bmXAgAEAnD9/noCAgDsKpjq4cdfG3kGLk6vFN85s78op2PmJYbv/h+DkXvLxolzIUJQQoiqw1s8yi5ObefPmsX//fsaOHcvrr79O/fr1AVi5ciV33XWXVYKqym6scePm41T5PpCUgj8mgj4XGvaHxgNsHZEQQghRiMXJTcuWLTly5AgpKSnGlgwAs2fPZtmyZVYNriqq1N3AD62AqB3g4Ar3fSiNMUWFFhYWdkc1gEuXLsXb29tq8VRWW7ZsQaPRlMtsvKtXr+Lv78+FCxfK/FrVxZQpUxg3bpytwyh3pZ7ism/fPr755hu++eYb9u/fj7Oz8x0V/1QXlbb1QsY1WPe6YbvnZPCubdt4RKX2xBNPGJvxlpW9e/fyzDPPmHVsUYnQo48+yunTp82+Xq9evdBoNGg0GpydnWnYsCGzZs1CKWVJ2BXOXXfdRXx8PF5eXmV+rRkzZvDggw8SFhZW6LGIiAjs7OzYu3dvocd69erFSy+9VGh/UQlqamoqr7/+Oo0bN8bZ2ZnAwED69evHL7/8UqZ/V1u2bKFt27Y4OTlRv359li5detvn/Pjjj7Ru3RpXV1fq1KnD7NmzTR6Pj49n2LBhNGzYEK1WW+R7MGnSJJYtW8a5c+es9EoqB4uTm8uXL9O7d286dOjAiy++yIsvvkj79u3p27cvV65cKYsYq5RK23phw1uQcRX8mkCXMbaORojb8vPzu6NCaxcXF/z9/S16ztNPP018fDynTp1i6tSpTJs2jYULF5Y6BnPk5OSU6fkdHR0JDAws82H0jIwMFi1axFNPPVXosejoaP766y/Gjh3L4sWLS32N5ORk7rrrLpYvX87UqVPZv38/27Zt49FHH+XVV18lJSXlTl5Csc6fP8+AAQPo3bs3Bw8e5KWXXmL06NH8+eefxT5nzZo1DB8+nOeee46jR4/y2WefMXfuXObPn288Jjs7Gz8/P9544w1atWpV5Hl8fX2JiIhgwYIFVn9dFZnFyc24ceNIS0vj2LFjXLt2jWvXrnH06FFSU1N58UXpBn076ZWx9UL0HtifP+R4/1ywkzt0omxt3bqVjh074uTkRFBQEFOmTCEvL8/4+PXr1xk+fDhubm4EBQUxd+7cQr+933w3RinFW2+9Re3atXFyciI4ONj486pXr15ERUUxYcIE450XKPq3/v/973906NABZ2dnfH19GTx4sMnjrq6uBAYGUqdOHZ588klatmzJ+vXrjY9nZ2czadIkQkJCcHNzo1OnTmzZssXkHF9++SWhoaG4uroyePBgPv74Y5M43nrrLVq3bs1XX31FeHg4zs7OgOGDe/To0fj5+eHp6UmfPn04dOiQ8XmHDh2id+/eeHh44OnpSbt27fjnn38AiIqKYuDAgfj4+ODm5kazZs1YvXo1UPSw1M8//0yzZs1wcnIiLCyMOXPmmLyGsLAwZs6cyf/93//h4eFB7dq1+eKLL4r6qzZavXo1Tk5OdO7cudBjS5Ys4f777+f555/n+++/JzMzs8RzFee1117jwoUL7Nmzh1GjRtG0aVMaNmzI008/zcGDB3F3L5sJEgsXLiQ8PJw5c+bQpEkTxo4dy8MPP8zcuXOLfc7XX3/NoEGDeO6556hbty4DBgxg6tSpfPDBB8Y7TGFhYXzyySeMHDmyxDtrAwcOZMWKFVZ/XRWZxcnN2rVr+eyzz2jSpIlxX9OmTfn0009Zs2aNVYOriipdXyldLvwxwbDd5nGo08W28YgSKaXIyMmzyZe1bunHxsZy33330aFDBw4dOsSCBQtYtGgR771X0Lts4sSJ7Ny5k99//53169ezfft29u/fX+w5f/75Z+bOncvnn3/OmTNn+O2334yrrP/yyy/UqlWLd955h/j4eOLj44s8x6pVqxg8eDD33XcfBw4cYOPGjXTs2LHIY5VSbN++nZMnT5qstDp27Fh27drFihUrOHz4MI888gj33nsvZ86cAWDnzp0899xzjB8/noMHD3L33XczY8aMQuc/e/YsP//8M7/88gsHDx4E4JFHHuHy5cusWbOGffv20bZtW/r27WtsZjx8+HBq1arF3r172bdvH1OmTDGWEowZM4bs7Gy2bdvGkSNH+OCDD4r9oN+3bx//+te/GDp0KEeOHOGtt97izTffLDTMMmfOHNq3b8+BAwd44YUXeP755zl16lQxf0Owfft22rVrV+R7uWTJEkaMGEHjxo2pX78+K1euLPY8xdHr9axYsYLhw4cTHBxc6HF3d3fs7Yuewbp9+3bc3d1L/Pr222+LvfauXbvo16+fyb6IiAh27dpV7HOys7ONiesNLi4uXLx4kaioqJJeaiEdO3bk4sWL1aqWyeK5yHq9vsjaGgcHB+P6N6J4BQXFzrc5soLYvQAuHwOXGnD3O7aORtxGZq6OptOKv9Vdlo6/E4Gr450vb/DZZ58RGhrK/Pnz0Wg0NG7cmLi4OCZPnsy0adNIT09n2bJlfPfdd/Tt2xcw/GZf1AfWDdHR0cbaCgcHB2rXrm1MTGrUqIGdnR0eHh4EBgYWe44ZM2YwdOhQ3n77beO+W4cCPvvsM7766itycnLIzc3F2dnZeIcoOjqaJUuWEB0dbYx10qRJrF27liVLljBz5kz+85//0L9/fyZNMiyS2bBhQ/766y/++OMPk+vk5OSwfPly/PwM/dx27NjB33//zeXLl3FyMvzi9NFHH/Hbb7+xcuVKnnnmGaKjo3nllVdo3LgxAA0aNDB5fx566CFjwle3bt1i34ePP/6Yvn378uabbxpjPH78OLNnzzbpPXjffffxwgsvADB58mTmzp3L5s2badSoUZHnjYqKKvLvcMOGDWRkZBAREQHAiBEjWLRoEY8//nixMRYlMTGRpKQk4+u3RPv27Y1JZHFKWgolISGh0OMBAQGkpqaSmZmJi4tLoedEREQwYcIEnnjiCXr37s3Zs2eNd8ji4+OLrEsqzo33NSoqyqLnVWYW37np06cP48ePJy4uzrgvNjaWCRMmGH/QiKLp9Yr0FMP4eKW4c5McA1tmGbbveQ9ca9g2HlEtnDhxgi5dupjUeHTt2pW0tDQuXrzIuXPnyM3NNblr4uXlVeyHJhjuamRmZlK3bl2efvppfv31V5NhLnMcPHjwtj/jhg8fzsGDB9m5cyf9+/fn9ddfNy6RceTIEXQ6HQ0bNjT5jX/r1q1ERkYCcOrUqUJ3g4q6O1SnTh1jYgOGIae0tDRq1qxpcu7z588bzz1x4kRGjx5Nv379eP/99437AV588UXee+89unbtyvTp0zl8+HCxr/HEiRN07drVZF/Xrl05c+aMycJrLVu2NG5rNBoCAwO5fPlysefNzMwsdKcCYPHixTz66KPGuyqPPfYYO3fuNInfHHdyZ9HFxYX69euX+OXh4VHq8xfl6aefZuzYsdx///04OjrSuXNnhg4dCmBxY8kbyVNGRoZVY6zILP41a/78+TzwwAOEhYURGhoKQExMDM2bN+ebb76xeoBVSWZqDkqv0GjA1bMS1K2smQy5GVCnK7QeZutohBlcHOw4/k6Eza5dUYWGhnLq1Ck2bNjA+vXreeGFF5g9ezZbt241e5ZnUb9d38rLy8u49tePP/5I/fr16dy5M/369SMtLQ07Ozv27duHnZ3pe2VprYebm5vJ92lpaQQFBRWq3wGM9TpvvfUWw4YNY9WqVaxZs4bp06ezYsUKBg8ezOjRo4mIiGDVqlWsW7eOWbNmMWfOnDuaQnzr+6rRaEq8u+/r60tSUpLJvmvXrvHrr7+Sm5trUhCr0+lYvHixccjO09OzyGLg5ORkYy2Kn58f3t7enDx50uLXsn37dvr371/iMZ9//jnDhw8v8rHAwEAuXbpksu/SpUt4enoW++9Ko9HwwQcfMHPmTBISEvDz82Pjxo1AyXfWinJjaPLmhLiqszi5CQ0NZf/+/WzcuJETJ04A0KRJk0LjiaKwG/U2rl5OaO0qeKPJk6vg1CrQ2sOAObKmTSWh0WisMjRkS02aNOHnn39GKWW8e7Nz5048PDyoVasWPj4+ODg4sHfvXmrXNixJkJKSwunTp+nRo0ex53VxcWHgwIEMHDiQMWPG0LhxY44cOULbtm1xdHS87XLvLVu2ZOPGjTz55JNmvQ53d3fGjx/PpEmTOHDgAG3atEGn03H58mW6d+9e5HMaNWpUaKpzUVOfb9W2bVsSEhKwt7cvcdihYcOGNGzYkAkTJvDYY4+xZMkSY1F0aGgozz33HM899xxTp07lyy+/LDK5adKkCTt37jTZt3PnTho2bFgoabNEmzZtCv2C/O2331KrVi1+++03k/3r1q1jzpw5vPPOO9jZ2dGoUSPWrVtX6Jz79++nYcOGgOFux9ChQ/n666+ZPn16oSGwtLQ0nJ2di6y7udNhqS5duhgLtG9Yv349XbrcvobRzs6OkJAQAL7//nu6dOlicZJy9OhRHBwcaNasmUXPq8ws+in4ww8/8Pvvv5OTk0Pfvn2r5cJAdyK9sqxxk50Gq181bN81DvyblHy8EKWQkpJS6AOjZs2avPDCC8ybN49x48YxduxYTp06xfTp05k4cSJarRYPDw9GjRrFK6+8Qo0aNfD392f69OlotdpipysvXboUnU5Hp06dcHV15ZtvvsHFxYU6deoAhlkn27ZtY+jQoTg5OeHr61voHNOnT6dv377Uq1ePoUOHkpeXx+rVq5k8eXKxr/HZZ5/l3Xff5eeff+bhhx9m+PDhjBw5kjlz5tCmTRuuXLnCxo0badmyJQMGDGDcuHH06NGDjz/+mIEDB7Jp0ybWrFlz22nY/fr1o0uXLgwaNIgPP/yQhg0bEhcXZyyCbtasGa+88goPP/ww4eHhXLx4kb179/LQQw8B8NJLL9G/f38aNmxIUlISmzdvNpk0crOXX36ZDh068O677/Loo4+ya9cu5s+fz2effVZijLcTERHB1KlTSUpKwsfHB4BFixbx8MMP07x5c5NjQ0NDmTp1KmvXrmXAgAE8//zzzJ8/nxdffJHRo0fj5OTEqlWr+P777/nf//5nfN6MGTPYsmULnTp1YsaMGbRv3x4HBwe2b9/OrFmz2Lt3b5ELN94Yliqt5557jvnz5/Pqq6/yf//3f2zatIkff/yRVatWGY+ZP38+v/76q/HuTGJiIitXrqRXr15kZWWxZMkSfvrpJ7Zu3Wpy7hv/h9LS0rhy5QoHDx7E0dGRpk2bGo/Zvn073bt3N+vuY5WhzPTZZ58pjUajGjZsqFq1aqW0Wq2aNGmSuU+vMFJSUhSgUlJSrHre3Wd3quONGqvjjRqr60lFn/vQphg1/9mNavWCw1a9ttX9+YZS0z2Vmttcqex0W0cjSpCZmamOHz+uMjMzbR2KRUaNGqWAQl9PPfWUUkqpLVu2qA4dOihHR0cVGBioJk+erHJzc43PT01NVcOGDVOurq4qMDBQffzxx6pjx45qypQpxmPq1Kmj5s6dq5RS6tdff1WdOnVSnp6eys3NTXXu3Flt2LDBeOyuXbtUy5YtlZOTk7rxY3HJkiXKy8vLJO6ff/5ZtW7dWjk6OipfX181ZMgQ42M9e/ZU48ePL/Ran332WdWsWTOl0+lUTk6OmjZtmgoLC1MODg4qKChIDR48WB0+XPAz4YsvvlAhISHKxcVFDRo0SL333nsqMDDQ+Pj06dNVq1atCl0nNTVVjRs3TgUHBysHBwcVGhqqhg8frqKjo1V2drYaOnSoCg0NVY6Ojio4OFiNHTvW+O9m7Nixql69esrJyUn5+fmpxx9/XCUmJiqllNq8ebMCVFJSkvFaK1euVE2bNlUODg6qdu3aavbs2Sax3Pze39CqVSs1ffr0QnHfrGPHjmrhwoVKKaX++ecfBai///67yGP79++vBg8ebPz+77//Vnfffbfy8/NTXl5eqlOnTurXX38t9Lzk5GQ1ZcoU1aBBA+Xo6KgCAgJUv3791K+//qr0en2J8d2JzZs3G//t1K1bVy1ZssTk8enTp6s6deoYv79y5Yrq3LmzcnNzU66urqpv375q9+7dhc5b1P+jm8+jlFKNGjVS33//fRm8Kusr6WeaJZ/fZic3TZs2VW+99Zbx+6+//lq5urqa+/QKw5bJzV+/nFXzn92otq44ZdVrW1XCUaXe8jEkN6fW2joacRuVNbmxtrS0NOXl5aW++uorW4didaNHj1bdunWzdRjl4o8//lBNmjRROp3O1qFUGatXr1ZNmjQx+eWgIrNWcmN24ce5c+cYNWqU8fthw4aRl5dX7JoQorC05CygAveV0usNa9ooHTQZCA1tU5gqxO0cOHCA77//nsjISPbv328s5HzwwQdtHNmd++ijjzh06BBnz57lP//5D8uWLTP52VuVDRgwgGeeeYbY2Fhbh1JlpKens2TJkmLX8KmqzH612dnZJhX6Wq0WR0fHUq8UWR1V+NWJD3wNMXvA0R3u/cDW0QhRoo8++ohTp07h6OhIu3bt2L59e5G1MpXN33//zYcffsj169epW7cu//73vxk9erStwyo3RfVHEqX38MMP2zoEm7AolXvzzTdNerXk5OQwY8YMk2WfP/74Y+tFV8WkJxvWuKmQd27SE2H9NMN279fAK8S28QhRgjZt2rBv3z5bh1EmfvzxR1uHIESlZ3Zy06NHj0JLZ991110mnUbLurFaZaaUIi3JMCxVIe/crHsTspIhoAV0fNbW0QghhBClZnZyU9TiUMJ8OZl55OUYFrByq2gdwc9vh0PfARoYOA/sqtfYrBBCiKqlgq8kV3XcWMDPydUeB8cKtJJrXg6smmjYbv8k1Gpv23iEEEKIOyTJTTmpsAv4/fVvSDwNbn7Qd5qtoxFCCCHumCQ35eTGnRv3ijQkde08bJtt2I6YCS4+to1HCCGEsAJJbspJhZsGrhSsngR5WRDeA1o8YuuIhBBCCKuQ5KacpFW05Ob4f+HsBrBzhAEfS2NMIYQQVUapkpvt27czYsQIunTpYlxJ8uuvv2bHjh2lCuLTTz8lLCwMZ2dnOnXqxN9//13ssV9++SXdu3fHx8cHHx8f+vXrV+LxFcWNOzcVYo2brFRYO8Ww3W0C+DawbTxClKGwsDDmzZtn9WOrAo1GU6jjdlnYsmULGo2G5ORk477ffvuN+vXrY2dnx0svvcTSpUuLbFppLadOnSIwMJDr16+X2TWqm86dO/Pzzz/bOowiWZzc/Pzzz0RERODi4sKBAwfIzjZ8aKekpDBz5kyLA/jhhx+YOHEi06dPZ//+/bRq1YqIiAguX75c5PFbtmzhscceY/PmzezatYvQ0FDuueeeCr9cd4Ualto8E67Hg084dJto62hENfTEE0+g0WjQaDQ4ODgQEBDA3XffzeLFi9Hr9Va91t69e3nmmWesfqw5brzG4r7eeustq13rVgkJCYwbN466devi5OREaGgoAwcONHadLk933XUX8fHxJgu+Pvvsszz88MPExMQYO4yfPn26zGKYOnUq48aNw8PDo9BjjRs3xsnJiYSEhEKPFZfwvvXWW7Ru3dpkn63e859++onGjRvj7OxMixYtWL16dYnH3/z/7+avZs2aGY/Ztm0bAwcOJDg4uNgk+I033mDKlClW/z9rDRYnN++99x4LFy7kyy+/xMHBwbi/a9eu7N+/3+IAPv74Y55++mmefPJJmjZtysKFC3F1dWXx4sVFHv/tt9/ywgsv0Lp1axo3bsxXX32FXq+3yX9YS6QlVZCC4riD8Pfnhu0Bc8DB2abhiOrr3nvvJT4+ngsXLrBmzRp69+7N+PHjuf/++8nLy7Padfz8/ExWVrfWseaIj483fs2bNw9PT0+TfZMmTTIeq5Sy2uu+cOEC7dq1Y9OmTcyePZsjR46wdu1aevfuzZgxY6xyDUs4OjoSGBhoXOg1LS2Ny5cvExERQXBwMB4eHri4uODv739H18nNzS1yf3R0NH/88QdPPPFEocd27NhBZmYmDz/8MMuWLSv1tW31nv/111889thjPPXUUxw4cIBBgwYxaNAgjh49WuxzPvnkE5N/hzExMdSoUYNHHimovUxPT6dVq1Z8+umnxZ6nf//+XL9+nTVr1lj1NVmFpR07XVxc1Pnz55VSSrm7u6vIyEillFKRkZHKycnJonNlZ2crOzu7Qm3pR44cqR544AGzzpGamqqcnZ3V//73vyIfz8rKUikpKcavmJiYcu8KnpuTp+Y/u1HNf3ajyryeY9XrWkSXp9TnvQwdv3960nZxCKsp1EFXr1cqO802X3q92XGPGjVKPfjgg4X2b9y4UQHqyy+/NO5LSkpSTz31lPL19VUeHh6qd+/e6uDBgybP+/3331X79u2Vk5OTqlmzpho0aJDxsTp16qi5c+fmvz16NX36dBUaGqocHR1VUFCQGjduXJHHKqVUVFSUeuCBB5Sbm5vy8PBQjzzyiEpISDA+Pn36dNWqVSu1fPlyVadOHeXp6akeffRRlZqaWui1LVmyRHl5eRm/37x5swLU6tWrVdu2bZWDg4PavHmz0ul0aubMmSosLEw5Ozurli1bqp9++snkXEeOHFH33nuvcnNzU/7+/mrEiBHqypUrxsf79++vQkJCVFpaWqE4kpKSjNuAyc/fV199VTVo0EC5uLio8PBw9cYbb6icnIKfWQcPHlS9evVS7u7uysPDQ7Vt21bt3btXKaXUhQsX1P3336+8vb2Vq6uratq0qVq1apXJa01KSjJu3/y1efPmQu+PUkr99ttvqk2bNsrJyUmFh4ert956y6S7NaA+++wzNXDgQOXq6qqmT59e6PUqpdTs2bNV+/bti3zsiSeeUFOmTFFr1qxRDRs2LPT4rf8mbrjxd3+Due+5tf3rX/9SAwYMMNnXqVMn9eyzz5p9jl9//VVpNBp14cKFIh+/9d/JzZ588kk1YsQIs691O9bqCm7xUrSBgYGcPXuWsLAwk/07duygbt26Fp0rMTERnU5HQECAyf6AgABOnjxp1jkmT55McHAw/fr1K/LxWbNm8fbbb1sUl7Xd6CllZ6/Fyc2Gq//+sxji9oOTp2Hqt6h6cjNgZrBtrv1aHDi63f64EvTp04dWrVrxyy+/GJtFPvLII7i4uLBmzRq8vLz4/PPP6du3L6dPn6ZGjRqsWrWKwYMH8/rrr7N8+XJycnKKvS3/888/M3fuXFasWEGzZs1ISEjg0KFDRR6r1+t58MEHcXd3Z+vWreTl5TFmzBgeffRRkxXbIyMj+e233/jjjz9ISkriX//6F++//z4zZsww6zVPmTKFjz76iLp16+Lj48OsWbP45ptvWLhwIQ0aNGDbtm2MGDECPz8/evbsSXJyMn369GH06NHMnTuXzMxMJk+ezL/+9S82bdrEtWvXWLt2LTNmzDBpdnxDSXUtHh4eLF26lODgYI4cOcLTTz+Nh4cHr776KgDDhw+nTZs2LFiwADs7Ow4ePGi8gz9mzBhycnLYtm0bbm5uHD9+HHd390LXuOuuuzh16hSNGjXi559/5q677qJGjRpcuHDB5Ljt27czcuRI/v3vf9O9e3ciIyONQ4bTp083HvfWW2/x/vvvM2/evGI7X2/fvp327QsvUHr9+nV++ukn9uzZQ+PGjUlJSWH79u1079692PeoKHfynn/77bc8+2zJLW/WrFlTbEy7du1i4kTT8oKIiAiLaqkWLVpEv379qFOnjtnPuaFjx468//77Fj+vrFn8Sfv0008zfvx4Fi9ejEajIS4ujl27djFp0iTefPPNsoixWO+//z4rVqxgy5YtODsXPbwydepUk7/41NRUQkNDyytE4OZ6G0fb9d+6fgk2vmPY7jsNPAJtE4cQt9G4cWMOHz4MGH5p+vvvv7l8+TJOToYh3Y8++ojffvuNlStX8swzzzBjxgyGDh1q8ktMq1atijx3dHQ0gYGB9OvXDwcHB2rXrk3Hjh2LPHbjxo0cOXKE8+fPG39mLF++nGbNmrF37146dOgAGJKgpUuXGms5Hn/8cTZu3Gh2cvPOO+9w9913A5Cdnc3MmTPZsGEDXbp0AaBu3brs2LGDzz//nJ49ezJ//nzatGljUuO4ePFiQkNDOX36NMnJySilaNy4sVnXv9kbb7xh3A4LC2PSpEmsWLHCmNxER0fzyiuvGM/doEHBZITo6GgeeughWrRoYYy7KI6Ojsbhpxo1ahAYWPTPorfffpspU6YwatQo4/neffddXn31VZPkZtiwYTz55JMlvq6oqKgik5sVK1bQoEEDY63J0KFDWbRokcXJzdmzZ0v9nj/wwAN06tSpxGNCQopvZJyQkFDkDYKi6oeKEhcXx5o1a/juu+/MOv5WwcHBxMTEoNfr0WorzgRsi5ObG8VDffv2JSMjgx49euDk5MSkSZMYN26cRefy9fXFzs6OS5cumey/dOlSsf/gb/joo494//332bBhAy1btiz2OCcnJ+MPRVsxzpTysWF9y5+vQXYqBLeB9v9nuzhE2XJwNdxBsdW1rUApZfwl4NChQ6SlpVGzZk2TYzIzM4mMjATg4MGDPP3002ad+5FHHmHevHnUrVuXe++9l/vuu4+BAwcW+Rv/iRMnCA0NNfllqGnTpnh7e3PixAljchMWFmZSpBoUFFTshIii3Pyhe/bsWTIyMozJzg05OTm0adMGMLwnmzdvLvKuSGRkJDVq1DD72rf64Ycf+Pe//01kZCRpaWnk5eXh6elpfHzixImMHj2ar7/+mn79+vHII49Qr149AF588UWef/551q1bR79+/XjooYdK/Nl8O4cOHWLnzp0mSaJOpyMrK4uMjAxjbVRRScutMjMzi/wFePHixYwYMcL4/YgRI+jZsyf/+c9/iiw8Lo5Syuxjb+Xh4WHRtaxt2bJleHt7M2jQoFI938XFBb1eT3Z2Ni4uLtYN7g5YnNxoNBpef/11XnnlFc6ePUtaWhpNmzYt8j/a7Tg6OtKuXTs2btxofGNvFAePHTu22Od9+OGHzJgxgz///NOsf9i2lmbr1guRm+DoStBo4f65oK1Ava2EdWk0dzw0ZGsnTpwgPDwcMBSeBgUFFdm498atfkt+oIaGhnLq1Ck2bNjA+vXreeGFF5g9ezZbt241mSBhiVufp9FoLJo9cvMwRlpaGgCrVq0q9Nv6jV/S0tLSGDhwIB988EGhcwUFBZGdnY1GozF7aP+GXbt2MXz4cN5++20iIiLw8vJixYoVzJkzx3jMW2+9xbBhw1i1ahVr1qxh+vTprFixgsGDBzN69GgiIiJYtWoV69atY9asWcyZM8fiX3pvSEtL4+2332bIkCGFHrs5USlqGOhWvr6+JCUlmew7fvw4u3fv5u+//2by5MnG/TqdjhUrVhgTZk9PT1JSUgqdMzk52Tj7q0GDBqV6z+HOh6UCAwNLdYMADEnZ4sWLefzxx3F0dDQ/6Jtcu3YNNze3CpXYQCmSmxscHR1p2rTpHQcwceJERo0aRfv27enYsSPz5s0jPT3deJtx5MiRhISEMGvWLAA++OADpk2bxnfffUdYWJjx1pu7u3upEqzyYNNp4LlZsOplw3bHZwx3boSooDZt2sSRI0eYMGECAG3btiUhIQF7e/tCdX43tGzZko0bN952aOIGFxcXBg4cyMCBAxkzZgyNGzfmyJEjtG3b1uS4Jk2aEBMTQ0xMjPHuzfHjx0lOTrbKz76iNG3aFCcnJ6Kjo+nZs2eRx7Rt25aff/6ZsLCwIu84ubm5ERERwaeffsqLL75Y6MM/OTm5yBqQv/76izp16vD6668b90VFRRU6rmHDhjRs2JAJEybw2GOPsWTJEgYPHgwYksfnnnuO5557jqlTp/Lll1+WOrlp27Ytp06don79+qV6/s3atGnD8ePHTfYtWrSIHj16FJoNtGTJEhYtWmRMbho1asS+ffsKnXP//v00atQIMAyvleY9hzsflurSpQsbN27kpZdeMu5bv369cVizJFu3buXs2bM89dRTtz22OEePHjXeVaxILE5uevfuXWLdyKZNmyw636OPPsqVK1eYNm0aCQkJtG7dmrVr1xrHEKOjo03G8RYsWEBOTg4PP/ywyXmmT59epmtG3Ik0Wy7gt2MuXDsH7oHQ+/XbHy9EOcnOziYhIQGdTselS5dYu3Yts2bN4v7772fkyJEA9OvXjy5dujBo0CA+/PBDGjZsSFxcnLGIuH379kyfPp2+fftSr149hg4dSl5eHqtXrzb5bfyGpUuXotPp6NSpE66urnzzzTe4uLgUWUjZr18/WrRowfDhw5k3bx55eXm88MIL9OzZs8zuGHt4eDBp0iQmTJiAXq+nW7dupKSksHPnTjw9PRk1ahRjxozhyy+/5LHHHuPVV1+lRo0anD17lhUrVvDVV19hZ2fHp59+SteuXenYsSPvvPMOLVu2JC8vj/Xr17NgwQJOnDhR6NoNGjQgOjqaFStW0KFDB1atWsWvv/5qfDwzM5NXXnmFhx9+mPDwcC5evMjevXt56KGHAHjppZfo378/DRs2JCkpic2bN9OkSZNSvxfTpk3j/vvvp3bt2jz88MNotVoOHTrE0aNHee+99yw6V0REBKNHj0an02FnZ0dubi5ff/0177zzDs2bNzc5dvTo0Xz88cccO3aMZs2aMWHCBLp3786MGTMYMmQIOp2O77//nl27dvHZZ58Zn1ea9xzufFhq/Pjx9OzZkzlz5jBgwABWrFjBP//8wxdffGE8ZurUqcTGxrJ8+XKT5y5atIhOnToVeg/AcOfs7Nmzxu/Pnz/PwYMHqVGjBrVr1zbu3759O/fcc0+p4y8zlk7Teumll0y+xowZo7p27aq8vLzUiy++aOnpyp0lU8ksUdJU8JUf7FXzn92ozvxzyarXvK0rZ5R6x9cw9fvoL+V7bVEuSpo2WZGNGjXKOA3Y3t5e+fn5qX79+qnFixcrnU5ncmxqaqoaN26cCg4OVg4ODio0NFQNHz5cRUdHG4/5+eefVevWrZWjo6Py9fVVQ4YMMT5281TeX3/9VXXq1El5enoqNzc31blzZ7Vhw4Yij1XK/KngN5s7d66qU6dOoddc3FTwW6cJ6/V6NW/ePNWoUSPl4OCg/Pz8VEREhNq6davxmNOnT6vBgwcrb29v5eLioho3bqxeeuklpb9pOn5cXJwaM2aMqlOnjnJ0dFQhISHqgQceUJs3bzYewy1TfF955RVVs2ZN5e7urh599FE1d+5cY8zZ2dlq6NChxmn0wcHBauzYscZ/e2PHjlX16tVTTk5Oys/PTz3++OMqMTGxyNealJRknAJe3PujlFJr165Vd911l3JxcVGenp6qY8eO6osvvig2/uLk5uaq4OBgtXbtWqWUUitXrlRardbk7/JmTZo0URMmTDB+/+eff6quXbsqHx8fVbNmTdWrVy+Tv48bzHnPy8KPP/6oGjZsqBwdHVWzZs2MU/BvGDVqlOrZs6fJvuTkZOXi4mLyft6sqCn7gBo1apTxmIsXLyoHBwcVExNjtddirangGqXuoBLqJm+99RZpaWl89NFH1jhdmUlNTcXLy4uUlBSTQrk7tSfyLzwHGG7the7eg7t3wbmXvbaTtGvZPPRqOwLrehV3CutSCpY/COe3Qv1+MHyl9I+qgrKysjh//jzh4eHFzhgUQhjurPz+++/8+eeftg6lypg8eTJJSUkmd4nuVEk/0yz5/LbavK0RI0YUu6pwdab0ioz8dW7KtebmyEpDYmPvDPfNlsRGCFGtPfvss/To0UN6S1mRv78/7777rq3DKJLVVpTbtWuX/OZYhIzrOej1CjTg6lW6anSLZSbBn1MN2z0mQQ3LFlcUQoiqxt7e3qRYWty5l19+2dYhFMvi5ObWaXlKKeLj4/nnn3/KfRG/yuDGTClXT0fs7MppgaON70L6FfBtCHe9WD7XFEIIISoIi5Obm7u6Ami1Who1asQ777xTMSumbSy9vGdKXdxnaLMAMOBjsK8AXciFEEKIcmRRcqPT6XjyySdp0aIFPj4+ZRVTlVKuC/jp8uCPlwAFrR6DcMuWEBdCCCGqAovGSezs7LjnnntITk4uo3CqnnK9c7P3S0g4DM7ecHfFLPISQgghyprFRSDNmzfn3LlzZRFLlXRjAT83nzJOblLjYFP+wlZ3vw3ufmV7PSGEEKKCsji5ee+995g0aRJ//PEH8fHxpKammnwJU+XWemHtFMhJg1odoc3Isr2WEEIIUYGZXXPzzjvv8PLLL3PfffcBhn4YN7dhUPmdfHU6nfWjrMTKZVjq9Do4/l/Q2OU3xqw4beeFEEKI8mb2p+Dbb79Neno6mzdvNn5t2rTJ+HXje2GqzAuKczJg9STDdpcXILBwjxAhhCmNRsNvv/1m6zAqnV69epk0aCxLt/4dnTx5ks6dO+Ps7Ezr1q25cOECGo2GgwcPlsn1c3JyqF+/Pn/99VeZnL86mjJlSqkbqVrK7OTmRpeGnj17lvglCuRk5pGbbbiTVWbJzfaPIDkKPGtBzyllcw0hrOyJJ55Ao9Gg0WhwcHAgPDycV199laysLFuHZlU3XuPNX926dbN5TEUldjk5OXz44Ye0atUKV1dXfH196dq1K0uWLCE3N7fc44yPj6d///7G76dPn46bmxunTp1i48aNhIaGEh8fX2TTR2tYuHAh4eHh3HXXXYUee/bZZ7Gzs+Onn34q9NgTTzzBoEGDCu3fsmULGo3GZEKOrd7zw4cP0717d5ydnQkNDeXDDz+87XP27t1L37598fb2xsfHh4iICA4dOmR8/K233iry3/vNHdInTZrEsmXLyqVu16Kp4CV1AxeF3SgmdnSxx9HZaotBF7h8Enb+27B934fg5G79a4hKRSlFZl6mTa7tYu9i0c+Ie++91/hDfN++fYwaNQqNRsMHH3xQhlGWvyVLlnDvvfcav3d0LP1K5bm5uTg4OFgjLBM5OTnGD6t3332Xrl274unpye7du/noo49o06YNrVu3tvp1SxIYGGjyfWRkJAMGDDDp4H7rMZbKyckp8u9DKcX8+fN55513Cj2WkZHBihUrePXVV1m8eDGPPPJIqa9ti/c8NTWVe+65h379+rFw4UKOHDnC//3f/+Ht7c0zzzxT5HPS0tK49957eeCBB/jss8/Iy8tj+vTpREREEBMTg4ODA5MmTeK5554zeV7fvn3p0KGD8XtfX18iIiJYsGABs2fPtvprM2Fup06NRqO8vb2Vj49PiV8VXXl2BY8+dlXNf3aj+vat3Va9llJKKb1eqcX9DR2/vxtq/fOLSuHWDrrpOemq+dLmNvlKz0k3O+5Ro0apBx980GTfkCFDVJs2bYzfJyYmqqFDh6rg4GDl4uKimjdvrr777juT5/Ts2VONGzdOvfLKK8rHx0cFBASo6dOnmxxz+vRp1b17d+Xk5KSaNGmi1q1bV6ib9OHDh1Xv3r2Vs7OzqlGjhnr66afV9evXC8U7Y8YM5e/vr7y8vNTbb7+tcnNz1aRJk5SPj48KCQlRixcvNrn2rde5mU6nU2+//bYKCQlRjo6OqlWrVmrNmjXGx8+fP68AtWLFCtWjRw/l5OSklixZopRS6ssvv1SNGzdWTk5OqlGjRurTTz81Pi87O1uNGTNGBQYGKicnJ1W7dm01c+ZMpZSh6zk3dXi+0b38gw8+UFqtVu3fv79QnDk5OSotLc34fo8fP9742PLly1W7du2Uu7u7CggIUI899pi6dOmS8fFr166pYcOGKV9fX+Xs7Kzq169vfI9KivPW945bOlNPnz7d+P4cOHDA+JwjR46oe++9V7m5uSl/f381YsQIdeXKFePjPXv2VGPGjFHjx483dvcuyt69e5VWq1WpqamFHlu6dKnq3LmzSk5OVq6uribd6ZUq+t+2UoU7o5v7nlvbZ599pnx8fFR2drZx3+TJk1WjRo2Kfc7evXsVYPJaDx8+rAB15syZIp9z8OBBBaht27aZ7F+2bJmqVatWsdeyVldwi24nvP3224VWKBbFSzMWE5dBT6lD30PUTnBwhf5V6zddUf0cPXqUv/76y+S38qysLNq1a8fkyZPx9PRk1apVPP7449SrV4+OHTsaj1u2bBkTJ05kz5497Nq1iyeeeIKuXbty9913o9frGTJkCAEBAezZs4eUlJRCNSPp6elERETQpUsX9u7dy+XLlxk9ejRjx45l6dKlxuM2bdpErVq12LZtGzt37uSpp57ir7/+okePHuzZs4cffviBZ599lrvvvptatWrd9jV/8sknzJkzh88//5w2bdqwePFiHnjgAY4dO0aDBg2Mx02ZMoU5c+bQpk0bnJ2d+fbbb5k2bRrz58+nTZs2HDhwgKeffho3NzdGjRrFv//9b37//Xd+/PFHateuTUxMDDExMYBhaMHf3994N8nOzg6Ab7/9ln79+tGmTZtCcTo4OBR7tyg3N5d3332XRo0acfnyZSZOnMgTTzzB6tWrAXjzzTc5fvw4a9aswdfXl7Nnz5KZabizWFKct4qPj6dfv37ce++9TJo0CXd3dxITE02OSU5Opk+fPowePZq5c+eSmZnJ5MmT+de//mVSD7ps2TKef/55du7cWezfzfbt22nYsCEeHh6FHlu0aBEjRozAy8uL/v37s3Tp0lK1Hirtex4dHU3Tpk1LPPdrr73Ga6+9VuRju3btokePHiZ3rCIiIvjggw9ISkoqcoHeRo0aUbNmTRYtWsRrr72GTqdj0aJFNGnShLCwsCKv89VXX9GwYUO6dzddTLZjx45cvHiRCxcuFPtcq7ht+pNPo9GYZOSVVXneudm76rya/+xGtWHZcateS6VfVeqDcMNdm+1zrXtuUanc+luOXq9X6TnpNvnS6/Vmxz1q1ChlZ2en3NzclJOTkwKUVqtVK1euLPF5AwYMUC+//LLx+549e6pu3bqZHNOhQwc1efJkpZRSf/75p7K3t1exsbHGx9esWWNyV+CLL75QPj4+Jr8pr1q1Smm1WpWQkGCMt06dOkqn0xmPadSokerevbvx+7y8POXm5qa+//574z5AOTs7Kzc3N+PXjesGBwerGTNmFIr9hRdeUEoV3LmZN2+eyTH16tUrdAfr3XffVV26dFFKKTVu3DjVp0+fYv8+KOJukouLi3rxxReLPP5mt965udWN3/Bv3PUaOHCgevLJJ4s81tI4W7VqZXJX7tY7N++++6665557TM4RExOjAHXq1Clj/DffHSzO+PHjVZ8+fQrtP336tHJwcDDeDfr1119VeHi4yWsw986Nue/5rXJzc9WZM2dK/Lp69Wqxz7/77rvVM888Y7Lv2LFjClDHjxf/WXXkyBFVr149pdVqlVarVY0aNVIXLlwo8tjMzEzl4+OjPvjgg0KP3fgM3rJlS7HPLdc7N1JvY7m0spoGvmE6ZFwFvybQZYx1zy0qNY1Gg6uDq63DMEvv3r1ZsGAB6enpzJ07F3t7ex566CHj4zqdjpkzZ/Ljjz8SGxtLTk4O2dnZuLqavr6WLVuafB8UFMTly5cBOHHiBKGhoQQHBxsf79Kli8nxJ06coFWrViaFj127dkWv13Pq1CkCAgIAaNasGdqbllkICAgwKWa1s7OjZs2axmvfMHfuXPr162cSX2pqKnFxcXTt2tXk2K5du5oUaQK0b9/euJ2enk5kZCRPPfUUTz/9tHF/Xl6e8a76E088wd13302jRo249957uf/++2/b90/lTxix1L59+3jrrbc4dOgQSUlJ6PV6oODuwvPPP89DDz3E/v37ueeee/j/9u47Korr7QP4dxfYZekqICAIKlUFFBUFk6gRXWxBEiMqUTAaY8FeYomC8YeoEXuLBRBjL6ixoGggQcQuNhAFQTSCJUiTzj7vH4R5XXdBQIrg/Zyz57Azd+48c9ny7J07cwcPHswN0K1OnBW5desWwsPDoaYmO/YwMTER5ubmAIBOnTq9t668vDwoKyvLLA8ICIBYLIa2tjYAoH///hgzZgz+/PNP9O7du0rxVrfNFRUVYWpqWq1tqysvLw9jxoxB9+7dsXfvXpSUlGDlypUYMGAArl69CpFIJFU+JCQE2dnZ8PDwkKmrrGxubm6txlzp5Ka6/4hPWa3cwC/lEnAjuPTvgasBhZofXMgwdUFVVZX7kA4ICICtrS127NiBMWPGAAB+/fVXrF27FmvWrIG1tTVUVVUxbdo0FBYWStXzbvc9j8fjvmRrkrz9VGbfenp6Ml9GVbnh6dtJV05ODgBg27Zt6Nq1q1S5slNMdnZ2SEpKwunTp3Hu3DkMHToUTk5OOHToULn7MDc3x/379ysdE/D/p/PEYjF2794NHR0dpKSkQCwWc/+jfv364fHjxzh16hTCwsLQu3dvTJo0CStXrqxWnBXJycnBoEGD5A5I19fX5/5+uz3Lo62tjTt37kgtKykpwc6dO5GWlgZFRUWp5QEBAVxyo6GhgcePH8vUmZGRAQUFBW7/1Wlz4MNPS+np6eH58+dSy8qelzdAe8+ePUhOTkZ0dDSX4O/ZswdNmjTBsWPHMGzYMKny27dvx8CBA7kfBm9LT08HAOjo1O5d9Cud3NTGh0VjV+M38CspAk5ML/2740jA2KHi8gzTQPD5fMyfPx8zZszAiBEjIBKJEBUVBRcXF3z33XcASj+DHjx48N4P9rdZWVnhyZMnSE1N5b7gLl26JFMmKCgIb9684b54oqKiwOfzYWFhUUNHKE1DQwMGBgaIioqSuoVGVFSU1HiidzVv3hwGBgZ49OgR3N3dK6zfzc0Nbm5uGDJkCJydnZGeno6mTZtCSUlJ5marI0aMwPz583Hz5k2ZMSBFRUUoLCyUSQru37+Pf//9F8uWLYORkREA4Nq1azKx6OjowMPDAx4eHvj8888xe/ZsrFy58r1xVpWdnR0OHz4MExMTqeSjOjp27IjNmzdzN6cFgFOnTiE7Oxs3b97kEkmgdLzY6NGjkZGRAS0tLVhYWGDfvn0oKCiAUPj/n/03btxAq1atuIS4Om0OAAYGBu+9t09F7efg4IAFCxZIXXkXFhYGCwuLcifEzs3NBZ/PlzqDU/b83dwgKSkJ4eHhOH78uNy67t69CyUlJbRr167CY/hQ7Fa2tSjndek9O2qs5+bSJuBFLCBqCvSRvUSRYRqyb7/9FgoKCti4cSMAwMzMDGFhYbh48SLi4uLw448/yvzifB8nJyeYm5vDw8MDt27dQmRkJBYsWCBVxt3dHcrKyvDw8MDdu3cRHh6OyZMnY+TIkXJ/edaU2bNnY/ny5di/fz/i4+Mxd+5cxMTEYOrUqRVut3jxYvj5+WHdunV48OAB7ty5g8DAQKxatQoAsGrVKuzduxf379/HgwcPcPDgQejp6UFLSwsAYGJigvPnzyMtLQ2vX78GAEybNg3du3dH7969sXHjRty6dQuPHj3CgQMH0K1bNzx8+FAmjpYtW0IgEGD9+vV49OgRjh8/jiVLpCfsXbRoEY4dO4aEhATcu3cPJ06cgJWVVaXirKpJkyYhPT0dw4cPx9WrV5GYmIgzZ85g9OjRVb5zfq9evZCTk4N79+5xy3bs2IEBAwbA1tYW7du35x5Dhw6FlpYWdu/eDaD09cTj8TBq1Chcv34dCQkJCAgIwJo1azBz5kyuvuq0OfD/p6UqelSU3IwYMQICgQBjxozBvXv3sH//fqxduxYzZszgyoSEhMDS0pJ73qdPH7x+/RqTJk1CXFwc7t27h9GjR0NRURG9evWSqj8gIAD6+vpS9yh6W2RkJD7//HOZU1k1jSU3taSkWIK87NKbMKnVxKSZGSlAxLLSv/v+D1Cp+i8bhvmYKSoqwsvLCytWrMCbN2/w888/w87ODmKxGD179oSenp7cm6NVhM/nIyQkBHl5ebC3t8fYsWPh6+srVUZFRQVnzpxBeno6unTpgiFDhqB3797YsGFDDR6drClTpmDGjBmYOXMmrK2tERoaiuPHj0tdKSXP2LFjsX37dgQGBsLa2ho9evRAUFAQWrVqBQBQV1fHihUr0LlzZ3Tp0gXJyck4deoUdzrB398fYWFhMDIy4noMhEIhwsLCMGfOHPz222/o1q0bunTpgnXr1mHKlClyb5Sno6ODoKAgHDx4EG3btsWyZcu4HpkyAoEA8+bNg42NDb744gsoKChg3759lYqzqsp6wkpKStC3b19YW1tj2rRp0NLSqnKdzZo1g6urK5ewPH/+HCdPnpQaE1aGz+fD1dUVO3bsAABoaWkhMjISRUVF+Oqrr9ChQwesW7cOq1atwo8//shtV502rwmampo4e/YskpKS0KlTJ8ycOROLFi2SusdNZmYm4uPjueeWlpb4448/cPv2bTg4OODzzz/Hs2fPEBoaKnXKTyKRICgoCJ6enlK9W2/bt2+f1Hix2sKjT2wwTVZWFjQ1NZGZmQkNDY0aq/dy4kVoDCgdK2B06TIkJUrYtSAafEUexq/v+eEDsvcOB+JPAcbdAc+TABvgzaD0cumkpCS0atVK7gBIhmGq5/bt2+jTpw8SExPlDlJmqu706dOYOXMmbt++Xe6pw4o+06ry/c16bmrJm7I5pTSFH57Y3D9ZmtjwFYEBq1hiwzAMU8tsbGywfPlyJCUl1XcojcabN28QGBj4wWOiKqP29/CJ4i4D/9BTUgU5wKk5pX87TgF0LSsuzzAMw9QIT0/P+g6hURkyZEid7Yv13NSSGrsM/K9lQNZTQKsl8MXsGoiMYRiGYRo3ltzUkpyaSG7S7gLRm0r/7u8PCBrGzdkYhmEYpj6x5KaWfPA9biSS0nvaUAlg9RVgXv07dzIMwzDMp4QlN7WEG1Bc3eTmZjDw9AogUAOcl9VgZAzDMAzTuLHkppZ80LxSOS+BMO/Sv3stADRb1GBkDMMwDNO4seSmFpCE8Cbzv56b6lwtFbYQyM8A9KwB+3HvLc4wDMMwzP9jyU0tyM8thqS49N6IqppVTG6S/gZu7QXAAwauARTY1foMwzAMUxUsuakFuZml0y6I1JWgoFiFJi4uAE78N79H5+8Bw861EB3DMJUVFBRU7bmO6tu///4LXV1dJCcn13cojcawYcPg7+9f32EwlcCSm1qQm1UIAFBrUsXb4V9cB/z7EFDVAXovqoXIGObjkZaWhqlTp8LU1BTKyspo3rw5unfvjs2bNyM3N7e+wwMAuLm54cGDBzVeL4/Hg7KyMh4/fiy1fPDgwVI3jvP09ASPx+MezZo1g7OzM27fvv3effj6+sLFxQUmJiYy68RiMRQUFHD16lWZdT179sS0adNklstL9LKysrBgwQJYWlpCWVkZenp6cHJywpEjR1CbM/tERETAzs4OQqEQpqamCAoKeu82Bw4cQIcOHaCiogJjY2P8+uuvVa73559/hq+vLzIzM2voSJjawpKbWpCbWZrcVOlKqfRHwN//TTon9gNEWjUfGNPoEREkubn18qjKl9mjR4/QsWNHnD17FkuXLsXNmzcRHR2NOXPm4MSJEzh37lwttlLliUQi6Orq1krdPB4Pixa9/0eMs7MzUlNTkZqaivPnz0NRUREDBw6scJvc3Fzs2LEDY8aMkVmXkpKCixcvwsvLCwEBAdWOPyMjA46OjggODsa8efNw48YN/P3333Bzc8OcOXNqLQFISkrCgAED0KtXL8TExGDatGkYO3Yszpw5U+42p0+fhru7O8aPH4+7d+9i06ZNWL16tdTkqJWpt3379mjTpg1+//33Wjk2pgbRJyYzM5MAUGZmZo3WeykhimItLCnWwpL+3h9LG348T+G771duY4mEaNfXRN4aREGDSp8zTCXk5eVRbGws5eXlERFRyZs33Ouwrh8lb95UOm6xWEyGhoaUk5Mjd73krfeAv78/tW/fnlRUVMjQ0JAmTJhA2dnZ3Hpvb2+ytbWV2n716tVkbGzMPQ8PD6cuXbqQiooKaWpqkqOjIyUnJxMRUUxMDPXs2ZPU1NRIXV2d7Ozs6OrVq0REFBgYSJqamlw9CQkJ9NVXX5Guri6pqqpS586dKSwsTGrfxsbG5OvrS6NHjyY1NTUyMjKi3377TaoMAJo1axbx+Xy6c+cOt9zFxYU8PDy45x4eHuTi4iK1bWRkJAGgFy9eyG07IqKDBw+Sjo6O3HU+Pj40bNgwiouLI01NTcrNzZVa36NHD5o6darMdu+2xYQJE0hVVZX++ecfmbLZ2dlUVFRUbnwfYs6cOdSuXTupZW5ubiQWi8vdZvjw4TRkyBCpZevWrSNDQ0PutVbZehcvXkyfffbZhxwCU4F3P9PeVpXvb9ZzUwvKem4qfRl47FEg4RygIGATYzKN3r///ouzZ89i0qRJUFVVlVvm7clm+Xw+1q1bh3v37mHnzp34888/MWfOnErvr7i4GIMHD0aPHj1w+/ZtREdHY9y4cdw+3N3dYWhoiKtXr+L69euYO3culJSU5NaVk5OD/v374/z587h58yacnZ0xaNAgpKSkSJXz9/dH586dcfPmTUycOBETJkxAfHy8VJnu3btj4MCBmDt3bqWPJScnB7///jtMTU3RrFmzcstFRkaiU6dOMsuJCIGBgfjuu+9gaWkJU1NTHDp0qNL7LyORSLBv3z64u7vDwMBAZr2amlq5kyNGRkZCTU2twsfu3bvL3Xd0dDScnJyklonFYkRHR5e7TUFBgcwM0yKRCE+fPuVODVa2Xnt7e1y5cgUFBQXl7o+pf+xSnFrwJqt0QHGlTkvlZwGn//tw+2wGoG1ai5ExjR1PJILFjev1tu/KSEhIABHBwsJCarm2tjby8/MBAJMmTcLy5csBQGr8h4mJCf73v/9h/Pjx2LRpU6X2l5WVhczMTAwcOBBt2rQBAFhZWXHrU1JSMHv2bFhalk5Ka2ZmVm5dtra2sLW15Z4vWbIEISEhOH78OLy8vLjl/fv3x8SJEwEAP/30E1avXo3w8HCZY/bz84ONjQ0iIyPx+eefy93niRMnoKamBqB0VmV9fX2cOHECfH75v00fP34sN+k4d+4ccnNzIRaLAQDfffcdduzYgZEjR5ZblzyvXr3C69evuTaris6dOyMmJqbCMs2bNy93XVpamsz65s2bIysrC3l5eRDJeR2KxWJMnz4dnp6e6NWrFxISEriBwampqTAxMal0vQYGBigsLERaWhqMjY0rc8hMPWDJTS2oUs9NuC+QkwY0bQ18Nr2WI2MaOx6PB55Kw5yD7MqVK5BIJHB3d5f6VXzu3Dn4+fnh/v37yMrKQnFxMfLz85GbmwuVShxr06ZN4enpCbFYjD59+sDJyQlDhw6Fvr4+AGDGjBkYO3Ysdu3aBScnJ3z77bdcEvSunJwc+Pj44OTJk0hNTUVxcTHy8vJkem5sbGy4v3k8HvT09PDixQuZ+tq2bYtRo0Zh7ty5iIqKkrvPXr16YfPmzQCA169fY9OmTejXrx+uXLlS7pdrXl6eTE8FAAQEBMDNzY3rVRk+fDhmz56NxMTEco9ZHvqAwcIikQimpnX7I+6HH35AYmIiBg4ciKKiImhoaGDq1Knw8fGpMEmUpyzJ+VgGvTPysdNStaDsUvD33sDv2U3gytbSvwf4A0pVvLqKYRogU1NT8Hg8mdM0rVu3hqmpqdQv7+TkZAwcOBA2NjY4fPgwrl+/jo0bNwIACgtLf0Tw+XyZL9uioiKp54GBgYiOjoajoyP2798Pc3NzXLp0CQDg4+ODe/fuYcCAAfjzzz/Rtm1bhISEyI191qxZCAkJwdKlSxEZGYmYmBhYW1tzsZR597QWj8eDRCKRW+fixYtx48YNHD16VO56VVVVmJqawtTUFF26dMH27dvx5s0bbNu2TW55oLQX7PXr11LL0tPTERISgk2bNkFRURGKiopo0aIFiouLpQYWa2hoyB0MnJGRAU1NTQCAjo4OtLS0cP/+/XJjKM+HnpbS09PD8+fPpZY9f/4cGhoacnttgNL2X758OXJycvD48WOkpaXB3t4eQOnrrir1pqenc23AfLxYz00NK1YQoqigBMB7em4kJf9NjCkB2g8B2nxZRxEyTP1q1qwZ+vTpgw0bNmDy5MnljrsBgOvXr0MikcDf35/7hX3gwAGpMjo6OkhLSwMRceNo5J326NixIzp27Ih58+bBwcEBe/bsQbdu3QAA5ubmMDc3x/Tp0zF8+HAEBgbC1dVVpo6oqCh4enpy63Jycj74PjJGRkbw8vLC/PnzK9V7wuPxwOfzkZeXV26Zjh07ylzRs3v3bhgaGsokUWfPnoW/vz9++eUXKCgowMLCAmfPnpWp88aNGzA3NwdQmlAOGzYMu3btgre3t8wpsJycHCgrK8sdd/Ohp6UcHBxw6tQpqWVhYWFwcHCosE4AUFBQQIsWpdPZ7N27Fw4ODlySUtl67969C0NDQ2hra793f0z9YT03NaxAUPrLRklZAQJRBbnjtYDSnhuhJiBeWkfRMczHYdOmTSguLkbnzp2xf/9+xMXFIT4+Hr///jvu378PBQUFAKW9PEVFRVi/fj0ePXqEXbt2YcuWLVJ19ezZEy9fvsSKFSuQmJiIjRs34vTp09z6pKQkzJs3D9HR0Xj8+DHOnj2Lhw8fwsrKCnl5efDy8kJERAQeP36MqKgoXL16VWpMztvMzMxw5MgRxMTE4NatWxgxYkS5PTJVMW/ePDx79kzuJfAFBQVIS0tDWloa4uLiMHnyZOTk5GDQoEHl1icWi3Hv3j2p3psdO3ZgyJAhaN++vdRjzJgxePXqFUJDQwEAEyZMwIMHDzBlyhTcvn0b8fHxWLVqFfbu3YuZM2dy9fn6+sLIyAhdu3ZFcHAwYmNj8fDhQwQEBKBjx47IycmRG1vZaamKHurq6uUe2/jx4/Ho0SPMmTMH9+/fx6ZNm3DgwAFMn/7/p/U3bNiA3r17c89fvXqFLVu24P79+4iJicHUqVNx8OBBrFmzpkr1AqU9T3379i03PuYjUcNXcX30avtS8AtdXWjDj+dpt3d0+YWzUomWGpZe+n15a43GwXxaKrps8mP37Nkz8vLyolatWpGSkhKpqamRvb09/frrr/TmrcvKV61aRfr6+iQSiUgsFlNwcDABoNevX3NlNm/eTEZGRqSqqkqjRo0iX19f7lLwtLQ0Gjx4MOnr65NAICBjY2NatGgRlZSUUEFBAQ0bNoyMjIxIIBCQgYEBeXl5ce357uXPSUlJ1KtXLxKJRGRkZEQbNmyQuXTa2NiYVq9eLXWstra25O3tzT0HQCEhIVJlli5dSgBkLgUHwD3U1dWpS5cudOjQofe2r729PW3ZsoWIiK5du0YA6MqVK3LL9uvXj1xdXbnnV65coT59+pCOjg5pampS165dZeIlIsrIyKC5c+eSmZkZCQQCat68OTk5OVFISIjU5fw1LTw8nDp06EACgYBat25NgYGBUuu9vb2lbgXw8uVL6tatG6mqqpKKigr17t2bLl26VOV68/LySFNTk6KjK/h8Zz5ITV0KziOqxdtIfoSysrKgqamJzMxMaGho1Fi9lxMvQmPAGKQ2t0eclQcMLZvAZVpH+YUPfQ/cPQwY2AFjzwF8hRqLg/m05OfnIykpCa1atZI7gJT5dJ08eRKzZ8/G3bt3qzxolpFv8+bNCAkJkXvajqkZFX2mVeX7m425qWEFQi0AFYy3SThfmtjw+MDA1SyxYRimVgwYMAAPHz7EP//8AyMjo/oOp1FQUlLC+vXr6zsMphJYclPDypIbufe4KcoDTv53ztr+R8CgQ53FxTDMp0feHFFM9Y0dO7a+Q2AqifVV1rAKk5sLq4HXSYC6PtBrft0GxjAMwzCfCJbc1LACgRYAQO3de9y8SihNbgDAeRmgXHPjfRiGYRiG+X8sualhcntuiICTM4CSQsC0D9DWpX6CYxiGYZhPAEtuapCEx0ehoPT+DFLJzZ1DQNJfgKIy0P9XNjEmwzAMw9QiltzUoEKBBsDjg8fnQUVdULow7zVwZl7p31/MBpq2qr8AGYZhGOYTwJKbGlQgbAIAUNFQAo//X+/M+SXAm5eAtgXgOKUeo2MYhmGYTwNLbmpQ2XgbFY3/Js17eq10mgUAGLgKUBTUT2AM84kzMTGRutX++yQnJ4PH41U4B1JQUBC0tLQ+OLbaUpfxeXp6YvDgwdxzIsK4cePQtGlTrh179uxZq5emL1y4EOPGjau1+j81sbGxMDQ0xJs3b+o7lGphyU0NKptXSkVTAJQUAyemASDAdgRg8lm9xsYwH5N3vwwB4NChQ1BWVoa/vz9XhsfjYdmyZVLljh49yk2QWVlXr15tdF984eHh6N+/P5o1awYVFRW0bdsWM2fOxD///FPnsaxduxZBQUHc89DQUAQFBeHEiRNITU1F+/btceTIESxZsqRW9p+Wloa1a9diwYIFMuuio6OhoKCAAQMGyKyLiIgAj8dDRkaGzDp5CXF9tHl+fj4mTZqEZs2aQU1NDd98843M7OXvysnJgZeXFwwNDSESidC2bVupOdnS09MxefJkWFhYQCQSoWXLlpgyZYrUbPBt27ZFt27dsGrVqlo7ttrEkpsa9PZpKVzZCqTdAZS1gL6184ZmmMZi+/btcHd3x+bNm6UmZ1RWVsby5culJoCsDh0dHaioqHxomHWiqKjovWV+++03ODk5QU9PD4cPH0ZsbCy2bNmCzMxMLjmsS5qamlK9RImJidDX14ejoyP09PSgqKiIpk2bVjgh5vuUlJSUO0np9u3b4ejoCGNjY5l1O3bswOTJk/H333/j2bNn1d5/fbX59OnT8ccff+DgwYP466+/8OzZM3z99dcVbjNjxgyEhobi999/R1xcHKZNmwYvLy8cP34cAPDs2TM8e/YMK1euxN27dxEUFITQ0FCMGTNGqp7Ro0dj8+bNKC4urrXjqzU1PuvVR642J848OHgZbfjxPF06cJXI16B0YsxrgTW6H4Z527uTzEkkEirML66XR1UmSvTw8CAXFxciIlq+fDkpKyvTkSNHZMoMHDiQLC0tafbs2dzykJAQevejKzIykj777DNSVlYmQ0NDmjx5MuXk5HDr353MMi4ujrp3705CoZCsrKwoLCxMajLLpKQkAkCHDx+mnj17kkgkIhsbG7p48SJXR9mkmiEhIWRqakpCoZD69u1LKSkpUrFt2rSJWrduTUpKSmRubk7BwcFS6wHQpk2baNCgQaSiokLe3t6Unp5OI0aMIG1tbVJWViZTU1MKCAggIqInT56QQCCgadOmyW3bsglF3530MyEhgb766ivS1dUlVVVV6ty5M4WFhUltu3HjRu5YdHV16ZtvvuHWHTx4kNq3b0/KysrUtGlT6t27N9fGb/8/353ss2wCy3cnGM3Pz6eZM2eSgYEBqaiokL29PYWHh8u077Fjx8jKyooUFBQoKSlJ7jG3a9eONmzYILM8Ozub1NTU6P79++Tm5ka+vr5S68PDw2UmYS3z9mumsm1e0zIyMkhJSYkOHjzILYuLiyMAFU7e2a5dO/rll1+kltnZ2dGCBQvK3ebAgQMkEAioqKiIW1ZQUEBCoZDOnTv3AUdRNTU1cSabfqEG5f/Xc6OREgIU5gCG9kDHUfUcFfMpKS6UYOvUv+pl3+PW9oCSsGpzpf3000/YtGkTTpw4gd69e8usV1BQwNKlSzFixAhMmTIFhoaGMmUSExPh7OyM//3vfwgICMDLly/h5eUFLy8vBAYGypQvKSnB4MGD0bJlS1y+fBnZ2dlSvUVvW7BgAVauXAkzMzMsWLAAw4cPR0JCAhQVSz86c3Nz4evri+DgYAgEAkycOBHDhg1DVFQUACAkJARTp07FmjVr4OTkhBMnTmD06NEwNDREr169uP34+Phg2bJlWLNmDRQVFbFw4ULExsbi9OnT0NbWRkJCAvLy8gAABw8eRGFhIebMmSM35vLG2eTk5KB///7w9fWFUChEcHAwBg0ahPj4eLRs2RLXrl3DlClTsGvXLjg6OiI9PR2RkZEAgNTUVAwfPhwrVqyAq6srsrOzERkZCZIz7/LatWvRpk0bbN26FVevXoWCgvzXhJeXF2JjY7Fv3z4YGBggJCQEzs7OuHPnDszMzLj2Xb58ObZv345mzZpBV1dXpp709HTExsaic+fOMusOHDgAS0tLWFhY4LvvvsO0adMwb968Kp/WrG6bA0C/fv24dpTH2NgY9+7dk7vu+vXrKCoqgpOTE7fM0tISLVu2RHR0NLp16yZ3O0dHRxw/fhzff/89DAwMEBERgQcPHmD16tXlxlE2GWXZaxsABAIBOnTogMjISLnvz4/ZR5HcbNy4Eb/++ivS0tJga2uL9evXw97evtzyBw8exMKFC5GcnAwzMzMsX74c/fv3r8OI5SsQlo65UX/xJ6Ci8N/EmOzMH8PIc/r0aRw7dgznz5/Hl19+WW45V1dXdOjQAd7e3tixY4fMej8/P7i7u3ODVc3MzLBu3Tr06NEDmzdvlplZOCwsDImJiYiIiICenh4AwNfXF3369JGpe9asWdxYjcWLF6Ndu3ZISEiApaUlgNJTSBs2bEDXrl0BADt37oSVlRWuXLkCe3t7rFy5Ep6enpg4cSKA0tMFly5dwsqVK6WSmxEjRmD06NHc85SUFHTs2JH7wjYxMeHWPXz4EBoaGtDX1y+3zeSxtbWFra0t93zJkiUICQnB8ePH4eXlhZSUFKiqqmLgwIFQV1eHsbExOnbsCKA0uSkuLsbXX3/NnfqxtraWux9NTU2oq6tDQUGBa993paSkIDAwECkpKTAwMABQ2tahoaEIDAzE0qVLAZS276ZNm6TillcXEXH1vG3Hjh347rvvAADOzs7IzMzEX3/9hZ49e76ntaRVt82B0lNmZYmpPEpKSuWuS0tLg0AgkEmemjdvjrS0tHK3W79+PcaNGwdDQ0MoKiqCz+dj27Zt+OKLL+SWf/XqFZYsWSJ3XJqBgQEeP35c7r4+VvWe3Ozfvx8zZszAli1b0LVrV6xZswZisRjx8fFys/SLFy9i+PDh8PPzw8CBA7Fnzx4MHjwYN27cQPv27evhCEoREQrLZgTn/ws4TAT06i8e5tOkKOBj3Noe9bbvqrCxscGrV6/g7e0Ne3t7qKmplVt2+fLl+PLLLzFr1iyZdbdu3cLt27exe/dubhkRQSKRICkpCVZWVlLl4+PjYWRkJPXFW96PKRsbG+7vsi+2Fy9ecMmNoqIiunTpwpWxtLSElpYW4uLiYG9vj7i4OJkvjO7du2Pt2rVSy97tdZgwYQK++eYb3LhxA3379sXgwYPh6OjIHVtVex6A0p4bHx8fnDx5kktW8vLykJKSAgDo06cPjI2N0bp1azg7O8PZ2Rmurq5QUVGBra0tevfuDWtra4jFYvTt2xdDhgxBkyZNqhwHANy5cwclJSUwNzeXWl5QUIBmzZpxzwUCgdT/QJ6yxOHdJDY+Ph5XrlxBSEgIgNL/lZubG3bs2FHl5Ka6bQ4ALVq0qNZ2H2L9+vW4dOkSjh8/DmNjY/z999+YNGkSDAwMpHqBACArKwsDBgxA27Zt4ePjI1OXSCRCbm5uHUVec+q9W2HVqlX44YcfMHr0aG5Et4qKCgICAuSWX7t2LZydnTF79mxYWVlhyZIlsLOzw4YNG+o4cmnFeYCEX5qBizSFQI+59RoP82ni8XhQEirUy6OqH/4tWrRAREQE/vnnHzg7OyM7O7vcsl988QXEYjHmzZsnsy4nJwc//vgjYmJiuMetW7fw8OFDtGnTpspt+La3f1WXHV95g1o/hKqqqtTzfv364fHjx5g+fTqePXuG3r17c4mdubk5MjMzkZqaWqV9zJo1CyEhIVi6dCkiIyMRExMDa2trFBYWAgDU1dVx48YN7N27F/r6+li0aBFsbW2RkZEBBQUFhIWF4fTp02jbti3Wr18PCwsLJCUlVet4c3JyoKCggOvXr0v93+Li4qQSP5FI9N7Xlba2NgDIDDrfsWMHiouLYWBgAEVFRSgqKmLz5s04fPgwd1WQhkbpHH9vXyVUJiMjA5qapb3x1W1zoPR/qaamVu6jXbt25W6rp6eHwsJCmau5nj9/Xm6vWF5eHubPn49Vq1Zh0KBBsLGxgZeXF9zc3LBy5UqpstnZ2XB2doa6ujpCQkLk9iKlp6dDR0enysdd3+o1uSksLMT169elMkk+nw8nJydER0fL3SY6Olom8xSLxeWWLygoQFZWltSjNhSnlb7olQqzIXHyBoTl/wplGKaUsbEx/vrrL6Slpb03wVm2bBn++OMPmfe6nZ0dYmNjYWpqKvMQCGTvLWVhYYEnT55IXU579erVasVfXFyMa9eucc/j4+ORkZHB9RZZWVlx42/KREVFoW3btu+tW0dHBx4eHvj999+xZs0abN26FQAwZMgQCAQCrFixQu528i5rLtuvp6cnXF1dYW1tDT09PSQnJ0uVUVRUhJOTE1asWIHbt28jOTkZf/75J4DS5K579+5YvHgxbt68CYFAwPWKVFXHjh1RUlKCFy9eyPzPyvvSLk+bNm2goaGB2NhYbllxcTGCg4Ph7+8vk/QaGBhg7969AEpPYfL5fFy/fl2qzkePHiEzM5PrWapumwOlp6XejuHdx6lTp8rdtlOnTlBSUsL58+e5ZfHx8UhJSYGDg4PcbYqKilBUVAT+O0MiFBQUpBLzrKws9O3bFwKBAMePH5fp+Spz9+5d7vRkQ1Kvp6VevXqFkpISNG/eXGp58+bNcf/+fbnbpKWlyS1f3vlHPz8/LF68uGYCroAk+w0Ui5QhLMhAialrre+PYRoLIyMjREREoFevXhCLxQgNDeV+Ub/N2toa7u7uWLdundTyn376Cd26dYOXlxfGjh0LVVVVxMbGIiwsTG6Pbp8+fdCmTRt4eHhgxYoVyM7Oxs8//wwAVe59UlJSwuTJk7Fu3TooKirCy8sL3bp1405zzZ49G0OHDkXHjh3h5OSEP/74A0eOHMG5c+cqrHfRokXo1KkT2rVrh4KCApw4cYJLmIyMjLB69Wp4eXkhKysLo0aNgomJCZ4+fYrg4GCoqanJvTTZzMwMR44cwaBBg8Dj8bBw4UKpL7sTJ07g0aNH+OKLL9CkSROcOnUKEokEFhYWuHz5Ms6fP4++fftCV1cXly9fxsuXL2VO+VWWubk53N3dMWrUKPj7+6Njx454+fIlzp8/DxsbG7n3pClP2Q/iCxcucPdOOnHiBF6/fo0xY8ZwvS9lvvnmG+zYsQPjx4+Huro6xo4di5kzZ0JRURHW1tZ48uQJ95oqOxVY3TYHPuy0lKamJsaMGYMZM2agadOm0NDQwOTJk+Hg4CA1mNjS0hJ+fn5wdXWFhoYGevTogdmzZ0MkEnE/IIKDg7l71pQlNrm5ufj999+lfvjr6Ohwg8CTk5Pxzz//yHQoNAg1exFX1fzzzz8EQOrySiKi2bNnk729vdxtlJSUaM+ePVLLNm7cSLq6unLL5+fnU2ZmJvd48uRJrVwKXlJSQtnPn1LG44dUUlJSo3UzTHkqumzyY/b2pcNlnj59SmZmZtStWzfKzMyUWyYpKYkEAoHMpeBXrlyhPn36kJqaGqmqqpKNjY3UZb/lXQouEAjI0tKS/vjjDwJAoaGh3H4A0M2bN7ltXr9+TQC4y5XLLlU+fPgwtW7dmoRCITk5OdHjx4+lYqvMpeBll6CXWbJkCVlZWZFIJKKmTZuSi4sLPXr0SKpMWFgYicViatKkCSkrK5OlpSXNmjWLnj17JhXf223Xq1cvEolEZGRkRBs2bJC6PDsyMpJ69OhBTZo04S59379/PxERxcbGklgsJh0dHRIKhWRubk7r16/n6n73f7V69WruEvAy714KXlhYSIsWLSITExNSUlIifX19cnV1pdu3b8uNvyKnTp2iFi1acJ+9AwcOpP79+8ste/nyZQJAt27dIqLS95C3tzdZWlqSSCSiVq1a0bhx4+jly5cy276vzWtDXl4eTZw4kZo0aUIqKirk6upKqampUmUAUGBgIPc8NTWVPD09ycDAgJSVlcnCwoL8/f252zWUXQIv7/H25fZLly4lsVhca8cmT01dCs4jknMtXx0pLCyEiooKDh06JHW3Ug8PD2RkZODYsWMy27Rs2RIzZsyQuo23t7c3jh49ilu3br13n1lZWdDU1OQue2OYhiw/Px9JSUlo1apVud3KzPtFRUXhs88+Q0JCwgeP02HqHhGha9eumD59OoYPH17f4TQKhYWFMDMzw549e9C9e/c6229Fn2lV+f6u1zE3AoEAnTp1kjqfKJFIcP78+XLPJzo4OEiVB0ov7SyvPMMwzLtCQkIQFhaG5ORknDt3DuPGjUP37t1ZYtNA8Xg8bN26tWHeSfcjlZKSgvnz59dpYlOT6v1S8BkzZsDDwwOdO3eGvb091qxZgzdv3nD3fBg1ahRatGgBPz8/AMDUqVPRo0cP+Pv7Y8CAAdi3bx+uXbvGDbZjGIZ5n+zsbPz0009ISUmBtrY2nJyc6mXaAqbmdOjQAR06dKjvMBqNsgHeDVW9Jzdubm54+fIlFi1ahLS0NHTo0AGhoaHcoOGUlBSpUd+Ojo7Ys2cPfv75Z8yfPx9mZmY4evRovd7jhmGYhmXUqFEYNYrdPZxhGqt6HXNTH9iYG6YxYWNuGIZpTBrFmBuGYWrGJ/YbhWGYRqqmPstYcsMwDVjZHUUb4u3RGYZh3lV2x+zyJlytrHofc8MwTPUpKChAS0sLL168AACoqKhUew4chmGY+iSRSPDy5UuoqKhIzU5eHSy5YZgGrux29WUJDsMwTEPF5/PRsmXLD/6RxpIbhmngeDwe9PX1oauri6KiovoOh2EYptoEAoHMvFjVwZIbhmkkFBQUPvg8NcMwTGPABhQzDMMwDNOosOSGYRiGYZhGhSU3DMMwDMM0Kp/cmJuyGwRlZWXVcyQMwzAMw1RW2fd2ZW7098klN9nZ2QAAIyOjeo6EYRiGYZiqys7OhqamZoVlPrm5pSQSCZ49ewZ1dfUav9lZVlYWjIyM8OTJEzZvVS1i7Vw3WDvXDdbOdYe1dd2orXYmImRnZ8PAwOC9l4t/cj03fD4fhoaGtboPDQ0N9sapA6yd6wZr57rB2rnusLauG7XRzu/rsSnDBhQzDMMwDNOosOSGYRiGYZhGhSU3NUgoFMLb2xtCobC+Q2nUWDvXDdbOdYO1c91hbV03PoZ2/uQGFDMMwzAM07ixnhuGYRiGYRoVltwwDMMwDNOosOSGYRiGYZhGhSU3DMMwDMM0Kiy5qaKNGzfCxMQEysrK6Nq1K65cuVJh+YMHD8LS0hLKysqwtrbGqVOn6ijShq0q7bxt2zZ8/vnnaNKkCZo0aQInJ6f3/l+YUlV9PZfZt28feDweBg8eXLsBNhJVbeeMjAxMmjQJ+vr6EAqFMDc3Z58dlVDVdl6zZg0sLCwgEolgZGSE6dOnIz8/v46ibZj+/vtvDBo0CAYGBuDxeDh69Oh7t4mIiICdnR2EQiFMTU0RFBRU63GCmErbt28fCQQCCggIoHv37tEPP/xAWlpa9Pz5c7nlo6KiSEFBgVasWEGxsbH0888/k5KSEt25c6eOI29YqtrOI0aMoI0bN9LNmzcpLi6OPD09SVNTk54+fVrHkTcsVW3nMklJSdSiRQv6/PPPycXFpW6CbcCq2s4FBQXUuXNn6t+/P124cIGSkpIoIiKCYmJi6jjyhqWq7bx7924SCoW0e/duSkpKojNnzpC+vj5Nnz69jiNvWE6dOkULFiygI0eOEAAKCQmpsPyjR49IRUWFZsyYQbGxsbR+/XpSUFCg0NDQWo2TJTdVYG9vT5MmTeKel5SUkIGBAfn5+cktP3ToUBowYIDUsq5du9KPP/5Yq3E2dFVt53cVFxeTuro67dy5s7ZCbBSq087FxcXk6OhI27dvJw8PD5bcVEJV23nz5s3UunVrKiwsrKsQG4WqtvOkSZPoyy+/lFo2Y8YM6t69e63G2ZhUJrmZM2cOtWvXTmqZm5sbicXiWoyMiJ2WqqTCwkJcv34dTk5O3DI+nw8nJydER0fL3SY6OlqqPACIxeJyyzPVa+d35ebmoqioCE2bNq2tMBu86rbzL7/8Al1dXYwZM6YuwmzwqtPOx48fh4ODAyZNmoTmzZujffv2WLp0KUpKSuoq7AanOu3s6OiI69evc6euHj16hFOnTqF///51EvOnor6+Bz+5iTOr69WrVygpKUHz5s2lljdv3hz379+Xu01aWprc8mlpabUWZ0NXnXZ+108//QQDAwOZNxTz/6rTzhcuXMCOHTsQExNTBxE2DtVp50ePHuHPP/+Eu7s7Tp06hYSEBEycOBFFRUXw9vaui7AbnOq084gRI/Dq1St89tlnICIUFxdj/PjxmD9/fl2E/Mko73swKysLeXl5EIlEtbJf1nPDNCrLli3Dvn37EBISAmVl5foOp9HIzs7GyJEjsW3bNmhra9d3OI2aRCKBrq4utm7dik6dOsHNzQ0LFizAli1b6ju0RiUiIgJLly7Fpk2bcOPGDRw5cgQnT57EkiVL6js0pgawnptK0tbWhoKCAp4/fy61/Pnz59DT05O7jZ6eXpXKM9Vr5zIrV67EsmXLcO7cOdjY2NRmmA1eVds5MTERycnJGDRoELdMIpEAABQVFREfH482bdrUbtANUHVez/r6+lBSUoKCggK3zMrKCmlpaSgsLIRAIKjVmBui6rTzwoULMXLkSIwdOxYAYG1tjTdv3mDcuHFYsGAB+Hz2278mlPc9qKGhUWu9NgDruak0gUCATp064fz589wyiUSC8+fPw8HBQe42Dg4OUuUBICwsrNzyTPXaGQBWrFiBJUuWIDQ0FJ07d66LUBu0qrazpaUl7ty5g5iYGO7x1VdfoVevXoiJiYGRkVFdht9gVOf13L17dyQkJHDJIwA8ePAA+vr6LLEpR3XaOTc3VyaBKUsoiU25WGPq7XuwVocrNzL79u0joVBIQUFBFBsbS+PGjSMtLS1KS0sjIqKRI0fS3LlzufJRUVGkqKhIK1eupLi4OPL29maXgldCVdt52bJlJBAI6NChQ5Samso9srOz6+sQGoSqtvO72NVSlVPVdk5JSSF1dXXy8vKi+Ph4OnHiBOnq6tL//ve/+jqEBqGq7ezt7U3q6uq0d+9eevToEZ09e5batGlDQ4cOra9DaBCys7Pp5s2bdPPmTQJAq1atops3b9Ljx4+JiGju3Lk0cuRIrnzZpeCzZ8+muLg42rhxI7sU/GO0fv16atmyJQkEArK3t6dLly5x63r06EEeHh5S5Q8cOEDm5uYkEAioXbt2dPLkyTqOuGGqSjsbGxsTAJmHt7d33QfewFT19fw2ltxUXlXb+eLFi9S1a1cSCoXUunVr8vX1peLi4jqOuuGpSjsXFRWRj48PtWnThpSVlcnIyIgmTpxIr1+/rvvAG5Dw8HC5n7dlbevh4UE9evSQ2aZDhw4kEAiodevWFBgYWOtx8ohY/xvDMAzDMI0HG3PDMAzDMEyjwpIbhmEYhmEaFZbcMAzDMAzTqLDkhmEYhmGYRoUlNwzDMAzDNCosuWEYhmEYplFhyQ3DMAzDMI0KS24YhmEYhmlUWHLDMHIEBQVBS0urvsOoNh6Ph6NHj1ZYxtPTE4MHD66TeD42CxcuxLhx4+pkXxEREeDxeMjIyKiwnImJCdasWVOrsVR1HzX1PqjM67GqYmNjYWhoiDdv3tRovUzjwJIbptHy9PQEj8eTeSQkJNR3aAgKCuLi4fP5MDQ0xOjRo/HixYsaqT81NRX9+vUDACQnJ4PH4yEmJkaqzNq1axEUFFQj+yuPj48Pd5wKCgowMjLCuHHjkJ6eXqV6ajIRS0tLw9q1a7FgwQKp+sviFAgEMDU1xS+//ILi4uIP3p+joyNSU1OhqakJoPyE4erVq3WWcDUEvr6+cHR0hIqKitz2atu2Lbp164ZVq1bVfXDMR48lN0yj5uzsjNTUVKlHq1at6jssAICGhgZSU1Px9OlTbNu2DadPn8bIkSNrpG49PT0IhcIKy2hqatZJ71S7du2QmpqKlJQUBAYGIjQ0FBMmTKj1/ZZn+/btcHR0hLGxsdTystfKw4cPMXPmTPj4+ODXX3/94P0JBALo6emBx+NVWE5HRwcqKiofvL/GorCwEN9++22Fr5XRo0dj8+bNNZKEMo0LS26YRk0oFEJPT0/qoaCggFWrVsHa2hqqqqowMjLCxIkTkZOTU249t27dQq9evaCurg4NDQ106tQJ165d49ZfuHABn3/+OUQiEYyMjDBlypT3dpfzeDzo6enBwMAA/fr1w5QpU3Du3Dnk5eVBIpHgl19+gaGhIYRCITp06IDQ0FBu28LCQnh5eUFfXx/KysowNjaGn5+fVN1lpwHKkrmOHTuCx+OhZ8+eAKR7Q7Zu3QoDAwNIJBKpGF1cXPD9999zz48dOwY7OzsoKyujdevWWLx48Xu/WBQVFaGnp4cWLVrAyckJ3377LcLCwrj1JSUlGDNmDFq1agWRSAQLCwusXbuWW+/j44OdO3fi2LFjXO9KREQEAODJkycYOnQotLS00LRpU7i4uCA5ObnCePbt24dBgwbJLC97rRgbG2PChAlwcnLC8ePHAQCvX7/GqFGj0KRJE6ioqKBfv354+PAht+3jx48xaNAgNGnSBKqqqmjXrh1OnToFQPq0VEREBEaPHo3MzEzuWHx8fABInzIaMWIE3NzcpOIrKiqCtrY2goODAQASiQR+fn5cu9na2uLQoUMVHvu7Kvs+OHr0KMzMzKCsrAyxWIwnT55Ira/O6+J9Fi9ejOnTp8Pa2rrcMn369EF6ejr++uuvD9oX0/iw5Ib5JPH5fKxbtw737t3Dzp078eeff2LOnDnllnd3d4ehoSGuXr2K69evY+7cuVBSUgIAJCYmwtnZGd988w1u376N/fv348KFC/Dy8qpSTCKRCBKJBMXFxVi7di38/f2xcuVK3L59G2KxGF999RX3hbpu3TocP34cBw4cQHx8PHbv3g0TExO59V65cgUAcO7cOaSmpuLIkSMyZb799lv8+++/CA8P55alp6cjNDQU7u7uAIDIyEiMGjUKU6dORWxsLH777TcEBQXB19e30seYnJyMM2fOQCAQcMskEgkMDQ1x8OBBxMbGYtGiRZg/fz4OHDgAAJg1axaGDh0q1Qvn6OiIoqIiiMViqKurIzIyElFRUVBTU4OzszMKCwvl7j89PR2xsbHo3Lnze2MViURcPZ6enrh27RqOHz+O6OhoEBH69++PoqIiAMCkSZNQUFCAv//+G3fu3MHy5cuhpqYmU6ejoyPWrFnD9dqlpqZi1qxZMuXc3d3xxx9/SCUaZ86cQW5uLlxdXQEAfn5+CA4OxpYtW3Dv3j1Mnz4d3333XZW+6CvzPsjNzYWvry+Cg4MRFRWFjIwMDBs2jFtfnddFz5494enpWek4yyMQCNChQwdERkZ+cF1MI1Pr844zTD3x8PAgBQUFUlVV5R5DhgyRW/bgwYPUrFkz7nlgYCBpampyz9XV1SkoKEjutmPGjKFx48ZJLYuMjCQ+n095eXlyt3m3/gcPHpC5uTl17tyZiIgMDAzI19dXapsuXbrQxIkTiYho8uTJ9OWXX5JEIpFbPwAKCQkhIqKkpCQCQDdv3pQq4+HhQS4uLtxzFxcX+v7777nnv/32GxkYGFBJSQkREfXu3ZuWLl0qVceuXbtIX19fbgxERN7e3sTn80lVVZWUlZUJAAGgVatWlbsNEdGkSZPom2++KTfWsn1bWFhItUFBQQGJRCI6c+aM3Hpv3rxJACglJUVq+dv1SyQSCgsLI6FQSLNmzaIHDx4QAIqKiuLKv3r1ikQiER04cICIiKytrcnHx0fuPsPDwwkAvX79mohk//dljI2NafXq1UREVFRURNra2hQcHMytHz58OLm5uRERUX5+PqmoqNDFixel6hgzZgwNHz5cbhzv7kMeee8DAHTp0iVuWVxcHAGgy5cvE1HlXhdvvx6JiEaOHElz584tN463lddeZVxdXcnT07NSdTGfDsX6SqoYpi706tULmzdv5p6rqqoCKO3F8PPzw/3795GVlYXi4mLk5+cjNzdX7riHGTNmYOzYsdi1axd3aqVNmzYASk9Z3b59G7t37+bKExEkEgmSkpJgZWUlN7bMzEyoqalBIpEgPz8fn332GbZv346srCw8e/YM3bt3lyrfvXt33Lp1C0BpT0KfPn1gYWEBZ2dnDBw4EH379v2gtnJ3d8cPP/yATZs2QSgUYvfu3Rg2bBj4fD53nFFRUVK/yEtKSipsNwCwsLDA8ePHkZ+fj99//x0xMTGYPHmyVJmNGzciICAAKSkpyMvLQ2FhITp06FBhvLdu3UJCQgLU1dWllufn5yMxMVHuNnl5eQAAZWVlmXUnTpyAmpoaioqKIJFIMGLECPj4+OD8+fNQVFRE165dubLNmjWDhYUF4uLiAABTpkzBhAkTcPbsWTg5OeGbb76BjY1NhfFXRFFREUOHDsXu3bsxcuRIvHnzBseOHcO+ffsAAAkJCcjNzUWfPn2ktissLETHjh0rvZ/KvA8UFRXRpUsXbhtLS0toaWkhLi4O9vb21XpdlJ1aqwkikQi5ubk1Vh/TOLDkhmnUVFVVYWpqKrUsOTkZAwcOxIQJE+Dr64umTZviwoULGDNmDAoLC+V+GPv4+GDEiBE4efIkTp8+DW9vb+zbtw+urq7IycnBjz/+iClTpshs17Jly3JjU1dXx40bN8Dn86Gvrw+RSAQAyMrKeu9x2dnZISkpCadPn8a5c+cwdOhQODk5VXnMxdsGDRoEIsLJkyfRpUsXREZGYvXq1dz6nJwcLF68GF9//bXMtvKShTJlVx8BwLJlyzBgwAAsXrwYS5YsAVA6BmbWrFnw9/eHg4MD1NXV8euvv+Ly5csVxpuTk4NOnTpJJZVldHR05G6jra0NoHQMzbtlyhJhgUAAAwMDKCpW/uNx7NixEIvFOHnyJM6ePQs/Pz/4+/vLJHFV4e7ujh49euDFixcICwuDSCSCs7MzAHCnq06ePIkWLVpIbfe+geRlqvM+kKe6r4uakp6ezv3QYJgyLLlhPjnXr1+HRCKBv78/1ytRNr6jIubm5jA3N8f06dMxfPhwBAYGwtXVFXZ2doiNjZVJot6Hz+fL3UZDQwMGBgaIiopCjx49uOVRUVGwt7eXKufm5gY3NzcMGTIEzs7OSE9PR9OmTaXqKxvfUlJSUmE8ysrK+Prrr7F7924kJCTAwsICdnZ23Ho7OzvEx8dX+Tjf9fPPP+PLL7/EhAkTuON0dHTExIkTuTLv9rwIBAKZ+O3s7LB//37o6upCQ0OjUvtu06YNNDQ0EBsbC3Nzc6l18hJhALCyskJxcTEuX74MR0dHAMC///6L+Ph4tG3blitnZGSE8ePHY/z48Zg3bx62bdsmN7mRdyzyODo6wsjICPv378fp06fx7bffcuO82rZtC6FQiJSUFKnXSFVU9n1QXFyMa9euca+9+Ph4ZGRkcD2SNfW6qK67d+9iyJAh9bJv5uPFBhQznxxTU1MUFRVh/fr1ePToEXbt2oUtW7aUWz4vLw9eXl6IiIjA48ePERUVhatXr3If7j/99BMuXrwILy8vxMTE4OHDhzh27FiVBxS/bfbs2Vi+fDn279+P+Ph4zJ07FzExMZg6dSqA0qtc9u7di/v37+PBgwc4ePAg9PT05F7araurC5FIhNDQUDx//hyZmZnl7tfd3R0nT55EQEAAN5C4zKJFixAcHIzFixfj3r17iIuLw759+/Dzzz9X6dgcHBxgY2ODpUuXAgDMzMxw7do1nDlzBg8ePMDChQtx9epVqW1MTExw+/ZtxMfH49WrVygqKoK7uzu0tbXh4uKCyMhIJCUlISIiAlOmTMHTp0/l7pvP58PJyQkXLlyodLxmZmZwcXHBDz/8gAsXLuDWrVv47rvv0KJFC7i4uAAApk2bhjNnziApKQk3btxAeHh4uacjTUxMkJOTg/Pnz+PVq1cVnlIZMWIEtmzZgrCwMKn/h7q6OmbNmoXp06dj586dSExMxI0bN7B+/Xrs3LmzUsdV2feBkpISJk+ejMuXL+P69evw9PREt27duGSnOq+LUaNGYd68eRXGl5KSgpiYGKSkpKCkpAQxMTGIiYmRGmSdnJyMf/75B05OTpU6ZuYTUt+DfhimtsgbhFpm1apVpK+vTyKRiMRiMQUHB5c76LOgoICGDRtGRkZGJBAIyMDAgLy8vKQGC1+5coX69OlDampqpKqqSjY2NjIDgt/2vkGSJSUl5OPjQy1atCAlJSWytbWl06dPc+u3bt1KHTp0IFVVVdLQ0KDevXvTjRs3uPV4ZwDntm3byMjIiPh8PvXo0aPc9ikpKSF9fX0CQImJiTJxhYaGkqOjI4lEItLQ0CB7e3vaunVrucfh7e1Ntra2Msv37t1LQqGQUlJSKD8/nzw9PUlTU5O0tLRowoQJNHfuXKntXrx4wbUvAAoPDyciotTUVBo1ahRpa2uTUCik1q1b0w8//ECZmZnlxnTq1Clq0aIFN1C6vLZ4W3p6Oo0cOZI0NTW518yDBw+49V5eXtSmTRsSCoWko6NDI0eOpFevXhGR7IBiIqLx48dTs2bNCAB5e3sTkfzBvrGxsQSAjI2NZQaPSyQSWrNmDVlYWJCSkhLp6OiQWCymv/76q9zjeHcflX0fHD58mFq3bk1CoZCcnJzo8ePHUvW+73Xx7uuxR48e5OHhUW6cRKX/E/w3AP3tR9n/noho6dKlJBaLK6yH+TTxiIjqI6liGIapD0SErl27cqcXmYapsLAQZmZm2LNnj8zge4Zhp6UYhvmk8Hg8bN26ld3VtoFLSUnB/PnzWWLDyMV6bhiGYRiGaVRYzw3DMAzDMI0KS24YhmEYhmlUWHLDMAzDMEyjwpIbhmEYhmEaFZbcMAzDMAzTqLDkhmEYhmGYRoUlNwzDMAzDNCosuWEYhmEYplFhyQ3DMAzDMI3K/wErenUL1UIHeAAAAABJRU5ErkJggg==\n", 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\n", 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" ] @@ -5065,7 +5065,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 163, "metadata": { "scrolled": true }, @@ -5099,7 +5099,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 164, "metadata": {}, "outputs": [], "source": [ @@ -5122,7 +5122,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 165, "metadata": { "scrolled": true }, @@ -5131,19 +5131,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dummy | score = 0.485 | time = 0.001s/0.000s\n", - "KNN(3) | score = 0.742 | time = 0.001s/0.004s\n", + "Dummy | score = 0.503 | time = 0.000s/0.001s\n", + "KNN(3) | score = 0.742 | time = 0.002s/0.005s\n", "RBF SVM | score = 0.755 | time = 0.003s/0.002s\n", "Decision Tree | score = 0.724 | time = 0.002s/0.001s\n", - "Random Forest | score = 0.785 | time = 0.012s/0.002s\n", - "Neural Net | score = 0.816 | time = 0.167s/0.002s\n", + "Random Forest | score = 0.755 | time = 0.013s/0.002s\n", + "Neural Net | score = 0.810 | time = 0.190s/0.001s\n", "AdaBoost | score = 0.779 | time = 0.073s/0.007s\n", "Naive Bayes | score = 0.804 | time = 0.001s/0.001s\n", - "QDA | score = 0.816 | time = 0.010s/0.001s\n", + "QDA | score = 0.816 | time = 0.001s/0.001s\n", "Linear SVC | score = 0.804 | time = 0.003s/0.001s\n", "Linear SVM | score = 0.804 | time = 0.003s/0.002s\n", - "Gaussian Proc | score = 0.798 | time = 1.957s/0.004s\n", - "LogisticRegr | score = 0.816 | time = 0.007s/0.001s\n" + "Gaussian Proc | score = 0.798 | time = 1.595s/0.004s\n", + "LogisticRegr | score = 0.816 | time = 0.004s/0.006s\n" ] } ], @@ -5172,7 +5172,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 166, "metadata": { "scrolled": true }, @@ -5192,7 +5192,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 167, "metadata": {}, "outputs": [ { @@ -5201,7 +5201,7 @@ "" ] }, - "execution_count": 54, + "execution_count": 167, "metadata": {}, "output_type": "execute_result" }, @@ -5231,7 +5231,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 168, "metadata": { "scrolled": true }, @@ -5264,22 +5264,24 @@ }, { "cell_type": "code", - "execution_count": 63, - "metadata": {}, + "execution_count": 169, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 63, + "execution_count": 169, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -5295,14 +5297,234 @@ "ti = [0.5]\n", "hor = np.arange(len(ti))\n", "\n", - "plt.bar(ti,victorias_local,width = 0.25,color = '#0077b6',label = 'Partidos de local')\n", - "plt.bar(hor + 0.75,victorias_visitante,width = 0.25,color = '#fb8500',label = 'Partidos de visitante')\n", + "plt.bar(ti,victorias_local,width = 0.25,color = '#6CC132',label = 'Partidos de local')\n", + "plt.bar(hor + 0.75,victorias_visitante,width = 0.25,color = '#AB32C1',label = 'Partidos de visitante')\n", "\n", "plt.ylabel('Numero de victorias')\n", "plt.xticks(color = 'w')\n", "plt.title('Comparación de victorias como local y como visitante desde 1940')\n", "plt.legend()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vamos a ver los máximos anotadores de todos los tiempos, para ello tenemos que limpiar el df game_details" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "GAME_ID 0\n", + "TEAM_ID 0\n", + "TEAM_ABBREVIATION 0\n", + "TEAM_CITY 0\n", + "PLAYER_ID 0\n", + "PLAYER_NAME 0\n", + "NICKNAME 615591\n", + "START_POSITION 412863\n", + "COMMENT 558939\n", + "MIN 109690\n", + "FGM 109690\n", + "FGA 109690\n", + "FG_PCT 109690\n", + "FG3M 109690\n", + "FG3A 109690\n", + "FG3_PCT 109690\n", + "FTM 109690\n", + "FTA 109690\n", + "FT_PCT 109690\n", + "OREB 109690\n", + "DREB 109690\n", + "REB 109690\n", + "AST 109690\n", + "STL 109690\n", + "BLK 109690\n", + "TO 109690\n", + "PF 109690\n", + "PTS 109690\n", + "PLUS_MINUS 133351\n", + "dtype: int64" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(668628, 29)" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(558938, 29)" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(df_games_details.isnull().sum())\n", + "# Borramos estas 3 columnas que no aportan nada\n", + "df_games_details.drop(['NICKNAME', 'START_POSITION', 'COMMENT', 'PLUS_MINUS'], axis=1)\n", + "display(df_games_details.shape)\n", + "# Borramos los nulls de las demás filas, los nulls de las filas están en distintas posiciones, probar con media\n", + "df_games_details = df_games_details.dropna(subset=['PTS'])\n", + "display(df_games_details.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Jugadores con más puntos desde 1940" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_player = df_games_details.groupby('PLAYER_NAME')['PTS'].sum().sort_values(ascending =False).head(20).reset_index()\n", + "plt.figure(figsize=(15,10))\n", + "plt.xlabel('Puntos',fontsize=15)\n", + "plt.ylabel('Nombre Jugador',fontsize=15)\n", + "plt.title('Top 20 Jugadores con más puntos en la NBA desde 1940',fontsize = 24)\n", + "ax = sns.barplot(x=top_player['PTS'],y = top_player['PLAYER_NAME'], color='steelblue')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Jugadores con más rebotes desde 1940" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_player_reb = df_games_details.groupby('PLAYER_NAME')['REB'].sum().sort_values(ascending =False).head(20).reset_index()\n", + "plt.figure(figsize=(15,10))\n", + "plt.xlabel('REBOTES',fontsize=15)\n", + "plt.ylabel('NOMBRE JUGADOR',fontsize=15)\n", + "plt.title('Top 20 Jugadores con más rebotes',fontsize = 24)\n", + "ax = sns.barplot(x=top_player_reb['REB'],y = top_player_reb['PLAYER_NAME'], color='green')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Jugadores con más asistencias desde 1940" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_player_as = df_games_details.groupby('PLAYER_NAME')['AST'].sum().sort_values(ascending =False).head(20).reset_index()\n", + "plt.figure(figsize=(15,10))\n", + "plt.xlabel('ASISTENCIAS',fontsize=15)\n", + "plt.ylabel('NOMBRE JUGADOR',fontsize=15)\n", + "plt.title('Top 20 Jugadores con más asistencias',fontsize = 24)\n", + "ax = sns.barplot(x=top_player_as['AST'],y = top_player_as['PLAYER_NAME'], color='turquoise')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top 20 de jugadores con más tapones desde 1940 en la NBA" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "top_player_bl = df_games_details.groupby('PLAYER_NAME')['BLK'].sum().sort_values(ascending =False).head(20).reset_index()\n", + "plt.figure(figsize=(15,10))\n", + "plt.xlabel('TAPONES',fontsize=15)\n", + "plt.ylabel('NOMBRE JUGADOR',fontsize=15)\n", + "plt.title('Top 20 Jugadores con más tapones',fontsize = 24)\n", + "ax = sns.barplot(x=top_player_bl['BLK'],y = top_player_bl['PLAYER_NAME'], color='purple')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 1a5022cfca568b7fdb8baca8d50fccdd2cfa9e0c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Diego=20Crist=C3=B3bal=20Herreros?= Date: Sat, 28 Jan 2023 16:14:46 +0100 Subject: [PATCH 3/4] Feat: add Lebron dataframe to analyze --- entrega.ipynb | 613 ++++++++++++++++++++++++++++++++++++++++++-------- 1 file changed, 521 insertions(+), 92 deletions(-) diff --git a/entrega.ipynb b/entrega.ipynb index 2dc06e1..714de72 100644 --- a/entrega.ipynb +++ b/entrega.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 116, + "execution_count": 194, "metadata": {}, "outputs": [], "source": [ @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 117, + "execution_count": 195, "metadata": {}, "outputs": [ { @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 118, + "execution_count": 196, "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 197, "metadata": {}, "outputs": [ { @@ -948,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 198, "metadata": {}, "outputs": [ { @@ -1064,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 199, "metadata": {}, "outputs": [ { @@ -1261,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 200, "metadata": {}, "outputs": [ { @@ -1685,7 +1685,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 201, "metadata": {}, "outputs": [ { @@ -2104,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 202, "metadata": {}, "outputs": [ { @@ -2179,7 +2179,7 @@ }, { "cell_type": "code", - "execution_count": 125, + "execution_count": 203, "metadata": {}, "outputs": [ { @@ -2473,7 +2473,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": 204, "metadata": { "scrolled": true }, @@ -2659,7 +2659,7 @@ }, { "cell_type": "code", - "execution_count": 127, + "execution_count": 205, "metadata": {}, "outputs": [ { @@ -2668,7 +2668,7 @@ "" ] }, - "execution_count": 127, + "execution_count": 205, "metadata": {}, "output_type": "execute_result" }, @@ -2689,7 +2689,7 @@ }, { "cell_type": "code", - "execution_count": 128, + "execution_count": 206, "metadata": {}, "outputs": [], "source": [ @@ -2698,7 +2698,7 @@ }, { "cell_type": "code", - "execution_count": 129, + "execution_count": 207, "metadata": { "scrolled": true }, @@ -2730,7 +2730,7 @@ "dtype: int64" ] }, - "execution_count": 129, + "execution_count": 207, "metadata": {}, "output_type": "execute_result" } @@ -2748,7 +2748,7 @@ }, { "cell_type": "code", - "execution_count": 130, + "execution_count": 208, "metadata": { "scrolled": false }, @@ -2794,7 +2794,7 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 209, "metadata": {}, "outputs": [], "source": [ @@ -2817,7 +2817,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 210, "metadata": { "scrolled": true }, @@ -3444,7 +3444,7 @@ "[20 rows x 21 columns]" ] }, - "execution_count": 132, + "execution_count": 210, "metadata": {}, "output_type": "execute_result" } @@ -3462,7 +3462,7 @@ }, { "cell_type": "code", - "execution_count": 133, + "execution_count": 211, "metadata": {}, "outputs": [], "source": [ @@ -3476,7 +3476,7 @@ }, { "cell_type": "code", - "execution_count": 134, + "execution_count": 212, "metadata": { "scrolled": true }, @@ -3683,7 +3683,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 134, + "execution_count": 212, "metadata": {}, "output_type": "execute_result" } @@ -3701,7 +3701,7 @@ }, { "cell_type": "code", - "execution_count": 135, + "execution_count": 213, "metadata": {}, "outputs": [ { @@ -3731,7 +3731,7 @@ }, { "cell_type": "code", - "execution_count": 136, + "execution_count": 214, "metadata": { "scrolled": true }, @@ -3929,7 +3929,7 @@ "4 47.0 0 " ] }, - "execution_count": 136, + "execution_count": 214, "metadata": {}, "output_type": "execute_result" } @@ -3948,7 +3948,7 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 215, "metadata": {}, "outputs": [], "source": [ @@ -3964,7 +3964,7 @@ }, { "cell_type": "code", - "execution_count": 138, + "execution_count": 216, "metadata": {}, "outputs": [ { @@ -3973,7 +3973,7 @@ "(542, 20)" ] }, - "execution_count": 138, + "execution_count": 216, "metadata": {}, "output_type": "execute_result" } @@ -3991,7 +3991,7 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 217, "metadata": { "scrolled": false }, @@ -4018,7 +4018,7 @@ }, { "cell_type": "code", - "execution_count": 140, + "execution_count": 218, "metadata": {}, "outputs": [], "source": [ @@ -4035,7 +4035,7 @@ }, { "cell_type": "code", - "execution_count": 141, + "execution_count": 219, "metadata": {}, "outputs": [], "source": [ @@ -4052,7 +4052,7 @@ }, { "cell_type": "code", - "execution_count": 142, + "execution_count": 220, "metadata": { "scrolled": true }, @@ -4208,7 +4208,7 @@ }, { "cell_type": "code", - "execution_count": 143, + "execution_count": 221, "metadata": {}, "outputs": [], "source": [ @@ -4227,7 +4227,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": 222, "metadata": {}, "outputs": [], "source": [ @@ -4242,7 +4242,7 @@ }, { "cell_type": "code", - "execution_count": 145, + "execution_count": 223, "metadata": { "scrolled": true }, @@ -4373,7 +4373,7 @@ "234 0.592593 0.552632 " ] }, - "execution_count": 145, + "execution_count": 223, "metadata": {}, "output_type": "execute_result" } @@ -4391,7 +4391,7 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 224, "metadata": {}, "outputs": [], "source": [ @@ -4412,7 +4412,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 225, "metadata": {}, "outputs": [ { @@ -4459,7 +4459,7 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 226, "metadata": {}, "outputs": [ { @@ -4490,7 +4490,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 227, "metadata": {}, "outputs": [ { @@ -4499,7 +4499,7 @@ "0.7361963190184049" ] }, - "execution_count": 149, + "execution_count": 227, "metadata": {}, "output_type": "execute_result" } @@ -4519,14 +4519,14 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 228, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.7914110429447853\n" + "Accuracy: 0.7791411042944786\n" ] } ], @@ -4550,7 +4550,7 @@ }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 229, "metadata": { "scrolled": true }, @@ -4561,13 +4561,13 @@ "" ] }, - "execution_count": 151, + "execution_count": 229, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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oX79+Gj58uB577LHw8d27d8vn86mwsDC8z+FwqKCgQDU1NZ2+D+EPAIBBKBS7LRAIqLm5OWILBAId3vfjjz/WkiVLNHDgQK1fv17XXHONrr/+eq1cuVKS5PP5JElOpzPifU6nM3ysMwh/AAC6kNfrlcPhiNi8Xm+H5waDQZ1++um65557NHz4cM2aNUtXXnmlli5dGtMxEf4AABjEcrV/WVmZmpqaIraysrIO75uVlaWTTz45Yt/gwYNVX18vSXK5XJIkv98fcY7f7w8f6wzCHwAAg1iGv91uV1paWsRmt9s7vO/o0aNVV1cXsW/nzp067rjjJB1Y/OdyuVRdXR0+3tzcrM2bN8vtdnf687HaHwCABDFnzhyNGjVK99xzjy655BJt2bJFy5Yt07JlyyRJNptNs2fP1l133aWBAwcqNzdXc+fOVXZ2tiZNmtTp+xD+AAAYxOsBfyNGjNDzzz+vsrIy3XHHHcrNzdWCBQs0bdq08Dk333yz9u/fr1mzZqmxsVFjxozRunXrlJqa2un72EKhxHiI4VBPebyHACScrGXb4z0EICGt37eyS68/6E93xuxaO4vnxuxascKcPwAAFkPbHwAAo4ToiXcdwh8AAIN4Pd63uxD+AAAYJMZquK7DnD8AABZD5Q8AgAFtfwAArMbk4U/bHwAAi6HyBwDAwOwL/gh/AACMTB7+tP0BALAYKn8AAAxY7Q8AgNXQ9gcAAGZC5Q8AgAFtfwAArMbkbX/CHwCAg5i78mfOHwAAi6HyBwDAiLY/AAAWY/Lwp+0PAIDFUPkDAGDEV/0AALAWs/+qH21/AAAshsofAAAjk1f+hD8AAEYmn/On7Q8AgMVQ+QMAYGCj7Q8AgMUQ/gAAWAxz/gAAwEyo/AEAMKLtDwCAxZg8/Gn7AwBgMVT+AAAYmbzyJ/wBADBitT8AADATKn8AAAx4wh8AAFZj8vCn7Q8AgMUQ/gAAWAxtfwAADJjz7ybOBW/FewhAwlnbsCPeQwCsia/6AQAAMyH8AQAwCsVwi8Ltt98um80WseXl5YWPt7S0qKSkRJmZmerdu7eKi4vl9/uj/niEPwAARnEKf0kaMmSIPv/88/D25ptvho/NmTNHa9as0apVq7Rx40Y1NDRo8uTJUd8jYeb8AQCAdMQRR8jlch20v6mpScuXL1dVVZXGjh0rSaqsrNTgwYO1adMmjRw5stP3oPIHAMDAFordFggE1NzcHLEFAoFD3vvDDz9Udna2jj/+eE2bNk319fWSpNraWrW1tamwsDB8bl5ennJyclRTUxPV5yP8AQAwimHb3+v1yuFwRGxer7fD2xYUFGjFihVat26dlixZot27d+uss87SN998I5/Pp5SUFKWnp0e8x+l0yufzRfXxaPsDANCFysrK5PF4IvbZ7fYOzx0/fnz4v4cOHaqCggIdd9xxevbZZ9WzZ8+YjYnwBwDAKIYP+bHb7YcM+8NJT0/XoEGDtGvXLo0bN06tra1qbGyMqP79fn+HawR+DG1/AAAMYjnn/3Ps27dPH330kbKyspSfn6/k5GRVV1eHj9fV1am+vl5utzuq61L5AwCQIG688UZNmDBBxx13nBoaGjRv3jz16NFDl112mRwOh2bOnCmPx6OMjAylpaWptLRUbrc7qpX+EuEPAMDB4vR4388++0yXXXaZvvzyS/Xt21djxozRpk2b1LdvX0lSeXm5kpKSVFxcrEAgoKKiIi1evDjq+9hCoVBC/HzBuKQp8R4CkHDW82x/oENJrp1dev0T7yuP2bV2/XZOzK4VK1T+AAAYmP1X/VjwBwCAxVD5AwBgZPLKn/AHAMCAtj8AADAVKn8AAIxMXvkT/gAAGJk8/Gn7AwBgMVT+AAAYsOAPAACYCuEPAIDF0PYHAMDI5G1/wh8AAAOzz/kT/gAAGJk8/JnzBwDAYqj8AQAwMnnlT/gDAGBg9jl/2v4AAFgMlT8AAEYmr/wJfwAADGj7AwAAU6HyBwDAyOSVP+EPAICRycOftj8AABZD5Q8AgIHZF/wR/gAAGBH+AABYjMnDnzl/AAAshsofAAAD5vwBALAak4c/bX8AACyGyh8AAAPa/gAAWI3Jw5+2PwAAFkPlDwCAkckrf8IfAAADW7wH0MVo+wMAYDFU/gAAGNH2BwDAWviqHwAAVmPy8GfOHwAAi6HyBwDAyOSVP+EPAICB2ef8afsDAJCA7r33XtlsNs2ePTu8r6WlRSUlJcrMzFTv3r1VXFwsv98f9bUJfwAAjEIx3H6CrVu36tFHH9XQoUMj9s+ZM0dr1qzRqlWrtHHjRjU0NGjy5MlRX5/wBwDAwBaK3Ratffv2adq0aXrsscd01FFHhfc3NTVp+fLleuihhzR27Fjl5+ersrJSb731ljZt2hTVPQh/AAC6UCAQUHNzc8QWCAQOeX5JSYkuvPBCFRYWRuyvra1VW1tbxP68vDzl5OSopqYmqjER/gAAGMWw7e/1euVwOCI2r9fb4W2ffvppvf322x0e9/l8SklJUXp6esR+p9Mpn88X1cdjtT8AAAaxXO1fVlYmj8cTsc9utx903qeffqobbrhBGzZsUGpqauwG0AHCHwCALmS32zsMe6Pa2lrt2bNHp59+enhfe3u7Xn/9dS1atEjr169Xa2urGhsbI6p/v98vl8sV1ZgIfwAAjOLwPf/zzjtP77zzTsS+K664Qnl5efrtb3+rY489VsnJyaqurlZxcbEkqa6uTvX19XK73VHdi/AHAMAoDuHfp08fnXLKKRH7evXqpczMzPD+mTNnyuPxKCMjQ2lpaSotLZXb7dbIkSOjuhfhDwCAQaI+4a+8vFxJSUkqLi5WIBBQUVGRFi9eHPV1CH8AABLUa6+9FvE6NTVVFRUVqqio+FnXJfwBADBK0Mo/Vgh/AAAMbCFzpz8P+QEAwGKo/AEAMDJ34U/4AwBglKir/WOFtj8AABZD5Q8AgJHJK3/CHwAAA9r+AADAVKj8AQAwMnnlT/gDAGBg9rY/4Q8AgJHJw585fwAALIbKHwAAA9r+AABYDT/sAwAAzITKHwAAA9r+AABYjcnDn7Y/AAAWQ+UPAICBLRjvEXQtwt+iTj1rsKbceJEG5R+vzOwMzbt4vt56YWv4+Ibgqg7ft+zm/9aqB17srmEC3aq9XVq0QlrzZ2nvV1K/o6VJF0jX/Fqy2Q6cU+aVVq+zRbxvzJkhPXZ/948XXcjkbX/C36JSe9n18d8+0frKV3X7czcddPySrCsjXp85fpg8f7hGb/xpU3cNEeh2f6iSnn5B8pZJAwdI79ZJ/3Wv1KeX9J+//P68s84M6e5bvn+dktLtQwV+FsLforau266t67Yf8vjX/saI1+6LRmjHq3+Xb/eerh0YEEd//bs0drR0rvvA62OypP9bLb3zQeR5KSlS38zuHx+6j9lX+7PgD4eV3s+hggtP19rHX4n3UIAuNXyItOltafenB15/sEt6+x3prILI87Zsl0ZPlMb/Srr9Qenrpm4fKrpaKBS7LQFR+eOwzp9+jr79pkVvPrc53kMButSV06R930oX/qfUI0lqD0qzfyNNGPf9OWPOlMadLfV3SfUN0oLHpKtulp5aLPXoEb+xI7bMXvnHPPw//fRTzZs3T48//vghzwkEAgoEAhH7gqF2Jdn4l5OIiq4Yq1eq3lBboC3eQwG61NpXpZc2SPfPPTDn//4uybvo+4V/knThed+fP+gE6aQTpPMvs2nL9pDc+XEZNhC1mLf9v/rqK61cufJHz/F6vXI4HBHbbn3wo+9BfJwyJk85ecdo7R+q4z0UoMs9sET6zbQDAT/oBGlikTR9irTsj4d+z7HZ0lGOkOr/0X3jRDcIxXBLQFFX/i+++ONf8/r4448Pe42ysjJ5PJ6IfRc7Lo92KOgG42ecp53bPtLHf/sk3kMButw/A1JS5Lf41CNJCv7Id759e6TGZhYAmg1tf4NJkybJZrMp9COLGGw22yGPSZLdbpfdbo/YR8u/e6X2StUxJ7rCr125/XTCaQPU/NU+ffHpXknSkX166qwpI7XsxifiNUygW/1ilPTok1KW80Db/70PpRXPSpP/14Hj+7+VFq88MOffN+PAnP8DS6WcY6QxI+I6dCAqUYd/VlaWFi9erIkTJ3Z4fPv27crPZ+Ir0Q0643g9+Orvw6+veehySdKfV7ym+2dUSJLOnTpaNptNrzz1l3gMEeh2t94gPbxcuqNc+urrA3P9l1wkXTv9wPEePaS6j6TV66Rv9kl9j5ZGnyFdP5Pv+ptOgq7SjxVb6MdK+A5cdNFFGjZsmO64444Oj+/YsUPDhw9X8Mf6ZB0YlzQlqvMBK1jfsCPeQwASUpJrZ5de/+yJsXtk4+svHPwgtXiLuvK/6aabtH///kMeP/HEE/Xqq6/+rEEBAICuE3X4n3XWWT96vFevXjrnnHN+8oAAAIg7c3f9ecgPAABGZl/tz+N9AQCwGCp/AACMguYu/Ql/AACMzJ39hD8AAEbM+QMAAFOh8gcAwMjkT/gj/AEAMKDtDwAATIXKHwAAIyp/AACsxRYKxWyLxpIlSzR06FClpaUpLS1Nbrdba9euDR9vaWlRSUmJMjMz1bt3bxUXF8vv90f9+Qh/AAASRP/+/XXvvfeqtrZW27Zt09ixYzVx4kT9/e9/lyTNmTNHa9as0apVq7Rx40Y1NDRo8uTJUd+Htj8AAEbR/Sp9zEyYMCHi9d13360lS5Zo06ZN6t+/v5YvX66qqiqNHTtWklRZWanBgwdr06ZNGjlyZKfvQ+UPAIBBvNr+P9Te3q6nn35a+/fvl9vtVm1trdra2lRYWBg+Jy8vTzk5OaqpqYnq2lT+AAB0oUAgoEAgELHPbrfLbrd3eP4777wjt9utlpYW9e7dW88//7xOPvlkbd++XSkpKUpPT4843+l0yufzRTUmKn8AAIxCsdu8Xq8cDkfE5vV6D3nrk046Sdu3b9fmzZt1zTXXaPr06Xrvvfdi+vGo/AEAMIrhE/7Kysrk8Xgi9h2q6peklJQUnXjiiZKk/Px8bd26VQ8//LAuvfRStba2qrGxMaL69/v9crlcUY2Jyh8AAANbKHab3W4Pf3XvX9uPhb9RMBhUIBBQfn6+kpOTVV1dHT5WV1en+vp6ud3uqD4flT8AAAmirKxM48ePV05Ojr755htVVVXptdde0/r16+VwODRz5kx5PB5lZGQoLS1NpaWlcrvdUa30lwh/AAAOFqcf9tmzZ49+/etf6/PPP5fD4dDQoUO1fv16jRs3TpJUXl6upKQkFRcXKxAIqKioSIsXL476PrZQKDF+umhc0pR4DwFIOOsbdsR7CEBCSnLt7NLrjxtzd8yuteHN38XsWrHCnD8AABZD2x8AAKPEaIp3GcIfAAAjc2c/bX8AAKyGyh8AAIOf80z+fweEPwAARiYPf9r+AABYDJU/AABGwXgPoGsR/gAAGDDnDwCA1Zg8/JnzBwDAYqj8AQAwMnnlT/gDAGBk8gV/tP0BALAYKn8AAAxY7Q8AgNWYPPxp+wMAYDFU/gAAGJm88if8AQAwMnn40/YHAMBiqPwBADAy+ff8CX8AAAz4qh8AAFZj8vBnzh8AAIuh8gcAwCho7sqf8AcAwIi2PwAAMBMqfwAAjExe+RP+AAAYmTz8afsDAGAxVP4AABix2h8AAIsJmfv5vrT9AQCwGCp/AACMTL7gj/AHAMCIOX8AACzG5JU/c/4AAFgMlT8AAEYmr/wJfwAAjEwe/rT9AQCwGCp/AACMguZ+yA/hDwCAEW1/AABgJlT+AAAYUfkDAGAxwVDstih4vV6NGDFCffr0Ub9+/TRp0iTV1dVFnNPS0qKSkhJlZmaqd+/eKi4ult/vj+o+hD8AAAli48aNKikp0aZNm7Rhwwa1tbXp/PPP1/79+8PnzJkzR2vWrNGqVau0ceNGNTQ0aPLkyVHdxxYKJUZvY1zSlHgPAUg46xt2xHsIQEJKcu3s0utfcPSsmF1r3d5lP/m9X3zxhfr166eNGzfq7LPPVlNTk/r27auqqir98pe/lCR98MEHGjx4sGpqajRy5MhOXZc5fwAAjGL4wz6BQECBQCBin91ul91uP+x7m5qaJEkZGRmSpNraWrW1tamwsDB8Tl5ennJycqIKf9r+AAAYhUIx27xerxwOR8Tm9XoPO4RgMKjZs2dr9OjROuWUUyRJPp9PKSkpSk9PjzjX6XTK5/N1+uNR+QMA0IXKysrk8Xgi9nWm6i8pKdG7776rN998M+ZjIvwBADCK4RP+Otvi/6HrrrtOL730kl5//XX1798/vN/lcqm1tVWNjY0R1b/f75fL5er09Wn7AwBgFMO2f3S3Dem6667T888/r1deeUW5ubkRx/Pz85WcnKzq6urwvrq6OtXX18vtdnf6PlT+AAAkiJKSElVVVemFF15Qnz59wvP4DodDPXv2lMPh0MyZM+XxeJSRkaG0tDSVlpbK7XZ3erGfRPgDAHCQUJx+2GfJkiWSpHPPPTdif2VlpS6//HJJUnl5uZKSklRcXKxAIKCioiItXrw4qvsQ/gAAGMXpETidefROamqqKioqVFFR8ZPvw5w/AAAWQ+UPAIBRDB/yk4gIfwAAjELxmfPvLrT9AQCwGCp/AAAMQrT9AQCwGJO3/Ql/AAAMzF75M+cPAIDFUPkDAGBk8ra/LdSZxwnBMgKBgLxer8rKyqL+FSrArPh3AbMh/BGhublZDodDTU1NSktLi/dwgITAvwuYDXP+AABYDOEPAIDFEP4AAFgM4Y8Idrtd8+bNY1ET8AP8u4DZsOAPAACLofIHAMBiCH8AACyG8AcAwGIIfwAALIbwR1hFRYUGDBig1NRUFRQUaMuWLfEeEhBXr7/+uiZMmKDs7GzZbDatXr063kMCYoLwhyTpmWeekcfj0bx58/T222/rtNNOU1FRkfbs2RPvoQFxs3//fp122mmqqKiI91CAmOKrfpAkFRQUaMSIEVq0aJEkKRgM6thjj1VpaaluueWWOI8OiD+bzabnn39ekyZNivdQgJ+Nyh9qbW1VbW2tCgsLw/uSkpJUWFiompqaOI4MANAVCH9o7969am9vl9PpjNjvdDrl8/niNCoAQFch/AEAsBjCHzr66KPVo0cP+f3+iP1+v18ulytOowIAdBXCH0pJSVF+fr6qq6vD+4LBoKqrq+V2u+M4MgBAVzgi3gNAYvB4PJo+fbrOOOMMnXnmmVqwYIH279+vK664It5DA+Jm37592rVrV/j17t27tX37dmVkZCgnJyeOIwN+Hr7qh7BFixbp/vvvl8/n07Bhw7Rw4UIVFBTEe1hA3Lz22mv6xS9+cdD+6dOna8WKFd0/ICBGCH8AACyGOX8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBiCH8AACyG8AcAwGIIfwAALIbwBwDAYgh/AAAshvAHAMBi/j8P3hOB2EIShAAAAABJRU5ErkJggg==\n", 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" ] @@ -4590,7 +4590,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 230, "metadata": {}, "outputs": [ { @@ -4599,12 +4599,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.71 0.74 0.73 61\n", - " 1 0.84 0.82 0.83 102\n", + " 0 0.71 0.69 0.70 61\n", + " 1 0.82 0.83 0.83 102\n", "\n", - " accuracy 0.79 163\n", - " macro avg 0.78 0.78 0.78 163\n", - "weighted avg 0.79 0.79 0.79 163\n", + " accuracy 0.78 163\n", + " macro avg 0.76 0.76 0.76 163\n", + "weighted avg 0.78 0.78 0.78 163\n", "\n" ] } @@ -4622,7 +4622,7 @@ }, { "cell_type": "code", - "execution_count": 153, + "execution_count": 231, "metadata": { "scrolled": true }, @@ -4657,7 +4657,7 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 232, "metadata": {}, "outputs": [ { @@ -4689,7 +4689,7 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 233, "metadata": { "scrolled": false }, @@ -4721,7 +4721,7 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 234, "metadata": { "scrolled": true }, @@ -4911,7 +4911,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 235, "metadata": {}, "outputs": [], "source": [ @@ -4927,7 +4927,7 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 236, "metadata": {}, "outputs": [ { @@ -4951,7 +4951,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 237, "metadata": {}, "outputs": [ { @@ -4983,7 +4983,7 @@ }, { "cell_type": "code", - "execution_count": 160, + "execution_count": 238, "metadata": {}, "outputs": [], "source": [ @@ -4999,7 +4999,7 @@ }, { "cell_type": "code", - "execution_count": 161, + "execution_count": 239, "metadata": {}, "outputs": [ { @@ -5023,22 +5023,22 @@ }, { "cell_type": "code", - "execution_count": 162, + "execution_count": 240, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 162, + "execution_count": 240, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -5065,7 +5065,7 @@ }, { "cell_type": "code", - "execution_count": 163, + "execution_count": 241, "metadata": { "scrolled": true }, @@ -5099,7 +5099,7 @@ }, { "cell_type": "code", - "execution_count": 164, + "execution_count": 242, "metadata": {}, "outputs": [], "source": [ @@ -5122,7 +5122,7 @@ }, { "cell_type": "code", - "execution_count": 165, + "execution_count": 243, "metadata": { "scrolled": true }, @@ -5131,19 +5131,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dummy | score = 0.503 | time = 0.000s/0.001s\n", + "Dummy | score = 0.540 | time = 0.000s/0.000s\n", "KNN(3) | score = 0.742 | time = 0.002s/0.005s\n", "RBF SVM | score = 0.755 | time = 0.003s/0.002s\n", - "Decision Tree | score = 0.724 | time = 0.002s/0.001s\n", - "Random Forest | score = 0.755 | time = 0.013s/0.002s\n", - "Neural Net | score = 0.810 | time = 0.190s/0.001s\n", + "Decision Tree | score = 0.736 | time = 0.002s/0.001s\n", + "Random Forest | score = 0.798 | time = 0.013s/0.002s\n", + "Neural Net | score = 0.828 | time = 0.178s/0.002s\n", "AdaBoost | score = 0.779 | time = 0.073s/0.007s\n", "Naive Bayes | score = 0.804 | time = 0.001s/0.001s\n", "QDA | score = 0.816 | time = 0.001s/0.001s\n", "Linear SVC | score = 0.804 | time = 0.003s/0.001s\n", - "Linear SVM | score = 0.804 | time = 0.003s/0.002s\n", - "Gaussian Proc | score = 0.798 | time = 1.595s/0.004s\n", - "LogisticRegr | score = 0.816 | time = 0.004s/0.006s\n" + "Linear SVM | score = 0.804 | time = 0.004s/0.002s\n", + "Gaussian Proc | score = 0.798 | time = 1.031s/0.005s\n", + "LogisticRegr | score = 0.816 | time = 0.004s/0.001s\n" ] } ], @@ -5172,7 +5172,7 @@ }, { "cell_type": "code", - "execution_count": 166, + "execution_count": 244, "metadata": { "scrolled": true }, @@ -5192,7 +5192,7 @@ }, { "cell_type": "code", - "execution_count": 167, + "execution_count": 245, "metadata": {}, "outputs": [ { @@ -5201,7 +5201,7 @@ "" ] }, - "execution_count": 167, + "execution_count": 245, "metadata": {}, "output_type": "execute_result" }, @@ -5231,7 +5231,7 @@ }, { "cell_type": "code", - "execution_count": 168, + "execution_count": 246, "metadata": { "scrolled": true }, @@ -5264,7 +5264,7 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 247, "metadata": { "scrolled": true }, @@ -5272,10 +5272,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 169, + "execution_count": 247, "metadata": {}, "output_type": "execute_result" }, @@ -5315,7 +5315,7 @@ }, { "cell_type": "code", - "execution_count": 170, + "execution_count": 248, "metadata": { "scrolled": false }, @@ -5396,14 +5396,14 @@ }, { "cell_type": "code", - "execution_count": 171, + "execution_count": 249, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": 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+fsaff/6ZYH2RkZHGO++8Y1d9koxPPvkkVd/D0NBQo3nz5gmus3r16saVK1firTM5ozjbcz55sszKlSsT/W5cs2ZNonUl9ojvPDxmzJhERzB2dXU1Pv/88wS3/Vl/5jEePnxodO/ePdFzs5ubW6LHwZPfhTt37kzwXOXg4GB8++23qbIdhmHf/rN8+fIEz03Wj7Jlyxr//PNPqsVn/b3+2muvGYZhGL179zanValSJd5lkzOafELXq9beeustc5k333zTrmWCg4MNi8ViLnf8+HHDMAwjJCTEZl86cOCAXfUl1YoVKwwvL694PzsXFxfju+++S9J5KCoqyhg6dGiix7Ojo6Px8ccfG9HR0fHWdfz4caN48eJ2H88nT56Mt65ff/3VyJUrV7zLZsiQwRg5cqRhGEm7fv36668TPHdKj7//3nrrLSM8PDzR+lLC3uvzJ40bN85crmrVqnYtY72/23uMTJo0yVxm5syZ5nTrc15io8nPmDHDLFukSBG71lu4cGFzme+++86uZfD8o3dYAM+doKAg1a1bV9euXTOnlS5dWuXKlZPFYtGBAwfMWzn279+vGjVqaMeOHSpSpEiidf/xxx/65JNPFBERoSxZsqhevXry9vZWcHCwtm/frsjISD148EDdu3eXg4ODunbt+tS2My7Wt6gk1NozKCjIfG5Pp+XW//BGRUXpxIkTKl26dDKjTHvt27fXihUrzNc+Pj6qV6+efHx8dP78eW3fvl1BQUF66aWX9MorryRa371798yWlN7e3ipZsqTy5csnd3d3RURE6MyZM9q9e7cePnyoGzduqGnTptq+fbvNv+JPOnv2rBo0aKCQkBBzWsmSJVWhQgVZLBb9+eefOnr0qKZPn66MGTPatd3R0dFq3bq1Vq9eHe+2b9u2TREREbp9+7Y6d+6s27dvq2/fvonWHR4erldeeUX79++Xo6OjatSooYIFCyo8PFx//vmnTdnLly+rfv36NvthyZIlVbZsWbm7u+vq1av69ddfdePGDd2+fVtt27bV/Pnz1aFDh1jr/eOPP9SmTRs9evRI0uOBI6pVqyY/Pz+5uLgoNDRUp0+f1pEjR3T//n273id7TJgwQR9++KHZutxisahMmTIqWbKk3N3ddfPmTR05csRsFfPw4cM461m8eLE6dOigqKgoSZKDg4Nq1aqlQoUKKSwsTL/++qvZEuzHH3/UmTNntHXrVru6zpgzZ47effddSVLRokVVqVIlubm56e+//9auXbtkGIZu3LihV155RUFBQfL09Ezx+2Kta9euWrRokRwdHVWzZk0VKlRI9+/f19atW80+7EaOHKmiRYuqRYsWevHFF3Xw4EG5urqqTp06euGFF3T79m1t2bJFt27dkmEY6tOnjypWrKjq1avHuc5bt26Zra8zZ86s0qVLK3/+/HJ3d9e9e/d07NgxHThwQIZhKDg4WHXr1tWff/4Z7+2CH374ob799lvzde7cuVWlShVly5ZN0dHRunHjho4dO5ai1k8J6dy5s1atWiWLxaIqVaqoRIkSCg8P12+//Wa2xvz999/VoEED7dq1Sx4eHk8ljsRs3rxZPXr0UFRUlF544QVVr15dHh4eOnPmjAIDA/Xo0SM9ePBAbdu21dGjR5U/f36b5Tt16qQbN25oy5Yt+vvvvyVJDRo0ULFixWKtq0qVKrGm9erVy+b2RXd3d/n7+8vX11eXL1/Wtm3bFBYWpocPH2rQoEG6fPlyvC2K0uIzv3fvnho3bqxdu3aZ0woWLKiKFSvK29tbN2/e1K5du3Tp0iU9ePBAvXv3VmhoqD7++ONE6z569KgGDx6ssLAws8V6lixZdPHiRW3dulUPHjxQVFSUevToodKlSz+zvnWvXr2q8PBwSVKePHlUokQJ+fr6KmPGjAoLC1NQUJD+/PNPGYahQ4cOqU6dOjp48KCyZMnyVOL5+OOP9f333+v+/fvau3evVq1apebNmz+VdcXl3r17Nt0b1a5d267l5s+fb34PVa1a1byW9fX1VaNGjcwBoebOnWveOp9a1q5dq7Zt25rfvxkyZFDNmjVVpEgRhYWFaceOHQoJCdHbb7+tKVOm2FVnVFSUXnvtNZuWgtbHYFhYmPbs2aPTp0/r0aNH+uyzz3Tt2jWbYzbG3bt31bBhQ7NFeIYMGVS+fHnzLon79+/r4sWLOnToUKJ3Sezfv19NmjSxubunUqVKKl26tCIiIrR7926dPn1aw4cPN/uYtEe/fv00efJk83XWrFlVvXp1+fr66uHDhzpw4ICOHj0qwzA0a9YsXbp0SWvXrlWGDP+uG3hj9sHk+uuvvxItc/bsWbMbizp16uitt95K1rqS+hsoptzJkydjLY//uLTLwwJAbIn90x4eHm6ULVvWLJM9e3Zj06ZNscpt3LjRyJo1q1muQoUKRkRERJzrtP630dnZ2ZBkDBgwIFbryPPnzxu1a9c2y2bMmNE4depUqmy3Pe7evWvTOu7LL7+Ms9yVK1ds/m0OCgqyq/5s2bKZyyxZsiRFsaZly9CZM2fa1Nu/f/9Yn+WVK1eMJk2amK0aYsrG929zcHCw0bt3b2PPnj1GVFRUnGXu3Llj9O/f3+bf6PjKGoZhNGjQwCzr6elp/Pzzz7HKrFu3zvzMnZycEm2JY/3PvSRj0KBBsVoZhISEGC+++KJNy4vdu3fHWZ/15+jo6Ggel3GtP+Y9joqKMvz9/W1a4MTVOu/BgwfGiBEjzBYvmTJlirNlUIsWLcy6Wrdubdy8eTPOWB88eGCsXbvW6N69e5zzk2Lt2rU2LXHq169vHDt2LM6y//zzjzF06NA4W9meOnXKphVjlSpVYrVKiYqKMiZMmGBkyJDBLNe7d+94Y7P+fF1cXIxs2bIZ69evj1Vu+/bthoeHh1k2pjVLSli3mIo5bmrUqBGr9f39+/eNV1991SxbuHBhs1VWy5YtY7VyvHnzplGnTh2zvL+/f7wxbNq0yXj11VeNzZs3G5GRkXGWOX78uM25ukGDBnGWu379urlfOzg4GHPmzIm3BdKlS5eMKVOm2LRUSQ7r9zDm+yZ//vxxtt797rvvbI77d955J846n0XLUBcXFyNTpkzG/PnzY71HR48etWmV2KVLl3jX26lTJ7Pc7Nmz7Yp18eLFNvt9586djTt37tiUuXPnTqy7AZYvXx6rrrT4zA3DMDp27Gjz3RDX99ejR4+Mb775xjy2HBwcjN9++y3O+qy/C11cXAwHBwdjwoQJsY6Jc+fOGaVKlbLr2EoKe/af1atXG2PHjk2wJd4///xjNG7c2Kyra9euqRJfXC1DDcMwBg4caE4vXbp0nJ/902gZevHiRaNRo0Zm+bx58xphYWF2bYt1i7Wvv/7aZt6CBQtsrofjOycmx/Xr143s2bPbvF9Pfg9GRUUZ48aNMywWi3k+S+w8NHToULOcr6+vsXz58jg/hyVLlti0ply8eHGsMtatCEuUKGH8/fffca4zOjra2Lt3r/Huu+8a586dizU/PDzcpnVp3rx54zz25s6da7i4uNhsa0LXr99//71ZxsPDw/juu+/i/C2ydetWm3PouHHj4q0zpZLbMtR6W3LmzGnXMg0bNrR5n65du5Zg+ZhzgbOzc6zfLklpGRpzfS/J+Oijj+yK9cMPPzSXadq0qV3L4PlHMhTAv0piF5ezZs0y5zs5OSV4C+TevXvNHz2SjLlz58ZZzvoLVnp8W3J87t69axQrVswsa+9tTqnBOtHm7u5uXL16Nc5yx44ds9me+JJHTypdurS5zPTp01MUa1olQx89emRzQZlQYiw8PNyoXLmyTQyJXWDZo0ePHmZ969ati7PML7/8YpaxWCzG1q1b461vx44dNom5+H583rlzxybxNmDAgHjrfPjwoc22x/cD2fpzjPkxdP/+/QS3f968eWb5atWqJVre+piP69iL6Z7AxcXFuHv3boJ1pYbIyEjDz8/PjKlZs2bJ/oFpnQApVKiQcfv27XjLTpw40SybIUOGeG8Ztf48XFxcjEOHDsVb59dff22WLVasWLK2wZp1kkCSUbRo0Xh/0IeGhho+Pj425evXrx/vHwTBwcHmLZ8Wi8UICQlJUaz379+3OVfHlcz++eefzfkdOnRI0frs9eR7mClTpgT/VLP+c8discRZ9lkkQy0WS5xJ9xhr1qyx+X6K75hJajI0KirKyJ8/v7nMq6++Gm/yMjo62qbLgYIFC8ba39LiM9+xY4dNTIklBKzPuwEBAXGWefK6JaGue44cOWJ+h1gsFuPSpUsp2h7DsG//sVdERIRRpkwZQ3rczYG91ywJiS8ZeuPGDZs/iRYuXBhr2eQkQ3PlymX07Nkz1qNz585GrVq1bK5FixcvbneXANZdGDk5OcXad+7du2fzvb969Wo736HEffzxxzbvQ0JddYwZM8Zmf4zvPHTmzBnzPO/j45Nog4KtW7favG9PHvvWXfHE1TDCXt9++61Zj6ura4KNCH744QebbY3v+jU0NNTsXsDZ2TneP51jHDt2zOw2IEuWLIl2mZNcyU2GHjx40GabE7r2MAzDuH37tpExY0abZWK6eIiL9bXjsGHDYs1PSjK0SpUqZtmJEyfatX0TJkywuXZF+kAyFMC/SmLJ0KpVq5rz+/Tpk2h97777bqJfbtZfsJkzZ04wYWEYj1s7WF80JVY+NWzevNmmb6hPP/003rJ79+61ufh48OCBXeuwvngYP358iuJNq2So9Q/yTJkyGbdu3Uqwvu3bt9vEkBrJ0D179pj1ffDBB3GWadu2rc2P+8S8/vrrNnHG9eNz2rRpNj9cEktCWscpKc4WFU8mQ+NL7lorV66cWf7gwYOJln/w4IH5g8HT0zNW8iKmZZy3t3eidaWGRYsW2exDiSUu4nPr1i2bVscrVqxIsHxUVJRRsmRJs/ygQYPiLGf9eSTUgtQwHv8Yi/kRbrFYYrWmS6onE3lP9hP7pDfffNOmfGL7g3VrzrhaSieVdR/LU6ZMiTXfulVVv379Urw+ezz5Hg4dOjTRZSpWrJjgfvEskqEvv/xygvVFR0fb9It7+PDhOMslNRm6fv16s7yzs3OiSfILFy7YtKbdsGGDzfy0+MytW7f/9NNPdi0Tk8i3WCzG9evXY823/i4sXbp0ovVZf7+nRsIsNZOhhmF7V0NqxBdfMtQwDGPEiBHmvCJFihiPHj2ymZ+cZKg9DxcXF+PTTz9N0p9r1n3bvvLKK3GWsT6mWrdubXfdCXnyeJ46dWqC5Z/s1zy+81C/fv3MMpMmTbIrFuuWw/v377eZZ93a1p7rjfhYHx8ffvhhouWf7Ps6LtatVu0913Tv3t1cJq6W7akhucnQ6Ohomz+mmjVrlmD5AQMGxDoG/vjjjzjLXr161fzju0iRInGOW5CUZGiJEiXMsgn1527tm2++MZcpVaqUXcvg+ffv6owCABJw9+5dm9EW7elLplu3bubzffv2JTp65yuvvJJov3pNmzZVtmzZJD3uJ/D3339PNI6UOHv2rNq1a2f2OVirVi199NFH8ZZ/su/CmBFUE+Pi4mI+f/DgQTIiTXvWI8y/9NJL8vLySrB8TL+FSREZGamdO3dq6tSpGjp0qPr166devXqZD+t+7Q4ePBhnHdajxHfs2DHRdXbq1CnRMlu3bjWft2/fXm5ubgmWr1Klik2/sImNXO/t7a0XX3wxwTIhISHmNpcoUUJly5ZNJGrJ1dXV7B/yzp07sUY9jukb99atW1q8eHGi9aVUTP9r0uP3MWvWrMmq57fffjP7y8uaNatefvnlBMtnyJDB5pyW2OchSa+++mqC8zNnzqyCBQtKkgzDSHC076Ryc3PTSy+9lGAZ6/2rUKFCie4PpUqVMp+fOXMmZQFKNv1RxnUsWve7vGLFCl29ejXF60wqe45/6zL27BdPQ2L7msVisfl84xuhPqmsz2tNmzaVr69vguVz586tgIAA8/WT79ez/swfPXqkTZs2SZI8PDzUrFkzu5bz9/eX9Pi4te5nNC6JfTaSbb/gqfXZJMXt27e1YcMGTZgwQR9//LH69Olj871pPbp7fN+bqeX999+Xj4+PJOnEiRNPfST2GOHh4frkk09Uu3Ztu/pPfPjwoZYsWWK+th493pr1+eHnn3/WzZs3UxxrUFCQLl++LElydHTU66+/nmB5JyenRMtI0rp168zn9pSXpPr165vPd+7caTPP+niePn26XfU96cnfFql1TZba25rWLBaLTR/Ga9asUZcuXXTnzh2bchERERoxYoTGjx8fq474flv07dvX7Jd/+vTpNr9HksP6d1B6+g2EpGMAJQDPjcOHD5sJQXd3d5UpUybRZcqVK6dMmTLp3r17ioqK0qFDhxIc1Ca+QTusOTg4qHLlyuaFzoEDB2x+fKWmGzduqEmTJmbH73ny5NHChQvl4OAQ7zJPDrwSERFh12AsMYkbSYkm0v6trH9EVa1a1a5lqlSponPnziVa7sGDB/rss880ffr0RDvijxFXuYsXL9oM/mXPYBbVqlWTxWJJsAP7AwcOmM8T2set1axZ0xyU68lBkJ5Urly5BPc7STZ/DDx48EC9evWyK47Tp0+bz8+fP29zbLdt21aff/65pMfJycWLF+u1116Tv7+/smfPblf9SbF7927zeUxCIjmsP48qVarI0THxS66aNWvaLG8YhiwWS7zl7RnkzHowktDQ0ETL26tIkSJycnJKsIz1IBMlS5ZMtM6YBIWUeKyXL1/WokWLtHXrVv3111+6fv26wsLCFB0dHWf5uI7FatWqKW/evDp//rzOnTunkiVLqkuXLnr55ZdVtWpVu39EJVfWrFnjHdjJmvX30sGDBxPdL56GtNrXknte+/nnnyXFPq8968/88OHD5p+wTk5Odg1WJz3+8zZGzOAw8UnL80BiLly4oEGDBmnZsmU21xgJsff7Nbk8PDz00UcfmX8qjxo1Sm+88UaKPvu6deva/BkbIzw8XCEhIfr11181fvx4HT58WLt371b16tW1bds2VaxYMd46V61apdu3b0uSvLy84v1DrV69esqTJ48uXLigiIgILVq0SO+9916yt0WyPe6KFSuW6B/LUuLXzzdu3NCJEyckPU5QjRw50q5Yjh07Zj5/8lho27atZs2aJelxEm3//v3q1KmTGjdubNe5VXp8jMZ8b2TOnNmu7yp7fitYXw99++23diXdL1y4YD5P7LhPC926ddPGjRu1bNkySY8HcVy+fLnq1aunnDlz6ubNm9qxY4f5J1OrVq1sBjPNnDlzrDrXrl2rhQsXSnqcZE7JdVcM6988ERERdi3zX/gNhKQjGQrguWGdQMqbN69dPwYzZMigvHnzmqPXJnaRbW8rQety1nGlprCwMDVt2tQc1TBLlizauHGj8uTJk+By7u7uNq8fPHhgVzLU+p/QJ+t4Xjy5j9gjsfdTetwqsX79+klusXL37t1Y06xjzJgxo10tDz08POTp6Wn+MIqLdb358uWzKz4/Pz/zeWLHRkxr6ITEjIouPW7ZZ91K1l63bt2yeT1kyBAFBgZq9+7dMgxDK1eu1MqVKyVJhQsXVu3atdWgQQO9/PLLcV5oJ1XMKOiSVKBAgWTXk9LPIyIiQnfv3k1w9HB7Roe3TlhGRkbaFYc97Fm3dQI4qeUTinXixIkaOnSo7t+/n2idMeI6Fp2cnDR//nw1a9ZMYWFhun79ur788kt9+eWXcnV1VaVKlVSnTh01bdpUNWrUSPUEZHK+b8LDwxPdL56GtNrXUvu89qw/c+tz4o0bN1LlnPiktDwPJOTAgQNq0KBBovE/Ka5jNbX16tVL//vf/3T58mWdPXtW3333nXr27Jnq63FxcZGfn5/8/PzUrl07vfTSS9q0aZPu3r2r119/XUePHo33TyXr5Nmrr74ab2u5DBkyqEOHDho3bpy5XEqTodbHXXLOU3EJCQkxn0dERKTKsdC4cWP17t1bX331laTHfyLE/JGQI0cO1apVS/Xq1VOLFi3ivdZLzm+LxLY1LCzMZj+eOXNmonU+KanHzbPy448/ytfXV1OnTpVhGLp7967551MMi8WiDz74QO3atbNJhj6ZVL97967effddSY//HIyrNWlyWP+GsbeV53/hNxCSjtvkATw3wsLCzOeZMmWyeznrsoldZGfMmDHV60yOhw8f6pVXXtHevXslPf43df369SpRokSiy1q3AJFskzsJibklSrJtofU8sd5H7P0s7bno6dmzp5kIdXZ2Vrdu3bRq1SqdOHFCd+/e1aNHj2Q87ofb5vbeuFqpJSdGKfF9PjnHR1L2Y3v+KX/ydqnkePTokc3rTJkyafv27fryyy9tkhySdPLkSc2aNUsdOnSQr6+vBg4cmOLbm6zfh5RcEKf083gylrg869aBKVl3asX6+eefq3///mYiNHfu3HrjjTc0fPhwff311/r+++81e/ZszZ4926Y7kfhajNatW1eHDh1Sx44dbfbxhw8faufOnfrss89Uq1YtFStWTD/99FOqbEOM5HzfSM8mWfSktNrXnsZ57Vl+5k/jnPiktDwPxCc8PFytW7c2EzrZsmXTkCFDtG3bNp0/f1737t1TdHS0+b05e/Zsc9n4jtXUlDFjRptbfj/99NOnfmusk5OTTQLwxIkTWrVqVZxlL1++bNN1wBtvvJFg3da30O/du9dsAJBcyblOSez4fFrHwpQpU7RixQpVqVLFZvqVK1e0fPly9e7dWy+88ILatGkT511Az9O2/hs4OTnpq6++0uHDh9W7d2+VLl1anp6ecnFxUf78+dW5c2f9/vvvGj9+vE2XDU5OTsqRI4dNXcOGDTNbwI4fPz7Z3RI9yfp3UHr6DYSko2UogOeGdWIisb4/rVmXTazlmL0tjZJSZ1JFRkaqdevWZl9nbm5u+vnnn1W5cmW7ls+ePbu8vLzMVoRnz5616TsvLg8fPrT5dzyx8mklsR9J1vtIcj7LuFy8eFGLFi2S9LgFxoYNGxK8jSexREVyYrQnTnd3d/MC3N7jI7X3Y+sfCK+88kq8P/SSytnZWQMGDFD//v11+PBh7dixQ7/99pt+/fVXXbx4UdLj9/LLL7/Ujh07tG3btmTf5pQ5c2bzB7z1j6SkSs756slyqX1ued5dvHhRI0aMMF9PnjxZPXv2jLf7hg0bNpitpRJSoEABzZ07V99884127typnTt3ateuXdq9e7eZIDlx4oRatmypCRMm6IMPPkiV7UnuOSo19otnkXBKDSk9juJ7r57VZ259TixTpowOHTqUrHqeN8uXLzf/GMydO7f27dunnDlzxls+LRL83bt31/jx43Xu3DmFhIRo6tSpGjBgwFNdZ+HChZU/f37zvdmyZYvatGkTq9wPP/xgdgslPU7gJ8XcuXM1duzYZMf5NK6lrI8FDw+PVEkYxmjZsqVatmypc+fOKTAw0Lw+iLnF3jAMLV++3JxXpEgRc9mnva2SdPPmTZtuY/4LSpUqpSlTpiRYxrpv3NKlS8e6Sy2mOwaLxaJp06Zp2rRp8dZl3V3CzJkzbfp3t+7eSJKKFi2q9evXS5LdfaVbJ8r/rb+BkPpoGQrguWF9m+6FCxcS7D8xRnR0tE2/O4n962hP35GSklRnUkRFRen11183+yN1cnLSsmXLknwhXLx4cfO5dd9P8bHuV83BwcHmQvFpsr4t1p5/wRO7eLb+LKz7XkpIYuW2bt1q7mtNmjRJtD+jxC68rPfj+/fvm53GJ+Tu3buJbrt1vfbux9YDaaTGfmz9r7/1v+ypJWaQlt69e2vhwoW6cOGC/vzzT3Xp0sUss2fPnmTdfhfDehtSMohPSj8PZ2dnkqFPWLVqldmvV+vWrdWnT58E+7FN6j6YKVMmNW7cWKNHj9bWrVt148YNLV261KZPxsGDB5sJ+JSyt08463IuLi6x9gvr22ztbU2UmomIp+lpn9ee9mf+tM+J/1Zbtmwxn/fr1y/BRKhkf8IiNTk7O2vYsGHm63Hjxj2TpKz1exHfdqd0UKcffvghRX94JOe4S+x8Zn0shIaGJunPYHu98MIL6tixo6ZPn66//vpL586d08iRI80Wnzdu3Ij1x0Zyflsktq1eXl423Rqkp2Pf2m+//WY+T6jPZ8MwtGfPngQf1sfmxYsXbeY9Kam/gSTb30HWy+O/jWQogOdGmTJlzB++d+/eNQd+ScihQ4fMf3AdHBwSHc34yX8X4xIVFWUzuEGFChUSXcYe0dHR6ty5s9kxuYODg3788Uc1bdo0yXVZJ+zi6tT/Sdu3bzef16hRI8UjOdrLut+7xJKCERERZuf78SlXrpz5PK4LpLjEdEUQH+s+3+wZqGLHjh0Jzs+dO7fNxbc9+1xMf5kJsR4t2PoCNCHW5VJjP7YetOrgwYNJasGdXOXLl9esWbPUrVs3c9rq1auTXZ/1gFbWI1knJ64Ye/futWnlEx/rz6N8+fL/yttf09Lx48fN5/Xq1Uu0fGKjcCfGzc1Nbdq0UWBgoPlDPiIiQhs3bkxRvTGuXbtmM3hYfKwH4ihXrlys/cL6PHrr1q1EzxXnzp17poPoWEvqPv2sz2up/ZmXK1fO/D69evWqTp06lax6njep/b35tHTq1EmFCxeW9Lh/2f/9739PfZ3WScAMGWL/FP/zzz919OhR83XlypVVtWpVux4xfzBfuHDBJiGdVNbH3d9//23XnyfW56m45MyZ06Yvd3uP55TImzevhg0bpm+//dac9ssvv9gMllOmTBnzcwgNDbVpgRifxLZVks1t+yn9LnoehYWFmQ07JNuuHJ42699Ax48ft+mvNi6XLl3SyZMnzdf169d/arHh34VkKIDnRubMmVWpUiXz9Zw5cxJd5vvvvzefV6lSJdF+flavXp3oj8QNGzaYIyW6urraNaqkPXr06KEffvhB0uMfjLNmzYrz9il7tGjRwny+efPmRFs/Wr+X1ss+bdZ9QCY2ONHq1av18OHDBMtYJ0jWrl2b6AX8zp07E22RYv1jJbGWDPfv39e8efMSLCPZXqjNnz8/0fL21Gl98bZo0aJE36s//vhDhw8fjjOm5CpQoID5j3pERITN8fe0vfLKK+Zze/uIikuTJk3M54sWLUr2yMbWfypcu3ZNa9euTbB8dHS0Tb95XIzHltg+be3OnTtasmRJqqzXx8dHNWvWNF+nZP96kj3Hv3WZuI7TzJkzm32c3b9/P9E/jVLrfUkO69sk7RnIx/o4WLdunfndG59Lly6Zt0c+uXxSpNZn7ubmZhPDN998k6x6njdJ+d7cv3+/zR/Mz5Kjo6NN1xsTJ058qgPXPHjwwBwUU3r85+iTrFuFli5dWnv37tXu3bvtegQEBMRZT1IVK1ZMvr6+kh63No8Z7Ts+9pSRpGbNmpnPn+WxYH19EBkZadOX5ZO/LVLrmsx6W6dNm2ZXi9P/krFjx5rHfoUKFWL16So9bqwR029wYg/rO+SGDx9uM+9JhQsXthljIbFj4cljLiWDZ+L5QjIUwHOle/fu5vOpU6faJHOetH//fs2YMcN83aNHj0TrDw0NtelU/0n37t3TwIEDzddt2rSxayTXxHzwwQf67rvvzNdTp05Vx44dk11f5cqVzT5Go6KiNGjQoHjLfvvtt+aP58yZM6dovUll3ZIwoeR2aGhogtsQIyAgQLly5ZL0+F/phD7LiIgIu/oHs74oWrduXYIt/Pr372/Xj2brVoxLlixJsFXMrl279OOPPyZa5+uvv272fRUSEqKRI0fGWzYiIkK9e/c2X/v7+6to0aKJrsMe1oPWDBkyxK4W3DGevJUsPDzc7n47rW9by549u93rfFKrVq3MUavDwsLUpUuXZA1k4OXlpddee818/eGHHyZ4C+bXX39tvlcZMmTQO++8k+R1/tdZjwZs3V/YkwzD0HvvvZfoH1v2dFERI7X2rydNnDgxwe4Y5syZYyaKLBaLunbtGmc5e8+lFy5cSFFfgillPbCFPbeev/jii8qfP7+kx+eDfv36xVvWMAz17t3bTLIWLFhQDRs2tCmTFp+59Tnxq6++0ubNm+1e9nm9vdb6ezOhlvr3799P83Ndu3btVKpUKUmP/0T54osvntq6pk2bZtMqsUGDBjbzIyMjbb7vExs46UnW5VeuXJns2/4zZMigt956y3w9cuRIm37lnzR+/Hi7upXp37+/eYfXypUr7WrUECOuY8HePyutj+UMGTLEGmjU+ppsypQpCf6htGjRIu3cuTPRdXbv3t0cPf3PP/9M8JrsSdevX7frbpJ/q19++cUcGT5DhgyJ9i36NLz33nvm8/Hjx8d7bX758mWbUex79uz51GPDv4gBAP8iw4cPNyQZkoy6devGmh8eHm6ULVvWLOPr62ts3bo1VrlNmzYZ2bJlM8tVqFDBiIiIiHOddevWNcs5OzsbkoyPPvrICA8Ptyl34cIFm7Jubm7GyZMnU7zNw4YNM+uUZHzxxRcprtMwDGPz5s029X700Uex3oPFixcbbm5uZpmRI0emyrpnz55t1pkvX754y/366682MX711VexygQFBRkVK1Y0JBkuLi5m2W3btsVZ57fffmtT58CBA2N9llevXjWaNWsWq87hw4fHqu/mzZtGxowZzTIdOnQwbt26ZVPmzp07xttvv21IMjJlymTXtvv7+5vlvL29jbVr18Yqs3HjRsPHx8eQZDg5OZnlz5w5E2ed48aNs9n2IUOGxNr2y5cvGwEBAWYZR0dHY/fu3XHWZ/05durUKd5tsfbo0SOjfv365nIeHh7G9OnTY8UR486dO8YPP/xg1K1b12jTpo3NvDNnzhheXl5G//79jX379sW7zl9++cXImjWruc5PP/3Urljj8/PPPxsWi8Wsr379+kZQUFCcZc+cOWMMHTrUmDt3bqx5p06dMtzd3c16qlevbpw+fdqmTFRUlDFp0iTDwcHBLNe7d+94Y7P+fO1hfc6K75ix17Zt2xI8Pz8pqfuP9fk/rmNx9+7dNts/fPjwWPvVtWvXjPbt2xuSDFdX1wTjHT58uFG2bFnjm2++MUJCQuKM6e7du8bHH39s1uPg4GCcO3cu0W2Jj/V7GPN9U7BgQWP//v2xys6aNcssI8no1q1bvPXOnz/fpt5ly5bFKvP7778bBQoUMCwWi0298Z1P8uXLl2gZa506dTLLz549O84yCxcuNMuUK1cu3vOCtcWLF9t87t26dTPu3r1rUyY0NNRm/ZKM5cuXx6orLT5zw7B9b5ydnY3PPvss1jbEePDggbFy5UrjlVdeMSpXrhxnmaQe14kdW0mV2L6xceNGc77FYjHGjx9vPHr0yKbMyZMnjZo1a8b63rT3uyYh1tv72muvJVp+xYoVNvtOzCNHjhx2rSOx82FERIQxdepUm+/xAgUKGA8fPrQp99NPP9m8b0nd7+7fv29kzpzZrOP7779P0vLWrl27ZvO9WrZs2Vjfg1FRUcb48eONDBky2JxTErr2sX7fLBaL0b9/f+PatWtxlo2MjDQ2btxovPHGG4avr2+s+YUKFTLat29vrFu3Lt5zyfHjx41KlSqZ62zUqFGsMg8fPjSKFi1qlnnhhRfivC764YcfDFdXV5ttTei72Po7UJLRsWNH4+zZs3GWjY6ONnbu3Gm8++67hpubW7znh5Sy9/o8Ph06dDC2bNkS63g2jMf73+eff27z3TtgwIBUiNr2nGfPOSwiIsIoWLCguUz58uWN4OBgmzLBwcFG+fLlzTJFihQxIiMjUyVePB8YTR7Ac8XZ2VkLFy5U3bp1de3aNV2+fFn169dX2bJlzf4iDx48aDNia/bs2bVw4UKbQSbiM2bMGH3yyScaN26cvv/+e9WrV0/e3t46e/asAgMDFRERYZadNGmSChUqlKLtWbdunUaNGmW+zpEjh86ePatevXrZtfyoUaPM2yOf1KBBAw0ZMkRjxoyR9HhwgPnz56t27dpydXXV/v37bfqlatSoUYItKZ+GWrVq6aWXXjJvIe7du7emTp2qatWqyWKx6Pjx49q9e7fZn+qZM2ds+jeNS7du3bR27VpzJPMvvvjC/Cx9fHx04cIFbdu2TQ8fPlSBAgXUvHlzs5+wuPrv8vb21oABA8zPacGCBVq/fr2qVq2q3LlzKyQkRIGBgbp3754cHR31zTffqFOnTolu+/fff6/q1avrypUrunXrll566SWVKlVKFSpUkMVi0YEDB8yWzx988IGWL1+e6C39AwYM0M6dO/Xzzz9Lerw/T5s2Tf7+/vL29tb58+e1bds2m5YpX375pU2rspRycHDQkiVL1KhRIx04cEChoaHq0aOHBg4cqOrVqyt37txycHDQrVu3dPz4cQUFBZktL1u3bh2rvtu3b2vChAmaMGGCfHx8VL58eeXOnVuurq66evWqDh8+rH/++ccsX6RIEfXt2zdF29CsWTONHTvWbI28detWlShRQmXLllXJkiXl7u6umzdv6vDhw2Y/lnH1NVewYEHNnDlTHTp0UFRUlH7//XcVLVpUtWvXVsGCBRUWFqZff/3VpoVctWrVnmrLpOdZ1apV1bRpU7MfspEjR2rmzJmqXLmysmbNqnPnzmnHjh16+PChMmXKpHHjxiV6Lj106JDee+899ezZUwULFlSpUqWUNWtWRUZGKiQkRL/99ptN6+RBgwbZ9HuXEtWrV5ePj49WrlypSpUqqVq1aipevLjCw8P1+++/2+zXxYsXt2m98qR27dpp/PjxOnTokCIiItSmTRtVqFBB5cqVU1RUlA4fPmwOJDFixAjNnj07TQatadKkidzc3PTgwQMdPHhQxYsXV7169eTl5WX2J/riiy/qxRdfNJdp27atduzYYQ6MNnPmTC1evFj+/v7KkSOHrl69qi1btth8Tv369VOrVq3ijCEtPvMZM2YoJCREv/zyiyIiIvTxxx9rzJgxqlq1ql544QW5uLjo9u3bOn36tI4ePWqeoytWrJii9aaVF198UXXq1NGOHTtkGIYGDBigqVOnqkKFCvL09NTJkyf122+/KSoqSrlz51bfvn1t7rp51lq2bKl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" ] @@ -5430,7 +5430,7 @@ }, { "cell_type": "code", - "execution_count": 181, + "execution_count": 250, "metadata": { "scrolled": true }, @@ -5464,7 +5464,7 @@ }, { "cell_type": "code", - "execution_count": 189, + "execution_count": 251, "metadata": {}, "outputs": [ { @@ -5496,7 +5496,7 @@ }, { "cell_type": "code", - "execution_count": 188, + "execution_count": 252, "metadata": {}, "outputs": [ { @@ -5519,12 +5519,441 @@ "ax = sns.barplot(x=top_player_bl['BLK'],y = top_player_bl['PLAYER_NAME'], color='purple')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vemos las estadisticas de Lebron James" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 253, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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GAME_IDTEAM_IDTEAM_ABBREVIATIONTEAM_CITYPLAYER_IDPLAYER_NAMENICKNAMESTART_POSITIONCOMMENTMIN...OREBDREBREBASTSTLBLKTOPFPTSPLUS_MINUS
276222004751610612747LALLos Angeles2544LeBron JamesLeBronFNaN34:00...0.06.06.011.00.02.02.00.031.0-4.0
837222004511610612747LALLos Angeles2544LeBron JamesLeBronFNaN36:33...1.06.07.09.00.01.00.00.033.010.0
1259222004371610612747LALLos Angeles2544LeBron JamesLeBronFNaN35:56...1.08.09.04.02.00.02.02.030.026.0
1738222004131610612747LALLos Angeles2544LeBron JamesLeBronFNaN42:47...0.09.09.09.02.01.04.04.033.010.0
1953222003961610612747LALLos Angeles2544LeBron JamesLeBronFNaN36:52...1.04.05.05.01.00.01.01.035.018.0
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" + ], + "text/plain": [ + " GAME_ID TEAM_ID TEAM_ABBREVIATION TEAM_CITY PLAYER_ID \\\n", + "276 22200475 1610612747 LAL Los Angeles 2544 \n", + "837 22200451 1610612747 LAL Los Angeles 2544 \n", + "1259 22200437 1610612747 LAL Los Angeles 2544 \n", + "1738 22200413 1610612747 LAL Los Angeles 2544 \n", + "1953 22200396 1610612747 LAL Los Angeles 2544 \n", + "\n", + " PLAYER_NAME NICKNAME START_POSITION COMMENT MIN ... OREB DREB \\\n", + "276 LeBron James LeBron F NaN 34:00 ... 0.0 6.0 \n", + "837 LeBron James LeBron F NaN 36:33 ... 1.0 6.0 \n", + "1259 LeBron James LeBron F NaN 35:56 ... 1.0 8.0 \n", + "1738 LeBron James LeBron F NaN 42:47 ... 0.0 9.0 \n", + "1953 LeBron James LeBron F NaN 36:52 ... 1.0 4.0 \n", + "\n", + " REB AST STL BLK TO PF PTS PLUS_MINUS \n", + "276 6.0 11.0 0.0 2.0 2.0 0.0 31.0 -4.0 \n", + "837 7.0 9.0 0.0 1.0 0.0 0.0 33.0 10.0 \n", + "1259 9.0 4.0 2.0 0.0 2.0 2.0 30.0 26.0 \n", + "1738 9.0 9.0 2.0 1.0 4.0 4.0 33.0 10.0 \n", + "1953 5.0 5.0 1.0 0.0 1.0 1.0 35.0 18.0 \n", + "\n", + "[5 rows x 29 columns]" + ] + }, + "execution_count": 253, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Seleccionamos a Lebron dentro del dataframe de details\n", + "lebronjames = df_games_details[df_games_details[\"PLAYER_NAME\"] == \"LeBron James\"]" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Borramos variables innecesarias para el análisis" + ] + }, + { + "cell_type": "code", + "execution_count": 254, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GAME_IDTEAM_ABBREVIATIONMINFGMFGAFG_PCTFG3MFG3AFG3_PCTFTM...FT_PCTOREBDREBREBASTSTLBLKTOPFPTS
27622200475LAL34:0011.021.00.5240.04.00.0009.0...0.900.06.06.011.00.02.02.00.031.0
83722200451LAL36:3313.024.00.5421.04.00.2506.0...0.751.06.07.09.00.01.00.00.033.0
125922200437LAL35:5613.021.00.6191.04.00.2503.0...0.751.08.09.04.02.00.02.02.030.0
173822200413LAL42:4714.025.00.5603.011.00.2732.0...0.500.09.09.09.02.01.04.04.033.0
195322200396LAL36:5214.024.00.5832.06.00.3335.0...1.001.04.05.05.01.00.01.01.035.0
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5 rows × 21 columns

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" + ], + "text/plain": [ + " GAME_ID TEAM_ABBREVIATION MIN FGM FGA FG_PCT FG3M FG3A \\\n", + "276 22200475 LAL 34:00 11.0 21.0 0.524 0.0 4.0 \n", + "837 22200451 LAL 36:33 13.0 24.0 0.542 1.0 4.0 \n", + "1259 22200437 LAL 35:56 13.0 21.0 0.619 1.0 4.0 \n", + "1738 22200413 LAL 42:47 14.0 25.0 0.560 3.0 11.0 \n", + "1953 22200396 LAL 36:52 14.0 24.0 0.583 2.0 6.0 \n", + "\n", + " FG3_PCT FTM ... FT_PCT OREB DREB REB AST STL BLK TO PF \\\n", + "276 0.000 9.0 ... 0.90 0.0 6.0 6.0 11.0 0.0 2.0 2.0 0.0 \n", + "837 0.250 6.0 ... 0.75 1.0 6.0 7.0 9.0 0.0 1.0 0.0 0.0 \n", + "1259 0.250 3.0 ... 0.75 1.0 8.0 9.0 4.0 2.0 0.0 2.0 2.0 \n", + "1738 0.273 2.0 ... 0.50 0.0 9.0 9.0 9.0 2.0 1.0 4.0 4.0 \n", + "1953 0.333 5.0 ... 1.00 1.0 4.0 5.0 5.0 1.0 0.0 1.0 1.0 \n", + "\n", + " PTS \n", + "276 31.0 \n", + "837 33.0 \n", + "1259 30.0 \n", + "1738 33.0 \n", + "1953 35.0 \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 254, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lebronjames.drop([\"TEAM_ID\", \"TEAM_CITY\", \"PLAYER_ID\", \"PLAYER_NAME\", \"COMMENT\", \"NICKNAME\", \"START_POSITION\", \"PLUS_MINUS\"], axis=1, inplace=True)\n", + "lebronjames.head()" + ] } ], "metadata": { From 3c35744683c4289c7161a798ae6ba444778d8ff0 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Diego=20Crist=C3=B3bal=20Herreros?= Date: Sat, 28 Jan 2023 22:08:35 +0100 Subject: [PATCH 4/4] Feat: add more plots and LJ stats --- entrega.ipynb | 1061 +++++++++++++++++++++++++++++++++++-------------- 1 file changed, 766 insertions(+), 295 deletions(-) diff --git a/entrega.ipynb b/entrega.ipynb index 714de72..08fffbf 100644 --- a/entrega.ipynb +++ b/entrega.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 194, + "execution_count": 158, "metadata": {}, "outputs": [], "source": [ @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 195, + "execution_count": 159, "metadata": {}, "outputs": [ { @@ -82,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 196, + "execution_count": 160, "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "code", - "execution_count": 197, + "execution_count": 161, "metadata": {}, "outputs": [ { @@ -948,7 +948,7 @@ }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 162, "metadata": {}, "outputs": [ { @@ -1064,7 +1064,7 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 163, "metadata": {}, "outputs": [ { @@ -1261,7 +1261,7 @@ }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 164, "metadata": {}, "outputs": [ { @@ -1685,7 +1685,7 @@ }, { "cell_type": "code", - "execution_count": 201, + "execution_count": 165, "metadata": {}, "outputs": [ { @@ -2104,7 +2104,7 @@ }, { "cell_type": "code", - "execution_count": 202, + "execution_count": 166, "metadata": {}, "outputs": [ { @@ -2179,7 +2179,7 @@ }, { "cell_type": "code", - "execution_count": 203, + "execution_count": 167, "metadata": {}, "outputs": [ { @@ -2473,7 +2473,7 @@ }, { "cell_type": "code", - "execution_count": 204, + "execution_count": 168, "metadata": { "scrolled": true }, @@ -2659,7 +2659,7 @@ }, { "cell_type": "code", - "execution_count": 205, + "execution_count": 169, "metadata": {}, "outputs": [ { @@ -2668,7 +2668,7 @@ "" ] }, - "execution_count": 205, + "execution_count": 169, "metadata": {}, "output_type": "execute_result" }, @@ -2689,7 +2689,7 @@ }, { "cell_type": "code", - "execution_count": 206, + "execution_count": 170, "metadata": {}, "outputs": [], "source": [ @@ -2698,7 +2698,7 @@ }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 171, "metadata": { "scrolled": true }, @@ -2730,7 +2730,7 @@ "dtype: int64" ] }, - "execution_count": 207, + "execution_count": 171, "metadata": {}, "output_type": "execute_result" } @@ -2748,7 +2748,7 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 172, "metadata": { "scrolled": false }, @@ -2794,7 +2794,7 @@ }, { "cell_type": "code", - "execution_count": 209, + "execution_count": 173, "metadata": {}, "outputs": [], "source": [ @@ -2817,7 +2817,7 @@ }, { "cell_type": "code", - "execution_count": 210, + "execution_count": 174, "metadata": { "scrolled": true }, @@ -3444,7 +3444,7 @@ "[20 rows x 21 columns]" ] }, - "execution_count": 210, + "execution_count": 174, "metadata": {}, "output_type": "execute_result" } @@ -3462,7 +3462,7 @@ }, { "cell_type": "code", - "execution_count": 211, + "execution_count": 175, "metadata": {}, "outputs": [], "source": [ @@ -3476,7 +3476,7 @@ }, { "cell_type": "code", - "execution_count": 212, + "execution_count": 176, "metadata": { "scrolled": true }, @@ -3683,7 +3683,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 212, + "execution_count": 176, "metadata": {}, "output_type": "execute_result" } @@ -3701,7 +3701,7 @@ }, { "cell_type": "code", - "execution_count": 213, + "execution_count": 177, "metadata": {}, "outputs": [ { @@ -3731,7 +3731,7 @@ }, { "cell_type": "code", - "execution_count": 214, + "execution_count": 178, "metadata": { "scrolled": true }, @@ -3929,7 +3929,7 @@ "4 47.0 0 " ] }, - "execution_count": 214, + "execution_count": 178, "metadata": {}, "output_type": "execute_result" } @@ -3948,7 +3948,7 @@ }, { "cell_type": "code", - "execution_count": 215, + "execution_count": 179, "metadata": {}, "outputs": [], "source": [ @@ -3964,7 +3964,7 @@ }, { "cell_type": "code", - "execution_count": 216, + "execution_count": 180, "metadata": {}, "outputs": [ { @@ -3973,7 +3973,7 @@ "(542, 20)" ] }, - "execution_count": 216, + "execution_count": 180, "metadata": {}, "output_type": "execute_result" } @@ -3991,7 +3991,7 @@ }, { "cell_type": "code", - "execution_count": 217, + "execution_count": 181, "metadata": { "scrolled": false }, @@ -4018,7 +4018,7 @@ }, { "cell_type": "code", - "execution_count": 218, + "execution_count": 182, "metadata": {}, "outputs": [], "source": [ @@ -4035,7 +4035,7 @@ }, { "cell_type": "code", - "execution_count": 219, + "execution_count": 183, "metadata": {}, "outputs": [], "source": [ @@ -4052,7 +4052,7 @@ }, { "cell_type": "code", - "execution_count": 220, + "execution_count": 184, "metadata": { "scrolled": true }, @@ -4208,7 +4208,7 @@ }, { "cell_type": "code", - "execution_count": 221, + "execution_count": 185, "metadata": {}, "outputs": [], "source": [ @@ -4227,7 +4227,7 @@ }, { "cell_type": "code", - "execution_count": 222, + "execution_count": 186, "metadata": {}, "outputs": [], "source": [ @@ -4242,7 +4242,7 @@ }, { "cell_type": "code", - "execution_count": 223, + "execution_count": 187, "metadata": { "scrolled": true }, @@ -4373,7 +4373,7 @@ "234 0.592593 0.552632 " ] }, - "execution_count": 223, + "execution_count": 187, "metadata": {}, "output_type": "execute_result" } @@ -4391,7 +4391,7 @@ }, { "cell_type": "code", - "execution_count": 224, + "execution_count": 188, "metadata": {}, "outputs": [], "source": [ @@ -4412,7 +4412,7 @@ }, { "cell_type": "code", - "execution_count": 225, + "execution_count": 189, "metadata": {}, "outputs": [ { @@ -4459,7 +4459,7 @@ }, { "cell_type": "code", - "execution_count": 226, + "execution_count": 190, "metadata": {}, "outputs": [ { @@ -4490,7 +4490,7 @@ }, { "cell_type": "code", - "execution_count": 227, + "execution_count": 191, "metadata": {}, "outputs": [ { @@ -4499,7 +4499,7 @@ "0.7361963190184049" ] }, - "execution_count": 227, + "execution_count": 191, "metadata": {}, "output_type": "execute_result" } @@ -4519,14 +4519,14 @@ }, { "cell_type": "code", - "execution_count": 228, + "execution_count": 192, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.7791411042944786\n" + "Accuracy: 0.7852760736196319\n" ] } ], @@ -4550,7 +4550,7 @@ }, { "cell_type": "code", - "execution_count": 229, + "execution_count": 193, "metadata": { "scrolled": true }, @@ -4561,13 +4561,13 @@ "" ] }, - "execution_count": 229, + "execution_count": 193, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4590,7 +4590,7 @@ }, { "cell_type": "code", - "execution_count": 230, + "execution_count": 194, "metadata": {}, "outputs": [ { @@ -4599,12 +4599,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.71 0.69 0.70 61\n", - " 1 0.82 0.83 0.83 102\n", + " 0 0.72 0.70 0.71 61\n", + " 1 0.83 0.83 0.83 102\n", "\n", - " accuracy 0.78 163\n", - " macro avg 0.76 0.76 0.76 163\n", - "weighted avg 0.78 0.78 0.78 163\n", + " accuracy 0.79 163\n", + " macro avg 0.77 0.77 0.77 163\n", + "weighted avg 0.78 0.79 0.78 163\n", "\n" ] } @@ -4622,7 +4622,7 @@ }, { "cell_type": "code", - "execution_count": 231, + "execution_count": 195, "metadata": { "scrolled": true }, @@ -4657,7 +4657,7 @@ }, { "cell_type": "code", - "execution_count": 232, + "execution_count": 196, "metadata": {}, "outputs": [ { @@ -4689,7 +4689,7 @@ }, { "cell_type": "code", - "execution_count": 233, + "execution_count": 197, "metadata": { "scrolled": false }, @@ -4721,7 +4721,7 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": 198, "metadata": { "scrolled": true }, @@ -4911,7 +4911,7 @@ }, { "cell_type": "code", - "execution_count": 235, + "execution_count": 199, "metadata": {}, "outputs": [], "source": [ @@ -4927,7 +4927,7 @@ }, { "cell_type": "code", - "execution_count": 236, + "execution_count": 200, "metadata": {}, "outputs": [ { @@ -4951,7 +4951,7 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 201, "metadata": {}, "outputs": [ { @@ -4983,7 +4983,7 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 202, "metadata": {}, "outputs": [], "source": [ @@ -4999,7 +4999,7 @@ }, { "cell_type": "code", - "execution_count": 239, + "execution_count": 203, "metadata": {}, "outputs": [ { @@ -5023,22 +5023,22 @@ }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 204, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 240, + "execution_count": 204, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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" ] @@ -5065,7 +5065,7 @@ }, { "cell_type": "code", - "execution_count": 241, + "execution_count": 205, "metadata": { "scrolled": true }, @@ -5099,7 +5099,7 @@ }, { "cell_type": "code", - "execution_count": 242, + "execution_count": 206, "metadata": {}, "outputs": [], "source": [ @@ -5122,7 +5122,7 @@ }, { "cell_type": "code", - "execution_count": 243, + "execution_count": 207, "metadata": { "scrolled": true }, @@ -5131,19 +5131,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "Dummy | score = 0.540 | time = 0.000s/0.000s\n", - "KNN(3) | score = 0.742 | time = 0.002s/0.005s\n", - "RBF SVM | score = 0.755 | time = 0.003s/0.002s\n", - "Decision Tree | score = 0.736 | time = 0.002s/0.001s\n", - "Random Forest | score = 0.798 | time = 0.013s/0.002s\n", - "Neural Net | score = 0.828 | time = 0.178s/0.002s\n", + "Dummy | score = 0.417 | time = 0.001s/0.001s\n", + "KNN(3) | score = 0.742 | time = 0.001s/0.006s\n", + "RBF SVM | score = 0.755 | time = 0.004s/0.002s\n", + "Decision Tree | score = 0.730 | time = 0.002s/0.001s\n", + "Random Forest | score = 0.767 | time = 0.014s/0.002s\n", + "Neural Net | score = 0.816 | time = 0.174s/0.001s\n", "AdaBoost | score = 0.779 | time = 0.073s/0.007s\n", "Naive Bayes | score = 0.804 | time = 0.001s/0.001s\n", "QDA | score = 0.816 | time = 0.001s/0.001s\n", "Linear SVC | score = 0.804 | time = 0.003s/0.001s\n", - "Linear SVM | score = 0.804 | time = 0.004s/0.002s\n", - "Gaussian Proc | score = 0.798 | time = 1.031s/0.005s\n", - "LogisticRegr | score = 0.816 | time = 0.004s/0.001s\n" + "Linear SVM | score = 0.804 | time = 0.003s/0.002s\n", + "Gaussian Proc | score = 0.798 | time = 1.335s/0.004s\n", + "LogisticRegr | score = 0.816 | time = 0.007s/0.001s\n" ] } ], @@ -5172,7 +5172,7 @@ }, { "cell_type": "code", - "execution_count": 244, + "execution_count": 208, "metadata": { "scrolled": true }, @@ -5192,7 +5192,7 @@ }, { "cell_type": "code", - "execution_count": 245, + "execution_count": 209, "metadata": {}, "outputs": [ { @@ -5201,7 +5201,7 @@ "" ] }, - "execution_count": 245, + "execution_count": 209, "metadata": {}, "output_type": "execute_result" }, @@ -5231,7 +5231,7 @@ }, { "cell_type": "code", - "execution_count": 246, + "execution_count": 210, "metadata": { "scrolled": true }, @@ -5264,7 +5264,7 @@ }, { "cell_type": "code", - "execution_count": 247, + "execution_count": 211, "metadata": { "scrolled": true }, @@ -5272,10 +5272,10 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 247, + "execution_count": 211, "metadata": {}, "output_type": "execute_result" }, @@ -5315,7 +5315,7 @@ }, { "cell_type": "code", - "execution_count": 248, + "execution_count": 212, "metadata": { "scrolled": false }, @@ -5396,7 +5396,7 @@ }, { "cell_type": "code", - "execution_count": 249, + "execution_count": 213, "metadata": { "scrolled": true }, @@ -5430,7 +5430,7 @@ }, { "cell_type": "code", - "execution_count": 250, + "execution_count": 214, "metadata": { "scrolled": true }, @@ -5464,7 +5464,7 @@ }, { "cell_type": "code", - "execution_count": 251, + "execution_count": 215, "metadata": {}, "outputs": [ { @@ -5496,7 +5496,7 @@ }, { "cell_type": "code", - "execution_count": 252, + "execution_count": 216, "metadata": {}, "outputs": [ { @@ -5528,211 +5528,11 @@ }, { "cell_type": "code", - "execution_count": 253, + "execution_count": 217, "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/html": [ - "
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GAME_IDTEAM_IDTEAM_ABBREVIATIONTEAM_CITYPLAYER_IDPLAYER_NAMENICKNAMESTART_POSITIONCOMMENTMIN...OREBDREBREBASTSTLBLKTOPFPTSPLUS_MINUS
276222004751610612747LALLos Angeles2544LeBron JamesLeBronFNaN34:00...0.06.06.011.00.02.02.00.031.0-4.0
837222004511610612747LALLos Angeles2544LeBron JamesLeBronFNaN36:33...1.06.07.09.00.01.00.00.033.010.0
1259222004371610612747LALLos Angeles2544LeBron JamesLeBronFNaN35:56...1.08.09.04.02.00.02.02.030.026.0
1738222004131610612747LALLos Angeles2544LeBron JamesLeBronFNaN42:47...0.09.09.09.02.01.04.04.033.010.0
1953222003961610612747LALLos Angeles2544LeBron JamesLeBronFNaN36:52...1.04.05.05.01.00.01.01.035.018.0
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5 rows × 29 columns

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" - ], - "text/plain": [ - " GAME_ID TEAM_ID TEAM_ABBREVIATION TEAM_CITY PLAYER_ID \\\n", - "276 22200475 1610612747 LAL Los Angeles 2544 \n", - "837 22200451 1610612747 LAL Los Angeles 2544 \n", - "1259 22200437 1610612747 LAL Los Angeles 2544 \n", - "1738 22200413 1610612747 LAL Los Angeles 2544 \n", - "1953 22200396 1610612747 LAL Los Angeles 2544 \n", - "\n", - " PLAYER_NAME NICKNAME START_POSITION COMMENT MIN ... OREB DREB \\\n", - "276 LeBron James LeBron F NaN 34:00 ... 0.0 6.0 \n", - "837 LeBron James LeBron F NaN 36:33 ... 1.0 6.0 \n", - "1259 LeBron James LeBron F NaN 35:56 ... 1.0 8.0 \n", - "1738 LeBron James LeBron F NaN 42:47 ... 0.0 9.0 \n", - "1953 LeBron James LeBron F NaN 36:52 ... 1.0 4.0 \n", - "\n", - " REB AST STL BLK TO PF PTS PLUS_MINUS \n", - "276 6.0 11.0 0.0 2.0 2.0 0.0 31.0 -4.0 \n", - "837 7.0 9.0 0.0 1.0 0.0 0.0 33.0 10.0 \n", - "1259 9.0 4.0 2.0 0.0 2.0 2.0 30.0 26.0 \n", - "1738 9.0 9.0 2.0 1.0 4.0 4.0 33.0 10.0 \n", - "1953 5.0 5.0 1.0 0.0 1.0 1.0 35.0 18.0 \n", - "\n", - "[5 rows x 29 columns]" - ] - }, - "execution_count": 253, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Seleccionamos a Lebron dentro del dataframe de details\n", "lebronjames = df_games_details[df_games_details[\"PLAYER_NAME\"] == \"LeBron James\"]" @@ -5747,8 +5547,10 @@ }, { "cell_type": "code", - "execution_count": 254, - "metadata": {}, + "execution_count": 218, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -5945,7 +5747,7 @@ "[5 rows x 21 columns]" ] }, - "execution_count": 254, + "execution_count": 218, "metadata": {}, "output_type": "execute_result" } @@ -5954,6 +5756,675 @@ "lebronjames.drop([\"TEAM_ID\", \"TEAM_CITY\", \"PLAYER_ID\", \"PLAYER_NAME\", \"COMMENT\", \"NICKNAME\", \"START_POSITION\", \"PLUS_MINUS\"], axis=1, inplace=True)\n", "lebronjames.head()" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Creamos un dataframe con los partidos y las fechas de los partidos totales" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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GAME_DATE_ESTGAME_IDSEASON
02022-12-22222004772022
12022-12-22222004782022
22022-12-21222004662022
32022-12-21222004672022
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig.suptitle(\"Puntos de Lebron James por temporada\", fontsize=20)\n", + "sns.barplot(x=stats_temporada[\"PTS\"], y = stats_temporada.index.map(str), palette=\"pastel\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Analizamos la evolución media del tanto por ciento de acierto de tiros por temporada de LJ" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 223, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig.suptitle(\"Tanto por ciento de acierto de tiros de campo\", fontsize=20)\n", + "sns.histplot(x=stats_temporada[\"FG_PCT\"], y = stats_temporada.index.map(str), color=\"blue\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Vemos la media de asistencias por partido y temporada de LJ" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 224, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ZbCYjI4Ps7GxKS0spKytj9uzZ2Gw2xo8fD0BKSgpxcXFMnz6dvXv3sm3bNhYvXozdbjdexT366KO8+OKLHDx4kIqKCrKysigpKcFutxuxPP7440ycONE4v/nmmwkODiYjI4PKyko2bdrEypUryc7OPo9/IREREekp/DqnKi8vD4AJEyZ4la9du5ZZs2YBsGLFCgICAkhPT6epqYnU1FRWrVpl1A0MDKSoqIjbb78dm83GoEGDmDlzJsuWLTPqNDc3c/fdd/N///d/DBw4kB/+8Ie88sorXHXVVUadTz75hPfee884N5vNbN++HbvdTnx8PBdeeCFLlixh3rx55+AvISIiIj1dt1qnqrdpW+dC61SJSG+idaqkt+vqOlX6l/48uHz+C536UURERKTn6RZf/4mIiIj0dEqqRERERHxAr//Og5eeuIGBmlMlIr3IDfOL/R2CSLejkSoRERERH1BSJSIiIuIDSqpEREREfMCvSVVubi4JCQmEhoZisViYPHky1dXVXnVOnDiB3W5nyJAhDB48mPT09NP25KupqSEtLY2BAwdisVhYsGABJ0+e9KrT1NTEPffcw8iRIzGZTIwaNYpnnnnmrPF1pF0RERER8PNEdYfDgd1uJyEhgZMnT/Lb3/6WlJQUDhw4wKBBgwCYP38+L730EgUFBZjNZjIzM5kyZQqvv/46AKdOnSItLQ2r1cquXbv4+OOPmTFjBkFBQfz+9783+vq3f/s36urqWLNmDd/73vf4+OOPaWlpOWNsHW1XREREBLrZiur19fVYLBYcDgdJSUm43W6GDh1Kfn4+U6dOBaCqqorY2FicTifjx4/n5ZdfZtKkSdTW1hIZGQnA6tWrWbhwIfX19QQHB7N161ZuvPFG3n//fSIiIjoUS0fa/SZtK7Lm/36Cvv4TkV5FX/9Jb9bVFdW71Zwqt9sNYCQ+ZWVleDwekpOTjToxMTGMGDECp9MJgNPpZOzYsUbiA5CamkpjYyOVlZUA/O1vf+Oyyy5j+fLlXHzxxVxyySX85je/MTZubk9H2v26pqYmGhsbvQ4RERHpG7rN8ElLSwtZWVkkJiYyZswYAFwuF8HBwYSHh3vVjYyMxOVyGXW+mvi0XW+7BvD+++/z2muvMWDAAAoLC/nkk0/4j//4D/71r3+xdu3aduPpSLtfl5uby3333deJpxYREZHeotuMVNntdioqKti4caPP225paaFfv348++yzXH755Vx33XX893//N+vXrz/raFVn5eTk4Ha7jePw4cM+a1tERES6t26RVGVmZlJUVERpaSnDhw83yq1WK83NzTQ0NHjVr6urw2q1GnW+/jVg23lbnWHDhnHxxRdjNpuNOrGxsbS2tvLRRx+1G1NH2v06k8lEWFiY1yEiIiJ9g1+TqtbWVjIzMyksLKSkpITo6Giv6/Hx8QQFBbFjxw6jrLq6mpqaGmw2GwA2m439+/dz5MgRo05xcTFhYWHExcUBkJiYSG1tLUePHjXqvPPOOwQEBHglcV/VkXZFRERE2vg1qbLb7WzYsIH8/HxCQ0NxuVy4XC7jlZzZbCYjI4Ps7GxKS0spKytj9uzZ2Gw2xo8fD0BKSgpxcXFMnz6dvXv3sm3bNhYvXozdbsdkMgFw8803M2TIEGbPns2BAwfYuXMnCxYsYM6cOYSEhABQWFhITEyMEVtH2hURERFp49ekKi8vD7fbzYQJExg2bJhxbNq0yaizYsUKJk2aRHp6OklJSVitVl544QXjemBgIEVFRQQGBmKz2bj11luZMWMGy5YtM+oMHjyY4uJiGhoauOyyy7jlllu4/vrreeyxx4w6brfba+HRjrQrIiIi0qZbrVPV22idKhHprbROlfRmXV2nSv/Snwdp9hc1aV1ERKSX6xZf/4mIiIj0dEqqRERERHxASZWIiIiID2hO1XmwYfUkQkL0pxYROVdm31Hi7xBENFIlIiIi4gtKqkRERER8QEmViIiIiA/4NanKzc0lISGB0NBQLBYLkydP9lrVHODEiRPY7XaGDBnC4MGDSU9PP22j45qaGtLS0hg4cCAWi4UFCxZw8uRJ4/qsWbPo16/faccPfvCDs8a3b98+rrzySgYMGEBUVBTLly/33cOLiIhIr+LXpMrhcGC329m9ezfFxcV4PB5SUlI4duyYUWf+/Pls2bKFgoICHA4HtbW1TJkyxbh+6tQp0tLSaG5uZteuXaxfv55169axZMkSo87KlSv5+OOPjePw4cNERETwq1/96oyxNTY2kpKSwsiRIykrK+Ohhx5i6dKlPPnkk+fmjyEiIiI9Wrfapqa+vh6LxYLD4SApKQm3283QoUPJz89n6tSpAFRVVREbG4vT6WT8+PG8/PLLTJo0idraWiIjIwFYvXo1CxcupL6+nuDg4NP62bx5M1OmTOHQoUOMHDmy3Vjy8vK45557cLlcRhuLFi1i8+bNVFVVtXtPU1MTTU1NxnljYyNRUVE88eCV+vpPROQc0td/4ktd3aamW82pcrvdAERERABQVlaGx+MhOTnZqBMTE8OIESNwOp0AOJ1Oxo4dayRUAKmpqTQ2NlJZWdluP2vWrCE5OfmMCVVbu0lJSV5JWWpqKtXV1Xz22Wft3pObm4vZbDaOqKioDj65iIiI9HTdJqlqaWkhKyuLxMRExowZA2CMEoWHh3vVjYyMxOVyGXW+mlC1XW+79nW1tbW8/PLLzJ0796zxdLZdgJycHNxut3EcPnz4rH2IiIhI79Ft3knZ7XYqKip47bXXzmk/69evJzw8nMmTJ/u8bZPJhMlk8nm7IiIi0v11i5GqzMxMioqKKC0tZfjw4Ua51WqlubmZhoYGr/p1dXVYrVajzte/Bmw7b6vTprW1lWeeeYbp06e3O9fqqzrTroiIiIhfk6rW1lYyMzMpLCykpKSE6Ohor+vx8fEEBQWxY8cOo6y6upqamhpsNhsANpuN/fv3c+TIEaNOcXExYWFhxMXFebXncDg4ePAgGRkZ3xibzWZj586deDwer3ZHjx7NBRdc0KXnFRERkd7Lr0mV3W5nw4YN5OfnExoaisvlwuVycfz4cQDMZjMZGRlkZ2dTWlpKWVkZs2fPxmazMX78eABSUlKIi4tj+vTp7N27l23btrF48WLsdvtpr+LWrFnDFVdcYczZ+qrHH3+ciRMnGuc333wzwcHBZGRkUFlZyaZNm1i5ciXZ2dnn8C8iIiIiPZVf51Tl5eUBMGHCBK/ytWvXMmvWLABWrFhBQEAA6enpNDU1kZqayqpVq4y6gYGBFBUVcfvtt2Oz2Rg0aBAzZ85k2bJlXm263W7++te/snLlynZj+eSTT3jvvfeMc7PZzPbt27Hb7cTHx3PhhReyZMkS5s2b54MnFxERkd6mW61T1du0rXOhdapERM4trVMlvtTVdar0L/15cOuvizr1o4iIiEjP0y2+/hMRERHp6ZRUiYiIiPiAXv+dB398Ko0BmlMlIuIzd/9Hqb9DEDmNRqpEREREfEBJlYiIiIgPKKkSERER8QG/JlW5ubkkJCQQGhqKxWJh8uTJVFdXe9U5ceIEdrudIUOGMHjwYNLT00/bk6+mpoa0tDQGDhyIxWJhwYIFnDx50qvOs88+y49+9CMGDhzIsGHDmDNnDv/617/OGl9H2hUREREBPydVDocDu93O7t27KS4uxuPxkJKSwrFjx4w68+fPZ8uWLRQUFOBwOKitrWXKlCnG9VOnTpGWlkZzczO7du1i/fr1rFu3jiVLlhh1Xn/9dWbMmGFsOVNQUMCePXu47bbbzhhbR9oVERERadOtVlSvr6/HYrHgcDhISkrC7XYzdOhQ8vPzmTp1KgBVVVXExsbidDoZP348L7/8MpMmTaK2tpbIyEgAVq9ezcKFC6mvryc4OJiHH36YvLw8r21o/vjHP/Lggw/y0UcftRtLR9r9Jm0rsv7Xwz/V138iIj6kr//kXOrqiurdak6V2+0GICIiAoCysjI8Hg/JyclGnZiYGEaMGIHT6QTA6XQyduxYI/EBSE1NpbGxkcrKSgBsNhuHDx/mf//3f2ltbaWuro6//OUvXHfddWeMpSPtfl1TUxONjY1eh4iIiPQN3SapamlpISsri8TERMaMGQOAy+UiODiY8PBwr7qRkZG4XC6jzlcTn7brbdcAEhMTefbZZ5k2bRrBwcFYrdYv9+R74okzxtORdr8uNzcXs9lsHFFRUR18ehEREenpuk1SZbfbqaioYOPGjT5v+8CBA9x1110sWbKEsrIytm7dygcffMCvf/1rn/aTk5OD2+02jsOHD/u0fREREem+usVEn8zMTIqKiti5cyfDhw83yq1WK83NzTQ0NHiNVtXV1WG1Wo06e/bs8Wqv7evAtjq5ubkkJiayYMECAH74wx8yaNAgrrzySv7rv/6LYcOGnRZTR9r9OpPJhMlk6syji4iISC/h15Gq1tZWMjMzKSwspKSkhOjoaK/r8fHxBAUFsWPHDqOsurqampoabDYb8OV8qf3793PkyBGjTnFxMWFhYcTFxQHwxRdfEBDg/aiBgYFGDO3pSLsiIiIibfyaVNntdjZs2EB+fj6hoaG4XC5cLhfHjx8HwGw2k5GRQXZ2NqWlpZSVlTF79mxsNhvjx48HICUlhbi4OKZPn87evXvZtm0bixcvxm63G6NG119/PS+88AJ5eXm8//77vP7669x5551cfvnlXHTRRQAUFhYSExNjxNaRdkVERETa+PX1X15eHgATJkzwKl+7di2zZs0CYMWKFQQEBJCenk5TUxOpqamsWrXKqBsYGEhRURG33347NpuNQYMGMXPmTJYtW2bUmTVrFp9//jmPP/44d999N+Hh4Vx99dU8+OCDRh232+218GhH2hURERFp063WqepttE6ViMi5oXWq5Fzq6jpV+pf+PLjjtpc69aOIiIhIz9NtllQQERER6cmUVImIiIj4gJIqERERER/QnKrz4Hd/SsOkieoiItJJyzM0Ib8n0UiViIiIiA8oqRIRERHxASVVIiIiIj7g16QqNzeXhIQEQkNDsVgsTJ482WtVc4ATJ05gt9sZMmQIgwcPJj093djYuE1NTQ1paWkMHDgQi8XCggULOHnypFedJ554gtjYWEJCQhg9ejR/+tOfvjG+jrQrIiIiAn6eqO5wOLDb7SQkJHDy5El++9vfkpKSwoEDBxg0aBAA8+fP56WXXqKgoACz2UxmZiZTpkzh9ddfB+DUqVOkpaVhtVrZtWsXH3/8MTNmzCAoKIjf//73wJfb4eTk5PDUU0+RkJDAnj17uO2227jgggu4/vrr242tI+2KiIiItOlW29TU19djsVhwOBwkJSXhdrsZOnQo+fn5TJ06FYCqqipiY2NxOp2MHz+el19+mUmTJlFbW0tkZCQAq1evZuHChdTX1xMcHMxPfvITEhMTeeihh4y+7r77bt544w1ee+21dmPpSLtf19TURFNTk3He2NhIVFQUd/7xp/r6T0REOk1f//lHV7ep6VZzqtxuNwAREREAlJWV4fF4SE5ONurExMQwYsQInE4nAE6nk7FjxxqJD0BqaiqNjY1UVlYCXyY7AwYM8OorJCSEPXv24PF42o2lI+1+XW5uLmaz2TiioqI6+ycQERGRHqrbJFUtLS1kZWWRmJjImDFjAHC5XAQHBxMeHu5VNzIyEpfLZdT5auLTdr3tGnyZDD399NOUlZXR2trKP/7xD55++mk8Hg+ffPJJu/F0pN2vy8nJwe12G8fhw4c78RcQERGRnqzbvJOy2+1UVFSc8XXct/G73/0Ol8vF+PHjaW1tJTIykpkzZ7J8+XICAnyXV5pMJkwmk8/aExERkZ6jW4xUZWZmUlRURGlpKcOHDzfKrVYrzc3NNDQ0eNWvq6vDarUadb7+NWDbeVudkJAQnnnmGb744gs++OADampqGDVqFKGhoQwdOrTdmDrSroiIiEgbvyZVra2tZGZmUlhYSElJCdHR0V7X4+PjCQoKYseOHUZZdXU1NTU12Gw2AGw2G/v37+fIkSNGneLiYsLCwoiLi/NqLygoiOHDhxMYGMjGjRuZNGnSGUeqOtOuiIiIiF+TKrvdzoYNG8jPzyc0NBSXy4XL5eL48eMAmM1mMjIyyM7OprS0lLKyMmbPno3NZmP8+PEApKSkEBcXx/Tp09m7dy/btm1j8eLF2O1241XcO++8w4YNG3j33XfZs2cPN954IxUVFV5LIxQWFhITE2Ocd6RdERERkTZ+nVOVl5cHwIQJE7zK165dy6xZswBYsWIFAQEBpKen09TURGpqKqtWrTLqBgYGUlRUxO23347NZmPQoEHMnDmTZcuWGXVOnTrFI488QnV1NUFBQVx11VXs2rWLUaNGGXXcbrfXwqMdaVdERESkTbdap6q3aVvnQutUiYhIV2idKv/o6jpV+pf+PLh/xkud+lFERESk5+kWX/+JiIiI9HRKqkRERER8QK//zoNJm35F/5Agf4chItItlNxa5O8QRM4JjVSJiIiI+ICSKhEREREfUFIlIiIi4gN+Tapyc3NJSEggNDQUi8XC5MmTvRbgBDhx4gR2u50hQ4YwePBg0tPTT9uT78477yQ+Ph6TycS4cePa7Wvfvn1ceeWVDBgwgKioKJYvX/6N8dXU1JCWlsbAgQOxWCwsWLCAkydPdvl5RUREpPfya1LlcDiw2+3s3r2b4uJiPB4PKSkpHDt2zKgzf/58tmzZQkFBAQ6Hg9raWqZMmXJaW3PmzGHatGnt9tPY2EhKSgojR46krKyMhx56iKVLl/Lkk0+eMbZTp06RlpZGc3Mzu3btYv369axbt44lS5Z8+wcXERGRXqdbraheX1+PxWLB4XCQlJSE2+1m6NCh5OfnM3XqVACqqqqIjY3F6XQa+/+1Wbp0KZs3b6a8vNyrPC8vj3vuuQeXy0VwcDAAixYtYvPmzVRVVbUby8svv8ykSZOora0lMjISgNWrV7Nw4ULq6+uNds6mbUXWK59M0dd/IiL/j77+k+6uqyuqd6s5VW63G4CIiAgAysrK8Hg8JCcnG3ViYmIYMWIETqezw+06nU6SkpK8EqHU1FSqq6v57LPPznjP2LFjjYSq7Z7GxkYqKyvbvaepqYnGxkavQ0RERPqGbpNUtbS0kJWVRWJiImPGjAEwRpbCw8O96kZGRuJyuTrctsvl8kqO2tpou+are3JzczGbzcYRFRXV4RhFRESkZ+s2SZXdbqeiooKNGzf6O5Quy8nJwe12G8fhw4f9HZKIiIicJ91iRfXMzEyKiorYuXMnw4cPN8qtVivNzc00NDR4jVbV1dVhtVo73L7Vaj3ti8G28zO1Y7Va2bNnT6fuMZlMmEymDsclIiIivYdfR6paW1vJzMyksLCQkpISoqOjva7Hx8cTFBTEjh07jLLq6mpqamqw2Wwd7sdms7Fz5048Ho9RVlxczOjRo7ngggvOeM/+/fs5cuSI1z1hYWHExcV1uG8RERHpG/yaVNntdjZs2EB+fj6hoaG4XC5cLhfHjx8HwGw2k5GRQXZ2NqWlpZSVlTF79mxsNpvXl38HDx6kvLzcuLe8vJzy8nKam5sBuPnmmwkODiYjI4PKyko2bdrEypUryc7ONtooLCwkJibGOE9JSSEuLo7p06ezd+9etm3bxuLFi7Hb7RqNEhERkdP49fVfXl4eABMmTPAqX7t2LbNmzQJgxYoVBAQEkJ6eTlNTE6mpqaxatcqr/ty5c3E4HMb5pZdeCsChQ4cYNWoUZrOZ7du3Y7fbiY+P58ILL2TJkiXMmzfPuMftdnstPBoYGEhRURG33347NpuNQYMGMXPmTJYtW+bLP4GIiIj0Et1qnareRutUiYicTutUSXfX1XWqusVE9d6uaFpBp34UERER6Xm6zZIKIiIiIj2ZkioRERERH1BSJSIiIuIDmlN1HvziuaX0D9EyDCLiX6/MyPV3CCK9mkaqRERERHxASZWIiIiIDyipEhEREfEBvyZVubm5JCQkEBoaisViYfLkyV6rmgOcOHECu93OkCFDGDx4MOnp6adtjnznnXcSHx+PyWRi3Lhxp/Vz4sQJZs2axdixY+nfvz+TJ0/uUHyffvopt9xyC2FhYYSHh5ORkcHRo0e7+rgiIiLSi/k1qXI4HNjtdnbv3k1xcTEej4eUlBSOHTtm1Jk/fz5btmyhoKAAh8NBbW0tU6ZMOa2tOXPmMG3atHb7OXXqFCEhIdx5550kJyd3OL5bbrmFyspKiouLKSoqYufOnV5b24iIiIi06Vbb1NTX12OxWHA4HCQlJeF2uxk6dCj5+flMnToVgKqqKmJjY3E6nV6bKgMsXbqUzZs3U15efsY+Zs2aRUNDA5s3bz5rLG+//TZxcXG8+eabXHbZZQBs3bqV6667jo8++oiLLrrotHuamppoamoyzhsbG4mKiuJnq+fr6z8R8Tt9/SfSMV3dpqZbzalyu90AREREAFBWVobH4/EaXYqJiWHEiBE4nc5zGovT6SQ8PNxIqACSk5MJCAjgjTfeaPee3NxczGazcURFRZ3TGEVERKT76DZJVUtLC1lZWSQmJjJmzBgAXC4XwcHBhIeHe9WNjIzE5XKd03hcLhcWi8WrrH///kRERJyx75ycHNxut3EcPnz4nMYoIiIi3Ue3WfzTbrdTUVHBa6+95u9QusxkMmEy6TWfiIhIX9SppGrOnDnfWKdfv36sWbOmU0FkZmYaE8GHDx9ulFutVpqbm2loaPAaraqrq8NqtXaqj86yWq0cOXLEq+zkyZN8+umn57xvERER6Xk69frvs88+O+PxySefsHHjRtatW9fh9lpbW8nMzKSwsJCSkhKio6O9rsfHxxMUFMSOHTuMsurqampqarDZbJ0JvdNsNhsNDQ2UlZUZZSUlJbS0tHDFFVec075FRESk5+nUSFVhYWG75S+++CK//e1vMZlMLFmypMPt2e128vPzefHFFwkNDTXmKpnNZkJCQjCbzWRkZJCdnU1ERARhYWHccccd2Gw2ry//Dh48yNGjR3G5XBw/ftz4+i8uLo7g4GAADhw4QHNzM59++imff/65UadtXas9e/YwY8YMduzYwcUXX0xsbCw///nPue2221i9ejUej4fMzExuvPHGdr/8ExERkb7tW82pev3111m0aBFvvfUWmZmZLFq0iAsuuKDD9+fl5QEwYcIEr/K1a9cya9YsAFasWEFAQADp6ek0NTWRmprKqlWrvOrPnTsXh8NhnF966aUAHDp0iFGjRgFw3XXX8eGHH55Wp21FiS+++ILq6mo8Ho9R59lnnyUzM5OJEycaMTz22GMdfj4RERHpO7q0TtWBAwdYuHAhW7duZcaMGdx3331ec6HkS23rXGidKhHpDrROlUjHdHWdqk6NVB0+fJglS5awYcMGJk2axL59+4iNje10sH3N325a2qkfRURERHqeTiVVo0ePpl+/fmRnZ5OYmMi7777Lu+++e1q9X/ziFz4LUERERKQn6NTrv4CAb/5YsF+/fpw6depbBdVbdHX4UERERPznvLz+a2lp6XRgAjc8+xj9Qwb4OwwRkV6leNZv/B2CiJdus02NiIiISE/WpaSqoKCAKVOmMGbMGMaMGcOUKVP4y1/+4uvYRERERHqMTiVVLS0tTJs2jWnTpnHgwAG+973v8b3vfY/KykqmTZvGjTfeSBdWaBARERHp8TqVVK1cuZJXXnmFv/3tb1RVVbF582Y2b95MdXU1hYWFFBcXs3Llyg63l5ubS0JCAqGhoVgsFiZPnkx1dbVXnRMnTmC32xkyZAiDBw8mPT2duro6rzp33nkn8fHxmEwmY4X0r3r11Ve54YYbGDZsGIMGDWLcuHE8++yz3xhfTU0NaWlpDBw4EIvFwoIFCzh58mSHn09ERET6jk4lVWvXruWhhx5i0qRJp137xS9+wfLly3nmmWc63J7D4cBut7N7926Ki4vxeDykpKRw7Ngxo878+fPZsmULBQUFOBwOamtrmTJlymltzZkzh2nTprXbz65du/jhD3/IX//6V/bt28fs2bOZMWMGRUVFZ4zt1KlTpKWl0dzczK5du1i/fj3r1q3r1DY8IiIi0nd0akmFkJAQqqurGTFiRLvXP/zwQ2JiYjh+/HiXgqmvr8diseBwOEhKSsLtdjN06FDy8/OZOnUqAFVVVcTGxuJ0Or32/wNYunQpmzdvNvb1O5u0tDQiIyPPmAS+/PLLTJo0idraWiIjIwFYvXo1CxcupL6+3thT8GzaPsmcsOp+ff0nIuJj+vpPzpWuLqnQqZGqkJAQGhoazhrEgAFdTx7cbjcAERERAJSVleHxeEhOTjbqxMTEMGLECJxOZ5f7aeurrZ/2OJ1Oxo4dayRUAKmpqTQ2NlJZWdnuPU1NTTQ2NnodIiIi0jd0Kqmy2WzGJsjteeKJJ7DZbF0KpKWlhaysLBITExkzZgwALpeL4OBgwsPDvepGRkbicrm61A/A888/z5tvvsns2bPPWMflcnklVG39tl1rT25uLmaz2TiioqK6HKOIiIj0LJ1a/POee+5hwoQJ/Otf/+I3v/kNMTExtLa28vbbb/PII4/w4osvUlpa2qVA7HY7FRUVvPbaa126v6NKS0uZPXs2Tz31FD/4wQ982nZOTg7Z2dnGeWNjoxIrERGRPqJTSdVPfvITNm3axLx58/jrX//qde2CCy7gueeeIzExsdNBZGZmUlRUxM6dOxk+fLhRbrVaaW5upqGhwWu0qq6uDqvV2ul+HA4H119/PStWrGDGjBlnrWu1WtmzZ49XWdtXh2fq22QyYTKZOh2XiIiI9HydSqoAfvnLX5Kamsq2bduMzZQvueQSUlJSGDhwYKfaam1t5Y477qCwsJBXX32V6Ohor+vx8fEEBQWxY8cO0tPTAaiurqampqbTrxlfffVVJk2axIMPPsi8efO+sb7NZuOBBx7gyJEjWCwWAIqLiwkLCyMuLq5TfYuIiEjv1+mkCmDgwIH88pe//Nad2+128vPzefHFFwkNDTXmKpnNZkJCQjCbzWRkZJCdnU1ERARhYWHccccd2Gw2ry//Dh48yNGjR3G5XBw/ftz4+i8uLo7g4GBKS0uZNGkSd911F+np6UY/wcHBxmT1wsJCcnJyqKqqAiAlJYW4uDimT5/O8uXLcblcLF68GLvdrtEoEREROU2nJqo7nc7T1nb605/+RHR0NBaLhXnz5tHU1NTh9vLy8nC73UyYMIFhw4YZx6ZNm4w6K1asYNKkSaSnp5OUlITVauWFF17wamfu3Llceuml/M///A/vvPMOl156KZdeeim1tbUArF+/ni+++ILc3Fyvfr663pXb7fZaeDQwMJCioiICAwOx2WzceuutzJgxg2XLlnXmTyYiIiJ9RKfWqbr22muZMGECCxcuBGD//v38+Mc/ZtasWcTGxvLQQw/x7//+7yxduvRcxdujaJ0qEZFzR+tUybnS1XWqOpVUDRs2jC1btnDZZZcBX34N6HA4jC/2CgoKuPfeezlw4EAnw++duvqjiIiIiP+cl8U/P/vsM6+1mxwOB9dee61xnpCQwOHDhzvTpIiIiEiv0KmkKjIykkOHDgHQ3NzMW2+95TVh/PPPPycoKMi3EYqIiIj0AJ1Kqq677joWLVrE3//+d3Jychg4cCBXXnmlcX3fvn1897vf9XmQIiIiIt1dp5ZUuP/++5kyZQo/+9nPGDx4MOvXr/faWPiZZ54hJSXF50H2dJM3rKF/SIi/wxCRPmb77F/7OwSRPqVTSdWFF17Izp07cbvdDB48mMDAQK/rBQUFhIaG+jRAERERkZ6gU6//2pjN5tMSqtbWVt544w1uuukmnwQmIiIi0pN0Kan6qkOHDvG73/2OESNG8Mtf/pITJ074Ii4RERGRHqVLSVVTUxPPPvssV199NaNHj+b3v/892dnZHDly5LQV188mNzeXhIQEQkNDsVgsTJ482WtVc4ATJ05gt9sZMmQIgwcPJj093djYuM2dd95JfHw8JpOJcePGndZPdXU1V111FZGRkQwYMIDvfOc7LF68GI/Hc9b4ampqSEtLY+DAgVgsFhYsWMDJkyc7/HwiIiLSd3QqqSorK+M//uM/sFqtPProo0yePJnDhw8TEBBAampqpxe4dDgc2O12du/eTXFxMR6Ph5SUFI4dO2bUmT9/Plu2bKGgoACHw0Ftba3X9jJt5syZw7Rp09rtJygoiBkzZrB9+3aqq6t59NFHeeqpp7j33nvPGNupU6dIS0ujubmZXbt2sX79etatW8eSJUs69YwiIiLSN3RqovoVV1zBHXfcwe7duxk9evS37nzr1q1e5+vWrcNisVBWVkZSUhJut5s1a9aQn5/P1VdfDcDatWuJjY1l9+7dxhpZjz32GAD19fXs27fvtH6+853v8J3vfMc4HzlyJK+++ip///vfzxjb9u3bOXDgAK+88gqRkZGMGzeO+++/n4ULF7J06VKvrx7bNDU1ee192NjY2Im/hoiIiPRknRqpmjhxImvWrGHZsmVs3bqVTuxw0yFutxuAiIgI4MuRMY/HQ3JyslEnJiaGESNG4HQ6u9zPwYMH2bp1Kz/72c/OWMfpdDJ27FivFeRTU1NpbGyksrKy3Xtyc3Mxm83GERUV1eUYRUREpGfpVFK1bds2KisrGT16NLfffjvDhg3jrrvuAqBfv37fKpCWlhaysrJITExkzJgxALhcLoKDgwkPD/eqGxkZicvl6nQfP/nJTxgwYADf//73ufLKK1m2bNkZ67pcLq+Eqq3ftmvtycnJwe12G4e27BEREek7Oj1RPSoqiiVLlnDo0CH+/Oc/U19fT//+/bnhhhv47W9/y1tvvdWlQOx2OxUVFWzcuLFL93fEpk2beOutt8jPz+ell17i4Ycf9mn7JpOJsLAwr0NERET6hk7Nqfq6a665hmuuuYbPPvuMDRs28Mwzz/Dggw9y6tSpTrWTmZlJUVERO3fuZPjw4Ua51WqlubmZhoYGr9Gquro6rFZrp+Ntex0XFxfHqVOnmDdvHnffffdpa2619b1nzx6vsravDrvSt4iIiPRu33qdKoALLriAO+64g3/+85+8+eabHb6vtbWVzMxMCgsLKSkpITo62ut6fHw8QUFB7Nixwyirrq6mpqYGm832rWJuaWnB4/HQ0tLS7nWbzcb+/fs5cuSIUVZcXExYWBhxcXHfqm8RERHpfTqVVC1fvpzjx48b56+//rrX126ff/45Tz/9dIfbs9vtbNiwgfz8fEJDQ3G5XLhcLqMPs9lMRkYG2dnZlJaWUlZWxuzZs7HZbMaXf/DlxPPy8nLj3vLycsrLy2lubgbg2Wef5fnnn+ftt9/m/fff5/nnnycnJ4dp06YRFBQEQGFhITExMUabKSkpxMXFMX36dPbu3cu2bdtYvHgxdrsdk8nUmT+biIiI9AH9WjvxCV9gYCAff/wxFosFgLCwMMrLy43lCurq6rjooos6/PrvTJPb165dy6xZs4AvF/+8++67ee6552hqaiI1NZVVq1Z5vYKbMGECDofjtHYOHTrEqFGj2LRpE8uXL+edd96htbWVkSNHcuuttzJ//nwGDBgAfLmcw+zZs72+aPzwww+5/fbbefXVVxk0aBAzZ87kD3/4A/37d+ytaWNjI2azmaue+G9tqCwi5502VBbpmrZ/v91ud6fmR3cqqQoICMDlchlJVWhoKHv37u1yUtXbKakSEX9SUiXSNV1Nqr7VRHXpmM23ZuhLQBERkV7OJxPVRURERPq6To9UPf300wwePBiAkydPsm7dOi688ELgy4nqIiIiIn1Rp+ZUjRo1qkMrpx86dOhbBdVbtL2TvfqJJ+kfMtDf4YiISCdtm32Lv0MQPzgvc6o++OCDzsYlIiIi0id0ak6V0+mkqKjIq+xPf/oT0dHRWCwW5s2b57VulYiIiEhf0amk6r777qOystI4379/PxkZGSQnJ7No0SK2bNlCbm6uz4MUERER6e46lVTt3buXiRMnGucbN27kiiuu4KmnniI7O5vHHnuM559/vsPt5ebmkpCQQGhoKBaLhcmTJ1NdXe1V58SJE9jtdoYMGcLgwYNJT0839uBrc+eddxIfH4/JZGLcuHFn7fPgwYOEhoZ67SV4JjU1NaSlpTFw4EAsFgsLFizg5MmTHX4+ERER6Ts6lVR99tlnREZGGucOh4Nrr73WOE9ISODw4cMdbs/hcGC329m9ezfFxcV4PB5SUlI4duyYUWf+/Pls2bKFgoICHA4HtbW1TJky5bS25syZw7Rp087an8fj4aabbuLKK6/8xthOnTpFWloazc3N7Nq1i/Xr17Nu3TqWLFnS4ecTERGRvqNTE9UjIyM5dOgQUVFRNDc389Zbb3HfffcZ1z///HNjL72O2Lp1q9f5unXrsFgslJWVkZSUhNvtZs2aNeTn53P11VcDX25hExsby+7du439/x577DEA6uvr2bdv3xn7W7x4MTExMUycOJFdu3adNbbt27dz4MABXnnlFSIjIxk3bhz3338/CxcuZOnSpQQHB3f4OUVERKT369RI1XXXXceiRYv4+9//Tk5ODgMHDvQa9dm3bx/f/e53uxyM2+0GICIiAoCysjI8Hg/JyclGnZiYGEaMGIHT6exU2yUlJRQUFPDEE090qL7T6WTs2LFeI3Opqak0NjZ6zSv7qqamJhobG70OERER6Rs6lVTdf//99O/fn5/97Gc89dRTPPXUU14jNs888wwpKSldCqSlpYWsrCwSExMZM2YMAC6Xi+Dg4NPmP0VGRuJyuTrc9r/+9S9mzZrFunXrOrzehMvl8kqo2vptu9ae3NxczGazcURFRXU4RhEREenZOvX678ILL2Tnzp243W4GDx5MYGCg1/WCggJjtfXOstvtVFRU8Nprr3Xp/rO57bbbuPnmm0lKSvJ521+Vk5NDdna2cd7Y2KjESkREpI/o0t5/ZrP5tIQKvnxt15W5RpmZmRQVFVFaWsrw4cONcqvVSnNzMw0NDV716+rqsFqtHW6/pKSEhx9+mP79+9O/f38yMjJwu93079+fZ555pt17rFbraV8Ztp2fqW+TyURYWJjXISIiIn2DXzdUbm1tJTMzk8LCQkpKSoiOjva6Hh8fT1BQEDt27DDKqqurqampwWazdbgfp9NJeXm5cSxbtozQ0FDKy8v55S9/2e49NpuN/fv3c+TIEaOsuLiYsLAw4uLiOvmkIiIi0tt1ekNlX7Lb7eTn5/Piiy8SGhpqzFUym82EhIRgNpvJyMggOzubiIgIwsLCuOOOO7DZbMaXf/Dl2lNHjx7F5XJx/PhxysvLAYiLiyM4OJjY2Fivfv/xj38QEBBgzN0CKCwsJCcnh6qqKgBSUlKIi4tj+vTpLF++HJfLxeLFi7Hb7ZhMpnP8lxEREZGexq9JVV5eHgATJkzwKl+7di2zZs0CYMWKFQQEBJCenk5TUxOpqamsWrXKq/7cuXNxOBzG+aWXXgp8ubHzqFGjOhSL2+32Wng0MDCQoqIibr/9dmw2G4MGDWLmzJksW7ask08pIiIifUG/1tbWVn8H0Vu17XJ99RNP0j9koL/DERGRTto2+xZ/hyB+0Pbvt9vt7tT8aL+OVPUVhbdO06R1ERGRXs6vE9VFREREegslVSIiIiI+oKRKRERExAc0p+o8mLphG0GaqC4i0iUvzU7zdwgiHaKRKhEREREfUFIlIiIi4gN+Tapyc3NJSEggNDQUi8XC5MmTvRbgBDhx4gR2u50hQ4YwePBg0tPTT9uT78477yQ+Ph6TycS4ceNO6+eDDz6gX79+px27d+8+a3w1NTWkpaUxcOBALBYLCxYs4OTJk9/6uUVERKT38WtS5XA4sNvt7N69m+LiYjweDykpKRw7dsyoM3/+fLZs2UJBQQEOh4Pa2lqmTJlyWltz5sxh2rRpZ+3vlVde4eOPPzaO+Pj4M9Y9deoUaWlpNDc3s2vXLtavX8+6detYsmRJ1x9YREREei2/TlTfunWr1/m6deuwWCyUlZWRlJSE2+1mzZo15Ofnc/XVVwNfbmETGxvL7t27jf3/HnvsMQDq6+vZt2/fGfsbMmQIVqu1Q7Ft376dAwcO8MorrxAZGcm4ceO4//77WbhwIUuXLiU4OLgrjywiIiK9VLeaU+V2uwGIiIgAoKysDI/HQ3JyslEnJiaGESNG4HQ6O93+L37xCywWCz/96U/529/+dta6TqeTsWPHEhkZaZSlpqbS2NhIZWVlu/c0NTXR2NjodYiIiEjf0G2SqpaWFrKyskhMTGTMmDEAuFwugoODCQ8P96obGRmJy+XqcNuDBw/mkUceoaCggJdeeomf/vSnTJ48+ayJlcvl8kqo2vptu9ae3NxczGazcURFRXU4RhEREenZus06VXa7nYqKCl577TWft33hhReSnZ1tnCckJFBbW8tDDz3EL37xC5/1k5OT49VPY2OjEisREZE+oluMVGVmZlJUVERpaSnDhw83yq1WK83NzTQ0NHjVr6ur6/DcqDO54oorOHjw4BmvW63W074ybDs/U98mk4mwsDCvQ0RERPoGvyZVra2tZGZmUlhYSElJCdHR0V7X4+PjCQoKYseOHUZZdXU1NTU12Gy2b9V3eXk5w4YNO+N1m83G/v37OXLkiFFWXFxMWFgYcXFx36pvERER6X38+vrPbreTn5/Piy++SGhoqDFXyWw2ExISgtlsJiMjg+zsbCIiIggLC+OOO+7AZrMZX/4BHDx4kKNHj+JyuTh+/Djl5eUAxMXFERwczPr16wkODubSSy8F4IUXXuCZZ57h6aefNtooLCwkJyeHqqoqAFJSUoiLi2P69OksX74cl8vF4sWLsdvtmEym8/QXEhERkZ7Cr0lVXl4eABMmTPAqX7t2LbNmzQJgxYoVBAQEkJ6eTlNTE6mpqaxatcqr/ty5c3E4HMZ5W/J06NAhRo0aBcD999/Phx9+SP/+/YmJiWHTpk1MnTrVuMftdnstPBoYGEhRURG33347NpuNQYMGMXPmTJYtW+arxxcREZFepF9ra2urv4PorRobGzGbzVzzxPPaUFlEpIu0obKcb23/frvd7k7Nj+4WE9VFREREerpus6RCb/aXW1P1JaCIiEgvp5EqERERER9QUiUiIiLiA3r9dx7c9GwZQSGD/R2GiIj0UptnJfg7BEEjVSIiIiI+oaRKRERExAeUVImIiIj4gF+TqtzcXBISEggNDcVisTB58mSvVc0BTpw4gd1uZ8iQIQwePJj09PTTNjq+8847iY+Px2QyMW7cuHb7am1t5eGHH+aSSy7BZDJx8cUX88ADD5w1vk8//ZRbbrmFsLAwwsPDycjI4OjRo9/qmUVERKR38mtS5XA4sNvt7N69m+LiYjweDykpKRw7dsyoM3/+fLZs2UJBQQEOh4Pa2lqmTJlyWltz5sxh2rRpZ+zrrrvu4umnn+bhhx+mqqqKv/3tb1x++eVnje+WW26hsrKS4uJiioqK2LlzJ/Pmzev6A4uIiEiv1a22qamvr8diseBwOEhKSsLtdjN06FDy8/ONffqqqqqIjY3F6XR6baoMsHTpUjZv3mxsqNzm7bff5oc//CEVFRWMHj26Q7G8/fbbxMXF8eabb3LZZZcBsHXrVq677jo++ugjLrroom9so22Z++tWlejrPxEROWf09Z9v9YptatxuNwAREREAlJWV4fF4SE5ONurExMQwYsQInE5nh9vdsmUL3/nOdygqKiI6OppRo0Yxd+5cPv300zPe43Q6CQ8PNxIqgOTkZAICAnjjjTfavaepqYnGxkavQ0RERPqGbpNUtbS0kJWVRWJiImPGjAHA5XIRHBxMeHi4V93IyEhcLleH237//ff58MMPKSgo4E9/+hPr1q2jrKzMGP1qj8vlwmKxeJX179+fiIiIM/adm5uL2Ww2jqioqA7HKCIiIj1bt1n80263U1FRwWuvvebztltaWmhqauJPf/oTl1xyCQBr1qwhPj6e6urqDr8S/CY5OTlkZ2cb542NjUqsRERE+ohuMVKVmZlJUVERpaWlDB8+3Ci3Wq00NzfT0NDgVb+urg6r1drh9ocNG0b//v2NhAogNjYWgJqamnbvsVqtHDlyxKvs5MmTfPrpp2fs22QyERYW5nWIiIhI3+DXpKq1tZXMzEwKCwspKSkhOjra63p8fDxBQUHs2LHDKKuurqampgabzdbhfhITEzl58iTvvfeeUfbOO+8AMHLkyHbvsdlsNDQ0UFZWZpSVlJTQ0tLCFVdc0eG+RUREpG/w6+s/u91Ofn4+L774IqGhocZcJbPZTEhICGazmYyMDLKzs4mIiCAsLIw77rgDm83m9eXfwYMHOXr0KC6Xi+PHjxtf/8XFxREcHExycjI//vGPmTNnDo8++igtLS3Y7XauueYaY/Rqz549zJgxgx07dnDxxRcTGxvLz3/+c2677TZWr16Nx+MhMzOTG2+8sUNf/omIiEjf4tekKi8vD4AJEyZ4la9du5ZZs2YBsGLFCgICAkhPT6epqYnU1FRWrVrlVX/u3Lk4HA7j/NJLLwXg0KFDjBo1ioCAALZs2cIdd9xBUlISgwYN4tprr+WRRx4x7vniiy+orq7G4/EYZc8++yyZmZlMnDjRiOGxxx7z5Z9AREREeolutU5Vb6N1qkRE5HzQOlW+1dV1qrrN13+92XO3xGvSuoiISC/XLb7+ExEREenplFSJiIiI+ICSKhEREREf0Jyq8yA3vxZTyOf+DkNEROScWDrzYn+H0C1opEpERETEB5RUiYiIiPiAX5Oq3NxcEhISCA0NxWKxMHnyZKqrq73qnDhxArvdzpAhQxg8eDDp6enU1dV51bnzzjuJj4/HZDIxbty40/pZunQp/fr1O+0YNGjQWeOrqakhLS2NgQMHYrFYWLBgASdPnvzWzy0iIiK9j1+TKofDgd1uZ/fu3RQXF+PxeEhJSeHYsWNGnfnz57NlyxYKCgpwOBzU1tYyZcqU09qaM2cO06ZNa7ef3/zmN3z88cdeR1xcHL/61a/OGNupU6dIS0ujubmZXbt2sX79etatW8eSJUu+/YOLiIhIr9OtVlSvr6/HYrHgcDhISkrC7XYzdOhQ8vPzmTp1KgBVVVXExsbidDq99v+DL0ekNm/ebOz9dyZ79+5l3Lhx7Ny5kyuvvLLdOi+//DKTJk2itraWyMhIAFavXs3ChQupr68nODj4G5+nbUXWRXlvYwoJ7cBfQEREpOfpbRPVu7qiereaU+V2uwGIiIgAoKysDI/HQ3JyslEnJiaGESNG4HQ6u9zP008/zSWXXHLGhArA6XQyduxYI6ECSE1NpbGxkcrKynbvaWpqorGx0esQERGRvqHbJFUtLS1kZWWRmJjImDFjAHC5XAQHBxMeHu5VNzIyEpfL1aV+Tpw4wbPPPktGRsZZ67lcLq+Eqq3ftmvtyc3NxWw2G0dUVFSXYhQREZGep9skVXa7nYqKCjZu3HhO+yksLOTzzz9n5syZPm87JycHt9ttHIcPH/Z5HyIiItI9dYvFPzMzMykqKmLnzp0MHz7cKLdarTQ3N9PQ0OA1WlVXV4fVau1SX08//TSTJk06bRTq66xWK3v27PEqa/vq8Ex9m0wmTCZTl+ISERGRns2vI1Wtra1kZmZSWFhISUkJ0dHRXtfj4+MJCgpix44dRll1dTU1NTXYbLZO93fo0CFKS0u/8dUfgM1mY//+/Rw5csQoKy4uJiwsjLi4uE73LSIiIr2bX5Mqu93Ohg0byM/PJzQ0FJfLhcvl4vjx4wCYzWYyMjLIzs6mtLSUsrIyZs+ejc1m8/ry7+DBg5SXlxv3lpeXU15eTnNzs1d/zzzzDMOGDePaa689LZbCwkJiYmKM85SUFOLi4pg+fTp79+5l27ZtLF68GLvdrtEoEREROY1fX//l5eUBMGHCBK/ytWvXMmvWLABWrFhBQEAA6enpNDU1kZqayqpVq7zqz507F4fDYZxfeumlwJcjU6NGjQK+nAi/bt06Zs2aRWBg4GmxuN1ur4VHAwMDKSoq4vbbb8dmszFo0CBmzpzJsmXLvu1ji4iISC/Urdap6m20TpWIiPQFWqfqS91ionpvl3PzRZ36UURERKTn6TZLKoiIiIj0ZEqqRERERHxASZWIiIiID2hO1XmweW0dA0O+8HcYIiLSDUyd17XFq6X700iViIiIiA8oqRIRERHxASVVIiIiIj7g16QqNzeXhIQEQkNDsVgsTJ482WtVc4ATJ05gt9sZMmQIgwcPJj093djYuM2dd95JfHw8JpOJcePGtdvXtm3bGD9+PKGhoQwdOpT09HQ++OCDs8b36aefcssttxAWFkZ4eDgZGRkcPXr02zyyiIiI9FJ+TaocDgd2u53du3dTXFyMx+MhJSWFY8eOGXXmz5/Pli1bKCgowOFwUFtby5QpU05ra86cOUybNq3dfg4dOsQNN9zA1VdfTXl5Odu2beOTTz5pt52vuuWWW6isrKS4uJiioiJ27tzJvHnzvt1Di4iISK/Urbapqa+vx2Kx4HA4SEpKwu12M3ToUPLz85k6dSoAVVVVxMbG4nQ6vTZVBli6dCmbN2+mvLzcq/wvf/kLN910E01NTQQEfJlHbtmyhRtuuIGmpiaCgoJOi+Xtt98mLi6ON998k8suuwyArVu3ct111/HRRx9x0UUXfePztC1zv/7RdxiobWpERAR9/dcTdHWbmm41p8rtdgMQEREBQFlZGR6Ph+TkZKNOTEwMI0aMwOl0drjd+Ph4AgICWLt2LadOncLtdvPnP/+Z5OTkdhMqAKfTSXh4uJFQASQnJxMQEMAbb7zR7j1NTU00NjZ6HSIiItI3dJukqqWlhaysLBITExkzZgwALpeL4OBgwsPDvepGRkbicrk63HZ0dDTbt2/nt7/9LSaTifDwcD766COef/75M97jcrmwWCxeZf379yciIuKMfefm5mI2m40jKiqqwzGKiIhIz9Ztkiq73U5FRQUbN270edsul4vbbruNmTNn8uabb+JwOAgODmbq1Kn48u1nTk4ObrfbOA4fPuyztkVERKR76xYrqmdmZhoTwYcPH26UW61WmpubaWho8Bqtqqurw2rt+DvpJ554ArPZzPLly42yDRs2EBUVxRtvvHHa3Ky2vo8cOeJVdvLkST799NMz9m0ymTCZTB2OS0RERHoPv45Utba2kpmZSWFhISUlJURHR3tdj4+PJygoiB07dhhl1dXV1NTUYLPZOtzPF198YUxQbxMYGAh8+dqxPTabjYaGBsrKyoyykpISWlpauOKKKzrct4iIiPQNfk2q7HY7GzZsID8/n9DQUFwuFy6Xi+PHjwNgNpvJyMggOzub0tJSysrKmD17NjabzWt06eDBg5SXlxv3lpeXU15eTnNzMwBpaWm8+eabLFu2jHfffZe33nqL2bNnM3LkSC699FIA9uzZQ0xMDP/3f/8HQGxsLD//+c+57bbb2LNnD6+//jqZmZnceOONHfryT0RERPoWv77+y8vLA2DChAle5WvXrmXWrFkArFixgoCAANLT02lqaiI1NZVVq1Z51Z87dy4Oh8M4b0uUDh06xKhRo7j66qvJz89n+fLlLF++nIEDB2Kz2di6dSshISHAl6NZ1dXVeDweo51nn32WzMxMJk6caMTw2GOP+frPICIiIr1At1qnqrfROlUiIvJ1Wqeq++vqOlXdYqJ6bzd5dmSnfhQRERHpebrNkgoiIiIiPZmSKhEREREfUFIlIiIi4gOaU3UevPnoxwwacNTfYYiIiPQa4/+z+y1vpJEqERERER9QUiUiIiLiA35NqnJzc0lISCA0NBSLxcLkyZOprq72qnPixAnsdjtDhgxh8ODBpKenU1dX51XnzjvvJD4+HpPJxLhx49rt6/nnn2fcuHEMHDiQkSNH8tBDD31jfJ9++im33HILYWFhhIeHk5GRwdGjeo0nIiIip/NrUuVwOLDb7ezevZvi4mI8Hg8pKSkcO3bMqDN//ny2bNlCQUEBDoeD2tpapkyZclpbc+bMYdq0ae328/LLL3PLLbfw61//moqKClatWsWKFSt4/PHHzxrfLbfcQmVlJcXFxcaGz/Pmzft2Dy0iIiK9UrdaUb2+vh6LxYLD4SApKQm3283QoUPJz89n6tSpAFRVVREbG4vT6fTa/w9g6dKlbN68mfLycq/ym2++GY/HQ0FBgVH2xz/+keXLl1NTU0O/fv1Oi+Xtt98mLi6ON998k8suuwyArVu3ct111/HRRx91aP+/thVZX7mvikEDtKK6iIiIr5zLiepdXVG9W82pcrvdAERERABQVlaGx+MhOTnZqBMTE8OIESNwOp0dbrepqYkBAwZ4lYWEhPDRRx/x4YcftnuP0+kkPDzcSKgAkpOTCQgI4I033jhjP42NjV6HiIiI9A3dJqlqaWkhKyuLxMRExowZA4DL5SI4OJjw8HCvupGRkbhcrg63nZqaygsvvMCOHTtoaWnhnXfe4ZFHHgHg448/bvcel8uFxWLxKuvfvz8RERFn7Ds3Nxez2WwcUVFRHY5RREREerZuk1TZ7XYqKirYuHGjz9u+7bbbyMzMZNKkSQQHBzN+/HhuvPFGAAICfPcnyMnJwe12G8fhw4d91raIiIh0b90iqcrMzKSoqIjS0lKGDx9ulFutVpqbm2loaPCqX1dXh9Xa8V2++/Xrx4MPPsjRo0f58MMPcblcXH755QB85zvfafceq9XKkSNHvMpOnjzJp59+esa+TSYTYWFhXoeIiIj0DX5NqlpbW8nMzKSwsJCSkhKio6O9rsfHxxMUFMSOHTuMsurqampqarDZbJ3uLzAwkIsvvpjg4GCee+45bDYbQ4cObbeuzWajoaGBsrIyo6ykpISWlhauuOKKTvctIiIivZtft6mx2+3k5+fz4osvEhoaasxVMpvNhISEYDabycjIIDs7m4iICMLCwrjjjjuw2WxeX/4dPHiQo0eP4nK5OH78uPH1X1xcHMHBwXzyySf85S9/YcKECZw4cYK1a9caSzS02bNnDzNmzGDHjh1cfPHFxMbG8vOf/5zbbruN1atX4/F4yMzM5MYbb+zQl38iIiLSt/g1qcrLywNgwoQJXuVr165l1qxZAKxYsYKAgADS09NpamoiNTWVVatWedWfO3euV4J06aWXAnDo0CFGjRoFwPr16/nNb35Da2srNpuNV1991XgFCPDFF19QXV2Nx+Mxyp599lkyMzOZOHGiEcNjjz3mq8cXERGRXqRbrVPV22idKhERkXOjO65T5deRqr4iIWuYJq2LiIj0ct3i6z8RERGRnk5JlYiIiIgPKKkSERER8QHNqToPDi/8kFCTJqqLiPQmIx4d5e8QpJvRSJWIiIiIDyipEhEREfEBJVUiIiIiPuDXpCo3N5eEhARCQ0OxWCxMnjyZ6upqrzonTpzAbrczZMgQBg8eTHp6OnV1dcb1vXv3ctNNNxEVFUVISAixsbGsXLnytL5effVVfvzjH2Mymfje977HunXrvjG+ffv2ceWVVzJgwACioqJYvnz5t35mERER6Z38mlQ5HA7sdju7d++muLgYj8dDSkoKx44dM+rMnz+fLVu2GHv11dbWMmXKFON6WVkZFouFDRs2UFlZyT333ENOTg6PP/64UefQoUOkpaVx1VVXUV5eTlZWFnPnzmXbtm1njK2xsZGUlBRGjhxJWVkZDz30EEuXLuXJJ588N38MERER6dG61TY19fX1WCwWHA4HSUlJuN1uhg4dSn5+PlOnTgWgqqqK2NhYnE6n16bKX2W323n77bcpKSkBYOHChbz00ktUVFQYdW688UYaGhrYunVru23k5eVxzz334HK5CA4OBmDRokVs3ryZqqqqDj1P2zL3Fb/ep6//RER6GX3913t1dZuabjWnyu12AxAREQF8OQrl8XhITk426sTExDBixAicTudZ22lrA8DpdHq1AZCamnrWNpxOJ0lJSUZC1XZPdXU1n332Wbv3NDU10djY6HWIiIhI39BtkqqWlhaysrJITExkzJgxAMYoUXh4uFfdyMhIXC5Xu+3s2rWLTZs2MW/ePKPM5XIRGRl5WhuNjY0cP3683XbOdE/btfbk5uZiNpuNIyoq6swPLCIiIr1Kt0mq7HY7FRUVbNy4scttVFRUcMMNN3DvvfeSkpLiw+g6JicnB7fbbRyHDx8+7zGIiIiIf3SLFdUzMzMpKipi586dDB8+3Ci3Wq00NzfT0NDgNVpVV1eH1Wr1auPAgQNMnDiRefPmsXjxYq9rVqvV64vBtjbCwsIICQlpN6Yz3dN2rT0mkwmTyXT2hxUREZFeya8jVa2trWRmZlJYWEhJSQnR0dFe1+Pj4wkKCmLHjh1GWXV1NTU1NdhsNqOssrKSq666ipkzZ/LAAw+c1o/NZvNqA6C4uNirjfbu2blzJx6Px+ue0aNHc8EFF3T6WUVERKR382tSZbfb2bBhA/n5+YSGhuJyuXC5XMY8J7PZTEZGBtnZ2ZSWllJWVsbs2bOx2WzGl38VFRVcddVVpKSkkJ2dbbRRX19v9PPrX/+a999/n//8z/+kqqqKVatW8fzzzzN//nyjzuOPP87EiRON85tvvpng4GAyMjKorKxk06ZNrFy5kuzs7PP01xEREZGexK+v//Ly8gCYMGGCV/natWuZNWsWACtWrCAgIID09HSamppITU1l1apVRt2//OUv1NfXs2HDBjZs2GCUjxw5kg8++ACA6OhoXnrpJebPn8/KlSsZPnw4Tz/9NKmpqUb9Tz75hPfee884N5vNbN++HbvdTnx8PBdeeCFLlizxmgAvIiIi0qZbrVPV22idKhGR3kvrVPVeXV2nqltMVO/toh4c2akfRURERHqebrOkgoiIiEhPpqRKRERExAeUVImIiIj4gOZUnQf/d+8bNJoG+TsMEZGzGv6Hn/g7BJEeTSNVIiIiIj6gpEpERETEB/yaVOXm5pKQkEBoaCgWi4XJkydTXV3tVefEiRPY7XaGDBnC4MGDSU9P99qTb+/evdx0001ERUUREhJCbGwsK1eu9Grj448/5uabb+aSSy4hICCArKysDsVXU1NDWloaAwcOxGKxsGDBAk6ePPmtn1tERER6H78mVQ6HA7vdzu7duykuLsbj8ZCSksKxY8eMOvPnz2fLli0UFBTgcDiora1lypQpxvWysjIsFgsbNmygsrKSe+65h5ycHB5//HGjTlNTE0OHDmXx4sX86Ec/6lBsp06dIi0tjebmZnbt2sX69etZt24dS5Ys8d0fQERERHqNbrWien19PRaLBYfDQVJSEm63m6FDh5Kfn8/UqVMBqKqqIjY2FqfTaez/93V2u523336bkpKS065NmDCBcePG8eijj541lpdffplJkyZRW1tLZGQkAKtXr2bhwoXU19cTHBz8jc/TtiLrgazthGqiuoh0c5qoLvKlrq6o3q3mVLndbgAiIiKAL0ehPB4PycnJRp2YmBhGjBiB0+k8azttbXSV0+lk7NixRkIFkJqaSmNjI5WVle3e09TURGNjo9chIiIifUO3SapaWlrIysoiMTGRMWPGAOByuQgODiY8PNyrbmRkJC6Xq912du3axaZNm771xscul8sroWrrt+1ae3JzczGbzcYRFRX1rWIQERGRnqPbJFV2u52Kigo2btzY5TYqKiq44YYbuPfee0lJSfFhdB2Tk5OD2+02jsOHD5/3GERERMQ/usXin5mZmRQVFbFz506GDx9ulFutVpqbm2loaPAaraqrq8NqtXq1ceDAASZOnMi8efNYvHjxt47JarWyZ88er7K2rw6/3ncbk8mEyWT61n2LiIhIz+PXkarW1lYyMzMpLCykpKSE6Ohor+vx8fEEBQWxY8cOo6y6upqamhpsNptRVllZyVVXXcXMmTN54IEHfBKbzWZj//79HDlyxCgrLi4mLCyMuLg4n/QhIiIivYdfR6rsdjv5+fm8+OKLhIaGGnOVzGYzISEhmM1mMjIyyM7OJiIigrCwMO644w5sNpvx5V9FRQVXX301qampZGdnG20EBgYydOhQo6/y8nIAjh49Sn19PeXl5QQHBxsJUmFhITk5OVRVVQGQkpJCXFwc06dPZ/ny5bhcLhYvXozdbtdolIiIiJzGr0sq9OvXr93ytWvXMmvWLODLxT/vvvtunnvuOZqamkhNTWXVqlXGK7ilS5dy3333ndbGyJEj+eCDD87a11frrFu3jtmzZ/PVP8eHH37I7bffzquvvsqgQYOYOXMmf/jDH+jfv2O5qJZUEJGeREsqiHypq0sqdKt1qnobJVUi0pMoqRL5UleTqm4xUb23u/i+Kzr1o4iIiEjP022WVBARERHpyZRUiYiIiPiAkioRERERH9CcqvPg4we2cNQ00N9hiIgAcNGyX/o7BJFeSSNVIiIiIj6gpEpERETEB5RUiYiIiPiAX5Oq3NxcEhISCA0NxWKxMHnyZKqrq73qnDhxArvdzpAhQxg8eDDp6enGxsYAe/fu5aabbiIqKoqQkBBiY2NZuXKlVxsvvPAC11xzDUOHDiUsLAybzca2bdu+Mb59+/Zx5ZVXMmDAAKKioli+fLlvHlxERER6Hb8mVQ6HA7vdzu7duykuLsbj8ZCSksKxY8eMOvPnz2fLli0UFBTgcDiora1lypQpxvWysjIsFgsbNmygsrKSe+65h5ycHB5//HGjzs6dO7nmmmv43//9X8rKyrjqqqu4/vrr+ec//3nG2BobG0lJSWHkyJGUlZXx0EMPsXTpUp588slz88cQERGRHq1bbVNTX1+PxWLB4XCQlJSE2+1m6NCh5OfnM3XqVACqqqqIjY3F6XQamyp/nd1u5+2336akpOSMff3gBz9g2rRpLFmypN3reXl53HPPPbhcLoKDgwFYtGgRmzdvNjZd/rqmpiaampqM88bGRqKioqj6zw2E6us/Eekm9PWfyNl1dZuabjWnyu12AxAREQF8OQrl8XhITk426sTExDBixAicTudZ22lroz0tLS18/vnnZ63jdDpJSkoyEiqA1NRUqqur+eyzz9q9Jzc3F7PZbBxRUVFnbF9ERER6l26TVLW0tJCVlUViYiJjxowBMEaJwsPDvepGRkbicrnabWfXrl1s2rSJefPmnbGvhx9+mKNHj/Jv//ZvZ6zjcrmIjIw8rd+2a+3JycnB7XYbx+HDh8/YvoiIiPQu3WbxT7vdTkVFBa+99lqX26ioqOCGG27g3nvvJSUlpd06+fn53Hfffbz44otYLJYu99Uek8mEyWTyaZsiIiLSM3SLkarMzEyKioooLS1l+PDhRrnVaqW5uZmGhgav+nV1dVitVq+yAwcOMHHiRObNm8fixYvb7Wfjxo3MnTuX559/3uuVYnusVqvXV4Zt/bZdExEREfkqvyZVra2tZGZmUlhYSElJCdHR0V7X4+PjCQoKYseOHUZZdXU1NTU12Gw2o6yyspKrrrqKmTNn8sADD7Tb13PPPcfs2bN57rnnSEtL+8bYbDYbO3fuxOPxGGXFxcWMHj2aCy64oLOPKiIiIr2cX5Mqu93Ohg0byM/PJzQ0FJfLhcvl4vjx4wCYzWYyMjLIzs6mtLSUsrIyZs+ejc1mM778q6io4KqrriIlJYXs7Gyjjfr6eqOf/Px8ZsyYwSOPPMIVV1xh1GmbGA/w+OOPM3HiROP85ptvJjg4mIyMDCorK9m0aRMrV64kOzv7PP11REREpCfxa1KVl5eH2+1mwoQJDBs2zDg2bdpk1FmxYgWTJk0iPT2dpKQkrFYrL7zwgnH9L3/5C/X19WzYsMGrjYSEBKPOk08+ycmTJ7Hb7V517rrrLqPOJ598wnvvvWecm81mtm/fzqFDh4iPj+fuu+9myZIlZ50ALyIiIn1Xt1qnqrdpW+dC61SJSHeidapEzq6r61R1m6//erNh91zfqR9FREREeh4lVedQ2yBgY2OjnyMRERGRjmr7d7uzL/OUVJ1D//rXvwC0srqIiEgP9Pnnn2M2mztcX0nVOdS2DU5NTU2nfhTxrbY9GA8fPqzXsH6k36F70O/QPeh36B7O9Du0trby+eefc9FFF3WqPSVV51BAwJcfV5rNZv1H0w2EhYXpd+gG9Dt0D/odugf9Dt1De79DVwZDusWK6iIiIiI9nZIqERERER9QUnUOmUwm7r33Xm2y7Gf6HboH/Q7dg36H7kG/Q/fg699Bi3+KiIiI+IBGqkRERER8QEmViIiIiA8oqRIRERHxASVVIiIiIj6gpOoceeKJJxg1ahQDBgzgiiuuYM+ePf4OqU/Jzc0lISGB0NBQLBYLkydPprq62t9h9Xl/+MMf6NevH1lZWf4OpU/6v//7P2699VaGDBlCSEgIY8eO5R//+Ie/w+pTTp06xe9+9zuio6MJCQnhu9/9Lvfff3+n95iTztm5cyfXX389F110Ef369WPz5s1e11tbW1myZAnDhg0jJCSE5ORk3n333U73o6TqHNi0aRPZ2dnce++9vPXWW/zoRz8iNTWVI0eO+Du0PsPhcGC329m9ezfFxcV4PB5SUlI4duyYv0Prs958803+53/+hx/+8If+DqVP+uyzz0hMTCQoKIiXX36ZAwcO8Mgjj3DBBRf4O7Q+5cEHHyQvL4/HH3+ct99+mwcffJDly5fzxz/+0d+h9WrHjh3jRz/6EU888US715cvX85jjz3G6tWreeONNxg0aBCpqamcOHGicx21is9dfvnlrXa73Tg/depU60UXXdSam5vrx6j6tiNHjrQCrQ6Hw9+h9Emff/556/e///3W4uLi1p/97Getd911l79D6nMWLlzY+tOf/tTfYfR5aWlprXPmzPEqmzJlSustt9zip4j6HqC1sLDQOG9paWm1Wq2tDz30kFHW0NDQajKZWp977rlOta2RKh9rbm6mrKyM5ORkoywgIIDk5GScTqcfI+vb3G438P9vci3nl91uJy0tzeu/Czm//va3v3HZZZfxq1/9CovFwqWXXspTTz3l77D6nJ/85Cfs2LGDd955B4C9e/fy2muvce211/o5sr7r0KFDuFwur/99MpvNXHHFFZ3+d1sbKvvYJ598wqlTp4iMjPQqj4yMpKqqyk9R9W0tLS1kZWWRmJjImDFj/B1On7Nx40beeust3nzzTX+H0qe9//775OXlkZ2dzW9/+1vefPNN7rzzToKDg5k5c6a/w+szFi1aRGNjIzExMQQGBnLq1CkeeOABbrnlFn+H1me5XC6Adv/dbrvWUUqqpNez2+1UVFTw2muv+TuUPufw4cPcddddFBcXM2DAAH+H06e1tLRw2WWX8fvf/x6ASy+9lIqKClavXq2k6jx6/vnnefbZZ8nPz+cHP/gB5eXlZGVlcdFFF+l36AX0+s/HLrzwQgIDA6mrq/Mqr6urw2q1+imqviszM5OioiJKS0sZPny4v8Ppc8rKyjhy5Ag//vGP6d+/P/3798fhcPDYY4/Rv39/Tp065e8Q+4xhw4YRFxfnVRYbG0tNTY2fIuqbFixYwKJFi7jxxhsZO3Ys06dPZ/78+eTm5vo7tD6r7d9mX/y7raTKx4KDg4mPj2fHjh1GWUtLCzt27MBms/kxsr6ltbWVzMxMCgsLKSkpITo62t8h9UkTJ05k//79lJeXG8dll13GLbfcQnl5OYGBgf4Osc9ITEw8bVmRd955h5EjR/opor7piy++ICDA+5/ewMBAWlpa/BSRREdHY7Vavf7dbmxs5I033uj0v9t6/XcOZGdnM3PmTC677DIuv/xyHn30UY4dO8bs2bP9HVqfYbfbyc/P58UXXyQ0NNR4L242mwkJCfFzdH1HaGjoafPYBg0axJAhQzS/7TybP38+P/nJT/j973/Pv/3bv7Fnzx6efPJJnnzySX+H1qdcf/31PPDAA4wYMYIf/OAH/POf/+S///u/mTNnjr9D69WOHj3KwYMHjfNDhw5RXl5OREQEI0aMICsri//6r//i+9//PtHR0fzud7/joosuYvLkyZ3ryEdfKMrX/PGPf2wdMWJEa3BwcOvll1/eunv3bn+H1KcA7R5r1671d2h9npZU8J8tW7a0jhkzptVkMrXGxMS0Pvnkk/4Oqc9pbGxsveuuu1pHjBjROmDAgNbvfOc7rffcc09rU1OTv0Pr1UpLS9v9N2HmzJmtra1fLqvwu9/9rjUyMrLVZDK1Tpw4sbW6urrT/fRrbdUyriIiIiLfluZUiYiIiPiAkioRERERH1BSJSIiIuIDSqpEREREfEBJlYiIiIgPKKkSERER8QElVSIiIiI+oKRKRERExAeUVImIiIj4gJIqEZGvcDqdBAYGkpaWdtq1wsJCxo8fj9lsJjQ0lB/84AdkZWUBMGHCBPr163fGY8KECef3QUTkvNM2NSIiXzF37lwGDx7MmjVrqK6u5qKLLgJgx44dXHvttTzwwAP84he/oF+/fhw4cIDi4mKeeOIJPv30U5qbmwE4fPgwl19+Oa+88go/+MEPAAgODiYiIsJvzyUi556SKhGR/+fo0aMMGzaMf/zjH9x777388Ic/5Le//S0AWVlZ7N27l9LS0m9s54MPPiA6Opp//vOfjBs37hxHLSLdhV7/iYj8P88//zwxMTGMHj2aW2+9lWeeeYa2/99ptVqprKykoqLCz1GKSHelpEpE5P9Zs2YNt956KwA///nPcbvdOBwOAO644w4SEhIYO3Yso0aN4sYbb+SZZ56hqanJnyGLSDeipEpEBKiurmbPnj3cdNNNAPTv359p06axZs0aAAYNGsRLL73EwYMHWbx4MYMHD+buu+/m8ssv54svvvBn6CLSTWhOlYgI8J//+Z889NBDBAYGGmWtra2YTCY+/vhjzGbzafccOnSISy65hCeffJLZs2cb5ZpTJdI3aaRKRPq8kydP8qc//YlHHnmE8vJy49i7dy8XXXQRzz33XLv3jRo1ioEDB3Ls2LHzHLGIdEf9/R2AiIi/FRUV8dlnn5GRkXHaiFR6ejpr1qzB5XLxxRdfcN111zFy5EgaGhp47LHH8Hg8XHPNNX6KXES6E41UiUift2bNGpKTk9t9xZeens4//vEPLrjgAt5//31mzJhBTEwM1157LS6Xi+3btzN69Gg/RC0i3Y3mVImIiIj4gEaqRERERHxASZWIiIiIDyipEhEREfEBJVUiIiIiPqCkSkRERMQHlFSJiIiI+ICSKhEREREfUFIlIiIi4gNKqkRERER8QEmViIiIiA8oqRIRERHxgf8Pwav60ygrzTAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(x = stats_temporada[\"AST\"], y = stats_temporada.index.map(str), palette=\"husl\")" + ] } ], "metadata": {