From fc4dac0c577b7af540a9894b8f1a1f304ed144e5 Mon Sep 17 00:00:00 2001 From: f969076062e7e87452e3220760453367 Date: Tue, 5 May 2020 11:07:20 +0000 Subject: [PATCH] =?UTF-8?q?Exercice=20termin=C3=A9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- module3/exo3/exercice.ipynb | 24 +++++++++++++++++++----- 1 file changed, 19 insertions(+), 5 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index fd164a2..a2b4c44 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -879,27 +879,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Il peut être remarqué que le pouvoir d'achat a globalement augmenté, un ouvrier pouvant acheter un peu plus d'1 kg de blé avec son salaire hébdomadaire au début du 17ème siècle contre plus de 3 kg au milieu du 18ème siècle. Cependant le pouvoir d'achat semble avoir commencé à diminuer à partir de la fin du 18ème siècle." + "Il peut être remarqué que le pouvoir d'achat a globalement augmenté, un ouvrier pouvant acheter un peu plus d'1 kg de blé avec son salaire hébdomadaire au début du 17ème siècle contre plus de 3 kg au milieu du 18ème siècle. Cependant le pouvoir d'achat semble avoir commencé à diminuer à partir de la fin du 18ème siècle.\n", + "\n", + "Enfin, pour la dernière partie de cette étude, on va tenter de représenter autrement les données, au travers d'un graphique sur lequel n'est pas représenté l'axe du temps.\n", + "\n", + "On a fait le choix de représenter un nuage de point avec en abscisse les salaires hebdomadaires des ouvriers et en ordonnée le prix du blé au kilogramme. Ainsi, des points situés en haut à gauche du graphique seront synonymes d'un pouvoir d'achat élevé, tandis que des points situés en bas à droite, un pouvoir d'achat faible.\n", + "\n", + "Trois droites représentant respectivement des Pouvoir d'achat de 1, 2 et 3 kg de blé sont également tracées. Elles permettent de mieux observer l'évolution du pouvoir d'achat pour les ouvriers au cours du temps. \n", + "\n", + "Les points sont colorés de telle sorte que chaque couleur correspond à une période d'un demi siècle." ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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KxWXIqCkXg8Wh0UmFatcVZ2dnWrZsyerVq2natOlT9ZGens7Jkyfx8/OjQoUKeHl50aZNmxwL0WSTbaqV192/MtxSGCtpmWl8f+l7lp1fhrWZNZ93+ZxB9Qepf7NGRLkIxTXsrAvVritbt26lZs2aDBs2jDlz5nDr1q1C9+Hi4kLnzp1xcnKiQoUK9O/fn7Nnz+Li4kJISIh2v5CQEGrUqKE95s6dO4AmkMTExODg4FCkz6JQ6IPAyEBG/DaCb859Q49aPdg1dBeDGwxWQcDIKBeB4KM+TbA2z7lQhbW5KR/1yZ2zLwzPPvssmzdv5q+//sLW1pYhQ4bQu3fvQs3i6dOnDwEBASQmJpKens6RI0do3rw5zs7O2NjYcPLkSaSUrF+/niFDhgAwePBgrfvo1q1b6dWrl/qPpTAqUjJSWHRmES/+9iIRSREs7LGQBT0W4GTtZGhpijx4YmpICFEV6AzUAJKAS4CflDJTz9qKjaEeNQHNWEFodBI17Kz5qE8TbXtRcXR0ZMKECUyYMAFfX98810jesWMH7777LuHh4QwYMAB3d3f27duHvb0948ePp23btggh6N+/PwMGDABg2bJljBo1iqSkJPr160e/fv0AGDNmDK+88goNGzbEwcGBTZs2FcvnUCiKg7P3zzLz+Exuxt5kWMNhfOD5gfIHMnLyDQRCiJ7AVMABOAc8AKyAoUADIcRW4GspZWxJCC0qQz1qFtuFvyDatWuXZ/uwYcMYNmxYntt8fHwYO3ZsrnZPT08uXbqUq93KyootW7YUTahCUcwkpCWw6MwiNv2ziZqVarLymZV0rNHR0LIUOlDQE0F/YKyU8vbjG4QQZsBA4Blgm560KRSKUsJfd/9izok53Eu4x8vNXuZdj3epYF7B0LIUOpJvIJBSflTAtnRgp14UKRSKUkN0cjRf+X3FL9d+ob5tfdb3W497VXdDy1IUkicOFgshJgghKgsNa4QQZ4UQz5aEOIVCYZxIKfnj5h8M2TWEPdf38EbLN9gyaIsKAqUUXeoIRkspFwsh+gBVgNeAtcAfelWmUCiMkvDEcD4/9TkHbh+guWNzVj6zkiYORZuBpzAsugSC7HmJ/YG1UsrzQs1VVCjKHVJKdl7dyVenvyI1M5VJbSbxSvNXMDMpF3WpZRpd6gjOCCH+QBMI9gkhbIBSM3W0LCGlZMmSJVp3UoWipAiJC+GNP99gxvEZNHZozNZBW3nN7TUVBMoIugSCMWimkbaVUiYCFmjSQ+We0aNHU7VqVdzc3HJtW7JkCU2aNMHV1ZXJkydr2+fOnUvDhg1p0qQJ+/bt07bnZzn9KEII6tSpw+zZswvU1bdvX+zs7Bg4cGCOdiklH3/8MY0bN6ZZs2Z88803ObafPn0aU1NTtm7dqm1bvHgx7du3x9XVlUWLFhX8hSjKHBmZGfx4+Uee++U5LkZcZHqH6XzX5zvq2tY1tDRFMaJLOM8e/an/SEYoRghhljV7qHRw4Wc4MAdiQsDWBbxmQMvhRepy1KhRvPPOO4wcOTJH+6FDh9i1axcXLlzA0tKSBw8eAHD58mU2bdpEQEAAoaGh9O7dW+tUmm053aFDB/r378/evXu1BWSPMnjwYJKSkkhJScHSMu/Vmz766CMSExNZsWJFjvbvv/+eO3fucOXKFUxMTLS6ADIyMpgyZQp9+vTRtl26dIlVq1Zx6NAhHB0d6du3LwMGDKBRo0ZP94UpShXXoq8x8/hMzoefp0vNLszsOJPqFasbWpZCD+jyRPA/4CSwElgFnAA2AUEFzR4SQlgJIXyFEOeFEAFCiNlZ7Q5CiD+FEMFZv+2L4XMUzIWf4df3IOYOIDW/f31P014EunXrlqfHz7Jly5g6dar2Ql21alVAYx/t4+ODpaUl9erVo2HDhvj6+nLv3r18LacfxdfXl06dOjFv3jx69uzJP//k7Z7q5eWFjY1NnrpmzJiBiYlJDl2geYLx9vbO0RYYGEiHDh2oUKECZmZmdO/enR07dhTiG1KURtIy01hxfgXP//o8t2JvMbfrXP7n9T8VBMowugSCm4CHlNJTStkG8EBjM9Eb+LKA41KAXlLKVmieKvoKITqgSTMdkFI2Ag5kvdcvB+ZA2mNOo2lJmnY9EBQUxLFjx2jfvj3du3fn9OnTQE77aPjXWjo0NDRfy+lHadq0KUePHuXcuXPMmTOHadOmFUrXtWvX2Lx5M56envTr14/g4GCtrh07djBu3Lgc+7u5uXH06FEiIyNJTExkz549WrM7RdkkICIAn90+fOv/Lb1r92bnkJ0MrD9QeVkVM4HHDrFy/Gt87TOIleNfI/DYIYPq0SU11FRKGZD9Rkp5WQjhIaW8XtA/DqlJcsdnvTXP+pHAEKBHVvs64DCg3yW2YkIK115E0tPTiYqK4uTJk5w+fZrhw4dz/fr1fPP+utpKx8TE8OqrrxIcHIwQgrS0tELpSklJwcrKCj8/P7Zv387o0aM5duwYEydOZP78+bk8kpo1a8aUKVMYOnQolStXplWrVpiZqcHBskhyejI7o3ZyaM8hnKyc+KbnN/Ss3dPQssokgccO8cfKb0lPTQEgLiKcP1Z+C0Czro995w+ugFNjMNGvP6gu/6v/EUIsQ5MOAngBTVrIEijwSiSEMAXOAA2BpVLKU0KIalLKMAApZViWqZ1+sXXJSgvl0a4HXFxceO655xBC0K5dO0xMTIiIiMhhHw3/Wks7OTnlazn9KNOnT6dnz57s2LGDmzdv0qNHj0Lr8vb2BjTeR6+9phnz9/Pzw8fHB4CIiAj27NmDmZkZQ4cOZcyYMQwfPhwbGxumTZuW48lFUTY4fe80s47P4nbcbbwbeTPJcxKVLXKvh2EIAo8d4tim9cRFRmDj6ETtfs8ZWlKRObZpvTYIZJOemsKxTes1gSAzA4L2wqnlcOMojPgZGvfJp7fiQZdAMAp4G5iIpqbgL+BDNEGgwFsGKWUG4C6EsAN2CCFyT6/JByHEG8AbANWqVePw4cM5ttva2hIXF/fEfjIyMkjqPBmrPyYj0v9ND0kza5I7TyZdhz4KIj4+nszMzBxa+vbty++//06bNm0IDg7WDux6eXkxZswYxo4dS1hYGEFBQTRrplmou0KFChw4cIC2bdvy3Xff8eabb+b6fJGRkTg4OBAXF8eKFSuQUub7HWTbWj+6vX///uzZs4dXXnmFY8eO0aBBA+Li4rhw4YJ2n3HjxtG3b1+8vLyIi4sjPDwcBwcHLl++zNatW9m/f3+ucyYnJ+f6+5Q08fHxBtdQEMaoLykziV+ifuGv+L9wMnPi9cqv0yq1FWePnzW0NACS4+OIDX+AbZvOZHuXJqWksHf3r1hVyj0GZgzo8nd+9PM8inlmEld/eJ+ad/dgnXyPZEsn7tYfSditVNJDC+6zyEgpS+QHmIkmgPwDOGe1OQP/POnYNm3ayMe5fPlyrra8iI2N1bw4v1nKBa5SzrTV/D6/WafjC8LHx0dWr15dmpmZyZo1a8rVq1dLKaVMSUmRL730knR1dZUeHh7ywIED2mM+++wzWb9+fdm4cWO5Z88ercbTp09LV1dXWb9+fTl+/HiZmZmZ63zHjx+XjRo1kp06dZKffPKJrFOnTp66unTpIp2cnKSVlZWsWbOm3Lt3r5RSyqioKNm/f3/p5uYmO3ToIP39/XMd++qrr8otW7bk6KtJkyayZcuWcv/+/XmeT9e/hT45dOiQoSUUiLHpO3LniPT62Uu2XNdSfun7pUxITTA6jSveHiX/O3xAjp9Na1bJFW+PMrS0fNHlO3z8c615uac8+24TmTLdQcqZlaVc00fKSzukTE8rsh40SwY88fos5BMWPRdCdAZmAXV45AlCSlngatNCiCpAmpQyWghhjcaSYj7QHYiUUs4TQkwFHKSUkwvqy9PTU/r5+eVoCwwM1N5NF0RcXFyeM2iMCWPX+CR9uv4t9Mnhw4cLnSorSYxFX1RyFPNPz+e367/RwLYBczrPoWWVloDxaMzma59B8Nj1yaXPUEL+2MUHm341kKqC0eU71IwRLKGm+X1aO9ylfqUo0qUg3rkHdoNnQg3d1zx/EkKIM1JKzyftp0tqaA3wPppcf8YT9n0UZ2Bd1jiBCfCzlHK3EOIE8LMQYgxwG3i+EH0qFIqnQErJ3pt7mXtqLnFpcbzV6i1eb/E6FqYWhpYG5B4L6OozEhtHJ+IiwnPta+NYilc5S02gmdU16rf4B8vEEBLSzfFLaEblPlNo3Dvv9UpKAl0CQYyU8vfCdiylvIBmqunj7ZGAV2H7UygUT8f9hPt8duozDt85jJujG7M7z6axfWNDy9KS3ywa1+5eBBw5kGNgVQhBV5+R+XVlvETdAt+VcO4HSI7BsoYH9JlBRddheJoZPhjrEggOCSG+ArajqQ0AQEppHCNKCoUiT6SUbAvextd+X5Oemc6Hnh/ycrOXMTXJvZSqIclvFs31c6d59o13cjwpVK5SNfcUS2NFSrj1N5xcBv/sAQQ0Hwzt34Ja7cCIajN0CQTts34/mmeSQK/il6NQKIqDO7F3mHViFr73fGlbvS2zOs6iduXahpaVJ3GREfm2N+vaM8eF39hmXuVJWjJc2gonl8P9i2BtD50nQNvX9TZlvag8MRBIKUtJ+FUoFBmZGfwY+CPfnvsWMxMzZnScgXcjb0yEfguSikKZGQuIDaPujQ3gOwYSI6Bqcxj0jcbTzNza0OoKpKDF61+WUv4ohJiU13Yp5QL9yVLkhZSSb7/9lrFjx2JlZWVoOQojIzgqmJnHZ3Ix4iLdXbrzSYdPSoU/UFefkTnGCADMLCxLz1hAiJ8m/XN5J3UyM6BJP2g/Dup1M6r0T0EUdJtQMeu3TT4/5Z7C2lDfvHkTa2tr3N3dcXd3z+HtY0gb6qioKIYNG0bLli1p164dly5d0h6jbKiNn7SMNJb5L2P47uGExIXwZbcvWdJrSakIAqCxVXj2jXewcaoCQmDjVIVn33jHuMcCMtLg4lZY5QWrvSD4D2j3JqfaL4MXN0L97qUmCAAlV1BWlJ/iKCjbfW23fGbLM7LF9y3kM1uekbuv7dbp+II4cuSIPHPmjHR1dc3RfvDgQenl5SWTk5OllFLev39fSinljRs3cu2brbFt27by+PHjMjMzU/bt21dbbJYXmzZt0vadF/v375e//PKLHDBgQI727777Tr7yyisyIyMjh64PP/xQzpo1S0opZWBgoOzVq5eUUsqLFy9KV1dXee/ePZmWlia9vLxkUFBQrvOpgrInoy99Fx5ckEN3DpVu37vJyUcmy4dJD5+6L2P/DqU0Ao3x4VIe/lLK/zbRFH8t9pDy5Aopk2ONQ99joGNBWUGpoW/y25YVQN4r9qikJ367/huzjs8iOUOzsldYQhizjs8CYED9AU/db7du3bh582au9vxsqPPjURtqQGtD/fh6BL6+vkycOJGkpCQWL17M2rVradIk91qxXl5eeQ6qLVu2jJ9++imXDfXly5f5v//7P0DjcHrz5k3u37+frw31owvtKAxDUnoSS88t5YfAH3CyduLbXt/SvVZ3Q8squ9y7qBn8vbgFMlKgQS9N/r9hb70bwpUEBX2CM0/4KTUsPrtYGwSySc5IZvHZxXo5X3421AA3btzAw8OD7t27c+zYMQCD21C3atWK7du3A5pgc+vWLUJCQpQNtZHiG+bLc7ueY93ldXg38mbnkJ0qCOiDzAy4/AusHQDLu0DAdvB4Gcb7wis7oPGzZSIIQAGDxVLKdSUpRJ/cS7hXqPaikp8NtbOzM7dv38bR0ZEzZ84wdOhQAgICDG5DPXXqVCZMmIC7uzstWrTAw8MDMzMzZUNtZMSlxrHgzAK2Bm2llk0tvuvzHW2rtzW0rLJHUhSc/QF8V0HMbbCtDc98Cq1f0UwFLYMUlBr6FU29QJ5IKQfrRZEeqF6xOmEJYXm264P8bKirVKmiTRe1adOGBg0aEBQURM2aNQ1qQ125cmXWrl0LaMaM6tWrR7169QCUDbWRcPjOYT498SkRyRGMch3F2+5vY21m3FMSSx3hQRrr5/MbIS0R6nSBPp9Dk/5gWrZvgAr6dP8tMRV6ZkLrCTnGCACsTK2Y0HqCXs43dOhQDh48SI8ePQgKCiLMY1qcAAAgAElEQVQ1NRUnJyetpbOpqSnXr18nODiY+vXrY25ujo2NDSdPnqR9+/asX7+ed999N1e/MTEx1KxZE9CsP/y0ukaPHs2RI0do3FhjMxAdHU2FChWwsLBg9erVdOvWjcqVNX70Dx48wNramtu3b7N9+3ZOnDjx9F+MotA8TH7IvFPz+P3m7zSyb8TiXotxc9LZzV3xJDIz4doBzfTPawfA1BJaPA/t3wTnloZWV2IUlBo6UpJC9En2gPDis4u5l3CP6hWrM6H1hCINFAO8+OKLHD58WLvozOzZsxkzZgyjR49m9OjRuLm5YWFhwbp16xBCcPToUWbMmIGZmRmmpqYsX75cu77AsmXLGDVqFElJSfTr1y/PhesnT57Mq6++yoIFC+jVK//C7q5du3LlyhXi4+NxcXFhzZo19OnTh6lTp/LSSy+xcOFCKlWqxOrVqwGNe+jIkSMxNTWlefPmrFmzRtuXt7c34eHhWFpasnTpUuzty+ajcTZBp+5xYtc14h+mUMnBko5DGtC4fclPw5RSsufGHub5ziM+LZ7x7uMZ4zYGc1PzEtdSJkmJA/+N4LsCIq9CperQ8xPwfA0qlrJCtmIgXxtqIcTPUsrhQoiL5JEiklKWWLhUNtSGpbzYUAedusehDVdIT83UtplZmNDzpaZFDgaF0Xcv4R6fnvyUoyFHaenUktmdZtPQvmGRzq8LxmZDnRdF1vjwhib3f+4HSImFmm003j/Nh0AxmL8Z23dYHDbU2XmTgQXso1CUGU7supYjCACkp2ZyYte1EnkqyJSZbA3ayoIzC8iUmUxuO5kRTUcYnUlcqUNKuHlMM/3znz1gYgrNh0KHt8DlidfIckFBqaHsdYVvlZwchcJwxD9MKVR7cXIr9hazjs/C774f7Z3bM7PjTGrZ1NL7ecs0aUlw4Wc4tQIeBEAFR+j6AbQdA5VzT8YozzxxKFwI8RyalcWqolmzWABSSmkcq1srFMVEJQfLPC/6lRws9XbO9Mx0frj8A0v9l2JhYsHsTrMZ1nBYntOHFToScxdOr4Yz30PSQ6jWAoYsBbf/gLny6MoLXeZEfQkMklIG6luMQmFIOg5pkOcYQcchDfRyvn8e/sPM4zMJiAygZ62efNLhE6pWKLgKXZEPUsIdXzi1TFMEhtRM++zwFtTpXLp8fwyALoHgvgoCivJA9jiAvmcNpWaksvLCStZcXENly8r8t/t/ebbOs+op4GlIT4WAHZoAEHoOLG01F/92b4B9HUOrKzUUVFD2XNZLPyHEZmAnOVco265nbYrHkMqGWu80bl9drwPD58PPM/PvmVyLucag+oOY3HYydlZ2ejtfmSX+AfitBb81EH8fnBrDgK+hpQ9YVjK0ulJHQUYZg7J+KgOJwLOPtKmZRORvQ/3CCy9orabr1q2Lu7u7dtvcuXNp2LAhTZo0Yd++fdr2krCh7tq1q1ZXjRo1GDp0aI7tp0+fxtTUlK1bt2rblA118ZCSmcJ83/m8sucVEtIT+J/X//ii6xcqCBSSSnHXYMc4WOgKh7+A6i3h5W3w9inNCmAqCDwVBc0aeq0kheibmF9/5cHCRaSHhWHm7EzV9ydiO2hQkfocNWoU77zzDiNH5lxAY/PmzdrXH3zwAba2toDG5XPTpk0EBAQQGhpK7969CQoKAuCtt95i5cqVdOjQgf79+7N37948i8oGDx5MUlISKSkpWruKx/noo49ITExkxYoVOdqzTe5AUyg2ZMgQ7fuMjAymTJlCnz59tG2XLl1i1apVHDp0CEdHR/r27cuAAQNo1KiRrl+RAjgReoK5YXOJTI/khSYvMLH1RCpZqAuWzmSkw5XdcGo5nrdPgHlFaP2qpvrXSf1bLA6eaJ0nhFgnhLB75L29EOI7/coqXmJ+/ZWw6TNIDw0FKUkPDSVs+gxifv21SP1269YNBweHfLdLKfn555958cUXAdi1axc+Pj5YWlpSr149GjZsiK+vbw4baiGE1ob6cXx9fenUqRPz5s2jZ8+e/PPPP3me18vLq8ACsLi4OA4ePJjjiWDJkiV4e3vnsMzOz4ZaoRuxqbHM+HsGb/z5BiaYsLbPWj7p8IkKArqS+BD+WgTfuMOWVyE2lKsNRsMHgTDgvyoIFCO6DBa3lFJGZ7+RUkYJITz0qKnYebBwETI5pw21TE7mwcJFRX4qKIhjx45RrVo17R303bt36dChg3Z7tt10ampqoWyozczM2L9/P9OmTWPbtm2F1rVjxw68vLy0fkJ3795lx44dHDx4MIdltpubGx9//DGRkZGYmpqyZ88ePD2NuwDHWCwiDtw+wOcnP+dh8kPGuI2heUxzPKsb93dnNDwIzDJ/2wzpSVC3K/SbD437EnL0GA2tbA2tsMyhSyAwEULYSymjAIQQDjoeZzSkh+V2Hi2ovbjYuHGj9mkAyDfvX1I21I/qev3117XvJ06cyPz58zE1zVnBWtpsqB+3iIh/mMKhDVcASiwYRCRFMPfUXP649QdN7JuwxGsJro6ueS4UpHiEzEzNco+nlsH1w2BmpVn0vd2bUF2Z7OkbXf5Xfw0cF0JkjyA+D3yuP0nFj5mzsyYtlEe7vkhPT2f79u2cOfPvGj4uLi45FnbJtpt2cnIqERtqgMjISHx9fXOkePz8/PDx8QEgIiKCPXv2YGZmxtChQ0uVDbUhLSKklOy+vpv5p+eTmJbIex7vMcptFOYmyiSuQJJjwX+Dpvo36gbY1ACvGdB6FFR0NLS6csMTA4GUcr0Qwg/Itrt8Tkp5Wb+yipeq708kbPqMHOkhYWVF1fcn6u2c+/fvp2nTpjkunIMHD2bEiBFMmjSJ0NBQgoODadeuHYmJiSViQw2wZcsWBg4cmGP66Y0bN7SvR40axcCBA7XjB6XJhtpQFhFh8WHMPjmbv+/+TasqrZjTaQ717err9Zylnshr4LsSzm2A1Dio1R68pkOzwaAcVkucguoIKgBpUso0KeVlIUQG0B9oCpSqQJA9DlDcs4bys6EG2LRpU460EICrqyvDhw+nefPmmJmZsXTpUm06piRsqLN1TZ06VefPWJpsqEvaIiJTZrL5n80sOrMIiWRqu6n4NPFRJnH5IaUm7XNqOQTtAxMzcHtOM/unZhtDqyvXFGRDfRQYI6UMFkI0BHyBDUBz4LSUUverSRFRNtSGpbTYUNewbqo3G+nHuRFzg1nHZ3H2wVk6OndkZqeZ1KxUs0B9xmRPnBd605iaCBc2adI/4VegYhXwHK35sSnc38XYv0dj01ccNtT2UsrgrNevAhullO8KISzQLF5fYoFAodCFkrCISM9M5/uA71nmvwxLM0s+7fwpQxoMUfYQeRF9B06vgjPrIDlaU/w1dBm4eYOZ/oz8FIWnoEDw6KNCL+ArACllqhAiM+9DFArDok+LiCsPrzDj7xkEPgykd+3efNzhY5ysy99qVgUiJdw+qZn9E7gbkNBskGbxl9odlPmbkVJQILgghPgvcBdoCPwB8GhxmUJRHkjJSGHF+RV8d+k77CztWNBjAc/UecbQsoyL9BS4tE2T/w87D1Z20OkdaDsW7NS6CsZOQYFgLJpVyuoCz0opE7Pam1OGFrZXlF90KT479+AcM4/P5EbMDQY3GMzktpOxtVQFTVri7muM3/y+g4RwqNIUBi6Eli+ARUVDq1PoSEFeQ0nAvDzajwPH9SlKodA3Tyo+S0xLZPHZxWy8spHqFauzvPdyOtfsbEjJxsXds5q7/0vbITMdGveB9uOgfg+V/imFFDR99FdgJbBXSpn22Lb6wCjgppSyVPkOlWaUDXXxUVDxWYTLdWafmE1YQhgvNn2R91q/R0VzdXdLRhoE/qJZ+zfEFyxsNMs+tnsDHPWzeI+iZCjIdG4s0BW4IoQ4LYTYI4Q4KIS4DqwAzpT3IFBYG+qbN29ibW2t3TZu3DjtMYa0oY6KimLYsGG0bNmSdu3acenSJe0xZdWGOq96g2SzBH61/44397+JhakF6/qt4//a/58KAgmRcOxrWNwKto7WpID6zodJlzUeQCoIlHoKSg3dAyYDk4UQdQFnIAkIemS8IF+EELWA9UB1IBNYKaVcnOVVtBnN2MNNYHi2j5E+0YcZWWFtqAEaNGiAv79/rr4MaUP9xRdf4O7uzo4dO7hy5Qrjx4/nwIEDZdqG+vHis+sO/hyrt5Vk8wTGthjLm63exNK0nE9xvB8AJ5fBxS2QnqxJ+wxYAI2eBZMnGhcrShE6/TWllDellCeklP66BIEs0oEPpJTNgA7AeCFEczT1BweklI2AA5RAPUJ2Pjj7P352Pjjo1L0i9VtYG+r8MLQN9eXLl/Hy8gI0Dqc3b97k/v37ZdqGuuOQBphZmJBoHssfjb/jjyZrqZRuy1f1lvJe6/fKbxDIzIArv8H3A2FZJ7i4FVr5wNsnYeQuaNJXBYEyiN7+olLKMCnl2azXcUAgUBMYAqzL2m0dMDTvHoqPgvLB+uRxG2rQ+Pp4eHjQvXt37R16aGhooWyoz507x5w5c5g2bdpT6XrchrpVq1Zs365ZedTX15dbt24REhKCm5sbR48eJTIyksTERPbs2ZPDNK8006hdNeSAW2z2mMst+wC6hg/lW49V9OnexdDSDENyDC53dsGS1rBpBDy8Ab1na9I/gxZDVcNWjiv0S4l4CmelljyAU0A1KWUYaIKFEKJqAYcWC4YyI3vchtrZ2Znbt2/j6OjImTNnGDp0KAEBAQa3oZ46dSoTJkzA3d2dFi1a4OHhgZmZWamzoc6Px9OCDfpVZH3S/zhx7wStnVszq9Ms6tnWM7RMwxBxFXxXgP9PNEyNh9odNQGg6UAwLX1/a8XTUai/tBDCHqglpbxQiGMqAduAiVLKWF1L8YUQbwBvAFSrVi2Xn7utrS1xcXFP7CcjI4OKdhYkRKfm2lbRzkKnPgoiPj6ezMzMXP2kp6ezbds2jh49mmObhYXmnI0bN6Zu3bqcO3eO6tWrc/v2be1+wcHBVKlSJVefU6dOpWPHjqxfv55bt24xYMCAfPUnJiaSnp6ea3tkZCSnTp1i/fr12m1CCL755htAk85q0aIFTk5OxMXFMXz4cLy9vTE1NWX27NnUqFEjV5/JyckG99uPj4/PU0NKQjpxD5Op0FRiLTM5zZ8svv4HJkLwvMPzdLHqwq1zt7jFLYPoMwhSYh91DpeQ3Tg+PEOmMONB1a4EOXiRWa0FhAPhfxlaZZ4Y1feYB8auLz+eGAiEEIeBwVn7+gPhQogjUspJOhxrjiYIbJBSbs9qvi+EcM56GnAGHuR1rJRyJZrpq3h6esrHjZwCAwN1MmqLi4uj07CGeZqRdRrWsMhmb5UqVcLExCRXP3v37qVZs2Y0bdpU2xYeHo6DgwOmpqZcv36d69ev06JFC8zNzbG1tSUgIID27duzZcsW3n333Vx9JiYm0qBBA2xsbNi6dStCiHz1Z+f1H9++YcMGBg0aRJUqVbRt0dHRVKhQAQsLC1atWkX37t21dtfZNtRRUVHs3r2bEydO5OrTysoKDw/DLlqXn9nXuml/E//QhCjrexyuv4n7lW9QK6oZfR++zHtzBhtcX4mSmgDnN2rM3yKCoFI16DENE8/XqF6pKleMQeMTMIrvsQCMXV9+6PJEYJt1J/86sFZKOVMI8cQnAqG59V8DBEopFzyy6Rc0Jnbzsn7vegrdhUJfZmSFtaE+evQoM2bMwMzMDFNTU5YvX46DgwNxcXEGtaEODAxk5MiRmJqa0rx5c9asWaPdVppsqPMiJiqR8zUP4OeyF/MMS3oFv0yjCE8E5ajoKepWlvf/D5AcAzU8YNhKcB0GZhaGVqcwAnQJBGZZd+7DgY8L0Xdn4BXgohAie77kNDQB4GchxBjgNpoVz/SOPszINm7cmO+2vBaO8fb2xtvbO8/9PT09c8zfz4uOHTsSFBSkff/pp5/mud+j00QfJ6/H1o4dOxIcHJx756y+jN0mOz8uR15mp/sCwq1CqB/hTpeb3lRI0wyQP75GgbGsdVxsSAm3/tZM//xnDyCg+RBN9W+tdqr6V5EDXQLBHGAf8LeU8nRWVXHeV41HkFL+BfnednnpLlGhKBzJ6cksO7+MdQHrsKloS7+g16nzoIV2u5mFCR2H/FsEZQxrHRcbacmaef+nVsD9i2DtAJ0nQtvXwTb/9RIU5RtdlqrcAmx55P11IO/bWoXCwJy5f4ZZx2dxM/YmzzV6jkltJnHfP6nAu31DrnVcbMSGwenVcGYtJEZC1eYw6BvNAvDm1oZWpzBydBksbgwsQzPt000I0RIYLKX8TO/qFAodSc5M5rOTn7H5n83UrFSTlc+spGONjgDYtrct8IJuqOnFxUKInyb9c3mnphisSX/oMA7qdlXpH4XO6JIaWgV8hMZfCCnlBSHET4AKBAqj4FjIMb4I/YLojGhebvYy73q8S8jZWNZ9+7dOOf+SXuu4yKSnZpm/LYO7fmBZGdq9Ce3GgkM5rYdQFAldAkEFKaXvY/P/0/WkR6HQmejkaL48/SW/Xv+V6ubVWf/setyruhc6599xSIM8pxc/Oo5gFCREgN9aTQoo/h44NIB+X4H7i2BZ+gbzFcaDLoEgQgjRgKylK4UQ/wHC9KpKkSfKhlqDlJJ9t/Yx99RcYlNiebPlmzSJboJ7VY3La2Fz/iWx1nGRuHdRY/18cQtkpEADLxjyrea38v1RFAO6/CsajyYt1FQIcReYCIwr+JDyQX421P7+/nTo0AF3d3c8PT3x9fXVbps7dy4NGzakSZMm7Nu3T9teEjbUBw4coHXr1ri7u9OlSxeuXr2aY/vp06cxNTVl69at2jZjs6F+kPiAiYcm8tGRj6hesTqbBm7iHY93MBfm2n2eJuffuH11Xv2iM+OX9+LVLzobPghkZsDlX2DtAFjeBQK2g8fLMN4XXtkOjZ5RQUBRbBT4L0kIYQJ4Sil7A1WAplLKLlJK/dbj64HAY4dYOf41vvYZxMrxrxF47FCR+xw1ahR79+7N1T558mRmzpyJv78/c+bMYfLkyYDG5XPTpk0EBASwd+9e3n77bTIyMoB/baiDg4MJDg7Os1/Q2FC7u7uTkpL/Re2jjz7ihx9+yNX+1ltvsWHDBvz9/RkxYgSfffbvME9GRgZTpkzRFp4BOWyoz58/z+7du/OtN9A3Ukq2B29n6M6h/B36N5PaTGJD/w00cWiSa9/8cvtGm/N/lKQo+PsbWOwOP78C0bfhmU815m8DF0CV3J9XoSgqBQYCKWUm8E7W64QsF9FSR+CxQ/yx8lviIsJBSuIiwvlj5bdFDgb52VALIYiNjQU0RnE1atQAYNeuXfj4+GBpaUm9evVo2LAhvr6+JWZDnZ8ugCVLluDt7U3Vqv96ABbWhjro1D3WTfubpeMOsm7a30W2+c7mTtwdxv45lpnHZ9LYoTHbBm/jNbfXMDPJO7OZbTH9KEaZ83+U8CDYPQkWNIc/p4NdbXjhR5jgD53fA+vSVdGtKF3oMkbwpxDiQzSLySRkN0opH+pNVTFzbNN60lNz3kGnp6ZwbNN6mnXtWeznW7RoEX369OHDDz8kMzOT48c1SzzfvXuXDh06aPfLtptOTU0tlA21mZkZ+/fvZ9q0aWzbtk1nXatXr6Z///5YW1tTuXJlTp48qdW1Y8cODh48yOnTp7X7u7m58fHHHxMZGYmpqSl79uzB09Mzz771UZSVkZnBT1d+Ysm5JZgIE6Z3mM5/Gv8HE1FwSsToc/7ZZGbC1f1wahlcOwimltDieWj/Jji3NLQ6RTlCl0AwOuv3+EfaJFC/+OXoh7jIiEK1F5Vly5axcOFCvL29+fnnnxkzZgz79+/PN+9fUjbUCxcuZM+ePbRv356vvvqKSZMmsXr1aiZOnMj8+fMxNTXNsX9hbKiLuyjrWvQ1ZhyfwYXwC3St2ZUZHWdQvaLu/ejDUqTYSIkD/40a++fIq2DjDL0+gTavQUUnQ6tTlEN0qSwu9ROTbRydNGmhPNr1wbp161i8eDEAzz//vNb738XFJcfCLiEhIdSoUQMnJydCQkJytT/O9OnT6dmzJzt27ODmzZuFcjkMDw/n/PnztG/fHtCsq9y3b18A/Pz88PHxASAiIoI9e/ZgZmbG0KFDGTNmDMOHD8fGxoZp06bleHJ5lKctynrc48dzcG2OWf/GigsrqGReibld5zKg3oA8A2Op4+EN8F2lMX9LiYWanuC9BpoNVuZvCoOSbyAQQvSSUh4UQjyX1/ZHbKWNnq4+I/lj5bc50kNmFpZ09RlZwFFPT40aNThy5Ag9evTg4MGD2hXKBg8ezIgRI5g0aRKhoaEEBwfTrl07EhMTsbGx4eTJk7Rv357169fz7rvv5uo3JiZGaw+dl6ldQdjb2xMTE0NQUBCNGzfmzz//pFkzzapTN27c0O43atQoBg4cqF3GMtuG+vbt22zfvp0TJ07k2f/TFGU9nk66nhLE2nNziKwQSr+6/ZjSbgqO1o6F+pxGh5Rw4yhuFz+Hw6fBxBSaD4UOb4FL3mk2haKkKeiJoDtwEBiUxzYJlJpAkD0OcGzTeuIiI7BxdKKrz8gijw/kZ0O9atUqJkyYQHp6OlZWVqxcuRIAV1dXhg8fTvPmzTEzM2Pp0qXadExJ2FCvWrUKb29vTExMsLe357vvvnviZ9TVhvppirKy00lpJqn4ufzOhRqHsE6rzNCQt/j01befqM2oSUuCCz9rzN8eBFDZvDJ0+xA8R0Pl3E97CoUhEXnlp40NT09P6efnl6MtMDBQe0dbEKXBQtnYNT5JX/bforBWzkvHHSS08lUO199IrHUEze53pMOtIVhmWDN+ef6BLi+MZkGQmLtZ5m/fQ9JDqNYCOozj6MOqdPN61tDqCsRovsMCMHaNxqZPCHFGSvnER0+dlqoUQgwAXAFtOauUcs7Ty1OUd+JT4znRbBvn7Y5SOdmRQQHjqRnbGCgl8/0fRUq446uZ/XP5F0Bmmb+9BXU6gxBklsLlCxXlB13cR5cDFYCewGrgP4BvgQcpyh2FmT56NOQoc07MIdwuHPf7PWlzsz/mmZrBUqOf7/8o6akQsEMTAELPgZUtdHwb2o4F+zqGVqco5SSlZnDxbgzNnG2wsTJ/8gFFQJcngk5SypZCiAtSytlCiK8xkvEBKWXZmE1SislOLeoyffRh8kPm+85nz409NLRryIIeC7C6XpUT0UY+3/9x4h+A33ean/j74NQYBnwNLX3AspKh1SlKIZmZkusRCZy7HYX/nWjO3Y7mn/txZGRKvhvlSa+m1fR6fl0CQVLW70QhRA0gEjD4lFIrKysiIyNxdHRUwcBASCmJjIzEysqqwOmjUkr23tzL3FNziUuL4+1Wb/N6i9cxNzWHKqVoFbBQfzi1HC5tg4xUaPSspvirfi/l+6MoFA8TUvG/E4X/7WjO3YnG/040cckaU+dKlma0qmXLW90b4F7LjjZ1crsXFDe6BILdQgg74CvgLJoZQ6v1qkoHXFxcCAkJITw8d33AoyQnJxu9U6exasxMTCQjLo70ChUwS0zE1MYGkwoVcuxjZWWFi4sLlRxC8wwGsmoi7x18j8Mhh2nh1ILZnWbTyL5RSX2EopORDld2awLA7RNgXhHajNL4/zs1NLQ6RSkgNT2TwLDYf+/270RzKzIRABMBjavZMLBlDTxq2eFR244GVSphYlKyN7e6FJRlr5C+TQixG7CSUsboV9aTMTc3p169Jz+YHD58GA8PjxJQ9PQYo8aYX38lbPoMTJKTCX33Heos+RZhZYXzp3OwHZR7RvHj00clkqAaJzlV7xcywzL50PNDXm72MqYmprmONUoSH8LZdeC7GmJDwK4O9PlC4wBqZWtodQojRUrJnYeJmrv829GcuxNFQGgsqema/xdVbSzxqG2HT9vauNeyo6WLLRUtdZqzo1cKKijLs5Asa1upKihTFJ4HCxchk5NztMnkZB4sXJRnIHjU3+duYgh/NdzEHZuruN6QjD/jSEtbB0xdS0EQeBCoufs/vxnSk6BeN+j/JTTuqykGUygeIS45jQshMVl5/Sh8ryUSu09jZmlpZkJLF1te7VgH91r2eNS2w9nWyihT2QWForwKybIpVQVlCt2J+fVXHixcRHpoaJ7b08PyX5OoQdsqnKi0j+1+izFJSeONPRl4nZcIHhA2fQZAnkHE4GRmQvAfmtk/1w+DmZVm0ff246Caq6HVKYyEjExJ8IM4zt3+924/+EE82aVY9Z0q0sLJjL5tm+BR254m1W0wNy0dY0f5BgIp5WslKURheLLTQY8/CTyKmbNznu3BUcHM+HsGlyIv4XnHgtd3puMQ/+/2gp4mCqPvwcJFpIeFYebsTNX3JxYtsCTHgv8GTfVv1A2wqQFeM6D1KKhYyq0tFEXmQWyydiD33O0oLobEkJCqWT/EroI57rXs6N/CGY/a9rRyscWugoWmoKxjXcMKfwpUQZlCS17poEcRVlZUfX9ijra0jDRWXVzFqoursDG34ctuX1Kn/weIPArWC3qaeBKPB6n00NCnf8qIvAa+K+HcBkiNg1rtwWu6xvzNVL/ztRXGSXJaBpfuxmgHc/1vR3M3WjNh0sxE0LxGZbzbuOBR2w73WvbUdaxglCmep0UVlCm0FHShNqtRI9cd+MXwi8w4PoOr0VcZUH8AU9pOwd7KnmDn/+aZWsrvaUIXCjtmkQsp4fohzd1/0D4wMQO35zTTP2u2eWpditKHlJIbEQn4a+/2owkMiyU9U3P3UtPOGvfadrzWuS4ete1wrWGLlXnZHh8q1QVliuLFzNk5zwu4MDen0cED2vf3f9nG4r/ms7tZIg5JpnxZbST9un6k3V71/Ym5Ukx5PU0UhvyC1BOfMlIT4cImTQAIvwIVq0D3yRrzN5tSUr+gKBLRiak5LvrnQ6KJTtSs5VHBwpRWLnaM7VYfj1p2uNe2o6qN8U3l1jeltqBMUfzkdwE3q/ZvVQcJUHAAACAASURBVOPB7Yv44s4a7rvCM2clLx1KpaLJT8RYNNXemWf/Ls58fn5BKt+njOg7cHoVnFkHydHg3AqGLtc8BZiVMi8jhc6kZWRyJSwO/ztRmkHdO9Fcj9AsrCgENK5qQ5/m1TUpntp2NKpqg2kJz9k3Rp62oGyVXlUpDEJ+F/B7NjbEpsaywG8B2+K2UT1TMuvHDJpnrbEjyZ2isR00qFhnCOn0lCGlpujr5DJNERhAs0HQ/i2o3UFzJVCUGaSUhMYk4387Wnvhv3g3hpSsOftOlSxwr2Wvye3XsqOFi63ePXtKK6W2oEyhH/K6gF/cs4RPd35KRHIEg09m8vyxTCzTcx5XUIqmOGb7FPiUkZ5CtXsHYcV0uHcBrOyg07sa8ze7WoU6j8J4SUhJJzAyg8DD17RVug/iNNXsFmYmuNWozEvt62QN6NrhYm9dpgZ09UlBBWVtgTtSyntZ70cC3sAtIcSs0rR4veLpiEyKZJ7vPPaG76WRfSO+6fUNFt+/R3q67ima4pztkytIxd2HQ1+A33c0SwiHKk1h4CJo+QJYVMi/I4XRk5kpuRoer52vf+52NEH349CM516hrmMFOjVwxKO2Pe617GjmXBkLs9IxZ98YKeiJYAXQG0AI0Q2YB7wLuAMr0cweUpRBpJT8duM35vvOJyEtgQG2A/h0wKeYm5oTU8iB4CLP9smLu2c0g7+XtkNmOjTuw3mrjrQaNkGlf0opEfEp2ou+/51oLtyJIS5F89hZ2cqMVrXseNa1OqbRt3mlfzccKqo1nouTggKB6SN3/S8AK6WU29CkiPz1L01hCO4l3GPOiTkcu3uMllVaMqfTHO7439E4hVL4geCnnu3zOBlpEPgLnFwOIb5gYQNtx0C7N8CxAVGHD+cbBIq9EE1RJFLSMwgIjX3EeTOKOw81c1JMTQRNq9sw2L2G9m6/vlNFrQnb4cOhKgjogQIDgRDCTEqZDngBb+h4nKIUkikz2fLPFhaeXUimzGRK2ym82PRFTE1MucOdHPsWZiC40LN9HichEs5+rzF/iwsFh/rQdz64jwCryk88vFgL0RSFRkrJ7YeJ2qmb5+5Eczk0hrQMzZx9Z1sr3GvZ8UoHjR9Pi5q2WFuU7Tn7xkhBF/SNwBEhRASaKaTHAIQQDQE1WFyGuBV7i5nHZ3Lm/9s78/CqqnMPv19ORhLgJECATMwyKJAAAoK1IKIoFLytFenV2taxDuC9rVWvLQRq1Yq10FbFEbG14lBxwoqKglaUMWEeZE4IYUxC5uGc7/6xd8LJcDKR5ByS9T5Pnpyz99pr/3KS7G+vb639/Y5tZFT3Ucy5ZA7x7ZtmkrXRzxQc226t/tn6FpQVQe9xMOXPlgdAA2r/N0tqyuCVnMJStqRnVyzdTE3L5nR+CQBhQQ4Gx3XkF5f2stbsx0fSrWPbW7Pvj9RWa+gPIrIS6A58omdd7gOw5goM5zll7jJe3fEqz6Q+Q3BAMPPGzOPavtc26UqLBqWS3C7Y87EVAA5+BYFhMHSG9fRv9MBGnb/JUlOGapS53Ow+lltxt5+als3e42cLTPWNjmDCgGgS7VU8/bu2J/A8KcLW1qg1xaOq39awbU99OhaRl4EpwHFVvcjeFgW8AfQEDgLXq2pWwyQbmoLdp3cze81sdpzaweXxl/Pw6IeJbhfdZP03KC9flAOb/m7V/8k+BB3i4Iq5MOyn0O7c3JnOOTVlqCAzp6hivX5KWjZb03MoLLWKsEWFB5MU72Ta0BgSE5wMiXPSMcys2T9faM5c/yvA34BXPbY9CKxU1cdF5EH7/QPNqMFQhRJXCc9teY6Xt75Mh5AOPPn9J7myx5VNOgqod17+5F6r9n/qP6E0HxLGwMR5MGAKOJrmT7M5yl20BcqN0z09dDPPWJ9hkEMYFNOR6RfHk5TgJCk+kvgos2b/fKbZAoGqfikiPatsngaMs18vAVZhAkGLkXo8lTlr5rA/Zz9T+0zl/hH34wx1Nvl5as3LT5kC+1Zaq3/2fgqOYLjoOiv9E5PY5Fqao9xFa6PcOP2r9FI+XbaV1LRsdmVaxukA8VFhjOwVRaJtpTgopgMhgWZCtzUhZ1P/zdC5FQg+9EgNZauq02N/lqpGejn2duyVSl27dh2+dOnSRmnIy8sjIiKiUce2FM2tsdhdzIfZH7I6dzVOh5PpnaZzYVj9DVcaqq9o+/Zq2xxaTExRCj3dmwgvSKc4OJKMmElkxEyiNPjcg5G//579SV9uibI/x8W+bDf7s93sy3FRaD8pHhYIvTsG0Lujgz5O63uHEP+50/enz7Em/E3f+PHjN6rqiLra+W0g8GTEiBG6YcOGRmlYtWoV48aNa9SxLUVzalyTsYZ538zjSN4Rbuh/A/cNv4/woPBm1ffd5RMq8vJB4WVE9svH2bsAR7BCTJJV++fC/4LAplsP7u+/Z1/pq8s4vX+3DtadfryT0mPfMeOa8S1unN4QzO+5YYhIvQJBSz8PcExEuqvqURHpDhxv4fO3GXKKc/jThj+xbO8yenboySuTXmF416avu1/TpHD0fbPIXvgbIntm0T7WShHlZoQTMOHXRNzwP+bp32ZCVUnPKqyXcXpSgpPBsZWN01et2ufXQcDQfLR0IHgfuBmrXMXNwHstfP42wcpDK3lk7SNkFWVxy0W38MvEXxLiaPrSy1UnhV2ZRyh44T6ix7aj4/eO4ioN5NSuCHLP9Cbq7t8QYfLyTUpl43TrCd2TedaafU/j9PIndP3VON3ge5otEIjI61gTw51FJB2YgxUA3hSRW4DDwI+b6/xtkZOFJ3ls7WN8cugTBkQN4OkJTzOo06BmO1/5pHBgqMtK//QpIDDUTfHJMBw3/AXHkOvpHBRG52ZT0Hao0zi9SziXXdCFpIRIkuKd55VxusH3NOeqoRledk1ornO2VVSVD/Z/wB/X/ZHCskJmJs3kZxf9jKCA5l3HHVhyiOhL8ugQXwgCeUdCOb0nnIITIQycf3Oznru10xDj9MQ4Jx3bmTX7hsZjagad52TkZTDvm3l8nfE1iV0SmTt2Lr079m6+E5aVwI73YO2z9LriBK4S4fSecLK+C6c03/pzCoyJab7zA8v3L2fhpoVk5mfSLbwbs4bNIpyGTYD7E23dON3ge0wgOE9xq5s3dr/Bgo0LUJQHRz7IjAEzCJBmSgfkn4QNi2H9i5CXCZ36Uhh/M4efWY3briUDzf+w1vL9y0lek0yRy5qXOJp/lOQ1yfw2+rfNds6mxBinG/wREwjOQw7kHCB5TTKbjm9iTMwYZl8ym9iI2CY/z/L9y/ng60eZdTqEktWbCFaFPhNg2t+gzwTCAgLoFt2yJZ4XblpYEQTKKXIVcTzfPxeglRunv7u3hMX711UyTg8PdjAkzsntl/UmsQ0bpxt8jwkE5xGl7lKWbF/Cs6nPEhoYyiNjH2Fqn6lNnyZwu9i4eh7d1z7HoqJCSiWIf0WE86/ITvxs7C1M7j2xoum5eBPXlOKZ3Htyrcdk5mfWuL3UXdooDU1JrcbpwAVdi4xxusEvMYHgPGHnqZ3MWTOHnad3MrHHRP5v1P/ROayJ1+MUZtnF315geM5h0gMdzI9yEtltJgsLXwGUhZsW1nmxrg/eUjxArf13C+/G0fzqlUObe2K8KnUbp4eQGO+sME7PObiVq6+4rEU1Ggz1xQQCP6fYVcyizYtYvG0xzhAnT417iok9JtZ9YEM4sccq/rb5dSgtgB6Xcl9IIV+0C8Utwi8dYRVNvd2RNxRvKZ6FmxZW7K9ppDBr2KxKAQQg1BFKdHjlyqmNGW3URn5xmcea/ZqN028c3cNK8dRgnL4q3dz5G/wXEwj8mJTjKcz+ejYHzxxkWp9p3H/x/XQM6dg0nbvdsPczWPss7PscHCEw+MdW8bfuQ9jx9pW4a7jz7hberV7d13Uh9hZQykcG3kYK5X0s3LSQo/lHCZCAijmC5fuXM7n35AaPNqpqvTdpFv0jLvNinA49O7VjbN/OFRd9Y5xuON8xgcAPyS/NZ+GmhSzdtZTu4d157ornGBM7pmk6L86F1Ndh3XNwai+07w6X/xaG/xzCz6aavN15zxo2q85T1OdC7C3FU35h96R8pDA5Lx9WzmNyTjp0iSO5fTBFas0NlLpLSV6TTMrxFN7a8xZuddfcR5VAsHz/cmZ/OZ+CvGhchYPZVxjPzE1FqPtLoLJxelK8k6HxTuOZa2h1mEDgZ3x95GvmfjOXzPxMfjLwJ8xMmkm7oHbn3vHpA5bxS8o/oPgMxI6AH70Eg6aBo3p+3fPOG6B7ePd6p1e8pn0+/zWT33sAJsz2GmiqHldOZv5R+GAmlFrr6xeGuCqCgOc53tj9hlddmfmZFKe8yfZPXiE1tz0pjiF8rD0oLbnfbuEiICSTwA4pRDlz+eeP/kCvTuGm/o6h1WMCgZ+QU5zDE+uf4P1979OrYy+WXL2EpOikc+tUFQ58aeX/d/8bAhxW1c9Rd0JcnQUJK1Ixq1at4q5xd9X7tN7SPpmBDshJg3fvZPK1iyBuEgv3LyMzALq5YVaPSSw8ubbGkUI3l1YEgYq+6kAVtDQKV2E8rsIEHEW9uGhnCKXcDUD3slNo+zRCnGsICDuMIzQDCbCCSyFCny7+U07YYGhOTCDwA1LzU0l+N5ns4mxuG3wbdwy949yKxJUWwpY3Ye1zcHw7tOsEl/0aRtwCHZrfotFb2qdbmVUiAbcL3ruHyQEBTPa4uHP0BRh7G8lFH1dPSR0/Uq2vo0GV/3zVFYqrMA5XYQKuonjchfGoy76YSwk9g9O43PERSQH7SAzYSzfJ4squMdX6Kf8ZDIa2ggkEPuREwQkeXfson538jIFRA1k0cREDogY0vsOcI7D+Bdj4irUUtOtgmPa05QAW1IgHlba8CSvnQbdb4c/3wITZMOT6Og+b1XkUybnLKPJIqYS63czKyj7byFUMrioHlhYyOWUZTPtj9Ynm9x4A8iua3nP6DHPaD6SguAeuwgReKu5OXlFyxf6A4GM4InbhCDtMULt0Hr18JlP/MRuCKvtvzMrKJrlzFEUBZyd76zsXYjC0Fkwg8AGqyrt732X+hvkUlxUz1TmVuZPnEhjQiF+HKqSts1b/7HgfUBgw2TJ/6TGm8bX/t7x5NiffDSul88FMa18dwWByyjIoO8XCSCeZgQ66lbmYlZXN5PyCus+bk15pdVA5mZcUkPrxYlJKE0hx92VrUS8KT1vBTRx5RLZ307NXBnsLP8MVvA9xWEs7Qx2hJI9JtvrrGGf9HJ5a8wugXScei4wmp+Q47lIn5P+A0pymt800GPwVEwhamCN5R5i7Zi7fHP2GYdHDSB6TzKGUQw0PAmUlsH2ZFQAyUiC0I1xyF1x8G0T2OHehK+dVyskD1vuV8+oeFeSkMxmt34W/Kh3jvBintwPuJpgyBslBpodtIClpBEljr2bjodMc3b2JJzbHENhhMCHRGRBQTIArkinxt50NKhNmU/bevQR6pJ3KHKFEx9/LqfU9KCy1hij5wEPvbK1oM3/FbjKyC4lxhnH/Vf25Nqnpy3kYDL7EBIIWwuV2sXT3UhZuWoggPDzqYa7vfz0BEsAhDtW/o7zjsOFl6yvvGHS+ACb/CYbOgOAmrMCZk96w7Z7UcOddjYBgcDhwlxSxX7uT4u5LqvQnteQydiWvqDBOT4hqV6tx+rspR/jN21uYeaHVvuxMEmVnzk6yLz3oYGjkEa5NiuVd11j+U3or97GUGDlFhnZigfsGVqb2orC08gqkwlIXcz/YTlGpuyJAHMkurAgQJhgYWhMmELQA+7P3M3vNbDaf2MzY2LHMGT2H7hENnLTNSLVW/2z7F7hKoN+V1uqf3uMhoBkeZvJ2Me8YV/exE2ZXWurpyWltz2Z3X1L6ziLlZACpeaXkqvXkcvsgZWinLvwy0broD4130jmi9knz+St2U+r27rtdWOpi/ordXJsUy/wVuzlSMoa3qfJMRknNdYqyCqpv9+zPYGgtmEDQjJS6S1m8bTGLNi+iXVA7Hr30Uab0nlL/InGuMtj1gbX65/A3EBwBw38GI++Azn2bVXuNF/OgMGt7Xdipo5LP/sDObAcpjiGkunqQUprAIbVW4wRst4zTp1xsXfST4p306RLR4DX7GdnVg423NvVp21TnNBjOJ0wgaCa2n9rO7K9nsydrD1f1vIoHRz5Y/yJxBadh0xJY9yKcSQdnD7jqUUi60ZoLaAnK5wFWzrO+d4yvddVQdeP0WLaffryycXo/JzNs/9yqxumNJcYZVmHiUlub2to6w4IoLjubAgIIC3IQEhhAdmH1UUF5fwZDa8EEgiamqKyIZzc/y5LtS4gMjWTB+AVMSKinO+fxnXbxtzegrBB6XQbXzIcLrrIeBmtphlxvfa1aBTO2VdqVV1zGFttRq6pxemhQAINjW8Y4/f6r+nP/W5u97g8LcnD/Vf0r2j70ztZqF/zkqRcC1SeFgRrbl+8zGFoLJhA0IRsyN5D8TTKHzhzih/1+yP8O/9+6i8S53XQ6uQ6WPAUHVkNgqHXxHXUndL2wZYTXgVuVXZln/NI4vTxXn7FrY8W2AAG3Wm5fnqt8yr97WwXkLe9vVg0ZWjsmEDQBeSV5LNi0gDd2v0FsRCwvXPkCo7uPrv2gojOQ+hqsfY7BWQegQyxMmGPNAbSLahHd3jieW1RhrJJyOIvUQwUUrfgKOGucPnlwDIkJTr8wTr82KZZVOd9xcMa4erVtyIW8oe0NhvMREwjOkS/Tv+T33/6eY/nHuHHgjdybdG/tReJO7bOLv70GJbkQP4rt3a/jwh89UGPxt+amPsbpY2MDmXLJhcY43WBopZhA0EiyirJ4Yv0TfLj/Q/p07MPfr/k7Q7sMrbmxKuz/wlr9s2cFBATCRT+00j+xwzixalWLBAFV5eCpgkoPalU1Tk+qwTh91apVjEuqx7JRg8FwXmICQQNRVVYcWsFjax/jTPEZ7hhyB7cPuZ1gRw016ksKYMtSKwCc2AXhXeD7D8CIn0P75i9qVm6cXn7RN8bpBoOhJkwgaADHC47zyLeP8EXaFwzqNIjnJz5P/6gaVpBkp9nF35ZAUTZ0HwrXLrJGAYHnUFW0FioZp9spngrjdIELotsz6cJu9hO6kfSNjjDG6QaDATCBoF6oKsv2LuPJ9U9S4i7hV8N/xY2DbqxcH0jVeujr22dh14eAwMApVvG3hNGNL/7mRU9dxulJCWeN0wfHdaR9qG8ndA0Gg/9iAkEdpOWmMXfNXNZmrmVE1xHMHTOXhA4JZxuUFVtlH759FjK3QKgTxsyEi28FZ3yTaGiIcXpSgpNYZ5iZ0DUYDPXGBAIvuNwuXtv5Gn9N+SuOAAe/G/07rrvgOgLEXh+fmwnrX4KNiyH/BHQZCFMWwJDpENx4a0m3W9l7Iq9exulJCU4GdDPG6QaD4dwwgaAG9mbtZc6aOWw5uYXL4i7jd6N/d9ax6shG+HaRVQLaXQYXTIJRd0DvcY1K/5zMKybleBkbVuwmJS2LLWk55BaXAZZxemJCpGWcbq/ZjzTG6QaDoYkxgcCDUlcpL257kee3PE9EUASPf+9xrul1DeIus9M/iyB9HQS3t1I/I2+DTn3q3X9xmYvtGWfsu30rv5922lqz7wjYx8Du7ZmWFENifCRJCU5jnG4wGFoEEwhstp3cxuw1s/ku6zuu7nk1D456kCiXwn+esoq/5WZAVG+Y9EdI/AmEdqi1P1Xl8OmCiqWbKWnZ7MjIodRl5Xi6dwwlKcHJTaN7wKmD3DR5HGHBPqgnZDAY2jxtPhAUlhXyTOozvLrjVTqHduYv4//C+JBoWDEbtr4FZUVWzf8fLIC+E73W/j9TVMrmisqb1tr90/lWEbawIAdD4jryi0t7kWTf7XftcHbN/qpVaSYIGAwGn9GmA8H6zPXMWTOHtNw0ruv3I/63w2Daf/4nOPgVBIZZrl+j7oToyobyZS43u4/lVtztp6Zls/d4XsX+ftERTBgQXVF584KuEQS2UBE2g8FgaChtMhDkluTy1ManeHvP28RHxPJS7BRGrnsHsv8MHeLgirkw7KcVxd8yc4oq1uunpGWzNT2nojRxp/BgEuOdTBsaQ1JCJEPiO9LBrNk3GAznEW0uEKxOW828b+dxsuAkN4f15O7dGwkr+QYSxsCVv6ew9yS2Hs0nZX0WqWkHSE3L5miOZXYe7AhgUEwHpl8cb7tqRRIfZdbsGwyG8xufBAIRmQQsBBzAi6r6eHOf83TRaR5f+zj/Pvhv+hLMgiMZXOTKILfvNL7uOp0vcrqR+lk2uzJXVjJOv7hnlLV0M766cbrBYDC0Blo8EIiIA3gamAikA+tF5H1V3dEc51NVPtrzDo+ve4zcsiLuys7mhvwgPg+7gXvPXMrBzRFACe1DMhga7+SucX2sImzxTjrVYZxuMBgMrQFfjAhGAntVdT+AiCwFpgFNHgjWbv2K5/f+lm2HzzC4qJgZJ9rxWcGNjNbR9I6IYsxQJ3fFN9443WAwGFoDouV+gy11QpHrgEmqeqv9/iZglKreU6Xd7cDtAF27dh2+dOnSBp/r7zsfYkvoGSZmReJ2XYc7aiC9IwPp2SGA0ED/uejn5eURERHhaxle8Xd94P8a/V0fGI1Ngb/pGz9+/EZVHVFnQ1Vt0S/gx1jzAuXvbwL+Wtsxw4cP18awfc9a/fu/nm3UsS3JF1984WsJteLv+lT9X6O/61M1GpsCf9MHbNB6XJd9kRpKBzzLcsYBGc1xokH9RnL8SEFzdG0wGAytBl885bQe6CcivUQkGLgBeN8HOgwGg8GADyaLVbVMRO4BVmAtH31ZVbe3tA6DwWAwWPjkOQJV/Qj4yBfnNhgMBkNlTAEcg8FgaOOYQGAwGAxtHBMIDAaDoY1jAoHBYDC0cVr8yeLGICIngEONPLwzcLIJ5TQH/q7R3/WB/2v0d31gNDYF/qavh6p2qavReREIzgUR2aD1ecTah/i7Rn/XB/6v0d/1gdHYFPi7Pm+Y1JDBYDC0cUwgMBgMhjZOWwgEz/taQD3wd43+rg/8X6O/6wOjsSnwd3010urnCAwGg8FQO21hRGAwGAyGWjCBwGAwGNo4rToQiMgkEdktIntF5EFf6/FEROJF5AsR2Ski20Vklq81eUNEHCKSIiIf+lpLVUTEKSJvi8gu+7O8xNeaqiIi/2P/jreJyOsiEuoHml4WkeMiss1jW5SIfCoi39nfI/1M33z797xFRJaJiNNX+rxp9Nj3axFREensC20NpdUGAhFxAE8DVwODgBkiMsi3qipRBvxKVQcCo4G7/UyfJ7OAnb4W4YWFwMeqOgAYip/pFJFYYCYwQlUvwiq9foNvVQHwCjCpyrYHgZWq2g9Yab/3Fa9QXd+nwEWqOgTYAzzU0qKq8ArVNSIi8cBE4HBLC2osrTYQACOBvaq6X1VLgKXANB9rqkBVj6rqJvt1LtYFLNa3qqojInHAZOBFX2upioh0AC4DXgJQ1RJVzfatqhoJBMJEJBBoRzM58jUEVf0SOF1l8zRgif16CXBti4ryoCZ9qvqJqpbZb7/Fcjf0GV4+Q4A/A78BzpuVOK05EMQCaR7v0/HDCy2AiPQEkoC1vlVSIwuw/qjdvhZSA72BE8BiO3X1ooiE+1qUJ6p6BHgS6+7wKJCjqp/4VpVXuqrqUbBuVIBoH+upjV8A//a1iKqIyFTgiKpu9rWWhtCaA4HUsM3vIrSIRAD/Au5T1TO+1uOJiEwBjqvqRl9r8UIgMAx4VlWTgHx8m86ohp1nnwb0AmKAcBG50beqzm9E5GGs1OprvtbiiYi0Ax4GZvtaS0NpzYEgHYj3eB+HHwzJPRGRIKwg8JqqvuNrPTUwFpgqIgexUmuXi8g/fCupEulAuqqWj6TexgoM/sQVwAFVPaGqpcA7wBgfa/LGMRHpDmB/P+5jPdUQkZuBKcB/q/89BNUHK+Bvtv9n4oBNItLNp6rqQWsOBOuBfiLSS0SCsSbo3vexpgpERLBy2ztV9Slf66kJVX1IVeNUtSfW5/e5qvrN3ayqZgJpItLf3jQB2OFDSTVxGBgtIu3s3/kE/GxC24P3gZvt1zcD7/lQSzVEZBLwADBVVQt8racqqrpVVaNVtaf9P5MODLP/Tv2aVhsI7Emle4AVWP94b6rqdt+qqsRY4Casu+xU++saX4s6D7kXeE1EtgCJwKM+1lMJe7TyNrAJ2Ir1P+fzMgQi8jrwDdBfRNJF5BbgcWCiiHyHterlcT/T9zegPfCp/f+yyFf6atF4XmJKTBgMBkMbp9WOCAwGg8FQP0wgMBgMhjaOCQQGg8HQxjGBwGAwGNo4JhAYDAZDG8cEAoMBEJGxIvI9X+swGHyBCQSGc0ZEXPa67m0i8pb9qH1N7T5qbOlgEUkWkV83oP04b2WzReSgZ3lgEUkCfo5VyMxbf2+LSG/79S9EZKtdDnmbiHgtZliHjhfLK856ahKRPPt7jIi8XfdP23BEZKOIBFc573AROWB/Ht6OCxaRL+0CeoZWggkEhqagUFUT7TLLJcCdnjvFIkBVr/HH6qCqmqKqt9olIKohIhcCDlXdb1djfRi41C6HPBrY0sjz3qqqXp+EVtUMVb2uMX3Xhl3k8Ihdlbd82xCsB9+mq2pKLZpKsEpUT29qXQbfYQKBoan5CugrIj3FMop5Buup2vjyu08Rudi+mw4VkXCxTFsuqtqRiDwslrHQZ0B/j+2rRGSE/bqzXdelJjqIZWCyQ0QWiUi1v3cRuVFE1tkjmufE8rGoyn9zttxCNJAL5AGoap6qHrD76isin4nIZhHZJCJ97GMi5Kx5zmt2qYlKP0dN2J/hNvv1z0TkHRH5WCzjmCc82t0iInvs/l4Qkb/Z239sj1g2i8iXHl1fDXzs8X4g8C5wk6qus4/tIpY5zSb7cznkMYp61/5MDK0EEwgMTYadLrgaq5QCWBfvV1U1SVUPlbdTRv7NAwAAA6lJREFU1fVYdW0eAZ4A/qGq26r0NRyrvlES8EPg4kZIGgn8ChiMVRDsh1XOMRDrznasqiYCLmq+wI0FyiuwbgaOAQdEZLGI/MCj3WvA06o6FKuw3FF7exJwH5ZBUm+7v8aQaOsdDEwXy+UuBvgd1shkIjDAo/1s4Cpbz1SP7ZOoHAjeA+5R1f94bJuDVVtqGLAMSPDYt43G/T4MfooJBIamIExEUoENWEXWXrK3H1JVb3n3eVgXrhFYwaAq3wOWqWqBXZ67MQUD19nGRC7gdeDSKvsnAMOB9bb+CVgX6qp0x/I9wO5rEnAdlkvWn+35i/ZArKous9sVeRRGW6eq6arqBlKBno34WcByD8tR1SKs4no9sILdalU9bae23vJo/zXwiojchuWMhlgFGONUdb9Hu8+AW6uMhi7FqjiLqn4MZJXvsD+DEvtnNrQCzISPoSkotO+oK7CzH/m1HBMFRABBQKiXtt4KYZVx9iamNv/fqsdXfS/AElWty/Kw0PM8dvnjdcA6EfkUWAzUVkG22OO1i8b/39XUT02+G+U67xSRUVgOc6kikog1qvhPlab3AIuAZ4A77G1e+7UJAYrqL93gz5gRgcFXPI+V0ngN+GMN+78E/ktEwuw7T88UzEGsO3mw7sy9MVKsMuQBWCmVqhfAlcB1IhINFebtPWroZyfQ124TIyKengeJWCOfM0C6iFxrtwsRL6unmph1wPdFJNJOzf2ofIeI9FHVtao6GziJ5c8xierOXm5gBlYVzXn2tv8A19v9XAlUGNmLSCeg3F/B0AowIwJDiyMiPwXKVPWfdjpijYhcrqqfl7dR1U0i8gZWKuUQ1iR0OU8Cb4rITcDneOcbrFLKg7ECyzLPnaq6Q0R+C3xiB4tS4G77fJ4sB8ZhpVCCgCft3HwRVsqofJXUTcBz9sW0FPhxfT6Pc0FVj4jIo1g2pxlYKaMce/d8EemHdXe/Emt+4wVqcNBS1WKxlsGuFpFjwFzgdRGZDqzGmu/ItZuPBz5qvp/K0NKYMtQGQx2ISBjwBdakssvXeqoiIhGqmmePCJYBL5fPVVRpFwe8oKpX16PPEMClqmUicgmWHWiive8d4CFV3d20P4nBV5gRgcFQB6paKCJzgFisyXB/I1lErsCax/gEa3lnNVQ1HWtVV31IwBp1BWA9G3IbVEw2v2uCQOvCjAgMBoOhjWMmiw0Gg6GNYwKBwWAwtHFMIDAYDIY2jgkEBoPB0MYxgcBgMBjaOP8PUStBLAZRrlgAAAAASUVORK5CYII=\n", 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" ] @@ -911,12 +919,18 @@ } ], "source": [ + "plt.grid(True)\n", "plt.scatter(PK[0:6],raw_data['Wages'][0:6],label='< 1600')\n", "plt.scatter(PK[7:16],raw_data['Wages'][7:16],label='1600 à 1649')\n", "plt.scatter(PK[17:26],raw_data['Wages'][17:26],label='1650 à 1699')\n", "plt.scatter(PK[27:36],raw_data['Wages'][27:36],label='1700 à 1749')\n", "plt.scatter(PK[37:46],raw_data['Wages'][37:46],label='1750 à 1799')\n", "plt.scatter(PK[47:52],raw_data['Wages'][47:52],label='1800 à 1849')\n", + "\n", + "plt.plot([0,15],[0,15],label='PA = 1')\n", + "plt.plot([0,15],[0,30],label='PA = 2')\n", + "plt.plot([0,15],[0,45],label='PA = 3')\n", + "\n", "plt.xlabel('Prix du blé (Schillings/Kg)')\n", "plt.ylabel('Salaires (Schillings)')\n", "plt.legend()" -- 2.18.1