¿Qué son las distribuciones muestrales?
¿Qué son las distribuciones muestrales?
Las distribuciones muestrales son una herramienta fundamental en estadística, especialmente en inferencia estadística. Se refieren a la distribución de una estadística (como la media, la varianza, la proporción, etc.) calculada a partir de todas las posibles muestras de un tamaño específico extraídas de una población.[br]Para entender las distribuciones muestrales, es útil desglosar algunos conceptos clave:[br]-Muestra: Un subconjunto de individuos o elementos seleccionados de una población más amplia, que se utiliza para hacer inferencias sobre esa población.[br]-Estadística de muestra: Una medida calculada a partir de los datos de la muestra, como la media muestral (promedio), la varianza muestral, etc.[br]-Distribución de la estadística de muestra: La distribución de los valores de una estadística de muestra específica (por ejemplo, la media muestral) que se obtendría si se tomaran todas las posibles muestras de un tamaño dado de la población.[br][br][img]data:image/jpeg;base64,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[/img]
Características de las distribuciones muestrales
Características de las distribuciones muestrales
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[/img][img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAApoAAAFkCAYAAACAfJsLAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAHrnSURBVHhe7b0PcBzHfef78ztVia98BJU4FlWxZPgxJtcmDQjOESTjJ4kvlg2HFxEJo4VAUjTiECZsR4KYs6Q823sgT4TX1llOIhBUngULSQQzJiHsmRHoEw5rOTbolCORPhsEQkRLlRiuHF0RrlNOwNklqMKqfd09PbPdPf93d0gA/H5UI+xM93T/+vf7dc9vumeGbysxCAAAAAAAgBrzf8i/AAAAAAAA1BQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEqHGgWaT+LXVU15WX+5Ugy6jTt+a+okxfOuS7uOydVJE2LvRTcy3bbZY3l6f7NzZTZ27W2q8BhSe209qtj9HUZb6Xp05uu6p8IYAg+S8XqH9rHd3eV5AHgE2xr5n5ZDP1X5AHwhjr1PphUvYUcm3pZ70/Kbg/+rTbbKOydY7JPMsYofuoduW6CrATH/OCxqyK7SzGrxh+GxU5LpZtnkAdVRDLNp5Y43Blfmxdixd1H7D7rtARk7ev1uNTwLgRSjXnLi9qG2iOHaLMjPxdLavb6KtPH6WjcvvqttUyAdSE1wt09nyBzs8uyAP+TD25nZpvuZ91myAWqHhukmYvFOnSW/JQkvjKP0f5P7yLnmk9Q9/Zn5LHlgNTNHBXM93yQK0HUn/ERe6RJpqen6d5ueU2FGofDLKLRcO5LM2/0E318tAVZdug077pXuYzO3PO/uA2mQdUTzV2XtNNZ+bPUPcauS8CxApv4iXCv5uGqGOy7N/zkx00ebJGHl4DGaunhQYT8+OrH0jlTxDlWPumN2RYwNlAk+taZApYTNQw0GR3E49MUdvOGl3c39FEH9vRSq1y27puhUwANYEN3D9gHfQH94UP+Zf++wQV5t6Ue36soJY//ynN//QItbxdHkoSX/lXUcvAy/SDB1NMouXEJXrxVIHmwu8LakbhXIFSu1q1oKBlf+2DwWLqAM0P4AKx3FlUduZBb08jC1KU4JXDxpXB/bX2cJAULQODLJQmqt9/BjeGi5iaBZrFvjRlGrN0YIM8kBhzdPrJTrr9FrnU8cu30O0PjNKsWK7lWEsFdXsfo6G71zpLIfYy9tCpDN1+o3Vu8+cnaG5ugjK33WiV9f49NHReFkMLNPVXSj11N9LtPL9MdcPk6ttDa3/Zyr/23iE668hkY+VpkPXf2KTWF8Jrecrc1UA3ClnYpsnqwWujdL/drhtvp8x3LskEibmU/jorf+stVn623fL7IzQrl07Sx3mGEUrzNL5EYZ/bM0CZjTy/ddfu/ajAAhWetPXCdKjYyp1f2k5dKloo0ugDt9MtUq917++l0/y4KT9j9mSGtjfJNrO6Gu7tp9OKwRwfONNLH5E24HYquOxkIWY8mP88dnKI9rxf5r+b5V8o0NC93LfYMa7bU3Yl8rEPdWnQQ05hG1vX3H8Vv1qYGaA9ahuyrLWijDSzAON4WqSJ5SxPO8TxW0tev6XO1IYUFY6NltviQrZX1MM2c4nPXtbiG9NJXlsGLM+G1K+RF3aeX9GdvWxo2c3agpZlOZbN7Pw1mk1S2+GawTF0YKbLNvXLNjjLkL5lWuV1jsm+wDehM7UeUwYlL9/Clqa1ujtpVB4uE2LXisjToaa0I7fbtpatVPvpti77i5C/KUMFdUwSRJc7f2KEUr0HRJASSBw7qemeMspz+qx+69hJqyPcx/3w9n1bTrHjjW8bA3DGpAJlmth5js8F+CKvh+2LcUCtS63ftFmAbiKND8b5QT5hoftQs8fjV5WPMTH76XKC/1vnVfPK4dLGlXtL4+znxcc3llbu478q5WLp8OaVpZUr9W3vc1bqS4/fxvZvLt31xWdLZ4svlca/eFfpZpZ+82fGS2+KHOOlveKcm0t7R98QRzjj+6xy3tvxZOnsubOlJ3ffzPbfWbr5vXeWHsy/VHrpW3tLH+Dn7X5GlnOx9OS++0pP//hi6dKll0pPi/xlOUwu/eVdIv0Dn3lak2ul1AvHlv3eb7xUulT8funQHSz95gdLL/6rzKAidLqytPHxi9Z+/gulu784Xnrp0qXSxYlDpdt42ZsPMyk9+NcXSw/ezMu+q3SIte3ij58u3Xcrl0UpTyv/Uunp32bp77y79PS5S6VL554t3ddhlf3m/7xUeqaDn3tv6RlW96U3mHbkuStX3lb6yjlLWxxLx3Z7pR1ufm/pTlsnD/P2l2XQ83PkOY7/MF/gOlr5gdJ9X/9+6aXi2dLT3V8pfZ8nGfp547m9Qt8f+MyTpe+fu1g6+437LHveUdaR4wO/d7j0fUWeu/7yksyhI3yZl/HhB0vj58r5b755Y+ner58tvTTxldJd72TpGw6VXrLOsHxXtYtpxzdYG7lt7jjEZLhUeukb9wq5LRmY3Xh5m78g0i5OHC7d9Tmmi399s/TGpWdK93JZOp5h/nipxM3gbYdgv7XatLF0+BWxJ+R1ZPPA1pk7j3mute/0D2YPzba2rI5tua1tOST8HEV3tv71Mo1zFER+8/yg+jzQz2GY7dBklPYOy6+2gROlTCdd9glFdmETo85y+VZ+rT4Vs26XXSLYVfVvAy6btz/p+jdt6/IzU07jfEtuNT1Ebo2gNAVTBq3tVhlqumiDqhsfGU39je8z6lDOcfmjH2Zdz43L3yFtjdBGfz159Cl2fjm/4YuirrKNbB9w2ifaoJcXqhtX+cr55r5sj7d/ctzpll+WyxB1KvYLto+hnyDdLHNqEGjqzhi5Y/hilbfyvXtLT37r2dKzcjv7zzxtvHQfd0wnGLT4/n94J3OGu0vP/JzvWQZc+dtPs/CpjOUwd5aeFOUwfnyo9F6W773/6aw8wOrlQY0xCDjIAdnbSeW5TsDBebP0zD28TrtjWLK/8z+IMMnihw+W3smO3ZeX+yqB9dntUTqhSv4+lraydO+IoiXZXqc8rXw10HzD0q0S/Lrqkue+8+EX5QELPZ+0w4efVOxwtnToveyYDP7cbZDn2P4j9XP3N8o3DA6a/F76Z6362p2s/PeWDv3Y2nf5wL8+q9dnYA1k7yw9OCEP/PyZ0t08/z1l/xv/DC/TboP0XdfFpqz3i0d4sKrIYOte6EQJNP9Z1uDYwdANx8cOGmb9ok36YB6ObJd6nijX8D8+sEv5uK4dX5PoYwNvjyEHPz9wELfk8B6cvdJ4Hao/hrfbrNPdDl6PLMdLB6YcRps4gWV6tEP4raoHjzJVvHRvE2qXELtWXreuf5dteblavaa9jH1TzjC5Nbx8xU1cO4XLFKXeED35IepS9WUTXGfsNmqE9ymtfNN3XDLHqy9sfPD0xSD/9fIhrU4v+Xi6eY5NsH78+8ryo+ql83xXA2Uac7V/NsJ4RrPxXezYqwU6y/6kNm3Snr97Tz1feivSJfUF5F+9idyvD9XTe3g5nFU30A3szw03rLL2WVoqJX8KFqh4opc672qmte+/RS6D+FGgwk/Ynw9tpnIRK2iVXTTnQoFeZH8Wntpenjr/2ACrhehNn6VbjddP08Dn03T7+9fS2hvt5WxviueFlmjzrytaku31ZjV1PHmUOtadovu33EI38uXg7/k/JGBT/64IL2j92nsUO6yiG97B/kR8Waj44xeZflK09UOqIr3w0j9r1bu5X8zSRe2pAcUHrovyFGc91d8sf759FWsBgxnWPjOlO00ohbPcNqfpIbkUX1e3lu4/xQ4JnWyinv+apda5ftr+/hvF4xED58MfytTtEMdvo1JP3S/M0/xwI2Wa5FJRYZKVK5cF7a19hGiKvyxUpMIUUeO6K/msW4EmZ4hG2hV5xNLeFBWiLAV6YrWj0NOglMnGuxlWF1cq18H6Js3nuK5SjUwN5/0WxULK9IA/wsA3f/TlPv+xIYJdAu2aICmmR5cuYxBL7jAbceLbqWLkIzBWHfIRmbjwl6UmO2iIL2OzcqK9KZ5EG6P6ImNNihrZfyn1GVmTinXj4+vcz2a4r3jg2Z9Vqh1jYuhmmVFloJmnYa4s+dwY3xp6mAnFfo2ej1J5d4puZX8Kp0+LAM3mYpEPGMxh323t14KF3Cep4ff7aW77ID3//R/RT1/IBjggC0bWsT/aoMYCnFfkTw7rVJvZn1WfzNHLL7+sbX/6m1YWfwrUu/Uj9ND33kM9/+Xv6O/+8Wd0dKdM8qD+3VwYY7D4Z375D+BdrXTk735GP3v5JD38/rPUf/d9NPILmVYNc3NlW12+SEXeIX9FBmrX8f/N0Zxdz2U9qKpfJ6xNL/44LNhiF+IPsj8/fFEbQGZf5S1OUVPFV68KuJ5tr79RfibSaFPqVt6mrfTVSd0HXv6v+5gXMf9o7qaj/zhPP/vREWr9+Sg9dM9jWpvCiOe3MdnWTm32oCoCg6z2RrrYlDeKzQs5f7koOZid16coq75BLDbjZY9YWAFJ27BZpnzpIOCi5R/MhZQZG37xaqDJg+Vycr5jg3eApdklgl0XJTHlbtnRFvL8ca3t5AMPpJomKeuUn2N9rELEm/lWGcSCofBg82r6YgSq0o23rwv8gkmv/nyhwEY8m2rGmBrrZolRZaBpfTpBVXr58yDW22DiQd3QB3Cj0kIdn15FdPKz1JYdpalXCzTRt4f2PLVAqz79KWoRgUttmJ2VDnr99bTirVkazn4l4IKfotYdbDibydCeP2ZyzUzR6B9/knqnZbLgDmrds4rmnnqQer8zK4Kvhf8xToez4/RG6MRakQVN/O/1dP2/JXrjx/+RHgu6G/rwb1Er+zPStYf6TxWocKqf9jwwZKV5UqSBBzKUn5llAdJNVH+TIZDQ6xTlv8PaNSZexYnO2BdoTzZPhVenaKDzkzTAGt76iXvELOetm7ay/+fp0MOjVvrvs+BWnCT5zQ7qYuYe7bqd7n9qQuQZeuAxmpDJZerpnj9gZb36GKX/cIAmZoo0deIhSj/MZL2jm+6pONCISz1t3sx0NztAmb4JKs7k6aF9vZrf1G+7h90sTVDvZwfo7Ov8yBt09viDNPRjrvM8ZX5/gPk1s8MKdvNiz7xK/k/+v6k85X8ySvkz4pCLeH5r3WH7vXyQ7zJuFseGmX3kDMSaVuqgDKU9z62n1l0pKvQcKp/PLhoZzWf5oF2gIedTMnnq5DNQFcPrJMrsru0D9jwgGWn3uWnmOlg/Qml1fBvrpPTxNmoPuFAHlhkbPsui3kzJm38fxAteQXYJtOsiJq7c2w5QluVvMCdEmD46ZRm1tZMP5iya6GM+yJdpPFvI0sqBJe9b8mcIV9MXQ4mjGw/EzURP+QU0Md7tzhAZX9JwEDOsI2zsLms4/6i6IlTNGFNj3Swxavh5oyvDpi/9Az3fu5UusgDztg800/bsWdra+zz9w5c2yRy1oX7PF6mb3RHlH2imtRs/S7PbOsoO70Hq/32ejn7iVip8jcl12930zLt6KPu7MlGwgloO/4jluYGefeA2ali7lho+9hhNvet9Hkv8Ji3UfbiVVp/vp+0fWEt3jWymj6dlkhdvb6Mnvpul1n87Spm7mun2LxTonj972LtzCVbQTZdHac+WtbR2bTM9VGih7HefoDb5maKWPzpCLasLNHD3bfTJ74V95shgZw91zd5HzR+4jR46yYJMZqsn0lYgu3rPV+nI9tVUPLqH3bneTS/u6NHvWK/bRF+dzNHDH1qgZz67XZSROUv0SzJZZfUnRmj66Q664eRDtJ3dOd7WOUz0iaM0neuIoN/asSkzwvzmLZro2U4N/89XaNW+bt1v1nTTt5lttl7sp7TUd+e3rqf3/BpPvIluuNjL/Jod/8B2Grq+g46O98jzuQ+00OqZAUpv/STlfy4Ouojrt0GkNkwZS5H8m3XWDSQfdLtfyFGjtuxWnkXhnxvJ7VSWMncTZflNqAM7/5tZIuf8YWofrnguRyDqbOTBQ1meqm9ytw2ym2dDD87FnutgmrJT5RUdXUc+BJYZlxY60MsufnLJlOuRglY7mI60ur3sEmDXKOhLsf43MlXB+lHW9i9h47hy8/x8YsSwQ9MktdufN6rWTi4ZPXACXln+CfKdtSuen3J9bswh1URTzpJuAw3tmo42K1lVGxXfE+fE88VQYujGE/59XPG4jy2PpZczvp+v4hNnug8N79BnUSsfY2qsmyXG2/iDmvI3AAAkBl/dyGwIGugBAN7w1YdDlHoh5CYGgEUIAk0AQPLwZb/2KcpOVvPMJAAAgKUGAk0AQO0RgaX6RBV/iB5BJgAAXGsg0AQAAAAAAImw5F4GAgAAAAAASwMEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAASAYEmAAAAAABIBASaAAAAwlmYo+JPJmjq1VmaW5DHTH4xR4VTeZZnjvyyAACuLRBoAgDAcmRhgnrbMzR6vvqQb+5Uhranv0LjF1kg+Y1P0gduXEv3j83JVIvZ3B5auzVDE68vsDx7qOHOfipclokAgGsWBJrXImOdVFdXx7ZOyl/op+a6Zuq/INN8yVMnO6dzTO6CJQK3WxT7+lPsa6a6Lf1UlPtLCSF7V17uXWOs2Eo9Tz9Aq753H92+tZMGTs1WOMt4mnrT/fTSO5rod3a0UltmhP502ywNtd9HI7+QWV4bok/uvUQPP3uEukSek/TUrb30kS+cttLFmMPGG2svAtX7rYruB7Udy/T+UVu5TfJdbNz28meh32Tq5XU291XS+4vUv2URXzPEta/sk766vdbgvlTj8R6BZhCGIy4P2EDYPkXZyXmanx+kljXddGb+DHWvkcm+tNDg/DwNbpO7VbL4A4BkLxhLBtYH0j2NlHuhm+rlIRCdyi/SNWLFatr6qUH6wXf/lLa82kt33baHer9ToIWYM43XX080+7eT8uKzgq5/O/9bpEuviwNUzPXTxOqttOVd1j7nfY2bae5rQ9b4uW2QpnunKL0o+nzUsSzaGFC//wzNX6H+0TLAxu2BFrlnw+R8pImmI43jwA9v3S4xFmnMgkDzWuNCgaaokVIYkEAE8o9miHoPsEszuCrMFWj0qQEanbKWqRcuTNBIXy/1H5+gYpzpyetWUeOeI/T895+ie34+RG1bbqf7j07RXKSAcxNlX/4Z/eyfsuwX4/IEnfo2+3vHPrrn3fwA0dmzBaJ33ECrrF3B6tU3sv+/SAUZqNVv76DU8eFFdxFc8owRteNGECxiFmGgaU+387tJvrxrT2dbx60lX/0u0z075jVlr5THNm2WQdwFlNPEeXz6uClDBRqhND8uy7fq6pey2HLoZYdOOztL12oZFqJ8J83/zsQ7n8cduDoN7tkmn3Ocsm09eujUtx0eNlTS+SxPQw+7MB1Pi7RymaqN2abaVLYj77RblqfKoPkAJ055SrrwhzTTUoEyTey4ak/fNnuh12/pQzlHytDPl2xEOj9oyKz5gDx/TPVX00f085v7mJ4NovoYr2/4eIo6tuuXMO18pjP3rJ1qdz3N6j/WOV7pHH/5rLZ19sn2q37t5HeXV8atPyuvKm+wPnUfC7KHdV76OFGhp4EdV33FXz86szT0QD/Rv3uLDt92G+15oJPuO8nCvp0ddFO+jRo6R+IvhV+3glI7snTyR9+hh1c/S/exgLPzydPhAeeKFbTi8hzNzkzQwAP309C7u+nkX3fQapFYpOKM+OFBgQqvyJ9rWqlj/QgNq2NIZHSdaX3SC80nOmlUHraQfuTI4WEPvzHAq8/KY7o8apmq7VmKZ3/R85jXJDu/3X8ceN3taWs855vmn3Y7/WXxQut/rF3uEcRDX5Ew+lLI2BO/rxqyu9J1uTtZX1IxdauXpfqLiYeeRTlqe3W9u+zolCF3OZoPe5zvpMl28vyu67sst+Ixs0aUFh0XS4c3ryytXLm3NC72x0t7V/L9jaXDr4gDpfF9bH+flcq5+PhGbd8uY+9zcleWoe/b5bnzjtu/Xzlc2ujIYSHqUmQRPLc3oC4DlrfcNgbf33yYScEw63uOySJ/avjmU9slUcvnuNpknGPKx/IfFm0x9BTUDplXTRc2U+Tws9nGx50cHvWV0y07KH4g2qW2PV551vm6H3jq0rfNJmb9UgcuXRu+wuTYa8hcLsPyLZeeHT2G1yn0FmgHBZevuM936VHK6KdH2266HaLKJ9tr6Hx8n2ETRWb9fEN/0ubl/Kb+vPf1tqnySPkUfXL9q/awzwn0Mxsm393/6awj522PvyQTZLsMPcTm5y+Vnv3cXaXbfvtQ6ftvyGNB/PPZ0rPferb0zBfvZed8ofTsP8vjdrtNeTz8260PPwy9sLJMvavlahg+4NjZ8CP7fF2mi2z8t3972MajTeKY03ZLNtc4oex7+4RSj5BXrXe8dFjm1/xZlKvm8/ZXs+4gv3H5lWxvuUxT9x46ctD1zNvlP7aZSD3astg29O2rbtm9+n5Zbrdu9PwsfZ9Rlq/ezLKk7IpehN6VcUGvi2OV4chn+IzmY0IXapoSJ5hptmyG7EFjplZXjVi0gabakU0jmYqIZDRDcfwcy0mtvJ4O7zKaV11u3ANJGXcar186pKjPr9Mq+Obz6PRm211tUs9x676MnhbYDq9yjHpdevTQtZDdzuPZDrWtRp1xy2PobXLrMrjNBl71m2V6yGCi6ynEvqF1ethFpJvnSHh5mnxe5xt68WhTua+Z7eGoZYbJ512/jq6jYP1Z5ak21fKH+ZCrPIbRfpfPhOhH4803Sm+8yf6M3G1dCP5VHi+9WXrmHjYm3vMM+xWfNy99v/TkvjtLd37mydL3L1VSQqn0/f/wTibTXaWnRbBp6dHly7yt2sXdtEcQHrpVcPfFMl5per26H/H83jKF21egHfOS212fLp9+TlDb1HZ45tNk8egvnmOEjUd+hlZPHP/1Kc8m2BdMPVplqfUE2dSClyHb6mU3QxeB8sTUm8unjPrddelluG3L06U+hCymj0lccnrpxcTQtZeuqmRJPKOZ2pASW6UUz08RzWSoQZkq5ku3hXN8UaCeul+Ypo5jfHmLpWnT2VHRlwT4cpk3RSowUaylNDt/A2VmCjTJReEv5kx20BBfqmFpvlP1UfPFhskxk6KmUFWHtKMSCpPlKX97ax8hmipYU/0ma1LUGPSsadzyQonZZl7/+iaqxGvVZWXxiEFUQuvk9iUaaS+XXyeWB6ec5+iCCfeP4L4WRoXyacuMPH9U6inVSNS4zufptpr7UEz9rFhFq1YQncqzMemOrXTrdfL45VP031ifb2nbTiw5MgsX8tT7+7fTXdkibfny8/T8n3fR1tVRSliguVn925nvqec6m6D+41zueqpfLw57EGU8iUK8MdbXph7wl0ByZD3G414CrwWWn0Ujqvw++VKs/89wv62EpPt3FWNbWF8NGTuE3I0pVkoM1OVlsSQdnepilpBrTS2u/xWPmZVxTbwMVL+OeejOHM3Pz+ub84YZDzatY2LAiRVs8gGwgSYPlsvN7ZRJLqzO0jZczmtvzhuQ4i1wfixHxDpNYLAZJV8s2CCzXjpzIBHaERc+QK7P0rRRXsVvc9a6vErabA744kWsYPhAnNkw7ZQ93RtjsPK6yGh1cvum5BcH1C3gbVXXRcv0D2tQtAnva0FUIB8fMJsmKevkzVGbTKqamvtQJfqZohe/x0T56Fb5PCQL+/5miF0YWql92wqaHRug/KxM8GHh/Chl7v4I7fn6At3z5z+g5w93UOM7ZGIEFnKfpFvWrqVbPuseF9/4+Vvi7623Mj+9UCRVlOKF8+z/7GZQvjBkE/8CHH+MnTqvh4thgZB445iVO71riBpqHmzqfSQYb/ndBOSr8AbX6n/J9e+qxrZQgscOIbd5gyhuJH3gQaZ4k1+WM5mtUKeVEOFaU831P8kx04dlEWgKJ1LeZiz2pVn0L3c429qp7Xjaxxh56lQCy/iDIL+TYk7unMZfoJA/PWjZ0cbuunwegmbOXZaRdxz508Q3nzVQDJ20uxNrG5+BiUw9te5K6fIxp+z30FtgOyqBvyhAGUrX6qHkWpfHiNVm7nMsHMgo9fM3uIMvd+YsRZFGjwWfoSFmeYPq5PYlyuyOeCEV5amziS3Uzi7wI48o548ditHXwogpH8ecxR0brt3deQI+FFs/r06wQHIFbd1UDm1P/e0oK+d3aPv1UzTw5CzV2xGoycJp6v3YR+ih762iB/76ecp9uZVS4rNE8Vhx4020gv23iQeTkotFrpN66mhjYy//ld5HmxYmafI1sSu4+EqBVnyyg1rsmVjpz7Z/u1+K8SPeGMvH8ELPIW0MywTMgPZ3lf1NXEuqpkCZR8ujhLgeUZYOyCBByHds1Kkz36XPKPFxptCTVl7+yFO/h57c+VhbdmeIdrUyy1SCFeAk07+rHNtCCRk7xE14hg45cjNdPeI/UpgzoMWTQyFjdzzCYpaaxAl+JDlm+rA8ZjS3DbI73PISV5p16qym/BYaZHckU9q0uv0WFzPUlFw2YVvDsQ6atu/O2F1D1i7Xd5azhQ70MgeX09h1dcPsjk8meWF/T07WJzb7Dpp1hrKMDTS0a9p7tsw3Xz11fzNL5Ey5D1P7cLx7Ff5NOE2+piGuIjdB7YhA/f6sGLD4eVan4bPKOWrUlguqmamttjzFrna7YrXZ8rmyLepoeEfYnSOT+SAfYOzy0zTJBrvo8O8D6m026+T2zTXqS19Bvt2+U71xYUcGplnvUs4/0W7MLgX1tXDiycfYdsCQh2p4d169T7Z8zvYBWwcx9XNuks6u6KDtzXKfkdpwK9EbL9JjnV+h1V/p8eyeghWbqGf8eTryqa0UaYXcjzt66Oie1fTWfx+lkRNsy26nPU+tota/eJ567HH2XV30xJeJ/uPuhyg/U6Spp/bQJ0/to5GDW2UGDg8Y26hdjFU88HB/0cCbeGOsawzbTZT1nT1jwZXqP+2kfDPWYwyIRIqyG4alrHyJWP8Obf3+nOazrnGBjTPzw41Ke9k44LVk7MpnXQvO7I+iU2/EYwRq/6tZ/652bAsncOwQy82q3Gmig/6zlOr1iW/pc43+/awSmO0CY5aga01QnBAlZkl0zPTmbfxBTfkbAJAkzpLFIBuulwihMpeXNX0fIQCVc3mB5t5aQauMmciFuVl66/rV4hnOK8XCXIFe/NsCzb0jRVs3pTzrtvNQaittXr9Ke4aUf5Kl4VzWWmblfvVois5EeqQCALCUQaAJwBXBCsgyjbmIzysuHkSAwGf6PZ5NFGl8xmYpBc/XDHNU+M4EFX4ud31ZQakPt1BK/dp6reHPvPHZQvgJANccCDQBSAQZWKrPN/GH6Jf4DI4VWKpPK7UheFi0LKJAEwBwzYJAEwAAAAAAJMI18XkjAAAAAABw5UGgCQAAAAAAEgGBJgAAAAAASAQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAASAYEmAAAAAABIBASaV4hiXzPVbemnoty/oox1Ul1dM/VfkPtLnQv91FzXSXm5m++qo7oue69KRNllXQm71apsA3+fKFL/lhq2aVFjtbVzTO4GUH0fylPnIu8H3Jeb+2QLDV8EFWCMFfGo0l9E3awfLykbVtPm6H05EhjnKybJ9lQCAs0rRP3+MzT/QjfVy/0rBxs4Hmmi6fkz1L1GHlpmtAzM0/xAi9zzJ1LnW9NNZ66Qrvx8otiXpsmD0dp0LXH1+tBVosa+uNguPm4W/41AdFgQsTtDjcOsHy/jsfdKEnWc127W/MA4f0VBoLncYXeX7dfSxXnJU6TCuhwNbpO7AIAlSIEmZ1LUlJK7AGhcW+P8ogw0xZ23WHLgm77sEZRmoudVp/TtKX45de1KZ/Dl5i391M+n69U0sQxdPkedIRD1qVPk6pK1LM9Ks+vnd/BqOao85p29LqvedjkT0CdlkzIJedrTlJbnBC5pGO0KuiN03zEaMxGyrXlV/9pMSlBbvFD0xLbOk/KwRLRTKV8ssdj5pc75sYaeAtHxtFWG0IWX3oy2SDRfUtvisTRnysPRZLLzaz7B4XppoHR7g8xnyBGqV4NI+XXdeva3LtYPhL0seez2ldtknaPqSPePuPb2QdOXVabWh1x20+tt7mP2N+Flep5vl6+X4epDoecHycdyqbZhbdMldPuill/To8w7Zi/X6une/s/R7a/aLb6dOXHKU9JFP0rTCNNApomlKf3Cv81e6PWbYwUnXnkqetmqjBq+bdF9yeUP0r+1a46rD8tzVL8z+rTePg+f1aimj4Rhtrc629n+Y6ONqULHVn3p4yzM7+FjqC0rL5f9TnycN9pr213asOwrPF8Nx3mOZqNOGpWHyxiyhZVXa0qLjVcOlzau3Fsal7ul58ad3xcf31hauflw6aK6v8/JaXCxdHifkdc5l6VtXllauXJj6fAr4oCsV9l/bi9LX1na+5zc54hjSh5ZzsbH7VpKpfF99r6V5pzPz3XVb7dzvLSX1aWWzcvR2sbk2+vUY9Yrz9d0wfL4tt/N+D5V57ydyr5BuY02vH637pw8QreKLgLbYmK1rWwHU3eybXbbNT2zNOY/zm+Xv3jpTW+LOEdtiymv6a8Msx7TlhcfP2zl9/IJVRbTDmF6NQnNb7Vf1b3pJ1b7VZ+3j5XLEe1TyzHlDrS3te/bBhUvfSn1CDmMdLVtlpymnxr6dZWv5Bf6i3u+n3wsh6FrqzxVZg9fNM93/EX6slm/5ndqfo51ju4PRn1x7ByzPOt8RZ9Gfk5wm03M+t02iF+eIg+TV2+bWpeJ2Ra3PVz6k/bXypTHbJ3bOnTKMX2S1xN53LdkqryPmFjlOfIH9nuTiLaz223IoY7zvA16PVbZup11+9h6LZ9nyCv0rPq6IY9H+8bZOC/2NFlluyL4gV53gK+Z58v8/rJZ+/6+W3sWaaCpdhwbL+VwZ9GN74vmKN6K1hzUcGSO24EZZj5Zz2HNCRlaPnf9ooP75nejO7k5qHmgtT+M4PK8O7IxOEXRnURvi4GXHoy2uAYgn3a66/Fqp37MUzZVJg+9aucE6T2kHFaS7icx9Rqa3yM9Svtdx3g5muzB/qOfH2PQ0+T1OE/Voac+dbncuuNl2unecqnnxD5fkym8fF1er/w83S7PQ+eGfT3tZtif57Hrj23nuOW52mS2IazNBh71h+s8oDyRZuhUwW1/FePcCvu365goJ0xHCp71SjzTdLmDfdwkWBa3/RVCbWecz/P7tMsts5cd9WOesqkyeejKJY8pv01IOS69eZQV5GteaZpsXnXyOvxskQCLb+mcP6Q72UFDfMmhTp3258+8EI20K9O/Ynliigp+U/nqdHJTxliWcpPakJK/vChSYYqocZ3xtGOqiVIzk+Wymfy53inK9DRSLsZDvrzu4Pr1pQKxDBZGnPaLpQG7fK7XZInaluJ5rvRU9GdMtw3S/DDJxwXiLPPEgNtc/gylwHxjfYT8nvnqKdVINHXec4Guarx1m6Km9ayvRXAvB66PkDbG9t1qCdW71Z+tJTZbtgbKzAS3vdxHKzu/TNxn+CoY/0IQ9p/JUINTnmWbwjmfBoTYOXZ5ocRrc/hYUa0O9eVHvkQbmVr17zUpamT/pYJeYok67ifUR1SulXE+svw1H+d94hIVXifzcvsROrG1syv8VIGdfWVYnC8DiTfC+Nt6OSI2KFjBJr8Apig7yY+rm8+bY7yzibetZb7JbKjTBA+IAc6gOU6eDrEgs23nCGVczy9VDu+wmQ3TTrune0NaE6f9PMhsmqSsnZfpvU0mJUGcttSv40o3OoToOAHwQUi0md+wJDAIhdWvYt6I+BGQL3AQqQJP3Qpq+xJDbN+tBV76vFBgIYWN1Z/bxFvB+hb0gH55jKjs/DJeAb110fAm5vgXAWH/nTmjPLZV+BZsrcuL2+bwsaIaHVrP1Ym3hOV5uZ0yKQpXqn/HGfcT6iM219I47z+WGtTcD7zjEi2W4XWuz5Z9wt6u4EvCiy/QZB2lPIvJBwb5k6mkdRdRZrfPA9gG5h1G8eSQy7gjjyhlsXrTx9sou99f9S072tjdXVpxaDb47M4Q7WqV9fDBKE00PEiDAzlq1PJWg3nXUqTRY8FdIEr7HXiHUoPlseHAGU0+q1M4NuroLt8VZwY0ZltEx8zQIccnmI4f8a+t2NdZ1rm4+68BxzOKHfPUye4G2w7KTirqGKFhWz4WtKfVO/c1rdSxnt1NKg9fF/v6tYfKBR75bJ9sT+rNxG3t1MZ0m9Ze2EhThjqotcLgxU08e/OLk/sFkwqQdlFv9vKP6rM7vD+PtAe/oBA0RkQ53x/rAqGXf4gyM/K3i3jjXyS4/Y+nQ14WiUGty4vb5tCxohod8tlQdj1yBsk8DceZ0bxC/TvWuF+jPuLNNTbOe4yleTbOu/wsAT8Q1+OeQ2UbMdkyqm/yOtmorsp2pVl8gSZzuClnaaOBhnZNO3dP/HtUuUZ9acbv7an6/Vkx6Nn50ucaXXd2bWzQcaaT26fYne4gBd57i+n6RutNQnGeJd8ZeeHJdzUwc2bpgJC3hQZF3lrcadVT90He4e160zTJBpMgorTfYdsBJrWi1xNMNzLJi/r9OS3/8I44M6Ax2yIepcgqPsEC+YP+d+n169iFxLEPD/rLsxWqTmJdDHd2EO0ulznVW/ZJy85Ke3YTZbU7d9beF6YpO1W2RcMx5uYytYw7X107UW4+xCergsk+z2+IyktjDcc6aLqmd7px7M0vTinq2F6L2t1tc/kp68/TvVP6kpL2dmjIGBHh/CD4dwG18exEe+AsWZzxzwu3/zMdaX2Lb9WMV9WW10IHemX/lXqM1eYIY0XlOlRkE+cNs3FBJkXiyvTvWOM+t1cN+og3V2+cb/lclki0KaYvVzXOu3WZPue1lF57P+A+rdnI8xqky8a32t0QhvM2/qCm/H0NwWcerWWQaMtcAIDE4Y9wPJqiM4viA8YYIwAAoBYszmc0AQDXHnxW4xr4VzIAAOBaAoEmAAAAAABIhGt06RwAAAAAACQNZjQBAAAAAEAiINAEAAAAAACJgEATAAAAAAAkAgJNAAAAAACQCAg0AQAAAABAIiDQBAAAAAAAiYBAEwAAAAAAJAICTQAAAAAAkAgINAEAAAAAQCIg0AQAAAAAAImAQBMAAAAAACTCIgw0i9S/pY46x+TuFSdPnXXN1H9B7npQ7Gumuq683KuQC/3U7FOPKL+uk0ly5cl31cVoG9dVrWx1te0OAAAAgFqDGc2rxZpuOjN/hrrXyH0bFoCmz2Vpfn6QWuShK0nLwDzND0StuYUG5+dpcJvcBQAAAABQQKC5yCgWUpSLHOgBAAAAACxelkCgaS2p1tXZW9CSsr3sbS3pWvndy9PW0nS5zOa+okxRCS5DxSzPXP4Vy9FOui2/e4mel9PQnqYGmVeTa6yT6rb0U16tK3SJW20D33TdWY8A9Ev9WrJYx5RcvF77fLt+J91Y7o4gY5iuAAAAALB8WPyB5oVRmtw1TfPz82ybpuz6Ecp4BoY2Bco0DVO7yM+24Ua2Xw6wRDDX00g5O30+R409DUbAE1yGTpFGz3XQtMw73ZuikUf62VELHmSmKSfr4ulNMkUnklwzGcrYZU1mKXU8HRCo8SAzTVO9tu543VOUZoGgpr3jQ0Tf5Okey/g8cGynskzfJMr0FGSiD4EyBusKAAAAAMuLxR9orummwf31cqeeWnelqHAuKNhJUXZSeb5x2wERnA6LYIcFOscK1DasPv/YQgd4wHNCDSODyjCpp+6BbvZ/ube9g1IzkyxUZVzop8zxNm0pvH5/t1K3TUS51mcpZ+uC6SW7k2jqvE+YNjZMI2p+Rv3+LLXNDNGoOju7M+sOMCX5EyOU6j1QlonVmWMyBRIoY4CuAAAAALDsWBLPaKpLzw1hM2ou6inVKH+ykGZyJkVNRqxUv45lmCoEzKypZXigLi83ZcqBU4EFUeubWNgaRqVy+VM8P0XUmHKCOgtWx3pWVyQVFqnAi1inl1A1froCAAAAwLJj0QeaPMjMbFCXf8PDNh0rYLIICLRcQZmKWoYBD5weaXKWg8VysUyiFAsyI83YVSqXP/5BqjugDcKcMQ2eTQ4hSFcAAAAAWHYs8kDTnFWzlpiDKVDm0fJyc7EvTRnK0gHxCR5r6X2kXX3eMk+d7SPUtkNd0A4qQ8ecOSyeHCoHlmtaqWP9CKWVF2KKff0ez3pGlSsG29qpbSZDaeV5VqsdHdTqs1SuIx9T6DlUlkk8CiB/V0Cgrgzifc8TAAAAAIuRRR5o1lP3wTYWgMml1ro0TbJAJZgUZTcMO8uz4gWbF5TnAvefsV6KsZdvWZk0bH4LMrgMFfHc4/G0kzd9rlGZpWPyvzBN2alyesMxXrqbaHLFgX/j0nqhqFx3B037tMMLLlNuJwuUbZl2E2VjzyiXCdYVAAAAAJYbbysx5O9lAH/TOkNNkx5vUIOaYD/KcEZ5yQgAAAAAwIsl8TIQWCSMdVL6eIo6tiPIBAAAAEA4CDSBP+ob4nxrn6IsZosBAAAAEJFltnQOAAAAAAAWC5jRBAAAAAAAiYBAEwAAAAAAJAICTQAAAAAAkAgINAEAAAAAQCIg0AQAAAAAAImAQBMAAAAAACQCAk0AAAAAAJAICDQBAAAAAEAiINAEAAAAAACJgEATAAAAAAAkAgJNAAAAAACQCAg0AQAAAABAIiDQBAAAAAAAiYBAEwAAAAAAJAICTQAAAAAAkAgINAEAAAAAQCIg0AQAAAAAAImAQBMAAAAAACQCAk0AAAAAAJAICDQBAAAAAEAiINAEAAAAAACJgEATAAAAAAAkAgJNAAAAAACQCAg0AQAAAABAIiDQBAAAAAAAiYBAEwAAAAAAJAICTQAAAAAAkAgINAEAAAAAQCLULNCcm5qgqdflzqKkSP1b6qiurpn6L8hDAAAAAAAgMcIDzQv91FzHAzSPrStv5fn7h2jtbdvptv/rfpJHAAAAAADANU6sGc1V71pNq9XtHddbCavXUeN17G9zI6WsIwAAAAAA4BonRqDZRoP/+DK9rG5f3molremi5/9lnua/20X11hEAAAAAAHCNg5eBAAAAAABAItQm0LSf49zST0V5SHB5lkY/v50abpTPdN64lm5/YJSKCzKdke+y0jrH5uh03x5a+8vW/tp7++n0HMswN0G9d62Vz4XeKM6fvWydq7/go59/Y9Me6j/DCwiByTiR3UPNt1jn8e2Wjezcv49wLgAAAAAA8CVGoDlCaRmI2VvnmEzy4nKB+u9cS3uemKAVv9lBHZ/ooLYPEp39qz3UkB6iWZnNZurRu+iur83RHb+7lVZfRzR7MkMf6XqIHvq/t9PQv95BHdv4058L4vy7ntDCWcHE52+jj2SLdOueNtr6Lpbzwihl7ryL+s/LDF5IGbf/51EqvHUrtXAZ71hNc+fZuR+7hbYfNaUEAAAAAABRqeploJtWyAQPik/socxPVlDbX/+UzgwfoSOHj9Dg+N/RV5tZ4qleGviJlc+m8FYr/WD6JA3+xUl6+bsPW896jg3Q8Idy9KPxQToyfIZefmyTlfdbo/rMKRUoTw/TT//HDyh3eJBO/uNPKbdzFTt+ljJf9X8PvvCf00xG9uODWTojzmUyfvtl+ulwG/GzJz77GE04s6cAAAAAACAOVb0MlP1NmeSiSKPfKrC/CzRy7y3KLOhaeugMT5+li5f43zJbP91BKf7mOueDm8kKKVdT12daRNAn9n7zY9Zb7W+JXYUV1PVHHbTKPp+d0fKZLnY2Y6pgBKU2RcrneQo799Huct2MVdv+mB5Yx34sDNFJIS8AAAAAAIhLci8DiWBwNbU9dpSOPu3e9jeKXA43rhZhocENdIMdZXKu85tCrad68/RV7Fz50xcho8e5LJy99df53wX6X2+IAwAAAAAAICbJBZqCOfql97dS6w731vgumaVGLJhL3IVJ4nOqJD/16U+Riq5HMQt09sf872p6z03iAAAAAAAAiElCgWY9bb6Dzz4u0EBPPxXUIHChQANHT8udWlGgw1/Ns7BWwl/yeXRE/KxvafH5tmc9tWznKUzGz+kyzo19hQ7zl4hW/Q59rME6BgAAAAAA4hEj0ByhzvevpbXalqEJmWqyKXOU2viy908y1Pyrt1P6gfvp/r3bae2vNtNDp2q9Hr2abvhhmtbelqb7H+ik7Q3N1ks+qzroT/7I/98qSv3Rn1AHXzZXZOy8ay3d0j7CgtbV1DHQQ5uUZzcBAAAAAEB0Ys1ozr02S7Padsn9Xo7NqhYanHyesttTtOryWcr/1RAN/c0k3fChbjr6uTtkplpxA3U9c4a+WH+Whv5qhCZeW0H127P0/OQRanm7zOLF21voyPQ0Hb1vK9WTJePIqTmqv4PJODlNR7apD4gCAAAAAIA4vK3EkL8r5+8fohs/NkAL67M0/UK3z1J1EvAPtjdQZiZF2ckz1L1GHgYAAAAAAFedmjyjOZUfJ/6P/ay4Y/MVDDIBAAAAAMBipopAM08P3ZYWzzTe9if8e5S3Us+nra9fAgAAAAAAUEWgeT3R+TyNnJqlFWtaKfvdb2PpGgAAAAAAONTmGU0AAAAAAAAMavKMJgAAAAAAACYINAEAAAAAQCIg0AQAAAAAAImAQBMAAAAAACQCAk0AAAAAAJAICDQBAAAAAEAiINAEAAAAAACJgEATAAAAAAAkAgJNAAAAAACQCAg0AQAAAABAIiDQBAAAAAAAiYBAEwAAAAAAJAICTQAAAAAAkAgINAEAAAAAQCIg0AQAAAAAAImAQBMAAAAAACQCAk0AAAAAAJAICDQBAAAAAEAiRAo0i33NVFdX52zNfUWZAgCoGWOdVLeln/x7V5H6t9RR55jcrZB8F+vHXXm5p5KnTvTvqwy3QTP1X7D2xNgb6BNhWDaN5TPcD+s62ZnxELJ6+lUULN9WrzNmWdp1qCqdLC54f0yyz/n39xhc6KdmxS9VLLvE95fkkT5Vk7bXun2WbLHsHmCDQBKRPx6hgSZ30oZzWZqfn5fbNHVQQaaCpUZ1FwOwHGgZYP14oEXulcl3Zahpcp7O7K+XR8DVpn7/GZp/oZsqtUi+K01TvdM0uE0eiMK2QZrunaL0FR0nCjQ5k6Is8z/nWqP6KAt+G3oaKSfTco0ZasA4Fgm//h6LNd10Zv4Mda+R+zYsiEmL+GCQqqyhQvQbM5ViX5omD9ag7QnAZcs05uKNtdwGw42U2b30brJCAs0iFaaI2naohqqn7v2Lz3AAgGpgF+0dHhcSsHRhQUDmeBtlzYvZ5VkafWqUZi/Lfc4CG+svLMgdNspv76DU8eErPAvSSCkf/8ufGKFU7wEnmGn5XPYqyAdMioUU5RZhICdil3W5eDdYV4w8Heohyn7OQ28Lc1T8SZ5GT4xqW35mzkrf1k5tM0M0GndW8yoTEmjWU6qRaOSEX3f2uJvQlv/spT59WcS1jCOWasrp+oybXYa1BGTlcd/BaMsq7HxzOUJLZ1tZBo/yRf2qzCH1sc2cAhfLFXZ64DKP2i4mR58+ze1eVvHRuVOG990dR8xO9xSIjqetuhwd6DK49Cb16ZUu8K2/Mt0G+4Ope78lAR89uXxTbbspi66XQDvaZauyu/Kr7eabj60Cy1AJk8+oT6bbNi3Dy0lTut3Oq+s0kg+YGDY0+1s5zdtGedXGhv1V3G2x7Sp3bT8Y4/3KrtOjfU6aeq6Jh8+IutU2edhU04WZruujuc9YLZL6cLRt6DXIDsWTQ1TY2e6aaVr4m/toz2efpbNyn5N/oIGaHz0l9xhrWqlj/QgN++qCocnSSaPycBnD1gF2pAsFmpI/3eRp+HiKOrYrAbOvfKb9OdYxT115LCvqPmWXp/Y1D5910sL7huZvzLbu9UG9X2vlCXnLaaKdXkujyjGzj4T6u9EeK132I6XdvJyG9jQ1yHx6u8P7nZuAdnuliTamaYRpMNPEjjv9hOdtYONZg5Vf7T+R5NLr6jwpDzvo6Z7l90kdevn82DCNrO+gVuOmavbk/dT8q7dQw9Y07fn9Pcr2SXrwhO0lLdS+s0BDJ1XdmITJb/pAmF1qQCmUi6XDm1eWVq5cWdr7nDzkMF7au3Jj6fArcpfz3N7Sys2H2Vkc+1wlzyuHSxvVfZ5fK8M6Z+PjVgnlMvay2izG97F9pw6W4/GN2r5VplHGPr/8Zvm8TbrMor59du3yfEUe+xxHP5oOWP7nxp3fOsZ5Llmsusvt4Bg6F21VZDHqNhGyK21xy6CXb7XVaFvk+uPr1lW+LMPRgfAftb7x8m8NQ0+cQNmkLKruWH5dL159QCLk1tuit03W52qrobsIZai28JfP0Btj/HGrbboPWOep+fT+IffVsoWchm5VzHYxmx0W50bXgW5vf727/dnQkWyfy+6qTn3HBhN5riOvLDvUn432GbJoNuLnq7rV8vN0U1fKvgEvSy3b5sWH31la+dtPly7JfXak9OA7V5bu+svyEY7f+QKzbmknTa9a26x9Pzs659ubZgOuZ9Pf/Mtz+YQ5Zqh4pOnnmzaXNqrQJi7/EvlVPZn9WG272WY29onfbl2otnO1J8jfPexq9V3dBuI8rZ1ecqt6knpU7aIR1G62p/niRdZu+7eeT8DaYMoRXS4zv0xX2xqlfN92St0Z6W+wMm+++a7Sk+fetA78z6dLd7Ny7stbuype55cJl9+0eXB5tSFCoGkjFehyLreRTSOWG22hOo3nYBZWhjY4hNfhIuR8fq6m+Aht0ozF82t68kErV2IMfO526Dp3p3P5DJsouJzKQwaexy7T7YR6+4Prj6tbr/IYah6hH//2lanANw3dm3jKZhNmS8+yDRnCyvCSWUGTz6ssictXXfl03YX5gE5AWoU6CNJ7uGxhfmAQ6APutsX3Z16GlMezLkPeIFm92qbA63bb4Wzp0HsNmYQc7y0d+rHcl7h1W8bLJlp+r7bxtviUZyL06rTbq50BfmbkD2qHl5x6fo96An0kyCbeMmu69LA3l8dKt8439c7RZa60/VF16p0vSAZBkC8HttvSkXcbgvRtoftqiFxeMgbaO0L5Bmq7BP/6/RK/0bt75A15gPNS6Sv/ztvWcfUYbmMus3/7akGMzxu10OD8vPWQuDZVHJ/UhpT8ZT0D2rjOeIYo1USpmcmIrxxZD5E32UX6oS4HNGUCy+bylWU08a6vfl0j0VTB0su2QZofJkqL+oxlFoXied74VMUP+tv6K/TIJQKxNVBmhskYTXmWDDMZZ/mDb3x5vXAuSgHx6w/WbQR/4A9ET3bQEF8qYfX5L3PWAn3pL31cHo7KmhQxr7AoMPnXs3bIXQvr0ZSp8wG9SS3Dhb98UX3LOx/z7/XRfUgnoD9WqoOkiTE2mETxZ9/+4amPELSlU75sGJNXJyg/u4K2bipbfPZUnrX5Y7T5g/JAKD79VIW3jUlnjYFya2fS2mNkCC0DuQjPovmN++ryYpFGj/k8D1crItskoG9Igsfjeup+YZo6jkl/UpZl6/dnqc1+ZpUvze7M+j9v7evv4fJZeOfTroExCbsO8ReacmQ98qUvVXtR+bgdbdys8rpg8p0hGlhgPrttlbXP+cUUvXieibImbATXCZef245oxHlMim/cZ6eoENjXqiNGoGkhHhKPHAR6Uw5iAi4ysQZgOXA7WAOhA+9YjzTRtP0242Q23uCuwTqY30VYNTAPNkVdPCjyDjY9O6YYoKNi6a9tWLZL2aI+BC1k2JlznR/tTb3q69eJ6A/iDUheT46IdZhkgk0+mDRYby3KNuV2yqSoqM+dBdw8BV6wfZ9dC5Yv6qDvny/KBceLgP5RqQ6SpKZjg0lI//DSR9CzijygaZqkrFMOC8Zkkh9mX1o4PUFnaTvd0SwPMM7+cIKNV1vpDlbz0F/ptXsH0d79VLs55W1bny3r1d5ivUFvvxzk4VMXRmloxv/loZYdbVQ4NkpFno/cz8PVjFg28eob+rUqfDzmwaZ1TAReTrDJg2vrmVX+4pT+Aq9CoL8H9F2NgHwRbm69iHIdEm/Ps2PTu4aowTfYrG7c9hwPtWtyDa4LDLWviOBw/Vba9HZ5gLEw9iy7aWil3/qwPGDio+dw+bntjK87iC3ZF0FD3zrv79INKh4wdy76lsOVH0zNUye/azUYeUQpgzl6WnkTUgwIPWklEGN17s4Q7WqN6LC8g5l1HKIMi9ptzChftEH+jk89te5KsTsC9QFaq9125y72dZbbEzQjJS40GTrkBEqs7Y/o+uMDvRgw5T7/XImag+tPlyUm/C224+mKg7Wq6zcI9QfmP2VZuf/Jny6i+aY/bCDV7tr5Cwnypx+mLbnc9puy8uUF7ZMxsi+0q0F5UBkaIfKJtxMzlFYeqM/3eQzOHvnEpzcqvjh79A92Me7nbYqqgxiIgVV5+1jIrvT9MGo7NrgJ7B9ibBihjGqjRwNmVM0ZUD5zJX96IcYONfhjnPpbS5IV14k/ROf7qZf5TWpTI604NcTkXC0T+ExgwfcGQJTdc0izcUb1P25r5kWqXwUyxnxEuRkX45zzIhMLrg7qehR68njRyWHbAcqyEDPN+k/jwYDgVtrAeamItSPNX5iMSiybWAF60LUqeDxmY5jSd8ybAOFrJzrZOODfn4L9PaDvaoRfA2MT2G42DipxiOjzvlQwbquEXpOrLJ9hBoP1m7bSissL5HzzYeE09f6nCXaD+gS1KcGnjfgCg+cNICNUfm47uuKfSAp/65wNFtp09rEOmnbuStkA8M0skbM0NEztw+77uTbWMGcJpX2KRdPKN7fEMnOj9daYyNNAQ7umY31fqmVgmg0qipwn2vXZHbGsIKfd2ZY+x+6EZVol8G/biUcI7Prq0kTD5Vm8+nXMkE57eJrP3YJYBs7SlDONzfIe1GdU6vfntLYN7zDumO1v3sl0sQUsLai6sDp1Cw1qMvDNf7nfRcz6QwnzB9aRyrJaad6zp9F8058WOtCr2nGY3XHLJD/WZ6npRFk2/Ttp1rJXdqrsh3XtRDnz+3OBZaiEyccfdclRo7Jsmz7ndRfszqf38fi4+kfTELObSImmgzgwf8ntLC/RpllvyfrefLip9djgIrB/uHXv6t8qInhSxzk2tsokL9yfKJqiF7/D/lx3kh78wwEa6buf0tnr6eOfXk2XTj9DD/VdTw/ssQNNfkH1D1hcNt5NlO3VRi5ma71tfPO/oZ1UfJnbMaevqhh6dKW7sC6ohYA2WDAbsHHBWUp0tSOEmDYRS8D8G6BOfv1aJeTxHY9ZgKP0HdFPNR3xYG2EpjxvTC3C/N2/7+qEXQPjE9RuIw7hY4YzPinjoOhXFYzbKqHX5CrL54ibe+WxkN/ooaObBmgP65OjT2Vo+20PEv3ZPzBdKkvpDnwG3PgCg0qkmOKM7oN8U2/+E+Bt/EFN+TsBWDQtp5krd8BKuFr11gBnKeZqfQAXVIS9JFVFgAZAreGfpMpskDdqr/bT7R/opc3jP6MvrpuluetW0epVK0S+hdfniFatcmY6xadr+Ie4A4O5xc1yaANYnnj55sIc65OXWZ98h9UnPVmi15nYz2guBazls8qX4wAAYDnAX6rhs4p8JtF+PrOlmWjFO1Y7QSZnxTvKQSa/mIl/hWcpB2hiCTzhl4AAqBCxUjmV1r4VumIV65NBQSafhOIrwt9cepMZyyLQ1D8+yt9W4/9UGWYEAQDXOnx53lrZEc9n3rGVbrUDSj/44ytLdvzkq1nsOtCUoUa/R5YAuOrwR0ti/nO/4iXYpenTCS+dAwAAWAxMPXU/ja/L0sN3eD37BQAAyYBAEwAAAAAAJMKyfEYTAAAAAABcfRBoAgAAAACARECgCQAAAAAAEgGBJgAAAAAASAQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAASIVagme+qo84xueNQpP4tdVRXZ23NfUV5PAr6uXV1zdR/Qab0NVPdln6WAwB/uE/G87lFxlin5ftdebbD+kMf/1s5ot949CcLs7+xTdQbAS7nou2PeepMcOyoxseELFF1HEqS7eRlK+N7kva+0E/NLt+0sPy3k0kDbGrrQ1GQ40RgneFjiWVLmVYzX7LqdcchFSJ8MUF/C/D1OPAxyNseVr9d7NfAaIGmUFYdpY/LfYV8VwNlGnM0Pz/Pthw19jREdAKuoAaaPMjPk9tkB1HBSq3ff4bmX+imemvXxZXvfMCLJW2HpAeZCORPEOWY709vyLABmfWHdS0ypRLydOhcttyfhhsp06S2r0CTMynKTip9bqCa+hYnYWPHciFqO6P10RYaZP4wuE3uJsmabjozf4a618h9G9Yf08J/B5k0y4OlOD4W+9LWdTlwbAgZS9iNSkNPoxjbeFquMUMN1+L12s/XY9Iy4G2PfFeGmpgNzuxf3KNdeKDJL8ZNQ9QxOU3Z9fKYQ56GjzNn+5ytgBY60JuikRMRHOpCgaaojdrVgY0ZpftKDHQALBJaBqyLqggaqr7Qs2BBHYy2HWB9doSGtRu/RkpVOegBkATFQopyy/DGZ2lRpMK6XMRxyH8syZ8YoVTvAeeGoeVzWUodH76qN/XLD6bNHdUHsVeC8EAzKCIfG6aR9R3UqqTVb++I5lBrUsxNzYugQsDSDZ9GbugpEB1Pi2n58gyqNY3sTNcbs1X23aWYhlbSxXF5jjkFrabxrVyXPYWv1Cnu2NQlBY8pc3upVDunTFk2tvkuN8Sv2738x8815NNk09N0PVh687aDlK3PmgV32mC0W5NFzpjbaUEz4pocrGw5Aa6g+4DvkgKXpynDzh+hNM/r2MHwIdUG0ifzjgxSR2rbDHsGtdvtjx7yGue7yg/EmnVoSsldcXNXG/z7hRt3O8P7nd5usx+pfs7PNbxA2kmzm1NWgE9IauZjHsTRW9x26mXH7aPymCmPqjtVp0IHHuOHlseq35TJ61wue0N7mhpkXl2nMv+YOk7YZXnhzm+Vp9pNP5/L6VlnyBhoo7VT6sBb97LcPqlX2Z/j+YWK2iavNninifq6+qV/2e3k+Rso3d5gnWPYUiNwLLEmoDq2K7Nsa1qpw3XTa+HWvXUs2lin95Fgv+DoOuk8KQ8rxLOzV79Rj0l7O36k1+/SsXEttPVi2UuThJWTZray86py2vWrdem+fMUpReZi6fDmlaW9z8ldznN7Sys3H2YpCq8cLm1cubc0LncDEXlXllZ65fcqW+Hi4xtLK/epZ42X9rKyNj5ePkPkUcoQ+yyP3Ybxfbxu5RxepyYLa/M+43ynPEsf5fxW/StXbiwdfkUcsMpXZRTll9PtMrT6VXmfG3d+68Svm++rurHOUWQx267KYtqUyWX/dttBymbYbnyfUbZTnpW/7FesbNXHFEx7WuWo7bL0oJaltdHEy1dZmfr5SnlGfbY/Oe0X5en1+be7fL5evmkTtTzDX0Jw6cvpb3IzbBQIl8XJz+Tw7RduzHaG9juvfbVuQwdWeYbeFHmCbGDiaovIX7mPifKc/hFHbzHbWXUftY6Zvm6OIeV9j3a79K6ff/Hxw1Im/VzLP1SbeOlYlVfKr7VJxcjv+L1dh7du1X1PGZW2aTo12q2O227dS9m0Y0yeAL9wl1FGl/siGzvt3146NHXutp+p8/K+QeBYotdlYfiXiqE/7/NtjHKYHHuV9pt21THbZOVXfS9Q9z52dtlHy2e0JUjHQqdqu8dLh2Vb9Dqs89R26nK72yX6oqbjK8vVDTRteDncWX2N5SbYuDa6kT3PcQ1wfg7O0Nrm1oc5sJoyuQczhprHJY8ftahbb6s7ndch010doIxLpx6yuVHrtvL7Dw423uVqchtt5nD5fMuO4KuB5bv0Etb2EH80znfbhOHRRi9E2RHaFqUsQVC9IXqM2+/CfdGsy+i3gToy8mrU3sfcNlYI0lvcdrp8sUyYn1kYx7x0qMnkoUeXPD5t08711rkuc0hdLsz8Vh2qjUyduH0uTEaeLtvHZfFpq1v3Hm0xMXQX5EOiD3uleeiHl2O3MahMG7dO/BFyOPV5tdHbzhYRfM8hqJyQdnmVq+m6Qjsb9tL1FmxvNW+QvrV2eepHrcejHYH9MXmS+bzR+iZKyZ+R2DZI8/PTlJ1Ku6bQo1I8P0XUmDIejE9R0/oCTbrXvixSTM4wWdWlI7HU6k9qQ0ps3hSpwEVcZzy0y2WYmbTK5XoYJmspN+ZUd3DdYViyFXrkkonYGigzI3XHH5+Y7KChJist+rKOgrYkkKYReZiYxbpfmKaOY7Ju3+USYxnYA+EDMxln+Y1vfOmqcC7Iaib6UozXC3AO4vGPkGcefdsdRgR/8cSSvyHCSxUtAzlqmxmi0UqWVGL0CxeB/S7EFwus7XHHl8g2uAI+FlVvcdtZiz4ahvD3iESW31vn9etYTVMF5g21oJ5SrDhXX4oMl5FoxFmm5Bv3oykq8L5TxbjtUGF/4i+J5MhamleXYSvz0xhjn0G0scSvb9VT667yux38+c62g9Ff5lOXs8WjCj54xwgqFdqZ9b3sTvuxAP7YQBtlfV/O8dOxz3jvQUWxzlWmukDT46JXPDlEhUBj+mE5W7ygoIz/wBR84QiEd/5HmmjafqtuMht94HdhDXZT5z2GTnVAFkE3r4tfNK7UcxWWbG3Dsp3K5jwULp7V5cdyRKwjxrqQ8Qt90yRlnXLZoCSTLHiwaaWJQdMz2PTqSFbntBE+sNP+AoKyRX7BgA8C+pcQcjtlUiWEtjuIiP6iocgfuc0VvBxU035hEuKLXoF20PNisWyQsI/F0VvcdnKq6aNRiPOMb+gNkU3ABbKi60gScBmNN6zFpry7UM24XWV/Em8ks/Omdw1Rgww24/tpLcY+eyzxsOmFURqa8R9ryu92WIGa9pJwADzIzGyYdmSe7vXXnGeMwG+I5M9q7Nyyo80KlPl7KzvbfW7wg3QcMN4bJBLrJEx1gaaM5NNOYJCnQ+yOom2HVLO4S/N5OJddADq12csijR4rVD4rt62d3VFlKK098JymDOkvK8XBvHMQQbT8XQncGQs9aWUQYo63O0O0q1XUUezrVO6SYsweRIDrtXBs1HHOfJc+syM6SruPrZgdyxct3hnlz6iYsxu8M8qf3Gc6lcDS3/5WRxx5RHl4euwQZdgdqAP3gePpKi6wbHDUZlf4oCd/VkJgu8MJ8xcXXB+UpQN+g/RYv3YBFD7gDIp8EIwWnNS6X5gE+qJ8iTCj9PP8ozFmBgNtkKyPxdJb3HZW20e9YOPpIadM6XvOm8S8jgINnXRGFOpsVzQrX/4oXxtYCX39HjaVs1mava2ynOvIFSB4fOQyEmV2Gy9uSKodtyvvT8wmXWWZRABiE9tPY459gWNJPXUf1Puw8F3fAIwhY4nMlgxNKW+rB2POAloxhC/i5sfw6UfU0aAKOwt9D1Mnn4319dtgHbvH+zz1e63wJhDrJE3VS+ctA9aStz3NTMMRP9HCDEXG8tjQrunI34Oq358VHYmfa3Um/h046zuedpkNxzpouorv6al18C19jt2RybSKEFPv/NuG3m2uX8ec3Enjuqzdpwvq9+dYCFJeShneYczsMNmme6fksoDc7KUY1kGnnOUES2bbxm47eMA/s6PUXXeClLpZx3P8R9rM565bLBPx77E55bQbd93MByaziqx8C5hdsG+UeD5xQeSf51JtMExUzYxmYLsjEOIvnhjLZWJzLvaTSlnMnymnzHDwQTDaTELN+4VJkC969HOXL6vEtEHNfUwhnt5itrPaPurF+iw1nSiXyb+XXPY9Fkx8M6uM4cPUPqxKZz0SU7428L7Ne7sb/mkv3d4xriM1Imx85DJqfsE32a+Cxu0ouq+8P7EbI9W324lyzvUurp/GHfuCxhKG0Ydd6R6IQIvd1GlvqwdiB7S2HGmaZAG7L3zGX9MJs9VBffa4Ujtz/bWza8nIVMCNfpiOXeM9a4/nUrp7bKg21kmat/EHNeVvAMC1ylgnNZ8/sOg//AsAWKbYjxBcA//YwrUGAk0AAAAAXEWs70Je6ZlscGVI5q1zAAAAAIAQrLfG0zTVW37cAywvMKMJAAAAAAASATOaAAAAAAAgERBoAgAAAACARECgCQAAAAAAEgGBJgAAAAAASAQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAAS4eoEmmOdVFfXTP0X5H6F8H+Mv7mvKPeSIE+dFctZpP4tddQ5Jner5UI/Ndd1MokseNvruuy9KhFll9tZ7GuuXdkGouwt/Uw7Jpa+kqp3aVJjH4qC8IUrXCcAAIBlS2KBpn+wwoK3R5poev4Mda+Rh0BsWgbmaX6gRe75EykYX9NNZ66QPer3n6H5F7qpXu7bFPvSNHkwWpuWCsnfCNUaFtjunqTs/DwNbpOHAAAAgCq48jOaY0TtHoEGuJYpUmFdDsHN1eZCgVLfHKTlE+oDAAC42kQKNMXsZF2d3MrLtxyxhGunySVRfqyhp0B0PC2O28twopz2NKVlfnV5zp4BVcszZ4M0OVhdrAYNXU61fLkE2WctC3ov3XLk8q08v7nPrIEhlv3tPHGW1fWyTT264cv25fydJ+Vhia0vG7cdrPrSx4kKPQ3suC2rfBygT7ZDlOH9iICmT3V22ljG55jyuNpr65zrT9M/z9dA6XYuI89ryCHz5/1kMXHll+WpdtPO92i7p4zyXM/zy2mWz/roXpbbL21l+adRdqhfKMhlbvtcbblbba/WPqs+V1/g+ZtY32yyzin3PSv/0pqZBQAAsFgIDTR5ANFwrIOm5+dpnm3TvVOUti+07OKUnsqW0w6mxGG+rDvdy37vzInj1kxVkUbPqeWkaOQR9WLOYIHp8A4rfX64jV2k084F0pRj/uAkZdiFvEx4+SPHiHI83XNGlV9QG2ho17RVPtuy5zI0IlMF/GLcLsvg23AjZXYbbfDjwihNOmVPU3b9CGV8L948eEkTDct6WP6mYxlXYO3gaYd66n5hnnI7iVK9vF51abxAmXPtVtl+S9XMFmmy7CfknUrHCDbcusztkkkaVr5Mo10P27hOm4xgayZDGVuWySylmGxaUGWi5J/uJVYeC55OyPaK8zN6YBmI2RZLF3b9+a40TQn9yrR1/GiA7plsk9LHRb+I5RcqTK7dGWp0fCRHzDUtIvip2RfyJ9T8vO8dih7wAgAAAD6EBJoseDtWoLaD5cCsfn+W2o4Ply9CM5NOAFS/rcUjgLNhF98BpZztHZRSzhWwwNRZPt12gF10CzQpMrjloG2D4kJeJrx87XwTdsEfmmmj7P5yjpaBHLXJ35z8iREWOBwoLy1yGWmIRqMELWu6adApu55ad6WocM4ndBwbppH1WTrgLCWztn2TBUhyz5PIduCkKPu5kAVSZoszirzdB1nwcWxUC1Z8GTvEAr0s5VRd7vfQvdR5Tg12hd1HaFgNJJkunLKYHrPM7lPnAyRR8gs/UNu7ppU6HL+KgMsvLF2MnCiHYWU71lPLNlcrdTS7MuL4hQdlPbSwuq1fUfzU7AstA8qS+bZ25vdTVBD5WXtZ0Fz2BQAAACA6IYEmuyDPEI2020twfEvTiH0RYsHe/DDJpXBj+dELPtNil9MUMEPngsuRoqbASItRcfmMAgvU1jcFBHNFKkyxbGIpVNZR10CZmehBi7q8LR4t8KF4nlXUmNICgUDi2qESUkG60Yksv6fO6ynVGBJIxmFNihrZf6lKX3TiMjKPtx/3EFv7CBOwIIJuPnufI+sREX25PTpR/UKHB4DT1HFM+qOznF+hn2rL8LyPAwAAANUTEmiy4G59irKTcknN2ZSlQB7k8GOTHTTUFBDk8CBQvG0uy+BLmDIpHC6HeaG0LqgOVZXP4IGUOcN6ocBCahsrAGpzlirLW5SXWHgwkdlQXkoWjxb4UL+OR1pWIOMgAp4AotqhUsLqV/CU3wsvnUsa1y2SGTQu4/ryYwnOpjx+Ib4AwI5N7xqihpjBZhy/cGPNNvLzRLArgs0K/JQHmU3W2+ZWXn0mHwAAAKiUkECTL+WR73OIxb7OckAjZo78MWe5iieHIgcu9sVTe+aSL8/OyN+M6spnCPn15+Pyj+qzoi072mikPcbLGg5WUFwOnqxHAXwRAViGDjnLx0Xqf8R/jimOHSKjPceYp872kfJyq9SVs7zNApW0OhPHl16Z/GlVl30ePiSWsUfKz/xy2A1D+ngbtUcI3muDdRMzdNKWzmqrA5eR9LaUYXbpKrdLBNixiOkXGkxORW+pDeUANbafmjPL/NEN+VO0ES8DAQAAqJDQl4H4dw9zjRlqcJbV2CYvcPXr5IsWcrmNhsszndaznOW3ztV9vqXPNcaacRRLlKocJ9q1ZzSrLZ/VQIPzOWpUlhyHdxgzO9sGSbwMJdPFFmkGSz7X5zyCkKZJFhT7wr9rOZmlKSU/HfSfoQ2yQ8vnskTaW+cR2dlBtLtcJn/hpTwjxnQ1rLRnN1FWm4lz6zJ9zmsp3Vr+5S/X2Pmsl1iu5Cd2mAzftHXEZRimdta2MlxGvS18s14GYjdALAh1fJLLrs50huo+pl9osABZ0Zt4Uc5+1jWun4pnONW+RZjRBAAAUBPeVmLI3wAAAAAAANSM0BlNAAAAAAAAKgGBJgAAAAAASAQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAASAYEmAAAAAABIBASaAAAAAAAgERBoAgAAAACARECgCQAAAAAAEgGBJgAAAAAASAQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAASAYEmAAAAAABIBASaAAAAAAAgERBoAgCWNpdnqfia/G1yeYHmZiYo/5MizS3IY4udoPYQa8+rU5Q/VaC5X8hDAACwiEGgCQBYeizM0SwPuJ7K0Efev5bSuaJMUHhthPY03E6ZH87RQmGI9nzwI9R/XqYtNqK0Z+409d7ZQHu+UaCF1ycos3Ut3T82JxMBAGBxgkATALD0OP8s9X7jBVpYdxPdNCuPaczS0Kc66dIffZuOfLKVWnf20Mknm1ig9hCdviyzLCZC20N0Ons39d/6FJ3MtFHrji468uzD9FL7Hhrynf0EAICrDwJNAMDSo7GDjmS6qPWOFF0vD2lceIb6T62mrZtWywOMVCNtnhugoe/J/cVEWHsu5+nJr83RHR/aLA8w3tVETSsm6Ot/4zH7CQAAiwQEmgCA5ce5SSrQDXTDKrnPWX0T3cj+vDizBAOzC2dpiv1Z9fYV1r5gNdWvITp7tiD3AQBg8YFAEwCw7Che4GGZN4XCEgzMXnmJBc4+sPZgThMAsFhBoAkAuLZYjM9oVsNb8i8AACxCEGgCAAAAAIBEQKAJAFh21K9plL/cpDak5K8lxK+9j3ylbkxRvfwJAACLDQSaAIDlx4YmFpgVqah+KujVAvHPaDauW4Jh2ZpbiYfOP5tVG1SgwswSDZwBANcMCDQBAMuPNffQvuYFmpxSArOLRSqs6KKOj8r9pcR1LdTxyRX04tRL8gDjtYv0Em2ifWnMZwIAFi9vKzHkbwAAWBq8OkDpjz1GZ38+S7P8H8e5bhWtXr2C6Hefope/vNXKc76fPnLbM9T0109R969MUGb316n+yecpe4f6zaNFQpT2zOXp/o330Rv/73+h7IcuUX/3fXTx49+m3CcwowkAWLwg0AQALF8W5qhweoIKlKKtm1K0Sv0M5VLk8gLNTp+iF//nTbT5Q420+u3y+JVGynGW6XXzunpadbXkAAAsehBoAgAAiM75ftq+b4I2fbyF6Dtfp8fG3qCWw5hZBQB4g0ATAABARE5T5pZeqv/RSeqS/7rn1CMNdNufvEFd4z+lr/6GdQwAAGzwMhAAAIBoXHiR8nMT9NA9/c6/RtTYeg+tpjkaOnFaHgEAgDIINAG4FvnFHBVOjdLoCX07/ZpMB8CLNa30x59oo47PtJS/3fn2FXSD/AkAACZYOgfgmmKOTvd10r09eVK/yCi4bhW1/vmP6OhOuSYaBxa4zv58Qe6EsGIVrV7Kb+VcXqC51+coWmtX0KrVq9j/rzIJ2mf2yY/Q2ocLWDoHAHiCQBOAa4hC3+3U/JebKffdr1LLO4gWzmSo+c5T1PUPP6Dud8tMFbBwfoLy5/h3eSJw82Zqba4gmF0s/KJAE/kCC9mjcBNt3r6JVl8nd68SidlnbpQ61+6h0584SX/3la20CD8cBQC4yiDQBOBa4bUB+sj7+2nrxDT1fFAeu8wChV/eQzQ8T4Pb5LFFQF1dnfx1dZifn5e/kqdWbb2SMgsuF6j/zmZ65sPP07cPbkKQCQDwBIEmANcIxb5majjSSn/3co/45wwFP+mltVtHqetHZ+jhdfIYY/Yno/TiRbnDec9mav3gEp6FBDVmjvJdH6H+Dx2lk+KzRgs0N0e0asl/qBQAUGsQaAJwjZDvqqM05Wh+oEUeISpkG6j52D105h96SPsK4sKc+BdqVr1jFdEvZllYEfzc3lyukzb2nJJ7wdzw0Sfo+cMtS3cGbG6EOrd8gSK19u0foye+e4RarnJja22fQl+aet/1BB1Ny5uP84/RnpOtdPRBfEsTAKCDQBOAa4TZv9pOa0/to/m/aLUOvD5E6bVfp60v/IC6ldlM/k8d9h+9nlq3F+jBO79Bqcw+upQdpd/6UY7aFnl0+KlPfYre8573yL3K+fznPy9/AZMC86P011bR1k3Ku+avTtCbndM0uF3uAwCABIEmANcK/Jm6j91F+Q9/iTr+7X+jw994iz4+9BR1rddnKue+l6fi7S3UyALR7bcVKTv5OzR59H/R73xqcb/sMTY2Rl1dXfTTn/5UHgE159V+uv0DGTord8uspocnXi4/+wsAABIEmgBcYyy8Pktz10X4hM1YJ9WdbKf5Py8vtS9m1q9fTz/84Q/phhuWw1cdF2hulmjVasVGC7M0+4vVtPodch8AAJYA+GA7ANcYK97BgpWAILN4tJMeOjFLp793klo+fAc7skCjTwy5v7u5iDh+/Dj9yq/8yjIJMjmn6LNrb6S6X76F1r5/Ldtuobob0/TM6zIZAACWCAg0AQAas+fO06WZw/TM7GZ664cnaeRPHqO3PtpBi/mdc/5MZX9/v9yzWJgr0MSJCSrMenxcfW6WZo2DC6/xl54WEytotZjRvIHe99Eeev6fjGdpAQBgCYClcwCAgfKpml+wIO36VbTiKn9wPIivf/3r9O1vf5ueffZZeWSO8g/cRf10D23/tQI9c2SITq/qppPfzdJW+ZCp+NRTT4FWrF5Nq3jbXp+lhd/N0T8MLJa34fPUuaVAB17oLv9TjwAAsATBjCYAwGBF+XuIb1/cQSanp6eHOjs75R7R7NE9dN91X6SRw93Utf8IPf+jQWo530/b7zWW/1fJIPPGW6njyWl6edEEmToLc7M0F/FfjwQAgMUGAk0AwJKFP5v50Y9+lFpb5SebGGdPTdDsU9vpoe/IA6u2Uzv/V49OjdC4Emm2DbxML/8j2yZy1LOj/ur/e+QaN9AvUZ4yd6fpvp5e+uzvNNDtD4zS7GWZDAAASwQEmgCAJcunP/1puu++++SexR1/kKW29MPUtkkeYCHk9W+XP00uL9Dc64txunA1rfv1O+iPh3M0ePgIDY7/NbWM7aGNXzgt0wEAYGmAQBMAsGg5efIk3XrrrTQ5OSmPlJmYmKC7776btmzZIo9YrPiNbhr8ix7neUy6PEGnvs3+3tFGH5NvNK1YdRNNPbmH0p0PUeaRPXR7U5r6zyymV4HqqevPH6ZG57GFRtr8m0RzX3uS8pjVBAAsIRBoAgAWJV/60pdEoPlP//RP9Pjjj8ujZR544AHxgfYwCn0P0cD1W+nIn5bfnF9d30iNe56g3NNH6MjhHH3nPxJl7txDQ6/JDFeZhZ8MUebzI1RwBZVTVHhV/gQAgCUAAk0AwKLk937v92hgYIB+67d+i771rW/Ra6+Vo8Dz58/Thg0baPPmzfKIN3NjnfSRx1M0+MJJ6lA/DfSbWRpMl1/9WfHrWylFE9SfK8ojV5dT/9/91P/EffT1M/KAQyOl3i1/AgDAEgCBJgBgUfK+971P/P2DP/gD8fcv/uIvxF/OI488Qp/5zGfkng/n++nunl+io/9wlNrexfb5p5rEDOEs5bP302On3EvlhXMF+evqcusdrdRyeJq++hvywOXTNPE9olWf/hS1LPKvAAAAgAoCTQDAombbtm20detW+rM/+zN688036X//7/9N//Iv/0K33367zOHBXJ7u//wb9KXvftV5VnO0+7OU5z8uPEOZ/zxEvV951vWvHaU2pOSvq8vqPVlqPZmmdHaERk8MUOZj99IzjUfo+S85bzgBAMCSAB9sBwAsesbGxqi9vZ2+/OUv0/z8PG3atInuvPNOmWowN0EPbb2fJj+0ld7nzP69QWfP3UpPffdhStFpytz5LP3OaJY2ybfR546m6ZY/fIuO/ONJ6uCzn4uEhfMTlD/3Fr1n0x3U+K7F9QEmAACIAgJNAMCS4LbbbqOFhQX6N//m39CLL74oj7rJ/2EdpY/KHZVtg/Sz4TbxvcyFv8/QRx+eo48/2EK/9OozdChboNbc85S9YzF+sh0AAJYuCDQBAEsC/k9MfvzjH6enn36aduzYIY9WwcIsTf3gRbp4fYq2bkqR/Y8hAQAAqB0INAEAS4Z//+//PT333HNyDwAAwGIHgSYAAAAAAEgEvHUOAAAAAAASAYEmAAAAAABIBASaAAAAAAAgERBoAgAAAACARECgCQAAAAAAEgGBJgAAAAAASAQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAASAYEmAAAAAABIBASaAAAAAAAgERBoAgAAAACARECgCQAAAAAAEgGBJgAAAAAASAQEmgAAAAAAIBEQaAIAAAAAgERAoAkAAAAAABIBgSYAAAAAAEgEBJoAAAAAACAREGgCAAAAAIBEQKAJAAAAAAASITzQHOukuro6fevKy8SrQZ46mQydY3K3BuS7zDYVqX+L1dbmvqJH+jLiQj811zVT/wW5D64evK9t6WfeB64EvF/z/r1kscdmMTaxMauvujGq2NesjPPmmFAeE50t6pi4RP1a848rNE4KGyzXaw24coixYfFc16PNaK7P0vT8PM3b20CLTPAnuUG8hQaZDIPb5G4NaBnQ21TsS1OmMSfaemZ/vSt9WbGmm87Mn6HuNXLfRAywnSy8B6C2LOmL6iLoF/kTRDk2Rk1vyLCLSgNNrqtmjMrToXPZ8hg/3EiZJrV9BZqcSVF2UqbzbbmOiV6EjZNLmWU/xvPJqcU+mVJLGVlZjzSxmG3x+CuWzj0onCtQakNK7gEAwOKjZWCQ3XYT1e8/IwK/6m6+2Q28GjhuO0DZ9SM0rK0cNVJqOQZaACwnWJ9tf6Gb6uXuYqDKQNNaxraXUqwZTGuJJX2cBWw9Dfr0rbkMHzKboS/l2HdcVvna0rla7pZ+ymszJXZ+VVb9zqE8s+Itu3vmxVhGcpaFdH2ELhdp+uikfq0ejzscjyUobx15Ix4BsPNqMvvcSfH6mjJUoBFK83MMnZbr9ZZT2EFNV9ur6ZOh6UKfDbf1X5bfaqfadvfsuWELQzdR9Ra3bjt/GQ9/NfVn2LSgyuZRlpNmyO1tXxNbHkU/og61bN2e7tUJH9+0yzPSvHTNy2zoKRAdT4vjln6kbH18hoXltdsQ4BvWbEw5LeiRGk0OVjar3UD3GbdPSbg8nv3C8DnVBvwctp9cn/CQ1zjfVX4g1gxmk32/faFAU/Jntej+YNgsoj3d7Q/ulxbB9g32D9PnA2wdUo+GZqNOGpWHyxh9PsyGWnnh/VDk9/LlAN+L3Od4GXF83mNm1bZzmSB9eOhdlJlmrStQpokdt+0kZeuX/qOOP07ZhizRxldOkP1jyGjk1evkaUyffVKXUg9CX+1py5ZsK9tGjq0BcVCilMJ4bm9p5cqV2rb3OStpfN/K0sbHL1o7pYul8efs32YaQ5SzsXT4FbnP8h/ebORReeVwaePKvaVxuVt6blz+ts6zZbDKVfKJ85ic++wjVn41D5dt5ebDLMXi4uMblfxu2fV0t9zjj8uymCyOXKy2vYquXITKzc9X9cXg55hyB7RDwzyX6dP67VGPimkHdpbQp1qP2RaxX9aRkEttmyhTr3N8n3l+ed8+X/U7tXxX/ewX173Lhnb7fX3LTdy63TYw/FXu+/mPVrb0Cedctr/XOc8oh5/raV8TaT9HZktXat8UbVTaYPYH6xzFfqb+VVkCdO2nK7UdHH/fMHXLynZ+62j255i6Zufq/TVuv2CwMvXzlfKM+my/qlWfsNJNm6jluf0uCJe+pC8Kmflm2CgQLouTn8mxr3yuXk9Meyrtjzom6PYp68fVXnG+6R+6fvWydFnK5+nXRQ1TRlvHTp8wbWbqx8Asj+/bbQroh16+XIs+Z51Xlt+2ma/Pe8ghzomoD3+9G7bjSNk0XbL6qx9fg/0srox6OWa5qq9wmMwhfUv1D9FnVJ9PkGiBpo8wQlCtoWV0hbr3BQFlu5zQIci5LLyc03Qo1aH1/O4ytfQgmQ082ywJl9vb8UzH0dolztE7qgM/1zPNox4Vs/N7DAYuWUwduWzpJbuKLpNpH3dbjDZ42kjJ4+tbbuLW7cofphsVj7QgH3L5pad9Tdy653W42qjI4ZZBb7M7ndcRrutQXXmi1m3l99NPGe9yNbk9dM/l8y3bsx/oBJZf6z5hnO+2CcOjjV6IsiO0LUpZgqB6NT1GtadH+3kdAf0y2L4R/MMsz0DNK3Sj2cYbLxtp7fLyMd4On7Ld5fF2SZkD+mG4L1fS5ximzsN83kOOOPrw17uH7Tz8wUSrm+cP1JHEo9yyn8WU0UC3b3h+XV8ePh5q99pR1dI5f0kmR9bSV/BUcpEKU0SN64ynBlJNlJqZNJYoJPzh68kOGuJTydoUsIpPuQlSPM8rTPk8/6BPvfMleG9qITdf2iIaaS/XVyem36eo4DUdvm2Q5odJTqlXMWVeYPZaz+wmdy3qKdVINHXexwPWpKgx7PkubTmGtyMA7jcuGcp42yhFTeuZzrizRfItH0LqDiPYf8JRl2/E0rNNFfblzyNX/kyy5cvWoya2bA2UmamBrm18faOeul+Ypo5jsm5tGU3FWAb2QNhlJkMNTj2Wfvnz2tGJ2v8Zte4TGhWMtwJL/gbxUpD1/KcfLQM5apsZotFKxhF16VQs29pEtacHUcYEX/uG+4cbf1tHuy5GuAbwsZZZ3V4GFVs784KpgkeZNe6HVfc5D6L4fBAh+ogej/hT7fgaNo7EkzHGeGLj27euLlW/DCTeyJ6fp+ldQ9Tgq7iAQCTooi3e9OPl54hYQOXXOcxy410c4lG/jjfEu6P3b2mgyYOWPviW2ymTXHjrI57cPHAy3gIVW8CbZryz8DxiwKkw2Ay4WFUcOPNBrWmSsk4b2EVMJlWCv42Ui0lE36o1/rKFwwfBzIZpqSPW53qNnlML+8bG8uW2Ydt25c15OaUaXYf6Br/wWWliAPe88Ck3GQ7WhdlG2GWn9aUJbYv8ZnWc/h+BqvpEJeOtIn/kNlcQNPALoXgjVrZrMmvIE8We8Qm2b7h/6ITbOvy6GOEaIIJn44svfPN80aOG/bAmfS4BIugjWjziTS3G1yjjSDQZKxhPQvvW1aOKQJMpoqusJKHgAFp2tLG7rbRiHHb+7gzRrlaPTsNgSit3BD4QyJ8a9dS6K8XKPVR+aJd1kkyUyL9StrWzO/kMpZUHfPN9XA/mXXGehgPk4DNIwXJbg9/QSbuePHXyuzcH3naizO5onanY11nWvbizrJA1rdSxnt1VqoMLs1X6eBu1V/rWqzlLOjYcY/bGAw8biU9WUQe18gtjJN+qDNEPjg87dhX1zsgdjq//hGHOgBRp9Fj5olQz+3ogfPXYqCNjvkufXeN9e6Rdf3DeoVpdB/oG6xOKH/rPyloX4ZFHFD2PHXLb5Xg6XhCsEa//h1Jln4g/3jJ9UJYO+PXhsX7twip8YGe7nPXkF8VoNxDmjH7x5JBy0xrVnhUQaN8I/qERZOvo18XQawAfa5lV1LEiiJr1w5r0uQoQ45bypQOmj7Q6qxioj3jxiJsaja+BfhZHxvjjSXDfurpECzSNqWBrypd1TmZ053g7UU69s/hclkh961xMPfNvs9nlNNDQrmnxnUpP2N3LlLMsbOX1+nwH/7RHbqcynb6bKGveidQU/h3PHDUqSxTpc9y4LXSglwV+TvuG2Z2NPMUDLvd071SA3Oyu8Zu2Dq3y2oeN+0re9kbDNj53l/XrVNnSRMMRv7HF7oKztn5F2dbSSXZKTv/zjds+ZKktEP4pFdWXTrA7c5lUGW4bNRzroGnbPyP6VkUwP1f9Mc1altUGdT//CYPp/SC/kNhyp2mSDSo2Fds3AvX7c5p9hncYMxyszZov882+Uw/Qdf3+rBiUeZpvkBLoG2wgVvxQ2NhnNk4sWal95US7MUPA7DKZVWTlW8CssKtfxOv/oVTbJ+KOtxxznOebM55MKmVxv84pszT8ohjtRlO1uSjnXGM5oIlhz/gE2zfcP1SCbB18XVSJdA14QR8r+ObfVyrrhy5frlGfiw+zEbvGOWNcLH0E6V2xl+8MYq3G1yA/iyNj/PEkuG9dXd7GH9SUv5cN9hR44KC6COGfJhDPR9Ws4wIAQMKMdVLz+QNLbrwFAFwZqn5Gc9EhlnFT1LEdgx4AACTOtkEEmQAAX5Z+oMkCS3uqWGztU5SdXDz/9BIAAAAAwLXKslw6BwAAAAAAV5/lt3QOAAAAAAAWBQg0AQAAAABAIiDQBAAAAAAAiYBAEwAAAAAAJAICTQAAAAAAkAgINAEAAAAAQCIg0AQAAAAAAImAQBMAAAAAACQCAk0AAAAAAJAICDQBAAAAAEAiINAEAAAAAACJUFGgme+qo+a+orVzoZ+a65qp/4K1Wy287LquvL1HnVWWrZfngZC/k9UEkqdI/VuYPeqUzbBNsa+5nLaln50BBEn7aY36sX9/431ZGTcWE2OdzN9q0/Zk21fleCjaKfsW2zrH5HEAAEiQ6mc013TTmfkz1L1G7vsR8ULZMjBP8wMtcq96al3eVWHZBMMFmpxJUXaS2WRebqpt2IWwoaeRcjIt15ihhqCbBFA7ovbjEPz6W74rQ03M7mf218sjVxb/IJAFb4800XQN2r64YTd5J3g7Zb+bzNJUe+0mCAAAwA8snYMrTCOlfC7o+RMjlOo9QHaY0vK5LKWODy+DAPtah1lwxyIN5MaI2l/opqsT/l5J6ql7QGknu7HI7izQ0EmsGQAAkiVSoGkuZxbkcQtjOUfMvhnLM3zJpinDzhuhND8uZ6lEuV39cjnVKsM6ZoYW1rKbVaZ+F+6eqdDlcZenlsXkOykPO+jp5vKtWBr0SdPRy1FltGVSy/JdcvPRHUezi6sMqYc+uVwmzpPHxlQbmTOlRvtDZ1KD9aVxoUBT8qebPA0fT1HHduWSv6aVOtaP0HDAEp9mD1VWY5lQ9wFrCb9zTJVd9ysdqTc1nZevtDXcpuZjA/H06vZT0/56eW4/tdssMwjUY2YbQ+xq9HO7rd79LU3pdjuvKmdcO1hU0u70caJCTwM7Xi5flNPOZJP5y7qJJpcmB6tLHxdNOT3K75M6NHXrYOWzz2/uM2tgaH4errsyRSqwzti4bvmH2ACAq0wphIuPbyyt3Hy4dFHul57bW1q5cmVp4+P2kfHS3pUbS4df4b8vlg5vXlna+5xIYIyXxu3frxwubVy5lx0pI8p2zrUQx/bZuXjZK1ke5TxRf3l/fJ8qC0eVx7u8snyWvGb5qvxafl63oouLz42X9aJh1uMhk1muoQcNX92px7zqZG1z2s6Rx5w2yPYb+lH1KepR7W8SpC8T0Q6ub7lp5fJzTR2Y/qTDba+27+Ljh1kpDJc+rXLK7XLbXZTl204P2UxfCLMpa/teo37db1VMPbrlNe0i9m1dmLJJP9XycLR8RhtZmq9dhR1VfYyXDsu26HVY5/n7U1w7mOcb9fm0m+MeJ1jd+4xyYshlymHZ2/CxsPLV811YeVSZhQyGjbQxwGh/IOa5AACQECGBpjXYmRd6fdBWL1DuwdHBL1hSL3wM/Zhx8RPoMrkvIPo5WnleA7GHXCpa+VEHZ496uBx2Oe52e+vZwSWjd/5w3XkcU2X10o9nOf647eGPuHA69YXbWiPAbp4yaG3zKDfQD0L0xohrU3d+BS87aPJ5lc1llOn8fK+2GG3U9RRsZzVvkI21doX6U1w7VNhuRpDMgjD9huo/pI4I52t46kG3kbs+Xq6/DR2EniLkAwCAGhCydG69vNGUkruh1FP3C9PUcYwvUdUZS2i1op5SjfJnTIrn+VpRKuR5LH25ii+5OWwbpPlhkktt/stUop6ZDDXIMvjW0FOgwjmPpa+K8LZL/TqmmKmCzzJcON76YfWsZ/X5ih6grxBaBnLUNjNEo4HLfT7+V5ikwvomlmrisySYYnln2Dly92qgLutyf/Aj3E+5/YlGnOVovqVphKaowHXp56fiuTz7UQT+qEIbZX1fzvGza/Ql18r8KYgK2+2HuuwsHk+Jinf/c1Fx+Qxf/7ax7GA9DiDrqGugzEywboUPXhMvPwEAFgshgabXRcEa4PzhwaZ8a5jSCQSbYfX74xmI8QFd/uRl929poMmD8s1M3oadMsmGX8zEW5sdNNTkfTET9ezMOWU4W83efg+4WIcG0v74B6p+F9UI+grFfjnIo00XRmloxuflId/A0boRmTrvEW4HXriThV/gMxumHT1N9/pLEu6nXFfG2/tiU4IHHz9t2dFGIydYnxwbppGd7c6LVzpBdg3Qr0F8fwqj8na74EGgCLhkGZPZGL7h4ausldq4VFX5DC//1p5xtuzQNizLV7bBbTKLgeOD18TLTwCAxUJIoGkNZiOPKA+rjx1id83yt4s8dSqBZWpDLS7rBco8Wi6z2JemDGXpgBxMeR2FY6OOfPkuPsPhgxi8M3RIfSj/ETU3u3hoMxV81kf+ZBT7OpXZoRQLkXzY1k5tx9PKw/+1pp5ad6VopF19EYLpvn2E2nZUEcxyuZl+0tqLS1zfHdTqOfsRrC8XY/3ahV/Yygl22A3KQRYEKW3KP5qhgl8wJF8USiv+VuzrF+fyYKrQk1bqYnbenSHa1VrhBdYKLMpv6Fq6jo45C1ik0WPuENkh1E+5/Ykyu71fIgn0U+Gbw9R5IshXgu3q1m+e+r1eZovtT2FU0W4Dc7a1eHJID+oCCR8XqyufIeQfoYyiO9Ef5G+OuGnQxoAALvRTJmgGW8y+RiwLAABiEPrWOf8unvieob08c6I9YNaKXZym0s5STsOxDpq2Z/Hksp355nQ4KcpuGC6Xyb+zqNyR1+/PsbCzLN/wjhy1yTQX/FuB4vtxVl6+7EYH1ZmGFjrQyy5kTXb6MJHS1vp1aho7d9hv+amFBrV6+BZhKc8PD93V7z9D071TcpmQb1we/9mMaDC553PUqCzHCRv6zoAE68vNpJK3jtKU02d5tw1qbXKla1iPaWQ1f+PewhBLqI1KXQ00tGu6im84srq+mSVy9DJM7cO+XuaBHUTb8qRpkgUhvoT6qWV/rV/yzfaNQD9toXbmSyNT5Zs1NyF2demXtcdzKT2uP4VTabv5p7Is+1n9sH5/VtwM2mWkzzVq+g0jbFystnwv3bnGNqO/iM33DXaOHEMi5wcAgOp5G39QU/4GAAAAAACgZkT6jiYAAAAAAABxQaAJAAAAAAASAYEmAAAAAABIBASaAAAAAAAgERBoAgAAAACARECgCQAAAAAAEgGBJgAAAAAASACi/x9Uo1tUozBZZAAAAABJRU5ErkJggg==[/img]
Resolucion ejercicio 70
Ejercicio 70
[b]70) [/b]En promedio, los estudiantes de la Universidad A se levantan 50 minutos después de la salida del sol, con una desviación estándar de 15 minutos. Los estudiantes de la Universidad B se levantan 60 minutos después de la salida del sol, con una desviación estándar de 18 minutos. Un grupo de 25 estudiantes de la Universidad A realiza un viaje junto con 20 alumnos de la B. Encontrar la probabilidad de que la hora media de levantada del grupo de la Universidad B sea más temprana que la del grupo de la Universidad A.[br]Anotamos los datos e incógnitas del problema:[br]Calculamos la probabilidad solicitada.[br][b]Datos:[br][/b][b]-Universidad A:[br][/b]Media (μA): 50 minutosDesviación estándar (σA): 15 minutos[br]Tamaño de la muestra (nA): 25 estudiantes[br][b]-Universidad B:[/b][br]Media (μB): 60 minutos[br]Desviación estándar (σB): 18 minutos[br]Tamaño de la muestra (nB): 20 estudiantes[br][b]Calcular la media de las diferencias [/b][math]\left(\mu_{X_A-X_B}\right)[/math]Primero encontramos las varianzas de las medias muestrales:[math]\sigma^2_{x_A}=\frac{\sigma_A^2}{\eta_A}=\frac{15^2}{25}=\frac{225}{25}=9[/math][math]\sigma^2_{x_B}=\frac{\sigma_B^2}{\eta_B}=\frac{18^2}{20}=\frac{324}{20}=16.2[/math][br][br][b]La varianza de la diferencia de las medias muestrales es:[br][br][math]\sigma_{X_A-X_B}^2=\sigma^2_{X_A}_+\sigma_{X_B}^2=9+16.2=25.2[/math][br][br]La desviacion estándar de la diferencia es:[br][br][/b][b][math]\sigma_{_X_{_A-X_B}}=\sqrt{\sigma^{2_{_{X_A}-_{X_B}}}}=\sqrt{25.2}=5.02[/math][br][/b][br]Queremos encontrar la probabilidad de que la media de la Universidad B ([math]X_B[/math]) sea mas temprana que la Universidad A([math]_X_{_A}[/math]) es decir [math]_X_{_A-X_B}[/math]>0[br]Estandarizamos esta diferencia utilizando la distribucion normal estándar [math]Z[/math][br][math]Z=\frac{_X_{_A-X_{B^{-\mu_{X_A-X_B}}}}}{\sigma_{_X_{_A-X_B}}}=\frac{0-\left(-10\right)}{5.02}=\frac{10}{5.02}\approx1.99[/math][br][br]Encontramos la probabilidad correspondienteal valor [math]Z[/math][br]Utilizando la tabla de la distribución normal estándar, encontramos la probabilidad asociada con [math]Z=1.99[/math][br]La probabilidad acumulada para [math]Z=1.99[/math] es aproximadamente 0.9767.[br]Esto representa la probabilidad de que [math]_X_{_A-X_B}[/math]≤0.[br]Dado que buscamos la probabilidad de que [math]X_B[/math] sea mas temprana que [math]X_A[/math] que es [math]_X_{_A-X_B}[/math]>0[br][img]data:image/png;base64,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[/img][br][b]Respuesta: La probabilidad de que la hora media de levantarse del grupo de la Universidad B sea más temprana que la del grupo de la Universidad A es aproximadamente 0.0233 o 2.33%.[br][/b][br][b]Gráfica:[/b][br][img]data:image/png;base64,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[/img][br]
Distribuciones muestrales
Distribuciones muestrales
Conclusion
Las distribuciones muestrales son un concepto esencial en estadística con numerosas aplicaciones prácticas. Aplicaciones Prácticas[list][*][b]Investigación Científica: [/b]En estudios científicos, las distribuciones muestrales permiten validar hipótesis y estimar parámetros con un alto grado de precisión.[/*][*][b]Economía y Negocios:[/b] Ayudan en la toma de decisiones estratégicas basadas en análisis estadísticos, como la estimación de ingresos promedio, el análisis de mercado y la evaluación de riesgos.[/*][*][b]Ingeniería y Calidad:[/b] Utilizadas en el control de calidad y en la mejora de procesos, donde es crucial entender la variabilidad y las características de los productos o sistemas.[/*][*][b]Salud y Medicina:[/b] En estudios clínicos y epidemiológicos, facilitan la evaluación de tratamientos y la estimación de prevalencia y riesgos.[/*][/list][b]Conclusión Final [/b][br]Las distribuciones muestrales son una herramienta esencial en estadística que permite realizar inferencias precisas y confiables sobre una población a partir de una muestra. Su aplicación es amplia y crucial en diversas disciplinas, donde la toma de decisiones basada en datos es fundamental. Con un entendimiento claro de las distribuciones muestrales, los estadísticos y analistas pueden hacer estimaciones más precisas, evaluar hipótesis con rigor y mejorar la calidad de sus inferencias.
Bibliografía
Bibliografía
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[/img]