BIOESTATÍSTICA
Os estudos observacionais são divididos em longitudinais e transversais. Por sua vez, os trabalhos longitudinais subdividem-se em coorte e caso-controle. Assim, assinale a alternativa que apresenta a característica fundamental básica dos estudos longitudinais.
d) determinam a etiologia das doenças
c) são bons para identificar fatores de risco das doenças
b) determinam a incidência das doenças
a) a unidade de investigação é observada em mais de uma ocasião
e) de maneira geral, apresentam custo muito baixo
Um estudo realizado em uma amostra fidedigna de uma população, obtida pelo processo de amostragem aleatória sistemática, apresentou um conjunto de dados com valores coletados muito próximos, indicando homogeneidade entre os mesmos. Assim,...
a seguinte inferência pode ser feita sobre a população:
a) o valor da variância populacional será necessariamente muito alto
e) o coeficiente de variação populacional será próximo de 95%
d) o desvio padrão provavelmente será baixo
b) o valor da amplitude populacional será necessariamente muito alto
c) o desvio padrão provavelmente será alto
O ENADE (Exame Nacional de Desempenho dos Estudantes) 2008 apresentou as seguintes informações:
Antes de iniciar a questão, leia a informação a seguir:
INFORMAÇÃO! Os pulgões ou afídeos (Hemiptera, Aphididae) são insetos sugadores, que atingiram altas populações na década de 1970, quando severas infestações foram constatadas principalmente das espécies Metopolophium dirhodum (pulgão-da-folha) e Sitobion avenae (pulgão-da-espiga). Os pulgões são insetos pequenos (1,5 a 3,0 mm), de corpo mole e piriforme, com antenas longas. O aparelho bucal é do tipo picador-sugador e o desenvolvimento paurometabólico. São altamente prolíficos e reproduzem-se por viviparidade e partenogênese telítoca. Vivem sobre a planta em colônias formadas por adultos (fêmeas) alados e ápteros e por ninfas de diferentes tamanhos. As formas de disseminação podem voar centenas de quilômetros com auxílio do vento. Apresentam ciclo de vida muito curto, podendo completar uma geração a cada semana e originar até 10 ninfas/fêmea/dia. Desenvolvem-se e multiplicam-se melhor em temperaturas amenas (18 a 25º C) e em períodos de pouca chuva. O clima frio aumenta a duração do ciclo de vida e diminui a multiplicação. Fonte: Empresa Brasileira de pesquisa Agropecuária - Embrapa. Acesso em abr. de 2019. Esta informação foi pesquisada na fonte citada e acrescentada pela autora, portanto não faz parte da questão do ENADE – 2008. Segue o questão, conforme proposta no ENADE.
Os gráficos a seguir foram construídos a partir de um conjunto de 25 comprimentos de fêmur de um estoque de pulgões afídeos (Pemphigus populitransversus). (Medidas em mm x 10-¹)
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)
Em relação às distribuições apresentadas, são feitas as seguintes afirmações:
I. A distribuição com 15 classes de frequências do comprimento do fêmur se transformou em uma distribuição bimodal quando se reduziu o número de classe para 5.
II. Quanto maior o intervalo de classe, mais compactos ficam os dados, porém pode-se perder precisão.
III. A mudança do número de intervalos de classe altera a localização da moda.
É (são) correta (as) a (s) afirmação (ões):
I e III, apenas.
I, apenas.
II e III, apenas.
II, apenas.
I e II, apenas.
O ENADE (Exame Nacional de Desempenho dos Estudantes) 2008 apresentou as seguintes informações:
Considere os dados apresentados na figura abaixo, correspondentes à medida do número de coliformes (103 UFC/g) em 41 estações de amostragem, em trechos ao longo de um rio. Os dados foram agrupados em tabela de distribuição de frequência e representados graficamente por meio de histograma de frequência.
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)
Acerca desse assunto, julgue os itens a seguir.
I. No conjunto de dados, o valor que ocorreu com maior frequência está na classe 40 - 50, encontrando-se, portanto, nessa classe o valor modal.
II. A mediana encontra-se na classe 40 - 50.
III. A distribuição dos dados apresenta assimetria negativa.
Assinale a opção correta.
Apenas o item I está correto.
Apenas os itens I e II estão corretos.
Apenas os itens II e III estão corretos.
Apenas o item II está correto.
Todos os itens estão corretos.
Esta medida de dispersão apresenta um valor superestimado, além de sua unidade de medida estar elevada ao quadrado. Estamos nos referindo ao seguinte tipo de medida de dispersão:
c) moda
d) amplitude
b) mediana
a) média
e) variância
Um estudo avaliou uma variável, cuja unidade de medida foi “Kg”. Outro estudo tinha unidade de medida expressa em “cm”. Assinale a alternativa que apresenta uma medida que dispersão que poderíamos realizar a comparação da variabilidade relativa entre os estudos:
b) desvio padrão
a) variância
d) amplitude
e) média geométrica
c) coeficiente de variação
A análise da Figura abaixo permite afirmar que...
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAbUAAAD2CAYAAABRERmrAAAgAElEQVR4Ae2dCZxN5f/HvzNjZoxlLNmX7CTZI0P4CUmRLIVIJJU2oZJKFO0hKqWUQiWJViqSJUJSJClLErIvY5l9zv/1+dZz/3euO+PeufecmTvz+Xpdc885z3nO87zPuc/3PM/zfb7fMMuyLKGQAAmQAAmQQB4gEJ4H6sAqkAAJkAAJkIASKGA4/PXXX5KWliYpKSlmF/+SAAmQAAmQQEgRcCm19PR0KV26tERFRYVUBVhYEiABEiABEjAEXEotOTlZoqOjqdQMGf4lARIgARIIOQIZ5tRoMxJy948FJgESIAEScCOQQam57edXEiABEiABEgg5AlRqIXfLWGASIAESIIHMCFCpZUaG+0mABEiABEKOAJVayN0yFpgESIAESCAzAlRqmZHhfhIgARIggZAj4DLpD5WSb926VU6fPi01atSQCy64IEOxDx48KLt375ayZctK1apVMxzjBgmQAAmQQN4nEDJK7ezZs/LYY4/JqlWr1OtJamqqTJ8+XeLi4vQuffzxxzJ27FgpVqyY/P333/Lwww/LkCFD8v4dZA1JgARIgARcBEJm+BFKrWHDhrJo0SL57rvvpE6dOjJhwgStyP79++WBBx6QkSNHypIlS3T/o48+Ktu2bXNVlF9IgARIgATyPoGQUWqlSpWSm266SYccCxUqJNguXLiw3iEouSJFisiAAQPUK0rv3r2lSpUqsnr16rx/B1lDEiABEiABF4GQGX5EidHzmjlzpvz2228CB8yffPKJVuTQoUMZ5tcKFCigw5DHjh1zVZRfSIAESIAE8j6BkFJqcOMVEREhFSpUkC1btsg333wjgwcPFvit9JSwsDBN67k/q23M08XHxwuug/MpJEACJBDKBMLDw+RsYqp8vnqPJCWnSUR48Nq1pJQ0qV25mLRpXF5SUtNtwYS2GCNzMTExPucfUkqtbt268tRTT2nlPvjgA7njjjvkmmuukaJFi0pCQkKGSiPqAIYk/ZHw8HAd0qRS84ca05IACeRWAlBhCckJMmXOWjl2KlGiCgRvxul4fKIM6NpAroyrIVE2xZpGW4yRN3/Ev9T+5BzktMePH9feU/HixTVnmO1DCaHnBmW3c+dOtXqsXLmyfsd2kyZN/CoF8kOkAgoJkAAJ5BUC6OSUiI0RCQuTyCAqNYxmxRYpKJG5LFxZyCg1zKPBTL9BgwYSGxsrCxculIEDB2oMOPTUWrZsKV27dpXrrrtOvv76a+nQoYM0bdo0rzyXrAcJkAAJZIsAejv5SYLXF7WZWosWLeSRRx7Rq5w4cUJN+CdOnKjbBQsWlFmzZkmPHj3k6NGjaiX5xhtvcF7M5nvC7EmABEggtxFwpKe2Z88egScQLIo+efKkMjATgBguvOiii6R27dpZssHQYMeOHfXjLSHmz7A4m0ICJEACJJB/Cdim1KC8vvjiC3nnnXdk8+bNcuDAgUwpwwsI5r9uvPFG7W2VLFky07Q8QAIkQAIkQAKZEbBNqY0ZM0ZeeuklvS6ML9q1ayeNGzdWi0RYJmKSEab4UHhYJP3tt9/qB0oQ3/21eMmsgtxPAiRAAiSQfwjYptTg8eOGG26Q/v37C+bDSpQo4VVRQcHBsnHTpk0yZ84cdVaM9WJUavnnIWRNSYAESCBYBGxTaqNHj5bIyMjzlhNzZfC2f8UVV+gHCg37KCRAAiRAAiTgLwHblFpmCu3MmTMCq0V420cvDWb3cD4MM30Ie2j+3kKmJwESIAESMARs6xLBH+O8efPMdVx/n3jiCQ0Rs2vXLoF3/UmTJsntt9/u1dWV6yR+IQESIAESIAEfCNim1GAEctttt0nfvn3lyJEjrqLACTFCxsDjBxZUL168WBdLY30ZhQRIgARIgAQCIWDb8GOlSpXkww8/lEGDBqnV41tvvaVrzOrVqyfz58+XMmXKqJPKuXPnCkz4/fXTGEileS4JkAAJkEDeJGCbUgMuLJZev369DB06VDp37iyTJ0+W559/Xntvd999t86pQaG9/PLL6pQ4byJmrUiABEiABJwiYKtSQyUQJgZDjjNmzJARI0bIihUrBL0zBPiEuys4JsbiawoJkAAJkAAJBErAtjk1FCwtLU2WLl2q688uvPBCVWw//vijtGnTRrZv366usajQAr2FPJ8ESIAESMAQsK2nBoWGIcbXXnvNXEsuueQSmT17tkyfPl09jMDrPjyPIHwMhQRIgARIgAQCJWBbTw2WjTAImTJliqxcuVKjVCNEDIJ7QrEh2Ofjjz+u824w76eQAAmQAAmQQKAEbFNq8AwC/46wdoyLi9O/cJ0FT/2Q+++/X5YtWyY7duyQ9u3b6/xaoJXh+SRAAiRAAvmbgG3Dj1BmV155pQbrhDKLj4/XBdYLFixwEYeT47Vr18qrr77KxdcuKvxCAiRAAiSQXQK2KTW4yYLH/auvvlq2bdum1o5wbNy2bdsMZYV15Pjx4zPs4wYJkAAJkAAJZIeAbUrtzz//VEfFiJHmqyQlJenwZLVq1Wg84is0piMBEiABEnARsE2pwccj1qfdeuut0rJlS6lVq5bUqFFDChYsKIh6jfm2lJQUgfJDTw6GJdOmTVPPIjD792YRCaX39ddfC1xqITZbw4YNXRVZvny5KkRYXUIaNWqkH1cCfiEBEiABEsjzBGxTajAOQeRreBCBFCpUSNADi4mJUU8iRqnt2bPHZSSCNL169ZKoqKhzwCOS9r333iuHDx/W8x944AF5/fXXpXv37gKjlFGjRqkirFq1qkD5FS9enErtHIrcQQIkQAJ5m4BtSg3OjLt27aqKDSb9cFz866+/nkMTnkVgUIIP5t/q1q17ThrsQO8OebZq1UqPY1gTkbWh1NA7K1eunC4TgIEKhQRIgARIIH8SsE2pAWf58uV1+BFDkKdOnRKEozl27JiShpJCr61ixYoaFRs9t6wEPS+j0JAOHkqQHwRDlYieDfdbGOps3ry5zudllR+PkQAJkEB+IGBn0OXztds5wddWpeZeISy8xgfzaoEKgotiaHPgwIGaFZQa5tg2bNggP/30k4wcOVIeeughGTBggF+XQo/v7Nmzfp3DxCRAAjlPIDoyQqKiC4hYwS/LmYRkSU+3IePgF/WcHMPDwiQ+PlFHus45GOAOnUJKTpGEs2ckNS09wNy8n47OT3R0tH68pzh3r2NK7dxLZ3/Pk08+qb28IUOGaCaAC88lRjCPB6XWqVMndZhs9vvyFxApJEACoUXgk+XbZP7SrVIkJjpoBUdbkG5ZMmpQK6lYJjZo+TqZkRX279SNXde05L9/NrWb2WmPQ06pwdv/22+/LYsWLZLYWO8PGubyEOZm3759fik19Pgyy9Ouh4L5kgAJBE7g4Mk0WbJ+v5QsFhN4Zv/lgN4ZPqOHxIR0u5Am0WptHjQw/2UEhQOjvkKFigQ764DyCymlBkWG2GvwSlKnTh1Xxffv3y8JCQmuoc0vv/xSrS0x70YhARLI+wQiI8KkaKFIKRITGbTKqlLTHkhoj95gusYuyU5Pyq6ymHwdV2r//POPmuCbCUZAgcEIXGllJTt37pTevXtrzwum/HC7hWjZEyZMkAMHDsidd96pRicw54eD5IkTJ543z6yux2MkQAIkQAKhR8AxpQYjjnHjxsnWrVvVBB+ojJYvU6aMxl2DhWNmggjZCFmTnJysvTKkQ9cXyrFJkybag0OUbQwhwkFyzZo1M8uK+0mABEiABPIoAUeUWmJiolokYr2aN2nQoIEUKJB1UUqUKCFZudy69NJLBR8KCZAACZBA/iVgW+gZd6R79+4V9KK6desm7777rh6CB5AVK1YIIl9XqVJFhxLdz+F3EiABEiABEvCXgCNKDWu/0FuDr8amTZtqGaHM2rRpo9tQdFg8TSEBEiABEiCBQAhkPeYXSM5u52LODHNimE/DQjoYeMycOVP9M8KRMfYZwxG30/iVBEiABEiABPwi4EhPDZaN6KF9/vnnaiTSt29f2b59u1oswhry2muv1WFIv0rOxCRAAiRAAiTgQcCRnhqMQN5//30NL1OpUiU1t0dvbfPmzdKsWTP1/sGemsed4SYJkAAJkIDfBBxRaggbg3Vm9evXd/nxmjRpkt+F5QkkQAIkQAIkkBUBR4YfsRj6sssuUytHeOyHm6sTJ05kVS4eIwESIAESIAG/CTii1BBepk+fPuoF5M0335RBgwapguvXr58OS8IjCIUESIAESIAEAiXgiFKD9SPm1BAWBub7MAwpW7asvPfee7qgGuvX2HML9FbyfBIgARIgAUeUmsGMdWrwCgKHxPC2f/HFF+uhX375RdexmXT8SwIkQAIkQALZIeCIoQgKdubMGQ0Xs3HjRv27ZcsWMd6jGzVqpAFEs1MBnkMCJEACJEAChoAjSm337t2CGGdQZEZq166txiM333yzQKkVLlzYHOJfEiABEiABEsgWAUeUGubLduzYofHOunfvLh07dpTmzZurR5FslZonkQAJkAAJkIAXArYqNYSWwaLqWrVqyQ8//CD16tWjOywvN4G7SIAESIAEgkPANqU2f/58NQYZMGCAXHPNNWocMnv2bHWTZeKooQr4jjhq999/v0arDk61mAsJkAAJkEB+JGCbUvvoo4/kq6++UufFWHg9duzYLPnedtttVGpZEuJBEiABEiCB8xGwTak9+OCDarJ/xRVX6EJrKLnDhw+7LB5NwSIjIwUBQPHxRfbs2SOnT5+WCy+88JwYbHDH9ffff0vp0qV1HZwv+TENCZAACZBA3iFgm1Jr3Lix4GMEC6wjIiLMputvcnKyREVFubYz+4J4bOPHj5dvv/1WlwcgL3gnMdf4+uuvZfTo0epb8tChQ/LEE09kGSk7s+twPwmQAAmQQOgScGTxNXpX6Fk99thj55Dq0aOHXH755eddfH3q1CmBh/+5c+fKN998o0OVUHKQgwcPyr333iuDBw+WxYsXC3qJI0eOVIvLcy7IHSRAAiRAAnmWgG09NUMMpvzr1q2T/fv3q5ssWEEawYLsn3/+WY/B7L9cuXLm0Dl/MaQ4dOhQ134sC1i6dKluf/fdd9pDw3FYW8K35PTp0wX7a9as6TqHX0iABEiABPI2AVuVWmpqqvp5RHRrCIKE4uMpCCBarFgxz91Zbi9btkzi4uI0DXpqUHomJhvm6RBp+8iRI1nmwYMkQAJ5g4D57dtRm/BwRwa07Ci65mln+e3knl0gtio1FApzXmfPnpW//vpLDTuqV6+uxiIw5ccHPakxY8ZITEyMz3WA70gMaSKEDSQhIUHz8szA35sJJYxhTpQrN94sz/rlpe2wMCzvEFm+8R85cTpZCkSEBaV6yDM93ZLWjcpJmRIxkpqWHpR8mUnuIRAVGa5tjF2/WYwixRcPl7Q0K/dU2seShIeHybGTiV7bRx+zyDQZeCclJcnpUyclJdWe3xXaYugGf/SDrUoNEa9hzIEhRnjmhzPjZ555xgUYBS5UqFCm0LwdWL16tQwfPlxeeuklqVatmiZBzwxw3QV5++t6C0qwYMGC7tnwu8MEpr6/Tn7deURiooPzaEKpJaWkyYKJPaVSueJSID30GiaHb0HIXS4iPEzQ1tgl0dHREh1dUF+O7LqGXfniZVGbNHyxQWCwFxUVLREF7PldoR33997a9yT8BxBKAuvUMJdmhgjhyBhaHp/4+HgttC/Kbfv27XLffffJc889p0rS3CP4kURkbcRlw7wcenF//vmnICqAPwKl5s8bgT95M61vBIoXjZESsQUlJjrStxPOkwo/Cii1IoULacN0nuQ8HKIEYEGNe22HoA2DUgtViUkJFztUmlE4UbmMje1KDQ+CUWBQSFBuGOYzAjCIt7Zw4cIs59VgaNK5c2c1/4eByZQpU1QBXX/99Wo9CQUGS0psf/bZZ9KiRQv1L2muw7/5m4BdDV7+ppp7am/n/bUzbycI2ll+O/POLhtHlBrWog0ZMkSwlsybQKlB8WUl6N116tRJ061Zs0bdbaF3d/XVV6upPwKOPvnkk7J582ZNB5N+f+fUsro+j5EACZAACeR+Ao4otb1796p5PZQSvPTfcccdMmzYMIG3EcyzIfRMbGxslrSwRu2VV17JNA2sHSdOnJjpcR4gARIgARLI+wQcsVWFRSEsIDG31q5dO6VasWJFnRdr1qyZzJo1S+DiikICJEACJEACgRBwpKcGAxF44ocxBywVYYwxZ84cqVy5shp0oAImCnYgleG5JEACJEAC+ZuAIz01KLVLLrlE5s2bp3Nh1113nc599e3bV9evYVjS38XX+fu2sfYkQAIkQALeCDjSU0Pv7I033pBffvlFMOyINWZY+7Fp0ya1UITzYRp1eLs93EcCJEACJOAPAUeUGgp00UUX6QffMfw4c+ZMf8rJtCRAAiRAAiRwXgK2KTWY2K9cuTLTHpjpmWGdA4YeH3nkEb89gJy3dkxAAiRAAiSQrwjYptQ+/PBD+fjjj32GidAx/rq18jlzJiQBEiABEsgXBGxTao8++qh07dr1HIjuPTT00vDBGjN8KCRAAiRAAiQQCAHblBrCyeBDIQESIAESIAGnCNim1LxV4Ntvv5VVq1YJfDfCRyPcYyHQZ4cOHTQytrdzuI8ESIAESIAEfCXgmFJ77bXXMkSuxmLsnj17yuDBgwXr1WBYQiEBEiABEiCBQAg4svgaIWHGjRunvbG7775by5uWliYIGVO/fn1Zt26dBvoMpCI8lwRIgARIgAQcUWr//POPHDx4UHtmQ4cOVeom/EyFChUEx+EfkkICJEACJEACgRBwRKnBVB9eRY4cOSKnT5/W8hYtWlQQkmbXrl0abdrf6KaBVJrnkgAJkAAJ5E0Cjsyp1ahRQ9q3b69OjH///XclCT+QWMuGaNa9evVSh8d5EzFrRQIkQAIk4BQBR5RaRESExjo7fPiwrF+/Xutm/sLsH/NtZv2aUxXndUiABEiABPIeAUeUGrBdfPHF6jbrs88+k7Vr12oE64YNG+o8W5EiRYJCFgu5YYCCKNr4UFEGBSszIQESIIGQIeCIUtu/f7+uS8N6tMcff1x69+6dbUDo4Y0ePVqjZ2OtGwSx2LA0YNu2beosGUYoQ4YMkZtuuinb1+GJJEACJEACoUfAEaV2/PhxWbNmTcAx07DWDSFsjh07JocOHXLRhsHJX3/9pUqsRYsWkpSUJFWrVnUd5xcSIAESIIH8QcARpVanTh0ZMWKEvPjiizJ27FjtqWGYEIIhw6ioKF2zdr7hwkKFCsmsWbNk0qRJkpKS4rpDyANDmM2aNZMmTZq49vMLCZAACZBA/iLgiFJDL2rZsmU6TIiAoOPHj1dlZlCXK1dOI2EjQnZWMmDAAD2cmJiYIRmWCxw9elSHIKtVq6aK7c4775Tz5ZchE27kaQLne2HK05XPB5XDHLpdEurPjp3lt5N7du+nI0rNGG80aNBAy+ney8KO8uXLSyDr1HDulClTJD4+Xv1KQmliuBNGKegF+iooJxQmen4UZwngxwHumB8Nk+A2UMgP/kYTEs5KWlq6sxULwtXCw8IkLd2S3QfOSGqaJcFsv9PTLYktHCmVSheS1BBkA7yRBcJ1ysGuBvbfZyda0tJCr10IDw+TU6fsadPAG215YsJZW58dtOH+tOOOKDW4w9q4caM+eJ5vDWb4MdDf/qWXXurKAkry6quv1jVw9erVc+0/3xeUBUYmVGrnIxX840apBT/nf3PEC0taaqqtPz67yo6G6fTZFLntic/k0LEzEhkZEbRLnTqTLF1a15BJI9pJamroKXyACA8L15ehoEHxyCg1Fc9OWsg+O2aqx6NaQdm00mFxnmrrs+Nvh8cRpWboRUdHm68B/UUl3fOCEnJ/S8PbA7b9hlGgQMDGLAFVjCfrMgxLgvtGjPxiY2OlSNHYkCUcGZ0mBaMiJSoyQj/BqkhigXApFFNQChcJXTZgERMTY9vLaLFiof3sWOHJGdrHYD072iGJjsp1z46jSi1QmJib27dvn1o6wmgEvT8MaeIvvJNcc8016noLw4+dO3eWWrVqBXpJnp9HCGBYM5RFh2XDRBsn9xe4QOuEoc28IHaOruSFZ8eue2wn9+yWOaSU2pw5c+Trr7+Ws2fPyo8//ih79+4VmPnXrFlTHSJj/Rogt2vXTh555BEuvs7uU8HzSIAESCBECTiu1KB03LU7vsONli8yatQoeeihh1zpMf+FOTp8oNz+fZv915uIL/kxDQmQAAmQQN4i4JhSQ3gZKJ4NGzboEKExGMEkZtmyZWX69Om61iwrvJ5zZJ7bJs+s8uAxEiABEiCBvEvAEaWGHtXw4cPlgw8+8EqyUaNGGRZTe03EnSRAAiRAAiRwHgKOxFOD78fFixdLXFycehRBmbCQeurUqRpn7aqrrpISJUqcp6g8TAIkQAIkQAJZE3BEqcH3IxZGw6Fxv379tERwZ3XPPfdI8+bNNc4aI19nfaN4lARIgARI4PwEHFFqJUuW1PmyAwcOqJEH5sI++ugj9foB91ZQeHBCTCEBEiABEiCBQAg4otTKlCkjiH49e/ZstXxEFOxVq1ZJq1atNFzM5ZdfzuHHQO4izyUBEiABElACjhiKwPsH5s/WrVsnpUqVkldeeUVuv/12dWIMz/qTJ092menzvpAACZAACZBAdgk4otRQuDZt2ugH34sVKyZLly7Nbpl5HgmQAAmQAAl4JWCbUluyZIkONyLKdevWrWXGjBmCNWlYbA03P1hwjXVl2AeXV4MGDZKCBQt6LSR3kgAJkAAJkIAvBGxTalBi8+bNk9OnT2sA0JEjR2ZZnu7duwviqlFIgARIgARIILsEbFNqCNJ5wQUXSJcuXaRy5co6p3bkyJEMISKMJ32sUcOQJIUESIAESIAEAiFgm1Jr27at4GMEa9K8SXJysl8B4LzlwX0kQAIkQAIkAAKOmPTDTdYtt9wiCOS5e/duF/mtW7dKw4YN5eGHH3bt4xcSIAESIAESyC4BR5Qa3GS99957GqixUqVKrrIiInZkZKR6FEE4GQoJkAAJkAAJBELAEaV27Ngx9Rhy4YUXZohGDc8iiEh8+PBhNSgJpCI8lwRIgARIgARsm1NzR4vQMrBsnD9/vlxyySW6Xi0lJUW+/PJL+f777zV6ddGiRd1P4XcSIAESIAES8JuAI0qtfPnyGokaxiIPPPCArlHD+jQj9957r8TExJhN/iUBEiABEiCBbBFwZPgRJbv77ru1p9a5c2dBrwxm/FiUPXPmTF147WvpT5w4oYYlK1asyHAKen7PP/+85oXo2IgMQCEBEiABEshfBBzpqRmkPXv2FHyyK8uWLZNx48bJxo0bBb0/s2QA1pWDBw+WPXv2SLdu3WTBggXSp08fWbhwoXorye71eB4JkAAJkEBoEXBUqcEgBCb9cJEFgcssrFODe6wGDRq49meGcPXq1XLXXXfJF198oeeadGvXrlWv/zheoUIFueGGGzQgKSIBdOrUySTjXxIgARIggTxOwDGlNnfuXO1l/f777+cgheeR3377TUqXLn3OMfcdY8aM0c3PPvssg2cSnIulAlBokIoVK0rNmjU1Tyo1d4L59zu814SyhHr5yT7nCOS3Z8cRpYYeGhZY//nnn1K8eHGpU6eOehFBTw0GI3CjhfA0vgrOc5czZ86ccz56g5hn80eQL4YyKTlHwPPeBqskeBZwb+3KP1jl9JYP1HFycopkfOq9pczevvT09JBlgxqHh4VJupvhWfYoZH7Wv89Oing0O5mfkIuO4F0Oo2F2CZ6dtNRUSbcRDhzfm9E9X+rhiFLbu3evKjT0mt555x01EkFB0cDgg/Vq2M6uAKxnY4X8/FGUuDYaPUTh9swru+Xieb4TwNskuONeBvvNEvnhxefM6XhJSU33vVC5JGV4eJicPpsiFtgEuUxh4WH63J89HS/JIcgGOKKjIiQxKSmgNiQzrOANp+ynT0dJagjyiQgPk1OnklTpBPvZQRsLhX/mzClJTvl/a/bMWGZnP9qEwoUL+2Ub4YhSw6JrRL6GYM1aoAKY7pq7ZMmScvDgQW0U0YABNKwk/fX6D+8mGAql5BwB3Ndgv1QgP4wQFCteMucqFuCVYwqnaaMd7N6alW7py19sCLMBWjR8eCEKtoA3LLWLhzCf8Khk7c0G+9kBb9hDxBYrEWzsAeXniFKDohg2bJhgPRpC0HTt2tU1NIgGB2vU4uLiMngb8VYrKCu400pISNAeFd6+EYsN5x49elRjtsFIBC654MWkXbt23rLhvnxIINiK0mmEdjTYpg6hzgb1sLMOduZt7oGdf/Pbs+OIUoMhxzPPPKP3bdKkSYKPu0CpwSqyTJky7rvP+f7cc8+p5SPm5n788UdZs2aNvPLKKzpH98ILL8jo0aPlrbfeUoU5bdq08xqenHMB7iABEiABEghpAo4oNSitxo0bS/369V3zJu7UMEzoS9Tr/v376zo0zJXh7QNGJmaIsV+/fnLFFVdojw3WjxgyoJAACZAACeQvAo4otapVq8rnn38eMNkqVapkmQcWZONDIQESIAESyJ8EHFFqBi1MSzEUibmwunXr6nwYvsPQg0ICJEACJEACgRLIvh29D1fesWOHzoEh6S+//KIGHY0aNVL3Vu+++678+uuvUq1aNXn22Wd9yI1JSIAESIAESCBrArYoNVgpYj0a5tFmzJih62Buv/129dl40UUX6fbJkyfVNRasF99//33dl3VReZQESIAESIAEsiZgi1L76aefZODAgWq6D+vEnTt3aty0G2+8Ua0TUSQsdMaiawxD/vXXXwIlRyEBEiABEiCBQAjYotTM4mh450hKSnItioSlIhbBQtBDgyQmJurHPb6aHuB/JEACJEACJOAnAVuUWpMmTTTsC9aSjRo1SqpXry4Ydvz4449l1qxZWkQ4Nsa6M0S+rlevnsTGxvpZdCYnARIgARIggYwEbLF+RE8NXkM2bNggu3btUgtHpJkAACAASURBVDc8UG6DBg1yLcJ+8803tSRwazVixAif1qllLDq3SIAESIAESCAjAVuUmrkEFkHjA8EcG8LDwOMH4p5BmjZtKkOHDpWOHTvqNv8jARIgARIggUAI2KrUPAvWoUMHwYdCAiRAAiRAAnYQcESpwRhk06ZNahDiHmYGrq5g/o/5tIYNG2bwvG9HZZknCZAACZBA3ibgiFLbvn27tGrVSn01esMJL/7btm2TUqVKeTvMfSRAAiRAAiTgEwFHlBpiHV166aUaLsbEQUM4B3gUgWk/QtIgDYUESIAESIAEAiHgiFKDSf/KlSu1p+Ye1Xj58uXSt29fVWjw5E8hARIgARIggUAI2LJOzVuBoqKiNBgoQsyYz1VXXSUXX3yxTJ48WU6dOuXtNO4jARIgARIgAZ8JONJTQ6RqBPRE1GqsYYNERkaq8cjWrVs1xho8jxQtWtTngjMhCZAACZAACXgScESpIdxMVqb8d9xxh8BYhEICJEACJEACgRBwRKnBqrF3794aR8301GDOj2HIBg0aqEcR97m2QCrEc0mABEiABPIvAUeU2oUXXihz5861jTIU5D333CMYyoyOjtYIALfccosgKgCFBEiABEgg/xBwRKnBfB/zafDE794jw358jEA5QSkZD/5m//n+YgH3li1b5JprrpHmzZtrZAA4UKaQAAmQAAnkLwKOKDUsvu7SpYsqNaxTQyw1CLyLQMlB2UGhYT8iYy9YsECP+XorcD5C2nTq1Ek9k/h6HtORAAmQAAnkLQKOKDVYOlatWlWWLFlyXnolS5Z0xV87b+L/EmC5wKFDhwRDjjVr1pS4uDiNCFCsWDFfs2C6PE7AfYQgFKtq5qLtKHuoswETO+tgZ9523E/PPPPbs+OIUqtWrZr2otavXy/jx49Xl1nomX366afy5JNPyiOPPCI9evSQ5ORkKVGihEBJ+SPo8T377LNy7NgxNUZBnDYs7P7www916YCveaFM8FNph4SFiWCk9cjJZElMzjgMG/j1MIQbJqWLR0lMVISkpf//kG7geTuTg+GDexAW5EsiP9zXpMSEkGVzJiE1w1B9sBCBO0ZIQpUNOBSICNO2wy7lgyVJiYkJkh6Sv6swOXMm0aZnJ0xSU1IlKSlB0tLsa3PQKcLHV3FEqe3YsUMeeughuf7669WgwxQOrrMWLVoky5YtkyeeeMLsztbfNm3auM6rUaOGXHvttYLr1q1b17X/fF/QoEKxus/zne8cX4+Hh4VJSlqa3DFhkez4+4RERwUPPcqblJwqL97fXto2qSQpqem+FivXpEOD9P9zrMFXa7ivKfikhR6b8PAwSUpKEXuajTAdGUlJSQ7J5wYPsBUZrlMYdj3Myckp+uykhuizg2ffLklLT5PUlGRJTrHnd4U2AT3NXKfU8JaMea89e/ZobwpDjJC9e/fK8ePHZd++fTp8WKZMmaCwx7ydaST9yRA9PszN2SXoQaWkoU/17ydY10FdU1LSpGChwlKkaGgPueLeWUFuvpEfhqKLxIYum6iCaYIXo2ALGg2MjIT6cwM3e6iLHVK8eDEpGsLPjkQk2zI8C94w7CtcpJjkJs+9wesuZPE0Va5cWQOCIjhos2bN1BgEQNatWyf79++Xli1bSpEiRbLIIetDGNZcvHixGqPAEnLMmDHStm1bqV27dtYnOnwUPcGI8DDBmzc+wZSIiPB/xzeDmWkeygvsQ1nsLL9dysBJ3nbWwU72TjCys/x2cs8uG0eUGt6Sp02bJnfeeads2LBBdu3a5SovFl9PnTrVbzN+VwYignVwO3fuFHgmwQ2EksRwJnpeFBIgARIggfxDwLFWHz20FStWqA/IzZs363AkLBVhhu/vujTP21OuXDmZNWuWy7ckPJVQSIAESIAE8h8Bx5Qa0EJ5wQdkVn4gA7kFgSrHQK7Nc0mABEiABHKegGOhZ2BuP2TIEKlTp47UqlVL3n33Xfn555/VvH/+/Pk5T4IlIAESIAESCHkCjig1GG9gPm3GjBkC7yIwtd+9e7dg/doPP/yg8dRy44RjyN9dVoAESIAE8hkBR5QaFBhcX3Xs2FEXRIMxTPxhQAJfjTDyiI+Pz2foWV0SIAESIIFgE3BEqSGqNXprTZo0kXr16mkdjGUi1jlgrZpdnjyCDYz5kQAJkAAJ5F4CjhiKVKhQQcqWLSurVq0S4z3/zJkz6kkEa8ywjq1w4dy0fC/33jCWjARIgARIIHMCjvTUYHI/ePBgNecfNGiQlmbKlCnSvn17OX36tAwcODCgxdeZV49HSIAESIAE8hMBR3pqAArHxeitvfrqq7Jt2zZ1PAwfjVB2I0aMyE/MWVcSIAESIAGbCDii1OAFfNOmTdKtWzfp37+/+oCEv8Ly5ctLsPw92sSH2ZIACZAACYQQAUeU2h9//CHwyA+FNnv2bDEOjUOIE4tKAiRAAiQQAgQcmVOD53u4xIJ7rCNHjoQAFhaRBEiABEggFAk40lNDz6xPnz4yYcIEXavWs2dPdTyMBdf4YL0anBEjfASFBEiABEiABLJLwBGlBsMQKDQIXGPh4yl9+/alUvOEwm0SIAESIAG/CDii1BAaZtKkSbrA2iy6hkcRCHpqpUqVsjU4p19EmJgESIAESCBkCdiq1JKSkjTSNawchw8fHrKQWHASIAESIIHQIGCrocjbb7+tvh2XL1/uooF1aV26dBEoPAoJkAAJkAAJBJOArT01WDru3btX4PvRyJo1a2T//v3qCxJ+HykkQAIkQAIkECwCtiq1yMhILSesG40ULVpU8ClSpIjZFZS/mJubPn26/PLLL1KxYkUZNmwY/UkGhSwzIQESIIHQIWCrUoPXEMiSJUvULRaMQ44eParfP/zwQ1U68DYCk/+4uDiJiIjIFjnke9ddd6lV5VVXXaVhbhCn7f3335eCBQtmK0+eRAIkQAIkEHoEbFVqUFgQY87vjueGG25wbUKp/f7772oF6drpxxcosC+//FK+/fZbDTx68803y+WXXy6rV69Wp8l+ZMWkJEACJEACIUzAVqVWpUoVgTl/enq6mu6Dk+mNGZN+7EME7KioqGxj3LJli1SqVEnzMfnVrl1bsB+RAHKPhEl6uiVp/32CWS7kmRck2HwwLE02mT8ZYJNuhf6zgyoE+3eFZzEvsMHdN2zCg9hO/PvsZP5s5dQRW5UaFlT36tXrvHWDojPK7ryJvSRA+BrPYUash0tOTvaSOvNdaACNAjZDp5mn9v8IFHl4mCUR4ZZEhAW3IUGe6WlpGlHc/5LlnjOCzceSf3mDvfuLVO6psW8lsevZwXMTJlZIswFBy0oL+u8qLOz/2YT6s4P2xnx8e+LOn0qfHSvd1mcHbXJ4eLh+zl+if1PYqtSgGALpgflaCaOI3NMDhL/WlRguPXnypPYq7VBquEEvDGsjqWnp8t90o3uRA/qOt8pSJQppFPGAMsrhkycMbSkpqcHlg7f40iUiQpoN7u+U+/+nb9zBfHaQb6GYyJBmg0e202WVpMXF10l4+L/z+EF5jC0RvHqWKCQhzQc9qmmj2+soUbCfncKFomxlgzYTAaQLFSrk8y21Van5XIoAE8Jh8uHDh125QDnFx8f7HdYG1prwbmKnlC5d2s7sQz5vu/mHMqAyZfjsZHb/bP7ZZnbZkNlfNh89O7Yuvnbqjl922WVy8OBBtXbEou733ntPt9u2betUEXgdEiABEiCBXEAgT/TU6tWrJ+PHj5f7779fI2tjCBG+JuGei0ICJEACJJB/CIRZGLQUUZP6qlWr+j0PlZtQ7dq1S4chYXFJhZab7gzLQgIkQALOEMgTPTWDqnr16oIPhQRIgARIIH8SyBNzavnz1rHWJEACJEACngSo1DyJcJsESIAESCBkCVCpheytY8FJgARIgAQ8CVCpeRLhNgmQAAmQQMgSoFIL2VvHgpMACZAACXgSoFLzJMJtEiABEiCBkCWQp0z6Q+kubNu2TSMLBBosFUFR4dC5Zs2akpdccP36669SokQJqVChQkC3Fe7Ttm/frj5IL774Yr98yAV04SCeDMfcuM+JiYmaK/ySxsTEaASMCy64IFtXOn78uPz222/qV69hw4bZyiOnToL3oISEBMG6Wnc5e/asxlQEm8aNG7sfytb3U6dOyYEDB/S3ZXzBYlnvxo0bJSUlRRo0aJArnye0LVir6+4vEa4DN2zYIKhHo0aNgrIe+Y8//lBXhHBTCDl06JDs2bNH4NUJ10EwaDjGgB9eRwWLryHbtm2zEhMT/9viH7sIHD582LrjjjusIkWKWMuXL8/2ZU6fPm3de++91mWXXWY1adLEqlevnrVmzZps55ebTly8eDEcAliDBg0KqFjz5s2zGjVqZLVq1cqqU6eO9dFHHwWUX06dfPToUatfv35W27Ztrfbt21sdO3bU52fKlCnZKtLGjRutuLg4fXZq1KhhjRgxwkpLS8tWXk6elJ6ervewevXqVv/+/TNcevPmzcoHv4eaNWtaQ4YMsRISEjKk8WcDv82GDRtal19+uZWSkqKn/v3331afPn10X61ataxmzZpZu3bt8idbW9Pu27dPucTGxlobNmxwXev333+3unXrZrVo0cKqUqWKPkMHDhxwHff3S3x8vDVq1CiraNGi1sKFC12njx071ipfvrzVoUMHq3Xr1tbw4cOt1NRU13GnvjisQh3V17nuYniDuffee9XZMnoNeNvLSv5z9uI1Cd5UmzdvrsFREQy1bt26XoOxej05F+9Er3PatGmCeHioY1aC6AyZCYLOPvDAA/Loo4/KsmXLZP369dKpU6fMkufq/Qii+/bbb2sEeQTDfemll6RixYrSokWLTMudGRv0+u6++27p2LGjLF++XPNcsGCBfPrpp5nmlVsOzJs3T+uOXph79A/0Qh566CF9ZlAnMPrss89k7ty5XoueGRuTGL+nxx57THsZsbGxrtAqeB579Oih+X/33Xdy5MgRee2118xpOfr3zJkzel/RQ6pTp06GtgU9fARORhDldevWyZ9//imzZs3KtLxZ8cGxkSNHah7oqbqH98L3oUOH6jO1cuVKef755wMKKZZpAc9zgErtPICCeRgP3OjRo+XNN9/UoTX8GL0JGvZnn31WrrjiCmnSpIlMnz7dFWTVpIc3+379+gm6/oglh6E6/ABDXdBIQEF3797dNdzmWafvv/9eEDm9Xbt2Gq9v3759nkm0QUP08549e2oDCDYIYRGqgviAiCKBvx9++KE2XHip8ZSvv/5arrvuOoEz70GDBmnD654GQ3T//POP8sVzgwC9//vf/wSNdG6Xpk2bykcffaQvJ3hBNIL6YMgNL4yoU40aNbR+S5cuNUn0L4aiR40apfUFu08++STDcbOB4Mbvv/++8sNv1Lxc1qpVS66//np9jsqUKaO/zaNHj5rTcvQvhvjg//aVV14RTGm4ty1QPvg9gU3ZsmW1rfD2W/j888+la9eu0qZNG7n99tszDSmDlyI4jQcD9xdzKLy//vpLh7WhZAOJkRkITCq1QOj5eS7eLuvXr6+BSN0fBs9sNm/erA/UU089JY888oi+8fz888+eyWTr1q361nT11VdrT+S55547J00o7YByQoONtz003qYxca8D3pbRWHXr1k0mT56s4/dPPPGEexL9vmPHDn3Dxg8Qb9d4u8QcSagLGtF3331XBgwYcE5V4Mgbb8h4KwcbMJg6dWqGdJhvgoKfP3++IK/du3fLiRMn9JMhYS7cwLwxeq24j3hBNIJ6IHYi5nCMoMEFD3dZs2aNzkXC2Tn44beF+TlPqVSpks7lZvW8IG/MUXXo0MHz9BzZxn3F/BV6S1Bo7nxQoEWLFsmdd94peDGAK8HbbrstQzmPHTsm6KFCmeHZQXvz+uuvZ0iDDShPKEkoLDN3ZhJh9AAvnMjjqquukokTJ7p6uSaNE3+p1Jyg7HGNrLr3SNqyZUt55pln9E0IP078kDEB600wGYy3bcSPW7x4sbckIbNvxowZ2suAAQB+MFBsnoIf75gxY/SNEsfxQ/bWMKHRwST/RRddpGmXLFmi53nmF2rb6F2gYcEbtacUK1ZMh6DRS0OvDnXfu3dvhmRo/PHys3DhQunSpYsMHDhQ36xDKY6dZ4ONZwW/KfeXIHz37CngRWjcuHHak0FvDM/P/v37M/DxdWPChAlqqHLttdf6eooj6TJrW/DMoB2BQsPQ/A8//JChPDj29NNP65C2eXb+/vvvDGncNxAJ3PM+QJnBiAbDv8OHD9chXPzunJZzWw2nS8DrnUMAQykPPvigWkfiwcHYvfscgjkB83IYcoBg/gA9HAxZ4o021AQ/tLfeeksef/xxWbFihY7Zo0H+6aefMliyoYf7wgsvaI8Ew0HorWLo1VPw40YPFj01CIZkMKSLH6NnY+d5bm7dRtnfeecdufHGG70+DxhaBD9YpaG3AQtSb5aNV155paDXAms1KDM0QN4Y5lYOnuXCsBp6KO5KDc+Jp2XxqlWrVOljeBu9MPT60YD7Ky+//LLOQaL3425h6G8+TqZHzwkfCHpp9913n/bMzIsjeGAeEYoMEU7QBmH43h9xb6MwOgIlid+vua4/eQWSlkotEHrZPBc/NjxM3sa1keXYsWO14YXBBKR9+/bac3G/HIYLIHjDgqBxQmNtHlLdGUL/oT54e/7ggw+0cYK5Ocbl58yZk0GpYT+GZfFGCKU2c+ZMr3MjUPgYToGxCATDbODu+XYZQoi0Pmh0MJfqTVBfDBmhrui1PfnkkzoE6S0tjuMDBYjz0MiFikCJuSsjmK9DoWFeEKMWkG+++Ub69u2boUojRozQ4UI0tni28LtyN3TIkFhEFRZ+T7ieERjU4OULPWbM3eU2wdAyyuyu0NEbxXIfwwz3HT03998ChvTxW8OLJHrzGJrFsHRmYtoao9TxEoFlIhhZguBFHHmZ+5FZPnbsp1Kzg2omeaL3MHv2bH2DRvcfY9dopDEHggfJCN6QYEyCHw8ab/xYPRsdnAeLL4xv40H++OOPZfDgwees3TF55va/cXFx2vsy5RwyZIggPh7G5d0FE91404bxDIZSYAmIXomnoEHDcBOG12BMA2s4vGHjxxyKgl4aemHg5Lk+y9QHLwWY18A8Gp4JKLjWrVubw66/OI75NjR+aMwwv4S1S7ldMNcMZYIywyABL38wBMJvAPNFMMLCej5Y96FuN910U4YqYVgWPVRYkmKofsuWLV5fApE3DCFgKYgPjEt69eqlafFMYTQERhWY2wRvGOS4/34zXNShDSgV1Avtwo8//qjTF7D2RduCZx+Wo5deeqmuaYVifvHFFzOMWJh1rtgP5YcRgWuuucZr6fHiCc5r165VYy4oTRgnYXQJvTWsLcWwIwy5cmJ4NmIcBplFdNIYP348DBR7CKBhwhsk3oCaNWumE9vgje/mLQpXvuyyy/RHgiEAzBnhgbnkkksyLK5GQ443VDT8mFPo06ePGkPYU3Lnc4XygWmy5/AZ3kDRUJsFsL1799bJb3ByFwyhIB0aLryRYmgFjVGoChotNB633nqrWrB5qwcWYuPZwfIFPE94JsAPHN0Fzx+Ge/GShSFr5BkKgkX0uO9QJPg9YLgVdcNvoVWrVvr7wNwzlDsaZ8+F6bDyxDAberJ4ccSwGBSiu4EJOMCaEgY3GAWB9TF+X+hxID/02vC7w8gCTOXBGZaU7r/fnGCJ5wPKHj1QPAPoQUHRomx4BtCzAhv8FtALw9C8u+BlEXXFs4M64neF8zAa4imYHgAjpMcIEZ4jsMUcLp4rcIFChQFXTij7PBX52hM+t0mABEiABPIXgdAci8lf94i1JQESIAES8JEAlZqPoJiMBEiABEgg9xOgUsv994glJAESIAES8JEAlZqPoJiMBEiABEgg9xOgUsv994glJAESIAES8JEAlZqPoJiMBEiABEgg9xOgUsv994glJAESIAES8JEAlZqPoJiMBEiABEgg9xOgUsv994glJAESIAES8JEAfWL5CIrJgk8AwVDh3xIuhuCqKaddDQW/hsyRBEjAaQLsqTlNnNdzEUCwxmHDhqlPulANB+OqzH/hf+D/DrG2KJkTgE9AcEKgUl8FPgXhyBp+UOHzkUICmRGgUsuMDPf7RADOSxGPCw5S77nnHo1RZU6Es2V4+jYx38x+/EWcJXhZx3GEkglV7/nudYLDWDS+cEQdCgLnvohHB+e0TgrC3YATvOn7KocPH1au8A4P570UEsiMAIcfMyPD/T4RgMd3RKzGUCKkdu3aqtzwHSE8EEjRW8wqeO9GBOZbbrklQ1wnny6aSxOZIIk54Zk8O0gQHgShWxB0FGFUnBLDx5/hZtOTR+Rz9zhgTpWZ1wkdAlRqoXOvcmVJ0cCgMUeML0QShoJDWHfsMw2RCViIsBgfffSRHkNoCwTyhCA+E4aUrr/+eg1uiHDwCO2BxhahMDZt2qRhRTD0BPnqq690yBIxoBCzyV3wFo/4UUePHtWQIojybAKpInDhwoULNWQ99kHhIkwHwo9A0NNatmyZ9gQQhgnhMxCXLDOBskYcu5MnT2qsqswaafRIEBYEglAeCNPhTRC7CzHD+vfvLwcPHtSYVOjBoheMUDrugmChKCvK4FlW9J7BGQEbO3bsqLHDTMDGDh06aDbgumDBAv3+888/yxtvvKGhRhCqBIIwSeC8b98+3UYcN4R7cRf0SBFNGoIwJeZc9zT4jl7WF198oVwRmNMoNc906MEhP4QyQSgUhIYxLwqeac02XqbwvCBAJfjjeUDoGQgChyLuGZ4J5IU4YlCKiPGF5xbscC5YgzPC0XiG6UHoou+//17za9q0qYZbMdfGX8RnQ4RxCIZHkYe7IG9wRPgalAvhjxjey52QDd+t/2Tbtm1WYmKi2eRfEvCJwIEDB6yiRYtaTZs2tUaNGmWhLZk9e7aeu2LFCt2+7rrrdPvPP//U7eLFi1sHDx7UfSdOnLBKliyp+3///Xfd17JlS93u3r27/kWe+Nx22236MdsRERHWlClT9Bz8t337dqt9+/YZzqlVq5b1zTffaJrvvvtOjzVu3NjCfuQzbNgwPfbSSy9Z5cqVy3BugwYNrJUrV7ryd/+Ccnfu3NmVPjw83Kpfv75u33LLLa6kb7/9tlWqVClXOlyzd+/eVnx8vCuN+XL77bdruptuusnFBOnr1atnbdq0SZOlpaVZ3sqKa5uy4p4ULFhQ6+POMCwszHrsscc0H7A0HM3fW2+9VY9t2bLFatu2bYbjxYoV03NTU1M1zcyZM60LLrggQxrcb0/ZunWriwuuU6JECRf7yZMna/KkpCRr3LhxesyUBX9btWpl/fLLL5pm9erVei2wOHnypO5bsmRJhrxxDu7ha6+9psfBqm7dulaBAgWsK6+8Us/HvYD89NNPVlxcXIby4zl86qmnrPT0dE3z6quvWnhWTZnwvK1bt06PHTlyxLrxxhtdx5AGfPv16+cqH8pcu3btDGlw7yj2EsDbjAqVmiHBv/4QMEqtYcOG1s6dO60qVapoQ5OSkmJ9//33+oM2Sm337t1WoUKFrGrVqlmHDx/Wy6CBqlGjhhUZGWn98ccfuu/qq6/W87APjczjjz9uQWmg4YACRaN1zz336Hb58uWto0ePakNklMz48eNVkaEBwTnNmze30MD98MMPFhom7GvRooX17rvvaqOJhgoNEvajcZ07d6517bXX6jaUxfHjx89BgjIhfeXKla05c+ZYDz74oCuPwYMHa/rNmzdb0dHRVvXq1a2FCxdqmW644QY9z1vjNmLECD2GfO+++24tx0UXXaT70IBC0FCaso4dOzZDWS+55BLr1KlTWl7cB+RTsWJF64033rDuu+8+3Y6NjbX++ecfrfeQIUN0X5MmTTQfKE4oGKPQOnXqpPtxDwy3L774QtPgHkZFRVmzZs2yPvnkE6t///7W/Pnzz+HUq1cvvQYUCLgiHcqFz4svvqjpcR62Y2JirIkTJ2q61q1b6z4oI9y79evX6zaUWkJCQoY63nzzzXrOyJEjNQ3KZZQhFCPyxnOH6y1atEgZ4ZnA/m7duum5uO/YxgfK+cyZM6og8byh3Khjnz59LNQfMnz4cE2L+4OXuBkzZihrnI9nA9KzZ09NM2HCBOvzzz/XewCWFHsJUKnZyzfP526UGn7cEDQc+GEvXbrU+vnnn/W7v0rtqquu0vNeeOEFF79mzZrpPigiCBRZ6dKlVWlAWe7bt0/fqvFmjUYF5UBjUqZMGW180UuEkkHZcN6OHTtceaO3hv2jR4927UNPDMoI+z17IGj4r7jiCj1megU48YEHHtB9pqeGngjORwONxhplGjBggO7r2rWr61rmi2koTY8J+9GgIg+88WMkxfSG3ctqXgyQDi8SaPShzNBDMb1U9LCg9JDG9DbAEts9evQwRdBjUGCou+kR4aC57p133mklJye72EAZgL032b9/v1WpUiW9BnrJRrp06aL7pk6dqrvQc0U5Xn75ZZNEX5BwL/FSsGfPHtezBKWGntSCBQv0nHbt2rnOwRejSMAbYnr97i8R3377rZ6LvNxHp+666y7djxcUKDW8MIHh008/7RpZQJ6HDh3S+kN54kXJyLx58/R8KEyU0bzA4HkwPW2Tln/tI0DrRxuGdPNjlpi/wLzBzTffrPMhL774osTHx3tFgfkMY+2IeTfz3SRGXpALL7xQ/2J+B+HpITBEMYK5GcyXpKamyoEDB3ROD4YrsKq877775NFHH5VDhw7p/AnmaYyBQbly5aRChQomG9e8UaNGjVz7ihUr5przM0Yw5iDmYnA9iPs8U7Vq1UwS/Ys5OgjmiUaOHKllmjVrlu4zddQNj//c88E8DeZgMEeIchhLRfeyYt7PzE+asqK+mGNCXSG4nmFoeGOOE4L6GAEv8IbJvft8YpMmTTQJyoF8J0+erHNE48aN0/nUgQMHupiYvDDPhfSYv6xR54bSvgAAB5dJREFUo4bZLZUrV3Z9x5f9+/frtpnbxEbFihX1HDxTmG819w5/8TEc6tevnyGvxo0b6zYsOyGGMzgaMfcO+9zn99zrCFZTpkzRZ3n06NFa1yFDhuhcL+aOMU9YunTpDPXCPQAbPINgiOcP84xYi4k5R8zRwnqTYi8BGorYyzdf5Y4GCEYLMPF/6KGHBBPrpgEFCDS0EBhWwJgBgkYHjYRptHTnf/+ZxhbnmXNxDQi2ca5p5LAPx6Cs3nvvPVdjhUYGDRQm6X/88Uc9Fw0O8obRAMQYI6ChchfTcJp05hjqhHwhyMuI5/opU2Yo+rvuukvTorxoSEuVKmVOO+evUTY4AMWAa0DJFi5c2GVkAOXjLt7KCj7G/N2doTnPNPjuhgvmu2f+ZtuwgLEFjCJgQfnMM8/IO++8ozxfffVVk72WFfmZe2UOuNcP+wx/KEAjuD+4Hzi/YMGCem/NMfw1/GGI4S6Gg1Hg5ph5btzPNXUyaYyyM3WE4VLbtm3V0OPpp59WIyg8X3hhwj2E4sRLRIkSJTQLKDO8YOHa+AuFCyMTGAlNnTpVjWXgZGDlypWu59Ncm3+DR4A9teCxzPc5mUYSP1woESgXd2UFK0j84NF4ffLJJ2p1dv/99wss80xDkh2IaABhCQkLQTRUsNiDQsUHCnTjxo1qiWnK53kNY7UHC0BYssFK8sknn1QlCGs4914RzkVZ69Wrp9lMmzZN67F8+XJB7xRi6tysWTPdhkUjlBLKg94BlKtnY+x+3ttvv60Wi6jLxIkTVXmjgUTjbnoTsDKFZZ4p64YNG7QXi7KiAc+srlqg//4z5URPCcsv0EijfHgxATPwQP4rVqzQnhlOgwUq0qGRhsLFNhQ2BGve3KVSpUpSvXp17bmAE/KaM2eOy+rSKH1wgbz88suCtY1IN2bMGLVGbdmypSAfo5RQLyh50yNbvHixssI5sGydO3euKkJj5emNA3rXuIdQOFjKgHOheF577TUtR7du3bRHhjri5euGG25Qi14cRE8LPVhwwkgEeqw4H5agGCHA9bD2EvcK/GBlCmvXhx9+WMuF9XmmLnox/hd8AmZkk4YihgT/+kMARgfocGH+wd2gYtKkSbofx2D4YcQYeGA/PpiIx7wXvuMZhJjJfVjYQTCHA4tFpFm+fLnuw7xGkSJFdN/GjRt13+uvv65zICZv8/fyyy/X48ZwBfM87mWFJWabNm00L3MO/qJsn376qZ7r+R/KAYtA9/TGOANzKRBYOJr5I/d0+D59+nTPLC1jKAKjBvf0qKeZ10O9jSGHexr3smKeE0YXOG7YYB6wTp06um/t2rV6bczzwBjH5PPwww/rfjMXaPabv4MGDdK5IsyheZYRc0/mfrlXDHOO5nz8hcGP4YS5KsiuXbtc833uaWHJiHsGWbVqleYDwxxjOQpjGvf05jvm+SAwMMG8GfZ//PHHus/8B2Mik979L+YMITB6MsYx5jgsSj/44AM9/tVXX51jrYl0mMMDfwgMcMy55i/usbGu1ET8L+gEIsZhUFxE357xhmaGH4KvPpljXiWAIR/0JLCeygwLYRtvsph3wNu8eRtv06aNDjdh+AbDV2+++abOyWAIqlevXrpODT039Oiwjbd0DPfhGhh+Q17IE2/5SIceYY8ePVw9IaxTQg/kggsu0F5Cv379BHMiOAdv3egJtGjRQjp37uwqK/LFtdDTw7ARehdY1/TKK68IyutNsC4P5cfwkxmSevzxxwXrx1q3bq3XQB1RXsyR4Q0ec4ToST344IN6PbzNuwvWM61du1aHt7AoHcOZ4IZejln/hLJiwbR7WTFX415WsEHPC/OPGEIrWrSoXga88Bvv3r278sFaMPQ4UQfUZ8CAAVpW8EEdMHSJOTnMFaGZQLnRPuDeYM4NdULdUTb0WFBXT7n00kv1fFwDHJ5//nmdd8VQH+4BesIYvkNvCGXDHCv4o46ot5lnw7W2b98uWC+He4Ny4C+eM/TUMU+HayF/jBRAcA7qjJ4V6uy+1g/3FfVEHbEfvTe4N8PQOZ43MEPZkAfm99DbQk8c14RgjrBLly6aFvljGx51cH0ztIyy4Xxs4zvcgyGNWb+pGfG/oBMIg5pErugW48HGD5FCAiTgPIERI0aocoACwVAWhQRIwH8CnFPznxnPIAFbCMBgBuJpSGHLxZgpCeRRArR+zKM3ltUKPQIYjsNwmDFyCL0asMQkkPMEOPyY8/eAJSABEiABEggSAQ4/BgkksyEBEiABEsh5AlRqOX8PWAISIAESIIEgEaBSCxJIZkMCJEACJJDzBKjUcv4esAQkQAIkQAJBIkClFiSQzIYESIAESCDnCVCp5fw9YAlIgARIgASCRIBKLUggmQ0JkAAJkEDOE6BSy/l7wBKQAAmQAAkEiQCVWpBAMhsSIAESIIGcJ0CllvP3gCUgARIgARIIEgEqtSCBZDYkQAIkQAI5T4BKLefvAUtAAiRAAiQQJAJUakECyWxIgARIgARynkAGpYaIwRQSIAESIAESCFUCrnhqCDGelJSk4cdDtTIsNwmQAAmQQP4m4FJq4eHhcvDgQUlLS8vfRFh7EiABEiCBkCXwf7HyOEHU++VoAAAAAElFTkSuQmCC)
Figura 3: Distribuição de frequências do número de pontos dolorosos em uma população de 200 pacientes portadores de fibromialgia.
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,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)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
d) determinam a etiologia das doenças
c) são bons para identificar fatores de risco das doenças
b) determinam a incidência das doenças
a) a unidade de investigação é observada em mais de uma ocasião
e) de maneira geral, apresentam custo muito baixo
Um estudo realizado em uma amostra fidedigna de uma população, obtida pelo processo de amostragem aleatória sistemática, apresentou um conjunto de dados com valores coletados muito próximos, indicando homogeneidade entre os mesmos. Assim,...
a seguinte inferência pode ser feita sobre a população:
a) o valor da variância populacional será necessariamente muito alto
e) o coeficiente de variação populacional será próximo de 95%
d) o desvio padrão provavelmente será baixo
b) o valor da amplitude populacional será necessariamente muito alto
c) o desvio padrão provavelmente será alto
O ENADE (Exame Nacional de Desempenho dos Estudantes) 2008 apresentou as seguintes informações:
Antes de iniciar a questão, leia a informação a seguir:
INFORMAÇÃO! Os pulgões ou afídeos (Hemiptera, Aphididae) são insetos sugadores, que atingiram altas populações na década de 1970, quando severas infestações foram constatadas principalmente das espécies Metopolophium dirhodum (pulgão-da-folha) e Sitobion avenae (pulgão-da-espiga). Os pulgões são insetos pequenos (1,5 a 3,0 mm), de corpo mole e piriforme, com antenas longas. O aparelho bucal é do tipo picador-sugador e o desenvolvimento paurometabólico. São altamente prolíficos e reproduzem-se por viviparidade e partenogênese telítoca. Vivem sobre a planta em colônias formadas por adultos (fêmeas) alados e ápteros e por ninfas de diferentes tamanhos. As formas de disseminação podem voar centenas de quilômetros com auxílio do vento. Apresentam ciclo de vida muito curto, podendo completar uma geração a cada semana e originar até 10 ninfas/fêmea/dia. Desenvolvem-se e multiplicam-se melhor em temperaturas amenas (18 a 25º C) e em períodos de pouca chuva. O clima frio aumenta a duração do ciclo de vida e diminui a multiplicação. Fonte: Empresa Brasileira de pesquisa Agropecuária - Embrapa. Acesso em abr. de 2019. Esta informação foi pesquisada na fonte citada e acrescentada pela autora, portanto não faz parte da questão do ENADE – 2008. Segue o questão, conforme proposta no ENADE.
Os gráficos a seguir foram construídos a partir de um conjunto de 25 comprimentos de fêmur de um estoque de pulgões afídeos (Pemphigus populitransversus). (Medidas em mm x 10-¹)
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)
Em relação às distribuições apresentadas, são feitas as seguintes afirmações:
I. A distribuição com 15 classes de frequências do comprimento do fêmur se transformou em uma distribuição bimodal quando se reduziu o número de classe para 5.
II. Quanto maior o intervalo de classe, mais compactos ficam os dados, porém pode-se perder precisão.
III. A mudança do número de intervalos de classe altera a localização da moda.
É (são) correta (as) a (s) afirmação (ões):
I e III, apenas.
I, apenas.
II e III, apenas.
II, apenas.
I e II, apenas.
O ENADE (Exame Nacional de Desempenho dos Estudantes) 2008 apresentou as seguintes informações:
Considere os dados apresentados na figura abaixo, correspondentes à medida do número de coliformes (103 UFC/g) em 41 estações de amostragem, em trechos ao longo de um rio. Os dados foram agrupados em tabela de distribuição de frequência e representados graficamente por meio de histograma de frequência.
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)
Acerca desse assunto, julgue os itens a seguir.
I. No conjunto de dados, o valor que ocorreu com maior frequência está na classe 40 - 50, encontrando-se, portanto, nessa classe o valor modal.
II. A mediana encontra-se na classe 40 - 50.
III. A distribuição dos dados apresenta assimetria negativa.
Assinale a opção correta.
Apenas o item I está correto.
Apenas os itens I e II estão corretos.
Apenas os itens II e III estão corretos.
Apenas o item II está correto.
Todos os itens estão corretos.
Esta medida de dispersão apresenta um valor superestimado, além de sua unidade de medida estar elevada ao quadrado. Estamos nos referindo ao seguinte tipo de medida de dispersão:
c) moda
d) amplitude
b) mediana
a) média
e) variância
Um estudo avaliou uma variável, cuja unidade de medida foi “Kg”. Outro estudo tinha unidade de medida expressa em “cm”. Assinale a alternativa que apresenta uma medida que dispersão que poderíamos realizar a comparação da variabilidade relativa entre os estudos:
b) desvio padrão
a) variância
d) amplitude
e) média geométrica
c) coeficiente de variação
A análise da Figura abaixo permite afirmar que...
![](data:image/png;base64,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)
Figura 3: Distribuição de frequências do número de pontos dolorosos em uma população de 200 pacientes portadores de fibromialgia.
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZMAAAEECAYAAADtf9maAAAgAElEQVR4Ae2dB3wU1fbHz+6mJ/QmiNKkSBFFxYJSBNGHIjZAFBRUsIv68Omfp1IUCyjKQ3lieSqIgAVQBBTFjgULBCwgIr0ohJqQttn9f34H77opm+zszibZze9+PpuZnblzy3cmc/bcc+85Dq/X6xUmEiABEiABEgiDgDOMa3kpCZAACZAACSgBChM+CCRAAiRAAmETiDMlbN26VfLz8/VjjnFLAiRAAiRAAkUJxMXFCT5NmjTxnfIJE7fbLXXq1JHExETfSe6QAAmQAAmQQFECubm5smfPnkKHfcIkLy9PkpOTJSEhoVAGfiEBEiABEiABfwJOp1OggPinQjYTj8fjf477JEACJEACJFCMQEmyopAwKXYFD5AACZAACZBAEAQoTIKAxCwkQAIkQAKlE6AwKZ0Pz5IACZAACQRBgMIkCEjMQgIkQAIkUDoBCpPS+fAsCZAACZBAEASiUpgcPHhQDhw4UGL34Gps7969xaatlZiZB0mABEiABGwhEFXCZN++fTJ69Gjp2bOnnHrqqTJkyBDJyMjwgfjmm2/knHPOkX/84x9y+umnyyeffOI7xx0SIAESIIHIEYgqYbJx40aB5vHcc8/JjBkzZPny5TJ58mSls2vXLhk2bJj06NFDXnnlFTn33HPlmmuukW3btkWOHksmARIgARJQAr4V8NHAo1OnToKPSdjfvn27fl2yZIm6gnnggQf0+/333y9vv/22aieDBw82l3BLAiRAAiQQAQJRJUzQ/02bNkl6erqsXr1adu7cKdOmTVMscFR5zDHH+BClpKRIo0aNQtJMGOLFh5E7JFCpCDgcjkrVHjbmbwJRJ0y++uoref7552XDhg1So0YNdU6J7mRnZ0vRBw1CwapgQH7YZuB3pmh5f2PjHgmQQHkSgPsOOKGtWbNmeVbLuiwQiDphMmjQIMEnMzNThg8fLpdffrnaTuLj46WovxiXyyXQUKwkCJDatWtbFkJW6mBeEiAB6wT44846s/K8IuqEiYGTlpYmV111lVx77bWqRRx77LEyf/58c1oOHTokO3bskKZNm/qOWdnhg2uFFvOSAAlUdQJRJUxee+01WbdunfTp00fv28SJE6V79+6q/mJK8Pjx4wWGd2grL730krrTxzRiJhIgARIggcgSiCphcsopp8jChQtlwYIFSuXkk0+Wxx57TPebN28uL7zwgowaNUqWLl2qtpTZs2cLNBgmEiABEiCByBJweP+yUOMXP0IwJiUlRbZGG0rPysrSUlJTU4uVBrsJzlerVq3YOR4gARIgARIIn0BOTo5s3rxZWrdu7SssqjQT0+qShIg5hwhgFCSGBrckQAIkUD4EomoFfPkgYS0kQAIkQAJWCVCYWCXG/CRAAiRAAsUIUJgUQ8IDJEACJEACVglQmFglxvwkQAIkQALFCFCYFEPCAyRAAiRAAlYJUJhYJcb8JEACJEACxQhQmBRDwgMkQAIkQAJWCVCYWCXG/CRAAiRAAsUIUJgUQ8IDJEACJEACVglQmFglxvwkQAIkQALFCFCYFEPCAyRAAiRAAlYJUJhYJcb8JEACJEACxQhQmBRDwgMkQAIkQAJWCVCYWCXG/CRAAiRAAsUIUJgUQ8IDJEACJEACVglQmFglxvwkQAIkQALFCFCYFEPCAyRAAiRAAlYJRFWkRUQY/vLLL+WNN96QgwcPSt++feWSSy7RPufl5cnkyZNl06ZN+h15L7roIrngggusMmF+EiABEiABiwSiSjNZtWqVjB8/XlJSUiQ+Pl4GDRokr7/+unY5OztbZs2aJQUFBdKsWTNp3Lix1K5d2yIOZicBEiABEgiFQFRpJk2bNpU5c+ZIrVq1tK87d+5ULWXAgAEqRJo0aSIPPfSQNGjQIBQWvIYESIAESCBEAlElTIwQMX3FUFadOnX0q8vlki1btsi9994r7du3lx49ekinTp1MVm5JgARIgAQiSCCqhIk/h99++02+/vprmT17th5OTk6WgQMHyo4dO2TdunUyZcoUue6662TMmDH+lwW17/F4gsrHTCRQZQk4nOJwhN97r4X/NYfDIfgwVU4CDi9+3ovoCxjDRElJSZWzpX6tys3NVeM7hr2mT59e4gM2c+ZMGTlypKxcuVLQr2ATcOzbt0/cbneJ5QZbDvORQCwT8ObniHvrahG8PkJ5wRfki7NeM3HVbBQUJvxfJiQkSM2aNYPKz0yRJZCTkyObN2+W1q1b+yqKSs1k+PDh4nQ65emnnw74wscQF4z0u3fvtiRM8MuHhnvf88EdEiiRQMGezbJ/wSiRAreI01VintIOejP3SurlD0lyyxGlZeO5KCIQVcIEM7UwbLVt2zZZsGCB/lIxrDG0dfjwYTnppJP00Ny5c9Wectxxx5ks3JIACdhFAENOCckhCxNJTBFxxdvVGpZTCQhElTBZvHixTJgwQTp37izXX3+9ZGVlydFHH632kT179sgtt9wi9erVU6GSmZkp06ZNo1pcCR4yNiFWCcB+YT5W+0jbh1VilT1/VAkTDF1BI4GGArsJhqRSU1OVcZcuXXSdyZo1ayQuLk7OOussOeqooyo7f7aPBEiABGKCQFQJE2gh+ARK7dq1E3yYSIAESIAEypdAVK2AL180rI0ESIAESCBYAhQmwZJiPhIgARIggYAEKEwCouEJEiABEiCBYAlQmARLivlIgARIgAQCEqAwCYiGJ0iABEiABIIlQGESLCnmIwESIAESCEiAwiQgGp4gARIgARIIlgCFSbCkmI8ESIAESCAgAQqTgGh4ggRIgARIIFgCFCbBkmI+EiABEiCBgAQoTAKi4QkSIAESIIFgCVCYBEuK+UiABEiABAISoDAJiIYnSIAESIAEgiVAYRIsKeYjARIgARIISIDCJCAaniABEiABEgiWAIVJsKSYjwRIgARIICABCpOAaHiCBEiABEggWAIUJsGSYj4SIAESIIGABKIqbK/H45FPP/1U5s6dKwcOHJB+/frJFVdc4evc4cOHZfLkybJ+/Xpp2LCh3HvvvVKzZk3fee6QAAmQAAlEhkBUaSarVq2SSZMmaRz4o446SoYOHSqvvfaaksnNzZUhQ4bIxx9/LCeccIJ89tlnMnDgQIGAYSIBEiABEogsAds1kzVr1sjWrVtl+/btkpeXJw6HQ7xer9SrV0+FQIcOHaR69eoh9apFixaqlVSrVk2v37hxo8ybN0+uvPJKWbZsmUDYfPvtt1K7dm25/PLL5YwzzlChcv7554dUHy8iARIgARIIjkDYwgSCYsuWLfLCCy/I8uXL9QMhEihBa+jUqZOMGDFCTj31VImLC74JNWrUKFQs6mnUqJEeW716tbRs2VIFCQ40adJEWrVqJT/++KNQmBTCxi8kEDYBp9MRdhksILYIBP8mD9Bv2CcgFA4ePKg58MLv2bOnHHPMMeJ0OlUrwXbfvn3y3XffCV76+Lz88ssybtw4eeCBBwKUXPrhtWvXqhZyzz33aMZDhw5JUlJSoYsgqEoTbIUy+32BbQZCkokEYo2AQ2WAw/e/GWr/PJ7w/z88Xq8UeDwiQf6vYZQD7xKmykkgbGGSnZ0tzZo10yEl2DCOPvpo1RZKuukZGRmye/duWbx4scyfP1/wPZQEO8hNN92kNpFu3bppEQUFBcWKQhsSExOLHS/tAITI/v37xe126xBdaXl5jgSijUB8nFPSf90jj834TlwupxwRLtZ6keeJk5Ype2Vckgg0FI+1yzU3/jezDx+WrANZ4nDnlFkC/i8TEhI4oaZMUhWXIWxh0qZNG/nqq68kOTm5zF7UqVNH8ME1d911l87IKvOiEjJce+21ArvJlClTfGehEe3Zs8f3HcIgMzNT6/MdDGIHv35gc2EigVgl4HUekvR1uyQ1NVFCGazK8cSJOzlDvG3kyA+uEJQUaP+pqamSXAv2zyM20FjlXVX6FbYwKe2X/+bNm2XGjBmyadMmSUtLk759+0qvXr18bIvaQHwnAuzk5+fL6NGjVWgsWLBAXC6XL+eZZ54pjz/+uBrcu3btKgsXLtSJAN27d/fl4Q4JkMARbSI5KV6SE+NCEiYOT5wkJYT96uCtiDECtjwRmEWFdR0NGjTw4YGNpH///mrXgCDB0NQzzzyjs68uuugiXz4rO0uWLFGBARsNpgFnZWVJ48aNdW0JBMiNN96odXbs2FEFCWwyTZs2tVIF85IACZAACYRAwBZhMn36dPnwww/lzTffFLzIkb7++muBkRzrPTCshWEnDG1BoIQqTDp37ixLly4VaChm2jGG16AdYXhqwoQJ0qdPH9VcMLOrbdu2ISDhJSRAAiRAAlYJ2CJM7rjjDhUcPXr00Bc6jOP169fXtqxbt041Fhjef//9d52ya7WRJj8WKuJTWurSpUtpp3mOBEiABEggAgRsESatW7dWjQHTfG+55Rb5/PPPVQO54YYbZPjw4TqdDwY3GLaxgp2JBEiABEggtgjYIkyAJD4+Xh555BE5++yz1Z4BDeG5557T/V9//VWN5SeddBJtGLH1/LA3JEACJKAEbFsBhHUeO3bsUJsJ7CdYe4KV5+np6era5JJLLqEg4UNHAiRAAjFKwBZhAj9cmPKLmVX4YBbXxRdfLFidfs0116gwgcsVJhIgARIggdgkYMswF9y+//TTT3LrrbfqClXsY1ruihUrBENbV111la6QnzVrlnDdR2w+SOwVCZBA1SZgizDBjC1oI//5z3+UJmZuQYhgevCll16q3nxhjO/du7c8+eSTaqSv2tirZu+9OYfEm5sl4ghFIfaKOFziTKuDZddVEyB7TQKVmIAtwuTcc88VTA/G1N+6deuq52AsUmzXrp12HfaTRYsWyahRo1TAYMYXU9UjcPjDpyV3+QxxJFsPWOZ154mzen2pcdub4khMrXrw2GMSqOQEbBEmt99+u/rBwqLFDRs2qKNHuDbBlGGTMNsLvrQQIZGpihLIzxNvTpaIM94yAAgTbx4DnVkGxwtIoJwIhC1MsH4EHkD//e9/68d8D9R+q/64ApXD41FIAO7DXXFHPlab7/WIOMN+XK3WyvwkQAJBEghl8LpQ0bCXINIh4pPAa29Jruf9L4AbFMRxHzlypEycONH/FPdJgARIgASilEDYP/WgicyePVs/cAt/3HHHyTnnnCPNmzdXwYI4BBAwEDSIxPjDDz/IH3/8objgdoWJBEiABEgg+gmELUxgF0E8k6lTp6pTx5UrVwo+gRIcMyJsL4zwoTp8DFQ2j5MACZAACVQMgbCFCULjnn766fpB6Nxly5YJ3KdgNXxubq5684V2Ar9cWNAIdyvt27evmN6yVhIgARIggYgQCFuY+LcKw1xY+c5EAiRAAiRQtQiEbYCvWrjYWxIgARIggZIIUJiURIXHSIAESIAELBGgMLGEi5lJgARIgARKImCrzcS/Aszw+vLLL2X9+vVqcEd8E/jrsit98803gtC8MOwjYYry999/r1OQ4Q4fqVWrVvrRL/xDAiRAAiQQMQK2CxPEZ7/77rvVdYp/qxMSEmTMmDFy7733lrmw0f+6ovtwd/9///d/MmfOHHnnnXc0ZgryZGVlyXXXXadBuho0aKAzya6//noKk6IA+Z0ESIAEIkDAdmGydOlSFSRYTwJPwojZjmnCWNgIlysnn3yynHfeeSF1JTs7W1fO16xZUzp37ixut9tXDoTY0UcfLU899VQhn2C+DNwhARIgARKIGAHbhckXX3yhjX366afl2muv9TUcq+Lx/e233w5ZmGAl/YMPPqjDWxdeeGEhYeJwONTZ5Hfffad1+juZ9DWCOyRAAiRAAhEhYLswgdsUJCxO9E94+SOFE3ExMTFRjj/+eIGGAq0EAsQknMM6lyeeeEJSU1P13NixY9W1i8nDbcUS8L9fobbEAWeRTGERKMt/XliFW7jYjufBQnXMGmECtgsTGL2RXnvtNbnvvvvE5XIJVsDDPT1SnTp1dBvOHxjbi6aUlBStAw8oYqlgSA02Exjla9WqVTR7wO9oK9zkGyN+wIx2n/D8PWRnuWiviOAlG1LQKcu1hXSBNy5RnDk5hX4AWCkIPxs8Xo9k4MdKYpoIvAgzWSaQEO/U57uiX+SoH3bOzAOZ4nDnltkP/F/C7lq9evUy8zJDxRCwXZj84x//kIceekigFWBIC5oEYpxg9hVSv379ItZTCBQk2GsQY2X+/Pla9ymnnBJ0nXjIcT0e3vJKnqy9cujl4UeiEDpdlqv1Hj4oyd2vl6SzrrF8bbld4HRJXlychCoycTcc4pCU1FSRxBSRcrw/5caoHCpyOh2SmJRYrs93oG5BOMQnJ4p4gnsNVRaNKlB/qvrx4O6iBUrwu/Xiiy/KP//5T3X4aJw+Io7JbbfdZotzRwxjwScYtibBLxiECTQhJLjGR6pXr55urfzBkFl5Jq87QfKy/hBvdqZInPVb4s3cK0mebElKSirPZluuyxMXJ/ler/w9OGmtCAh67WNC+d4fa62s/LkTKwE//FhDwLykBARKsx4srfJTrnottP7mCoLR5ZdfLgjli5lde/fu1YemV69ecuyxxwZxdeAsGN5asGCBrl1JT0/XGCpwZ3/FFVfomhbEoO/evbuqz5g9hlDCTZo0CVxgJTmDfyyvK0G8cQkhBY7CEJLXYV2jKe/u26HtoYxQhVF597ey1mfHfbCjb5WlHXb0hWWIhC1MICygJRQdy0QQrBNPPFEFCR6agwcP6lAXPAdjCm8oCUZ3zNaCEb93795q14BNBK7su3XrJj///LN8++23Oi6PoTZMTWYiARIgARKIPIGwhQkWIX700UeqHTzwwAPaYgxxwV6RkZGhwgSCxYx3QmuZMWNGSD3DGOvDDz8c8No777wz4DmeIAESIAESiByBsOdZ3njjjWqXmDBhghq7IViwxgQr1SFEYMuAHQPTeaGhwK0KEwmQAAmQQGwRCFuYwHVJZmam1K9fX7BvFi2+++67cvXVVyutr7/+Wv773//q2hAr03RjCzV7QwIkQAKxSyBsYYJhrh9//FFmzpypThfNokU4dTR2FKwtueqqq1SYvPHGG7FLkz0jARIggXIi8NNPP8nOnTvLqbayqwlbmGAoC2nJkiW6GOqEE07Q7zCGt2nTRvdHjhyp607wxawF0RP8QwIkQAJRQmDq1Kly5ZVXyi+//FKsxRs3bpTBgwfrsohiJyN0YNSoUfLWW29p6Rj9ueyyy2Tr1q0Rqq3sYsM2wGPWFBb5IfY7puKedtppWuusWbNk3Lhx6ujRrH7HCYb1LfumMAcJkEDkCaxe/4d8s2a7xMc5C00393i9khgfJ327tZJqqX+vacI7DguxMaQPh7L+6ZlnnhG88zDRCN7LyyNhQpJZV4dQHJ06ddJ3cXnUXVIdYQsTxBR5+eWX1dAO31hY14E1IFhchnUlmNU1ceJEHeKCo0cKk5JuA4+RAAmUN4FFn62XR178TGpVTy5UdYHHKy6nU05p16iQMMH77YILLhBoAVieYNbNbdq0SZck4N2GH9YmwZP5xx9/rMsiTj311EJr3j777DMdomratKl6QMeCXExQev/99/VdisXfGNnBUgjUA3s01tn98MMPguUV8MaOa/BBatiwoS6FqFu3rsZ0+vPPP3UJxocffig4hqUT/gnxprZt26amiZ49e/qfCnk/bGFiagZoJPi0wgpys4r89NNPl3nz5im4Xbt2SU5OTqVfqW36xC0JkEDsEoiPc6kgKSpMPB6veLzie1EbAnh3wYEt1rJhgtHNN9+sp/CDGV7KW7Ro4RsC27dvn2CpAl7YeCfu3r1bNZeOHTvK5MmTBbbjM844Qz7//HN1OQUhNHz4cBUWEBSY/QptB0NZt956qwoKrLPDsosRI0aoDdq0C1u4q0JebNesWSM33XSTtG3bVtCO3377TUN34DwEFvwW4p3crFkzWbVqlQwaNEgmTZrk03L8y7WyH7bNpGhlgAx/XI8++mihU2g81DBMG2YiARIggYom4Od0vFhTSjoHoYDZqNBAXnnlFb0G2scHH3ygthQMOxkntBAGcDQLzQDaCYQNhsiQcO2QIUNUqOB9iB/i8OyBER0srYDnkFdffVWd4sLlDBaFmwShg2NFE/IYezR+yEMzQR2o+7HHHpO5c+eqUPv000/VCS/ex7Bzoz7sYwgv3GS7MEGoXkg/SDv/BAeQGE+EN+EBAwYIXNJjNgITCZAACUQLAQiJvn376ho6aAArVqzQYSxoGThnUqNGjQSfKVOmqPd0DItB8CDBRyFCZcDeDIM5hqoWL14s7dq10yEp5IG5AH4FIZzMUBaO++9rYX5/zDloUBgmM2E/oIGgbqz5w/AWPJNAa0HCD39oSxi6CzfZLkzgXgUJ7qX9E9Q8SFQ4fgS4RYsWqWT2z8N9EiABEqjMBDB7FU5r8TKGhgF7MWwO0AaMsED7ly9frhoMhqYwIgPBYrQWaCyYlARbS58+fdT+Aq0GP8L9E777x21CHrxDi+bzv8bsQ7BAqCChXaZuDHuZfZMX5RkPJeZYKFvbhYlZ4Y5xPkje119/XdUsjAfm5uYKVszboVKF0lleQwIkQAKGAN7deJGW9MGMrqIJ+cyLeNiwYfLSSy/pUBGmCyOZcrD/ySefqCCAjePSSy9VjQLn8WLHcBfW4WEhN96Jv//+uwok/NCG5xDUgaUV0CQgTDDagyE2lAkDvPEO7l+fqV8bgtg/JcR8Qlmw+cBOgvJxPew/+H7mmWeaS0Pe/j0YF3IRhS+Ec0VoHjAw3X///YVOYuYCjmFsb+jQofoplIFfSIAESKCcCOBlmptXoB//KjGbC3FfiiZoJXghI3Xt2lVq1qypQ1MmRDjOGe1k4MCBavuAR3PYM/DyxnASpvLCRvHII4/osBhiLUFzQTgNzORCeHPMzIJWAcM+Agxec801gtlfMMzDZgLBgoT2mH1sIZiQzD76hwTBgnMYLcLQF+w48OqO2WJY9AhjfY8ePTRvOH8c3r9qRPwPjNMZqRdOoRg7hEEJ867hIh4q4Hnnnacx4EP1GBxOeyr7tZ5Du+XAU/3Em5MZmgv6rH2Scv5dknzubZW6q1lvPyg5n78kjpSaltvpdeeJs3oDqXnnO+JI/DuOjeWCeIF89v1muXbM25KaklBofUWwaHI8cXJcUoa80vx1iXN4pMBb/MVbVllePLMXPyDJZw8rK2vEzu/cfUi2/wnfgYXbj3cwhEmbZnUlKeHv39tYrAhjOabmIv36668qBMw7DXYRCAETbRZGcEzthe0DAgIvebxjIQQwiwtDUbC1mOnEeBVDaOD9CQEFWwcSbDM7duwQTC82cZtQJtoDgYayER128+bNaiuBh3a0BTYYCC+cg/YD+4h5v2PWF4a80B4ct5rQT9RnBCmu/5uU1dJKyQ84MMAXNcKXcglPkQAJkEC5EmhYr5rgE2wq+tI1QsNcb9admO9Y3AibSNEE20dJazsgXIquB8G1HTp00A/2sTjRJP/2wI5jvI9AwOBjEs5hWM0/mcXl/sfC3Y+IMMFUORiY4GLArNCEqgWJjFld//rXv8JtN68nARIgARKoRARsFyaYKoepc2b8rmhfIWWZSIAESIAEYouA7bO5sOAGguSuu+5SYxJwYcUngmLByHTJJZfEFkH2hgRIgARIQGwXJjDKIN19991qDMI+3A5gpSdmExgvl2RPAiRAAiQQOwRsFyZmZgPimsDBGBLmY2MONRJmJdiRMOvBxE7xLw9zpiGwMFuBiQRIgARIoHwI2C5MjE0Ecd7NjAXMY4avfaRwZxFg1SjmcGM+Nhbc+Kcnn3xSz73wwgtaHxZNMpEACZAACUSegO3CBAIEqz4xRxqrKh988EGdR3348GH1yYWV8KEmzL+G50toPJifbRbsoDxoJLDNTJ8+XVelYgvhYjSiUOvkdSRAAiRAAmUTsH02Fxb1PP74476azQpOrA41i3B8Jy3uYJoxPGBiJT3iCpjVqCgGrgZQfvfu3bXU888/XxBrBa4Iis6xtlgts5MACZAACZRBwHZhgqEl+N7Civd+/frp6spjjjmmjGYEdxqLfRAzABoKBInxkomrsZrTf0EPBE9aWpqu/gyu9IrL5ayWJHB5XdwbUPBt8mcR/FXlm9OONjqctivT5QuhEtRmh1M/O7phx/NgRztYhj0EbBcmGM6CqwB8oJXAtnHWWWdpcBf4gvH3zR9qF0pyYlbSuhY8rGbRZLB1waUB3A8UFVaBrkfIzy9X/yHpv2VIQrz1F12B1ylpBfvksnyPxDsd4glUUSnHHQ6ngHvmgUxxuI/45ykle4Wc8roSxJGdLWhrKAkOL3DfM/bsEUlME/GGQiqUmq1d43UlSsKmLyR++yrxxiVZuxguxt05ktf8bMlv2FEcBfbfSzyv+w/sL/RDzHIjbbgAzwFmdwb7zOL/Ej8mq1evbkPtLCISBGwXJmPGjFF/+XD2CL80CL6CD+wXECaI8gWNxe6EBw0ai3/Cy8dEgPQ/Xto+BBAcUf7lsqy0rHoOPnze/2qj/O/tVVKzmvWXR643ThonHJKLTvBIYpxDI7yVWWmxDEf+0eKTk0S8xQPnFMteEQccTsmNjxd3iPoXtDa9N6mpf/nmCkePiyAAh0tyN3wpWR9MEUn92/VF0DUe3iuJA+tJtRanReRe4nlNTkoO+vkOut2WMx55ZhMsPLOVRaOy3NUqcoHtwgQvYuOXCy/39evXq8NHxIHH7KvnnnsubGGCxY/QcLA1CfEFMAUZ8VQw3LVhwwb9hGIvgWCyklJTEjX8ZyjCJM/rkhrx+TrMZaVO/7wQfOCRqE7pbL+l/lWFte92uSTf6w3JuSAqhjBRR3UW709YjQ7hYk9yNclPrS2O1FqWr4bPxISUtIjeS6vPt+VOBHEBnlnE5qjsz2wQXWGWvwhE7M0Dz5XwaokV8T/++KMPuAkt6TtgYQeztxAfBd464dcfM7bgHRPCC2hvkKoAAB3OSURBVD6/8B0uli+66CJZuHChuokOdyqyheZVaNZgNakKbaQNlaOfhX282lCozUWEqzNF+l5GuvxgcVaWdgTbXuYrnYDtwgQv+RdffFF98cNXvkkwwvfu3VvjEptjVrcQJnCVv23bNg04g+/QfGAvgZfMOXPm6Gyv3377TdeZjBw50pYIYlbbyfwkQAKxRwBxQBBq3MQswWQgxIOHxhxuwg9kBM1C0C2z2DtQme+8845OOEKck8qUbBcm//nPfzScJToJF82IN4xAWFjMaOIAhAoA6vnYsWMDXt6gQQOGAg5IhydIgAT8CeR89Zrkfj1HHMlFjPo6ucMraQMnirP23zNRseQBP1Sxlg5D+HYOF2J4HrZlBNMqK61du1ZD/sa8MDn99NM1RnKvXr106MmO2VtlweV5EiABErBKoCBjq+Rv+EocRSdKQJggnG9e4Qk9iNN02223CUY8Skpbt27V4FjNmzfXWaQYxsPMUIyaZGRk6Ow1E/MEbqUwoQDRE5EQ+AoRGE2gLFyHOCQQWrt27RJcZ2am+tcPcwImGUFbQshfuLMqKuRwHOE/TKTGktpuxzHbNRPEeDcJRnBE+II6CMBMJEACJFBZCDjiEsSRmFY8cudfwkSKTGPHcJb/QmnTD7yoH330UVm+fLm+8DF9+amnntLhqhEjRgiCZGE4HhETr776ah2hefXVV/Xlj9mteGfCl+ADDzygcaAgfOA5BL4HMeUfQ2t4f8Im3KhRI3n44YcFQgQzZOH1A2UjrV69WjA68/zzz+sCblyLMhctWqSTHSCocM4E0TLtt2sb2qT/MmpHcCxoKBjigp0EMY6xxVRhJhIgARKIRgIYZXn22WfV/x8m+eDljoTw5O+9957MnTtX3n33XV0PhRjvyI8AgXDpNHXqVLUlY6gM3jpee+01FQowC+zfv1+1FITkNZMSsAgbMeFvvfVWLRshgFE+ErQVCAqkzMxMwTIMDHktWbJEXUy9/PLLem7atGl6LWLJIw/izUOzKmlNnl4Q5h/bNRPM3ELsEkhOqGmwk0Blg4DBOYAsGu4yzD7wchIgARKIOAG86PHDGDNHkeCuCQkzVjGEhHcbNBdMeYavQLz0oaUgBAfeeRiCwvV33HGHahqY5g7tAsIEQ1j+JgHUBVtz165dtQ74OYStBAn5zJAXJiFdeeWV+mMd55AfI0JIEHDQerC+DwlhQeBmCuexlMLuZLtmgg5AkAAE1DpIZmwHDx4smN2Fqb1MVZNAQrzL98urahJgr6OZAATF2Wefre82vN+6dOmi3YFGAcEBAYJ3HQQHBAgEAl765sWP6xMTE9WuggtxDYbOSlqMiWPIaxJsIhhOK5pwfdF8ZigOtpI6der4LsEwFwQRtJlIJNs1E0xxQ0Kcd+OTq0mTJqrSYZzw+++/j0Q/WGaECWRl58u3P20Xt9sjDqf1qZBur1Oa79gvDeLjxB3htrJ4EgiKQEG+ePMOi8QX8VxhbCY6q+vvkvDiNsNLfx8V/ZWPYSj/mabwvgEBAM3BuH+CcMEn2GSuM/lLEjo4VzSfyQ9b9RdffKHr8HAMNh20B8cjkWwXJkYSwvB+/PHH+9ps1pzghjBFH4FNO/bJsPsXqDMUVwjCZH9BskxqvlmGHpUg+ylNou8BiMEWO6s3kLjGHcSRUqNw74wwKSJkMOJSkjCBlnLppZfq8Bde1PhBfd1116k/QgxhGRsFBAm+Gw0DL3bYRrCFNoFzRthA24HvMpOgTZi61afZX9oFjvsLE5xDmUj33HOPjghhlhm8gsADyS233FJIWzHl27G1XZjAqSMSDD3p6emq8mGoC1oJUlVZka6djaE/+D2VlBgn8fEucYbwg8BTkCDxcRzmiqFHIuq7knT2NYJPsAnGcMymKppgf4CxHEP4eOGffPLJ0rdvXx3CwgsdE5GQ4P1j9OjR0q5dO/2OWV7QZvADHENQmNllPIRce+216vXc1AUzgRm+gk06JydHT8H7hxFAOIBzRphgSA4zudAuaDWYWQbbS6SS7cIEs7YQAAtT0ADHP8H4hKlxTNFHAPoktcrou29ssX0EsNo9UMJQPgzcRdOAAQN8h2DbgLHcJEwBNu9DGOr9zyGEh3/Cuj2TICRM6tGjh9nVrf85HGjfvr1+CmWK0BfbhQlmMsCZIzoPtypYcINZC5CYwbgKiFA/WSwJkAAJkEAECdguTD7++GP1MQMDvL9UjmAfWDQJkAAJkEAFE7B9ajC0kSlTpuiU4AruG6snARIgARIoJwK2CxOsxKxXr54888wz8scff2g3YDjCB1Pl/I1F5dRHVkMCJEACJBBhArYPc8FIC8PS7Nmz1X0KHJRBiCBhCtu5556r/mIi3C8WTwIkQAIkUI4EbBcmiCliHI9ha/ZNn+BihYkESIAESCC2CNguTOClEnOikbB0H/OboZFgYQ6GuIwL5tjCyN6QAAmQQNUmYLswgbCgwKjaDxV7TwIkUPUI2C5MgBCuVF555RV1eoYQu3AxAB/60FiMv66qh5o9JgESIIHYJWC7MEEgF7gSgAsVk+ATBrYUCBjEOW7durU5ZdsWw2iffvqpLpI0vmogwCIVCMa2hrMgEiABEogBArYLkzfffFMFCdwLwKlY06ZN5eeff9ZV8evWrVM3KwgQY3eCgzP4A4OBH/5z4FwNK+8pTOwmzfJIgARIoDgB24XJli1btBZoId26dfPViCnB8P9vXNT7Tti0g+nHEGBY39KsWTObSmUxJEACJEACwRCwfdGiiUK2adOmQvUbL5eXXHJJoeN2fcGsMbhwhvfOFStW+Nw+21V+aeVUBgeIkW5DpMsvja//OYfT9kfWv3hb9uNcTrEQtqJYnZFmHenyi3UowIHK0o4AzeNhiwRs10zOOeccwWfkyJHqChnDXIhl8uijj+rwE6YHw36CFfGISNa5c2eLTS45O4a0MLwFjQjlIx7AmDFjBLGarSS0D4IPdpdgHnbE9oBWFExeK+2wkhd1I0ZCQU6eODz2BwtxOh0aFc5Km+zOC6/FuDdZmZni0AB0wQcZCrYt6Oee/blyKNstIYRs0VgvXodLah3IliSXQzzBVuyXD/cSQ7TuCN1LPK94vivyeUV3rT6zuPeIWIj/c6bKScB2YfLYY4/JRx99pL298847i/UaQWNM6tevnyxYsMB8DWuLeABz587VBw7hMLHeBTYb+O+vW7eupbIhHGDQDyYhFK0x+AeTP1J5NMAOhJq7eGjPcOvEL+38vCNeDMItK7zrvUcCCznyRIpEwQuvXBEIK5fLKeOf+0Q++GqTpKYkWC/SK3JIkmXsMevl6tpJciC4R6hYPQVwP5SXL44C++9lfJxT8t2V4V6K/qB0B/nMQpgkJIRwT4rR5YFIEbBdmGCm1mWXXaaLFfEAmGR+CeEYPviO2Cd2JhNrGYIFwWVmzpypkwGsCBO0C7EFrCTEKfDvq5Vr7ciLulOSkyWpWqqI4GN/qlGzYl9AeJKcDqfUQkzruAj+OnUc+ZcIJQCYYATOLZJfEIpOcuSe4V6mpqVJYvXI3cvq1Q5W6POKnmo/U1Ii+sza/1/AEksjYLswwUscn/JOe/fuVRXYRCpbuXKlCqyGDRtGvCkVKUhM5yLdhsqgfaGv3oIC+et9b7pu6xbDWxjuwieUpNeGEInSvy6vJ3Rh5F9OoP1Kcy/9fmwGaiuPRw8B24WJ6TpmdW3evFnDUZ500kly4MAB/TViYsSbfHZtv/nmG5k4caKcccYZGjsZ4SoRIrNx48Z2VcFySIAESIAEAhCwfWoMxu4nTJggLVu2lK5duwrCSm7fvl2wtgRDYF999VWApoR3GEb/IUOGCDQUGPenTZum607CK5VXkwAJkAAJBEPAds0EGsF9990nGF6COv3nn3/qFi/7Rx55RJYsWaLaQzCNs5IHdouKGmKz0k7mJQESIIFYJGC7ZoJ1HkgzZsyQ/v3769AWhEqbNm30eFGX9LEIlX0iARIggapGwHZhYhYnNm/eXKfpAmi1atV889rh9oSJBEiABEggtgjYLkywrgMJbk3g7BEr05ctWyb333+/Ho+Ek8fYuiXsDQmQAAlEHwHbbSZYiAjj9+TJk300Bg0apPu1atUSxIhnIgESIAESiC0CtmsmWCCIVe1wp3Lcccfp2o969erJgAEDZOnSpdK+ffvYIsjekAAJkAAJiO2aCZgiANZTTz0l48aNk8zMTElLS1PX8DiHqbu1a9cmehIgARIggRgiYKsw+eWXXzT4FZwOXnzxxRpLBPFFYJRHUKxJkyZJu3btZPr06TGEkF0hARIgARKwTZh88cUX6qF33759ShVegt955x0d5rr99tsF7k2Q6tevT+okQAIkQAIxRsAWYYJV71jhDkFy4okn6up32E1GjBihw1y7d+/WRYyIZXLDDTfEGEJ2hwRIgARIwBZhAr9bcJNy9NFHqzYCmwmEy913361rTcaOHStDhw7VSIhETgIkQAIkEHsEbJnNhRXusItgoSIECdJ5552n25tuukmDVCGkLhMJkAAJkEBsErBFM0EMEERAg6dgBKiKi4uT9PR0JQYnj2+99Zb654IDxrZt20rHjh1jkyZ7RQIkQAJVlIAtwsTE0oDL+SuuuKIQyvnz5ws+JsFuMm/ePPOVWxIgARIggRggYIswQWRDGN7Xrl3rC3cLbQWuVCBoTDAeHMNCRiYSIAESIIHYImCLMElNTZXFixf7BElpiDAExkQCJEACJBBbBGx7syP+uonBHluI2BsSIAESIIGyCNgym6usSnieBEiABEggtgnEpDDBuhdjp4nt28fekQAJkEDlIBBTwuT777+XXr16Se/evTU0MFy8MJEACZAACUSeQMwIk127dmmslC5dusj//vc/6datmwwePFiwzoWJBEiABEggsgRiRpi89957Eh8fL3DdAs/EY8aMEUxZ/uSTTyJLkKWTAAmQAAlEJp5JRXDF6nu4csFaFiRMV4avsK1bt0a8OflujxzOcUtigttyXbler+R43OLIzxaHJ08c3hDke95hcXqs122tsQ7tY1y8U1x/MbZy/WF3gRTk5Yoz/7A4CrxWLj2S150rjvwccTiP3F/rBQR3RV7+kXsZF+cK7oIiucLuJ+6lt6BIqfZ+9XpF76XD5ZQQnjbJ9jgkx5F/5Jl1eMThDeGelEM/7aXG0soiYNvU4LIqivT57OxsnyAxdWHBpFmdb46VtUV+lAUDvhFMZV3ToFa8nNiyllRLSSwra7Hz+eKUuq54yW3QVpxOtxSE8I/prX5IJKGWuLOyipVv1wGPO0dOaFFTXHF4AVl/eWR6EiStXlM5VCNfcgoSLDfLW+AWR2ptics8LI6EEIRRkDU2rpeo9zIlyXobUQX6Wb1uUzlUMzu0fuYeEnGmSmIE76XLkS8dW9aS5MT4EO6kSJ7XJY0TvJJTv524HF7xhHA79Jl1VQv6mcX/JdaowW0TU+UkEDPCBC/+ooID614w1GU1wYcY3OoHK0xGXHaS3Nz/ZPFKCP9VIuIVh+R7rtKrrb+mRQR9L3BLfn6+1a4Gnf/Yo6rL3ImXaWuDvsgvI/qV771QhWWK33Eru+DrdueJRLCf9ww9U5yq/YR2L4/08wIp8DolpH7qvcyP6L08oWU9mfdE/5DvJe6Z1+uQfO81YT6zwfez6P+2leeGecuHQMwIk0aNGsnChQt91BAueOfOndK0aVPfsWB2IECqV68eTFbmsUjAnt+UIb2iLbY0vOzh9zP8EsLrQXldXVX6WV48K7aeUIZMK7bFAWrHdGAE5xo/frz89NNPaoiHb7CePXsGuIKHSYAESIAE7CIQM5pJq1at5IUXXpBRo0bJokWLpFatWjJnzhypVq2aXaxYDgmQAAmQQAACMSNM0L/zzz9fFy1mZWVJjRo1AnSZh0mABEiABOwmEDPDXAYMZnxQkBga3JIACZBA+RCIOWFSPthYCwmQAAmQgD8BChN/GtwnARIgARIIiQCFSUjYeBEJkAAJkIA/AQoTfxrcJwESIAESCIkAhUlI2HgRCZAACZCAPwEKE38a3CcBEiABEgiJAIVJSNjsveiPP/6QX375pZhvMXtrqdjSEFdm2bJl8sMPP1RsQyJYO/y5ff755/Lxxx9LRkZGBGuqHEXjXm7cuLFyNIatqHACMbVoscJpWmwAnNfBn9g///lP9SG2dOlSiyVER/ZZs2bJ1KlT1ePrypUrNYjZlClTgnakGQ293Lx5s95HCE2EjU5ISJCZM2dKhw4doqH5ltu4ZMkS6dOnj/Tv319ef/11y9fzgtgjQM2kAu/pO++8I5MmTZLTTjtN3b7EomdU9CktLU3++9//qmby7LPPyosvvigIsRxLKTc3VwYOHKhaCfoGNz6TJ0+OpS76+nLo0CF55pln5Pjjj4+od2NfhdyJCgLUTCrwNrVv317mzZsniFWPUMOxKEzghblfv34+yhCcderU0V/vvoMxsAPfcPiYBC8MEKKxmPCDoE2bNtKpUyf59ttvY7GL7FMIBChMQoBm1yUtWrTQovBLr6qkzz77TMMrx+Lwz/Lly2XBggWSnp4uOTk56rk61u4rhvEwrDV37lzB8CWCyDGRAAhwmIvPQbkRgNB84okn5MYbb5T69euXW73lVREECAKUIR7Ojh07ZMWKFeVVdbnV8/zzz8tFF10kzZs3FwztIQAdEwmAAIUJn4NyIYAXz4ABAwRDewgTEIsJsXOeeuopefPNN+Xqq6+WESNGyJ9//hkzXf3555/l1VdflXbt2snq1atl27ZtOmtt7dq1MdNHdiR0AhzmCp2dbVcitDC8HcfqrzwMhUCApKamyuzZs23jVpkKwgwuf2/VrVu3jjnj9NatWyUxMVEFJtj//vvvAm3z0Ucf1VhCeIaZqi4B3v0KvPebNm3S2T8ffvihrFq1SmfIdOnSRU488cQKbJX9Vd9zzz3y9NNPy2OPPSYvv/yyZGdny6mnniqnnHKK/ZVVUImwlbz11lvSrVs3nfI8ffp0GTp0aEwN55177rlqD8JQHiaL3HnnnfrcwiBPQVJBD14lqpbCpAJvBtYmvPfee/qPiZcrFrvBlhBrwgQ2hEGDBunQSF5enhptMXU2loTJpZdeqkM+mGCAdPvtt8vNN99cgU+X/VUjDDY+RnBAcDZp0kTXD9lfG0uMNgIO71/zUdetW8cHI9ruHttLAiRAAhVAAJNN8GMYw7km0QBvSHBLAiRAAiQQMgEKk5DR8UISIAESIAFDgMLEkOCWBEiABEggZAIUJiGj44UkQAIkQAKGAIWJIcEtCZAACZBAyAQoTEJGxwtJgARIgAQMAQoTQ4JbEiABEiCBkAlQmISMjheSAAmQAAkYAhQmhgS3JEACJEACIROgMAkZHS8kARIgARIwBChMDAluSYAESIAEQiZAYRIyOl5IAiRAAiRgCFCYGBLckgAJkAAJhEyAwiRkdLyQBEiABEjAEKAwMSS4JQESIAESCJkAhUnI6HghCZAACZCAIUBhYkhwG5MEEBJ52LBh8u6774bcP8SP27dvn35CLoQXkkCME6AwifEbXJW7BwEAQTJr1ixp1KhRyCi2b9+uMetPOOEE2bFjR8jl8EISiGUCjAEfy3e3kvdt4cKFMnbsWCkoKJD8/HyNLX7GGWfIDTfcICeddFLYrb/vvvtk27Zt8vbbb0unTp1CLu/w4cOya9cuyc3NlUOHDoVcDi8kgVgmQGESy3e3kvdtxYoV8sMPP2grq1WrJnhpr169Wl5//XVZunSpnHLKKWH1YODAgTJ8+HA58cQTwyonISFB8MFwl9NJZT4smLw4ZglQmMTsra38HYuPj9dG9unTR9544w0dQoIAgICZMmWKzJw509eJBQsWyLp161R7Oeecc3yai8fjkdmzZ0tOTo5cfvnlWg5e+IMHD1Yt4pdffpH69esXGuaCoFq5cqWW3bp1a+nbt6+4XC5fXdhZtGiR/Pjjj3LUUUdJx44dtV5oJkXT4sWLZc2aNXq4bdu2cuGFF4rD4fBl+/PPP2XevHly4MABqVevnvTr10/q1KnjO88dEogZAt6/0tq1a73Z2dnmK7ckEHEC48aN84qIt2/fvr66JkyYoMe6d++uxzIyMrz9+/fXY8iLT0pKinfs2LF63u12e1u3bq3Hu3Xrptvk5GTvb7/95m3WrJl+X7p0qebduXOn9+KLL9Zjpixse/Xq5d2yZYvmyc/P944ePbpQnhYtWmidNWrU8P7666+aD/n79OlTKB/KwrFdu3ZpnvT0dG/btm0L5Rk2bJie4x8SiGYCkBWQGf6JOnvM/CyI3o5gCMmk9PR03a1bt65uH3nkEdU2RowYIV988YVAE2jYsKHaWn7++WfVKMwv/W+++UamTp2qNpKUlBRJSkrSMowGNH78eIGG06ZNG5kzZ45qNNjHjK8xY8ZoXpTx8MMP6/6ECRM0D7QWDMFha7SO+++/X9sCreXNN9+UV199VZo1a6bHzPXTp08XtPGuu+6Sjz76SCZNmiRpaWlqH9IK+IcEYogAh7li6GZGa1cwTISX+caNG9Vegn5cddVV4na79UWP74mJifLtt98KhrUgPDZs2CCffPKJYGgJx5Dw8r/11lt1H4ZycxzX4jsEEQTXK6+8Ip07d9Z8EFrnn3++LFu2TIfKli9frscx9DZ69Gjdb9GihXTr1k3y8vJUQGHoasmSJQKBhaG4Dh06aD7YfTCM9f777+ukAiMkf//9dxVEo0aN0nz8QwKxSIDCJBbvapT0yfzK//XXXwVaAxJezDCaX3zxxYIpuRkZGXocGkfRhFlgSDCMIx1//PG69T+GfdhQ9u/fL7t371a7xXHHHefLB5tJzZo1JTMzU4XJzp079ZwREPgCuwkEh9FO9u7dK/g0adJEtRFTGOpPTU1VwZWVlSV33HGH2lOgDeFz8sknq9bTu3dvcwm3JBAzBChMYuZWRl9HjBA47bTTZNy4cWrkxgsXL3ckCAtoAxheevHFF+XYY4/V4/iOISwIBWgvJpVkIDfn4uLiBMNd0FAgOGrXrq2nsI8XP74jDz5IRqvBPtqJqcsQftg3+WBUh4DB0BUSykYb0Da0HcIGQ2jQep5//nnVujAx4Pvvv5djjjlGr+EfEogVArSZxMqdjOJ+YEHheeedJz179vQJEnQHs7AgMPBihpbSo0cP/bRs2VJndvnbMErrPgQBhrMwXHXw4EGZNm2aChBoIQ8++KBqJF27dlWh0K5dOy1q/vz58tNPP6kGAkGH6zBchrLQXthH9uzZI88++6yWtXXrVnnooYdUuKEftWrVUlvK119/rf168skntX5oR0b7Ka3NPEcCUUfAWOM5m8uQ4La8CPz73//WmU49e/YMWOW7777rTUtL03yYpZWamup1OBz6ff369Xpdhw4d9Psbb7zhK2f//v3exo0b6/EPPvhAj+N8UlKSHkM5CQkJut+kSRPvmjVrNM+OHTu8bdq00eNQSjBzDPVj63K5fDNYZsyY4Y2Pj/eVZfZbtWrlNe3CLDGUgbrQdux37drVu3fvXl87uUMC0UigpNlcrrFYgiyiY9MYXjBqftRJRTY46ghs2bJFNQ6sG4HWUVJq1aqV9OrVSzUCrCXBM4pV8rCxwIgOe8iqVat0279//0JDYZgZBiP4FVdcoXYPGOtRD4a1MHwGbWXIkCHy9NNPC2wnSDCiw/iOISwMdWHh5EsvvaTH8R0TA6pXr65rT84++2wdMsNQG9aQwHULbDvQWpCgCaEccx6TAyZOnMh1JkqHf6KZAJ5pPNtm1iX64oBUxA4WhGGM10ynjOaOsu0kQAIkQAKRI4Afdps3b/b9CENNtJlEjjdLJgESIIEqQ4DCpMrcanaUBEiABCJHgMIkcmxZMgmQAAlUGQIUJlXmVrOjJEACJBA5AhQmkWPLkkmABEigyhCgMKkyt5odJQESIIHIEaAwiRxblkwCJEACVYYAhUmVudXsKAmQAAlEjgCFSeTYsmQSIAESqDIEKEyqzK1mR0mABEggcgQKCRP4OWIiARIgARIggdIIlCQrfPFM4M4b/lb84ziUVhjPkQAJkAAJVE0CcJRaVKD4hAlOIBypiV5XNRGx1yRAAiRAAmURQKC4osLE5zW4rIt5ngRIgARIgAQCEaCRJBAZHicBEiABEgiaAIVJ0KiYkQRIgARIIBABCpNAZHicBEiABEggaAL/D+e7v+541kG4AAAAAElFTkSuQmCC)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
a) o valor da variância populacional será necessariamente muito alto
e) o coeficiente de variação populacional será próximo de 95%
d) o desvio padrão provavelmente será baixo
b) o valor da amplitude populacional será necessariamente muito alto
c) o desvio padrão provavelmente será alto
O ENADE (Exame Nacional de Desempenho dos Estudantes) 2008 apresentou as seguintes informações:
Antes de iniciar a questão, leia a informação a seguir:
INFORMAÇÃO! Os pulgões ou afídeos (Hemiptera, Aphididae) são insetos sugadores, que atingiram altas populações na década de 1970, quando severas infestações foram constatadas principalmente das espécies Metopolophium dirhodum (pulgão-da-folha) e Sitobion avenae (pulgão-da-espiga). Os pulgões são insetos pequenos (1,5 a 3,0 mm), de corpo mole e piriforme, com antenas longas. O aparelho bucal é do tipo picador-sugador e o desenvolvimento paurometabólico. São altamente prolíficos e reproduzem-se por viviparidade e partenogênese telítoca. Vivem sobre a planta em colônias formadas por adultos (fêmeas) alados e ápteros e por ninfas de diferentes tamanhos. As formas de disseminação podem voar centenas de quilômetros com auxílio do vento. Apresentam ciclo de vida muito curto, podendo completar uma geração a cada semana e originar até 10 ninfas/fêmea/dia. Desenvolvem-se e multiplicam-se melhor em temperaturas amenas (18 a 25º C) e em períodos de pouca chuva. O clima frio aumenta a duração do ciclo de vida e diminui a multiplicação. Fonte: Empresa Brasileira de pesquisa Agropecuária - Embrapa. Acesso em abr. de 2019. Esta informação foi pesquisada na fonte citada e acrescentada pela autora, portanto não faz parte da questão do ENADE – 2008. Segue o questão, conforme proposta no ENADE.
Os gráficos a seguir foram construídos a partir de um conjunto de 25 comprimentos de fêmur de um estoque de pulgões afídeos (Pemphigus populitransversus). (Medidas em mm x 10-¹)
![](data:image/png;base64,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)
Em relação às distribuições apresentadas, são feitas as seguintes afirmações:
I. A distribuição com 15 classes de frequências do comprimento do fêmur se transformou em uma distribuição bimodal quando se reduziu o número de classe para 5.
II. Quanto maior o intervalo de classe, mais compactos ficam os dados, porém pode-se perder precisão.
III. A mudança do número de intervalos de classe altera a localização da moda.
É (são) correta (as) a (s) afirmação (ões):
I e III, apenas.
I, apenas.
II e III, apenas.
II, apenas.
I e II, apenas.
O ENADE (Exame Nacional de Desempenho dos Estudantes) 2008 apresentou as seguintes informações:
Considere os dados apresentados na figura abaixo, correspondentes à medida do número de coliformes (103 UFC/g) em 41 estações de amostragem, em trechos ao longo de um rio. Os dados foram agrupados em tabela de distribuição de frequência e representados graficamente por meio de histograma de frequência.
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)
Acerca desse assunto, julgue os itens a seguir.
I. No conjunto de dados, o valor que ocorreu com maior frequência está na classe 40 - 50, encontrando-se, portanto, nessa classe o valor modal.
II. A mediana encontra-se na classe 40 - 50.
III. A distribuição dos dados apresenta assimetria negativa.
Assinale a opção correta.
Apenas o item I está correto.
Apenas os itens I e II estão corretos.
Apenas os itens II e III estão corretos.
Apenas o item II está correto.
Todos os itens estão corretos.
Esta medida de dispersão apresenta um valor superestimado, além de sua unidade de medida estar elevada ao quadrado. Estamos nos referindo ao seguinte tipo de medida de dispersão:
c) moda
d) amplitude
b) mediana
a) média
e) variância
Um estudo avaliou uma variável, cuja unidade de medida foi “Kg”. Outro estudo tinha unidade de medida expressa em “cm”. Assinale a alternativa que apresenta uma medida que dispersão que poderíamos realizar a comparação da variabilidade relativa entre os estudos:
b) desvio padrão
a) variância
d) amplitude
e) média geométrica
c) coeficiente de variação
A análise da Figura abaixo permite afirmar que...
![](data:image/png;base64,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)
Figura 3: Distribuição de frequências do número de pontos dolorosos em uma população de 200 pacientes portadores de fibromialgia.
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,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)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
I e III, apenas.
I, apenas.
II e III, apenas.
II, apenas.
I e II, apenas.
O ENADE (Exame Nacional de Desempenho dos Estudantes) 2008 apresentou as seguintes informações:
Considere os dados apresentados na figura abaixo, correspondentes à medida do número de coliformes (103 UFC/g) em 41 estações de amostragem, em trechos ao longo de um rio. Os dados foram agrupados em tabela de distribuição de frequência e representados graficamente por meio de histograma de frequência.
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)
Acerca desse assunto, julgue os itens a seguir.
I. No conjunto de dados, o valor que ocorreu com maior frequência está na classe 40 - 50, encontrando-se, portanto, nessa classe o valor modal.
II. A mediana encontra-se na classe 40 - 50.
III. A distribuição dos dados apresenta assimetria negativa.
Assinale a opção correta.
Apenas o item I está correto.
Apenas os itens I e II estão corretos.
Apenas os itens II e III estão corretos.
Apenas o item II está correto.
Todos os itens estão corretos.
Esta medida de dispersão apresenta um valor superestimado, além de sua unidade de medida estar elevada ao quadrado. Estamos nos referindo ao seguinte tipo de medida de dispersão:
c) moda
d) amplitude
b) mediana
a) média
e) variância
Um estudo avaliou uma variável, cuja unidade de medida foi “Kg”. Outro estudo tinha unidade de medida expressa em “cm”. Assinale a alternativa que apresenta uma medida que dispersão que poderíamos realizar a comparação da variabilidade relativa entre os estudos:
b) desvio padrão
a) variância
d) amplitude
e) média geométrica
c) coeficiente de variação
A análise da Figura abaixo permite afirmar que...
![](data:image/png;base64,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)
Figura 3: Distribuição de frequências do número de pontos dolorosos em uma população de 200 pacientes portadores de fibromialgia.
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZMAAAEECAYAAADtf9maAAAgAElEQVR4Ae2dB3wU1fbHz+6mJ/QmiNKkSBFFxYJSBNGHIjZAFBRUsIv68Omfp1IUCyjKQ3lieSqIgAVQBBTFjgULBCwgIr0ohJqQttn9f34H77opm+zszibZze9+PpuZnblzy3cmc/bcc+85Dq/X6xUmEiABEiABEgiDgDOMa3kpCZAACZAACSgBChM+CCRAAiRAAmETiDMlbN26VfLz8/VjjnFLAiRAAiRAAkUJxMXFCT5NmjTxnfIJE7fbLXXq1JHExETfSe6QAAmQAAmQQFECubm5smfPnkKHfcIkLy9PkpOTJSEhoVAGfiEBEiABEiABfwJOp1OggPinQjYTj8fjf477JEACJEACJFCMQEmyopAwKXYFD5AACZAACZBAEAQoTIKAxCwkQAIkQAKlE6AwKZ0Pz5IACZAACQRBgMIkCEjMQgIkQAIkUDoBCpPS+fAsCZAACZBAEASiUpgcPHhQDhw4UGL34Gps7969xaatlZiZB0mABEiABGwhEFXCZN++fTJ69Gjp2bOnnHrqqTJkyBDJyMjwgfjmm2/knHPOkX/84x9y+umnyyeffOI7xx0SIAESIIHIEYgqYbJx40aB5vHcc8/JjBkzZPny5TJ58mSls2vXLhk2bJj06NFDXnnlFTn33HPlmmuukW3btkWOHksmARIgARJQAr4V8NHAo1OnToKPSdjfvn27fl2yZIm6gnnggQf0+/333y9vv/22aieDBw82l3BLAiRAAiQQAQJRJUzQ/02bNkl6erqsXr1adu7cKdOmTVMscFR5zDHH+BClpKRIo0aNQtJMGOLFh5E7JFCpCDgcjkrVHjbmbwJRJ0y++uoref7552XDhg1So0YNdU6J7mRnZ0vRBw1CwapgQH7YZuB3pmh5f2PjHgmQQHkSgPsOOKGtWbNmeVbLuiwQiDphMmjQIMEnMzNThg8fLpdffrnaTuLj46WovxiXyyXQUKwkCJDatWtbFkJW6mBeEiAB6wT44846s/K8IuqEiYGTlpYmV111lVx77bWqRRx77LEyf/58c1oOHTokO3bskKZNm/qOWdnhg2uFFvOSAAlUdQJRJUxee+01WbdunfTp00fv28SJE6V79+6q/mJK8Pjx4wWGd2grL730krrTxzRiJhIgARIggcgSiCphcsopp8jChQtlwYIFSuXkk0+Wxx57TPebN28uL7zwgowaNUqWLl2qtpTZs2cLNBgmEiABEiCByBJweP+yUOMXP0IwJiUlRbZGG0rPysrSUlJTU4uVBrsJzlerVq3YOR4gARIgARIIn0BOTo5s3rxZWrdu7SssqjQT0+qShIg5hwhgFCSGBrckQAIkUD4EomoFfPkgYS0kQAIkQAJWCVCYWCXG/CRAAiRAAsUIUJgUQ8IDJEACJEACVglQmFglxvwkQAIkQALFCFCYFEPCAyRAAiRAAlYJUJhYJcb8JEACJEACxQhQmBRDwgMkQAIkQAJWCVCYWCXG/CRAAiRAAsUIUJgUQ8IDJEACJEACVglQmFglxvwkQAIkQALFCFCYFEPCAyRAAiRAAlYJUJhYJcb8JEACJEACxQhQmBRDwgMkQAIkQAJWCVCYWCXG/CRAAiRAAsUIUJgUQ8IDJEACJEACVglQmFglxvwkQAIkQALFCFCYFEPCAyRAAiRAAlYJRFWkRUQY/vLLL+WNN96QgwcPSt++feWSSy7RPufl5cnkyZNl06ZN+h15L7roIrngggusMmF+EiABEiABiwSiSjNZtWqVjB8/XlJSUiQ+Pl4GDRokr7/+unY5OztbZs2aJQUFBdKsWTNp3Lix1K5d2yIOZicBEiABEgiFQFRpJk2bNpU5c+ZIrVq1tK87d+5ULWXAgAEqRJo0aSIPPfSQNGjQIBQWvIYESIAESCBEAlElTIwQMX3FUFadOnX0q8vlki1btsi9994r7du3lx49ekinTp1MVm5JgARIgAQiSCCqhIk/h99++02+/vprmT17th5OTk6WgQMHyo4dO2TdunUyZcoUue6662TMmDH+lwW17/F4gsrHTCRQZQk4nOJwhN97r4X/NYfDIfgwVU4CDi9+3ovoCxjDRElJSZWzpX6tys3NVeM7hr2mT59e4gM2c+ZMGTlypKxcuVLQr2ATcOzbt0/cbneJ5QZbDvORQCwT8ObniHvrahG8PkJ5wRfki7NeM3HVbBQUJvxfJiQkSM2aNYPKz0yRJZCTkyObN2+W1q1b+yqKSs1k+PDh4nQ65emnnw74wscQF4z0u3fvtiRM8MuHhnvf88EdEiiRQMGezbJ/wSiRAreI01VintIOejP3SurlD0lyyxGlZeO5KCIQVcIEM7UwbLVt2zZZsGCB/lIxrDG0dfjwYTnppJP00Ny5c9Wectxxx5ks3JIACdhFAENOCckhCxNJTBFxxdvVGpZTCQhElTBZvHixTJgwQTp37izXX3+9ZGVlydFHH632kT179sgtt9wi9erVU6GSmZkp06ZNo1pcCR4yNiFWCcB+YT5W+0jbh1VilT1/VAkTDF1BI4GGArsJhqRSU1OVcZcuXXSdyZo1ayQuLk7OOussOeqooyo7f7aPBEiABGKCQFQJE2gh+ARK7dq1E3yYSIAESIAEypdAVK2AL180rI0ESIAESCBYAhQmwZJiPhIgARIggYAEKEwCouEJEiABEiCBYAlQmARLivlIgARIgAQCEqAwCYiGJ0iABEiABIIlQGESLCnmIwESIAESCEiAwiQgGp4gARIgARIIlgCFSbCkmI8ESIAESCAgAQqTgGh4ggRIgARIIFgCFCbBkmI+EiABEiCBgAQoTAKi4QkSIAESIIFgCVCYBEuK+UiABEiABAISoDAJiIYnSIAESIAEgiVAYRIsKeYjARIgARIISIDCJCAaniABEiABEgiWAIVJsKSYjwRIgARIICABCpOAaHiCBEiABEggWAIUJsGSYj4SIAESIIGABKIqbK/H45FPP/1U5s6dKwcOHJB+/frJFVdc4evc4cOHZfLkybJ+/Xpp2LCh3HvvvVKzZk3fee6QAAmQAAlEhkBUaSarVq2SSZMmaRz4o446SoYOHSqvvfaaksnNzZUhQ4bIxx9/LCeccIJ89tlnMnDgQIGAYSIBEiABEogsAds1kzVr1sjWrVtl+/btkpeXJw6HQ7xer9SrV0+FQIcOHaR69eoh9apFixaqlVSrVk2v37hxo8ybN0+uvPJKWbZsmUDYfPvtt1K7dm25/PLL5YwzzlChcv7554dUHy8iARIgARIIjkDYwgSCYsuWLfLCCy/I8uXL9QMhEihBa+jUqZOMGDFCTj31VImLC74JNWrUKFQs6mnUqJEeW716tbRs2VIFCQ40adJEWrVqJT/++KNQmBTCxi8kEDYBp9MRdhksILYIBP8mD9Bv2CcgFA4ePKg58MLv2bOnHHPMMeJ0OlUrwXbfvn3y3XffCV76+Lz88ssybtw4eeCBBwKUXPrhtWvXqhZyzz33aMZDhw5JUlJSoYsgqEoTbIUy+32BbQZCkokEYo2AQ2WAw/e/GWr/PJ7w/z88Xq8UeDwiQf6vYZQD7xKmykkgbGGSnZ0tzZo10yEl2DCOPvpo1RZKuukZGRmye/duWbx4scyfP1/wPZQEO8hNN92kNpFu3bppEQUFBcWKQhsSExOLHS/tAITI/v37xe126xBdaXl5jgSijUB8nFPSf90jj834TlwupxwRLtZ6keeJk5Ype2Vckgg0FI+1yzU3/jezDx+WrANZ4nDnlFkC/i8TEhI4oaZMUhWXIWxh0qZNG/nqq68kOTm5zF7UqVNH8ME1d911l87IKvOiEjJce+21ArvJlClTfGehEe3Zs8f3HcIgMzNT6/MdDGIHv35gc2EigVgl4HUekvR1uyQ1NVFCGazK8cSJOzlDvG3kyA+uEJQUaP+pqamSXAv2zyM20FjlXVX6FbYwKe2X/+bNm2XGjBmyadMmSUtLk759+0qvXr18bIvaQHwnAuzk5+fL6NGjVWgsWLBAXC6XL+eZZ54pjz/+uBrcu3btKgsXLtSJAN27d/fl4Q4JkMARbSI5KV6SE+NCEiYOT5wkJYT96uCtiDECtjwRmEWFdR0NGjTw4YGNpH///mrXgCDB0NQzzzyjs68uuugiXz4rO0uWLFGBARsNpgFnZWVJ48aNdW0JBMiNN96odXbs2FEFCWwyTZs2tVIF85IACZAACYRAwBZhMn36dPnwww/lzTffFLzIkb7++muBkRzrPTCshWEnDG1BoIQqTDp37ixLly4VaChm2jGG16AdYXhqwoQJ0qdPH9VcMLOrbdu2ISDhJSRAAiRAAlYJ2CJM7rjjDhUcPXr00Bc6jOP169fXtqxbt041Fhjef//9d52ya7WRJj8WKuJTWurSpUtpp3mOBEiABEggAgRsESatW7dWjQHTfG+55Rb5/PPPVQO54YYbZPjw4TqdDwY3GLaxgp2JBEiABEggtgjYIkyAJD4+Xh555BE5++yz1Z4BDeG5557T/V9//VWN5SeddBJtGLH1/LA3JEACJKAEbFsBhHUeO3bsUJsJ7CdYe4KV5+np6era5JJLLqEg4UNHAiRAAjFKwBZhAj9cmPKLmVX4YBbXxRdfLFidfs0116gwgcsVJhIgARIggdgkYMswF9y+//TTT3LrrbfqClXsY1ruihUrBENbV111la6QnzVrlnDdR2w+SOwVCZBA1SZgizDBjC1oI//5z3+UJmZuQYhgevCll16q3nxhjO/du7c8+eSTaqSv2tirZu+9OYfEm5sl4ghFIfaKOFziTKuDZddVEyB7TQKVmIAtwuTcc88VTA/G1N+6deuq52AsUmzXrp12HfaTRYsWyahRo1TAYMYXU9UjcPjDpyV3+QxxJFsPWOZ154mzen2pcdub4khMrXrw2GMSqOQEbBEmt99+u/rBwqLFDRs2qKNHuDbBlGGTMNsLvrQQIZGpihLIzxNvTpaIM94yAAgTbx4DnVkGxwtIoJwIhC1MsH4EHkD//e9/68d8D9R+q/64ApXD41FIAO7DXXFHPlab7/WIOMN+XK3WyvwkQAJBEghl8LpQ0bCXINIh4pPAa29Jruf9L4AbFMRxHzlypEycONH/FPdJgARIgASilEDYP/WgicyePVs/cAt/3HHHyTnnnCPNmzdXwYI4BBAwEDSIxPjDDz/IH3/8objgdoWJBEiABEgg+gmELUxgF0E8k6lTp6pTx5UrVwo+gRIcMyJsL4zwoTp8DFQ2j5MACZAACVQMgbCFCULjnn766fpB6Nxly5YJ3KdgNXxubq5684V2Ar9cWNAIdyvt27evmN6yVhIgARIggYgQCFuY+LcKw1xY+c5EAiRAAiRQtQiEbYCvWrjYWxIgARIggZIIUJiURIXHSIAESIAELBGgMLGEi5lJgARIgARKImCrzcS/Aszw+vLLL2X9+vVqcEd8E/jrsit98803gtC8MOwjYYry999/r1OQ4Q4fqVWrVvrRL/xDAiRAAiQQMQK2CxPEZ7/77rvVdYp/qxMSEmTMmDFy7733lrmw0f+6ovtwd/9///d/MmfOHHnnnXc0ZgryZGVlyXXXXadBuho0aKAzya6//noKk6IA+Z0ESIAEIkDAdmGydOlSFSRYTwJPwojZjmnCWNgIlysnn3yynHfeeSF1JTs7W1fO16xZUzp37ixut9tXDoTY0UcfLU899VQhn2C+DNwhARIgARKIGAHbhckXX3yhjX366afl2muv9TUcq+Lx/e233w5ZmGAl/YMPPqjDWxdeeGEhYeJwONTZ5Hfffad1+juZ9DWCOyRAAiRAAhEhYLswgdsUJCxO9E94+SOFE3ExMTFRjj/+eIGGAq0EAsQknMM6lyeeeEJSU1P13NixY9W1i8nDbcUS8L9fobbEAWeRTGERKMt/XliFW7jYjufBQnXMGmECtgsTGL2RXnvtNbnvvvvE5XIJVsDDPT1SnTp1dBvOHxjbi6aUlBStAw8oYqlgSA02Exjla9WqVTR7wO9oK9zkGyN+wIx2n/D8PWRnuWiviOAlG1LQKcu1hXSBNy5RnDk5hX4AWCkIPxs8Xo9k4MdKYpoIvAgzWSaQEO/U57uiX+SoH3bOzAOZ4nDnltkP/F/C7lq9evUy8zJDxRCwXZj84x//kIceekigFWBIC5oEYpxg9hVSv379ItZTCBQk2GsQY2X+/Pla9ymnnBJ0nXjIcT0e3vJKnqy9cujl4UeiEDpdlqv1Hj4oyd2vl6SzrrF8bbld4HRJXlychCoycTcc4pCU1FSRxBSRcrw/5caoHCpyOh2SmJRYrs93oG5BOMQnJ4p4gnsNVRaNKlB/qvrx4O6iBUrwu/Xiiy/KP//5T3X4aJw+Io7JbbfdZotzRwxjwScYtibBLxiECTQhJLjGR6pXr55urfzBkFl5Jq87QfKy/hBvdqZInPVb4s3cK0mebElKSirPZluuyxMXJ/ler/w9OGmtCAh67WNC+d4fa62s/LkTKwE//FhDwLykBARKsx4srfJTrnottP7mCoLR5ZdfLgjli5lde/fu1YemV69ecuyxxwZxdeAsGN5asGCBrl1JT0/XGCpwZ3/FFVfomhbEoO/evbuqz5g9hlDCTZo0CVxgJTmDfyyvK0G8cQkhBY7CEJLXYV2jKe/u26HtoYxQhVF597ey1mfHfbCjb5WlHXb0hWWIhC1MICygJRQdy0QQrBNPPFEFCR6agwcP6lAXPAdjCm8oCUZ3zNaCEb93795q14BNBK7su3XrJj///LN8++23Oi6PoTZMTWYiARIgARKIPIGwhQkWIX700UeqHTzwwAPaYgxxwV6RkZGhwgSCxYx3QmuZMWNGSD3DGOvDDz8c8No777wz4DmeIAESIAESiByBsOdZ3njjjWqXmDBhghq7IViwxgQr1SFEYMuAHQPTeaGhwK0KEwmQAAmQQGwRCFuYwHVJZmam1K9fX7BvFi2+++67cvXVVyutr7/+Wv773//q2hAr03RjCzV7QwIkQAKxSyBsYYJhrh9//FFmzpypThfNokU4dTR2FKwtueqqq1SYvPHGG7FLkz0jARIggXIi8NNPP8nOnTvLqbayqwlbmGAoC2nJkiW6GOqEE07Q7zCGt2nTRvdHjhyp607wxawF0RP8QwIkQAJRQmDq1Kly5ZVXyi+//FKsxRs3bpTBgwfrsohiJyN0YNSoUfLWW29p6Rj9ueyyy2Tr1q0Rqq3sYsM2wGPWFBb5IfY7puKedtppWuusWbNk3Lhx6ujRrH7HCYb1LfumMAcJkEDkCaxe/4d8s2a7xMc5C00393i9khgfJ327tZJqqX+vacI7DguxMaQPh7L+6ZlnnhG88zDRCN7LyyNhQpJZV4dQHJ06ddJ3cXnUXVIdYQsTxBR5+eWX1dAO31hY14E1IFhchnUlmNU1ceJEHeKCo0cKk5JuA4+RAAmUN4FFn62XR178TGpVTy5UdYHHKy6nU05p16iQMMH77YILLhBoAVieYNbNbdq0SZck4N2GH9YmwZP5xx9/rMsiTj311EJr3j777DMdomratKl6QMeCXExQev/99/VdisXfGNnBUgjUA3s01tn98MMPguUV8MaOa/BBatiwoS6FqFu3rsZ0+vPPP3UJxocffig4hqUT/gnxprZt26amiZ49e/qfCnk/bGFiagZoJPi0wgpys4r89NNPl3nz5im4Xbt2SU5OTqVfqW36xC0JkEDsEoiPc6kgKSpMPB6veLzie1EbAnh3wYEt1rJhgtHNN9+sp/CDGV7KW7Ro4RsC27dvn2CpAl7YeCfu3r1bNZeOHTvK5MmTBbbjM844Qz7//HN1OQUhNHz4cBUWEBSY/QptB0NZt956qwoKrLPDsosRI0aoDdq0C1u4q0JebNesWSM33XSTtG3bVtCO3377TUN34DwEFvwW4p3crFkzWbVqlQwaNEgmTZrk03L8y7WyH7bNpGhlgAx/XI8++mihU2g81DBMG2YiARIggYom4Od0vFhTSjoHoYDZqNBAXnnlFb0G2scHH3ygthQMOxkntBAGcDQLzQDaCYQNhsiQcO2QIUNUqOB9iB/i8OyBER0srYDnkFdffVWd4sLlDBaFmwShg2NFE/IYezR+yEMzQR2o+7HHHpO5c+eqUPv000/VCS/ex7Bzoz7sYwgv3GS7MEGoXkg/SDv/BAeQGE+EN+EBAwYIXNJjNgITCZAACUQLAQiJvn376ho6aAArVqzQYSxoGThnUqNGjQSfKVOmqPd0DItB8CDBRyFCZcDeDIM5hqoWL14s7dq10yEp5IG5AH4FIZzMUBaO++9rYX5/zDloUBgmM2E/oIGgbqz5w/AWPJNAa0HCD39oSxi6CzfZLkzgXgUJ7qX9E9Q8SFQ4fgS4RYsWqWT2z8N9EiABEqjMBDB7FU5r8TKGhgF7MWwO0AaMsED7ly9frhoMhqYwIgPBYrQWaCyYlARbS58+fdT+Aq0GP8L9E777x21CHrxDi+bzv8bsQ7BAqCChXaZuDHuZfZMX5RkPJeZYKFvbhYlZ4Y5xPkje119/XdUsjAfm5uYKVszboVKF0lleQwIkQAKGAN7deJGW9MGMrqIJ+cyLeNiwYfLSSy/pUBGmCyOZcrD/ySefqCCAjePSSy9VjQLn8WLHcBfW4WEhN96Jv//+uwok/NCG5xDUgaUV0CQgTDDagyE2lAkDvPEO7l+fqV8bgtg/JcR8Qlmw+cBOgvJxPew/+H7mmWeaS0Pe/j0YF3IRhS+Ec0VoHjAw3X///YVOYuYCjmFsb+jQofoplIFfSIAESKCcCOBlmptXoB//KjGbC3FfiiZoJXghI3Xt2lVq1qypQ1MmRDjOGe1k4MCBavuAR3PYM/DyxnASpvLCRvHII4/osBhiLUFzQTgNzORCeHPMzIJWAcM+Agxec801gtlfMMzDZgLBgoT2mH1sIZiQzD76hwTBgnMYLcLQF+w48OqO2WJY9AhjfY8ePTRvOH8c3r9qRPwPjNMZqRdOoRg7hEEJ867hIh4q4Hnnnacx4EP1GBxOeyr7tZ5Du+XAU/3Em5MZmgv6rH2Scv5dknzubZW6q1lvPyg5n78kjpSaltvpdeeJs3oDqXnnO+JI/DuOjeWCeIF89v1muXbM25KaklBofUWwaHI8cXJcUoa80vx1iXN4pMBb/MVbVllePLMXPyDJZw8rK2vEzu/cfUi2/wnfgYXbj3cwhEmbZnUlKeHv39tYrAhjOabmIv36668qBMw7DXYRCAETbRZGcEzthe0DAgIvebxjIQQwiwtDUbC1mOnEeBVDaOD9CQEFWwcSbDM7duwQTC82cZtQJtoDgYayER128+bNaiuBh3a0BTYYCC+cg/YD+4h5v2PWF4a80B4ct5rQT9RnBCmu/5uU1dJKyQ84MMAXNcKXcglPkQAJkEC5EmhYr5rgE2wq+tI1QsNcb9admO9Y3AibSNEE20dJazsgXIquB8G1HTp00A/2sTjRJP/2wI5jvI9AwOBjEs5hWM0/mcXl/sfC3Y+IMMFUORiY4GLArNCEqgWJjFld//rXv8JtN68nARIgARKoRARsFyaYKoepc2b8rmhfIWWZSIAESIAEYouA7bO5sOAGguSuu+5SYxJwYcUngmLByHTJJZfEFkH2hgRIgARIQGwXJjDKIN19991qDMI+3A5gpSdmExgvl2RPAiRAAiQQOwRsFyZmZgPimsDBGBLmY2MONRJmJdiRMOvBxE7xLw9zpiGwMFuBiQRIgARIoHwI2C5MjE0Ecd7NjAXMY4avfaRwZxFg1SjmcGM+Nhbc+Kcnn3xSz73wwgtaHxZNMpEACZAACUSegO3CBAIEqz4xRxqrKh988EGdR3348GH1yYWV8KEmzL+G50toPJifbRbsoDxoJLDNTJ8+XVelYgvhYjSiUOvkdSRAAiRAAmUTsH02Fxb1PP74476azQpOrA41i3B8Jy3uYJoxPGBiJT3iCpjVqCgGrgZQfvfu3bXU888/XxBrBa4Iis6xtlgts5MACZAACZRBwHZhgqEl+N7Civd+/frp6spjjjmmjGYEdxqLfRAzABoKBInxkomrsZrTf0EPBE9aWpqu/gyu9IrL5ayWJHB5XdwbUPBt8mcR/FXlm9OONjqctivT5QuhEtRmh1M/O7phx/NgRztYhj0EbBcmGM6CqwB8oJXAtnHWWWdpcBf4gvH3zR9qF0pyYlbSuhY8rGbRZLB1waUB3A8UFVaBrkfIzy9X/yHpv2VIQrz1F12B1ylpBfvksnyPxDsd4glUUSnHHQ6ngHvmgUxxuI/45ykle4Wc8roSxJGdLWhrKAkOL3DfM/bsEUlME/GGQiqUmq1d43UlSsKmLyR++yrxxiVZuxguxt05ktf8bMlv2FEcBfbfSzyv+w/sL/RDzHIjbbgAzwFmdwb7zOL/Ej8mq1evbkPtLCISBGwXJmPGjFF/+XD2CL80CL6CD+wXECaI8gWNxe6EBw0ai3/Cy8dEgPQ/Xto+BBAcUf7lsqy0rHoOPnze/2qj/O/tVVKzmvWXR643ThonHJKLTvBIYpxDI7yVWWmxDEf+0eKTk0S8xQPnFMteEQccTsmNjxd3iPoXtDa9N6mpf/nmCkePiyAAh0tyN3wpWR9MEUn92/VF0DUe3iuJA+tJtRanReRe4nlNTkoO+vkOut2WMx55ZhMsPLOVRaOy3NUqcoHtwgQvYuOXCy/39evXq8NHxIHH7KvnnnsubGGCxY/QcLA1CfEFMAUZ8VQw3LVhwwb9hGIvgWCyklJTEjX8ZyjCJM/rkhrx+TrMZaVO/7wQfOCRqE7pbL+l/lWFte92uSTf6w3JuSAqhjBRR3UW709YjQ7hYk9yNclPrS2O1FqWr4bPxISUtIjeS6vPt+VOBHEBnlnE5qjsz2wQXWGWvwhE7M0Dz5XwaokV8T/++KMPuAkt6TtgYQeztxAfBd464dcfM7bgHRPCC2hvkKoAAB3OSURBVD6/8B0uli+66CJZuHChuokOdyqyheZVaNZgNakKbaQNlaOfhX282lCozUWEqzNF+l5GuvxgcVaWdgTbXuYrnYDtwgQv+RdffFF98cNXvkkwwvfu3VvjEptjVrcQJnCVv23bNg04g+/QfGAvgZfMOXPm6Gyv3377TdeZjBw50pYIYlbbyfwkQAKxRwBxQBBq3MQswWQgxIOHxhxuwg9kBM1C0C2z2DtQme+8845OOEKck8qUbBcm//nPfzScJToJF82IN4xAWFjMaOIAhAoA6vnYsWMDXt6gQQOGAg5IhydIgAT8CeR89Zrkfj1HHMlFjPo6ucMraQMnirP23zNRseQBP1Sxlg5D+HYOF2J4HrZlBNMqK61du1ZD/sa8MDn99NM1RnKvXr106MmO2VtlweV5EiABErBKoCBjq+Rv+EocRSdKQJggnG9e4Qk9iNN02223CUY8Skpbt27V4FjNmzfXWaQYxsPMUIyaZGRk6Ow1E/MEbqUwoQDRE5EQ+AoRGE2gLFyHOCQQWrt27RJcZ2am+tcPcwImGUFbQshfuLMqKuRwHOE/TKTGktpuxzHbNRPEeDcJRnBE+II6CMBMJEACJFBZCDjiEsSRmFY8cudfwkSKTGPHcJb/QmnTD7yoH330UVm+fLm+8DF9+amnntLhqhEjRgiCZGE4HhETr776ah2hefXVV/Xlj9mteGfCl+ADDzygcaAgfOA5BL4HMeUfQ2t4f8Im3KhRI3n44YcFQgQzZOH1A2UjrV69WjA68/zzz+sCblyLMhctWqSTHSCocM4E0TLtt2sb2qT/MmpHcCxoKBjigp0EMY6xxVRhJhIgARKIRgIYZXn22WfV/x8m+eDljoTw5O+9957MnTtX3n33XV0PhRjvyI8AgXDpNHXqVLUlY6gM3jpee+01FQowC+zfv1+1FITkNZMSsAgbMeFvvfVWLRshgFE+ErQVCAqkzMxMwTIMDHktWbJEXUy9/PLLem7atGl6LWLJIw/izUOzKmlNnl4Q5h/bNRPM3ELsEkhOqGmwk0Blg4DBOYAsGu4yzD7wchIgARKIOAG86PHDGDNHkeCuCQkzVjGEhHcbNBdMeYavQLz0oaUgBAfeeRiCwvV33HGHahqY5g7tAsIEQ1j+JgHUBVtz165dtQ74OYStBAn5zJAXJiFdeeWV+mMd55AfI0JIEHDQerC+DwlhQeBmCuexlMLuZLtmgg5AkAAE1DpIZmwHDx4smN2Fqb1MVZNAQrzL98urahJgr6OZAATF2Wefre82vN+6dOmi3YFGAcEBAYJ3HQQHBAgEAl765sWP6xMTE9WuggtxDYbOSlqMiWPIaxJsIhhOK5pwfdF8ZigOtpI6der4LsEwFwQRtJlIJNs1E0xxQ0Kcd+OTq0mTJqrSYZzw+++/j0Q/WGaECWRl58u3P20Xt9sjDqf1qZBur1Oa79gvDeLjxB3htrJ4EgiKQEG+ePMOi8QX8VxhbCY6q+vvkvDiNsNLfx8V/ZWPYSj/mabwvgEBAM3BuH+CcMEn2GSuM/lLEjo4VzSfyQ9b9RdffKHr8HAMNh20B8cjkWwXJkYSwvB+/PHH+9ps1pzghjBFH4FNO/bJsPsXqDMUVwjCZH9BskxqvlmGHpUg+ylNou8BiMEWO6s3kLjGHcSRUqNw74wwKSJkMOJSkjCBlnLppZfq8Bde1PhBfd1116k/QgxhGRsFBAm+Gw0DL3bYRrCFNoFzRthA24HvMpOgTZi61afZX9oFjvsLE5xDmUj33HOPjghhlhm8gsADyS233FJIWzHl27G1XZjAqSMSDD3p6emq8mGoC1oJUlVZka6djaE/+D2VlBgn8fEucYbwg8BTkCDxcRzmiqFHIuq7knT2NYJPsAnGcMymKppgf4CxHEP4eOGffPLJ0rdvXx3CwgsdE5GQ4P1j9OjR0q5dO/2OWV7QZvADHENQmNllPIRce+216vXc1AUzgRm+gk06JydHT8H7hxFAOIBzRphgSA4zudAuaDWYWQbbS6SS7cIEs7YQAAtT0ADHP8H4hKlxTNFHAPoktcrou29ssX0EsNo9UMJQPgzcRdOAAQN8h2DbgLHcJEwBNu9DGOr9zyGEh3/Cuj2TICRM6tGjh9nVrf85HGjfvr1+CmWK0BfbhQlmMsCZIzoPtypYcINZC5CYwbgKiFA/WSwJkAAJkEAECdguTD7++GP1MQMDvL9UjmAfWDQJkAAJkEAFE7B9ajC0kSlTpuiU4AruG6snARIgARIoJwK2CxOsxKxXr54888wz8scff2g3YDjCB1Pl/I1F5dRHVkMCJEACJBBhArYPc8FIC8PS7Nmz1X0KHJRBiCBhCtu5556r/mIi3C8WTwIkQAIkUI4EbBcmiCliHI9ha/ZNn+BihYkESIAESCC2CNguTOClEnOikbB0H/OboZFgYQ6GuIwL5tjCyN6QAAmQQNUmYLswgbCgwKjaDxV7TwIkUPUI2C5MgBCuVF555RV1eoYQu3AxAB/60FiMv66qh5o9JgESIIHYJWC7MEEgF7gSgAsVk+ATBrYUCBjEOW7durU5ZdsWw2iffvqpLpI0vmogwCIVCMa2hrMgEiABEogBArYLkzfffFMFCdwLwKlY06ZN5eeff9ZV8evWrVM3KwgQY3eCgzP4A4OBH/5z4FwNK+8pTOwmzfJIgARIoDgB24XJli1btBZoId26dfPViCnB8P9vXNT7Tti0g+nHEGBY39KsWTObSmUxJEACJEACwRCwfdGiiUK2adOmQvUbL5eXXHJJoeN2fcGsMbhwhvfOFStW+Nw+21V+aeVUBgeIkW5DpMsvja//OYfT9kfWv3hb9uNcTrEQtqJYnZFmHenyi3UowIHK0o4AzeNhiwRs10zOOeccwWfkyJHqChnDXIhl8uijj+rwE6YHw36CFfGISNa5c2eLTS45O4a0MLwFjQjlIx7AmDFjBLGarSS0D4IPdpdgHnbE9oBWFExeK+2wkhd1I0ZCQU6eODz2BwtxOh0aFc5Km+zOC6/FuDdZmZni0AB0wQcZCrYt6Oee/blyKNstIYRs0VgvXodLah3IliSXQzzBVuyXD/cSQ7TuCN1LPK94vivyeUV3rT6zuPeIWIj/c6bKScB2YfLYY4/JRx99pL298847i/UaQWNM6tevnyxYsMB8DWuLeABz587VBw7hMLHeBTYb+O+vW7eupbIhHGDQDyYhFK0x+AeTP1J5NMAOhJq7eGjPcOvEL+38vCNeDMItK7zrvUcCCznyRIpEwQuvXBEIK5fLKeOf+0Q++GqTpKYkWC/SK3JIkmXsMevl6tpJciC4R6hYPQVwP5SXL44C++9lfJxT8t2V4V6K/qB0B/nMQpgkJIRwT4rR5YFIEbBdmGCm1mWXXaaLFfEAmGR+CeEYPviO2Cd2JhNrGYIFwWVmzpypkwGsCBO0C7EFrCTEKfDvq5Vr7ciLulOSkyWpWqqI4GN/qlGzYl9AeJKcDqfUQkzruAj+OnUc+ZcIJQCYYATOLZJfEIpOcuSe4V6mpqVJYvXI3cvq1Q5W6POKnmo/U1Ii+sza/1/AEksjYLswwUscn/JOe/fuVRXYRCpbuXKlCqyGDRtGvCkVKUhM5yLdhsqgfaGv3oIC+et9b7pu6xbDWxjuwieUpNeGEInSvy6vJ3Rh5F9OoP1Kcy/9fmwGaiuPRw8B24WJ6TpmdW3evFnDUZ500kly4MAB/TViYsSbfHZtv/nmG5k4caKcccYZGjsZ4SoRIrNx48Z2VcFySIAESIAEAhCwfWoMxu4nTJggLVu2lK5duwrCSm7fvl2wtgRDYF999VWApoR3GEb/IUOGCDQUGPenTZum607CK5VXkwAJkAAJBEPAds0EGsF9990nGF6COv3nn3/qFi/7Rx55RJYsWaLaQzCNs5IHdouKGmKz0k7mJQESIIFYJGC7ZoJ1HkgzZsyQ/v3769AWhEqbNm30eFGX9LEIlX0iARIggapGwHZhYhYnNm/eXKfpAmi1atV889rh9oSJBEiABEggtgjYLkywrgMJbk3g7BEr05ctWyb333+/Ho+Ek8fYuiXsDQmQAAlEHwHbbSZYiAjj9+TJk300Bg0apPu1atUSxIhnIgESIAESiC0CtmsmWCCIVe1wp3Lcccfp2o969erJgAEDZOnSpdK+ffvYIsjekAAJkAAJiO2aCZgiANZTTz0l48aNk8zMTElLS1PX8DiHqbu1a9cmehIgARIggRgiYKsw+eWXXzT4FZwOXnzxxRpLBPFFYJRHUKxJkyZJu3btZPr06TGEkF0hARIgARKwTZh88cUX6qF33759ShVegt955x0d5rr99tsF7k2Q6tevT+okQAIkQAIxRsAWYYJV71jhDkFy4okn6up32E1GjBihw1y7d+/WRYyIZXLDDTfEGEJ2hwRIgARIwBZhAr9bcJNy9NFHqzYCmwmEy913361rTcaOHStDhw7VSIhETgIkQAIkEHsEbJnNhRXusItgoSIECdJ5552n25tuukmDVCGkLhMJkAAJkEBsErBFM0EMEERAg6dgBKiKi4uT9PR0JQYnj2+99Zb654IDxrZt20rHjh1jkyZ7RQIkQAJVlIAtwsTE0oDL+SuuuKIQyvnz5ws+JsFuMm/ePPOVWxIgARIggRggYIswQWRDGN7Xrl3rC3cLbQWuVCBoTDAeHMNCRiYSIAESIIHYImCLMElNTZXFixf7BElpiDAExkQCJEACJBBbBGx7syP+uonBHluI2BsSIAESIIGyCNgym6usSnieBEiABEggtgnEpDDBuhdjp4nt28fekQAJkEDlIBBTwuT777+XXr16Se/evTU0MFy8MJEACZAACUSeQMwIk127dmmslC5dusj//vc/6datmwwePFiwzoWJBEiABEggsgRiRpi89957Eh8fL3DdAs/EY8aMEUxZ/uSTTyJLkKWTAAmQAAlEJp5JRXDF6nu4csFaFiRMV4avsK1bt0a8OflujxzOcUtigttyXbler+R43OLIzxaHJ08c3hDke95hcXqs122tsQ7tY1y8U1x/MbZy/WF3gRTk5Yoz/7A4CrxWLj2S150rjvwccTiP3F/rBQR3RV7+kXsZF+cK7oIiucLuJ+6lt6BIqfZ+9XpF76XD5ZQQnjbJ9jgkx5F/5Jl1eMThDeGelEM/7aXG0soiYNvU4LIqivT57OxsnyAxdWHBpFmdb46VtUV+lAUDvhFMZV3ToFa8nNiyllRLSSwra7Hz+eKUuq54yW3QVpxOtxSE8I/prX5IJKGWuLOyipVv1wGPO0dOaFFTXHF4AVl/eWR6EiStXlM5VCNfcgoSLDfLW+AWR2ptics8LI6EEIRRkDU2rpeo9zIlyXobUQX6Wb1uUzlUMzu0fuYeEnGmSmIE76XLkS8dW9aS5MT4EO6kSJ7XJY0TvJJTv524HF7xhHA79Jl1VQv6mcX/JdaowW0TU+UkEDPCBC/+ooID614w1GU1wYcY3OoHK0xGXHaS3Nz/ZPFKCP9VIuIVh+R7rtKrrb+mRQR9L3BLfn6+1a4Gnf/Yo6rL3ImXaWuDvsgvI/qV771QhWWK33Eru+DrdueJRLCf9ww9U5yq/YR2L4/08wIp8DolpH7qvcyP6L08oWU9mfdE/5DvJe6Z1+uQfO81YT6zwfez6P+2leeGecuHQMwIk0aNGsnChQt91BAueOfOndK0aVPfsWB2IECqV68eTFbmsUjAnt+UIb2iLbY0vOzh9zP8EsLrQXldXVX6WV48K7aeUIZMK7bFAWrHdGAE5xo/frz89NNPaoiHb7CePXsGuIKHSYAESIAE7CIQM5pJq1at5IUXXpBRo0bJokWLpFatWjJnzhypVq2aXaxYDgmQAAmQQAACMSNM0L/zzz9fFy1mZWVJjRo1AnSZh0mABEiABOwmEDPDXAYMZnxQkBga3JIACZBA+RCIOWFSPthYCwmQAAmQgD8BChN/GtwnARIgARIIiQCFSUjYeBEJkAAJkIA/AQoTfxrcJwESIAESCIkAhUlI2HgRCZAACZCAPwEKE38a3CcBEiABEgiJAIVJSNjsveiPP/6QX375pZhvMXtrqdjSEFdm2bJl8sMPP1RsQyJYO/y5ff755/Lxxx9LRkZGBGuqHEXjXm7cuLFyNIatqHACMbVoscJpWmwAnNfBn9g///lP9SG2dOlSiyVER/ZZs2bJ1KlT1ePrypUrNYjZlClTgnakGQ293Lx5s95HCE2EjU5ISJCZM2dKhw4doqH5ltu4ZMkS6dOnj/Tv319ef/11y9fzgtgjQM2kAu/pO++8I5MmTZLTTjtN3b7EomdU9CktLU3++9//qmby7LPPyosvvigIsRxLKTc3VwYOHKhaCfoGNz6TJ0+OpS76+nLo0CF55pln5Pjjj4+od2NfhdyJCgLUTCrwNrVv317mzZsniFWPUMOxKEzghblfv34+yhCcderU0V/vvoMxsAPfcPiYBC8MEKKxmPCDoE2bNtKpUyf59ttvY7GL7FMIBChMQoBm1yUtWrTQovBLr6qkzz77TMMrx+Lwz/Lly2XBggWSnp4uOTk56rk61u4rhvEwrDV37lzB8CWCyDGRAAhwmIvPQbkRgNB84okn5MYbb5T69euXW73lVREECAKUIR7Ojh07ZMWKFeVVdbnV8/zzz8tFF10kzZs3FwztIQAdEwmAAIUJn4NyIYAXz4ABAwRDewgTEIsJsXOeeuopefPNN+Xqq6+WESNGyJ9//hkzXf3555/l1VdflXbt2snq1atl27ZtOmtt7dq1MdNHdiR0AhzmCp2dbVcitDC8HcfqrzwMhUCApKamyuzZs23jVpkKwgwuf2/VrVu3jjnj9NatWyUxMVEFJtj//vvvAm3z0Ucf1VhCeIaZqi4B3v0KvPebNm3S2T8ffvihrFq1SmfIdOnSRU488cQKbJX9Vd9zzz3y9NNPy2OPPSYvv/yyZGdny6mnniqnnHKK/ZVVUImwlbz11lvSrVs3nfI8ffp0GTp0aEwN55177rlqD8JQHiaL3HnnnfrcwiBPQVJBD14lqpbCpAJvBtYmvPfee/qPiZcrFrvBlhBrwgQ2hEGDBunQSF5enhptMXU2loTJpZdeqkM+mGCAdPvtt8vNN99cgU+X/VUjDDY+RnBAcDZp0kTXD9lfG0uMNgIO71/zUdetW8cHI9ruHttLAiRAAhVAAJNN8GMYw7km0QBvSHBLAiRAAiQQMgEKk5DR8UISIAESIAFDgMLEkOCWBEiABEggZAIUJiGj44UkQAIkQAKGAIWJIcEtCZAACZBAyAQoTEJGxwtJgARIgAQMAQoTQ4JbEiABEiCBkAlQmISMjheSAAmQAAkYAhQmhgS3JEACJEACIROgMAkZHS8kARIgARIwBChMDAluSYAESIAEQiZAYRIyOl5IAiRAAiRgCFCYGBLckgAJkAAJhEyAwiRkdLyQBEiABEjAEKAwMSS4JQESIAESCJkAhUnI6HghCZAACZCAIUBhYkhwG5MEEBJ52LBh8u6774bcP8SP27dvn35CLoQXkkCME6AwifEbXJW7BwEAQTJr1ixp1KhRyCi2b9+uMetPOOEE2bFjR8jl8EISiGUCjAEfy3e3kvdt4cKFMnbsWCkoKJD8/HyNLX7GGWfIDTfcICeddFLYrb/vvvtk27Zt8vbbb0unTp1CLu/w4cOya9cuyc3NlUOHDoVcDi8kgVgmQGESy3e3kvdtxYoV8sMPP2grq1WrJnhpr169Wl5//XVZunSpnHLKKWH1YODAgTJ8+HA58cQTwyonISFB8MFwl9NJZT4smLw4ZglQmMTsra38HYuPj9dG9unTR9544w0dQoIAgICZMmWKzJw509eJBQsWyLp161R7Oeecc3yai8fjkdmzZ0tOTo5cfvnlWg5e+IMHD1Yt4pdffpH69esXGuaCoFq5cqWW3bp1a+nbt6+4XC5fXdhZtGiR/Pjjj3LUUUdJx44dtV5oJkXT4sWLZc2aNXq4bdu2cuGFF4rD4fBl+/PPP2XevHly4MABqVevnvTr10/q1KnjO88dEogZAt6/0tq1a73Z2dnmK7ckEHEC48aN84qIt2/fvr66JkyYoMe6d++uxzIyMrz9+/fXY8iLT0pKinfs2LF63u12e1u3bq3Hu3Xrptvk5GTvb7/95m3WrJl+X7p0qebduXOn9+KLL9Zjpixse/Xq5d2yZYvmyc/P944ePbpQnhYtWmidNWrU8P7666+aD/n79OlTKB/KwrFdu3ZpnvT0dG/btm0L5Rk2bJie4x8SiGYCkBWQGf6JOnvM/CyI3o5gCMmk9PR03a1bt65uH3nkEdU2RowYIV988YVAE2jYsKHaWn7++WfVKMwv/W+++UamTp2qNpKUlBRJSkrSMowGNH78eIGG06ZNG5kzZ45qNNjHjK8xY8ZoXpTx8MMP6/6ECRM0D7QWDMFha7SO+++/X9sCreXNN9+UV199VZo1a6bHzPXTp08XtPGuu+6Sjz76SCZNmiRpaWlqH9IK+IcEYogAh7li6GZGa1cwTISX+caNG9Vegn5cddVV4na79UWP74mJifLtt98KhrUgPDZs2CCffPKJYGgJx5Dw8r/11lt1H4ZycxzX4jsEEQTXK6+8Ip07d9Z8EFrnn3++LFu2TIfKli9frscx9DZ69Gjdb9GihXTr1k3y8vJUQGHoasmSJQKBhaG4Dh06aD7YfTCM9f777+ukAiMkf//9dxVEo0aN0nz8QwKxSIDCJBbvapT0yfzK//XXXwVaAxJezDCaX3zxxYIpuRkZGXocGkfRhFlgSDCMIx1//PG69T+GfdhQ9u/fL7t371a7xXHHHefLB5tJzZo1JTMzU4XJzp079ZwREPgCuwkEh9FO9u7dK/g0adJEtRFTGOpPTU1VwZWVlSV33HGH2lOgDeFz8sknq9bTu3dvcwm3JBAzBChMYuZWRl9HjBA47bTTZNy4cWrkxgsXL3ckCAtoAxheevHFF+XYY4/V4/iOISwIBWgvJpVkIDfn4uLiBMNd0FAgOGrXrq2nsI8XP74jDz5IRqvBPtqJqcsQftg3+WBUh4DB0BUSykYb0Da0HcIGQ2jQep5//nnVujAx4Pvvv5djjjlGr+EfEogVArSZxMqdjOJ+YEHheeedJz179vQJEnQHs7AgMPBihpbSo0cP/bRs2VJndvnbMErrPgQBhrMwXHXw4EGZNm2aChBoIQ8++KBqJF27dlWh0K5dOy1q/vz58tNPP6kGAkGH6zBchrLQXthH9uzZI88++6yWtXXrVnnooYdUuKEftWrVUlvK119/rf168skntX5oR0b7Ka3NPEcCUUfAWOM5m8uQ4La8CPz73//WmU49e/YMWOW7777rTUtL03yYpZWamup1OBz6ff369Xpdhw4d9Psbb7zhK2f//v3exo0b6/EPPvhAj+N8UlKSHkM5CQkJut+kSRPvmjVrNM+OHTu8bdq00eNQSjBzDPVj63K5fDNYZsyY4Y2Pj/eVZfZbtWrlNe3CLDGUgbrQdux37drVu3fvXl87uUMC0UigpNlcrrFYgiyiY9MYXjBqftRJRTY46ghs2bJFNQ6sG4HWUVJq1aqV9OrVSzUCrCXBM4pV8rCxwIgOe8iqVat0279//0JDYZgZBiP4FVdcoXYPGOtRD4a1MHwGbWXIkCHy9NNPC2wnSDCiw/iOISwMdWHh5EsvvaTH8R0TA6pXr65rT84++2wdMsNQG9aQwHULbDvQWpCgCaEccx6TAyZOnMh1JkqHf6KZAJ5pPNtm1iX64oBUxA4WhGGM10ynjOaOsu0kQAIkQAKRI4Afdps3b/b9CENNtJlEjjdLJgESIIEqQ4DCpMrcanaUBEiABCJHgMIkcmxZMgmQAAlUGQIUJlXmVrOjJEACJBA5AhQmkWPLkkmABEigyhCgMKkyt5odJQESIIHIEaAwiRxblkwCJEACVYYAhUmVudXsKAmQAAlEjgCFSeTYsmQSIAESqDIEKEyqzK1mR0mABEggcgQKCRP4OWIiARIgARIggdIIlCQrfPFM4M4b/lb84ziUVhjPkQAJkAAJVE0CcJRaVKD4hAlOIBypiV5XNRGx1yRAAiRAAmURQKC4osLE5zW4rIt5ngRIgARIgAQCEaCRJBAZHicBEiABEgiaAIVJ0KiYkQRIgARIIBABCpNAZHicBEiABEggaAL/D+e7v+541kG4AAAAAElFTkSuQmCC)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
Apenas o item I está correto.
Apenas os itens I e II estão corretos.
Apenas os itens II e III estão corretos.
Apenas o item II está correto.
Todos os itens estão corretos.
Esta medida de dispersão apresenta um valor superestimado, além de sua unidade de medida estar elevada ao quadrado. Estamos nos referindo ao seguinte tipo de medida de dispersão:
c) moda
d) amplitude
b) mediana
a) média
e) variância
Um estudo avaliou uma variável, cuja unidade de medida foi “Kg”. Outro estudo tinha unidade de medida expressa em “cm”. Assinale a alternativa que apresenta uma medida que dispersão que poderíamos realizar a comparação da variabilidade relativa entre os estudos:
b) desvio padrão
a) variância
d) amplitude
e) média geométrica
c) coeficiente de variação
A análise da Figura abaixo permite afirmar que...
![](data:image/png;base64,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)
Figura 3: Distribuição de frequências do número de pontos dolorosos em uma população de 200 pacientes portadores de fibromialgia.
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,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)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
c) moda
d) amplitude
b) mediana
a) média
e) variância
Um estudo avaliou uma variável, cuja unidade de medida foi “Kg”. Outro estudo tinha unidade de medida expressa em “cm”. Assinale a alternativa que apresenta uma medida que dispersão que poderíamos realizar a comparação da variabilidade relativa entre os estudos:
b) desvio padrão
a) variância
d) amplitude
e) média geométrica
c) coeficiente de variação
A análise da Figura abaixo permite afirmar que...
![](data:image/png;base64,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)
Figura 3: Distribuição de frequências do número de pontos dolorosos em uma população de 200 pacientes portadores de fibromialgia.
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,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)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
b) desvio padrão
a) variância
d) amplitude
e) média geométrica
c) coeficiente de variação
A análise da Figura abaixo permite afirmar que...
![](data:image/png;base64,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)
Figura 3: Distribuição de frequências do número de pontos dolorosos em uma população de 200 pacientes portadores de fibromialgia.
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,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)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
a) a frequência relativa foi sempre crescente em função do aumento do número de pontos dolorosos
d) 15 pacientes apresentaram de 7 a 9 pontos dolorosos
e) 55 pacientes apresentaram 10 pontos dolorosos ou mais
b) o número de pacientes com 10 a 12 pontos dolorosos constitui a maioria nessa população
c) quanto menor o número de pontos dolorosos, menor a porcentagem de pacientes, representando 10 pacientes nessa população
A partir da análise detalhada da Figura abaixo, é correto afirmar que...
![](data:image/png;base64,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)
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
Figura 2: Frequência de reprovações dos alunos, de acordo com o sexo e o período do curso.
d) para o sexo feminino, o índice de reprovação é decrescente para os quatro primeiros períodos
e) o sexo feminino apresentou o dobro de reprovações no 3º período quando comparado com o sexo masculino no mesmo período
a) o sexo masculino apresentou o maior percentual total de reprovação
c) o sexo feminino apresentou o dobro de reprovações no 1º período quando comparado com o sexo masculino no mesmo período
b) para o sexo masculino, o índice de reprovação é decrescente para os quatro primeiros períodos
Há dados numéricos que representam quantidades mensuráveis e, desta forma, os valores fracionais são possíveis. Trata-se do seguinte tipo de dado numérico:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal
As medidas de dispersão mostram o espalhamento dos dados ao redor da média. Considerando o uso da amplitude como medida de dispersão, assinale a alternativa que apresenta corretamente uma desvantagem desta medida:
d) dado discreto
e) dado contínuo
c) dado substituído por posto
a) dado nomimal
b) dado ordinal