IM 7.8.13 Lesson: What Makes a Good Sample?
Find the value of each quotient mentally.
[list][*][math]34,000\div10[/math][/*][*] [math]340\div100[/math][/*][*][math]34\div10[/math][/*][*][math]3.4\div100[/math][/*][/list]
Your teacher will assign you to work with either means or medians. A young artist has sold 10 paintings. Calculate the measure of center you were assigned for each of these samples:
The first two paintings she sold were for $50 and $350.
At a gallery show, she sold three paintings for $250, $400, and $1,200.[br]
Her oil paintings have sold for $410, $400, and $375.
Here are the selling prices for all 10 of her paintings:
[table][tr][td]$50[/td][td]$200[/td][td]$250[/td][td]$275[/td][td]$280[/td][td]$350[/td][td]$375[/td][td]$400[/td][td]$410[/td][td]$1,200[/td][/tr][/table][br]Calculate the measure of center you were assigned for all of the selling prices.
Compare your answers with your partner.[br]Were the measures of center for any of the samples close to the same measure of center for the population?
The price per pound of catfish at a fish market was recorded for 100 weeks.
Here are dot plots showing the population and three different samples from that population. What do you notice? What do you wonder?
If the goal is to have the sample represent the population, which of the samples would work best?
Which wouldn't work so well? Explain your reasoning.
When doing a statistical study, it is important to keep the goal of the study in mind. Representative samples give us the best information about the distribution of the population as a whole, but sometimes a representative sample won’t work for the goal of a study![br][br]For example, suppose you want to study how discrimination affects people in your town. Surveying a representative sample of people in your town would give information about how the population generally feels, but might miss some smaller groups. Describe a way you might choose a sample of people to address this question.
[size=150]An online shopping company tracks how many items they sell in different categories during each month for a year. Three different auditors each take samples from that data. Use the samples to draw dot plots of what the population data might look like for the furniture and electronics categories.[/size][br][img]data:image/png;base64,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[/img]
Population
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[/img]
Population
IM 7.8.13 Practice: What Makes a Good Sample?
[size=150]Suppose 45% of all the students at Andre’s school brought in a can of food to contribute to a canned food drive. Andre picks a representative sample of 25 students from the school and determines the sample’s percentage.[/size][br][br]He expects the percentage for this sample will be 45%. Do you agree? Explain your reasoning.
This is a dot plot of the scores on a video game for a population of 50 teenagers.
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[/img][br][br][br]The three dot plots together are the scores of teenagers in three samples from this population. 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[/img][br][br]Which of the three samples is most representative of the population? Explain how you know.
This is a dot plot of the number of text messages sent one day for a sample of the students at a local high school. The sample consisted of 30 students and was selected to be representative of the population.
[img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAlgAAAB3CAYAAADfAz4WAAAgAElEQVR4Ae3dCby/xdg/8ERIRYsSaUGE0EJEWpRCi1QIKVS2SAuFLCGFCiHCYwmRsiQVWcqSQqnwoIiHLD3tQrI9/vf/9b5fz3WeOfO77+/3/m7ne87vzLxe58z9neW6rvnM3DPXXDP3zDJVH/fb3/622nfffatlllmm2njjjatvfOMb1b/+9a8+uUp0QaAgUBAoCBQECgIFgcWLwDK9iv63v/2t2mOPPWrlioLlb6211qp+9KMf9cpW4goCBYGCQEGgIFAQKAgsagR6KliXXXZZdfvb336WgkXJeu1rX7uoQSuFLwgUBAoCBYGCQEGgINALgZ4K1oUXXljd4Q53mFGwbne729XPhxxySC+aJa4gUBAoCBQECgIFgYLAokagp4J18803Vw9/+MOr5ZZbrqJcLbvsstXKK69cfelLX1rUoJXCFwQKAgWBgkBBoCBQEOiFQE8FS8aLLrqo2n777at11lmnetjDHladcMIJ1b///e9eNEtcQaAgUBAoCBQECgIFgUWNQKOC9f/+3/+bBcqtt95aXXnlldU111wzK7z8KAgUBAoCBYGCQEGgIFAQWBKBRgVryWTNIbki1pyqhBYECgIFgYJAQaAgUBBYXAjMUrCaFKamsMUFUSltQaAgUBAoCBQECgIFgcEQmKVg5VmLcpUjUn4XBAoCBYGCQEGgIFAQ6I9AXwWLknXLLbdU1113XXXjjTdW//jHP/pTLSkKAgWBgkBBoCBQECgILGIEeipYcPnlL39ZOfdq2223rfbcc8/q3HPPLVflLOIGU4peECgIFAQKAgWBgkB/BGYpWPmS4F/+8pdqp512qg8XdQ6Wv9VXX726+OKL+1MuKQoCBYGCQEGgIFAQKAgsUgRmKVg5Bpdcckl9uGjcQxhK1mGHHVblyliet/wuCBQECgIFgYJAQaAgsFgR6KtgLb/88rXlipJFwSp3ES7WplLKXRAoCBQECgIFgYJAVwR6KliWCHfddddqpZVWqu8kvOMd71itv/761Xe/+92u9Eu6gkBBoCBQECgIFAQKAosOgZ4KFjR++tOfVi984Qur7bbbrtp9992r0047rVyVs+iaSSlwQaAgUBAoCBQECgKDINBXwULsn//8Z31NjuMaiisIFAQKAgWBgkBBoCBQEOiNQKuC1WsTe6+43uxKbEGgIFAQKAgUBAoCBYGlH4FWBSstepNC1RSW5inPBYGCQEGgIFAQKAgUBBYrAjMKFoWpi9LUNd1iBbSUuyBQECgIFAQKAgWBgsCMgtUGxb/+9a/6NPfLLrus+slPflL96U9/aktawgsCBYGCQEGgIFAQKAgUBKqqmlGwmqxXwr797W9XT3/606uHPvSh1dZbb12ddNJJ1a233lrAKwgUBAoCBYGCQEGgIFAQaEFgRsFqir/pppuqzTffvD5cNE5zdybWV7/61abkJawgUBAoCBQECgIFgYJAQSC1YKVohDXLnYNxensoWPyXv/zlafLyXBAoCBQECgIFgYJAQaAgkCDQ04J1+eWXVyussMISStaRRx6ZkCiPBYGCQEGgIFAQKAgUBAoCKQI9Fay//vWv9f6rlVdeuVpuueUq9xI+4AEPqFwCXVxBoCBQECgIFAQKAgWBgkAzAjMKViwL5smuuuqq6qCDDqp22mmnaq+99qrOPPPMPEn5XRAoCBQECgIFgYJAQaAgkCAwo2AlYUs8Ur5uvvnm6u9//3uns7KWIFACCgIFgYJAQaAgUBAoCCwiBDopWIsIj1LUgkBBoCBQECgIFAQKAiMjMEvBYqlqWyocmVMhUBAoCBQECgIFgYJAQWCRIDBLwepV5qJ49UKnxBUECgIFgYJAQaAgUBD4PwT6Klj//Oc/q5///OfVd77znepHP/pRvRfr/7IvrCfX/ti0f9FFF1U//OEPqxtuuGFhFaBIWxAoCBQECgIFgYLAgkBgloKVW6n+/e9/V+edd161yy67VGuvvXb1iEc8ojr++OOrP//5zwuicKmQykZJ3G233ap111232mSTTaqjjz56QSuMafnKc0GgIFAQKAgUBAoC8weBngrW9ddfX2266aazrsq5y13uUp199tnzpwQdJXFJ9ZZbbjmrLHe4wx2qU045ZRYFiliuaM5KUH4UBAoCBYGCQEGgIFAQ6IPAMr2Uie9+97u1QpJfl3PwwQf3ITv/on/2s5/Vh6W66ictz9577z3/hC0SFQQKAgWBgkBBoCCwoBGYZcHKS2Kfksud03sIKSdHHXVUnnTe/7b3arXVVpspSyhZ5V7FeV91RcCCQEGgIFAQKAgsOAR6Kli33XZbfXr76quvXt3xjnesVlxxxWrDDTesfvzjHy+4gtrgfsABB1RrrLFGXRZ3LG6wwQb1hvcFV5gicEGgIFAQKAgUBAoC8xqBngoWya+++urqda97XbXrrrtW+++/f73pfV6XqEU4S6HXXnttbX2z0f15z3tedc455zSm7rVs2pihBBYECgIFgYJAQaAgUBBIEOirYEXaW2+9tWIFWhrc3/72t+of//jH0lCUUoaCQEGgIFAQKAgUBOYhAp0VrFFkXygWoYUi5yh1UfLODQKlLc0NzoVLQaAgUBCYrwh0UrCGHSyGzTdJsHrJlMf1+z1JOQvt+YNA3g6aJOuSpilfCSsIFAQKAgWBpROBTgpWU9EX6oCSy53/biqrsK7p2vKX8IWPgDYwSDsYJO3CR6eUoCBQECgIFARSBHoqWDFA/M///E9lD9Yg+5b+/ve/V3/9618rp8GHC3rxexo+eZTFPqyujtzK4qvK4hYfAk3tNsK0I23DO1JcQaAgUBAoCBQEAoGeCpZEv/3tb6sTTjihPuLgta99bfXtb3+7zhsDTBAKnwLz9a9/vTriiCOql770pdWJJ55Y/f73v2+c+bfRCFrj8FMef/jDH2p5yEW+r33ta7MUwCZ+N954Y/WhD32oetnLXlYdfvjh1ZlnnllRHrmUdlPeErbwEVDHTfWsnWs/0c7f9773Vddcc83CL3ApQUGgIFAQKAiMBYFZClY+kJiZH3LIIdU97nGP+vRz1+Rsu+221U9/+tPGQYdEl112WX0lzfLLL18tu+yy1T3vec96EBrE+jWWkmVEXFrtuIm11lprpiyPfexjqx/84AdZytk/KZfuLrz97W9fn5/lDsOvfvWrsxOVX4sOAe3mMY95TOWd0Da0q9e//vUDWXkXHWilwAWBgkBBYBEhMEvBystNkVp55ZWXOP382GOPzZPO/KbEpCe/e3ZQ6a9//euZNNN4cJ4XZS+/KudVr3pVqzh//OMfqwc96EFLlOe5z31ua54SsTgQ0G6incetANoXi29xBYGCQEGgIFAQ6KlguYswBo8YTPiHHnpoK3L77bffzMATeVyqPO3T3ymLd7rTnZaQbZ999mkty3//939Xd7/73ZfIs8MOO/RdWmwlWiKWCgS0m2jf4bvt4Morr1wqylcKURAoCBQECgKjIdBTwaJgbLzxxrMGkrve9a7V5z73udYlwpNPPrm+UicGHf6jHvWo6oYbbhhN0hFz33TTTdUWW2wxqyyWdz784Q+3Urap3Qn2URbK5nLLLVcdffTRrXnGHZEv2+a/R+E3TlptcrTxGDQ8p9+WP083id94/8d//Ee9PBhtg7/llltWN9988yRYNtKcJgaNAv1vILnmq2y95C5xBYGCQEFgnAjMUrDyTtFG3k9/+tPVE5/4xOqBD3xg9chHPrJ6zWte03MQue6666rDDjus2myzzerltZ122qk644wzpt7hKssXv/jFascdd6zL8ohHPKJy0TMlMnU5Bt/61req3XffvXrwgx9cK5vPf/7zq1/96ldplrE/5zKMncE8JBhlDn++iZjLZUP7wQcfXGlH3g3t/Kyzzpp4O8/lmE84kW0+yzefsCqyFAQGRSDerfAHzV/Szz0CsxSsJvY2p1sqPPXUU6svfelLla/q+jlKy9lnn10rZxdffHH9CXvaKNLnfrTGGe+qn0suuaQui8HQ3YT9HFl/9KMfVaeffnr9BeF//dd/1VnaytAW3oVPvzQLOb4LLl3SBAaDpI084/YpWdq5d0O78iHFYnTzoS4WI+6lzIsPgfKuLaw676tgjVKc+dwYesnWFtcWPgpGTXkH4TNI2iZecx0W8vLjmQzxnIfPtXyD8AuZU/kHyb8Q06ZlXojyF5kLAgsJgab3rSlsIZVpIcs6KPZ9FSwE24i2hTcBGGnDb0ozV2GpDOlzG39pIl34TWl7xUX6lFaE9fJzmvnvXnkjLvKEH+Fd/MjDj78u+SJN5I/fXf08X/67K51R07XxHTR8VDmmnT/Km/vkirBpy1j4FwSWZgTS9yx9XprLvNDLNqNgNVVYU9gwBQ464Q9DYxx5cv79fo+D53yhkZd1vshV5Fi6ECjtbOmqz1KagkBBYHgEZhSslMQgneQgaVMe8/W5qTwRFn7Inv+O8OL/HwLDYjRsvv/jPJ6n+SLHeEozGpWCxWj4ldwFgYLA4kKgUcFKIdCp2uRtM69rcv785z+n0Y3PDuj85je/Wef5yU9+0phmWoHOwzrnnHOqb3zjGz2/hkzlu+qqq6ovf/nL9RVAvpIM97vf/a76yle+Uv957uJ+85vfVOeee259GrwrhMK5y+7SSy+tv0S76KKL6nsP+w1ov/jFL+oPD84777xZx2C4H8+HCTbyx+broBV+8O3iu2LI6fXkHvXA2JDZdUrp0R1k/t73vle3Gaekd9kw7uiN888/v8bgiiuuWKIow5R1CSJVVbcT7Vm7+dnPfjazJOZIBu1IeMof3//8z/+syyLfLbfcsgTZrrJJ95e//KX6zne+U/PxLvoidj445QpcvOddyzQfZC8yFAQWEgI+qIk+OD60WkjyL3RZ9cEXXHBBPab+8Ic/7NwHzyhYbZ2jwcMxBY5dcE2OM6D+9Kc/teJl0DnyyCOrbbbZps7z1Kc+tVZMZGjj0UpszBEG46c//em1XORztUm/ryIpKA6VdJaXq3XiaAdK1wtf+MJq8803rx796EfXz/0OmTQI7b///nV616y85CUvqdCBy2mnnVbtsssu1cMf/vDKQabvec97Zu48bIKBAvWsZz2rPjpjq622ql75ylfWX0VSTN773vfWR2ugtfPOO1ennHJK5QvKYfD3MruHkbzKuu+++w59aCzFMWR2ZlTITLaTTjqpltmxB3D4+Mc/PusC5Vx2ypm7Mbfeeusagz333LMe7JuwGiWMEqedPO5xj5vFh3Lh1oJo5/hTtjiKqHbvnZHvqKOO6qzM57J6sd/2trdVj3/842t63kX3YeZ45Pkm/dt7rlxRfuV1N2NxBYGCwHgRMKnVBzvHUT/8vOc9rzLIFzc3CNx6663VcccdV/fBxqfddtutcx88o2A1ieoYA8pDepiik81ZRlKXdvbOzVpllVVm5TE4sGpN0+FPcUnL4hqgT37ykzNipeUQ6FLnvfbaq75TMfI5nPTd7353fb+ik7sj3AGkr3jFK1o1W1YHCpV76yKP/G984xsrVq2HPOQhs07NX3vttWuLzoxwiYLqjsg99thjVvoVV1yxPjTVi7feeuvNinOGV6r85eVMeaTP0pEvPQGf/C9+8YtrhS1N2+/Zoa2Ug/RmgBVWWKH64Ac/WFtIyRy48J0tlcoc9EN2Ctjd7na3WXmccdbFwhq0uvjah3aSyk0BfP/73z/rGiky408hpXSkZVlttdXqYz668MvTUNbWXHPNml7IQHHrcsRITmucv00I8lsOKJNzedDqOMtTaBUE5iMC+rs3v/nNdR8c778+2HmM077fdz7iNQmZrLZEHxz9uj7Yyk4/N0vBisErMlmycWFzVCzinh0k2uZYddL08lAkLJlM06VX5aTy9bpX0HKgi64D1Cg/S95GG200K1wcJYlSlrrA1Mtw//vfv8Ym5W9QYpGIsPDRo8g1Offd5cqFfJRBJ4ynNEL2z372s02keoZZtmS5Cxrh3+9+9+tpxWwiqjGm91oGLRZFp+nHb7KH/J/5zGeWIBV4Nl1Vc+c733nsh8Cy2IU8ISPFwkwyfoe/0kor1YpUqpCKk59yPYxjPQv64aPHGjhNp4MPecKfD+/5NDEpvAsC40bAxJy1P96x8Nddd90ymRk32C30GBngno4Dnq2I9XOzFKw8sf0eLCNRqeG/5S1vyZPWvw1+r371q2eECYEMrJbCpumcvs6SEGUIn9UpBu1cPrPxUIoiPf8Zz3hGvfSThnm2hJjOKlK6lu6YFyNPYOMqHnuoWMAiji+elabJsV6ss846M+mDlkGcZSGl49ldkPaK9XOpvNJ6uZ3in9PbdNNNK2bTQdz1119f6RRyWhRyVy9R5P1FPJkdbNvmDjrooJm0kUf9jvuyZUvCQT981kVLYvE7fLMcOIdlJ+pFvOXMHN+2sqXh73jHO2b4BD1WVO/mXLpc9sMPP3yJDsd7PulbDuayzIVXQWDaCOiDWcyjj+HrBx760IfWezOnLd9i4M/QkeLvefnll68cot7P9VSwLEXZM+T+QUQpASwal112WStde4Ps/TFAyrPqqqvWs3dLRNN0LEvWscOKQr5NNtmkuvDCC1vFsjfIPpM11lijbtQUAEtXBn7KDyUnLHyUhw996EOttAxQJ554YmVwjoHyPve5T/WpT32qnolY17VkJo4lxt6ips2M6JCLZSMGcibjDTfcsN4EyVLEKoYG/NGkxFFw8kGyVdj/jZCefPe9731nykl+DW5QWmSmZLAIKiOZLV0yv5KZVTCVGR69lsFsrmZFDMWUcsWymiq4/crXJd7mcgolecmtPVPK7bdyT2faziljlPIDDjhgVjtjTv7+979fsxsUN5ekW6YPPt5FezB67YPsUq5R07CgeX/IBRfbAg488MDKxwrFFQQKAuNDwLYbE/2YhK611lqVidegfcn4JFpclHzAZMUiViasVFgt6rLtqaeCBUb7YCgZltLcveZrQktHbc5AasmLMiPPMcccM3XrVchqds369pznPKceDNyRmH6tpsHmjdbXGyeccEK13377VS960YtqhcMgboCzf4gCarmEcmVwzfMHb754G9AtO8ljaSz2DPlyzqZpS1+sA+5AzF1Km1Jy/PHH14OtAZ3lKpQLeW0gV05KjY36XVxKP9LbZP2Rj3yklpfM73vf++oPA5rSRp4235eWOgYKgn1cZI4lVYqMcpP5iCOOqL+obKMjXL7Pf/7z1Utf+tK6ndkIbi8bN4xsbby05y984Qv1JEF71n4ovt4B4ZSKNBxvX0pq98K9B+7ARGcYZwbLKnbIIYfUuDFX+5Jx2s57o1zpe67cxRUECgLjRcBqgQk9a7+xQx+cfoE9Xm6FWo6APtgXnIceemg9Pr3hDW/ovOWpr4KFmQr2JUN6REEuRP5bWnnyGe04B7+cZ5ffLGkG4l7WkZyOwfzqq6+uKFupM8haknLcgkro4tI8uaJKaTN4U8TC9cKLXMqSX1gtr6/f0Go6IiBod/XJSaGjIHnuJVM/mpRAMsMyp6PcZB7EOqMe1U1YSHOa/eTpFx/0gg+rLhfhTe1cHHm0f5bDcTh00KPwzhennORSn4H/fJGtyFEQWJoQ8K7pM/V1qVFgaSrjfC+LEwcG7YM7KVgxmIwCwDhojMJ/XHnnQzm6yCBNl3TjwqULnXHJk9JJn7vIMBdp5kKmueAxKFYhU/iD5i/pCwIFgd4IpO9W+tw7V4mdFgKdFKxpCVf4FgQKAgWB+YpAGeCmWzPTwH8aPKeLcuE+CgJDK1jTbmjT5g/0+SDDKJVf8i4MBKKd5f7CkH40KaPMo1EZPTc55osso5dmYVIo+E+/3kodDFYHnRUsX9vF/o+5BDl4+Qor3UQe4YMVd/jUl19+eb0PKfiGPzzF7jnxsrHZ/qS55EvC4Id3evBnhHcvxWgp7f9yNEHKN30ejXrv3PjYVNrls9zelIaP9TGEL3RTN1flx9NeSldlzbWLMvpIwMcbXfc6jktO/EMG9R8fkoyL/iB08Le3choOBr4ej/2egclcyYKfmzDs95tLl5bTUUPT+pCDHPZfxXmSqVxzhYf9pnGCwDT4G/+dzRlurmQIPvaiD3r+YGcFyxde+RlDwTgKPCkfn0F27k9Cjne+8531fXBzVea8DL7k89XWtJwv9trO5Zq0TDA3uOYHr85FXQQPyt2b3vSmWUWNuFmBE/iBj4HFO8jNFd+0KDZ4+ooY72nw90GHc96mqWCp/0E+wEjxG/Y5xRr/9AvSNG5Y+l3yBR9fAKdKfoR3oTFsmuDBd4iymw2m5Rx87NiacCFb/J6kj5cv2dwgMdcuyknBP/bYY2v2ETZpWYIPn3LreKK5dMEfTx8Z+DqfE57GtcnUWcFyHIEd9NNyPgef5v1LFLxp3rXmqIj05Z7reqBcOcdrWs5l244LmZbTuVAwpuXMnl/wghd0eqknIaPZ67Of/exJkO5EkwXNAb/DHnfRiUmfROq/y9k3fcgMHY0/S/q03Gte85qZ+zanIYNjaRxKPC1nkutonmk5xx85jmZazlE6jtCZlnMbi2N5puWsojiuaRDXScGiqencp2XBUiBnUMTp1V00x0FA6JcWP/dBxWW+/dJPIp5yYwY112WPslDupjF7Cv6U27YbBCLNJH2mcQeMTstZHnAOGzeNNsA871yvaTnHgzjcjwVrGuVXbvUf2yTmCocoKx9/g8y0nEnmBRdcMC32lVUESsa03Cc+8Ynqox/96LTYV+ecc0719re/fWr8Lc85q3Fa7uc///msSW68G3Mlj+XxQfvgZcyM+/398pe/rJ71rGfVL5dnf/3yjCs++NEcnaAev8dFvx+dKCsFz8W/0s+lDMH/yCOPrC1Ic8k7xUbnZolirvlH+T/2sY/VA0zKP+JSOSf1bHmWFXca/PGk3FMwgv9clT34OAjXZd3R/ieFc043ymv/nxsJdLIRlqed9G/1b5IXmIQ/Sb7Bg48/Sy5+ET5J3ikf/FxP5VTxSfNM6eMbZXVo8gc+8IE55x/ysKC99a1vneEfckX8pPzAwGHWLEjBZy754+k+WytJnkOmkGUufJNsh1RHucOfJO8oJ9/y+DOf+cwZ/l34LqPT7vK3/vrrV095ylM6pe1Cb9A0rqjZcccdp8b/YQ97WLXddtvN8KdwDlqGUdK7x9Bdh6PQGCXvFltsUbnyZRQao+R1lY6rWUahMWxedf2kJz2petCDHlTzn+u6J/eTn/zk+rqMYcswaj53L7oyaVQ6w+bXsa233nr1RG9YGqPmU/8uJx+VzrD58d95553rpdphaYySz2X222+//dTK78qqrbbaaob/XL+HrqzafPPNp9YGt9lmm/rarlHqcJS8O+ywQ6UNjEJjlLza/gYbbDA1/q5vc2XRIGVYxqyo358rUig4e+65Z9+0/WgNE4+/ilXANL/w9PcknlnOLI+6X5GCNxc883Lg6eWmZIybfxO9CEt9L7f7mNKwVM4I7xeWxnuGbxqW0xEv7AlPeEJ9WXYen+Yd5jnn30bD5MIFq23xw4Z3LY+B3TvYL32/+FzOpvRNYfZf6Vya4nKa4/wd/Mxc73e/+9VXhfSiH+l7pekah1ZKT/27yqpr/kHTBa/w0/zC8GdFjPCmdBHX1e9KQzoTnJ122mkGk8jb5Hd9r3I5g1ZTuHtwH//4x9f9ccRH/zAsv6DTxjfijQHuh91yyy1n8Y/4Sfv4U3Bg0I9Xv7I05e+HH5oundYG2uhHXTTRH0eYSZ47d1NauSz9ypHmTZ/zfPlvae0B1Qc3xYlvCl/Gxq1+f66CobU5KsFzv/TjjndNiwbGRBj8wx8Xr1708PcF1+mnnz7Dvx/fXvTyvP3S4m8PmDuo+qXNaY/jN/72gNkD5XkcNLvSUF5/liZe9apXNZZ/0pigb2nG+rsvSdpkH1aONJ99jk30maf33nvvxvI3pR8mLOQIP2j47fPwpz3taa382+QOGv38nGeaXpwPbCi5+PjdK32ad5DnJroRxtcHWarsyrtrOjJ2SesuOpejt6VtCx8EA2mjLlN6nm2T8DVxGp7T7hWXpx3kt37HF2Tub50Uj5Ru/uy3D43sgfIcGEUZ0vQRNogf+XM/aAg/+eST6z1QkSbiwo93I5ct4gfxcx5+2//mQ4s8LuhGePgRPqqPnj/bJCgyOf2IH5ZPTq+JjjSXXnppbT2O+C75Om1yt4lM56LiuNhcFv6om8y60HHZ7Y9//ONZrLrkm5Whw482mukm9zxN/E79eO7AsjFJnp+CQ8FrcmnaeObHc1OeQcNscj/ppJNmZct5BL/wZyXu8KNXPp8ot21yz/PF7/D7sZYu/trSNm1yb6Lfj04b/X7hziFzQXYvF/Lkfq88aVxbPuHOX3IRd5PL8/kdYU3pm8LS9E353b9mkhf3d6Zp8rzop2FN/IYJe/nLX77EJvecT/wOvx+frunQwT/OQUrpBo3wIy7/HeG5H+nCz+Pjt32gzkKLdOGLj+fwI08Xv0seaewDdcF6yq+NfheaTXmb8kWYL6l9SZi7iM/Dx/377LPPbt3kHjKEPyzvpvwR5gyoLpvcI334XWWJ9OHLlz7bf2kfYJOTLtKG35QuD4u0uR/pItxvk2uTnH4uzdNZwWKin+tjGkJQ/oEHHlhdcskl/co21vjgj6iGNc1jGnQu0zymwRc0zqFKMQmwIyz8CB+n7wua/ByqlP4keePjCxptcNKurRw2VDJBD+LaaA1CI9I6psE+qHA57fx3pBvEb6Mh3DENlkknfUxDmwzKYYOvrymbXK98TembwoJG+Hka/OOYhrY0eZ5Bf/eia4N1fEndK92gPLumd0SBYxraeLeFd6XfKx3a0zymAX/KpU3203D4O6bh1a9+dc1+klhj0ETf5KLfJHMc2DTxRpeBiR40iOukYGGocdPgUtcmSJqm33NKo+0ZDYO7nfypS9On4aM8t9FknvUlVZOLPOE3pRk0LEiW/14AACAASURBVKflC47zzz+/J5nIE37PxA2RvfKxIFkeaHORN/y2dMOGO4cqP+g0eDX5ETYIv8gTfpr3iiuuqN773vemQRN9DhnCZ472FVP8bmIeceE3pWkK65Le+U9HH310nb1X+l5xTbyFpXnS5zQ9CxYFOxSsPF3+O8076DNaTfRYkZ2on7o8Xfxuo5HmbXsOGhEfv7W/vA+MNOFH2vg9iN9PZstzTWcR9svXVYZU9qZnFnwHDnMRH37wyH9HeJufp89/p/lsEzjrrLPSoJnnXvlmEjU8tOWL8PBlpeCceuqpddnT8JRsW3iapt9z0ODHszxWkBz2mrs0XZo+T9f0O9KH35Qmwhh43vWud82SSVzKP9JOwr/22mur4447boZ0k8x5WCcFC0XKVXRuwSEnFuGj+jldvxXutttuG5X00PldleKo/C4u5A+/S55+acyce50iPU5eIUtK85ZbbqmXiSIs/EjLj7Dw07hhnlM6sHea+Fy5lDeeLChxTUgqQ54ujRvnsyta8gnOOOm30YryWZqzD2ZajhyUzGm4wEAfFCfJRxh5PKe/JyUjK6J2OE43iNzXX3/9TB8Y+cIPmfLfEd7L75rH+58ruCndrnTSPIM8m2ToByfFpxddcc5gm0Qf2Itvio+2pw3krmv+PF+v30003eYw6T6wiW/ISf/J+8Be6eXrpGBZ+6S9syLEHohgOkmf8KxGX/nKV+ozsFyTQI68kOOQIQeKOTK9liLloZGx6Jx33nmtSwZp+mGeWUxitki2kI8WjzccnAvGj2WDYfjkefBxmCHaDhVsOlhR2De/+c362opJDHrKrlx45EsysLfRV3z8uSczBr68PIP+Rif4q9+mF5o1xZKh9mjpbtwOTWVTz67IibrHB/YsmVF2PjnHPfBGmZQzvYMywrVNvOPw3wgft+/9T/dewl59R9sPHMZ1R18bvjr31EUd+fCHTONyJpGsNFEuvnZArmgH9gPqE9M0Nt6O0+HlahI8tHOKRer0wcLtySLbJJx9h1HOtH61xwgPDLyz43DaW9AMXzm9Y6lypV8SZtuIyfewLuo08nufgm/q4xV89Ln4Rrx3YdzbZxxsrNzaXvTxZA159TfGB7ylHZcL+tqXOiZDev+keNjnY4B2OE4DEKzxgHOTUkkPirbSq+31VbAcbubzUGeO+Ipn0qcZB8AqTMfl01DnX+Aff0ylk3I6OIfZPfKRj5y5dyjlBVQy2Q/i2ApfVo3zdGVldqCpc6d8WJA7a/DiAgv+e97znjzZUL+9SDbSqmd0Hexo343BJOrFy+RTdZ+Li1M3GuI4nE7UdRzB37Ec+ISiiccZZ5xRnwWDd2DgAMJxKP4sBD6mwBNtnwU/8YlPrE9QjvLpZO2F0Qak8dm65eNhXeAqP9q+lFRuG7q1McdTWBYIB4uNN964/mQ4ym9fQq6IRvpRfB2oowHS+7+0z2OOOabGBX/nc/n4YJxKRsisrD4LdwdhOB2f9r/HHnvM1L+vK00Cw6WYRlgvP03vS6Ec3wMOOGDWFTkOvXUelPKrK20mV0B68esVZwnQmXf6lqjffffdd0bR1861T+0u4rUVk5HcpeXK43r9hrE71+I99Hl6quR6350LF/2f/mCUQTaXk5XKhnr9D97+0kt2fc3o2Bjlj37glFNO6VWkznG+Egxc+bCFtzPIXDbN6e/VuzZINjhpN+NwruJJ+XvWD+Af456vyeM8rkg7zit0fLGtfpUNb31geg8uS66v+aJ9aIvjPGGf0oYm3tEHpvuPtb+NNtpoFk7GrXGtcGlr6jf46+vTi+7x0U/HO+j4Jsv36SQ/2nRPBctL5dwHlU6z9hKrWAoIF0TG0bCa6JkZPeABD6i/nsM//phqx80bf7NUm/h0aMDTcaeO1g5MXxKYRbIc2XisozHAjCqTztPg5aXRuPHKHZkcFwAL9cMfpXNL6bOOGUzNltBmKXD2Vnr/k8EONqyZBkD7YhyAGrMr9IbFwYuLv5mZcpmVxUscCpQO8HGPe9xM2aUz0x6WZ1p+/K2xKz+66thXK9p8DKD2AhoAI419KQ6hHYeSjYfymbXBVvsy0Dj7JZYnYeOdFE9Gf3g3KTijYAIL2OvI0i9ngr/NxmTw8YHy6xTH6SyHew8oWAYyTnl+9atfVeuss07dF0X5+X/961/Hwt6XWgazHN+YHbNqP/jBD647VHx1vNp/fhH5sMKwGDpQNSx3eLCm65uUX+eu/ikUaflTC09gNYwMlqIp7AYYdR04RPvHx3l4Bhjtk2JhIjKOi7iVz3uuDzaxsKkbf3/p0hjl1nuRlr/J0jxM+fWB6Ebf6lmfBHOTGO+Z/t65cDEG6CP0ieNogyyRUeYon31H2nxYKU3wjA8Rz2ftG4fTjzvQ1X5L9auM6to5jLE862MHCi6Fj6wuAdcnhqVrFDlsBXHW2GGHHVbzJ4MJnH7IBJjT5zKApOVn1UwVnGFlUEbti8Km7P5M+pU32qAJlomn90M7ofw5p5M1O3eNClZ0zAqWAqvxC/OCeRHH6fAMvkEXoOuuu+6srxfzNJF2VB9dnehpp51WLw0698rsJXUq+173uldd8cLl0RHe+973rmc3o8omPwuNRmugN3PInZlFU2c+Km98dN5MszGYoOl4Ci8cp4E5zTu9E1F6p/z32gCflyH9ncqt89KJpMsxLKgOmIzOy4s36Nd0Kb9ez/hrc6myYra06qqr1nsAvcCsJ2984xtn0nghDbCxAbwX/X5x3i+KTcrfC77SSivNKHC+5vT+TdIpJ6uMP4Ot2Wo4zwaYWJLkC2NJGMVFOwif4m6iY7Cl6IWDh/aQtpGI40f+NKzXc57eXXM6+Dbna16HDselz+rMAKPDD0za8nYJp6hSWNucQZ4Cllrs2tIOE2727kBZOOvjc3ws26y99tqz+mQTAjKNY4ClwOpPLIM31bG2aTDXT07C5eXVJxpcvd/iWPONAbHZngwGd2OACemoLuevL2bJc/6UtsZ51yiYnPR5njpiyH++lFtjjTVmxjhkTCbvec971ntw9cMmIDa7h0JjXKBwUHyGdVEG7RuW6Rf7xsO73/3uM22Otc4EIFzkjd+j+CYMdI50WwTlnQIVHzgwfOgbo5+GCQWbZTV3jQpWJDIzyT+L1LDWWmutGW0y0k7Ct7YJbIcs0hRp6VGpk+CHZmwk17GbQaeOpuqo/vTF9wLqkChmqRu20g3Y8jrULlewlF1H7msyeDBZpxvvh+WZyp0/m51pUGhTMNdcc82Zhh5pna5Myx+ni7Lo2JxerHMR5jNZCpby+4uZe6RPZWgKS+PbnuHsz4BheYhSa/DUkRhc0pcfDRjpBMfl8CY7ZQuuFLiwIFC8nSjNaqX8MXMftqxNMmvLroXyvpnJUXQ4chncUgUfXx0rK1u8F4PKEunDN4hTcpTx2GOPrZch8RcvzgCs7Sv/uKy3gYMleFbbwFcdpI4FOfCIcFYn78WwCkaUGz0KHqtdlM8EJnUGeH2iflj5LSmql3G5o446qrYeUXRsPVDX3vtwBjcKfiozjAzAqdIR6Qf1XSjPYmyAc+4ehRa+4Qxm+mBfFCu/dPpgLpUp0o/qs9De5z73qd8F9FktWJNCwRamb6IUT+IrY2XHj7UmHAuLY4OEaScxZkX8KD589fcskpQt75f2rs+l7Glv97jHPWrsUz62ysRFyGn4IM+wpLQYd1kI8WK5p1zSRcjGUW7wY9nVBsKyNAivtrQUe3iHtS7S6YOtLqlr4z0jQ+pchN40MeupYFmK8cKlDVeBaJMKP2lHwVIY2qo/+31UomWCSTtm0VzB0uF4+cPBxZ89G6O8XCm+Qdus2MCeOg0cBgYAeFgb1vAsazTRSPMO8hzl8vKarcRsUeOjYETngqa01qpTK8cgvHqlZa6HLStWlI953CBv2Uj5KTYGpZjdhUy96OZxQVs4OixUz33uc2ucKbmWQznWNQOpGVXqWPlSq1JKL03X9dkyoUM9daQUHTNIDl2DjjrRwSi7PVCUAoNM8A2/K780nQFLZxJ7KiiPOlg0dX6WSuzRSJ20TZ1SmqbrM4y1bwMoxUHZUuUVFixY2hzLlvfBfqFYPujKpy2d5RjKYuCLPiUv8DX4WCJJHcxWX3311o9i0rRNz2l92W9nW0SUTxvXHkPB1veJV/boAyzhjsuiZWDzzulnWfHR1rZjD449uNpc6gzwLFjRT6Rxgz6zAiif/ad4meBYRWG55Wwb8dt7aW+U+rHSYL/guJ2+AP62SET/Qg7WjHwFx+BqkB23M6FksfLuRTthQcYvxkQ45AP+KHJQqN35yHLHYq9N6Is5lk3KdD6ZYIiJpfxReMtry4clYrzJoHzCwlEuTUKMfdqiP/vSwqIU6br6gav09BoWPO+hOlfPJnXCWA1NtE1w8j2P+mXtIp/s9FSwzJQNHqmjNa622moT+Xoq5eNZp2aJhunVfhwdOVOcBpY38DzvsL8D7CYFi1XJy81FOr4OaVwbzUNuClZuwRJnsHfYH99goxNknk0bYCpf0BvUN3Oh4FmSiy+Y1AXzab6hWgcQg/CgfNrS+3LDC6ujTa1UBhJyaA/2v7Do6JBzq1Ib3X7h6tOsldLGeqaDpdSZPZnRNSlYlIBoF/3od4lXPuv8BnadqE42Zmlk8MKrf7NbyieFwMx/VKee8fLOKy8sWLDc98VR8GGd3ygAL1btUWfS3mmzVQNr0IJBqmBpe8qv7DAgi45YnrxzGwYPCl7ga7mMdc6eK/tQOR1/bq3VJvWJrF6jOjN2/O3nUEYDusEkNjHrE7330SdattBGDELiUhd9VBrW79lgZb+L/TWUOWWLTeUGHDhHfQR97YaVx1l9ozrtzzYEk7ngb7nYNgV1TwZl9+7rA3zlpo9g5Y59iqPKEOVS/yaUqQWP4u99y8cfComPbcbhgj8Dg4lLPpib4MEnxgIDvzaayjmsHN5xxgKTLIq9iTOjQpxBaEsMC1YoWCEri1e6lD8sf/Twwh+e6Fq1oUCFksuKq79X/9qCsVe/FKf8D8tbPvUKT2WmWCo/GdDXz4eClW56l0//q13ogwIT4UsoWGmkF9fgkjoFGsUcntLKn1PeEafCI9wSBBBpkwaacbvgg26TgqWzM4NPNWUVAvyYYY1LpjYFSyOLgcSzhq4TiBdgHPwpVzpRM7d0iUKDbqp7iqCBOMVvFDkoV5Q2VqSYOQU9ZdcmOM8UjxhgI80wfio75YKJ2IZPA50On1Jr0M/3X+Bl0KGMpjSGkSHyGCjxUjZWRG0uVWqi/PiRUyeQWzuD1iA+JYKixIKmPftD1yzS8jhe9h/l1lptzzsw6h4kFhDti2KLpj+befEkSyjaUX5lg5V3BUaxhDBImaVN681zdOTal3oweWAp4bTLdNO/MPs2WLDSz8nrxEP+C/6y2wJgEkWBj3D9T/QB+h97oPAfx0Zn7732FLzIwDqk3cOComfwS533RLyJwaiOMk+GtI+1XGlQDyud+g/5+BQR5R8H/2gLfMvB6WReGIWWMpkuIQk3yTYBH6fTp7Jg54qzMkf9e6ZYav+j8lcO4ztllhKvXrVp777y6Yv8VhesttKH816MY2+sFTL8GVMsPRuLjPmU/liCVvboA8hA8dZP5fxT+ULOLj5ruFUh/SFLFoU2+mDt0niQK3OWDyn5uVtCwUoT0GDzdUWdK2059luk6cfx3A8UmuMqq6wya+CfBN8mBSu0dx1ZyGmWZclUXO4iTR7e9jtN36RgpfFBQ4Wb5bB4jMN5gViOKA25EkvxocyZNYbz8mtw41Lw8NCxGcS6LkNTAHRGk3DauUHfspjObLPNNqv3wKW8LGkZBCflKC+9Ok/LeJYTR3W+Dja4sQjEH7O3PS9mcTqyffbZZ+ZOQu3Rn0nYOBQ8SiQLikE2+MPb8pPfbQoMK5NBLx+IRsUj8ptosFxxZrE60vRdxN9WhlTBS+ODzrC+fhgOMajmdEx8Vl555XoyMipfy5+WQVPHgkKBYqmizOkDKLvBi6VNH6gvDBdx8burb88VZVJZ0fBnYDepblIgxZuIsCBSsAbl25aeNdJSEEUjdVYKKBjpniiKgLBxKHjBi2KhTacTq4jLfWWwbQB2ozq3FdiCkSq46l37JotJlCX6dJuAftEqSq8+qqtc9n/q77zLUTd4Uros37c51rO2u1Lb8jSFB08TF8vyys6irC7UCUfpDSt2pGdBNhHLXU8FSyMyeFou0Yi9yDRZL/xcODNDLzQrCv5eZEs21l4BMElHwTJ7Tp0O1EBmAKB8AJzWbClVRYzTsSJEpx50vcjM8Eyk8DCj8wmxAVDYqI5CA19mep0aHvEHby+SvRnkMoMxc2JtwN/SSu6i8eXhbb/Vs31vZo3qXiee8vfS2WtgmVo4/JmODcDREQ7KM5VF+/Y1JKsZ+jC1XEaBNYvmdCI2tLJsSeNzeR2x5YRRHcx1MOoBbQOKToWCh76ymVmRUzz84aFDGsfRKdqXNsUiYIBRZm3B+6a+zRp95aazIQcZmOotG4+iYEedoYcP/nj7s0StQ/NM2TXY+yOrGbZ6Z86nYLcpIF3rRftmoTBZ0vbga1AxuFiK5dSRAQbe+NuTQvmxnBHl6MovTye//k5dm2jETNrSQywRWgaShuUaXpaJdO4U41EtiOTx3nmflS/aA/r2hMEXLiyKPgLygQWFQ7xJWToo52Xr+hs95bX0rz/wDsR+RO8/JZulU7jya6cUfAPwOPbhRR1aqjZxypV2/aCyGhvIoB5suqaUmICMy+l3lInVMHXwNwZ4TzyTQdswTud7Q9N8XZ+1LcoiHtqgd8AdjBTsMCKYTFo1YG2SxocQ+mAyjer0q5RpZwvirQ16B1nWTey9o+pfWdU//OknTValYWWBq3Jpf46j0b9YNgyrGdn0ufohMkhjDIBd6rSlJRSsaGASakzMZPY9eYmYyW1mU6i5cDpvy5S0U/z5+OvkJu0oLk0aqc7PC0YWs20dG9Nlits4ZDOTUPbUaXCWzfCEh3jKCHNqVH6aftBnMyBHEphBKiMe8Rcvrw7QoEsGGJjthnVnUH55eqZopn4deM7fMoUy2g8S5cdfOp8Mp9aDnG7X35YBo14DX/Qd/BoKvRdPh+pdkMbyKNzGNbjhR4bgz/cORkevM43yx7tBydUpTMLZQM56Fc5EgjlcvZNV32Aykn74EGnH4ftiNp3oaCNRbtjAqsnaOizv2FQf+KPvaJrAlxJhwFH/5DAhiQnXsDzli/7DCgGeaJNBXeuLQnlgwRcXbYDP2hvv5ygyyKuds4ajSw6+TeQpfV/SCY8/HwSMY/8PDLzjJjlRRjwo+DGB0f9oD8Kj/u2VoWgHhqNiYHxjuW2zHlFCLYmR0RigLcAE/3HI4F2y7yiW4lOalDjWXHyj/PDRB0cfNUr5WW0YULTrqH/lo0RFH2Ria6JNBmlYryk54xiD9OOUazzR9udZH6fvoWCxHkX9x3tiH1a6bDsKBiat6PqDrf6OohdOHZhg6PukMQZIk37RH2l7KlgSAdyMWQOisYWZLK30IDYuP2hraMEbfxsvzWBGnal2kdMs2uw0dzpYs2lmQ39mUPnMLeTP8w7y28zE7JQLel4g1humaHjoVMgSg3ukG4RPmhYtG5Zp4uinf2brnAZuKQBvaXW841Bu0Ga5YRlp4h/HEbCwUITIZkbDyprP8tIyDfKsratz9Yo+nOGtfCm2OmBKtTTqaFwzVx0EPJUr+JslpuXz/nkPxJNTZx91M0hZu6bVvsmQOvwMeGQgC8V/Uo4VUR8QjqLBks2Shr9nM81hnXpN61b/QplHWzsMfNM06kO4NDYby5PGjyILS7B9MMFf+0o7d20U73hH4K+vGLVPTOU3kGmHMFY+So33Ppz+xntBBm01j490w/oGcvRhgL6+OAZvvL3z8Y4ak1hO8j54WN7yqV/00/cupQdr/RDZYEDWdMtMimWar99z5FN+/FlHcqce9NP6X/jooxgcxtUH4+cd0+7Q90d5Tvs4cmrzIYP4ca7gmMxEG9cGyZL2ccYJEw2ywUlbHecET9mCtrKZVOdOnxf9hGOkUvnStEsoWGlk+qwBpy9ZGjfpZy8X/hp2NMJx8myiiVev8pInXvqQBZ0mWhE/iN+LP7nwbpJvFP5oUuL8KV/6l8sedZKHx+9h5FDm4Il+8BAmLlykEx8u+IUf4YP68gfvXviGbKlcg/JK04fcwV+Z0/JJG2nwDP4pjUk849mGAxlDplS+NGxUmZQ15x/1n7eLUXlFfvzQ9tfLic9l65W+LS7HKy1fW554R6XNXU4vj+/6W/nSNhh0w4/yx++udPN0bfnR95c76aP989vy5/m6/kYPvv1cyNCUblCZIj2/C/9oo2n9kCPoNMk0aFgb/kEnZIjf4/KjDNHGc7rig3db+wgaed78d1M671Ret73S5XHp754KVpowFSzCw0/jxvncRr8tfJy80ZorPiF3Ez9hTeGRJ5WzX7o0T7/nNlohT8SHn8rRj3aX+F502+LS8C48eqXJafX6PclBLviG3yZzGp8+t6Ufd/hc8WziIyzCwx+mfE15u4YNw69XnpRv+twrzzji5pLXOOSdBI1pYTAs38gX/jgwSfu0oBt+Sr8pLI0f13Mbnzw8/z0s/0Ho9Eq7hILVlLgpbFjBm/INQn+QtE28eoV1oS1Nl3S9+HSJy3nkv3Ma/eLz9E2/h6Uh37B5m+ToFZbzid/h98o7ybicf/57nLwnSbtJzl78muKawproDho2KbrkSGmnz/1kzNPmv/vlH1f8OPn2o9UvftAypfTiOfwmWungL75X2qb8TWHjoNFEd9CwfnL0ix+UX1P6Ljya0jSFNdFvC4v8ud+WPg2XJ/Kl4cM8D0OnLc8SClYuUJ4x/52nn4vf45RhnLTmouxdeIyjTP1o9IvvImevNJOm38Z7Wnzb5IlwcqWyNT1HWPiRdxS/C60uaUaRQd4uPLqk6SdHG4228H70Bo2fKz6DyjWX6XMM8t9zKct84jUIDoOkjTKmedLniB/EHyR/v7QRH/4gcgybto1XW3gbn1kK1qCZ24hOMnzaMgb/8CdZ1ibawTf8pjSDhgWt8Nvy94tP842SNs+b/075zPVzmyxt4eOQbxDag6QdVLaUtuf4G5TOsOlT/jmNXnF52i6/u9JrS9cW3sZ70PRtdCJ83PSCbj9/LvhOksckaffDLo+fT7Lksk3r9yCYdE2bp8t/52XtF5+mn6VgpRFz9TyIsLlMo+TNafX73carLbwfvVHi+/HsFz8K70nkXWjyFgwmgUChCYHyLsxtO+iHd7/4uZR2Pskyl+WeBq9xYT11BWsa4BWeBYGCQEGgIFAQKAgUBCaJQFGwJoluoV0QWEBWiXHN2gap9EF5Dpp+EFlK2ukjUOp3+nVQJBgfAkXBGh+WhVJBYAkEyoCxBCQloCBQECgILAoEioK1KKq5FLIgMD8RyBXQ/Pf8lLpINSkESv1PCtlCdxoIFAVrGqgXnosGAScOu9rD5eAxeIQ/X0Fw9YqrcFwBEtcwzVdZi1xLDwLxXoS/9JSslGSxIlAUrMVa86Xcc4KAO8q23Xbb6thjj12C33wbSMjj4uwddtihvsj56U9/en3P3RKCTzBgvmEywaIW0v+LQKnz0hSWVgSKgrW01mwp17xAwCWsa6+9dnXooYfOC3l6CeES73XWWad63eteV/3gBz+oLx1uusTVSdpnnnlmfRF8L3qjxMENj/ROuDIQj4Lo/M3rslwX9oYr9RxIFH+hI1AUrIVeg0X+eY3AbbfdVistC0HB+uIXv1gtv/zyldvqufxKkgDaTfKbb755xZ+Uu/jii6utt966VYZJ8S105x6BZzzjGdVHP/rRuWdcOBYEJoxAUbAmDHAhPzcImPXedNNN1ec///n6JvSrr766+vSnP1195CMfqb75zW8usZeIhYaFxB6p1F1//fV1vhtvvLEOvuWWW2qaFCV7kz75yU/Wg8Fll102k82zAeLjH/949dOf/nQm3EMoWK9+9asrNM8444xapq9+9avVrbfeOitt/DCbR+tjH/tYvX8rwvnkpQj9/ve/r6075557bk3vyiuvTJMt8XzDDTdU55xzTp0WRr/73e9m9oS5Od5+q5e97GXVXe5yl+pd73pXK82f//zn1WGHHVYrYscff3yd7itf+cosfmQ7/fTT67jzzz9/FvaUt0984hMVnFN3zTXX1OHyKv+znvWsavXVV68++MEP1nTsCWtyf/jDH2bq8Sc/+Ul18skn13SuuOKKOjm8vvOd79Q0tAd12OT++Mc/VmeffXb14Q9/uPZvvvnmJZLJ+5nPfGaGFjnVbzh5vvzlL9fx6o7MKR04o6HdaZennXZa9etf/zqyz/isdhdeeGHdprQrbS7aXdq+LD9/4xvfqGUmlzoNF1ag6667ri4PftrU97///UpZUydtpBdOxqg/dH/84x/PqkNp1J9ykE8bzC2d8qh7zrsW74fwcN4tMq266qrVs5/97BoTbeNPf/pTJCl+QWBBI1AUrAVdfUX4FAED3oMe9KDq3e9+d/Wc5zyneslLXlLtv//+1ZZbblk///nPf55JfsQRR1SPeMQjqn/+858zYR6+973vVfe9732rSy+9tA6nUDzwgQ+s3va2t1XPe97zqpe+9KXVXnvtVW222WbVBz7wgep973tfrQwccMAB1Z577lk96lGPqpWoGLAMwOg97WlPq57//OdXL3zhC6sXvehF1ROe8IRqn332mTUoUgbe/va313u2yI0fK84JJ5wwY8kx+D7mMY+pPvShD1Wvfe1rq3333bemaUBOXfAXdsEFF1S77LJL9dSnPrV68YtfXMu7/fbb1wOkeLjga+/Vne985xo76SgmqUPzs5/9bPX4xz++uv3tb18PitK95z3vmUlGcVQ2A6ZyPvGJT6zlo+BxNvs/+tGPrpdMQ7lVBy94wQuq7bbbrraKp6Sn9gAADv9JREFUUao23XTTasUVV6wxw4Ny1OQM4g95yEPqPW7Pfe5z63pWThjJ8+Y3v7nae++963I/5SlPqdtCXi6K2R577FH/4bXrrrtWu++++yxlmTKhXEHrmc98Zl027YP72c9+Vtmz5g8N7Q/GlKioC4rGk570pLr9SIOH+v32t789UzSKystf/vIaC5hoI+uvv371gAc8oNJmo13CU/xOO+1U89P21N/Xvva1GVrSKgsLEX5oSUMhanOf+9zn6volvzzyqsOwasrnHXnyk59ct3ftfuedd65xSZXFd77zndXjHve4ihKOr3QwU/feG5jAzDtxxzvesa4X/Fh6c+W7TdYSXhCY7wgUBWu+11CRrzMCBpRlllmmHlwpWzpqAxGrAssMK0A4ype9UbmCxdq13HLLVfaFcCwhlAkKFesBKxmrwMEHH1zd9a53rQdlM37WqWuvvbYekChk8fUdBev+979/bY0hB5mkNahTDFhqYinulFNOqe5+97tXX/rSl2q5pRW20korzShD6Bls7ZWieOGJXvCL8oVPoaHgUQxZe8gvz1vf+tZaJktxFB1WDQPfyiuvXFtV0GQhyR0FgNVhhRVWqAdI9MLicNVVV9WYvuENb6gxgr16wB/eHF5nnXVWXSZl497//vdXd7vb3WpLIyzQo0yoHzTwCGtfKCt1xqqqWM9ud7vb1QO+AV569UPJWmWVVWolgVVMeZTfAE9RCjp4We6kSES63/zmN7WCs80229QYwFadHnLIITVttPBg9bNXjKMoaCMsceLVHasin8OPbNpV1Jm0lBAKa7QBFjhYfOtb35ppAxTYO93pTpW6UifSUoBMECgp+KGpjtddd90ZpZ1CqazBjyzSwzN1KRb3u9/9KtZW5Yu2kn5NKvzBD35wrTAFXfVOIaYwstJxxxxzTP3eHHjggTO4Sv+a17ymtlixMJss8NWTSZFy4BlYpDKW54LAQkSgKFgLsdaKzI0IULAMtmbNYR2RkFJi4LC0FS4Go3wTNWvPHe5wh3opRVoDEqXtjW98Y93xR+dPWcKLlSQGKOktMVE+DNKcwXm99darLQc5L1YjypOlHXRZv1h+0nRkN7izmnF+s2hIm1rk6siGU+Pf+9731oqgDexcyGp5huJjAAxnGclgZxCNdBGX+qeeempdxvToCfFHHXVUtdZaa80oXMKU6/DDD6/ucY97zCxNURJe+cpX1rhYrpSHpSlVdilpcFPeXrJQsNQP5TnS8U866aR6gA9FOeIoD5SQUNgsm9p35iiN1Fkio2hTLshFqWWdSpWTaAvysTiSNyxawvAMvkE7FJD4rZyU5VCQ1Ye2Kl3kpzgqo6VhjkJDuVcPqTMB0CY/9alP1cEUHkq8thhyBM00XzxTnsmiDWof4dJyUgC12bzuLSvDMdr9W97ylhq/dCkdPfVhwmJpk9PWtLmwagXP4hcElgYEioK1NNRiKUONgM582WWXrS0kAYkBxWBl1k2pCufZYJIqM+JYDgyslkE4ChaFK6wtkd8yk3T5cpNBzzJbLKlQEPA56KCDZga5oGE5zcBprw5lifVq4403rq0TLBTxZzDdYost6myhsFlOCReDZ/xOfcuMLGipwhnpLfNQ1CLOPhmDXb/N6wZwSiTLXepYTOS3JBSye95kk03qQTXS48+aw3Jjn9Vuu+02SylD8/Wvf32tCIWFKGQOP/hSsNR5LJFGPIWL1TJ4Si/uTW96U3XPe95zht/RRx9d16/lq5CZb3lP3cRymnql2LIaocECmTp7i9QRrNWNpcvANXj7bTnQ8hmLHj4sP/e5z31m9jCZHIR1MOjjrQ2yBnKUQrLtuOOONQ1Lo/4sE1KwlInTrljVtH3WN5OHwKdOkP0TxzqpDNoFpTfd8yU5uSlSlkrxDMwe+9jH1rxZ2Th57a1iNQuefGWwJBj79li1pKMQF1cQWNoQKArW0laji7A80YGzYJkdW2JLHQVrww03nGWtMVCwZOQKliVCgxkFC10DjN/20nDBy0BJwco3X1M+DEC/+MUv6vShYL3iFa9IRaqfzeINlHgaiOSjbFj6S//e8Y531JurZWL9YSmhsOUuZEvDLX099KEPrYPyeAMyC0coAmHBMuj1cqFgpXtupLfcRQlJZWfZoFCceOKJs6wi0huklZ/VJpeNgqWcFKyICz+VjZJKqYiBPeIoxPZwsbSkjiWSghUWGlZNCo1zysgaspPZX1hkKLaUKEtflAmy2SsVm7thiBcMKa6UJhaksGhRoFm57BFkIVI+/ChJaIVFzTIm5U6d2V8HIwoSy1u0VW0RbsJCXn7IHFiwvKkjyou9X/iwhOaYpPgoJyWINdI+NnnwCUWX7JRibRK/4O9ZeaLtULBWW221etkvpX/55ZfPKFjqU3pKeVGwUpTK89KCQFGwlpaaLOWoNwCzZqQKlk68TcFqsmBZhjF4+dqKCwuWJaPUhQWrTcGyjMOFgrXffvul2etny2OUA8tTBrY11lijoogZbA3c8ee3eK6XgrUEg6qq94rd6173mhkg0zQOQGVFChcKVj8LFusQpSRXsFiBKBAhP6UiymCATpeafJ1mALap2YAdlqKQxVlcFGD4pS5XsmIPVtRXpI29a/b4pC5XsCgGLI6UjpA1fOUI5RMNvJXJXi1LrxQDHzmkjryWvZSHUu/jBs5SMgWacsR6R8FDi/JiiRSvcPaf2StmnxxFhjUs9rlJ47c2+vWvf31GZrTQ8JcutUoPezJ94QtfqJeFfWjRy6kn/CxdU4zty7P0zVFIWVrt2Qucwg+84ETBks6+qnDCtXUWLIoxFwqWJcLiCgJLGwJFwVraanQRl4cFq6uCZaC1mTgdAEDny7cmBSssWAGv5RYWrNjjE+FhwUoVLHtq7OExCKbO8op9UMINPvb4sACl+3zS9J4pWqwKTRYs8eikzldlrHq5AsMyZwnNPrBwbQpWTpOyyaoXZYz8PrGHCQWgl7N8ysJj2cpAHZadVLFjQaF4pYpHE81QsMJqE2nCgtVPwWKtUZb0S8igEX5efuGUFnvj0mXnSM9nbWIllYZj+bJ3iXIV9ChCW2211aw9YTCgEFOGQnEJhSnyoSEN3AZxZGK1pLw1uaCfxsFfGw0LLKXOO5bv/0rzeG5SsITnS4TePwrccccdl5MovwsCCx6BomAt+CosBQgEfAZPOXKeUepYsDbYYIP6y6cItwRowLNHyP4dipJjD+yxMcOOPVgUETTzAcUSofDcgkXJMGDH0hCLBgULfwoVhYAyYInIwOK4hRjYDD7S+ZTeAKs8Zvo2Qsen/BSse9/73q0De5QvfOl94WaZiRUCTUct2GNjcDdYhyMLTHzd1sv5Oo4FC12WI+Vh6WGVsSxmD48lH7zgQ3nxpaByUkwcHWBfViwnsR6xfPmiMpbBlNtAruzoWFoKnFLZKI7qIeor4uwlYjGKJb4IP/LII2vFLZYIKS+vetWr6k34lDrt4JJLLqmX+igJ4llzbNS3wZsSj5e0sFJPHEsYJUFbIq9zsCjCccAspVO7QAde2gEFSX2nm+7Vl31T2oAv7uJP+wsrFguT/XIsRJQ4S8x4sgqyflHSYOVoEct2yiSelWjNNdesZQ88Up9iT5GCnfTywUs5fdTBkY8FTBu0X0xZtAFHa/gdVkoTGO07n8Bo4+orFH7vpq81KaKUN+2l1wQjlbc8FwTmOwJFwZrvNVTk64wAZYgiYaN66gz+9roYMGOQNnBSNGzMtqfGWT+UHooM5cOAzrG2oGljceoMtJaAIp04tCl3D3vYw2YGdgMS3s5RomTYn+PsI76BjMIRjpwGINYpS3cUIGdDWV6MTdXoWdpTlq7OYZcGWjzR9Om+Jbj86zJnIBnc42iBNvrkpECQDT2DegysBneKRvByBpl9YAZ/Dg4bbbRRbeWCV/zBjdIVS0eWQlnXYIWHz/i5qL/6x/+e8UU5Sw+wFGep1wcDubJoyUt9sw6Fo7iw3lnOE4dn7IXDT1uhUDlziiziKYOWSmMJkwIkv/JKo13Z1xVYKg8lJOqVkqlM5FQf0Q78lp/yShnzpz088pGPrM8yCyULX2lNEAIj8qmLUB4p1BTekMlZX9pBevhpYMBHk0KlvZJBPnu2WG/JH05+S6NoB2/HYrjHMpx4x1/kh5pacrfvjwU4HGUOdvZ8wSW3Oka64hcEFhoCRcFaaDVW5G1FwEBo30g6GMSAzFpi4InfiEhnALSnxkAs3oyakoAW57eNxzGQBnOWFuGRLsKlQ4sSwuFn/4v0lls8k5Gfyhn5KSoGJTTIhQcrQFh20CNfDLSRr82P8uINAzQDi1CKIq9BPpU9wpt85URHWXKLgyVPMorDD8ahQJAbD7iFbOgHnukyKpnRQSMtb5oPhuLVU+rIB7s8PGRLacgnfbSFwCh4SqttBH7KJS1lN5zypfGeUyUueET9Rzz5PasLS67O/qK4wZQiE38sYCyrrDzhYEYO5SQzrLSdKBuZ8It4fGDay0U5ldEfC2feTtFPy4s3PiltZVfPyhXy8ON9CpoRhk+UIW+XveQtcQWB+YxAUbDmc+0U2QZCIDrygTJlibvQ6JImI9v5Z9AOvymjuF7xTXmERZ7w03QRlvtpmnE9B482ev3i03zSxl8aPuhz0BiEd1cevWimcZbNLIumR0sED8t1ltZSBSviUj+lF8/hp+mantvSNYX3C8vj43fu95Ij0jalKWEFgYWAQFGwFkItFRk7I9DWKefh8Tv8Ngbi468tzTDhKd/0uY1WlzRNefN88Tv35W0KS2lGfBrW9DzudE08eoX14t8rLqXZNZ08bWnT8Lbn4CnecrQvKy0JWypm0RHmowJLt87ZalveCzpz6ZM5LVcT7zRNU9qmsCY6JawgsBARKArWQqy1InNfBIbtuIfN11egeZJgPpRvEBm6pu2arqkaRsnbRK9XWMorfZbH8pm9aPav2Y/kaz9/9gfafO5stcgTfhdeXdK20Rkkb5o2fUY7foef82sLz9OV3wWBhYRAUbAWUm0VWfsioKPu1VkPE9crT1+B5nGCSZSrH82ID78rPE3phTWFd6U5rnSDytCWXrh9VfYzuQPThw02hdtbZW/UfNib1CZ7Pyx75WuKawrrx6PEFwTmGwL/HxgacOjoG8fRAAAAAElFTkSuQmCC[/img][br][br]What do the six values of 0 in the dot plot represent?
Since this sample is representative of the population, describe what you think a dot plot for the entire population might look like.
A doctor suspects you might have a certain strain of flu and wants to test your blood for the presence of markers for this strain of virus. Why would it be good for the doctor to take a sample of your blood rather than use the population?
How many different outcomes are in each sample space? Explain your reasoning. (You do not need to write out the actual options, just provide the number and your reasoning.)
[size=150][size=100]A letter of the English alphabet is followed by a digit from 0 to 9.[/size][/size]
A baseball team’s cap is selected from 3 different colors, 2 different clasps, and 4 different locations for the team logo. A decision is made to include or not to include reflective piping.
A locker combination like 7-23-11 uses three numbers, each from 1 to 40. Numbers can be used more than once, like 7-23-7.