IM 6.8.14 Lesson: Comparing Mean and Median

[size=150]Here are two dot plots. The first dot plot shows the heights of the first 22 U.S. presidents. The second dot plot shows the heights of the next 22 presidents.[br][img]data:image/png;base64,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[/img][br]Based on the two dot plots, decide if you agree or disagree with the following statement. Explain your reasoning.[/size][br][br]The median height of the first 22 presidents is 178 centimeters.
The mean height of the first 22 presidents is about 183 centimeters.
A typical height for a president in the second group is about 182 centimeters.
U.S. presidents have become taller over time.
The heights of the first 22 presidents are more alike than the heights of the second 22 presidents.
The MAD of the second data set is greater than the MAD of the first set.
Your teacher will provide the height data for your class. Use the data to complete the following questions.
Find the mean height of your class in centimeters.
Find the median height in centimeters. Show your reasoning.[br][br]
[size=150]Suppose that the world’s tallest adult, who is 251 centimeters tall, joined your class. Discuss the following questions with your group and explain your reasoning.[/size][br][br]How would the mean height of the class change?
How would the median height change?
Find the new mean.
Which measure of center—the mean or the median—changed more when this new person joined the class? Explain why the value of one measure changed more than the other.
[size=150]The world’s smallest adult is 63 centimeters tall. Suppose that the world’s tallest and smallest adults both joined your class. Discuss the following questions with your group and explain your reasoning.[/size][br][br]How would the mean height of the class change from the original mean?
How would the median height change from the original median?
Find the new mean.
Find the new median.[br]
How did the measures of center—the mean and the median—change when these two people joined the class? Explain why the values of the mean and median changed the way they did.
Here are six cards. Each has either a dot plot or a histogram. Sort the cards into two piles based on the distributions shown. Be prepared to explain your reasoning.
Discuss your sorting decisions with another group. Did you have the same cards in each pile? If so, did you use the same sorting categories? If not, how are your categories different?[br]Pause here for a class discussion.
Use the information on the cards to answer the following questions.
Card A: What is a typical age of the dogs being treated at the animal clinic?
Card B: What is a typical number of people in the Irish households?
Card C: What is a typical travel time for the New Zealand students?
Card D: Would 15 years old be a good description of a typical age of the people who attended the birthday party?
Card E: Is 15 minutes or 24 minutes a better description of a typical time it takes the students in South Africa to get to school?
Card F: Would 21.3 years old be a good description of a typical age of the people who went on a field trip to Washington, D.C.?
How did you decide which measure of center to use for the dot plots on Cards A–C?
What about for those on Cards D–F?
Most teachers use the mean to calculate a student’s final grade, based on that student’s scores on tests, quizzes, homework, projects, and other graded assignments.[br][br]Diego thinks that the median might be a better way to measure how well a student did in a course. Do you agree with Diego? Explain your reasoning.

IM 6.8.14 Practice: Comparing Mean and Median

Here is a dot plot that shows the ages of teachers at a school.
[img]data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAXQAAACbCAYAAAByBmCwAAAgAElEQVR4Ae2dC/yVQ/7HKaVUFEKUSxYVSbqiLds9RGpJWZVyjRVlUW2ErSShcikU0U0Ry0pIiFgk91yjtHbLuuWyLMv8X+/575yd85zn1HnOeY7f8zt95vX6/Z5znjPPzHc+M/OZ73xn5vtsZRSEgBAQAkKgJBDYqiRKoUIIASEgBISAEaGrEQgBISAESgQBEXqJVKSKIQSEgBAQoasNCAEhIARKBAEReolUpIohBISAEBChqw0IASEgBEoEARF6iVSkiiEEhIAQEKGrDQgBISAESgQBEXqJVKSKIQSEgBAQoasNCAEhIARKBAEReolUpIohBISAEBChqw0IASEgBEoEARF6iVSkiiEEhIAQEKGrDQgBISAESgQBEXqJVKSKIQSEgBAQoasNCAEhIARKBAEReolUpIohBISAEBChqw0IASEgBEoEARF6iVSkiiEEhIAQEKH/tw1899135pFHHjFdu3Y1LVq0MOeee65Zu3at+fnnn9VKhIAQEALlAgERujHmxx9/NDNnzjRVqlQxW221Veqvbdu2Zs2aNeWiIiWkEBACQkCEboz55JNPTLt27VJE7ki9Ro0aluilpaujCAEhUB4QEKEbY9atW2eaNWuWQehVq1Y1kydPNj/99FN5qEvJKASEwBaOgAjdGLNx40ZzwgknZBB67dq1zaJFi2RH38I7iYovBMoLAiJ0Yyxhv/TSS6ZOnTpppH766aebL7/8srzUpeQUAkJgC0dAhO41gC+++MJMmjTJXHLJJeaxxx6TqcXDRh+FgBBIPgIi9OTXkSQUAkJACOSEgAg9J5gUSQgIASGQfARE6MmvI0koBISAEMgJARF6TjApkhAQAkIg+QiI0JNfR5JQCAgBIZATAiJ0D6Z///vfZv369ebdd981X3/9tXa5eNjooxAQAslHQIT+3zr64IMPTJ8+fQynQ7feemtTr149M336dIPTLgUhIASEQHlAQIRujPn222/NkCFDLJE7Py5c9957b/Pcc8+Vh3qUjEJACAgBI0I3xvztb3/L6stlypQpMr2oowgBIVAuEBChG2P+/ve/m9atW6cd+0dDr1atmpk2bZoIvVw0ZQkpBISACN0Y8/3335vLL788w+Tyq1/9yrzyyitqJUJACAiBcoGACP2/1fTNN9+YgQMHmooVK1pi32mnneRpsVw0YQkpBISAQ0CE7pD47xXf6KtWrbILpYGf9FUICAEhkGgEROiJrh4JJwSEgBDIHQEReu5YKaYQEAJCINEIiNATXT0STggIASGQOwIi9NyxUkwhIASEQKIREKEnunoknBAQAkIgdwTKjNB5V+e9995reG/neeedZ5544gnzr3/9K01ythI+9NBD5pxzzjFnnnmmWbx4sfnqq6/S4vDM448/bo/uk9bChQsNr5LzA063li9fbv7whz+YAQMGmLvuust88sknfhTzww8/GN4rOnLkSBtnxowZ5h//+EfaC6J//PFH8+qrr5rLLrvMnHLKKeb66683H330UVqctESzfPnpp5/M6tWr7fP9+vUzY8aMMW+99VbaAaaff/7ZsOOGg03I/Mc//tG8/PLL5j//+U+WVHW7EAQ4XAbW1CtYr1y50lDfCkKgPCFQJoSO75SzzjrLOsJyvlN23XVXA4k6wuKwD8TJaU0Xp2bNmmb8+PEGgiZAwrwDdPvtt0/F2W677czFF19sGAwIdMpZs2YZ9pW7dCpVqmROO+008/nnn9s4EOyDDz6Y9pJo9qP/9re/taROJAj2ySefNPvuu28qnQoVKpiOHTsaHHtFCXhzbNu2beogE87AGjRokOY3BncExx57bCoOstetW9cOasiiEB8CKABHHXWUqVy5sq1b6mP//fc3zz77bHyZKCUh8AsgUCaE/vTTT6c6jyNZri1btkwRMdrojjvumCJPF69hw4bm448/ttBAjDjQcr+565577mlef/11GwfNq3nz5hlxdtllF4MchM8++8x07tw5I84OO+xgFixYYMmcAQJtms7u8uGKd0YGFTcQ2QQ38Y94xN92223T0iFdZhhulsIg5A9mLs/u3bubjRs3biIH/RQVgdtvv90wODuMuVIfxx9/fNSkFF8IlCkCZULomDyCHYhOtNdee6U04kWLFhm0bb+T8RlN3pH1X//6VwMxB+OgjTuyJu4+++yTEQeynDlzpgUf00azZs0y4lSpUsWSLxr8P//5T9OhQ4eMONtss40ZOnRoatawudpkVnHBBRdkpEMZGFTQFtHAr7rqKntqNVg25NywYcPmstHvERC46KKLQuujadOmEVJRVCFQ9giUCaE/9dRToRr64YcfntLQ8aHim0kcsR100EEpDf29994z9evXz+iM3OO0JyGbJ8XddtstRfpo6N26dctIBxPPPffcYwmWF15gyw4ORAw6N9xwQyQNffLkyYbBwpWJKxoh6wTO//qcOXNM9erV0+IQDzNMcB2h7JtR+ZYgm4Jx0kknle+CSfotDoEyIXRIC3L0CQ3yxIaONkxAk7300kvTTByQIAuI/EbAfDFx4sS0OGjMaMCOGEmPdH0ihjzprM50gUbMjCBIsl27djWffvqpzYs4aP1BMxBa3Nq1a22cXP8xEDVp0iSt/AxeLMS5gKmoU6dOaXEw7yxdutQOMC6eroUjwGDdvn37NKxZr2AGqCAEyhMCZULoAMTC5q233mo7EgtSDzzwQIqoHYAsaM6ePdt06dLFktvdd99tPSO637lC2DyLbZlOeeONN2b4YYGMH3vsMWsTZTHymmuuSZG5S4s47ITp3bu3+fWvf20HE0fmLg7X1157zfTv398cccQR5sILL8zb/LFmzRozbNgwc9hhh1mnYO+8846fjf3MLpvhw4ebNm3aWPs9O2wUioMAu57wuMkssW/fvpbMnXJRnByVqhCIH4EyI/T4i6IUhYAQEAJbNgIi9C27/lV6ISAESggBEXoJVaaKIgSEwJaNgAh9y65/lV4ICIESQkCEXkKVqaIIASGwZSMQmdBZ+Wf3Bz5M2FrHEf1gYMcIx+qJwz5wd/oxGA9/LhzqIQ7uAMICe66Jwx/by0g7GDjFSRrkx1bEsDhsY+SEKXHc4Z1gOpSFMhGHvelhuxzYMsnuE+Jw2CgsDrtz1q9fb+NwCCjsFCn3+I10iBsWh7TJgzjk6bZrBuUuj9+pj81hzU4oH+swjOIqe7Bdu22vcaVfrHT8dk2fC2v7xcq7rNOlrHAI/WNTHLI5OUkHDnE847Yzb+65JP4eidBp9H/+85/NkUceaU91HnjggdbfivOJQgEBZ8mSJfbUI8fy8YnBvnA6pgvEefHFF02PHj3sKU5exnzGGWdYh1UuDle26Z144onWfwqnPXGcxIEhnneB4//sad9vv/1sWscdd5z1ieITLfvEcfB1wAEHWFcBbINkP7dPEMiH865GjRrZsrVr187cd999aQ6aKOeVV15pDj74YBuHLW4cSvEHNQYgnHaxP52Tr7gduOmmm9IGNQY4Tqm2aNHC4KbgkEMOMePGjbMDlisXaXKoiTxIp3HjxmbUqFG2Abs45fWKQoATNIc12005B+AHBm/OHIA1GLF1c968eWl178cv5DPtibpmSytYh7XrQtIv1rO0Wdo1foCQm3MTwXZdrLzLOl36N7522K7seAYO+fDDDyOLxrmQQYMG2UOKHErs2bOnddQXOaEEPBCJ0PFGWLt27bQDGByh5+SjCxDs7rvvnhYHvyV0YBcYCfHJwgEfd7gIh1lUiHO8xb5g9nr7cXCY1atXr9RJSUZSwPfj8BmCcMfj0fwHDx6cdrCIPCFaPB4SyHP06NEZR+0ZADixSkDr5kQoh3uczFz32GMP6ymSODSyuXPnGg5J+XE4jIQXSIiDP/bE16lTJy0O6U6dOjWl8b/wwgsZLgvAiL3S/kBkhStn/3CwFjzEBWn7nfGOO+7IcP2Am4c333wz9tK+/fbbhpPDfp1RH5xpSGpAM8fBHH3CyU3bP/TQQ9NwTKr8hcrF7I7zIn7f5/Dg7373u9Rp81zyQHFCUeRAoo8jCpSvhOaSVhLiRCJ0yMQV2r/+5je/SZVl+vTpoXHQQl3Aba5/ctOlhZbNFIqAO92wo++c4GNEJaxYsSKjI5IWg4475UdcZgkuD3fFQyMkS6DicAzmfnNXOjXaNUSNds4BKPebu0KynGjFHILmzUjvNzLi0encsX4GhhEjRmSUn2fcYAXpQybO+5/LiyuaatiBJ1uQcvCPwRP3DX6Z3GeclhEoP+V09/0rnjTjDgzmfh7uc6tWreLOKrb08PDpe/50MteoUcN6Do0to4QmhFJUq1atjHpDwXrjjTdylpq+H+bgjz6Lu+7yFiIROn6iXcPxr5gFXLjttttC4/iEPn/+/AxCIz2mO85P+aOPPhrqbZAKQ6MiQOg46/Jl4TOE/txzz9k4+BnP1vA5eUpgtA8jdPy0OELHps6UNpgXhM5pTkfoAwcOzCB0Bi/nSZF4kFLYgHbMMcek1gAw25B2MD9OlmJXL68BjQiTRrBcfB87dqwtFgMo5QyLg1ks7oCb5rC8aBNJDe+//36oHyPaLApTqYeHH344YyZMHTLzdbPqXDCg72OuCtY/hI5L7fIWIhH6smXLMqbKTFXoEC7g9jbo9hXywv+5CxxzDzreQkM94YQTUvZoFjmCmjVx8D/ubPYQG2aZYGVgm+Z5AjZt/JoH45C2c+CFZo0tMqhZM3g4n9gQMTMUf2pGmphTeAkHWiWmEAaAoFmG7wx0EBXxcMmLa15fJhoQdnRnTsH3ethgxctAnFnK4VnerpByEGvw8M0pEyZMyBj0ICs3UMdZZsxbpB2sDzT3pAbWGLAf+zLzmXaNElPqAfMc6yvB8juPpbmWn74ffO8AaTIwRPXRlGuexYwXidAhIzRHNGBIm07IIiS7NPyAMyxsksRhCojbWXyX+IERFvMJcTCtQMLBkZUBhNGT3/lDs3vmmWcsKbq0cI9LI+Z30iI+C1yQpws0cGxiyEIcZMNG68iTeOyAYaaBKYY4DDg4/oLIXcAujxbt4jDlQ9v2F0UxGbFICzakgz2dwczfNYFdH5et/EYc4uJ723/TEmmisTJgEIc8cdbFTKG8B7QizFcORzoPbwvyA+sjOFADI8iWNodL4WIF1kcYQF19sGDv1mGKlWeh6dKncKfs2jU4stiOWa/UA/0bxYi1F+oMDOCHKOYWhxFrg+DoeIY02dhRHkMkQqeAkCAOqpjWYecO2+ID8bM4CrFC3E6jDgKEHZBdM2i42ToPmvZf/vIX64ALIggLaOrkQ1qMquQfDMiA3Q2ZsKuHxYFo2SWAbZ1BICwOIzoDDXHYheMPCi5PBgE0STBiN09YByMOvxGHWYA/cLh0SJs8yAuXw/6g4OKU1yuDF52GsqGZh2GEFgrW7PZhsA/DKK7ykz/KgWvX5cVFMQoE5klwZObrKzJxYZPUdOifcAh9+pFHHilI2UEpxcSCo7/yqJm7OopM6O5BXYWAEBACQiBZCIjQk1UfkkYICAEhkDcCIvS8odODQkAICIFkISBCT1Z9SBohIASEQN4I5E3oYQuG+UgRZzpxppVPWYLPJFGeJMoUxC2f76VcrlIuWz51HXwGfEoVo2BZN/c9L0JnHzS7SsJ2uGwuQ/93VuQ50en2jPu/Rf3MCn9w22PUNIjPwSZ2VhS6W8DtmIljZwo7XOI4TMQZAXYfFRqoL96vWmhg5xE7k8J2CkVJm51H+NThWkhADuTJtisr17RpO+wAi6PO2FEWR51xItKdns61HGHxcGLFGYlC2zUY0c/cQcKwvHK9R78Pe4Vjrs+7eLRrMCq078OL8GNZnBfJi9DZ0oUfCbycFRLYKsbeYvaWFxrYunTLLbcUmozdusaJ2LBtdFESp6HyztFCyYE88YPjH7qJIocf9+abbzb333+/fyuvz2yzxN1BoYHto+w19/fx55MmxMkZgkIJFDmQx7mWyEcWnmF7JecM4qgzzkswyBQa2CKLD51CA9v7LrnkkoLbNf2LfsZW0UID/Z7+X2iAh+CjQvs+vAg/lsXWVxF6oBXQwEToAVACX0XoAUACX0XoAUBCvorQQ0CJ4ZYIPQCiCD0ASMhXEXoIKN4tEboHRpaPIvQswBR4W4QeAFCEHgAk5KsIPQQU75YI3QMjy0cRehZgCrydE6Hj+rVfv36pvz59+tgXSuD0yr8f9TN+iPHf3K1bt4LSIV9euoGHvqgyBOPjqAenP8gW/C3Kd17MgW8JbLJRnguLizz4zAn7Lcq91q1bG1wdR3kmLC711aRJk4LTwX8NLy7Bh3VYPrne6927t8FXOtdcnwmLhxzIg1xhv+d6j7aDi2DaUq7PZIuH87k46uzoo4+2/kqy5ZPrfdo1ZSu0XYMR7ToOjOj39P9cy5AtHu0aPiq078OLuAKHJ/28hgwZUiBdb/7xnAidQvKyB/eHsDiUwi2tu5fPFadaO++8s3Wolc/z/jM4JuLPv5fPZ5x74QgK2fJ53j0DNjj44m1M7l6+V9LBZ3O+z7vncD7Fy0fc93yv9erVs2XL93n3HOSJg65CsQZjHHgVijVyIA9yORnzuZIOTtXiqDMcycVRZzicol3nUx7/mbjaNRghD/3NTz+fz3H2ffio0PYIRvAjPOmXhxdyFDvkROhsm8IHufvDOxmubtm+5O7lc2UXAK5U58yZU1A65M0LIXBvm48c/jM46GFGgmz+/aifcc516qmnGlyzRn02GB9vjTgwC96P+h18cO8b9blgfPzI4244eD/qd5yl4XWRrXlRn/Xjs9UMf/tc/ftRPyMH8iBX1Gf9+Hj8Y5dDHHXGrgt2J/np5/MZp2PsusrnWf+Z5cuX27IV2q7pX/Qz+puffj6fadf0/3ye9Z+Bh+CjQvs+vAg/wpN++viwL3bIidCDQmjbYhCRzO/atpiJSfCOti0GEcn8rm2LmZgE72jb4v8QEaH/Dwv7SYuiAUBCvmpRNAQU75YWRT0wsnzUomgWYAq8LUIPAChCDwAS8lWEHgKKd0uE7oGR5aMIPQswBd4WoQcAFKEHAAn5KkIPAcW7JUL3wMjyUYSeBZgCb+dF6AXmqceFgBAQAkKgCAiI0IsAqpIUAkJACJQFAiL0skBdeQoBISAEioDAL0LovKke1614+nMvTubltn7A3Sz7P9m7y0uBV6xYUTRvZbi1ZMscLk7nzZtnHn/8cfuy2TCfyrjC5EXNvIR2/vz5eb1V3C9nLp9x4wpewX2ruPVE7sWLF1scwatQl7G5yEMcXpyLxz5e3BwWwG716tWbjBP2XL73eMk03vGCHj/ZUgt2eCjkhb98ziZzvnnzHOXF8yDtFFzcX7Ddkjf70pGHts/eZFzQFiNgl2YvvZPFXdesWZORHf0Pt7O8gJ12zUvRixVYU/jwww+ty2Xyor/5HjbBkpc943IWjCgDfFCsQH545qSuyA9eyvYCemSg7bPvviy8J0bFoOiEDlA9e/Y0LVq0MD169LBHfRs2bGjv0SEIVN6wYcNMy5Yt7cEO4nG8eMCAASZI/FELGIxP47riiitM8+bNTfv27e0R5latWtlj0ZC2HyCLM844w8rFceDBgwfH4oLUzyPsM29x5xTdoEGDUo77aYQQVNOmTe1RcDDiMM31119fsLvPMBn8e/jS5gg6p/ogyLBAo6f+OB0Zh1/6sDzcPQaxyy67zFSqVMmMGzfO3bYuXWlH4DJw4EB7hBv3CxwWibsdMeheffXV9jRgu3btjPujTa1atcrKBHHTZsCle/fu9q9Ro0aGg2KFvksgVWjvA32N4/Tk5+ThOnHiRC+WsQMvR9KJ179/fyvjddddlxYnri/0N/aJczwfDMDj3HPPTXN1TL+jP+LiAK6gjSNPoX7Js5Vh5cqV5phjjrHuAjjchEzZ/PvDUbR9TtoyACQ9FJ3QcYSPFgwp0BEhb8CrXr16ihzpHJMmTbIaOr/zt2TJElOrVi17Si5OECHGRYsW2cpBe0I+ZMM3BZ3B1+YgVCqejkI8NPtiO61HU4E4O3fubE/SIS9h3bp1tlHhDwLtFCzR+ho3blyw/+5N4YsmBSF26NDBEkAYoSPLBRdcYDssbiKKSejgwYCH7w7I2id0ZlwoC8xckJs6e/75562LCl4SEmdAG7744ovN+eefb8kZguYPLY72TCAOAy4nrV275mQkbgo4lRh34CUP+OuBsJw8XMHBBfDjFCN+bz799NOit2vqqkGDBlb7BgP6D3Xj2jWaMkflzzvvPDsgu3ZNPcbx0gpXbnfdsGGDPY7PqVnydn3a1ZmLxxU5qV98vKCQitB9dLzPEBLkycgYBiRRMdM0a9bMaqneo0X7OGXKFOvgyU29IC4aIkedf6kALmiWzExGjBhhP7uGz9QQ/xD+22tokBDttddeWxQRyZvBr02bNta8geYURuiQFNoVU2k6YjEJnTLjaGrq1Kl2FucTOtN5tHNIwQXaEcTP7MZh6X4r5IrmyezNzz+X9JC/fv361ud+LvGjxMHEgr8QzBvZAltOmf1C+sUODCTIQ1v2BxU/X0ys2267bVq7os5QaEaPHu1HLfgzGj+yUP6PP/54k+nRVpAN+VEGaFci9BDIAArbJ9r39OnTQ2L8/y3MHThbGjNmTNY4cf3AW4VOPvlka4JxDY+KZ/qMFsMf8rjf4srXT4fGdvvtt1uyotPTmCF38GLQGzt2rNUsfDsexHX22WdbT4x+WnF9ZuaCb5PZs2dbkggjdF7b1bFjR2uHRTMuJqGDPz5k8JNCvnRMn1CxVaMEQPZOQ8fcwHTeHwjjwAdZ8KZHXszq+MvFRADZ4iSN5+IODKjMXLCZoxyEzSbBD3MdbZ52xswPrIoRMD1hOmS2TVvFLAdZ+wPrlVdeac10aM4uIA/tmrIwy4krgAkEPXz4cPtWKdo37SgsD+RBM587d641UYnQvVpAm8FZ1cKFC63tE29mTLGYgoUFOsbMmTOt90QW2ooRGKHRLCFRKo5XmLkpHvJCUrhRHTp0qJWDhok5gcWRYgQ6FjLQKWnwPqHTwDFpMJ32OwMN8U9/+pOdDoY1ykLkBANmCpAnZAURBQkdUoMcsENSlyysFYvQKTfvDcUTIm0C+3SQ0JGZOHg6xHbcqVMng82aWVYuZBsFL8rbtWtXO6vDIyIe/7C1ssiYLS/uY1qE0DelRUeRw4/La9gw5yALMmHK4O1bbhEWgmdww5RInSEH7Zp2xWAcd2DGxKwSx1nMyMkLWzRKGligqMADyORzgWv/1K+vwBQqH+ZMlEQc1GGrByPcLvfq1csOgi59+hJrZszAyJ/2JkJ36BhjCQHNgM6FO0nMBNOmTcu6UMVOABYqafzFCkuXLrVEiFmFxvb73//eanE0JhoXizh169a19mO0O8iKMuA6Nrj7pFAZ0Ry6dOliNQfI2zVop6Gj3bCQhkx+oOGhudPwXaf1f8/3M+ky0DHw0gkIQUKHPNEyMWe46WsxCZ0TvCziscOHQB0FCR25mRYzMNJxqT/8baO581ucATLCq96MGTOsTKwTYZdmbYh7YaZEzB0oBbNmzYpTlFRaaNzUCcSOqQwvhJh30HTRyGkj9EHWaFAYICqwgbzAytV1KsECP7AYWqVKFTvwsfCJOZO1AxbOWVugrTOwYJ/2CZ1sneyUKa7AoEXe+PJnkKG8cA0zcZQ32jT1hty0fadMitADNQBBQUos0KCJspiHr2AWlahUP0AK2GN5yS7PFCtQeYy+NHTsiYzGaJdMC2n4DCisykO2LjCVjdsMhJaL2YAyMwUkBAkdzYqFSTQZn5i4z/QRM4N/38mbz5W8aeTYzd1sgXSChA5xQhT+GkOxCJ36OP300+2LqZ32G0bozALRNlEEmEpTDgZhSJTFUcpWzEB77du3r1VYgkTEgNS2bVuDiSHMFFIMucCKtQO0drYEMtOijbPDxdd8IbZimIFw+1uzZk3bRhz2tFNmmwzGmF/4DMH68kCqcAPKApwRV2DwYjDDDOcPuLRz+jUzdLiAevLbvgh9MzVA5bLtDNL0Gz4jKLs22NYUZ0VuRhz7M3tfK1asaBYsWGDJkVkE2oNPlGx9gzAg/7gCdkZmLUxNMSe4P9YY3MsW0JYhKQZBf4CB1PC5jtkjrkB5eas7mhWN38nDzITFK162wIIVRFm1atW0OGh5lStXNnvssUesdn3MXBADpOPkQdMiL3CCsNH+2LmAmYjB2gUGTLQvyuTXpfs97iuaOgMvA4oLLCQj96hRoyypuvu/xBU5wO3OO++0uDD4X3rppWmERpuiDdIn4wyYXDBroCT5Ae0csxAzOz7TttwWZuJRZ8xOMZv5xOunkc9nBi6Im503fuCcCTMZFALa0KbaPkpeMRVNX658Phd926IbmX3h6Fhsv0MLZMGRgHaH3RqiCGrt/rNxfA7KxHcqc5tttrGzB/IYP3681UD9xRoWRrFLsv84roCWwiDCArH/xyvnMB1wj4EOjQGC91fa6azEYYdOXAGtDm3Wl4XPlJmOx1SYKT1bT4NxsI3SgYnD+kRcgc7OmoqfH9ofgwtb8Fi0RfvENozG57R48qduGZjZfhY3oQfbEeTDzBIicooKZIFtnQGl2Jp5UB6+s/OlWrVq1rYPHiNHjrQL767fcY/ZF/V22223xVVlNh00W+qI2YGTjTqgjliPQUHipSQQ6LJly1JxmKnCDXFviGAWgDLCupg/6GN+ZUDDtIry4LczPvOSEdo+Ax5tP+52FCfoRSd0pr3YDNnKBiGikd566612gYSOD7Dcx+QAoTN6Mo13fzwftK8VAgAmlsmTJ9utSNjCMaNQoew3Z+rnNAXIEtsepg7eOgKpMg1E04p7x0SwPDR+f1GU32n82NkhekidE6M0MGQsxgJbUKagySX4O9+LZXIJyyvM5MK6DETBG4cYiKlLzHtM3bHd+kQflmaUe2i1pEldoIFSdvKHGBls6Jb2FowAAA1uSURBVPRgBpkzg6KNuTbNFa09bk2PE9aUnbZBu2ZfPm0GcuSFKwRkYgZB36MdYwpCiaJdO5txFBw2FRcMmG27La3IhPKCHZ+DQ7Rz6hF80HxRJNCiafssQsYtD/kxa2BhFg4CJ+qPGRzvAc024Mrk4tUyezhZeGSKBZCM2Gi5jL7ObsaoV6FCBbugxDv9/D86qNt94iWb90c0E3a1MA3FRMDIi0w0KirYaRJckZ3GjwmBPxoZW7DiJIawgpB3kNCJB3GwBxt5kQd7KHtliy0PeZcHQmewZrsp2GCS4Y86njBhQqqtheGdzz0IErMcBE67Jk/aOVquU0CYOdCua9Sokdamad8scENwcQZOQCMHf7Rrys5JUJQTv12jMaO8EI+2hBkGTbkY7Yj+xsyJfJCJP2YJ/mCG6QVFBXmQGRwZiIshD6TNoiccRF7wEnzAgJwtiNADyDhthdEQcs42EgYeK+pXOj+zBmYAwb2xfsbIinZOhRfbFOTnm+0zWNLAsPknQZ5scpblfcgCfFgEK2Zbw8TCIn+S2jVKElo37RoydUQerA9wAaNfoj8iA2scTqagLHwHS9o1fdIn+7C4cdwDJ8xhKCrFGDjikDGfNIpucslHKD0jBISAEBAC0REQoUfHTE8IASEgBBKJgAg9kdUioYSAEBAC0REQoUfHTE8IASEgBBKJgAg9kdUioYSAEBAC0REQoUfHTE8IASEgBBKJgAg9kdUioYSAEBAC0REQoUfHTE8IASEgBBKJgAg9kdUioYSAEBAC0REQoUfHTE8IASEgBBKJgAg9kdUioYSAEBAC0REQoUfHTE8IASEgBBKJgAg9kdUioYSAEBAC0REQoUfHTE8IASEgBBKJgAg9kdUioYSAEBAC0REQoUfHTE8IASEgBBKJgAg9kdWyZQrFixB4F+cv8YKDLRNhlbrUERChl3oNl6Py8ao03srOu1sVhIAQiI6ACD06ZnqiSAjwtvdOnTqZq6++ukg5KFkhUNoIiNBLu37LVel4tyMvDP7666/LldwSVggkBQERelJqogzlWLt2rbnjjjvM2LFjzaxZs8yGDRtCpeFN93feeacZM2aMvT755JNm2bJl5plnnrEvAfYfwhY+Y8YMq20/+uijhpdbby7w4uLnn3/evrjXxUWW5557zr4QG6JfsGCBGT9+vJk9e7bZuHGjixZ65cXETz/9dNby8IJg3nb/3XffpZ5HhkWLFtk8Zs6caV8gnvrR+8Dgg6yTJk0yV111lVmyZEnGS7u/+eYb8+KLL9oBivjggOxLly5NpcSLnOfMmWPGjRtnpk6dal+SzAuTFYRAPgiI0PNBrUSe+eKLL0zv3r1N7dq1TaNGjcyhhx5q9txzT7P33nubhx56KFXKH374wRL4XnvtZZo3b246d+5smjZtarbbbjtTvXp1c8QRR5iFCxfaN8xDutdcc41Ns2HDhjbebrvtZlq2bGnfsp7tLfRktn79ekMeI0eOTOXNAEI+DDbkfdBBB1k569ata2rWrGnmzZuXdbBYuXKl2WGHHcxZZ52VQbYQd5s2bWxZGBggUYgWmZGB8mHPr1OnjiVc4rvw5ptvmgYNGhhkaNKkiTnkkEPMTjvtZI488kjDoOfCa6+9Zvbdd18zf/58m0+9evVs+hMnTrTy3HzzzWbnnXe2aTVr1swceOCBBqwuvPBC4+fn0tNVCGwOARH65hAq4d8hjXvvvddql6tXrzbYsNGGIfZu3bqlSg4xQYxnnnmmJV1++Oijj8yJJ55oCe+tt94ykD4B8oK4JkyYYN577z1rQnnqqadM48aNTffu3TepVWcj9K233tqSHVo5WjWaN3IyCDFQIEtYQPM++uijbTxk8QNkv+OOO5rrrrvOkvn7779vy92zZ0/Db+QBcQ8cONDst99+5uWXX049/vnnn5tbbrnFvPDCC2bdunW2jI6cr7322lQ8cCMPBqHTTjvNxkcOnic/CPz888837777rsX+gw8+ME888YR5++237eCYSkgfhECOCIjQcwSqVKMFNWZMIyNGjLDaqbNlY46pUKGCefjhh9NgmD59uqlYsaKBsF3o2LGjJe5vv/3W3bLXadOmmV133dWSZdoP3pdshE4eQ4cOzdCyMXfsvvvuZsWKFV4q6R8xudSqVcuaklxZuTI4oWG/8sor9gHMHWjmq1atSkvgnXfesXkwQPnBpeXuQexo60cddZS7ZSB0Zhddu3bNkP3111+3Ax9mKQUhEBcCIvS4kCyn6UDgaKNo2ZAbmi9kh6nA2ajvvvtuS9z33XdfSnOE0G688UZTqVIl+wzFx94NSfbv3988++yz1saMnZm/yZMnWxPJAw88kBWpbIReuXJla/IJPogNH5MFMmcLzEIwCfXp0ydlK4d8MaegjWPnJvTq1cvOIrBzO5m58p24/fr1S8uCvfJr1qwxb7zxhh2kFi9ebA444ADToUOHVDwIHbPQDTfckMLN/fjZZ5/ZGQ4zn9GjR1vsHd4ujq5CICoCIvSoiJVQfIgNbfzwww83Bx98sGnVqpUlv3322cfw5wiGRVO+d+nSxS7yYTKAsCFK7NBffvmlRQXTAQSF1kx6/h/mBYgxH0KvUqWKefDBBzOQz4XQeYjBpH79+gazEgPRPffcY23/2N9daNGihZUdOX25MRVhcsH0QmBxkwGkb9++1kSDeap169YWu+233z6D0HfZZRe7kOvycVfkANcrrrjCmmRYuzjuuOPM/fffr4NVDiRdIyMgQo8MWWk8gEkEksIcgbkB7RoCh5xHjRqVpqFDPtiTITcWQXkG2zA2dLRqF7BvY1aBpCB90gv+OVu7e8a/ZtPQq1atatCAgyFXQmf2ASmzWItmffrpp1uCR0t2oW3btqZ9+/bWHh+Ume/OhISphAXR/fff35C/Kyf2bxZHgxo6i5ybGsRYjGVxmrUH0mVQwLyTy64gJ7uuQsAhIEJ3SGxhV7RzbMbDhg1LKzmEe84559idLhAZAUJn8ZQFSLbnQWrs5uC+H7766itLdJgnvv/+e/+nnD4Xi9BZCzjllFOsJvzqq69aDfzSSy9Nk4kyQ6hozdkC2jlrATVq1LBk7sdjdsLzUQndT4PB5vjjj7cDgz/Y+HH0WQhsCgER+qbQKeHf2BnCNJ8tcn7A7otpBLJ3hI4dGpNEjx49DPumNxXYtUG6aK9BwofkIcVsoViE7gYkiHj48OF29sGg5AdmAGjTl19+ecaWQbRlBjpkZzcLWjS7UVxAy2aBlvRzJXTS8/e/u7QwgWH22RzOLr6uQsBHQITuo7EFfUZrPfbYY63dGBKZO3euJTsWNSFvTAqO0CFEDsSwYwObMHuz+cOMwXY8tuC5wGf2i2OSGTJkiE2XAzqDBw+2A8KmNM9iETqyMaNAg65WrZrdheMWQ53cfD/77LOtSYktm+zgYTEYgscdAQMUgYNIrBEw6E2ZMsUu1mJPZ0GUQTBXQmf7IumC0V133WUPSrEYjTmL2UI+MxxXFl23XARE6Fto3UPSaKlss2PBkEVPtt1BvmifbgcIWulLL71kyZ/DL+zrZiBgTzmLohA8h3CwIbsAqWN2geQ4pETaLDRyYChIpO4ZrmilkBzargsshpLv8uXL3a3Ule2KLMpiRsklkD/2+JtuusnuPQ8+4w5FsVaAzMjOIMAOGLePHW2dwY/yEIfdQBwoQj7WHgYNGpRKFjNMu3bt0rR59yOD14ABA2z65MMfh5ouuuiirCdb3bO6CoFsCIjQsyGzhdxHE4SMISy3WwUTAouAkD6mGXbBnHTSSRlmAMiNo/icNGXhj/guMBBAWuzjhuBZ+PN/d/H8K79Dqr52imkC23zYIiH3iI+8mwvEPfXUUy0JB80twWeZmSAzslOGsLyJA2GzddGd6kRut3hKmsiFfGHPu99ZjCYf0mL2sjmMgrLquxDwERCh+2jocwYC+CLBDMOiaFjAjwuEHjx0FBa3LO9BmswmTj75ZG0LLMuKUN5FRUCEXlR4y3/iaKqYYjArcIoSjRWtEs2dE6KYVQ477LA0h1pJKTW7RvCxzrZFDhZxyIcBSEEIlCoCIvRSrdmYyoW5ADs2h2ewtbPgCYHjRwX7MtsB8Wmyqd0rMYkSORkWMhmM8C3DAi7+V3Ixz0TOSA8IgYQgIEJPSEUkWQzIGne4mC3Qyt1edPay+zbjpJWBBVg0cv6QNZstO2lySx4hkC8CIvR8kdNzQkAICIGEISBCT1iFSBwhIASEQL4IiNDzRU7PCQEhIAQShoAIPWEVInGEgBAQAvkiIELPFzk9JwSEgBBIGAIi9IRViMQRAkJACOSLgAg9X+T0nBAQAkIgYQiI0BNWIRJHCAgBIZAvAiL0fJHTc0JACAiBhCEgQk9YhUgcISAEhEC+CIjQ80VOzwkBISAEEoaACD1hFSJxhIAQEAL5IiBCzxc5PScEhIAQSBgCIvSEVYjEEQJCQAjki4AIPV/k9JwQEAJCIGEIiNATViESRwgIASGQLwIi9HyR03NCQAgIgYQhIEJPWIVIHCEgBIRAvgiI0PNFTs8JASEgBBKGgAg9YRUicYSAEBAC+SIgQs8XOT0nBISAEEgYAv8HGuEYq2ZQrGcAAAAASUVORK5CYII=[/img][br][br]Which of these statements is true of the data set shown in the dot plot?
[size=150][size=100]Priya asked each of five friends to attempt to throw a ball in a trash can until they succeeded. She recorded the number of unsuccessful attempts made by each friend as: 1, 8, 6, 2, 4. Priya made a mistake: The 8 in the data set should have been 18.[/size][/size][br][br]How would changing the 8 to 18 affect the mean and median of the data set?
In his history class, Han's homework scores are:[br][br]100 100 100 100 95 100 90 100 0[br][br]The history teacher uses the mean to calculate the grade for homework. Write an argument for Han to explain why median would be a better measure to use for his homework grades.
The dot plots show how much time, in minutes, students in a class took to complete each of five different tasks. Select [b]all[/b] the dot plots of tasks for which the mean time is approximately equal to the median time.[br][img]data:image/png;base64,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[/img]
Zookeepers recorded the ages, weights, genders, and heights of the 10 pandas at their zoo. Write two statistical questions that could be answered using these data sets.
Here is a set of coordinates. Label an appropriate pair of axes and plot the points.

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