{"id":5462,"date":"2022-08-30T21:15:31","date_gmt":"2022-08-30T21:15:31","guid":{"rendered":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/?post_type=chapter&#038;p=5462"},"modified":"2022-08-30T21:15:31","modified_gmt":"2022-08-30T21:15:31","slug":"14c-coreq","status":"publish","type":"chapter","link":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/chapter\/14c-coreq\/","title":{"raw":"14C Coreq","rendered":"14C Coreq"},"content":{"raw":"In the next preview assignment and in the next class, you will need to determine\u00a0 whether different groups of data have similar variation. In this corequisite support\u00a0 activity, we\u2019ll explore the use of different tools to explore data before conducting formal\u00a0 analyses.\r\n\r\nWhat Should You Pack?\r\n\r\nSuppose you\u2019re taking a trip across the country to visit several different friends. You\u2019ll\u00a0 be traveling through Miami, Florida, Phoenix, Arizona, and Honolulu, Hawaii, but you\u2019re\u00a0 not sure what kinds of clothes to pack. What\u2019s the weather like in those cities? A quick\u00a0 Internet search tells you that the mean high temperature in each city is as follows:\r\n<div align=\"left\">\r\n<table>\r\n<tbody>\r\n<tr>\r\n<td>City<\/td>\r\n<td>Mean High Temperature[footnote]U.S. climate data. (2021). https:\/\/www.usclimatedata.com\/climate\/united-states\/us[\/footnote]<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>Miami<\/td>\r\n<td>84 \u00b0F<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>Phoenix<\/td>\r\n<td>87 \u00b0F<\/td>\r\n<\/tr>\r\n<tr>\r\n<td>Honolulu<\/td>\r\n<td>84 \u00b0F<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/div>\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 1<\/h3>\r\n1) What are your first impressions of the weather in each city? What other information\u00a0 would you like to have before deciding what to pack?<\/div>\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 2<\/h3>\r\n2) Obviously, a single data point is not enough information to help you pack. The\u00a0 following are boxplots representing the daily high temperatures in each city over the\u00a0 course of a year.2\r\n\r\n<img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210921\/Picture571-300x97.png\" alt=\"A box plot labeled \u201cDaily High Temperature\u201d on the horizontal axis, with \u201cMiami,\u201d \u201cPhoenix,\u201d and \u201cHonolulu\u201d on the vertical axis. For Miami, the low point is at approximately 75 and the high point is at approximately 92. The low end of the box is at approximately 80, the high end is at approximately 88, and the middle line is at approximately 84. For Phoenix, the low point is at approximately 66 and the high point is at approximately 105. The low end of the box is at approximately 75, the high end is at approximately 101 and the middle line is at approximately 87. For Honolulu, the low point is at approximately 80 and the high point is at approximately 89. The low end of the box is at approximately\t81, the high end of the box is at 87, and the middle line is at approximately 84. There are also point on the horizontal axis corresponding to each of the middle lines and labeled \u201cy bar sub 1,\u201d \u201cy bar sub 2,\u201d and \u201cy bar sub 3,\u201d respectively.\" \/>\r\n\r\nPart A: Which city has the greatest variability in the data? Explain what this means\u00a0 about the weather in this city.\r\n\r\nPart B: Which city has the least variability in the data? Explain what this means\u00a0 about the weather in this city.\r\n\r\n2 U.S. climate data. (2021). https:\/\/www.usclimatedata.com\/climate\/united-states\/us\r\n\r\n<\/div>\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 3<\/h3>\r\n3) For all three cities, the lowest temperatures are seen in December, January, and\u00a0 February. If your trip is in January, how will this affect what clothes you pack?<\/div>\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 4<\/h3>\r\n4) Practice evaluating variability one more time. Which of the following boxplots represents the data with the greatest variability?\r\n\r\n<img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210925\/Picture581-300x89.png\" alt=\"A box plot with A, B, and C on the vertical axis. For A, the low point is at approximately 8 and the high point is at approximately 12. The low end of the box is at approximately 10, the high end is at approximately 11.4, and the middle line is at approximately 10.9. For B, the low point is at approximately 7 and the high point is at approximately 10. The low end of the box is at approximately 7.8, the high end is at approximately 9.3, and the middle line is at approximately 8.5. For C, the low point is at approximately 3 and the high point is at approximately 12. The low end of the box is at approximately 5.4, the high end is at approximately 9.8, and the middle line is at approximately 7.6. There is a point labeled \u201cy bar sub 1\u201d at approximately 10.8, another labeled \u201cy bar sub 2\u201d at approximately 8.4, and one more labeled \u201cy bar sub 3\u201d at approximately 7.6.\" \/><\/div>\r\nVariance From Summary Statistics\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 5<\/h3>\r\n5) When statistical software provides summary statistics of data, it usually provides\u00a0 standard deviation instead of variance. We can use that to compare the variability\u00a0 between groups.\r\n\r\nLook at the following summary statistics for two groups of data. Which group has\u00a0 more variability? Explain.\r\n\r\n<img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210929\/Picture591-300x65.png\" \/>\r\n\r\n<img src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210934\/Picture601-300x91.png\" \/>\r\n\r\n<\/div>\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 6<\/h3>\r\n6) This example uses four groups instead of two and compares SAT scores in different\u00a0 regions of the United States.\r\n\r\nPart A: Look at the following summary statistics. Which region has the most variability? Explain.\r\n\r\nPart B: Which region has the least variability? Explain.\r\n\r\nPart C: In order for an ANOVA to be appropriate, it is recommended that the largest\u00a0 standard deviation be no more than two times the smallest standard\u00a0 deviation when the sample sizes are equal.\r\n\r\nWould these groups meet that recommendation for using an ANOVA to\u00a0 compare means?\r\n\r\n<\/div>\r\nInterpreting ANOVA Hypotheses\r\n\r\nWhen conducting an ANOVA, the null and alternative hypotheses can be written as:\r\n<ul>\r\n \t<li>Null - [latex]H_{0}:\\;\\mu_{1}=\\mu_{2}\\ldots=\\mu_{k}[\/latex]<\/li>\r\n \t<li>Alternative - [latex]H_{a}[\/latex]: At least two means are different.<\/li>\r\n<\/ul>\r\nBut what does it mean when we reject the null hypothesis? Remember that an ANOVA\u00a0 only tells us that there is a difference, not which group(s) are different. Let\u2019s use colors\u00a0 to understand it better.\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 7<\/h3>\r\n7) Suppose there is a version of ANOVA that compares colors instead of means. We\u00a0 have five circles, and we can\u2019t decide if the colors are significantly different without\u00a0 the help of this analysis.\r\n<div align=\"left\">\r\n<table style=\"width: 888px;\">\r\n<tbody>\r\n<tr>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2033 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211118\/61.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211118\/61.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211118\/61-65x64.png 65w\" alt=\"A dark blue circle with the number 1 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2034 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211120\/62.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211120\/62.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211120\/62-65x64.png 65w\" alt=\"A somewhat dark blue circle with the number 2 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2035 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211122\/63.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211122\/63.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211122\/63-65x64.png 65w\" alt=\"A light blue circle with the number 3 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2036 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211124\/64.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211124\/64.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211124\/64-65x64.png 65w\" alt=\"A dull blue circle with the number 4 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 180px;\">\u00a0<img class=\"alignnone wp-image-2037 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211126\/65.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211126\/65.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211126\/65-65x64.png 65w\" alt=\"A bright blue circle with the number 5 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/div>\r\nPart A: Write the null and alternative hypotheses for this scenario.\r\n\r\nPart B: After the analysis, we fail to reject the null hypothesis. A friend says, \u201cThat\u00a0 means all the colors are the same!\u201d How would you respond?\r\n\r\n<\/div>\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 8<\/h3>\r\n8) Now we\u2019ll repeat the analysis on a new set of circles.\r\n<div align=\"left\">\r\n<table style=\"width: 885px;\">\r\n<tbody>\r\n<tr>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2038 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211129\/66.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211129\/66.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211129\/66-65x64.png 65w\" alt=\"A dark blue circle with the number 1 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2039 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211130\/67.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211130\/67.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211130\/67-65x64.png 65w\" alt=\"A reddish purple circle with the number 2 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2040 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211132\/68.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211132\/68.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211132\/68-65x64.png 65w\" alt=\"A bright indigo circle with the number 3 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2041 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211134\/69.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211134\/69.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211134\/69-65x64.png 65w\" alt=\"A purple circle with the number 4 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2042 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211136\/70.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211136\/70.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211136\/70-65x64.png 65w\" alt=\"A dark indigo circle with the number 5 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/div>\r\nPart A: Write the null and alternative hypotheses for this scenario.\r\n\r\nPart B: After the analysis, we reject the null hypothesis. Your friend asks you which\u00a0 circles are different colors. How would you respond?\r\n\r\n<\/div>\r\n<div class=\"textbox key-takeaways\">\r\n<h3>Question 9<\/h3>\r\n9) Let\u2019s do one more example.\r\n<div align=\"left\">\r\n<table style=\"width: 885px;\">\r\n<tbody>\r\n<tr>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2043 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211137\/71.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211137\/71.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211137\/71-65x64.png 65w\" alt=\"A blue circle with the number 1 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2044 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211140\/72.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211140\/72.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211140\/72-65x64.png 65w\" alt=\"A blue circle with the number 2 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 174px;\"><img class=\"alignnone wp-image-2045 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211142\/73.png\" sizes=\"(max-width: 197px) 100vw, 197px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211142\/73.png 197w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211142\/73-65x63.png 65w\" alt=\"A yellow circle with the number 3 in it\" width=\"197\" height=\"192\" \/><\/td>\r\n<td style=\"width: 177px;\"><img class=\"alignnone wp-image-2046 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211144\/74.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211144\/74.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211144\/74-65x64.png 65w\" alt=\"A blue circle with the number 4 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<td style=\"width: 180px;\">\u00a0<img class=\"alignnone wp-image-2047 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211146\/75.png\" sizes=\"(max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211146\/75.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211146\/75-65x64.png 65w\" alt=\"A blue circle with the number 5 in it\" width=\"201\" height=\"197\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n<\/div>\r\nPart A: Write the null and alternative hypotheses for this scenario.\r\n\r\nPart B: After the analysis, we reject the null hypothesis. Using this analysis, can we\u00a0 determine which circles have different colors? Explain.\r\n\r\n<\/div>","rendered":"<p>In the next preview assignment and in the next class, you will need to determine\u00a0 whether different groups of data have similar variation. In this corequisite support\u00a0 activity, we\u2019ll explore the use of different tools to explore data before conducting formal\u00a0 analyses.<\/p>\n<p>What Should You Pack?<\/p>\n<p>Suppose you\u2019re taking a trip across the country to visit several different friends. You\u2019ll\u00a0 be traveling through Miami, Florida, Phoenix, Arizona, and Honolulu, Hawaii, but you\u2019re\u00a0 not sure what kinds of clothes to pack. What\u2019s the weather like in those cities? A quick\u00a0 Internet search tells you that the mean high temperature in each city is as follows:<\/p>\n<div style=\"text-align: left;\">\n<table>\n<tbody>\n<tr>\n<td>City<\/td>\n<td>Mean High Temperature<a class=\"footnote\" title=\"U.S. climate data. (2021). https:\/\/www.usclimatedata.com\/climate\/united-states\/us\" id=\"return-footnote-5462-1\" href=\"#footnote-5462-1\" aria-label=\"Footnote 1\"><sup class=\"footnote\">[1]<\/sup><\/a><\/td>\n<\/tr>\n<tr>\n<td>Miami<\/td>\n<td>84 \u00b0F<\/td>\n<\/tr>\n<tr>\n<td>Phoenix<\/td>\n<td>87 \u00b0F<\/td>\n<\/tr>\n<tr>\n<td>Honolulu<\/td>\n<td>84 \u00b0F<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"textbox key-takeaways\">\n<h3>Question 1<\/h3>\n<p>1) What are your first impressions of the weather in each city? What other information\u00a0 would you like to have before deciding what to pack?<\/p><\/div>\n<div class=\"textbox key-takeaways\">\n<h3>Question 2<\/h3>\n<p>2) Obviously, a single data point is not enough information to help you pack. The\u00a0 following are boxplots representing the daily high temperatures in each city over the\u00a0 course of a year.2<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210921\/Picture571-300x97.png\" alt=\"A box plot labeled \u201cDaily High Temperature\u201d on the horizontal axis, with \u201cMiami,\u201d \u201cPhoenix,\u201d and \u201cHonolulu\u201d on the vertical axis. For Miami, the low point is at approximately 75 and the high point is at approximately 92. The low end of the box is at approximately 80, the high end is at approximately 88, and the middle line is at approximately 84. For Phoenix, the low point is at approximately 66 and the high point is at approximately 105. The low end of the box is at approximately 75, the high end is at approximately 101 and the middle line is at approximately 87. For Honolulu, the low point is at approximately 80 and the high point is at approximately 89. The low end of the box is at approximately 81, the high end of the box is at 87, and the middle line is at approximately 84. There are also point on the horizontal axis corresponding to each of the middle lines and labeled \u201cy bar sub 1,\u201d \u201cy bar sub 2,\u201d and \u201cy bar sub 3,\u201d respectively.\" \/><\/p>\n<p>Part A: Which city has the greatest variability in the data? Explain what this means\u00a0 about the weather in this city.<\/p>\n<p>Part B: Which city has the least variability in the data? Explain what this means\u00a0 about the weather in this city.<\/p>\n<p>2 U.S. climate data. (2021). https:\/\/www.usclimatedata.com\/climate\/united-states\/us<\/p>\n<\/div>\n<div class=\"textbox key-takeaways\">\n<h3>Question 3<\/h3>\n<p>3) For all three cities, the lowest temperatures are seen in December, January, and\u00a0 February. If your trip is in January, how will this affect what clothes you pack?<\/p><\/div>\n<div class=\"textbox key-takeaways\">\n<h3>Question 4<\/h3>\n<p>4) Practice evaluating variability one more time. Which of the following boxplots represents the data with the greatest variability?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210925\/Picture581-300x89.png\" alt=\"A box plot with A, B, and C on the vertical axis. For A, the low point is at approximately 8 and the high point is at approximately 12. The low end of the box is at approximately 10, the high end is at approximately 11.4, and the middle line is at approximately 10.9. For B, the low point is at approximately 7 and the high point is at approximately 10. The low end of the box is at approximately 7.8, the high end is at approximately 9.3, and the middle line is at approximately 8.5. For C, the low point is at approximately 3 and the high point is at approximately 12. The low end of the box is at approximately 5.4, the high end is at approximately 9.8, and the middle line is at approximately 7.6. There is a point labeled \u201cy bar sub 1\u201d at approximately 10.8, another labeled \u201cy bar sub 2\u201d at approximately 8.4, and one more labeled \u201cy bar sub 3\u201d at approximately 7.6.\" \/><\/div>\n<p>Variance From Summary Statistics<\/p>\n<div class=\"textbox key-takeaways\">\n<h3>Question 5<\/h3>\n<p>5) When statistical software provides summary statistics of data, it usually provides\u00a0 standard deviation instead of variance. We can use that to compare the variability\u00a0 between groups.<\/p>\n<p>Look at the following summary statistics for two groups of data. Which group has\u00a0 more variability? Explain.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210929\/Picture591-300x65.png\" alt=\"image\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26210934\/Picture601-300x91.png\" alt=\"image\" \/><\/p>\n<\/div>\n<div class=\"textbox key-takeaways\">\n<h3>Question 6<\/h3>\n<p>6) This example uses four groups instead of two and compares SAT scores in different\u00a0 regions of the United States.<\/p>\n<p>Part A: Look at the following summary statistics. Which region has the most variability? Explain.<\/p>\n<p>Part B: Which region has the least variability? Explain.<\/p>\n<p>Part C: In order for an ANOVA to be appropriate, it is recommended that the largest\u00a0 standard deviation be no more than two times the smallest standard\u00a0 deviation when the sample sizes are equal.<\/p>\n<p>Would these groups meet that recommendation for using an ANOVA to\u00a0 compare means?<\/p>\n<\/div>\n<p>Interpreting ANOVA Hypotheses<\/p>\n<p>When conducting an ANOVA, the null and alternative hypotheses can be written as:<\/p>\n<ul>\n<li>Null &#8211; [latex]H_{0}:\\;\\mu_{1}=\\mu_{2}\\ldots=\\mu_{k}[\/latex]<\/li>\n<li>Alternative &#8211; [latex]H_{a}[\/latex]: At least two means are different.<\/li>\n<\/ul>\n<p>But what does it mean when we reject the null hypothesis? Remember that an ANOVA\u00a0 only tells us that there is a difference, not which group(s) are different. Let\u2019s use colors\u00a0 to understand it better.<\/p>\n<div class=\"textbox key-takeaways\">\n<h3>Question 7<\/h3>\n<p>7) Suppose there is a version of ANOVA that compares colors instead of means. We\u00a0 have five circles, and we can\u2019t decide if the colors are significantly different without\u00a0 the help of this analysis.<\/p>\n<div style=\"text-align: left;\">\n<table style=\"width: 888px;\">\n<tbody>\n<tr>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2033 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211118\/61.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211118\/61.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211118\/61-65x64.png 65w\" alt=\"A dark blue circle with the number 1 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2034 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211120\/62.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211120\/62.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211120\/62-65x64.png 65w\" alt=\"A somewhat dark blue circle with the number 2 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2035 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211122\/63.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211122\/63.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211122\/63-65x64.png 65w\" alt=\"A light blue circle with the number 3 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2036 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211124\/64.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211124\/64.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211124\/64-65x64.png 65w\" alt=\"A dull blue circle with the number 4 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 180px;\">\u00a0<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2037 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211126\/65.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211126\/65.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211126\/65-65x64.png 65w\" alt=\"A bright blue circle with the number 5 in it\" width=\"201\" height=\"197\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Part A: Write the null and alternative hypotheses for this scenario.<\/p>\n<p>Part B: After the analysis, we fail to reject the null hypothesis. A friend says, \u201cThat\u00a0 means all the colors are the same!\u201d How would you respond?<\/p>\n<\/div>\n<div class=\"textbox key-takeaways\">\n<h3>Question 8<\/h3>\n<p>8) Now we\u2019ll repeat the analysis on a new set of circles.<\/p>\n<div style=\"text-align: left;\">\n<table style=\"width: 885px;\">\n<tbody>\n<tr>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2038 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211129\/66.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211129\/66.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211129\/66-65x64.png 65w\" alt=\"A dark blue circle with the number 1 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2039 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211130\/67.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211130\/67.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211130\/67-65x64.png 65w\" alt=\"A reddish purple circle with the number 2 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2040 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211132\/68.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211132\/68.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211132\/68-65x64.png 65w\" alt=\"A bright indigo circle with the number 3 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2041 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211134\/69.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211134\/69.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211134\/69-65x64.png 65w\" alt=\"A purple circle with the number 4 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2042 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211136\/70.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211136\/70.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211136\/70-65x64.png 65w\" alt=\"A dark indigo circle with the number 5 in it\" width=\"201\" height=\"197\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Part A: Write the null and alternative hypotheses for this scenario.<\/p>\n<p>Part B: After the analysis, we reject the null hypothesis. Your friend asks you which\u00a0 circles are different colors. How would you respond?<\/p>\n<\/div>\n<div class=\"textbox key-takeaways\">\n<h3>Question 9<\/h3>\n<p>9) Let\u2019s do one more example.<\/p>\n<div style=\"text-align: left;\">\n<table style=\"width: 885px;\">\n<tbody>\n<tr>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2043 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211137\/71.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211137\/71.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211137\/71-65x64.png 65w\" alt=\"A blue circle with the number 1 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2044 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211140\/72.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211140\/72.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211140\/72-65x64.png 65w\" alt=\"A blue circle with the number 2 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 174px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2045 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211142\/73.png\" sizes=\"auto, (max-width: 197px) 100vw, 197px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211142\/73.png 197w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211142\/73-65x63.png 65w\" alt=\"A yellow circle with the number 3 in it\" width=\"197\" height=\"192\" \/><\/td>\n<td style=\"width: 177px;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2046 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211144\/74.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211144\/74.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211144\/74-65x64.png 65w\" alt=\"A blue circle with the number 4 in it\" width=\"201\" height=\"197\" \/><\/td>\n<td style=\"width: 180px;\">\u00a0<img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-2047 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211146\/75.png\" sizes=\"auto, (max-width: 201px) 100vw, 201px\" srcset=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211146\/75.png 201w, https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5738\/2022\/01\/26211146\/75-65x64.png 65w\" alt=\"A blue circle with the number 5 in it\" width=\"201\" height=\"197\" \/><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>Part A: Write the null and alternative hypotheses for this scenario.<\/p>\n<p>Part B: After the analysis, we reject the null hypothesis. Using this analysis, can we\u00a0 determine which circles have different colors? Explain.<\/p>\n<\/div>\n<hr class=\"before-footnotes clear\" \/><div class=\"footnotes\"><ol><li id=\"footnote-5462-1\">U.S. climate data. (2021). https:\/\/www.usclimatedata.com\/climate\/united-states\/us <a href=\"#return-footnote-5462-1\" class=\"return-footnote\" aria-label=\"Return to footnote 1\">&crarr;<\/a><\/li><\/ol><\/div>","protected":false},"author":23592,"menu_order":7,"template":"","meta":{"_candela_citation":"[]","CANDELA_OUTCOMES_GUID":"","pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-5462","chapter","type-chapter","status-publish","hentry"],"part":5448,"_links":{"self":[{"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/pressbooks\/v2\/chapters\/5462","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/wp\/v2\/users\/23592"}],"version-history":[{"count":2,"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/pressbooks\/v2\/chapters\/5462\/revisions"}],"predecessor-version":[{"id":5464,"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/pressbooks\/v2\/chapters\/5462\/revisions\/5464"}],"part":[{"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/pressbooks\/v2\/parts\/5448"}],"metadata":[{"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/pressbooks\/v2\/chapters\/5462\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/wp\/v2\/media?parent=5462"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/pressbooks\/v2\/chapter-type?post=5462"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/wp\/v2\/contributor?post=5462"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/lumen-danacenter-statsmockup\/wp-json\/wp\/v2\/license?post=5462"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}