Unit 1.3 – Descriptive Statistics Describing Data SOCS Skew Symmetric Time Plots Seasonal Variation Trends Box and Whisker 5-Number Summary O-gives Relative Frequency Cumulative Frequency Relative Cumulative Frequency Density Curves Normal Distribution Percentiles Z-scores Unit 1.3 – Descriptive Statistics Part 1 Describing Data SOCS Skew Symmetric Unit 1.3 – Descriptive Statistics 70.2 77.4 74.7 90.9 104.4 81.9 85.5 86.4 86.4 75.6 74.7 68.4 94.5 84.6 81.9 Describing Data – SOCS Shape – See the next slide Outliers – Identify the outliers Center – Mean and Median Spread – Standard Deviation Unit 1.3 – Descriptive Statistics 70.2 77.4 74.7 90.9 104.4 81.9 85.5 86.4 86.4 75.6 74.7 68.4 94.5 84.6 81.9 Shape Skew Left Skew Right Symmetric Typically due to an outlier Typically due to an outlier Can be folded at the median on the left. Tail is on the left. on the right. Tail is on the right. to produce side to side symmetry Unit 1.3 – Descriptive Statistics 70.2 77.4 74.7 90.9 104.4 81.9 85.5 86.4 86.4 75.6 74.7 68.4 94.5 84.6 81.9 More on Symmetry… Examples of perfect symmetry: Fairly Symmetric: Not very symmetric: Unit 1.3 – Descriptive Statistics 70.2 77.4 74.7 90.9 104.4 81.9 85.5 86.4 86.4 75.6 74.7 68.4 94.5 84.6 81.9 Describing Data – SOCS Shape – This distribution would be fairly symmetric but the outlier is skewing it right. Outliers – 104.4 is an outlier to the right. Center – Mean and Median The mean (82.5) is higher than the median (81.9). Spread – Standard Deviation The standard dev is 9.577 and the range is 36. Unit 1.3 – Descriptive Statistics Part 1 continued… Time Plots Trends Seasonal Variation Unit 1.3 – Descriptive Statistics Time Plots with Trends Unit 1.3 – Descriptive Statistics Time Plots with Seasonal Variation Note that some also have trend Unit 1.3 – Descriptive Statistics Part 2 Relative Frequency Cumulative Frequency Relative Cumulative Frequency Ogives Percentiles Unit 1.3 – Descriptive Statistics Ages of US Presidents Frequency Relative Frequency Class Frequency Class Frequency 40-44 2 40-44 2 45-49 6 45-49 6 50-54 13 50-54 13 55-59 12 55-59 12 60-64 7 60-64 7 65-69 3 65-69 3 Relative Frequency 2 / 43 = 4.651% To calculate Relative Frequency, simply divide each Frequency value by the number of individuals (43). Unit 1.3 – Descriptive Statistics Cumulative Frequency Class Freq. Rel. Freq. 40-44 2 4.651% 45-49 6 50-54 Class Freq. Rel. Freq. 13.953% 40-44 2 4.651% 13 30.233% 45-49 6 13.953% 55-59 12 27.907$ 50-54 13 30.233% 60-64 7 16.279% 55-59 12 27.907$ 65-69 3 6.977% 60-64 7 16.279% 65-69 3 6.977% Cumulative Frequency 40 To calculate Cumulative Frequency for any particular row, sum the Frequency cells for that row and all previous rows. Unit 1.3 – Descriptive Statistics Relative Cumulative Frequency Class Freq. Rel. Freq. Cumulative Frequency 40-44 2 4.651% 2 45-49 6 13.953% 8 50-54 13 30.233% 21 55-59 12 27.907$ 33 60-64 7 16.279% 40 65-69 3 6.977% 43 Class Freq. Rel. Freq. Cumulative Frequency 40-44 2 4.651% 2 45-49 6 13.953% 8 50-54 13 30.233% 21 55-59 12 27.907$ 33 60-64 7 16.279% 40 65-69 3 6.977% 43 Relative Cumulative Frequency 40 / 43 = 93.023% To calculate the Relative Cumulative Frequency, simply divide the corresponding Cumulative Frequency by the number of individuals. Unit 1.3 – Descriptive Statistics Complete Frequency Table Class Freq. Rel. Freq. Cumulative Frequency Relative Cumulative Frequency 40-44 2 4.651% 2 4.651% 45-49 6 13.953% 8 18.605% 50-54 13 30.233% 21 48.837% 55-59 12 27.907$ 33 76.744% 60-64 7 16.279% 40 93.023% 65-69 3 6.977% 43 100% Unit 1.3 – Descriptive Statistics Complete Frequency Table to O-give Class Freq. Rel. Freq. Cumulative Frequency Relative Cumulative Frequency 40-44 2 4.651% 2 4.651% 45-49 6 13.953% 8 18.605% 50-54 13 30.233% 21 48.837% 55-59 12 27.907$ 33 76.744% 60-64 7 16.279% 40 93.023% 65-69 3 6.977% 43 100% Unit 1.3 – Descriptive Statistics Complete Frequency Table to O-give Class Freq. Rel. Freq. Cumulative Frequency Relative Cumulative Frequency 40-44 2 4.651% 2 4.651% 45-49 6 13.953% 8 18.605% 50-54 13 30.233% 21 48.837% 55-59 12 27.907$ 33 76.744% 60-64 7 16.279% 40 93.023% 65-69 3 6.977% 43 100% Unit 1.3 – Descriptive Statistics Interpreting an O-give What percentile was Bill Clinton in for age of Presidents at inauguration? Unit 1.3 – Descriptive Statistics Interpreting an O-give What percentile was Bill Clinton in for age of Presidents at inauguration? Unit 1.3 – Descriptive Statistics Interpreting an O-give Which percent of presidents were younger than 58 years old at inauguration? Unit 1.3 – Descriptive Statistics Interpreting an O-give If a presidential candidate is said to be in the 80th percentile for Age for all former presidents, how old are they?