Video 01 |
Make a Percent Histogram
Flash version
|
Univariate Analysis |
Retail_Sales |
Sort data, create bins, create histogram, create percent column, select data and change scales |
Video 02 |
Make a Summary Statistics Table
Flash version
|
Univariate Analysis |
Bodily_Injury |
Get descriptive data, find quartiles in Excel, edit format |
Video 03
| Make a Dotplot
Flash version
|
Univariate Analysis |
House_Prices |
Sort data, create frequency column and scatter plot, edit and get dot plot |
Video 04
| Make a Dotplot Using Rounded Values
Flash version
|
Univariate Analysis |
Retail_Sales |
Sort data, create frequency column and scatter plot, get rounded values, select data and get dot plot |
Video 05
| Create a Histogram with a Correct X-Axis Scale
Flash version
|
Univariate Analysis |
House_Prices |
Sort data, create bins, create histogram, correct X-axis scale |
Video 06
| Create a Presentation-Quality Scatterplot
Flash version
|
Bivariate Analysis |
House_Prices |
Select x and y data, insert scatter plot and edit |
Video 07
| Make a Scatter Plot Matrix
Flash version
|
Bivariate Analysis |
Palse_Rates |
Select data, make scatter plots for each two variables, add label and edit the layout |
Video 08
| Make a Scatter Plot with Groups
Flash version
|
Bivariate Analysis |
Apartment_Rent_2010 |
Rescale variables, split data by west and south, find descriptive statistics for each group, draw scatter plot for one group and add data series for the other |
Video 09
| Make a Time-Series Plot
Flash version
|
Time Series Analysis |
Retail_Sales |
Make scatter plot using month index, format X-axis and edit the plot |
Video 10
| Make a Time-Series Plot with Data Lables by the Points
Flash version
|
Time Series Analysis |
Retail_Sales |
Create new month label column, make scatter plot, add labels and format the layout |
Video 11
| Run Test in Time-Series
Flash version
|
Time Series Analysis |
Gas_Use |
Calculate the average, create binary variable, create counting runs column, calculate z statistics and p-value |
Video 12
| Make an Individuals Control
Flash version
|
Time Series Analysis |
Gas_Use |
create moving range, UCL, CL, LCL column, insert scatter plot and edit |
Video 13
| Make a Moving Range Control Chart
Flash version
|
Time Series Analysis |
Gas_Use |
Create UCL and CL for moving range, insert scatter plot and edit |
Video 14
| Create a Random Process Fitted Line Plot
Flash version
|
Time Series Analysis |
Gas_Use |
Find the average value and calculate residuals, insert scatter plot, calculate mean squared deviation and root mean square error |
Video 15
| Make a Moving Average Plot
Flash version
|
Time Series Analysis |
Gas_Use |
Create smoothed values and forcasted values, calculate residuals, insert scatter plot, calculate MSD and RMSE |
Video 16
| Make an Exponentially-Weighted Moving Average Plot
Flash version
|
Time Series Analysis |
Gas_Use |
Determine the start point of forcasted values, determine alpha and calculate smoothed values and residuals, insert scatter plot, calculate MSD and RMSE |
Video 17
| Assess Whether a Time-Series Follows a Random Walk
Flash version
|
Time Series Analysis |
Gas_Use |
Insert time-series scatter plot, create difference column and make another time-series scatter plot, find summary statistices, do a point forecast |
Video 18
| Simple Regression Basics
Flash version
|
Basic Regression |
Ice_Cream_Sales |
Make scatter plot, add trend line and equation, run regression, result analysis |
Video 19
| Doing a T-Test on the Slope of Coefficient in Simple Regression
Flash version
|
Basic Regression |
Ice_Cream_Sales |
Run regression, specify hypotheses, find test statistc, quantify the evidence of the test, determine criteical region and p-value |
Video 20
| Creating a Confidence Interval for the Slope of a Simple Regression
Flash version
|
Basic Regression |
Ice_Cream_Sales |
Run regression, find the slope, t-value and standard error |
Video 21
| Prediction in Simple Regression
Flash version
|
Basic Regression |
Ice_Cream_Sales |
Run regression, find the regression equation, determine desired prediction level, find point predition and lower/upper bound of the prediction interval |
Video 22
| Assess the Impact of an Outlier in a Simple Regression Analysis
Flash version
|
Basic Regression |
Retail_Sales |
Run regression, show residual output, delete the outlier and run regression again, compare the slope, intercept, R-sqare and standard error |
Video 23
| Residual Analysis of Simple Regression
Flash version
|
Basic Regression |
Retail_Sales |
Run regression, show residual output and determine outlier, check residual plot |
Video 24
| Run a Quadratic Regression
Flash version
|
Multiple Regression |
Retail_Sales |
Add ploynomial treand line to the scatter plot, create new column temp-squared, run regression again, draw temp-squared fit plot and resicual plot |
Video 25
| Run a Multiple Regression
Flash version
|
Multiple Regression |
Palse_Rates |
Make a correlation matix, run regression, find the equation, results interpretation |
Video 26
| Make Predictions from a Multiple Regression Analysis
Flash version
|
Multiple Regression |
Palse_Rates |
Find point prediction using equation, find standard error and t-value, find lower/upper bound |
Video 27
| Check the Assumption in Multiple Regression Part I-Independence Assumption
Flash version
|
Multiple Regression |
Pulse_Rates |
Run regression, make residual vs predictive variable plots, make time-series plot |
Video 28
| Check the Assumption in Multiple Regression Part II-Constant Variance
Flash version
|
Multiple Regression |
Pulse_Rates |
Make residual vs predicted value plot, add a straight line, add polunomial trend line and observe the shape |
Video 29
| Check the Assumptions in Multiple Regression Part III-Normality Assumption
Flash version
|
Multiple Regression |
Pulse_Rates |
Find rounded and sorted standard residuals, find the frequency, draw and format dot plot |
Video 30
| Check a Normal Probability Plot
Flash version
|
Multiple Regression |
Pulse_Rates |
Run regression and show residual output, find rank, proportion, z-value and sort residuals, make z-value vs residual scatter plot |
Video 31
| Calculate Variance Inflation Factors
Flash version
|
Multiple Regression |
Pulse_Rates |
Run regression, review VIF formula, find descriptive summaries, find st deviation and find VIF for each variable |
Video 32
| Relate Two Metric Variables and One Binary Variables in a Scatterplot
Flash version
|
Multiple Regression |
Apartment_Rent_2010 |
Split the datat into two parts according to location, draw scatter plot and add data series, find descriptive statistics for each part |
Video 33
| Parallel Lines Regression Analysis
Flash version
|
Multiple Regression |
Apartment_Rent_2010 |
Turn location into a binary variable, run regression and give equation for each location |
Video 34
| Parallel Lines Fitted Lines Plot
Flash version
|
Multiple Regression |
Apartment_Rent_2010 |
Find fitted value for each location, insert scatter plot, add the fitted line for each location |
Video 35
| Nonparallel Lines Regression Analysis
Flash version
|
Multiple Regression |
Apartment_Rent_2010 |
Create new interaction variable, run regression and find equation for each location |
Video 36
| Nonparallel Lines Fitted Lines Plot
Flash version
|
Multiple Regression |
Apartment_Rent_2010 |
Draw scatter plot and add trend lines and equations, analysis about the interaction term |