The goal of this research project is to measure the level of self-compassion as well as the self-care of BSW and MSW students in a Social Work Program at a regional University. We will be using the following two reliable and validated instruments to measure their level of self-compassion and self-care as they immerse themselves in the helping profession. We hope to see how the SC of the students correlates to other independent variables i.e. undergrad/grad program social work, age, education level, religiosity, spirituality, gender, etc.
The purpose of our research is to study the perception of self-compassion in social work students and how it can link to self-care as well as success in the social work program and field. This will help provide students with self-care practices during their training to thrive in the profession in the future.
The next chart illustrates the data management workflow to create the analytic data set.
The original survey data have three components, a self-compassion scale and gratitude questionnaire instruments, and some demographic questions.
The three components have different portions of missing values. We split the original data set into three subsets of data and impute the missing values related to the self-compassion and gratitude data based on the survey instruments. Since there are only a few missing values, we replace the missing values in each survey question with the mode of the associated survey item. We create indexes of the two instruments separately to aggregate the information in the two survey data sets.
Since R does not have a function to find the model of a given data set, I write the following function to find the model of a data set.
We will perform both principal component analysis (PCA) and exploratory factor analysis (EFA).
This instrument contains only the data associated with the 12 items in the survey instrument. In the original data file, the 12 variables are named Q2_1, Q2_2, …, Q2_12. We impute the missing value by replacing the missing value in each of the 12 items with the mode of the corresponding survey items. Since there are only a few missing values in this instrument, this imputation will not impact the subsequent PCA and EFA.
The gratitude questionnaire contains only the variables associated with gratitude questions. The variables used in the original data file are Q3_1, Q3_2, …, Q3_6. We use the same mode imputation method to fill in the missing values as used in the above self-compassion survey data. The gratitude questionnaire has even fewer missing values. Any imputation will not impact any subsequent analysis.
Since Likert scales of the Q3_3 and Q3_6 were in reverse order in the design. We transform back the usual order and create a new dataset using the same variable names.
The demographic variables have two issues: missing values and imbalance categories. Since the size of the data set is slightly close to 120, imputing missing values in a meaningful way is crucial to maintain the sample size and the statistical power of all subsequent association analyses. About 15 records in the data sets do not have demographic information. Therefore these records were deleted from the final data.
A few missing values occurred in the years of education and employment that are imputed using the auxiliary information in the variables of age, the years of education, and the length of employment.
The major issue of these categorical variables is the imbalance category. The following modifications to the original demographic variables are utilized.
| Q8_1 | Q8_2 | Q8_3 | Q8_5 | Q8_6 | Q9 | Q11 | Q13 | Q14 | Q15 | Q16 | Q17 | Q18 | Q19 | Q20 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 15.0 | 0.0 | 0 | 5 | 2 | 1 | 1 | 1 | 9 | 4 | 4 | 1 | 3 | 2 |
| 26 | 21.0 | 4.0 | 0 | 2 | 2 | 1 | 2 | 2 | 8 | 4 | 6 | 2 | 3 | 3 |
| 28 | 20.0 | 4.5 | 0 | 2 | 2 | 1 | 2 | 2 | 9 | 4 | 6 | 2 | 3 | 5 |
| 30 | 21.0 | 7.5 | 0 | 2 | 2 | 1 | 1 | 2 | 9 | 6 | 6 | 2 | 3 | 3 |
| 26 | 6.0 | 4.0 | 0 | 2 | 2 | 1 | 6 | 2 | 9 | 4 | 7 | 2 | 1 | 3 |
| 23 | 17.0 | 7.0 | 1 | 5 | 2 | 1 | 2 | 1 | 9 | 3 | 4 | 1 | 3 | 4 |
| 29 | 18.0 | 0.0 | 0 | 0 | 2 | 1 | 6 | 1 | 9 | 6 | 99 | 2 | 1 | 2 |
| 22 | 17.0 | 0.0 | 0 | 5 | 2 | 1 | 1 | 2 | 9 | 4 | 4 | 2 | 3 | 2 |
| 24 | 16.0 | 0.0 | 0 | 5 | 2 | 1 | 1 | 2 | 8 | 4 | 7 | 2 | 3 | 3 |
| 18 | 13.0 | 0.0 | 0 | 3 | 2 | 1 | 1 | 1 | 3 | 4 | 6 | 1 | 3 | 3 |
| 23 | 18.0 | 5.0 | 0 | 2 | 2 | 1 | 6 | 2 | 9 | 4 | 6 | 2 | 2 | 3 |
| 25 | 19.0 | 1.0 | 0 | 2 | 2 | 1 | 6 | 2 | 10 | 4 | 5 | 2 | 1 | 6 |
| 25 | 19.0 | 7.0 | 0 | 2 | 2 | 1 | 6 | 2 | 11 | 4 | 6 | 2 | 1 | 5 |
| 59 | 20.0 | 3.5 | 3 | 3 | 2 | 1 | 2 | 2 | 9 | 4 | 4 | 2 | 3 | 6 |
| 20 | 16.0 | 4.5 | 6 | 9 | 2 | 1 | 1 | 2 | 2 | 4 | 1 | 1 | 2 | 4 |
| 46 | 18.0 | 24.0 | 2 | 4 | 2 | 1 | 4 | 2 | 6 | 4 | 7 | 2 | 3 | 7 |
| 32 | 16.0 | 10.5 | 0 | 1 | 2 | 1 | 1 | 2 | 11 | 4 | 4 | 2 | 3 | 7 |
| 26 | 22.0 | 7.0 | 0 | 3 | 2 | 1 | 1 | 2 | 9 | 3 | 4 | 2 | 3 | 6 |
| 26 | 17.0 | 3.0 | 0 | 2 | 1 | 1 | 2 | 2 | 8 | 4 | 6 | 2 | 2 | 4 |
| 21 | 16.0 | 2.5 | 0 | 5 | 2 | 1 | 1 | 2 | 9 | 4 | 3 | 1 | 2 | 4 |
| 46 | 18.0 | 23.0 | 3 | 4 | 2 | 1 | 2 | 2 | 9 | 4 | 4 | 2 | 2 | 4 |
| 32 | 17.0 | 4.5 | 0 | 3 | 2 | 1 | 1 | 2 | 9 | 4 | 6 | 2 | 3 | 2 |
| 31 | 20.0 | 10.0 | 0 | 2 | 2 | 1 | 6 | 2 | 8 | 4 | 7 | 2 | 2 | 5 |
| 29 | 18.0 | 6.0 | 0 | 1 | 2 | 1 | 1 | 2 | 11 | 4 | 5 | 2 | 1 | 3 |
| 31 | 16.0 | 10.0 | 0 | 2 | 2 | 2 | 6 | 2 | 9 | 3 | 4 | 2 | 3 | 4 |
| 23 | 20.0 | 9.0 | 0 | 2 | 2 | 1 | 2 | 2 | 1 | 4 | 7 | 2 | 3 | 6 |
| 50 | 18.0 | 25.0 | 2 | 4 | 2 | 1 | 2 | 2 | 9 | 4 | 4 | 2 | 3 | 4 |
| 24 | 17.0 | 2.0 | 0 | 3 | 2 | 1 | 1 | 2 | 1 | 4 | 7 | 2 | 1 | 7 |
| 32 | 17.0 | 4.0 | 0 | 1 | 2 | 1 | 6 | 2 | 9 | 4 | 4 | 2 | 2 | 6 |
| 26 | 18.0 | 5.5 | 1 | 3 | 2 | 1 | 2 | 2 | 9 | 2 | 6 | 2 | 2 | 1 |
| 20 | 14.0 | 0.0 | 3 | 6 | 2 | 1 | 1 | 2 | 9 | 3 | 6 | 1 | 2 | 4 |
| 45 | 18.0 | 20.0 | 2 | 4 | 2 | 5 | 2 | 2 | 9 | 4 | 7 | 2 | 3 | 1 |
| 33 | 17.0 | 12.0 | 0 | 2 | 2 | 1 | 1 | 2 | 8 | 4 | 7 | 2 | 1 | 1 |
| 24 | 17.0 | 2.0 | 0 | 2 | 2 | 1 | 1 | 2 | 9 | 10 | 6 | 1 | 3 | 3 |
| 44 | 16.0 | 26.0 | 7 | 3 | 2 | 1 | 2 | 2 | 11 | 4 | 4 | 1 | 2 | 4 |
| 32 | 16.0 | 16.0 | 1 | 3 | 2 | 2 | 2 | 1 | 11 | 4 | 7 | 1 | 3 | 4 |
| 40 | 20.0 | 6.0 | 5 | 7 | 1 | 2 | 2 | 2 | 2 | 4 | 3 | 2 | 1 | 4 |
| 32 | 18.0 | 11.0 | 1 | 3 | 2 | 1 | 2 | 2 | 9 | 4 | 7 | 2 | 1 | 3 |
| 24 | 15.0 | 1.0 | 0 | 1 | 2 | 1 | 6 | 2 | 9 | 4 | 7 | 2 | 1 | 3 |
| 22 | 18.0 | 1.0 | 3 | 6 | 2 | 1 | 1 | 1 | 2 | 4 | 7 | 1 | 1 | 6 |
| 21 | 16.0 | 7.0 | 2 | 6 | 2 | 1 | 6 | 2 | 10 | 4 | 6 | 1 | 1 | 3 |
| 27 | 22.0 | 8.5 | 0 | 3 | 7 | 1 | 6 | 1 | 11 | 5 | 7 | 1 | 3 | 6 |
| 31 | 18.0 | 12.0 | 0 | 2 | 2 | 1 | 2 | 2 | 7 | 4 | 7 | 2 | 1 | 1 |
| 21 | 16.0 | 2.0 | 1 | 5 | 2 | 1 | 1 | 2 | 9 | 4 | 6 | 1 | 3 | 4 |
| 33 | 18.5 | 6.0 | 0 | 2 | 2 | 1 | 6 | 2 | 3 | 4 | 7 | 2 | 1 | 4 |
| 36 | 16.0 | 16.0 | 0 | 2 | 1 | 1 | 2 | 1 | 11 | 4 | 4 | 1 | 3 | 5 |
| 3 | 16.0 | 5.0 | 0 | 4 | 2 | 1 | 1 | 2 | 8 | 6 | 7 | 2 | 1 | 1 |
| 22 | 16.0 | 2.0 | 0 | 0 | 2 | 1 | 1 | 2 | 11 | 4 | 6 | 2 | 3 | 4 |
| 26 | 18.0 | 6.0 | 0 | 3 | 2 | 1 | 1 | 2 | 7 | 4 | 6 | 2 | 1 | 5 |
| 39 | 16.0 | 20.0 | 2 | 4 | 2 | 1 | 2 | 2 | 11 | 4 | 2 | 2 | 3 | 4 |
| 21 | 16.0 | 1.0 | 0 | 5 | 2 | 1 | 1 | 2 | 2 | 3 | 6 | 1 | 2 | 4 |
| 43 | 17.0 | 20.0 | 5 | 7 | 1 | 1 | 2 | 2 | 8 | 4 | 4 | 2 | 2 | 2 |
| 47 | 16.0 | 20.0 | 0 | 3 | 2 | 1 | 6 | 1 | 9 | 2 | 7 | 1 | 3 | 4 |
| 23 | 17.0 | 7.5 | 0 | 4 | 2 | 2 | 1 | 2 | 11 | 4 | 99 | 2 | 3 | 4 |
| 21 | 15.0 | 2.5 | 0 | 1 | 2 | 1 | 1 | 2 | 11 | 4 | 1 | 1 | 3 | 4 |
| 26 | 7.0 | 9.0 | 0 | 2 | 2 | 1 | 1 | 2 | 9 | 4 | 6 | 1 | 1 | 5 |
| 28 | 17.0 | 7.5 | 0 | 1 | 2 | 1 | 1 | 1 | 9 | 4 | 7 | 2 | 1 | 2 |
| 27 | 19.0 | 1.0 | 0 | 1 | 2 | 1 | 1 | 2 | 9 | 4 | 6 | 2 | 1 | 4 |
| 20 | 14.5 | 1.0 | 0 | 4 | 2 | 1 | 1 | 2 | 9 | 4 | 4 | 1 | 3 | 3 |
| 44 | 18.0 | 21.0 | 1 | 3 | 2 | 1 | 2 | 2 | 2 | 4 | 4 | 99 | 2 | 7 |
| 29 | 18.0 | 1.5 | 0 | 2 | 2 | 1 | 2 | 2 | 9 | 4 | 7 | 2 | 1 | 4 |
| 23 | 17.0 | 7.5 | 0 | 1 | 2 | 1 | 1 | 2 | 9 | 4 | 6 | 2 | 1 | 3 |
| 28 | 17.0 | 7.5 | 0 | 1 | 2 | 1 | 1 | 1 | 9 | 4 | 4 | 2 | 1 | 3 |
| 27 | 19.0 | 5.0 | 0 | 2 | 2 | 1 | 1 | 2 | 7 | 3 | 6 | 2 | 2 | 2 |
| 29 | 19.0 | 8.0 | 0 | 2 | 2 | 1 | 6 | 1 | 8 | 3 | 6 | 2 | 3 | 2 |
| 35 | 17.0 | 7.0 | 2 | 4 | 2 | 1 | 2 | 2 | 11 | 4 | 4 | 2 | 2 | 6 |
| 26 | 19.0 | 1.0 | 0 | 2 | 2 | 1 | 1 | 2 | 9 | 4 | 4 | 1 | 2 | 4 |
| 25 | 16.0 | 5.0 | 0 | 4 | 3 | 1 | 6 | 1 | 3 | 6 | 7 | 2 | 1 | 5 |
| 25 | 15.0 | 9.5 | 0 | 1 | 2 | 1 | 1 | 2 | 8 | 4 | 7 | 1 | 1 | 7 |
| 53 | 14.0 | 30.0 | 1 | 3 | 2 | 1 | 1 | 2 | 1 | 4 | 7 | 2 | 2 | 7 |
| 31 | 19.0 | 4.5 | 0 | 2 | 2 | 1 | 2 | 2 | 9 | 7 | 4 | 2 | 3 | 6 |
| 24 | 18.0 | 3.5 | 1 | 3 | 2 | 1 | 2 | 2 | 11 | 4 | 4 | 2 | 3 | 7 |
| 30 | 17.0 | 5.0 | 0 | 2 | 2 | 5 | 2 | 2 | 9 | 4 | 4 | 2 | 1 | 3 |
| 20 | 3.0 | 3.5 | 0 | 5 | 2 | 1 | 1 | 1 | 9 | 3 | 7 | 1 | 3 | 4 |
| 27 | 20.0 | 6.0 | 0 | 2 | 2 | 1 | 6 | 2 | 7 | 4 | 6 | 2 | 3 | 2 |
| 42 | 19.0 | 23.0 | 1 | 3 | 2 | 1 | 2 | 1 | 10 | 4 | 4 | 2 | 1 | 4 |
| 22 | 4.0 | 5.0 | 0 | 1 | 2 | 1 | 1 | 2 | 9 | 4 | 4 | 1 | 2 | 4 |
| 31 | 20.0 | 7.0 | 0 | 2 | 2 | 1 | 3 | 2 | 9 | 4 | 99 | 2 | 3 | 1 |
| 26 | 17.0 | 3.5 | 0 | 3 | 2 | 1 | 1 | 2 | 10 | 4 | 6 | 2 | 2 | 4 |
| 30 | 17.0 | 10.0 | 0 | 1 | 2 | 1 | 1 | 2 | 9 | 4 | 4 | 1 | 3 | 6 |
| 24 | 5.0 | 2.5 | 0 | 1 | 2 | 1 | 1 | 2 | 2 | 4 | 4 | 1 | 3 | 2 |
| 22 | 16.0 | 1.5 | 0 | 2 | 2 | 1 | 1 | 2 | 2 | 4 | 3 | 2 | 3 | 5 |
| 23 | 13.0 | 5.0 | 0 | 1 | 2 | 1 | 1 | 2 | 7 | 3 | 4 | 1 | 2 | 2 |
| 33 | 8.0 | 7.0 | 2 | 3 | 2 | 1 | 3 | 2 | 11 | 4 | 3 | 1 | 2 | 7 |
| 32 | 14.0 | 8.0 | 2 | 2 | 2 | 1 | 4 | 1 | 7 | 5 | 7 | 1 | 1 | 1 |
| 50 | 14.0 | 34.0 | 2 | 2 | 2 | 1 | 6 | 2 | 11 | 4 | 4 | 1 | 2 | 7 |
| 19 | 13.0 | 0.0 | 0 | 2 | 2 | 1 | 1 | 2 | 9 | 4 | 6 | 1 | 2 | 5 |
| 24 | 14.0 | 1.0 | 0 | 3 | 2 | 1 | 1 | 2 | 8 | 7 | 6 | 1 | 1 | 5 |
| 48 | 15.0 | 20.0 | 2 | 4 | 2 | 2 | 2 | 1 | 99 | 3 | 6 | 1 | 3 | 7 |
| 23 | 18.0 | 3.0 | 0 | 3 | 2 | 5 | 1 | 2 | 9 | 4 | 6 | 2 | 1 | 6 |
| 21 | 16.0 | 6.0 | 0 | 4 | 2 | 1 | 1 | 1 | 9 | 3 | 7 | 1 | 1 | 3 |
| 30 | 18.0 | 10.0 | 0 | 1 | 5 | 1 | 1 | 2 | 9 | 6 | 7 | 2 | 2 | 5 |
| 50 | 19.0 | 20.0 | 2 | 4 | 2 | 1 | 2 | 2 | 10 | 4 | 6 | 2 | 3 | 4 |
| 29 | 15.0 | 12.0 | 0 | 1 | 1 | 1 | 1 | 2 | 9 | 1 | 7 | 1 | 3 | 3 |
| 55 | 25.0 | 35.0 | 4 | 3 | 1 | 1 | 2 | 2 | 1 | 4 | 1 | 1 | 2 | 5 |
| 25 | 19.0 | 3.0 | 0 | 1 | 2 | 1 | 1 | 2 | 9 | 4 | 7 | 2 | 1 | 3 |
| 21 | 16.0 | 1.0 | 0 | 1 | 2 | 1 | 1 | 1 | 11 | 4 | 7 | 1 | 2 | 4 |
| 21 | 17.0 | 2.5 | 0 | 5 | 2 | 1 | 1 | 2 | 99 | 4 | 4 | 1 | 3 | 6 |
| 28 | 18.0 | 1.5 | 0 | 4 | 2 | 1 | 1 | 1 | 9 | 3 | 4 | 2 | 3 | 7 |
| 23 | 5.0 | 7.0 | 0 | 2 | 2 | 1 | 6 | 1 | 2 | 4 | 6 | 2 | 1 | 3 |
| 32 | 15.0 | 12.0 | 1 | 3 | 1 | 1 | 2 | 1 | 99 | 3 | 7 | 1 | 1 | 5 |
| 19 | 1.0 | 1.0 | 2 | 4 | 2 | 1 | 1 | 2 | 2 | 4 | 4 | 1 | 3 | 3 |
| 18 | 14.0 | 2.5 | 0 | 3 | 2 | 1 | 1 | 1 | 9 | 4 | 2 | 1 | 2 | 1 |
| 19 | 13.0 | 0.0 | 0 | 4 | 2 | 5 | 6 | 2 | 11 | 4 | 4 | 1 | 3 | 5 |
grp.age = Q8_1: 1 = (3,23], 2 = [24, 30], 3 = [31, 59]
grp.edu = Q8_2: 1 = [0,15] associate, 2 = [15.5,18.5] bachelor, 3 = [19, 25] advdegree
grp.empl = Q8_3: 1 = [0,5] entry, 2 = [5.5,10] junior, 3 = [10.5, 35] senior
kid.num = Q8_5: 1 = (0) No child, 2 = at least one child
home.size = Q8_6: 1 = (1), 2 = (2), 3 = 3 or more
Spirituality = Q20: 1 = (1,2,3) low, 2 = (4) moderate, 3 = (5,6,7) highWe re-define the demographic variables based on the above modification. The modified demographic variables will be used in subsequent modeling.
In this section, we will aggregate information the the two survey instruments.
We will keep columns from 1 to 12 and delete the rest in order to maintain the response from the participants for the commpassison survey section
| Q2_1 | Q2_2 | Q2_3 | Q2_4 | Q2_5 | Q2_6 | Q2_7 | Q2_8 | Q2_9 | Q2_10 | Q2_11 | Q2_12 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 4 | 2 | 2 | 5 | 2 | 3 | 3 | 5 | 3 | 4 | 3 |
| 4 | 2 | 3 | 5 | 2 | 2 | 3 | 3 | 5 | 3 | 4 | 3 |
| 4 | 2 | 3 | 2 | 4 | 3 | 3 | 4 | 3 | 3 | 3 | 3 |
| 4 | 2 | 3 | 4 | 2 | 3 | 4 | 5 | 3 | 99 | 5 | 3 |
| 3 | 3 | 4 | 1 | 4 | 3 | 3 | 2 | 4 | 99 | 3 | 2 |
| 5 | 2 | 3 | 3 | 3 | 1 | 4 | 4 | 5 | 3 | 4 | 4 |
| 5 | 2 | 3 | 5 | 2 | 1 | 2 | 5 | 5 | 3 | 5 | 5 |
| 4 | 4 | 5 | 2 | 4 | 3 | 5 | 3 | 3 | 3 | 2 | 2 |
| 4 | 4 | 3 | 2 | 3 | 3 | 4 | 2 | 4 | 3 | 4 | 3 |
| 5 | 4 | 3 | 2 | 3 | 3 | 3 | 4 | 4 | 2 | 3 | 3 |
| 5 | 3 | 4 | 4 | 3 | 1 | 4 | 5 | 5 | 3 | 5 | 3 |
| 5 | 2 | 2 | 5 | 3 | 2 | 3 | 4 | 5 | 3 | 5 | 5 |
| 5 | 4 | 4 | 2 | 4 | 3 | 4 | 5 | 3 | 3 | 4 | 4 |
| 1 | 4 | 5 | 1 | 4 | 5 | 4 | 1 | 3 | 1 | 5 | 5 |
| 3 | 4 | 4 | 3 | 4 | 4 | 4 | 1 | 4 | 3 | 4 | 2 |
| 2 | 5 | 5 | 1 | 5 | 5 | 4 | 2 | 2 | 99 | 2 | 1 |
| 4 | 3 | 2 | 4 | 3 | 1 | 4 | 4 | 3 | 2 | 3 | 3 |
| 5 | 3 | 3 | 5 | 5 | 2 | 5 | 5 | 5 | 99 | 4 | 3 |
| 5 | 3 | 4 | 5 | 3 | 1 | 4 | 5 | 4 | 99 | 4 | 4 |
| 3 | 3 | 3 | 2 | 3 | 2 | 4 | 2 | 3 | 3 | 3 | 2 |
| 3 | 4 | 5 | 2 | 3 | 3 | 5 | 3 | 3 | 99 | 3 | 3 |
| 2 | 4 | 3 | 4 | 4 | 3 | 2 | 2 | 4 | 3 | 3 | 2 |
| 5 | 3 | 4 | 2 | 4 | 1 | 5 | 5 | 4 | 99 | 5 | 4 |
| 3 | 5 | 5 | 3 | 3 | 4 | 4 | 1 | 3 | 3 | 2 | 2 |
| 3 | 3 | 2 | 4 | 3 | 2 | 3 | 2 | 4 | 3 | 3 | 2 |
| 4 | 3 | 4 | 3 | 3 | 3 | 3 | 2 | 5 | 3 | 4 | 3 |
| 3 | 3 | 2 | 2 | 4 | 4 | 4 | 4 | 3 | 3 | 3 | 3 |
| 4 | 3 | 5 | 4 | 5 | 4 | 5 | 3 | 3 | 5 | 3 | 3 |
| 5 | 3 | 4 | 4 | 3 | 3 | 2 | 5 | 4 | 2 | 5 | 5 |
| 3 | 4 | 3 | 3 | 4 | 2 | 3 | 4 | 2 | 3 | 4 | 3 |
| 4 | 4 | 4 | 4 | 4 | 5 | 5 | 3 | 5 | 5 | 2 | 2 |
| 4 | 1 | 3 | 4 | 2 | 1 | 5 | 5 | 5 | 1 | 4 | 5 |
| 5 | 2 | 3 | 4 | 3 | 3 | 3 | 4 | 5 | 3 | 5 | 4 |
| 3 | 3 | 2 | 4 | 99 | 2 | 3 | 5 | 5 | 99 | 3 | 3 |
| 3 | 4 | 5 | 1 | 3 | 4 | 4 | 4 | 2 | 3 | 4 | 4 |
| 2 | 4 | 5 | 1 | 4 | 4 | 5 | 1 | 1 | 3 | 2 | 1 |
| 5 | 5 | 5 | 5 | 4 | 3 | 3 | 4 | 5 | 3 | 4 | 5 |
| 3 | 4 | 4 | 2 | 3 | 3 | 4 | 2 | 3 | 4 | 2 | 3 |
| 2 | 4 | 5 | 3 | 5 | 4 | 5 | 2 | 1 | 4 | 1 | 2 |
| 3 | 3 | 3 | 2 | 3 | 2 | 3 | 3 | 4 | 3 | 3 | 3 |
| 5 | 4 | 3 | 5 | 1 | 2 | 4 | 5 | 5 | 2 | 5 | 4 |
| 5 | 2 | 3 | 5 | 2 | 1 | 1 | 5 | 5 | 2 | 5 | 5 |
| 4 | 2 | 4 | 2 | 4 | 4 | 4 | 5 | 5 | 3 | 4 | 4 |
| 4 | 2 | 4 | 2 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 |
| 2 | 4 | 5 | 2 | 4 | 4 | 5 | 4 | 3 | 4 | 2 | 2 |
| 1 | 4 | 5 | 2 | 3 | 4 | 4 | 3 | 3 | 3 | 3 | 2 |
| 5 | 3 | 5 | 1 | 3 | 3 | 4 | 4 | 4 | 5 | 3 | 3 |
| 4 | 3 | 4 | 2 | 4 | 3 | 3 | 4 | 4 | 2 | 3 | 2 |
| 4 | 2 | 5 | 2 | 3 | 4 | 3 | 5 | 5 | 4 | 5 | 3 |
| 4 | 2 | 4 | 3 | 2 | 1 | 3 | 5 | 4 | 3 | 5 | 3 |
| 2 | 4 | 4 | 1 | 1 | 4 | 5 | 1 | 1 | 2 | 3 | 3 |
| 3 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 4 | 4 | 3 | 4 |
| 3 | 4 | 4 | 2 | 4 | 4 | 4 | 1 | 2 | 5 | 3 | 2 |
| 4 | 3 | 3 | 4 | 3 | 4 | 4 | 3 | 5 | 2 | 4 | 5 |
| 4 | 3 | 3 | 5 | 2 | 1 | 3 | 4 | 5 | 3 | 4 | 3 |
| 3 | 4 | 4 | 3 | 4 | 4 | 4 | 2 | 3 | 4 | 3 | 2 |
| 4 | 4 | 5 | 3 | 3 | 3 | 4 | 3 | 5 | 4 | 3 | 3 |
| 4 | 4 | 3 | 5 | 3 | 3 | 3 | 5 | 5 | 3 | 4 | 3 |
| 5 | 4 | 4 | 4 | 3 | 4 | 5 | 4 | 3 | 4 | 3 | 2 |
| 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 | 4 | 3 | 3 | 3 |
| 5 | 2 | 2 | 3 | 2 | 2 | 4 | 4 | 4 | 3 | 4 | 2 |
| 5 | 4 | 3 | 2 | 3 | 2 | 4 | 3 | 4 | 4 | 3 | 3 |
| 3 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 3 | 3 | 3 | 2 |
| 4 | 2 | 2 | 4 | 3 | 2 | 2 | 5 | 4 | 2 | 4 | 4 |
| 4 | 4 | 2 | 5 | 2 | 3 | 4 | 4 | 3 | 4 | 5 | 3 |
| 4 | 4 | 4 | 2 | 3 | 3 | 4 | 4 | 2 | 4 | 3 | 3 |
| 5 | 3 | 3 | 5 | 1 | 3 | 4 | 5 | 4 | 3 | 4 | 2 |
| 5 | 4 | 2 | 5 | 4 | 2 | 2 | 4 | 5 | 2 | 4 | 4 |
| 4 | 3 | 5 | 3 | 3 | 2 | 5 | 4 | 3 | 3 | 4 | 3 |
| 5 | 3 | 5 | 4 | 3 | 1 | 2 | 5 | 5 | 1 | 4 | 2 |
| 2 | 3 | 5 | 1 | 4 | 4 | 4 | 2 | 3 | 5 | 3 | 3 |
| 2 | 4 | 4 | 1 | 4 | 3 | 3 | 1 | 1 | 5 | 2 | 5 |
| 5 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 4 | 4 | 3 | 3 |
| 4 | 3 | 4 | 3 | 3 | 4 | 4 | 5 | 5 | 3 | 3 | 2 |
| 5 | 3 | 3 | 4 | 2 | 2 | 3 | 5 | 5 | 2 | 4 | 4 |
| 3 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 2 | 4 | 4 | 4 |
| 4 | 5 | 4 | 2 | 3 | 5 | 3 | 2 | 5 | 4 | 3 | 3 |
| 4 | 3 | 2 | 5 | 4 | 3 | 4 | 5 | 5 | 3 | 5 | 5 |
| 4 | 3 | 4 | 1 | 5 | 4 | 5 | 4 | 3 | 3 | 3 | 2 |
| 4 | 3 | 3 | 3 | 5 | 4 | 5 | 3 | 3 | 4 | 3 | 3 |
| 3 | 3 | 2 | 4 | 2 | 1 | 5 | 5 | 5 | 1 | 4 | 4 |
| 3 | 5 | 4 | 5 | 4 | 5 | 5 | 3 | 3 | 4 | 3 | 3 |
| 5 | 4 | 4 | 2 | 3 | 5 | 4 | 4 | 5 | 3 | 2 | 2 |
| 3 | 2 | 3 | 2 | 3 | 2 | 3 | 3 | 3 | 3 | 3 | 2 |
| 3 | 4 | 4 | 3 | 4 | 4 | 4 | 3 | 3 | 4 | 2 | 3 |
| 2 | 4 | 4 | 2 | 4 | 4 | 3 | 2 | 3 | 4 | 3 | 2 |
| 4 | 4 | 4 | 1 | 4 | 3 | 4 | 3 | 5 | 3 | 4 | 3 |
| 4 | 3 | 4 | 2 | 3 | 4 | 2 | 2 | 4 | 3 | 4 | 3 |
| 4 | 2 | 3 | 1 | 2 | 1 | 5 | 4 | 5 | 3 | 5 | 1 |
| 5 | 5 | 4 | 4 | 4 | 5 | 4 | 3 | 4 | 4 | 4 | 3 |
| 4 | 3 | 4 | 4 | 5 | 4 | 5 | 4 | 4 | 3 | 3 | 2 |
| 3 | 2 | 5 | 2 | 4 | 3 | 4 | 3 | 4 | 2 | 4 | 3 |
| 1 | 4 | 4 | 1 | 5 | 4 | 4 | 1 | 1 | 4 | 1 | 1 |
| 5 | 2 | 3 | 4 | 2 | 2 | 3 | 5 | 5 | 2 | 5 | 4 |
| 5 | 5 | 5 | 2 | 5 | 3 | 5 | 3 | 2 | 5 | 2 | 2 |
| 3 | 2 | 3 | 3 | 3 | 2 | 2 | 4 | 4 | 2 | 5 | 5 |
| 5 | 4 | 3 | 5 | 4 | 2 | 3 | 4 | 4 | 3 | 4 | 5 |
| 3 | 5 | 5 | 2 | 4 | 4 | 5 | 4 | 3 | 3 | 3 | 1 |
| 4 | 4 | 4 | 5 | 5 | 3 | 4 | 4 | 5 | 2 | 5 | 4 |
| 3 | 2 | 2 | 1 | 3 | 3 | 3 | 1 | 4 | 2 | 4 | 2 |
| 4 | 4 | 4 | 3 | 3 | 2 | 5 | 3 | 5 | 4 | 4 | 3 |
| 4 | 3 | 3 | 4 | 3 | 2 | 3 | 3 | 3 | 3 | 4 | 3 |
| 3 | 4 | 5 | 5 | 4 | 2 | 2 | 4 | 5 | 4 | 4 | 2 |
| 3 | 4 | 5 | 3 | 3 | 3 | 4 | 2 | 2 | 2 | 2 | 1 |
here, we will delete only keep the 13th to 18th observation to keep the response of the participants for the gratitude survey section
| Q3_1 | Q3_2 | Q3_3 | Q3_4 | Q3_5 | Q3_6 |
|---|---|---|---|---|---|
| 6 | 6 | 1 | 5 | 6 | 4 |
| 6 | 5 | 3 | 5 | 5 | 3 |
| 6 | 6 | 1 | 7 | 6 | 4 |
| 7 | 7 | 2 | 7 | 6 | 3 |
| 7 | 7 | 1 | 6 | 7 | 1 |
| 7 | 7 | 1 | 7 | 7 | 5 |
| 6 | 7 | 2 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 6 | 2 |
| 7 | 7 | 1 | 6 | 6 | 2 |
| 7 | 7 | 2 | 7 | 7 | 2 |
| 6 | 6 | 2 | 6 | 6 | 2 |
| 6 | 7 | 1 | 7 | 7 | 2 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 7 | 1 | 6 | 7 | 1 |
| 7 | 7 | 2 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 6 | 1 | 6 | 7 | 5 |
| 7 | 5 | 3 | 7 | 6 | 2 |
| 6 | 4 | 4 | 5 | 3 | 4 |
| 7 | 6 | 2 | 6 | 7 | 2 |
| 6 | 6 | 5 | 6 | 7 | 5 |
| 6 | 5 | 1 | 6 | 5 | 4 |
| 7 | 7 | 1 | 7 | 6 | 2 |
| 6 | 7 | 1 | 7 | 7 | 2 |
| 6 | 5 | 2 | 6 | 7 | 3 |
| 7 | 7 | 1 | 7 | 3 | 3 |
| 6 | 5 | 2 | 6 | 6 | 2 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 7 | 1 | 6 | 5 | 1 |
| 5 | 5 | 1 | 5 | 4 | 1 |
| 7 | 7 | 2 | 7 | 7 | 2 |
| 5 | 3 | 5 | 2 | 2 | 5 |
| 6 | 6 | 4 | 6 | 6 | 2 |
| 6 | 6 | 2 | 5 | 7 | 2 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 7 | 2 |
| 7 | 6 | 7 | 7 | 7 | 6 |
| 6 | 6 | 2 | 6 | 7 | 2 |
| 7 | 7 | 2 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 7 | 5 |
| 6 | 3 | 3 | 5 | 7 | 5 |
| 3 | 4 | 6 | 4 | 2 | 6 |
| 7 | 7 | 2 | 7 | 7 | 2 |
| 7 | 6 | 2 | 4 | 6 | 3 |
| 7 | 7 | 1 | 7 | 7 | 4 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 6 | 3 | 2 | 7 | 7 | 3 |
| 6 | 5 | 3 | 6 | 7 | 2 |
| 7 | 7 | 2 | 3 | 7 | 2 |
| 7 | 7 | 1 | 6 | 7 | 1 |
| 7 | 7 | 1 | 7 | 7 | 2 |
| 3 | 5 | 3 | 6 | 6 | 5 |
| 7 | 6 | 2 | 7 | 7 | 2 |
| 7 | 7 | 2 | 7 | 7 | 2 |
| 7 | 6 | 2 | 7 | 7 | 4 |
| 6 | 6 | 2 | 6 | 7 | 3 |
| 6 | 6 | 5 | 6 | 6 | 3 |
| 6 | 6 | 2 | 7 | 7 | 3 |
| 7 | 7 | 2 | 7 | 7 | 2 |
| 7 | 6 | 1 | 7 | 7 | 2 |
| 7 | 7 | 1 | 7 | 7 | 2 |
| 7 | 7 | 1 | 7 | 6 | 2 |
| 7 | 6 | 2 | 6 | 7 | 2 |
| 7 | 7 | 1 | 7 | 7 | 5 |
| 6 | 4 | 1 | 5 | 6 | 2 |
| 7 | 7 | 1 | 7 | 7 | 2 |
| 7 | 6 | 1 | 6 | 6 | 3 |
| 7 | 6 | 7 | 3 | 7 | 3 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 5 | 2 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 6 | 1 | 7 | 6 | 2 |
| 6 | 6 | 2 | 5 | 5 | 4 |
| 7 | 7 | 1 | 6 | 6 | 5 |
| 6 | 4 | 4 | 4 | 6 | 4 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 6 | 5 |
| 7 | 7 | 1 | 7 | 7 | 5 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 6 | 6 | 2 | 6 | 7 | 2 |
| 7 | 7 | 1 | 7 | 7 | 2 |
| 7 | 6 | 1 | 7 | 7 | 2 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 6 | 5 | 4 | 6 | 6 | 5 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 6 | 2 | 7 | 7 | 2 |
| 7 | 7 | 2 | 7 | 7 | 4 |
| 7 | 7 | 1 | 7 | 6 | 2 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 6 | 2 | 6 | 6 | 3 |
| 7 | 7 | 2 | 7 | 7 | 2 |
| 6 | 6 | 2 | 6 | 7 | 2 |
| 6 | 6 | 3 | 6 | 7 | 4 |
| 7 | 7 | 1 | 6 | 7 | 2 |
| 7 | 6 | 2 | 3 | 7 | 2 |
| 6 | 7 | 2 | 6 | 5 | 5 |
| 7 | 7 | 1 | 7 | 7 | 1 |
| 7 | 7 | 1 | 7 | 7 | 2 |
| 7 | 7 | 1 | 6 | 7 | 1 |
| 7 | 6 | 1 | 6 | 7 | 4 |
| 7 | 7 | 7 | 7 | 7 | 4 |
| 7 | 6 | 2 | 6 | 7 | 2 |
| 7 | 6 | 2 | 7 | 7 | 1 |
In this section, we combine all three data sets created earlier to define the final analytic data set for statistical analysis.
| grp.age | grp.edu | grp.empl | kid.num | home.size | gender.grp | race.grp | marital.grp | disability.grp | religion.grp | sexualorientation | Trumpsupporters | SW.program | urbanity | spirituality | Q3_1 | Q3_2 | Q3_3 | Q3_4 | Q3_5 | Q3_6 | Q2_1 | Q2_2 | Q2_3 | Q2_4 | Q2_5 | Q2_6 | Q2_7 | Q2_8 | Q2_9 | Q2_10 | Q2_11 | Q2_12 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| [1,23] | Assoc | entry | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | low | 6 | 6 | 1 | 5 | 6 | 4 | 3 | 4 | 2 | 2 | 5 | 2 | 3 | 3 | 5 | 3 | 4 | 3 |
| [24,30] | Adv.deg | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 6 | 5 | 3 | 5 | 5 | 3 | 4 | 2 | 3 | 5 | 2 | 2 | 3 | 3 | 5 | 3 | 4 | 3 |
| [24,30] | Adv.deg | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 6 | 6 | 1 | 7 | 6 | 4 | 4 | 2 | 3 | 2 | 4 | 3 | 3 | 4 | 3 | 3 | 3 | 3 |
| [24,30] | Adv.deg | junior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | others | nonrepublicans | graduate students | non city dwellers | low | 7 | 7 | 2 | 7 | 6 | 3 | 4 | 2 | 3 | 4 | 2 | 3 | 4 | 5 | 3 | 99 | 5 | 3 |
| [24,30] | Assoc | entry | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 7 | 1 | 6 | 7 | 1 | 3 | 3 | 4 | 1 | 4 | 3 | 3 | 2 | 4 | 99 | 3 | 2 |
| [1,23] | Bachelor | junior | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 5 | 5 | 2 | 3 | 3 | 3 | 1 | 4 | 4 | 5 | 3 | 4 | 4 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | seperated | has disability | non religious | others | nonrepublicans | graduate students | city dwellers | low | 6 | 7 | 2 | 7 | 7 | 1 | 5 | 2 | 3 | 5 | 2 | 1 | 2 | 5 | 5 | 3 | 5 | 5 |
| [1,23] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 7 | 7 | 1 | 7 | 6 | 2 | 4 | 4 | 5 | 2 | 4 | 3 | 5 | 3 | 3 | 3 | 2 | 2 |
| [24,30] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 7 | 7 | 1 | 6 | 6 | 2 | 4 | 4 | 3 | 2 | 3 | 3 | 4 | 2 | 4 | 3 | 4 | 3 |
| [1,23] | Assoc | entry | No-kid | 3+ | males/female | American | not seperated | has disability | Forms of Christianity | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | low | 7 | 7 | 2 | 7 | 7 | 2 | 5 | 4 | 3 | 2 | 3 | 3 | 3 | 4 | 4 | 2 | 3 | 3 |
| [1,23] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 6 | 6 | 2 | 6 | 6 | 2 | 5 | 3 | 4 | 4 | 3 | 1 | 4 | 5 | 5 | 3 | 5 | 3 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 6 | 7 | 1 | 7 | 7 | 2 | 5 | 2 | 2 | 5 | 3 | 2 | 3 | 4 | 5 | 3 | 5 | 5 |
| [24,30] | Bachelor | junior | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 5 | 4 | 4 | 2 | 4 | 3 | 4 | 5 | 3 | 3 | 4 | 4 |
| [30,99] | Adv.deg | entry | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 6 | 7 | 1 | 1 | 4 | 5 | 1 | 4 | 5 | 4 | 1 | 3 | 1 | 5 | 5 |
| [1,23] | Bachelor | entry | With-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | Republicans | undergrates | non city dwellers | high | 7 | 7 | 2 | 7 | 7 | 1 | 3 | 4 | 4 | 3 | 4 | 4 | 4 | 1 | 4 | 3 | 4 | 2 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | American | seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 2 | 5 | 5 | 1 | 5 | 5 | 4 | 2 | 2 | 99 | 2 | 1 |
| [30,99] | Bachelor | senior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 6 | 1 | 6 | 7 | 5 | 4 | 3 | 2 | 4 | 3 | 1 | 4 | 4 | 3 | 2 | 3 | 3 |
| [24,30] | Adv.deg | junior | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 5 | 3 | 7 | 6 | 2 | 5 | 3 | 3 | 5 | 5 | 2 | 5 | 5 | 5 | 99 | 4 | 3 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 6 | 4 | 4 | 5 | 3 | 4 | 5 | 3 | 4 | 5 | 3 | 1 | 4 | 5 | 4 | 99 | 4 | 4 |
| [1,23] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | Republicans | undergrates | non city dwellers | high | 7 | 6 | 2 | 6 | 7 | 2 | 3 | 3 | 3 | 2 | 3 | 2 | 4 | 2 | 3 | 3 | 3 | 2 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 6 | 6 | 5 | 6 | 7 | 5 | 3 | 4 | 5 | 2 | 3 | 3 | 5 | 3 | 3 | 99 | 3 | 3 |
| [30,99] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 6 | 5 | 1 | 6 | 5 | 4 | 2 | 4 | 3 | 4 | 4 | 3 | 2 | 2 | 4 | 3 | 3 | 2 |
| [30,99] | Adv.deg | senior | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 6 | 2 | 5 | 3 | 4 | 2 | 4 | 1 | 5 | 5 | 4 | 99 | 5 | 4 |
| [24,30] | Bachelor | junior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 6 | 7 | 1 | 7 | 7 | 2 | 3 | 5 | 5 | 3 | 3 | 4 | 4 | 1 | 3 | 3 | 2 | 2 |
| [30,99] | Bachelor | senior | No-kid | 1 or 2 | males/female | non American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 6 | 5 | 2 | 6 | 7 | 3 | 3 | 3 | 2 | 4 | 3 | 2 | 3 | 2 | 4 | 3 | 3 | 2 |
| [1,23] | Adv.deg | junior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 3 | 3 | 4 | 3 | 4 | 3 | 3 | 3 | 3 | 2 | 5 | 3 | 4 | 3 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 6 | 5 | 2 | 6 | 6 | 2 | 3 | 3 | 2 | 2 | 4 | 4 | 4 | 4 | 3 | 3 | 3 | 3 |
| [24,30] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 4 | 3 | 5 | 4 | 5 | 4 | 5 | 3 | 3 | 5 | 3 | 3 |
| [30,99] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 6 | 5 | 1 | 5 | 3 | 4 | 4 | 3 | 3 | 2 | 5 | 4 | 2 | 5 | 5 |
| [24,30] | Bachelor | junior | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 5 | 5 | 1 | 5 | 4 | 1 | 3 | 4 | 3 | 3 | 4 | 2 | 3 | 4 | 2 | 3 | 4 | 3 |
| [1,23] | Assoc | entry | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 2 | 7 | 7 | 2 | 4 | 4 | 4 | 4 | 4 | 5 | 5 | 3 | 5 | 5 | 2 | 2 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | non American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 5 | 3 | 5 | 2 | 2 | 5 | 4 | 1 | 3 | 4 | 2 | 1 | 5 | 5 | 5 | 1 | 4 | 5 |
| [30,99] | Bachelor | senior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 6 | 6 | 4 | 6 | 6 | 2 | 5 | 2 | 3 | 4 | 3 | 3 | 3 | 4 | 5 | 3 | 5 | 4 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | others | nonrepublicans | undergrates | non city dwellers | low | 6 | 6 | 2 | 5 | 7 | 2 | 3 | 3 | 2 | 4 | 99 | 2 | 3 | 5 | 5 | 99 | 3 | 3 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 3 | 4 | 5 | 1 | 3 | 4 | 4 | 4 | 2 | 3 | 4 | 4 |
| [30,99] | Bachelor | senior | No-kid | 3+ | males/female | non American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 2 | 2 | 4 | 5 | 1 | 4 | 4 | 5 | 1 | 1 | 3 | 2 | 1 |
| [30,99] | Adv.deg | junior | With-kid | 3+ | males/female | non American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | Republicans | graduate students | city dwellers | high | 7 | 6 | 7 | 7 | 7 | 6 | 5 | 5 | 5 | 5 | 4 | 3 | 3 | 4 | 5 | 3 | 4 | 5 |
| [30,99] | Bachelor | senior | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 6 | 6 | 2 | 6 | 7 | 2 | 3 | 4 | 4 | 2 | 3 | 3 | 4 | 2 | 3 | 4 | 2 | 3 |
| [24,30] | Assoc | entry | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 7 | 2 | 7 | 7 | 1 | 2 | 4 | 5 | 3 | 5 | 4 | 5 | 2 | 1 | 4 | 1 | 2 |
| [1,23] | Bachelor | entry | With-kid | 3+ | males/female | American | not seperated | has disability | Forms of Christianity | same gender loving orientations | nonrepublicans | undergrates | city dwellers | high | 7 | 7 | 1 | 7 | 7 | 5 | 3 | 3 | 3 | 2 | 3 | 2 | 3 | 3 | 4 | 3 | 3 | 3 |
| [1,23] | Bachelor | junior | With-kid | 3+ | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | city dwellers | low | 6 | 3 | 3 | 5 | 7 | 5 | 5 | 4 | 3 | 5 | 1 | 2 | 4 | 5 | 5 | 2 | 5 | 4 |
| [24,30] | Adv.deg | junior | No-kid | 3+ | others | American | seperated | has disability | non religious | others | nonrepublicans | undergrates | non city dwellers | high | 3 | 4 | 6 | 4 | 2 | 6 | 5 | 2 | 3 | 5 | 2 | 1 | 1 | 5 | 5 | 2 | 5 | 5 |
| [30,99] | Bachelor | senior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 7 | 2 | 7 | 7 | 2 | 4 | 2 | 4 | 2 | 4 | 4 | 4 | 5 | 5 | 3 | 4 | 4 |
| [1,23] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 6 | 2 | 4 | 6 | 3 | 4 | 2 | 4 | 2 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 |
| [30,99] | Bachelor | junior | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 7 | 7 | 1 | 7 | 7 | 4 | 2 | 4 | 5 | 2 | 4 | 4 | 5 | 4 | 3 | 4 | 2 | 2 |
| [30,99] | Bachelor | senior | No-kid | 1 or 2 | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 1 | 4 | 5 | 2 | 3 | 4 | 4 | 3 | 3 | 3 | 3 | 2 |
| [1,23] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | others | nonrepublicans | graduate students | city dwellers | low | 6 | 3 | 2 | 7 | 7 | 3 | 5 | 3 | 5 | 1 | 3 | 3 | 4 | 4 | 4 | 5 | 3 | 3 |
| [1,23] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 6 | 5 | 3 | 6 | 7 | 2 | 4 | 3 | 4 | 2 | 4 | 3 | 3 | 4 | 4 | 2 | 3 | 2 |
| [24,30] | Bachelor | junior | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 7 | 7 | 2 | 3 | 7 | 2 | 4 | 2 | 5 | 2 | 3 | 4 | 3 | 5 | 5 | 4 | 5 | 3 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | Republicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 6 | 7 | 1 | 4 | 2 | 4 | 3 | 2 | 1 | 3 | 5 | 4 | 3 | 5 | 3 |
| [1,23] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 2 | 2 | 4 | 4 | 1 | 1 | 4 | 5 | 1 | 1 | 2 | 3 | 3 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 3 | 5 | 3 | 6 | 6 | 5 | 3 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 4 | 4 | 3 | 4 |
| [30,99] | Bachelor | senior | No-kid | 3+ | males/female | American | seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 6 | 2 | 7 | 7 | 2 | 3 | 4 | 4 | 2 | 4 | 4 | 4 | 1 | 2 | 5 | 3 | 2 |
| [1,23] | Bachelor | junior | No-kid | 3+ | males/female | non American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 2 | 7 | 7 | 2 | 4 | 3 | 3 | 4 | 3 | 4 | 4 | 3 | 5 | 2 | 4 | 5 |
| [1,23] | Assoc | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | Republicans | undergrates | non city dwellers | high | 7 | 6 | 2 | 7 | 7 | 4 | 4 | 3 | 3 | 5 | 2 | 1 | 3 | 4 | 5 | 3 | 4 | 3 |
| [24,30] | Assoc | junior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | city dwellers | high | 6 | 6 | 2 | 6 | 7 | 3 | 3 | 4 | 4 | 3 | 4 | 4 | 4 | 2 | 3 | 4 | 3 | 2 |
| [24,30] | Bachelor | junior | No-kid | 1 or 2 | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 6 | 6 | 5 | 6 | 6 | 3 | 4 | 4 | 5 | 3 | 3 | 3 | 4 | 3 | 5 | 4 | 3 | 3 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 6 | 6 | 2 | 7 | 7 | 3 | 4 | 4 | 3 | 5 | 3 | 3 | 3 | 5 | 5 | 3 | 4 | 3 |
| [1,23] | Assoc | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | low | 7 | 7 | 2 | 7 | 7 | 2 | 5 | 4 | 4 | 4 | 3 | 4 | 5 | 4 | 3 | 4 | 3 | 2 |
| [30,99] | Bachelor | senior | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 6 | 1 | 7 | 7 | 2 | 3 | 3 | 3 | 4 | 3 | 3 | 3 | 3 | 4 | 3 | 3 | 3 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 7 | 7 | 1 | 7 | 7 | 2 | 5 | 2 | 2 | 3 | 2 | 2 | 4 | 4 | 4 | 3 | 4 | 2 |
| [1,23] | Bachelor | junior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 7 | 1 | 7 | 6 | 2 | 5 | 4 | 3 | 2 | 3 | 2 | 4 | 3 | 4 | 4 | 3 | 3 |
| [24,30] | Bachelor | junior | No-kid | 1 or 2 | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 6 | 2 | 6 | 7 | 2 | 3 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 3 | 3 | 3 | 2 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 7 | 7 | 1 | 7 | 7 | 5 | 4 | 2 | 2 | 4 | 3 | 2 | 2 | 5 | 4 | 2 | 4 | 4 |
| [24,30] | Bachelor | junior | No-kid | 1 or 2 | males/female | American | seperated | has disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 6 | 4 | 1 | 5 | 6 | 2 | 4 | 4 | 2 | 5 | 2 | 3 | 4 | 4 | 3 | 4 | 5 | 3 |
| [30,99] | Bachelor | junior | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 2 | 4 | 4 | 4 | 2 | 3 | 3 | 4 | 4 | 2 | 4 | 3 | 3 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 6 | 1 | 6 | 6 | 3 | 5 | 3 | 3 | 5 | 1 | 3 | 4 | 5 | 4 | 3 | 4 | 2 |
| [24,30] | Bachelor | entry | No-kid | 3+ | others | American | seperated | has disability | Forms of Christianity | others | nonrepublicans | graduate students | city dwellers | high | 7 | 6 | 7 | 3 | 7 | 3 | 5 | 4 | 2 | 5 | 4 | 2 | 2 | 4 | 5 | 2 | 4 | 4 |
| [24,30] | Assoc | senior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | undergrates | city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 4 | 3 | 5 | 3 | 3 | 2 | 5 | 4 | 3 | 3 | 4 | 3 |
| [30,99] | Assoc | senior | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 5 | 3 | 5 | 4 | 3 | 1 | 2 | 5 | 5 | 1 | 4 | 2 |
| [30,99] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | others | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 5 | 2 | 2 | 3 | 5 | 1 | 4 | 4 | 4 | 2 | 3 | 5 | 3 | 3 |
| [24,30] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 2 | 4 | 4 | 1 | 4 | 3 | 3 | 1 | 1 | 5 | 2 | 5 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | non American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 6 | 1 | 7 | 6 | 2 | 5 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 4 | 4 | 3 | 3 |
| [1,23] | Assoc | entry | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 6 | 6 | 2 | 5 | 5 | 4 | 4 | 3 | 4 | 3 | 3 | 4 | 4 | 5 | 5 | 3 | 3 | 2 |
| [24,30] | Adv.deg | junior | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 7 | 7 | 1 | 6 | 6 | 5 | 5 | 3 | 3 | 4 | 2 | 2 | 3 | 5 | 5 | 2 | 4 | 4 |
| [30,99] | Bachelor | senior | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 6 | 4 | 4 | 4 | 6 | 4 | 3 | 4 | 4 | 4 | 4 | 3 | 4 | 4 | 2 | 4 | 4 | 4 |
| [1,23] | Assoc | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 4 | 5 | 4 | 2 | 3 | 5 | 3 | 2 | 5 | 4 | 3 | 3 |
| [30,99] | Adv.deg | junior | No-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | low | 7 | 7 | 1 | 7 | 6 | 5 | 4 | 3 | 2 | 5 | 4 | 3 | 4 | 5 | 5 | 3 | 5 | 5 |
| [24,30] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 5 | 4 | 3 | 4 | 1 | 5 | 4 | 5 | 4 | 3 | 3 | 3 | 2 |
| [24,30] | Bachelor | senior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 4 | 3 | 3 | 3 | 5 | 4 | 5 | 3 | 3 | 4 | 3 | 3 |
| [24,30] | Assoc | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | low | 6 | 6 | 2 | 6 | 7 | 2 | 3 | 3 | 2 | 4 | 2 | 1 | 5 | 5 | 5 | 1 | 4 | 4 |
| [1,23] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | Republicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 2 | 3 | 5 | 4 | 5 | 4 | 5 | 5 | 3 | 3 | 4 | 3 | 3 |
| [1,23] | Assoc | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | low | 7 | 6 | 1 | 7 | 7 | 2 | 5 | 4 | 4 | 2 | 3 | 5 | 4 | 4 | 5 | 3 | 2 | 2 |
| [30,99] | Assoc | junior | With-kid | 3+ | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | Republicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 3 | 2 | 3 | 2 | 3 | 2 | 3 | 3 | 3 | 3 | 3 | 2 |
| [30,99] | Assoc | junior | With-kid | 1 or 2 | males/female | American | seperated | has disability | Forms of Christianity | others | nonrepublicans | undergrates | city dwellers | low | 6 | 5 | 4 | 6 | 6 | 5 | 3 | 4 | 4 | 3 | 4 | 4 | 4 | 3 | 3 | 4 | 2 | 3 |
| [30,99] | Assoc | senior | With-kid | 1 or 2 | males/female | American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 2 | 4 | 4 | 2 | 4 | 4 | 3 | 2 | 3 | 4 | 3 | 2 |
| [1,23] | Assoc | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 6 | 2 | 7 | 7 | 2 | 4 | 4 | 4 | 1 | 4 | 3 | 4 | 3 | 5 | 3 | 4 | 3 |
| [24,30] | Assoc | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | others | nonrepublicans | undergrates | city dwellers | high | 7 | 7 | 2 | 7 | 7 | 4 | 4 | 3 | 4 | 2 | 3 | 4 | 2 | 2 | 4 | 3 | 4 | 3 |
| [30,99] | Assoc | senior | With-kid | 3+ | males/female | non American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 6 | 2 | 4 | 2 | 3 | 1 | 2 | 1 | 5 | 4 | 5 | 3 | 5 | 1 |
| [1,23] | Bachelor | entry | No-kid | 3+ | males/female | non American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 5 | 5 | 4 | 4 | 4 | 5 | 4 | 3 | 4 | 4 | 4 | 3 |
| [1,23] | Bachelor | junior | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | city dwellers | low | 7 | 6 | 2 | 6 | 6 | 3 | 4 | 3 | 4 | 4 | 5 | 4 | 5 | 4 | 4 | 3 | 3 | 2 |
| [24,30] | Bachelor | senior | No-kid | 1 or 2 | others | American | not seperated | does not have disability | non religious | others | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 2 | 7 | 7 | 2 | 3 | 2 | 5 | 2 | 4 | 3 | 4 | 3 | 4 | 2 | 4 | 3 |
| [30,99] | Bachelor | senior | With-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 6 | 6 | 2 | 6 | 7 | 2 | 1 | 4 | 4 | 1 | 5 | 4 | 4 | 1 | 1 | 4 | 1 | 1 |
| [24,30] | Assoc | senior | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | low | 6 | 6 | 3 | 6 | 7 | 4 | 5 | 2 | 3 | 4 | 2 | 2 | 3 | 5 | 5 | 2 | 5 | 4 |
| [30,99] | Adv.deg | senior | With-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | Republicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 6 | 7 | 2 | 5 | 5 | 5 | 2 | 5 | 3 | 5 | 3 | 2 | 5 | 2 | 2 |
| [24,30] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 6 | 2 | 3 | 7 | 2 | 3 | 2 | 3 | 3 | 3 | 2 | 2 | 4 | 4 | 2 | 5 | 5 |
| [1,23] | Bachelor | entry | No-kid | 1 or 2 | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 6 | 7 | 2 | 6 | 5 | 5 | 5 | 4 | 3 | 5 | 4 | 2 | 3 | 4 | 4 | 3 | 4 | 5 |
| [1,23] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 1 | 3 | 5 | 5 | 2 | 4 | 4 | 5 | 4 | 3 | 3 | 3 | 1 |
| [24,30] | Bachelor | entry | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | graduate students | non city dwellers | high | 7 | 7 | 1 | 7 | 7 | 2 | 4 | 4 | 4 | 5 | 5 | 3 | 4 | 4 | 5 | 2 | 5 | 4 |
| [1,23] | Assoc | junior | No-kid | 1 or 2 | males/female | American | seperated | has disability | Forms of Christianity | same gender loving orientations | nonrepublicans | graduate students | city dwellers | low | 7 | 7 | 1 | 6 | 7 | 1 | 3 | 2 | 2 | 1 | 3 | 3 | 3 | 1 | 4 | 2 | 4 | 2 |
| [30,99] | Assoc | senior | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | nonrepublicans | undergrates | city dwellers | high | 7 | 6 | 1 | 6 | 7 | 4 | 4 | 4 | 4 | 3 | 3 | 2 | 5 | 3 | 5 | 4 | 4 | 3 |
| [1,23] | Assoc | entry | With-kid | 3+ | males/female | American | not seperated | does not have disability | Forms of Christianity | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | low | 7 | 7 | 7 | 7 | 7 | 4 | 4 | 3 | 3 | 4 | 3 | 2 | 3 | 3 | 3 | 3 | 4 | 3 |
| [1,23] | Assoc | entry | No-kid | 3+ | males/female | American | not seperated | has disability | non religious | same gender loving orientations | Republicans | undergrates | non city dwellers | low | 7 | 6 | 2 | 6 | 7 | 2 | 3 | 4 | 5 | 5 | 4 | 2 | 2 | 4 | 5 | 4 | 4 | 2 |
| [1,23] | Assoc | entry | No-kid | 3+ | males/female | non American | seperated | does not have disability | non religious | same gender loving orientations | nonrepublicans | undergrates | non city dwellers | high | 7 | 6 | 2 | 7 | 7 | 1 | 3 | 4 | 5 | 3 | 3 | 3 | 4 | 2 | 2 | 2 | 2 | 1 |
Here, we perform principal component analysis and exploratory factor analysis.
Next, we extract the self-compassion index in the following code
pca <- prcomp(compassion, center = TRUE, scale = TRUE)
sc.idx.1 = pca$x[,1] #This is the principle component
sc.idx.2 = pca$x[,2]
sc.idx.3 = pca$x[,3]
sc.idx.4 = pca$x[,4]
sc.idx.5 = pca$x[,5]
sc.idx.6 = pca$x[,6]
sc.idx.7 = pca$x[,7]
sc.idx.8 = pca$x[,8]
sc.idx.9 = pca$x[,9]
sc.idx.10 = pca$x[,10]
sc.idx.11 = pca$x[,11]
sc.idx.12 = pca$x[,12] In this section, we perform the same analysis on the gratitude survey instrument.
gr.pca <- prcomp(gratitude.new, center = TRUE, scale = TRUE)
gr.idx.1 = gr.pca$x[,1]
gr.idx.2 = gr.pca$x[,2]
gr.idx.3 = gr.pca$x[,3]
gr.idx.4 = gr.pca$x[,4]
gr.idx.5 = gr.pca$x[,5]
gr.idx.6 = gr.pca$x[,6]next we will combine all the columns of the gratitude index scores and self compassion index scores with the columns from the previous created datasets. Lastly, we will write this new combined dataset into an excelfile that will go into our working directory.
final.analytic.data = new.demographics #renamed the dataframe
final.analytic.data$sc.idx.1=sc.idx.1
final.analytic.data$sc.idx.2=sc.idx.2
final.analytic.data$sc.idx.3=sc.idx.3
final.analytic.data$sc.idx.4=sc.idx.4
final.analytic.data$sc.idx.5=sc.idx.5
final.analytic.data$sc.idx.6=sc.idx.6
final.analytic.data$sc.idx.7=sc.idx.7
final.analytic.data$sc.idx.8=sc.idx.8
final.analytic.data$sc.idx.9=sc.idx.9
final.analytic.data$sc.idx.10=sc.idx.10
final.analytic.data$sc.idx.11=sc.idx.11
final.analytic.data$sc.idx.12=sc.idx.12
final.analytic.data$gr.idx.1=gr.idx.1
final.analytic.data$gr.idx.2=gr.idx.2
final.analytic.data$gr.idx.3=gr.idx.3
final.analytic.data$gr.idx.4=gr.idx.4
final.analytic.data$gr.idx.5=gr.idx.5
final.analytic.data$gr.idx.6=gr.idx.6
# final.analytic.data
## wrote the final analytic data frame to local drive in a csv format.
write.csv(final.analytic.data,'w09-analytic-data-Version02.csv')