Description :
This dataset contains the 54 questions and anwer asked to the married couple. They were answered by 170 people. In this dataset, there are 84 divorced and 86 married. Each question had different probabilities of impact. Answers are on a 5-point scale (0 = Never, 1 = Rarely, 2 = Average, 3 = Often, 4 = Always). We can use this dataset to predict whether a married couple will divorce.
Recommended Model :
Algorithms to be used, Decision tree, Logistic regression, support vector machines, Random forest etc.
Recommended Projects :
To predict the divorce of a married couple.
Dataset link
Data set Link : UCI MLR- https://archive.ics.uci.edu/ml/datasets/Divorce+Predictors+data+set
Overview of data
Detailed overview of dataset
Records in the dataset = 170 ROWS
Columns in the dataset = 55 COLUMNS
1. If one of us apologizes when our discussion deteriorates, the discussion ends.
2. I know we can ignore our differences, even if things get hard sometimes.
3. When we need it, we can take our discussions with my spouse from the beginning and correct it.
4. When I discuss with my spouse, contacting him will eventually work.
5. The time I spent with my wife is special for us.
6. We don't have time at home as partners.
7. We are like two strangers who share the same environment at home rather than family.
8. I enjoy our holidays with my wife.
9. I enjoy traveling with my wife.
10. Most of our goals are common to my spouse.
11. I think that one day in the future, when I look back, I see that my spouse and I have been in harmony with each other.
12. My spouse and I have similar values in terms of personal freedom.
13. My spouse and I have similar sense of entertainment.
14. Most of our goals for people (children, friends, etc.) are the same.
15. Our dreams with my spouse are similar and harmonious.
16. We're compatible with my spouse about what love should be.
17. We share the same views about being happy in our life with my spouse
18. My spouse and I have similar ideas about how marriage should be
19. My spouse and I have similar ideas about how roles should be in marriage
20. My spouse and I have similar values in trust.
21. I know exactly what my wife likes.
22. I know how my spouse wants to be taken care of when she/he sick.
23. I know my spouse's favorite food.
24. I can tell you what kind of stress my spouse is facing in her/his life.
25. I have knowledge of my spouse's inner world.
26. I know my spouse's basic anxieties.
27. I know what my spouse's current sources of stress are.
28. I know my spouse's hopes and wishes.
29. I know my spouse very well.
30. I know my spouse's friends and their social relationships.
31. I feel aggressive when I argue with my spouse.
32. When discussing with my spouse, I usually use expressions such as ‘you always’ or ‘you never’ .
33. I can use negative statements about my spouse's personality during our discussions.
34. I can use offensive expressions during our discussions.
35. I can insult my spouse during our discussions.
36. I can be humiliating when we discussions.
37. My discussion with my spouse is not calm.
38. I hate my spouse's way of open a subject.
39. Our discussions often occur suddenly.
40. We're just starting a discussion before I know what's going on.
41. When I talk to my spouse about something, my calm suddenly breaks.
42. When I argue with my spouse, ı only go out and I don't say a word.
43. I mostly stay silent to calm the environment a little bit.
44. Sometimes I think it's good for me to leave home for a while.
45. I'd rather stay silent than discuss with my spouse.
46. Even if I'm right in the discussion, I stay silent to hurt my spouse.
47. When I discuss with my spouse, I stay silent because I am afraid of not being able to control my anger.
48. I feel right in our discussions.
49. I have nothing to do with what I've been accused of.
50. I'm not actually the one who's guilty about what I'm accused of.
51. I'm not the one who's wrong about problems at home.
52. I wouldn't hesitate to tell my spouse about her/his inadequacy.
53. When I discuss, I remind my spouse of her/his inadequacy.
54. I'm not afraid to tell my spouse about her/his incompetence.
Target variable is Divorce
class - potentially divorce, healthy married
EDA[Code]
Dataset
import pandas as pd
# Load Data
file_loc = "data\\divorce_data.csv"
divorce_data = pd.read_csv(file_loc,sep=";")
divorce_data.head()
Total number of rows and column in the dataset
# Number of Rows and columns
rows_col = divorce_data.shape
print("Total number of Rows in the dataset : {}".format(rows_col[0]))
print("Total number of columns in the dataset : {}".format(rows_col[1]))
Dataset information
# Data information
divorce_data.info()
Check the number of missing values in the dataset
# Missing Values
divorce_data.isna().sum()
Statistical information
# Statistical information
divorce_data.describe()
Plot of Divorce couple and married couple
import seaborn as sns
import matplotlib.pyplot as plt
# 0 means no, 1 - yes
sns.set_style("whitegrid")
plt.figure(figsize=(8,5))
sns.countplot(x= "Divorce",data=divorce_data)
Time spending with wife special for us. Answers are on a 5-point scale (0 = Never, 1 = Rarely, 2 = Average, 3 = Often, 4 = Always).
# time spending with wife is special for use
plt.figure(figsize=(8,5))
sns.countplot(x= "Q5",data=divorce_data)
Dont have time for partner. Answers are on a 5-point scale (0 = Never, 1 = Rarely, 2 = Average, 3 = Often, 4 = Always).
# dont have time for partner
plt.figure(figsize=(8,5))
sns.countplot(x= "Q6",data=divorce_data)
Other related data
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