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The summary table and the bar chart below show the qualification with various degrees
Educat2 stands for highest qualification. There is total 3382 male and female having highest qualification. Out of 3382 people 932 having the highest percent of 27.53% are the one having qualification of first degree etc., 800 are having higher degree with percent equivalent to 26.63%. However out of the total O Level/GCSE grades D-G are the one having least number of people in its department equivalent to 78 people and 3.43% of the total, next to O Level/GCSE grades D-G the next on queue of having the least number of people having qualification in that department is Trade Apprenticeships who have 116 people and equivalent to 3.43%.
The summary table and the bar chart below is about how safe does one feel while walking alone in dark in the area.
Walkdark |
Count |
Percent |
Very safe |
274 |
29% |
Fairly safe |
418 |
44% |
A bit unsafe |
192 |
20% |
Very unsafe |
72 |
8% |
Total |
956 |
100% |
Walkdark label stands for how safe one feels while walking alone in after dark in the area. Out of 956 people 274 are the one who feel very safe in dark which is equivalent to 29%. However, most of the people feel fairly safe as it is highest in count amounting to 418 people which is equivalent to 44%. From the total of 956 people 72 are the one who feel very unsafe which is equivalent to 8% of the total number of people. The remaining 192 people are the one who fall under the category of a bit unsafe which is equivalent to 20% of the total.
The summary table and the bar chart below is about the extent to which people are dealing or using drugs
Druguse |
Count |
Percent |
Very big problem |
90 |
9% |
Fairly big problem |
153 |
15% |
Not a very big problem |
386 |
38% |
Not a problem at all |
378 |
38% |
Total |
1007 |
100% |
Druguse stands for how much of the people are using or dealing drugs in the given sum. As per the given data in the sum 90 people are the one who have a very big problem while dealing or using the drugs which is equivalent to 9% of the total, 153 people are the one who have fairly big problem while dealing or using the drugs which is equivalent to 15% of the total. However, the majority so to say 386 people do not have a very big problem while dealing with or using the drugs and 378 people are the one who have no problem at all.
The table so attached below shows the relationship between feeling the worry of getting raped and gender
Row Label |
Very worried |
Fairly worried |
Not very worried |
Not at all worried |
Total |
Male |
4% |
2% |
27% |
67% |
100% |
Female |
13% |
16% |
46% |
25% |
100% |
Total |
9% |
9% |
37% |
45% |
100% |
In case of Male gender 67% are the one who are not worried and 27% are the one who are not very worried about being raped which is in total equivalent to 442 males. Only 2% of the male which is 9 in number are fairly worried and 4% of the male amounting to 21 are very worried for being raped. Out of total number of male and female being very worried which amounts to 91 the majority is female amounting to 70 being very worried about being raped. Out of 93 number of male and female 84 are female who are fairly worried about being raped which is equivalent to 16% for the total case of the female. 248 females are the one who are not very worried which is equivalent to 46% and out of the total female of 535, 133 are the one who are not worried at all.
Hence it can be said that 45% of the total male and female are not worried at all about being raped, 9% of the female and male are the one who are very worried of which consists majority are the women and 9% of the total male and female are fairly worried about being raped.
Safety is something which everyone craves for, be it at workplace, at home or at the environment around us. The feeling of unsafe is presented in political as well as public sphere as a phenomenon that effects everyone, be it a male or a female or of any culture or of any society. Fear may be not only in public space but also there is a fear for oneself. Social relations are hardly considered in terms of gender having a feeling or a concern about them feeling unsafe. Half of the women are afraid to go out at night all alone, those who fears the greatest anxiety are also the one who go out most often. The women not only alone but also in public does not have the feeling of safety.
Although there have been a long-term effect of male sexually abusing female until the case other way round was brought into light. Attention have been drawn even towards male being a victim of sexual assault. However similar to female, male victims are also the one who rarely turned into legal, mental or medical assistance. If any person be it male or female being a victim of sexual assault, they should be given help and all efforts should be taken to give them the feeling of safety.
The table below shows the relationship between respondent feeling of safety when walking alone in dark and marital status.
Marital Status |
Very safe |
Fairly safe |
A bit unsafe |
Very unsafe |
Total |
Married/civil partnered |
29% |
43% |
20% |
8% |
100% |
Cohabiting |
32% |
47% |
20% |
1% |
100% |
Single |
30% |
45% |
18% |
8% |
100% |
Separated |
30% |
48% |
22% |
0% |
100% |
Divorced/Legally dissolved partnership |
21% |
39% |
24% |
16% |
100% |
Widowed |
28% |
41% |
26% |
6% |
100% |
Total |
29% |
44% |
20% |
8% |
100% |
In case of married people or people having been civil partnered 29% are the one who feel very safe which is equivalent to 114 of the total married people amounting to 399 married people. 43% are the one who feel fairly safe. People having the status of cohabiting are 79 in number. Out of 79 cohabiting 32% are the one who feel very safe and 47% are the one who feel fairly safe. People having the status of single which are 317 in number 30% are the one who feel very safe and 45% are the one who feel fairly safe. People having the status as separated which is 23 in number 30% of the people in total who are separated feel safe while 48% are the one who feel fairly safe. People having marital status of Divorced / legally dissolved partnership are 62 in number and 21% of the people in total who are Divorced/Legally dissolved partnership feel very safe and 39% are the one who feel fairly safe. Out of total number of people who are widowed which is equivalent to 69 people 28% are the one who feel very safe and 41% are the one who feel fairly safe.
Out of total number of people having marital status equivalent to 956 in number 43% of the total number of people are the one who feel fairly safe amounting to 413 in number with married / civil partnered being the one being highest in rank with 171 people in number. Only 8% of the total number of people are the one who feel very unsafe which is equivalent to 72 in number and married / civil partnered again being the one who is in top with 33 people in number. As for having the feeling of bit unsafe 20% of the total number of people having marital status feel a bit unsafe amounting to 191 people in number and again Married / civil partnered being the one who is in top rank with 81 in number. Out of the total number of people 273 are the one who feel very safe which consist of 29% of the total number of people having marital status with again Married / civil partnered being the one highest in rank which is equivalent to 114 total number of people.
As per literature even marital status have a great impact on believe of safety of a person. It have an impact on the quality of life and plays a vital role in analyzing, protective mechanism of a person
Gender |
White |
Mixed |
Asian or Asian British |
Black or Black British |
Chinese or Other |
Total |
Male |
71% |
3% |
9% |
5% |
12% |
100% |
Female |
63% |
3% |
15% |
14% |
5% |
100% |
Total |
67% |
3% |
12% |
10% |
8% |
100% |
By the above given chart and table, it is clear that majority of female and male are white in ethnic group which consists of 67% of the total strength which is equivalent to 3890 in number and the least in total is mixed being 3% in total and 108 in number. Post mix Chinese and Others are least equivalent to 8% of the total i.e., 307 in number. In male the least number are Black or Black British equivalent to 5% and being 89 in number.
In the changing environment it is one of the most important need to increase the participation of female in the work force. It is very clear and also proved by psychologist that the manner in which a male resolves a problem differs from that of the female and as we move towards indifference it should be made not only in case of gender but also in caste and creed is order to make the people believe in their rights.
References
DeYoreo, M., Reiter, J.P. and Hillygus, D.S., 2017. Bayesian mixture models with focused clustering for mixed ordinal and nominal data. Bayesian Analysis, 12(3), pp.679-703.
Rodriguez-Garcia, M., Batet, M. and Sanchez, D., 2019. Utility-preserving privacy protection of nominal data sets via semantic rank swapping. Information Fusion, 45, pp.282-295.
Tabrizi, E., Bahrami Samani, E. and Ganjali, M., 2020. General location multivariate latent variable models for mixed correlated bounded continuous, ordinal, and nominal responses with non-ignorable missing data. Journal of Applied Statistics, pp.1-21.
Zhang, Y. and Cheung, Y.M., 2020. A New Distance Metric Exploiting Heterogeneous Interattribute Relationship for Ordinal-and-Nominal-Attribute Data Clustering. IEEE transactions on cybernetics.
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