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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1323
Survey of Suicides Committed in India from 2001-2012
Yuvasri Raghavan1, Shubham Agarwal2
1, 2BTech Graduate, School of Computer Engineering and Technology, MIT Academy of Engineering, Pune, India.
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - Suicide is an act of taking one's life. There could
be multiple reasons for why a person chooses to do so. This act
however prevailing, can still be truncated. An analytical study
of all the demographics involved in a suicide will help curb the
rates of suicide in a densely populated country like India. This
study will help design suicide prevention campaignsaccording
to topographical factors.
Key Words: Suicide Analysis, R Programming,
Descriptive Analytics.
1. INTRODUCTION
Suicide is among the top three causes of death
among youth worldwide. According to the WHO [1], every
year, almost one million people die from suicide and 20
times more people attempt suicide; a global mortalityrateof
16 per 100,000, or one death every 40 seconds and one
attempt every 3 seconds,on average. Suicide worldwidewas
estimated to represent 1.8% of the total global burden of
disease in 1998; in 2020, this figure is projected to be 2.4%
in countries with market and former socialist economies.
Every suicide is a tragedy that affects families, communities
and entire countries and has long-lasting effects on the
people left behind. Suicide occurs throughout the lifespan
and was the second leading cause of death among 15-29-
year-olds globally in 2016. Suicide does not just occur in
high-income countries but is a global phenomenon in all
regions of the world. In fact, over 79% of global suicides
occurred in low- and middle-income countries in 2016.
Suicide is a serious public health problem;however,suicides
are preventable with timely, evidence-based and often low-
cost interventions. For national responses to be effective, a
comprehensive multisectoral suicide prevention strategy is
needed.
1.1 Background
Suicides are preventable.Thereareanumberofmeasures
that can be taken at population, sub-population and
individual levels to prevent suicide and suicide attempts.
Suicide is a complex issue and therefore suicide prevention
efforts require coordination and collaboration among
multiple sectors of society, including the health sector and
other sectors such as education, labor, agriculture, business,
justice, law, defense, politics, and the media. These efforts
must be comprehensive and integratedasnosingleapproach
alone can make an impact on an issue as complex as suicide.
1.2 Objective
Although suicide is a deeply personal and an individual
act, suicidal behaviour is determined by a number of
individual and social factors. With such increasing numbers
in suicide, it becomes mandatory to analyse and understand
why one commits suicide. Studying this pattern will help
understand the factors and evaluate them on a demographic
front. Suicides occur as a result of multiple factors, perhaps
of high complexity. This complexity can be lessened by
conducting research and study of adequate expertise. Many
non-governmental organizations can take up programs to
curb suicides if solid research on these factors that actually
lead to suicidal tendencies is well established since suicide
rates are observed to be greater in areas having advanced
health systems.
2. DATASET USED
Suicide is a major concern and requires serious
attention, a proper system to perform suicide analysis and
prediction using reliable data. The approach to suicide
analysis is not restricted to one method or medium. If
performed systematically, research todetectsuicideideation
from myriad of sources will becomea powerful tool in future
that will guide family members of people vulnerable to
suicides to identify suicidal tendency at early stages.
The dataset used [2] hasa total of12yearsobservationsfrom
2001 – 2012 which contains the details of natural & un-
natural accidents, trafficaccidentsandsuicides.Majorcauses
of accidental deathsare trafficaccidents,drowning,lightning,
heart attacks, accidental fire,falls, poisoning. Major causesof
suicides are family problems, illness, bankruptcy or
indebtedness. This data helps the analytical study of suicide
by providing relevant data over the years regarding deaths,
by suicide and by other reasons as well.
A summary of the columns used in the dataset is given below
in the table 1.
Table -1: Feature description
Sr No Columns Importance
1 State To specify the State/UT of
death.
2 Year Year of death
3 Type Code Contains parameters like
professional status,
Education, Causes, etc.
4 Type Details for each type
5 Gender Male/Female
6 Age Group Categorized into 5 groups
those are 0-14, 15-29, 30-
44, 45-59 and 60+
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1324
2. FACTORS AFFECTING SUICIDE
A person dies by suicide every 13.3 minutes in the United
States, according to the latest data from the American
Foundation for Suicide Prevention (AFSP). Suicide can affect
anyone, but there are certain characteristics and conditions
associated with increased risk. The decision of committing
suicideis rooted on variousfactors,althoughtheprimefactor
may vary from person to person. In the dataset used,
multifarious factors were observedthatledpeopletocommit
this bizarre crime. According to the article published by
WHO in their mental health section [3], socio-economic,
cultural and religious factorsare prevalentwhensuicidesare
considered in Asia. Bankruptcy or sudden change in
economic status is one of the crucial factors. In a condition of
financial crisis when a debtor cannot meet the loan amount,
and is struggling peculiarly, the symptoms, like depression,
are more likely tolead those sufferingwithasignificantlylow
ability to clearly see their situation for what it really is and
not what they think it really is. Chronic pain and illness are
important factors as well. The excruciating pain thatpatients
sufferingfromvariousailmentsmakespeopleconsidertaking
away their lives instead of enduring such harsh pain on a
daily basis. Emotional turmoil, like the loss of a close one,
heartbreak and relationship failures, failure in examination,
fall in social reputations, barrenness, impotence cause
immense disturbance to the mental state of any sane person.
This hinders the person’s ability to think with sanity and in
such a situation, the person may find solace in ending one’s
life rather than gathering courage to fight the situation.
Career and social life related issues play an important role as
well. Unemployment, workplace stress, professional
quandary may not seem like a momentous factor, but in
reality, a lot of people succumb to the social expectations in
today’s world. When they cannot cope up, they tend to give
up on their entire existence.
3. ANALYSIS OF SUICIDES
After collecting data, background and factors relevant to
suicide, a clear insight as to the why suicides occur and the
demographics related to it was missing. To help understand
the given domain with greater clarity, descriptive analytics
was deployed to illustrate the points using a visual medium.
The same is intimated in the following.
Gender-wise analysis of suicide:
Gender plays an important role while analyzing suicides. As
mentioned by McGirr A et. al [4] in the paper about gender
and risk factors forsuicide, acorrelationbetweengenderand
suicide was observed by using a psychological autopsy
method. After doing the analytical research, a bar graph is
plotted showing the contrast between the total per cent of
males who committed suicide versus the females.
Fig -1: Comparison between genders
Age-wise analysis of suicide:
Age is an important featurewhile interpretingsuicides.Milic
CT [5] proposed a paper with the objective of determining
and the influence of age in suicidal occurrence.Thebargraph
below illustrates the count of suicides per age group which
helps gain deeper understanding of the correlation between
age and suicide.
Fig -2: Comparison between age groups
Analysis by education level:
The level of education is a telling factor when it comes to
suicide. As mentioned earlier, workplace stress is one of the
leading factors in suicide. Along with that, it is observed that
unemployment also is a top factor when suicides are
concerned.Theplotbelowdemonstratesagraphofeducation
level and suicide count.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1325
Fig -3: Comparison between education level
Analysis by social status:
Social status is crucial when interpreting suicides. A novel
paper proposed by Mahmoud Keyvanara et. al. [6] addresses
social class status and examines its relationshipwithsuicidal
tendencies and occurrences. The research suggests a
prevalence of relationshipbetweensocialstatusandsuicides.
Fig -4: Comparison between social status
Analysis by professional profile:
Professional profile is important to consider while analyzing
suicides. As mentioned inthepaperwrittenbyS.ERobertse.t.
al [7], occupations have risksassociated to suicides. Theplot
below illustrates the same.
Fig -5: Comparison between professional profile
Analysis by means adopted for suicide:
Means adopted for suicide portray the various conditions
which help understand and analyze suicides. The graph
below depicts the count of various different means adopted
for suicide by each gender.
Fig -6: Comparison between means adopted
Age-wise analysis of major causes of suicide:
The section below illustrates major causes of suicide of each
age group.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1326
Ages 0 – 14:
Fig -7: Major causes of suicide for ages 0 - 14
Ages 15 -29:
Fig -8: Major causes of suicide for ages 15 – 29
Ages 30 -44:
Fig -9: Major causes of suicide for ages 30 - 44
Ages 45 -59:
Fig -10: Major causes of suicide for ages 45-59
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1327
Ages 60 and above:
Fig -11: Major causes of suicide for ages 60+
Analysis by causes per year:
The plot below shows the causes of suicide per year along
with the total count.
Fig -12: Causes of suicide per year
State-wise analysis:
The graph below depicts the suicide countforthestateswith
the highest count and those with the least.
Fig -13: Comparison of suicide count between states
3. CONCLUSIONS DRAWN
Analytic study on the dataset used for surveying
suicides help understand the demographics associated with
suicide.
 The study revealed that males are more likely to
attempt suicide that women. Male suicides are
1.779% higher than female.
 Age group of 15-29 has the highest suicide rate. Age
groups 0-14, 15-29, 30-44, 45-59 and 60+ have
suicides rates of 2.27%, 35.38%, 33.94%, 20.41%
and 8% respectively.
 The research revealed that population having
middle school education have the highest suicide
rate.
 Analysis of the social status of the suicide victims
indicated that married people are the most likely to
commit suicide. The suicide rate of married people
is 70.81%, of unmarried is 21.85%, that of widower
is 4.27% and that of separated is 2.64%.
 Maharashtra state has the highest count of suicide;
whereas Lakshadweep has the least.
 Suicide by hanging was seen as the most frequent
means of suicide.
 The reason for suicidefound mostcommonisfamily
problems.
The research casts light upon the aforementioned
demographics, which aided the better understanding of
suicide. This greater insight may prove fruitful when
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1328
mitigating this problem. The results of the study may prove
helpful while designing campaigns to eradicate suicide.
REFERENCES
[1] Suicide. Retrieved from
https://www.who.int/mental_health/prevention/suic
ide/suicideprevent/en/
[2] Shri Vivek Gogia. Accidental Death & Suicides in India.
Retrieved from https://data.gov.in/dataset-group-
name/accidental-deaths-and-suicides
[3] Lakshmi Vijayakumar, Jane Pirkis, Tran Thanh Huong,
Paul Yip, Rohini De A. Seneviratne and Herbert Hendin,
“Socio-economic, Cultural and Religious Factors
Affecting Suicide Prevention in Asia,” WHO, 2008, pp.
19-30, ISBN: 978 92 41596893.
[4] McGirr A, Séguin M, Renaud J, Benkelfat C, Alda M,
Turecki G, “Gender and risk factors for suicide: evidence
for heterogeneity in predisposing mechanisms in a
psychological autopsy study,” The Journal of Clinical
Psychiatry, vol 67, Oct. 2006, doi:
10.4088/jcp.v67n1018
[5] Milić CT, “Age as a suicide risk factor,” Vojnosanit Pregl.,
Apr. 2000.
[6] Mahmoud Keyvanara, Seyed Ghafour Mousavi, and
Zahra Karami, “Social Class Status and Suicide
Characteristics: A Survey among Patients Who
Attempted Suicide in Isfahan,” Mater Sociomed, 2013,
doi: 10.5455/msm.2013.25.56-59
[7] S. E. Roberts, B. Jaremin, and K. Lloyd, “High-risk
occupations for suicide,” Psychol Med, Jun. 2013,
doi: 10.1017/S0033291712002024
[8] Erkki T, Markus M, Henriksson HM. Suicide in major
depression. American Journal of
Psychiatry. 1994;151:530–536

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IRJET- Survey of Suicides Committed in India from 2001-2012

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1323 Survey of Suicides Committed in India from 2001-2012 Yuvasri Raghavan1, Shubham Agarwal2 1, 2BTech Graduate, School of Computer Engineering and Technology, MIT Academy of Engineering, Pune, India. ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - Suicide is an act of taking one's life. There could be multiple reasons for why a person chooses to do so. This act however prevailing, can still be truncated. An analytical study of all the demographics involved in a suicide will help curb the rates of suicide in a densely populated country like India. This study will help design suicide prevention campaignsaccording to topographical factors. Key Words: Suicide Analysis, R Programming, Descriptive Analytics. 1. INTRODUCTION Suicide is among the top three causes of death among youth worldwide. According to the WHO [1], every year, almost one million people die from suicide and 20 times more people attempt suicide; a global mortalityrateof 16 per 100,000, or one death every 40 seconds and one attempt every 3 seconds,on average. Suicide worldwidewas estimated to represent 1.8% of the total global burden of disease in 1998; in 2020, this figure is projected to be 2.4% in countries with market and former socialist economies. Every suicide is a tragedy that affects families, communities and entire countries and has long-lasting effects on the people left behind. Suicide occurs throughout the lifespan and was the second leading cause of death among 15-29- year-olds globally in 2016. Suicide does not just occur in high-income countries but is a global phenomenon in all regions of the world. In fact, over 79% of global suicides occurred in low- and middle-income countries in 2016. Suicide is a serious public health problem;however,suicides are preventable with timely, evidence-based and often low- cost interventions. For national responses to be effective, a comprehensive multisectoral suicide prevention strategy is needed. 1.1 Background Suicides are preventable.Thereareanumberofmeasures that can be taken at population, sub-population and individual levels to prevent suicide and suicide attempts. Suicide is a complex issue and therefore suicide prevention efforts require coordination and collaboration among multiple sectors of society, including the health sector and other sectors such as education, labor, agriculture, business, justice, law, defense, politics, and the media. These efforts must be comprehensive and integratedasnosingleapproach alone can make an impact on an issue as complex as suicide. 1.2 Objective Although suicide is a deeply personal and an individual act, suicidal behaviour is determined by a number of individual and social factors. With such increasing numbers in suicide, it becomes mandatory to analyse and understand why one commits suicide. Studying this pattern will help understand the factors and evaluate them on a demographic front. Suicides occur as a result of multiple factors, perhaps of high complexity. This complexity can be lessened by conducting research and study of adequate expertise. Many non-governmental organizations can take up programs to curb suicides if solid research on these factors that actually lead to suicidal tendencies is well established since suicide rates are observed to be greater in areas having advanced health systems. 2. DATASET USED Suicide is a major concern and requires serious attention, a proper system to perform suicide analysis and prediction using reliable data. The approach to suicide analysis is not restricted to one method or medium. If performed systematically, research todetectsuicideideation from myriad of sources will becomea powerful tool in future that will guide family members of people vulnerable to suicides to identify suicidal tendency at early stages. The dataset used [2] hasa total of12yearsobservationsfrom 2001 – 2012 which contains the details of natural & un- natural accidents, trafficaccidentsandsuicides.Majorcauses of accidental deathsare trafficaccidents,drowning,lightning, heart attacks, accidental fire,falls, poisoning. Major causesof suicides are family problems, illness, bankruptcy or indebtedness. This data helps the analytical study of suicide by providing relevant data over the years regarding deaths, by suicide and by other reasons as well. A summary of the columns used in the dataset is given below in the table 1. Table -1: Feature description Sr No Columns Importance 1 State To specify the State/UT of death. 2 Year Year of death 3 Type Code Contains parameters like professional status, Education, Causes, etc. 4 Type Details for each type 5 Gender Male/Female 6 Age Group Categorized into 5 groups those are 0-14, 15-29, 30- 44, 45-59 and 60+
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1324 2. FACTORS AFFECTING SUICIDE A person dies by suicide every 13.3 minutes in the United States, according to the latest data from the American Foundation for Suicide Prevention (AFSP). Suicide can affect anyone, but there are certain characteristics and conditions associated with increased risk. The decision of committing suicideis rooted on variousfactors,althoughtheprimefactor may vary from person to person. In the dataset used, multifarious factors were observedthatledpeopletocommit this bizarre crime. According to the article published by WHO in their mental health section [3], socio-economic, cultural and religious factorsare prevalentwhensuicidesare considered in Asia. Bankruptcy or sudden change in economic status is one of the crucial factors. In a condition of financial crisis when a debtor cannot meet the loan amount, and is struggling peculiarly, the symptoms, like depression, are more likely tolead those sufferingwithasignificantlylow ability to clearly see their situation for what it really is and not what they think it really is. Chronic pain and illness are important factors as well. The excruciating pain thatpatients sufferingfromvariousailmentsmakespeopleconsidertaking away their lives instead of enduring such harsh pain on a daily basis. Emotional turmoil, like the loss of a close one, heartbreak and relationship failures, failure in examination, fall in social reputations, barrenness, impotence cause immense disturbance to the mental state of any sane person. This hinders the person’s ability to think with sanity and in such a situation, the person may find solace in ending one’s life rather than gathering courage to fight the situation. Career and social life related issues play an important role as well. Unemployment, workplace stress, professional quandary may not seem like a momentous factor, but in reality, a lot of people succumb to the social expectations in today’s world. When they cannot cope up, they tend to give up on their entire existence. 3. ANALYSIS OF SUICIDES After collecting data, background and factors relevant to suicide, a clear insight as to the why suicides occur and the demographics related to it was missing. To help understand the given domain with greater clarity, descriptive analytics was deployed to illustrate the points using a visual medium. The same is intimated in the following. Gender-wise analysis of suicide: Gender plays an important role while analyzing suicides. As mentioned by McGirr A et. al [4] in the paper about gender and risk factors forsuicide, acorrelationbetweengenderand suicide was observed by using a psychological autopsy method. After doing the analytical research, a bar graph is plotted showing the contrast between the total per cent of males who committed suicide versus the females. Fig -1: Comparison between genders Age-wise analysis of suicide: Age is an important featurewhile interpretingsuicides.Milic CT [5] proposed a paper with the objective of determining and the influence of age in suicidal occurrence.Thebargraph below illustrates the count of suicides per age group which helps gain deeper understanding of the correlation between age and suicide. Fig -2: Comparison between age groups Analysis by education level: The level of education is a telling factor when it comes to suicide. As mentioned earlier, workplace stress is one of the leading factors in suicide. Along with that, it is observed that unemployment also is a top factor when suicides are concerned.Theplotbelowdemonstratesagraphofeducation level and suicide count.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1325 Fig -3: Comparison between education level Analysis by social status: Social status is crucial when interpreting suicides. A novel paper proposed by Mahmoud Keyvanara et. al. [6] addresses social class status and examines its relationshipwithsuicidal tendencies and occurrences. The research suggests a prevalence of relationshipbetweensocialstatusandsuicides. Fig -4: Comparison between social status Analysis by professional profile: Professional profile is important to consider while analyzing suicides. As mentioned inthepaperwrittenbyS.ERobertse.t. al [7], occupations have risksassociated to suicides. Theplot below illustrates the same. Fig -5: Comparison between professional profile Analysis by means adopted for suicide: Means adopted for suicide portray the various conditions which help understand and analyze suicides. The graph below depicts the count of various different means adopted for suicide by each gender. Fig -6: Comparison between means adopted Age-wise analysis of major causes of suicide: The section below illustrates major causes of suicide of each age group.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1326 Ages 0 – 14: Fig -7: Major causes of suicide for ages 0 - 14 Ages 15 -29: Fig -8: Major causes of suicide for ages 15 – 29 Ages 30 -44: Fig -9: Major causes of suicide for ages 30 - 44 Ages 45 -59: Fig -10: Major causes of suicide for ages 45-59
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1327 Ages 60 and above: Fig -11: Major causes of suicide for ages 60+ Analysis by causes per year: The plot below shows the causes of suicide per year along with the total count. Fig -12: Causes of suicide per year State-wise analysis: The graph below depicts the suicide countforthestateswith the highest count and those with the least. Fig -13: Comparison of suicide count between states 3. CONCLUSIONS DRAWN Analytic study on the dataset used for surveying suicides help understand the demographics associated with suicide.  The study revealed that males are more likely to attempt suicide that women. Male suicides are 1.779% higher than female.  Age group of 15-29 has the highest suicide rate. Age groups 0-14, 15-29, 30-44, 45-59 and 60+ have suicides rates of 2.27%, 35.38%, 33.94%, 20.41% and 8% respectively.  The research revealed that population having middle school education have the highest suicide rate.  Analysis of the social status of the suicide victims indicated that married people are the most likely to commit suicide. The suicide rate of married people is 70.81%, of unmarried is 21.85%, that of widower is 4.27% and that of separated is 2.64%.  Maharashtra state has the highest count of suicide; whereas Lakshadweep has the least.  Suicide by hanging was seen as the most frequent means of suicide.  The reason for suicidefound mostcommonisfamily problems. The research casts light upon the aforementioned demographics, which aided the better understanding of suicide. This greater insight may prove fruitful when
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 10 | Oct 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 1328 mitigating this problem. The results of the study may prove helpful while designing campaigns to eradicate suicide. REFERENCES [1] Suicide. Retrieved from https://www.who.int/mental_health/prevention/suic ide/suicideprevent/en/ [2] Shri Vivek Gogia. Accidental Death & Suicides in India. Retrieved from https://data.gov.in/dataset-group- name/accidental-deaths-and-suicides [3] Lakshmi Vijayakumar, Jane Pirkis, Tran Thanh Huong, Paul Yip, Rohini De A. Seneviratne and Herbert Hendin, “Socio-economic, Cultural and Religious Factors Affecting Suicide Prevention in Asia,” WHO, 2008, pp. 19-30, ISBN: 978 92 41596893. [4] McGirr A, Séguin M, Renaud J, Benkelfat C, Alda M, Turecki G, “Gender and risk factors for suicide: evidence for heterogeneity in predisposing mechanisms in a psychological autopsy study,” The Journal of Clinical Psychiatry, vol 67, Oct. 2006, doi: 10.4088/jcp.v67n1018 [5] Milić CT, “Age as a suicide risk factor,” Vojnosanit Pregl., Apr. 2000. [6] Mahmoud Keyvanara, Seyed Ghafour Mousavi, and Zahra Karami, “Social Class Status and Suicide Characteristics: A Survey among Patients Who Attempted Suicide in Isfahan,” Mater Sociomed, 2013, doi: 10.5455/msm.2013.25.56-59 [7] S. E. Roberts, B. Jaremin, and K. Lloyd, “High-risk occupations for suicide,” Psychol Med, Jun. 2013, doi: 10.1017/S0033291712002024 [8] Erkki T, Markus M, Henriksson HM. Suicide in major depression. American Journal of Psychiatry. 1994;151:530–536