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A Reality Check
National College of Ireland
- MSc in DATA ANALYTICS
SHRIKANT SAMARTH
- X18129137
- DATA VISUALATION
- CA 1
M A G A Z I N E
Did you know?
According to the Numbeo
Crime Index Statistics:
➢ Venezuela has the High-
est number of Crime Rate
(83.23)
➢ Qatar Safest Index with
86.76
World Crime Statistics:
Let us start with comparison of crimes
executed throughout the world with a
semi-pie chart that gives us percentages
of crimes commitment throughout the
globe differentiated with continents.
Here we find out that North America and
South America comprising of total 29%
of global area have highest amount of
crimes committed (43.2%) as compared
to Africa, Europe, Asia and Oceania
which is displayed in Fig. 1. Here, the
crime rate in Asia lies at the bottom.
Our area of interest is Asia
and specifically India which is
developing country even after
the 60 years of independence.
Country occupies approxi-
mately 3.2 million square km
area which makes it 5th largest
country in the world area-
wise. According to statistics of
world countries population,
India lies at 2nd position with a
population of 1.3 billion hu-
mans. Crime rates become
certain with greater popula-
tion and thus government has
a great challenge to deal with
criminals. The most known
way is police custody and im-
prisonment as a part of pun-
ishment. Let’s look at State-
wise crime statistics in the
country. (Refer Fig 2)
“For the powerful, crimes are those that others commit.”
― Noam Chomsky{
{
Figure. 1
Uttar Pradesh tops the list with 0.2 million criminals in the jail comprising of 9.5% of total criminals in India.
But the astonishing part being Indian capital Delhi which has highest increase in number of criminals be-
tween year 2015 to 2016. This tells that crimes have increased across capital and northern part of India while
it also has depleted in several north-eastern states due to good governance and law-abiding people.
lliteracy and poverty being the sovereign reason for crime rates increase in any part of world. “The Guard-
ian” in one of their newsletters mentioned about illiteracy linking to crimes. It said that 50% of the British
prisoners are functionally illiterate. Fig. 3 shows state-wise illiteracy and poverty content in India. It de-
picts Odisha being the poorest among with Bihar on 2nd spot with very low amount of literacy. This can be
compared with the inmates’ record in India where it has been found from the Fig. 4 that Uttar Pradesh
(marked in Dark Green) has the more criminal cases registered with Bihar on 2nd spot. These states are kno-
I
“This will never be a civilized country until we expend more money for books than we
do for chewing gum.” ― Elbert Hubbard{
{
Prison in India: Reality Check
Figure. 2
Figure. 3
Did you know?
Toughest Prison in the world
to Break out of:
➢ ADX Florence, US
➢ Alcatraz Federal Peni-
tentiary, US
➢ La Santé Prison, France
➢ Arthur Road Jail, India
➢ Fuchu Prison, Japan
for their illiteracy, poverty and inactivity of government for educational practices. While the north-eastern
states and Kerala being highly educated have less crimes cases registered than other states. State govern-
ment has a stand here to improve poverty and literacy rate which will in turn reduce crimes committed in
the state.
Now we have known that major criminal con-
victions are in Uttar Pradesh. Let us dig one step
further understanding where the issue lies.
Criminal get convicted eventually and they land
up in jail for serving their term as a punishment.
But there are cases where prisoners escape
from the police custody by tricking the officials.
Here is a survey (Refer Fig. 4) which gives us
types of prison escapes from various states
from India.
Chhattisgarh tops the chart with number of es-
capees from inside the prison while Madhya
Pradesh is at the pinnacle with escapees from
outside prison. Nonetheless Uttar Pradesh
again shows an example of bad governance
with maximum number of prison escapees from
police official custody. There are 2 ways to look at them. The first one suggests on inability of police to handle
criminals in the state and the second one suggests unofficial tie-ups with the prisoners which gives rise to
compromising laws. (Refer Fig. 5)
Prisoners are always categorized according to
how heinous the crime has been committed. Gov-
ernment has built around 6 types of jails compris-
ing majority of central jails in India (44%). The
places
that are remote have district courts and district
jails for their custody. Others comprise of special
jails for terrorists and women jails to avoid misbe-
haviour inside jail premises. (Refer Fig. 6)
Prison in India: Reality Check
Figure. 4
Figure. 5
“True peace is not merely is the absence of war, but the presence of justice”
- Jane Addams{
{
Prisoners serving their period as a part of punish-
ment have been segregated according to states
and Ministry of State that the charge of handling
the security force to manage criminals. According
to Public Domain Data
shared by Government of
India in 2015, Maharashtra
tops in number of jails in
the country (210) but the
inmate capacity is consider-
ably less. On the other
hand, Uttar Pradesh and Bi-
har put together have 122
jails but the total capacity
for inmates is 48000 and
35000 respectively. State
Governments have allo-
cated capacity according to
crime rates registered and
number of criminals in the
state (Refer Fig. 7).
Let’s compare population of prisoners with capacity for every state to get a clearer and wider idea of prisons.
Fig. 8 gives an idea about comparison between prison capacity and inmates’ population. The transparent bar
shows the total population and dark blue bar shows prison capacity.
Almost 70% states have more prisoners than their capacity which is led by Uttar Pradesh with more than
80,000 inmates. This shows the negligence of Governments over prisoners may it be health or their hygiene.
Prison in India: Reality Check
Figure. 6
Figure. 7
“It is not possible to be in favor of justice for some people and not be in favor of justice
for all people.” - Martin Luther King, jr.{
{
Did you know?
For the year 2017,
California resident pays a
tax of $75,560 an year
for a prisoner, this is
more than the cost of tu-
ition fees at Harvard Uni-
versity for an year.
Indian Prison officials:
In order to manage the prisoners, huge force of
law enforcement officials are required. Indian pris-
ons have a force of such officers whose duties re-
volves around the enforcement of law in prison.
AIG (Assistant Inspector General of Prisons) and
D.I.G (Deputy Inspector General of Prisons) are the
high rank officers, that head the circle of district,
special jails etc. Whereas, warder is a lowest posi-
tion in law enforcement of prison. As per the
prison official details published by Indian govern-
ment in 2010; there are 12,967 head warders fol-
lowed by 74,889 warders’ officials assigned.
Though we see that there is an increase in the
crime rate and the overcrowding in prison, least
number of A.I.G and D.I.G officers are assigned,
which seems to be a part of mismanagement of
the state governments. (Refer fig 9)
Prison in India: Reality Check
“Never forget that justice is what love looks like in public.”
- Cornel West
{
{
Figure. 8
Did you know?
Moradabad Central Jail
in Uttar Pradesh is so
chock-a-block with in-
mates that there isn't
enough space for them
to sleep. So the 2,200 in-
mates in the jail, which
is supposed to house
only 650, sleep in shifts.
Each morning when 600-
odd prisoners go to
court for their trial, the
pressure eases some-
what and some inmates
get their share of a 6ft x
2ft cell.
Every year the elected body presents a budget in the parliament regarding differ-
ent entities like finance, defence, railways etc. The financial budget consists of funds
to be allocated to the Prison and Courts to deal with the criminals of the country.
Let’s take a look at a comparison of budget planned and actual budget required to
suffice the need.
Prison in India: Reality Check
Figure. 9
“Ignorance, allied with power, is most ferocious enemy justice can have.”
- James Baldwin{
{
Figure. 10
Fig 11 shows data for the years 2001 till 2011
where there is normal increase in planned budget
for India but the actual budget needed is astonish-
ingly high. The budget planned for the year 2010
was INR 40 million. But it turns out to be more
than INR 300 million are been invested solely for
Prison maintenance. Does this not sound fishy?
Taxpayers pay their tax for a complete year so that
Government can plan good infrastructure, utilities
and governance for the residents in the country.
But when such amount of money gets invested
haywire, this gives rise to inflation in the country.
Common man is unknown about all the internal
facts and keeps on paying the taxes in hope to get
fruitful results someday.
Prisoners get extra amount of attention which is
needed to guide them to the right path. A deeper
look inside the budget tells us expenditure re-
quired for the prisoners.
Fig 11 gives us the clear visualization of types of
expenditure done on prisoners from the year 2000
- 2010. The majority of it goes to Food as it is the
basic need for any living being. But the sad part of
it is expenditure done on health, welfare, educa-
tion and awareness is considerably less which is an
alarming situation for the state governments.
Prison in India: Reality Check
Figure. 11
“If a country is to be corruption free and become a nation of beautiful minds, I
strongly feel there are three key societal members who can make a difference. They
are the father, the mother and the teacher.” - Dr. A.P.J. Abdul Kalam”
- James Baldwin
{ {
Conclusion:
Literacy and poverty are more prone to hit the economy as well as the criminal activities in
any country. India is also not spared from this. As we have discussed in the above article, in
order to cut down the criminal activities it is important to first work on root cause i.e. Liter-
acy. The government should also create more opportunities to create jobs, so that the youth
get a proper channel to invest their energy instead of crime. It is a duty of central as well as
state government to spread awareness to bring social changes. From the state-wise crime
statistics figure, it can be seen that a commendable job done by the state government for
the states which shows decrease in the crime rate compared to the previous year but states
which show comparative increase in the number of crime percentage is concerning. Another
loophole found in system is the number of escapees which directs the inability of officials.
Government should work on improving their security systems and intelligence tracking.
Moreover, the officials who are responsibl [1]e for handling such criminals need to be trained
from time to time. Also, it is important to maintain a ratio of security officials and the prison-
ers. Modification of prison infrastructure to accommodate prisoners needs to be taken seri-
ously according to the capacity of any prison. From the figure 6 it is found that, 70 % of the
prisons have more prisoners than the capacity they hold which leads to imbalance in the lack
of management and the budget system. If revised prison budgets, infrastructure, training
officials, prisoners’ rehabilitation and their vocational training be done right, then the time is
not far away when there are no criminals in the society.
Prison in India: Reality Check
Appendix:
Fig Number Tool Description Chart Used Visualization
Figure 1 Datawrapper
World Crime Statistics continent-
wise Election Donut Chart:
The aim of this chart was to show the
World crime statistics in percentage
Figure 2 Tableau
India State-wise Crime Statistics,
Shows Crime Registered in 2018
and percentage change from 2015
to 2016 Bar Chart
Two visualization are made to show the
crime registered comparison between the
states and percentage change in crime
from 2015 to 2016
Figure 3 Tableau
State-wise Literacy and Poverty
Percentage Bar Chart
Two bar graphs were used to check the
comparion of literacy Percentage and be-
low poverty live percetage between the
states
Figure 4 Tableau State-wise Prison Inmates Map
This visualization was used to see the over-
all picture of states where high and the low
crime rates.
Figure 5 Advance Excel State-wise types of Prison Escapees
3-D Cluster Column bar
graph
This visualization was used to see 4 catego-
ries of escapees state wise, which gives
clear picture of the highest and the lowest
escapee statewise
Figure 6 Advance Excel
Indian Jail Types & Percentage of
Inmates Capacity Pie of Pie Chart
This was used to see the micro details of
the Jail types and the percentage of in-
mates capacity
Figure 7 Tableau
State-wise number of Jails and In-
mates Capacities Treemaps
This was used to see the broader picture of
share of states with the capacity and the
number of jails.
Figure 8 Tableau
Total Prison Capacity vs Total In-
mates population Bullet Bar Graph
This graph was used to see the com-
parision of prision capacity with respect to
the inmates population
Figure 9 Tableau
Number of Prison Officials assigned
in 2010 Waterfall Chart
This graph was used to see types of offi-
cials assigned across the prison
Figure 10 Tableau
Indian Prison Plan Budget Vs Total
Annual Budget Line Graph
This graph was used to see the increase
and decrease of Prison actual and plan
budget from 2001 to 2010
Figure 11 Tableau Types of Expenditure on Prison Area Graph
This graph was used to see the year wise
different indicatiors expenditure on prison-
ers. Area gives good visualization than the
line graph
Prison in India: Reality Check
References
[1] Rp.thakur., “Literacy Rate In India (State wise) upto 2011,” data.gov.in, [Online].
Available: https://data.gov.in/resources/literacy-rate-india-state-wise-upto-2011.
[Accessed 2019 June 23].
[2] R. ILANGOVAN, “Prison in India,” 8 9 2017. [Online]. Available:
https://data.world/rajanand/prison-in-india.
[3] W. Foundation, “Wikipedia,” Wikipedia, 18 Jun 2019, 18. [Online]. Available:
https://en.wikipedia.org/wiki/Prisons_in_India. [Accessed 2019 June 23].
[4] prisonstudies, “prisonstudies,” India, [Online]. Available:
http://www.prisonstudies.org/country/india. [Accessed 2019 June 23].
[5] A.sonkusare, “Number Of Persons Below Poverty Line In Urban And Rural Areas.,”
data.gov.in, 25 July 2013. [Online]. Available: https://data.gov.in/resources/number-
persons-below-poverty-line-urban-and-rural-areas. [Accessed 2019 June 23].
[6] Wikipedia, “Police ranks and insignia of India,” Wikimedia Foundation, 22 June 2019.
[Online]. Available: https://en.wikipedia.org/wiki/Police_ranks_and_insignia_of_India.
[7] S. Moss, “Half of Britain's prisoners are functionally illiterate. Can fellow inmates change
that?,” The Guardian., 15 June 2017. [Online]. Available:
https://www.theguardian.com/inequality/2017/jun/15/reading-for-freedom-life-
changing-scheme-dreamt-up-by-prison-pen-pals-shannon-trust-action-for-equity-award.
[8] Ncrb.gov.in. (2019). [online] Available at:
http://ncrb.gov.in/StatPublications/PSI/Prison2015/CHAP TER-12.pdf [Accessed 23 Jun.
2019].
[9] Kirk, A. (n.d.). Data visualisation. 2nd ed. London: British Library Cataloguing in
Publication data.
Prison in India: Reality Check
Data Visualization - A reality check Prisons in India
Data Visualization - A reality check Prisons in India

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Data Visualization - A reality check Prisons in India

  • 1. ` A Reality Check National College of Ireland - MSc in DATA ANALYTICS SHRIKANT SAMARTH - X18129137 - DATA VISUALATION - CA 1 M A G A Z I N E
  • 2. Did you know? According to the Numbeo Crime Index Statistics: ➢ Venezuela has the High- est number of Crime Rate (83.23) ➢ Qatar Safest Index with 86.76 World Crime Statistics: Let us start with comparison of crimes executed throughout the world with a semi-pie chart that gives us percentages of crimes commitment throughout the globe differentiated with continents. Here we find out that North America and South America comprising of total 29% of global area have highest amount of crimes committed (43.2%) as compared to Africa, Europe, Asia and Oceania which is displayed in Fig. 1. Here, the crime rate in Asia lies at the bottom. Our area of interest is Asia and specifically India which is developing country even after the 60 years of independence. Country occupies approxi- mately 3.2 million square km area which makes it 5th largest country in the world area- wise. According to statistics of world countries population, India lies at 2nd position with a population of 1.3 billion hu- mans. Crime rates become certain with greater popula- tion and thus government has a great challenge to deal with criminals. The most known way is police custody and im- prisonment as a part of pun- ishment. Let’s look at State- wise crime statistics in the country. (Refer Fig 2) “For the powerful, crimes are those that others commit.” ― Noam Chomsky{ { Figure. 1
  • 3. Uttar Pradesh tops the list with 0.2 million criminals in the jail comprising of 9.5% of total criminals in India. But the astonishing part being Indian capital Delhi which has highest increase in number of criminals be- tween year 2015 to 2016. This tells that crimes have increased across capital and northern part of India while it also has depleted in several north-eastern states due to good governance and law-abiding people. lliteracy and poverty being the sovereign reason for crime rates increase in any part of world. “The Guard- ian” in one of their newsletters mentioned about illiteracy linking to crimes. It said that 50% of the British prisoners are functionally illiterate. Fig. 3 shows state-wise illiteracy and poverty content in India. It de- picts Odisha being the poorest among with Bihar on 2nd spot with very low amount of literacy. This can be compared with the inmates’ record in India where it has been found from the Fig. 4 that Uttar Pradesh (marked in Dark Green) has the more criminal cases registered with Bihar on 2nd spot. These states are kno- I “This will never be a civilized country until we expend more money for books than we do for chewing gum.” ― Elbert Hubbard{ { Prison in India: Reality Check Figure. 2 Figure. 3
  • 4. Did you know? Toughest Prison in the world to Break out of: ➢ ADX Florence, US ➢ Alcatraz Federal Peni- tentiary, US ➢ La Santé Prison, France ➢ Arthur Road Jail, India ➢ Fuchu Prison, Japan for their illiteracy, poverty and inactivity of government for educational practices. While the north-eastern states and Kerala being highly educated have less crimes cases registered than other states. State govern- ment has a stand here to improve poverty and literacy rate which will in turn reduce crimes committed in the state. Now we have known that major criminal con- victions are in Uttar Pradesh. Let us dig one step further understanding where the issue lies. Criminal get convicted eventually and they land up in jail for serving their term as a punishment. But there are cases where prisoners escape from the police custody by tricking the officials. Here is a survey (Refer Fig. 4) which gives us types of prison escapes from various states from India. Chhattisgarh tops the chart with number of es- capees from inside the prison while Madhya Pradesh is at the pinnacle with escapees from outside prison. Nonetheless Uttar Pradesh again shows an example of bad governance with maximum number of prison escapees from police official custody. There are 2 ways to look at them. The first one suggests on inability of police to handle criminals in the state and the second one suggests unofficial tie-ups with the prisoners which gives rise to compromising laws. (Refer Fig. 5) Prisoners are always categorized according to how heinous the crime has been committed. Gov- ernment has built around 6 types of jails compris- ing majority of central jails in India (44%). The places that are remote have district courts and district jails for their custody. Others comprise of special jails for terrorists and women jails to avoid misbe- haviour inside jail premises. (Refer Fig. 6) Prison in India: Reality Check Figure. 4 Figure. 5 “True peace is not merely is the absence of war, but the presence of justice” - Jane Addams{ {
  • 5. Prisoners serving their period as a part of punish- ment have been segregated according to states and Ministry of State that the charge of handling the security force to manage criminals. According to Public Domain Data shared by Government of India in 2015, Maharashtra tops in number of jails in the country (210) but the inmate capacity is consider- ably less. On the other hand, Uttar Pradesh and Bi- har put together have 122 jails but the total capacity for inmates is 48000 and 35000 respectively. State Governments have allo- cated capacity according to crime rates registered and number of criminals in the state (Refer Fig. 7). Let’s compare population of prisoners with capacity for every state to get a clearer and wider idea of prisons. Fig. 8 gives an idea about comparison between prison capacity and inmates’ population. The transparent bar shows the total population and dark blue bar shows prison capacity. Almost 70% states have more prisoners than their capacity which is led by Uttar Pradesh with more than 80,000 inmates. This shows the negligence of Governments over prisoners may it be health or their hygiene. Prison in India: Reality Check Figure. 6 Figure. 7 “It is not possible to be in favor of justice for some people and not be in favor of justice for all people.” - Martin Luther King, jr.{ {
  • 6. Did you know? For the year 2017, California resident pays a tax of $75,560 an year for a prisoner, this is more than the cost of tu- ition fees at Harvard Uni- versity for an year. Indian Prison officials: In order to manage the prisoners, huge force of law enforcement officials are required. Indian pris- ons have a force of such officers whose duties re- volves around the enforcement of law in prison. AIG (Assistant Inspector General of Prisons) and D.I.G (Deputy Inspector General of Prisons) are the high rank officers, that head the circle of district, special jails etc. Whereas, warder is a lowest posi- tion in law enforcement of prison. As per the prison official details published by Indian govern- ment in 2010; there are 12,967 head warders fol- lowed by 74,889 warders’ officials assigned. Though we see that there is an increase in the crime rate and the overcrowding in prison, least number of A.I.G and D.I.G officers are assigned, which seems to be a part of mismanagement of the state governments. (Refer fig 9) Prison in India: Reality Check “Never forget that justice is what love looks like in public.” - Cornel West { { Figure. 8
  • 7. Did you know? Moradabad Central Jail in Uttar Pradesh is so chock-a-block with in- mates that there isn't enough space for them to sleep. So the 2,200 in- mates in the jail, which is supposed to house only 650, sleep in shifts. Each morning when 600- odd prisoners go to court for their trial, the pressure eases some- what and some inmates get their share of a 6ft x 2ft cell. Every year the elected body presents a budget in the parliament regarding differ- ent entities like finance, defence, railways etc. The financial budget consists of funds to be allocated to the Prison and Courts to deal with the criminals of the country. Let’s take a look at a comparison of budget planned and actual budget required to suffice the need. Prison in India: Reality Check Figure. 9 “Ignorance, allied with power, is most ferocious enemy justice can have.” - James Baldwin{ { Figure. 10
  • 8. Fig 11 shows data for the years 2001 till 2011 where there is normal increase in planned budget for India but the actual budget needed is astonish- ingly high. The budget planned for the year 2010 was INR 40 million. But it turns out to be more than INR 300 million are been invested solely for Prison maintenance. Does this not sound fishy? Taxpayers pay their tax for a complete year so that Government can plan good infrastructure, utilities and governance for the residents in the country. But when such amount of money gets invested haywire, this gives rise to inflation in the country. Common man is unknown about all the internal facts and keeps on paying the taxes in hope to get fruitful results someday. Prisoners get extra amount of attention which is needed to guide them to the right path. A deeper look inside the budget tells us expenditure re- quired for the prisoners. Fig 11 gives us the clear visualization of types of expenditure done on prisoners from the year 2000 - 2010. The majority of it goes to Food as it is the basic need for any living being. But the sad part of it is expenditure done on health, welfare, educa- tion and awareness is considerably less which is an alarming situation for the state governments. Prison in India: Reality Check Figure. 11 “If a country is to be corruption free and become a nation of beautiful minds, I strongly feel there are three key societal members who can make a difference. They are the father, the mother and the teacher.” - Dr. A.P.J. Abdul Kalam” - James Baldwin { {
  • 9. Conclusion: Literacy and poverty are more prone to hit the economy as well as the criminal activities in any country. India is also not spared from this. As we have discussed in the above article, in order to cut down the criminal activities it is important to first work on root cause i.e. Liter- acy. The government should also create more opportunities to create jobs, so that the youth get a proper channel to invest their energy instead of crime. It is a duty of central as well as state government to spread awareness to bring social changes. From the state-wise crime statistics figure, it can be seen that a commendable job done by the state government for the states which shows decrease in the crime rate compared to the previous year but states which show comparative increase in the number of crime percentage is concerning. Another loophole found in system is the number of escapees which directs the inability of officials. Government should work on improving their security systems and intelligence tracking. Moreover, the officials who are responsibl [1]e for handling such criminals need to be trained from time to time. Also, it is important to maintain a ratio of security officials and the prison- ers. Modification of prison infrastructure to accommodate prisoners needs to be taken seri- ously according to the capacity of any prison. From the figure 6 it is found that, 70 % of the prisons have more prisoners than the capacity they hold which leads to imbalance in the lack of management and the budget system. If revised prison budgets, infrastructure, training officials, prisoners’ rehabilitation and their vocational training be done right, then the time is not far away when there are no criminals in the society. Prison in India: Reality Check
  • 10. Appendix: Fig Number Tool Description Chart Used Visualization Figure 1 Datawrapper World Crime Statistics continent- wise Election Donut Chart: The aim of this chart was to show the World crime statistics in percentage Figure 2 Tableau India State-wise Crime Statistics, Shows Crime Registered in 2018 and percentage change from 2015 to 2016 Bar Chart Two visualization are made to show the crime registered comparison between the states and percentage change in crime from 2015 to 2016 Figure 3 Tableau State-wise Literacy and Poverty Percentage Bar Chart Two bar graphs were used to check the comparion of literacy Percentage and be- low poverty live percetage between the states Figure 4 Tableau State-wise Prison Inmates Map This visualization was used to see the over- all picture of states where high and the low crime rates. Figure 5 Advance Excel State-wise types of Prison Escapees 3-D Cluster Column bar graph This visualization was used to see 4 catego- ries of escapees state wise, which gives clear picture of the highest and the lowest escapee statewise Figure 6 Advance Excel Indian Jail Types & Percentage of Inmates Capacity Pie of Pie Chart This was used to see the micro details of the Jail types and the percentage of in- mates capacity Figure 7 Tableau State-wise number of Jails and In- mates Capacities Treemaps This was used to see the broader picture of share of states with the capacity and the number of jails. Figure 8 Tableau Total Prison Capacity vs Total In- mates population Bullet Bar Graph This graph was used to see the com- parision of prision capacity with respect to the inmates population Figure 9 Tableau Number of Prison Officials assigned in 2010 Waterfall Chart This graph was used to see types of offi- cials assigned across the prison Figure 10 Tableau Indian Prison Plan Budget Vs Total Annual Budget Line Graph This graph was used to see the increase and decrease of Prison actual and plan budget from 2001 to 2010 Figure 11 Tableau Types of Expenditure on Prison Area Graph This graph was used to see the year wise different indicatiors expenditure on prison- ers. Area gives good visualization than the line graph Prison in India: Reality Check
  • 11. References [1] Rp.thakur., “Literacy Rate In India (State wise) upto 2011,” data.gov.in, [Online]. Available: https://data.gov.in/resources/literacy-rate-india-state-wise-upto-2011. [Accessed 2019 June 23]. [2] R. ILANGOVAN, “Prison in India,” 8 9 2017. [Online]. Available: https://data.world/rajanand/prison-in-india. [3] W. Foundation, “Wikipedia,” Wikipedia, 18 Jun 2019, 18. [Online]. Available: https://en.wikipedia.org/wiki/Prisons_in_India. [Accessed 2019 June 23]. [4] prisonstudies, “prisonstudies,” India, [Online]. Available: http://www.prisonstudies.org/country/india. [Accessed 2019 June 23]. [5] A.sonkusare, “Number Of Persons Below Poverty Line In Urban And Rural Areas.,” data.gov.in, 25 July 2013. [Online]. Available: https://data.gov.in/resources/number- persons-below-poverty-line-urban-and-rural-areas. [Accessed 2019 June 23]. [6] Wikipedia, “Police ranks and insignia of India,” Wikimedia Foundation, 22 June 2019. [Online]. Available: https://en.wikipedia.org/wiki/Police_ranks_and_insignia_of_India. [7] S. Moss, “Half of Britain's prisoners are functionally illiterate. Can fellow inmates change that?,” The Guardian., 15 June 2017. [Online]. Available: https://www.theguardian.com/inequality/2017/jun/15/reading-for-freedom-life- changing-scheme-dreamt-up-by-prison-pen-pals-shannon-trust-action-for-equity-award. [8] Ncrb.gov.in. (2019). [online] Available at: http://ncrb.gov.in/StatPublications/PSI/Prison2015/CHAP TER-12.pdf [Accessed 23 Jun. 2019]. [9] Kirk, A. (n.d.). Data visualisation. 2nd ed. London: British Library Cataloguing in Publication data. Prison in India: Reality Check