NHB Brochure V3nhb.liasesforas.com/pdf/QuarterlyBooklet_English/... · 2019-04-04 · NHB RESIDEX...
Transcript of NHB Brochure V3nhb.liasesforas.com/pdf/QuarterlyBooklet_English/... · 2019-04-04 · NHB RESIDEX...
2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017
NHB RESIDEXQuarterly Update April - June, 2017
Housing Price Indices (HPI)
HPI@Assessment Prices
HPI@Market Prices for under-construction
Properties
NHB RESIDEXTECHNICAL ADVISORY COMMITTEE MEMBERS
Government of India
1. Ministry of Finance – Shri Arun Kumar, Adviser, Economic Division, Department of Economic Affairs
2. Ministry of Housing & Urban Affairs - Shri S.K Valiathan, Deputy Secretary
3. Ministry of Statistics & Programme Implementation - Shri Sunil Jain, Deputy Director General, Price Statistics Division,
Central Statistics Office
4. Ministry of Statistics & Programme Implementation - Shri Vivek Srivastava, Deputy Director, National Accounts
Division, Central Statistics Office
Reserve Bank of India
5. Dr. Anil Kumar Sharma, Adviser, Department of Statistics and Information Management (DSIM)
Experts
6. Smt. Balbir Kaur, Ex-Adviser, Department of Economic and Policy Research, Reserve Bank of India
7. Dr. Bimal Roy, Professor, Indian Statistical Institute, Kolkata
8. Dr. Deepayan Sarkar, Professor, Indian Statistical Institute, New Delhi
9. Dr. Neeraj Hatekar, Professor, Department of Economics, Mumbai University
National Housing Bank
10. Shri Sriram Kalyanaraman, Managing Director & Chief Executive Officer
11. Dr. A.K. Tripathi, Executive Director
12. Shri V. Rajan, General Manager
Financial Institutions
13. Shri M.G. Vaijinath, Chief General Manager, REHBU, State Bank of India
14. Shri Sanjay Joshi, General Manager, HDFC Limited
Industry Institutions
15. Brig. (Retd.) R.R. Singh, Director General, NAREDCO, Industry Association
SUPPORT AGENCY
Liases Foras Real Estate Rating & Research Private LimitedShri Pankaj Kapoor, Founder & Managing Director (Email: [email protected])
For more details visit us on https://residex.nhbonline.org.in/
DISCLAIMER
National Housing Bank (“NHB”), a wholly owned by the Reserve Bank of India, which has been established under the National Housing Bank Act,
1987, has made its best effort to collect/collate the data/information from various Banks, HFCs for providing a cluster of housing related
indices under NHB RESIDEX. The views and opinions expressed in the NHB RESIDEX are those of NHB and do not necessarily reflect its official
policy or position of any other agency, organization, employer, or company. Assumptions made in the analysis are not reflective of the position
of NHB or any other entity. These views are subject to change, revision, rethinking at any time and NHB do not hold them in perpetuity. The
primary purpose of the NHB RESIDEX is to educate and inform and do not constitute either professional or investment advice or any service.
NHB assumes no responsibility or liability for any omissions or any errors in the content of the NHB RESIDEX. The information contained is
provided on an “AS-IS” basis with no guarantee of completeness, accuracy, usefulness or timeliness and without any warranties of any kind
whatsoever, express or implied. NHB does not warrant any information or material printed in NHB RESIDEX.
NHB assumes NO RESPONSIBILITY OR LIABILITY FOR INCIDENTAL OR CONSEQUENTIAL DAMAGES and assumes no responsibility or liability, for
any loss or damage suffered by any person as a result of the use, misuse or reliance of any of the information or content in NHB RESIDEX/this
website.
NHB RESIDEX and NHB RESIDEX logo are registered trademarks of NHB. No part of this publication may be reproduced, stored in a retrieval
system or transferred in any form or by any means, mechanical, electronic, photo-copying, recording or otherwise without the prior written
permission of the publisher.”
NHB RESIDEX TEAMMs. Varsha Jain, Assistant Manager (Email: [email protected])
1
NHB RESIDEX, India’s first official housing price index (HPI), was launched in July, 2007, to track the movement in prices of
residential properties in select cities on quarterly basis, taking 2007 as the base year. With a view to reflect the current
macroeconomic scenario, NHB RESIDEX has been revamped to include cluster of indices with updated base year, revised
methodology and automated processes. The revamped NHB RESIDEX is also wider in its geographic coverage and captures
two housing price indices viz. HPI@ Assessment Prices for 50 cities and HPI@ Market Prices for under construction
properties for 47 cities. HPI@ Assessment Prices is computed using lenders’ valuation data received from Banks/Housing
Finance Companies (HFCs), while HPI@ Market Prices for under construction properties is based on primary market data
for under-construction properties collected from developers, builders and brokers.
NHB RESIDEX at a glance- April to June-17
Brief on housing price indices for Phase 1 is as given below:
Indices Data Sources Cities
HPI@Assessment Prices Lenders’ valuation data Banks/HFC 50
HPI@Market Prices for under
construction properties
Primary market data for under-
construction projectsMarket Surveys 47
The cities covered in phase 1 are spread across India in 21 States/Union Territories (UTs). Among 50 cities covered under
HPI@ Assessment Prices, 18 cities are state capitals and 37 are part of the smart city list released by Government of India.
Due to paucity of data, HPI@ Market Prices for under-construction properties are not available for Rajkot, Ranchi and
Vishakhapatnam.
The housing price indices have been computed on a quarterly basis starting from the quarter April to June, 2013, and
updated up to quarter April to June, 2017, taking FY 2012 -13 as the base year. The housing prices are classified on the basis
of carpet area size at city level (INR/sq. ft.) for units under three product category levels namely <=60 sq.mt, >60 &<=110
sq.mt, and >110 sq.mt. The indices are computed using Laspeyres Methodology, followed by calculation of a Four Quarter
Weighted Moving Average with application of dynamic weights at product category level and static base year weights on the
Weighted Moving Average product category level prices, across all the quarters starting from the base year.
HPI recorded an overall increase in 36 cities, decrease in 13 cities and no change in 1 city on Y-o-Y basis (i.e., April to June,
2017 compared to April to June, 2016) and increase in 14 cities, decrease in 26 cities and no change in 10 cities on Q-o-Q
basis (i.e., April to June, 2017 compared to January to March, 2017). Annual growth in HPI ranged from 15.7% in Vizag to (-)
10.6% in Bhiwadi at the end of the quarter, whereas, the quarterly growth in HPI ranged from 4.5% in Vizag to (-) 6.0% in
Bhiwadi.
All the eight Tier 1 cities namely Ahmedabad, Bengaluru, Chennai, Delhi, Hyderabad, Kolkata, Mumbai and Pune; witnessed
a rise in indices on Y-o-Y basis with Delhi exhibiting a substantial 8.1% rise followed by Chennai (7.4%) and Pune (6.0%). On
Q-o-Q basis, Ahmedabad, Delhi and Pune saw no change while Kolkata (-4.4%), Bengaluru (-2.2%), Chennai (-0.8%) and
Hyderabad (-0.8%) saw a fall in indices. Mumbai saw a moderate rise at 0.7%.
1.1 HPI@Assessment Prices
Figure: HPI@Assessment Prices for Tier 1 cities (Base Year FY 2012-13 = 100)
Movement of HPI@ Assessment Prices over 17 quarters for Tier 1 cities is as below:
6070
8090
100
110
120
130
140
150
Quarter Ending
HPI@Assessment Prices for Tier - 1 ci�es
Base Year Ahmedabad Bengaluru Chennai Delhi
Hyderabad Kolkata Mumbai Pune
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Of the 29 Tier-2 cities being covered, significant rise in indices was seen in Vizag (15.7%) and Kochi (12.8%), while significant
fall in indices was seen in Coimbatore (-6.6%), Ranchi (-5.9%) and Chandigarh (-5.9%), on Y-o-Y basis. On the other hand, on
Q-o-Q basis, Vizag (4.5%) and Kochi (3.7%) witnessed maximum increase while Jaipur (-5.2%) and Thiruvananthapuram (-
4.6%) witnessed maximum decrease.
The graph below show the movement of HPI@ Assessment Prices over 17 quarters for Tier 2 cities classified as per
geographic location.
Ind
ex
2
Figure: HPI@Assessment Prices for Tier 2 cities classified as per geographic location (Base Year FY 2012-13 = 100)
Quarter Ending
HPI@Assessment Prices for Tier - 2 ci�es- North Zone
Base Year DehradunGhaziabad Kanpur
Ludhiana NoidaChandigarh (Tricity) Faridabad
Gurugram LucknowMeerut
Quarter Ending
HPI@Assessment Prices for Tier - 2 ci�es- Central & East Zone
Base Year Indore Bhubaneswar
Patna Bhopal Raipur
Guwaha� Ranchi
60
80
100
120
140
160
180
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Ind
ex
60
80
100
120
140
160
180
Ind
ex
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Among the 13 Tier-3 cities, on Y-o-Y basis, Howrah (10.2%) and Pimpri Chinchwad (6.9%) showed maximum increase in
indices while Bhiwadi (-10.6%) showed maximum decrease. On Q-o-Q basis, Pimpri Chinchwad (3.7%) recorded the
maximum increase while Bhiwadi (-6.0%) recorded maximum decrease.
Movement of HPI@ Assessment Prices over 17 quarters for Tier 3 cities is as below:
3
60
80
100
120
140
160
180
Quarter Ending
HPI@Assessment Prices for Tier - 2 ci�es- South Zone
Base Year Kochi
Vijayawada Coimbatore
Thiruvananthapuram Vizag
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Ind
ex
Quarter Ending
HPI@Assessment Prices for Tier - 2 ci�es- West Zone
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Ind
ex
60
80
100
120
140
160
180
Base Year Jaipur Nagpur
Nashik Rajkot Surat
Vadodara Vasai Virar
Figure: HPI@Assessment Prices for Tier3 cities (Base Year FY 2012-13 = 100)
Quarter Ending
HPI@Assessment Prices for Tier - 3 ci�es
Ind
ex
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
60
80
100
120
140
160
180
Base Year Gandhinagar Greater Noida
Kalyan Dombivali New Town Kolkata Thane
Bidhan Nagar (Excluding Rajarhat) Bhiwadi Howrah
Mira Bhayander Navi Mumbai Pimpri Chinchwad
Chakan Panvel
HPI recorded an overall, increase in 25 cities, decrease in 17 cities and no change in 5 cities on Y-o-Y basis and increase in 27
cities, decrease in 11 cities and no change in 9 cities on Q-o-Q basis. Annual growth in HPI ranged from 7.8% in Lucknow to (-)
9.0% in Chennai at the end of the quarter, whereas, the quarterly growth in HPI ranged from 3.8% in Lucknow to (-) 5.6% in
Patna.
All the eight Tier 1 cities showed a wide divergence on Y-o-Y basis with Chennai (-9.0%), Kolkata (-4.1%) and Delhi (-2.2%)
witnessing dips and Mumbai (4.8%), Ahmedabad (4.6%), Hyderabad (3.7%) and Bengaluru (2.3%) witnessing moderate
growth, with Pune witnessing no change. On quarterly basis, Delhi saw no change, while Chennai (-2.2%), Pune (-1.4%) and
Kolkata (-1.1%) saw a fall in indices. Mumbai, Hyderabad, Ahmedabad and Bengaluru saw a moderate rise in the range of
0.7 - 0.8%.
Movement of HPI@ Market Prices for under-construction properties over 17 quarters for Tier 1 cities is as below:
4
Figure: HPI@Market Prices for under construction properties for Tier 1 cities (Base Year FY 2012-13 = 100)
1.2 HPI@Market Prices for under-construction properties
60
70
80
90
100
110
120
130
140
150
Quarter Ending
HPI@Market Prices for underconstruc�on Proper�es for Tier - 1 ci�es
Base Year Ahmedabad Bengaluru Chennai Delhi
Hyderabad Kolkata Mumbai Pune
Ind
ex
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Of the 26 Tier-2 cities being covered, maximum increase in indices was seen in Lucknow (7.8%) followed by Indore (7.5%)
and Bhubaneswar (7.5%), while maximum decrease in indices was seen in Patna (-4.5%) and Kanpur (-4.2%) on Y-o-Y basis.
On Q-o-Q basis, Lucknow (3.8%) and Patna (-5.6%) witnessed maximum increase and decrease respectively.
5
Figure: HPI@Market Prices for under construction properties for Tier 2 cities (Base Year FY2012-13 = 100)
The graphs below show the movement of HPI@Market Prices for under-construction properties over 17 quarters for Tier 2
cities classified as per geographic location.
HPI@Market Prices for underconstruc�on Proper�es Tier - 2 ci�es-North Zone
HPI@Market Prices for underconstruc�on Proper�es Tier - 2 ci�es-Central & East Zone
60
80
100
120
140
160
180
Quarter EndingBase Year DehradunGhaziabad Kanpur
Ludhiana NoidaChandigarh (Tricity) Faridabad
Gurugram LucknowMeerut
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Ind
ex
60
80
100
120
140
160
180
Quarter EndingBase Year Indore Bhubaneswar
Patna Bhopal Raipur
Guwaha�
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Ind
ex
HPI@Market Prices for underconstruc�on Proper�es Tier - 2 ci�es- South Zone
60
80
100
120
140
160
180
Quarter Ending
Base Year Kochi
Vijayawada Coimbatore
Thiruvananthapuram
Ind
ex
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
HPI@Market Prices for underconstruc�on Proper�es Tier - 2 ci�es- West Zone
Among the 13 Tier-3 cities, the variations ranged from 4.0% in Panvel to (-) 4.8% in New Town, on Y-o-Y basis. On Q-o-Q basis,
there were slight variations in the indices in the range of (-) 0.9% to 1.7%.
Movement of HPI@ Market Prices for under-construction properties over 17 quarters for Tier 3 cities is as below:
Quarter Ending
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Ind
ex
60
80
100
120
140
160
180
Base Year Jaipur Nagpur
Nashik Surat Vadodara
Vasai Virar
6
Figure: HPI@Market Prices for under construction properties for Tier 3 cities (Base Year FY2012-13 = 100)
Quarter Ending
HPI@Market Prices for underconstruc�on proper�es for Tier - 3 ci�es
Jun-1
3
Sep-1
3
Dec-
13
Mar-
14
Jun-1
4
Sep-1
4
Dec-
14
Mar-
15
Jun-1
5
Sep-1
5
Dec-
15
Mar-
16
Jun-1
6
Sep-1
6
Dec-
16
Mar-
17
Jun-1
7
Ind
ex
60
80
100
120
140
160
180
Base Year Gandhinagar Greater Noida
Kalyan Dombivali New Town Kolkata Thane
Bidhan Nagar (Excluding Rajarhat) Bhiwadi Howrah
Mira Bhayander Navi Mumbai Pimpri Chinchwad
Chakan Panvel
Qu
art
er
En
din
gJu
n-1
3S
ep
-13
De
c-1
3M
ar-
14
Jun
-14
Se
p-1
4D
ec-1
4M
ar-
15
Jun
-15
Se
p-1
5D
ec-1
5M
ar-
16
Jun
-16
Se
p-1
6D
ec-1
6M
ar-
17
Tab
le b
elo
w c
om
pri
ses
of
HP
I@A
sse
ssm
en
t P
rice
s co
mp
ute
d f
or
50
cit
ies
(Ba
se Y
ea
r FY
20
12
-13
=1
00
)
AP
PE
ND
IX 1
7
Jun
-17
Ah
me
da
ba
d9
89
89
69
59
59
49
59
69
69
79
79
69
79
79
89
99
9B
en
ga
luru
10
31
04
10
61
07
10
81
10
11
31
15
11
71
19
12
21
25
12
91
33
13
61
39
13
6
Bh
iwa
di
10
61
08
11
21
15
11
81
27
13
01
34
13
51
35
13
71
38
14
11
40
13
71
34
12
6B
ho
pa
l1
00
10
21
03
10
51
06
10
61
04
10
41
05
10
41
07
10
81
07
10
91
08
10
81
10
Bh
ub
an
esw
ar
10
61
10
10
91
12
11
11
10
11
21
12
11
51
15
11
31
13
11
21
12
11
31
15
11
7B
idh
an
Na
ga
r1
04
10
71
09
11
41
19
12
61
30
13
11
31
13
11
35
13
71
39
14
01
38
13
81
37
Ch
ak
an
10
71
11
11
31
16
11
91
26
12
71
34
12
91
28
12
91
33
13
31
33
13
61
36
13
8C
ha
nd
iga
rh (
Tri
city
)1
01
99
96
96
95
97
96
99
10
19
91
01
10
41
01
99
97
96
95
Ch
en
na
i1
01
10
31
04
10
71
09
10
91
10
11
21
13
11
51
17
11
91
21
12
51
27
13
11
30
Co
imb
ato
re1
02
10
71
13
11
41
15
11
51
16
11
51
16
11
61
16
11
81
21
12
41
18
11
51
13
De
hra
du
n1
07
10
21
03
94
91
95
96
10
01
04
10
31
05
10
31
05
10
81
08
11
01
10
De
lhi
10
61
12
11
41
12
11
11
11
10
39
38
98
68
79
29
91
01
10
51
07
10
7
Fa
rid
ab
ad
10
21
02
10
21
02
10
51
10
11
21
14
11
21
07
10
41
03
10
31
08
11
11
15
11
5G
an
dh
ina
ga
r1
18
11
71
18
11
81
16
10
71
04
97
97
10
39
71
00
10
11
00
10
11
00
98
Gh
azi
ab
ad
10
21
05
10
81
13
11
51
16
11
51
13
11
31
11
11
21
11
11
11
10
11
11
13
11
5
Gre
ate
r N
oid
a1
00
10
21
06
10
81
11
11
41
16
11
91
20
12
11
20
12
11
21
12
31
22
12
31
21
Gu
rug
ram
10
21
02
10
21
03
10
31
05
10
61
08
10
71
08
11
11
13
11
51
18
12
01
21
12
1
Gu
wa
ha
ti1
02
10
51
04
10
81
10
11
51
20
12
51
26
12
41
23
12
11
23
12
41
25
12
81
26
Ho
wra
h1
08
11
31
18
12
31
29
13
41
39
14
31
42
14
31
45
14
51
47
15
41
58
16
41
62
Hyd
era
ba
d1
02
10
41
05
10
71
08
11
11
13
11
41
15
11
71
18
12
01
22
12
41
26
12
71
26
Ind
ore
10
31
05
10
61
08
11
01
12
11
31
15
11
51
16
11
81
20
12
21
23
12
51
27
12
5Ja
ipu
r1
04
10
71
10
11
21
16
12
21
26
12
81
31
13
01
31
13
41
34
13
51
35
13
51
28
Ka
lya
n D
om
biv
ali
10
51
09
11
31
17
11
91
21
12
31
25
12
61
29
13
41
38
14
21
46
14
71
50
15
0K
an
pu
r1
05
10
91
14
11
61
19
12
41
26
12
81
32
13
31
36
13
81
43
14
81
52
15
81
55
Ko
chi
99
10
11
04
10
81
09
11
11
12
11
21
13
11
51
17
12
11
25
13
01
34
13
61
41
Ko
lka
ta1
01
10
61
08
11
11
15
11
61
18
11
91
21
12
21
23
12
41
26
13
11
34
13
61
30
Lu
ckn
ow
10
51
12
11
61
19
11
71
15
11
51
15
11
71
19
12
21
25
12
81
33
13
51
36
13
7
Lu
dh
ian
a1
09
10
41
02
11
31
16
12
11
31
13
41
35
13
81
37
13
61
42
14
41
46
14
81
44
Me
eru
t1
04
10
91
13
12
11
30
13
71
38
14
11
43
14
31
47
15
11
56
16
01
65
16
81
64
Mir
a B
ha
ya
nd
er
10
51
10
10
81
10
11
11
13
11
71
19
12
11
23
12
51
28
13
01
31
13
21
32
13
3
Mu
mb
ai
10
41
08
11
01
12
11
41
16
11
81
19
12
01
24
12
61
31
13
51
36
13
71
38
13
9N
ag
pu
r1
02
10
41
02
10
41
04
10
51
06
10
71
09
10
91
12
11
41
17
12
11
24
12
81
28
Na
shik
10
31
05
10
71
08
10
81
10
11
01
11
11
21
13
11
61
19
12
11
22
12
11
21
12
0
Na
vi M
um
ba
i1
04
10
91
12
11
61
19
12
11
23
12
51
27
12
81
30
13
31
35
13
61
35
13
31
30
Ne
w T
ow
n K
olk
ata
10
01
03
10
51
07
11
01
16
11
81
19
11
91
17
12
01
23
12
71
29
12
91
27
12
4
No
ida
10
21
04
10
51
07
10
91
10
11
01
11
11
11
11
11
21
13
11
41
16
11
61
16
11
5
Pa
nve
l1
03
10
21
02
10
11
00
10
31
03
10
31
06
10
81
14
12
21
24
12
61
24
12
21
21
Pa
tna
10
31
08
11
31
18
11
91
18
11
71
17
11
81
21
12
31
25
12
61
29
12
81
26
12
9P
imp
ri C
hin
chw
ad
10
51
09
11
21
13
11
51
17
11
91
24
12
71
28
12
91
29
13
01
32
13
31
34
13
9
Pu
ne
10
41
07
11
01
13
11
51
18
12
11
24
12
81
29
13
01
32
13
31
35
13
81
41
14
1R
aip
ur
10
21
06
10
71
13
11
01
10
10
91
10
11
21
13
11
31
12
11
41
18
12
11
25
12
5
Ra
jko
t1
12
11
51
18
11
71
18
11
71
15
11
41
15
11
71
21
12
51
28
13
01
31
13
21
32
Ra
nch
i1
06
11
01
14
11
81
20
12
41
25
13
11
34
13
61
39
13
61
35
13
71
32
12
41
27
Su
rat
99
98
10
01
01
10
31
05
10
61
06
10
41
03
10
21
04
10
71
10
11
41
16
11
9
Th
an
e1
07
11
31
17
12
21
24
12
51
26
13
01
33
13
81
40
14
31
45
14
71
47
14
81
44
Th
iru
va
na
nth
ap
ura
m9
89
89
59
91
00
10
31
03
10
21
05
11
01
16
11
91
25
12
91
28
13
01
24
Va
do
da
ra1
05
10
61
07
10
71
08
10
91
10
11
01
10
11
01
10
10
91
09
11
01
11
11
31
12
Va
sai V
ira
r1
05
11
11
12
11
51
15
11
61
18
11
81
20
12
21
23
12
41
25
12
51
25
12
61
27
Vija
ya
wa
da
10
31
05
10
91
11
11
31
18
12
11
26
12
91
28
13
21
38
14
01
44
14
71
47
14
4
Viz
ag
10
31
03
10
41
04
10
41
06
10
81
09
11
21
13
11
51
18
12
11
24
12
81
34
14
0
Tab
le b
elo
w c
om
pri
ses
of
HP
I@M
ark
et
Pri
ces
for
un
de
r co
nst
ruct
ion
pro
pe
rtie
s co
mp
ute
d f
or
47
cit
ies
(Ba
se Y
ea
r FY
20
12
-13
=1
00
)
AP
PE
ND
IX 2
8Qu
art
er
En
din
gJu
n-1
3S
ep
-13
De
c-1
3M
ar-
14
Jun
-14
Se
p-1
4D
ec-1
4M
ar-
15
Jun
-15
Se
p-1
5D
ec-1
5M
ar-
16
Jun
-16
Se
p-1
6D
ec-1
6M
ar-
17
Jun
-17
Ah
me
da
ba
dB
en
ga
luru
Bh
iwa
di
Bh
op
al
Bh
ub
an
esw
ar
Bid
ha
n N
ag
ar
Ch
ak
an
Ch
an
dig
arh
(Tri
city
)
Ch
en
na
i
Co
imb
ato
re
De
hra
du
n
De
lhi
Fa
rid
ab
ad
Ga
nd
hin
ag
ar
Gh
azi
ab
ad
Gre
ate
r N
oid
aG
uru
gra
m
Gu
wa
ha
ti
Ho
wra
hH
yd
era
ba
d
Ind
ore
Jaip
ur
Ka
lya
n D
om
biv
ali
Ka
np
ur
Ko
chi
Ko
lka
ta
Lu
ckn
ow
Lu
dh
ian
a
Me
eru
tM
ira
Bh
aya
nd
er
Mu
mb
ai
Na
gp
ur
Na
shik
Na
vi M
um
ba
i
Ne
w T
ow
n
No
ida
Pa
nve
l
Pa
tna
Pim
pri
Ch
inch
wa
d
Pu
ne
Ra
ipu
r
Su
rat
Th
an
eT
hir
uva
na
nth
ap
ura
m
Va
do
da
ra
Va
sai V
ira
rV
ija
ya
wa
da
10
11
03
10
51
07
10
81
13
11
51
17
10
71
10
11
41
17
10
01
00
99
97
10
01
00
10
09
9
10
31
06
11
41
18
10
41
08
11
21
15
10
51
07
10
81
09
10
51
08
11
01
12
10
01
02
10
51
06
10
31
06
10
81
10
10
01
00
99
98
10
91
15
12
01
21
10
09
99
91
00
10
61
09
11
21
15
10
51
07
10
91
09
10
61
08
10
91
10
10
31
05
10
71
08
10
41
07
12
41
30
10
41
08
11
11
15
97
97
97
98
10
51
08
11
01
11
10
31
06
10
81
09
10
11
05
10
81
09
10
11
02
10
41
15
98
96
94
94
10
31
05
10
71
08
10
81
17
12
21
27
10
11
02
10
31
05
10
41
09
11
11
13
10
21
04
10
61
08
99
10
11
05
11
0
10
21
02
10
31
05
98
97
97
98
10
41
07
11
11
13
10
31
06
10
81
10
10
21
04
10
51
06
10
01
00
10
11
01
10
41
07
10
91
11
10
51
09
11
21
16
10
31
03
10
31
05
10
01
01
10
01
01
10
41
07
11
01
12
10
11
04
10
81
10
10
21
02
10
21
03
10
31
05
10
61
07
10
11
01
10
31
04
10
91
11
11
21
14
11
71
22
12
71
31
13
31
33
11
71
19
11
91
19
11
99
81
00
10
31
06
10
99
91
00
10
31
07
11
01
22
12
51
28
13
11
35
11
81
20
12
11
22
12
41
09
11
01
08
10
71
05
11
41
18
12
21
25
12
71
08
11
11
14
11
51
16
11
31
15
11
91
25
13
19
89
79
69
69
51
21
12
01
20
12
11
24
10
11
02
10
41
07
11
01
16
11
71
17
11
81
19
10
91
10
11
01
10
11
01
11
11
31
15
11
51
14
10
91
11
11
31
15
11
61
36
14
01
42
14
11
39
11
71
22
12
61
29
13
19
91
01
10
21
03
10
41
12
11
31
14
11
81
22
11
11
14
11
71
21
12
31
13
11
51
15
12
21
25
12
41
27
12
81
23
12
39
49
39
39
59
71
09
10
71
05
10
41
03
13
01
35
13
91
42
14
71
07
10
81
10
11
31
16
11
41
14
11
71
19
12
01
10
11
31
15
11
81
20
11
51
19
12
31
27
12
81
07
11
01
14
11
81
21
10
21
07
11
31
18
12
21
14
11
81
21
12
21
22
11
11
12
11
21
11
11
21
06
10
71
08
10
91
11
10
01
00
98
99
96
11
21
14
11
61
19
12
11
18
12
01
23
12
61
31
10
61
08
10
91
10
11
3
10
21
04
10
71
11
11
5
11
21
14
11
51
16
11
7
11
41
16
12
11
23
12
6
10
31
06
10
81
11
11
2
10
71
08
10
91
11
11
2
10
61
11
11
81
25
13
3
12
01
25
12
81
31
13
41
35
13
61
37
13
21
31
13
01
30
13
01
31
13
21
33
11
91
18
11
71
16
11
51
16
11
61
17
11
11
13
11
41
15
11
41
14
11
51
14
11
21
14
11
61
20
12
31
26
12
81
29
13
81
44
14
81
50
15
11
50
15
11
51
12
71
29
13
11
32
13
31
34
13
51
36
10
31
04
10
51
06
10
61
09
11
01
13
13
31
37
14
01
45
14
31
38
13
51
32
11
71
17
12
11
24
12
31
27
12
81
29
13
71
42
14
41
47
14
81
50
15
01
51
95
94
93
93
92
92
91
91
12
51
27
13
01
30
12
91
28
12
71
25
11
31
14
11
61
17
11
71
17
11
61
15
11
91
19
11
91
19
11
91
19
11
91
19
11
21
11
11
11
10
10
81
07
10
71
08
11
21
11
11
01
10
10
91
08
10
71
07
11
81
19
12
01
22
12
41
25
12
81
31
13
41
30
12
41
20
11
91
18
12
01
21
13
21
32
13
41
35
13
71
38
13
91
40
10
51
05
10
61
06
10
71
10
11
21
14
12
71
32
13
61
40
14
21
42
14
41
45
12
41
26
12
81
30
13
01
30
13
01
30
13
31
40
14
11
43
13
81
36
13
41
37
12
51
25
12
61
24
12
31
24
12
61
29
97
98
98
97
96
95
94
93
10
31
03
10
31
02
10
31
02
10
61
10
15
21
58
16
41
68
17
11
72
17
41
75
11
91
21
12
11
21
12
11
22
12
21
23
12
11
22
12
11
22
12
21
21
12
21
22
12
11
22
12
31
26
12
91
30
13
11
32
12
81
28
12
81
29
13
01
29
12
81
27
12
31
25
12
61
27
12
91
29
12
71
26
12
31
21
12
01
20
12
01
21
12
11
21
12
21
24
12
61
25
12
01
18
11
71
19
11
31
12
11
31
12
11
01
10
11
01
09
11
21
17
12
11
25
12
71
28
12
81
30
94
90
88
89
90
90
90
85
12
31
24
12
51
26
12
71
27
12
71
28
13
41
35
13
61
36
13
71
37
13
81
36
11
61
18
12
01
22
12
31
26
12
81
30
11
71
18
11
91
19
12
01
21
12
21
25
11
91
21
12
31
25
12
41
24
12
31
24
12
91
32
13
71
40
14
21
36
13
71
37
11
21
12
11
11
13
11
21
12
11
31
10
11
21
12
11
31
13
11
41
14
11
31
13
13
81
40
14
11
42
14
31
44
14
51
46
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