Post on 16-Apr-2017
MY LIFE WITH DATA
S ANAND, CHIEF DATA SCIENTIST, GRAMENER
By @sanand0
WHAT IS DATA ART?HOW DO I LEARN IT?
IS IT OF ANY USE?
Source: Designing Data Visualizations by Noah Iliinsky and Julie Steele (O’Reilly)
AUDIENCE
DATA AUTHOR
ANAL
YSIS
INFOGRAPHI
C
DATA ART
Exploring datafor its own sake
WHAT IS DATA ART?HOW DO I LEARN IT?
IS IT OF ANY USE?
BUT… I CAN’T DESIGN
THIS IMAGE IS IRRELEVANT
WHAT IS DATA ART?HOW DO I LEARN IT?
IS IT OF ANY USE?
A science or an art may be said to be ‘useful’ if its development increases the well-being and comfort of men, if it promotes happiness, using that word in a crude an commonplace way.
Thus medicine and physiology are useful because they relieve suffering, and engineering is useful because it helps us to build houses and bridges.
Now some mathematics is certainly useful in this way; the engineers could not do their job mathematics, and mathematics is beginning to find applications even in physiology.
The ‘nobler’ uses of mathematics, it shares with all creative art. Mathematics may, like poetry or music, increase the happiness of people.
AlladinA Whole New World
QueenWe Will Rock You
Bobby McFerrinDon’t Worry Be Happy
Bryan AdamsPlease Forgive Me
Eric ClaptonWonderful Tonight
Lion KingHakuna Matata
THE COLOUR OF THE TIMES
UTTERLY, BUTTERLY, COLOURFUL
Profits Made: Over the last 6years, you would have beaten a 10% Inflation about 82% of the time and lost outabout 18% of the time. So, mostly, you would have made money on Cipla with an average return of 14.9%.
Highest Returns: An average return of 14.1% has been observed when held for a period of one year.with a maximum of 79.6% if sold in Dec 2009, after beingheld for a year. And a maximum of 486.9% if sold at the end of Nov 2007 after holding for a month. The highest stock pricewas Rs 414 in Nov/Dec 2012.
-50% +50%returnsThis visual shows the returns from buying Cipla’s stock on any given month, and selling it in another.
The colour of each cell is the return (red is low, green is high) if you had invested in the stock in a given month and sold it on another. For example this mild red is the slightly negative return if you had bought Cipla stock in Mar 2011 (the row) and sold it in Jun 2011 (the column).
WHEN TO INVEST
MLA attendance in the assemblyBased on assembly session attendanceKarnataka, 2008-2012 <
50< 75
< 95< 100= 100
100.0% ರೇ�ವು ನಾಯಕ ಬಳಮಗ100.0% ವಶವ��ಶ�ರ ಹಗಡ ಕಾಗೇ�ರ100.0% ಬ.ಎನ .ಬಚಚ��ಗಡ100.0% ಗೇ �ವಂದ ಕಾರಜೋ �ಳ100.0% ಮುರುಗೇ�ಶ ನರಾಣ100.0% ಸ.ಎಂ.ಉದಾಸ100.0% ಆರ .ಅಶವ �ಕ
100.0% ಎಸ . ಸುರೇ�ಶ ಕುಮಾರ
100.0%
ಬಸವರಾಜಬ ಮಾ4ಯ
100.0% ಎಸ .ಎ.ರವ�ಂದರನಾಥ
99.3% ಎಂ.ವ.ನಾಗರಾಜ
98.5%
ಸಾವರಭ;ಮಬಗಲ
98.5% ವೈ>.ಸಂಪಂಗ
98.1% ಜ.ಶವಣಣ
98.1%
ಶರ�ಕಾಂತ ಕು
ಲಕಣ
97.4%
ಬಸವರಾಜ
ನಾಯಕ
96.8% ಸ.ಸ. ಪಾಟೀ�ಲ
96.8%
ಜಗದೀ�ಶ ಶವ
ಟಟರ
96.1%
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ರಕಾಂತಬಲಲದ
95.5%
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ಸನ Q�ಟೀಕರ
95.5%
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ವದೀ
95.5% ಕೃಷಣಪಾಲ
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95.5% ಕ.ಜ.ಬ
�ಪಯಯ
95.5%
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�ರಧ;ನ
94.8% ಬ.ಎನ.
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ಾರ
94.8%
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94.2%
ಕ.
ಮಾಡಾಳ
ವರ ಪಾಕಷ
94.2%
ಕ.ಜ.ಕುಮಾರಸಾ�ಮ
93.5%
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93.5%
ಬ.ಸ.ನಾಗೇ�ಶ
92.9%
ವ�ರಭದರಪಪ ಹಾಲಹರವ
92.2%
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ಪ ವಜಜಲ
92.0%
ಜ.ಎನ.
ನಂಜುಂಡಸಾ�ಮ
91.7%
ಎನ .
ಯೋ�ಗ�ಶಭಟ
91.6%
ಅಪಪಚು� ರಂಜನ
91.6%
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.ಮಂಡನ
90.9%
ಬ. ಸುರೇ�ಶಗಡ
90.9%
ಕ.
ನೇ�ಮರಾಜನಾಯ
ಕ
90.9%
ಎಸ
.ಎ.ರಾಮದಾಸ
90.9%
ಪರಣಣಮುನವಳj
90.3
%
ಸ�ಮಾ ಮ
ಸ ತ
90.3
% ಡಾ.
ಹ�ಮಚಂದರಸಾಗರ
90.3
% ಎಂ.ಪ.ಕುಮ
ಾರಸಾ�ಮ
89.6
%
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ಾಣ
89.6
% ಎಚ.ಎಸ.ಶಂಕರಲಂಗೇ�ಗಡ
89.0
%
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89.0
% ವ
.ಎಸ.ಪಾಟೀ�ಲ
88.9
%
ವಾಲ4�ಕ ನ
ಾಯಕ
88.3
% ಎಸ.ಆರ. ವ
ಶ�ನಾಥ
87.0
%
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ರ ಓಲ
ಕಾರ
87.0
% ಎಂ .ಪ.ರೇ�ಣುಕಾಚಾ
ರ
87.0
% ಬ
.ಪ.ಹರ�ಶ
87.0
% ಎಸ.ಮ
ುನರಾಜು
87.0
%
ರಮ
�ಶಭ ಸ
ನ ರು
87.0
% ಎಂ.ಚಂ
ದ ರಪಪ
86.4
% ಡಾ .
ಅಶ
�ಥನಾರಾಯ
ಣ86
.4%
ಕ.ಎಸ.ಈಶ�ರಪಪ
86.4
% ಕ
.ಲಕs4�ನಾರಾಯ
ಣ85
.7%
ಬದರ ರುಶರ�ಶವ>ಲ
ಪಪ85
.7%
ಡ.ಎನ.ಜ�ವರಾಜ
85.1
%
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ನವಶ
�ನಾಥ
85.1
% ಎಚ.ಹಾಲಪಪ
84.4
%
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84.4
%
ಸುರೇ�ಶಮಾರಹಾಳ
83.8
%
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83.8
% ಚಕQನಗಡರ
83.6
%
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82.5
% ಜ
.
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82.5
% ಎಂ.ಎಸ
.ಸನ �ಮಲಂಗಪಪ
81.8
% ವೈ>.ಸ
.ವಶ�ನಾಥ
81.8
%
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81.8
% ಎಂ.ಕೃಷಣಪಪ
81.2
%
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ಣ
81.2%
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ಠ
81.2%
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4ಣಯನಾಯುಡ
80.5%
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79.9%
ಎಸ.ಎನ
.
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79.9%
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79.9%
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79.2%
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ಹಾಣ
78.6%
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ಜಗದೀ�ಶ
78.6%
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78.6%
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ಚಂದರ
77.9%
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77.9%
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77.3%
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ಅಟ ಟರ
76.6%
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ಪಾಟೀ�ಲ
76.6% ಎಸ.ಅಂ
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76.0%
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74.8%
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74.6%
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74.0%
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�ಲ
71.4%
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ಲಾಯಪುರೇ
70.8% ಎಂ.ಕ. ಪ
ಟಟಣಶವಟೀಟ
70.8%
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ಶಗಡರಪಾ
ಟೀ�ಲ
70.8%
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ಮನ
70.5% ಬ.ಎಸ. ಯಡಯ ರಪ
ಪ
69.5%
ಕಳಕಪಪಬಂಡ
69.5% ಬ.
ಚಂದಾರನಾಯ
ಕ
68.7% ಎಸ.ಕ. ಬಳಳುjಬ
�
68.2%
ಗಾಲಸನ �ಮಶವ�ಖ
ರರೇಡಡ
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67.5% ಬ.ನಾಗೇ�ಂದರ
67.5% ಆನಂದಸಂಗ
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64.3% ಅಭಯಪಾಟೀ�ಲ
59.1% ನರಸಂಹನಾಯಕ55.2% ಈಶಣಣಗುಳಗಣಣವರ54.5% ಟೀ.ಎಚ.ಸುರೇ�ಶಬಾಬು53.9% ಹಾಲಾಡಶರ�ನವಾಸಶವಟೀಟ51.9% ಎಸ.ರಘು 42.2% ಎ. ನಾರಾಯಣಸಾ�ಮ 31.1% ಸ.ಪ.ಯೋ�ಗೇ�ಶ�ರ 97.4% ಬ.ಬ. ರಾಮಸಾ�ಮಗಡ 97.4% ಕಮ4ನೇರತಾQಕರ 97.4% ಎನ.ಎ.ಹಾಯರಸ 96.8% ಅಶವ �ಕಪಟಟಣ 96.1% ಟೀ.ಬ.ಜಯಚಂದರ
96.1% ಸುರೇ�ಶಗಡ94.8% ಅಮರೇ�ಶ94.2% ನೇ.ಲ.
ನರೇ�ಂದರಬಾಬು
93.5% ತನ��ರಸನ�ಠ92.9% ಸ,ಪುಟಟರಂಗಶವಟೀಟ
92.2% ಎನ. ಸಂಪಂಗ
90.9% ಆರ. ನಾಗೇ�ಂದರ
90.3% ಎಂ.ಸತಯನಾರಾಯಣ
90.3% ಡಾ. ಎಚ.ಸ.ಮಹದೊ�ವಪಪ
90.3% ಕ.
ವಸಂತಬಂಗೇ�ರಾ
90.3% ಕ.ಜೋ.ಜಾಜ;
89.6% ಎ.ಮಂಜು
89.6% ಎಚ.ಪ.ಮಂಜುನಾಥ
89.0%
ಅಪಾಪಜನಾಡಗಡ
89.0% ಎಂ.ಕೃಷಣಪಪ
88.3% ಡಾಮಲಕರೇಡಡ
88.3% ಬ.ಸ. ಪಾಟೀ�ಲ
87.7% ಎಚ.
ಗೇ �ಪಾಲಭಂಡಾರ
87.0% ಕ.ಅಭಯಚಂದರ
86.4%
ರಮ�ಶಜಾರಕಹ ಳ
86.4% ಎಂ.ಸ.ಸುಧಾಕರ
86.4% ಜೋ.ಡ.ನಾಯಕ
86.4% ವೈಂಕಟಸಾ�ಮ
85.7%
ಮಾಲ�ಕಯಯಗುತತ��ದಾರ
84.4% ಯು.ಟೀ.ಖಾದರ
84.4% ಆರ.
ರೇ �ಷನಬ�ಗ
84.3%
ಪರಯಾಕೃಷಣ
83.8% ವ. ಮುನಯ
ಪಪ
83.8%
ರುದೊರ�ಶಗಡ
83.1% ಎಚ.ಎಸ.ಮ
ಹದೊ�ವಪರಸಾದ
83.1% ಎ.ಎಸ.ಪಾಟೀ�ಲ
81.8% ಡಾ.
ಶರಣಪರಕಾಶಪಾಟೀ�ಲ
81.2%
ಘಾಟಗೇಶಾಮ
ಭೀ�ಮ
81.2%
ಖಮ
ರುಲಇಸಾಲಂ
80.5% ಇ. ತುಕಾರಾಂ
79.2% ಕ.ಬ.ಚಂದರಶವ�ಖರ
79.2%
ದೀನೇ�ಶ
ಗುಂಡ ರಾವ
78.6% ಎಂ.
ನಾರಾಯ
ಣಸಾ�ಮ
78.6%
ಪರಕಾಶ
ಹುಕ� �ರ
77.3%
ರಾಜಶವ�ಖರ
ಪಾಟೀ�ಲ
75.8% ಸದ�ರಾಮ
ಯಯ
75.3% ಜ.
ಹಂಪಣ
ಣನಾಯಕ
75.3% ಎನ
.ಎಚ.
ಶವಶಂಕರ
ರೇಡಡ
74.7% ಬ. ಪರಸನQಕುಮ
ಾರ
74.0% ಎನ
.ವೈ>.ಗೇ �ಪಾಲಕೃಷಣ
74.0%
ರಾಜಾರಾಯ
ಪಪನಾಯಕ
74.0%
ಸಯ
ಯದಯ
ಾಸನ
74.0% ಚಕ�ಣ
ಣ73.4%
ಅಮರೇ�ಗಡ
ಬಯಾಯಪು
ರ73 .4%
ಈಶ �ರ
ಖಂಡ ರ
73.4%
ಶಾಮ
ನ ರು ಶವಶಂಕರಪಪ72.1%
ಕ.ವೈಂಕಟೇ�ಶ
70.8% ವ.
ಶರ�ನವಾಸ
ಪರ ಸಾದ
70.1%
ಕಾಕಾ ಸಾಹ�ಬ ಪಾಟೀ�ಲ
68.3%
ರಹೀ�ಮಖಾನ
68.2%
ಬ.ಕ.ಸಂಗಮ�ಶ�ರ
68.2% ಜೋ.
ನರಸಂಹ
ಸಾ�ಮ66.9%
ಕೃಷಣ ಬ>ರೇ�ಗಡ66.9%
ಫರೇ �ಜಸನ�ಠ
66.2%
ಡಾ. ಜ. ಪರಮ�ಶ�ರ
65.6% ರಾಮ
ಲಂಗಾರೇಡಡ
64.9%
ಬಾಬುರಾವ
ಚಂಚನಸ ರ
63.6% ಡ.ಕ.ಶವಕುಮ
ಾರ
63.0% ಬ.
ರಮ
ಾನಾಥರೇ>
57.8% ಎಂ.ಬ.ಪಾಟೀ�ಲ
51.9%
ಶರಣಬಸಪಪ ದಶನಾ;ಪು
ರ
39.6%
ಸತ�ಶ ಜಾರಕಹ ಳ
34.4%
ಸಂತತ �ಷ
ಲಾಡ
99.3% ಪ.ಎಂ.ನರೇ�ಂದರಸಾ�ಮ
98.5% ವೈಂಕಟರಮಣಪಪ
97.8%
ಗ ಳಹಟೀಟ ಶವ�ಖರ
94.0%
ಶವರಾಜ ತಂಗಡಗ
91.8% ಡ.ಸುಧಾಕರ
85.7% ಬ.ಶರ�ರಾಮುಲು
64.3% ಆರ.
ವತ ;ರ ಪರಕಾಶ
97.8%
ಬಾಲಚಂದರ ಜಾರಕಹ ಳ
96.1%
ಉಮ�ಶ ಕತ�
94.2% ಎಚ .ಕ.ಕುಮಾರಸಾ�ಮ
93.3% ಕ.
ಶವನಗಡ ನಾಯಕ
92.2%
ನಾಡಗಡ ವೈಂಕಟರಾವ
92.2% ಎಂ.ಶರ�ನವಾಸ
91.6% ಕ.ಬ.ಬಚಚ��ಗಡ
90.3% ಕ.ಎಂ.ಶವಲಂಗೇ�ಗಡ
87.0% ಜ.ಕ.ವೈಂಕಟರೇಡಡ
86.4%
ಸುರಭಾಷ ಗುತತ��ದಾರ
85.7% ಎಚ .ಡ.ರೇ�ವಣಣ
82.5%
ಕಲಪನಾ ಸದ�ರಾಜು
81.8%
ಬಂಡಪಪ ಕಾಶವಂಪೂರ
81.8%
ಸುನಲ ವ.ಹಗಡ
81.5% ಕ.ರಾಜು
80.5% ಕರಡ ಸಂಗಣಣ
78.6% ಸ.ಎಸ .ಪುಟಟರಾಜು
78.1% ಎಂ.ಟೀ.ಕೃಷಣಪಪ
77.9% ಸ.ಬ. ಸುರೇ�ಶ ಬಾಬು
75.3% ಸ.ಎಸ .ಪುಟೇಟ�ಗಡ
74.7% ಎ.ಬ. ರಮ�ಶ ಬಂಡಸದೊ��ಗಡ
73.4% ದೀನಕರ ಶವಟೀಟ
73.4% ಎಚ .ಎಸ .ಪರಕಾಶ
70.8% ಎಚ .ಸ.ಬಾಲಕೃಷಣ
66.9% ಸಾ.ರಾ.ಮಹ�ಶ
65.6% ಬಸವರಾಜ 62.3% ಎಸ .ಆರ .ಶರ�ನವಾಸ 59.1% ಅರುಣಾ ರೇ�ವೂರು58.4% ಅನತಾ ಕುಮಾರಸಾ�ಮ39.0% ಜಮ�ರ ಅಹಮ4ದ ಖಾನ
Portfolio Performance Visual
Worldwide$288.0mn
A: Accelerate$68.9mn
B: Build$77.2mn
C: Cut down$141.9mn
Worldwide:$288 mn UK: 87.0
Stores: 34.4
Product 9: 6.2Product 10: 5.4Product 7: 5.1Product 15: 4.8Product 8: 3.1Product 14: 2.1
Partners: 29.2Product 15: 6.7Product 17: 4.1Product 6: 3.4Product 1: 3.2Product 7: 2.9Product 11: 2.4
Direct: 23.5 Product 17: 5.2Product 8: 4.4
Product 16: 4.0Product 14: 2.5Product 1: 2.5
Japan: 71.9 Stores: 25.9 Product 14: 6.0
Product 7: 5.4Product 11: 4.0Product 17: 2.8
Partners:
25.5Pro
duct 8: 8.2
Product 1
1: 3.6
Product 1
6: 3.3
Product 1
: 3.1
Product
9: 2.0
Direct:
20.5
Produ
ct 11
: 5.2
Produ
ct 15
: 4.5
Produ
ct 14
: 2.8
Produ
ct 9:
2.3
China
: 65.6
Partn
ers: 2
7.3
Produ
ct 10
: 8.0
Produ
ct 3:
7.1
Produ
ct 15
: 3.0
Produ
ct 2:
2.1
Produ
ct 8:
2.0
Dire
ct: 19
.6
Produ
ct 3:
5.5
Produ
ct 2:
4.7
Produ
ct 8:
2.6
Produ
ct 17
: 2.1
Stor
es: 1
8.7
Prod
uct 1
0: 5
.4
Prod
uct 1
4: 2
.2
Prod
uct 7
: 2.1
Prod
uct 1
5: 2
.0
Indi
a: 4
6.6
Stor
es: 1
7.5
Prod
uct 1
6: 6
.8
Dire
ct: 1
5.6
Prod
uct 1
0: 3
.4
Prod
uct 1
6: 2
.9
Prod
uct 1
7: 2
.5
Prod
uct 7
: 2.4
Partn
ers:
13.
4Pr
oduc
t 8: 2
.5
Prod
u ct 7
: 2.3
US: 1
7.0
Partn
ers:
6.0
Prod
uct 1
0: 4
.4
Dire
ct: 5
.8Pr
oduc
t 11:
3.9
Sto r
es: 5
. 3Pr
oduc
t 11 :
3.8
The visualization shows the market opportunities across various countries to identify areas of focus. This chart has been built as an interactive-app to present the key findings, while letting user click-through and drill-down to a custom view across 4 different levels.
We’ve used network diagrams to detect terrorism, corporate fraud, product affinities and behavioural customer segmentation
TRANSPORT ROUTE OPTIMISATION
https://gramener.com/routemap/
The Network Layout of each sonnet shows how Shakespeare wove together words to build a sonnet. Each circle is a word and the lines show the direction (or link) to the next word.
SHAKESPEARE’S SONNETSThe colour of the circle is an approximate indication of the Part of Speech!). The sonnet currently selected - Sonnet 7 is most textually similar to Sonnet 67 (25.40 %).
SHAKESPEARE’S SONNETS
PARLIAMENT DECISIONS
promotion scheme
project
approved
development
agreement amendment
central
act
section
limited
billlaning
plan
government
new
ltd
phaseapproval
sector
state
settinginvestment
pradesh
policy
four
programme
amendments
indianextensioninstitute
commission
nhdp
technology
proposal
iii
implementation
fund
establishment
equity
assistancecooperation
transfer
infrastructure
corporation
international
mou cabinet
company
public
year
revised
construction
services
continuation
approves
stateseducationadditional
financial
revision
sponsored
port
mission
centrally
basis
signing
protection
management
capital
bank
two
projects
research
upgradation
rural
special
land
delhi
employees
existing
committee
relief
convention six
crore
payment
power
health
cost
package
institutionsacquisition
control
restructuring
air
grant
field
university
scheduled
PRE-2009 2009 AND AFTERDecisions related to intervention, assistance and relief were almost entirely concentrated in pre-2009
The number of international agreements has declined dramatically between pre-2009 and post-2009
A significant rise in the number of decisions related to the States is
seen post 2009 – in contrast with the focus on “Central” pre-2009
Decisions to increase the number of lanes on highways grew significantly
post-2009, especially as part of the CCI (Cabinet Committee on Infrastructure)
decisions
WHAT TOPICS DID PARTIES FOCUS ON?
Adult Educat
ion
Adminisrative
Reforms
Agricultural
Marketing
AgricultureAnimal
Husbandry
Cooperative
Excise
Finance
Fisheries
Fisheries & Inland
water transport
Food & Civil
Supplies
Forest
Fuel
Haz & Wakf
Health and
family welfare
Higher Educat
ion
Home Hortic
ulture
Housing
Information &
Technology
Kannada &
Culture
Labour
Law & Human Rights
Major & Medium
Industries
Medical Educati
on
Medium and Large Industries
Mines & Geology
Minor Irrigati
on
Muzrai
P.W.D.
Parliamentary Affairs and Human
Rights
Planning
Planning and
Statistics
Primary and
Secondary Education
Primary Educati
on
Prison
Public Library
Revenue
Rural Developme
nt and Panchayat
Raj
Rural Water Supply
Rural Water
Supply and Sanitation
Sericulture
Small Scale
Industries
Small Industr
iesSocial Welfar
e
Sugar
Textile
Tourism
Transport
Transportatio
n
Urban Development
Water Resour
ces
Woman & Child
Development
Youth and
Sports
Youth Service & Sports
BJP focus
JD(S)focus
INC focus
Assembly session questionsKarnataka, 2008-2012
WHAT DID THE YOUNG & OLD FOCUS ON?
P.W.D.
Health and
family welfare
Revenue
Rural Developme
nt and Panchayat
Raj
Social Welfar
e
Urban Development
Water Resour
ces
Minor Irrigati
on
Fuel
Housing
Agriculture
Primary Educati
on
Primary and
Secondary Education
Woman & Child
Development
Higher Educat
ion
HomeCoope
rative
Forest
Adminisrative
Reforms
Labour
Food & Civil
Supplies
Tourism
Finance
Animal Husbandry
Transportatio
n
Horticulture
Muzrai
Haz & Wakf
TransportMedical
Education
Medium and Large Industries
Excise
Major & Medium Industrie
s
Kannada &
Culture
Textile
Fisheries
Parliamentary Affairs and Human
Rights
Adult Educat
ion
Rural Water
Supply and Sanitation
Mines & Geolog
y
Small Industri
es
Youth and
Sports
Sugar
Planning and
Statistics
Agricultural
Marketing
Rural Water Supply
Fisheries & Inland
water transport
Small Scale
Industries
Youth Service & Sports
Sericulture
Law & Human Rights
Prison
Planning
Information &
Technology
Public Library
Young Old
Assembly session questionsKarnataka, 2008-2012
CARTOONOGRAM
CARTOONOGRAM
CARTOONOGRAM
WHAT IS DATA ART?HOW DO I LEARN IT?
IS IT OF ANY USE?
ART FOR ITS OWN SAKEQUANTITY BEATS
QUALITYSOMEONE, SOME DAY, WILL USE IT
MY LIFE WITH DATA
S ANAND, CHIEF DATA SCIENTIST, GRAMENER
By @sanand0