# Overview

Brought to you by YData

Dataset statistics

Number of variables | 36
Number of observations | 4,063
Missing cells | 52,098
Missing cells (%) | 35.6%
Duplicate rows | 0
Duplicate rows (%) | 0.0%
Total size in memory | 1.1 MiB
Average record size in memory | 288.0 B

Variable types

Text | 1
Boolean | 29
Numeric | 1
Categorical | 5

Alerts

`biogas_used_for_cooking` has constant value "False" | Constant
`aware_of_no_of_units_generated_by_solar_system` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 3 other fields | High correlation
`boil_water_before_drinking` is highly overall correlated with `source_of_energy_for_boiling_drinking_water` | High correlation
`coconut_shells_or_charcoal_used_for_cooking` is highly overall correlated with `aware_of_no_of_units_generated_by_solar_system` and 14 other fields | High correlation
`does_water_heating_equipment_serve_other_housing_units` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 1 other fields | High correlation
`firewood_used_for_cooking` is highly overall correlated with `source_of_energy_for_boiling_drinking_water` | High correlation
`gas_used_for_cooking` is highly overall correlated with `source_of_energy_for_boiling_drinking_water` | High correlation
`generate_electicity_using_mini_hydropower` is highly overall correlated with `no_of_units_generated_by_solar_system` | High correlation
`generate_electicity_using_solar_energy` is highly overall correlated with `aware_of_no_of_units_generated_by_solar_system` and 12 other fields | High correlation
`generate_electicity_using_wind_power` is highly overall correlated with `no_of_units_generated_by_solar_system` | High correlation
`household_members_used_hot_water_last_week` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` | High correlation
`no_of_units_generated_by_solar_system` is highly overall correlated with `aware_of_no_of_units_generated_by_solar_system` and 6 other fields | High correlation
`sawdust_or_paddy_husk_used_for_cooking` is highly overall correlated with `aware_of_no_of_units_generated_by_solar_system` and 13 other fields | High correlation
`solar_energy_used_for_agricultural_systems` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 4 other fields | High correlation
`solar_energy_used_for_all_above` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 2 other fields | High correlation
`solar_energy_used_for_car_charging` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 2 other fields | High correlation
`solar_energy_used_for_cooking` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 2 other fields | High correlation
`solar_energy_used_for_other_purposes` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 2 other fields | High correlation
`solar_energy_used_for_outdoor_lighting` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 3 other fields | High correlation
`solar_energy_used_for_water_heating` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 3 other fields | High correlation
`solar_system_invertor_or_noninvertor` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 2 other fields | High correlation
`solar_system_ongrid_or_offgird` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 4 other fields | High correlation
`source_of_energy_for_boiling_drinking_water` is highly overall correlated with `boil_water_before_drinking` and 5 other fields | High correlation
`water_heating_method_for_bathing` is highly overall correlated with `generate_electicity_using_solar_energy` | High correlation
`when_was_solar_system_installed` is highly overall correlated with `coconut_shells_or_charcoal_used_for_cooking` and 2 other fields | High correlation
`have_backup_generator` is highly imbalanced (81.7%) | Imbalance
`generate_electicity_using_solar_energy` is highly imbalanced (53.2%) | Imbalance
`generate_electicity_using_bio_energy` is highly imbalanced (95.1%) | Imbalance
`generate_electicity_using_mini_hydropower` is highly imbalanced (97.9%) | Imbalance
`generate_electicity_using_wind_power` is highly imbalanced (97.5%) | Imbalance
`generate_electicity_using_other_methods` is highly imbalanced (96.5%) | Imbalance
`solar_energy_used_for_water_heating` is highly imbalanced (60.1%) | Imbalance
`solar_energy_used_for_cooking` is highly imbalanced (82.0%) | Imbalance
`solar_energy_used_for_outdoor_lighting` is highly imbalanced (59.3%) | Imbalance
`solar_energy_used_for_car_charging` is highly imbalanced (93.7%) | Imbalance
`solar_energy_used_for_agricultural_systems` is highly imbalanced (97.5%) | Imbalance
`solar_energy_used_for_all_above` is highly imbalanced (86.0%) | Imbalance
`solar_energy_used_for_other_purposes` is highly imbalanced (78.3%) | Imbalance
`have_system_to_store_backup_energy` is highly imbalanced (61.6%) | Imbalance
`method_of_receiving_water` is highly imbalanced (72.2%) | Imbalance
`does_water_heating_equipment_serve_other_housing_units` is highly imbalanced (57.0%) | Imbalance
`electricity_generated_using_solar_energy_used_for_cooking` is highly imbalanced (90.9%) | Imbalance
`kerosene_used_for_cooking` is highly imbalanced (89.1%) | Imbalance
`sawdust_or_paddy_husk_used_for_cooking` is highly imbalanced (97.9%) | Imbalance
`coconut_shells_or_charcoal_used_for_cooking` is highly imbalanced (99.7%) | Imbalance
`other_methods_used_for_cooking` is highly imbalanced (90.0%) | Imbalance
`solar_system_ongrid_or_offgird` has 3658 (90.0%) missing values | Missing
`solar_system_invertor_or_noninvertor` has 3658 (90.0%) missing values | Missing
`solar_energy_used_for_water_heating` has 3658 (90.0%) missing values | Missing
`solar_energy_used_for_cooking` has 3658 (90.0%) missing values | Missing
`solar_energy_used_for_outdoor_lighting` has 3658 (90.0%) missing values | Missing
`solar_energy_used_for_car_charging` has 3658 (90.0%) missing values | Missing
`solar_energy_used_for_agricultural_systems` has 3658 (90.0%) missing values | Missing
`solar_energy_used_for_all_above` has 3658 (90.0%) missing values | Missing
`solar_energy_used_for_other_purposes` has 3658 (90.0%) missing values | Missing
`aware_of_no_of_units_generated_by_solar_system` has 3658 (90.0%) missing values | Missing
`no_of_units_generated_by_solar_system` has 3868 (95.2%) missing values | Missing
`when_was_solar_system_installed` has 3658 (90.0%) missing values | Missing
`does_water_heating_equipment_serve_other_housing_units` has 3302 (81.3%) missing values | Missing
`household_members_used_hot_water_last_week` has 2457 (60.5%) missing values | Missing
`source_of_energy_for_boiling_drinking_water` has 2233 (55.0%) missing values | Missing
`household_ID` has unique values | Unique

Reproduction

Analysis started | 2024-12-06 05:55:00.385407
Analysis finished | 2024-12-06 05:55:04.072929
Duration | 3.69 seconds
Software version | ydata-profiling vv4.11.0
Download configuration | config.json

# Variables

household_ID
Text

Unique

Distinct | 4063
Distinct (%) | 100.0%
Missing | 0
Missing (%) | 0.0%
Memory size | 31.9 KiB

Length

Max length | 6
Median length | 6
Mean length | 6
Min length | 6

Characters and Unicode

Total characters | 24,378
Distinct characters | 12
Distinct categories | 2 ?
Distinct scripts | 2 ?
Distinct blocks | 1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique | 4,063 ?
Unique (%) | 100.0%

Sample

1st row | ID0001
2nd row | ID0002
3rd row | ID0003
4th row | ID0004
5th row | ID0005

Value | Count | Frequency (%)
id0039 | 1 | < 0.1%
id4063 | 1 | < 0.1%
id0001 | 1 | < 0.1%
id0002 | 1 | < 0.1%
id0003 | 1 | < 0.1%
id0004 | 1 | < 0.1%
id0005 | 1 | < 0.1%
id0006 | 1 | < 0.1%
id0007 | 1 | < 0.1%
id0008 | 1 | < 0.1%
Other values (4053) | 4053 | 99.8%

#### Most occurring characters

Value | Count | Frequency (%)
I | 4063 | 16.7%
D | 4063 | 16.7%
0 | 2277 | 9.3%
3 | 2217 | 9.1%
2 | 2217 | 9.1%
1 | 2217 | 9.1%
4 | 1280 | 5.3%
5 | 1216 | 5.0%
6 | 1210 | 5.0%
7 | 1206 | 4.9%
Other values (2) | 2412 | 9.9%

#### Most occurring categories

Value | Count | Frequency (%)
Decimal Number | 16252 | 66.7%
Uppercase Letter | 8126 | 33.3%

#### Most frequent character per category

##### Decimal Number

Value | Count | Frequency (%)
0 | 2277 | 14.0%
3 | 2217 | 13.6%
2 | 2217 | 13.6%
1 | 2217 | 13.6%
4 | 1280 | 7.9%
5 | 1216 | 7.5%
6 | 1210 | 7.4%
7 | 1206 | 7.4%
8 | 1206 | 7.4%
9 | 1206 | 7.4%

##### Uppercase Letter

Value | Count | Frequency (%)
I | 4063 | 50.0%
D | 4063 | 50.0%

#### Most occurring scripts

Value | Count | Frequency (%)
Common | 16252 | 66.7%
Latin | 8126 | 33.3%

#### Most frequent character per script

##### Common

Value | Count | Frequency (%)
0 | 2277 | 14.0%
3 | 2217 | 13.6%
2 | 2217 | 13.6%
1 | 2217 | 13.6%
4 | 1280 | 7.9%
5 | 1216 | 7.5%
6 | 1210 | 7.4%
7 | 1206 | 7.4%
8 | 1206 | 7.4%
9 | 1206 | 7.4%

##### Latin

Value | Count | Frequency (%)
I | 4063 | 50.0%
D | 4063 | 50.0%

#### Most occurring blocks

Value | Count | Frequency (%)
ASCII | 24378 | 100.0%

#### Most frequent character per block

##### ASCII

Value | Count | Frequency (%)
I | 4063 | 16.7%
D | 4063 | 16.7%
0 | 2277 | 9.3%
3 | 2217 | 9.1%
2 | 2217 | 9.1%
1 | 2217 | 9.1%
4 | 1280 | 5.3%
5 | 1216 | 5.0%
6 | 1210 | 5.0%
7 | 1206 | 4.9%
Other values (2) | 2412 | 9.9%

have_backup_generator
Boolean

Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 3950
True | 113

Value | Count | Frequency (%)
False | 3950 | 97.2%
True | 113 | 2.8%

generate_electicity_using_solar_energy
Boolean

High correlation Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 3658
True | 405

Value | Count | Frequency (%)
False | 3658 | 90.0%
True | 405 | 10.0%

generate_electicity_using_bio_energy
Boolean

Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4041
True | 22

Value | Count | Frequency (%)
False | 4041 | 99.5%
True | 22 | 0.5%

generate_electicity_using_mini_hydropower
Boolean

High correlation Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4055
True | 8

Value | Count | Frequency (%)
False | 4055 | 99.8%
True | 8 | 0.2%

generate_electicity_using_wind_power
Boolean

High correlation Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4053
True | 10

Value | Count | Frequency (%)
False | 4053 | 99.8%
True | 10 | 0.2%

generate_electicity_using_other_methods
Boolean

Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4048
True | 15

Value | Count | Frequency (%)
False | 4048 | 99.6%
True | 15 | 0.4%

solar_system_ongrid_or_offgird
Boolean

High correlation Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

True | 330
False | 75
(Missing) | 3658

Value | Count | Frequency (%)
True | 330 | 8.1%
False | 75 | 1.8%
(Missing) | 3658 | 90.0%

solar_system_invertor_or_noninvertor
Boolean

High correlation Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

True | 308
False | 97
(Missing) | 3658

Value | Count | Frequency (%)
True | 308 | 7.6%
False | 97 | 2.4%
(Missing) | 3658 | 90.0%

solar_energy_used_for_water_heating
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 373
True | 32
(Missing) | 3658

Value | Count | Frequency (%)
False | 373 | 9.2%
True | 32 | 0.8%
(Missing) | 3658 | 90.0%

solar_energy_used_for_cooking
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 394
True | 11
(Missing) | 3658

Value | Count | Frequency (%)
False | 394 | 9.7%
True | 11 | 0.3%
(Missing) | 3658 | 90.0%

solar_energy_used_for_outdoor_lighting
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 372
True | 33
(Missing) | 3658

Value | Count | Frequency (%)
False | 372 | 9.2%
True | 33 | 0.8%
(Missing) | 3658 | 90.0%

solar_energy_used_for_car_charging
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 402
True | 3
(Missing) | 3658

Value | Count | Frequency (%)
False | 402 | 9.9%
True | 3 | 0.1%
(Missing) | 3658 | 90.0%

solar_energy_used_for_agricultural_systems
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 404
True | 1
(Missing) | 3658

Value | Count | Frequency (%)
False | 404 | 9.9%
True | 1 | < 0.1%
(Missing) | 3658 | 90.0%

solar_energy_used_for_all_above
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 397
True | 8
(Missing) | 3658

Value | Count | Frequency (%)
False | 397 | 9.8%
True | 8 | 0.2%
(Missing) | 3658 | 90.0%

solar_energy_used_for_other_purposes
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 391
True | 14
(Missing) | 3658

Value | Count | Frequency (%)
False | 391 | 9.6%
True | 14 | 0.3%
(Missing) | 3658 | 90.0%

aware_of_no_of_units_generated_by_solar_system
Boolean

High correlation Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 8.1 KiB

False | 210
True | 195
(Missing) | 3658

Value | Count | Frequency (%)
False | 210 | 5.2%
True | 195 | 4.8%
(Missing) | 3658 | 90.0%

no_of_units_generated_by_solar_system
Real number (ℝ)

High correlation Missing

Distinct | 102
Distinct (%) | 52.3%
Missing | 3868
Missing (%) | 95.2%
Infinite | 0
Infinite (%) | 0.0%
Mean | 445.34718

Minimum | 0
Maximum | 2500
Zeros | 22
Zeros (%) | 0.5%
Negative | 0
Negative (%) | 0.0%
Memory size | 31.9 KiB

Quantile statistics

Minimum | 0
5-th percentile | 0
Q1 | 240
median | 400
Q3 | 600
95-th percentile | 1045
Maximum | 2500
Range | 2500
Interquartile range (IQR) | 360

Descriptive statistics

Standard deviation | 381.12807
Coefficient of variation (CV) | 0.8557999
Kurtosis | 8.4346225
Mean | 445.34718
Median Absolute Deviation (MAD) | 180
Skewness | 2.3187772
Sum | 86842.7
Variance | 145258.61
Monotonicity | Not monotonic

Histogram with fixed size bins (bins=50)

Value | Count | Frequency (%)
0 | 22 | 0.5%
600 | 14 | 0.3%
500 | 9 | 0.2%
450 | 8 | 0.2%
400 | 8 | 0.2%
300 | 8 | 0.2%
550 | 6 | 0.1%
350 | 4 | 0.1%
650 | 3 | 0.1%
275 | 3 | 0.1%
Other values (92) | 110 | 2.7%
(Missing) | 3868 | 95.2%

Value | Count | Frequency (%)
0 | 22 | 0.5%
42 | 1 | < 0.1%
43 | 1 | < 0.1%
60 | 2 | < 0.1%
75 | 2 | < 0.1%
85 | 1 | < 0.1%
90 | 1 | < 0.1%
100 | 1 | < 0.1%
102 | 1 | < 0.1%
105 | 1 | < 0.1%

Value | Count | Frequency (%)
2500 | 1 | < 0.1%
2200 | 1 | < 0.1%
2000 | 1 | < 0.1%
1830 | 1 | < 0.1%
1813 | 1 | < 0.1%
1700 | 1 | < 0.1%
1200 | 3 | 0.1%
1150 | 1 | < 0.1%
1000 | 1 | < 0.1%
900 | 3 | 0.1%

when_was_solar_system_installed
Categorical

High correlation Missing

Distinct | 2
Distinct (%) | 0.5%
Missing | 3658
Missing (%) | 90.0%
Memory size | 31.9 KiB

Before November 2022 | 306
After November 2022 | 99

Length

Max length | 20
Median length | 20
Mean length | 19.755556
Min length | 19

Characters and Unicode

Total characters | 8,001
Distinct characters | 14
Distinct categories | 4 ?
Distinct scripts | 2 ?
Distinct blocks | 1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique | 0 ?
Unique (%) | 0.0%

Sample

1st row | Before November 2022
2nd row | Before November 2022
3rd row | Before November 2022
4th row | Before November 2022
5th row | After November 2022

#### Common Values

Value | Count | Frequency (%)
Before November 2022 | 306 | 7.5%
After November 2022 | 99 | 2.4%
(Missing) | 3658 | 90.0%

#### Length

Histogram of lengths of the category

#### Common Values (Plot)

Value | Count | Frequency (%)
november | 405 | 33.3%
2022 | 405 | 33.3%
before | 306 | 25.2%
after | 99 | 8.1%

#### Most occurring characters

Value | Count | Frequency (%)
e | 1521 | 19.0%
2 | 1215 | 15.2%
r | 810 | 10.1%
| 810 | 10.1%
o | 711 | 8.9%
f | 405 | 5.1%
b | 405 | 5.1%
N | 405 | 5.1%
m | 405 | 5.1%
v | 405 | 5.1%
Other values (4) | 909 | 11.4%

#### Most occurring categories

Value | Count | Frequency (%)
Lowercase Letter | 4761 | 59.5%
Decimal Number | 1620 | 20.2%
Space Separator | 810 | 10.1%
Uppercase Letter | 810 | 10.1%

#### Most frequent character per category

##### Lowercase Letter

Value | Count | Frequency (%)
e | 1521 | 31.9%
r | 810 | 17.0%
o | 711 | 14.9%
f | 405 | 8.5%
b | 405 | 8.5%
m | 405 | 8.5%
v | 405 | 8.5%
t | 99 | 2.1%

##### Uppercase Letter

Value | Count | Frequency (%)
N | 405 | 50.0%
B | 306 | 37.8%
A | 99 | 12.2%

##### Decimal Number

Value | Count | Frequency (%)
2 | 1215 | 75.0%
0 | 405 | 25.0%

##### Space Separator

Value | Count | Frequency (%)
| 810 | 100.0%

#### Most occurring scripts

Value | Count | Frequency (%)
Latin | 5571 | 69.6%
Common | 2430 | 30.4%

#### Most frequent character per script

##### Latin

Value | Count | Frequency (%)
e | 1521 | 27.3%
r | 810 | 14.5%
o | 711 | 12.8%
f | 405 | 7.3%
b | 405 | 7.3%
N | 405 | 7.3%
m | 405 | 7.3%
v | 405 | 7.3%
B | 306 | 5.5%
A | 99 | 1.8%

##### Common

Value | Count | Frequency (%)
2 | 1215 | 50.0%
| 810 | 33.3%
0 | 405 | 16.7%

#### Most occurring blocks

Value | Count | Frequency (%)
ASCII | 8001 | 100.0%

#### Most frequent character per block

##### ASCII

Value | Count | Frequency (%)
e | 1521 | 19.0%
2 | 1215 | 15.2%
r | 810 | 10.1%
| 810 | 10.1%
o | 711 | 8.9%
f | 405 | 5.1%
b | 405 | 5.1%
N | 405 | 5.1%
m | 405 | 5.1%
v | 405 | 5.1%
Other values (4) | 909 | 11.4%

have_system_to_store_backup_energy
Boolean

Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 3759
True | 304

Value | Count | Frequency (%)
False | 3759 | 92.5%
True | 304 | 7.5%

method_of_receiving_water
Categorical

Imbalance

Distinct | 9
Distinct (%) | 0.2%
Missing | 0
Missing (%) | 0.0%
Memory size | 31.9 KiB

Tap Water (National Water Supply and drainage board) | 3448
Protected well | 375
Tube well | 108
Tap Water (Local Government Organizations) | 75
Tap Water (Community-based water supply and management organization) | 17
Other values (4) | 40

Length

Max length | 68
Median length | 52
Mean length | 46.905489
Min length | 5

Characters and Unicode

Total characters | 190,577
Distinct characters | 37
Distinct categories | 6 ?
Distinct scripts | 2 ?
Distinct blocks | 1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique | 0 ?
Unique (%) | 0.0%

Sample

1st row | Tap Water (National Water Supply and drainage board)
2nd row | Tap Water (National Water Supply and drainage board)
3rd row | Tap Water (National Water Supply and drainage board)
4th row | Tap Water (National Water Supply and drainage board)
5th row | Tap Water (Local Government Organizations)

#### Common Values

Value | Count | Frequency (%)
Tap Water (National Water Supply and drainage board) | 3448 | 84.9%
Protected well | 375 | 9.2%
Tube well | 108 | 2.7%
Tap Water (Local Government Organizations) | 75 | 1.8%
Tap Water (Community-based water supply and management organization) | 17 | 0.4%
Tap Water (Private Water Projects) | 14 | 0.3%
Other | 11 | 0.3%
Unprotected well | 9 | 0.2%
Bottled water | 6 | 0.1%

#### Length

Histogram of lengths of the category

#### Common Values (Plot)

Value | Count | Frequency (%)
water | 7039 | 24.1%
tap | 3554 | 12.2%
supply | 3465 | 11.9%
and | 3465 | 11.9%
national | 3448 | 11.8%
drainage | 3448 | 11.8%
board | 3448 | 11.8%
well | 492 | 1.7%
protected | 375 | 1.3%
tube | 108 | 0.4%
Other values (11) | 330 | 1.1%

#### Most occurring characters

Value | Count | Frequency (%)
a | 31622 | 16.6%
| 25109 | 13.2%
r | 14525 | 7.6%
e | 12101 | 6.3%
t | 11507 | 6.0%
d | 10768 | 5.7%
n | 10755 | 5.6%
p | 10493 | 5.5%
l | 7978 | 4.2%
o | 7576 | 4.0%
Other values (27) | 48143 | 25.3%

#### Most occurring categories

Value | Count | Frequency (%)
Lowercase Letter | 140098 | 73.5%
Space Separator | 25109 | 13.2%
Uppercase Letter | 18245 | 9.6%
Open Punctuation | 3554 | 1.9%
Close Punctuation | 3554 | 1.9%
Dash Punctuation | 17 | < 0.1%

#### Most frequent character per category

##### Lowercase Letter

Value | Count | Frequency (%)
a | 31622 | 22.6%
r | 14525 | 10.4%
e | 12101 | 8.6%
t | 11507 | 8.2%
d | 10768 | 7.7%
n | 10755 | 7.7%
p | 10493 | 7.5%
l | 7978 | 5.7%
o | 7576 | 5.4%
i | 7111 | 5.1%
Other values (12) | 15662 | 11.2%

##### Uppercase Letter

Value | Count | Frequency (%)
W | 7016 | 38.5%
T | 3662 | 20.1%
N | 3448 | 18.9%
S | 3448 | 18.9%
P | 403 | 2.2%
O | 86 | 0.5%
G | 75 | 0.4%
L | 75 | 0.4%
C | 17 | 0.1%
U | 9 | < 0.1%

##### Space Separator

Value | Count | Frequency (%)
| 25109 | 100.0%

##### Open Punctuation

Value | Count | Frequency (%)
( | 3554 | 100.0%

##### Close Punctuation

Value | Count | Frequency (%)
) | 3554 | 100.0%

##### Dash Punctuation

Value | Count | Frequency (%)
- | 17 | 100.0%

#### Most occurring scripts

Value | Count | Frequency (%)
Latin | 158343 | 83.1%
Common | 32234 | 16.9%

#### Most frequent character per script

##### Latin

Value | Count | Frequency (%)
a | 31622 | 20.0%
r | 14525 | 9.2%
e | 12101 | 7.6%
t | 11507 | 7.3%
d | 10768 | 6.8%
n | 10755 | 6.8%
p | 10493 | 6.6%
l | 7978 | 5.0%
o | 7576 | 4.8%
i | 7111 | 4.5%
Other values (23) | 33907 | 21.4%

##### Common

Value | Count | Frequency (%)
| 25109 | 77.9%
( | 3554 | 11.0%
) | 3554 | 11.0%
- | 17 | 0.1%

#### Most occurring blocks

Value | Count | Frequency (%)
ASCII | 190577 | 100.0%

#### Most frequent character per block

##### ASCII

Value | Count | Frequency (%)
a | 31622 | 16.6%
| 25109 | 13.2%
r | 14525 | 7.6%
e | 12101 | 6.3%
t | 11507 | 6.0%
d | 10768 | 5.7%
n | 10755 | 5.6%
p | 10493 | 5.5%
l | 7978 | 4.2%
o | 7576 | 4.0%
Other values (27) | 48143 | 25.3%

water_heating_method_for_bathing
Categorical

High correlation

Distinct | 7
Distinct (%) | 0.2%
Missing | 0
Missing (%) | 0.0%
Memory size | 31.9 KiB

None, we do not use hot water for bathing or body wash purposes. | 2457
We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | 746
We have an in-built water heating system powered solely by the grid supply. | 507
We have an in-built water heating system powered solely by solar energy. | 188
We don't have an inbuilt system for water heating, we use heated water through an electric kettle/heater. | 99
Other values (2) | 66

Length

Max length | 212
Median length | 64
Mean length | 94.148659
Min length | 61

Characters and Unicode

Total characters | 382,526
Distinct characters | 32
Distinct categories | 7 ?
Distinct scripts | 2 ?
Distinct blocks | 1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique | 0 ?
Unique (%) | 0.0%

Sample

1st row | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance).
2nd row | None, we do not use hot water for bathing or body wash purposes.
3rd row | We have an in-built water heating system powered solely by the grid supply.
4th row | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance).
5th row | None, we do not use hot water for bathing or body wash purposes.

#### Common Values

Value | Count | Frequency (%)
None, we do not use hot water for bathing or body wash purposes. | 2457 | 60.5%
We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | 746 | 18.4%
We have an in-built water heating system powered solely by the grid supply. | 507 | 12.5%
We have an in-built water heating system powered solely by solar energy. | 188 | 4.6%
We don't have an inbuilt system for water heating, we use heated water through an electric kettle/heater. | 99 | 2.4%
We have an in-built water heating system powered both by solar and the grid supply. | 52 | 1.3%
We have a water heating system powered by a different source. | 14 | 0.3%

#### Length

Histogram of lengths of the category

#### Common Values (Plot)

Value | Count | Frequency (%)
water | 6400 | 9.2%
we | 4908 | 7.1%
use | 3302 | 4.8%
for | 3302 | 4.8%
or | 3203 | 4.6%
do | 2457 | 3.5%
none | 2457 | 3.5%
hot | 2457 | 3.5%
not | 2457 | 3.5%
bathing | 2457 | 3.5%
Other values (41) | 36115 | 52.0%

#### Most occurring characters

Value | Count | Frequency (%)
| 65452 | 17.1%
e | 43248 | 11.3%
t | 29591 | 7.7%
o | 26937 | 7.0%
a | 24941 | 6.5%
r | 22657 | 5.9%
s | 19123 | 5.0%
n | 17089 | 4.5%
h | 16812 | 4.4%
w | 13666 | 3.6%
Other values (22) | 103010 | 26.9%

#### Most occurring categories

Value | Count | Frequency (%)
Lowercase Letter | 300225 | 78.5%
Space Separator | 65452 | 17.1%
Other Punctuation | 10547 | 2.8%
Uppercase Letter | 4063 | 1.1%
Dash Punctuation | 747 | 0.2%
Open Punctuation | 746 | 0.2%
Close Punctuation | 746 | 0.2%

#### Most frequent character per category

##### Lowercase Letter

Value | Count | Frequency (%)
e | 43248 | 14.4%
t | 29591 | 9.9%
o | 26937 | 9.0%
a | 24941 | 8.3%
r | 22657 | 7.5%
s | 19123 | 6.4%
n | 17089 | 5.7%
h | 16812 | 5.6%
w | 13666 | 4.6%
i | 12395 | 4.1%
Other values (12) | 73766 | 24.6%

##### Other Punctuation

Value | Count | Frequency (%)
. | 4809 | 45.6%
, | 4794 | 45.5%
' | 845 | 8.0%
/ | 99 | 0.9%

##### Uppercase Letter

Value | Count | Frequency (%)
N | 2457 | 60.5%
W | 1606 | 39.5%

##### Space Separator

Value | Count | Frequency (%)
| 65452 | 100.0%

##### Dash Punctuation

Value | Count | Frequency (%)
- | 747 | 100.0%

##### Open Punctuation

Value | Count | Frequency (%)
( | 746 | 100.0%

##### Close Punctuation

Value | Count | Frequency (%)
) | 746 | 100.0%

#### Most occurring scripts

Value | Count | Frequency (%)
Latin | 304288 | 79.5%
Common | 78238 | 20.5%

#### Most frequent character per script

##### Latin

Value | Count | Frequency (%)
e | 43248 | 14.2%
t | 29591 | 9.7%
o | 26937 | 8.9%
a | 24941 | 8.2%
r | 22657 | 7.4%
s | 19123 | 6.3%
n | 17089 | 5.6%
h | 16812 | 5.5%
w | 13666 | 4.5%
i | 12395 | 4.1%
Other values (14) | 77829 | 25.6%

##### Common

Value | Count | Frequency (%)
| 65452 | 83.7%
. | 4809 | 6.1%
, | 4794 | 6.1%
' | 845 | 1.1%
- | 747 | 1.0%
( | 746 | 1.0%
) | 746 | 1.0%
/ | 99 | 0.1%

#### Most occurring blocks

Value | Count | Frequency (%)
ASCII | 382526 | 100.0%

#### Most frequent character per block

##### ASCII

Value | Count | Frequency (%)
| 65452 | 17.1%
e | 43248 | 11.3%
t | 29591 | 7.7%
o | 26937 | 7.0%
a | 24941 | 6.5%
r | 22657 | 5.9%
s | 19123 | 5.0%
n | 17089 | 4.5%
h | 16812 | 4.4%
w | 13666 | 3.6%
Other values (22) | 103010 | 26.9%

does_water_heating_equipment_serve_other_housing_units
Boolean

High correlation Imbalance Missing

Distinct | 2
Distinct (%) | 0.3%
Missing | 3302
Missing (%) | 81.3%
Memory size | 8.1 KiB

False | 694
True | 67
(Missing) | 3302

Value | Count | Frequency (%)
False | 694 | 17.1%
True | 67 | 1.6%
(Missing) | 3302 | 81.3%

household_members_used_hot_water_last_week
Boolean

High correlation Missing

Distinct | 2
Distinct (%) | 0.1%
Missing | 2457
Missing (%) | 60.5%
Memory size | 8.1 KiB

True | 1014
False | 592
(Missing) | 2457

Value | Count | Frequency (%)
True | 1014 | 25.0%
False | 592 | 14.6%
(Missing) | 2457 | 60.5%

boil_water_before_drinking
Boolean

High correlation

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 2233
True | 1830

Value | Count | Frequency (%)
False | 2233 | 55.0%
True | 1830 | 45.0%

source_of_energy_for_boiling_drinking_water
Categorical

High correlation Missing

Distinct | 8
Distinct (%) | 0.4%
Missing | 2233
Missing (%) | 55.0%
Memory size | 31.9 KiB

Gas | 1102
Electricity (directly from the national grid) | 382
Firewood | 305
Electricity (generated from solar energy system) | 24
Kerosene | 10
Other values (3) | 7

Length

Max length | 48
Median length | 3
Mean length | 13.244262
Min length | 3

Characters and Unicode

Total characters | 24,237
Distinct characters | 32
Distinct categories | 6 ?
Distinct scripts | 2 ?
Distinct blocks | 1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique | 2 ?
Unique (%) | 0.1%

Sample

1st row | Firewood
2nd row | Electricity (directly from the national grid)
3rd row | Gas
4th row | Electricity (directly from the national grid)
5th row | Electricity (directly from the national grid)

#### Common Values

Value | Count | Frequency (%)
Gas | 1102 | 27.1%
Electricity (directly from the national grid) | 382 | 9.4%
Firewood | 305 | 7.5%
Electricity (generated from solar energy system) | 24 | 0.6%
Kerosene | 10 | 0.2%
Other | 5 | 0.1%
Saw dust/ Paddy husk. | 1 | < 0.1%
Coconut shells/charcoal | 1 | < 0.1%
(Missing) | 2233 | 55.0%

#### Length

Histogram of lengths of the category

#### Common Values (Plot)

Value | Count | Frequency (%)
gas | 1102 | 28.5%
electricity | 406 | 10.5%
from | 406 | 10.5%
directly | 382 | 9.9%
the | 382 | 9.9%
national | 382 | 9.9%
grid | 382 | 9.9%
firewood | 305 | 7.9%
generated | 24 | 0.6%
solar | 24 | 0.6%
Other values (10) | 69 | 1.8%

#### Most occurring characters

Value | Count | Frequency (%)
i | 2263 | 9.3%
| 2034 | 8.4%
t | 2013 | 8.3%
r | 1969 | 8.1%
a | 1918 | 7.9%
e | 1655 | 6.8%
o | 1435 | 5.9%
l | 1197 | 4.9%
c | 1197 | 4.9%
s | 1188 | 4.9%
Other values (22) | 7368 | 30.4%

#### Most occurring categories

Value | Count | Frequency (%)
Lowercase Letter | 19557 | 80.7%
Space Separator | 2034 | 8.4%
Uppercase Letter | 1831 | 7.6%
Open Punctuation | 406 | 1.7%
Close Punctuation | 406 | 1.7%
Other Punctuation | 3 | < 0.1%

#### Most frequent character per category

##### Lowercase Letter

Value | Count | Frequency (%)
i | 2263 | 11.6%
t | 2013 | 10.3%
r | 1969 | 10.1%
a | 1918 | 9.8%
e | 1655 | 8.5%
o | 1435 | 7.3%
l | 1197 | 6.1%
c | 1197 | 6.1%
s | 1188 | 6.1%
d | 1096 | 5.6%
Other values (9) | 3626 | 18.5%

##### Uppercase Letter

Value | Count | Frequency (%)
G | 1102 | 60.2%
E | 406 | 22.2%
F | 305 | 16.7%
K | 10 | 0.5%
O | 5 | 0.3%
S | 1 | 0.1%
P | 1 | 0.1%
C | 1 | 0.1%

##### Other Punctuation

Value | Count | Frequency (%)
/ | 2 | 66.7%
. | 1 | 33.3%

##### Space Separator

Value | Count | Frequency (%)
| 2034 | 100.0%

##### Open Punctuation

Value | Count | Frequency (%)
( | 406 | 100.0%

##### Close Punctuation

Value | Count | Frequency (%)
) | 406 | 100.0%

#### Most occurring scripts

Value | Count | Frequency (%)
Latin | 21388 | 88.2%
Common | 2849 | 11.8%

#### Most frequent character per script

##### Latin

Value | Count | Frequency (%)
i | 2263 | 10.6%
t | 2013 | 9.4%
r | 1969 | 9.2%
a | 1918 | 9.0%
e | 1655 | 7.7%
o | 1435 | 6.7%
l | 1197 | 5.6%
c | 1197 | 5.6%
s | 1188 | 5.6%
G | 1102 | 5.2%
Other values (17) | 5451 | 25.5%

##### Common

Value | Count | Frequency (%)
| 2034 | 71.4%
( | 406 | 14.3%
) | 406 | 14.3%
/ | 2 | 0.1%
. | 1 | < 0.1%

#### Most occurring blocks

Value | Count | Frequency (%)
ASCII | 24237 | 100.0%

#### Most frequent character per block

##### ASCII

Value | Count | Frequency (%)
i | 2263 | 9.3%
| 2034 | 8.4%
t | 2013 | 8.3%
r | 1969 | 8.1%
a | 1918 | 7.9%
e | 1655 | 6.8%
o | 1435 | 5.9%
l | 1197 | 4.9%
c | 1197 | 4.9%
s | 1188 | 4.9%
Other values (22) | 7368 | 30.4%

no_of_times_food_cooked_last_week
Categorical

Distinct | 5
Distinct (%) | 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 31.9 KiB

8 - 14 times | 2040
1-7 times | 1386
15 - 21 times | 355
Did not cook at home last week | 230
More than 21 times | 52

Length

Max length | 30
Median length | 12
Mean length | 12.159734
Min length | 9

Characters and Unicode

Total characters | 49,405
Distinct characters | 25
Distinct categories | 5 ?
Distinct scripts | 2 ?
Distinct blocks | 1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique | 0 ?
Unique (%) | 0.0%

Sample

1st row | 1-7 times
2nd row | 15 - 21 times
3rd row | 8 - 14 times
4th row | 8 - 14 times
5th row | 1-7 times

#### Common Values

Value | Count | Frequency (%)
8 - 14 times | 2040 | 50.2%
1-7 times | 1386 | 34.1%
15 - 21 times | 355 | 8.7%
Did not cook at home last week | 230 | 5.7%
More than 21 times | 52 | 1.3%

#### Length

Histogram of lengths of the category

#### Common Values (Plot)

Value | Count | Frequency (%)
times | 3833 | 27.1%
| 2395 | 16.9%
8 | 2040 | 14.4%
14 | 2040 | 14.4%
1-7 | 1386 | 9.8%
21 | 407 | 2.9%
15 | 355 | 2.5%
did | 230 | 1.6%
not | 230 | 1.6%
cook | 230 | 1.6%
Other values (6) | 1024 | 7.2%

#### Most occurring characters

Value | Count | Frequency (%)
| 10107 | 20.5%
e | 4575 | 9.3%
t | 4575 | 9.3%
1 | 4188 | 8.5%
i | 4063 | 8.2%
m | 4063 | 8.2%
s | 4063 | 8.2%
- | 3781 | 7.7%
8 | 2040 | 4.1%
4 | 2040 | 4.1%
Other values (15) | 5910 | 12.0%

#### Most occurring categories

Value | Count | Frequency (%)
Lowercase Letter | 24819 | 50.2%
Decimal Number | 10416 | 21.1%
Space Separator | 10107 | 20.5%
Dash Punctuation | 3781 | 7.7%
Uppercase Letter | 282 | 0.6%

#### Most frequent character per category

##### Lowercase Letter

Value | Count | Frequency (%)
e | 4575 | 18.4%
t | 4575 | 18.4%
i | 4063 | 16.4%
m | 4063 | 16.4%
s | 4063 | 16.4%
o | 972 | 3.9%
a | 512 | 2.1%
k | 460 | 1.9%
n | 282 | 1.1%
h | 282 | 1.1%
Other values (5) | 972 | 3.9%

##### Decimal Number

Value | Count | Frequency (%)
1 | 4188 | 40.2%
8 | 2040 | 19.6%
4 | 2040 | 19.6%
7 | 1386 | 13.3%
2 | 407 | 3.9%
5 | 355 | 3.4%

##### Uppercase Letter

Value | Count | Frequency (%)
D | 230 | 81.6%
M | 52 | 18.4%

##### Space Separator

Value | Count | Frequency (%)
| 10107 | 100.0%

##### Dash Punctuation

Value | Count | Frequency (%)
- | 3781 | 100.0%

#### Most occurring scripts

Value | Count | Frequency (%)
Latin | 25101 | 50.8%
Common | 24304 | 49.2%

#### Most frequent character per script

##### Latin

Value | Count | Frequency (%)
e | 4575 | 18.2%
t | 4575 | 18.2%
i | 4063 | 16.2%
m | 4063 | 16.2%
s | 4063 | 16.2%
o | 972 | 3.9%
a | 512 | 2.0%
k | 460 | 1.8%
n | 282 | 1.1%
h | 282 | 1.1%
Other values (7) | 1254 | 5.0%

##### Common

Value | Count | Frequency (%)
| 10107 | 41.6%
1 | 4188 | 17.2%
- | 3781 | 15.6%
8 | 2040 | 8.4%
4 | 2040 | 8.4%
7 | 1386 | 5.7%
2 | 407 | 1.7%
5 | 355 | 1.5%

#### Most occurring blocks

Value | Count | Frequency (%)
ASCII | 49405 | 100.0%

#### Most frequent character per block

##### ASCII

Value | Count | Frequency (%)
| 10107 | 20.5%
e | 4575 | 9.3%
t | 4575 | 9.3%
1 | 4188 | 8.5%
i | 4063 | 8.2%
m | 4063 | 8.2%
s | 4063 | 8.2%
- | 3781 | 7.7%
8 | 2040 | 4.1%
4 | 2040 | 4.1%
Other values (15) | 5910 | 12.0%

gas_used_for_cooking
Boolean

High correlation

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

True | 3564
False | 499

Value | Count | Frequency (%)
True | 3564 | 87.7%
False | 499 | 12.3%

electricity_from_national_grid_used_for_cooking
Boolean

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 2494
True | 1569

Value | Count | Frequency (%)
False | 2494 | 61.4%
True | 1569 | 38.6%

electricity_generated_using_solar_energy_used_for_cooking
Boolean

Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4016
True | 47

Value | Count | Frequency (%)
False | 4016 | 98.8%
True | 47 | 1.2%

firewood_used_for_cooking
Boolean

High correlation

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 3052
True | 1011

Value | Count | Frequency (%)
False | 3052 | 75.1%
True | 1011 | 24.9%

kerosene_used_for_cooking
Boolean

Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4004
True | 59

Value | Count | Frequency (%)
False | 4004 | 98.5%
True | 59 | 1.5%

sawdust_or_paddy_husk_used_for_cooking
Boolean

High correlation Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4055
True | 8

Value | Count | Frequency (%)
False | 4055 | 99.8%
True | 8 | 0.2%

biogas_used_for_cooking
Boolean

Constant

Distinct | 1
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4063

Value | Count | Frequency (%)
False | 4063 | 100.0%

coconut_shells_or_charcoal_used_for_cooking
Boolean

High correlation Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4062
True | 1

Value | Count | Frequency (%)
False | 4062 | > 99.9%
True | 1 | < 0.1%

other_methods_used_for_cooking
Boolean

Imbalance

Distinct | 2
Distinct (%) | < 0.1%
Missing | 0
Missing (%) | 0.0%
Memory size | 4.1 KiB

False | 4010
True | 53

Value | Count | Frequency (%)
False | 4010 | 98.7%
True | 53 | 1.3%

# Interactions

# Correlations

| aware_of_no_of_units_generated_by_solar_system | boil_water_before_drinking | coconut_shells_or_charcoal_used_for_cooking | does_water_heating_equipment_serve_other_housing_units | electricity_from_national_grid_used_for_cooking | electricity_generated_using_solar_energy_used_for_cooking | firewood_used_for_cooking | gas_used_for_cooking | generate_electicity_using_bio_energy | generate_electicity_using_mini_hydropower | generate_electicity_using_other_methods | generate_electicity_using_solar_energy | generate_electicity_using_wind_power | have_backup_generator | have_system_to_store_backup_energy | household_members_used_hot_water_last_week | kerosene_used_for_cooking | method_of_receiving_water | no_of_times_food_cooked_last_week | no_of_units_generated_by_solar_system | other_methods_used_for_cooking | sawdust_or_paddy_husk_used_for_cooking | solar_energy_used_for_agricultural_systems | solar_energy_used_for_all_above | solar_energy_used_for_car_charging | solar_energy_used_for_cooking | solar_energy_used_for_other_purposes | solar_energy_used_for_outdoor_lighting | solar_energy_used_for_water_heating | solar_system_invertor_or_noninvertor | solar_system_ongrid_or_offgird | source_of_energy_for_boiling_drinking_water | water_heating_method_for_bathing | when_was_solar_system_installed
--- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | ---
aware_of_no_of_units_generated_by_solar_system | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.141 | 0.067 | 0.069 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.081 | 0.094 | 0.035 | 0.000 | 0.137 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.072 | 0.162 | 0.136 | 0.264 | 0.284 | 0.100 | 0.071 | 0.000
boil_water_before_drinking | 0.000 | 1.000 | 0.000 | 0.051 | 0.000 | 0.035 | 0.014 | 0.017 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.029 | 0.097 | 0.000 | 0.029 | 0.129 | 0.208 | 0.070 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.136 | 0.050
coconut_shells_or_charcoal_used_for_cooking | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000
does_water_heating_equipment_serve_other_housing_units | 0.000 | 0.051 | 1.000 | 1.000 | 0.048 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000
electricity_from_national_grid_used_for_cooking | 0.000 | 0.000 | 0.000 | 0.048 | 1.000 | 0.000 | 0.169 | 0.171 | 0.000 | 0.004 | 0.000 | 0.119 | 0.018 | 0.053 | 0.052 | 0.070 | 0.016 | 0.051 | 0.123 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.051 | 0.054 | 0.200 | 0.189 | 0.000
electricity_generated_using_solar_energy_used_for_cooking | 0.141 | 0.035 | 0.000 | 0.000 | 0.000 | 1.000 | 0.041 | 0.021 | 0.000 | 0.000 | 0.000 | 0.244 | 0.000 | 0.042 | 0.113 | 0.059 | 0.000 | 0.036 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.097 | 0.000 | 0.178 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.399 | 0.203 | 0.000
firewood_used_for_cooking | 0.067 | 0.014 | 0.000 | 0.002 | 0.169 | 0.041 | 1.000 | 0.444 | 0.000 | 0.000 | 0.014 | 0.175 | 0.000 | 0.070 | 0.103 | 0.107 | 0.000 | 0.172 | 0.090 | 0.000 | 0.051 | 0.042 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.028 | 0.043 | 0.000 | 0.621 | 0.243 | 0.040
gas_used_for_cooking | 0.069 | 0.017 | 0.000 | 0.000 | 0.171 | 0.021 | 0.444 | 1.000 | 0.024 | 0.000 | 0.005 | 0.066 | 0.000 | 0.030 | 0.048 | 0.070 | 0.139 | 0.106 | 0.168 | 0.000 | 0.290 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.553 | 0.127 | 0.000
generate_electicity_using_bio_energy | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 1.000 | 0.031 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000
generate_electicity_using_mini_hydropower | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.031 | 1.000 | 0.000 | 0.000 | 0.051 | 0.040 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.189 | 0.056 | 0.000
generate_electicity_using_other_methods | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.005 | 0.017 | 0.000 | 1.000 | 0.000 | 0.000 | 0.022 | 0.066 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.157 | 0.078 | 0.000
generate_electicity_using_solar_energy | 1.000 | 0.035 | 0.000 | 0.000 | 0.119 | 0.244 | 0.175 | 0.066 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.251 | 0.247 | 0.210 | 0.005 | 0.033 | 0.060 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.345 | 0.573 | 1.000
generate_electicity_using_wind_power | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.028 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000
have_backup_generator | 0.000 | 0.000 | 0.000 | 0.000 | 0.053 | 0.042 | 0.070 | 0.030 | 0.000 | 0.040 | 0.022 | 0.251 | 0.000 | 1.000 | 0.090 | 0.053 | 0.000 | 0.051 | 0.057 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.070 | 0.073 | 0.127 | 0.183 | 0.094
have_system_to_store_backup_energy | 0.081 | 0.029 | 0.000 | 0.000 | 0.052 | 0.113 | 0.103 | 0.048 | 0.000 | 0.011 | 0.066 | 0.247 | 0.000 | 0.090 | 1.000 | 0.084 | 0.000 | 0.024 | 0.022 | 0.124 | 0.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.014 | 0.101 | 0.000 | 0.000 | 0.173 | 0.000 | 0.163 | 0.198 | 0.000
household_members_used_hot_water_last_week | 0.094 | 0.097 | 1.000 | 0.044 | 0.070 | 0.059 | 0.107 | 0.070 | 0.019 | 0.000 | 0.000 | 0.210 | 0.029 | 0.053 | 0.084 | 1.000 | 0.000 | 0.101 | 0.047 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.122 | 0.000 | 0.047 | 0.000 | 0.149 | 0.093 | 0.333 | 0.000
kerosene_used_for_cooking | 0.035 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.139 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.019 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.419 | 0.033 | 0.013
method_of_receiving_water | 0.000 | 0.029 | 0.000 | 0.000 | 0.051 | 0.036 | 0.172 | 0.106 | 0.000 | 0.000 | 0.000 | 0.033 | 0.000 | 0.051 | 0.024 | 0.101 | 0.019 | 1.000 | 0.031 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.062 | 0.053
no_of_times_food_cooked_last_week | 0.137 | 0.129 | 0.000 | 0.029 | 0.123 | 0.000 | 0.090 | 0.168 | 0.039 | 0.000 | 0.032 | 0.060 | 0.028 | 0.057 | 0.022 | 0.047 | 0.012 | 0.031 | 1.000 | 0.041 | 0.440 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.137 | 0.000 | 0.000 | 0.084 | 0.047 | 0.057 | 0.031
no_of_units_generated_by_solar_system | 1.000 | 0.208 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.077 | 0.124 | 0.000 | 0.000 | 0.000 | 0.041 | 1.000 | 0.256 | 1.000 | 1.000 | 0.000 | 0.000 | 0.154 | 0.000 | 0.000 | 0.154 | 0.000 | 0.150 | 0.175 | 0.000 | 0.000
other_methods_used_for_cooking | 0.000 | 0.070 | 0.000 | 0.000 | 0.088 | 0.000 | 0.051 | 0.290 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 | 0.440 | 0.256 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.044 | 0.000
sawdust_or_paddy_husk_used_for_cooking | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.042 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.577 | 0.007 | 1.000
solar_energy_used_for_agricultural_systems | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.165 | 0.282 | 0.136 | 0.000 | 0.058 | 0.060 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000
solar_energy_used_for_all_above | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.097 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.165 | 1.000 | 0.077 | 0.244 | 0.000 | 0.024 | 0.112 | 0.032 | 0.271 | 0.440 | 0.106 | 0.000
solar_energy_used_for_car_charging | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.282 | 0.077 | 1.000 | 0.247 | 0.000 | 0.123 | 0.125 | 0.000 | 0.135 | 0.000 | 0.000 | 0.000
solar_energy_used_for_cooking | 0.000 | 0.030 | 1.000 | 0.000 | 0.000 | 0.178 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.154 | 0.000 | 1.000 | 0.136 | 0.244 | 0.247 | 1.000 | 0.000 | 0.364 | 0.484 | 0.000 | 0.328 | 0.000 | 0.063 | 0.086
solar_energy_used_for_other_purposes | 0.072 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.101 | 0.122 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.377 | 0.100 | 0.144 | 0.000
solar_energy_used_for_outdoor_lighting | 0.162 | 0.000 | 1.000 | 0.000 | 0.078 | 0.000 | 0.024 | 0.013 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.137 | 0.000 | 0.000 | 1.000 | 0.058 | 0.024 | 0.123 | 0.364 | 0.000 | 1.000 | 0.156 | 0.175 | 0.612 | 0.076 | 0.249 | 0.170
solar_energy_used_for_water_heating | 0.136 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.035 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.154 | 0.000 | 1.000 | 0.060 | 0.112 | 0.125 | 0.484 | 0.000 | 0.156 | 1.000 | 0.183 | 0.601 | 0.000 | 0.213 | 0.000
solar_system_invertor_or_noninvertor | 0.264 | 0.000 | 1.000 | 0.000 | 0.051 | 0.096 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.070 | 0.173 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 1.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.175 | 0.183 | 1.000 | 0.272 | 0.000 | 0.157 | 0.000
solar_system_ongrid_or_offgird | 0.284 | 0.000 | 1.000 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.073 | 0.000 | 0.149 | 0.000 | 0.000 | 0.084 | 0.150 | 0.000 | 1.000 | 0.000 | 0.271 | 0.135 | 0.328 | 0.377 | 0.612 | 0.601 | 0.272 | 1.000 | 0.231 | 0.191 | 0.077
source_of_energy_for_boiling_drinking_water | 0.100 | 1.000 | 1.000 | 0.000 | 0.200 | 0.399 | 0.621 | 0.553 | 0.000 | 0.189 | 0.157 | 0.345 | 0.000 | 0.127 | 0.163 | 0.093 | 0.419 | 0.039 | 0.047 | 0.175 | 0.000 | 0.577 | 1.000 | 0.440 | 0.000 | 0.000 | 0.100 | 0.076 | 0.000 | 0.000 | 0.231 | 1.000 | 0.160 | 0.160
water_heating_method_for_bathing | 0.071 | 0.136 | 0.000 | 0.047 | 0.189 | 0.203 | 0.243 | 0.127 | 0.012 | 0.056 | 0.078 | 0.573 | 0.000 | 0.183 | 0.198 | 0.333 | 0.033 | 0.062 | 0.057 | 0.000 | 0.044 | 0.007 | 0.000 | 0.106 | 0.000 | 0.063 | 0.144 | 0.249 | 0.213 | 0.157 | 0.191 | 0.160 | 1.000 | 0.235
when_was_solar_system_installed | 0.000 | 0.050 | 1.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.013 | 0.053 | 0.031 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.086 | 0.000 | 0.170 | 0.000 | 0.000 | 0.077 | 0.160 | 0.235 | 1.000

# Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

# Sample

| household_ID | have_backup_generator | generate_electicity_using_solar_energy | generate_electicity_using_bio_energy | generate_electicity_using_mini_hydropower | generate_electicity_using_wind_power | generate_electicity_using_other_methods | solar_system_ongrid_or_offgird | solar_system_invertor_or_noninvertor | solar_energy_used_for_water_heating | solar_energy_used_for_cooking | solar_energy_used_for_outdoor_lighting | solar_energy_used_for_car_charging | solar_energy_used_for_agricultural_systems | solar_energy_used_for_all_above | solar_energy_used_for_other_purposes | aware_of_no_of_units_generated_by_solar_system | no_of_units_generated_by_solar_system | when_was_solar_system_installed | have_system_to_store_backup_energy | method_of_receiving_water | water_heating_method_for_bathing | does_water_heating_equipment_serve_other_housing_units | household_members_used_hot_water_last_week | boil_water_before_drinking | source_of_energy_for_boiling_drinking_water | no_of_times_food_cooked_last_week | gas_used_for_cooking | electricity_from_national_grid_used_for_cooking | electricity_generated_using_solar_energy_used_for_cooking | firewood_used_for_cooking | kerosene_used_for_cooking | sawdust_or_paddy_husk_used_for_cooking | biogas_used_for_cooking | coconut_shells_or_charcoal_used_for_cooking | other_methods_used_for_cooking
--- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | ---
0 | ID0001 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | NaN | No | Yes | Firewood | 1-7 times | Yes | Yes | No | Yes | No | No | No | No | No
1 | ID0002 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | No | NaN | 15 - 21 times | Yes | No | No | No | No | No | No | No | No
2 | ID0003 | No | Yes | No | No | No | No | Yes | Yes | No | No | No | No | No | No | No | Yes | 1200.0 | Before November 2022 | Yes | Tap Water (National Water Supply and drainage board) | We have an in-built water heating system powered solely by the grid supply. | No | Yes | Yes | Electricity (directly from the national grid) | 8 - 14 times | No | Yes | No | No | No | No | No | No | No
3 | ID0004 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | NaN | No | Yes | Gas | 8 - 14 times | Yes | No | No | No | No | No | No | No | No
4 | ID0005 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (Local Government Organizations) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | Yes | Electricity (directly from the national grid) | 1-7 times | Yes | No | No | No | No | No | No | No | No
5 | ID0006 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | No | NaN | More than 21 times | Yes | No | No | No | No | No | No | No | No
6 | ID0007 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | Yes | Electricity (directly from the national grid) | 8 - 14 times | Yes | No | No | No | No | No | No | No | No
7 | ID0008 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use heated water through an electric kettle/heater. | NaN | No | Yes | Electricity (directly from the national grid) | More than 21 times | Yes | Yes | No | No | No | No | No | No | No
8 | ID0009 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | NaN | No | Yes | Firewood | 8 - 14 times | No | No | No | Yes | No | No | No | No | No
9 | ID0010 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | Yes | Firewood | 8 - 14 times | No | Yes | No | Yes | No | No | No | No | No

| household_ID | have_backup_generator | generate_electicity_using_solar_energy | generate_electicity_using_bio_energy | generate_electicity_using_mini_hydropower | generate_electicity_using_wind_power | generate_electicity_using_other_methods | solar_system_ongrid_or_offgird | solar_system_invertor_or_noninvertor | solar_energy_used_for_water_heating | solar_energy_used_for_cooking | solar_energy_used_for_outdoor_lighting | solar_energy_used_for_car_charging | solar_energy_used_for_agricultural_systems | solar_energy_used_for_all_above | solar_energy_used_for_other_purposes | aware_of_no_of_units_generated_by_solar_system | no_of_units_generated_by_solar_system | when_was_solar_system_installed | have_system_to_store_backup_energy | method_of_receiving_water | water_heating_method_for_bathing | does_water_heating_equipment_serve_other_housing_units | household_members_used_hot_water_last_week | boil_water_before_drinking | source_of_energy_for_boiling_drinking_water | no_of_times_food_cooked_last_week | gas_used_for_cooking | electricity_from_national_grid_used_for_cooking | electricity_generated_using_solar_energy_used_for_cooking | firewood_used_for_cooking | kerosene_used_for_cooking | sawdust_or_paddy_husk_used_for_cooking | biogas_used_for_cooking | coconut_shells_or_charcoal_used_for_cooking | other_methods_used_for_cooking
--- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | ---
4053 | ID4054 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | Yes | Gas | 8 - 14 times | Yes | Yes | No | No | No | No | No | No | No
4054 | ID4055 | No | Yes | No | No | No | No | Yes | Yes | No | No | No | No | No | No | No | Yes | 100.0 | Before November 2022 | No | Tap Water (National Water Supply and drainage board) | We have an in-built water heating system powered solely by solar energy. | No | Yes | Yes | Gas | 1-7 times | Yes | Yes | Yes | No | No | No | No | No | No
4055 | ID4056 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | NaN | No | No | NaN | 8 - 14 times | Yes | No | No | Yes | No | No | No | No | No
4056 | ID4057 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | No | NaN | 8 - 14 times | No | No | No | Yes | No | No | No | No | No
4057 | ID4058 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | Yes | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | NaN | No | Yes | Firewood | 8 - 14 times | Yes | No | No | Yes | No | No | No | No | No
4058 | ID4059 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | NaN | Yes | Yes | Gas | 15 - 21 times | Yes | Yes | No | No | No | No | No | No | No
4059 | ID4060 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Other | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | Yes | Firewood | 1-7 times | No | No | No | Yes | No | No | No | No | No
4060 | ID4061 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | No | NaN | 1-7 times | No | No | No | No | Yes | No | No | No | No
4061 | ID4062 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | We don't have an inbuilt system for water heating, we use water heated by means such as gas, firewood etc. (other than electric kettle, electric water heater or water heated using any other electrical appliance). | NaN | No | Yes | Gas | 1-7 times | Yes | No | No | No | No | No | No | No | No
4062 | ID4063 | No | No | No | No | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | No | Tap Water (National Water Supply and drainage board) | None, we do not use hot water for bathing or body wash purposes. | NaN | NaN | Yes | Gas | 1-7 times | Yes | No | No | No | No | No | No | No | No