+ Overview
Brought to you by YData
Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 1171 |
| Missing cells | 356 |
| Missing cells (%) | 3.4% |
| Duplicate rows | 87 |
| Duplicate rows (%) | 7.4% |
| Total size in memory | 123.8 KiB |
| Average record size in memory | 108.2 B |
Variable types
| Categorical | 3 |
|---|---|
| Text | 1 |
| Numeric | 5 |
| Dataset has 87 (7.4%) duplicate rows | Duplicates |
is_room_fully_sealed is highly imbalanced (64.1%) | Imbalance |
wattage_of_the_ac has 356 (30.4%) missing values | Missing |
wattage_of_the_ac has 610 (52.1%) zeros | Zeros |
btu_of_the_ac has 67 (5.7%) zeros | Zeros |
no_of_hours_ac_was_on_during_daytime_last_week has 993 (84.8%) zeros | Zeros |
no_of_hours_ac_was_on_during_night_last_week has 499 (42.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-18 08:40:39.356478 |
|---|---|
| Analysis finished | 2024-11-18 08:40:42.140671 |
| Duration | 2.78 seconds |
| Software version | ydata-profiling vv4.11.0 |
| Download configuration | config.json |
Variables
room_ID
Categorical
| Distinct | 23 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| I_2 | |
|---|---|
| I_3 | |
| I_4 | |
| I_5 | |
| I_6 | |
| Other values (18) |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.1323655 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | I_3 |
|---|---|
| 2nd row | I_3 |
| 3rd row | I_5 |
| 4th row | I_2 |
| 5th row | I_8 |
Common Values
| Value | Count | Frequency (%) |
| I_2 | 282 | |
| I_3 | 255 | |
| I_4 | 176 | |
| I_5 | 115 | |
| I_6 | 76 | 6.5% |
| I_1 | 58 | 5.0% |
| I_7 | 38 | 3.2% |
| I_8 | 30 | 2.6% |
| I_11 | 25 | 2.1% |
| I_10 | 22 | 1.9% |
| Other values (13) | 94 | 8.0% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| i_2 | 282 | |
| i_3 | 255 | |
| i_4 | 176 | |
| i_5 | 115 | |
| i_6 | 76 | 6.5% |
| i_1 | 58 | 5.0% |
| i_7 | 38 | 3.2% |
| i_8 | 30 | 2.6% |
| i_11 | 25 | 2.1% |
| i_10 | 22 | 1.9% |
| Other values (13) | 94 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 1182 | |
| I | 1171 | |
| 2 | 299 | 8.2% |
| 3 | 277 | 7.6% |
| 1 | 198 | 5.4% |
| 4 | 186 | 5.1% |
| 5 | 124 | 3.4% |
| 6 | 80 | 2.2% |
| 7 | 40 | 1.1% |
| 8 | 34 | 0.9% |
| Other values (5) | 77 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3668 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| _ | 1182 | |
| I | 1171 | |
| 2 | 299 | 8.2% |
| 3 | 277 | 7.6% |
| 1 | 198 | 5.4% |
| 4 | 186 | 5.1% |
| 5 | 124 | 3.4% |
| 6 | 80 | 2.2% |
| 7 | 40 | 1.1% |
| 8 | 34 | 0.9% |
| Other values (5) | 77 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3668 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| _ | 1182 | |
| I | 1171 | |
| 2 | 299 | 8.2% |
| 3 | 277 | 7.6% |
| 1 | 198 | 5.4% |
| 4 | 186 | 5.1% |
| 5 | 124 | 3.4% |
| 6 | 80 | 2.2% |
| 7 | 40 | 1.1% |
| 8 | 34 | 0.9% |
| Other values (5) | 77 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3668 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| _ | 1182 | |
| I | 1171 | |
| 2 | 299 | 8.2% |
| 3 | 277 | 7.6% |
| 1 | 198 | 5.4% |
| 4 | 186 | 5.1% |
| 5 | 124 | 3.4% |
| 6 | 80 | 2.2% |
| 7 | 40 | 1.1% |
| 8 | 34 | 0.9% |
| Other values (5) | 77 | 2.1% |
ac_ID
Text
| Distinct | 51 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
Length
| Max length | 12 |
|---|---|
| Median length | 8 |
| Mean length | 8.1323655 |
| Min length | 8 |
Unique
| Unique | 10 ? |
|---|---|
| Unique (%) | 0.9% |
Sample
| 1st row | I_3_AC_1 |
|---|---|
| 2nd row | I_3_AC_1 |
| 3rd row | I_5_AC_1 |
| 4th row | I_2_AC_1 |
| 5th row | I_8_AC_1 |
| Value | Count | Frequency (%) |
| i_2_ac_1 | 273 | |
| i_3_ac_1 | 245 | |
| i_4_ac_1 | 168 | |
| i_5_ac_1 | 107 | 9.1% |
| i_6_ac_1 | 68 | 5.8% |
| i_1_ac_1 | 47 | 4.0% |
| i_7_ac_1 | 32 | 2.7% |
| i_11_ac_1 | 22 | 1.9% |
| i_8_ac_1 | 22 | 1.9% |
| i_10_ac_1 | 18 | 1.5% |
| Other values (41) | 169 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 3524 | |
| 1 | 1284 | 13.5% |
| I | 1171 | 12.3% |
| C | 1171 | 12.3% |
| A | 1171 | 12.3% |
| 2 | 356 | 3.7% |
| 3 | 304 | 3.2% |
| 4 | 187 | 2.0% |
| 5 | 124 | 1.3% |
| 6 | 80 | 0.8% |
| Other values (7) | 151 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9523 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| _ | 3524 | |
| 1 | 1284 | 13.5% |
| I | 1171 | 12.3% |
| C | 1171 | 12.3% |
| A | 1171 | 12.3% |
| 2 | 356 | 3.7% |
| 3 | 304 | 3.2% |
| 4 | 187 | 2.0% |
| 5 | 124 | 1.3% |
| 6 | 80 | 0.8% |
| Other values (7) | 151 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9523 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| _ | 3524 | |
| 1 | 1284 | 13.5% |
| I | 1171 | 12.3% |
| C | 1171 | 12.3% |
| A | 1171 | 12.3% |
| 2 | 356 | 3.7% |
| 3 | 304 | 3.2% |
| 4 | 187 | 2.0% |
| 5 | 124 | 1.3% |
| 6 | 80 | 0.8% |
| Other values (7) | 151 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9523 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| _ | 3524 | |
| 1 | 1284 | 13.5% |
| I | 1171 | 12.3% |
| C | 1171 | 12.3% |
| A | 1171 | 12.3% |
| 2 | 356 | 3.7% |
| 3 | 304 | 3.2% |
| 4 | 187 | 2.0% |
| 5 | 124 | 1.3% |
| 6 | 80 | 0.8% |
| Other values (7) | 151 | 1.6% |
type_of_the_ac
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.645602 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.1509657 |
|---|---|
| Coefficient of variation (CV) | 0.4350487 |
| Kurtosis | -0.57487012 |
| Mean | 2.645602 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.20159113 |
| Sum | 3098 |
| Variance | 1.3247221 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 596 | |
| 1 | 332 | |
| 4 | 207 | 17.7% |
| 2 | 14 | 1.2% |
| 6 | 12 | 1.0% |
| 5 | 10 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 332 | |
| 2 | 14 | 1.2% |
| 3 | 596 | |
| 4 | 207 | 17.7% |
| 5 | 10 | 0.9% |
| 6 | 12 | 1.0% |
| Value | Count | Frequency (%) |
| 6 | 12 | 1.0% |
| 5 | 10 | 0.9% |
| 4 | 207 | 17.7% |
| 3 | 596 | |
| 2 | 14 | 1.2% |
| 1 | 332 |
is_the_ac_inverter_or_not
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 748 | |
| 2 | 423 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 748 | |
| 2 | 423 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 748 | |
| 2 | 423 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1171 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 748 | |
| 2 | 423 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1171 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 748 | |
| 2 | 423 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1171 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 748 | |
| 2 | 423 |
is_room_fully_sealed
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.6 KiB |
| 1 | |
|---|---|
| 2 | 96 |
| 3 | 28 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 96 | 8.2% |
| 3 | 28 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 96 | 8.2% |
| 3 | 28 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 96 | 8.2% |
| 3 | 28 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1171 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 96 | 8.2% |
| 3 | 28 | 2.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1171 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 96 | 8.2% |
| 3 | 28 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1171 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1047 | |
| 2 | 96 | 8.2% |
| 3 | 28 | 2.4% |
wattage_of_the_ac
Real number (ℝ)
Missing Zeros
| Distinct | 45 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 356 |
| Missing (%) | 30.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 571.87117 |
| Minimum | 0 |
|---|---|
| Maximum | 18000 |
| Zeros | 610 |
| Zeros (%) | 52.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2000 |
| Maximum | 18000 |
| Range | 18000 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2337.6704 |
|---|---|
| Coefficient of variation (CV) | 4.0877571 |
| Kurtosis | 23.630431 |
| Mean | 571.87117 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.8141448 |
| Sum | 466075 |
| Variance | 5464703 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 0 | 610 | |
| 12 | 31 | 2.6% |
| 55 | 23 | 2.0% |
| 12000 | 18 | 1.5% |
| 18 | 16 | 1.4% |
| 9000 | 10 | 0.9% |
| 1000 | 8 | 0.7% |
| 25 | 7 | 0.6% |
| 24 | 7 | 0.6% |
| 1100 | 7 | 0.6% |
| Other values (35) | 78 | 6.7% |
| (Missing) | 356 |
| Value | Count | Frequency (%) |
| 0 | 610 | |
| 1 | 2 | 0.2% |
| 2 | 1 | 0.1% |
| 5 | 2 | 0.2% |
| 9 | 5 | 0.4% |
| 10 | 2 | 0.2% |
| 12 | 31 | 2.6% |
| 13 | 3 | 0.3% |
| 15 | 5 | 0.4% |
| 18 | 16 | 1.4% |
| Value | Count | Frequency (%) |
| 18000 | 3 | 0.3% |
| 12000 | 18 | |
| 9000 | 10 | |
| 8000 | 2 | 0.2% |
| 6000 | 1 | 0.1% |
| 5800 | 1 | 0.1% |
| 5000 | 2 | 0.2% |
| 2500 | 1 | 0.1% |
| 2000 | 4 | 0.3% |
| 1890 | 2 | 0.2% |
btu_of_the_ac
Real number (ℝ)
Zeros
| Distinct | 30 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5519.2536 |
| Minimum | 0 |
|---|---|
| Maximum | 100000 |
| Zeros | 67 |
| Zeros (%) | 5.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 999 |
| median | 999 |
| Q3 | 12000 |
| 95-th percentile | 18000 |
| Maximum | 100000 |
| Range | 100000 |
| Interquartile range (IQR) | 11001 |
Descriptive statistics
| Standard deviation | 8763.6977 |
|---|---|
| Coefficient of variation (CV) | 1.5878411 |
| Kurtosis | 44.761527 |
| Mean | 5519.2536 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 5.2703441 |
| Sum | 6463046 |
| Variance | 76802397 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 999 | 553 | |
| 12000 | 233 | |
| 1000 | 109 | 9.3% |
| 9000 | 71 | 6.1% |
| 0 | 67 | 5.7% |
| 18000 | 39 | 3.3% |
| 8000 | 18 | 1.5% |
| 10000 | 16 | 1.4% |
| 24000 | 12 | 1.0% |
| 2000 | 9 | 0.8% |
| Other values (20) | 44 | 3.8% |
| Value | Count | Frequency (%) |
| 0 | 67 | 5.7% |
| 999 | 553 | |
| 1000 | 109 | 9.3% |
| 1200 | 3 | 0.3% |
| 1600 | 2 | 0.2% |
| 1800 | 2 | 0.2% |
| 2000 | 9 | 0.8% |
| 2200 | 2 | 0.2% |
| 2400 | 2 | 0.2% |
| 3000 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 100000 | 2 | 0.2% |
| 90000 | 1 | 0.1% |
| 80000 | 3 | 0.3% |
| 60000 | 2 | 0.2% |
| 41000 | 1 | 0.1% |
| 40000 | 2 | 0.2% |
| 24000 | 12 | 1.0% |
| 20000 | 3 | 0.3% |
| 18000 | 39 | |
| 16000 | 3 | 0.3% |
no_of_hours_ac_was_on_during_daytime_last_week
Real number (ℝ)
Zeros
| Distinct | 27 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2492143 |
| Minimum | 0 |
|---|---|
| Maximum | 70 |
| Zeros | 993 |
| Zeros (%) | 84.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 14 |
| Maximum | 70 |
| Range | 70 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.63311 |
|---|---|
| Coefficient of variation (CV) | 3.3936783 |
| Kurtosis | 29.528784 |
| Mean | 2.2492143 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.9085963 |
| Sum | 2633.83 |
| Variance | 58.264368 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 993 | |
| 7 | 37 | 3.2% |
| 14 | 31 | 2.6% |
| 28 | 16 | 1.4% |
| 21 | 12 | 1.0% |
| 2 | 10 | 0.9% |
| 1 | 8 | 0.7% |
| 4 | 7 | 0.6% |
| 35 | 7 | 0.6% |
| 42 | 7 | 0.6% |
| Other values (17) | 43 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 993 | |
| 0.33 | 1 | 0.1% |
| 0.5 | 2 | 0.2% |
| 1 | 8 | 0.7% |
| 2 | 10 | 0.9% |
| 3 | 5 | 0.4% |
| 3.5 | 6 | 0.5% |
| 4 | 7 | 0.6% |
| 5 | 2 | 0.2% |
| 6 | 5 | 0.4% |
| Value | Count | Frequency (%) |
| 70 | 4 | 0.3% |
| 49 | 1 | 0.1% |
| 48 | 1 | 0.1% |
| 42 | 7 | |
| 35 | 7 | |
| 28 | 16 | |
| 24 | 1 | 0.1% |
| 21 | 12 | |
| 20 | 1 | 0.1% |
| 18 | 1 | 0.1% |
no_of_hours_ac_was_on_during_night_last_week
Real number (ℝ)
Zeros
| Distinct | 65 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.361085 |
| Minimum | 0 |
|---|---|
| Maximum | 98 |
| Zeros | 499 |
| Zeros (%) | 42.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 30 |
| 95-th percentile | 70 |
| Maximum | 98 |
| Range | 98 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 23.892416 |
|---|---|
| Coefficient of variation (CV) | 1.3762053 |
| Kurtosis | 1.0044618 |
| Mean | 17.361085 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.3788235 |
| Sum | 20329.83 |
| Variance | 570.84753 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 499 | |
| 14 | 87 | 7.4% |
| 42 | 63 | 5.4% |
| 7 | 61 | 5.2% |
| 56 | 60 | 5.1% |
| 21 | 40 | 3.4% |
| 28 | 39 | 3.3% |
| 35 | 27 | 2.3% |
| 70 | 24 | 2.0% |
| 30 | 23 | 2.0% |
| Other values (55) | 248 |
| Value | Count | Frequency (%) |
| 0 | 499 | |
| 0.25 | 3 | 0.3% |
| 0.5 | 4 | 0.3% |
| 0.75 | 1 | 0.1% |
| 0.99 | 1 | 0.1% |
| 1 | 19 | 1.6% |
| 1.5 | 3 | 0.3% |
| 1.66 | 1 | 0.1% |
| 1.75 | 1 | 0.1% |
| 2 | 18 | 1.5% |
| Value | Count | Frequency (%) |
| 98 | 14 | |
| 90 | 1 | 0.1% |
| 86 | 1 | 0.1% |
| 85 | 1 | 0.1% |
| 84 | 10 | |
| 81 | 1 | 0.1% |
| 80 | 3 | 0.3% |
| 77 | 2 | 0.2% |
| 72 | 2 | 0.2% |
| 70.5 | 1 | 0.1% |
Interactions
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
| room_ID | ac_ID | type_of_the_ac | is_the_ac_inverter_or_not | is_room_fully_sealed | wattage_of_the_ac | btu_of_the_ac | no_of_hours_ac_was_on_during_daytime_last_week | no_of_hours_ac_was_on_during_night_last_week | |
|---|---|---|---|---|---|---|---|---|---|
| household_ID | |||||||||
| ID0012 | I_3 | I_3_AC_1 | 4 | 1 | 1 | 1500.0 | 999 | 0.0 | 45.0 |
| ID0014 | I_3 | I_3_AC_1 | 6 | 2 | 1 | 0.0 | 999 | 0.0 | 0.0 |
| ID0018 | I_5 | I_5_AC_1 | 3 | 1 | 1 | 2000.0 | 999 | 0.0 | 56.0 |
| ID0025 | I_2 | I_2_AC_1 | 1 | 1 | 1 | 0.0 | 999 | 0.0 | 0.0 |
| ID0039 | I_8 | I_8_AC_1 | 3 | 1 | 1 | 0.0 | 999 | 12.0 | 12.0 |
| ID0039 | I_9 | I_9_AC_1 | 3 | 1 | 1 | 0.0 | 9000 | 12.0 | 12.0 |
| ID0041 | I_8 | I_8_AC_1 | 5 | 1 | 1 | 0.0 | 999 | 0.0 | 21.0 |
| ID0043 | I_3 | I_3_AC_1 | 3 | 2 | 1 | 0.0 | 999 | 0.0 | 0.0 |
| ID0043 | I_18 | I_18_AC_1 | 3 | 2 | 1 | 0.0 | 999 | 42.0 | 21.0 |
| ID0043 | I_19 | I_19_AC_1 | 3 | 2 | 1 | 0.0 | 999 | 42.0 | 42.0 |
| room_ID | ac_ID | type_of_the_ac | is_the_ac_inverter_or_not | is_room_fully_sealed | wattage_of_the_ac | btu_of_the_ac | no_of_hours_ac_was_on_during_daytime_last_week | no_of_hours_ac_was_on_during_night_last_week | |
|---|---|---|---|---|---|---|---|---|---|
| household_ID | |||||||||
| ID3910 | I_3 | I_3_AC_1 | 3 | 1 | 1 | NaN | 12000 | 0.0 | 56.0 |
| ID3910 | I_13 | I_13_AC_1 | 3 | 2 | 3 | NaN | 12000 | 0.0 | 4.0 |
| ID3910 | I_14 | I_14_AC_1 | 3 | 1 | 1 | NaN | 12000 | 0.0 | 21.0 |
| ID3910 | I_15 | I_15_AC_1 | 3 | 1 | 1 | NaN | 12000 | 0.0 | 0.0 |
| ID3943 | I_2 | I_2_AC_1 | 1 | 2 | 2 | NaN | 999 | 0.0 | 0.0 |
| ID3950 | I_1 | I_1_AC_1 | 4 | 2 | 1 | NaN | 1000 | 0.0 | 2.0 |
| ID4015 | I_2 | I_2_AC_1 | 4 | 1 | 1 | NaN | 999 | 0.0 | 0.0 |
| ID4026 | I_2 | I_2_AC_1 | 4 | 1 | 1 | NaN | 999 | 0.0 | 2.0 |
| ID4053 | I_2 | I_2_AC_1 | 4 | 2 | 1 | NaN | 1000 | 7.0 | 7.0 |
| ID4055 | I_4 | I_4_AC_1 | 4 | 1 | 1 | NaN | 1000 | 0.0 | 0.0 |
Duplicate rows
Most frequently occurring
| room_ID | ac_ID | type_of_the_ac | is_the_ac_inverter_or_not | is_room_fully_sealed | wattage_of_the_ac | btu_of_the_ac | no_of_hours_ac_was_on_during_daytime_last_week | no_of_hours_ac_was_on_during_night_last_week | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|
| 12 | I_2 | I_2_AC_1 | 3 | 1 | 1 | 0.0 | 999 | 0.0 | 0.0 | 11 |
| 23 | I_2 | I_2_AC_1 | 4 | 1 | 1 | 0.0 | 999 | 0.0 | 0.0 | 8 |
| 6 | I_2 | I_2_AC_1 | 1 | 1 | 1 | 0.0 | 999 | 0.0 | 0.0 | 7 |
| 46 | I_3 | I_3_AC_1 | 4 | 1 | 1 | 0.0 | 999 | 0.0 | 0.0 | 7 |
| 32 | I_3 | I_3_AC_1 | 1 | 1 | 1 | NaN | 999 | 0.0 | 0.0 | 6 |
| 38 | I_3 | I_3_AC_1 | 3 | 1 | 1 | NaN | 999 | 0.0 | 0.0 | 6 |
| 63 | I_4 | I_4_AC_1 | 3 | 1 | 1 | NaN | 999 | 0.0 | 0.0 | 5 |
| 81 | I_6 | I_6_AC_1 | 3 | 1 | 1 | 0.0 | 12000 | 0.0 | 0.0 | 5 |
| 16 | I_2 | I_2_AC_1 | 3 | 1 | 1 | NaN | 999 | 0.0 | 0.0 | 4 |
| 19 | I_2 | I_2_AC_1 | 3 | 2 | 1 | 0.0 | 999 | 0.0 | 0.0 | 4 |