Biren Karena
$15/hr
I will do data analysis, visualization in python and generate report
- Reply rate:
- -
- Availability:
- Hourly ($/hour)
- Age:
- 25 years old
- Location:
- Rajkot, Gujarat, India
- Experience:
- 1 year
This is a report of above data
Overview
Overview
Reproduction
Warnings 7
Dataset statistics
Variable types
Number of variables
10
NUM
9
Number of observations
20640
CAT
1
Missing cells
207
Missing cells (%)
0.1%
Duplicate rows
0
Duplicate rows (%)
0.0%
Total size in memory
1.5 MiB
Average record size in memory
76.0 B
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Variables
longitude
Real number (ℝ)
HIGH CORRELATION
Distinct count
844
Mean
-
Unique (%)
4.1%
Minimum -124.35
Missing
0
Maximum -114.31
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
0
161.2 KiB
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latitude
Distinct count
862
Mean
Real number (ℝ≥0)
Unique (%)
4.2%
Minimum 32.54
Missing
0
Maximum 41.95
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
HIGH CORRELATION
-
0
161.2 KiB
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housing_median_age
Distinct count
52
Mean
-
Real number (ℝ≥0)
Unique (%)
0.3%
Minimum 1.0
Missing
0
Maximum 52.0
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
0
161.2 KiB
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total_rooms
Distinct count
5926
Mean
Real number (ℝ≥0)
Unique (%)
28.7%
Minimum 2.0
Missing
0
Maximum 39320.0
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
HIGH CORRELATION
-
0
161.2 KiB
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total_bedrooms
Distinct count
1923
Mean
Real number (ℝ≥0)
Unique (%)
9.4%
Minimum 1.0
Missing
207
Maximum 6445.0
Missing (%)
1.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
HIGH CORRELATION
MISSING
-
0
161.2 KiB
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population
Distinct count
3888
Mean
Real number (ℝ≥0)
Unique (%)
18.8%
Minimum 3.0
Missing
0
Maximum 35682.0
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
HIGH CORRELATION
-
0
161.2 KiB
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households
Distinct count
1815
Mean
Real number (ℝ≥0)
Unique (%)
8.8%
Minimum 1.0
Missing
0
Maximum 6082.0
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
HIGH CORRELATION
-
0
161.2 KiB
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median_income
Distinct count
12928
Mean
-
Real number (ℝ≥0)
Unique (%)
62.6%
Minimum 0.4999
Missing
0
Maximum 15.0001
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
0
161.2 KiB
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median_house_value
Distinct count
3842
Mean
-
Real number (ℝ≥0)
Unique (%)
18.6%
Minimum 14999.0
Missing
0
Maximum-
Missing (%)
0.0%
Zeros
Infinite
0
Zeros (%) 0.0%
Infinite (%)
0.0%
Memory
size
0
161.2 KiB
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ocean_proximity
Categorical
Distinct count
5
Unique (%)
< 0.1%
Missing
0
Missing (%)
0.0%
Memory size
80.6 KiB
<1H OCEAN
9136
INLAND
6551
NEAR OCEAN
2658
NEAR BAY
ISLAND
2290
5
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Interactions
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longitude
latitude
housing_median_age
total_rooms
total_bedrooms
population
households
median_income
median_house_value
longitude
latitude
housing_median_age
total_rooms
total_bedrooms
population
households
median_income
median_house_value
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Correlations
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Pearson's r
Spearman's ρ
Kendall's τ
Phik (φk)
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Missing values
Count
Matrix
Dendrogram
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Sample
First rows
longitude
latitude
housing_median_age
total_rooms
total_bedrooms
population
households
median_income
median_hous
0
-122.23
37.88
41.0
880.0
129.0
322.0
126.0
8.3252
-
1
-122.22
37.86
21.0
7099.0
1106.0
2401.0
1138.0
8.3014
-
2
-122.24
37.85
52.0
1467.0
190.0
496.0
177.0
7.2574
-
3
-122.25
37.85
52.0
1274.0
235.0
558.0
219.0
5.6431
-
4
-122.25
37.85
52.0
1627.0
280.0
565.0
259.0
3.8462
-
5
-122.25
37.85
52.0
919.0
213.0
413.0
193.0
4.0368
-
6
-122.25
37.84
52.0
2535.0
489.0
1094.0
514.0
3.6591
-
7
-122.25
37.84
52.0
3104.0
687.0
1157.0
647.0
3.1200
-
8
-122.26
37.84
42.0
2555.0
665.0
1206.0
595.0
2.0804
-
9
-122.25
37.84
52.0
3549.0
707.0
1551.0
714.0
3.6912
-
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Last rows
longitude
latitude
housing_median_age
total_rooms
total_bedrooms
population
households
median_income
median_
20630
-121.32
39.29
11.0
2640.0
505.0
1257.0
445.0
3.5673
-
20631
-121.40
39.33
15.0
2655.0
493.0
1200.0
432.0
3.5179
-
20632
-121.45
39.26
15.0
2319.0
416.0
1047.0
385.0
3.1250
-
20633
-121.53
39.19
27.0
2080.0
412.0
1082.0
382.0
2.5495
98300.0
20634
-121.56
39.27
28.0
2332.0
395.0
1041.0
344.0
3.7125
-
20635
-121.09
39.48
25.0
1665.0
374.0
845.0
330.0
1.5603
78100.0
20636
-121.21
39.49
18.0
697.0
150.0
356.0
114.0
2.5568
77100.0
20637
-121.22
39.43
17.0
2254.0
485.0
1007.0
433.0
1.7000
92300.0
20638
-121.32
39.43
18.0
1860.0
409.0
741.0
349.0
1.8672
84700.0
20639
-121.24
39.37
16.0
2785.0
616.0
1387.0
530.0
2.3886
89400.0
Report generated by Biren Karena.
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