PySuricata EDA Report — Bike Sharing

Generated 2026-08-20 10:00:23 Profiled in 0.31 s Shape 17,379 rows × 12 columns pysuricata 0.2.0

Summary

Rows

17,379

single pass

Columns

7 num · 2 cat · 1 date · 2 bool

Missing

0.0%

0 cells

Duplicates

< 585

below sketch resolution

Processed

1.5 MB

across all chunks

Elapsed

0.31 s

wall clock

Column types

numeric7
boolean2
categorical2
datetime1

Top missing columns

No column has missing values

12 of 12 columns are complete

1 unique · 0 constant · 0 high-cardinality · 2 text (avg len 5.6) · range 2011-01-01 00:00:00 UTC → 2012-12-31 23:00:00 UTC

Description

+ add a note

Sample

Hide sample

12 cols · scroll →10 rows drawn at random from the first chunk

	rented_at	season	weather	holiday	working_day	temp	feels_like	humidity	windspeed	casual	registered	rentals
6124	2011-09-17 18:00:00	summer	mist	False	False	0.52	0.5	0.72	0.22	95	234	329
2600	2011-04-23 06:00:00	spring	mist	False	False	0.34	0.33	1.0	0.16	0	11	11
1244	2011-02-24 23:00:00	winter	mist	False	True	0.32	0.3	0.93	0.22	3	47	50
4919	2011-07-28 21:00:00	summer	clear	False	True	0.78	0.76	0.66	0.28	31	165	196
1637	2011-03-13 18:00:00	winter	clear	False	False	0.4	0.41	0.43	0.36	55	92	147
4390	2011-07-06 20:00:00	summer	clear	False	True	0.72	0.7	0.74	0.25	55	257	312
9616	2012-02-10 15:00:00	winter	mist	False	True	0.32	0.33	0.45	0.13	27	164	191
14652	2012-09-07 17:00:00	summer	clear	False	True	0.78	0.74	0.59	0.33	88	684	772
14513	2012-09-01 22:00:00	summer	mist	False	False	0.66	0.59	0.89	0.0	21	57	78
269	2011-01-12 16:00:00	winter	clear	False	True	0.22	0.2	0.44	0.33	5	63	68

Variables

5 of 12 columns need a look

casual7.57 heavy‑tailed · limit 106.9% many outliers · limit 5%
registered3.9% many outliers · limit 5%
rentals2.9% many outliers · limit 5%
windspeed2.0% many outliers · limit 5%
holidayImbalanced

What these flags mean

Only the 3 flags this report raised
Flag	What is measured	Fires above	What it means
heavy tailed	Excess kurtosis of the values	10	The tail is far heavier than a normal distribution, where this is 0. Means and standard deviations are pulled by a few extreme rows.
many outliers	Share beyond 1.5× IQR from the quartiles	5%	Values outside the usual range. They may be errors or may be real — the Outliers pane lists them so you can tell which.
imbalanced	Ratio between the largest and smallest class	10:1	The classes are far apart in size, so a share computed over all of them is dominated by the largest.

Sort

A record every 1.0 hour on average, but the gaps vary widely (± 30.6 minutes) — this is an event stream, not a schedule.

0100200300ROWS

2011-01-012011-07-022012-01-012012-07-022012-12-31

60 intervals · peak 293 rows at 2011-05-02

Shape of the calendar

Weekend share28.9%

flat · +0.3pp vs 28.6%

Business hours23.9%

flat · +0.0pp vs 23.8%

rule marks the flat-calendar share — 2 of 7 days, and 8 of 24 hours on 5 of 7 days

Count

17,379

Unique (≈)

17,379

Missing

0 (0.0%)

Timezone

— (naive)

Time span

2.0 years

Min

2011-01-01 00:00:00

Max

2012-12-31 23:00:00

Data density

23.8 records/day

Min timestamp	2011-01-01 00:00:00
Max timestamp	2012-12-31 23:00:00
Unique timestamps (≈)	17,379
Timezone	— (naive)
Time span	2.0 years
Avg interval	1.0 hours
Interval std dev	30.6 minutes

Weekend ratio	28.9%
Business hours	23.9%
Seasonal pattern	Multiple peaks detected
Peak hour	16:00 (730 records)
Peak day	Saturday (2,512 records)
Peak month	May (1,488 records)
Peak year	2012 (8,734 records)
Processed bytes (≈)	135.8 KB

Hour of daypeak 16:00 (730 records)

0200400600ROWS

00:0003:0006:0009:0012:0015:0018:0021:00

Day of weekpeak Saturday (2,512 records)

01.0K2.0KROWS

MonTueWedThuFriSatSun

Monthpeak May (1,488 records)

05001.0KROWS

JanFebMarAprMayJunJulAugSepOctNovDec

Yearpeak 2012 (8,734 records)

05.0KROWS

20112012

each chart is scaled to its own peak, so heights compare within a chart and not between them

4 of 4 levels shown · covers 100% of the 17,379 non-missing rows · rule at 25%, an even split

Count

17,379

Unique

Missing

0 (0.0%)

Mode

summer

Mode %

25.9%

Empty or zero

Entropy

Rare levels

0 (0.0%)

Label length (avg)

Length p90

Processed bytes (≈)

237.6 KB

Rank	Value	Count	Frequency
1ˢᵗ	summer	4,496	25.9%
2ⁿᵈ	spring	4,409	25.4%
3ʳᵈ	winter	4,242	24.4%
4ᵗʰ	autumn	4,232	24.4%

season · label length6 to 6 characters

Every label is 6 characters long.

4 of 4 levels shown · covers 100% of the 17,379 non-missing rows · rule at 25%, an even split

Count

17,379

Unique

Missing

0 (0.0%)

Mode

clear

Mode %

65.7%

Empty or zero

Entropy

1.202

Rare levels

1 (0.0%)

Label length (avg)

5.148

Length p90

Processed bytes (≈)

222.7 KB

Rank	Value	Count	Frequency
1ˢᵗ	clear	11,413	65.7%
2ⁿᵈ	mist	4,544	26.1%
3ʳᵈ	light rain	1,419	8.2%
4ᵗʰ	heavy rain	3	0.0%

weather · label length4 to 10 characters

Lengths run 4 to 10 characters, with nothing between 5 and 10: 4,633 labels fall below the gap and 367 above it. Two formats in one column look like this.

410

one bar per label length, over a sample of the values

Count

17,379

Missing

0 (0.0%)

Unique

True

500 (2.9%)

False

16,879 (97.1%)

Processed bytes (≈)

17.0 KB

Count

17,379

Missing

0 (0.0%)

Unique

True

11,865 (68.3%)

False

5,514 (31.7%)

Processed bytes (≈)

17.0 KB

01000200030004000ROWS

0.0200.1420.2650.3880.5100.6330.7550.8771

10 bins · peak 3,090 rows at 0.608–0.706

02000400060008000ROWS

0.0200.0330.0530.0870.1410.2310.3760.6131

10 bins · peak 6,121 rows at 0.457–0.676

050010001500ROWS

0.0200.1420.2650.3880.5100.6330.7550.8771

25 bins · peak 1,418 rows at 0.608–0.647

01000200030004000ROWS

0.0200.0330.0530.0870.1410.2310.3760.6131

25 bins · peak 3,217 rows at 0.625–0.731

0200400600800ROWS

0.0200.1420.2650.3880.5100.6330.7550.8771

50 bins · peak 709 rows at 0.608–0.628

0500100015002000ROWS

0.0200.0330.0530.0870.1410.2310.3760.6131

50 bins · peak 1,659 rows at 0.676–0.731

statistics · 50 common values · 5 lowest and highest · no outliers · 6 correlations

Scale:

Bins:

Count

17,379

Unique

Missing

0 (0.0%)

Outliers

0 (0.0%)

Zeros

0 (0.0%)

Infinites

0 (0.0%)

Negatives

0 (0.0%)

Min

0.02

Q1 (P25)

0.34

Median

0.5

Mean

0.497

Q3 (P75)

0.66

Max

temp · statistics17,379 values · 0.02 to 1

P10.12P50.2P100.24Q10.34P500.5Q30.66P900.74P950.8P990.8844

IQR 0.34 – 0.66
P1 – P99
median 0.5
mean 0.497

Jarque–Bera is 642.6 against a 5.99 critical value — far enough from normal to reject it.

The mean carries a ±0.002863 95% interval, so 0.497 is well determined at this sample size.

Mean	0.497
Std Dev	0.1926
Variance	0.03708
Std Error	0.001461
Coeff. of Var	0.3874
Geometric mean	0.4528
IQR	0.32
MAD	0.16
Skew	-0.00602
Kurtosis	-0.9419
Jarque–Bera χ²	642.6
95% CI (mean)	[0.4941 – 0.4999]
Granularity	0.020000000000000018 (decimals: 2)
Heaping %	3.055
Processed bytes (≈)	135.8 KB

Min	0.02
P1 (≈)	0.12
P5 (≈)	0.2
P10 (≈)	0.24
Q1 (P25)	0.34
Median (P50)	0.5
Q3 (P75)	0.66
P90 (≈)	0.74
P95 (≈)	0.8
P99 (≈)	0.8844
Range	0.98

temp · common values

3.1% of values end in a 0 or a 5.

0.62726 · 4.2%

0.66693 · 4.0%

0.64692 · 4.0%

0.7690 · 4.0%

0.6675 · 3.9%

0.36671 · 3.9%

0.34645 · 3.7%

0.3641 · 3.7%

0.4614 · 3.5%

0.32611 · 3.5%

bar is scaled to the most common value, not to 100%

temp · extreme values5 lowest · 5 highest of 17,379

Neither tail is unusual: all 10 tracked values sit inside the fence.

×5×3

0.020.2650.510.7551

IQR and P1–P99
median 0.5
inside the fence
moderate
high or extreme

5 lowestnone beyond a fence

4830.02×5inside the fence

4850.02×5inside the fence

4840.02×5inside the fence

5290.02×5inside the fence

5280.02×5inside the fence

5 highestnone beyond a fence

131631inside the fence

129720.98inside the fence

129700.96×3inside the fence

129730.96×3inside the fence

129710.96×3inside the fence

temp · outliers0 of 17,379 values · 0.0%

No value lies outside the fence at -0.14 and 1.14, so this column has no outliers by the IQR rule.

temp · correlations6 numeric partners

The strongest partner is feels_like at +0.988.

feels_like+0.988

casual+0.460

rentals+0.405

registered+0.335

humidity-0.070

1 more, all below 0.07.

01000200030004000ROWS

00.1250.2500.3750.5000.6250.7500.8751

10 bins · peak 3,659 rows at 0.600–0.700

02000400060008000ROWS

0.0200.0330.0530.0870.1410.2310.3760.6131

10 bins · peak 7,478 rows at 0.457–0.676 · 2 rows not shown (≤ 0)

0500100015002000ROWS

00.1250.2500.3750.5000.6250.7500.8751

25 bins · peak 1,689 rows at 0.520–0.560

01000200030004000ROWS

0.0200.0330.0530.0870.1410.2310.3760.6131

25 bins · peak 3,299 rows at 0.625–0.731 · 2 rows not shown (≤ 0)

02004006008001000ROWS

00.1250.2500.3750.5000.6250.7500.8751

50 bins · peak 845 rows at 0.520–0.540

0500100015002000ROWS

0.0200.0330.0530.0870.1410.2310.3760.6131

50 bins · peak 1,966 rows at 0.625–0.676 · 2 rows not shown (≤ 0)

statistics · 49 common values · 5 lowest and highest · no outliers · 6 correlations

Scale:

Bins:

Count

17,379

Unique

Missing

0 (0.0%)

Outliers

0 (0.0%)

Zeros

2 (0.0%)

Infinites

0 (0.0%)

Negatives

0 (0.0%)

Min

Q1 (P25)

0.33

Median

0.48

Mean

0.4758

Q3 (P75)

0.62

Max

feels_like · statistics17,379 values · 0 to 1

P10.12P50.21Q10.33P500.48Q30.62P900.7P950.74P990.82

IQR 0.33 – 0.62
P1 – P99
median 0.48
mean 0.4758

Jarque–Bera is 569.1 against a 5.99 critical value — far enough from normal to reject it.

The mean carries a ±0.002561 95% interval, so 0.4758 is well determined at this sample size.

Mean	0.4758
Std Dev	0.1723
Variance	0.02967
Std Error	0.001307
Coeff. of Var	0.362
Geometric mean	0.4389
IQR	0.29
MAD	0.14
Skew	-0.08558
Kurtosis	-0.8698
Jarque–Bera χ²	569.1
95% CI (mean)	[0.4733 – 0.4784]
Granularity	0.010199999999999982 (decimals: 4)
Heaping %	15.7
Processed bytes (≈)	135.8 KB

Min	0
P1 (≈)	0.12
P5 (≈)	0.21
P10 (≈)	0.24
Q1 (P25)	0.33
Median (P50)	0.48
Q3 (P75)	0.62
P90 (≈)	0.7
P95 (≈)	0.74
P99 (≈)	0.82
Range	1

feels_like · common values

15.7% of values end in a 0 or a 5.

0.62933 · 5.4%

0.52563 · 3.2%

0.41559 · 3.2%

0.33545 · 3.1%

0.67538 · 3.1%

0.61533 · 3.1%

0.53524 · 3.0%

0.5520 · 3.0%

0.45504 · 2.9%

0.3494 · 2.8%

bar is scaled to the most common value, not to 100%

feels_like · extreme values5 lowest · 5 highest of 17,379

Neither tail is unusual: all 10 tracked values sit inside the fence.

×2×2

00.250.50.751

IQR and P1–P99
median 0.48
inside the fence
moderate
high or extreme

5 lowestnone beyond a fence

4800×2inside the fence

4860×2inside the fence

4830.02×3inside the fence

4850.02×3inside the fence

87180.02×3inside the fence

5 highestnone beyond a fence

47681inside the fence

47670.98×2inside the fence

47690.98×2inside the fence

47660.95inside the fence

47490.92inside the fence

feels_like · outliers0 of 17,379 values · 0.0%

No value lies outside the fence at -0.105 and 1.055, so this column has no outliers by the IQR rule.

feels_like · correlations6 numeric partners

The strongest partner is temp at +0.988.

temp+0.988

casual+0.453

rentals+0.400

registered+0.332

windspeed-0.064

1 more, all below 0.06.

0100020003000ROWS

00.1250.2500.3750.5000.6250.7500.8751

10 bins · peak 2,837 rows at 0.500–0.600

02000400060008000ROWS

0.0400.0600.0890.1340.2000.2990.4470.6691

10 bins · peak 6,137 rows at 0.725–1 · 22 rows not shown (≤ 0)

050010001500ROWS

00.1250.2500.3750.5000.6250.7500.8751

25 bins · peak 1,311 rows at 0.800–0.840

0100020003000ROWS

0.0400.0600.0890.1340.2000.2990.4470.6691

25 bins · peak 2,742 rows at 0.773–0.879 · 22 rows not shown (≤ 0)

0200400600800ROWS

00.1250.2500.3750.5000.6250.7500.8751

50 bins · peak 656 rows at 0.800–0.820

0500100015002000ROWS

0.0400.0600.0890.1340.2000.2990.4470.6691

50 bins · peak 1,557 rows at 0.773–0.824 · 22 rows not shown (≤ 0)

statistics · 48 common values · 5 lowest and highest · 22 outliers · 6 correlations

Scale:

Bins:

Count

17,379

Unique

Missing

0 (0.0%)

Outliers

22 (0.1%)

Zeros

22 (0.1%)

Infinites

0 (0.0%)

Negatives

0 (0.0%)

Min

Q1 (P25)

0.48

Median

0.63

Mean

0.6272

Q3 (P75)

0.78

Max

humidity · statistics17,379 values · 0 to 1

P10.23P50.31P100.37Q10.48P500.63Q30.78P900.88P950.93P991

IQR 0.48 – 0.78
P1 – P99
median 0.63
mean 0.6272

Jarque–Bera is 530.2 against a 5.99 critical value — far enough from normal to reject it.

The mean carries a ±0.002868 95% interval, so 0.6272 is well determined at this sample size.

Mean	0.6272
Std Dev	0.1929
Variance	0.03722
Std Error	0.001463
Coeff. of Var	0.3076
Geometric mean	0.5953
IQR	0.3
MAD	0.15
Skew	-0.1113
Kurtosis	-0.8262
Jarque–Bera χ²	530.2
95% CI (mean)	[0.6244 – 0.6301]
Granularity	0.010699999999999899 (decimals: 4)
Heaping %	9.943
Processed bytes (≈)	135.8 KB

Min	0
P1 (≈)	0.23
P5 (≈)	0.31
P10 (≈)	0.37
Q1 (P25)	0.48
Median (P50)	0.63
Q3 (P75)	0.78
P90 (≈)	0.88
P95 (≈)	0.93
P99 (≈)	1
Range	1

humidity · common values

9.9% of values end in a 0 or a 5.

0.83623 · 3.6%

0.88432 · 2.5%

0.94335 · 1.9%

0.78321 · 1.8%

0.7312 · 1.8%

0.65268 · 1.5%

0.87263 · 1.5%

0.73255 · 1.5%

0.79235 · 1.4%

0.89233 · 1.3%

bar is scaled to the most common value, not to 100%

humidity · extreme values5 lowest · 5 highest of 17,379

The low tail: every one of the 5 lowest crosses it. All 5 sit inside the fence.

fence 0.03×5

00.250.50.751

IQR and P1–P99
median 0.63
inside the fence
moderate
high or extreme

5 lowestall 5 beyond the IQR fence

15530×5moderate · 1.6× IQR

15550×5moderate · 1.6× IQR

15590×5moderate · 1.6× IQR

15580×5moderate · 1.6× IQR

15570×5moderate · 1.6× IQR

5 highestnone beyond a fence

24351×5inside the fence

24481×5inside the fence

33201×5inside the fence

77011×5inside the fence

173201×5inside the fence

humidity · outliers22 of 17,379 values · 0.1%

All 22 are low. The upper fence sits at 1.23, above the maximum of 1, so no value can cross it.

fence 0.03

00.250.50.751

IQR and P1–P99
median 0.63
moderate
high or extreme

RowValueBy IQRBy MAD

15530moderate · 1.6×—

The two methods

IQR flags 1; MAD flags none. The modified z-score measures distance from the median in typical deviations, and by that measure nothing here is far enough.

humidity · correlations6 numeric partners

Every partner is weak. The strongest is casual at -0.347, below the 0.50 threshold.

casual-0.347

rentals-0.323

windspeed-0.291

registered-0.274

temp-0.070

1 more, all below 0.07.

010002000300040005000ROWS

00.1060.2120.3190.4250.5310.6370.7440.850

10 bins · peak 4,954 rows at 0.085–0.170

01000200030004000ROWS

0.0340.0510.0760.1140.1700.2540.3800.5680.850

10 bins · peak 3,616 rows at 0.234–0.324 · 2,180 rows not shown (≤ 0)

01000200030004000ROWS

00.1060.2120.3190.4250.5310.6370.7440.850

25 bins · peak 3,042 rows at 0.068–0.102

0500100015002000ROWS

0.0340.0510.0760.1140.1700.2540.3800.5680.850

25 bins · peak 1,910 rows at 0.267–0.303 · 2,180 rows not shown (≤ 0)

0500100015002000ROWS

00.1060.2120.3190.4250.5310.6370.7440.850

50 bins · peak 1,521 rows at 0.068–0.085

050010001500ROWS

0.0340.0510.0760.1140.1700.2540.3800.5680.850

50 bins · peak 1,015 rows at 0.284–0.303 · 2,180 rows not shown (≤ 0)

statistics · 30 common values · 5 lowest and highest · 342 outliers · 6 correlations

Scale:

Bins:

Count

17,379

Unique

Missing

0 (0.0%)

Outliers

342 (2.0%)

Zeros

2,180 (12.5%)

Infinites

0 (0.0%)

Negatives

0 (0.0%)

Min

Q1 (P25)

0.1

Median

0.19

Mean

0.1879

Q3 (P75)

0.25

Max

0.85

windspeed · statistics17,379 values · 0 to 0.85

P10Q10.1P500.19Q30.25P900.36P950.42P990.52

IQR 0.1 – 0.25
P1 – P99
median 0.19
mean 0.1879

Jarque–Bera is 1,353 against a 5.99 critical value — far enough from normal to reject it.

The mean carries a ±0.001825 95% interval, so 0.1879 is well determined at this sample size.

Mean	0.1879
Std Dev	0.1227
Variance	0.01506
Std Error	0.0009309
Coeff. of Var	0.6532
Geometric mean	0.1909
IQR	0.15
MAD	0.09
Skew	0.6159
Kurtosis	0.5922
Jarque–Bera χ²	1,353
95% CI (mean)	[0.186 – 0.1897]
Granularity	0.0306896551724138 (decimals: 10)
Heaping %	21.26
Processed bytes (≈)	135.8 KB

Min	0
P1 (≈)	0
P5 (≈)	0
P10 (≈)	0
Q1 (P25)	0.1
Median (P50)	0.19
Q3 (P75)	0.25
P90 (≈)	0.36
P95 (≈)	0.42
P99 (≈)	0.52
Range	0.85

windspeed · common values

21.3% of values end in a 0 or a 5.

02,180 · 12.5%

0.131,738 · 10.0%

0.161,695 · 9.8%

0.191,657 · 9.5%

0.11,617 · 9.3%

0.221,513 · 8.7%

0.091,425 · 8.2%

0.251,295 · 7.5%

0.281,048 · 6.0%

0.3808 · 4.6%

bar is scaled to the most common value, not to 100%

windspeed · extreme values5 lowest · 5 highest of 17,379

The low tail is ordinary — all 5 sit inside the fence. Every one of the 5 highest crosses it.

fence 0.475×5×2

00.21250.4250.63750.85

IQR and P1–P99
median 0.19
inside the fence
moderate
high or extreme

5 lowestnone beyond a fence

640×5inside the fence

172200×5inside the fence

172190×5inside the fence

172980×5inside the fence

172210×5inside the fence

5 highestall 5 beyond the IQR fence

43160.85×2extreme · 4.0× IQR

43150.85×2extreme · 4.0× IQR

56350.84extreme · 3.9× IQR

12590.81×2extreme · 3.7× IQR

99560.81×2extreme · 3.7× IQR

windspeed · outliers342 of 17,379 values · 2.0%

All 342 are high. The lower fence sits at -0.125, below the minimum of 0, so no value can cross it.

fence 0.475×2

00.21250.4250.63750.85

IQR and P1–P99
median 0.19
moderate
high or extreme

RowValueBy IQRBy MAD

43160.85extreme · 4.0×extreme · 4.9×

56350.84extreme · 3.9×extreme · 4.9×

12590.81extreme · 3.7×extreme · 4.6×

—0.78extreme · 3.5×extreme · 4.4×

—0.75extreme · 3.3×extreme · 4.2×

—0.72extreme · 3.1×extreme · 4.0×

—0.69high · 2.9×extreme · 3.7×

—0.66high · 2.7×extreme · 3.5×

—0.64high · 2.6×—

—0.61high · 2.4×—

—0.58high · 2.2×—

—0.55high · 2.0×—

12 of 342 shown, the most extreme first. A dash means the row index was not tracked.

The two methods

IQR flags 14; MAD flags 8. They ask different questions — distance from the middle half of the data, against distance from the median in typical deviations — so both verdicts are printed rather than reconciled.

windspeed · correlations6 numeric partners

Every partner is weak. The strongest is humidity at -0.291, below the 0.50 threshold.

humidity-0.291

rentals+0.093

casual+0.090

registered+0.082

feels_like-0.064

1 more, all below 0.06.

0500010K15KROWS

045.991.8137.6183.5229.4275.2321.1367

10 bins · peak 11,810 rows at 0–36.7

0100020003000ROWS

12.14.49.219.240.183.8175.4367

10 bins · peak 2,502 rows at 34.6–62.4 · 1,581 rows not shown (≤ 0)

0200040006000800010KROWS

045.991.8137.6183.5229.4275.2321.1367

25 bins · peak 8,228 rows at 0–14.7

050010001500ROWS

12.14.49.219.240.183.8175.4367

25 bins · peak 1,031 rows at 34.6–43.8 · 1,581 rows not shown (≤ 0)

010002000300040005000ROWS

045.991.8137.6183.5229.4275.2321.1367

50 bins · peak 4,114 rows at 0–7.3

0200400600ROWS

12.14.49.219.240.183.8175.4367

50 bins · peak 515 rows at 30.7–34.6 · 1,581 rows not shown (≤ 0)

statistics · 32 common values · 5 lowest and highest · 1,192 outliers · 6 correlations

Scale:

Bins:

Count

17,379

Unique

322

Missing

0 (0.0%)

Outliers

1,192 (6.9%)

Zeros

1,581 (9.1%)

Infinites

0 (0.0%)

Negatives

0 (0.0%)

Min

Q1 (P25)

Median

Mean

35.68

Q3 (P75)

Max

367

casual · statistics17,379 values · 0 to 367

P10P5017Q348P9092P95138.1P99240

IQR 4 – 48
P1 – P99
median 17
mean 35.68

Jarque–Bera is 5.957e+04 against a 5.99 critical value — far enough from normal to reject it.

The mean carries a ±0.7331 95% interval, so 35.68 is well determined at this sample size.

Mean	35.68
Std Dev	49.31
Variance	2,431
Std Error	0.374
Coeff. of Var	1.382
Geometric mean	17.25
IQR	44
MAD	16
Skew	2.499
Kurtosis	7.568
Jarque–Bera χ²	5.957e+04
95% CI (mean)	[34.94 – 36.41]
Granularity	1.1099999999999999 (decimals: 2)
Heaping %	24.94
Processed bytes (≈)	135.8 KB

Min	0
P1 (≈)	0
P5 (≈)	0
P10 (≈)	1
Q1 (P25)	4
Median (P50)	17
Q3 (P75)	48
P90 (≈)	92
P95 (≈)	138.1
P99 (≈)	240
Range	367

casual · common values

All 10 are whole numbers, though the column stores 2 decimals. 24.9% of values end in a 0 or a 5.

01,330 · 7.7%

1831 · 4.8%

2547 · 3.1%

3446 · 2.6%

4310 · 1.8%

5258 · 1.5%

6197 · 1.1%

7154 · 0.9%

8126 · 0.7%

997 · 0.6%

bar is scaled to the most common value, not to 100%

casual · extreme values5 lowest · 5 highest of 17,379

The low tail is ordinary — all 5 sit inside the fence. Every one of the 5 highest crosses it.

fence 114×5×4

091.75183.5275.2367

IQR and P1–P99
median 17
inside the fence
moderate
high or extreme

5 lowestnone beyond a fence

100820×5inside the fence

173110×5inside the fence

173310×5inside the fence

173300×5inside the fence

173120×5inside the fence

5 highestall 5 beyond the IQR fence

10477367extreme · 7.2× IQR

15343362extreme · 7.1× IQR

11985361extreme · 7.1× IQR

10476357extreme · 7.0× IQR

11986356extreme · 7.0× IQR

casual · outliers1,192 of 17,379 values · 6.9%

All 1,192 are high. The lower fence sits at -62, below the minimum of 0, so no value can cross it.

fence 114×8×8×7×8×8×4×3

091.75183.5275.2367

IQR and P1–P99
median 17
moderate
high or extreme

RowValueBy IQRBy MAD

10477367extreme · 7.2×extreme · 14.8×

15343362extreme · 7.1×extreme · 14.5×

11985361extreme · 7.1×extreme · 14.5×

10476357extreme · 7.0×extreme · 14.3×

11986356extreme · 7.0×extreme · 14.3×

—355extreme · 7.0×extreme · 14.2×

—354extreme · 7.0×extreme · 14.2×

—352extreme · 6.9×extreme · 14.1×

—350extreme · 6.9×extreme · 14.0×

—347extreme · 6.8×extreme · 13.9×

—335extreme · 6.5×extreme · 13.4×

—332extreme · 6.5×extreme · 13.3×

12 of 1,192 shown, the most extreme first. A dash means the row index was not tracked.

The two methods

IQR flags 207; MAD flags 221. They ask different questions — distance from the middle half of the data, against distance from the median in typical deviations — so both verdicts are printed rather than reconciled.

casual · correlations6 numeric partners

The strongest partner is rentals at +0.695.

rentals+0.695

registered+0.507

temp+0.460

feels_like+0.453

humidity-0.347

1 more, all below 0.35.

02000400060008000ROWS

0110.8221.5332.2443553.8664.5775.2886

10 bins · peak 7,271 rows at 0–88.6

010002000300040005000ROWS

12.35.512.729.869.5162.4379.3886

10 bins · peak 4,590 rows at 115.7–228.0 · 24 rows not shown (≤ 0)

010002000300040005000ROWS

0110.8221.5332.2443553.8664.5775.2886

25 bins · peak 4,431 rows at 0–35.4

0500100015002000ROWS

12.35.512.729.869.5162.4379.3886

25 bins · peak 1,896 rows at 173.8–228.0 · 24 rows not shown (≤ 0)

0100020003000ROWS

0110.8221.5332.2443553.8664.5775.2886

50 bins · peak 2,216 rows at 0–17.7

02004006008001000ROWS

12.35.512.729.869.5162.4379.3886

50 bins · peak 987 rows at 151.7–173.8 · 24 rows not shown (≤ 0)

statistics · 33 common values · 5 lowest and highest · 680 outliers · 6 correlations

Scale:

Bins:

Count

17,379

Unique

776

Missing

0 (0.0%)

Outliers

680 (3.9%)

Zeros

24 (0.1%)

Infinites

0 (0.0%)

Negatives

0 (0.0%)

Min

Q1 (P25)

Median

115

Mean

153.8

Q3 (P75)

220

Max

886

registered · statistics17,379 values · 0 to 886

P11P50115Q3220P90354P95465P99699.2

IQR 34 – 220
P1 – P99
median 115
mean 153.8

Jarque–Bera is 1.25e+04 against a 5.99 critical value — far enough from normal to reject it.

The mean carries a ±2.25 95% interval, so 153.8 is well determined at this sample size.

Mean	153.8
Std Dev	151.4
Variance	2.291e+04
Std Error	1.148
Coeff. of Var	0.9842
Geometric mean	76.66
IQR	186
MAD	89
Skew	1.558
Kurtosis	2.749
Jarque–Bera χ²	1.25e+04
95% CI (mean)	[151.5 – 156]
Granularity	1.17 (decimals: 2)
Heaping %	19.29
Processed bytes (≈)	135.8 KB

Min	0
P1 (≈)	1
P5 (≈)	4
P10 (≈)	7
Q1 (P25)	34
Median (P50)	115
Q3 (P75)	220
P90 (≈)	354
P95 (≈)	465
P99 (≈)	699.2
Range	886

registered · common values

All 10 are whole numbers, though the column stores 2 decimals. 19.3% of values end in a 0 or a 5.

7443 · 0.0%

4772 · 0.0%

5442 · 0.0%

5562 · 0.0%

7582 · 0.0%

3071 · 0.0%

4241 · 0.0%

5201 · 0.0%

5411 · 0.0%

5591 · 0.0%

bar is scaled to the most common value, not to 100%

registered · extreme values5 lowest · 5 highest of 17,379

The low tail is ordinary — all 5 sit inside the fence. Every one of the 5 highest crosses it.

fence 499×5×5

0221.5443664.5886

IQR and P1–P99
median 115
inside the fence
moderate
high or extreme

5 lowestnone beyond a fence

60×5inside the fence

18800×5inside the fence

21420×5inside the fence

21190×5inside the fence

20230×5inside the fence

5 highestall 5 beyond the IQR fence

14773886extreme · 3.6× IQR

14964885extreme · 3.6× IQR

15108876×2extreme · 3.5× IQR

15780876×2extreme · 3.5× IQR

15756871extreme · 3.5× IQR

registered · outliers680 of 17,379 values · 3.9%

All 680 are high. The lower fence sits at -245, below the minimum of 0, so no value can cross it.

fence 499×16×17×12×12×3

0221.5443664.5886

IQR and P1–P99
median 115
moderate
high or extreme

RowValueBy IQRBy MAD

14773886extreme · 3.6×extreme · 5.8×

14964885extreme · 3.6×extreme · 5.8×

15108876extreme · 3.5×extreme · 5.8×

15756871extreme · 3.5×extreme · 5.7×

—860extreme · 3.4×extreme · 5.6×

—857extreme · 3.4×extreme · 5.6×

—839extreme · 3.3×extreme · 5.5×

—838extreme · 3.3×extreme · 5.5×

—833extreme · 3.3×extreme · 5.4×

—822extreme · 3.2×extreme · 5.4×

—818extreme · 3.2×extreme · 5.3×

—815extreme · 3.2×extreme · 5.3×

12 of 680 shown, the most extreme first. A dash means the row index was not tracked.

The two methods

IQR flags 277; MAD flags 204. They ask different questions — distance from the middle half of the data, against distance from the median in typical deviations — so both verdicts are printed rather than reconciled.

registered · correlations6 numeric partners

The strongest partner is rentals at +0.972.

rentals+0.972

casual+0.507

temp+0.335

feels_like+0.332

humidity-0.274

1 more, all below 0.27.

02000400060008000ROWS

1123245367489611733855977

10 bins · peak 6,979 rows at 1–98.6

010002000300040005000ROWS

12.45.613.231.373.9174.8413.2977

10 bins · peak 4,193 rows at 123.9–246.6

010002000300040005000ROWS

1123245367489611733855977

25 bins · peak 4,377 rows at 1–40.0

0500100015002000ROWS

12.45.613.231.373.9174.8413.2977

25 bins · peak 1,838 rows at 187.2–246.6

0100020003000ROWS

1123245367489611733855977

50 bins · peak 2,189 rows at 1–20.5

02004006008001000ROWS

12.45.613.231.373.9174.8413.2977

50 bins · peak 919 rows at 187.2–214.8

statistics · 30 common values · 5 lowest and highest · 505 outliers · 6 correlations

Scale:

Bins:

Count

17,379

Unique

869

Missing

0 (0.0%)

Outliers

505 (2.9%)

Zeros

0 (0.0%)

Infinites

0 (0.0%)

Negatives

0 (0.0%)

Min

Q1 (P25)

Median

142

Mean

189.5

Q3 (P75)

281

Max

977

rentals · statistics17,379 values · 1 to 977

P12P50142Q3281P90451.2P95563.1P99782.2

IQR 40 – 281
P1 – P99
median 142
mean 189.5

Jarque–Bera is 6,178 against a 5.99 critical value — far enough from normal to reject it.

The mean carries a ±2.697 95% interval, so 189.5 is well determined at this sample size.

Mean	189.5
Std Dev	181.4
Variance	3.29e+04
Std Error	1.376
Coeff. of Var	0.9574
Geometric mean	93.32
IQR	241
MAD	112
Skew	1.277
Kurtosis	1.416
Jarque–Bera χ²	6,178
95% CI (mean)	[186.8 – 192.2]
Granularity	1.12 (decimals: 2)
Heaping %	19.61
Processed bytes (≈)	135.8 KB

Min	1
P1 (≈)	2
P5 (≈)	5
P10 (≈)	9
Q1 (P25)	40
Median (P50)	142
Q3 (P75)	281
P90 (≈)	451.2
P95 (≈)	563.1
P99 (≈)	782.2
Range	976

rentals · common values

All 10 are whole numbers, though the column stores 2 decimals. 19.6% of values end in a 0 or a 5.

7114 · 0.0%

7313 · 0.0%

6192 · 0.0%

8082 · 0.0%

8172 · 0.0%

8842 · 0.0%

6361 · 0.0%

6631 · 0.0%

6701 · 0.0%

6751 · 0.0%

bar is scaled to the most common value, not to 100%

rentals · extreme values5 lowest · 5 highest of 17,379

The low tail is ordinary — all 5 sit inside the fence. Every one of the 5 highest crosses it.

fence 642.5×5×5

1245489733977

IQR and P1–P99
median 142
inside the fence
moderate
high or extreme

5 lowestnone beyond a fence

711×5inside the fence

91281×5inside the fence

91261×5inside the fence

91731×5inside the fence

91741×5inside the fence

5 highestall 5 beyond the IQR fence

14773977high · 2.9× IQR

14964976high · 2.9× IQR

14748970high · 2.9× IQR

14725968high · 2.9× IQR

15084967high · 2.8× IQR

rentals · outliers505 of 17,379 values · 2.9%

All 505 are high. The lower fence sits at -321.5, below the minimum of 1, so no value can cross it.

fence 642.5×17×17×13×6

1245489733977

IQR and P1–P99
median 142
moderate
high or extreme

RowValueBy IQRBy MAD

14773977high · 2.9×extreme · 5.0×

14964976high · 2.9×extreme · 5.0×

14748970high · 2.9×extreme · 5.0×

14725968high · 2.9×extreme · 5.0×

15084967high · 2.8×extreme · 5.0×

—963high · 2.8×extreme · 4.9×

—957high · 2.8×extreme · 4.9×

—953high · 2.8×extreme · 4.9×

—948high · 2.8×extreme · 4.9×

—943high · 2.7×extreme · 4.8×

—941high · 2.7×extreme · 4.8×

—938high · 2.7×extreme · 4.8×

12 of 505 shown, the most extreme first. A dash means the row index was not tracked.

The two methods

IQR flags 229; MAD flags 152. They ask different questions — distance from the middle half of the data, against distance from the median in typical deviations — so both verdicts are printed rather than reconciled.

rentals · correlations6 numeric partners

The strongest partner is registered at +0.972.

registered+0.972

casual+0.695

temp+0.405

feels_like+0.400

humidity-0.323

1 more, all below 0.32.

Correlations

Correlation Analysis

4 pairs above 0.50, of 21 checked

	temp	feels_like	humidity	windspeed	casual	registered
feels_like	+0.99
humidity	-0.07	-0.05
windspeed	-0.02	-0.06	-0.29
casual	+0.46	+0.45	-0.35	+0.09
registered	+0.34	+0.33	-0.27	+0.08	+0.51
rentals	+0.40	+0.40	-0.32	+0.09	+0.69	+0.97

Missing Values

All 12 columns are complete

No missing values in any of the 12 columns.