plotly-logomark

Drift is detected for 0.00% of features (0 out of 7). Dataset Drift is NOT detected.

	Feature	Type	Reference Distribution	Current Distribution	Data Drift	Stat Test	Drift Score
	Prediction	cat			Not Detected	Z-test p_value	1
	bill_length_mm	num			Not Detected	K-S p_value	0.804502
	flipper_length_mm	num			Not Detected	K-S p_value	0.477706
	bill_depth_mm	num			Not Detected	K-S p_value	0.376772
	species	cat			Not Detected	chi-square p_value	0.3487
	body_mass_g	num			Not Detected	K-S p_value	0.31634
	island	cat			Not Detected	chi-square p_value	0.108173

Data Summary

	reference	current
target column	Prediction	Prediction
date column	None	None
number of variables	6	6
number of observations	266	266
missing cells	0 (0.0%)	1194 (0.75%)
categorical features	2	2
numeric features	4	4
datetime features	0	0
constant features	0	0
empty features	0	0
almost constant features	0	0
almost empty features	0	0

Prediction

cat

	reference	current
count	266	266
unique	2 (0.75%)	2 (0.75%)
most common	Female (50.75%)	Female (50.75%)
missing	0 (0.0%)	0 (0.0%)
new categories		0
missing categories		0

species

cat

	reference	current
count	266	67
unique	3 (1.13%)	3 (1.13%)
most common	0 (43.61%)	nan (74.81%)
missing	0 (0.0%)	199 (74.81%)
new categories		1
missing categories		0

island

cat

	reference	current
count	266	67
unique	3 (1.13%)	3 (1.13%)
most common	0 (50.0%)	nan (74.81%)
missing	0 (0.0%)	199 (74.81%)
new categories		1
missing categories		0

bill_depth_mm

num

	reference	current
count	266	67
mean	17.23	16.9
std	2.01	1.81
min	13.1	13.3
25%	15.7	15.15
50%	17.45	17.2
75%	18.8	18.5
max	21.5	20.5
unique	77 (28.95%)	38 (14.29%)
most common	17.0 (3.38%)	nan (74.81%)
missing	0 (0.0%)	199 (74.81%)
infinite	0 (0.0%)	0 (0.0%)

bill_length_mm

num

	reference	current
count	266	67
mean	44.11	43.52
std	5.51	5.33
min	33.1	32.1
25%	39.5	39.15
50%	44.05	45.2
75%	48.78	47.55
max	59.6	53.4
unique	149 (56.02%)	57 (21.43%)
most common	50.5 (1.88%)	nan (74.81%)
missing	0 (0.0%)	199 (74.81%)
infinite	0 (0.0%)	0 (0.0%)

body_mass_g

num

	reference	current
count	266	67
mean	4181.2	4309.7
std	790.06	861.34
min	2700.0	2850.0
25%	3550.0	3550.0
50%	4000.0	4300.0
75%	4750.0	5025.0
max	6050.0	6300.0
unique	87 (32.71%)	45 (16.92%)
most common	3950.0 (3.76%)	nan (74.81%)
missing	0 (0.0%)	199 (74.81%)
infinite	0 (0.0%)	0 (0.0%)

flipper_length_mm

num

	reference	current
count	266	67
mean	200.5	202.81
std	14.14	13.46
min	172.0	181.0
25%	190.0	190.5
50%	197.0	199.0
75%	212.75	214.5
max	231.0	230.0
unique	54 (20.3%)	33 (12.41%)
most common	190.0 (6.39%)	nan (74.81%)
missing	0 (0.0%)	199 (74.81%)
infinite	0 (0.0%)	0 (0.0%)

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Reference: Class Representation

Current: Class Representation

Reference: Class Separation Quality

Current: Class Separation Quality