Model.predict¶

In [ ]:

Model.predict(vdf: (str, vDataFrame),
              X: list = [],
              name: str = "",
              cutoff: float = -1,
              pos_label = None,
              inplace: bool = True)

Predicts using the input relation.

Parameters¶

Name	Type	Optional	Description
vdf	str / vDataFrame	❌	Object to use to run the prediction. It can also be a customized relation but you need to englobe it using an alias. For example "(SELECT 1) x" is correct whereas "(SELECT 1)" or "SELECT 1" are incorrect.
X	list	✓	List of the columns used to deploy the models. If empty, the model predictors will be used.
name	str	✓	Name of the added vcolumn. If empty, a name will be generated.
cutoff	float	✓	Cutoff for which the tested category will be accepted as prediction. If the parameter is not between 0 and 1, the class probability will be returned.
pos_label	int / float / str	✓	Class label.
inplace	bool	✓	If set to True, the prediction will be added to the vDataFrame.

Returns¶

vDataFrame : the input object.

Example¶

In [28]:

from verticapy import vDataFrame
iris = vDataFrame("public.iris")
display(iris)

	123 SepalLengthCm Numeric(5,2)	123 SepalWidthCm Numeric(5,2)	123 PetalLengthCm Numeric(5,2)	123 PetalWidthCm Numeric(5,2)	Abc Species Varchar(30)
1	4.30	3.00	1.10	0.10	Iris-setosa
2	4.40	2.90	1.40	0.20	Iris-setosa
3	4.40	3.00	1.30	0.20	Iris-setosa
4	4.40	3.20	1.30	0.20	Iris-setosa
5	4.50	2.30	1.30	0.30	Iris-setosa
6	4.60	3.10	1.50	0.20	Iris-setosa
7	4.60	3.20	1.40	0.20	Iris-setosa
8	4.60	3.40	1.40	0.30	Iris-setosa
9	4.60	3.60	1.00	0.20	Iris-setosa
10	4.70	3.20	1.30	0.20	Iris-setosa
11	4.70	3.20	1.60	0.20	Iris-setosa
12	4.80	3.00	1.40	0.10	Iris-setosa
13	4.80	3.00	1.40	0.30	Iris-setosa
14	4.80	3.10	1.60	0.20	Iris-setosa
15	4.80	3.40	1.60	0.20	Iris-setosa
16	4.80	3.40	1.90	0.20	Iris-setosa
17	4.90	2.40	3.30	1.00	Iris-versicolor
18	4.90	2.50	4.50	1.70	Iris-virginica
19	4.90	3.00	1.40	0.20	Iris-setosa
20	4.90	3.10	1.50	0.10	Iris-setosa
21	4.90	3.10	1.50	0.10	Iris-setosa
22	4.90	3.10	1.50	0.10	Iris-setosa
23	5.00	2.00	3.50	1.00	Iris-versicolor
24	5.00	2.30	3.30	1.00	Iris-versicolor
25	5.00	3.00	1.60	0.20	Iris-setosa
26	5.00	3.20	1.20	0.20	Iris-setosa
27	5.00	3.30	1.40	0.20	Iris-setosa
28	5.00	3.40	1.50	0.20	Iris-setosa
29	5.00	3.40	1.60	0.40	Iris-setosa
30	5.00	3.50	1.30	0.30	Iris-setosa
31	5.00	3.50	1.60	0.60	Iris-setosa
32	5.00	3.60	1.40	0.20	Iris-setosa
33	5.10	2.50	3.00	1.10	Iris-versicolor
34	5.10	3.30	1.70	0.50	Iris-setosa
35	5.10	3.40	1.50	0.20	Iris-setosa
36	5.10	3.50	1.40	0.20	Iris-setosa
37	5.10	3.50	1.40	0.30	Iris-setosa
38	5.10	3.70	1.50	0.40	Iris-setosa
39	5.10	3.80	1.50	0.30	Iris-setosa
40	5.10	3.80	1.60	0.20	Iris-setosa
41	5.10	3.80	1.90	0.40	Iris-setosa
42	5.20	2.70	3.90	1.40	Iris-versicolor
43	5.20	3.40	1.40	0.20	Iris-setosa
44	5.20	3.50	1.50	0.20	Iris-setosa
45	5.20	4.10	1.50	0.10	Iris-setosa
46	5.30	3.70	1.50	0.20	Iris-setosa
47	5.40	3.00	4.50	1.50	Iris-versicolor
48	5.40	3.40	1.50	0.40	Iris-setosa
49	5.40	3.40	1.70	0.20	Iris-setosa
50	5.40	3.70	1.50	0.20	Iris-setosa
51	5.40	3.90	1.30	0.40	Iris-setosa
52	5.40	3.90	1.70	0.40	Iris-setosa
53	5.50	2.30	4.00	1.30	Iris-versicolor
54	5.50	2.40	3.70	1.00	Iris-versicolor
55	5.50	2.40	3.80	1.10	Iris-versicolor
56	5.50	2.50	4.00	1.30	Iris-versicolor
57	5.50	2.60	4.40	1.20	Iris-versicolor
58	5.50	3.50	1.30	0.20	Iris-setosa
59	5.50	4.20	1.40	0.20	Iris-setosa
60	5.60	2.50	3.90	1.10	Iris-versicolor
61	5.60	2.70	4.20	1.30	Iris-versicolor
62	5.60	2.80	4.90	2.00	Iris-virginica
63	5.60	2.90	3.60	1.30	Iris-versicolor
64	5.60	3.00	4.10	1.30	Iris-versicolor
65	5.60	3.00	4.50	1.50	Iris-versicolor
66	5.70	2.50	5.00	2.00	Iris-virginica
67	5.70	2.60	3.50	1.00	Iris-versicolor
68	5.70	2.80	4.10	1.30	Iris-versicolor
69	5.70	2.80	4.50	1.30	Iris-versicolor
70	5.70	2.90	4.20	1.30	Iris-versicolor
71	5.70	3.00	4.20	1.20	Iris-versicolor
72	5.70	3.80	1.70	0.30	Iris-setosa
73	5.70	4.40	1.50	0.40	Iris-setosa
74	5.80	2.60	4.00	1.20	Iris-versicolor
75	5.80	2.70	3.90	1.20	Iris-versicolor
76	5.80	2.70	4.10	1.00	Iris-versicolor
77	5.80	2.70	5.10	1.90	Iris-virginica
78	5.80	2.70	5.10	1.90	Iris-virginica
79	5.80	2.80	5.10	2.40	Iris-virginica
80	5.80	4.00	1.20	0.20	Iris-setosa
81	5.90	3.00	4.20	1.50	Iris-versicolor
82	5.90	3.00	5.10	1.80	Iris-virginica
83	5.90	3.20	4.80	1.80	Iris-versicolor
84	6.00	2.20	4.00	1.00	Iris-versicolor
85	6.00	2.20	5.00	1.50	Iris-virginica
86	6.00	2.70	5.10	1.60	Iris-versicolor
87	6.00	2.90	4.50	1.50	Iris-versicolor
88	6.00	3.00	4.80	1.80	Iris-virginica
89	6.00	3.40	4.50	1.60	Iris-versicolor
90	6.10	2.60	5.60	1.40	Iris-virginica
91	6.10	2.80	4.00	1.30	Iris-versicolor
92	6.10	2.80	4.70	1.20	Iris-versicolor
93	6.10	2.90	4.70	1.40	Iris-versicolor
94	6.10	3.00	4.60	1.40	Iris-versicolor
95	6.10	3.00	4.90	1.80	Iris-virginica
96	6.20	2.20	4.50	1.50	Iris-versicolor
97	6.20	2.80	4.80	1.80	Iris-virginica
98	6.20	2.90	4.30	1.30	Iris-versicolor
99	6.20	3.40	5.40	2.30	Iris-virginica
100	6.30	2.30	4.40	1.30	Iris-versicolor

Rows: 1-100 of 150 | Columns: 5

In [29]:

# Multiclass Classification
from verticapy.learn.naive_bayes import MultinomialNB
model = MultinomialNB("MultinomialNB_iris")
model.drop()
model.fit("public.iris", 
          ["SepalLengthCm", "SepalWidthCm"], 
          "Species")
# Probability Iris Setosa
model.predict(iris, 
              X = ["SepalLengthCm", "SepalWidthCm"],
              name = "prediction_proba_setosa",
              pos_label = "Iris-setosa")

	123 SepalLengthCm Numeric(5,2)	123 SepalWidthCm Numeric(5,2)	123 PetalLengthCm Numeric(5,2)	123 PetalWidthCm Numeric(5,2)	Abc Species Varchar(30)	Abc prediction_proba_setosa Varchar(100)
1	4.30	3.00	1.10	0.10	Iris-setosa	0.934314
2	4.40	2.90	1.40	0.20	Iris-setosa	0.893412
3	4.40	3.00	1.30	0.20	Iris-setosa	0.930579
4	4.40	3.20	1.30	0.20	Iris-setosa	0.973616
5	4.50	2.30	1.30	0.30	Iris-setosa	0.446651
6	4.60	3.10	1.50	0.20	Iris-setosa	0.944621
7	4.60	3.20	1.40	0.20	Iris-setosa	0.966315
8	4.60	3.40	1.40	0.30	Iris-setosa	0.988582
9	4.60	3.60	1.00	0.20	Iris-setosa	0.996463
10	4.70	3.20	1.30	0.20	Iris-setosa	0.959346
11	4.70	3.20	1.60	0.20	Iris-setosa	0.959346
12	4.80	3.00	1.40	0.10	Iris-setosa	0.870361
13	4.80	3.00	1.40	0.30	Iris-setosa	0.870361
14	4.80	3.10	1.60	0.20	Iris-setosa	0.91683
15	4.80	3.40	1.60	0.20	Iris-setosa	0.982427
16	4.80	3.40	1.90	0.20	Iris-setosa	0.982427
17	4.90	2.40	3.30	1.00	Iris-versicolor	0.312809
18	4.90	2.50	4.50	1.70	Iris-virginica	0.387397
19	4.90	3.00	1.40	0.20	Iris-setosa	0.834521
20	4.90	3.10	1.50	0.10	Iris-setosa	0.892174
21	4.90	3.10	1.50	0.10	Iris-setosa	0.892174
22	4.90	3.10	1.50	0.10	Iris-setosa	0.892174
23	5.00	2.00	3.50	1.00	Iris-versicolor	0.107096
24	5.00	2.30	3.30	1.00	Iris-versicolor	0.19585
25	5.00	3.00	1.60	0.20	Iris-setosa	0.783541
26	5.00	3.20	1.20	0.20	Iris-setosa	0.908687
27	5.00	3.30	1.40	0.20	Iris-setosa	0.944638
28	5.00	3.40	1.50	0.20	Iris-setosa	0.967588
29	5.00	3.40	1.60	0.40	Iris-setosa	0.967588
30	5.00	3.50	1.30	0.30	Iris-setosa	0.981551
31	5.00	3.50	1.60	0.60	Iris-setosa	0.981551
32	5.00	3.60	1.40	0.20	Iris-setosa	0.989738
33	5.10	2.50	3.00	1.10	Iris-versicolor	0.239025
34	5.10	3.30	1.70	0.50	Iris-setosa	0.920841
35	5.10	3.40	1.50	0.20	Iris-setosa	0.953058
36	5.10	3.50	1.40	0.20	Iris-setosa	0.973037
37	5.10	3.50	1.40	0.30	Iris-setosa	0.973037
38	5.10	3.70	1.50	0.40	Iris-setosa	0.991719
39	5.10	3.80	1.50	0.30	Iris-setosa	0.995538
40	5.10	3.80	1.60	0.20	Iris-setosa	0.995538
41	5.10	3.80	1.90	0.40	Iris-setosa	0.995538
42	5.20	2.70	3.90	1.40	Iris-versicolor	0.303069
43	5.20	3.40	1.40	0.20	Iris-setosa	0.929354
44	5.20	3.50	1.50	0.20	Iris-setosa	0.958854
45	5.20	4.10	1.50	0.10	Iris-setosa	0.998997
46	5.30	3.70	1.50	0.20	Iris-setosa	0.97906
47	5.40	3.00	4.50	1.50	Iris-versicolor	0.377512
48	5.40	3.40	1.50	0.40	Iris-setosa	0.826533
49	5.40	3.40	1.70	0.20	Iris-setosa	0.826533
50	5.40	3.70	1.50	0.20	Iris-setosa	0.964329
51	5.40	3.90	1.30	0.40	Iris-setosa	0.989338
52	5.40	3.90	1.70	0.40	Iris-setosa	0.989338
53	5.50	2.30	4.00	1.30	Iris-versicolor	0.0239515
54	5.50	2.40	3.70	1.00	Iris-versicolor	0.0318631
55	5.50	2.40	3.80	1.10	Iris-versicolor	0.0318631
56	5.50	2.50	4.00	1.30	Iris-versicolor	0.0434823
57	5.50	2.60	4.40	1.20	Iris-versicolor	0.0606972
58	5.50	3.50	1.30	0.20	Iris-setosa	0.822746
59	5.50	4.20	1.40	0.20	Iris-setosa	0.997196
60	5.60	2.50	3.90	1.10	Iris-versicolor	0.0244344
61	5.60	2.70	4.20	1.30	Iris-versicolor	0.0492292
62	5.60	2.80	4.90	2.00	Iris-virginica	0.0719254
63	5.60	2.90	3.60	1.30	Iris-versicolor	0.106317
64	5.60	3.00	4.10	1.30	Iris-versicolor	0.157569
65	5.60	3.00	4.50	1.50	Iris-versicolor	0.157569
66	5.70	2.50	5.00	2.00	Iris-virginica	0.0130066
67	5.70	2.60	3.50	1.00	Iris-versicolor	0.0182952
68	5.70	2.80	4.10	1.30	Iris-versicolor	0.0388047
69	5.70	2.80	4.50	1.30	Iris-versicolor	0.0388047
70	5.70	2.90	4.20	1.30	Iris-versicolor	0.0581129
71	5.70	3.00	4.20	1.20	Iris-versicolor	0.0880216
72	5.70	3.80	1.70	0.30	Iris-setosa	0.872634
73	5.70	4.40	1.50	0.40	Iris-setosa	0.997111
74	5.80	2.60	4.00	1.20	Iris-versicolor	0.00923874
75	5.80	2.70	3.90	1.20	Iris-versicolor	0.0133147
76	5.80	2.70	4.10	1.00	Iris-versicolor	0.0133147
77	5.80	2.70	5.10	1.90	Iris-virginica	0.0133147
78	5.80	2.70	5.10	1.90	Iris-virginica	0.0133147
79	5.80	2.80	5.10	2.40	Iris-virginica	0.0196354
80	5.80	4.00	1.20	0.20	Iris-setosa	0.914741
81	5.90	3.00	4.20	1.50	Iris-versicolor	0.0215856
82	5.90	3.00	5.10	1.80	Iris-virginica	0.0215856
83	5.90	3.20	4.80	1.80	Iris-versicolor	0.0529649
84	6.00	2.20	4.00	1.00	Iris-versicolor	0.00062211
85	6.00	2.20	5.00	1.50	Iris-virginica	0.00062211
86	6.00	2.70	5.10	1.60	Iris-versicolor	0.00287994
87	6.00	2.90	4.50	1.50	Iris-versicolor	0.00631716
88	6.00	3.00	4.80	1.80	Iris-virginica	0.00965039
89	6.00	3.40	4.50	1.60	Iris-versicolor	0.0610597
90	6.10	2.60	5.60	1.40	Iris-virginica	0.000868411
91	6.10	2.80	4.00	1.30	Iris-versicolor	0.00179776
92	6.10	2.80	4.70	1.20	Iris-versicolor	0.00179776
93	6.10	2.90	4.70	1.40	Iris-versicolor	0.00267357
94	6.10	3.00	4.60	1.40	Iris-versicolor	0.00405697
95	6.10	3.00	4.90	1.80	Iris-virginica	0.00405697
96	6.20	2.20	4.50	1.50	Iris-versicolor	0.000114371
97	6.20	2.80	4.80	1.80	Iris-virginica	0.000724077
98	6.20	2.90	4.30	1.30	Iris-versicolor	0.00106772
99	6.20	3.40	5.40	2.30	Iris-virginica	0.00983732
100	6.30	2.30	4.40	1.30	Iris-versicolor	5.7715e-05

Out[29]:

Rows: 1-100 of 150 | Columns: 6

In [30]:

# Global Prediction
model.predict(iris, 
              X = ["SepalLengthCm", "SepalWidthCm"],
              name = "prediction")

	123 SepalLengthCm Numeric(5,2)	123 SepalWidthCm Numeric(5,2)	123 PetalLengthCm Numeric(5,2)	123 PetalWidthCm Numeric(5,2)	Abc Species Varchar(30)	Abc prediction_proba_setosa Varchar(100)	Abc prediction Varchar(100)
1	4.30	3.00	1.10	0.10	Iris-setosa	0.934314	Iris-setosa
2	4.40	2.90	1.40	0.20	Iris-setosa	0.893412	Iris-setosa
3	4.40	3.00	1.30	0.20	Iris-setosa	0.930579	Iris-setosa
4	4.40	3.20	1.30	0.20	Iris-setosa	0.973616	Iris-setosa
5	4.50	2.30	1.30	0.30	Iris-setosa	0.446651	Iris-versicolor
6	4.60	3.10	1.50	0.20	Iris-setosa	0.944621	Iris-setosa
7	4.60	3.20	1.40	0.20	Iris-setosa	0.966315	Iris-setosa
8	4.60	3.40	1.40	0.30	Iris-setosa	0.988582	Iris-setosa
9	4.60	3.60	1.00	0.20	Iris-setosa	0.996463	Iris-setosa
10	4.70	3.20	1.30	0.20	Iris-setosa	0.959346	Iris-setosa
11	4.70	3.20	1.60	0.20	Iris-setosa	0.959346	Iris-setosa
12	4.80	3.00	1.40	0.10	Iris-setosa	0.870361	Iris-setosa
13	4.80	3.00	1.40	0.30	Iris-setosa	0.870361	Iris-setosa
14	4.80	3.10	1.60	0.20	Iris-setosa	0.91683	Iris-setosa
15	4.80	3.40	1.60	0.20	Iris-setosa	0.982427	Iris-setosa
16	4.80	3.40	1.90	0.20	Iris-setosa	0.982427	Iris-setosa
17	4.90	2.40	3.30	1.00	Iris-versicolor	0.312809	Iris-versicolor
18	4.90	2.50	4.50	1.70	Iris-virginica	0.387397	Iris-versicolor
19	4.90	3.00	1.40	0.20	Iris-setosa	0.834521	Iris-setosa
20	4.90	3.10	1.50	0.10	Iris-setosa	0.892174	Iris-setosa
21	4.90	3.10	1.50	0.10	Iris-setosa	0.892174	Iris-setosa
22	4.90	3.10	1.50	0.10	Iris-setosa	0.892174	Iris-setosa
23	5.00	2.00	3.50	1.00	Iris-versicolor	0.107096	Iris-versicolor
24	5.00	2.30	3.30	1.00	Iris-versicolor	0.19585	Iris-versicolor
25	5.00	3.00	1.60	0.20	Iris-setosa	0.783541	Iris-setosa
26	5.00	3.20	1.20	0.20	Iris-setosa	0.908687	Iris-setosa
27	5.00	3.30	1.40	0.20	Iris-setosa	0.944638	Iris-setosa
28	5.00	3.40	1.50	0.20	Iris-setosa	0.967588	Iris-setosa
29	5.00	3.40	1.60	0.40	Iris-setosa	0.967588	Iris-setosa
30	5.00	3.50	1.30	0.30	Iris-setosa	0.981551	Iris-setosa
31	5.00	3.50	1.60	0.60	Iris-setosa	0.981551	Iris-setosa
32	5.00	3.60	1.40	0.20	Iris-setosa	0.989738	Iris-setosa
33	5.10	2.50	3.00	1.10	Iris-versicolor	0.239025	Iris-versicolor
34	5.10	3.30	1.70	0.50	Iris-setosa	0.920841	Iris-setosa
35	5.10	3.40	1.50	0.20	Iris-setosa	0.953058	Iris-setosa
36	5.10	3.50	1.40	0.20	Iris-setosa	0.973037	Iris-setosa
37	5.10	3.50	1.40	0.30	Iris-setosa	0.973037	Iris-setosa
38	5.10	3.70	1.50	0.40	Iris-setosa	0.991719	Iris-setosa
39	5.10	3.80	1.50	0.30	Iris-setosa	0.995538	Iris-setosa
40	5.10	3.80	1.60	0.20	Iris-setosa	0.995538	Iris-setosa
41	5.10	3.80	1.90	0.40	Iris-setosa	0.995538	Iris-setosa
42	5.20	2.70	3.90	1.40	Iris-versicolor	0.303069	Iris-versicolor
43	5.20	3.40	1.40	0.20	Iris-setosa	0.929354	Iris-setosa
44	5.20	3.50	1.50	0.20	Iris-setosa	0.958854	Iris-setosa
45	5.20	4.10	1.50	0.10	Iris-setosa	0.998997	Iris-setosa
46	5.30	3.70	1.50	0.20	Iris-setosa	0.97906	Iris-setosa
47	5.40	3.00	4.50	1.50	Iris-versicolor	0.377512	Iris-versicolor
48	5.40	3.40	1.50	0.40	Iris-setosa	0.826533	Iris-setosa
49	5.40	3.40	1.70	0.20	Iris-setosa	0.826533	Iris-setosa
50	5.40	3.70	1.50	0.20	Iris-setosa	0.964329	Iris-setosa
51	5.40	3.90	1.30	0.40	Iris-setosa	0.989338	Iris-setosa
52	5.40	3.90	1.70	0.40	Iris-setosa	0.989338	Iris-setosa
53	5.50	2.30	4.00	1.30	Iris-versicolor	0.0239515	Iris-versicolor
54	5.50	2.40	3.70	1.00	Iris-versicolor	0.0318631	Iris-versicolor
55	5.50	2.40	3.80	1.10	Iris-versicolor	0.0318631	Iris-versicolor
56	5.50	2.50	4.00	1.30	Iris-versicolor	0.0434823	Iris-versicolor
57	5.50	2.60	4.40	1.20	Iris-versicolor	0.0606972	Iris-versicolor
58	5.50	3.50	1.30	0.20	Iris-setosa	0.822746	Iris-setosa
59	5.50	4.20	1.40	0.20	Iris-setosa	0.997196	Iris-setosa
60	5.60	2.50	3.90	1.10	Iris-versicolor	0.0244344	Iris-versicolor
61	5.60	2.70	4.20	1.30	Iris-versicolor	0.0492292	Iris-versicolor
62	5.60	2.80	4.90	2.00	Iris-virginica	0.0719254	Iris-versicolor
63	5.60	2.90	3.60	1.30	Iris-versicolor	0.106317	Iris-versicolor
64	5.60	3.00	4.10	1.30	Iris-versicolor	0.157569	Iris-versicolor
65	5.60	3.00	4.50	1.50	Iris-versicolor	0.157569	Iris-versicolor
66	5.70	2.50	5.00	2.00	Iris-virginica	0.0130066	Iris-versicolor
67	5.70	2.60	3.50	1.00	Iris-versicolor	0.0182952	Iris-versicolor
68	5.70	2.80	4.10	1.30	Iris-versicolor	0.0388047	Iris-versicolor
69	5.70	2.80	4.50	1.30	Iris-versicolor	0.0388047	Iris-versicolor
70	5.70	2.90	4.20	1.30	Iris-versicolor	0.0581129	Iris-versicolor
71	5.70	3.00	4.20	1.20	Iris-versicolor	0.0880216	Iris-versicolor
72	5.70	3.80	1.70	0.30	Iris-setosa	0.872634	Iris-setosa
73	5.70	4.40	1.50	0.40	Iris-setosa	0.997111	Iris-setosa
74	5.80	2.60	4.00	1.20	Iris-versicolor	0.00923874	Iris-versicolor
75	5.80	2.70	3.90	1.20	Iris-versicolor	0.0133147	Iris-versicolor
76	5.80	2.70	4.10	1.00	Iris-versicolor	0.0133147	Iris-versicolor
77	5.80	2.70	5.10	1.90	Iris-virginica	0.0133147	Iris-versicolor
78	5.80	2.70	5.10	1.90	Iris-virginica	0.0133147	Iris-versicolor
79	5.80	2.80	5.10	2.40	Iris-virginica	0.0196354	Iris-versicolor
80	5.80	4.00	1.20	0.20	Iris-setosa	0.914741	Iris-setosa
81	5.90	3.00	4.20	1.50	Iris-versicolor	0.0215856	Iris-versicolor
82	5.90	3.00	5.10	1.80	Iris-virginica	0.0215856	Iris-versicolor
83	5.90	3.20	4.80	1.80	Iris-versicolor	0.0529649	Iris-versicolor
84	6.00	2.20	4.00	1.00	Iris-versicolor	0.00062211	Iris-versicolor
85	6.00	2.20	5.00	1.50	Iris-virginica	0.00062211	Iris-versicolor
86	6.00	2.70	5.10	1.60	Iris-versicolor	0.00287994	Iris-versicolor
87	6.00	2.90	4.50	1.50	Iris-versicolor	0.00631716	Iris-versicolor
88	6.00	3.00	4.80	1.80	Iris-virginica	0.00965039	Iris-versicolor
89	6.00	3.40	4.50	1.60	Iris-versicolor	0.0610597	Iris-virginica
90	6.10	2.60	5.60	1.40	Iris-virginica	0.000868411	Iris-versicolor
91	6.10	2.80	4.00	1.30	Iris-versicolor	0.00179776	Iris-versicolor
92	6.10	2.80	4.70	1.20	Iris-versicolor	0.00179776	Iris-versicolor
93	6.10	2.90	4.70	1.40	Iris-versicolor	0.00267357	Iris-versicolor
94	6.10	3.00	4.60	1.40	Iris-versicolor	0.00405697	Iris-versicolor
95	6.10	3.00	4.90	1.80	Iris-virginica	0.00405697	Iris-versicolor
96	6.20	2.20	4.50	1.50	Iris-versicolor	0.000114371	Iris-versicolor
97	6.20	2.80	4.80	1.80	Iris-virginica	0.000724077	Iris-versicolor
98	6.20	2.90	4.30	1.30	Iris-versicolor	0.00106772	Iris-versicolor
99	6.20	3.40	5.40	2.30	Iris-virginica	0.00983732	Iris-virginica
100	6.30	2.30	4.40	1.30	Iris-versicolor	5.7715e-05	Iris-versicolor

Out[30]:

Rows: 1-100 of 150 | Columns: 7