Model.lift_chart¶

In [ ]:

Model.lift_chart(ax=None,
                 nbins: int = 30, 
                 **style_kwds,)

Draws the model's lift chart.

Parameters¶

Name	Type	Optional	Description
ax	Matplotlib axes object	✓	The axes to plot on.
nbins	int	✓	Curve number of bins.
**style_kwds	any	✓	Any optional parameter to pass to the Matplotlib functions.

Returns¶

tablesample : An object containing the result. For more information, see utilities.tablesample.

Example¶

In [27]:

# Binary Classification
model = RandomForestClassifier(name = "public.RF_titanic",
                               n_estimators = 20,
                               max_features = "auto",
                               max_leaf_nodes = 32, 
                               sample = 0.7,
                               max_depth = 3,
                               min_samples_leaf = 5,
                               min_info_gain = 0.0,
                               nbins = 32)
model.drop()
model.fit("public.titanic", ["age", "fare", "sex"], "survived")
# Lift Chart
model.lift_chart()

Out[27]:

	decision_boundary	positive_prediction_ratio	lift
1	0.0	0.0	2.54731457800512
2	0.001	0.0	2.54731457800512
3	0.002	0.0	2.54731457800512
4	0.003	0.0	2.54731457800512
5	0.004	0.0	2.54731457800512
6	0.005	0.0	2.54731457800512
7	0.006	0.0	2.54731457800512
8	0.007	0.0	2.54731457800512
9	0.008	0.0	2.54731457800512
10	0.009	0.0	2.54731457800512
11	0.01	0.0	2.54731457800512
12	0.011	0.0	2.54731457800512
13	0.012	0.0	2.54731457800512
14	0.013	0.0	2.54731457800512
15	0.014	0.0	2.54731457800512
16	0.015	0.0	2.54731457800512
17	0.016	0.0	2.54731457800512
18	0.017	0.0	2.54731457800512
19	0.018	0.0	2.54731457800512
20	0.019	0.0	2.54731457800512
21	0.02	0.0	2.54731457800512
22	0.021	0.0	2.54731457800512
23	0.022	0.0	2.54731457800512
24	0.023	0.0	2.54731457800512
25	0.024	0.0	2.54731457800512
26	0.025	0.0	2.54731457800512
27	0.026	0.0	2.54731457800512
28	0.027	0.0	2.54731457800512
29	0.028	0.0	2.54731457800512
30	0.029	0.051150895140665	2.54731457800511
31	0.03	0.051150895140665	2.54731457800511
32	0.031	0.051150895140665	2.54731457800511
33	0.032	0.051150895140665	2.54731457800511
34	0.033	0.051150895140665	2.54731457800511
35	0.034	0.125319693094629	2.54731457800511
36	0.035	0.125319693094629	2.54731457800511
37	0.036	0.125319693094629	2.54731457800511
38	0.037	0.148337595907928	2.54731457800511
39	0.038	0.148337595907928	2.54731457800511
40	0.039	0.209718670076726	2.54731457800512
41	0.04	0.209718670076726	2.54731457800512
42	0.041	0.209718670076726	2.54731457800512
43	0.042	0.209718670076726	2.54731457800512
44	0.043	0.227621483375959	2.51901108269395
45	0.044	0.227621483375959	2.51901108269395
46	0.045	0.227621483375959	2.51901108269395
47	0.046	0.227621483375959	2.51901108269395
48	0.047	0.227621483375959	2.51901108269395
49	0.048	0.255754475703325	2.52209364158922
50	0.049	0.255754475703325	2.52209364158922
51	0.05	0.255754475703325	2.52209364158922
52	0.051	0.271099744245524	2.523507899706
53	0.052	0.271099744245524	2.523507899706
54	0.053	0.286445012787724	2.50262484856643
55	0.054	0.286445012787724	2.50262484856643
56	0.055	0.286445012787724	2.50262484856643
57	0.056	0.286445012787724	2.50262484856643
58	0.057	0.286445012787724	2.50262484856643
59	0.058	0.286445012787724	2.50262484856643
60	0.059	0.286445012787724	2.50262484856643
61	0.06	0.286445012787724	2.50262484856643
62	0.061	0.286445012787724	2.50262484856643
63	0.062	0.286445012787724	2.50262484856643
64	0.063	0.286445012787724	2.50262484856643
65	0.064	0.286445012787724	2.50262484856643
66	0.065	0.286445012787724	2.50262484856643
67	0.066	0.286445012787724	2.50262484856643
68	0.067	0.286445012787724	2.50262484856643
69	0.068	0.286445012787724	2.50262484856643
70	0.069	0.286445012787724	2.50262484856643
71	0.07	0.286445012787724	2.50262484856643
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79	0.078	0.286445012787724	2.50262484856643
80	0.079	0.286445012787724	2.50262484856643
81	0.08	0.286445012787724	2.50262484856643
82	0.081	0.286445012787724	2.50262484856643
83	0.082	0.286445012787724	2.50262484856643
84	0.083	0.286445012787724	2.50262484856643
85	0.084	0.286445012787724	2.50262484856643
86	0.085	0.286445012787724	2.50262484856643
87	0.086	0.286445012787724	2.50262484856643
88	0.087	0.286445012787724	2.50262484856643
89	0.088	0.286445012787724	2.50262484856643
90	0.089	0.286445012787724	2.50262484856643
91	0.09	0.286445012787724	2.50262484856643
92	0.091	0.286445012787724	2.50262484856643
93	0.092	0.286445012787724	2.50262484856643
94	0.093	0.286445012787724	2.50262484856643
95	0.094	0.286445012787724	2.50262484856643
96	0.095	0.286445012787724	2.50262484856643
97	0.096	0.286445012787724	2.50262484856643
98	0.097	0.286445012787724	2.50262484856643
99	0.098	0.286445012787724	2.50262484856643
100	0.099	0.286445012787724	2.50262484856643
101	0.1	0.286445012787724	2.50262484856643
102	0.101	0.286445012787724	2.4808628933615
103	0.102	0.286445012787724	2.4808628933615
104	0.103	0.286445012787724	2.4808628933615
105	0.104	0.286445012787724	2.4808628933615
106	0.105	0.286445012787724	2.4808628933615
107	0.106	0.286445012787724	2.4808628933615
108	0.107	0.286445012787724	2.4808628933615
109	0.108	0.286445012787724	2.4808628933615
110	0.109	0.286445012787724	2.4808628933615
111	0.11	0.286445012787724	2.4808628933615
112	0.111	0.286445012787724	2.4808628933615
113	0.112	0.286445012787724	2.4808628933615
114	0.113	0.286445012787724	2.4808628933615
115	0.114	0.286445012787724	2.4808628933615
116	0.115	0.286445012787724	2.4808628933615
117	0.116	0.286445012787724	2.4808628933615
118	0.117	0.286445012787724	2.4808628933615
119	0.118	0.286445012787724	2.4808628933615
120	0.119	0.286445012787724	2.4808628933615
121	0.12	0.286445012787724	2.4808628933615
122	0.121	0.286445012787724	2.4808628933615
123	0.122	0.286445012787724	2.4808628933615
124	0.123	0.286445012787724	2.4808628933615
125	0.124	0.286445012787724	2.4808628933615
126	0.125	0.286445012787724	2.4808628933615
127	0.126	0.286445012787724	2.4808628933615
128	0.127	0.286445012787724	2.4808628933615
129	0.128	0.286445012787724	2.4808628933615
130	0.129	0.286445012787724	2.4808628933615
131	0.13	0.286445012787724	2.4808628933615
132	0.131	0.286445012787724	2.4808628933615
133	0.132	0.286445012787724	2.4808628933615
134	0.133	0.286445012787724	2.4808628933615
135	0.134	0.286445012787724	2.4808628933615
136	0.135	0.286445012787724	2.4808628933615
137	0.136	0.286445012787724	2.4808628933615
138	0.137	0.286445012787724	2.4808628933615
139	0.138	0.286445012787724	2.4808628933615
140	0.139	0.286445012787724	2.4808628933615
141	0.14	0.286445012787724	2.4808628933615
142	0.141	0.286445012787724	2.4808628933615
143	0.142	0.286445012787724	2.4808628933615
144	0.143	0.286445012787724	2.4808628933615
145	0.144	0.286445012787724	2.4808628933615
146	0.145	0.286445012787724	2.4808628933615
147	0.146	0.286445012787724	2.4808628933615
148	0.147	0.286445012787724	2.4808628933615
149	0.148	0.286445012787724	2.4808628933615
150	0.149	0.286445012787724	2.4808628933615
151	0.15	0.286445012787724	2.4808628933615
152	0.151	0.286445012787724	2.4808628933615
153	0.152	0.286445012787724	2.4808628933615
154	0.153	0.286445012787724	2.4808628933615
155	0.154	0.286445012787724	2.4808628933615
156	0.155	0.286445012787724	2.4808628933615
157	0.156	0.286445012787724	2.4808628933615
158	0.157	0.286445012787724	2.4808628933615
159	0.158	0.286445012787724	2.4808628933615
160	0.159	0.286445012787724	2.4808628933615
161	0.16	0.286445012787724	2.4808628933615
162	0.161	0.286445012787724	2.4808628933615
163	0.162	0.286445012787724	2.4808628933615
164	0.163	0.286445012787724	2.4808628933615
165	0.164	0.286445012787724	2.4808628933615
166	0.165	0.286445012787724	2.4808628933615
167	0.166	0.286445012787724	2.4808628933615
168	0.167	0.286445012787724	2.4808628933615
169	0.168	0.286445012787724	2.4808628933615
170	0.169	0.286445012787724	2.4808628933615
171	0.17	0.286445012787724	2.4808628933615
172	0.171	0.286445012787724	2.4808628933615
173	0.172	0.286445012787724	2.4808628933615
174	0.173	0.286445012787724	2.4808628933615
175	0.174	0.286445012787724	2.4808628933615
176	0.175	0.286445012787724	2.4808628933615
177	0.176	0.286445012787724	2.4808628933615
178	0.177	0.286445012787724	2.4808628933615
179	0.178	0.286445012787724	2.4808628933615
180	0.179	0.286445012787724	2.4808628933615
181	0.18	0.286445012787724	2.4808628933615
182	0.181	0.286445012787724	2.4808628933615
183	0.182	0.286445012787724	2.4808628933615
184	0.183	0.286445012787724	2.4808628933615
185	0.184	0.286445012787724	2.4808628933615
186	0.185	0.286445012787724	2.4808628933615
187	0.186	0.286445012787724	2.4808628933615
188	0.187	0.286445012787724	2.4808628933615
189	0.188	0.286445012787724	2.4808628933615
190	0.189	0.286445012787724	2.4808628933615
191	0.19	0.286445012787724	2.4808628933615
192	0.191	0.286445012787724	2.4808628933615
193	0.192	0.286445012787724	2.4808628933615
194	0.193	0.286445012787724	2.4808628933615
195	0.194	0.286445012787724	2.4808628933615
196	0.195	0.286445012787724	2.4808628933615
197	0.196	0.286445012787724	2.4808628933615
198	0.197	0.286445012787724	2.4808628933615
199	0.198	0.286445012787724	2.4808628933615
200	0.199	0.286445012787724	2.4808628933615
201	0.2	0.286445012787724	2.4808628933615
202	0.201	0.286445012787724	2.4808628933615
203	0.202	0.286445012787724	2.4808628933615
204	0.203	0.286445012787724	2.4808628933615
205	0.204	0.286445012787724	2.4808628933615
206	0.205	0.286445012787724	2.4808628933615
207	0.206	0.286445012787724	2.4808628933615
208	0.207	0.286445012787724	2.4808628933615
209	0.208	0.286445012787724	2.4808628933615
210	0.209	0.286445012787724	2.4808628933615
211	0.21	0.286445012787724	2.4808628933615
212	0.211	0.286445012787724	2.4808628933615
213	0.212	0.286445012787724	2.4808628933615
214	0.213	0.286445012787724	2.4808628933615
215	0.214	0.286445012787724	2.4808628933615
216	0.215	0.286445012787724	2.4808628933615
217	0.216	0.286445012787724	2.4808628933615
218	0.217	0.286445012787724	2.4808628933615
219	0.218	0.286445012787724	2.4808628933615
220	0.219	0.286445012787724	2.4808628933615
221	0.22	0.286445012787724	2.4808628933615
222	0.221	0.286445012787724	2.4808628933615
223	0.222	0.286445012787724	2.4808628933615
224	0.223	0.286445012787724	2.4808628933615
225	0.224	0.286445012787724	2.4808628933615
226	0.225	0.286445012787724	2.4808628933615
227	0.226	0.286445012787724	2.4808628933615
228	0.227	0.286445012787724	2.4808628933615
229	0.228	0.286445012787724	2.4808628933615
230	0.229	0.286445012787724	2.4808628933615
231	0.23	0.286445012787724	2.4808628933615
232	0.231	0.286445012787724	2.4808628933615
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239	0.238	0.286445012787724	2.4808628933615
240	0.239	0.286445012787724	2.4808628933615
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243	0.242	0.286445012787724	2.4808628933615
244	0.243	0.286445012787724	2.4808628933615
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259	0.258	0.286445012787724	2.4808628933615
260	0.259	0.286445012787724	2.4808628933615
261	0.26	0.286445012787724	2.4808628933615
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263	0.262	0.289002557544757	2.48143575271188
264	0.263	0.289002557544757	2.48143575271188
265	0.264	0.289002557544757	2.48143575271188
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271	0.27	0.294117647058824	2.48255234297109
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273	0.272	0.29923273657289	2.46310583162478
274	0.273	0.301790281329923	2.46379606725085
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279	0.278	0.30690537084399	2.44542199488491
280	0.279	0.30690537084399	2.44542199488491
281	0.28	0.30690537084399	2.44542199488491
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283	0.282	0.309462915601023	2.44623066617952
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288	0.287	0.314578005115089	2.4101514853433
289	0.288	0.314578005115089	2.4101514853433
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291	0.29	0.322250639386189	2.41324538968906
292	0.291	0.322250639386189	2.41324538968906
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294	0.293	0.322250639386189	2.41324538968906
295	0.294	0.322250639386189	2.41324538968906
296	0.295	0.322250639386189	2.41324538968906
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299	0.298	0.322250639386189	2.41324538968906
300	0.299	0.322250639386189	2.41324538968906
301	0.3	0.322250639386189	2.41324538968906
302	0.301	0.322250639386189	2.41324538968906
303	0.302	0.322250639386189	2.41324538968906
304	0.303	0.322250639386189	2.41324538968906
305	0.304	0.322250639386189	2.41324538968906
306	0.305	0.345268542199488	2.3881074168798
307	0.306	0.345268542199488	2.3881074168798
308	0.307	0.345268542199488	2.3881074168798
309	0.308	0.345268542199488	2.3881074168798
310	0.309	0.345268542199488	2.3881074168798
311	0.31	0.345268542199488	2.3881074168798
312	0.311	0.345268542199488	2.3881074168798
313	0.312	0.345268542199488	2.3881074168798
314	0.313	0.345268542199488	2.3881074168798
315	0.314	0.345268542199488	2.3881074168798
316	0.315	0.345268542199488	2.3881074168798
317	0.316	0.345268542199488	2.37163771055649
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1000	0.999	1.0	1.0
1001	1.0	1.0	1.0

Rows: 1-1001 | Columns: 3