Pystagegate Demos

Pystagegate Demos#

Executable notebook demonstrating code usage

Notebook kernel setup

import os
from pystagegate.pipelines import prov_fin_main

os.chdir("..")

Run the prov_fin pipeline

prov_fin_output = prov_fin_main("tests/data/testing_config.json")
prov_fin_output.head(10)

	Local Authority Code	imm_prov	em_prov	net_prov	sqdiff_imm	sqdiff_em	sqdiff_net	sqdiff_imm_sc	sqdiff_em_sc	sqdiff_net_sc	nation
0	E1	3460.000000	1725.000000	1048.000000	735.444087	16149.401934	10646.207181	0.212556	9.361972	3.076938	E
1	E2	5337.000000	2361.000000	1662.000000	4766.374981	1574.825572	3972.412107	0.893081	0.667016	0.744316	E
2	E3	5843.000000	2452.000000	2449.000000	8473.822842	9637.365020	9040.340652	1.450252	3.930410	1.547209	E
3	E4	2987.000000	1208.000000	1219.000000	740.231523	461.521105	3005.555541	0.247818	0.382054	1.006212	E
4	W1	5566.000000	2245.000000	2211.000000	25339.327641	3450.461540	7652.023702	4.552520	1.536954	1.374780	W
5	W2	6326.000000	2681.000000	2654.000000	25339.327641	3450.461540	7652.023702	4.005585	1.287005	1.209615	W
6	S1	162.563319	8.106520	154.456799	178.973390	25.739360	52202.592971	1.100946	3.175143	321.121599	S
7	S2	394.860343	720.516491	-325.656148	51.991725	48.086456	57337.072709	0.131671	0.066739	145.208486	S
8	S3	734.577052	613.514938	121.062115	140.250034	73.825815	5142.259935	0.190926	0.120333	7.000300	S

Further data analysis with prov_fin_output DataFrame

prov_fin_output.groupby("nation")[["sqdiff_imm_sc", "imm_prov"]].corr()