Brazil Tourism Log Transform Exploration

Pairs plot untransformed for 2011

plot of chunk untransformed_plot

region_code	region_label	hotel_jobs	inland_1km_km2	status_raw	status
PE	Pernambuco	9898	179	42.44	1.00
RJ	Rio De Janeiro	24512	951	19.79	0.47
RN	Rio Grande Do Norte	6674	346	14.81	0.35
AL	Alagoas	3957	210	14.43	0.34
BA	Bahia	19880	1197	12.75	0.30
CE	Ceara	6904	472	11.24	0.26
PB	Paraiba	1829	127	11.09	0.26
SE	Sergipe	1933	148	9.99	0.24
SC	Santa Catarina	8179	741	8.48	0.20
SP	Sao Paulo	5806	564	7.90	0.19
ES	Espirito Santo	3087	396	5.98	0.14
PI	Piaui	324	60	4.13	0.10
PR	Parana	586	245	1.83	0.04
MA	Maranhao	2457	1983	0.95	0.02
RS	Rio Grande Do Sul	1240	1537	0.62	0.01
AP	Amapa	629	1059	0.46	0.01
PA	Para	357	3120	0.09	0.00

Pairs plot log(hotel_jobs) & log(inland_1km_m2) transformed for 2011

plot of chunk log_log_plot

region_code	region_label	hotel_jobs	inland_1km_km2	status_log_log_raw	status_log_log
PE	Pernambuco	9898	179	1.36	1.00
PB	Paraiba	1829	127	1.19	0.87
AL	Alagoas	3957	210	1.19	0.87
SE	Sergipe	1933	148	1.16	0.85
RN	Rio Grande Do Norte	6674	346	1.16	0.85
RJ	Rio De Janeiro	24512	951	1.13	0.83
CE	Ceara	6904	472	1.10	0.81
PI	Piaui	324	60	1.08	0.80
BA	Bahia	19880	1197	1.07	0.79
SP	Sao Paulo	5806	564	1.05	0.77
SC	Santa Catarina	8179	741	1.05	0.77
ES	Espirito Santo	3087	396	1.03	0.76
PR	Parana	586	245	0.89	0.65
MA	Maranhao	2457	1983	0.79	0.58
RS	Rio Grande Do Sul	1240	1537	0.75	0.55
AP	Amapa	629	1059	0.71	0.52
PA	Para	357	3120	0.56	0.41

Pairs plot log(inland_1km_m2) transformed for 2011

plot of chunk log_plot

region_code	region_label	hotel_jobs	inland_1km_km2	status_log_raw	status_log
RJ	Rio De Janeiro	24512	951	2743.80	1.00
BA	Bahia	19880	1197	2153.01	0.78
PE	Pernambuco	9898	179	1464.63	0.53
SC	Santa Catarina	8179	741	950.19	0.35
RN	Rio Grande Do Norte	6674	346	876.34	0.32
CE	Ceara	6904	472	860.87	0.31
SP	Sao Paulo	5806	564	703.48	0.26
AL	Alagoas	3957	210	567.82	0.21
ES	Espirito Santo	3087	396	396.08	0.14
SE	Sergipe	1933	148	296.74	0.11
PB	Paraiba	1829	127	290.00	0.11
MA	Maranhao	2457	1983	248.41	0.09
RS	Rio Grande Do Sul	1240	1537	129.72	0.05
PR	Parana	586	245	81.74	0.03
AP	Amapa	629	1059	69.32	0.03
PI	Piaui	324	60	60.68	0.02
PA	Para	357	3120	34.06	0.01