Using rstudio and given dataset peas.csv

A researcher believes that there is a correlation between the taste, color and structure of the peas, but isnt really sure. Remember taste and color as a whole aren't directly observed, they are implied from variables.

a) Conduct the appropriate correlation tests for all variables. What conclusions can you begin to draw.

b) Conduct an analysis that will help assess the correlation between taste and color

c) Conduct a separate analysis that exams the taste and structure.

d) Interpret your findings and provide all necessary charts.

Tenderometer	Dry matter	Dry matter after freezing	SucrosePercent	TotalGlucose1	TotalGlucose2	Flavour	Sweet	Fruity	Off-flavour	Mealiness	Hardness	Whiteness	Colour1	Colour2	Colour3	Skin
110	15.1	19.09	5.4	3.3	3	6.485	6.660001	4.555	2.2	2.91	3.475	4.72	5.585001	5.735	5.985	4.255
120	16.8	20.52	5	4	3.8	5.75	6.09	3.805	2.315	4.025	3.77	4.17	5.73	5.745	5.325	3.815
150	20.1	22.77	3.9	4	3.7	3.935	4.119999	2.445	3.625	5.77	5.395	4.765	6.665	5.105	4.595	3.495
109	17.5	20.79	4.9	3.5	3.3	6.595	6.125	4.44	1.93	3.31	4.465	4.86	5.16	5.74	6.565	2.115
115	16.9	20.88	4.5	3.4	3.5	5.68	5.985	3.8	2.115	3.85	4.14	5.035	5.635	5.22	5.48	2.38
150	20.2	22.72	3.5	4	4.4	4.744999	4.66	2.88	2.94	5.645	5.77	5.31	5.94	5.27	5.89	1.75
104	14.7	18.86	5	2.9	3	6.315	6.13	4.784999	1.935	2.705	3.26	5.075	5.709999	5.37	6.364999	3.65
121	17.4	20.59	4.6	4.9	4.6	6.205	6.015	4.65	1.78	3.125	3.74	5.25	5.655	5.475	5.96	2.51
158	21.7	24.53	2.9	6.1	6.4	3.79	3.875	2.305	3.525	6.24	5.73	5.395	6.3	5.135	5.23	2.005
115	17.2	19.91	5.3	3.5	3.7	5.685	6.335	3.75	2.785	4.17	3.875	4.525	4.92	5.76	4.57	2.975
120	18	20.97	5.2	3.7	4	6.1	6.095	3.985	2.07	4.26	4.25	4.005	5.02	6.175	5.38	2.5
196	25	27.86	2.4	6.7	7	3.415	3.185	1.815	4.635	6.235	7.425	4.255	4.835	5.954999	4.55	1.85
137	19.9	22.95	4.6	5.3	5	5.885	6.09	3.99	2.295	3.9	4.59	4.525	5.89	5.630001	3.815	2.205
141	20	22.63	4.3	5.1	4.8	5.77	5.320001	3.88	2.26	4.215	4.99	5.05	5.335	5.59	5.54	2.16
188	23.9	25.43	2.8	6.4	5.5	3.385	3.275	1.98	4.5	6.045	7.140001	4.345	5.09	5.58	4.4	2.025
112	16.7	19.32	5.5	2.9	2.7	6.570001	6.885	4.83	1.965	2.92	3.385	3.86	4.614999	6.665	6.66	2.225
135	18.6	22.24	5.2	4.6	4.4	5.855	6.175	3.945	2.195	3.805	4.905001	4.35	5.18	6.255	5.76	2.265
176	22.5	26.05	3	5.2	4.9	3.964999	4.485	2.3	3.940001	6.23	6.414999	4.47	5.105	5.72	4.97	2.045
92	15.2	18.75	4.9	2.5	3	6.22	6.795	4.26	2.4	2.625	3.155	5.679999	7.010001	4.86	3.255	3.04
128	20.2	22.3	3.9	4	3.8	5.11	5.25	3.09	3.27	5.28	5.235	5.605	6.595	5.11	3.95	2.745
166	22.1	24.47	2.7	5.6	5	3.77	3.97	2.175	4.37	6.465	6.550001	4.954999	6.054999	5.31	4.395	2.215
116	16.3	19.77	5	2.1	2.5	7.085	6.089999	5.175	1.745	2.57	3.18	5.235	5.92	5.515	4.115	2.09
136	20.1	22.85	4.3	3.4	3.5	5.72	5.295	3.725	2.34	3.945	4.8	3.635	4	6.804999	6.755	1.735
196	24.1	26.98	2.5	5.4	6.1	3.22	3.21	1.955	4.415	6.244999	7.270001	4.6	6.03	5.6	4.165	1.675
110	16.7	20.06	5.5	3.1	2.8	6.11	6.62	4.295	2.58	3.205	2.86	3.505	4.95	6.22	5.369999	2.15
121	18.4	21.83	5.3	2.7	2.7	6.074999	6.275	3.98	2.19	3.895	4.245	3.845	4.46	6.674999	6.205	2.205
200	25.5	27.97	1.8	6.7	5.8	2.66	2.66	1.425	6.105	6.67	7.749999	4.27	4.97	5.63	4.525	1.65
102	19	21.93	4.2	4.6	4.3	5.255	5.495	3.46	3.03	4.85	4.17	5.22	5.41	5.415	6.12	3.08
146	23.5	25.14	2.9	6.6	5.7	3.725	4.345	2.205	4.075	6.504999	6.27	4.99	5.535	5.56	5.335	1.815
153	21.5	24.18	4.7	3.8	4.4	5.425	5.19	3.47	2.395	4.43	5.255	4.455	4.78	5.72	5.895	1.605
104	18.2	20.76	5.7	2.6	2.7	6.550001	6.565	4.714999	2.115	3.06	3.425	3.76	4.43	6.45	6.38	2.63
140	21.4	23.15	4.4	4.2	4	5.535	5.41	3.68	2.465	4.715	5.78	3.885	4.335	6.47	6.79	1.795
162	20.6	24.11	3.5	4.7	4.4	4.715	4.685	2.675	3.19	5.32	5.915	4.320001	4.765	6.215001	4.86	2.33
95	15.3	19.07	5.7	2.9	2.9	6.285	7.03	4.910001	2.38	2.19	2.595	4.56	5.905	5.585	4.95	3.625
116	17.7	21.17	4.4	4.2	3.9	5.915	5.825	3.75	2.06	3.875	3.865	4.535	5.190001	5.825	5.63	2.445
140	19.8	22.67	4.3	3.8	4.1	6.09	5.72	3.8	1.935	4.44	4.45	3.935	4.625	6.51	7.175001	2.175
100	15.6	19.79	5.3	2.8	2.8	6.37	6.495	4.68	2.135	2.89	3.53	4.595	5.735	5.56	4.065	2.88
128	19.5	22.06	4.6	3.8	3.8	5.705001	5.675	3.975	2.645	4.39	3.725	5.315001	6.280001	5.12	6.075	2.39
144	21.6	23.62	4	5.1	4.7	4.534999	5.03	2.635	3.12	5.855	4.915	5.155	6.965	5.125	4.275	2.13
111	18	20.17	4.6	3.3	3.1	5.95	6.275	4.04	2.19	3.93	3.61	4.12	5.395	5.815	4.505	3.085
130	19.4	22.59	3.8	4.4	4.4	5.515	5.409999	3.725	2.785	4.755	5.265	3.875	4.28	6.355	5.325	2.25
193	24.3	25.79	2.2	5.5	5.8	3.1	3.435	1.795	4.865	6.215	7.07	4.135	5.275	5.58	3.695	2.045
91	13.8	17.91	4.9	3	2.8	6.495	6.679999	4.77	2.225	2.095	2.87	5.515	6.375	4.845	4.785	2.705
123	19.3	22.66	3.9	4.5	4.7	5.46	5.41	3.27	2.97	5.155	4.985	3.605	4.305	6.6	5.435	2.37
168	22.2	23.74	3.4	5.6	5.1	3.75	4.295	2.215	4.265	6.095	6.270001	4.06	5.14	5.87	4.22	2.23
121	19.3	21.82	4.6	4	3.6	5.855	5.265	3.73	2.495	3.855	4.3	4.150001	4.495	6.23	6.14	2.11
96	15.5	18.85	5.9	2.6	2.7	6.16	6.975	4.805	2.5	2.865	3.17	4.275	5.315	6.09	5.255	3.35
168	22.2	23.73	3.3	4.5	4.4	3.87	3.875	2.225	4.059999	5.995	6.315	4.445	5.53	5.785	4.98	1.925
110	16.2	19.06	4.2	3.1	3.2	6.24	5.8	4.255	2.125	3.24	3.415	5.125	5.94	5.464999	4.775	3.105
130	18.9	21.7	3.4	4.4	4.4	5.685	4.975	3.245	2.63	4.535	5.355	4.575	4.99	5.82	5.62	2.235
200	28.1	28.75	1	6.5	6.6	2.28	2.23	1.29	6.45	6.699999	7.825001	5.535	7.300001	4.36	3.505	1.635
88	15.5	18.91	6	2.2	2.2	6.71	6.815	4.985	2.315	2.385	2.655	4.01	5.215	6.375	5.910001	2.67
101	16.7	19.97	5.7	3.1	3.2	6.08	6.595	4.110001	2.47	3.11	3.37	3.935	4.74	6.515	6.335001	2.515
160	22	23.91	3.9	5.2	5.3	5.244999	5.095	3.305	2.795	4.67	5.989999	4.335001	4.935	6.215	6.605	2.15
112	17.4	20.24	5.3	3.7	4	6.665001	6.65	5.065	1.955	2.35	2.975	4.325	5.03	6.18	6.070001	2.495
146	21.9	24.08	5.1	4.6	4.6	6.01	6.280001	3.9	2.18	4.535001	4.11	4.260001	4.565	6.48	7.13	2.225
200	24.1	26.3	3.2	6.4	6.4	4.145	4.91	2.49	3.495	5.370001	6.58	3.895	4.45	6.57	6.964999	1.71
98	16.5	19.83	6	3.2	3.2	6.61	6.945	5.025001	2.11	2.515	2.765	4.2	4.865	6.160001	6.425	2.92
133	21	23.26	5.3	3.7	3.5	5.855	6.255	4.065	2.295	4.265	3.99	5.03	5.905	5.53	4.84	1.975
180	23.8	24.75	3.1	6.1	5.6	3.7	3.86	2.33	4.105	6.175	6.83	5.150001	5.765	5.29	4.415	1.99