Lecture 23

These data are the weights (the response we want to predict) and length, height, width, sex, and species of fish caught in one lake in Finland. The original reference is:

Brofeldt, Pekka: Bidrag till kaennedom on fiskbestondet i vaara
        sjoear. Laengelmaevesi. T.H.Jaervi: Finlands Fiskeriet  Band 4,
        Meddelanden utgivna av fiskerifoereningen i Finland.
        Helsingfors 1917
The data from which these are derived come from The Journal of Statistics Education Data Archive (fish catch data). They were submitted to that archive by Juha Puranen.

Raw Data:

species	weight(g)	length(cm)	sex	height(cm)	width(cm)
Abramis_brama(bream)	242.0	30.0	NA	11.5200	4.0200
Abramis_brama(bream)	290.0	31.2	NA	12.4800	4.3056
Abramis_brama(bream)	340.0	31.1	NA	12.3778	4.6961
Abramis_brama(bream)	363.0	33.5	NA	12.7300	4.4555
Abramis_brama(bream)	430.0	34.0	NA	12.4440	5.1340
Abramis_brama(bream)	450.0	34.7	NA	13.6024	4.9274
Abramis_brama(bream)	500.0	34.5	NA	14.1795	5.2785
Abramis_brama(bream)	390.0	35.0	NA	12.6700	4.6900
Abramis_brama(bream)	450.0	35.1	NA	14.0049	4.8438
Abramis_brama(bream)	500.0	36.2	NA	14.2266	4.9594
Abramis_brama(bream)	475.0	36.2	NA	14.2628	5.1042
Abramis_brama(bream)	500.0	36.2	NA	14.3714	4.8146
Abramis_brama(bream)	500.0	36.4	NA	13.7592	4.3680
Abramis_brama(bream)	600.0	37.2	male	14.9544	5.1708
Abramis_brama(bream)	600.0	37.2	NA	15.4380	5.5800
Abramis_brama(bream)	700.0	38.3	male	14.8604	5.2854
Abramis_brama(bream)	700.0	38.5	NA	14.9380	5.1975
Abramis_brama(bream)	610.0	38.6	NA	15.6330	5.1338
Abramis_brama(bream)	650.0	38.7	NA	14.4738	5.7276
Abramis_brama(bream)	575.0	39.5	male	15.1285	5.5695
Abramis_brama(bream)	685.0	39.2	NA	15.9936	5.3704
Abramis_brama(bream)	620.0	39.7	NA	15.5227	5.2801
Abramis_brama(bream)	680.0	40.6	NA	15.4686	6.1306
Abramis_brama(bream)	700.0	40.5	NA	16.2405	5.5890
Abramis_brama(bream)	725.0	40.9	male	16.3600	6.0532
Abramis_brama(bream)	720.0	40.6	NA	16.3618	6.0900
Abramis_brama(bream)	714.0	41.5	NA	16.5170	5.8515
Abramis_brama(bream)	850.0	41.6	NA	16.8896	6.1984
Abramis_brama(bream)	1000.0	42.6	female	18.9570	6.6030
Abramis_brama(bream)	920.0	44.1	female	18.0369	6.3063
Abramis_brama(bream)	955.0	44.0	NA	18.0840	6.2920
Abramis_brama(bream)	925.0	45.3	male	18.7542	6.7497
Abramis_brama(bream)	975.0	45.9	female	18.6354	6.7473
Abramis_brama(bream)	950.0	46.5	NA	17.6235	6.3705
Leusiscus_idus(white	270.0	28.7	NA	8.3804	4.2476
Leusiscus_idus(white	270.0	29.3	NA	8.1454	4.2485
Leusiscus_idus(white	306.0	30.8	NA	8.7780	4.6816
Leusiscus_idus(white	540.0	34.0	NA	10.7440	6.5620
Leusiscus_idus(white	800.0	39.6	female	11.7612	6.5736
Leusiscus_idus(white	1000.0	43.5	NA	12.3540	6.5250
Leuciscus_rutilus(ro	40.0	16.2	NA	4.1472	2.2680
Leuciscus_rutilus(ro	69.0	20.3	NA	5.2983	2.8217
Leuciscus_rutilus(ro	78.0	21.2	NA	5.5756	2.9044
Leuciscus_rutilus(ro	87.0	22.2	NA	5.6166	3.1746
Leuciscus_rutilus(ro	120.0	22.2	NA	6.2160	3.5742
Leuciscus_rutilus(ro	0.0	22.8	NA	6.4752	3.3516
Leuciscus_rutilus(ro	110.0	23.1	female	6.1677	3.3957
Leuciscus_rutilus(ro	120.0	23.7	female	6.1146	3.2943
Leuciscus_rutilus(ro	150.0	24.7	female	5.8045	3.7544
Leuciscus_rutilus(ro	145.0	24.3	female	6.6339	3.5478
Leuciscus_rutilus(ro	160.0	25.3	female	7.0334	3.8203
Leuciscus_rutilus(ro	140.0	25.0	NA	6.5500	3.3250
Leuciscus_rutilus(ro	160.0	25.0	female	6.4000	3.8000
Leuciscus_rutilus(ro	169.0	27.2	NA	7.5344	3.8352
Leuciscus_rutilus(ro	161.0	26.7	NA	6.9153	3.6312
Leuciscus_rutilus(ro	200.0	26.8	female	7.3968	4.1272
Leuciscus_rutilus(ro	180.0	27.9	NA	7.0866	3.9060
Leuciscus_rutilus(ro	290.0	29.2	NA	8.8768	4.4968
Leuciscus_rutilus(ro	272.0	30.6	female	8.5680	4.7736
Leuciscus_rutilus(ro	390.0	35.0	NA	9.4850	5.3550
Abramis_bjrkna	55.0	16.5	NA	6.8475	2.3265
Abramis_bjrkna	60.0	17.4	male	6.5772	2.3142
Abramis_bjrkna	90.0	19.8	male	7.4052	2.6730
Abramis_bjrkna	120.0	21.3	male	8.3922	2.9181
Abramis_bjrkna	150.0	22.4	NA	8.8928	3.2928
Abramis_bjrkna	140.0	23.2	NA	8.5376	3.2944
Abramis_bjrkna	170.0	23.2	female	9.3960	3.4104
Abramis_bjrkna	145.0	24.1	female	9.7364	3.1571
Abramis_bjrkna	200.0	25.8	NA	10.3458	3.6636
Abramis_bjrkna	273.0	28.0	female	11.0880	4.1440
Abramis_bjrkna	300.0	29.0	female	11.3680	4.2340
Osmerus_eperlanus(sm	6.7	10.8	male	1.7388	1.0476
Osmerus_eperlanus(sm	7.5	11.6	female	1.9720	1.1600
Osmerus_eperlanus(sm	7.0	11.6	male	1.7284	1.1484
Osmerus_eperlanus(sm	9.7	12.0	female	2.1960	1.3800
Osmerus_eperlanus(sm	9.8	12.4	male	2.0832	1.2772
Osmerus_eperlanus(sm	8.7	12.6	male	1.9782	1.2852
Osmerus_eperlanus(sm	10.0	13.1	male	2.2139	1.2838
Osmerus_eperlanus(sm	9.9	13.1	female	2.2139	1.1659
Osmerus_eperlanus(sm	9.8	13.2	female	2.2044	1.1484
Osmerus_eperlanus(sm	12.2	13.4	female	2.0904	1.3936
Osmerus_eperlanus(sm	13.4	13.5	female	2.4300	1.2690
Osmerus_eperlanus(sm	12.2	13.8	female	2.2770	1.2558
Osmerus_eperlanus(sm	19.7	15.2	female	2.8728	2.0672
Osmerus_eperlanus(sm	19.9	16.2	female	2.9322	1.8792
Esox_lucius(pike)	200.0	34.8	NA	5.5680	3.3756
Esox_lucius(pike)	300.0	37.8	female	5.7078	4.1580
Esox_lucius(pike)	300.0	38.8	NA	5.9364	4.3844
Esox_lucius(pike)	300.0	39.8	NA	6.2884	4.0198
Esox_lucius(pike)	430.0	40.5	NA	7.2900	4.5765
Esox_lucius(pike)	345.0	41.0	male	6.3960	3.9770
Esox_lucius(pike)	456.0	45.5	NA	7.2800	4.3225
Esox_lucius(pike)	510.0	45.5	NA	6.8250	4.4590
Esox_lucius(pike)	540.0	45.8	NA	7.7860	5.1296
Esox_lucius(pike)	500.0	48.0	NA	6.9600	4.8960
Esox_lucius(pike)	567.0	48.7	female	7.7920	4.8700
Esox_lucius(pike)	770.0	51.2	female	7.6800	5.3760
Esox_lucius(pike)	950.0	55.1	NA	8.9262	6.1712
Esox_lucius(pike)	1250.0	59.7	NA	10.6863	6.9849
Esox_lucius(pike)	1600.0	64.0	NA	9.6000	6.1440
Esox_lucius(pike)	1550.0	64.0	female	9.6000	6.1440
Esox_lucius(pike)	1650.0	68.0	female	10.8120	7.4800
Perca_fluviatilis(pe	5.9	8.8	NA	2.1120	1.4080
Perca_fluviatilis(pe	32.0	14.7	NA	3.5280	1.9992
Perca_fluviatilis(pe	40.0	16.0	NA	3.8240	2.4320
Perca_fluviatilis(pe	51.5	17.2	NA	4.5924	2.6316
Perca_fluviatilis(pe	70.0	18.5	NA	4.5880	2.9415
Perca_fluviatilis(pe	100.0	19.2	NA	5.2224	3.3216
Perca_fluviatilis(pe	78.0	19.4	NA	5.1992	3.1234
Perca_fluviatilis(pe	80.0	20.2	NA	5.6358	3.0502
Perca_fluviatilis(pe	85.0	20.8	NA	5.1376	3.0368
Perca_fluviatilis(pe	85.0	21.0	NA	5.0820	2.7720
Perca_fluviatilis(pe	110.0	22.5	NA	5.6925	3.5550
Perca_fluviatilis(pe	115.0	22.5	NA	5.9175	3.3075
Perca_fluviatilis(pe	125.0	22.5	male	5.6925	3.6675
Perca_fluviatilis(pe	130.0	22.8	female	6.3840	3.5340
Perca_fluviatilis(pe	120.0	23.5	female	6.1100	3.4075
Perca_fluviatilis(pe	120.0	23.5	NA	5.6400	3.5250
Perca_fluviatilis(pe	130.0	23.5	NA	6.1100	3.5250
Perca_fluviatilis(pe	135.0	23.5	NA	5.8750	3.5250
Perca_fluviatilis(pe	110.0	23.5	female	5.5225	3.9950
Perca_fluviatilis(pe	130.0	24.0	female	5.8560	3.6240
Perca_fluviatilis(pe	150.0	24.0	female	6.7920	3.6240
Perca_fluviatilis(pe	145.0	24.2	NA	5.9532	3.6300
Perca_fluviatilis(pe	150.0	24.5	NA	5.2185	3.6260
Perca_fluviatilis(pe	170.0	25.0	NA	6.2750	3.7250
Perca_fluviatilis(pe	225.0	25.5	NA	7.2930	3.7230
Perca_fluviatilis(pe	145.0	25.5	NA	6.3750	3.8250
Perca_fluviatilis(pe	188.0	26.2	NA	6.7334	4.1658
Perca_fluviatilis(pe	180.0	26.5	female	6.4395	3.6835
Perca_fluviatilis(pe	197.0	27.0	NA	6.5610	4.2390
Perca_fluviatilis(pe	218.0	28.0	NA	7.1680	4.1440
Perca_fluviatilis(pe	300.0	28.7	female	8.3230	5.1373
Perca_fluviatilis(pe	260.0	28.9	female	7.1672	4.3350
Perca_fluviatilis(pe	265.0	28.9	NA	7.0516	4.3350
Perca_fluviatilis(pe	250.0	28.9	female	7.2828	4.5662
Perca_fluviatilis(pe	250.0	29.4	NA	7.8204	4.2042
Perca_fluviatilis(pe	300.0	30.1	female	7.5852	4.6354
Perca_fluviatilis(pe	320.0	31.6	female	7.6156	4.7716
Perca_fluviatilis(pe	514.0	34.0	NA	10.0300	6.0180
Perca_fluviatilis(pe	556.0	36.5	NA	10.2565	6.3875
Perca_fluviatilis(pe	840.0	37.3	female	11.4884	7.7957
Perca_fluviatilis(pe	685.0	39.0	female	10.8810	6.8640
Perca_fluviatilis(pe	700.0	38.3	female	10.6091	6.7408
Perca_fluviatilis(pe	700.0	39.4	female	10.8350	6.2646
Perca_fluviatilis(pe	690.0	39.3	female	10.5717	6.3666
Perca_fluviatilis(pe	900.0	41.4	female	11.1366	7.4934
Perca_fluviatilis(pe	650.0	41.4	NA	11.1366	6.0030
Perca_fluviatilis(pe	820.0	41.3	NA	12.4313	7.3514
Perca_fluviatilis(pe	850.0	42.3	female	11.9286	7.1064
Perca_fluviatilis(pe	900.0	42.5	female	11.7300	7.2250
Perca_fluviatilis(pe	1015.0	42.4	female	12.3808	7.4624
Perca_fluviatilis(pe	820.0	42.5	female	11.1350	6.6300
Perca_fluviatilis(pe	1100.0	44.6	female	12.8002	6.8684
Perca_fluviatilis(pe	1000.0	45.2	female	11.9328	7.2772
Perca_fluviatilis(pe	1100.0	45.5	female	12.5125	7.4165
Perca_fluviatilis(pe	1000.0	46.0	male	12.6040	8.1420
Perca_fluviatilis(pe	1000.0	46.6	female	12.4888	7.5958