Lobster Vignette (NAS K12 Data Tools)

	A	B	C	D	E	F	G	H	I	J
1
2		This doc is part of a set of example vignettes developed for a paper on K12 Data Science Tools commissioned by the National Academies.
3		nhorton@amherst.edu		dpimente@stanford.edu		Michelle Hoda Wilkerson
4		The vignettes and associated paper can be found at https://nicholasjhorton.github.io/K12-Data-Tools The dataset featured here is originally sourced from rutgers.oceanadapt.org.
5
6	Common name	Latin name	Year	Latitude	Longitude	Region	Gulf of St. Lawrence South	Maritimes Summer	Northeast US Fall	Northeast US Spring
7	American lobster	Homarus americanus	1970			Maritimes Summer
8	American lobster	Homarus americanus	1971	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
9	American lobster	Homarus americanus	1971	43.647823	-61.419999	Maritimes Summer		43.647823
10	American lobster	Homarus americanus	1972	46.8950897	-64.468539	Gulf of St. Lawrence South	46.8950897
11	American lobster	Homarus americanus	1972	43.36638	-65.825705	Maritimes Summer		43.36638
12	American lobster	Homarus americanus	1973	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
13	American lobster	Homarus americanus	1973	43.2098829	-64.128622	Maritimes Summer		43.2098829
14	American lobster	Homarus americanus	1974	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
15	American lobster	Homarus americanus	1974	45.0475687	-66.130305	Maritimes Summer		45.0475687
16	American lobster	Homarus americanus	1974	41.2772762	-68.951131	Northeast US Fall			41.2772762
17	American lobster	Homarus americanus	1974	41.3604234	-69.360399	Northeast US Spring				41.3604234
18	American lobster	Homarus americanus	1975	46.5553769	-61.602654	Gulf of St. Lawrence South	46.5553769
19	American lobster	Homarus americanus	1975	43.0211903	-66.047304	Maritimes Summer		43.0211903
20	American lobster	Homarus americanus	1975	41.1262088	-69.321467	Northeast US Fall			41.1262088
21	American lobster	Homarus americanus	1976	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
22	American lobster	Homarus americanus	1976			Maritimes Summer
23	American lobster	Homarus americanus	1976	41.4050243	-68.747814	Northeast US Fall			41.4050243
24	American lobster	Homarus americanus	1976	41.5361914	-68.902373	Northeast US Spring				41.5361914
25	American lobster	Homarus americanus	1977	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
26	American lobster	Homarus americanus	1977	43.7303263	-63.509437	Maritimes Summer		43.7303263
27	American lobster	Homarus americanus	1977	41.5263888	-68.79091	Northeast US Fall			41.5263888
28	American lobster	Homarus americanus	1977	41.5362913	-68.986974	Northeast US Spring				41.5362913
29	American lobster	Homarus americanus	1978	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
30	American lobster	Homarus americanus	1978	42.8605617	-65.510277	Maritimes Summer		42.8605617
31	American lobster	Homarus americanus	1978	41.4264192	-68.740695	Northeast US Fall			41.4264192
32	American lobster	Homarus americanus	1978	41.3844929	-69.345394	Northeast US Spring				41.3844929
33	American lobster	Homarus americanus	1979	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
34	American lobster	Homarus americanus	1979	43.1183876	-65.90013	Maritimes Summer		43.1183876
35	American lobster	Homarus americanus	1979	41.4321414	-68.447648	Northeast US Fall			41.4321414
36	American lobster	Homarus americanus	1979	41.5501676	-68.28606	Northeast US Spring				41.5501676
37	American lobster	Homarus americanus	1980	46.3512838	-62.490646	Gulf of St. Lawrence South	46.3512838
38	American lobster	Homarus americanus	1980	43.810784	-65.232418	Maritimes Summer		43.810784
39	American lobster	Homarus americanus	1980	41.565916	-68.225857	Northeast US Fall			41.565916
40	American lobster	Homarus americanus	1980	41.2857841	-69.149809	Northeast US Spring				41.2857841
41	American lobster	Homarus americanus	1981	46.1631774	-62.468988	Gulf of St. Lawrence South	46.1631774
42	American lobster	Homarus americanus	1981	44.0564068	-66.401492	Maritimes Summer		44.0564068
43	American lobster	Homarus americanus	1981	41.0001472	-69.336286	Northeast US Fall			41.0001472
44	American lobster	Homarus americanus	1981	41.9679367	-68.40614	Northeast US Spring				41.9679367
45	American lobster	Homarus americanus	1982	46.3517083	-63.0275	Gulf of St. Lawrence South	46.3517083
46	American lobster	Homarus americanus	1982	43.9469655	-65.896238	Maritimes Summer		43.9469655
47	American lobster	Homarus americanus	1982	41.0181799	-69.48356	Northeast US Fall			41.0181799
48	American lobster	Homarus americanus	1982	41.5712998	-69.326633	Northeast US Spring				41.5712998
49	American lobster	Homarus americanus	1983	45.8967312	-62.476134	Gulf of St. Lawrence South	45.8967312
50	American lobster	Homarus americanus	1983	44.6753034	-64.695308	Maritimes Summer		44.6753034
51	American lobster	Homarus americanus	1983	41.3427775	-69.060095	Northeast US Fall			41.3427775
52	American lobster	Homarus americanus	1983	41.6365045	-69.19777	Northeast US Spring				41.6365045
53	American lobster	Homarus americanus	1984	46.6354549	-63.415623	Gulf of St. Lawrence South	46.6354549
54	American lobster	Homarus americanus	1984	42.9009877	-64.410821	Maritimes Summer		42.9009877
55	American lobster	Homarus americanus	1984	41.349191	-69.153107	Northeast US Fall			41.349191
56	American lobster	Homarus americanus	1984	42.0214999	-68.469306	Northeast US Spring				42.0214999
57	American lobster	Homarus americanus	1985	46.4724126	-62.678607	Gulf of St. Lawrence South	46.4724126
58	American lobster	Homarus americanus	1985	43.4051456	-62.9811	Maritimes Summer		43.4051456
59	American lobster	Homarus americanus	1985	41.6602302	-69.137559	Northeast US Fall			41.6602302
60	American lobster	Homarus americanus	1985	41.8059809	-68.924892	Northeast US Spring				41.8059809
61	American lobster	Homarus americanus	1986	46.5284198	-62.801118	Gulf of St. Lawrence South	46.5284198
62	American lobster	Homarus americanus	1986	43.5225723	-62.725767	Maritimes Summer		43.5225723
63	American lobster	Homarus americanus	1986	41.5451682	-68.801234	Northeast US Fall			41.5451682
64	American lobster	Homarus americanus	1986	41.6838032	-69.082312	Northeast US Spring				41.6838032
65	American lobster	Homarus americanus	1987	46.5977753	-62.679295	Gulf of St. Lawrence South	46.5977753
66	American lobster	Homarus americanus	1987	43.2067156	-64.859963	Maritimes Summer		43.2067156
67	American lobster	Homarus americanus	1987	41.4773354	-68.996196	Northeast US Fall			41.4773354
68	American lobster	Homarus americanus	1987	42.185938	-68.909818	Northeast US Spring				42.185938
69	American lobster	Homarus americanus	1988	46.6367556	-63.113763	Gulf of St. Lawrence South	46.6367556
70	American lobster	Homarus americanus	1988	43.441155	-65.152666	Maritimes Summer		43.441155
71	American lobster	Homarus americanus	1988	41.3686375	-68.688903	Northeast US Fall			41.3686375
72	American lobster	Homarus americanus	1988	40.7871002	-70.202635	Northeast US Spring				40.7871002
73	American lobster	Homarus americanus	1989	46.5408858	-62.445302	Gulf of St. Lawrence South	46.5408858
74	American lobster	Homarus americanus	1989	43.0599305	-65.658638	Maritimes Summer		43.0599305
75	American lobster	Homarus americanus	1989	41.3976214	-68.720644	Northeast US Fall			41.3976214
76	American lobster	Homarus americanus	1989	41.9348621	-69.070232	Northeast US Spring				41.9348621
77	American lobster	Homarus americanus	1990	46.6265584	-62.602463	Gulf of St. Lawrence South	46.6265584
78	American lobster	Homarus americanus	1990	43.2108716	-64.110117	Maritimes Summer		43.2108716
79	American lobster	Homarus americanus	1990	41.3690284	-69.526686	Northeast US Fall			41.3690284
80	American lobster	Homarus americanus	1990	41.7491801	-69.465438	Northeast US Spring				41.7491801
81	American lobster	Homarus americanus	1991	47.1913735	-64.009112	Gulf of St. Lawrence South	47.1913735
82	American lobster	Homarus americanus	1991	43.789383	-60.735165	Maritimes Summer		43.789383
83	American lobster	Homarus americanus	1991	41.4375964	-69.50069	Northeast US Fall			41.4375964
84	American lobster	Homarus americanus	1991	41.9237469	-69.205093	Northeast US Spring				41.9237469
85	American lobster	Homarus americanus	1992	46.759753	-63.452232	Gulf of St. Lawrence South	46.759753
86	American lobster	Homarus americanus	1992	43.405266	-64.004824	Maritimes Summer		43.405266
87	American lobster	Homarus americanus	1992	41.2339365	-69.310096	Northeast US Fall			41.2339365
88	American lobster	Homarus americanus	1992	41.8245005	-69.153044	Northeast US Spring				41.8245005
89	American lobster	Homarus americanus	1993	46.4634758	-63.155296	Gulf of St. Lawrence South	46.4634758
90	American lobster	Homarus americanus	1993	43.3776226	-64.106825	Maritimes Summer		43.3776226
91	American lobster	Homarus americanus	1993	41.501776	-69.047881	Northeast US Fall			41.501776
92	American lobster	Homarus americanus	1993	41.7249045	-69.376755	Northeast US Spring				41.7249045
93	American lobster	Homarus americanus	1994	46.6954498	-63.467528	Gulf of St. Lawrence South	46.6954498
94	American lobster	Homarus americanus	1994	42.8398986	-65.990856	Maritimes Summer		42.8398986
95	American lobster	Homarus americanus	1994	41.714799	-69.046899	Northeast US Fall			41.714799
96	American lobster	Homarus americanus	1994	42.0907331	-69.125982	Northeast US Spring				42.0907331
97	American lobster	Homarus americanus	1995	46.5639593	-62.84396	Gulf of St. Lawrence South	46.5639593
98	American lobster	Homarus americanus	1995	42.9678307	-65.68648	Maritimes Summer		42.9678307
99	American lobster	Homarus americanus	1995	42.1924857	-68.854863	Northeast US Fall			42.1924857
100	American lobster	Homarus americanus	1995	42.4216322	-68.135811	Northeast US Spring				42.4216322